mirror of
https://github.com/smyalygames/FiniteVolumeGPU.git
synced 2025-05-18 06:24:13 +02:00
753 lines
1.0 MiB
753 lines
1.0 MiB
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"```\n",
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"This notebook sets up and runs a set of benchmarks to compare\n",
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"different numerical discretizations of the SWEs\n",
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"\n",
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"Copyright (C) 2016 SINTEF ICT\n",
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"\n",
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"This program is free software: you can redistribute it and/or modify\n",
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"it under the terms of the GNU General Public License as published by\n",
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"the Free Software Foundation, either version 3 of the License, or\n",
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"(at your option) any later version.\n",
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"\n",
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"This program is distributed in the hope that it will be useful,\n",
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"but WITHOUT ANY WARRANTY; without even the implied warranty of\n",
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"MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the\n",
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"GNU General Public License for more details.\n",
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"\n",
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"You should have received a copy of the GNU General Public License\n",
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"along with this program. If not, see <http://www.gnu.org/licenses/>.\n",
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"```"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"#Lets have matplotlib \"inline\"\n",
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"%matplotlib inline\n",
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"\n",
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"#Python 2.7 compatibility\n",
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"from __future__ import print_function\n",
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"\n",
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"#Import packages we need\n",
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"import numpy as np\n",
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"from matplotlib import animation, rc\n",
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"from matplotlib import pyplot as plt\n",
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"#import mpld3\n",
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"\n",
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"import subprocess\n",
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"import os\n",
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"import gc\n",
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"import datetime\n",
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"\n",
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"import pycuda.driver as cuda\n",
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"\n",
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"try:\n",
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" from StringIO import StringIO\n",
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"except ImportError:\n",
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" from io import StringIO\n",
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"\n",
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"#Finally, import our simulator\n",
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"#from SWESimulators import FBL, CTCS, LxF, FORCE, HLL, HLL2, KP07, KP07_dimsplit, WAF, CDKLM16, DataOutput, PlotHelper\n",
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"from SWESimulators import Common, LxF, FORCE, HLL, HLL2, KP07, KP07_dimsplit, PlotHelper"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"CUDA version (9, 1, 0)\n",
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"Driver version 9010\n",
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"Using GeForce 840M\n",
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" => compute capability: (5, 0)\n",
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" => memory: 2048.0 MB\n",
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"=== WARNING ===\n",
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"Using blocking context\n",
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"=== WARNING ===\n"
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]
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}
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],
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"source": [
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"cuda_context = Common.CudaContext(verbose=True, blocking=True)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [],
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"source": [
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"#Misc plotting setup\n",
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"def setBwStyles(ax):\n",
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" from cycler import cycler\n",
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"\n",
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" ax.set_prop_cycle( cycler('marker', ['.', 'x', 4, '+', '*', '1', 5]) +\n",
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" cycler('linestyle', ['-.', '--', ':', '-.', '--', ':', '-.']) +\n",
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" #cycler('markersize', [5, 5, 5, 5, 5, 5]) +\n",
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" cycler('color', ['k', 'k', 'k', 'k', 'k', 'k', 'k']) ) \n",
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"\n",
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"#Set large figure sizes\n",
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"plt.rcParams['figure.figsize'] = [12, 8]\n",
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"plt.rcParams['figure.dpi'] = 100\n",
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"plt.rcParams['animation.html'] = 'html5'\n",
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"#plt.rcParams['legend.markerscale'] = 1.0\n",
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"#plt.rcParams['lines.markersize'] = 6\n",
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"plt.rcParams['lines.markeredgewidth'] = 1.5\n",
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"#plt.rcParams['savefig.dpi'] = 400"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [],
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"source": [
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"def save_figure(fig, stem):\n",
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" fig_filename = \"convergence_smooth1d_\" + stem + \".pdf\"\n",
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" \n",
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" image_text = fig_filename + \"\\nCreated \" + str(datetime.datetime.now().strftime(\"%Y-%m-%d %H:%M:%S\"))\n",
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" \n",
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" #ax = fig.gca()\n",
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" #pos1 = ax.get_position() # get the original position \n",
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" #pos2 = [pos1.x0 + 0.3, pos1.y0 + 0.3, pos1.width / 2.0, pos1.height / 2.0] \n",
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" #ax.set_position(pos2) # set a new position\n",
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" \n",
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" #fig.gca().annotate(image_text, xy=(1.1, 0), xycoords='figure fraction', fontsize=10,\n",
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" # horizontalalignment='right', verticalalignment='bottom')\n",
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" t = plt.figtext(-0.1, .9, image_text, rotation='vertical')\n",
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" \n",
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" legend = fig.gca().legend_\n",
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" if (legend != None):\n",
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" fig.savefig(fig_filename, bbox_extra_artists=(legend,t, ), bbox_inches='tight')\n",
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" else:\n",
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" fig.savefig(fig_filename)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {},
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"outputs": [],
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"source": [
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"def gen_test_data(nx, g, num_ghost_cells):\n",
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" ny = 1\n",
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" width = 100.0\n",
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" dx = width / float(nx)\n",
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" dy = 1.0\n",
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"\n",
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" h = np.zeros((ny+2*num_ghost_cells, nx+2*num_ghost_cells), dtype=np.float32); \n",
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" hu = np.zeros((ny+2*num_ghost_cells, nx+2*num_ghost_cells), dtype=np.float32);\n",
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" hv = np.zeros((ny+2*num_ghost_cells, nx+2*num_ghost_cells), dtype=np.float32);\n",
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"\n",
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" #Create a gaussian \"dam break\" that will not form shocks\n",
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" x_center = dx*nx/2.0\n",
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" size = width / 5.0\n",
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" dt = 10**10\n",
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" for j in range(-num_ghost_cells, ny+num_ghost_cells):\n",
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" for i in range(-num_ghost_cells, nx+num_ghost_cells):\n",
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" x = dx*(i+0.5) - x_center\n",
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" \n",
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" h[j+num_ghost_cells, i+num_ghost_cells] = 0.5 + 0.1*np.exp(-(x**2/size))\n",
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" hu[j+num_ghost_cells, i+num_ghost_cells] = 0.1*np.exp(-(x**2/size))\n",
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" \n",
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" local_h = h[j+num_ghost_cells, i+num_ghost_cells]\n",
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" local_hu = hu[j+num_ghost_cells, i+num_ghost_cells]\n",
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" local_u = local_hu / local_h\n",
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" dt = min(dt, dx / (local_u + np.sqrt(g*local_h)))\n",
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" \n",
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" return h, hu, hv, dx, dy, dt, nx, ny"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"metadata": {},
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"outputs": [],
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"source": [
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"def gen_filename(simulator, nx):\n",
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" return \"smooth1d_\" + str(simulator.__name__) + \"_\" + str(nx) + \".npz\""
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"metadata": {},
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"outputs": [],
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"source": [
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"def sanity_check(variable, variable_name):\n",
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" maxval = np.amax(variable)\n",
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" minval = np.amin(variable)\n",
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" if (np.isnan(maxval) or np.isnan(minval)):\n",
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" print(\"=== WARNING ===\")\n",
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" print(variable_name + \" contains NaN values\")\n",
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" print(\"=== WARNING ===\")\n",
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"\n",
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"def run_benchmark(datafilename, simulator, courant_number, nx, ghost_cells, g=9.81, force_rerun=False):\n",
