FiniteVolumeGPU/ConvergenceSmooth1D.ipynb
2018-11-19 14:07:06 +01:00

1100 lines
1.8 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",
"#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 socket\n",
"import time\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": [
"#Finally, import our simulator\n",
"from GPUSimulators import Common, LxF, FORCE, HLL, HLL2, KP07, KP07_dimsplit, WAF, IPythonMagic\n",
"from GPUSimulators.helpers import InitialConditions"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Console logger using level INFO\n",
"File logger using level DEBUG to output.log\n",
"Python version 3.6.7 |Anaconda custom (64-bit)| (default, Oct 28 2018, 19:44:12) [MSC v.1915 64 bit (AMD64)]\n",
"Registering cuda_context in user workspace\n",
"PyCUDA version 2018.1.1\n",
"CUDA version (10, 0, 0)\n",
"Driver version 10000\n",
"Using 'GeForce 840M' GPU\n",
"Created context handle <261834906624>\n",
"Using CUDA cache dir c:\\Users\\anbro\\Documents\\projects\\GPUSimulators\\GPUSimulators\\cuda_cache\n",
"Autotuning enabled. It may take several minutes to run the code the first time: have patience\n"
]
}
],
"source": [
"%setup_logging\n",
"%cuda_context_handler cuda_context"
]
},
{
"cell_type": "code",
"execution_count": 4,
"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": 5,
"metadata": {},
"outputs": [],
"source": [
"def save_figure(fig, stem):\n",
" if (not os.path.isdir(\"figures\")):\n",
" os.mkdir(\"figures\")\n",
" \n",
" fig_filename = os.path.join(\"figures\", \"convergence_smooth1d_\" + stem + \".pdf\")\n",
" \n",
" metadata = {\n",
" 'created': time.strftime(\"%Y_%m_%d-%H_%M_%S\"),\n",
" 'hostname': socket.gethostname()\n",
" }\n",
" \n",
" legend = fig.gca().legend_\n",
" if (legend != None):\n",
" fig.savefig(fig_filename, dpi=300,format='pdf',\n",
" transparent=True, pad_inches=0.0, frameon=None, \n",
" metadata=metadata, \n",
" bbox_extra_artists=(legend, ), bbox_inches='tight')\n",
" else:\n",
" fig.savefig(fig_filename, dpi=300,format='pdf',\n",
" transparent=True, pad_inches=0.0, frameon=None, \n",
" metadata=metadata)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1200x800 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"nx = 100\n",
"ny = 2\n",
"ref_nx = 1000\n",
"width = 50\n",
"height = width/5\n",
"bump_size = 10\n",
"h, hu, hv, dx, dy = InitialConditions.bump(nx=nx, ny=ny, width=width, height=height, bump_size=bump_size, ref_nx=ref_nx, v_amp=0, v_ref=0)\n",
"\n",
"plt.figure()\n",
"ax=plt.subplot(1,3,1)\n",
"im=plt.imshow(h, extent=[0, nx*dx, 0, ny*dy])\n",
"plt.colorbar(orientation='horizontal')\n",
"\n",
"ax=plt.subplot(1,3,2)\n",
"im=plt.imshow(hu, extent=[0, nx*dx, 0, ny*dy])\n",
"plt.colorbar(orientation='horizontal')\n",
"\n",
"ax=plt.subplot(1,3,3)\n",
"im=plt.imshow(hv, extent=[0, nx*dx, 0, ny*dy])\n",
"plt.colorbar(orientation='horizontal')\n",
"\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"def gen_filename(simulator, nx):\n",
" return os.path.abspath(os.path.join(\"data\", \"smooth1d\", str(simulator.__name__) + \"_\" + str(nx) + \".npz\"))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"def run_benchmark(datafilename, simulator, simulator_args, nx, reference_nx, ny, reference_ny,\n",
" h_ref=0.5, h_amp=0.1, u_ref=0.0, u_amp=0.1, v_ref=0.0, v_amp=0.1,\n",
" dt=None, force_rerun=False, transpose=False):\n",
"\n",
" if (datafilename and os.path.isfile(datafilename) and force_rerun == False):\n",
" print(\"WARNING: Existing simulation exists, skipping simulation\")\n",
" return [0, 0, 0]\n",
" else:\n",
" width=100\n",
" test_data_args= {\n",
" 'nx': nx,\n",
" 'ny': ny,\n",
" 'width': width,\n",
" 'height': 2*width/nx,\n",
" 'bump_size': width/5,\n",
" 'ref_nx': reference_nx,\n",
" 'ref_ny': reference_ny,\n",
" 'h_ref': h_ref, 'h_amp': h_amp,\n",
" 'u_ref': u_ref, 'u_amp': u_amp,\n",
" 'v_ref': v_ref, 'v_amp': v_amp\n",
" }\n",
" h0, hu0, hv0, dx, dy = InitialConditions.bump(**test_data_args)\n",
"\n",
" #Initialize simulator\n",
" with Common.Timer(simulator.__name__ + \"_\" + str(nx)) as timer:\n",
" if (transpose):\n",
" h0 = np.ascontiguousarray(np.transpose(h0))\n",
" hu0, hv0 = np.ascontiguousarray(np.transpose(hv0)), np.ascontiguousarray(np.transpose(hu0))\n",
" dx, dy = dy, dx\n",
" nx, ny = ny, nx\n",
" \n",
" sim_args = {\n",
" 'h0': h0, 'hu0': hu0, 'hv0': hv0,\n",
" 'nx': nx, 'ny': ny,\n",
" 'dx': dx, 'dy': dy\n",
" }\n",
" sim_args.update(simulator_args)\n",
"\n",
" sim = simulator(**sim_args)\n",
" sim.simulate(1.0, dt=dt)\n",
" sim.check()\n",
" \n",
" nt = sim.simSteps()\n",
" dt = sim.simTime() / nt\n",
" h, hu, hv = sim.download()\n",
" \n",
" if (transpose):\n",
" h = np.ascontiguousarray(np.transpose(h))\n",
" hu, hv = np.ascontiguousarray(np.transpose(hv)), np.ascontiguousarray(np.transpose(hu))\n",
" \n",
"\n",
" if (datafilename):\n",
" dirname = os.path.dirname(datafilename)\n",
" if (dirname and not os.path.isdir(dirname)):\n",
" os.makedirs(dirname)\n",
" np.savez_compressed(datafilename, h=h, hu=hu, hv=hv)\n",
" \n",
" gc.collect() # Force run garbage collection to free up memory\n",
" \n",
" return [timer.secs, nt, dt]"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Completed warmup in 9.048018217086792 s\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"HLL2 [16384x2]: 0% [################==============] 100%. Total: 9s, elapsed: 5s, remaining: 4s\n",
"KP07 [16384x2]: 0% [###############===============] 100%. Total: 9s, elapsed: 5s, remaining: 4s\n",
"KP07_dimsplit [16384x2]: 0% [#################=============] 100%. Total: 8s, elapsed: 5s, remaining: 3s\n",
"WAF [16384x2]: 0% [################==============] 100%. Total: 9s, elapsed: 5s, remaining: 4s\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Completed simulation in 63.03895831108093 s\n"
]
}
],
"source": [
"reference_nx = 16384\n",
"domain_sizes = [8, 16, 32, 64, 128, 256, 512, 1024, 2048, 4096]\n",
"\n",
"simulators = [LxF.LxF, FORCE.FORCE, HLL.HLL, HLL2.HLL2, KP07.KP07, KP07_dimsplit.KP07_dimsplit, WAF.WAF]\n",
"force_rerun=True\n",
"transpose=False\n",
"g = 9.81\n",
"h_ref = 0.5\n",
"h_amp = 0.1\n",
"u_ref = 0.0\n",
"u_amp = 0.1\n",
"dt = 0.7*(width/reference_nx)/(u_ref+u_amp + np.sqrt(g*(h_ref+h_amp)))\n",
"dt = None\n",
"sim_args = {\n",
" 'context': cuda_context,\n",
" 'cfl_scale': 0.9,\n",
" 'g': g\n",
"}\n",
"\n",
"#reference_nx = 4096\n",
"#domain_sizes = [32, 64, 128, 256, 512, 1024]\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",
"\n",
"#Warmup to compile kernels\n",
"with Common.Timer(\"warmup\") as timer:\n",
" for i in range(len(simulators)):\n",
" run_benchmark(None, \n",
" simulators[i], \n",
" sim_args,\n",
" 16, 16, 2, 2,\n",
" force_rerun=force_rerun,\n",
" transpose=transpose)\n",
"print(\"Completed warmup in {:} s\".format(timer.secs))\n",
" \n",
"with Common.Timer(\"simulation\") as timer:\n",
" for i in range(len(simulators)): \n",
" # Run the simulation for all the domain sizes\n",
" for j, nx in enumerate(domain_sizes):\n",
" datafilename = gen_filename(simulators[i], nx)\n",
" [secs, nt, dt] = run_benchmark(datafilename, \n",
" simulators[i], \n",
" sim_args,\n",
" nx, reference_nx, 2, 2,\n",
" h_ref=h_ref, h_amp=h_amp,\n",
" u_ref=u_ref, u_amp=u_amp, \n",
" v_ref=0.0, v_amp=0.0,\n",
" #dt=0.25*0.7*(width/nx)/(u_ref+u_amp + np.sqrt(g*(h_ref+h_amp))),\n",
" force_rerun=force_rerun,\n",
" transpose=transpose)\n",
" sim_elapsed_time[i, j] = secs\n",
" sim_dt[i, j] = dt\n",
" sim_nt[i, j] = nt\n",
"\n",
" # Run reference with a low CFL-number\n",
" datafilename = gen_filename(simulators[i], reference_nx)\n",
" run_benchmark(datafilename, \n",
" simulators[i], \n",
" sim_args,\n",
" reference_nx, reference_nx, 2, 2,\n",
" h_ref=h_ref, h_amp=h_amp,\n",
" u_ref=u_ref, u_amp=u_amp,\n",
" v_ref=0.0, v_amp=0.0,\n",
" #dt=0.25*0.7*(width/reference_nx)/(u_ref+u_amp + np.sqrt(g*(h_ref+h_amp))),\n",
" force_rerun=force_rerun,\n",
" transpose=transpose)\n",
"print(\"Completed simulation in {:} s\".format(timer.secs))"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x3c803fbeb8>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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IR3pgYCBnz57Nlt+yrCtqL7Px48fz1VdfMXDgQHbv3k1ISAg9evRwyrNq1Sqna+zcuTOff/55ofVBRERERERELl+xDbKvZ56ensyfP5877riD6tWrM3ny5Gx5goODmT59uuNzYY2ki4iIiIiISMEV2yD7ct6pfu+99xgzZky29HHjxvHCCy84pR06dOhKu5Yv33zzDQDnzp3j3Llz2YJoX19fataseVX6IiIiIiIiIvlTbBc+8/X1zfcxbNgwGjZs6FS+YcOGDBs2zOl97EvVW5j+/PNPhg8fzsyZM7n//vvp378/6enphdqGiIiIiIiIFL5iO5J9Ofz8/Ni6dSvTpk3jwIED1KxZk8GDB1/xe915iYmJYefOnU5ppUuXJiQkhA4dOvD444/TuXNnGjRowKRJkxg5cqRL+yMiIiIiIiJXRkG2nZ+fHy+++OJVbTMyMpLGjRs7pRljqFixIitXrgSgYsWKzJo1i169etG+fXsaNWp0VfsoIiIiIiIi+WcKc1VsVzHG+AMxMTEx+Pv7O51LTEwkKiqKoKAgvL29i6aDUizoWRIRERERcZ2EhATHbOH4+PhrfvHm2NhYAgICAAIsy4rNb7li+062iIiIiIiIyNWm6eIiIiIiIiLiMgkJCU5/Zv35Wh/RvlwKskVERERERMRlclpQukKFCo6fr4dXmC+HpouLiIiIiIiIFBKNZIuIiIiIiIjLxMfHA7Yp4hkj2KdOnSp208QzaCRbREREREREXOKXX34hLCwMX19fp6A643NxDLQ1ki0iIiIiIiKFLioqilatWhEXF0e5cuVo0aJFUXfpqlCQLSIiIiIiIoUuMDCQXr16sW/fPpo0aYKvr2+xW+QsJwqyRUREREREpNBYloUxBmMM06dPJzk5mZIlSxZ1t64avZMtIiIiIiIiheL999+nR48epKamAuDu7n5DBdigIJv333+fI0eOZEs/cuQI77//vsvaDQ0NdXy7k/k4cOAAAEePHmXAgAFUrlwZT09PqlevztChQ/nrr7+c6mndurWjrKenJ7feeisvv/wySUlJ2dqMiIjgH//4B2XLlsXHx4fbbruNF154gePHjwMQGRmZY5+MMZw8edJl90JERERERK5vlmXx6quvMmzYMJYvX87nn3/O8OHDCQ8PL+quXXU3dJD9/vvvM2zYMIKDg50C7SNHjhAcHMywYcNcGmh36tSJ6OhopyMoKIiDBw9y99138/vvv7No0SIOHDjAjBkz2LRpE02aNOHcuXNO9Tz55JNER0dz4MABJk6cyNSpUxk7dqxTnv/973+0a9eOihUr8sUXX7Bnzx5mzJhBTEwMkyZNcsq7f//+bP0qX768y+6DiIiIiIhcv9LS0njmmWcYN24cAOPGjcPLy4vJkyfTtm1bnn76aeLi4oq4l1fPDf1Odo8ePfjggw84ePAgwcHBREREABAcHMzBgwepUaMGPXr0cFn7Xl5eVKxYMVv6M888g6enJxs2bHBMrahWrRqNGzfm1ltvZfTo0UyfPt2R38fHx1FPtWrVWLhwIRs2bOCtt94C4NixYwwZMoQhQ4bw3nvvOcoFBgbSsmVL/v77b6f2y5cvz0033VTo1ysiIiIiIsVLcnIy/fv3Z8mSJRhjmDp1aragesaMGaxdu5Y5c+bQpk2bIuzt1VFsR7ITEhJyPRITEwFbQBoREeEYPa5ZsyY1a9bk4MGDBAUFsXr1asqVK5evegvLuXPnWL9+PYMHD8727kLFihV59NFHWbJkSa6r8v3yyy9s27aNEiVKONI+//xzkpOTefHFF3Mso4BaREREREQuV0JCAt26dWPJkiWUKFGCRYsW8fTTTwNQqlQpp7yHDx++YUa1i22Q7efnl+vx8MMPO/JVq1aN6OhoAFJSUkhJSQFse7rVq1ePzp07O9UbGBiYY50FsWrVKqc6evbsyR9//IFlWdSrVy/HMvXq1eP8+fOcOXPGkTZt2jT8/Pzw8vKiUaNGnDlzhpEjRzrO//HHH/j7+1OpUqV89euWW25x6ledOnUKdH0iIiIiIlI8nTt3jnbt2rF+/Xp8fHxYuXIlvXv3zrPcjBkzqF+/frF+V/uGni5e1IKDg52mffv6+ua4CFtmGSPYxhhH2qOPPsro0aOJjY1lwoQJ+Pv7O32RkLGEfn5t2bLF6ZsnDw89JiIiIiIiYnPixAk6duzIb7/9RunSpVm9ejVNmjTJd/lTp06RnJzswh4WrWIbPcXHx+d6zt3d3fHzkSNHqFSpElFRUY4p1ikpKQQFBbFmzRqqV6/uVPbQoUOF1kdfX19q1qzplObp6Ykxhj179tC9e/dsZfbt20fp0qW5+eabHWkBAQGOeubPn0/9+vWZPXs2AwYMAKB27drExMQQHR2dr9HsoKAgTSEXEREREZFsDhw4QPv27Tl06BCVKlViw4YN3H777ZdVx8svv0zHjh1d1MOiV2yni/v6+uZ6eHt7A/+/inhUVBQ1atTgwIEDHDhwgBo1ahAVFUWXLl2cpmVfqt7CUrZsWdq3b8+0adO4ePGi07mTJ0+yYMECevfunevIdIkSJXjllVf497//zYULFwB45JFH8PT0ZOLEiTmWybrwmYiIiIiISFY7d+6kWbNmHDp0iJo1a7Jt27ZcA+zc3rseOHAgt99+O2lpaa7sapEqtkF2fixbtsyxinhERATVqlVzLIZWo0YNDh48yLJly656v6ZMmUJSUhIdO3bk66+/5ujRo6xbt4727dtTpUoV3njjjUuW79u3L8YYpk2bBkDVqlV57733eP/99xkwYACbN2/m8OHDbNu2jUGDBjmW2s9w+vRpTp486XRkvKsuIiIiIiI3JsuySExMpGHDhmzdupWgoKBc83711VdOnz08PPj3v//NRx99RM+ePYmMjHRxb4vODR1kDx06lMmTJzsC7AwZgfbkyZMZOnToVe9XrVq12LFjB7feeiu9e/fm1ltvZeDAgQQHB/Ptt99SpkyZS5b39PTk2WefZeLEiY5p84MHD2bDhg0cP36cHj16ULduXZ544gn8/f0ZMWKEU/k6depQqVIlp+PHH3902fWKiIiIiMi1r3HjxmzatInNmzdToUKFS+Zt1aqVY5thHx8fvvjiC8eC0wCLFy927NSU285J1ytzPVyQMcYfiImJicHf39/pXGJiIlFRUQQFBTmmgYsUhJ4lERERERFn8+fPp0aNGjRt2jTfZU6cOEGHDh3YvXs3AQEBxMTEXDJ/VFQUgYGBV9jTwhcbG0tAQABAgGVZsfktd0OPZIuIiIiIiEjOvvzyS0JCQujSpQuHDx/OV5kDBw7QrFkzdu/eTaVKlRg1alSeZbZu3XqlXb2mFNvVxUVERERERKTgOnToQNOmTbn33nupWrVqnvlTUlLo2LGjY2G0DRs2ULlyZSzLYvTo0TmWefPNN+nZs2dhd71Iabq4iJ2eJRERERG50aWnp2OMcexmdPHiRby9vXPd3Sir9evXM2bMGFauXOl4bzsuLi5bHJchPj6+UHdrKkyaLi4iIiIiIiIFlpycTN++fXnttdccaSVLlswzwM7YOhigY8eObN++3RFgp6SkMHDgQNd0+BpVoCDbGDPYGBNljEk0xvxojGmRR/6bjDFTjTHR9jJ7jTH/KFiXRUREREREpDAlJCTwwAMPsGTJEt58800OHDiQr3ILFiygVq1a/P777440N7f/DzPffPNNFi9ejJubG0FBQUydOpWpU6dy1113sWTJEnx8fAr9WoraZb+TbYzpDUwGBgPbgEHAWmPMbZZlHckhvyewETgNPAIcA6oCOe9OLiIiIiIiIlfNuXPn6NKlC9u3b8fHx4dly5ZRs2bNPMulpqYyefJkTpw4wUcffcQ777yTLc8LL7zA5s2bGTlyJJ07d3akDx48uFCv4VpSkIXPngdmW5Y1y/55mDGmI/A08HIO+f8FlAGaWpaVYk/L39J0IiIiIiIi4jLHjx+nY8eO7N69m9KlS7NmzRruv//+fJX18PBgzZo1zJw5k5deesmRfu7cOUqXLo0xBj8/PzZt2pTvd7qLg8uaLm4flb4L2JDl1AYgt43TugHfAlONMaeMMb8ZY14xxrhfdm9FRERERESkUPzxxx80b96c3bt3U7lyZbZs2ZJngJ2ens6mTZscn8uVK8crr7zimCK+e/duGjZsyPjx4x15bqQAGy7/neybAXfgVJb0U0DFXMrUwDZN3B34BzAeeAHIeQ13wBjjZYzxzziAUpfZTxEREREREcnFzz//TPPmzTl06BC1atVi27Zt1K9f/5JlUlJSCAkJoV27dsyePTvb+W+++YYWLVpw7NgxFi9e7LQg2o2koKuLZ933y+SQlrmN08BAy7J+tCxrMfAGtunluXkZiMl0HCtgP0VERERERCSTr7/+mtatW3P69GkaN27Mli1bCAwMvGSZCxcu0KNHDxYuXIiHh0e2LW9Xr15Nu3btOH/+PPfffz9ff/11sVzULD8uN8g+C6SRfdS6PNlHtzNEA79blpWWKW0vUNE+/TwnbwEBmY5bLrOfhSY8PJzhw4cXer2hoaF07949W3pkZCTGGP7++2+nn3MyduxYGjVqVOh9ExERERGR4mnlypV07NiR2NhYWrZsSUREhGO7rdz8/fffdOzYkdWrV+Pt7c2XX37Jo48+6jg/b948HnzwQS5evEjnzp356quvKFu2rKsv5Zp1WUG2ZVnJwI9A+yyn2gPf5FJsG1DTGJO5rdpAtL2+nNpJsiwrNuOgCFYij4uL4+mnn6Zt27ZMnjyZZcuWXe0uiIiIiIiIFJpPP/2UHj16kJiYSLdu3Vi3bh0BAQGXLHPy5Elat27N1q1bCQgIYOPGjXTp0sVxftKkSYSGhpKWlkZISAjLly/H19fX1ZdyTSvIdPF3gSeMMf8yxtQzxrwHVANmABhjPjHGvJUp/3SgLPC+Maa2MaYL8Aow9Qr77jLh4eE0aNCAGTNmONLatWtXhD0SERERERG5Mh4eHqSnp/PYY4/xxRdfULJkyUvmj4qKonnz5vzyyy9UqFCBzZs307x5c6c8GUH6iBEjmDt3LiVKlHBZ/68Xl72Fl2VZS4wxZYFXgUrAb8A/LMvK2JarGpCeKf9RY0wH4D3gV+A48D4w4Qr7fkkJCQkA+Pj4OFazS05OJiUlBQ8PD7y8vLLlTU1N5aWXXnIKrjOUKlXKKW/JkiUdK+ilpKToYRIRERERkWvaP//5T6pWrUrTpk0dsUxufvvtNzp27MiJEycIDAxk48aNOe6d/cQTT3D77bfne9uvG0GBFj6zLGuaZVmBlmV5WZZ1l2VZX2c619qyrNAs+b+1LOt+y7K8Lcu61bKsN7O8o13o/Pz88PPz4+zZs460//73v/j5+fHss8865S1fvjx+fn7Ur18/xwA7s8DAQPz8/Ni7d68jbe7cuQXq46pVqxz9zDgyb9AuIiIiIiJSUGlpaYwZM4bjx4870po3b55ngL19+3ZatmzJiRMnqF+/Ptu2bXME2BcuXODZZ5/lzJkzjvwKsJ0VdHVxKQTBwcHs3LnT6Zg1a1ZRd0tERERERIqBUaNGMX78eDp37kxqamq+ymzcuJG2bds6rRJeuXJlAM6dO0fbtm2ZOnUqjzzyCJaV2wZTN7bLni5+vYiPjwdwWjZ+5MiRDBs2DA8P58s+ffo0YJsu/vLLLzN9+vRc6z106BCA0/sLoaGhBeqjr69vtikXx45ptzIREREREblyzz77LGFhYYwZMyZbDJSTw4cP07VrV5KTk+nQoQNhYWGORcyOHTtGx44d2bNnD6VLl+att95yvJYrzoptkJ3Tinaenp54embfNSxz3mnTpvHII4/wr3/9i8OHDzvS4+LiKFWqVI716n1sERERERG5FqSmpjoC6sDAQPbu3eu0HtWlVK9enfHjx7Njxw4+/fRTR+y0d+9eOnbsyNGjR6lSpQrr16+nfv36LruG652mi+egTZs27Nq1i6efftqR9tVXXxVZf3bt2pVtWnmGixcvZjt34MCBIuuriIiIiIgUjePHj3PXXXexfPlyR1peAbZlWY7FncE2+3fRokWOAPu7776jefPmHD16lDp16vDNN98owM5DsR3JvlKlSpVyjGqvXLmSHj16FFk8eRA7AAAgAElEQVRfWrZsmS0t4/2H33//ncaNGzuda9WqFZGRkVejayIiIiIicg34448/aN++PYcPH+b555+nc+fOOc7izSw9PZ2RI0cSGRlJREQE/v7+AI6F0dLT0xk0aBDnzp3jvvvuY9WqVdx8880uv5brnbkeXlY3xvgDMTExMY5ffIbExESioqIICgrC29u7aDooxYKeJRERERG5Hv3888907NiRM2fOUKtWLTZs2EBgYGCe5U6cOEGjRo04c+YMS5YsoVevXtnyHDx4kNdee42pU6fi5+fngt5fu2JjYzP2AQ+wLCs2v+U0ki0iIiIiInKd2rx5Mw888ABxcXE0btyYdevWUb58+XyVrVy5MuvWreO3335zCrD37NnDbbfdBkCNGjWYN2+eS/peXOmdbBERERERkevQihUr6NixI3FxcbRq1YqIiIg8A+zY2Fi+/fZbx+c777yT/v37A7ZXUkeNGsUdd9zBypUrXdr34kxBtoiIiIiIyHVm3rx5PPTQQyQlJdGtWzfWrVuXMbU5V2fOnKFNmza0a9fOKdAG26rkAwYMYOLEiaSlpbF//35Xdr9YU5AtIiIiIiJyHXn33XcJDQ0lLS2Nxx57jC+++CLPNYWOHDlCixYt+PHHH/Hx8XFaFO3ChQs89NBDfPzxx7i5uTFr1ixGjBjh6ssotvROtoiIiIiIyHXAsixGjx7NW2+9BcDzzz/Pf//7X8dq4LnZt28f7du359ixY1SrVo0NGzZQp04dAM6fP88DDzzAtm3b8Pb2ZsmSJXTr1s3l11KcaSRbRERERETkGpeens5TTz3lCLDfeust3nnnnTwD7B07dtC8eXOOHTtG3bp12bp1qyPAjomJoWXLlmzbto2AgAA2bNjgsgB7+PDhhIeHOz6Hh4czfPhwl7RV1DSSLSIiIiIico0zxlCqVCnc3NyYMWMGTz75ZJ5lwsPDefDBB4mPj+fuu+9m7dq1Tvtc+/v706xZM/766y/Wr19PgwYNXNL3ZcuWMXnyZCZPnkyfPn3w8PBg/vz5ALRs2ZIePXq4pN2ion2yRez0LImIiIjItcyyLH744QfuvffePPMuW7aMPn36kJycTJs2bfjyyy8pVapUtnxpaWmcOnWKypUru6LLAMTFxTFq1CimT5/ulP70008zYcKEHPt1LSjoPtmaLi4iIiIiInIN+uuvvxg+fDiJiYmAbTQ7PwH2nDlzeOSRR0hOTqZHjx6sXr3aEchu3LiR3r17k5KSAoC7u7tLA2yAUqVKMW3aNFasWOFICwsLY9q0addsgH0lNF1cRERERETkGmNZFl26dOG7774jNjaW2bNn56vcO++8w8iRIwEYMGAAM2bMwMPDFvYtWrSIxx57jJSUFO69915eeOEFl/U/s4SEBHx9fWnTpo0jrUOHDlel7aKgkewiEhoaSvfu3bOlR0ZGYozh77//dvo5J2PHjqVRo0Y5nktJSWHUqFE0aNAAX19fKleuTP/+/Tlx4kShXoeIiIiIiBQ+Ywxvvvkmt956a76D4eXLlzsC7JEjRzJz5kxHgP3BBx/Qt29fUlJS6NOnD88995zL+p7BsizGjRtHo0aNOHPmjMvbu1YoyLZLSEjAGIMxhoSEhKLuzhW7cOECP/30E2PGjOGnn34iLCyM33//Xcvxi4iIiIhcwzKmcQO0adOGvXv3ctttt+WrbNeuXenduzdvv/02EydOxBjj2PZr6NChADz33HMsWLDAaZ9sV4mJiWHOnDkcOHCApUuXury9a4WmixdTAQEBbNy40Sntww8/5N577+XIkSNUq1atiHomIiIiIiI5iYyM5PHHH2f16tWOwLpEiRKXLJOcnIwxhhIlSuDu7s6iRYswxgCQmprKU0895ZhqPn78eF555RXHeVe76aabWLt2LV9//TUDBw4EbKPbxV2xDbLzOxqdkS9z/oSEBFJTU0lKSqJUqVKULFkyz3p9fX2voLdXR0xMDMYYbrrppqLuioiIiIiIZPLll1/Sp08fkpKSeOONN1iwYEGeZeLj43nooYcoV64cn376KW5ubk4B9IEDB1i8ePFlbft1pY4dO8aRI0do2rQpAHXr1qVu3boub/daUmyDbD8/vwKXrVChguPnVq1aERkZ6fgcGBjI2bNns5UpyDcyq1atytbPtLS0y64nPxITE3nppZfo27dvtm3QRERERESk6MydO5cBAwaQnp5O9+7d873I2Y8//khERAReXl7s27cv27TyunXrsmzZMuLj46/KXtQHDhygdevWxMfHs23bNurXr+/yNq9FxTbIvh4EBwdn2yvuu+++o1+/foXaTsbiBunp6UybNq1Q6xYRERERkYKbNGkSI0aMAODxxx/no48+cixWlpdWrVqxYMECqlev7giwo6OjOXnyJI0bNwagffv2rul4Dm655RYCAwM5d+7cdTHT11WKbZAdHx+fr3yZp4vXqFEDgFOnTuHl5eWYLp7ZoUOHCq2Pvr6+1KxZ0ynt2LFjhVY/2ALsXr16ERUVRXh4uEaxRURERESuAZZl8corr/D2228DMGLECMdiZZfyxx9/YIxxxBG9evVyOtehQwfi4uLYunXrVZ+m7e3tzfLly3Fzc6N06dJXte1rSbENsvP7zUlGvszvWvv6+uZa/nr6RiYjwP7jjz+IiIigbNmyRd0lEREREZEbXlpaGk8//TQzZ84E4O2332bUqFF5lvv555/p1KkTPj4+bNu2jcqVKzvO/fjjj3Tu3JkzZ85Qs2bNq7J6uGVZjB07lqpVq/LEE08AKOagGAfZxcmuXbuyjahn7I998eJFdu7c6XTOz8+PwMBAHnnkEX766SdWrVpFWloaJ0+eBKBMmTJX5S+diIiIiIg4S0pKol+/fixduvSyFiT7+uuveeCBB4iNjaVRo0a4u7s7zn311Vf06NGD+Ph47rzzTtauXUv58uVdeRmAbbG2119/HXd3d1q1akWtWrVc3ub1QEG2na+v7zW7nHzLli2zpWX09ffff3e8b5GhVatWzJ07lxUrVgD/H5BniIiIoHXr1q7prIiIiIiI5ChjAbKvvvoKT09PFi5cyMMPP5xnuVWrVtGzZ08SExNp0aIFK1euJCAgAIDPPvuMfv36kZKSQps2bVi2bNlVe0W0e/fu/Otf/+L+++9XgJ2JuVYDy8yMMf5ATExMTLYHJjExkaioKIKCgvD29i6aDkqxoGdJRERERFzl/PnzdOrUie+//x4/Pz++/PJL2rZtm2e5+fPnExoaSlpaGl27duWzzz5zbDG8evVqHnjgASzLomfPnnz66ad4eXm59DpOnjxJuXLlnEbSi6vY2NiMLzMCLMuKzW85N9d1SURERERERAB8fHzw9/enbNmyhIeH5yvA/uCDDwgJCSEtLY1+/foRFhbmCLDBtltR06ZNGTx4MIsWLXJ5gP3zzz9z5513MnLkSJe2c73TdHEREREREREX8/LyYtmyZZw4cYLatWtfMm/GgmKvv/46AEOHDuXdd9/Fzc2NtLQ03NzcMMbg4+PDhg0bKFmyZJ6rkheG/fv3Ex0dzcaNG4mPj8fPz8/lbV6PNJItIiIiIiLiAj/99BP/+c9/HOsp+fn55Rlgp6enM2TIEEeA/frrr/Pee+/h5uZGYmIivXr1YsyYMY78Pj4+VyXABujTpw+LFi1i69atCrAvQSPZIiIiIiIihezs2bO0adOGmJgYpy2uLiUlJYXHHnuMRYsWYYxhypQpDB48GICYmBi6d+9OZGQknp6ePP7449x6660uvQbLspg6dSqhoaGOoLpPnz4ubbM40Ei2iIiIiIhIIbv55pt57bXXCA4OplevXvkqM3bsWBYtWoSHhwcLFixwBNgnT56kVatWREZGUqpUKdatW+fyABts09Sfe+45+vTpc83uxHQtUpAtIiIiIiJSSJKSkhw/Dx06lA0bNuR7S62RI0fStGlTVqxYwT//+U8A/vzzT5o1a8Yvv/xChQoV2Lx5M8HBwS7pe1Z9+/bF39+fnj17XrUp6cWBpouLiIiIiIgUgnfeeYf58+cTGRnJTTfdBICHx6VDrswLiN10001s3brVEdD+/PPPdOrUidOnT1OjRg02bNhwVaaIZ7R///33ExUVRZkyZVzaZnGjkWwREREREZErYFkWL730EiNHjuSXX35h8eLF+Sp38OBBGjZsyOTJkx1pmUeMd+/ezenTp2nUqBHbtm1zeYC9Y8cO7r77bo4ePepIU4B9+RRki4iIiIiIFFBaWhoDBw5kwoQJAEyYMIGnnnoqX2VXrFjBwYMH+fDDD7lw4UK28/369WPx4sVERkZSsWLFQu13VpZl8eyzz/LTTz/x0ksvubSt4k7TxUVERERERAogKSmJvn37EhYWhpubG//73//ytYp4hqFDh5Kenk6fPn3w8fEB4NNPP6V9+/aOoLp3794u6XtWxhg+++wzxowZw4cffnhV2iyuNJJtl5qaytKlS1m6dCmpqakuby80NJTu3bs7pS1duhRvb28mTpzI2LFjMcZgjMHd3d2x7P+ZM2cc+c+fP09ISAgBAQEEBAQQEhLC33//7TifuY7Mh6+vr8uvT0RERESkOIuLi6NLly6EhYXh6enJ559/nq8A++uvvyYuLg6wBbbPP/88lStXxrIsXnvtNfr370/nzp1zHNkubOnp6ezatcvxuVq1asybNy/fC7VJzhRk20VGRtKzZ0969uxJZGTkVW9/1qxZPProo0yZMoUXX3wRgPr16xMdHc2RI0eYPn06K1eupH///o4yffv2ZefOnaxbt45169axc+dOQkJCHOdHjBhBdHS003HbbbfRs2fPq359IiIiIiLFRcYe2Js2bcLPz481a9bw0EMP5Vlu8eLFtG3blh49ejitQp6WlsYzzzzD2LFjAXjwwQcpWbKkq7oPQGJiIn369OG+++7j+++/d2lbN5oberq4ZVmOb4gyL06wePFimjRpAoCPj4/Ll6ufOHEir776KgsXLuThhx92pHt4eDimiVSpUoUhQ4bw6quvcvHiRQ4dOsS6devYvn079913HwAzZ86kSZMm7N+/nzp16uDn5+dYqRDgl19+Yc+ePcyYMcOl1yMiIiIiUlwdPXqUDh06sG/fPsqWLcvatWu555578iw3ffp0nnnmGSzLoly5co4YIykpiX79+rF06VKMMUyZMsWxP7YreXh4EB8fT2pqKlFRUdx7770ub/NGUWyD7ISEhFzPubu74+3tzaFDh6hRo0a287Nnz2b27NkA7N27l7p16+ZZb0GnYL/00ktMnTqVVatW0a5du0vmLVmyJOnp6aSmpvLtt98SEBDgCLDBtsR+QEAA33zzDXXq1MlWftasWdSuXZsWLVoUqK8iIiIiIjeyffv20aFDB44ePcott9zCxo0bnWKFnFiWxRtvvMGYMWMAePrpp/nwww9xd3cnNjaWHj16EB4eTokSJZg/fz69evW6GpeCh4cHS5YsYdeuXTRt2vSqtHmjKLbTxTNGcXM6MkaLt23blmc9PXr0cPocGBiYY50FsXbtWiZMmMDy5cvzDLD37dvH9OnTuffeeylVqhQnT56kfPny2fKVL1+ekydPZktPSkpiwYIFDBgwoEB9FRERERG5ke3cuZMWLVpw9OhR6tSpw7Zt2/IMsNPT03n++ecdAfaYMWOYOnUq7u7uAAwaNIjw8HD8/PxYu3atywPs7du3M2XKFMfnUqVKKcB2gWI7kp0fPXv25MiRI4wePTrXPOXKlXNZ+3fccQdnz57l1Vdf5Z577qFUqVJO53ft2oWfnx9paWkkJSXRunVrPvroI8f5nKaxZ948PrOwsDDi4uKc3ukWEREREZH8qVChAv7+/lSvXp21a9fmGSekpqYyYMAAPvnkEwAmT57M0KFDnfK8/fbb7N+/n5kzZ3LXXXe5rO8Af/75J8HBwSQmJhIUFESXLl1c2t6NrNgG2fHx8bmey/jmyMvLi6FDh+YaZJ86dSpb4Hvo0KFC62OVKlX44osvCA4OplOnTqxbt86pvTp16rBixQrc3d2pXLkyXl5ejnMVK1bk1KlT2eo8c+YMFSpUyJY+a9Ysunbt6vL99UREREREiqNKlSoRHh5O6dKl81x9++LFi/Tp08fxb/k5c+Y4BrtiYmIICAgAoHr16vz4448uXwMK4NZbb2XQoEEcOHCAVq1auby9G1mxnS7u6+ub6+Ht7Z3vOrKu6pdbnQVVrVo1Nm/ezOnTp+nQoQOxsbGOc56entSsWZOgoCCnABugSZMmxMTEOK0E+N133xETE5NtykdUVBQRERGaKi4iIiIichk+/vhj5s+f7/hcvXr1PAPsmJgYOnfuzIoVK/Dy8iIsLMwRYG/evJmgoCDCwsIc+V0ZYKelpZGSkuL4PGnSJL788ssCv+4q+VNsg+z88vHxYcmSJdx1111MnTqVqVOnctddd7FkyRLHhvCudssttxAZGclff/1Fhw4diImJybNMvXr16NSpE08++STbt29n+/btPPnkk3Tt2jXbomdz5syhUqVKdO7c2VWXICIiIiJSrERERPCvf/2L0NBQdu7cma8yp0+fJjg4mM2bN+Pv78/69evp1q0bAMuWLaNjx46cP3+eGTNmYFmWK7vPhQsX6NmzJwMHDnS05e7ujodHsZ3MfM244e+wMYZevXo5LTJwNZbMz6pKlSps3ryZ4OBg2rdvn68FCBYsWMCQIUPo0KEDAN26dXNayABsiy3MnTuX0NBQxzR5ERERERG5tFatWhESEkKlSpVo2LBhvsr07duXn3/+mXLlyrF+/XoaN24M2F7dHDRoEOnp6XTv3p2FCxe6fIr4jh07HNPVn3/+eRo0aODS9uT/GVd/g1IYjDH+QExMTEy26RmJiYlERUURFBSU72ngIjnRsyQiIiJyY0tLSyMtLQ1PT0/ANmDl5pb/yb979+6lX79+LFq0iNq1a2NZFm+++Sb//ve/AXjiiSeYPn36VRtNnjt3Lrfeequ28C2g2NjYjPfnAyzLis0rf4YbfiRbREREREQkMTGRRx99FHd3dxYtWoS7u3u+Auy4uDjH4sX16tVjx44dGGNIT09n2LBhfPjhhwCMHj2acePGuXQEe/v27dSuXZsyZcoAEBoa6rK2JHc3/DvZIiIiIiJyY4uLi6NLly6EhYWxfPnyfL+DvWnTJoKCgvjqq68caRlBtDHG8fMHH3zA+PHjXRpgL1++nNatW/Pggw+SmJjosnYkbwqyRURERETkhnX27FnatGlDeHg4fn5+rF27Nt97Vs+ZM4e//vqLqVOnZjtnjOG9995jy5YtPPfcc4Xd7Wxq1qyJt7c3ZcuWJT093eXtSe4UZIuIiIiIyA3p6NGjNG/enB07dnDzzTcTERFBmzZt8l1+zpw5jB8/nsWLFwNw5swZhg8fTnJyMgBubm40b97cJX3Pqn79+nz77bd88cUXV22XJMmZgmwREREREbnh7Nu3j2bNmrF//36qVq3Kli1buPvuu/Mst2bNGsdIsZeXF6NHj8bLy4tDhw7RrFkzJk+ezNChQ13dfRISEujfvz/79+93pNWrV087Cl0DFGSLiIiIiMgNZceOHTRv3pyjR49St25dtm3bRt26dS9ZxrIsRo0aRZcuXXjhhRec9rnetWsXTZs25Y8//qBatWoMGzbM1ZfA888/z6effspDDz1EWlqay9uT/FOQLSIiIiIiN4zw8HCCg4P566+/uPvuu9myZQtVq1a9ZJm0tDQGDhzIxIkTAahcubJjEbMtW7bQokULoqOjuf322/nmm2+oU6eOy69j3Lhx3HfffcyaNUuj19cYbeElIiIiIiI3hLCwMP75z3+SnJxMmzZt+PLLLx3bb+UmKSmJvn37EhYWhpubGx999BEDBgwAYMWKFfTu3ZvExESaNWvGypUrKV26tMv6f/bsWW6++WYAypcvz7fffuvSFculYDSSLSIiIiIixd4nn3xCz549SU5O5qGHHmL16tV5BtiZt/by9PTk888/dwTYMTExhIaGkpiYyAMPPMDGjRtdGmAvXLiQwMDAHLcLk2uLgmy5LKGhoXTv3t3xuXXr1lflnZNLmTt3LjfddJPj89ixY2nUqFER9khERERErjV16tShZMmSDBgwgM8++wxvb+9L5j979ixt27Zl06ZN+Pn5sWbNGh566CHH+YCAAMLCwnjqqacICwujZMmSLu3/mjVrSEhIYOHChS5tR66cguwikjVYBVi6dCne3t5MnDiRsWPHOjawd3d3p2rVqjzxxBOcOXPGkf/8+fOEhIQQEBBAQEAAISEh/P33347zmevIfPj6+hbadYSFhTFu3LhCq68wjBgxgk2bNjk+53SvRUREROTGct999/Hjjz8yc+bMPN9hPnbsGC1btuSHH36gbNmyhIeH07ZtW9LT0/nzzz8d+Vq3bs306dPx8HD9W7izZ89m6tSpzJo1y+VtyZVRkH2NmDVrFo8++ihTpkzhxRdfBGx73UVHR3PkyBGmT5/OypUr6d+/v6NM37592blzJ+vWrWPdunXs3LmTkJAQx/kRI0YQHR3tdNx222307Nmz0PpdpkyZPKfZXG1+fn6ULVu2qLshIiIiIkUoNTWVIUOG8OOPPzrS6tSpk+cU699//51mzZqxd+9eqlSpwpYtW7jnnntITk4mJCSEe+65h927d7u6+8THxzNv3jzHZy8vLwYPHoybm0K4a51+Q8Dw4cMJDw93fA4PD2f48OFXrf2JEyfy7LPPsnDhQp544glHuoeHBxUrVqRKlSp07dqVIUOGsGHDBi5evMjevXtZt24ds2bNokmTJjRp0oSZM2eyatUqx155fn5+VKxY0XGcOnWKPXv2ON4jyUtaWhrPP/88N910E2XLluXFF1902qoAsk8XDwwMZPz48fTv3x8/Pz+qV6/O8uXLOXPmDA8++CB+fn40aNCAHTt2OMocPnyYBx54gNKlS+Pr60v9+vVZs2YNAJGRkRhjWL16NQ0bNsTb25v77ruPXbt25drvzNPFx44dy7x581i+fLljJD8yMjJf1y8iIiIi16+33nqLDz/8kC5dupCQkJCvMj/99BPNmzfnyJEj1K5dm23btlGvXj3i4+Pp1q0bCxcuJC4ujj179ri070lJSbRq1YrQ0FD+97//ubQtKXzFNshOSEggISHBKShMTk4mISGBpKQkR9qyZcuYPHkybdu2pV+/foSEhNC2bVsmT57MokWLSExMzLHejA3oAVJSUgrcz5deeolx48axatUqHn744UvmLVmyJOnp6aSmpvLtt98SEBDAfffd5zh///33ExAQwDfffJNj+VmzZlG7dm1atGiRr75NmjSJOXPmMHv2bLZu3cq5c+dYtmxZnuXee+89mjVrxs8//0yXLl0ICQmhf//+9OvXj59++omaNWvSv39/x+/mmWeeISkpia+//ppdu3YxYcIE/Pz8nOocOXIk77zzDj/88APly5enW7du+brvI0aMoFevXnTq1Mkxmt+0adN8Xb+IiIiIXL+GDh1Ks2bNmD59er5el7xw4QKdO3fmzJkz3HnnnWzZsoXq1as73s1ev349Pj4+rFy5slBnhubEy8uLBx98kPLly9O4cWOXtiWFr9gG2X5+fvj5+XH27FlH2n//+1/8/Px49tlnHWnt2rVzvEOxYMEC5s+fD0CzZs3o27dvtlHfwMBA/Pz82Lt3ryNt7ty5Berj2rVrmTBhAsuXL6ddu3aXzLtv3z6mT5/OvffeS6lSpTh58iTly5fPlq98+fKcPHkyW3pSUhILFizI9yg2wOTJk3n55Zd5+OGHqVevHjNmzCAgICDPcv/4xz8YNGgQtWrV4tVXXyUuLo577rmHnj17Urt2bUaNGsXevXs5deoUAEeOHKFZs2Y0aNCAGjVq0LVrV1q2bOlU53/+8x/at29PgwYNmDdvHqdOncpXwO/n50fJkiXx8vJyjOh7enrm+x6IiIiIyPUj84i1v78/W7ZsoUePHvkq6+Pjw8yZM2nbti0RERGUL1+ew4cP07x5c77//nvKlClDeHg4nTp1clX3nQYIx4wZw6+//sq9997rsvbENYptkJ1fpUqVyhZ0rVixgkceecTlbd9xxx0EBgY6AtGsdu3a5QgSb7vtNqpWrcqCBQsc53N6n8SyrBzTw8LCiIuLc3qn+1JiYmKIjo6mSZMmjjQPDw/uvvvufF1XhgoVKgDQoEGDbGmnT58GYMiQIYwfP55mzZrxn//8h19//TVbnZn7UaZMGerUqeP0RYeIiIiI3NiOHDnCXXfdxYQJExxp+dniKvO/w7t168bGjRvx9/fn4MGDNGvWjP3791O1alW2bt3qNIu0sH3yySf07t2btLQ0R98z/t0s15diG2THx8cTHx/v2KwdbFOO4+PjmTJlilPe06dPO0ZVAdq0acMzzzxDfHw8s2fPdsp76NAh4uPjqVevniMtNDS0QH2sUqUKmzdvJjo6mk6dOmULtOvUqcPOnTvZs2cPFy9eJDw8nJo1awI43rHO6syZMzn+ZZw1axZdu3alYsWKBerr5ShRooTj54z/sOWUljHl/oknnuDgwYOEhISwa9cu7r77bj788MM829G+gCIiIiICsHfvXkdAPG3aNGJjY/NVbvLkydSrV4+oqChHWsa/MStXrkytWrW47bbbHO9mu8rx48cZNGgQn3/+uWNmrVy/im2Q7evri6+vr1Mg5unpia+vL15eXjnmzaxEiRL4+vpm2z8vI2/mVf0yB5CXq1q1amzevJnTp0/ToUMHp/8geHp6UrNmTYKCgrL1uUmTJsTExPD999870r777jtiYmKyvXMcFRVFRETEZU0VDwgIoFKlSmzfvt2Rlpqa6rQ6Y2GqWrWqY4/BF154gZkzZzqdz9yP8+fP8/vvv1O3bt181e3p6en4RlBEREREipcffviBFi1acOzYMerWrcvWrVvx9/fPs1xiYiKzZ07vBwUAACAASURBVM/m+PHjfPbZZ9nOe3t78+WXX7JlyxaqVq3qiq47VKlShU8++YRRo0Y57RYk1yfXb+gmebrllluIjIwkODiYDh06sH79+jzL1KtXj06dOvHkk086VhwcOHAgXbt2pU6dOk5558yZQ6VKlejcufNl9Wvo0KG8/fbb1KpVi3r16vHuu+867cNdWIYNG0bnzp2pXbs258+fJzw8PNs3ha+//jply5alQoUKjB49mptvvjnfe18HBgayfv169u/fT9myZQkICLiiL0ZERERE5NqwadMmunfvTnx8PPfccw9r1qxxmsl6Kd7e3mzYsIEvvviCZ555BoB58+axf/9+3nzzTYB8rUdUULGxsSQkJFCpUiUAevbs6fIF1eTqKLYj2ZfL19cXy7KwLCtfqw8Wtoyp43///Tft27fPVzC7YMECGjRoQIcOHejQoQN33HEHn376qVOe9PR05s6dS2hoKO7/x96dR9d47X8cfz+ZRMxDY2hvDDFVr6Glt0gklBCJoOa5plJUVfWq/m5Rl1LVKqpKDVVTRY0xREJrSKJmWqpqilmNkcg8Pb8/1LnVQY7kHILPa62zVs6T893P16pa+WTvZ29Hx3vqaejQoXTv3p0ePXpQt25dChQoYPXGEfciIyODgQMHWn5xULlyZaZPn37HZz744AMGDx5MrVq1uHjxIiEhIVZvYPbKK69QuXJlateuzRNPPEFUVJTN/wwiIiIicn+tWLGCgIAA4uPjadSoEd9++22WATs1NZUNGzZY3pcqVYrXXnsNwzCYOHEiPXr0YPz48ZbjZO3l3Llz1K9fn2bNmv3l3kzycDP+eO5xbmQYRkEgNjY29k9LP5KTk4mOjqZcuXJ/WtotD7/bM/wxMTEULlzYrvfS3yURERGRh8Ps2bPp168fmZmZtG7dmsWLF//p8co/SkhIoE2bNoSFhbFw4UK6dOkC3JqUGjZsGB9//DFwax+nCRMm2HX/n+joaOrUqYODgwPffvstVatWtdu9JPvi4uJur2YoZJqmdQ/6o+XiIiIiIiLyEJkwYQLDhw8Hbm2gO2PGjCxXbMbExBAYGMj333+Pm5ubZcY7LS2N3r17W1aDTpw4kbfeesu+fwCgXLlyhIaGUrRoUcqWLWv3+8n9pZD9GMufP//ffi80NJT69evfx25ERERERP6eaZoMGzaMjz76CIDhw4czbty4LGecL168SJMmTTh06BBFihRh3bp11K1bl4SEBNq1a0doaCiOjo7MnTvX6uNus+PLL7+kevXq1KpVC4DnnnvObveSB0sh+zF24MCBv/3ek08+eR87+XsNGjTgYXikQURERETsq1+/fpYTaKydcT5x4gR+fn5ER0dTqlQpwsPD+ec//wnAtm3bCA0NJW/evHzzzTcEBgbarfcFCxbQq1cvSpYsyYEDB3T+9SNOIfsxdvvMbRERERGR3K5OnTrMnTuXWbNm0bNnzyw//+OPP9K0aVN+/fVXPD09CQ8Pp3z58pbvN2vWjBkzZlC9enXq1q1rz9Zp2bIl1atXp0WLFri7u9v1XvLgaeMzkd/o75KIiIhI7nbixAk8PT2z/FxUVBSBgYHExsZSvXp1wsLCKFmyJD///DMFCxa8L6s209PTcXL635xmUlISefPmtft9xXayu/GZjvASEREREZFc5/Lly3To0IFLly5ZrlkTsENDQ/Hz8yM2NhYvLy+2bt1KyZIl2bFjB97e3vj7+xMTE2PP1jl9+jTPPfccy5cvt1xTwH58KGSLiIiIiEiu0717d5YuXXpPm5F9/fXXtGjRgqSkJAICAggPD6dw4cKEhoby4osvcv36dfLly0dmZqYdO4cvvviCgwcP8vbbb5OammrXe0nuo5AtIiIiIiK5zqeffsrzzz/P1KlTrfr8oUOH6NKlC+np6XTu3JlVq1bh5ubGwoULLcHb39+fb7/9lmLFitm199GjR/Pmm2+yefNmXFxc7HovyX30TLbIb/R3SUREROTBiouLu+PnfdM0szyi6/dGjx7N1atXmTJlCg4ODkyaNImhQ4cC0KVLF7788kucnZ1t3jfA1q1b8fHxuad+JXe7r89kG4YxwDCMaMMwkg3D2GsYxt8eqGwYRg/DMMy/eCnFiIiIiIgIAJs2baJs2bJs2LDBci2rwJqZmcnNmzct70eOHMnUqVNxcHBgypQploA9ZMgQ5s+fb7eA/e6779KgQQPGjx9vl/Hl4XLPIdswjA7AZOB94FkgAgg1DMPjLmVxQKnfv0zTTL73dm1nyJAhfPfddw/s/jNmzKBAgQKkp6dbrsXHx+Ps7Ez9+nf+ziIiIgLDMDh69Kjl2rhx43B0dOSDDz7409jz5s3DMIw/vWbPnm2/P5CIiIiISDYtX76cwMBAYmJimDFjhlU1aWlpvPzyyzRp0oSEhAQAy8+9AG3atMHDw4MJEybw8ccf4+BgvydlS5UqBXDHz/by+MrO37Q3gTmmac42TfNn0zTfAM4C/e9SY5qm+evvX9nq1kZWrlzJ5MmTadSoEf3797/jt1/3S8OGDYmPj2fPnj2WaxEREZQsWZLdu3eTmJhoub5lyxZKly5NpUqVLNe+/PJLhg0bxty5c/9y/IIFC3Lx4sU7Xl26dLHfH0hEREREJBtmzZpF+/btSU1NpW3btgQHB1tVd+bMGdatW8fu3bvZvn07wB0bmj311FMcOnSIYcOG2X0J98CBA9m9ezcjR460633k4XBPIdswDBegFhD+h2+FA/XuUprfMIzThmGcMwxjrWEYz2ZxnzyGYRS8/QIK3EufWWncuLHl6xkzZlCtWrX7PqtduXJlSpcuzZYtWyzXtmzZQsuWLfH09LT8Q3H7esOGDS3vt27dSlJSEv/9739JSEhg27ZtfxrfMAxKlix5x0vHBoiIiIhIbmGaJh988AF9+/YlMzOTvn37smTJEvLkyWNVvaenJ+vXr2fVqlX4+fkRExNDgwYN7gjpBQrYNEZYREdH07dv3zt2Dq9du7Zd7iUPn3udyS4OOAKX/nD9ElDyb2qOAD2AFkAnIBmIMgyj4l3u8w4Q+7vXuXvsk4SEhL99/XGpyOnTp2nUqBH9+vWzzGqnp6eTkJBAUlKSVeNmR4MGDdi8ebPl/ebNm2nQoAG+vr6W66mpqXz//fd3hOw5c+bQqVMnnJ2d6dSpE3PmzMnW/UVEREREHgTTNPn3v//NO++8A8A777zDjBkzcHR0vGvdpUuX2LFjh+V9nTp1aN68OefPn6d+/fpERETw+uuvZ/vnc2ukp6fTpEkTZs2axfDhw+12H3l4ZffBhD9uSW78xbVbHzTNHaZpLjRN8wfTNCOA9sBRYNBdxh8PFPrd66l7bTB//vx3ff2VL774wjKrvXLlSvLnz0+zZs3u+EzZsmWtHi8rDRo0ICoqivT0dG7evMn+/fvx8fHB19fXMsO9Y8cOkpKSLCE7Li6O5cuX07VrVwC6du3KsmXLiIu7c7O72NjYO/orWfLvfgciIiIiInL/pKen06tXLz7++GMAPvroI8aNG5flku5Tp07h7e1NkyZN2Ldvn+X6kSNHqFevHj/99BOlS5dm06ZN5MuXz279Ozk5MW3aNJ5//nneeustu91HHl5O9/j5q0AGf561dufPs9t/yTTNTMMwdgN/O5NtmmYKkHL7/aO6DX7Dhg1JSEhg9+7dxMTEUKlSJdzd3fH19aVbt24kJCSwZcsWPDw8KF++PACLFy+mfPny1KhRA4CaNWtSvnx5lixZQt++fS1jFyhQ4I5/fOy50YOIiIiIiDWSk5Pp2LEjq1evxtHRkdmzZ9OjR48s6w4fPoyfnx8XLlygTJkylmXgu3btIiAggGvXrlGpUiXCwsIoW7asXXqPjY29fZwTTZs2xc/PTz9jy1+6p5BtmmaqYRh7AT9g5e++5QestmYM41ZirgkcvJd736v4+Pi7fv+vZp/79evHxIkTLbt+x8fH/+l/nFOnTtmsxwoVKvDUU0+xefNmYmJi8PX1BaBkyZKUK1eOqKgoNm/ezIsvvmipmTt3Lj/99BNOTv/7T5eZmcmcOXPuCNkODg5UqFDBZr2KiIiIiOREXFwcLVq0YOvWreTJk4fg4GBatmyZZd3OnTsJCAjg+vXrPPPMM4SFhfHkk08SHh5O69atSUhI4Pnnn2fdunU88cQTNu87MzOTYcOGsXr1ar7//nuKFy8OaBJL/t69zmQDTAIWGIaxB/ge6At4ADMADMOYD5w3TfOd396PAnYAx4CCwOvcCtkDc9z9XdxticgfdxMvU6YMc+fOvSPMOjk53RFkrRk3Oxo2bMiWLVuIiYnh3//+t+W6r68vYWFh7Nixg549ewJw8OBB9uzZw5YtWyhatKjlszdu3MDHx4dDhw7xz3/+06b9iYiIiIjkVHx8PA0bNmTfvn0UKFCANWvWWCaY7mbjxo289NJLJCQk8MILL7B+/XrLz8HfffcdCQkJ+Pn5sWLFimw/wpmVmJgYli1bxunTpwkNDaVbt252uY88Ou45ZJumGWwYRjFgJLfOvD4EBJimefq3j3gAmb8rKQx8wa0l5rHAfsDHNM1dOWk8JzZt2mT5un///kyYMMFuOw9mpWHDhgwcOJC0tLQ7/qHx9fWlf//+JCcnW57HnjNnDv/617/w8fH50zh169Zlzpw5fPLJJ/etdxERERERa+TLl4+6dety9uxZwsLCePbZux42BMCyZcvo3LkzaWlpfxmkx40bR7ly5ejZsycuLi52671YsWKEhoZy4MABOnXqZLf7yKPDMM2/3K8sV/ntGK/Y2NhYChYseMf3kpOTiY6Oply5cri6ulo95pAhQwgKCrpj9vpBOHXqFOXKlaNKlSr8/PPPluvnzp3jH//4B56enhw/fpzU1FRKly7N22+/fceM922TJk1i/PjxnD9/nsWLF/PGG29w48aN+/lHeehl9++SiIiIiGQtMzOTCxcu8NRTWe9pPGvWLPr164dpmrRr144FCxbg4uLCnDlz6Nq1q91/Vjt+/DiXLl3Cy8vLrveR3C0uLu72c/iFTNOMy+rztz22IVvkj/R3SURERMR2du3axdSpU5k7d+49zTRPmDDBcjRW3759mT59OqZp8uqrrzJnzhzatGnDN998Y7fNkQ8fPoyvry/p6els376dp59+2i73kdwvuyE7O89ki4iIiIiI/K3ExESCgoK4fPkyFStWZNSoUVnWmKbJ22