{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Lab 9\n", "\n", "## Seaborn: Statistical Graphics in Python\n", "\n", "So far we've learned how to create high quality charts with `matplotlib`. Using the object oriented API we can customize aspects of our plots and create anything. However, in statistics and data science there are some types of charts that we always make, and for those there's `seaborn`.\n", "\n", "`seaborn` is a statistical plotting package built on top of `mmatplotlib` which incorporates `pandas` in its design. Like `matplotlib`, `seaborn` has an [example gallery](https://seaborn.pydata.org/examples/index.html) with many great charts and the code to make them. The structure of this lab is based on the [`seaborn` tutorial in the documentation](https://seaborn.pydata.org/tutorial.html)\n", "\n", "First, we need data. We'll be using data from a [Fivethirtyeight article on the political leanings of NFL fans](https://fivethirtyeight.com/features/how-every-nfl-teams-fans-lean-politically/) that you can find on [Github](https://github.com/fivethirtyeight/data/blob/master/nfl-fandom/NFL_fandom_data-surveymonkey.csv). I've renamed the files and put them under the `data` directory." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The dataset in `data/fivethirtyeight-nfl-google.csv` has aggregated search interest data for various sports leagues in each market, as well as Trump's share of the vote in that market." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
DMANFLNBAMLBNHLNASCARCBBCFBTrump 2016 Vote%
0Abilene-Sweetwater TX45%21%14%2%4%3%11%79.13%
1Albany GA32%30%9%1%8%3%17%59.12%
2Albany-Schenectady-Troy NY40%20%20%8%6%3%4%44.11%
3Albuquerque-Santa Fe NM53%21%11%3%3%4%6%39.58%
4Alexandria LA42%28%9%1%5%3%12%69.64%
\n", "
" ], "text/plain": [ " DMA NFL NBA MLB NHL NASCAR CBB CFB \\\n", "0 Abilene-Sweetwater TX 45% 21% 14% 2% 4% 3% 11% \n", "1 Albany GA 32% 30% 9% 1% 8% 3% 17% \n", "2 Albany-Schenectady-Troy NY 40% 20% 20% 8% 6% 3% 4% \n", "3 Albuquerque-Santa Fe NM 53% 21% 11% 3% 3% 4% 6% \n", "4 Alexandria LA 42% 28% 9% 1% 5% 3% 12% \n", "\n", " Trump 2016 Vote% \n", "0 79.13% \n", "1 59.12% \n", "2 44.11% \n", "3 39.58% \n", "4 69.64% " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# load the data\n", "nfl_trends = pd.read_csv(\"data/fivethirtyeight-nfl-google.csv\", header=1)\n", "nfl_trends.head()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# convert percent strings into floats\n", "numeric_data = (nfl_trends.iloc[:,1:]\n", " .replace(\"%\", \"\",regex=True)\n", " .astype(float))\n", "numeric_data[\"DMA\"] = nfl_trends[\"DMA\"]\n", "nfl_trends = numeric_data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As soon as we `import seaborn`, we notice a change." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAD8CAYAAABn919SAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nB4AiKHQAKIJCB4Ai/g/UXMTM38QDMgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.hist(nfl_trends[\"NFL\"], bins=25);" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ebenmichael/anaconda3/lib/python3.6/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n", " (prop.get_family(), self.defaultFamily[fontext]))\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeAAAAFKCAYAAADFU4wdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCvw/O60+bTzugPgAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "plt.hist(nfl_trends[\"NFL\"], bins=25);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Seaborn has several default styles that we can set with a context" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ebenmichael/anaconda3/lib/python3.6/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n", " (prop.get_family(), self.defaultFamily[fontext]))\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeAAAAFKCAYAAADFU4wdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAEjBJREFUeJzt3V9o1ff9x/HXMbKLKXPzTxx1ZRDQG1scpLKlY5ZFTAcz\nRHTK2m3Y4JCystDG6bTCGF6sZX/EIruoKwzBtdhJSVa7gcRubbGMjrMLO9COwgazWLNlq0Nlq5X8\nLkr9rdaYNDnJJ37zeFzFk5ycz9uPOU++J8nH2vDw8HAAgCk1q/QCAGAmEmAAKECAAaAAAQaAAgQY\nAAoQYAAoYPZUPli9Xp/KhwOA4lpbW697+5QGOBl5IVVQr9crPd+1ZtK8M2nWxLxVNpNmTcrPe6ML\nTy9BA0ABAgwABQgwABQgwABQgAADQAECDAAFCDAAFCDAAFCAAANAAQIMAAUIMAAUIMAAUMCU/2cM\nwAd1buuf0P2f/UlXg1YCTBVXwABQgAADQAECDAAFCDAAFCDAAFCAAANAAQIMAAUIMAAUIMAAUIAA\nA0ABAgwABQgwABQgwABQgAADQAECDAAFCDAAFCDAAFCAAANAAQIMAAUIMAAUIMAAUIAAA0ABAgwA\nBQgwABQgwABQgAADQAGzR/uAs2fPZseOHRkaGkqtVsumTZuyefPm7N+/P08//XTmz5+fJOnt7c1d\nd9016QsGgCoYNcBNTU3ZuXNnli9fngsXLmTDhg35/Oc/nyS57777smXLlklfJABUzagBbm5uTnNz\nc5Jk7ty5aWlpyblz5yZ9YQBQZR/qe8BnzpzJqVOnsmLFiiTJoUOH0tnZmV27duX8+fOTskAAqKLa\n8PDw8Fg+8OLFi/nGN76R+++/Px0dHfnHP/6RT3ziE6nVannssccyODiYRx555Iafo16vN2TRUDXf\nf/LMxO5/76catBKg0VpbW697+6gvQSfJ5cuX09PTk87OznR0dCRJFi5cePX9GzduzP333z+hhVRB\nvV6v9HzXmknzTvqsEwxwo9c2k/Y2mVnzzqRZk/Lz3ujCc9SXoIeHh7N79+60tLSku7v76u2Dg4NX\n3x4YGMjSpUsnuEwAmDlGvQKu1+vp7+/PsmXL0tXVleTdXzk6evRoTp8+nSRZsmRJ9uzZM7krBYAK\nGTXAd9xxR1577bUP3O53fgFg/JyEBQAFCDAAFCDAAFCAAANAAQIMAAWM6SAOoNo6t/V/8MYPcTjI\nsz/pauBqYGZwBQwABQgwABQgwABQgAADQAECDAAFCDAAFCDAAFCAAANAAQIMAAU4CYub3nVPcfoQ\nnOIElOAKGAAKEGAAKECAAaAAAQaAAgQYAAoQYAAoQIABoAABBoACBBgAChBgAChAgAGgAAEGgAIE\nGAAKEGAAKECAAaAAAQaAAgQYAAoQYAAoQIABoAABBoACBBgAChBgAChAgAGgAAEGgAIEGAAKEGAA\nKGD2aB9w9uzZ7NixI0NDQ6nVatm0aVM2b96ct956Kw899FDeeOONLFmyJPv27cu8efOmYs0AcNMb\n9Qq4qakpO3fuzK9//escPnw4Tz75ZF5//fUcOHAgbW1tOXbsWNra2nLgwIGpWC8AVMKoAW5ubs7y\n5cuTJHPnzk1LS0vOnTuX48ePZ926dUmSdevWZWBgYHJXCgAVMupL0P/rzJkzOXXqVFasWJGhoaE0\nNzcnSRYtWpShoaExfY56vf7hV3kTqfp816rCvGOdYTrPWnptpR+/Eaoww1jNpFmT6TvvmAN88eLF\n9PT05OGHH87cuXPf975arZZarTamz9Pa2vrhVngTqdfrlZ7vWtNm3ifPTOjuY5lh0medghmm9eMX\nNm3+LU+BmTRrUn7eG8V/TD8Fffny5fT09KSzszMdHR1JkgULFmRwcDBJMjg4mPnz5zdgqQAwM4wa\n4OHh4ezevTstLS3p7u6+ent7e3v6+vqSJH19fVm9evXkrRIAKmbUl6Dr9Xr6+/uzbNmydHV1JUl6\ne3uzdevWPPjggzly5EhuueWW7Nu3b9IXCwBVMWqA77jjjrz22mvXfd/BgwcbviAAmAmchAUABQgw\nABQgwABQgAADQAECDAAFfKijKAGmq85t/RO6/7Mz6HQopgdXwABQgAADQAECDAAFCDAAFCDAAFCA\nAANAAQIMAAUIMAAUIMAAUIAAA0ABAgwABQgwABQgwABQgAADQAECDAAFCDAAFCDAAFCAAANAAQIM\nAAUIMAAUIMAAUIAAA0ABAgwABQgwABQgwABQgAADQAECDAAFCDAAFCDAAFCAAANAAQIMAAUIMAAU\nIMAAUIAAA0ABAgwABQgwABQwaoB37dqVtra2rF279upt+/fvzxe+8IV0dXWlq6srL7zwwqQuEgCq\nZvZoH7B+/fp8/etfz3e/+9333X7fffdly5Ytk7YwAKiyUa+AV65cmXnz5k3FWgBgxhj1Cngkhw4d\nSl9fX2677bbs3LlzzJGu1+vjfcibQtXnu1YV5h3rDNN51tJrK/34jVCFGcZqJs2aTN95xxXge+65\nJ9/61rdSq9Xy2GOP5dFHH80jjzwypvu2traO5yFvCvV6vdLzXWvazPvkmQndfSwzTPqsUzDDtH78\nRqjCDFNg2nzdTpHS894o/uP6KeiFCxemqakps2bNysaNG/Pqq6+Oe3EAMBONK8CDg4NX3x4YGMjS\npUsbtiAAmAlGfQm6t7c3r7zySv71r39l1apV+fa3v51XXnklp0+fTpIsWbIke/bsmfSFAkCVjBrg\nvXv3fuC2jRs3TspiAGCmcBIWABQgwABQgAADQAECDAAFjPskLGD66NzWX3oJwIfkChgAChBgAChA\ngAGgAAEGgAIEGAAKEGAAKECAAaAAAQaAAgQYAAoQYAAoQIABoAABBoACBBgAChBgAChAgAGgAAEG\ngAIEGAAKEGAAKECAAaAAAQaAAgQYAAoQYAAoQIABoAABBoACBBgAChBgAChAgAGgAAEGgAIEGAAK\nEGAAKGB26QVA57b+0ktgguwhfHiugAGgAAEGgAIEGAAKEGAAKECAAaCAUQO8a9eutLW1Ze3atVdv\ne+utt9Ld3Z2Ojo50d3fn/Pnzk7pIAKiaUQO8fv36PPHEE++77cCBA2lra8uxY8fS1taWAwcOTNoC\nAaCKRg3wypUrM2/evPfddvz48axbty5Jsm7dugwMDEzO6gCgosb1PeChoaE0NzcnSRYtWpShoaGG\nLgoAqm7CJ2HVarXUarUxf3y9Xp/oQ05rVZ/vWlWYd6wzVGFWRjaT9ncmzZpM33nHFeAFCxZkcHAw\nzc3NGRwczPz588d839bW1vE85E2hXq9Xer5rNWzeJ89M/HNMwFhmmPS9Lfx3QLWfm/6X56mpf/yR\njOsl6Pb29vT19SVJ+vr6snr16vGtDABmqFED3Nvbm69+9av5y1/+klWrVuWXv/xltm7dmhMnTqSj\noyMvv/xytm7dOhVrBYDKGPUl6L1791739oMHDzZ8MQAwUzgJCwAKEGAAKECAAaAAAQaAAgQYAAoQ\nYAAoQIABoAABBoACBBgAChBgAChAgAGgAAEGgAIEGAAKEGAAKECAAaCAUf8/YGB0ndv6Sy+BCpjo\nv6Nnf9LVoJUwFVwBA0ABAgwABQgwABQgwABQgAADQAECDAAFCDAAFCDAAFCAAANAAQIMAAU4inKG\nm/ARik+eacxCAGYYV8AAUIAAA0ABAgwABQgwABQgwABQgAADQAECDAAFCDAAFCDAAFCAk7CY8cZ8\nGphTv4AGcgUMAAUIMAAUIMAAUIAAA0ABAgwABUzop6Db29szZ86czJo1K01NTXnmmWcatS4AqLQJ\n/xrSwYMHM3/+/EasBQBmDC9BA0ABEw5wd3d31q9fn8OHDzdiPQAwI0zoJeinnnoqixcvztDQULq7\nu9PS0pKVK1fe8D71en0iDzntVX0+qKqJfu1+fxqclDbWGSbreaoRfwffv/dTDVjJ+03X5+UJBXjx\n4sVJkgULFmTNmjU5efLkqAFubW2dyENOa/V6/eabbxo8acB0MOGv3WnwtTSWGSb1eaoBfweNXlvp\n5+UbxX/cL0FfunQpFy5cuPr2iRMnsnTp0vF+OgCYUcZ9BTw0NJQHHnggSXLlypWsXbs2q1atatjC\nAKDKxh3gW2+9Nb/61a8auRYAmDH8GhIAFCDAAFCAAANAAQIMAAUIMAAUMOH/jAGA6aFzW//YPnCE\nAzOe/UlXA1fDaFwBA0ABAgwABQgwABQgwABQgAADQAECDAAFCDAAFCDAAFCAAANAAU7CmqAPnDwz\nwgkzI3HyDDBdjPkkLRrCFTAAFCDAAFCAAANAAQIMAAUIMAAUIMAAUIAAA0ABAgwABQgwABTgJKyb\nnJNroDF8LU0PE92Hm+l0QVfAAFCAAANAAQIMAAUIMAAUIMAAUIAAA0ABAgwABQgwABQgwABQgAAD\nQAG14eHh4al6sHq9ntbW1oZ9PkfHAdBIjT7K8kbdcwUMAAUIMAAUIMAAUIAAA0ABAgwABUwowC++\n+GLuvvvurFmzJgcOHGjUmgCg8sYd4CtXrmTPnj154okn8txzz+Xo0aN5/fXXG7k2AKiscQf45MmT\n+fSnP51bb701H/nIR/LlL385x48fb+TaAKCyxh3gc+fO5ZOf/OTVPy9evDjnzp1ryKIAoOpmT/UD\n1uv1hn2u79/7qYZ9LgBoZKNGM+4AL168OG+++ebVP587dy6LFy++4X0aeQwlANzMxv0S9O23356/\n/vWv+dvf/pa33347zz33XNrb2xu5NgCorHFfAc+ePTvf+9738s1vfjNXrlzJhg0bsnTp0kauDQAq\na0r/NyQA4F1OwgKAAgQYAAqY8l9DqoKzZ89mx44dGRoaSq1Wy6ZNm7J58+bs378/Tz/9dObPn58k\n6e3tzV133VV4tRP33//+N1/72tfy9ttv58qVK7n77rvT09OTt956Kw899FDeeOONLFmyJPv27cu8\nefNKL3fCRpq3qvub5OrPcSxevDiPP/54Zff2PdfOW+W9bW9vz5w5czJr1qw0NTXlmWeeqfT+Xm/e\n6bq/vgc8DoODg/n73/+e5cuX58KFC9mwYUN++tOf5je/+U0++tGPZsuWLaWX2FDDw8O5dOlS5syZ\nk8uXL+fee+/N7t27c+zYsXz84x/P1q1bc+DAgZw/fz7bt28vvdwJG2nel156qZL7myQ///nP86c/\n/SkXLlzI448/nh/+8IeV3Nv3XDvv/v37K7u37e3tOXLkyNX4JKn0/l5v3um6v16CHofm5uYsX748\nSTJ37ty0tLRU+hSwWq2WOXPmJEneeeedvPPOO6nVajl+/HjWrVuXJFm3bl0GBgZKLrNhRpq3qt58\n88387ne/y1e+8pWrt1V1b5PrzzvTVHl/byYCPEFnzpzJqVOnsmLFiiTJoUOH0tnZmV27duX8+fOF\nV9c4V65cSVdXV+68887ceeedWbFiRYaGhtLc3JwkWbRoUYaGhgqvsnGuN29Szf39wQ9+kO3bt2fW\nrP9/Oqjy3l5v3qSae/ue7u7urF+/PocPH05S7f1NPjhvMj33V4An4OLFi+np6cnDDz+cuXPn5p57\n7snAwED6+/vT3NycRx99tPQSG6apqSn9/f154YUXcvLkyfz5z39+3/trtVqlrhKvN28V9/e3v/1t\n5s+fn9tuu23Ej6nS3o40bxX39j1PPfVU+vv787Of/Sy/+MUv8oc//OF976/S/ibXn3e67q8Aj9Pl\ny5fT09OTzs7OdHR0JEkWLlyYpqamzJo1Kxs3bsyrr75aeJWN97GPfSyf/exn89JLL2XBggUZHBxM\n8u73xf/3ey5V8b/zVnF///jHP+b5559Pe3t7ent78/vf/z7f+c53Kru3I81bxb19z3tHBC9YsCBr\n1qzJyZMnK7u/yfXnna77K8DjMDw8nN27d6elpSXd3d1Xb3/vH3SSDAwMVOZksH/+85/597//nST5\nz3/+k5dffjktLS1pb29PX19fkqSvry+rV68uucyGGWneKu7vtm3b8uKLL+b555/P3r1787nPfS4/\n/vGPK7u3I81bxb1NkkuXLuXChQtX3z5x4kSWLl1a2f0dad7pur9+DWkc6vV6+vv7s2zZsnR1dSV5\n98fajx49mtOnTydJlixZkj179pRcZsMMDg5m586duXLlSoaHh/OlL30pX/ziF/OZz3wmDz74YI4c\nOZJbbrkl+/btK73Uhhhp3u3bt1dyf69n69atldzbkfzoRz+q5N4ODQ3lgQceSPLuzzWsXbs2q1at\nyu23317J/R1p3un6tevXkACgAC9BA0ABAgwABQgwABQgwABQgAADQAECDAAFCDAAFCDAAFDA/wEX\nMJBci0fVSAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with sns.axes_style(\"whitegrid\"):\n", " plt.hist(nfl_trends[\"NFL\"], bins=25);" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ebenmichael/anaconda3/lib/python3.6/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n", " (prop.get_family(), self.defaultFamily[fontext]))\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAewAAAFWCAYAAACre65zAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAElBJREFUeJzt3V9o1ff9x/FXTBllyhz+SaS2FAK6Cy3uQunsmLKIdjBD\nRKesc2CDw5uS0Mbp/ANjeDFkW0WIu6grDMGu2ElJVruBJN3aYhkd7kIFzShsMIsaSadDxc2G/C76\n09bVNDY5MX5OHg8IpCc5x/enn9on33NyPqkZHBwcDABwX5s03gMAAMMTbAAogGADQAEEGwAKINgA\nUADBBoACCDYAFECwAaAAgg0ABRBsACiAYANAAR4Y7wGuX7+eU6dOZebMmamtrR3vcQBgTA0MDOTi\nxYuZP39+Hnzwwbu+37gH+9SpU1m/fv14jwEA99RLL72UhQsX3vX3j3uwZ86cmeSjwWfNmjXO0wDA\n2Dp//nzWr19/q393a9yDffNp8FmzZuXhhx8e52kA4N74vC8D+6EzACiAYANAAQQbAAog2ABQAMEG\ngAIINgAUQLABoACCDQAFEGwAKIBgA0ABBBsACjDuZ4kDQ2va3DWq+7/2fHOFJgHGmytsACiAYANA\nAQQbAAog2ABQAMEGgAIINgAUQLABoACCDQAFEGwAKIBgA0ABBBsACiDYAFAAwQaAAgg2ABRAsAGg\nAIINAAUQbAAogGADQAEEGwAKINgAUADBBoACCDYAFECwAaAAgg0ABRBsACiAYANAAR4Y7hvOnTuX\nrVu3pr+/PzU1NVm3bl02bNiQjo6OvPLKK5k2bVqSpL29PUuXLh3zgQFgIho22LW1tdm2bVvmzZuX\nK1euZM2aNfn617+eJHn66aezcePGMR8SACa6YYNdV1eXurq6JMmUKVPS0NCQCxcujPlgAMDHPtdr\n2GfPns3p06ezYMGCJMnBgwfT1NSU7du35/Lly2MyIADwOYJ99erVtLW1ZceOHZkyZUqeeuqpdHd3\np6urK3V1ddm9e/ewj9HR0ZGvfOUrt30sW7ZsVAsAgIngroJ948aNtLW1pampKStWrEiSzJgxI7W1\ntZk0aVLWrl2bkydPDvs4ra2t6e3tve2jp6dndCsAgAlg2GAPDg5m586daWhoSEtLy63b+/r6bn3e\n3d2dOXPmjM2EAMDwP3R2/PjxdHV1Ze7cuWlubk7y0Vu4jhw5kjNnziRJZs+enV27do3tpAAwgQ0b\n7IULF6a3t/dTt3vPNQDcO046A4ACCDYAFECwAaAAgg0ABRBsACjAsD8lDkxcTZu7RnX/155vrtAk\ngCtsACiAYANAAQQbAAog2ABQAMEGgAIINgAUQLABoACCDQAFEGwAKICTzqhaTukCqokrbAAogGAD\nQAEEGwAKINgAUADBBoACCDYAFECwAaAAgg0ABRBsACiAYANAAQQbAAog2ABQAMEGgAIINgAUQLAB\noACCDQAFEGwAKIBgA0ABBBsACiDYAFAAwQaAAgg2ABRAsAGgAIINAAUQbAAogGADQAEeGO4bzp07\nl61bt6a/vz81NTVZt25dNmzYkEuXLuW5557L+++/n9mzZ2fv3r2ZOnXqvZgZACacYa+wa2trs23b\ntvz+97/PoUOH8pvf/Cbvvfde9u/fn8WLF+fo0aNZvHhx9u/ffy/mBYAJadhg19XVZd68eUmSKVOm\npKGhIRcuXEhPT09WrVqVJFm1alW6u7vHdlIAmMCGfUr8k86ePZvTp09nwYIF6e/vT11dXZJk5syZ\n6e/vH/b+HR0d2bdv38gmBYAJ7K6DffXq1bS1tWXHjh2ZMmXKbV+rqalJTU3NsI/R2tqa1tbW2247\ne/Zsli1bdrdjAMCEdFc/JX7jxo20tbWlqakpK1asSJJMnz49fX19SZK+vr5MmzZt7KYEgAlu2GAP\nDg5m586daWhoSEtLy63bGxsb09nZmSTp7Ox0lQwAY2jYp8SPHz+erq6uzJ07N83NzUmS9vb2bNq0\nKc8++2wOHz6chx56KHv37h3zYQFgoho22AsXLkxvb+8dv3bgwIGKDwQAfJqTzgCgAIINAAUQbAAo\ngGADQAEEGwAK8LmOJgUoTdPmrlHd/7Xnmys0CYyOK2wAKIBgA0ABBBsACiDYAFAAwQaAAgg2ABRA\nsAGgAIINAAUQbAAogGADQAEEGwAKINgAUADBBoACCDYAFECwAaAAgg0ABRBsACiAYANAAQQbAAog\n2ABQAMEGgAIINgAUQLABoACCDQAFEGwAKIBgA0ABBBsACiDYAFAAwQaAAgg2ABRAsAGgAIINAAUQ\nbAAogGADQAEEGwAKINgAUIBhg719+/YsXrw4K1euvHVbR0dHvvGNb6S5uTnNzc158803x3RIAJjo\nHhjuG1avXp3vf//7+dGPfnTb7U8//XQ2btw4ZoMBAB8b9gp70aJFmTp16r2YBQAYwrBX2EM5ePBg\nOjs7M3/+/Gzbtu2uot7R0ZF9+/aN9I8EgAlrRD909tRTT6W7uztdXV2pq6vL7t277+p+ra2t6e3t\nve2jp6dnJCMAwIQyomDPmDEjtbW1mTRpUtauXZuTJ09Wei4A4BNGFOy+vr5bn3d3d2fOnDkVGwgA\n+LRhX8Nub2/Pu+++m3/9619ZsmRJWltb8+677+bMmTNJktmzZ2fXrl1jPigATGTDBnvPnj2fum3t\n2rVjMgwAcGdOOgOAAgg2ABRAsAGgAIINAAUY8UlnwP2vaXPXeI8AVIgrbAAogGADQAEEGwAKINgA\nUADBBoACCDYAFECwAaAAgg0ABRBsACiAYANAAQQbAAog2ABQAMEGgAIINgAUQLABoACCDQAFEGwA\nKIBgA0ABBBsACiDYAFAAwQaAAgg2ABRAsAGgAIINAAUQbAAogGADQAEEGwAKINgAUADBBoACCDYA\nFOCB8R4AhtK0uWu8R2CU7CFUjitsACiAYANAAQQbAAog2ABQAMEGgAIMG+zt27dn8eLFWbly5a3b\nLl26lJaWlqxYsSItLS25fPnymA4JABPdsMFevXp1Xnzxxdtu279/fxYvXpyjR49m8eLF2b9//5gN\nCADcRbAXLVqUqVOn3nZbT09PVq1alSRZtWpVuru7x2Y6ACDJCF/D7u/vT11dXZJk5syZ6e/vr+hQ\nAMDtRn3SWU1NTWpqau7qezs6OrJv377R/pEAMOGM6Ap7+vTp6evrS5L09fVl2rRpd3W/1tbW9Pb2\n3vbR09MzkhEAYEIZUbAbGxvT2dmZJOns7MyyZcsqOhQAcLthg93e3p7vfve7+fvf/54lS5bkt7/9\nbTZt2pRjx45lxYoVeeedd7Jp06Z7MSsATFjDvoa9Z8+eO95+4MCBig8DANyZk84AoACCDQAFEGwA\nKIBgA0ABBBsACiDYAFAAwQaAAgg2ABRAsAGgAIINAAUQbAAogGADQAEEGwAKINgAUADBBoACDPv7\nsIGRa9rcNd4jUAVG+9/Ra883V2gSxpMrbAAogGADQAEEGwAKINgAUADBBoACCDYAFECwAaAAgg0A\nBRBsACiAYANAARxNyh05UhPg/uIKGwAKINgAUADBBoACCDYAFECwAaAAgg0ABRBsACiAYANAAQQb\nAArgpDMYgtPegPuJK2wAKIBgA0ABBBsACiDYAFAAwQaAAozqp8QbGxszefLkTJo0KbW1tXn11Vcr\nNRcA8AmjflvXgQMHMm3atErMAgAMwVPiAFCAUQe7paUlq1evzqFDhyoxDwBwB6N6Svzll19OfX19\n+vv709LSkoaGhixatGjI7+/o6Mi+fftG80cCFMWJeZX5d/Da880VmKRso7rCrq+vT5JMnz49y5cv\nz4kTJz7z+1tbW9Pb23vbR09Pz2hGAIAJYcTBvnbtWq5cuXLr82PHjmXOnDkVGwwA+NiInxLv7+/P\nM888kyQZGBjIypUrs2TJkooNBgB8bMTBfuSRR/K73/2ukrMAAEPwti4AKIBgA0ABBBsACiDYAFAA\nwQaAAoz6l38AcH8b7UljThm7P7jCBoACCDYAFECwAaAAgg0ABRBsACiAYANAAQQbAAog2ABQAMEG\ngAI46WyMOFkIqBaj/f8ZleEKGwAKINgAUADBBoACCDYAFECwAaAAgg0ABRBsACiAYANAAQQbAArg\npLMq5WQiqAx/l+4PTo90hQ0ARRBsACiAYANAAQQbAAog2ABQAMEGgAIINgAUQLABoACCDQAFEGwA\nKEBVHk1aDUcJVsMaAO4X1XC0qStsACiAYANAAQQbAAog2ABQAMEGgAKMKthvvfVWnnzyySxfvjz7\n9++v1EwAwP8YcbAHBgaya9euvPjii3n99ddz5MiRvPfee5WcDQD4fyMO9okTJ/Loo4/mkUceyRe+\n8IV8+9vfTk9PTyVnAwD+34gPTrlw4UJmzZp165/r6+tz4sSJz/04AwMDSZLz58+PdJRPuXHtg4o9\nFgCcPXu2Yo91s3c3+3e37ulJZx0dHdm3b98dv7Z+/fp7OQoA3LVlb+yu+GNevHgxjz766F1//4iD\nXV9ff9tV8YULF1JfX/+Z92ltbU1ra+ttt12/fj2nTp3KzJkzU1tbO9Jx7mvLli2bUC8XTKT1TqS1\nJtZbzSbSWpPxXe/AwEAuXryY+fPnf677jTjYjz32WP7xj3/kn//8Z+rr6/P666/n+eef/9yP8+CD\nD2bhwoUjHaMYDz/88HiPcE9NpPVOpLUm1lvNJtJak/Fd7+e5sr5pxMF+4IEH8uMf/zg/+MEPMjAw\nkDVr1mTOnDkjfTgA4DOM6jXspUuXZunSpZWaBQAYgpPOAKAAtT/5yU9+Mt5DTASPP/74eI9wT02k\n9U6ktSbWW80m0lqT8tZbMzg4ODjeQwAAn81T4gBQAMEGgAIINgAUQLABoACCDQAFuKe//KPanTt3\nLlu3bk1/f39qamqybt26bNiwIR0dHXnllVcybdq0JEl7e3tVHDjzn//8J+vXr89///vfDAwM5Mkn\nn0xbW1suXbqU5557Lu+//35mz56dvXv3ZurUqeM97qgNtd5q3d8kt04xrK+vzwsvvFC1e3vT/663\nmve2sbExkydPzqRJk1JbW5tXX321qvf3TustbX+9rauC+vr6cvHixcybNy9XrlzJmjVr8stf/jJ/\n+MMf8sUvfjEbN24c7xEranBwMNeuXcvkyZNz48aNfO9738vOnTtz9OjRfPnLX86mTZuyf//+XL58\nOVu2bBnvcUdtqPW+/fbbVbm/SfLrX/86p06dypUrV/LCCy/kZz/7WVXu7U3/u96Ojo6q3dvGxsYc\nPnz4VqySVPX+3mm9pe2vp8QrqK6uLvPmzUuSTJkyJQ0NDblw4cI4TzV2ampqMnny5CTJhx9+mA8/\n/DA1NTXp6enJqlWrkiSrVq1Kd3f3eI5ZMUOtt1qdP38+f/rTn/Kd73zn1m3VurfJndc70VTz/lYD\nwR4jZ8+ezenTp7NgwYIkycGDB9PU1JTt27fn8uXL4zxd5QwMDKS5uTlPPPFEnnjiiSxYsCD9/f2p\nq6tLksycOTP9/f3jPGXl3Gm9SXXu709/+tNs2bIlkyZ9/L+Jat7bO603qc69vamlpSWrV6/OoUOH\nklT3/iafXm9S1v4K9hi4evVq2trasmPHjkyZMiVPPfVUuru709XVlbq6uuzeXflfhD5eamtr09XV\nlTfffDMnTpzI3/72t9u+XlNTU1VXoXdabzXu7x//+MdMmzbtM39fbzXt7VDrrca9venll19OV1dX\nfvWrX+Wll17KX/7yl9u+Xk37m9x5vaXtr2BX2I0bN9LW1pampqasWLEiSTJjxozU1tZm0qRJWbt2\nbU6ePDnOU1bel770pTz++ON5++23M3369PT19SX56HX9T75mVC0+ud5q3N+//vWveeONN9LY2Jj2\n9vb8+c9/zg9/+MOq3duh1luNe3tTfX19kmT69OlZvnx5Tpw4UbX7m9x5vaXtr2BX0ODgYHbu3JmG\nhoa0tLTcuv3mX4Ak6e7urprfG/7BBx/k3//+d5Lk+vXreeedd9LQ0JDGxsZ0dnYmSTo7O7Ns2bLx\nHLNihlpvNe7v5s2b89Zbb+WNN97Inj178rWvfS2/+MUvqnZvh1pvNe5tkly7di1Xrly59fmxY8cy\nZ86cqt3fodZb2v56W1cFHT9+PF1dXZk7d26am5uTfPQ2gSNHjuTMmTNJktmzZ2fXrl3jOWbF9PX1\nZdu2bRkYGMjg4GC+9a1v5Zvf/Ga++tWv5tlnn83hw4fz0EMPZe/eveM9akUMtd4tW7ZU5f7eyaZN\nm6pyb4fy85//vCr3tr+/P88880ySj34uY+XKlVmyZEkee+yxqtzfodZb2t9db+sCgAJ4ShwACiDY\nAFAAwQaAAgg2ABRAsAGgAIINAAUQbAAogGADQAH+D3hfOQb2xiQdAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with sns.axes_style(\"ticks\"):\n", " plt.hist(nfl_trends[\"NFL\"], bins=25);" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ebenmichael/anaconda3/lib/python3.6/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n", " (prop.get_family(), self.defaultFamily[fontext]))\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeAAAAFKCAYAAADFU4wdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with sns.axes_style(\"whitegrid\"):\n", " plt.hist(nfl_trends[\"NFL\"], bins=25)\n", " sns.despine()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can set the style for the whole session as well." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": true }, "outputs": [], "source": [ "sns.set_style(\"whitegrid\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plotting Distributions\n", "\n", "#### Univariate Distributions\n", "How does search interest in the NFL vary across markets? To explore this we want to see the **distribution** of NFL interest in our dataset. In `matplotlib` we can do this with the histogram above. `seaborn` builds off of the histograms in `matplotlib` and adds more ways to visualize the distribution with the `displot` function." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ebenmichael/anaconda3/lib/python3.6/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n", " (prop.get_family(), self.defaultFamily[fontext]))\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeoAAAFYCAYAAACcb79EAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQt8AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.distplot(nfl_trends[\"NFL\"], bins=25);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can incorporate `seaborn` plotting functions into the object oriented `matplotlib` api." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ebenmichael/anaconda3/lib/python3.6/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n", " (prop.get_family(), self.defaultFamily[fontext]))\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfgAAAFoCAYAAAC7Tuk8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQFLghRBCCAckBV4IIYRwQP8Ag4oPYJsOTasAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1)\n", "ax = sns.distplot(nfl_trends[\"NFL\"], bins=25, ax=ax);\n", "ax.set_title(\"NFL Interest by Google Searches\")\n", "ax.set_xlabel(\"NFL Search Interest\")\n", "ax.set_ylabel(\"Count\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`distplot` has many options, and I encourage you to [read the documentation](https://seaborn.pydata.org/generated/seaborn.distplot.html) to see all of them. \n", "\n", "For instance, we can just plot the kernel density estimate:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ebenmichael/anaconda3/lib/python3.6/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n", " (prop.get_family(), self.defaultFamily[fontext]))\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfgAAAFoCAYAAAC7Tuk8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = sns.distplot(nfl_trends[\"NFL\"], hist=False, kde_kws={\"shade\":True});\n", "ax.set_title(\"NFL Interest by Google Searches\")\n", "ax.set_xlabel(\"NFL Search Interest\")\n", "ax.set_ylabel(\"Count\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or plot the kernel density estimate with ticks for each data point:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ebenmichael/anaconda3/lib/python3.6/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n", " (prop.get_family(), self.defaultFamily[fontext]))\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfgAAAFoCAYAAAC7Tuk8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n0P8DMSzeAvx4n+IAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = sns.distplot(nfl_trends[\"NFL\"], hist=False, \n", " rug=True, kde_kws={\"shade\":True});\n", "ax.set_title(\"NFL Interest by Google Searches\")\n", "ax.set_xlabel(\"NFL Search Interest\")\n", "ax.set_ylabel(\"Count\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that we passed in a dictionary called `kde_kws`. `seaborn` also has individual functions to plot a kernel density estimate or a rug plot, which the higher level `distplot` function uses. In general, to pass arguments into these lower level functions, you'll need to pass in a dictionary of arguments for those functions.\n", "\n", "#### Bivariate Distributions\n", "\n", "A few weeks ago, Donald Trump picked a fight with NFL players kneeling during the national anthem to protest police brutality and racial inequality. Is support for the NFL polarized across party lines? We can use Google search interest in the NFL to examine this relationship.\n", "\n", "The most straightforward way to plot a bivariate distribution is a simple scatterplot." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ebenmichael/anaconda3/lib/python3.6/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n", " (prop.get_family(), self.defaultFamily[fontext]))\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeAAAAFKCAYAAADFU4wdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIiIiB/x/p9SbQNDHpt8AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(nfl_trends[\"NFL\"], nfl_trends[\"Trump 2016 Vote%\"]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we want more information on our plot, the `jointplot` function in `seaborn` has various ways to visualize a bivariate distribution. Instead of just taking in a `numpy` array or a `pandas` Series object, this function (and most `seaborn` functions) take in full `pandas` DataFrames. We can then select what variables to plot in the function. If you use `ggplot2` in R, this style should seem somewhat familiar.\n", "\n", "We can make this scatterplot along with the marginal histograms with `jointplot`." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ebenmichael/anaconda3/lib/python3.6/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n", " (prop.get_family(), self.defaultFamily[fontext]))\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAekAAAHsCAYAAAD2A1UkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIE1ERCSo/w9g1e76OZLLjwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.jointplot(data=nfl_trends, x=\"NFL\", y=\"Trump 2016 Vote%\", \n", " size=7);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Again, there are all sorts of options we can add." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ebenmichael/anaconda3/lib/python3.6/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n", " (prop.get_family(), self.defaultFamily[fontext]))\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAekAAAHsCAYAAAD2A1UkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nhG2hjHnZgmsAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.jointplot(data=nfl_trends, x=\"NFL\", y=\"Trump 2016 Vote%\", \n", " kind=\"reg\", size=7);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This plot lets us both visualize the distribution and see a summary statistic and it's $p$-value (question: what does this $p$-value mean?). With all this information, it looks like there isn't much of a relationship between interest in the NFL and support for Trump in 2016. This is evidence that the NFL is broadly popular among all Americans, and isn't polarized.\n", "\n", "We can also look at a kernel density estimate of the distribution." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ebenmichael/anaconda3/lib/python3.6/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n", " (prop.get_family(), self.defaultFamily[fontext]))\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAekAAAHsCAYAAAD2A1UkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nBgDAUIQ0AACGIqQBADAUIQ0AgKH+H5+FKSJmA6leAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.jointplot(data=nfl_trends, x=\"NFL\", y=\"Trump 2016 Vote%\", \n", " kind=\"kde\", size=7);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that it's possible to grab the output of the function as a [`JointGrid` object](https://seaborn.pydata.org/generated/seaborn.JointGrid.html#seaborn.JointGrid) and customize it further." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ebenmichael/anaconda3/lib/python3.6/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n", " (prop.get_family(), self.defaultFamily[fontext]))\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAewAAAHsCAYAAAAQKp5gAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xlc1NX+x/HXzLDvO8jiAgiouC9puaTmkituabe8Xavr\nvS3X9vpVt323LFvuvWV1b2aZuWJqi6mVpaiJKygoIAjIJgKyyDYzvz/QCZRlgFnh83w8eAgzc77f\nz8wg7znne77nq9BqtVqEEEIIYdGU5i5ACCGEEC2TwBZCCCGsgAS2EEIIYQUksIUQQggrIIEthBBC\nWAEJbCGEEMIKSGB3YOPGjWPkyJGo1WrdbRs3biQyMpIvvvjCoPvKy8tj4cKF7drG/v37mT17dqP3\nvf/++4wYMYKYmBgmTZrEnDlzWLlype656bP/rKwsvv7662Yfc/z4cR555BHd46+77rpWP4/G9vPX\nv/6Vs2fPtnpbbZGenk5MTAwxMTF8880319QWGRnJc8891+C2+s9z3LhxTJ48mZkzZzJz5kxeffVV\noO49eOONN1rc/7hx4zh16lSLj9u4cSNnzpzR92m1mz7vvxCWTAK7g/Pz8+O3337T/bxp0yb69OnT\n6u3U1tY2e7+/vz+rVq1q9XZbIyYmhtjYWH744QeWL1/Od999x2uvvab3/rOzs5v9g11bW0vfvn1Z\ntmxZu+psbD8ff/wxXbt2bdd29bV9+3YGDhxIbGwsM2bMuOZ+Jycndu7c2ewHiPfee4/NmzezefNm\nnnrqKaPUuWnTJtLT01vdTqPR0JblI1p6/4WwdBLYHdysWbPYuHEjAJmZmVRUVBAREaG7Py4ujvnz\n5xMTE8P06dPZtm2b7r6FCxfyyiuvcMstt3DPPfcA8MUXXzBx4kTmzJnDe++9p+uZXd1Li4yM5MMP\nP2TOnDmMHz+eH374QXffI488wuzZs5k+fTr33XcfJSUlrX5eISEhvPLKK3z11VeUlpY22P+lS5dY\nsmQJU6ZMYcaMGTzwwAMAvPjii6SmpjJz5kyWLFkC1PUG33rrLebOncuzzz7baC//9ddfZ/r06Uyf\nPp2DBw8C144G1P+5qf1c6XVmZGRwxx13MH36dGbNmsXu3bv1et3qKy8v58knn2TatGlMmzaNjz/+\nGIBvvvmGlStX8v333zNz5sxGQ9nOzo4777yT5cuXt/JVb72FCxfyxhtvcOuttzJ+/HjeeustADZs\n2EBCQgIvv/wyM2fOZO/evQCsWLGCuXPnMmvWLP7+979TUFAA1PXulyxZwp133smUKVO4ePEiaWlp\n3H333cyZM4cZM2awYcMGoHXvvxDWxMbcBQjjGjZsGKtXr6akpIRNmzYRExNDYmKi7v7evXuzevVq\nVCoV58+fZ/bs2YwcORJ3d3egLuRXr16NjY0NSUlJfPTRR2zevBkvLy9efvnlZvft4uLChg0biI+P\n58EHH2TSpEkAPP3003h5eQHwzjvv8PHHH/Poo4+2+rmFhYXh4ODAmTNndNsD+O233ygvL+fbb78F\n0H0gePbZZ3njjTd0H2CuKCsrY/369UBd8NZXXFxMVFQU//d//8f+/ft5+OGH2bFjR7N1NbWfKx59\n9FFuueUW5s2bR0pKCrfddhvfffed7jk09brV9+9//xuNRsOWLVsoLy9n/vz5REREMGPGDDIyMqio\nqOCJJ55ossbbbruNyZMnc/LkSVxdXa+5f8mSJdjb2+vqHTVqVLPPuTk5OTl8+eWXlJeXc9NNNzF3\n7lzmzJlDbGwsd955J2PHjgVg8+bNZGZmsnbtWpRKJatXr+b111/XjXgcO3aMjRs34uXlRW1tLYsW\nLeLNN98kLCyMsrIy5syZw4ABA0hLS2vV+y+EtZDA7uAUCgU333wz27ZtY9u2baxZs6ZBYF+4cIGn\nnnqKjIwMVCoVJSUlnDlzhgEDBgAwffp0bGzqfk0OHDjAmDFjdMEyd+5ctmzZ0uS+p0yZAsCAAQPI\nz8+nqqoKe3t7Nm/ezJYtW6ipqaGiooLu3bu3+fk1NjQaFRVFamoqL7zwAsOGDePGG29sdhsxMTFN\n3mdra6sbVr7uuutwcHAgLS2tzfWWlZVx8uRJ5syZA0B4eDi9evXiyJEjjBs3Dmj6dasvLi6Op556\nCoVCgYuLC1OnTiUuLo4xY8boVYe9vT333nsvb7/9doPj2Ve89957DUZi2mPy5MkolUpcXV0JCwvj\n7Nmzjb7nu3btIiEhgVmzZgGgVqtxcXHR3T969Gjd7156ejqpqak8/PDDuvtrampIS0tr9fsvhLWQ\nwO4EZs2axbx58xg6dCienp4N7nv++ecZN24cH3zwAQqFgkmTJlFVVaW738nJqc37vRIyKpUKqDtG\nfPz4cb766ivWrFmDl5cXW7ZsYe3atW3aflpaGlVVVYSGhlJcXKy7PSQkhK1bt7Jv3z52797NO++8\n0+wHi7Y8R5VK1eDDQv3XrL0ae92uDmxDmD17Np9++qlumN9Y6teuUqkaTIKsT6vVcs899zB37txG\n73d2dm7wWE9PTzZv3tzoY1vz/gthLeQYdicQEhLCQw89xL333nvNfaWlpQQFBaFQKNizZw8ZGRlN\nbmfYsGHs3r2bCxcuAHWThlrr4sWLuLi44OHhQXV1te64Y2tlZWXx9NNPc+uttzbohQHk5uaiUqm4\n6aabePLJJ7lw4QLFxcW4uLhQVlbWqv3U1NTo/tgfPHiQyspKQkNDCQkJITMzk5KSErRabYNj/83t\nx8XFhV69euleu9TUVJKSknQjGvoaMWIEGzZsQKvVUlZWxrfffsv111/fqm2oVCoefPBB3nvvvVa1\nMxRnZ2dKS0t1P48bN053+AagurqapKSkRtv26NEDBwcHYmNjdbelpqZSVlZm0PdfCEsiPexOYv78\n+Y3e/sgjj/DCCy/w/vvv07dvXyIjI5vcRlRUFHfffTcLFizAxcWF4cOHN3r8szmjRo3im2++YdKk\nSXh6ejJkyBCOHz+uV9vY2Fji4uK4dOkSLi4uTJ8+vdFTuZKTk3XHPTUaDYsXL8bf3x9vb2969OjB\ntGnTCA0N1SuoPDw8SEpK4pNPPgHg7bffxs7ODn9/fxYtWsTs2bPx8fFh6NChnD59GqibONbcft56\n6y2effZZPvvsM2xsbFi6dGmDY/D6uPfee3nppZeYPn06ADNmzGD06NGt2gbUDVd//PHHlJeX6/X4\nNWvWNPhwcu+997JgwYJW7xfqfidff/11Pv30U5544gliYmIoLi7m9ttvB+p60bfeeitRUVHXtLWx\nseHDDz/k1Vdf5dNPP0Wj0eDt7c3y5csN+v4LYUkUcnlN0RplZWW6Hu37779PRkaGbuavEEII45Ee\ntmiVZcuWcejQIWpqaggJCeHFF180d0lCCNEpSA9bCCGEsAIy6UwIIYSwAhLYbVT/XGbRNHmd9COv\nk37kddKPvE4dkxzDbqPKykpzl2AVOvPrpNVquVheTd6FCioqa7hUVYtao8XBzgZHexs83ezx93RC\npVJ26tepNeR10o+8Th2TBLYQBlJRWcPJ9AscTznPiTMXyMovpbSiptk2NioFAd7OeDlpOF+TTnSY\nD4E+zigUChNVLYSwFhLYQrRD2aUa9h3PYc+xcxw5lU+tum4Op1IBXm4OBHd3xcvNAUd7G+xtVSiV\nCqpr1FRWq7lYXsX54ksUFF8iK1/NsfSjAAT5OnN9v0Cu7xdIWJC7hLcQApDAFqLVNBotCWnn2b7v\nLHuPn6OmVgNAF29nIrp6EhrkRtcAN+xtVfptT6vl98Mn0Np5kZpdwqmzRazbeZp1O0/TI9CNScO7\nc+OgYJwdbY35tIQQFk4CWwg9VVbV8lN8Jt/8mkZWft0Slz4ejgyK9CM61BsfD8c2bVepUODhYkNk\nRBeGR3ehukbN6cxiDp/KJymjiA83HuOzrYlMGt6dmaPD8PVs236EENZNAluIFhQUXWLbnjR+2JdB\n2aUaVEoFAyJ8GdrLn+5d3Aw+ZG1nq6JPqDd9Qr25WF7NoaQ89iXmsnl3Klt/S2Ps4BDmT4ggwNu5\n5Y0JIToMCWwhGqHVaknOKOKbX9PYc+wcGo0WZ0dbxg0O4broAFyd7ExSh5uzHTcODmHkgCCOni5g\n95Fsdvx+lp8PZTLhum4smBCJl5uDSWoRQpiXBLYQ9dTUqvn1yDm2/JZGSmbdJTsDvJy4oX8g/cJ9\nsbUxz9IFNiolg6P8GRjhx/HU8+z4/Szf7U3np4OZLJgQyYzRodja6HfMXAhhnSSwhQAuXKzk+7h0\nvtubTnFZFQqgV3cvru/bhVALmqmtVCro39OX6DAf4pPy+HF/Bp9tO8H2/Rn8NaYvQ3r5m7tEIYSR\nSGCLTqu6Rs3+hFx2HjzL4eR8NFpwsFMxsn8gw6O7WPRQs0qpYFjvAPqG+bDj97PsT8jhhU/2MaSX\nP3+dGU2gr0vLGxFCWBUJbNGpaLVaktKL2HnwLL8eyaaishaAIF8XhvTyY0CEn96nY1kCR3sbpo8M\nZWgvf7buOcPBk3kcOVXAgokRzBnbExuVrD4sREchgS06vFq1hsTUQvYl5BCXkENhSd2yjW7Odowe\nGMTACD/8vZzMXGX7BHg7c9f0PiSkFbJtzxm++C6JuGM5PLBgID0C3c1dnhDCACSwRYdUWVXLoeR8\n4hJy+P1EHuWX6pYIdbS3YWCELwMi/AgLckeptIxj04agUCjoG+ZDeLAH2/ac4VByPg8t/4UFEyKZ\nO05620JYOwls0WGUVlRzIDGXuOM5HE7Op/ryCmTuLnaM6NuF3t296N7FDVUHDy5HexvmjutJ3zBv\nNv2SypffJxF3PIcHpbcthFWTwBZWrexSDXuOZvPrkWyOpxai0dSt5e3n6UjvHt707uFFkK+Lxczy\nNqXIbl48MN+Nb/eeIT4pn4eX7+Yv03ozY1Rop3w9hLB2EtjC6mi1WhJSC/kuLp19CTm6tbyD/Vzq\nVgjr0fZlQjsaR3sb5oztSXSoNxt+SuGTzQkcTs7nwQWD8HC1N3d5QohWkMAWVqOmVsPPl9fyTs+5\nCPyxlveACF88XCSAmhLZzYt/3DKA9btOE5+Uzz/e+omH/jSIQZF+5i5NCKEnCWxh8WrVGnYdzOTr\nH5PJL7qEUgF9w7y5vm8gXQNcZXhXT65OdtwxtTd7jp5j+/4MnlsRR8yYMP48pbfZVnATQuhPAltY\nLK1Wy4HEXD75JoHcwgpsVApu6NeFG/oHSW+6jZQKBaMGBBEa5M6aH5OJ/SWVhLRCHr99CF185GIi\nQlgyCWxhkbILylgRe5xDSfkolQqGRwdw46Bg3JwlqA0hyNeF++cNYMuvaRxKzufBd37m/nkDGDUg\nyNylCSGaIIEtLIpao2XzL6l88f1Jamo1hAe7M21kKH6e1r2wiSWyt1Uxd1xPwoLc2fxrKktXHeRY\nynnunhltVau9CdFZSGALi3GuoIx3vjpEUkYRLo62zB1XN7tZjlEb18BIP4L9XPjqx2S+j0snKf0C\njy8cQoi/q7lLE0LUIzNNhEX4OT6TB97+maSMIvqF+/DA/IH0DfORsDYRX08n7pndn+v6BJCec5GH\n3vmFHQfOotVqzV2aEOIy6WELs6qsrmXFpuP8eOAs9rYq5t8UQf+evuYuq1OytVEyc3QYYUHubPw5\nhXe/PszRlALumd0PJwdbc5cnRKcngS3MJv9CBS//bz9nzl0k0MeZWydG4u0uC56YW3SYD4G+Lny9\nI5mf47M4fbaIxxcOJTRIljUVwpxkSFyYxbGUAh5a/gtnzl1kaC9//jarn4S1BfFyc2DxzL6MGhBE\ndkE5j763m22/pckQuRBmJD1sYXLf7T3Dh5uOowBmjg7juj4B5i5JNEKlUnLziO6EBrqzftcpPtx0\nnEPJBdw3rz9ebg7mLk+ITkd62MJk1Botn36TwL83HMPR3oa7ZkRLWFuByG6e3D9vAGFB7hw4kct9\nS3fxU3ym9LaFMDEJbGESlVW1vPbZAWJ/ScXXw5F7Zvejexc3c5cl9OTuYs+i6X2YMSqU6lo1b68+\nxCv/O0DRxUpzlyZEpyFD4sLoCksu8fJ/95OSVUJokDu3TYrC0V5+9ayNUqFgeHQXIrp6suGn0+xP\nzCUxrZC/zerLmEHBcgqeEEYmPWxhVLlF1Tzy7m5SskoYEuXHoqm9JaytnJebA3fNiGb6qFCqatQs\nW32IZz+KIzOv1NylCdGhSWALozl4Mo///lhAYUklk4Z3Y9aN4ahU8ivXESgVCkZEd+GB+QOJCPHg\nyOkCliz7ic+2JlJ+qcbc5QnRIUlXRxjFtt/S+Cj2OEoF3Doxkr5hPuYuSRiBl5sDd0ztzcn0C2z9\n7Qwbfkph+/4MFkyM5OYRPeSynUIYkAS2MCi1WsOnWxLZ8msaLo62jO7jJGHdwSkUCnr38CY82IO9\nx3P45VAWH8cmsPmXNG65qSfjhnSV4BbCACSwhcFcLK9m6arfOXr6PH6ejtwxpTf5uRnmLkuYiJ2t\nihsHBTOklz8/x2dy4EQuH6w7ytc/nmL22HBuGtoVB5m/IESbyf8eYRAZuRd5+b/7yS2soFd3L+aN\n74mDnQ35ueauTJiai6Mt00aGMnpgEL8eyWZ/Yh4fbTrOl98nMXlEdyaP6I6/l1wuVYjWksAW7bYv\nIYdlX8ZTWa1m7OBgxg/tilJO8en03JztmXpDKGMGBrM/MZd9ibms33Wa9btO0y/chwnDujKiX6Bc\ne1sIPUlgizbTaLSs23mKL75PwtZGKZPLRKNcnOwYP7QrowcGcSzlPPFJ+RxLOc+xlPM4bTzGmIHB\njBsaQkSIJ0qlfNAToikS2KJNSsqqWL7mMAdP5uHhYs/tN0cR6ONi7rKEBbO1UTE4yp/BUf6cL77E\noeR8DiXn811cOt/FpePj7sDw6C6M6NeFPj285RRAIa4igS1aLSH1PG99GU9hSSXhwR7cMr4nLk52\n5i5LWBEfD0cmXteNm4Z25XRmMcdTz9edGrbnDFv3nMHVyY7h0QEM7R1A/54+cj1uIZDAFq1QU6vm\ny++T2PhzCgpg4nXdGD0wSI5XizZTKhVEdvMkspsnarWGMzkXSUwr5MSZC/x44Cw/HjiLSqmgVw8v\nBkf546ipRqvVyjKoolOSwBZ6Sckq5p3VhzibV4qnmz3zxkXIxTuEQalUSsKDPQgP9mD6qFCy8spI\nPnuB05nFJKYWkpBaCMDaPT8wKNKfQVF+DIjwxVVGd0QnIYEtmlVRWcOX3yex5bc0tFq4rk8Ak0d0\nl5m9wqiUCgVdA1zpGuDKhGHdKLtUQ0pmEQcTz5JXomHH72fZ8ftZlAqI6OrJ4F7+DIr0IzzYQyau\niQ5LAls0SqPR8svhLP63NZGii1V4uzswc3QY4cEe5i5NdEIujrYMiPDDkSJ69ozgXEEZpzKLOX22\niOSzRSRlFPHl90m4u9gxOMqfIb38GRjph4ujHPsWHYcEtrjG4eR8Ptt2grTsEmxUCm4a2pVRA4Jk\neUlhEZQKBcF+rgT7uTJucAiXqmo5nVnMqbNFnDpbxK6Dmew6mIlSqaBXdy+G9KoL8G4BrnLsW1g1\nCWwBgFar5fCpAtbuOEViWt2xwgE9fZkwrCuebg5mrk6Ipjna29Av3Id+4T5otFpyzpeTnFFEcsYF\nTqQVkphWyMptJ/DxcKwL7yg/+vX0lcu8Cqsjv7GdXE2tmj1Hz7H51zRSMouBumOCE4d1JdBXzqsW\n1kWpUBDk60KQrwvjhoRQdqmG05lFJGcUcTqzmO/j0vk+Lh1bGyV9w30Y1sufIb0DZKlUYRUksDup\ncwVl7DyYyQ/70ikpq0YB9An15sZBwQRJUIsOwsXRloERfgyM8EOt0ZKVV0pSRt3Q+aGkfA4l5cOm\n43QLcGVo7wCG9vYnspsXKpm4JiyQBHYnUlB0iQOJOfxyOJuT6RcAcLBXMbJ/INf1CcDb3dHMFQph\nPCqlgm5d3OjWxY1Jw7tRXFpF8tkLJGUUkZpVQsbldc5dnewY3MuPYb0CGBglE9eE5ZDA7sC0Wi2p\n2SUcSMxlf2IuadklACiA8GAPBkb60qeHN3ZyipbohDxc7bmuTxeu69OF6ho1adklJGXUBfjP8Vn8\nHJ+FUqmgTw9vhvb2Z2hvf4L9XM1dtujEJLA7EO3lCTcJlyfaHD1dQGFJJVDXu+gZ4kFUdy96d/fC\n3cXezNUKYTnsbFVEdfciqrtX3f+jwnKSLk9cS0g9z/HU8/x3SyKBPs66ofPePbzlzAlhUhLYVqyi\nsoYz5y6Sml3MiTMXSEwrpLi0Sne/k4MNAyN8ieruRc8QDxzs5O0WoiUKhYJAHxcCfVwYNziE0opq\nTl0+1zsls5jNu1PZvDsVBzsVvUO96RfmQ7+ePoQGecixb2FU8hfcCmg0Ws4XXyIrv4z0nLqATs0q\n4dz5MrTaPx7n6mRH33AfenRxo3sXN/y8nGSdbyHaydXJTneVsVq1hvSciySlXyAlu+SPiWvUfUDu\nG+ZD7x5eRHbzIizYXT4kC4OS3yYLodFoKS6rIv9CBbkXKsgrLCcrv4zM/FKy8sqoqlE3eLyDnYru\nXdwI8nWhi48zXf1d8XJzkIUhhDAim3rrnQOUVlSTll1CanYJadkl7L88XwTqLmzSI9CNqG51I1zd\nu7gR4u8qc0ZEm0lgm4BWq6XsUg1FFyspulhFUWkl50sqyb9QQd7lr4KiCqprNde0tVEp8PFwxNfT\nCT8PR/y8nAjydcHT1V7CWQgzc3Wyo39PX/r39AWguKyKs7mlZObVfaWfu0hqVonu8UqlgiBfZ7oF\n1I2CBfm5EODtTIC3s8xGFy2SwG4lrVZLZbWakvJazpwroayihtKKakoraiirqKa0opqySzUUl9YF\nc1FpFUUXq6hVXxvGVzg52ODr6YSnqz2ervZ4uDng5WqPj4cjnq4OcjEDIayEh4s9HuH29Av3AaBW\nrSHnfDnZBWXkXaggt7Cc3AsVZOaV8dvRcw3aujrZEuDtjL+XE17uDni5OuDpZo+nqwNebg64udjh\n4mgnE906MasI7COn8tFo68JSe+VfQKu5/K/udtBotXD53/r3qdUaatUaamov/6vWUFurpfbq22s1\nVNeouVRVS2X15X+raqmsruVSlZrK6tp6x41zm61bpVTg6mRHgLcTrk52uDrZ4upkh4uTHW7OdrqA\ntpfjXEJ0SDYqJSH+roT4/3E6mFZbd/grr7CCwpJKCi9WUnSx7t+07BJOX15xsCn2tipcnGxxdrTF\nxdEWBzsb7GyV2NmqsL/8VXShmOTzSdjbqrCxUaJSKlAqFSgVCt33f/yrRKkElVKJQoFu5E6hAAWK\nuvNAqfvHwc6GXj28jPVyiRZYRVI881GcWfarAOzs/vhP4O1ui/3ln2uqKggM8MHZwQYnB1ucHGxw\ndrDFybHuezcnO5wcbDr9sLWLgwoPVzmFrCXyOumno7xOnm4O9Ah0v+Z2jVbLxbJqSsqqKCmv5mJ5\nVd3P5dWUXaqmorKWS5W1VFTVcL74Epm5pWgb2T7AnpPJRql9y7KZRtmuaJlVBPbtk6NQKBS6T38K\naPizou7ToPLKfcqGjwEFtjYKbFRKbFRKbG3q/rWxUWJ71b82KiX2tioc7FTY2aqaHI6Oj49n8ODB\npnsRrFR+lm2D3oVonLxO+pHXqSGtVktNrYaqGjXVNWqqqtVU1ag5ejyR0LCeVFWrqVVr0GhArdGg\n0WhRa7R//KvVolbX/au5fPuVkcm67V/eD3UjlzJhzrysIrDnT4g0dwlCCGFxFAoFdraqa4L0Qo49\n/cJ9zVSVMBaFVqttakTFYsTHx5u7BCGEEJfJ6KJ5WEVgCyGEEJ2dnB8ghBBCWAEJbCGEEMIKSGAL\nIYQQVkACWwghhLACEthCCCGEFZDAFkIIIayABLYQQghhBSSwhRBCCCsggS2EEEJYAQlsIYQQwgpI\nYAshhBBWwCqu1hUfH09oRLS5yxBCiE7Psw3XI4+Pj+d4jgMbfkrh34+Pk0uktpH0sIUQQhhdjVoD\nQFWN2syVWC8JbCGEEEanVCjqvpHrQ7aZBLYQQgijU1wObI1c0bnNJLCFEEIYnfJKB1sCu80ksIUQ\nQpiM5HXbSWALIYQwOuXlLrYEdtsZNbBXrlzJtGnTmDp1Kp999hkAxcXFLFq0iIkTJ7Jo0SJKSkqM\nWYIQQggLIMew289ogX3q1CnWrVvHunXr2Lx5Mz///DMZGRmsWLGCESNGsH37dkaMGMGKFSuMVYIQ\nQggLcWWSuAR22xktsFNTU+nXrx+Ojo7Y2NgwdOhQtm/fzs6dO4mJiQEgJiaGHTt2GKsEIYQQFkKl\nrIsbjUYCu62MttJZREQEy5cvp6ioCAcHB3bv3k10dDSFhYX4+fkB4OvrS2FhobFKEEJ0Ulqtlrff\neoO4Pb9i7+DAM8+/RFRU72sedy47i38+9TgXS0qI7NWb5198FVtbW77/bhurVv4XtFqcnJ15/P/+\nSc+ISKqqqrjnr4uorqlGrVYzbvxN/PVv91ns8/vb3XdQUVEBQNGFC/TuE83SZe8Sf/B3Hn/kAQKD\nggC4cex47vrr341as42qrotde3kBFdF6RgvssLAw7r77bu666y4cHR2JiopCqWzYoVcoFLrjGkII\n61BbW4uNjeH/dKjValQqlUG2FbfnNzIzM1i3aSuJCcdY+trL/Hfl6mse96/3l3PrnxYyYdLNvPHq\nS3yzeSNz5s4nMDCI/6z4H25ubuzd8yuvvfIC/125Gjs7Oz748BOcnJyora1h8V13MOL6kUT37W+Q\nug39/D76ZKXu+/977CFGjxmr+3nAwEEsW/6BSeoFyM05B0By8mkozzLZfs1h8ODBRtmuUdcSnzdv\nHvPmzQPg7bffxt/fH29vb/Lz8/Hz8yM/Px8vLy9jliBEp3XuXDYP/eMeInv1JjnpJKGhYTz34is4\nODiSdPIE777zJhUVFXh4ePLM8y/h4+NL7Kb1bN60gZqaGoKDQ3j+pVdxcHDkxef/ib2dPcnJJ+nX\nfyCjx4zlnWVvAKBAwX8+/h9OTk588N7bxO35DYVCwV/uWsyEiZOJP/g7n6z4Dx4eHqSlphDZqzcv\nvPQaCoUF3sItAAAgAElEQVSCmOmTuWnCJA7sj2PhnxcxYdLNBnnuu3/5iSlTpqNQKIju25+y0lLO\nny/Ax8dX9xitVsvB3w/wwsuvAzBl2gw+WfEf5sydT7/+A3SPi+7bn4L8/LrnqlDg5OQE1H1wqa2t\n1R2c3bh+LQCz597SoJatWzbzy087KSsro6Agn8k3T+XuxfcY/fnVV15WRvzBAzzz3Evt2m97dOsW\nAodL6NYjlMH9As1WhzUzamAXFhbi7e3NuXPn2L59O2vXriUrK4vY2FgWL15MbGws48ePN2YJQnRq\nGRnpPPXMC/QfMJCXX3iWDeu+Zv6tt7HszddYuuxdPD29+HH793z4r/f553MvMnbsTcTMmgvAh/9+\nn29iN3HLgj8BkJ+fx8f/XYVKpeKRh+7n0cefov+AgVRUVGBnZ8dPu3ZwKjmZVV+tp7i4mDv/fCsD\nB9X1NE4lJ/HV2o34+Pqx+K4/c/ToYQYMGASAu7s7n3+59prav/9uG1+u+uya24ODQ3ht6dvNPu+C\ngnz8AgJ0P/v5+1OQn98g0EpKinF1ddWNFvj5+VOQn3fNtrZs3sjw62/Q/axWq/nLwgVkZZ5lzrwF\nREf3A64N6vpOJCaw+uuN2Ds4cOefb+WGkaPp1btPg8c8/eRjnM1Iv6btrX9ayJRpM1r9/Or75edd\nDBl6Hc4uLrrbjh87wm0L5uDr58eSBx4hNCy8yfoNwVZVN8JaWytD4m1l1MD+xz/+QXFxMTY2Njz3\n3HO4ubmxePFiHnzwQdavX09gYCDLly83ZglCdGr+/gH0HzAQgMlTprJ2zWqGj7iB1NQUltz3NwA0\najXel//Qp6am8NF/3qestJSKSxUMH/5HUI27aYJuyLp//4G8+86bTLp5KmPHjsfPP4BjRw4zcdLN\nqFQqvL29GThoCCcSE3B2dqF3n2j8/OsCpmdEJDnnzukC+6aJkxutffLNU5l881TjvDB6ij94gG82\nb2JFvaFllUrFqtXrKC29yBOPPkRqymnCwns2u51h1w3H3cMDgBvH3cTRI4euCexXXnvT8E/gsu3b\nv2PGzNm6n6OiehG7dTtOTk7s/e1XHn/0QdZv2mq0/QPYXA5stUYCu62MGtirV197TMXT05OVK1c2\n8mghhKFdPUdEoVCgRUtoaBif/O+Lax7/0gv/ZOlb79IzIpKtWzZzKP533X2ODo667//8l7u4fuQo\n9v72G4vvuoPlH3zYbB12dna671VKFWr1H1dscnR0bKxJq3rY69euYXPsBgDefvdf+Pr6kZ+bq7s/\nPy8P38uTXa9wd/egtLRUd0w+Pz8PXz9/3f2nT5/i1Zee5533/q0L2/pcXd0YPGQo++L2tBjYjb0P\nV2tND1uf53dFcXERJxITeOPNPzpH9Xva148cxdI3XqG4uAgPD89mn0d7qC4Hdk2tzBJvK6u4HrYQ\nom1yc3M4fuwoffv154fvv6XfgIF069aD4qIi3e21tTWczcggNCycivIKvH18qK2t4YfvtjUZAllZ\nmYSHRxAeHsHJEwlkpJ+h/8BBxG5cz5RpM7h4sYQjh+P5xwMPk55+pk21t6aHPfeWBcy9ZYHu51Fj\nbmTd2q+YMOlmEhOO4eLies1wsUKhYPCQofy080cmTLqZb7d+w6gxN+petycfe4jnXnyVrt2669oU\nFV3AxsYGV1c3Kisr646933EnAOu+/gqAefNvvaa+A/v3UVJSgr29Pb/8vIt/PvviNY9pTQ9bn+d3\nxa4dPzJy5Gjs7f+4jnXh+fN4eXujUChITDiOVqPB3f3aDyWGpBsSl1nibSaBLUQH1q1bd9avW8PL\nLz5Ljx6hzJl7C7a2trz6xjLefut1ysrKUKvVzL/1NkLDwll8z33c9Zfb8PTwond0Xyoqyhvd7prV\nX3Do4AEUSiWhoWGMuH4ktra2JBw/ysJb56JQKLhvyUN4+/i0ObDb4/obRrF3z6/MjZmKg4MD/6w3\n2eqhJffy1DPP4+vrx33/eIhnnnqcj/7zARGRUbph408//pCSkmLefOMVoG4Y/LNVazh//jwvPfdP\n1Bo1Wo2G8RMmMXLUGAAy0s80mKxWX+8+0Tz5+MPk5+cx+eap1wyHG+v5Afy4/Xv+/Jc7G7TftfNH\nNm5Yi0qlwt7enpdeXWr0M3ZsbK70sCWw20qhtYJLp8THxxMaEW3uMoSwKufOZfPog/ezeu0mc5fS\nKTzy4P28/uY72NraNrh965bNJJ1I5NEnnjJTZYbl6Wrf8oOuEh8fj8o1hGc+iuO2yVEsmBBphMo6\nPulhCyGEAZjynGZr5GBfFzeXKmvNXIn1ksAWooMKDAyS3rUFmDZ9JtOmzzR3GWbneCWwqySw20ou\nrymEEMLodIFdLYHdVhLYQgghjM5JhsTbTQJbCCGE0Tk62KIAyi7VmLsUqyWBLYQQwuhUSgXOjraU\nlFWZuxSrJYEthBDCJFycJLDbQwJbCCGESbg42VFaUSOrnbWRBLYQQgiTcHWsW1RGetltI4EthBDC\nJFyd6i4CU1wqgd0WEthCCCFMwtOtblnT/KIKM1dinSSwhRBCmISvR92lVHPON35RGdE8CWwhhBAm\n4eNZF9jnJLDbRAJbCCGESfi41wV2bqEEdltIYAshhDAJO1sVbs52MiTeRhLYQgghTMbb3YGC4kty\n1a42kMAWQghhMkG+Lmi1kJZdYu5SrI4EthBCCJMJ8nUB4NTZIjNXYn0ksIUQQphMiL8rAKczi81c\nifWRwBZCCGEynq72ODnYSA+7DSSwhRBCmIxCoSDY14W8CxWypngrSWALIYQwqZCAumHxxLRCM1di\nXSSwhRBCmFR4sAcAR04VmLkS6yKBLYQQwqSC/Vyxt1Nx+FQ+Wq3W3OVYDQlsIYQQJqVSKggP9iC3\nsILMvFJzl2M1JLCFEEKYXJ8eXgDEJeSYuRLrIYEthBDC5CK7eaFUKog7LoGtLwlsIYQQJudob0PP\nYA9Ss0pkWFxPEthCCCHMYkCELwA/H8oycyXWQQJbCCGEWfTq7oW9rYpdBzNRa2S2eEuMGtifffYZ\nU6dOZdq0aTz88MNUVVVRXFzMokWLmDhxIosWLaKkRK7YIoQQnZGdrYp+PX04X3yJ+KQ8c5dj8YwW\n2Hl5eXz++eds2LCBrVu3olar2bZtGytWrGDEiBFs376dESNGsGLFCmOVIIQQwsJd1ycAgO/2ppu3\nECtg1B62Wq2msrKS2tpaKisr8fPzY+fOncTExAAQExPDjh07jFmCEEIICxbo40KIvyvxSXmcKygz\ndzkWzcZYG/b39+fOO+9k7Nix2Nvbc8MNNzBy5EgKCwvx8/MDwNfXl8JCWUtWWL4UA1wKMDzEwwCV\nCGGd4uPjyS2q5lK15pr7Qn0hMw8+Xr+PacM8zVCdYQ0ePNgo2zVaYJeUlLBz50527tyJq6srDzzw\nAJs3b27wGIVCgUKhMFYJQrTIEEFsiH1JmIuObvDgwZw5V0JZRc0194WHazl2Np5j6Zd44PZReLja\nm6FCy2e0wN67dy/BwcF4edWtZjNx4kQOHz6Mt7c3+fn5+Pn5kZ+fr7tfCEMwZQAbUmN1W1KIX6nP\nkmoSHYdKqWBk/yC2/JpG7C8p/GVaH3OXZJGMFtiBgYEcPXqUS5cu4eDgQFxcHNHR0Tg6OhIbG8vi\nxYuJjY1l/PjxxipBdDDWGsZtZaoQb83raukfLIT1GhLlx8/xmWzbc4ZZN4bj7iK97KsZLbD79+/P\npEmTmDVrFjY2NvTq1Yv58+dTXl7Ogw8+yPr16wkMDGT58uXGKkFYsc4WzvqyxNelfk0S3qKtbG1U\njBkUzNbfzrDxpxQWTZde9tUUWiu4tll8fDyhEdHmLkMYmSWGkWgbCe6Oy7MNx5fj4+ObPYZ9RU2t\nhrdXx1NRVct/nhiPv5dTe0rtcGSlM2E2KZnFDb5ExyHvqWgLWxslk4Z3o6ZWw2dbE81djsWRwBYm\nJ3/MOw95n0Vr9evpS4ifC78dPUdimpz2W58EtjAJ6Ul3XvK+i9ZQKhRMvSEUgE++SUAja4zrSGAL\no5I/1uIK+T0Q+uoa4Er/nj6kZBbz86FMc5djMSSwhVFIUIvGyO+E0Nek67pjo1Ly2bYTlF9qeqJa\nZyKBLQxKglq0RH4/hD48XO25cVAwRRer+J9MQAMksIWBSFCL1pDfFaGP0QODCPBy4od9GRxLKTB3\nOWZntIVTROfQEf/wpmSZ5jmFB3fuc5VTMovlfG3RLBuVktljw/nPxmO8v/YI7z86Fge7zhtbnfeZ\ni3azxLA2VdgaQlO1dqYgl9AWLQn2c2Vkv0B+PXqO1T8kc2cHWAFt/Pjx1F+zTKFQNPh5165djbaT\nwBatZs6gtqZAbqvGnmNHDnEJbdGS8UO7knjmArG/pDCyfyARXa37EpwfffRRg5+1Wi0HDhxg48aN\n5OfnN9lOAlu0ikkvR9kJwllfV78WHS3A5Wpgojl2tipm3xjOJ98k8PbqQyx/aAwO9tYbX+Hh4QBk\nZmayefNmvvvuO3r27MkDDzzAqFGjmmxnvc9YmJyxw1oCWn8dNcClty2aEhrkzg39urDnWA4rYo+z\nZP5Ac5fULuvWrePtt99myZIlrFmzBldX1xbbSGALvRgzrCWo268jBbiEtmjKpOHdOXPuIj8eOMvA\nCD9GDQwyd0lt1rdvX4YNG8bnn3/O+fPniYmJISQkpNk2crUu0SJjhLWEtGlZY4BLaFsmY16tSx/n\niy/xwfoj2KiUvPvwjQR4O7dre+ZWUlLC1q1b2bRpE46OjsyaNYvZs2c3+lgJbNEkCeqOydrCW4Lb\nspg7sAEOJeezftdpIrt68vr9I7FRWdeSIk8++WSjt586dYrExESSkpIavV+GxIVJSFBbjvrvhTWE\nt0xIE1cbFOlHSlYxR04V8MV3J/nLNOs61Ss6uvEOaHR0dJO9a5DAFk0wZO9awtpyWVN4y7FtUd/M\nUaFk5pay4acU+vf0ZWCkn7lL0tttt93WpnYS2OIahgprawzq1OwSk+wnLMjdJPtpjSvvlyUHt/S2\nxRX2djbMnxDBR5uO8/ZXh3j/kbF4tGG43hz27t3LsmXLcHV15fnnn8fb25uEhARGjBjRbDs5hi0a\nsLawNlXAmpKlhLklB3d9Et6mZQnHsOv79Ug238WlMyjKj+fuGo5SqTDo9o1h0qRJPPHEE2RnZ7N/\n/37ef/99br31VtasWdNsO+lhCx1DhLWxgrojBnNTGnuu5ghxa+hxg/S6O7sb+geSmlXMoaR8Nu9O\nZdaN4eYuqUVOTk6MGzcOgLVr16JQKKiurm6xnXVNrRMWzdBhnZpdovvq7Oq/FqZ+PVKyiq3i8MaV\nK8ZZ4hr3wniUCgVzx/XExcmWz789wenMInOX1KK+ffuyZ88eAFQqFYWFhdTW1rbYTgJbAO3vXRvq\nD7qEtH7M8TpZQ2hfIcHdubg42TFvXAS1ai1LVx2kotKww+6Gdvz4ce6++24mTZpERkYGs2fP5u9/\n/3uL7WRIXFhEWEtAt139187YQ+cpWcUWP0ReX/3fbRky79h6hngwemAQuw9n858Nx3j4T4NQKCzz\nePZTTz2l+97e3p4ePXrI0qTC+Nob1hLUhmWK8LaWY9tXk2PdHd+EoV05k13Cz4eyGBjpy7ghXc1d\nUqOGDh3apnYS2J2cOYcNJayN68rra8zgtrbQBgnujkylUjJ/QiQfrDvCfzYcI7KbF0G+LuYu6xp/\n/vOfaewErVWrVjXbTgK7EzPXULgEtWkZM7itNbRBFmLpqLzcHIgZE8aaH0+xdNVB3loyClsblbnL\nauCuu+7SfV9eXs7WrVsJDg5usZ0EtmgTCWvrY6zgtvbQBultdzT9wn1JySzmYFI+n207wV9n9jV3\nSQ2MGTOmwc8333wzCxYsaLGdBHYn1Z7etSWH9elM6/hA0DPEfIujpGaXSGhfRXrbHc+0kaFk5Jby\nze40Bkb4MaSXv7lLapJCocDDwwO1Wo1K1fRogKx01kmZOrANHdbWEsxtYcowN3RwW3Nog/S09WFp\nK50159z5Mv6z4RiuTnZ88NhY3F0sZ+nSpKQkfv/9dwCGDRtGZGRki23kPOxOyFrD+nRmie6rI6v/\nPI39nA39QcqaztVujJy73bEE+rgwYVhXisuqeH/tkUYnepnSiy++SHl5OV988QV///vfOX36NKdP\nn2bx4sV88cUXLbaXIXFhVIYIhI4e0Pqq/zoYshdu6GPbMjwuLMnIAUGcOlvM/sRctu/PYNLw7mar\n5dChQzg7O7Nq1So2bdqEp6cnAMXFxcyfP5/bb7+92fbSw+5kTNm7bm9Yd4bedFsZo+dtyN62tfe0\nRcehVCiYO74nDvYqPo5NILugzGy11NTUHQ5wcXHRhTWAh4cHbm5uLbY3WmCnpaUxc+ZM3degQYP4\n7LPPKC4uZtGiRUycOJFFixZRUiJ/kEVDEtStY8jwlln8dWRovGPxcLEnZnQ4VTVq3voinlq1xix1\nhISE8MEHHzB8+HBef/11kpKSSEpK4pVXXmH06NEttjfJpDO1Ws3o0aNZu3YtX375JR4eHixevJgV\nK1ZQUlLCY4891mx7mXRmGNbQu5agNoz2DpkbanjcmofGQSahNcaaJp1dbd3OUxw+VcBfpvZmzrie\nJt9/QUEBb775JkeOHKG0tLTBfVqtln379jXb3iTHsOPi4ggJCSEoKIidO3fqVnOJiYlh4cKFLQa2\n6BwkrA3ndGZJu0LbUKd+WfvxbNGxTL2hB6czi1n9QxLX9wuki4+zSffv6+vL0qVL29zeJIG9bds2\npk2bBkBhYSF+fn5AXfGFhYWmKKHTs/TetYS14V15Tdsa3BLaMgHNkOLj48ktquZStXmGo68YFOrA\n7sRSXvvvr/x5nI9RLhAyePDgZu/Pzs5u9PagoCDy8/N1GXk1owd2dXU1u3bt4pFHHrnmPoVCYbFX\nUxGmI2FtXO0JbgltYSiWMCQOENFTS17ZSZIziijR+jHeDBcImTt3LlqttkH+XRkSf+yxx1i5cmWj\n7Ywe2Lt376ZPnz74+PgA4O3trfsEkZ+fj5eXl7FL6PRMOYGmtb1rU4V1Tk6OSfZzRZcuXUy6P320\nd5i8vSS0hSVQKBTMHBXG8nOH+eSbBAZH+ePRhuPy7REXF9fkfU2FNZjgtK5t27YxdepU3c/jxo0j\nNjYWgNjYWMaPH2/sEkQ7WOPpOTk5Odd8WUIN5q4J2vYBqbOf7iUzxjseD1d7Jg7rSllFDZ9uSTB3\nOXozag+7oqKCvXv38uKLL+puW7x4MQ8++CDr168nMDCQ5cuXG7MEYcEM2bs2VwC2R1M1G7t33pae\ntiHXH5eetrAEw6O7cPhUPj/HZzH1hh5EdTPdaG+vXr10Q+L1T9RKSkpqtp1RA9vJyYn9+/c3uM3T\n07PZLr8wLEseDm8vawxpfTT2vAwd4hLaorNTKhVMub4HH29O4JPYBN5cMspkc6oOHTqk+76qqopv\nv/32mtO8GiMrnYkmGXP4sr29644a1k0xxlC6uSf7WdPwuAyLd0w9At2JDvMm+WwRvx05Z7L9Ojo6\n6r48PDz405/+xI8//thiOwnsDqyj/pHpbGF9NUOGd2tDWy4WIjqaSdd1Q6lU8OUPSajNsAKaRqPh\n0KFDeq36KRf/EFals4f11a68Hu0ZMpfZ46Iz83Z3ZHCUH7+fyOOn+CxuGmb807zqH8OGujVJ/vnP\nf7bYTgK7g7Lk3nVbh2IlrJuWk5NjslPJDHks+4orPW0JbmEO4waHcDg5n69/TGbs4GBUKuMOPtc/\nhq1SqbCzs9OrnQyJC6sgYd2y9gyTm/t49hUpWcUyTC5Mzt3FnkGR/uReqGDvMeP/rbG1tWXfvn0k\nJibqHdYggd0hGaJ3bepLaQrDMUVoG/v9vhLcEt7CVEYNCEShgPU/ncbY18R67LHH+Ne//sXTTz/N\n//73P4qLi3n00UdbbCeBLSye9K5bryO9ZpYS3pZ8mEm0n7e7I9Gh3qRll5CQatxrXCQmJrJu3Tq+\n/vprtmzZgoeHB+np6S22k8AWooNqS2hbUi+7MZYQ3KLjGtE3EIBv954x6n68vLyoqanBw8ODmpq6\ntdWrq6tbbCeTzjqYjtYLMGVPsSTvdJvbuvub/tq6+jDlZDRTkklqwhi6BbgS4OVE3PEcLlysxMvN\nwSj7GTJkCH/729+YM2cOlZWVLF++nG7durXYTnrYotMqyTvd4MuQ2zLENg2ltR96LL2XXZ/0toUh\nKRQKhvUJQK3R8tPBTKPt59ixY6jVatauXUv37t3RaDS8+uqrLbaTHnYHYg29a0uYjWzKIL16X+bq\niXfUnjbIedzCsPqF+7Btzxl+is9k9thwoyxX+vnnn7epnQS2uEZH7bVYQo/XnAHemtA292IqQpiL\nk4MtUd28SDxTyJlzFwk18JoDAAcOHGj2/mHDhjV6uwS2sFiGPH5tCWHdGFMHuDF62sZYSKW1pJct\nDKl/Tx8SzxSy99g5owT20qVLm7xPq9WyYcOGRu+TwO4grGE43BwsNaibUr9ec09ks7ZetoS2MJSe\nXT2xUSnYn5jL7Tf3Mvj2169f36Z2MulMCAtlrMlrHekcbSGMwd5WRViQB+k5F8m7UGHucnQksEWH\nZW296+YYOrj1DW19Jwmae7a4EIYW1d0LgP2JlvMBVwJbdEgdKazrs6TTxSxRR50wKUwvqpsnAAcS\nc81cyR/0CuxNmzbxzjvvAJCVlcWRI0eMWpRoHTl+3fkYIrhlaFyIprm72BPk60JCaiHll2rMXQ6g\nx6SzN954g5ycHJKSknjooYdwcnLilVdeYd26daaoT4hW60w90CvP1ZgT1PSdfGYJs8WNKTxEJrR1\nNhFdPcguKCMxrZBhfQIMtt0PPvig2fvvv//+Rm9vsYe9d+9e3nnnHRwc6pZo8/LyorKysg0lCiGM\npa0fUjpiL1uGxYWhhAXVfUg7mlJg0O1+9dVXlJeXU1FRcc3X6tWrm2zXYg/b3t6+wUovGo3GMBUL\nIQyqJO+02U8F6+i9bNG5dA1wxUal5Ohpwwa2v78/TzzxRKP37du3r8l2Lfaww8LC+Pbbb9FqteTm\n5vLSSy8xcODAtlcqhB46Ys/PFNpybFuf19oSlpQVwtRsVEq6d3ElI6eU4tIqg223oqLpU8XKy8ub\nvK/FwH766af59ddfyc3NZebMmVRWVjb5yUAIYRk603H8xsiwuDCUK8Pix1POG2ybrq6uZGVlXXN7\nVlYWbm5uTbZrNrA1Gg2HDx/mtddeY//+/ezfv5/XXnsNZ2fn9lcshBF09qCqrzWvhSF72XJOtuhI\nwoLrDvEcMeCw+IwZM3j88cdJS0vT3ZaWlsajjz7K9OnTm2zX7DFspVLJsmXLGDVqlMEKFUKYjiUc\n1xbCmgX6uOBgrzLocezbb7+dzMxMZsyYoZsnVllZyYIFC7j99tubbNfipLPIyEgSEhKIjo42WLFC\nCNPRN7Q78iU4hWgrpVJBaKA7J85cILewnADv9o8wKxQKnnrqKR544AFdL7tHjx64uLg0267FwD51\n6hTz588nNDS0wVD4mjVr2lmyEMJUDBXack626IzCgj04ceYCR08XGCSws7Ozdd97edUtgVpSUoKL\niwv5+fn4+fk12q7FwH788cfbXZwQHV1xbkqr23gEhBuhEnGFXL1LGEr45Q+fR04VMGl493Zvb+7c\nuWi12ganTGu1Wvbt28djjz3GypUrG23XYmCPGDGi3cUJ0RG1JaT1bW+MMDf18WzpZYuOwsfDEXdn\nO46ePo9Go0WpVLTcqBlxcXFN3tdUWIMegV1WVsann37KyZMnqa6u1t3+3//+t5UlCtExtDeo27IP\nQwW4PqFtqGFxIToKhUJBWLAHh5LzSc+5SGg7P4ju3r2byMhI/P39yczMJDk5mZEjR+pWFG1Ki+dh\nP/XUU9TW1pKSksKMGTOoqakhKiqqXcUKYa1MEdZN7bf+V3uY8tQ3c5/iJedjC0PRnd51qv2zxZct\nW4a7uzsVFRXccccdrFmzRq/1TVoM7PT0dB555BEcHR2JiYnhk08+4dChQ+0uWAhrY66wbowhgrs5\nLZ2X3dlWPpMLf4grC6gcOZVvkO05ODgQFxfH2LFj+eSTT0hNTW2xTYuBbW9vD4CtrS0lJSXY2dlR\nVFSkV0EXL15kyZIlTJ48mZtvvpnDhw9TXFzMokWLmDhxIosWLaKkpHP9xxfGZaxjtJYU1vW1Nbg7\nUy9bCENwc7aji7czx1MLqahs3+U2NRoNly5d4pdffmHo0KEA2Ni0eIS65cAOCQmhuLiYKVOmsGDB\nAhYsWEBkZKReRb3yyiuMGjWK77//ns2bNxMWFsaKFSsYMWIE27dvZ8SIEaxYsUKvbQlhLpYa1vW1\nJbhbCm1Zz/0Pcs15AdCrhxe1ag3xSe3rZcfExDBmzBj279/PjTfeSGlpKT169GixnUKr1Wr13cm+\nffsoKytjzJgx2NraNvvY0tJSZs6cyc6dOxtMXZ80aRKrVq3Cz8+P/Px8Fi5cyA8//NDstuLj4wmN\nkIVbmmLoPyatPe6nbw+qNcOo7QkLQ/cerSGw62vNBLWWRiRaWkilNZPPzDlj3BCnd8mweB1PV/tW\nt4mPj2fw4MGcOVdCWUX7eqfmdO58GR+sO8rogUE8dvuQdm2roKAAd3d37Ozs9G7TYg/7CrVazaBB\ngxg9ejT6ZHxWVhZeXl48+eSTxMTE8PTTT1NRUUFhYaHupHBfX18KCwv1LlY0Tv6QGI+1hTW0rrdt\nyl62DI0La9fF2xkPV3sOnsyjprbtl5pWq9UUFBRw5MgRDhw4wIEDB5g2bRr79+9vsKjK1VocNN+x\nYwevvvqq7j/ulZO9T5482Wy72tpaTpw4wTPPPEP//v15+eWXrxn+VigUDXrfQgjDKc5NMfriLHKK\nl9BXfHw8uUXVXKpue9BZgi4eCk5m1rLxuzjCAxs/DWvw4MHNbuO+++7jzJkzuLq66m7Lzs5m6dKl\nzHswTA8AACAASURBVJ8/n1tuuaXRdi0G9tKlS3njjTfo378/KpWqpYfrBAQEEBAQQP/+/QGYPHky\nK1aswNvbW7f0Wn5+vm5ZNiGE4ekT2qZcUMVci6nIqmfm1xGGxAFsXUo4mZlAYZUL8wf3b9M2srOz\nrzkUPGvWLDZs2NBsuxaHxN3c3Bg6dCh2dnaoVCrdV0t8fX0JCAjQLWweFxdHWFgY48aNIzY2FoDY\n2FjGjx/f4rZE52Ipk52scTi8Mfo8j+aGxg39fsjQuLBm3QLccHKwYX9iDhqN3lPAGggNDb3mtq5d\nu7bYrske9pVVzSZOnMjatWuZMmVKg4Pj+hwof+aZZ3j00UepqakhJCSE1157DY1Gw4MPPsj69esJ\nDAxk+fLlLW5HiI6mJK/5cy7d/cNMVEn7ybC46ExUSgW9unsRn5TP6cwiIru1fpT43Xff1eu2qzUZ\n2P369UOhUOgmmD377LO6n/U5hg3Qq1cvNm7ceM3tza2VKoQlMGTvuqVw1rdNe0LcFMezW8McQ+My\nLC4MpfflwN6XkNumwB4/fnyjk7d37drVbLsmAzsxMbHVRQgh/tCWoNZ3e20J75ZCu7lj2ca4VrZc\nHERYq/AQD2xtlMQdz+GOqb1b3f6jjz7SfV9RUUFsbGyDy1c3pcnAvvo4dWlpKQcPHiQ4OJiePU13\nxR+hn/AQD4te3KEzLWVp6KBubh+tDW5j9bTbOiwuoS2ska2NiogQTxLPFJKZV0qIv2vLjeoJD2/4\nf7Bfv37MmzevxXZNTjp74oknSEpKAuourD19+nRef/11Fi5c2OJMNiE6K1OE9dX7M+Q+Tblk6RUy\nCU1Yo1496obCDyTmGmR7kZGRqNXqZh/TZGAfP35cd1Wub775hu7du/PDDz+wceNGPv/8c4MUKIQl\nauvxa1OHdVv33dbnZ8wLgpgqtOXqXcJQIrp6ogB+P5nX6rZXFkup/zVjxgxUKhUJCQlNtmtySPzK\nRT8ADh48yIQJEwAIDAyUxU6E0VjKKV2tZc6wrl+DNc0uv5oMjwtr4uJoS7C/KyfTL1BWUY2Lk/5L\njC5duvSa27RaLRs2bGDlypW8+eabjbZrMrC1Wi0FBQW4ublx4MAB7r//ft19VVVVehcmREdnCWF9\nhSFC25QLqVxNQltYk8hunmTmlXIoOZ/RA4P1brd+/fom72sqrKGZwF68eDExMTHY2dnRv39/3USz\nY8eOGXy2qLAs4cEeMnSoJ0sK69Zo6+SzlmaLG+KcbAltYS2iunmy48BZfj+Z16rAbm69cICgoKBG\nb28ysKdMmcLgwYPJz8+nT58+utv9/f158cUX9S5MCGvSEVY3s/ahcSGsRRdvZ9yc7Yg/mY9Go0Wp\n1O9w8dy5cykqKtItQFZdXY2Hh4durZN9+/Y12q7ZtcT9/f3x9/e/5jYhhGX3rq09tC2xl52SWSxX\nxhMNKBQKwoM9OJScz9m8Urp3cdOr3axZs+jVqxfTp08H6iZ2nzx5kieeeKLZdnpfXlOIttJ39rC1\nTjhrq+K8lCa/rJmhzrmX072ENegWUHcO9skz+l8q+rffftOFNcCMGTPYs2dPi+0ksEW7WNofVVOd\nR9ye3rU+oWyK8G5u+N8c52ObiszPEIbUNaCuV30y/UKr2h08eFD3/YEDB/Rq0+LlNYUQhtHW8C3O\nS8HDv/UTxIw1LG6MZUqbYolD40LU5+vpiK2NkoycUr3bPP/88zz88MO606crKytZtmxZi+1aDOwL\nFy6wdOlSzp07x+eff05ycjJHjx5t8gLbQohrtbenfKV9W4JbCGE8SoUCXw9HsvJLUWu0qPSYeDZo\n0CB27Nihu/x0jx49sLW1bXlfLT3gmWeeITo6mqKiIt2GV61a1eKGhTC19g7j6jtDvLXD4dZ+TLot\nLHnteLlilzA0P08nqms1FBRV6N3mwoULlJaWUlxczOHDh/UaFm+xh52Tk8Ptt9+uO9Hbzs4OpVIO\nfQvD6qgTzgwd1m0dHhf/396dh0VZ7v8Dfw8oiyAoyCK4QpoGbuE2omaQZKZJaFpax7TfsTyVX8w0\nl8xOncyrxbD8WpJpePqapiHkyU4mZOFemJm5UEqCKJKD7ALDzPz+QCZQZp9nmZn367q4wmfmnrl9\njHnzuZ/7uW/bcYY4GeLn23h71rWKOoQGmt516/3338emTZvQpUsXfZ42rXRmjMnAbtOm5VMqKytb\n3ceTiIjIFfl6Nw5nl1WZtwro559/jqysLLRvb9kuXyYDOz4+Hv/85z9RXV2NzMxMbNmyBQ8++KBF\nb0IkNDnOanbFoXAiV9TOszGwK2vqzXp+p06d4Ovra/H7mAzsJ598Ejt37sTVq1fxzTffYNq0aUhK\nSrL4jYiIiJxR035Y5g4+Dx06FEuWLMH999/fYqOtoUOHGm1nMrCPHj2KBx98sEVVffToUZMvTK4h\nMtxfdvdik3mMrSUu1eYfRI6oKafN3cjy4MGDAIA1a9b89Rr2uIb9+uuvY+fOnSaPkXNxpA1AxBwO\nN3eGuByGwx15aVKhcIY4CUGj0QIA2ribNyHb2G5dxhgM7MLCQly4cAHV1dXYv3+//nhlZSWuX79u\n1ZsREVmCi6aQI6i4ce26Y3tPE89spNFocPbsWVRVVemPvfLKK1i+fDm6dOli+W5dR48exeeff44/\n//wT69at0x/39fXFwoULzeoUETkfV9xel7d0kTGV1WoAQICfl1nPf/rpp5Gfn99ilnhRURHeeOMN\nTJs2zeDCZAYDe/LkyZg8eTK2b9+Ohx56yJK+k0Ru69oBvxc6xjC2vchxdrgcmBoOd8Xr1xwOJ6Fc\nLW8cdQ7q6G3W84uKivD111+3OPbggw/afg37oYcewqFDh/QXyWNjYzF8+HCzOkVkDmddNEUIrrRo\nCofDyRHodDpculqF8CAftPMyvbwoAERERNxyrFu3bibbmbxCvmnTJrzyyivw9PSEp6cnXn31VXz8\n8cdmdYqI5MdYde2sWF2TUK5V1qG2ToPIcPP/H2s+O9zYsZuZrLDT09Oxfft2/U3ejz/+OB555BE8\n/vjjZneOyFn4h0TatLWmGGyZHW5qONzc69e9utpWHduzurY1rHn9mow5d+Numtt7dDS7TXx8fKsr\nhmZnZ+PJJ5/E+vXrW21n1vaazVdksWZ1FnJMjnRrl9x0CLnN7rd22WM43BWrayIhnS1o3BhrcN8Q\ns9sYCmQAePHFFw0+ZjKwo6KisGzZMkybNg0AsH37dtxxxx1md4zIlM6dO/M6tgnmhrWQ1bVYWF2T\no1A3aPH7xXKEdfJBWCfzi9nbbmv8ea6urgYA+Pj8tWFI165dDbYza3tNPz8/LF++HMuXL4evry9e\neuklsztGROKwZWa4OcQYDpdTWBOZcvoPFerVGij7WXarY0FBAaZNmwalUonhw4dj6tSpKCgoMNnO\nYIX9008/YdCgQfDx8cELL7xgUWfItTjL8qQdQm8ze09ss17PTsPiYswMl0t1bS/2CGtW12TKsTMl\nAID4IaZneDf30ksv4eGHH9Yv+Z2eno6XXnrJ5IRugxX2c889h/Hjx2PDhg1QqVQWdYbImYm55Ke9\nhsLFqq5tYa/qmpU1iaGssg6/XSzD7d06omuIZdtklpaWttifIykpCaWlpSbbGQzs7OxsLFu2DKdP\nn8bYsWMxd+5c7N27FxqNxqKOkWOzx4efrTOGXZW9KmtTYW3P6tpZ/q1ZXZMpB3+5BJ0OGB/bw+K2\nbdq0wblzf91tcu7cObRpY3oOuMFnKBQKxMbGIjY2FhUVFfjyyy+RmpqKl19+GQ888AAWLVpk8sXj\n4uLg4+MDNzc3uLu7Iz09HWVlZZg/fz6KiooQHh6OlJQU+Ps7xw85ic8/pJddVzuTy7C4JWEt9EQz\nVtdELdXWNeCHU1fQ0c8TowZ2sbj9ggUL8Nhjj+H2228HAJw+fRpvvvmmyXZmbS3i5+eHRx55BM8+\n+yxCQ0PxySefmN2xtLQ0ZGZmIj09HQCQmpoKpVKJPXv2QKlUIjU11ezXItNcsTKQ4vqrJSHZIeQ2\niwLYnmEt5lC4tdW13MLaFX+GyDKHfy1GnVqDiSMj0LaNeTt0NRcbG4vdu3dj5syZmDlzJr766iuM\nGjXKZDuT71RQUIB33nkHY8aMwdtvv40HHngA33//vcUdbJKVlYXExEQAQGJiIvbu3Wv1a5F82Pqh\nK6cNJYS6V9lUEFsa7LaGtTMNhTOsSSy19Q3IOV4EX++2GD+ip9Wv06FDB4wZMwZjxoxBx47mLbpi\ncEh8x44dSE9Px7lz5zBhwgT87//+L6Kioizu1KxZs+Du7o5p06Zh2rRpUKlUCA4OBgAEBQVxQpsD\ncIQFVOw9NC4UuawF7kxD4RwGJzEdPHEZ1+sa8Nh9feHjbd7a4Tfr27dvqyudnTlzxmg7g4G9e/du\nzJgxA2PHjoWHh4dVnfr0008REhIClUqFWbNm3bLguUKhgEKhsOq1yTA57trVq6s/fisU9tYve4a2\nOdeypVymlEPhjewZ1qyuhZWbm4via/W4Xq+VuitWq6nTYN+xMrTzdEMX33Lk5ua2+ryYmBijr3Ps\n2DH993V1ddi9ezcqKytNvr/BwN64caPJxqaEhDQu1RYYGIixY8fixIkTCAwMRElJCYKDg1FSUoKA\ngACb34ecgz1WPBO70pYitIUeChcjrO2BYe1YYmJikH+pHFU1aqm7YrVte8+iQaPDU0n9MWJ4D6tf\nx9vbu8X306dPx5QpU/Dkk08abWf51XIz1dTUoKqqSv/9gQMH0KtXL8TFxSEjIwMAkJGRgfj4eKG6\nQCKTy3aI/iG97HJ9Vo7rbtt6D7hcFkix9f8VhjWJ7fylcvz821Xc1qUD7hna3W6vq9VqcezYMZSX\nmx6BNGvzD2uoVCo8/fTTAACNRoMJEyZg9OjR6NevH5KTk7Fjxw6EhYUhJSVFqC64NHsPi9vjOrYY\nw+LNiVVty2kHL2O/ZNj7urVUQ+EMaxKbRqvDrpzzAIC5k/vD3c22S7lN17CbLgkHBQVh+fLlJtsJ\nFthdu3bFF198ccvxjh07Ii0tTai3JQdn741AmkLK2uC2933ZtuB1a04wI2kcPnkZV0prMHZoN/Tu\nZv42moY0v4bt7u5u9jwxg0Piv//+O2pqagAADQ0NSE1NxTPPPIO1a9eivr7exu6SGFg9/EXooWCh\nlyvlLVz2D2v+fJA5KmvqsfeHAvh4tcHM++2zU6W3t7f+y5JJ3QYDe/78+XB3dwcArF69GidOnMC4\nceNw8eJFvPzyyzZ3mByPOR+Ypioocz7shbqdyNpr2+ZWrkKFthjXrR3lFi57YViTub4+fAF19Ro8\ndl9f+Pt6StoXg0PiOp0Onp6NnTt8+DC2bduGtm3b4v7778cDDzwgWgfJNnK8xcscQu6R7Sj3bAPm\nhTWHwi18LYY1melCcQWOnS1BzzA/jLNhkRR7MVhhe3h4oLCwEADQvn17qNWNU/E1Gg20Wse9j84V\nye0DytwPfSGrPksrbSmqbHuEtRxu4WJYkyPSNpto9lSS7RPN7MFghf3888/j8ccfx+TJk3HHHXdg\n9uzZiIuLw+HDh1lhOyB7VdrmzBZ3lP2xLa20zZ2AZo9Z4/YIfl63vum1GNZkgaOninHpajXiBnfF\nHT0D7fraNTU1WLduHQ4ePAgAGDFiBP7xj3+gXbt2RtsZrLBHjBiBTz75BDU1NcjPz4efnx+Kiorw\nj3/8w+TN3UT2IvS1VaEmo9m2g5Z5bcUaCrclrOVy3ZphTZaovq7GN0cL0M6zDR6300Sz5l599VWU\nlpbixRdfxIsvvgiVSoVXX33VZDujt3V17twZzz//vN06SdKSU5VtyT3ZTcEih2valtzmZU2lba+w\ntudQuLXkMhTOsCZL7TlyAdfrGvD/JkWjo5+X3V//5MmT2LVrl/7Pd955JyZOnGiynVUrnTWtVEaO\nR04fXpZWbnK5pm1JZesfEqn/Mud5cuMM162JLHGxpBI/nr6C7qHtMSFWuIlmTSuB3vy9MVYtnJKS\nkqLfIpPIECGuZTvy7HF7BbJY1bUzhLWcfkEl+dPqdPgi5zx0AJ5M6g93d2FW705MTMQjjzyC8ePH\nAwC+/PJLszLVYGAvWLCg1eM6nc6sNU9JvuwxNG6vLTetWa5UyCFyc0NbqhXQ5B7WcsKwJkvlnr6C\niyVVGD0oHP0iOwn2Pk888QT69OmD/fv3AwBeeOEFjBo1ymQ7g4GdlZWFRYsWoW3bW/f7PHDggA1d\nJTkQ6/5sc6psa9cYbx4+9l7OVM6hLWdyqa4Z1mSpmlo1vj5yAV4e7pg9MUrw94uNjUVsbKz+z7t2\n7TJ5HdtgYPfp0wf9+vVDv379bnls7dq1NnST5MLW0LZXlW0P9g5vOS6uIvfqWi5hTWSNb44WoKa2\nAbMm3IFAf2/TDWzQWoZu3boVxcXFSEhIQPfure8GZnCAfvny5fr9rG/2ySefWNlNckXmfJDbcwi2\nc+fOosyCBsTbglOs95EqrO2J1TVZ6rKqGkdPFSM8yBcTRwk/+bOmpuaWL51Oh+LiYiQnJxtsZ7DC\njooyPCTQtWtX23pLsiGnKtve22/aWnXLZWjcnLCW8jYue4Q1q2uSik6nw5f786HTAXMS+6FtG2Em\nmjW3aNGiW44dOnQIy5cvR1JSksF2RmeJHz9+HLt370ZxcTEAIDQ0FPfddx8GDRpkY3dJTsS4nm3u\njHGh9sy2dqKaHIfGbyblULicKmuA1TVZ7tf8Upy/VI4hd4Tgzj7BkvXj3XffBQDMnj3b4HMM/iqx\nfv16vPjii+jUqRMSEhKQkJCATp06Yfny5Vi/fr39e0t0g5AzlIWqNIUaspb7ULg9cKIZSUXdoMVX\nB/PRxl2BJx6IlrQvTSPXEyZMMPgcgxX2559/jszMTHh7t7z4/thjj+GBBx7g8qROxpYq29xhcUvu\nyxaq0gYsv5dbqqFxDoUTCevAz0W4VlmHxLsiER7kK3V3TDJYYet0OrRpc2ueu7u7Q6fTCdopkoYY\nFYolH/K9uvoLVvlZOjHN3JXQ7FURi1VZAxwKJ9dUUV2PfT9dhL+PBx4ee7vU3dHLy8sz+JjBCnvi\nxImYNm0aEhMTERYWBgC4dOkSMjIyuFsX3ULIW7zkVG2bw9ZK2/ytPG2vrqUMa1bXJKXsHwtQr9bi\n75P6wsf71vVGpLJo0SKDy38bDOx58+ZhyJAh+Oqrr5CTkwOg8QNg4cKFUCqVwvSUJCenCWjNNQWL\nUMFtDqE2CWnexpK+SIFhTc7gz2s1+PH0FXQJ9sXYod2k7k4LCoXhfbeNzhJXKpUMZxdkbWhbUmVb\nu864EMEt1PrkloS2vYfAhaqu5YjD4WSpPUcLoNUBfxt/h2DrhRuzc+dOg4+VlRn+DDUa2FeuXMGV\nK1fQp08feHh46I8fOnSIQU6tEmv1M3sHt7mhbeltXjcHcVOA2xLQHAonsl5BcSV+Pa9Cn+4dMTw6\nVJI+7Nu3z+BjxnbuMhjYX375JV555RUEBgaitrYWKSkp6N+/PwDgjTfeMPobAjk+uQ6N38yewS1U\naDdnayXNoXAi6+l0Ovz38B8AgMcnRBkdfhbSmjVrDD724IMPGnzM4FjAhx9+iIyMDOzevRv/+te/\n8D//8z84dOgQAHCWOBllyYeyvYJAyBnljkSI6lpuM8Kb43A4WeK3wjL8cbkCQ+8IRVREoNTdsZjB\nwNZqtfof/hEjRmD9+vVYtmwZvvvuO8l+KyFxifVhaM9AsDW0zb3VS4pKV6rq2l5YXZOUdDod9v5Q\nAAB49L4+EvfGsIceesjgY0avYVdVVcHXt/Fm8t69e2PDhg34+9//jsrKSvv2kGRLjAlogH2Gx5vY\nOkwuxtC4pcwJazlX1wxrklpeQRkullRhRP/O6Bkm7ahRSkpKq8eTk5Mxffp0g+0MVtjTp0/H6dOn\nWxyLiIjAxo0bMXToUCu7SWSYvYdenWWY3NHDWigcDidz6