{ "metadata": { "name": "expository_graphs" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Expository graphs" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import pandas as pd\n", "import numpy as np" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Expository graphs are used to communicate our analysis results to other people. So it's very important to add labels, legends, plot titles, etc." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First load the the data from the course Dropbox URL:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "#pData = pd.read_csv('https://dl.dropbox.com/u/7710864/data/csv_hid/ss06pid.csv')\n", "pData = pd.read_csv('../data/ss06pid.csv')\n", "pData" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 3, "text": [ "\n", "Int64Index: 14931 entries, 0 to 14930\n", "Columns: 240 entries, Unnamed: 0 to pwgtp80\n", "dtypes: float64(74), int64(163), object(3)" ] } ], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Scatter plot:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "f = figure()\n", "\n", "ax = f.add_subplot(1, 1, 1) \n", "ax.scatter(pData['JWMNP'], pData['WAGP'], s=15, label='All surveyed'); \n", "\n", "# adjust axes ranges\n", "ax.set_xlim(0,200); \n", "ax.set_ylim(0, 250000);\n", "\n", "# set y-axis ticks\n", "ax.set_yticks([0, 50000, 150000])\n", "\n", "# set axes labels and adjust font size\n", "ax.set_xlabel('Travel time (min)', fontsize=15); \n", "ax.set_ylabel('Last 12 month wages (dollars)', fontsize=15);\n", "\n", "# adjust tick font sizes and orientation\n", "for (tx, ty) in zip(ax.xaxis.get_major_ticks(), ax.yaxis.get_major_ticks()):\n", " tx.label.set_fontsize(15)\n", " ty.label.set_fontsize(15)\n", " ty.label.set_rotation('vertical')\n", "\n", "# add legend\n", "ax.legend();" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAYoAAAESCAYAAADjS5I+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAoGgWsRAIRAIBIJqEQOFQCAQCKrl/wAeX/N7pfVA+QAAAABJRU5ErkJggg==\n" } ], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Scatter plot with different colours for different sexes in the data. We will see this pattern very often later on: when plotting points with different colours in a `matplotlib` scatter plot, we need to repeat the `scatter` commands and assign different colour each time." ] }, { "cell_type": "code", "collapsed": false, "input": [ "f = figure()\n", "\n", "ax = f.add_subplot(1, 1, 1)\n", "ix1 = pData['SEX'] == 1\n", "ix2 = pData['SEX'] == 2\n", "ax.scatter(pData['JWMNP'][ix1], pData['WAGP'][ix1], c='k', s=15, label='men')\n", "ax.scatter(pData['JWMNP'][ix2], pData['WAGP'][ix2], c='r', s=15, label='women', alpha=.5)\n", "\n", "# adjust axes ranges\n", "ax.set_xlim(0,200)\n", "ax.set_ylim(0, 250000)\n", "\n", "# set y-axis ticks\n", "ax.set_yticks([0, 50000, 150000])\n", "\n", "# set axes labels\n", "ax.set_xlabel('TT (min)', fontsize=15)\n", "ax.set_ylabel('Wages (dollars)', fontsize=15)\n", "\n", "# adjust tick font sizes and orientation\n", "for (tx, ty) in zip(ax.xaxis.get_major_ticks(), ax.yaxis.get_major_ticks()):\n", " tx.label.set_fontsize(12)\n", " ty.label.set_fontsize(12)\n", " ty.label.set_rotation('vertical')\n", "\n", "# add legend\n", "ax.legend()\n", "\n", "# add title\n", "f.suptitle('Wages earned versus commute time', fontweight='bold', fontsize=16);" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAYcAAAEkCAYAAADElv0+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsnXdcVEf3/z93K7vLLk1ARZooYgHFjhUxxhq7MWqMomn6\n5DFqnqi/GAsmmijGmMRGTKLGnsQYS4rE3sXYEhFBpSgWurSl7p7fH7j3u9ddYFdA0Mz79bov9s7M\nPXPu3MucO3OmcEREYDAYDAbDCFFtK8BgMBiMugczDgwGg8EwgRkHBoPBYJjAjAODwWAwTGDGgcFg\nMBgmMOPAYDAYDBPqpHH4+uuvIRKJIBKJ8Omnnwrievfuzcd98803griAgACIRCJIpVLk5+c/TZUZ\nVWDhwoX8M920aVNtq8N4Rrh8+TIWLlyIsLAwXLlypdrlZ2dnY+HChVi4cCH27NljEj9x4kT+vb19\n+3a151/bSGpbAXN069aN/33q1Cn+d2lpKc6dO8efnz59Gq+//jqAsgcZHR0NoMxIqFSqp6Qto7rg\nOA4cx9W2GoxnhMuXL2PRokUAAG9vb7Ru3bpa5WdlZfHyJ06ciCFDhgjiDe/r8/rO1smWQ/PmzeHg\n4ACgzAAYuHLlCrRaLX9ubDjOnDkDw3y+Ll26PCVNny8KCgpqNf+6OB+zsLCwtlVgWEBNvzvm5G/Y\nsAE6nQ6lpaXw8PCo0fxrgzppHDiOQ1BQEADg4cOHiImJAfB/xqBv374Qi8W4efMmMjIyBHEA0LVr\nVwDAzp070adPH7i7u0OpVEIul6Nx48aYMmUKUlNTBXmWlJRg9uzZqF+/PlQqFfr3748bN27wzUZv\nb29B+uTkZEyZMgXe3t6QyWRwcHDAgAEDcOLECUG69PR0/Oc//0Hjxo2hVCqh0WjQrFkzjB07FnFx\ncZWWhaX5HDp0CIMGDYKXlxdsbW0hk8ng7u6O8ePH49atW4K0wcHB/H1FR0fjxRdfhEqlwoABA0zi\nY2NjMXjwYKjVajRo0ABvvPEGcnNzBfKysrLw/vvvo1mzZrCxsYFGo0FwcLDZpviZM2cQFBQEGxsb\neHt74/PPP6+0DAxcuXKF12vKlCmCuLVr1/JxGzdu5MO3bduGHj16wM7ODnK5HL6+vvjwww9NDKHh\n2l69emH37t1o06YNZDIZli5dCgD4+eef0b17dzg7O0Mul6N+/fro0aMHVqxYwcsor5uhvPD169ej\nffv2cHR0hFwuh5ubG1588UV8//33lZYFEeHbb79Ft27d+Hvz8vLCuHHjBOn+/vtvjBkzBg0aNIBU\nKkW9evUwePBgnDx5UpDOuGsvIiIC06ZNg6OjIxwdHTFlyhQUFBTg999/R9u2baFUKtG6dWvs379f\nIMP4vTlx4gQGDRoEpVIJT09PrFy5EgDw2WefwcvLCxqNBr1790ZsbCx/fWJiIn99aGhoheHBwcGY\nNGkSnyY0NNRs16Slz/9xFi5ciMaNG/PnmzZtMtHB3HM11rVXr17YtWsXmjdvDoVCga5du+LSpUt4\n8OABXnnlFWg0Gri7u+O9995DcXGxIH9L/+9rFKqjLFmyhDiOI47jaP369URENHr0aOI4jlauXEmB\ngYHEcRzt3buXiIh69epFHMeRSCSi27dvExHRW2+9xYcZDoNMPz8/Ki4u5vObPHkyH2dI6+bmxod5\ne3vzaa9fv0716tUzK1ssFtPOnTv5tAMGDDCRa/j966+/VlgG1uTzySeflHuvrq6ulJ6ezqft2bMn\nH2csv1evXibxDg4OfLwh7PXXX+dlpaSkkI+PT7l5h4eH82mjo6NJqVQKyoPjOGrYsCEftmnTpgrL\npG3btrzeJSUlfHj37t2J4zjSaDSUn59PRETvvPOO2bLnOI46dOhABQUF/PWGcEdHRxKLxfw1YWFh\ndPbsWcFzM5bVoUMHXsaECRP4NElJSRWG//DDDya6GWSOGjWqwjLQ6/U0cuTIct8rA4cPHya5XG5S\n3ob3Z+vWrXzaBQsW8HHOzs4m6bt3704SiUQQJpVK6ebNm2bfK4MM48P4f9QQ5uvrS6WlpURElJCQ\nwIeHhobycs2FBwcHm8g3lIPhHbLm+T/OwoULy5Vv0MHcczXW1fAuPf6/2KJFC5NyCAsL4/O25v++\nJqmzxuHYsWN8wU2cOJGIiBo1akQikYj++usv/sHPnj2bSktL+UrH3d2dl3H8+HGKioqijIwMKi0t\npdTUVAoNDeXl/vLLL0REFBsby4c5OTnRuXPnKDMzk0aNGmXWOPTt25evOI8dO0ZFRUV048YNat68\nOf+PYai4bG1tieM4GjlyJOXm5lJubi79888/9Pnnn9OVK1cqLANL8jEYuAsXLtCJEycoNTWVSktL\nKSsri+bOncvrv3LlSl6u8T9x+/bt6dq1a1RQUECxsbEm8f369aOUlBSKiooiGxsb4jiOFAoFL8tg\ngCUSCe3evZsKCwvp7t27vAy5XE4PHjwgIqJXXnmFl/vOO+9QTk4OHTlyhFQqlcXGYdWqVXxag3G9\nffs2HzZ58mQiIjpz5gwfNmnSJEpJSaGCggIKDw/nw1esWMHLNa4EJkyYQA8ePKCcnBxKTEyk5cuX\n8/+o586do5KSErp79y7t379fIMMa42B4fzUaDd24cYOKi4vp9u3b9NNPP9G3335bYRns3LmT19Xd\n3Z0OHjxIWq2Wbt26RYsWLeLTNW3alE8XERFBeXl5tGfPHpJKpXzlZTCkxsahUaNGFBMTQ5cuXRKU\nS2hoKGVnZ9O7777Lhy1ZssTse9WnTx/KyMigL774QiAjIiKCHj58SJ06deLDTp8+TUTWGQcioo0b\nN5b73lj7/M2RmJhoNt+KnquxrhzH0Zo1ayg7O5u6dOkieGaxsbEUFRXFV/q+vr68XGv+72uSOmsc\nCgoKSCaTEcdx1LRpU74CsLW1JZ1OR9u3byeO46hr1650/vx5vuBHjx7Ny4iLi6NXX32V3N3d+X8I\n42PZsmVERLR27Vo+bMaMGfz1N27cMDEOWq2W/7Ks6Dh37hwREQUEBBDHlX0dv//++7Rhwwa6cOEC\n6fX6Cu/f0nzOnj1LRET379+nKVOmkI+Pj+Br0XBMnTqVl238T3zmzBmTvA3xIpGIoqOj+fD27dvz\n4SkpKUREgq/+8g7Dl46Liwt/fU5ODi93/PjxFhuHrKws3ki9+uqrRES0bNkyXu6pU6eIiOiDDz6o\nVK9+/frxcg1hDg4OJl+UP//8Mx8/dOhQCg8Pp3379lFaWpognTXGYcWKFXzYa6+9RitXrqTIyEjK\nzs6u8P6JiMaNG8fr8/3335tNY/zB06ZNG0HcsGHD+LiDBw8SkdA4zJs3j09r/Mzi4+OJiCgyMpJP\n+/bbb/Npjd+rQ4cOERHRtWvX+DBPT08+rfHz2bFjBxFZbxw2bNhQ7ntj7fM3R3n5GqjMOHh4ePBp\nZ8+ezYfPnz+fD2/QoAFxHEc2NjZEZP3/fU1SJ30OAGBjY4PAwEAAwM2bN/Hzzz8DADp27AiRSMT7\nFS5cuIDDhw/z1xnCs7Oz0a1bN2zduhXJycnQ6XQmIwsM/Y7p6el8mLFjyd3d3USvzMxM6PV6/pwz\nGrFgfBh8IevXr0ezZs1w//59LF++HJMmTUL79u3RuHHjCoffWZqPIV3v3r2xbt06xMfHo6SkpNx7\nNYbjOL6My6NZs2b8b6VSyf82OGqNfTeVlYXhr1qthlqt5q9zc3OrUAdj7O3tMXToUADA3r17UVBQ\ngG3btvG6GgYjWKJXZmam2fu1sbERhA0bNgxTp06FXC7Hnj17MGvWLAwePBgNGjTAf//730p1Li0t\nNQmbOnUqRo0aBZFIhM2bN2PGjBno27cvXF1deT9HeaSkpPD31aJFC7Np0tLS+N+PO0uNz43TGfDy\n8uJ/KxQK/renpycAQCqV8mFFRUUm13Mcx8swvt4438pkGGOu/CrjSZ9/dWIoLwCCd8o4XCaTAQDv\nc7Dm/76mqbPGAfi/ih4A77g0/PO7u7vDw8MDRUVFWLNmDZ/OEH/kyBH+xX/hhRdw//596HQ63jFm\njLOzM/87OTmZ/33nzh2TtI6OjhCLxQAAX19f6HQ6s0f//v0BlBmzmJgYJCYm4o8//sCnn34KW1tb\nJCUlYfbs2eXeuzX5/P3337zTvlWrVkhMTIROpzPrEH4cuVxeYbxBBwBmh+y5uroCAGxtbVFUVGRW\nR4Pz2FDOubm5yMnJ4WUYl7klGByCeXl5WLp0KW9kjZ2YBr0AYMuWLWb1Mh4WbcC4MjNm1apVyMrK\nQlRUFLZu3Yr+/ftDp9Nh9erVOHv2LABhWRob4/j4eBN5crkcO3fuRFZWFk6dOoUNGzagU6dOKCoq\nwgcffIB79+6Ve//169cHUOaUvnbtmtk0xveflJQkiDN2iru4uJhcK5GYH+EuElleXZiTUZ5cA9aU\nH2D+fTTwpM/fUvmWUN79VlQO1tYvNckzYxwML7RxmGE+hCFOpVLxX8LGXyZyuRxKpRLR0dH46quv\nTPIJCQnhf2/evBkXL15EZmYmPvjgA5O0CoUCvXv3BgDExcVh9uzZSEtLQ3FxMa5fv44VK1bw8QAw\nd+5c7N+/HxzHoVevXhg1ahTs7e0BmDc+T5KP8csmk8mgUqmQlJSEJUuWlCu/uhg0aBCAsop68uTJ\nSE5ORklJCRISEvD1118jICCAT9urVy8AZZXaBx98gJycHBw5coRvFVqKYQQaEfH3KJFI8Nprr5no\nBQAffvghTp8+jaKiImRmZuKPP/7A2LFjsXXrVovyO3bsGJYuXYq4uDg0bdoUw4YNQ+fOnfl4w3M0\nfC0TEfbt2wcA2LNnD288jNm1axdWrVqF5ORkBAQEYMSIEYKyunv3brn6DB48mP89d+5cHD58GFqt\nFomJify4/CZNmsDX1xdA2Yil9evXIy8vD/v27eNHGTk6OvKjAusC9evX5w3EqVOnkJWVhby8PHz8\n8cdm09erV4///c8//0Cn0/Hn1fH8nZyc+N9xcXGCYfQ1hbX1S41S4x1XVeDBgweCfjaxWEwPHz7k\n49esWSOIDwkJ4eOysrL4/lLjw9fXl/9tPELAeLSS4TDuT2/cuDGfNiYmhpycnMrtDzR2XhtG8pg