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"\n",
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" if (os.path.isfile(datafilename) and force_rerun == False):\n",
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" print(\"=== WARNING ===\")\n",
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" print(\"Existing simulation exists, skipping simulation\")\n",
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" print(\"=== WARNING ===\")\n",
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" else:\n",
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" h0, hu0, hv0, dx, dy, dt, nx, ny = gen_test_data(nx, g, ghost_cells)\n",
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" dt = dt * courant_number\n",
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"\n",
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" #Initialize simulator\n",
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" with Common.Timer(simulator.__name__ + \"_\" + str(nx)) as t:\n",
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" sim = simulator(cuda_context, \\\n",
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" h0, hu0, hv0, \\\n",
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" nx, ny, \\\n",
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" dx, dy, dt, \\\n",
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" g)\n",
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"\n",
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" t = sim.step(2.0)\n",
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" \n",
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" h, hu, hv = sim.download()\n",
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"\n",
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" h = h[ghost_cells, ghost_cells:-ghost_cells]\n",
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" hu = hu[ghost_cells, ghost_cells:-ghost_cells]\n",
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" hv = hv[ghost_cells, ghost_cells:-ghost_cells]\n",
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" \n",
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" sanity_check(h, \"h\")\n",
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" sanity_check(hu, \"hu\")\n",
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" sanity_check(hv, \"hv\")\n",
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"\n",
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" np.savez_compressed(datafilename, h=h, hu=hu, hv=hv)\n",
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" \n",
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" gc.collect() # Force run garbage collection to free up memory"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 8,
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"metadata": {
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"scrolled": false
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"=== WARNING ===\n",
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"Existing simulation exists, skipping simulation\n",
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"=== WARNING ===\n",
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"=== WARNING ===\n",
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"Existing simulation exists, skipping simulation\n",
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"=== WARNING ===\n",
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"=== WARNING ===\n",
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"Existing simulation exists, skipping simulation\n",
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"=== WARNING ===\n",
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"=== WARNING ===\n",
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"Existing simulation exists, skipping simulation\n",
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"=== WARNING ===\n",
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"=== WARNING ===\n",
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"Existing simulation exists, skipping simulation\n",
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"=== WARNING ===\n",
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"=== WARNING ===\n",
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"Existing simulation exists, skipping simulation\n",
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"=== WARNING ===\n",
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"=== WARNING ===\n",
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"Existing simulation exists, skipping simulation\n",
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"=== WARNING ===\n",
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"=== WARNING ===\n",
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"Existing simulation exists, skipping simulation\n",
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"=== WARNING ===\n",
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"=== WARNING ===\n",
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"Existing simulation exists, skipping simulation\n",
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"=== WARNING ===\n",
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"=== WARNING ===\n",
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"Existing simulation exists, skipping simulation\n",
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"=== WARNING ===\n",
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"=== WARNING ===\n",
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"Existing simulation exists, skipping simulation\n",
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"=== WARNING ===\n",
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"=== WARNING ===\n",
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"Existing simulation exists, skipping simulation\n",
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"=== WARNING ===\n",
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"=== WARNING ===\n",
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"Existing simulation exists, skipping simulation\n",
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"=== WARNING ===\n",
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"=== WARNING ===\n",
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"Existing simulation exists, skipping simulation\n",
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"=== WARNING ===\n",
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"=== WARNING ===\n",
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"Existing simulation exists, skipping simulation\n",
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"=== WARNING ===\n",
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"=== WARNING ===\n",
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"Existing simulation exists, skipping simulation\n",
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"=== WARNING ===\n",
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"=== WARNING ===\n",
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"Existing simulation exists, skipping simulation\n",
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"=== WARNING ===\n",
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"=== WARNING ===\n",
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"Existing simulation exists, skipping simulation\n",
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"=== WARNING ===\n",
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"=== WARNING ===\n",
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"Existing simulation exists, skipping simulation\n",
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"=== WARNING ===\n",
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"=== WARNING ===\n",
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"Existing simulation exists, skipping simulation\n",
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"=== WARNING ===\n",
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"=== WARNING ===\n",
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"Existing simulation exists, skipping simulation\n",
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"=== WARNING ===\n",
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"=== WARNING ===\n",
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"Existing simulation exists, skipping simulation\n",
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"=== WARNING ===\n",
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"=== WARNING ===\n",
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"Existing simulation exists, skipping simulation\n",
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"=== WARNING ===\n",
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"=== WARNING ===\n",
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"Existing simulation exists, skipping simulation\n",
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"=== WARNING ===\n",
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"=== WARNING ===\n",
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"Existing simulation exists, skipping simulation\n",
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"=== WARNING ===\n",
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"=== WARNING ===\n",
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"Existing simulation exists, skipping simulation\n",
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"=== WARNING ===\n",
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"=== WARNING ===\n",
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"Existing simulation exists, skipping simulation\n",
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"=== WARNING ===\n",
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"=== WARNING ===\n",
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"Existing simulation exists, skipping simulation\n",
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"=== WARNING ===\n",
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"=== WARNING ===\n",
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"Existing simulation exists, skipping simulation\n",
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"=== WARNING ===\n",
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"=== WARNING ===\n",
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"Existing simulation exists, skipping simulation\n",
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"=== WARNING ===\n",
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"=== WARNING ===\n",
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"Existing simulation exists, skipping simulation\n",
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"=== WARNING ===\n",
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"=== WARNING ===\n",
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"Existing simulation exists, skipping simulation\n",
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"=== WARNING ===\n",
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"=== WARNING ===\n",
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"Existing simulation exists, skipping simulation\n",
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"=== WARNING ===\n",
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"=== WARNING ===\n",
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"Existing simulation exists, skipping simulation\n",
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"=== WARNING ===\n",
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"=== WARNING ===\n",
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"Existing simulation exists, skipping simulation\n",
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"=== WARNING ===\n"
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]
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},
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"c:\\Users\\anbro\\Documents\\projects\\ShallowWaterGPU\\SWESimulators\\Common.py:69: UserWarning: The CUDA compiler succeeded, but said the following:\n",
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"kernel.cu\r\n",
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"\n",
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" self.kernels[kernel_id] = cuda_compiler.SourceModule(kernel_string, include_dirs=[module_path])\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"=> KP07_dimsplit_16384 18475.351334 ms\n",
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"=> KP07_dimsplit_32 36.051989 ms\n",
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"=> KP07_dimsplit_64 23.027420 ms\n",
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"=> KP07_dimsplit_128 31.042099 ms\n",
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"=> KP07_dimsplit_256 28.038502 ms\n",
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"=> KP07_dimsplit_512 38.051844 ms\n",
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"=> KP07_dimsplit_1024 45.063019 ms\n"
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]
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}
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],