XQ6ZP3YWF3LYZEUrVar/6qqqsJ//vMf\nXLhwwWQ7hc4BLkjn5uYiore067y6OmsnoFkzY9xelXZz1lTb5t7qJWSVba+wBiwLbHuGtVDVNQNb\nGh3be1rcJjc3FzExMci/VI6qGrUAvTLu7IVSpO0+jdj+YVg8c4jo729KRUUFkpOTsXHjRqPPE/8G\nNCIJCFlpC3Vt2Z6vK9VIA4fCSWqN1XUhAODhBOmr69b4+fmhuLgYWq3W6PMY2GQWa6sZaz6whRqK\ntTS0hFhr3NzXMvf1XHEonMgSv1/869p1j85+UnenBZ1OB41GA41Gg+3bt8PNzXgkG510RiQVe05C\nE4s9JqFZEvxC7MTlCEPhAIfDyXzf/VQEAJga31vinvzl22+/xapVq1BYWKi/TVqn0+HMmTNG25kV\n2GVlZThx4gQAoH///ujQgT8srkisGeNNhAhtSzcSEWorztbaWcJVr1sTWeJiSSXOF5VjYO8gRMro\n/8mVK1fi9ddfR79+/Sy6TdrkkPjevXtx77334qOPPsKGDRtw3333ITs726bOEplLiOFZIYfGAcuG\ntC15rqX9cYYZ8kS2aKqup8TJaw0Df39/DB48GJ6envDw8NB/mWKywl69ejW2bNmCyMhIAMC5c+fw\n7LPPIi4uzqyOaTQaTJ48GSEhIVi/fj3Kysowf/58FBUVITw8HCkpKfD35weLoxC7ygYcc3gcEGYy\nmlBh7UjVNYfDyRxXy67j1HkVbuvaAf1v6yR1d1pISEjAtm3bMGHCBHh5eemPu7u7G21nssL28PDQ\nhzUAREZGwtPT/Gn9mzdvbtE+NTUVSqUSe/bsgVKpRGpqqtmvRa5LiHu0LSHE9WJLMayJzJdzvAg6\nAFPu7iW71TnfeecdvPzyyxg8eDCioqIQHR2NqKgok+1MBvY999yD1NRUlJaWorS0FB9++CHuuece\nqNVq1NfXG21bXFyMffv2YcqUKfpjWVlZSExMBAAkJiZi7969JjtJ8iLmjPHmXDm0hXpvhjU5o6rr\navyUV4LQwHYY3k/6X7Zv9vPPP+u/Tpw4of+vKSaHxNeuXQugcWi8uffeew8KheKW1dCaW7lyJRYu\nXIjq6mr9MZVKheDgYABAUFAQVCqVyU4SNXHU4XFbWBLWzn6/NYfDHVdubi6Kr9Xjer3xe43t4UR+\nDRo0Ogzq4YHjPx0T/P1uFhMTY/RxU0PfhpgM7F9//dWqF/72228REBCA6OhoHDlypNXnKBQK2Q1V\nkLDssV+2vdcdF3LWuK2EDGveb01iEmulswaNFumHctHOqw0eTxqBdl5tBX0/a0RHR0On00GhULTY\n/dLm27qafhNourm7iakZbceOHUN2dja+//571NXVoaqqCs8//zwCAwNRUlKC4OBglJSUICAgwFQX\nSIbE2C9brsQKbUcJa1bXJCcnz11FZU09Jo2OlGVYA41D4k3q6+vx1VdfobS01GQ7k9ewv/nmG8TF\nxSE6OhoDBgxA//79MWDAAJMvvGDBAnz//ffIzs7G6tWrMXz4cLz11luIi4tDRkYGACAjIwPx8fEm\nX4uciz0+4KXeklPI69mdO3dmWBNZQafT4cCJy1AogAkje0rdHYOa38rl6+uLhx56CHv27DHZzmSF\nvWrVKrz99tuIioqyety9uTlz5iA5ORk7duxAWFiYwW3GSP6krrKlHBoH7F9pW/NLAMOa6C+FVypR\n9GcVhkeHIjTQR+ruGFRQUKD/XqPR4NSpU6ioqDDZzmRgBwUFYdCgQTZ1btiwYRg2bBgAoGPHjkhL\nS7Pp9YiaSD0JrSlkbQlua6t1VwprDoeTOY78WgwAmBAbIXFPjGu+53V9fT3UajU++OADk+1MBvb0\n6dPx3nvvYezYsS3uv+7ZU77DDSR/9ph8Zm/WVNlNLA1uW4fUuYoZUUs1tWr8cu4qwjr5oJ/MFkq5\n2f79+1v8+cCBA/j+++/1ha0hJgO7tLQUH330EbZt26YfElcoFNi3b5/1vSWnIfWwOCD90HhzYtyr\nbU1Ys7omZ3fsbAkaNDqMU/aAm5tj3X0UGxuLt956y+TzTAZ2Wloavv76a4SEhNilY0RkPVcLayJz\n6HQ6HD11BW3buCFucFepu2PSoUOH9N9rNBr8+uuvLe7CMsRkYHfu3JlhTYKw57C4nKpsIVg7BO7o\nYc3qmsyRf6kCV8uuY0xMF/j7mr90tlTWrFmj/97d3R3dunXDu+++a7KdycAeOHAgFi5ciHHjxrW4\nhj1y5Egru0okDGcNbVcNayJzHTnVONnsPmUPaTtipq1bt1rVzmRgHz9+HADw0Ucf6Y8pFAoGNunJ\n4Tq2EKQObVsmljlDWLO6JnNU1tTj1HkVuoe2R98e8l6Iq/lQeGuUSqXRx00G9pYtWyzrEZEF7D1b\n3N63eUkR2rbOAOeSo+RKjp0pgUbbONlM7ktdNw2F19fX48yZM/q7rfLz89GnTx+kp6cbbW8ysG+e\nft6EFTbJlRChDUDw4LbHrVr2DmsOhZOc6XQ6/HjmCjzaumFMjPwnmzUNhb/wwgtYsWKFftXQn376\nyazi2GRgr1u3Tv99XV0d8vLy0LdvXwY2yZoQC6oIFdz2uqfamcKaw+FkjgvFlVCV12JMTBf4estz\n3fDWnDp1qsUS34MGDcLy5ctNtrN4SPzs2bNcqYxcmj2C254LnwgxBM7KmhxB7pkrAIB7hnSTuCeW\nadeuHdLT05GYmAidToedO3fCx8f0UqomA/tmt99+u9VbbpLzsmXimVCrngm9bKmh0P2tsFy0lcic\nMaxZXZM56tUa/HJOheCO3ugXKe+VzW62atUqLFmyBCtWrIBOp0NUVBRWrVplsp1F17C1Wi1++eUX\nu2wCQiQGKdYad+SwJnIUJ8+rUK/WIG5wN4db2axnz57YunUr6urqAKDFLdPGWHQN293dHd27d+cO\nW+RQmoJNyk1C7EnIoGZ1TY7i2JkSAED8EPlPNjPE3KBuYjSwtVotnnrqKYwePdqmThGZIsZm+9VN\nogAAGe5JREFUIFLv7GUPzhzWROYqrajF+UvliI4MlPU2mvbmZvRBNzesXr1arL6Qg3OE6shRh5Ej\nw/2dPqwd4f8fkoefzt6orgc71mQzWxkNbKBxktnJkyfF6AuRKIQOP3tp6qcj9JVILFqdDsfOlsDL\nwx2xA8Kk7o5dXblyxei+2CavYefl5WHatGmIiIhoMe3c2rVQiQwRe49suV7bFjugWV2TI/njUgWu\nVdYhfkhXeHtafKOT7KjVamRlZSE9PR25ubmIi4sz+FyTf9tFixbZtXNEctM8IKUKb6mqaDmENZEl\nHPXe65udOXMG6enp2LVrF7p3747JkyfjnXfeMXo/tsHAXrp0KVauXGlyMXKi5mzdCETsKvtmYoW3\nHIa55RLWrK7JXHX1DTh5XoXQwHaIigiUujtWS0pKwtWrVzFp0iR8+umn6NGjh1ntDAb26dOn7dU3\nIotIHdpNWgtVS0NcDsHcGrmENZElfjmngrpBi/gh3WS/0Ycxbm5uUCgU0Ol00Gg0Zrdz/AsARCKS\nawBbQk5hzeqaLJF7pgQKBRA32HHvvQaAHTt24OzZs/j888/x6KOPonv37khKSsL48ePh6+trsJ3B\nwM7Ly2t1OFyn00GhUJjc15PIFnKpsp2NnMKayBKq8uu4UFyBAb06IbhjO6m7Y7Pbb78dS5cuxaJF\ni5CdnY0dO3Zg1apViI+Px5tvvtlqG4OB3aNHD6SmpgrWWXJetl7H1r8OQ9uu5BbWrK7JErk3VjZz\n9MlmN2vTpg0SEhKQkJCAkpIS7Ny50/BzDT3g4eGB8PBwQTpIZC6Gtu3kFtREltJqdfjpbAnaebXB\n8H6dpe6OXXz77bc4ePAgAECpVCIuLg7BwcF48sknDbYxuHBK27aOs7coyY89qycGjnVu69JBtueO\n1TVZ4lxROcqr6zFqYDi8PBx/6lVqaireffddBAcHIzg4GGvWrDG6YEoTg3/zzz77zK4dJLIFK23z\nyTWkmzCsyVLHzjbee+0sS5Hu2rUL27ZtQ7t2jdfiH330UUydOhVPPfWU0XaO/6sKuYymIGJwtyT3\ngCayxfW6Bvx6vhThQT7o06Oj1N2xG29v71a/N4aBTYKx1+SzW17XxYLbmQKZ1TVZ6pdzV9Ggcfx7\nr5sbMGAAXnjhBUyZMgVA44j2gAEDTLZjYJPDujnIHC3AnSmIzcGwJms4y73XzS1fvhzr16/H22+/\nDaBx0tncuXNNtmNgk6CEqrJbfa9WAlCqEHe1MDaFYU3WKLlWg8Irlbjz9mAE+ps3bOwIPD09MW/e\nPMybN09/7MyZM+jTp4/RdgxsEpyYoX3LezM4JcewJmsdz/sTgHNV1wBQWFiIr7/+GlVVVfpjO3bs\nwJQpUzB8+HAMHz681XYm98MmIrIWw5qspdXpcPy3P+Ht2QbDokOl7o5dPfPMMygqKoJWq9V/AYBG\no4FOpzPYTrAKu66uDjNmzEB9fT00Gg3uvfdezJs3D2VlZZg/fz6KiooQHh6OlJQU+Ps7/vrMZJyU\nVTZJg2FNtrhwuQJlN/a9doZ7r5tzc3PDihUrWhzLycnBggULjLcTqkMeHh5IS0vDF198gYyMDOTk\n5OD48eNITU2FUqnEnj17oFQqufypC+EHuOvgvzXZqmk4/O47nWs4HAAmTpxo1rGbCRbYCoVCvxF3\nQ0MDGhoaoFAokJWVhcTERABAYmIi9u7dK1QXSIb4Qe78+G9MtlI3aPHLuasI9PdC9G2dpO6O3c2e\nPRvnz5/H5s2b8e9//xt//PEHZs+ebbKdoOMMGo0GSUlJKCgowPTp0zFgwACoVCoEBwcDAIKCgqBS\nqYTsAskQh8edF8OaDMnNzUXxtXpcr9eafO6FkjrU1mtwZ6Q3jv90TITe2VdMTIzRx3NycrBkyRLc\ndddd2LdvH7788ks89dRTGDNmjNF2gga2u7s7MjMzUVFRgaeffhp5eXktHlcoFE5zIzxZhqHtfBjW\nZExMTAzyL5WjqkZt8rk/nD8NAHh4/GD0DHO+OU7vvvsu0tLSEBkZiQcffBCbNm3CrFmzTAa2KLPE\n/fz8MGzYMOTk5CAwMBAlJY3bpJWUlCAgIECMLpAM8QPeefDfkuylplaNsxeuoUdnP6cMawBQq9WI\njIwEAOh0Onh7e0OtNv2LjGCBXVpaioqKCgBAbW0tDh48iIiICMTFxSEjIwMAkJGRgfj4eKG6QA6A\nH/SOj/+GZE8nz6ug0eow5s4uUndFMDeH89mzZ+Hh4WGynWBD4iUlJVi8eLH+vrJx48bh7rvvxsCB\nA5GcnIwdO3YgLCwMKSkpQnWBHETTBz6HyB0Pw5rs7eS5xnlNowaGS9wT4QwePBi//PIL+vXrh2vX\nrmHu3LlYs2aNyXYKnbG7tGUiNzcXEb2jpe4GiYCh7TgY1q6pY3tPi9vk5uaadQ27plaNlR8fRWSX\nDlidfJct3XQY5eXlZq9FwpXOSFZu69qBQeAA+G9EQjiVXwqtDojtHyZ1V0RjycJhDGySJQa3fPHf\nhYRy8nzjcHjsANcJbEs413pv5HSah4Pch8stCTK5/10MYViTUK7XNeDcxTJEdvFHaKCP1N2RJQY2\nOYybw0KM0BMqoFp7XbmHOMOahJRXcA0arQ7Kfp2l7opsMbDJYTlbgMh5NMHZzjXJT17BNQDAkL7O\ntTNXaxYsWID77rsP99xzDwBg/fr1+OCDDxASEoJ33nkHffv2bbUdr2ETyZBcruHLpR/k3LQ6HfIK\ny9DRzxM9w/yk7o7gTp06hbi4OACNt0B/8MEH+Oyzz7B8+XK89tprBtsxsIlkrCkwpQhNBjWJ5dKf\nVai+rsbgPiEusVy1p6cn3Nwa4/fw4cOIiYlBr169EBsbi+rqaoPtGNhEDkLM4GZYk5jO3hgOj+kT\nInFPxNHQ0IDa2loAwMGDBzFw4ED9Y8aWKOU1bCIHI/TKcAxrElteQRnc3BQY2DtI6q6IYuTIkXji\niScQERGBr7/+Gunp6QCAP/74A35+hi8JsMImclD2rrh5vZqkUK/WoOjPKvTq2gE+3m2l7o4oFi1a\nhPHjx8PX1xebNm1Cz549AQChoaFYt26dwXassIkcnK2zyxnSJKXCK5XQanWI6hkodVdE4+bmhhkz\nZtxy3MvLC15eXgbbMbCJnIipe9UZziQ3f1xu3NUxKsJ1AnvGjBkwto3Hli1bWj3OwCZyYgxokrum\nwO7TI0Dinohn7ty5+u/r6urw1VdfISQkBEql0mg7BjYREUlCo9GisKQS3ULbw8/H9H7QzmLkyJEt\n/hwfH4/p06dj4cKFRttx0hkREUmiuLQG9Wot+rpQdd2ayspKlJSUmHweK2wiIpLE5auNi4T0crFL\nN82vYWu1WuTn5+ORRx4x2Y6BTUREkrisagzsnmHm7wntDJpfw3Z3d0e3bt0QHh5ush0Dm4iIJHH5\najXcFEC30PZSd0VUI0eORHl5Oby8vODp6Wl2O17DJiIi0Wl1Oly+Wo3wYF94ebhW7Ziamoq77roL\nw4cPx759+1BWVoYNGzaYbMfAJiIi0ZVV1qFOrXG54XAA2Lp1K7777jts3boVH374ITp06IA9e/aY\nbOdav9YQEZEsXCmtAQD06Oz822neLCAgAP7+/vD390dFReN96MY2/WjCCpuIiESnKr8OAAgL8pW4\nJ+JLSEjAW2+9hcuXLwMAcnJyzLqWzQqbiIhEd7WscXvJsE4+EvdEfO+++y4A4OOPP4aHhwfef/99\n/POf/zTZjoFNRESiu3qjwu7sgoF98uRJq9oxsImISHSq8usI9PdyuRniAKDRaFo97u7ubrSd650p\nIiKSlLpBg/KqevSL7CR1VyQRHR0NnU4HhULRYteuM2fOGG3HwCYiIlGVV9UDAIIDvCXuiTR+/vln\n/fc1NTXIyMhAVVWVyXacJU5ERKIqr64DAHTq4JqB7eHhof/q0KEDHn/8cezbt89kOwY2ERGJquJG\nhd3J3zUDuzV33323wWvbTTgkTkREoiqvvhHYLlphA0B6ejqys7OhUCgQFxeHp59+2mQbVthERCSq\n8irXHhLftGkTtm3bhrFjx+LMmTM4ceIE1q9fb7IdA5uIiERV0VRh+3tJ3BNp7Ny5Exs2bMCkSZPg\n4+ODFStWICsry2Q7wYbEL1++jEWLFkGlUkGhUGDq1KmYOXMmysrKMH/+fBQVFSE8PBwpKSnw93e9\nxd+JiFxVeVUdPNu6w8e7rdRdkYRCoUD79i23FG1oaDDZTrAK293dHYsXL8bu3buxbds2bNmyBb//\n/jtSU1OhVCqxZ88eKJVKpKamCtUFIiKSofLqenTq4AWFQiF1VySh1WpRX984yqDRaPDJJ5+gc+fO\nJtsJFtjBwcGIiooCAPj6+iIiIgJXrlxBVlYWEhMTAQCJiYnYu3evUF0gIiKZadBoUX1djUAXniH+\n2GOPIT8/HwDQsWNHnDx5Eq+++qrJdqLMEr948SJOnz6NAQMGQKVSITg4GAAQFBQElUolRheIiEhC\nubm5KL5WD1Vl4zaSWnU1cnNzJe6VMGJiYow+PnXqVP33mzdvNvt1BQ/s6upqzJs3D0uXLoWvb8tt\n1BQKhcsOiRARuZKYmBjkXypHXsE1ANfQs1tnxMT0k7pbDkXQWeJqtRrz5s3DxIkTkZCQAAAIDAxE\nSUkJAKCkpAQBAQFCdoGIiGSk+npjhe3v6yFxTxyPYIGt0+mwbNkyREREYNasWfrjcXFxyMjIAABk\nZGQgPj5eqC4QEZHMVN0I7A6+nhL3xPEINiSem5uLzMxM9O7dG5MmTQIAPPfcc5gzZw6Sk5OxY8cO\nhIWFISUlRaguEBGRzPxVYTOwLSVYYA8ePBhnz55t9bG0tDSh3paIiGSMFbb1uNIZERGJhhW29RjY\nREQkmipOOrMaA5uIiERTfV2Ntm3c4O3JzSItxcAmIiLRVF1Xw9/Xk2twWIGBTUREoqm+ruZwuJUY\n2EREJIp6tQbqBi3at2NgW4OBTUREorhe17iFJAPbOgxsIiISRU1tY2D7uug+2LZiYBMRkShqahtv\n6fJtx8C2BgObiIhEUVPHCtsWDGwiIhLF9RtD4j7evIZtDQY2ERGJokY/6YwVtjUY2EREJIqa67yG\nbQsGNhERieKva9gcErcGA5uIiETB27psw8AmIiJRXK/jkLgtGNhERCSK2joNFApwpy4rMbCJiEgU\ndWoNPNu6c6cuKzGwiYhIFPVqDbxYXVuNgU1ERKKoV2vh5eEudTccFgObiIhEUafWwMuDFba1GNhE\nRCSKxsBmhW0tBjYREQlO3aCFVqtjhW0DBjYREQmutr5x0RQvT1bY1mJgExGR4GrrNADACtsGDGwi\nIhJcU4XtyWvYVmNgExGR4PRD4qywrcbAJiIiwdXVNw6Js8K2HgObiIgE16DRAgDatmHsWItnjoiI\nBNeg0QEA3N24jri1GNhERCQ4Vti245kjIiLBafQVNmPHWoKduSVLlkCpVGLChAn6Y2VlZZg1axYS\nEhIwa9YslJeXC/X2REQkI+obFXYbVthWE+zMJSUlYcOGDS2OpaamQqlUYs+ePVAqlUhNTRXq7YmI\nSEY0TYHNa9hWEyywhwwZAn9//xbHsrKykJiYCABITEzE3r17hXp7IiKSkQZW2DYT9cypVCoEBwcD\nAIKCgqBSqcR8eyIikkjTLPE2vIZtNcmWnFEoFFAoODRCROQK/vjjAgDgwoV8tNMWS9wbYcXExAjy\nuqIGdmBgIEpKShAcHIySkhIEBASI+fZERCSRzmHhwLFy9O59G2LuCJW6Ow5J1LGJuLg4ZGRkAAAy\nMjIQHx8v5tsTEZFEOCRuO8HO3HPPPYeHH34Y+fn5GD16NLZv3445c+bgwIEDSEhIwMGDBzFnzhyh\n3p6IiGREq2sMbOa19QQbEl+9enWrx9PS0oR6SyIikqkbeQ0FOHfJWvxdh4iIhHcjsRVMHavx1BER\nkeC0rLBtxsAmIiLB6aBPbLISA5uIiIR3I6/duP6G1RjYREQkuKZZ4mQ9BjYREYmGBbb1GNhERCQ4\n3tZlOwY2EREJTsfbumzGU0dERILTcZK4zRjYREQkuKYpZ9yl0XoMbCIiEpx+SJx5bTUGNhERCY6T\nzmzHwCYiIsFxpTPbMbCJiEh4zGubMbCJiEh4N5LazY2RbS2FTif/9eJyc3Ol7gIREd0QExNj0fNz\nc3MtbkO3cojAJiIicnUcEiciInIADGwiIiIHwMAmIiJyAAxsIiIiB8DAJiIicgBtpO6AI7h8+TIW\nLVoElUoFhUKBqVOnYubMmSgrK8P8+fNRVFSE8PBwpKSkwN/fX+ruSqaurg4zZsxAfX09NBoN7r33\nXsybN4/nqRUajQaTJ09GSEgI1q9fz3NkQFxcHHx8fODm5gZ3d3ekp6fzXN2koqICL774IvLy8qBQ\nKLBy5Ur07NmT58gJscI2g7u7OxYvXozdu3dj27Zt2LJlC37//XekpqZCqVRiz549UCqVSE1Nlbqr\nkvLw8EBaWhq++OILZGRkICcnB8ePH+d5asXmzZsRGRmp/zPPkWFpaWnIzMxEeno6AJ6rm7322msY\nNWoU/vvf/yIzMxORkZE8R06KgW2G4OBgREVFAQB8fX0RERGBK1euICsrC4mJiQCAxMRE7N27V8pu\nSk6hUMDHxwcA0NDQgIaGBigUCp6nmxQXF2Pfvn2YMmWK/hjPkfl4rv5SWVmJH374Qf//koeHB/z8\n/HiOnBQD20IXL17E6dOnMWDAAKhUKgQHBwMAgoKCoFKpJO6d9DQaDSZNmoQRI0ZgxIgRPE+tWLly\nJRYuXAg3t79+/HiODJs1axaSkpKwbds2ADxXzV28eBEBAQFYsmQJEhMTsWzZMtTU1PAcOSkGtgWq\nq6sxb948LF26FL6+vi0eUygU3JgdjZcPMjMz8d133+HEiRPIy8tr8birn6dvv/0WAQEBiI6ONvgc\nVz9HzX366afIzMzEhx9+iP/7v//DDz/80OJxVz9XDQ0NOHXqFB555BFkZGTA29v7luFvVz9HzoSB\nbSa1Wo158+Zh4sSJSEhIAAAEBgaipKQEAFBSUoKAgAApuygrfn5+GDZsGHJycniemjl27Biys7MR\nFxeH5557DocPH8bzzz/Pc2RASEgIgMaftbFjx+LEiRM8V82EhoYiNDQUAwYMAACMGzcOp06d4jly\nUgxsM+h0OixbtgwRERGYNWuW/nhcXBwyMjIAABkZGYiPj5eqi7JQWlqKiooKAEBtbS0OHjyIiIgI\nnqdmFixYgO+//x7Z2dlYvXo1hg8fjrfeeovnqBU1NTWoqqrSf3/gwAH06tWL56qZoKAghIaG4vz5\n8wCAQ4cOITIykufISXHzDzP8+OOPmDFjBnr37q2/7vjcc8+hf//+SE5OxuXLlxEWFoaUlBR06NBB\n4t5K58yZM1i8eDE0Gg10Oh3GjRuHZ555BteuXeN5asWRI0ewceNGrF+/nueoFYWFhXj66acBNM6N\nmDBhAubOnctzdZPTp09j2bJlUKvV6Nq1K15//XVotVqeIyfEwCYiInIAHBInIiJyAAxsIiIiB8DA\nJiIicgAMbCIiIgfAwCYiInIADGxyCXFxcZgwYQK0Wm2LY00rsS1evBijR4/GpEmTMGnSJEyfPh1A\n461XSUlJJl9/8eLF+OSTT0w+78iRI9i/f7+VfwvrvPfee6ivrxf1PYnI/hjY5DJqamqQmZlp8PE5\nc+YgMzMTmZmZ2LJliyB9OHr0KA4cOGBVW41GY1W7tWvXQq1WW9WWiOSD+2GTy3jmmWewdu1a3H//\n/fDw8BDsfd577z3k5+ejsrIShYWF6NatG9asWYOCggJs3boVWq0WBw8exP333485c+bgu+++w/vv\nv4/6+nq0bdsWS5YswcCBA3HkyBH861//QnR0NE6dOoXk5GQMGTIEr7/+Os6ePYu6ujoMGzYMS5Ys\ngbu7O9auXYv//Oc/8PT0hEKhwObNm/HOO+8AAB5++GG4ubnh3//+N/z8/AT7uxORcBjY5DKio6MR\nFRWFTz/9FDNnzrzl8dTUVGzfvh1A45rMc+fOtfq9Tp48iR07dqB9+/Z44oknsGvXLkydOhUPP/ww\nampq8MILLwAACgoKsG7dOnz00Ufw9fXFb7/9hr///e/Yt28fAOD333/HK6+8gkGDBgEAli1bhiFD\nhuC1116DVqvF888/j88//xwJCQn4+OOPsX//fnh5eaGqqgpeXl5YsWIFtmzZgq1bt+q3PiUix8TA\nJpeSnJyMv/3tby32om4yZ84cPProo3Z5n5EjR+or2f79+6OgoKDV5+Xk5KCgoAAzZszQH2toaMDV\nq1cBAN27d9eHNQBkZ2fjxIkT2LRpE4DGNdtDQkLQvn17dOvWDYsWLcLIkSMxZsyYW3aUIyLHxsAm\nlxIREYG77rpLH3hC8fT01H/v7u6Ouro6g88dNWoU3njjjVuOnzt3Du3atWtxTKfTYd26dejatest\nz//ss89w7NgxHD58GElJSdiwYQP69Oljw9+CiOSEk87I5Tz77LPYsmULqqurRX9vX19fVFZW6v8c\nGxuLnJwc/Pbbb/pjJ06cMNg+Li4Oqamp+glopaWlKCwsRFVVFUpLSzF06FDMmzcPvXv31r+mj4+P\nftcrInJcrLDJ5YSGhmLSpEnYuHGjWc/Py8vD6NGj9X8eMWIEVq1aZdV733PPPcjIyMCkSZP0k87e\nfPNNLFu2DLW1tVCr1bjzzjvRv3//VtsvXboUb775JiZNmgSFQoG2bdti6dKlaNu2LZ599lnU1tZC\np9Phjjvu0O/bPnv2bPztb3+Dl5cXJ50ROTDu1kVEROQAOCRORETkABjYREREDoCBTURE5AAY2ERE\nRA6AgU1EROQAGNhEREQOgIFNRETkABjYREREDuD/A1GUlFig7CjdAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# make plot\n", "g = sns.jointplot(data=nfl_trends, x=\"NFL\", y=\"Trump 2016 Vote%\", \n", " kind=\"kde\", size=7);\n", "\n", "# change x/y labels on the two axes that hold the marginal distriubtions\n", "g.set_axis_labels(\"NFL Interest\", \"Trump 2016 Vote Share\")\n", "g.ax_marg_x.set_xlabel(\"Marginal Distribution of NFL Interest\")\n", "g.ax_marg_x.xaxis.set_label_position(\"top\")\n", "\n", "g.ax_marg_y.set_ylabel(\"Marginal Distribution of Trump Vote Share\",\n", " rotation=270, labelpad=15)\n", "g.ax_marg_y.yaxis.set_label_position(\"right\")\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we can look at the pairwise distributions of all variables together." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ebenmichael/anaconda3/lib/python3.6/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n", " (prop.get_family(), self.defaultFamily[fontext]))\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABNcAAATcCAYAAACnLGPnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsvX1wHPd55/ntt3nHABiAIARSJMUXUZFoiiIl2qIlxRZl\nW1J8FcWbyN5kVXu+ush3G8dRHHsrqb1UUrXJbUVxfMxe7V2kTXKRpaS09JvkOKIikZRF0ZRF8000\nX0SKoEAAxBsxA2Dep99+90dP9/RMdw9mgBlgBnw+VbaInp7u38x8f0//+unnhWOMMRAEQRAEQRAE\nQRAEQRAEUTf8cg+AIAiCIAiCIAiCIAiCINoVcq4RBEEQBEEQBEEQBEEQxAIh5xpBEARBEARBEARB\nEARBLBByrhEEQRAEQRAEQRAEQRDEAiHnGkEQBEEQBEEQBEEQBEEsEHKuEQRBEARBEARBEARBEMQC\naSvn2smTJ5d7CPNy/vz55R5C3dCYm0szddtO30Mzoe+h8dSq25X63a/UzwWs7M928uTJtvx87Tbm\ndhsv0Npj9rK3rThmGlNttOKYGk272lugfX+fdh030DpjX8h9WauMvRrtMEagPca5mDG2lXOtHcjn\n88s9hLqhMbcv9D0Y0PewfKzU736lfi5gZX82oD0/X7uNud3GC9CYGwWNqTZacUzNoF0/J4176aGx\nN5d2GCPQHuNczBjJuUYQBEEQBEEQBEEQBEEQC4ScawRBEARBEARBEARBEASxQMi5RhAEQRAEQRAE\nQRAEQRALhJxrBEEQBEEQBEEQBEEQBLFAyLlGEARBEARBEARBEARBEAtEXO4BEASx/Jy6NIWDx4cx\nEc+gvyeMR3avw86tfcs9LOImhLRILDekQaLVIY0SNxOkd+JmgHS+MiDnGkHc5Jy6NIUXX7tg/T0+\nnbb+JqNOLCWkRWK5IQ0SrQ5plLiZIL0TNwOk85UDpYUSxE3OwePDrtsPeWwniGZBWiSWG9Ig0eqQ\nRombCdI7cTNAOl85LJlzTdM0PPHEE/jKV74CAJidncWXv/xlfPazn8WXv/xlzM3NLdVQCIKwMRHP\nuG9PuG8niGZBWiSWG9Ig0eqQRombCdI7cTNAOl85LJlz7Tvf+Q42bdpk/f3888/j/vvvxxtvvIH7\n778fzz///FINhSAIG/09YfftMfftBNEsSIvEckMaJFod0ihxM0F6J24GSOcrhyVxrk1MTOAnP/kJ\nfv3Xf93adujQITzxxBMAgCeeeAIHDx5ciqEQBFHBI7vXuW7f67GdIJoFaZFYbkiDRKtDGiVuJkjv\nxM0A6XzlwDHGWLNP8rWvfQ1PP/00MpkM/v7v/x7PPfcc7r33Xpw4cQIAwBjDfffdZ/3txcmTJ5s9\nVGKFs2vXriU/Zzvo9sp4HmeuZjCTVtEdEbFjYxibbwks97CIIjeTbkmLK4d21S1p8OamHXRLGiUq\naQfdLhTS+8plJeu2Xkjn7UM13Ta9W+hbb72FWCyGbdu24b333nPdh+M4cBxX0/GWYxLWw8mTJ1t+\njJXQmJtPtbF6tV6u1pLZfG1weAqb1vUtul3zLgBfXPC7l59200O7UMt3av/uvTS7/9BlHDg2hFRW\nRkfIh8f2bMCTe293PydaQ4srWVMr+bOZeH2+Wlrdc5emcG1mGAU9g+7uMLZsce5Ty3Hqod1+k3Yb\nL9D6Y3YbmznmSr1tGFiF7m6/q0YbrU2vMbUSNKblpZ7PuRB9uq0LFqvzar9Ps+fQYmhnXbXS2Osd\nh9vYG62Teta/budm6ZGGfL834zWkksWMsenOtVOnTuHw4cM4cuQICoUC0uk0vvGNb6CnpwdTU1Po\n6+vD1NQUYrFYs4dCEC2HV+vlK6OzePfsmGO7iflvBmrXTLQGXlo+cnoUR8+UtJzKyNj/5mUA8HSw\nEUQzqKXVfaP2IYhGUam3wdEZHD8/gZ7OAEIB0XN9AJA2idaiUbazmTaY7DtRC8upE69zf2KLhMW6\nrEj/i6fpNdf+4A/+AEeOHMHhw4fx7W9/G5/4xCfwrW99Cw8//DBeeeUVAMArr7yCvXv3NnsoBNFy\neLVefv3YkOv2Q8eHqV0z0ZJ46dLuWLPjpXGCaBa12M5G7UMQjaJSb8mMUvyvXLad1gdEq9MofTZT\n5zSHiFpYTp14nfvM1cV3FiX9L54l6xZaydNPP42f/vSn+OxnP4tjx47h6aefXq6hEMSy4dV6OZmV\nXbdPJDLUrploSbx0Kaua6/aUh8YJolnUYjsbtQ9BNIpKvSmqbvxX08v3o/UB0eI0Sp/N1DnNIaIW\nllMnXueeSatNOzbpv3aW1Ln28Y9/HM899xwAoLu7Gy+88ALeeOMN/MM//AO6urqWcigE0RJ4tV6O\nhnzu+8fC1K6ZaEm8dOkTBdftHR4aJ4hmUYvtbNQ+BNEoKvUmicbSXRLKl/C0PiBanUbps5k6pzlE\n1MJy6sTr3N2RxVf7Iv0vnmWLXCMIwrv18qN7Nrhu37t7HbVrJloSL10+sGPAdbuXxgmiWdRiOxu1\nD0E0ikq9RcNS8b/lDyhofUC0Oo3SZzN1TnOIqIXl1InXuXdsXLwDjPS/eJre0IAgCG/M4pCHjg9j\nIpFBfyyMvcWuLJvXdrluNzl0fBiDI1kM9EYcrxHEUlNNywOrInjd1i300SrdQgmiWVTTaKP3IYhG\nUam3zWu7sXd3FNfGklXXB6RNotVolO1spg0m+07UwnLqxOvcLD3StGOT/muHnGsEsczs3NrnarS8\ntttfa4d2xsTNg5dmn9x7OznTiJagml1t9D4E0Sjq0Rtpk2hlGqXPZuqc5hBRC8upE7dznzy5eOea\n17GJ2qG0UIIgCIIgCIIgCIIgCIJYIORcIwiCIAiCIAiCIAiCIIgFQmmhBNGinLo0hYPHhzERz6C/\nJ4xHVkDO+0r8TMT8LPZ3J90QS0mj9Ea6JZpFPdoiHRKtTCvosxXGQLQObnpYqZD2Gw851wiiBTl1\naQovvnbB+nt8Om393a5GbyV+JmJ+Fvu7k26IpaRReiPdEs2iHm2RDolWphX02QpjIFoHLz18YouE\nlVbhmrTfHCgtlCBakIPHh123H/LY3g6sxM9EzM9if3fSDbGUNEpvpFuiWdSjLdIh0cq0gj5bYQxE\n6+ClhzNXM0s8kuZD2m8OFLlGEC3IRNzdiE8k2sO4u4UZt/tnIhbGYn/3au+ncHai0UzEM8jmVSQz\nMhRVhyTyiIZ9ddspsndEs6jUlqnXkak0nn3xRJkdJB0SrYyXPgevz+HZF08sybWd5ghhx0sPM2m1\nKedbznUsab85UOQaQbQg/T1h9+0x9+2thBlmPD6dBmPMCjP2S4Lr/u3wmYiFs1gte73fJwmuOjt1\naWrBYyUIvyQgPpeHouoAAEXVEZ/Lw+dhv7xoZxtOtDZ2bWXzqqVXSeAddpB0SLQybvrM5lXMpQtL\ndm2nOULY8dJDd6Tx8Uhe90tLtY4l7TcHcq4RRAviVTxzbxsU1fQKM/aiHT4TsXAWq2XPQrLMfTOF\nsxNNwUNvXrSzDSdaG7u2khnZ+nc0LFn/Nu0g6ZBoZdz0mczIZVo2ada1neYIYcdLDzs2Nt7htNxp\nmaT95kBpoQTRgpghwYeOD2MikUF/LIy9bZLy5hVmLKsannr8zrb8TMTCWayWvd7/0oGLrvtTODux\nGAqKhp5OP5IZxZYWKkFWtbqO0842nGht7NoamUpbGg0FSg4J0w6SDolWxk2f2YKKkN95e9qsazvN\nEcKOlx5YeqTh51rutEzSfnMg5xpBtCg7t/a1pYHr7wljfDrt3B4LV/1MVD9r5bJYLbu9/+DxYQyO\nzjicIJvXdi92uMRNjGG/WJmjAnCmSdRir9rVhhPtAQMgibxrVKVdr6RDopWp1OezL55Y8ms7zRHC\njpseTp5svHOt2v1SM6H7reZCaaEEQTSUhYQZL3fdAaL92DAQRXyuUFEbq4D1A9FlHhnRztRiv8he\nEcuJXX/RkM+yfdm8Yu1DaT1Eu0LXduJmYTnSMmn90nwoco0giIaykDDjanUH6GkK4cbQWBI9nQGj\nq6NmFPOOhn24NpZc7qERbUwt9ovsFbGc2PUXCogADDuYyirYvLab0nqItoau7cTNwnKkZdL6pfmQ\nc40gWpRqYbvma4PDU9h04UTLhfQeOT2Kn52fgKJqGBpPQZL4quNb7roDRGOoJ9R838un8M6ZMSiq\nBkkU8OCOATzzpZ01H3cinkEoIBZvLkuQZohGwAAw5t7HYCKeQSJZQDJTgKYzCDyHaNgPnufK9tt/\n6DIOHBtCKiujI+TDY3s24Mm9ty/J+ImVhd0Gjscz4ADkCio0ncFUHQNwYSiB9QPRlloPEEQ1Ku0k\nYwzdHf55r+1u6wIAy5ruRul2hBde2qgnJXm++8LvHo3jH995u6r2zPutbF41HNjF1Otcob66so1i\nJc4Zcq4RRAtihu2amGG7Jua/WcVrrWCQ9r18CodPlGoTKKpm/e3lPFmuugNE46im2Upd1qMRr+MG\nfCLysuoYB2mGWAy16FhWdcyk8tY+ms4wk8ojGvZZ2/Yfuoz9b162/k5lZOtvcrAR9VCpSVnWIKs6\nOBSdwMXtHEhnRHvhZicVVQdjQCzqL9vXfm13s9PP/eB9AJzllFvqtXE9ayDi5qIR2qjlvjCTVREO\n+aoev78njMHRWcTnSmsYRdUxly7g1KWpJXdGr8Q5QzXXCKIFqRa2u9ytm+fjnTNjrtuPemwHqB30\nSqAeXdajEa/jekGaIRZDLTqeSeZd97FvP3BsyHWf1z22E4QXlZpUdaMWVWVUpf1v0hnRDrjZSYHn\nkMwUHNvt13Y3O53MKEhmZMf2pVobt/ranFg+GqGNRt0XPrJ7nes8iYalJdfqSp0zFLlGEC1ItTRJ\nxoBsXkEyo6Agq0jlsoiGpXnT4ZYq9FZR3UOLZY/tQPW6AysxZHglUk2zlb+homgA59xXVjXHvoPX\nZxHyOy9VsqrhqcfvXFStCtIWUYmR8plHMiPbUj59ZSmfBUUDz3HQ9JI7Q+A5FJSSjUtlnYvXatsJ\nwotK28rccpWLFBQNAs+RzoiWxX7dTczlIQgceK5kX3meg86Agd6I57Xdbb2hqDp0xjARz9q6jPo8\n00kbXVaFypsQXixUG5XlAKIhn2u6tNc1we34O7f2IRrxIZmWUVA0MMbAgUMyo2Dw+qzjvM1cG6/U\nOUPONYJoQaqlSSaSeQxPlJ7qmZ2UYtGg5/GWMvRWEgVXB5tPFKq+z63uwEoNGV6JeGnWJwqO39DK\nZ6pwsIk879g3mZYBxhAKSOXni4XrqlVRCWmLcENWNMykSvbVSPksoCNUSvn0SwJkRYPtfhA6Y/BL\nJRvXEfIh5fJ02H4cgqiFStvKcRxYFQ+bpjP4eZenFwSxzFRed3keUDUdosCXOdi6In5886l7PY/j\ntt7gOEBTGRTO3mU0j1hnwPX8jS6rQuVN2ot0TkHILzpqpTaDhWijcq6AoZjKGShzsPXHwpaWaz3+\npjVdGBydQXxOh7mQMVJDZew/dBnvni1lkTRzbbxS5wylhRJEC7KgNMkq14elDL19cMeA6/YHPLZX\nY6WGDK9EvDTrRiQouRaK7+70O7ZFwz4kM4pj+2LTP0lbhBuzKWc6EgDMpkvbu6MB133s2x/bs8F1\nn0c9thOEF5W2VSjeDJL7jGg3Kq+7Zp1KTStfEcxnJ73WG4LgMitsh27mdZ/Km7QXc+mCFanuVr+3\nkSxEG865Yjxgrkzp3Lt7Xd3HN1JDnevqaNjnWVKgGWvjlTpnKHKNIFqQammSLx24aLUpL8il0HdZ\n8U67XMrQW7Mg/dEzY5BVDT5RwANVOkFWY6WGDK9EvDT70oGLjn1Xx0IAspAVvUwjwxMpR0RGKCCC\n47iqKSILgbRFuJFXNIgCD01jYDDSJQSBQ0Eu2VefyKO7I+DoFuqTSs8rzWLyr9u64D1K3UKJBVBp\nWwM+AQGfgFxBhao5H1MIPAddr5I7ShDLROV1N1Z8IJHMyOA41Gwn3dYbuYIKxhiSGcWWFiqVlSRp\n5nW/2rqdaE0YjK7LuYIKgecQDkoI+UUIQmNjjxaijUqtmtkbqawCnudcj/Hdfz0Dmbm/VjmezogP\nc2kZiqZDEoz7yFBAxMhUGp0RZ4R9M9bGK3XOkHONIJaZarntDEZ9Ffsy2QyjDQVEZLJZhEMhY3uV\nMNqlDr195ks7F+RMq8TsamNvFx0N+7B5bVcDRkk0miujs7gwlEAqKyORLGD9QNRTe/fc3udI+3j2\nxROu+3ZH/a5zYTGs1HB0YnF0hHyYSzuj1+zpnP09YTDGqnazA4DNa7twx4aYZdvd7Faz6v8QKwt7\nCvyzL57A4OgMGDNSm+yYqXWMAV/f9zbVkiRaCrfrbsAnQuB5dHX4Pe2kG5VlIcz1g1sJiWrnr9zH\ni1rrUDV6rUIsDZrOkMzISGVk+H0CwgEJAZd6vyb11iWrt4yJm1ZDAQmb13a7pkzv3NoHlu7Brl27\najr+xjVdrnMhGvJZdb3tTurNa7trHns9mN+L+X2+dOAiDh4fbuvrFqWFEsQyYubUj0+nwRizctv3\nH7rsuv3UpakFhdG2a+jthoEo4nN5KGp5DY31A9FlHhlRyf5Dl7H/zctGnSkGpDIy9r95uSyax46b\n9tx0ms2rSMzlXOfCYmjXOUE0l7u39ELVdLDirREDg6rp2L6l19qnFu142Xa7bsv2ARqmbWJlY1wX\nC1BUHZXlghhj0HQGn8Q31F4SRCOotJ3ZvIr4XB6SyC1ar7XY5YVe9+u25zT32hYGIC9riCfzmIhn\njOZGml62z1L81s1eo3odf/uWXuv6ApTqejfzvmulzR1yrhHEMuJV/6FazvvOrX146vE7MdAbAc8Z\nHZWeevzOeZ+YWO/huZre0woMjSXR0+mHJBqmShJ59HT6cW0sucwjIyo54KHZsx9O16w9N53GogHH\nk2hg8fUf2nVOEPMjq/r8O3m9V9HR3eG36loJPIfuDj8UpXTMWrRTS20fqvtHLATjuhgwrotchXeN\nMzRb2e+ANEW0ApW2U1F19HT6Hdf4hei1Fru8kPUzQPb8ZkXTGVJZGROJLOayKrJ5BYyxJfmtm71G\n9Tq+rOi264t53xVo6n3XSps7TU8LLRQK+K3f+i3IsgxN0/C5z30OX/va1zA7O4vf//3fx/Xr17Fm\nzRrs27cPnZ2dzR4OQbQUXvUfklkZksg70iHtOe/1hp5XC0leqrbL9Z5nIp5BKCA5Fl5UF6v1SGVl\n6Iw5alWlskbx1Vr1WqnTr+97G4lk3nh6aNW38jWkw9Niuo0SrUsyq2F6NofOiA/SPF2KK5mIGzWt\nZEW0bG/AJzhsznzaMQslV9PtUtb9WyobTzQfQzfFyErGrObLxt8AOFhRB9Z7atQU6YRoNnbb+fV9\nb7t2vh28PotnXzxRVYf7D13GAVtNy8eKtdrm06t5/pMnT9acQleLra7VntMca08U1egcPpeWMTqV\nAs8ZnZvtNPra3eyUSbd1zEsHLiIUEMs6kmbzCk5fnlpwqYFKza/vLsA+8+pZC7XD/Gl65JrP58ML\nL7yAH/3oR3jllVfwzjvv4MyZM3j++edx//3344033sD999+P559/vtlDIYiWo7/Hvc5DwCe4pkP6\nJKHhqURLFY67kPN4fT9UF6v1CEiCazodz3OL0pesaJhJGYXjAeNJ4kyqgEKVBh4EUVA0TM3kMJPK\nO1I6quGXBNeUCF+dTjpP3doaIyyVfVtpKRc3O2UadXlgoenM4bCotaYU6YRYStxsYDavYC4tV9Wh\nVxmK/YcuL9k4AWc9t/n2oTnWOuTyC+sQqjOGWDQARdWhqHqZvW3GvclSa6ZSx9m8gvhcwXg4voDz\nu43/0PtzZe+vdS3ULvOn6c41juMQDhtfjqqqUFUVHMfh0KFDeOKJJwAATzzxBA4ePNjsoRBEy+GV\n894V8btuB2t8+OxSheMu5DxUF6t96Orw0KwHteprNuUsLg8As0n37QRhJ5tXMTmTxVy6sLgOinUG\nSnrq1tYsYans20pLuSBKVCralKlaofVaNEU6IZYaNxuYzCiIhp3dCu069CpD4VVSZbE0qp4bzbHW\n4Q/+6xH81T+exBvvXcPYjbRrBKUXe7YPACjWuNQMJ5uq6Xhw55qGj3OpNVOp42TGaJpTOSdrPX8t\n4691LdQu84dj9ahpgWiahi984QsYHh7Gb/7mb+Kb3/wm7r33Xpw4cQKAIc777rvP+tuLkydPNnuo\nxAqn1hDwRjKfbq+M53HmagYzaRXdERE7NoZx+P055BUd2YIOTQMEAQj5eQR9vGdqHc8Bv/251XWP\n7/nXJxt6vEafx+372XxLoGHjagdaUbeVPP/6JFI5DZmCDqYDHA+E/TzyMkNvp7MCQa36+vP/cR06\nY9AZDOFzxnt5nsN/erLxCxmicSyXbqeTiutrPMch6OcRkDhHOofJ869PIq8wZAuazfYKCPq4uuxh\nrbpdCvu2VDZ+pdDq9tau0bxc/styHKw00YGYVJemSCftTavr1otKGzieUOCTnPbZrsM//x/X3Q/G\noWnrglps9Xz70Bxzsly6/dN/Gi3b1hHksb7Pjw19fqzp9UESqj9RG74h4+JIFnNZDZ0hAb90awjr\nVhmlH/wih4CPt2q3Lobl0Ixdx4mUiqBfgL9iTtZ6/lrHX8v8aqX5U023Ta+5BgCCIODVV19FMpnE\n7/zO7+Dy5fKwXY7zXuhWshyTsB7qyeFvFWjMzafaWLlLU7g2M4yCnkF3dxhbtqzDtZlhjE+nEavY\nd6A3Agbg/NU4kpkCNI1BEDhEw35s22i0YPaqQ+HFpgsnXNsxD/RGwEVubVhue7XzVPt+dgH44jzH\nbjc9tAu1fKfmd+/1+86lZcxmFOQKpRD8oF/EprWdOHSBObRVWU8hFJCQl50poNGwr6m/+UrW1Er+\nbABwajCD3/jcLgQDziXO+atxHD4zjkQyj4FVEYdNM3XsZnvt39m+l0/hnTNjUFQNkijgwR0DeOZL\nO63XO1+LGylLFVTq1rT/idQUurtj2LJlYTa2Wh2ShdrearSjhlp9zG5jcxvzpgsnMDg6C1mVAZQ7\nks2aaz5RQCgURnd3GFwwikMXkvNex2vVSSt+jzSm5WUxn7Nyjffsi/PrsPO1OObSBUeN11BAdF1X\nuGH/fWqp4+S2Fq1834aBVeju9pet5yuvL4OjM0hmFFs9ZQmb1nbX/B22s65aaewf29SLD64lrBIQ\nqZyOc9dyOHctB0nkcfu6bnxsUw+2bepFb1cQ586dw7Zt26z3bwPw+Dzn8IkCwkERQb9Y5ueop25Y\nLXbZPN7g8BQ2retbdB0yu9b/6L8dxdB4Epl8qf53KCBa94jfPXgZQxNJgAEbboniNx4pr3sY+5nx\nfrvema5g0619ZVqo5V6vGWsZLxaj1SXtFhqNRvHxj38c77zzDnp6ejA1ZeTITk1NIRarXMoSxMrH\nK398g0fL472718En8UYdobJaPnlIEr+gOhRe4bjrB6INzW2nFM+VjdfvKwhcmWMNAHIFFZeHZxza\n2n/oskNzgsBBdwmwfnTPhmZ8DGIFcOxiGn/0/xzFdw9dRnwuZ20/fzWOV9++gslEBoqqYWQiie/8\ny/kym1aLndr38ikcPjECRTWcvoqq4fCJEex7+ZS1z2Me+rTrtlH1M+erQ0K2d2WxYSBq1WR1ey5t\nRLcbdYAGR2ew/83LGBydnfc6TjohWoFadHj3ll5njVdVh66zutesC63jVPm+wdHZ4lyb8TyOMXed\nNT3Xe6z5iebxO79xN779zEP43Sd34NO71qK3K2i9pqg6zl+N4+U3L+P/+Jtj+NP//i6OXkjhg6EE\n1DpquMqqUXt1PJ7BbKoARdXq1tt886HRdbjtnLo0hUQy56j/nc2rWD8QxXM/OIsPR2ahKEZq7Icj\ns3juB+9b5zbeX1k/vICCoi/outIu16imO9cSiQSSSaN9az6fx7Fjx7Bx40Y8/PDDeOWVVwAAr7zy\nCvbu3dvsoRBEy+GVP35tLOnZgvn9D6ch8jy4YnUVDhxEnsfZD6cXVIfCqx3zkEfb5YXmtje7rTSx\nvHj9vlOJnOv+suJcoLjpNBYNYKA3jGjYB44zIn+e/MztVaMxCSIvazj08xH88d+8i7999RyuTSRx\n7OxY2T46Y1BUHQd++pHV9KAWO/XOmfLjmBy1bX9y7+148jO3V9Vto+qHzHccsr0ri6GxJHo6/ZBE\no0yEG+bNjFkvJ1kRRemmMdIJ0QrUokNZ0dHd4bfS7gSeg+gxH+azpwu1w5XvM+eYOefcjmPM3QAk\nkQc4QBJ59HQGcM1jvU00F0kUcNfGHnzxM1vxn79yP/70tz+BX394C+5Y312W0jkRz+LM1Sz2vXwa\n3/jrI3juB2fx0/fHMJeurfYvY0Amr2BqJocfH73q2nTGS2/zzYdm1iE7eHwYoYBkXW8AQ7OxaABD\nY0nHdQUw9G+e23i/6NB8R1BY0HWlXa5RTU8LnZqawh/+4R9C0zQwxvDoo4/i05/+NHbs2IFnnnkG\n3/ve9zAwMIB9+/Y1eygE0XJMxDOYTGSRzilgzKiXEglK4ItGnQGOGmuprFys5VN8YscYOGZsZwB0\nnRmG2wyV5zmksnLVdNEro7O4MJRAKisjkTSeok3EM8jmFUf4utkauVpYs9drbm2f56Md2i6vVDSd\n1VUzwk1HblFnpf3nrH/7JB4cx6Ez4ixkrGo67tgQszSweW1XfR+kDsrC6y+cIL21IQ/e1YELowri\nc3nojOHExUmcuDgJv09ANCQh4BPKUjQmEhlMzmQRCfoQCUrz2ilF1Vxv4mTVmb7MbP+rZCKewdB4\nEqpWfDUxB1HgLPtvMp8NnIhnkEgWjFIBxTkbDfvLjrMQ20u0JhPxzLz7MFZuXwuKZv0tChxGptJ4\n9sUT2DAQxdBYecroN5+6t2ljJ4hasa9/r4zOltnAweuziEUDiEVLNZlGJtNQXKKKzDWribkWnkvl\n0flaHDozuu4mM7JlP4N+EZOJLL6+721rXhw5PVpWCiDgEyAKvGV3GTNqaiqqjpHJtLVmHrw+i2df\nPIGJeAZB/+UWAAAgAElEQVTj0xlEwxL6e0JVx9iqrOT1OMdx6O8JW58rV1DxwVAC5wbjOHd1GnNp\nw5GUlzWcvnwDpy/fAADcurrDSh/dcEvUcf2uZCqRNRohcEBB1pHOylA1hslEFqcuTbl+n9Wu3/br\nQUHRkYpnoah61eNVYv9d/ZLRGX0mlcdkIgsOnLF2CksIBSQAwHg8jQ+uJUprF5j1Po1ME1PPV6/P\nYi4tW/eQPdEAQgERuVzW8/zm9w8Yzrmr12dRUHT4JB6xDmO+J1J5ZLIKRiZTOHVpyjUddTlpunPt\njjvusCLU7HR3d+OFF15o9ukJoqWZSxeQypaecjEGpLIK+JksXnztgrXdDPMFAIHjUKjoBKbpDH6e\ngyjwSCmlJwkMDKrOwPM89r9ZSg0100VN3F7r7PBjztbxzgznjUWDVhiy2/gAeL62EMdao45F1M9k\nIoNwQEIkKEEQqgc6mynJJpUamw9Z0V0deaaD16yz0EwN2PVmD69vxrmI5nH3bSF86VfuxJnLN3Dw\n+DA+KkYFFGQNN2QNosAhGvIhHDTqoPR2Bou2V0Y2rxRrikiex/f0F9u2V5sP5kON4clU2eIUAFSN\n4dpEyvq7FhsoqzpmUnlrH7NUgFvHPaL98UsChicW3i3Z0JyRxnb8/AR6Ov0IBSSyd0RLUGnzBkdn\nijo1bszHp9NIpmWAsTI7bUbWVNIfC1v/drPLBcV4KGI+b9E0hlRWKUaGGml733rpBNJZxWrHq6ga\n5Ir3AcbDbfNPRdVxYyYPQeAQ9JfqRMXnjLlrH7t9jK3KzbYeD/pF3LO1D/ds7QNjDD85dgY5rgvn\nBuP4aGzOWgeMTKYwMpnCa8eGEA5KuGtjDz62qQd33taDcNC5jujtCuLGTBb5gpEyChiy0nWG7/zL\neQD1fZ/9PWGMT6eRzStIZXXwxWnAGGr6fey/azavYHiiYD0U13WAQQdkIF6Mhs7LGmZTzog1o94n\ng6YZteZOXZqyHGtAKaUUCCAWKbmf3HT13A/ehznZjPcYmQY3EjmAM74rc4yiwKx01K984e6W0OKS\n1lwjCKKcmaT7AjmZdhouoBjmW+WhSHfUvSNY5Q2cyevHhjxTSWfm8q7bwVUPQ25kiHK7tF1eqTAG\npHMKJhNZzKYKVuqcG146qgdNd+o0mVFcnQTN0ADpbeUg8Dx23bEa//Gpe/GN39qFu7essl5TNYZE\nqoDrN7KYS8vYYVuMGY6pAm7M5KyaarViV28tKfoFl0Ydldtr0eRM0t1We20nCE3Ta0pjI4ilxplu\n6UxtjoZ9Dt1Gw5LrWsFej6mWdYppx3XbeiSdU1yjj6u9HyiuaWxrdnN8lWNvtZpRbtzM6yOO47Cq\nU8Lje27Df3zqXvzl1x7C//I/3YX77lyNsK1xUian4Pj5Cfzdj87jG//1CP7ypRM4cGwIo5MpKw10\nz/YBADCctUUYgHBQhKLqeO2nHyEvl9cproYZ5eWcD4bW6klvNo+hacxqmAeU1ubJjIJkRoYgcNZr\nlQg8Z90nRsNO52IyI2PHxpIz2U1X5nnsc17TjKws87/27eZ7WkWLS9ItlCAId1RdB4fyizEHw6mR\nSObLwtSjYaPFs6Yz8Bxg90PwRU++T+TR3RFwpAfNpIz0qMrOSmYqqdfYbukOI5mRoWg6JMHoEiMr\nmmdaykQiA8aAbF413qeWusssJOy92nmIpYPBqBeRzSsIBSR0hJyRbGa6cqXG6uWpx+/EoePDmEhk\n0B8LI1dQEfQ7L1UTiUzDUxRIbysPjuOw+dYubL61C5OJLL536DLOX41DZ8aT0LmMjBf+5QIuXZvB\nI7vXYXXMSNeRVQ1TMzkE/SKiYR/EeSI3K0llZSiq5rDTqaz7gxMvatFkQdEg8ryjHIAZkUGsLAqK\nBp/EI51T5t/ZAwYgW1AhFNPY7JC9I5aTSpunFBsVZAtqWbplZ8SPgd6ItVYwHVT29cP6gSgOHh/G\nSwcuor8njLl0AbxbFxAYKW3MtiLWdGadr0p1C/fXOEASeOiMlb0eCogAAkhlZfA8Z417oeuWpUzT\npPVRiUhQwu67+rH7rn7oOsPQeBK/GJzGuSvTGJkyohQZAwZH5zA4OodXjwyiq8OPbRuN9NHH9tyG\nFw9cBGDoJBISEfAZ69zJRAbxuTwEnkMoICEUEKuuP8zf+1svnTCOV7znAhgm4lmrBICXNuy/q3kt\nMOcBz/HgOeO+U1Y1aLoOBiODCoDj/tUvCYhFA9Z9ohmdaS8v1BnxYfMtAUu7xy9MFO8vjbTTbF5F\nNq8aaxnOWMvwXGlumvPJ+m9xu6LqLaNFcq4RxDIiiQIUVXMEo3EMVrgwUIqm6Aj54JcEyIpmhKIz\nAJzxH78koL8nDMYYYlF/2fFSGbmsww0Dg6oxhAI+SKJgdBetwCcKCAXE4mKgRH8sbKXMVdIfCyOR\nzGPYltZkhgLHOt2j6qphhju7nYdoPh8MJXD7+m5rMWp3sgUDIjpCpafEAUlAMluRkuwRMVmNytoS\nz77o3nrbJwkNT1Egva1sVsdC+J3f2IF0Vsbbp6/jJydHkMoai753zlzH0TPX8bHNvfjMx9dh89ou\ncJzR6TZfUA2nctgHgefAce43VGX3bIyhMhBTZ3AUMZ6PWjTZEfIhlZEdtV7s85NYOciqvijHmgUz\n6lkGijV2TMjeEctJpc3jOPNBtGHfzBIlW27tcq0PaK/9W7lGYIxBB1wdbGZaqVxRU7PS+VyJeSjz\nPTwP3NoXAWAUwq8kFBCxea372OthqdM0G7E+0nSGvKxC1Yzurqqml3XpbEd4nsPGNZ3YuKYTv/rQ\nJsyk8jh/NY5zg3FcHEpYkeizqQKOvj+Go++PFR1nInwBEUG/CNH2ILq30/g+NJ0hlZWRysrwS8b9\nWMAnutZ027m1Dztu78OV4SmEQyFk84qVfiyJfFVt2H9XSeSNLtTFuWbW9+Y5DpLIQxJ55GXV2sZx\nJfeawHNYW9S9/T7RcBCWItgGeiO4Mp7Hzz40xiMJvDWn87KGTM6I2uOKN7eqpkMUeIfz246uM/h9\nQstcuygtlCCWkQd3DLhuFz0ifmbTBc/Uz+5owLNNcXeFs82kK+LHY3s2uL72gMfY9u5et7B2yPX7\nWdqm7fJKZd/Lp/Enz72L198dKuuKxGBEJ04lskjlNKiajq4Od43Vw8Y1nY5tXhrw0tNiwsJJbyuD\nrrBo1An0KCwcCfnwK5+8Df/nf/gk/t1jd1jFpRmAs1em8Vf/eAp/8Z0TOHFx0npSm8krmExkkMzI\n6HBJdQCAzkhpDng5lu3b/T7BdR/79lo06WXDH/XYTrQ3jUj35flSZHGlUsneEcuJl81zRMLPExjv\nlm4WDfusNDLruDzneq2wb6ulr5O5i8iXbq1rSVVdKEudplnr+ogxBkXVivVyZSSSeUwlshibTmMm\nrSI+l8dcuoBMXlnW6Oq+7iC6O/wIByT4RAEeAY11090RwAN3r8H/9oXt+KvfewjPfOkePHLfurIm\nFobjTMFsWsZ4PIvxeBaJZAG5gor