FiniteVolumeGPU/ConvergenceSmooth1D.ipynb
2018-07-25 15:06:56 +02:00

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"```\n",
"This notebook sets up and runs a set of benchmarks to compare\n",
"different numerical discretizations of the SWEs\n",
"\n",
"Copyright (C) 2016 SINTEF ICT\n",
"\n",
"This program is free software: you can redistribute it and/or modify\n",
"it under the terms of the GNU General Public License as published by\n",
"the Free Software Foundation, either version 3 of the License, or\n",
"(at your option) any later version.\n",
"\n",
"This program is distributed in the hope that it will be useful,\n",
"but WITHOUT ANY WARRANTY; without even the implied warranty of\n",
"MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the\n",
"GNU General Public License for more details.\n",
"\n",
"You should have received a copy of the GNU General Public License\n",
"along with this program. If not, see <http://www.gnu.org/licenses/>.\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"#Lets have matplotlib \"inline\"\n",
"%matplotlib inline\n",
"%config InlineBackend.figure_format = 'retina'\n",
"\n",
"#Python 2.7 compatibility\n",
"from __future__ import print_function\n",
"\n",
"#Import packages we need\n",
"import numpy as np\n",
"from matplotlib import animation, rc\n",
"from matplotlib import pyplot as plt\n",
"#import mpld3\n",
"\n",
"import subprocess\n",
"import os\n",
"import gc\n",
"import datetime\n",
"\n",
"import pycuda.driver as cuda\n",
"\n",
"try:\n",
" from StringIO import StringIO\n",
"except ImportError:\n",
" from io import StringIO\n",
"\n",
"#Set large figure sizes\n",
"#rc('figure', figsize=(16.0, 12.0))\n",
"rc('animation', html='html5')\n",
"\n",
"#Finally, import our simulator\n",
"#from SWESimulators import FBL, CTCS, LxF, FORCE, HLL, HLL2, KP07, KP07_dimsplit, WAF, CDKLM16, DataOutput, PlotHelper\n",
"from SWESimulators import Common, LxF, FORCE, HLL, HLL2, PlotHelper"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CUDA version (9, 1, 0)\n",
"Driver version 9010\n",
"Using GeForce 840M\n",
" => compute capability: (5, 0)\n",
" => memory: 2048.0 MB\n",
"=== WARNING ===\n",
"Using blocking context\n",
"=== WARNING ===\n"
]
}
],
"source": [
"cuda_context = Common.CudaContext(verbose=True, blocking=True)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"#Misc plotting setup\n",
"def setBwStyles(ax):\n",
" from cycler import cycler\n",
"\n",
" ax.set_prop_cycle( cycler('marker', ['.', 'x', 4, '+', '*', '1', 5]) +\n",
" cycler('linestyle', ['-.', '--', ':', '-.', '--', ':', '-.']) +\n",
" #cycler('markersize', [5, 5, 5, 5, 5, 5]) +\n",
" cycler('color', ['k', 'k', 'k', 'k', 'k', 'k', 'k']) ) \n",
"\n",
"#plt.rc('font', size=18)\n",
"#plt.rc('xtick', labelsize='large')\n",
"#plt.rc('ytick', labelsize='large')\n",
"#plt.rc('legend', fontsize='medium')\n",
"rc('legend', markerscale=1.0)\n",
"rc('lines', markersize=6)\n",
"rc('lines', markeredgewidth=1.5)\n",
"rc('savefig', dpi=200)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"def save_figure(fig, stem):\n",
" fig_filename = \"convergence_smooth1d_\" + stem + \".pdf\"\n",
" \n",
" image_text = fig_filename + \"\\nCreated \" + str(datetime.datetime.now().strftime(\"%Y-%m-%d %H:%M:%S\"))\n",
" \n",
" #ax = fig.gca()\n",
" #pos1 = ax.get_position() # get the original position \n",
" #pos2 = [pos1.x0 + 0.3, pos1.y0 + 0.3, pos1.width / 2.0, pos1.height / 2.0] \n",
" #ax.set_position(pos2) # set a new position\n",
" \n",
" #fig.gca().annotate(image_text, xy=(1.1, 0), xycoords='figure fraction', fontsize=10,\n",
" # horizontalalignment='right', verticalalignment='bottom')\n",
" t = plt.figtext(-0.1, .9, image_text, rotation='vertical')\n",
" \n",
" legend = fig.gca().legend_\n",
" if (legend != None):\n",
" fig.savefig(fig_filename, bbox_extra_artists=(legend,t, ), bbox_inches='tight')\n",
" else:\n",
" fig.savefig(fig_filename)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"def gen_test_data(nx, g, num_ghost_cells):\n",
" ny = 1\n",
" width = 100.0\n",
" dx = width / float(nx)\n",
" dy = 1.0\n",
"\n",
" h = np.zeros((ny+2*num_ghost_cells, nx+2*num_ghost_cells), dtype=np.float32); \n",
" hu = np.zeros((ny+2*num_ghost_cells, nx+2*num_ghost_cells), dtype=np.float32);\n",
" hv = np.zeros((ny+2*num_ghost_cells, nx+2*num_ghost_cells), dtype=np.float32);\n",
"\n",
" #Create a gaussian \"dam break\" that will not form shocks\n",
" x_center = dx*nx/2.0\n",
" size = width / 5.0\n",
" dt = 10**10\n",
" for j in range(-num_ghost_cells, ny+num_ghost_cells):\n",
" for i in range(-num_ghost_cells, nx+num_ghost_cells):\n",
" x = dx*(i+0.5) - x_center\n",
" \n",
" h[j+num_ghost_cells, i+num_ghost_cells] = 0.5 + 0.1*np.exp(-(x**2/size))\n",
" hu[j+num_ghost_cells, i+num_ghost_cells] = 0.1*np.exp(-(x**2/size))\n",
" \n",
" local_h = h[j+num_ghost_cells, i+num_ghost_cells]\n",
" local_hu = hu[j+num_ghost_cells, i+num_ghost_cells]\n",
" local_u = local_hu / local_h\n",
" dt = min(dt, dx / (local_u + np.sqrt(g*local_h)))\n",
" \n",
" return h, hu, hv, dx, dy, dt, nx, ny"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"def gen_filename(simulator, nx):\n",
" return \"smooth1d_\" + str(simulator.__name__) + \"_\" + str(nx) + \".npz\""
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"def sanity_check(variable, variable_name):\n",
" maxval = np.amax(variable)\n",
" minval = np.amin(variable)\n",
" if (np.isnan(maxval) or np.isnan(minval)):\n",
" print(\"=== WARNING ===\")\n",
" print(variable_name + \" contains NaN values\")\n",
" print(\"=== WARNING ===\")\n",
"\n",
"def run_benchmark(datafilename, simulator, courant_number, nx, ghost_cells, g=9.81, force_rerun=False):\n",
"\n",
" if (os.path.isfile(datafilename) and force_rerun == False):\n",
" print(\"=== WARNING ===\")\n",
" print(\"Existing simulation exists, skipping simulation\")\n",
" print(\"=== WARNING ===\")\n",
" else:\n",
" h0, hu0, hv0, dx, dy, dt, nx, ny = gen_test_data(nx, g, ghost_cells)\n",
" dt = dt * courant_number\n",
"\n",
" #Initialize simulator\n",
" with Common.Timer(simulator.__name__ + \"_\" + str(nx)) as t:\n",
" sim = simulator(cuda_context, \\\n",
" h0, hu0, hv0, \\\n",
" nx, ny, \\\n",
" dx, dy, dt, \\\n",
" g)\n",
"\n",
" t = sim.step(2.0)\n",
" \n",
" h, hu, hv = sim.download()\n",
"\n",
" h = h[ghost_cells, ghost_cells:-ghost_cells]\n",
" hu = hu[ghost_cells, ghost_cells:-ghost_cells]\n",
" hv = hv[ghost_cells, ghost_cells:-ghost_cells]\n",
" \n",
" sanity_check(h, \"h\")\n",
" sanity_check(hu, \"hu\")\n",
" sanity_check(hv, \"hv\")\n",
"\n",
" np.savez_compressed(datafilename, h=h, hu=hu, hv=hv)\n",
" \n",
" gc.collect() # Force run garbage collection to free up memory"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"=> LxF_16384 7404.739380 ms\n",
"=> LxF_16 7.573366 ms\n",
"=> LxF_32 13.042450 ms\n",
"=> LxF_64 14.009476 ms\n",
"=> LxF_128 25.010347 ms\n",
"=> LxF_256 17.006874 ms\n",
"=> LxF_512 27.018547 ms\n",
"=> LxF_1024 39.029121 ms\n",
"=> LxF_2048 41.454554 ms\n",
"=> LxF_4096 82.144260 ms\n",
"=> FORCE_16384 6099.694014 ms\n",
"=> FORCE_16 14.009714 ms\n",
"=> FORCE_32 13.525248 ms\n",
"=> FORCE_64 15.005827 ms\n",
"=> FORCE_128 49.564362 ms\n",
"=> FORCE_256 31.624317 ms\n",
"=> FORCE_512 3.788710 ms\n",
"=> FORCE_1024 38.658619 ms\n",
"=> FORCE_2048 44.242382 ms\n",
"=> FORCE_4096 103.921175 ms\n",
"=> HLL_16384 7019.193888 ms\n",
"=> HLL_16 12.552977 ms\n",
