FiniteVolumeGPU/ConvergenceShock1D.ipynb
André R. Brodtkorb 4fa09d5d39 Refactoring
2018-10-31 13:02:21 +01:00

917 lines
1.1 MiB

{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"```\n",
"This notebook sets up and runs a set of benchmarks to compare\n",
"different numerical discretizations of the SWEs\n",
"\n",
"Copyright (C) 2016, 2017, 2018 SINTEF ICT\n",
"\n",
"This program is free software: you can redistribute it and/or modify\n",
"it under the terms of the GNU General Public License as published by\n",
"the Free Software Foundation, either version 3 of the License, or\n",
"(at your option) any later version.\n",
"\n",
"This program is distributed in the hope that it will be useful,\n",
"but WITHOUT ANY WARRANTY; without even the implied warranty of\n",
"MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the\n",
"GNU General Public License for more details.\n",
"\n",
"You should have received a copy of the GNU General Public License\n",
"along with this program. If not, see <http://www.gnu.org/licenses/>.\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"#Lets have matplotlib \"inline\"\n",
"%matplotlib inline\n",
"\n",
"#Python 2.7 compatibility\n",
"from __future__ import print_function\n",
"\n",
"#Import packages we need\n",
"import numpy as np\n",
"from matplotlib import animation, rc\n",
"from matplotlib import pyplot as plt\n",
"from mpl_toolkits.axes_grid1 import make_axes_locatable\n",
"#import mpld3\n",
"\n",
"import subprocess\n",
"import socket\n",
"import time\n",
"import os\n",
"import gc\n",
"import datetime\n",
"\n",
"import pycuda.driver as cuda\n",
"\n",
"try:\n",
" from StringIO import StringIO\n",
"except ImportError:\n",
" from io import StringIO\n",
"\n",
"#Finally, import our simulator\n",
"from GPUSimulators import Common, LxF, FORCE, HLL, HLL2, KP07, KP07_dimsplit, WAF, IPythonMagic"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Console logger using level INFO\n",
"File logger using level DEBUG to output.log\n",
"Python version 3.6.5 |Anaconda custom (64-bit)| (default, Mar 29 2018, 13:32:41) [MSC v.1900 64 bit (AMD64)]\n",
"Registering cuda_context in user workspace\n",
"PyCUDA version 2017.1.1\n",
"CUDA version (9, 1, 0)\n",
"Driver version 9010\n",
"Using 'GeForce 840M' GPU\n",
"Created context handle <311559736768>\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": 3,
"metadata": {},
"outputs": [],
"source": [
"#Misc plotting setup\n",
"def setBwStyles(ax):\n",
" from cycler import cycler\n",
"\n",
" ax.set_prop_cycle( cycler('marker', ['.', 'x', 4, '+', '*', '1', 5]) +\n",
" cycler('linestyle', ['-.', '--', ':', '-.', '--', ':', '-.']) +\n",
" #cycler('markersize', [5, 5, 5, 5, 5, 5]) +\n",
" cycler('color', ['k', 'k', 'k', 'k', 'k', 'k', 'k']) ) \n",
"\n",
"#Set large figure sizes\n",
"plt.rcParams['figure.figsize'] = [12, 8]\n",
"plt.rcParams['figure.dpi'] = 100\n",
"plt.rcParams['animation.html'] = 'html5'\n",
"#plt.rcParams['legend.markerscale'] = 1.0\n",
"#plt.rcParams['lines.markersize'] = 6\n",
"plt.rcParams['lines.markeredgewidth'] = 1.5\n",
"#plt.rcParams['savefig.dpi'] = 400"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"def save_figure(fig, stem):\n",
" if (not os.path.isdir(\"figures\")):\n",
" os.mkdir(\"figures\")\n",
" \n",
" fig_filename = os.path.join(\"figures\", \"convergence_shock1d_\" + 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": 5,
"metadata": {},
"outputs": [],
"source": [
"def gen_reference(nx):\n",
" csv_filename = os.path.abspath(os.path.join(\"reference\", \"swashes_1_nx=\" + str(nx) + \".csv\"))\n",
"\n",
" #If we do not have the data, generate it \n",
" if (not os.path.isfile(csv_filename)):\n",
" print(\"Generating new reference!\")\n",
" swashes_path = r'C:\\Users\\anbro\\Documents\\programs\\SWASHES-1.03.00_win\\bin\\swashes_win.exe'\n",
"\n",
" swashes_args = [\\\n",
" '1', # 1D problems \\\n",
" '3', # Dam breaks \\\n",
" '1', # Domain 1 \\\n",
" '1', # Wet domain no friction\n",
" str(nx) #Number of cells X\n",
" ]\n",
"\n",
" with open(csv_filename, 'w') as csv_file:\n",
" p = subprocess.check_call([swashes_path] + swashes_args, stdout=csv_file)\n",
"\n",
" reference = np.genfromtxt(csv_filename, comments='#', delimiter='\\t', skip_header=0, usecols=(0, 1, 2))\n",
" x, h, u = reference[:, 0], reference[:, 1], reference[:, 2]\n",
" return x, h, h*u"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"def downsample(highres_solution, factor):\n",
" if (len(highres_solution.shape) == 1):\n",
" highres_solution = highres_solution.reshape((1, highres_solution.size))\n",
"\n",
" assert(highres_solution.shape[1] % factor == 0)\n",
" ny = highres_solution.shape[0] \n",
" nx = highres_solution.shape[1] / factor\n",
"\n",
" if (factor == 1):\n",
" return highres_solution\n",
" else:\n",
" \n",
" return highres_solution.reshape([int(ny), int(1), int(nx), int(factor)]).mean(3).mean(1)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"def wall_boundary_conditions(data, num_ghost_cells):\n",
" data[0:num_ghost_cells,:] = data[2*num_ghost_cells-1:num_ghost_cells-1:-1,:]\n",
" data[-num_ghost_cells:,:] = data[-num_ghost_cells-1:-2*num_ghost_cells-1:-1,:]\n",
" data[:,0:num_ghost_cells] = data[:,2*num_ghost_cells-1:num_ghost_cells-1:-1]\n",
" data[:,-num_ghost_cells:] = data[:,-num_ghost_cells-1:-2*num_ghost_cells-1:-1]\n",
" return data"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1200x800 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[0.1, 1.0, 0.1917647230683736]\n"
]
}
],
"source": [
"def gen_test_data(nx, ref_nx, g, num_ghost_cells):\n",
" assert(num_ghost_cells >= 1)\n",
" ref_ny = num_ghost_cells\n",
" ny = ref_ny\n",
" \n",
" dx = 10.0 / float(nx)\n",
" dy = 1.0\n",
"\n",
" h_highres = np.zeros((ref_ny, ref_nx))\n",
" h = np.zeros((ny+2*num_ghost_cells, nx+2*num_ghost_cells), dtype=np.float32); \n",
" hu = np.zeros((ny+2*num_ghost_cells, nx+2*num_ghost_cells), dtype=np.float32);\n",
" hv = np.zeros((ny+2*num_ghost_cells, nx+2*num_ghost_cells), dtype=np.float32);\n",
"\n",
" #Create dam break\n",
" x = np.linspace(0, 10, ref_nx)\n",
" \n",
" h_highres = np.where(x < 5, 0.005, 0.001); \n",
" h[num_ghost_cells:-num_ghost_cells, num_ghost_cells:-num_ghost_cells] = downsample(h_highres, ref_nx/nx)\n",
" h = wall_boundary_conditions(h, num_ghost_cells);\n",
" \n",
" max_h_estimate = 0.005\n",
" max_u_estimate = 0.3\n",
" dt = min(dx, dy) / (max_u_estimate + np.sqrt(g*max_h_estimate))\n",
" \n",
" return h, hu, hv, dx, dy, dt\n",
"\n",
"\n",
"h, hu, hv, dx, dy, dt = gen_test_data(nx=100, ref_nx=1000, g=9.81, num_ghost_cells=2)\n",
"\n",
"plt.figure()\n",
"ax=plt.subplot(1,3,1)\n",
"im=plt.imshow(h, extent=[0, 100, 0, 100])\n",
"divider = make_axes_locatable(ax)\n",
"cax = divider.append_axes(\"right\", size=\"5%\", pad=0.05)\n",
"plt.colorbar(im, cax=cax)\n",
"\n",
"ax=plt.subplot(1,3,2)\n",
"im=plt.imshow(hu, extent=[0, 100, 0, 100])\n",
"divider = make_axes_locatable(ax)\n",
"cax = divider.append_axes(\"right\", size=\"5%\", pad=0.05)\n",
"plt.colorbar(im, cax=cax)\n",
"\n",
"ax=plt.subplot(1,3,3)\n",
"im=plt.imshow(hv, extent=[0, 100, 0, 100])\n",
"divider = make_axes_locatable(ax)\n",
"cax = divider.append_axes(\"right\", size=\"5%\", pad=0.05)\n",
"plt.colorbar(im, cax=cax)\n",
"\n",
"plt.show()\n",
"\n",
"print([dx, dy, dt])"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"def gen_filename(simulator, nx):\n",
" return os.path.abspath(os.path.join(\"data\", \"shock1d\", str(simulator.__name__) + \"_\" + str(nx) + \".npz\"))"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"def sanity_check(variable, variable_name):\n",
" maxval = np.amax(variable)\n",
" minval = np.amin(variable)\n",
" assert np.isnan(maxval) == False and np.isnan(minval) == False, variable_name + \" contains NaN values\"\n",
"\n",
"def run_benchmark(datafilename, simulator, courant_number, nx, ref_nx, ghost_cells, g=9.81, force_rerun=False, transpose=False):\n",
" datafilename = gen_filename(simulator, nx)\n",
"\n",
" if (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",
" h0, hu0, hv0, dx, dy, dt = gen_test_data(nx, ref_nx, g, ghost_cells)\n",
" ny = ghost_cells\n",
" dt = dt * courant_number\n",
"\n",
" #Initialize simulator\n",
" with Common.Timer(simulator.__name__ + \"_\" + str(nx)) as timer:\n",
" if (transpose):\n",
" h0 = np.ascontiguousarray(np.transpose(h0))\n",
" hu0, hv0 = np.ascontiguousarray(np.transpose(hv0)), np.ascontiguousarray(np.transpose(hu0))\n",
" dx, dy = dy, dx\n",
" nx, ny = ny, nx\n",
" \n",
" sim = simulator(cuda_context, \\\n",
" h0, hu0, hv0, \\\n",
" nx, ny, \\\n",
" dx, dy, dt, \\\n",
" g)\n",
"\n",
" t, nt = sim.simulate(6.0)\n",
" h, hu, hv = sim.download()\n",
"\n",
" if (transpose):\n",
" h = np.transpose(h)\n",
" hu, hv = np.ascontiguousarray(np.transpose(hv)), np.ascontiguousarray(np.transpose(hu))\n",
"\n",
" sanity_check(h, \"h\")\n",
" sanity_check(hu, \"hu\")\n",
" sanity_check(hv, \"hv\")\n",
"\n",
" 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": 11,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"LxF [1x16] simulated 6.000000 seconds to 6.000000 with 6 steps (Euler)\n",
"FORCE [1x16] simulated 6.000000 seconds to 6.000000 with 6 steps (Euler)\n",
"HLL [1x16] simulated 6.000000 seconds to 6.000000 with 6 steps (Euler)\n",
"HLL2 [2x16] simulated 6.000000 seconds to 6.000000 with 6 steps (dimsplit)\n",
"KP07 [2x16] simulated 6.000000 seconds to 6.000000 with 6 steps (RK2)\n",
"KP07_dimsplit [2x16] simulated 6.000000 seconds to 6.000000 with 6 steps (dimsplit)\n",
"WAF [2x16] simulated 6.000000 seconds to 6.000000 with 6 steps (dimsplit)\n",
"LxF [1x32] simulated 6.000000 seconds to 6.000000 with 11 steps (Euler)\n",
"LxF [1x64] simulated 6.000000 seconds to 6.000000 with 22 steps (Euler)\n",
"LxF [1x128] simulated 6.000000 seconds to 6.000000 with 43 steps (Euler)\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Completed warmup in 0.41629648208618164 s\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"LxF [1x256] simulated 6.000000 seconds to 6.000000 with 85 steps (Euler)\n",
"LxF [1x512] simulated 6.000000 seconds to 6.000000 with 169 steps (Euler)\n",
"LxF [1x1024] simulated 6.000000 seconds to 6.000000 with 338 steps (Euler)\n",
"LxF [1x2048] simulated 6.000000 seconds to 6.000000 with 675 steps (Euler)\n",
"LxF [1x4096] simulated 6.000000 seconds to 6.000000 with 1350 steps (Euler)\n",
"LxF [1x16384] simulated 6.000000 seconds to 6.000000 with 10793 steps (Euler)\n",
"FORCE [1x32] simulated 6.000000 seconds to 6.000000 with 11 steps (Euler)\n",
"FORCE [1x64] simulated 6.000000 seconds to 6.000000 with 22 steps (Euler)\n",
"FORCE [1x128] simulated 6.000000 seconds to 6.000000 with 43 steps (Euler)\n",
"FORCE [1x256] simulated 6.000000 seconds to 6.000000 with 85 steps (Euler)\n",
"FORCE [1x512] simulated 6.000000 seconds to 6.000000 with 169 steps (Euler)\n",
"FORCE [1x1024] simulated 6.000000 seconds to 6.000000 with 338 steps (Euler)\n",
"FORCE [1x2048] simulated 6.000000 seconds to 6.000000 with 675 steps (Euler)\n",
"FORCE [1x4096] simulated 6.000000 seconds to 6.000000 with 1350 steps (Euler)\n",
"FORCE [1x16384] simulated 6.000000 seconds to 6.000000 with 10793 steps (Euler)\n",
"HLL [1x32] simulated 6.000000 seconds to 6.000000 with 11 steps (Euler)\n",
"HLL [1x64] simulated 6.000000 seconds to 6.000000 with 22 steps (Euler)\n",
"HLL [1x128] simulated 6.000000 seconds to 6.000000 with 43 steps (Euler)\n",
"HLL [1x256] simulated 6.000000 seconds to 6.000000 with 85 steps (Euler)\n",
"HLL [1x512] simulated 6.000000 seconds to 6.000000 with 169 steps (Euler)\n",
"HLL [1x1024] simulated 6.000000 seconds to 6.000000 with 338 steps (Euler)\n",
"HLL [1x2048] simulated 6.000000 seconds to 6.000000 with 675 steps (Euler)\n",
"HLL [1x4096] simulated 6.000000 seconds to 6.000000 with 1350 steps (Euler)\n",
"HLL [1x16384] simulated 6.000000 seconds to 6.000000 with 10793 steps (Euler)\n",
"HLL2 [2x32] simulated 6.000000 seconds to 6.000000 with 12 steps (dimsplit)\n",
"HLL2 [2x64] simulated 6.000000 seconds to 6.000000 with 22 steps (dimsplit)\n",
"HLL2 [2x128] simulated 6.000000 seconds to 6.000000 with 44 steps (dimsplit)\n",
"HLL2 [2x256] simulated 6.000000 seconds to 6.000000 with 86 steps (dimsplit)\n",
"HLL2 [2x512] simulated 6.000000 seconds to 6.000000 with 170 steps (dimsplit)\n",
"HLL2 [2x1024] simulated 6.000000 seconds to 6.000000 with 338 steps (dimsplit)\n",
"HLL2 [2x2048] simulated 6.000000 seconds to 6.000000 with 676 steps (dimsplit)\n",
"HLL2 [2x4096] simulated 6.000000 seconds to 6.000000 with 1350 steps (dimsplit)\n",
"HLL2 [2x16384] simulated 6.000000 seconds to 6.000000 with 10794 steps (dimsplit)\n",
"KP07 [2x32] simulated 6.000000 seconds to 6.000000 with 11 steps (RK2)\n",