77up3HLOgGPXZJhIZJJJ55Auq40Gd/fexp4ja9eemDfv7zDRO\nM+3TnCvmXDD1bG23zUn7eea7Tzw9WIows7/PTAMVitcnKy3VTFFlzmnPwfg+o2GpZa5dFLlGEMvI\nM1/aCQA4emYMsqrBJwp4YMcAjr4/BpFzptgVZK089VMrpX76JN56ImEPi9+7ex1eOnARarHGij3N\n1O8TrOLar9s6iT5a7CR66tKU41j2px5ur7104CJ6Ov2OLqNunfTmw+vztELBypuFG7M5vPL2IH70\nzlVs39yLB+4ewJ239YDnOTAY3YkmE1nwPIeuiA+prFKmsYRHXcFKNq7pxF9//VOO7dU07cZiwsLt\n5xocyWKgN0J6a0NEgUNnxI/OiB95WS1Gn2mOzrWSKOCBu9dgz/YBnB+M4+DxYVwangEADI0n8bev\nnkNPZwAP33srPrl9AAG/iFRWRqwjAFnWkJdLEQ1Bv4C+7tITeK8uufbt61Z34KOxuTKHmyhwWN/f\nYf1diw2sZsOJ9iE+l0NnxD9vCnJlGvB88DwHZktPEwUOAm9EIXSEJCiq3pAUNYJoBJU2TxJ5hAIS\nZEVzlCiphlsaYywaAMcZ6W6zaaPpi/kQwrSfZrdQxmCdr6fTSOWUFd1aq/sruoUajQuM22r7fLJ/\nlkbOsaVO06z8XVZ3h/DQrrW4fV03ZlMFqJoRieZWO7cVkUQBkiggZItXUFQdsqJBVjXIil6W8bMQ\nRIHHHRtiuGNDDL++dwtuzGSL3UfjuHRtxjq+qjGkcwrSOQV/96NzuGN9DNuKHUjtHXEZA3IFY03D\ncxwCfsFwDkoCdm7tw967OzE848fIVNpKD7VnH7lpo/J3jUWDAGfUBJ9MZMCBL+sWGgpI1hxKZWWE\n/D50Rf1G9lSN94nPfU9FqBhZb6ZKJzMy5LyGgI+3nHymk5Axhr7uIBLJPBgznGlmUwOO4+CXhJZp\nZgCQc40gloR8QYVPElzDeQdWRdAR9lk3RQOrIugI+coihUw6Qr6y1M9MNotwyHgaYg+HtbcwB4yw\n30xOhqyIlsMrYAuhfXLv7Z43YpXHmu+1/p4wzl/NIS+rRvFJ3WihvHlt9XBdr9oR1VpQN5qV3GZ8\nIXx611q8d24C2YIKXWc4c/kGzly+gVg0gD3bb7EKswLGolXTdHRG/MXUOUPrsynZ1dHAF7vbmm3t\nbxuIAgD2vXyqrN39gzsG8NA9a1013awUTjddkzbak4DPSKVgEYaCrCFbTPO0/7Y8x+Fjm3vxsc29\nGJ5I4nuHr+By0ckWn8vju4c+xI+PfoQHd6zBp+9di57OIGaSBSiqDE03nBVBv1SmPUkUXG/+fGIp\nKs20y8mMgoKswu8TEQ1LDg1fGZ3FhaEEUlkZiWQB6weiDu1Vs+FAbfoljS8veVlDIZFFR9iHSFCy\nbChQ/tswBmiMeTpw7XAc4Jd4RII+5GQVqllTp/jWgE/Ato29i05RIwg33GwKgLJtPonH+x9OW2vg\nx/ZswOa1XdZ12O8T4RM5R7mT+a71/T1hDI7OOB703nWbofeTJ09i165d1v6m/Xz2xRPW+0oXCoZY\nZwCZnGqNMxyUIAnOcQ30RhzzyW5HT12awrMvnpjXzs5nj5eijIVeXMMrqg5VY9hwSxT//vN3QtV0\ny4a43au0K2bqYxiGc0fXWdHZpkMSvUtC1Mqq7hA+fW8In773VsiKhg+uzeDc4DTODcaRKEYky4qO\ns1emcfbKNIBLkEQesWgAn7x7ALf0hPGzc+OYns2htyuIPdsHcNfGHogCj1BAxG2r/fji5+/FH/23\noxgaTyI+l0cyw1vRYYqq4+v73kZ/TxgbBqIYGktW1aFbWZZsXoWqMmi6aoWRpbMKMpxqNP44bmyr\ndv8miRwm4tmyutz9PSHMpWV0RkqRbGY6qTmnvMrEDPRGFjSHmgU51whiCYgXjabh1BLhk3j4RAHf\ne+tDR1vw/W9expq+COJzOWu7Wb9q+5ZePHTP2rI6CyZ7d6/zrMGw/paolX8PlGpW7N0d9RxztXoO\nADxf80m8a704SfJ+Gt8KLb5bYQytxhc/sxW/9qnNOH35Bo6euY4PR2YBGM02fnz0I/zLTz/CulU+\nqL4b+Pi2W/DjdwaNp0k6M9KOeA59saBr3RFdZ1CY4XxQVA2HT4zg/NU4JhOlfRVVw+Gfj+D4+Qmr\n0Lz5u9y/fcD1IruYsHC7Bsx6ES++dgFXRmfx7tkxaz/SRvvBcRwCfhEBvwhdZ8gVjKK5lRG1qayC\nfEHBQG8IqazxJNl8WvzGe9dw8OfDiEX9mLPVqVQ1hkQyX2bjYlG/q+7tKfobBqI4fn7C+tvNLu8/\ndNn1GgGg5si0Wmwb2b/WgMFIjcnkFHQV04wrfxuBB2Sltjs8Q7saABlBv4RMsVabyPM1rQMIYqG4\n2ZTnfnAWALNums9fncZMqgBRMAqnpzIyXv7XS+gI+yynlU/kES92r7fXbprvWl+Lfa31fZMJYz1u\nRpWmMjLmUoWycdYyrlrt7Hzrb8BI5/O6F6gXM+rMXgutnaLQmgXPm+sGoDMkYqA3AkXVoRQj2xRV\nh6JpC3K4+SQB2zf3YvvmXjDGMDadMaLaBqdxZXTWOqahvyx+8NYVcBwQ9IkI+AWomo5X374CALhr\nYw+SGRkzaRVvnRzB9Gy2WJvbaFhzY9bQ76quABhjGBydxfHzE+jp9CMUkDx1WKmxbF41jlUcm6rr\nKBSMNZQoGnMYbMZam3s5vFI5DYpa+nzG/A7g0T0bytbaJqam69H8cq5pyLlGEEuIYZSNmzIOwI+P\nXi3LmzefVF+fSqO7w+9I41QUvWrq2rMvnnA979kPp9HTGXB0/rw2lvQca7V6Dl7XkUPHh3FhKAFR\n4B0prWc/nF7QuZbqxq4VxtCK+CQBH7+rHx+/qx8T8Qx++v4YfnZuHKms4XS4NiXjb35w1ugAtLYL\nsqwhlZPR2xnE/dsH8NLrH9T8tG8innXUvWAA0jkFqyv2vTaWdHQWXWy6hZcGXj82VPY0zeRm10a7\nwvMcwkEJ4aAEVdMtR5uq6ThWXNiJAo/uDj86wz6kc0rREWd0rZuedda8EnkOZy7dsBzLXunQM7bt\nQ2NJyy4X5NITXLtdPnBsyPU4rx8bqtm5VottI/vXWmg6QzyZRzKr4b3z18pem6/Auht5WYPA89a1\nWWMMflGYdx1AEAvFzaaYNZVKXQSNvzWNgReL9ZV0hmSmYDmtzLSxetOX7fa11nWv1/vskVomPM9B\n03RHx9Jq46rVzlbb7+E7je+p3rIpms4Mp5nNeaZqDJqmL6Qk8k2LGd1mTydVtaKjreh4UzVWV0op\nx3FYsyqCNasi+Nwn1uP//f77GJ1KIV/QkJM16HqpU2a2oCJbUAEU4BN5fP/wh4gEJdxaLCfx9qlR\n+CQBXR0+pHNGtDJjrBjdVj7vkhmlzGFdqcNKjSmqDoHnjJRpq7OogTmHzWN6rR0OHh+GX+IR8Etl\nUaWxaABP7r0dm9d2eWq6Hs0v55qGnGsEsUyYToPyjYaZklUdsagPAV95GqeZL2+mCc2lVBS0hJUm\n5FWDIZmVEQ5IpVRNTYdPKh3PLXS2Wj0HxlAsVloebj+RyCCVdXYeBYBUVvYM0W2FFt+tMIZWI+AT\nUJC1slTMf/PwFvzqL2/C+x/ewNEzY7g4lAAAzKVlnPxgCgBwx4YYdmztw9b13Ujn3PUA1B5ez5hR\nA6vkaPaD57lFpwxX6nHw+ixCfudlMZmVXZ1rg9fnakrvIFoXUeDREfKhI2TU8Ekk88jLGtJZxbqx\nioQkdEZ8eGT3erz53jCGJ1OO46g6QzJbwGQii0hI8qwHZI+Um4hnkJc1wy5rDExWy+wyYNjNyggC\ngec87awbtdg2sn+tiazqGJ3MgueMm3mO4xYUTcKY0ZTDfNjFc5xVYLvW39i0l4PDU9h04QTZO6Iq\nbjZFUXXojFkpYWa9SQYGWdWMjoCMQdWc1/zergD+6vd+2TrWfClfE/GMa8f7+fReNu7iVDOdG4qq\nlx4a8xwKijZvSrV9nOPTGat2VbUxVbfHEetvtzWQ3XGmqBrOXL6BI6ev48ZMtiyVkGgcomA8uAja\nghiNxg7GbyErOk5dnsI7Nf4Os6kCwgEJ4YCEXEE1Ske4rClkVcfYdAb/5YWfIxQQIXA6sjKDT+DR\nEZbQ22l4ACfiWeiMgRVrlCnFB4XZvIqRybR1Dzd4fdZ1TWtq7Ov73rYcc5X1Ps2/Taeb1zwztW3v\nIprNK7g2kbRSVqtdW+zjMefWSwcuOt5XOYeyeRXJjIyRqTSefbG51y9yrhHEEvDzCxPo7wljdSwE\nn63tfSQglTnYTFMl8hym5wpWVxRZ0TA9qyEWDVZNE/KqwSDwHGZSpWgLI1XTKObqFTob8InIy6rj\nWP2xMBLJPIYnnGmmsWgQAUlA0nbjZ6a0SqLoGaK7FLUj5qMVxtBq9HQGoRdbp+cKquVoEwUeu+5Y\njV13rMax4+/jRj6CY2fHMJc2fvcPhhL4YCiBSFCCpjqf+C4E84bSrt3F4Kb7ZFoGGHMsfKMh57nM\nC7WpGUqja398klEceOxGxliEwrhRmUkV0BmJ4r47+3HvL63GV//yMNweSisqw2vHjNpsAu/uBLF3\nkpNV3dMumwgch0LFcTSdwV9Ha7NabBvZv9altyuIGzPGzZHA8+CwoObbhuOieD0O2NYhtfzGXinz\nANk7wh03m8JxgKYyKJx7VI+9RUe1a34tKV8LtWl+ScDwROkBiuFQK43QHKeqM4QC1dchleMEYJVo\nsa8zKsc039g1TYei6dCKEVJeUWjnr8at1EEAuDGTLUslXEoYY5AVHdOzOWSKxfuzeQVrfnnzko5j\nqeA4Dj5JgE8S8MG1KfzzkcFiBBmHmWQeP35nED6Jxx3rY461gmnz87KG2bQMVvE6z5WuAeb6Opsv\n3a/lNA15WUMoKKIjJFl1kBVVL2ZIMSiabqRxwtD4jZl8sSmH95rW0KURwWZeT6zPW7xjlURjjeM1\nz/p7wriSKTm+snkF8bkCJJEHY6zma8t8NsA+h7J51Uotl0S+6dcvcq4RxBLwdz86D8BYWPR2BXFL\nTxi39IZx20AU71+ZBgeUFS+OdviQyiiOBXRB1fDjox85WjADRprQV5/c4ZqP7rUSn0nmPUNnvdqc\n7929Dt89eNn9RQ7o6vCXOdfmG8Oh48MNrR2xUFphDK0Iz3PWEyZNZyiYjjbFqDMRDQnYs3sTPv/A\nbTg3GMfRM2M4d3UajLlEZtZwLjdtuzGTdKbm1YOb7qNhH5IZ2eFcc6sDkczIVkcjO5RGtzIw7bHp\nZOO5oknkuKrO4lfeHsRrxz6CKHLQZOeOsc5SLomXhsu2e/nQavet1WTbyP4tP8+/8gts39yLbZt6\nEQmWbMue7QN49e0rYMxw9i60DJIgcLZIoRK1/MaUNkzUi5dNEWyNvepxFNvtYi16bKRN8xpnt62T\noxuV44yGfcUi80rV+nGP7F6H7/zLeeOczLgOMQC7fmk14qkxTNhq01bjmEv9KgB49+zYopxrqqZb\nDrKM+b+84txmOdFUZHJK0Yl0o+xYT6xQ55odUwfmusL4D4efn5/Ep3beCk3TIRc7lSqqjgd2rMEP\n3/oQ6ayxhq50vjFm1DgTeQ6PffI2/PT9MSSS+bKSAQxAJqcik1PB84bTOFdQ4fcJlpZ5HtaaW9MZ\nBNG5sKicU4OjM4jPFSDwHFSdWUsRQTD+Za6LvebZI7vX4crwlPW32RG08oH5fNeW+WyAff4nbTVy\n7ev2Zl2/yLlGEEsIY8CNmRxuzOSKnWDKXgXHAf09IciyjkhQQr6gQmUMEm+kJimKhnROBmOsWNMM\n4DQNgsAhmSlg59Y+HDk96ui2ODKVBgeULcp5DigoGibiGSsKx965hec5rL8liqNnxqzW4w/sGMDO\nrX146cBF11oWsqLBJwmu9eIyeWcUHGCEDu/c2ocf/uQKzn44DZ0x8ByH7Vt6sXNr35J1e6m3foXJ\nzdRhT7A52hhjyMsa/JIRSWHW8/FJPAZ6w2DMSGlLZWtzsHGcUbh4YFUEV6/POc5bmRZXULSaOpE9\nsnsdrozO4sCxobJuZG5pF6GAiFRWxshk2tByKo0Hdgy41oHIFlTXFFJKo2tvCoqGnk6/lfLuk4wW\n9AzA6p4wcgV1XueGrHjXWrGnF5sOagtW2m6i6cxRs5DjSmlKtVCLbVuo/SMax6kPpnDqgylwHLBx\nTSe2b+5FkKl48K4YgM149+wYpudyC+5YZ954mcGT9nqt80Fpw0S9uNmUbEFFKiNbjWLsVPubA5DK\nKVbamFcJB7sezfVw5RoWKHYEtaU3AyhL3QwHRatgvSTyVtdMu9kN+o3mZNWonDdm/bhUVgbPc1jd\nHcKn7r0Vd26IIZ011tOqynBLTxiPf3KjNed7O4NY0xfBkdOjGBlP4NYPf1FTeuf0bM59e7Fhms6K\nzX2KTrB0TrH+bXeYGU6a0na3FEXCG7sO7CV1JhNZnLo0hZ1b+xAUeASLmn7kvnWYns3h5Tc+sKLk\nec7obK7pxr2fWbLisx9fj5MXJ9Hd4cdMKgdNNx5S2+ePrhuNbXKF0u8m8hx0nUFlDAJvLD8Ksobh\niVRx3eNDKCA65tRXvnA3vnvwMq5NJKFqRnSeKPDIF1TkZBUTiRwiQRVXRo0GaG73R3vv7sTwjB8T\niQw4DujpDDjSt71SVCu/08oSRbmCat0bZAsqMlnFKolgzNeSA7FZ1y9yrhHEEvCVX/sYxuMZTMSz\nGL+RxkQi61qUmDFgfLr8iZTAc9A54wIY9IsQOQ45rfzphKoxBHwi/u5H5/DO6esADMMLxnD0zBh0\n3fm0W2dGpJBbCHx8Lg9V13Ft3NjuE40UkqNnxjCwKmKF21Yaw/5YuNg+nSFW8URP4N1rBPXHwtj3\n8im8/6HxNIvjjJD79z+8gT9+7hjStii4Zofy1lvD62busMdxHIJ+ER1BAf09Ybx3fgL//M5gMXXJ\nuHh1RXw1O9cYMxZ6o5Mp+G0pSwVFsxwMJuY5nJ3I3gfAWbocn07jr18+jVTGWMgCpTTq/t4wJKH8\nKV0imUcmp0ISeYjF10zNP7n39rLf1KslOKXRtTeGbXOmBvfHwhB4DpGgVNW58W8/uxUHfz6MGzPu\nNzXDEylk8wqCxa6lblQ6kt1uOnm+jtA11GbbFlvDkFgcZnQMY8Dg6BwGR42HDG++/y4+trkXD+xY\ngy23duH3/uotqDU417x0qutAZ8Q/b60oO5Q2TCyESpvy1b88bEW0uz00ANw1ywBwxZpR1Uo42PW4\n/9BlHD1jRG6Za9gjp67j9KUbiEX9VnpzZQdTwIj4MTspAobd1hnK1iF5Wa36IAUozRvT2cEA+CQe\nd27owW//2sesNM64SxTzXRt7LOeZPb2TwT29U1Y0mzOs1Ol6LiNbXdx13WhmwnMcvvHXR5DJO52c\njWT2YQQAACAASURBVMLvM8osRIrNg8JBCYVsEuvW9iMUEK3tNwOmDswUSBPG4Nkt9r1z4wj6JatR\ngpmCKYk8RJHHqq4g+rqNupk+UcDYdAZMN5xw5u2lJHDw+0TkCqoj+k21/a2z8nlnlCLKobcriM1r\nu8re57ZOMMsVSYIxzwqy5uj6a78/2nxLAF/8/C4A7mtp02FWrexKf0/YiqIzMe9fn/vBWeM+gBnN\nfMwaiYzB6kwaCohNu36Rc40gloB7tvbhHtvferET2D/883nE53KlLjMuHYk0nUGTjfz5ao4Kv0/A\nWydGoBcLVlowBkWr/+o5M1dwvYGrln5qhgG7vVatxfKf/3/HXcdw9sNpbFzjbJveKqkolCpjwPMc\n3jlzHaLAW4tIveLJWS0oim45tQDDgeeVjuF2bDO83O70TWYK0HWnM2I2mceq7mDF+2UrtN2OW2dG\nSqNbmdTyu3Kce/oyxwG/vHMtHtyxBv/h2cOux8/LGn749iAeuHvAs+ujat/uNYeovduK4y9+9wGc\nG4zj7JVpXPwoYUWH3JjN4fCJERw+MYKgX4SHbOoiMVdfWj3ZO6IRzKbcuyjXi1cJB7se3TotV3Yi\nBZwdTN1SN1Vdd83EN1NVNZ1B13WrS6RarIe2644+/OCtOcf7dm/r9+wmqevMiLixOcle++lVJDMy\ndMaKTrQ8NMbwt6+eQ8AnIJ1TFtBFuLboM774UCkcNArsG44yEeGgVLbd7kQLByWIgjOq79y5c9i2\nbWOd42x/TPtprlFNzFRIr26xphbNlH6dGXVYuyJ+SCKPzz+4EX3dIYhiqRanZrvf43gOsagfN2aM\ne8uAXyg2USr/7e3LGbMWG8cZ8/UTH7vFykryota5Zn5Ws+Ot/buxk8wornWVK1NUT1+acuxjvF9G\nKCBac1sQOKObafE+wHy9WdevRTvX8vk8AoHqOecEQZTD8xxWdQWhanqZAWGMFdtlM2xZ141LQ4li\ntzg2b4ewuG2xzBVTTMFx1oKg0knBc0ZR1FxBRSzqQyqrlnX+HI9n4eOdxjSVlWtKIXJ7zavFsqK6\nX+R1D+9Mq6SiUKpMCfO74IoXZb6eolBFGABFY+D5Ygg8Spo1U0OrpRkrqu6oReU1bwqKhqcev7NM\nj9cmUlaBVztunRkpjW5lUsvvWq0uYF93sKywsBsvv3EJ/3xk0PN1+9G1YpRmZTSbl20k2pdo2I89\n2wewZ/sAFFXDpWsz+Mnxy7ieMJpqAECuUF1btcDBcBbUg31eDI5k60opJQiTvKJBFPhiWROXBxQV\nRdLt2LeGAiI4jsNAb8TTTrtdtxmYoxlNpVPKLXVzaDwJ8LBS8oxSGBxysoqx6bR7tB1juG2gEw/f\nuw7Hz48jnswjHJCwrj+Ka+NJnL8ad9Qqyxbrk81v3W3F6+uwCQLPIRyU0N3ht5xgdqdYJGiU/bBv\nC/iE8gf2RN2YuvzWSycADlYpHfNBsFe3WFOLVodOxtDbFcSmNZ1lelc1Hb1dASSSOWgKA8eKtQ2Z\nsSZXdQZwhrMuGgbGpjPQGYPbZYAxY91hoOHcoFHCaNOaToQChh78FZqoda6VPmt5x1ugfM1lZmq5\nv7f0vs6ID3Pp8vJE8bk8lOKJrVIIHAcIRtSf0dQBeOrxO1uvW+jp06fxve99D2+88QZ+/vOfN3JM\nBLHiCPgE6LphGA2DZlygzY4wJhzHQRQ4DPSGcG08iWmbw+yWnhCe/MxWfP/wh5hNGYUrZY9OjGZq\nif1Fc0EArhQRFPCJ6Iz4oKgaejoFcOAsp5wk8EaNCR2l1uMCh66w8RTiyOlR/Oz8BBRVw9B4CpLE\nl9+AFk9vH55X2pEkCq4ONjdHB9A6qSiUKlPC67vgufodAbrOYFwSS+/zS4JVAyvgEyDwvKPWAsfB\n8bRU4DnXBURHyIcro7O4UHRgJ5KFouadY+1w6RYKUBrdSmW+31USBcguNWd8ogBJFNAZ8X7Ca+JV\ngxIot3sdIR8Sc+UppowxT002m/2HLuPAsSHMpfLofC2Ox/ZscER1EotHEgVs29QL5CZw1113YXQq\njbNXpnH2yjSujSdrOkal2TXT8Mwi6V/+z29U/f3calp+86l7cfLkSezatWtxH5C4KekI+YwyDcXC\n6fbaXWbqplc9L8aAwetzxQdsfgysCjvWmaZ9SmVlKIpurQmsByLF1M7x6QwKsopkNgOAQRT4UiQZ\nM27C71gfw//6q9vAAPxicBqpjFzq0Ajj4S/POPzJc+8inVMgijzCxUg3sxOmM5osh6tjtc3f+RB4\no4bU2r4OR9RYOCAhErJHmkkIB0QILtFkxNKwc2sfdtzeV9M9g309HQqIlhNuoDfims5vlrNguoJU\nruRUMpxJGtRiVtTwZNq6DnAA/BKPvu4gbszkIWs6wFhZCSFVY3jt2BBeOzaEgE/A9i2r0BXx48rI\nDCYSWWi6Dp8oQFE0FP134DgjBZMDB5531kTbcIszG8lcbx08PozxeAYFRQdjqqP0kE8SyuqwdXcE\nHE64ZKakcdOZBhj3EP09Iet7bObavS7nWjwexw9/+EN8//vfx+joKH73d38Xr776arPGRhArhp7O\noGObpjM8/snb8I8HLgIotiAvGrVrE0ncmC1P2xiPZ/H9wx/i1z612aq1kM3l4Pf7oag6fum2Xnww\nlMBklS5C9s5DgFGL4ReDcXAwjJD1P4HHbWuiuHRt1vZeBl1luGtjDN/+p5N46+SoVX9CUTUcPjEC\nAHjonrV11yF7cMeA9X4727f0ltVcM2mVVBRKlSnh9V30xYKYiNfW2aoyQsdOTtbAc2YtCA13buzB\nxY8S1uuKqkPXGUKBcsdGNOxHKuPU0Jq+CPa/Wep6m8rI1uK60kH36J4NNY2fuDlY2+dsugEYmjLZ\nuKbTdZ+B3jB239WPt06OYC7tXocy4OPLojQri1LrDOhwSZloNmZdFROzfiEAcrA1gNWxENTiQzNF\n1aybAo7jcOvqDty6ugO/8snb8K2XTuDKqFNb82F3tvE8V/X3q1ZPlCDsZAuaFVljrgk52x/2R6R7\n77sVP3zrivU3zxXr/3LVI4JNjI65DIlkHgVZRbrbOO/IRBL/1z+dRDqn2B5OGJEzjGllTiXGSs1k\n8rJmdITmgJlkwUjvLD4Az8ka/tPfHEMmp7hGh+kMkFW9rHPnQtJeQwHR2yFWjCa7MZvDe78YA89z\nkOUCgoEAOI7Dr/7y5kV1/SSWllrvGeq9t7Dvb0ZvAUZ9vxuz+bIoB5ufGZrGIKs6OiMSEikZ3R0B\nSCJf1ozM3D8vazh+fsJx7oJcXgMcjEHVjbp+Qb/oqImWSOZxZZyD/fFM5fXGJ3JltdEAIJtXkc0r\nyBfnolnDzl5n2fj8EkyrY/8u7F1Cm32PVpNz7eDBg/j+97+PU6dO4XOf+xz+7M/+DN/85jfx9NNP\nN3VwBLGSEXgOu+/shyjwjhSkP3n+Xdf3jE6l8cntAwgFRLx9chRD1/MY6O3A/dtvwZ239eC/v/IL\n5AtGeLlWLGzplwR0hH1gzOgQVLl+MRfwcsUTNi6RNdo064bB5LliN8WMjLODcQDOJ+PvnL7uyOU3\nqVaH7Jkv7QQAR1enZ760E6cuTbVs6h2lBpbw+i7+7/1nrAX0fGjFtt5uu5rRbAIPdIQkXBubQ3eH\n30ib1pkVEh6LBhCLBqwxPPX4nbgyOovXbd1CH92zwbVGhCjwEAQO4YCE2XQe0bCxLzkOCDvJjOzQ\nNM+hzIn711//FH7v2z8pc7BtXNOJb33tIWTzCj73ifX43//CvS5btqDhR0cG8cCOAYxMplz3uT7l\nfPrdbNzmDOBek5CoH1EwOi4HbCVqRiIiejoDRqS6okFWdHzj392LfS+fwqWhmQWV3uM4o1McK9Zn\ndfv9qtUTtdfLIYhsQXdNC3Pj07tuRb6g4sjp68jkFXRG/FjdE8JkPItMXkE4IIEvqJCLkTBumGuE\nXEGFomjQiultRk2yYjdcVkou1RnAiiUjzG2qWZequIjNyzrycvlnyFd5UO01Lp43uieu6+9AOCBh\neDIJWdHAcxx43ojo4TkOq7qD+J8/fxdCAanm5jTrVnfg3bNjGJ6QsToWxv01dAslWota7xnqvbcw\nt3/3X89AZhJinQGAGYEajDGIIm9Fr5lIEg+/KCCbV3HP7X1Yd0sHPrqexEQ8jVzBaJjgl3jIio6c\nrCJX0Gqq68cACBywZlXEWKtPpMrSNkMBEWeuZvBF23sqrzdmrUNF1cHzHPpjYSSSeeRl1bFfwCeW\nrflNx5n53ZnfhaxqS3aPVpNz7atf/Sruv/9+HDhwALFYDAAo/5ogGkS9qWXhoIQTFydx6vINKIqG\nRGYa0YgPn951K2ZTBcQ6g4hFA6XUUBiL6Vt6w5hNF6CoOgSBw4b+Dty2pgvj0xkMTyQdzRJYRfcY\nnQHpnIqTl254jk1WdYxOpqxFu/UUkwPGptNQVA08z1vdJO08dM9ayIpuhfs+dM/a0ljM8dT8LS0d\nlBpYwu27SGVl43rRoBpRms4wW4z46YwYHUklSQBfXLTKquYIm9+5tc9x87j/4GW4oesMf//Hn6XU\nJ8ITN01zHOe4wfz3v3KnI61OEnl0RvzojPgrD1vG3//zefzwJ1c8F7NyRRq9PR2qI+RzpPu5pfhV\nztX59klljYLammZ07eN041pS6401UT88zyHgExGwBSpqOsO/eXgLDh0fwc/Ojdd9TMZKD9M4GE1f\n8rIKvyTg9OUbOHh8GMcvTDjqAgHOejkEUS+P7bkNj+25zfr73OA03jlzHTdmcoiGfbg8MgOO48Bz\ncKSpAShzml2fdjrA3LowM+v/aiPgE9AZ8VsRZVevzxprjOI6Q+A5zKQK0IudzE2nXiQoojsawO//\nW+OB8X/5h+MIudSOSucUROpI7ecAbNvYg20be3Du/Hls23aXkYWCUioexzlLqdg/sldkoLG2Ll9g\ne31VB459hCOnryOdVxAJSHjonjVlvyUxP7XeM3jtV3md3jAQxdBYEhPxDHwc8FuP/pL1vq/vexvD\nE6UHdHZ58ByH/5+9Nw+T4yrvhX+ntt67Z6Zn04z2zbYka0OWV6TEMjaGGBxITCDXEJIbQ8hNQpyQ\nhHD5Er48XO7n+/HE5OMutpNwuQaCTTA2Cdhgy+BNm7VZqyXNSCNp9pme3qu7a/3+OFXVVd1VPd2j\nGUkj9e959Gi6uraues8573nP+/u93fEgGIZYPrN57sGJPDiGgGUEBAMcAB2KopezqVG7OWk61Y3L\nF3jEYz4wDAOG0ID4aEJESVLw2NP7sbQnikPvjuPEwBSg00y7tiit0msGnr/+J9ut31JJMY2GeMf9\nuz0fN19nJvs2grqCa0888QSee+453H///bj77rvx4IMPXvKFm2iiiZnh8e8fdFAo7ZTMno6wwdN3\nDrCZvITdR8vpvKqqo38og654CHdvWYQXXutDLCRAVmnVUkXRUFI0lDyy0GqBlv3WLHop1cIiiEd9\nGE9SehNdOadZQizD4NjZSfzACHYQAgxPZPH0T0+gbzDlqDBaD8W0iasLLENQqidtzUAjIbh0TkI6\nJyHgYxEO8Aj4OCzsiFiUulowtV/ctjfRRC2wpNqmVU2Hz+a51qLVmX3XdDHnZA2KkX0SNR1ds557\nqWcfP88iYwuk6aDFd4K+Zpu5nHjnzASe+fmpWTmXWUTm53vPg2EIfrZ7gGq/MgSyolVRc65HPdEm\n6oesaI4ql26C/TnbtnROclAuhydNwfLZXUrlObqo68WsYAB0xYNUK8rQJX7wV1bi5hXtYAjBEz86\ngvGkM5CXypUci9iqBqTzMqIhH1ojPhBC0NsZxmgiX1XeaUE8jM7WgKV/DKCKRmveRyVGIhx62uc+\nwK3bA5u6jh+8esbKXiYA8gUZL+4aQMDP4yO/stI6xvt8QNjPTruw1IQ3Ksfp/sEU9h0fRTxGA1JT\necUxblMttjwV8bcVCyGgutpAuU+3n5tnGYPCWUIowCFfUKDrOlgGhg53bZgLOIlMCamchICPA8sC\nYkGhgXNGR9/FJPYcHbEidTp0lGQVE6kiOlpoVpp9vPHxLC6MOimmiXQJbdGy7FI9fsxM9m0UdQXX\ntm/fju3btyOVSuHHP/4xvva1r2FsbAzf+MY38MADD2D58uuvrG4TTcwlQgEe+YLsuv2Nw8MuR1BK\n5V9/eqsrT38qU4LLGI0DJ8fBEAKeY6DrNE3YHBsTqSI0TrcGS93Qagv4eaiahmLJ3Ulx05zgWAKW\nZfD8a31YEA9hQXsI3fGQUdpZxSv7LriWJf/JG2cRCQnUyQCs6qc/33MeN69opyn2dabUN3GFcBnS\nDQslFYWSCpYh6I6HcPJcAj0dYQR9XFVVIxP337HUEZAw0dRXa2JaeHQ5djOrRaszHbdoSHDVXQv5\nOdy1sRdvHBqC6FEJjjUq17EMmZauWc+91LNPS8TnCK6ZaIk2J0uXE17vaqbQNB1PPX+MClwLLAI+\nFn6BQVaktpfOlRDw0X50x9bF0HPV+qhNXL/4/usJqK+/CbGgeBYjmAsQAoQDNHOFJQRFiV7fHO9N\n6mcsxFsBnQtj7nR6DaDC6KTcvR8+NYH3bV0CAPjgXcurfGtTwL1yPMiIkkVru++2pa4++ftuWwKe\nm77wzZUEIQRsOfKHn+057+pL7dx3Ab993411ndMvMAgH+Ol3bMIVlX2/qXWYycuWzQHlcfuerYvR\nP5hCIl0EyxKrTZh6rkBZf8x+7miIt7TSMnkJLEOTJGJhH7KiXEUxtaMyq03VdORs81lCdPh4mvlp\nzvvovdE2raq69Xvq0kZr0O+ayb6NoqGCBi0tLfjkJz+JT37ykzh27Bh++MMf4uMf/zj27t17STfR\nRBPXM9zSUnvaQzg3nC7rQoAGqHo7QjhzMeXs1Iy/JUXF5hs68e2fnKjS+VGNpQb7YcQ4ZmxKxPBk\nHgVbsCzgY6HpgKZpjlLKLAN0tvrxl5/cir/7pz0YmsjbjuHQGvFhbEqsEqVXVB3nhjM4V1ElKRoS\nsKQ7YugCAJKsWdVnwkEe2aKMcJC3/V76x9BEFuNJEcfPJrD76AguDCew9PBebNvci42rOoyVEWIF\n3+x6F3OVBlyJy3Wdqx3qLNFB3bD5hg4c6Zu02omq6dh3Ygz7TowBoA7EljVdWNQVwS/2X0RWlBAN\n+SzK3PBErkrnbza0o5rvfn5juvenGlQgu2kTAke/N5rIY2xKRK4g08pctomgic7WoGtwrbczjM/8\n+s346K+uxGf/n1ddaU6yquPlvedxy5ouZPIlSHL14oRJ1xxN5Ku+A5xl7eu5X4GnGaK5gmzRkcIB\nHj7+6p4kXmuwv89ZZNxDBxWtrszukRQN50ez2Lq2G8sWRHH8uIaipODY2QRefftiw/1cLVrTlaLx\nNHrPzT69jMmMAsC7+nEl/AJrVbccmxKhqjqdrIPas19gDV/Q27B5jmqjEkIsiuK9ty/F6fNJnDw3\nZfm6hNBssnS+erG6EhfGstaCRcDHYTxZwKOPv2a97yULog5/AboOpqIIE8sQB+NjNnV5TRvsvzCO\nFSf2e9rgXNmqF/2/cnuzrTSOep9Z5VguKxo0XYdYVHBxLAdNV5HM5XBxPIfHnqY28pmPrMcPdp5G\n/2AamqZDB9VgE3gWfoHDd148Se1qKGVRmIN+HkWJFipRVB2qRoPWmbxEz2GYPMsQcCyBDlg+iA7a\nPoM+DpKiOeaWAIxCIjqA8nYd5oIhzWDLFWT0Dabxt0/tBsswiIZ5SLKGUICHWJStgiSEAP2DaRw8\nNQ4AOHRq3EEZBeg925+H+Vwrn6VYVBz7LmktYabCMA0F1+xYt24d1q1bhy9+8YszPUUTTVz38EpL\nlRUNLMOgsmq2wLFgCHENWDCE4MtP7KqqUOdWsQ4wOkCGwXhSrOr8Kj+bUDVgPFnEm+9QfQyBK9+g\nomq4ZU0X7r11CSZSBYxM5um/RN76u9JZyhjVSiuhqAoKkgKOYZATZauKqTnRa48FcPxswqqaqgMY\nTeTw7MunUJJUT5HX42cTeOH1PpiJ+BfHMvjWvx2DWLwBm2/oBMMQKmrPkEvSlZzLdON5hzkKrjGE\n0jIWdoZRklTkCnKVbqCq6dh7bBR7j42CY2mQNZMr4Zmfn8LQeBYXRrNY1FWmV5wfyeDgqfFLekfN\ndz+/Uc/7YxlSZda6DkcgKp0vOexR14GsKCNoC6YNTbhnUQyO58BzLBa0h8GAFvKohK4D//1f30F3\nPOgaWANoZV0ABjWk+lp2ykU6L017vz6eTnoFjoWmaWAYxvrcxOWD/X3OVvfKMMQ1iGtCUXXsPjoC\nWdGwabGG1w8N4YXX+iytp8HxLL79k+PQdR3vubHL8zzT0ZpmSuOZSzT79Npoi7CIt0Qc1S1NrTK6\njXN8tlfj/r//aQ+GbYu0uu7tf9ohKzqyeQlLFkTRZmTOvn5wEFlRNhgR5Yqg9cL0TxVVN87DQNd1\njEzm8I3vH0RWpJVIzf5OMzihdldR0/WqxYbZ0OW126AObxucS1utR0qj2VYaRyPPrHIsJwRQDMqn\npulQVEAhKnwCa53n4Q+swW/uWO24hlhUMDKZd/S7mZwE6DqCfhrAyhcUY65EMzM03emLMIQgFhaQ\nLygIBzikFMminUInyBcUaLqZKQe4kJMsqKp7Q6XVgTVMpUvgWBq4Nscps92VJBXf+P4h+IVyvyIr\nmlUllWEoO6vyudqfpVhUrKqi5r59F0SsWjWz+QAz/S7A2NgYvvKVr+Dv//7vkUql8Id/+IfYtGkT\nPvKRj2BgYKDhizbRRBMUXmmpnuW8Cc1gcwPHEhw5M9nQ9dtifiutuF7kCzJe2n3ecKpt/wC89c4w\n4rEAlvfEsHVNNz5w5zL83ofW4T//7q3YsKodC+JBtLf40RKmIskCx1QJsJrQdUBWNUxlSxhLFjA4\nkcfQRB5jyQIkRcMLr/WjKKlVATu7Rlsldh0ZpuOETumumkb/7dx3AclsCYl00crkG5mkmRyTqQKm\nMkWkcyVkRckqy16SaeUctwlJrXTj6w2Kx6B5ySA0WMaxDIJ+Du0tgZq7K6oOWaWr4Zqu483Dw1DU\n6vd3qe+o+e7nN+p6f14mbds+lXbvw6cMBw6gDp0b7NtrOaQAMJrwrmhnmvY9HtQKO+XCfl92eG13\noMnMv6zwep+Xguk0KgE6Jr99Ygz/9PMJfPsnJ5AVZcgKneyoKtVq/cmb5zCeFJHOlSAWZagVBlyL\n1mSHW395pfrWZp9eG5/Y3o4/++334LMfWY+H778Jv/4rK3HvrUtw54YebFzdgVWLWtHTHkYs7HME\n1gC4Zu7WC9WYOJs+aCYveU7SZ3R+27nczu3VYlqj/lm7BxP12uBc2ur9HpIZdimNZltpHI08M6++\nn63IoLT7Ijv3Xair342GBOuz+b+ZyenWqliW2M4jgbXNTamfTX0QnmOgTV9kdFqomg5FoT68WXBP\n1837KCGTly2qK0Dbr/lMaBYbhflc7c/SPg9227dR1JW59sUvfhE33XQT0uk0Pv7xj+OBBx7Ao48+\nij179uArX/kKvvvd73oeOzIygr/4i79AIpEAIQQPPfQQPvWpTyGVSuFP//RPMTQ0hN7eXjz++OOI\nxWIz+hFNNDFf4UXXKcoq4kbgy17CWJJVI6gARwUlxhA+1XTvHiwS5KsoP7GwgLEGy40D7unhhBDk\nCrK1egnQIJasaJBkFclsCQLPgucYwGc/jgY+cgUJYkGFomkwikRVdeiqpkOVVBzpcwYRCQEEUQTP\nMcgVZLw7MIUF7SFEQ4IjA20yVXD9PZPp6u2arkNT6UrQdDBLsJv008HxLP0BhiCHqcsxkshB0/Tr\nSidOm4PMNYYhDuFcpzaIN3TdTlPVUZJUWnBDo22KYYiDKjcT1EPBa+LqRT3vT9X1KmeWZYjD1lUP\nb1Jp0Mus1Xq2beq1som8kC/I2LiqA/jAmprUJNXsd23Hkor7LdnGpZJkUi8EK0OuicsDO9Wsb9A9\nM71RNDIiqVp5MpLM0slTwMcaVDoqnm23SdbIHBB4FsMTOQC6NS6b+1XasFt/Wbttzp3Ae7NPn10w\nhIBliSGaroIz+lLd+M7sR03XrV4XohaNtB44Bd9R0Z+7nNvoMM2xgOpY+SDwdeWtNIR6bXAubdWU\nzHjJVpX6/RVVqZttpXE08swqacYcRxeXJVlDvigbCRiMYxwfncpXtSG3fjfo50AIQU97GBfHczQo\npuu0TWpqlW/AEAJJ1Sz9V4FjwLEMrSYOHcSY+zCGaLY5r7OfA4BDC64WdJ3Odc1zEONYAiqTIckq\nAj7W8lEkRQUBsbLzKp+r/Vmavzca4l33bRR1BdcmJibwz//8z9A0Ddu2bcPnPvc5AMCKFSvwzDPP\n1DyWZVn81V/9FdauXYtcLoePfvSjuPPOO/Hcc8/h9ttvxyOPPIInn3wSTz75JL7whS/M6Ec00cR8\nRXc8hP7BZFVp4WiQZnaZFbqs/dtCmMqUkM6VAJVmXxHDUYkEBUhy0TOYYVZLMp0AnmPQ3RZC38V0\nwwGQSFBAOldydKIsS9ASolGzZ3eexou2Afj+O5ZiYWcE/YNJpHOS9VvDAQ6Lu2PQdB0TSYKYrRCZ\nrutojfixrDeGA++OW9l8slpdxVTXgZKsoSRrQEHB498/BIAOFgvaQ1YRBYFnkC/IVbTP9ljtrKfp\noMMI/EEHVKAt6seEVVmq/GzbWoMYMSpHVWrB2cu8EyPQwxrlq9lKfvA8As+xsz/51nVXKpqpP1Sv\nDtFIQrQC0wLHIBIS0BLx4avf2ofzQxNYWUPXxAv1UPCauHpRz/sz+z/dqHBFQNuunR7Dcyxkudoh\nbZRCaZ9s2kEAfObX1+PD21bgz77xuufxb58cxapFLXh533nsPTYKRdUwMJIFzzMOuzbvtxL2+zWf\nTdDPIS+KCAWDdPsc2XZTu6c2ZnPZwsw+9zqnVcGQIWAZSsszYQbTMnkZPMvg6RdPYv3Kdty0yxrc\nFgAAIABJREFUtA0Cz1qLYkVJRUvEh4mkaNFJOZZY/oAdbjZ1pfrWK3Xd+Wz/HMvQQlYMA45jwDG0\nqBXLEBw+M2H9LoBA1TXL7qbzRSsDbv1DaceYTwi1R32a1sEQYvnP5jVNGzSPt2dzsgypyr4hICCk\n+jqVdnEpGoPWOeu0wbm21Yd2rK6pS9v0fxpHo8/MTjN+7On96B9MQpKd1UB525yhuy0EHZSCn8lL\nKMkqLSRgZH2JRcWaa67ojeELD2/BY0/vx8hkDqMJEYWSUtWazPmTvY3Yi5kQADqhd2Nur1zAsZa5\ndR2LOsMI+Dj0DaZQK0au2QJrxLi2ZlQx5YwKpxxHEI/5HcX4RhOiNc4s7YlWPUvz91ZipnZb14yN\n4+hDZxgGHR0dju9Ytraj2NnZibVr1wIAwuEwli9fjrGxMezcuRMPPvggAODBBx/EK6+80vDNN9HE\nfMfSnigS6ZJjFSGRLmH9qnbX/XdsXYwNq9oN8Vej4wAVg12/qh2dbe5BIr/AIpktWatvqqYjmS2B\n5xnPa1U6uya648Ga9/DsztN49uXTVJtBB7J5iX4WJSTSJSgqdWgUVUcqJ+PGZW344F3Lq7TOCCFY\n1hvDoVPjYAjQFvWhLepDZ4sfv/vAWqxZ1jrt8xWLCvoH03jznWH8YOcZnLmYxvCkiMGJPEanRCTS\nRWTyEhZ0hDGZKsxaltUd63tct99ubDeDcbKqoSSrEEsKcgUZmbyEVK5kUVTHkyJGZ5BZeDVhYefs\nZxRoOtDqUqHQXoWKlrGv71yqpqMgqZhIFjA8nsPwRBaKBlwYzeB///tx7D85Vve91UPBa+LqRT3v\nr1b/Z2LNsrYqh1QHcNOyNutza8S9yqZ9e+UCi4lQgEc0JGDFwhbEbFSISnz9uwfx5994A28eHqaT\nRp1qse18+yIe//7Bhu73ctq2qUMzMpmzdI+e/ukJS7j4eob92TCzuO5iZlQzxH0ipAMICCxaQiza\nW3xgGQK/wMKeiC2rGt56Zxj/84dH8GffeB3//Qfv4PVDg9bimDk2mrIMoQAPHUAowEFWNCiqBlXV\ncNem3qpstivVt16J684n+/fxNIO1NeJDZ2sAPe0hdLUFEY8F0BLxIRzg4fdx4DkGh89MOH4XoNed\nmeYG81j7/9MF1gA4+m4ADhs2AwbRULkfjoYEB+3NPIvpPwCmX10Eb8tcq3yP/YMpPPvyafQPJht6\nr/Xa4JX2P6709ecjLuWZ2eeQLEMAQ6NMsOn+7di62Niv6AisGZKBSKSLlhSFeU3znioLNZVh0i0F\n18qh5rmrj3CCZoiCSvEk8p4yQW5Xpxpz9B/LMOA5I1BuSP9QfUeCyXQRkqxC12l2WyIlVrW32bbb\nujLXpqamLOqn/W8ASCaTdV9scHAQJ0+exIYNG5BIJNDZSSOvHR0dSCSqRc2baOJax8BwxpX+Kcsa\nHvag8byy7wJaIz5LA8IsqSzLmhG4qq5iJ8laVboua2i0/fOX78WXn9iFI2cmrRTg9avaEQkK2Ht8\nxCGWLfAMVi9qhSRr5XvQnPfw4q4B19968tyU6289P5zBQztWg2WI9Xu7WoPY/p5F2LnvgkUBtFKB\nCcGRMxMYmRQddAKafgwE/Dw+tG25UUxBxMhkrkrXw6xMav62f3vjLP7tjbMQeAbd8XKm24L2ELrj\nIXS0BBqicpoFFXYfGcZkuoD2WAC3r+/xLLRwLSOTl6pozG7g6kwNN5HMlPAHH93gaCMPf2ANXj80\n6KzoBd2odmSjkQJG8QpCsx0N6AByRQWSIkLgAZ+gQdcJfvLmWSxdEIXfxyEgsDUzCWezOlgTlx/1\nvL9a/Z+JSFBwpeJHbdltXnZk1yWaTpeNZQjWr+rAriNDnvpsuYJ7pbw3Dg3hkQdvRsDH1XW/9mfT\nf1FET3t4zmy7lg7N9d6W7M+GIQRaHcGE6UAMOlHQz0DXqX3pFbMjOyUn6OPBxAhkRUdXWwB+gUMo\nIGDYyHYA6GLh0f5JHO2fxPd+dgqLuyNYv7Idt6/vQd+FJBKZIhZ3RXD7zQswNJ5zjJWLuyIYT4og\nADiOAc8yWL2oBR+79wa8fmAQY0nR0TYPHLh4yc/AC1eiT59P9h8JsI6s3Vqo/F1elHaGGFnvigof\nz6I16kMyU7LGdVlRXaVDgDJN080XZgixKPx2/zkSEiAWFGRFCS0RH9avaocsaw7fom8w5aBE5guU\ncaJqNr+acWof19K6stPPpnuv9fa9V9r/uNLXn4+4lGdWOYfkCMAxtH3YbeSVfRcQj/kwnqQSOMSQ\nFzJjWbJC55zmNc3/v/qtfR5XJmhv8WNFbwv2nxyDWHL3UyozTXmWgapp0AzVHGK0R1XTUSgp6GwL\nYCpTQkkqZ/1zDEE4yGFRVxTtLQEMjGQwMJJxtG1J0SApGjKiDL/Aoj0WwPtvX4rdR0YwNJGz5pzh\nIAeeY/Hvb5zFku6IJVXkJp2xuJWfsd0SvXL0dMF0FUG/9rWvTXuhfD6Phx9+GJ/97Gdx7733YsuW\nLdi/f7/1/S233IK333675jkOHDgw7XWaaKIW3vOemRbWnTlq2e2TL425OgcMAX7/PveKW0++NIZs\nQUW+pEHXAMIAIR+DaJDFeEqBojrX7UyqB8uY1Y3oRlNj6ksP9eL14xnsP5NHoaQh4GOwZVUI714s\neN6brgNFWYNY0qCqAMsCQR+DgMBgPEUrxFReS9OA1ggHsaTajmEREAh+/74u9I0Ucag/j2ROQWuY\nw6YVIbz6Ttq6jqLoYFkgIDDw8QwSGY/S7wT47P3OZ1eSNUzlFExlFSRzKqay9O9csT79I5YBWsMc\nWsMs2sIc2iIcWsMcYiG2LiHoS8V9v3rbnF+jErPV3371maGqbZU2CgABgaAg1T9JJAB++1fbq2wG\ngGPbu4PUmbDbo7laFgsxlg17Bf94jiDsZ/CJ7XErq5JjCXw8A4Ejdb9/N/teuWD2hY+vJlxt/e1s\noVYfbPbb9fTtX31myLWvNPtlAPjb7w163sfffmKhda3xlAz7PJUlQDTEoiPK4/Swd1GC//RrXWAI\nwTNvTBrZnk57rhyL3MaKbWujlae9ZMxkbJwtXO12++RLY9a4WGygz6wFnqUBh6CPQTjAYjJdHl/N\naYIpUM0xAGMbix+6y7lolMorGBgr4dxYCSNTsmvf6ucJVizwY1mXDwvbBc9CTV6gQRJKa6KUQ/q5\n3syHqx0zsf+r3W6B6r6zFg35b4z+DQB+tGcKx88XaEBsmoU4v0CgqoCi6bQ/JQTtMZpLMplW6EIb\ngWffDdQ3Xrv5NubNm/135XucTJf9Y2q3Zd95un5tpj7E1e57zAe7vRKo571V2lfJNi9b3etHVyuP\nsaSM00NFsCyl85tSE6bf4RMIQj4Gf/TAgqprn7hQKPslpEzD1DTaznQAJck7V5SA+st2m1c0vSxB\nYPg95eBbuU34eMbq72RFR9FIiNBB5xCHz4o4ebGAbEGtuXjPMHR+ERAYGzMKVeMWayy4m/+mG09q\n2W1dmWu/93u/V89unpBlGX/8x3+MBx54APfeey8AIB6PY3x8HJ2dnRgfH0dbW9s0Z6G4Eo2wERw4\ncOCqv8dKNO957uF1rytOuPO8e9rDnsfwr76KXDJrfdZ1IFfU0BYLgWHy0CucjrKWhfEHKX8O+3j0\npyJ468QIAEr9LsnAWyfy6G4PgXdxeHvaw5jKFHHmYgoAA4ah95AvAj0dUWSL2XLBA9u1GIYgX9Qr\njtHR0xkDCS/CnjMnAAgIBgWUNGDPGRm84EciKwJgYDLQCxKwsCsGRc9bZcE1TQMx+DHhAI9169a5\nPrtKFEsKRqdEDE/kcKw/gRPnElBUrcpxUzVgMqNgMqMAKFcBZBiCrragI9NtQTyEzragJ612PqGe\nNjZdW4z9NFFVvl1Xq7WdGgmsAXRw3HNGht1mXj0qAiAI+svbdBSgazCWyYzrgw6khRJADNtidN3V\nYZcVHcmciuf3ibhrYw9uXdvtWHHmWYZmtBm0FzccPDXuat+rVq26Iiu6863/nAnm8vc5+mDi7IPN\n69bTtwdfGEemojiM2S9b918juGbuk/rRT1CZAKLqQFEmePSTd+I//bdXPSejb58jeN/WxVjYrVla\nWFT7EZa4sXmdZ3eetsYKANZY0dvbW1OHZyaYydg4Ha52u3e7N7d7btvzpjX+ArOjZ8kwDFRFQ66o\nged5+ATOyiriOSo8r8iaRRfVdQZiCehsDbuOt3cZ/4tFGT/bcx5vHB5CsaRYfkhR1nH8QgHHLxQg\n8AxuWtqG9Ss7sG5FHLGwO126Fo4dO4Z169ZZerIcy4DnGOvvyqDx5cCl2Ntc2P9cot57quw7vWbl\nHMtY53z8+wdx5JxoHTNd4QJdpz4m0TRoug6eYyx9yMlMFpqu2+y4uu+ud7x2820ASpXzGgeSuRwU\nWTV0OhmH71zrGdrvSYeCkibU5UM0fQ9vNHofl/Pe631vdvsSizKyYgEMw8AnMEiKBH0jecRjfqs/\n13UNGmzaZYRA1xmUFAYkvAibb+h0XJtli1blT8agnWoGW0jTqb+r1xiDiKHPomk0s9MncFBLMjTN\nqvfm6APsbcLv47FiYavjmWtGhtu+E6MYTp2Gz8dDlHQwRvCOZUhVNqym0bmmWFThNwrvLGx3H7fs\nOHbsGDasv9kYR1jHeDId6gquPfLII8YLsNFqCEE+n0c6ncbJkyc9j9V1HV/60pewfPlyfPrTn7a2\n33333Xj++efxyCOP4Pnnn8eOHTvquZUmmrimcM/WxXj6pyeqttfieZvaJVXbc6WGaHUA0BL1edI4\nU5kiOlqrNdx2bF2MH7xy2v2EhJYhd6sm6rkyrXtTIFI5998KAnzgzmV49mV6H6YYMwC879bF8PGU\nTjBdXq7fx2HpgiiWLoji+NkEOo3fq+m05LOsaOB5Fl1tIYwm8phIOnXZNE2n9NPJPHCqfF6GEHS0\nBijF1Ai6mTokdi2E6wH337HUek9zDbN8uF2nimMYSFp5Umht5xi7oqox+aIbOJY6A3Yffmgih2de\nPo3nftGHzTd04r0be7FiYQyyqkEWJWRFCRzLwC+w8AksfDxrTejmE8WnielRqw82UU/f3hLxVQXX\nANovNwKx4J7FWygpiEf92Lq2G7uOjLjus/f4KPYeH8WirgiKJQV+gYWuE6jGSvV7N/Vawt9eY8VL\nuwZmPbg2k7GxiZnBjDuZGUGZvITO1gASaWrP0ZCAqUwRhAAsqZgNTROzCvp5TKYKaDcEpkuyhkJJ\nQaGkWP6KJGt458wk3jHodEsXRLF+ZTvWr2xHb2e4ocCYWTyhMuhoCuw3Okm6UrhW7d+r76xEW6yc\nofPG4eEZXYs1smTsNqpquqvJ2vvuesdrL9/m/Xcstf72eo9VGe/TmPhMfYim7zE/Ue97s9uX6f8C\ntM8uU5AlREMCEukiWKOAjL3PN/c3z22/djQkIGm0WVU1dQqd9lsjRk4pn8ZxJgVbklVImmbJ+VTk\nfVjI5OWq/o5hCEIBHm+fGAPPMUikFSNIR8ASuthtygXxPINCsbygowMolFQUSiqmMiV89Vv7sG5F\nHOuWx7GsJ+Yq/WMvxmP9XkNCobM16PGr6wyuvfrqq47PoijiW9/6Fr73ve/hd37nd2oee+DAAbzw\nwgtYvXo1PvzhDwMAHn30UTzyyCP4/Oc/j3/9139FT08PHn/88XpupYkmrinMhGtflFVX/bSSpNYU\n5HfTCPLxrKWPUomSrHrqvn3nxZOu+mmSrELgGLRG/MjkS47y5PmijHjUV1UZVVJUz1LURUn1vI69\nLHgqV0Qs7HOUBdd1HbJCCwZIsoqSXDvYNpkqWH8zhEDgWQg8C4Yh+IOPrgdAdQnGp0SMJPJWUG0k\nkcfYlAjNFonRdB1jUyLGpkS8c2bC2k4AxFuo4K+9imlXPAi/UFd3PO/gVr59IlWoGpBrDdCVMBbQ\nqiArWtUIbVbTJUC1PVbYltl+BI6FJCvw8Sz8PhayokNSVEgyDbiaAYnueBB3ru/BbTcvQCRIhV1z\nBQ25ggxCAL/AwS+wrhkIQLM8/XxFrT7YRD19u8CzrvqZvlkMwPt9HL74qa34f7+7H7uPjEBSNHAs\nwdKeKCRJw4UxmkVy0fg/4GMR9PNY0hXBnRt7sagrgtGECL/AIpMvAXo1ddRtMeVS0dTu8UZJLo+L\npQYqMbtVUSakXBGWIYTataYjHBTQFg0AhBbAyIgSgn4OkqyhJCkQOAahAA9Zmf765thKCC2A4Beo\n3auajlvXLcDRvkn0DaasezM1dX78xlm0Rn1GoK0Dqxe3zjgjnGakw3WSZGYmmMG3yyH1MB2uVfuv\n7DsrYWo9xsJlDbdaNmavEmrqN/EcA1nV4BNYRHgesqKBYQi620I4P5oFjAm/V9/t5Y9Wjtduvo3d\nBwWq3yPHMVY7qvRpa6Hee5qt45q4sqj3vdnt6+J4DiwLtEX9CPo5JNJUDkJWNWPBmY4ZilH8gBAC\nH88iGhIQ9HPWue3XbovSILd97khAwNkr6bg47xxLs0d9PIt8UYGPY637MvXe7IvXLEMz5s22y7MM\nYmGfZ383mshbhfGIbWBTNKO4AgHiUT/0iI5cQUFOlMvfGbg4lsXFsSxe3DWAkJ/DmuVx3LyiHWuW\nxx3F0Sqh695akdbvr/ltBRRFwb/8y7/gqaeewvbt2/Hcc8+hq6s2R3zLli04deqU63ff/va3G7l8\nE01ck7CXVa4HkaCAtEtGVyQoQMtLkGW1KmhBJ0OVDiN1NqYyJaSNSqJ2UdaWiA99gymcGJhCVpQw\nlSlhSU8Um2/otEpHV1ayM0s+5wsSJJmzgmh+gQHLCAj6eQelzn5M/2CyKvBGxbRtyw7GH/byyCZv\nv9JNO3R6oqqM/c0r4th3Ygy/2H8RY1N5xGMB3GEUGmhvCWAiWR1obI+Vs/d4jkFvZxi9tgqYL+46\nh9cODiJXlOHjWCzqiiAcFDAymcfYVN6RTaiDTjQmUwUc6Zu0XwZtUb8j4EaLKQSrntd8xPBEDum8\nBFlRoRkFDi6pQhjKE0I73CZePMeAB4PuuHOViU6gnLZFsxsYdLUFkMuL8Pv90HWgszWIzrYgfnlg\nEAVJse59NCHih7/oww9/0YfWiA/bNy/EvbctwclzU9h1ZJhmbLQEQAiBrKg2EVnaFpvl6ecnIkEB\n2bwEhiNV2+340S/7rEIxfRfTyIiSo6/vjtOMWLMoi6rRBQG7XZj6KJVoVFvqz397C7SP68gVZOQK\nEhUD13WcvpDCK/vO42g/LSplruzKioZF3TSrNxTgIZYUhPw88gXZKDCjWxltlb/74Knxqr53JkGB\nRsfG6wX28bdvMF33cZVmxBhZaLKiWWM/MVb/rX11epxf4CBwBG1RP/KiiFAwCF3X0R7zXr034TW2\nLoiHcO+tS9DbEcbrhwYxOJ6DpunIF2Wr2FAyU8JrB4fw2sEh+HgWNy1rw/qV7Vi3oh3RGlVy630e\nspGhDpSzP6n2TplWeqWopdei/UeCAtIe2WuEwAqOlSQVn/67nyMrSjV9BVMMnWWI1ScWJaqrpqoa\nBF7AptWd+MLDWwAAn/67n1dfXwd8AovHnt6P0UQeyWwJmqZZi2mmP9oWDVj7mP3aQztWT5u1a3+P\njz3tTvedzhcw2/zlOq6JKwNz7BxJ5AEdiIaccya392ba12NP70ffhXFrXkbp/DRQRWFkkLEEfoHz\nPHd3PITjZydpIM6YvxDjuKCfNypv0mM0rVxsjmOJlc01mSoY1Z91sIQg6Occ96VpGoICh+54EKMJ\n0Wpn3fEgxKKMTF5GJl/CY0/vx9KeKAaGMxhN5CHJKlLZErJGkSaTUWnOWwVjDlBSVAxN5KBqVDM7\nHOCxalE7fuu+G3HyXALH+hM4djaBvHGefFHB2yfG8PaJMRACLOuJoTOsoqUj23D2NNBAcO3555/H\nN7/5Taxbtw7f/va3sWzZsoYu1EQTTcwONqxqx6v7y5WxdKMa4vpV7Uikizh8esKxvw6gJSwgmS2L\nWttLhrueT9MRCQmOlPdsXrI+16Is9A2msO/4qLVNVjQk0iXctbEH50cyDR1z07I2nDw3VbV9x9Yo\nnt152vP+Vi5scdyfWe789vU92H2EUgw4lkEqW8RP3jwLv4/Dtk0L8cNXq1P8b1/fU7XNxIu7zuGn\nBlWKgEBSNPQPpfGBO5biP354HVRNw2SqiJHJPEaNbLezw2lMJquLRUxlipjKFHH8rLNycizsw3e+\n8n7Pe7ja8fj3DzrsS/ag65qp5tPpqQB0UlQZ2AWoI1IZRHbbBgDrV7XjTRvdRFaoPkvQz1i6UxzL\nQNNphtHLRqo8xzLQdVp91P47ktkSnn+tHz/fex48xyDs58CyDCaSopEtocMvcFBRrtS0/T0L0cT8\nQz10oC8/scvRF2u6jsOnJ/DlJ3bh7z5zBwCa8ZUVy1QOXQeyouygisbCZVqGHfbMDq92U5mBwxiZ\ncaEAj2xegliUccOSVtywpBUjk3nsfPsC9hwbhaJqyOQlvPB6P17cfQ533NyDHbcswrZNvVZ/V75n\nHe+7tUzdOHhq3LXvBXDNBQquFLzG30ZA5wom9d2srEg/B/0M8gUJF0ap3cVjfggcY2VClM9B8IG7\nlqE14kM6J3lmzt+xvgcvvNZXtf329T04fjZhfRcy+vRwgMN7bupGJi/hSN+klflWklUcPj2Bw6cn\nQAAs7Yli/coOrF/VXlXZ9FKgajpUTXVkBVJhbiPQZlQv5TmmZuXoJqpR6W9WQtV0TGVKSOUkW1DA\nG2a/p2o6FHOiTcrfJbMl8Hz5PF7+M5X4oEEoTdOQzJZo9g2hNLqJVBFFSUVRokHYmfZrM6X7Xu7j\nmrj8sI+d0SClcZrUfDMIVuu93bN1MfoujFufoyEeiXQJ0ZAAsSjbaP4+5Auy57kFnkEyW3L4t1Rj\njUpNaJpuBbIVjS6CmEkcE6kC1WjTyqsziqYjmaHXaov6EQ3xmJAUa3HEpKxGQ7zjPuMxP/qNuWE