{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "`Cortix` 2019 **07Aug2019**\n", "\n", "# Droplet Swirl Example\n", "* This is part of the [Cortix](https://cortix.org)-on-[Jupyter-Notebook](https://github.com/dpploy/cortix-nb) examples.\n", "* You must be in a Jupyter Notebook server to run this notebook.\n", "* Select each of the cells below and run them sequentially (use the run button, `>|` on the tool bar or use the `Cell` option on the menu bar).\n", "* Alternatively, on the menu bar run all cells: `Cell -> Run All`.\n", "\n", "$ \n", " \\newcommand{\\Amtrx}{\\boldsymbol{\\mathsf{A}}}\n", " \\newcommand{\\Bmtrx}{\\boldsymbol{\\mathsf{B}}}\n", " \\newcommand{\\Smtrx}{\\boldsymbol{\\mathsf{S}}}\n", " \\newcommand{\\xvec}{\\boldsymbol{\\mathsf{x}}}\n", " \\newcommand{\\vvar}{\\boldsymbol{v}}\n", " \\newcommand{\\fvar}{\\boldsymbol{f}}\n", " \\newcommand{\\Power}{\\mathcal{P}}\n", " \\newcommand{\\bm}[1]{{\\boldsymbol{#1}}}\n", "$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "## Table of Contents\n", "* [Introduction](#intro)\n", " - [Droplet motion model](#dropletmodel)\n", " - [Vortex motion model](#vortexmodel)\n", "* [Write a Cortix run file](#runfile)\n", "* [Verify the network connectivity](#net)\n", "* [Run the network simulation](#run)\n", "* [Results inspection through Cortix](#inspect)\n", " - [Results: All droplets](#dataplot)\n", " - [Results: Individual droplets](#droplet)\n", "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Introduction" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This Cortix use-case simulates the motion of a swarm of droplets in a vortex stream. \n", "It consists of two modules, namely, a `Droplet` module used to model the droplet dynamics, \n", "and a `Vortex` module used to model the effects of the surrounding air on the falling \n", "droplets. The `Droplet` module is instantiated as many times as there are droplets in \n", "the simulation while a single `Vortex` module is connected to all `Droplet` \n", "instances. The communication between modules entails a two-way data exchange between \n", "the `Vortex` module and the `Droplet` modules, where `Droplet` sends \n", "its position to `Vortex` and `Vortex` returns the air velocity to `Droplet` at the given position." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Droplet motion model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The equation of motion of a spherical droplet can be written as:\n", " \\begin{equation*}\n", " m_\\text{d}\\,d_t\\bm{v} = \\bm{f}_\\text{d} + \\bm{f}_\\text{b} ,\n", " \\end{equation*}\n", "where\n", " \\begin{equation*}\n", " \\bm{f}_\\text{d} = c_\\text{d} A \\, \\rho_\\text{f}\\, \n", " \\frac{||\\bm{v} - \\bm{v}_\\text{f}||}{2}\\,(\\bm{v} - \\bm{v}_\\text{f}) ,\n", " \\end{equation*}\n", "is the form drag force on the droplet,\n", " \\begin{equation*}\n", " \\bm{f}_\\text{b} = (m_\\text{d} - m_\\text{f})\\,g \\hat{z} ,\n", " \\end{equation*} \n", "is the buoyancy force on the droplet,\n", " \\begin{equation*}\n", " c_\\text{d}(Re) = \n", " \\begin{cases}\n", " \\frac{24}{Re} & Re < 0.1\\\\\n", " \\Bigl(\\sqrt{\\frac{24}{Re}} + 0.5407\\Bigr)^2 & 0.1 \\leq Re < 6000 \\\\\n", " 0.44 & Re \\geq 6000\n", " \\end{cases}\n", " \\end{equation*}\n", "is the drag coefficient as a function of Reynold's number, \n", "$Re=\\frac{\\rho_\\text{f}\\,||\\bm{v}||\\,d}{\\mu_\\text{f}}$.\n", "The mass of the droplet and its displaced fluid mass are denoted $m_d$ and $m_f$,\n", "respectively. Droplet diameter, $d$, dynamic viscosity, $\\mu_\\text{f}$, and \n", "mass density, $\\rho_\\text{f}$, of the surrounding air are provided." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Vortex motion model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we simply use an imposed vortex circulation in analytical form given by its \n", "tangential component of velocity\n", " \\begin{equation*}\n", " v_\\theta(r,z,t) = \\Bigl(1 - e^{\\frac{-r^2}{8\\,r_c^2}}\\Bigr) \n", " \\frac{\\Gamma}{2\\pi\\, \\max(r,r_c)} f(z) \\, \\bigl|\\cos(\\mu\\,t)\\bigr|,\n", " \\end{equation*}\n", "and its vertical component\n", " \\begin{equation*}\n", " v_z(z,t) = v_h \\, f(z) \\, \\bigl|\\cos(\\mu\\,t)\\bigr|,\n", " \\end{equation*}\n", "where \n", " \\begin{equation*}\n", " f(z) = e^{\\frac{-(h - z)}{\\ell}}\n", " \\end{equation*}\n", " is a vertical relaxation factor, $r_c$ is the vortex core radius,\n", " $\\Gamma = \\frac{2\\pi R}{v_\\theta |_{r = R}}$ is the vortex circulation,\n", " $R$ is the vortex outer radius,\n", " $h$ is the height of the vortex, and\n", " $\\ell$ is the relaxation length of $v_z$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Write the run context" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Import various packages; must have the Cortix repository installed\n", "\n", "import scipy.constants as const\n", "import matplotlib.pyplot as plt\n", "\n", "# Leave this block here for Azure\n", "try:\n", " import cortix\n", "except ImportError:\n", " print('Installing the \"cortix\" package...')\n", " print('')\n", " !pip install cortix\n", " import cortix\n", "\n", "from cortix.src.cortix_main import Cortix\n", "from cortix.src.network import Network\n", "\n", "# Import the example modules\n", "from cortix.examples.droplet_swirl.vortex import Vortex\n", "from cortix.examples.droplet_swirl.droplet import Droplet" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "code_folding": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[12755] 2019-08-25 09:46:23,909 - cortix - INFO - Created Cortix object \n", "_____________________________________________________________________________\n", " L A U N C H I N G \n", "_____________________________________________________________________________\n", " ... s . (TAAG Fraktur)\n", " xH88\"`~ .x8X :8 @88>\n", " :8888 .f\"8888Hf u. .u . .88 %8P uL ..\n", ":8888> X8L ^\"\"` ...ue888b .d88B :@8c :888ooo . .@88b @88R\n", "X8888 X888h 888R Y888r =\"8888f8888r -*8888888 .@88u \"\"Y888k/\"*P\n", "88888 !88888. 888R I888> 4888>\"88\" 8888 888E` Y888L\n", "88888 %88888 888R I888> 4888> \" 8888 888E 8888\n", "88888 `> `8888> 888R I888> 4888> 8888 888E `888N\n", "`8888L % ?888 ! u8888cJ888 .d888L .+ .8888Lu= 888E .u./\"888&\n", " `8888 `-*\"\" / \"*888*P\" ^\"8888*\" ^%888* 888& d888\" Y888*\"\n", " \"888. :\" \"Y\" \"Y\" \"Y\" R888\" ` \"Y Y\"\n", " `\"\"***~\"` \"\"\n", " https://cortix.org \n", "_____________________________________________________________________________\n" ] } ], "source": [ "# Create a Cortix object with Python multiprocessing\n", "\n", "swirl = Cortix(use_mpi=False,splash=True)\n", "\n", "swirl.network = Network()\n", "swirl_net = swirl.network\n", "\n", "# Set parameters in SI units\n", "\n", "n_droplets = 15\n", "end_time = 3*const.minute\n", "time_step = 0.2" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Create the application network\n", "\n", "# Vortex module (single)\n", "vortex = Vortex()\n", "swirl_net.module(vortex)\n", "vortex.show_time = (True,1*const.minute)\n", "vortex.end_time = end_time\n", "vortex.time_step = time_step\n", "vortex.plot_velocity()\n", "\n", "for i in range(n_droplets):\n", " \n", " # Droplet modules (multiple)\n", " droplet = Droplet()\n", " swirl_net.module(droplet)\n", " droplet.end_time = end_time\n", " droplet.time_step = time_step\n", " droplet.bounce = False # allow droplets to bounce off the ground\n", " droplet.slip = False # allow droplets to slip on the ground (otherwise will stick)\n", " droplet.save = True # Save the simulation data for post-processing\n", " \n", " swirl_net.connect( [droplet, 'external-flow'], [vortex, vortex.get_port('fluid-flow:{}'.format(i))], 'bidirectional')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Verify the network