"KP07 [2x64] simulated 6.000000 seconds to 6.000000 with 22 steps (RK2)\n",
"KP07 [2x128] simulated 6.000000 seconds to 6.000000 with 43 steps (RK2)\n",
"KP07 [2x256] simulated 6.000000 seconds to 6.000000 with 85 steps (RK2)\n",
"KP07 [2x512] simulated 6.000000 seconds to 6.000000 with 169 steps (RK2)\n",
"KP07 [2x1024] simulated 6.000000 seconds to 6.000000 with 338 steps (RK2)\n",
"KP07 [2x2048] simulated 6.000000 seconds to 6.000000 with 675 steps (RK2)\n",
"KP07 [2x4096] simulated 6.000000 seconds to 6.000000 with 1350 steps (RK2)\n",
"KP07 [2x16384] simulated 6.000000 seconds to 6.000000 with 10793 steps (RK2)\n",
"KP07_dimsplit [2x32] simulated 6.000000 seconds to 6.000000 with 12 steps (dimsplit)\n",
"KP07_dimsplit [2x64] simulated 6.000000 seconds to 6.000000 with 22 steps (dimsplit)\n",
"KP07_dimsplit [2x128] simulated 6.000000 seconds to 6.000000 with 44 steps (dimsplit)\n",
"KP07_dimsplit [2x256] simulated 6.000000 seconds to 6.000000 with 86 steps (dimsplit)\n",
"KP07_dimsplit [2x512] simulated 6.000000 seconds to 6.000000 with 170 steps (dimsplit)\n",
"KP07_dimsplit [2x1024] simulated 6.000000 seconds to 6.000000 with 338 steps (dimsplit)\n",
"KP07_dimsplit [2x2048] simulated 6.000000 seconds to 6.000000 with 676 steps (dimsplit)\n",
"KP07_dimsplit [2x4096] simulated 6.000000 seconds to 6.000000 with 1350 steps (dimsplit)\n",
"KP07_dimsplit [2x16384] simulated 6.000000 seconds to 6.000000 with 10794 steps (dimsplit)\n",
"WAF [2x32] simulated 6.000000 seconds to 6.000000 with 12 steps (dimsplit)\n",
"WAF [2x64] simulated 6.000000 seconds to 6.000000 with 22 steps (dimsplit)\n",
"WAF [2x128] simulated 6.000000 seconds to 6.000000 with 44 steps (dimsplit)\n",
"WAF [2x256] simulated 6.000000 seconds to 6.000000 with 86 steps (dimsplit)\n",
"WAF [2x512] simulated 6.000000 seconds to 6.000000 with 170 steps (dimsplit)\n",
"WAF [2x1024] simulated 6.000000 seconds to 6.000000 with 338 steps (dimsplit)\n",
"WAF [2x2048] simulated 6.000000 seconds to 6.000000 with 676 steps (dimsplit)\n",
"WAF [2x4096] simulated 6.000000 seconds to 6.000000 with 1350 steps (dimsplit)\n",
"WAF [2x16384] simulated 6.000000 seconds to 6.000000 with 10794 steps (dimsplit)\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Completed simulation in 86.85749387741089 s\n"
]
}
],
"source": [
"reference_nx = 16384\n",
"domain_sizes = [32, 64, 128, 256, 512, 1024, 2048, 4096]\n",
"simulators = [LxF.LxF, FORCE.FORCE, HLL.HLL, HLL2.HLL2, KP07.KP07, KP07_dimsplit.KP07_dimsplit, WAF.WAF]\n",
"simulator_ghost_cells = [1, 1, 1, 2, 2, 2, 2]\n",
"simulator_reference = [LxF.LxF, FORCE.FORCE, HLL.HLL, HLL2.HLL2, KP07.KP07, KP07_dimsplit.KP07_dimsplit, WAF.WAF]\n",
"simulator_courant_numbers = [0.95, 0.95, 0.95, 0.95, 0.95, 0.95, 0.95]\n",
"force_rerun=True\n",
"transpose=True\n",
"\n",
"#simulators = [HLL2.HLL2, WAF.WAF]\n",
"#simulator_ghost_cells = [2, 2]\n",
"#simulator_reference = [HLL2.HLL2, WAF.WAF]\n",
"#simulator_courant_numbers = [0.95, 0.95]\n",
"#force_rerun=True\n",
"\n",
"#Warmup to compile kernels\n",
"with Common.Timer(\"warmup\") as timer:\n",
" for i in range(len(simulators)):\n",
" run_benchmark(\"warmup\", \n",
" simulators[i], \n",
" simulator_courant_numbers[i], \n",
" 16, 16, \n",
" simulator_ghost_cells[i], \n",
" force_rerun=force_rerun,\n",
" transpose=transpose)\n",
"print(\"Completed warmup in {:} s\".format(timer.secs))\n",
" \n",
"with Common.Timer(\"simulation\") as timer:\n",
" for i in range(len(simulators)): \n",
" for j, nx in enumerate(domain_sizes):\n",
" datafilename = gen_filename(simulators[i], nx)\n",
" run_benchmark(datafilename, \\\n",
" simulators[i], \\\n",
" simulator_courant_numbers[i], \\\n",
" nx, reference_nx, \\\n",
" simulator_ghost_cells[i], \\\n",
" force_rerun=force_rerun,\n",
" transpose=transpose)\n",
" gc.collect()\n",
" \n",
" # Run reference with a low CFL-number\n",
" datafilename = gen_filename(simulators[i], reference_nx)\n",
" run_benchmark(datafilename, \n",
" simulators[i], \n",
" simulator_courant_numbers[i] * 0.5, \n",
" reference_nx, reference_nx, \n",
" simulator_ghost_cells[i], \n",
" force_rerun=force_rerun,\n",
" transpose=transpose)\n",
"print(\"Completed simulation in {:} s\".format(timer.secs))"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"c:\\Users\\anbro\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_pdf.py:1579: UserWarning: Unknown infodict keyword: created\n",
" warnings.warn('Unknown infodict keyword: %s' % k)\n",
"c:\\Users\\anbro\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_pdf.py:1579: UserWarning: Unknown infodict keyword: hostname\n",
" warnings.warn('Unknown infodict keyword: %s' % k)\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"use_analytic = False\n",
"conservation = np.zeros((len(simulators), len(domain_sizes)))\n",
"error = np.zeros((len(simulators), len(domain_sizes)))\n",
"\n",
"for i, simulator in enumerate(simulators):\n",
" if (use_analytic):\n",
" #Read the reference solution\n",
" _, h_ref, _ = gen_reference(reference_nx)\n",
" else:\n",
" #Read the reference solution\n",
" datafilename = gen_filename(simulator, reference_nx)\n",
" with np.load(datafilename) as data:\n",
" h_ref = data['h']\n",
" \n",
" \n",
" #Compute conservation and error for subsequent resolutions\n",
" for j, nx in enumerate(domain_sizes):\n",
" #Read current resolution\n",
" datafilename = gen_filename(simulator, nx)\n",
" with np.load(datafilename) as data:\n",
" h = data['h']\n",
" \n",
" #Downsample reference to current resolution\n",
" h_ref_downsampled = downsample(h_ref, h_ref.size/h.size)\n",
" \n",
" #Compute error per cell\n",
" error[i, j] = np.linalg.norm((h_ref_downsampled - h).flatten(), ord=1) / nx\n",
" conservation[i, j] = (np.sum(h_ref_downsampled) - np.sum(h))\n",
" \n",
"fig = plt.figure()\n",
"setBwStyles(fig.gca())\n",
"\n",
"x = np.linspace(domain_sizes[0], domain_sizes[-1], 100);\n",
"\n",
"scaling = np.max(error[:,0]) * domain_sizes[0] * 1.5\n",
"plt.loglog(x, scaling/x, '-', color='gray', label='Order 1')\n",
"\n",
"scaling = np.min(error[:,0]) * domain_sizes[0]**2 * 0.5\n",
"plt.loglog(x, scaling/(x*x), '-', color='gray', label='Order 2')\n",
"\n",
"for i, simulator in enumerate(simulators):\n",
" plt.loglog(domain_sizes, error[i,:], label=simulators[i].__name__)\n",
" \n",
"plt.axis([10**1, 10**4, 10**-8, 10**-2])\n",
"plt.xlabel('Number of cells')\n",
"plt.ylabel('L2 error')\n",
"plt.legend()\n",
"save_figure(fig, 'convergence')"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"c:\\Users\\anbro\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_pdf.py:1579: UserWarning: Unknown infodict keyword: created\n",
" warnings.warn('Unknown infodict keyword: %s' % k)\n",
"c:\\Users\\anbro\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_pdf.py:1579: UserWarning: Unknown infodict keyword: hostname\n",
" warnings.warn('Unknown infodict keyword: %s' % k)\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",
" a = np.arange(1, len(domain_sizes))\n",
" order = np.log2(error[i, :-1] / error[i, 1:])\n",
" #order = np.log2(error[i, 0] / (error[i, 1:]) )/a\n",
" plt.plot(order, label=simulator.__name__)\n",
" \n",
"plt.ylim([0, 3])\n",
"plt.xlabel('Number of cells')\n",
"plt.ylabel('Order')\n",
"plt.legend()\n",
"save_figure(fig, 'convergence2')"
]
},
{
"cell_type": "code",
"execution_count": 14,
"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:1579: UserWarning: Unknown infodict keyword: created\n",
" warnings.warn('Unknown infodict keyword: %s' % k)\n",
"c:\\Users\\anbro\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_pdf.py:1579: UserWarning: Unknown infodict keyword: hostname\n",
" warnings.warn('Unknown infodict keyword: %s' % k)\n"
]
},
{
"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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Llztee3l5kZiYeNnYkJAQ1q1b53hdqlQpzpw5c0lcXnO/Zs2aYbfb2bBhg6Psvvvuo0WLFkycOJHU1FQaNWpE1apV2bNnD8HBwcycOdMRe+7cOc6dO5frMQIDA50uPnz88ccMHTqUhIQE7r77br7//vscR983b95MSEgIy5cvp2XLlnk6t+tJI/AiIiIiIiJyy9WuXdvpdUBAAFFRUQC4u7szd+5cateuTYUKFZg6dapTbPHixfM8Ot61a1datmzJyZMnmTx5Mp06deLXX3+9JDHes2cP7du3580337ylyfvNpgReRERERETkFoiPj8+xzmazOb3OSpovx8XF+eFi4eHh19Sv7Nzc3JxeW5ZFRkaG4/WmTZuA/z/ann2afn6m0Pv6+uLr60vVqlVp1KgRxYoV49tvv6VLly6OmL1799KiRQv69u3LiBEjrun8Chol8CIiIiIiIrdAXu5Jv1Gx1+LIkSMMGjSImTNnsmDBArp3787q1asdFxT69+9Pp06dcm0jMDAw13pjDCkpKY7Xe/bsoUWLFvTo0YNx48Zd+0kUMErgRUREREREJE/sdjvdunWjVatW9OzZk7Zt21KrVi3eeecdhgwZAuRtCv3Ro0eZP38+rVq1olSpUvz999+8/fbbeHp60q5dOyAzeW/evDmtWrVi8ODBREZGApmzFUqVKnVjTvQfxuXKISIiIiIiIiL/37hx4wgPD2fGjBkAlC5dmlmzZjFixAh27dqV5/Y8PDzYsGED7dq1o0qVKnTq1AkvLy82bdqEn58fAAsXLuT06dPMmzePgIAAx9awYcPrem7/ZFqFXkRERERE5AYpyM+Bl6tzM1eh1wi8iIiIiIiISAGgBF5ERERERESkAFACLyIiIiIiIlIAKIEXERERERERKQCUwIuIiIiIiIgUAPlK4C3Let6yrDDLspIty9puWVaTK8Q/aVnWXsuyUi787HBRvWVZ1ijLsiIsy0qyLGudZVk1LooJtyzLXLRNzE//RURERERERAqaPCfwlmV1BqYC44C6wAZghWVZ5XOIDwbmA18C9174ucCyrPuzhQ0FBgMDgIZAJLDKsizvi5p7EwjIto3Na/9FRERERERECqL8jMAPBj41xswyxuwzxrwMHAeeyyH+ZWCVMWaCMWa/MWYCsPpCOZZlWRf+Pc4Ys9gY8yfQAygM/Puits4bYyKzbfH56L+IiIiIiIhIgeOal2DLstyB+sDFU9d/AhrnsFsw8O5FZT9yIYEHgoDSF9oAwBiTYlnW+gttfpJtv2GWZb1B5gWDhcB/jTGpOfS1EFAoW5E3gK+vbw7dzD8XFxcyMjIKTLuWZWGMKTDtSubvAnDdfx/c3NywLIu0tLTr+tlltZuenn7d+mxZFoUKFcIYQ1pa2nV9L4oUKYK3tzdnzpwhLS3tqvqS/f2yLMux2e12IPMzK1WqFN7e3vz9998kJSVdsU3AqV03NzdsNhsAKSkpGGMoUqQIpUuXBuDUqVOcP38+x7ZcXV0d+2dkZDj65ubm5hTr4uJC8eLFKVSo0CVt5cbd3Z2JEyfy6KOP5mk/EREREcmfPCXwQEnABpy6qPwUmUn45ZS+QnzpbGUXx1TI9vo9YAcQDdwHTCAz+e+Tw3GHAyNzqLuubkSSfSPbvVFJtpL3G+dG/S5cTbL6T2nXGENycvJ1bxcgPj6e+Pirn9Bz8e+6MeaSsoyMDE6dOsWpUxf/r+3q2oTM9/Hi9zI+Pp7Dhw9fVVuX2x9wJPLZJSQkXFU/L/baa6/xyCOPOC4aiIiIiMiNk9cEPsvF3zSty5TlNT7XGGNM9lH8PyzLiga+sSxrmDHm7GWOOQGYku21N3CiefPmnD9/Hk9PTxITE4HML7nx8fEUKlSIUqVKUaZMGc6fP8/p06c5ffo0AQEBeHh4YFkW0dHRxMTEULp0aSpVqoS/vz9JSUkcPnyYv/76C1dXV1JSUnBxccFut5OUlITNZsPX1xc/Pz8g8wv4qVOnCAgIwN3dHZvNRlxcHOfOnaN48eJUrVqVMmXKkJqayoEDBzh+/DguLi4kJydjs9mw2+0kJibi4uKCr68vpUuXJiMjg4SEBE6fPo2fnx+FChXC1dWV+Ph4zp49i7e3N3fddRdly5Z1tHvixAkAR38zMjJITEzEsix8fHwICAjAGENiYiJRUVGUKFECDw8P3NzcSExM5MyZM3h6elK9enXKli2LMYZ9+/Zx4sQJ7HY7aWlpji/1WclBkSJFKFOmDICjDR8fH4oUKYKbmxspKSlERkZSqFAhatSoQdmyZQE4ePAgx48fJy0tjfT0dMeHmpSUhN1up0iRIgQEBDjep9OnT1O4cGF8fX1xc3MjNTWVU6dO4eLiQs2aNSlTpgxubm4cOnSIY8eOkZyc7EiSjTGkpKSQnp5O4cKF8ff3x9XVldTUVM6ePYubmxtFixbFzc2NtLQ0oqKiyMjIoGbNmvj5+VG4cGHCw8M5duwYCQkJZGRkONrOatfDw4NixYo5RljPnj2LZVkUKVIEu92O3W4nOjqa9PR0ypUrh7e3N+7u7nh6evLXX38RFxdHamqq43c4a6TbZrNRqFAhbDYbgYGBxMbGkp6e7uhnTtq0acNff/1FTEwM8fHxlx3VtdlsuLu7U7lyZeLi4khMTMTX1xfLsnB1dSUuLo6kpCSCgoIIDg6mcuXKbNmyhdDQUE6ePEmhQoXw9s5c1iI1NZXo6GjsdjsVK1akfPnyREdHc+LECU6ePIm7uzshISEYY4iIiCA8PJzExEQeffRRmjVrxs6dO/ntt984ePAgAOXKlXP8t3z+/HlcXFwoWbIkJUuWJC4ujtjYWFJSUggMDMQYQ3p6Ojabjfj4eJo0aUJSUhJ//vknFSpU4NSpU8TExODi4kJ4eHiO7xlkjl7bbDaKFStG0aJF8fX15cyZM8TFxVG6dGmCg4Pp2bMnK1euZOnSpezdu9fp9ze7okWL8vDDDxMdHc2RI0eIjo6mdevW3HXXXQAsX76cbdu2ERgYyLx58wBYt24dEydOJD4+nsDAQHx8fEhJSSExMZHExETOnz9/yYWBwoUL8+yzz1K8eHGMMUyePJm4uDhGjBhBmzZtAHjrrbdYtWoV7u7udO/enW7dujlG8rOkpqbStm1b/vzzT0JDQ6lTp06u75WIiIjI1di8eTOvv/46W7duxc3NjTp16rBixQo8PT2d4lJSUrj//vsJDQ1l586dd8x3kbwm8GcAO5eOtvtx6Qh6lsgrxEde+FkaOHmVbQJsufCzCnBJAm+MSQFSsl5nJZJLlizBx8cnl2ZFbk9ZFwXOnj3LuXPnnH4OGDDAMa164sSJLFiwgLNnz3L27FnHxZesC1KrVq1yTOEeOHAgH3zwgdNxoqOjOXDgAPXq1eOzzz6jSpUqeepneno6SUlJjmQfIDQ0lP3799OgQQMqV64MwPbt23nsscfw8fFh3759jtj27duzdOlSJk2aRP/+/QE4ffo0jz76KMHBwbzzzjuOWxJyk5SUxIEDBzh9+jRRUVGcOnWKo0ePcujQIQ4fPkx4eDgZGRmkp6c7LvYBhIeHU6FC5uShffv24enpyejRoxkzZgwAycnJREREcOLECQ4fPszBgwc5ePAgNWrUcIopXrw4X375JdWqVaNNmzZMnjyZ4OBg0tPTHZ9V48aN2bBhAxs3bmTz5s2OCxnbtm3jq6++onfv3qSmprJp0yaWL1/OmjVrKF68OJMmTcLV1ZWMjAxq167N0qVLGTlyJK6umX8SnnzySZKSkti4cSOzZs3i6NGjfPPNNxQrVszpPXr44YdZvHgx8+fPv2P+aIqIiMiNs3nzZtq0acPw4cP54IMPcHd3JzQ09LLf3YYOHUqZMmUIDQ29BT29hbKmfl7tBmwFPr6obC8wIYf4+cAPF5WtAL668G+LzMR9aLZ6dyAGeDaXfjxC5gh9+avstw9gYmNjjYhcveTkZBMREWF2795t1q1bZ9LS0hx1X331lendu7d5/PHHTdOmTU2NGjWMl5eXufDfpomOjnbEjh492jz00ENm+PDhZvHixeb48eMmIyPjmvtnt9udXn/55Zdm4MCBZtu2bY6yZcuWGcBUr17dKfbdd981EydONEePHs3zcVNSUsyBAwfM999/b6ZMmWK6du1qGjdu7HROjz32mAHMuHHj8tR2eHi4CQkJMa6uro73EjBVq1Y1Y8aMMX/99ZdTfGpqqtPr//znPwYwnTt3dio/f/682blzp9N+bdu2NYsXL3aUnT592gQEBJhq1aqZt99+2/F51qlTx5w+fdqpvfnz5xvABAUFXZfPUkRE5HaUlJRk9u7da5KSkm51V/IsJCTEvPjii2bIkCGmWLFixt/f34wcOdIYY8zatWuNm5ub+eWXXxzxkydPNiVKlDARERH5Ot79999vRowYccW4H374wdx9991mz549BnD6fnMr5PYZx8bGZn2X8zF5zL0vt+Unge8MpAK9gOpkLlAXD1S4UP9F9mSezIXo0oFhwN0XfqYB92eLGXYhYe8A1AT+B0QA3hfqg4FBQB0y73vvBPwNfJeHfiuBF7kJ0tPTzZ49e8zChQudykNCQpySUcCULl3aPPLII+att94yKSkpN6xPp06dMvPmzTNz5851Kq9UqZIBzE8//eQoO3z4sJkzZ445dOjQNR+3Xbt2xtXV1YSGhjrK1qxZY4YNG2Z27NhxxaQ3JibGLF682HTv3t3pwsiwYcNy3W/lypWmbdu2Zvfu3Y6yxMREc/bsWae4Dz/80ADGx8fHnDx50hhjzPbt202ZMmUMYEqUKGHmzp1rSpUqZQBz//33m8TERMf+8fHxjn5t3br1qt8XERGRO0luyV18