8\n5kNRUi1fiBg6bhaIMW8VaKaqqpTzYlUNSOdl8DyDcIDHLWu6ccuabmiajoGRDI71T+JYf8LK4td1\n4OxQGmcB7Dm1Dy0RH9YaWW03LmmF3zd96Kyu4NoDDzwAURTxR3/0R1i3bh1UVUVfX3mgXLlyZT2n\naaKJJmYBkqy5UolkWUMkKCAS5JEryFaqfDjAQywq4BjGtWT4jUvbXGmcg+M5VxmIl3YN4J+/TAuT\nuFEWaMnnaiqnLGueNFOvY4bGc67bzw9ncGJgyuXu6P3duNS9QMpLuwYck1JC6Er93qMj+MLDWxAN\nC3hlz3mMGlltt928AGuWxV3PBQCvH3KvFvX6oSHcf8cysAyDrrYgutqCADoAAE89fxR+nrGyVMor\n57S6lZ2eAMA1S3E+oZZeip3SEQ7wjkDDdEjnJHz+45ur7Amotku3bV421xbzoy3iR/9FEb0dEezY\nuhj/8MyhsgAyYKWhM4TqZuUK5UwLsahY9xfwsQgHeEqF8vGIhQRMpgtojwVw+/oe9HaEMZrIwyew\nCAgcfAJ72bMjmmgc9dCBjpyZdD3Wvv3EuSlXerR9QSFfdNdTE23bvQLSXtvNzORQgEcmX0JRUrGg\nPYT/cP9N+NC25fjlgUG8dmgIecOuf3lwEK8dGsTG1R24bV03jvUnkBVLCAV4bNvUi22bFmI8KSLk\n5/Hy3vOu12xq/Mwe7FSgRjLX7NAteq9TP40lBLru1O/J5CUj89cPWdEgsFRY305T9AscMnkJ+WJ1\nH752OR1Ddx8ZdvR/a5fH8dTzR6v2J4RgcCyL//jgzfjNHaswksjjaN8kjvRN4uxQmmZdAjg3nMG5\n4QxeeL0fkQCDLaOncPPKdqxe3Drremo6KL1KVjV7TSMj04+tynJz0+9pwvRfy/5mJQgIdBiT8zrY\n8eb+5v+V21iWOPpcx/XVcsabPZAgyZq1iAaGgGcZKKpmjfF2NNqvzZTuaz+u/6JY1f5m+3pNXH7Y\ntc7sNM6sKGPlwtZp39vmGzqxY0MMF5I+jE7ljWOiOD+cwaHT40YGJqWAUpkH93O/c2YSHMu4FAbQ\nqaYZRyAILPIF2aCWlqnOYlGxFlksV9b4P19Q0N5CsHJhK27s5aCQiHGfLZ73acoWZfKyFdg278U+\nepk0V5ZhoBIdHOeU7WAY4PT5lGMhkmEIlvfGsLw3hg9tW4FUtoTjZxM42j+JdwemLAmBVLaEt94Z\nxlvvDINlCFYtbsW65XF86oNrPN9FXcG1fJ7yb//hH/7BtbDBzp076zlNE000MQsYTeThF1hIMoeS\npMBn6DqNTuWh6zTl1p4qz3OMFWwzoUOHpurIihJGE3m0RX1oqxDRTmaLrtQ7U1/Hi7Iwmsg7UoCt\n7VP5ho+5OJ7Dos6w67m8dH7M3+SGjCg5gmv28wHAlhu7sOXGMtVd13VIikY12ySq3WZ3B3MuEwkA\nrhMME5OpAggxyz0zCBiPnWEI/vKTtyCZLVmZbsOTeYx5/Jb5AllRXWm7ABDy81Y6eCTYWHBN03VX\n2vJDO1ZX2dizO09X7edlc5Ks4gsPb3FUhsoZToRurzIGOkENB3iEA1Q7MF9QHL/BpNixDEE4yOPT\nv7bWIdQM0ACIWFQgFhVLpy3g4+Az9P6auDqxcmELblzaZlGEVi5scXzvlcVj3y4ralW70AFINo0h\nWVFdA3BSHVpX04HnGMRjARQlBZkcDTJHQz58aNsKvP/2pdh9dASvvH0BE8kCdB04dIpm4oUCPEI+\nBst6oljcHTXuU0MqV8LFsSyIUQzB1EECrqzGj0m16b8wjhUn9s+Ypno1wRxLXz/svsBTD+yaVwLH\nWpMpsag4ghOySrcH/RwYhuATd8WrquYxVsCWQzpXrQW3dnncCrLZYdc6dWxPl3XaetrD6GkP477b\nliInSjjWn8CRvkkcP5ewFqOyBQ2/ODCIXxwYhF9gsWZZ3KCPxhEOXhp9tBZ0nbbFyvZTxlL6AAAg\nAElEQVTIMgQZUUUmLzkKKVzvqPQ3+4fKwWHT3zRtx6Qr14LZn9r3s28jmlMT0n59k958cSznCCTI\nikYzcxiCRYYESOU+JvqH0g6qqJ3C5kWJnynd1zzO7pvUQ8G/FunF1yIq5y2mf8owxKI1T4eVC/z4\n2K9VVzR99PHXHLEbt3ObtpRIF6hEANz9dk0HutqCtKpnQUImLyNfoP6ro72aFQsMEAJ8/U+2A3Cv\nvHrw1DgOnh6HrGhWMQazzZVktbpgHwGIXl7w1nUdqZwRNGdJVX+bL8rojodQklXsOTaCF17rx9BE\nDtCB3o4w3n/HUty5oQd3buiBomp45Y3DyGkRHOuftIJ8qqbj3YEpvDswdenBtcqCBk000cSVg49n\nLboGUKZKtkUDyIqSg0JkpsV7MSYkRfPUZOBdAmtAta5QJWai8eB1TNTjWqZWnFsZ9EhQmNH53GAK\nfvp4FpFgOdhmBtrCfpolWIlQDZ20WtpuhFBNm7ao33UiMh/BMYw1OauEOXCaNtwovGjB9gwiL/pw\nd3sIvEsFWzdbMDW27FllBIBd01XgWAgRKobNMgS5gmJNElRNRzon4Uv/8y2sWR7HXRt6sH5lexWl\nSDfS7gslWgHJJ7C0KIKPuypEtpugqIf66OWY2t8iQwjUafTU3NqPDoBnZm+i7hc4+Ns4Q+uEChcL\nPIvtmxfivRt7caRvEq/sO29lSZk6JUf6JnFuOIOPve8GbFxNM3PN/k1DeXWYIQQL4ldG48f+rnQ0\naaoO6JUfdWhameJjUuZ8bNkXmE6riedYtLcEUCgpSOfcs5PsqEfr1I5wUMBtNy/AbTcvgKxoOHMx\niSNnJnHg5DCyBdpOipJKJ2qnxkEIsKI3hptXdmD9ynZ0x4OXJTtY1aivYA/sVFJLrb+vI2pppW9m\nLgQTVL+T6QJr9UDVdPhsY6ebb1g5Ca/WqnLXcxWLCjJ5yTpf/2DSoLBR4fa57muaFPxrC3Opjzfd\nue22ZLZJr9bHc4wxBytac1FN16EoWhWVlBgBNoJqbVY7rOsbx9M5Aa1QTfUTq+/Gfi1FLdNTQehn\nk9Ztwrz+8bMJfO+ldx0LOwOjGTzz8rv42PtuxNrlcXAsg4XtAtatW4XfuHsVJlIFHO+fxNH+BE5f\nSE5b0OD66dGbaOJaB6m/zLkJTdNxjweH/70b3bXG7LpCbvA633RaAY1ca8fWxbjf47v337F0Ruer\nB/bqOu0tAXzwrmUwS0XYXcNtm3o9z3GHh4ZbLW23+YzWiozIWgjVqNBTL16q0IR6seKziVSm6Lrd\nzRbcbI3jaDWjSqHr7ZsXIhTg0dUWwIJ4EJEgb2Wg6aAD+xM/Ooov/o+38KNf9rlOLM19i5KKVK6E\n0UQe40kRmbw0bVWxJuYedvqGHTtt2zmXwG3l9nr28Wo/rbHydp/g7sr5hMaqjgb9PLragoiGBIvS\nwTAEG1d34M//wxbcuKQVQZveiKLSxZunnj+KF17vRzpXqurfNE2HomrYdGMnktliQ9UtZwP1vKvr\nFsY7rgrck4pttklMvWNlwMehqy2IWEioWXzjUsZDnmOwZlkcv3XvDfjk3e348u/eig9vW4FlPdFy\nhrEO9A2m8aNf9uEr/7gH/9cTu/HsK6fx7sAUVI9Fn7mCSS0VSzQoM5UpYmxKxPBkDuNJEcls0ZAY\nUGdVQ+5qQqVvZuousR594Vxf37wHqs1qfuYd9+a2D0Dp0vZtJpU6U7HoO1d9TbNvu7Ywk7nTbJ3b\nbktehWLMMSEa4qvuSbUVPrDDom2ypObc0bx+ZRszz20uWk8H+36VATnz+q/su4CMsVhu/QOlre49\nNuJ63o6WAH7lPYvwRw9txNf/ZBv++GMba95HQ9VCm2iiiSuPkqxC4MtUT6KplJYmqyjKapXQI8OQ\nmo5aLU2Gc8MZnLWl7S/vjVlZQV7p6Jtv6ETfYAov7RpARpQQNfSINt/Q2fAxD+1YjZULW1zvzbzv\nl3YNIJUrIhqq1j1yO87rfDPBx+65AYQQS3spHOBxz62L8YHbl6Ekq66r9rX0Z65FxMI+FEqKQweQ\naiM4y25HQwLCQR4TyYKrgLsbNF136CqwLEEqV3LQNNK5kuvkriSruH19j6udVsJLY8vclhElRAI8\n3rt5Ie67dQkWd0et99vbEcbWtd1QVB1vvjOEk+emoIM64D/bcx4/23MeNyxpxV0berBxdSd4jsHx\nswlHtVGzoq2sSMiK1IEI+Ghav1eG6VxgtqpAznd40c7t1EeGZQC1OpDkyFb0CDrYg7WxsA9TmaKD\nEsGxBC3hcnBtcVcU/UMpaLZYAcMAS7oj1udnd57Gizb7vb+ir7RfOxKklZ1zokSrgxrfFUoK2lv8\nUFQNyUwBRZkW9VA1HS/uGsDLe89j69purFjYgsOnJ5Arygj7qS7bmmVxi/58Oe23nnc1H2G2xUZQ\naW7me9B1GvQxC63oOvUbOEK1QUuyinROsvrHAwe8Bekr7280kUdXWxC337wAKyqo08DsjYeEEKuS\n9/13LEUmX8LRPkofPTmQsPSyJlIFvLr/Il7dfxEBH4e1yyl9dO2KeM2M87mEV9VSR8XSa6SAgpuv\nt6wnhqHxHCRFhcCxiAR5lGTVVeOsUbCM0x+2Xz+VVaBo1K7tfqFdq6qWdqtYUhyLDVYmfkXQdq76\nmmu1b7teMZf6eNOd225LbVGqrWn32VmG9j8CxwCEWBVNCaEMKC8ZDIAG67bc1IWB4Qw+819fgSRr\n0FUZa2wSDaOJvFUlVNN0qLZq5BxHs98ZEDCaWUxMt2SQzKw16LTAAiEE4QBPGSAEVZq4o4l8VeYZ\nIQSKSmmlna20YqlXME/g2Zpa3EAzuNZEE/MOkqxaVESz6ecKMkoy1XYqVQR0tGloGYC7JsPj3z+I\nc8Nph0N+bjiNx79/ENs2LfRMRweooxwLC5a+mVmh0/y/3mNWLmypqRdhlkF34+97HTfb+hO1SrFT\nEVyq12YPtnnpz1yL6I6HoOs6umzbTP0CKpJdRjonIZUrOWyu1gK+YnNideiQFbrCZaa/j0zmrAp4\nlfplPp6taXOVqHzPZhq7/fijZyZw05I2bFjV4fp+N9/YiclUAbuODOOtIyNWsYpT55M4dT6JUOA0\nVi1qwVgib9FQJpKiVU3PPKeq6cgVZOQKsjVB9hs6bXOFJgWljHroG6xH4Mxuh17Om32fdL5UpTWi\nqJRmbMLHs+BZtkoAXDDsoVZlZa++i2UIYmEfwgEeGVFCoahYFD6OZRAOsIjHfMgWZIhFBbKiQVF1\n7DpCV379AovWsAAfz+LQqXEs7o662i/VnaSBtrmgx80l1eZKobIt1osVvTHr7572sEWTNTGaEC0N\nTLPSHGNo18TCgtU/Nnp/o4k8fvTLPnz8vhuxvCdWtx7bpSAa8ln6ObKi4tT5JI70TeJo36S1eFMo\nKdh/cgz7T46BIQQrFsawfmU71q/qMIoQXVkoqgZF1VC4hgooHDw17hh3xaJsFa4y9U8HRjLV+koG\nzG61ll9QOQ7a6Wj263OMglCwbNf16FrZx7rHnt7vaD9udFJg7vqaa7Fvu94xl/p4tc5ttyWxSAsZ\nCYZOZHc8aBRQ0q3Kov2DSSQzJaptxjIoae4Z6Z2tAfzhb27E0z894agEqmka+gdT1jUdckcE0I25\nkmD0b7KiOfoIgM4XYmEBg+M5OqbYBJElWcONS9vwtc/d5fFbqwNsJt2VN1gprWEO7S0BiEUZhZJS\ns8+pxPxeAmmiiesQXtTPVKbkLvJTA5XBDTu8qjy+eXi4Zjq613eVdL16jpnv6e0cyyDo59Ea9aM7\nHkJXWxCtER+C/utHQ8udhsG7pp4n0u5UzUZQSS+JhnyuGYQtEXe6Xb0252Wzbx4est6zW7CgvSWA\nD21bgf/yuTvwud/YgPUr260JQ74g4/DpCYwkRIxNicgVZGtF0B6YtsMMVEymChiZzCOZKUIsynUF\n1RvBtdpGZ4K66Bv1NO86XtGUhxbhVD1txTi/FzXaq0+2g2UZtEb86GwL4le3LHJ8xzAEsZCA3//w\nOnzqg2vQ2xG2vitKKsaTRYxOFZAvyHjrHXfhfUWlulRjUyImknTf2bTduaTaXCk0mrEGVGet7di6\n2JOiFw3xjmqh9r66nvbudX+vHRhEe0sA8aj/suqM8RyLdSva8Yn7bsR/+dyd+Ovf2YoH7lrmyOzU\ndB1nLqbww1/04W+e3I2/eXI3/vXVMzh9IQlVu7z00VowCyjkizJSuRImUgWMJPKeWUxXGyptw41K\n6RVYmynsdLTZHMeq2081nRSYu77mWuzbmrgysNuSW9+fyUsVFaTpwq6bFpodyWzJanP2481zAtVt\nz35OgnK7qqRbe9FMrTmAx63ds3Wx6/zDje7q41m0RvzobguhJeyruyhNM3OtiSbmGYqyCo5lquhw\nJaOSpb3UMIzPPMegJeKzMoYAGlh76q/f53kd2aManaSoNdPRvaL7tSp1eh1zraW3cyxjBdwAQFU1\nlFwy264leKWju23726d213VOhtBxszXiswTYWYYYKezOWWRb1GdVL7RTOvccHXGlS9drc9NRMoJ+\nHkE/7xCJt4NlGJolsbIdyWwRu4+M4K0jw1aAsSRrKMklJLMlhPy8I0vPC5quQywpEEsKCEoQeBZ+\nH60mfKmT2SYFpYx66BumTVb2xfbAkarXsY/HxF6xbS/JKuIxHzJ52ZF5ZFYwrFVZuV5wLIPtmxYi\n4OPw893ncW64iM7WoIPCd9u6bvzNk7uRyUtWGXtZ0ZDIlJDKTeLne8/jvRt6EfC7u56SokLKqUjn\nSvAJLIJ+Hn6BvSQBevu76r8ooqc9PGtUmyuFRgMpZoEChiGutlqmw7VYdLi9J0YNOxIc2QK0vYer\nL1LH/Zl9hd/HwSewyBcVZPLeBZfmAoQQLO6OYHF3BB+8azlS2RKOnZ3EkTOTODkwZWUzjE2JGDMW\n/oJ+DutW0L567bK4p/1eScwX36HSNryolLVAQGoWO4iGBMdYb8/Onc1xrHIc8KKTzmUmkv36c329\nJq5d2G3p4niuqu+vzPKSFY1myxKa8eWmpUpAF8/MNld1DqPNm3PAeMxPdYUV1ZrXajqs+VJWlKvG\nsJULW/DfvrO/PB+2dLF5z4rqm2/oxGc+sh4/2Hka50cyAIAl3VH85j2rPdsOwxBaJT3AQ1ZUI5PP\nG1ffCDFP8MCfveD95fcGqzb929c/PId308T1BLNyIcMRaJoGxqgaFwkK0AGksyXoRklkAspVjwQF\n/MFHN1TpJZlw01LiOdY1wCZwbM10dB1A/2AKmbxkm+gJNSt10mOSVZPDlQtbZ+ORXbVgWQZBW7BN\nVgwaqRFwq6VjMJ9Qi6Jrh5fNATQ4ZgWTGTpR9AscJFmzbMasEFSJtcviVZSPgeFMQzZX2UZ8PIui\nVD3AVlIygn4eAR8HsaggK1YH2QCgNeLHB+5chvffsRR//70DGBzPoVCiz0HXYVHovva/9+Gujb24\n5aYu+A2tFy99Nh006FKSVaRBgyN+gbWOaxRNCooT09E3IkEB6RwNHFh9MeOsmBUJCki6FNaw78Nz\nrGsRC8GmVUbfTZmyYW033o15L5ULMi2h+ouNmNi6phtb13Rjz979WL56jcNhJoRgUVcEE0kRkqwi\nK8rIG06oqul47hd9+Olb53Dnhh7cvWUR4h4VIc1iHkVJBSFUHD8g0IDMTAJt5rtykw+Yj/Bqi15g\nGFqF+ut/sr3qu0o7PnhqHAPDGbpCrwOVy//1tPd6+gpTFycgsEjnJRRKtScrc4WWiA93bejFXRt6\nIcll+uiRvkmLti8WFew7Pop9x0fBMASrFrVYCyMdrVeePjqfUGkb5sRc13RcHKOTerPScj0U0Mru\ngGMY3Li0zRqnK2nM3fGQNe6XJAXZgohoiEdbNODQaq1XT3QuaXz14Epfv4n5g+k0c01bqqQ7A7Sd\nKapWbqOGNqePZ9EdD6J/KG21U3ubtM8XzbauqlQzjYUGsahg5cIWS6Ig6OcwmhCt/VToGE3QNrpp\ndSd2bF2MV/ZdwHdePIlX9l3APVsXY9PqzoZ900tpNzzHIhauLcHSpIU20cQ8Q60qmRtWtUPRNGtV\nT4cORdPQ2xnG0z89YWlQmXpJZrl6t+/WLGtzvc5dG3tqpqMv7YkikS6WVySNksrrV7VPc0yp4pgS\nlvREG3k08x48xyAU4NEW9WNBewidrQHEPCr3XIvwqlALwNWmK+1MVXVLZ8oON5pEIzbn1kamDPpl\nPdcihBgVRGn1PE+tLULw/tuXoaMlgN6OIFrCgqNy5PnRLL770rv4y2++iadfPImdb1/A8788g4mk\nCF3XLX2242cTVedWVM2ij05lFSSzRRRLSt1V6ZoUlMawYVU7FLWiL1Y1Rz+4sDNcFWxVNR29neXM\nIK9++Cbb9uneTT330ih4jqCzldKf7fZsVn8UeBbxmB897UFEg7ylg1SUVOx8+yK+/L924x9fOIbz\no5ma19F1GtxIZIoYSVDacyN2ey3C/r7riTVW2pQX7P1cNChYfaK9n6unvTfSV7Asg7aoH/HY5aWK\nukHgWdy8sh2//f4b8V//8E588XduwQfvXIbFXTb6qKbj1PkkfrDzDL78xG585R/34Ee/7EPfYGrW\nqfjXIiptQ+DpopgZNJcVDWQayQzPrDUd8PtYVz/XhNu4P5EsYngyX/O4JpqYz/Ca57nZeGUbFYsK\nVI0uygGGr63p0DTdoleGA3Rhr7Ll2ueLZls32y8hBIl0EUt6oo5rCjxr7ccyxBqHeJ5x/Q1LPeaJ\nV9I3bWauNdHEPIO9cmFllczHnt6P1ogfmXzJoiVFQz4MjedcKZk7913wTK6PBgXcvWUR3jw8bFVx\numtjDz7/W5sdx1emo7+y74IrRUmWNTz8gTU1jqEpwfbqkeeHa0+8rnXwHHtZq0FeaZi2Zbe5WFiA\noupVNp3NS6521hYNoC3qn5YmMTCcqdvm3HRagn5aRKAtMv21TBBCEA4KCAV45AsysqJclZ1YWT1v\nRW8MSxbEMDiRw8F3x6EYVOK33qEabDzHIBzgEPLzlqj17iPDNQXCNV23KjcSAD6BRcDHwSd4awE2\nKSiNQZK1KtpyNCRAtlXAGxzPudJCh8bLq7CRoIBIkHdU7goHeEcm8HTvpp57mSkodZND1qgsWmm/\nPa1h3L6+BysWxrDryAheffsCJtNFaLpuicmvWtSC9926BOtWxF0r+5rQdVi0Z4YQ+H3sJWW0zVfY\n33ct8XcTlTblBXs/R+lAtH/MirJBeVtcV7XQmfQVfoGDr5VFviAjI0qXlSrqBkIIlnRHsaQ7igfe\nuxzJbBFHjYy2dweSFk1/ZDKPkck8frbnPMIBHutWxHGzQR9tohqVtsEyDFojPkcGejzms4q2SIoK\nxqgYqBmVAs3+i+MYpLOSw1dw01Laue+CdV37uF+SyhnvbtnB9uOaaGI+o5bWYKWNV7ZRWdHQ0eIH\nQCx/2cexaG8JYHFXBKNTeWxa3YmMKOHkuSnP+eI3nz0MjmWMSp+6Rd88P5yx5rU7913A2JQIP89C\nB81gNX3zI2cmXeex54cznnPLK4VmcK2JJuYhvKpkjibyaIv60BZ10n0uegTXTK67WQLZHqQYncrj\n63+y3dE52tE3mMKJgSlkRQlTGZrxY5ZUNvWmKq8F0M6SUqVs3yXyCPo5h7aL/Zgmrj6YKeb9F8ax\nwlZS+1Lx+d/a7LC5Rx9/Dbquu9p0PFpNa0tmS2iN+qtsrBKN2JyXToskq64VxqZLv58uyOZVPe9j\n96zG3uOjePOdIQxPlHUsklkJqayEgJ9DOMBjIiVWHesFOwUPKIHnaPVGv8BVibc2KSj1g/bFfrRF\n/c7tNvvKipKhwwgHxd+uhTaayFPKvw6rf44EhSo7rfVuRhN5+AUWksxZ5/ALbNU5prNbLzC2yqJZ\nUcY6D/u9e8sibN/ci8OnJ/Dj189ibIra6ZmLKZy5mEJ3PIgdtyzGbeu6p11UsAeIrUCbUTH3egi0\nme/7N77471BV1bWvs1dNrEdfr7KfM/tHhiF1VVJ0u79GYPaLAT+PTL40ra7N5URrxI9tmxZi26aF\nKEkqTg5M4WjfJI72T1pC27mCjD3HRrHn2Cg4lmBBG4+J0kWsX9nuSYG+HmG3jUcffw2JdAFFiWbH\nqJoGgadj0Na13RhN0OBlNFTtUzIMwT996V7rs+kr2CEWZRw6PY5HH38N3fEQzg6lLLvOiyJCwSAu\njuVcNd+a/mcT1woa1RqsbKNmu7L7y5XjwsFT44gEy/7Dtk0LHedrifiseajZ9gCgfyjtoGRHQwIC\nNvkSU7c4b1TtdNMBncl4M1N/px40g2tNNHENwUvrpJbe2VSmWC6BjDI9ri3q7Qw+u/M0nn35tPU5\nm5esz173IPAsnv7pCeuzmdJb65jrVc/paoeZYg7A0kowP8928MXLNvw8a5X1Bgx6R6oIliEI+Oik\nstZ9NWJzjexrfzbT3UM9mWx2hAI87t6yCL/6noU4N5zBP/34GKbSRWuFzww2+AUWP997HrffvMCh\n31UPZEWDrEjI5CXjWdLMoOslaDFbqMdmTP3MStjfGS1Rn7U+mzT7tpi/6jgvOMrcw72Pb8RuvcCy\ntHBOKECDI2ZRA8c+DAO/wEHgCLpaA8iIkqUvOJoQ8d2X3sWPX+/H9s0LsX3zwrrstyrQZmViXvs2\nq6laXUXC63mOV8s4zDIErRE/wgEVKSMz6WqCT2CxcXUHNq7ugKbrOD+SsbLaBo0MQUXVcXFCwjMv\nn8YzL59Gb0cYNxs6bUt7ojUzNK8nSLKKZLbcN6majqlMCQInOybY5lhvD7BV2mWl/YpFmdLJOMai\nkaVzNCvSPjn3qgDY9D+buFZwKX17PcfW4z+4nUcsKsjkJWt7ZRs12zAAG0W0CMBvteGZtNPZ8Hdq\noam51kQT1xC8tE68ShbX5KTX8P1e3DXguv2lXQOe9+A1A9hpiFI2fH9NXDHMZjn76eBlGy3R6uCC\nququZut2X43YXCP7zuTZmEG27jjVZJtu4kUIwfLeGD5x343o7QihNeKDYJsgFCUVz/2iD3/1zTfx\n1PNHcXJgakbFMVRNR64gI5EuYjQhIpkponCd613Vi3psppZ+5rSYjVdgM7PZbNOU2hVAPOquo7Xr\nyDCt6iWw6GgJYEE8iHCAg8lIzooy/v3Nc/jr//EWvvvSuw1VxzQr5poabaY24rVqs9NRQk3UY1NX\n2zjMcyw6WgNVun5XExhCsKwnhg9tW4H//Lu34qt/cAd+632rsWZZGxib6Q9N5PDS7gE89vR+/OX/\n9wb+z09O4NCpcdeiONcTUrbAmh12qrxJ9czknRqnlXZZab/m/naqaDTEW5mG9m1udNKm/9nEtYJL\n6dvrObYe/8HtPJm8hGjImZFqb6P2Nm9vo/Y2PJN2OtdzmGbmWhNNXEOopXWycmGL6/bvvHjSVXvK\nTYPCRFaUoP3/7N15kBzVnS/6b2btS1ev6pa6pZbQagSWhCRkS6xGAgMejMdg3twJ684QvoPxnQgv\nTHiuPTw7bHM9nvB79uDwe3MHxvc+88AeHng8MGZAtiWGRQgs1EJqIbS1kNRqdbdavda+Zr4/qrO6\nlqyqrOrM2vr7iVCoO7sy81TVL0+eOnXO+clyTvY5XzCatwzPvHJC9VjKkN585S536K6RQ34XOj3T\n2RdTKJ6y41aSZaitKa1WrlLWBcr3WAA5Gcbm89oonWwnB6fw27cvYGTCj47muQyg2bLXt3LazDCZ\nRJwZmkY4kkBCktF3cgx9J8fQ0WzH6mWtCIajGL0yg7cHjuU9rhql0yIYiUMQkmsk2a0m2K3m1Fpv\nNGfzuk4MDE1jz4Hz8Aaj8DiTa2Omx9cDO9di+Iof+48MI56QYRWTCwAr648AyYyvamsLljKaJ3mM\nwnW81rgtZTq4fXb0WCAchy8QTXXwjk+HMh5nMScXtW/1yNi0tguv9V2EL5h8vm8euYT9Ry5hw5oO\n7NrWi9VLWzSPRpNlIBSJIxSJY9ofgS+UQDgSb6gRbYW61pS1b66+qg3nh72pqXHp71n2fXL7hm5c\nGPbWzNo1QO66frXcTdre7MCtW5bh1i3LcPhIPwTHYvQPjOP9s+PwBZMfFH3BGA4cG8GBYyMwm0Ss\nW96KDas78NHVHTnTyBtdOJaA2SRmtCWB5GLpoxPBVJ1ntYgIReK4OOZXrUuB3Pu0IGB2FG0UEzPh\nVOb6ZrcV3R1unL0YRHeHO3Uvr6U1m4j0NJ81c9P3PXtpGtFYcuq20kG1eV0nPrw0jRl/NK2Nkpy6\nmd5+yDjO7LUXjMThnB2hqoxii8UliGKy/RBLZB7Pbk0uYRRPSKlrt5zr1OjPMOxcI2ow+eae59uu\nDNXNXnuq0FBbu8UEb9oaLsnsczKcNmvec+09OFhwaLHaPuUO3TV6yO9CV+npQ4XiKWPthQn1tcby\nlauUdRqyH5svxuxWs+poBK2vzeFTY/jFbEe0WRQw6Q3h394YAIC8HWzZ2yPRBPpOXsb+o8P48NIM\nAGB8JozxmREAgNUsQB71Ymy2IaG1g02R3mkhIJJKiMCOtjmHT43h7f5hNLutqXVG3u4fxuqlLRkd\nGxdGvFjW5U6tQXJhxIvDp8ayplLIOesNlXKtaanjS536oXU6uCAIcDsscNjM8AWiCIZj6Ghx4MpU\n7rXa1erCp264Cnd8rBcHj1/G7w9ewOhEEDKAo2fGcfTMOFYsSWYWu27dIphE7ZMvZBmIxCRMeMMN\nNXVUFIS8o1JX9TQjGI7hxLlJtDcnp9Gkv2cAcuqwkXE/dt+9vubuk8q6fi6HBTN+9SnHtcZqFnHt\nuk5ct64TkiTj/IgX/QNX0D8wnlozM56QcPzDCRz/cAL//LtTWNY5O310zSL0Lm5q+OmjytR40Tz3\nPKPxRGqNSSD55UA8IcFuMaWy3mbXpYr0+/Q3/+/9OHNxOvU3ZUrZmt4WfH331s0dObMAACAASURB\nVJw1i2st5on0NJ81c5X9hl/2wzG71LFyLxkYmutYA5AxdXP10hbVMijX3g+fPoSRcX8yI/hMOPU4\nkygiHIljzdKWjPa0sp53d4e75HVA0xn9GYbTQokWuHKGC7c05S4kDwAtKgvMz+c85Q7dreS0xYWo\nFqYPqZXB47LmDDEHjClXvhjLR2sZ0o8rCAJMogizScShDy5r/qBls5qwY0M3/nr3Vnz7Cx/DbVuX\nZUyrisZlXJkOY3g8iF/tO43JtEZNqZSECFO+CEYnApiYCSEYjmVM61mItNRB5U6lAEqLaS3H0Gvq\nRz4mUUBLkw2LWp24dctS1cds39ANIDkd8IaN3fj2f/k4/vJzG7FueWvqMedHvPjZi+/j20+8jX3v\nDiIcKX1aXfrUUWW6c7hOpztvWNOhul1Zd1KZVpM9FW7fwcG6vE+aTbNTjpvVpxzXKlFMTuX/zC2r\n8e0vfBz//eEdeGDXWnxkRVtG3XxxzI+XD5zH3z31Lr7xf+3H06+cwNEzVwrOJKhnqlPjZWS8JonZ\nqc/ZV2fZcVp/lzlR1eW7X+w5cF613e0NRIu2U5R2h9pU7ULm26Y3+jMMR64RLXDlDBe2WkxobbLB\nG4hmpEZPz06mx3nKHbpbyWmLC5Ha8O5KT6MoNFWzEtM78mYQjSfmlRZc7biCIGDCG0JXmxOBcAz+\nIokP0nUvcuOBXWsxcHEKgVAM/lAckdkPaglJxshEEI/+j7ewfmU7btzYjQ2rO2Aq80NreuZRARF0\nL3KXdZxGoKUO0vKY+UznKOUYWh6jR71qMYu4dfMy2K1m/P6dCxibDqKj2YHtKlOURUHAR1d14KOr\nOjA46sXvDw6i78QYJFnGxEwYz+87g5f2n8NNm3rwia1L0dpU+pS67OnODqsZrXU0Ne+xL+7At544\ngP4z46k6wWEzoWf22kuNJsjKhqhkCldTD/dJu9UMe5sZ/lBMNSlIretoceC2rctw29ZlCEXi+ODc\nBPrPJKePBmazpHoDUbx1dBhvHR2GxSziI8tb8dHZ6aPlxHotUqbA7zlwHr5gFE1OKyRZhs0ipqbC\nA4BZFHP6xIrFqR5T6okoKd/93xuMYtnsiNL0a63ZbS3aTlH+/n88cwgAUteoMlJ/vu3pYuc16rMC\nO9eIqOThwovbXZBlOWd9kGJDass5TzlDd2sl61kjyx7eXc0yqG03WqEYm8/w+0LHFUUBTU4rXHZL\nyZ1si1qdAIJwOSzwBUJISCL84TgkSYYMpKYmeVxWbP/oEtywsRudrc6yngPAwQFa6iCt9dR84qmU\nYxR7jJ716sevXYKPXbM4Zz22fHoXe/CFT1+LP74ljFf7LmL/kUsIRxMIReL43R8uYO+7g9i2vgu7\ntvViaWdTyeUBklNHg5E4Wos/tKY89sUdqZ+VaTYKi1lMftjJ6jBf3OZKTe3NVk/3SWXKsd1SP6PY\nsjlsZmz5SBe2fKQLCUnCh5dm0D8wjmMD46mlDmJxCcfOTuDY2Qngt6fQu7gJG2azjy7raqrrqc0P\n7Fybsc6kEsPKB+zU2msqMVyIHlPqiSgp3/3fM5uJWpmyqeju0Pbl6uZ1nbhubach7eli5zXqs0L9\n3o2IqGoqNS2w3PPUwrRFamxGxZiW4yqdbIvbnfBoyC4KADtmp9wBgNmUnKLX0+HEXTtW4JqV7anE\nkd5AFL995wK+/cTb+PtfHsa7H4wixm/6S6bXVMxaond5lfXYOtuccNkthRJUp7Q123H/bWvwg/96\nI+77xGq0zi5FIEky3nl/FP/9fx3E48++h+MfTtTlNM/5yn6PlOk12dkQd27rrbv4y8ckCnA7TOho\ncdTVVFE1JlHEmmWtuO8Ta/Cdv9iO731xO+6/bQ3W9bZm1PODoz68tP8c/vbn7+Kb//AWfvnbk1Us\ntb5KieFSjqN1PyLKle96ypeJWu+lK+oJR64RUcmMHlI73/NUqny0cBkVY6UcVxC0j2RLzyw6OBpG\nZ6szYyrexEwIB/pHcKB/GFO+CADg1OAUTg1OwWU342PXLsGNm7o1fxu50JU6FbNa06tLYVR5lfXY\nkpn9tC1W77CbcfvHluO2rcvQdzKZ8XLwsg8AcPL8JE6en0T3Ihd2Xd+L69cvhsVc350uWmXH3eql\nrdi5zVMwA2ij3CdtFhM6Wx2pqaKN0LXa2erErtmO0GA4huMfTqB/YBzHz04gOLve4LQvgjfeu4Sv\nf778Bb5rSTkxrOU49R7fRNVU6HpavbTF8KUr6gk714ioLEYOqdXjPJUqHy1ctTJcXet0USWz6Pvv\nv49rr70242/tzQ7cc9NKfOqGq3D8wwnsP3oJxwYmIMkyAuE4Xj10Ea8euoiVPc24cWM3tl7dBWuB\nNRaptKmY1ZxeXQojy2sxJxerD0fimAlEEc9aJ0yNySRi2zWLcf36LpwenMbegxeSU+cADF8J4P99\n+QReeP0sPrFlGRbZix+vEcwnC3K9U75wsFvNmPFHUutLNgKn3YLr1y/G9esXI5GQMDA0g2MD4+gf\nuIKxqVC1i6crveKy0eKbqJoKLcVSiaUr6gU714iIiBrAfNZkSz+Gsmj2tC+Ct4+N4K2jlzA+m1H0\nw0sz+PDSDJ7bdxrb1i/GTZt6sKyrvDWuiNTYbWbYrCYEQjH4NMawIAhYt7wV65a3YmQ8gH3vDuKd\n90cRT0jwBqJ48Y2zMJuAgfFT2LmtF4taHBV4JlQtFrOIjhYHguEYZvzF1/SrNyaTmIr3+3euwfh0\nY3WuERHVK3auERERNRA9OtkAoKXJhrt2rMAnty/HqQtT2H/kEo6cvoKEJCMcSeCN9y7hjfcuoXdx\nE27a1IPrr+6C3cZmBc2fIAhwO61w2C3wBaIIhGOa913S4cLn77oan755JV7rG8Lr711CIBRDPAG8\ndngIr783hOvWdmLXtl6s7Gk28FlQtTntFtisZnj9kdQ0ykbUwc5iIqKaYHgr+Jvf/CZee+01tLe3\n46WXXgIATE9P42tf+xouXbqEnp4ePP7442huZgOHiIhIL+mdbP5QDIFQeZ1soiDg6hVtuHpFG7yB\nKN55fwRvHR3G5clkJrvBUR9+seckfrXvDLZe3YUbN3VjxRKP3k+HFqC59djMmPZFES0huYbHZcOn\nb16FO7evwNvHRvDyWwOYCSQgy8DhU2M4fGoMK3uacfu2XmxcswiiWL8ZFyk/kyig1WOHIxrHjF/b\ndGMiIqJyGN659tnPfhaf//zn8d/+239LbXvyySexfft2PPTQQ3jyySfx5JNP4utf/7rRRcnrnr96\nsWrnJiIiMpIoCvC4rHA7kp1sWrKL5uNxWXHHx5bj9m29OHNxGvuPDuPwyTHEExIisQTe6h/GW/3D\n6Fnkxj9+Y6eOz4IWMovZhEWtyWl+3kAUCUl7J7HVYsItm5eizTKFhG0x9h68gIGhGQDJac5P/Osx\nLGp1YOf1vdjx0SVGPQWqMrvVDFurCb5gDP5gYyQ8ICKi2mJ459r111+PoaGhjG379u3D008/DQD4\nzGc+g927d1e1c60SyunA+82P7jWgJEREtBApnWwtbhOanFb4Q1GUuxSRIAhY29uKtb2t+N92rcUf\njo/iraPDuHTFDwCp/4n05LRb4LCZy+ogEQQBm9Yuwqa1i3BueAZ7Dw7i8KkxyDJwZSqEZ393Cr95\n4yye/f6nDCs/VZcgJOtAh82MaV+kpJGQRERExVRlcZSJiQl0diYzQixatAgTExPVKAYREdGCI85+\nwHQ5LPAHk+tZzWe9b5fDgtu2LsMntizF+REv9h8ZxrsnRvUrMFEapYPEZTdjJhBFqIy1tK7qbsZf\nfOajGJ8OYd+7gzjQP4JILIFAuHHX5aI5FrOIRa0OBEIxzAQi86r/iIiIFIIsG39LGRoawsMPP5xa\nc23r1q04dOhQ6u/XX3893n333aLH6evrM6R83/nlUPEHVcF3/nRptYvQcLZs2VLxcxoVt7RwMG7J\nSJIsIxyVEIrK0KtJIMsy7rxtuy7HKgXjduGJxWUEIgnEE+XHbjgq4fhgCMcHQ/jFY3+kY+m0YdxW\njyTJCEQkRGL1vRbbJz/x8Yqfk3FL88X2LdWjQnFblZFr7e3tGBsbQ2dnJ8bGxtDW1qZ5X0Muwhrt\nXKtUhdPX11eVym0+6q3MRpW13l4Ho/B1MIaW17RRX/tGfV5A/ucmSTL8odi8povWinp77+ot3mqx\nvIFQcj22fEk73n//fVx77bV599+62aiSaaP2etbi69yoZQpH4pj2R0paz6+QYvHWSGotHrSoxTjW\nol7LDdRW2UstRy2VPZ96KCNQH+WcTxlFncuiyW233YYXXngBAPDCCy9g504uekxERFRNyppsXW0u\nuB0WMHci1ROXw4LONidcdsYulc5uM6Orzcm6j4iIymZ459ojjzyCP/mTP8G5c+dw88034/nnn8dD\nDz2Et956C3fccQcOHDiAhx56yOhiEBERkQYmUUCz24audhc7KqiumEQBLU02LGp1wmYxVbs4VGcE\nIVn3LWp1wGKuyvgDIiKqY4ZPC/3xj3+suv2pp54y+tRERERUJqWjoslpgTcYRSgcLyk7I1G1WMwi\nOlocCEfimAlEEU/U93paVFkWswmdrU74QzF4mfCAiIg0qsqaa0RERFQfTCYRrU12NDkl+GazM/Kz\nJtUDu80Mm9WEQDgOQeAYTCqN22GBw2oqOystEREtLBzzTEREREWZTSJaPXZ0tjnhtJs5XZTqgiAI\ncDssaHWZ4LTzO2Uqjckkos1jR3uzHRYTPzYREVF+vEsQERGRZubZkWzsZKN6IopCMm5bHVyPjUpm\nt5rR2eZEs9sGkaMgiYhIBTvXiIiIqGTsZKN6ZDGb0NHiQLvHDjNHIlGJ3MxKS0REeXB8fAO5569e\nLHmf3/zoXgNKQkREC4U5fU02Jj6gOpG+HpsvEIXEVetJIyXZi8thwYw/gkgsUe0iERFRDWDnGhER\nEc1bdicbUa1T1mNz2szwBaMIhGLVLhLVESUrbSgSx4w/goTEDloiooWMnWtERESkG6WTjaheiKKA\nZndyJBJRqRw2M+xWE/yhGHzBKDgIkohoYWLnGhEREREteFyDjcolCAKanFY4bWZ4Axy5S0S0ELEV\nQURERERENE8mk4hWjx3NLjMsZn7MIiJaSFjrExERERER6cRiEtDZ6kRrkw0mkXlFiYgWAk4LrWHl\nZP8kIiIiIqLqc9otsFvnEmZwOTYiosbFkWtEREREREQGUBJmdLY5Ybeaql0cIiIyCDvXiIiIiIiI\nDGQ2iWhvdqC92c7kGUREDYjTQomIiIiIiCrAbjXD1mpCIByHLxCFJHOyKBFRI+DXJkRERERERBUi\nCALcDgs625xw2S3VLg4REemAnWtEREREREQVZhIFtDTZ0NnqgM3C9diIiOoZO9eIiIiIiIiqxGI2\noaPFgdYmG0yiUO3iEBFRGbjmGhERERERUZU57RY4bGb4gjH4g1FwNTYiovrBkWtEREREREQ1QBAE\neFxWdLU5YbdyqigRUb1oyJFr9/zVi9UuAhERERERUVlMJhHtzQ6EI3FM+yNISBzHRkRUyzhyjYiI\niIiIqAbZbWZ0tTnR5LSCq7EREdWuhhy5RtqlRvn9ckjzPr/50b0GlYaIiIiIiNIpU0WddjNm/BGE\no4lqF4mIiLJw5BoREREREVGNM89OFW3z2JlVlIioxnDkGhERERERUZ1w2MywW03wBqIIhGLVLg4R\nEYGda1SGUhNGcBopEREREZF+BEFAs9sGp91S7aIQERGqPC30jTfewCc/+UncfvvtePLJJ6tZFCIi\nIiIiorpiMXOVHyKiWlC12jiRSOB73/sefvazn+Hf//3f8dJLL2FgYKBaxSEiIiIiIiIiIipZ1aaF\n9vf3Y/ny5Vi2bBkA4FOf+hT27duH1atXV6tIVEM0TT1Ny3DKqadEREREREREVA2CLMtyNU68Z88e\nvPnmm/j+978PAHjhhRfQ39+Pb3/723n36evr03Ts76R1ulD1fedPl5a+T4nvodZzbNmypeSyzJfW\nuCXKh3FL9YhxS/WIcUv1iHFL9YhxS/WoUNzWXUIDTRchO9dqSiU6O6tROZfCqPL19fXV/HOvBL4O\nxtDymjbqa9+ozwto7OemqLfnV2/vSb2VF6j9MquVrRbLzDJpU4tlMko9Ps96fX/qtdxAbZW91HLU\nUtnzqYcyAvVRzvmUsWprrnV1dWF0dDT1++XLl9HV1VWt4hAREREREREREZWsatNC4/E4PvnJT+Ln\nP/85urq6cP/99+NHP/oR1qxZk3cfDuMkPVS6t5xxS3pg3FI9YtxSPWLcUj1i3FI9YtxSPcoXt1Xr\nXAOA119/HX/7t3+LRCKB++67D1/60peqVRQiIiIiIiIiIqKSVbVzjYiIiIiIiIiIqJ5Vbc01IiIi\nIiIiIiKiesfONSIiIiIiIiIiojKxc42IiIiIiIiIiKhM7FwjIiIiIiIiIiIqEzvXiIiIiIiIiIiI\nysTONSIiIiIiIiIiojKxc42IiIiIiIiIiKhM7FwjIiIiIiIiIiIqEzvXiIiIiIiIiIiIysTONSIi\nIiIiIiIiojKxc42IiIiIiIiIiKhM7FwjIiIiIiIiIiIqEzvXiIiIiIiIiIiIysTONSIiIiIiIiIi\nojKxc42IiIiIiIiIiKhM7FwjIiIiIiIiIiIqEzvXiIiIiIiIiIiIysTONSIiIiIiIiIiojKxc42I\niIiIiIiIiKhM7FwjIiIiIiIiIiIqU111rvX19VW7CEUdP3682kUoGctsLCPjtp5eByPxddCf1rht\n1Ne+UZ8X0NjPra+vry6fX72Vud7KC9R2mfPVt7VYZpZJm1osk97qtb4F6vf9qddyA7VT9nI+l9VK\n2QuphzIC9VHO+ZSxrjrX6kE4HK52EUrGMtcvvg5JfB2qp1Ff+0Z9XkBjPzegPp9fvZW53soLsMx6\nYZm0qcUyGaFenyfLXXksu7HqoYxAfZRzPmVk5xoREREREREREVGZ2LlGRERERERERERUJnauERER\nERERERERlYmda0RERERERERERGVi5xoREREREREREVGZ2LlGRERERERERERUJnO1C1APDp8aw96D\ngxidCGBxuwu7tvVi87rOaheLiGhBYB1MVBivEVIwFqjeMYaJKFu91AvsXCvi8KkxPP3yB6nfR8b9\nqd9r8Q0lImokrIOJCuM1QgrGAtU7xjARZauneoHTQovYe3BQdfu+PNuJiEg/rIOJCuM1QgrGAtU7\nxjARZauneoGda0WMTgTUt0+qbyciIv2wDiYqjNcIKRgLVO8Yw0SUrZ7qBXauFbG43aW+vU19OxER\n6Yd1cH2KxaVqF2HB4DVCCsYC1TvGMBFlq6d6gWuuFbFrW2/GHF/Fzm29Rfetl4X3iIhqVal1MOvd\n6vMHo/AGouhe5K52UWqeEq9nB8ew6oNDZcXrfNop1Fh2bevFE7/uhzcQRSwuwWIW4XFZGQtUs7Lv\n2Su6PRgZ9+c8jjFMVH3VamPXUzuHnWtFKAGz7+AgRicDWNzmwk4NgVRPC+8REdWqUupg1rvVFYtL\nmPKFOWpNo/R4lVF+vJbbTqFGJRf5nag2qN2zR8b92L6hGxeGvazPiGpINdvY9dTOYeeaBpvXdZb8\n5hVaeK8WA4GIqFZprYNZ71aPLxiFLxDlx/gS6Bmv5bRTqPHsPTgIp90Cp92SsZ11INWifHXghWEv\nvr57a4VLQ0SFVLuNXS/tHHauGaSeFt4jImoErHcrLxZPYMoX4Wi1MjBeSW+MKaonjFei+sHrVRsm\nNDBIPS28R0TUCFjvVo4sy/AGorgyFWLHWpkYr6Q3xhTVE8YrUf3g9aqN4Z1rIyMj2L17N+6++258\n6lOfwlNPPQUA+OlPf4qbbroJ9957L+699168/vrrRhelonblWWCvFhfeIyJqBKx3KyMaS+DKVAi+\nIKeBzgfjlfTGmKJ6wnglqh+8XrUxfFqoyWTCN77xDVxzzTXw+/247777cMMNNwAA/vzP/xxf+MIX\njC7CvD237zReOXAevmAUTU4r7tqxAg/sXFtwn/kkQmCmOyJqdHrUdWrH2H33ekMWPGXdPDdazR+K\nVbsodaFY2yG9nXD2YhDdHW7VeGXskVab13ViYGgaew6chzcYhcdpxYY1Hdh7cBDPvHKiaPww1qiS\n8n1WGhiaxk+fO5KqOzeu6UA0JjEuiSoglcX80jSiMQk2i4iVPS0F29i8d8wxvHOts7MTnZ3JF9ft\ndmPlypW4fPmy0afVzXP7TuO5359O/e4LRFO/a+lgKyWwmOmOiBYCPeq6fMfYffd63RdCZt2cHK02\n5YsgnuAUUC20th2UdkJfXx+2bNmScxzGHpXi8KkxvN0/jGa3Fc1uK4LhOPYfGUZ7sw1Ou6Vg/DDW\nqBqyPytl150z/ghePXQRrU02tHnsjEsiAyn3gWA4homZCADAB0CWpzEy7ldtY/Pekamia64NDQ3h\nxIkT2LhxIwDgmWeewT333INvfvObmJmZqWRRNHvlwHnV7XvybJ+PQlk4iIgahR51XSXry4VcN8uy\njBl/BFemQ+xYK4FebYeFHHtUuux48Qais/9njjZVix/GGtWC7LozkUguPqDEsoJxSaQ/5T6Qfc9Q\nrj/eO4oTZFmuyJIpgUAAu3fvxsMPP4w77rgD4+PjaG1thSAI+MlPfoKxsTH84Ac/KHiMvr6+ShQ1\nw/f/v0vqfxCARx/o0fVcT+65rLp+jSgAf/HJLl3PtVCpjQwwWjXilhpLo8WtHnVdJevLhVo3x+Iy\n/OEEElJ5zYRPfuLjOpeouFqpb/VqOyzU2Kumeq5vs+NlfCae+rmjeW6yilr8MNbqWz3HbbrsujOe\nmIvKxW2W1M+My8bQKHHbKJT7QPq9Q9HRbOa9Y1ahuDV8WigAxGIxfPnLX8Y999yDO+64AwDQ0dGR\n+vvnPvc5PPzww5qOVemLsPnlCfiyvi0BAI/LqlqWfFM7tFj1wSGMjPtztnd3uA193vMpc7XUW5mN\nKmu9vQ5G4etgDC2vaTmvvR51ndH1ZfrzqlbdbJRi71kjrK1W7fdFr7ZDrcZePda5tV5mPdqU2fHi\nCwURi0uwmEW4nM7UdrX40Rprtfg6skzVpefzzK47BUmCDBkmUSgaw6Wo1/enXssN1FbZSy1HLZU9\nHz3KqNwHlHuHQrmHzOfeoWc5jTafMho+LVSWZTz66KNYuXIlHnzwwdT2sbGx1M979+7FmjVrjC5K\nWe7asUJ1+515ts8Hs3AQ0UKgR11XyfpyIdXNkVgClyeDdd2xVgv0ajsspNij+cuOF4/LOvu/JWO7\nWvww1qgWZNedJpMAYC6WFYxLIv0p94Hse4Zy/fHeUZzhI9f6+vrw4osvYu3atbj33nsBAI888ghe\neuklnDx5EgDQ09OD733ve0YXpSzKwsN70jJ+3akhW2g5ys0wSkRUT/So6ypZXy6EurkRRqvVEr3a\nDgsh9kg/2fGyemkLdm7z4MKwt2j8MNaoFmTXnS0uGzas6UAsJjEuiQyWfh8QhGS2UKvFhFU9zbx3\naGR459rWrVtx6tSpnO233HKL0afWzQM71xrSmaam1AyjRET1SI+6rpL1ZSPXzcwEagy92g6NHHuk\nv/nEC2ONakElP3cRUaZy7gO8d8ypyJprREREVFtkWYYvGIM/GFVdjJaIiIiIiLRh5xoREdECE4sn\nMOWNIMbRakRERERE88bONSIiogVClmUEIwlcmQpxtBoRERERkU7YuVamw6fGsPfgIEYnAljc7sKu\nCi7cV81zExHpQY96jHVhaaKxBKZ9EQQjEjvWKkCv+GScU7ZSYoLxQ7VMz/hkrFOjMDKWeZ0Yi51r\nZTh8agxPv/xB6veRcX/G79U6Ny8MIqoHetRjrAu1YybQytMrPhnnlK2UmGD8UC3TMz4Z69QojIxl\nXifGE6tdgHq09+Cg6vZ9ebY3yrmJiPSgRz3GulCbcDSOy5NBdqxVmF7xyTinbKXEBOOHapme8clY\np0ZhZCzzOjEeR66VYXQioL59MgDAXcVzExHVPj3qMdaFhUmSjJlABMFwvNpFWZD0ik/GOWUrJSYY\nP1TL9IxPxjo1CiNjmdeJ8ThyrQyL213q29vUtzfKuYmI9KBHPca6ML9QJI6xqSA71qpIr/hknFO2\nUmKC8UO1TM/4ZKxTozAylnmdGI8j1zTIXvhvRbcHI+P+nMft3NYL2X8x7356LBi4a1uv6vpuO7f1\nzuu4RERGKaUO1Vpvsi7MlZBkzPgjCEWq16kmyTLeHxjH/qPD+P6XbqhaOapNa3wq8X52cAyrPjiU\nE++lHocLFDe+Uuq+Xdt68cSvj8IbiCEWl2Axi/C4LLrUk4w5mi+tsfzcvtN45cB5+IJRNDmtuGvH\nCjywc21ZxyKqdUbGcq1fJ+XeV2rpfsTOtSLUFv4bGfdj+4ZuXBj2YnQygMVtLuycfRP7+i7m3U+P\nBQOVffcdHMw5NxFRrSmlDgWgud5kXZgpGI5hxh+FJFcnD2g0lsA7749g37sXcXkyWJUy1BIt8Zl+\nbchQj/dSj4M8x6HGUXrdJ2T8l/ZD2RhzpActsfzcvtN47venU7/7AtHU7+kdbGwTUKMwMpZr+Top\n975Sa/cjdq4VkW/hvwvDXnx999aS99t3cHDeb/TmdZ01cREQERVTSh36w6cPqT42X73JuhBIJCRM\n+yMIRxNVOb8vGMVrfUN4470h+IJzSRPm//G9/hWLT63tBL2OQ41Da9239+AgnHYznPbM5v58Y4Mx\nR3opFsuvHDivun3PgfM5o9fYJqBGYWQs1+p1Uu59pdbuR+xcK6Lchf+4YCARERffNlIgFMNMIIJq\nDFYbnQhg78FBvPP+KOIJKbXdYhaxY8MS7Ly+NqYY1DImPSCjGRUbjDmqFF8wWtJ2IqpPjdLnws61\nIha3u1TXBiq28F+5+xERNZJS6kLWm9rEExKmfRFEYpUdrSbLMk4PTmPvcWNJwwAAIABJREFUwUEc\nOzue8TePy4pbNy/FzZuXwu2wVLRc9UqveOd1Q/kYFRuMOaqUJqcVvkBuR1qT01qF0hCRURqlz4XZ\nQovYlWeBv2IL/5W7HxFRIymlLmS9WZw/FMPYVLCiHWuJhISDx0fxg5+/i7//58MZHWvdHS7857uv\nxve/dAPuvuEqdqyVQK9453VD+RgVG4w5qpS7dqxQ3X5nnu1EVJ8apc+loUauGZEpYvO6TgwMTWPP\ngfPwBqPwOK24c8eKoset5QUDiYgqpZS6MN9jgeR6bLWQBShdJbMTxRMSprwRROOV61QLReLYf+QS\nXu27iClvJONvH1nRhtu39WL9VW0QBK6wVo70eD97MYjuDndZ7YRy2ynlKJbdlKovu17Kl4BL7bFa\n30+2calSlHXV9qRlC71zxwqsXtpStF1QSxkEiepFNa4b5ZzBSByxmASrxYRVPc2a7iu1dj9qmM41\nozJFHD41hrf7h9HstqLZnRyC/Hb/MFYvbdH0ZrMSJ6KFrpS6MPuxtZYFSFHJcvmDUXgDUVRqabXJ\nmTBePXQR+49eykiUIIoCrr+6C7u29WJZV1OFStPYlHjv6+vDli1byjrGfNoppZ6nWHZTqq582Zl3\n371eteNhPnUY27hUKQ/sXJuRvEBL7NZq24GollXjukk/p9NmBmzJ7aV0kNXS/ahhpoUWyhRRi8cl\nIqLiarUOrkS5YvEExqaCmKlQx9qFUS/+57+9j//9Hw9g77uDqY41h82MOz62HN//0g48eM817Fir\nMZW6Rmr1WqQ5pbxHfD+pXmmJXcY3Uemqcd002rXaMCPXmBGJiKjx1GodbGS5ZFmGNxBFIBQzvFNN\nkmW8f3YCew9ewOnB6Yy/tTfbcdvWZbhhYzfs1oZpLjScSl0jtXot0hxmZ6aFQEvsMr6JSleN66bR\nrtWGaS0zIxIRUeOp1TrYqHJFYwlM+yKIJaR5HUfLef5wfBT73h3E6EQw428rlnhw+8d6sWntIpjE\nhhng3rAqdY3U6rVIc5idmRYCLbHL+CYqXTWum0a7Vg3vXBsZGcFf//VfY2JiAoIg4IEHHsCf/dmf\nYXp6Gl/72tdw6dIl9PT04PHHH0dzc3PZ59m1rTdjjrBCj4xIP3n2MLyBKBKSDJMowOOyYvfd6zMe\n99y+03jlwHnM+MJofnkCd80utsmFNImItMteSHVFtwfHPxwvWgfn21/JIqR3Xaz3PadSo9W8gSj+\ncMqPp159C75gLLVdALBhTQdu37Ycq5Y2M0lBEXot+KslQYDSvlAW875rx4qM9Yd2bevFE78+Cm8g\nhlhcgsUswuOy6J4py6h2Fs3Pt544gP4z45BkGYIAWMwirGZT0Vjg+0m1ID1+RUHAhjUdeOyLOwru\no6XOY3zTQpDeFrEKEQjuMdW2iNY2i3LdBMOxjOtr+4bussqkpX2k97Va7UQmhneumUwmfOMb38A1\n11wDv9+P++67DzfccAN+/etfY/v27XjooYfw5JNP4sknn8TXv/71ss9jVKaIgaFp+IIxSLODCCQJ\n8AVjGBiaTh37uX2n8dzvT6f28QWiePa3p9DksqLNk1yVjwtpEhEVpraQ6vEPJzDjj0Ke7XFSq4ML\n7f/Er/sByHDaLaltetTFet5zYvEEprzGjlYbnQhg37uDeOf9UcTic+exmEXs2LAEt23tRVeb07Dz\nNxK9FvzVkiBArX2h/J7ewZbsHp37L+0H3eiV3ZT0860nDuDI6Sup32UZiMYkJBIyzGZl1Kl6LNRa\nhjVaeLLjV5JlHDl9Bd964kDRDrZidR7jmxpddltkMhBXbYuU0mZRso//638MIJZQOq6tmpMkldM+\n0vNarYVEJoZ3rnV2dqKzM/lk3G43Vq5cicuXL2Pfvn14+umnAQCf+cxnsHv37nl1rgHGZIp45cB5\niIIA0ZxZae85cD7VsH3lwPmc/RKSDG8gkupcU+w7OMiKnYhIhdqipt5ABLKc7ARKl14HF94/CgCp\nzjWFHnXxfO85sizDF4zBHzQmYYEsyzhzcRp7Dw6if2A8428elxW3bl6KmzcvhdthyXMEUlNo8d1S\n4kHLcdTaF0Bm/O89OAin3QynPbNJZ0R7Q4/spqSf/jPjqtsTkoyrOt2p3/PFQi1lWKOFJ1/85tuu\n0FrnMb6pkWlti5TaZjk/7MXi9twvW7W0KcptH+l1rerVPpuPiq65NjQ0hBMnTmDjxo2YmJhIdbot\nWrQIExMTmo7R19dnZBFzzPjCqtun/eFUWbIfI0kSZFlGIgEEgplr2Zy9GKz4c9CiFstUTDllrtaH\nASNf33p874zQyK9DrcetXq/92cGxnE6mRCK5RZIyR3Wl18GF9o9E4wDKq4uNjKl4QoY/nEA8oX+3\nWkKScXYkjPc+DOLKTDzjb21uEzatdGFtjx1mUwDnz57S/fyKnk983LBjF2Pke6cWZ0Dp9/fs4ygx\nmn4cLW0QvcpTqnqsc7WUudbq20JlluT89Ud6nad3LNTie7/Qy1TNzu5yn2e++JVkueAx9arzajFm\ntKjXcgO5Za+1+lbvfYykdh0EgsGc66DU62U+15fWfY16LfVsDxV6fKG4rVjnWiAQwJe//GX8zd/8\nDdxud8bfBEHQvL5LpS/C5pcn4Jsd+ZDO47KmypL+GEmSIIoiBEmCKAIuZ2bPb3eHu+a+7a3Hb6Dr\nrcxGlbXeXgej8HUwhpbXVM/XftUHh3IWNTXNeCFJgJi1sH56HVxof18o+QGz1LrYqJgycrRaKBLH\n/iOX8GrfRUx5Ixl/+8jyVuza1otrVrbj+PHjuPbaa3U+e20xsj5QizOg9Pt7+nECwWAqRtOPo6UN\nold5SlGPdW6tl1mtbMXKLP7zpbwdFOl1np6xUIuvI8tUXeU+z3zxKwpCwWPqUefV6/tTr+UGaqvs\npZajlsquyL4OlHZE9nVQ6vUyn+tLy75GvpZ6tYfmU8aKpAGLxWL48pe/jHvuuQd33HEHAKC9vR1j\nY2MAgLGxMbS1tVWiKCW7a8cK1e13pm1Xe0xy0W1bznYupElEpG6XSv3ocdlgEnO/fLlTpd5V398K\njyt32mM16uJYPIErUyH4dO5Ym/SG8atXz+Cb/7Af//IfA6mONVEU8LFrFuPRB7fhq/9pM65d1cFE\nBTpQizOg9JjSchwtbRC9ykP1Z8OaDtXtDlvmd+eMBapF+eI333YF6zwi7ddBqdfLfK6val+b1T4/\nUIGRa7Is49FHH8XKlSvx4IMPprbfdttteOGFF/DQQw/hhRdewM6dO+d9LiOyQzywcy2Gr/ix/8gw\novEErGYTbtzUjdVLW/DDpw+lznX1VW04cW4S8YQMqwjcvLkHN1+3NGNxvuXdHuw9OIhnXjmRt3x6\nZyAr5TiVyrJHRAuL1vpIbVHT3Xevx7++NpCTTSx7vbV8++/c1ouBoWnsOXAe3mAUHqcVd+5Ygc3r\nOlWzMALIyfysdq5SGDVabXDUi98fHETfibGMb/8dNjNu