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"source": [
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"reference_nx = 16384\n",
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"domain_sizes = [32, 64, 128, 256, 512, 1024]#, 2048, 4096]\n",
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"\n",
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"#simulators = [LxF.LxF, FORCE.FORCE, HLL.HLL, HLL2.HLL2, WAF.WAF, KP07.KP07, KP07_dimsplit.KP07_dimsplit]\n",
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"#simulator_ghost_cells = [1, 1, 1, 2, 2, 2, 2]\n",
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"#simulator_names = ['LxF', 'FORCE', 'HLL', 'HLL2', 'WAF', 'KP07', 'KP07 dimsplit']\n",
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"#simulator_reference = [KP07.KP07, KP07.KP07, KP07.KP07, HLL2.HLL2, WAF.WAF, KP07.KP07, KP07_dimsplit.KP07_dimsplit]\n",
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"#simulator_courant_numbers = [0.95, 0.95, 0.95, 0.95, 0.95, 0.95, 0.95]\n",
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"\n",
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"simulators = [LxF.LxF, FORCE.FORCE, HLL.HLL, HLL2.HLL2, KP07.KP07, KP07_dimsplit.KP07_dimsplit]\n",
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"simulator_ghost_cells = [1, 1, 1, 2, 2, 2]\n",
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"simulator_reference = [LxF.LxF, FORCE.FORCE, HLL.HLL, HLL2.HLL2, KP07.KP07, KP07_dimsplit.KP07_dimsplit]\n",
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"simulator_courant_numbers = [0.75, 0.95, 0.95, 0.95, 0.45, 0.95]\n",
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"force_rerun=False\n",
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" \n",
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"for i in range(len(simulators)):\n",
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" datafilename = gen_filename(simulators[i], reference_nx)\n",
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" run_benchmark(datafilename, \\\n",
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" simulators[i], \\\n",
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" simulator_courant_numbers[i], \\\n",
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" reference_nx, \\\n",
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" simulator_ghost_cells[i], \\\n",
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" force_rerun=force_rerun)\n",
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" \n",
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" for j, nx in enumerate(domain_sizes):\n",
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" datafilename = gen_filename(simulators[i], nx)\n",
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" run_benchmark(datafilename, \\\n",
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" simulators[i], \\\n",
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" simulator_courant_numbers[i], \\\n",
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" nx, \\\n",
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" simulator_ghost_cells[i], \\\n",
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" force_rerun=force_rerun)\n",
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" gc.collect()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 9,
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"metadata": {
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"scrolled": false
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},
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"outputs": [
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{
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"data": {
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"image/png": 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\n",
|
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"text/plain": [
|
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"<Figure size 1200x800 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
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"text/plain": [
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"<Figure size 1200x800 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 1200x800 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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ZWVnExMQAxDjnssrw2w4EPnNsdIDtA9EUmIV3qaWIlIGZhQOdgAeLVC0G/lBC1ygz+xbv7LA1wD+cc5+X8IyrgcdKSoyZWU2gZoGiE0p/ByIiIiIiIpLvvPPO4+mnn2bfvn3MnDmTr7/+mptuugmAVatWkZ2dzYknnlioz2+//cbWrVuLHXPVqlV89tlnTJo0yVeWn3zbt2+fb1+yzp07H9bvf//7n9/E4tatW33Jrvj4+EJ1cXFx7Ny5E4A1a9Zw8skn+02M5T9jy5YtzJs3z1fmnCM3N5dt27bRpk2bYt9XKAWUHHPOzQ6kvZkNBN5yzu3Nm0VSEn2QFglcPbwJrp+KlP8ENCymz0ZgKLAOiAZuBj42swTn3GY/7f+Md5bo86XEchcwvpQ2IiIiIiIiFap27dpkZ2dX2rMDERkZSatWrQB44oknOO+887jvvvt44IEHyM3NJS4ujqVLlx7Wr06d4hcG5ebmct999/GXv/zlsLqCM6+KznDLzc3loosu4qGHHjqsX1xcnO86f9lnPjMjN9e7wLBWrVrFxpX/jBEjRjBq1OHnMzZt2rTEvqF0pHuOleYZvCdRfgPsoeT9yayUehEpXtG/O8X+fXLOfQJ84mto9jGwGu+Jsv5OjP0bsMA5l15KDJOBxwrcnwD8UEofERERERGRcmVmZV7aWNWMHz+epKQkrr/+ejp27MiOHTuoXr26b8lkWXTs2JFNmzb5km6B9Hvttddo3rw51asHlz6Kj4/nhx9+4Ouvv/Y7e6xjx46sX78+4NhCrbxPqyy469yveGeW9CzmNbycYxE5Fu0CPBw+S6wBh88m88s5lwt8BrQuWmdmzYDzgZllGOeAcy4r/4X377yIiIiIiIgEKTExkbZt25KcnMz5559P165d+fOf/8yiRYtIS0tj+fLl3HvvvaxcubLYMcaNG8ecOXOYMGEC69evZ8OGDbz00kvce++9JT77hhtuICMjg4EDB/Lpp5/yzTffsHjxYq655ho8Hk+Z4u/Rowfdu3fnsssuY8mSJWzbto0FCxawcOFCAO644w5WrFjBDTfcwJo1a9i8eTNvvfWWbylpRSnv5FhBqwGccx/4e+H9cB7cEQ4ixynn3EFgFdC7SFVvYHlZxjDv0Sntge1+qocBO4F3jiBMERERERERCdItt9zCjBkz+OGHH3j33Xfp3r0711xzDaeeeipXXnklaWlpnHTSScX279u3L2+//TZLlizhrLPOokuXLjz22GM0a9asxOc2atSIjz/+GI/HQ9++fTnzzDO5+eabiYmJoVq1sqeTXnvtNc466ywGDhzIGWecwdixY33Jtfj4eD744AM2b95Mt27d6NChA//4xz8KLdusCAGdVhnw4Ga/AgnOuW/M7DqglnPuiWLangSMdM7dV24BiRyDzOwK4AVgJLAC7yzM64C2zrlvzWwO8GP+yZVmNh7vssrNePccGwUMAs51zn1aYNxqwDbgRefcnUHEpdMqRURERESkQpV0kqEcG6rCaZVBc87NKKX+J0CJMZEAOedeMrMTgXFAHPAlcIFz7tu8Jk2B3AJd6gDT8S7FzAQ+B7oXTIzlOT+v73PlGL6IiIiIiIhIpaqw5JiIlB/n3L+BfxdTl1jkfgwwpgxjLkZLnUVERKQEubm5PPLII4SFhXHTTTdRs2bNyg5JREQkYOWdHPsWyClaaGZNgRzn3PYCZXFADefcd+Uck4iIiIiIHKGNGzfSoUMH9u/fD8Cdd95JSkoKPXr0qOTIREREAlOuG/I75850zn3vpyoNSClS9j7e/Y1ERERERKQKy8nJ4ZprrvElxgA8Hg/nn38+P//8cyVGJiIiErgyJ8fMbLeZZZTlVYbhzgOGFCkbDPQMJHgREREREal4F198MStWrCA6Opp3332Xbt26AXDo0CGSkpIqOToREZHABLKscnSB6xOBe4FFeE/HA+gK9AUeKG0g59wHfso+CyAWERERERGpBFu2bGHhwoUATJ48maSkJM455xyaNWtGdnY2q1atYsWKFXTt2rWSIxURESmbMs8cc87Nzn8B5wLjnHMDnXNP5L0G4j0tr8ybDJhZTTNraWbauVNERERE5CjQvXt3AMyMYcOGceutt7Jnzx5ee+01X5v+/ftXVngiIiIBC3bPsb7AQj/li4Dz/XUws6Fm1iXvOsLMZgJ7ga+BbDObpiSZiIiIiEjVlZOTw/bt3jO1GjduzLhx43jsscdISkoiMTGRk08+GYD09HQ8Hk9lhioiIlJmwSbHfgEu9VP+57w6f+4BDuVdPwD0Ai4H2gL98e5DVuqSTBERERERqRxvvfWW7/rZZ5/llltuoW3btjzyyCOEh4fz0Ucf+eonTZpUGSGKiIgELJA9xwoaDzxrZon8vudYF6AfcG0xfZoAO/OuLwaud87lzz7baGa7gReAsUHGJCIiIiIi5eiRRx4BoHbt2jRq1Ii4uDjWrFlD9erejxXNmjWjXr167Nq1izfffJNx48ZVZrgiIiJlEtTMMefc88AfgD3AX4DLgEzg3Lw6f3YALfOuI4FdRep/xrvRv4iIiIiIVDH79u3js8+8Z2j99ttvJCQksHXrVl9iDGDbtm3Uq1cPgC+++KJS4hQRkbIZMWIELVu2pFatWtSvX59LLrmEjRs3+urXrl3LwIEDadKkCbVq1aJNmzb885//rMSIy0+wyypxzqU6565yznV0znXIu04tocs8YJKZ1cE7Q2ycmUUBmFltYALwcbDxiIiIiIhI+Rk+fDi5ubkAOOe48MILadmypa/e4/Fw0UUX+T5YHTp0iNdff71SYhURkdJ16tSJWbNmsWHDBhYtWoRzjj59+vj2jFy1ahX169dn7ty5rF+/nnvuuYe77rqLJ598spIjDz1zzoVuMLPqQCPn3Hd+6sKBV4BuwMq8X3OBH4FGePcq6+2c+zpkAYlIpTGzaCAzMzOT6Ojoyg5HREREjtCJJ55IRkaG737NmjUkJCQUavPxxx/Tp08f9u3bB8CwYcN47rnnKjROETm+7d+/n23bttGiRQsiIiIqO5yAJCYmEh8fT0REBDNnziQ8PJyRI0cyYcIEli5dSp8+fUhJSaFbt24ATJkyhcmTJ7Nu3Tri4uKO+PlffPEFCQkJbNmypdCXHwXdcMMNbNiwgffff/+Inxeskv6Ms7KyiImJAYhxzmWVdcxg9xwrTltgNRBWtMI5dxC4xMz6ARcBHrwz17bjnTH2H+fc3hDHIyIiIiIiR8g5R2Zmpu/+yiuvPCwxBnDuuefyxhtv0KdPHwAWL15cYTGKiJRm797iUw5hYWGFEi0lta1WrRq1atUqtW1kZGTAMc6ePZtbbrmF1NRUVqxYwdChQzn33HPp3bs3o0ePZtCgQaxdu5a0tDTuueceXnzxRV9iLDk5meTk5BLHX7BggS+5VtDevXuZNWsWLVq0oEmTJsX2z8zMJDY2NuD3VdWFeuZYArDaOXdYckxEji+aOSYiInLsWLhwIUlJSYD3Q+GGDRs49dRTi21/1llnsXLlSqpVq+ZbniMiUhFKmlVkZsX2u+CCC3jnnXd895GRkb5ZsEX16NGDpUuX+u7r16/Prl1Ft1X3frEQiMTERDweD8uWLfOVnX322fTs2ZMHH3yQgwcP0qVLF1q3bs369evp2rUrM2bM8LXNyMgoNMPXn8aNGxdK7P373/9m7Nix7N27l9NPP52333672FljK1asoEePHrzzzjv07t07oPcWSpU+c8zMVpfSpFYp9SIiIiIicpSZNGmS73rYsGElJsYABgwYwMqVK8nNzeWTTz6hS5cu5R2iiMgxIT4+vtB9XFwcO3fuBCA8PJy5c+cSHx9Ps2bNmDp1aqG2sbGxAc/quuqqq+jduzfbt2/n0UcfZcCAAXz88ceHJZ3Wr1/PJZdcwrhx4yo1MVZeAl1WeQbwf8C2YurjgJL/pSyGZp2JiIiIiFRNn3zyie963Lhxpba//PLLGTt2LAC33norH3+sc7dEpPJlZ2cXWxcWVjgVkZ+Q8qdatcJnG6alpR1RXAXVqFGj0L2Z+Q5DAVi+fDnw+yyxgks3g1lWGRMTQ0xMDK1bt6ZLly7UrVuX119/nYEDB/rafPXVV/Ts2ZPrrruOe++994jeX1UVaHLsSyDVOfe0v0ozaw9cdwTxFD/HUUREREREKtzBgwc5dOgQAM2bN6dp06aHtcnJySn0ga5Zs2a+6/Xr15d/kCIiZRDIHmDl1fZIbN26lTFjxjBjxgxefvllBg8eTEpKii9ZN3LkSAYMGFDiGI0bNy6x3jnHgQMHfPfr16+nZ8+eDBkypNAs4mNNoMmxj4DTSqj/FfjQX4WZ/beUsWOA0G2AJiIiIiIiR+z222/3Xc+ePfuweo/HQ69evejUqROTJk2idu3amBkxMTFkZmb6EmsiIhI8j8fDoEGD6NOnD8OGDSMpKYl27doxZcoU38/pQJZVfvPNN7z00kv06dOH+vXr8+OPP/LQQw9Rq1YtLrjgAsCbGDvvvPPo06cPt9xyCzt27AC8s+zq169fPm+0kgSUHHPOjS6lfitwXjHVFwFLgJ+KqddyShERERGRKmbu3Lm+6+7dux9Wn5KSwrJly1i2bBm//PILp59+OnfffTcJCQl8+OGH7Nu3D4/Hc9iSJRERKbtJkyaRlpbG/PnzAWjYsCEzZ85kwIAB9O7dm/bt2wc0XkREBMuWLWPq1Kns3r2bk046ie7du7N8+XIaNGgAwCuvvMLPP//MvHnzmDdvnq9vs2bNQrqUtCoI6WmVJT7I7Avgn865Z4upbw+s0p5jIscGnVYpIiJybKhWrRrOOerUqcPu3bv9tlm4cCGvv/4606dPp3nz5mzbto2JEyfyj3/8A4BVq1bRsWPHigxbRI5TJZ1kKMeGSj+tsiAzqwOcDTQACu1G55yb46fLKqAj4Dc5BhwAvgs2HhERERERCa0DBw6Q/2V6SSdO9uvXj3POOQePx0P79u1xztGuXTtf/eTJk3nllVfKPV4REZFgBJUcM7OLgHlAJN59xgpOP3OAv+TYSEpYOumc2wC0CCYeEREREREJvdTUVN/1iBEjCtW99957nHPOOZxwwgkA1K1bl5kzZ/rq27Rp47vWaZUiIlKVVSu9iV9TgOeAE5xzdZxzdQu8/O7+5pw74JzbF3SkIiIiIiJSoZ5//nkAzIyLL77YV75p0yYuuugi2rVrx48//ui3b6tWrTjzzDMB2LVrV7nHKiIiEqxgk2ONgSeU7BIREREROXZFRUUBcPbZZ1Ot2u8fHTIzM2nYsCGnnXYajRo1KtRn165dbNy4kWrVqpGYmAhATk5OhcUsIiISqGCTY4uAzqEMREREREREqpYXXngBgD/+8Y+Fys8++2zWrVvHnDlzMDNf+RtvvEH9+vUZMmQIAP379/fVHWsnm4mIyLGjzHuOmdnFBW7fAR4xszOAdUChr4Kcc2+FJjwREREREakMHo+HPXv2ANCsWbPD6qOionwzy/Ll7zOWv5H/9u3bfXVz5sxh3Lhx5RixiIhIcALZkP8NP2X+/nVzlLDxvoiIiIiIVH0FN9e/8sor8Xg8XHHFFQwbNowLL7zQb5/WrVvz66+/+pJmHo/HV/fSSy8pOSYiIlVSmZdVOueqlfGlxJiIiIiIyFFuxowZvuv69eszY8YMXnvtNf7617+ye/duv32qVatWaDZZz549CQvzfjz44YcfyjdgERGRIAUyc8zHzAYDLznnDhQpDweudM7N8dMn3Dl3sMB9S+AmoDWwHXjaObcqmHhERERERCS0srKygN835R8yZAibN2+mbdu21K1bt0xjxMXFccopp7B582Ztyi8iIlVWsBvyzwJi/JSfkFfnz29m1gDAzNoDXwA9gB+BeGC5mZ0dZDwiIiIiIhJC+fuFnXvuuQDUqlWLKVOmcM0115TYb/Xq1QwcOJAbb7wRgM6dved4HThwoKRuIiIilSbY5Jjh3VusqJOBzBL65HsAeBfo6Jwb7pw7G5gH3BdkPCIiIiIiEkLZ2dkAxMT4+068eHv37uX//u//ePPNNwHo168fALm5uWRkZIQ2SBEROSIrVqygZ8+eREZGUqdOHRITE/ntt98Oa3fgwAHat2+PmbFmzZpKiLR8BZTxrPaiAAAgAElEQVQcM7PPzWw13sRYipmtLvBaCywD3ivDUO2Bqc65ggm2fwIdAolHRERERERCb/ny5b7r//73v1x55ZV+Pyz5k5CQwOTJk5k+fTrOOVat+n3nlHnz5oU8VhERCc6KFSvo168fffr04dNPP+Wzzz7jxhtvpFq1w1NFY8eOpVGjRpUQZcUIdObYG8CbeGeBLcq7zn/9HzACuLqYvo7fZ5t5gKwi9Vn4X6opIiIiIiIV6MEHH/Rd5+bmkpWVRURERJn6RkdHc+edd5KUlISZccYZZ/jq3nuvLN+ji4gcnxITExk1ahRjx44lNjaWhg0bMmHCBACWLl1KeHg4y5Yt87WfMmUK9erV8y2DD9SYMWMYNWoUd955J23btqV169b079+fmjVrFmq3YMECFi9ezKOPPhr0e6vqAtqQ3zl3H4CZpeHdkH9/AN0N+NrMHBAFtAPWFahvDewIJB4REREREQm9TZs2AWBmpKam0rBhQ8yslF7+tWnTxnetTflFpDLt3bsXgNq1a/t+ph08eJCcnByqV69eKCmU37ZWrVq+mVQ5OTkcPHiQsLCwQl8YFNe2Ro0aAcc4e/ZsbrnlFlJTU1mxYgVDhw7l3HPPpXfv3owePZpBgwaxdu1a0tLSuOeee3jxxReJi4sDIDk5meTk5BLHX7BgAd26dWPnzp2kpqZy1VVX8Yc//IGtW7dy+umnM2nSJP74xz/62v/0009cd911vPHGG9SuXTvg93O0CGrPMefcbOfcfjPrZGZXm9lVZlbakshhwGhgDHAdsLVIfRfg9WDiERERERGR0Pn5558BaNCgAZ07d+bkk08OqP++fftYsWIFS5cu5fTTT/eVp6enhzROEZFAREVFERUVxa5du3xljzzyCFFRUb5DRPI1aNCAqKgovvvuO1/ZU089RVRUFH/7298KtW3evDlRUVFs2LDBV/b8888HFWN8fDzjx4+ndevWDB48mM6dO5OSkgLAxIkTiY2NZfjw4Vx11VUMGjSISy+91Nd35MiRrFmzpsRX/iEp33zzDQATJkzguuuuY+HChXTs2JFevXqxefNmAJxzDB06lJEjR/r6HasCmjmWL+/Uyf8DEoE9eGeFxZjZ/4ArnXM/F+3jnJtd0pjOufuDiUVERERERELHOceePXsACiW2ArFgwQL69+9Pp06d+OyzzwgPD+fgwYOFPmSKiMjh4uPjC93HxcWxc+dOAMLDw5k7dy7x8fE0a9aMqVOnFmobGxtLbGxsmZ6Tm5sLwIgRIxg2bBgAHTp0ICUlheeee47Jkyfzr3/9i6ysLO66664jfVtVXrCnVf4LiAbaOudinXN1gTPzyp4IVXAiIiIiIlKxduzYQf65WQX3CwtEQkICcXFxNGnSBPDOwADYvXt3aIIUEQlCdnY22dnZ1KtXz1d2++23k52dzZNPPlmo7c6dO8nOzqZp06a+shtuuIHs7GyeffbZQm3T0tLIzs4utIx86NChQcVYdCmmmfkSWfD7gSkZGRmHnQCcnJzsmx1X3Ct/z7L8pZhFf863adPG90XG+++/zyeffELNmjWpXr06rVq1AqBz584MGTIkqPdXVQU1cwzoB5zvnPPNGXTOfWVmNwCLi+tkZhcClwIZwHPOuY0F6uoCrznnegYZk4iIiIiIHKGnnnrKdz1ixIigxmjVqlWhJZSnnHIKP/zwA+Bdslm/fv0jC1JEJAiRkZGHlYWHhxMeHl6mtjVq1PC7j1hxbUNt69atjBkzhhkzZvDyyy8zePBgUlJSfPucjRw5kgEDBpQ4RuPGjQHvUtBGjRr59pjM9/XXX5OUlATAE088wcSJE3116enp9O3bl5deeolzzjknlG+t0gWbHKsG+NtNM4diZqOZ2V+BOcBC4DTgJjO71jmXf55zONAjyHhERERERCQEFixY4LsuurwnWH379uXDDz8E4J133gl6RoWIyPHK4/EwaNAg+vTpw7Bhw0hKSqJdu3ZMmTKF22+/HQhsWaWZcfvttzN+/HgSEhJo3749s2fPZuPGjbz66qsAhWbNgXfPNoCWLVsGvBdlVRdscux94J9mNtA5lw5gZo2Bx4GUYvrcBoxxzv0rr31/YJaZRTjnni2mj4iIiIiIVKD8GV9mFvQJlUUlJCT4rr///vuQjCkicjyZNGkSaWlpzJ8/H4CGDRsyc+ZMBgwYQO/evWnfvn3AY44ePZr9+/czZswYMjIySEhIYMmSJbRs2TLU4Vd5lr+fQECdzJoAb+LdZ+x7wAFNgXXAJc65H/z0yQbaOee2FShLBN4CxuI9qTLdORcW+NsQkarGzKKBzMzMTKKjoys7HBERESmj8PBwcnJyOOGEE8jKygp6nA8++IDbbruNpk2b8sgjj/g+bI0cOZKnn346VOGKiBSyf/9+tm3bRosWLYiIiKjscKQclPRnnJWVRUxMDECMc67M/4gFNXPMOfc90NHMegOn4z2t8ivn3HsldMsCTgJ8yTHn3FIzuwh4Gzi25uSJiIiIiByFcnK8u6fkb6IfrPDwcFauXEl6ejrNmjUjLCwMj8dTaC8yERGRqiDYZZUAOOeWAEvK2PxTIAn4pMgYHxRIkImIiIiISCXJzs72XXft2vWIxoqPj+eVV14hISGBsLAwIiIi2Lt3L0uWlPXjg4iISMXwu3l+WZhZDzObb2ZbzGyzmb1lZt1K6PI4sN9fhXNuKfAnvBv2i4iIiIhIJXjppZd818nJyUc0VmRkJP3796d169YANGrUCPAuhxEREalKgkqOmdnVwHvAPuAJ4EngNyAl71TKwzjnPnDOTS5uTOfcUufcsGDiERERERGRI7d69WoAwsLCaNKkSUjHHjRoEADB7HksIiJSnoKdOXYPMNY5d4Vz7gnn3D+dc1cAdwL/KOsgZvaOmcUFGYOIiIiIiIRQZGQkAP369QvJeOnp6cyZM4cXX3yRSy65xFf+7bffhmR8ERGRUAg2OXYKMN9P+VtAiwDG6Q7UCjIGEREREREJoblz5wKwY8eOkIz36aefMmTIEB566CHatWvnK1+0aFFIxhcREQmFYJNj3wO9/JT3yqsTEREREZGjzPbt2wH45ZdfQjJehw4d6NatG7169eLQoUO+8gULFoRkfBERkVAI9rTKKcATZtYeWA444I/AUODmAMb5FsgJMgYREREREQkRj8fju+7SpUtIxmzWrBkffvjhYeWpqakhGV9ERCQUgkqOOeeeNrMdwK3AgLziDcAVzrk3AxjnzGCeLyIiIiIiofXOO+/4ru+///5yeUaNGjXIycnRiZUiIlKlBDtzDOfc68DrZW1vZpcBC5xz+4J9poiIiIiIlI/Nmzf7rlu3bh3SsZ1zZGdnc/LJJ7Nt27ZCSyxFREQqW7B7jvmYWZSZRRd8FdP0FWCHmU03s3OO9LkiIiIiIhI6b7zxBgC1a9cO6bjz58/nxBNP5LLLLqNly5YAHDx4MKTPEBGRwE2fPp3ExESio6MxM/bs2VOoPi0tjb/97W+0aNGCWrVq0bJlS8aPH3/Yz/BFixbRpUsXTjjhBOrXr89ll13Gtm3bKvKtHLGgkmNm1sLM3jGzvUAmsDvvtSfv1+I8AnQGVpjZl2Y22sxODCYGEREREREJnS+//BIovPdYKJx00kns3r2br776it69ewNKjomIVAX79u2jX79+3H333X7rN27cSG5uLs888wzr16/n8ccfZ9q0aYXaf/PNN1xyySX07NmTNWvWsGjRInbt2sVf/vKXinobIRHszLF5QF3gGrwnVPbMe52X92txnnHOdQTOAj4ExgM/mtnLZtY7yFhEREREROQI5c8YqFGjRkjHTUhI4PPPP2fr1q2cdtppgHeZ5c8//xzS54iIHO0SExMZNWoUY8eOJTY2loYNGzJhwgQAli5dSnh4OMuWLfO1nzJlCvXq1fOdNByo0aNHc+eddxZ7CEu/fv2YNWsWffr04ZRTTuHiiy/mtttu47///a+vzerVq/F4PEycOJGWLVvSsWNHbrvtNtauXUtOztFz/mKwybF4YJhz7iXn3FLn3AcFX6V1ds6tcs79HYgDrgPqAwvNLC3IeEREREREJEjOOd9127ZtQzp2zZo1ad++PTVr1qRXr16+8tdeey2kzxERKc3evXsDfhXcI/HQoUPs3buX3377rUzjBmP27NlERkaSmprKww8/zP3338+SJUtITExk9OjRDBo0iMzMTNauXcs999zDjBkziIuLAyA5OZmoqKgSXwWTa8HIzMwkNjbWd9+5c2fCwsKYNWsWHo+HzMxMXnjhBfr06RPyL1vKU7Ab8n8GNAE2BdDHHVbg3H7gBeAFM2sFDAsyHhERERERCdKmTb//tz5/lkJ5iIyM9F0fbfvRiMjRLyoqKuA+L7/8MpdffjkAr7/+OgMGDKBHjx4sXbrU16Z58+bs2rXrsL4Fv3goq/j4eMaPHw94D0d58sknSUlJoXfv3kycOJH33nuP4cOHs379egYNGsSll17q6zty5EgGDBhQ4viNGzcOOKZ8W7du5V//+hdTpkzxlTVv3pzFixdz+eWXM2LECDweD127duXdd98N+jmVIdjk2LXANDNrDHwJFJor55z7wk8fK2lA59wW4J4g4xERERERkSC9+uqrvuv8fcFCaePGjbz44ovUrVuXatWqkZuby9atW0P+HBGRo118fHyh+7i4OHbu3AlAeHg4c+fOJT4+nmbNmjF16tRCbWNjYwvN6gql9PR0+vXrx+WXX861117rK9+xYwfXXnstQ4YMYeDAgfz666+MGzeO/v37s2TJEsxKTAVVGcEmx+oDLYFZBcoc3gSYA8L89GkBaGMBEREREZEq5r333gPAzDh06BBhYf7+Ox+8LVu2cP/993PmmWdSo0YNDhw4QFpaWkifISJSmuzs7ID71KxZ03d96aWXkp2dTbVqhXeoCuXPs6JLEc2M3Nxc3/3y5csByMjIICMjo9CM3OTkZJKTk0scf8GCBXTr1i2gmNLT0znvvPPo2rUr06dPL1T31FNPER0dzcMPP+wrmzt3Lk2aNCE1NbXY/cyqmmCTY88BnwMDgZ/ws2SyKOfct0E+S0REREREytHatWuB4JYAlUXHjh0ZNmwYnTp14o477uDAgQNs3ry5XJ4lIlKcgomkYFSvXp3q1Q9PoxzpuGW1detWxowZw4wZM3j55ZcZPHgwKSkpvmRdeSyr/PHHHznvvPPo1KkTs2bNOiwxuG/fvsO+UMm/L5jUq+qCTY41Ay7OWwpZZmZ2MnA98AegId6k2k/AcmCac+77IOMREREREZEgZWZmAt4ZCgVnSYRKo0aNeO655wAYO3YsAL/++mvInyMicqzyeDwMGjSIPn36MGzYMJKSkmjXrh1Tpkzh9ttvBwJfVrljxw527NjBli3e1M66des44YQTaNq0KbGxsaSnp5OYmEjTpk159NFHC50y3LBhQwAuvPBCHn/8ce6//37fssq7776bZs2a0aFDhxD+DpSvYE+rfB9ICKSDmf0R2ABcCqwF5gBz867/DKw3s3ODjEdERERERIKUP2OsUaNG5f6sevXqFXqmiIiUbtKkSaSlpfmWNTZs2JCZM2dy7733smbNmqDGnDZtGh06dOC6664DoHv37nTo0IG33noLgMWLF7Nlyxbef/99Tj75ZOLi4nyvfD179uQ///kPb7zxBh06dKBfv37UrFmThQsXUqtWrSN81xXHgvlHycyGA/fiXV65jsM35H/LT5/PgI+cc2OKGfNx4I/OubMCDkhEqhwziwYyMzMziY6OruxwREREpBjOOd8ymauvvpoXXnih3J61a9cu/va3v/HWW28dto+OiEgo7N+/n23bttGiRQsiIiIqOxwpByX9GWdlZRETEwMQ45zLKuuYwS6rnJb36zg/dcVtyH8mcHUJYz4DjAwyHhERERERCcK6det819dcc025PWfevHlcffXVtG7dGvAm5ZxzR81JZiIicuwKalmlc65aCa/ijrbZjnevseJ0zWsjIiIiIiIVZNas3w+gL8tMLo/HE9SSyNNPPx2g0Lf827frv/8iIlL5gt1z7DBmVqeUJo8C08zsSTO7xMy6mNk5eddPAk8DD5cyhoiIiIiIhNDy5ct913Xr1i21bUREBA899FDAz0lISCAzM5NPP/3UVzZv3ryAxxEREQm1oJJjZnaHmV1R4P4VIMPMfjQzvxv1O+f+DQwGOgOv4j2hckXedWdgsHNumr++IiIiIiJSPn755RcAatSoQZs2bUpsu3HjRg4dOsRdd90V8HOqV69OdHR0oZljq1evDngcERGRUAt25tgI4HsAM+sNnA/0AxYAjxTXyTn3knOuC1AbaJz3qu2c6+KceznIWEREREREJEj5m/G3bNmy1JPFBgwYQI0aNQDYunVr0M+sXt279fF3330X9BgiIiKhEmxyLI685BjwJ+Bl59xivMsiSz1t0jmX45zbDiQC4UHGICIiIiIiR6h27doA/P3vfy+1bVRUFH/4g3cb4SVLlgT8rNTUVP7617/6NuHftWtXwGOIiIiEWrDJsd1Ak7zrfsB7edeG/5Mqi/MMcFKQMYiIiIiIyBH64osvgNJncS1ZsoSUlBR69OgBwOLFiwN+VkZGBi+++KJv438lx0REpCoINjn2X+A/ZrYEOBHvckqA9sCWAMbRuc0iIWBmfzezbWa238xWmVm3EtoONTPn5xVRpF1jM5trZr+Y2T4zW2Nmncr/3YiIiEhFSU9P9508WVqiaty4cZx//vns2LEDgJSUFA4dOhTQ8zp37sykSZN8s9X27NkTRNQiIiKhFWxybAzwJPAV0Ns5l51XHgf8OxSBiUjZ5B2OMRWYBHQAlgELzKxpCd2y8P599b2cc/sLjFkX+BjIAZKAM4BbAf0PVkRE5Bgyffp03/Wll15abLtdu3aRmpoKwD333EPdunXJysris88+C+h59evX5+677+aEE04A8M0gExERqUzVg+nknMsBHvVTPrXgvZm9A1ybt7+YP0nAj8HEICI+twDPOudm5t2PNrO+wPVAcUdJOefcjhLGvAP43jk3rEBZ2hFHKiIiIlXKhx9+6Lu++OKLi223aNEinHMkJCTQtGlTkpKS+O677zh48GBQz01MTOQ///lPUH1FRERCLdiZY2XVHSj2yBvn3EdAHTNrWM5xiByTzCwc6AQU3fRjMfCHErpGmdm3ZvaDmb1tZh2K1F8MrDSzV8xsp5l9bmbXhTB0ERERqQIiIry7KtStW7fEdu+++y4AF1xwAQBz585l2bJlvv3HArFv3z7atWvnu/d4PAGPISIiRyYjI4ObbrqJ0047jdq1a9O0aVNGjRpFZmZmoXZmdthr2rRphdo453j00Uc59dRTqVmzJk2aNCE5Obki384RC2rmWDDMLBaYAXQG3gZG4d2Q/xrAmVkqcFkJs8xE5HD18B6C8VOR8p+A4pLOG4GhwDogGrgZ+NjMEpxzm/PanIJ35tljQDJwNvCEmR1wzs3xN6iZ1QRqFig6IeB3IyIiIhVq5cqVgPcUyuJ4PB4WLlwI/J4cyz9tMhivvPIKd931++T2TZs2ccYZZwQ9noiIBC49PZ309HQeffRRzjjjDL799ltGjhxJeno6r776aqG2s2bNol+/fr77mJiYQvU333wzixcv5tFHH6Vdu3ZkZmYedQeuVFhyDO8yzFOBR4D+wKt4P4B3A3KBfwIPAkMqMCaRY4Urcm9+yrwNnfsE+MTX0OxjYDVwE96kNXhnla50zt2dd/+5mbXFmzDzmxzDu4RzfFDRi4iISKXI3xC/pI3xU1NTycjIoG7dunTp0qVQXUZGBvv376dRo0ZlfmZCQgINGjRg586dAGzevFnJMRERvEvO4+PjiYiIYObMmYSHhzNy5EgmTJjA0qVL6dOnDykpKXTr5j1/bcqUKUyePJl169YRFxcX0LPOPPNMXnvtNd99y5YtmTRpEldffTWHDh2ievXf00V16tShYUP/cy82bNjA008/zZdffslpp50WxLuuGsp7WWVB/YARzrkngSuAS4DbnHMfO+dW4N3kv1cFxiNyLNgFeDh8llgDDp9N5pdzLhf4DGhdoHg73gM3CtoAlLTJ/2QgpsDr5LI8X0RERCpPTk4O8PvySn/+97//AdC3b99CH5Yefvhh6tevz8SJEwN6ZkJCAhs3bvTd5y/ZFBEpb3v37i32tX///jK3/e2338rUNhizZ88mMjKS1NRUHn74Ye6//36WLFlCYmIio0ePZtCgQWRmZrJ27VruueceZsyY4UuMJScnExUVVeJr2bJlxT47MzOT6OjoQj/rAW688Ubq1avHWWedxbRp0wodpjJ//nxOOeUU3n77bVq0aEHz5s259tprycjICOr9V5aKnDkWQ97m+865n8zsEN4P4PnSgToVGI/IUc85d9DMVgG9gdcLVPUG3izLGOZdF9Ee7zLLfB8DRdP+pwLflhDLAeBAgXHL8ngRERGpJAX3+irppMq7776bP/3pT1SrVvh79dNPP53c3FyWLFkS0HPNjDp1fv9v/5dffhlQfxGRYJW0hPyCCy7gnXfe8d03aNCAffv2+W3bo0cPli5d6rtv3ry532WEzvldzFOi+Ph4xo/3Lshp3bo1Tz75JCkpKfTu3ZuJEyfy3nvvMXz4cNavX8+gQYMK/fweOXIkAwYMKHH8xo0b+y3/5ZdfeOCBBxgxYkSh8gceeIBevXpRq1YtUlJSuPXWW9m1axf33nsvAN988w3ffvstr7zyCnPmzMHj8TBmzBj69+/P+++/H/D7rywVmRzbDPwJeMrMkoD9QB8g/1/DvsC2CoxH5FjxGPCCma0EVgDD8c7wmgZgZnOAH51zd+Xdj8e7rHIz3j3HRuFNjt1QYMzHgeVmdjfwMt49x4bnvUREROQYsHz5ct91wT3AijIzEhISDitPTEwkLCyMLVu2sG3bNlq0aFHmZ+dv6uycKzQDQUTkeBcfH1/oPi4uzrcMPTw8nLlz5xIfH0+zZs2YOnVqobaxsbHExsYG/MysrCwuvPBCzjjjDF9iLl9+Egygffv2ANx///2+8tzcXA4cOMCcOXM49dRTAXj22Wfp1KkTmzZtOmqWWpZ3ciwZyJ9L9wgw28xG411udTXeDb7Pwbvn2F+AW8o5HpFjjnPuJTM7ERgHxOFNOF/gnMuf5dUU79+xfHWA6XiXYmYCnwPdnXOfFhjzMzO7FO9SyXF4E9ejnXPzyvv9iIiISMVYvPj3w66bN28ecP/o6Gi6du3KRx99xJIlSxg+vOzfoRV8dkn7nYmIhFJ2dnaxdWFhYYXu8xNS/hSdSZuWlnZEcRVUo0aNQvdmVuhLhPwvNjIyMsjIyCAyMtJXl5ycXOopkQsWLPDtWQbw66+/0q9fP6Kionj99dcPe35RXbp0ISsri59++omTTjqJuLg4qlev7kuMAbRp0waA77777thPjpnZIGAk0ALo6v6fvfsOr6rK9z/+XmkEEpIYAySDSBMQAiFBRcGGaEKzt5/IgGUEnVGxXMs4MBZm0Bm9jDp3nCJ41TugjlOcUQeVotgoCpPQiyBNEEJNg5C2fn+cnE1OGskmOTvl83qe87D2Wnvt8z3wQMg3a32XtdvLE19brbX/ArDWPuO/31o7xxizHTgXWGytXWKMWQ/8FGgHTLLWvn4Sn0Wk1bLW/h74fQ1jwypdP4Cvxt+Jnvk+vpNlRUREpAVauHAh4PvG68iRI7Rr167KPZMmTeLo0aM88sgjDBgwoMp4RkYGX3zxBfPmzatXcsy/agzg0KFDLj+BiEj9VEwkeXXvydiyZQsPPPAAM2fO5O2332bChAksXLjQSdbVd1tlbm4uI0aMoE2bNrz77ru11p/0y8zMJDIy0tkef/7551NSUsKWLVvo2bMnAJs2bQKga9eurj6nF1wlx4wxPwamAS8AUwB/ivUwcD811Dqy1n4BfFHheh0wwU0MIiIiIiLi3tq1awFfTZzKxZcBioqKeOutt8jLy+O+++6r9hnp6ek8/vjjLFy4kNLS0iorL2pyzjnnEBcXx+HDh6ut0yMiIoFKS0sZP348GRkZ3HbbbYwaNYoBAwYwY8YMHn74YaB+2yrz8vLIyMjgyJEjzJ49m9zcXHJzcwHo0KEDoaGhvPfee+zZs4chQ4bQtm1bPvnkE6ZMmcKkSZNo06YNAJdddhmDBg3i9ttv54UXXqCsrIy7776b9PT0gNVkTZ3b0yrvBSZaa6fjOynPbzlQ9UdKIiIiIiLSpOTl5QG+7UERERFVxr/44gvy8vLo1KkTgwYNqvYZZ599tpPkWr58eZ3fOy4ujpiYGCDwYAAREane9OnT2bZtGy+//DIAiYmJzJo1i6lTp5KVlVXv561YsYJly5axevVqzjjjDJKSkpzXzp07Ad8Wz9///vcMGTKElJQUXnzxRaZNm8aMGTOc54SEhPDee++RkJDARRddxJgxY+jbty9vvfVWw3zwIHG7rbI7vjpFlR0DXK0nNMYMBP5jra3bj5tERERERMQ1/7bGxMTEasfnzp0LwKhRo6rU1/ELCwvj5z//OTExMc52mrrq0aMHO3bsqNccEZGWrOIJmH7//Oc/nfbjjz8eMHbVVVdx7NgxV+81bNiwE56mOXLkSEaOHHnCZ/3gBz/g73//u6s4mgq3ybGt+E63216pfxSw7iTiMScxV0RERERE6un888+vtt+fHBs9enSt8x980N2ZWqmpqc43giUlJdVu7RQREQkGt1+BngNeMsZE4ktoDTbGjAUeA+6oboIx5h8neGYsUHvaUkRERERETlrFU9iuvPLKKuNbt25l/fr1hIaGkp6e3igxVNxOuXv3bk4//fRGeR8REZETcVVzzFr7KvAU8Cy+kybfwHdy5X3W2po2ll4BRAI5NbxqPlNVREREREQazOzZs512daeT+VeNnX/++c6JZLX55ptv+O1vf8uyZcvqHMOwYfqzmnIAACAASURBVMMC5ouIiHjF9dpla+1MYKYxJgEIsdZmn2DKeuDv1tpXqhs0xqQCl7uNR0RERERE6mbevHlO+4wzzqgy3r59ewYOHMiYMWPq9Lznn3+eP/zhD9xzzz2ce+65dZpz3nnnOe033niDSy+9tE7zREREGpqrlWPGmO7GmF4A1tr9/sSYMaaXMaZbDdNWANUfc+NzDFBFThERERGRRrZnzx7AV1A/OTm5yviECRPIysrioYceqtPzMjIyAJg/f36dY+jQoQPG+EoOb9iwoc7zREREGpqr5BjwGjC0mv5zy8eqcxfwcE0PtNaut9Z2dxmPiIiIiIjUUVSU74D50047jfDw8Brvq+mUysouueQSQkND2bhxI9u3Vz6zq3rh4eG0adMGgH379tVpjoiISGNwmxxLA76spn8pvlMsq7DWHrPWHnH5fiIiIiIi0kCOHTsGwMSJE6uMrV27loKCgno9LzY21tlOWZ/VY6GhoYCvIL+IiIhX3CbHLNC+mv5YILS2ieVbL28xxjxqjHmkvN3LZRwiIiIiIlJPWVlZACxfvjyg31rLlVdeyamnnsrixYvr9Uw3Wyv9hwH4k3UiIiJecJsc+xx4zBjjJMLK248BX1Q3wRgTa4z5F7AReAG4HbijvL3BGPNPY0yMy3hERERERKQOysrKKC0tBSA/P/DA+I0bN/Ltt99irSUlJaVez/UnxxYsWOA8/0RKSkqcmERERLziNjn2CDAc2GiMedUY8yq+pNdF1FxX7H+A7sAQa+0p1to+1tre1tpT8NUv615+j4iIiIiINJKVK1c67euuuy5gbO7cuQAMGzaM6Ojoej33nHPOITY2lry8PL755ps6zWnXrh2g5JiIiHjLVXLMWrsOSAHeBjri22L5f8CZ1to1NUy7EphorV1WzfOWAXcCV7mJR0RERERE6ubdd9912rfffnvAmD85Nnr06Ho/NywsjIULF3Lw4EHOPPPMOs0ZOXJkvd9HREQaxrBhwzDGBLxuuummgHumT5/O0KFDadeuHXFxcVWesXLlSsaOHUuXLl1o27Ytffv25cUXXwzWR2gwYW4nWmt3Az+r7zSXYyIiIiIi0gAOHToEQERERMBJlXl5eXz22WeAu+QYwFlnnVWv+4cNG8arr74KQGlpqVOgX0REgmPixIlMmzbNuW7btm3AeFFRETfccANDhgzhlVdeqTJ/xYoVdOjQgdmzZ9OlSxcWL17MpEmTCA0N5Z577mn0+BuK6+SYMSYOGIxv5VjACjRr7f9VM+U9YKYx5kfW2oDKn8aYs4E/Au9WM09ERERERBrIvHnzAN9Kr4oWLFhAcXExZ5xxBr16Bee8rOTkZKe9adMm+vbtG5T3FRFpioYNG0ZKSgqRkZHMmjWLiIgI7rrrLp588kkWLVpERkYGCxcu5MILLwRgxowZPPPMM6xevZqkpCRX79muXTsSExNrHH/qqacAeO2116odr7wCuUePHixZsoR//OMfzSo55mpbpTHmCmAH8AHwO+DFCq8Xaph2L7Ab+MoYc9AYs8EYs94YcxBYBnwPTHYTj4iIiIiI1M2uXbsA32qAivxbKseMGXNSz3/++ec566yznOfVJjY21mmvW7fupN5XRORECgoKKCgowNrjG9eKioooKCiocmqu/96KNRGLi4spKCigsLCwTve68frrrxMVFcWyZct49tlnmTZtGvPnz2fYsGHcf//9jB8/npycHFauXMmUKVOYOXOmkxh7+umniY6OrvX1+eefB7zfnDlzSEhIIDk5mYceeoi8vDxXcVeUk5NDfHz8ST8nmNwW5J8B/C/Q3lobV15g3/+q9nfAWnvYWjsK6Af8F/A6vjpl/wUkW2tHW2sPu4xHRERERETqIDc3F/Btq6zo0Ucf5fnnn2fcuHEn9fwNGzbwn//8h48++qhe8xYvXnxS7ysiciL+BNH+/fudvueee47o6Ogqq5w6duxIdHQ0O3bscPpeeukloqOj+dGPfhRwb7du3YiOjmb9+vVOX00rrU4kJSWFJ554gl69ejFhwgTOPvtsFi5cCMAvf/lL4uPjmTRpEuPGjWP8+PFcc801zty77rqLrKysWl9nn322c/+4ceN48803WbRoET//+c/5+9//zrXXXusqbr8lS5bw9ttvc+edd57Uc4LN7bbKzsBvrbVH6jvRWrsB2ODyfUVEREREpAFU3sJ4xhlncP/995/0czMyMnj55ZeZP3/+Ce/t1KmT09bKMRERX3KsoqSkJLKzswHfDzVmz55NSkoKXbt25YUXAjfuxcfH12vF1sSJE512//796dWrF2effTb/+c9/GDRoUL1jX7t2LVdddRWPP/446enp9Z7vJbcrxz4Czj7hXdUwxpxmjKlyLrQxJtwYc5HLeERERERE5ARKS0ud9lVXNc5B8cOHDyckJIT169ezc+fOWu+Njj7+bUHFbU4iIo0hPz+f/Px8EhISnL6HH36Y/Px8fve73wXcm52dTX5+PqeffrrTd/fdd5Ofn1+lMP22bdvIz88P+KHDrbfe6irGigelABhjArZr+lfZHjx4kIMHDwbc62ZbZUWDBg0iPDycb775pt5xr1u3juHDhzNx4kSmTp1a7/lec7ty7N/Ac8aYfsBqIGAzrbW2SmF9Y0wS8C/gLMAaY+YAd1tr88tviQc+AXREjYiIiIhII1i5cqXTvvHGG5321KlT6dGjB9dffz0xMTEn9R6nnHIK55xzDsuWLWP+/PlVijVXZIzBGIO11tU3YyIi9REVFVWlLyIioso285ruDQ8Pr5K8qu3ehrZlyxYeeOABZs6cydtvv82ECRNYuHAhISG+dU933XVXwL/t1encuXONY2vXrqW4uLjexf3Xrl3L8OHDueWWW5g+fXq95jYVbpNjM8t/fbyaMUv1Ca5fAaXAuUAc8AywyBiTbq09VH6PcRmPiIiIiIicwJtvvum0/aeTHThwgGeeeYaysjLS09NPOjkGvq2VdUmOAYSGhlJSUsKhQ4dqvU9EpDUrLS1l/PjxZGRkcNtttzFq1CgGDBjAjBkzePjhh4H6bavcsmULc+bMYfTo0SQkJLBu3Tr+67/+i7S0NM4//3znvh07dnDw4EF27NhBaWkpWVlZgG8rfnR0NGvXruWSSy4hIyODBx98kD179gC+f9s7dOjQwL8LjcfVtkprbUgtr5pWfl0G3GetXW6tXQBcAHwHfGyM8f/paS21iIiIiEgjef/99522f6XDvHnzKCsrY8CAAXTp0qVB3icjIwOA+fPnB2wHqk5kZCTgO+1NRESqN336dLZt28bLL78M+H7AMWvWLKZOneokrOojIiKChQsXMmLECPr06cPkyZPJyMhgwYIFhIYeT+s8/vjjpKWl8cQTT5Cfn09aWhppaWksX74cgL/+9a/s27ePOXPmkJSU5LzOOeechvngQWJOdm+/MSbSWltYh/vygTRr7TcV+sKAvwI9gB8CWbUk10SkGTHGxAA5OTk5DfITaBERETl5UVFRHDniO1PL/33A+PHjmT17No8++ii/+tWvGuR9iouL6devH4MHD+all14iLi6uxntPOeUUDh8+HBCTiIhbhYWFbN26le7duzvJd2lZavszzs3NJTY2FiDWWptb12e62lZpjAkFfgbcBXQyxvS21n5rjPkFsM1a+0o1074FUgAnOWatLTHG3IAvQfZ+NXNERERERKSBFBUVAcdr4ZSWlvLhhx8CMHr06AZ7n/DwcDZt2oQxJ66a0qlTJyc5JiIi4gW3p1VOAW4FHgGKKvSvBu6oYc4HwKTKndbaEuAGoP7rAEVEREREpM78p1X6CzIvX76c/fv3Exsby5AhQxr0veqSGAPo379/g76viIhIfblNjk0AJllr5+Arsu+3CjizhjlT8CXBqihPkF2Lb3uliIiIiIg0Av+2xV69egEwd+5cwFcjrDFOVrPWsnr1ao4ePVrjPRXLL5SUlDR4DCIiIifiNjnWGdhcw/Oq/apqrS2pbb+ntbbUWrvdZTwiIiIiIlKLigXvk5KSANi1axfGmAbdUlnR0KFDSUlJYdGiRTXeU3HF2u7duxslDhERkdq4TY6tBS6spv8GINN9OCIiIiIi0hg+/fRTp33DDb4NHbNmzSI7O5vrr7++Ud7Tv2Vy3rx5Nd5z3nnnOe2PP/64UeIQERGpjdvk2FPA74wxj5Y/41pjzEx8RfqnNVRwIiIiIiLSMFasWOG0R44c6bQTEhKIjo5ulPfMyMgAYP78+TXe469/BpCVpTLEIiISfK6SY9ba94D/B4wGLL6EWF/gCmttzV/5RERERETEE/56Y1FRUYSFhVFYWNjo73nppZdijGHt2rXs2rWr2nvi4+MJCfF9W7Jhw4ZGj0lERKQytyvHsNZ+ZK292Fobba1tZ629wFpb83ppERERERHxjD/xdMkll1BcXMxpp53GxRdfzN69exvtPePj4zn77LOB2leP+RN33333XaPFIiIiUhPXybH6MMak1PUVjHhERERERFqb9957D4CNGzeyePFiDhw4wPr16+nQoUOjvm9dtlb67d+/v1FjERERqU6Ym0nGmEP4tlNWZoFCfCdZvmatfbW8P6t8zNQwr6JQNzGJiIiIiEjN/KdVWmuZO3cu4Ks95t/S2FgyMjKYPn068+fPp6ysrNr3CwsLo7i4mLy8vEaNRUREpDpuvxJOA8qAfwNPAE+Wt8uAl4BNwB+MMRPL7+8O9Cj/9TpgK/ATIK389RNgS/mYiIiIiIg0MP/WxdNOO41///vfAIwePbrR3/e8887jkUceYc6cOU4MlfkTZsGogyYiIj4vv/wyw4YNIyYmBmMMhw8frnLPoUOHGD9+PLGxscTGxjJ+/PiA+xYtWsRVV11FUlISUVFRpKamMmfOnBrf86233sIYw9VXX90on8ktVyvHgAuAqdbaP1bsNMbcCWRYa68zxqwCJgMzrbXbK9zzV2CytXZuhamrjDE7gV8A/3QZk4iIiIiIVOPo0aNOe+jQoTz99NOEhIQ4Wx4bU0REBL/+9a9rvadLly5s3ry50WMREZHjjhw5wsiRIxk5ciSPPfZYtffcfPPNfPfdd3z44YcATJo0ifHjxztb9RcvXkxKSgqPPvoonTp14t///jcTJkwgJiaGK664IuBZ27dv56GHHuLCCy9s3A/mgtuVYyOABdX0LywfA5iLb7VYZQPwrRyrbCvQz2U8IiIiIiJSg88++8xpJyQkADBkyBDi4+O9CilAr169AGpcWSYi0hoMGzaMyZMn88gjjxAfH09iYiJPPvkk4FuhFRERweeff+7cP2PGDBISEvj+++9dvd/999/PT3/6U84777xqx9evX8+HH37IrFmzGDJkCEOGDGHmzJm8//77bNy4EYCf/exn/OIXv2Do0KH07NmTyZMnM3LkSN55552AZ5WWljJu3DieeuopevSoLlXkLbfJsYPAFdX0X1E+BhAFVFc0YD0w1RgT6e8wxrQBppaPiYiIiIhIA3rrrbec9scffwzAmDFjgvb+ZWVlfPTRRzz00EMcOXKkynhxcTGg5JiINK6CgoJ6v0pKSpz5JSUlFBQUBKzGre25brz++utERUWxbNkynn32WaZNm8b8+fMZNmwY999/P+PHjycnJ4eVK1cyZcoUZs6cSVJSEgBPP/000dHRtb4qJtdOZMmSJcTGxnLuuec6feeddx6xsbEsXry4xnk5OTlVfvgybdo0OnTowI9+9KN6/o4Eh9ttlb/AV1PsEuArfEX2BwOjgbvK70kHPq1m7l3Ae8BOY8zK8r6B5c+43GU8IiIiIiJSg6VLlzrt66+/npCQEC6/PHj/9TbGMHHiRHbu3El6ejojRowIGB8wYAALFvg2ptRUtF9E5GRFR0fXe87bb7/NDTfcAMA777zDjTfeyMUXX8yiRYuce7p161btabtuEv4pKSk88cQTgG9V7e9+9zsWLlxIeno6v/zlL1mwYAGTJk1i7dq1jB8/nmuuucaZe9ddd3HjjTfW+vzOnTvXOZY9e/bQsWPHKv0dO3Zkz5491c7529/+xtdff82f/vQnp+/LL7/klVdeISsrq87vHWyukmPW2pnGmHXAPcC1+E6h3ABcbK1dXH7PjBrmfmWM6Q78EDizfO5fgDeste5SqyIiIiIiUqOtW31VTYwx3HLLLdxyyy1BfX9jDBkZGbzyyivMmzevSnLsoosu4vnnnwdg165ddOnSJajxiYg0FSkpKQHXSUlJZGdnA74ajrNnzyYlJYWuXbvywgsvBNwbHx/f4NvljTFV+qy11fYvWrSIW2+9lZkzZ5KcnAxAXl4eP/zhD5k5c6azrb8pqndyzBgTBowDPrLWjnXzptbaI8DLbuaKiIiIiEj9lJWVARAVFeVZDOnp6bzyyivMnz+/ylj//v2d9vLly5UcE5FGkZ+fX+85bdq0cdrXXHMN+fn5VVa3btu27WRDc4SHhwdcG2Ocf8MBZzvjwYMHOXjwYMC/608//TRPP/10rc//4IMP6lwQPzExkb1791bp37dvH506dQro+/TTT7niiiv4zW9+w4QJE5z+LVu2sG3btoDi/P7PExYWxsaNG+nZs2ed4mlM9U6OWWtLjDF/APq6fVNjzHjgTnwF+4dYa7cbYx4AvrXW/svtc0VEREREpCr/1p74+Hi2bt1K9+7dgx7DpZdeijGG1atX8/333zs1ciBwm49/hYSISEM72R8QhIWFERZWNY0SrB88bNmyhQceeICZM2fy9ttvM2HCBBYuXOgk6xp6W+WQIUPIycnhq6++YvDgwQAsW7aMnJwchg4d6ty3aNEiLr/8cn79618zadKkgGeceeaZrF69OqBv6tSp5OXl8eKLLzaZH4a4rTm2DEgDttd3ojHmx8A04AV8RfhDy4cOAfcDSo6JiIiIiDQgf0HpHTt20KdPHw4ePOiq9s7JSEhIYNCgQaxYsYIFCxYwfvx4Z6xi4epvv/02qHGJiDQHpaWljB8/noyMDG677TZGjRrFgAEDmDFjBg8//DBQ/22Ve/bsYc+ePWzevBmA1atX0759e04//XTi4+Pp27cvI0eOZOLEiU4NsUmTJnH55ZfTp08fwJcYGzNmDPfddx/XXXedU4ssIiKC+Ph4IiMjA1YHA8TFxQFU6feS20qXvwdmGGPuMcYMMcakVHydYO69wERr7XSgpEL/cmCAy3hERERERKQa+/btC7i+6KKLgp4Y88vIyABg3rx5Af3t27d32hs3bgxqTCIizcH06dPZtm0bL7/sq1CVmJjIrFmzmDp1qutC93/84x9JS0tj4sSJgO/rQ1paGu+++65zz5w5cxgwYAAZGRlkZGSQkpLCn//8Z2f8tdde48iRIzzzzDMkJSU5r2uvvfYkPm3wGTenJxhjyqrptviK61trbWg14/65R4Ezy7dS5gEDrbXfGmN6AaustW3rHZCINDnGmBggJycnh5iYGK/DERERabWmTZvmnHwGMGPGDB588EFPYlm0aBGXXHKJs4KsopCQEKy1dO/eXavHRMS1wsJCZ/t4ZGSk1+FII6jtzzg3N5fY2FiAWGttbl2f6XZb5ckUKdgKpFJ1S+YoYN1JPFdERERERCr5+OOPA67HjBnjUSQwdOhQ1qxZQ79+/Wq85/vvvw9iRCIiIi6TY9baetcaq+A54CVjTCS+lWaDjTFjgceAO07iuSIiIiIiUsn27cf/696jRw969+7tWSwREREkJyfXOHbs2DGMMUGOSkREWju3Nccwxow3xnxpjNltjOla3ne/Meaq2uZZa18FngKeBdoBbwB3AfdZa99yG4+IiIiIiFSVk5PjtEePHt1kkk+Vy7t07NgRoMnEJyIirYer5Fj5iZO/AeYCcRw/cfIwvhMna2WtnWmt7Qp0BBKttV2sta+4iUVERERERGqWl5fntL3cUumXn5/PzTffTLdu3SgsLHT6/W3/yZoiIiLB4nblWMUTJ0sr9J/wxEljzMfGmDgAa+1+a212eX+MMebj2uaKiIiIiEj9+JNN8fHxXHzxxR5HA1FRUXz22Wfs2LGDL774wun31yFzc2CYiEhl+rek5WqMP1u3ybHuQGY1/ceAqBPMHQZEVNMfCVzoMh4REREREalFWloabdt6fzC8MYb09HQA5s2b5/T3798fgOLiYk/iEpGWITw8HIAjR454HIk0Fv+frf/PuiG4Pa2y3idOGmNSKlz2M8YkVrgOBUYCu1zGIyIiIiIilRQVFTntcePGeRhJoIyMDF577TXmzZvHs88+C0Dfvn2d8bKyMkJCXJdHFpFWLDQ0lLi4OLKzswFo166dahm2ENZajhw5QnZ2NnFxcYSGhp54Uh25TY65OXEyC7Dlr+q2Tx7Ft11TREREREQawKpVq5z2qFGjPIwk0GWXXQbAypUr2bt3L506deKCCy5wxnfs2EG3bt08ik5EmrvERN9aHH+CTFqWuLg458+4obhKjllrXzXGhBF44uQuaj9xsju+RNq3wGBgX4WxIiDbWlta3UQREREREam/mTNnAr6VFA39jcTJ6NChA2lpaWRmZrJgwQLGjRvHoUOHnPGsrCwlx0TENWMMSUlJdOzYUVu1W5jw8PAGXTHm53blGNbamcBMY0wCEOIvrF/L/f4tmFofLSIiIiISBG+++SbQNAtTZ2RkkJmZyfz58xk3bhyRkZHO2Nq1a7n66qs9jE5EWoLQ0NBGSaRIy+MqOWaMeQKYba3dYq3d7/IZ/YDTqVSc31r7rpvniYiIiIjIcWVlZeTl5QENW7S4oYwYMYIFCxY4hfj9vwIBp1iKiIg0Nrcrx64DHjfGfA3MBv5ird13gjkAGGN6AO8AA/DVH/NXxvP/OEtpXRERERGRk7RixQqnHRFR3WHx3rrkkktYvny5cx0dHe20N27c6EVIIiLSSrna4mitTQFS8BXWfxDYZYyZa4y52RjT7gTTX8R32mUn4AiQDFwELAeGuYlHREREREQCzZ0712l37tzZw0jqzn9CZVlZmceRiIhIa+K6/pe1dq219mfW2h7AJfgSXi8Ae04wdQjwePlKszKgzFr7Bb6TLn/rNh4RERERETmuYnLstttu8zCS2uXl5bF06VIA2rZtCyg5JiIiweW6IH8lBcBRfKdOtj/BvaFAfnl7P/ADYCOwHejTQPGIiIiIiLRapaWlJCQkONcV63k1Jd9++y19+vQhPDycgwcPcuzYMQAKCws9jkxERFoT1yvHjDHdjTFTjDHr8G2JHAQ8CZzojOg1+LZkAiwDHjHGnA88DnzrNh4REREREfEJDQ2ld+/ezvXw4cM9jKZm3bt3JyEhgaNHj7J48WLi4+MBJcdERCS4XCXHjDFLgM3ADcCrQFdr7XBr7Sxrbc4Jpv+ywvtOBboCnwOjgclu4hERERERkUCffvqp046MjPQwkpoZY8jIyABg3rx5zmq3goICL8MSEZFWxu3KsU+AFGttqrX2OWvtrrpOtNZ+ZK39R3n7W2ttPyAB6Git/dhlPCIiIiIiApSUlLBu3Tpni2JTl56eDviSY+3b+yq0qOaYiIgEk9vTKn9mrV17Mm9sjDnDGDPCGNPWWnvwZJ4lIiIiIiI+S5YsITk5mc2bNwPQrt2JDpP31mWXXQZAZmYmXbt29TgaERFpjVwV5DfGhAK3ApcCHamUZLPW1ljUwBhzKvA2vhMuLdALX62xWcaYw9ba/3ITk4iIiIiIHD+l0loLQIcOHbwM54QSExNJSUlh1apVbNu2zem31mKM8S4wERFpNdxuq3yx/BWKr8D+ykqv2jwPFAOnA0cq9P8FGOkyHhERERER4XhyrLi4GIBTTjnFy3DqxF93LCfnePni3Nxcr8IREZFWxtXKMeAm4EZr7VwXczOAEdba7yr9JOgbfMX5RURERETEhZ07d7Jq1aqAvh/84AceRVN3Y8eO5fTTT6djx47cdNNNAHzxxReMGTPG48hERKQ1cLtyrAjfaZVuRBG4YswvAWgeVUNFRERERJqgDz74AIBBgwY5fUOGDPEqnDobNGgQ9957L5dffrnTt2DBAg8jEhGR1sRtcmwGcJ9xVwTgM2BChWtrjAkBHsZ3CqaIiIiIiLjg31LZpUsXp+/OO+/0Kpx6q3h4wL59+zyMREREWhO32yovwFdQf5QxZi2+GmIOa+21tcx9GFhkjDkbiACeBZKBeOB8l/GItGrGmJ/g+7uVBKwF7rfWfl7DvbcCr1Yz1NZaW1h+z5PAE5XG91prExsqZhEREWlYx44dc1ZbFRYWOv1NvSC/34EDB3jrrbec69DQUA+jERGR1sRtcuww8I6bidbadcaYFODHQCm+bZb/AF6y1n7vMh6RVssY8/+AF4CfAF8CdwIfGGP6WWt31DAtF+hTscOfGKtgLXBZhevSholYREREGkNISAh/+9vf+OSTT/jzn//sdTj19t1333HPPfc41xWL84uIiDQm4z/iOShvZkwYMAX4X2vtzqC9sUgLZoxZBvzHWvvjCn3rgX9aax+r5v5bgRestXG1PPNJ4GprbepJxBUD5OTk5BATE+P2MSIiIuJCSEgI1lpCQ0MpKSnxOpw6KSsrIykpiezsbADS09OZN2+ex1GJiEhzkpubS2xsLECstbbOxx67rTkGgDGmgzHmAmPM+caYE67XttaW4Nv6pTXSIg3AGBMBnAVU/p/jPGBoLVOjjTHbjTHfGWPeN8akVXNPL2PMbmPMVmPMW8aYHieIpY0xJsb/AtrX68OIiIhIgygrK8NfGrh9++bz5TgkJISMjAznesWKFR5GIyIirYmr5JgxJsoY87/A9/gK7H8O7DbGvGKMaVf7bBYAw9y8r4hUkYAv2by3Uv9eoKb6YBuAW4ErgbFAIfClMaZXhXuW4Ts4YwQwsfxZi40xp9YSy2NAToXXd/X5ICIiIuLetm3beOSRR/j8888JCQkhJMT33/zk5GSPI6uf9PR0p12xbpqIj1G5PgAAIABJREFUiEhjcltz7DfAxcAV+Gocga9I/2/xnWT54xrmAXwAPGOM6Q+sAAoqDlpr33UZk0hrVnl/tKmmz3ejtUuBpc6NxnwJ/Ae4F5hcfs8HFaasNsYsAbYAt+D7+1+dZyqNtUcJMhERkaB47733eO655/j666/55JNPiImJ4eDBg1x//fVeh1YvFZNjxcXFtdwpIiLScNwmx64DrrfWLqrQN9cYcxR4m9qTY38o//XBasYs2nIpUh/78RXKr7xKrCNVV5NVy1pbZoz5GuhVyz0FxpjVJ7jnGHDMf+3fziEiIiKNb+7cuQCMGTOG/Px8Dh06BMDo0aO9DKvekpKSCA8Pp7i4uNnUShMRkebPbc2xdlT/jXd2+ViNrLUhtbyUGBOpB2ttEb4VmOmVhtKBxXV5hvFlsVLxbZOu6Z42QN/a7hERERFvWGtZsmQJAJdeeinXXHMN/kO3unfv7mVorvjrpAXz4DAREWnd3CbHlgBPGWMi/R3GmLbAE+VjIhI8vwHuMMbcbozpa4x5Hjgd+COAMeb/jDHP+G82xjxhjBlhjOlhjEkFXsGXHPtjhXv+2xhzsTGmuzHmXOBvQAzwehA/l4iIiNTBtm3byMnJITw8nOTkZNauXeuMhYeHexiZO4MGDfI6BBERaWXcJsfux3cS3nfGmIXGmAXATuB84L7qJhhjhhtj1pWfYld5LNYYs9YYc5HLeERaLWvtX/D9nXwcyAIuAkZba7eX33I6kFRhShzwMrAe36mWnYGLrLVfVbjnNOBNYCPwD6AIOK/CM0VERKSJyMzMBKB///5EREQ0qxMqq1PxEIHS0lIPIxERkdbCVc0xa+3q8pPtfgicia/491vAHGvt0Rqm3Q/MtNbmVvO8HGPMn4AH8J1+KSL1YK39PfD7GsaGVbp+AN/ftdqed1ODBSciIiKNKisrC4DU1FQAjhw5AkCbNm08i+lkjB07lhdffBGATZs20bdvX48jEhGRls5VcswY8xiw11o7s1L/7caYDtbaX1czbSDwaC2PnQc85CYeEREREZHWyr+NMi0tDYCysjIABg8e7FlMJ6Nr165O+7bbbmPp0qW13C0iInLy3J5WeSdwczX9a/GtIKsuOdYJqO085hKgg8t4RERERERapbfffpstW7ZwyimnsGLFCr7/3nd+TmRk5AlmNk2bN2922pmZmRQXFzfL2mkiItJ8uK05lkj1p9btI7C2UUW7gAG1PDOlhmeKiIiIiEgNQkND6d27Nx06dOCTTz5xTnlsroXtk5KOfztRVFTEjh07PIxGRERaA7fJMX/x/crOB3bXMGcuMK3iCZd+5SddPgW87zIeEREREZFWr3Pnzk67YmH75qRnz54B1/v27fMoEhERaS3cJsdmAS8YY24zxnQtf90OPA/MrGHOL4F4YJMx5hFjzFXGmCuNMY/iOxEvHpjuMh4RERERkVbntdde4+abb+a9994DIDf3+NlX11xzjVdhNajs7GyvQxARkRbObc2xZ/Els34PRJT3FQK/ttY+U90Ea+1eY8xQ4A/AM/hOuASwwEfAT6y1e13GIyIiIiLS6sybN48333yTAQMGcMUVV7BmzRpnLDo62sPITk54eDjFxb5yxUqOiYhIY3OVHLO+QgaPGmN+AfQFjgLfWGuPnWDedmC0MeYU4Ax8CbJvrLWH3MQhIiIiItKaZWZmAr6TKktLS1mxYgUAYWFufwbeNPjrpoGSYyIi0vhO6qumtTYf+NrFvENu5omIiIiIiE9BQQEbN24EIDU1lU2bNrFkyRIAIiIiapvabISEhDTrFXAiItI8uK05JiIiIiIiHlq9ejXWWhITE0lMTGTbtm3OWHNPjp1yyimALzk2efJkj6MREZGWTskxEREREZFmqOKWSoBRo0Y5Y7GxsZ7E1FBCQ0MBKCkp8TgSERFpDZQcExERERFphvzJsdTUVCCwTtegQYM8iamhJCYmeh2CiIi0IkqOiYiIiIg0QwUFBYSFhTkrx7Zs2eKM3XHHHV6F1SCSk5Od9sCBAz2MREREWgNT8SdMIiINxRgTA+Tk5OQQExPjdTgiIiItUmFhIQCRkZEMGTKEpUuXAnDs2LFmXXfs2muv5Z133gF8dceKi4sJCdHP9UVEpHa5ubn+0gKx1trcus7TVxgRERERkWYqMjKSyMhIioqKnMQYNP+C/Oedd57TLisr4+DBgx5GIyIiLZ2SYyIiIiIizVxxcTGnnnoqAMYYj6M5eTfeeGPAdXZ2tkeRiIhIa6DkmIiIiIhIMzNlyhQGDx7MW2+9BUBUVBTR0dFA8z+pEqBDhw4B13v37vUoEhERaQ2UHBMRERERaWaWLFnC119/zdGjR52+Pn36ADBixAivwmowUVFRAddaOSYiIo1JyTERERERkWbEWktmZiaAc1Llrl27nJpjQ4cO9Sy2hnLkyJGAayXHRESkMSk5JiIiIiLSjOzYsYPDhw8THh5Ov379ALj99tvJzfUdyuWvPdactW3b1mm3adMm4FpERKShKTkmIiIiItKM+FeNJScnO6dS7t692xk/99xzPYmrIRljnIMF4uLiuOOOOzyOSEREWjIlx0REREREmpHKWyoBLr/8cqfdvXv3oMfUGPzJscOHD3sciYiItHRKjomIiIiINCNZWVkApKamOn2bN2922qGhoUGPqTH4T98UERFpbEqOiYiIiIg0I6eddhrdu3dn0KBBTt+uXbsASExM9CqsBtepUycAioqKOP/88z2ORkREWrIwrwMQEREREZG6e+mllwKu//nPf7J8+XIApwZZS+A/sdJay5o1azyORkREWjKtHBMRERERacY+/fRTiouLAejatavH0TScip8lNzeXwsJCD6MREZGWTMkxEREREZFmoqCgAGttQN/VV1/tUTSNq0+fPgHX+/bt8ygSERFp6ZQcExERERFpJiZNmsSpp57K7Nmznb6KhfmvuuoqL8JqFJ07dw64zs7O9igSERFp6ZQcExERERFpJjIzMzl06BDx8fFO3+eff+60J0yY4EVYjaJ///4B10qOiYhIY1FyTERERESkGThy5AgbN24EIC0tDYD8/HzefPNN554OHTp4EltjqHy4gJJjIiLSWJQcExERERFpBlavXk1ZWRmdOnUiKSkJgKVLl/LGG28AYIzxMrwGl5iY6LQ7d+7cok7iFBGRpkXJMRERERGRZiAzMxMIrDGWk5PjtENCWtZ/7QcMGOC0r776asaOHethNCIi0pK1rK+gIiIiIiItlD855t9SCXDdddc5K8Za2sqq6Ohop/3ll196GImIiLR0So6JiIiIiDQD1SXHAKy1QOA2xJbm2LFjXocgIiItmJJjIiIiIiLNwKhRo0hPT+ess85y+srKypz2hRde6EVYjSosLAyArVu3MmLECI+jERGRlirM6wBEREREROTEnnrqqYDrsrIyLrroIuf6yiuvDHZIjc6f/CssLGTdunUeRyMiIi2VVo6JiIiIiDRDu3btCqjFNXr0aA+jaRyxsbFOOzs729lCKiIi0pCUHBMRERERaeI2b97MgQMHAvpiYmIYPHiwc922bdtgh9XooqKinHZRURG5ubkeRiMiIi2VkmMiIiIiIk3cnXfeSUJCAnPmzHH6YmNjnYRYeHi4V6E1qpiYmIDr7OxsjyIREZGWTMkxEREREZEmzFpLVlYWAH379g0Y69evHwDDhw8PelzBcMYZZwRcKzkmIiKNQckxEREREZEmbOfOnRw8eJCwsDCSk5Od/mXLlvGXv/wFgJ49e3oVXqOqeBonKDkmIiKNQ8kxEREREZEmLDMzE/CtEmvTpo3TP3HiRA4ePAiAMcaT2BpbXFyc0+7Xrx+hoaEeRiMiIi1VmNcBiIiIiIhIzfzJsbS0tID+iomj/v37BzWmYBkwYIDTXrJkSZUaZCIiIg1BK8dERERERJowf72xysmxn/70p047IyMjqDEFy8UXX+y0v/rqKw8jERGRlkzJMRERERGRJsy/ciw1NTWgv2KyqEePHkGNKVgqJgRXrlzpYSQiItKSKTkmIiIiItJEWWuZOnUqd911V5Xk2PLlywGIioryIrSgqFhj7Fe/+hXXXXedh9GIiEhLpZpjIiIiIiJNlDGGiRMnVumfMWMG8+fPByAiIiLYYXli//79bNiwweswRESkBdLKMRERERGRZmbp0qUUFRUB0LFjR4+jaTyhoaGEhBz/liU7O9vDaEREpKVSckxEREREpIn6+OOPWbZsGYWFhQH9U6ZMcdoVk0ctUcXPd+DAAUpKSjyMRkREWqKW/ZVURERERKQZmzx5Mueddx4LFy4M6B84cKDTHjlyZLDDCipjjNO21nLgwAEPoxERkZZIyTERERERkSbo6NGjTo2tiqc2QuDJjXfffXdQ4wq2du3aBVxra6WIiDQ0JcdERERERJqg1atXU1paSseOHUlKSnL6v/vuO55++mnnumfPnl6EFzT+lWP+X5UcExGRhqbkmIiIiIhIE5SVlQVAampqwNbCBQsW8Ne//hUI3HLYUoWFhTnt5ORkDyMREZGWKuzEt4iIiIiISLBlZmYCVbdURkZGYozBWtvii/EDJCUlsX//fgDWrFnjcTQiItIStfyvpiIiIiIizZA/OZaamhrQf9NNNzntNm3aBDUmL/g/o7XW40hERKSlUnJMRERERKSJKS0tZdWqVUDVlWNwPFHUrVu3YIblid69e3sdgoiItHBKjomIiIiINEHvv/8+M2bM4IwzzgjoP3bsmNMeOXJksMMKuqFDhzrt5ORkJkyY4GE0IiLSEqnmmIiIiIhIExMaGsrw4cMZPnx4QP/+/fsDitKPHz8+2KEFXfv27Z32unXrAq5FREQaglaOiYiIiIg0E5s3byY7O9u5HjhwoIfRBMfgwYMDrit+fhERkYag5JiIiIiISBPzpz/9iTlz5nDgwIGA/v79+wcU6DfGBDu0oOvTp0/AtZJjIiLS0LStUkRERESkCbHWMmXKFA4cOMDy5cs59dRTnbHo6Ohq2y1Z5QRgQUEBBQUFREVFeRSRiIi0NFo5JiIiIiLShHz33XccOHCAsLCwgPpifj169ABg7NixwQ7NM6GhoQHX+/bt8ygSERFpiZQcExERERFpQjIzMwHo27cvkZGRAWNvvPEG77zzDgD9+vULemxesdYCEBbm2/iirZUiItKQlBwTEREREWlCsrKyAEhLS6sydvfddzuJosTExKDG1RSEhITQv39/SktLvQ5FRERaECXHRERERESaEP/KscrJsaKiIgYMGOBcX3DBBUGNy0v+FWNhYWGsXr2aIUOGeByRiIi0JEqOiYiIiIg0ITWtHIuIiKB79+7O9WmnnRbUuLzkL8pfWFjocSQiItISKTkmIiIiItJEHDp0iG3btgEwcODAKuOHDx8Gjq+kai0qntgpIiLS0JQcExERERFpIuLi4tixYwcffvghcXFxAWMlJSV89dVXAHTr1s2D6LzTs2dPwFeYPzk5mbvvvtvjiEREpCVpXT9yEhERERFpwowxdOnShS5dulQZu+qqq9izZw/QurZUwvHTKq21rFu3js6dO3sckYiItCRaOSbSAhhjfmKM2WqMKTTGrDDGXFjLvbcaY2w1r8ga7n+sfPyFxvsEIiIiciLLly932oMHD/YwkuCrXH8tOzvbo0hERKQlUnJMpJkzxvw/4AVgOpAGfA58YIw5vZZpuUBSxZe1tkqFW2PMOcAkYFVDxy0iIiJV3XfffTz11FPs3bu3ytif//xnp93aVo7169cv4FrJMRERaUhKjok0fw8Cr1hrZ1lr11tr7wd2Aj+uZY611u6p+Kp8gzEmGpgDTAQONUrkIiIi4jh69CgvvfQSTz75JMXFxVXGP/nkE6d92223BTM0z1VOju3bt4+ysjKPohERkZZGyTGRZswYEwGcBcyrNDQPGFrL1GhjzHZjzHfGmPeNMWnV3PMS8G9r7YIGCldERERqsWbNGkpLS0lISKi2ppa/GH9ISAjR0dHBDs9TvXv3DrguKSlxTu4UERE5WUqOiTRvCUAoUHnvxV4gsYY5G4BbgSuBsUAh8KUxppf/BmPMTfiSbo/VNRBjTBtjTIz/BbSv61wRERGBrKwswFdfyxgTMPY///M/fP311wBERUUFPTavJSQkOO3ISF+ZVG2tFBGRhqLTKkVaBlvp2lTT57vR2qXAUudGY74E/gPcC0w2xnQBXgQyqqtDVovHgCfqE7SIiIgcl5mZCUBqamqVsf/+7/8mLy8PgDZt2gQ1rqYgLOz4ty0xMTH06tWLoqIiDyMSEZGWRCvHRJq3/UApVVeJdaTqarJqWWvLgK8B/8qxs8rnrzDGlBhjSoCL8SXOSowxoTU86hkgtsKrdVUKFhEROUn+5FjlkxnLysq49dZbnesOHToEM6wmJzk5mVWrVpGSkuJ1KCIi0kIoOSbSjFlri4AVQHqloXRgcV2eYXz7NlKB78u7FgIDyvv8r+X4ivOnWmtLa4jlmLU21/8C8ur5cURERFqt0tJSVq3yHQ5dOTkWEhLCLbfc4lwPHVpbWdGWb8OGDV6HICIiLYy2VYo0f78B/myMWQ4sASYBpwN/BDDG/B+wy1r7WPn1E/i2VX4DxACT8SXA7gaw1uYBayq+gTGmADhgrQ3oFxERkYaxc+dOysrKaNeuHb169aoyPnfuXKd9zz33BDO0JsMYg7VW2ylFRKTBaeWYSDNnrf0LcD/wOJAFXASMttZuL7/ldCCpwpQ44GVgPb5TLTsDF1lrvwpa0CIiIhKgW7du5OXlsWbNGkJDAysYbN++nb/97W/OdXU1yVoD/wmdJSUlJCcn89Of/tTjiEREpKUw1lZbs1tE5KSUn1iZk5OTQ0xMjNfhiIiINFu9e/fmm2++AXxbLEtLq61w0OK1b9+e/Px8IiIiKCoq4rrrrgtIGoqIiOTm5hIbGwsQW17up060ckxEREREpIkqLCzkwIEDznW7du08jMZbXbt2BXwJQoDs7GwvwxERkRZEyTEREREREQ9Za7n44ouZMGFClYRPZGQk+/fvd7Zadu7c2YsQmwR/YvDYsWOAkmMiItJwlBwTEREREfHQ7t27+eyzz3jjjTdo3759lXF/IXqAK6+8MtjhNRlxcXEAzu+FkmMiItJQlBwTEREREfFQZmYmAGeeeSZt27atMr5161bKysoAuPfee4MaW1OSnJwccH3o0CGdXCkiIg0izOsARERERERaM39yLC0trcrYLbfcwqpVqwAICwujS5cuQY2tKYmPj3faoaGhlJaWsn//fn7wgx94GJWIiLQESo6JiIiIiHiopuTYkSNHmD17trNqzF+IvrXq2bOn0+7Tpw9hYWEcPXrUw4hERKSlaN1fYUVEREREPJaVlQVUTY4ZY3j99deJiIgAWvdJlQADBw502r/97W9ZuXJlQMJMRETELSXHREREREQ8cvjwYbZu3QoEJn8A2rZtyw9/+EOKi4sBiImJCXp8TUmfPn2c9vz58z2MREREWhptqxQRERER8ciePXvo27cvx44dC6ipVZ0bbrghSFE1TWFhx7912b17t4eRiIhIS6PkmIiIiIiIR84880zWrVtHSUlJlbF58+aRnZ2NtRaAn/zkJ8EOr8kxxmCtZfXq1fTr14+xY8fy85//3OuwRESkmVNyTERERETEYxVXRQEUFRVxxRVXUFRU5PR179492GE1WXv37uX777/n22+/9ToUERFpAVRzTERERETEI/6TKCvbt28fAwcOxBgD+JJn/nZr1qZNGwBnNV12draX4YiISAuh5JiIiIiIiAf8dcaGDBlCTk5OwFjnzp356quvCA8PByA0NNSLEJsc/wq7I0eOAEqOiYhIw1ByTERERETEA2vWrCEnJ4dNmzbVeBKlvxZZxZMaWzP/6rnCwkJAyTEREWkYSo6JiIiIiHggMzMTgLS0tGq3TBYUFDjbLm+//fagxtZUnXLKKcDxJFnFAwtERETcUkF+EREREREPZGVlAb7kWEWlpaX06dOHiIgIp2/ChAlBja2pateuHQDFxcWAbwVZfn4+7du39zIsERFp5pQcExERERHxgH/lWGpqakD/pk2b2LJlS0Cff8VUaxcdHQ34DjLo0aMH7du3V3JMREROmrZVioiIiIgEWWlpKStXrgSqrhzr0aMHixcvdorP65TK47p27eq0t2zZQlZWFklJSR5GJCIiLYGSYyIiIiIiQbZ582YKCgpo27ZtlWL7bdq0YciQIU4xfq2KOs6/rRJQrTEREWkwSo6JiIiIiARZSUkJV155JSNHjiQ0NLTK+L59+5z2iBEjghlak3b22Wc77by8PA8jERGRlkQ1x0REREREgiw5OZl//etfVfqttTz33HNkZ2c7fT/+8Y+DGVqTlpGR4bSnTJnC/PnzufPOO3nggQc8jEpERJo7JcdERERERJqIrVu38uijjwb0DRs2zJtgmqDu3bs77U2bNrFx40a2bdvmXUAiItIiaFuliIiIiEgQWWvZtWtXtTWzSkpKuOmmm5zaWiEhISrIX0GbNm2ctv/3r+IqOxERETeUHBMRERERCaLvv/+e0047jc6dO1NcXBww1rt3b958800iIiIAiIuL8yLEZmH//v2AkmMiInLylBwTEREREQmizMxMAOLj4wkPD6/2Hn//ZZddFrS4mgv/Srr8/HxAyTERETl5qjkmIiIiIhJE/uRYampqQL+1loKCAj7//HMOHjwIwNNPPx30+Jq6iIgIjh07pm2VIiLSYJQcExEREREJoqysLADS0tIC+nfv3k2XLl1o164dpaWlhIeH06NHDy9CbNL8K8f8CcT9+/dTWlpKaGiol2GJiEgzpuSYiIiIiEgQ+VeOVU6OrV69GmstJSUlALRt+//Zu/PoLqsD/+Pvm50tYY1ssiMoS6GKiBLXiui41aKoVasWHbRW69KO/mptbTutM61T22ntzOi0nWptLW7DWOtWt6Aiq4gWNGEREUJYNGHJQpLn90fMYyKIbMmTb3i/zvke7rN8w+fbw6nJJ/fep52b8e9EQwlWUVFBnz596N69O1u2bCEvLy/hZJKkVGU5JkmSJLWQsrIyli9fDuy4rHLy5MmUlpbSu3dvAGdCfYqG/diqq6tZvXp1wmkkSW2BG/JLkiRJLWTRokUA9OvXj65du+5wvUePHvHMseHDh7dotlSRllb/I0xtbW3CSSRJbYUzxyRJkqQWkp+fzw033ECHDh12ev3JJ5+Mxz/96U9bKlZK6d27d7zfmCRJ+4MzxyRJkqQWMnz4cO68806+//3vNzm/YcMGvvrVr3LllVcC9ZvOT5gwIYmIrV7jvdpuu+02hg8fzr333ptgIklSqnPmmCRJkpSwBQsW8Jvf/CY+7tatm5vxf4pevXrF440bN/L222/z7rvvJphIkpTqnDkmSZIktYDq6mpefPFFPvzwwx2u9e/fnxtvvDE+7tatW0tGSymnnnpqPO7YsSMApaWlScWRJLUBlmOSJElSC3jzzTc5/vjjGTx4MFEUNbk2bNgwJk2aFB+PHz++peOljL59+8bjjIz6hTCWY5KkfWE5JkmSJLWAhQsXAjBmzJidLpl85JFH4vF3vvOdFsuVagYMGBCPN2zYAFiOSZL2jXuOSZIkSS3g9ddfB5puKA9QUVHBO++8w1NPPQVAZmYmQ4YMafF8qaJhthhAVVUVYDkmSdo3lmOSJElSC2iYOfbJcmzOnDkcf/zx8XGPHj1aMlZKKyoqAizHJEn7xmWVkiRJUjOrq6tj0aJFQP2yysbWrVsXbywPMHTo0BbNlooalqWWlpbSp08fBg0aRE1NTcKpJEmpypljkiRJUjMrLi5my5Yt5OTkMGzYsCbXzjvvPIqLi/n2t78NwGWXXZZExJSSlpZGbW0tURSxevXqpONIklKcM8ckSZKkZtaw39jo0aOb7JnV4He/+108vvjii1sqVsqqq6sDoKSkJOEkkqS2wJljkiRJUjM78sgjufvuu+nUqdNOr69cuRKAdu3akZbm768/S0ZGBtu3b3cppSRpv/C/vJIkSVIzGzBgAFdddRUXXXRRk/Pz5s2joKCA7du3Aztu1q+d69mzJwDp6encdNNNDBs2jAcffDDhVJKkVGU5JkmSJCVkzpw5zJo1Kz7+7ne/m2Ca1NHwAINt27ZRWlrKO++8w6pVqxJOJUlKVZZjkiRJUjPauHEj9957LwsXLtzh2j/8wz8wcuTI+HjSpEktGS1lnXTSSUD9Uyt79OgB1D+5UpKkveGeY5IkSVIzeu2117jiiis49NBD+fvf/97kWv/+/dm8eTMAeXl5ScRLSRs3bgQgiiIOOuggwHJMkrT3nDkmSZIkNaOGJ1XubD+x9evXk5WVBcD06dNbNFcq69KlSzzOz88HLMckSXvPckySJElqRg3LKceMGdPk/OrVq7nkkksoKioC4Prrr2/xbKmqcdHYUJStW7cuqTiSpBRnOSZJkiQ1o4Zy7JMzx5566imefPJJAHJzc+Plgfpso0ePjscNM/OcOSZJ2luWY5IkSVIzKS8vZ9myZcCOM8fatWsXj/v379+iuVLd4MGD4/HKlSvp06cPffv2TTCRJCmVuSG/JEmS1EwWLVoEQN++fenevXuTawUFBfF44sSJLZor1XXt2jUet2vXjtWrVyeYRpKU6pw5JkmSJDWTT1tSWVdXx09/+tP4+K677mrRXKkuhBCP33777QSTSJLaAmeOSZIkSc3koosuYvjw4bRv377J+cLCQn7xi18A9ftnNTyxUnuuoqIi6QiSpBTnzDFJkiSpmXTt2pVJkybtsGzyO9/5Tjy+4oorWjpWm5CRUf97/q1btzJ9+nQOOeQQHn/88YRTSZJSkeWYJEmS1IJqamp45ZVX4uMrr7wywTSpq6EcW7p0KSUlJRQVFbn3mCRpr1iOSZIkSc2gsLCQm2++mZkzZzY5/7e//Y3a2lqdQJrXAAAgAElEQVQAsrKyXFK5l3r27AlAeno6+fn5AJSWliYZSZKUoizHJEmSpP1szZo1TJ06lX/5l3/hsccea3Ltvvvui8eXX355S0drM6qrq4H6zfktxyRJ+8JyTJIkSdqPqqqqmDJlCmvXrmXEiBH8/Oc/B2Dt2rVMmzaNGTNmAPWlzs9+9rMko6a0hidWVlZWWo5JkvaJT6uUJEmS9pMoirjmmmt49dVX6dy5M4899hidOnUiiiLOP/98Xnrppfjeww8/nJycnATTprY+ffrw/vvvA1iOSZL2iTPHJEmSpP3kP//zP7n33nsJIfDHP/6RIUOGAPWznO64444m+4vdcsstScVsEw499FAA6urqWL9+PWA5JknaO5ZjkiRJ0n7w8ssvc+211wLw4x//mMmTJze5PnLkyCb7ZJ1zzjktnrEtGThwYDzetm0bffv2pXfv3gkmkiSlKssxSZIkaT/o2bMnw4cP57zzzuNb3/oWAM8++yyrV68G4F//9V/jewsKChLJ2Jb07ds3Hp977rm89957PPvsswkmkiSlKvcckyRJkoCioiLWrVvHxIkT9+r9gwcP5pVXXiGEQAiB119/nbPOOou8vDwKCwv5yU9+Et/7zDPP7K/YB6wuXbokHUGS1EY4c0ySJEkCbrvtNgoKCrj99tuB+v2r7r77bmpraz/1PVEU8cYbb8THHTt2pEOHDgDk5eUxaNAgRo4cyf33309VVRUAJ5xwQpO9x7R3jjnmmHg8e/bsBJNIklKd5ZgkSZIOeFEU0aVLFzIzMznrrLMAuP766/na177GlVde+anvu/vuuxkzZkyTJZMNBg4cyMsvv8yf//xnfvrTn8bnZ86cuf8/wAHooIMOisezZ8/mkksuYejQobz44osJppIkpSLLMUmSJB2QKioquOSSS/jWt75Fly5duOeee6irq+Oqq67imWee4eijj6ZLly5cddVVO33/Sy+9xDe+8Q2iKCItrf7b6iiKWL58eXxPbm4uTz/9NFu2bAFg4sSJdOzYsfk/3AHmwQcf5P3336e4uJj3338/6TiSpBTjnmOSJEk6IJ144ok7XY43e/ZsJk2aRF5eHt26daOmpia+9uijj5KXl8fQoUOZMmUKNTU1XHDBBdx4441A/ab7t99+O/fddx/HH388jz76KL/+9a8ByMjI4IUXXmiRz3agaNeuHRUVFbRv3578/HygfjmsJEl7wnJMkiRJB5Tt27czaNCg+CmSADk5OXTo0IHs7Gzy8/NZtWoVmzZtoqysjAkTJtCzZ08efPBBpk2bxqZNmxgyZAjr169nzJgx3HvvvYQQqKur48UXX6SiooL333+fs88+m1mzZsVf/8knnyQ9PT2pj90mNRSXHTp0sByTJO01l1VKkiTpgBFFEX379o2Lsfbt2xNCIIoiFi5cyPvvv8/ChQtZtWoVkyZNit9XUlLCcccdR1VVFbm5uRQXF9OtWzceffRR2rdvD0BaWhozZ85kxowZXHPNNRQVFcXvv/POOznuuONa9sMeAKIoAmDTpk2WY5KkvWY5JrUBIYSrQwgrQgiVIYT5IYSCXdx7aQgh2skrp9E9V4UQ3gghlH/0ejWEcGrLfBpJkprP1KlTm5Qnv/3tb5kwYQLHHXccBx98cHy+Q4cOPPXUU7z44otNNn7funUr5eXlAHz7298mOzubG264geLiYqB+6eRRRx3FQQcdxLp16wA4+eSTP3XfMu2bvLw8oH4GmeWYJGlvhYbftkhKTSGEqcB9wNXAy8A/AtOAw6IoWrWT+y8Ffg4Ma3w+iqKSRvecAdQCxR+d+grwTWBsFEVv7WauXKCsrKyM3NzcPfxUkiTtfw8++CDnn39+fHzVVVdx9913E0URW7ZsoVOnTp/63jfffJPJkyfvcrP3EAKZmZlUV1fH59q1a8eHH35IVlbW/vkQamLw4MEsX76c9PR07rzzTr7xjW8wfvz4ne4lJ0lq+8rLyxt+cZIXRVH57r7PmWNS6rsB+O8oiu6NomhJFEXfAN4DdvUr6iiKopLGr09c/L8oip6Iouidj17fBrYARzXfx5AkqflUVFRw0UUXxcedO3fmBz/4AVBfau2qGAMYOXIkq1ev5s0334xnK31SFEVxMRZC4PDDD2fLli0WY82oa9euANTW1lJbW8vBBx/cZKafJEm7w3JMSmEhhCzgcODpT1x6Gjh6F2/tGEJ4N4SwOoTweAhh7C7+jvQQwvlAB+DVXdyXHULIbXgBu/4pQ5KkFjRu3LgmT5288cYbefTRR5vM8vo027Zt4xvf+AabNm1ixIgRfPjhh2zYsIHrrruOvn37Ntlkv3Pnzpx33nmsXr2aefPmkZbmt9vNqfH/vueffz6rVq3if//3fxNMJElKRf7XWkpt3YF0YN0nzq8Den7Ke5YClwJnAhcAlcDLIYShjW8KIYwKIWwBqoD/AL4YRdHfd5HlFqCs0Wv1Lu6VJKnFrFy5krfe+nhXgFGjRlFSUsIVV1zBV77ylV2+N4oirrjiCn7+859z+umnxxvAd+vWjbvuuov33nuPmpoaoigiiiI++OADHnzwQXr37t2sn0n1Qgjx2P/NJUl7y3JMahs+uXlg2Mm5+hujaHYURfdHUbQoiqJC4DzgHeDrn7j1bWAM9Uspfw38TwjhsF1k+DGQ1+jVd48/hSRJzeCss85qcvyLX/yCww47jJ49ezJt2rRdvvdnP/sZDzzwAOnp6fz4xz9uUsYoeaNGjUo6giSpDbAck1LbBuo3zv/kLLF8dpxNtlNRFNUBc4GhnzhfHUVRcRRF86IougVYBFy3i69TFUVRecML2LwHn0OSpGaxZs0a3njjjfj4vPPO4/jjj+fqq69mxYoVnHjiiZ/63meffZZvfvObQH1JdtxxxzV7Xu2ZU045JR7PmzePL33pSwwZMoT58+cnmEqSlGosx6QUFkVRNTAfOPkTl04GXtmdrxHqfwU+Blj7WbcC2XuaUZKkJP3DP/xDPM7IyOAnP/lJfJyTk/OpM8FWrFjB1KlTqaur49JLL+Waa65p9qzac0ceeWQ8vv7661m1ahXLli1j7drP+rZGkqSPZSQdQNI++zfgvhDCPOo3zL8S6Ef9PmGEEH4PvP/R7C9CCN8FZgNFQC5wLfXl2NcavmAI4UfAX6l/6mUn4HzgeGByi3wiSZL2g8rKSl5//XUAhgwZwk033cRzzz3HsGHDmDBhwqe+b+vWrZx99tls2rSJcePG8etf/9rllK3UwQcfHI8zMjLIz88HoLS0NKlIkqQUZDkmpbgoih4MIXQDbgN6AW8Cp0VR9O5Ht/QD6hq9pTPwX9QvxSwDFgLHRlE0p9E9BwH3ffT1yoA3gMlRFD3TnJ9FkqT96aqrrorHDz/8ML169WLAgAFs27aNV1555VMLsrVr17J582by8/N55JFHyMnJaanI2kONS8uxY8fywQcfAJZjkqQ9YzkmtQFRFN0N3P0p147/xPH1wPWf8fW+ut/CSZKUkHffrf89Ub9+/Rg9ejQlJSVccMEFvPXWWxx11FGf+r4hQ4Ywd+5cVq1aRd++Pl8mVSxevJjPf/7zgOWYJGnPWI5JkiSpzVm3bh0vvfQSUL8v1QcffEDPnj259957qamp2ekyya1bt9KhQwcAunXrRrdu3Vo0s/ZOWloadXV1bNmyxWWVkqS94ob8kiRJanNuv/12amtrASgsLIxLL6jfm+qTli1bxuDBg7n33ntbLKP2j+zs+ucFLV68OC49163brYd2S5IEWI5JkiSpDfqv//ovAEaNGsWPf/xjvvvd735qYbJlyxbOPvts1q1bF88sU+po2BNu69atpKen069fP3r06JFwKklSKrEckyRJUptyzz33xLPGrr/+et577z3uuOMOzjzzzB3ujaKIyy67jDfffJOePXvyyCOP7HRmmVqvhplj2dnZXHjhhbz77rs88MADCaeSJKUSyzFJkiS1Kb///e+B+icZXnbZZRx99NGMHz+eG264YYd777jjDh566CEyMzN5+OGH6d27d0vH1T6qqKgAoLq62hljkqS9EqIoSjqDpDYohJALlJWVlZGbm5t0HEnSAaRDhw5s27aNIUOG8Oabb5KdnU3D97yNN+J/4oknOP3004miiP/8z//kyiuvTCqy9kH//v1ZtWoVAP5sI0kHtvLycvLy8gDyoigq3933OXNMkiRJbca8efPYtm0bUL/xflZWFlBfijUuxt577z0uvPBCoijiH//xHy3GUtjRRx8dj998800mT57M4MGDefvttxNMJUlKJZZjkiRJajOuvfbaeDxhwgT+53/+Z6cb7Pfp04ebbrqJgoICfvGLX7RkRO1nhx56aDz+4Q9/yIoVK1i+fDklJSUJppIkpRLLMUmSJLUZr732GlA/U+z//u//uOyyy3jooYd2uC8tLY1bb72V5557Lp5dptR0yimnxONOnTqRn58PQGlpaVKRJEkpxnJMkiRJbcKGDRuoq6sD6meNfe1rX+OLX/wiU6ZM+dT3+GTK1Ne9e/d4PH36dMsxSdIe87sBSZIktQnf+c534vH999/PwIEDd7jn6aef5v/9v//HtGnTmD59ekvGUzPp169fPJ43b57lmCRpjzlzTJIkSW3Cn//8Z6B+ad3OijGAGTNmMH/+fBYtWtSS0dSMMjMz4/GGDRssxyRJe8xyTJIkSSkviiI2bdoEwIgRI5gzZw61tbVN7qmpqeHRRx8F2OVSS6WuX/3qV7Rv3x6wHJMk7T7LMUmSJKW8f//3f4/Hhx12GOPHj9+hAHvxxRfZuHEj3bt357jjjmvpiGpG6enpAKxdu5Z27drRv39/unbtmnAqSVKqcM8xSZIkpbw777wzHg8ePJi8vDyOOeaYJvfMmDEDgC9+8YtuxN/GhBAA6NKlC5dccgnXXnttwokkSakkRFGUdAZJbVAIIRcoKysrIzc3N+k4kqQ2Lisri+3bt5OdnU1lZSU1NTVUV1fHS+xqa2vp1asX69ev56mnnmLSpEkJJ9b+lJGRQW1tLVlZWVRVVSUdR5KUkPLycvLy8gDyoigq3933uaxSkiRJKa22tpbt27cDMG7cOKC+LGkoxgAKCwtZv349Xbt25YQTTkgkp5pPdnY28PEMMkmS9oTlmCRJklLar3/963h822237fSe3NxczjvvPL785S83ebqh2obevXsD9eXY0qVLKSgoYNCgQaxZsybhZJKkVOCySknNwmWVkqSW0r9/f1atWkV6ejpHHHEEWVlZ3H333YwcOTLpaGohBQUFzJo1C4Dp06fzv//7v6xdu5YFCxYwduzYhNNJklqKyyolSZJ0QFq7di0AnTt3Zs6cORQWFtK9e/eEU6klTZw4MR7n5uaSn58PQGlpaVKRJEkpxHJMkiRJKavxKoirr76aZcuW8cc//pGePXvG55966imWLFmSRDy1kC5dusTj733ve5ZjkqQ94jOsJUmSlLLefvvteDP+Cy64gIEDBzJw4MD4el1dHZdffjlr1qzh2Wef5aSTTkoqqppRw55jUF+IWY5JkvaEM8ckSZKUsn7zm9/E4379+u1wffbs2axZs4bc3NwmS+/UthxxxBHxeOnSpZZjkqQ9YjkmSZKklPWHP/wBgL59+/Ktb32LJ554osn1GTNmAHDmmWeSnZ3d4vnUMg455JB4PH36dLp27QpYjkmSdo/LKiVJkpSy1qxZA0BOTg533303RUVFnHbaaUD9ksqHHnoIgHPPPTexjGp+aWkf/85/5cqV5OXlMWDAADp37pxgKklSqrAckyRJUkpatGhRPL7iiitYtWpVk+V1c+fOZfXq1XTs2JFJkyYlEVEtKC0tjbq6OoYPH85ll13G17/+9aQjSZJShOWYJEmSUlLDrDCAG2+8kfT09CbXG5ZUnnHGGeTk5LRoNrW8uro6ANavX0/Hjh0TTiNJSiXuOSZJkqSU9NhjjwGQkZGxQzEG8MwzzwAuqTxQhBAAqKysTDiJJCnVWI5JkiQpJRUVFQHQo0cPli9fvsP1OXPmMHPmTE455ZSWjqYENDyhEmDJkiWMHz+eQYMGsXnz5gRTSZJSgeWYJEmSUs6mTZuoqqoCoKKigsGDB8fLKBtkZ2dzxhln0L59+yQiqoU1lGNbt27l97//PW+99RYrVqzwiZWSpM9kOSZJkqSUc9ddd8XjgQMHkpmZycSJEwGIoogoipKKpoScdNJJ8bhDhw5xWWY5Jkn6LJZjkiRJSjmzZ8+Ox/PmzePDDz+kV69eACxcuJBhw4bxwx/+MKl4SkBJSUk8vvXWWy3HJEm7zXJMkiRJKWfhwoUAdOnShbS0tCZLJx966CGKiopYtGhRUvGUgA4dOsTj6upqyzFJ0m6zHJMkSVLK2bhxIwCHHXZYk/NRFMV7j02ZMqXFcyk5w4YNi8dZWVmWY5Kk3WY5JkmSpJTyxhtvxHuKzZ07lwsuuCA+fuONNyguLiYnJ4fTTjstyZhqYRMmTIjHxx57rOWYJGm3WY5JkiQppdx8883xuLq6mo0bNxJCAOqXVAJMnjyZTp06JZJPyfj85z8fjwsLCznooIMYOHCg/w4kSZ8pI+kAkiRJ0p5YsGBBPJ4zZw61tbVA0yWV5557biLZlJzG+84de+yxTJ8+neuuuy7BRJKkVGE5JkmSpJTSsN9YXl4e48aNi8+/9dZbvP3222RlZXH66acnFU+tQGlpKdnZ2UnHkCSlCMsxSZIkpZSamhoAxowZ0+R8VlYW06ZNo6amhtzc3CSiqZVoWGYrSdLucM8xSZIkpYy5c+fG4969e7NkyZL4+JBDDuGee+7ht7/9bRLR1Ao0zBarrq5m8eLFjB8/nkGDBsVLbyVJ2hnLMUmSJKWMH/7wh/H4j3/8I/PmzUswjVqbhn3Hli1bxl/+8hfmzJnDihUr4qW4kiTtjOWYJEmSUsayZcsAyMjIYOrUqXzhC18A4JlnnuG1114jiqIk4ylhgwcPBiA9PZ327dvTrVs3oH4PMkmSPo3lmCRJklJGZmYmAF/60pf405/+RK9evQC48cYbOeqoo3jggQeSjKeEpaXV/3gTRRHXXnst+fn5gOWYJGnXLMckSZKUMv7+978DcNhhh8Xn3n77bRYvXkxGRgannnpqUtHUCrRr1w6Auro6AMsxSdJusRyTJElSSli3bh3V1dUATJgwIT7/8MMPA3DSSSfRtWvXRLKpdfjc5z4XjysqKizHJEm7xXJMkiRJKeEHP/hBPD777LPjomzGjBkAnHvuuYnkUutx4oknxuMzzzzTckyStFssxyRJkpQSHn/88Xh8zDHHkJWVRXFxMa+//jrp6emcddZZCaZTazBs2LB4/Pzzz3PwwQczaNAgOnTokGAqSVJrl5F0AEmSJGl3bNu2DYDu3bszc+ZM4OMllSeeeCLdu3dPLJtah4anVQJceOGFfPOb3+Sf/umfEkwkSUoFzhyTJElSSti4cSMARx99NDk5OUD97CCAKVOmJJZLrUfD00yhfo+6hqdXSpK0K84ckyRJUqu3devW+AmEJ598cnz+L3/5Cy+//DIjR45MKppaqTVr1iQdQZKUIvxViiRJklq9u+++Ox43lGQA6enpHHvssT6lUrGG2WMVFRUsWLCAI488khEjRiScSpLUmjlzTJIkSa3ePffcE487d+4MQBRFhBCSiqRWqn379pSVlbFs2TIKCwuZO3cuUF+WtWvXLuF0kqTWyJljkiRJavXKysqA+plip512GqtWraJv375cd911RFGUcDq1JmPGjAHq/6106tSJrKwsANavX59kLElSK2Y5JkmSpFZvy5YtAAwaNIju3bvz8MMPs2bNGhYtWuTsMTWxbt06ANLS0rj88svJz88HoLS0NMlYkqRWzHJMkiRJrV5FRQUARx55JAAzZswAfEqldpSeng5ATU0NgOWYJOkzWY5JkiSpVZszZ068dPLss89m9erVvPrqq4QQOOeccxJOp9amf//+APGMQssxSdJnsRyTJElSq3bNNdfE41NPPZWHH34YgGOOOYbevXsnFUut1KGHHgrUP9X0oosushyTJH0myzFJkiS1akuXLo3HHTp04KGHHgJcUqmdGzFiRDx+9tln6d+/P4MHDyYnJyfBVJKk1iz4dB9JzSGEkAuUlZWVkZubm3QcSVIKy8rKYvv27eTk5LBs2TL69u1LFEWsWrWKgw8+OOl4amWWLFnCYYcdBsCtt97KD37wg4QTSZJaSnl5OXl5eQB5URSV7+77MpovkiRJkrTvtm/fDsDgwYMBuP7663nvvfcsxrRTw4cPj8clJSUJJpEkpQrLMUmSJLVamzZtisdnnHEGvXv35s4770wwkVq7ho34AT788MMEk0iSUoV7jkmSJKnVuuOOO+Lx1VdfnWASpZK0tPofc9auXctrr73GEUccwfjx4xNOJUlqrZw5JkmSpFbrySefjMfLly9n6dKlHH/88WRmZiaYSq1dZmYmVVVVvPzyyyxYsID58+eTmZlJFEVNZpZJkgTOHJMkSVIr1rFjx/jP73//+0yaNIlf/vKXCadSa9e7d2+gviT7aGNmtm/fTllZWZKxJEmtlOWYJEmSWq2tW7cCcPLJJ/PCCy8AcPbZZyeYSKmgpqYGgPT0dC688ML4ydmlpaVJxpIktVKWY5IkSWqVoihiyZIlANTW1lJXV8fhhx/OwIEDE06m1i49PR2AqqoqAPLz8wHLMUnSzlmOSZIkqVV6/vnn2b59O1C/sTrAueeem2QkpYhBgwYB9QUrWI5JknbNckySJEmt0g9/+MN4vGDBAgC+9KUvJRVHKaSgoCAeT58+3XJMkrRLlmNSGxBCuDqEsCKEUBlCmB9CKNjFvZeGEKKdvHIa3XNLCGFuCGFzCKE0hPBYCGFYy3waSZLqFRcXx+Pa2lrGjBnDkCFDEkykVDFmzJh4/Le//Y0BAwYwZMgQsrKyEkwlSWqtLMekFBdCmArcBfwzMBYoBP4aQui3i7eVA70av6Ioqmx0/TjgV8BRwMlABvB0CKHD/v8EkiTtXMOSynbt2gEwZcqUJOMohYwbNy4eT5s2jZ/97GcUFRVx+eWXJ5hKktRaZSQdQNI+uwH47yiK7v3o+BshhFOAq4BbPuU9URRFJZ/2BaMomtz4OIRwGVAKHA68tO+RJUn6bA1L4I499ljuuOMODjrooIQTKVX06tUrHq9ZsybBJJKkVODMMSmFhRCyqC+snv