fLyJj493+k6QkpJi4uPjTXJy8mVjsw9epKammvj4+Evazik2r0JCQoyPj48ZNWqUOXjwoPn888+NZVmO705DhgwxFSpUMDExMWbXrl2mUKFCTgMD48aNM15eXrluWRcATp06ZQDz/vvvm+DgYOPn52eaNm1qNmzY4NSnyMhIExgYaLZt22bCwsKUwF/VTvA8EE7mFPXtQNNsdeuAORfFPwXsv5D47wOeuKjeAkZdGIlPBtYDNbPV1yNzynwMkHShrVFA4Tz0WQm8yC20a9cuM336dNO7d29z7733GpvN5khIS5Uq5fSHa9KkSWbixIlm9erVJiYm5ob0x263m8mTJ5snn3zSaabA1KlTDWAeeeSR63KcxMREp3Pr2rWr04j6G2+8YY4fP37Fds6fP2/mzJljWrZs6Ui2jTFmx44dTrMNcjJ69Gjj7+9vli1b5ihLSkoyr732mlmyZIlTbFRUlGnYsKEBjJeXl/nqq69MsWLFTHBwsDlz5oxTbJcuXQxgBg0adMU+iIiI3IlyS+6yvhNERUU5ysaOHWsA06dPH6fYwoULG8CEhYU5yt59910DmH//+99OsSVLljSA+fPPPx1lM2bMyHPfQ0JCzAMPPOBU1rBhQ8dgQkpKiqlbt67p1KmTqVGjxiV9Pnv2rDl06FCuW9bgwObNmw1gihcvbj777DOzY8cO8/LLLxt3d3dz8OBBY4wxGRkZpk2bNmbMmDHGGKME/nbelMCL/LMkJCSYTZs2mffee8/897//daorW7as00h9tWrVTNeuXc3UqVPNli1bbmi/5s6da/71r3859SklJcW0adPGTJs27ZKr4Xm1dOlS89RTTxkPDw/H+bm5uZk+ffrka9T/oYceMoDp1auXiYyMvGyM3W43DRo0MID58ssvc21v69at5o8//jDnz583Dz74oGMk/rvvvrvsH6UlS5YYwAQGBl5yO4OIiIgU/AT++eefdyp77LHHTM+ePR2v9+zZY2w2m6lUqZKJj4/P8zGy/PrrrwYww4cPdyqvVauWefXVV40xxrz33numcePGJj093RijBP623pTAixQM6enp5u233zZPPfWUqVChwiXT7hs1auQU/9VXX5k//vjjhvbp22+/NYAJCAhwWgPgWsTFxZl58+Y53Vrg4uJiunTp4jT1PTepqamO+92zpsK/++67l+1jUlKSmTNnTq7T9vft22eKFy9uihYtarZv327Onz/vSPyDgoKcpuBn3fKQnJxsfH19DeB0D5yIiIhkKuhT6F/rc0FqAAAgAElEQVR66SWnsvbt25sePXo4Xs+cOdPYbDZTtGhRc+zYMafYvEyhP3r06GUHGzp16uS4QNG+fXvj4uJibDabYwOMzWYz3bt3z/P5XS83M4G/8lLMIiI3kc1mY+jQoSxcuJDw8HCioqL44YcfGD16NI8++iitW7d2xCYkJNC1a1dq167N/fffzxdffHFDnhXfuHFj3nnnHYYPH+5YqR0yV7x/9dVXc31EX068vb3597//zbp169i4cSPt2rUjIyODr776ilq1avH444/z22+/5dqGm5sbX375Jb/++iv16tUjLi6OQYMG0aRJE44ePeoU6+HhQY8ePRxP5EhOTuaxxx5j/fr1jhg/Pz/uuusuYmJiaNWqFceOHWP58uVUqlSJsLAwunfvTnJyMkOHDqVt27YYYyhUqBAdOnQA4Ouvv87z+yAiInIn8/LywsvLy/H3GcDd3R0vLy8KFSp02djsK7K7ubnh5eWFh4fHVcVeb0eOHGHQoEHMnDmTRo0a0b17d8fjkwH69+/Prl27ct0aNGgAQMWKFSlTpgwHDhxwOsbBgwcdT/h5//33CQ0Ndez7ww8/ADB//nzGjRt33c/vH+l6XAUoCBsagRe57fz111+mZcuWxt3d3TEKXbJkSTN8+PBLVmq/3nbv3m0A4+rq6jTt7VpWY9+xY4fp2LGjsSzLcT6PPfaY08JxOUlPTzczZsxwjIYXKVLE/PbbbznGjxo1yjE9Pi4uzlEeGxvrGHUvU6aMOX78uNm5c6cpVKiQYwE9T09PA5h58+YZY4xZsWKFAYyfn991m6EgIiJyuyjoq9DnNAKfnp5ugoODzRNPPGGMMebkyZOmZMmSZtKkSfk+3rvvvmt8fHzMwoULzaFDh8yIESOMh4eHOXz48GXj78Qp9BqBF5ECq3z58vz000+cOHGC8ePHU65cOc6cOcOECRMICgpi4cKFN+zYVatW5ZtvvmH06NGUKlXKUd6nTx+6dOnC7t2789xm3bp1WbBgAXv37uWZZ57B1dUVy7Iuuap+OTabjb59+xIaGkqTJk2oWrUqtWvXzjF+6NChdOvWjcWLF+Pt7e0o9/HxYeXKldxzzz1ERETw2GOPUbVqVT744AMA3nnnHXr16gXAK6+8QmxsLA8++CAlSpQgKiqKdevW5fm8RUREpOAZN24c4eHhzJgxA4DSpUsza9YsRowYwa5du/LV5ssvv8zw4cMZNGgQ9957L6tXr2bVqlVUrlz5ena9QLNM5uj0bc+yLB8gNjY2Fh8fn1vdHRG5AdLT01m2bBkffvghGzdu5Pjx4/j5+QGZU7z8/PycktXrLS4uDn9/f5KTk1mzZg3Nmze/pvb27NlD0aJFCQwMBOD06dNERkZSq1atXPez2+2cOXMGf39/ADIyMjhz5ozjvchJWlqaY3pdeHg49913H6dPn6Zjx458/fXXPPXUU3z77bfUrl2bpKQkDh06xKuvvsqECRPo378/n3zyCX369GHmzJnXdN4iIiK3k+TkZMLCwggKCrqqi/JS8OT2GcfFxeHr6wvga4yJu9ZjaQReRG4brq6udOjQgdWrVxMeHu6UsPbp04fAwEBefPFF9u/ff0OO7+3tzcaNG5kyZYpT8r579+583Ztfo0YNR/IOMHjwYOrVq8f06dNz3c9mszmSd4CRI0dy77335npP/YkTJ6hTpw7ffPMNkHkf2uLFi3Fzc2PhwoV88sknfPzxxxQvXpw//viDxo0bA/Dee+9x8uRJOnfuDMCiRYtITU3N87mKiIiIyJUpgReR21JAQIDj3+fPnycyMpLz58/z4YcfUr16dVq2bMl3332H3W6/bse0LIv69eszaNAgR1lCQgJt2rShevXq7Nu3L99tp6WlER8fj91up169ele9X1JSEt999x2RkZGEhIQ4EvSLTZ8+nb179zJ06FBSUlIAeOCBB5g0aRIAgwYNIioqio8++ojBgwczdepUgoODSUpKYsyYMTRt2pTSpUsTHR3NqlWr8n2eIiIiIpIzJfAictvz9vZm7969rFq1ivbt2+Pi4sLPP//M448/TuXKlfnf//53w459+PBhLMvCsiyCgoLy3Y6bmxvffvstoaGh3HfffY7yvXv3ktutUJ6envz66688/PDDJCcn07lzZ7744otL4t566y2GDRvG+vXrnVa9femll3jkkUdISUmhc+fOPProo7zzzjsULVqUiRMnAjBv3jzi4+Pp2LEjkLkSrIiIiIhcf0rgReSOYFkWDz30EEuWLOHIkSMMGzaM4sWL89dffzklwNdzRB7g3nvv5cCBAyxbtszpnqgpU6YQERGR5/ay3/+e9eiVLl26kJCQkOM+3t7efPfdd/Tu3ZuMjAyeeeaZS+5Tt9lsTJw4kXLlyjmVW5bF7NmzKVOmDPv37+f//u//HHVNmjRh7Nix7Nu3D19fX55++mkAlixZQlJSUp7PTURERERypwReRO44FStWZOLEiZw4cYLPP/+cp556ylH37rvvEhwczNy5cx1Tya+Vl5cXNWrUcLxesWIFr7zyCrVq1SI+Pj7f7f7555+kpaUxf/58GjduTFhYWI6xNpuNGTNm8MILL2CMoV+/fnz44Yc5xm/dupV+/fqRkZFByZIlmTt3LpA51X7Dhg2Eh4cTEhLC3LlzHWsNNGrUiPLly3P+/HlWrFiR7/MSERERkctTAi8idyxPT0+6d+/umDJujOHTTz9ly5YtdOvWjXLlyjFixAhOnDhxXY/r7+9PcHAwvXv3pkiRIvlu5z//+Q9r1qzBz8+PP/74gwYNGrB69eoc411cXPjggw945ZVXAHI8dkxMDK1atWLmzJl89NFHADRv3pznn3+eIUOGUL9+fYoWLcrevXsJDw9nx44dAERFRdGpUydA0+hFREREbgQ9Rk5EJJtTp04xc+ZMpk+fzt9//w1kjl4//vjjvPjii4SEhFyX4xhjSE1NdVw8OH78OD179mTChAk0bNgwT20dP36cJ554gt9//x0XFxcmT57Myy+/jGVZOR5727ZtTvfSX2z27NksX76czz77zPH/TGOMU5s///wz1atXx9vbm6effpr169fz3Xff0bJlSzw9PYmKirqmCxQiIiK3Az1G7vanx8iJiNwi/v7+jBgxgrCwML755huaNWuG3W5n0aJFV3x8W15YluW0WNybb77J6tWrHdPW86JcuXJs2LCBHj16kJGRweDBg+nevXuOtwBYluWUvJ89e5bNmzc7xfTs2ZOFCxc6XfDMnrwbY6hXrx6BgYF4e3tz5swZEhMTWbt2LVWqVCEpKYlly5bl6TxEREREJHdK4EVELsPNzY0nn3yStWvXsnv3bvr378/AgQMd9WfPnuXzzz/PdQX4vBg7diy9evViwYIFuLjk/X/NHh4ezJ49m/feew+bzcbcuXNp3779FReTO3nyJA888ACtWrVi+/btTnXZE/atW7c6Lizs37+ff/3rX7Rv394xKv/EE08A8NFHH9GhQwdA0+hFRERErjcl8CIiV1CzZk2mTZtGcHCwo2zAgAE888wzPProo5w8efKajxEYGMinn35K1apVHWXff/89e/fuveo2LMti4MCBrFy5ksKFC/Pjjz/yyCOP5LpCfbFixQgICCA+Pp527dpx7NixS2KGDx9Oo0aNeO+994DMRfl27drFzp07OXDgAK+88grDhw+nRIkSxMbG4ubmBmQu1hcTE3PV/RcRERGR3CmBFxHJI2MM9evXx93dneXLl1OjRg2+/vrr63qMPXv28PTTT3PfffcRGhqap30feughVq5cSZEiRVizZg1t27bl/Pnzl4318PBgyZIl3HvvvURFRdG+fftLEv6KFSsCmffaQ+aU/a+//pqDBw9y9913O6bjJyYmArBw4ULuueceUlNTWbJkSZ76LiIiIneuGTNm0KxZM3x8fLAs65KBgPDwcHr37k1QUBCenp5UrlyZkSNHkpqa6hT3448/0qhRI7y9vSlVqhRPPvlkrk/rKUiUwIuI5JFlWfzf//0fO3bsoF69ekRHR9OlSxc6d+7MmTNnrssxSpUqxX333UejRo2cHkF3tZo0acKqVavw9fVlw4YNTJs2LcdYHx8fvvvuO0qVKsWuXbvo2bOn060B/fr1Y+vWrUyZMsVR9thjj1GmTBkAnnrqKe666y6SkpLw8PDg0KFD1K1bF9A0ehEREbl6iYmJtGnThtdee+2y9fv37ycjI4NPPvmEPXv28O677zJ9+nSn+KNHj9K+fXtatGjBrl27+PHHHzlz5ozjdr8CzxhzR2yAD2BiY2ONiMj1kpqaakaNGmVcXV0NYPz9/c22bduuS9tpaWkmJibG8TojI8OcO3cuT238/vvvZuDAgcZut18x9pdffjFubm4GMGPGjLnqY6xfv95MnTrVAMbT09MApnXr1gYwNpvNnD59Ok99FhERuZ0kJSWZvXv3mqSkpFvdlTwLCQkxL774ohkyZIgpVqyY8ff3NyNHjjTGGLN27Vrj5uZmfvnlF0f85MmTTYkSJUxERMQ1HXft2rUGMNHR0VeMnTRpkgkKCnK8XrhwoXF1dXX67rN06VJjWZZJTU29pn7lJLfPODY21gAG8DHXIa/VCLyIyDVwc3Nj5MiRbNmyhXvuuQc3NzeqVKlyXdp2dXXNeuwIAJMnT6ZWrVqXrBifm/r16/Pee+85FsZLS0vj3Llzl41t0qSJ47nvn376KfHx8ZfExMTE8Pzzz/PHH38A8MYbbxASEsLOnTupXLkySUlJdO7cmSVLllCvXj3sdjuLFy++6v6KiIjcSRISEvK8paenO/ZPT08nISHhkkVrc9o3Pz7//HO8vLzYunUrkyZNYvTo0axatYpmzZrx8ssv061bN2JjYwkNDeX1119n5syZBAQEADB+/HiKFCmS67Zhw4b8v4FAbGwsxYsXd7xu0KABNpuN2bNnY7fbiY2N5csvv6RVq1aOdXoKtOtxFaAgbGgEXkRusKyrr1kyMjLM9u3br0vbKSkppmbNmgYwH3/8cb7aSE9PN08//bSpUaOGiYyMzDHugw8+MKdOnbpsXe/evQ1gGjdubDIyMszmzZsNYFxcXMyYMWMMYEqXLm2Sk5PN22+/bQDTvHnzfPVXRETkdpDb6CyZI7N52hYsWODYf8GCBQYwISEhTu2WLFnysvvmVUhIiHnggQecyho2bGiGDRtmjMn8flK3bl3TqVMnU6NGDdOnTx+n2LNnz5pDhw7luiUmJl5y3KsdgT98+LDx8fExM2fOdCpfv3698fPzMzabzQAmODj4qkbz80sj8CIiBZCHhwfVq1d3vJ4zZw7169dnwIAB+b7qncXd3Z1NmzYxbdo0+vfvn682Tp48yS+//MKBAwfYunVrjnEDBgzAz8/vsnWjRo3ivvvuY9y4cViWRaNGjejQoQMZGRn89ttvlC1blsjISObOnUvHjh0BWLdu3XVZqV9ERERuvtq1azu9DggIICoqCsj8fjJ37lwWLVpEUlISU6dOdYotXrw4VapUyXXz9PTMV78iIiJo06YNHTt2pE+fPo7yyMhI+vTpQ48ePdi2bRvr16/H3d2dp556Kmtgt0BTAi8icoMcOHAAyHw2+r333suvv/56Te15e3vTv39/x/PZU1NT6du3L0ePHr2q/cuWLcv69etZuXIljz322FXt88UXXzBixAinNrZs2UKzZs0cZePHj8fFxYVly5bRvn17AN58803atGlDhQoVMMawcOHCqzxLERGRO0d8fHyetw4dOjj279ChA/Hx8axYscKp3fDw8Mvumx8XTzu3LIuMjAzH602bNgFw7ty5S27Tu1FT6CMiImjevDnBwcHMmDHDqe6jjz7Cx8eHSZMmUbduXZo2bcrcuXNZvXp1rgMYBYXrre6AiMjtauLEiTz44IP06tWLI0eO0KRJE4YMGcJbb72Fh4fHNbc/cuRIZs2axerVqzlw4MBV3deVdbU7S0xMDL6+vo6LAtnt3LmTHj16ANCwYUNHcp49NikpibvvvptevXoxa9YsduzYgY+PDxEREQD4+/sD8PXXXzNw4MD8n6yIiMhtyMvL65r2d3V1xdX10pTuWtu9WkeOHGHQoEHMnDmTBQsW0L17d1avXu1Ye6d///506tQp1zYCAwPzdMy///6b5s2bU79+fWbPnu04VpbExERsNptTWdbr7BceCiqNwIuI3EAtW7Zk9+7d9OjRA2MMkyZNokGDBuzateua237hhRdo3Lgx77//fr4WZdm/fz9169ZlzJgxl62vW7cugwYNAuCZZ57h2LFjTvXffPMNlStX5ueff2bkyJEUKlSIzZs306ZNGwBcXFw4deoUlmWxefPmq54pICIiIv98drudbt260apVK3r27Mns2bP5888/eeeddxwxeZ1CHxkZya5duzh8+DAAu3fvZteuXY6R/YiICJo1a0a5cuWYPHkyp0+fJjIyksjISEcbDz/8MNu2bWP06NEcOnSIHTt20LNnTypUqOB4zG1BpgReROQGK1q0KHPmzGHJkiX4+fmxd+/efE9jy65s2bJs2LCBRx55xFGWl3vtf/31V8LDwxk5ciRz5sy5bMzEiRNp2LAhMTEx9OzZ0+nK9S+//MLJkyeZMmUKZcuWpW/fvkDmtD1XV1dHbNb99F9//XVeT1FERET+ocaNG0d4eLhjCnvp0qWZNWsWI0aMyPdAxfTp06lbt67jO0XTpk2pW7cuS5cuBeCnn37i8OHDrFmzhrJlyxIQEODYsrRo0YL//e9/LFmyhLp169KmTRsKFSrEypUr832//T+JdTvcyH81LMvyAWJjY2Px8fG51d0RkTvUmTNn+PHHH+natauj7Pz583h7e19z26dOnaJ58+b8+9//drpvPTevvfYaEyZMwNXVleXLl9OqVatLYg4ePEidOnUci9O89NJLQOb0+5kzZ/Liiy/i4eHB33//TaVKlUhNTaVVq1b89NNPQOa0Nbvdzj333MOff/552en6IiIit6vk5GTCwsIICgq6LrfQyT9Pbp9xXFxc1mOBfY0xcdd6LI3Ai4jcRCVLlnRK3g8cOECFChWYPHkydrv9mtpeunQp+/bt45NPPiE6Ovqq9hk3bhxdu3YlPT2dJ5988rJXzKtVq8bkyZMBePXVV9m3bx+QObNgyJAhjj9UgYGB9OvXD4Do6Gh27NhBcHAwdrsdm83G3r172b179zWdo4iIiMidTAm8iMgtNHv2bKKjoxkyZAjNmjXjyJEj+W6rb9++fPjhh6xdu5ZixYpd1T6WZfHZZ5/RvHlz4uPjadeu3SX3ugM899xztG7dmpSUFFavXn3Ztvbt28err76Ku7s727ZtIyYmxvHIO3d3dwD+97//5fPsREREREQJvIjILTRhwgRmzZpFkSJF2LhxI7Vr12batGn5fk7pCy+84LTKfERExBXbcnd3Z/HixdSoUYOTJ0/yyCOPXHIvfVaiv3r1agYMGOBUl5SURNu2balVqxZxcXGOUfhRo0bRsWNHOnfuzODBgwH46quvbosVYEVERERuBSXwIiK3kGVZ9O7dm927d9O8eXMSExN5/vnnad26NcePH7+mtnft2kXNmjV5/fXXr5jEFy1alBUrVuDv78/u3bt59tlnL9mnTJkyNG/e/JJ9PT09cXd3x8XFhS1btvDqq6/i4eFBiRIlGDVqFN9++y3+/v74+Phw7Ngxx/NiRURERCRvlMCLiPwDVKxYkZ9//pn3338fT09PVq1axeeff35NbW7ZsoXo6GjWrl1LcnLyFePLlSvHggULsNlszJs3j48//jjH2MOHDzNgwADS09MBeO+999izZw89e/YkMDCQsLAwFi9eTEBAAKmpqWzbto0OHToAmkYvIiIikl9ahV5E5B/m4MGDTJ48mY8++ihfz3fPbv78+bRp0yZr9dOrMmXKFF555RXc3NxYv349wcHBTvWpqakEBQURERHBpEmTGDJkSI5txcbGsn//fooXL86rr77K4sWLKVmyJBEREdd8biIiIgWBVqG//WkVehGRO1i1atWYMWOGI8FNTU2lZcuWfPPNN3luq3Pnzk7J+65du644nX7QoEE89dRTpKWl0bFjR6Kiopzq3d3dGTt2LABvvvkmhw8fdqr/+++/2bJlC5D5qLl9+/axZcsWFi9ejIuLC2fOnOHnn3/O87mIiIiI3OmUwIuI/MNNmzaNn3/+mY4dOzJs2LB8L3C3aNEiGjRowKBBg3JtI2vBurvvvpvq1avj4nLpn4pnnnmGhx56iOTkZPr27etob82aNVSpUoWuXbsSFhZGlSpV6N27N3Xq1MHHx8exgJ2m0YuIiIjknRJ4EZF/uOeee47hw4cDMGnSJPr27eu49zwvzp07h91uJzo6+ooXAby9vVmzZg0rV66kZMmSl9RblsUnn3xC4cKFWbduHZ9++ikA999/P76+vpQpUwZ3d3datmxJixYt+Prrr0lMTHTs/+233zq9FhEREZErUwIvIvIP5+7uzvjx4/n0009xcXHh008/pXPnzle1MF12ffv2Zc2aNXz22WeXHVW/WEBAADabzfH64lXxK1WqxJgxYwAYOnQop0+fxsvLi23btvHLL78QGBjI4sWLWbVqFY0bN3a66JCQkMCyZcvy1H8RERGRO50SeBGRAqJXr1588803jue2P/zww5w/fz5PbTRv3twpKf/++++v+Fz2lJQU+vfvT40aNTh48KBT3cCBA7n33nuJjo5mypQpQOZq9pZlATgWcmnbti2VK1d22lfT6EVERCTLuXPnePHFF7nrrrsoXLgw5cuXZ+DAgcTGxjrFWZZ1yTZ9+nSnGGMMkydPplq1ahQqVIhy5coxfvz4m3k6N4wSeBGRAqRDhw6sWLGCIkWKsGPHDk6cOJHvtsaMGcOjjz7Kc889l+uUehcXF/bs2UN8fDzr1q1zqnN1dWXatGmMHTuWUaNGOdWlpqYyc+ZMzp49y+nTpwkKCnKq/+GHHzh37ly++y8iIiK3j4iICCIiIpg8eTK7d+9mzpw5rFy5kt69e18SO3v2bE6ePOnYevTo4VT/0ksvMWvWLCZPnsz+/ftZtmwZ99133806lRvK9VZ3QERE8qZFixasXbuWtLQ0qlevnu92KlasiM1mo3z58rnGubm5sWDBAv744w9at259SX1wcPAlj5oD6NixI0uXLiU8PJwVK1awc+dObDYbdrudokWLEhMTw6JFi+jbt2++z0FERERunGbNmlG7dm08PDyYNWsW7u7u9O/fn1GjRrFu3TpatWrF6tWradKkCQDvvPMOEyZMYPfu3QQEBOTpWDVr1mTRokWO15UrV2bcuHH85z//IT09HVfX/5+6Fi1alNKlS1+2nX379jFt2jT+/PNP7rrrrnyc9T+bRuBFRAqgBg0aOCXNGzduZP/+/Xlqo1u3bhw6dIjXX3/dMeU9JwEBAZdN3i+WlpbG77//DkDPnj3x9/d3TIGDzPv5Acd0ek2jFxGRO1lCQkKO28Vr3eQWm5SUdFWx+fH555/j5eXF1q1bmTRpEqNHj2bVqlU0a9aMl19+mW7duhEbG0toaCivv/46M2fOdCTv48ePp0iRIrluGzZsyPHYsbGx+Pj4OCXvAAMGDKBkyZI0bNiQ6dOnO90OuGzZMipVqsT3339PUFAQFStWpE+fPrfNrD8rv48jKmgsy/IBYrN+CUREbhehoaE0bdoUNzc3Vq5cSYMGDfLVjt1u58iRI1SrVi3XuMOHDzN48GBmzZqFn5+fozwyMpJWrVpx9OhRDhw4QJkyZUhOTsbT05PU1FSCgoKIiIgAoFChQqSkpGBZFseOHaNs2bL56rOIiMg/XXJyMmFhYQQFBTnWhsmS2wX0du3asXz5csdrLy+vHJ/gEhIS4nSbW6lSpThz5swlcXnN/Zo1a4bdbndKsu+77z5atGjBxIkTSU1NpVGjRlStWpU9e/YQHBzMzJkzHbHnzp27YuIcGBiIp6fnJeVnz56lXr16dOvWjbFjxzrKx44dy4MPPoinpyerV6/mzTffZPjw4YwYMQKA/v37M2fOHOrUqcN///tf7HY7gwYNolixYqxZsyZP53+1cvuM4+Li8PX1BfA1xsRd67E0Ai8iUsCVKVOGatWqcfbsWZo3b56vP07x8fE8/vjjNGrU6JKF6rIzxtCtWzeWLVtG7969nb4I+Pn54e3tTUJCAsOGDcOyLMcfZHd3dwYMGABkLmyXkpJC6dKlMcYwf/78PPdXREREbo7atWs7vQ4ICCAqKgrI/Ps+d+5cFi1aRFJSElOnTnWKLV68OFWqVMl1u1zyHhcXx8MPP8w999zDyJEjnepGjBhBcHAwderU4ZVXXmH06NH897//ddRnZGSQkpLCF198QZMmTWjWrBmffvopa9eu5cCBA9frbblllMCLiBRwpUqVYs2aNbRo0YL4+Hjatm3L4sWL89SGzWbj9OnTJCUl5ZrAZz3/3d3dne+//55PPvnEUefi4sL777+PZVnMmzePX3/91VG3efNmihQpgqenp2NKYGRkJABfffVVnvoqIiJyu4iPj89xy34/OEBUVFSOsStWrHCKDQ8Pv2xcfrj9P/buPb7H+v/j+OPa0WyMtdjkMKecxyKMypTN+Vwrh4mco6EQOeQ0CVOIZCq+oXKOyNmKSMLmrMKiMmJsxsYOn98fy/XzsZHNYWzP++32udn1vl7Xdb3fn/0xr+t9sre3OjYMw2rI+vbt24GMe9uzMoT+0qVLNGrUCBcXF5YvX57u+TerXbs2cXFxnDlzBkh7wWBnZ2c1ovD6mkEnT57MZOsfPkrgRURygHz58rFmzRratGnDtWvXeOmll/j000/v+HonJye++eYbvv/+e5o1a3bbWG9vbyZMmADAm2++aTX3vnr16uZqscHBwaSkpPDTTz9Rp04dhgwZQmBgIIDVVna7d+/OEW/ERUREMsvZ2fmWn5uHYt8u9u8sLewAACAASURBVOZe7FvF3WvHjh1jwIABhIWFUbt2bTp16mSV3Pfq1YuIiIjbfm6c+hcXF0dAQAAODg6sXLky3XeQkb1795InTx4KFCgAQN26dUlOTubYsWNmzPXOiRIlStyrpmcbJfAiIjmEo6MjixYtolu3bqSmptKtWzdWrlx5x9cXLlzYaouVK1eu3HKuXL9+/WjQoAEJCQl06NCBa9eumedCQkJwdXVlz549fP7559SqVYu6devSrl07unXrBqTNt7+ReuFFREQeLSkpKQQFBREQEECXLl34/PPPOXDgAKGhoWZMZobQX7p0iYCAAC5fvsynn35KXFwc0dHRREdHm/9vWLVqFWFhYRw4cIBjx44xZ84chg0bRo8ePXB0dASgQYMGPPXUU7z22mvs3buX3bt307NnT/z9/f9znZ9HgRJ4EZEcxNbWltmzZzNkyBACAgJo1KhRlu5z