7\njP0b5rA0n5KSEn4ERHn3anDqEwn7hs1RXrxxuKGPNSUlhRo3blyujsajZ65duyZwPhsO45Etlfkc\nDMybN08gY/DgwSZppk6dWmG/rXFehjDDiC1jNm/eXK4MtVpN9+7dIyKimzdvCnxbarWaOI4T3LOh\n3D766KNyZbq5uVFhYWGF9288WOLxw8CRI0d4/8zjh0QioW3btvFpjX0OxuXi6elpVm5l75W5Pvjg\n4OBK8zMeMCKXy0kulwvKz7jv/+7du2b9a4a8rXn+5dGqVSuT6zZu3EhE/+dzqMr9mitfa+qXmqRO\ntxxcXV3RuHFjvp+tefPmsLOz4+MNLQdDvPHkN3t7e/z+++/o1q0bVCoV3NzcEBYWhjlz5vDXGLNu\n3Tq8//77cHFxgVKpRL9+/fDTTz/x8cZfEX5+frh8+TKmTJkCHx8fyOVy2Nvbo2XLlnj99dexbt06\nPu1///tf9O7dG25ubpDL5VAoFGjVqhUWLVqE8PDwCu/f0nwkEgn27t2L/v37Q6PRwNnZGe+++y6+\n/PJLQfkYMPx+vAwqizcX7uLigr/++guzZs2Cn58fbGxsoFar0axZM4wbNw47duzg0zZv3hx//vkn\nOnXqBLlcDg8PDyxZsgRTp06tUB9zhIaGCvpgjce8G1i9ejW2bNmCnj17wt7enp/7ERISgvDwcPTr\n18/s/T1O+/btERoaihYtWsDe3h4SiQTOzs546aWXcPToUTRo0AAA4OPjg927d8Pf3x8KhQJubm5Y\nu3YtRo0aZSL/hRdewNixY9G0aVOo1WpIJBI0bNgQY8aMwbFjxyrt7vvhhx+wfv16dO3aFXZ2dpDJ\nZGjUqBFeeeUVPk1wcDCioqIwevRofp6Dk5MTBg0ahKNHj2LMmDEm927umVf0/lj6XlmaduXKlZgw\nYQKcnZ1hY2ODIUOG8C2dx9M2bNgQ33//PVq0aAEbGxuTPKx9/ubYvHkzP0/i8bKojvs1V77W1C81\nCUdUB6el1gLXr1+HSCTim+IFBQWYOXMmIiIiAABz5sx5Kt00DAaDURdgxuERq1atwrRp02Brawt7\ne3ukpKSgpKQEQNkX76lTp3hfAYPBYDzv1OlupadJu3bt0LdvX9ja2iI1NRVyuRyBgYEICwtDVFQU\nMwwMBuNfBWs5MBgMBsME1nJgMBgMhgnMODAYDAbDBGYcGAwGg2ECMw4MBoPBMIEZBwaDwWCYwIwD\ng8FgMEyoeJnEWsaa5RQYDAaD8X9UdZZCnW85UNmGROyohmPBggW1rsPzdLDyZGVZV4/qoM4bBwaD\nwWA8fZhxYDAYDIYJzDj8iwgODq5tFZ4rWHlWH6ws6x51em0ljuOqrf+MwWAw/i1UR91Zp0crMRiM\n5wNHR0dkZWXVthrPHQ4ODsjMzKwR2azlwGAwahz2v1wzlFeu1VHezOfAYDAYDBOYcWAwGAyGCcw4\nMBgMBsOEOu+QTklJwZ49e5CSkgK1Wo22bduiR48eAIAWLVogNjYWzs7OuHr1Knbv3o0HDx7A1tYW\nAQEBuHLlCubMmQOO47B//3706dNHIFur1cLR0RFFRUUIDAzExYsXQUT47bffkJSUhODgYLz99ts4\ndeoUbG1tcevWLezfvx86nQ4jRoyAvb09UlNTMXfuXBQXF2P+/Pnw8fExuQdPT0/cv38fgYGBOHfu\nnEl8UlISfvvtN9SrVw/Dhw+HWCwWxBcWFuKLL75AdnY2Jk6cCF9fX6vLMTU1FXv27IFCocDIkSNh\nY2NjtYzdu3djx44d8Pf3xwcffACRqPq/LeLj43HgwAG4urpi6NChNZIHg8GwAKrDACBHR0eSyWQE\ngDiOI4VCQeHh4SSXywmA4DCEcRxHHMdRPYD6A/QCQHYAHTlyRCBfBlAngIYA5AWQk5MTTZ06lVQq\nFSkUChP5AEilUpFSqaRGjRrRjRs3SCqV8nEikYji4uJM8ugN0LuP8rK3txfER0dHk1qtJoVCQba2\nttS/f3/S6/V8fHFxMbXx8aHeYjENFYnIUy6nixcvWlWO9+7do3r16pFSqSSVSkVt2rShoqIiq2Qs\nWbJEUA5t27a16npLuHTpEtna2pJCoSCVSkUjRowQlAXj2aWOVzXPLOWVa3WUd51+YgBILBabraDN\nVdyPH0MAWgDQfIB6AKTRaHjZixYtIh+A5j5K8yZAaoAkEolFshUKBb3wwgsm4SNHjuTzKCgooGYA\n/QLQEYC+BcjzsYc2adIk4jiOv16pVFJ0dDQfv3fvXuokkdD8R3qOA2jU8OFWlePixYsFRkytVtOB\nAweskqFUKk3uNTs72yoZlfHyyy+blHFiYmK15sGoHZhxqBlq0jg8k212S1drpXJ+A4BUKq0wvSU6\nmOvyMBdGRn8fz8PcvRiHcRxX4X1YQmV5PKmMmu7yITb0kWFEQkICLly4gKKiotpW5d9Blc1LDYJH\nXT2G7iKRSEQKhYI+//xzs1+yxt1KIpGInADqC1AIQBqATp8+LZAvBagDQC89+qJ3dnamadOm8V1H\nj8vHo1aLSqUiDw8PunXrFt/lZdDv5s2bgjxkAPUC6J1HeTk4OAjiY2JiSKPRkFKpJFtbW3rppZcE\nXSmlpaXU1teXekkkNFgsJk+5nK5cuWJVOd6/f59cXFz4PNq3b0/FxcVWyVi2bJmgHDp16mTV9ZZw\n5coVsrW15fUcPXp0tefBqB0qq2pKS0spNjaWUlJSzMbPmzePbGxsSK1Wk4+PD6WlpVWbbp6enhQe\nHk7+/v5ka2tLkyZNogcPHlC/fv1Io9HQCy+8QFlZWUREdObMGQoKCiJ7e3tq3bo1HT16lJfTs2dP\nmjdvHnXt2pXUajW9+OKLlJ6eXm16mqO8cq2Oqr3OG4fU1FT69ttv6dNPP6U1a9bQqVOn+Pg2bdqQ\nSCQid3d3ysjIoA0bNtCnn35Kq1atomPHjtGaNWtIJpORQqEw8TcQEeXn5/NGwFDZ6fV6OnDgAEVE\nRND169fphRdeILFYTI6OjpSenk6bN2+mTZs28V0qaWlpNGXKFHr99dfL7QLx8fEhmUxGPXr0MBt/\n584dWr9+Pe3evZt0Op1JfFFREa1YsYLmzZtnYnwsJS0tjb777jvavn07FRYWPpGMffv20auvvkrL\nli17oustISEhgdavX0979+41WxaMZ5OKKqvs7GwKCAgglUpFcrmclixZIohPTEwkGxsb/sNEKpXS\njBkzBGn0ej2tX7+ehg0bRgsWLKCCggKLdfPy8qKgoCBKTU2lu3fvkouLCwUGBtLly5epsLCQQkJC\nKCwsjJKTk8nJyYl+//13IiL6888/ycnJiTcAPXv2pCZNmtCNGzeooKCAgoODac6cORbr8ST8q40D\ng8F49qnof3nu3LmCASYKhYLi4+P5eMNABeOW69ixYwUyli5dyn/o2djY0MCBAy3WzcvLi7Zt28af\njxgxgqZOncqff/XVVzR06FBaunQpjR8/XnBt3759adOmTUREFBwcTIsXL+bj1qxZQ/369bNYjyeh\nJo3DM+lzYDAYzw/JyckCP4JUKkVaWhp/3qJFCzRo0ID3EyqVSkyePFkg49tvv4VWqwVQNvT7999/\nR0lJicU6uLq68r8VCoXg3MbGBnl5eUhKSsKPP/4IBwcH/jh16hQePHjAp61fv75ATl5ensU61DWY\ncWAwGLXKuHHjoFQqAQASiQQajQb+/v58vEwmw9mzZ/Huu+9i/Pjx2LdvH0JCQgQyXFxcBIMmFAoF\nJJInn8ZFRoMhDHLd3d0xfvx4ZGVl8Udubi5mzZr1xPnUZer8JDgGg/F806dPH/z444+IiIiAs7Mz\nPvroIygUCkEaR0dHhIeHlyvj66+/Rvfu3VFcXAydToctW7ZU2x70BkPx6quvokOHDoiMjETv3r1R\nUlKCs2fPomnTpnBzcxOkfR5gxoHBYNQ6AwYMwIABA574+ubNmyMpKQm3bt2Cm5sbnJycqqTP48PJ\nOY5Do0aNsGfPHsyaNQtjxoyBWCxGp06dsHbt2gqve1ZhS3YzGIwah/0v1wxsyW4Gg8FgPFWYcWAw\nGAyGCcw4MBgMBsMEZhwYDAaDYQIzDgwGg8EwgRkHBoPBYJjAjAODwWAwTGDGgcFgMBgmMOPAYDAY\nDBOYcWAwGAyGCcw4MBiMZ4KsrCzcu3cPpaWlta3KvwJmHBgMRq2j1+uRkZGB/Px8s/HHDx3C+vfe\nw+65c7F+6VJ+74bqYMOGDRg8eDB/3rRpU7z88sv8ubu7O/7++2+cPn0aHTp0gL29PTp27IgzZ87w\naYKDgzFv3jx07doVarUagwcPRnp6OsaNGwc7Ozt07NgRSUlJfPrr16+jT58+cHJygp+fH3788Uc+\nbuLEifjPf/6DQYMGQaPRoHPnzoiPj6+2+7UUZhwYDEatUlRUhA0rV+L7//0PX02bhtPHjwviHz58\niLPbtuE/9etjqocH3OPicOroUUEaIsKlCxewe8sWHD9yxKrWRXBwME6cOAEAuHfvHr8UNwDEx8cj\nPz8f7u7uGDhwIKZPn47MzEzMnDkTAwcORFZWFi9n586d2LJlC+7evYtbt24hKCgIkydPRmZmJpo3\nb46wsDAAQH5+Pvr06YNXX30VaWlp2LFjB6ZOnYqYmBiBrIULFyIrKwtNmjTB3LlzrSrT6oAZBwaD\nUaucOXkSDpcvY7qHB/7j4oKTmzYJKt3CwkIoiaCUSsFxHJylUhTk5gpknD11Cme/+AJeJ07g7nff\nYfeWLRbn7+3tDbVajUuXLuH48ePo27cvGjZsiNjYWBw7dgzdu3fHr7/+Cl9fX4wbNw4ikQivvPIK\n/Pz8sHfvXgBlq6CGhobC29sbGo0G/fv3h6+vL0JCQiAWizFq1ChcunQJALB//354e3tjwoQJEIlE\naNOmDYYPHy5oPQwfPhzt27eHWCzGuHHjcPny5aoU8RPB9nNgMBi1Sl5WFhrKZOA4Dmq5HBoiaLVa\nODg4AACcnZ0hadoU+2Ji4CKT4SQRRnTsKJBx9dgxDHB0hKe9Pfz1enxy/Dh048dDLBZbpEPPnj1x\n9OhR3Lx5Ez179oS9vT2OHTuGM2fOoGfPnrh37x48PT0F13h6euLevXv8+eNbi7q4uAjODVuGJiUl\n4dy5c/z9AUBpaSlee+01AGWG5vFtS2tju1FmHBgMRq3SPDAQv/z2G2T37yO9qAglnp6CilUsFmPC\n9Ok4ffw40rKzMaJDB3h7ewtkKB0d8SAxEZ729kjJy4NMrYZIZHnHSM+ePbF3714kJiZi7ty5sLe3\nx5YtW3D27Fn897//xbVr1wQ+A6Csku/fv79ZeRVt8uPh4YGePXsiMjLSYv1qA9atxGAwahUfHx8M\n/n//DwlduqB0yBBM/N//IJVKBWkUCgV69+2Ll15+2cQwAMCLI0filIMDVt+5gy0FBRjy9ttW7cLW\ns2dPHDlyBIWFhWjYsCG6deuGP/74A5mZmQgMDET//v0RFxeH7du3o7S0FDt37sT169cxaNAgXobx\n5joVbbQzcOBAxMXFYcuWLSgpKUFJSQnOnz+P69evV3rt04S1HBgMRq3TtGlTNG3a9Imvd3Z2xjsf\nf4ysrCyo1WoolUqr81er1ejevTsAQKPRwMfHBy4uLuA4Dk5OTti/fz/effddTJkyBU2bNsX+/fvh\n6OjIy6hsi1DDuVqtRmRkJGbOnImZM2dCr9ejTZs2WLFiRaXXPk3YNqEMBqPGYf/LNQPbJpTBYDAY\nTxVmHBgMBoNhAvM5MBiMGsfBwaFW+s2fd4yHw1Y3zOfAYDAYzxnM58BgMBiMGoEZBwaDwWCYwIwD\ng8FgMExgxoHBYDAYJjDjwGAwGAwTmHFgMBgMhgnMODAYDAbDBGYcGAwGg2ECMw4MBoPBMMGi5TNS\nUlJw5MgRXLp0CampqQAAFxcXBAYGIjg4GPXr169RJRkMBoPxdKlw+YzIyEisXLkSkZGR4DgO3t7e\ncHJygl43fra/AAAgAElEQVSvR2ZmJhITE0FEePHFF/Huu++ib9++1ascWz6DwWAwrKY66s5yWw4h\nISG4evUqRo8ejUOHDqFDhw4mG2hotVpERUXhp59+wvjx49GqVSscPny4SgoxGAwGo/Ypt+WwYsUK\nTJkyBQqFwiJBWq0WERERmDFjRvUpx1oODAaDYTXVUXeyVVkZDAbjOaNWV2WNiYnBL7/8gnv37lVJ\nAQaDwWDUPSwyDm+++Sbefvtt/nznzp3w9/fH8OHD4efnh1OnTtWYggwGg8F4+lhkHA4cOIDu3bvz\n5/PmzcOYMWNw9+5d9O3bF/Pnz68xBRkMBoPx9LHIOKSmpsLDwwMAEBcXh5s3b2LWrFlo0KAB3njj\nDVy8eLFGlWQwGAzG08Ui4+Do6IgHDx4AAA4dOgRXV1f4+/sDAIgIOp2u5jRkMBgMxlPHohnS/fv3\nx4IFC5Camoply5bh5Zdf5uOio6Ph5eVVU/oxGAwGoxawaCjrw4cPMXPmTJw/fx5t2rTBqlWrYGdn\nBwDo1q0bunTpgmXLllW/cmwoK4PBYFjNU5nnUFJSgqioKHh5ecHNza1KmVkLMw4MBoNhPU9lnoNI\nJEKvXr0QGxtbpYwYDAaD8exQqXEQi8Vo2rQp75BmMBgMxvOPRaOVFi9ejLCwMPz9999VyuzAgQMY\nM2YMAgIC4O3tjYCAAIwdOxaRkZFVkstgMBiM6sUih3SHDh2QmJiIjIwMNGrUCK6urmUXP+rX4jgO\nUVFRFcr4/PPPsWzZMrz55psICAiARqNBdnY2rly5gm+++QazZ8/G9OnThcoxnwODwWBYzVNbeG/i\nxIkVZsZxHDZs2FChjAYNGuDIkSPw8/MziYuJiUGvXr1Muq6YcWAwGAzreaZWZbWzs8Pt27f5IbDG\nPHz4EJ6ensjOzhYqx4wDg8FgWE2trspqLSNGjMDgwYNx8OBBpKWlobi4GOnp6Th48CCGDh2KkSNH\nPi1VGAwGg1EJFrccEhISsGXLFty4cQOFhYV8uMHn8MMPP1R4fVFRERYuXIjvv/8e9+/f58MbNGiA\n1157DWFhYZDJZELlWMuBwWAwrOapdStduHAB3bt3h6enJ2JjY9G6dWs8fPgQSUlJcHNzQ5MmTXDk\nyBGLM83KykJeXh5sbW3h4OBQvnLMODAYDIbVPLVupffffx+jRo3CP//8AwD45ptvkJCQgJMnT0Ik\nEmH27NkWZ5ifn4/ExEQkJCQgMTER+fn5T6Y5g8FgMGoMi4zD5cuXMXbsWIhEZcmLiooAAF26dMGC\nBQswZ86cSmVkZWVhzJgxcHR0RM+ePTF27Fj06NEDjo6OGDt2LB4+fFiF22AwGAxGdWKRceA4DlKp\nFCKRCC4uLkhKSuLjGjVqhLi4uEplTJo0CSKRCDExMcjJyUFycjJyc3Nx7do1AEBoaOgT3gKDwWAw\nqhuLfA7dunXD+PHj8dZbb2HYsGG4e/cutmzZAplMhjfeeAMPHjzgu5zKw9bWFikpKVCpVCZx+fn5\ncHV1RV5enlA55nNgMBgMq3lqPoc333wTKSkpAIAlS5bg/v378PPzQ+PGjXHu3DksX768UhlOTk64\ndOmS2bhLly7BycnJCrUZDAaDUZM80SS43NxcnDlzBgUFBQgKCoKLi0ul12zbtg1vv/02Bg8ejNat\nW8POzo5fPmPfvn1Yt24dxowZI1SOtRwYDAbDap6pGdJA2a5xW7duRXR0NPLz82Fra4uWLVti3Lhx\naNGihalyzDgwGAyG1dSocfjtt9+sEjRgwIAqKWIOZhwYDAbDemrUOBiGrVqqiE6nqzRdeno6du3a\nhejoaOTl5UGtVqNly5YYMWKEWZ8DMw4MBoNhPTVqHBITE60S5OXlVWH8oUOHMHLkSAQEBKB169ZQ\nq9W8z+Hq1avYtWsXQkJChMox48BgMBhW80z5HJo3b47Fixdj+PDhJnE///wz5s6di5iYGKFyzDgw\nGAyG1dSocdBqtVYJUiqVFcarVCpkZmZCLpebxBUWFsLR0dEkT2YcGAwGw3qqo+6UlBdha2trlSKV\n+Rw6duyIuXPnIiwsTDARLi8vD2FhYejUqZPZ6xYuXMj/Dg4ORnBwsMV6MRgMxr+Bo0eP4ujRo9Uq\ns9yWw8aNG60SNHHixArjExMTMWbMGFy6dAmNGzeGnZ0dcnJyEB8fjzZt2mDHjh3w9PQUKldF6/ft\nt99i0aJFkMlkWLlyJQYOHPjEshgMBuNZ4ZnyORiIi4vjRysZ5jn4+vqaV66CG8zPz8fPGzfi9t9/\nw9nbGyPeeEMw4uno0aMYOHAg31WlVCpx8eJFNGvWzCp9iQjZ2dlQq9UQi8Vm0xQWFkKn05ldGoTB\nYDCeNk99J7h79+5h165dWL9+PXbt2oV79+5ZnaGvry+GDRuG8