"=> HLL_32 15.013933 ms\n",
"=> HLL_64 22.021055 ms\n",
"=> HLL_128 23.123264 ms\n",
"=> HLL_256 19.008636 ms\n",
"=> HLL_512 23.017168 ms\n",
"=> HLL_1024 27.843952 ms\n",
"=> HLL_2048 61.046600 ms\n",
"=> HLL_4096 147.981405 ms\n",
"=> HLL2_16384 8089.965582 ms\n",
"=> HLL2_16 13.582706 ms\n",
"=> HLL2_32 13.981104 ms\n",
"=> HLL2_64 18.014669 ms\n",
"=> HLL2_128 39.170265 ms\n",
"=> HLL2_256 25.013685 ms\n",
"=> HLL2_512 22.024393 ms\n",
"=> HLL2_1024 33.320189 ms\n",
"=> HLL2_2048 74.722528 ms\n",
"=> HLL2_4096 216.874123 ms\n"
]
}
],
"source": [
"reference_nx = 16384\n",
"domain_sizes = [16, 32, 64, 128, 256, 512, 1024, 2048, 4096]\n",
"\n",
"#simulators = [LxF.LxF, FORCE.FORCE, HLL.HLL, HLL2.HLL2, WAF.WAF, KP07.KP07, KP07_dimsplit.KP07_dimsplit]\n",
"#simulator_ghost_cells = [1, 1, 1, 2, 2, 2, 2]\n",
"#simulator_names = ['LxF', 'FORCE', 'HLL', 'HLL2', 'WAF', 'KP07', 'KP07 dimsplit']\n",
"#simulator_reference = [KP07.KP07, KP07.KP07, KP07.KP07, HLL2.HLL2, WAF.WAF, KP07.KP07, KP07_dimsplit.KP07_dimsplit]\n",
"#simulator_courant_numbers = [0.95, 0.95, 0.95, 0.95, 0.95, 0.95, 0.95]\n",
"\n",
"simulators = [LxF.LxF, FORCE.FORCE, HLL.HLL, HLL2.HLL2]\n",
"simulator_ghost_cells = [1, 1, 1, 2]\n",
"simulator_reference = [LxF.LxF, FORCE.FORCE, HLL.HLL, HLL2.HLL2]\n",
"simulator_courant_numbers = [0.75, 0.95, 0.95, 0.95]\n",
" \n",
"for i in range(len(simulators)):\n",
" datafilename = gen_filename(simulators[i], reference_nx)\n",
" run_benchmark(datafilename, \\\n",
" simulators[i], \\\n",
" simulator_courant_numbers[i], \\\n",
" reference_nx, \\\n",
" simulator_ghost_cells[i], \\\n",
" force_rerun=True)\n",
" \n",
" for j, nx in enumerate(domain_sizes):\n",
" datafilename = gen_filename(simulators[i], nx)\n",
" run_benchmark(datafilename, \\\n",
" simulators[i], \\\n",
" simulator_courant_numbers[i], \\\n",
" nx, \\\n",
" simulator_ghost_cells[i], \\\n",
" force_rerun=True)\n",
" gc.collect()"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 273,
"width": 448
}
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 273,
"width": 448
}
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 273,
"width": 448
}
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 273,
"width": 448
}
},
"output_type": "display_data"
}
],
"source": [
"def plot_solution(simulator, nx, label, **kwargs):\n",
" datafilename = gen_filename(simulator, nx)\n",
" \n",
" #Read the solution\n",
" with np.load(datafilename) as data:\n",
" h = data['h']\n",
" \n",
" x = np.linspace(0.5, nx-0.5, nx)*100.0/float(nx)\n",
" \n",
" plt.plot(x, h, label=label, **kwargs)\n",
" \n",
" h = None\n",
" x = None\n",
" gc.collect() # Force run garbage collection to free up memory\n",
"\n",
"for simulator in simulators:\n",
" fig = plt.figure()\n",
" setBwStyles(fig.gca())\n",
" plot_solution(simulator, reference_nx, 'Reference', linestyle='-', marker=' ')\n",
" \n",
" for j, nx in enumerate(domain_sizes):\n",
" plot_solution(simulator, nx, 'nx=' + str(nx), marker=' ')\n",
" \n",
" plt.title(str(simulator.__name__))\n",
" plt.legend()\n",
" save_figure(fig, simulator.__name__)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 288,
"width": 455
}
},
"output_type": "display_data"
}
],
"source": [
"def downsample(highres_solution, factor):\n",
" assert(highres_solution.size % factor == 0)\n",
" nx = highres_solution.size / factor\n",
" return highres_solution.reshape([int(nx), int(factor)]).mean(1)\n",
"\n",
"conservation = np.zeros((len(simulators), len(domain_sizes)))\n",
"error = np.zeros((len(simulators), len(domain_sizes)))\n",
"\n",
"for i, simulator in enumerate(simulators):\n",
" #Read the reference solution\n",
" datafilename = gen_filename(simulator, reference_nx)\n",
" with np.load(datafilename) as data:\n",
" h_ref = data['h']\n",
" \n",
" #Compute conservation and error for subsequent resolutions\n",
" for j, nx in enumerate(domain_sizes):\n",
" #Read current resolution\n",
" datafilename = gen_filename(simulator, nx)\n",
" with np.load(datafilename) as data:\n",
" h = data['h']\n",
" \n",
" #Downsample reference to current resolution\n",
" h_ref_downsampled = downsample(h_ref, reference_nx/nx)\n",
" \n",
" #Compute error per cell\n",
" error[i, j] = np.linalg.norm(np.abs(h_ref_downsampled - h), ord=1) / nx\n",
" conservation[i, j] = (np.sum(h_ref_downsampled) - np.sum(h))\n",
" \n",
"fig = plt.figure()\n",
"setBwStyles(fig.gca())\n",
"\n",
"x = np.linspace(domain_sizes[0], domain_sizes[-1], 100);\n",
"\n",
"scaling = np.max(error[:,0]) * domain_sizes[0] * 1.5\n",
"plt.loglog(x, scaling/x, '-', color='gray', label='Order 1')\n",
"\n",
"scaling = np.min(error[:,0]) * domain_sizes[0]**2 * 0.5\n",
"plt.loglog(x, scaling/(x*x), '-', color='gray', label='Order 2')\n",
"\n",
"for i, simulator in enumerate(simulators):\n",
" plt.loglog(domain_sizes, error[i,:], label=simulators[i].__name__)\n",
" \n",
"plt.axis([10**1, 10**4, 10**-8, 10**-2])\n",
"plt.xlabel('Number of cells')\n",
"plt.ylabel('L2 error')\n",
"plt.legend()\n",
"save_figure(fig, 'convergence')"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 286,
"width": 448
}
},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure()\n",
"setBwStyles(fig.gca())\n",
"\n",
"for i, simulator in enumerate(simulators):\n",
" a = np.arange(1, len(domain_sizes))\n",
" #order = np.log2(error[i, :-1] / error[i, 1:])\n",
" order = np.log2(error[i, 0] / (error[i, 1:]) )/a\n",
" plt.plot(order, label=simulator.__name__)\n",
" \n",
"plt.xlabel('Number of cells')\n",
"plt.ylabel('Order')\n",
"plt.legend()\n",
"save_figure(fig, 'convergence2')\n"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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YRETkM1EkgM8DY83sf8wsP/2FmeWZ2bXAqYlyIpKj1qxZwwknnEBxcTGTJ0/m61//OosXL+ass87i5Zdfjjs8EamH8vLyg1b/rGsCOGbMGAoKCgBYtmwZa9fWNKBIRETqKooE8HZgPXAHsNLMHjOzX5jZo8D7wJ2J9z+JoG0RyRIzZ87k6quvZvbs2fz617/m0Ucf5ZlnnqG8vJy77ror7vBEpB4WLlxISUkJAF26dGHw4MF1+nyrVq0YM2ZM6v7FF18MNT4REYkgAXT39cBI4CWgO3AxcB0wGeiZeD7K3TUEVCTBzLLmCEv37t350Y9+dNCzL3/5y3Tr1o233347tHZEpPFMnz49dT127Nh6/ZsxYcKE1PW0adNCiUtERD4TyUbw7l7s7l8GugITCZK/iUBXd/+yu38QRbsikj2GDBlCfn7+55537dqVrVu3xhCRiDTUjBkzUtdjx46tVx3pCeCLL76o7SBERELWLMrK3f0j4KMo2xCR7FRUVFTp82bNmlFeXt7I0YhIQ+3bt49XX301dV/fBHDQoEF07tyZDRs2UFJSwrvvvstxxx0XVpgiIjkvkh5AEakbd8+aQ0SkMnPmzGHXrl0A9OzZk549e9arHjPjlFNOSd3PmjUrjPBERCShwT2AZvYQ4MCN7r4hcV8b7u5XNLR9ERERiV8Ywz+TRo8ezd/+9jcgSAC/+93vNqg+ERH5TBhDQC8lSAB/AWxI3NeGA0oARUREmoDXXnstdZ3eg1cfo0aNSl3PmjULdw91ESoRkVwWRgKYHOPxUYV7ERERyQHl5eXMnj07dT9y5MgG1Tdw4EDatWvH9u3b2bBhA6tWraJ3794NDVNERAghAXT3NdXdi4iISNP23nvvsWPHDiDY/69Hjx4Nqi8/P5+RI0fy/PPPA0EvoBJAEZFwhL4IjJndZGZjaigz2sxuCrttEcl8PXr0wN155JFHKn0/c+ZMLTYjkmXeeOON1PUXv/jFUIZrjh49OnWthWBERMITxSqgtwCn1FBmDHBzBG2LiIhII6uYAIYhPQF8/fXXQ6lTRETi2waiGaCNvkRERJqAKBLAYcOG0axZMFNlxYoVbN26NZR6RURyXVwJ4DBgc0xti4iISEg2bdrE+++/D0CLFi0YOnRoKPW2bNmSwYMHp+7nzJkTSr0iIrkujFVAMbMZFR5damanVFI0H+gKdAf+GkbbIiIiEp8333wzdT1s2DAKCgpCq3vEiBG88847ALz99ttMmDAhtLpFRHJVKAkgB8/5c6BH4qioHNgC/A24JqS2RUREJCbp2z+cdNJJodZ9wgkncN999wFBAigiIg0XSgLo7qmhpGZWDtzi7reFUbeIiIhkrrlz56auR4wYEWrd6fW99dZb2hBeRCQEUcwBvAx4OoJ6RUQAtE2ESIZw99QQTQiGgIapT58+tG3bFoCNGzfy4Ycfhlq/iEguCj0BdPdH3f3dsOsVyWbJ31iXl2vx2zAkE0D1BIjEq7i4mJKSEgCKioro1atXqPXn5eVx/PHHp+41DFREpOEaPAQ0bdP3t929tKZN4NO5+6sNbV8kGxQUFFBaWsquXbsoLCyMO5yst2vXLoBQF5sQkbqr2PsXxS9lRowYwfTp04FgGOi5554behsiIrkkjDmAMwkWfukPrEi7r438ENoXyXiFhYWUlpayfv16ANq0aYOZqQerDtwdd2fXrl2p/x2VTIvEK33+3/DhwyNp44QTTkhdqwdQRKThwkgAbyNI+DZXuBeRhA4dOrBr1y52797NunXr4g6nSWjdujUdOnSIOwyRnJbeAxhVAphe74IFCygvLycvL65tjEVEsl+DE0B3v6W6exEJ5rF07dqVkpISdu7cyd69e7WQST2YGQUFBRQWFtKhQwf9ECgSo6gXgEk64ogj6NSpExs3bmTnzp2sWrWKo48+OpK2RERyQVj7AIpIDfLy8ujYsSMdO3aMOxQRkQb74IMP2Lp1KxCMcujRo0ck7ZgZxx13HFOnTgVg/vz5SgBFRBpAvz4XERGROkuf/xfVAjBJQ4cOTV3PmzcvsnZERHJBGKuAzqjnR93dxzW0fREREWl8jTH/L+m4445LXc+fPz/StkREmrowhoCeUsVzByr7dWDyuSZAiYiIZKmKPYBRSk8A582bh7trFWURkXpq8BBQd89LP4CWwLPAB8BlQE+gVeJ8ObAaeCZRTkRERLKMux80FDPqBLBXr160bdsWgM2bN/PRRx9F2p6ISFMWxRzAHwPDgeHu/qi7r3H3vYnzI8AI4IREOREREcky69atY9u2bQAUFRXRvXv3SNvLy8tjyJAhqXsNAxURqb8oEsCLgKfcfVtlL929BHgSuDiCtkVERCRi7777bur62GOPbZThmBWHgYqISP1EkQAeAeyrocx+4PAI2hYREZGILVy4MHV97LHHNkqb6SuBqgdQRKT+okgA1wFnmVmLyl6aWQFwFqAB/CIiIlkovQdw8ODBjdKmegBFRMIRRQL4KNAbmGFmY8wsH8DM8s3sZGA60At4JIK2RUREJGIVh4A2hn79+lFQUADA2rVr2bx5c6O0KyLS1ESRAP6cYBXQLwIvA6VmtgEoBWYknv8zUU5ERESySGlpKcuXLwfAzDjmmGMapd3mzZszaNCg1P2CBQsapV0RkaYm9ATQ3fe7+ySCRV5mANuBDonzdOAid5/k7mVhty0iIiLReu+99ygvLwegd+/etGnTptHaTh9uumjRokZrV0SkKQljI/hKuftfgL9EVb+IiIg0vjgWgKmsvfRhqCIiUntRDAEVERGRJiqO+X9J6T2ASgBFROonsh5AADNrAxQB+ZW9d/cPo2xfREREwhXHCqBJ6XMAlyxZQllZGc2aRfqjjIhIkxNJD6CZTTazxcAO4EPgg0qO1VG0LSIiItFw91iHgHbo0IEjjzwSgL179/L+++83avsiIk1B6L82M7NLgYeAA8AsYC2gBV9ERESy3Pr169myZQsAhYWFdO/evdFjOPbYY1m3bh0Q9Eb279+/0WMQEclmUYyb+D6wFRjl7ksjqF9ERERikN77N2jQIPLyGn8pgWOPPZbnn38eCBLAr3/9640eg4hINoviX+7ewJNK/kRERJqWOBeAqazd9IRURERqJ4oEsIRg03cRERFpQjItAdRKoCIidRdFAvgccIqZWQR1i4iISEziXAE0qU+fPrRo0QKAtWvXsnXr1ljiEBHJVlEkgD8ACoD7zeyQCOoXERGRRrZv3z6WLv1sdsfAgQNjiaN58+YMGDAgdb9o0aJY4hARyVZRJIBPALuBK4FPzGyemc2o5JgeQdsiIiISgaVLl1JWFizq3bNnT9q2bRtbLBoGKiJSf1GsAnpK2nUbYEgV5TyCtkVERCQCmTD/r7L2lQCKiNRN6Amguzf+mtAiIiISKSWAIiJNg5I1ERERqVEmLACTlJ4ALlq0iPLy8hijERHJLkoARUREpEaZ1APYuXNnOnfuDMDu3btZvXp1rPGIiGSTyBJAMzvfzF4ysy1mVmZmJWb2opmdH1WbIiIiEr6NGzeyfv16AFq3bk2vXr1ijkjDQEVE6iv0BNACfwT+DIwF2gKbgEJgHPBnM/tL2O2KiIhINNITrIEDB5Kfnx9jNAElgCIi9RNFD+C3gYuAecCpQEt3Pxxombh/B/i6mV0VQdsiIiISskwa/pmUHsfChQtjjEREJLtEkQBeDhQDY9x9hrsfAHD3A+4+Azg58f6KCNoWERGRkGV6AqgeQBGR2osiARwA/MPd91T2MvH8aaB/BG2LiIhIyDJpBdCk/v37p4airl69mp07d8YckYhIdogiAXTAaihT03sRERHJAGVlZSxZsiR1P2jQoBij+UxBQQH9+vVL3S9evDjGaEREskcUCeBS4Gwza1XZy8TzScB7EbQtIiIiIVq+fDn79u0DoGvXrrRv3z7miD6jYaAiInUXRQL4ENANeNXMxplZMwAzyzezLwEvA90T5URERCSDZeL8vyQlgCIiddcsgjp/B4wGLgCmAeVmVgJ0IEg4DXjc3e+PoG0REREJUSYngOnzEZUAiojUTug9gB64iGAriBnAdoLkb3vi/iJ312bwIiIiWSCTE8CKPYDuHmM0IiLZIYoeQADc/a/AX6OqX0RERKKXiSuAJh1xxBF06NCBkpISduzYwZo1a+jRo0fcYYmIZLQo5gCKiIhIE1BSUsK6deuAYNXNo48+OuaIDmZmmgcoIlJHoSeAiYVfHjKzI6p4f0Ti/Slhty0iIiLhSU+ojjnmGJo1i2zgUL0pARQRqZso/iX/DtDP3T+u7KW7f2xmJwHtgJkRtC8iIiIhyOT5f0lKAEVE6iaKIaBDgTdqKPMaMDyCtkVERCQkCxcuTF1nagKolUBFROomigSwE1Bp71+aDYlyIiIikqEyeQGYpAEDBpCXF/w48/7777N79+6YIxIRyWxRJIDbga41lOkK7IqgbREREQnBgQMHWLx4ceo+U3sAW7dunVqcpry8nCVLlsQckYhIZosiAXwbmGRmXSp7mVgcZlKinIiIiGSg999/n9LSUiDYbqFjx44xR1Q1zQMUEam9KBLAe4FCYJaZTTSzAgAzKzCzs4BXgUOAeyJoW0REREKQDQvAJCkBFBGpvdATQHefBtwOHAX8A9hlZpsIhnz+HegF3O7uL4TdtmQuMzsysf3Hx2a218yKzexuM2tfhzpmmplXc7Ss5DPVlZ8d7rcUEWk6smEBmCQlgCIitRfJhj7ufrOZvU6wJcQIoAgoAWYD97r7i1G0K5nJzI4iWBm2E/AMsAw4AfgecJqZjXT3LXWo8tYqnpdV8XwN8Eglz9fVoU0RkZySDQvAJFVMAN0dM4sxIhGRzBXZjq6JnsBpUdUvWeU+guTvu+5+b/Khmf0KuAa4A7iqtpW5+y11bL+4Hp8REclp2dQD2L17d9q2bcuOHTsoKSnh448/5gtf+ELcYYmIZKQo5gDWi5ndbGZV9eBIljKzXsAEoBj4vwqvbyYYGjzZzNo0cmgiIlKFrVu3snbtWgBatGhB3759Y46oemZ2UJKanryKiMjBMiYBTNB4jaZnbOI8zd3L01+4+07gdaA1cGJtKzSzr5vZ/5jZf5vZ6cmFhqpRZGaXm9mNZna1mdW6LRGRXLRo0aLU9YABA2jevHmM0dSO5gGKiNROZENARRKSvzZeUcX79wl6CPsA02tZ55QK9xvN7Gp3f7KK8oOBB9MfmNlCYLK7L6r8IyIiuSu9By3T5/8lKQEUEamdTOsBlKanXeK8vYr3yedFtajrGeCrwJFAK6Af8LPEZ/9mZqdX8plfASOBwwi2JzkeeJIgKZxhZrWaJGJm71R2JGIQEWlSsmkLiCQlgCIitaMEUOKWHPbrNRV091+7+3Pu/pG7l7r7cne/EbiW4O/yTyv5zLXu/oa7b3b3T919rrufCzwFdAS+H+J3ERFpErKxB3DgwIGp62XLlrF3794YoxERyVxKACVqyR6+dlW8b1uhXH38gWALiCFmVljLz9yfOI+pTWF3H1bZQbClhYhIk3HgwAEWL16cus+WHsDCwkKOOuooIPgOS5cujTkiEZHMpARQorY8ce5TxfujE+eq5gjWyN1LgZ2J29quJrqpjuVFRHLCypUr2bNnDwBdunThsMMOizmi2tMwUBGRmikBlKi9nDhPMLOD/r4leutGAnuA2fVtwMz6Au0JksDNtfxYciXQ1fVtV0SkKcqmDeAr0lYQIiI1UwIokXL3VcA0oAdwdYXXtxL0wD3m7ruSD82sn5kdtLiKmfWqbMEWM+sIPJy4neLuZWnvhla2v6CZHUuw+TzAn+r8pUREmrBsXAAmST2AIiI10zYQ0hj+E3gDuMfMxgFLgRHAlwiGfv6wQvnkxI30fSHHAH8ws1eAVUAJ0A04g2B+4Vzg+gr1fBc428xmAGuBvQSrdp4G5AO/B/4awvcTEWkysnEBmCQlgCIiNcukBPBpoDjuICR87r7KzIYDtxEkX2cAnwD3ALe6e0ktqnmHoLduGDCEYPGYncAi4HHgd+6+r8Jnnk6UO5ZgQ/qWwBbg38Dv3f3ZBn41EZEmJ5t7AHv16kXr1q3ZvXs3GzduZMOGDXTu3DnusEREMkrGJIDuvhDQgP0si3nXAAAgAElEQVQmyt3XApfVsqxV8mwRcGkd23yaIAkUEZFaKCkpYc2aNQC0aNGCfv2ya6vTvLw8Bg0axFtvvQUEyez48eNjjkpEJLM0OAE0s/ououHuflRD2xcREZFwzJ8/P3U9aNAgmjdvHmM09TN48GAlgCIi1QijBzCPWmziXYnP9fKIiIhIfNITwKFDh8YYSf2lD1tN/z4iIhJocALo7j1CiENERERiNm/evNT1cccdF2Mk9ZeeuKZ/HxERCWgbCBEREQEOTpiytQdw8ODB5OUFP94sW7aMXbt21fAJEZHc0mQSQDM7y8xuijsOERGRbPTpp5+yYsUKAPLz87NuBdCk1q1b079/fwDcnQULFsQckYhIZolsFVAzKwCOB74AFFRWxt0fC7HJScAlBFsNiIiISB0sXLgQ92BKf79+/WjVqlXMEdXf0KFDWbJkCRD0ao4cOTLmiEREMkckCaCZXQ7cCbSvqgjBwjFhJoAiIiJST01h+GfS0KFD+eMf/wjAO++8E3M0IiKZJfQE0MxOA/4ALAHuAH5JsBfb28ApwATgCeD5GuoZW8emD69rrCIiIhJoCiuAJg0bNix1rYVgREQOFkUP4LXAFuCL7r7TzH4JLHD3nwM/N7MrgPuBe2uo5yXqtr1EsldRRERE6qgprACaNGTIkNT1e++9x549e7J6SKuISJiiSACHAs+4+860Z6nFZtz9QTObDPwQOL2aeg4Am4CptWx3FNCrjrGKiIjkvNLS0tScOTg4gcpGhYWF9OnThxUrVnDgwAHeffddRowYEXdYIiIZIYoEsA3wSdp9KdC2Qpm5wOU11LMCOMTdL6tNo2b2MEoARURE6mzx4sWUlZUB0Lt3b9q1axdzRA03bNiw1Kqm8+bNUwIoIpIQxTYQ64HD0u4/AfpWKNMOyK+hnvnAkWZWFGJsIiIiUkH6/L9sH/6ZpA3hRUQqF0UCuISDE75ZwDgzGw1gZgOB8xLlqrOQYF5fbf9LtAX4sG6hioiISFNaATQpfSEYrQQqIvKZKBLAfwMjzeyIxP2dBPP5ZprZJoLErhD4SQ31PECQ/M2voRwA7v59d+9Zv5BFRERy15w5c1LXTSUBTO/JXLx4MXv37o0xGhGRzBFFAvg7gs3fNwO4+3vAOILEcDMwDTjd3avdBsLdt7v7QnffFkGMIiIiAuzZs4eFCxem7o8//vgYowlPUVERvXoFSwPs37+fxYsXxxyRiEhmCD0BdPf97r7B3felPZvt7me6e393P93da7uyp4iIiERowYIFqQVg+vTpQ/v27WOOKDzpw0Dnzp0bYyQiIpkjih5AERERyRJvv/126rqprZSZ3puZ/j1FRHJZk0kAzewGM5sRdxwiIiLZJD0xOuGEE2KMJHwnnnhi6nr27NkxRiIikjkanACaWbmZlZlZn7T7A7U4yhoe/kH6ASeHXKeIiEiT1pQTwGHDhpGfH+w6tXTpUrZv3x5zRCIi8QtjI/hXAQd2V7gXERGRDFZSUsLKlSsBaN68OYMHD445onC1bt2aQYMGsWDBAtydOXPmcOqpp8YdlohIrBqcALr7KdXd15eZ3VbHjzSNnWtFREQaSfr2D0OGDKGgoCDGaKJx4oknsmDBAgDeeustJYAikvPC6AGMyo8IehKtDp9Rz6OIiEgtNeXhn0kjRozg/vvvBzQPUEQEIkgAzWw1cLe731NNmauBa929VzVV7QE+Au6oZdNXAl+sdaAiIiI5rimvAJqUvhDMW2+9hbtjVpffLYuINC1R9AD2AIpqKFMEdK+hzCKgt7s/WptGzewUlACKiIjUirvnRA9gnz59aNeuHdu3b2fTpk188MEHqQ3iRURyUVzbQBwC7KuhzAKgvZl1bYR4REREcsqqVavYuHEjAEVFRRx99NExRxSNvLy8g3o333rrrRijERGJXygJoJl1Sx6JR0Xpz9KOnmZ2MnAOsLqGaucAO4D+tQzjNeCx+n0DERGR3PLaa6+lrkeOHEleXpPZGvhz0hNAzQMUkVwX1hDQYg5egOV7iaMqBvx3dRW6+4PAg7UNoK7lRUREctnrr7+euh45cmSMkUQvfR7gm2++GWMkIiLxCysBfIzPVuy8BHiXYAhnRQeALcB0d58WUtsiIiJSR+k9gKNGjYoxkuilJ4Dz58/n008/5ZBDDokxIhGR+ISSALr7pclrM7sE+Ie713UfPxEREWkEmzZtYtmyZUCwAfzw4cNjjihaHTp0YODAgSxevJiysjJmz56t/QBFJGeFPuDf3fOU/ImIiGSuN954I3U9fPhwWrVqFWM0jWPMmDGp61dffTXGSERE4pU1M77N7CYz+7GZdajk3aHJ93HEJiIikk3S5/819eGfSekJ4KxZs2KMREQkXg0eAmpmDxHM/7vR3Tck7mvD3f2KOjR1S6KdvwElFd51THt/ex3qFBERyTkVVwDNBaNHj05dz549m71791JQUBBjRCIi8QhjDuClBInXL4ANifvacKAuCeBtic9sruTd5rT3IiIiUoU9e/Ywd+7c1P0Xv/jFGKNpPEcccQRHHXUUq1atorS0lLlz5+ZM8isiki6MBLBn4vxRhftQufst1bzbQtADKCIiItV444032L9/PwD9+vXjsMMOizmixjNmzBhWrVoFBMNAlQCKSC5q8BxAd1+TOMoq3Nd4NDx8ERERqYsZM2akrseNGxdjJI1PC8GIiGTRIjAiIiLScNOnT09djx07NsZIGl96Avjaa69RVlYWYzQiIvEIayP4zzGzfKAv0B7Ir6yMu9f46zczGwUcBrzp7usTzwqBa4BhwD7gJeAhd98fTvQiIiJNz/bt25kzZw4AZsbJJ58cc0SNq2fPnhx55JGsW7eOnTt3MmfOHE466aS4wxIRaVSRJICJ7RiuAdrVULTSxDBRR3PgWWBC4tEuMzsHeBuYDRwNWOLd2cBkMxvr7vsaEruIiEhTNWvWLMrLywEYMmQIhx56aMwRNS4zY/z48Tz88