connectivity" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "network-0\n", "\n", "\n", "\n", "0\n", "\n", "Vortex\n", "\n", "\n", "\n", "1\n", "\n", "Droplet\n", "\n", "\n", "\n", "0->1\n", "\n", "\n", "\n", "\n", "\n", "2\n", "\n", "Droplet\n", "\n", "\n", "\n", "0->2\n", "\n", "\n", "\n", "\n", "\n", "3\n", "\n", "Droplet\n", "\n", "\n", "\n", "0->3\n", "\n", "\n", "\n", "\n", "\n", "4\n", "\n", "Droplet\n", "\n", "\n", "\n", "0->4\n", "\n", "\n", "\n", "\n", "\n", "5\n", "\n", "Droplet\n", "\n", "\n", "\n", "0->5\n", "\n", "\n", "\n", "\n", "\n", "6\n", "\n", "Droplet\n", "\n", "\n", "\n", "0->6\n", "\n", "\n", "\n", "\n", "\n", "7\n", "\n", "Droplet\n", "\n", "\n", "\n", "0->7\n", "\n", "\n", "\n", "\n", "\n", "8\n", "\n", "Droplet\n", "\n", "\n", "\n", "0->8\n", "\n", "\n", "\n", "\n", "\n", "9\n", "\n", "Droplet\n", "\n", "\n", "\n", "0->9\n", "\n", "\n", "\n", "\n", "\n", "10\n", "\n", "Droplet\n", "\n", "\n", "\n", "0->10\n", "\n", "\n", "\n", "\n", "\n", "11\n", "\n", "Droplet\n", "\n", "\n", "\n", "0->11\n", "\n", "\n", "\n", "\n", "\n", "12\n", "\n", "Droplet\n", "\n", "\n", "\n", "0->12\n", "\n", "\n", "\n", "\n", "\n", "13\n", "\n", "Droplet\n", "\n", "\n", "\n", "0->13\n", "\n", "\n", "\n", "\n", "\n", "14\n", "\n", "Droplet\n", "\n", "\n", "\n", "0->14\n", "\n", "\n", "\n", "\n", "\n", "15\n", "\n", "Droplet\n", "\n", "\n", "\n", "0->15\n", "\n", "\n", "\n", "\n", "\n", "1->0\n", "\n", "\n", "\n", "\n", "\n", "2->0\n", "\n", "\n", "\n", "\n", "\n", "3->0\n", "\n", "\n", "\n", "\n", "\n", "4->0\n", "\n", "\n", "\n", "\n", "\n", "5->0\n", "\n", "\n", "\n", "\n", "\n", "6->0\n", "\n", "\n", "\n", "\n", "\n", "7->0\n", "\n", "\n", "\n", "\n", "\n", "8->0\n", "\n", "\n", "\n", "\n", "\n", "9->0\n", "\n", "\n", "\n", "\n", "\n", "10->0\n", "\n", "\n", "\n", "\n", "\n", "11->0\n", "\n", "\n", "\n", "\n", "\n", "12->0\n", "\n", "\n", "\n", "\n", "\n", "13->0\n", "\n", "\n", "\n", "\n", "\n", "14->0\n", "\n", "\n", "\n", "\n", "\n", "15->0\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# View the Cortix network created\n", "\n", "swirl_net.draw()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Run network simulation" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[12755] 2019-08-25 09:46:24,415 - cortix - INFO - Launching Module \n", "[12755] 2019-08-25 09:46:24,421 - cortix - INFO - Launching Module \n", "[12755] 2019-08-25 09:46:24,427 - cortix - INFO - Launching Module \n", "[12755] 2019-08-25 09:46:24,423 - cortix - INFO - Vortex::time[min] = 0.0\n", "[12755] 2019-08-25 09:46:24,432 - cortix - INFO - Launching Module \n", "[12755] 2019-08-25 09:46:24,446 - cortix - INFO - Launching Module \n", "[12755] 2019-08-25 09:46:24,456 - cortix - INFO - Launching Module \n", "[12755] 2019-08-25 09:46:24,469 - cortix - INFO - Launching Module \n", "[12755] 2019-08-25 09:46:24,481 - cortix - INFO - Launching Module \n", "[12755] 2019-08-25 09:46:24,491 - cortix - INFO - Launching Module \n", "[12755] 2019-08-25 09:46:24,508 - cortix - INFO - Launching Module \n", "[12755] 2019-08-25 09:46:24,524 - cortix - INFO - Launching Module \n", "[12755] 2019-08-25 09:46:24,536 - cortix - INFO - Launching Module \n", "[12755] 2019-08-25 09:46:24,548 - cortix - INFO - Launching Module \n", "[12755] 2019-08-25 09:46:24,564 - cortix - INFO - Launching Module \n", "[12755] 2019-08-25 09:46:24,588 - cortix - INFO - Launching Module \n", "[12755] 2019-08-25 09:46:24,615 - cortix - INFO - Launching Module \n", "[12755] 2019-08-25 09:46:37,840 - cortix - INFO - Vortex::time[min] = 1.0\n", "[12755] 2019-08-25 09:46:51,032 - cortix - INFO - Vortex::time[min] = 2.0\n", "[12755] 2019-08-25 09:47:04,398 - cortix - INFO - run()::Elapsed wall clock time [s]: 40.49\n" ] } ], "source": [ "# Run the simulation!\n", "\n", "swirl.run()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Results inspection through Cortix" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### All droplets" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "'''All droplets' trajectory'''\n", "\n", "from mpl_toolkits.mplot3d import Axes3D\n", "import matplotlib.pyplot as plt\n", "\n", "position_histories = list()\n", "for m in swirl_net.modules[1:]:\n", " position_histories.append( m.liquid_phase.get_quantity_history('position')[0].value )\n", " \n", "fig = plt.figure(1)\n", "ax = fig.add_subplot(111,projection='3d')\n", "ax.set_title('Droplet Trajectories')\n", "ax.set_xlabel('x')\n", "ax.set_ylabel('y')\n", "ax.set_zlabel('z')\n", "for p in position_histories:\n", " x = [u[0] for u in p]\n", " y = [u[1] for u in p]\n", " z = [u[2] for u in p]\n", " ax.plot(x,y,z)\n", "plt.rcParams['figure.figsize'] = [10,10]\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Trajectories of all droplets released from random positions at 500-m altitude. Multiprocessing parallel run with number of processes corresponding to all modules: all `Droplet` modules, 1 `Vortex` module,\n", "and 1 Cortix master process." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "'''All droplets' speed'''\n", "\n", "fig = plt.figure(2)\n", "plt.xlabel('Time [min]')\n", "plt.ylabel('Speed [m/s]')\n", "plt.title('All Droplets')\n", "\n", "for m in swirl_net.modules[1:]:\n", " speed = m.liquid_phase.get_quantity_history('speed')[0].value\n", " plt.plot(list(speed.index/60), speed.tolist())\n", "\n", "plt.rcParams['figure.figsize'] = [8,5]\n", "plt.grid()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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lJ0cp3CWnPc1mk0Nf/ysm7v4qcdQEz2LDdMy1krqHa4ptgG3gvtUhsPE4PygT2RaYtuDvT13EvcL4a2q5ykLBRRiQAOP54IUse9wzWP2zf3hcD6tms8n9hyP2HGnNE9ZOlBDFlnYnRr8Q4dmb++OXqbWZiWoYK5XICa3Jxk77BkhOLZ0eDgt0A6EbCJHvxLVbNQNjj/2gHelblwWLsyisiRHUKF5oGKoHrB4S6pUfMj51N4cnD9OLe2nwVt+SKo4JI+RWZSaImdWYiyaGQA2hlVwcDQav5eE1PaK9hgn1c7HMxklr6d/xoGgugnPFMhfFgmVYtBQXEs55Fmm6LiKIEXzPz63CalilHtYZrg+zorGC1aOrOX/N+Vyy4ZLjuoYToaxV/uhRCnfJktEc38mu6/477cP3YE0PiuOwAWlqji4cJZyNtXluf8aA5875AAtmJrNoBX8CTA8XGZwFLGVBTPTnYlN3pYJYg+cNM7zxGax75bvZunUrV7/i6hO+5syiveHOA+w92CL6x21IGhjk276wBrFSiaESKdVI8ayzUD0dPN6xCCuQum+duPZ8YaZmmBhKRZK54prejoI7F1EsfYtVAmGoETBiZnjp00a46b4b2DW+g3a3jVodGFsEBly0C41hCoJnPQLr4SUevvr4LR//iE+kAVMI9fTvZMgszWwqimkmrpnlqaK5O3aehamDblgXEKX4nk8lqDBcH2bD2AYu33g5V553ZWlJlpxSSuEumUez2eTBj72N1sFtKJEbBi2O32YevWKuq5eO5VbBVlPrdwS4bM7BEzBTacBTjBPXLHq4WFShGD0cFazeSDAaUln2ODa9/A9PyF08l/HxJh/4j53svfZH0PX4xHdvdtZrnFqxqQUbxmm0buYStv31uRbt0epaxAbaodAJha4vtCqGyJN51quFOeOk6sZHc+sVTGhYMRLyvEtX8cyLKnxs88fY+9D9tDtt96MmHdfMxyoLUbELCa6HEFoPP/bxuh7+lA824N8fDBCE9Q/r6H54EkmIJCIyEYlJ6Jkeba89aKHSn6cn1yeLI8BZnWIEX3z8wKcaVNkwtoHnXPwcnvPE55zwOT4SpYVZcrpQCvdZyM4vvZeDWz5NHDfR0BJU4OYfOjezHVKSEY4/FxaQWWf95m7mXWngVE+QJKC64iI2veZ9ixJFfO1/3M/fXH+I3hdvxo8hSCCMtRDkBJ66NJv56TH9dc+6963X+eOvncAFIfV86AXCbHVuLqfMs2Szee4W9gT1oF73eebFY7z8KSv59o5v89Xbv0pzponG6gQ2+5tjpRatWBfpLHgq1CIfv+cjUwG3Phhw+5cDDOa4xHVuoJAVS2QiYomJTUzH6wxarViscRaq53n4vo/vuSnwAyp+hZHqCMuHl7NyeCUblm/ggvUXsHZ07Un/e5eUlPQphfsM5O6P/iaTD3wd9XouUrnmxnrnlkFUmeOGDpw4a5156YZm2lnC3hHB39OPVNbEYFQQ8cAEGK+CeFVMpY4fDhMMraKyYgPDFz6dVU/6qYc97xvv3MuHPr+HTnsvmhREldTaph/YVAx2EnVu5mqk1LpKo2upxDC3NMXc4KY84lecgNpCukw/tcbt2/Nd2k3sKSPLKvz80zfwwss2sH3vdj7+zY+z79BekiRxkaq68FjrXKE1aqgmPn7k3MLbDgTce1NIoAFj6d+xkrt3U4HtmR6xiWl7baaD6b5rOHUVixHCIGR0eJR6tc5wdZjVI6sZbYxy4ZoLByJiH47SyiwpOf0ohfs0otls0nngZh76xvvpTe3GejGEiq05sbVDSrIMdCMDgVfScWO9efWnrDBF0o9YlrQwhb+nEHDVE3x/GVMbXswL/sufnND5/nC8zY59s+y+p82h793GRLOLl7qVwzgTW0ujqzS6ypOP4/iZSzgxLgWnVTFM1w0HR7w8SCr2IKh5XHnRCt749DW5GDWbTb6949vsObyHg82DTHWmmOnMEEURURJhrcVaFy1srIvq9dSjHvnIgYCvfDHk658PqNgKAQGb2HTc90dRuqZLZJyLeDaYZVImXUSvifNx1sAPCPyAWqXGSGOE5Y3lrFm2hk0rN5UWa0lJyTxK4V4CfvShNzG199toJXGim1rEWlE3L1rFWXnHtOQjhvmFM3rgNcFMC+Ehl1pkuoLEIcMbns6GX/rfJxUc8/999Bv80/tuQbtKmEA1chHJfqJ5tHJefrAwzyoxwcKFJ7o+zFYNrVCYqhu6vqRi66KKxRP8wBCGhlros6wesGpZhfNW1rl4/TAXrh28plvuuoVP3PQJplpTTmytRyUJ8Kd97rkt5N23Bvjq5yJczEM9lmhhi6XrdemZHl2vy2wwSyxxbs3mwUpSGGsVlwLjez5BEFANqtSrdZY3lvPa5722FN2SkpJFpxTuE8SNE19HHE+hFYsdcsFYyZhiLwYuTneMwUyCabvIZzNFoSgG/UCsYn3kyFnDxgbUVz2Jja+/5qjCfOeuCf528x52jd9DtxujFueGTkspGs2CvhSTVo7yrBPnetcy3FbW9GAN3fyYkQczVZNbtN202ESWD2vnli9MU4CsQOwLhMJl5y/jzc/bAMA1m6/hrp13EcdxLqwmMUgsmI77BdNRoYtwUIXtGK6fU0XJtz5VW2V1+pcRS5yL7Www6wS2mF5zlGINxTxU4xnOXX0ub3/J29m+dXvpGi4pOY0Z3zvOXQ/sYd/BwxyZmGZqepbZmRadTpder0sUx8SxxdrYedWs4h6M7oErrg5uv1a6KMbVosWoTVM83XNC0v3zIkD5uub7SXrcf/7Yv/J3H37fKbkHZ7Vw7/raB9h3y4ewQde5oouWcaGV3kAv2Mw6njNOLF3wDoG/WzAzTqQDs5wLX/uBk458/t//9iO23vcjgtQSrvWUelcZblvqPWUEjs8FDUzXXMrQ3hUmz9FNAuGctQ1+52c25T8Utu3cxle2foX9zf20OjP0op4b67XaH+/NIpXTMoR+x+eBbSHvuqNCNakS6HxXc0JCYvopO1laTj6X+euRRMTGWcB+4PPUC57K65/z+kVNxdnO9kU7VknJmUaz2eT+nfvY8eA+9jy0n+bkNLMzHbqdNlEUEccxibWuKI1N+PAnvoZYRbCpoWAxKCYVRpkndoPLZmC7e69o//0eCZ5ajCZ4muBrgocdOOdqOi0mNj0rK8Yti2RXlS4Lmr2WbuvYxT6Lo3PWCfeur30A78fv4z8OKnY58IL0hTRNybRBOuKs1KM0MXApTGlKUyT44SoueusnF4yWHh9v8sf/cicPHpgl6iZIIqDar5GUBWcVqlDl48M9ZaTtxoefnu5uBaZqhtmqsHeFR88XEq9fclHTIvyklaJ831CpGJZVA1aPVrjsvFGu3NhgdHSUbTu38YGvfYDZ2Vl86xNGARO7At75wZCqreJbH1/dV2Q4/TsWIolo+226XpfpYDqPUlajrFi2glc/69VLmrZTUnKmcu/Ovdz0rS3cfe9OJicniXpdNEkQm6QlTjNLL7UMMysScvHLl1NhNKnYOfGzqQDGuRA6sU1fLxa9AZal04lic/EzuQhaSaVdBItxNdadZLtgUfGIxR94rw68NxPVObaxuKYyWtjuahT074i7OQbxjMuIqFRoVGuMrVzOOetWcukl53PhpnXHbQyUJU+XmH23fIjeCxR/F4Q7BTMreLbGxpf/KWt/+qUnfNw7d03wW3/9HbSV5BbxUMeyrGUZS46vgGEvDcRqh8K+UY92Rej4QjDk83+/6AKuumAV2/du54Nf/SDT0828IEZej9i6WsSCYLqGZFaYUGFyr+H+bcIX1KOSVKglNdYVimVbLG3PCW4zaA7k2A64nQt1gLNqTp7nUQkqnL/2fH73Fb97wvexpOR0otls8oWv3cIPfridw4cn+PAn/h2xmRBaBOvEMV+fY0XmYlrcbvNlUxDSIJ3gkcvDPhJJKnKZCCbiE4tHIh6RCehQwYrXtyiLliSgBYHMxM/mImlcnI4KasSV5PV8KmFAozHEuvWrufSSTTz1kvNZu+HsiPHYcWgHzVubvOIZrzgln3fWCXdGuMvwrHfeN7DtK7fv5vqt+2lOd8GyQH/aNIUJ8BKopGUlhzqW0VnLU1MPjgWm6obpmnB4OKATpA0KDIifNgdImwsYIwS+oV7xqFZ8Ll47xBtecCHgHhrv+fJ7OLh/D37iI9Mh1366wnVJhVpce8SUIkUHKkhlLulEEmaDWSYqEy5vl5iVy1fyqy/+1VNSKrGk5GQY3zvO/bvHeejAEfYfOMJ9D+xkqjmFjSPExvhYTCquXtHFqjGe2qKN1l8uiK9JxdZTS6ARBuVcHr4PdIKQiE8ipm9RFizE/ty5XGPJlp2FacVz78WQZNZpdiwxzko0BjGuEUbg+1QqIWFYZXikwYrREdasXsH5G9edkMV4IpwKK3P73u3cufNO7nvoPg7OHKTVbtGLe67xip2fmgnkQanz6yD0iw8VO5fN7Upm1AwYQnO7ly1Ybx7Dlvu2lMK91NxffRYf/dObqfUsQx1lWcuNFx9PR6Ge56KmZ6vC/SMB7VCIKsIvPn8jL3nquWzbuY33f+X9tNqtfPzXxGZeO7sYYVqFGYQjuwxbvhMQ2IBKUqGqVS7ECXksMS2/RctvMRlOuipUabSz53k0Kg1GhkfYOLaRyzdezqXrLy1zdUtOGc1mkwcfOsyeffs5eHCCw80ppmfaTE/NMjs7y+zMDCRRQUiT3Nr0NSawMYFG+Jo4V7BqLqImDxxy24qcd5TzUaAnIZHxiSRILU8XuJLXVM9dqkWLsz+mmYghzoQ1FVTxfMJqjVUrxzh/0waefuWlXPbEC5by1i45zWaTLbu2cMeDdzDdmh5othLbmCRJiDXOG65kgvjh2z48IGhFsSuKX7Hj2EC53PQ4WS35ud3Kio1XRtO/kyUzaOY2XhmItUlL5BZL3mbvndt4JfNIRiY66XM7Vs464b7fv5R1bMH2ruCyh3p0AqHZMDy0wkstYyHx0jrO9P/BMKmF7Llx4yecM8ybnreB0dFRtu/dzp9//s+J2hFhL+TL/17hxq9Uqcf1R6xklX+JCi3seqZHx+swE8zQMz0iE7F82XL+x6v+R5leVLKoFMX2oYcOsfXOu5mamkbingsMsgmfuvazA8Ia2h6Bxs46fZjxUYChdDoaXQnpmYCeCYnEp2saqQu3OE456MqFQaG1klqpxkN8n+GhYS699CJ+/qefvaiu2lP1A3f73u3cdNdN7Diwg4npCTrdTr9DWSZ86lIRM+GDvuU50M6zIIj9/tbeoDiqwVc/Pw6cWLOVInMLAhWDTTPRs1jUDHYdK9aOP1rjleIxSFMz82E7EYwYjGfwxMM3PrVqjVUjqzh35blcvvFynrTpBMpCPgLlGPcSM+utAKBT2ceuZ1/NH7zsfEZHR3nP597D3bvvJomT/IufISpIkk49N9Zzz10+f7gtIExCakmNc9U50hSl5bdoe22mwil6pkciCZ7vsWb5Gi7fdDlrl62d18+1pOR4uPOuB7jus9ezb984SdTFs0XLNSLUiMA66zYLTOqLbBa1a+eJ7eMW+KwEoWuqdE1Iz4TMeA0S8fpRtUVLNV1HGRwzRUiMhxqfoFJj43kbeM2rXsTFmzackvt1MjSbTT753U+y5d4tfHjrh7GJzYUxswpzl6rOcdWysIt1wM2q/QJA2QRQpToQg3I8zG20UhTQnunN60o2TyQzq1J1QWszezwGfkAlrDBSH2Ht8rVcsuESnn3+s8vn2hJz1gl3Rs/fx+S+v+OP/sZZxhVb4XELPrbmk1XE6nrdPHK6a7rYwPJzT/s5Xv2cVy/x2ZecaTSbTT583Vf50Y/uJeq08WyMb10wkq9JYXzV5uOtA6kzhW2h7VG1XcaYH/SYYOh4TmS7JqRLZV5KS7/95nyxTYwhER9rfCq1OmNjw/z+f33Daf8g/srtX+HGO2/k8NRh4jh21qU1eHgDAnk0V+3c7Zl16lufwLo68Oc+zCh30VKc504tpjXOsSgzES26aLO/4n7gOumJSF4bPggCGpUGlbDCcHWY0cYoo/VRnn/p80+JZ+5UW5lZZcmJH95Ar/kgSTRD0m1B0sMmMWiEYkGzYkku+mLoPMMAACAASURBVJ60zLFI2o1QBjsRui6FheWsQFb6A0ULacEUjpGve25+8/uE577j/lNyL8464W6ZHgAaVFg5s9IFaYUTuUtajeL7PpWwgmc81/fWr7C8sXxJXS0lpx/NZpOPf+YGbr/9hyRRN81XTVKLdYH81MK6wQU3VWyXqu1SS1oEmvDEOZ8RiUfPVEgKY6hZikyCQc18gU3EJxKfOI0UtsYjqNa46MJN/MobXr6oIrt58+ZFO16z2eTT3/80tz9wO7OtWZdWicyzNj31HlZQi6Lr4eVpi0dLWczGHyOJFu53Xdw2Z/uAy9f0h7SMZ6iGVVaNruI5lzznMW9lNndupTV+P71DO2mN30P74AP4Mwf57o0WS4yITUVP85oXA9UhpTAVuwrmYlh4zVPwXb0M9YEANHDdBzG4cs8b55/jSdEDid00UDo661I4sCx5oazsNVFX0fJUcdYJt03dPtLr8jvv+J3H9H+2kj5ZtaV7djzIvv2HmJlqMdtpE3e7RJ0OQepaDm2PL//jx6jaDvWkTajRMTdKy4Q3iw6OxafjVZn0hzkYjDmxNQGJ8QiqDa64/Am85VU/dVp+BzOR/fZd3+Yfb/9HJ5Lq4dm+uBYjcedG6y7kFg6TEA+Ptcy3BhXNfzwXLVAgHx/NLVkYWE9M2sGMfvaEeEKj2uDiDRcvWunZU21hjm/5Eoe//1k6Ez/Gxj3QxFmTCmotWeN51QTF9chVU7Asi4Wj0pLK6tEXxSAVyIB+waliGeaiVZrFiNWB89MJCvUWj0JCvwZGcXlutcjCsiQCbTCJe48U5+lxJKvBUqyzgaBZR9h0u2LS3wvOLBYTYPy6a460/HEsu+S51C85+f+Dmzdv5nnlGPfSkf3HF+S0fGCWPDL37tzL+z/4T0w1J/CTmFB7hLZHxfbycV4/dUF76dhusdrS0YpKKNAyNdpejRmvwZFgOZEE9IxzHWM8PN+nVqszMtxgdHSYdWtWcsGmDTzpkk2P6vep2WxyzeZruHv33US9aL57+BFcxOD6dwfWZTRkIrtpgeYqWV/thcZH54psLr5Ykko67kqSdzCrVCtcuPZC3viTbzxjAi/Ht3yJQ9//FO0D95JEMyg9J5im/3wZsDCz9bn964PCFKrrZ59NFdzT+eL5n39CZD3t0772EuEaELXAZFZmsQTz3LLMRYFMGxg5EZV0H4PBx/gN/MZqhs55Eiuv/PmTrhr5aDA5Ocnd+9rcs2+G/RNtZrsJUWTpJpZenJAkECeulkUUKyQW1OPaH9zCR/7bqSkstaTCLSKjwD/gujsr8GbgHuBTwCZgJ/BqVZ1YyvMYOKdT9UElC3Lb1rv5589+nWZzgqjbBZvMGcOlUMiiWEbRUk261G2bRjzD4+YEVbVMjZZXc1Zu6nouup37pS9cqUJXZSl1PRufxsgyfvkXXkzcaZ4yq2r73u38/df/nkNTh/pRwzaNkNVCcOQClqyvfj7+GtqQSlLBw+O8oyRH5f20jxKpW+zH3fJafZFNhdb4huXDy3nZVS/jhZe/8JTcnxOl2Wxy4MvvYnLHd0h6k6j0UN+5cEUK4jnXXTvXnWsyIU2bA1Xhxq8BIU5QT0ZULUjHTXnP+qmCuzZ2FmZmbebCKQssWyeemn9HfMSrEjTGqK16Iiuveukjttw9EU7WAzE5OcnuSWXfkRkePNhi7+E2E7MR7U5MFFsSq2DT/xOFVr9G04JTaa3xrP0vpC7rrLZ4NhSdvc+6/T3rlj0LVWsJrRIqhBYCFTwFD6ECbJLCV0IGvi6IQBbGLALN6tTJ3M7jYqkt7vcBX1PVV4lIiHO0/AFwo6q+R0R+H/h94PeW+Dxy5ieslCw2N393Kx/5p88Tt2epaEQ16VBLXc/1pMV69JirQiVk1Z882l6NKX+YA+FKeiYgkpBKY4iff9lP8pIXPntRzn3z5s0nfYzte7dz/dbr2bpjK71eL3ctZ0IbWNcutJJUjquUbJGu6eau5elgmonKRN7JzIolDEMu3nAxz7vkececz78QS+kebo7v5KEvvZuZPT8gSaZRYyGY0yegMM0V1mxs1FmoilbBVkFrwLp0Olacp7ngrsVZoR1cH4IpgUOZpdofCyWWtEphgGAQERQ/L5YiXhUTVvCCIYKhMYKhMcLRDSx75useNQ/N5OQkN987xY92N9k/2WW2FdOLLDYVSlTSUqoMCKAURNJTxViPz930rUFBTJsYmUIXwSBRQqsE1u3j4d7vqaTiBwHwOIELETxxwuRJOiH4+XK2XdKvgaaCqqm46hxhTb8q6XYPwctSxvx0TGCRsLJ/0Y71SCyZcIvIMuD5wBsBVLUH9ETk5cDV6W7XAps5hcKdSbeWCn5Ums0mf/KXH+fAvofwbeTsVM3+c8yvhyyqhGl+bzXpMJTM8sTCT6SWqTHr1TkSjLKvsiYthOE569d4rhqU7xGGIY16g7GVy9m0cS1PfsKFp7ywxe7mbt7+D29nYmoCY11+aya2vvUHikTMHePNcmazNKCNcyJoIonyTmZTwRRRJcrFtphmIyJ44iGeEHgBvu8zVB2iUWmwfGg5Vz7uylNe633PNz/Gge/9E9H0Q1jtga/96FqY7wouCm76ZLYFgdUa2DnjpUelOK45d2w0AdNxFqs5DH4aZETqDiYRJDYYUyUYWU919JxUQFcSrtxEbexcZNXjH7VCRQf2T/LpLfu4b+8U060YG1vESiqGfREsegqlIKRFCzO3SOe04PVT8awnSs0qoRV8Ec4FzkvFMBO5udalK6riXs9+L2WC6gO+UXxRfDQXVz8VRy8Tx0VTGQv0EHoIEa50lXWBcbnv3pWh7S9nfn1Nt8dI+qtLyNwZSbrejxsg/SFAGrAo+Y9Hg/gG8T3wfaRag2qF8dk25z3tmYt1oY/IUlrcjwMOAh8RkcuBLcA7gDWqui/dZxxYs4TnUPIwvOd913LXXffixV2uu/ZzVG2HRtJiKJ5lnUaPaLCklZpJxKPjVeiaCpPBCPsrq+mZkNiv8qxnPZXfeuMrl/xaxpvjfPBrH2TfkX10O11X3QlyF0uxWEWx3GEWkRzakDAJqSbVeaVks4I4scR5NaW5LmcYDJiyWKxxubOVsMKVF13Jr73415b8PmRM3Hcre65/H93mXucutlEawKTpwygdk81UYJ4Fm1qudeUbXwKtM79P/LHgnpVp8x43eZOCHEiFNYvmjQTRkKC+ivq6K6itPIdw5Sbqm65asHnPqWLbg02+cOuD7D7YotU2fPS2W/CsYhIniL4FP+1XnwspWhDV1EqFfhtJdUJaiXB974HLBAKBQJx1GQjpvC+cAHm18NTKzCzM3NIUJRDnzXfHMPiewfMX81GfIHRwjXh7iGRC2kOIEWKQyM1J0nPOBs5tfh2aC+vgILqIRTzFGoOp15Dlo1QufgJc/kyqp2lc0g82b+bxz7n6lH2e6BKZniJyFfBd4DmqequIvA+YAt6uqqOF/SZUdfkC738b8DaANWvWXHndddctynlt+c5HueIZ3+KuLc/myU97y6Ic89Hihm9v48Hd+9EocgU2IM8DXihVyVNLmKYnNZIWVduPCbUIM16DWb9B21Tpmgo9EyBhhTAMqVZCRoarLB8ZYsVogxUjNUZHR07p9W4b38b3xr+HJpq7nTOXcy2u4Z2A2yuzgiMT5a7n2MTExIgnXDB6AVc/7urFv5jjIGk3YXIfTNyLN7sX0zqI1x1HvBgqig2BzE1cV9cbvkE/Evh4icDMgJkF05bcXeyMHEndyj5WqoipgAmJvSp4VagsJxlaC8vWQnUMb3Sx83bmM9mxfH+vMD7r0YvAJOk4pYUgAT9xQhkkaa+BBYS06AY2qpjUSq3Ebt9AIEyFNJRsXQiMEpoE39i+WxZd0E1bHB8NRPBdMhsix/q9LYqf5hbjvLn0BoTViWiUWqoJEOeiqWkLRJfbn3pHgMR4WM8QBz6RHxCHVTqVKp3aMJ2R9TBaZWZmhqGhh6uLd/awFPfiBS94wRZVvWqh15bS4t4D7FHVW9P1z+DGs/eLyDpV3Sci64ADC71ZVa8BrgG46qqrdLFcVFu+85F8+Uypz33b1rv54DXXQXeWmu3QiFuMxFMstx3m/eI5CglCLAEtr0bHqzLtD9GRCj0vhLDKW1//Sp77zCuW7BrGm+O861/exeTU5EDJxbyW8ZyaxsXXswjpalLl/IJfNWsf2vbaTIaT/TFebC5aeQW81AUdeAGVSoWRxghPPvfJ/PLzf3ngPJdqTHd8y5fY/ZU/JeodhiDJg51sDZen6quLLp6btuO511ntpsyxN1AV2aYiOwPSEoIjqXUb0c9FTRYIYMKAF2K8Cl51iKC+ksroOlb/7B/mruPFvh8H9k/y4Zt38cC+Fr1ujJc4izXIxDXuBxFlbl9TCEzqz90230I1gnWqbCCmIhAaJ6phJq5eQsUkVIxN04szK7XgFi66ioX0Dhk8fIwED3tNTiC7qSj2ffmDLtvBxGDJXL6SuX5T/z6xu2jfYEaG8S96PP4TL4OxtaedtVn2OOjzmCl5qqrjIrJbRB6vqvcALwTuSqc3AO9J519YqnNYiMzllNU8PtXctvVuvnPbj9i7d5xWu0232yOKY2ycoNY1p/dsRKAx1aTDcDLDsmiKJ6UupgTDZDDCwXAlHa9KJD6JCTBBgOcF1KohQ0P9VKVz16/hiRec87A1mzdv3rxoov3Rb3yUG++4EUkkt4arSZVaXGNV+lckSw3K8m8HOpmlhf6zvN7DlcP0TA81yqb1m/idFy99Hv7Efbey4zO/R9TajxKnOa46WDiiMOVVl9J0H1tX7DDYYWDOsLS0wEw7a1a6gpnlEYs/ZOO7EgkkhrC+jo0/9/8uSdQwwIGO5Y+vu4OdB1rYrsVPFN+mAqsPL6rF7WHi+stXe8ow8FSgIlAxks4h9CxVE+OL4onmgUiSBiDNjerNXMhBzcMjeBiB9RBmMczixjgXHg/tj4Nmy1EurE5UnftXTAKVAFm/jurV/xfVC563JPe+pORoLHVU+duBT6QR5TuAN+H+v31aRN4C7AIec/VBP/3Fb/Clf/s6laRDPWlRsx1qSZta0s5rQ696hGMAtEyVKX+EnfWNtE0VKg1+/W2/xFVXPGHJzv3PPv9n3LnjTsS6lKPMOobB8eGBsWI1eTezUEMuwAWUWSyz/mxuEUfGBWNVwgprx9bykitecsqDrObSbDZ58GNvY/bgHWiQENTgW9vANhQ7AnYEONZU1KQfbSwxSA/MjODvTcd407QfIw1WPeXVnP+KP1iSazqwf5IP/cdOdu6fxfYUYzUPOqLgJs5b1abi6lsIY3VTpK6vfA/G9DCrceJaFaFiXFCSZ1zXLheslFaTmzPmmlm3oVGqNQhrBp8QI+GC5+4S9rqQjZWSLCC0xWAjm1qundyKzQfOA4O3ehWVF/3coohraWGWnC4sqXCr6lZgIR/9o5YImuX7LRbfuOk2rv3E5/Fjl+o0Ek8zGk1yeSrQs149Leaxgl4lcI8e8eh3N3LVfdwYkyuWGdRqPOvpT+G3XveyxT3ZAp+/9fN87jufQ2IhtCGf/c5nqcd1akktbyMKbvQrlnhex56BohvYvJtZbGIiifArPr/24l/jqosWHKJZFJrNJjs/8gbaR7ajQeKilYslEnN3s+bVo/JtQX/fuaXRzCSYKfD3C+bH6fhuT8AKhgDPr2HCEYLGSqpj51JbewnDFzyN0U2LO9RwYP8kOyba7JvscmSqy+HpLg8eajE7G0PUjxYOYhfkVI0s9a5S7ypj6rzrg2k0kruGcydBYRmj+F5MwyQ0jKVehWr14YV2kKggrEWRTTDSQWhhaBdE1o3BqokxjRrBFU+h8TNLH8hYUnKmcxZWTluY//+9H2bHfTsg7hKoi4QcCPQqBHtlQV4122EonuGy9KhdCZkIRtlR30TLq7Fq/bm894/fviTX0Ww2+Yuv/QW7xnehiQ6kJaFgXBmnAevYUy8P6KrH9Xy8OCFhNphlKpjiYPUgPenh+z4bVm/gdT/xOi7ZcMmSXMOxMHHfrfz4C++kN/kg6vWc63kI7IiSrAC9fHB/6ZIHU/WtX4FuoYRisfxiZiV3BI8GM+e+lBf8lz9Z9Ov4+tY9/Ot399KajfBjZ9lWIuc6rvechetyYbM0nsEUIIAGkPlaQoGagZoI1cBS92KGJKERKtWKR0AFkRP57x0APTyaGJl2LmZp5eO40EP8BBluIKOjmJVrCC6+FDacd9qNwZaUPFY564Rb0kFuGxne+ubfZCieZTSeZChpcdlR3pMgeRUuV4vao2OqTPvDHAxX0jZVKqMr+F9/+KtLMua6fe92/uxzf0bcjalYF0E9FA8R2nAgWGsh8r634mpB90yPWd81VumaLmEl5Opzr+Z1r3jdop93xl3/8FYmd92EVhKXv1tJU46qOtiEIBsnzuorey6Ai6cOHs9MgNcUwnvBtEhFd5j1P/GrnPszbz2pc12oAMvXt+7hs7fsodNOMEnf7Sy2kE/L4Lhu5nKuRs4CbnSVS+kLbt0IVT+h4cVUTURYsQQieC5kDIOQFSs1hSXBgHjIvAh6wWMGI1NzxDarFDKY2+o6TQEiqBGM70ElRFatovKK/5yLcOkeLik5/TjrhNsmbl5tR1wyez/T3hATwSh7K+vpegEEFVatWsP69Su55KLzeOol5z9sYNeJsm3nNu7aexfjzXEOTh9kuj1Nr9tjtjtLEiV5bnE9rjMUD7FRXVpNQsJMMMORyhG6pkssMRioVCvUwhorh1eybsU6zhk7h/PXnH9M1vJiVAtrju9k13X/nfahu7DVGNsAuwySMcUWi2zELgJa2mA6ktdIHqiTXKxg5WKCMD1BkpC1z3gTm/7Tb5/0+Rb55raH+NTNu2nNRASxz2e+9S2qkVLrKkMdy1BXeXK6r1+o6uSKUUi/KAWp61kU8RJ8L2bEJIxULY2qIaSGDLic/fRHQDHCOGJucYjc5Sx997MT5Q7iRZg1q6j80huorjwzan2XlJzOdO7aSnTXD9D9e9CZSSTpYqMY0QRjE1QtiuuBgLpgx6tImP76NQy/+5On5BzPPuG2LtCqE/pMPvVl/PHvvW3RP6PZbPIHn/4DZqZmXMCWDanYimvckJa/NIUkWw+PUeZb6pFEzAQzHKgeoGu6SCD8xs/+xpKNGzfHd3Lf372KmElsJa3PXKGfnuQx0Is2K02pfho1XXRZ9MA/BP5ucWlKbSEwy7nwtR9Y9MYDP9hxiL+//gHa0zFhpISJy8OVObWMs4jnbL2SWsO1yFnDBmgYGPKgESSMeBEjFUut6hEQzhHdR8JFOAsdPDmMyV3PLYQOxo+Rc9dT+YU3lS7mkpICnWYT7r2T7j13wMG9MDuNiTqojRASRPtF3Ps/ZNNf/tLvkNIv/JL0Ax1J0sppcZrbnhWLyfLcI6piqR7t5B6mNkI3mdu0d+k464Q7H+U2smiifc3Xr+GmH95EmITU4hrD0TCr7WpWs5pEElpei57Xo+W3Fmz0AK51IZrODaxesZrfecXvLFnHpD3f/Bh7bngPttLDH4Zv7lKS1aDF4Ntemhsc0a/dnPWizdKS0oqCZmc/atpjGRe/8R8WNVjry9/fzb99fy+d2YQwziKeLUNtZbhtuTT9Z60JVHwwJo1wlsHqUtm2AKVuEhr1hDpKXSp4FKuWBBi6GJnAMIWRFnk6UFbYuhDp7Ho0K1YMJvCgXkdWLB9wO5eUnIl0Do/D/nF6t34Txn+MtKfAdrhSE2ZveD9ZBoCktWadCBY6oxRajPVLkBa9R1kpUud5qtBD5opnsbXow6AqgEdWmdzlNYSoBrgadT6uQGuIah1No1bT5MN03aDZciEBUTUrAptWRhfBSgBeha6EVC55EpXFuOHHwFkn3LLAUsb2vdv526/9LUemjriSmen3rWgdZ+lPvvUJNKAe12nEjTwSe9abZTKcZL+3nziIecfPvmPpLOSdW9lx3W/Tnd2NinUlLI3mdfMHxo7FWc+2BnZYScaAF6TX1AHvIIT3OOvYdCuMnPds1r/qzxdtzH7bg03e94XtxO2YIM0Dzrr05IU2ALGDVrKfuPHheq/vrq4K1AJlKIxY4fcYHUloiEfAEJmle2xEqSjP4LEXI1PALJ7fw3vKUxj++dcuyrWXlCwWnWYTHtoJB/cRTRzCTjehPYt0u2jURqebmKiFaIRI9kPTLWd1vo2kwyz0yEqM9n+E9pteZ8JaTVNxciE9ioharaBUUa2mIpnXkYN8MvlrqlmyoAA+mqZ8KF663BdTTcUU8RATkHgVpD6MjK7CO+dxeOddCGvWUh1zhs6prtLxmCnAcrqjKK/7y9fhJz61pEYjalBLaixP/x6JRBLaXpuO12EinKBnemxcv5E/f+2fL8n5Htx2Aw986h0k1S52BJKVSrISePqxH0NmwJsGMyUEe8DMCr6sYOqyX+cn3vD6RTvXP/rnrezaO0O1B/WuZaRtWT5juSJtiZ2VjzS+s34907eMs3xgV4BDCcQyUosZris1MnHOXNYhEODJITyOYGQawwzQdQ8jyYLfDOJ5iG8gDJGwAsuWU3nZL86zhstgrJKTZSFxlU4HOi00aiPtWehMI7aLSJzGN2Su2i6SCquhjZG0aEwqqFXp95U/qjt3gae6E9UGVqsoVayOFAS0L6p9cZ3bJUZSK9TlUar4RAR4w2NwzoVUnnU11fMfveyTs42zT7jTX49eZYQLplYA0PbazPgz/daIpt+taW6npkpYYeXwSn7rRb+1ZFW79nzzY+y98S+wXotkWElWKPFa+hbyrMsx9h9KU596giQGIyHGr+FVRvDrKwiGVlFZsYH6uZdRveC5Rz3fucFpk5OTvO+rO9kxPotEWhgXVoxNi4hq+ls5tZYrsUttGmlbVnfVFewQqFcsY0GHNcM9lslc4T02hGk8aabWsRNnoQ3LKtR+8S1UN53e/aFLziw6zSYcGaf7H1+GvfcjvRlEe1wlEa0b3psLq0gHQwsjs/S7VcVUJc6PdVRxzQzKFFVBqWO1gaWGUiXWUVTDgstW8vZrOiC0/clZpz7WBBA0kFXnED7zp6g+5Rn5xy4W5Y/cR4+zTrhVnI/H2h4PDD3A2NgYf/Wmv1qSzxrf8iV2fv73sH4XrZEXCFE31JK7tYvpT/hgh+g3Po3A3w+VuwUzBYFZzUVv/8qi/WjYsX+Sj/7A8E+33kyj44R3xXTCWEKhP5ajWLRDCssYCMOEIS9irNpjZc1Sp47QSN9ZwXAEX/Zj5J7UTdfBVcVKx4eNYI0gngehj6lW0KERwo3nU//ply7KtZY8duk0m/T+/TPofVsxnUnQLkZ6Beu1hUg7dR27RhuSBzgV3cMJVXGpJ7noznlKWq1hdQhLA6vDxLoq3Smvgg76cOIqoAFWQjRsIOvOJ/zpX6C6adMJ94UpObs464Q7s7gTG/Hx3/34oh5655fey77v/R12mRKPDVrJ4FzV0k2DvWKQxBUGkbQQSB7w1UnTpaKAjT/7Lta/6FUndV4H9k9yx75pbr77ELv2zeKnqU7LWpax6YSnJe6RUg9geaXDuqEOI2Kp4uNTxY0bP5KVHOAedT182YfHgxiZdNbxBecy+pb/elLXUPLYo9Ns0vvXa9Fd2zDRbGrBdtPx2CyAKRPVQh1xSds/puVRjcxSYbpv6RaeaqoGywhWh7HUsVkXl3SMtVhAYK57OAtishogXpVZv8HoC19B9TkvLAW25FHl7BPuRaLZbHLfX7+UKNqPDinxKiVej7OUE/DHnZXsTQkmqbH22W/lvJctThW1f/z6vXxr68G0zKVS61nCmLwBhJeQVt9Kq3ClEddpgykAar4yWu2xYajNKoGQUZz4BggenhzCcDC3UgZzit1DtN9PNwETYZY1qL7yNVQvKF3Xj2U6O7bT/dyHkZkJxMaodd8L1UxMXQyJSP+70q8n3sHILIZpKjJJVXruoIWYQpsHNwV5kJKmYjtg1SK5xeuCokKUwI3nBg1YfwGV//RGqmNrF8VFvGXzZq4+hT2XS0qOxlkn3Hm0YaH26e4b/569m/8SG0bOpR30J5ctoH33dlbnOgSenR7Agr8PKtsErymseeqbOP91i9dA4rc+chvNgx2G2srymYSxacvT3OkQhkotjKmamNAkhJ7FDzWLzSzM3bOxToDHMM6CDhE8fNmDJ/e7XOO6Uv2Vd5TFPM5SOju20/vSJ+HgbsS2eJp0aN34PzHMYmQGI5NUaPaDpI4xTQdw47c6hGWIWNfR0wvSCOQQSw2Gxgh/8uepPv35S3Z9JSWPBc464c6ohl1u+bMLSVZBtF77Lm2buqnbrrsTCUgkzn2d5TJn8zaYjseqy17Dha9753F9/oH9k3z/wSkePNLi4ESHqU5MuxPT6iZI11KJlKGOMjadcH7HOfEagbKq2uGc0Q6jVDAsS4+2kBs7HgiYcXmWXQyHMHIvwjQSdKm/6df47s6Qq69+84ndyJLThk6zSfez/4jZtQ2SFkbaaelTl/aT587KYKetLI/WyEzqctaB4CnVgESXYxkhthvpcQmqNay6nt6KcaVTMagYjHhY46HiYwIfrTaoPPclVJ/+/NLFXHJKaDabdO6/hel7bqZz8MdEh/ZgZ6awUYTESToSo+mzXPLhSkmAWAbTz4vtdeeuWyAyjPXg1nUez/jitlNyfWedcPvGBZ6sWjNBZ73ijUPlLsGbFAwjXPzLf7Molb0mJyf57Y/fhZlKqHdtmotsCdIGE34/q4Mx/g975x1nSVnl/e/zVLh1Y+fJkYEZcnYUEEWCuyLJsK5rWHF3RVdXVgUVBV2X14i6+4IRXNO66wK6IKuvoiKCsJJB0jBMTj3TM53u7b6p0vO8f1Td2z25gQ7TM/XlU1TdVPepmup76pznnN/ZPRHMEuA4ijmpCvMdnywtRHPINhIfU2zEEIOREpfhITJpaG/DPmwp8ohjfasVSwAAIABJREFUcRYtGvtgN2x4qYebMEHUN2yA7rX4vVvRgwPo7tXIepFG0w8pqkiGkWIIW/TjCHcnLzhKpMoyOty8c9g5CkdrDAI9uxlyVjoFRpaB7AxmvveqREQmYUwUi0VKD/yI4dUPobw62nNRQR3texD6aN9HhT6EIVqFoDSEChFohNJRQ6AgzgEKBLHIWZQX5EcVNA1tFxFLbQglRiKoqpE/1ExnimVXRrPniZPAkHimiWeYBNIgFAahlIRCEgiDMO5TET1nEGDgC5Oa41DNpRjK2mPuAPxSOQQNd2QxK8UMR5VeznEfGD9t2Q/92yOU+1xaq4quUsiJbtyLOKUp2B55yyNthzgoGjo+IzIDUQsJA4mJBU1vOoUhtmKKpzHoR3bYtF7xT+M25oTJZfin34en7odwOPaIyxiihGQoTsqKsp6jvIJgd/EL2OmvVuls5A3rVgI9D6UzKO2AkUMtexktb3/fS/JyH7vnHhYmRvugoVgsMnD3Nyg+8RtUuYgOQ7RSoHVkRHVU/knsWDS8Tq113ElPxMm1glYPnvx8FJkUXhSVlPXIe92l2m0/7H6FeqZBzUpRN21qZoqq4VAxHSppB8+wUEKOao0s0CKOIQmJb5j40sSTFl68XTds6ma01IxUvJ2ibth4hkEgBEKAoUNMHWLoEKnD3TtEQvOx1ApJiKEVMu4YOVkccoZbxFek51kc95EXb7R/+6ct3HrfZnQ1pFBVdAwrjqhGiTm5lGKBU2FeOsShnegSHglnR3rVjYYSfizCMDqs7cZdnsoY8zppef9HX8ohJ0wQ9f4eWPksfu9WVP8ORLWMdivoyjCGPxSXIdWbc8OG6CcvhnbyiEPdQqjbI29XN9SmjJFSIi0ZXVYUibWmUGYWjjj5JRvmhAOT4oYn2fyzL+B1r0UHHioIQClQCqF0bExHGvRoHV0ljDauvoiMqhsb1Ho8BRgK0nv81kZW/b4JpKSaSlGxHSpWmmEzzXAmy1BLloqZpmI5uIZNKCLDGnVWjNahbHiukkAakaGVBhUr+lzNtAgMGV3pKsDUAYYOMGNDauhGQqweNVIdK1zqkdd0/FuvIerrqDGFwDJCZmZ8OltSLFnYwWknH8PxR+27w+JYSJTTJhi9hwvzwZU93HTnOqSrcDyNFUaSnFI3LoARoREr1KQCTbauaShxp1Oa2akqi1pd8s2QtoUpNmGKVZE3ZXqIhQtwznotzpJEYehApr7iT9R/8i1MfzAWfBluZkJHmdGRHvNu9b6jGfWXFeh2lG7HU4fHCVpZMHJw8lnkL3nnuIpiJEw+xZ4NDD/zW8rrH8fr3UJYHUS7bhQSDoJRHq0a8WZDjfRjA+vu7LHKapQ/Y2qxhx/osd2mBYakkkpRttMM2VlKqRzFXI6SlWfYTjNsZahZqSj0K2Qz/KuEiMLCowxs47WamaJumGihsQiwlI+lA0w1YlxHPNVGHFvHHmpcwS4at6ACIUIMoUgbisWdDuedvozzzzltPP9pDloOOcMdt+NGI3nPF+6nraKYVQw4pVECKkFaGtsMm00pmgq7QuMYAY6paHf82ES3AGnAxmA7pnwagz6MpXNoufQfpuYgE8ZE/d5f4d3/S0S1rxmyPkP0Y4qeqCbYjOqAQ92FIh97xTYjzQjETqVJI7XAMporznZiv+pCnDOS8rjpRrFnA923fYbamj+hq1XwNTlf8Pi3Qbgi8lxrIKtx9zsd/bDsW+1gd6OrgapjU3bSlOwsRSfPQL5Av91KKZWlbKXxZTTnGkiDQBi7zL+OGN7Ga0N2BlCktI+tPCztYyofUweYquG5hhhxOacQIZIQiY8hBY4QmIZASollSVLSIJ11OPe0I3cyrIly2tRxyBnuxh+PoQuctNEjn1Yszg4xW4SkKACZMe1FUMYQvRhswRB9iBZJ28f/zwSOO2FP1Pt7cL/xzxheH4IaUtQQ1JoNFkb3tm5mUYsQgYcjKpG3HNcQh7qNQM+gpk6NBDuMFuzXvyspT5pGdN/7I3ru/CZhcQDhqqiPeyNUXBtdGSKa281E+0ZWsYoMsYRY+28kJhJKQSXtUHKyDKTy9He00Du7jYoZGdjGnGogzWY4eLTXGgiJkgZly6GYyjFsZ7GUh6NcbOViq8jINjzZyKA2vNaoWYiNQAiNIQSGITGNyMA6lkUhm+Ztl5w+LuHfhAOXQ9BwR3+EOWlwZmtA5C23YYrNGGJzFA6N55+1UM0pHyEiuVSZT2MsWoJ13kVJpu0kU9+wAfffv4Th9SFFCVP0YYutOKLWvJKVzhHqAhqbqNNQI2u6KdgaK2YZaO2giJsuLHs5Le/8IPclXsSU0H3vj+j5xQ2ooRLC06DE6NbKu7ZabgqoNUo1ZS1qmiOrIr71Hkkk8E3JUCZDMZ2lbqTwbBNPWPjSxBfREkgDX1g7Pa5YaYqpXHMZTBUoWykc5caG1sNSPqb24xBxnMCko0gdjXlnrZsJh42mkzONMi/vUrzjDcsTI5vwgjnkDLcdG25TGKTksxhsxzrpaPJ/MX7dsRL2TX3dStz//h5iaAdCh+g4e1Oj4qmMkTaDUrhxI4cittgWlTuZUW2xr+fgqmMIdSvKaMV4xevIvu7NSbLWAca62z7HwEN3oIZKSE9HCVN1kDWBrIAcFhjlhsHd+4y/BpQRadorKQmlwLUshpwMg6k8fflWelId7HDa6U+30Oe00O+0UDVt0qqOrXwMHYyEibWKvdld1yNZxFIrTO3SQY2lxiAfff/bWLpo7iSduYSEPXPIGW4RT3JXVIWuz394ikdz8DN0y78hnvodhhjCEAMYcjspBiPlrTFkZWktCWlF6TZcdULkTctWrLd+EOfoE/e/g4SXzLrbPsfAH25Bl+tIb9TcbjWqmUVFtbXNcHNDUrz5uNFuZuSWyrMMitksvelWero66J4/g+3pdnrTLfSnW6gbNoE08eO53TDOQB6N1CFSK1LKJR3WSY32gpVPBzs4Pl/n8ndfMi7G9p577kmMdsIBwSFnuHfSOk0YV+rFIt4PvoLoXYUpBzHFNvKiG2FFJXiBmkWg5uKxDK3Tkba0iJo5IAyQEiVNhGEhTAuyrdgXvuuFickk7EZxw5OUnvsD1S0r8Eo9qOESyquhPRcd+ugwhCCMvOE4y7mRdNU5JHArYqe5Xt+UFPNZiukcdcfGFyaeNONQ80jI2RPRc8NWhsFUgUEnz2AqT2+6lYrlkA5rZMPKzmFn5dIZ9mAojSUFKdskbVrksg4dhSyzZ7Sz9LC5HLt04YS11U1IONA5BA13hNb7r1c8lBn6/vWw9jGEduM687gdohhJ9mokfkVyqjVssQNHVMACpW18vZBaeBohrejjzqbwl3936F5wE8xzN76H4afuR1aDqKSoIpDDYAwKZH3kWt971vOINxsaguFcmt5MC90zu9jozGZrpouebDvbM22U7BxWI2NZRaHn0UIUkngdb48ORWd1PzP8Pi4642Te8aakXWvCgU29rwc2b4KhAfyBAdTwMLpWgYFBqNXRAWgsjsNk4De/ov3zX5qUcSW/owkADH3hQxiVTRiiF0tupCBKe7w6tI5lMrGJujdZcSsTB1cdidIFQgrYb/oAzkmTJQB4cDBaX9nt30xYHiCsl9G1Gir00YGPqPsITyNdgagKjHJsnKuCPAAmWkA5n6I318KWeV0M2C24woqUpGScgCUjLzmIPeO64TDg5BlwWuJyIsiFZXJBhXRYw1YuKVXiOIZ522vPTOptEw4I6n09sH079G3bybCKehVVdxGVOjoQI93msOOE1RSaVJSYSjqKAGIxIoAUrUduaLM0agz2hi2enchD3YlDznCL3TYOTYb+7zXIvlUYopdXis2YshdMCHUrvlpEXbeidQZtZNGZAnruYaSOXQ6LlyXZ9C+Bp77yZtxVTyGrUVKWrMbZ0JVYOjKOBO1dMjJ6VguoZS125At0z+5kfWYOa9Lz2ZyfxfZMO75hYimPfDCMrXxk3HJTjpZvHLVtqJA0JRbU+8kEcOklr+b8cy5IanUTJoR6sQj9PbBlA+7GjaiN69H1MGq/GKsDauxRlR8ZlM7Er0Xq4yOi0TAWw9pAUENQjRvw1DDoQwgPIWIRdEbKF8Quj5tasIRxeV4IBtQNQXb5K8br9OyXQ85wN5XT9MEz111/4iHce+5AlHojIf9RP8paR6FsKaJwtmQYU/RQiA210ml8tRg3OBbfmonzoS8lhnkcWHfb5xi471Z0qYpRiZrYGP0Ca1hgxT82tZxJXy7HYD5Pf2ch0lCWNq608YQVzxuP6C77mPSm2uhNtzGQLhBIE6lD8kGZTFAhrerkVT8dlR6Wzevgk+9/SzIPnDCu1DdswP35zejefo4LJP2/+R0Qe6869l5xADMuw4x6I+tRXRmi7YbpyQJHx8vOCKpIyghRQVLGEP0g/FiPYaRV1+7GNeoBr9HxNF6ANgRGR4HUaa/GWf7acT8vB5XkqRBiAzBMNCEaaK1PFUK0A7cAi4ANwFu01oMTOY6dBxUZbD1Ni4bqxSL16z+B5W/BFH0YYgeO7BuR3dxHpnakAtZJqLtwg6MJRTv2u6/iwU09iVe1B4o9G1jzpYvRQ1WkK5B1wBfN7kOjM6hRkagHKq4prjUSukyUAcXWDJs7u1i5aBFP5Q9nTcsChlLRO1JhHUfVm3rM0fxw9OMzUp4UyWWaOqBDbWfmcDftWZMr/vaNSR1wwj4p//xW/D89DvUwSgiNDe2IcR1pdzSidzCqm5xuvGajKABn7PYdglosCVxBUoXR+TA7tZEdMbJiJ+PrAgHSVNBawHnlWTjL/2wSzs70ZDI87tdorftGPb4K+J3W+otCiKvixx+fhHEAoyPk08fjrq/4E/6Pv4IpdmCJ9bTKHWDGWdp6Nl6wLGo8oW3EqD42QoDGQJsOZNtInfsmnJNejgmkRn/Bpp4pOrIDiye/dDHZNc/x+LfBGBCY2wVZV9D4M/EdgeeYBIaBbzbKlCSBYRBaDWUsg1JHlp5UO92pmTybP4zNhZkE0iQVurT4JbJhmXnuRvKB4k3nLectF71+ag884YCj/sTD1H7zc6jU0UqDGhEQilS/5Ugv9GaL1obAUApFDkUepVvRzAZ2vcZ8BPWm2FTUma7Rnz0EfCQujbvTEdXBevw5Fy08jJyDdeIpZF/3xkk7NwlTEyq/GDgr3v4hcA+TaLing8GuF4u43/k8RmkNptiBLdfhmBW0NvHU4bjBMQStS2m58rpDb65jjHTf+yOqW1aMJHlVh1BeHTwPFQYIN4iSvOoCOSQw+wT2kMDGQEkodmRYO38OT+SX8mTLUnqynVStPbYT2QmpQ1KhS0bVSIV1MmGNZeWVzG1xuO7qdyWh60OYerEI3RvxVz2L2taN7tmBCgw06XgON4eigNIFFK3Aiwnp+s3+7AYDWHJzPKcbGWntSKyjjhkX5cck/2HqmOjffQ38RgihgRu11jcBM7XW2+LXe4CZEzyGXRCj/j851O/9Fd7vb0P4pVhD24/1svdUVlWPy6rKcbJYG55aiq9mIl7xRnIX/uXO3vIhzrrbPkf/nT/EaJQ+laMyKOmOPcmr3GaztrOLFYsW8WjhGJ5rW4xnWNihS5s/SC6osKC+HqvqkzIEadsgn3Foy2eZ0dnCgrkzWLJwLgtmtyeG+SCn/r93U7v7N+iahp0yku3mEsnpNpKnzHie1xqVtTw/XkaIdPYHMBjCEDtizf06xHr7iBBpCJQQSMsA20ak05DPYc6cg7FgCcxdmOSnTCKPrHqEnzz6E7YUt1D1q3zz6W9y6wdvnZTvnmjD/UqtdbcQYgbwWyHEytEvaq11bNR3QwhxGXAZwMyZM7nnnnvGZ0SjctPGbZ97YO7jv2f2wDNYcjMpsSZqAWmNvD5SVmUB9qiyqhSuWobSBVw6eOrUv4DWUZ7eBIy5XC5P6LkYV37/JTLdazFLYPZF4eycMtACSp0OA7k8/R0F+q3CSOlTLBDiCTtK9BIm/XYrm9Kz6E+3NpO8WvwhCsEQSyqryUufN557HLNal4xhUCED2zcxsH3ThB/+ZDOtro2xUCwye8MKsuUhLD9AhhqpAQRCj4SbRdwTPcpsjjzhpbqDPtrZOewcICkhRRQ+jjzbIA4vh81kCNHoZoJqbgs8lKgz1FJg09JXQOssYNaLO67ewWiZRKbTtfHQlod4tvgs5bBMKMKRRY5sa6HRaJSIEtsaj3UzL2rkuUAGBDJuKRkns3fUOibtfEyo4dZad8frHUKI24HlwHYhxGyt9TYhxGxgx14+exNwE8Cpp56qxysks+7xHwGR/R7vMM/QLf+GfPpXWGILtlyDMAMC1UlNvQylW9Ayj+5agH38cjjhtP3eHWcZmVOYSKYy5FXs2UBt/SO4vRup92/E699GUOpF1croehVRCyMlrzicbQ5EbRqUCX1dOVYcuZAHWo7n0fZjmqFsUwU4qjZKBETvUg6lMFVATpVoq/SR1h5/fdErecOfX5SE/3Zhup2P+hMPU73jp+CZcfg5G4efW1Fk0bQBZwLgj3GfkiKG6McSG5HiWQQVEC6yPY/zppeu7NcJTMf0wom6NorFIrc+eiv3r72fYXeYgAAlFYEIIqM6yqA2/xu1jaBpgAMZ4EmPUIbEQgc7IZXEVjamMpFIhBYIBFLH2/FjiHuIx+WaUksMbWBoA6klUksKVmHS/lYmzHALIbKA1FoPx9uvBa4F/gd4F/DFeH3HRI1hzzTunsYnWD70nS8jNz6EJbrJy1WRsdYd1NSpBMzGvuL/kknCVzz3nb+n8uDvkGUwSnFIu8xOql5AHFQcTRTSdguSLe1trJi7iAcKx/Nk+zJ8wyQV1mn3BphX30SuVuflxy7ivW97XRKynqbUi0W8X9+OWrsG5fmgIh9YKR39aGrixCzRjFBpnLgrXCchXcCFzf1F3vAAhtiGJepESVmNlq+js50VWiikAUpIZMpCpNOYRx7dTLyabjcxk0mxWOSGu27g2Z5nqas6oQijFwRoPcprHe29xgY3FGHkwYoA3/BHDK0DjE4r0WApKzKUo4zsbuvY8BraIB2kmwa2YWRNbVJIFZiRfRnF4EQGQoO676N0iAiiZD1UiNAareNmRzo6Hh07AEJ5yNDDUC5WWMcK67hGYdLO90R63DOB2+OmHibwY631nUKIR4BbhRB/C2wE3jKBY9iNRlx+zwH6iPLPbyFc+RiiMogOvegfLf4Hi0ob/LhpRi95sQlhakLdRl2djMdsUlfccMgb62KxyOp/OhPZ52JuF1jdgqw20AaU220G8jkGO3IMmVkCaRIISYiBKy1caVOTKaqGwyZnFuszcxlKRbfL6bBKuzfIYdW1tEiPGz5xKbPmvMjwYsKUMXz7j/EfexxUBkWeULcR6va43OjweBkbUSnSYKT6J9YiKSPNOsZJJ5N/w9sm7BgOJorFIs9sfYYtxS1sL26nVC1R9srU3TrD/jBD7hCBDprh5UBEoeJrVl2DZ3i4hosSao9e7V7RkedqKxtLWZjKJOWnMJUZGVoVGVtTZ5DmSSj5MkLpoLRGCYEWAi00Kgwh7l2uVIhUCi1CUAqpPGRQxQhrmGENO6iS8qs4bo3AfYYZtYdZWK/gePWXdP58w2Jj59iv2ZfKhBlurfU64IQ9PN8PnDNR3zt2IstdLxbxvvphTL0DU/ZgiB3kxNDI2/ZSF610hkDPoqZOJ2AG9oe+SLpjFulJGPmBSLFYZMPX/hJ//TrMQYnVLcgNRWHtoRk2Dx91GL9pfzlPtB9FIEcuO0MFTW1rgY5aLmoVr0NSqk5n0Mt8dxNzW2yuu/rSxJs+gKgXi7DqadxVz8PQILpeB9dDBwE6jH9EAyMqVySL0m0EuhM1KkFL4GKIHizRjRBr4pper+kJC0A3hDZE5KUJAdgm5rHHJ8Z5L9y/4n6+e/93GawPEoiAUIb40seXkVfrGR6hCJvh5z0iiWpHd8mINZVJKkxhhRY5L0erbo0MrjKQysIUHWjRipJtaHJoskAGLSMVNHAQht2USgmFRofDyKCMDKpYQTkysl6VtFshU99MprYSy3cxwxAjDDDDAKmiPuhjJRSSmp2hbqVxTYei1U6vM4tQmGgdKSdAdNUJBFqPOHs67q+ulEaHIZZh0N7ezrlnLydjeFx1sAiwHMgYWlG55mJs+TwFYxtaCwI9D08djtK5WM82zgIVEo2BkBahYSFbOrEvvRKntXUfTRumN2tu/RQD9/wUWQsQgUD40My1UWJEgCSIFqMoSFUFKUxCB7pntfHHJcdxZ9fpbM90YqiALq+PxdX1OGGdzpzF6848mbdc9JopPtKE/TF0y/cJn1oRlSvp1rg+uICiEAt5SGDZGPbkY4rtWGIrUjwXCXZkBM77/hGn89wJPorpxV1P3cW///HfKXmlnRKngD3O5zbmdBuG2Td8XOnuZnSt0CIVprCVTTbIRnO57DKXq0fmdBuPJRKhCoTGUSh5LNqeiUcIuowRDmOEFSy/TMorY/suVuBhBT5m0IcRbsdQIYYKkSrECHdfO14NQyl2xTVTVO0MrulQMXKEdkskSyRkfEvX0K2IGkfp2NhCrKEWhmgklpPhyCOXcNnbz5+QG//JTtI75Ay3jC/+o9TzZM2n8NQiKsE5hAtPo/Cej+4yv3po8egVJyO2lbG6BdZ22WxaAfGPhQ3KFGgTQlMSmoLQiARI+ua2sCo7j4fzx/JY+zEoIckEFbq8Po4tbeOvX/dy3nLRxVN5eAn7oV4s4v7w64Tbh2Pj3MYyPZOhUaHrKCTdH3vI66HRNa7pHevYOx7RdEYGyJYszhv/CmfJ2VNzcAcYN911E/etvo8hf6iZodzwhOtGHdd0IQ37C+EJLZrG11QmtrJJqRTZINv0gDVz0HIZyjqG0GonMD3wy4TSQyk/CierKPNdqhB0GHV0U0Gc4Bk9bwceufIQhcqd5MolctXh3bzdUEg8MxX3UrcIpYkSEiUiYxtg4gkLjURLiTYEyoLQMfEVKCVRhkmu0MIFrzuT8885feL+EaYxh5zhtolS+IdECyXeQsu13zloveb9USwWWfOZV5HfXufpTwmyvZHUYXF2imeOXcyKzCJWZhfSm2qjaBUIjH2fKUt5tHlFllTW0IbLTZ99XxLWngKGbvk+wVPPgk6hycRlhybo0ZrRsilpCQZKZwhpB17d3I/BDgyxHVusRDCMMbuNlg9eNTUHdQCxcutKrvvFdfTX+/GljxKqOferUE0vGEaym7XQKBRKKFzDjZKvMiP7FFrghA6pMEWL14JZt5C6HSHmAAtAdhJKB7ARMoUSNgoLDCO6qRYCZYDSmgAP5ZfQfgnTK9FSLlIobydfXkWhXCRTr76o4/YMi6qVpWZmGDA66cnNxFeCUJpg2sydO5fL/+YNzJqb5JxMNIec4W5kpZVECy2f+c4UD2by2fH03Wz45t9jDmisbkm2T6CFpDg7zf+eeAw/63oN3dlZoDX5YJhcUCGjqhTqQ83yqoZuthylpd2Zs/jCh9+eJIpNMvW+Hqpf+xfwHULdTsBsQn0Yo5O7IuUsD+JsaiF2Fv6BACOW040SvcrIo5fR8o6/O2QzqYvFIt+4+xs8ufVJaqoWhZ4Nl6vWXEXNrKFSaiQEHWc7NzKedy0fEggMZTRDzi1eC4Y2ECqDlkcQmkcT2ItxbQsVlvGDEsIbIl0rkXar2F4fKa8by/cxQh8zDDDCEDMMMEMfIwji5+J53128YM+wKNt5ajLNdnMmXkYSiBFPGCERhoE0DEzTIp1OkUmnaW3NM3/eLJYtWcDhi2bvdhN+qF4bBwKHnuGOadwRT3d2PH03m77/EdRwFRlqRCDihhc0pIcRSkAAxjCYvYJ8INFSMzgnzf0nHsfPus5iW3YmpvKZ6e7g6NKzvPnVx/I3b/2rqT68BOKew8+vwF3xJGpTNzqMmj2EuotAz0PH5U+C4RENAYbAAee0M8mcd8EUH8HUcP+K+/nG779BWZWbWdANwY3d6n/FzuVJnvRQclSWtIZMkCEdpCl4BcwwA+IIQvMkQmshyjAJLQikQElQIlqH8XYoNEpoZOhiexVSXpl0fZi2Yh/tpWdpL95La6kfKwx2OgZPWniG3Qw7h0TGNkTiY6NIoZEoA7QUaFsQCgNfWIRmimVHHsEH3n1xEvk6yDjkDHezalhP34bcj1/zSvSGHZi9AmuLIBtG2du7ok2NtogWEyrZFFuWdvBo9ih+03E6A04rpgqY4W7n6NKzvO3cE3nHmy6b/AM6BCne+C+ojb0oWuJkyHys0tWQzhzdczjqUQynxgtAgCm2YstnMRhEpH3SH7zqkJS8LBaLfPr2T7NheAO+9KmbdWpmjapZRedGbtBNZWKHduTt7lLzO1psoymuoSygE2WeQGidQN3JU3IkNcvDdgdpKw3QVtpBW+k52kr9pOsVjDjjuZF4JbVCKoWhd0+8gmhOeNjKU5EZNtnz8KSNJy2sdI6Lzn81F7/uVZN0FhOmE/s03EKIj4xhHxWt9Y3jNJ6EvTCw6iHWfvmdWFsEzgaB0Ab1LsHzS2ewMruQdc5c+o0WilaeipGmZqbwpUUgTEJhoMSIYU+FLl3uDmaVunnbuScyr2NpEvKaYBqGOqSTQM8l1C+LXwkwGECKEpJi1KVJ7CqRqeKErxBJHW2GZM45G+fVb5/CIxp/vnf39/jFs7/AFS6KWCFrT+pY8ToUIZ4RJXOFMoSWaD/pIE3Gz1BwW5DMQhknoc1jCaw8vi0IJHENMKh40VJEax3VAGtVJ+UNkasM0TI8QFvpXtoG+2kr9ZOrl3cad9nIUDGzVETs/QqBNuJFjHTr0wiUiMLUoTSw01ne9zdv5tQTj5qCs50wndmfx/1R4FvsuyfH+4DEcE8Qj3/q1bBmG/Y6Sa5kEOThkWOW8OMZ5/F8Ic701SHZoIKtfEztY2ifgu8iie70G1KflvJotTT//OHqAw5eAAAgAElEQVS3s3TR3OZ3TBe94elC5Ve34T7wADpwULQT6NlNQy2oYYqN2PJehCyS+at34hxzaJXEFYtFPvbTj9FT68GTkXhH1axSNauwi/iU0KLpIY9WzGpsO4FDwStg6DzKOJ7AWo7rdDDYKvBFmdahHXT191Ao/y+5yhDZShnL9+L54WheOPKK4/KkvUyhVY00ZSNLv2ylOzsLT1hgpznv3DN4+5uSvtEJk8v+DPePtNbX7usNsZzp9OMADpU/ce15hGs3YO6QOBsEIBmcl+Z/lp3B7TPPxjNSdLh9HFFeTUHX+PC7zueVy3fTukkYB+obNlD9t6+jVa6pfQ2NhjAmEGdqNzO2Uyi6gIsAEJQxxZZdDPWLadd44LJtcBv3Pncva3vWsmN4B0PuEG7g4oc+ISGhjoQ/GgpbFbOCb/lNbduMnyEdZCj48xEsAuM4QqMLLfMgbZSM/lwjjzXeFuAZgiFbULMUmVofXX09zNj2BDP6ttHV30PaqzXHWDMcatLBlSnqmChhx3PDsTc82jMWghADX5jIVJozTjuFK96Z6NgnHDjs03BrrT+2vx2M5T0HFnqX9cRT3PAka254F7pYQXqRmIkIgHCUkEmU3ItREjhlAZgELfDE0Qv595nn83xhCZbymFPbyixR5pYbJrGF+SFG6frPEmx3CfVMfL0ETVR/LnCRDCKEG+tde83WrEI0MgFDBFUkVURakf77D+F0vm5Kj2c8uPqWq3l6x9O40m0aYE96zYSvndiD0hZEc8xZP0u7246hZ6PME6mnTqLcWqA3HZKr9NNSLpIfLpJ3+zADP1riOeNdhTvS9Sr5SolMvdIMCfrCpGQW2G52Usum8YwUp53xMq649I0TfYoSEiaNMSWnCSFagb8GFo3+jNb68okZ1kQyeZ72w+8/EmubxtokyFYiYwygDY1yoofajJPITFCGpDgnzZrsXO7On8pDLccTGDZt3iBHDq3kDWcs5b1v/8Ckjf9Qof7wfdTu+B9C3cGRegHDOqpllgxii1UYYjtGV4bUu//hkEj+KhaLfPC/PshAOEDdqPPxNR+nasVhbB3NITuh02zg0FTfUgKNhYhb1SJSaNmCkl2E5lHU7TlUCiZbspCtDDB7x2YWrb+POT2b6Sju2C2BKxBGnKMRFR6qeK1FJE0ZCJM+2YaXmYkrU8hMgY9f8Tc7TQMlJByMjDWr/JfAg8DTwJ7TI6cJzfbfYmIMeLFYZPXHl2OvE+Q3S1QKBuaneaLlcB7PHMlGZxYlM4cvbUJhxIu5k343QCaoMNfdRkcwxPc+nwiZvBDqGzbg/uHX6O1bUZUaUulmdymtBQIZa2fnCHUHvl5IFNoOsMR60vIepFki/ZFrcFovmurDeUkUi0XuXHEnf3z+jwzUBvCUR6CCKPlrVKKXQjVrlStWBTfjApFEZsEr0OZ2oeUp+M5rqGUzDNuSakrgmoLQEFHZkxSgFYaK5oylUpFXXC7RMjzIgm3PMWt7N10DPdihB4ArLAatVtanF1KTDtpMsfCwBbz/HRclQh4JCXthrIbb0VqPJcN8GhAb7HGOlBeLRVZfuZzUOkFua5RE9vsTj+b7sy6i1+kEwAlrZMIqtvJJB/UocUyruMlGJGhiKZ82W/ONz1yWGOsxUvrB1wlWbSfUs+PWjp3A0fGydxrNLRz5OAYDmCcdxWNdh3HWWX8zKeMebx5Z9QhfvPOLVI0qdSMqiaoZtageWRI1eN8HUkkyQYaCW8AOO9D2WdRSJ1PssugrSFqG+pjXs4r567ZSGBokXy6R8usYKogaP+jdxT9G4wuDotlKtz2bqkxDNs/nr3pvYqATEl4gYzXcPxJCvAf4BeA2ntRaD0zIqCaF8bHc2x74Cd03fRJ7rSS3w8BvhV+ffALfmfUGKnaOGe4OjhxeyYKCyXVXvysxxuNEVF5VxNfz8fUxwAlI+jHFtlgBrN5UBYuCRHEfIqmREshncd7997s3t5hGGfbFYpHLb76cvqCPilWhZJcIW6L55ijhKxILkcpAkEboFFEI2waRBrIgsmiyBOYMAnsxtZxJd85gKAMz+nuY3/04xz65jjk7NpH2o2SvurSpGFnqMkVZtKFMgTLlbqVPjSSvwDBJZXJ88L1/xfFHL5m6E5aQcJAwVsPtAV8Grmbn7K7DJmJQE8nI4F98qHz1f36C4h/+G6Mf7I2S7LCJ2wX/c8opfH/2xdTNDLNr21g2tI7bvvmJ8Rl4AqXrP0u43cfXC/D1yYCBwXYc+TCG0Uv6imsO2jnobYPb+MovvsL6wfW4wqVu1hm2hqmlI2Oa8TN01bow9QK81Otx0/MYTEvKjqSWElEYu4HWzSSvRuJXtjpM69BaFm7ZymnbNjFjcCt26AMwZOTYYXVQSWUx82186TP/kNyAJiRMIWM13FcAh2ut+yZyMJNDZLrFHgz3459+FWrzNmRFIOsC4cVv10Qyoh7ImsAYFuQw0KZmeIHFbce+its6z8E3UsypbWVObS0//UbSjOGFUC8WYf0q/DUrUb3b0eUyulxFBxaKFgI9jyBOGjPYhiMfwDD743noN0/x6F84z6x/hs/84jPUqOGabrM7VFOOc1RTioYMpxa6KTLSmHvuqM8jtC+gkj2WjbMMhjKSjsFeFm96lKU7emgp9ZOul7EDDzvworC2Dvc6LoVg0Gql255Dxchgt7Rw479cM0lnJSEhYSyM1XCvAV5cS5kDnB1P382mr74Xe7Mk3S0BE21pwgJoW6Ml0fygBFUAt12wI9XGk+nD+XX+NDZl5gEwt76VOWqQW7+WGOy9UX/4Pmo/+zkh7XFf51aUTqNJo7GJZFsXx8toAiyxAUfeizSHyHzkk9PSs77+l9dz19q7qFgVinYRvxB5tI0eyZaysLUd3VRqRuQ4aTSqMIEZhObpuM6xlLosVrUaWH6dxRuf51VPPs+8nrXk3WGAKJTdDGmnCW2jmZE9ouQl4naLEpnKcMmF5+wks5mI8yQkHHiM1XBXgD8JIX7PznPc064crJlMrhWPvGcpznOSbJ9J0KlZceIM7s6fwp8yy6gZaXxhNeftlJB4wo5a2MXk/SEWV9dzeE5x0/UfmpoDOsCpF4tUv/JZwnABnj4qbogRRCVWDGKIHoTwiDpVxbXQ8VqgEKZH+oKLcJa/e0qP48Vy7U+v5aGehyhbZQZTg+iCxg5t2tw2nKCT0HwNXuoEAsfAtaLs7EiKs9GsIsrWDiRUHElgCszAZ/b2zSxdsZZzNq9mZmkbEo0rLPrsTjbn5pBun8HXv5zU+ickHIyM1XD/LF4OGrKrB8n90cDrgFtefjq3dr6WqpUDrWkJhnDCGmldQ+iRdBtThxg6xFYenRnJ9Z/6u2Suby+Uf34r3gPP4OkjCfTFCKrY8hlMerBOO4XchW+d6iG+aIrFIs9sfYYH1z5IX7mPYq1I3a/jhR7VoEogA1wZlVUNW8OQj2qfZ1VnYanjqWXfQN/MFNtbDYTW5MslOgf6aB0cJuW5kSRnEMtxxvPQMgzIVofIlwdprQ1iaIUGBqw21mYWUzWzXP6Bv050rxMSDgHGZLi11j+c6IFMFiKIytCNWsAfTl7GDbP/ioqVY2a9h0XVjZx94kKufO/bpniU05N6sUj9Xz6HH8zGU8egOQ9TbCYjf4t92rHkLvzwVA/xBdHI2u73+6mZ0Vx0zajhS39nHR+D3ZqzGcog7+WZW5mLoU+lkns93XNt+gsGtlfnmJVPcebvn2Zu3wZs5e91DCEyrvWXuDJF1ciwIb2AisxywstO5PPvS1qvJiQcauyvO9hNWut99nkcy3sOKOI60+fnLuIr5sV0ur0cObSO/06yv/dJvViEJx/EXb8G3d+PrtbB99EKUA6KVny1iJCLAJeUWIFhbCJz5TU4rdPrRujy71/O6upqBlODVNIVSEMqSJEJMrQH7RjKaDa7AJDI5py0UBbIU/DsM6hmMmwqGAwUDJx6leOffZTz1j7NnMFNGFpRlQ5bU7OoGhl8aWM5GVpbW1i0cA7HLF3EyccfnkR0EhISdmN/HvclQoj6Pl4XwLRqbRQi47Xg6NKz/PgLidDJrpR+8HXCVdsJdTshXShdQJEjUvDYczMTgYsl1pEST2Ms7aLl0umV/nD7w7fz3Ye+y5A9xGBqEHLQ4rawYHgBpjqeunMBbtqkYglcK0rqaqiFKQGhhFAKarZAGQK0pmOgj6OefY5FG1Ywq9SNRDNsZNnozGfYKnDN1f+QyHMmJCS8YMbS1nN/3DceA5ksGnXcHbLML781zfqjTCD1YpHqlz9LoJbgxYImgmFMsRVL9MaNNQIgiJPIRiWS2ZrMpe/HWXTuPr/jQOO6O67jvo33UbWqDDgDBIWAdJBmbmUujjqZ4fxFrJ9lMZCP4uBOrcrM3j7aByvYbh3L9zDCACPw4zlpH9utUxjqo63SR86vAFA0C6zLLKKaauH6L16Z3CgmJCS8JPbXHeygmdveFTGJ3cEOZOrFIsf/5pcUf70xTiIrT1tBk0dWPcJ1v76OGjVCEaKkGqmFHqXLHcqQmhHNWdMSlWO11dvIuW34zuX0d2bY0mliBi7HPfsEZ61/jlkDm8kG+6+IDDAYMvMMmq1studitHVx41eTaZiEhITxY6xZ5QcNI8IrckrHcSAwePVH8dTR+PpCJP2k5e9wzjye7OumTxnRtsFtvO9H76NklyimioSFEXERoQWmMpFaIpHROl5avBbsuk06TIP1fvqzeVYstCinJfO7t3DB//tfDtv6HJYOqMkUfXYnW+w5eIaNEgaGZWOnHXKZLO3tLSxaMIvjjjo8kfRMSEiYcA45wz2inHZoUt+wgepN38bXS/H1RUgGScvfkb3kHJzln5nq4Y2Zm+66iTtW3kGf00e1pUoqSNFZ7yTtpymYBf582UW0t5/Ofav6GagFVIMQV2lCrfEB1xYMO5J1BYNSzsB265zypwdZ9vwjdFV78YXJ1tRsiqk2rvuny5NGGAkJCQcMh6DhjjgYA+X1DRvwHvo9ems3ulZDeT5SaXQAmkzcwnIJitfHHvbvyf7Zch7UZ3HW8jOnevhj4t03vZvuoJvedC9BPqDgFVg4tJC8/T76Ul1sb5eszkju0ZKw2A8zILrMd7/UnZrHkWtWsmjNkyzcsRpb+wyaLTyXXcrRy1/GDUmpVUJCwgHImAy3EGIpUaLawtGf0VqfPUHjmnjE9Dfdxc9+grCaIdCzCPUMFO3A4fGyO4JhbLEWQ3ST+dtLcZZcEr1wgMta3vXUXdxwzw2UUiUGUgMIW9BZ76TNayNIXcnWmSaPdlkAtA9WWLBhC/nSIKlaGcuvYwR+tCg/SiYLfbL1YVrdIiZh7F3Pophq543nv4JLLpnePbgTEhIObsbqcf8E+DbwHaJU4jEjhDCAR4FurfUFQojFwM1AB/AY8E6ttfdC9jke7KNt8AHPwNVXEqilePp8AEyxBUtsRIhnEQRx9neU+d3IABdtaZz3fBin9fypHPpOXP/L63lw/YN4yiPU4U4JZEooAhFQN+vNdpVO4DC3MpeFqSPYLN/GmnkW29tMOgcGeO2vH2Te1pV0uLt3mlUIAmHGQibRUpMpNmbmU5YZ3vTmC7gq1udOtLkTEhIOdMZquAOt9bde5Hf8I/AcUIgffwn4V631zUKIbwN/C7zYfb9opmNWeen6z+L1tODqi5GUSMs/IFvqtH38/0z10MbEf9z7H9z81M2RFKg9jGu4kNv7+4UWZIKoXWUmyPAXJ1zNj1Yr/jDDYjBvsHjTJt58190s7F+LRNNrdbA6cxg1mcbMZJg1exbnvPKURMgkISHhoGKshvvnQoj3A7ezc5OR3d2bUQgh5gGvBz4HfEQIIYCzgYaU1g+BzzAFhltPo6zy+oYNVG76IXX1CjQWjryPzGuOJ3Pe1VM9tDFx9S1X80j/I9G8dCEgFaQouAVSKoWpTIQWUda3kBgYmNLEsRzef9b7OWLGEbzv1ufZloNP1UxqSyRL1m/iz/7fr5lf3IgrbNZnFmLOXMgNXxyL7EBCQkLC9EboMcSMhRDr9/C01loftp/P/RT4ApAHrgQuBR7UWh8evz4f+JXW+tg9fPYy4DKAmTNnnnLzzTfvd5xjofuxG5l10sNsu/M05p3/d+Oyz4nkuN/+HF+dTKAXYImVCOt5Vpx9wbh+R7lcJpfbh+v7Inloy0PcU7qHnkwPgQjoqndRcAtcuvBStukCd22zqZkSLQWhEHFXLNCxKlktJSlmJUNZA6E0R67ZxPGP/YYFpY3Upc0mZz4zly3j7FccPW5jnqhzMV1JzscIybnYmeR8jDAR5+I1r3nNY1rrU/f02libjOzaIHm/CCEuAHZorR8TQpz1Qj+vtb4JuAng1FNP1Wed9YJ3sUf+87Ebo/FpzXjtcyIofvmf8AdbqKmLkJTIyF+R+djHcFpbo0TpceSee+4Z13OxcutKrrztSnrSPbg5l45aB3PVXE4/4tP8bPMg/xyYbG81UK17L8oTStNSVczoK3LKA08yf8vTzKz34gqL1ZnDOOaMV3Hj37153MbcYLzPxXQnOR8jJOdiZ5LzMcJkn4uxZpVbwN8Dr4qfuge4UWu997ZGcAZwkRDifMAhmuO+HmgVQpha6wCYB3S/yLG/JPQBWMld/O4NqLVbCfU8XP1qQODIR7BP6KDwl5+f6uHtl22D23jvf7yXXqeXcr5MwS0wvzKf1x13Hf+5eYAv6QreYoe2IZ/jVqynfftGMkP9GL6LGfrIMEDqEKkUpg7IBRXyYRmAISPH85nDOeLU5Xz7A9OraUlCQkLCeDLWOe5vARbwzfjxO+Pn9hpr1lp/AvgEQOxxX6m1frsQ4ifAm4kyy98F3PGiRj6NaLS7DIMCSufjhh1mPM9uoLWNJo3iJOAkBMOk5BOYLcUDPvHsmfXPcO0vrmVYDjOQGqBaqJLxMywqLeJrF32N993Vw5dqw1TmpzhydTdHPX43s0ubyKpacx8hgkBYzfaVjczvolVgmzOTeqrA9V+4IkkwS0hISGDshvtlWuvRbaHuFkI8+SK/8+PAzUKIzwJPAN99kft5UYz42ROfVV7v66H6L1/D08cS6Kg2WFJEiiICD4GPIAQRIPCRYhjJMOm3vwPnmKkt2yoWi1z2o8soizKe4RGKMNL/HqX7HYqQullHFaIe5y1uC4uGFvHpP/s0190TcsljffQscZi/tZ/X3347C4Y2EAqDHnsGG6wF6FSOSy48h1efdnxilBMSEhLGyFgNdyiEWKK1XgsghDiMF1DPrbW+hyi8jtZ6HbD8hQ1z/JnoUPnApz+G5x9DoP8cU2wmI+/CmGnR8o/XTOj3vlRuf/h2vvPwd+h3+qkWoqYaVmhhKxtDGzvpfQstIs3v0GZZ6zK+etlX+cZvn+eKh0qsXpLCcUPOvfNOjtn4EALF2sxi2o84ln/95Hun+CgTEhISpi9jNdwfBX4vhFhH5LQuBN49YaOaQPQkeNr9n/wUNfVaJHXS8jdkP/IBnM4Df172wq9dyLbMNty8S6vbStdwF/My8/jiG7+4X4/4mp8+yWt++BDrZ1rU51qc8OxaTnn4f+jwBtiWmkml6wi+9dWrJulIEhISEg5exppV/jshxBHAsvip57XW7r4+c8AzAQ53/eH7GL79MVz9WiyxCmduHy3/cGDPUQPcsfoOrl15Lb2FXgpegfml+dx++e3N16/56ZOsGHiOQGlCKeNQeVSy5VqCUtZge5uB7kixeEuJE++/gyXFVdRkmmdyR/GvX706CYUnJCQkjBP7NNxCiLO11ncLId64y0uHCyHQWt82gWObGERkscc7VF66/rPUehYQ6FNw5P+Su+ytOIsWjet3TAQX33Ax3dluPMtj3vA8vvz6LzOvbR4X3PggfQWDHa0G1Q4JHek9fl6GmrZyyNHrBlj8xF0sGlxFSnmsTy9kySteyfeTRh0JCQkJ48r+PO5XA3cDF+7hNQ1MP8MdI9T47WvwU1dS889EkyEjf0X75w/80q3v3f09/mvlf9HT0kPWz7J4eDE/+eBPuPjGB1gzay39Sx0cVzF7MCBT9sgWd2C4FaTvYQYe0q1h+FUyw33kgzIzvF5MHbItNYO+3Dx+8M1rp/oQExISEg5K9mm4tdb/FG9eq7XeST0tbhYyDYnnuMfB4Y6kSP+DmjofSZGM/Wvarv3KS9/xBHPJDZewNbOVWqbG7MpsXtv6Wo465S955X8+zJqlafLVkJc/vIJ5K/9IuzdAIRhG7iM3YNjIscmZRyXTkRjshISEhAlmrMlp/w2cvMtzPwVOGd/hTAJ6t40XTH3DBmo3fRtXH0egX40tnsI+PKT1bw9co/3M+me4+udXM5gaZLBlkIyf4fChw7n98tt557fv5Qcbt9M3x+a457Zw/EM/Y069hwCD3lQHfXYHnrRQGGgiSVItJEIanPqyk/jMBCiYJSQkJCTsmf3NcR8JHAO07DLPXSBSQ5t2xFPc+zTbpa9/CbW1D41NJJRiAAYaA6VzBHoBitdjsIOMvJPMxz6KM4XJVzf/8WZuefQWPOmhhIoWVHM7FCFlq4zf4mOHNvOG53HZ8st4w/I3cOGND/D0ojxKaF77i//HMVseRgnJqswSFp94Ml/5x3dN2XElJCQkJOzO/jzuZcAFQCs7z3MPA++ZqEFNBfWH76P6s9/i6SMJ9Ol7eVeIpIgpNmOKB8j8xRtwTnrTpI5zNG/9xlvZIXcw4AwQtoyU1QstMJXZrLs2tUm7207Gz3D5WZdz7vHnUiwWOecHD7HicIf2IZfX/PLHLB5ax9bUTPT847jxcx+asuNKSEhISNg7+5vjvgO4Qwhxmtb6gUka0wSzu689cM2VuMFyQs7DFJtIy3uQDKNtMNoKiFlzsZceA4uXTqln3eCXj/+Sf33wX+nJ9mBqk856J5kgw6z0LM4++mzeevpb9/n5L/58BbdVK2xamOKI9f2c8ft/p8vrZ3XmMD7z2U8ya+6sSTqShISEhIQXyv5C5R/TWl8HvE0IsVtdj9b68gkb2UQT2++BT36aqno9BoNk5C/IfOwTB4Rx3ht/feNfs1quppwtM6syizNnnMmn3/3pMX22p6fIpT9fyap5NrVOk+UPr+DUJ3+GrTyezh3FD7775QkefUJCQkLCS2V/ofLn4vWjEz2QyUYD/Z+8lpo6D0v8//buPMyK+sr/+Pvc2zvdrLLv4IoE1KBxySRoYn5mEaJxHJK4JS5J/CljHGNMfpkxmviM+SVq4pIoUTKgTtAJcY1LXOiYREVUjIiiArIKImJv9Hr7nvnjFjQNNH0bu+7toj6v5+mnq+rWcu6x8HRVfev7XUbJoUafM36W77D26PSbT2dl2UrSpBlXPY4HZnY8PktVVRUvrt3K35d/wCubtlJdnGBD/wI+3L+EgVUp/umxR5mw8UUakiUs7XMod952TQ6/iYiI7K3ObpU/FPyes22ZmSWAcnevCTm2UA0pGEVD+niKbAm9zziOkkMnd75RHp1606ms6rWKpCeZ0DSBu2beBcA9z69i9msbqSpPUlOWoKHYSCWMVJJMS7y+QN9M5ykDq1IcvuQ9DnjpPkY3ruO9ooGUTDyGcz9xYP6+mIiIdEm243H/N/BtMgOLLAJ6m9mv3D1691aDVuXDiydR1PxaJIr29Buns7piNcWtxUxmMrMunEVVVRWnz1/G8mFF1I8voVdDmv61rQyocZIO5k4iDYk0FLWm6bNpDeUrnmdUw1pK0k0sLxvLd753CZMmjKeysjLfX1FERLKU7XvcE9y9xsy+DjwKXAG8BESucCdIAlCT2sD+p/f8oj3txmms7r2aspYyji05luvOvI4bHl/G3dW1rBtXwpAtKQ5ZuZV+rz5OUUsDhaQyRZs0CXeS3kppawP9W7aQxHmvaCDLyw5mzm0/zfdXExGRvZBt4S40s0Lgy8DN7t5iZuEPsxWChCUA2JJaR8nheR9ddI++ePMXWdN7DX2a+zBt8DQun345l9z1Mn+ucKoGFPCxt6oYs/B+RjS+S3lrfbttUyRJJZKkrID6ZBnvlI1ha1Ef5qpgi4hEWraF+zZgFfAP4BkzGw1E9Bn3th5Yeu7fHfe9cB+3vHQL71W8x4CGAXx70reZcewMrn3odf5c4dSWJjjumZeY8PaT9G6tY2PRIFaXjiRZ3o9Tpp3AsR+foNG4RET2UdkO63kjcOMOi1ab2fHhhBS2nluwn3z1SX75l1+yqXTT9n7Er//89UwcO5E/LV7LvOZ6qvokmfrEAg5bVUlDspR/9J7I3N9em+/QRUQkR7JtnNYHuBL4VLDoL8DVQHVIcYXGdpnInXnPzmPei/NosRbSiUx3pI6TtjQtiRZqC2tp6d1CeXM546vHc//M+wF4e2MVV721kY2DCjnhz09z+KoFfFDYn75HnsBcdUkqIhIr2d4qnw28BpwezJ8J/A7YeZzuni+Lvsq72+X/fTmLqxbzfun7u3RNuq1b0qLWIvo19aO8pZyfnfYzDh52MJB5H/sbT73FmmFFHPvsixy+cgHvF+3HoV88jbNnfDGH30JERHqCbAv3eHffsVPuq8zslTACypkcVe5pN01jXa91pMpSDGwYSHlLOaMrRnPS5JP4whFf6HT7Ux54k+WjijlsyUqOXPInqgr7cODnTlHRFhGJqWwLd4OZfdLd/wZgZscBDeGFFaagYuegcdqXbv4SqytWU9FSwdjGsdx94d1d2v7E2c/zxtgSDlq5mWOev4cWK2Dr6MM578xpIUUsIiI9XbaF+zvAnOBZN8CHQLQfrob8jPvkG09mdZ/V9G/sz/kHn88Znz6jS9ufOPt5lowpZvSGrRy7YC7F6Sbe6DOROdf8W0gRi4hIFGTbqvwVYLKZ9Q7mI/oqWG585aavsKZiDX2a+vD9I7+f1S3xbe57YQ3Xv7WRt8eWMGJTM8c8PpcBLVtYUnGIOk0REZFORwf7BDALGA8sAX1YrmMAABhdSURBVL7p7m/saZueL3OpHdaN8qv/cDWry1ZTnC7m030+nXXRvuSul1na3MyagYVUDy9i//XNTHz6LkY2rmdZr/2Zc3vkOqkTEZEQdHbFfQtwGfAMMA34JfB/wg4qTLa9ZHd/6a6qqmLB5gU0lzRzcO3BXHNu+xG3Tp31HJtLk9SWJmgqNFoT0Jo0mgqMluEJoIT9qlNMeauRYQvnccDWlawuGcnPr/9xt8cqIiLR1FnhTrj7E8H0/5jZD8IOKGy+7dl2uvv3/fW7vs7mis2MqBvBvRffu335Jb9/mb8nW1l7QCnJVqd/bSvljWnMIZl2kmkobnYqWtJcfEgB8++/k3ENq1lbMpyLrvqRekETEZHtOivcfc3s1I7m3f2P4YQVPWfddhbre62nb1Nfbjjlhu3LZ8xayKIRhTQVFTBhdROfG1DBFadM2GX7p595kblz5/PUM+8yLlXFytLRfOvySzlwzPBcfg0REenhOivcfwFO7mDegQ4Lt5mVkLnFXhwc5w/ufqWZjQXmAQPIjDB2prs37134XdfWc1r3NStf9NYiViRWkPAEhxYcur3zlG/+biEvjCwE4JiVTUyseZ23/7qUi+c3UJRuosBbKUinKPQWStJNfMxT1CbLebX8EObcoWfaIiKyqz0Wbnf/xkfYdxNwgrvXBSOL/c3MHgUuBW5w93lmditwLvCbj3CcvdR9z7h/9MSPqCmvYUz1GG6deSsAf1q8lhf6JWlNwJQ3qxmw+D5KGlYzwVtpTBRRnyyjxQppTJZQZ71IWQF1yXLOP/+rfPLow7otNhER2bdk+x53l7m7A3XBbGHw48AJwNeC5XOAH5PDwt3dTdNOufEU3u39LoPqB/HQzIe2L7926QY2Dy9iyqsbGffiPQxpfp81JcOpKh3Ir669TM+tRURkr4RWuAHMLEnmdvj+ZFqorwCq3D0VrLIO2O1DXDO7ALgAYPDgwVRWVnZTUG2TH3Wfd75+J2t7raUsVcZxpcdt398NbxTy9kFl7L92K4e8eA8DmzeztNfBnHXWlwB45ZWe1VtsXV1d9+U34pSL9pSPNspFe8pHm1znItTC7e6twGFm1he4Dzi4C9vOIvMOOVOmTPGpU6d2S0x/WPLbzP5xPso+f/XIr3ij8A1SiRTjto7j6ouuBmDjxiqWV6+gvNGZXPl7hjS/z9Lyg5h9xy+6I/xQVFZWfqRc7EuUi/aUjzbKRXvKR5tc56KzDlj2OPpXtq3K3b3KzBYAx5BpmV4QXHWPANZnG2z32vub5TN/N5NFqUVsLdzKmJox3Duz7dWvcx5exgfjS/inZxYybusqVpSOYfYd13VHwCIiIp1ecZ+8h886a1U+EGgJinYpcCLwM2ABcBqZluVnAw90KeJuYt61VuVPvvokt//1dqqpZmPZRrzAGVszlgdmtoW/aMX7vDOkkEFb6pn45lNUFfTmS2d+bQ97FRER6ZowW5UPJTMwSRJIAPe6+8Nm9jowz8x+CiwG7vgIx9gLe77SfuTlR7jl2VuoK6yjvqCeVmsllUjh5lCeWad/Y39GpUdx58w72237w7+soHpsCV944jHKW+v5R++P8ZPPHBvWFxERkRjK+hm3mX0ROBQo2bbM3a/uaH13fxU4fDfLVwJHdS3M7ue2a9dpM26ZwariVWyt2EpZSxkVzRUkPUmCBAlPkEwnGVQ8iNnfmr3Ltve9sIaVQ4oY9e4WDnzvVdaVDGPub/8z/C8iIiKxklXhDt63LgOOB24nc6v7hRDjCt3O192n33Q6y3stJ+EJxlWPY85Zc7r0ytbNSzewdUwxJz78KAlvpX6/sd0bsIiICJlb2Nk41t3PAj5096vINDI7MLywwrfjBfc1f7yGVWWrSHqSSa2TeGDmA10q2jc8vowVQwsZu24LY7a8xbqS4dx2XeS7dRcRkR4o28LdEPyuN7NhQAuZZ9jRE7RJ27Ft2tPvPU1jspFR9aOYfcGut8E78+DGahqLE0x69jGSnqa+j/oXFxGRcGT7jPvh4F3snwMvk7nTfHtoUeVCULhPufEUNvXZxLCtw5h/8fwu7+bS3y9m+dAixq+tYsyHb7O+ZBi33/jv3RysiIhIRlaF291/EkzON7OHgRJ3rw4vrBxIO1VVVWwq3URJqoRvHLZ3DegXpltoTRYy4dlHKPIWqnsN6eZARURE2nTWAcsJ7v707jpiMbNIDutpQbM0Nzh77tnU9KlhVO0oZhw7o8v7mjFrISvHF3HgqhrGVi1nffEQfvfrq7o7ZBERke06u+L+NPA0u++IZY8dsPR0CU/zQckHlKRK+O6nvtvl7auqqnirf4KilHPAwocp9mY2l+pqW0REwtVZByxXBr8/SkcsPUswDnd1QSvVxdWMrB3JZyd9tsu7+ec/LuPdsSVMerOK0bXvsLFoEHNv+2l3RysiItJOZ7fKL93T5+5+ffeGkztre9WSTCc5YfQJXd721NueY9m4EoZvbmHkCw9Slm7k7ZIDQohSRESkvc5ulVcEvw8CjgQeDOZPJrIdsGSecb9XXM+AxgFcdvJlXdr65NueY8noYkqb0nx8czXDG9fzftEAbvz598MIVkREpJ3ObpVfBWBmzwBHuHttMP9j4E+hRxeiVmulf6p/h59/755XWFrTQHNBgtYEtCaM2rIEGw4spV9tK0e9nyK96BHKW7eyonR0lzpsERER2VvZvsc9GGjeYb45WBZZ5S3F/Pry/9ll+T3Pr+KmFZtYOaSQ9KDS7csLU05FQ5oJq5v45vhB1G5ZzAcNa9hUtB83XvfDXIYuIiIxlm3hngu8YGb3BfNfBuaEE1K40kHHK8May3f57E+L13Lt+s1sGFrI/htaGFjXyqSBZZz68VFMHt2v3boXzr6O8elG3io7WFfbIiKSM9l2wHKNmT0GfDJY9A13XxxeWGHKPOMuSO/a2+t/vr6BDUMLOWxlE4+dd3SHezjr/B8wqX4Vq0pHqiW5iIjkVNbDerr7S2a2lmBYTzMb5e5rQossbN5+WM/ptz3H8gNLOXBd8x6L9jkXXslBdW9RW1DB5M98PuwoRURE2sl2WM9pwHXAMGATMApYRmZ87kjZNraImbVbvma/Qsoa01wwZuD2ZY889SyPPfF3amrqSLc0U5baysENa2i2QjYOPJSrzpyWw8hFRESyv+L+CXA08KS7H25mxwNnhBdW+Jy2K+7ptz7HhoNKmfhOE2d8cyxnf+v/Maj+XQY1b2b0TiN3ry8eQmLMZG67+uJchywiIpJ14W5x9w/MLGFmCXdfYGa/DDWysAQX2mnarrg39UlS1OJ8bdwAzjn3e0ysW0ZDooSVZWNoThTSShK3BAOHjeB6FWwREcmjbAt3lZmVA88Ad5vZJmBreGHlgGeupG94fBlr9ytkzKYW/vr3O5lQ9yYfFPZn+NST+Y/zTstzkCIiIu3t2rR696YD9cB3gceAFex+4JHIeWxtFakCo/+HTQypeYfmRBFFHzuOi1W0RUSkB8r2dbBtV9dpYI6ZJYCvAneHFVh4Mlfa255wb6lIUt6Qpu8rD7FfyxaW9jqI2d+/IH/hiYiI7MEer7jNrLeZ/cDMbjazz1nGRcBK4PTchBiOpKe574U1bBhQwJAtKYY1vkdtspwLZ56X79BEREQ61Nmt8jvJDDCyBDgPWAD8M/Bld58ecmwhc2YvXk8qaey36m0GtnzA+uIhTDnskHwHJiIi0qHObpWPc/ePAZjZ7cAGYJS7N4YeWViCxuQpM2pLE1jaGfrOQloxBo47KL+xiYiIdKKzwt2ybcLdW81sXaSLdjvOlookA6tSDG7YxKbiQfzi37+T76BERET2qLPCPdnMaoJpA0qDeQPc