+/zcSJE4FbZ2e///77JCcn06lTJ1avXo2DgwP+/v52PX2ofPnyVKpUiZSUFIoUKWK3+8ijSyFbRERERERsys3NjXnz5jFt2jSGDh1qVc38+fMtAXvixIm89dZb3LhxgxYtWhAREUGePHlYsmQJrVq1smfruLq6EhISgqurq13P25ZHl0K2iIiIiIjYRExMjGX2t1mzZvc069ylSxfWrFlDYGAgPXv25MKFC/j7+3Pw4EEKFSpESEjIX24AnFMZGRkMHTqUatWq0bt3b+DWZmci2aXD3UREREREJEdM02T8+PE8/fTTHDt2zHI9q4AdHx9PRkYGcOsI3W+++YaePXtimibNmzfn4MGDlCxZkm3bttklYAMEBwczZcoU+vfvz5kzZ+xyD3m8PDIh+2HYwE1yN/0dEhEREbl3mZmZvPXWW/zf//0fly5dYs2aNVbVXb16lYYNG1p2EYf/hXLDMJg6dSrVq1dn+/btVK9e3W79d+rUiT59+rBw4UI8PDzsdh95fDz0u4unpaVx/PhxSpcufXvnN5FsiY2N5cKFC1SoUAFnZ+cH3Y6IiIhIrpeenk6fPn346quvgFvHyg4ZMsSq2vXr1xMUFETRokXZu3cvHh4exMfH33EWdmZmJg4Otp8XPHv2LE8++aRdxpZHx2O7u7iTkxNubm5cuXIFZ2dn/Y8i2ZKZmcmVK1dwc3PDyemh/99CRERExO6SkpLo2LEjISEhODo6MnfuXLp37251fUBAAAsXLuTZZ5/Fw8OD4OBgBg0axMaNG6lRowaAXX62j4yMpGXLlvTs2ZOPPvrI5uOLPPRpwjAMSpUqRXR0NKdPn37Q7chDzMHBAQ8PD7seCSEiIiLyKIiNjaVly5Zs3bqVPHnysHTpUlq0aJFl3b59+yhWrBhlypQBbi3VBpg2bRqvv/46pmkya9Yspk2bZrfez5w5w/Xr14mIiCApKYm8efPa7V7yeHroQzaAi4sLFStWJDU19UG3Ig8xFxcXrYQQERERycLly5fx9/dn//79FCxYkJCQEHx9fbOs27JlCy1atKBUqVJERETg7u6OaZqMHDmSsWPHAjBw4ECmTJli1/47d+5Mnjx5aNasmQK22MUjEbLh1iykq6vrg25DREREROSRderUKZo0acKxY8dwd3dnw4YNPPvss1nWrVq1io4dO5KSkkLt2rVxdXUlIyODAQMG8MUXXwDw3//+l3fffdfmqwrT09OZNGkSAwYMsDzv3aZNG5veQ+T3NG0nIiIiIiJZ+umnn/D29ubYsWOUKVOGyMhIqwL2vHnzaNOmDSkpKbRq1Yr169fj4uJC+/bt+eKLL3BwcGDGjBmMGDHCLo/tvfLKK7z99tt06dJFp8nIfaGQLSIiIiIid/XTTz/h4+PD+fPnqVq1KlFRUVSsWDHLukmTJtGzZ08yMzPp2bMn33zzDa6urhiGQVxcHC4uLnzzzTf069fPbr337duXIkWK8PLLL2vvHbkvHvojvERERERExL6SkpLw9/cnJSWFdevWUaxYsbt+3jRN3n33XcaNGwfA0KFDmThx4h0h9+bNmxw6dIi6devavN8/Hv0VFxenHCH3LLtHeGkmW0RERERE7ipv3ryEhISwadOmLAN2RkYG/fv3twTs8ePHM3HiRE6cOMG4ceMsS7YLFChgl4C9ZcsWatSowblz5yzXFLDlflLIFhERERGRP5k5cybvvvuu5X2hQoUsG4f9ndTUVDp37szMmTMxDIOZM2cyfPhw9u/fj5eXF//5z3+YPn263XrOzMzkzTff5NChQ4wePdpu9xG5Gy0XFxERERGRO/zwww/UrFkTgI0bN9K4ceMsaxISEmjdujXh4eE4OzuzaNEi2rVrx3fffUerVq24efMmNWvWZMOGDZQoUcJuvZ8+fZoPPviASZMm6YguyZHsLhdXyBYRERERkT/54IMPiI+PZ8yYMVZtGNa/f39mzJiBm5sbK1eupEmTJixbtowuXbqQmppKgwYNWLVq1e3QYjPp6en8+OOPPPfcczYdV0QhW0REREREsi09PZ2bN29SpEiRbNVfu3aNVq1aMXHiROrUqcPnn3/OwIEDMU2TNm3asHDhQlxdXW3ac0JCAm3btmXr1q1s3bqV559/3qbjy+NNG5+JiIiIiEi2JCUl0bp1a/z8/Lh586bVdTdu3LB8XaxYMbZt20adOnX4+eefee211zBNk1dffZXg4GCbB2wAFxcXy9eXL1+2+fgi2aGQLSIiIiLyGIuNjcXf3581a9bw008/ceDAAavqfvjhB6pUqcKMGTMs124vK3/66af57LPPGDVqFNOnT8fR0dEuvTs7O7N06VKioqIIDAy0yz1E7pWWi4uIiIiIPKYuXbqEv78/Bw4coGDBgqxZswYfHx+raseOHcuIESN49tln2blzJ5mZmVy/fp1SpUrZtedvv/2Ww4cPM2jQILveRyS7y8Wd7NeSiIiIiIjkVqdOncLPz4/jx4/j7u5OWFiYZUdxa/znP/8hf/789OjRg6SkJFq1asXFixeJiIigePHidun58OHD+Pv7k56eTpUqVfDz87PLfURyQsvFRUREREQeMz/99BNeXl4cP36csmXLEhkZaVXADg0NJTExEbi1NPyNN94gJSWFBg0asHnzZs6fP8+xY8fs1vfTTz9N//796dixo9Uz7iL3m5aLi4iIiIg8Rnbs2EFAQAAxMTE888wzhIeHU7p06Szrpk2bxqBBgwgICGDVqlU4Oztz8uRJmjRpwokTJ3B3dyc0NNTmR2mlpqZiGAbOzs4AZGRkYBgGDg6aLxT70u7iIiIiIiJyV2FhYTRq1IiYmBjq1KnDtm3bsgzYpmkyevRoyzPQnp6eODo6cuDAAerVq8eJEycoV64cUVFRNg/YsbGxBAQE0K9fP25PDjo6OipgS66mv50iIiIiIo+B4OBggoKCSExMpGnTpmzatImiRYvetSYzM5PBgwfz3nvvATB69GimTJnCzp078fX15dKlS9SoUYOoqCgqVKhg85737NnD5s2bWbp0qV2XoYvYkjY+ExERERF5xH399dd06dIF0zTp0KED8+fPv+OM6b+SlpZGz549WbRoEQCffvopr732GgBly5alWLFi1KxZk5CQkNtLam2uUaNGzJ07l2rVqlGpUiW73EPE1vRMtoiIiIjII+7s2bN4eXkRGBjItGnTsjy3OjExkfbt27Nu3TqcnJz46quv6Ny58x2fOXPmDO7u7ri6utq0182bN1OjRo0sZ9lF7C27z2QrZIuIiIiIPAYuX77ME088gWEYd/3cjRs3CAoKIjIyEldXV5YtW0ZAQADvv/8+ZcqUoVu3bnbrcfHixXTv3h0vLy/Cw8PJkyeP3e4lkhVtfCYiIiIiIsCtpd69evVi2bJllmvu7u5ZBuxff/2VBg0aEBkZSaFChdi4cSPNmjVj0KBBjBgxgl69etn12ehq1aqRL18+ypQpk2WvIrmVnskWEREREXnEzJ49my+//JLg4GB8fHxwd3fPsiY6Oho/Pz9OnDhBiRIlCAsLo0qVKnTu3Jng4GAMw2DSpElUrFjRbn1Xq1aNvXv34unpqZAtDy3NZIuIiIiIPGL69u1L9+7dWbJkiVUB2zRN2rVrx4kTJyhbtiyRkZGUL1+e5s2bExwcjLOzM4sXL7Yc42UrMTExtG3blqNHj1quVahQQQFbHmp6JltERERE5BFw9epVChUqhLOzc7bqf/zxRwYOHEhwcDBOTk4EBgayZ88e8uXLx8qVK/Hz87Nxx9C9e3cWLFhAzZo12bdvn8K15Cp6JltERERE5DF16tQp6tatS69evcjMzLS67saNG5avq1evzrZt2yhdujQLFy5kz549FC9enC1bttglYAN89NFH+Pj4MG/ePAVseWQoZIuIiIiIPMQOHTqEl5cXx48fJzIykitXrlhVt3TpUsvS8NtuB90hQ4bwn//8h6ioKGrXrm3Tfi9evGj52t3dnS1btlCjRg2b3kPkQVLIFhERERF5SH3//ff4+Phw4cIF/vnPfxIVFUWJEiWyrDNNk0WLFhEbG8tXX30FwJ49e0hKSgJuhe2xY8dSqVIlm/Y7Y8YMypcvz3fffWe5phlsedQoZIuIiIiIPITCwsJo3LgxMTEx1K1bl61bt1K6dGmrag3D4Ouvv2bSpEnMmDGD1atX4+3tTYcOHUhPT7dLv6ZpsnXrVpKTkwkJCbHLPURyA4VsEREREZGHTHBwMEFBQSQmJtK0aVM2btxI0aJF71pjmibLly/n9sbHbm5uDBkyhHnz5tG6dWtSUlKAW2ds24NhGHz55ZfMnTuXTz75xC73EMkNFLJFRERERB4in3/+OZ06dSItLY0OHToQEhJCvnz57lqTnp5Or169aNu2LSNGjABuhe7x48fTp08fMjMz6dWrFytWrCBv3rw26/XatWvMnj3b8t7V1ZWePXtqibg80pwedAMiIiIiIpI10zQZO3YsI0eOBKB///58+umnODo63rUuOTmZjh07snr1ahwdHalQoQKZmZm8+eabTJkyBYDhw4czbtw4m4bfxMREvLy8+OWXXwDo06ePzcYWyc00ky0iIiIikstlZmYyZMgQS8AeOXIkn332WZYBOy4ujmbNmrF69Wry5MnD8uXL6dGjB4MGDbIE7E8++YTx48fbfHbZzc2Njh074uHhQd26dW06tkhuZtx+JiM3MwyjIBAbGxtLwYIFH3Q7IiIiIiL31cCBA5k+fToAU6ZM4fXXX8+y5sqVKzRr1oy9e/dSoEABQkJCaNCgAQA7d+7E39+fzz77jM6dO9u0V9M0LYHdNE1iYmKyfF5cJDeKi4ujUKFCAIVM04yztk4z2SIiIiIiuVyHDh0oUKAACxYssCpgnzlzhvr167N3716KFy/O5s2b8fX1tXz/hRdeIDo62uYB+9NPP6V9+/ZkZGQAtzY7U8CWx41mskVEREREHgLXrl2jWLFiWX7uyJEj+Pn5ce7cOTw8PAgPD8fV1ZW2bdsyY8YMatWqZZf+oqOjefrpp0lJSSE4OJj27dvb5T4i94tmskVEREREHhG//vorL774IgcPHrRcsyZg79mzB29vb86dO0eVKlWIjIwkLS2NevXqsWfPHl599VXsNclWrlw55s+fz7hx42jXrp1d7iHyMNBMtoiIiIhILtOtWzcWLlzIs88+y969e63alGzz5s20aNGC+Ph4ateuTWhoKEeOHCEoKIgbN25QtWpVwsLCeOqpp2zW59WrV0lLS6NUqVI2G1Mkt9BMtoiIiIjII2Lq1Km0aNGCpUuXWhWwr1+/TsuWLYmPj+fFF1/ku+++4/vvv8fPz48bN25Qr149IiIibBqwjx8/Tt26dQkMDCQ+Pt5m44o87BSyRURERERygXPnzlm+LlKkCKtXr6ZChQpW1RYtWpTZs2fTtm1b1q1bx7Jly3jppZdITk4mMDCQjRs32nwDMgcHB2JjY4mJieHy5cs2HVvkYaaQLSIiIiLygG3YsIHKlSszderUe6qLiYmxfN2+fXuWLl1Knjx5WLZsGRkZGbz88susXLkSNzc3W7dM+fLlCQ8PZ8eOHZQvX97m44s8rBSyRUREREQeoCVLlhAUFERiYiJhYWFkZmZmWWOaJu+88w41atTg7NmzluuGYWAYBkuXLuXTTz/lyy+/xNnZ2SZ9mqbJlClT2Ldvn+VazZo1KVGihE3GF3lUKGSLiIiIiDwg06dPp3PnzqSnXESeZwAAIABJREFUp9OpUydWrlyJg0PWP6LHxcWxYsUKzp49S1hYGGlpacyfP9+yc3i+fPl47bXXrHqe21ozZ87kjTfeIDAwkGvXrtlsXJFHjUK2iIiIiMh9Zpom//3vfxk4cCCmaTJw4EAWLlyIi4uLVfWFChVi48aNzJ8/n06dOtGyZUtefvllxowZY7eeO3XqRPXq1Rk6dKjNn+8WeZQ4PegGREREREQeJ5mZmQwZMsTy/PWoUaMYNWpUlrPO8fHxbN26lcDAQAA8PDwICAigUaNG7Ny5k7x581K7dm2b9pqSkkKePHmAW8F+165dlvci8tc0ky0iIiIicp+kpaXx8ssvWwL2lClTeO+997IM2NeuXaNRo0a0aNGC5cuXA3DmzBm8vb3ZuXMnRYoU4dtvvyUgIMBmvR45coRnnnmGlStXWq4pYItkTSFbREREROQ+SExM5KWXXmLhwoU4OTmxcOFCXn/99Szrzp8/j4+PD7t27aJw4cI89dRTHD58GC8vL44cOcJTTz1FZGQkdevWtWm/c+bM4cSJE4wcOZKMjAybji3yKNNycRERERERO7tx4wZBQUFERkbi6urKsmXLLMu+7+bYsWP4+flx+vRpSpcuTXh4OB4eHnh6enLlyhWqVKlCeHg4//jHP2ze8/jx43FycmLIkCE4OjrafHyRR5VxewfC3MwwjIJAbGxsLAULFnzQ7YiIiIiIWC0tLY0XXniB/fv3U6hQIdauXYu3t3eWdfv378ff35/Lly9TsWJFwsPDKVu2LHBrlnn27NmsXbuWYsWK2aRP0zQJCwujadOmNt2VXORhFRcXR6FChQAKmaYZZ22dlouLiIiIiNiRs7Mzffr0oWTJkmzbts2qgL1t2zYaNGjA5cuXqVmzJhEREXecR927d28iIiJsFrABBg0aRLNmzZgwYYLNxhR5HClki4iIiIjYwe9XjA4YMICff/6Z6tWrZ1m3du1amjZtSlxcHPXr12fLli0sWLCAmjVrcvnyZcvnnJxs++Rn5cqVMQyDvHnz2nRckceNQraIiIiIiI1t376d+vXrc+3aNcu1woULZ1m3cOFCWrVqRXJyMs2bN2fDhg28//77/Pvf/+bo0aMsWbLEbj0PGjSIH374gcGDB9vtHiKPA4VsEREREREbSk9Pp2fPnkRFRTFq1Cir66ZOnUq3bt3IyMiga9euBAcHM2DAACZOnAjAhx9+aNVu5Nb66aef6NGjB6mpqZZr1apVs9n4Io8r7S4uIiIiImJDTk5OrFy5knHjxvHhhx9aVbN9+3bLDPLgwYMZO3Ys7du3Z926dTg6OjJ79mx69Ohhsx5TUlJo1qwZZ8+epVSpUowfP95mY4s87rS7uIiIiIiIDZw6dcqy+3d2DB8+nHz58jFgwABatGjB9u3byZs3L0uXLqV58+a2a/Q3GzZsYMKECSxbtsymG6iJPCqyu7u4QraIiIiISA6YpsmYMWMYN24coaGhNGzY0Kq61NRUUlJSKFCggGUcwzC4fPky3t7eXLlyhXXr1lGvXj2b9RkTE0PRokXvuKbjukT+mo7wEhERERG5zzIzMxk8eDCjRo0iJSWFnTt3WlWXmJhIq1atCAoKIikpCcASdt3d3QkLCyMiIsJmATstLY1XXnmFOnXq3LEZmwK2iO3pmWwRERERkWxIS0ujR48eLF68GLi1cdmgQYOsqo2OjiYqKoq0tDQOHjyIaZocPXqUbt26AVCuXDmb9hoTE8PGjRs5d+4cW7dupXXr1jYdX0T+RyFbREREROQeJSYm0q5dO9avX4+TkxPz5s2jS5cuVtc/88wzrFmzBkdHR65fv06bNm1ITk6mdOnSNGrUyOb9uru7ExoaysmTJ+3yfLeI/I+Wi4uIiIiI3IMbN27QpEkT1q9fT968eVm9erVVAfvkyZPs2rXL8t7Hx4dTp04RFBREYmIijRs35oUXXrBZnwcPHiQqKsryvmrVqgrYIveBQraIiIiIiJUuXryIr68vUVFRFCpUiPDwcAICArKsO3jwIF5eXvj7+3Po0CEAJk+eTNeuXUlPT6dTp06sWbOG/Pnz26TPffv24e3tTVBQEL/88otNxhQR62i5uIiIiIiIFU6ePImfnx8nT56kZMmShIWFUb169Szrtm/fTmBgIDdu3KBatWoULVqUd955hw8++ACA119/nU8++QQHB9vNfz399NM888wzuLi44O7ubrNxRSRrOsJLRERERCQLP/74I02bNuXXX3+lfPnyhIeH4+npmWVdWFgYrVu3JjExkXr16rF27VoiIiJo2bIlAOPGjWP48OE22eX7j8dxXb9+nXz58pEnT54cjy3yONI52SIiIiIidnDy5Elq1aplmYkOCwujVKlSWdYFBwfTrVs30tLS8Pf3Z9myZeTLlw/TNBk8eDDVq1enT58+NukxNTWVvn374uvrS8+ePW0ypsjjTiFbRERERMQOTNOkd+/e/PLLL6xdu5YiRYpkWfP5558zcOBATNOkU6dOfPLJJ+TPn598+fLZpce5c+fSu3dvXF1diY6OpmTJkna5j8jjRCFbRERERMSGfr/8Oj09ndTUVNzc3LKsef/99xkxYgQAAwYMYPjw4QQEBPCPf/yD1atX4+zsbJdeX331VVq1akWzZs1sPr7I4yi7IVsbn4mIiIiI/MG0adPYvHkzwcHBODk5WV53k5mZydChQ5k8eTIAI0aMoHPnztSvX5/Tp09z7do1zp07R7ly5WzS44kTJyhXrhwODg4YhsHMmTNtMq6I5IyO8BIRERER+Z3Tp0/z1ltvsWLFCr755huratLS0ujZs6clYE+ePJmgoCBLwK5YsSLbt2+3WcDesGEDNWvWZPjw4TYZT0RsJ1sh2zCMAYZhRBuGkWwYxl7DMOpbWdfRMAzTMIxV2bmviIiIiIi9lSlThiVLljB69Gg6duxoVc20adOYP38+jo6OzJ8/n6pVq9KwYUOuXr1KrVq1iIyMpGzZsjbr8cqVK8THx7N3715SU1NtNq6I5Nw9P5NtGEYHYAEwAIgC+gF9gKqmaZ65S12Z3z5/Erhummare7innskWEREREbtJS0vj/Pnz2Q7CqampdOjQgV69epGSkkLnzp1JS0ujcePGrFixggIFCti2YSAkJAR/f39cXFxsPraIZP+Z7OzMZL8JzDFNc7Zpmj+bpvkGcBbo/3cFhmE4AouAUdwK2SIiIiIiuUJiYiItW7bEy8uLU6dOWV0XExNDZmYmAC4uLqxcuZKgoCDKlStHnjx56NChA2vXrrVJwE5JSeG9994jISHBcq1FixYK2CK50D2FbMMwXIBaQPgfvhUO1LtL6Ujgimmac6y8Tx7DMArefgG2/9WfiIiIiDz2YmJiaNKkCaGhocTExHDixAmr6k6fPk2dOnUYPHgwf1wZWqtWLXbu3MmiRYvIkyePTfrs0qULo0eP5uWXX7bJeCJiP/c6k10ccAQu/eH6JeAvD+MzDMML6A28cg/3eQeI/d3r3D32KSIiIiJyVxcvXsTX15eoqCgKFy7Mpk2baNSokVW1u3fv5tixY4SEhHDp0iVef/11du7cafl+1apVcXR0tFmvb775Ju7u7vTr189mY4qIfdzTM9mGYZQGzgP1TNP8/nfX/wN0M02zyh8+XwD4ERhgmmbob9fmAYXv9ky2YRh5gN//2q8AcE7PZIuIiIiILZw4cYImTZpw8uRJSpUqRVhYGNWqVbunMRYtWsQLL7zAv//9b1atWoW7uzvHjx+32fPX6enpdxwblpiYmOU53SJiO/frmeyrQAZ/nrV258+z2wCeQFlgjWEY6YZhpAPdgRa/vff8q5uYpplimmbc7Rdw8x77FBERERH5Sz/++CPe3t6cPHkST09PIiMjrQrYW7Zs4cKFC5b3zZs3p0+fPqxatYo8efLw+eef2yxgr127ln/+85+cO/e/BZ0K2CIPh3sK2aZppgJ7Ab8/fMsP2P4XJUeAakDN371CgM2/fX32HvsVEREREcm2yMhIfHx8+PXXX6levTqRkZGUL18+y7rly5fTtGlTmjRpQkxMjGWp+datWylYsCBhYWG0bt3aJj2mp6fzzjvv8MsvvzBx4kSbjCki949T1h/5k0nAAsMw9gDfA30BD2AGgGEY84Hzpmm+Y5pmMnDo98WGYdwAME3zjusiIiIiIva0bt062rVrR1JSEt7e3qxZs4bChQtnWTd79mz69etHZmYmVapU4cKFCwQFBREdHU2JEiXYsGEDNWvWtFmfTk5OrFmzhmnTpjF+/HibjSsi98c9H+FlmmYw8Aa3dgw/APgAAaZpnv7tIx5AKZt1KCIiIiKSQ4sWLaJly5YkJSURGBhIWFiYVQH7ww8/5JVXXiEzM5PevXsTHBzMpEmTiI6OxtPTk+3bt9skYCcnJ7Nr1y7L+7Jly/LRRx/h7Oyc47FF5P66p43PHpTfjvGK1cZnIiIiInKvVq1axUsvvQRA165dmTt3bpbh1TRNhg8fzocffgjAsGHD+OCDDzAMg6SkJIYOHcqoUaMoUaJEjvu7ceMGzZs3Z//+/WzdupXatWvneEwRybnsbnyWneXiIiIiIiIPjcaNG/PCCy/wwgsv8Mknn+DgcPfFnBkZGbz66qvMnj0bgAkTJtCgQQPL9/Pmzcv06dNt1l++fPnInz8/zs7OxMfH22xcEXkwNJMtIiIiIo+czMxMDMPAMAzg1vFXefPmtbz/OykpKXTu3JkVK1bg4ODAF198QUpKCq+99hrDhw9n3Lhxduk3Li6O8+fP8/TTT9tlfBG5d/frCC8RERERkVwtNTWVrl278v7771uuubm5ZRmwb968SWBgICtWrMDFxYWlS5dy5swZBg4ciGmaxMTEYKsJqlWrVjF16lTL+4IFCypgizwitFxcRERERB4p69ev5+uvv8bZ2ZmOHTtSoUKFLGuuXbtGQEAAu3btIn/+/CxfvpwVK1Ywc+ZMAN577z1GjhyZZVC3xv79+2ndujWmaVKjRg18fX1zPKaI5B4K2SIiIiLySGnVqhVjx47lueeesypgA7z22mvs2rWLYsWKsWrVKiZPnszy5csxDIPPPvuM/v3726y/mjVrMmDAANLT0/Hy8rLZuCKSO+iZbBERERF56F28eBFXV1eKFCmSrfpLly7RqVMnpk2bxpAhQwgPD8fFxYVFixbRtm3bHPeXlJSEk5OTZVfzPz4zLiK5j57JFhEREZHH0okTJ/Dy8qJ58+YkJCRYXXf16lXL1yVKlOC7776jatWqdO3alYIFCxIaGmqTgH3lyhUaNmxI//79Lc90Ozg4KGCLPKIUskVERETkofXDDz/g5eVFdHQ0ly5d4vr161bVbdmyhQoVKvDVV18B3LGhWbdu3Thx4gQvvviiTXrct28fu3fvZsWKFZw5c8YmY4pI7qWQLSIiIiIPpcjISHx9fbl06RI1atQgMjKSf/zjH1bVbtiwgdjYWBYsWMDevXvx8vLi4sWLlu8XL17cZn02bdqUefPmsX37dsqUKWOzcUUkd9Iz2SIiIiLy0Fm3bh1t27YlOTkZb29v1qxZQ+HCha2uN02T6dOn4+npSfv27bl58yZdu3ZlwYIFNuuvXr162X5GXEQePD2TLSIiIiKPhYULF9KyZUuSk5Np3rw5YWFhVgXsZcuWkZKSAoBhGJQsWZKWLVty8+ZNGjRowLRp02zS3xdffEHz5s156aWXLPcTkceHQraIiIiIPDSmTp1Kt27dyMjIoGvXrqxYsQI3N7e71pimyYgRI2jXrh2dO3cmIyODmTNn0q5dO1JTU2ndujWhoaG3Z6xyrE6dOhQoUIDq1avj5KQTc0UeN1ouLiIiIiK5nmmajBo1ijFjxgAwePBgJk2ahIPD3eeMMjIyGDRoEJ9//jkAY8eOJT09nffeew+Avn37Mn36dBwdHW3a7+nTp/Hw8NAO4iIPMS0XFxEREZFHUkZGBgMHDrQE7DFjxvDJJ59kGbBTU1Pp0qULn3/+OYZh8PnnnzN48GCWLFkCwIgRI5gxY0aOA/alS5cICAjg2LFjlmtlypRRwBZ5TGn9ioiIiIjkam+//bYlKH/22Wf0798/y5qEhATatm3Lhg0bcHZ2ZsGCBXTo0AGAsLAwNm7cSO/evW3S36BBgwgNDSUmJobt27crXIs85rRcXERERERytZMnT9KwYUM+/PBDS1C+m5iYGJo3b8727dtxc3Nj4cKFODk5ERQUZJf+Ll26RLdu3fjss8+oWLGiXe4hIvdfdpeLK2SLiIiISK6TkZFxxzLu5ORkXF1ds6y7ePEiTZo04dChQxQpUoQFCxYwatQo9u3bxzfffEObNm1s0t+ZM2fw8PCwyVgikjvpmWwREREReSRcuHCB2rVrs2bNGss1awL2iRMn8PLy4tChQ5QqVYrFixfzxhtvsHfvXooXL06ZMmVy3JtpmkyYMIGKFSuyefPmHI8nIo8ehWwRERERyVUmT57MgQMHGDJkCKmpqVbV/Pjjj3h7exMdHY2npyezZ8+mZ8+eHD9+nDJlyhAZGUnt2rVz3Jtpmuzbt4/U1FSFbBH5S1ouLiIiIiK5SlpaGkOGDGHo0KGUK1cuy8+np6fz9NNPc/z4capXr857771Hz549iY2NpVq1amzYsIHSpUvbrL/k5GRWr15t1fPhIvLw0jPZIiIiIvLQOnjwIFWrVs32cVp79uxhxIgRjBkzBm9vb1JSUqhfvz4hISEULlw4R71duHCB1atXW7WruYg8OrIbsnWEl4iIiIg8UGvWrKF9+/Z069aNmTNnWn0E1tWrVylevDgAtWvXJjQ0FNM06d+/P9HR0Xz99dfkzZs3R73FxcVRt25dzpw5Q968eenRo0eOxhORR5+eyRYRERGRB2bBggW89NJLJCcn8+uvv5KWlmZV3fTp0/H09GTXrl2YpklKSgoAhmHw8ccfs2zZshwHbICCBQvy8ssvU7lyZXx8fHI8nog8+rRcXEREREQeiClTpvDGG28A0K1bN+bMmYOzs3OWdRkZGfj7+7Np0yaGDx9OfHw8R44cYd26dbi4uNikt8zMTBwcbs1HmabJzZs39XOoyGNGR3iJiIiIyEPBNE1GjBhhCdhvvPEG8+bNsypgAzg6OrJy5Uo+++wzoqOjmTZtGps2beLbb7+1SW9jxoyhffv2ZGRkALdmxxWwRcRaCtkiIiIict9kZGQwcOBAxo4dC8DYsWOZNGmSZdb476SlpfH1119zexWmaZqsWrWK4OBgnJycWLRoEc2aNctxf0ePHmXs2LEsX76c0NDQHI8nIo8fbXwmIiIiIvdFamoq3bt3Jzg4GMMwmD59Oq+++mqWdUlJSbRv3561a9cSHR3NK6+8QkBAAHv27CFfvnysWLGCJk2a2KTHypUr89VXXxETE0Pz5s1tMqaIPF4UskVERETE7hISEmjdujXh4eE4OzuzcOFC2rdvn2XdjRs3aNGiBREREbi6ulKiRAm8vb05evQoxYoVY/369fzrX//KUW/nzp3D0dGRUqVKAdCxY8ccjScijzeFbBERERGxq+vXrxMYGMiOHTtwc3NjxYoVNG3aNMu6S5cu4e/vz4EDByhYsCBr1qyhUKFC/Prrr3h4eBAeHk7lypVz1NvBgwdp1qwZJUqUYOvWreTPnz9H44mIKGSLiIiIiN2YpmkJ2EWKFGH9+vXUqVMny7pTp07h5+fH8ePHcXd3JywsjJo1awKwYcMGPDw8ePLJJ3Pcn5ubG6mpqSQlJXHjxg2FbBHJMW18JiIiIiJ2YxgGY8aMoVy5ckRERFgVsH/66Se8vLw4fvw4ZcqU4b///S/x8fGW79etW9cmARvA09OTjRs3EhUVxVNPPWWTMUXk8aZzskVERETE5tLT03Fy+t+iydTUVKvOsN65cycBAQFcv36dqlWr0rt3b4YNG0aBAgXYvXs3FSpUyFFfpmkyduxYgoKCLDPjIiJ/Redki4iIiEiusG3bNqpUqcKRI0cs16wJ2Bs3bqRRo0Zcv36dF154gTZt2jB06FAyMjJo1aoVZcuWzXFvH3/8MSNHjiQwMJC4OKt/ZhYRsZpCtoiIiIjYjGmajBgxghMnTjBmzBir65YtW0ZgYCAJCQk0btyY2rVrW+qHDRvG3Llz75gZz64+ffpQs2ZNRo8erRWSImIXWi4uIiIiIjZ19epVxowZwwcffEDevHmz/Py5c+fw9PQkNTWVNm3a4OzszJIlS4BbM89vvvlmjvpJSkq6o48/LmUXEfkrWi4uIiIiIg/Mnj17LF8XL16cKVOmWBWwAZ566ilmzZpFv379qFWrFkuWLMHJyYn58+fnOGDv27ePihUrsnr1ass1BWwRsSeFbBERERHJNtM0effdd3n++eeZNWvWPdVduXLF8r579+7MmDGDN998k+bNmxMSEkK3bt1y3N/8+fM5f/4848aNIzMzM8fjiYhkRb/GExEREZFsycjIYODAgcycORO4tUzcGunp6fTt25dt27YRGRmJg4MDxYsXx8HBgTx58hASEoJhGDbp8aOPPqJQoUK8+eabODhofklE7E//0oiIiIjIPUtNTaVz587MnDkTwzCYMWMG77zzjlW1MTExbNmyhejoaIKDg6lVqxbDhg2zfD8nATszM5PVq1dze98hJycnRo8effu5ShERu1PIFhEREZF7Eh8fT1BQEEuXLrVsUtavXz+r65944gk2btzI+PHjGT16NOfOnWP9+vU5PlLLNE26d+9Oq1atmDhxYo7GEhHJLoVsEREREbHatWvXaNy4MeHh4bi5ubF27Vrat2+fZd3Vq1dZt26d5f2RI0d47733iImJoU6dOkREROT4FBnDMHj++edxcnLC3d09R2OJiGSXjvASEREREaucP3+eJk2acPjwYYoUKcL69eupU6dOlnVnz56lSZMmHDt2jJCQEK5evUqvXr3IyMggICCApUuXki9fPpv1efToUSpVqmSz8UTk8aQjvERERETEbo4dO4aXlxeHDx+mdOnSREREWBWwf/nlF7y8vDhy5AilS5dm27ZtvPzyy2RkZNC9e3dWrVqVo4C9e/duunTpQmpqquWaAraIPEgK2SIiIiJyV/v378fb25vTp09TsWJFoqKieOaZZ7Ks27t3L97e3pw9e5bKlSsTGRnJs88+i2EYvPXWW3z55Zc4Oztnu6/ExESaN2/O4sWLGT9+fLbHERGxJS0XFxEREZG/deXKFSpWrEhsbCw1a9Zkw4YNlChRIsu6LVu20KJFC27evEmtWrUIDQ3liSeeAG6F9meffdYm/YWGhjJ9+nQWL15MgQIFbDKmiAhoubiIiIiI2METTzzByJEj8fHxYcuWLVYF7FWrVuHv78/Nmzfx8fHhmWeeISUlxfL9nATszMxMLl++bHnfrFkzQkJCFLBFJNfQTLaIiIiI/ElqaiouLi6W9+np6Tg5OWVZN2/ePHr37k1mZiYBAQFcvXqVXbt28fzzz7Nz584cnYGdnJxM9