MMAvPjii0oARSTnhJ4Amtn1wK3AduCPwFqgPmMsLgW+DLwHTAfGAQ8BfwKOAn4DvEzQO3gdcBLwPeCuBn0BERGRJip9/l+uDf9MqpgA3nTTTTFHJCLSuKLoAfwmwYqgQ919UwPquQxYBxzv7nvMrDWwFPgv4IfufmeyoJn9HVgOnIcSQBERkUqlz//LtQVgktK/95tvvsmOHTto27ZtjBGJiDSuKBaB6Qo83cDkD6AX8E933wPg7ruB54DmBL2AKe6+jWC4aN8GtikiItIkbdiwgXfffReAZs2aMWrUqJgjikenTp047rjjADhw4AAzZ86MNyARkUYWRQK4gXB6FguBHRWeJe+3VVJ+K1AQQrsiIiJNzgsvvJC6PumkkygsLIwxmniNHz8+df3iiy/GGImISOOLIgF8HBhvZg1Nxj4EBlZ4NiBxHlxJ+eOAzQ1sU0REpEl6/vnnU9df+cpXYowkfkoARSSXRZEA3gR8AjxpZj0bUM8rwGlmdrGZtTOzC4HTgdeAu83ssGRBM7uCYJGYNxvQnoiISJO0f/9+pk6dmro/44wzYowmfqNGjaJly5YALF++nNWrV8cckYhI44kiAVwC9ADOAFaaWYmZra7kWFVDPT8H9gKPAiUEK4puBC4AugAfmNkcM/sAeAAoB+6O4PuIiIhktTfffJPt27cD0LVrVwYOrDjAJre0bNnyoMVgnn322RijERFpXFEkgHkE2z58mDi2E+zXV/Gotm13Lwa+BLxAsMLn34Fx7v4xMImgl3EY0D3RxuXu/lr4X0dERCS7pQ//POOMMzCzakrnhrPOOit1rQRQRHJJ6NtAuHuPEOuaA3xuooK7zzezfkA/goVfFmsDeBERkcr961//Sl3n+vDPpDPPPDN1/eqrr7J161bat28fY0QiIo0jih7ARuHuB9x9ibvPU/InIiJSuRUrVrB48WIACgoKcnYD+IoOP/xwTjjhBCDYDuLf//53zBGJiDSOrE0AAcxsopkdG3ccIiIimeqpp55KXZ9++ukccsghMUaTWSZOnJi61jBQEckVDR4CamaXJC7/4e470+5r5O6PNbD5p4E/AN9qYD0iIiJN0pNPPpm6Puecc2KMJPNMnDiRH/3oR0AwT7K0tDS1OqiISFMVxhzARwAHZgM70+6rY4kyVSaAZtarlu23TS/r7lrLWUREBFi9ejXz5s0DoEWLFgfNexMYOHAgvXv3ZuXKlezcuZPnn3+es88+O+6wREQiFUYCeDlBMvdJ4v6yEOoEWEnNiaQD5yaO5H3oC9uIiIhko/Thn+PHj6ddu3YxRpN5zIwLLriA22+/HYC//OUvSgBFpMlrcLLk7o9UuH+0oXWm+RSYV837k4H1BNtEiIiISJopU6akrjX8s3LpCeBzzz3Hjh07aNu2bcxRiYhEJ2MWgTGz75lZ+vDNh4FCgp7Fs939SxWPRLnnKnkmIiKS0xYtWpQa/llQUMCkSZNijigz9e/fn8GDBwOwd+9enn766ZgjEhGJVsYkgEARwabuALj7FcBZBJvBLzGzr8YVmIiISLZ59NHPBuRMmjSJoqKiGKPJbBdccEHq+s9//nOMkYiIRC+TEsDPcfd/AoOAt4CnzewRM9MEBhERkWqUlZXxpz/9KXX/jW98I8ZoMt/555+PmQHw4osvUlxcHG9AIiIRyugEEMDdN7v7fwBXAJOAxWb25ZjDEhERyVhTp05lw4YNAHTp0oXx48fHHFFm6969OxMmTADA3XnwwQdjjkhEJDoZnwAmJRabGQysAp43sz/EG5GIiEhmuu+++1LXF198Mc2aaYHsmnzrW59tKfzggw9SVlYWYzQiItHJmgQQwN3XEMwJvB64KOZwREREMs7KlSv597//DQTbHHz729+OOaLs8NWvfpUuXboA8Mknn/Dcc8/FHJGISDSyKgEE8MAvCeYG/gfwfzGHJCIikjHuu+8+3INtdE8//XR69+4dc0TZoXnz5lx++eWp+3vuuSfGaEREopN1CWCSu69092fcfWHcsYiIiGSCnTt38tBDD6Xuv/Od78QYTfb59re/TX5+PgAvv/wyc+bMiTkiEZHwZW0CKCIiIge777772L59OwBHH310amETqZ1u3bodtCXEXXfdFWM0IiLRyJoE0MwuSRyFlbxrm3wfR2wiIiJx27VrF7/85S9T9zfccAN5eVnzn/mMcd1116Wun3rqKd5///0YoxERCV8m/ZdhJnBbNe8fAR4GDq/k3eFp70VERHLOAw88wKZNm4CgJ2vy5MkxR5Sdjj32WE477TQAysvLuemmm2KOSEQkXBmTALr7K+5+azVFHksc2yt5tz3tvYiISE7Ztm0bd9xxR+r+hhtuoEWLFjFGlN1uvvnm1PWUKVOYN29ejNGIiISrwRsDmdmMen7U3X1cHQpfWs279UCV70VERJqyO+64gy1btgDBpubpq1lK3Z144olMmjSJp59+GoD/+Z//YerUqZhZzJGJiDRcGDvDnlLFcwcq+5cy+dxDaFtERCSnrVy58qAtC37xi1/QsmXLGCNqGn7605/y7LPPUl5ezosvvsg//vEPzj777LjDEhFpsAYPAXX3vPQDaAk8C3wAXAb0BFolzpcDq4FnEuVERESknsrLy/nmN7/Jvn37ADjppJM477zzYo6qaejfvz/f+ta3Uvff+c53UiusiohksyjmAP4YGA4Md/dH3X2Nu+9NnB8BRgAnJMo1iJmVmNmvG1qPiIhINnrggQeYOXMmAPn5+dx7770aphiin/3sZ3Tp0gWAjz/++KAVQkVEslUUCeBFwFPuvq2yl+5eAjwJXBxCW0VAmxDqERERySpLlizh2muvTd1ff/31DBs2LMaImp6ioiJ+85vfpO5///vf88QTT8QYkYhIw4UxB7CiI4B9NZTZT+XbOaSY2au1bO/MtLLu7ifX8nMiIiJZaceOHZx99tns3r0bCIYraruCaJx77rk89dRTPP744wBceeWVDB48mD59+sQcmYhI/USRAK4DzjKzH7r75xJBMysAzgI+qqGeUVS9kEySA10SR/JeRESkydq3bx/nnXceK1asAKB169Y88cQTWvglImbGAw88wNy5c1m9ejU7duzg9NNP580336RTp05xhyciUmdRDAF9FOgNzDCzMWaWD2Bm+WZ2MjAd6EWwcXt1NgKfAv8fwQIyFY9eBMnhlArPREREmqSysjK+8Y1vMHXq1NSzBx54gGOOOSbGqJq+du3a8fjjj9OqVSsAVq9ezVe+8hVKSkpijkxEpO6iSAB/TrAK6BeBl4FSM9sAlAIzEs//mShXnWOAl4D7gBuBLYmFZJJHcaLcp+nPw/86IiIi8duzZw/nnHMOU6ZMST27+eabueiii2KMKncMGzaMKVOmkJcX/Og0d+5cTjnlFNavXx9zZCIidRN6Auju+919EsEiLzOA7UCHxHk6cJG7T3L3shrq2eLuXyPYSuI8YJGZfSnseEVERDJdcXExp5xyCs8880zq2dVXX83NN98cY1S5Z+LEidx///2p+0WLFjF8+HDeeOONGKMSEambKHoAAXD3v7j7eHfv6O7NE+cJ7v7XOtbzGDCYYF/BF83sXjNrFUnQEgkzO9LMHjKzj81sr5kVm9ndZta+DnXMNDOv5qh08ouZDTCzx81so5mVmtlyM7tVf4dEJBuUl5fzyCOPMGTIEN5+++3U8+uuu05bPsTkm9/8Jn/84x/Jz88H4KOPPuLkk0/mpptuorS0NOboRERqFlkCGCZ3/9DdxwLXAVcA75rZ6JjDklows6OAdwh6ct8Gfg2sBr4HvGlmh9axylurOD7Xo2xmI4A5wCSC4cS/AXYANxH8MqGgHl9JRCRy7s5LL73EqFGjuOyyy1IbkDdr1oy7776bO++8U8lfjC6++GKee+45OnToAARzM2+//XYGDhzIY489RllZtYOcRERiZe7ZtXCmmQ0A/kjQK2jAg+7+rXijkqqY2VRgAvBdd7837fmvgGuA37n7VbWoZyZwsrvX6ieexOJDi4D+wFnu/mzieR7wOPA14AfuXtNc1JraeWfo0KFD33nnnYZUIyICwIYNG3j88cd5+OGHmT9//kHvevTowZQpUxgxYkRM0UlFxcXFXHjhhbz55psHPe/evTuXXXYZkydPplcvrU8nIg03bNgw5s2bN8/dG7zhaywJoJk9DEx293ptQ2FmzQgWhjkOmObu/3+Y8Uk4zKwXsAooBo5y9/K0d4XAJwRJfCd331VDXTOpWwI4lmDO6asV94ZMi2sN0NMb8H8CJYAiUl/l5eUUFxezePFiXnvtNV555RXmzp1LeXn5QeWaN2/O97//fW688UYOOeSQmKKVqpSXl/PAAw/wgx/8gG3btn3ufd++fRk/fjwnnXQSQ4YMoU+fPjRrFsUuXCLSlIWZAMb5L1C9x64kFpC5LcRYJBpjE+dp6ckfgLvvNLPXCXoHTyRI1mpkZl8n2PJjH7AUmOHue6tp+4WKL9x9tZmtAPoQbB2yqjZtZ4q9e/eydevWKt/XlM/qvd7rfXTvy8vL2bNnD7t372b37t3s2rUrdd60aRPr169n/fr1fPzxx6xcuZI9e/ZUWVerVq24/PLLufbaa+nZs2e17Up88vLyuOqqqzj//PO59957ufvuuw/aHmL58uUsX76c3/72twC0aNGCbt260a1bN7p27UrHjh1p37497du3p6ioiNatW1NQUJA6WrZsSUFBAfn5+ZgZeXl5nztXfCbZR39u2aewsDBrfymnX0FJlPomziuqeP8+QQLYh1omgAT7PqbbaGZXu/uT9Wi7T+KoMQE0s6q6+PrV9NmwzZo1i/Hjxzd2syLSCMyMUaNGccEFF3Deeedx6KF1nSYtcSkqKuLHP/4x1113Hf/85z959NFHmT59+ucWhtm3bx8rV65k5cqVMUUqImH4+c9/zg033BB3GPUSSgJoZq/W8SN9wmi3QgxnAYPdXT2DmaNd4ry9ivfJ50W1qOsZ4H+B+cAWoDvwDeBa4G9mdqa7/zuitkVEItG5c2cGDBjAkCFDOPnkkxk9enRqYRHJTi1btuTcc8/l3HPPpbS0NDW8d8GCBSxYsIB169bFHaKI5LiwegBHAU7dhnWGPflwEnAJGhqaTZJ/X2r8u+Duv67waDlwo5l9DNwL/BT49+c+GELbifYrHW+d6BkcWod2G6xFixZ07ty52jI1DSXRe73X+2jemxmtWrWidevWtGnT5qDzoYceSpcuXejSpQudO3emZ8+e6uFr4lq2bMmpp57Kqaeemnq2c+dO1q5dy5o1a1i3bh0lJSVs3bqVrVu3sm3bNkpLS9m7d+/njvLycsrLy3H3Kq8PHDgQ47eV+sq2BRkl0KZNm7hDqLewEsCtwDpgYi3L/y9wdkhtS+ZK9rK1q+J92wrl6uMPBFtLDDGzQnff2Yhtx2LMmDGsX78+7jBERKQeCgsLGTBgAAMGDIg7FBHJUWElgPOBk4APa7Oiopl9WosyY2sqU8HhdSwv0VueOFc15PfoxLmqeXo1cvdSM9sJtAfaAMkEMPK2RURERESyTVgJ4ALgSwQLYiytRfnaDBV9iboNE7U6lpfovZw4TzCzvEq2gRgJ7AFm17cBM+tLkPztBDanvZoB/BA4DfhZhc/0IkgM1xBsSi8iIiIikhPCSgBfAI7is2F1Nfk9nyUHVTkAbAKm1rLOUQRL+kuGcPdVZjaNYKXPqwnm6iXdStBj97v0PQDNrF/is8vSnvUC9rr7R+n1m1lH4OHE7ZTE9iBJrxD8MmKMmU2ssBH8LxJl7m/IHoAiIiIiItkmlATQ3V8i6LGrbfnXgddrKLYCOMTdL6tNnYnN5ZUAZp7/BN4A7jGzcQRJ2QiCHuMVBL106ZI9yOm9xGOAP5jZKwRbNpQA3YAzCOb4zQWuT6/E3Q+Y2WUEPYFPmtmTwIfAOGA4wd+/igvLiIiIiIg0aXlxB1CN+cCRZqZl+rOYu68iSLgeIUj8riXoLb4HOMndt9SimneAPwGdgK8l6jgNWAR8Fxjp7tsqafst4HiCLSQmANcQJIy3AeOr2EBeRERERKTJskwdAWdm1xEM1Rvn7jUNF8XM/hf4mrv3jDw4kQQz29KqVasO/fv3jzsUEREREWmili5dyp49e0rcvcH7B0WWAJpZJ4Ken/ZAfmVl3P2xaj7fDugBrKmsd0ckE5jZBwRzX4sbuel+ifOyaktJttOfc27Qn3PTpz/j3KA/59wQ159zD2BHGJ1doSeAZtYcuJ9gU/aqhpga4O5eaWIoItVLbEBf5Qb10jTozzk36M+56dOfcW7Qn3NuaAp/zmGtApruduAygsU6/gysBcqq/YSIiIiIiIhELooE8EKC1R2Pc/c9EdQvIiIiIiIi9RDFKqCdgOeV/ImIiIiIiGSWKBLAD6n9hvAiIiIiIiLSSKJIAB8BTk+s4ikiIiIiIiIZIopVQPOAvwK9gOuBd9x9R6iNiIiIiIiISJ01OAE0s3KgskqsiudJ7u5RLEIjIiIiIiIilQgjAXuV6hM9ERERERERyQChDwFtDGY2CBgDtAFWAy+4+6fxRiUiIiIiIpLZMjYBNLNvAXPdfV7aswLgQeCCCsU3ARe5+/RGDFFERERERCSrhL4KqJmtNrPv1lDmajNbXUNV9wNnVnh2N8FG89uAvwC/AWYT7D34tJn1qE/MIiIiIiIiuSCKRVh6AEU1lCkCutelUjP7AnAlsBIY6+7r0t79ALgDuAb4Xl3qFRERERERyRVR7ANYG4cA++r4mS8B+cAP0pM/AHf/GbAYGB9OeCIiIiIiIk1PKD2AZtatwqOiSp5BkMB1A84hWLylLr5AsNroa1W8fx2YXMc6RUREREREckZYPYDFwAeJA4JhmB9UcqwEZgBHAb+vYxulifP2Kt5vJ74eTZFGYWZHmtlDZvaxme01s2Izu9vM2scdmzScmR1qZlea2T/MbKWZ7TGz7Wb2mpldYWb6N66JMrPJZuaJ48q445Fw2f9j777DrKrOPY5/30FERZCmoIiCSFOaVAUpglhjF2M0Ro3Ga9TojTGJhSCWa7waS9R4LbHGFBWNYGwISlEUEFQEQZGOioAo4FCHee8fa894GKfP3rOn/D7Pc55zzt7rrPUeBobznrX2es0GmNlzZvZl9Lv7SzMbZ2bHpR2bVJyZHR/9PFdEv7cXmdmzZnZY2rFJ6ZnZ6WZ2r5lNMbP10e/jp0p4TT8ze9nM1prZRjObbWb/bWZ1Kivu8ojrGsAnCbNzBvwMmA18UEi77cDXwAR3H1eKfrub2c+ix62j+30JiWRBLYG1ZYhZpFoxs7bAVMKmR2OA+UAfwhcux5hZf3f/OsUQpeKGA/8HfAm8CSwDmgOnAn8FjjWz4V5Vt2+WcjGzVsC9wHeESySkBjGzEcBNwBrgP4R/382AQ4DBwMupBScVZmb/C/yO8Pn2BcLP+UDgJOA0M/uZuxebREiVMQLoRvhdvALoWFxjMzsJeI4wSfU0IQ85AbgL6E/4P71Kir0MhJnlAqPc/cYY+oHvi8xbdH+Zu99fSPv5wJfufkRFxhWpqszsNeAo4HJ3vzfj+J2EDZAedPeL04pPKs7MhhDqm77k7rkZx1sA04FWwOnu/lxKIUrMzMyA14E2wPPAVcAv3P2vqQYmsTCz4cAzwHjgVHffUOB8XXfflkpwUmHR7+bPCeXIurr7qoxzRxBWvS129wNSClHKIPqZrSBMNA0ifBH7d3f/aSFtG0bt9gD6u/t70fFdCD/3w4CfuPu/Kin8Mol9F1B3j2uJ0vlFHF9c8ICZHQ60J8yKiNQ4ZnYAIflbAvylwOnrgYuAc8zsN+6eXcnhSUzc/Y0ijq80swcIux0PJnzjKDXD5cAQws91SLqhSJyiJdv/C2wEziqY/AEo+av29idcfjQtM/kDcPc3zWwDsGcqkUmZufubeY/Dd3PFOp3ws30yL/mL+jwRmbcAACAASURBVNgczfpPAH4J1I4EMJOZ7UtY4tCIcI3erII7eBbF3Z8o7Tju/ha6/k9qtrwPhuMyZ4YA3H2Dmb1NSBAPJfzSkZon74NiTqpRSGzMrBNwK/Bnd58czQBLzdGPMLM7GvjGzI4HOhOWi01393fSDE5isYCwq30fM2vm7mvyTpjZQKABYVmo1Dx5v69fLeTcZMIXP/3MrJ67b6m8sEonkQQw2gH0IQopy2BmrwMXu/uSJMYWqaE6RPefFnF+ASEBbI8SwBrHzHYiXF8Nhf9nI9VM9DP9G+E6z2tTDkeS0Tu6/wqYBXTJPGlmkwlLuldXdmASD3dfa2a/B+4EPjazFwjXArYFTiQs7/6vFEOU5BT5uczdc8xsMXAwcAAwrzIDK43YE8BoPfTbhE1ZlhCy4C+BvYHDCR9S3zKzXu6+Mu7xRWqoPaL74nbBhTDbLjXPrYSZg5fd/bW0g5FYjCSskDnc3TelHYwkYq/o/mLC5StHAtMIywbvAI4GniUs/5Vqyt3vNrMlwKPALzJOfQY8XnBpqNQY1fpzWRLLJv9ASP5+D7Rz9/Pc/Rp3P4+QLf8O2Iew006JzKy5mZ1iZieY2R7FtBtkZiMrHr5ItZS3WF27Q9YwZnY58BvCrq+qdVoDmFkfwqzfHVoGWKPlbQNvhJm+Ce7+nbvPBU4hbDYxSKUCqjcz+x1hme/jhJm/+kBPQr3rv5vZbelFJymq0p/LkkgAjydcp3S7u2/PPOHu2939T8A44EcldWRmlxFmEUcT1lCvMLMri2g+mLAZhkhNlPdNUlFfgjQs0E5qADO7FPgz8DFwhLur1E01l7H081PCF6ZSc30T3S9y9w8zT0Szvnmz+X0qNSqJjZkNJmz0M9bdr3T3Re6+0d1nEZL8z4HfRBu5Sc1SrT+XJZEAtgBmltBmZtSuSNE/qnsIMY4HXiEsWb3dzP6ugshSy3wS3bcv4ny76L6oawSlmjGz/wbuA+YQkj8tma8Zdif8O+4EbM4o/u58/yXmw9Gxu1OLUuKQ93v72yLO5yWIu1ZCLJKMvMmMNwuecPeNhPI9WYTl3lKzFPm5LPqirw1h07ZFlRlUaSWxCcw6wvr24uxHyRnxfxP+4I509ykAZrY/8HfgzPDUzlZBZKkl8v5zOcrMsgrUiGtAKDi6CXg3jeAkXtGmArcCHwDDMneWk2pvC/BIEed6ED4ovkX4cKHlodXbZMLnmHZmtrO7by1wvnN0v6RSo5I41Yvuiyr1kHe84M9eqr83gLOBY4B/Fjg3ENgNmFwVdwCFZGYA3wJON7N+hZ00s77A8KhdcQ4lTKlPyTvg7ksJ264+R0gCS10qQqQ6c/eFhKXTrYFLC5y+gXDNwZOqAVj9mdkfCMnfTGCokr+axd03ufuFhd2AsVGzJ6JjT6cZq1RM9G/3acISsR32KDCzYYRNYNahnX2rs7zPqBeZWcvME2Z2LOHL2c3A1MoOTBI3GlgDnGlmvfIORoXgb46e/l8agZVGEjOA/0O4DnCSmf2LMHPxJWHJ52DgJ0AucEsJ/TTm++nVfO6+1czOJMwE/tTMctz95/GFL1JlXUL4T+QeMxtK2Fa4L3AEYenndSnGJjEws3OBG4HthA8WlxdSjHaJuz9eyaGJSPlcSfg9fV1UF246YZXUKYR/579w96KWiErVN5pwmdKRwDwz+zewkrDE+0eEjUCudvev0wtRSsvMTgZOjp7mXap2mJk9Hj1e4+5XAbj7ejP7BeHvwMQo51lLKP/RITpeZb/Eiz0BdPdZZnY6YTeks4GzMk4b4Q/n5+5e0nWCXwFNihgj18zOJuywda6ZbSMkmSI1lrsvjL5lupGw5OA4wt/7e4AbtEFIjdAmuq9DWAZfmEmE368iUsW5+6po5dMIQtJ3KLABeAn4o7tr2X41Fn0ePY6wMudMws94N8Jn3ZeBe9x9XIohStl0B84tcOyA6AawFLgq74S7v2BmgwhfwJ8G7EIo/3El4WdfZS9Ts6RiM7P6wEmEaxr2ICxzeB94oTTL1MxsArCXu3cppk0dwnLQEwjTsM3cvU5R7UVERERERGqzxBLAioo2QbgF6FFw++QC7eoSSkQcC7gSQBERERERkcIlcQ3gDsysIdEMoLuvL8NLnyNMxXYDikwA3X2bmZ0CPEjYIENEREREREQKkcgMYLQ087fAhXx/TQvAYuCvwJ/cPSf2gUVERERERKRIsSeAZrYzYUvjQYADKwgbVewN7EvYCGYKcFQhNXFEREREREQkIUnUAbySUO7hJaCTu7d298PcvTVhW9QXgQFRu3Ixs3PN7I0YYhUREREREak1kpgBnB097O7uuYWczwI+iMYucofPEsa4HhipDV9ERERERERKL4kZwAOBVwpL/iDUTAFeAdomMLaIiIiIiIgUIYkEcCuwewlt6gPbEhhbREREREREipBEGYjZwOlmNsrdVxc8aWbNgNMpprSDSHVhZouBhsCSlEMRERERkZqrNbDe3duU1LAkSSSA9wH/Aqab2c3Am4RdQFsQNocZAewJXF6BMSZWLESR2DTcddddm3Tq1KlJ2oGIiIiISM00b948Nm3aFEtfSdUBvAW4mlAG4gengdvc/erYBxapZGY2s0ePHj1mzpyZdigiIiIiUkP17NmTWbNmzXL3nhXtK4kZQNz9WjMbC1wAHALsAawD3gcedfd3khhXREREREREipbEJjAAuPu77v4Ld+/l7u2i+1+UNvkzs9fN7NdmpqV11ZyZ7Wtmj5rZF2a2xcyWmNndZta4DH0MM7M7zGyCma01Mzezt0rxuoPM7BkzW2Vmm83sEzO7wcx2rdi7EhERERGpfhJLAGMwFPgT8LmZPWVmA9MOSMrOzNoCM4HzgenAXcAi4ArgHTNrWsquLgWuBPoBn5dy7L7ADOBkYDzwZ2A9MBJ43czqlf6diIiIiIhUf4ksAYX8gu8tgX2BuoW1cffJJXSzGNgbOAv4iZl9AjwMPOHua2MMV5JzP7AXcLm735t30MzuBH4N/A9wcSn6+V/gOmA+0Irwd6NIZlYHeAzYDTjJ3cdGx7OAZ4DTovFvLeP7ERERERGpthKZATSz3xJ2/lwCvEXYCbSwW0meBPYhzBbNBTqy46zggNiDl9iY2QHAUYS/B38pcPp6IBs4x8zql9SXu7/j7nPdfXsphx8EdAIm5yV/UT+5wO+ipxebmZWyPxERERGRai/2GUAzG0VYYvc18ARhuV5Oeftz93XAvcC9ZnYo8F/AcHacFXwIeFKzglXOkOh+XJR45XP3DWb2NiFBPBSYkNDYrxY84e6LzOxToD1wALAw5rFFRKQQ2dnZPP3008yZM4d9992Xs88+m+bNm6cdlohIrZLEEtALCNd49YySt9i4+7vAu2Z2BXAO8AugK3AH8Ecze87dfxrnmFIhHaL7T4s4v4CQALYn/gSwNGO3j24lJoBmVlSdh45lD01EpHZ6/vnnueCCC/Kff/zxx/z1r39NMSIRkdoniQSwKfBA3MlfJndfT1hS+Bcz60OYFfwx8BNACWDVsUd0X9TfhbzjjWrY2IXKzc1l7dq1bNiwgS1btpBEDU7ZkZlRr149GjRoQJMmTcjKqsr7XonUfOeccw7vvvsu999/P7vtths33HBD2iGJiNQ6SSSAnwGl3t6/otx9OjDdzP4bOLuyxpVY5F1/l0YmVKaxiyq6Gc0M9ijp9bm5uSxfvpyNGzeWPkKpMHdn8+bNbN68mezsbFq1aqUkUCRld999Ny1btmSvvfaiZcuWaYcjIlLrJJEA3g/cZGYt3H1lAv0Xyt03AA9U1nhSKnmzbHsUcb5hgXY1ZewfWLt2LRs3bmSnnXaiRYsW1K9fX4lIJcjNzSU7O5uVK1eyceNG1q5dS7NmzdIOS6RWq1u3Ltdee23aYYiI1FqxfwJ19weAvwFvm9m5ZtbFzPYr7FZCV08AH8Qdn1SqT6L79kWcbxfdF3WdXnUd+wc2bNgAQIsWLWjQoIGSv0qSlZVFgwYNaNGiBfD9z0FEKsemTZt46aWXyM3NLbHtd999x6pVqyohKhGR2i2pT6EfEpaBPkpI4hYXcltUXAfufn7m9v1SLeWV+jgqqr+Xz8waAP2BTcC7CYz9RnR/TMETUXmK9sBSSvh7GJctW7YAUL9+iRUvJAF5f+55PwcRqRxPPPEEP/rRj+jcuTPPPfdcoW1WrVrFddddR6tWrbjuuusqOUIRkdoniTIQFwIPEko/TAS+oAJlIKT6cveFZjaOsNPnpYRyHnluAOoDD7p7dt5BM+sYvXZ+BYefBMwDBprZiQUKwf9v1OYBr6SdWPKG0cxfOvLKPWrjHZHKk5uby5133gnAvHnzWLZsWaHtPvnkE2655RYAnnzySW666ab8WXsREYlfEtcA/gZYBfRz98VxdWpmbQizNo0IG3esAz6NcwxJxCXAVOAeMxtKSMr6AkcQll8W/Lp3XnS/Q4F2MzscuDB6unt0387MHs9r4+7nZTzebmbnE2YCR5vZaGAZMBToBbwN3FXB9ybVRF4CKCKVZ+LEiSxYsACARo0aceGFFxba7vDDD6dv375MmzaNrVu38tRTT3HVVVdVZqgiIrVKEtMRrYHRcSRmZlbXzH5nZosIu4u+DPwD+Gf0+DMzW2RmvzWzuhUdT+Ln7gsJCdfjhMTvN0Bb4B7gMHf/upRdHQicG91Oi47tlXHs3ELGngb0BsYQZiF/TdgU5kZgmLtrPaCISEKefPLJ/MfnnHMODRo0KLSdmfFf//Vf+c8fe+wxzdaLiCQoiRnAz4EKJ2NmtgswjnCdmBFmixYQZv6MsItjO8Ks4K3Aj8zsKH2or3rcfTlwfinbFjpV4+6PE5LIso79MTC8rK8TEZHy++677xg9enT+85/97GfFth8+fDi/+tWvyM7O5uOPP+a9996jd+/eSYcpIlIrJTED+CRwXLTJR0VcDRwOPA+0dfeO7n6Cu//U3c+OHnckzCY9H7X9fQXHFJGELVmyBDPjvPPOSzsUEUnImDFjyM4Ol3cfdNBB9OxZaCnVfLvvvjunn356/vNnnnkm0fhERGqzJBLAW4DpwHgzG1yBRPBMYIa7Dy9uOWl07gxgJnBWOccSERGRmIwZMyb/8dlnn12q63CHD/9+sca///1vLQMVEUlIEgngFuAUwrVXE4BvzWx7IbeSdgbdn++38i9WtJPjhOg1IiIikpItW7bwyiuv5D8/+eSTS/W6oUOHsvvuYY+vhQsXMmfOnETiExGp7ZK4BnAKYZfOiloP7FuG9vsBqvIsIiKSookTJ/Ldd98B0LZtWzp16lSq1+2yyy4cf/zxPP3000CYBezSpUticYqI1FaxzwC6+2B3P6I0txK6mgQMN7PjSxrTzE4ATuf7wuMiUg0sWbKEM888k2bNmrHLLrvQq1cv/vOf/+zQZtSoUZgZEydOLPT1up5QpGoZO3Zs/uMTTzyxTGVYTjnllPzHL7/8cqxxiYhIkMQMYFyuB44HxprZJOA1wk6g66LzexB2AD0GGAhsjF4jItXA0qVL6dOnDwcccADnnHMOa9eu5emnn+akk05i/PjxHHFESd8RiUhV4+689NJL+c9PPPHEMr1+2LBhZGVlkZuby4wZM1i7di1NmjSJO0wRkVotiWsAC2VmzczsFDM72szqlNTe3ecBQ4BPgMGEzWVGA69Ht9HRsUHAfGCou89PKHwRidnEiRO59NJLeffdd7nrrrt44oknGDNmDLm5udx+++1phyci5bBo0SKWLl0KhJ09+/fvX6bXN2nSJL/8Q25uLm+8UaqtAEREpAxiTwDN7JdmNs3MmmQc6wnMIyRtLwNTzax+SX1Fhbw7A0MJyd5zwPjo9lx0bCjQxd2nx/1eRCpT3lLHOG4nnHBCsf2PGjXqB+dPOOGEYvss7DUVsf/++zNixIgdjh199NHst99+TJ+uf84i1dGECRPyHw8aNIi6dcteFnjYsGH5j19//fVY4hIRke8lsQT0x4SNOddmHLsdaAw8BjQnLO28GLijpM7cPZdwbZ+u7xOpQbp3706dOj9cDNCqVSveeeedFCISkYrKTACHDh1arj6OOuoobr75ZgDGjRuHu5fpOkIRESleEktA2wGz856YWTPCMs1H3P1Cdz8BmIFq9onUao0aNSr0+E477URubm4lRyMiFZWbm8ubb37/Xe2QIUPK1c+hhx6aXw5iyZIlLFy4MJb4REQkSCIBbAqsyniedwHAvzOOTaECNfvM7AozW1Te14tURaNGjcLdY7m9+OKLxfZf2HLOF198sdg+414CWlpZWeHXVE7OD0uHfvvtt5UdjogUYc6cOaxevRqAZs2albuEQ926dRk4cGD+8ylTpsQSn4iIBEkkgGuBZhnPBwG5wNSMYw7sUoExGqGi7yK1QuPGjQFYvnz5D8699957lR2OiBQhc8OWIUOG5H95Ux4DBgzIf6wEUEQkXkkkgPOAE8ysqZk1IlwTOMPd12e0aQ2sTGBsEalh+vTpA8Bjjz22wyzg8uXLufHGG9MKS0QKeOutt/IfV7SMixJAEZHkJLEJzJ+BF4AVQA6wG/D7vJNRCYjD2XFGUESkUH379mXgwIFMnjyZPn36MGTIEL766itefPFFjj766EJnBkWk8t1+++2cdNJJTJ06tcIJYK9evTjooIPo3bs3AwYM0EYwIiIxij0BdPexZnYxcFF06O/u/lRGkyMJyz9fi3tsEamZxowZw29/+1vGjBnDvffeS7t27bjttts46qijeOaZZ9IOT0SANm3a0KZNG84555wK91WvXj3mzp0bQ1QiIlJQEjOAuPtDwENFnHuNUBJiB2bWEGjk7stKMcQLwJKKxCgi6WjdujXuXuT5iRMn/uBYo0aNePjhh3n44Yd/cK64vkRERERkR0lcA1hevwYWl6ahu3/o7k8kHI+IiIiIiEiNUpUSwDIxs93M7BAzO9h0YYCIiEhqFi5cmGj9zrxyNCIiUnFVOgE0s8FmNt7MPjSzP5nZrtHxXwJfAu8Ris4vN7OT0oxVRESkNvruu+9o3749TZo04fjjj2f79u2x9f3II49w8skn07JlS6ZO1d5xIiJxSOQawDiY2UHAq8DO0aEuQAszexL4C7AJ+ADYE9gXeNbM+rm7CoOJiIhUkunTp5Obm8u6detYvnw5derUia3vKVOmMGbMmPxx+vfvH1vfIiK1VVWeAbwKqAucDzQFzgPOAG4mzPwd4O493X0/4BJCMvubdEIVERGpnb766iuaNm0KQL9+/WLtO68OKMCsWbNi7VtEpLaqsjOAQH/glYzNXp40s+HAccAAd/8qr6G7P2BmpwMDCulHREREEvKTn/yEM888k2XLSrOJd9kce+yxPPLII/Tp04dOnTrF3r+ISG1UlRPAfYHnCxybQ0gAPyik/SyUAIpIIbR5hEiyzIz9998/9n7zaguKiEh8qvIS0PVAgwLH8p43KqR9I2BrohGJlFPeRrVJ7pInRctLALVhsIiIiNR2VTkBXACcYGb1AMxsF+BHwGbg7MyGURH5E6PXiFQ59erVAyA7OzvlSGqnvD/3vJ+DiIiISG1VlZaAWnTL8yDwN2C6mb0BDAFaAb8E/mJmewETCbuAXhnd31eZAYuUVoMGDdi8eTMrV64EoH79+piZZqQSlFc3LDs7O//PvUGDgosKRKQiXnnlFb744gt69uzJwQcfTN26dRMZx91ZtGgRy5Yt44gjjkhkDBGR2qIqJYCPAW9mPP8nYVZvOKEEBMCd7v6QmXUm7Ph5ZXTcgA+BOyspVpEyadKkCdnZ2WzcuJEVK1akHU6ttNtuu9GkSZO0wxCpUR544AHGjh0LwOOPP865554b+xhffvklXbp04euvv2bPPffkq6++0pdnIiIVkFgCaGZdgbOATkB9dz8yOt4a6AO87u7f5LV396XA0oznucCPzex24ABgrrvPjc5dbmazgOOBesAU4H5335jU+xGpiKysLFq1asXatWvZsGEDW7Zs0cYklcDMqFevHg0aNKBJkyZkZVXlVe8i1c97731ferdXr16JjNG8eXO2bg2X+K9evZovvviCli1bJjKWiEhtkEgCaGY3Atfy/TWGmZ90swize/8N3FtSX1Fh9x8Ud3f3x4HHKxiqSKXJysqiWbNmNGvWLO1QREQqbOXKlXzxxRdAmGHv2LFjIuNkZWXRvXt3pkyZAoR6gEoARUTKL/avw83sTGAE8DrQHfhj5nl3X0RI6E6Me2wRERGpHDNnzsx/fMghh1CnTp3ExjrkkEPyH7///vuJjSMiUhsksR7qcuAz4CR3n03hpRnmAe0SGFtEREQqQebyz549eyY6lhJAEZH4JJEAdgFec/fiavJ9ATSPc1Aze8zMcuLsU0RERAqXOQOY1PV/eXr06JH/eNasWYmOJSJS0yWRABpQUrXr5oR6fkmMLSIiIgnLTACTngHs1KlTfh3PZcuW8fXXXyc6nohITZZEArgA6FfUSTOrAxwOzE1gbBEREUlY3m6cALvuuisdOnRIdLy6devSuXPn/OcffPBBouOJiNRkSewC+gxws5n9xt3vKOT8NcCBwJ+L68TMJpdx3PZlbC8iIiLl8NFHH+U/7ty5c6IbwOQ55JBD8mcd33//fYYOHZr4mCIiNVESCeDdhOLtt5nZGUQlIMzsT8AAoBfwLvBQCf0cHr22LMs6VVhNREQkYbNnz85/3LVr10oZU9cBiojEI/YE0N03mdkRhBm+s4G8rwWvJFwb+BRwmbuXtGHLN8AKSl8u4k/AqWWPWERERMoijQRQO4GKiMQjkULw7r4OOM/MrgR6A02BdcB0d19dym7eBw4Dlrl7iTN7ZvZdeeMVERGR0vvwww/zH1dWAti1a1eysrLIzc3lk08+ITs7m/r161fK2CIiNUkSm8Dkc/e17v6au//D3V8qQ/IH8AGwC9CxlO21A6iIiEjCcnJymDv3+33cunTpUinj7rbbbnTsGD4SuPsOSaiIiJRe7Amgme1pZgPNrEER5xtG55uV0NWrwFigYSmHfhj4eRlCFRERkTJasGABW7ZsAaBly5Y0bdq00sbu3r17/uPMjWhERKT0kpgBHAH8h6JrAW4HXiTsBlokdx/v7qe4+7TSDOrub7v7E2WKVERERMok8/q/bt26VerYmctNM+MQEZHSSyIBHAaMc/fswk5Gx8cBRycwtoiIiCQojQ1gChtPCaCISPkkkQC2AhaW0GZR1E5ERESqkTQ2gClsvNmzZ1OKPeJERKSAJHYBdWDnEtrszPflIUpkZoOAIYRi742iMdYBnwJvuPuk8oUqIiIiZZHmDOA+++xDkyZNWLt2LevXr2fp0qW0bt26UmMQEanukkgAP6GY5Z1mZtH5z0rqyMx6A48CB1H0Lp8jzGwu8HN3f6/s4YqIiEhpuDtXX301s2fPZu7cubRv375SxzczDjnkED7//HO6du3Ktm3bKnV8EZGaIIkEcDTwRzO7D/itu2/KO2FmuxIKtncgbBZTJDPrCLwJ7AZMAV4BFhBm/oywO2g74DjgcOANM+vj7vNjf0ciIiKCmXHJJZekGsO4cePIykq0ipWISI2WRAJ4D/AT4JfAyWY2GfgcaAkMBPYBPgTuLqGfGwhLRU9y9xeLaXermZ0EPAuMAs6sUPQiIiJSZSn5ExGpmNgTQHffZGaDgfuBM9gxIcsF/gFcljkzWITBwDMlJH95Y44xs9HA0HIFLSIiIiIiUgskMQOIu38LnGVmVwC9CRu3fAtMd/c1peymIbC8DMMupfRF40VERERERGqdRBLAPO6+Gni5nC9fStj5s0TRxjJDgWXlHEtERESKsX37djp16sSBBx5I165dufnmm9lpp0Q/RhRpypQpTJ06ldmzZ3PNNdfQuXPnVOIQEamOqvJC+qeB3mb2LzPbv6hG0bl/AT0Jy0tFREQkZosWLWLBggW88sorPPHEE6klfwD33HMPV199Nf/4xz+YPn16anGIiFRHifz2NrMmwM+BPkBjCq/55+5e3DV7fyTM6p0BDDezTwl1/9ZF5/cg1AVsT9gVdCpwayxvQERERHaQZgH4grp27cro0aOBHesSiohIyWJPAKPyDROBPSm6dh+EYu5Fn3TfbGZDgN8AFxNKR3QopOky4AHgTnffWp6YRUREpHgnn3wyH3/8MbNnz6Zhw3QvuT/iiCO45JJL6Nq1K/379081FhGR6sbci83Dyt6h2X8ItfluBR4Clrv79hj6bUtIAPeIDq0DPnH3hRXtW6S8zGxmjx49esycOTPtUERERESkhurZsyezZs2a5e49K9pXEktABwAvufu1cXYaJXpK9kRERERERMopiU1gDPg4gX5FRERERESkApJIAGdS+LV65WZmjc2s2AsOzGw/MxsY57giIiICa9asYcGCBWzfXuErOhKxbdu2tEMQEak2kkgAbwSOM7PBFe3IzPqa2YfAGuAbM3vLzPoW0fx84M2KjikiIiI7evbZZ2nfvj0NGzZk5MiRaYcDwLvvvssxxxzDPvvsw/nnn592OCIi1UYS1wC2AsYA48zsn4QZwW8La+juTxbVSbTpy3igPrAJyAH6AZPN7HJ3fzDuwEVEROSH8kotbNy4kd133z3laILt27fz2muvATuWqBARkeIlkQA+TijxYMA50a3gVqMWHSsyAQSuJiR/1wK3Re3PAO4F7jezndz9L7FGLiIiIj+QWWsv7RqAebp06ZL/eP78+WzdupWdd945xYhERKqHJBLAuNZhDAXedvfM4u5Pm9l04BXgHjPL0UygiIhIcnJzc/noo4/yn1eVBLBhw4a0adOGxYsXk5OTw/z586tMbCIiVVnsCaC7PxFTV/sAowvpf7GZDSBc7/eXKAl8JKYxRUREJMPSpUvZsGEDAM2aNWPvvfdOOaLvde3alcWLFwNhGagSQBGRkiWxCUxc1lNEguruq4EjgE+BB83sZ5UZzDXSMwAAIABJREFUmIiISG2ReX1d165dMbMUo9lRZsKXuUxVRESKlsQSUADMbE/gNKATUN/dL8w43gb4yN03FdPFEqDISvfuvtrMhgKTgEeA92MKXURERCJV8fq/PEoARUTKLpEZQDO7gJDA/QX4FTteF9gceAc4q4RuJgL9zKx5UQ3c/UtgCLAM6FX+iEVERKQwSgBFRGqW2BNAMxsGPERYnnkK8H+Z5919DjAXOLmErl4g1P8rdnmnu68gLAddWs6QRUREpAhVOQFs27Ytu+22GwArV65k1apVKUckIlL1JTED+HvgS2CQu48FCvttPBs4qLhO3H2qu+/t7reXNKC7L3P3Nu5ep1wRi4iIyA9kZ2fz2WefAZCVlcVBBxX7X3elq1OnDp07d85/nrlbqYiIFC6JBLAX8B93X19MmxVAiwTGFhERkZjMmTMH91DKt0OHDuy6664pR/RDmbOSKggvIlKyJBLAnYHsEto0ArYnMLaIiIjEJHP5Z2bh9apE1wGKiJRNEgngEorZvTPSF/gkgbFFREQkJpkJVbdu3VKMpGhKAEVEyiaJBHAMMMDMhhd20szOB7oCzyUwtoiIiMSkYA3Aqigzrrlz55KTk5NiNCIiVV8SCeBthLIM/zSzp4HDAMzssuj5Q8AC4N4ExhYREZEYuHu1mAFs3LgxrVq1AmDr1q18+umnKUckIlK1xZ4Auvs3wCDgLWA4cBRgwD3R86nAUHcv6TpBERERScny5ctZt24dAI0aNWLfffdNOaKiaSMYEZHSS6QQfFSWYTDQHfglMIJQEL63uw9y98+TGFdERETikZlIdevWDTNLMZri6TpAEZHS2ynJzt19NqHmn9RiZrYvcCNwDNCUUCfyBeCGaMa4tP00AUYCJwN7A18DrwIj3X1FIe2XAPsX0d1X7q5SJCIiRajKBeALUgIoIlJ6iSaA5WVmA8v7WnefHGcsUjFm1paw7HcvwgZB84E+wBXAMWbW392/LkU/TaN+2gNvAP8COgLnA8eb2WHuvqiQl64D7i7k+HfleDsiIrVGw4YN6dy5M/Pnz69WCeDq1atTjEREpOqzvAKvsXVoNrIUzXKB9cA8YJK7by3QRy5QrsDcvU55XifJMLPXCNeBXu7u92YcvxP4NfCgu19cin4eBC4C7nL3KzOOXw78GXjN3Y8p8JolAO7euuLvpMi4Zvbo0aPHzJkzkxpCRCRVW7ZsITc3t0oWgc+Tk5PDW2+9RZcuXWjatGna4YiIxK5nz57MmjVrlruXVG6vREkkgAWTt8yLBgoed8Iyvsvd/V8ZfYzihwlgX8ISwoWEDWZWAi2Aw4G2wCvAdHe/IZY3IhVmZgcQfl5LgLbunptxrgFhKagBexW3KZCZ1QdWE7442NvdN2Scy4rGaB2NsSjj3BJQAigiIiIi1VucCWASS0CPICzvOw54kpCsfQU0BwYA5wAvAf8AehA2h/mbmX3u7lMA3H1UZodmdihwTdTvXwokEllRH7cSrjOTqmNIdD8u82cG4O4bzOxtwuzgocCEYvo5DNg16mdD5gl3zzWzcYTZwSOAgstA65nZT4H9gGzCNamT3X17Od+TiIiIiEi1lUQCuD8wjLDj50cFzj1pZvcBbwP/dvfrzOxfwEzgKmBKEX3eBIzPXEKYJ0os/mxmwwgJ4NExvQ+puA7RfVFFmRYQEsD2FJ8AlqYfon4KagH8rcCxxWZ2vrtPKmZMEREREZEaJ4kE8NfAM4UkfwC4+4dm9ixwJfCUu39kZi8B/Yvpsw8lF47/ELisPAFLYvaI7tcVcT7veKOE+nmM8KXCXGADcADh78hFwCvRxjGlKhhlZkWt8exYmteLiFQnTzzxBCtWrKBr167079+fJk2apB1Sqaxbt46PPvqIL774gjPOOCPtcEREqqQkEsAOwMsltPkCyPzNvAA4vpj2RrjOrzgHlhyaVDF514dW9ELUQvsp5HrQOcDFZvYd8BtgFHBKBccWEalxHnvsMSZNCoskxo4dywknnJByRCX7+uuvadasGQC77rorp512GnXqaF84EZGCkigEv4FwzVZx+rHjNvz1o9cVZSpwmpn9qLCTZnYicCphaalUHXkzc3sUcb5hgXZJ95Pngei+1OVG3L1nYTdCWQsRkRrD3atVDcA8TZs2pUWLUN5106ZNLFy4MOWIRESqpiRmAF8GfmZmtwD/k7m7Y7Sb4wjCB+8nM17TmbBTZFGuAyYDY8xsUvQ4b2OZQVF/m6J2UnV8Et0Xdm0eQLvovqhr++LuJ8+q6L5+KduLiNQa27dv5/bbb+fDDz9kwYIF7LfffmmHVGq9e/dm6dKl1SZpFRFJQxJlIFoA7xB2XVxH2HUxL1nrSrhOaxlwmLt/aWZ7A+8BD7j7TcX02w94lO+TAOf7pX+fABe4+9RY34xUSFQE/jOKLwORBexZQhmI3QlJW5nKQBTT39HAq8A8dz+o7O9sh75UBkJEpIpwd8ys5IYiItVMlS4D4e4rzawPoSzDmey4zG4T8Dhwtbuvitp/CbQsRb9TgY5RItiDsBxwHTBLiV/V5O4LoxINRwGXsuNGPjcQZuAeLDBL3DF67fyMfr4zs78RNm8ZRbh+L89lhOTvtQI1AA8GvnT3tZkxmdn+wH3R06cq+BZFRKQKUfInIlKyJJaA4u6rgQvM7GLCpjB7AOuB+e6+rYJ9TyVcEyjVwyWEn9c9ZjYUmAf0JdTs+5QfLtudF90X/F/8WmAwcKWZdQemA52Akwizg5cWaD8cuNrM3gQWE64xbUvYbGgXwlLlP1XwvYmIiIiIVCuxJ4BmNhJY7O5/i5K9OTH3X5+wDHT3vMLxUnVFs4C9CDUajwGOIyz9vAe4oeAMXTH9fG1mhwHXAycDA4CvCaUeRrr7igIveZPw5cMhhE2J6gPfAm8R6gL+zeNe/ywiUgNoGaWISM2WxAzgCODuuDs1s32BPwMnAHUI1wDuFJ07HHgIuMTdJ8Y9tlSMuy8Hzi9l2yI/dUTJ4hXRraR+JgEq9C4iUgbZ2dm0adOGrl270qtXL/74xz9Wu2Rw0qRJTJ48mdmzZ3PNNdfQo0ePtEMSEalSkigD8Tnfb8sfi2ijmGmE5X7/IWwyk/k/0jRgL+DHcY4rIiJSm8yePZvVq1czYcIExo4dW+2SP4CHH36YkSNHMnr0aKZNm5Z2OCIiVU4SCeC/gSPNbNcY+7yekOAd6e6nAq9nnoyWmk4B+sc4poiISK3y/vvv5z8+5JBDUoyk/DJLQGS+HxERCZJIAK8HvgFeMLPOMfV5HDC2hOWdy4B9YhpPRESk1pk1a1b+4+q6dDIz7sz3IyIiQRLXAH4I7Ewo1fChmW0m7NJYcMMNd/e2peyzObCghDbbUGFvERGRcsucMasJCeBHH33E1q1b2XnnnVOMSESkakliBjCLkIwti26rouNW4FaWsdcCrUpo0x5YWaZIRUREBICtW7fy0Ucf5T/v3r17itGUX5MmTWjdujUQ3tPHH3+cbkAiIlVMEoXgW8fdJ/A2cKKZtXD3HyR5ZtaOUGJAhb1FRETKYe7cuWzbFkr1tmnThsaNG6ccUfn16NGDJUuWADBz5sxqm8yKiCQhiRnAJNxOKN49ycyOBXaDUBMwev4ikAvckV6IIiIi1VdN2AAmT8+ePfMf6zpAEZEdJXEN4A7MrDGhaPvy8vbh7tPM7CLgAUIZiDzro/sc4OfuPrf8kYqIiNReNWEDmDyZ8c+cOTPFSEREqp5EZgDNbHczu8PMVgJrgMUZ5/qa2ctmVqb/Xdz9MaAzcA8wHVgIzALuB7q6+99jewMiIiK1TE2aAcxMAD/88ENycnJSjEZEpGqJfQbQzPYA3gIOBj4gJICdMpp8BAwAfkJI4ErN3RcAv44nUhEREQHYvn07H3zwQf7z6j4DuNdee7HvvvuyYsUKNm/ezPz58+ncOa7KVCIi1VsSM4DXEZK/89y9B/Bs5kl33whMAoaWtkMzG2lmA0toM8DMRpYjXhERkVrt008/ZePGjQDsvffetGjRIuWIKi7zOkAtAxUR+V4SCeCpwGvu/mQxbZYCLcvQ5yhgcAltBhKK0IuIiEgZ1KTln3lUEF5EpHBJJID7ArNLaPMdsEfM4+5E2AlUREREyqAmbQCTRwmgiEjhkkgANwB7ldCmDeHawDj1TKBPERGRGm/GjBn5j2tKApi5BPT9999n+/btKUYjIlJ1JFEGYgbwIzNr4O4bCp40s72B49ixnMMPmNkbBQ6dZ2aDC2laB2gF7A/8s1wRi4iI1FI5OTm89957+c/79u2bYjTxybuWceXKlWRnZ7NgwQI6duyYdlgiIqlLYgbwz0BT4GUzy9z9k+j5s4Si7veU0M/gjJsDrQscy7v1B+oDT6MdQkVERMpk3rx5+RvAtGzZkn322SfliOKTOQuYmeSKiNRmsSeA7v4aYdOW/sAc4BoAM1sTPe8HXOPuU0voJyvvBhgwKvNYxm0nd2/u7me5++q434+IiEhNNn369PzHffr0STGS+PXu3Tv/8bRp01KMRESk6kikELy730go8zAW+AbYTpjFexk40t1vL2OX5wMvxBqkiIiIsHTpUswMqDnLP/Nkvh8lgCIigbl72jGIVFtmNrNHjx49VGNKRKqz9evXM3PmTNq0aUPr1q3TDic233zzDXfeeSd9+/alb9++7LnnnmmHJCJSLj179mTWrFmz3L1nya2LF/smMGbWyN2/jbvfjP73JdQQrFfYeXefnNTYIiIiNVHDhg054ogj0g4jdo0bN+amm25KOwwRkSoliV1AvzSzscATwKvuHkttPjM7CrgLKGkLrzpxjCciIiIiIlLTJHEN4BJgOPAi8LmZ3W5mXSrSoZn1JZSNaATcR9gUZjLwMDA/ev4icGNFxhEREREREanJktgFtBPQF3gAqAv8BvjAzGaa2eVm1qwc3V4LbAZ6u/sV0bE33f1ioDNwE3AkMLrCb0BERKSWeOGFF5gwYQLr1q1LO5TEbdq0aYeC9yIitVVSu4DOcPdLgb0Js4EvAV2Auwmzgi+Y2cll6PIwYKy7f5FxLCsay939emAecEMsb0BERKQWuPLKKznyyCNp1KgRs2fPTjucRLg7AwYMoGHDhvTp04evvvoq7ZBERFKVSAKYx923uftz7n4isA9wJaEW4ImUbbZuD2BZxvOthOLvmd4GBlYgXBERkVrjyy+/ZPHixQDssssudOxY0iX21ZOZkZubS05ODqByECIiiSaABXwNzCXM1G0jXLdXWquAxgWety3Qpi6wa0UCFBERqS1ycnK47LLL6N69O4cddhg777xz2iElJq8eYIcOHdi6dWvK0YiIpCuJXUB3YGYdgXOBnxJmAQ34jLBLaGl9yo4J37vAsWbW3t0/NbMWwGnAgniiFhERqdlatWrFvffeC8D27dtTjiZZv//97/nDH/5A48aNS24sIlLDJZIAmllj4CeExK8XIelbDzwCPO7uU8vY5avAzWbWxN3XAn8GTgXeN7OPgXZAA+B3Mb0FERGRWqNOnZpdQal58+ZphyAiUmUkUQh+NPAjwpJMB8YDjwP/dvfN5ez2QULZh20A7v62mQ0n7P7ZmVB64nfu/mSFghcREREREanBkpgBPBX4hLDE82/u/nlFO3T39cC0Asf+Dfy7on2LiIiIiIjUFkkkgP3c/d0E+hUREZEY3HHHHbz66qscfvjhDB8+nIMOOijtkBK3detWpk+fzpQpU9i2bRsjR45MOyQRkVTEngAmmfyZ2Z6EzV46AfXd/cKM422Aj9x9U1Lji4iI1ATjxo1j/PjxjB8/nrZt29aKBHDJkiUMGDAAgEaNGjFixAiysipzM3QRkaohsV1AzawO0IFQvqHQq8vdfXIZ+rsAuAfYhbCpjAMXRqebA+8AFxE2mhEREZFCbN++nXfeeSf/+eGHH55iNJWnXbt27LXXXqxatYpvv/2WOXPm0LVr17TDEhGpdIl89WVmfwBWAx8RNm95s4hbafsbBjxEKAdxCvB/mefdfQ6hxuDJMYQvIiJSY82aNYsNGzYA0LJlS/bff/+UI6ocZsbAgQPzn0+ZMiXFaERE0pPELqC/A24A1gF/A5YDORXs9vfAl8Agd19vZocU0mY2cFgFxxEREanRJkyYkP94yJAhmFmK0VSuAQMGMHr0aCAkgJdeemnKEYmIVL4kloD+Avgc6OHuq2Pqsxfwr2g30KKsAFrENJ6IiEiN9MYbb+Q/HjJkSIqRVL7MGcBJkybh7rUqARYRgWSWgLYCXogx+QPYGcguoU0jYHuMY4qIiNQoW7Zs4a233sp/XtsSwC5dutC4cWMAVq5cyccff5xyRCIilS+JBPAr4p9ZXAL0LKFNX0L9QRERESnEtGnT2LQpbJZ94IEHst9++6UcUeWqU6fODknv66+/nmI0IiLpSCIBfAYYZmb1YuxzDDDAzIYXdtLMzge6As/FOKaIiEiNUvD6v9po2LBh+Y+VAIpIbZREAjiSsGHLaDNrE1OftwHLgH+a2dNEm72Y2WXR84eABcC9MY0nIiJS49Tm6//yZCaAkyZNYuvWrSlGIyJS+ZLYBGYuUBfYBzjOzNYB3xbSzt29bWk6dPdvzGwQ8CSQOQt4T3Q/BTjL3Uu6TlBERKRW2rBhA9OmTct/Pnjw4PSCSdEBBxzAAQccwKJFi8jOzuadd95h0KBBaYclIlJpkpgBzCKUfVgW3dYRCrcXvJVpbHdf5u6Dge7AL4ERwK+A3u4+yN0/j+sNiIiI1DQTJkxg27ZtAHTr1o3mzZunHFF6tAxURGqz2GcA3b113H2a2UBgvbt/4O6zCTX/REREpJRefvnl/MfHH398ipGkb9iwYTz44INASABvvvnmlCMSEak8ScwAJuFN4KK0gxAREamO3H2HBPC4445LMZr0DRkyhKys8BFoxowZrF4dZ+UqEZGqLfEE0MwamlkrM2tYgW7WAJviiklERKQ2mT17Np9/Hq6UaNy4MX379k05onQ1btyYfv36AT9MjkVEarpEEkAzq2NmV5vZZ8A3hDp+35jZZ9Hxsi49nQj0izlMERGRWiEzwTn66KPZaack9oCrXk488cT8x2PHjk0xEhGRyhV7AmhmOwOvA/8DtAaWA9Oj+9bR8fFRu9IaAXQws5vMrG6sAYuIiNRwL730Uv7j2r78M09mAvjaa6+xefPmFKMREak8ScwAXgkMBl4COrl7a3c/LNocpgPwIjAgalda1wBzgGuBpWb2ipk9ZmaPFrg9Eus7ERERqeZWrlzJ1KlTATAzjj766JQjqho6dOhA+/btAcjOzt6hRqKISE2WRAJ4FiFZO9ndF2SecPeFwKmEWoFnl6HP84DDCeUjWgBHA+dGxwveREREJLJmzRoGDhyImTFw4ED22muvtEOqMvJmAXfaaSfmz5+fcjQiIpUjiYsADgTudffcwk66e66ZvUKo4VdabWKJTEREpJbp3LkzEydOZOXKlaxZsybtcKqU8847jx49enDMMcfQuHHjtMMREakUSSSAW4HdS2hTH9hW2g7dfWmFIhIREanlWrRoQYsWLdIOo0o5+OCDOfjgg9MOQ0SkUiWxBHQ2cLqZ7VnYSTNrBpwOfJjA2CIiIiIiIlKEJBLA+4A9gelmdoGZHWBmu5pZGzM7H5gWnb+vuE7MrJ6ZTTezCcXt/GlmO0dt3tUOoSIiIt9z97RDEBGRKib2BNDdnwFuBfYHHgIWAN8BnwF/JVzPd3vUrjhnAz2BO9y9yOWi7r4VuB3oQ9k2lhEREamxVqxYQevWrbnmmmuYN29e2uFUabm5uUyZMoVLLrmECRMmpB2OiEiiEqkE6+7XmtlY4ALgEGAPYB3wPvCou79Tim5OBRa5+8slNXT3V81sATAceLzcgYuIiNQQTz31FMuWLePWW29lxowZjB8/Pu2Qqqybb76Z66+/HoB169YxdOjQlCMSEUlOEktAAXD3d939F+7ey93bRfe/KGXyByFxnFiGIScD3cscqIiISA2UWfz93HPPTTGSqu+kk07Kf/z888/z7bffphiNiEiyYk8AzWy4mb1hZvsUcb5ldM3eqSV01Qz4qgxDfwU0LUN7ERGRGuuNN95gzJgxnHnmmZx6akn/5dZu3bp1Y9CgQVx44YVMnjyZPfbYI+2QREQSk8QS0AuBRu7+RWEn3f1zM2sYtXu+mH42UXI5iUy7A5vL0F5ERKTGqlu3LieeeGJ+sXMp3ptvvomZpR2GiEjiklgC2gV4r4Q27wFdS2izHOhdhnF7AcvK0F5EREQEQMmfiNQaSSSATYBVJbT5mrDEszgTgUPNrFdJA5pZT6Af8GZpAhQREREREamNkkgA1wDtSmjTDijpCuv7AAeeNbNORTUys47As8B24P4yxCkiIlKj5OTk8OMf/5hnn32WbduKrKAkJfjmm2+45ZZbWLx4cdqhiIjELokE8G3gxCgx+4EomTsJmFJcJ+7+CXAjoZ7g+2b2lJn93MyOMrNhZna+mT1FKC3RGrgheo2IiEit9I9//INnnnmGM844gz59+qgQfDk8/PDDtGrViuuuu4677ror7XBERGKXRAL4J8LmMm+Z2eVm1t7M6kf3VxASvzpRu2K5+43ACMCAs4CHgVeAVwlF5c+K3sN17n5zAu9FRESkWti+fTu33HJL/vPTTjtN17WVw/777092djYAjzzyCGvWrEk5IhGReMWeALr7DOASoCFwFzAPWB/d3xkd/6W7Tytlf7cA7YGbCNf4zQc+iR7fCLR39z/G/DZERESqldGjR/PJJ2EhTMOGDbnssstSjqh6GjZsGN26dQNg48aN3HbbbSlHJCISr0QKwbv7w0A3wjV5M4GF0f1fgG7u/tcy9rfU3a939yPd/WB3Pyh6PMrdl8b+BkRERKqRbdu2MXLkyPznl19+OY0aNUoxourLzBgxYkT+83vvvZcVK1akGJGISLwSSQAB3H2eu//K3fu4e/vo/nJ3n5fUmCIiIrXRAw88wKeffgqE2b8rrrgi5Yiqt9NOO41evcIm5Js3b2bUqFHpBiQiEqPEEkARERFJ3jfffLNDgjJixAiaNSup0pIUx8y49dZb858/+uijzJgxI8WIRETiowRQRESkGrvqqqtYu3YtAG3atOHyyy9POaKaYejQoRx77LEAuDsXXXQROTk5KUclIlJxSgBFRESqqXHjxvHoo4/mP7/zzjupV69eihHVLPfddx+77LILAB988AF33nlnyhGJiFTc/7d3/1FSlfcdx9/fZX/wU34sv0xEBIxITWurFoPYRFRoomkFGjBYEuIxUA0iGjViJNGQWgKeAAFM2iNSxUZATVVqOQ0YicRIROG0Pa0GFQQE2fJzdZdddhf22z/u3cnO7uzuLDszl5n5vM7Zc5n73Hme73JnZ+53nuc+jxJAERGRLHT48GFuueWW2OPJkyczfvz4CCPKPUOHDuXBBx+MPZ47dy5vvfVWhBGJiHScEkAREZEsc+rUKW666abY7JSlpaUsW7Ys4qhy09133x2bEKauro4bb7yR8vLyiKMSETl9SgBFRESyiLtz7733snHjxti+J598kv79+0cYVe4qKipizZo19OjRA4Bdu3YxceJEamtrI45MROT0KAEUERHJIgsWLGDx4sWxx3PnzuX666+PMKLcN2zYMB5//PHY402bNvGNb3yDU6dORRiViMjpUQIoIiKSBdydefPmcf/998f2TZgwQWvUZcikSZN4+OGHY49Xr17NlClT1BMoIllHCaCIiMgZrrq6munTp8dNSDJmzBiefvppOnXqFGFk+eX+++/ntttuiz1+9tlnGTt2LGVlZRFGJSLSPkoAJe3M7BwzW2lmH5lZjZntNrMlZta7nfX0CZ+3O6zno7Dec9LdtohIlE6dOsVrr70Wezx27FhefPHF2BIFkhlmxvLly5k9e3Zs3+bNm3n55ZcjjEpEpH2UAEpamdkwYBtwM7AVWAzsAmYDW8ysNMl6SoEt4fN2hvVsDevdZmZD09W2iEjUunfvztq1aykpKWHq1Km89NJLsUlJJLMKCgpYvHgx8+fPp6CggOnTpzN16tSowxIRSZoSQEm3nwL9gTvcfby7z3H3qwmSseHAw60++w/+AbgAWOzu14T1jCdI5vqH7aSrbRGRjHB33njjDWbNmkVFRUVc2cUXX8z27dtZtWoVxcXFEUUoEPQEzpkzh1dffZWlS5c2K3/66adZv349J0+ejCA6EZHWmbtHHYPkqLBXbiewGxjm7vWNynoABwAD+rv78Vbq6QYcAuqBs929olFZQdjGeWEbu1LZdhK/47ZLLrnkkm3btp1uFSIiMdOmTWPVqlUALF68mDvvvDPiiKS9jh07xuDBg6moqOBTn/oUu3btoqSkJOqwRCTLXXrppWzfvn27u1/a0boKUxGQSAuuDrcbGidgAO5eYWa/BcYBnwN+1Uo9o4AuYT1xX4m7e72ZbQBmAGMIhnimsm0RkaS5OydOnOD48eNUVVXFfiorKzl06BBlZWWUlZXx0Ucf4e6sXLky7vljxoyJJYCLFi1i5syZFBUVRfGryGlaunRprPd28ODBzZK/1atXs27dOgYPHsygQYPo168fvXr1iv10796dkpISiouLKSkpoaioCDOL4lcRkRylBFDSaXi4fbeF8vcIkrALaD0JS6YewnpS3fYZa8KECbz55putHpNsD/9DDz3E9OnT4/bdcMMNsfpfeOEFRo4cGVc+ZMgQTpw4kXSbrcWybt06Lr/88rh95557bqz+PXv20KVLl1jZjh07uPLKK9vVTmvt79u3r1n9o0aNAmD48OFs2bIl7vi1a9dy6623pqT94cOHs3Xr1rh9a9asYcaMGQDceOONPPbYY3Hl9913Hz/9afNRz639ji2VTZkyhRUrVsTtu/fee3n00UcBWLhwIbfffntc+TXXXMPrr7/eYlttxdLYI488wqxZs+L2jRkzJlZUb7wRAAAOTElEQVT/K6+8wujRo+PKzzrrLKqrq1PS/q9//etmr6Vu3brFXnuVlZVxr423336biy66KKm629KlSxdWrFhBQcEf7sYYP348c+bM4brrrmPatGkUFupjOttMnjyZ48eP89RTTzFu3Lhm5Vu2bGHNmjXtqrOoqIji4mLMjIKCAswMM2PGjBksWLAg7tjZs2fzzDPPYGYsWbKEyZMnx5Vfe+217Nixo/2/WAKLFi1i0qRJLda/ceNGLrzwwlhZTU0N559/fkrabqv+4uJidu7cGXf8m2++ycSJE1PSdlv1X3bZZTz//PNx5StXroybybcj2qr/5ptvZt68eXHld911F88991xK2m+r/rZeGx0V5WuvpKSE999/PyV1RUWfLJJOPcPtxy2UN+zvlYZ6UtU2EAz1bKHowhb2p92hQ4fYv39/Suo6frz5KNgjR45w4MABgITrXJWVlSVMAE9HXV1ds32HDh1qsf5Tp05x+PDhlLTdUv3Hjh0D4OOPm7+EamtrKS8vT0lblZWVzfbV1dXFehAS/R/U1NQkfN7pqKmpSdh+Q4KV6B6mmpqalJ37RAtp19XVxV5ziRK5urq6tN5bVV9fT319fdsHdlB1dTV79uxhyJAhsX29evVi//79Wtohi40YMYKFCxcyf/78hH8ne/fubXeddXV1Cd8nE30RcuzYsdiyFInKy8rK2LdvX7tjSKSqqqrV+hP9naaq7bbqT3SfbG1tbcrab6v+c889t1l5ZWVlytpvq/5En1FHjx5NWftt1d/Wa6Ojonzt5cLsy0oAJUoNY1o6eiPq6dSTqrZFROJ07tyZrl270rVrV7p16xb7d9++fRk4cCADBgxgwIABDBs2jP79+zd7vpK/3NCpUye6devWbP8DDzzAhAkT2Lt3Lx9++CFHjx6lvLyc8vJyjh07RlVVFTU1NdTW1lJbW5sw8WuQaGho4y9NNHRURBLRJDCSNmb2CHAPcI+7/zhB+XJgJvAtd/9ZK/XMBJYDy919VoLye4BHgIXufl8q225LlJPAHDx4MGHPXFPJXAD07NmT7t27x+07fPhwrP7S0tJm97E09A62p82W9vfu3bvZt6kHDx6M/btfv35xzz158mSshy4V7ffp06dZ/Z988gkQTPneq1d8R3FNTU3Cbx9Pp/2CgoJm0/nX1tbGeg6KiorihiBC0CvY0kVha+c7UVmnTp2afZtZW1sb+/a0qKio2T1oJ06cSGqIZTKvvcLCwmbDHGtra2P1FxUVxQ2RbChPpu5kjunUqVOz4xr3SjYMt2uQqt9bJFn19fWxXnF3x92pr6/H3SkpKWmWZJaXl1NVVYW707t3b7p27RpXfuDAgZT1oPfp06dZ+43rHzhwYNz7h7untAewrfoHDRoUd3xNTU3cZ0tHtVZ/cXExAwYMiCuvqKhI2eiRturv3r07vXvHL3l85MiRVj+72qOt+tt6bXRUlK89M+Occ1pcgjptNAmMZIuGgd4XtFD+mXDb0n16HaknVW2fsRL1HKRS3759Wy0/++yz09p+a79fYWEh/fr1S1vbhYWF9OnTp8XykpKStM7qV1xc3Oo0/507d07rEJRk2k+ntpY4SPcSCK31wCm5k0wrKCho13tOw2QyLUn3e3dr9ZtZs6Qpldqqv6SkJK3tt1V/jx490rp+Z1v1l5aWUlqaviWQ26o/l1972UbrAEo6bQq348LlGmLCpRhGA9XA79qo53fhcaPD5zWup4BgMpfG7aWybRERERGRnKEEUNLG3XcCGwjW6JvZpPgHQDdgVeN1+MzsQjOLm1jF3SuBp8LjH2pSz+1h/b9sWAPwdNsWEREREcl1GgIq6fYt4HVgqZldA7wDXE6wZt+7wANNjn8n3DYdZ/Vd4Crg22b2p8BWYARwA3CQ5kne6bQtIiIiIpLT1AMoaRX2xF0GPEGQfN0NDAOWAqPc/UiS9RwhWBB+KXB+WM/lwD8Dl4btpKVtEREREZFcoR5ASTt3/xC4OcljW5xhwd2PArPDn5S3LSIiIiKS67QMhEgHmNmRLl269BkxYkTUoYiIiIhIjnrnnXeorq4+6u4dnspVCaBIB5jZB8BZwO4MN90wUc7vM9yuZJbOc37Qec59Osf5Qec5P0R1ns8DPnH3IR2tSAmgSBYys20AqVgMVM5cOs/5Qec59+kc5wed5/yQC+dZk8CIiIiIiIjkCSWAIiIiIiIieUIJoIiIiIiISJ5QAigiIiIiIpInlACKiIiIiIjkCc0CKiIiIiIikifUAygiIiIiIpInlACKiIiIiIjkCSWAIiIiIiIieUIJoIiIiIiISJ5QAigiIiIiIpInlACKiIiIiIjkCSWAIiIiIiIieUIJoEgWMbNzzGylmX1kZjVmttvMlphZ76hjk44zs1Iz+6aZPW9m75tZtZl9bGavmdktZqb37BxlZl8zMw9/vhl1PJJaZvYXZvYLMzsQvncfMLMNZnZd1LFJx5nZ9eH53Be+b+8ys2fNbFTUsUnyzOwrZrbMzH5jZp+E78f/0sZzrjCz9WZ21MyqzOy/zexOM+uUqbhPR2HUAYhIcsxsGPA60B94Efg9MBKYDXzRzEa7+5EIQ5SOmwT8DDgAbAL2AgOAicAK4EtmNsndPboQJdXMbBCwDKgEukccjqSYmc0FfggcBl4i+PvuC/wZcBWwPrLgpMPMbAHwHeAI8ALBeT4fuAH4GzP7uru3mkTIGWMucDHBe/E+4MLWDjazG4BfACeAtcBR4K+AxcBogs/0M5LpOkIkO5jZL4FxwB3uvqzR/kXAXcA/ufutUcUnHWdmVwPdgH939/pG+wcCW4FBwFfc/RcRhSgpZmYGbASGAP8K3ANMd/cVkQYmKWFmk4BngJeBie5e0aS8yN3rIglOOix8b94PHAL+xN0PNiobA7wCfODuQyMKUdohPGf7gPeBLxB8Eftzd5+a4NizwuN6AqPd/a1wf2eC8z4KmOLuazIUfrtoOJFIFjCzoQTJ327g0SbFDwLHga+ZWbcMhyYp5O6vuPu/NU7+wv1lwD+GD6/KeGCSTncAVwM3E/wdS44Ih2wvAKqAm5omfwBK/rLeYIJr6TcaJ38A7r4JqAD6RRGYtJ+7b3L395IcZfMVgnO7piH5C+s4QdCTCHBbGsJMCSWAItnh6nC7IUFyUAH8FugKfC7TgUnGNFwonow0CkkZMxsB/Aj4ibtvjjoeSbkrCHp21wPHwvvE7jOz2bo3LGe8B9QCI82sb+MCM/s80IOg91dyT8N12X8kKNtM8MXPFWZWkrmQkqd7AEWyw/Bw+24L5e8R9BBeAPwqIxFJxphZIfD18GGiDxvJMuE5fYrgPs/vRhyOpMefh9v/A7YDf9y40Mw2EwzpPpTpwCQ13P2omd0HLALeNrMXCO4FHAb8NcHw7r+LMERJnxavy9z9pJl9AFwEDAXeyWRgyVACKJIdeobbj1sob9jfKwOxSOb9CPgssN7dfxl1MJIS3yeYBORKd6+OOhhJi/7h9lbgA+Ba4A2CYYM/Bv4SeBYN685q7r7EzHYDK4HpjYreB55oOjRUckZWX5dpCKhIbrBwq1mdcoyZ3QHcTTDr69ciDkdSwMxGEvT6/djdt0Qdj6RNwzTwRtDT9yt3r3T3/wUmEEw28QUNB81uZvYd4DngCYKev27ApcAu4OdmtjC66CRCZ/R1mRJAkezQ8E1SzxbKz2pynOQAM5sJ/AR4Gxjj7kcjDkk6qNHQz3eB70UcjqTXsXC7y93/q3FB2Ovb0Js/MqNRScqY2VUEE/2sc/dvu/sud69y9+0ESf5+4O5wIjfJLVl9XaYEUCQ77Ai3F7RQ/plw29I9gpJlzOxOYDnwPwTJX1nEIUlqdCf4Ox4BnGi0+LsTzOgL8Fi4b0lkUUoqNLxvl7dQ3pAgdslALJIeXw63m5oWuHsVwfI9BQTDvSW3tHhdFn7RN4Rg0rZdmQwqWboHUCQ7NHy4jDOzgiZrxPUgWHC0GvhdFMFJaoWTCvwI+E9grLsfjjgkSZ0a4PEWyi4huFB8jeDiQsNDs9tmggvAz5hZsbvXNin/bLjdndGoJJUaZnhsaamHhv1Nz71kv1eAvwW+CKxuUvZ5gpnZN7t7TaYDS4Z6AEWygLvvBDYA5wEzmxT/gOCeg1XurnXEspyZfY8g+dsGXKPkL7e4e7W7fzPRD7AuPOzJcN/aKGOVjgn/dtcSDBH7fuMyMxtLMAnMx2hm32z2m3A7w8w+3bjAzL5E8OXsCeD1TAcmafcccBj4qpld1rAzXAj+78OHP4sisGRYcmsdikjUzGwYwYdIf+BFgmmFLwfGEAz9vMLdj0QXoXSUmU0jmEjgFLCMxPcO7Hb3JzIYlmSImT1EMAx0uruviDgcSQEz60+wTuv5BMnCVoJZQCcQTA5xk7s/G12E0hFmVkBwL+e1BIu+Pw+UEQzx/jLBRCB3uvtPIgtSkmZm44Hx4cOBBF/S7OIPif5hd7+nyfHPEST5a4CjBMt/DA/3T05yUfmMUwIokkXMbBAwj2DIQSlwAHgB+IEmCMl+jRKA1rzq7lelPxrJNCWAucnM+gBzCZK+TxMkCq8B891dw/aznJkVEYzM+SrwRwRD/44SJPtL3X1DhOFJOyTxGbzH3c9r8pzRwAPAKKAzwfIfKwnO/an0RNpxSgBFRERERETyhO4BFBERERERyRNKAEVERERERPKEEkAREREREZE8oQRQREREREQkTygBFBERERERyRNKAEVERERERPKEEkAREREREZE8oQRQREREREQkTygBFBERERERyRNKAEVERERERPKEEkAREREREZE8oQRQREREREQkTygBFBERERERyRNKAEVERERERPKEEkAREREREZE8oQRQREREREQkTygBFBERERERyRP/D3/jq58yfArVAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"image/png": {
"height": 273,
"width": 448
}
},
"output_type": "display_data"
}
],
"source": [
"#Plot initial conditions \n",
"fig = plt.figure()\n",
"reference_nx = 16384\n",
"ref_x = np.linspace(0.5, reference_nx-0.5, reference_nx)*10.0/float(reference_nx)\n",
"h0, hu0, hv0, dx, dy, dt, nx, ny = gen_test_data(reference_nx, 9.81, 0)\n",
"plt.subplot(211)\n",
"setBwStyles(fig.gca())\n",
"plt.plot(ref_x, h0.T, linestyle='-', marker=\" \", label='h')\n",
"plt.legend(loc='upper left')\n",
"plt.subplot(212)\n",
"setBwStyles(fig.gca())\n",
"plt.plot(ref_x, hu0.T, linestyle='-.', marker=\" \", label='hu')\n",
"plt.legend(loc='upper left')\n",
"\n",
"save_figure(fig, 'initial_conditions')"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 273,
"width": 448
}
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 273,
"width": 452
}
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 273,
"width": 457
}
},
"output_type": "display_data"
}
],
"source": [
"def plot_comparison(**kwargs):\n",
" plot_solution(HLL2.HLL2, reference_nx, 'Reference', marker=' ', linestyle='-')\n",
"\n",
" for i, simulator in enumerate(simulators):\n",
" nx = 512\n",
" plot_solution(simulator, nx, simulator.__name__, **kwargs)\n",
"\n",
"\n",
"fig = plt.figure()\n",
"setBwStyles(fig.gca())\n",
"\n",
"boxes = np.array([\\\n",
" [[43, 49], [0.53, 0.531]], \\\n",
" [[53, 56.5], [0.566, 0.57]]\n",
" ])\n",
"\n",
"\n",
"plot_comparison(markevery=16)\n",
"\n",
"\n",
"for box_x, box_y in boxes:\n",
" x = np.kron(box_x, np.ones((2)))\n",
" y = np.hstack((box_y, box_y[::-1]))\n",
" fig.gca().fill(x, y, fill=True, linestyle='-', color='gray', alpha=0.5)\n",
"#plt.xlim([0, 10])\n",
"#plt.ylim([0, 0.0055])\n",
"plt.legend(loc='upper left')\n",
"save_figure(fig, 'solution')\n",
"\n",
"for i, bbox in enumerate(boxes):\n",
" fig = plt.figure()\n",
" setBwStyles(fig.gca())\n",
" plot_comparison(markevery=2)\n",
" plt.xlim(bbox[0])\n",
" plt.ylim(bbox[1])\n",
" plt.legend(loc='upper left')\n",
" \n",
" save_figure(fig, \"solution_zoom_\" + str(i))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"\n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 1
}