2tSDT2xZilaPPbX9+IcTONA/jIsjk3h7\n4Bh2bOjGNSvbdSxRYyiWnXPzuk688d5QTrug1CyfysLBew6cx7QvjrgUTcWmQnn8nrTj3FngONkx\nrqh29izS1+PPHsabR4YRiydy/ma3muB2WHBxzA+P04oNazqKtj3VMGbICOmxazGbYLeaEI7OxfHi\ndif++NbVGZ+xrBYRR8+MZ9Slu+9eX9YC6FoyNBMVo0f9WOwYxf6e3eZtbzLjc59cDwD44dOHcPbS\nNKIxCTaLiNamZFswGk8UvV4ykhddmoE/GEUklsDfPXUQVrMJLqcFq3paVJ+zlvaIkWohkYnhnWt9\nfX148cUXsXbtWtx7770AgEceeQQPPfQQvvrVr+JXv/oVuru78fjjj8/rPEZlhzh8agwXRrxY1jU3\nlfXEuUmcODeRWiD77NA0JmbCaG+2QZZicDmduDDiBa4Dvr57q+byGZGBTOtx1LPsHQUgpBYMZcZT\nIipVqfVR9qKmz+07jRPnJjMSGpw4N4nn9p3O28GW3Th5u38YzW4rmt1WAMDb/cOpL00UvkAUv9xz\nEgBgNompbeqZGbXTOxOoJMt4/+wE9h68gNOD0xl/a/PYsfP6ZbhhQzfsWSNXjn84gRdfHwCQzEx5\nZSqY+t2IDjaxTkfIacnO+dy+06nYsZpNAID9R4bRvcid8Zhix0mPTbMYh8upnpHrgZ1rC8ZfvhhX\njlML2bNIP48/exivHroIAMieUScACEcTsJjjWNbpRjAcw/4jw2hvtsNpN2t+7wvFDFG50mMXAKKx\nZKeaKACW2bp0YiaMnzx7GG2zXwwd/3AcU74IzCYRoiCk6tIHbl+b+oyllZYMzUTF6HFPLXYMredI\nb/Mqa4Q9/fIHCIZjmJhJzmLwIXmvcNrN2H33ek1lVB4z8OujCEcTkGQZ8YSEcDSBYCQOyHJq+qWW\nNreWTKN6qXYiE8OnhW7duhWnTp3Cb37zG7z44ot48cUXccstt6C1tRVPPfUUfve73+HnP/85Wlpa\n5nWeQtkh9D6uNxCFNxDL+D35fyzjcenn1lI+vZ5DOcdRf56x1HObT3mIaOGab71WKFvifM6f3rGm\nSEgyElLu2DKt50onyzK8gSiuTIV06ViLxhJ488glfPef3sE//OpoRsfa8iUe/Jd7r8VjD2/Hzut7\nczrWAOBAf+7zBZKNHj0ISHY0eVxWdLY6sKTDpctxK01LvOn1mErd841qH1F1vKlSdymU2ssfSrZH\nlXZpdluu2HvPmCEj5Ivd9NtuIiFnxKvycyIr+U8592XGNelBjzgy6r6t7JfdJ6FcR6WWUTlO+vWX\nvEZjqsfjNVbhbKFGGp0IqG+fVN8+n+PG4pLq78n/5/or08+tpXx6PYdyjpP3eaoMPpjva0pEC8d8\n6zVfMLeDv9B2redXpvPNpwz56DlazReM4vXDQ3j98BB8wbnGkoDkujS3b1uOVUubi66lNj4dUt8+\no75dC1EQYLeZYLeaYbOYIKqsjVdvtMSbXo+p1D3fqPYRVYfaVNBsyoi2VPs0qy4q9t4Xjhm36t+I\nitEUu5CRHq7KF15y1qIKpd6XAdaFpA894sio+7ayX05fxexFVWoZleOkX38y5NT27OPxGqtQQoNK\nWNyu/i354rb5fXuudlyLWcyYoqT8nL4t+9xayqfXcyjnOHmfpyk3ROb7mhLRwjHfeq3JaS1pu9bz\na+1YK+Vceo5WG50I4Bd7TuJv/uEtvLT/XKpjzWIWcfN1PfjOQ9vxpfs2YvWyFk1JCjpaHOrbm9W3\n52M2iXA7LOhoSY5Oa22yw2EzN0THGqAt3vR6TKXu+Ua1j6g6LBrqLqVKSLVPTfnbp2oYM2QETbEL\nISOJkfKzkPVtv9b7cjrGNelBjzgy6r6t7JfdJ6HcA0oto3Kc9OtPgJDann08XmMNNHJt17Ze1fUg\nsrNDZC8OuKLbg/PD3ryLBe7a1osnft0PbyCKWFyCxSzCajEBkDE6EUQsLkEQkuvgeFwWyNLcyILl\n3Z7Ugpw2iwmT3jCiMSl1HI/LklG+Xdt68X8+cwj+UAyynGwcuR0W7L57fcHnoFZmLa9FsdcvmWEv\n9wNTsdeUi4MSkUKtDvW4rLBYRDz42O9yFnvPXgR+aacbJ85N5hz3zh0rNNU9+erDGzd150wNNYkC\nJElGZHYdGCQSMIkC7tyxouji9LG4hClfOOfbQoWSTGB8OoSOFodqMgFZlnHm4jT2HhzEsYHxjO/p\nm5wW3LplGW65rgfuMj5U7NjQnVpjLd32Dd1F97WaTXDYTLBZzTkNtkZz144VGWulKbIzhD/z8omM\n90dQeUyx46RfG5FoHL5QEB6Xtaysoz959j14AxEkJDmVrVxpOyTPcxTeQCxv+wMonoBBK7YJjHXT\npm7se/diwce4Hck1gT0uCyZmIvC4knXGpDcMbyCKC6M+PPjY73LeY+W9+/BSci1hIDkKTqm3d27r\nhewvfG4iRXZdsP6qNhw5fUX1sZGs9dfOj3iRkGQImB2JKciIxhPJzjeToJoxXMvnI6UunKtzc+tC\nokLK+Zxd6jGsFjF1DSTv6Va0eewZfQvpMX741Bie3z+B6ZCIGX8UVouY0R5V7gE7t/Vqvkfv2taL\ns0NTmJiJwGQSEJ+dGmoyCbN9BHPHe37vaZwf9SI+e842jz21Znv2edWSiZTSbphvIgijNUznmpbs\nENmLA54dmsbB46Nob7bBabcUWJAwew2ezN/NJhFOu4g2jwNTMzF0d7ixvNuTsZbNpDcEXzCW/AYm\n1V+V2XH1xntD8AdjqaPLMuAPxvDGe0MlJT0oJ1NGvn1KfU25OCgR5cqdzvHGe5dSi94rCxQfGxjP\n6EjzBaI4cW4SV1/Vhktj/oxsiauXtmhe7BVQr8e6F7kzsjD2dLpxbGA8Z901tXKlL07vD8Xg9Ufy\nZgJNTyYA5CYTSCSkVGPgwqgvY98lHS7sur4X267p0vStfz5KR97b/cMYHA2js9WJ7XmyhQoAbFYT\nHDYzbFZzxiiCRqclO2d2xyeQjPBjA+Opx2k5ztyehX4vbmBoGr5AFNJsO1qSkjE6MDSddi0IGf9l\ntz+0JGDQgm2C2iCaBIiigNVLW7FzmwcXhr04fm4C074oTCYhY2F4IPkeZyz2Ls+uQZmQ065/PXMd\nU6PwBhOIJ6RUIiCFWl1weTJY9HgygEg0AaWOyo46UUx+2bR6aeZa3drrnuz72cK5v5E+9MhIWegY\nStIkQUiOF0tIMqZ9UfQuzuxbUGJ8YGgab/cPIxCMw+V0QpaTa6y5nWaIQnJQ0Kqe5tTneq336M3r\nOvHFz27E83tP48KoF/GECKslOXthVU9L6nhP/Lo/9WUMAEiSjClvGILgUD1vdjKRUsqkVyIIIzVM\n5xpQPDtE9iJ76YkIlMyfQDLQlePsPTgIp92S8ffRieTNYXG7M+N4bR477v+4A1u2bMEPnz6Uda4Y\nREGA2SRm7Jd+rjePDANCbjW//8gwvvonm1Wfg9pxgPIyZeTbp5TXNF95iGhhUqtDz494IUmAaM6s\n7frPjKuOjLo05sf/+tYdGduy61iFWt2Tr27LzsL44GO/g9kkwmwCJEmCKIoFy/XKW+dw25ZlcyPd\n8siXTGD/e0MYGQ/g1UMXMekNZ/ztI8tbsWtbL65Z2a5p2qcW16xsxzUr2/H+++/j2muvzfibSRSS\nHWpWM2xWk27nrEfFsnP2nxnXtL3YcdKvjUAwCJcz2TYo9f75yoHzEEUhZ2rungPn8cDOtbPnMWd8\ni5x9nkIJGErpXGObwHhvHhlOTfvMzhaq8PljeOY7t2Rse/Cx36nWY+lxovAGohAFAaI5Of1Habfu\nOziI29Yv3LqBckXjEsYmg3A5LGhyWlP1kFpdoCTaUItfmyX55VEkloAMwGZJxmpy/edkJ++KJZ7U\n47PrFC11T3pdOJ86l+pfKBKf11qxemSkzHcM5X6s1MGKE+cmsawrd83LPQfOpzJzAkjFeHeHOyej\nbilt50JlTD9edsIcURRgMolY1dOcOn+h8+b72katTMWu81pogzRU51ox2YvsZSYiSHtckSQD+ab9\npC/0mvdcBRaVzbfQZzRte60tFFhr5SGi2qJWR6hl5ASS0+vVqC1cbETdk2+BZLVyybIMbzBatGMN\nyE0mEE9I8AVjuDjmx3tpHTKiKOD6q7uwa1svlnU1lVj60plNIuyzI9SslvJHxS00+eI03/Z89Irh\nYskTtJxnvolDUsdkm8BwWhaFV4vFUuIkvZ2b/jMTGpAaGcmOs1AkDo/LCqfdoloXlFhFzh47uVN2\nu6GchdRZP5Fi0huGgOQU5Fpb9iJfXR3NU/d7g9GMzjWFWlzrfQ2kJz1IF4tLmq+9fPVCOeWvhWu8\nNqKoQrIX2Ss3EUF2QgMt+2lZVDbflJ/0hbdrbaHAWisPEdUWtTrCJAo5ixMDSE0Tzaa2cLERdU++\nBZLTyyXLcvIfAFfaaLxClGQC0VgC4zNhDI8H4QvGUg0Kh82M2z/Wi+8/vAMP3nONoR1rVrMJLrsJ\nXW1OdLU50ey2sWOtRPniNN/2fPSK4WLJE7ScZ76JQ1LHZJvAcFqmh6vFYilxopa0C+D7SIUlJBlT\nvgjGp0PobHXm/L2cAdFKWyF7eYJyFlJn/UTpZCQ7rGYCUYxNBTE6EcC0L4JwJA65nJ5gneSrq/Ml\n4vLkebxaXOt9DaQnPUhnMYuar71SylQPCZwWVOfarqyFBpXF/ZRF+RTZSQayeVzWnH2K7ac8Xjmn\n2j43bVJfWPrGtO1q5ck+TiXVWnmIqLbkq0NNptxW9oY1HarHUFu42Ii65y6V8wDJcqV3qilNrpuv\n6yl6TEmWsaTDhcuTIYxOhhAMx1N/a3Ja8Lmda/CD/3oD7vvEGrR67GWXPR9BAOxWE1qbbFjc7sKi\nVgccVjFnfRzSLl+c5tuej14xnC9uletGy3mKHUMrtgmMl6+tmE4tFkuJk/S2anp7l+8jZfv9ezM5\na6lFYglsuboTiYSU0UnhdlhUVzgTs7KDZmQLnW0rFPr8BGire1g/USEJSUYgHMOEN4yR8QAmZkLw\nh2KIzzP7e6ny1dU35qn7892n1eJa72tg17benGsTgGrSxnznLaVMxR5bC9d4Q08LVcsWsfvu9anF\nA1cvbcHVV4noPzOOi2N+eGYXHNayGPbA0DT2HDgPbzAKj9OKDWs6cjJgbN/QnfGYGzd1IxaT8i5+\nqKyrtv/IMKLxBKxmE27c1I2br1uakRlk+4ZuXBj2lr2IYvbro5a1QyutizpWO3MHEVWHWh2x++71\nqTo0e7H35/adztkOQDWzaPZxS60LH3/2MN48MoxYPAGL2YSbNnWnsojGEzKsYrIx85f3b8Qze07i\nPw5dRCAcg8tuwc3X9aB3sQf/9MKxnAygxz+cwP4jl3Bh1ItgOI5wNHMov9Nuxs3X9eCem1bCJOrf\nycX10+anWNbMx764A1/58Wv48NJMatvKnmY89sUdGccpdt9LvzbOXgyiu8OtGsPFyvPAzrU4NjCO\n/jPjkGQZoiBgw5qO1GO03Ke1J2AoTI+Fnqmwr/7JZpwb9mbEXzqLWUST04pHHn89I+6KvcfZ711b\nsx2QkyM70t/Hvj5mC6U5py6F8Z1/ehvb1i/GXTtWpEaOrL+qHbIMvHNsBFO+MLo73Nh993r862sD\nGXWV1SIiHE0gIiXvkyt7mnFVtyfjs9BV3c3wBaJ5P6sB6nWPxSLip88dyag7lc+BhepcWtjUsruL\n4Thm/BHYLCbD21XpdfW0P5L8RlcE/nB8FO0eO5pcVkRjmfXy6qUteP63RxCVhYL33XLv0entmfT1\nERe3J/d/79QYLox4ASTXoG9yWvHMKyew9+AgVnR7cH7Yi2AkjlhMgpSQsUbl2lMrU7G+nOzy10Ib\nRJCrOe6xRH19fdiyZYumx2Zni1Dsvnt93sybao/RcuxgOIaJmQjam+2QpShcTufs6AQ5YxFvLccu\n53mUI/246Yt6zve4xc6Vbj7nKiUWqs3IstbT62Akvg760/qaGv3aZ2cxVDxwe+HF4ot5/NnDePVQ\n5odEWU6OJutqc6bqxYQk4Z6bVmH9VZlZNbMzgCrWX9WOt4+NwBeKQcpaI2bjmg7s2taL1UtbdG+Y\nWcwi7FYzHDZT0WljjXy99PX1AUDZz09LvBnRvsj3nmgpj1HXSCH1GEO1XOZ8ZVPbnv5+51vz0Wox\noTdt4Ws923a1+DqyTNXR19eH7/xyKPW7IADXr1+Mu9M62RQ2iwkfDs/gn397MrXt8mRyiQQBmMvm\nJgPu2fswAATDcUzMhNHebMv4TFUspovVi/X6/tRruYHaKXtfXx8W965T/Vu+tt2mFRbc/YnkIBhB\nSMaz3WqG3WqCyaCZAIdPjeGJXx/FxEwkY3t7sx1f/OyGnPg36vVNb88o12OyHHPXpHI95vaR5F6/\ngWAQD9+/VVOHnhF9IFrM57Vs2HkhhbJFlPIYLcf2BmKz/0fTtkVT20s5drFzlXucSh232uciosZS\nKIvhfLx5RD2Dp5LNTJZlxOISEgkZB47mPjY7A2gsLmHSG8aedy5gJhBNdawJANwOM65d2YYv3bcR\na5a16tKxJgjJtdqU6Z6drU54XFZN6zFRflrizcj2RTnlMeoaodqU7/1OF83qdGN7i4zyqa3N6J1d\nJ1SWgYPHR/Hdf3oH//Pf3sfI+Nwi4pFYAq8cOJ8xVTR1v007npy2HZj7bJX9mapYTLNepHLky+5+\n4uLc1GdZBsLRBKb9EYxOBjE2GcSMP5LMdKvjmKW9BwdV+xK8gWhF6/TsTNJzP8+VTSlPbh9Jedev\n2rFK2bea6m5aqCTJmtLmGpk1pnAmUDFjW6nHLnauco9TqeNW+1xE1Fj0ymKYLV/GPVkGEgkJCQmp\nRtL4TCjncePTIciyjEhMgi8YRSiSeTxRFNDksMDttMAkChkfFsqlZPe0WU2wWTjd0wha4q2SWem0\nlMeoa4RqUznvK9tbZJSrFtvxRzuvwbGzE/j3/R/iwqgPMoB3P7iMQx9cxparu3D3DSvQ3eHGlakg\nZFlOTgkVxbxZAtO3pz5jZX2uKhbTrBepHNnZ3RUzwfxZmmMJCbGQBH8oNrvOrXm2rWbOScRRiryZ\nOBNSRet07ZmkC/SRlHj9qh2rlH2rqe5Gro1OzC0wmCiwwKCRWWO0ZALVklFUC6OyXlQym0YtZO4g\novqkVxbDbIVGeCWypnN2NDuy/i5BFAVcngxhbCqU0bEmigLammzo6XCi2W1NNayyj6G9nCI8Lis6\nW+eye9qtZnasGURLvFUyK52W8hh1jVBtKud9ZXuLjCQIAjas7sA3/ux6/OX9G7F8iQdAchTaoROX\n8djP/oCfvXgMLkdyWpjyJVb+4839nPqMlfWZqlhMs16kQvJ9wapkd8/W7NQ2K0CWgVAkjilfBKMT\nAYxNJUe1ZY8m1iJvJk6TWNE6vZRM0nn7SEq8ftWOVcq+1VRW59pqiRNzAAAgAElEQVTY2Bh++9vf\n4uTJk8UfrDMZyaGYM2lDMX3BaE6PqJFZY7RkAtWSUVQLo7JeVDKbRi1k7iCi+qRXFsNs6Rn3ZHnu\nm3KXPXdA9/YNyceGInHsPTiIb/3j2zg37EU07b5js5iwqMWOP7phBdxOS07nl3KMYoTZYzW7bVjc\n5kRnqxNNTqtqA4v0pyXeKpmVTkt5jLpGqDble7/TWS2ZHwTZ3qJKEAQBH13dgW/85634y89txIqM\nTrYxfHBuEuPTYURnOzbS77fKPTi5lMLc5yfls1X2Z6piMc16kQr5yo9ex/d+9g7+n98cx+//cAEn\nzk/CH4xiR5622tXLnGWdJxZPjmi7Mh3C6EQAU94wguFYzpe4apKZOHP7Ejwua0Xr9FIySef2kZR3\n/aodq5R9q0nTtNCXX34Zjz76KDweDx599FF897vfRU9PDy5cuICvfOUr+NM//VOjy5lXLCEhFojC\nG4jCJArJoZg2E65buwhAbjYJABmZN5cv8aD/zHgqo6daBhq1TBXZmUB7Ot0YGvMjFkvA4vPjptks\nn/PNorl5XWdOZtKeTndG9puNazoQjUkZxwCgS5aybGrZ9ZQsp4WeU6HMHkTU2NTqhIGhadUMiGqP\n7el052RmVDKLZh9j9dIWTedSy7i3tNONLR/pxBvvXYIvEEdciuHm63qwpMOFJ/61H0fPjGckKRAF\noKXJBpvVhJ4ON7bPZgtdvqQZb/cPY3wmhI5mR2p7PsriuA6bGXarWdPSB2SMYpk3geT983/8y1GM\nTsytwbK43Zlzj33q3z/Iidt8bYB8Wbu1lOeBnWsxfMWfk2k8/THM2N040mMin2gsgYGhZOylx12x\nOCj0d6W+nfGF0fzyRE7WWlqYWt1muB0WBMNxSLM9ZIIg4KOrOnDtynZ8cG4SL+3/EOeGk5kEg5E4\ngpE4BAFocljQ0WLHxHQ4ue6aDGxY0wFfMJaKXwBobbIhFpczsoUODE3nZAIFkHGvb/XYMDYZyqg7\nVy9twQ+fPpRR5wKFPzMBrEMbjSTLGB4PYHg8gD8cn9ve0mRDi9uGSDSOeEJCV5sTt25ZBoRG533O\nhCSn4h+IwGIWcXpwCvuPDGNsKpgTV5vXdeKLn92I5/eexoVRb3JNNwm4Mh3CT587klEHHz41huf3\nT+AXb74Om8UEXzCaTDwgACsWe3DdRzrx3skxnB/1AjLgdFgQjsQRiSVUs5ArlLhPZfqUZditJkTj\nCfiCMbR5HPjcrrU52Tqf33caZ4dmEIsnIIoCAuHkuURBhJSQU+upFbqGsjN/WmdnnChZSGv1GtSU\nLfTTn/40/v7v/x5erxcPPvgg/uVf/gWrVq3C5cuX8YUvfAEvvfRSJcpaMLtHNkEAHFYzHDZzKmVu\noSyfzrRvT4pl/MrOBDrpjWDKF4ZZFAEk1xEAimfqKifj2KQ3jClfBGaTCFEQIMky4gkJrU02tHns\nqecFCBnPKfu46bRmxFDLrgcAt21dlupgq1Rmj1rJOKMFs4Uaj6+D/vTKFqpWJ0x6w/AFYxCzRnfd\nuKk7lcpbcXkyCH8wNpdJbNZV3c24NObP2CZJMppcVrR5bGnnisAXiOZ0WK1b0YqT5yYzF1KWZbjs\nZjS7bQiFwzCZLPAGYwhF4hlrwAhC8pv1+29bg49duyTvcy9EFATYraaMe1SlNPL1UolsoV/58WsZ\nnWaKlT3N+MkjtwIAvvXEARw5fSXnMZvWLsJjX9wBQFvWbj2yly70jN2KWi6z3tlCs21auwh/fOvq\nsuNkYGg6dU5JkjS3cyulFt/bWiyT3tLrW1mWEYrE4Q/FcmYTybKMD85N4vl9pzO+lACS99NWtw1u\nZ/Iz1eWpICLR3CmjDpsJPYuSGXDV2hDx2Wmm5tkleuIJCQlJhkkUUtvS2whKnavlM1M1sxZmq+e4\nqpWy9/X14TeHoxga82NsMohiHSE2qwltLhFrr+rE0s4mLOtqQneHK2eEcKnSM5MKggBBSLYNP3/3\n1bj+6sUZjy3UFli9tAVPv/wBAsEgBNGKK9MhxBMSzKIIURQgSco6hwJEQUhdG0ByiqnSPs6uz8vp\nN1H2y85yKkkyIACLWhyQpahqe6eQSl+DhmcLFUURq1atwnXXXYfu7m6sWrUKANDV1QWTqTYzk8ly\n8tuRCW8YoxNBTPnC+O3b5zOyeKhl+QSKZ/zKzgTqDSSDJ3uIZ7GMNOVkHFPKmkjIGf9nZ+/Ifk7Z\nxy1Hvux6+9O212tmDyIyRr46VKm70u1XqWP8oZhqw0etcyMhyan6eO5ckYy6WZZlyLKMY2fGc46b\nSMjwzXamTfsTGJ0MIRie61gziQJa3Fb0dLjQ2mTDsYH8I0fUmEQBbocFHS0OLOlwodVjh93G9dNq\niZYMc2qxl70936ii9O1a7pd6ZC/lfbmxaMkWmq3/zPi84oSZF6kYQRDgtFvQ2erEohYHnDZz6jsx\nQRBwzcp2dHe4sKjFDqtl7uOnLAOTvgiuTIcQjSVUO9YAZKxtqtaGSEhyxr1e+Tl7W24bofhnJtah\njecvPvNRfPeh7Xj8kVvx17u34j/dsQ43berBiiWenGU4ItEERqZieP3wJfxiz0n83VPv4is/fg3f\n/VkyK+7v/nABH5ybKDlZRnpmUlmWIUnJATMv7z+Hy7MZSMOROGRZLlgHZ2fzTPURpF0DCUnO2Z79\nc3Z9ntsHUbzfRNkvOzuocv5i++ZTT9egpmmh6Q1/m82W8Tfl26tKOXF+Er2Lm+Cy585BzkeSZQTD\ncVy64ocsyxAEAaKQHDYvCMJsls85xTJ+ZX8jowSmDBnpwyuKXWTlZBzLPNfc/+kXRywu5YzyyD5u\nOfIt/hhN216vmT2IyBhqdUK+tSaiKnVMKVnNZcjIXiM5u2Mt+TjkdKzJcrI2lWXgynQ442+CALR5\nbMkPC2n3Q7UsotksJhF2mxkOm6lgEgWqDXplmJPyBG76di33Sz2yl/K+3FjKyXYoyfK84oSZF6kU\nVosJVosJHklGIBRDIBSDJMuYmAnPLn9gQjiawLgyHRTJzrNQpPg9FcjfhihGrY2g5TMT69DGZbOa\nsLKnGSt7mlPbJEnG2FQQFy/7MDTmx8XLPpwfnkYwMhc8sgyMjAcwMh7Aux9cTm1vdltnR7e5U6Pc\nFrU6cmZqAPkzk47PJEee+ZUMpJgdyKOsSyhk9jVkZ/PM7iPI/j9d+rbs+jxv5s8C/SbKfjmjV2fP\nk9x3ru9I6zVUT9egps61c+fO4f7778/5WZZlnD9/3rDCqfnJs+8BABa1OrBiiQfLF3uwfEkTers8\nsFkLf3DpaHGk0kAn5OTQ4XhCgtkkQpJkCEIyYLMzfo2MZ049yu7RNokCEpIMIat2LpaRRu3YQG7G\nsfTHZJ9LgAAZckaq33wLX883u4bFbFLtYLOmfWDU8pyIaOFQqxNMogBJ5ctpq0rnkyBo72ATICD7\n+x6TKCCRkFOdZ3OPTZJlGZKMjLXUFA6bCU1OK6KxhOoXOmoZQAUkG2s2qxkOqwkmU2W/gKL5aXJa\n4VMZxVBqhjll2Qa17Qot90st5Sl2HN6XG0u+mChEFIR5xYkyvV6tLGQcZTSLJCdHnkiz/1I/p23P\nl1mvmkyiAI/LiiZnck22zrb/n703j5ejOs+En3Nq6b3vvmu5ElpACCHEZmQBtsGOwWTTBIIzJnEm\nmTjLL46D4zhk4vkmIYk9/BwPdr6ZfMaJ/XnwJHw4ARxjg20WGQnJCO0LQmi/+9Z36b1rO98fp6q6\nqrq6b92rK+lK6uf3A92uPrV09znvec973vd5ohhN5UAIsYNsimbY8/BcruvnQ8wGPx8hyJqpbkOv\nLlDK7WVnSwy3ruPHjhw5gqW9qzEwlsXAWAb9oxn0j1aWlc5kFcxkUzh6OmUfC0kCetrjWNIex9KO\nBJa0x9HTFrfjEl54fUsGIBaWkC2Y2WAO3yIRlV39UxKpHWDzxgq8cQrrPee1nPD2e+vaksev9Y4D\nfp47wGbdZ7Zzq+FyGoOBgmtPPfXUvG/w2GOPYdu2bWhpabG52f7+7/8ezz77LJqbmwEAjz76KO6+\n++45XXd8qoDxqYIdLSYEaEqEzYUYQ3tTFA1xGe/1TSNbVBEPS7i2t8l1jXhUxGS6BE030D+WhSRQ\nJGIy7rypx85wu/e2ZRU1vsmYjKKiYSSVh6oZvH6Z8VwITQeIYUAQCHra4/jNx39cQdht4d7bluHL\n39nDy55YmcfnkfvXudp8/bmDSOc4hwEhhGdfEFbO8mCV6h1FxbCfTxLpgiiL3Lmx25dzbYtDdc/v\n+wIWv7JHHXXUcWHAbdghpHOKbY8iIRH5ouZyAASB4K6berD76IjLJgqUQNNZRYBtZU8Dzg2nXTvY\nlACRkOSyfWFZcNyLB78EgWBFTxJnhtK+gbt4RIQkMCRi3MG544Yu7D8+VtGupz2Ob7xwGBPTBXS2\ncKGW29d1nrcgQZ04+dLhvs29vrwmToW5lT0NVTnXLGxY3erLubZhdav99723LcOXvr27XO40OYNI\nSHD5APdt7sU/v/yuq58LlFSol9byJfzG4MVWG/NiMfVxHpwwoOs8UBGLBK+MuBS4b3Mvnvnxcd/S\n+moQKPCzI8M2BxUlBJJIIUsCwrKIR5/kJNj5omZz6eSLKtI5XiYfi0iYyZQqbFtdeXF+0E3OI1eQ\nTOf/eoNnVwIIIYhFJDywZSW+/YOjdpAwEZMwPl0MtIFGCNA3krF9iKLi3uwXTG4pLw+hM/lAoASE\nAqcGZ7itnJpBWBbQlAi7zskXNUymi3j0yZ+isyWG3u6k78J+eXfSJZJXn6uvbDTEQ2iIh1wCVYqq\nY3A868pyGxzPQlHLgaWSquP04IzLbyAEXDhB1SGLlNtjkUIQqK+6/LW9TfjZ4RGXH0sIwfs39mBl\nTwNeeD0NxhgSURklVYemlxNvBEpAGA8aGoyBoFy9YTAGVeNxC8ue7zs+hu++8h5ODk5DUQzIEkVz\nMoRkTML4VBGabuDcSIbHSkCQzin41T//AYqqDkqA5gZe+l1SdOgGAwP34Yn5XWg6A6F8rgk6hpzx\nhXxRs/2ZsCxi3/GxRTXuAgXXbrvttqrvfe1rX6v5/tatW/GJT3wCn//8513HP/nJT+K3fuu3Aj5m\nGQ9/ZC3ODadxbjiN4Ymc3TkY4wSXFibT5Zp6Snh98NvvjOKW69qhaQwTMwU0xMMoKTpUjdkpjowZ\nSOcUjKTyCMkC1i5rwq999Fps2zNgK10u707i1d3n7IHDHRUAhIAZDJQCokBw9HTK3qXO5BTbYbcC\nbG/sH0A2r7o+Qzav4o39A55OQux/eBaGeS/GB04kJKK7LQ5F1T3P55xgzn+CtkQLvIpkTrVQr7JH\nXRm0jjrq8NofSaSIhkUUShp0A6AUSEQlpGaKFTZR81lAUnM3vAKOrCBrx18SiemI83tZTU4PpitO\nD0kUH7x5KSamC+gbmUR7U9RW+lzWmXQpgC7pTODA8TFQQiAKBKmZAp79yXGEJOG87J2XtHV4Imu/\nrtvRCw9rfn7ZoTj3Uc/G2IrupG9wbUV30v778U9txhe+vrNC5dMSMwCA57eddPEIAbw06vltJ+f0\nWwfzJSoKoQNff6FxMfq4FaDQDcNeyOeKOibTRfu1FcjwfhOLPbi2akkjElEJ6ZwCI5ieAQzGfWFm\nMKh2gA3IKDomZQHRMLeRAEM4JGIqXUQ6pyIZkxEJ8aVCIiZD1w3kSwaSscpxUYeDN8lgKKkGsnnF\nDqJpumH3y6sVzjXCcCqLQkkPnJnOGGCYi/RoSMQt13XgyKmUbad72uM4fHLC9f1aStyGGXRIxGSc\nGZxx2cpiSUf78iiSUZkrEkoC8kXVHA/cPg1PZHHHhm6cG0q71oK7HJxZ9bn66oQsCVjR3YAV3e6y\n0vHpgpndlrGz3Way5exfxoCpDI9VOHPXomERr+3px3t9U3am2/hUAYNjWSRjPHtNN7ituXVdB+67\noxcA8MCd1+DlHcegMgEre5LIFTRMZ3hcpLe7ETetbcf2/YPoG8nAFV0DAMJ98FVLGivECASBQFEN\njE8X0d0aQyImI19SoekGz0YjDGNTBesy0AlPgArLIj9g3ssSaxDNDfN0TsF1K5oDjyGnCmn/aBaS\nSNHSEEJR0RbduAsUXKuF5557Dp/+9Kervn/rrbdiYGDgfG9j4wOblth/FxUN/SMZnBvJ4NU9fcjk\nFN+FmGER6QD42ZFRs7a6EacHZxANSxDN6K+FXYeGcP3KFhRKGgolDd2tcfz6x9YhLAsIyQK++sx+\nRMOSrRY6kspDYnzBmIgAsWgUZ4fTMAyAiu5dvpd3nrWdke0HhgBSWeq/48CQHbB6ZXcfomHR3kkc\nSeXBRH6vzpaofU5zIozPPXILAOCJp/e4ns/Cq7v7zrvjfebhTa5gmh82rW1fNB28jjrquLTgNsxt\njyy1sN6upKvtoRMTFTbRcrxDHlWmQycmIIkUzkpSVTOQL6pY2pGwyzwnpotgjKExEUImp0LRDBiO\neUIUeKAuFuZ8ahPTBfz2L92AI0eOYP369Xa79de04OZr2xGSeMnn//iXfbYCmRPna2drkbbW7Wow\naDpf4M43g/Che2orIG4/MOSM49pwzt0AXIE0PwQRPXhp51mIgrufA3PzJfzGIHDp+tT59HFv0Mwb\ntLACZ37r9YJioFDSFuATXBgUSxpkSZi1376yuw/NyTCak2GcHPAX1wC4zbSyeHTDzP41+wkhgCBQ\nGOaGsuVjRsMSmhNhNCXCFZk6zckQulvj+NA6sigU/y4GvFmNzr7HmMmhaP5rMHeGdaagY2aO5btX\nA5xrhP/wZy/OifpB0xhEylNgMjkFf/eZu5CMyhAEit98/Me+tjIWkfDNL3zEvp9tKx002cfOTOJf\nv/QAAL6GKvrYiXNDaXudZbXzQ32uroNSgo7mKDqao7jlug77eDpXQv9o1lVaOjqZd/X/fFHD0dPu\nslJKANHMbEvGQjzTTaJQHdlx169sAcs3uvxWgHdxnqEs4PTADESB2NUdFiSRojkZxqu7+8AAlxgB\nJQRU5JnO+aKG5mQISkoHMyNIzkxRJ/N8UdEQC0vobIm67icIFI1xilg0ikMnJtAQr9worzaGNq1t\nxyu7+7C0Ix74nEuB8w6usaAW0YPvfOc7eOGFF7B+/Xr82Z/9GRoaGmY/Cbzm2YvOKCARHU1xvjuh\n6QwzuerF+BWpmeALLFEAJJEgly/g8OHDVRXc3jvLOzznaOMOESEEJcVAIiIil8/b6fqGhxRgOlu0\npavVKhLqiqrbbU71jbmcxJK5k1JSDOTy5Vj3qf581XP82nhR7fhixnye+VI5hBfy+70cf7sLgSv5\ne1js/bZWOz97ZNkxpw0DYKer+8FrS3nWiZNc1uRsYUAuX7DbFBUdBgMKnhISAiARpZBFAkJ0FM0M\nor6Roj3PvHP0KGSRQJYIJM8mzHzsbBBcqOt6cTHGy6Xqt9M5DT/56VuglEAwM74FgWfqCJRz7viR\nCwdFkLk7CGqJHljXmckUfdvMxZe4UH1qvuf6PQ9jDCfzOex6620YzMxSMcp8iNa/55vz4+dDetHz\nwfed513mh5/u5It1UeC7+5LI7Y73e672e3rhtZlOf13XWU1/0owZVeBUfx4fWtexKOfbuT6TYXD+\nZR6YteYUK1DGs/wuRn9bKFyqfgvM3xZYtsvmQA1wTlHRUZwsYCpdxPd/8jY6mySEZYrpdMF33VbT\nVpo3rLXusuC1lxdrrvbDYhx/QeF99kvlJ8xnbC7UeO6J8/9uX5mApseRymiYmFExkdYwntaQSmtQ\nHZvABgMU1TAr5sqB3+GJHP7uf+9Aa1JCa1JEa1Ks+YwnzqXAAFfw2Ipf5PJ52/Zbc4MTJcVASdEg\nUs33fRus/E9J0ZDL513tnbGS6Qy/nhe1xtDFHHe1rler3553cK1aAKoWPv7xj+P3f//3QQjBV7/6\nVXzpS1/CF7/4xUDneiOyFnadPOwiBcwWsrwECDylkTHuWFBKEQkJyOTLUVkGQNUZVB0oKPwn+/Zr\nU1jelcTyzgQXTuhKoiEe8r2XLPH6Y0mkMBhDPBqFIGg8c83DnJmMyfYPIn13uKpAgNXmmnf2uHYP\nM4Uyl1AsWs5c626NVz3Hr40Te/fuvex2IS+3Z75Qz3q5fQ8XCvXv4cIgyHc623fvZ48yBW4/nTYM\nAOhUulLNyHzptaXUMOxjFkcmMQxQCkiSjExeRbagVeyIR8MiklEJJdVAIlpZ/tXZHMP7br0Jx44e\nxvtuv6Xi/VqfC6huZ4PiQl3XiathvFTzFSxQwgNuokDN4BuFaP3rCaR6EWTuDgL6L4NVRQ+s6zT8\nMOVLJD8XX+JC9Km59CFdN6AZDLqZYbb0kIbRVA5glnIv/6O9KYplK6+b1/MEgTcbdbHB79mOHDmC\nmzZuQEgSEA6JkEWKa97ZW/49J6tnrlFKwXlEOAghtn0VKEFIFqv6kwyo2meAS7cgrgarP3ozzazS\n33IZMEwRAGNOStTzwWLvbwuJ+fYHr+0iqJ3FFpIFlMyNMkVj+O6bk7h+ZQse2LICidgkcibhu9N+\nV7WVjjSbWusuC157eTHmaj9czvP3Ynr2227e6OI2nG3z5mKOZ4MxjE8VzOy2LHYdGjLLQd1PqBvA\niaESTgyVqbASUckUTSgrlnY0R0EpseMXuWLRpsMi4Flx4XAEPa1xgADpwniF2qfFdRiLynYsgj+E\nx/coM1khJIuIRaOu9paASCwahWYoiPmI4tQaQxdr3J1PXw0UXPv0pz/t62gyxjAzU31ir4bW1jKh\n74MPPojf/d3fnfM1vNi8oRvf++lJ+3U8ImEmp9qEf/zxCe7f3IuP3tGLqXQJ2w8O4s0DgyhpBhTV\nXfefLagVaZmNiRCWdyYRCQkomOn7AiWIRyVMZUqIRUQYBifOjkUk5AqqvVNofX9O8tf5CAQkYzJS\nM0UkY+5FoZOYuC4qUEcddSwW+IvCSKgsYuNk7wdPVJLA+5VJbVjdindM+8zsdjwwMTThzogjAOJR\nCYmoZJdy3r6+LFJACAE1OYg+dudKNMRDkMTaG0cXys7W7ffFgcEYDI1VOJAWBEogUB5oo5QH4USR\nB+CCzN1BEET0IIjAwmzPs1B9ysoOZYxB1RmKiuarXmhn/1QhZL9tXafLX7PgR+J8NeHM0Ay6WmII\nh9yuuaoZUDUD2YIKAuDWdR14/vU0CCEQKF9gVYOlMM8zNolNnZKMyQjLAlIzpQr+SqtfVOszLFvZ\n1y40/IJm/G8uDDCZ1TA0nr2ETIJ1zAfVbBdQ5ke1TEgsLKKlIYyioiOdU2xBA2ut1t4Ugc4YBJOT\neqHWXRa89rI+V1/eaEqGK445A21OwRHdMGzRgVrUAwsFSsplpTdf24HVSxvxvZ+ehG4wqKoORTOg\nmGT+05mSa57N5FW8c2YS75yZtI9JIkVPWxyxiIRMXkVIplDyurnhwmMmum7gpmvbQQhwom8SUxn3\nxowlgrTr0JAdiwDKcwzg9urjEcnewHa2T8YkMIMHwT+6udfFuWah1hi6HMZdoODaBz/4wXm9Vw1j\nY2Nob+d1sa+88gpWr14d+Nx4ROJkobqD9wCwlTsswunVS5sgSRTvnp1CrqgiFpZw1009uG/zCgBc\nyeIX77oGZ4ZmcPzslD1IultjuLa3GedG0ugbybgc7+lMCdMZtyMsCgSJqIzu1hhSM0UUihqShooP\nbFqC1/f2u+qWY2ERpwZmbPWZe29bhtRM0UV43N4cwcETE/iVx160FUYfuX+dLRCwakkjrltBcejE\nBPrHskiaZMvOOuNNa9txcmAaL+88i3ReQTIqY8PqVryyuw/feelYXdGmjjrquGjYtLYdz287WUHs\n3tIQxvYDQ1A1HZIo4E5THOWPvrLNVba/sqcB+aJq87QBQEdzBH/88U344rd3492zU6776Q6XhxJg\n3YpmvP/GHuw9NmqLEdyxoRsb17QhJIt47e0+ZAqqry2d7XN57ax1/vkoIda6bh0XD9yx1uFX/fDQ\nPWswNJHDu2cm7eSH9de04He3bjAVxAEQgv/rqZ04fDJVVdDg8U9txsf/4ofIFsp+Qjwiudo8dM8a\nvHlwqGJMODnhPvPwJux7d8wmRwaApkTI5n+r1ad03eAll4xh37tjeH1PP0Ymc2hviuL9N3bj+hUt\nvrv6MznNdpbnCq+/Zo1JpwLb1Yj//r95WWhzMoyu1hi6WmMwigXEmmcwnSlhz7FRTEwX0NoYQWdr\nDO+enQIVKHSjMrpGCUFJ1UEJQVgWUDRV2yxMpku2z6lqRlV/0k+cau/ehQmuWcFaK2jGM8rcQTPv\nQvbo6RR2Hhqyv4fNZr+50IvdOhYO3vmxoznqmt9X9jRgaDzrUgOVRIqb1rZjaCKL5c0xvO+GLgxN\nZPHjn52zK5EsUnWDcO47WaS4Y0NXha08ejpVvh8DOluiuOumJS7FQq94gbVw96oaOtdn1QTcvJ+3\ntzuJs0PpusLoIgSlBBQEECrfS0YFtDeVM3wZc/Aw6oYjEFdW/mU+XIzVbFit97xz5jLHnKlqOoYm\ncugfzeDgsXMoaDIGxtzjR9UMnB2uFPGihI8tSaC4cU07etriGBjLQBAFqLphK3yGZAGGYeBE3xRu\nWdeJwyfHMZUpmXxrXMjRMMyNbsbnn9uu78RdNy3Bd199D6OTeVAKEBDupzADLY0iVi1pxKoljRVj\nCOBj7fTgNEoqVyu9pqfRNVZqjbv5+ODec5Y3lTDfPLhAwbW8hxdnLnj00Uexe/duTE1N4a677sIf\n/uEfYvfu3Xj33XcBAD09Pfirv/qrwNezSjOdsDr1lhu7sXlDt63W44w8+6WAf/sHRysWZkMTOSzv\nSuBzn7gFumHgX189gTf2D4KZg8M7eWs6w1Sm5HJqM3kF/779dMX9ckUNb78zjO7WGPpH0/iHfz0A\nQghWdCdACMFkuojRyTxEgYISYiuMPvThNTaJpqWy1RCXbWuYj3IAACAASURBVBLAXYeGsGpJo91x\n9h0fw65DQ3abfFHDjgNDaGkIIRqW6oo2ddRRx0XDk8/ss7PRCOElYAfeGzcndQGyyT6848AQUjNF\nDI5lXeIFTmUvC6OTBTz65DZMZ/zJomWRIhGTEA2JSOcUyJKA3/6lGyCLAiIhAZGQiIMnJ7Dv3VE0\nJkJoTJgl/x5bWgteO2ud7/wXmLuCWLXrBn2uOi48jpxOIZdXXKS6M9kS3tg/aDvBTz6zz+VfGIz3\n+8f+1w78l0/eBkoJ/vpbu12BNYBnzf/F//Mm/vJ3NgOM4WvP7q9QJj09OIOv/PNe/OFDG8EY8Jf/\n+DOXDwJwFbLH/ucOfP7Xb8XBk+PYvn8AMYc40hv7BtAYD7mcemc22fBEFv/66ntQ7151QYJezgVD\nHW5MpouYTBftyonXDvGgm0A5qfTYVB6KyhU79SqZlwZjkEUKVTdciywnGGMYSeV5GVE778tOWxNU\nnMpaVDoXmwDsMmBm3osxd9u5BsO8fXR8Ku+bAVnH4oVXKfjo6QlMZUqQRGrzYPopMauagZMD0/jG\nn38YhsGw68gw9rwziqZECNGQiBlHJpu19qKU4N0zk3h9bz82b+hGSBLw5DP7MDqZ51lx5s7IaCqP\nL39nDzqaeeDEUgd95P51rnWVn8LxI/evc4kczPZ5Tw1MY/fRkfp67AoAMZXiRQGA5BON88AwGPYe\nH8UP3jzNA1CUYDJdwIvbT5nBK4Z/f+MUYCriOu2bNV/6zZmSKGB5ZxLLO5NoFKawfv16GIwhNV3A\nzsPDePPgIIqKbvK1eZ6JMZRUHYMTOQxuP43vbz9tZ4xawjcGA1SNcxcPjWfN8cmQiIrQMwYMA9Cc\nCr38E+CN/YMAOL9bR3MU+aJqK5DGwoKt8ukdQ9aYyRc9G3hsyi4HrTU3zUeN3O+ck315rF49Nq9x\nGSi49vjjj+P666/HmjVzl9z+yle+UnHswQcfnPN1akEQKASBq2HUglNlStcZ9hwb822359gYfuNj\n10OglC8CqaUlC9shCIkCNq5tw7nhDAbH3bW/foqlFlSNoaTokERqZ7VJIgUhBDPZEhgDNJMDw0pp\ndqqCBVHZ8rZJm3wt6ZzqUgtbTMoaddRRx5WJ7QcqU74BU8XZA0sB1Ilq1tSapL2ghGe2EcIlwSgh\n2HtsFPfcugyCo7z0fFU5q53/8s6zc1I/Cnrdur0Ojm+/Oo7ozl2mmiy1SzolgUIUCSRRgCgQ9/sC\ntV/bx0VqtnO3f2V3H1TNALGVF/kfOw+Wg2vHPRt3Fo6eStkKgkdOVlcLHUnlAFQfPzsODuFXP7wW\nAHC4ynWOnk4hV1Tx+p5+Wz3XCUsZHQB2+pRmeNvUcWGx9YOrMDyR4/+lcja3lAXdYNAdx7wBVS94\nUKv2+wAvI2prLAe7Xt55Ftf0NNhcxVapLzMXfZNZDcMTuXkFyM4Htfro+1bNX6CkjouHausTXWeg\ns1AxWNlmlBK8eXAIokDAGAEJEYRkAaOTBaiaYZfIFRUdRaWAb7xwGJQQrL+mxV7wO8HANzU6PMdr\nrav82szl89bXY1cfKCV4fc8ADyLbXZ3/sfvICBjg8n8tWql9x0axeUO3nUik6eVM36r3IgRtTVGM\nTebRGA9hYroIJpY3OSghkCQKxhhKiuG6lvWn8+q6AUxMFxAJi1BUgyuIEt7GywNnZa9pmoHt+wex\npD0OQtwKpPmSjmbzb2/ft8ZM2sM1a42ZuY45C7XOW2i/O1Bw7W//9m/x/PPP48SJE/jlX/5lPPDA\nA4HVPRcTqMk5IYF3Xk037AitBcb4DklDTIamM+SKqkvFhhACAkAzDPz6/esAAH/zzbdQUnUoqo5C\nSYVu1A6wjUwW7GsSyo16SBJs3gxT8M7u4elcCcWSBkmktsNdec3ycW8bq7TVyy3jPKeOOuqo40LA\nj2i9GrzOQlA1akpg8wkZjG+4UJNrkxCCiZmCK7AGVNpJ+3hAu1jt/HRe8Q2une916/Y6ODIFwxbN\nuJgYGMth/xOvQRJp1aADA/C1/28/RKF2mx/97CxEgVblhFM1A+eG07NeB+BOsR8mZsrHg7Sp48Li\nI7cvt/9mjGEqXcKuvUex41gBiqpD1Tn3WlAi/mp9xw+ag7htOJWtyKh0ohqX3oVG7T4a9X2vjsUF\n7/xmLcznGqYdSeVsPm1KiZ0NKYgEbYkwZrLlTLZMXsWX/89eXLu8yTUmnB6BX3euta7ya1PtOZ2o\nr8eubtTqR94+aCXYjM8UEI9Uim/ZXKcOjriIzEUHrNeWzbTFC2wOeqC1IQxKCT77H2/G8EQO/aNZ\nvPDTk8jmVd/RaDAgV6ihEuoBA6Bohj23lFTdHnO6zp+ZED7fuL4L8zvyjhHr9VzHnH28xnkL7XcH\nCq5t3boVW7duRX9/P1544QU8/PDDWLNmDX7v934P11577bxuvBggiULFwo8QrhoTN9UrkrFQWanL\n0fMTERmRkAhNM9DREsPYZA5hWYAkGIiEw+gbrVSycMK6EjM494UXVqez7pVK89TIhngIE1N5gJQD\nfYQAHU0x+9zOlphLSUMSqa0I5URncwx11FFHHRcSfna2GqhJRGxhtgWcJUJg20KT+8ESLbDgZ+u8\ndrJWWz9UOz/po3y0ENet2+vg6G6WIIci0MxghKYb9t/W6wsVGzAMVpFx5IWTaLgant92atY2X/z2\n27O2+cz/2AbNDMjwDXNi+g9ASBLw988egCgQpHMKFFW3xZ+I2SYekfHjt86ZWX/U/ndopAgSTZll\nMdWy/vhrgdZWX62jEoQQNDeEsbw9hKG0bCvUM8YwPl00uf2IvWg6X1iiBwDQ2hBZkGsuNFobI/b3\n4Dq+SJ+3jkp45zeLDJ34CBzN5TqUEsiSAMYYIiERIUlASdVdQbZ3z7mziZn9P1QkWgDuOXe+83J9\nPVaHE7X6UTWF5mp9w0oYciIWFtDsEGpY1pnE0HiGUwQ4glWiWYbd1hiFJApY1pnEss4k3jmTwrEz\nk1BMn92ZKGRVUs8FAiVQNB2SwH0Ha76iQnlDp70piuGJnK3e3tIQNimyiP3MhBB7zMx1zNnHa5y3\n0H53oOCahaVLl+KTn/wkWltb8bWvfQ1btmxZ1ME1P0I7APaxxriM8alChWidUzXmvs29eOZHx6Eb\nDAx8AhAowdLOBD771TeQySsImaqhTYmQnUEhiQSq5t8NrcFgpWf6wZlmaTCG//aNXdB1A7GwjFxR\nQSQkwdnNN65tx0gqB4FS3L6+E//4vSPI5ErQDT5pUELQ0uDmq1vencQTT+/Bqb4xXPPOnsuSVPN8\niMPrqKOO+cMae7PZjzs3duPVt/0JsDkZahnrV7bgiEOhuRZaGkLIONLMOf8FRTgkYCSVtx3YZEy2\nbZ3TTtx72zJ8/blDSOcUV9ugikPVFIvmo34U5LrVzq/bwEps3dyM9evX12yjGwY0jZWDbroBzQy+\nbT8wgP3Hx1FQNIRlAdf1NuOGa1rtzKHBsSzeOjridlYFgtVLmxCPStA0A+/1TyPnk/0jChTRsAhV\nM1BUtAsW5LNQLHkDfeUbKqrhUkT3Qzqn4rnXq/Ba7TkQ+Dkqgm8CcQXrvP9WLdW1zhOrvV/9Pb/S\n2MsBmzd029w7XLVNwmS6BEIB1IjjzmUxNDieA6Xcv53JKfjz/7UD0ZAEWaTQGasg3j4feEm7l7TH\nMTCW9SX4dsL5PThxx4ZusPzweT9XHRce3vktGZMxmS6BgVX4A374+c9+D5QQ9HYnUSypSOdUe/6W\nJb74npguQlF1iCJFMibhF+66BsfOTOLwKf/yeQAISdTjN0iuOffe25bhy9/Zg2xBtTcq4hEJd2zo\nrvAtnPOv3+dNzRRNxfQygvgHQX2uOhYvqvl3y7uT2P/uGM6NZLjSLXips7cfzoY3jqbxf//wx8jk\nFSSiMm5c3QpCCBriIYxPF6DrPJZBKUEqXcRkpoRP/93rSERlfPj2Zfjw7csxOJbFpJnQI9Iyn5o1\nlwgUECiFZooh1YJuMIykePacKJiBdEIQkfl8TCnBHRu6cfjUhD0nyKKAyZkCVJ0rohLwIF1DXEIm\nV8KYQPFHX3ndFjK4eW07CCkHGnu7k9h/fMzl10fDYsU6wCksEpIE5IvuUm1g/gqkgYJrjDFs374d\nzz33HE6cOIH77rsPzz77LJYuXTqvm14M+JHTff25QwCY/eUlYzIKJQ1FRYemG5BFAVtMxToLq5Y0\nIhGTkTYDVZTyiO/RUyn7hywpOgyDoSEegigQLOtIglLqS8ppdRJJoIhFBNy0pgOnBmcwMc25AvKl\nypTLmayCmSzPnhtHEZQAkRDnbWtrjODum5fi+pUttrrZib4pZHMKbAEpxlOuKeGdub05iuVdSbx5\nYBAgPHg3NJ657Eg150NaWEcddZw/nGPP2m2rNva62+KgxJ9jzYtTA9OB7h+WKT619Ub0jaTxo13n\nbEdiw+pWHDuTcnE7FBUNr+7us4ncrWe9Y0M3KpeewRfftRSL/NSP5qIWWu26XtRt4PwhUApBBkIe\nWbCXdp7Bz46MAOCbUopq4OCJCfS0xW218W//4GhFyYKmMzQmZPzGx663r/O9N05X3Pdj7+91XWfX\n4ZGKNjetacXP33UNNM3Av79xCkdOV2a6rexJ4tbrOqHqBobGs3j7nRE4k5goAa5Z0ohoWMJ0poih\niZytDGptuEVCIgjh5RaKZlzQ4JOVNVioTRN2wUFeetU3IGe9lkSKr3zm7kv7kA4QkyuKEGDXoWGM\nT+fREA+jpBpQVQMKqmeuSRKFwRi0Khu9XlhCYJa/OYmS+Qyc7+r4uSnccl0HmkIKevOKXeExF3hF\nCfpHMzh0cgJNCRlhWawg8XailsrskSP14NrlAO/8lojKmM6UXP6BQLltqlaabDCG04MzkCXKBZFc\nCRL8BaEElBAIlKK3O4l7b12GM0Mz+Nb3j2Jk0ocywFStLZenurMu3tg/YKuSAryQKZNX8cK2ky4h\nBO/86/28q5Y04p7bkhVKpEGUDIP6XHUsXvj5d8u7k9h1aAj5Il//c35LA4Je5nsPgmdffQ/bj2RA\nKQ8yZ3IKdhwYwpaN3RidzGN8umAqdvJYQCav2kIi2byK518/hYc+vAa/9ys34ruvvodzw2me5a/o\nsBLYCHjf13QDokjLas6Mx0dqJVJbWXCMMeSKDLliDg1xGT/ceQYTUwVIEoUsUuSLCnJFDZQSk1eR\nS5aKggBNN5Av8nE4MJbBt188iulMCdevbAEBcOzsJLbvG0AsIiKbV6GoOmayJaxZ3oidBznfIiGk\nQlikqGgACMKyCEXT0dkcw7Imad5jK1Bw7a677kJ7ezu2bt2KP/iDPwAhBKVSCSdP8glw1apV87r5\nhYQfOZ1FjueMTHY0R9HdGq+q9vLK7j40J0NoTpazvs4Op2EYcKVjUkqQK6j4g/s7cPPNN+MX/+Tf\nfa/HACzriNtEsTNZBX/667eAMeAbLxzG2GQOms6gaFzZI1dQKxalBuPKowAwnVVwYmAGz287ydVC\nupI8S4TwIKATuaKKv/itLQD4vayUTN2ASc5M8IMdp7GiK2l2al7OIZi7xYutrKNO/F1HHZcGcxl7\nL+08C0ksBzAYY1CqcAEVapTTLe9MgFKYXGoEO/YP4nOP3IJfvXet3eaJp/cgGpZcNn4klYeiKnZw\nzYIlPODdqZqL/aimWBRUZW+u1/WibgMXHn6E19ZxKyhWTQxp77Ex/PYv3ABCCN44MATZMwcDXBX3\nIbPPVrvO0dOT+PSvbgJjwPE+/4Bz/2gWf/oI3+D8xguH0dMWr2jTEJPx2790A77xwmFf/sL2pih+\n+5dusK8xZvKLMFYmr29OhvHLH1xtZ/VpOs/yO336LLp7lpSPWeW3mgFVZz7H+L/uUl0GVdPL52g6\nNINB04wKkuSFAmM8Y89POe1So7UxYhNFg/AsspGEiO7WOLpb4/jwbZyT7Ymn99i/58mByk1cC//v\nf/05/MZf/gh+mwaiQPA3v/d+DFkCChM57D8+hnyx0udkjGcZl1Qd2/YNAACe37UdiaiErtaY+V8c\nXS0xdLfFkKgRdPOKEmTNgEU2ryEsl210NSGNusrs5Q/n/Pabj//Y5R9YiIRE/Mtf3w8A+MU/+Xdf\nighFNbCsI2G/tgQPOlvc/Hs/OzSMLRu6kYzJKKm6nUHjvGRRNRCSKBrjMqIhEYJAXfPo9gNDvhzd\nswkheD/vfFGf668cePvDE09zNeh0TuH23xT2sLLcg/7GL+0863v80IkJXNvbjOWd5bFydjgNQiqF\nRF7eeRbf/MJH7Ps98fQeOwvMgvW3JFB0tkfBGA94tzdF8Vu/sN5Wh07NFDEwlkX/aAYDYxn0j5Yz\n4iw4k4ecsMZaQ0y2N72yBQ2JaCX3nDVXMADbDwzCYAwhSUCooWxXDr43UT6XANOZEhhjmM4qkCUB\nhABhWUBDTMZnP3EzKKU4sH9f1e96NgQKrkmShKmpKfzTP/0TvvnNb7qcNEIIXn311Xk/wIWCHzld\nNXLXuZLcVXP6MvlyB6nFFVQmFCSYyhbR3RqHqumYyhQ5ETflJRSxMFe7oWBoa4iYogmGHXhzIjVT\nRGqmiH3Hnc46swm9CQGyhfLz+RHDMsYwNpX3zZ4jgB1ko+aOkChQu0bay3F0MVAn/q6jjkuDuYw9\nyy4GFSeoBi9Hid+9qtp9n32B8xUeWAyo28CFR9YhYuREvqiiMR6yM72csBxBVTfQbmYx5Iuq74ZU\nrqgiGeP9ziWqxGD3U1U30NoYqWxjNTWFlzqbozAYw3SmZAoblBeMjJXFCIIKGljPa/knAF88+gXu\nSGEE69d1+l53IcAzrtxBOSsY5w7oMVfQzj+Ix/8en0ghnmgwA37Mt+1cRAAWGqFZFO8tVBv3XiSi\nsqv/OE2wpjN0tcTQ0hDBdb1ct61vJI2mhAzDYBiZLNjCWlbX9Lq+mbyKTN803vMEgOORctCt2xF8\nS0Slir5ocfB4uePqQhpXB5zrpmrHg4pnVJvrRya5+EEsIiFXVHkAQyA8kxflcVFSDYxNFRGSKBri\nMgbG03bpWjXe2NmEEBYK9bn+ysX5EvhbqDWWggqJeK8xkspVPJd1jqazsqgICKazJXS1xqDpfPMq\nGpbQ2RLDxjVt9rm5oorBsSx2H3gPGk1gcCyD/rFKrjOeHceQ8nDSK6oOWaKQRAGySEEpCSTMlC2q\n5eAac8w7rox9hsGJLMam+DVSaRUjqTJdgrWxTwjPrq2VuR0ouPbaa68Fabao4EdO512c2W3nSHIn\nUFIuuXTAuVtHCQk0IVj3lkQBPW0J+14WH5tsqo5JEo/cwuRtbW2M4KN39OLcSAbnhtM4N5zG4HjO\nR22vvKjVATz+T2+htytp7t7qFd9JNWJYBphOqv/nIIAddLM6omBmvlmki9TcifUSMM4XdeLvOuq4\nNAg69lRNRywsIZtXyiIuC0QyFVSkoJrdP1/hgcWAug2sDav8UaB8I8h+bc5NBFb5EADwuanBKWLk\nQDImI2YqdsmSv0iH7MjASERl3+s4/YRqYh/O69QSXhIECgG89Jr3A/fc2t0aR2dLDEvauW/hDJYw\nBrQ1ljM8FhtZPCWcoFwOGHAKgiNHjszKxXc5oNq494Oz/ziDtLIooMkkvtYNBlXV0dUaw8hEDoTw\nnX++AOE0Ji0NIRgGQywiozOpA3LSznjzlu9lCypO9E/jRL876BaLSGYPZXY2gki5KIPsyV6qixRc\nHQhiJ4Oup4Ks8SyROsZ48oFEaUUmvRVkyxd1vL63H7eu64AoUJeiroXZhBAWCvW5/sqF9dtaYhcW\nghL4W0hEZcxkir7HgwqJeLOO+XnuAJt1jp8oBxceECCJgu0vGQavxlM1A2FZQCIiQ0nHsH79OgDA\n158/hOHxLBQzOz5X0KqO91xRQ87xEQWBIBGR8YMdp7GkI4FEjH8H3o3NuKdCxRJXkITqMRAGmHRb\nDH4F6rWCaxc/3egi4V4fErpkTK4gkQRqE9b5Xydkqyo58dHNvfbfG1a3+l4vEnI7EF7CTAsWOV9D\nXEZjPGST/Apm5tidNy3Bss4k7tzYg0/cdx3+y3+6HU8+ejf+9JFbbH4OPwyOZ/HmoSH0jWYwMllA\n/1gOU1kNk+kSsgUVa5Y3zYt3xeqEqm6gpOrIlzRk8gqmsyVMpouYmC5gbCqP4VQOQxNZjE7mkZop\nYDpTQjavIF9UUVL54AtaDuL32wDzJyCso446gqHW2NN0A5m8grHJPMamCrhzY7edJm4YzKU+5EVE\n9l9Ie+2mda8gz5WMSXamkBNOez3bdRcr6jbQH01xkZeomcGltqYImpNhNCXCaIiHEI9IiIREhE1V\nOe4M8oDbfVX6hbO/3OkQPXLCK4a0ENcJ0qZWPxAowUfet9y16WXxiz1w50p0t8bQ0RzFfZt77Wx0\na0OMEIItG3vmqONXx4WG21f0bxM3FzZB+o9ACcIhEfdtXmGLRTTEJViMP/GoBGIGpX/ujl5sWBHF\nr/3ctfjsf7wZX/6ju/DEH96JR39tEx7+yFrcvWkJ1ixr9C3fyRVUZAsqsgUNUxkFY1NFFBSdZyTq\nOibTRWTyCoolDRtWty3YRkwdixdB7GTQ9VS1ud45H1r3I3YWCud1aojL6GyOuK6ZLah48pn9+MLX\nd2HVkkYzWaF8XYLyOKt2v4VCfa6/cmH9tt6+a8Urgv7GtcaSt/9Y9xIEUtHW+2ze5xIE7ksEFeWg\nlHOZJaIyWhoi6GqNoSkuojkZRjwi4e5NSyBLAuIRCU2JEFobOX99SzKE1oYwGmIyIiGhgtoF4GWt\n09kSvr/jDP7h3w7hyKkUBsZzGJ0sYCrD4xqKqmPLje55MG7OT/Go+5qci/n8MSe10MsJ1UihTw5M\n4+WdZ5HOK0hGZXx0c29FLfN//tuf2LX7AK/DZQxQNN0WPQA4d4p1rKc9jpd2nsVMpoiGH6Zw3+Ze\npHOKS9QgLAsoKQZODsyAEoINq1sr6vLf2D/guq51r+0HhqBqOiRRwLoVzdj37hhe3HEabY1R9LTH\ncG44g/GpPFobI/jgzUuh6QaOn52ys0XamiJY1pHAueE0JmbckW1N55MICsA//+g4/u21k1jakcDy\nrgREgWJgLINMTkFbU3RB1KIsMkS+mVqdY8nKguOZBubCwFwcqDrDravbgPvXzZs4vI466pgfnPb1\nVH8eXS0xvH9jD6azJfz1N99yqb7dubEHL+86i9IspNrRkIhv/deP4I++ss1lfztbopjOlFzcQmFZ\nwKa17Xj21ffw0s6ztqDBfZt78YiPTXhj/4DLht65sRsP3bPmvIQHauFiKXjORfzgasL5ZEg/dM8a\nDI1nK+bhh+5ZY7f5zMObcGYo7ZrfV/Y0uMSQHrpnDV7cfhpTmXJZQ1MiVHGdbXsHyhtKjD+78zqf\neXgTjp5OVYwJZ5tqvoOTVLvW+6JAcPv1XZBEoWpfssor//W1E/jJW31IZ4tI/HQad93UY3PR1XFx\nsGltO57fdhKHTkxUVZvNFlT8/Ge/BwAVgjKSQNA3ksETT++BLFEcPDFh29BkTMbAWA6qpptZCBQz\nOQWGwVXrbrmuA3v3uUU4+Ma1jDXLmtzPkFdsTrehiRxGJnIYTuVs/mMnVI1B1cqUJN/8/lE885Pj\ndmlpZ4tVZhpHQ1xedBzAdcwPlj182TGPf3Rzr8tOPv6pzXjwsRdRdHCyhmUBXa1xl1+wsqcByZiM\nQycmYDAGSnjQ7G++tds191+3orncxjCwYXUrbljVipfePAPdYEhEJWi6gYKptGzZ+UhIQKGkw+RX\nx41r2nDDqlbXmnLD6la8srsP33npmD33Azhvf8Drc3W3xutz/RUC529LyIxd+nhNT2NgsQurf0VD\nBHmFuUQanWPJmt/Xr2yFJFEccth+K47x7CvvISTxzGZZpGhOhiFLAlJm+eXyziRuurYd54bSODU4\nzYUDNB1/8623oOvMzjqTRIo1S5tw07Xttiqn1f/fPJbBP7z8WvnebTGcGZxBpsBpOSgBJk3fKRaW\nsHFNGxTVwIn+SeSKOpjBIAoUhBKUPFzNTo5QC9/fcQYhSYAs8USltoYIbr62HScHZjA0zrP6e1or\n6S/mC8Iuo62hvXv34uabb573+V5lNQuP3L/O7rzewJoTFh+GYTAkYrItcjCZLmLK5DwBY6CUKzQl\nohKazbT70ck8MnmTy8XhE3zolqW2k/zsq+/h2Z+857qnlYZscZoZBoNmGGhKhNGcDCFf1JCaKaI5\nKSMSkmAwhqlMCblCJd/L/Zu5Slm2oNqlpGeH0zg1MIlcsTbPCCH888sixfs39uDOG3vQlAxdMgfH\nKu/gtc9lLjjRUYpq1UhbO/CXCufbby/VtS8n1L+Hhcds36muGygqOt7asw/XXns9jnhU4FSNZ7Bl\nC5UcjtXQ2RLFlIdjwTlBOmGpHHnx0IfXuJwJP7vq186L+fapIPPMpcaVPF727t0LAPP+fEF+vyB9\n6o++ss1XMXxlTwO++ugHAAAf/4sf+irixSOSTeb95DP78Nqe/oo2s/kOzueZ7xjwwnkdwzBAKQVj\nDP/hntX4xTuvgabzzHMrELfYvMugZaF+HHMXGtXGpN9xZ5+Y73ccCQmIhETbd6WE2L+f5TtpJv+J\n5W8CfBywbD823HiTyQPM/5uLAEW2oGJ4ImuXlVoBOL+gmx+iIRGdHk639MQAbr9lw6IKul3sMuRL\n1W+B+dvbIKhmS6vBj2PQeYwSXi5t2TDvmm4klavpt8gSRUOMB3gFCsQiPLMnX1SRmimhpSFsZ9lw\nZUNSkXVzPv7A5Tx/L5Znn89zLJZnd8Lpr+SLKsanCqCUuvpgkL7mnttZVdvvvM6+42P4+nOHkJop\n2nOHF9Rco7c1hW3xsMl0ETPZEkTBjKmY/KpWxryzBFUUiM1HGwuLyJfK6wFZpLa4oxMC5ZtCxRoC\nac62skm7JYs8+Lb1g6ux/prWWe13LXt7xWau+SGIacPzcAAAIABJREFU2kq1wJoTusGQzpXsDmc5\nBLrOYJXv6jpDOqfYwTXLgXZwFgPg2W+Wg+yn9GF1VouOwnpt3d+6dyavIRaRQcFVS3WdQRItdgsO\nS+0sHpFciktHjhzBkuWrcW6kHHA7N5JBruCWnS4qOoqKjpd2nsVLO88iEZWwvCtpq5T2diWQjJVV\nVS8G3Flw1WFx7XS21PkJ6qhjvtANhkJJQ76o2hOgqnEOp52HhsAYQ0nlQbVCafaJzYuRVD4wqbeq\nGb5tX9551hUwqKag5G23UKirel3eCPL7BelT1RaDzuN+gTXv8e0HhnzbzOY7OJ9nocaA33UIIXjl\nrT782keurXjPDrR5hAUulBLo1YJqfWIuKJR024ZbinHW76IbDMzhqDr93Vd39+FD64jNmQazLE7T\nDZQUHmgrzRJsi0ckrF7ahNVL3ZluuYJqBtvKgbfhVK5CTS5f0nB6cKZijD2z46d2ObhTUKExcek2\ngus4f8wlsBYE3q7pXdP5LdidUFQD49NFHqQTKGRJgChQpHPcbqdzZXVy65g3uFb3B+pYCDj9Fauv\n8b/LfTBIX3PO7U7b7bX9zuu8sruvHP+oYu8Nxv+Xzql2cC2dU1xjUNeZTS3l3Syy+O2ZwZAtqBAo\nD7Iw1BqnDNevaIaiGRhO5aCaQpCWAJITfE2jm+sV/v39w78dwsqeBkSEEtLGEJZ2JNDVGpuTcONV\nFVxbKLUVBgYnr6VbdYP4tqm2u6g4okLVlD6893bes7zALd9MN3jOMvFs3+RNlRw/osDGRAiNiTbc\nuLrNPIXh8X96CyVVs2XrFU13fY5MXsWRUykcOZWyjzUlQ+g1g2088JawB9SlBGOAvti20euo4zKA\nrhsoKDqKJa1qFpluGDg3nEY6p1SQA19seO1oEDWyhURd1evyRpDf72L2qWoqdUF8B+v4Qj3vXK/D\nqRyEiiC4bnDVT0vpUzcMW7WrPkvPjmp9Yq6ophjnPeZcOPFxULljLwoUYoTaJNZWsK2k6igqWqAM\nu1hEwqqljVi1tNF1PFdUy8E2R7bbTNad5Vws6TgzlMaZobTreDgkoMtRVtrVGkNXS+ySVl/UsXhQ\na71GiPt1NCQiX+KLeoMBJc3A8EQeDXEZJUUDIcSlfFtLwbSOOs4XTn/FGQdw9sEgfc05h9e2/e57\nB1HXZmCVMQrmft/vb9drk9pA9EtL9UA3gFS6CMb4eIUj58fKyrt701L8YMcZm+vdfT6zxXgOnT0G\ngPPGdbXEsLQjjiXtCSztiNcz1ywslNoKAQF1BDD9VDe8bbwG2kIQdTHvvRmYLahgqYs4VTu8aqaW\n85CMyehqjUFReQZaSdGrOmmEEHS1xjA+lUeMJ9+BMU5GHpZF9HYncW4kg/7RjKtjTqVLmEqPY/97\n4/ax9qaII8MtgWUdSYSqEJfXUUcdiwdjk3nXJO1FsaTh4Ok8/mX7LqQ8XI4hSUAyJmF8ulK96ELC\nq3YURI1sIVFX9bq8EeT3u5h9Koii6GzPs1DPu1DXESiBIPu7n1aGm6Yz6J6/64E3jmp9Yq6ophgH\nlH1Nq52FoHbMG2wrqbqd2aao+px+y1hYwqoljVi1xB10yxdVO9B25HgfVIQxNJHDdCZY0C0kC2am\nWwydjhLTpmTYl3KgjisTs63XnK/bmyIoqTpmsoodZFO0ciYbIYBMCQzDVCMNoGBaRx3zhdNfkUSK\nksL9dacKZpC+5pzbg9p+PyVRPxCQihiFM2jnvJ/zb+u1BfcYJVXjKgLlqp8MqFBAp5RgSUsCH7x5\nKU72T2N8Kg/GuBgjz3Djn8VgcFXvGQbD4HgWg+NZAJxz9EO3VBeauKqCa/fetgxff+4g0jnVDkgR\nAoxNFfArj72IRFRGPCJVLdVQNB0E/AellODU4Izrh2VgMHQAum6TKTvJNoHKDYzrVjTjiaf3YCSV\nQywsYnKm4EqXJICLmFmgBJrOQClB/2gWhPB6ZadqRzImYyarQNUMMFiOE0OuoNqf8z6TMFQ3GM5E\nBMTCEkqq7pKa3ryh28WhxMltCR64c6VdUqrrBoYmcnZJ6bnhDAbGsy7F0bGpAsamCnj7nVHzOkBX\nS8zObuvtSqKnLV51EqqjjjouDaoF1qYyRby+ZwDbDwyiUHKnZkfDIpJRCbKZrdLaGMZEwABbZ0s0\nUGk+wB0JgzEzpZzbOUEgFWpH923uxTM/Os5Tzq12tLLdQuHe25b5cnZdCapeF0uo4UJits8Q5Pe7\nb3Mv/s9Lx1xzNSVupa2VPQ1VOdcsVPM3nAp0d27sxqtvV3KueZVJ/TjVrOeZ7X0LTz6zr0L4wymc\ncN/mXvzzy++WHWNd9x1L59NPRFPN1A+6bkDVDeg6m1OZ6dHTKew8NIT+4UnsOnl4QYSZLiWq9Ym5\nwirDYWCurOQy5xr/Xp10H/fctgwsO/d7h6RyBiNjzM5q88scCIpoWMI1SxpxzZJGNIlTNj9Ooahh\nOJVzl5imcpV8noqOsyYVivdZO83stu62mJ3p1txQD7otBILYBxdJe0REfg7crX4Lbm+wTNUMMMZA\nDMMOgp0dTrtK05y/NAEgSRQD41loJgVQRBagOOyPwWXRUVR1nBvJQBYpQiEBBJzywrnuHHesO+/z\nCDjM9r2d6hvDNe/suSzn3zo4FsqX4nGNQ5hMF1FS+KYFMXR7UwPgNnvf8TF895X3uK0jQG9nEg/e\nu8a+p9NHEGil7c8XNZwbSePjX/ghwIDeLi5qcPT0BPI1yqg55xrnNbPGAE/4YXaMwoLFl244xM+s\nSjsCIBKSoKiG7fdXAyEEa3qbsawjgWd+9C7yJQ3ZvApVNyAJFDetbcfR0ymkswqGU3lIAkU8KiIW\nkRAD8It3r8K6Fc14a88hxJp60D+WwcBoFv1jGYxPFQL9LldVcI2D2P8omg5VNTiZKyXI5BRXcMl1\nlnkapTzYpai1nQHDYKjVQhYFXLeiGdm8gqyjdMPrI1JKcMOqVgyOZZHJ8xpqg3Hjr2r82aNhiuZk\nBIqmo7M5hjs2dOMHO84gnSuZqc4Mhtne+pzWIHronjUISxSNCT6AuEKOhmJJx3rT+dx1aAgTMwW0\nNkRwh8cpFQSKpR0JLO1IYMuNPQB4ycLAWNbkb8ugbySN4YmcPYQYA4bM3cZdh4f5dShBT3scvY4M\nt67WmF1fXUcddVx69I9m8MruPrx9bNQVQA/LArZs7MGStjiOnJpw2QtBIPif3z0AdRa1UCAY56WF\nu27qwf7jY0jnFOgGt82JqFSR3bBqSSMSMdm2h5QCiZhc0W6hcKUqeHqJ/ocnsvbry+WzBfkMQX6/\nofFsxVxtMH7cgle+3u/4qqWNOODI8nYenwtmU9wLosjnFU5QNd1+7QywzYYL2U8EgULwCbzxrPpy\nhpszAHfo5IS9SWjtZFuvL9cAW3dbnC9CzpO7rlpljShwEahoWOaKcRJ1jYO9e88vsEcIQTgkIhzi\nSxDdYCgpGkomr68fdclcEAmLWNnT4ApkA0ChpGEklcPQeM4Ovg1P5DCZdm/+lFTdFv1yQpYoOlus\nDLe4nelWD7oFRxD74G3DqvRzL82NKNCaGa6EcF9FFCgKJQ26zv0BSaRQ1LIACyUEjPEkBoMxyKKA\nnvY4+kczMAwrk41wwnSfn92ioSmqOggBRJELvzAwKGYw2bnudK7HgnxvrMr3VsflgYWeI4sKp28y\n82gA8HhCd1sMD5p96uvPHURqpry5cKJ/Gl9/7hA+tXUDNq1tr/ARnLZflgRMpotIzWiu84cmsoCZ\n9WlUSaRe2pHAqqWNeOvICA9uiRSyRDGdKdmZZwIliIRENDeEMTaZh6ZXzk2E8M1+WeJjl8fnCEAq\nedoICLbt6centm7AnZuW4LnXTpjqqRSxiIhdh4ew6/AwwrKApkQI2byKqayC3o4wPrq51/YL4hEB\n61dxJWH7uy5pGBizMtiq46oKrr2yuw/RsGiT/FkRXN1gdnaYtQNh7bBZkVWBEvR2JQEAp8zdaL/S\nX0kgoJRW5SYihOB7X/4FAMATT++xA2sAJ/kjpDKFcnAsi29+4SP2OX4lK83JMD73yC12m+ZkyCYh\nPDucBjOY63MC/mTGokCRiMpIRHmAsDkZxu3Xd/KJKKAjJ4kCVnQ3YEV32bEpKhr6RzK2WMK54TTG\np8sRYN1g6BvJoG8kA2DQvA4P3C3vTPCgW1cS7c3RuhNTRx0XEYwxHD2dwk929+H4uSnXe03JENb1\nSPiVj96MiLlQet8NXQD4PB+PyviHfzuI5Z1J13nejN4g8PI27TgwhKUdcVs0xoIf6arTHlZrt5DY\ntLb9inN4rwShhqCfYbbfb/uBIfhNQ06RgUMnJnzPdR4P0ibIvQC+MKu1OJvt/aDCCTyzrKwWCrh9\niUvRT3hWvQDJx6P99g/egSRSWyXQ8oF+dngY61e2XJalpi/tPMvLfoTqasp+EIVyOQ6BOzDh7mME\n3/3iAwv0tLNDoATRsGTz86qabgfa5lpCWguRkFjhmwJ8weQMtg2bAThv0E1RDYefWoYVdCvzusXQ\n1RYHq/P8ViCIffC2qSaOZDCGVUvKv+XZ4TQIIZDN9ZPf+m0klQczM29y+Txi0ShfI7HKEs5kTLbX\nXr/5+I9BCQEVywOlpOoAg30/L98sY0C+pIMoOlqSYTSHBAyZiQZB1mNOXAnzbx0cC/lbvrK7D4pa\npoay5mVJpGhOhLFpbTueeHqPS+zAQjqnuO5ZzUd44uk9OOspqbfOD1ehdyBmxtryziQU1UBnS9R+\nbySVh0AJQrLoOt7dGseyjiT2Hx9Dvqh5+NcIREoRlkV0NEftLDhn9psVP6GU2J+NAehqdZezDk9w\n7rhoSERYFhA2aaoa4vKsG27hkOjLC+rFVRVc8xIV1yJzteAVEADmL30OwOXMBH0eJ9FgELLl+VzX\nD5SWdxcb4iGoGnd2iiXO1TaXryEsi1i9rAmrl5XVoXIF1SwnzdhlpVMOrgxVMyoUoSIhEcs6E4iJ\nJZTEUSzvTKKlIVwnpa2jjguANw8O4ZW3++zJyMLyzoSdxn7s2Dt2YM2CJFI0JcKQRIrRyeDZaHOB\nUoVzyI90NUi7OmrjSvgeF+ozBBEZqJZ94zwepE2Qey0EFkI4AVh8/WR0Mm/zs1BK7JLTmVwJXa0x\nrmiqGdCMMsfbYsd8hTNcfmwND26h+9ZcwQOlAuLRcglp0SwjvRC/T7ha0E3RMJLKY2g8i5FUHsMT\nWQxN5Cr4RasF3UQKdO3ZbWe4Wf+1NkRcgZWrCfNZwwSFNwHAb/3mV4JcLXHAOc5qjTm/9Uc0LNrl\ncowBEzNFSCK1hRN4BRKzz51tTC82u1rH/LGQv2U1UQFVN+zrBWkzn3voBucqqzZ+dINhZDJXETOx\nhRg9ttxq6y0XBUxRBN2AmlfQEJfta1QTQLA+m5+Lpelc9NHKKDUYn2cmZoKVfAbBVRVc8xIV1yJz\nteAVEACqixMEgTPrKujzOMmCg5Atz+e6QWA5PFZWW1HRzGCbNq+dxVhEwroVLVi3ohwpTudKODuc\nMUtK0+gbSSOTL0fcCyXNzp7Zd+oIAM5PYymTWhxuDXF3lkodddQxdzz90jHX6w2rWnHvbcuwemmj\nr0NJCUEiJrs4o6rZrPOFk9DdCX/S1brAwPniSvgeF+ozBBEZqKbM7fQBgrQJcq+FwEIIJwCLr5/U\neh5CCESBVOV4W6wIIn7lByeRtJc42omF7lvng6olpKZAQtCKivkgLIvoNX1KJ0qKjpHJHIbHOb0J\nz3jLIjVTdH2jmsGpFPpH3UE3SaTobI6iqy1uZ7t1tcbQ1njlB93ms4YJigoxN5/1mx+3s/c8C067\nFmTMUcLvRwnQ1hiBouoYmyrYfdQboDAYg/U0s63HFptdrWP+WMjfspqogCRQ+3pB2sznHgIlkMxS\nbM2HA02gBJ3NMbuM2b6vKbwgeebdcttcRYCNgN/L2si3xByrCSBYn817b+tcuz0hEAg/s6slhqZE\nyN7MOR9c8ODaY489hm3btqGlpQUvvvgiAGB6ehp//Md/jMHBQfT09ODJJ59EQ0PDLFc6f3iJipOx\nEKYyRZfhFTwTmyBwAQEnT0o8IiGbr0yxdJ5aLQC3YXW5drfyeWRMZUoQBPczOMmCg5AtB/mc3uvO\nFdSRxs8Y40E2hXO1nQ9fRjIWwoZVIWwwa5wZY5hMF13ZbedGMi4S9WxBxdHTKRw9nbKPNSZCWN6Z\nNMtJE1jemXQRPNZRRx3BIIkU71vfiXtuXYbOFv+JmICTSydicoWd8bNZlMLXmZ0LtmzsruDEASqF\nA65kgYGLiSvhe1yoz3Dnxm4XP5kFp8jAhtWtvnxqTh8gSJsg91oIBLlPEGGExdZPFtvzLAScv8Nc\nNnstXxAwfV2DVXAHAgvftxYS3hJSRdVRKGkQhYsXlArJAucG9tAdKKrOOd3MgNvxM8PIlQRMTBdc\nQTdVM9A/lkX/mHvRJwoUnS1RO9jW3RrnmW6N4SuGf3g+a5hISPAtDfVmzCdjIVcAzG/9xv9mnvNk\n1ya+Badd87N91daLDfEQRIGAEgEtDSFoOs++zHmI3y1hBEKALRt7MJMtIR6RfHklr0Q7drViIX/L\ne29bhlMDUy4+NYD3aet6QdrMfo/piozdZExGWBYhSxRT6ZI9qojjfev67piEhHFFq+CltdqeGpg2\ns5TdYgfW9XYdGkIyJiE1w+MlTHO3q3Vv6/5+ZIn33r7cNbeci4qIRyQUlblnTF/w4NrWrVvxiU98\nAp///OftY0899RTuuOMO/M7v/A6eeuopPPXUU/jc5z53oR+lgqh4/coWDIxncXYoDVU3QAnBhtWt\naGkIY8eBISiaDtnkD8vkFPSPZZGMyvilD6zCmweHXOWK8YgEVTOgqDpkCnzolqU4ejrlIugOywLe\nOTOJX/iT79lKXI/cv87xPK1I5xUcOzNp39tycn7z8R/bRMQ3rm6Fqho22fLy7iRe2d2H77x0zFYd\nWd6VdKl+NcZDXEHU8TlXLWnEE0/vqak841U06e1O4uxQukLhJBIS+USX4Kn0hZJ23ruKlsLXxHQB\nrY0RbN7QjV/+wCoYjOHNtw4ilOi0A259oxmXyMR0poTpzDgOnigvXFobI/iWyZ9QRx11zI4HtqzA\n3ZuW1NxVFQWCtqYIJFGoqoD0V//4M5ctEChXHnbuhEkixXP//efx85/9XsU9vMqLK3sa8JmHN2Hf\n8bEK4nkAtgKz9QxOO3ulCAxcbFwJQg2b1rbj5MA0Xt55Fum8gqRJ7O/9DM+++h5ecpD/e9XcPvPw\nJpwZSvv2SQuPf2ozHnzsRdcOaFgW8PinNrva/Pp/e9lFh9CUCLnafObhTXjz4FDFdbwiA7Mpfc4G\nq63T99niucZD96zB0HgWOw4MQdMZZMoDMc7vZiH7yUIoqjmf51R/Ht2t8cuu3wKVfVISaVVlez9Q\nQlwcYpYv2JSQkS9q9m9+3YpmKKqBR5/8acV3Phe1wqC+o1/bufzOsiRAlgQ0xjgXT7GkLThXW1DI\nkoBlnUksM4NuR1qLWL9+vRl042Wlww5BhYkpd9BN0w0MjGUxUBF0I+hodvC5WZluTZHLLujmZ4M3\nrG6tWMPcsaHb1aYhTjA2WeDZXuYaZiSVc/G3drZE8fDPrbVJ2RtjIfS0xzFoBjIte2/ZMEXVIWey\n2LKxG6mZIg6dmLCvb/VX5zjYsrHbZR8/cPMS7Ht3zGW/4xEJ61e2YmQyh562GO6+eQlyBRVv7BvA\ncCqHoqK7ghS6wZCISmhriiCdV5ArqIiERMSjEiRHBmk1OwZU+jsAAo+9ueJKUAxfSMzl+3Da8JAk\noNlHLGau2LS2HZ/aeiO++8p7ODU4DU1nEClcXMTONudG+Ib08q6kLXbwxNN7cHpwGiXVgMEMUEIR\nkihW9jTa/ak5GcZUpmgr3l7T04gH711jj2VLYIeBh66jIREf27ISAO+LhRIXXZAlLsCoaQqmMkWM\nTho2N+Vf/uMuzulKuaKulcEvCAQRWQQIcHYojeVdSRw6MQHNMMAMgFAzS5Ux6IwhKou4bkWz/buo\nmvH/s3fv0XFUd77ov1XVL3XrYUuyLMu2bPwAgokBGzvYhEdsA4FAYGAg8wiTcLLGITMTDvHcZEIy\nnJWTTG5mZc1kwc3MWmPunDmX40yGAQ5jEk542QOExIBiGTBgsLGxLcuWkNWy1Opu9bPq/tGqUnV1\nVXd1q1/V+n5YLEuleuyu+u1dVbur9g/jk3HEkmmtDVi1ZB6e2HsEJ4dCUJDJnmrkdgloa/aiDZlM\n5erQBHEbSXcEpQojbg4ODuLee+/Vnly74YYbsGvXLnR1dWFkZAR33303nn/++YLr6e/vx/r168tW\nrsf3Hsn5JkJWMg2dGpjRWArBiRg62rxab+ZYKIbJaFI78PJ0pqr5LV54XTICfn/OPMlUWvuGUP82\n1ZbLl2oXr8YMImbbUt11XWbgQfNl4piMJLTHy1PT70RLuvFGZFlBS8CD9lavNqgnANx900WWGXvM\n9oVxGaNEMq091VZMuvX3PgpqGb30br1mFdas6MC7776rpV0HgLQsY3g0Op0wIdPhNjgSzunc++Xf\n32q7DOVS7rhVmXVCFFKLz18NldrHc1l/fz+6ey+w/LuAzLdDh99/B+vXrzdtiwDg+JmQZSe78c1S\nr1uyfBzbOK++7VRZlSFfG2WlkWOq0T8bANPPZyc+zK4LgJlzrt15/utPXs7qfFOtWNyGh3dcC8CQ\noVOB9mWqPrb/9P9+0TSLbneHH//vd67LXY+OWR2ZDf3+s7puqMS29GazrXqOe6uy9ff349h4S1a8\nlaPjSBSg3bznu54EMvscgO1jX8y1o369xm0Wc5yN+0+WFcSTmWvPSr8+asV4nWqUSKbx8VgUQ6PZ\nr5eeHZ+y9TSiSxLQ1e7Xspduv+2TZSy9PfnaWzN2YiMzVpmSFStAdkzYaV8L3VOpg7+rT6Vo90e6\ne7qZe8EkAEFLiAcg50t9szKopuIphCIJpNIyzo5P4dl9x/H6u8NZGX97OgO46crzsO7CLoiCAI9L\nQqAp8+CCfhgONdbNPp9x30VjSQQn4uho82WVvZR2tBxtcr20waWUw7hMMfvDzjXDbKhl0bfNVmUx\nLqPWQTXuXWImk21Hmw/qhYk+dtT1AjNttxpnALRYM6vHaj2KxWOYnMqMd2ps6gRk6uKC+T6oKVCN\n8RxociMy/eWSrCiAgukyZ4aEUmM+83NsulwzbcymtT147WBuEif9/soXI4lkGh639fAJNfnKIxgM\noqsrU/gFCxYgGAwWWKIynt13ImdaOq0gFMnO4Jn5N5k1La17XFH92bicfh6r8/pvdBm6zDKIGNej\nem667ObLxLMuJNSfjdNCkXjOsnt16zOu22xfGJcx8rgltAY86JrvR3e7H/OavfB5JNPsZ3r7TIIe\ngGllAABJFLG4qxlXXtKDP7rhQjzw5Y14aMe1eOBLG/CH11+AzWsXYWlXc/6NEpEtHpeErnY/mnVP\ntFllQCrmpqaYcQ5+Y5LdMF8WJiI78WF2XQDMnHPtzmN242ecni9Dp8qsY8043c56yqGa9Yt1eYYx\n3srRTaRvlvNdTwKZfV7M8Sjm2rFSx1kUBTR5XZjf4kN3RwBd8/1os3n9WS0et4SlC1uwcU03brtm\nJb52x1p8/6ub8f/85bX46/+yEV/5/BrcuHk5Lj1/ARa2+3PKnUorOHM2gv3vj+CXr35Umw9RJDux\nEYokTLMb6mPCTvtq954qLSvZ90em93TJrN8BmHasWZWtyZt5snJesxfd7X78yU0X4fvbN+HKS3q0\nByHOjEbwz0+/ix/8jzfwu0PDiCVSODcZx3Awmim34VrK6vNl78tkzmcBSqtfbJOzFbM/7FwzVKss\nxmXU2FDjXo0zNZaMsaOuV79NY/3VL6+nri8al5FOm4/6qWbTVec1j+eZ/ot0WtGVOZkV88Y6rLLa\n73ZjOV/HGlAHCQ0yWZzsn+nUb0nKYWIyljNNURSk05lv5gAgnkhN/ytr09QAlKcHDVIf/lOnR6LR\nnHmyNzLzYyKZ1j7TsYGRnECzWs94OJb5RrOIZYxl1n9O9d9jp6KW5THbF8Zl7FIUBcm0gkQq879s\nOGmcGhozrXQDwzG8+24mkYH6byEdHqCjF1jXW7uBP8sZt7NRL+WohEb+bLX6ps9YxwRkxj/xe0Xo\nT0FWbVFBxSxgmFffdqqsylBKGwU0dkxV47PV8htqs89nJz7MrguAmXOu3XnslC2ZNHQmTxfOLLaL\nWg+KW49dxv1ndt1QqW1p02e5LTvL1ipurcpmFW+zpV4P5rueBDL7fPrhAE2+Y1/MtaNxvfq/FXuc\n7c6vXn8mU5l/zQbjLhe716lmmgCsbAdWtovA+S1IpZsxHklhbDKNsXAKY5MpnAunMB5Jl5xkrVzs\n7ns7saFO08cKYD8mirmn0t8nmd3TFSpToTKYURQFUwkZU3EZly0FVnZ0YP/RCD44NQVZyQzo/j9+\n8R6e+s8PsGF1AKt6fBCFzFDtXo8In1u0rK/Gcpbzvq1cbbJx3nprb+0uU8z+mO01QyH6stg9zuoy\naoyoca9AgSzLiCdm6oZZXdS33eo6Mj9nYs2szujny/fiZCZL9My8xnhOpxUIyK6vxjLrf9aXCwDG\nJ1NwidljIKqfS7+/8h2bfHFbk861jo4OjIyMaK+Ftre32162nJWw7VfBnOwvgixDFKE9Vjk5FdXe\nMVanSRMhyDIgTo91IMhyVkaagN+fMw/SuotfXV+ixyVpn2nlof05WS1y1jOtNeDB+vXr7S2j27a+\nzOrn1D9G2tPZbFkes31hXKZU6qC08UQaybSM146+g7Pnck9iXfP9uPjiiws+bl9vKnLy+PlgfZSj\nDtTLo+aNRl/HPC4J81q8Odm21H1v1hYBAMbMv2EGkDumaL4bBMO8+rZTZVWGUtqoRo6pRv5sKrPP\nZyc+zK4LgJlzrt158rXP6jzuJ4ZmMnTqXgv1sRi6AAAgAElEQVTNiu1i16NjVkdmQ7//rK4bKrEt\nvdlsq97j3uq10LYWX3a8pWeXyUylXg/mu54EMvtcn3Wt0LEv5trRLJub1Xrzmc2xLXY8HbuqdZ2a\nSssYMbleria7+95ObExOZT6LPlYAQ0zYaBcL3R+pr4Wq9cnsni5vmfJc29jZH+m0jIlIAlPxFDZv\nBIITU3jutZPYd/AM0rKCc+E0XngzhIMDKdy0+Txc/omFEEUB7777Li5fdwmWL0ljZCz7uBvLWc77\ntnK0yfXUBs/2mrCY/WHrmmEW1LIYXwvNd2zUZdQYUeNegABRFLOu9c3qor7tVtcBQIs1szqjTkul\nU0jLgmUHmyAI8HpmuqiM8SxBzqqvALLKrMa8+rO+XACQkhMImIwlrd9fs4nVmnSubdmyBbt378b2\n7duxe/dubN26tRbFMM/+Iglo8c+8H9wa8CA4EZvOLjEzTZ9ZJjsjjazNMxFO5KSTBWYyOwnIHGz9\n2Fket4jehS1Z29KvR4AAQQD8Phd2PPQKvG4JH49FMRVPaeOquV0SEsm0bpnMdbsxK6rPK2E4mOld\nnpyKwuOW4PO4tAE8l/e0ZjUcrQEPzo5PIZWWcerjMNwuEa0Bt61sI4UGfVQHpQUyj4Nef8Uy/MvT\n72AymkIynUnZ2+x3YdPa+s1iRdSIBCGThau5QLbdbRt78Xc/24/wVBKKklmuuckNSRQsXw01nld9\nHusx14zMMtoxoxblYyc+bty8HI89fxhpWdHOuZIoFMwcB2RnlzMm4dBPV111aQ/2/k43Vtp0fdDH\ndneH33LMNf16/vN3p7KuNATDesoxEPW2jb14+LED2qtV0kQIrQGPNv5KObEuzzDGm3pNN1vxZDor\nto37PBpLTb/Ck0J7iw/RWCpn7B2z45GbsT73Olq/bK2PsySJCDSJWkZ5s7GCzRJsrVnRUbUy5uOS\nRPR0OmPYEzuxYZbRE8iOCav2tbvDrw3w73VLGAvFkEjK2s12k9eVc40hiZmbfP39mqJk7kWOnZ6A\nNP2KMQCcGApp91rqIO5GgSZ3ViIEIH+CgWvWLcZ5PW3oaGvCH3/2Qnx20zI8//pJ/ObtM5BlBcPB\nKP7ll+/hqZeP4veuXYUmRUEskcb6Cxfi3188jMhUEsmUrN1H+TwznSKtATfOnouVdN9mtG1jL3Y+\n9TZCkaS2P0tdVyMo5hxl55qh0mUxSzIzNBqGxy0hGktBUbToz/QhpGUIyNSPwZEwFAXTx9yDZT2t\nePODEZwcnkRannn7TBCgtaNqPY7GkhgLxZFIZpIXuF0ivG4BaRlQUuavhsqKAkHAdDK1mTkEIXPe\nAoCU7ksmYXoZtR0JTsS1bKTqmGv6Nuazm5ebDjNVrliueOfajh070NfXh3PnzuHqq6/G17/+dWzf\nvh33338/nnzySfT09OChhx6qdDFMqYMIqpllWnRZJNRMV6uWzMPWja04eSakZb66+6aLtAwZakaa\ntdMZPI+dGkFPZzM2re3B//nNR9PvySPnBlN9E9aY7SmRlDEUjGLxggC62wPT6zk+PY7azHKZjGAi\nzoyGMRlNatNlWR1oT0QyJWe2LQlwu0R43BLiiTRaprPzvH88qL2DnE7LmEykMeaR4Pe5MlmNRsPY\ntLZH++ztbT7EEpmMH0ktLW3hV3qNgz4OjYa1380u7iVRgM/jgiRJEIRU5rMJ9rZF+RWbBKFREyCQ\nPT5PJtOwWWp4o1+/OYhwNKmdBhUFCEeTcLlE2+OumV34ApkL6dMjYcsshqpGyGhJlWMnPlYtmYeW\ngEc754oi0BLwYNWSedo8VtcO+oGJjWnmzaYfPxMynUc/fc2KDtPONf2N/dWXLUHfe8M5HdtXX7YE\nQPHnYCtHB8cxGU1CfZNKloHJaBJHB8fLXsdYl2cY463J60I0nvtKy2xlZSQ8PYFQJIHWgBt+rwux\nRGZwap/Xhakp5M26ajx2ZtfRxmXr6TirnRStAQ/SsoK+94bxy1ePZW4+FeDsuaiWcKteOticwm5s\n6Ocxi4krL+kx7VxLJNPaQwFjoSlMRpOQJEG7fWjxe7BxTTsOfjiK8XAMrYHM/dCbh0e0+zWt83r6\naWJZhjZ4uroiefp+TBQB4wg8bQEPFEXB0GgYO586CP2A7McGx9H33rA2uPrQaBiPvXAYd990ES7o\nnY9QJIGOtiZcsnoBjp46h1AkgfBUpq6PT8bxP3/5HuYFJESFIQR8bgCK9iWloijwugVs3bhs5r6t\ntQmxhKx1lug/Q2kEwyrm7n1ZMecoO9cM5SjLE8+/hYQi5JTF7BpgaDSMZYtaMRwchiRl+igUeaYr\nS5iO/7SceXVefUAnlkhhb99JAJnEMcYO5sloAj0LZvpKnth7BPFkGgIEuFwiFAWIJxW0BryYiqcw\nFUuZdrBFplLYuKYbV1+2BHv7BvDe8SDC0dyxGIFMp58oChAEESsXt2W1Ke1tPkABEql01n7R9/WU\n+7xT8c61n/zkJ6bTH3300Upv2pa7tppn6ii0g9dd0GW6nPoY4Y937Ud7q0/LNDMcnHk0V/3GWZ9C\nWi8ylcTf/9drAGB6PV60t3qz1hOKJOH3uRGKJCAImTS0+kcgkykZyxdlp5bt6WzGN+++XFuv3+eG\n3+dGJBrF5BQgKzJCkUTWN5Mnz4SylomZXNDt7RvIu7/yDbRotdyevgH4fa6ssiiKggPvf4wNn1iY\nkz2ViMqvo63J9ryvvnUGEHIvtYrJEnxuMg6vyUChk5EEnvzbm22tY90FXXPyBpzsKRQfe/oGss65\nKuP5yuraQXXww9GC0+0mPTA73f3mrTNaB/OevgEsbPdjoWEetcylnIPNPLvvBERBgOiaybQHZG4Y\nynWToMe6PEMfb/f84AXtC4u4xXh7QCb7cqG/A9nHT93nP96V+8qT3+dGe4sPv/+ppoKvyxRz7Or5\nOEuigFffOp2VSVKRFchKJsEWO9eKZ/d455vn2X0ncq4VMvdGCe2+KxTJZAV1iWLWk77JpIx/efB6\ny/u1E0MhKLKSdV+l1iOvW8zanigKWLEkc681c382cx+lDqiudq7pEzjosyiqbXGT14XJaAKvvTME\nlySivdWH1oCc3ckWSeP/e+YQvO5MNtGONm/W2OVHTpzD//XF9fB5XZn7tkTx921mzO7LSl1Xoyim\n7Sp0zVCOsijhDtO22eoa4OCHo1rdUONX/xql/me1/2I4GNWSeahf5gEz/RBul4j2Fp927eESRSj6\nkBEAQVCw5rwO7dVS9YnQmVky6zr44Sju/4N1WHdBF+75wQvTca7kvPXicUvo7vBn9XPY2V+Vitua\nJzRoVMPBSNbvaoAWc6NpZz1qMOofrFSgIG2ymeGxmXVZrtewYL5lzOax8xnsLGe2jCAIODsxhfmt\nPsxvltDR5kMsnnl0vxZp1olohtmYT+UyGc0dq4KoEko9zxlZjdtU7HhOVvUqoZteqMzl+kxW9ZD1\ns7rKvb/N1pc/ZpzxCmK56PeFKAiAJEACMBGJY36LV3uFtNZJBeYSs5g13vvYua8BcmPd7L7KjJ3t\nGe/5rO4F1TKJooC2Zi/GJ2Paa6f6TrbJaBKRWObp4XgyM05g5glTDwI+FwRBwMfnIgiGYpBEAafP\nTkIAchIHFtv2A+U7j1D1WR27UDSBtubM0/RqTBr7E1RmsWs2bzItZ117mPV7pNOZuFHbTOM9vLou\nfT2fjCYs66S6jXqJxcLv+lBJujuyM1Oq334YBwOf7XrUxzQF3fMi6hgxOetqn1mX5XoNr3/lW8Zs\nHjufwc5yhZYRhMyro/NavDNp1gMeeN3SHH5Imah23K78qalno8Vk4FGiSij1PGdk9XR1sU9dW9Ur\nj256oTKX6zNZ1UPWz+oq9/42W1+5YqYRWO2LRR3Nmaf5Wn1Y1BFA57wmNDe5tafcqHLMYtZ472Pn\nvgbIPb5m91Vm7GxPfZInZx5X/jIt6myGSxLhkkStY8wlibigdz7+5DOduHbdEu2JoVRawVgojqFg\nFOGpJDqmn8BLywrmt/iQTMtIp+WsweNLqcdsE5zL6ti16uqRGpPC9H/Gn/Wxq/5v7HsAMvGvv/Yw\n6/eQpEzcqOUy9lmo69LX8xa/x7JOqtuol1jkGaBCthkGxVPHWdEPqOdxm+9+/YDHhdaj/i5JumQF\nkmA63ot+oL7c9Wavz84yZvOYKWW5Ypdxu0Q0+z3onNeERZ0BtLf60OR1mb5OQ0Tld5VJggGguC8U\n5rd4TaeXa9BXokJKPc8ZrV3dWXC6/lyvZ0x6YEafrKBQmcv1mW60qIesn9VldRzMiCZftAKAfrLZ\n8StXzDQCO/tCEAR43RLamr2ZV7Tb/Qj4JH7hWyFmdcB472PnvgYwux/KXIcYk8AZOwDsbK814DFJ\n1pB9L5ivTKIowCXNbHvT2h40N0n4g+svwJdvXpOVaErtZPtwcAK/ffsM0mkZm9f2ANPJGZIpGam0\nDFlWSk5oYGYutglOY3Xs9G2/GpOSJGh9CpIu9vTx3RpwozXgzq4jkqD9XX/tYdYf4feK2LqxVyuX\nWue0dU2v15hIaqbjO3tetWz1EovS9773ve/VuhB2DQ0NoaenPrNFHjg8gl3Pvo89/SN4/+QEVixu\nQ6DJjfeOBXF2fApuScSGNQsxr9mHSCyJRR3N+NLNazAwPIlzk3FtPd0dfixf1Ib//dKHePvDUaxY\n3IZLVi/A6LkpRGJJ9C5sRWuzByeHwxidmEJaBpZ1t0IUBCRSabQGPLjt2lWIJ9L44MQ5BEMxjE8m\n0Nbixej4lOl6x0MRrFraifMWt2JoNIKz41OAAnzm8qXYtmEmUBd1BtDV7tfKsqijGbddu6rgO8ul\nLLeoM4BQNKHtP2N58sWCIAhaVqAWvwdejwRRECArKJjxsBIqFbf/9sLhsq/T6I9uuLDi2yiHem4b\nnMruPlXnu+LiRXh23wlMxWdeV5vf4sVjP/wcHjPEqoBMW6dP6NLd4cf/fPAGQABOfTyptWe3Xruy\nouNUWGnkmGr0zwag5M9n93z14M59ePixN/Hz5z/Av794BIeOB7Hl8qXa37dcvhRvvDecdX5fsbgN\nP/76VdrvN25ajudeO5GVxGN+ixePPLBN+/2Kixfh9XeHcS6UvZ7//qebssqc73xZ6O92rVnRodXP\nWDKFtmZvzepnKeo57q3KZjZdfxzk6cGmzaRlRcvw5pZEyIoCUciMkZPJIC/i05f24Cufvzhn2Xz1\noB73YyXLVMo1rCgKODsyjFUrehFocsMz3cmWyUJsz3sfBfH0K8fwwusn8cGJMfg8LnTN91vOb5VE\npZJm296Was2KDpwZDWNgOHOtIIkirrpsMb5w3QVZ90tXXtoDSRBMj5saM8b2scnjwsKOAMLRpLbu\nq9ctRkvAg6HRCFJpGYoCfHJVJ7588xqT+7NJjE5MITyVwvpPdOGOLednzZO514rmbYv1MReNp7B4\nQQs+uXoB3jk6it++G8TR05NYuWQeLrugC7FYEtH4TGbbeDKNg0dH0ffeMJYubMEnVy3A+GQcU4kU\nOtuasGVDL1YvnQ8BmbbB+MqoFbvnEfV+WL3fbPK5sKgzkLXPa62UctRL2VVm+xmJkGkZrdqwbRt6\ntemJlIyu+X50zmtCMiUjFk8jNZ3hw+0S0eRzYVl3Ky67sAuDH4cxHIwiLStQcw4qAAI+F2688rys\na4/FXc0YHosgHE1AkgSsWNyGld0Sjp6JYd/BM/B5XGgJeBCLp5FMyto56xPntWMqlsL/evYQnnrp\nKE4Nh9DW4kMikUZaUSAKmSy+C+Y1YdWS+aZtcr5YLGQ2x5tjrpWBPguHOjifmiGmrdmjvc98ciiE\nu2+6KOvg639W16MOIqtm9Lr7pou0Afoe33sEj794BAJmXgs5PRLGXdfNDJT40GMH8PaHZwFMX0Qp\nCj46PYGz56JY2O7PWW9/fz+E5qXY9atDWeV97eAZrFoyL6e8pQwAWOxyBw6P4LWDZwqWxw6vO/Pt\nofkzAkRUDg/u3JfVkQBkEhTc/le/zLmZUACMjk9h1ZLsWnng8EjFB30lKqTQ+erBnfvw1pGz2u+y\nouCtI2fx4M59+MFXNwPIxLIowDTG1XU/vvcIorEUvG5JSxAQjaXw+N4jWh14fO8RnB4JZw3efXok\nnDVPofNlOc+nav1UBwOn2lCPgzEWzSRTMlYsbsOXPndRVsY4IHNdqo9JvXpONFBts9kXopi5CWzy\nZm65Esm0Nk6b1TjMmY61o9rvzFCa7cDhEZwcCmHpwpnx/04OhYDLYHtAc/269O1jNJbC6ZGwltET\nAN48PILJaDLrSfz3j4/hk6vG896f/eatM+hZMDPIunqfZ6ct1sec/j5TFDPXT0+/chS3XrMKf3bn\npQCAiXAcz79+Eq++dRrJlIzRiRh2Pfs+Otp8uHHzcmy6eJGW+T2VljEejmvJFwI2Xme2cx4pV2Zq\nys9qP1+x2g2rs7JVG2acfuDwCHY+9TZEUYBHzMSx+kXNsp5W7O07ieBEHJIoQhAUpNIyXJKIBfN8\n8PvcOTFhtv5/enI/Av6Z7KPRWBLNTW50zc8kUYvGUnj/+BgCTS5EphN5TALoaPNpmUgLxVMtY5Gv\nhZaBWRaOUCSBUCQ3Zexei4wdVusxLvPsvhOm8zynm/7qW2ey/qbe2OqfEjGu1862q6neykNE+Vll\nR7S6eTB72oL1m5zATibQcp3P7cxTaFs8nzYuq1g0+uj0BOOgTnjcEloDHnTN96O7I4D5LV74va6s\nV6z2HTxjuuxrFtPnmnLGsnFd+oye+mlpk2uWcrfVdsqovp0jSSJef2dIm97W7MVd287H39y7Gds2\n9GodgcGJGH727Ad4cOdrePWt05mnkabJioLwVBIfj0UxOj6FqXhuZtFiys42pjqs9vNbH81+QP89\nfQOm/RehSALP7TuR9Te1TqTTStb0Yvs6QpGkVu/Uben/NU63E0+1jEU+uVYGZlk4rG4oi82QaVzG\nTrYuq+xixkxG5cgEWin1Vh4iyq/YLIhmWL/JCexkAi3X+dzOPNXKFkr1p5h2l3FQfyRRgN/n1p6Q\nSqYyT7UFJ2Km849OTFWzeHWrnLFsXJdZVkRjNkNVudtqu2UEMrEzHo6hucmNyFRSe5CirdmL39+6\nGtdf0YsX3hjAKwcGkUzJGAvF8K/PfYBn953AZzctw+a1PVlPq6nZRyVRQHNTJib1YzbaKTvbmOqw\n2s/nwtado8Ws26wPI5mWkYwmoH8VRX3JXYGStUyxfR3JlJw1kJq6rrSsQP9ApZqJ10481TIW+eRa\nGZhl4TBmiNHmnUWGTMBeti6r7GLG1+rLkQm0UuqtPESUX7FZEM2wfpMT2MkEWq7zuZ15qpUtlOpP\nMe0u46D+uV0SWvweLF3YArcrky1SFAVtXKzOtqYal7A+lDOWjesyy+gpiYJppsJyt9V2y6ha1NGM\ntmYvFsz3Zw0dAGQGif/9Lavxw69txnUbe7UkemOhGH7+/GE8uHMffv3mYE5HSlpWMBFJYHgsgvHJ\nuPZ3O2VnG1MdVvt5fvPsn5myyvDplkS0+j1Zf9NnFdVPL7avQx0XVP87kJtFVJ3HTjzVMhbZuVYG\nZlk4jBliVLPNkGknW5cxu5gamsbB/MuRCbRS6q08c9Utf/l00f/T3GSVHdEqW6hLyr1QZf0mJ7CT\nCbRc53M781QrWyjVH6tYNFqxuI1x4CDbNvZCEITpbJGi9oX91o298LiYgbScsZybLTQ3o2drwKNl\nQ9Qrd1ttt4zG5dwuEZ3zmjC/xZvTIdEa8OKOLavxN/deies/tUzrZDsXiuPnzx/Gf9u5T3u6TU9R\ngEgsiZFzUQQnpnD1usUFy842pjqs9vOlK2bfcZTJ8Jnbf9Ea8OCzm5dn/U2fVVQ/vdi+jkz20ews\nu/p/jdPtxFMtY5HZQstAn4VjPBTBskXzcee283H5J7qLzpBZKCORPkuUVTa9Ky5ehI/Hojg9EkFa\nVuBxS/jkqk4s7261zJiz/pOrS8oEWimF9kW9xoIZJ2cLLUUtMow6KR6cothsoVsuX4r3T4xhZGwK\nCjJPVFxy/gLs/PY2vNR/Kicz6F/+8eV1096YaeSYavTPBlQ2e51VrKvJDIDiz+dW2TftnPMLbavU\nTN/5ODGG6rnMxWQL1TOLRa9HyhrTcsXiNjy849qyxUE97sdGK5PZsfq9z6zGp9YsQqDJjUCTG26X\nCFEQICuZwcbnUrbQcsSyPluofl0zWUZFbd1/eMOF6FnQnLcdLkdbbefzqveZZsu5XZLuFePszjKv\nR8InzmvHpy9dDFEQMPhxGGlZQSyRxrvHgnjtnSG4JAGLu5ohidlfiqbSCtoCXnS0NWF8Mo5oPIme\nztyyO+XezenZQq32c7s3OusyZjJ8tmA4GEF4ajrD55I2/MnnLsK2Db1Zf3NJIhZ1NqOnMwBJEm33\ndURDI5BFv1b2O7ddgMs/sTCnDnpdEuLJFFySiJaAB6uWzLNdz2fbRszmeAuKUoaBcqrECdmpnFBG\nI5a5sipV1np9SuyXf39r1bfppHhwCrv7tFH3faN+LqDxPxsAx30+px0Tp5UXqO8yW5WtHsvMMtlT\nzTIlkml43OZDwlSSU9tboD5jxg675U6m0hifTCBhMQ53OJrAi30DePnAIOKJmXnmtXhxwxXL8OlL\nevIOM+T3uhFoclnOM5uyV1op5aiXsufjhDICzijnbMrI10KJiIiIiIgcqBYda1Tf3C4JC+abvyoK\nAM1+D37v2lX44b2b8dlNy+H1ZGJofDKOf3/xCP76n17DS/tPmSbJm3lldAoj56KIxpJw0LM6RBXF\nbKFEdaJen0QjIiIiIiJn8fvcaPK6EJ5KYjKagLEPrNnvwW3XrMS2jb3Y0zeAl/pPIZ5IYyIcx7/v\nOYLnXj+B6z+1DFdduti0EzeZknFuMo7xcLykp9mIGg0714iIiIiIiIgajCAIaPF74Pe5EYrEEY2l\ncuZpbnLjtmtW4rqNvdjzuwG8tP8UYok0JsIJPLH3Qzz/+knccIV1J5v6NFskloTbJaK5KdOpJ5Qh\nkzyRk/C1UCIiIiIiIqIGJYkC5rf4sGBeE9ySeRdAoMmNW69eiR9+7UrctHk5fN5MR1ookulk++t/\n2oc9fQNIJM3HcgNmnmYbDkYxEY4jlZYt5yVqNHxyjYiIiIiIiKjBedwSutr9iMaSCEUSSMu546UF\nmtz4/NUrsXVjL/7zd6ewd/8AYvE0QpEEnvzPD/HCGydx/aeW4erLzJ9kAwBZURCeSiI8lYTPIyGR\nYicbNT52rhFRWRU7dlwtsosSEREREc1Vfp8bPo8Lk9EEIlNJmKUkCPjcuOWqFdiyYSle2n8Ke393\nClPxlNbJ9vzrJ3Ddp5bhmsuWaEkRzMQSaYSiaXw8FkWgyQ2/1wXRJNECkdPxtVAiIiIiIiKiOUQU\nBbQ1e7Fgvh/ePFlnAz43bv70Cvzwa5txy6fPg9+beT5nMprEUy8dxV//02/xwhsnEU9Yvy4KAKm0\njIlwHMNjEUyE42X9LET1gJ1rRERERERERHOQ2yWic14T5rd4IeV5oszvc+Nzn16BH37tStxy1QrT\nTrbnXz+JWCI3aYKeogDhqWRZPwNRPajpa6FbtmxBIBCAKIqQJAlPPfVULYtDRERERERENOfYeVUU\nAJp8LnzuyvOwZf1SvHTgFPb0DSAaS2EymsR/vHwUL75xEtd9qhfXrFsCn4ejUNHcUfNof/TRR9He\n3l7rYhARERERERHNWeqron6fC+OTCSRS1q96NvlcuGnzefjM+qV4uX8Qe/pOIhJLITyVxH+8fAwv\nvDGA6zb24tp1S6r4CYhqp+ada0Q0txWbAAFgEgQiIiIiokpxuyQsmN+EaCyJiXACsmL1HBvQ5HXh\nxs3L8Zn1S/DygUG82DeAyFQSkakkdr9yDC++cRKfXObDqtUp+LzsfqDGJShKnppSYVu2bEFLSwsk\nScIXvvAFfOELX8g7f39/f5VKRo1q/fr1Vd+m3bj93s8HK1ySxvG9P5pb34DVc9wSWWHckhMxbsmJ\nGLdUSbKsIBqXEUvKtuZPpGS8c2IKbx6LIJac6WrwugVctsKPtcv98LhF3PCZKypVZEuMW5qtfO1t\nTbuO/+3f/g0LFy5EMBjEPffcgxUrVmDDhg15l6nFyaMY/f39dV9GI5a58myVlZ1rthn3p9PiwSns\n7NNG3feN+rmAxv5sKqd9PqcdE6eVF6j/MpuVrR7LzDLZU49lqhQnfk6nHp9alzuRTGN8Mo5kunAn\n27pLgS8kUnjlwCBefGMA4akk4kkFrx+O4ODJOLZt6K1Cic0Vuw9rvd/tcEIZAWeUczZlrGm20IUL\nFwIAOjo6cN111+HgwYO1LA4RERERERERGXjcmVdF2wIeCNZJRTU+jws3XLEcf/O1zdh8YTOam9wA\ngGgshV+8+lGFS0tUfTXrXItGowiHw9rPv/3tb7F69epaFYeIiIiIiIiILAiCgGa/BwvbA/DbHD/N\n53Fh3aoAfvi1K3H7Z1ahxe+ucCmJaqNmr4UGg0H8+Z//OQAgnU7j5ptvxtVXX12r4hARERERERFR\nAZIoYH6rD4EiXhX1eiRc/6lluOayJdj//sdVKCVRddWsc23p0qX4xS9+UavNExEREREREVGJPG4J\nXe1+hKeSCEXisJMq0euRcOUlPZUvHFGVMRcuEREREREREZWkucmNJo+EUCSBaDxV6+IQ1URNExoQ\nERERERERkbNJkoj5rT50tPngktjNQHMPo56IiIiIiIiIZs3ncaFrfhNabWYVJWoUfC2UiIiIiIiI\niMpCEAS0+D3we10YD8drXRyiquCTa0RERERERERUVpIkoqOtCa1+CZLIx9iosbFzjYiIiIiIiIgq\nwuMSsbDdjxa/B+xio0bF10KJyHFu+cuncyf+fDDvMr/8+1srVBoiIiIiIspHEAS0Bjzw+1yY4Kui\n1ID45BoRERERERERVZxr+lVRokbDziKieukAACAASURBVDUiIiIiIiIiIqISsXONiIiIiIiIiIio\nRBxzjYjmBNNx2vLgGG1ERERERERkBzvXiIhMFNsZB7BDjoiIiIiIaC5i5xoRUZnw6TgiIiIiIqK5\nh2OuERERERERERERlUhQFEWpdSHs6u/vr3URqAGsX7++qttj3FI5MG7JiRi35ESMW3Iixi05EeOW\nnMgqbh3VuUZERERERERERFRP+FooERERERERERFRidi5RkREREREREREVCJ2rhEREREREREREZWI\nnWtEREREREREREQlYucaERERERERERFRidi5RkREREREREREVCJ2rhEREREREREREZWInWtERERE\nREREREQlYucaERERERERERFRidi5RkREREREREREVCJ2rhEREREREREREZWInWtEREREREREREQl\nYucaERERERERERFRidi5RkREREREREREVCJ2rhEREREREREREZWInWtEREREREREREQlYucaERER\nERERERFRidi5RkREREREREREVCJXpTcwNDSEb33rWwgGgxAEAXfddRe+9KUv4ac//Skef/xxtLe3\nAwB27NiBa665ptLFISIiIiIiIiIiKhtBURSlkhsYGRnB2bNnsWbNGoTDYdxxxx34x3/8Rzz77LPw\n+/34yle+UsnNExERERERERERVUzFn1zr6upCV1cXAKC5uRkrVqzAxx9/XOnNEhERERERERERVVzF\nO9f0BgcH8f777+OSSy7BgQMH8LOf/Qy7d+/GxRdfjG9/+9toa2vLu3x/f3+VSkqNav369VXfJuOW\nZotxS07EuCUnYtySEzFuyYkYt+RE+eK2ap1rkUgE9913H77zne+gubkZf/iHf4g/+7M/gyAIePjh\nh/G3f/u3+NGPflRwPbWohMXo7++v+zIascyVV6myOm0/VAr3Q2XY2aeNuu8b9XMBjf3ZVE77fE47\nJk4rL1D/ZTYrWz2WmWWypx7LVClO/JxOPT5OLTdQX2Uvthz1VHYrTigj4IxyzqaMVckWmkwmcd99\n9+GWW27B9ddfDwDo7OyEJEkQRRF33nkn3nnnnWoUhYiIiIiIiIiIqGwq3rmmKAq++93vYsWKFbjn\nnnu06SMjI9rPe/bswerVqytdFCIiIiIiIiIiorKq+Guh/f39ePrpp3H++efj1ltvBQDs2LEDzzzz\nDD744AMAwOLFi/H973+/0kUhIiIiIiIiIiIqq4p3rl1++eU4fPhwzvRrrrmm0psmIiIiIiIiIiKq\nqKqMuUZERERERERERNSIqpYttF4dODyCPX0DGA5G0N0RwLaNvVh3QVeti0VUMsY0EVHtsS2mSmFs\nkVMxdomch/XWvjnduXbg8Ah2/eqQ9vvQaFj7nQFDTsSYJiKqPbbFVCmMLXIqxi6R87DeFmdOvxa6\np2/AdPpei+lE9Y4xTURUe2yLqVIYW+RUjF0i52G9Lc6c7lwbDkbMp4+ZTyeqd4xpIqLaY1tMlcLY\nIqdi7BI5D+ttceZ051p3R8B8erv5dKJ6x5gmIqo9tsVUKYwtcirGLpHzsN4WZ053rm3b2Gs6favF\ndKJ6x5gmIqo9tsVUKYwtcirGLpHzsN4WZ04nNFAH4dvbN4DhsQi62wPYyuwX5GCMaSKi2mNbTJXC\n2CKnYuwSOQ/rbXHmdOcakAkYBgc1EsY0EVHtsS2mSmFskVMxdomch/XWvjn9WigREREREREREdFs\nsHONiIiIiIiIiIioROxcIyIiIiIiIiIiKhE714iIiIiIiIiIiErEzjUiIiIiIiIiIqISsXONiIiI\niIiIiIioROxcIyIiIiIiIiIiKpGr0hsYGhrCt771LQSDQQiCgLvuugtf+tKXMD4+jm984xs4ffo0\nFi9ejIceeghtbW2z2taBwyPY0zeA4WAE3R0BbNvYi3UXdJXpkxBRLbBeE5ETse2iesA4JKdjDBPV\nHuuhPRXvXJMkCd/+9rexZs0ahMNh3HHHHbjyyivx1FNPYdOmTdi+fTseeeQRPPLII/jmN79Z8nYO\nHB7Brl8d0n4fGg1rv/PAEzkT6zURORHbLqoHjENyOsYwUe2xHtpX8ddCu7q6sGbNGgBAc3MzVqxY\ngY8//hh79+7FbbfdBgC47bbbsGfPnlltZ0/fgOn0vRbTiaj+sV4TkROx7aJ6wDgkp2MME9Ue66F9\ngqIoSrU2Njg4iC9+8Yt45plncO2112L//v0AAEVRsGHDBu13K/39/ZZ/e+S5j2H2QUQB+NMbFs6m\n2NRA1q9fX/Vt5otbyo/1OoNxS040l+OWbZdzNVLcMg7njkaKWz3GcGNr1LhtNKyH2fLFbcVfC1VF\nIhHcd999+M53voPm5uasvwmCAEEQbK3H6sOsPLQfQ6PhnOk9nc1Vrbj9/f01aShmg2WuvEqV1Wn7\noVh263Wj74dasbNPG3XfN+rnAhr7s6lq/fmKvSZx2jFxWnmB+i9zJeKiEtfG9bgfWabaquTnrNT9\nnVOPj1PLDdRX2YstRz2V3Uoly1jOetjo+7Iq2UKTySTuu+8+3HLLLbj++usBAB0dHRgZGQEAjIyM\noL29fVbb2Lax13T6VovpRFT/WK+JyInYdlE9YByS0zGGiWqP9dC+ij+5pigKvvvd72LFihW45557\ntOlbtmzB7t27sX37duzevRtbt26d1XbUwfT29g1geCyC7vYAtjKLBZGjsV4TkROx7aJ6wDgkp2MM\nE9Ue66F9Fe9c6+/vx9NPP43zzz8ft956KwBgx44d2L59O+6//348+eST6OnpwUMPPTTrba27oIsH\nmajBsF4TkROx7aJ6wDgkp2MME9Ue66E9Fe9cu/zyy3H48GHTvz366KOV3jwREREREREREVHFVGXM\nNSIiIiIiIiIiokZUtWyh9eLA4RHs6RvAcDCC7o4AtvF9YSLWCyKiGlDb3mMDI1h5aD/bXioaz9/k\nZIxfospjPaueOdW5duDwCHb96pD2+9BoWPudAUZzFesFEVH16dteBWx7qXg8f5OTMX6JKo/1rLrm\n1Guhe/oGTKfvtZhONBewXhARVR/bXpotxhA5GeOXqPJYz6prTnWuDQcj5tPHzKcTzQWsF0RE1ce2\nl2aLMUROxvglqjzWs+qaU51r3R0B8+nt5tOJ5gLWCyKi6mPbS7PFGCInY/wSVR7rWXXNqc61bRt7\nTadvtZhONBewXhARVR/bXpotxhA5GeOXqPJYz6prTiU0UAft29s3gOGxCLrbA9jKbBk0x7FeEBFV\nn77tPXYqip7OZra9VBSev8nJGL9Elcd6Vl1zqnMNyAQYg4koG+sFEVH1qW1vf38/1q9fX+vikAPx\n/E1OxvglqjzWs+qZU6+FEhERERERERERlRM714iIiIiIiIiIiErEzjUiIiIiIiIiIqISNdSYawcO\nj2BP3wCGgxF0dwSwzcZgfaUsQzRX5KsfrDtERLOjtqPHBkaw8tD+irWjbK8bl/