ePHY9iwYeUahsr47Ycf4Hz+PP7n\n7IyAW7fwU0SEIP7s2bMoLi7mz8ViMS5evGhVHhkZGQgMDISLiwvs7OwQGRlpkmbevHnQaDSwt7fH\n66+/znwkDAbjucAi46DT6TBlyhR4eHhg1KhReOuttzBq1Ch4eHhg6tSp0Ov1FmUWERGBoKAgaDQa\niEQiaDQadOnSBV9//bXViqfcvIm2zs6QSyRoV78+UuPjBRVzy5YtBc5vnU6H5s2bW5XHjBkzcO3a\nNZSUlCA/Px/Dhw8XGJxTp05hxYoVKCkpQWlpKXbs2IFdu3ZZfS//JuLi4nDgwAF+rS4Gg1E3scg4\nLFiwABs2bMAnn3yChIQEaLVaJCQk4JNPPsGGDRuwYMGCSmXMmTMHX375Jd58800cOXIEsbGxOHz4\nMCZPnowvvvjCoj0hjHFv1QonU1KQrtXiWHIyGrVsCY7j+PhBgwZh5syZUCgUsLW1xYoVK9CmTRur\n8oiNjUVJSQl/XlpaKth3IjExUTBZsLi42Or5If8mIiIi0KZNG4wePRpNmzbF+fPna1slBoNRHmQB\n7u7utGzZMrNx4eHh5O7uXqkMJycnunv3rtm45ORkcnR0NAmvSL3CwkL6ecsW+mL2bNoWEUE5OTmV\n6mAtn376KSmVSgJAEomEfH19Sa/X8/Hx8fGkUqkIAAEgpVJJf/31V7Xr8Tyg0+lIJpPxZQWAgoKC\nalstBuO5xMKqvULKHcpqTGpqKlq3bm02zt/fv8pdBMZf/JYil8sxbNy4KuWr1WoRHh6OW7duYeTI\nkRg8eLAg/v3334dOp8OPP/4IHx8frFq1SqCrt7c3vv/+e7zzzjsoLS1FWFgY2rVrVyWdnld0Op3J\ncOecnJxa0oZhKRkZGVi6dClSU1MxadIk9OjRo7ZVYjwtLLEgrVq1ookTJ5qNCw0NJX9//0plzJo1\ni5o1a0br16+nqKgoio2NpfPnz9P69eupefPmNGvWLJNrLFTvidDr9dS1a1eysbHhv/q3bdtmlYyU\nlBRydHQkkUhEHMeRra0t3bhxo4Y0fvYZN24c3xJTKpW0cePG2laJUQGFhYXk4+NDUqmUAJBCoaDj\nx4/XtloMC6iOutMiCTt37iSO4ygkJITWrl1LP//8M61bt45CQkKI4zjauXOnRZmtW7eOgoKCyM7O\njsRiMdnZ2VGXLl1o3bp15pWrQeOQkpJCcrlc0M3RrVs3q2Rs27aNbG1t+etlMhl99tlnNaTxs09p\naSl9/fXXNGPGDPr9999rWx1GJURFRZFarRb8j4SGhta2WgwLqI6606JupZdffhn29vaYP38+3n33\nXZSUlEAqlaJdu3Y4cOAA+vTpY1Er5a233sJbb71lXdOmiuh0OnAcZ7LKrEqlEoxuMuyPbQ0ODg6C\nc6lUCkdHxydX9jlHLBbjjTfeqG01GBbi4OCA0tJS/lwmk1n9P8J4drF6EpxOp0N6ejrq1atX7qQw\nS8nPz4der4darTavXBUmchARIvftQ9SePRBJJAgZPx5B3boJ0qxZswbvvfceZDIZbGxscPbsWXh7\ne1uch16vx6hRo/DHH3+A4zgEBgbi0KFDkMlkT6RzRWRkZCAvLw8eHh5P5KNhMJ6E2bNn48svv4RU\nKoWrqyvOnTvHPoCeAZ6pGdKLFy/G3LlzAZRVdOPGjeMnlfXq1Qvbt283+Sqpyg1eu3YNxz/9FBPc\n3VGi1+PblBS8/NFHcHNzE6S7c+cO7t+/j5YtWz7RDGci4udC+Pv7V9lgmmPx4sX46KOPIBKJ0Lp1\naxw+fBgKhaLa82EwzHHr1i1kZWXB39/f7MKZjLpHjRqH0NBQi75QiQgcx+G7776rMJ1arUZubi4A\nYNKkScjNzcWqVasAANOmTYNCoTBZz6kqN3jy5ElkR0TAW6OBmONwKT8fLWfOhL+//xPJqy3i4uLQ\npk0bFBQUAABsbGywYMECq+eFMBiMfw81uirrP//8IzAOt2/fRlpaGlxcXODi4oKUlBSkpaWhXr16\nJgvmVcaff/6JCxcu8C2FNWvWVHul7erqijXR0QgqKECRXo/Lzs54oUGDas3DEogIv/76K2JiYtCl\nSxd07drVquvv378PqVTKG4fCwkLcvn27JlRlMBgMnnKNw19//cX/3rt3L2bMmIHdu3ejS5cufPip\nU6cwYcIEzJs3z6LMiAh6vR5EhHr16vHhDg4O1T7mPSsrC73c3dFeqwVEIkjUamRkZAjyfRp88MEH\n+Oqrr1BcXAypVIqvv/4a4x6bn3HmzBls3boVrq6umD59usAH07ZtW9jY2CAvLw96vR4KhQKjRo16\nqvfAYDD+hVgypKl58+a0detWs3Fbt24lPz+/SmVwHCc4Lly4wMddv36dvL29Ta6pSL2SkhIaMGAA\nOTo6UufOnSkrK0sQf/r0afrltdeIFiwgWrCANk2cSNeuXROkSUxMpFatWpGTkxNNnDiRdDpdpfdh\nDXq9nh8jbjh8fHwEaY4fP86P/ZfL5dSqVSsqKSkx0XPcuHHUr18/+vXXX6tVx2eNjIwM+mXHDvpx\nwwa6detWbavDYNRJLKzaK8SioawJCQnl7vSmVCqRkJBQqYz4+HjBubOzM/87OzsbS5YssUQVnq5d\nuyIqKgpA2Qqsfn5+ePDgAR/fqlUrrK9fH3sSElBEhDxfX/j4+PDxer0efn5+KCwsBFC2f0VRURG2\nbdtmlR6VYbw2E2C6N3dERAS/rHhRURHi4+MRHR0tmJHu6emJLVu2VKtezyIFBQXY+OmnaJeRAbVE\ngl0nT2LMwoVo1KhRbavGYDx3WGQc2rZti7CwMHTs2BENGzbkw+/evYuFCxdatGSEl5dXhfL/+OMP\nS1ThMe72AoCUlBTo9Xp+PoNarcYbH36I6OhoiEQiDA4IEAwxvXr1Km8YDOzfv98qHSrD3Gq1jy8h\nkZqaKjjXarU1MuLpeSA5ORlOGRno6e4OAMhJSkJsTAwzDgxGDWDRqqwRERFITU2Fl5cXunTpgqFD\nhyIoKAje3t5ITU3FunXrqqSETqcTbAdqCTY2NoJzcxPd1Go1OnfujI4dO5qkN1ehPD6prao8ro85\nHh+SKpPJBMuCM/4PW1tbZOj10JaUQE+Eu6WlsNVoalstBuO5xKKWQ6tWrXDz5k1s2LABUVFRePDg\nAfz8/DB+/HiEhoZaNOY+NDS03LjK9p82x44dOwQL5S1fvtyq6x0dHTF16lSsWbMGACCRSLB7926T\ndFlZWfzkOD8/P6vy4DgOSqWS7zYCYLITXbt27RAZGcm3YsRisclcDEYZDRo0QOCYMfhy505I9HrU\n79r1X73QIREhNjYWRUVFaNWqFWtxMqqVpzYJzsbGBpMmTYKTkxM/N8Lwt7S0FEuXLjXphqlorO5H\nH32E+fPn8+ejR4/Gjh07rNbr9u3buHHjBrp27WrSurh06RKGd+uGhiUlyNDp8PKcOVi0eLFV8i9e\nvIgXX3wRWVlZ8Pb2xtGjRwWtlsLCQgwfPhyRkZGQSqXYuHEjRo8ebfV9/JvIz89HSUkJ7Ozs/rWz\nxYkI48ePx+7du8FxHPz9/XHkyBGTd5jx76RGJ8EZ9ni2hoquad++PebNm4chQ4aYxBUWFkKpVFpl\nHEQikUlcddu57m3bovGlS/AGoAXwo0iEK1lZ0FjZlUFEKCgoKNepD5SVgUwms6grisE4duwYBg0a\nhLy8PABlA0M+++wzvP3227WsGaMuUKN7SHt5eWHRokVITk6uVEhSUhLmz59fodN54sSJ5W4nKpVK\nBa0ASzB340/SPVUReVlZMMw4UACwAQQ7wVmKoXupImxsbJhhYFhMZmamoNVUVFSEzMzMWtSI8bxR\nbsshKioKc+bMwbFjx9CpUycEBQWhRYsWcHR0BBEhIyMDV69exenTp3HhwgWEhITgk08+QYcOHapP\nuQqsX+PGjQVDaFUqFf8VVV28Om4cordtQ3sA9wH8pVTiXm4uq8QZtU5mZiaaNWuGrKws6HQ6qFQq\nnD9/3up90hnPJ9XRcqh0psTly5dp+vTpFBAQQGKxmJ/EJpFIKDAwkP73v//RP//8U+UJF+Z4XL34\n+HgaNGgQtWvXjr788ktq2LAhcRxHGo3G7BakixYtIltbW7Kzs6PvvvvOJH7//v2kkUjIESDPRo1M\nJp916tSJAJANQCKAOI6jjIwMQZqoqCia/sorNG3ECDp48KBJHg8fPqSJEydSYGAgzZ49m4qLi5+k\nKBgME/bt20cNGzYkZ2dnWrlyZW2rw6hDWFC1Vy7DmsQlJSWUkpJCKSkpVFpaWuXMK8P4BrVaLbm6\nupJIJOL3dDbMPpbL5dS7d2/BtZs2bRLMTAZAp0+f5uMLCwvJAaDxAM0GqBtA3h4eAhkKhcJERnZ2\nNh+fmJhIo1u2pAPNm9PRli1pXLNmdOnSJYGMnj178nsnKxQKeuedd6qziBj/Uu7cuSPYaEqpVNKZ\nM2dqWy1GHaE6jINV/SMSiYRfeO9pD5uLi4uDVqvl/RalpaX87OOioiIcPXpU0Izavn27iQzjsMjI\nSHgAGA4gBMAgADmPLWj3+CQ5ALh8+TL/+/z582hbVIQXXVzQs149BJeW4ty5c3w8EeHEiRP8vIWC\nggLs3bvX2ltnMEw4d+6coHuzsLAQBw8erEWNGM8bz0zneYMGDQRLUTw+hNHV1RUcx0Gr1eLq1avw\n8PAwkdGqVSv+t5+fH3QAigFIAeQDJgbPnAE0nuvg5uaGW0TIKi5GfmkpYogEM8g5jhPsUSESidC4\ncWML77h60ev1iIuLYyu6Pid4enoKdmmzsbGpcEAIg2E1VW571CDG6mVnZ9Py5ctJJpORVCqlDh06\nkLu7O8lkMnJwcKCoqCi6evUqOTk5kVqtJoVCQfXr1y93f+jS0lLq5OND/QAaCVAQQOFLlgjS+Pn5\nCbqURCIRPXjwQJBm5Sef0EhfXxrVpAktfP99k8X7zp49Sw4ODiSTycjT05MSEhKqt5AsoLCwkLp2\n7UpKpZJsbGxo6tSpT10HRvWi1+upXbt2/Lvp4uJCBQUFta0Wo45QHVX7M2Ec4uPjaemUKbRp0iRa\nMmkS7zvQ6/WUnp7O+z86d+5MHMfx/zB2dnZ0//59Eyeygd0//kijWrak4e7uNOGFFyg5OVkQP3v2\nbN5fAIAaNmxo1teSn59Pubm55d5HaWkpZWRkkF6vf6JyqCqrVq0S+E9UKhWdPXu2VnRhVA/Hjx8n\nlUol8Dl8/fXXta0Wo45QHcbBouUzaps/t2/HYJEIfu7uuJuTgx27diEoKAgcx8HJyYlPl5qaKvA7\n5OTkYMOGDZDJZAgNDRXsfVtUVIRrf/yBb196CWq5HKeTk3Hmzz8xcuJEPs2iRYvw8OFD/PLLL/zK\nqI93NWVmZmLDhg0oKSnB+PHjzS59IRaLa3Xf3dTUVIH/RCwWmyz4x3i2SEtLE/gcioqK2DNlVCtV\nMg4PHz6Evb19delSLsVaLTSP9q7VyOUoKWdjoAkTJmDp0qXQarWwsbGBTqfD/PnzIRaL8cUXX2DM\nmDG4f/8+Ro8ejV69ekGk00EplZbJlcmQaLQGElC2CF6/fv2g1WrRpEkTk8X6cnJy0Lp1a94ohYeH\n459//hH4HeoCQ4cOxfLly6HVaiESiSCVSq3ekY5Rt+jevTskEglEIhH0ej3kcrlgrTEGo6pYtLbS\nmjVrkJeXh1mzZgEoG7EzcOBA3L9/H23atMHevXtrZNlkw0SOs6dO4XxEBNqIxbhWWorGY8agz4AB\nJumJCOvWrcMff/yBgoICHDt2jB8pJBKJIBKJUFpaCqVSiY0bN0Kfm4viI0fgIRbjvEiEl2bPFiyM\nt2XLFrz11lu8senQoQOOHTvGO8N/+OEHTJ48mZ98J5fLsXTpUrz77rvVXhZV5fTp0/jiiy+gUqkw\nb948eHt717ZKjCpy69YtfPzxx9BqtZgxYwY6d+5c2yox6ghPZRIcUdlOcGvWrOHPu3fvTh06dKBt\n27ZR69ataezYsVXu3zKHsXrXrl2jyN9/pytXrpjtu9+0aRP5+vqSv78/HT58mFavXi3wFzx+hISE\nUFxcHLVt25YaurrS66+/bjIJrmPHjiQByAUg20dzK9LS0vj4PXv2mIw1X7dunUBGVFQU1VerqQHH\nkVf9+iYObUtITk6mDStW0LpFi+ic0VwNAzk5OTRmzBjy8vKi4cOHU2ZmptV5MBiM5wcLq/aKZViS\nSKVS0eHDh4mIKCUlhUQiEX++a9cuql+/fpUVMaucBTdYUFBAhw4d4rfaNFTSmzZtEjinjQ+xWEwv\nv/wyNWrUiJ9Up1QqaeHChQLZXo0aUQhAMx9NlnMCBI7n4uJiCgoKIltbW1Kr1eTn52fimK4nldLo\nRzIGAORpZVnl5+fTsmnT6PJbb1HS9On05fjxFB0dLUgzfPhwksvlBIBkMhmFhIRYlYc1FBQU1Jpj\nncFgWEZ1GAeL5jnI5XIUFRUBAI4ePQqFQoEePXoAKNsg50kWo6sqd+7cgZ+fH1QqFYYMGSLYM0Ei\nkSAyMlIwF0IqlUIqlUKj0cDZ2Rnvv/8+0tPT+Ul1Wq3WZDc6lU6HFgDUABoDcOY4gdNPKpXi+PHj\n2LVrF7Zv346LFy8KVqXV6XRQlpTA95GM5gCKU1Ksus/U1FQ45eWhdf368LCzQ3upFEk3bgjSHDt2\njH8+xcXFOHPmjFV5WEJaWhratm0LlUqFevXq4fTp09WeB4PBqDtY5JDu0KEDVq9eDXd3d3z55Zfo\n168fP2onISGhVhywEyZMwI0bN6DX65GXlyfoYyspKUFgYKBgfwciwu7du+Hq6oqWLVtCIpFAKpXy\no3jkcrlg32YA8GrZEvdTUuCg1yMLgFYiMblXiUSCF1980ayOYrEYWo7DbSLYoWzxPn0lq7M+joOD\nA9LFYvyTkgIbiQTRBQVo3aCBII2vry+ioqKg0+nAcVyNTLSbOnUqrl69Cr1ej8zMTAwaNAgZGRn/\n2v0UGIznHYtaDp999hmio6Ph7++PO3fuYLHRhjc7duyolZEvcXFxJkuAi8Vi2NjYYPny5ahXr56g\n4uI4DhqNBh06dIBSqYRMJsOvv/6KevXqQSQSISgoCOHh4QJ5G7ZtQ4KPDzYD2K9Q4PMdO6zeTGX6\nokX4C8B1ABc5DuvNLOtREXZ2drBr2RKfHTuGFQcO4B8itGjZUpBmx44d8PX15Q2DuR3tqkpMTIxg\nhnpubq6gtcZgMJ4vLGo5tGzZEvHx8UhPT4ejo6NgfPXy5cvR4LEv2aeBq6sr7t69y587OTkhJSUF\nHMeB4zgsXLhQsLyATqfDnTt3BDK6d++OtLQ06PV6s8twOzs745udOxEZGQkvLy8MHTrUaj2l6emI\nnDkTrioVotPScCEuzqrrU1JSkH/pEtYNHw6ZWIy98fE4f+4cgkNC+DQeHh5YvXo1zp07h8DAQDRt\n2tRqPStj4MCBSEhIgFarhUQiQbNmzaBSqao9HwaDUTewap6Dk5MTkpOTcefOHQQEBMDW1hYBAQE1\npVuF/P3334Lz9PR0AP+35pJhCKsBvV4vMBbGlLc/w8GDBzFkyBCUlJRAJpNh//792Lx5s8U6EhGK\n8/Ph6OoKsUgEBxsbFFm550RRURFUHAe5WAyO4+AokaDgsS/2tWvX4n//+x+Ki4shl8vx4YcfYs6c\nOVblUxmLFy+GXq/H/v374evri4iIiGqVz2Aw6hYWL7y3evVqNGzYEJ6enujevTviHn0BDx8+HCtX\nrqwxBcujvF3lDDg7O0MikUCJsh3cFAoF1Gp1hdc8zkcffQStVouSkhLk5+dj586dJs736OhojBw5\nEkOGDDFxBHMchzZ9+2J7UhLO3LmDPRkZaPPCCyb5XI+JwY/ffov9P/2E3NxcQVzDhg2hb9IEexMS\ncDwpCWflcvi3bWtWz9LSUuTn52PJkiVW3aclSCQShIeHIyYmBnv27EH9+vWrPQ8Gg1F3sKjlEB4e\njnnz5mH27Nno1asXQoy6NIKDg7F9+3ZMnz69xpQ0h0KhQH5+viDM2MfQu3dv+IrF6K7XQ8dxOC2V\nokuXLlblIZEIi4eIBMtn3L17F0FBQcjLywMR4eDBg4iKikJLI5/AgOHDccHDA+n376NXkyaCOKDM\nd/Lb0qXobWODlMJCbLp6FW9/+CGft0QiwcSZM3HuzBkUaLV4tW1bs07xis4ZDAbDWixqOaxevRph\nYWEICwtDt27dBHG+vr6IjY2tEeXKY9myZdBqtVACaAhAA0AMoKmtLZpqNFi9ejVycnLgXlSEDL0e\nD3U6uBQUID09HevWrUODBg3QqFEjDB06lPdRSKVSk/2y3d3dIX+Uhz3KltMw7mc/evQoSkpK+FFS\nRUVFJsNht23bhj6dOuH1oUPRpXVrXLlyRRB/NSoKafv345eICJzbvBlxf/6JtLQ0QRqFQoHgkBD0\nHTTI7MiwsLAwvmtMJBJZvR93dbF582a4ubmhYcOG+O6772pFh8ogIixatAjOzs7w9vbGn3/+Wdsq\nMZ4zTp48iSZNmsDZ2RmzZs2q+kzl2sKSyRByuZzfArOkpIQ4jqMLFy4QEdGBAwdIoVBUecKFOcyp\n9882AI8AACAASURBVMsvv5BKpSIFQMMe7eI2BKBOAL0H0DSA/MRiqlevHvUF6EeAtj1akrtdu3aC\nyXKPH0qlUpCXSiqlvgDNAuh1gOoBlJSUxMd/8803JjI++OADgQzj3eaGAmQnlQrie3XvTkMAmv8o\nTRPA6m1X+/XrRxKJhJ/g17lzZ6uurw7Onz9vMhGxLu5MtmPHDsFqpiqVymQ1XgbjScnIyDBZNSEi\nIuKp62Fh1V4hFrUcfHx8cPToUbNxJ06cQIsWLZ7YOFnL+fPnkZ+fDzsAPijzJ2gAtAFgC8ABgLdI\nhPT0dDgDSAGQjrIv/7///tvEKd0IgN+j+MeHZsoeTWBTAHAD4ATwvhagrCVh3IVjGC5roLS0FGoA\nXo/09AFgYzQcFABuJCTgMIAdj454CHebs7RMDPel0+lMWidPg4sXLwrO9Xo9Lly48NT1qIzTp08L\nuiMlEgmuXbtWixoxnidu3Lgh6HrWarU4ceJELWr05FhkHGbMmIGlS5fio48+wo1Hs3NTUlLwzTff\nYMWKFZgxY0aNKmlMYGAgVCoVcgAkomwnt1wA/wDQAmXhej2USiWuAUgCkICyStfNzU1QmTcC8PKj\n40UA6sf66vMeXVcM4AGALECwCm1AQABkMhl/rlAo0NbIWSyRSJALIA7AvUd/he5moHXr1pCgbAa1\nDQAOQFBQkCANESExMRGxsbH8TGgTGY90F4vFT9VYG3h81JpIJDKZVFgXMMxzMVBSUiLY3Y/BqAo+\nPj6CD1ClUolOnTrVokZVwNImxrJly0ilUhHHcfyhVCpp2bJlVW6+lIexenfu3KGzZ89SfHw8zZ8/\nn5RKJdkC1Agge4CCOnQgD7GY3KVS+vijj2jWrFkkAqghQPUfNfE2btxIn332Gdnb25ODgwP1ql+f\n5gO0AKB3AFoxb54g/1atWpHNozwcH8l4fHG+jRs3kpOTE9nZ2ZmUhV6vJwDUGqDBADU103X16549\nNFmjofkAfQDQ+I4dKSsrSyDjh40baXr37jSnc2daNG2ayfpNKSkpFBAQQFKplJo1a0a3b9+uUrk/\nKWvXriUHBweyt7enr776qlZ0qAy9Xk+zZs0itVpNrq6utG/fvtpWifGccfDgQXJzcyNbW1uaOnWq\nye6QTwMrqvZysWjJbgM5OTk4c+YMPxkuKCioRvdzMCyJ8feVK/jziy/gR4SbROj4+usIMnKMP3jw\nAK1bt0Zubi4/S3jw4MEmQzo3b96MV199FUDZ13ifDh1Q79IlOOv1uCgSYcKqVXhzyhQ+fe/evXH4\n8GH+XCwW4+HDh4L1kypCp9PBUyLBWABKAGkAdgJINyryvTt3ov7Bg+jo5gYiwuo7dzByyRJ+qGhy\ncjImt2uHbpmZ4FA207r/t99i3Guv8TI2bNiAd955h5/M9/HHH9dIa+7gwYM4cOAAfH19MWnSJLN7\nbDMYjNqnOpbstmrMo0ajQd++fauU4ZNw8uefMVKjgae9PTILCvDNDz+gc9euWLt2LSIjI1FQUIDM\nzEy+OZeYmGh28bkUo0XvHj58iEMXLkCGsoo7W69H7tq1AuPw+EQ6juMES0hYggj/V8hSAJLH1iLy\n79gRuyIjoU9ORmpxMSTNm8PZ2ZmPv3jxIvIe3RuHslFZe3bvFhiHDz/8UOAvCQsLq3bjsG3bNrzx\nxhtlo8SUShw6dEiwdtXT4vbt21i0aBFyc3Mxbdo0tmkRg1FDWGQcNm3aVO4CayKRCBqNBq1bt4an\np2e1KmeA4zgYbKCeCOA4zJ8/HytWrIBWq4VUKoVOpxNcc/36dRM5f/75J9577z0AZdt7AmX+BIMJ\nuH37tiB927ZtcfLkSf5co9FY1VISi8VQeHnhaGIifAD8DaDDY5sUeXt7Y8SHHyL6wgWo1GpM6NFD\n8EXu7OyMGyIR7FHmeD8NYNBjw1kffzY1sRheeHg4b4C0Wi1++umn/8/eecc3Vbb//52kaZJOuiiF\nAmUUqOwpQxAUFwgOUARBQUAQt/JzKw5cj4h+UXEgqA+CiIIiUzbIkr1nWQWkFOjeTXL9/rhPQk5S\nsIVSxKef1yuvNjnn3Pd9Ttrruq/rcw3y8vKw2WxlPtf5kJ6eTqtWrUhNTcXhcDBnzhxWrFhBq1at\nym0NFajA/wxK5Hvy4Bku9OrRo4ePP/xS4Frezh075IOHHpJfBg6UsQMHyp9r1khsbGyxoahBQUHS\nokULadiwoc/xu+++2z12enq6ABKicRJmkJo1a+rmv/baa3XX+/v7S0pKSqnuwW63y/333y9NmzSR\n5557rtTPwOFwSJcuXcRms4nVYpHQ0FA5cuSI7pwpU6ZIQECA++XZmKms0LFjR92zMJvNPvzL5cb8\n+fMlJCREt44XXnihXNdQgQpcDSihaL/wGCU5afPmzRIfHy//+c9/ZM+ePXLmzBnZs2ePvP/++xIf\nHy+LFy+WyZMnS1hYmDzyyCOXvCj34jxu8OTJk7Jp0yY5duyYiCiyOBikOkiYJrjNZrPYbDb58ssv\n5eOPPxZ/kEYg12iCJCwsTPz9/eWOO+6QxMREqWwwyCCQkSBdQerGxenmv/nmm32aBOXl5enO+fzz\nzyU4OFhsNptPsyARkQkTJrivNxqNsmrVKt1xh8Mhv02fLm8PGyZjn3tODhw44DNGUVGRzJgxQyZN\nmlRsJ7nMzEx545lnpE+7dvLKo49elk5wK1asEJPJJIAYDAZ5/vnny3yOv8PGjRt1uRRWq1U++ugj\n3TlHjx51k/PNmjVz/738GzFp0iQJCQkRm80mL730UkUTpgq4UW7KoUuXLj7/hC6MHTtWOnbsKCIi\nY8aMkZiYmEtelHtxF7jBhnFxci/IyyAPaQrC04Lo1KmT3AHyJ8gKkOs9jlutVhk2bJg00CKVXNFK\n8VFRujlCQ0N9rA9Py2jTpk06YRUYGCjz5s3zuQfvHbcn1vzxh3zbv7/kvPSSHHriCXl/xAjJyckp\n1XP68PXXZYjNJq8ZjTLcYpG3nn22VNeXBAMGDBCz2ey+j8qVK18RYfTkk0+K1WqVwMBAadOmjeTm\n5uqOt2rVyt3dz2QySfv27ct9jeWBnTt3+vzt/fLLL1d6WRXQcOLECdm1a1e5W9culIVyKFGew7p1\n684bO5+QkMCGDRsA5aN3VUe93EhPSqIGijSpisoTcMHPz4/NmzdzLVAZqAF4RuHn5+ezZcsW0lER\nRHZUzsTZvDzdHN5F8ABdYtfu3bt1FV0LCwvZuXOn+72LB6kONAeiwYfQTklKopHNRoDZTK2wMELy\n80vdWe/78eOJyMvD4HQSXlDAjxMmlOr6kmDz5s26taempvrUtioPfPzxx+zbt48NGzawdu1aH85j\n79697qKMDoeDXbt2lfsaywN79uzR5ezk5eWxY8eOK7iiCrjw1ltvUadOHdq0aUPTpk3JyMi40ku6\nKJRIOVSrVo1vvvmm2GPffvstsbGxAKSlpREREVF2q7sAskwm9qMS3w4CnuLUbrcTEhLCMmAfsA1Y\n73E8ICCAjh07kgxMB/4LLAGsHtnNQLGVR9u0aeP+vWXLlrrqsGazmbZt27rfG41GqgB3Az2BHkCo\n13ix8fFszMsjOTub7adOkR0SQnh4uO4cp9PJnj172Lp1K9nFlPw+kZvLAe1ZJAJ/eSm5skDnzp3d\ngthoNFK9evUr1s+hRo0aJCQkFFtqvU2bNpjNZkBlsHt+H/8mNGvWTJdsZbVa/7X3ejXh8OHDvPPO\nO+Tn55OTk0NiYiLvv//+lV7WxaEk5sX06dPFaDRK48aN5aWXXpKPPvpIXnzxRWnUqJGYTCaZPn26\niIgMHz5c7r333ks2Z1y40PIefPBBsYLEgASCxMTESGhoqERGRspPP/0kjz32mABSX6tXBEj16tUl\nJiZGHn/8cSkoKJAaNWro+IT33ntPN8fYsWN1LqHY2FifdXz//ffuJLgxY8bojtntdqkB8ormunpa\nI7894XQ6ZfmiRfLJSy/J1//5j5w4ccLn+H/Hj5d3brtNxt16q4x+9FFdkpyISPv27cWiJerZQBIS\nEnzWeejQIXnnnXdk7Nixkp6eft7nej7k5eXJwIEDpUqVKtKhQwc5dOhQqccoD5w5c0a6desm0dHR\ncvvtt8vZs2ev9JIuG+bNmyfx8fFSvXr1yxKEUIHSY/369RIcHKyTGw888EC5r6OEov3CY5T0xA0b\nNkjv3r2lZs2aYrVaJS4uTu655x7ZuHHjJS/ivIu7wA22bt3ax5/v5+cnFotFatWqJRs2bBCLxeI+\nFhQU5EPm3nDDDTqyeO7cuVJYWCgrly2T3378UWxWq88cngRnenq6xMbGisViEbPZLGFhYTrh7nA4\nxApyC8gwkA4gfqX80o4ePSrDmzWT+RERsiQsTN6qUUN+mjZNd05QQIC0AOkP0gbE6uenO37o0CEJ\nCQlxP586deqUmteoQAUq8PfIy8uTGjVquAthBgQEyKJFi8p9HeWqHK4ELnSD3kLb8xUcHCyzZs2S\n8ePHS3R0tFSrVk1+/fVX3fUpKSk+18XExMiXY8fKY7VryyuVK0vzYsbesmWLe4wff/xRV4HRYrHI\nxx9/7D7uKp9hBAnwIMtLgxUrVkh3Pz9ZCrJMs0AeHTJEd04MyDPasedAqnk9tzfffNMdaeR6Pt7E\n+f8SZs2aJddff73ccccdsm/fviu9nAr8y5CcnCyPPPKI9OrVSxYsWHBF1lAWyuFf2RVGRDhx4gQj\nR450J27179+fPXv2uPmRw4cP+1x36tQpJr71Ft3S0xER2qOI6jSPc86ePev+3Wq16vy+TqcTq9Wq\nG9NqtZKfn48rf7lWrVqlupczZ85w2OFgFqpy7HIg0KsXtr/Nhl3jGYoAo1cBQZvNhp+fn5sgFxGf\ndf4dCgsLeeaZZ5g7dy7x8fFMmjTJ/SyvJixbtoy+ffuSm5uLwWBg5cqVHDx4kLCwsCu9tAr8SxAd\nHc348eOv9DIuGSVuE7pmzRoGDx5Mp06daN26NW3atKFNmzbu38sDdrvdXS+kuMzcwMBAAgMDad26\nNenp6eTn5+uuXbVqlfuzuLg4n+srVapESkYGOdoc2YB3DVTPCp516tTRVUktKiqiTp067vcGg4GP\nP/4Ys9lMQEAAAQEBjBs3rlT3HBUVxUERFgG/oarPWr2I4Oc//JD5RiNrjEbmG408Nnq07vjgwYOJ\niYkhMDCQgIAA2rZtS6dOnUq1jhdeeIFJkyZx5MgRli5dyo033liq6/8pmDVrlnvDICI4nU6fcuMV\nqMClQkTO27P+akGJlMOiRYvo1KkTJ06cYNWqVVSuXJnAwEC2bt3K2bNnfVpfljXS09P54p13eGfI\nED557TVSUlIwaiUlagGRqLpF9f396XfddYx+4w1Onz6tiyTKz89n4MCBBAYG0rFjR2w2GwEBAVTR\nxggGhg8fTrLZzExgnvYKBloC9bVxPCOYZs2a5VPcyrve0J9//kloURHRubn45+a6S56XFA6HgwJg\nN7AFSAVdyWlQ4cQHgUVOJ/tESPAKOw4JCaFu9epUzskhMi+Pxg0blrponquGlWtNhw4dKjZy6p+O\nuLg43caisLCw2O56FajAxWLnjh289/jjvDt0KD99951PaZ+rBiXxPbVt21aeeeYZdxc4Fwl95MgR\nqV+/vnz33XeX7N8qDq7lTf7sM1nx0EPifO012TxsmHw+erQEoTqsvaaRvc1BXjMa5de2bWXMwIFi\ns9nOy0lYLBa57777pCqqc9xrqK5y/iC//fab2Gw2sVgsEgLyKsgBkN9QmdaeBHzPnj19xm7cuLHu\nHiJBhmtz3K9FVpUG48eP95mjatWqunM8O5uByhb3xFtvvSVdTCZ5GdVtrrHJJMuXLy/VOu677z5d\nElxERMRVmZGbn58vXbt2dQcRvPvuu1d6SRX4FyEzM1PeGzpUkp99VopefVW+799fVq1YUe7rKKFo\nvyBKZDns3r2bbt26YTQaMRgMbrO8Zs2avP7667z99ttlpauKRWpSEtdERGAwGEiIjCT12DGCUAlu\nBiAK1QEOp5P05GTyDh/WuZS8UVBQwJo1awjRrjOgOr0FAD169CA1NZVDhw4Rjkpe8wMaaueuX38u\nY8JisfiM7d1IJkBbnwGogupWVxoUl8Tl3bHO+713Ndl9e/dS3eHAD9VQKMZoLHX3s0cffVRniQ0b\nNuyyFPi73LBYLCxcuJCjR49y9uxZXnjhhSu9pAr8i5CRkUElh4PooCD8jEbqWa2kJidf6WVdFEqk\nHKxWKw6HA6PRSExMDImJie5jISEhHPMiSMsatVq0YElyMscyMlh47BiVatUiDdgFZAB7gGNAptHI\n+qQkvlu9+oK1zAMCAhgyZAgpqKSxdFTF1GxN2FmtVqpWrcpfwK+oHgozgeNAly5d3OMMHjzYZ+wH\nPEppm81m0rT1ZQA7Ucl7pcHAgQN9PrvOo5cF4EMMeyci3tatG9tNJs6iOtoliujuoyR49dVXdebx\nmDFjrlpzOSkpiSlTpjBt2jS3q6wCFSgLREVFkR0Wxvq//uJwWhrrCgqolZBwpZd1cSiJedG1a1d3\niOYDDzwg9erVk99//12WLVsmLVq0kDZt2lyyCVMcXMsrLCyUeb/8Il+NHi0TP/3UHT5qBonW3EF+\nINVsNgn1cK9EglwH0hYkFFV1NSEhQd544w1JTU1VLibtPANIly5dfOaPAmkCEgdiAlm6dKn7+C+/\n/CL+/v66RDrvZKSpU6eKlXOVXw8fPlyqZ7B27Voft9IQr1DWlJQUqVmzpthMJqkaE1NsJ7j+998v\n0X5+UtnfX8aNG1eqNYiING3a1KcIoXddo7LA8uXL5ZFHHpHRo0dLdnZ2mY9/4MABCQwMFKPRKH5+\nftK4cWMpKCgo83kq8L+LU6dOyZTPP5ev331X1q9bd0XWUELRfuExSnLSnDlz5NNPPxUR1a6zefPm\n7jLd1atXlw0bNlzyQopdXDE3+Pjjj7tzB1qB3AQyBGQwSButnHOwJshba3H/T2kCvmrVqnLTTTfJ\nd999J8nJyVIZVXBvPKoqa2hQkG6uAO3zh0HuBakJsm3bNvfxiRMn+gjuUaNG6cawGQzSGVUcsDVI\neKVKpXoGH3zwgc8cVapU0Z2zdOFCGd60qbxataqMaNRI5noVYJs9e7bueqPRWOpqpRMnTnQXerPZ\nbNKzZ89SXV8SLFy40M0VWSwWadWqVZm3WBw0aJDuWRgMBvn999/LdI4KVOBKoyyUw3nzHNatW0fL\nli0xm810797d/XlsbCwbN24kMTGRvLw8EhIS8Pf3v0T7peRw+cqjgFZADtAHFeJpysykCGgP/Kkd\n74cqrPcXMP2vv/jrr79YvXo1w4YNoy7wBCrSKRzY7xV9YwPqArcCh7U5tm/fTpMmqoxfcQW1PAsP\nFhUVESVCBxRvEQIcLWVRvT///POCcwCMee45muzahdFuJ/zUKT587jm63Xmn+/iHH36oO9/pdPL1\n11/z+uuvl3gdDz30EJGRkcyfP5/69evz6KOPluo+SoJPP/3U7eYpKChg9+7dHDx4kPj4+DKbY8+e\nPbr3IsL+/fu5+eabSzxGYWEhzz33HL///juNGjXi888/JzIysszWWIEK/BNwXuXQvn17rFYrLVu2\npEOHDnTo0IH27dsTERGB0WikXr165blON66//nqWLFni7uBWgFIQTpQSqI0Kba0C+KNIa4f2uwu5\nubksWLAAK4pviEJVZ9XTukpptEWFstYBpoJOULkUVTSKcE5G34HOz8+PIm3+MOAs57rOlRQuoeMK\n103RxvXEtj17MNrtWIAih4M9Bw/qjhfX2vRiFHrPnj25/fbbiy14VxaIiIjAZDK5uQyHw0GIVzHE\nS0XHjh1Zt26d+73BYCh1wbpnnnmGSZMmkZeXx8GDBzl69KguUKECFfg34Lz/5b///jvPP/88AQEB\nfPHFF9xxxx1ERUXRoEEDBg8ezMSJE4ttxVnWEBFSUlJISUlh48aN9OvXj7p165IG/I4ipd8BfgYW\noKJxAAKBTcAnwMcoUtkFPz8/rrnmGnYAzwAvauedQZXpdiWvOI1GdgKbgbUoJeTZCjU3N5d6QF+U\nhdIUdLH/BoOBbGArivjeDpSW/hw6dCg1gPuA+4Frgbvuukt3Tq7TSSRwPUopesdpeVd5BV/S+u