7EpaeBo3fx1o4hhHdDCKtDCI+HEMZ+xl+V99Gfm/YyqiRJe6S0tJS6ujoAzjjjDMaMGdOk8JB2JS3t4x9zli5dmmASSVIqsByTUlt3IB1Y94nz64Cen/KepcClwJnABUAl8HIIYejObg4hBODfgFlRFL35aUFCCNkhhNyGF9BpTz6IJEmNffe7343HU6dOTTCJUlVDQbZp0yYKCws54ogjOOmkkxJOJUlqjSzHpLYh+sRx2Mm5+hujaHYURfdHUbQoiqJC4DzgHeDrn/K1fwmMpr5I25VbgLJGr9W7mV2SpB08//zz8fiGG26gsrJyF3dLO8rJqX/W0Lx583j77beZP38+ixYtSjiVJKk1shyTUtsGoJYdZ4nls+Nssp2KoqgOmAvsMHMshPDv1M8wOyGKos8qu35M/fLLhlff3fn7JUnamcZl2Pz58+OiQ9pdgwYNAiArK4tOneontG/cuJGampokY0mSWiHLMSmFRVFUDcyn/omSjZ0MvLI7X+OjZZNjgLWNz4UQfgmcA5wYRdGK3chSFUVRecML2LybH0OSpB1s2LAhHp977rkJJlGqKi8vByA9PZ0pU6bEyywb/9uSJAksx6S24N+AaSGEy0MIh4YQfgb0A/4DIITw+xDCjxtuDiF8N4RwSghhUAhhDPDf1Jdj/9Hoa/4KuAi4ENgcQuj50atdS30oSdKBK4oitm7dGh9PmTIlwTRKVZmZmQBUVVWRnp5O9+7dgY+fgipJUoOMpANI2jdRFD0YQugG3Ab0At4EToui6N2PbukH1DV6S2fgv6hfilkGLASOjaJoTqN7rvrozxc+8dddBvxuf+aXJOmT/vKXv8Tjnj17MmLEiATTKFWNGDGCZcuWEUX127Dm5+dTWlpqOSZJ2oHlmNQGRFF0N3D3p1w7/hPH1wPXf8bXC/stnCRJe+if//mf4/Gll15K/Q4A0p4ZN24cM2fOJIoivvnNb5Kfnw84c0yStCOXVUqSJKlVWblyZTw+//zzkwuilHbEEUfE4xdeeIFBgwYxZMiQeO8xSZIaOHNMkiRJrUpZWRkAIQRGjx6dcBqlqgkTJsTjY489ljvvvDPBNJKk1sxfm0iSJKlVqaioAGDAgAEuqdRey8vLi8fLly9PMIkkqbWzHJMkSVKr0TBrDOpn+0j7wwcffJB0BElSK2Y5JkmSpFbj1ltvjcfXXXddgknUFmRk1O8is2HDBp577jkOP/xwzjrrrIRTSZJaG/cckyRJUqvx6KOPxuOxY8cmmERtQfv27SkvL+ett95i5cqVLFiwwFlkkqQdOHNMkiRJrUJFRQUlJSUAtGvXLuE0agsGDx4MQHp6Op06dQKgtLQ0yUiSpFbIckySJEmtwpNPPkltbS0AkyZNSjiN2oL09HQAoihi8uTJAGzdupWtW7cmGUuS1MpYjkmSJKlV+POf/xyPDznkkASTqK1omC1WV1dHhw4dyMnJAWD9+vVJxpIktTKWY5IkSUpcZWVlk/3GjjrqqATTqK0YP358PP7www/Jz88HXFopSWrKckySJEmJmzNnDlVVVfGxyyq1PzT+d/Ttb3/bckyStFM+rVKSJEmJmz9/fpPjjh07JpREbcmoUaPi8axZsxgxYgRlZWVEUZRgKklSaxP8D4Ok5hBCyAXKysrKyM3NTTqOJCkFDBgwgHfffZf8/HzWrVuXdBy1ESEEoH4W2VNPPZVwGklScyovLycvLw8gL4qi8t19n8sqJUmS1CqsXfx3nksAACAASURBVLsWgL59+yacRG1RUVFR0hEkSa2U5ZgkSZISt3HjRqqrqwEoKChIOI3aog8//DDpCJKkVspyTJIkSYn67W9/y8SJE+PjqVOnJphGbU337t0B2L59O3/961/5/Oc/z5e//OWEU0mSWhM35JckSVKinnjiCZYuXRofjx8/PsE0amt69erFhg0b2LJlCyUlJSxcuJC6urqkY0mSWhFnjkmSJCkxURRRWFgYH6enp5OW5reo2n/OOeeceNyhQwcASktLk4ojSWqF/M5DkiRJiSkuLm7yZMpu3bolmEZt0ebNm+PxiBEjAFi/fr2zxyRJMcsxSZIkJabxrDGAYcOGJZREbVXjwjUrKwuAmpoaN+iXJMUsxyRJkpSYWbNmNTkeO3ZsQknUVk2YMCEed+7cmS5dugAurZQkfcxyTJIkSYn55Myxr3/96wklUVtVUFAQj2+88Uby8/MByzFJ0sd8WqUkSZISUVlZSa9evSguLo7PDRkyJMFEaosyMj7+kWfOnDkMGTKEKIqora1NMJUkqTUJURQlnUFSGxRCyAXKysrKyM3NTTqOJKkV69atG5s2bSI9PZ2ampqk46gNSktLI4oievTo4YwxSWrDysvLycvLA8iLoqh8d9/nskpJkiQlqqysDCDeC0ra30IIAG7CL0naKZdVSpIkKRGbN29my5Yt8fK2MWPGJJxIbVV2djYVFRWkp6cnHUWS1Ao5c0ySJEktrqysjC5dujBu3Lj43EUXXZRgIrVlAwcOBKCuro4ZM2YwduxYrrzyyoRTSZJaC8sxSZIktbhXXnmF2tpatm7dGp+74IILEkyktuyQQw4BoLq6muLiYl5//XWWLFmScCpJUmthOSZJkqQWV1hYCED//v2B+v3GsrKykoykNmzy5MnxuKKiAsCN+SVJMcsxSZIktbiGcqxhg/SGkkxqDocddlg87t69O2A5Jkn6mOWYJEmSWlRlZSVz5swBPi4ohg4dmmQktXGf//zn4/HixYuB+mK2uro6qUiSpFbEckySJEktau7cuVRXV9OlS5d4idvRRx+dcCq1ZR06dIjHxcXFZGRkALB+/fqkIkmSWhHLMUmSJLWohiWVffv2jc+dcMIJScXRASI7OxuofxiESyslSY1ZjkmSJKlFHX744VxyySV069YtPve5z30uwUQ6EOTm5gL1T6w8+OCDGT58uMsqJUkAhCiKks4gqQ0KIeQCZWVlZfE3o5IkNTZy5Ejeeust8vLy4o35peYyZMgQli1bRlpaGps3b6Z9+/ZJR5Ik7Wfl5eXk5eUB5EVRVL6773PmmCRJklpcFEWsXLkSoMkMMqm5VFZWAlBXV0e7du0STiNJak0ykg4gSZKkA8cbb7xBFEV06tSJrVu3AnDEEUcknEoHgqFDh/L+++8DsHHjxnjfMUmSnDkmSZKkFvODH/yAMWPGcOONN8bnCgoKEkykA8W0adPi8XXXXceYMWO44YYbEkwkSWotnDkmSZKkFhFFUfykyszMzPj8FVdckVQkHUAmTpwYjx966CGqq6vp06dPgokkSa2FM8ckSZLUIoqLi1m3bh1ZWVmsWbMGgPT0dLKzsxNOpgNBv379CCEAH+9zV1pammQkSVIrYTkmSZKkFjFr1iwAjjzySN555x0AunTpkmQkHUBCCHE51vAkbcsxSRJYjkmSJKmFNCypPPLII1m/fj0AAwYMSDCRDjQN5diWLVuA+nIsiqIkI0mSWgHLMUmSJLWIhnKsR48e8bkRI0YkFUcHoA4dOgBQW1sLQGVlZVyUSZIOXJZjkiRJanYlJSUUFxcTQqCkpCQ+f8011ySYSgea/Px8ANatW0d6ejrg0kpJkk+rlCRJUgvo0qULzzzzDEuXLuWBBx6Izx9xxBEJptKBZsCAARQXFxNFEenp6QwdOpSKioqkY0mSEubMMUmSJDW77OxsvvCFL3DNNdewdOlSgHjmjtRSRo0aFY9nz57NkiVLGDlyZIKJJEmtgeWYJEmSWkxdXR1lZWUAdO3aNeE0OtA0nqnY8O9QkiTLMUmSJDWrsrIybrrpJh577DHeeecd6urqABg/fnzCyXSg+eIXvxiP//73vyeYRJLUmliOSZIkqVm98sor3Hnnndx0003Mnj07Pn/mmWcmmEoHonbt2sXju+66i0GDBnHbbbclmEiS1Bq4Ib8kSZKaVWFhIQAFBQVs2bIlPn/55ZcnFUkHsMzMTLZv305RURFA/Kck6cDlzDFJkiQ1q8bl2KJFiwAYPHiwG/IrEX369AEgKysLgNLS0iTjSJJaAcsxSZIkNZvKykrmzJkDwMSJE/nrX/8KwJAhQ5KMpQNYRkb94pna2lrAckySZDkmSZKkZjR37lyqq6vJz89n+/btlJSUADBq1KiEk+lA1b17d8ByTJL0McsxSZIkNZvGSyoff/zxuJAYN25ckrF0ADvllFOaHK9fvz7+dylJOjBZjkmSJKnZLF68GKgvx9555534/BlnnJFUJB3gvvrVrzY5jqKITZs2JZRGktQaWI5JkiSp2TzwwAMUFRVx4YUX8v777wOQnp5Ou3btEk6mA9XBBx/c5Lhr165NnqIqSTrwZCQdQJIkSW1XCCHefP/VV18FoFevXklGkgghEEURI0eOZOHChfEm/ZKkA5MzxyRJktTs3nzzTTZv3gzAmDFjEk4j1Vu+fLnFmCTJckySJEnN4+qrr2bKlCnMmTOHH/3oR0RRBMCUKVMSTqYDXcOy3urq6oSTSJJaA8sxSZIk7XdRFPHII4/w8MMPU1lZGW/MD3DWWWclmEyCiRMnAlBTU0OPHj34p3/6p4QTSZKSZDkmSZKk/a64uJh169aRlZXFkUceSVpa/bedIQQ6d+6ccDod6E444YR4vGHDBubPn59gGklS0izHJEmStN8VFhYCMG7cOHJycnjvvfcAyM/PTzKWBMB5553X5LimpiahJJKk1sByTJIkSftdQzlWUFBAXV0dZWVlAIwePTrJWBIAffr0aXK8ffv2hJJIkloDyzFJkiTtd43LsQkTJlBXVwfAySefnGQsCYDs7Owmx6WlpQklkSS1BqHhqUGStD+FEHKBsrKyMnJzc5OOI0lqQWvXrqV3796EEHj//ffp3bt3fO2DDz5wzzG1CtnZ2fHTKjt27EhZWVm8N54kKTWVl5eTl5cHkBdFUfnuvs//95ckSdJ+tWHDBo466iiOOOIIevXqRY8ePeJrFmNqLbp27RqPt2zZwrJlyxJMI0lKkuWYJEmS9qtRo0bx6quvMnv2bKD+t7iw41I2KUn9+/dvcrxkyZKEkkiSkmY5JkmSpGbRsEStqqoKgEMOOSTJOFITY8eOjceLFi3izDPPTDCNJClJlmOSJEnab6qrq9m8eTMANTU1XHnllfG1iy++OKlY0g4mTpwYj996660Ek0iSkmY5JrUBIYSrQwgrQgiVIYT5IYSCXdx7aQgh2skrp9E9x4YQ/i+EsOaja2e3zCeRJKW65557js6dO3POOefwxhtvcM8998TXrrvuugSTSU2dd9558Xj58uUJJpEkJc1yTEpxIYSpwF3APwNjgULgryGEfrt4WznQq/EriqLKRtc7AIuAa5oltCSpzSosLKSuro7c3Fxyc3PjTc9DCGRlZSWcTvpYZmYmIQQAvv/973P00UcnnEiSlBTLMSn13QD8dxRF90ZRtCSKom8A7wFX7eI9URRFJY1fn7j41yiKbo2i6JHmDC5JansKCwsBKCgoYMiQIfGTKgcNGpRkLGmnOnXqBNQvB3711VfjJcGSpAOL5ZiUwkIIWcDhwNOfuPQ0sKtff3YMIbwbQlgdQng8hDB2F/fubpbsEEJuwwvotK9fU5KUWqqqqpgzZw5QX47V1NSwYsUKAG6++eYko0k7NXr06HgcQmDDhg0JppEkJcVyTEpt3YF0YN0nzq8Den7Ke5YClwJnAhcAlcDLIYSh+5jlFqCs0Wv1Pn49SVKKmTt3LlVVVeTn59O9e3fuu+8+qqurATj11FMTTiftqF+/j3ehiKKIJ554IsE0kqSkWI5JbUP0ieOwk3P1N0bR7CiK7o+iaFEURYXAecA7wNf3McOPgbxGr777+PUkSSmm8ZLKmTNncvnllwOQnp5Onz59kowm7dTnPve5Jsf3339/QkkkSUmyHJNS2waglh1nieWz42yynYqiqA6YC+zTzLEoiqqiKCpveAFu2iFJB5jG5VhJycfbWaanpycVSdqlr3zlK02OZ8+eTVFRUUJpJElJsRyTUlgURdXAfODkT1w6GXhld75GqH9M0xhg7f5NJ0k60EydOpXzzz+fE088kZtvvjkuxbp06ZJwMmnnDjrooB3K2z/84Q8JpZEkJSUj6QCS9tm/AfeFEOYBrwJXAv2A/wAIIfweeD+Kols+Ov4uMBsoAnKBa6kvx77W8AVDCB2BIY3+joEhhDHApiiKVjX7J5IkpaSvfOUr8Uyc5cuXU1tbC8D06dOTjCXtUufOndm4cSNQX+SefvrpCSeSJLU0yzEpxUVR9GAIoRtwG9ALeBM4LYqidz+6pR9Q1+gtnYH/on4pZhmwEDg2iqI5je45Ani+0fG/ffTn/1C/mb8kSbv0y1/+Mh7feOONCSaRdq1Lly5xObZhwwbS0lxcI0kHmhBFO92zW5L2SQghFygrKysjNzc36TiSpGb2zDPP0KdPHw499FBuv/12fvKTn7Bt2zaysrKoqqpKOp70qUaPHs3ixYsBWLlyJf379084kSRpb5WXl5OXlweQ99Fe2LvFX4tIkiRpn0RRxCWXXMKIESOYNWsWTzzxBNu2bQOga9euCaeTdu2cc86Jx4sWLWLWrFlce+21lrqSdABx5pikZuHMMUk6cBQXFzN06FCysrIoKyvj5Zdf5gtf+AIAEydOjJ9iKbVG27Zto0OHDgAMHjyY0tJSNm/ezKOPPsrZZ5+dcDpJ0p5w5pgkSZIS0VB+jRs3jpycHJYuXRpf+8lPfpJULGm3tG/fnuzsbACWLVvW8EMV9913X5KxJEktyHJMkiRJ+6ShHCsoKAA+LhXS0tI46qijEssl7a5hw4YB0LFjR2699VYAHn/8cT744IMkY0mSWojlmCRJkvZJ43LsN7/5DQsWLACgR48eScaSdtuWLVviP6+88kpGjRpFdXU1M2bMSDiZJKklWI5JkiRpr5WUlFBcXEwIgXHjxvH1r3+d7du3AzBgwIBkw0m7afjw4QCEEKitreXiiy8GXFopSQcKyzFJkiTttYZZY6NGjSI9PZ3Ro0fH1y655JKkYkl75NRTTwXqn7z64osvctRRRxFCYNasWaxYsSLhdJKk5ubTKiU1C59WKUkHhvLycmbNmkVNTQ1nnnkmo0ePZvHixQDU1taSlubvYtX6VVZW0q5du/j45ptvZu7cuRQVFfG73/2OE044IcF0kqTdtbdPq8xovkiSJElq63JzcznttNPi46KiIgCysrIsxpQycnJySEtLo66ujszMTLKzs/nTn/5E165d/XcsSQcAyzFJkiTtsyiKWLduHZWVlQAccsghCSeS9kx2djYVFRXU1dXxve99L+k4kqQW5K9BJEmStFdee+01brnlFl566SWKioro1atXfO2aa65JMJm057p27QrULwdurLq6mrfeeiuJSJKkFmI5JkmSpL0yc+ZM7rjjDn7729+yaNGiJtemTZuWUCpp75x99tnxuLq6GoAlS5bQp08fTjjhhPgprJKktsdyTJIkSXul4UmVEydO5Nxzz6Vfv35A/fK09PT0JKNJe+z222+Px8OGDePJJ59k6NChpKWlsX79ep5++ukE00mSmpPlmCRJkvZYVVUVc+bMAaCgoIAoiqirqwPg/PPPTzKatFe6detGRkb9lswrV67kjTfeICMjgwsuuACA+++/P8l4kqRmZDkmSZKkPTZ37lyqqqrIz89n6NChvPHGG6xevRqAb33rWwmnk/ZOly5dAOjcuTMXXnghABdddBEAjz32GOXl5YllkyQ1H8sxSZIk7bGGJZUFBQU89dRTTJkyBYDMzEwOPfTQJKNJe61z584AlJWV0bdvXwAOP/xwhg8fTmVlJQ8//HCS8SRJzcRyTJIkSXuscTn217/+leLiYgD69OlDCCHJaNJeO/744wGIoogPP/wQgBACF198MQD33XdfUtEkSc3IckySJEl7JIoiioqKgPpyrGFPJoD8/PykYkn77F//9V/j8bRp0ygrKwOIl1i+8MILrF27NpFskqTmYzkmSZKkPRJC4J133uHvf/87o0ePZtmyZfG1n/70pwkmk/ZN586dyczMBODhhx9m8eLFAAwYMIBf/epXLFq0iF69eiUZUZLUDEIURUlnkNQGhRBygbKysjJyc3OTjiNJakZDhw6luLiY7OxsKisrk44j7ZMBAwbw7rvvEkLgpZdeYuLEiUlHkiTtpvLycvLy8gDyoija7aeoOHNMkiRJe+3ll1+OZ44ddthhCaeR9t2AAQOA+uXDY8eOTTaMJKlFWI5JkiRpt0VRxLhx47jgggsoKSnhqquuomElwte+9rWE00n7burUqfH4oYceanJtwYIFfPnLX+Y73/lOS8eSJDUjl1VKahYuq5Sktqm4uJihQ4eSmZlJWVkZBx10EJs3bwagoqKCnJychBNK+6a2tpaMjAwATjjhBJ577rn42syZMznrrLPo2bMnq1evJj09PamYkqSdcFmlJEmSml1hYSEA48aNo127dvEeY9nZ2RZjahPS09MbfrDihRdeoKqqKr42efJkunXrRklJCX/729+SiihJ2s8sxyRJkrTbGsqxgoIClixZwvbt2wH46le/mmQsab86/fTTgfplxPPnz4/PZ2Vlxcsu77vvvkSySZL2P8sxSZIk7bbG5dj3v//9+Pwtt9ySVCRpv7vooovi8YoVK5pcu/jiiwF45JFH2LJlS4vmkiQ1D8sxSZIk7ZaSkhKKi4sJITBmzBj+9Kc/AZCZmUnfvn0TTiftP8ccc0w8/sMf/tDk2vjx4xkyZAjbtm3jsccea+lokqRmYDkmSZKk3TJr1iwARo0a1WSTcosxtTWdOnWKN9svLi5uci2EEM8sc2mlJLUNlmOSJEnaLenp6Rx++OGccMIJPP/88/H5H/3oRwmmkprH0KFDAVi+fPkO17785S9z2GGHcdJJJxFFUUtHkyTtZ8H/M5fUHEIIuf+/vTuPkrOsEz3+faqXdHd6SWfpTnc6dOjOgsgVOTLINUJAgQEEw3KiHIFDPC4QLw6DV0URxahXGUDHEcbBgIyyiowDE3ABrnMJGBghrawJIRsBEsjW6X3veu4f1anpLJAQ0l3dqe/nnD5d9T5vPflV51dVb/3e53leoLm5uZnS0tJMhyNJOoBijJSWltLW1kYIgWQymemQpAPuy1/+Mj/84Q8B2Lx5M5MmTcpwRJKkvWlpadlxxeGyGGPLvj7OkWOSJEl6RzZs2JBeiHzH6BrpYPOtb30rffvEE0/MYCSSpKFmcUySJEl7tX37djo6Oli1ahXTp09Pb7/22mszGJU0dEpLS9Prji1fvnyP0yc7Ojq46667dluXTJI0ulgckyRJ0l5df/31lJWVcfHFF9Pd3Q2kFiafO3duhiOThs6UKVMA3nJdsU9/+tOcf/753HLLLcMZliTpALM4JkmSpL16/PHH6evr41Of+hSJROoQsrq6OsNRSUPrqquuSt9etGjRbu2f+MQnALjzzjtde0+SRjGLY5IkSXpb3d3dPPXUUwAkEol0EWBPxQLpYPK5z30uffsrX/nKbgWwj33sY4wbN47XX3+dJUuWDHd4kqQDxOKYJEmS3tbTTz9Nd3c3kyZN4sYbbwSgtraW008/PcORSUNv5syZAHR2dtLSsvOFzwoKCpg3bx4At99++7DHJkk6MCyOSZIk6W09/vjjQGrx8WeffRaAc889N5MhScNmx9TJvr4+1q5du1v7hRdeCMC//du/0dHRMayxSZIODItjkiRJelt/+tOfAGhvb09PK7viiisyGZI0bL74xS+mb3/961/frX327NnU1tbS2trKAw88MJyhSZIOEItjkiRJekv9/f0sXboUIL0Qf15eHhUVFZkMSxo2FRUVFBUVAbB06VIefvjhndoTiQQXXHABAA0NDcMenyTp3bM4JkmSpLfU29vLwoULmTNnTnrU2HnnnZfhqKTh9clPfhJIjZ4855xzdlt77NJLL2XNmjVce+21mQhPkvQuhRhjpmOQdBAKIZQCzc3NzZSWlmY6HEnSfooxEkJgypQpbNy4kZycHHp6etKjyKRssG3bNiZOnAikRpI9+uijvOc978lwVJKkXbW0tFBWVgZQFmNs2dv+O3hUI0mSpD1as2YN1113HXPmzGHjxo0AnHDCCRbGlHUmTJhAfn4+AE1NTW9bGGtqahqusCRJB4hHNpIkSdrNH/7wBw477DC+//3v89hjj6W3L1q0KINRSZlTW1sLQE9PD5s2bdqtPZlMcu6551JRUcHKlSuHOzxJ0rtgcUySJEk7eeKJJzjnnHPo6+vj6KOPTm/Py8ujrq4ug5FJmbN48eL07YsuuoglS5bs1J5IJOjq6qK3t5c77rhjuMOTJL0LFsckSZKU9txzz/Gxj32Mzs5OTj311PQ6SwDXXXddBiOTMuuwww6jsrISgIceeogTTjiBFStW7LTPjqtW3nHHHbi2sySNHhbHJEmSBKTWGPvbv/1bmpqamD17Nr/4xS+49957ASgtLeWyyy7LcIRSZl111VXp2yUlJaxevXqn9rlz51JSUsIrr7zC0qVLhzs8SdJ+sjgmSZIkNm7cyMknn8ybb77J+973Pt773vfykY98hGQyCcDVV1+d4QilzPvCF75AUVERkJpmfOaZZ+7UXlRUxLnnngvg1EpJGkUsjkmSJInf//73rFu3jvr6eu68807+9V//leXLlwOptZQuv/zyDEcoZV4ikaCmpgaAxsZGNm/evNs+F154IQC//vWv6e7uHtb4JEn7x+KYJEmS+MxnPsMvfvELHnnkEQ4//HBOPvnkdNspp5xCCCGD0Ukjx7/8y7+kby9cuJDnn3+e/v7+9LY5c+YwZcoUtm/fzu9+97tMhChJeoeCC0VKGgohhFKgubm5mdLS0kyHI0nag+7ubnp6eigpKdlpe4yR3Nzc9JTK3t5ecnNzMxGiNCKVlZXR0tJCIpEgmUxy3333cdZZZ6Xbb7rpJvr6+jjvvPN2uqiFJGlotbS0UFZWBlAWY2zZ18c5ckySJCkL9ff3c+GFF3LiiSeyZcuWndouvvjidGFswYIFFsakXXz3u98FSL9OXnzxxZ3aL7nkEi699FILY5I0SjhyTNKQcOSYJI1cMUYuueQSFi1aRF5eHg8//DAnnHACMUbOP/98fvWrXxFjJCcnh76+vkyHK41IeXl56ddHW1sbY8eOzXBEkiRHjkmSJGmfXHnllSxatIhEIsFdd93FCSecAMCTTz7J3XffzY6Tpz/60Y8yGKU0su1YeB/gBz/4wW7tra2tLFq0iEsvvXQ4w5Ik7QdHjkkaEo4ck6SR6frrr+crX/kKAIsWLeJzn/tcum3NmjVMnz4dgLFjx9LW1paRGKXRoL+/Pz3luLi4mPXr15Obm5s+7tm4cSNTp04lmUyyZs0a6urqMhmuJGUFR45JkiTpbd16663pwtg111yzU2Gsra2NM844A4AQAg0NDRmJURotcnJy+OxnPwukXj+TJ0/mpz/9abq9urqaj370owDccccdGYlRkrRvLI5JkiRlgY6ODq6++moAvvrVr3LFFVfs1D5v3jxeeuklAH7zm98wa9asYY9RGm1uvvlmCgsLgdRVXR9//PGd2ndMvbzjjjtwxo4kjVwWxyRJkrJAUVERS5Ys4Zvf/CbXXHPNTm133303f/jDHwD48Ic/zNlnn52JEKVR6de//nX69ubNm3dqO/vssykqKmLVqlU89dRTwx2aJGkfWRyTJEk6iHV1daVv19XV8Z3vfIcQQnpbb28vn/rUp9L377nnnmGNTxrtzjjjDMrLywFYtmwZt912W7qtuLg4XWx2aqUkjVwWxyRJkg5Sy5cvZ8aMGTz44IN7bO/v7+eDH/xg+v55551HdXX1cIUnHTSWLVuWvj1//nxWrFiRvr9jauWvfvUrent7hz02SdLeWRyTJEk6CK1fv55TTjmF119/nWuuuYZkMpluizHS0NDAcccdx1//+lcAjjrqKO6+++5MhSuNanV1dVx//fVA6vV11FFH0dPTA8BHP/pRpkyZwgc+8AG2bNmSyTAlSW8huDCkpKEQQigFmpubm9OXNJckDY9NmzZx3HHHsWrVKg4//HAee+wxJkyYAKRGiy1YsICbb745vf/UqVN55ZVXSCQ8byq9G0ceeSTPPfccAEcccQTPP/88AJ2dnemF+yVJQ6elpYWysjKAshhjy74+ziMgSZKkg0hzczOnnnoqq1atYtq0aTz88MPpwhhACIHFixen7xcUFPDyyy9bGJMOgGXLlpGfnw/ACy+8wOc//3kAC2OSNMJ5FCRJknSQ6Ojo4Mwzz+SZZ56hsrKSRx55hClTpqTbe3p6OOaYY9i0aVN620svvURBQUEmwpUOOnl5eTzyyCPp+zfffDPnnnsuq1evBuC1117j2WefzVR4kqS3YHFMkiTpIPHTn/6Uxx9/nLKyMh566CGmT58OQENDA5dffjmTJ0+moaEBgPz8fNasWUNtbW0mQ5YOOscffzy33HJL+v6///u/c9RRR/Gzn/2M2tpa5s2bx89//nM2b96cwSglSYO55pikIeGaY5I0/Pr7+7n88sv5xCc+wYc//GEAtm7dSk1NDd3d3en9qqqqeOmll3x/lobQ/fffz9lnn52+f+GFF7J48WKam5uB1BTnD33oQ5x11lnMnTuXGTNmZCpUSTpo7O+aYxbHJA0Ji2OSNDxijMQY97hmWIyRk046if/81gx6TQAAFL9JREFUz/9Mb5s5cyYrVqxwjTFpGDz00EOcdtpp7PjOdcQRR3DKKadwzz33sGHDhp32feWVVxzJKUnvksUxSSOKxTFJGh7f/va3Wbt2LT//+c/Jy8sDUiPIFi5cyPe+9z0GH+udeeaZOy3GL2no/fGPf+Tkk09OvxZDCMQYueCCCzj22GO5//772bZtG3/5y1/Sj7nkkksAmDt3Lh/5yEcYM2ZMRmKXpNHG4pikEcXimCQNvZ/85CdcdtllADzwwAOcccYZLFy4kIULF+5UFCssLOTJJ5/kyCOPzFSoUlbr6OjgiCOOYN26deltubm53HLLLVx00UX09fWRm5ub3nfixIl0dnYCUFxczGmnncbcuXM5/fTTKS8vz8hzkKTRYH+LY46nlw4CIYQvhBDWhRC6QggNIYTj3mbf+SGEuIefgv3tU5I0PLZt20ZDQwP33XcfV111Vbowduqpp3LrrbcyefJkvv3tb6cLY4lEgu985zt0dHRYGJMyqKioiLVr13LDDTeQk5MDQF9fH/Pnz6esrIzzzz+fF154AUhd8fK+++5jwYIFVFdX09bWxr333ssFF1xARUUFX/rSlzL5VCTpoOTIMWmUCyF8Ergd+AKwFLgY+CxweIzx1T3sPx/4J2DW4O0xxjf3t8+3iMuRY5L0DnR3d/P666+zfv16Xn31VV599VU2bNjATTfdRAgBSE2x2tu0yBACeXl5fPzjH+fee+8djtAlvQP9/f0ce+yxLFu2bLe2oqIijj76aG644QZKSkpIJBJs2rSJxYsXc//99/Piiy9y3XXX8eUvfxlIFcxvvPFGzjrrLN73vvel3yskKVs5rVLKUiGEPwN/iTEuGLRtBXB/jPHre9h/PvDjGOO4A9XnW/RhcUySBsQYaWxsTBe+5s6dm/4S+7WvfY1f/vKXvPnmm3t87IIFC1i5ciWPPfYYfX19b/lvFBQUcPrpp3PttddSX18/JM9D0oHT39/PZZddxq233pqeQrknBQUFTJs2jXnz5nHMMcfQ0tLC7Nmzqa2t5bbbbuOiiy4CoLa2lrlz5zJ37lyOO+649BqEkpRNLI5JWSiEkA90APNijPcN2v5PwPtjjHP28Jj5wC3ABiAHeAb4Zozxr/vb51vENiqKYy+88AKvvfYajz76KBs2bGDs2LG0t7cD0NbWxhtvvEF+fj6HH374jjdZVq5cyfr16znkkEMoLS0lkUjQ29vL2rVrKS0tZcaMGRx22GFUVVXxxz/+kRdffJExY8akvwh3d3ezZcsWEokEtbW11NXVkZ+fz7p161i7di2VlZVMnDgRSE2JWrlyJUVFRcyaNYuZM2cydepUlixZwvPPP09OTk76inN9fX1s2rSJRCJBTU0NdXV1FBQU8Nprr7FmzRrKy8upqKgAID8/nxUrVlBQUMCsWbOYMWMG06ZNY+nSpTz33HMkk8n0tI/+/n42b95MjJHq6mqmT59OYWEhGzduZPXq1RQXF1NVVQWkDuBXrFhBXl4es2bNor6+nrq6Op5++mmeeeYZent702uqJJNJNm/eTDKZpKKigunTpzN27Fg2b97M6tWryc/PZ+rUqUDqTPry5csJITBz5kymT5/OoYceyvLly3n66afp6upK9wuwefNm+vv7mTBhAvX19ZSUlNDY2MiqVatIJBJMmzYNgJKSEl588UVijEyfPp1p06ZRV1fHq6++ypNPPklraytjxowhmUwCqTP0fX19lJaWUldXR3l5Oa2traxcuZK+vr50QaKkpISVK1fS09PD9OnTqampob6+nqamJh599FEaGxspKipK99vY2EhPTw+lpaXU1tYyYcIEOjo6ePnll+nq6mL69OmEECguLmbVqlV0dXVRX19PVVUV9fX1JJNJHnroIbZt20ZRURH9/f0ANDU10d3dzdixY5k6dSoVFRX09vayYsUKOjo6qK+vJ5FIUFxczLp162hra+PQQw+lsrKS+vp6ioqKePDBB9myZQtFRUXpwkxrayudnZ0UFhYyZcoUqqqq6O3t5eWXX6a1tZX6+npycnIYO3YsGzZsoKmpiZqaGioqKpgxYwbl5eU88MADvPHGGxQXF9Pb2wtAe3s7HR0d5OfnU11dzZQpU0gmk6xatYqmpiamTZtGXl4ehYWFbNmyhcbGRiorK6msrGTWrFlUVFSwePFiNmzYsFO8nZ2dtLe3k5ubS2VlJTU1NSQSCVavXs22bduoqalhzJgx5OXl0drayqZNmxg/fjyTJ0/mve99L9XV1fz2t79l3bp15Ofnp/++3d3dtLW1kZOTw8SJE6mrqyM3N5c1a9awYcMGCgsL6evro7Ozk46Ojp3WADvppJOoqqriP/7jP2hp2efjtt2Ul5dTVlbGN77xDT772c/udz+SMmvjxo3Mnz+fJUuW0NPTs8+PSyQShBDS70s7hBAoKiqioqKCZDJJfn5+ugDX29tLjJH+/n5CCJSXlzNmzBgOPfRQcnJy6O7upquri2QySVdXF93d3fT29pKTk0NFRQUFBQVUVFSkt3d1dTFmzBja29vp6emhpaWFZDLJpEmTKCkpoaSkhNzcXFpbW4kxkkwm6ejooL29nba2NhKJBBMnTqS4uJjCwkKA9Htnbm4uXV1ddHZ20traSl9fHxMnTqS8vJyCggIKCgpoaWkhxkhfX1/6fbmtrY0YIxUVFel/Py8vj56eHrq6ukgkEvT09NDR0UFbWxu9vb2MGzeOiooKEokEpaWlNDc3A9DV1UV/fz9tbW3p57YjhkQiQUFBQfpvtuPqwa2trem/R0lJSfo4afz48Wzfvp0QAp2dncQYaWlpSfdbXl6ePgYsLi6ms7OTnp6e9N+/ubmZjo6O9Gf7lClTiDEyadIkGhsbgdSadYlEgqamJlpbW+nv76e0tJTKykr6+/spLy+nvb2d3t5euru7ycvLo6mpic7OTrq6uigoKOCQQw6hv7+f6upqtm7dSoyRzs5OcnJy2L59e/r/oqSkhMmTJ9PX18ekSZPSz6OtrY3CwkIaGxvp7u5Of7Yfcsgh9PX1UVtbmz4h1N3dTU5ODo2Njen/i7Fjx6b7raqqorm5mf7+fjo6OigsLGTr1q3pv3lOTg5Tp04lmUxSW1vLpk2bSCaT6WPOrVu30tHRQU9PD4WFhVRWVpJMJqmqqqKpqYlkMkl7eztjx45ly5Yt6bzIycmhpqaGGCOHHHIIjY2N9Pb20tvbS15eHlu3bk3/HfPz86msrASgqqqK7du3E2NM97tt2zZ6enpob28nhJDud+rUqbS0tNDd3Z1ed7CxsZH29na6urrS/YYQdvo77Oi3qamJrq6udL7X1NSQk5PD5MmT6ezspLOzMx1vU1MT7e3t6dfVoYceyoQJE0gmk+l+dzwWSB9/JRIJjj76aGbPnk1eXh7FxcUcccQR+/U+N1wsjklZKIRQTarINTvG+MSg7VcCF8UYZ+3hMccC04HngVLgMuB04MgY46r96XOgfQww+FJKJcDrI704Nnv2bJ544om97yhJGZSbm0sikSAnJ4fjjz+er33ta8yZM8cpVNJBKMbIfffdx5133slTTz3Fhg0b8DubpJHgQx/6EEuXLs10GG9rf4tjuXvfRdIosOsRU9jDttSOMf4X8F/pHUNYCvwF+CLwd/vT54CvA1fvY7wjxpQpU5g8efJbTmfaX7m5uYwbN46tW7ce8H7Hjx/Pli1bDuiB8jvtd8dl6Pe1361bt6ZHSR2ofsvLy9m+ffvbTjN7p/3m5OQwbtw42tra6O7uPqD9lpaW0tvbS1tb2z71C+y170QiQUlJSfqM694kEon0We297VdUVERxcfE+vTb2td8dIxnGjx/Pa6+9tk/9AnvNnR2j6iZNmsTatWv3qd89jbTYU787zl6vWbNmr89v8GjLwX3sKGr19PSQSCSYNGkSY8eOZebMmTQ0NNDW1kZZWRlFRUVMmDCBCRMmMH78eE466STmzZtHcXHxXp+TpINHCIFzzjmHc845Z6ftMUZWrlzJs88+y5IlS2hoaEiPOHnzzTfTo2Mg9TnZ399Pbm4uvb296ffREMI+fR5L0g4hBKZOnUpubi7V1dWZDmfIOHJMGsUO4BTIm4GaGONp+9vnaB05JkmSJEk6OOzvyLHE0IUkaajFGHuABuDkXZpOBvZprmBIDVF5P/DGu+kzxtgdY2zZ8QO07tOTkCRJkiQpg5xWKY1+PwJuDyEsA54EPg8cAtwEEEK4Ddiw4yqTIYSrSU2rXEVqzbG/I1Uc+1/72qckSZIkSQcLi2PSKBdjvCeEMAH4FlAFvACcHmNcP7DLIcDgxSXGAYuAyUAz8Ffg+BjjU++gT0mSJEmSDgquOSZpSIQQSoFm1xyTJEmSJA0H1xyTJEmSJEmS3iGLY5IkSZIkScpaFsckSZIkSZKUtSyOSZIkSZIkKWtZHJMkSZIkSVLWsjgmSZIkSZKkrGVxTJIkSZIkSVnL4pgkSZIkSZKylsUxSZIkSZIkZS2LY5IkSZIkScpaFsckSZIkSZKUtSyOSZIkSZIkKWtZHJMkSZIkSVLWsjgmSZIkSZKkrGVxTJIkSZIkSVnL4pgkSZIkSZKylsUxSZIkSZIkZS2LY5IkSZIkScpaFsckSZIkSZKUtSyOSZIkSZIkKWvlZjoASQe3lpaWTIcgSZIkScoC+/v9M8QYD3AokgQhhCnA65mOQ5IkSZKUdWpijBv2dWeLY5KGRAghANVAa6Zj2YsSUkW8GkZ+rMpO5qhGOnNUo4F5qpHOHNVIN5pytATYGN9BwctplZKGxMAb0T5X6jMlVcMDoDXG6BxQjTjmqEY6c1SjgXmqkc4c1Ug3ynL0HcfngvySJEmSJEnKWhbHJEmSJEmSlLUsjknKdt3AwoHf0khkjmqkM0c1GpinGunMUY10B3WOuiC/JEmSJEmSspYjxyRJkiRJkpS1LI5JkiRJkiQpa1kckyRJkiRJUtayOCZJkiRJkqSsZXFMUlYLIXwhhLAuhNAVQmgIIRyX6ZiUnUIIXw8hPB1CaA0hbA4h3B9CmLXLPmNCCDeEELaGENpDCItDCDWZilnZayBfYwjhx4O2mZ/KuBDClBDCHSGEbSGEjhDCMyGEDwxqDyGEb4cQNoYQOkMIj4YQ3pvJmJU9Qgi5IYTvDRx7doYQ1oYQvhVCSAzaxxzVsAkhHB9CeGAg32II4axd2veajyGE8hDC7SGE5oGf20MI44b3mbx7FsckZa0QwieBHwP/BzgKeBz4fQjhkIwGpmw1B/hn4FjgZCAXeDiEMHbQPj8GzgbOAz4MFAMPhhByhjlWZbEQwt8Anwee26XJ/FRGhRDKgaVAL3AacDjwv4GmQbt9FfgScCnwN8CbwCMhhJLhjVZZ6grgElL59x5S+fgV4IuD9jFHNZzGAs+Syrc92Zd8vAt4P3DqwM/7gduHKuChEmKMmY5BkjIihPBn4C8xxgWDtq0A7o8xfj1zkUkQQpgEbAbmxBgfCyGUAVuAC2OM9wzsUw28BpweY3woc9EqW4QQioG/AF8ArgKeiTH+vfmpkSCEcA0wO8a4x1HgIYQAbAR+HGP8h4FtY4BNwBUxxp8NW7DKSiGEB4FNMcbPDNr2G6AjxnihOapMCiFE4OwY4/0D9/eajyGE9wDLgWNjjH8e2OdY4EngsBjjygw8lf3iyDFJWSmEkA98AHh4l6aHgQ8Nf0TSbsoGfjcO/P4AkMegnI0xbgRewJzV8Pln4Lcxxv+7y3bzUyPBx4FlIYR7B6an/zWE8LlB7YcCk9k5T7uBJZinGh5/Aj4aQpgJEEI4ktRI298NtJujGkn2JR//J9C8ozA2sM9/Ac2MspzNzXQAkpQhE4EcUmc+BttE6kNAypiBM3U/Av4UY3xhYPNkoCfGuH2X3c1ZDYsQwnmkimBH76HZ/NRIUAcsIPX++X3gGOAnIYTuGONt/Hcu7umzv3bYolQ2+wdSJ79eCiH0kzoW/UaM8e6BdnNUI8m+5ONkUjMddrWZUfb5b3FMUrbbdW552MM2abjdCLyP1NnkvTFnNeRCCFOBfwJOiTF2vZOHYn5q+CSAZTHGKwfu/3Vg4egFwG2D9vOzX5nySeAC4FPAi6TWZvpxCGFjjPGXg/YzRzWS7C0f95Sboy5nnVYpKVttBfrZ/YxGBbufHZGGTQjhBlJTg06MMb4+qOlNIH9gwenBzFkNhw+QyrWGEEJfCKGP1EUk/m7g9ibMT2XeG6TWvhlsBbDjQjtvDvz2s1+Zch1wTYzxVzHG52OMtwP/COxY69Yc1UiyL/n4JlC5h8dOYpTlrMUxSVkpxtgDNJC6KuBgJwNPDH9EynYDl8q+ETgH+EiMcd0uuzSQugLbyYMeUwUcgTmrofdH4H+QGuWw42cZcOeg2+anMm0pMGuXbTOB9QO315H6Ijc4T/NJFXrNUw2HIiC5y7Z+/vt7uTmqkWRf8vFJoCyEcMygfT5IavrwqMpZp1VKymY/Am4PISwj9cb+eVJnl2/KaFTKVv9MaprFXKA1hLDjLF1zjLEzxtgcQvg58MMQwjZSC/VfDzwP7Lo4unRAxRhbSS2unxZCaAe27VgXz/zUCPCPwBMhhCuBX5Nac+zzAz/EGGMI4cfAlSGEVcAq4EqgA7grMyEryzwAfCOE8CqpaZVHAV8CbgVzVMNv4CrU0wdtOjSE8H6gMcb46t7yMca4IoTwB+DmEMLFA30sAh4cTVeqBItjkrJYjPGeEMIE4FtAFakvfqfHGNe//SOlIbFg4Peju2z/NPCLgduXA32kvvQVkhrNMz/G2D8M8Ul7Y34qo2KMT4cQzgZ+QOqzfR3w9zHGOwftdi2p/PwpUA78mdRaeq3DHa+y0heB75LKvwpgI/Az4DuD9jFHNZyOBv7foPs/Gvj9S2A++5aP5wM/4b+varkYuHToQh4aIcZRtUaaJEmSJEmSdMC45pgkSZIkSZKylsUxSZIkSZIkZS2LY5IkSZIkScpaFsckSZIkSZKUtSyOSZIkSZIkKWtZHJMkSZIkSVLWsjgmSZIkSZKkrGVxTJIkSZIkSVnL4pgkSZIkSZKylsUxSZIkSZIkZS2LY5IkSZIkScpaFsckSZIkSZKUtf4/lKlBeSwdl54AAAAASUVORK5CYII=\n",
|
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"text/plain": [
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"<Figure size 1200x800 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 1200x800 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"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)*100.0/float(nx)\n",
|
|
" \n",
|
|
" plt.plot(x, h, label=label, **kwargs)\n",
|
|
" \n",
|
|
" h = None\n",
|
|
" x = None\n",
|
|
" gc.collect() # Force run garbage collection to free up memory\n",
|
|
"\n",
|
|
"for simulator in simulators:\n",
|
|
" fig = plt.figure()\n",
|
|
" setBwStyles(fig.gca())\n",
|
|
" plot_solution(simulator, reference_nx, 'Reference', linestyle='-', marker=' ')\n",
|
|
" \n",
|
|
" for j, nx in enumerate(domain_sizes):\n",
|
|
" plot_solution(simulator, nx, 'nx=' + str(nx), marker=' ')\n",
|
|
" \n",
|
|
" plt.title(str(simulator.__name__))\n",
|
|
" plt.legend()\n",
|
|
" save_figure(fig, simulator.__name__)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"metadata": {
|
|
"scrolled": false
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
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"text/plain": [
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"<Figure size 1200x800 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"def downsample(highres_solution, factor):\n",
|
|
" assert(highres_solution.size % factor == 0)\n",
|
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" nx = highres_solution.size / factor\n",
|
|
" return highres_solution.reshape([int(nx), int(factor)]).mean(1)\n",
|
|
"\n",
|
|
"conservation = np.zeros((len(simulators), len(domain_sizes)))\n",
|
|
"error = np.zeros((len(simulators), len(domain_sizes)))\n",
|
|
"\n",
|
|
"for i, simulator in enumerate(simulators):\n",
|
|
" #Read the reference solution\n",
|
|
" datafilename = gen_filename(simulator, reference_nx)\n",
|
|
" with np.load(datafilename) as data:\n",
|
|
" h_ref = data['h']\n",
|
|
" \n",
|
|
" #Compute conservation and error for subsequent resolutions\n",
|
|
" for j, nx in enumerate(domain_sizes):\n",
|
|
" #Read current resolution\n",
|
|
" datafilename = gen_filename(simulator, nx)\n",
|
|
" with np.load(datafilename) as data:\n",
|
|
" h = data['h']\n",
|
|
" \n",
|
|
" #Downsample reference to current resolution\n",
|
|
" h_ref_downsampled = downsample(h_ref, reference_nx/nx)\n",
|
|
" \n",
|
|
" #Compute error per cell\n",
|
|
" error[i, j] = np.linalg.norm(np.abs(h_ref_downsampled - h), ord=1) / nx\n",
|
|
" conservation[i, j] = (np.sum(h_ref_downsampled) - np.sum(h))\n",
|
|
" \n",
|
|
"fig = plt.figure()\n",
|
|
"setBwStyles(fig.gca())\n",
|
|
"\n",
|
|
"x = np.linspace(domain_sizes[0], domain_sizes[-1], 100);\n",
|
|
"\n",
|
|
"scaling = np.max(error[:,0]) * domain_sizes[0] * 1.5\n",
|
|
"plt.loglog(x, scaling/x, '-', color='gray', label='Order 1')\n",
|
|
"\n",
|
|
"scaling = np.min(error[:,0]) * domain_sizes[0]**2 * 0.5\n",
|
|
"plt.loglog(x, scaling/(x*x), '-', color='gray', label='Order 2')\n",
|
|
"\n",
|
|
"for i, simulator in enumerate(simulators):\n",
|
|
" plt.loglog(domain_sizes, error[i,:], label=simulators[i].__name__)\n",
|
|
" \n",
|
|
"plt.axis([10**1, 10**4, 10**-8, 10**-2])\n",
|
|
"plt.xlabel('Number of cells')\n",
|
|
"plt.ylabel('L2 error')\n",
|
|
"plt.legend()\n",
|
|
"save_figure(fig, 'convergence')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\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.xlabel('Number of cells')\n",
|
|
"plt.ylabel('Order')\n",
|
|
"plt.legend()\n",
|
|
"save_figure(fig, 'convergence2')\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 1200x800 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"#Plot initial conditions \n",
|
|
"fig = plt.figure()\n",
|
|
"reference_nx = 16384\n",
|
|
"ref_x = np.linspace(0.5, reference_nx-0.5, reference_nx)*10.0/float(reference_nx)\n",
|
|
"h0, hu0, hv0, dx, dy, dt, nx, ny = gen_test_data(reference_nx, 9.81, 0)\n",
|
|
"plt.subplot(211)\n",
|
|
"setBwStyles(fig.gca())\n",
|
|
"plt.plot(ref_x, h0.T, linestyle='-', marker=\" \", label='h')\n",
|
|
"plt.legend(loc='upper left')\n",
|
|
"plt.subplot(212)\n",
|
|
"setBwStyles(fig.gca())\n",
|
|
"plt.plot(ref_x, hu0.T, linestyle='-.', marker=\" \", label='hu')\n",
|
|
"plt.legend(loc='upper left')\n",
|
|
"\n",
|
|
"save_figure(fig, 'initial_conditions')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"metadata": {
|
|
"scrolled": false
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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|
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"text/plain": [
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"<Figure size 1200x800 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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\n",
|
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"text/plain": [
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"<Figure size 1200x800 with 1 Axes>"
|
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 1200x800 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"def plot_comparison(**kwargs):\n",
|
|
" plot_solution(HLL2.HLL2, reference_nx, 'Reference', marker=' ', linestyle='-')\n",
|
|
"\n",
|
|
" for i, simulator in enumerate(simulators):\n",
|
|
" nx = 512\n",
|
|
" plot_solution(simulator, nx, simulator.__name__, **kwargs)\n",
|
|
"\n",
|
|
"\n",
|
|
"fig = plt.figure()\n",
|
|
"setBwStyles(fig.gca())\n",
|
|
"\n",
|
|
"boxes = np.array([\\\n",
|
|
" [[43, 49], [0.53, 0.531]], \\\n",
|
|
" [[53, 56.5], [0.566, 0.57]]\n",
|
|
" ])\n",
|
|
"\n",
|
|
"\n",
|
|
"plot_comparison(markevery=16)\n",
|
|
"\n",
|
|
"\n",
|
|
"for box_x, box_y in boxes:\n",
|
|
" x = np.kron(box_x, np.ones((2)))\n",
|
|
" y = np.hstack((box_y, box_y[::-1]))\n",
|
|
" fig.gca().fill(x, y, fill=True, linestyle='-', color='gray', alpha=0.5)\n",
|
|
"#plt.xlim([0, 10])\n",
|
|
"#plt.ylim([0, 0.0055])\n",
|
|
"plt.legend(loc='upper left')\n",
|
|
"save_figure(fig, 'solution')\n",
|
|
"\n",
|
|
"for i, bbox in enumerate(boxes):\n",
|
|
" fig = plt.figure()\n",
|
|
" setBwStyles(fig.gca())\n",
|
|
" plot_comparison(markevery=2)\n",
|
|
" plt.xlim(bbox[0])\n",
|
|
" plt.ylim(bbox[1])\n",
|
|
" plt.legend(loc='upper left')\n",
|
|
" \n",
|
|
" save_figure(fig, \"solution_zoom_\" + str(i))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"\n"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.6.5"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 1
|
|
}
|