6tQpateubbVozI1sbGyYN28ebm5u7Nmzx2p+WqFChczjd955h9jYWMLDw5kzZw7PPPMMTZs2TXe/BQsWZHphHREREck+ISEhREVFMXv2bAA8PDyYM2cOw4cPJyIiItP32717Nzt37mT//v2UKVMGT09P83Pq1CkgbTj/zJkz8fX1xdvbm6lTpzJmzBirlwY2NjasWrUKd3d3nnvuOZo2bUqFChX46quv7k3Ds5lWoRcRyaGSkpLMeWOpqamkpqam24blVubOnUuXLl3w8PDg8OHD5rC0my1btoy2bdtiGAZbtmyhXr165rO9vb0pVKgQ8+bNw8vLy7xm06ZNNGjQAFtbW5ydnYmLS1uQddeuXVleQV9ERORhdbsVyiVn0Cr0IiJy164n7xaLhf79+xMYGJhuT9lb6dy5Mx988AE7d+68ZfIO0KZNG1577TVzdfqLFy+azw4PDyc8PNwqeT9z5gxr1qyhYsWKpKSk8NRTT5nn5s+fn4VWioiIiOQeSuBFRHK4o0eP8sknn7B8+XKaNGli9nj/l/79+1O8ePH/jJs6dSqlS5fm1KlTvPXWW2Z54cKF0+1v26FDB6ZMmWLu+3748GHz3JdffklycvId1U1EREQkN1ICLyKSw5UvX561a9eSL18+tmzZwvPPP88///yTqXvs2rWL+vXrc+HChXTnXFxcmDdvHoZh8Nlnn7F+/Xqr8xcuXGDgwIH89NNPvPXWW9SuXZs+ffpQqFAh8ubNS1BQEA4ODpw9e5aNGzfeVVtFREREcjLNgRcRySV2795No0aNOHfuHOXKlWP9+vV31MOekpJCxYoV+fXXX+nduzczZ87MMK5fv35MmzaN4sWLc+DAAfLlywdA3759mTFjBnXq1GHr1q0YhoFhGPz2228AVivCdujQQUPpRUQkR9Ec+JxPc+BFROSeq169Otu2baNYsWIcPXqUunXrWg1hvxVbW1sWLVpEYGAg77///i3jxo8fT6lSpWjWrJnV0PmhQ4fi5OTE9u3bWbFihXmubNmylC1blv79+zNs2DAgbVG8+Pj4u2ypiIiISM6kBF5EJBcpV64cP/74I+XLl+fvv//myJEjd3Rd1apV+frrr81e9Yw4OzsTGRnJjBkzcHFxMcufeOIJc278kCFDSEpKIikpiblz5zJ37lzee+89UlJSsLGxISEhgRUrVtxdI0VERERyKA2hFxHJhc6dO8fWrVtp3bp1lq5fsmQJhmHQtm3bW8akpqaSnJyMg4MDly5dokyZMpw9e5bp06fj5uZGhw4dcHd3xzAMYmJiSElJAeD5559n06ZNWaqXiIjIw0ZD6HM+DaEXEZH7yt3d3Sp5P3nyJN98880dXbtx40ZeeuklOnbsyMGDBzOMOX78OA0aNGDo0KEA5MuXj1GjRgEwevRoAgICqF27NoMGDeLJJ5+kcOHCZu/+li1bOH369F20TkRERCRnUgIvIpLLxcTE4O/vT5s2bQgLC/vP+Pr169O0aVN69OhB+fLlM4w5cuQIW7ZsYfbs2Zw7dw6Abt26Ua5cOc6dO8eHH37I9u3bGTx4MIsWLWLDhg1cunQJSNu3/quvvrp3DRQRERHJIZTAi4jkcq6urvj5+ZGamkqPHj2YMGECt5teZWtry/Lly5k6dSq2trYZxjRp0oRJkyYRERGBu7s7APb29kyaNIlu3brx+uuvm4vZFSlShIoVK1K7dm3z+jlz5tzDFoqIiIjkDErgRURyOVtbW2bNmmUOdx86dCiDBg26bRJvb29v/myxWPjll1/SxQwcOJDSpUtblTVv3pywsDCKFClilv3888/07t2bXr16mWWHDh3i0KFDWW6TiIiIPHr8/PzM7Wavf1555RWrmJCQEOrUqUPevHkpUKBAuntERkbSrl07ihUrhpOTExUqVGDq1KkPqgn3nRJ4ERHBMAzGjx/P5MmTAQgNDeW1114jOTn5ttclJyfTvn17atasycaNG28Zt3XrViIiItKVx8TE0LhxY2bNmsXgwYOtzn3xxRdZaImIiIg8yrp3787p06fNzyeffGJ1/tq1a7z00kv07t07w+t3797N448/zvz58zl48CDDhg1j6NChfPTRRw+i+vedEngRETG99dZbzJ07F1tbW+bOncs777xz23g7OztcXFywtbXl2LFjGcbMnTuX5557jq5du5ovBE6cOEGLFi14+eWXeeutt+jcuTO+vr5W1y1cuJDU1NR70zARERHJND8/P4KDgxk8eDBubm54eHiYi9KGh4fj4ODA1q1bzfjQ0FDc3d3vajHavHnz4uHhYX7+XcHdNHr0aAYMGECVKlUyvP61115j2rRp1KtXj1KlStGxY0e6dOnCsmXLslynh4kSeBERsfLqq6+ybNkyKleuzJtvvvmf8dOmTWP79u307Nkzw/ONGzemQIEC7NmzhxkzZpjl69atY+PGjdSqVYvPP/883cuCkydPsm3btrtrjIiIyEPs8uXLXL582Wra2rVr17h8+TJXr17NMPbGl9tJSUlcvnyZxMTEO4rNinnz5uHs7MzOnTuZOHEiY8aMYcOGDfj5+dG/f3+CgoKIjY0lMjKSYcOGERYWhqenJwDjx4/HxcXltp8bXwAALFiwAHd3dypVqsTAgQPNRW7vRmxsLG5ubnd9n4eBEngREUmnRYsW7N27Fw8Pj/+MdXJy4umnnzaPb547X7hwYSZMmADA8OHD+fPPPylZsqQ55/2dd97BYrFQs2ZNatasaXWthtGLiEhOdj2Jvb5jC8CkSZNwcXGhb9++VrGFChXCxcWFkydPmmUzZszAxcWFrl27WsV6eXnh4uLC4cOHzbK5c+dmqY7e3t68++67lC1blk6dOlGjRg02bdoEwLhx43Bzc6NHjx506NCBoKAgq21qe/XqRURExG0/NWrUMOM7dOjAl19+SXh4OCNGjGDp0qW0adMmS/W+bseOHSxatOiWHQ2PGiXwIiKSITs7O/PnhQsXmkPmbic6OpoXXniBlStXWpV3794dX19f4uPj6d+/P5CWuOfNm5eff/6ZlStXEh0dne6Fwfz589P1KoiIiMiD4+3tbXXs6enJ2bNnAXBwcGD+/PksXbqUhIQEPvzwQ6tYNzc3ypQpc9uPk5OTGd+9e3caNGhA5cqVeeWVV1iyZAkbN25kz549War7wYMHadmyJSNHjsTf3z9L93jYKIEXEZHbOnjwIB07dmT06NFMnz79trEzZsxgy5Yt9O3bl2vXrpnlNjY2zJo1C1tbW5YuXcrq1aspXLiwmcwPHz6cQYMGsXLlShwcHMzrEhMTWb169f1pmIiISDaLj48nPj7e3HIVYNCgQcTHx6dbdO3s2bPEx8dTvHhxs6xPnz7Ex8fz6aefWsVGRUURHx9PhQoVzLLOnTtnqY437jwDaQvf3jg0f/v27UDawrQxMTFWsVkZQn+jp556Cnt7e3777bdM1/vQoUM8//zzdO/eneHDh2f6+oeVEngREbmtSpUqMXr0aAD69evH119/fcvYESNG0KVLFzZs2GCViEPaG/wBAwYAaf/huHz5MgMHDqRAgQIcOHCAChUq4OvrS6tWrayuyymrxoqIiNzM2dkZZ2dnDMMwyxwcHHB2dsbR0THDWBub/0/h7O3tcXZ2Jk+ePHcUe68dO3aMAQMGEBYWRu3atenUqZNVcp/ZIfQ3O3jwIElJSeac+jt18OBB6tevz6uvvkpISEiW2/cwUgIvIiL/afjw4fTp0weLxUJQUBAbNmzIMM7BwYHPPvuMcuXKZXh+1KhRFC9enD/++IMxY8ZQsGBBBg0aBMD69evZvn07U6ZMwdbW1rzm+++/5/z58/e+USIiIpJlKSkpBAUFERAQQJcuXfj88885cOAAoaGhZkxmhtAfO3aMMWPG8MsvvxAVFcWaNWt46aWX8PHxoW7duuY9T548SUREBCdPniQlJcV8ERAfHw/8f/Lu7+/Pm2++SXR0NNHR0fzzzz8P9gu6T5TAi4jIfzIMg6lTp/LSSy+RlJREmzZt+OWXX/7zuiNHjvDtt9+ax87OzmaP+pQpU9i/fz/BwcFMnz6dtWvXAvDEE0/Qtm1b8xqLxcLChQvvcYtERETkboSEhBAVFcXs2bMB8PDwYM6cOQwfPpyIiIhM38/BwYFNmzbRsGFDypUrR3BwMAEBAWzcuNHqxf7IkSPx8fHh3XffJT4+Hh8fH3x8fMz/lyxevJh//vmHBQsW4OnpaX5uXHD3UWbcvFpwTmUYRn4gNjY2lvz582d3dUREHklXr16lSZMmbN68mccff5yIiAiKFCmSYWxkZKT5xnzXrl1W8/DatGnD8uXLqVOnDlu3brUa4peUlMTo0aOthryVK1eOI0eO3KdWiYiI3D+JiYmcOHGCkiVLphvqLjnD7X7HcXFx1/eyd7VYLHF3+yz1wIuIyB1zdHRk+fLlPPXUU7z22mu3nZNWuXJlatasydNPP03BggWtzk2bNg0XFxe2b99utfBOSkoKM2fOJCQkxOpt+9GjRzl+/Pi9b5CIiIjII0QJvIiIZEr+/PnZunUrEyZMsFp052a2trYsW7aMDRs2pNsermjRoowZMwZIGwp39epVoqKiqFKlCmPHjqVWrVrmYnbXn7FgwYL71CIRERGRR4MSeBERybS8efOaPycmJjJ69OgM92svUKCA1X7yNy5G98Ybb9C7d2+2bNmCo6MjRYsWJTk5mfPnz9O0aVP+97//MW7cONzc3ACYO3cuuWXal4iIiEhGlMCLiMhdefnllxk1ahTt27cnJSUlwxiLxUJoaCheXl7s3bsXADs7O2bOnEn58uXN47FjxwIwefJkEhISGDZsGKVKlQLg+PHjd7RwnoiIiEhOpQReRETuyoABA8y58b17986wl9xisRAeHk58fDxffvllhvfZt28frVu3pmrVqsTFxTFx4kR27dpFtWrVaNmyJYDV1jQiIiIiuY1WoRcRkbu2bNkyXnzxRSwWCyNGjDDnt98oJiaGb775hs6dO6ebO//OO+8wYcIEpk6dSqlSpWjWrJm5imtiYiIuLi7Ex8fj6OhIXFwcDg4OD6RdIiIid0ur0Od8WoVeREQeKW3atOHjjz8GYOzYseZe7zdyc3OjS5cuGS58V7x4cSwWC4cPH6ZJkybUqVOHxMREypcvT/369YmPjwfStrFbtmzZ/W2MiIiIyENKCbyIiNwTPXv2ZPTo0QAEBwezaNGiW8Zeu3aNYcOGcfjwYQC6d+/Ojh07mDlzJoZhmD34BQsWZN26dYwePdrcK378+PH3uSUiIiIiDycl8CIics+MGDGC119/nQIFClCsWLFbxg0ePJjx48fTsWNHUlJSsLW1pXbt2ub5559/nu3bt7Np0ybs7e0ZOXIk7u7uAOzfv99qNXsRERGR3EIJvIiI3DOGYTBt2jT27NmDr6/vLeMGDx5MuXLlGD58OLa2tlbnTp06xTvvvEPNmjXN4fZnzpzB29vbjPnwww/vTwNEREREHmJK4EVE5J6ytbXFy8vLPN67dy+///67VUyRIkU4ePAgrVu3tiq/du0atWvXZsKECcyZMweACxcu4O/vz8aNG824mTNn3r8GiIiISLaYPXs2fn5+5M+fH8MwuHjxYrqYCxcuEBQUhKurK66urgQFBVnFhYeH07JlSzw9PXF2dqZatWosWLDgls/86quvMAyDVq1a3Zc23WtK4EVE5L7Zvn079erVo2HDhkRHR1udu7Hn/fLly8TGxuLg4MDbb78NpK1Mf+DAAby8vDh06BBly5Y142NiYsz58yIiIpIzXLlyhUaNGvHOO+/cMqZ9+/ZERESwdu1a1q5dS0REBEFBQeb57du34+3tzdKlS9m3bx+vvfYanTp1YtWqVenu9ccffzBw4ECeffbZ+9Ke+0EJvIiI3DelS5emUKFCHD9+nEaNGhEbG5suZs+ePfj4+NCjRw8sFguvv/46VapUISYmho8++oinn36alJQUnnvuOcqUKWNe98knnzzIpoiIiOQ6fn5+BAcHM3jwYNzc3PDw8GDUqFFAWk+3g4MDW7duNeNDQ0Nxd3fn9OnTWXpe//79GTJkiNW6ODc6fPgwa9euZc6cOfj6+uLr60tYWBjffvstR48eBdI6AMaOHUudOnUoXbo0wcHBNGrUiOXLl1vdKyUlhQ4dOjB69GhKlSqVpfpmByXwIiJy3xQuXJj169dTuHBhIiMjadWqFYmJiVYxycnJHD9+nB9//JEzZ85gZ2dnbkM3e/Zs2rVrB8C8efPo0qWLed3nn39OSkrKg2uMiIjIPXb58uVMf5KTk83rk5OTuXz5MgkJCXd036yYN28ezs7O7Ny5k4kTJzJmzBg2bNiAn58f/fv3JygoiNjYWCIjIxk2bBhhYWF4enoCaTvHuLi43PZz4wuA/7Jjxw5cXV2pVauWWVa7dm1cXV3Zvn37La+LjY3Fzc3NqmzMmDE8/vjjdO3aNZPfSPZSAi8iIvdVqVKlWLt2Lfny5SM8PJwOHTpYJd41a9Zk8eLF7Nu3Dw8PDwCee+45OnTogMViISwsjAYNGpCcnMyhQ4ewt7cHIC4ujpUrV2ZLm0RERO6F/0puM/rc2JO8fPlyXFxcaNy4sdV9vby8Mrw2K7y9vXn33XcpW7YsnTp1okaNGmzatAmAcePG4ebmRo8ePejQoQNBQUFW69v06tWLiIiI235q1Khxx3WJjo6mUKFC6coLFSqUbqredUuWLGHXrl1WnQA//vgjn376KWFhYXf87IeFEngREbnvqlWrxjfffIODgwPLli2jT58+WCwW83zr1q3TvRmfOHEiLi4u7Ny501zRfuHChSQlJZkxQ4cOfTANEBERyaVu3AUGwNPTk7NnzwLg4ODA/PnzWbp0KQkJCel2iXFzc6NMmTK3/Tg5OWWqPtd3qLmRxWLJsDw8PJzOnTsTFhZGpUqVALh06RIdO3YkLCzM3KL2UWKX3RUQEZHcoX79+ixcuJCXXnqJEydOcO3aNRwdHdPFbd68mUOHDtG3b19GjBjB22+/zZw5c/D392fDhg04OTmZQwWPHj1KXFwc+fPnf9DNERERuWvx8fGZvubGv52tW7cmPj4eGxvrftmoqKi7rZrp+si36wzDIDU11Ty+PnQ9JiaGmJgYnJ2dzXPjx49n/Pjxt73/d999d8eLyHl4eHDmzJl05f/88w+FCxe2Kvv+++9p3rw5U6ZMoVOnTmb5sWPHiIqKonnz5mbZ9fbY2dlx9OhRSpcufUf1yQ5K4EVE5IFp27Yt69ato169ejg4OKQ7v2fPHl544QVsbW2pVasW/fr145NPPuH48eM0bNgQOzs72rdvz+7du4mIiABg7NixTJo06UE3RURE5K7dmOxmhZ2dHXZ26VO6u73vnTp27BgDBgwgLCyMRYsW0alTJzZt2mS+UOjVqxeBgYG3vccTTzxxx8/z9fUlNjaWn3/+mZo1awKwc+dOYmNjqVOnjhkXHh5Os2bNeP/99+nRo4fVPcqXL8/+/futyoYPH86lS5eYOnUqxYoVu+P6ZAcl8CIi8kD5+/ubP1ssFo4cOUKFChUA8PHx4ZVXXsHV1ZWKFSvi6OjI5MmTadOmDV9++SU//vgjNWvWZNmyZbRt2xZIW+hOCbyIiMiDlZKSQlBQEAEBAXTp0oXGjRtTpUoVQkNDGTRoEJA2hP7mKXK3Ex0dTXR0NL///jsA+/fvJ1++fBQvXhw3NzcqVKhAo0aN6N69u7kbTY8ePWjWrBnlypUD0pL3pk2b0q9fP9q2bWvOjXdwcMDNzY08efJQuXJlq+cWKFAAIF35w0hz4EVEJFukpqbyxhtvUK1aNTZv3gykDcv74osvmDVrltl70KpVK+rXr8/Vq1cJDQ0FoEWLFuTJkwdIW8zu0KFD2dMIERGRXCokJISoqChmz54NpA1vnzNnDsOHDzdHyWXWrFmz8PHxoXv37kDaorY+Pj5Wi9YuWLCAKlWqEBAQQEBAAN7e3nzxxRfm+blz53LlyhXee+89PD09zU+bNm3uorUPD+PGRYRyMsMw8gOxsbGxmispIvIQSElJITAwkGXLlpEvXz6+//57fHx80sVFR0dz9uxZfHx8SE1NZd++fURGRhIUFGTGtG7dmmXLlj3I6ouIiNyRxMRETpw4QcmSJc2Xz5Kz3O53HBcXh6urK4CrxWKJu9tnqQdeRESyha2tLQsWLMDPz49Lly7RuHFjjh07Zp6/cuUK3bp1o3Llyri7uzNu3Di+++47XFxcrJJ3gDVr1pBbXkiLiIhI7qUEXkREsk2ePHlYsWIFVatW5cyZMwQEBJiry9rZ2bF3715iYmLYsGEDQ4cOpVGjRpQsWZJmzZoBUKxYMQzD4OrVq2zcuDE7myIiIiJy3ymBFxGRbOXq6sratWspVaoUx48fp1GjRsTFxeHg4MCCBQvYsmULr776qtU1ffv2BeDPP//ExcUFgDFjxjzwuouIiIg8SErgRUQk23l4eLBu3ToKFSrEvn372LRpE5C21Uu9evWsYufNm0dgYCClSpXCYrGY28/s3buXK1euPPC6i4iIiDwoSuBFROShUKZMGdasWcOqVato3bp1uvPnz5/nrbfewtnZmbi4OPLmzQvAkSNHALh8+TIjR458oHUWEREReZCUwIuIyEOjevXqNGnSxDxOSUkB0vaL9/f3Z8qUKWzbto3Vq1cTGRlJQECA1fWffvrpA62viIiIyIOkBF5ERB5Kx48fp3r16mzevBnDMAgJCaFixYp07NiRJk2aYGNjw8iRI3F3d6dSpUoAXLx4kR07dmRzzUVERETuDyXwIiLyUAoNDSUyMpIXX3yRX3/9lcaNGxMZGUmNGjXMmGrVqjF06FD27t2LYRgA9OzZM7uqLCIiInJf2WV3BURERDISGhrKnj17+Omnn2jevDk//fQTBQsWNM9fvHiRevXqsW/fPlxcXKhWrRp79+7lwIEDpKamYmOjd9QiIiKSs+h/NyIi8lC6vkd8sWLF+PXXXwkMDCQpKQmAr7/+mtKlS+Pr6wvAsGHDSEhIANLmyw8fPjzb6i0iIiKZFxMTwxtvvEG5cuXImzcvxYsXJzg4mNjYWKu4kydP0rx5c5ydnXF3dyc4OJhr165leM8ff/wROzs7qlWrZlWenJzM8OHDKVmyJE5OTpQqVYoxY8aQmpp639p3r2QpgTcM43XDME4YhpFoGMZuwzCe/Y/4toZhHDIM4+q//7a+6bxhGMYowzD+NgwjwTCMcMMwKt3iXo6GYUQYhmExDKNaRjEiIpIzFC5cmFWrVuHs7MzGjRsZMGAAADt37iQmJoZTp05RoUIFzp07Z65GDzB16tTsqrKIiIhkwd9//83ff//N5MmT2b9/P3PnzmXt2rV07drVjElJSaFp06ZcvnyZbdu28dVXX7F06VLeeuutdPeLjY2lU6dOvPDCC+nOvf/++8yaNYuPPvqIw4cPM3HiRCZNmsT06dPvaxvvhUwn8IZhvAx8CIQAPsBW4DvDMIrfIt4X+Br4Aqj677+LDMOodUPYYOBNoC/wNBANbDAMI18Gt5wI/J3ZeouIyKOpatWqzJ8/H8MwmDFjBp9++ikhISF8+OGHrFixgilTpqS75sqVK5w/fz4baisiIpJz+Pn5ERwczODBg3Fzc8PDw4NRo0YBEB4ejoODA1u3bjXjQ0NDcXd35/Tp05l+VuXKlVm6dCnNmzendOnSPP/884SEhLBq1SqSk5MBWL9+PYcOHWL+/Pn4+PjQoEEDQkNDCQsLIy4uzup+PXv2pH379uZovRvt2LGDli1b0rRpU7y8vHjxxRcJCAjgl19+yXS9H7Ss9MC/CXxqsVjmWCyWwxaLpT9wCuh9i/j+wAaLxfKexWI5YrFY3gM2/VuOkbbqUH8gxGKxLLNYLAeAV4G8QPsbb2QYRmMgABiYhXqLiMgjqlWrVrz33nvUrFmTJk2a4OTkRL9+/bC3t6dRo0ZWW89d16tXr2yoqYiISM4yb948nJ2d2blzJxMnTmTMmDFs2LABPz8/+vfvT1BQELGxsURGRjJs2DDCwsLw9PQEYPz48bi4uNz2c+MLgJvFxsaSP39+7OzSlm7bsWMHlStXpkiRImZMw4YNuXr1Krt37zbLPv/8c44dO8a7776b4X2feeYZNm3axK+//gpAZGQk27Zty/D/Ew+bTC1iZxiGA1AdmHDTqfVAnVtc5gt8cFPZOv5N4IGSgMe/9wDAYrFcNQzj+3/v+cm/zy4MhAGtgCt3UFdHwPGGoox680VE5BExePBg+vfvj6Ojo1W5xWKhbt26rFu3ztw3HuCbb7550FUUERHJlMuXL2f6GkdHRzOhTU5O5urVq9jY2ODk5PSf93V2ds7087y9vc1EuGzZsnz00Uds2rQJf39/xo0bx8aNG+nRowcHDx4kKCiI1q3/f7Z0r169CAwMvO39n3jiiQzLz58/z9ixY612l4mOjqZw4cJWcQULFsTBwYHo6GgAfvvtN4YMGcLWnfvj+wAAIABJREFUrVvN7+lmb7/9NrGxsZQvXx5bW1tSUlIICQmhXbt2//2FZLPMrkLvDtgCZ24qP0NaEp4Rj/+I97ih7OaYEmD20s8FZlksll8Mw/C6g7oOBTJ+5SIiIo8cwzCskvdly5ZRr1493nvvPUJDQylVqhTHjx83zyclJTF16lT69euXHdUVERH5Ty4uLpm+ZtGiRbz00ksALF++nMDAQOrVq0d4eLgZ4+Xlxblz59Jda7FYMv08b29vq2NPT0/Onj0LgIODA/Pnz8fb25sSJUrw4YcfWsW6ubnh5uaW6WfGxcXRtGlTKlasmK4X/fq2sTeyWCwYhkFKSgrt27dn9OjRPPnkk7e8/9dff838+fNZuHAhlSpVIiIigv79+1OkSBFeffXVTNf3QcrqKvQ3/+aNDMoyG3+7mDeA/MB7majje4DrDZ+imbhWREQeYlOnTqVt27a8+OKLtGvXjvz589O5c+d0/0kYMWJENtVQREQkZ7C3t7c6NgzDarX27du3A2mryMfExFjFZmUI/aVLl2jUqBEuLi4sX77c6vkeHh5mT/t1Fy5cICkpicKFC3Pp0iV++eUX+vbti52dHXZ2dowZM4bIyEjs7OzYvHkzAIMGDWLIkCG88sorVKlShaCgIAYMGMB772Um3cweme2BPwekkL63vRDpe9Cvi/6P+Ou/AQ/g9C1ingdqA1dveuPyi2EYCywWS7rXJBaL5Spw9fpxRm9qRETk0fTCCy/g4uJCeHg4s2fPJioqioIFC/LYY4/Rp08fM+7SpUucP3+exx57LBtrKyIikrH4+PhMX3PjaLTWrVsTHx+PjY11v2xUVNTdVu2OHDt2jAEDBhAWFsaiRYvo1KkTmzZtMuuT2SH0cXFxNGzYEEdHR1auXEmePHmsYn19fQkJCeH06dPmPPv169fj6OhI9erVcXFxYf/+/VbXzJw5k82bN7NkyRJKliwJpC12e/N3Zmtr+0hsI5epBN5isVwzDGM34A8sv+GUP3CryYY7/j1/4zz4AGD7vz+fIC2J9wf2gjnXvh7w9r8xwcCNm/oWIW0e/cvAzsy0QUREHn2VK1fmyy+/pEWLFsyePZtKlSoRHBxMjx49mDlzJgcPHjRjW7ZsybZt27KxtiIiIhnLypz0G13vZb7X970TKSkpBAUFERAQQJcuXWjcuDFVqlQhNDSUQYMGAZkbQn/p0iUCAgK4cuUK8+fPJy4uzlxZ/vHHH8fW1paAgAAqVqxIUFAQkyZNIiYmhoEDB9K9e3fy588PpP0f4UaFChUiT548VuXNmzcnJCSE4sWLU6lSJfbu3cuUKVN47bXX7sVXc19ltgceYArwhWEYv5CWnPcAigOzAAzD+B/wl8ViGfpv/FTgB8Mw3iYtyW8JNACeAbBYLBbDMD4E3jEM4zfgN+Ad0haqW/hvzMkbK2AYxvVXVccsFsufWWiDiIg84po1a8akSZMYOHAgAwYM4MknnzQXo7nRjh07sqmGIiIiOVdISAhRUVGsWrUKSBvePmfOHAIDA/H396datWqZut/u3bvZuTOtb7ZMmTJW506cOIGXlxe2trasXr2a119/nbp16+Lk5ET79u2ZPHlypp41ffp0RowYweuvv87Zs2cpUqQIPXv2ZOTIkZm6T3YwsrKQgWEYr5O2d7sncAAYYLFYfvj3XDgQZbFYOt8Q/yIwDigFHAOGWSyWZTecN0hbcK4nUJC0XvU+/24pl9HzvUjrufexWCwRd1jn/EDs9a0IRETk0WexWOjWrRufffYZ+fPnp2/fvowfPx5HR0e8vb3ZtWsXAN9++y1NmzbN5tqKiEhulJiYyIkTJyhZsmS6IeGSM9zudxwXF4erqyuAq8ViicvwBpmQpQT+UaQEXkQkZ7p27Rr+/v788MMPTJ48mdOnT9OrVy8iIyN58cUXAShatCinTp3K5pqKiEhupAQ+53uQCXxWhtCLiIg8NBwcHFi6dClbtmwxt9UBKF26NE5OTiQkJHD69GmuXr2abg95ERERkUdJVreRExEReWi4u7tbJe/Xrl0D0hawg7SFdiZOnJgtdRMRERG5V5TAi4hIjhIdHc1zzz1H165dWbx4sVk+derUbKyViIiIyN1TAi8iIjnKypUr2blzJ59//jl58uQhX758AJw/f545c+Zkc+1EREREsk4JvIiI5Cjdu3enR48eQNoq9Rs2bDDPDRgwILuqJSIiInLXlMCLiEiOYhgGH330EfXr1+fKlSu8/PLLPPHEEwBcvnyZhISEbK6hiIiISNYogRcRkRzH3t6eJUuWUKZMGf744w9z+1CLxUKXLl2yuXYiIiIiWaMEXkREciQ3Nze+/fZbXF1dOXz4sFm+aNEiLl68mI01ExEREckaJfAiIpJjlStXjsWLF1OlShW8vLyAtF54Hx+f7K2YiIiISBYogRcRkRzN39+fvXv3smvXLrMsKiqK6OjobKyViIiI3IrFYqFx48YYhsGKFSuszp08eZLmzZvj7OyMu7s7wcHBXLt2zSpmxowZVKhQAScnJ8qVK8f//ve/dM+4ePEiffr0wdPTkzx58lChQgXWrFlzX9t1L9hldwVERETuN1tbW9zd3SlSpAh///03AA0bNiQyMjKbayYiIiI3+/DDDzEMI115SkoKTZs25fHHH2fbtm2cP3+eV199FYvFwvTp0wH4+OOPGTp0KGFhYTz99NP8/PPPdO/enYIFC9K8eXMArl27hr+/P4UKFWLJkiUULVqUU6dOmVvPPszUAy8iIrlGu3btzJ/37dvHnj17srE2IiIiDzc/Pz+Cg4MZPHgwbm5ueHh4MGrUKADCw8NxcHBg69atZnxoaCju7u6cPn06y8+MjIxkypQpfPbZZ+nOrV+/nkOHDjF//nx8fHxo0KABoaGhhIWFERcXB8AXX3xBz549efnllylVqhSvvPIKXbt25f333zfv89lnnxETE8OKFSuoW7cuJUqU4JlnnqFq1apZrveDogReRERyjSFDhlgdt27dOptqIiIikra96a0+iYmJdxx78xapt4rLinnz5uHs7MzOnTuZOHEiY8aMYcOGDfj5+dG/f3+CgoKIjY0lMjKSYcOGERYWhqenJwDjx4/HxcXltp8bXwBcuXKFdu3a8dFHH+Hh4ZGuLjt27KBy5coUKVLELGvYsCFXr15l9+7dAFy9epU8efJYXefk5MTPP/9MUlISACtXrsTX15c+ffpQuHBhKleuzPjx40lJScnSd/QgaQi9iIjkGu7u7nTu3Jm5c+cCafPotmzZQv369bO3YiIikiu5uLjc8lyTJk1YvXq1eVyoUCGuXLmSYWy9evUIDw83j728vDh37ly6OIvFkuk6ent78+677wJQtmxZPvroIzZt2oS/vz/jxo1j48aN9OjRg4MHDxIUFGT1crxXr14EBgbe9v5PPPGE+fOAAQOoU6cOLVu2zDA2OjqawoULW5UVLFgQBwcHc22bhg0bMmfOHFq1asVTTz3F7t27+eyzz0hKSuLcuXN4enpy/PhxNm/eTIcOHVizZg2//fYbffr0ITk5mZEjR2b6O3qQlMCLiEiuMmrUKDOBB2jVqhUXL17McK6diIhIbuft7W117OnpydmzZwFwcHBg/vz5eHt7U6JECT788EOrWDc3N9zc3O7oOStXrmTz5s3s3bv3tnEZ/b22WCxm+YgRI4iOjqZ27dpYLBYKFy5M586dmThxIra2tgCkpqZSqFAhZs+eja2tLdWrV+fvv/9m0qRJD30CryH0IiKSq5QoUcLqbX9cXBx169bNxhqJiEhuFR8ff8vP0qVLrWLPnj17y9jvvvvOKjYqKirDuKywt7e3OjYMg9TUVPN4+/btAMTExBATE2MVm5kh9Js3b+bYsWMUKFAAOzs77OzS+prbtm2Ln58fAB4eHul2kblw4QJJSUlmz7yTkxOfffYZV65cISoqipMnT+Ll5UW+fPlwd3cH0l5CPPnkk2ZCD1ChQgWio6PTrWj/sFEPvIiI5Dpjxoyha9eu5vGOHTtYvXo1TZs2zcZaiYhIbuPs7JztsXfj2LFjDBgwgLCwMBYtWkSnTp3YtGkTNjZp/cSZGUI/ZMgQunXrZnWuSpUqfPDBB+bq8b6+voSEhHD69Glznv369etxdHSkevXqVtfa29tTtGhRAL766iuaNWtm1qtu3bosXLiQ1NRUs+zXX3/F09MTBweHu/lK7jsl8CIikut07NiR7t27mz0IRYoUoUKFCtlcKxERkUdHSkoKQUFBBAQE0KVLFxo3bkyVKlUIDQ1l0KBBQOaG0Ht4eGS4cF3x4sUpWbIkAAEBAVSsWJGgoCAmTZpETEwMAwcOpHv37uTPnx9IS8R//vlnatWqxYULF5gyZQoHDhxg3rx55j179+7N9OnT6devH2+88Qa//fYb48ePJzg4+G6/lvtOQ+hFRCTXcXBwsFog5++//2bFihWkpKRw9erVbKyZiIjIoyEkJISoqChmz54NpCXgc+bMYfjw4URERNyXZ9ra2rJ69Wry5MlD3bp1CQwMpFWrVkyePNmMSUlJITQ0lKpVq+Lv709iYiLbt2/Hy8vLjClWrBjr169n165deHt7ExwcTL9+/dLtVvMwMrKyEuGjyDCM/EBsbGys+XZGRERyr0OHDlGpUiXz+LHHHsPHxwd3d3cWLlyoRe1EROSeSExM5MSJE5QsWTLd9maSM9zudxwXF4erqyuAq8ViibvbZ2kIvYiI5EoVK1akRIkS/PHHHwCcP3+ejRs3AlC+fHlzyxwRERGRh4WG0IuISK41cOBAAHOl2+tGjRpltfeuiIiIyMNACbyIiORaXbp0wdHRkeTkZHMV2rJlywLQrl07Dh48mJ3VExEREbGiBF5ERHItZ2dn2rdvD2DOWYuLi+PZZ5/l0qVLtGjRgvPnz2dnFUVERERMSuBFRCRX6927NwBXrlwB4MyZM7zyyisULVqU48eP8+qrr2Zn9URERERMSuBFRCRXq1GjhtW+s6+88grbtm3jr7/+AqBevXrZVTUREclBcsvuX7nRg/zdKoEXEZFczTAM3njjDfO4SJEiHD58GIvFQv78+fH19c3G2omIyKPO3t4e+P+RXpLzXP/dXv9d30/aB15ERHK9mJgY3N3dsVgs5M2bl4ULF9KqVStsbGzYt28flSpV4qeffiIxMRE/P7/srq6IiDxiTp8+zcWLFylUqBB58+bFMIzsrpLcAxaLhStXrnD27FkKFCiAp6dnuph7vQ+8EngRERGgfv36hIeHA2Bra4thGCQnJ9OwYUOGDRtGgwYNcHZ25ueff6ZMmTLZW1kREXmkWCwWoqOjuXjxYnZXRe6DAgUK4OHhkeGLmXudwNv9d4iIiEjON2LECDOBT0lJMcvXrVtHjRo1sLGx4cKFCzRv3pyffvrp+h9jERGR/2QYBp6enhQqVIikpKTsro7cQ/b29tja2j6w56kHXkREBEhNTeWxxx4ze0ccHBy4du0akLbFXGJiInnz5uXKlSs0btyYVatWPdA/2CIiIvLoudc98FrETkREBLCxsbFazO56D4mNjQ2JiYk0aNCADRs24OTkxHfffcfbb7+dXVUVERGRXEoJvIiIyL969+5tzl+7vqBdamoqAHv37qVChQrMnTsXgNDQUObNm5ddVRUREZFcSAm8iIjIvzw9PWnevLl5nJCQAKTNbzt//jzjxo0jMDCQdu3aAWnz43PLVDQRERHJfkrgRUREbtC7d2/z5+vJ+fXh9NOnT+fll1/myy+/pF27dsyfP19bAYmIiMgDowReRETkBgEBARQoUMA89vLyYs+ePTRq1IikpCR+++03bG1tqVy5MjY2aX9GLRYLV69eza4qi4iISC6hBF5EROQGNy9mFxUVhY2NDaGhodja2vLYY4+xe/du3nnnHSBtmH3Hjh3p0KGDOV9eRERE5H5QAi8iInKTGxezA5g0aRIeHh6sXbuWNWvWULVqVfPcwYMHWbx4MUuXLmX06NHZUV0RERHJJZTAi4iI3MTT05P69eubxwsWLKBIkSI0btyYL774wiw/ffo0Y8eONbeUGzNmDIsXL37g9RUREZHcwcgtq+cahpEfiI2NjSV//vzZXR0REXnIrVu3jkaNGqUr9/LyYvv27UyePJnz588zb948vL29eeGFF/jggw9wcnJi27ZtPPXUU9lQaxEREXmYxMXF4erqCuBqsVji7vZ+SuBFREQykJqaioeHB//88w8AhQoVwjAMzpw5Q5kyZfj999/p0aMHp0+f5r333qN8+fI0a9aMtWvXUrRoUXbt2oWHh0c2t0JERESy071O4DWEXkREJAM2Njb07dsXAMMwqFGjBm+++SYAsbGxVK5cmXbt2rFy5UoqVaqEra0tX331FeXLl+fPP/8kMDBQe8SLiIjIPaUEXkRE5BZ69OiBjY0NFouF7777jhYtWpi98j179sTPz88q/sKFCyxYsICyZcsyduxY7REvIiIi95QSeBERkVvw8PCgdevWADg7OzNhwgQuXrwIwPjx40lISAAgJSWFJUuW4O3tzfTp0zl8+DD16tXLtnqLiIhIzqQEXkRE5DZ69uwJgMVi4cSJEyQmJuLs7ExcXBw7duwgJCSEp556Cjc3N+Lj4/n999+5du2aef3BgwfZsGFDdlVfREREchAtYiciInIbqampFCtWjL///hsAW1tbVqxYQa1atciTJw/lypUzF7Lz9fXlmWeewdbWFoCIiAiee+45AHbs2EGlSpWyrR0iIiLy4GkROxERkQfIxsaG119/3Tz29vamevXqPP744+TLl4/3338fgHHjxlG2bFkzeQeoVKkS1atX59KlS7Ro0YLz588/8PqLiIhIzqEEXkRE5D9069bNXJBu7969nDp1itTUVOLj43niiSeoUaMGly9fZujQoUBar/20adNYtmwZixcvpmTJkhw/fpwXX3yRpKSk7GyKiIiIPMI0hF5EROQONGvWjNWrVwPg6+vLxYsXsVgsHDlyhN69e/Pxxx8D8NNPP3H48GG6dOlCgQIFOHr0KP/88w+1a9cmPj6eXr16mbEiIiKSs2kIvYiISDbo37+/+fP1JP36vPivvvqK9u3bA/DGG2/Qrl076tWrx3vvvcfjjz9OpUqV+PLLLzEMg1mzZjFz5sxsaYOIiIg82pTAi4iI3IHnn38eT09PIG1FeoA5c+ZQoUIFLly4QJEiRciXLx+7du1i/vz5bN68mV69eplD75s1a8aECRMAWLFiBampqdnTEBEREXlkKYEXERG5AzY2NvTr18+qLCwsjFGjRgEwe/ZsBg8eDMCQIUOIjY0145KSkjh16hSDBg1i7ty5rF69Ghsb/QkWERGRzNH/HkRERO5Qly5drFaZ37BhA+XLl6dSpUrExcURGxtLxYoVOXfuHCNHjgTg5MmTPPvss/j7+5OQkMCrr76Kvb09kNaTn5iYmC1tERERkUePEngREZE7VKhQIdq2bWtV1rx5c/78808AZsyYYfbIz5w5k4iICJydnTl16hTR0dEcOHDAvC45OZng4GAaNmzI1atXH1gbRERE5NGlBF5ERCQTevbsaXV88uRJYmNjKVeuHEWKFKFEiRIEBgaSmppK3759cXNzY9myZezbt4+aNWua1/3xxx/873//44cffqBbt27kll1hREREJOuUwIuIiGRC/fr1KVu2rFXZ66+/zqZNmzh8+DA1a9Zk8uTJ5M2bl7Nnz3L69Glq1apF8eLFra4pXbo0S5Yswc7Ojvnz55s99yIiIiK3ogReREQkEwzDoE+fPlZlX3/9NY899pg5t71YsWJs3LiR/fv3U6RIEavYyMhI+vbtS2pqKv7+/uae8GPGjGHevHkPphEiIiLySFICLyIikkk3LkQHcP78eRYsWEBsbCwJCQnMnDkTV1dXHB0dra6Li4vDz8+PGTNmmIl7t27dGDJkCADdu3dny5YtD64hIiIi8khRAi8iIpJJBQoUoGPHjlZlQ4cOpVixYrRs2ZI+ffowYsQIIG0LuQ8++ICDBw+SP39+xo8fT8uWLQkMDDSvDQkJ4eWXXyYpKYkXX3zRags6ERERkeuM3LJojmEY+YHY2NhY8ufPn93VERGRR9zu3bupUaMGkLZHfGpqKgCNGjVi/fr1pKam8vPPPzN//nymTZvG888/z8aNG83rDcOwul9iYiItWrSgT58+tGzZ8sE1RERERO6buLg4XF1dAVwtFkvc3d5PPfAiIiJZUL16dXx8fADM5L1atWqsXr2aoKAgAIYNG0b//v0pVqwY7dq1w2KxYBiGVfJ+/PhxAPLkycO6deuUvIuIiMgtKYEXERHJouDgYKvjxx9/nKSkJN59913s7e3ZsGEDUVFRHD9+nG7dumFj8/9/di0WCyNGjKBs2bKsWbMGsO6Vj4qKYvDgwebLAREREREl8CIiIln08ssvky9fPgBKlSqFp6cnjo6OlChRgk6dOgFpvfC2trbmNcnJyUBasn7p0iVSU1PTLVyXmJhIvXr1mDRpEm+//fYDao2IiIg87JTAi4iIZJGTkxM9evQA0obCL1u2jM2bN1OlShVOnDiBk5MTO3bsYPXq1QAsW7aMJ598kv379wMwYcIEVq1axaRJk6zumydPHsaPHw/A5MmTmTVr1gNslYiIiDyslMCLiIjchZ49e5o/r1u3Dnt7ew4fPszu3bvp2rUrDRs2pFixYgAsWLCAEydO0KtXL1JTU8mTJw/NmjXL8L4dOnRgzJgxAPTt25e1a9fe/8aIiIjIQ02r0IuIiNylhg0bsn79epydnUlMTMTJyYmjR49SuHBhq+Hzf/75JxUqVCA+Pp45c+bQtWtX89yVK1cYMmQIPXr0oHLlykDaPPkuXbowb948XFxc2LZtG1WrVn3g7RMREZGs0Sr0IiIiD5nevXsDcPnyZRwcHKhatSqJiYlWyTtA0aJFGT16NACDBw/m3Llz5rlBgwYxffp0OnbsSEpKCpA2T3727NnUr1+f+Ph4mjZtyl9//fWAWiUiIiIPGyXwIiIid6lZs2Z4eHgAkJCQQFxcHCVLlgTgr7/+4p9//iE4OJhp06YRHByMt7c3MTExDB482LzHyJEjqVq1KpMmTbJK/B0cHFi6dCnly5fHw8PDaiV7ERERyV00hF5EROQeGDt2LCNHjjSPt27dyvTp01m6dCmjRo1ixIgRFCxYkGPHjnHkyBHq1KkDwA8//MCzzz4LYO4Tn5E///yTggUL4uzsfP8bIyIiIveEhtCLiIg8hG7e5/3999/n6NGjpKSkkDdvXipVqsSFCxeYMGECvr6+dO/eHUgbfp+UlARY7wN//vx5zpw5Yx4XLVrUKnnftWsXueUlvIiIiKRRAi8iInIPeHp60qZNG/P422+/JTIyktmzZ/Pmm28yYcIEAKZOncrJkyeZMGEC7u7uHDx4kA8++MDqXrt378bHx4dXXnnF3Df+RuPHj6dmzZrprhMREZGcTQm8iIjIPdKnT590ZUuWLAGgadOm1KtXj6tXrzJy5Ejc3NyYPHkyAKNHj+aPP/4wr3FxceHChQv89ddfREdHp7uno6MjAAMHDmT58uX3oykiIiLyENIceBERkXvEYrFQoUIFjh49alW+d+9eSpYsyfbt22nSpAmGYbB37168vb3x8/Pjhx9+oEWLFnzzzTfmNdu2bcPb2zvDv1kWi4U+ffrw8ccf4+TkRHh4ODVr1rzv7RMREZHM0Rx4ERGRh5RhGGYvvIODg1net29fvLy8WLx4MYGBgVgsFkaPHo1hGMycORM7OztWrlxp1Zv+zDPPWCXvN75wNwyDadOm0aRJExISEmjevDlRUVH3v4EiIiKSrZTAi4iI3EOdOnUib968XLt2zSzbsWMHFy9eZPfu3YwaNYq+ffsya9YsACpVqsSgQYPInz8/CQkJGd5zxYoVNG7c2OqednZ2fPXVV1SrVo2zZ8/SpEkTLl68eH8bJyIiItlKQ+hFRETusV69evHJJ59gY2NDamoqAG3atGHx4sUZ7uOekJDAhQsXKPJ/7N13eI33/8fx58kehEQSosRq7Fm7tooWpfao3S9qF221VCmtolo1arVVu0aLxqy9YhYtqT1jkzSRRCLr5P79oTk/pxlCKeH1uC5Xnfvzvj8j/mje57Ny505RFhERQcGCBQkLC+Orr75i0KBBVuVXrlyhcuXKXLlyhR9++IGuXbs+nkGJiIjIA3vUS+iVwIuIiDxif/75J6VKlbJ65uLiwsWLF8mRI4fV89DQUDw9PdOtb/Xq1WzevJlx48ZZLc1PdvjwYQ4ePMhbb7317zsvIiIij4z2wIuIiDzlSpYsSa1atayexcTEMH36dJKSkvjjjz+4cuUKr776KhUrViQuLs4St27dOvz9/YmNjbU8e/311/n6669TTd4BypQpY5W8m83mRzwiEREReRoogRcREXkM+vfvn+LZpEmTKFOmDJUqVSIqKoqgoCAuXLjA1KlTgbtL6bt168amTZuYOHFiqvUahsGPP/6Y5n75kJAQatasyaJFix7dYEREROSpoAReRETkMWjSpAl58uSxfM6WLRuhoaHExcXh5OTE6dOn+fTTTwEYNWoUISEhODs7M3XqVAYNGkS/fv1SrXfAgAG0b9+evn37plr+/fffs3v3brp06cLOnTsf/cBERETkiVECLyIi8hjY2dnRu3dvy2cPDw/g7iz7mTNnaNy4MV26dKFs2bJEREQwYsQIAJo2bcpXX32Fq6trqvU2adIEBwcHihcvTmrn2HzwwQc0b96c+Ph4mjZtyqlTpx7D6ERERORJ0CF2IiIij0lISAh58uSxXP+WPXt23N3dWb9+PX5+fgBs376d2rVrY2Njwx9//GF1+F1SUhJBQUGUKVPGqt6rV6+memJ9spiYGOrUqcP+/ft58cUX2bNnz30PyhMREZFHT4fYiYiIZBJeXl60a9cOAD8/P6pVq8Y777wIHXpgAAAgAElEQVRjSd6PHTtG/vz5adGiBUlJSQwcONAyqx4eHk6NGjWoWrUq586ds6r33uQ9MTGRmJgYq3IXFxdWrlxJ/vz5OXPmDG+88YbVoXgiIiKSOSmBFxEReYyS97KfO3eONWvW8NVXX5GYmMjXX39NyZIlGTZsGOPHj8fBwYHg4GBCQkKAu7P1jo6O3Llzh7fffjvV5fLXr1/H39+frl27pijPmTMna9asIVu2bOzevZsBAwY8/sGKiIjIY6UEXkRE5DEqX748VatWxWw2U7ZsWRYtWoTZbCY+Ph7DMIiNjcXX15dNmzZx9OhRvL29ATCZTMycORMnJyc2bdrEnDlzUtR9/vx5AgMDWbNmDWfOnElRXrx4cZYvX06JEiV49913H/dQRURE5DHTHngREZHH7Mcff6R9+/a4u7tTu3Ztjh49yqlTp5g9ezZdunRJ991x48bx4Ycf4ubmxp9//knevHmtyhcsWECFChUoWrRomnWYzWZsbW0fxVBERETkAWgPvIiISCbTsmVLvL29CQ8PZ8WKFeTLl4+cOXOmetJ8QkICU6ZM4ebNmwC8++67VK5cmcjISP73v/+lWCrfoUOHdJN3wCp5X7NmDcuXL38EoxIREZH/mhJ4ERGRx8zBwYGePXtaPh84cICqVavSqlUr4O6384sWLQKgU6dO9O/fn+HDhwN3r6ObO3cuTk5ObNy4kZkzZ6bZzsmTJ3n33XdJSkpKtXzv3r00bdqUdu3asXHjxkc1PBEREfmPaAm9iIjIf+Dq1av4+vpiNpstzw4fPkzBggV58cUXuXHjBvv27SMuLo6aNWtiY2PD77//TunSpQGYOHEiAwcOxNXVlSNHjlCwYEGr+qOjoylQoAAhISF8/fXXqR5aZzabadeuHT/99BOurq5s2rSJKlWqPN6Bi4iIPMe0hF5ERCQTyp07t2XGPdm4ceNYs2YNVapUoUiRIsTExFCjRg1atWpFUlISAwYMsCyZ79+/PzVr1iQ6OpquXbummGV3dXVl7NixVKtWjfbt26faB1tbW+bPn0/9+vWJjo6mYcOGBAUFPZ4Bi4iIyCOnGXgREZH/yK5du6hevXqK502aNGHZsmXY2dkBcOHCBYoWLUpcXBwrVqygadOmwN2r6EqXLk10dHSas+yJiYmWetISHR2Nv78/e/bsIVeuXAQGBlKoUKFHMEIRERG5l2bgRUREMqmXX36ZcuXKpXi+atUqTp8+bfmcP39+y7VvgwYN4s6dOwAULFiQL7/8EoAhQ4Zw8uTJFHXdm7xv3bqVy5cvp4hxdXVlzZo1lCpVynKXfPL98yIiIvL0UgIvIiLyHzGZTPTt2xf4/0Tb1tYWwzAYM2YMhmHwyy+/sGHDBoYMGcILL7zA+fPnGTdunKWOt99+G39/f2JjYy0H3aVm6dKl+Pv706RJE6Kjo1OUu7u7s379egoVKkS9evXw8PB4xKMVERGRR00JvIiIyH+oXbt25MiRg8TERAoWLGg51G7hwoV8+umnNGvWjH79+uHo6MiECROoU6cOrVu3trxvMpmYNWsW/fv35/vvv0+znUqVKuHh4UHx4sXTvAPex8eHvXv3MnPmTN0TLyIikgkogRcREfkPOTs7061bNwCcnJwAsLe3JykpiRMnTpAvXz5atWpFYmIirVq1YvPmzRQvXtyqjrx58zJp0iSyZs2aZjv58+fnwIEDzJ8/39JOajw9PTGZTMDdO+i//PJL4uLi/u0wRURE5DHQIXYiIiL/sYsXL1pm37Nly0ZERAQANjY2BAUFpUjYk8XGxqZIxpOSkpg3bx7t2rXD0dEx3XbPnDnDiy++mGZ5hw4dWLhwIc2bN2fJkiX3PQxPRERE0qdD7ERERDI5X19fWrRoAWBJ3p2cnEhKSmLs2LEp4qOioujfvz+lS5cmNjbWqqxz58507dqVIUOGpNme2Wxm0KBBlChRgsDAwDTj3nrrLRwcHFi+fDk9evTgefmSX0REJLNQAi8iIvIE/PMKuOTEfOHChZw6dYozZ87QpUsXQkNDMZlMLF++nNOnTzNmzBir91q3bo2zszOFCxdOsy2TyURwcDDx8fH89ttvacbVrVuXJUuWYGNjw+zZs3nvvfeUxIuIiDxFHmoJvclk6g28D/gAR4EBhmHsTCe+BfApUAg4C3xkGMaKe8pNwAigB+AO7AP6GIZx9J6YlUBZwBsIBzYBHxiGcTWDfdYSehEReWoYhkHlypWtEmo3NzciIyPp0KEDp06dYv/+/QwcOJAJEybw888/06pVKxwcHDh8+DBFixa1vHf9+nVy5cqVbnvR0dFs376dhg0b3rdvc+fOpUuXLgB89tlnfPTRRw83SBERkefcE19CbzKZ2gATgdFAOWAnsM5kMvmmEV8VWALMB8r8/d+lJpOp8j1hg4FBQF+gInAd2Ggyme49nWcr0BooArTg7pcBPz9o/0VERJ4GJpMpxSx8u3btAPjxxx/p0aMHDRo0oHPnzgC0aNGChg0bEh8fT8+ePa1mxu9N3qOiokhKSkrRnqurq1XybjabSUxMTLVvnTt3ZuLEiQAMGzaMadOmPeQoRURE5FF6mCX0g4BZhmF8bxjGccMwBgCXgF5pxA8ANhqGMcYwjBOGYYwBNv/9PHn2fQAw2jCM5YZh/Al0BlyAN5MrMQzja8Mw9hqGEWwYxm5gLFDFZDLZP8QYREREnriWLVuSO3duy+fQ0FAaN25MUlIS27ZtY+3atZQpUwa4m/BPnToVZ2dntm/fzrx581LUt3fvXkqXLs2ECRPSbTcqKormzZvz3nvvpRnzzjvvMHz4cFxdXfHz83vIEYqIiMij9EAJvMlkcgDKAxv+UbQBeDmN16qmEr/+nvgCQK57YwzDiAO2p1WnyWTyANoDuw3DSHiAIYiIiDw1HBwc6NOnj+Xz8uXL6dKlC05OTnh5eVnNshuGQf78+fnkk08AeO+99/jrr7+s6jt8+DAXLlxg6NChHDhwIM12d+7cycqVK5kxYwZnz55NM+6TTz4hKCgIf3//hxyhiIiIPEoPOgPvCdgCN/7x/AZ3k/DU5LpPfK57nqVbp8lkGmcymaKBvwBf4I20OmoymRxNJpNb8h8g7ctyRUREnpAePXpYroarVq0aBw4coHHjxkyYMAGTyURcXBxffPEFDRo0wDAMBg4cSKlSpUhMTCQoKChFXc2bNychIYF27doRFRWVapsNGzZk0qRJbNu2jUKFCqXZN5PJRIECBSyfT548yc6daR55IyIiIo/Zw55C/8+T70ypPHvQ+IzEjOfuvvv6gBmY9/cS/NQMASLu+XM5nf6JiIg8EZ6ennTo0AGArFmzMn78eH766Sf27NkDQFhYGKNGjWL9+vWsXr0ae3t7Fi9ezIkTJ6hdu7ZVXSaTie+++448efJw5swZ+vXrl2a7/fv3p0qVKhnu54kTJ6hevTqNGjXi4MGDDz5QERER+dceNIEP5W7i/M/Zdm9SzqAnu36f+Ot///e+dRqGEWoYxinDMDYCbYGGQFq/fYwBst3zJ08acSIiIk/UO++8A8D69evp06cP3333HeXLl2f//v3Mnj2b8ePHM3fuXBo1agRA8eLFyZkzZ6p1eXh4sHDhQmxsbJg7dy6LFi26b/uXLl2iVatWhIWFpRmTL18+SpQoQVRUFK+99honTpx4iJGKiIjIv/FACbxhGPHAQeCfm+H8gd1pvLYnlfj698Sf524Sb4n5e699rXTqhLsz9ACOafQ1zjCMyOQ/QOrrCEVERJ6wkiVLUq9ePZKSkoiOjubPP//k1KlTVK1alY8++ohKlSrRqVMnbGxS/m971apVKe6Gr1mzJsOGDQPg7bff5tSpU2m2bRgGrVu35ueff7Z8kZAaZ2dnVq5cSfny5QkNDcXf35/g4OCHHLGIiIg8jAe+B/7va+TmAz25m5z3ALoDJQzDCDaZTPOAK4ZhDPk7/mVgB/AREMDdfeufAdUNw9j3d8wH3F3y3hU4DQwFagNFDMOIMplMlYBKQCB374AvCIzi7j30Jf4+9O5+/dY98CIi8tRavXo1jRs3xsbGhqSkJD7//HNOnjyJyWRi1KhR5M2bF7h7/Vt0dDRubm78/vvvvPTSS9jY2LB7924qV/7/G1oTExOpW7cuO3fupESJEuzdu5csWbKk2nZQUBBdu3ZlxYoVlnbSEhISQs2aNTlx4gR+fn4EBgbi7e396H4QIiIiz5BHfQ/8AyfwACaTqTd37273Af4EBhqGsePvsm3ABcMwutwT35K7SXtB4CzwkWEYy+8pNwEjgLcBd2Af0OfvK+UwmUylgEncvUfeFbgG/Ap8ZhjGlQz2WQm8iIg8tZKSkihSpAhnzpwBwM3NDU9PT3755RdKlSoFwIEDB+jevTslS5Zk/vz5AHTs2JEFCxZQokQJDh06hIODg6XOa9eu8dJLL3H9+nXatGnDokWLSOvoGMMw0iz7p0uXLlG9enUuXrxI2bJl2bp1K9mzZ/83wxcREXkmPeoE/qEOsTMMY5phGPkNw3A0DKN8cvL+d1nte5P3v5/9bBhGUcMwHAzDKHZv8v53uWEYxieGYfgYhuFkGEat5OT97/IgwzDqGoaR4+/yAoZh9Mpo8i4iIvK0s7GxsSxht7OzIzIyknPnzvH5559bxf3xxx+sWbOG0NBQACZOnIiXlxdHjx5l9OjRVrE+Pj78/PPP2NnZsWTJEiZOnJhm+/cm73v27KFv374kJSWlGps3b142btyIt7c3Li4uVtfdiYiIyOPzUDPwmZFm4EVE5Gl3+/Zt8uTJQ0REhNXztWvX8sMPP9ChQwciIyNp0KABnp6elvKlS5fSpk0bbG1t2bdvH+XLl7d6f8qUKfTv3x9bW1s2b95MrVq10uzDrVu3KFCgALdu3WLChAkMHDgwzdgTJ06QN29eXF1dH3LEIiIiz7anYgZeREREHr0sWbLQrVs3AOzt7S3PP/jgA37++Wc++ugj3nzzTavkHaB169a0bt0as9lMp06diI2NtSrv27cv7du3x2w2M3v27HT7kD17dqZNm8arr75Kjx490o0tWrSoVfK+bt06zGZzhsYqIiIiD04z8CIiIk+RCxcuUKhQIavl6zY2Nri6uhIVFcW8efPo2LEjAAcPHqRgwYK4u7sTGhpKyZIluXHjBosXL6ZNmzZW9cbExDB79mx69eqV6mn2//Qge+IBPvvsMz7++GN69erF1KlTH+hdERGRZ5Vm4EVERJ5h+fPnp2nTpgC4uLhYkvlChQoB8PHHHxMbG8u4ceOoWLGi5bo4T09P5syZQ0BAQIrkPbmuPn36ZCh5B+s98fPnz+eLL75IN97Pzw+TycT06dMtfRIREZFHSwm8iIjIU2bAgAHA3SvjZs6cCcDhw4fx9vYmODiYyZMnU7lyZQzDICoqyjJb/9prr9GkSZP71n/nzh26du3K3Llz7xt7+PBhOnfuzAcffMCmTZvSjGvTpg0zZswA4PPPP+fLL7+8b90iIiLyYJTAi4iIPGWqV69O+fLliYuLY9euXTRr1gzDMMiXLx8Ao0ePpkSJEhw9epR58+alOqt+5coVJk2alGr9c+fOZc6cOfTr149bt26l25cyZcrw8ccf069fP+rWrZtubI8ePRg7diwA77//PrNmzcrIcEVERCSDtAdeRETkKbRo0SLefPNNvLy8GDlyJL179wbuHhx34sQJevfuzdSpU1N9NyIiAj8/P0JCQvjpp59o2bKlVXlSUhKdOnWiS5cu1KtX7759Sf5dIaP72j/88EPGjRuHjY0NS5YsSdG+iIjI80J74EVERJ4DLVu2JG/evISEhNCvXz/L8xw5cgAwc+ZMjh07BkBUVBTvv/8+165dAyBbtmyW0+y7d+/OpUuXrOq2sbFhwYIFGUre4W7inpy8G4bB4MGDWbFiRZrxY8aMoUePHiQlJaVoW0RERB6eEngREZGnkL29vWUvfNasWS3Pd+3aRa1atTCbzbz//vsAdO7cmS+//JK+ffta4kaOHEnFihW5desWHTp0SPd6txMnTtC1a1fi4+Pv268FCxYwfvx42rZtm2ZybjKZmDZtGps2bUr3HnkRERF5MErgRUREnlLdunXDzc2NW7duWe1zd3BwwM7OjrVr17Jx40ZGjBhB4cKF6dmzpyXG3t6eRYsWkSVLFnbs2MGYMWNSbSM+Pp7XXnuNOXPm0K1bN+63ta5du3a0bduWqVOnkjdv3jTjbG1teeWVVyyfw8PD2bdvX0aHLiIiIqlQAi8iIvKUcnNzo3v37gB4e3sDUKhQIRYtWkSfPn0AePfddylZsiTHjh3D39/f6v1ChQoxbdo0AEaMGMG2bdtStOHg4MCMGTOwtbVl/vz5jBw5Mt0+2dnZ8eOPP1qW6GdEeHg4r7zyCq+88gqBgYEZfk9ERESsKYEXERF5ivXv3x9bW1uuX7+OjY0NZ8+e5eLFiwwfPhx3d3eCgoLYsmULtra2lnfuXQrfoUMHOnXqRFJSEp9//nmqbbz22mtMnz4duLv0fs6cOen26d7D7O7cuUO7du3Yv39/mvHOzs54enoSHR1NgwYN2LNnT0aGLiIiIv+gBF5EROQp5uvrS+vWrS1/B/j0009xd3dnzJgxbN261Wrmfc2aNfj5+bFlyxbg//ejDxs2jF9++SXNdrp3786QIUMsf9+8eXOG+jd8+HAWL15Ms2bNiI2NTTXGycmJgIAA6taty+3bt3n11Ve1nF5EROQh6Bo5ERGRp9zBgwepUKECtra2FChQgF69erFy5UquXbvGn3/+ib29vSW2V69ezJgxA39/fzZs2PBA7SQlJdG+fXsWL16Mm5sbu3btomTJkum+ExUVRYcOHRgwYAB16tRJNzYmJoZGjRqxbds2smXLxqZNm6hQocID9VFERCQz0TVyIiIiz5ny5ctbTp5v2rQp3bp149ixYwQHB3Pw4EEALl26xLFjxxg/fjwjRoxIc7Y9KSmJMWPGsHLlyhRlNjY2zJkzhxo1ahAZGUm9evU4ceJEun3LmjUrAQEBVsn7zZs3Uz0Mz8XFhVWrVlGjRg0iIiLw9/fn0KFDD/KjEBERea5pBl5ERCQTWLVqFU2aNCFbtmxcunSJffv2UbhwYXx9fVm7di2tWrWiaNGi7N+/32o//D99++23vP3222TJkoW9e/dSokSJFDFhYWHUrVuXw4cP4+Pjw/bt2/Hz88tQP69fv07VqlWpVasW3377LQ4ODilioqKieO211wgODmbr1q0ZrltERCSz0Qy8iIjIc6hRo0YUKVKEiIgIZs6cyenTpxk2bBgAFSpUwN7eHmdnZ/766y+r91asWMGNGzcsn7t27Urt2rW5ffs2TZo0SREP4OHhwaZNmyhZsiTXrl2jbt26nDt3LkP93LNnD5cuXSIwMJDIyNR/T8maNSvr1q1j586dSt5FREQegGbgRUREMonk2fMXXniBmzdvkpCQwJYtW3B2dsZsNvPyyy9bnRA/cuRIPvnkExo3bkxAQIClLDQ0lIoVK3LhwgXq1q3Lr7/+arWPPtnNmzepXbs2x48fx9fXl8DAwHTvfk+2bt06/Pz8ePHFFzM8tg0bNvDCCy+kuiJAREQks9IMvIiIyHOqY8eOeHl5ceXKFcue806dOlG1alV++OEHq+QdoHnz5jg5OVGuXDmSkpIszz09PVm5ciWurq5s2bKFQYMGpdqet7c3mzdvpnDhwhQuXJgcOXJkqJ8NGjSwSt63bdvGsWPH0ozftm0bjRs3pm7duhw/fjxDbYiIiDyPlMCLiIhkEs7OzvTu3RuAGzdu4OTkxOXLlwH44Ycf2L9/P7dv3+add97hp59+olSpUpw7d46RI0em2BdfqlQpFixYAMA333zDpEmTUm0zeQ/8ypUrcXFxeeA+BwUF0aRJE6pVq0ZQUFCqMaVLl6Z48eLcvHmTunXrcvLkyQduR0RE5HmgBF5ERCQT6d27N46Ojhw+fJimTZsC4O7uDkDfvn2ZNm0akydPpk+fPoSGhuLj42N51zAMYmJiLJ+bNm3KmDFjsLe3x9PTM802c+XKhbOzs6WOSZMmce3atQz118fHh5IlS1KmTBkKFy6caoyHhwcbN26kVKlSXL9+nbp163LmzJkM1S8iIvI8UQIvIiKSiXh7e9OpUycAbt26RdasWQkPD8fJyYnffvuN7NmzU7JkSUJCQhgwYIDlvb/++osmTZrQvn17qyvePvjgA44cOUL79u0z1P748eMZMGAAdevWJTY29r7xnp6ebN68mV9++QVHR8f7xpUoUYKrV69Sp06dDB+cJyIi8rxQAi8iIpLJJO9ZX79+Pd26dQOwzJAPGzaMSZMmYWNjw8KFC1m1ahUAwcHBbNiwgXXr1vHnn39a6jKZTBQtWtTy+dq1a+nuQ2/ZsiX58uWjZ8+eODk5Zai/zs7OZM+e3fJ5+vTpDBw40GpfPoCXlxebN2+maNGiXL58mTp16mR4pl9EROR5oFPoRUREMqHGjRuzevVq3nrrLe7cucOAAQPo0qULx48fp2/fvjg7OzN+/Hi8vb05cuQIOXPmZOHChRQvXpxy5cqlWueZM2eoV68e8fHx6d79HhkZafX/0oSEhFRPsU/NuXPnKFy4MGazmaVLl9KqVasUMdeuXaN27dpUrFiROXPmYGdnl6G6RUREnjaP+hR6JfAiIiKZ0M6dO6lZsyaOjo5cuHCBXLlysXnzZurVq4fJZGLr1q3069ePoKAgGjZsyOrVq1OcUv9PYWFh1KpViz///JM8efKwfft2ChYsmO47t27dolatWvTs2ZNevXplqO+LFi0iMDCQb775Js0+hYaG4u7unuLwPRERkcxE18iJiIgI1atXp0qVKsTFxTF58mQAXnnlFdq0aYNhGPTp04e5c+fi6OjI2rVr+eabb6zeDw4Opnnz5oSFhVmeeXh4sHnzZooVK2ZZwh4cHJxuP2bPns2RI0fo3bs3Q4YMSbEsPjXt2rVj6tSpluQ9Li6OTZs2WcV4enpaknez2cywYcO4evXq/X8wIiIizzAl8CIiIpmQyWTigw8+AGDatGncunWLQYMGERAQgLu7O0ePHmXVqlV8+eWXALz//vscPnwYuHuSfOvWrVmxYgV9+/a1qvfeu98vXrxInTp1uHjxYpr9GDBgAKNGjQJg7NixdOzYkbi4uAcay4cffoi/vz8jRoxItXzIkCGMHj2aunXrak+8iIg815TAi4iIZFJNmjShSJEiREREMGvWLC5dukRsbCze3t4AfPbZZ9SuXZvXX3+duLg4mjdvTnh4OCaTie+++46aNWsybty4FPX6+PiwZcsWChUqxPnz56lWrRqnT59OtQ8mk4mPP/7Yslf9xx9/5NVXX+XGjRsZGoNhGNjY2GAymahYsWKqMb1798bX15eTJ0/yyiuvZLhuERGRZ432wIuIiGRis2bNolu3brzwwgts376dMmXKEB0dTenSpTly5Ag1a9ZkxYoVVKhQgfPnz9OgQQNWr16NjY0NhmGkuy/+8uXL+Pv7Y2try44dO/Dw8Ei3Lxs3bqRFixZERUWRM2dOFixYQL169TI0jmPHjlG8eHHL57CwMKv2zp07R61atbh8+TIlSpRg69ateHl5ZahuERGRJ0V74EVERMSiQ4cO+Pj4cOXKFXbu3MnIkSMBuHTpEq+99hpz5szBw8OD5cuX4+TkxLp16xg7diyAVfIeGBhoWQqfLE+ePOzcuZMNGzbcN3kH8Pf3Z+/evZQsWZIbN25Qv359hg4dSkJCwn3fvTd5j4yMpFKlSnTs2JGoqCgAChYsyNatW8mdOzdHjx7llVdeITQ09P4/IBERkWeIEngREZFMzNHRkQEDBgDwxRdf0LdvX0qVKkV4eDg+Pj4UKFAAgLJly/Ldd99Rvnx52rdvb1XH1atXefXVVxkxYgQ//fSTVZmnpye5c+e2fJ4wYQIzZsxIsz/Fixdn//799OzZE8MwGDNmDLVq1brvYXj32rp1K+fPn2fnzp0kJiZanr/44ots3bqVXLlyERQURKNGjTJ0aJ6IiMizQkvoRUREMrmIiAh8fX2JjIwkICCAHDlyUL16dQDWr19P/fr12bhxI6VLlyZHjhyp3qv+5Zdf8uuvv7JmzRocHR1TbefQoUNUqFABwzDo2bMnkyZNwsHBIc1+/fTTT3Tv3p2IiAiyZ8/OrFmzaN68eYbGFBgYiL29PZUrV05RduLECV599VWmTp3K66+/nqH6REREngQtoRcREREr2bJls9zB/sUXX1CtWjX69OlDlixZCAsLY8KECdSvX59WrVpZzVgvWbKEI0eOAPDee++xdu1aq+T9n1/ylytXjtGjR2MymZgxYwb+/v7cvHkzzX61atWK33//ncqVK3Pr1i1mzJiRos60VK9e3Sp537BhA2+88QahoaEULVqUU6dOKXkXEZHnjhJ4ERGRZ8A777yDg4MDu3btYteuXYwbN47Dhw/Ttm1bGjVqhJubGy+99JJl3/vixYtp27Yt/v7+lvvV751NnzZtGi1btiQ2NtbyzGQyMWTIEFauXEnWrFnZsWMHZcqUYf369Wn2q0CBApa9+fPmzbO0f+fOnQwn8wkJCXTv3p2VK1darsW794uGs2fP0rp1ayIj//XEhoiIyFNNS+hFRESeEd27d+f777+nSZMmBAQEWJVduHCB/PnzWz6Hh4dTt25datWqxddff211oN21a9coVKgQd+7cYdGiRbRt2zZFW8ePH6dly5YcO3YMuHtX++eff57hvrZv357r168zbdo0ihQpct/4w4cP89lnnzFv3jycnZ0tz5OSkihXrhxHjhzh5Zdf5tdffyVr1qwZ7oeIiMjjpCX0IiIikqr33nsPk8nEypUrLYk1wM6dO6lTpw6///47ALGxsfzxxx/s3LnTKnlP/lLfx8eHNWvW0KdPH9q0aZNqW8WKFePAgQP07dsXwHJYXkZcvnyZ5TYcrsgAACAASURBVMuXs3XrVqKjozP0TpkyZfjpp5+skvdhw4Zx+PBhZs+eTfbs2dm9ezeNGjXKcJ0iIiKZjRJ4ERGRZ0SRIkVo2rQpgGWpOcBXX33FhQsXaNasGRcvXqRhw4b4+/uzefNmS/IeHx/Pa6+9xoIFCwCoU6cO33zzjVX5jBkziI+Pt9Tr7OzMlClT2L9/P926dbM8/+233/jrr7/S7GeePHk4evQoM2bM4KWXXrI8//333zO8rD4gIIDRo0fz8ssvkydPHjZu3Ei2bNnYuXMnr7/+OjExMRmqR0REJDNRAi8iIvIM+eCDDwBYsGABly9fBmD27NkUKlSI4OBgWrRogZeXF2azmRYtWjB//nwAZs2axYYNG+jYsSODBw+2ur4NYPDgwfTq1YsmTZqkaLNixYqWRP/27ds0a9aMwoULM336dKuE/14FCxakR48els8nT56kcuXKlCtXjh9//DFF+/9UqVIlWrduzcCBA/H29qZChQqsX7+erFmzsm3bNpo0aWK1f19ERORZoAReRETkGVK5cmVq1qxJQkICEydOBMDd3Z3Vq1fj6enJgQMHuHHjBm3atMFsNtOpUydGjRpF9+7dGTp0KADjx4+nWrVqnDp1ylJv1apV8fT05O233063/WvXruHh4UFYWBi9e/emSJEi/PDDDyQkJKT73pEjR3BwcODw4cO0b9+eF198kcmTJ6e5HN7Hx4clS5bw2WefWZ7lyZOHWrVq4eLiwubNmy3jEREReVboEDsREZFnzNq1a2nUqBFZsmTh4sWLuLu7A3Dw4EHq1KlDVFQU5cuXp3z58nz77bcANGjQgFmzZrFz50569OhBREQEjo6ODB48mA8//BAXFxciIyPJmjWrZbZ9xYoV7N+/3zILniwhIYEZM2YwevRobty4AUChQoUYNGgQHTt2TPOQubCwMKZNm8bkyZMJCQkBwMPDg759+9K3b1+8vLzSHXfLli1ZtmwZlSpVwtHRkeXLl+Pp6fnvfpgiIiL/gg6xExERkXQ1aNCAUqVKcfv2baZNm2Z5Xr58eTZu3IinpycHDx4kV65czJ49GycnJ9atW0exYsUICQnh4MGD1K9fn7i4OD799FNefPFFJk6ciK2trSV5T0pK4uOPP2bs2LHMnDnTqn17e3v69evHuXPn+PLLL/Hy8uLs2bP06dOHK1eupNlvDw8Phg0bRnBwMNOnT6dQoUKEhYUxatQofH196datG1u2bMFsNqf6/gcffEDFihX57rvv2L59u5J3ERF55mgGXkRE5Bm0cOFCOnTogKenJ8HBwbi4uFjKTp8+zUcffcT8+fNxdHQkKCiIzp07W06p9/X1ZeDAgWTLlo2RI0cSHBwMQJYsWWjTpg1dunShSpUqrF27lkmTJrFs2TKyZ88OQGBgIPv376dt27bkzp0bgOjoaGbNmsXRo0etkv2+ffvi6elJq1atKFGiRIoxmM1mli9fzrhx4zh48KDlea5cuWjVqhUDBgygYMGCVu8YhmF1Jd6sWbNYuXIlpUuX5tNPP/23P1YREZEH8qhn4JXAi4iIPIMSExMpXLgw58+fZ/LkyfTr1y/NWLPZTIECBXBycuL69etERUUBYGdnR48ePShXrhzjxo3jzJkzlncaN27MypUrgbtJc3h4OB4eHrRr147FixczbNgwS8IcFxfHhQsXKFSoEHZ2dsDd5fI5c+a0HFZXsGBB6tatS506dahTpw4+Pj6WtgzDYOfOnSxYsICff/6Z8PBwAA4dOkS5cuWAu/faZ8uWDRub/19cGBISQoECBSz76L/++msGDBjw736wIiIiD0AJ/ENSAi8iIs+b6dOn07t3b2xtbWnXrp3VzPS9QkNDWbduXaplDg4OlCpVimLFinHp0iW2b98OgJubG9myZcNkMhEeHk5UVBQmk4ksWbKQkJCAh4cHd+7c4fbt2wCWQ+wcHR2Bu8vsbWxsSExMTPXKNzc3NxwdHS3Jt6urK15eXphMJkJCQggLC8PJyckSHxsbS2JiIq6urrzwwgvkzp0bwzA4fvw4ISEhVnfc29vbW76kcHNzI2fOnJY6rl69anWVnclkwmQyYWdnh4eHB/ny5QPg+vXrXL9+nSxZsljupo+NjbX018XFxbICwWw2c+3aNcxms6W+5LqT6y1YsCAmk4nQ0FCuXLmCvb295cuOhIQE4uLiLPHJ9ZpMJm7evGn52d5bb/K/ha+vr2UsN27cwDAMvLy8sLW1JU+ePHzyySc4ODik+m8vIiL/nhL4h6QEXkREnjd37tzBz88v3X3n8nxbv3499evXf9LdEBF5Zj3qBN7u33dJREREnkbOzs4EBgbyyy+/3Pde9X+KjY0lPDycO3fukD17djw8PDCbzVy/fp3jx4+TNWtWDMMgKSmJK1eucPv2bRITE3F3d7ecen/u3DnL7LfZbLaa2ba3tycxMRGz2Yy3tzeRkZHExsbi6enJxYsXcXNzw8fHh+DgYAzDIC4uLt3+2tvbYxgGNjY2ad49/08mk8nSJ1tbW4AUB+QlL8k3mUyWMhsbG5KSkoC72wwSExMxmUzky5ePCxcuWNXt4OCAYRj3vUbvnxwdHS1j9vHx4dq1a1ZtJ69guN/PpUqVKjRs2JCxY8cSExODra0tZrMZd3d3y7+viIhkHkrgRUREnmH58+fPVPu+k5P1uLi45BkLAC5evMjVq1eJiYkhPDyca9eucf78eU6fPs0bb7zB//73P+DuIXpNmzYlKirqvon8vV8opHayfZs2bVi0aBEmk4ljx45ZDtpLTt4Byxcj9evX59dffwUgODiY/PnzA6TahwoVKrBt2zbMZjPR0dEUL14cR0dHihUrRosWLahSpQoeHh4MHjyYhIQEli1bxoULF4iPj+f7779n0qRJjBw5ki5dunDx4kWioqIYN24cjRs3xt3dnfPnz7N3717WrVvH3r17KVGiBF999RVRUVFERkby2WefWb6wEBGRzEVL6EVEROSZlJCQYPUnLCyMM2fO8N5771nusz9y5IjVLHS9evUYPHgwiYmJ+Pr6UrNmTQoUKMCyZcvYvXs3ZrOZv/76Czs7O+zt7TGbzSQmJlK2bFlq1KgBwK1bt5gyZQpms5n4+HhiYmKIjo7m9u3bRERE0LhxY3r16gVg9cXAvYoWLUqLFi1455138PLysiqLj48nISEBV1dXAL777jt69OhBrly5OHv2rOXGgYCAAJo2bQrAjh07qFGjBsuXL6dFixZkyZKF27dvs2LFCkuMiIg8etoD/5CUwIuIiAjcnTVPPiDOMAxq1KjBrl27LKft+/v7A3Dq1CmKFCmCi4sLUVFRluX0LVu2ZNmyZfj6+vLyyy9TrVo1qlevTqlSpR54Zjs2NpYjR45w9uxZDh06xNatWzl06JBldcDAgQOZMGFCunWcOXOGt956i0GDBqVIxv/3v//xww8/0KZNGxYvXsy+ffuoUqUKDg4OxMfHK4EXEXnMlMA/JCXwIiIi8k9RUVF07tyZqKgofvjhB/LmzWspS0xM5PTp01y9epVXXnnF8rxWrVrs2LEjRV1Zs2alatWqVK9enerVq1OjRg3LFwUPIjw8nA0bNjB58mSWLFlCnjx5gLtL9++9Ju9ehmGkesvAb7/9RqVKlXB1dSUwMJAlS5YwduxYyx59JfAiIo+XEviHpAReRERE/qlDhw4sXLiQokWLsmPHDsty9dGjRxMbG8uwYcMsV9/dKywsjD/++INdu3YRGBjInj17LFfTJcubNy89e/akW7dueHt7/6t+JiUl0b59e4oWLcrw4cPTvBIQ7i7hP3LkCDVr1sQwDEaMGMGrr77K1atXad26Na6urtjZ2REREcHy5ctp1qzZv+qbiIikTQn8Q1ICLyIiIv908eJFqlWrxuXLl3nppZfYsmULt27dws/Pj4SEBAICAmjSpMl96zGbzQQFBVkS+o0bN/LXX38B4ODgwC+//EKDBg0eup/r1q2jYcOGAPTq1YspU6akulz/xIkT1KxZk/j4eM6cOYOnp6el7PDhw5QtWxYvLy/8/PzYvXu3EngRkcfsUSfwqa/DEhEREXkO+Pr6snHjRry8vDh06BBNmjTBy8uLRYsW0b17dxo3bpyhemxtbSlbtix9+vRh0aJFXL58mblz51KpUiVsbW2pUqWKJfbcuXPExsY+UD8bNGjAN998g8lkYvr06bz55pupnpzv5+eHj48P3t7eHD9+3KosZ86cAJYvFkREJPNRAi8iIiLPtaJFi7J+/Xrc3NzYsWMHrVq1onHjxnz77beWpepxcXG89tprbN26NUN1Ojk50alTJ/bt28eJEydwd3e3lLVr147y5ctz+vTpB+pnnz59WLx4Mfb29ixdupTvvvsuRYytrS07duzg5MmTllPxY2JiWLJkiSU+KSnJcv3d87ISU0TkWaEEXkRERJ575cqVY/Xq1Tg7O7N27Vr69etnVT558mTWr19PmzZtuH379gPV7evra/l7SEgIwcHBXLp0KdUZ9Ptp3bo1X375JQBDhw4lNDQ0RUy2bNms9sibzWbatm3L8OHDLdsIDx069MBti4jIk6cEXkRERASoUaMGy5YtI0+ePPTu3duqrE+fPnTq1Ikff/yRLFmyPHQbXl5e/PHHHwQEBFC0aNGHqqN3796ULl2a8PBwhg4dmmacYRhERUWRNWtWmjdvTo8ePfDw8ADQDLyISCalBF5ERETkbw0aNOD06dOUKVPG6rmLiwtz586lXr16lmdnz55NcfJ8RuTKlYs6depYPm/dupU33niD8PDwDL1vZ2fH1KlT8fPzS/MAuk2bNuHn58ebb74JwLJly5g5c+a/Pg1fRESeLCXwIiIiIvdwcnKy/D0wMJCJEyemiAkJCcHf358aNWpw+fLlh24rPj6eLl26sHLlSipWrEhQUFCG3qtevTrHjh1L82T7XLlycfbsWTZu3Eh0dLTleY4cOR66ryIi8uQpgRcRERFJxYULF6hfvz4DBw5k5syZVmVXrlwhOjqaqKgoq4T/QSVfMZc/f37Onj1LlSpVWLp0aYbetbOzs/w9eUl8shIlShAYGMi1a9dwdXUF7h5m5+DgYBWnJfQiIpmLEngRERGRVOTPn5+BAwcCd+9eX7x4saWsbNmy7N+/n7Vr11rdtf4wypUrx4EDB/D39ycmJoa2bdsSGBiYoXcTExOZPHkyFSpUsErGTSYT1apVs5x+//333+Pq6qrD60REMjkl8CIiIiJp+Oyzz+jduzeGYdCxY0fWrFljKcuXLx9FihSxfN6wYQOffvrpQ81q58iRg3Xr1vHmm29a2oqMjLzve/Hx8Xz00UccPnyYffv2pRmXvPc9Li7ugfsmIiJPDyXwIiIiImkwmUxMmTKFN998k8TERFq2bMmOHTtSxN28eZNWrVoxfPjwVO9nzwhbW1umT59O/vz5uXDhAv3797/vOy4uLrzxxhsAVisEAK5fv86ECRMYNWoUPj4+wN1l9AD29vaAltCLiGQ2SuBFRERE0mFjY8OcOXN4/fXXiY2N5fXXX+fYsWNWMd7e3owfP546derQuXPnh27Lzc2N+fPnY2Njw9y5c1m2bNl932nbti0AS5cutbpbPjw8nHfffZcvvviCXLlyARAdHU2pUqV44YUXHrqPIiLy5CiBFxEREbkPe3t7li5dSq1atfD396dQoUIpYnr06MGmTZtwdHS0PLt+/foDt1W9enU+/PBDS51Xr15NN75+/fpkz56da9eusXPnTstzPz8/WrduzeDBg8mePTsmkwnDMNi4cSP58uV74H6JiMiTpwReREREJAOcnZ1ZvXo1S5YssUrS72Vj8/+/Wk2fPp3ChQvz66+/PnBbI0aM4KWXXiIsLIyuXbuSlJSUZqyDgwMtWrQArJfR29nZsWTJEoYPH07WrFnJmTMngNUXAlpCLyKSuSiBFxEREcmgLFmyWK5vS0pKYsyYManOsiclJbFs2TKioqI4ePDgA7fj4ODAggULcHJyYsOGDUydOjXd+ORl9D///DMJCQmpxiQfZPfVV1+le+CdiIg8vZTAi4iIiDyEjz/+mKFDh/Lqq68SHh5uVWZjY8PatWuZNWsWQ4cOfaj6ixUrxvjx4wG4ePFiurG1a9fGz8+PRo0aERERYVUWGxvL+fPnyZ49OwArVqwgNjb2ofokIiJPlul5WTplMpncgIiIiAjc3NyedHdEREQkkzt79izVq1fn+vXrVK1alY0bN+Lq6ppmvGEYhIaG4uXlleE2DMNg3759VKlS5b6xSUlJVkv4AXbv3k2NGjUoWLAgxYoVY9WqVVblixcvpk2bNhnuj4iIPJjIyEiyZcsGkM0wjPvfD3ofmoEXEREReQiFChViw4YNuLu7s2fPHlq0aEFiYmKqsTExMXTs2JHKlSsTFhaW4TZMJpNV8p7exMs/k3eAAgUKkJSUxI0bN5J/gaRs2bIZbl9ERJ4uSuBFREREHlKpUqVYu3YtLi4urF+/no8++ijVuLi4OPbs2cPFixfZvn37Q7UVHBxMvXr10t1TbxgGv//+O3/++ScAuXLlIjw8nIiICMsSehcXl4dqX0REnjwl8CIiIiL/QpUqVZg9ezYAX3zxBUuXLk0R4+7uzvLly9m0aRPNmjV7qHZGjhzJli1b+Oqrr9KMGT58OC+99BKzZs0C7s7gJ18hl5zA33vI3fOylVJE5Flh96Q7ICIiIpLZtW7dmgMHDjB58mTi4uJSjSlTpsy/aqNfv34kJibSr1+/NGMKFy4MkOop88kJ/JUrV/5VP0RE5MnRDLyIiIjII/D5559z8OBBOnbseN/Ymzdv0rRpU06fPp3h+suVK8e8efOoWLFimjGVK1cG4NChQ8THxwMQEBBAr169yJIlCwsXLrS6B15ERDIXJfAiIiIij4CdnR0lSpSwfA4LC8NsNqca269fPwICAujcufMjXcbu5+eHu7s7cXFxBAUFAbBr1y5mzJjBiRMnqF27NnB3aT1oCb2ISGajBF5ERETkETt48CDlypVjxIgRqZZPnDiROnXqMGvWLEsynVFHjx7l7bffZtmyZSnKTCYTlSpVAv5/GX39+vX5+OOPadiwIY6OjoASdxGRzEoJvIiIiMgjduLECS5evMjo0aNZsWJFinIfHx+2bNlCsWLFHrjun3/+mW+//TbNw+ySl9EnJ/D16tVj1KhRlC9fnvnz5z9weyIi8vRQAi8iIiLyiLVv354BAwYA0KlTJ44fP55u/MmTJ9mzZ0+G6n777bext7dnz549qV4p988EPlloaCgDBw60eqaZeBGRzEUJvIiIiMhj8MUXX1C7dm1u375N06ZNiYiISDVu//79VKxYkaZNm2bohPhcuXLRqlUrAL755psU5VWqVGHEiBFMnDjR8iwmJoaIiAiaNGnykKMREZGngel5+ebVZDK5ARERERG4ubk96e6IiIjIc+DmzZtUqFCBS5cu0bhxY3755RdsbKznT2JiYqhatSrZs2dn6dKl5MyZ87717t27l6pVq+Lo6MilS5fw8vJKMzYpKQlHR0cSExO5dOkSBQoUIDExEYCFCxfy5ptv/rtBiohImiIjI8mWLRtANsMwIv9tfZqBFxEREXlMvL29Wb58OY6OjqxatYopU6akiHFxcWH9+vVs2rQpQ8k73F0mX758eeLi4vj+++/TjbWxsSF37ty4uroSEhKCnZ2dpex5mcgREXlWKIEXEREReYwqVKjAjBkzaNSoEZ07d041JleuXNjb21s+//XXX+nWaTKZ6NevHwDTp0+3zKgni4iIICAggHnz5gFw7NgxoqKiKFu2rFUCLyIimYsSeBEREZHHrEuXLqxatYrs2bOnG2cYBpMmTaJAgQIcOnQo3dg2bdrg6enJpUuXCAgIsCo7duwYTZs25b333sMwDFxdXTGZTPj5+XH79u1/PR4REXkylMCLiIiI/AeS73s3DIP58+cTFRWVIsYwDDZt2kRUVBSLFi1Ktz4nJyd69OgBpDzMrly5ctjb2xMSEsKFCxes3vlneyIiknkogRcRERH5D3344Yd06tSJLl26pEigbWxsmD9/Pt999x1ffPHFfevq2bMntra2bNu2jaCgIMtzJycnypQpA9w95X7//v307NkzzZPwRUQkc1ACLyIiIvIfatasGfb29ixfvpyxY8emKM+ePTvdunWzzNinJ2/evDRt2hRIOQt/733wFy9eZObMmURG3j0AOXm/vWbgRUQyFyXwIiIiIv+hKlWqWJLtjz76iF9//TXN2NjYWMaPH8+lS5fSjEk+zG7BggWEh4dbnt+bwJctW5ZPPvmEggULAlC4cOF/PQ4REfnvKYEXERER+Y/16NGD7t27YxgG7dq14+zZs6nGde3alcGDB/Pxxx+nWVfNmjUpXbo05cqV48aNG5bnlSpVAuDQoUPky5ePESNG4OfnB4DZbH6EoxERkf+KEngRERGRJ2DKlClUrlyZW7du0axZM6Kjo1PEDBw4EF9fX1555ZU06zGZTOzYsYPAwECKFi1qee7n54erqyuxsbGcO3cOAFdXVwDOnz8PaAm9iEhmo4tARURERJ4AR0dHli1bRvny5Tl69ChbtmyhcePGVjGVKlXizJkzVnfEpyZbtmwpntnY2BAQEECuXLkoWLAgERERJCQkABAXF/foBiIiIv8ZJfAiIiIiT8gLL7zAsmXLiImJwd/fP9WY+yXv9woPDyciIoL8+fMDWM3c58+fn1u3bv2r/oqIyJOlJfQiIiIiT1C1atXSTN7vtXnzZjp27Jjm/vXvv/8eLy8vBg8enGp5jhw5sLOznrvREnoRkcxFCbyIiIjIU+L06dPUrl2bCxcuWD2PjIykZcuWLFiwgIULF6b6bunSpTGbzVy+fNmSmF++fJmxY8fy+eefc+zYMT7//PPHPQQREXmMtIReRERE5CnRu3dvtm/fTvPmzdm1axfOzs4AuLm5MWLECM6dO0eDBg1SfbdChQqcO3eOAgUKWJ7dvHmTIUOG4OXlxdChQy2H2ImISOakBF5ERETkKfHDDz9Qvnx5fv/9d3r06MG8efMwmUwADBgwIN13bWxsrJJ3+P/73kNCQggPD8fFxcWqXEvoRUQyFy2hFxEREXlK5M2bl6VLl2Jra8uCBQuYMmVKmrHpJd+xsbEAZMmShdy5cwMwZ84cNm7cSL58+R5tp0VE5D+jBF5ERETkKVK7dm2++uorAAYNGsT27dutyq9evUq3bt0YNGhQincNw6Bly5Z4eHhw6tQpAIoUKQLA7t27+fHHH3FwcHjMIxARkcdFCbyIiIjIU6Z///60b98es9lMq1atuHTpkqXs2LFjzJo1i6lTp3L9+nWr90wmExEREdy5c4fVq1cD/5/AOzs7M3LkSF588UVLvJbQi4hkLkrgRURERJ4yJpOJ/2vvzuOjqg7//7/OZCNsIWwiKKKiYFGrVqUiSkXAqoha5ePWVm31YxGxWFv9qlVbxa39SRWtVmytyqegonWlWKyiVcEFFXFhB5VFCSgmLFlIcn9/JDNOSCAEAnGY1/PxmEdm7j333HPJJOQ959xzxo4dy0EHHUT37t3JyMhI7BswYABXXnklL7/8Mp06dap17ODBgwFqBfj169czYsQIysvLd8AVSJK2ByexkyRJ+hZq3rw5kydPJj8/n5ycnBr7br311k0eN3jwYEaOHMmrr77K119/nQjw8+bNY/ny5bzwwgvbtd2SpO1nq3rgQwgXhxAWhxBKQgjvhBCOqqf8aSGEj0MIpdVfT91ofwgh/C6EsDyEUBxCeDmE0Ctpf7cQwt+qz1kcQlgYQvh9CMGbuCRJ0k6rU6dONcL7okWLapVZt25djaHwe++9Nz179qS8vJwpU6bQt29f3n//fd544w1isRjt27dPlHUIvSSllgYH+BDCGcAdwE3AwcCrwOQQQtdNlD8CeBQYB3y3+utjIYTeScWuAH4FXAIcBnwBvBBCaFW9v2d1Wy8CegGXAb8Abm5o+yVJklJNRUUFV1xxBT179uS1115LbH/ggQfYa6+9ePrpp2uUTx5G36pVKw488ECKior4zne+w6pVq3Zo2yVJjWdreuB/BfwtiqK/RlE0O4qikcASYNgmyo8EXoii6JYoiuZEUXQL8GL1dkLV4qYjgZuiKPpnFEUfAucCzYGzAaIoej6KovOjKJoSRdGiKIqeAf4/4Edb0X5JkqSUEovF+PTTT9mwYQNDhw5l+fLlQFWPfEFBAX/9619rlI8H+MmTJ1NRUQFAu3btAMjM9A5KSUpVDQrw1UPWvwdM2WjXFKDPJg47oo7y/04qvyfQKblMFEWlwCubqRMgD/hqixouSZKUwkII/O1vf2P//ffniy++4PTTT6e0tJQrrriCe+65hyeffLJG+T59+tCmTRtWrVrFW2+9xbPPPsvw4cOZMGECF110UaKcQ+glKbU0tAe+PZABrNho+wqqQnhdOtVTvlPSti2qM4SwNzAC+MumGhpCyAkhtI4/gFabKitJkvRt17JlS5588knatGnD9OnT+eUvf0nr1q0ZNmwYWVlZNcpmZWXxwx/+EKgaRj9t2jTuv/9+Xn31VR544IGmaL4kqRFs7TJyG39cG+rY1tDyW1RnCKEz8DwwMYqiv268P8lVQGHSY+lmykqSJH3rde/enfHjxxNC4L777uP+++9P7IuiiHnz5iVeJ98HH5+Jfu7cuYkh9ZKk1NPQAL8KqKB2z3hHavegx31RT/kvqr/WW2d1eJ8KTAf+t5623kLVMPv4Y7d6ykuSJH3rHX/88YwaNQqAESNGsGTJElavXk2/fv04+OCDE/fH//CHPyQWizFr1izy8vIAePfdd6msrEzU5RB6SUotDQrwURSVAe8AAzfaNRCYtonDptdRflBS+cVUhfhEmep77fsl1xlC6AK8DLwLnB9F0Tf/+9Td1tIoioriD2DN5spLkiSliquuuoof//jHKKiccAAAIABJREFUPPzww+y+++60adOGyspKKisrefPNN4GqSev69KmaTmjBggUArF69mvLy8iZrtyRp22zNNKSjgXEhhBl80xPeler70UMIDwPLoii6qrr8ncB/QwhXAk8DJwMDgL4AURRFIYQ7gKtDCPOB+cDVwHpgfHWdnakK758BvwY6VE1eD1EUxXvwJUmS0kIIgXHjxtV4ff/999OyZUt23333xPbBgwfz5ptvUlhYSLt27fjyyy/Jz89n9erVTdFsSdI2anCAj6Lo0RBCO+A6YFfgQ+CEKIo+rS7SFahMKj8thHAmMAq4EVgInBFF0ZtJ1f4ByAXuAfKBN4FBURTFe80HAd2rHxvfyx4aeg2SJEk7kxUrVrB69Wr222+/GtsvuugiLr74Ylq1asXUqVOZNm0abdq0SQR4h9BLUmrZqoVAoyi6h6qwXde+H9Sx7XHg8c3UFwG/q37Utf9B4MGGtlOSJGln99FHH9G/f38qKyuZNWsWu+66K4sWLaKoqIiDDjooUa5Hjx5MmzbNIfSSlMK2dhZ6SZIkfQt0796dzp07s2rVKs4991wef/xxevbsyc9//vMaE9Zde+21fP3117Ru3TqxzR54SUotBnhJkqQUlpOTw/jx48nNzeWFF17go48+Ijc3lzZt2rBq1SoWLVrEoYceyg9+8ANef/11Pvroo8SxLiknSanFAC9JkpTi9ttvP+644w4AbrrpJp544glefPFFOnbsSKdOnZg1axafffYZJSUlNY6zB16SUosBXpIkaSdw4YUXcuqpp7JhwwYuueQS1q1bB0Dz5s2ZNGkSn3zyCZMnT6Zjx46JY+yBl6TUYoCXJEnaCcSXkuvcuTNz587llltuoaSkhMmTJzNw4EC6du3KY489RkFBQeIYe+AlKbUY4CVJknYS7dq1Y9y4cZx//vkMHz6cvfbaixNOOIHZs2cTQqBbt241yidPcidJ+vbbqmXkJEmS9O3Uv39/+vfvD0Dv3r159913Wbp0Kf/617/4/PPPa5R1CL0kpRYDvCRJ0k7qvvvu4z//+Q/9+/fn97//PStXrqyxv0WLFk3UMknS1jDAS5Ik7aRGjBjBY489xpIlS+jXrx+vv/56UzdJkrQNvAdekiRpJ3XccccBcM0117B27dpa+53ETpJSiwFekiRpJ3X++eczdOhQKioqGDNmDCGEGvvjS81JklKDAV6SJGknFULgvvvuIz8/H4Dc3Nwa+8vKypqiWZKkrWSAlyRJ2onl5+fz2GOPEUJg/fr1NfY5C70kpRYDvCRJ0k5uwIABXHPNNbW2ew+8JKUWA7wkSVIauO666xg6dGiNbQZ4SUotBnhJkqQ0kJWVxamnnlpjm0PoJSm1GOAlSZLSxJFHHlnj9dKlS5uoJZKkrWGAlyRJShNdu3ZlyJAhidf//Oc/KSoqasIWSZIawgAvSZKURvr06ZN4XlhYyPDhw5uwNZKkhjDAS5IkpZFjjz22xuv/+7//4x//+EcTtUaS1BAGeEmSpDTSo0ePxPMQAgDDhg1j8eLFTdUkSdIWMsBLkiSlkdzc3MTznJwcDjjgANasWcM555xDeXl5E7ZMklQfA7wkSVIayczMTDzv1q0bY8eOJS8vj+nTp/Pggw82XcMkSfXKrL+IJEmSdkZz5sxh3rx5jB07loULF3L++ec3dZMkSZthgJckSUpTu+yyC/vssw8hBE477TQyMjKaukmSpM1wCL0kSVKaiU9eF0Lg5ptv5ogjjuCpp54CoLi4mAceeIAoipqyiZKkOhjgJUmS0lRBQQEHHXQQ2dnZLFq0iA0bNtCnTx9+/vOf89BDDzV18yRJGzHAS5IkpZl4D3xlZSUHHHAA//73v/nNb35DVlYWQ4cOBeCSSy5h/vz5TdlMSdJGDPCSJElpprKyMvH8jDPOYNy4cYnXV155Jf369WPdunWcffbZlJWVNUUTJUl1MMBLkiSlmaysrBqvX3nlFQCWL1/O559/zrhx48jPz2fGjBlcf/31TdFESVIdDPCSJElpJjnAhxBYuHAhN998M926deO6665j9913Z+zYsQDcdtttTJ06tamaKklKYoCXJElKM8nLxbVr1w6omn1+w4YNfPrpp1RUVHD66afz85//nCiKuPTSS2sMu5ckNQ3XgZckSUoz69evByAWi9GlSxdWrVrFZ599xvvvv8+BBx6YKHfnnXdSWVnJ73//e2Ix+30kqamFdFnjM4TQGigsLCykdevWTd0cSZKkJhOLxYiiiH333Zc///nPDBw4kC5durBkyZLEDPWSpG1XVFREXl4eQF4URUXbWp8fpUqSJKWZ+BD6xYsXc+SRR5KTk8OyZcuYN28eAKWlpcyYMaPWcc899xxz5szZoW2VJH3DAC9JkpSmNmzYQLNmzejTpw8AL774IosWLWLvvfdmwIABFBYWJsree++9nHTSSZx11lmJIfiSpB3LAC9JkpRm4sPkd9llF/bbbz+6du0KVAX4bt26kZeXR8uWLZk7d27imJNPPpn27dszc+ZMfvazn5Eut2FK0reJAV6SJCnNxMN3YWEhc+fOpX379gCJ5eKefvppFi5cyOGHH544pnPnzjzxxBNkZmby6KOPcuONN+74hktSmjPAS5Ikpal4kK+srKRVq1asXr2amTNn0r17d3JycmqVP/roo7n33nsBuP7665k4ceIOba8kpTsDvCRJUpoqLy8H4JNPPqFfv35A1TD6ZK+99hrr1q1LvL7gggsYOXIkAOeeey7vvPPODmqtJMkAL0mSlGZatWoFQEVFBQALFy5k0KBBHHbYYXTo0CFR7rzzzuOoo45i7NixNY7/4x//yA9/+EOKi4trBX5J0vZjgJckSUozPXr0AKBFixYALFq0iEsuuYS33nqL8847L1Gub9++ZGVl8dVXX9U4PjMzk0ceeYSJEydyxRVX7LB2S1K6C+kyg2gIoTVQWFhYSOvWrZu6OZIkSU3mmGOO4eWXX2a33XZj6dKlABQUFNTofQcoKytjxYoV7L777vXWWVZWRlZWVmKGe0kSFBUVkZeXB5AXRVHRttZnD7wkSVKaWblyJQDr16+nV69eHHLIIXz99dcArFmzhgULFgCQnZ29ReF9xYoV/OAHP+CWW27Zfo2WJBngJUmS0s2yZcsAWLduHTNmzOCdd95hn3324amnnqJt27b87Gc/q3XM8uXLmTZtWp31Pf/880yfPp1rrrmGJ598cru2XZLSmQFekiQpzZSVlQFQWlrKJZdckth+wAEHUF5ezsqVKxMT3EHV+vB77bUX55xzDhs2bKhV37nnnsuIESMA+PGPf8zMmTO38xVIUnoywEuSJKWZZs2aJZ7Hh84D7LXXXnzyySfMnj2bjIyMxPbevXuTl5dHly5dKCgoqLPO0aNHM3DgQNavX8+QIUNYsWLF9rsASUpTBnhJkqQ0E599PhaLccEFF7DffvtxwgknEEJgjz32qFW+efPmvPfee7z66qt06dKlzjozMzN59NFH2XfffVmyZAmnnnoqJSUl2/U6JCndGOAlSZLSTCxW9SdgZWUlrVq1Ys6cOXz88cc1ylRWVtZ43blz53pnmM/Pz+fZZ5+lTZs2TJ8+ncsvv7xxGy5Jac4AL0mSlGaSg/huu+0GwJIlSygrK6OsrIyTTz6Zdu3a1Vr/Harunx8/fnyNe+ST7bvvvkycOJH999+fkSNHbp8LkKQ0ZYCXJElKM2vWrAGqlom77777yM3NpbKyks8++4zs7Gzmz5/P119/zdSpU2scF0URvXv35pxzzuGJJ57YZP0DBgxg5syZ7LPPPtv1OiQp3RjgJUmS0kz8PvaysjJuvfVW9txzTwAWLVoEwLHHHgvASy+9VOO4EAInn3wynTp12mQPfFzyJHhTpkxh1qxZjdZ+SUpXBnhJkqQ0E5+Fvm3btowcOZJu3boBtQP8iy++WOvY3/zmNyxatIizzjpri8715JNPcvzxxzNkyJBNzmAvSdoyBnhJkqQ0E78Hvl27dtx0002Joe7xAN+vXz9isRhz585l2bJlNY5t0aIFubm5W3yufv36sddee/Hpp5/yox/9iNLS0ka6CklKPwZ4SZKkNFNYWAjA/Pnz+fjjj+nVqxcHHXQQHTt2BKpmkz/kkEOA2sPok02fPp033nhjs+dq27Ytzz77LHl5ebz++uv84he/IIqiRroSSUovBnhJkqQ0Ew/wIQTKyso477zzeO+99/j1r3+dKLO5YfQAf/nLX+jTpw8jR46sN5D37NmTxx57jFgsxoMPPsjo0aMb6UokKb0Y4CVJktJMfAh9ZmYmffr04Z///GetMv379weqeuDrCuinnnoqrVu3Zv/996ekpKTecw4aNIg//elPQNV99JMmTdqWS5CktGSAlyRJSjOxWM0/AVeuXAlAeXk55eXlAPTt25fs7GyWLFnCggULatWxyy67sHTpUv76179u8T3xI0aM4MILLySKIqZMmbKNVyFJ6ccAL0mSlGbiAT4nJ4cVK1bwi1/8gqFDh9KyZcvEkPnmzZtzxBFHAPD888/XWU+rVq0adN4QAnfffTcTJkzgjjvu2IYrkKT0ZICXJElKM/Eh9MXFxbz99ttkZmYSQqC0tJQPP/wwUe7kk08G4LHHHttsfV988QX33nvvFp07OzubM888M9GGiooKNmzYsDWXIUlpxwAvSZKUZuI98BUVFSxZsgSA/fffH6BGgP+f//kfQgi89tprfPbZZ3XWtWbNGnr06MHFF1/MtGnTGtSOwsJCTjrpJC6++GJnppekLZDZ1A2QJEnSjpV8D/xzzz1HRUVFnQG+S5cuHHXUUUyfPp23336brl271qqrVatWDB06lI8++oiMjIwGtWPGjBn8+9//prKykl69ejFy5MitvCJJSg8hXT7tDCG0BgoLCwtp3bp1UzdHkiSpyfTv35+pU6cmXvfs2ZOnn36aHj16kJuby9q1axMhf86cOeyyyy7k5+dvsr7i4mKaNWuWGBbfEKNHj+byyy8nFovx3HPPcfzxxzf8giTpW6qoqIi8vDyAvCiKira1PofQS5IkpZnknvQDDzyQs846i7333pucnByKi4tZvHhxYn/Pnj03G94BcnNztyq8A1x22WX87Gc/o7KykjPPPJPZs2dvVT2SlA4M8JIkSWkmOzs78XzQoEFcd911ZGRk8J3vfAeoOYw+2bp16zZbbxRF3HPPPfz617/e4raEELjnnnvo27cvRUVFnHTSSXz55ZdbfLwkpRMDvCRJUpopKChIPC8uLk48P+644zjttNNq9bh//PHH9O7dm969e2+23nfeeYfhw4dz++2388Ybb2xxe3JycvjnP/9Jt27dWLhwIeeee+4WHytJ6cRJ7CRJktJMfOZ5qArw5eXlANxyyy11lu/cuTMzZ86kvLycxYsXs+eee9ZZ7tBDD+WKK65gt9124/DDD29Qmzp06MAzzzzDGWecwQ033NCgYyUpXTiJnSRJUpr57ne/y6xZswBo164dX375JS+99BLHHHPMJo957rnnOPTQQ+nUqdN2bVtFRUWDZ7OXpG8rJ7GTJEnSNsnMrD0IMz6sPooiPv3000SvfNzgwYMbHN4rKiqYM2dOg45JDu9vvvkmL774YoOOl6SdmQFekiQpzTRr1izx/IADDqCgoIDTTz+dKIro2rUr3bp122zw3pIRnCtWrODoo4+mb9++rFixosFtnDZtGv369eO0005j7ty5DT5eknZGBnhJkqQ0k7zkWxRFdOjQgYyMDEII7L777kDdM9G/+OKL9O/fnyuuuKLec+Tn57Nu3TrKysr44IMPGtzG733vexx66KEUFhZywgknbFUdkrSzMcBLkiSlseRZ6AH2339/oO4Av27dOqZOncqECROorKzcbL3Z2dk88sgjfPDBBwwYMKDB7UqemX7RokUcdthh3H333VvU+y9JOysDvCRJUpqpqKhIPD/qqKO49dZbefDBB4GqIfVQd4A/7rjjyMvLY9myZbz22mv1nqdnz57sscceW93Ojh078tZbb3HiiSdSWlrKiBEjGDJkCCtXrtzqOiUplRngJUmS0kzXrl0Tzw8++GCuuuoq/v73vwOb74HPycnhRz/6EQCPPPJIg8754Ycfcumll9bbc7+xDh068OyzzzJmzBhycnJ47rnneOyxxxpUhyTtLAzwkiRJaaZVq1aJ53vvvTfnnXceQ4YMAb4J8IsWLWLdunW1jj3zzDMBmDhxYq2Z6jdl7dq1HH300dx111385S9/aXB7QwiMGDGCt956i0suuYRhw4Y1uA5J2hkY4CVJktJM8lJtzZs3529/+xuXX345UNXj3bFjR6IoYvbs2bWO7d+/Px06dGDVqlW89NJLW3S+li1bMmrUKAYPHpzowd8aBx54IHfddRexWNWfsOvWrePss89mwYIFW12nJKUSA7wkSVKaKSoqSjz/7ne/y9dff11j/wUXXMCVV15Jfn5+rWMzMzMZOnQoABMmTNjicw4bNoxnnnmmwWvJb87VV1/NhAkTOPjgg3nooYec4E7STi+kyy+6EEJroLCwsJDWrVs3dXMkSZKazLHHHpvoPc/Ozmb+/Pm0b9+erKwssrKy6j3+1Vdf5eijj6Z169YUFBSQk5PT4DYUFBTQsWPHBh+XbOnSpfz4xz/mlVdeAeCss87i3nvvJS8vb5vqlaTGUlRUFP+dlBdFUVF95etjD7wkSVKaiQ9BB/j4448566yzaNGiBdOmTdui44888ki6dOlCUVERzz//fIPOXVFRwXXXXUe3bt2YOXNmg47d2G677caLL77IqFGjyMjISPTGv/HGG9tUryR9WxngJUmS0kwIIfG8uLiYli1bAvDJJ58kthcVFfHUU0/x5Zdf1jo+FotxxhlnAHDfffc16NyxWIwPPviA4uJiHn/88a1ofU0ZGRlcc801vPrqq3Tr1o3FixfTt2/fBs+SL0mpwCH0kiRJaea4445jypQpALz99tt07NiRli1bkp+fnwj3hx9+OG+//TYPP/wwP/nJT2rVMW/ePHr16kV5eTlTpkxh4MCBW3z+goICXnnllcS99I2lsLCQYcOG8Z///If333+fXXfdtVHrl6SGcgi9JEmStknyEPpf/vKXzJ07l7Zt29bomT/22GMB+Pe//11nHfvuuy/Dhw8H4Fe/+tUWLykH0LFjx0YP7wB5eXn84x//4L333qsR3t97771GP5ckNQUDvCRJUppJDvDTpk1j/vz5tcocd9xxALzwwgtUVlbWWc91111H586dGTx4MBs2bNiqthQXFzNq1Kg615zfGiEEunTpknj9+OOPc8ghh/CLX/yC9evXN8o5JKmpGOAlSZLSTPI68AArVqzgtttu47LLLkts69OnDy1atKCgoID333+/znratm3LwoULueWWW8jNzd2qtpxyyilce+21/Pa3v92