+Q\nmppKu3btMJlMVKlSxV2mvSzx5ptvEhUVRUhICDabjRdeeIHo6OgyncMziRG0yrnFVN+9EObPn++2\ncIqKiti4ceNVS85X4PIgOzub5OTkCwbG/NNxXsvhpptu4qabbgKUG2LXrl2sWbOGNWvWsHLlSncJ\n7/DwcNq1a8fs2bMvywJvu+02li5dqtv9mkwmwsPDKUhNxYkqcZGiHVuIEsKuXbpde+1HhauGmUzk\nhYQwaNAgZsyYwSqPuSINBr548kmcgYHc/cQTpDmdLEIplnTgJMpacAmTvLw86qKS6AyocNddXlnZ\nYUBjbS3NUCXES4Pw8HCurVaNiBMnAGjs58cNXn2og51OKmv3HAkEe/1Bigg2VF8JO3AUdJndJcF9\n993n3nGfOnWKzp07k52dXabhrLGxsRw4cIDNmzdTuXJlH0FeFti2bZvufVBQkK6sSklQv359kpKS\n3JuI6OjoUicVVuDfi88++4xnnnkGg8FAixYtWLx4sU/i6tWAEvkHjEYjjRs3ZtiwYXz33XccOHCA\npUuXctttt5GamsrcuXMv2wJXrlzp4xZxOBzYU1PpAdwL3INyDYFyD+1AcQzdgInA18B1wA1+fqwY\nMYKPuncn0St/wArcJMLI6tXp5+fHzE8+wQQ0QrmWrkPlQXjuwvfv308Gyq1UDSWcjx8/7j7u5+dH\nlramAOAEkFnK+09PT2dLcjJpKItgr9PJmo0bdeecdTjYr93zASDDSzn4+/vTDsXN9AESUEKxNFi6\ndKnufW5u7mVpYhIUFESnTp0ui2IAaN26ta4PRVFRUannmjhxIvXq1cNoNBIZGXnZNkYVuPpw7Ngx\nRo4cSWFhIQUFBWzZsoUPPvjgSi/rolCiwns5OTmsW7fObTmsW7eOrKwsGjZsyMMPP0y7du1KPGFO\nTg779+8nKyuL4OBg6tWrd8GmMcXFoYejiOJrUJxDGIo89kY9lEUhQE0gzeEgMTGR8LAwflq9GpM2\nRhRqNx2AcgXFhoTgSErCpo1dhOIsglCF25o1awYopSnAT9p8RdpnLtjtdtJQuRJBqAJ+xbmVjhw5\nwty5c4mMjKRXr146TiEjI4OTVivTcnIwA6ecThK8dv05KGupKnAKlVPhiQCbjUDUTsAfiDYaS205\nFGceeyfbXQ24//772bFjB59//jmBgYFMmDCB6tWrl2qMmJgYdu3aRV5eHlar9apMBqzA5cHJkyfx\n9/d3J+Hm5+dz0IsDvFpwXuUwZcoUtzLYuXMnoaGhtG3blg4dOvDss8/Spk2bUpGFaWlpjBgxgpkz\nZ2KxWAgJCSEjI4PCwkJ69erF+PHjqVSpks91AQEBPhnAHVEVSo8DEahOb2dQ2a+eQm8qKgGtCFWX\nKF6EKQsXsgHo8OST1ARuRwnMWiiOYu+ZMyRmZVGlWTPStc9aoIRuMtC0aVP3+LVq1WLzjh0kaA9y\nK1C5cmX3cZerIR19pzoRYfv27aScPEl+URH9+vXDbrdjMpmYNGkSCxYscAucxo0bU1BQgGdDTm8C\nNdrPj5Z2O020+830Ela9evfmlWnTCHQ4KAQO+vlx66236s6x2+1s2rSJrIwM6ick+AjMoKAgMjP1\nds/VWMnUYDDw/vvvl0l3ruKKP1bgfxsNGzbEarWSk5ODw+EgICCAe+6550ov6+JwvhhXg8EggYGB\nMmLECNmxY8clx8zeeeed0q9fPzl48KDu88TEROnbt6/ceeedPtcAMnv2bOnYsaOEhYWJxWIRA0hf\ng8Fdq6gdSG0tryEnJ0dqVq8uQQaDANIF5GuQT1FNcPxAKmnx7e3bt5d4rebRaK3+UbjRKN9/8onM\nmTFDcnNzxaCNU1WriQRIYmKie33Dhw8XQEJAwrTjt9xyi/u4q5+D56t69eqycM4c+bJ/f1k5cKD0\nqVNHjB7HAwICZNeuXe4xVq5c6TPGgAEDdM+pb6tWMtVolGUgPxsMctc11/g8y4kTJ0rrevWkQ9Om\nPnWVnE6nfP/FF/J9//6yfOBA+c/gwT7fU/PmzX2S4PLy8krwzZcOv/76q9x1113yxBNPXLYubsuX\nL5fevXvLkCFDSp3v8U9CYmKiDBw4UPr06SPrrlCyVQV8cfjwYendu7d07NhRfvjhhyuyhguI9pKP\ncb4Dzz33nFx33XVis9nEZrNJx44d5bnnnpNffvlFTp06VeqJAgMDz5vxmp2dLYGBgb6L87jBrKws\nd3elqiC3oQruvY9qdFMNZMjAgdLRZJJhILU0wX8aJAVkqJeAvfnmmyUM5AFNObQHCbTZdPObDQa5\nDuRRkHtQ2dieAnHUqFESo40xCKQGSN++fX3uwfNltVrlneHDJfOFF0RGjZJJDRtKtJdy2L17t/v6\nr776ymeM5s2b6+bo0qCBvAsyC+RDkHY1apT8ixHV0e4/AweK47XXREaNks0PPyzTJ07UnTNt2jT3\n8zeZTNKnT59SzVESzJw5051oZzabpUGDBlJUVFSmc6xdu9adaGcymSQ6OloyMjLKdI7yQEpKioSF\nhYnRaHT/3Wzfvv1KL6sC/xCUhXI4r1vJZXYXFRWxZcsW1q5dy5o1a5g6dSonTpwgLi6O9u3b065d\nO9q1a0eLFi0uaKFERESwZcsWn7pAAFu2bLlgaGVBQQFvvfgiUXY7mSji1Q/oieIVclHltRdMmcI9\nDgchKDfRMVTymh3lFgLc/Ebr1q05sHAhW1EuJyNg9OI3KotwHXAXcAgV8TRu3DiOHj3KzJkzyc/P\np402F6gwU8+S3K5olggUT5IMZOXnY7bZyCosJNhioV6TJrBvH9UNBgoNBpped52OIG3ZsiVGhXTZ\n5wAAIABJREFUo1FX9K5Dhw66dW49ehRBEd57gR1aZFNJ4efnh91gIK+oiEB/fzKLivD3iq7YuXOn\nOk+7p8sRxjxx4kS3C7GoqIhjx45x6NChMs2pmT59uq70eF5eHhs2bLjq+lP88ccf2O12999FQUEB\nv/32G40bN77CK6vAvwV/S0ibzWZ3Y58nn3wSUBE5a9eu5bvvvuOJJ54A+Ns473fffZdu3brRs2dP\nmjZtSmhoKBkZGWzbto3Zs2fzxRdfFHvdU089xTeffcYtQH+UwJ+LIl33ARYUmZwG5BUVkYnKRA5F\nFbr7HBVG6ioNmJ+fT6dOndizYQMB2pg3At9o43jCgAo/rYOKSApA9bZYs2aNW4iloshwE4r38PTD\n+/n5URnohOJIklGd3G4dNIjvx42jSno6GwsLeaxrV64VIRfY36ABBQUF7k5tzZs3p2/fvvz8888Y\nDAYiIiIYNWqUbp3VbDauycujENV34ngpu7wFBgbSvm9fvvzhB8KB1MhIBnplDM+YMcNNsjkcDnbu\n3ElOTo5PMEFRUREiclFJdrGxsZjNZnd0mt1uLzZH41JQpUoVd3c+1xxRUVF/c9U/D1FRUboNg8Vi\n0fFdFbhymDdvHg888ADZ2dn07duXr7/++qoMdS5xm9CCggI2bNjAmjVrWL16NWvXrnWXcahRo8bf\nXt+vXz+aNm3KlClTWLVqFTk5OQQFBdGwYUPWrl3LNV4NalyYMGECoXY7cajEtjooQXsMmAasQAll\nl2UwF4g1mTjucFAbFf5pQFkPoATbhj/+4K6gINoCN6NI3BuB+do5+/btY/fu3eQA3wFLUCGoJ4FK\nZ87oCPJUVIKcCSX8B99yi/uY0+kkAhiAEtrLgL0GAwajkduffhqz2Yx55UrqrltHTX9/bFYrJ9PT\nSU1NdTegMRgMTJ48mQ4dOpCUlMTIkSN9rKyuPXuS+e23VNfWeF0xpSAKCwv573//S1hYGL169fI5\nfv1NNxFepQrHjh3jrg4dCA0N1R33buzjdDp1hKyIsHjePBZ9+y2IcOODD3Lz7beXKpLnrbfeYtGi\nRaSkpGC323n//ffLvCzFY489xo8//sju3btxOp08+uij7nIoZQkRITExEZPJRK1atco8oum6666j\nb9++TJ48GYPBQKtWrXjwwQfLdI4KlB4pKSncc889bhkxffp0mjZtylNPPXWFV1Z6nFc5uGoQuSKW\ntm7dSlFREX5+fjRr1oz777+f9u3b0759e6pVq1aiyRo2bMg777xTqgXm5uZiQEUmxaNCVytrP62o\nEFFPZ1AykKxZMf6oTm5FqBwEULv8mnY71+TksAB4G6V0jqEE64gRI/j888/d51YH2qGUz3pUhu3e\nvXvdO89olKViQmUnJ3vUbhcRDCjLJRnluhIR2rZtS1FREaNHj6ZJw4a8O306TXJzyRLheOvWPOAV\ntdWsYUPy9uzBBkwYM4bNBw/qFPJnU6ZQC4jR1rnv11+Z4PlMkpOJjY11W3dhYWGcPn1at5sZP348\nzz77LH5+fkRGRrJ27Vpd5nBhYSE1te/gFLBDhNzcXHe+RGJiIl+MGEFjzaX11Z9/UjM+vlQ5BFFR\nUezdu5f9+/cTGRlZ5tnRoDY5+adOkVBURL4Ixw8dKvM57HY7PXv2ZMWKFYgIPXv25IcffqgIef0f\nwOHDhzGbze73ubm5bNq06Qqu6BJwPjLCVXU1IiJCbr/9dnn77bdl+fLlkpOTc9EEx+nTp+WLL76Q\nxx9/XAYNGiRPPPGEfPnll3LmzJliz0cj2kBVWm0O8iTIL6hKqcNBloFM0ghovF5DQFaB/AFyh/ZZ\nJ5CBRqO8HBgozUAeAXkd5E6PiCPXqzLIOJB5ILO1+ceOHSs9evRwl+ruBrIWZAPIfahqoi44nU6J\nB/k/kOUgr4DEeoxvsVhk2LBhEmA0SnWN8Pb399eV3J48ebJcA/KiRrD3AGnq1W2umrbOBSBfoqrH\neqJFixY+z+bll192H09NTRWLxeI+5ufnJ4MGDdKNEWUwyGjtef8AEg+6AIMxY8bI3X5+MgpkFMg9\nfn7y3nvvlf6P5DLjkeHDpYfRKK+BvATS1GTSlWEvKXbu3CkTJkyQFcV0+Zo6daquO19QUJDMmzev\nLJbvxsqVK3VzBAQEyFdffVWmc1Sg9EhNTZXg4GDd9zLRK7ijPHAB0V5inNdymDBhAh06dKB+/fpl\nsuNZsmQJvXv3pkmTJjRt2pSYmBgyMjKYPHkyzz//PDNmzOCGG27wuW706NGMHj2a1NRUwlEktBG1\nY3dlNFRGWRBdUUXuGgO/ofgIVwkNF71aw2ajV6NGzD5xAltODs+jkuB+QxHTaR5z5wGrUWSyq4TG\n77//zoIFCwAIDQ0lODOTw9qaQtES39LS+Oabb8jKysKqHdugrcEzL9lsNrNnzx5ynU530T+Tw8Hp\n06fdeQarVq0ihHOFAyOBNUf17EgAymqwoKwX7+h77yquoCfO09PTdVaE3W7nhBepbROhJopct2pz\nnj171s05GI1Gdoi4u95tdTpp9Q/cKZ9OTibc6cSAKmRYyWDwude/w7x589yx6waDgRdeeIFXXnnl\n3BynT/s0l09JSaEscfr0aV3CZUFBQZnPUYHSIywsjEWLFjFkyBBSU1MZOnQogwYNutLLujiUgZIq\nERo0aCAzZswo9tiMGTOkQYMGPp+7lhcXFyeAxIA8CzIW1Rvhem2X2kvbwfcGWQKyA6QPyM0gH4P8\nB6QDSFxcnLw/YoSsHjxYvu3aVZqDzAH5E+RdVL6Cp9YP0sbur73qgezdu9e9vhYtWsi1WvjoOJDO\nIFFRUVKzZk2xWCxiNBqlJqpv8y+ocFpX2KrZbJa6devKzTff7NNfYOvWrbpnE6FZJUO0NVx77bW6\n52TV1vctqq9FsNfX+s477/hYDp69sB0OhzRq1MhtDQUEBMiPP/6oGyMYpC/IVO1+YkHS09Pdx7du\n3erO+XA1XLpcfT4uBbNmzZIEk0mGoPJk4gICJCUlpVRjNGrUSPcszWazru+Eq6GQ6/sMCQmR48eP\nl+l9nD59uiKUtQLnRVmI9stTe7kYJCUl6fpCeKJbt24cPeodK6QwZ84cTp48CShO4FPgLWAjyve9\nBJUhHc65/1ZQZEoGiqs4gQp3zcvLo/ODDzLbaOSP4GAOowjnmdorE9XHIjIyUpHFqB1yVxQRbkBx\nMS4kJCSQoo0xEcVbREREkJqaSkFBAU6nkzxUMcAPUT0mcoG7776b4cOHs27dur8tf929e3fMVarw\nOypcN9Fo5Msvv9SdE4yqqfQFKkLLuxjJiy++SO/evTEajfj5+fHBBx/QsmVL93Gj0cjPP/9MrVq1\nCA8PZ8CAAT5ZnWYUbzMJZWEZ0EeobdmyBZvNRqb23K1WK1u2bNGNkZGRwcMPP0yHDh147733dNE2\nLgwaNIjQ0FBq1qzJ5s2bL/hsLgY9e/Zk1JQpJLZpQ3rXrszbuNEnWun48eP06dOHjh078t///tdn\nDCmmsKEn6taty6pVq+jXrx8DBgxg3bp1JeblSorIyEg2bNjAgw8+SJ8+fVi6dGlFGOs/BEeOHKF3\n79506tSJadOmXenlXDwuWb2UEJ07d5Znn33WJxEuKytLRo4cKZ07d/a5Bm1XBr58QjWQpzVf/lso\nzqGrZi28AtJA8yknguzXdt02m03ef/hh2fzww/LjLbdIAoq3eE6zEEJAmjRp4p4zCpVktwHkNxTn\nMH/+fPf6PvnkE2ml+eBnolqS9ujRw93GFFRm9f2ahdMd1SrUE7fddpvuvoxGo2zevNl9PC0tTXo2\nbixvBwTIOJtN7qxcWZYsWaIbIxrkcZDvNMsqxmuONWvWuLkb107WM5GxqKhIateu7U5yK85PajAY\npC7IXZrVZgZdm9AffvhBf9+BgfLf//5XN0b79u3d3EZAQIC88soruuMPP/ywTxb2pXBcF4P8/HyJ\njY0Vk8nkXue0adN05/zyyy8SEBAgVqtVAgMD5aWXXirXNVbgn4vs7GypXLmy7u/nt99+K/d1lIVo\nLzfL4ZtvvmH16tVERERwzTXX0K5dOxo2bEhUVBSrVq3i22+/Lfa64hrVgCqI1xfoADyE8vevR/nd\nD/v7U4iqhpoDZKPCXQEaFRTQPCaGGD8/QlEcQCHnmuns3bvXPWegNk8AypfvOu7C7Nmz6YTiQW4B\nuqOidlq2bElQUBCBgYHEaJ+3QXWU846o974/p9OpyxHYuHEjlZKSeCg0lAHh4dyQl8esH3/UXeOn\nrS8Hxb94R1TPnz/fHVon2i7Xs+FNUlISycnJbj95bm6uz45HREgEfkHxJ0Xorai77rqLevXqERQU\nRHBwMHXq1NFZHwUFBaxbt85d+yo3N5effvpJN8eUKVN07x0OB4sXL6Y8sX//fjIyMtxWUW5uLj96\nPe8777yTP/74gw8++ICZM2fy9ttvX9RcIlJsYcnSID8/3yfMuAJXDrt27SI/P1/39+P9d361oMR5\nDpeKuLg41q5dy/79+9m1axfZ2dnuPIeLyYDNQpHFRSh3jR1F2jYF7g4K4qnUVP5ANQNyovIRoqOj\nOe50UuhwUFhQQDaKvI5ECb0AIFfETepmA4tRxPQRFCHtKRBzcnI4gHJ3mbW58vLyWLx4McuWLSMv\nL4+n7riDw6iKqcc45/ZywWazYUMJ9wLgtJ+fO0wWFGmdWlDAqYwMAoFkkwmHlxujAFUgMFR7Lt7q\ntFq1atgMBqJFcADJOTm6/gWRkZE6F4+/vz916tTRjeGZHe2CZ3E+i8XC2rVrWbp0KSLCDTfcgMVi\n0Y3pWbzPZDIRFxenG6+4jYCI9xO7vIiOjtatw2KxULduXZ/zWrRo8bdVAS6ElStX0rNnT7Kysmje\nvDkLFy4sdcJfz5493eXC69evz+7duy9bl74KlAwxMTG6asVWq9Xnf+mqwSXbHpcRFONOcr3CUUX3\nbtTI2Jc111A7VLhnVY3EXQmyVHM3AXJ7167y8r33yqO33SatNVfMDyjCuB/IfdWry0NGo7xpMsk9\nIA1BWmmvaiATJkxwr69Xr14SoblZ2qLI5oYNG+ruoYZG5D4CcrfmqlqxYoW7ftLDgwdLd4NBXtVc\nQvEmkxw+fNh9/bZt26QG54jx1iBDhwzRzVET5E3N9fWu5mLzxOuvvy4dNdfToyDXgE/xvalTp4rV\nahWr1SqNGzeW1NRU3fHw8HCf78CThC0JFi9eLEFBQWKz2aRmzZpy9OhR/bOqUcNnjvXr15dqjpIg\nIyNDPvvsM/nxxx+LvYeJEyeKv7+/WCwWadmypWRmZvqcc/r0aVm2bJkcOXKk1PPb7XYJCQnREdr9\n+vUr1RhTp071eVaPP/54qddSgbLHp59+KkajUQwGgzRt2rTcXaMiV5lbCeDLL7+kXbt2hISEYDQa\nCQkJoX379nz11VfnvaYSqjlNc1SNI1fBbBPK5ROKKrsdhnKppGrHClBhrUu1l8vVMmfxYt6ePp2Y\nDh1IQ5Xg8EeRrMFAA4uFYQMH8tSTT7rLYiRo8+SCrsHN3r17