+7d+fHHH9m+fTtFixbN9lgiIlnRTLaIiIiI2MQnn3xCnTp1iI2NtVyzJmBPmjSJnj17kpmZSfv27YmOjmbXrl0UKVKEyZMn5yhgA9y4cYMdO3Zw8uRJdu3alaOxRETsRTPZIiIiImJx/fp1qlatyqVLl/j888959dVXs6wxTZN3332XcePGAdCjRw82bdrEuXPnePLJJwkLC7NqozRrHDp0iKtXr9KgQQObjCci8neyO5OtkC0iIiIidzhw4ACbNm1i6NChVs0+r1u3jubNmwPQv39/lixZQkxMDJUrVyY8PBwPD49s97Jjxw7S09Px9vbO9hgiItmhkC0iIiIi2ZKSksLBgwepXbt2tupN02To0KFUqlSJefPmsXPnTv71r3+xbt06ihcvnu2+tm/fTqNGjcibNy87d+6kYsWK2R5LROReKWSLiIiIyD2Lj4+ndevWREZGsmnTJurVq2dVXUJCAgD58uW74/r58+cZNWoUkydPJn/+/DnqLTExkRdffJEnnniCr7/+OsfjiYjci+yG7Kx3sBARERGRR9K1a9cIDAxk586d5MuXj8TERKvqrl+/TmBgIAULFiQkJISff/6ZmjVrAvDkk08ye/bsbPdkmqZlibqbmxsbNmwgf/78Vm28JiKSG2h3cREREZHH0Pnz5/Hx8WHnzp0ULVqU7777jsaNG1tVGx0dzcGDB9m9ezcDBw7kueeeY8mSJTnuKTExkTZt2vDVV19ZrhUuXFgBW0QeKgrZIiIiIo+Zo0eP4uXlxeHDh3nyySeJiIjgX//6l9X1tWrVYsWKFfj6+jJnzhxM0+Ts2bM57mvevHmsXLmS1157jWvXruV4PBGRB0G/FhQRERF5jOzfv5+mTZty5coVKlWqRHh4OGXKlMmy7ocffiAjI4PnnnuOxMREPv30U9auXYuDgwOzZs2iV69eOe7t1Vdf5dChQ3Tu3JlixYrleDwRkQdBG5+JiIiIPCa2bt1KUFAQN2/e5LnnniM0NBR3d/cs6yIiIggKCsLZ2Zn169czZMgQoqKicHV1JTg4mBYtWmS7p8OHD1OlShUcHLTAUkRyl+xufKZ/zUREREQeAyEhITRt2pSbN2/i6+vL5s2brQrY69ato0mTJsTGxlKxYkW6d+9OVFQUhQoVIjw8PEcB+5tvvuG5557j//7v/7I9hohIbqOQLSIiIvKI++qrr2jdujUpKSm0bNmSDRs2WLU6cNGiRbRs2ZLk5GQCAwPZtGkTQUFBlCpVioiICOrXr5+jvpKSkkhJSeGXX34hPT09R2OJiOQWWi4uIiIi8gj77rvvaNSoEQA9evRg1qxZVu3W/emnn/L6668D0KVLF7788kucnZ0xTZPLly9TokQJm/QXFhZG48aNcXR0tMl4IiK2ouXiIv/P3p3H13Stfxz/7EQiImIoMVcpRSfzVFMiaMwaLUprKqpaQ7W4raFVtEpRbq+xNdP6Np8UAAAgAElEQVSihhpCSAw1XhQ1FG1qVmMicyLT/v3h2r+mLTnnBInk+3698nrlrLOftZ9zf79Gnqy1nyUiIiJ/4+3tzauvvsqgQYP45ptv0iywTdNk1KhRVoHdpk0bwsPDSU5OBsAwDIcL7JiYGP71r3+lOo/7xRdfVIEtIlmKuouLiIiIZDHJycmkpKTg4uKCk5MTCxcuxMnJCcMw7hmXkpLCgAED+OqrrwB4+eWXWbVqFcnJyUycOJFhw4alK6927doRGBjI2bNn78u52iIimZFWskVERESykFu3btGxY0e6dOlirT47OzunWWAnJiby+uuvWwV2u3bt+P7770lOTqZjx44MHjw43bkNHz6cEiVKMGDAgHTPJSKSWemZbBEREZEsZO/evTRo0ADDMNi9ezfVqlVLMyY2Npb27duzfv16cuTIQYsWLfjhhx8A6NevH19++aXDR2wlJCTg6upqvb516xY5c+Z0aC4RkYdJz2SLiIiICLVr12bRokWsX7/epgIbYNy4caxfvx43Nzd8fHysAnvMmDFMmTLF4QJ7yZIlPP3001y6dMkaU4EtIlmdVrJFREREHnEXL14kLi6OcuXKORQfHx9Pp06d6NixI3369CEiIoIZM2bQq1cvh3NKSEigcuXKnDhxgg8++IBPP/3U4blERDKCoyvZKrJFREREHmG//vorTZo0wTAMdu3aRfHixW2Ku3btGoUKFfrbs9q7d+/m6tWrvPTSS+nO7cyZM8yfP5+RI0c6vBouIpJRtF1cREREJJs5ePAg9erV4/z58+TMmZOkpCSb4o4dO0blypUZOnQoly9fZs+ePdZ7L7zwgsMFdlRUVKq5Spcuzccff6wCW0SyFf3EExEREXkEbdu2DW9vb65fv07VqlXZsWMHpUqVsin24MGDXL58mR9++IHatWvj5+fH4cOH05XPjRs3aNCgAU2aNOGnn35K11wiIo8yFdkiIiIij5jVq1fj5+dHVFQU3t7ebN26FS8vL5vju3TpwujRowkNDeX8+fN4eXml+5G8vHnzUqhQIdzd3a2jw0REsiM9ky0iIiLyCJk3bx5vvPEGKSkptG3blm+//RY3N7c049asWUPt2rXx8vIiODiYtm3bEh0dTdWqVQkICKBw4cLpzi0yMpLQ0FBKly6d7rlERDKanskWERERyeImTpxI9+7dSUlJoXv37ixfvtymAnvmzJm0bdsWPz8/5s+fT/PmzYmOjqZRo0Zs3brV4QJ7wYIFTJ061Xrt6empAltEsr0cGZ2AiIiIiNybaZp8+OGHjBs3DoD33nuPCRMm/K0z+D/FffbZZwwbNgyAokWL0q1bNwBeeeUVFi5c6PC51Xv27KFr164YhkGNGjWoU6eOQ/OIiGQ1KrJFREREMrHk5GTeeustZs+eDcC4ceMYMmRImgV2SkoKgwcPZtKkSQAMGzaMESNG0Lp1a8qWLcvUqVNxdnZ2OK/atWvTt29fPD09qVWrlsPziIhkNXomW0RERCQTGz16tHXO9IwZM+jVq1eaMUlJSfTq1Yt58+YBt7eZDxo0CIBbt27h6uqaZpH+TyIjI8mVKxcuLi7A7ZVyR+YREXkU6JlsERERkSyof//+1KpVi2XLltlUYMfHx/Pyyy8zb948nJ2dqVatGmfPnuXOwkrOnDkdKowvXrxIvXr16Nu3rzWXCmwRkb/TSraIiIhIJhMbG4u7u7v1OiUlBSentNdGIiMjadOmDdu2bSNnzpyUK1eOY8eO4erqyuHDh6lYsaLDOa1fv57WrVvj5eXFwYMHKVq0qMNziYg8Ch7qSrZhGH0NwzhjGEa8YRg/GYZR/x7X+huGccAwjHDDMGIMwzhsGMbrjtxXREREJKu7cOEC1apV44svvrDGbCmwr1+/TqNGjdi2bRseHh6UKFGCY8eOkSdPHjZu3JiuAhugRYsWLFy4kL1796rAFhG5B7uLbMMwOgBfAmOBKsAOYINhGI/fJSTsf9fWAZ4H5gJzDcN40aGMRURERLKwNWvWcPLkSaZOnUpUVJRNMefPn6d+/fr89NNP5M+fn7x58/L777/j5eXF9u3b8fHxcSiXpUuXEh4ebr3u1KkTpUqVcmguEZHswu7t4oZh/Bc4aJrmW38aOwGsNk3zAxvnOAisN01zhI3Xa7u4iIiIZAumaTJp0iReeeUVHn/8bmsYqfn5+REYGEjhwoVJTEwkLCyMMmXKEBgYSNmyZR3KY9KkSbz33nt4e3sTGBiIq6urQ/OIiDyqHsp2ccMwXIFqwKa/vLUJeMGGeMMwDF+gPPCjPfcWERERyar27NlDZOTt398Mw+C9996zucAG+Prrr/Hz82P06NGEh4dTuXJldu3a5XCBDeDr60uePHmoX7++1U1cRETSZu852QUBZ+DqX8avAkXuFmQYRl7gEpATSAb6mqa5+R7X5/zftXfksTNPERERkUfC6tWr6dChA3Xr1iUgIAA3Nzeb4q5cuUKRIrd//SpRogQbNmwAoHDhwjRs2PDO6ovDKlWqxMmTJylWrFi65hERyW4cPcLrr3vMjX8Y+7MooDJQAxgGTDIMw/se138ARPzp66KDeYqIiIhkWnPnzqVdu3YkJCTYVRSvWrWKMmXK8N133zFv3jzOnTtnvde6dWuHCuxz587h4+NDSEiINaYCW0TEfvYW2Te4vRL911VrL/6+um0xTTPFNM0Q0zQPm6Y5Efie24X03XwG5P3TVwk78xQRERHJ1L744gt69OhBSkoKPXr0YPny5TavYm/dupW4uDjGjBlD9+7defHFF63t5o7q168f27Zts+ksbhERuTu7imzTNBOAn4Amf3mrCbDbjqkMUm8H/+t9bpmmGXnni9sr4SIiIiKPPNM0+de//sXgwYMBGDx4MF9//TU5ctj+FN/EiRPx9vbm+PHjAHTs2JE8edL3dN2sWbNo1aoVCxcuTNc8IiLZnSPbxScBPQ3D6GEYRkXDMCYDjwMzAAzDWGAYxmd3LjYM4wPDMJoYhlHGMIwKhmEMAroAi+7HBxARERF5VCQnJ9O7d28+//xzAD7//HPGjx+PYRj3jDNNk3nz5pGYmMitW7fo1KkT27ZtwzAM/vOf//Dxxx+nOcc/+f33363vixQpwpo1ayhRQhsIRUTSw97GZ5imudQwjMeAkUBR4BjQ3DTNOw8DPQ6k/CkkNzCN21u+44CTwGumaS5NT+IiIiIij5I7xfHKlStxcnJi1qxZvPHGG2nGJScn89ZbbzF79mwCAgK4ceMGW7duxcXFhUWLFtG+fXu7c0lJSWHYsGFMmjSJTZs20bBhQ0c+koiI/AO7i2wA0zSncbtw/qf3vP/yejgw3JH7iIiIiGQFUVFRvPTSSwQHB+Pq6sq3336Lv79/mnG3bt3itdde4/vvv8fJyYmLFy+yZ88ePDw8WL16Nb6+vg7nFBISQkJCAvv371eRLSJyHxmmea+m4JmDYRieQERERASenp4ZnY6IiIiIzW7cuEGzZs04cOAAHh4e/PDDDzRq1CjNuOjoaPz9/dm8eTOurq4sXryYevXq4e/vz7///W+qVauWrrzi4uIIDg6mZcuW6ZpHRCSrioyMvHNaQ97/9QqziYpsERERkQfIz8+PwMBAChYsyIYNG6hevXqaMaGhoTRv3px9+/aRO3duVq9eTePGjYHbz2c78vz16dOnCQgI4J133rE7VkQkO3K0yHZou7iIiIiI2GbKlCl06tSJxYsXU6FChTSvv3TpEk2bNuWXX37B09OTlJQU/vjjD+t9Rwrs0NBQ6tSpw7Vr18ifPz+dO3e2ew4REbGNI93FRUREROQeoqL+//TR8uXLc+DAAZsK7F9//ZW6devyyy+/UKBAAeLi4oiOjmb+/PmkpKSkGX83jz32GL1796Zy5cr4+Pg4PI+IiKRNRbaIiIjIfbR161ZKly7N5s2brTFbVp8PHTpEvXr1OHfuHF5eXty8eZPExETatm3LunXrcHKy/9e2pKQk6/tPPvmEXbt2UaxYMbvnERER26nIFhEREbmP5s6dS2hoKF999ZXNMT/++CPe3t5cv36dIkWKcO3aNUzTpGfPnixfvpxcuXLZlUNKSgrvvfceHTt2tFbADcPA3d3drnlERMR+anwmIiIich/dunWLiRMnMmjQINzc3NK8Pi4ujieffJLLly9TrFgx6/nrYcOGMXr0aIeewT569CjVq1cnISGBoKCgdB31JSKSXam7uIiIiEgGWbduHc2bN3doSzfArl27mDp1Kk888QQTJkxgypQp9OvXL105ffvtt5imSadOndI1j4hIdqUiW0REROQhM02ToUOHMmHCBPr378+XX35p88rz5cuXKVq06N/m27dvH7Vq1bI7l5CQEDw8PChSpIjdsSIi8neOFtl6JltERETEAUlJSfTs2ZMJEyYAUKJECZsKbNM0+eijj6hQoQJbtmyhb9++xMbGArefm3akwN63bx+1a9emZcuWxMTE2B0vIiL3j87JFhEREbFTfHw8nTp1YtWqVTg5OTF79mx69OhhU2xCQgJbt24lMjKSDh06cOPGDWJjY5k3b57D+RQoUMAq8GNiYsidO7fDc4mISPpou7iIiIiIHSIjI2nbti1bt27F1dWV7777jpdeesmuOXbt2kXLli0JDw+nVKlSBAYGUr58+XTldfToUcqUKaMCW0TkPtF2cREREZEH7Pr16zRq1IitW7fi4eHBxo0bbSqwY2NjWbBgAQA7duygRYsWhIeH8+yzz7Jr1y67C+zk5GSGDBnCzz//bI0999xzKrBFRDIBbRcXERERscH58+dp2rQpp06domDBgmzYsIHq1aunGXfz5k1atmzJ7t27+fHHH1m8eDHx8fHUrVuXtWvXkj9/frtzGTt2LBMmTODbb7/l1KlTOv9aRCQT0Uq2iIiISBpOnDhB3bp1OXXqFCVLlmTnzp02FdiXL1/G29ub3bt3ky9fPlauXEl8fDytWrVi8+bNDhXYAP369aNq1apMnDhRBbaISCajlWwRERGRe9i/fz/NmjUjNDSUChUqsGnTJkqWLJlm3OnTp2nSpAmnT5+mSJEiBAYGEh8fz/z585kyZQo5ctj3a1hUVBR58uQBIH/+/Ozbtw9nZ2eHPpOIiDw4WskWERERuYuYmBhatmxJaGgoNWrUYMeOHTYV2EePHqVu3bqcPn3aWvl+/vnnqVmzJv/5z3/sLrB37NhBmTJlWLNmjTWmAltEJHNSkS0iIiJyF7lz52bOnDn4+fkRHBxMwYIF04zZvXs3DRo04MqVK+TLl48bN24QFhaWrjy+++47bty4wZQpU3gUToYREcnOVGSLiIiI/EV4eLj1fYsWLQgICLC2at9LYGAgTZo0ITw8nHz58hEeHk5iYiJnzpxJVz5ffvklY8eOZe3atdZ52CIikjmpyBYRERH5k/Hjx1OxYkVOnz5tjdlS2C5dupRWrVoRGxtL3rx5CQ8Px93dnbVr19K+fXu7ckhKSmLp0qXWqrWLiwsffvihmpyJiDwCVGSLiIiI/E9cXByLFy/mypUrrFq1yua46dOn8+qrr5KYmEiePHmIiIigQIECbNmyBT8/P7tySElJwd/fn44dO/LFF1/Y+xFERCSDqcgWERER+Z9cuXKxceNGZsyYwXvvvWdTzMmTJ3nnnXcwTZPcuXMTFRVlNTurVauW3Tk4OTnh4+ODm5sbZcuWtTteREQylvEoNM8wDMMTiIiIiMDT0zOj0xEREZEsJD4+ns2bN9OqVSuH55g9ezZnz57l8OHDnDlzhsDAQJu6kN+NaZqcO3eOJ554wuE5REQkfSIjI8mbNy9AXtM0I22NU5EtIiIi2VZkZCRt27Zl69atLFiwgNdff92muMTERG7evImXl1eq8djYWOLj4ylQoIBdeWzbto3p06ezaNEiXFxc7IoVEZEHw9Ei275DGkVERESyiOvXr9OsWTN++ukn8uTJQ4kSJWyKi4uLo0OHDvz222+88847nDhxgn//+98YhoG7u7vdzcmioqJo164dYWFhVK1alaFDhzrycUREJJPQSraIiIhkO+fPn6dJkyb8+uuvFCxYkI0bN1KtWjWbYi9dukSdOnW4fPkySUlJAKxYsQJ/f3+H8wkICGDhwoXMmTOHXLlyOTyPiIjcP46uZKvxmYiIiGQrJ06coG7duvz66688/vjj7Ny50+YCG6Bo0aL4+vpaBfb7779P27Zt7cohMTGRK1euWK+bN2/Ot99+qwJbRCQLUJEtIiIi2ca+ffuoX78+Fy9epGLFiuzcuZPy5cunGXfu3DnWr19PYmIi3bp1Y968eQBMmDCBCRMm4ORk+69UUVFRtGrVCh8fH27evOnoRxERkUxKz2SLiIhIthAcHEybNm2IiYmhRo0aBAQEULBgwTTjfvnlF5o2bcr169epXLky+/btw9nZmTlz5tClSxe784iKiuL48eOEhYVx9OhRGjRo4MjHERGRTEpFtoiIiGR5K1asoFOnTiQkJODr68uqVavIkydPmnH79u2jWbNmhIWFUapUKQ4cOECuXLn4/vvvad68uUO5FCtWjICAAOLj46lRo4ZDc4iISOalIltERESytNmzZ9OnTx9SUlJo164dixcvJmfOnGnGBQUF0bZtW2JiYqhZsyYBAQFs3LiRMmXKUKdOHbtyCAoKws3NjXr16gHw3HPPOfRZREQk81N3cREREcmyDh8+TJUqVQDo1asX06dPx9nZOc24lStX8uqrr5KQkMALL7zAxo0bbVr5/ifBwcH4+fnh6enJ/v37KVOmjEPziIjIw6VzskVERET+onLlyowePZqYmBg+/fRTDMNIM+brr7/mzTffJCUlBRcXF65cuUJsbKzDRXadOnWoWrUqTz75JMWLF3doDhEReXSoyBYREZEsJSkpiZiYmDurDwwbNsym4hpg/PjxDB06FABnZ2cSExMpVKiQTavff5aSkmJ1HHd3d2fz5s14eHjY1YVcREQeTfpJLyIiIllGfHw8r7zyCi+++CLR0dEANhXYpmkyZMgQq8A2DIPk5GT8/PwIDg62qQv5HREREbz44ossWLDAGvP09FSBLSKSTeinvYiIiGQZFy9eZMeOHRw+fJiDBw/aFJOUlESvXr2YMGGCNWaaJp07d2bNmjXkzp3brhzmzJlDUFAQAwcOJCIiwq5YERF59Gm7uIiIiGQZZcuWJSAggNjYWJvPn166dCnffPMNhmFwpyHsu+++yxdffOHQ6vOAAQM4c+YM3bt3t7asi4jI3W3ZsoW1a9cyefLkjE7lvlB3cREREXmknT9/nnPnzlG/fn2H4k3TpH///lStWpXPP/+c7t27M2TIEJuf4wY4dOgQlSpV0pZwERE7REVFMWTIEGbMmAHcPtnhpZdeyuCs/p+j3cVVZIuIiMgj65dffqFp06ZERESwdetWqlevblNcaGgo7u7uuLq6pmpqFhsbi7u7u105fPPNN7z55psMGTKETz/91K5YEZHsasuWLfTo0YNz585ZY5GRkQ6f5PAgOFpk68+tIiIi8kjat28f9evX59KlS5QsWZIiRYrYFHfx4kXq16+Pv78/DRo04Ouvv7bes7fABsiRIwfJyclcunSJlJQUu+NFRLKTqKgo3nrrLXx9fVMV2ECmKrDTQyvZIiIi8sgJCgqibdu2xMTEULNmTQICAnjsscdsit25cyeNGzcmOTmZpKQkHnvsMX7//fd0PT+9bds2GjZsaNcWcxGR7Gb+/Pm8//773Lhx4x/fz2y1qVayRUREJFv4/vvvad68OTExMTRu3Jjg4GCbC2yAggUL4unpSVJSEsWKFWPbtm12Fdg3b95k4MCBxMbGWmPe3t4qsEVE7uG3336jW7dudy2wsxJ1FxcREZFHxqxZs+jTpw+mafLyyy+zaNEicubMmWbc9u3bKVCgALGxsbRo0YLQ0FCeeuopNm3aRKlSpWy+v2matG7dmp07dxIWFpbqLGwREbktOjqa1atXk5SURLdu3QAoV64cVatWpUCBAnh5ebFkyZKMTfIB0nZxERERyfRM02TcuHF8+OGHAPTu3Ztp06alalp2N2vWrKF9+/a4u7sTFxdHfHw8NWrUYP369RQqVMjuXHbs2EH37t1ZsWIFlSpVsjteRCSrW7FiBS+//DIlSpTg3Llz1skLiYmJuLi4AGp8JiIiIpJhTNNk8ODBVoH94YcfMmPGDJsK7AULFuDv78+tW7coXLgw8fHxNG3alC1btthVYMfFxVnf169fnxMnTqjAFhEBDh8+TL9+/Vi6dKk11qJFC6pXr07Pnj25deuWNX6nwAZo1KgRR48e5a233rLGgoKCHk7SD5iKbBEREcm0kpKS6NGjBxMnTgRg4sSJjB071qbnn7/88ku6du1KcnIyXbt25ciRI8ybN4+1a9fi4eFhcw7Tp0/nmWee4Y8//rDG/vyLoohIdrZhwwa++uorZs6caY25ubmxf/9+PvroI3LlynXX2Dx58jBt2jSCg4MZOHBgpjojOz1UZIuIiEimNWvWLObNm4ezszNz585l0KBBacaYpsmIESN49913AXjnnXeYM2cOLi4udO3aFVdXV5vvHxcXx5dffsmZM2eYO3euw59DRCQrmD17NjVq1GDHjh3WWKdOnXjttdcYOnSow/M2atSIyZMn348UMwU1PhMREZFMq3fv3uzatYv27dvTpk2bNK9PTk6mX79+TJ8+3Rr77bffHL5/rly52LBhAytXruS9995zeB4RkUdRfHw8bm5u1uvdu3dz4MABFi9eTP369QEoVaoUCxcuzKgUMyU1PhMREZFMJTQ0lLx585Ijh31rAQkJCXTp0iXVc4FOTk7MnDmTnj172nX/EydOUK9ePbvuLyKSVSQlJdG1a1fWrFnDqVOnKFasGAD79u3jv//9Lx06dMDLyyuDs3zw1PhMREREHnnnzp2jTp069O7dG3sWAmJiYmjTpg1Lly61ntfOmTMnK1assKvA/uOPP3jhhRfw8/Pj4MGDducvIvIoMk0zVZfvHDlycPbsWaKjo1m7dq01XrNmTfr165ctCuz00HZxERERyTSOHTvG77//zq1bt7h27RqFCxdOM+bmzZu0bNmS3bt3YxgGpmmSN29e1qxZQ4MGDey6f8GCBSlZsiTx8fE2nb8tIvKoO3PmDI0bNyYiIoI//vjD6lvx+eefkzNnTqpXr57BGT56tF1cREREMpUVK1ZQq1YtSpQoYdP1AwYMYOrUqTg7O5OcnEzRokXZuHEjzz//vEP3j4iIIDY2lqJFizoULyKSmV25coXLly9TpUoV4PbW8BIlShAdHc2PP/5I1apVMzjDzMPR7eIqskVERCRDBQcH8+STT/LEE084FB8TE0PXrl1p374948ePZ/ny5ZQuXdrm+KlTpwLQv39/h+4vIvKoWL16Ne3ataNq1ars37/fGj948CDly5cnd+7cGZhd5qMiW0RERB45y5cvp3PnzpQqVYrdu3dTqFAhm+IuXrxI8eLFiYiIIF++fNa4aZo2naF9x5YtW/D19cUwDA4cOKAVHBHJMhITE9m0aRNFixa1frZdu3aN4sWLU61aNYKCgvDw8MjgLDM3NT4TERGRR8qsWbPo0KEDiYmJVKlSxeY/pO/atYtnn32WV155hdKlS7Nnzx7rPXsKbAAfHx/69u3LZ599Zm2dFBHJCoYNG0bLli2ZOHGiNebl5cWFCxfYu3evCuwHSEW2iIiIPFSmafLZZ5/x5ptvYpomb775Jt9++63NjcaOHj1KREQEK1asIDw8nHnz5tl1/7CwMJKSkoDbRflXX33F0KFD7S7QRUQyi1OnTjFy5Eh+//13a+zll1/Gy8uLUqVKpbq2SJEiDzu9bEfdxUVEROShSUlJYfDgwUyaNAm4vdIyevRomwtc0zS5dOmS9frtt99mypQpNt//t99+o1mzZvj6+jJjxgwMw1BxLSKPvAEDBhAYGIizszMfffQRADVq1ODSpUvkyKGS72HTSraIiIg8FElJSfTo0cMqsCdNmsSYMWNsKnIXL17M9evX6dOnD2PGjAHgk08+4d///jfOzs4253Dy5ElOnz7Npk2bCA0NdeyDiIhkkKSkJBYsWEDr1q2JiYmxxrt160aLFi2oUaOGNWYYhgrsDKLGZyIiIvLAxcXF0bFjR9asWYOzszNz5syhS5cuacaZpsno0aP56KOPyJ8/Pzdv3sTJyYlp06bx5ptvOpTL0qVL8fb2tukMbhGRzMQ0TcqWLcvp06dZsmQJr776akanlKU52vhMf9oQERGRByoiIoI2bdqwfft2cubMybJly2jdunWacSkpKbz77rvWEVteXl5ER0fz3Xff4e/vb9O9TdNk7ty5+Pv7W13IO3To4PiHERF5SK5evconn3zCzz//zI4dO6zHW9577z1CQ0OpW7duRqcod6GVbBEREXlgrl27hp+fH4cOHcLT05M1a9bQsGHDNOMSExPp0aMHixYtAmDKlCn07t2bI0eOULNmTZvv//HHHzNq1CgaNWpEYGCgtk6KSKYWHx+Pm5sbAFFRURQuXJi4uDgOHDhAtWrVMji77EdHeImIiEimM2jQIA4dOoSXlxfbtm2zqcCOi4vD39+fRYsWYRgGCxYsoH///ri5udlVYAO0bdsWT09PWrRoYdez2yIiD9Pu3bupXr067du3t8by5MnDF198QWBgIJUqVcrA7MRe+nOuiIiIPDBTp04lPDycyZMnU65cuTSvj4iIoFWrVuzYsQO4vd378uXLdt3TNE2rmVrlypUJCQmhUKFC9icvIvKAREVFcevWLQoWLAhAvnz5+Omnn/jll1+Ijo62zrDu27dvRqYpDtJKtoiIiNxXf/zxh/V9gQIFWLdunU0F9tWrV/H29rYKbLhdJNvSIO2OkydPUrt27VRnxarAFpHMZOrUqRQuXJhx48ZZY08//TSLFy/m3LlzVoEtjy4V2SIiIoK27rUAACAASURBVHLfbN68maeeeor//Oc/dsWdPXuWevXqcfjwYWvM29ubbdu2UaRIEZvn6d+/P/v27aNfv3523V9E5EEwTZPdu3cTHh5ujZUqVYq4uDgOHjyY6tpOnTrpj4JZhIpsERERuW/27NlDTEwM69atIyUlxaaY48ePU7duXUJCQqyxdu3asWHDhjsNZ2w2f/582rdvz/z58+2KExF5ENq0aUPdunVZtmyZNdasWTP2799PcHBwBmYmD5KKbBEREblvRowYwdy5c/nhhx9wckr71wzTNHnjjTdSbTHv06cPS5cutTrsphV/4sQJ63XRokVZunSpVoNE5KG7fPky06ZNIzk52RqrX78+Hh4ehIWFWWOurq5Ur17d6h0hWY+O8BIRERGHmabJ/PnzeeWVV8idO7dDc5w9e5ZBgwbRtGlTrly5wkcffWTTL59JSUm88847zJ07l82bN9OgQQOH7i8ikl5JSUkULlyYsLAwtmzZgo+PD3C7wZmzszPu7u4ZnKE4wtEjvNRdXERERBySkpLC+++/z+TJk1m6dCnr1q2z+ZisCxcu4OXlxdWrV3niiSdYuXKl3fd3cnLixo0bJCYmcuLECRXZIvJQJCQkEBgYyKFDhxg5ciQAOXLkwN/fn+PHj6e6Nk+ePBmRomQwrWSLiIiI3RITE+nZsycLFiwAYPLkyQwcONCm2NmzZ/P2229Tvnx5oqOj2bVrF8WKFXMoj7i4OHbv3o2vr69D8SIi9jp//jylSpWyvi9ZsiRwezU7Rw6tYWYlWskWERGRhyIuLo4OHTqwdu1anJ2dmTNnjs3HbJmmydatW0lMTOTYsWN4eHhw+vRpm4vs48ePExQUxIABAwDIlSuXCmwReWDOnz/PrFmzyJEjBx9//DEAjz/+OO3bt6dYsWKpek+owJY7tJItIiIiNouIiKB169b8+OOPuLm5sWzZMlq1amVz/OnTp2nSpAmnT5+mYMGCbNy4kWrVqtkUe+XKFSpUqEBERATfffcdHTp0cPRjiIjclWmaVl+ILVu24OvrS758+bhy5Qo5c+bM4OzkYXJ0JVvdxUVERMQmV69exdvbmx9//BFPT08CAwNtKrCTkpKYPn06Bw4c4IUXXuD06dOULl2a3bt321xgAxQpUoS3336bunXr0rhx4/R8FBGRv9m4cSNNmjThyy+/tMYaNmzI66+/zvTp09UNXGymlWwRERFJ09mzZ2nSpAkhISF4eXmxceNGqlSpkmZcfHw8nTp1YtWqVbi4uJCYmEilSpXYsGEDRYsWTTPeNE2SkpJwcXGxXickJGg1SUTSLSEhAScnJ2ub94wZM3jrrbeoXLkyhw4dyuDsJDPQSraIiIg8EMePH6du3bqEhIRQqlQpdu7caVOBHRUVRYsWLVi1ahWurq54eXnRoEEDtm/fblOBfae5WufOnUlJSQHAMAwV2CKSbiNHjqRYsWIEBARYY6+88gqjR49mxYoVGZiZZAV6Ol9ERETuau/evTRv3pybN2/yzDPPEBgYSPHixdOMu3HjBs2aNePAgQN4eHiwZs0aKlSoQP78+XFzc7Pp3keOHGHhwoUkJyezd+9eXnjhhfR+HBHJpk6fPk2ZMmWs19HR0YSGhrJmzRpat24NwGOPPcbw4cMzKkXJQrRdXERERP5RUlISTz/9NL/99hu1a9dm/fr1FChQIM24Cxcu0LRpU06ePImHhwdbt26levXqDuWwZMkSPD09admypUPxIpK9JSUlUbduXfbt28eJEyeoUKECACEhIZw5c4ZGjRrh7OycwVlKZqXt4iIiInJf5ciRgxUrVtChQweCgoJsKrBPnTpF3bp1OXnyJHB7tShXrlw23/Po0aNcvXrVet2pUycV2CJis8jISLZv3269zpEjB4UKFSJHjhzs37/fGi9btixNmjRRgS0PhENFtmEYfQ3DOGMYRrxhGD8ZhlH/Htf2Mgxjh2EYN//3FWQYRk3HUxYREZEH6fz589b3zz33HN999x25c+dOM+6nn36iXr16XLhwwRqbOnUqzzzzjE333bZtG3Xr1qVVq1bExMTYn7iIZGu///47hQsXplmzZkRFRVnjkydP5vLly7z++usZmJ1kJ3YX2YZhdAC+BMYCVYAdwAbDMB6/S4g38C3gA9QBzgObDMNI+4EuEREReWhM02TMmDGUL1+eH3/80a7Ybdu24ePjw40bN4Dbq0fffvst/fr1s3mO4sWL4+rqiru7O4mJiXbdX0Syl5SUFHbu3Mm6deussTJlylCyZElKlSrF2bNnrfFy5cpRsGDBDMhSsitHVrIHAd+Ypvm1aZonTNMcCFwA3vqni03T7Gya5jTTNA+bpnkS6PW/+/o6nLWIiIjcdykpKezfv5/4+Hh27dplc9wPP/yAn5+ftXLk7u5OQEAAHTt2tOv+5cqV48cffyQwMJB8+fLZFSsi2cuKFSuoX78+AwcO5E6PKcMw2LVrF7/88gvPPfdcBmco2ZldRbZhGK5ANWDTX97aBNja8tMdcAHC7nGfnIZheN75AvLYk6eIiIjYz9nZme+++46lS5fywQcf2BQTHh5Ot27duHXrFnC7O+/27dtp0qRJmrEJCQn07duXI0eOWGNPP/20jugSkVT++OMPJk6cyMaNG62xZs2aUaRIEerVq5fq8ZJChQphGEZGpClisfcIr4KAM3D1L+NXgSI2zjEOuAQE3eOaD4CP7MxNRERE7BQXF8e8efPo06cPhmGQK1cu2rdvb3N8vnz5WLlyJd999x0lS5akffv2PPXUUzbFjhw5kunTp