q4+szZ84coOpe/cMOO4xZs2Ztl/NI0o5ggJckSUozHTp0qPG6qKiI//f//h933HFHYo347OxsjjnmGGDTw+gBmjVrtk1t+c1vfkPz5s3rvM++Mfz2t7/lhRdeoFOnTnz88cccfvjh3HXXXa4ZLyklGeAlSZLSTPPmzQHo1asXACUlJVx44YVce+21VFRUJMrFh9FvLsDHvfXWWxxzzDEsWLCgQW0ZMGAACxYs4JBDDklsKykpaVAdW3KOWbNmceKJJ1JaWsqll17KkCFDWLlyZaOeR5K2NwO8JElSmopP9FZYWMjYsWO54YYbyM/PT+yPB/jXX3+93nvUr7/+el5++eWtGgqfPOHcJ598wj777MPDDz/c4Ho2p0OHDjz77LOMGTOGnJwcnnvuOd56661GPYckbW8GeEmSpDRTVlYGwKpVqwD46quv6izXvXt3HnjgAWbPnk2LFi02W+ftt9/Oeeedx+jRo7epbffccw9Lly5lzJgxWz0x3qaEEBgxYgRvvfUWt912GyeeeGKj1i9J25vrwEuSJKWZn/70p4wbN46MjAwqKio44IADmDVrFsXFxRQVFbHLLrs0WdsqKyu57bbbOOecc+jatesOOeeSJUu44IILuPvuu9lnn312yDklpQfXgZckSdI2yczMBEjc775s2TLGjx9P8+bN+elPf9oo59ja+8tjsRhXXXVVjfA+ceJE3n333UZpV10uvfRSpkyZwsEHH8xDDz3kBHeSvrUM8JIkSWkmeR14qBpC3759e6BqXfaN/fWvf+WUU07ZognqVq1axY9+9CP233//xIz22+Ldd9/lJz/5CUceeeQml7PbVnfddRf9+vVj3bp1nHfeeZx99tkUFhZul3NJ0rYwwEuSJKWZ5HXgc3JyANhtt91YtGgR//3vf2uVf+KJJ3j66ae5+eab6627devWfPjhhxQUFDBq1Khtbutee+3FgAEDGDhwIAcccMA211eX3XbbjRdffJFRo0aRkZHBI488Qo8ePbjooou2a8+/JDWUAV6SJCnNxIfQwzczwH/55ZfsueeedZb/3e9+B8BDDz3E7NmzN1t3dnY2t99+OwB//OMfufnmm7dpSHqbNm145plnmDBhQmLkQGVlJatXr97qOuuSkZHBNddcw6uvvsqee+7JihUrGDt2LAsXLkyU+eKLL2q8lqQdzQAvSZKUZpJ74OMT1i1fvnyT5Xv37s0pp5xCZWUl1157bb31Dx48mCuvvBKAa665hmHDhlFeXr7V7Y3FYjVmwb/hhhs4+OCDee+997a6zk054ogjmD17Nv/6178YPnw4gwYNSuwbO3Ys3bt3p2fPnlx++eW89NJLiRn9JWlHMMBLkiSlmeR74D/77DMuuugi9thjD1auXMnw4cPp379/rV7zG2+8kRACTzzxBDNmzNhs/SEEbr31Vu666y5CCNx3332ceuqp9a4lvyXWr1/P+PHj+fTTT5k1a9Y211eXnJwcjj/+eO6+++747NEAFBQUkJmZydy5cxk9ejTHHnss7du35/TTT+fvf/87JSUl26U9khTnMnKSJElp5rLLLuOOO+4AYM8992TRokVAVTjOz8+nrKyMefPm1VpSLb783MCBA5kyZcoWnevJJ5/k7LPPpqSkhEMPPZTnnntum5epW716NY8//jgXXnhhYtuzzz7LvvvuS48ePbap7voUFhYyZcoUJk2axOTJkykoKACq7v1ftWoVWVlZACxdupTOnTvXmjBQUnpp7GXkDPCSJElpJjnAt23bli+//DKx784776Rbt24MGDCgxrB1gMWLF9OjRw82bNjA9OnT+f73v79F55s+fTonnXQSX375JXvttReTJ09m3333bbTrKSsrY9ddd+Wrr77i9ddfp0+fPo1W9+ZUVlYyY8YMJk2aRHl5OTfddBMAURTRvXt31q5dy/HHH8+JJ57IoEGDavTmS0oPBvitZICXJEmqkhzgY7EYhYWFvP/++xxxxBH19hj/4Q9/YJ999uGUU04hhLDF55w3bx7HH388ixYtol27djzzzDONFrSXL1/OBRdcwAcffMAnn3ySuMd/4sSJrFy5kqFDh9KhQ4dGOdeW+Pzzz+nRowdr1qxJbMvMzKRv376ceOKJDBkypFE/wJD07WWA30oGeEmSpCq/+tWv+NOf/kQIgSiKaNGiBevWrWPOnDkNHoJeXl5eY1b7zSkoKGDw4MG8/fbbxGIxHn30UU4//fStuYQ6lZaWJpbFAzj00EN55513+POf/8zFF1/caOfZEmVlZbz22mtMmjSJSZMmMXfu3MS+YcOGcc899wBQUVHBhg0baNas2Q5tn6Qdo7ED/FbdlBNCuDiEsDiEUBJCeCeEcFQ95U8LIXwcQiit/nrqRvtDCOF3IYTlIYTiEMLLIYReG5W5JoQwLYSwPoTw9da0W5IkSd+Id+TsueeedOrUiWXLlgFV4XPMmDEcd9xxVFZWbvL4RYsW0atXL6ZOnbpF5+vYsSNTp07l9NNPJxaL0bdv38S+d999lzlz5mzD1VAjvFdWVnL22WfTu3dvhg4dmtj+/PPPc9pppzF58uRtOld9srOz6d+/P7fffjtz5sxhwYIF3HnnnQwaNIiTTz45UW769Om0a9eOIUOGMHr0aMaPH88LL7zAzJkzWbZsGRs2bNiu7ZSUWhrcAx9COAMYB1wMvA5cBFwAfCeKos/qKH8E8CpwLfAkcCpwA9A3iqI3q8tcCVwDnAfMA34LHA30iKJoTXWZ3wNfA7sBP4+iqE0D220PvCRJEt/0wMeNGTOGSy65JDEkfuXKlXTv3p2ioiLee+89DjrooDrrOf/883nwwQfJysri/PPP5/zzz6d3795bNLR+2bJldOnSJfG6f//+TJ06lfvvv58LLrgAqPqAoSHD9LfE2WefzYQJE/jlL3+ZuI1g7dq1nH322XTr1o3Ro0cnRhSUlZWRlZXV6G1IduONN3Lddddtcv+kSZM44YQTAJg8eTL33HMP7du3p0OHDrUePXv29O9c6VumyYfQhxDeBN6NomhY0rbZwFNRFF1VR/lHgdZRFB2ftO15YHUURWeFqt+Iy4E7oii6rXp/DrACuDKKovs2qu+86rIGeEmSpK1w+eWXM3r06MTrM888kwkTJgBVPdexWIwxY8awfPlybr31VqAqTFdWVtZYQ76kpISf/vSnTJw4MbFtv/32Y+jQofTu3TsRPOuzYcMGTj/9dCZPnsyCBQvo2rUrAKNGjeL++++nR48e9OjRg549e9KjRw86duxIXl4eeXl5tGrVqkab6jNr1izGjx/PGWecwcEHHwzAhx9+yAEHHEB+fj5fffVVouyFF17II488wm233ZYYgl9SUsIzzzxDfn4+AwcOTJRduXIl5eXl5OfnN2g4fBRFzJo1i0mTJjFz5kxWrlzJypUrWbVqFatWrWL69OkcdthhANx+++38+te/3mRdyWH/iSee4Kabbtpk2O/Tp09iNYCSkhJKS0vJzMxMPGKx2Hb94EJKF00a4EMI2cCCRpxMAAAR0UlEQVR6YGgURU8mbb8TOCiKon51HPMZ8Kcoiv6UtO0yYGQURXuEEPYCFgKHRFH0XlKZp4Gvoyg6d6P6zmMLAnz1hwA5SZtaAUsN8JIkKd1tHOAB8vLy2HXXXVmyZAlZWVnEYjEqKyupqKigrKwMqLrHPCsri1atWiXun1+/fj0VFRUAtYZ75+bmkpuby6677srs2bMTx8SDYfzv0BAC2dnZ5OTkkJmZyZo1aygvL0/U2xDJk/DFzxeLxcjLy2PdunWUl5dTWVlZox3x2wTi7WjWrFmibFxGRkaivfHyOTk5tGzZkvXr11NSUpLYH29D8u0HOTk55OTkUFxcTHl5ea2yG9fbokULSkpKKCkpSWyPxWJEUUTy3+8hBEIIVFZWJq43+do39++UfN2bK5u8P/m4jevb+DrqKhtCICMjI/E9SK63rmuLj4aIvxfrqzf+QVNj1wtV8xXUV29GRgaxWIyKiop6643FYsRisVrvh83VW1lZmXhfbup7ES9bX73xsvHvR/z66iu7YcOGLao3MzOzxs/bpsrGYjEyMzO3qN5YLEZWVlbi2uIfONZXL3wzoif+87Jx2ezs7EQb4j9P8eOSvxfZ2dnk5uaydu3axL9Z/PuZ/POXmZlJixYtyM3Njd+e1CgBfstmHPlGeyCDqt7xZCuATps4plM95Tslbdu4zB4NbF+yq4Drt+F4SZKknVKbNrX7QQoLCyksLKz32A0bNtTopd6c4uJiiouLt6h8vOy2qivQVFZW1lgqL27jP/ijKKK0tJTS0tJaZev6MGFTZetqw/Yqmxxckq+nvk665LrqK5u8f1NzImzq372uupI/GKmvbF1zAHyb621I2eSQ31j1Altc77elbGVlZeJDwi0pu/HPRkPqrSvox8uWlJTUKruxTf2OiH8/k1VUVNT5c7ytGhrg4za+mlDHtoaWb2id9bkFSP5ouRWwdBvqkyRJ2ikMHz6c5s2bs3jxYubNm8eKFStYv349u+++OyUlJbRp04Zly5axZs0aSktLWbduHVlZWWRnZxNFUWKyuCiKKCoqIoRAbm4umZmZlJaWJnqmmjdvTsuWLenatSvz58+noqKCkpKSRE9p/I/bWCxGs2bNaNWqFbFYjNWrV1NaWkoURWRmZpKRkZEYCRBFES1btqR169Z07tyZ2bNnJ2Zyj9cV/0M63iuWm5tL69at+frrrykpKaG8vDyxL96jGUVRove9VatWfPXVV1RUVCTCQXIPfLxnLicnhzZt2rBmzZpEvck9jfHex6ysLJo3b06LFi0oLCykrKwsUW+8JzgeAEIING/enPz8fNauXcvatWsT4S0zM7NGvRkZGbRo0YIWLVqwdu1aiouLEz2HyfWWl5cn/h3atGlDcXExa9euTYSbeNl4vfGyzZs3p6SkJFFvXe2Fqgn7WrRoQXl5OaWlpTXqTe7ZjZfNysqioqIicb7kf99472f8+GbNmiWuIbne+PcmXm9mZmbi/blhw4bEvvi5gBrnir+Hk99X8bIb15uVlQWQKLepemOxGDk5OYne73g76qo3IyOD7OxsQgiJ9/rG9ca3xXuH473J9dWblZVFZmYmxcXFm6033puclZVVo9749y35exHv+c7Ozmb9+vWJOuLvyeRH8oia0tLSxGiaLak33r7k90NyvVlZWTRr1ixRb/z9Gv8+bDyaJicnp0Z742WT642/L+P1xj98qKveeK96/HdE/HsXi8Vq3MoTQkj8fsjNzd3mCTqTNTTArwIqqN3b3pHaPehxX9RT/ovqr52Az7ewznpFUVQKJD7y8B4eSZKkKm3btuXyyy9v6mZI0k4v6R74RtGgZeSiKCoD3gEGbrRrIDBtE4dNr6P8oKTyi6kK8Yky1ffa99tMnZIkSZIkpZWtGUI/GhgXQphBVTj/X6Ar8BeAEMLDwLLomxnp7wT+W71U3NPAycAAoC9AFEVRCOEO4OoQwnxgPnA1VZPljY+fNITQFWhbfa6MEEJ8PZMFURSt3YrrkCRJkiQpZTQ4wEdR9GgIoR1wHbAr8CFwQhRFn1YX6QpUJpWfFkI4ExgF3EjVjPNnRNVrwFf7A5AL3APkA28Cg6LqNeCr3QAkz0gfn7H+GODlhl6HJEmSJEmppMHrwKcq14GXJEmSJO1Ijb0OfIPugZckSZIkSU3DAC9JkiRJUgowwEuSJEmSlAIM8JIkSZIkpQADvCRJkiRJKcAAL0mSJElSCjDAS5IkSZKUAgzwkiRJkiSlAAO8JEmSJEkpwAAvSZIkSVIKMMBLkiRJkpQCDPCSJEmSJKUAA7wkSZIkSSnAAC9JkiRJUgowwEuSJEmSlAIM8JIkSZIkpQADvCRJkiRJKcAAL0mSJElSCjDAS5IkSZKUAgzwkiRJkiSlAAO8JEmSJEkpwAAvSZIkSVIKMMBLkiRJkpQCDPCSJEmSJKUAA7wkSZIkSSnAAC9JkiRJUgowwEuSJEmSlAIM8JIkSZIkpQADvCRJkiRJKcAAL0mSJElSCjDAS5IkSZKUAgzwkiRJkiSlAAO8JEmSJEkpwAAvSZIkSVIKMMBLkiRJkpQCDPCSJEmSJKUAA7wkSZIkSSnAAC9JkiRJUgowwEuSJEmSlAIM8JIkSZIkpQADvCRJkiRJKcAAL0mSJElSCjDAS5IkSZKUAgzwkiRJkiSlAAO8JEmSJEkpwAAvSZIkSVIKMMBLkiRJkpQCDPCSJEmSJKUAA7wkSZIkSSnAAC9JkiRJUgowwEuSJEmSlAIM8JIkSZIkpQADvCRJkiRJKcAAL0mSJElSCjDAS5IkSZKUAgzwkiRJkiSlAAO8JEmSJEkpwAAvSZIkSVIKMMBLkiRJkpQCDPCSJEmSJKUAA7wkSZIkSSnAAC9JkiRJUgowwEuSJEmSlAIM8JIkSZIkpQADvCRJkiRJKcAAL0mSJElSCjDAS5IkSZKUAgzwkiRJkiSlAAO8JEmSJEkpwAAvSZIkSVIKMMBLkiRJkpQCDPCSJEmSJKUAA7wkSZIkSSnAAC9JkiRJUgowwEuSJEmSlAIM8JIkSZIkpQADvCRJkiRJKcAAL0mSJElSCjDAS5IkSZKUAgzwkiRJkiSlAAO8JEmSJEkpwAAvSZIkSVIKMMBLkiRJkpQCDPCSJEmSJKUAA7wkSZIkSSnAAC9JkiRJUgowwEuSJEmSlAIM8JIkSZIkpQADvCRJkiRJKcAAL0mSJElSCjDAS5IkSZKUAgzwkiRJkiSlAAO8JEmSJEkpwAAvSZIkSVIKMMBLkiRJkpQCDPCSJEmSJKUAA7wkSZIkSSnAAC9JkiRJUgowwEuSJEmSlAK2KsCHEC4OISwOIZSEEN4JIRxVT/nTQggfhxBKq7+eutH+EEL4XQhheQihOITwcgih10Zl8kMI40IIhdWPcSGENlvTfkmSJEmSUk2DA3wI4QzgDuAm4GDgVWByCKHrJsofATwKjAO+W/31sRBC76RiVwC/Ai4BDgO+AF4IIbRKKjMeOAj4YfXjoOq6JEmSJEna6YUoihp2QAhvAu9GUTQsadts4Kkoiq6qo/yjQOsoio5P2vY8sDqKorNCCAFYDtwRRdFt1ftzgBXAlVEU3RdC2A/4GPh+FEVvVpf5PjAd6BlF0dwtaHdroLCwsJDWrVs36JolSZIkSWqooqIi8vLyAPKiKCra1voyG1I4hJANfA+4daNdU4A+mzjsCOBPG237NzCy+vmeQKfqOgCIoqg0hPBKdZ33VddRGA/v1WXeCCEUVpepFeCrPwTISdrUCqr+ASVJkiRJ2t4aO382KMAD7YEMqnrHk62gKoTXpVM95Tslbdu4zB5JZQrqqLtgM+e9Crh+44277777JopLkiRJkrRdtAV2bA98ko3H3Yc6tjW0fH1l6qp/c+e9BRid9LoVsBTYDVizmbZKqcz3udKB73OlA9/nSge+z5UO4u/zrxqjsoYG+FVABbV7vTtSuwc97ot6yn9R/bUT8PlmyuxSR90dNnXeKIpKgdL466pb7QFY0xj3HkjfRr7PlQ58nysd+D5XOvB9rnSQ9D5vFA2ahT6KojLgHWDgRrsGAtM2cdj0OsoPSiq/mKqAnihTfa99v6Qy04G8EMLhSWV6A3mbOa8kSZIkSTuNrRlCPxoYF0KYQVWw/l+gK/AXgBDCw8CypBnp7wT+G0K4EngaOBkYAPQFiKIoCiHcAVwdQpgPzAeuBtZTtXQcURTNrp65/v4QwkXV9Y4FntuSGeglSZIkSUp1DQ7wURQ9GkJoB1wH7Ap8CJwQRdGn1UW6ApVJ5aeFEM4ERgE3AguBM5JnlAf+AOQC9wD5wJvAoCiKku+FOQcYwzez1T9D1brxW6oU+D1Jw+qlnZDvc6UD3+dKB77PlQ58nysdNOr7vMHrwEuSJEmSpB2vQffAS5IkSZKkpmGAlyRJkiQpBRjgJUmSJElKAQZ4SZIkSZJSQNoE+BDCxSGExSGEkhDCOyGEo5q6TVJjCSFcFUJ4O4SwJoRQEEJ4KoTQo6nbJW1P1e/7+FKk0k4jhNAlhPB/IYQvQwjrQwgzQwjfa+p2SY0lhJAZQhhV/bd5cQhhUQjhuhBC2mQT7XxCCEeHEJ4NISyv/vvklI32hxDC76r3F4cQXg4h9GroedLihySEcAZwB3ATcDDwKjA5hNC1SRsmNZ5+wJ+B7wMDqVoickoIoUWTtkraTkIIhwH/C8xq6rZIjSmEkA+8DmwAjge+A1wOfN2U7ZIa2ZXAL6haEno/4ArgN8CIpmyUtI1aAO+z6aXOrwB+Vb3/MOAL4IUQQquGnCQtlpELIbwJvBtF0bCkbbOBp6IouqrpWiZtHyGEDkAB0C+Kov82dXukxhRCaAm8C1wM/BaYGUXRyKZtldQ4Qgi3AkdGUeRIQe20QgjPASuiKPp50rYngPVRFP2k6VomNY4QQgScGkXRU9WvA7AcuCOKotuqt+UAK4Aroyi6b0vr3ul74EMI2cD3gCkb7ZoC9NnxLZJ2iLzqr181aSuk7ePPwKQoiv7T1A2RtoMhwIwQwsTqW6LeCyFc2NSNkhrZa8CxIYR9AUII3wX6Av9q0lZJ28+eQCeSMmkURaXAKzQwk2Y2bru+ldoDGVR9upFsBVX/iNJOpfoTvtHAa1EUfdjU7ZEaUwjhTKo+lD20qdsibSd7AcOo+j1+M3A4MCaEUBpF0cNN2jKp8dxGVWfDnBBCBVV/q18TRdGEpm2WtN3Ec2ddmXSPhlSUDgE+buN7BUId26Sdwd3AgVR9ki3tNEIIuwN3AoOiKCpp6vZI20kMmBFF0dXVr9+rnuRoGGCA187iDODHwNnAR8BBwB0hhOVRFD3UpC2Ttq9tzqTpEOBXARXU7m3vSO1PQKSUFkK4i6rhl0dHUbS0qdsjNbLvUfW7+52qgSZAVa/N0SGES4CcKIoqmqpxUiP5HPh4o22zgdOaoC3S9vJH4NYoih6pfv1BCGEP4CrAAK+d0RfVXztR9Xs+rsGZdKe/Bz6KojLgHapm5k42EJi241skNb7qZSnuBn4E9I+iaHFTt0naDl4EDqCqpyb+mAH8AzjI8K6dxOvAxsuA7gt82gRtkbaX5kDlRtsqSINsorS1mKoQn8ik1XO19aOBmTQdeuCh6j6ycSGEGcB0qpYe6gr8pUlbJTWeP1M1DO1kYE0IIT7ipDCKouKma5bUeKIoWgPUmNchhLAO+NL5HrQT+RMwLYRwNfAYVffA/2/1Q9pZPAtcE0L4jKoh9AdTtbzWA03aKmkbVK+S0z1p054hhIOAr6Io+iyEcAdwdQhhPjAfuBpYD4xv0HnSYRk5gBDCxVStvbcrVX8AXubyWtpZVC9VUZfzoyh6cEe2RdqRQggv4zJy2smEEAYDtwD7UNVrMzqKovubtlVS46le9/pG4FSqhhAvByYAN1SPnpVSTgjhB8DUOnY9FEXRedUTTV8PXATkA28CwxvaCZE2AV6SJEmSpFTmfSaSJEmSJKUAA7wkSZIkSSnAAC9JkiRJUgowwEuSJEmSlAIM8JIkSZIkpQADvCRJkiRJKcAAL0mSJElSCjDAS5IkSZKUAgzwkiRJkiSlAAO8JEmSJEkpwAAvSZIkSVIKMMBLkiRJkpQC/n8+ipVJnbT9VwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def plot_solution(simulator, nx, label, **kwargs):\n",
" datafilename = gen_filename(simulator, nx)\n",
" \n",
" #Read the solution\n",
" with np.load(datafilename) as data:\n",
" h = data['h']\n",
" \n",
" x = np.linspace(0.5, nx-0.5, nx)*10.0/float(nx)\n",
" y = h[0,:]\n",
" \n",
" plt.plot(x, y, label=label, **kwargs)\n",
" \n",
" h = None\n",
" x = None\n",
" gc.collect() # Force run garbage collection to free up memory\n",
"\n",
"for simulator in simulators:\n",
" fig = plt.figure()\n",
" setBwStyles(fig.gca())\n",
" \n",
" #Plot reference solution\n",
" ref_x, ref_h, _ = gen_reference(4096)\n",
" plt.plot(ref_x, ref_h, '-', label='Reference')\n",
" ref_x = None\n",
" ref_h = None\n",
" gc.collect()\n",
" \n",
" #Plot simulation results\n",
" for j, nx in enumerate(domain_sizes):\n",
" plot_solution(simulator, nx, 'nx=' + str(nx), marker=' ')\n",
" plt.title(str(simulator.__name__))\n",
" plt.axis([0, 10, 0, 0.0055])\n",
" plt.legend()\n",
" \n",
" save_figure(fig, simulator.__name__)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"figLegend = plt.figure()#figsize = (1.5,1.3))\n",
"plt.plot(0, 0)\n",
"plt.figlegend(*fig.gca().get_legend_handles_labels(), loc = 'center')\n",
"plt.axis('off')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"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:1579: UserWarning: Unknown infodict keyword: created\n",
" warnings.warn('Unknown infodict keyword: %s' % k)\n",
"c:\\Users\\anbro\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_pdf.py:1579: UserWarning: Unknown infodict keyword: hostname\n",
" warnings.warn('Unknown infodict keyword: %s' % k)\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def plot_comparison(**kwargs):\n",
" ref_x, ref_h, _ = gen_reference(4096)\n",
" plt.plot(ref_x, ref_h, '-', color='black', label='Analytic')\n",
" ref_x = None\n",
" ref_h = None\n",
" gc.collect()\n",
"\n",
" for i, simulator in enumerate(simulators):\n",
" nx = 512\n",
" plot_solution(simulator, nx, simulator.__name__, **kwargs)\n",
" \n",
"\n",
"fig = plt.figure()\n",
"setBwStyles(fig.gca())\n",
"\n",
"boxes = np.array([\\\n",
" [[3.5, 4.1], [0.0044, 0.00505]], \\\n",
" [[4.7, 5.05], [0.0025, 0.0027]], \\\n",
" [[6.1, 6.40], [0.0009, 0.0026]] \\\n",
" ])\n",
"\n",
"plot_comparison(marker=' ')\n",
"for box_x, box_y in boxes:\n",
" x = np.kron(box_x, np.ones((2)))\n",
" y = np.hstack((box_y, box_y[::-1]))\n",
" fig.gca().fill(x, y, fill=True, linestyle='-', color='gray', alpha=0.5)\n",
"plt.xlim([0, 10])\n",
"plt.ylim([0, 0.0055])\n",
"plt.legend(loc='lower left')\n",
"save_figure(fig, 'solution')\n",
"\n",
"for i, bbox in enumerate(boxes):\n",
" fig = plt.figure()\n",
" setBwStyles(fig.gca())\n",
" plot_comparison()\n",
" plt.xlim(bbox[0])\n",
" plt.ylim(bbox[1])\n",
" plt.legend()\n",
" \n",
" save_figure(fig, \"solution_zoom_\" + str(i))\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [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": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}