CUSFdlpRbijPsMiioiKcKHePaD/9\ngR49etCyZUteeuklwgMDqSqCEeXiquR06nbcCxYs4C9UFvdOVLvRWb/9pntGFlS/igBUD20Leuza\nuRN/7Zlka+ft3LlTd07fvn05e/Yshw4dYuvWrT7luFNTU6kL3InqqQ3Fh8heCDfeeCNnzpzhwIED\nHPRK5APo378/UajmSglAoL8/DRs21J2zZ88eevbsSefOnS+qyVRSUhKRkZE8+uij9OnTh/r16/sQ\n4w899BCpqakcOXKEDRs2EBwcrDu+ceNGateuzZ133klCQgJTp071mefMmTOMHz+eL7/80qcpUkZG\nhs46LCoqYs+ePaW6j41eDZ/gXE/zClxZjBw5EqfTiYiwbds2n0ZZVwvKza30wgsvMHv2bEaOHEmT\nJk3c/Ry2bdvG2LFjOXToEO+9957PdTEGA3kiNAZuQAm2N1A8gQWlDPaj3EopKPdMVVT0kgXorZ27\nGSVw2qHcUa+88gpNUC6nH1CZvwHA4UqVOJabS3RwMFuAB1HRSmeBZ9FzDrt27eJ6VG9nf+BHYH76\nuc4Nfn5+BAOPAHHAOuB1cLtWPvroIxx2O81QbqwsIEmEadOm8fTTTwOKG2iA4jVMKNfVnNRU3TPK\nQBUGrK399PZAZ2ZlUUUbo0g7x9tFBKp3xvnaGUYCDwOtUM/8lWLP+ntYLJbzRu60bd4cQ1wctuPH\nwWLhbJcuOsF95swZ2rVrR2ZmJiLChg0bWLBgAR07dizx/A899JDObZSYmMgPP/zA/fffrzsvMDDw\nvE2oRowYQVZWlvv90KFD6du3rzsf6OzZszRu3NitFN577z22b9/uVjJhYWHExcVx6NAh7HY7AQEB\n3H777SW+B4DevXszduxY3Wd33313qcaoQNnjvffe0yl+gHvuueeSuaW/w/Lly1m+fHmZjlluyuHr\nr79m+/bt7ppBLrRq1Ypbb72VJk2aFKscnu7QgR9WrWIEamf/F8q/70QJquuBKai6RdVRQssE7EYl\nbLl6Nru8uQNQlVzf0sYbhFIq01Ghok8MGEBSZiZpJpO7BaiLrLYCf/75p259DVCEuAEVTjrf41hm\nZiZ+2npSUQrEc1dvMpkoLCxkI6p6bAFKQXiG9daqVYsTqC/KgCrVEeTVZMagPZefUIrQGzFVqlDI\nOf7FbDKVulGNy4o6hbLIzCjytiyLve3Zvp3U48eJcToxFBSwZ8sW8vPz3SU6NmzYgKgy84Ai++bO\nnVsq5XDq1Cmfzzx5pJIgPT1d994VtuxKJPzpp5/IyMhwC4QzZ84wZ84c+vbtC6jEuWXLljF8+HAS\nExO58847fYop/h3atWvHF198wciRI7Hb7QwfPpwRI0aUaowKlD28w7eh9P3aLwadO3emc+fO7vdv\nvPHGJY/5j2CvLpSBvT0sDIO/P5+j3EP/RVVPtaIigOKBESjBG4HaGReghGASytXjhxJqrhpN+1FW\nQjIqR+E4iiw+Bbz66qu88u67pJpM5KMyp9egrIJUoFOnTu611apVi1MoQnwDSkB77rwDAgLcbUKP\nALO1MUDtoOPj4+nWrRtVUOW+G2n35SkoOnXqxAGUS+koqtBgXHy87hmZUe6361GKzFvjDxk6lLUm\nE7tQ7rNDVit33XXXeZ95cUjR7tPJuc57ZR1Xv3T9epbZ7Rx2OvnTbmdDSoqu+1xsbKzO4rHZbNSs\nWbNUcxRHDtavX79UYzzxxBPu7zkgIIA+ffroMsxNJpPP37R3Vc6qVavy22+/sXv3bt55552Lqto5\nbNgwsrKyyMvL46OPPir19RUoewwdOtTns1q1ahVz5j8f5WY5DB48mBtuuIGRI0e6S3ZnZmaydetW\nxo4dy5AhQ4q9bsLChRQWFhKJcg25fOYZKEFpQSXE5aCE/f+h+itkopTDs5zz90egkt0aoqyOkyjB\nvxnFV4QBxzRh9Pzzz1MFtaN/ByUUvTWpwWBgIyrBzYxyG3n2f3Y6nYQDrbX1tke1Er13xAhiYmJ4\n6qmnGPPOO4TPmUMtbY5Cf3+ys7PdPv/Tp0+ThoqmMqJ27d7NOY0oxfYzSkl6q9pmzZphjIvjx8OH\ncQK33XhjqaudBqMU10KUBWEDsrKyfKq3XgrCw8P5HcWr2AGL0agL623cuDEvvvgib775Jkajkc6d\nO5/37+Z8aNKkCbNmzXK/t1qtpS7Z/dhjj1G1alUWLVpEo0aNGD58uO54nz59eO+999zlLOLi4ujR\no0ep5igJVq9ezdNPP01+fj4vv/wyffr0KfM5KlA6dOnShfj4eHd5GoPBoPt7u5pQbsrh/fffp3bt\n2kyaNIndu3frQlmffPJJhg0bVux1BQUFVAbuQIWUNkftvhcDv6N2sRkoATkMtbueAexA9VF4GlW2\n+wOUhXCjNk49FP9gQCmAMyiF4glXqOsgVKjop6CrMpqRkUE9VIiroJTSXx6+RT8/P7JQCigAVbcp\nE/jss8/c5/z800+08pizqLCQbdu2ucNEXZVRI1AKKAVfS8vlKLkRtbv3rrDz9ddfcyIpiXCnEweq\nJ8Xq1auLbbx0PmQaDPwlQn0U/5IKPtxBWloaP/74IyJCnz59Sh2a+dprrzF37lw3mde3b19dyC0o\nruiJJ54gPz//olxa3lZCUVERtWvXLvU4d99993l9/CEhIWzbto25c+diMpno3r17mfebTkpK4qab\nbiI4Lw8jMOjBB6latWqpXGwVKHvk5OS4KzqAqj6wfft2GjVqdAVXdXEoN+UAygw+nxK4EIJRESyn\nUBFLs1EulA2oSKVC4GsU4RzJOTdPN1SSnBEloH9GCedAzu3mY4CVqN24VfssTjunCLgHqItyX/0C\nTJs2jcceewxQloETaIJSDtu91p2fn48DFel0jbYGb+sj1+FgMeeI3gOgi1XftWsXNVBkslUb44RX\nlFA4yvLZpd2Ht2Vx4MABGhUVcb12TwuLKayXnp7Oq6++yuHDhxk4cCC9e/fWHXeKkKY9H5fyOXz4\nsFuwZmRk0LRpU3cE0+jRo9m5c6dP1NOF0KBBA/bs2cOvv/5KzZo16datW7HnhYSEEBISUuJxPbFm\nzRrde5PJxI4dO8q8PHhQUNBl3ckvWbKEWnY7N6H+iZcVFDBz5swK5XCFsW7dOl1SosPhYNy4cfTr\n1+8KruriUK7KAXAnwWVlZREcHFyiJLhcFCeQg7IUAlG8QhjKerCh3C3ztOMp2mcLOJcU9idKSOeg\nBOxZlJ8/AhUF5QD+QCmCkahaSkO0c+ujfP6pwGAPoRkTE8OptDQ2oVwtSeAmT0ElsIWiMqQra2ta\n7nVvTqeTE6j6Ty54Cr7atWsTq60TFAFu9BJk6SgFVxllAekDJ5U7JotzFWGr2e263bLD4aBNq1YU\nHT6M1enkkd9/Jz8/n/79+7vPiUJ1zUvQnuFr6LvezZo1i9TUVDcJazAYmDlzJoMHD6akSE9Pp3v3\n7uzduxcR4auvvuKBBx4o8fUlwfHjx3XvCwsLfaJLrgaEhIRQtagIV+ePa+C8kWYVKD8UFRVhAGqg\nNnMnQNcc7GpCuSmHpKQk+vTpw7Zt26hbt647lPXgwYM0a9aMadOmFdtRLgQVhbQSVQ5jIcp9U4Sy\nGvxR3MEfwJfaZwnadYLaqbu81j1QeRIhqOikfSj+oTlK2ViA2mFhXJOZicPhoDoqCmq9Nl8+SujN\nnj2blStX4u/vTzyqFakFeAbY6BGNVVRURKE2RgRKeXg3U031CksFdL224+PjOYFyl/mhSoc3a9VK\nd344KuS2E4p/edNrvDlz5pCKsnDygeMibNq0idatWwPKsnAeOUIvp5NAYJfdzrgxY3TKwYFyx7ki\nqhyojnlt27YFfAlXg8FQapJ11KhR7Ny50006Dxs2jNtvv71MW4V6RxrBxZXTPnr0KJs2bSI+Pv6K\nFLw7fvw4SSi3p+vvIm/fvgtfVIHLjtDQUOoAd6OUwybgbCnb9v5TUG7KYeDAgXTs2JElS5bodjg5\nOTm88cYbDBw4sNhkkU5AC5SQX4La/bqizzeihHIa55Lc/FFKoRJqF12AcjtZtXNraK8ClDVyA8pt\ntRSlZIrS0lgGXBseTlpqKneids0CfAus/+QTfj54kB2oHXoXFBfgQPEY0xIT3Ws3m838hVJoUdp8\n3kGTYWFh2LKyaIiyAHaDzpI6deoUZ1E7kFAUb5K5cqVujFCUW6oqKoJLn7IFBw8eJApl/Ti19Xom\nwVksFgI0xWBAs0C8yjBkoYj7MJRSzQAdqX3XXXfx9ttvc+yY6tYdExPj45r6O2zcuJFIu50E1He6\nt7CQ06dPl6ly8OxuB0qJlZaQXrFiBd27d8dkMlFUVMQHH3zAo48+WmZrLAmOHDnCfpSb1IgKxrAW\nE6ZbgfJFWloa4ZzrqRIDZP0D+5qUBOWmHP78808WLFjg03g+MDCQN99887wCIBwlsCJRrp79KGG4\nR3tfj3NulHoot1ICyv/fAUVSF6GiltajvqyNKGEXr411QhsrUvt9HBCSmkqWdk0rlGDPAkIOHuQG\n1Je/CMV/7Eb9gx5GH9N88uRJaqJ4iwKU4P7e6/5aNGpEQFIS9VAROgUoa8GFJ598ktbAc6gvqzYw\nxiu7ORPFp3RHKTlvt5LF3592qMJ/rsgtT4LUZrNxQoT9KAtnIxDg4R4DRajbUP2yXTkfniW7AwIC\n2LhxI3PnzkVE6N69u08SmcPhYNKkSezbt4+uXbty66236o5nnznDzSjL0A7kOp26OjVlgeHDhzNr\n1iz39xQSElIqYh7gqaeeIicnx/3+2WefZcSIEeXaBtRlXSV7fHa1ui/+TYiKiuIwKtE0CCU/wq9S\nd1+55TlUr17dXSTMG/PmzTtvvPofKHfSWZRg64sS/gZUJdQBKJLaikpYW4tKituDUiwnUBZEOMrE\nO4myHMwoa+MsiqPI55z1cRYl6C1AZ5Q76i6UIjmrze0yFINQ1sNNKHeVJ0SEbM4pnwP4Zi9vXL+e\nSKAZik8IQO1MXcjPz3d3kwNlNXk7awwopfg5ilvxRny9emxERXD9qd2bZ+x1YWEhDpOJQ9oaTwN4\nWQ5nUVZPI5TgPqtd54mAgADuuece7r333mKzix988EGeeuopPvzwQ3r16uVTiTc0KMjtAjQCVqOx\nzJVDly5dmD59Otdffz133HEH69evLxVpDvhkuzocjmJ7U1xOBAYGEgH0AvqhrMbS3kcFyh4Wi4Us\nq5WfgKmoTerVWniv3CyHzz77jF69evHRRx/RtGlTQkJCyMzMZNu2bezcuZMZM2YUe91hVOZvR1QZ\nizjUbt2B4iLCUTtNf1R2chFqh+sE5qAEaR6KWDaghOsm7bxTKIugMkq4pmrj5QLm4GD8srKwa8dM\n2uukNrZLCLcDBqOEWRpqp+BCaGgogSieQ1ARUqu97k9QfMIZ1C4wH3QNymfMmEHXVq2ECwaIAAAg\nAElEQVR4HqU49gH1vcLinNo9xGpjeFfpqVOnDiu08wqAg+hDOkNCQmgRGUknzS1Rx2Agpk0b3Riu\niKjt2nOIQLmOSoqioiKmTZumK2U8ZswYBg4c6D7nyZde4qV776WD00mywYChdm2aN29e4jlKip49\ne9KzZ8+Lvv75559n6NChOBwOTCYTDzzwwEUlsV0Kunfvzvr//IdGWra4HehSSjdeBcoe9erVw+Fw\n4M+5TVwrL47wakG5WQ433ngjiYmJPPDAA/j5+XH69GnMZjMPPvggiYmJ3HjjjcVeZ0AJtURUpM94\nlEZLQ+UdvIwqhZGBcgtdj4qqaYlSGrkoAVwNtSOeifKdA+6d1wCUCypS+72XycQTDzxAjjZvZe3a\nDJTg/YNz4ZwpKKLZxSd4uhacTqe7bMU+7VrvfXCD2rWJ51z0VSh6wT1nzhxiUXWNnkbxL0lJSbox\nCrX7TES5vrznWLZsGSkoYnyNdh+eIZ0Gg4Gz2dnuUt95RiOnzp7VD2IyEYiygKJRwsgz4e/vYDKZ\nfASod0G7WjVrck21amSbTNgsFm7p2NGnZPfSpUupX78+1atXv+is4A8++IDY2FgSEhJ0VlpJ8dtv\nv7mVnMPhYOHChRe1jktBtWrV6HjzzVSPiCA2NJQmbdteFkVagdJh27ZtRKNcyf1QwS7z58+/8EX/\nUJRrKGtkZCQPP/wwAIcOHWLevHkUFBSQnp5+3ozdlqjdeRoqYqkVSojuQRXZu077fQtKsLq8x0Gc\n85PDOWtig3ZdZZTbKATls4/lXBmKSg4Hs775BivKheWHUjShqEQzC4pv2I2yKl7XztmNXuBZtSiF\ncJRQX4SvS+jAsWNkonyU+SgFc+LECXck0fTp02kBDEQpyjRgtUdJCbQxa2rPyuU68sS+YqJYVnqQ\n2mfPnuWQ3c4s1LM94HDQ4OBB3flpTifzUcrhFIoYL03opNFoZNy4cTz11FOYzWZEhHHjxunO+XzM\nGGJPniTC4QCHg3lTpvDXG2+4EwKPHTtGz5493f7+V199lTp16pTKCpgxYwajRo3CkZdHMqpFbWJi\nYqmsIO9qsMePH6eoqEhn8V1uhIaGcjQvD/+oKAKMRvYWFnL3ReZ+VKDsYLfbiSkqwuUkbwkcLSYi\n8WpAuVkOCQkJ7t9XrFhBs2bNmDt3LnPnzqVZs2YsWbKk2OvCUQLzLGqnH6397IBy50SgKq+GofIR\n7Cjhf1b7vT0qgc61K26KqqLaF7XLTkUpiMOcK62dDpzWEtiStfOStTFCOFdGHG3O/kAf1C7Bk6S1\n2+0EoJLxGqG4CSsqUsiVRZl59ix1UZzF9dr4npZB48aNOYayTgpRyqjAi/gMRCmNBShLxltkF1eB\n1XNHHhUVhcNoZBewCkjz9/cJzxQRTqAU9D7tOR05csRn3AuhbZs2PNOjB8+2a8f/69dP1ywIYOfB\ngyTZ7QiKm0lzOnWhvjt27NBZKzk5Oaxe7e2ouzDmzZtHTF4e/VFWYyW7vdhiaReCd1AF+IbyXm6c\nOnWKW+rU4YFbb+XOrl0Z0LDhRYXkVqBs4XA43G0DKqHkRsZlrsh6uVBuysEz+ejll1/m008/Zf78\n+cyfP58vv/ySV199tdjrIlCEsEsx/IkSksGonbo/SqDlaq91qNDR06id+AJgLkpRgPL7R6B24RZU\nGY6vULthPxSJtACIMpkQbZwDqMJ5rn4IeaidPihrZKW2hkLQRbEEBASQiSratwiVpJeBqqhZq1Yt\nxowZQ0FhITVQoa7VtPtK9AiH7d+/P7uAe1Gcy69AQy/BnYmKwuqJ4mG8Se/iykx4JsEFBwczefJk\nzGYzBoOBunXrFtv6Mh4VEeXqf+ZNwtrtdlasWMHy5ct9urqJCHMnTOCpmjUZ1a4d3YHFXjzTtR06\nsAz1HUxDcTGeZF79+vV14wYGBtK0aVNKg/DQUDqbTFRHKfg6Dkeps61Hjx5NNGozUBPVNrS8O7BF\nRkZywmDA32Qi3GYj0WAo8yzvCpQef/zxB4Uo7nEVikvcum3blV3UReKKVGXdt2+fu3wxqEJl52t2\nYkXlN/QAHtN+bkQJ+RWoTN2JKKG7A/UP+yTKTVQJFT7aQRvHH2UdhKCsg0KUG6o3SjjnaZ/da7Px\nYbt2BKIyT09rx0M41zwo8tprARWJdBKlXM4V2j4Hg7bOL1C7fn8gOzubgoICXnnlFfcuuQUqiqoQ\nVZbi5MmTTJo0if/7v/+jBkqhGVFJe/u93EQuq6kSKuLJuxRecXV9PCNbRISPP/iAa5xOOoqQuX+/\nT5mJaOAJFM/zofZcPFFYWEiHDh249dZbue2222jbtq0urNfpdOLIz6eS5moLs1op8OiJAEqxZhsM\nJKJljBsMusigOnXqMGHCBIKDg/H392fgwIG6v6OSoMcddxAaF4fBYMDg50fTDh2KbQN6IWQdP85N\nBgOtURZfcFZWubczrVy5Mu0GDWLE+vUMWLaMyrfdVurqshUoexw4cIAqKDnUAOUxMDm8U1+vDpQb\n52C325k0aRIigsFgoLCw0O2jtdvtOneMJ9ajHrIrdakTSthORvm/n0a5Uj5HJbQVAp+hrIizKLOu\nAKUUClFKxEVKh6NKdltRbhkDEBsZiSk1lbVr1pCMsjpuRkXpHAEGV6vG24MH8/2RIyxev544EV5E\nPcixqEgoFwoKCkhF5V/UQlk6pz2Om81mzAUFBKHqNvmjFJDZbCYhIQG73U5OTg7VUcohApUJa/eq\nD1+AUowxqEQ3byM2IiICb3i6Rg4cOMDpDRu42+nEH4iz23nrpZd0eQjBKJ4mGcXfBKDP7p42bZq7\n3wKoLO/Jkye7q6aaTCYade3K1HnziLdY2GC303HAAN2atmzZohOydrudtLQ0d5Ka0+nEnpbGx3fd\nRZDBwIngYLKzs32I7Qshtnp1pp08SXWTiQLAeOZMqZPgJnz+Oa1EqI3aECxZskTXz6E8kJeXx9D7\n7qNacjIW4P8NGUKrtm19+nJXoHwxdOhQ7vn+e46heM9NQHQpy8r/U1BulsO1117L5MmT+f7772nY\nsCG7du1yH1uxYoWu2qknXD0IpqOE+wIUB+FARQO0RHECPVHlKx5BCdhjqISx7ihrIxolPFtr559F\nCfTWKKVSC6143pkzbHY6OWG3u3fLj6HKdtcCtpw6xdw9e0jPyEBEqIFyLVRD1WXyRHJyMpW1OTqi\nSh24DH+z2UxMTAxZKJI8ECV4j6C6zWVmZrpdVHWBj1DWRzfOuchc8EdZC9s5V1rbE64mMAGcazbk\nGUJqMBjwQxHyaNf7efEah1Ad8/ZrP5NAV5No1apVOsEuIqxatUo3xh333UfC44+Tcccd3PLii7Tw\nCvHz5jBERNecJykpidyNGxkUF8e9cXHU++svNm/apLvm6NGjNGnSBLPZTLNmzXxqKU2aNInkvDzW\n2+1ss9vZd+QI69atozTIy82lJep7vQ71/L3daJcb33//PZVPnaK9w0Erh4OWeXl8+OGH5bqGCvgi\nODiYFFT4/TSU7Cqt6/OfgnKzHC7Uwq5t27bMmzfvvMczULvuLSgB1hjFPbyJsh7+RGX/hqB4hnyU\nq8am/e5ECbxIlBBupl3jr11fCyXszCgL4y+UH19QD8iijWUEqtrt7F68mKUGAxZtnNna8cVe63Y4\nHFhRwj1f+2kBevXqRdWqVRk1ahQ1q1Qh1W7nM20+BxDmlZ0cjeIS/FBWlDcdmsu5iKjd2lyeMJvN\nNEYR51nAVKNRt8utXbs2Z2w2/szJIRrF2/Tp3l03Rqj2DJdr6wxAH7Zb3D+A92dGo5E2mjuuOBTn\n/vKcQ0R0vSqM6kPd+b169WLXrl04nU527NjBvffeq3OR/fXXXzollpubq+OJSgKDwUCyqxsd6jsr\nb0JatL7j7jVBubu2KuCLHTt2UAkVVRmCciWvX7/+whf9Q/GP6AQXGhp6weYzmSiB7Y/KaXgRFXVU\nRfvZDpiFcut8wLk8hqUot9HXqCY7Lg7B5W23oARqbZQv34DiFuqiFFA28DGqnMb/Q+3qawcF0VKE\n67OySEAphVmo3bS3aIuOjiYbZcVUQbkgMoCff/6ZcePGERERQY34eFJQfIMruuHFF18kKCjILSz3\noCynRSg3l3cegysBcDyKsPb+Uj/+6CPuRXErDwIdnE6++uor9/Fjx46R4XDwO8pdtx/fP2gH6o+9\nBkpZOUAXbTRgwABiY2Px8/PDz8+PmJgYHnroIUqDV155haooN14rILpSJdq3b+8+XqNGDfybNWPy\nkSPMPHKEPdHRNG/ZUjfGvn373ES50+lk9+7duuPFtQn1LLFcEtz1/9s797goy3yBf2cGhvtFQAVE\nQEUURQUyb2Xe0m6bWlbHcq12szbLTh3Lys7u0S27bdupLXezbXUzbe2Ueds2LU1TKrNMQQUTEbzg\nBRBkBGaAuTznj9/LwAyKYgq4vd/Ph4/yXp95HJ/f87vffz/rEZPBZ0CHPn1aNYwV4K677uJoZCTf\nmUxkGY1s9/dn5syZrToGnaaUlpbSB3gMsThMBNRlWtak1Ut2t5R44AZkIf+Whq5n1cjCXq5d44P4\nJ1KQhf5HZEFORBayXMRE9WckgsAH2fXtQDSKA4jtPsJg4D+UontEBJSXk4+Ya8KRRbG0qgorDQ12\nTMhiZkBMXo3x9/fHjAijE9r93iaf2tpajuFZkM/Pz489e/bwr3/9iw0bNlC+YgVrtfEFAV29iseB\nmK2uQUxUP3qdq6urYw9SVkQhOQpdG+3IQ0NDcblcRCICrsxgaCKsTyNRYPGIf6YICA8P93hGTk4O\nH330EUopbrvtthZ3iYsICOCuDh2IPXUKu9HIwbQ0j25zJpOJqQ8/TE5ODna7nXG9e3uUSAcYNGgQ\nmZmZ2O12zGazu2psPWeqylpaWtrkWHO8/fbbzO/Xj5UrVzIyPZ0//vGPLbr/YhAcHMx3+/bx2muv\nYbVaef2hh3R/QzsgJSWFQBr+n4cDPS6gmVR7oN0Lh9HIAn8UGexjiGP0gHb8RqSekgUxrWTRUJk1\nCVn4FWKWqQbuR8pqfIss7Ae0e0u15ycmJ3MoL4/S8nL8EU3iNUS4fIeYjnYjppvDiLDaoj3LO8rc\n4XDgRBxTA5DF1dtf4H+Gcr4+Pj7Ex8czffp0qfq5YgV9kJ37LsDmZT7wRcw8+7W/e/+jOl0uyhHh\nVI0s9H5+fu7zISEhjExOJmnPHkK1ORw3ejRlZWXuyKBQZBd0EyJ8/hdp8NNYiISGhraof4M3i955\nh8GnTtEPKbr38ebNlJeXewgZHx+fZm24H374Iffcc4+7JPnixYs9zt98880eZiaj0ejRF/x8mTFj\nhrvpU1vxzjvv8MILL+ByuTh16hR//etfW7X4n05Txo4dyyt9+7I8J4dIYIPZzKtvvtnWw7og2r1w\nCEXKQgxCfAXVSPzwNcjufRsiOAYgUUH9gL9r9xYhxfkcSLhpLSII4pEdso/23A5IhI8Z+PrQIWxK\n0RUx58Qj4ZtWRDtIQoTSNkRr6Y3kH/giJpnGOJ1OTIjd8QAigPy8rnn++ee59dZb3fbiqKgoRowY\n4T6/a9cuuiJRWYFIzsS7Fs+6q1akZlO89pm9o5WOHzvGCG3cDsSBvmtXQ9+648ePU7J3LwO0e7sp\nxdvPPkv5V19RGxjIrY8+SmdEMAxE+kIsQXJXLmZRsZycHHf/jWLAohT79u1rUYP2yMhIPvnkk7Oe\nDw4Oxmg0uk1PRqOx1U1CF4OdO3cyZ84ctyN82bJljB49usWhvToXF19fX9Zs3criv/6Vk8eO8c69\n97ZJv4+LQbsXDvX+gyGI7V4hppX6KqyHkQY/XWlIfOuNLJZVSD9pB2Jaqtb+3IcsguXAImTRr0ac\ntVVa204j4oTtrt1v167pgqiK9d2T+yBObZDIqcYdKWw2GwYkoiUDcVx7V+EZMmQIERERnDp1CoA7\n7rjDY1cfHx+PRXuPUftsHb2SturzH/ppn827fEZCQgInjx0jUvvcFmB4oy+szWbjhFLsp6EIYbfT\np3ksPp7DFgsf/PnPWLTPFofY2i1w0ZOuTMHBWE6dIoeGsOOL2csBtMZGjZL3/Pz8OHjwYItzHdqa\nAwcOeGSL22w2DniVPNFpG0JCQpjx+ONtPYyfTLtwSDdHX2RB24eEU6YjwiAWERZGxExSguzedyMC\no34Bn4Q4YsO063YiAiSShq5sXbR3GJDF2Gg04kJMRXmIZpKjXVOG+CxyDAbMZjNFiKP5EFKCo3HU\nSocOHahDnMivI0XvvJ3Jzz77LFVlZXR0uejgcvHWX/5CQUGBewEbNmwY+4A3kWS/1UCf/v09nhGE\n+ByGIyU6vB3jd9xxBxVIL4mPtc8xduxY9/no6GgizWbSEe2rP9Bd82t0CQmhpqKCMu1zPIA46Evx\n7F1xMZg5axY/GI18iQiimvDwix4G6G3Gq66uPmMG+bk4fPgwX331lbulaWszaNAgj9wgf39/Ro4c\n2erj0Pn3pd1rDpGIKeZ7RBDYERt+fWbxQWTh74j4BWyImaW+YF6Ado+Pdt9MRKvYiuySn0fyHz4G\n5gG/e/JJ1j77LGFVVayzWHgIiWevAR5GbP5RQLFSBAUFUVZXRw5iCjmGmC0qKyv5butWSktKqNTG\n1QERYJ4l82Dpe+8xDKnNdBiJenruwQfp3rUraddfz/rMTCq1Z0cgi3KeVye4aiSLvIIGf0hjvt++\nnTztc1q1Z+3fv98dCeR0OvFTCieiPZmAfTYbe0pK+LGqiqSrryZ08WIiEdPUSe0ZjTWci8GMGTOw\n2WwsXryY2NhYFixYcNHfkZeXB8hndCHfo8LCQvp7Cdzm2LN7N5+99hr9XC42KUXR5Mlce8MNF3Wc\n5yI+Pp7PP/+cmTNnYrPZ+O///u8WNy3S0WmOdi8cViE740Rwt8uMQHbyhxEfwDfI7n8M4kP4FOmM\nVr8Y1tdEqkAEQAGyCCYggqOIhgSxgs2bmRwdzelTp1hrsXASMT9VIJpGR2R3Hgb8q6KC7sjCbtKu\n2376NA9ddx1JPj50DwggDCnf0RMp++EdSOlbXc1dwAQaCusl5OXx5KBBvL96NR9u2MAViGDyRzSi\nV7wa4JxCyogf1ebEuwZk3r59pCGLYaA2l7t373afz8/PJ6+2lh8QgfktcLysjDsyMojo0oVrxozh\niRkz6GG3E4EIuly46KYYg8HA/fffz+jRowkODvao/1RPeXk5Wz77DLvNRsaIES32eezcuZNEpMhh\nFVLGfMeOHUyYMOG8n/HtJ58wMTiYHhERVNfV8drKlYy5/vpWdwYPGzasxQl8OjrnS7sXDmFIgpsf\n4oj2RxbYDoizOg7ZOYdr1x6mUUQOkhsAsrPviywKFmR3fRTJfO6E7LjLgJWfforr9GlMLhc2JDqp\n3k9xCslAVohQUUrhr43FgCy8QUoxrbKSYoMBq48PQUiEVBTiv/DMGW4o013ffKgG6OBw4GM0kmw2\nExwQgC8iXOpLinv3HItAhGMoYm4r8Do/eMgQtm3fzggahOGMoUPd5/38/KhCzEY+iI8l3GTiDq30\nBUDPpCT89+5lDCKY/bWy2xeTEydOsOT55+lZVUWJy8Xe665j4p13uhddm83Guy+9xMCTJwnx9WXF\nN98wec6cJtVdmyM8JIR4ZJ7NSAJkS7UTo48PdZpJx+5yYWzlBLjzxeVy8d2331Jy5AhxSUmkZ2To\n0Uw65027Fw53IGYdG5Kduw5ZjL9FHMBhiJ38c+2aMHCbRwqRXb4Nqcd0M+K0DUTMQwZEYHRENIwC\noNZiYaVSxGnXjUOcwH0QAVLv8tttNILLRSHi1PZB6hp1BQJNJob6+7OypoYqxH6egjiKvc1KIaGh\nrD59mmOIyagICHQ4+HL7dnZ37EhYRAR5Bw8yC1n8d9DgK6nHDylDfiWycP/gdX7MmDH8Zf58jiIL\nfwnSnerEiRMsX76c06dPYzAYUEq5Q229Y+aP/fgjtyDaTVfA126nvLz8ojqlv924kattNoYmJGB3\nOnl9/XosN97ozqcoKioi8uRJromPB8By6BB5P/7YIuFw3Q03sHfPHm4Gt8mvJVoDwNBf/II/PPQQ\nviUl1AYH88vf/75dLrprV62idOVKUgMC+P6TT6i8915GnKWplo6ON+3eIV2A7PDCkV1vIeIvqAEG\nA0/QoFn4IIKgULt2JOJziESqIx7Xzudq14cgiXIuZGfuA/TR+hp8hgiPHMQfUd+C1BETQ/df/5rd\nRUVERUVxHMkL2IE4yCMB34QElp08SbbDgR3J0p6DRCt5S+MBV1xBOBKu60AEUkl8PEurqrjmkUcI\nCwvDgJiK6rs8nGmfelx7xlFEs2nM9u3bcSEaSgmyU960aRP9+vVj1qxZzJs3z0MLMJlMTVobWpWi\nXJsTC2KquxRlqpvTRUJCQihTiuq6OpwuF0UOByEtTLQrzM8nloYOgREGA3v27GnRM7ZnZkJWFhG5\nuQTt3s3XzZR+aUt2rV/P7V27MjA2lgmdO7PrLD1TdHTORLvXHL6iocdyCRJJU5+3kI0s8HHIghmB\nLI5RiAZRAPwaEQjzEbNQAbIw1GctVyDaxAfIrrgmMhK0pimnEUESjyzMZYidfeHChYAUW+uNtBY1\nItVeVwOfdO5Mh2HDeOS669iYns4QJD9gPQ0LfD2D0tM5vmUL1zmdVAMf+vvTIyGB+BEjyBg4kJSU\nFAybNvEsInheA7K9zCAWbfxdtc9v8XrHyZMnPX6vra3lyy+/xGKxuOPkQ318yHA6iTUa2RsczMMP\nP+xxjx0xrRkQ81cdUqeopRVNm2PI6NEs2bqVkkOHKHa56Hn99R4JcNHR0WTcdRdvfPABPi4XsVdf\nTUZGRjNPbMrR4mJOItpiLXBUqRbXVnrn1VcZZLHgD/jZbHy0cCH/8/rrrd7T4VwEhIVRarUSZDZT\nWl1NwAVEZen8fGn3wiENWey6IYv+SMSnEIgs8J9of3dqP48gWkUgIkRe1I77ApMRTWEbogkkIqYp\nM9Ix7htgU6PeyQFIL9hfIkLlIaQ2z4kTJ9i6dSs1NTVEIqYpH+3+auC3Wt2i8vJyQpHyHwYkIc+7\nBFd4WBjxXboQaLfjZ7US6HKRFx/PI1OmABATE+P2sZgRQdipUdkKEC0oEhGUUTRNtOvQoQMhiPO+\nDjjk44PRaPRYzBKA12+9lfi4OPZXV5OflUVaWpr7vBGpYRWHaGGZ0OJF9VxER0cT3r8/Ly1cSJcu\nXfjL6NFNzDUjx47lymHDcDgchIaGtticExUVxWeIdulAzHhnKmneHIcqKohSit7IBuOE1dom4axL\nlizh0Ucfpa6ujscff5y5c+d6zMcvpk3jw//9X8KOHKEyJIQ7te+Ujs750O6Fw3eI+p+G7PZ+RHbI\nFYg5Jwz5Dz6ahhISPWkQAgk0ZAwPQhLWlHadE9k9BmvPqwacjf5z+WnvUojTOhBwmM306tULpRS1\ntbUc0sbooz2zcWJSYGAgNrSOZojW4F3iLS45mT8eOcI1SlEMHOjcmSXz5rmL7lmtVvYjWkkY4r+o\nqPEMVvVBcj+uRPwi273eERsbywiTiQynExfwmVLceeedrF+/noqKCpRShPj7k5ScTJDZjKOqCpNX\n1nA5UibkWkSDOI5nw6CLwf/93//x2GOPYbVa8fHxISsri3379nnMKUgHuAvFbrdTi4RA13OmNqrN\nce0vfsHKJUv43m7HZjAQ27dvq1dlzc3N5cEHH8SqFXV79dVXycjI8PCfJCUl8fArr1BRUUFkZOQZ\nS7Xo6JyNdi8cahGH8C3AO8gCfQLZiU9AdrSJSEG9RCS6qBxZRB2Ic9aOmKR2IVnVu5AddCVSybQL\nImjqkMJZ9WGeFkQzCUB8D6XAwX37cDgc7p1ilTYuaGovrzfn5GvjLKDphL//7rv0UopoxK+yq7SU\n3bt3M2jQIEBMN0ZgjfZ8F1DrJRyMiD9hE2Iy8zZuxERHY3K52KbNW7ifHzExMezZs4dPP/0UPz8/\nfJVi0T//SSejkcOhodzTKEkOJErMob1DIQK1S5cuXEyWLFniXuwcDgfFxcUcOHDgonY4q6nxzgJp\neVXWP//5zxiNRr744gv6p6S4zYytSW5ubpMM6V27djVxrgcFBf0kYarz86XdC4dbaSht0QHp4bAL\n6ft8AjGVKESIbEa0iEIkcmgEYi6yI5FO7yM7xhOIQMhHsorra5wWAyWNnJOhiKlmJZJrEQaYDAbs\njUwITsTsZEbqDTWu01NflRXEYR1E0wk/XVFBB8Qf4gTMSnksViaTCSNikgpHwk0NXr2bbYhGdQ0i\n5LwLBC//+GMKleKXiB/lfauVnTt3kpqa6q7Fo5Ti0BVXUFVVxY0JCU26qwUieSPXIlnju+Cs3fsu\nlISEBMxmM3VaHofD4WhSHbaiooKvN27EXlND+lVXkdDCLluxsbFNjkWfocptc/j7+/POO++c+8JL\nSFpamofG4+/vz+BmemXo6LSU9uVBOwPlyI51EeIQLkVMNCmIllCI7P6zEHv77xH/BIiWcAOysEYh\nAqMOWUQHI4v9GMTJfTWyOx6rlLtu0mGk3Ea09t4y4PqoKAL8/Nz2+u5IlFIe0se5cd0eo9FIBbLb\nH4sIgAaPhjAgLY1i7TMFAXU+Ph7JX4cPHyZGG+c1SPkQvLqO1fel6KSd9/Y57PjhB25CzGrXIs7x\nL7wiVwwGA4mJiaSmpp6x7aZJm6cU7f4AWl7q+lw899xz9OjRg8DAQPz8/HjzzTeJjIzEZrORl5dH\nfn4+i156Cf81a4jdtIkPX3iBo0ePtugd3qYVg8HQ7hzJ50NSUhI33nijx+9j9DBVnYtIu9ccChEn\ntEJs3u8hi/+XyIJaiyzyZkRT+AZZ5H0RraIHsiOv3y+e0o6XI2ajlchiWqT9nhwVRcCpU6w3GDit\nldzeiezOA4DRoaGkT5qEioxk3rx5nHQ4+KX2jPl41hsyGAxEIdVMnUiehbdDOl5I19kAABSDSURB\nVNTfnxEmE75OJ92B5JAQt2kFZPdsRnbtAdrn9N6v+9Cg5YTT9B+1R1ISFfn5OBFBVQkMaUG5CBDh\nUKnNU5n2nIutOURERLB7924OHz5Mhw4dCA8Pp6KigkUvvkhUaSmHLBYqLRZmamUiqg8e5Mfc3BaZ\nt9y1szQhbjabL7rvpDXYtm2bR/fEAwcOsGTJEo/2rzptQ1FREev+8Q9sFRUMuPZaho8a1S7zYM5F\nu98y9UScxbFIP4FdwLuIqek/kB357cjCuQZZyHciNvF9SChsJqIFdEYW8XeR3INaxJR0CvFJmIGE\nK69k2o03ktGnD0Ha+ycgJTAMQJ7FQu+0NObMmYNSimTtmkSkbHhjAgMDqUUW1YHau6qAU6dOuU0n\nGzMz2e900gExf+0vL3efA5g4cSIFiDntRcSXEqYlnhUXF5OXl4cDETp5SHKgdzfjgQMHshIJg31R\nu6YltYRAzFEfIn0c5iMCoiXJZ+eLyWSiW7du7sS3bzZtIq2khLvj43kwLo7iQ4c4XlmJSylOOJ0E\nnUHLUUphPUsEUdeuXXG5XISg1d2y289oamrvFBUVNfE5ePfL1ml9bDYby155hcGFhdxeV0fu3/9O\n1s6dbT2sC6Ldaw41yMK0F1nEHUjYZikSjVSHOHr9kHwDO9LPoRrROuZr91iRLOdbkCJ+K8AdZtoT\n+AciVILsdj778Ud6RkezHTHlDETCNzcA6+rqmKs5/ZxOJ4eRyB0z4sNojN1uxw4sQIRRNbID79y5\nM0ajkUWLFnEgN5dExGdgQbSezz77zB1GOmDAAPIRTcisfaZxo0Yxb9485s2bh8lkohOi2eRp7/Be\nEk0mExXaHDoAu5+fO7/hTCilyM7K4uDevUTExDBs+HBqEbPZEETQHgIqKyubdGK72Nhra4nUIoEi\nw8PplJjIW8eO0cHfn4jBg5sk65WUlPD3l1+m7MABonr25FdPPumRi7FlyxZSEC3TBmz08WHHjh2X\nnYAYNmyYh/Dz8/Pj+uuvb8MR6QCUlZURVlVFP23jdIXFQlF+PuktzMdpD7R74VDfyvNuxLRShyxy\nRxCNoAyJ1OmC7NxNSA7DRsRXMEK7ZjOycIL4H7ohi8MAxBQzAMmE/mddHVOGDWNkt24s3rqVckTg\nVGjvDgsIYMEzz3DVbbeJT8HlYjGigh33GrvL5cKlPT9cO28H98I8bdo0YsxmRtbUcBPyj5GFZ62f\nqKgouhuNdHe5MCLCIzQkhBdeeMFtwqpFFmw/7U/veJyMjAyGmUz00UJZt5tMzUYAbfvmG354+22G\nBgSwz2plxcGDdEKEq0LCgztxYQ3t9+3bR0FBAenp6eflCM646iqWbdpE1cGDnHA66TdxIuOnTMHh\ncBAZGdlEXX/9f/6H0wsX0sVo5OCnn/Kmzcaz8+e7z4cFBzME0SIBEu32FrczbQ/ExMTw9ddfM3v2\nbGw2G7Nnz24iKHVanw4dOnDKz4/1u3fj43Syz9eX9EugYbcG7V44FCO29BRk5+qH+BuikeSzKYhJ\n5Q3Ef2CgYRG+GXFGQ0Ml16WIyckHMfdsQxa6HEQQ2S0WQgMDccTFoRAndhiyU7YDN1VV8Z8RESxe\nupTExESMBQUkIULpCHgsNC6XCxOidfRA8g8a1z3y8fFh0LhxvL98OVbt/gJfX26//XaPayLNZgbW\n1BCCaC+BZjO+vr7YbJLBYUQWu/oaUblec1hRUYHR5eIIIhh9XS4qKyux2WzuPILevXu7zRR7tmzh\npogIEsPD6e9y8WJmJjXaHA1GtJeWBX8KCxYsYObMmZjNZlwuFxs2bHCH7J6Nrl27MnXuXPb9+CM9\ng4LIyMhokvfQmFX/+AcTHA5qEc3w46VLPYSD3enkOJLMZwfKDYYL9p18+eWXbdpDITU1lT/84Q/U\n1ta22EzY3mjrubxYBAUF8cmOHXy0bRuhwD5fXza/+GJbD+uCaPfCoRsNpah9Ed9AfWJZLA39o+u0\n6+w0JL2dQLSGnog5pTuidZRq15oQP4UvDW1CJ3bvzj9372ZDcTEmJAkuFtmxrwWsp09TUlREQGkp\nTqeT00jsvxFxcjeOhnE6nQQgZikzEkm0WjtnMpkICgpi4m23cffy5e56UBZfX4/mM99//z1+NTVU\nap8zGti0aRMhmuPa4XAQgmhWyYiA8U6CW7t2LTFaUb2bgAO1tWzevJkvP/qI6KIiapTiu7Q07vnP\n/8RkMhHYoQPFBQUkhodTUl2Nb1AQ/kiG9GBtHjfSMoe00+l0Z/PWC7VHH32UrVu3nvPemJgYYmJi\nzus9J+x2dmtjPACUeCW4+ZrNZCIhzXVAqb+/R4TZ+VJYWMi7775LZGQkqampre5wVEoxZcoUVq9e\njdFopE+fPmzevPmyTXT7dxEOmZmZ2L77jqeRTegqu52HHniAzzduPNet7Y5WdUjn5uYye/Zsxo8f\nz6hRoxg/fjzPPPMMe/fuPes9VsTn8C8kj+A9xLafhTS42Yo4SgcggqQXsmMEcUhvQDqoWRBJWIvk\nJQxHBEIcEuLp0n43KoVP586st1gwIQJmK+KPAKhzudiwfj05Bw7gOHqUaKQsx2TE3FJe3tBNISAg\ngNNIEb8ibSxVwBVXXMGNN97I1q1bmTNnDj6IRmRAMqI3bNjgfsbq1asp086FI4va3n37WLduHb17\n9yYuLg4r0sPi70j/C+8e0mGhobJLRvwzCglDTTh8mP9ITOTuxERc2dnuNpNjJ03i64gI/nLkCEuq\nq5kwfTo+iAbVTZszA03DQutZuXIlU6ZMYc6cOe7IK5fLRV1dHUZEEwTcrVEb81//9V8kdOpEakrK\nBbW9vHXKFLaYzbwPbDGbuW3qVI/zkydPppqGsGgncOWVV7boHdlZWax69llUVhZbX3mFz9asafE4\nfyqbN29m1apV1Fmt1FVVkZ2dzbvvvtvi52zZsoWpU6cyc+bMJjW4dFpOQUEBHZUiEskN6gGUHDrU\nxqO6MFpNc1i2bBnTp09nwoQJjBw5kpCQECwWC9nZ2QwdOpQFCxYwefLkJvcVAQ8iO/41wF3ITvxl\nxFR0NWIe8kGS5MKQePytSMjqQMR0lINoC/dr14AstqnIP2J/JBJq7w8/QFkZA6xWvkMiWjIQU9U6\nxJFdbbcza+xY/vnWW0Rr7/BBSlc0dvTW1tYSoI2rmIZoqe3bG/b2J4uLuRb4FaIdvYU4teo5cuQI\nYYj2U99kx+h0Mn78eIqKirDb7YRqny0eKeFR4TWHRpOJAsR85kS62HXq1AnD4YYygI33vR07dmTG\nc89RVlZGaGgoQUFBVCHC7Tji46kGj6iqepYuXcpvfvMbrFYr/v7+bNy4kS1btuDr60uUycTNTiep\nSBHCQi+n+COPPMKm+fMZhwivwb17U1RZ2aLd8IIFC+jVqxfffPMNw4cP59FHH/U4/9RTTzEUMUda\ngL9ZrXz77bcebVPPxXeffsqE0FAs4eFM7dqVVz/5hHE339yq+RL5+fmE2GyMQb5Tm2pr2bFjx7lu\n8yAzM5MbbrgBq9WKr68vK1euZO/evZet9tEeCAsLowDxk3ZBNrClVu+01MsE1UokJCSor7766ozn\nMjMzVUJCQpPjyCZX/9F/9B/9R/9p4c9PxaAtwpec4OBgSkpKCAwMbHLOarXSqVOnFte40dHR0dG5\nNLSaHjx27Fjuu+8+8vM9swHy8/OZNm1ai9R6HR0dHZ1LS6sJh/rKlX379iUoKIiYmBiCgoLo27cv\nSikWLVrUWkPR0dHR0TkHrWZWqqe6upq8vDyqqqoIDg4mOTlZLymso6Oj085o9dpKQUFBpKenM3z4\ncNLT088qGMrLy7nlllsIDg4mMTGRZcuWtfJIL29GjhxJQEAAISEhhISEkJKS4j73xRdf0Lt3b4KC\nghg9ejSHG0Ut6cD8+fMZOHAg/v7+/OpXv/I4d665e+qpp4iKiiIqKoqnn366NYfdrvn1r39N586d\n6devn/vY3LlziYuLIz09nfT0dNauXes+9+KLL9KzZ0969+7N559/3hZDbtccOXKEUaNG0bdvX1JT\nU3njjTcAWTfHjh1LcnIy48aNo6KiIXaxxXP6k13al4jJkyeryZMnq+rqavXVV1+psLAwlZOT09bD\numwYOXKkWrhwYZPjpaWlKiwsTC1fvlzV1taqWbNmqSFDhrTBCNsvK1asUKtWrVLTp09X9957r/v4\nueZuwYIFqlevXuro0aPq6NGjqk+fPmrBggVt8RHaHVu2bFE7duxQqamp7mNz585Vr776apNrc3Jy\n1IABA1RdXZ0qLCxUPXr0UE6nszWH2+45fvy42rlzp1JKqcrKSpWcnKxyc3PVrFmz1Msvv6yUUuql\nl15STz31lFLqwua0XVZlra6uZsWKFTz33HMEBgZy1VVXMWHCBJYsWdLWQ7usUGewGK5YsYLU1FQm\nTZqE2Wxm7ty5ZGdnk5eX1wYjbJ/ccsstTJgwoUlv6XPN3eLFi3niiSeIjY0lNjaWJ5544oIS0/4d\nGT58+BlLo5/pO7p69WruvPNOfH19SUxMJCkpie++8y52//MmOjraXZwzODiYlJQUjh49ypo1a7jn\nnnsAuOeee1i1ahVwYXPaLoVDXl4ePj4+JCUluY8NGDCAnJycNhzV5cfs2bPp2LEjV199NZs3bwYg\nJyeHAQMaiosHBgaSlJTEnkYd8HQE74XrbHNX/73Mzc31ON+/f3/9O3sO3nzzTQYMGMB9993nNoEc\nO3aMuLg49zVxcXEtbur0c+LgwYPs3LmTwYMHU1xcTGetpH/nzp0pLi4GLmxO26VwqKqqIjQ01ONY\nSEgIlZWVbTSiy4+XX36ZwsJCjh07xgMPPMDNN99MQUEB1dXVTeY2NDRUzzE5A971ks42d/Xfy6qq\nKo/Ci/q8Ns/06dMpLCwkKyuLmJgYHn/88bNeezk2y2kNqqqqmDRpEn/605+adHA0GAzNztu55rRd\nCofg4GBOnz7tccxisZyxfaXOmRk0aBBBQUH4+vpy9913c9VVV/Hpp5/qc9sCvDWHc82d93mLxXLJ\n+11cznTq1Mm9gE2bNs1t5ujSpQtHjhxxX1dUVNSibn8/F+x2O5MmTWLq1KlMnDgREG3hxIkTABw/\nftxdxPNC5rRdCofk5GQcDodHwlx2djapqaltOKp/D/r27Ut2drb79+rqag4cOEDfvn3bcFTtE++d\n1bnmrm/fvmRlZbnP69/Z5jl+vKEDysqVK92RTOPHj+eDDz6grq6OwsJC9u/ff87S7j83lFLcd999\n9OnTh8cee8x9fPz48SxevBgQH1i90LigOb1k7vSfyOTJk9Wdd96pqqurVWZmpgoLC1O5ubltPazL\ngoqKCrVu3Tpls9mU3W5XS5cuVUFBQWr//v3uiJuPP/5Y2Ww2NWvWLDV06NC2HnK7wuFwKJvNpp5+\n+mk1depUVVNToxwOxznnbsGCBSolJUUdPXpUFRUVqT59+qi33367DT9J+2Hy5MkqJiZG+fr6qri4\nOLVw4UI1depU1a9fP9W/f381YcIEdeLECff1zz//vOrRo4fq1auXWrduXRuOvH2SmZmpDAaDGjBg\ngEpLS1NpaWlq7dq1qqysTI0ZM0b17NlTjR07Vp06dcp9T0vntN0Kh/LycjVx4kQVFBSkEhIS1LJl\ny9p6SJcNpaWl6sorr1QhISEqPDxcDR06VG3YsMF9fsOGDap3794qICBAjRo1Sh06dKgNR9v+mDNn\njjIYDB4/v//975VS5567J598UkVERKiIiAh3GKGOzuVIq2dI6+jo6Oi0f9qlz0FHR0dHp23RhYOO\njo6OThN04aCjo6Oj0wRdOOjo6OjoNEEXDjqXNUaj8aL8bNmy5azvcLlc9O/fn/fff/8nj/fLL7/E\naDSSm5vbovtWrFhBcnIyTqfzJ49BR+d80KOVdC5rGhcPs1qtjB49mt/97nfcdNNN7uN1dXWYzeZm\nr0lJSTlrlvh7773Hc889R15e3k8u41BZWcnevXvp378//v7+Lbq3X79+PPLIIzzwwAM/aQw6OueD\nT1sPQEfnp9A4y7O+jlGPHj3Omv15Ptd489prr3HvvfdelPo+ISEhF5zte++99/KnP/1JFw46rYJu\nVtLRaYbs7Gyys7O5/fbbPY4nJiYya9YsXnrpJWJiYggPD3cXjluzZg19+vQhLCyMW2+91aPhypnM\nSkajkTfeeINnnnmGTp060blzZ2bMmEFdXZ3HOydNmsTevXv18tU6rYKuOejoNMPGjRuJiIggOTnZ\n47jBYOCDDz5g8ODBLF68mO3bt/Pb3/4Wq9XKtm3beOGFF7BarcyYMYPZs2fz1ltvNfueV199lTFj\nxvD++++TnZ3N7NmzSUhIYNasWe5rEhMTiY6OZuPGjXqtIZ1Lji4cdHSaISsry6PFaj1KKQICAvjo\no48wGAyMGzeO1atX87e//Y38/HwSEhIA0TwWL158TuHQrVs3Fi1aBMDYsWP5+uuvWbFihYdwAEhN\nTWXHjh0X6dPp6Jwd3ayko9MMpaWlRERENDluMBgYOXKkhx+iR48edOvWzS0Y6o+VlpbicDiafc+4\nceM8fk9JSaGoqKjJdREREZSUlLT0Y+jotBhdOOjonIOzBfSFh4d7/G42m894TCnVxH9wPs+qqak5\n41j0xjc6rYEuHHR0mqFz586cPHnyvK+/1JHh5eXl7gYuOjqXEl046Og0Q1paGnv37j3v6y/1rn7P\nnj2kp6df0nfo6IAuHHR0mmXMmDFYLBZycnI8jp9NQ7iUmsPBgwcpLi5m9OjRl+wdOjr16MJBR6cZ\nUlNTycjIYPny5R7Hz6QhnK2hu/ex89EuzvSs5cuXk5KSooex6rQKevkMHZ1zsHTpUubMmUNeXh4m\nk6lNxqCUcpfP+M1vftMmY9D5eaFrDjo652DKlCkEBwezbNmyNhvDqlWrsNvtTJs2rc3GoPPzQtcc\ndHR0dHSaoGsOOjo6OjpN0IWDjo6Ojk4TdOGgo6Ojo9MEXTjo6Ojo6DRBFw46Ojo6Ok3QhYOOjo6O\nThP+HzhzE+Ph0tKPAAAAAElFTkSuQmCC\n" } ], "prompt_number": 9 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plotting in multiple 'panels'. This will also become a very common pattern for making subplots." ] }, { "cell_type": "code", "collapsed": false, "input": [ "f, (ax1, ax2) = subplots(ncols=2)\n", "\n", "# first plot\n", "ax1.hist(pData['JWMNP'], bins=100, range=(pData['JWMNP'].min(), pData['JWMNP'].max()))\n", "ax1.set_xlabel('CT (min)')\n", "ax1.set_ylabel('Frequency')\n", "\n", "# second plot\n", "ix1 = pData['SEX'] == 1\n", "ix2 = pData['SEX'] == 2\n", "ax2.scatter(pData['JWMNP'][ix1], pData['WAGP'][ix1], c='k', s=15, label='men')\n", "ax2.scatter(pData['JWMNP'][ix2], pData['WAGP'][ix2], c='r', s=15, label='women', alpha=.5)\n", "\n", "# adjust axes ranges\n", "ax2.set_xlim(0,200)\n", "ax2.set_ylim(0, 250000)\n", "\n", "# set y-axis ticks\n", "ax2.set_yticks([0, 50000, 150000])\n", "\n", "# set axes labels\n", "ax2.set_xlabel('CT (min)')\n", "ax2.set_ylabel('Wages (dollars)')\n", "\n", "# adjust tick orientation\n", "for ty in ax2.yaxis.get_major_ticks():\n", " ty.label.set_rotation('vertical')\n", "\n", "# add legend\n", "ax2.legend()\n", "\n", "# add margin text\n", "figtext(0.3, 0.95, '(a)')\n", "figtext(0.7, 0.95, '(b)');" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAZAAAAEeCAYAAACkBUNkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nuCb+H7UHejEYoXhmAAAAAElFTkSuQmCC\n" } ], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "# save the figure\n", "# to PDF\n", "f.savefig('twoPanel.pdf')\n", "\n", "# to PNG\n", "f.savefig('twoPanel.png', dpi=100)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [] } ], "metadata": {} } ] }