3XuHGl2IUolC3u+dZPLSd6horWNtybB8hyQiItKpzsbjTuYqkFyrKe6HJ4xhK14BoM/QUXmOSEREpHPZvsfdZWY20swWmNnrZrbUzP41WN7fzJ4ws7eD3/0621f3Bpb59WFRBZZ2Bny4jg8L+nD9NZfkNAwREZG9EVrhBlLAv7n7BDL9nP9fM5sAXAE85e4HAE8F87kTdD1eV1JGv9oWBjRvoapQ42mLiEg0hFa43X2Du78cTNcCbwDDyfTCNidYbQ7w5bBi6CAyAGqKyxmxdjWFnqIuWZbbEERERPZS1uNxfxRmNgY4HFgIDHb3DcFHG4HBHWxzAXABwODBg6msrOzWmOqLChm8ajkAvQYM6Pb9R0ldXV2sv/+OlIv2lI82ykV7ykebXOci9MIdDE4yH7jE3Wt2HAfb3d3MfHfbufssYBbAlClTfOrUqd0Sz/w3fw1A2ox+W96lNtmLW/5/bu/W9zSVlZV0V36jTrloT/loo1y0p3y0yXUuwnzGjZkVkinad7v7H4PF75nZ0ODzocCmMGPoSJokfbdupqYgsm+0iYhIDIXZqtyAO4A33P36HT56EDg7mD4beCCsGHbHg2fcFfVb6ZOqZaueb4uISISEeav8OOBMYImZvRIs+yFwLXCvmZ0LrCZPg5UMqqoCoDFZko/Di4iI7JXQCre7/43tb03v4jNhHbdTwTP2iupMh3ADh43IWygiIiJdFeoz7p7KHcrq62myIn506Zn5DkdERCRrMSzcmWfcRU2N1BaU07evOl8REZHoiGHhBjBKG5upV8M0ERGJmNgV7m0P3Utam2lQwzQREYmY2BXubdydJivMdxgiIiJdEtvCDZAo1q1yERGJllgWbncA57hjPp7vUERERLokfoU76Bq9KVnAeWdOy3MwIiIiXRO/wg2AUV9YnO8gREREuix+hTtoVt5YWJTfOERERPZC/Ap3oKlAV9wiIhI9MSzcmWfczUV6FUxERKInfoU7U7dJFapwi4hI9MSvcAetytPW0cBlIiIiPVf8CjfgbrjF8quLiEjExbZ6tXq+IxAREem62BVu1WsREYmy2BVuC0q3bpWLiEgUxbR6Ga1qmyYiIhEU08IN6fh+dRERibD4Va/gSjuBLrlFRCR64le4A635DkBERGQvxLNwO5iuuEVEJILiV7iDntNaY/jVRUQk+mJYvQzH0BvdIiISRTEs3MF73LpVLiIiERTDwp3huuIWEZEICq1wm9lsM9tkZq/tsKy/mT1hZm8Hv/uFdfyOBaODkcz9oUVERD6iMK+4/ws4aadlVwBPufsBwFPBfF60pvN1ZBERkb0XWuF292eALTstng7MCabnAF8O6/h7ZpCI7VMCERGJsIIcH2+wu28IpjcCgzta0cwuAC4AGDx4MJWVld0XRfB4u1v3GWF1dXXKRUC5aE/5aKNctKd8tMl1LnJduLdzdzezDluIufssYBbAlClTfOrUqd1y3Pnv3BAcwOiufUZdZWWlchFQLtpTPtooF+0pH21ynYtc3y9+z8yGAgS/N+X4+G1Mr4OJiEj05LpwPwicHUyfDTyQ4+Pr7W0REYm0MF8H+z3wHHCQma0zs3OBa4ETzext4LPBfM45RkKvg4mISASF9ozb3b/awUefCeuY2VGfaSIiEl2xfCfKAdKx/OoiIhJx8ateweV2MqHrbhERiZ74FW48Mx63FeY7EBERkS6LYeEGMApi+s1FRCTaYlu+SopK8h2CiIhIl8W2cBcXFOU7BBERkS6LbeEuLdJ73CIiEj3xK9xBY/KyEjVOExGR6Ilf4cYBo6JXcb4DERER6bIYFu6M8lI94xYRkeiJZeF2h/664hYRkQiKZeEGGDpoQL5DEBER6bLYFe5tHZ327l2R1zhERET2RuwKt5sDMGqYrrhFRCR6Yle4M4y+ffvmOwgREZEui2nhFhERiSYVbhERkQiJXeHWKNwiIhJlsSvcALjKt4iIRFMMC7fnOwAREZG9Fr/CrYttERGJsPgVbhERkQiLZeHWzXIREYmqGBZulW0REYmuGBZu0INuERGJqvgVbtVsERGJsPgVbtDdchERiay8FG4zO8nM3jSz5WZ2RT5iEBERiaKcF24zSwK3AJ8HJgBfNbMJOY4it4cTERHpJvm44j4KWO7uK929GZgHTM/d4XWfXEREoqsgD8ccDqzdYX4d8ImdVzKzC4ALAAYPHkxlZWW3BtHd+4uyuro65SOgXLSnfLRRLtpTPtrkOhf5KNxZcfdZwCyAKVOm+NSpU7tlv7/50TwKkqM4/6ru2d++oLKyku7Kb9QpF+0pH22Ui/aUjza5zkU+bpWvB0buMD8iWJYT3/nprRxw/NdydTgREZFulY/CvQg4wMzGmlkRMAN4MA9xiIiIRE7Ob5W7e8rMLgIeB5LAbHdfmus4REREoigvz7jd/RHgkXwcW0REJMri2XOaiIhIRKlwi4iIRIgKt4iISISocIuIiESICreIiEiEqHCLiIhEiAq3iIhIhJh7zx8ty8zeB1Z34y73AzZ34/6iTvloo1y0p3y0US7aUz7ahJGL0e4+cHcfRKJwdzcze9Hdp+Q7jp5C+WijXLSnfLRRLtpTPtrkOhe6VS4iIhIhKtwiIiIREtfCPSvfAfQwykcb5aI95aONctGe8tEmp7mI5TNuERGRqIrrFbeIiEgk7dOF28xOMrM3zWy5mV2xm8+Lzeye4POFZjYm91HmRha5OMfM3jezV4Kf8/IRZy6Y2Wwz22Rmr3XwuZnZjUGuXjWzI3IdYy5lkY+pZla9w7nxH7mOMVfMbKSZLTCz181sqZn9627Wic35kWU+YnF+mFmJmb1gZv8IcnHVbtbJTU1x933yB0gCK4BxQBHwD2DCTutcCNwaTM8A7sl33HnMxTnAzfmONUf5+BRwBPBaB59/AXgUMOBoYGG+Y85zPqYCD+c7zhzlYihwRDBdAby1m38rsTk/ssxHLM6P4L93eTBdCCwEjt5pnZzUlH35ivsoYLm7r3T3ZmAeMH2ndaYDc4LpPwCfMTPLYYy5kk0uYsPdnwG27GGV6cBcz3ge6GtmQ3MTXe5lkY/YcPcN7v5yMF0LvAEM32m12JwfWeYjFoL/3nXBbGHws3MjsZzUlH25cA8H1u4wv45dT7jt67h7CqgGBuQkutzKJhcAXwlu/f3BzEbmJrQeKdt8xckxwS3CR83s0HwHkwvBbc7DyVxZ7SiW58ce8gExOT/MLGlmrwCbgCfcvcNzI8yasi8Xbumah4Ax7j4JeIK2vxpFXibT/eJk4Cbg/jzHEzozKwfmA5e4e02+48m3TvIRm/PD3Vvd/TBgBHCUmU3MRxz7cuFeD+x41TgiWLbbdcysAOgDfJCT6HKr01y4+wfu3hTM3g58PEex9UTZnDux4e41224RuvsjQKGZ7ZfnsEJjZoVkitTd7v7H3awSq/Ojs3zE7fwAcPcqYAFw0k4f5aSm7MuFexFwgJmNNbMiMg0FHtxpnQeBs4Pp04CnPWhVsI/pNBc7PaObRuZZVlw9CJwVtB4+Gqh29w35DipfzGzItud0ZnYUmf9v7It/4BJ8zzuAN9z9+g5Wi835kU0+4nJ+mNlAM+sbTJcCJwLLdlotJzWloLt32FO4e8rMLgIeJ9Oqera7LzWzq4EX3f1BMifknWa2nEzjnBn5izg8WeZipplNA1JkcnFO3gIOmZn9nkxL2P3MbB1wJZmGJrj7rcAjZFoOLwfqgW/kJ9LcyCIfpwHfMbMU0ADM2Ef/wAU4DjgTWBI8ywT4ITAKYnl+ZJOPuJwfQ4E5ZpYk88fJve7+cD5qinpOExERiZB9+Va5iIjIPkeFW0REJEJUuEVERCJEhVtERCRCVLhFREQiRIVbREQkQlS4RSLGzAbsMITiRjNbv8P8syEcb9uQr7d3cburzeyznazzL8EQiA9/tChF4kPvcYtEmJn9GKhz91+EeIxzgCnuflFI+58KXObuXwpj/yL7Gl1xi+xDzKwu+D3VzP5iZg+Y2Uozu9bMvm5mL5jZEjMbH6w30Mzmm9mi4Oe4LI5xjpndb2ZPmNkqM7vIzC41s8Vm9ryZ9Q/W+y8zOy2YXmVmV5nZy8HxDw4zDyL7MhVukX3XZODbwCFkuq080N2PIjOIzMXBOr8CbnD3I4GvBJ9lYyJwKnAkcA1Q7+6HA88BZ3WwzWZ3PwL4DXBZ17+OiMA+3Fe5iLBo2+AXZrYC+HOwfAlwfDD9WWBCMEYEQG8zK9822tMeLHD3WqDWzKrJDAu7bd+TOthm28hSL5Ep+iKyF1S4RfZdTTtMp3eYT9P2bz8BHO3ujSHsu6NtWvewjoh0QrfKReLtz7TdNsfMDstjLCKSBRVukXibCUwxs1fN7HUyz8RFpAfT62Aiskd6HUykZ9EVt4h0pgH4fFc7YMmGmf0L8Gvgw+7et8i+SlfcIiIiEaIrbhERkQhR4RYREYkQFW4REZEIUeEWERGJEBVuERGRCPlfgGIvZkcuoCcAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "'''All droplets' radial position'''\n", "\n", "fig = plt.figure(3)\n", "plt.xlabel('Time [min]')\n", "plt.ylabel('Radial Position [m]')\n", "plt.title('All Droplets')\n", "\n", "for m in swirl_net.modules[1:]:\n", " radial_pos = m.liquid_phase.get_quantity_history('radial-position')[0].value\n", " plt.plot(list(radial_pos.index/60), radial_pos.tolist())\n", "\n", "plt.rcParams['figure.figsize'] = [8,5]\n", "plt.grid()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Individual droplet modules" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "time unit = s\n", "speed unit = m/s\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "'''Droplet 1 Module State'''\n", "\n", "droplet_1 = swirl_net.modules[2]\n", "(speed_quant,time_unit) = droplet_1.liquid_phase.get_quantity_history('speed')\n", "print('time unit = ',time_unit)\n", "print('speed unit = ',speed_quant.unit)\n", "speed = speed_quant.value\n", "speed.plot(title='Droplet 1: Speed vs Time')\n", "plt.rcParams['figure.figsize'] = [8,5]\n", "plt.grid()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "time unit = s\n", "rad. pos. unit = m\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "(radial_position_quant,time_unit) = droplet_1.liquid_phase.get_quantity_history('radial-position')\n", "print('time unit = ',time_unit)\n", "print('rad. pos. unit = ',radial_position_quant.unit)\n", "rad_pos = radial_position_quant.value\n", "rad_pos.plot(title='Droplet 1: Radial Position vs Time')\n", "plt.rcParams['figure.figsize'] = [8,5]\n", "plt.grid()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Droplet at Scale\n", "\n", "Below is a graph of the number of droplets in the system vs the elapsed time of the corresponding simulation.\n", "This scaling experiment uses randomly positioned droplets at altitude of 500 m. Therefore the work for each run is not exactly the same since time integration of the trajectories use time adaptivity and some trajectories take more work to complete than others. However the plot below shows the trend of the one-to-all communication bottlenect with increasing number of droplet modules.\n", "\n", "**Data collected courtesy of the Idaho National Labs HPC center (https://hpc.inl.gov)**" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Average number of droplets handled per second: 2.03\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "# Droplet number vs Simulation runtimes \n", "droplet_run_times = [(250, 127), (500, 168), (1000, 346), (2000, 1660), (3000, 2659.24)]\n", "\n", "# Calculate the average runtime per droplet\n", "drops_per_sec = [x/y for (x,y) in droplet_run_times]\n", "avg_drop_per_sec = sum(drops_per_sec) / len(drops_per_sec)\n", "print(\"Average number of droplets handled per second: %.2f\" % avg_drop_per_sec)\n", "\n", "plt.plot([x for (x, y) in droplet_run_times], [y for (x, y) in droplet_run_times])\n", "plt.title(\"Simulation Runtime vs Number of Droplets\")\n", "plt.xlabel(\"Number of Droplets\")\n", "plt.ylabel(\"Simulation Runtime (s)\")\n", "plt.grid()\n", "plt.show()\n", "plt.savefig(\"droplet_trend.png\")" ] } ], "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": "3.7.4" }, "latex_envs": { "LaTeX_envs_menu_present": true, "autoclose": false, "autocomplete": true, "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 1, "hotkeys": { "equation": "Ctrl-E", "itemize": "Ctrl-I" }, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false } }, "nbformat": 4, "nbformat_minor": 2 }