{ "metadata": { "name": "", "signature": "sha256:7c1d7887ac821be117f9d757886a802c6550bc936d4550fec5d1d7b9c74adbe7" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "import pandas as pd\n", "import numpy\n", "import json\n", "from collections import defaultdict\n", "%pylab inline\n", "java_min_int = -2147483648" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "import math\n", "import pywikibot\n", "#Tranforming QIDs into English labels.\n", "enwp = pywikibot.Site('en','wikipedia')\n", "wikidata = enwp.data_repository()\n", "\n", "retrieved = dict()\n", "\n", "def english_label(qid):\n", " if type(qid) is float:\n", " if math.isnan(qid):\n", " return None\n", " #first see if we've done it\n", " try:\n", " return retrieved[qid]\n", " except KeyError:\n", " try:\n", " page = pywikibot.ItemPage(wikidata, qid)\n", " data = page.get()\n", " lab = data['labels']['en']\n", " retrieved[qid] = lab\n", " return lab\n", " except KeyError:\n", " retrieved[qid] = qid\n", " return qid" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "VERBOSE:pywiki:Starting 1 threads...\n" ] } ], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "allrecs = pd.DataFrame.from_dict(json.load(open('helpers/world_cultures_shortcut.json','r')))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "pd.crosstab[allrecs['culture']]" ], "language": "python", "metadata": {}, "outputs": [ { "ename": "TypeError", "evalue": "'function' object has no attribute '__getitem__'", "output_type": "pyerr", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcrosstab\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mallrecs\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'culture'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[1;31mTypeError\u001b[0m: 'function' object has no attribute '__getitem__'" ] } ], "prompt_number": 167 }, { "cell_type": "code", "collapsed": false, "input": [ "genrecs = allrecs[allrecs['gender'].apply(lambda x: x is not None)]\n", "genrecs['en_gender'] = genrecs['gender'].apply(english_label)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "VERBOSE:pywiki:Found 1 wikidata:wikidata processes running, including this one.\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "-c:2: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n" ] } ], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "cultures = genrecs[['culture','en_gender']].groupby(by='culture')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "# it should probably be done this way cultpiv = pd.DataFrame.pivot_table(pd.DataFrame(cultures), index='culture', values='en_gender')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "perc_dict = defaultdict(dict)\n", "for group, df in cultures:\n", " total = float(len(df))\n", " fem = len(df[df[\"en_gender\"] == 'female'])\n", " mal = len(df[df[\"en_gender\"] == 'male'])\n", " fem_per = fem / total\n", " nonbin_per = (total - (fem + mal)) / total\n", " perc_dict[group]['total'] = total\n", " perc_dict[group]['female %'] = fem_per\n", " perc_dict[group]['nonbinary %'] = nonbin_per" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 145 }, { "cell_type": "code", "collapsed": false, "input": [ "cultplotdf = pd.DataFrame.from_dict(perc_dict, orient='index').sort('female %')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 149 }, { "cell_type": "code", "collapsed": false, "input": [ "from matplotlib.pylab import style\n", "style.use('fivethirtyeight')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "fig, ax = plt.subplots(1, 1, figsize=(6,6))\n", "cultplotdf[['total','female %']].plot(kind='bar',secondary_y=['total'], ax=ax, grid=False)\n", "ax.right_ax.set_ylabel('total biographies')\n", "ax.set_ylabel('female %')\n", "ax.legend(loc=2)\n", "ax.right_ax.legend(loc=1)\n", "ax.set_xlabel('culture')\n", "ax.yaxis.set_major_formatter(matplotlib.ticker.FuncFormatter(lambda x, y: '{:.0%}'.format(x )))\n", "ax.right_ax.yaxis.set_major_formatter(matplotlib.ticker.FuncFormatter(lambda x, y: '{:,}'.format(int(x))))\n", "\n", "fig.suptitle('Female Percentage of Biographies by Culture', fontsize=24)\n", "fig.subplots_adjust(top=0.88)\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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x0aNHK+TTNoh59mDQpoyHDx8Kg4DxFy1+8CwDAwO2adMmYVCr2gQx/PzqJ4eR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a2tzTlRaYfRuLg41K1bV6kZX3lCOsbq7u4OW1tbTJ06lXeUGmH06NG4evUqWrdujV27duHOnTuQ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\nGyI9PV1pPD4+nnrHkM+CZmJEz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"text": [ "" ] } ], "prompt_number": 165 }, { "cell_type": "code", "collapsed": false, "input": [ "fig, ax = plt.subplots(1, 1, figsize=(6,6))\n", "cultplotdf[['total','nonbinary %']].plot(kind='bar',secondary_y=['total'], ax=ax, grid=False)\n", "ax.right_ax.set_ylabel('total biographies')\n", "ax.set_ylabel('nonbinary %')\n", "ax.legend(loc=2)\n", "ax.right_ax.legend(loc=1)\n", "ax.set_xlabel('culture')\n", "ax.yaxis.set_major_formatter(matplotlib.ticker.FuncFormatter(lambda x, y: '{:.4%}'.format(x )))\n", "ax.right_ax.yaxis.set_major_formatter(matplotlib.ticker.FuncFormatter(lambda x, y: '{:,}'.format(int(x))))\n", "\n", "fig.suptitle('Nonbinary Percentage of Biographies by Culture', fontsize=24)\n", "fig.subplots_adjust(top=0.88)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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hoaHCQJqZmZnCmED8GwPKq6pxoJQNpPnixQv266+/CtvMwcFBYWwtdePTVLZd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\nbzKZ9PXXX1/yfADCiwIKAAAgRKyBAgAACBEFFAAAQ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"text": [ "" ] } ], "prompt_number": 166 }, { "cell_type": "code", "collapsed": false, "input": [ "fig, axes = plt.subplots(nrows=3, ncols=1, sharex=True, figsize=(10,10))\n", "measures = ['total', 'fem_per', 'nonbin_per']\n", "for meas, ax in zip(measures, axes):\n", " cultplotdf[meas].plot(kind='bar', ax=ax, legend=False)\n", "\n", "\n", "fig.legend = legend(bbox_to_anchor=(1.05, 1.5), loc=2, borderaxespad=0)\n", "fig.suptitle('Volumes of Dates of Birth and Death in Wikidata \\n by Gender \\n Total and Modern Timeframes', fontsize=24)\n", "fig.tight_layout()\n", "subplots_adjust(hspace=0.1, top=0.82)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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rK50LePkO98SJE/XWKzs7m3x8fEgIQVu2bFGmf/TRRySEoBEjRhhcJ1Pk5+dT3bp1SQhB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cvNzcWiRYuwePFiBAYGYtOmTVAqlSgsLBSN3717N7q7u1FcXIygoCDExcVh+fLlJg1eUVERfHx8\nkJ+fj8DAQLz22mt49dVXkZOT86h2i4iIiIiI6JGwmwavp6cHx48fR0xMjMl4TEwMampqROfU1tZi\n2rRpcHFxMYm/dOkS2trahBixNRsaGmAwGKy8F0RERERERLbjZOsEerW3t8NgMMDLy8tkXC6XQ6fT\nic7R6XR48sknTcZ65+t0Ovj5+UGv15ut6eXlhdu3b6O9vd3sOwAYPXq0yefr16+Lbv/euF6Hv/kf\n0fHGf5kgOv7MR18/tPiZGHz+Dzv+Ye7vQONn/mCc9fm/+Jki47aqz8zxctFxW9XHVr8PfcXb4nhi\nKZ71+f/6OP7/GI8nP9R7bOHx1jT+3mMu63NXX8f/weTfVyzRj4HdNHj3QyKRPJR1B3pQsBRXOUfk\n4DTYg81Djh/swe9hx7M+/U6wq/gfW33sZX+neDrfPb6wPgKhJqYTBrW+I9enjwl2Fc/69BduX/FD\nvT5Ejs5uLtH09PSEVCqFXq83Gdfr9VAqlaJzFAqF2dm93vkKhcJijJOTEzw9Pa2VPhERERERkc3Z\nTYPn7OyMkJAQVFRUmIxrtVqoVCrROeHh4fjyyy9x69Ytk3hvb2/4+fkJMVqt1mzNsLAwSKVSK+8F\nERERERGR7UiMRqPR1kn0Ki0tRWJiIgoKCqBSqVBUVIQdO3bg5MmT8PX1hUajQX19PT7//HMAd1+T\nEBgYiBkzZiArKwtnz57FokWLsHr1aqjVagDA+fPnMWnSJLz++utITk7GkSNHkJqair1792Lu3Lm2\n3F0iIiIiIiKrsqt78ObNm4erV69i3bp1uHz5MiZPnozy8nL4+voCuPvglHPnzgnxo0aNglarRWpq\nKkJDQ+Hh4YHMzEyhuQOAsWPHory8HGq1GoWFhfD29sbmzZvZ3BERERERkcOxqzN4REREREREdP/s\n5h48IiIiIiIiejBs8IiIiIiIiBzEgBq8goIC+Pv7QyaTITQ0FNXV1Rbjm5ubMX36dLi5ucHHxwdr\n1641i6mqqkJISAhkMhnGjRuHbdu2mcXs27cPQUFBcHV1RXBwMA4cONDnNjds2IBhw4Zh6dKlZt+t\nXr0a3t7ecHNzw8yZM3Hq1KkB7DUREREREdHQ0m+DV1JSgvT0dGRlZaGxsREqlQqxsbG4cOGCaHxH\nRweio6OhVCrR0NCA/Px8bNy4Ebm5uUJMa2srZs+ejYiICDQ2NkKj0WDp0qUoKysTYmpra5GQkIDE\nxEQ0NTVh4cKFiI+PR11dndk2jx49ig8++AA//elPzV5+np2djdzcXGzZsgX19fWQy+WIjo7GzZs3\nB1wkIiIiIiKioaDfh6w899xzeOaZZ0zOsE2YMAEvv/wy1q9fbxZfWFgIjUYDvV4PFxcXAMC7776L\nwsJCfPvttwCA5cuX48CBAzh79qww7/XXX8fJkydRU1MDAJg/fz6uX7+Ozz77TIiJjo7GE088gT17\n9ghjN27cQEhICLZv347Vq1dj8uTJ2LRpEwDAaDRizJgxePPNN6HRaAAA3d3dkMvlyMnJQXJy8uCq\nRUREREREZMcsnsHr6enB8ePHERMTYzIeExMjNGL3qq2txbRp04Tmrjf+0qVLaGtrE2LE1mxoaIDB\nYABw96zcQLabnJyM+Ph4TJ8+Hff2qq2trdDr9SbruLq6IjIyss/8iYiIiIiIhiqLDV57ezsMBgO8\nvLxMxuVyOXQ6negcnU5nFt/7uXeOXq8Xjbl9+zba29strvPD7X7wwQc4d+4c1q1bBwBml2f2xg4m\nfyIiIiIioqHK6i86v7fJeljOnj2L3/72t6iuroZUKgVw95LMgb7W7948b9y4YfUciYiIiMi23N3d\nbZ0C0SNl8Qyep6cnpFIp9Hq9ybher4dSqRSdo1AozM6O9c5XKBQWY5ycnODp6Wkxpne7tbW1aG9v\nR3BwMIYPH47hw4fjiy++QEFBAYYPH47vv/9e2J5Y/r3fEREREREROQqLDZ6zszNCQkJQUVFhMq7V\naqFSqUTnhIeH48svv8StW7dM4r29veHn5yfEaLVaszXDwsKEs3F9xfRud+7cuThx4gSamprQ1NSE\nxsZGhIaG4te//jWampowfPhw+Pv7Q6FQmOTf3d2N6urqPvMnIiIiIiIaqvq9RDMjIwOJiYl49tln\noVKpUFRUBJ1Oh5SUFACARqNBfX09Pv/8cwDAggULsGbNGiQlJSErKwtnz55FdnY2Vq9eLayZkpKC\nLVu2QK1WIzk5GUeOHEFxcTH27t0rxKSlpSEyMhLZ2dl46aWXsH//flRWVuLIkSMA7p5uv/eUu5ub\nG37yk58gKCgIwN3LMNPT07F+/XpMnDgRAQEBWLduHUaOHIkFCxY8WOUespaWFgQEBNg6DbvjiHX5\nqr0H6prrtk4DAPAH1WhM8XS2dRpW44i/L9bAuohjXcSxLuJYF3GsC5Ht9dvgzZs3D1evXsW6detw\n+fJlTJ48GeXl5fD19QVw90Em586dE+JHjRoFrVaL1NRUhIaGwsPDA5mZmVCr1ULM2LFjUV5eDrVa\njcLCQnh7e2Pz5s2YO3euEBMeHo69e/ciKysLK1euxPjx41FaWoqwsLA+c5VIJGb31i1btgxdXV1I\nTU3FtWvX8Pzzz6OiogIjRowYeJWIiIiIiIiGgH7fg/djYW8PWeG/gIlzxLrwDN7D44i/L9bAuohj\nXcSxLuJYF3H2WBc+ZIV+bCzeg0dERERERERDBxs8IiIiIiIiB8EGj4iIiIiIyEGwwSMiIiIiInIQ\nbPCIiIiIiIgcBBs8IiIiIiIiBzGgBq+goAD+/v6QyWQIDQ1FdXW1xfjm5mZMnz4dbm5u8PHxwdq1\na81iqqqqEBISAplMhnHjxmHbtm1mMfv27UNQUBBcXV0RHByMAwcOmHy/detWPP3008JLz1UqFcrL\ny01ikpKSMGzYMJMflUo1kN0mIiIiIiIaUvpt8EpKSpCeno6srCw0NjZCpVIhNjYWFy5cEI3v6OhA\ndHQ0lEolGhoakJ+fj40bNyI3N1eIaW1txezZsxEREYHGxkZoNBosXboUZWVlQkxtbS0SEhKQmJiI\npqYmLFy4EPHx8airqxNifH198fvf/x5fffUVjh07hqioKPzyl79EU1OTECORSBAdHQ2dTif83NsE\nEhEREREROYJ+G7zc3FwsWrQIixcvRmBgIDZt2gSlUonCwkLR+N27d6O7uxvFxcUICgpCXFwcli9f\nbtLgFRUVwcfHB/n5+QgMDMRrr72GV199FTk5OUJMXl4eoqKioNFoEBgYiLfffhszZsxAXl6eEDNn\nzhz8/Oc/x1NPPYXx48dj3bp1GDlypEkTaDQa4ezsDLlcLvyMHj36vopFRERERERkzyw2eD09PTh+\n/DhiYmJMxmNiYlBTUyM6p7a2FtOmTYOLi4tJ/KVLl9DW1ibEiK3Z0NAAg8EAADh69OigtmswGLB3\n7150d3cjMjJSGJdIJKiuroaXlxcCAwORnJyMK1euWNptIiIiIiKiIclig9fe3g6DwQAvLy+Tcblc\nDp1OJzpHp9OZxfd+7p2j1+tFY27fvo329naL69y73ebmZjz22GNwdXVFcnIySktLERgYKHz/4osv\nYteuXTh06BDef/991NXVISoqCj09PZZ2nYiIiIiIaMhxsvaCEonE2ktaNHHiRPz1r3/FjRs38PHH\nHyMhIQGHDx9GaGgoAGD+/PlCbHBwMEJCQuDn54dPP/0Uc+fOfaS5EhERERERPUwWGzxPT09IpVLo\n9XqTcb1eD6VSKTpHoVCYnWXrna9QKCzGODk5wdPT02JM7xq9hg8fjqeeegoAMGXKFNTX12Pr1q3Y\nsWOHaH5KpRI+Pj745ptv+tzvlpaWPr97lOwlD3vjaHXpcpXbOgVBV1cXWlrabJ2GVTna74u1sC7i\nWBdxrIs41kWcPdQlICDA1ikQ2YzFBs/Z2RkhISGoqKhAXFycMK7VahEfHy86Jzw8HMuXL8etW7eE\n+/C0Wi28vb3h5+cnxOzfv99knlarRVhYGKRSqRCj1WqRmZlpEjN16lSLO2QwGHDnzp0+v79y5Qou\nXrzYZ4MK2MdBoaWlxS7ysDeOWJeb7T0Abtk6DQCATCZDgK/j1NcRf1+sgXURx7qIY13EsS7iWBci\n2+v3KZoZGRnYuXMntm/fjtOnTyMtLQ06nQ4pKSkAAI1Gg1mzZgnxCxYsgJubG5KSknDy5EmUlZUh\nOzsbGRkZQkxKSgouXrwItVqN06dP48MPP0RxcbFJM5eWloZDhw4hOzsbZ86cwYYNG1BZWYn09HQh\nZsWKFaiursb58+fR3NwMjUaDqqoqvPLKKwCAzs5OZGZm4ujRozh//jwqKysxZ84ceHl58fJMIiIi\nIiJyOP3egzdv3jxcvXoV69atw+XLlzF58mSUl5fD19cXwN2HoZw7d06IHzVqFLRaLVJTUxEaGgoP\nDw9kZmZCrVYLMWPHjkV5eTnUajUKCwvh7e2NzZs3mzRd4eHh2Lt3L7KysrBy5UqMHz8epaWlCAsL\nE2L0ej1eeeUV6HQ6uLu74+mnn8bBgwcRHR0NAJBKpThx4gR27dqF69evQ6lUIioqCp988glGjBjx\n4NUjIiIiIiKyIxKj0Wi0dRL24MaNG7ZOwQQvcRDniHX5qr0H6prrtk4DAPAH1WhM8XS2dRpW44i/\nL9bAuohjXcSxLuJYF3H2WBd3d3dbp0D0SPV7iSYRERERERENDWzwiIiIiIiIHAQbPCIiIiIiIgfB\nBo+IiIiIiMhBsMEjIiIiIiJyEGzwiIiIiIiIHMSAGryCggL4+/tDJpMhNDQU1dXVFuObm5sxffp0\nuLm5wcfHB2vXrjWLqaqqQkhICGQyGcaNG4dt27aZxezbtw9BQUFwdXVFcHAwDhw4YPL91q1b8fTT\nT8Pd3R3u7u5QqVQoLy83W2f16tXw9vaGm5sbZs6ciVOnTg1kt4mIiIiIiIaUfhu8kpISpKenIysr\nC42NjVCpVIiNjcWFCxdE4zs6OhAdHQ2lUomGhgbk5+dj48aNyM3NFWJaW1sxe/ZsREREoLGxERqN\nBkuXLkVZWZkQU1tbi4SEBCQmJqKpqQkLFy5EfHw86urqhBhfX1/8/ve/x1dffYVjx44hKioKv/zl\nL9HU1CTEZGdnIzc3F1u2bEF9fT3kcjmio6Nx8+bN+yoYERERERGRver3RefPPfccnnnmGZMzbBMm\nTMDLL7+M9evXm8UXFhZCo9FAr9fDxcUFAPDuu++isLAQ3377LQBg+fLlOHDgAM6ePSvMe/3113Hy\n5EnU1NQAAObPn4/r16/js88+E2Kio6PxxBNPYM+ePX3m+/jjj+O9997D66+/DqPRiDFjxuDNN9+E\nRqMBAHR3d0MulyMnJwfJycnCPL7ofGhwxLrwRecPjyP+vlgD6yKOdRHHuohjXcTZY134onP6sbF4\nBq+npwfHjx9HTEyMyXhMTIzQiN2rtrYW06ZNE5q73vhLly6hra1NiBFbs6GhAQaDAQBw9OjRQW3X\nYDBg79696O7uRmRkJIC7Zwr1er3JOq6uroiMjOxzHSIiIiIioqHKYoPX3t4Og8EALy8vk3G5XA6d\nTic6R6fTmcX3fu6do9frRWNu376N9vZ2i+vcu93m5mY89thjcHV1RXJyMkpLSxEYGGiyvcHkT0RE\nRERENFRZ/SmaEonE2ktaNHHiRPz1r39FXV0d3njjDSQkJKChoaHfeY86TyIiIiIioofNydKXnp6e\nkEql0Ov1JuN6vR5KpVJ0jkKhMDs71jtfoVBYjHFycoKnp6fFmN41eg0fPhxPPfUUAGDKlCmor6/H\n1q1bsWPHDiFWr9fDx8fH4jo/1NLS0ud3j5K95GFvHK0uXa5yW6cg6OrqQktLm63TsCpH+32xFtZF\nHOsijnURx7qIs4e62Nt9gESPksUGz9nZGSEhIaioqEBcXJwwrtVqER8fLzonPDwcy5cvx61bt4T7\n8LRaLby9veHn5yfE7N+/32SeVqtFWFgYpFKpEKPVapGZmWkSM3XqVIs7ZDAYcI5eD9wAACAASURB\nVOfOHQCAv78/FAoFKioqEBISAuDuQ1aqq6uRk5PT5xr2cFCwx5uU7YEj1uVmew+AW7ZOAwAgk8kQ\n4Os49XXE3xdrYF3EsS7iWBdxrIs41oXI9vq9RDMjIwM7d+7E9u3bcfr0aaSlpUGn0yElJQUAoNFo\nMGvWLCF+wYIFcHNzQ1JSEk6ePImysjJkZ2cjIyNDiElJScHFixehVqtx+vRpfPjhhyguLjZp5tLS\n0nDo0CFkZ2fjzJkz2LBhAyorK5Geni7ErFixAtXV1Th//jyam5uh0WhQVVWFV155BcDdyzDT09OR\nnZ2N/fv348SJE0hKSsLIkSOxYMGCB68eERERERGRHbF4Bg8A5s2bh6tXr2LdunW4fPkyJk+ejPLy\ncvj6+gK4+yCTc+fOCfGjRo2CVqtFamoqQkND4eHhgczMTKjVaiFm7NixKC8vh1qtRmFhIby9vbF5\n82bMnTtXiAkPD8fevXuRlZWFlStXYvz48SgtLUVYWJgQo9fr8corr0Cn08Hd3R1PP/00Dh48iOjo\naCFm2bJl6OrqQmpqKq5du4bnn38eFRUVGDFixINVjoiIiIiIyM70+x68Hwu+B29ocMS68D14D48j\n/r5YA+sijnURx7qIY13E2WNd+B48+rGx+lM0iYiIiIiIyDbY4BERERERETkINnhEREREREQOgg0e\nERERERGRg2CDR0RERERE5CAG1OAVFBTA398fMpkMoaGhqK6uthjf3NyM6dOnw83NDT4+Pli7dq1Z\nTFVVFUJCQiCTyTBu3Dhs27bNLGbfvn0ICgqCq6srgoODceDAAZPvN2zYgLCwMLi7u0Mul2POnDk4\nefKkSUxSUhKGDRtm8qNSqQay20RERERERENKvw1eSUkJ0tPTkZWVhcbGRqhUKsTGxuLChQui8R0d\nHYiOjoZSqURDQwPy8/OxceNG5ObmCjGtra2YPXs2IiIi0NjYCI1Gg6VLl6KsrEyIqa2tRUJCAhIT\nE9HU1ISFCxciPj4edXV1QkxVVRXeeOMN1NbW4tChQ3BycsKsWbNw7do1IUYikSA6Oho6nU74KS8v\nv69iERERERER2bN+X3Sem5uLRYsWYfHixQCATZs24eDBgygsLMT69evN4nfv3o3u7m4UFxfDxcUF\nQUFBOHPmDHJzc5GRkQEAKCoqgo+PD/Lz8wEAgYGB+Mtf/oKcnBz86le/AgDk5eUhKioKGo0GAPD2\n22/j8OHDyMvLw549ewAABw8eNNn2rl274O7ujpqaGvziF78AABiNRjg7O0Mul99XgYiIiIiIiIYK\ni2fwenp6cPz4ccTExJiMx8TEoKamRnRObW0tpk2bBhcXF5P4S5cuoa2tTYgRW7OhoQEGgwEAcPTo\n0UFtF7h79vDOnTv4yU9+IoxJJBJUV1fDy8sLgYGBSE5OxpUrVyztNhERERER0ZBkscFrb2+HwWCA\nl5eXybhcLodOpxOdo9PpzOJ7P/fO0ev1ojG3b99Ge3u7xXX62i4ApKWlYcqUKQgPDxfGXnzxReza\ntQuHDh3C+++/j7q6OkRFRaGnp8fSrhMREREREQ05/V6iOVgSicTaSw5IRkYGampqUF1dbZLD/Pnz\nhf8dHByMkJAQ+Pn54dNPP8XcuXNtkSoREREREdFDYbHB8/T0hFQqhV6vNxnX6/VQKpWicxQKhdlZ\ntt75CoXCYoyTkxM8PT0txvSu8UNqtRqlpaU4fPgwxo4da2mXoFQq4ePjg2+++abPmJaWFotrPCr2\nkoe9cbS6dLnaz/2hXV1daGlps3UaVuVovy/WwrqIY13EsS7iWBdx9lCXgIAAW6dAZDMWGzxnZ2eE\nhISgoqICcXFxwrhWq0V8fLzonPDwcCxfvhy3bt0S7sPTarXw9vaGn5+fELN//36TeVqtFmFhYZBK\npUKMVqtFZmamSczUqVNN5qWlpeHjjz/G4cOHMWHChH53+MqVK7h48WKfDSpgHweFlpYWu8jD3jhi\nXW629wC4Zes0AAAymQwBvo5TX0f8fbEG1kUc6yKOdRHHuohjXYhsr9/XJGRkZGDnzp3Yvn07Tp8+\njbS0NOh0OqSkpAAANBoNZs2aJcQvWLAAbm5uSEpKwsmTJ1FWVobs7GzhCZoAkJKSgosXL0KtVuP0\n6dP48MMPUVxcbNLMpaWl4dChQ8jOzsaZM2ewYcMGVFZWIj09XYhJTU3Fzp07sXv3bri7uwuvQejs\n7AQAdHZ2IjMzE0ePHsX58+dRWVmJOXPmwMvLi5dnEhERERGRw+n3Hrx58+bh6tWrWLduHS5fvozJ\nkyejvLwcvr6+AO4+DOXcuXNC/KhRo6DVapGamorQ0FB4eHggMzMTarVaiBk7dizKy8uhVqtRWFgI\nb29vbN682aTpCg8Px969e5GVlYWVK1di/PjxKC0tRVhYmBBTWFgIiUSCF154wSTn1atXY+XKlZBK\npThx4gR27dqF69evQ6lUIioqCp988glGjBhx/1UjIiIiIiKyQwN6yMqSJUuwZMkS0e927NhhNjZp\n0iRUVVVZXDMyMhLHjh2zGBMXF2dyaei97ty5Y3G+q6ur2bvyiIiIiIiIHFW/l2gSERERERHR0MAG\nj4iIiIiIyEGwwSMiIiIiInIQbPCIiIiIiIgcBBs8IiIiIiIiB8EGj4iIiIiIyEEMqMErKCiAv78/\nZDIZQkNDUV1dbTG+ubkZ06dPh5ubG3x8fLB27VqzmKqqKoSEhEAmk2HcuHHYtm2bWcy+ffsQFBQE\nV1dXBAcH48CBAybfb9iwAWFhYXB3d4dcLsecOXNw8uRJs3VWr14Nb29vuLm5YebMmTh16tRAdpuI\niIiIiGhI6bfBKykpQXp6OrKystDY2AiVSoXY2FhcuHBBNL6jowPR0dFQKpVoaGhAfn4+Nm7ciNzc\nXCGmtbUVs2fPRkREBBobG6HRaLB06VKUlZUJMbW1tUhISEBiYiKampqwcOFCxMfHo66uToipqqrC\nG2+8gdraWhw6dAhOTk6YNWsWrl27JsRkZ2cjNzcXW7ZsQX19PeRyOaKjo3Hz5s37KhgREREREZG9\nkhiNRqOlgOeeew7PPPOMyRm2CRMm4OWXX8b69evN4gsLC6HRaKDX6+Hi4gIAePfdd1FYWIhvv/0W\nALB8+XIcOHAAZ8+eFea9/vrrOHnyJGpqagAA8+fPx/Xr1/HZZ58JMdHR0XjiiSewZ88e0Vw7Ozvh\n7u6OP//5z/jFL34Bo9GIMWPG4M0334RGowEAdHd3Qy6XIycnB8nJycLcGzduWK7UI9bS0oKAgABb\np2F3HLEuX7X3QF1z3dZpAAD+oBqNKZ7Otk7Dahzx98UaWBdxrIs41kUc6yLOHuvi7u5u6xSIHikn\nS1/29PTg+PHjWLZsmcl4TEyM0Ijdq7a2FtOmTROau974d955B21tbfDz80NtbS1iYmLM1iwuLobB\nYIBUKsXRo0fx5ptvmsVs3bq1z3w7Ojpw584d/OQnPwFw90yhXq832ZarqysiIyNRU1Nj0uARkX25\n/J0Buu8MD7RGl6scN9t7HjgXhZsUSjfpA69DRERE9LBZbPDa29thMBjg5eVlMi6Xy6HT6UTn6HQ6\nPPnkkyZjvfN1Oh38/Pyg1+vN1vTy8sLt27fR3t4OLy8v6HQ60Zi+tgsAaWlpmDJlCsLDw4Xt/XD7\nP8z/0qVLfa5DRLan+85gpTObtx54hT+oRrPBIyKHZo1/VAOs8w9r/Ec1ogdjscG7HxKJxNpLDkhG\nRgZqampQXV09oBxslScRERGRvbHeP6oBD/oPa/xHNaIHY7HB8/T0hFQqhV6vNxnX6/VQKpWicxQK\nhdlZtt75CoXCYoyTkxM8PT0txvSu8UNqtRqlpaU4fPgwxo4da5JL7zwfH59+1+nV0tLS53ePkr3k\nYW8crS5drnJbpyDo6upCS0ubrdMAwLo8bI72d2QtrIs41kWcI9XF0Y659nYfINGjZLHBc3Z2RkhI\nCCoqKhAXFyeMa7VaxMfHi84JDw/H8uXLcevWLeE+PK1WC29vb/j5+Qkx+/fvN5mn1WoRFhYGqVQq\nxGi1WmRmZprETJ061WReWloaPv74Yxw+fBgTJkww+c7f3x8KhQIVFRUICQkBcPchK9XV1cjJyelz\nv+3hoGCPNynbA0esy91LWR78MkJrkMlkCPC1j/qyLg+PI/4dWQPrIo51EedodeExl8hx9PuahIyM\nDOzcuRPbt2/H6dOnkZaWBp1Oh5SUFACARqPBrFmzhPgFCxbAzc0NSUlJOHnyJMrKypCdnY2MjAwh\nJiUlBRcvXoRarcbp06fx4Ycfori42KSZS0tLw6FDh5CdnY0zZ85gw4YNqKysRHp6uhCTmpqKnTt3\nYvfu3XB3d4dOp4NOp0NnZyeAu5dhpqenIzs7G/v378eJEyeQlJSEkSNHYsGCBQ9ePSIiIiIiIjvS\n7z148+bNw9WrV7Fu3TpcvnwZkydPRnl5OXx9fQHcfZDJuXPnhPhRo0ZBq9UiNTUVoaGh8PDwQGZm\nJtRqtRAzduxYlJeXQ61Wo7CwEN7e3ti8eTPmzp0rxISHh2Pv3r3IysrCypUrMX78eJSWliIsLEyI\nKSwshEQiwQsvvGCS8+rVq7Fy5UoAwLJly9DV1YXU1FRcu3YNzz//PCoqKjBixIj7LBkREREREZF9\nGtBDVpYsWYIlS5aIfrdjxw6zsUmTJqGqqsrimpGRkTh27JjFmLi4OJNLQ+91584di/N7rVq1CqtW\nrRpQLBERERER0VDV7yWaRERERERENDSwwSMiIiIiInIQbPCIiIiIiIgcBBs8IiIiIiIiB8EGj4iI\niIiIyEGwwSMiIiIiInIQA2rwCgoK4O/vD5lMhtDQUFRXV1uMb25uxvTp0+Hm5gYfHx+sXbvWLKaq\nqgohISGQyWQYN24ctm3bZhazb98+BAUFwdXVFcHBwThw4IDJ91988QXmzJkDHx8fDBs2DMXFxWZr\nJCUlYdiwYSY/KpVqILtNREREREQ0pPTb4JWUlCA9PR1ZWVlobGyESqVCbGwsLly4IBrf0dGB6Oho\nKJVKNDQ0ID8/Hxs3bkRubq4Q09raitmzZyMiIgKNjY3QaDRYunQpysrKhJja2lokJCQgMTERTU1N\nWLhwIeLj41FXVyfEdHZ24qc//Sny8/Mhk8kgkUjM8pFIJIiOjoZOpxN+ysvLB1UkIiIiIiKioaDf\nF53n5uZi0aJFWLx4MQBg06ZNOHjwIAoLC7F+/Xqz+N27d6O7uxvFxcVwcXFBUFAQzpw5g9zcXGRk\nZAAAioqK4OPjg/z8fABAYGAg/vKXvyAnJwe/+tWvAAB5eXmIioqCRqMBALz99ts4fPgw8vLysGfP\nHgBAbGwsYmNjAdw9UyfGaDTC2dkZcrl8MHUhIiIiIiIaciyewevp6cHx48cRExNjMh4TE4OamhrR\nObW1tZg2bRpcXFxM4i9duoS2tjYhRmzNhoYGGAwGAMDRo0cHtd2+SCQSVFdXw8vLC4GBgUhOTsaV\nK1cGtQYREREREdFQYLHBa29vh8FggJeXl8m4XC6HTqcTnaPT6cziez/3ztHr9aIxt2/fRnt7u8V1\n+tpuX1588UXs2rULhw4dwvvvv4+6ujpERUWhp6dnUOsQERERERHZu34v0RwssfvgbGn+/PnC/w4O\nDkZISAj8/Pzw6aefYu7cuTbMjIiIiIiIyLosNnienp6QSqXQ6/Um43q9HkqlUnSOQqEwO8vWO1+h\nUFiMcXJygqenp8WY3jXul1KphI+PD7755ps+Y1paWh5oG9ZiL3nYG0erS5er/dwf2tXVhZaWNlun\nAYB1edgc7e/IWlgXcayLOEeqi6MdcwMCAqyUDdHQY7HBc3Z2RkhICCoqKhAXFyeMa7VaxMfHi84J\nDw/H8uXLcevWLeE+PK1WC29vb/j5+Qkx+/fvN5mn1WoRFhYGqVQqxGi1WmRmZprETJ069T528/9c\nuXIFFy9e7LNBBezjoNDS0mIXedgbR6zLzfYeALdsnQYAQCaTIcDXPurLujw8jvh3ZA2sizjWRZyj\n1YXHXCLH0e9rEjIyMrBz505s374dp0+fRlpaGnQ6HVJSUgAAGo0Gs2bNEuIXLFgANzc3JCUl4eTJ\nkygrK0N2drbwBE0ASElJwcWLF6FWq3H69Gl8+OGHKC4uNmnm0tLScOjQIWRnZ+PMmTPYsGEDKisr\nkZ6eLsR0dnaisbERjY2NuHPnDtra2tDY2Ci8wqGzsxOZmZk4evQozp8/j8rKSsyZMwdeXl68PJOI\niIiIiBxOv/fgzZs3D1evXsW6detw+fJlTJ48GeXl5fD19QVw92Eo586dE+JHjRoFrVaL1NRUhIaG\nwsPDA5mZmVCr1ULM2LFjUV5eDrVajcLCQnh7e2Pz5s0mTVd4eDj27t2LrKwsrFy5EuPHj0dpaSnC\nwsKEmPr6ekRFRQG4e+/fqlWrsGrVKiQlJeGPf/wjpFIpTpw4gV27duH69etQKpWIiorCJ598ghEj\nRjx49YiIiIiIiOzIgB6ysmTJEixZskT0ux07dpiNTZo0CVVVVRbXjIyMxLFjxyzGxMXFmVwaeq8Z\nM2bgzp07fX7v6uqKgwcPWtwGERERERGRo+j3Ek0iIiIiIiIaGtjgEREREREROQg2eERERERERA6C\nDR4REREREZGDYINHRERERETkINjgEREREREROYgBNXgFBQXw9/eHTCZDaGgoqqurLcY3Nzdj+vTp\ncHNzg4+PD9auXWsWU1VVhZCQEMhkMowbNw7btm0zi9m3bx+CgoLg6uqK4OBgHDhwwOT7L774AnPm\nzIGPjw+GDRuG4uJi0XxWr14Nb29vuLm5YebMmTh16tRAdpuIiIiIiGhI6bfBKykpQXp6OrKystDY\n2AiVSoXY2FhcuHBBNL6jowPR0dFQKpVoaGhAfn4+Nm7ciNzcXCGmtbUVs2fPRkREBBobG6HRaLB0\n6VKUlZUJMbW1tUhISEBiYiKampqwcOFCxMfHo66uTojp7OzET3/6U+Tn50Mmk0EikZjlk52djdzc\nXGzZsgX19fWQy+WIjo7GzZs3B1UoIiIiIiIie9fvi85zc3OxaNEiLF68GACwadMmHDx4EIWFhVi/\nfr1Z/O7du9Hd3Y3i4mK4uLggKCgIZ86cQW5uLjIyMgAARUVF8PHxQX5+PgAgMDAQf/nLX5CTk4Nf\n/epXAIC8vDxERUVBo9EAAN5++20cPnwYeXl52LNnDwAgNjYWsbGxAICkpCSzXIxGI/Ly8qDRaDB3\n7lwAQHFxMeRyOfbs2YPk5ORBFYuIyNYuf2eA7jvDA63R5SrHzfaeB1pD4SaF0k36QGsQERGR9Vls\n8Hp6enD8+HEsW7bMZDwmJgY1NTWic2prazFt2jS4uLiYxL/zzjtoa2uDn58famtrERMTY7ZmcXEx\nDAYDpFIpjh49ijfffNMsZuvWrQPeudbWVuj1epNtubq6IjIyEjU1NWzwiGjI0X1ngLrmuhVWuvVA\ns/+gGs0Gj4iIyA5ZvESzvb0dBoMBXl5eJuNyuRw6nU50jk6nM4vv/dw7R6/Xi8bcvn0b7e3tFtfp\na7t95fLD7Q8kfyIiIiIioqGq30s0B0vsPjh7ZCnPlpaWR5hJ3+wlD3vjaHXpcpXbOgVBV1cXWlra\nbJ0GANalL/ZSF3uqiTU52vHFWlgXcY5UF3s5tgDWOb4EBARYKRuiocdig+fp6QmpVAq9Xm8yrtfr\noVQqRecoFAqzs2O98xUKhcUYJycneHp6WozpXWMgemP1ej18fHwGvI49HBRaWlrsIg9744h1uXsv\n1INdLmctMpkMAb72UV/WRZy91MWeamItjnh8sQbWRZyj1cVeji2AYx5fiB4li5doOjs7IyQkBBUV\nFSbjWq0WKpVKdE54eDi+/PJL3Lp1yyTe29sbfn5+QoxWqzVbMywsDFKp1GLM1KlTB7hrgL+/PxQK\nhUn+3d3dqK6u7jN/IiIiIiKioarfSzQzMjKQmJiIZ599FiqVCkVFRdDpdEhJSQEAaDQa1NfX4/PP\nPwcALFiwAGvWrEFSUhKysrJw9uxZZGdnY/Xq1cKaKSkp2LJlC9RqNZKTk3HkyBEUFxdj7969Qkxa\nWhoiIyORnZ2Nl156Cfv370dlZSWOHDkixHR2dgqXR9y5cwdtbW1obGzE448/Dl9fX0gkEqSnp2P9\n+vWYOHEiAgICsG7dOowcORILFiywSgGJiMi2rPFkUYBPFyUiIsfQb4M3b948XL16FevWrcPly5cx\nefJklJeXw9fXF8DdB5mcO3dOiB81ahS0Wi1SU1MRGhoKDw8PZGZmQq1WCzFjx45FeXk51Go1CgsL\n4e3tjc2bNwuvMgDunsHbu3cvsrKysHLlSowfPx6lpaUICwsTYurr6xEVFQXg7j11q1atwqpVq5CU\nlIQ//vGPAIBly5ahq6sLqampuHbtGp5//nlUVFRgxIgRD1g6IiKyB9Z7sijAp4sSEdFQN6CHrCxZ\nsgRLliwR/W7Hjh1mY5MmTUJVVZXFNSMjI3Hs2DGLMXFxcYiLi+vz+xkzZuDOnTsW1wAgNH5ERERE\nRESOzOI9eERERERERDR0sMEjIiIiIiJyEGzwiIiIiIiIHAQbPCIiIiIiIgfBBo+IiIiIiMhBDKjB\nKygogL+/P2QyGUJDQ1FdXW0xvrm5GdOnT4ebmxt8fHywdu1as5iqqiqEhIRAJpNh3Lhx2LZtm1nM\nvn37EBQUBFdXVwQHB+PAgQODzi0pKQnDhg0z+eFLzomIiIiIyBH12+CVlJQgPT0dWVlZaGxshEql\nQmxsLC5cuCAa39HRgejoaCiVSjQ0NCA/Px8bN25Ebm6uENPa2orZs2cjIiICjY2N0Gg0WLp0KcrK\nyoSY2tpaJCQkIDExEU1NTVi4cCHi4+NRV1c3qNwkEgmio6Oh0+mEn/Ly8vsqFhERERERkT3rt8HL\nzc3FokWLsHjxYgQGBmLTpk1QKpUoLCwUjd+9eze6u7tRXFyMoKAgxMXFYfny5SYNXlFREXx8fJCf\nn4/AwEC89tprePXVV5GTkyPE5OXlISoqChqNBoGBgXj77bcxY8YM5OXlDSo3o9EIZ2dnyOVy4Wf0\n6NH3VSwiIiIiIiJ7ZrHB6+npwfHjxxETE2MyHhMTg5qaGtE5tbW1mDZtGlxcXEziL126hLa2NiFG\nbM2GhgYYDAYAwNGjRy1ud6C5SSQSVFdXw8vLC4GBgUhOTsaVK1cs7TYREREREdGQZLHBa29vh8Fg\ngJeXl8m4XC6HTqcTnaPT6cziez/3ztHr9aIxt2/fRnt7u8V1etcYaG4vvvgidu3ahUOHDuH9999H\nXV0doqKi0NPTY2nXiYiIiIiIhhwnay8okUisveQDmT9/vvC/g4ODERISAj8/P3z66aeYO3euDTMj\nIiIiIiKyLosNnqenJ6RSKfR6vcm4Xq+HUqkUnaNQKMzO7vXOVygUFmOcnJzg6elpMaZ3jfvJDQCU\nSiV8fHzwzTff9BnT0tLS53ePkr3kYW8crS5drnJbpyDo6upCS0ubrdMAwLr0xV7qwpqIs6e6WJOj\nHXetxZHq4mh/RwEBAVbKhmjosdjgOTs7IyQkBBUVFYiLixPGtVot4uPjReeEh4dj+fLluHXrlnAf\nnlarhbe3N/z8/ISY/fv3m8zTarUICwuDVCoVYrRaLTIzM01ipk6det+5AcCVK1dw8eJFi02gPRwU\nWlpa7CIPa7r8nQG67wwPtEZXVxdkMtkD56Jwk0LpJn3gdazhZnsPgFu2TgMAIJPJEOBrH793rIs4\ne6kLayLOnupiLY743yNrcLS68O+IyHH0e4lmRkYGEhMT8eyzz0KlUqGoqAg6nQ4pKSkAAI1Gg/r6\nenz++ecAgAULFmDNmjVISkpCVlYWzp49i+zsbKxevVpYMyUlBVu2bIFarUZycjKOHDmC4uJi7N27\nV4hJS0tDZGQksrOz8dJLL2H//v2orKzEkSNHBpxbZ2cnVq1ahZdffhkKhQLnz5+HRqOBl5cXL8+0\nAd13BqhrrlthpQf/D9AfVKPtpsEjIiIiIrKWfhu8efPm4erVq1i3bh0uX76MyZMno7y8HL6+vgDu\nPgzl3LlzQvyoUaOg1WqRmpqK0NBQeHh4IDMzE2q1WogZO3YsysvLoVarUVhYCG9vb2zevNmk6QoP\nD8fevXuRlZWFlStXYvz48SgtLUVYWNiAc5NKpThx4gR27dqF69evQ6lUIioqCp988glGjBjx4NUj\nIiIiIiKyIwN6yMqSJUuwZMkS0e927NhhNjZp0iRUVVVZXDMyMhLHjh2zGBMXF2dy+eVgc3N1dcXB\ngwctziciIiIiInIU/b7onIiIiIiIiIYGq78mgYiIiGzPGg+2Au4+XfHuAzjunz092IqIyNGxwSMi\nInJA1nuwFfCgD7fig62IiB4dXqJJRERERETkINjgEREREREROQheoklEREQ/Grw3kYgc3YAavIKC\nAmzcuBE6nQ7BwcHIy8tDREREn/HNzc144403UF9fDw8PD/zmN7/BO++8YxJTVVWFjIwMnDp1CmPG\njMGyZcvwm9/8xiRm3759eOedd3Du3DmMGzcO7777Ln75y18OOrfVq1fjgw8+wLVr1/Dcc89h69at\nCAoKGsiuExERkQPhvYlE5Oj6vUSzpKQE6enpyMrKQmNjI1QqFWJjY3HhwgXR+I6ODkRHR0OpVKKh\noQH5+fnYuHEjcnNzhZjW1lbMnj0bERERaGxshEajwdKlS1FWVibE1NbWIiEhAYmJiWhqasLChQsR\nHx+Purq6QeWWnZ2N3NxcbNmyBfX19ZDL5YiOjsbNmzfvq2BERERERET2qt8GLzc3F4sWLcLixYsR\nGBiITZs2QalUorCwUDR+9+7d6O7uRnFxMYKCghAXF4fly5ebNHhFRUXw8fFBfn4+AgMD8dprr+HV\nV19FTk6OEJOXl4eoqChoNBoEBgbi7bffxowZM5CXlzfg3IxGI/Ly8qDRFe8v1wAAIABJREFUaDB3\n7lwEBwejuLgY//u//4s9e/bcd9GIiIiIiIjskcUGr6enB8ePH0dMTIzJeExMDGpqakTn1NbWYtq0\naXBxcTGJv3TpEtra2oQYsTUbGhpgMNy9Lv7o0aMWtzuQ3FpbW6HX601iXF1dERkZ2Wf+RERERERE\nQ5XFe/Da29thMBjg5eVlMi6Xy6HT6UTn6HQ6PPnkkyZjvfN1Oh38/Pyg1+vN1vTy8sLt27fR3t4O\nLy8v6HQ60Zje7Q4kt97/KxZz6dKlPvd79OjRJp+vXxe/Vv/eOMYPLP6Zj74WHW/8lwmPLH7mD8ZZ\nn/+Lnykybqv6zBwvFx23VX3s7e/rUf69DCSe9fn/vvkf0eEf4/Hkh3qPLTzemsbfe8xlfe7q6/g/\nmPz7iiX6MbD6UzQlEom1l3woLOU50IPCYA8eg4kPCAh4qOvbYzzsLJ716S/cvuJ/LPs7xdMZlXPk\n/H34AaEmphMGtb4j16ePCXYVz/r0F25f8UO9PkSOzuIlmp6enpBKpdDr9Sbjer0eSqVSdI5CoTA7\nu9c7X6FQWIxxcnKCp6enxZjeNQaSW2+sWEzvd0RERERERI7CYoPn7OyMkJAQVFRUmIxrtVqoVCrR\nOeHh4fjyyy9x69Ytk3hvb2/4+fkJMVqt1mzNsLAwSKVSizFTp04dcG7+/v5QKBQmMd3d3aiuru4z\nfyIiIiIioiHL2I+SkhKjs7Oz8cMPPzSeOnXK+OabbxpHjhxp/Pvf/240Go3GFStWGF944QUh/saN\nG0aFQmFMSEgwnjhxwrhv3z7jqFGjjLm5uUJMa2urccSIEcb09HTjqVOnjB988IHR2dnZWFZWJsTU\n1NQYnZycjO+9957x9OnTxvXr1xuHDx9urKurG3BuRqPRmJ2dbXR3dzeWlZUZm5ubjfPnzzd6e3sb\nb9682d+uExERERERDSn9NnhGo9FYUFBgHDt2rNHFxcUYGhpq/PLLL4XvkpKSjP7+/ibxzc3NxsjI\nSKOrq6txzJgxxt/97ndma1ZVVRl/9rOfGV1cXIxPPfWUcdu2bWYxn3zyiXHixIlGZ2dnY1BQkHH/\n/v2Dyq3X6tWrjUql0ujq6mqcMWOG8eTJkwPZbSIiIiIioiFFYjQajbY+i0hERGQrOp0OPT09JmP3\nPg2aiCzj3xGR/bD6UzTp/nz//feor6/H3//+d7MD5L/8y7/YKCvbMhqNKCkpwX//93/jf/7nf3Dn\nzh1IJBIYjUZIJBL853/+p61TtImrV6/it7/9rUldekkkEnR0dNgwO9tZtGiR6NNxJRIJXF1dMX78\neMyfPx9jxoyxQXa2U1lZCQCYMWOG2fiwYcMQGRn56JOyAzdu3MDSpUtRWlqK77//Hj/8t06JRCK8\nk/XH5v3338e///u/m413dXUhIyMDhYWFNsjK9rq6upCfn9/ncfevf/2rDbOzHf4dEdknNnh24MyZ\nM/jnf/5ntLa24s6dO3BycsLt27fh5OQEFxeXH22Dt2zZMuTl5WHmzJlQKpUm/8/7UHkdx8Pw2muv\n4auvvkJycrJZXX7Mrly5gurqagwbNgyTJk2C0WjEiRMnYDQaERoain379mHlypX44osvMGXKFFun\n+8io1WqsWbPGbLyjowNr1qzBsWPHbJCV7WVmZqKpqQkHDhxAXFwc/vjHP+LixYvIz89HTk6OrdOz\nmQ0bNuDgwYP46KOPhCdSHz9+HAsXLrRxZraVmpqK/fv3Iz4+HiqViv89+v/4d0Rkp2x3dSj1+vnP\nf26cN2+e8ebNm8bHHnvM2NLSYjx27JgxLCzM+Nlnn9k6PZuRy+XG0tJSW6dhd0aOHGmsra21dRp2\nZ+PGjcaEhARjZ2enMNbZ2Wn89a9/bXzvvfeM3d3dxvnz5xujoqJsmOWj5+bmZmxtbTUb/9vf/mZ0\nc3N79AnZCW9vb2NVVZXRaLz7N9XS0mI0Go3GPXv2GGfNmmXL1Gzq4sWLxhdeeMHo6elp/OSTT4z/\nr707D6s57/8H/jyVUkl0kqVFaohSERIZGsbgxtc29mWazK2YcZtUUmMaNLJEi7FkuTPGHWOQuc3c\nY00pS5OxFFKDtChl6SYhpXN+f/g648yJMff9/fX+5Dwf1zXXdbzP+eM5XfI5r/f2Wrp0qVJfX185\nY8YM5aNHj0THE6Z58+bKQ4cOiY4hOfw9IpKmV7ZJoPpx+vRpfP755zA2NoaOjg5qa2vh5uaGyMhI\nBAYGio4njEKh0KqVltfVokULNGnSRHQMyYmKisLnn38OIyMj1ZiRkREWLFiAmJgYGBgYIDg4GOfO\nnROYsv4ZGhqiuLhYY7ykpAT6+voCEknDvXv3YGtrCwAwNTXF3bt3AQAeHh44ceKEwGRitWnTBocP\nH8bUqVMxduxYhIWFYceOHdiwYQMMDQ1FxxPGyMiI58nqwN8jImligScBSqVS9eBs0aKF6suYpaUl\nrly5IjKaUH/961/xj3/8Q3QMyVmyZAm++OILPHjwQHQUSXnw4AFu3rypMV5aWqr6WZmYmODp06f1\nHU2oQYMGYf78+SgvL1eN3b17F/Pnz8egQYMEJhPL3t4eeXl5AICOHTtix44dUCqV2Lt3L8zMzASn\nE2vPnj3YunUrvLy8YGZmhpiYGBQWFoqOJVRQUBCioqLUzpgRf4+IpIpn8CTAyckJWVlZsLe3h7u7\nO5YvXw5dXV1s3LgRb731luh4wty/fx8JCQk4fPgwXFxc0KhRIwBQXbKyevVqwQnFWLJkCfLz82Fh\nYYG2bduqfi6Adh/2HzVqFKZPn44VK1bA3d0dAJCRkYHg4GCMHj1a9WcHBweRMetdZGQk+vXrB1tb\nW7i6ukKpVCIrKwsWFhbYuXOn6HjCfPDBB8jMzISXlxdCQkIwdOhQrFmzBgqFArGxsaLjCePj44Md\nO3Zg2bJlmDNnDm7fvo3p06fDxcUFa9aswZQpU0RHFOLIkSNIS0vDgQMH4OjoCD09PV76Bf4eEUkV\n2yRIwIEDB/Do0SOMHj0a165dw7Bhw5Cbmwtzc3Ps3LkT77zzjuiIQrx469+Lh9ifP1CTk5MFpBJv\n4cKFL31PJpPhiy++qL8wEvLw4UMEBARgy5YtqKmpAQA0atQIPj4+WLlyJYyNjXH+/HkAQJcuXURG\nrXcPHz7E9u3bVdtT3dzcMGnSJLXtrNquoKAAv/zyC9q3bw8XFxfRcYTp3LkzduzYAWdnZ7Xx9evX\nIygoCJWVlYKSieXt7f3S92QyGbZs2VJ/YSSMv0dE0sACT6Lu3r2L5s2bQ0eHu2iJ/ozKykpcu3YN\nwLPtQzyvSPT6qqqq0Lhx4zrfy83N1boVcCKihogFngTcvHkTT58+hbW1tdp4UVER9PX10bJlS0HJ\niKghSkxMxLBhw6Cvr4/ExMRXfvb59lVt4+3tDVdXV/j7+6uNR0VFITs7G5s3bxaUTLzS0lKsXbsW\n2dnZ0NHRgaOjI2bNmsVnEQF49jsyc+ZMGBoaYtWqVa9sEzF37tx6TEZEz7HAk4ABAwZg0qRJmD59\nutr45s2b8d133+HQoUOCkol39OhR7NixA0VFRXjy5InamYejR4+KjifEkydPsGTJEtXPpbq6WvWe\nNjeWZSPi3+jo6KC0tBQWFhZ/uAvgxZ+TNmnVqhUOHDigsV33/PnzGDJkSJ0X9miDEydOYPDgwWjZ\nsiV69eoFpVKJU6dO4fbt2zhw4AB69+4tOqIQSqUSW7Zseenz6PlFI9qgXbt2+OWXXyCXy2Fra/vK\nAu/69ev1mIyInuMlKxJw5swZrFu3TmP87bffRlBQkIBE0vD111/D19cXo0ePRnJyMkaOHInc3Fzk\n5+drddPdsLAwfPvttwgJCcHcuXOxcuVK5Ofn49tvv8XixYtFxxOGjYh/82LRpq0F3B+5d+9endt3\njYyM1G4c1TaBgYGYOHEi4uLiVJMDtbW1mDlzJgIDA3Hy5EnBCcVYuXIlIiIi4Ovri7S0NMyaNQtX\nr15FamoqAgICRMerVy8Wbfn5+eKCENFLcQVPApo0aYKTJ09qHEjOysqCh4cHHj16JCiZWJ07d8ac\nOXPw17/+FSYmJsjMzES7du3wySefwMTEBMuWLRMdUYh27dph3bp1GDJkCExMTHD+/HnY29tj/fr1\nSEpKwu7du0VHFMLMzAw7d+7EwIEDRUehBsDZ2RnTp0/Hp59+qjYeExODTZs24dKlS4KSiWVoaIjz\n589rnLW7fPkyunbtiqqqKkHJxOrQoQOWLFmCsWPHqp5HdnZ2CA8PR2FhITZt2iQ6omTU1NSo3e5M\nRPWPK3gS4O7ujnXr1iEuLk5tfO3atejRo4egVOLl5eWpvqwbGBigsrISMpkMs2fPRr9+/bS2wCsr\nK4OTkxOAZ5MD9+7dA/Cs39m8efNERhOKjYhfrqysDCdOnNDYugoAs2bNEpRKrMDAQPj5+eHWrVsY\nMGAAgGdX4cfExGDt2rWC04ljamqKvLw8jQIvPz8fzZo1E5RKvBs3bqBnz54AnhXBFRUVAIAJEybA\n3d1dawu82NhYWFpa4v333wfwrM3G1q1bYW9vjx9++IGX8hAJwgJPAiIiIvDOO+/gwoUL6N+/P5RK\nJY4ePYpz587hyJEjouMJI5fLVQ/RNm3a4MKFC3BxccHdu3fx+PFjwenEsbGxQXFxMWxsbGBvb48D\nBw6gW7duSE9Ph6Ghoeh4wjxvRBwXF6d1WzJfZceOHfDx8YFCoUDz5s01fjbaWuB98MEHqKqqQnh4\nuGqyyNLSEtHR0fDx8RGcTpwJEyao+kl6enoCAI4fP47g4GBMnDhRcDpxWrVqhdu3b8PGxgY2NjY4\nefIkunTpgmvXrmn1vzerV69GfHw8ACA1NRW7du3C9u3bkZiYiICAAPz444+CExJpJ27RlIjMzEys\nWLFC1aera9euCAoKgqurq+Bk4kycOBHdu3dHQEAAlixZgqioKPzP//wPjhw5And3d+zZs0d0RCHm\nz5+PJk2aYMGCBdi9ezcmTpwIS0tLFBcXIygoCBEREaIjCjF8+HCkpaXB1NSUjYhf0LZtW3zwwQcI\nCwuDnh7n9Opy69YtAICFhYXgJOI9efIE8+bNQ1xcnKqfpL6+PmbOnInly5dDX19fcEIxpk+fDisr\nKyxatAhxcXHw9/dHz549cfbsWYwbN05rb101NDTEr7/+CmtrawQFBeHOnTvYsmULLl++jD59+uDu\n3buiIxJpJRZ4JFnl5eWoqqpCmzZtUFtbi5UrV+L48eNwcHDAggULtHq70IvS09Nx4sQJODg4YNiw\nYaLjCMNGxHVr1qwZzp49Czs7O9FRqAF5+PChWj9JY2NjwYnEUigUUCgUqkmSnTt3qp5Hvr6+Wnvm\nrGXLlvjXv/6F7t27o0uXLggMDMSUKVNw5coVdOnSBQ8fPhQdkUgrscATpLy8HGZmZqrXr/L8c0RE\nf5afnx+cnJwwe/Zs0VGEc3Z2RmpqKpo3bw5nZ+eXfk7b2moQ/aemTp2Kixcvws3NDTt37kRBQQHk\ncjn++c9/4rPPPsPFixdFRyTSStyvI4i5ubmqT5W5uflLP6fNfc2AZw13t23bhry8PISHh8Pc3BzH\njx+HpaUl2rVrJzpevWHjavpPxcTEYMSIEUhKSoKzs7PGSkNYWJigZPVvzJgxqi2GY8aMeenntO1M\n1TvvvKPazgz89v//+z8D0Nr+o8Czm603bNiAvLw8xMfHo3Xr1ti7dy9sbW3RtWtX0fGEWLNmDRYs\nWIDCwkLs3r0bcrkcwLP2T5MmTRKcjkh7cQVPkJSUFHh6eqJRo0ZISUl55We9vLzqJZPUnDlzBv37\n94ednR0uXbqEnJwc2NnZ4YsvvsCVK1ewfft20RHrDRtX140rMn9s9erV+PTTT2Fubg4LCwu1L+8y\nmQwXLlwQnLD+KRQKXL58GW3btq2zF562+eSTT1Sva2trsX37drRq1Qo9e/aEUqlERkYGSktLMXny\n5Dp7tmqDQ4cOYfjw4RgyZAh++ukn1fPo+dGB77//XnREIiIVruAJ8rxoe/r0KbKzszFixAhYWlqK\nDSUxAQEBmDNnDhYvXgwTExPV+ODBg7XuPBUbV9eNKzJ/7Msvv8TKlSsxd+5c0VEkpUuXLrh8+TLe\neust0VGEW7Nmjeq1v78/PvjgA8TGxqpNBvy+X6C2WbBgAaKiovDxxx+rPY+8vLywatUqgcmko7S0\nFNXV1WpjbF1DJAZX8CTAyMhINZtMv2natCnOnz8POzs7tcay169fR8eOHfHkyRPREYkkTy6XIyMj\nA/b29qKjSErnzp2xadMm9OrVS3QUSTEzM0N6ejo6dOigNp6bmwsPDw/8+9//FpRMLGNjY1y6dAm2\ntrZqz6O8vDx06tRJa59H9+/fx+zZs/Hdd9+hpqYGL36l1PYjJkQivXqvF9ULDw8PnDlzRnQMyTE0\nNKzzAprc3Fytvs48NDQUGzZs0BiPi4vD559/LiCRNGzcuPGl7/n5+dVjEmnx9vZGQkKC6BiSExkZ\nicDAQJw7dw6c51RX13Zmbb8sw8zMDDdu3NAYP3fuHKysrAQkkobAwEBkZmbi+++/R+PGjbFjxw6s\nXLkS1tbW+Pbbb0XHI9Ja3KIpATNmzEBAQAAKCgrQvXt3jeuo3dzcBCUTa8SIEVi0aBF27dqlGrt+\n/TrmzZv3yu14b7pt27bVedGKm5sbIiIiEB4eLiCVeMHBwTAzM8P777+vNu7r64v9+/cLSiXe48eP\nsXnzZhw8eBAuLi6qS1aen8FbvXq14IRijBs3DlVVVejWrRv09PRgYGCgek8mk6GiokJgOnF8fHzw\n0Ucf4cqVK6rVzVOnTmHFihX48MMPBacTZ9KkSZg3bx527twJAKipqUFKSgoCAgK0+ueyf/9+bN++\nHX379oWuri66deuG8ePHo3Xr1ti4cSPGjh0rOiKRVuIWTQl41aUZ2rzF4f79+xg6dCgyMzPx6NEj\ntGzZEmVlZfD09MRPP/2ktZcjNG7cGJcvX9a4RfTatWtwdHTU2q1CSUlJGD16NPbs2YN3330XwLPJ\nkwMHDiAlJUVr+8C9eEnTi2cRnxd4ycnJAlKJ9/XXX7/y/Vf1VXyT1dbWYtWqVYiJiUFpaSkAoHXr\n1pgzZw4CAgKgq6srOKEY1dXV+PDDD/Htt9+qfneUSiUmT56MLVu2qPrjaZsmTZogOzsbNjY2sLa2\nxu7du9GzZ09cv34dTk5OePTokeiIRFqJBZ4E5Ofnv/J9W1vbeskhRUqlEsnJyThz5gwUCgXc3Nww\ncOBA0bGEat++PT777DONL6Bff/01wsPDVc2JtdHu3bvx0Ucf4eDBg9i8eTMOHTqE5ORkrS3uiP4b\n9+/fBwCYmpoKTiId165dw9mzZ6FQKNC1a1eNs4raxtXVFbGxsfDy8sLAgQPh5OSE6OhoREdHIyoq\nqs5trUT0/592TjlJgJ2dHU6fPg25XI5vvvkGAQEBGlsz6dmKQ//+/dG/f3/RUSTDz88P/v7+qK6u\nxoABAwAAR44cQUhICIKDgwWnE+v9999HeXk53n77bbRp0wYpKSla1S+R/hz22Xy5vLw8ZGdnQyaT\noVOnTpwk+V/29vZo2bIlAGjtLpIXffDBB8jMzISXlxdCQkIwdOhQrFmzBgqFArGxsaLjEWktruAJ\nYmhoiNzcXNjY2Kj1OCN1e/fuRVRUFLKzswEAjo6O8Pf31/pm3iEhIYiJiVFtxzQwMMCcOXOwdOlS\nrWoJMHv2bI3/X6VSie+//x6urq6ws7PT+rNmwLPm1Dt27EBRURGePHmi2l4mk8m0tnH1i302L168\niNzcXK3ts/miiooK+Pj4IDExUXV8QKFQYMyYMYiPj1drEaBNlEolYmJiEBUVheLiYgCApaUl/P39\n4e/vr1X/7r5KQUEBfvnlF3To0OGVvUmJ6P8vFniC9OrVC02aNIGnpycWL16MwMDAl84GhoWF1XM6\naVi1ahVCQ0Mxbdo0eHh4AADS09Oxbds2hIeHIygoSHBCsSorK1WFb6dOnbTyi5eXl1edX6yeFy8v\nvtbms2a+vr4YPXo0EhMTMXLkSOTm5iI/Px+TJ0/G2rVrRUcUwsvLC3379lX12Xx+7f2pU6cwfvx4\nFBYWio4oxIcffoiTJ09i48aNqktWTp48CV9fX3h6eiI+Pl5wQjHmzZuHjRs3IigoSO15tHLlSnz0\n0UeIjIwUnJCI6Dcs8ATJycnBggULcPXqVWRlZcHBwUHjkPbzL6YXLlwQlFKs1q1bY9GiRZgxY4ba\n+KZNmxAWFoabN28KSkbUcHTu3Blz5szBX//6V1Uh065dO3zyyScwMTHBsmXLREcUgn026yaXy7F3\n71707dtXbTw1NRUjR46ss3WNNjAzM8OGDRs0boXcvXs3ZsyYobU/FyKSJp7BE6Rjx47YvXs3gGe3\naKakpKj29dMzlZWVdZ698/LyQmVlpYBE0jB8+HDVFjsAGitY+/btExGLJCovL091MZGBgQEqKysh\nk8kwe/Zs9OvXT2sLvOd9Nn9/tkzb+2w+fvwYcrlcY9zMzAxVVVUCEkmHq6urxpizszP7KBKR5LDA\nkwCFQoGamhqcPHkShYWFqK6uVnt/2rRpgpKJNWLECOzatQshISFq43v27MHw4cMFpRJPLperFXg1\nNTXIzMzEjRs3MGrUKMHpxOJZM01yuVzV061Nmza4cOECXFxccPfuXTx+/FhwOnHYZ7NuvXv3xuef\nf45t27apLv6qrKxEWFgYevfuLTidOFOnTsXatWs1Lg5Zv349pkyZIigVEVHdWOBJQE5ODoYPH47r\n169DoVBAT08PT58+VTXf1dYCr3379li2bBlSUlLUGu6mp6cjICAAUVFRqs/OnTtXVMx697L+XXPn\nztXq68xfPGuWnJyscdZMW/Xp0weHDx+Gi4sLxo8fj7/97W84cuQIjhw5otUtRyIjIzF06FC0aNEC\njx49Qp8+fVR9Nr/88kvR8YSJjo7GoEGDYGlpCVdXVyiVSly4cAFGRkY4ePCg6HjCVFdXIyEhAQcP\nHoSHhweUSiV+/vlnlJSUYMqUKfjb3/7GC52ISDJ4Bk8CBg8eDFNTU8THx6NVq1Y4d+4cKioq4Ofn\nhy+//BLvvfee6IhCvNj/78ULM17883PXr1+vt1xSlZubiz59+uD27duiowjBs2Z1Ky8vR1VVFdq0\naYPa2lqsXLkSx48fh4ODAxYsWIBmzZqJjigM+2zW7eHDh9i+fTsuX74M4NntxZMnT4ahoaHgZOJ4\neXm99D1e6PTMvXv3oFAo1MbMzMwEpSHSbizwJEAul+PYsWPo3LkzTE1NkZGRAQcHBxw7dgyzZ89G\nVlaW6IjUAPzwww/w8fHR2gLPyMgI2dnZsLW1hbm5OY4ePQoXFxfk5OSgX79+KCsrEx2RiOiNkp+f\nDz8/P6SkpGgcL5HJZKitrRWUjEi7cYumBCiVStXMaIsWLVBcXAwHBwdYWlriypUrgtNJw/OLIdgM\nXrP3m1KpRElJCfbv3w8fHx+BycTiWbPf/Jkb/bR5hv38+fNISkrC7du3VSsPz1dhVqxYITidOEVF\nRUhLS8OtW7c0VmS0aTt8XaqqqnD16lXIZDLY29ujcePGoiMJ5ePjg3v37iE+Ph6tW7dmP0AiiWCB\nJwFOTk7IysqCvb093N3dsXz5cujq6mLjxo146623RMcTas2aNVi+fLmqsay1tTXmzZuHjz/+WHAy\ncS5cuKD2ENXR0UGLFi0QExOj1QUez5r9xtzc/LU+p80z7KtWrUJQUBDatm2Lli1bamyz01YJCQnw\n8fGBnp4eWrRoofGz0NYCr6amBiEhIVizZo1qpUpfXx+zZ89GREQEGjVqJDihGBkZGTh16hSbmhNJ\nDAs8Cfjss8/w6NEjAEB4eDiGDRuGd955B+bm5ti5c6fgdOJERERg6dKlCAwMhKenJwDg+PHjCAkJ\nQUVFhcbtmm+y1NRU9OrVC40aNUJKSoroOJK0du1a1TXu8+fPh56eHo4fP47x48djwYIFgtPVL229\nMfTPWLlyJdavXw9fX1/RUSQlLCwMAQEBCA8Ph66urug4khEcHIwdO3Zgw4YNGs8jhUKBVatWCU4o\nhq2trdb2jCSSMp7Bk6i7d++iefPm0NHRER1FGBsbGyxbtgyTJk1SG09ISEBoaCgKCgoEJat/Ojo6\nKC0thYWFBezs7HD69Ok6e1UR0euxsLDAyZMntX6XxO81adIEWVlZGv0BtV2rVq3w97//HUOHDlUb\n/9e//oXp06ejtLRUUDKxjh49imXLlmHt2rVo37696DhE9L+0t3qQOLlcrtXFHQDcunUL7u7uGuM9\nevTQuoepmZmZ6qbQ/Px8rd1W90dKS0sRGRmJmTNn4s6dOwCezbJr8y2rly5dQk5OjurPhw4dwuTJ\nkxEREaHVf498fX2xZcsW0TEkZ8iQIUhPTxcdQ3Lu379f52SAnZ0d7t27JyCROCYmJqr/RowYgZSU\nFDg4OMDQ0FDtvaZNm4qOSqS1uEWTJKt9+/ZISEjAF198oTa+Y8cOODg4CEolxpgxY9C3b1+0bt0a\nANC9e/c6t0/JZDLk5eXVdzxJOHPmDPr37w87OztcunQJQUFBMDc3x+HDh3HlyhVs375ddEQhfHx8\n4O/vj44dO6KoqAgjR46El5cX1q1bh4qKCq1tH7Fo0SIMHjwYXbt2RefOnVVnqJ6fwYuPjxecsP4k\nJiaqXr/33nsIDg7GpUuX4OLionG2bPTo0fUdTxJcXFwQGxuLdevWqcaUSiVWr16NLl26CExW/776\n6ivREYjoD3CLJklWYmIixo0bBy8vL3h6ekKpVOLEiRM4duwYdu3ahVGjRomOWG8UCgV++uknXL16\nFXPnzkVYWBiaNGmi8TmZTIaAgAABCcXz8vJC3759sXjxYlUfPDs7O5w6dQrjx49HYWGh6IhCNGvW\nDBkZGejQoQOio6Oxb98+JCcnIzk5Gd7e3lq11flFISEhWLFiBdzvBRc7AAAgAElEQVTc3Oq8ZOWH\nH34QnLD+/JndIr+/VVNbpKamYsiQIbCyslI1Ok9PT1fdYPz222+LjkhEpMIVPJKs0aNH4+eff0ZU\nVBR+/PFHAECnTp1w+vRpdO3aVXC6+qWjo4Nhw4YBeHa1+9y5c7n95XfOnj1b56pLq1attLoHXm1t\nrWoVJikpCUOGDAHwbGuZNv9c1q9fj4SEBEyYMEF0FOG0tWj7M/r27Ytff/0V69atw+XLlyGTyTBu\n3DjMmjULbdq0ER1PGF1dXdy8eRMWFhZq43fu3EHLli21ehs4kUgs8EiSqqurMXXqVERERCAhIUF0\nHEn5+uuvRUeQJENDQ5SXl2tcDpGbm6vx5UObODk5Yf369Rg2bBiSkpIQEREBACgpKXntdgpvIkND\nQ7i5uYmOITnffPMNxo8fDwMDA7Xx6upqfPvtt5g2bZqgZOJUV1fj7bffxjfffIMlS5aIjiMpL9sE\nVl1dDX19/XpOQ0TPcYsmSVbz5s1x5swZ3ub2O48fP0ZsbCySkpI0GhHLZDJkZWUJTCfOjBkzcPPm\nTezatQstWrRAZmYmZDIZRowYgf79+yMmJkZ0RCFSU1MxYsQI3L9/H97e3qpVzvnz5+PKlSvYs2eP\n4IRiLF++HAUFBVi7dq1W9737vRdv7H3RnTt3YGFhobWrfRYWFjh+/Dg6dOggOookPG8LERQUhC++\n+AImJiaq92pra5GamoqioiKcP39eVEQircYCjyTLx8cHjo6OCAwMFB1FUnx8fLB3716MHTsWrVu3\nVvtyKpPJNC6l0Rb379/H0KFDkZmZiUePHqFly5YoKyuDp6cnfvrppzrPLGqL2tpaVFRUoHnz5qqx\n/Px8GBkZae3q5vDhw5GamopmzZrB0dERenp6kMlkqjN4+/btEx1RiJcVeOfOncOAAQNQXl4uKJlY\ngYGBkMlkiIyMFB1FEmxtbSGTyVBQUAArKyu1S7/09fVha2uLxYsXo2fPngJTEmkvbtEkyWrbti3C\nw8ORlpaG7t27w9jYWO39uXPnCkom1vfff4/vvvsOAwcOFB1FUkxNTZGWlobk5GScOXMGCoUCbm5u\nWvlzGj58OBISEtC0aVMMHz5cbRLgeQGj7YWMXC5/6UVN2rii5+zsrHrdr18/6On99vWgtrYWBQUF\n+Mtf/iIimiQ8evQI//jHP3D48GF069ZN9Tx6/nu0evVqwQnrV35+PoBnl1vt3btXbfKIiMRjgUeS\ntWXLFjRv3hyZmZl1bjvU1gLPyMgINjY2omNIkkwmQ//+/dG/f3/RUYSSy+WqIuX567o2a2hjIfMc\nz7KqGzNmDIBnfROHDRumNqGmr6+Pdu3aqT6jjbKzs1VnNl9sRfO8wNNWKSkpoiMQUR24RZOogYmN\njUV2djbi4uK0+otFXfbu3YuoqChkZ2cDABwdHeHv76+1vbuI/oyamhps3LgRI0aMgJWVleg41ADM\nnj37lc8hbVvZJJIKFnhEDczw4cORlpYGU1NTnh16wapVqxAaGopp06bBw8MDAJCeno5t27YhPDwc\nQUFBghOSlCiVSmzZsgU7duxAUVERnjx5ovZ79OIqjTYxMDBAbm4ubG1tRUehBsDLy0utwKuurkZO\nTg5qa2vRtWtXJCcnC0xHpL24RZMkizODdZPL5Rg5cmSd72nzit7KlSvx1VdfYcaMGaqx6dOnw93d\nHWFhYSzwSM3KlSsREREBX19fpKWlYdasWbh69SpSU1MREBAgOp4wrq6uuHr1Kgu833l+lvXFOXFO\nrNW9RbOqqgo+Pj7o27dv/QciIgBcwSMJ48wg/RkmJiY4d+4c3nrrLbXxK1euwM3NDQ8ePBCUjKSo\nQ4cOWLJkCcaOHQsTExNkZmbCzs4O4eHhKCwsxKZNm0RHFGL//v2YP38+Fi5cWOflVmZmZoKSieXt\n7a1W4NXU1CAzMxM3btzAqFGjsGXLFsEJpeXSpUsYPHgwioqKREch0kpcwSPJ4szgq+Xl5SE7Oxsy\nmQydOnXS+n6BI0aMwK5duxASEqI2vmfPHgwfPlxQKpKqGzduqK5wNzQ0REVFBQBgwoQJcHd319oC\nb+jQoQBQ54UqMpkMtbW19R1JEl52Kc/cuXNhampav2EagDt37nBSjUggFnjUoDRu3BifffYZBg8e\nDD8/P9FxhKioqICPjw8SExOho6MDAFAoFBgzZgzi4+PVGs5qk/bt22PZsmVISUlBr169AACnTp1C\neno6AgICEBUVpfqstt7ASr9p1aoVbt++DRsbG9jY2ODkyZPo0qULrl27ptVbnY8ePQoAGq01qG6+\nvr7o06eP1vYfXbVqlcbflZKSEiQkJGh1Ww0i0bhFkxqcY8eOYcSIEbh3757oKEJ8+OGHOHnyJDZu\n3KgqZE6ePAlfX194enoiPj5ecEIxXjwz9PwLx/N/3n7/hf369ev1loukafr06bCyssKiRYsQFxcH\nf39/9OzZE2fPnsW4ceOwefNm0RGFKS0txdq1a5GdnQ0dHR04Ojpi1qxZaNmypehokvPDDz/Ax8cH\nt2/fFh1FiOcNz5/T0dFBixYt0L9/f4SEhGjthCORaCzwSLJeNTPYv39/bN++XWA6ceRyOfbu3aux\nTTU1NRUjR45EeXm5oGREDYdCoYBCoVA19N65cyeOHz8OBwcH+Pr6olGjRoITinHixAkMHjwYLVu2\nRK9evaBUKnHq1Cncvn0bBw4cQO/evUVHFOL3l349fx7t378fPj4+WLNmjcB0RETqWOCRZHFmsG5G\nRkY4ffo0nJyc1MYvXrwId3d3PHr0SFAyaVEqlbh27RqsrKzQuHFj0XGIGoRevXrB2dkZcXFxqi3g\ntbW1mDlzJi5evIiTJ08KTijG7y/9evF55OPjo5oo0GaVlZWQyWQaF/MQUf1jgUfUwLz77rto2rQp\ntm3bpnqQVlZWYtq0aaioqMCRI0cEJxQjJCQEHTt2xAcffAClUomBAwfi6NGjMDU1xf79+1W98Yjo\n5QwNDXH+/Hk4ODiojV++fBldu3ZFVVWVoGQkVWvWrMHy5ctRXFwMALC2tsa8efPw8ccfC05GpL04\n5UQNQllZGczNzaGrqys6inDR0dEYNGgQLC0t4erqCqVSiQsXLsDIyAgHDx4UHU+YhIQE7Ny5E8Cz\nq94zMzORnp6OhIQEhISEsK0G0WswNTVFXl6eRoGXn5+PZs2aCUolHXfu3MG1a9fg6urKnQEAIiIi\nsHTpUgQGBsLT0xMAcPz4cYSEhKCiokLjVmMiqh9cwSPJqqmpQWhoKOLi4vDo0SNcuXIFdnZ2CA4O\nRtu2bTFr1izREYV5+PAhtm/fjsuXLwMAHB0dMXnyZBgaGgpOJk7jxo1x9epVWFlZ4ZNPPoFCocC6\ndetw9epVdOvWDffv3xcdkUjyPv30U3z33XdYsWKF2hf24OBgjB8/HtHR0YITivHgwQP4+Phgz549\nkMlkqueRn58fWrVqhYULF4qOKISNjQ2WLVuGSZMmqY0nJCQgNDQUBQUFgpIRaTeu4JFkLVq0CD/8\n8AO2bduGyZMnq8Z79OiBFStWaG2BFxoairZt28LX11dtPC4uDsXFxQgPDxeUTCy5XI78/HxYWVnh\n0KFDWLp0KYBnEwWcxyJ6PcuXL4dSqcT06dNRU1MDANDX18fMmTOxfPlywenECQ4ORnFxMc6ePYs+\nffqoxocNG4bQ0FCtLfBu3boFd3d3jfEePXqgtLRUQCIiAgAd0QGIXmb79u2Ii4vDyJEjVYf9AaBz\n587Izc0VmEysbdu2wc3NTWPczc0NW7duFZBIGsaMGYNJkybh3XffRXl5OQYNGgQAyMzMRPv27QWn\nI2oYDAwMEBsbi/Lycpw/fx7nz5/H3bt3ER0dDX19fdHxhNm3bx9iYmLQpUsXtctWOnbsiLy8PIHJ\nxGrfvj0SEhI0xnfs2KGxzZeI6g9X8Eiybt68ibZt22qMP336FE+fPhWQSBpu374Nc3NzjXG5XI6y\nsjIBiaRh1apVaNu2LQoLCxEZGYkmTZoAAEpKSjBz5kzB6UhqHj9+jNjYWCQlJeHWrVtQKBSq92Qy\nGbKysgSmE8/Y2BguLi6iY0jGv//9b8jlco3xBw8eaPXZ8EWLFmHcuHFIS0uDp6cnlEolTpw4gWPH\njmHXrl2i4xFpLRZ4JFmOjo5ITU1Fu3bt1MZ37dqFbt26CUolnrW1NY4dO6bxc0lLS4OVlZWgVOI1\natQIAQEBGuNz584VkIak7uOPP8bevXsxduxY9O7dW21V5sXXRADQvXt37Nu3D/7+/mrjGzdu1Nre\ngAAwevRo/Pzzz4iKisKPP/4IAOjUqRNOnz6Nrl27Ck5HpL1Y4JFkLVy4EFOmTMGNGzfw9OlT7Nq1\nC5cvX8b27dvxr3/9S3Q8Yfz8/ODv74/q6moMGDAAAHDkyBGEhIQgODhYcDppcHZ2xk8//QRra2vR\nUUiivv/+e3z33XcYOHCg6CjUACxduhSDBg3CpUuXUFNTg+joaFy8eBEZGRlITU0VHU+obt261blN\nk4jE4S2aJGkHDx7EkiVLcObMGSiVSri5uSEsLAzvvfee6GhChYSEICYmBk+ePAHw7NzMnDlzsHTp\nUq4+ADAxMUFmZibs7OxERyGJsrKyQlJSEs8J0Wu7cOECIiMj1Z5HwcHBcHZ2Fh1NmEuXLkFXVxcd\nO3YEABw6dAhbt26Fk5MTgoODtXr7KpFILPCIGqjKykpkZ2cDeLYlxsTERHAi6WCBR38kNjYW2dnZ\niIuL46QI0X+oZ8+e8Pf3x4QJE1BUVAQHBwd4eXkhKysLU6ZMwbJly0RHJNJKLPCI6I0zZMgQ/P3v\nf0ebNm1ERyGJGj58ONLS0mBqagpHR0fo6elBJpNBqVRCJpNh3759oiMSSV6zZs2QkZGBDh06IDo6\nGvv27UNycjKSk5Ph7e3NPnhEgvAMHhG9cfbv3y86AkmcXC7HyJEj63yPK3pEr6e2thaNGjUCACQl\nJWHIkCEAADs7O62+1ZlINK7gEdEbo6ioCGlpaRrX3gO8TZOI6P+ah4cH+vbti2HDhmHQoEH4+eef\n4eLiglOnTmHs2LG4ceOG6IhEWokFHhG9ERISEuDj4wM9PT20aNFCYxXm+vXrgpIREb2ZUlNTMWLE\nCNy/fx/e3t6Ij48HAMyfPx9XrlzBnj17BCck0k4s8IjojWBvb4/x48cjPDycN7dRnZydnZGamorm\nzZu/8uZDNjqn31u8eDECAgJgbGysNv748WNERkYiLCxMUDLxnj59ioqKCpiZmanG8vPzYWRkBAsL\nC4HJiLQXCzySLG9vb7i6umo0lo2KikJ2djY2b94sKBlJUZMmTZCVlcWbM+mlFi5ciKCgIBgbG2Ph\nwoUv/ZxMJsMXX3xRf8FI8nR0dFBaWqpRsNy5cwcWFhYaW8KJiERigUeS1apVKxw4cABdunRRGz9/\n/jyGDBmCmzdvCkpGUjR27FiMGjUKkyZNEh2FiN4wLyvwjhw5gokTJ+L27duCkhERaeItmiRZ9+7d\nQ5MmTTTGjYyMUF5eLiARSU1iYqLq9XvvvYfg4GBcunQJLi4uqpvdnhs9enR9xyMJ69+/PxITE9Gs\nWTO18fv372PUqFE4evSooGQkJS/2F7Wzs1M721tbW4uqqir4+fmJiEZE9FJcwSPJcnZ2xvTp0/Hp\np5+qjcfExGDTpk24dOmSoGQkFTo6Oq/9WW6hohe9bEWmrKwMlpaWePr0qaBkJCVff/01AMDHxwcx\nMTFo2rSp6j19fX3Y2tqid+/egtIREdWNK3gkWYGBgfDz88OtW7cwYMAAAM+2w8TExGDt2rWC05EU\nsGijP+vs2bN4Pq+ZmZkJuVyueq+2thYHDhyApaWlqHgkMd7e3gAAW1tbeHp6auwMICKSIq7gkaRt\n2LAB4eHhKCkpAQBYWlris88+45YYei01NTX8QkZq/mjV19DQEKtXr8b06dPrKRE1JCUlJXX22XRz\ncxOUiIhIEws8ahBu3boFALxymV4qNjYWlpaWeP/99wE821K1detW2Nvb44cffoCDg4PghCQF+fn5\nAJ6dp8rIyIC5ubnqPX19fVhYWEBPj5tbSN25c+cwefJk5OTkaLwnk8lQW1srIBURUd1Y4BHRG8He\n3h7x8fHo168fUlNTMXToUGzevBmJiYl4+PAhfvzxR9ERiaiB6tGjB+RyO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"text": [ "" ] } ], "prompt_number": 18 }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "fig = plt.figure()\n", "ax = fig.add_subplot(111)\n", "ax2 = ax.twinx()\n", "width =0.4\n", "\n", "cultplotdf['total'].plot(kind='bar', ax=ax, width=width, position=1)\n", "cultplotdf['fem_per'].plot(kind='bar', ax=ax, width=width, position=0)\n", "ax.set_ylabel('Total Biographies')\n", "ax2.set_ylabel('Female Percentage')\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 27, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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y10AIIYRoXJmZmYwYMUJvQ6N7abCC4JtvvjGqIyGEEEI0vqlTp1JcXMwXX3xB\nv3797rkMQH08EtsfCyGEEMIwGRkZzJs3j+HDhzdov0YVBBUVFWzdupW9e/eSk5MDVC2hOGjQIEJC\nQjAzM2vQ5IQQQgihz8nJCXNz8wbv1+Cli/Py8vD29iYsLExvPf8DBw4QFhZGt27dlB0LhRBCCNE4\nXn/9dT7++GPKy8sbtF+D7xBERETwww8/sHnzZoKDg5UZBrdu3eLjjz9mypQp/P3vf2f37t0NmqAQ\nQgghfvfYY4/RrFkzOnfuzMSJE3F3d7/nXkIvvfSSUf0aXBDExcURERHBxIkT9Tto1oxXXnmFEydO\nsGnTJqNOLoQQQgjj3L7L4RtvvHHPGJVK1XgFgYWFBW3btq2xvW3btlhYWBh1ciGEEEIYZ//+/Y3S\nr8EFwdixY/n0008JCwu7a/BgeXk50dHRjBkzpsETFEIIIcTv+vfv3yj9GlwQjBo1ioMHD/Lcc88R\nFhZGhw4dADh9+jQbNmxApVIxevRojhw5ondcjx49GjZjIYQQQnDjxg2OHj3KlStX6Nu3b722PL6d\nwQWBv7+/8vfw8PB7xgwYMEDvtUqlQqvV1jM1IYQQomlYt24dy5YtIy8vj06dOrFy5Ur69OlT6zEr\nV67kww8/5Ny5c9jb2zNhwgQWL15s0PlWrVrF3LlzKSoqQqVSkZiYiL+/P1euXOHJJ5/kvffeY/Lk\nyUZ9BoMLgi1bthjVsRBCCPFn8NlnnxEZGcn69evp06cPa9euZdCgQZw8eZI2bdrc85gZM2YQGxvL\n8uXL6dy5M4WFhfzyyy8GnW/r1q1Mnz6dl156iYEDB/LKK68obQ4ODmg0Gnbt2tV4BUFISIhRHQsh\nhBB/BitWrGDixIlMmjQJgNWrVxMXF8f69etZtGjRXfE//PADa9asISsri44dOyrve3l5GXy+wYMH\nEx0dTUFBwV3t3bp1Y82aNUZ/DoMXJhJCCCGEvvLyco4dO4ZGo9F7X6PRkJKScs9j/vOf/9C+fXv2\n7t1L+/btadeuHSEhIVy5csWgc54+fZohQ4bU2N66det7Fgp1MWrp4tLSUmJiYjh27BjXr1+nsrJS\naave/lgeLQghhPizKCgoQKvV3rVDsKOjY42r9549e5acnBx27drFxx9/DMDMmTMZOnQoqampde4c\n3KJFC65fv15j+48//oiDg4ORn8SIguDChQsMGDCAn376CTs7O65fv06rVq2UfZhbtWqFWq02OgEh\nhBDiz6R6yT0wAAAgAElEQVSyspKysjK2b9/Ok08+CcD27dvp2LEjR48e5bnnnqv1eH9/fz766COm\nTZt2V9uFCxfYtGkTL774otF5GVwQREVFceXKFQ4ePEjHjh1xdHQkOjoaX19f3n//fT788EOSkpKM\nTuCPbJNHYd1BpXDmzOXGT6YBnDlz5mGnYJCmkic0nVwbO081sMnjPjuRf0t65Jo2vOrp9rdr3bo1\npqam5Ofn672fn5+Pi4vLPftxcXGhWbNmSjEA8OSTT2Jqakpubm6dBcH8+fPp2bMn3bt3Z/To0QDs\n3buX+Ph4Nm7ciJmZGW+//baxH8/wgiApKYkpU6bg6+vL1atXlfctLS2ZPXs2J0+eZPr06ezZs8eg\n/hYvXkxMTAynT5/GwsKCXr16sXjxYjp16qQXN2/ePDZt2sS1a9fo2bMna9euxdPTU2kvKytj5syZ\nREdHc/PmTZ5//nnWrVuHq6urEnPt2jVef/11vvrqKwCGDRvGBx98gK2trRKTm5tLeHg4Bw4cwMrK\ninHjxrF8+XK9RZiysrL4+9//TlpaGvb29oSFhfHWW2/V+Blfzbatsa3aoq4W+LSpO+5hO3PmzD3/\nMTxqmkqe0HRyfRB5ZhSUMz2l5lughpB/S/rkmj4Y5ubmeHt7k5CQoPdbeWJiovJlfac+ffpw69Yt\nzp49S/v27YGqxwharRZ3d/c6z9mhQwcOHTrEtGnTePfdd4GqgYZQdfdg/fr1Nc5uqI3Bgwp/++03\n5YJXL1H822+/Ke19+vTR2wWxLt9++y1///vfSU1NZf/+/TRr1oyAgACuXbumxCxZsoQVK1awZs0a\n0tLScHR0JDAwkOLiYiUmMjKSmJgYoqOjOXjwIEVFRQwZMkRvfMO4cePIzMwkPj6euLg4jh07RlBQ\nkNKu1WoZPHgwJSUlJCcn8+mnn7J7927+8Y9/KDFFRUUEBgbi4uLC0aNHWbVqFcuWLVP+IwghhPhz\nmjFjBlu3bmXz5s1kZ2czbdo08vLymDJlCgCzZ88mICBAiQ8ICKBbt2688sorZGZmkpGRwSuvvEKv\nXr3o3r27Qef08PAgISGBgoICDh8+TEpKCnl5eSQlJdW7ODL4DsFjjz3GhQsXAFCr1bRs2ZKMjAxG\njBgBVP2GfeeSxrWJi4vTe719+3ZsbW1JSUlh8ODB6HQ6Vq5cyezZsxk5ciQA27Ztw9HRkZ07dxIa\nGkphYSFbtmxh69atPP/880o/7u7uJCUlodFoyM7OJj4+nkOHDtGzZ08ANmzYQN++fZWqMiEhgZMn\nT5Kbm6vcWVi6dCmTJ09m0aJFqNVqPvnkE0pLS9m2bRsWFhZ4enpy6tQpVqxYwYwZMwz+3EIIIf5Y\nXnrpJa5evcqCBQv45Zdf6Ny5M3v37lV+S8/Ly+Ps2bNKvEql4uuvv+b111+nX79+WFlZodFo6vUL\nZsuWLRtsRWCD7xD07dtX70t81KhRLF++nPnz5/POO++wcuVK5Uu5PoqKiqisrKRly5YA/Pzzz+Tn\n5+tN5bC0tKRfv37KVI709HQqKir0Ytzc3PDw8CA1NRWA1NRU1Go1vXv3VmJ8fHywsbFR+klNTcXT\n01PvMYNGo6GsrIz09HQlpm/fvnobOGk0Gi5dukROTk69P7cQQoim77XXXuPnn3+mtLSUtLQ0vVUK\nP/roI72CAMDZ2Zldu3ZRVFREfn4+27dvN3hmwL/+9S98fX3v2abT6ejTpw/Lli0z+jMYXBDMmDGD\n0aNHc/PmTSWhPn36MHfuXN555x169uzJqlWrjE6g2rRp0+jatavyxV09XaO2qRx5eXmYmprSqlUr\nvRgnJye9mDsvskqluqufO89TPVCktpjq1zVNLRFCCCEa2ieffEKvXr3u2aZSqfDx8WHHjh1G92vw\nI4MuXbrQpUsX5XXLli2Jj4/n+vXrmJiY0KJFC6NPXm3GjBmkpKSQnJxc5/xLoM4YnU5ndA51HWNI\nXvUlI80bVlPJE5pOro2d503L+9uUpZpcz9/JNW14j8og4LNnz/L000/X2P7kk0+ybt06o/s1qCC4\nceMGgwcPJjg4mIkTJ+q12dnZGX3S202fPp1du3Zx4MAB2rZtq7zv7OwMVE3dcHNzU97Pz89X2pyd\nndFqtVy9elXvLkF+fj5+fn5KzJ2rP+l0Oi5fvqzXz50rSlUvNnF7zJ13AqqnmVTH1Nej8kNWGxkR\n3/CaSq4PIs/ignKg7L77kev5O7mmf1yWlpZcvHixxvZLly5hampqdL8GPTKwtrbm2LFj3Lp1y+gT\n1GbatGl89tln7N+/n6eeekqvrV27djg7O5OQkKC8V1paSnJyMj4+PgB4e3tjZmamF3PhwgVOnTql\nxPTu3Zvi4mJlTAFUjQcoKSlRYnx8fMjOzta7wImJiVhYWODt7a30c/DgQcrKyvRiXF1dDZomIoQQ\nQjQEHx8fNm/erLcEQLVff/2VLVu2KN9vxjB4DMGAAQM4ePCg0SeoSXh4OFu3buWTTz7B1taWvLw8\n8vLyKCkpAapu0UdGRrJkyRK++OILjh8/TkhICM2bN2fcuHEA2NraMmnSJKKioti3bx8ZGRkEBQXh\n5eWlTPHw8PBg4MCBhIWFcfjwYVJTUwkLC2Po0KFKRanRaOjUqRPBwcFkZmaSlJREVFQUoaGhyuqL\n48aNw9rampCQEE6cOEFMTAxLliyRGQZCCCEeqLlz53LlyhW8vLxYvnw58fHxJCQksHz5crp06UJ+\nfj5z5841ul+DxxCsXr0ajUbDzJkzmTp1Km3btsXEpP57I61fvx6VSnXXzIR58+YpKyxFRUVx8+ZN\nwsPDuXbtGr169SIhIQEbGxslfuXKlTRr1owxY8Zw8+ZNAgIC2LFjh94z/507dxIREcELL7wAwPDh\nw/V2gjIxMSE2NpapU6fi6+uLlZUV48eP1xul2aJFCxITEwkPD6d79+7Y29szc+ZMpk+fXu9rIIQQ\nQhire/fuxMbGEhoaSlRUlF5b+/btiY2NrXHQYW1UOgNH4FlZWVFZWUlFRQVQ9SVqbm6ubGpU/b83\nbtwwOok/ksLC35cr7r+n7iU/ZSWwhtVU8oSmk6usVNiwZKXChvcw/i3dvtLtw1JZWcmxY8f46aef\nAHjiiSfw9vau9yB4g+8QjBkzps6YxhyJL4QQQvzZ3bhxA7Vazfz583nzzTfp3r27wasb1sXggmDr\n1q0NckIhhBBC1I+1tTWOjo6Ncoei/oMAhBBCCPHAjR07ll27dunt2dMQDL5DsG3btlofCahUKiwt\nLXFzc8Pb2xtzc/MGSVAIIYQQvxsxYgT79u3D19eXV199lSeeeAIrK6u74ozd48DgguDOBYlqY2dn\nxxtvvMHMmTONSkYIIYQQtfP391f+/r///e+eMSqVCq1Wa1S/BhcE33//PRMmTMDOzo7w8HBlROfp\n06dZu3YthYWFrFmzhvz8fFatWkVUVBS2tra8+uqrRiUkhBBCiJpt2bKlUfo1uCD44IMPsLe3JyEh\nQW/9gS5dujBy5Eg0Gg2bN29m8+bNDBs2DB8fH9auXSsFgRBCCNGAQkJCGqVfgwcVxsTE8Ne//vWe\nixGZmpoycuRIvvzyS+X1qFGj+OGHHxouUyGEEELoOX/+POnp6fz222/33ZfBBUFpaSnnzp2rsT0n\nJ0dvnX8rKyvMzMzuKzkhhBBC3O2LL77gySefxN3dnR49epCWlgbAlStXeOaZZ4iJiTG6T4MLAo1G\nw5o1a/j888/13tfpdOzatYs1a9YQGBiovJ+enk67du2MTkgIIYQQNYuNjWXUqFE4Ojoyb948bl9w\n2MHBgccff5xt27YZ3a/BBcGqVatwdXVlzJgxPPbYY/Tt25e+ffvy2GOPMXbsWFxdXVm9ejUAN2/e\n5JdffmHSpElGJySEEEKImr377rv4+Phw6NAhpk6deld77969yczMNLpfgwcVtmnThu+//54NGzbw\n3//+l5ycHAA6d+7MrFmzCA0NxdraGqh6XBAXF2d0MkIIIYSoXVZWFsuWLatxbSAXFxfy8/ON7tfg\nggCqlkycPn267PAnhBBCPCQWFhZ6Y/bulJubW6+ljY1eulin05GVlcVXX33FV199RVZWltEnFUII\nIUT9+Pr68tlnn92zraioiC1btjBgwACj+zXqDsGXX35JZGQkubm5eu+7u7vz/vvvM2LECKMTEEII\nIYTh5s2bR58+fQgICOBvf/sbUDWQ/4cffmD58uVcv36dt99+2+h+Db5DEBcXx6hRowBYtGgRX3zx\nBV988QWLFi0CYPTo0TJuQAghhGhk3bt3Jz4+ngsXLiiD92fNmkV4eDjNmjUjPj4eT09Po/s1+A7B\nu+++i4eHBykpKTRv3lx5f/jw4YSHh+Pj48P8+fMZOHCg0UkIIYQQwnB+fn5kZ2fz/fffc/r0aSor\nK3niiSfo3r17rRsR1saovQwWLFigVwxUa968ORMnTmTOnDn1SkIIIYQQtcvKymLdunX8/PPPtGrV\nipdeeonhw4fz7LPPNkj/BhcE5ubmFBcX19heUlIiWx4LIYQQjeDIkSP079+f0tJS5b3o6GjWrl3L\nlClTGuQcBo8h6Nu3L2vXruX06dN3tZ05c4a1a9fSr1+/BklKCCGEEL979913MTc3Z8+ePfz2229k\nZmbi5eXF3LlzuXXrVoOcw+A7BIsWLcLX15fOnTszdOhQnn76aQCys7P5+uuvsbKyYvHixQ2SlBBC\nCCF+d/jwYaZOncqQIUOAqp2G33//fQYMGMC5c+d48skn7/scBhcEzzzzDGlpabzxxhvExcUpGyfY\n2NgwbNgwFi5cyFNPPXXfCQkhhBBC37Vr1/Dw8NB7r/oX80uXLj3YggDgqaeeYvfu3Wi1Wq5cuQJU\nbaRgamp634kIIYQQ4t50Ot1d37XVrxvqkYHRKxVWJ+Hs7Iyzs/N9FQPfffcdw4YNw83NDRMTk7t2\nZwoJCcHExETvj4+Pj15MWVkZERERODg4oFarGT58OBcvXtSLuXbtGkFBQdjZ2WFnZ0dwcDCFhYV6\nMbm5uQwdOhS1Wo2DgwPTpk2joqJCLyYrKws/Pz+sra1xc3Nj/vz59f7sQgghhDG+/vprli5dqvz5\n4IMPgKrBhbe/X/3HWDXeIdi2bRsqlYrx48crX9aGzG0MDg42+OQlJSV06dKFCRMmEBwcfFf/KpWK\nwMBAtm/frrx350yGyMhI9uzZQ3R0NPb29syYMYMhQ4aQnp6OiUlVvTNu3DguXLhAfHw8Op2OyZMn\nExQUxJ49ewDQarUMHjwYBwcHkpOTKSgoYMKECeh0OmUHx6KiIgIDA+nfvz9Hjx4lOzubiRMnYmNj\nw4wZMwz+zEIIIUR9REdHEx0dfdf7//73v+8ZHxUVZVT/NRYEEydORKVSMXbsWMzNzZk4caJBHRpT\nEAwaNIhBgwYBVXcD7qTT6TA3N8fR0fGexxcWFrJlyxa2bt3K888/D8D27dtxd3cnKSkJjUZDdnY2\n8fHxHDp0iJ49ewKwYcMG+vbty5kzZ+jQoQMJCQmcPHmS3NxcXF1dAVi6dCmTJ09m0aJFqNVqPvnk\nE0pLS9m2bRsWFhZ4enpy6tQpVqxYIQWBEEKIRnX27NlGP0eNBUH1yat/I38QydxJpVKRnJyMk5MT\ndnZ2+Pn5sXDhQhwcHICqtZsrKirQaDTKMW5ubnh4eJCamopGoyE1NRW1Wk3v3r2VGB8fH2xsbEhJ\nSaFDhw6kpqbi6empFAMAGo2GsrIy0tPT8fPzIzU1lb59+2JhYaEX89Zbb5GTk4O7u/sDuCJCCCH+\njNq2bdvo56ixILjz5A8imTsNHDiQF198kXbt2vHzzz8zZ84c/P39SU9Px9zcnLy8PExNTWnVqpXe\ncU5OTuTl5QGQl5enFBDVVCoVjo6OejFOTk56Ma1bt8bU1FQv5vHHH7/rPNVtUhAIIYRoyoyaZfCg\njRkzRvl7p06d8Pb2xt3dndjYWEaOHFnjcTqdzuhz1XVMfdeGFkIIIZqCOguCs2fPsmfPHszMzBg5\nciSPPfYYp0+fZvbs2Rw8eJCSkhJltaQXXnihUZN1cXHBzc2NH3/8EQBnZ2e0Wi1Xr17Vu0uQn5+P\nn5+fElM9RbKaTqfj8uXLODs7KzEpKSl6MQUFBWi1Wr2Y6rsFt5+nuu1+nDlz5r6Of1Akz4bXVHJt\n7DxvWt57nJCx5Hr+Tq5pw+vQoUOjn+NhqrUgyMjIoE+fPty8eROAOXPmEB8fz7BhwygqKqJjx45U\nVFRw9OhRhgwZQkJCAgMGDGi0ZK9cucLFixdxcXEBwNvbGzMzMxISEnj55ZcBuHDhAqdOnVKmJ/bu\n3Zvi4mJSU1OVcQSpqamUlJQoMT4+PixcuJCLFy8q4wgSExOxsLDA29tb6WfWrFmUlZUp4wgSExNx\ndXW978cFTeGHrHoA5qOuqeQJTSfXB5FncUE5UHbf/cj1/J1c0wdr3bp1LFu2jLy8PDp16sTKlSvp\n06dPncedOXOGbt26AfDbb781dpq1qnUdgurdDZOSksjKyqJbt26MGDGCVq1a8dNPP5GRkcHx48fJ\nzs7G0dHR6KWLS0pKyMzMJDMzk8rKSnJycsjMzOT8+fOUlJQwc+ZMDh8+zLlz5/jmm28YNmwYTk5O\nyuMCW1tbJk2aRFRUFPv27SMjI4OgoCC8vLwICAgAwMPDg4EDBxIWFsbhw4dJTU0lLCyMoUOHKj9A\nGo2GTp06ERwcTGZmJklJSURFRREaGoparQaqpi5aW1sTEhLCiRMniImJYcmSJTLDQAgh/uQ+++wz\nIiMjmTNnDpmZmfj4+DBo0CDOnz9f63Hl5eWMHTsWPz+/R+KxdK0FwZEjR5gyZQr+/v506tSJRYsW\nkZeXR2RkpPJbOsATTzzBlClTOHLkiFEnT0tLo1u3bnTr1o3S0lLmzp1Lt27dmDt3Lqamphw/fpzh\nw4fTsWNHQkJClNkDNjY2Sh8rV65k5MiRjBkzhj59+tCiRQu++uorvYu7c+dOvLy8eOGFFxg4cCBd\nu3bVW9vAxMSE2NhYrK2t8fX1ZezYsYwaNYrly5crMS1atCAxMZFLly7RvXt3IiIimDlzJtOnTzfq\nMwshhPhjWbFiBRMnTmTSpEl07NiR1atX4+Liwvr162s9btasWTz77LOMHj26XmPfGlqtjwx++eUX\nnnjiCeV19UyDdu3a3RXr7u5OUVGRUSfv378/lZWVNbbHxcXV2Ye5uTmrV69WFhC6Fzs7O70C4F7a\ntGnDV199VWvMM888w7fffltnTkIIIf4cysvLOXbs2F2LAGk0mrvGpt0uNjaW2NhYMjMz2bVrl9Hn\nPXfuHAsWLGD//v1cuXKFr7/+Gj8/PwoKCnjrrbeYPHmy8sjbULUWBJWVlXpLE1f/vXoFwNvd6z0h\nhBDij6x6APqdU9dvn9p+p0uXLhEaGsqXX36JtbW10efMzs7G19cXnU5Hjx49OHfuHFqtFqiaMn/4\n8GHKy8vZvHmzUf0aNe2wtmccj8Lzj0fNJo/CuoNK4cyZy42fTAOQ0cYNr6nk2th5qoFNHnWG1U7+\nLemRa9rwGmrgYlBQEK+99hrPPfdcvY6fNWsWLVq04PDhwzRr1uyu1Xz/8pe/sHv3bqP7rbMgqH4u\ncrtBgwbp3RFQqVRKdSJ+92q2bZ0xi7pa4NOm7riH7VEYxWuIppInNJ1cH0SeGQXlTE+5fl99yL8l\nfXJNH4zqReyqp6FXy8/P1xtrd7sDBw7w3Xff8c477wBVU+ErKysxMzNj/fr1TJ48udZzfvfdd7zx\nxhs4OztTUFBwV7u7uzsXLlww+rPUWhAYsy8ByF0CIYQQfy7m5uZ4e3uTkJDAiy++qLyfmJjI6NGj\n73nM8ePH9V5/+eWXLFy4kLS0NB577LE6z1lRUUHz5s1rbP/1119p1sz4dQdrPWLr1q1GdyiEEEL8\nmcyYMYOgoCB69OiBj48PH374IXl5eUyZMgWA2bNnk5aWRlJSEgCenp56xx85cgQTE5O73q/JM888\nw/79+3nttdfuatPpdHzxxRdGDyiER3zpYiGEEOJR99JLL3H16lUWLFjAL7/8QufOndm7dy9t2rQB\nqva7qWuDQGPusE+fPp1x48bx7rvvKkv837p1i+zsbObOnUtaWhpff/210Z9DCgIhhBDiPr322mv3\n/I0d4KOPPqr12JCQEEJCQgw+19ixYzl37hxvvfUW8+bNA6o2AwRo1qwZK1as4C9/+YvB/VWTgkAI\nIYRoYv75z38ybtw4YmJiOH36NJWVlTz55JOMGjWq3rsTS0EghBBCNEGPP/44kZGRDdafrCYkhBBC\nCLlDIIQQQjzK2rVrh0qlMmi/g+o4lUpV50DGO0lBIIQQQjzC/Pz8jD6mPusC1VgQDBgwwKgOqyuS\n/fv3G52EEEIIIe7tQa0JVGNBUH1r4lHYklEIIYQQjavGguCbb755gGkIIYQQwhgVFRX88MMPXL9+\nncrKyrva+/XrZ1R/MoZACCGEaEJ0Oh1z5sxh9erVlJSU3DOmPpsO1qsgKC4urrEiefzxx+vTpRBC\nCCEMsGzZMhYvXsykSZPw8/MjODiYJUuWYGdnx5o1azA1NWXp0qVG92tUQbBp0yaWLVvGjz/+qDcF\n4vZpDrINshBCCNF4Nm/ezIgRI9i0aZOy/bG3tzf+/v4EBwfTo0cPvv32WwICAozq1+CFiT766CPC\nwsJo27YtCxcuRKfTMX36dGbPno2joyPPPvssmzdvNu5TCSGEEMIoOTk5aDQaAExNTQEoKysDwMLC\ngqCgID7++GOj+zW4IHj//ffp378/CQkJvPrqqwAMHjyYhQsXcvLkSa5fv87169eNTkAIIYQQhmvZ\nsiU3btwAoEWLFpibm5Obm6u0W1pacuXKFaP7NbggOHPmDH/961+rDjKpOqy8vFxJbvLkyaxbt87o\nBIQQQghhuE6dOpGRkQFU3SHo0aMH69ev5/z58+Tk5LBhwwaefvppo/s1eAyBWq1Wxgw0b94cU1NT\nfvnlF6Xd3t6e8+fPG52AEEIIIQw3fvx41q5dS2lpKZaWlixatIjAwEDc3d0BMDc358svvzS6X4ML\ngqeeeoqsrCwAzMzM8PLyYtu2bfztb39Dq9WyY8cO2rVrZ3QCQgghhDBcSEgIISEhyus+ffpw4sQJ\n9uzZg6mpKQMHDqRDhw5G92vwI4ORI0eyd+9eSktLAXjrrbf47rvvsLe3x8HBgZSUFGbPnm3Uyb/7\n7juGDRuGm5sbJiYmbNu27a6YefPm4erqirW1NQMGDODkyZN67WVlZURERODg4IBarWb48OFcvHhR\nL+batWsEBQVhZ2eHnZ0dwcHBFBYW6sXk5uYydOhQ1Go1Dg4OTJs2jYqKCr2YrKws/Pz8sLa2xs3N\njfnz5xv1eYUQQojG0L59eyIjI4mIiKhXMQBGFAQzZ87kwoULWFpaAjB8+HAOHjzI5MmTCQsL48CB\nAwQFBRl18pKSErp06cKqVauwsrK6a++EJUuWsGLFCtasWUNaWhqOjo4EBgZSXFysxERGRhITE0N0\ndDQHDx6kqKiIIUOG6K2RMG7cODIzM4mPjycuLo5jx47p5arVahk8eDAlJSUkJyfz6aefsnv3bv7x\nj38oMUVFRQQGBuLi4sLRo0dZtWoVy5YtY8WKFUZ9ZiGEEKIhVVRUUF5eftcfY93XSoW+vr74+vrW\n+/hBgwYxaNAgAL3bH1C1EtPKlSuZPXs2I0eOBGDbtm04Ojqyc+dOQkNDKSwsZMuWLWzdupXnn38e\ngO3bt+Pu7k5SUhIajYbs7Gzi4+M5dOgQPXv2BGDDhg307duXM2fO0KFDBxISEjh58iS5ubm4uroC\nsHTpUiZPnsyiRYtQq9V88sknlJaWsm3bNiwsLPD09OTUqVOsWLGCGTNm1PsaCCGEEMbQarWsWbOG\nzZs3c/bsWWXGwe0adaVCExMTduzYwbhx4+7ZHh0drYwnaAg///wz+fn5ylxLqJpK0a9fP1JSUggN\nDSU9PZ2Kigq9GDc3Nzw8PEhNTUWj0ZCamoparaZ3795KjI+PDzY2NqSkpNChQwdSU1Px9PRUigEA\njUZDWVkZ6enp+Pn5kZqaSt++fbGwsNCLeeutt8jJyVEGcwghhBCNadq0aaxbtw4PDw9Gjx6Nra3t\nXTENuv2xse61jPH9yMvLA8DJyUnvfUdHRy5duqTEmJqa0qpVK70YJycn5fi8vDwcHBz02lUqFY6O\njnoxd56ndevWmJqa6sXcuSxz9TF5eXlSEAghhHggduzYwahRo9i1a1eD9mvwGIK6HDlyhJYtWzZU\nd7Wqq/Kpz5bNdR1Tn2pLCCGEaGjNmjVTHpM3aL+1Na5atYqVK1cqX4aRkZHMmTPnrrhr165RWFho\n9KDC2jg7OwOQn5+Pm5ub8n5+fr7S5uzsjFar5erVq3p3CfLz8/Hz81Ni7lyxSafTcfnyZb1+UlJS\n9GIKCgrQarV6MdV3C24/z+251teZM2fu6/gHRfJseE0l18bO86alY4P0I9fzd3JNG159R+83tJEj\nR7Jv3z7CwsIatN9aC4JWrVrRsWNHAM6dO8djjz1215efSqXCxsaG5557joiIiAZLrF27djg7O5OQ\nkIC3tzcApaWlJCcns3z5cqBqMwczMzMSEhJ4+eWXAbhw4QKnTp3Cx8cHgN69e1NcXExqaqoyjiA1\nNZWSkhIlxsfHh4ULF3Lx4kVlHEFiYiIWFhbKuXv37s2sWbMoKytTxhEkJibi6up6348LHpUfstpU\nD8B81DWVPKHp5Pog8iwuKAfK7rsfuZ6/k2v6x7VixQqGDx/OhAkTmDRpEm3atFH2NLidsbsP11oQ\njB8/nvHjxwPQv39/5syZY/TuSbUpKSlRqrrKykpycnLIzMykVatWtGnThsjISBYtWsTTTz9Nhw4d\nWLBgAc2bN1cGNtra2jJp0iSioqJwdHTE3t6eGTNm4OXlpeTp4eHBwIEDCQsLY+PGjeh0OsLCwhg6\ndP2u5VcAACAASURBVKjyA6TRaOjUqRPBwcG89957FBQUEBUVRWhoKGq1GqiauvjOO+8QEhLCnDlz\n+OGHH1iyZAnz5s1rsOshhBBC1MXMzAxPT0/WrVvH9u3b7xnTqLMMvvnmG6M6NkRaWhr+/v5AVfJz\n585l7ty5hISEsGXLFqKiorh58ybh4eFcu3aNXr16kZCQgI2NjdLHypUradasGWPGjOHmzZsEBASw\nY8cOvWf+O3fuJCIighdeeAGoWkNhzZo1SruJiQmxsbFMnToVX19frKysGD9+PMuWLVNiWrRoQWJi\nIuHh4XTv3h17e3tmzpzJ9OnTG/y6/Jn9ckNL3o36z1Sxad66AbMRQohHz5QpU/j4448ZMGAAPXr0\naLBZBiqdESPwbt26xbZt24iNjSUnJweAtm3bMnjwYCZMmHDPWxZ/NrevgNh/z+U64xd1tcCnzd3/\nMR81D+qWXEZBOdNT6r9rZlO5ntB0bnM+iDzv9787NJ3/9k3l3xLINa3Nvb6EHxQ7OztefPFFNm/e\n3KD9GjzLoKioCF9fX1599VX2799PZWUllZWVJCUlMXnyZHx9ffntt98aNDkhhBBC6DM3N6d79+4N\n3q/BBcGcOXNIT09n5cqVXL58mYyMDDIyMrhy5QqrVq3i6NGjvPnmmw2eoBBCCCF+N27cOP7zn/80\neL8GjyGIiYkhNDSU119/Xe99c3NzIiIiyM7OJiYmhtWrVzd4kkIIIf6fvTsPqznt/wD+PpVWkfa0\niCbRIjvVDI3dI0+GsRuTeFSMIUrCZMlYpqSMJfFkLFnGYB6MPa2WMWPJkpoUlaUUo0Sbun9/9Our\nM6cQOvc5+byuyzW5z3dOb+d0Op9zr4RUGT58OGbNmoWBAwfC3d0dZmZmtQ7Zd+/evV73+9YFQX5+\nPuzs7Oq83dbW9oOPZxBCCCFEnLOzs/D1qVOnar2mQVcZmJmZ4eTJk/Dy8qr19tOnT9P2vYQQQkgD\ni4yMbJD7fW1BsH37dvTq1Qvm5uaYPHky/P398fXXX8PX11fYsKj6xL9ff/0VK1eubJCQhBBCCKny\nz9OBP5TXFgRubm7YuXMnzM3N4evrizt37iAiIgI7duwQ1jhWr1r08PCAr69vg4QkhBBCiKTs7Gw8\nevQIbdu2haam5nvdV72OPw4PD8c333yDI0eO4O7duwCq9iFwcXGBra3tewUhhBBCyNs5ePAgfH19\nkZGRAZFIhFOnTqFPnz7Iy8vD559/jqVLl2L48OH1us96H39sa2tLb/6EEEIIJ7/99hu+/PJL9OjR\nAxMnThTbQl9PTw9mZmbYtm1bvQuCD3b8MSGEEPKx2rBhA1q3bg01NTV07doViYmJdV4bGxsLV1dX\ntGzZEhoaGrC3t8fWrVvf+nstXboUjo6OOHv2LKZNmyZxu4ODA65evVrvf8MbC4JJkyZBTU3ttX/U\n1dWF/xJCCCEfk71792LWrFlYuHAhrl69CkdHRwwePBjZ2dm1Xn/+/HnY29tj//79uHnzJry8vDB1\n6lTs3r37rb7f9evXMWbMmDrPKzAyMkJubm69/x1vHDLo2bMnWrdu/VZ39i6HKRAij973ECaADmIi\npLEICQnBpEmTMHnyZADA2rVrcfz4cWzcuBHLly+XuN7f31/s756enoiJicH+/fsxduzYN34/FRUV\nlJbWfbR1VlbWO5218MaCwMPDQzhumBBSJedFxQc5OKbtB8pDCOGjrKwMly9fxty5c8XaBwwYgHPn\nzr31/RQUFMDMzOytrnVycsLevXsxe/ZsidsKCwsRGRmJzz///K2/d7V6TyokhBBCSJX8/HxUVFTA\nwMBArF1fXx85OTlvdR9HjhzBmTNn3rqAWLx4MT799FP069cP48ePBwBcunQJqampCA4OxtOnTxEQ\nEFC/fwhoUiEhhBDCzdmzZzF+/Hj8+OOPb32CYdeuXXHixAncu3dPGKbw8/PD9OnToaSkhBMnTsDa\n2rreWUSsemehWigoKGDnzp00ZFAPBQUFwtdpaWkckxBCCPmQLC0tha+rx+jLysqgoaGBPXv2YMSI\nEcLt06dPR3JyMmJiYuq8v8TERAwZMgSBgYESBwe+DcYYkpKS8Ndff6GyshIWFhbo2rXrO8/ne+2Q\nQWVl5TvdKanyn1tvntSxvJMKHE3rP/lD2tLS0sReDA3lSn7Ze43NS+vxfN+cAD33NdHj+eHRYyod\nysrK6NKlC06ePClWEJw6dQojR46s8/+Lj4+Hi4sLli5d+lbFgJeXFyZPnizWi/D333/D1tYWHTt2\nfL9/xP+jIQNCCCHkPcyePRs//fQT/vvf/+LWrVuYOXMmcnJy4OnpCaBqVUG/fv2E62NjYzF48GB4\neXlh7NixyMnJQU5ODvLy8ur8Hps2bcJff/0l/D0/Px+6urqIj4//YP8OmlRICCGEvIdRo0bh8ePH\nWLZsGR4+fAg7OzscPXoUpqamAICcnBxkZGQI12/btg0lJSUICgpCUFCQ0G5ubi52nbRRQUAIIYS8\nJy8vL3h5edV62z93Idy6dWu9diaUFhoyIIQQQgj1EBBCCCHyID09HRcvXgQAPH1aNWH01q1baNq0\naa3Xd+/evV73TwUBIYQQIgcWLVqERYsWibXNmDGj1mtFIhEqKuq3vbpMFwSLFy/G0qVLxdoMDQ3x\n4MEDsWs2b96Mv//+Gz169MD69evFNmQoLS2Fj48P9uzZg+LiYvTt2xcbNmyAsbGxcM3ff/+Nb7/9\nFocPHwYA/Pvf/8aPP/4othd0VlYWpk+fjpiYGKipqWHcuHEIDg5GkyZNGuqfTwghhAAAIiMjG/x7\nyHRBAADt2rVDbGys8HdFRUXh61WrViEkJATbtm1D27ZtsXTpUvTv3x+pqalCF8qsWbNw6NAh7Nmz\nB9ra2pg9ezZcXFxw6dIlKChUTaEYN24c7t27hxMnToAxhilTpuCrr77CoUOHAAAVFRUYMmQI9PT0\nkJiYiPz8fHz99ddgjGHt2rXSezAIIYR8lNzc3Br8e8h8QaCoqAh9fX2JdsYYQkND4e/vjy+++AJA\n1VIOfX197Nq1C1OnTkVBQQEiIyPx008/oW/fvgCAHTt2oFWrVjh9+jQGDBiAW7du4cSJEzh79ix6\n9OgBoGq952effSZsdnHy5EkkJycjKytL6Fn44YcfMGXKFCxfvrzO8RtCCCFEXsj8KoOMjAwYGxuj\nTZs2GDt2LO7cuQMAuHPnDnJzczFgwADhWlVVVfTq1Us4IOLSpUsoLy8Xu8bExATt27fH+fPnAVSd\nS920aVM4ODgI1zg6OkJDQ0O4n/Pnz8Pa2lpsmGHAgAEoLS3FpUuXGu4fTwghhEiJTBcEPXv2xLZt\n23DixAls3rwZOTk5cHR0xJMnT4RTpF53wlROTg4UFRWho6Mjdo2BgYHYNXp6emK3i0Qiifv55/fR\n1dWFoqLiW59mRQghhMgymR4yGDRokPC1ra0tHBwc0Lp1a2zbtk3o3q/Nmw52eM15Th/0/yGEEELk\nhUwXBP+krq4OGxsb3L59G8OGDQMA5ObmwsTERLgmNzcXhoaGAKpWJFRUVODx48divQS5ubno3bu3\ncM0/949mjOHRo0di9/PPc6qrz8CuvuZ9yMupiNLIWawqOV+kvuQlJ0DPfTV6PD88ekw/PF4HKEmL\nXBUEJSUluHXrFvr06YPWrVvD0NAQJ0+eRJcuXYTbExMTERwcDADo0qULmjRpgpMnT2Ls2LEAgHv3\n7iElJQWOjo4AAAcHBxQVFeH8+fPCPILz58/j+fPnwjWOjo74/vvvcf/+fWEewalTp6CioiJ87/ch\nDz9k0jpNrCi/DEDpe92HvOQE6LmvRo/nh0ePKakvmS4IfHx88O9//xumpqZ49OgRAgMDUVxcjK+/\n/hpA1ZLC5cuXo127drC0tMSyZcugqamJcePGAag6r3ry5MmYO3cu9PX1hWWH9vb2wslT7du3x6BB\ng+Dh4YGIiAgwxuDh4YGhQ4cKP2ADBgyAjY0NJk6ciNWrVyM/Px9z587F1KlTaYUBIYSQRkGmC4L7\n9+9j7NixyM/Ph56eHhwcHHDhwgXhBKm5c+eiuLgY06dPx99//42ePXvi5MmT0NDQEO4jNDQUSkpK\nGD16NIqLi9GvXz/s3LlTbJ7Brl27MGPGDAwcOBAA4OrqinXr1gm3Kygo4LfffsO0adPg5OQENTU1\nTJgwQeyUKkIIIUSeyXRBsHv37jdeU9tWjjUpKytj7dq1r91ASEtLCzt27Hjt9zE1NRV2MiSEEEIa\nG5ledkgIIYQQ6aCCgBBCCCFUEBBCCCGECgJCCCGEgAoCQgghhIAKAkIIIYSACgJCCCGEgAoCQggh\nhIAKAkIIIYRAxncqJIQQWfLwRQVyXlS8131oaOp+oDSEfFhUEBBCyFvKeVEB73NP3+s+lndSQdsP\nlIeQD4kKAkIaMfpESwh5W1QQENKI0SdaQsjbokmFhBBCCKGCgBBCCCE0ZEAIIYQjmuciO6ggIIQQ\nwg3Nc5EdNGRACCGEEOoh+BhQlxwhhJA3oYLgI0BdcoQQQt6EhgwIIYQQQgUBIYQQQqggIIQQQgio\nIKi3DRs2oHXr1lBTU0PXrl2RmJjIOxIhhBDO6vvecP36dfTu3Rvq6uowMTFBYGCglJLWjQqCeti7\ndy9mzZqFhQsX4urVq3B0dMTgwYORnZ3NOxohhBBO6vveUFhYiP79+8PIyAh//vknwsLCEBQUhJCQ\nECknF0cFQT2EhIRg0qRJmDx5MqysrLB27VoYGRlh48aNvKMRQgjhpL7vDVFRUSgpKcG2bdtgbW2N\nESNGwM/PjwoCeVFWVobLly9jwIABYu0DBgzAuXPnOKUihBDC07u8N5w/fx6fffYZVFRUxK5/8OAB\nMjMzGzTv69A+BG8pPz8fFRUVMDAwEGvX19dHTk5Orf/P1YniK/c7bv+r1uu0tLRqbX/6tPa9A+p7\n/eef6NfaXleef+YGgH99wDz1vb62PAC/x7Ou6+vzeAIArtf+wpe1x/Nfdq0aNA89nh82z4d6PHm9\nvuqb5+rEtvhXA+apeX1t17zLe0NOTg7MzMzE2qr//5ycHLRqVfvPSEOjgqAB1fUD9q7XSet6cMzT\nSVcZsf/+RwEjY4/Px/Z4ytrjT4/nh72edx6Jx1TO8r8LkUj0we/zQ6Ahg7ekq6sLRUVF5ObmirXn\n5ubCyMiIUypCCCE8vct7g6GhoUTvQfX/b2ho2DBB3wIVBG9JWVkZXbp0wcmTJ8XaT506BUdHR06p\nCCGE8PQu7w0ODg5ISEhAaWmp2PXGxsbchgsAAIy8tb179zJlZWW2ZcsWlpyczL799lumqanJsrKy\neEcjhBDCyZveG+bNm8f69u0rXF9QUMAMDQ3ZmDFj2I0bN9j+/ftZs2bNWEhICK9/AmOMMZpDUA+j\nRo3C48ePsWzZMjx8+BB2dnY4evQoTE1NeUcjhBDCyZveG3JycpCRkSFc36xZM5w6dQrTp09H165d\noa2tDR8fH3h7e/P6JwAARIwxxjUBIR+ZnJwclJWVibX9c8YxaXzoeSeyjnoIpIgxhr179yI6OhqP\nHj1CZWUlRCIRGGMQiUQ4dOgQ74iC8vJy/PHHH8jKypL4JTZx4kROqcStXr0ac+bMkWgvLi7G7Nmz\nZWrDqIKCAsyYMQM///wzysvLUbMOF4lEqKio4JjuldjYWACAs7OzRLuCggJ69eol/VC1KC4uRlhY\nmNhrqZpIJMK1a9c4pntFXp53AJg0aVKts99FIhFUVVXxySefYPTo0WjZsiWHdK88fvwYCxYsqPO5\nLyws5JhOvlFBIEVz585FaGgoPv/8cxgZGYm9+GRpGUpKSgqGDh2KO3fuoLKyEkpKSnj58iWUlJSg\noqIiMwXBihUrcPz4cWzfvl2YzXv58mWMHz+eczJJPj4+SEpKwq+//ooRI0YgMjIS9+/fR1hYGIKD\ng3nHE3h7e2PJkiUS7YWFhViyZAkuXbrEIZWk6dOn4+DBgxg5ciQcHR1l9rUkL887AOTl5SExMREK\nCgqwtbUFYww3btwAYwxdu3bF/v37ERAQgPj4eHTq1IlbzilTpuDKlSuYOnWqxO9R8p74TV/4+Ojr\n67Off/6Zd4w3GjhwIBs1ahQrKipiTZs2ZWlpaezSpUusW7du7MSJE7zjCe7fv8/69u3LdHV12S+/\n/MJWrFjBlJWV2dSpU9mLFy94xxNjbGzM4uLiGGOMaWpqsrS0NMYYY7t27WL9+vXjGU2Muro6u3Pn\njkR7eno6U1dXl36gOrRo0YKdPHmSd4w3kpfnnTHGgoKC2JgxY9jz58+FtufPn7OxY8eylStXspKS\nEjZ69GjWp08fjimrHsfz589zzdBYUUEgRbq6usIvBFmmra3Nrl+/zhhjrFmzZiwlJYUxxlhsbCyz\ns7PjGU1CZWUl8/b2ZiKRiDVp0oTt37+fd6RaaWhosMzMTMYYYyYmJuzChQuMMcYyMjKYmpoaz2hi\ndHR0WGJiokR7QkIC09LS4pCodsbGxsLPpSyTl+edMcaMjIzYzZs3Jdpv3rzJDA0NGWOMXb58mbVo\n0ULa0cS0adNG+P1EPizah0CK/vOf/2Dnzp28Y7wRYwxqamoAAD09Pdy/fx8AYGxsjLS0NJ7RJOzf\nvx/btm2Ds7MztLW1ERoaiqysLN6xJFhYWAizjNu1a4fdu3eDMYaDBw9CW1ubc7pXBg4ciHnz5uHJ\nkydC2+PHjzFv3jwMHDiQYzJxvr6+CAkJERuTl0Xy8rwDwLNnz/Dw4UOJ9pycHDx79gwAoKmpiZcv\nX0o7mpjvv/8eixYtEjKRD4fmEEhRQUEBoqKicOrUKXTo0AFNmjQBAGFS4dq1azknrGJjY4Nr167B\nwsIC3bt3x6pVq6CoqIiIiAh88sknvOMJ3N3dsXv3bqxcuRIzZ85EXl4eJk+ejA4dOmDdunWYMGEC\n74iCr7/+GklJSXB2doa/vz+GDBmCdevWobKyEmFhYbzjCYKCgtC7d2+Ym5vD3t4ejDFcu3YN+vr6\n2Lt3L+94gtOnTyMhIQHHjx+HtbU1lJSUZHKCrrw87wDwxRdfYPLkyfjhhx/QvXt3AMDFixfh5+eH\n4cOHC3+3srLiGRPff/897t69C319fbRq1Ur4PQrI1oRSeUTLDqWo5sztmhNhqn+JxcTEcEgl6fjx\n43jx4gWGDx+O9PR0uLi4IDU1Fbq6uti7dy8+//xz3hEBALa2tti9ezfs7OzE2jdu3AhfX18UFRVx\nSvZmmZmZ+PPPP2FpaYkOHTrwjiPm+fPn2LVrF65cuQIA6Ny5M8aNGwd1dXXOyV5xc3Or8zaRSISt\nW7dKL0w9yPrzPmfOHGzduhXl5eUAgCZNmsDd3R3BwcHQ0NDA1atXAQAdO3bklnPx4sV13iYSibBo\n0SLphWlkqCAgb+Xx48do0aIFFBRkZ5SppKQEqqqqtd6WmprK/ZMMIfKoqKgI6enpAKqGPJo2bco5\nEZEWKgiIhIcPH+Lly5cSOzBmZ2dDWVlZ4phPnnJycrB+/XokJydDQUEB1tbWmDZtmkxlBKo+0drb\n20vsRBYSEoLk5GRs2bKFUzLgwIEDcHFxgbKyMg4cOPDaa6u7jkndQkJC4OXlBTU1Naxevfq1y+Jm\nz54txWSEvB4VBFJ25swZ7N69G9nZ2SgtLRUb9zxz5gzveACAvn37Yty4cZg8ebJY+5YtW/Dzzz9L\nHOLBy9mzZzFo0CAYGBjAwcEBjDGcP38eeXl5OH78uEwdOmVoaIjjx49LdLVevXoVgwcPrnUyl7Qo\nKCggJycH+vr6b+wBqrkJDE+MMWzdurXO11LNbWKlrXXr1vjzzz+ho6MDc3Pz1xYEd+7ckWKy15OX\nzZ5KS0vx/fffC899zY3TZG2zJ3lDkwql6KeffoKHhweGDx+OmJgYDBs2DKmpqbh7965MbaZz6dIl\nbNiwQaL9s88+g6+vL4dEtfPx8cHYsWMRHh4uvJFVVFTAy8sLPj4+OHfuHOeErzx9+rTWrld1dXWx\nGf081PzFLytv+G8SHByM5cuXw8PDAwkJCZg2bRpu376N+Pj4WnevlKaab/J3797lF6Se5GWzp4CA\nAOzZswf+/v6YPXs2goODcffuXezZswdLly7lHU++SXeV48fNxsaGRUREMMYYa9q0KUtPT2eVlZVs\n2rRpzM/Pj3O6VzQ0NFhSUpJEe1JSkkytnVZVVa11LXpycjJTUVHhkKhutra2bM2aNRLta9asYdbW\n1hwSyTdLS0thk6/q1xJjjC1dupRNmTKFZ7Q3Kisr4x2hVvKy2ZO5uTk7evQoY6zqub99+zZjjLEN\nGzawESNG8Iwm96iHQIoyMjLQv39/AICKigqKioogEokwY8YM9O7dGytXruScsEr37t2xYcMGhIeH\ni7WvX78e3bp145RKUvPmzZGRkSExefDu3bvQ0tLilKp2Pj4+8PT0xKNHj9C3b18AVUvnQkNDsX79\nes7pxOXm5uLs2bMS3cYAMG3aNE6pxN27dw89evQAAKipqQn7148ZMwbdu3fH5s2becYThIWFwdjY\nGF9++SWAqqWy27Ztg4WFBQ4fPixTE1/V1dXl4rCl3Nxc2NjYAACaNm2Kp0+fAqjaQ2Pu3Lk8o8k/\n3hXJx8TExET45G1nZ8d27tzJGGMsMTGRaWpq8owm5vz580xVVZU5OjqyhQsXsgULFjAHBwemqqpa\n6y52vMycOZMZGRmxHTt2sIyMDJaRkcG2b9/OjIyM2KxZs3jHkxAeHs6MjY2ZSCRiIpGImZiYsI0b\nN/KOJWbXrl1MVVWVKSsrMwMDA2ZoaCj2R1a0bt2a/fnnn4wxxrp06cLWr1/PGGPs2LFj3HfSq6lN\nmzYsNjaWMcZYXFwca9q0KduzZw8bNWoUGzJkCOd04kJDQ9nUqVNZZWUl7yivZWVlxc6dO8cYY8zJ\nyYktW7aMMcZYVFQU09PT4xlN7lFBIEVjxoxhwcHBjDHGli1bxrS1tZmbmxszMTFhw4cP55xO3NWr\nV9m4ceOYtbU1s7a2ZuPHj2dXr17lHUtMSUkJ+/bbb5mysrLwJquiosJmzZrFSktLecerU25uLsvN\nzeUdo1ZmZmbsu+++Y+Xl5byjvJa7uzsLCAhgjDG2ceNGpqqqynr37s00NTXZ5MmTOad7RVVVlWVl\nZTHGGPPx8WFubm6MsaphLW1tbZ7RJLi4uLDmzZszMzMzNmjQIObi4sKGDh0q/FdW+Pn5scDAQMYY\nY/v27WNKSkqsVatWTElJifn7+3NOJ99olYEUPXnyBCUlJWjZsiUqKioQHByMxMREWFlZYeHChTLX\nzS0vnj9/LrZuWkNDg3Mi+aWlpYXLly+jTZs2vKO8VmVlpXASJwDs3btXeC15eHiI7V7Hk4GBAX77\n7Td07doVHTt2hI+PDyZMmIC0tDR07NgRz58/5x1RIK+bPV24cAFnz56FlZUVXFxceMeRa1QQEABV\nxUr13upvmvUua3uwyyo7OzvEx8ejRYsWErsp1iRLS7o8PT1hY2ODGTNm8I7SKHz11Ve4ceMGOnfu\njL179yIzMxM6Ojr43//+hwULFuDGjRu8IxIioEmFUpaTk4MdO3YgIyMDgYGB0NXVRWJiIoyNjdG6\ndWtuuXR1dYW16Lq6unVex3ud7+effy6sN6/OA0Di7wC47+swYsQIKCsrC1/XRZaWdIWGhsLV1RXR\n0dGws7OT+KQdEBDAKZmka9euYdOmTcjIyEBkZCSMjIxw8OBBmJubo1OnTrzjAQDWrVuHhQsXIisr\nC7/88gt0dHQAVC3tHTduHOd08oM2z5IO6iGQokuXLqFPnz5o06YNbt68iZSUFLRp0waLFi1CWloa\ndu3axS1bbGwsnJyc0KRJE8TGxr722ppnMkjbN998I3xdUVGBXbt2wdDQED169ABjDBcvXkROTg7G\njx9f614KPFRWVuLWrVto1aqVzG8Du3btWsyaNQu6urrQ19cXK7hEIhGuX7/OOWGVkydPYujQoRg8\neDCOHj0qvJaqh+F+/fVX3hHlgrz0Ysnj5lnyiHoIpGjOnDmYOXMmli5dCk1NTaF90KBB3Mfnqt/k\nX758ieTkZLi6usLY2JhrptqsW7dO+Nrb2xtff/01wsLCxN64Zs2axStenTp27Ihbt27J1GmRtVm2\nbBmCg4NlfkvdhQsXIiQkBNOnTxd7LTk7O2P16tUck9UtJydHbFc9ANyX+clLL5Y8bp4llzhNZvwo\naWpqChuo1NxMJSMjgykrK/OMJkZNTY3dvXuXd4w3atGiBUtNTZVoT0lJYVpaWhwS1c3GxkZYKiXL\ntLW1hY1eZJm6ujq7c+cOY0z8tZSeni5Tr6WnT5+yr776iqmoqDAFBQVhNYxIJGIKCgq84xEiRnaO\nrvsIqKmp1TphLzU1Ffr6+hwS1a5nz564dOkS7xhvpbZuTFmcqBUUFAQfHx9cuXJFmO8gi9zc3BAV\nFcU7xhtpa2vj3r17Eu1XrlyBiYkJh0S18/HxQVJSEn799Veoqqpi9+7dCA4OhqmpKfbs2cM7npiI\niIg6b/P09JRiktebP38+Nm3aJNEeHh6O7777jkOixoOGDKTI1dUVS5Yswb59+4S2O3fuYO7cua/t\nrpO2qVOnYs6cOcjMzETXrl0llvF17tyZUzJx7u7umDJlCtLS0uDg4AAAOH/+PH744QdMmjSJczpx\no0aNQklJCbp06QIlJSWoqKgIt4lEImGnPd6Ki4uxZcsWnDhxAh06dBAmFbL/n0Owdu1azgmrjBs3\nDnPnzsXevXsBAOXl5YiNjcWcOXNk6rk/duwYdu3ahV69ekFRURFdunTB6NGjYWRkhIiICIwcOZJ3\nRIGfnx+0tbWFXRWreXh44NixY5xSSdqxY0etEws7d+6M5cuXIzAwkEOqxoEmFUpRQUEBhgwZgqSk\nJLx48QIGBgbIzc2Fk5MTjh49KjMTzl43aYf3KoOaKioqsHr1aoSGhiInJwcAYGRkhJkzZ2LOKaUH\nJgAAIABJREFUnDlQVFTknPCVn3766bW3v24NuDTVnDBac9y4uiCIiYnhkEpSWVkZJk2ahD179gjZ\nGGMYP348tm7dKuxPwFvTpk2RnJwMMzMzmJqa4pdffkGPHj1w584d2NjY4MWLF7wjCqKjozF8+HDs\n378f/fr1A1D14eD48eOIjY2Vmb0pVFVVcevWLYlVWenp6bC2tkZpaSmnZPKPCgIpY4whJiYGly5d\nQmVlJTp37iycbyAr3nRCm7m5uVRy1EdBQQGAqvMNyMcjPT0dly9fRmVlJTp16oS2bdvyjiTG3t4e\nYWFhcHZ2Rv/+/WFjY4M1a9ZgzZo1CAkJqXXYg6dffvkFU6ZMwYkTJ7BlyxacPHkSMTExMlMMAICl\npSUWLFggUUT/9NNPCAwMFDYpI++A1+QFIltat27N8vPzGWOMLVmyhBUVFXFO9PbS09PZ4cOH2ZEj\nR4TJZbLo4cOH7IcffmCenp4sLy+PMcZYQkICy8jI4JxMvj179ow9e/aMd4xarV69moWGhjLGGIuO\njmaqqqpMUVGRiUQitnbtWs7pardp0ybWpEkT1qpVK5n82QwODmZaWlps06ZN7Pbt2+z27dssPDyc\ntWjRgq1cuZJ3PLlGPQRSdvDgQYSEhCA5ORkAYG1tDW9vb+6baaipqSE1NRVmZmZia35lWWFhIdzd\n3XHgwAFhmKOyshIjRoxAZGSk2HI03mruQXHjxg2kpqbKzB4U/3TmzBns3r0b2dnZKC0tFbrjRSIR\n982eqjHGEBoaipCQENy/fx8AYGxsDG9vb3h7e3NfJleXzMxM/Pnnn2jbtu1r1/1Ly4wZMyQeK8YY\nfv31V9jb26NNmzYyN38EAPz9/REaGioMD6ioqGDmzJlYsWKFzD738oAKAilavXo15s+fj4kTJ6Jn\nz54Aqvbh3rFjBwIDA+Hr68stm4ODA5o2bQonJycsXboUPj4+dc5pkJXd6iZNmoRz584hIiJCmFR4\n7tw5eHh4wMnJCZGRkZwTvuLs7IxevXoJe1AkJSWhTZs2OH/+PEaPHo2srCzeEQFUdbt6eHhg+PDh\nOHDgAIYNG4bU1FTcvXsX48ePl5mjmufOnYuIiAj4+vqKvZaCg4MxZcoUBAUFcU4oH5ydnWt9A60u\nAmp+LSvzR6oVFRUJH6zat28vUx8A5BavromPkaGhIdu0aZNEe0REBPejZW/dusVGjBjB7O3tmUgk\nYu3atWO2trZif2xsbJitrS3XnDVpa2uzuLg4ifa4uDiZOgKXMfnZg8LGxoZFREQwxl7lrKysZNOm\nTWN+fn6c073SokUL9vPPP0u079u3T+aee0LkhWxMxf1IFBUVoU+fPhLtzs7OKCoq4pDolXbt2uGX\nX34BULXKIDY2FgYGBlwzvUlxcbGwN3xN2traKCkp4ZCobtV7UPxzcpas7UGRkZEhTHJVUVFBUVER\nRCIRZsyYgd69e2PlypWcE75ib28v0WZnZyfT+zyQ9zd06NBazzOpdujQIR6xGgUqCKTI1dUV+/bt\ng7+/v1j7/v37MXToUE6pJFVWVqK8vBznzp1DVlaWxHarEydO5JRMnKOjI7777jvs2LFD2CuhqKgI\nAQEBcHR05JxOnLzsQaGjoyPsidCyZUtcv34dHTp0wOPHj1FcXMw53StfffUV1q9fj7CwMLH2jRs3\nYsKECZxSyT95mD+io6MjVhCUl5cjKSkJ9+7dwxdffME5nXyjgkCKLC0tsXLlSsTGxoptpHPhwgXM\nmTMHISEhwrU895JPSUnB0KFDcefOHeHM+ZcvXwob6shKQbBmzRoMHDgQxsbGsLe3B2MM169fh7q6\nOk6cOME7npigoCAMGTIEenp6ePHiBT799FNhD4ply5bxjif49NNPcerUKXTo0AGjR4/Gt99+i9On\nT+P06dMytTy2rKwMUVFROHHiBHr27AnGGH7//Xc8ePAAEyZMwLfffiuTk+FkWc35IzExMRLzR2RF\nXXt6zJ49m5YdvyeaVChFNdfvv+7YXqDq0yMvgwYNQvPmzREZGQlDQ0NcuXIFhYWF8PT0xLJlyzBg\nwABu2f7p+fPn2LVrF27dugWgatXG+PHjoaamxjmZJCYHe1A8efIEJSUlaNmyJSoqKoTTA62srLBw\n4UJoaWnxjgjg9SduyupkuKdPn0oczKOtrc0pjSRbW1vMnDkT//nPf4SJr61bt8Y333wDTU1NmRou\nqk1qaio+/fRT5OXl8Y4it6ggIBJ0dHQQFxcHW1tbNG/eHBcvXoSVlRXi4uIwY8YMrsegEiJP7t69\nC09PT8TGxkoMvcnSrp8AoK6ujuTkZJibm0NXVxdnzpxBhw4dkJKSgt69eyM3N5d3xNc6fPgw3N3d\nqSB4DzRkwEn1ZK1/nhMgCxhjwidsPT093L9/H1ZWVjA2NkZaWhrndOKys7ORkJCAR48eSXz6krUj\nfK9evYro6Gjk5eUJWas/xf7www/cctV24FZdZOkTLQCUlJTg9u3bEIlEsLCwgKqqKu9IYtzd3fH0\n6VNERkbCyMhIptfIy8v8kX/uncAYw4MHD3Ds2DG4u7tzTCb/qCCQsnXr1mHVqlXCZiqmpqaYO3cu\npk+fzjnZKzY2Nrh27RosLCzQvXt3rFq1CoqKioiIiMAnn3zCO54gKioK7u7uUFJSgp6ensQvW1kq\nCFavXg1fX1+0atUKBgYGEt3aPOnq6r7VdbL0iba8vBz+/v5Yt26d8MlbWVkZM2bMwPLly4VDmXi7\nePEizp8/LxObEL2JvMwfuX79uthrRkFBAXp6eggNDaWC4D1RQSBFy5cvx4oVK+Dj4wMnJycAQGJi\nIvz9/VFYWCix+oCXBQsWCIeuBAYGwsXFBZ9//jl0dXWF0+VkQUBAAObMmYPAwECZOsioNsHBwdi4\ncSM8PDx4R5EgK7PH68PPzw+7d+/Gpk2bJF5LlZWVWL16NeeEVczNzeXmsJ3169cLy3XnzZsHJSUl\nJCYmYvTo0Vi4cCHXbPHx8XBwcECTJk0QGxvLNUujJu2NDz5mpqamLCoqSqJ9586dzMzMjEOit5ef\nn88qKip4xxCjoaEh02cX1KSnp8fS0tJ4x2g0DAwM2JEjRyTajxw5wgwMDDgkql10dDTr378/++uv\nv3hHkWsikYjl5uYyxsTPXSEfVt3n3JIP7tGjR+jevbtEe7du3YTje2WVjo7Oa49F5mHw4MG4cOEC\n7xhvxcPDA1u3buUd441u3ryJlJQU4e8nT57E+PHjsXz5cpkZLgCqTresbfiqTZs2ePr0KYdEr2hq\nagp/XF1dERsbCysrK6ipqYnd1qxZM645a5OTk4OgoCB4eXkhPz8fQFXPC89VT0DV3JXqDHfv3pWp\nn8XGhIYMpMjS0hJRUVFYtGiRWPvu3bthZWXFKZV8OXDggPD1gAED4Ofnh5s3b6JDhw4S48a8D4yq\nacmSJRg0aBA6deoEW1tbISv7/zkEsnLugru7O7y9vdGuXTtkZ2dj2LBhcHZ2xoYNG1BYWCgzS886\ndOiAsLAwbNiwQWhjjGHt2rXo2LEjx2TAjz/+yPX7v6uaB3DdvHkTvr6+0NXVxalTp7gfwDVixAj0\n6tULRkZGAICuXbvWOkwoEomQkZEh7XiNBi07lKIDBw5g1KhRcHZ2hpOTExhjOHv2LOLi4rBv3z7a\nZest1KeX4p+rDnjy9/fHDz/8gM6dO9c6qfDw4cOcE1bR0tLCxYsX0bZtW6xZswaHDh1CTEwMYmJi\n4ObmhszMTN4RAVSNKQ8ePBgmJibCxkQXLlwQZpt/9tlnvCPKHVk+gKuyshJHjx7F7du3MXv2bAQE\nBNR6+JpIJMKcOXM4JGwcqIdAioYPH47ff/8dISEhOHLkCICqU7r++OMPdOrUiXM6+SBLb/L1sXHj\nRkRFRWHMmDG8o7xWRUWF0HsRHR2NwYMHA6jqipeldei9evXCX3/9hQ0bNuDWrVsQiUQYNWoUpk2b\nhpYtW/KOJ1BUVMTDhw8lzqvIz8+HgYGBTHV9X758udaeKkNDQ+7PvYKCAlxcXABULd+dPXu2TA65\nyDsqCKSkrKwMX331FZYvX46oqCjecRqF7du3Y/To0VBRURFrLysrw549e2Rmi2Wg6nCjzp07847x\nRjY2Nti4cSNcXFwQHR2N5cuXAwAePHjw1ssTG1pZWRk+++wzbN++Hd9//z3vOK9VVwdsWVkZlJWV\npZzm9eTlAK66ti4m74+GDKSoRYsWuHTpksQLjrwbBQUF5OTk1PrpS19fX6Z6E1atWoXMzEysX7+e\n+74DrxMfHw9XV1cUFBTAzc1N+MQ4b948pKWlYf/+/ZwTVtHX10diYiLatm3LO0qtqpc9+vr6YtGi\nRdDU1BRuq6ioQHx8PLKzs3H16lVeESVMnToVDx8+xL59+6Cnp4ekpCSIRCK4urqiT58+CA0N5R0R\nQNUpp2FhYYiOjpbYkEwkEtFOqu+BCgIpcnd3h7W1NXx8fHhHaRTqKgiuXLmCvn371msHvoY2dOhQ\nxMfHQ0tLC9bW1lBSUhI7SU6WjmytqKhAYWEhWrRoIbTdvXsX6urqMvNJ0cfHByKRCEFBQbyj1Mrc\n3BwikQiZmZkwMTERmwCnrKwMc3NzLF26FD169OCYUlxBQQGGDBmCpKQkvHjxAgYGBsIBXEePHq11\nzJ4Hd3d3HDx4ECNHjpTY/VEkEklM2iZvj4YMpKhVq1YIDAxEQkICunbtKrFtsSztrCfLau761rt3\nbygpvfoxrqioQGZmJv71r3/xiFYnHR2dOieN8u4xGDp0KKKiotCsWTPhrPlq1QWLrBUuL168wM6d\nO3Hq1Cl06dJFeC0xGTnh8O7duwCqJuodPHhQrLiSVc2bN0dCQoLMH8D166+/4ueff5a5XI0BFQRS\ntHXrVrRo0QJJSUm1dmtRQfB2RowYAaBqzbyLi4tYYaWsrIzWrVsL18gKWR73rD5fvubXtXUc8i5c\nakpOThbmZNRcZsZkYCvomuRtVz2RSIQ+ffqgT58+vKPUSV1dHWZmZrxjNEo0ZEDkUnl5OSIiIuDq\n6goTExPecQip1T8P4vkn3j0Z/3Tw4EGEhIQgOTkZQNVx4t7e3jK1p0dYWBiSk5MRHh4uU8VfY0AF\nAZFbKioqSE1Nhbm5Oe8ob8QYw9atW7F7925kZ2ejtLRUrCueNlNpnJydncXetMrKypCSkoKKigp0\n6tQJMTExHNOJW716NebPn4+JEyeiZ8+eAIALFy5gx44dCAwMhK+vL+eEVYYOHYqEhAQ0b95c5ufj\nyBsaMpAiefu0IOvs7e1x+/ZtuSgIgoODsXz5cnh4eCAhIQHTpk3D7du3ER8fTxupvIPquQ41P8/I\n4ptCbUMGJSUlcHd3R69evaQf6DWCg4Px448/YurUqULb5MmT0b17dwQEBMhMQaCjo4Nhw4bVehv1\nGLwf6iGQInn6tCAPjh07hnnz5mHx4sW1TtLU1tbmlExS27Zt8f3332PkyJFiu8AFBgYiKysLmzdv\n5h1Rrri5uYkVBOXl5UhKSsK9e/fwxRdfyPy5ETdv3sSgQYOQnZ3NO4pAU1MTV65ckTgjIi0tDZ07\nd8azZ884JSPSQj0EUiRPnxbkwZAhQwCg1gmEIpFIpnaBu3fvnrDETE1NDYWFhQCAMWPGoHv37lQQ\n1FNdkzRnz56N5s2bSzfMO8jPz5e5N1hXV1fs27dP4hj2/fv3Y+jQoZxS1S0jIwPJyckQiURo3749\n7e/yAVBBwJmqqioWLFiAQYMGwdPTk3ccuXLmzBkAkFgmJ4sMDQ2Rl5cHMzMzmJmZ4dy5c+jYsSPS\n09Opm/MD8vDwwKeffioza9FXr14t8fP54MEDREVFydzSWEtLS6xcuRKxsbFwcHAAAJw/fx4XLlzA\nnDlzEBISIlzLc0VUYWEh3N3dceDAAeFsk8rKSowYMQKRkZFim0CR+qEhAxkQFxcHV1dX7se2yqOc\nnBysX78eycnJUFBQgLW1NaZNmwYDAwPe0cRMnjwZJiYmWLJkCcLDw+Ht7Y0ePXrg8uXLGDVqFLZs\n2cI7YqNw+PBhuLu7Iy8vj3cUAK82KKqmoKAAPT099OnTB/7+/jL15lVzLk7Nw7d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