7NhwwZOnjyp4lpE/tHMmTP55JNPaNasGX5+fgB4eHhw8eJFNS6TTMnRc7L/eu6X8Q9jf2MYxhDgVcDbNM34e1z6GTDpT6/zABftTVJERETuLiIiglatWrFjxw4uX77MJ598YlOcaZpcuHCBy5cvU7FiRXx8fPDx8bH7/kOHDmXr1q18/PHHKrBFBIANGzYwb948hgwZQrVq1QDo3LkzwcHBvPTSS6muVYEtmZW9RfYNIJm/r1p78ffV7VQMw3gf+BBobJrmkXtda5rmLeDWn2LtTFNERETu5erVq/j5+XH48GE8PT1t2t4NkJyczNtvv82SJUuIj4+nQYMGrF+/3uYi+ebNm+TPnx+A/Pnzs3fvXv07L5KNmaaZ6mfAggULWLZsGUWLFrWK7KeeeoqdO3dmVIoidrPrmWzTNBOAn4C//kvcBNh9tzjDMAYDIwA/0zQP2JukiIiI3D9nzpyhXr16HD58mMKFC7N9+3bq17/raZyp3Lp1i82bNxMVFUViYiK5c+cmJSXFptgNGzZQunTpVN2AVWCLZE9JSUkMGzaM8uXLW6cSAPTq1YtBgwbRvXv3DMxOJH0c6S4+CehpGEYPwzAqGoYxGXgcmAFgGMYCwzA+u3Px/7aIjwF6AGcNwyjyvy+P+5C/iIiI2OHYsWPUrVuXkJAQnnjiCXbu3EnlypVtijVNkylTpnD69GkAevTowYoVK8iVK5dN8atXryYiIoLZs2c7nL+IPLpiY2Ot73PkyMHGjRv57bffWL58uTXeqFEjJk6cSKVKlTIiRZH7wu5nsk3TXGoYxmPASKAocAxobprmuf9d8jjw5z9p9wVcge//MtUo4GN77y8iIiKO2bNnDy1atODmzZs8++yzBAYGUqxYsTTjwsLCWL16NUeOHGHKlCkA/Otf/+LTTz+1ayX6q6++onz58rzzzjsOfwYRefRcvHiRrl278uuvv3L27FnrWeqPPvqI+Ph4WrVqlcEZitxfxp1z5TKz/x3jFREREYGnp2dGpyMiIvLICQwMxN/fn9jYWOrUqcO6desoUKBAmnGXLl3ixRdf5Pjx49bY5MmTGThwYJqxt27dYunSpbz++uvaFi6SjSQkJHDlyhUef/xx63XRokUJCwtj79691KpVK4MzFLFNZGQkefPmBchrmmakrXGObBcXERGRTC4mJgbDMDAMg3nz5tGqVStiY2Px8/Nj8+bNNhXYv/32G/Xq1eP48eMUKlSI/Pnzs3jxYpsK7OTkZPz8/OjatSuTJ0++Hx9JRB4BmzdvpkiRInTu3Nkac3V1ZdGiRZw5c0YFdjYXHR3N+PHj6d27N+PHjyc6OjqjU3ogHD3CS0RERB4RdxoIdezYkfnz5+Pq6ppmzOHDh3nxxRe5du0aZcuWZdOmTRQsWJA8efLYdE9nZ2datmzJwYMHef7559OVv4hkXsePH8fV1ZVy5coB8PTTTxMeHs6ZM2eIioqyfmY0a9YsI9OUTCA6Opp69erx888/W2NLlixh586deHhkrXZdWskWERHJQmJiYqyvP+vVqxezZs2yqcDesWMHDRo0sArsnTt3Urp0aZsL7DsGDRrEL7/8QuPGje2KE5FHw6hRo3j22WcZN26cNVa8eHH27dvHuXPn7P6ZIVnTnRMopk2blqrABvj555+ZNm1aRqT1QKnIFhERyUI8PDzw8PCgcOHCqcZnz55tU1+T9evX06RJE6KiogDImTMnhQoVsunea9eupV27diQmJgK3j+cqXry4nZ9ARDKjiIgI5syZw6VLl6wxb29vXFxcrP/m76hevbrV3Eyyr6lTp1K+fHlmzZoFQEhIyD9ed7fxR5mKbBERkSxi/fr16YpfvHgxbdq04datWwBUrFiRjRs34uSU9q8LYWFhvPbaa6xcuTJLrkqIZHevvPIKb7zxBosWLbLG6tevz+XLl1mwYEEGZiYZLTY2ls2bNzN06FBCQ0Ot8fDwcH799VeCg4MBKFu27D/G3238UaYiW0REJIs4cOAAADVr1uTq1avW+NWrV4mOjr5ng5l///vfvPbaayQnJwNQu3Ztdu7cSYkSJWy6d4ECBVi8eDG9e/emb9++6fgUIpKRTNNkx44d9O/f3/qDG9wusitWrJhql4yTkxOPPfZYRqQpGSgpKYm9e/cyZswYfHx8yJ8/P02bNmX8+PFs3brVuq5Tp06sXr2a2bNnA9C3b9+/nX9eqVKlLPlvho7wEhEReUTt2rULFxcXatasCdw+amTy5MkMGDAAFxcXq5FMdHQ0uXPn/sc5TNNk1KhRjBo1yhpr3rw5y5cvx93d/Z73j4+PJywszKaztkXk0ZCSksLjjz/OpUuXWLlyJS+99BJw+8QAJycnHceXDZmmyS+//EJwcDBBQUFs376dyMjUp1mVKFECX19f+vTpQ+3ate86V3R0NNOmTSMkJISyZcvSt2/fTN30zNEjvFRki4iIPGIOHTrE8OHDCQgIoGbNmuzdu/dvv/jGxMTYVGTv27cv1ZE6Xbp04euvv8bFxeWeOYSGhtKmTRvCwsLYtWsX+fPnT+enEpGHLSIigtmzZ3Po0CEWL15sjY8ePZozZ87Qv39/KleunIEZSkZatmwZa9asITg4mCtXrqR6L3/+/Pj4+NC4cWN8fX0pV65clvwDjIpsERGRLO7kyZOMHDmS5cuXA7ePyerevTtTpkxJc9X5XqZOnUpKSgru7u706tXLpl+ULl26RK1atYiOjmbz5s3UqFHD4fuLyMNjmqb133hYWBhFihQhMTGRY8eO8cwzz2RwdpJRQkND2blzJ61bt7b+/+Pll19mxYoVALi5uVG/fn18fX1p3LgxlStXzhbN7VRki4iIZFFnz55l1KhRLFiwgJSUFAzDoGPHjowaNco6m9YesbGx3Lx5k/Xr19OzZ0+bGpv9k6NHj+Ls7MzTTz/tULyIPDxHjhzhk08+wd3dPVWjshEjRlCiRAk6dux4p5iQbCAlJcX62X/r1i3y5ctHfHw8v/76q/XvyurVqzlw4AC+vr7UqVMHNze3jEw5Q6jIFhERyWKuXLnC2LFjmTlzpnVETuvWrRk9ejTPP/+8Q3OGh4fTvHlzjh49SnR0NIMHD2b8+PE2xa5evRovLy9eeOEFh+4tIg9PSkoK8fHx1i6XgwcPUq1aNdzc3Lh27ZrOsM5mkpKS2L9/v/VcdXx8PHv37rXe9/Hx4dq1a8ycOZN69eplYKaZi6NFdo4Hl5KIiIg4IiwsjPHjxzN16lTi4uIA8PX1ZezYsamen3bE6dOnOXDgAImJieTMmRMfHx+b4tauXYu/vz8FChTgp59+olSpUunKQ0QenIULFzJ8+HBef/11xowZA0CVKlX49NNPadasWaZuNCX3h2maHD9+nODgYIKDg9m2bRtRUVGprrlx4wYFCxYEYMOGDdlypfpBUZEtIiKSiaxevZquXbtanVtr167N2LFjadSo0T3j3n33XVq1anXP686fP0/nzp1JTEzE09OTwMDAe3aB/bNGjRpRrVo1qlevTvHixW3/QCLywF28eJH8+fNbDQ5dXFw4f/4869ats4pswzD44IMPMjJNecDOnTtnFdVbtmz5x2ZljRo1sp6r/vPxayqw7y9tFxcREclEQkJCqFChAs888wxjx46lRYsWaTYiW7VqFf7+/gD06dOH8ePHkytXLlavXg1A2bJl+e9//8uYMWO4ePEiJUqUYNOmTVSsWPGe8yYnJ6dqbHOnS3lW7CAr8qjq2bMnc+bMYd68eXTp0gW43Xdh/fr1tGzZkly5cmVwhvKgXbp0CW9vb0JCQlKN58qVy2pW5uvrm22ald1P2i4uIiLyiElMTGTOnDmEhIQwYcIE4HZBvGfPHqpVq2ZzQ7LGjRtb38+YMYMNGzbw9ttvM2TIEAA8PDyIjo4GoGLFigQGBlKyZMl7znn9+nVat27N22+/zWuvvWbNIyIZ59atWwQFBdG8eXPrj12lSpXCNE2OHDliXefu7s4rr7ySUWnKA3Tq1Cm++eYbPDw8GDlyJABFixbl5s2bODs7U6NGDetYrTp16pAzZ84Mzjh70kq2iIhIBjl8+DBVqlTBMAyOHDnCs88+6/Bcaa0uly1blrx587Jx40brGbx7+fzzz/nXv/5FkSJFCAkJues52yLycCQnJ1O6dGkuXLjAnj17rEc9rl+/TkxMDE888UTGJij3XWJiIvv376dgwYI89dRTAAQFBdGkSROKFy/OhQsXrJ/9Bw4coFy5cuoQf59pJVtERCSTM02To0ePWp3BK1euTN++falQoYJDR3HZ4842wujoaJuK7MGDB3Pt2jV69+6tAlskAxw7dox9+/bRo0cPAJydnWnYsCFbtmzh8uXL1nWFChWiUKFCGZWm3Ed3mpUFBQURHBzM9u3biYqK4t1332XSpEkA1K1blx49etCoUSNSUlKs7d/Vq1fPyNTlL7SSLSIi8oCZpsnmzZsZPnw4hw8f5tdff73vq062Pie9cOFCa/v3X+3du5datWrpmWuRDHbmzBnKlCmDs7Mzly5donDhwgDcvHkTT09PPVebhdxpVhYUFMSWLVu4evVqqvcLFChAz549+fzzzzMow+xNK9kiIiKZ0K5duxg2bBjbt28HIHfu3Bw8ePC+FdmmabJt2zabrv3000/v+pzm5MmTGTRoEB9++CFjx469L7mJSNoiIiL4/vvvSUhI4K233gKgdOnS1KtXj4IFCxIZGWkV2fnz58/IVOU+CA0NZcuWLVZh/fvvv6d6/06zsjvPVVeuXNnm/hySeajIFhEReQAOHTrE8OHDCQgIAMDV1ZW+ffvywQcf4OXldV/usWHDBkaNGsV///tfm67v37//XZvg5MuXD4CoqChM09RqtshDsnPnTnr27ImXlxe9evUiR47bv55v27ZNK9ZZQExMDIZh4O7uDsC8efN4//33rfednZ2pWbOmVVTXrl1bzcqyABXZIiIi99HJkycZOXIky5cvB27/AtWjRw9GjBiRZkdve02fPv1vBXadOnXYs2eP3XN1796dChUqULt2bRXYIg/IgQMHmDlzJvXq1aNr164ANG3alIYNG+Ln50dCQoJVZKvAfvS9/fbbzJ49m1mzZtGtWzfg9mkQzz77rHVWdYMGDfQ4bBakIltEROQ+OHfuHKNGjWL+/PmkpKRgGAYdO3Zk1KhR96WpWXJyMsuWLaN48eIcPnyY/v37M2LECJ566imcnZ35+eefGTRoEE2aNGH58uWMHz/eapg0Z84chgwZYq2kAFy9epWPP/6YSZMmWefo1qlTJ915ikhqf94ZsmPHDr7++muOHz9uFdkuLi42P/IhmY9pmhw7dozg4GC2bNnCokWLrKI5b968JCYmcvDgQavIrlSpEkePHs3AjOVhUOMzERGRdIiNjWXo0KHMnDmTxMREAFq3bs3o0aOtLuL3Q8uWLVm/fr31+vDhw1SqVMmhuUzTpHr16hw8eJA33niDr7/++n6lKSL/M2PGDKZPn84XX3xBkyZNALh8+TLDhw/ntddew8fHJ4MzFEedPXuW4OBg6+vatWvWe2vXrqVly5YAXLx4kfj4eJ588kntEHpEqfGZiIhIBnBzc2Pnzp0kJibi6+vLmDFjrPNr0yM+Pp6EhAT279/PuHHjCAoKst5r0aJFuraSGobB5MmT6du3L0OHDk13riJy+3g8Dw8P6/XPP//MkSNHWLJkiVVkFy1alG+++SajUhQH3bhxI1WzstOnT6d6393dnfr16+Pr68tzzz1njZcoUeJhpyqZhFayRURE7BAVFcW0adN45513rPOjd+7cSUJCAo0aNUr3/DExMcyaNYtx48bh5OTElStXAHBycqJ9+/Z8+OGHqX6Js8dfi4Dk5GQ99ymSTsnJybz66qusXbuWEydOWCcH/Pzzz+zbt4+XX35ZXcEfUR9//DE//PADhw8fTjXu7OxMrVq18PX1VbOyLE4r2SIiIg9B06ZN2bt3LykpKXzwwQcA1KtXL93zRkZG8p///IdJkyZx48YNAHLkyIGbmxu9evVi0KBBDh/7ZZom48aNY+bMmezZs4eiRYsCaqwk4oiUlBRCQkJ46qmngNv/HYWGhhIfH09AQAB9+/YFbj976+gjHfJwJSUl8d///pf9+/czcOBAa/zAgQNWgf3ss89aHcDVrEzSoiJbRETkHu48Z+3i4gLc7hYbGhpKxYoV78v8YWFhjB8/nqlTpxIXFwdAmTJl+OCDDyhTpgzPPfcchQoVsmvOd999l1atWlkr6+vXr2f8+PGEh4ezbNkyBgwYcF9yF8luzp07R/369YmIiODKlStW08Bx48bh6up6X/swyINjmiahoaEULFgQuL2DqEGDBqSkpODv78/jjz8OwIABA+jcuTONGjWyzioXx0yZMoWXXnrJ+t/2jvPnz7Nq1aos9++StouLiIj8g+TkZL799ls++ugjBg8eTJ8+faxx0zStY3YcdfXqVcaMGcOsWbNISEiwxgcMGMAXX3zh8PyrVq3C398fgNdeew2ARYsWAfDmm28yY8aMdOUtkp1cuHCBP/74g1q1agG3V7GfeOIJIiMjCQoKonr16hmcodjq7NmzBAUFWV3Ay5Qpk+q4w5YtW+Lu7s7o0aMpX758Bmaa9UyZMoWBAwdSpkwZtm7dahXa58+fx8fHh9OnT/Pll19mykLb0e3iKrJFRET+xDRNVq9ezYgRIzh+/DgAVapU4aeffrov3WEvXrzIiBEjWLhwIcnJydZ4sWLF+OSTT3j99ddxdXV1eP6oqCgGDx7MzJkzU42/9dZbfP755+TJk8fhuUWyk7Vr19KmTRueeeaZVEcuHT9+nCeffBI3N7cMzE7Scv36datZWXBw8N+alXl6enL16lX93/Eh+HMxfafQBv429tdV7sxARbaIiEg6mKbJ5s2bGT58OPv37wcgX758DBkyhP79+1tNztJj9OjRjB492tqCDlCuXDnGjRtH27ZtcXJySvc9AIKDg2ncuLH1es2aNbRq1eq+zC2SFd15nrpo0aLWefHh4eEULVqUWrVqsWbNGv0OmslFR0ezY8cOa7X6559/TvX+nWZld56rrl27drr+oCn2+XOhfefxq8TExExdYIOKbBEREYft2rWLYcOGsX37dgBy587NwIEDef/998mXL1+65jZNk3PnzvHEE0/w9ddf06tXL/LkyUP58uUZP3483t7e6V4hP3r0KDdu3LDO3TVNEx8fH+vzREdH35c/EohkVcOGDePTTz/F39+fFStWWONhYWEUKFAgAzMTWxw7dowqVaqQlJSUavy5557D19eXxo0b06BBA+3kySBhYWEcOHCAiIgIOnfunKrXSUhISKYtsEHdxUVEROx26NAhhg8fTkBAAACurq707duXDz74AC8vr3TNfeTIEd5++23++OMPrl27xvnz5+nSpQsVKlSgatWquLu734+PwMqVK2nXrh1PPfUUJ06cwMnJCcMwWL9+farjukTktqNHj7Jo0SK6detmNTBs37498+fP55lnnkl1rQrszGfbtm1MmDCBChUqMHHiRAAqVKhArly5KFCggLVSrWZlGSMuLo7Dhw+zb98+6yskJAQAb2/vjE3uIVKRLSIi2c6pU6cYOXIky5YtA25vI+zRowcjRoygZMmS6Zo7ISGBJUuWMHToUK5duwbcLt737t1Ls2bN0n3cV2RkJGFhYdZxXk2aNKFAgQJUqlSJyMjIdK+8i2R1I0eOZPXq1Tg5OfHZZ58B8Pzzz3P+/Pn79siG3B9nzpwhODiYWrVq8dxzzwG3d+YEBARw6tQpq8jOkSMHv/32G15eXveld4bYJjk5matXr1KsWDHg9i6qEiVKEBYW9rdrS5UqxcGDB0lMTEy1XdzHxydTbxd3lIpsERHJdpYsWcKyZcswDINXX32Vjz/+mHLlyqVrzk2bNrF69WrWrl3LxYsXgdtb4bp06cLYsWPvy4rKihUr6NatGw0bNmTdunUA5MmTh3Pnzv1t1Tp37tw8Co+EiTwoycnJzJ07l6VLl/L999/f2fJJt27dMAwj1aqaYRgqzjKBuzUr+/DDD60iu2HDhnzxxRf4+vr+H3v3HV/z+T5+/HWSIEZUSoIYESNGCEISo61IUrM1iraqVdQoWuWjZihKarWE1izpl1I6rX60JREUGPnAOwAAIABJREFUJcOKESQaIjKQTeY5798f55P755S2YmVdz8fD4yHvde53yMm53td9Xxeapql/N8laP1mapnHt2jWTDHVoaCh2dnZcuHABMP4cOTs7c+7cOdzc3NSfGjVq8Morr5CWlnbfwmclMdCWNdlCCCFKvPj4eJKSkmjWrBkAqampjB07lilTpqgPbg9D0zQCAgKYN28eBw8eVNtr1KjBf/7zH0aNGvVIv7c0TSMrK0v14r106RKNGzemWbNmhISEqO1CCKO7gy5N02jevDnnzp3D39+foUOHFvLoxF/lFysLDAwkICDgnmJlFhYWuLu7M3ToUN55551CGqWYMGECW7duJT4+/p59lSpVIj4+XtX9SEtLw8rKyuShVWls4SWZbCGEECXazp07ef3113F2duaPP/5Ap9PxzDPPqN7RD0PTNPz9/Zk3bx7R0dGAcUq4k5MTQ4cOZcSIEY/cFuaXX35h0qRJdO3aVU2JbNSoESEhIbi4uEjWTYi7JCYmMn36dMLCwjh+/LjKTE+aNImEhAS6dOlS2EMU/3P69Gm2bdtGYGAgR48eNem2AMap+15eXnh5eUmxsqckKyuLkydPEhISQnBwMKdOnSIsLExN605PTyc+Ph5zc3OcnZ1NstRNmzbF3NxcXet+D5bzg+e+ffuaZKvr1q1LUFAQ27ZtK5IB9qOQTLYQQogSLT4+ngYNGtCyZUt27dpF1apVH/paer0ePz8/fH19SU5OBsDS0pJRo0YxadIkatWq9biGze7du+nZsye1atUiOjoaCwt5Li7E3TIyMtQyiTt37lCjRg3S09M5fPgwHTp0KOTRCQCDwUB4eDgODg7qM7yvry8zZsxQx9SrV8+kWNmjFp0UD2bfvn388MMPBAcHc/r06XsedoSFheHi4gIYiwWmp6fTqlWrx1a0s7iQTLYQQohSLzMzk1WrVnHy5Ek2btwIGKduHz9+HEdHx4fO/ubl5TF79myWLVtGRkaG2m5vb89XX32lWmc9rNDQUBYvXkyXLl3UlMhu3bqxZs0aXnvtNQmwhbjLkSNHGDVqFDVr1mTPnj0AVKhQgWXLluHg4EC7du0KeYQin7e3N0FBQXz77be8+uqrAHTv3p3w8HCVra5fv34hj7Lk0jSN2NhYtYb6/fffVw+Djx07xqpVq9SxNjY2JhlqR0dHte9RllWVVvJbWwghRLGXm5uLv78/c+fOJTY2FoDRo0fTvn17ABo3bvxQ183OzmbJkiV8/PHHZGVlqe1Nmzbl888/x8vL69EHDxw6dIjvvvuOM2fOMGzYMHQ6HWZmZowcOfKxXF+I4iw5OZmsrCxq1qwJGB+cnTlzhqioKFJTU1VBM1lzXTgSExNVsbLDhw8TFham6kW0atWK4OBg4uLi1PEuLi5s3bq1sIZboqWnp3Ps2DGT4mR3f+/btGnDgAEDAGNnilu3bqmg2t7eXpYhPUYyXVwIIUSxpdfr2bJlC7NmzVJVaOvUqcPs2bMZPHjwI2eAfXx8+OSTT9TXrq6urF69Wk2hexiJiYmsWbMGLy8vNaU1LS2NyZMnM3r0aFq2bPlIYxaiJFm+fDmTJk1ixIgRfPHFF2r7tm3b8PDwwNrauhBHVzplZGRw8OBBVazs9OnTJvv37t2Lt7c3ACkpKVSoUIGyZcsWxlBLtOzsbE6fPk2NGjVU68nvvvuO1157zeQ4c3NzWrRogaurK++88w7u7u6FMdxi62Gni0uQLYQQotjRNI3t27czc+ZMzp49C4CtrS0zZsxg5MiRlCtX7qGum5CQwJo1azh69Cg///wz169f5/nnn6d79+5MnDiRBg0aPPLYx44dy8qVK+nTpw/btm175OsJUVIYDAYOHDhAixYtqFatGgC//fYb3bp1w9PTk8DAwEIeYemUk5PDsWPHVFuto0ePkpeXZ3KMs7OzWlfdqVMnVWlaPB4Gg4GLFy+qwmTBwcGcPHmSnJwc5s+fz9SpUwGIjo7Gy8vLZNp369atS9066sdJ1mQLIYQo8fJbZvn4+BASEgJAlSpVmDx5MuPGjXvoD3ZJSUmMGzeOb775RvWW/u9//8vLL79MVFQUZmZmD3VdvV7Pzp07cXV1pXbt2gC8//77hIWF3ZNtEKK069OnD7t27TJp5ePl5cXp06dlTWgh0DSN/v3789tvv3H79m2TfQ4ODnh5eeHt7U3nzp2lWNljlpOTo7L/ly5dwtXVldTU1HuOq1atmskDj3r16hEVFfXUxin+ngTZQgghioXDhw/j4+PDgQMHAKhYsSLjx4/nww8/pEqVKg91zWvXrrFkyRLWrl2rPkSWKVOGRYsWqemODxtgA7z99tts3ryZyZMns3DhQgCaNGnC0aNHH/qaQpQEV65c4YcffmDcuHGqTdCLL77IwYMHyc7OVsdZWFhIgP0UpKWl8e2333Lx4kUWL14MgE6nIzU1ldu3b2NjY4Onp6cUK3sC0tLSCA0NNVlH3b17d7788kvAWGAzKyuL8uXL4+Ligru7u8pS16tXT9ZRF1EyXVwIIUSRd+nSJVXptGzZsowZM4Zp06Y9dPYkLi6OadOmsXHjRpW5btmyJX379mXq1KkPPd38woUL1K1bVxX92blzJ8OGDWPSpElMmTLloa4pREmj1+uxs7MjMTGR3bt30717d8DYhsvMzOyRe8yLf5eYmMjNmzdp1qwZADdu3FDvp/Hx8VSvXh2A4OBgLC0tad68+SM9cBSm9Ho9w4cP59ixY0RERPDXeKxly5acPHlSfX3x4kUcHBzUAynx9Mh0cSGEECXKrVu3VE/rRo0a8dprr1G5cmVmzpypirwUVEhICBs2bGDdunUqW+bu7s6cOXPo0qXLI2UERo0axdq1a1m3bp1qw9WzZ09iYmJU0C1EaZOdnc2uXbsICQlRsznMzc15/fXXOX36tMnPhqwbfXLS09NNipWFh4fj4eFBUFAQYGzfNHTo0HsqTLu5uRXWkIs9g8FAZGSkyk4bDAZVvM/c3JzDhw9z6dIlwDjNOz877erqek9xzbvbaYniQYJsIYQQRUp2djbvvvsu3377LefPn8fe3h6Ab7755qEyKZqm8dVXX+Hj40N8fLza3qFDByZOnEjfvn0fKri+c+cO5cuXV+c2atQInU7H+fPn1THm5uYSYItSLTk5mddeew2DwcCIESNo2LAhAEuXLpXM6BOUX6wsICCAwMBAjh07dk+xsjt37mAwGNS/g7+/f2EMtUTZu3cvBw4cIDg4mJCQEFJSUtQ+Kysrli1bhrm5OQCffPIJlpaWuLm5yZr2EkiCbCGEEEVKuXLluHr1KpmZmezatYv33nsPKPja6Ly8PJYuXconn3xi8kGnVatWLF26lE6dOj105nrWrFksX76cXbt28dxzzwEwYsQI+vbt+1gqkAtRHEVHR7NixQp0Oh2LFi0CjD2thwwZgo2NjckDJwmwHy+DwcDp06dVBfCDBw/eU6ysfv36ak21p6cnNjY2hTTa4i89PZ2wsDDCw8N5//331falS5fyyy+/qK8tLS1xcXFRWWq9Xq+C7P79+z/1cYunR9ZkCyGEKFRJSUl89tlnjB8/Xn3oO336NJmZmQ/VzzMzM5O5c+eybNky7ty5o7Y7ODiwdOlSevfu/chjHjFiBOvWrWPMmDGsWLHika8nRHGlaZp6WHXkyBE6duxIpUqVSEhIkOnfT9jdFaj3799P586dTfbb2NiooNrLywsHB4fCGGaxl5OTQ3h4uJr2HRISwrlz59Q66uvXr1OzZk0A1qxZQ3BwsAqqmzdvLuuoiznpky2EEKJYSU9Px8/Pj08//ZS0tDQmTpzIp59++kjXPH36NOPHj1frDAGaNWvGF198cc8H0AehaRobN25k5cqV/PTTT9SqVQswFqG5ePEiPXr0kIycKJV2797NggUL6NatG9OnTweMPy9jxoyhS5cuvPTSSxJcPCGbNm1i5syZ9OrVi2XLlgGQlZWFvb09bdu2Vf2qpVhZwWmaRmRkJHXr1lUFMMeNG8fnn39+z7F169bFzc2NBQsWyAymEkwKnwkhhCgWMjMzWbVqFfPnz+fmzZsAODs74+Xl9VDXu379OoGBgbz11lvcuHGDoKAgdDodbdq0YdWqVbRt2/ahx6rT6fD39yc4OJhVq1Yxb948wFiERgrRiNIkKysLMzMzlTlNTEzk999/59atWyrI1ul0rFq1qjCHWaKkp6dz4MABAgMDGTx4MK1btwaMU5Cjo6NVO8P8bXFxcRJUF1BCQoJJ66yQkBCSk5M5dOgQHTt2BMDV1ZUqVaqo7HR+cbIaNWoU8uhFUSZBthBCiKciNzcXf39/5s6dS2xsLGAsFjZ37lwGDBhQ4A+HFy5c4IMPPiAgIACDwYC7uzuenp7MmzePV199lUaNGhV4jGFhYaxbtw4/Pz+VxZg+fTrdu3dnxIgRBb6eECXBjBkz+Pzzz1m3bh0DBgwA4JVXXuHGjRsMHDiwkEdXcuTk5HD06FFVATw4OFgVK3v22WdVkO3t7c3u3bt5/vnnTc6XAPvB/fzzz4wdO5arV6/es69cuXJcuXJFBdmvv/46b775pvSjFgUiQbYQQognSq/Xs2XLFmbNmsXly5cBqFOnDrNnz2bw4MFYWBTsV1FoaCgLFy7khx9+UNvatWvH7du30el0+Pj4PNQ48/Ly6NOnD9euXaN9+/YMHjwYgK5du9K1a9eHuqYQxY2maZw7d45mzZqpoMJgMJCWlsYvv/yiguzKlSszadKkwhxqsZdfrCy/AvjBgwdN6kiAsViZt7e3SUBdpUoV1Vtc3F9ubi5nzpwxyVJPmTKFN998EzA+tLh69So6nY5mzZqZZKmbN2+uZmwAsuxBPBQJsoUQQjwRmqaxfft2Zs6cydmzZwGwtbVlxowZjBw5UmWKH1RUVBRvvvkmR48eVdusra3p0qULK1eu5Nlnny3Q9ZKSktixYwdDhw4FwMLCgvHjx3PixAlatWpVoGsJURLo9Xrc3Nw4fvw4J0+epGXLloCxB3y3bt1UJX3xaHbt2sXXX39NUFCQWjKTL79YWf666nr16hXOIIuh69evs3jxYoKDgzl+/DhZWVkm+48ePaqCbBcXF4KCgmjTpg1WVlaFMVxRwkmQLYQQ4ol47bXX+P777wFj5mXy5MmMGzeOihUrFug6ubm5bN68GV9fX6KiojAzM2PQoEFMnjyZZs2aPdQUyczMTBo2bEhycjLNmjVTVcwnTpxY4GsJUVwlJSURHBxMt27dAGNfdwcHB86ePWsSZNvb26t+9aJgEhIS2LdvHz179lTFe4ODg9V7Y6VKlejUqZOqAC7Fyv5dYmIiISEhBAcH4+joyKBBgwDjdHk/Pz91XJUqVXB1dVUZ6ru7VVhaWuLh4fG0hy5KEQmyhRBCPDZ3t/N56aWX2L17N+PHj+fDDz+kSpUqD3ydrKws1q9fz7p160hOTubKlSsAWFlZsXHjRvr06VOgceVPy8zPUJcvX55evXpx8uRJMjMzC3QtIUqCq1ev0rBhQ3Q6HfHx8VhbWwPw6aefsm7dugL9vIr/Lzs722SWTqdOnbhw4QI7duygV69egHE9u4WFBd7e3ri5ucl05H+g1+s5cuSIybTv6Ohotb9bt24qyK5RowY+Pj40adIENzc3GjZsKA8sRKGRFl5CCCEe2cmTJ/Hx8aF3796MHDkSMH44unXrFra2tg98nbS0NJYvX86iRYtIT09X221tbfnwww959913Czy1LykpiXbt2hEdHc2VK1dUP9Pbt29ToUIFKWYjSjy9Xs/+/ftJTk6mf//+aruzszNmZmZs3LgRZ2fnQhxh8ZVfrCx/XfX58+dJSEhQgfN7773H4cOHmTVrVoEfDpY2eXl5nD17lqSkJNVyUa/XY21tbfL7QKfTqUC6c+fOvP3224U1ZFEKSJ9sIYQQhWb58uV88MEH2NvbExUVhbm5eYHOT0hIYNGiRaxYsYLs7Gy1vUqVKvj4+DB27FjKly//wNe7ffu2ybT0Dh06cO7cOb799lspYiZKne3bt9O3b1/q1KlDdHS0yu6lpKRIxrqADAYDp06dUhXAf//993uKlR09elRNTTYYDJJNvQ9N04iOjjbJUIeFhZGZmYmjoyMXLlxQxw4cOJDs7Gw17btNmzb5QY8QT5z0yRZCCPHUREdHk5CQoD5Ijho1ikuXLvHBBx8UOMA+cuQIL7zwAnq9Xm2zsbFhzpw5DBs2rEAF0uLj4xk9ejShoaFERUWpCrEbNmygZs2aVKpUqUBjE6K4uXr1Kps3b6ZZs2b07t0bME6pdXBw4MUXXyQjI0MlLCTA/neaphEVFUVgYCCBgYHs27ePW7dumRxja2ur1lT/tViZBNhGqampJoFx586dTfp856tcuTJ169YlNzdXzQbYsmXLUxunEI+LZLKFEEI8sLi4OHx9fVm7di0NGjQgPDy8wC24AG7dukXVqlU5dOgQ3bt3JyMjA4DatWszb948Bg0a9FDXzcnJwd7envj4ePbu3Yu3t3eBryFEcTZ//nymT59O586d2bdvn9ouGdWCy8vLo2nTpkRGRppszy9Wll8BvHnz5rLs5C537tzh+PHjJlnq69evk5aWph58jhgxgg0bNtCqVSuT9lmOjo7y/1QUKZLJFkII8cQkJSWxaNEili9frgqF1apVi6SkpAdec61pGgcOHGD+/PmEhYVx5coVWrdujaWlJfb29nz00Uf069fvgTPht27dYunSpZw9e5Zt27YBULZsWdavX4+DgwNNmzZ9uJsVopjYuXMn69evZ/LkyXTs2BGAN954g4CAAN566y2TYyVw+WcxMTEsWbKEGzdusGnTJsDY1s/W1pYrV67Qvn171VrL1dVVipXdx+rVq1m9ejVnzpwxmZmU78KFC7Ro0QIwPgz64osvCtzKUYjiQjLZQggh/lZ6ejp+fn58+umnpKUZH+C2b98eX19fVZjm3xgMBnbs2MHcuXM5ceIEYCxc8/PPP9OjRw8uX76Mg4NDgTNBcXFx2Nvbk5ubS1hYGC4uLgW7OSGKmbur9wMMHTqU//u//2PUqFGsXr26EEdWvGRnZ3P06FEsLCzUw4lr165Rp04dzMzMuHnzpqq2HhUVRY0aNQrcerAk0jSNK1eumGSoN27cqKbHL1iwgGnTpgHGSt/u7u4qQ922bVtZniCKJclkCyGEeGwyMzNZtWoV8+fP5+bNm4CxErGvry89e/Z8oIA4OzubzZs3s2jRIpMiNgCbNm2iR48eANSvX/9fr5Wbm8uPP/7I1atXmTx5MgA1a9Zkzpw5ODo6SmVkUaIZDAYmT57Md999x9GjR7GzswNg+PDh1KxZkzfffLOQR1i05Rcry68AfvDgQTIzM+nWrRu//PILYFyqMmPGDJydnU2yqw0aNCisYRcJERERfPfddyqovnHjhsn+4OBgFWT369cPR0dH3NzcqFWrlkyhF6WaZLKFEEIoubm5+Pv78/HHH3P9+nUAGjVqxNy5cxkwYECBppzu3LlTFV565plnGDt2LDVq1KBly5a88MILBRrX0aNHad++PeXKlSMmJgYbG5sCnS9EcfPXQlEdO3bkyJEjLF26lPHjxxfiyIq+/GJl+UF1UFDQPcXKqlevzssvv8yXX35ZSKMsWjIzMzlx4gTBwcF4enqqB5c//PADAwYMUMeVKVOGli1bqgz1iy++qB76CFESSSZbCCHEIwkODmbgwIFcvnwZgDp16jB79mwGDx78QEXIbty4QVBQEA4ODsybN4+dO3cCMHLkSBYvXlygh6Th4eHExsbSrVs3ANzd3Xn55Zdp06bNQxVEE6K4uH79Oq+++ioXLlzg+vXrau3vrFmzyMzMpHv37oU8wqIpKSmJX3/9VQXWV69eNdlvZWVlUqzMycmp1GZa9Xo9586dM5n2HR4ertZR+/r6qiC7Xbt2vPnmmyqobtmyJZaWloU5fCGKBclkCyGEAIxrnBs0aICVlRU+Pj6MGjXqgYrSREdH89lnn7F27VpycnLUdp1Ox4ABA5gzZw5NmjR54HHs3r2bnj17UqdOHS5fvixBtSjRMjMziY2NpWHDhoCxonXt2rVJTEzk0KFDdOjQoZBHWDSlpaWRnZ2tZrX88ssvagkKGDOuHTp0UG21SmuxMk3TiImJQa/X4+DgAMCJEyfuW8OievXquLu789Zbb9G/f/+nPVQhiqSHzWRLkC2EEKWQpmns3buXgIAAFi1apLYHBQXh5ub2QEV+wsPDWbBgAVu3bsVgMKjt5ubmDBo0iGnTpj1QcJ2WlkZiYqIKMrKysqhfvz4dO3Zk1apVVKtW7SHuUIiiLzAwkL59+9K4cWNCQkLU9qCgIBwdHalVq1Yhjq7omjt3LnPmzOHDDz9kwYIFAGRkZODp6amy1c8991ypLFaWnJxMSEiISZY6ISGBd955h3Xr1gHGZUG1atXCycnJpH1W7dq1S212X4i/I9PFhRBCPLBr167Ro0cP9Ho9vXv3VhV2H6Ri+JUrVxgzZgy7d+822W5hYcGwYcOYMmXKAxUzA9i1axdvvPEGbdq0Yf/+/QBYWloSGRlJhQoVCnZTQhRhmqZx4sQJypUrh5OTEwAtWrTgzp073Lhxg5SUFFV9+UEr95dkBoOBkydPEhgYqB4GtmzZEoB69eqh1+u5ePGiOr5SpUoEBwcX1nALxd3V5rOzs3F2djb5nuSzsLDg9u3b6usyZcqQkJAgAbUQT5AE2UIIUUpcvXqVunXrAsb11mPGjMHCwgJHR8cHvobBYODAgQP8+uuvalu5cuUYNWoUkyZNonbt2v94vqZp3LlzR2WYWrduTWZmJomJiaSlpanZShJgi5Jm3rx5fPTRR7zxxhts3rwZAFtbW06ePEmzZs1KfR9rTdOIjIxUQXVQUBBJSUlqv7e3twqye/fuzZUrV9T7WWmg1+u5cOGCSYb62WefZc+ePQAmS3saNmxokqFu1aoV5cuXN7meBNhCPFkyXVwIIUq4iIgIPvroI3788UdOnTpF8+bNH/jc3NxctmzZwm+//camTZuIioqicePGGAwGKlasyNixY/nPf/5D9erV//VaAQEBjB8/no4dO7JmzRq1/fTp07Ro0UI+9IkS49atW3z33Xd069ZNrYM9duwYHh4evP7663z11VeFPMKiIT4+nsDAQBVYx8TEmOzPL1bm5eXFyy+/XCrbac2fP5+9e/cSGhpKenq6yb5KlSqRkpKCubk5YFzCY2dnR9WqVQtjqEKUSDJdXAghhIno6GjmzJnDxo0bMRgM6HQ6AgICHijIvn37NuvWrePTTz/l2rVrAAwbNgwvLy9GjRqFjY0NH3zwAc8+++wDj6dcuXKcPXuWxMREli9frjIv0uNalDSDBw9m9+7dzJ49m1mzZgHg5uZGQkKCJAuAJUuW4O/vz9mzZ022312szNvbm7Zt25aKYmXJycmEhoYSHBxMZGSkyUOY33//naCgIMA4w6dt27YmWeq7Z0C0aNHiqY9dCHF/EmQLIUQJExcXh6+vL2vXriU3NxcwTq+cO3fuv34Iu3XrFl988QXLly83mao5ceJE2rZtC8DKlSv/dQzHjx9n4cKFdOjQgQ8++ACA5557jq+++oo+ffo8UNVyIYo6g8HAvn37+Pbbb/Hz81PLIAYOHEhcXJzKYoNxem5pC7A1TePAgQMEBgYybdo0tQwkLi6Os2fPotPpaN26taoAXlqKlZ05c4agoCA17fuv66g/+eQTatasCcDo0aPp168fbm5uNG3aVLotCFFMyHRxIYQoIZKSkli0aBHLly8nMzMTMK5jnDdvHu7u7v96/pkzZ3Bzc1PnNmjQgAoVKnDjxg02bNhAly5dHngs69atY8SIEdSrV4+oqKhSv95UlEyaptGwYUMuX77MN998w8CBA9X20rj8Qa/Xc/XqVfVwQdM07O3tiYmJ4bffflPvIWfOnCEiIoLOnTuX6KnNBoNBraMeMGCAesgwbtw4Pv/8c5Nj69evr7LTgwcPLtHfFyGKE5kuLoQQpVR6ejp+fn58+umnpKUZ3//btWuHr68vnp6e/3huamoqzzzzDCkpKWzbto3c3FycnJz46KOP6NevH4mJiVhbW2Npafm310hMTGTNmjW0b98eb29vAAYNGsTJkycZMWKEBNiiREhJSeGLL74gODiYHTt2oNPp0Ol0jBkzhsjISJNlGKUlwNY0jUuXLql11fv27QPgxo0bmJubo9PpeP3114mNjcXa2lqd17x58wLVhiguYmNjTQqThYSEqHXUDRs2NOnicPnyZRVUt23bVloVClHCSCZbCCGKKYPBgJ+fH/Pnz+fmzZuAcX2zr68vPXv2/McP+n/88QcLFizg6NGjDBkyhNWrV6sAfebMmXz88ccPPI7JkyezePFivLy8CAgIeLSbEqIIMRgM6iFRWloa1atXJysri9DQUNq0aVPIoysccXFxKqgODAy8b7Gy48ePq773JVVqairm5uZUqlQJgNWrVzN69Oh7jqtQoQJt2rRh7ty5dOrU6WkPUwjxiCSTLYQQpYxOp2PXrl3cvHmTRo0aMXfuXAYMGPC3mWNN0/jll19YuHAhBw8eVNsXLVoEgJOTEz4+PgwYMOBvX1Ov17Nz506cnZ1Vpd+xY8dy6NAh3nnnnVI7TVaULKdPn2bGjBmULVuWH374AYDKlSszc+ZM7OzsCtT2rrhLTU3lwIEDBAQEEBgYyLlz50z2ly1bVhUr8/LywtXVtcStG87OzubUqVMmWeoLFy6wYcMGBg8eDBgfcJqbm9O8eXOTwmTNmjUrcd8PIcS/k0y2EEIUE3q9nq1bt9KtWze1Xi84OJgzZ84wePDgv/0gl5eXx3fffcfChQs5ffr0PftdXFyYMWMGvXv3/tep3SNGjGDdunWMGTOGFStWPPpNCVEE6PV67ty5g5WVFQDnzp3DycmJMmXKkJiYSJUqVQp5hE/EQicYAAAgAElEQVTP3Q/K0tPTqVq1qiqgCKhiZd7e3qpYWUnta3/27FmGDh3KyZMnTb4H+Xx8fJg3bx5gfJ/Nzs4uFYXbhChNJJMthBAl3FtvvcWWLVuYPHkyCxcuBFDZkn9y4cIFBg0adM/29u3bM3PmTLp16/a32ecLFy5gZ2engo+BAweybds2VflWiOLu66+/ZsqUKbzxxht8+umnADRr1gw/Pz+6dOlSagLsU6dOMWnSJMzMzPj1118B49TvFi1akJ6ertpqeXh4lKiiXHFxcRw7dkxlqF988UWmTJkCgI2NDSEhIQBUrVoVd3d3XF1dcXNzw9XVFRsbG3UdCwsLyVgLIZSHejfQ6XRjgElATeAsMF7TtN//5lgn4GOgDWAPTNA0ze/hhiuEEKWHpmkYDAbMzc0BYzGxX375hRo1avzjecnJyfz+++/06tWL9PR0FixYgE6nI3/mkqenJzNmzMDDw+Mfp3bnV8D18/NTbbg6d+5MTEwM5cuXf0x3KcTT9eeff1K1alU1M87Kyoq4uDj27Nljclz+//mS5u5iZQ4ODnTr1g2ASpUqsXfvXsqUKUNGRoZaa3zgwAH195IgKyuLZcuWqaD62rVrJvstLCxUkG1ra8tPP/1Ey5YtcXBwkKUwQogHVuAgW6fTvQb4AWOAw8Ao4BedTtdM07Sr9zmlAnAZ+B5Y+ghjFUKIUuPw4cP4+PjQtWtXpk2bBkCPHj24cuXK3y6biY2NZenSpaxZs4asrCwuX75MrVq1OHnyJJqm0aNHD3x8fOjQocN9z799+zbly5dXU8abNWuGTqcjMjJSHaPT6STAFsXWO++8g7+/P2vWrGHkyJEAdO/enR07dqhgsyTKL1aWv646P7Ds27evuu/69euzdu1aOnToYDLlubgG2Dk5OYSHhxMcHIyZmRmjRo0CjGvIfX19VdVvMzMzk3XU7du3N7lO3759n/rYhRDF38Nksv8DrNc0bd3/vh6v0+m6AqOBaX89WNO0ECAEQKfTLXjYgQohRGlw4sQJZsyYwe7duwHjdO2JEydStmxZdDrdfQPsiIgIFi9ezNdff63WDTZv3pyEhATq1KnDypUrqVixIi4uLn/7unPnzmXJkiVs2bJFfegePHgw3t7eJb5KsCiZ7ty5wy+//ELfvn3Vg6MmTZpgZmbGpUuX1HHlypWjV69ehTXMJyI1NZX9+/erwPr8+fMm+/OLld1d7Vqn0zFixIinPdTH5tKlSyaFyU6cOEF2djZgbJ+VH2SbmZnx4YcfUrFiRdzc3HBxcZF11EKIx65AQbZOpyuLcdr3X4PlPcD9UyMPQafTlQPK3bXJ6nFdWwghiqKIiAg++ugjvv/+ewDMzc0ZNmwYM2fOpGzZsvc95+rVq0yYMIFt27apqeCWlpZkZWUxbNgw2rZtC8Dzzz//r6+flJRESkoK3333nQqyK1SoIAG2KJYMBgNNmjQhJiaGoKAgPDw8ABg+fDiDBg3Czs6ucAf4BERERPD1118TGBhISEgIBoNB7dPpdLi4uKh11R07dizWxcri4+O5cOGCyUOCAQMGcOrUKZPjnn32WZWhvrsd20cfffRUxyuEKH0KmsmuBpgDCX/ZngD88yLBgpkGzHqM1xNCiCIpOjqaOXPmsHHjRgwGAzqdjoEDBzJ79mwaNWr0j+dWqlSJ3bt3o2kavXv3ZsqUKVy4cIHff/+dl1566W/P+/rrr1m2bBlbt25VQfT48ePx9PSkR48ej/X+hHjSNE3j+PHj/PHHH7z33nuAMVvZtWtXAgICSElJUcdaW1tjbW1dWEN9bPR6PSdOnMDGxgZ7e3vAWBH9k08+Ucc4OjqaFCt79tlnC2u4jyQ9PZ2wsDCTLHVMTAxly5YlPT1dPYTs1KkTFSpUwM3NDXd3d9zc3Khfv76soxZCFA5N0x74D2AHaED7v2z3ASIe4PxojEXS/u24ckDlu/7UArTU1FRNCCFKgri4OO29997TypQpo/3vfVXr1auXdurUqfsen5eXp3377bfa8OHDtby8PG379u1a27ZtNUD7+OOPC/Ta3bt31wBt/Pjxj+NWhChUMTExGqDpdDrt6tWrantaWppmMBgKcWSPj8FgMLmXIUOGaIA2a9YstS0pKUl78803ta+++srk+1Cc5OTkmNznuHHjNJ1Op94j8//odDrNyclJi46OLsTRCiFKg9TU1Pz3nspaAeLmgmaybwJ67s1a23JvdvuhaZqWDWTnfy1PIYUQJUVSUhKLFi1i+fLlZGZmAuDt7c28efNwd3e/5/isrCw2bNjA4sWLiYqKAmDfvn1cvnwZgPLly2Npafm3rxcWFsbq1atZunSpKmA0depUXnjhhWK9/lKUTklJSWzZsoWsrCwmTpwIQO3atenatStVqlQhKytLHZvfdq64un79OoGBgWpd9d69e2natCkAHTp04KeffjLp3Wxtbc3XX39dWMMtME3TiIqKMslQHz9+nPPnz+Pg4ACAnZ0dmqZRt25dNe07fx11cf/3FUKUbDrtf+v4HvgEne4YEKZp2pi7tp0Ddmiadk/hs7+cGw34aQVs4aXT6SoDqampqX9bVVcIIYqD5cuXq9ZA7dq1w9fXF09Pz3uOS01NZdWqVfj5+ZGQYHyGaWZmptZZWllZ8d577zFhwgSTXq13y1+XeunSJb744gvGjh37hO5KiKcjMDAQb29vrK2tiYuLo1w5Y/kWTdOK/QP5lJQUVawsMDDwnmJly5cv5/333weMD9+Ka1/mPXv2sGTJEoKDg0lOTr5n/7fffsurr74KwM2bN8nLy/vXtoVCCPGkpKWl8cwzzwA8o2la2oOe9zDvzkuAr3U6XSjwBzASqAusBtDpdBuB2PyA+3/F0pr979yyQC2dTtcKyNA0LfKvFxdCiJIkMzOTmJgYHB0dARg5ciS//fYbo0ePpmfPnvcNDMLDw3nuuedISzO+l5ubm6PX6zEYDFhbWzN+/Hjef//9e9aWJiUl8f333zNy5Eh0Oh1mZmZMnDiR33//nY4dOz75mxXiMQoODmbFihW0a9eO0aNHA+Dh4UH37t158cUXycvLU0F2cQyws7KyOHz4sAqqQ0ND7ylW1qZNG7y8vPDy8jL5Gf6n2StFQUZGhsk66vHjx6vxp6Wl8dtvvwHGyu6tW7c2yVLfXWyxWrVqhTJ+IYR4VAXOZAPodLoxwGSgJnAGmKBp2sH/7dsPRGuaNuR/X9cD/rzPZQ5omubxgK8nmWwhRLETEhJCnz59eOaZZwgPD8fc3Pxvj719+7ZqI5Oeno6DgwOpqank5eUBYGtry8SJExk9evR9p0nm5uZSu3ZtEhMT2bt3L97e3k/mpoR4QvLXseVXgF61ahVjxoyhdevWHD9+vJBH93iNHDmSr7/+2mR6OxiLlXl7e+Pl5VWsipUlJiaybds2FVSfO3fO5IGBr68v06dPByAhIYGffvoJNzc3WrRo8bfdE4QQoih4mplsNE1bCaz8m30ef/k6Gih+j5iFEOIROTo6kpWVhbm5OX/++ed922GFhYWxcOFC/vjjDyIjI7GwsMDFxYVbt24BUKtWLSZPnszw4cNNWu4YDAaOHz+u2nSVKVOGAQMGcOjQoadzc0I8RitWrODzzz9n8eLFvPzyywC8+uqrhIeHM2jQoGI7HTwnJ4cvv/ySAwcOsGnTJhVQlitXjqysLGrWrKkqgHt5eVG7du1CHvE/0zSNy5cvExwcjL29PR06GLu3xsbG8u6775ocW6dOHVxdXXFzc6N79+5qe/Xq1dXMBCGEKKkeKpP9tEkmWwhR1Gmaxvbt29m+fTv/93//pwKC48eP4+TkpKa15h8bFBTEggUL2Lt3r9q+e/duunfvzvTp09m6dStTp07l7bffNjkXjFMx27RpQ2RkJFFRUdSrVw8wTk23tLQslsGIKF2Sk5NNljtMmDABPz8/3njjDTZv3lyII3s0sbGxXL58WfWm1zSNGjVqkJiYyIEDB3jhhRcAiIqKIicnhyZNmhTpn9fExERCQkJMipMlJSUBMGzYMNavXw8YZ9L07t0bFxcX3NzccHV1pWbNmoU5dCGEeCyeaiZbCCGEkaZp7N27Fx8fH0JDQwHo168fvXr1AsDFxUUdq9fr2bFjBwsWLCAkJAQwrru0sLBgxYoVKtvj4+PDnDlzKFOmjDo3PT1dTROvVKkS9vb2JCQkEB4eroLs8uXLP/H7FeJRGAwG+vXrx88//0x4eDhNmjQBjNOnW7VqRd++fQt5hAWTX6wsICCAwMBAIiIiqFGjBtevX0en06HT6Rg/fjyapql+1gANGjQoxFHf3+3bt7lx44Z6P0lLS6N69er3HFe2bFlat25N48aN1bYyZcqwe/fupzVUIYQo8iTIFkKIh3T48GF8fHw4cOAAABUrVmT8+PEqW/VX586do1+/foCxcNHw4cNJT09nw4YNhISEqJZa+WuzwVhdd/jw4Rw5coTo6Gg1ZXzNmjXY2NiotlxCFEV5eXmcP3+eFi1aAMYK+Tk5OeTl5REQEKCC7KZNm6r2VEXZ3cXKAgICCAsLu6dYWe3atbl165Yq2jVt2j82XikUeXl5nD171iRDfebMGZ5//nn2798PQOXKldW/yd2FyZydnWUdtRBC/AuZLi6EEAV04sQJZsyYoTI3ZcuWZcyYMUybNg1bW1t1XFpaGn/88Qddu3YFIDo6mhdffJHnn3+eBQsWYGtry7Vr1zhx4gQvvfTSfaeN6vV6GjVqxJ9//snOnTvVelUhirrY2FjatGlDWloaCQkJaibGqVOnKFeunAqwizK9Xk9YWJiqAH7o0CGys7NNjmncuLFaV+3h4XFP1f+i5pVXXuHXX38lMzPznn2NGzfm/Pnz6r0oJydHAmohRKkm08WFEOIJi4iI4KOPPuL7778HjK21hg0bxsyZM6lTp446LiEhgeXLl7Ny5Uru3LlDQEAA69evZ9OmTej1epo2baqC8dq1a6tiR8nJyXz22WccO3aMPXv2oNPpMDc358svv8TOzq5YZPpE6RUVFcW1a9fo1KkTAHZ2dlSuXFlls93c3ABo2bJlYQ7zH2madvcHKhITE3F3dzc5xs7OTrXVKorFym7evGmyjvr69eucOHFC7c/JySEzM5PKlSurwmT566hr1aplci0JsIUQ4uFIJlsIIf5FdHQ0c+bMYePGjRgMBnQ6HQMHDmT27Nk0atRIHXf58mU+++wz/P39VWseKysrMjIyyH+v7dKlCz4+PvedUp6UlETt2rXJzMzk4MGDqniSEEXd7t276dmzJw0bNuTixYsqExoZGYm9vb1JfYGias+ePQwdOhQnJyf27Nmjtj/33HPY2NiooLooFiv77rvvVAuty5cv37P/2rVrKoA+deoUZcuWpXHjxqpdmhBCiPuTTLYQQjwBSUlJODk5cefOHQB69+7N3Llz1RpTgJiYGKZMmcK3336r1mdWqVKFlJQU0tPTAejVqxc+Pj4qm5ebm8uPP/5IREQEs2fPBuDZZ5/lk08+oU6dOrRv3/4p3qUQD+727dvs2LEDOzs7PDw8AHjhhRewsrKifv36pKSkqCnT92tbV9iSk5PZv38/gYGBeHl5qWJrtWrV4vr162RmZpKXl4eFhfEjUlFpi6fX6zl37pzKUC9ZskTVbzh8+DBbt25VxzZu3NgkQ333MpaiPJNACCFKCslkCyHEX2RmZppU6h4+fDhXrlxh3rx590wdBeP0zLp165KZmUm1atW4efMmYCyCNGDAAKZPn37PB9vw8HCcnZ1VD+27p5sLUZTNmTOH2bNn06NHD/773/+q7XdXwC9KMjMzVbGywMBAk2JlAwcO5JtvvgGMU8X3799Pu3btikSl/vj4eH7//XcVVIeFhXH79m21/+7ZLgcOHODw4cO4ubnRtm1bqlSpUljDFkKIEkUy2UII8Yg0TWPevHksXbqU33//HScnJwBWrlyp1iYaDAZ27drFvn37WLZsGWCcfmlvb09ERAQ3b97E3NycQYMGMW3aNFXcKTw8nMuXL9O7d28AWrRowcCBA2ncuLFJNXEhipLjx4+zceNGhgwZQqtWrQBjYLpx40bc3d3RNE1NnS4qAXZ+sbL8tlqHDx++p1hZkyZN8PLyMikkqNPp6Ny589MeLgC3bt0iJCSEVq1aUaNGDcA4BfyDDz4wOa5SpUpqHfXd7bU6deqk1sILIYQofBJkCyHE/+h0Ok6dOkVycjLr169nyZIlgLH4T05ODt988w2LFi3i/PnzALz++uu0b98ePz8/IiIiKFOmDEOHDmXKlCnUr19fXTcoKAhPT0+qVatG165dsbS0BFAZNCGKqsWLF7N161Z0Op0Ksh0dHYmMjCxy65L37dvH8uXL2b9/P6mpqSb77Ozs8Pb2Vuuq/1rg62nKzMzkxIkTJu2zoqKiAPjqq68YMmQIAO3ataNNmzYm7bMaN26Mubl5oY1dCCHEg5EgWwhRauXm5uLv70+3bt2wt7cHYN68eQwYMIABAwYAkJGRwbp16/jss8+4du0aAOXLl2fYsGE0aNAAgBkzZlC/fn0mTZpE7dq1SUtL4/z586oa+PPPP0/9+vVxcXEhOTmZmjVrFsLdCmG0b98+du3axdKlS9U2g8HAqlWr2Lp1K9u2bVM9nvMDvpdeesnkGoUdYF+7do3AwEA6duyo1n3Hx8ezY8cOwFgToXPnziqobty4caGMWa/Xk5WVpWarHDx4EC8vL/Ly8u45tlGjRty9hM/NzY3Q0NCnNlYhhBCPj6zJFkKUOnq9ni1btjBr1iwuX77MsGHDWL9+/T3HhYeH4+HhQVJSEgA1atSgdu3ahIaGMm7cODVd/G579+6lX79+ODo6EhISoj7YZ2VlqQy2EIUhPT2dyZMns3r1agB++OEH+vXrp/a3adOG48ePs3LlSkaPHl1Yw7yvlJQUk3XGffr0YceOHSxYsIApU6YAxnZb/v7+eHl54eLi8tQzvpqmERMTY5KhDg0NZcKECcydO1eNsXr16lSvXh13d3eVoW7btm2R768thBClkazJFkKIf6FpGtu3b2fmzJmcPXsWAFtbW9q0aaOOuTsYbtq0KVZWVlSpUoWpU6fy1ltvcejQIfr376/WTWqaRkZGhlqP2rp1a3Jzc7lz5w63bt1SGUEJsEVh2rdvH8OGDePKlStq29SpU+nTp48KRidPnkxcXJyqtl2Y8ouV5a+rDgsLIzIyUi3D6NKlC3FxcSbrkm1tbZk6depTH2tKSgqDBw8mODiYhISEe/afPHlS/d3W1pZr165hZ2dX6LMBhBBCPDmSyRZClHiaprF3715mzJhBSEgIYJxOOmXKFN5//30qVqzImTNnWLRoEYcOHSIiIgK9Xo+/vz++vr4MGTKETz75RF0rP6jev38/7733Hi1btmTz5s3q9c6dO0fTpk3lQ7QodOnp6UyaNIk1a9bcd39QUJBqw1WY8vLyCAsLUxXA71es7JtvvmHgwIGFMr6srCxOnjypMtQ1a9Zk8eLFgHGqvbW1NWlpaVhYWODs7GyyjrpJkyayjloIIYqph81kS5AthCjRDh8+jI+PDwcOHACgYsWKTJgwgYkTJ1KlShUOHz7MggUL+Pnnn9U5w4cP5+effyY+Ph4w9pw9d+4cZmZmJtc+fvw4bdq0wdrampiYGKkSLoqUffv2MWjQIPX/+K+OHDlCu3btCuVhkKZpREREqEz1/YqV1apVCy8vL7y9vfH09Hzqxco2bdrEkSNHCA4O5tSpUybrqBs0aEBkZKT6+scff8TOzo5WrVoVifZfQgghHg8JsoUQ4i4nTpxgxowZ7N69G4By5coxevRopk2bho2NDbt372bBggUcOnRInePk5MS1a9fUh/26desyZcoUhg0bRkREBPPnz8fZ2RkfHx91zjfffEOPHj2kL60odH5+fmzatIkxY8YwbNgw9u3bx9tvv60K9v1VYf7+79ixI0eOHDHZdnexMm9vbxwdHZ/4AwBN04iNjSU4OJjY2Fjef/99ta9169b3TPW+O0PdpUsXma0ihBAlnATZQgjxPzNmzMDX1xcAc3Nzhg0bxsyZM6lTpw5gDMBdXFwAKFOmDM2bNycyMpL09HTAmKWaPn06b775puqPvXXrVgYOHEj16tWJiYmhTJkyhXBnQkBycjKvv/46ly5d4uLFi1hYGMurTJ06lYULFzJ69GhWrlwJGKeLv/HGGyYzNfI9jd//qampTJs2jdDQUI4cOaLGOmLECDZt2sRzzz2ngurWrVs/8WnVKSkphIaGmhQni4uLA4yt+tLS0ihXrhwAS5YsIT4+Hjc3N1xdXalbt64E1UIIUcpIkC2EEP/z888/06tXLwYOHMjs2bOpVasWISEhdOrUSR3TvXt3bt26xdmzZ7lz5w4AzZo1w8fHBw8PD9avX0/Lli3p1asXYGz3NWnSJIYOHUrLli0L5b5EyZf/Ozk/mNu4cSOLFy/mpZdeYv78+YBxDbCVlRV37tzh/PnzNGnSBIDTp08TGRlJ27ZtqVu3rsl171f4LC0tTRXsexwyMzM5dOgQqamp9O/fHzBW8q9WrRopKSkcO3YMNzc3AG7cuIGVldUTLQiYnZ3NqVOncHV1Vd/P/v378+OPP5ocZ25urtZR+/r6UrVq1Sc2JiGEEMWLVBcXQpRKcXFx+Pr6Ur9+ff7zn/8A0LNnT86fP4+NjQ0rVqxg+fLlZGRkcOXKFWxtbZk/fz5BQUGqsFLr1q2ZMWMGffr0wczMjDlz5jB79mzc3d1VkF2mTBn8/PwK7T5FyWMwGNQ6f03T6Nq1K2FhYZw4cUIFyTk5OZw5c8akt7qZmRmbNm3Czs4OBwcHtd3Z2RlnZ+f7vpanpyfh4eFMmTKFVatWARAQEPBIlcTzi5Xlr6s+fPgwOTk52Nvb069fP3Q6Hebm5ixatAhbW1uaNWumzrWxsXno170fg8HAhQsXTDLUp06dIjc3l6ioKFWV3M3NjRMnTphM+27dujUVKlR4rOMRQghRukmQLYQo1gICAlixYgXW1taMHDmSSpUqERsby9q1a1mzZg23b98GwMHBgT///BNbW1uqVatGdnY27dq1Y/r06eTm5tKkSRMV8Lz77rvs3buX0aNHo2maTBEVj8RgMKBpmpoKvXv3biZMmICTkxM//fQTYMxcx8fHk5SUxOnTp1WQ3a1bN37++ed7Zk88THBsZWXFypUr6d+/P7t27SrwNTRN4/z58wQGBhIQEMD+/ftJSzN9qF+7dm08PDzIyspSBcBGjBhR4LE+yFjyfy7Xrl3LpEmT7hkLQLVq1bh69aoKsj/88EMmT5782McjhBBC3E2CbCFEsZKens7FixdVb+s33niDvXv3MmTIEFJTU/nggw/4+uuvyc3NBYyVwW1sbBgyZAju7u4AvP322zRs2BAPDw8++OADPv/8cwYPHsyGDRsAqF69uklBNCEeVE5OjlrHDzBw4ED++9//sn37djw9PQGoUKECFy9eVP9H833xxRdYWVmZZHxr165N7dq1H+sYPT091Vj+TWpqKtu2bVOttfLXL+erUqUKnp6eeHl54eXl9USKlaWmpt6zjvqrr76iS5cugDGQTktLo3z58rRp08YkS12vXj2T8fy1Q4AQQgjxJEiQLYQoFjIzM1m1ahXz58+nXLlyREZGYmlpibm5ORs3bgQgPj6ezZs3k5ubS6dOnZg6dSrnzp1j4sSJxMXFMXToUC5duoSNjQ2dO3cGYNCgQXzzzTcm026F+Dd5eXnk5eWpNcWhoaH0798fKysrwsPD1XHZ2dmkp6dz6tQpFdi2bduWPXv20KJFC5NrvvDCC0/vBv5GUlISKSkpKvObnJzM0KFD1X5LS0uee+45vL298fLyemLFys6dO8fChQsJDg4mIiLinv3BwcEqyPby8uLkyZM4OTmpwmpCCCFEYZLCZ0KIIuP27dtUqlQJgIyMDCpWrEhubi7+/v58/PHHXL9+HQBHR0e2b9/OlStXCAoKYuHCheoaU6dOpW7duowZM0Zdc8yYMYwbN44tW7bw2WefMW/ePJM2XFlZWU+0AJMo3lJTU/OLngDw/vvvs27dOpYtW8bIkSMBuHbtGnXq1MHCwoKMjAxVofrMmTPodDocHR2LfEX6r776infeeYeXX36ZHTt2qO39+/encePGeHt70759+8f2s2IwGLh06ZLKTnfu3JlXXnkFgFOnTtGqVSt1rIODg8pOu7q64uLiIn3phRBCPHFS+EwIUaLo9Xo2bdrErFmzuHz5MmDsWz1jxgwqVKjAwIEDOXXqFGAMAu7cucO8efMICAigefPmvPvuu2RmZlKuXDk1DfzcuXPodDquXr1q8loSYAswTvXOzMxUAXVsbCyurq6kpKSQnp6uMrbly5cnKyuLs2fPqnNr1arFgQMHaNGihQqwAZo3b/50b+IuGRkZrFy5ksjISBo2bMiYMWOwtLQkNDRUrasePXo0r776KmAsnKZpGomJiSZrnn/44YfHMp6srCx+++03FVSHhISonvT5480Psp2cnJg9ezaurq64uro+9kJpQgghxJMkmWwhRKHLL06WmppKrVq1AGO2+uLFiwDY2toyefJkypYti5+fnwq6K1SoQNeuXYmNjSU4OBgACwsL3nrrLerWrcuyZcv48ssvVTuhnJwcrl69SsOGDZ/2LYoiRNM0rl+/jp2dnQok582bx5w5c5gwYQKLFi0CjA96rKysyMzMNKlQHRMTQ3Z2NvXr1y+ya3wzMjJ47rnn1IMogMqVK6NpmuoHDzB06FD8/f0B4/0mJCRgZ2f3yK+flpZGaGgogJomn5qairW1tUl/bktLS7WOukuXLnTr1u2RX1sIIYR4XCSTLYQotvKniN8tP8AG2LlzJ7169SIxMRGAZ599lq5du3L+/Hm2bdsGQNmyZXnnnXeYPHky9erVY+bMmaSkpPDTTz+pILts2bISYJcydxGBcHYAACAASURBVO7cITU1VbXA0uv11KpVi4SEBGJiYlRRMVtbW/Ly8rh06ZI619zcnGPHjuHg4GDyf7ROnTpP9yYe0PHjxzl27Bh//vknv/76q8nacEBV37a2tqZz5854e3urdc1gvN+HCbBzcnI4ffq0SWGyiIgINE3j+eefV0H2M888Q+/evalataqa+u3k5FTkp9ELIYQQBSWZbCHEU2UwGDh//jxWVlYsXbqUl156CW9v7388JysriwYNGmBubo6npychISFqqm758uXx8PAgJiaGzZs3qz7B8fHxhISE0KNHjydSmEkULQaDgStXrlCjRg3VOsrf35/hw4fTp08f1SoLjFO4IyIiCAgIwMPDAzAW+EpPT6dOnTpFrmWbXq8nPT2dKlWqAMZM/NChQ4mKimL79u1UrVoVgPHjx7Ns2bJ/vFbfvn35/vvvH/pnQtM0EhISqFGjhtpmb29/zxKM/O0eHh783//930O9lhBCCFHYJJMthCiS8vLyMDMzU9Nqx44dy+rVq+nXrx8//vgjfn5+/3qNq1ev8t577+Hv768+sFtZWfHee+8xYcIExo4dy5kzZ/jiiy9Yu3YtADVq1ODll19+YvclCk9qaioJCQk4Ojqqba1atSI8PJygoCAVONerVw9N04iNjTU5/7///S/Vq1c3WYtvbW2NtbX1Uxn/X2maxs2bN/nzzz/v++fKlSt07NiRoKAgwNhTe+/evVy/fp3Lly+rINvNzY1evXqRkpJCmTJlCAwMvOe18vLyChRg5z+sunsddfny5U2+p87OzmRkZJi0znJ1dcXW1vYRvzNCCCFE8SRBthDiscrJySE0NJQDBw5w8OBBDh8+zMGDB1WlYFdXVzZs+H/t3Xd4FVX6wPHvyU0vJJBGIKRSllAivQYMHUEEBQVcpdnAAhYEdVlZRf0pKEVWhFXABiogyyIgSA0lICC9iJBGSUIaIQmEtPn9cXPH3BRI4JIEeD/PM0/unTlzphwm4Z3TvsLb27vceU6cOFEf7bhGjRoEBwezfPlyvY/sxIkTadmyJU8//bTlL0hUmby8PE6fPo2HhwceHh4AbNy4kZ49e9K0aVOz5tBBQUH88ccfnDt3Tl/XsWNHEhISSvxb8/f3r5wLKMO2bdtYuXKlWSCdmZl53X3Onj1r9v3//u//sLW1NZt6bvjw4SQlJTFhwgQCAwNp3LgxJ06c0Lfb2tqyevVqZs+ezfjx4697vClTpvD111+XWkN99epVkpKS9MHIvvvuO1xcXKpdCwAhhBCiqkhzcSHELbly5Qq7d+8mIiKCiIgIIiMjyc7ONkszZ84cXnzxRcD4H3SDwYCtrW25/lP+/vvvM2TIEMLDw3nhhRf49ttvOXr0KB9++CGvv/76bbkmUflMNblt2rTR1/Xr14+1a9eyYMEC/QXK2bNn8fPzIygoiFOnTum1ssnJybi6ulZZ/97c3Fzi4uJIT0+nZcuW+voHH3yQPXv2sG7dOlq1agXAzJkzeeWVV0rkUadOHQIDA82WoKAgAgMDqVu3brlqoOPi4ggPDycqKorAwEAee+wxYmNjWb9+PampqQQFBbFlyxZ8fHw4cuSIXkO9b98+du3apfc9NzU9V0oREhJCu3bt9Frqpk2bSj9qIYQQ9wRpLi6EqBTp6el67XRERAR79+4lLy/PLI2npyddunShS5cuhIWFYWdnx5w5c1i/fj1jxozRp+kpD1NtXUxMDAaDgbp167Ju3bob9uMW1VNOTg4nTpygRo0aei3sqVOnaNSoEY6OjmRkZOhdC0JCQti6dSuXLl3S9/f19SU1NbVE025TTfftUlBQQEJCglntc1RUlP753LlzFBQUEBgYqI9+D5CSkkJSUhLR0dF6kN2pUydee+01s0Da39/fIlPJ+fn5sWXLFj3Q/vjjjwHjS4A6derQtWtXhg4dyoEDB0q8DPv999/p0qULAM888wwDBw6kVatWuLi43PJ5CSGEEPcSqckWQlxXenq6Pm8wQKtWrfj999/N0vj6+tK1a1c9sPby8mLz5s1s2LCB9evXmzU5HTFiBIsXL6agoKDcfUNXrlzJwIEDLXNBolKYpsk6evQovXr10lstPP/883z22We8/vrrfPjhh4CxWbirqys+Pj7s2LFDH1QrKysLBweHSpsmKy0tDXt7e33gtE2bNjFjxgyio6OJiYnh2rVr193f3t6eBg0acOjQIf169+7di7W1NQ0bNsTJycni55yZmUlsbCxJSUkkJSVx8eJFkpKSiIqK4ttvv9Wny7KxseGtt95i6tSp+r5ubm60adNGr6Hu2rWr2bMuhBBC3OukJlsIYVGpqal07tyZM2fOcOnSJT3wCAsLIyMjQw+ou3Tpgr+/vx5UJCcn4+XlRX5+vp6Xra0tYWFhtGnTBkdHR4YNG1bqoEzFBQQE4OzsbJEaPnH7XLlyhWPHjmFtbU2LFi0AuHbtGv7+/uTn53P+/Hl9aqhmzZrh6upKQUGBvr+1tTXJycn6vzETSwelV69eJSYmhujoaJKTk3nyySf1bT169GDTpk2sWLFCb2mRnp7OL7/8oqexsrLCz8+vRJNu01K7du0SXSCKNn8vr6SkJI4dO1YicDZ9njZtGp07dwZg+fLljBo1qlz5duzYkZdeekkPqoODg6vtPN9CCCHEnUyCbCHuYZqmcebMGb3pt4uLC59++ilgHG05PT2dnJwcDh06RPv27QGYMWMGs2bN0vt5vvrqq1hbW/PDDz8Axma7jRs3Jj8/n65du+Lh4UFiYiJbt24tV2Bt8r///Y9evXqVu++2qBzR0dEcOnSI7t27682IP//8c1599VUeeeQRli9fDhhrdUNCQsjPzycpKUkPsseMGcOzzz5bokyLB9g3Iy8vj3PnzpU5Snd8fLye1sbGhscff1xvTWEaxOvChQt6mnbt2vGf//xHD6Lr1at3032R4+Li2LNnT5mB86effqrPJ7127VpGjhxZZl5RUVF6kO3t7U2tWrXw9PTEy8sLT09PHBwcWLt2LWlpafr55ubm8txzz7Flyxb8/Pxu6hqEEEIIUT4SZAtxDykoKOD48eN6UB0REWEWeLi7uzNnzhyUUiilWLVqFYGBgbi7u5OZmcnWrVv1JuCnTp3S97O3t+fq1as4ODhw8uRJ+vbtS0REBAsWLDCrsTQYDAQEBHDmzBnq16/P6dOnARg7dizp6elYW1vz9ddfA9CtWzfs7Owq6c6I4rKysvR+u0X7v4eHhxMbG8u2bdv0/rvNmzfH09OzRHeeAwcOlOgScKsDZiUnJ3PmzBnq1q2Lr68vABEREYwaNYq4uLgS4wMU5+LiogfNmZmZevPoOXPm8MUXX5jVntetW5ennnpK/15QUEB+fr5+TadOnWLTpk1mQXPRn19//TV9+vQBYOvWrYwYMaLM8yo6Krqvry8NGzbUg+biPzt06KCn7du3LykpKfp308BnaWlp+iBngN5HOzw8XAJtIYQQ4jaTIFuIu1heXh4HDx7UA+rt27eTmppqlsbW1pa2bdvqTb9NfaU1TaN169Z6uiFDhpg1nTUYDLRr147Q0FD69OmDra0tAMePH2f69Ol6OhsbG/r27cvo0aO5//77iY6OpkWLFnh5edGvXz8GDBig1+BlZWXpQbaoPH/++ScHDhygffv2evC1efNmBgwYQPPmzTl06JCetk2bNtSsWdOsf3L37t25ePFiiXwrMh+zSUZGhlntc0xMDJ988onZPOs//vgjn3zyCS+//DJgbFZuGmzM1tYWf3//UkfoDgwMpFatWnotekFBASkpKTg5Oek12YcOHWLVqlUlapwvXrxISkoKq1atol+/fgDs2bOHcePGlXktiYmJ+ufAwEA6deqkB8pFg2ZPT0+aN29udj//+OOPCt87MI5fEBUVpQfYpvIsOhjaypUrbziFlxBCCCFungTZQtyldu7cSZ8+fUrMv+vo6EjHjh31oLpt27Z6U92EhAS+++471q9fz8aNGzl48CA+Pj6Asc/qyZMn6d27N7179yY8PJxXX32VefPm4erqytmzZ/nzzz95++23GT58OD179mTNmjUsX76cJk2a8NBDDwHGWs/k5GTc3d0r94YIfbq1xMREhg0bpq8fN24cGzdu5IsvvmDMmDGAsZzq1atHcHAwmqbpgemPP/5Yoql3RZrz5+TkEBsbW+oI3dHR0Wa1siavvfaaXmsdHByMr6+v2TFDQkKIiIjA398fBwcHUlJSqFu3rt6cfc+ePXz11VclmmknJyeTn5/Pzz//rAfOhw8f5u233y7z/JOSkvTPDRs2ZODAgWUGzkXnsA4LC2PHjh3lvk83yxQ8Dxo0yKy22jTquATYQgghxO0no4sLcRdYsWIFc+fOpU+fPkyaNAkwNqv19PTE1dWVsLAwPahu2bKl3mQ3OzubHTt26E3ADx8+bJbv4sWLeeihh/Rm4ps3b2bZsmVcu3YNGxsbfvvtNyZMmMCYMWP0vtyJiYl4eXkBsG/fPlJSUujYsaNMA1TJTp06xZ49e2jatKk+GNmJEycICQnBycmJy5cv67XDU6ZM4ddff2XChAkMHTrUIsc/fvw4+/bto1GjRrRr1w6AgwcP0rJlS270d8fd3Z3AwEACAgLw8fHh0UcfRdM0QkJC9JrorVu38vnnn5sFzqagGWD16tX0798fgG+//ZYnnniizON9/fXX+vYDBw4wb968MgNnT09PmSNaCCGEuEfI6OJC3AMuXbqkz1H99NNPU79+fcBYu7Z161aUUnqQ7eHhwfHjx2nYsKHebFfTNHJzc/X8fvrpJx5//HH9u1KK++67j5CQEAwGA/PmzWP06NFm/aonTZrEunXrGD58OF988QUjRozA1taWa9eulahhLNrcXNweOTk5bNq0iZMnTzJhwgT9/s+cOZPPP/+cyZMn60F2gwYNaNy4MX/729/IyMjQ+yO/++67vPvuu+U6nqZppKWllVoL/dVXX+Ht7Q3AokWLmDFjBuPHj9eD7Lp166JpGvb29tSuXRt3d3dCQ0Np2rQpgYGBnD9/nmXLlpGamsq5c+c4cOAA+fn5+gucVatWMWDAAADOnz+vD7ZXnKurK1evXtW/t2jRgjfffLPU/s0eHh56VwdT2gULFpT7/gshhBBCFCdBthDV2MWLF9m+fbvep/rQoUN6LWBAQIAeZPft25cFCxbQtWtXs/0bN25MSkoKmzZtYv369WzYsIHnn3+eyZMnA8Ym4HXq1KF169a4uLiQkJBAZGQkBw4cMMvH39+f/v3706NHD6ysrIiMjMTR0dFsROj58+ffzlshgNOnT7Nt2zZ8fX3p3bs3APn5+fTv35+CggKGDh2qN+9v3749x48fx9/fX9/f2tqa48eP3/A4eXl5nDp1yiyALhpQX75c+ovcL7/8Eg8PD/r27UvLli3p1q0bmZmZhIaG6k20wdiCIiYmhpiYGP75z3/qgfOSJUvYtm1biXxr1Kiht44wadu2LTNnzixR2+zh4VFiwLwmTZrw3nvv3fC6hRBCCCEsQZqLC1GNnD171mzk75MnT5ZI07BhQ8LCwnjyySf10Z2Lys/PJzIyUg+q9+7da9Y8t2fPnmzYsAGAN954g0WLFpkN0ATg5eVFjx49OHbsGIcOHWL27Nm89NJLev5KKZlf9zbSNI3//e9/HDp0iPHjx+s1zjNmzGDixIkMHjyYZcuW6ekffPBBnJ2def/99836AZfHnj17WL16NX/72994/PHHuXTpEidOnKBTp07X3c/KygpN00pt+v3f//5X74O/dOlShg8fbra9Ro0aemA8depUevXqBUBsbCw7duwwC5xLC5qFEEIIISqDNBcX4g72z3/+k2+++YaYmJgS25o1a6b3pw4LC9NrKotKT0/XA7G8vDz69OlDVlaWvj0kJIT69etjZWXF9OnTWbFiBUFBQWRmZpKYmIi9vT3Z2dl6LXXr1q2xsrLi8OHD2NnZ0bBhQz2vmxkxWpQtNjaWNWvW4OjoqM+NrJTixRdf5OzZs4SHhxMWFgYY523u0aMHbdq0Mctj9erVZt81TSMxMZGoqCiOHz/OsWPHOH36NDExMcTHxzN48GDs7e0ZO3Yse/fu5b333qNFixaMHj3arDtBUU8//TQDBw4kMDCQvXv3mk1H5eLiYtYMu1atWvq2+++/n/Xr15v1aS4raPb39zereRdCCCGEuBNJkC1EJcrNzWXBggXs3LmTRYsW6cFGcnIyMTExGAwGWrZsqQfVnTt3NgtYTDIyMtiyZYteW20wGPRabzs7OwYOHEhaWhqDBw+madOmtGzZkjp16nDx4kWUUqxcuZIXX3yRsWPH8sgjj9C+fXveeOMNWrZsSbNmzfRa6qLTColb9/PPP7N7925GjBhBgwYNAONAW88//zwtWrTQg2yARx55hLS0NLMB48LCwli1ahUXLlxg165dJCYmsnHjRqKjo7lw4QJJSUnY29sTHx9v1ie5OFPT/q5du9K2bVvGjh2LUkrvJuDi4lKiGfZTTz1F27ZtAWNLh/379+tp7O3tyzyWj49PqS+GhBBCCCHuVtJcXIjbJC8vjwMHDpCYmKiPcqxpGt7e3iQlJbFz5046duwIGKcNSkhIoEOHDmWOwn348GFWr17Nhg0b2LVrF3l5efo2g8HAxo0bOXDgABs3bmTbtm24uLjg7OzM6dOnOXPmDPPnzyczM5MGDRqwaNEi/v73vzNx4sTbfyPuQQkJCXz//fdkZWXx1ltv6eu7d+/O5s2bWbhwIaNGjQKMNdlPP/009erVY8CAAXrf5QsXLpCcnExKSgoffvghV65cYdasWaSnp/Prr7/e8ByUUtSqVYuUlBSsra1xcXGhVq1aeHt7ExQURN26dRk+fLj+IiUjI4NLly7dMGgWQgghhLhX3GxzcQmyhbCQa9eusXfvXiIiIti2bRu7du0iMzMTHx8fzp8/r4/6PG3aNAD+/ve/ExAQUGZ+58+fp3bt2nrz7KeffpovvvhC3+7v709wcDD5+fkcOXKE1NRUs/09PT3x8/Pj4MGDrFixQu8jKyzLNKd4//799YHnjh07RtOmTXFwcGDWrFmkpKTog9glJCTg4ODAV199Rb169YiKiuLLL7/km2++KfMYK1aswMbGhgEDBhAQEKBPz+bl5UVcXBx2dnZ4e3vj6+tLv379CAsLw8/PT+8zLUGzEEIIIUTFSZAtRCXLysoiMjJSH6Rs9+7dXLt2zSyNm5sbYWFhfPfddzecJ/rq1ats375dbwJ+9OhRdu/erU9/9OOPP/Lxxx9TUFBAdHQ0KSkpJfKwtrbmgw8+oGfPnjRr1oyoqCi8vb2r/RzVs2fPZtCgQfj5+Zmtj4uLY+XKlYwfP75KzssUpFpZWXH58mXeeecd9u7dS58+ffT5mbdt28a5c+dwdnZm7dq1hIWFkZubS9u2bTl48GCZeRsMBn1O57I88MADPPbYY9x///0YDAaWLVtGo0aN6Nu3r6UvVQghhBBCFCNBthCV4MKFC8yaNYuIiAj2799v1mQbwNvbW+9P3aVLF5o2bXrdUbgvXLjA0qVL2bBhAxEREWRnZ+vblFJ8+umntGvXjsDAQGrXrm12PKUUbdq0oUePHnTr1o0dO3YQHh5O586d76iRv2fPns2ECRMICgpiy5YteqAdFxdHeHg4UVFRzJo1yyKBtqZpZGZmYmdnp8+NfPDgQX755Rc9aE5KSuLMmTMkJCRw9epVNm7cyP3338+VK1dwdnYudTRtkx9//BF/f3+eeuopAOzt7fU+zatWrSItLc0svbW1Nf7+/gQGBupLUFCQ/tnDw8Ns3nEhhBBCCFF5JMgWohS3UkOanJzM1q1bqVGjhj7FUHx8PHXq1NHT+Pv7mwXVDRo0uG5QlJycTHZ2Nr6+vgDs3LmTzp0769vr1KlDmzZtOHv2LF5eXmzdupVr166RnJxMWFgYOTk5+Pv7k56ezrhx4/R+vXeyosG0KdAGSqwrXobwV9CclJRE7dq1cXR0BGDXrl2sWLFC799sCp6TkpLIzs5m8+bNhIeHU1BQwMCBA0uMzl3UnDlzaNy4MdHR0Xz88cdcuHABGxsbrl69qg8uNnLkSMaNG0fDhg2JjY0lNDRU7w9t8tFHH5GZmWkWUPv6+spo7UIIIYQQ1ZRM4SVEMaYa0jlz5rBmzRoaN24MwIkTJ+jXrx9RUVEAeqAdFxdHjRo1cHNzA4zz+7700kv07t1bD7J9fHyYPHkyTZo0ISws7IbTDeXk5LB79269Cfj+/ft59tlnmTdvHgC+vr60atUKHx8fYmNjadu2LRMmTKBZs2Y4ODhQr149Ll++TFRUFJGRkXfdSyZN06hTpw7r1q2jd+/eREVFUb9+fcA4EntAQABbtmzh9OnTvPzyyzg5OZUInE21/5s2baJbt24AHDlyhE8++aTM4yYnJ+ufIyMjARg2bBgtWrQgIiKCEydOEB8fz5UrV/T5wctSs2ZN6tevr0+r1aBBA9auXVtivurXX3+9gndHCCGEEELciSTIFnetQYMGMWfOHKKiosz6sPbt25eYmBh8fX3Jzs7mySefJCIigtjYWL744gvGjBkDGKc3at68OS1atDDL94MPPrjucQsKCpg3bx4bNmxg8+bNZGZmmm3ftGkT9913H5mZmZw5cwYwziV85MgRsrKymDdvHrNmzaJr167UqVMHOzs7srKyuHTpEsnJyeTl5ZGbm0teXh55eXmEhoZibW18lE+cOEFsbKzZ9qLpH330UZydnQHYunUre/bsKZGf6fObb76Jt7c3AMuXL+enn34qkdb0ff78+TRq1AiAL7/8ko8//rhEfqbl559/plOnTgDMnTu3RBBbdJ7mKVOm8MEHH/D5559f9547ODiY3edjx44RHBzMQw89RHBwMHl5eezbt49vvvmG++67jyFDhnDixAlatmyJwWBgxowZDBkyBD8/P3799Ve9XMDY5DsgIMCsGXfRxfRSpui5SJ9pIYQQQoh7lzQXFyVkZWXpgVhmZiZOTk5VfEY3JzU1lb179zJq1Cji4+PNtimlSvSttbKyolevXqxbt05fN3/+fP78889Sg0WDwcDChQtJT0/nxIkTrFmzhsjISPLy8tizZ49ew6qUwsbGBn9/f6KiokoMdmVlZYVSioKCAv2csrKy9KbPI0aM4Ouvvy7zOi9evIinpycAzz//PJ999lmZaaOiovQa1okTJzJjxowy0x49epQmTZoAMHXqVP71r3+VmXbPnj36HMrTp0+/bq2tqak2wLx58xg3blyZaT08PMxqnd955x18fX31fs4ZGRksXLiQnJwcRo8eTXR0NNHR0SxevJjk5GQcHR25cuWKvn+LFi148803GTx4MOnp6bi5uWEwGEhPT9f/na9Zs4a0tDQ9qPb29r6j+rgLIYQQQgjLkObi4o6laRpXr14lIyNDXzIzM82+F1/fsWNHnnjiCQBSUlLo3LkzWVlZxMbG6n2in3nmGVasWFHmMYsrKCjgt99+M1v3448/snnz5lLzMBgM/Pnnn0RGRuLo6EhYWBibNm0q9Vg5OTn8+eefAHh5eXHt2jXS09P14xZXdIAza2trDAYD1tbW2NjYYG1trS82NjZm1+Ln50fLli3Nthf9bGdnp6dt27Yto0aNKjWttbU17u7ueto+ffpQs2bNEsc2fQ4ODtbTPvroo7Ru3brEsU2f69Wrp6cdOXIkQ4cOJT4+nv79+xMdHY2VlZV+T4oG2GDsw/7iiy/Sr18/JkyYwHfffaenWb58eYn7aAqwPT09CQwMZNCgQQwePBgAV1dXzpw5Q7169bCxsdH36devX4l8hBBCCCGEKC+pya5mNm/ezOrVq5k5c2alHzsrK0v/aWomnJiYqNfwmX5qmkZ2dvZ1g2DT0q5dO70/8/nz5/XAuGjg2qtXL3799dcKnevIkSNZtGgRYKxtN01RlZmZSUJCAsuWLWP69Okl5o4u7qGHHjILAF1cXMxqgufPn09UVBTW1tZER0dz5MgRzpw5ow94ZeLh4UFubi6dOnUiODiYTz/9VN9mMBho06YNo0aNolevXgQEBBAXF0dGRkaZAa6bm5tee6pp2h09wnReXh5ZWVn6cuXKFf1zQkICR48e5T//+Q9paWlmAXZZ/vGPf/Duu++azRtub29P/fr1CQoKKtGsOyAgQG+ZIYQQQgghRHlJTfYdLiMjg9dff13ve9qlSxcGDRpUqedQWiBiCrbBWMO3Y8cOMjMzbzi/r8mECRP0IBtgy5YtGAwGs8CxaHN0Z2dnXFxc9KWs761atdL3cXJyYunSpezcuZOwsDAOHDigb1NKYWdnZzY1FkBAQADr1q3jb3/7W6nnfeXKFSIiInjsscf0PrfTpk1j6dKlgLF2uUePHmRnZ7N161Z69OjB999/T1paGm+99RYnT56kZ8+edO3aldatW5doblzaSNllqawAOzk5mbS0tBKB8PU+t2vXTu/DnpGRQVhYGOnp6Xz++ecEBATQqFEjRowYwZIlS8p1DjcKsD/44AMeeughAF555RWeeeYZAgMDcXd3v6NfRAghhBBCiLuHBNlVoHht9ebNmxk9ejSxsbF6mh49elTV6ZXpypUrehNnk6JBcPGA2MXFhQ4dOuhpPTw8+O6773BxcTELshcvXozBYMDR0bFCfV9NeSiliI+PZ+7cuYCx5rhbt25069aN+fPnExMTg7e3N4mJiYDxxUFMTAz9+vXTp4bSNI0jR47oo4Bv376da9euMXXqVBo1akS9evWIj4/Hz88PGxsbzpw5wxNPPEFKSgrbtm3D0dGRiIgI2rRpg729PRs2bLjV263Ly8vTBzYD+OOPP0hOTi53IJyVlUX//v31uZvPnTtH27Zt0TTNrK/6k08+adYfvTz++9//MnPmTI4cOYKtrS2HDh0CjM3L33jjDd5//329b7mJt7c3zs7OODk5kZqaSmJi1v7dXgAAHCJJREFUIm5ubjg4OBAXF3fd402ePFn/bBotXgghhBBCiOpEguxKVLy2uk2bNmzfvr3UkZNNzZ9vN03T2Lp1K7GxsfrozJmZmdSuXRswby6ekJBAfn6+Hkw7OTlVKCi2s7Nj+PDhJdYXNsEol6ioKJYtW8ayZcsYN24co0ePBmDw4MGsXbuWRx99lEGDBvHee+9x9uxZYmJiCAgIIDQ0lFWrVgHG/rn29vZERUWxYMECzp49y4YNG0hISDA7lrOzM1OnTi0xSNrIkSMZO3Ys7dq1w8PDg6FDh2JtbU1ubi729vZ6uh07dpCcnFzuQDgrK4sxY8boNcOHDx+mVatWeHl5cf78eT3f0aNHs2vXrnLfMzBOFZafn4/BYMDW1lYPrufMmUPr1q3p2LEjrq6uODs7603hQ0JCcHZ2xtHRkaioKKKjowkNDaVr1644Ojpia2vLO++8Q1JSEpcuXcLNzY1ffvmFn3/+mU2bNlGzZk39GP/+979ZuHAh7u7u9O/fHwcHhxLn+NFHHzFp0qTrXkdGRkalPRtCCCGEEELcDOmTXUlKq62+nttdLlevXmXJkiXMmTOHw4cPU6NGDc6dO4eLi0u1G128aGC9f/9+fX2fPn1KrXlduXIlDz/8cLny3rlzpz6dFKAPDHbt2jWzdNbW1ri6umJvb4+NjQ1Tp05lxIgRgHEqrPDwcBo3bszx48f1fZo0aWL2vTzefPNN3nvvPQBOnTpFo0aNcHV15dKlS3qaYcOGsXfvXj3QdXNzw8nJCUdHR9LS0vSRsZs0aYKTkxN5eXlMmzaNq1evkp2dTUFBAUeOHGHmzJl88803TJ48WZ+W7Nq1a/qLgtTUVD1Qnj9/PkuXLmXo0KE899xz+rmsWLECd3d3OnToYDao2s3IzMykc+fOem04QNOmTWnfvr3e9/qnn36q9G4UQgghhBDi3iR9squpjIwMnn32Wb0vb1W7cOECn332GfPnz9dHZXZ0dOTxxx8nOzu7WtUS5ubm0rlzZ7MRv62srAgPD2fIkCFmwVZubi4XLlwgLi6uxIjU1/Pmm2+afS8eXJvk5eWRkpKif09KStI/m5pDF9/3vvvuw9XVFUdHR5ycnPRAuKzPDg4OeHt7c/z4cUJCQggMDOTcuXNs3LiRsWPH0rdvXwYMGMDSpUuJj4+nTp06GAwGcnJy9BYFEyZMYPbs2YSHh/OPf/xDPy/TlFppaWm4u7vTokULevXqxdWrV/VpusD4kmHbtm24u7ub/Vt49tlnefbZZ0vcl0ceeeTGN7mcnJ2d2bFjB5999hmnT5+mfv36jBs3DmdnZ4YNG8bq1aslwBZCCCGEENWe1GTfRhWtvS7K0uWyZ88eZs+ezbJly/Tpofz9/XnhhRcYM2aMXmNZlWJiYti1a5dZk/Lw8HAiIiIIDw+nY8eONGjQgPT0dE6ePMnJkyeJiYkhMTFRb+peETVq1ODy5b9eSLm6uhIQEEBQUBD169e/boAcFBSEj48PAPn5+eTn52Nra1viGLm5uZw8eZK0tDS6dOmir1+8eDGrV69myJAhDB06FEAPnK2srMjNzdUD55dffplZs2bx+uuv8+GHHwKQk5ODnZ0dSimSk5OpVasWYKzp3bhxI71799YHCAM4fvw4Hh4eeHh4yJzPQgghhBBClIPUZFdDV69evakAGyzT9zQ3N5cVK1Ywe/Zsdu/era8PCwtjwoQJDBgwwGxAraoQExPD0qVLWbFiBfv378fKyoq6deuyZMkSnJ2d+fe//42HhwdeXl44OTnp8x6XxcfHh3r16pWY77o0RQPs6OhoAgICynXO2dnZ7Nq1i8jISB5++GEMBgMGg4E5c+awfPlyRo4cqfcVT0lJoXnz5iilyM3NxWAwAMb+1j/99BPBwcF6kG0KgGvVqkV6err+4qNPnz64urqaBem2trZcvHiRWrVq6XkCPPzww6U2lQ8JCSnXtQkhhBBCCCFujQTZt1HRkbUrauPGjbfUNPbrr7/mzTff1AfMsrW1ZdiwYYwfP54WLVrcdL4VpWkaqampxMXF6cuxY8eIjIzkzJkz+tzcYJyqysfHh3HjxnH8+HGsrKxITU1l/PjxeHl5YWNjY5a3q6srHh4euLi4EBUVxeXLl0lOTjYbMbu8PD09+eGHH0hPT+eZZ57R17/33nt8++23vPDCCzz//PMApKen07179xKBc2xsLNu3b6ddu3b6/h4eHnh6euLh4UFmZqY+yNugQYMIDg6mTZs2elobGxtycnLMgmaA3r1707t371LPWQghhBBCCFG9SJBtIZmZmXpfUj8/P55++mn69u2rb3/77bdZuHAhZ8+eLbFvYmIiI0aM4JdffgGMUxyZRvcu6xhF+6uaFJ0Wq6CggPPnz+Pt7c3YsWN57rnnzOa8vp5Lly7xwgsvkJCQQPfu3XnxxRdLnUMbjP19U1JSqFOnjr7ujTfe4MCBA3pQXTSQvh5N0zh//rz+YqCgoIDFixfTtWtX6taty3PPPcfBgwfZsWMHYAx2i08plpubi5OTU7mPaZKVlcXQoUNRSjFmzBg90E1NTdWbpZu4u7sTEhKCh4cHWVlZeheGxx9/nHbt2tGsWTM9rbW1NRcvXixxvLCwMMLCwkqsLx5gCyGEEEIIIe4s0ifbAkobFbmi+2/atInXXnuN06dP6/2xu3TpwqRJk+jbty9ZWVl06NCBo0eP6vuFhoayY8cO9u3bx7Rp0xg4cCAvvPACYGzSvGLFCgYPHlyhUZ8zMzMJDQ0lKipKX9ewYUPefvttdu7cSXJyMj/88ANg7Ofdvn17AgICiI6O1tOHhIRw4sSJ6x7H29ubAQMGcOrUKXbt2kVubi7W1ta8+uqrODk5kZGRgZWVFVZWVjzwwAOkpKQwcODAEvn4+fkRGhpKfHw8+/bt49VXX2XKlCm4ubmZpXv33XeZMmVKmeeTl5dH9+7d8fDwYPHixfpLhZMnTxIfH0/9+vWpV6/ejW+gEEIIIYQQ4q5ws32y0TSt2i9ADUBLT0/XqqMPP/xQA8q9+Pj4aE8++aT+/cSJE1pQUJAGaG+88YY2evRozcbGRt8eGBioNWnSpNS87O3tNQcHBw3QrKysNFdXV83NzU376KOP9PM7evSo5ubmpjVq1MjsvPv27avVrFlTq1mzpubm5qa5ublpBoPhhuc/d+5cbf369dq//vUv/bj9+/fXVq9ercXExGh+fn6l7ufn56f5+Phojo6O2vvvv6/FxsZq33//vTZx4kTtgQce0AYNGqQVFBRoTzzxhAZoLVq00ADt/fff12JiYrRWrVppw4cP1/NLTEzUr2XixIkaoL3yyivaTz/9pKcJCgrSRo8erWVmZmqXL1/Wxo4dW+q5CSGEEEIIIURR6enppnihhlaB+FWai1vA6dOnb5hmypQpPPTQQwwePJiYmBi2b9/O5MmTiY2NpVOnTqSmphIYGEj9+vUJDg5mypQphIaGcvnyZbNa4uKys7P1zwUFBXrz6aLr8/PzuXTpkj7/sUlGRgZpaWkVvVy9trzocX/++WcOHDigN/U2sba2Zvz48XTp0oWUlBSmT59OfHw87777bonps8BYo9ylSxcuXryIwWDgwIEDZGRk4O/vz759+8jPz8fFxQUvLy+zgeEmTZrEq6++iru7O9bW1kyYMIEHH3yQbt26meX/2WefMXjw4BKjvltioDkhhBBCCCGEkObiFvDRRx8xadKkG6arV68e7dq1Y/v27SQmJppts7W1Zfny5QwYMAAnJyfmzp3LqFGjKnQec+fOpWfPnoCx37C7uztgDLhjY2MpKCjA2dkZe3t7PD092bNnDwsWLGDhwoUVOg5AUFAQbm5u9OzZkzVr1nD06FECAwOJjo6mWbNm+Pr6sm7dOsDYzzg/P79EHtbW1jRu3JjmzZvj7OxMSEgIzzzzjP4y4MqVK9jY2JQY8MwSMjIymDRpEvPmzQOMU1/JHMxCCCGEEEIIE5nCq4rMnj2bY8eO4e3tXSJwLu7s2bOlDnwGxnmP9+3bR+vWrQkJCaFHjx4VPpcnn3wSFxcXLl++zPTp0zl37hzPPfccUVFRREVFsWjRIs6cOcP48eOZNWsWy5cvv6kAG9D7bD/++OM0bdqU7OxshgwZwpgxY2jYsCFHjhzR0+bn51OrVi1CQ0MJDQ3lvvvuIzQ0lMaNG1+3v7ijo+NNnVt5uLi46LXaq1evlgBbCCGEEEIIYRFSk30LZs+ezYQJEyyaZ9++ffnss8+wsbHB19e3QvtqmsbixYv58MMPOXnyZJnpOnfuzPbt21m0aBHTp0+/4SBlZWnUqBF//PEHHTt2ZOfOnfr6fv364ezsrAfVoaGh1K1bVx/5XAghhBBCCCGqO6nJrgIDBw5kypQpZGRkWCzPXbt28dZbb7FkyZIK7zts2DD+/PNPswC7du3a1K1bl9TUVHJycigoKODBBx8kPT2dffv24e/vX+Ege86cOTzyyCNcvnyZp556ik6dOpltX7NmTYXPXQghhBBCCCHuBlKTfZNefvllNE1j9uzZtyV/KysrCgoKbnr/evXqERAQgJeXF2fPnuW3334jODiY06dPc+zYMZo2bXrTeV++fFkGCRNCCCGEEELc1aQmuxKtXLmSWbNm3bb8raysWL16Nf369bvpPIr3/+7SpQsjR44E0OeQtrGxwcHBgcuXS//3opRC0zT8/Pzo0qUL3377LQAbN26UPsxCCCGEEEIIUQoJsm/CzQxKVh6vvfYaOTk5NG7cmLCwsArv365dOzw8PKhZsyY1a9akVq1a+udmzZrRokULAHx8fLh69Sr29vZkZGSUaB3g4+PD7t27AQgPDycqKopdu3axZMkSfvvtNwmwhRBCCCGEEKIMEmTfhNvVVHrq1Kk4OTkBxtpyk7///e/88ssvJCcnm6X38PCgd+/efPfdd4BxrujyBMBWVlb6NFkbN2402xYQEMC2bdvw8/MDYMuWLXqgffHiRWbOnHnzFyiEEEIIIYQQdznpk32TbmWkbEdHR+rWrauPTL5w4UJef/11hgwZYpbvyy+/TNu2bfnHP/5BVFQUQUFBbNmyBfirhjkoKIhp06bx22+/3XQA/PLLL/Pggw9y5MgRBg0apAfYJnFxcaxcuZLx48ff5BULIYQQQgghxJ3lZvtkS5B9k242yG7Tpg2bNm0qd224aZowU4BtCoDj4uL0QHvWrFkSAAshhBBCCCGEBcnAZ3eIyZMnV6i5uSl4Ll7D7Ofnx5YtW6SGWQghhBBCCCGqEanJvgmlDRbWsGFDTp06pX/38/OjadOmrF27FoC33nqLrKws6dMshBBCCCGEEHeAm63JtrqZgymlximlopVS2Uqp/Uqp6w6FrZR6RCl1XCl1rfDnHT08ddHBwpo3b87q1av5v//7P33d2LFjOXr0KGvWrGHTpk1MmDCBadOmSYAthBBCCCGEEHe5CtdkK6UeA74BxgE7gWeBp4AQTdPiSknfAdgOTAFWAoOAd4DOmqbtKecxq1VNNvw1WFi3bt2uu04IIYQQQgghxJ2n0gY+U0rtAX7XNG1skXUngP9qmvZGKel/AGpomta3yLpfgDRN04aV85jVLsgWQgghhBBCCHH3qpTm4kopW6AVsKHYpg1AxzJ261BK+vXXSS+EEEIIIYQQQtyRKjq6uAdgABKLrU8EapexT+0KpkcpZQfYFVlV/uG4hRBCCCGEEEKIKnJTA58BxduYq1LW3Ur6N4D0Isu5ip6gEEIIIYQQQghR2SoaZCcD+ZSshfaiZG21SUIF0wN8ALgWWXwreJ5CCCGEEEIIIUSlq1CQrWlaDrAf6FlsU09gVxm7RZaSvtd10qNp2jVN0y6bFiCjIucphBBCCCGEEEJUhYr2yQb4BPhGKbUPYwD9DOAHfA6glPoaOF9kpPHZQIRSahKwCngI6AF0vsVzF0IIIYQQQgghqpUKB9mapv2glHIH/gn4AEeBBzRNiy1M4gcUFEm/Syk1FJgGvAucAR4r7xzZQgghhBBCCCHEnaLC82RXBZknWwghhBBCCCFEZaqUebKFEEIIIYQQQghRNgmyhRBCCCGEEEIIC5EgWwghhBBCCCGEsBAJsoUQQgghhBBCCAuRIFsIIYQQQgghhLAQCbKFEEIIIYQQQggLkSBbCCGEEEIIIYSwEAmyhRBCCCGEEEIIC5EgWwghhBBCCCGEsBAJsoUQQgghhBBCCAuRIFsIIYQQQgghhLAQCbKFEEIIIYQQQggLsa7qE6iIy5cvV/UpCCGEEEIIIYS4B9xs/Kk0TbPwqVieUqoucK6qz0MIIYQQQgghxD3HV9O08+VNfKcE2QqoA2RU9bmUwQXjSwBfqu853sukfKovKZvqTcqn+pKyqb6kbKo3KZ/qS8qmeruXy8cFuKBVIHC+I5qLF15Qud8cVDbjOwAAMjRNkzbt1YyUT/UlZVO9SflUX1I21ZeUTfUm5VN9SdlUb/d4+VT4emXgMyGEEEIIIYQQwkIkyBZCCCGEEEIIISxEgmzLuAb8q/CnqH6kfKovKZvqTcqn+pKyqb6kbKo3KZ/qS8qmepPyqYA7YuAzIYQQQgghhBDiTiA12UIIIYQQQgghhIVIkC2EEEIIIYQQQliIBNlCCCGEEEIIIYSFSJAthBBCCCGEEEJYiATZFqCUGqeUilZKZSul9iulwqr6nO52SqmpSimt2JJQZLsqTHNBKXVVKbVVKdWkWB41lVLfKKXSC5dvlFJulX81dzalVBel1OrCe60ppQYW226RslBKNVNKbSvM47xS6p9KKVUZ13inKkfZLC7lOdpdLI2dUupTpVSyUipLKfU/pZRvsTR+hcfJKkw3RyllWxnXeKdSSr2hlNqrlMpQSl1USv1XKdWoWBqL3HulVNfCv03ZSqkopdRzlXGNd7Jyls/WUp6f74ulkd9tFqaUGquUOqyUuly4RCql+hbZLs9NFSpH+chzU00U/p7TlFKziqyT58dCJMi+RUqpx4BZwHtAC2A7sE4p5VelJ3ZvOAb4FFmaFdn2OvAK8ALQBkgAflVKuRRJswS4D+hTuNwHfHP7T/uu4wQcwnivS3PLZaGUqgH8ClwozONF4LXCfEXZblQ2AL9g/hw9UGz7LGAQMBToDDgDPyulDACFP9cUHqtzYbpHgI8tdhV3p67Av4H2QE/AGtiglHIqkuaW771SKhBYi/FvUwvgfWCOUuqR23lxd4HylA/AfzB/fp4ttl1+t1neOWAy0Lpw2QysUn+9vJXnpmrdqHxAnpsqp5RqAzwDHC62SZ4fS9E0TZZbWIA9wLxi604AH1T1ud3NCzAVOFjGNgXEA5OKrLMDLgHPFn5vDGhAuyJp2heua1TV13enLoX3b6ClywIYW7iPXZE0k4HzFE5FKEvFyqZw3WLgv9fZxxXIAR4rsq4OkA/0Lvzet/B7nSJphgLZQI2qvu47ZQE8C8uoiyXvPfAhcKLYsT4HIqv6mu+kpXj5FK7bCsy6zj7yu63yyicVGCPPTfVcTOVT+Fmem6ovD2fgFNCjaHnI82PZRWqyb0Fh04hWwIZimzYAHSv/jO45DZSxGWy0Uup7pVRQ4fpAoDZFykXTtGvANv4qlw5AuqZpe4qk2Q2kI2VnSZYqiw7AtsJ9TdZj/OUfcLtO/h5xf2Fz2FNKqf8opbyKbGsF2GBefheAo5iXzdHC9SbrMb5MaXV7T/2u4lr4M7Xwp6XufQdK/o1aD7RWStlY7OzvfsXLx+TxwuaSx5RSM4q10JHfbbeZUsqglBqKsVYtEnluqpVSysdEnpuq9W9gjaZpG4utl+fHgqyr+gTucB6AAUgstj4RY2Ahbp89wJMY38R5A/8AdhU2RzLd+9LKxb/wc23gYin5XkTKzpIsVRa1gZhS8jBti76ls7x3rQOWAbEYX4i8C2xWSrUq/M9LbSBH07S0YvsV/R1Xm2Llq2lamlIqB3mWyqWwH+EnwA5N044WrrbUvS+RpvC7Nca/YfEWuYi7WBnlA/Adxt89CUBT4AMgFGPzcpDfbbeNUqoZxqDNHsgEBmmadlwpdR/y3FS5ssqncLM8N1Wo8KVHK4xN+YuTvzsWJEG2ZWjFvqtS1gkL0jRtXZGvR5RSkcAZYARgGrjpRuVSWhlJ2d0eliiL0vIoa19RDpqm/VDk61Gl1D6MAXc/4Kfr7CrPkmXNBZpj7N92I/LsVL5Sy0fTtP8U+XpUKfUnsE8p1VLTtN9NyUrJT8rn1v2BsZ+uG8b+oF8ppbpeJ708N5Wr1PLRNO24PDdVRylVD5gN9NI0LbsiuyLPT4VJc/Fbk4yxX0Lx2hovSr7BEbeRpmlZwBGgAca3o3D9cknAWANenCdSdpZkqbJIKCMPkPKyGE3T4jEG2Q0KVyUAtkqpmsWSFi8/s7IpTG+DlM0NKaU+BQYA4ZqmnSuyyVL3vqxnJw9IueULuMtdp3xK8zuQi/nzI7/bbgNN03I0TTutado+TdPewDjA43jkuakWrlM+pZHnpvK0wnif9iul8pRSeRgHeXyp8HMi8vxYjATZt0DTtBxgP381cTHpCeyq/DO6dyml7DAOlhHPX82QehbZbovxF4mpXCIBV6VU2yJp2mHsdydlZzmWKotIoEuxKSJ6YRxZNOZ2nfy9RinlDtTjr6Zc+zH+56do+flgbOJXtGyaFq436QVcK9xflEIZzQUeBrppmla8eaOl7n0kJf9G9QL2aZqWa4lruRuVo3xK0wTjfzRNz4/8bqs8CmOfUHluqidT+ZRGnpvKswnjTDz3FVn2YWzCb/osz4+lVPXIa3f6AjyGcSS+0RiDvJkY+5/4V/W53c0LMANjoBYItANWA5dN9x2YhHHkyUEYfzkswfjL16VIHuswvl1tX7gcBlZX9bXdaQvGUSpNv6w14OXCz36WKguMf1wTCvdtWphXOvBqVV9/dV6uVzaF22ZgHKAkALgf4x/Rc8XKZh5wFuiOcSqOTcBBwFC43YCxFcnGwu3dC9N/WtXXX50X4LPC56Irxjf+psXBkve+8HdkFsY+xY0L/1blAI9U9T2ozsuNygcIBv6JsV9jAMap705grJUzFMlHfrdZvmzeB8IK73szjFOo5gM9C7fLc1NNy0eem+q3UGy0d3l+LHhvq/oE7oYFGIfxzZnpLU6Xqj6nu30BvscYqOVgnLJhBRBSZLvCOM1XPMZpBbYBTYvlUQv4FmNwfrnws1tVX9udtmAMzrRSlsWWLIvCP9YRhXnEA28jU3XcdNkADhhH+7xY+BzFFq6vVywPe+BTjE28rmB8oVU8jR/wc+H2lML0dpV1nXfiUka5aMBIS997jIHi74V/o6KB56r6+qv7cqPywdjiY1vhPb8GnMbY17FWsXzkd5vly+ZL/vo/10WM/9nvWWS7PDfVtHzkual+CyWDbHl+LLSowhshhBBCCCGEEEKIWyR9soUQQgghhBBCCAuRIFsIIYQQQgghhLAQCbKFEEIIIYQQQggLkSBbCCGEEEIIIYSwEAmyhRBCCCGEEEIIC5EgWwghhBBCCCGEsBAJsoUQQgghhBBCCAuRIFsIIYQQQgghhLAQCbKFEEIIIYQQQggLkSBbCCGEEEIIIYSwEAmyhRBCCCGEEEIIC5EgWwghhBBCCCGEsJD/BwuqNxqreHE8AAAAAElFTkSuQmCC\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": 11,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"c:\\Users\\anbro\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_pdf.py:594: UserWarning: Unknown infodict keyword: created\n",
" self.writeInfoDict()\n",
"c:\\Users\\anbro\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_pdf.py:594: UserWarning: Unknown infodict keyword: hostname\n",
" self.writeInfoDict()\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"conservation = np.zeros((len(simulators), len(domain_sizes)))\n",
"error = np.zeros((len(simulators), len(domain_sizes)))\n",
"order = np.zeros((len(simulators), len(domain_sizes)-1))\n",
"\n",
"for i, simulator in enumerate(simulators):\n",
" #Read the reference solution\n",
" datafilename = gen_filename(simulator, reference_nx)\n",
" with np.load(datafilename) as data:\n",
" h_ref = data['h'].astype(np.float64)\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'].astype(np.float64)\n",
" \n",
" #Downsample reference to current resolution\n",
" h_ref_downsampled = InitialConditions.downsample(h_ref, reference_nx/nx, 1)\n",
" \n",
" #Compute error per cell\n",
" error[i, j] = np.linalg.norm((h_ref_downsampled - h).flatten(), ord=1) / nx\n",
" conservation[i, j] = (np.sum(h_ref) - np.sum(h))\n",
" \n",
" #Compute the numerical order\n",
" a = np.arange(1, len(domain_sizes))\n",
" order[i,:] = np.log2(error[i, :-1] / error[i, 1:])\n",
" \n",
"fig = plt.figure()\n",
"setBwStyles(fig.gca())\n",
"\n",
"x = np.linspace(domain_sizes[0], domain_sizes[-1], 100);\n",
"\n",
"scaling = np.max(error[:,0]) * domain_sizes[0] * 1.5\n",
"plt.loglog(x, scaling/x, '-', color='gray', label='Order 1')\n",
"\n",
"scaling = np.min(error[:,0]) * domain_sizes[0]**2 * 0.5\n",
"plt.loglog(x, scaling/(x*x), '-', color='gray', label='Order 2')\n",
"\n",
"for i, simulator in enumerate(simulators):\n",
" plt.loglog(domain_sizes, error[i,:], label=simulators[i].__name__)\n",
" \n",
"plt.xlabel('Number of cells')\n",
"plt.ylabel('Error')\n",
"plt.title(\"Convergence\")\n",
"plt.legend()\n",
"save_figure(fig, 'convergence')"
]
},
{
"cell_type": "code",
"execution_count": 12,
"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",
" <th>1024</th>\n",
" <th>2048</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>LxF</th>\n",
" <td>1.050319</td>\n",
" <td>1.053274</td>\n",
" <td>1.057580</td>\n",
" <td>1.156900</td>\n",
" <td>1.112672</td>\n",
" <td>1.056534</td>\n",
" <td>1.105822</td>\n",
" <td>1.220962</td>\n",
" <td>1.451973</td>\n",
" </tr>\n",
" <tr>\n",
" <th>FORCE</th>\n",
" <td>1.007614</td>\n",
" <td>1.008834</td>\n",
" <td>1.027290</td>\n",
" <td>1.120006</td>\n",
" <td>1.083984</td>\n",
" <td>1.040525</td>\n",
" <td>1.077175</td>\n",
" <td>1.157898</td>\n",
" <td>1.331487</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HLL</th>\n",
" <td>1.189025</td>\n",
" <td>1.134724</td>\n",
" <td>1.097368</td>\n",
" <td>1.048309</td>\n",
" <td>1.050748</td>\n",
" <td>1.069668</td>\n",
" <td>1.134412</td>\n",
" <td>1.273147</td>\n",
" <td>1.579864</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HLL2</th>\n",
" <td>1.847526</td>\n",
" <td>2.036225</td>\n",
" <td>1.983265</td>\n",
" <td>1.878620</td>\n",
" <td>1.705259</td>\n",
" <td>-0.011363</td>\n",
" <td>-0.080663</td>\n",
" <td>-0.012393</td>\n",
" <td>-0.002810</td>\n",
" </tr>\n",
" <tr>\n",
" <th>KP07</th>\n",
" <td>1.717514</td>\n",
" <td>1.793747</td>\n",
" <td>2.052227</td>\n",
" <td>1.946411</td>\n",
" <td>1.832907</td>\n",
" <td>0.041538</td>\n",
" <td>-0.107267</td>\n",
" <td>0.000060</td>\n",
" <td>-0.153888</td>\n",
" </tr>\n",
" <tr>\n",
" <th>KP07_dimsplit</th>\n",
" <td>1.744111</td>\n",
" <td>1.921536</td>\n",
" <td>2.067071</td>\n",
" <td>1.865104</td>\n",
" <td>1.776602</td>\n",
" <td>0.029395</td>\n",
" <td>-0.070670</td>\n",
" <td>-0.011872</td>\n",
" <td>0.000299</td>\n",
" </tr>\n",
" <tr>\n",
" <th>WAF</th>\n",
" <td>1.793207</td>\n",
" <td>2.077181</td>\n",
" <td>1.945985</td>\n",
" <td>1.869656</td>\n",
" <td>1.569657</td>\n",
" <td>0.579323</td>\n",
" <td>-0.033551</td>\n",
" <td>-0.022996</td>\n",
" <td>0.041110</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" 8 16 32 64 128 256 \\\n",
"LxF 1.050319 1.053274 1.057580 1.156900 1.112672 1.056534 \n",
"FORCE 1.007614 1.008834 1.027290 1.120006 1.083984 1.040525 \n",
"HLL 1.189025 1.134724 1.097368 1.048309 1.050748 1.069668 \n",
"HLL2 1.847526 2.036225 1.983265 1.878620 1.705259 -0.011363 \n",
"KP07 1.717514 1.793747 2.052227 1.946411 1.832907 0.041538 \n",
"KP07_dimsplit 1.744111 1.921536 2.067071 1.865104 1.776602 0.029395 \n",
"WAF 1.793207 2.077181 1.945985 1.869656 1.569657 0.579323 \n",
"\n",
" 512 1024 2048 \n",
"LxF 1.105822 1.220962 1.451973 \n",
"FORCE 1.077175 1.157898 1.331487 \n",
"HLL 1.134412 1.273147 1.579864 \n",
"HLL2 -0.080663 -0.012393 -0.002810 \n",
"KP07 -0.107267 0.000060 -0.153888 \n",
"KP07_dimsplit -0.070670 -0.011872 0.000299 \n",
"WAF -0.033551 -0.022996 0.041110 "
]
},
"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",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>LxF</th>\n",
" <td>1.451973</td>\n",
" <td>1.050319</td>\n",
" <td>1.140671</td>\n",
" </tr>\n",
" <tr>\n",
" <th>FORCE</th>\n",
" <td>1.331487</td>\n",
" <td>1.007614</td>\n",
" <td>1.094979</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HLL</th>\n",
" <td>1.579864</td>\n",
" <td>1.048309</td>\n",
" <td>1.175252</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HLL2</th>\n",
" <td>2.036225</td>\n",
" <td>-0.080663</td>\n",
" <td>1.038185</td>\n",
" </tr>\n",
" <tr>\n",
" <th>KP07</th>\n",
" <td>2.052227</td>\n",
" <td>-0.153888</td>\n",
" <td>1.013694</td>\n",
" </tr>\n",
" <tr>\n",
" <th>KP07_dimsplit</th>\n",
" <td>2.067071</td>\n",
" <td>-0.070670</td>\n",
" <td>1.035731</td>\n",
" </tr>\n",
" <tr>\n",
" <th>WAF</th>\n",
" <td>2.077181</td>\n",
" <td>-0.033551</td>\n",
" <td>1.091063</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Max Min Mean\n",
"LxF 1.451973 1.050319 1.140671\n",
"FORCE 1.331487 1.007614 1.094979\n",
"HLL 1.579864 1.048309 1.175252\n",
"HLL2 2.036225 -0.080663 1.038185\n",
"KP07 2.052227 -0.153888 1.013694\n",
"KP07_dimsplit 2.067071 -0.070670 1.035731\n",
"WAF 2.077181 -0.033551 1.091063"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import pandas as pd\n",
"from IPython.display import display\n",
"\n",
"table = pd.DataFrame(order, columns=domain_sizes[:-1], index=[simulator.__name__ for simulator in simulators])\n",
"display(table)\n",
"\n",
"order_summary = pd.DataFrame(np.empty((len(simulators), 3)), columns=['Max', 'Min', 'Mean'], index=[simulator.__name__ for simulator in simulators])\n",
"for i, simulator in enumerate(simulators):\n",
" order_summary.loc[simulator.__name__] = [np.max(order[i,:]), \n",
" np.min(order[i,:]), \n",
" np.mean(order[i,:])]\n",
"display(order_summary)\n"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"c:\\Users\\anbro\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_pdf.py:594: UserWarning: Unknown infodict keyword: created\n",
" self.writeInfoDict()\n",
"c:\\Users\\anbro\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_pdf.py:594: UserWarning: Unknown infodict keyword: hostname\n",
" self.writeInfoDict()\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure()\n",
"setBwStyles(fig.gca())\n",
"\n",
"for i, simulator in enumerate(simulators):\n",
" plt.plot(order[i,:], label=simulator.__name__)\n",
" \n",
"plt.ylim([0, 3])\n",
"plt.xlabel('Number of cells')\n",
"plt.ylabel('Order')\n",
"plt.legend()\n",
"plt.title(\"Numerical order\")\n",
"save_figure(fig, 'numerical_order')"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"def plot_solution(simulator, nx, label, **kwargs):\n",
" datafilename = gen_filename(simulator, nx)\n",
" \n",
" #Read the solution\n",
" with np.load(datafilename) as data:\n",
" h = data['h']\n",
" \n",
" x = np.linspace(0.5, nx-0.5, nx)*100.0/float(nx)\n",
" y = h[0,:]\n",
" \n",
" plt.plot(x, y, label=label, **kwargs)\n",
" \n",
" h = None\n",
" x = None\n",
" gc.collect() # Force run garbage collection to free up memory\n",
" \n",
"def plot_comparison(nx, **kwargs):\n",
" plot_solution(HLL2.HLL2, reference_nx, 'Reference', marker=' ', linestyle='-')\n",
"\n",
" for i, simulator in enumerate(simulators):\n",
" plot_solution(simulator, nx, simulator.__name__, **kwargs)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"scrolled": false
},
"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": 16,
"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": 17,
"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": 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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"
}
],
"source": [
"for simulator in simulators:\n",
" fig = plt.figure(figsize=(12, 12))\n",
" \n",
" gs = gridspec.GridSpec(2, 2)\n",
" \n",
" ax1 = fig.add_subplot(gs[0,:])\n",
" setBwStyles(ax1)\n",
" plot_solution(simulator, reference_nx, 'Reference', linestyle='-', marker=' ')\n",
" for j, nx in enumerate(domain_sizes):\n",
" plot_solution(simulator, nx, 'nx=' + str(nx), marker=' ')\n",
" for box_x, box_y in boxes:\n",
" x = np.kron(box_x, np.ones((2)))\n",
" y = np.hstack((box_y, box_y[::-1]))\n",
" fig.gca().fill(x, y, fill=True, linestyle='-', color='gray', alpha=0.5)\n",
" plt.title(str(simulator.__name__))\n",
" plt.legend()\n",
" \n",
" ax2 = fig.add_subplot(gs[1,0])\n",
" setBwStyles(ax2)\n",
" plot_solution(simulator, reference_nx, 'Reference', linestyle='-', marker=' ')\n",
" for j, nx in enumerate(domain_sizes):\n",
" plot_solution(simulator, nx, 'nx=' + str(nx), marker=' ') \n",
" plt.xlim(boxes[0, 0])\n",
" plt.ylim(boxes[0, 1])\n",
" \n",
" ax3 = fig.add_subplot(gs[1,1])\n",
" setBwStyles(ax3)\n",
" plot_solution(simulator, reference_nx, 'Reference', linestyle='-', marker=' ')\n",
" for j, nx in enumerate(domain_sizes):\n",
" plot_solution(simulator, nx, 'nx=' + str(nx), marker=' ') \n",
" plt.xlim(boxes[1, 0])\n",
" plt.ylim(boxes[1, 1])\n",
" \n",
" save_figure(fig, simulator.__name__)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [default]",
"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": "3.6.7"
}
},
"nbformat": 4,
"nbformat_minor": 2
}