HYLu9pxYkzIR5r\ncgSztgkA2ysihzhweARP7DmCE0MhQACWd7fizm3nz9k62zCdawcOj2DXrw5pvw+NhrXfrQ5uKcsQ\nzRX56gcA1h0iolnQt7EKKteO8lqncRmP7bHBcfS9N4yONi/8PjePNdU1s7Zp51MHASjw+9zaNMYw\nUX06cHgEO596G8GJuDbtw1Pj2PnUQXz19rVzss42zGuhe/oGTKfvtZhe6jJEc0W++sG6Q0Q0O9Vq\nR9leNy7jsQ1FEtP/JrOm81hTPTJrm0KRRE78Aoxhonq0p2/AtL6GIok5W2cb5sm14WDEfPqY+fRS\nlyGaK/LVD0WxWIZ1h4jIlmpdg/Bap3EZj20yJWf9q83HY011yKxtMsauNi9jmKjuDAcjpnU2mZbn\nbJ2t+JNrDzzwADZt2oSbb75Zm/bTn/4UV111FW699VbceuuteOWVV2a9ne6OgPn0dvPppS5DNFfk\nqx+sO0REs1OtdpTtdeMyHlu3S8z6V5uPx5rqkFnb5HaJOfELMIaJ6lF3R8C0vrolcc7W2Yp3rt1+\n++3453/+55zpX/7yl/H000/j6aefxjXXXDPr7agDYBpttZhe6jJEc0W++sG6Q0Q0O9VqR9leNy7j\nsW0NeKb/dWdN57GmemTWNrUGPDnxCzCGierRto29pvW1NeCZs3W24q+FbtiwAYODg5XejDZg3t6+\nAQyPRdDdHsDWAtllSlmGaK6wUz9Yd4iISqNvY4+diqKns7ki7SivdRqX8diuWjIPWze24uSZEI81\n1T2rtslsGmOYqP6su6ALX739Ejyx5whODocAAMsWteLOrcwWWnU/+9nPsHv3blx88cX49re/jba2\ntlmvc90FXUUfyFKWIZor8tUP1h0iotlR29H+/n6sX7++4tuhxsNjS05mFb+MaSJn4Dkom6AoVkOT\nl8/g4CDuvfdePPPMMwCA0dFRzJ8/H4Ig4OGHH8bIyAh+9KMfFVxPf39/pYtKDa6SNy9WGLc0W4xb\nciLGLTkR45aciHFLTsS4JSfKF7c1eXKts7NT+/nOO+/Evffea3vZWlTCYlT62+dKYJkrr1Jlddp+\nqBTuh8qws08bdd836ucCGvuzqZz2+Zx2TJxWXqD+y2xWtnosM8tkTz2WqVKc+DmdenycWm6gvspe\nbDnqqexWnFBGwBnlnE0Za9K5NjIygq6uzOODe/bswerVq2tRjFk5cHgEe/oGMByMoLsjgG0cD4Bo\nVliniIhKw/Zz7uKxJydhvBIVxnriXBXvXNuxYwf6+vpw7tw5XH311fj617+Ovr4+fPDBBwCAxYsX\n4/vf/36li1FWBw6PYNevDmm/D42Gs34nouLkq1M8mRARWWP7OXfx2JOTMF6JCmM9cbaKd6795Cc/\nyZl25513VnqzFbWnb8B0+t6+AWy5SKhyaYicL1+d4omEiMga28+5i8eenITxSlQY64mzibUugBMN\nByPm08fMpxNRfqxTRESlYfs5d/HYk5MwXokKYz1xNnaulaC7I2A+vd18OhHlxzpFRFQatp9zF489\nOQnjlagw1hNnq0lCg2op12CAxvUs72nF0Gg4Z76tG3uhhE+VfftE5VBKPJY7hq3Wt21jr+m4hVs3\n9pa8LSKiWrLTfqrzHBsYwcpD+/POY7Uetp9z17aNvfi7n+1HeCoJRQEEAWhucuPumy6qddGIctht\nq8zuu06cCRV9Lcr7MHKiSpzTq1UXqnXfWM8atnOtXIMBmq1naDSMTWt7cPJMCMNjEXS3B7B1+mD3\n958q6/aJyqGUeCx3DNtZ396+gZw6RUTkNHbaO/08io15rNbD9nPu+vWbgwhHk1Cmf1cUIBxN4tdv\nDvL4U92x01YZ27xjg+Poe28YHW1e+H1u29eivA8jpyr3Ob1adaEW9431qGE718o1GKDVek6eCeGb\nd19e8e0TlUMp8VjuGC60PvV/IiKns9N+lmseAGw/56hX3zoDCIAxldZv3jqD+/9gXU3KRJRPobbK\n2OaFIonpf5Pw+9za9ELXorwPIycr5zm9WnWh2veN9aphx1wr12CApa6HgxFSPSklHssdw6wTRDRX\n2GnvyjUPzV3JVNp0esJiOlG9M7Z5yZSc9a82H+/DiGypVl3gfWNGw3aulWswwFLXw8EIqZ6UEo/l\njmHWieKl0zImo4laF4OIimSnvSvXPDR3uV2S6XSPxXSiemds89wuMetfbT7ehxHZUq26wPvGjIZ6\nLVQ/6J3XLSEaS8Hvy/6IhQbNNBsoeOdTbyMUSSKZkuF2iWgNuAsOKljOwQidOJgf1ZdS4jET+wcR\niiR0se/Rlik2Lgutr9ycWm8URcFUPIWpeAqxRObpgxa/p8alIiI9e9cO+ds7O+1ytdvNQuwkYKDK\nU4+D1y0ikcx9Su3Tl/YUtR6nnSfJuQolK1je04pjg+NamycIgKwoaA24s9Zj5z6sntpOolKUo42u\nVIKEJ/YcwYmhECAAy7tbcdmFXZYJH+2sz/g5nZqsqWE614yD3sUSKQAKfF4XEsm0rUEzrQfKE7L+\nyR3dIle5BiN06mB+VF9Kj0fF9PfS49J8feXmxHqTSKYRjWU61WSlMvuFiGbPfvuSv73Tt8vHTkXR\n09ls0S5Xp90sxE4CBqo8/XEwPs0DAKIA9CxoLmo9AI8nVV5usoJz08kKfPD7XBgaDePY4Pj0PVyG\nSxLh94lob2uyvJ+zVh9tJ1EpytVGVyJBws6n3kZwIq5N+/DUOMZCMWzd2Gua8LHQ+sw+5903XYS7\nb7rIccmaGqZzzWzQO7/PjfYWn2XiAbuDCft9rpwn4OwMpleOwQidOpgf1Z9i4zET++6sAWSBTOxZ\nXZ4USpBgtb5yx7JT6k1aVjAVSyIaSyGZlgsvQEQ1Z//aoXB7p7bL/f39WL9+vem2qtVuFuKUdrXR\n6Y9DKJKAoH3/K2idbc/tO4G7tp5vez16PJ5UKbnJCpLT/ya0+yw1gUF3hz9r3nz3c1bbqpe2k6gU\n5Wyjy50gQa27eqFIomDCR6v1mdnbN4Bv3n254+prw3SuVWrA9loPplfr7dPclS/2rB6sqmaChHzq\nud4oioJYIo1oLIl4Is3vUYkcpprXDvXUltVTWeYy/XFIyzNnEEV3NrEzViePJ1WbZbIC3ZeLxsQF\n2rIObjuJSlGvMTwcjJjW02RaLqls9fo5S9UwCQ0qNWB7rQfTq/X2ae7KF3v1kCAhn3qsN4lkGuOT\ncQwHoxgLxRBjxxqRI1Xz2qGe2rJ6Kstcpj8OkjgzTImgG7LEzjidPJ5UbZbJCiQxa5rZ685ObjuJ\nSlGvMdzdETCto25JLKls9fo5S1Xyk2sPPPAAfvSjH5WzLLNid9C73KQHyZxHho2DCT/82AGEIgmk\nZQWSKKA14MHdN11UmQ9iYPa5orEkxkIx7HjoFQ5ASxVTqE7l+1spA1M+vvcInt13ApPRBFr8Hty4\neXnB11pKLXs55RtsNJ2WEY2nEI2lkOJrn0QNwW4ignJcO5SrLbMzKLKdJA1OHFy40eiPQ2vAg7FQ\nZtwbBQriyTREAfA3uQteI/L6kirNLHnBscFzWpI4QQBkWUFrYKYzuDXgQSyRwnAwWlQiOSOr9mpZ\nTyt+vGs/k7JQ3at1ckSrZbZt7MWxwXPamGuyrCAtK5AVBWOhGA4cHjFdt1VCpEa7tii5c+21114r\nZzlmzc5gfeZJDwT4PC4kUuaDZB4dHMdkNAl5+r5YloHJaBJHB8er0hgbP5fHlcmCqg72yQFoqVLs\n1Cmzv5UyMOXje4/g8RePaMtMRhLa76V0sJV78E4rZp/1f/2f9xBLpHD+0vmIm2RxIyJns9O+lOva\noRxtmZ1Bke3MYz8BA1WS/jicm4xBQPYw7bKSOYe2t3rzXiPy+pIqyaxNOTZ4DrHEdKMoqMkKJLS3\n+rT7sGU9rdjbN4BEMlFUIjkjs7ZzWU8rXjt4BgCTslD9q2VyxELLfPX2S/DEniM4dnocybQCj0dE\ne4sPsUTKdN12EiI5LXGBlZI715Q6zGZXaLA+86QHLrS3Wg+S+ey+ExAFAaIru2G3M1hsueg/1493\n7c/KoqPiAJ1UCfnqlNXfShmY8tl9J0yXmU09K+fgnVb0n1We/tZGVhS8+PpJLOturei2iah2CrUv\n5bx2mG1bZjcBQ6F59GWxSsBA1aEeh3t+8AI8bkmbnkzJUKAgFImjvdWrTbe6RuT1JVWKWZuiDoKe\nk6xAdx/24137S04kZ2RsO3+8a7/pfIxxqle1So5YaBn1/x/v2o+h0XDBddtdXyMouXNNEIr/FqHW\nShkwz2pQWDuDxVZCow36R42nEeqZXUOjYaTTMmQl+wuH0Ympsm0jwaffiBynnto0JyRvotIY40lN\naqBPdADYO46MASons3hKpmTTh9Cq1RYxxmkuqlTSx0rM1wjydq7dcccdpp1oiqIgGAza2sADDzyA\nl19+GR0dHXjmmWcAAOPj4/jGN76B06dPY/HixXjooYfQ1tZWQvGL090RMO1dzTdgXovfg8lI7sWw\nncFiK6GUz0BUTY1Qz/JJywqm4ilEY0m0NXtx9lw0Z57OtqaS1y/LCk4Oh3DooyDeOz6GE2dCePrv\nPj+bIhNRldVTm2anTea1hTMZ40yAAAVKVqIDwN5xZAxQOZnFk9kg6ED12iLGOM1FpcS93WXKPV8j\nyNu59ld/9Vez3sDtt9+OL37xi1nreuSRR7Bp0yZs374djzzyCB555BF885vfnPW2CillwLwbNy/P\nGgtKtXZ1J368a3/WIJ0nzoRmPUBmoUHdt23sxc6nDiIUSegG+vTkTdzAQWmpmvLFqFVc3rh5OX7+\n3AdZ37ZLooDPbl5e1kQHpVIUBbFEGtFYEnFdls/Na3vw9CtHc+bftLanqPWfC8Vw6PgY3jsexAcn\nxhCN5b6aQ0T148Gd+3Dww1HIigJRELB2dSd+8NXN2t+trh0+u3l50duabTICuwkYGmlA4UanHm9Z\nkU3H9pRlBcdOT+Qk0phtnBDZZRZPrQE3zk3Gcez0BBQFEATA55Hg87i0JBqZpAfjBe9z7DBLqGB2\ng88Yp1rI1x4Xex9/4PAInvhNEP/66ivwTg8VMDYZQyIpQ1FkxBMyWgOerNet88W93fOB3cQ4c+n8\nkrdzbePGjbPewIYNGzA4OJg1be/evdi1axcA4LbbbsPdd99dlc61UgbMU2/in9Pd3K9d3YmTQyFt\nnmOD59D33jA62nyzGiDT/qDuxvHusn8vZeBCovLKjdGjg+PaQLJAdlxaeefoKN4/Pqb9PttEB8VK\npmREY0lEYynIJuNMrlnRAQB47eAZjE5MobOtCZvW9mjTrSSSaRwdHMehj8Zw6HgQZ0bNH4v2eSV8\nYln77D8IEZXNgzv34a0jZ7XfZUXBW0fO4sGd+7QONrNrh8+W8MVAOZIR2Ln2abQBhRtZ1vG2GP5Y\nUQAI2Yk0AMw6TojsMounUDSBodGoFraKAkzF0zg5HMLCdv900oNxk7H/ih/n26xdHBoNY9PaHpw8\nE2JSFqqpfOdtIH9bbbWuSDQFQRQxMDyZuWdRAHH6KeZAkwuhSAKCIGDl4raCcW/3fGA3MY4+qV2j\n1728nWv/8A//kHfhv/iLvyhpo8FgEF1dmZ25YMEC26+YlkMpA+bdtfX8rAti44CY6gCdoUgCLbq3\nwYodINPOoO57+gbg97nh97mz5illYGKiSrCK0ef2nUBbc+4rUXv7BnDoxBhckgiXlP23gx+Omr5G\nUMmEIvL0a5+RWCZVfCFrVnQU7ExTFAVDoxEcOp7pTPvw1LjpugUAyxa14qLz2nHRig6c19MKSTR/\njYKIauPgh6O2phuvHUpRrmQEdq59GmlA4UamP96Zm6XMzwIE7UsgBYBXd0J9bt8JXLjc/IuaYuOE\nyC5jPN3x7WcAYWbYNfU7y/BUEgunp4WmX3M2Jj0o9h7Gql08eSaEb959OZOyUE3lO29bdSVb1QHj\nOQEA0unMWtTOtURSRneHHz2dzZZJHI3sng/sJsZRk9o1et3L27kWicw8TfGLX/wCn/98+cf9EQSh\nqOQIb/Tth0uqbTKFYwMjWYEfnw6ieEJGS5MLkWhmDKZjp6Lo7++3vd6JyZjp9PFwTFuPcdtamXTb\nsjOPUTHlrBellLlWlbmS+7fejp1V/I1PpuAScxvcY6eimJg0fw1SVhTIcm4nlL5OqGa7HxIpGfGk\nknmEelZryoglZJwaTWDgbBynziYQjpl31AW8Inq7POhd4MWSTg+aPCKAKcTGB/F+5mEDLP7MFWUo\nUfHs7tN6i8FyadTPBVTns9Xy4qmSn8/sKVZ1+my2a7Zspc755eDE+mGnzPV2nWCcrj/e6g0UMJPM\nQKU/d46HY2WNk3o89nO9TE5ob5MWCZoUBdq9k3pPpf6uKjZO7cR7PcaMHU4tN5Bb9lrF7Wtv/A5u\nqbg+iHLu93zxOf3QmenfCl0nqPVHTbKmngfiCRmRaLTi1wV2zzNOiOF8ZcwXt7bHXHvttdfKMgYb\nAHR0dGBkZARdXV0YGRlBe7v9156WnHchvG4JzU1u+LwlJzudlZWHstPOTk5FtXEBACDgz3zb0tPZ\nXFSj0faroOkAyK0Bj7Ye47ZV+m3ZmUfPiT3ITitzpcpaj/vBKv5ScgIBk8G8ezqbEU+Pmca+KMsQ\nTZ7c0tcJoPT9oL72ORVP5WRXK1ZalnFyaBLvfRTEoeNBnBgKwewe3CWJWLV0HtZMP53W0xmo2+zL\ndvZpPcZgOTTq5wIa+7OpKvn5xH87bdrBJgpCydu1OiaVOOeXgxNjqN7LbPf6TH+8pYmQdu4SIGRl\nrdafO1sDHqzsbS9LnNTjfmSZasvu53Q/MYRkStfBNh2ugjBz7zQ5lelUU39XFRunhdpFpx4fp5Yb\nqK+y9674BAQAHrcEn0eC1+OyTLgBlL/s+eJTHWLK7G/5rhMi0Si8HheSKRnCdKeaeh5wu0QE/P6K\nXhfoy5Kv7PUUB1ZmU0bbvVPlvPnbsmULdu/eje3bt2P37t3YunVrUcvHk2nEk2m4JBHNTW74fS7b\n5TMb3PLEmVBRAwUbB9sUBCCVzvw7OiFjciqK1oAHy3pas5IemK1bP1i7JApIpWW4pOzKrU+e4HVL\niMaSOa/cVWpgYiZGmBusjnMpg21u29iLhx87gFAkgbSsaAMqf+7TK7D75aMITyW1gWybm9y4+6aL\nsKyn1TJxyDtHR00THZQqLSuIFfHaZz5jEzEcOhHEoY/GMokI4uZP4HV3+HHReR246Lx2nN87Hx63\nZDofEdVeofPe2tWdWWOu6acXsx47tm3sxd/9bL9pu6mf5+HH3kQoEte1ud6seXgubxz6pEGKMvNq\nnf7JNQFAIpWGAEE7Z65aMg87n3oboUhSN1C8uyEHlKb6dNWlPdj7u1Omf1MTcDRNPzhxYiiktWdu\nl4iz56bw+w88YzuxVaae2It3to9zk4KZPgVEMvfhXrcEj1uC1yPl3I+XU6F79V2/OoRoLJXV15BM\nyVlJAsyS0bQGPAhOxCBJAqBki2mWagAAIABJREFUhrpJywpkRcHgSNhyHVbUfoqJcByCIKDF78ai\njkyGz3gybSsxTjSWykpwsGx+HKV0Wzmlnlb80a8dO3agr68P586dw9VXX42vf/3r2L59O+6//348\n+eST6OnpwUMPPVTSulNpGePhOEKRBAJNbgSa3Dnpx/WMgwceGxyfTkTghd/ntj1QsHGwTcHwLwDE\nEins7RvQsnKYrduYwEB9vF+SBMiyYpo8IbNdAT6PC4lUuqIDEzMxwtxgdZwLJSCwio2jg+OYjCah\nvpGiDqj827fPYDKa1JZRlMz0X785iPv/YB2A3MG/gUxSg9myyvZZrEQyjQ9PjWtPpw0Ho6bzNXld\nuHD5fFx0XgfWnNeB9jZf6YUnoqqxc9775KpOvH3kbFY7IkxPL2Y9dvz6zUGEo8msAcDD0+2mup6j\ng+OYjCSy29xIAkcHx7UvSXgubzSZiLB64no6nwFEEWgJeLBqybzpvwhZ/2RfuRJVVs+CZogCkBO2\nugQckalk5luE6XnSaQWpdBqJZObhg+ISWxWOd7aPpErLCqLxlPZFuSQKmY42t4RUenZvtxgVulc/\nOjiO/3jpKJIpGaIApNIKhoNRdLT5LJPRPPH8W0go7sw9hwIMBcOYCCcgSQIkSUBaW4cXQ6NKwThX\n+ylkWUFq+gJjbCKN8ck4XJJoup6cBAfTDwXpExwcHYhi9eqRouqXk+pp3s61f/3Xf9V+Hhsby/od\nAP74j/+44AZ+8pOfmE5/9NFH7ZTPFllRMBlNIBxNoMnrQrPfDbdxZHTkDh6oDvoXimQ/CVZooGDj\nYJvDwShcCiBJIuY1Zx67HA5GkUgmslLeGtdtlsDAJYkI+Nz4lwevB5CbPAEA/D4X2lt9eQckLMeg\ntEyMMDdYHed8CQjyDbZ56MQYREGA6Mq+iPno9ATMHjD9zVtncP8frDMd/PueH7xgmujAbkKDRDKN\naCyFqbh5ts9CFEXBmbMRvHc8iEPHx3D01DhSaZNEBAKwfFGr9nTaciYiIHIkO+e9Z/edMH361Jh8\nqNB67Hj1rTNZA4Cr1HZTLY8oCtrAxcby8FzeWPRJg44OTljOt3Jxm/azet72+1x5r0uJinUunMrc\nf/nyP+AAZNoq/f1ZfHoMNn0CjngyDSgKvG4pa560rGRdCxa6Dtwz/YBDoXhn+0hW0tMJzqbiKYxH\nUtobZF5PpsNNmuWTbfnu1U+cCWX1M8hK5t4jFJnpWzAmo1HCHVmvMv5418wrmsPBKBRZXcdMv0e+\nOFf7KfRf4iiYqYtW68lJcGDyVk+5EpTUYz3N27n27rvvaj9v3rw56/d6pABaj7PXLcHvc8HncWkX\nnMPBSNb86ithxlfDhsdm5jMuYzZ/9nrEmZ9NzjH6dU9Gc8eYMk43275xPZVSy21T9Vgd51A0Ydq5\nNjwWMR1LTP2bVVxbSaTMB7gF7NURo7SsIBpLIhpLmXaEFRKeSuL96c60Q8fHMBGOm843r8Wbyep5\nXgc+sbwdgSa36XyU7Za/fLroZX7597dWoCREueyc96p57k5atI/6drNQeXgubyxWxzPvMgXO20Sl\nSssKJiIJhCIJNPlcaG4yf8AByH/tVqxC67Lb7rF9JLuMT7a5JDEzXtv0q6TGL7hmQx+X+n6HpO6+\nplCMWq4jZW8dah0zJsspZj3lql9Oqqd5O9e+8pWvVKsctimKYmt8NfUdakGIw+/NvDLa3RHIGmTP\n7RKzEhGoutsDMz8bllGXM/5uXI/VoIj6dbf4PaaDuLfoBn03275xPZVSy21T9Vgd51aT5ANA5vhb\nDbbZ3R7AWChuGtdWPBYXYYC9OgJk2gU1MUGxr32mZRnHz4Rw6KMg3js+hoGhkOnyLknE+b3ztKfT\nFlUwEYFLEuFxiXC7JXjyDLBKROVl57xXzXO32yWZdrDp281C5eG5vLFYHc+8yxQ4bxPNloLM2ErR\nWAoel4RAkytnfGirtqoUxutAI7vtHttHKlUqLSM8JSM8lYQAwOUSs55sm809gj4u1X4GAHDrnpYr\nFKOW63DZW4daXwUIph1sdtZTrvrlpHqat3Nt+/btEITs7EOCICASiSAUCuHQodyB+Crtv+18DWtX\nd+KS1QuwcklbwVevFAWIxJKIxJLYuGYh/uOlSa1nWR30rzWQ3fi73SLu+cELmIwm4HVnBjRsb/Vq\nf28NeBBLpDAcjOoGGUwjmZYRmVIgTYRMB+Q0DjB84+blOYO4p9IyIlNJbdDOSwwDJKuqMQBtORMj\nUPVYDfioT56hHxBWPzjyzKCvmTHP9GOuqdTjb7bM1o29WNbTip8/90FOEoIVi9tw/EzuKyyfvrTH\n8rPcuHk5HnvhMNJpBQqUzODMUmZwZkVR8Pp7w9jbN4Djg6NY+uZ+bF7bgzUrOgruo9HxKRyafjrt\ng5NjiMXNnw5Z1BnQnk5bvXRe2RMRqCdjt0uExyXBPf1zvWYPJWp0ds57ZuduAFmJVuwkGQCAhx47\ngFffOoNkMg33E0O46tIe7XVPwHoAcH27ma+dtPuZyDn0x1MUoY21pycAOPVxePp8Aoycm8JUPAVF\nUdAa8GZd0+rjwE4So2MDI1h5aH/ZBpN2yiDVZF8ilUZi8v9n702j5LiuM8HvxZZrZe1VQFUBqAKq\nSBAEAYKbKHCTSGohtfW0LNHn9HA8bHuOx/bY7e6WfOSe1pnpUXvG5niRbdndas2RjkxZokw3RUkk\nRZEEKRIgSIIglsIOFIACat+zcs/Y3vx4EZERkRGZWYkCqgqI7xyykJGxZtz33n333ft9GlJZ2RCe\nE8FxpKzv5Dli+Ypm+SchbK6pqLrRn7HAnbvk1EvYyu7nhkQelFJQCoefaorNmXbsFqmz+7N2BHZ6\nfWHPB5fR09GAns44YuErrzyhYHamqKVgW61KpF5wihSImFssGv8uBZX9xnCrrx5LIpWRkYhJBveZ\nytoUAeZTRUadU1Tx9DMHIYkcjp6bdcwRTd+CUlrGMSurGgiBJbLody/mczjFGXRs6krU/XvY8cg9\nG1dd26wYXHvjjTccn3O5HL73ve/hhz/8IX7jN37jqt6YH2aSeez5YAR7PhhBNCzgti1t2DHQhm19\nrVZAyw8DG5rxmfs34/1jE5hL57GluxGP3LMRl8ZTFpmgKHLYd6QUUCjKGvK6ahgmh3UtMWzqSmDP\ngcuQFZkRcFIKnQLECEJahJwAzNpQN8EwUCLiNEncmVpoqbY5nZWx78g47r+9C4qiX5E4QT1YLmGE\nANcOfoSPbx8eddi1nRCWER2Xs8v29zShv6fJ8/0fOjPteUwl3LezC31dCew7Mg5Z1SAJPO53TSTd\n6O9pQkNUNJRH2UQiHhGwvjWGPQdH8JM3z1lXnlnI4advDQFAWYCtKGs4O7KAkxdYQG1q3luIIBoW\nsLW3Bbf2teKWvha0JJZPiMAMpNmDaEEgLUCA1YVaxj332G0KsNj5f6qJDAAssPbGwVLgTFE163Ol\nftENr36yISpaJPbBWH59wf4+p+ZzDqEgEzzPxhVZ0SAbAQOOEOgUSKaLIAS4ta/VYQeVCKOBkogR\nxfKRSa8lkuoA3jhxKYfeLQriHtQYZsloOqcgFhHxxY8PACj1nSGJR76glk3cQyLLstF0ZsvmAmRR\n0Tz7W6BcJC5fVKGoOiSbn2UXmzPt+PzoAgqye4HV6c8Gdnr94bk956x/tyTC2NAZR09HAzZ0NmBD\nZxwtifAV+eeeSqRGRpudssoP7nG7JREBCOvTK43hdluNhgSAUiykClB1ipDIWZxpyXQRTQ0SoiEB\nJy7MYSFdgMBx4DhizRHvv73L8i3sgg6iwPajYLxrj9yzybcd3HFzh0OcgbVl4N3BcfT3NNXcfvz8\nGMBfYG+l2mZNaqGqquJHP/oRvvOd7+Chhx7C888/j87Ozqt9b55oagghmWbR21xBxfsnJvH+iUnw\nHMHNm5qxo78NO/rbfdX5bt3cak28CWGqfnZ+gKe+8WrZMRxHkM0r+NuvlEQG7CSZwxMpttICAp4D\nOI6zVmBCojNS7SbgtJO4P/WNVz3VSAbPzVoCB9cayyGMEODawY/wce+RcU9NsFf2D2Nrb4tFjmzH\nngOX8dUn7/J8/3ZCZfcxJ4fnfUUIvvv1Ty5p0vj6gctoSYTR3BBiQWydlYC+8YG/qMK7g+PY1teC\nsekMTlycx8mLczg/mvRsW4QAfV2NuLWvBds2t2LTusSycCZwhDgCaKIRUAsQIMDqRy3jnpcAix3V\nRAYAQ6zAA3axgr1HxisKwQClftK9GOBHMBxg7cN8n1/82osO+zALTTSdond93PJPNY2CE4hlkxwh\nZaJYlQijK4kYXYldrSWS6gDeePNYGm+d2IttfS24a2sndg60I+ISEbCE5/IyPvWRTfjix/rB86xK\nSHP5Zmb2T+96Z2ZLV1u8opCbWyRO01iGjk4petc1AICn2Fwqy4LTJnm8iWridu59AqxdzKcKmE8V\ncPTcrLUtGhLQ3RE3gm0NKKYVqBpTrK0HjA+alU0DRUgCKx8NS7xvVUw947bbVqNhEamsAp53CjEq\nRIesmAIHRese7T7LviPjVqDROs4IkNnby6XxVMV7soszAEA2xxIcltp+vH4PL+HHes69nKgaXHvh\nhRfwrW99C9u3b8f3v/999PX1XYv78sX/87v34fJUGoPnZnFsaBaXp9IAmEGYBOTPvnYWGzri2DHQ\njh0DbdjY2eAZfaa0xA8gCkylM5UtgniEISoRFZuZZtQSP/dHJQLOesjbAwSww4/wUTEyxdxI5+S6\nSCIrHbNcdqzpFGMzGWia7ihNB4DZxXwZObOmUxSKKk6l5vG1v9uHxYz39ZoTIYs3bWtvyxWng/Oc\nsaoq8hB5Fky7UgWhAAECrG3U0g/WIlZQyz5rieg3wPLCzz7sQTagnJDayz4r2dHVEkMIbPf6gK5T\nHD8/h+Pn5yDwHG7d3Iq7t3Xiti1tCEkl35NSJhqVzSuIhAXPORcFhZcWVTWbcNu0afN2ihIvsbla\nBOgCO73+8O//1R0YncpgdDqDkak0xmczjkX4XFHFuZEkzo0krW3P7fsVutpi6OlsQI8ReOvpiJcl\nGtQCWdUgqxrSOTaPsLjaJKGq6m4lLEmI0WhofuOEW3DOfZx1zSUIKyzluFqwGttmxeDa5z73OeRy\nOfz+7/8+tm/fDk3TMDQ0ZH3f399/1W/QDUIINq1LYNO6BD73wGbMpwoYPDeDwaFZnLm0YBnIyHQG\nI9MZvPTORTQ1hIyMtjbcvKnFM4NEUXUkM0XEwqJV0mkPyFUiKjY5A7yCcm5UIuCslbw9QAA/+BE+\n+ik3NUSlukgiKx3jJ2hQix1TSlGQNeQKCoqyhuaGEGYWyks42xoj0CnF6HQGBVk1lEHLpZ4Blr58\n08ZmizttXWu07lRvjhBIohFIMzLSrmQQDBAgwPWJWsbzWsQKatlnLRH9Blhe+NmHOcT5+ade43El\nO7paYgiB7a59PLwjgYmUgDOXFqBTClXTcfTcDI6em4EkctjR34a7blmHWze3WL6oKX7gNeciIPCi\n065mE+4+1yRht/toXvO/WgToAju9/jCwoRkDG5qtz5qmY3Iuh5HpNEanMsbfNLKF0txC06kVX7Cj\ntTFslJTGrb9LKSt1qpAWIfKcVUK6VBXSJQkxGokAfuOEOynDfZx1zSUIKyzluFqwGttmxeBaNsui\nfn/zN3/jKWywZ8+eq3t3NaAlEcbH7tyAj925AYWiihMX5zB4bhbHz89aDSKZLuLtw2N4+/AYQiKP\nbX0t2DnQju1bWnFpMo39g+OYTebR1hTB1t5mHDw1zU5uPC8hpIyo2E7mzhECjVKD44IdYxqqWR4K\nABzxJuA08djuXjz7yzPQdBspMUcqHhPgxoQfsbAf4eMDt3c5ONdMfHp3L/p7mnzFCfxIIv1EEExB\ng6XasaxoyBdZkEy39TO7d3RZPGoAE/zIFzUIQhGj02krpdmNrvaYlZ02sKHJN7hYCVeakbbaCDYD\nBAiwfPATiDFRi+hBmViB0fXZxQpqETSoRbBgtfVHq+1+1ir87AMAzo8tMjJ4CghCdTJ4Nq4fRSqr\n2MZ10ZPXxsSVimIEYhtrH9s2RvDl7duRyso4fGYaB09NYWgkCQpAVnQcPDWNg6emEQ7xuH2gA3fd\n0oFbelvA8xwe3NWNn719oazsOBYSHSVoksghLAn4d998y+ovADj6kJ0DbQ4/l+cJVI06COCZgJ2z\nLXhtA5w2WK1tBFj74HkO3R1xdHfEge1sG6UUC+kiRqfS+PDYeciIYmQ6g9lk3nHs3GIBc4sFHD03\nY22LhgVsMAQTejoasKEjjnVtMZy5tOCIO3gJsSmaDsVDhTQcEhwcgm4MTRSwkKKWmE0iJiEaFow2\nUGplpkCC2TYSsRAW0gVHIFrXKZobQ7ZziUjERMwsFKBqumN7tXZQEjVQMJ8qoqhoIAspKKqOf9pz\nFsPjqbp9gdU4hixJ0GC1IxwScOfWTty5tRPHhmbx3J6zyBdV5IuqlepZVDQcPjuDw2dnQAggCRwi\nIQGRkGBlyNx1SwdODy8gW1AQC4t46M4efPreXqtDZSgZqWSkcnKEIFdUkIhJaIhJuDDmVEbUKTA+\n4y+f3t/ThIaYZKiLGaTEMckiJQ4QAHCSVfoRC3sRV3e1xz0JuP3ECYZGkw61UDe5sZ+gQa12rGk6\nW6kpqFC9agAAbOlpxI6Bdhw4Pon5dMFqxwsG76IdPEcQDQv4tYcH8JHt6/1/QA+YGWmiwEMSOIji\nlWWkBeS3AQJcv3ATZ9sFYswAWy2iB13tcXAcgW4rW+I4gq72uPX5wV09OHBiEpm8AkpZRlI8IuLB\nXT3WPtUEC1Zbf7Ta7mctY26x4LndtBUYWUAiz0Gn1JcMvgTi+GP+w25j50dy6GqLL4soRiC2cf0g\nEZPw0B09eOiOHiykCzh0mgXaLhp8TIWihveOT+C94xOIRUTsuqkd86m8J5+fourMByOAquso5jTM\np/KIhkVMzGbw7eePAiAWd5qZuXL/7V0YNBQPm2Ih7BhoKxOEA8rt2NxW2Qa920aA6xeEEIvPlCtO\nYft2FnXLF1SMTqcxMp3B6FQao9OZ8rLSgoozlxdw5vKCtY3jWLKBZASM80XVEmZzB9hMlKmQErAS\nUiOrzeRrO3RmGnuOLiIWjaK1MYRUVsHcYgEtjU2WSrlp4/09zXjknoQl6Lh9cytEkbPaTkjkwfMc\nElEJAschlZUxlypiXUsUDTEJsqLZSkOrtwNT1OC5189aSUc8TzA+m8WzvzyD9uaw1baX6gusxjGk\nJkGDtYj3jk8gbBAFNsUlqBq1gmzZvAIK5nwUFR1FRUYyI0PgiRVo+5Pfuc+RhpnOyUjnZIg8h1f2\nDyMSEspqrLva4nh4G8Gdd95ZRjJrwk5C7AYjJXZKpAMBYWYAJ6oRq/oRYPoRcPuJE7yyfxiN8fLS\nEZPc2E/QgAK+drzrpnYr4F2uzsRWiUanMzh5cQ4nL8xjaDTp4MswwRGCSFiAwBGEQzw0VUY0EgEA\nHBuarRhcIwQQed4IprHMtHoJSv0QkN8GCHD9wk2cbaKSYJHfeUSeA3hA13VwRi2U/TyvH7iMzpYo\n3BJS7r6kEvHxauuPVtv9rGUM2gi43bCX9MQiYlVhrNcNFcWoi4ze7Vt8+OGHuPPOO6/sxm0IxDbW\nNsIiZ1XrmGhuCOORuzfikbs3YjaZx4enp3Hw5KRVTpfNK9h31FvQBQAKsoaNnXEQQjCbzIMSJjxg\n+pymCIHbVhVFr0kAzsuOK9lgtbYR4MZCJCxgYGMzBjZ6lJVOpVlJqcHllrOVleo6ha5TKKqOrG1d\n5Ns/GcS2vlZs6Iijp7MBGzoa0JwI+fLFF2TNmkOZyQGv7B+2Kgzt87OWhrBD2KgWPP3MQStgbbf7\nxYxcNrcDamsHw+MpCDwHSg1/hxCLw83etms9nx2rbQxZc8G1sMQb8sx+2kUM9pRNQghEgUAUJHAc\nwf/xv9xrZLadQ6FYkoBWNYp0TsGZy0n80d/uxfYtbdg50IZb+loQlthPpWg6xmczrI6fMNUl0/gZ\neR5bca6FhNiN1UjKF2D1YbntxO98qZzsGVyrRm7s/o5SCkqB0Zk0JubKv09lZZwansfJC3M4NTyP\nlAdPEcBKwG/dzHjTtm5qwTefPWQNJHmtNADNLtrbPptgXGvVzqAtBwhw/WK5RFtqOc9y9CWrrT9a\nLfdDKZvo6JRCMyY9uk4RX0M8t7rfYOxCLba5Wt5LgLWFeITHutYYFFVHUVZRVDQUZc2aW7U1RfCp\nezfhU/duwuRcFh+emsIHp6YwOVfOp2uH6d/Jqg4CRh9CKQUxJ+VVRAiWE0HbCFAN9rLSe8EW+Cml\nmE8VMGpkuL3+wQhkVStTyJUVHUfOzuDIWe+yUvPv+tZYGT2NbnBVj89moOksy40QFvvgSH02Ws+8\nsJZzuoUVTAEF9/a13q7WXHCttZFlp2g6hWKkJcqKVhZwa2uK+BKhN0Ql7N7RhRMX5jA9n0VB1oxs\nGs06RyavWOnLAs/h5k3N2DnQhtv626xza4ZDZsqar28tkefVQkLsxmok5Quw+rDcduJ3voTPBKMa\nubH5nW5MXMzgWkdzFJQy3rQLY4tWdpqp+OuGJJpCBIw7rbPFKURQ1sYJwIG1w+aG0FXJSKsVQVsO\nEOD6xXKJD9VynuXoS1Zbf3S17scMlJlBMvPfmvHvVE7D9ELO+s4vLrVSwTXd8CeXAo6QmgJstdjm\narOTAGsLbAFTQhwsqGAG2YpyqYRsXWsMn7l/Mx6/rw9jMxn83987AL9ciYm5HKJhATwhUHUdksCS\nKziOQOCJZ1bP1bLVoG1cf2iMh6BpLHagaRSaXj1xZ6kghKC1MYLWxgh2DrRjfDaLGWMMklUdiqpB\nVnTolCXlVCsrFXiC9W1xW4Yb43OLhAW0NUVwOZ+35lwAhQagJRHBfKrAKKwM+ptqqGdeWNs5nQE2\nU0DBnfSw1tvVmguumeA5Aj4kIGzbpukUisoCbR+/awP+4aUTyORUKBpTtohHBXR3xPGdF45hNpmH\nJPAWOaWi6ZAEDuEQS3+cnMtZjUzVdJy4MIcTF+aAX55BR3ME2bwCTaNWhx+Piti1tQOZ/BRkRauJ\nhBhwkvqGRB7zqaIVLLSTxFfCShMDu6/f25W4InLCAJVRjbzRzx78CLj9zvfp3b14ad9FgzuNKS4l\nYiGrdv+vnz2EVFa2fSfh1z+5FbKi4ds/GUQmJ0PTAZ4DIiERfd1N+Pt/PoozlxdQ9CgJBYBISIAo\nEHS2xPCJezZix0C7534EwIN39OCFN8+BEAKeKwWuP727ry5Z7Eq/3VKPWY0EmwEC3ChQNApN0x2Z\n5UtBtX7gsd29+MEvTjmCM8RDsGg5RA8evWcj/vwHB8s418x+uJZ7riRAsxKotX8sBcEodMrKbqxg\nme2vtZBT5bqywVuzWjExl4XoIq72g/m+wxJvKMyVwy6oNZcq4PNf+SlEgccDt3d50pME41aA5QIh\nBGFJsKp+NJ06sto0HejpaMBHtq/Du8cmPc+hatQq/2SfVVyeyoDngLAkgOc5a7IuiTwSMQmpnIwv\nfu1FKKpW0daXikDQ4PpDPFI+T6C2LGbVNd6IAoHIc1B13XdhphpMkTaOIxZ1VUHW0BgLoaioiEUk\ndHfEoesUY9NMsdReVqpqlJWdTqWBYxPW9ramCBpjErIFHRQqJJGDomrI5ln56N/8+LAlnEAA/PL9\nS/jVh6PI5Jlv8vh9fQ7fpLcrgQ9OTkJWdEOYjnG/iQKHdE5GSyKMaFhArqAilZWRK6r4zT95DfOL\nBWi67tn2Hr1nI86PJh08oTxPAGqKipSw1tvVmg2ueYHnCHhJQFhiq3QCz4MQ1UiPBGSF4t1j41Zn\nv5gtIJtXDJVPNhjIioZ0TjacciZCYKYmm41pesGpEgKqoagQqKoOXdExk8zjtv42vH98Apm8apy7\nnITYTeo7nyognWXcb7aTV3zmlSYGdl///GgSB05MorUxVDc5YYDKqEQs7GcPbx8edagoeRFwu8kg\nh0aTSGdl6MZcRNfZcUOjSXaOnAJdZ+1C0yhSWRnHhlhKcyYrw1yA0XSWCfrWodGyZ4lHRNzS14LG\neAinLsxa6c5FWcWL+y6A5zncurmVEYCKvEECyko7u9rjaIqHjN8hf8UEy/W0Jb9jnnx8G558fNuq\nItgMEOBGwWJWxeQ8y2rlCCMQNomE7X/ZvznrM1BbP3BsaNaj/J1tN/vTpYoeJDMFJGLlZPNvHx5F\nOleaYFLK+t63D48uUbDAW4BmJbBzoB3qp7bijQ8uY3I+h46mKB7Y1Y2+9QnMJvMsk+AKJjBrGW7i\n6lSO+aSmajXHEcf75vnagse6TkEIy4544yBb+HUHHVYjMXSA6wNMcKrEA6WoOoqKht/+H3YAAA6e\nmoai6hB41ifbA8NuaDrL6glL1Fo8YeV3eUzMZq1y0Uq2Xh8CQYPrHYSwrEjwsIQCTDRGBXS0RAHA\nCLrpRpINtTLgVI1t88smNkUL3h0cx+xiHqLAoyCrKCosVpDNyzh7aR5feKgfX370JkdZKQuqZTA2\nncasS8hmNpm36LByxdJ3osBEE4bHFzE2nYb28E0Ym07jZRtvbCor48evnkFRVvHlR2/G8fOz2HPg\nEjTNqDxCyVugFNCMeyoqIoqyhkRMRDorW34KgXfbu+PmDvz2v9yB5/acxfmReQgCh03rEti1tcMS\nVrhexpzrKrhmhxf55ORcDqrGJGcppZhbVJlzzXPobAoDFBibyUDXmWw5IQS8obYUCwv44sMDGBya\nxaHT047UUVWnWMwo+K8/OYbNnRKyZBKHTk8ZCiOwnHiOEAdJn5vUN5WVrfvpbo1a2ysR+600MbDX\nM7C/V0ZOGKAy/IiF/ezBHlizwyTO9iKD/Nt/OmLZrvsYnbKVDIEnoCBWAPqX711ig4vPpIjjCDZ3\nNWLb5hbc2teKDesawBE4NQrDAAAgAElEQVSC77xwzAqsEUIsvoBDp6fwyN0bfZU7l5NguZ62VOmY\nrz55V2DzAQKsMHRKoWsU8J+rAWALYDzH4aV9F6BqjOMHpFS28Np7l7Czvw0cR3xJ5O3blyp64NeH\n7T0yXlUcqVrf5Sdac6XjsmcZJi1xmVGK0ve2/SiA7vZ4WfadXwbWjQKTT6r0mWXb2XlIBZ7Dy+9c\nZJQkhC1c1QM/ca3VRgwd4PqEyYMbj4j449+4x1FC+pt/8lrV4ymAvKxBEjlrrjc+m7O+tPeZlYTk\nakUgaBDADjY34iH6RFHMDDjNCLypWikYt6O/Dds3t4IC+M4Lx1CUy8e9dwfHWZaZq6zURK6gWAE3\nk89tfDZbVtaquLK1/8t/P2pRCVhzLQAgBK+9fxkP37URL+67iGRa9vQ7NI1CFDgIPAeOEKwzYhUT\nNv5EilLY2d32rpYozmrDdRtc8yLjc9T5EgJVY8al6RSSwBuNwfgeznXdXFHF3dvW4e5t6zA19z4K\nMuNoyxVVi5hQ1ymGJooY+vkJAEwqNxLijVI3DoQQjM2mLV4N9z2a97cUYr+VJtlcjmcIsHzwswdZ\n1Tz5/iqRHNu/o7ZVmFS2CB0loQI7d42qec9gOcIGo//3Dx5EJFTqdkzBgYVUAQLPWUE1EzPJvG9g\nbblRT1ta6fYXIECA5YHJBzk1n3P0d6YnMDqTtrLh/FaldcrUyAlh/aTdiTD7taWKHtQijlStH6r2\nvRexvyMw5i7BpBSzKQUTPucNUB/+7V+9hfamCNqaI2hviqK9OYJsUsb6xTyaG8LgOAJV0zE5l2X+\nKlB3dl8lca0AAa4l3CWklfd12rys6JAVGcmMs1917LMMth74egGWAjMDTuABiN4cZ5qmI5kuMgVN\nGPMoytwGuzCbF6JhETdtbMZNNrVSVdOx7/2jCDWsw/NvnmNtQ9UcbcHMPGP/dvo5yUwRL71zEZcm\nUlabcQ8vJk0Do9MqiRv4jUM36jizosG1hx9+GLFYDBzHged5PP/888t2bi8yPjdhnihwrHbeljEj\n8AS6bjjCNmtpiEgQeA6qpqO9OYqZhRzCkoCmuARF05EvalBVHVlbbXRR0VBUNCQzMkSeQyTEo6s9\njvGZDKIREe1NEUzNZy2n27qfJRD7rTTJpvv69TxDgOWDnz34CWlUIjluiEpIZYrWZzOIJggc9CqK\nvXalGvaZIB4R0RCVIIkcJIG3yjsBoLujYcXJYutpSyvd/gIECLC8qCSGZMK9+GbfnjT6zFhYdGYV\nGf5ELCJhPlUolaYaq8eyysSZTJ44jphK55XFkXSdorMlavVD1Pof0N4URSoro6UxjKk5M5BWOkdH\ncxTjM5kVLBANYEdB1jAyncHItHNMeeG9/RB4lsHQ1hRBrqBCUTUIV6B8XUlcK0CA1QqB50ApZckR\nxrZq/ZfIe89LloLA1wuw3OB5Rm/D7MqZRNDVFse6lmgp+83KgNMdnKN2CDyHtoSI7dvX4/j5Wcws\n5KwMOlnRLRXRVFb2FBGhFPj53gtV75sCEDiCcEiApukVeW1v1HFmxTPXvv/976OlpWXZz+tFzJqI\nSSjIKibncpaRKRoTMzg/tgieIxAFDgVZK6v3n08V8Ft/8hoIgE3rE0jlZKSzJcJ2jiOgRrIWbxhd\n1uZYK5oOJacjdWkBv/P0GyAE6GqPQZZVZAssMGeuShICjExlLMJMUeTw1DdetUiRdw60QVZ0SwQh\nV1DKyj02dSXw9DMHKxKzm2TLi+kCGl+ec5zX7xgv8QL7gJOISZhbLJSRE9ZyPwFqxzefPYS9R8ah\nKBrE5yYs4shH79mIv372cJkIwf0+Ahsmcbb9vXY0R3Hfzi7ct3M9fvpWeUer+YgRAMDuHevRkgjj\npX0XWYaDsZ2A4vH7+/DW4dEliSo8cs/GiqTgbhu2f7dUcYJ6yJzrJYBeaRGSAAGuZ+w7mca52SFD\n7MQIVJlca8TOt0ZK+xjftTdHcPTcjEO1S+QJ7rylE+cuL4DjCDaub8CliXKV477uhBU4+8it6/DK\ne5fK9rl/53rkbeWP/+6v3iqVQ/7TOKIhAX/5bx8CwNztO7d24F0bcbGJO7a2Y2yGjb27bmb72J1t\nniP4zP2bkc7JuGfbOibwlFcsnyUeEfH5B7c4JqYnLsxh/+A4ZpN5tDVFLAJkeOwzMjGPd4eOee4T\noD5s39KKmYU85hbzDvsDGJH11HwOU/Plgd9aYQ+sigLBn/7DB9jc3egQoErnZJy8OA9F1YzgLgtI\n2H3P85enseXkwWDcCrAs+Pq392Pw3Cx0SsERYpG8e8FeFVProoCi6fjSf3gRDVERn7q3FzMLOew7\nOlHmP9tRba5jIpjbXJ/w8tFr2Wep7949h8gVFKSyCvJFFX/xw0PWOc1rnbw4h3ROAaWUcbR+tBc6\npfjle5eQyhTZ9reSaG+KoCCrCEuCkUHH+vEvPNSPy5MpvPSOMUezFZm5s0L9oKg6VFUHNTL1G2IC\nYmHBkVxUOg/FF7/2IjRdB89xCIkcQpKAbK4A7bkJUErRGA/hsd296O9psn7PxUwRC6kiVEMcYVtf\nCxqiEi6MJVFUdEgihy3dTZaAonv7SrfDFQ+uXS14EbNu6kpgz4FLkBVmTWa5gxl01XWgUNQ8O2xq\n+zs8kTLqlAkIYaWkdqdW06kjsOYFSoGxabaSbIonUCPdkpqSYDCJi8fAGZ8X00W8cXAEzQ1htCRC\nKMgqAJZSLaua9ZzvDpY4trzIjd1ky4sZ87whtCTCnsd4kSZPzGbw0R1dFhlhf08THrkn4SAnrOV+\nAtSObz57yCKKBJzEkV3tcU8RgrcPj3me6ydvDmFLdyP+4aWTrCRIozhzaR5Hz00jX/QPokkiZ7Uj\nExwB1rfFMLOQ96TOfndwAmO2FflaRRX8SMEB+H7X39O0ZHGCesic6zlmpUVIlhv/5w9HgR+Wi1UE\nCLBSOHIhB1woD2zVC0Wj+Mmvzlfd78JYCv/h79+puM/P9l7Ez/ddBM+RsgAKwCgofudP96CtKQKO\nI6y81AMnLszhr350CDxHcG4kWbaKrekU/+0ng7jrlnUYnU4jlVMsh1fTgVROwS/fG8YFY2FxJpnH\nqYtzAGCtbl8YW8SumzuwobMBHAHGZ7P48NQUAFaOdXkyhcuTKdy3sxubuxsdgUtTSIJwjMvOzMSz\ni0oQjoC3H2Mcd6Pif/vS7QCYb5pMFzG9kMPRk0OQoi2YWchjJpnHTDKHQoWxuVZQCpwensf7xyfQ\nkmACVIfPTFkiXGwfiqLMsintPmJIWPvjVoDVga9/ez+OnJ2xPuuU+gbW6oUpupVMy/ixS53Zi3i9\nlrlOMLe5fuHno987IOLOKvsAS3v3DoG6sSRSWQWJmIRISLDOOTSaxLuD45hPFbGQLokVpDIynn31\nDAAm3KTprKY0mSkapdY8GqISiqqGjqYoHryjB7f2teLOrR2YSebx/nG2aGcutiViErb0NOHD09OW\nOrkfTM5DACgmNatKyY2ibZ6oaZohGmkKH2gAYfGHZ189g4aoiJZEGFPzOYc4gqxoOHJ2BpGQAN3m\n5xSKszhwYhKxiICsbdwCXbAC4SvVDlc8uPbUU0+B53k88cQTeOKJJ5b13G5i1qefOegg9bUHyczV\nOTNjzfTv/IyLUhZgsB8DlJeLmFLqcgX5d9NYNGZn0HWgrUmCJPIYnWYCC6ZqielAp7JFtCRCAIBo\nWEBLIoyvPnmX9ZxesBNvusmWTd64VJZJ7Hod40eafGk8ZV3bC7XcT4DasddHnGDfkXE0xCRPEQI/\n5aVMXsGPXzuLucWCoVjjb6d2REMCQJ0knIQQvH1oDItZbyLMC2OLCHlwD1QTVfDCK/uHfVctX9k/\njK293tmw1WyuHjLnpR6z0iIkAQIEWFkwfjd/z5WC8U1WQiqrIJVdqLhPUdHxzqD3eEEpcPZyEmcv\nJyuew76QU4Ycc/RfeKt64HEpsAfnOCPz0B58s2ceWp89A3vsWPM8mXQa7w4dq3wejuDfPLFrWZ+n\nnudvaQyjpTEMNRPF9u391neUUnztW/uQKSgARUV6hkrIFlQr02AmWUBYVKzJkhu6TkENIYrFTBFt\njaVJzmvvXcJtW5jQB0GJEsItzhAggBf8xGGuFcw53t7DY1UFYtxznWBuc33C7/0fuZDFE1X2qefd\nm3OIp5856Jkd+cr+YTTGpbKFNk0vqZJSV1fLYgQJtDZGPOfnPMehr6vRUgNlXG8Ux4bmoOkUIs8x\nlVCjBLsa6hmGzOuqRnxkMVNEc0PIQadhP22+qDrmkKmsDJ7jrL+l7ayabyXb4YoG1370ox+hs7MT\nc3NzeOqpp7B582bcfffdFY/58MMP677e+cvTjhdlBpQoKHTdFVSowVDKjjFgD7DRWnIsXZdVNB0T\nc3lwpGSwqqqBGJ+Jce/ZXKk84PxIzvpt3M/ptc9i2inja97nlZ7XC/UeVw31HLtS6iRX8pxuKO5A\nmfHjyopW9l5rwanh+SUfk8nJZY4zpRTJTAGq6m/zXm0mmSn4/j5+z5PMFMraqHnuZKZw1WxuOVDP\nvV0PdnslWKn7WC3PfzVwLZ5tpez2Nz/RbnFEWuqVFA4BFt3+b720z88P+AebPr6jAZQCvzpWXhJq\n4q7+GHRKcei8f/neTd1hUEpxbtw7Kw0A1jeL0CkwlfTPgo+FOVAK5Iq1LYqsFeg6hQ6Kq8KFPDld\ndZeVCq5dOn/KNtFhNhmROJw7cxLUmPxQCmTzMpYzbEUpfANr1j7GX00HZIVC0xhf8NlcDm/sPeB7\nHAu4EccGMwhnfl/aTkrb7Y40Ke1HDBlfx/HG9/vf+8BWVeJ9DfvnaxH8u5ZjyEqq79X7nH7iMFcC\nLy42+3zKC7Kq43v/fS/614cwdGkGXivEbh9tJf3MteybuO99tfm3fu81T3DF8+FK8DtnMq1C4Eri\niSaobW9HrIGW5vJ+9+N3rVTWpVxapX3GwhxUjaKo1N+O7WNLKpOreEn7HFLTKAh066+JoqxXfPal\noNLxlex2RYNrnZ2dAIDW1lZ84hOfwODgYNXg2pU0wi0nnVFhfjEFTacgIODMqKepdlgDU2bZMSZs\nToHXPu665p6OGPIFFcmM7FiFtA8EGnXeEs8BkUjEKqHoaotbv437OU3Y92l8eQ5pQ95d1xkhIQXj\n6IpFo57H1HJeL9R7XCWsNRnf5bxX8bmJEsE1hWUYksCjISYhnZUdHW2tAV5CgLDIIxwSEJZ4h7Sy\nHRwhaEqELfuxIxGTsJiVvRXuqK09uI7x+33sduo+hgIOGzbPnYhJ2LKxZdltbrlwNdrD1UJN93MN\nSkJX4ndZa33MUnA9PxsAREIctm/fXtexLx7Y4ytW8MTj9wAA3jn1ZpkiNsAEfX7r1+4FAPz+n3vv\nIwkc/uh/fgAEwG/+yWu+9/Fnf/AwYOzjd62/+MOPAwD+1z/d43uev/vqx/G//5d3nOIKBmJhEV99\n8i5oOsU/vXYGc6m8FdgBAFCgqSGEx+/rg6ZTvPzORSxmiqAUkBUZoigCFGiISXhwV49TUdQgXDYJ\nlampOEpLlBymOimlHoqkHudix+rQdZSOdV1Hp/Zr2dROKYWm6qAg1nlXG3bfW+7/erXVH7z1qjX2\nqXp9EUhiZPRZPiet6O46sJBh1+Q4gkiIxwcXCdqaIuhojqC9OYq2pggaouI1zVw7fvx43W2+FKAj\nnln3AAvEufcrBQKJ4zzsD8Hg4FHs3LmTHWsFFYnjOM/LVfjZ7L+pPUhZ8aBrgHrHE+5HY8vfFj3m\nbybnVKUqouf3z6MhKiIsieAJEAkJlsAMUO6jrZQvt5bH79V073734fdew7x8xfPhSvA7p6rLiEUl\nK2ZhgoBY8ztzDm/OCc25vN/9VLpWvqg6fA5zjDHjDWZQjyNAZ2sclLIS1ViE0VPNLxahanpd2Wyy\nWll0xN7/cRzLjuY46phbigJX8dlrxZXY6ooF13K5HHRdRzweRy6XwzvvvIPf/d3fvarXdBMHJmIh\nzKcKoKC+ZXOV4HUMtf5XYR/b95LIY3IuB1WjvjXLXsdpOuN3AYBYWMCXHr0JmqaD5zlPkvVcQcV8\nqoB/9823sK41hp0DbdhnKy/kecb/kog51SPtZJ1+4gnVyNvrJX2vBdczMbwfkf8DbnECwy4+sn0d\nOlqi+Oc952q+BiEsJXnw3AwUjSIva8jLGsISh83djbgwtlh2zI6BNtzW34Z/fOW0o/6d4wg+vbsX\n4zMZvPHBiMNRJwA2dzc6ONdMmKIKXs/72O5eB6+a+5hnf3nGmlgRXQdv3IObc83EI/dsXHGbuZrt\nIUCAAJVRjbT/5t5mnB4uL7e8pa8FksCD41hfu8+jPP+jtzFBF54juH9nF978sDzw/MCubnS2sAWs\neET0DHrFIyKaDXqGB3d1e4rRPHB7F9a1xgBK0dkSwdR8eRlpR3MEzYkwPvGRTfipq3STAvjYnT1o\na2IqqA/fvRE/fu0MMjkFisZU1ONREZ+8txc3b2Jl9pTCJYxQRDwi4nMPbHH8hr/YfxFvHx5DpqAg\nHhbx4K5uPH7/5rL7u9ZwB2AcwTdbMG6147HdvfjHX5yqa/Jiolppci3QdYpsXsX7JybLvhMFDgLP\ngYAFX7f1tWDnQDvamiKYmM3iveMTVhvs6YhjdDpTUUjjasJeFuUfYVz6b5WXdc/2fbXQ3R6/Ztda\nLuwYaHNwri0HvGJ1iqazoCgqv8l0TnHwPRECiCKPpriEkek0vvCVn1nCC71dCcws5Cx+KkJY3/3k\n49sc5/QSR7CLiPj5oMvlq660z7vW4Oej3745VnWfWv14L5tYSBVwaTLN5jMgCEk8EjERn97di3cH\nx5GIhbCQLjjEAkwb5TkCVbeVeFJgci6Hj+7osq733Z8dx9hMBprO7NfM3DchCRy2bW7F6eF5yIpm\nz90AwOIEoIBqDDyN8TAKRQ2prAxN1zGXWnrllBuLHskUdtiD4zzHPhMARdsik6JqGJ5IYWwmgy9+\n7edIxEIOsbtrgRULrs3NzeH3fu/3ADCSu89+9rN48MEHr+o13eTjAu8dzVrXGsVCqghZ1ap2xFcK\nRdGslSzTyO3X5DmgORHGQqroy62RLaiMkF6n2NLThC3djXjiEzfj7UOjmFrIQTKCYkz8AFa0+v7b\nuzB4bhbJTAFN8RB2DLRBUXRfsk4v8YRq5O1AfaTvteB6I4a3wy04YSfrP37em6Pi8JlpZAtLc+R+\n7ZEBnBlegOJysguyjlxBKbN/AuC2/jaMz2TKJiG6TjE+k8GDu3pw4MRkmcPxG5/ZhqHRJF6xBdA+\nbXR4fs/75U/chC9/4ibPYw6dmUZDjPEQaBrAccyJ7+9p8rU5ACtuM1erPQQIEKAyTlyYw8/eHoLp\nMs4t5vHzvecRCQvYNdAOjiPYdXNHWXCNEODOWzrR3swCUZmcdz+bysqIhJhbdWnSu3T04njK+nf/\nhibPiWX/hibr34dOe5cxHj4zA54jAAhiEQlAeXAtHpXQEJXwPz2+DeGQUNaP/trHB4xyWIqRmGSI\nDtgzcCh4nliO+OXJFLIF1SGYky2ouDyZsoIhv9h/ES/bOF0zecX6/NjuPs9nWSlwhIDjCVBOBbqq\nMT6TuaLAWj0wfQGBJ9bYz8Z34pl5pKi6lf2QK6qYms85gs2mgt30Qg6Hz86gISIgGhYxNZ/FT98a\nAoBAhfYGwG39bTh6bsYxybeCBVcY/LWfD2A+oqbDc1LHEaaImy0o1nVZaTZQlDVj8aLUx+qUli0+\nU8rGhrcPj/oKwZ0fTeLAiUm0NjIRET8ftNL8Zim4nudJVwt+PjrNjFTdp5bftNwmFgxifpa4ousA\nhQ5eY+N7f08T+nuasOfAZRw+y8QGQFmwKxFj3OuaxgL5OqXgeIKIJCARk6w5/Ev7LmAhXbQylDWP\nPltWdRwbmkU0LLDEIGNfUeQQFnlwHEFR1hANS2hOhKGoOhYzRRCCigJ4XuCNqKA5lpi0V0uBZvgh\n7sN0CugahappEHgmxvPjV88gm1fwLx7aAoHnbP+Rq5JhvWLBtQ0bNuBnP/vZNb+unXz8i1970TMF\nfCFVxD//6WcBAF/4ys98y+qqiR74wX4cRUn0wMxyo4CT+J0CP/i/HsP4dAZf/dZez5XVsZks/uwf\nDiIRk7Cjvw07BtrxpUdvQiws4r/99BhyeaWMYFZRdHz365/0TX30Iut0iyfUinqI4qvheiaGNwUn\n3Lb30t4LmE978/SkfSZ8JgSeWGUJMP7+6uAo5ha9Vxsm53K+AgR+ogX7joxDVnR0tkTR6fpuz4HL\n+OqTd3muHrgFNuzX+u7XP+l5zOsHLqMlEUJLIoRsLmeVM5vv38vmVgsB7dVoDwECBGCIhjg0xUM2\ngnsWSPnHV05DFMr7tPcGJ/DAzm4AwGvvX64ovAL4k3Dbt3tl/bq313KeBZ/+3r69lmt9+ZGbfFZu\nCXgAbx8eQzwqIR51Zq8fOjWNR+5iCxP7jo6zgJRAHKX4e4+M4/MPboGmUV9l6rcPj6264Npaxd4j\n43X7n7WAIwT37exylA1NzuUgKxpEgUM8DKQLjIha4Dm0NoagahSqpiMssYlZKitD1XTfAIlqTH5M\nLGYVLGaZD8NzBN/7+Qns6G9DW3MEHc1RtDdF0NYcQcxVORFgbeMX+4chufpkMyjb39MIABga9e7f\nAOdcyZxDmdsUVbfobnrXJyqeS6dAe3MELVoIE4atm3O0anD7wvuOjPuKI6SMzByTdN2E2wetNL95\neFvtwYDreZ50NeHlo3/44UjVfWpBuU0oxt8iU9YW2PsVeA7RsGDNnSqJHnS1xUEBDF2edlA7Acx3\nMe2umj1rOkW+qDrapChw6GxhZZZuQY+J2QyGJ1Jep7LgpNxkApJhEfiH//QZPP3MQYzPZjA1n4Oi\naI5Ej+VIbtI0CkEgoADePDiCT35kk+f9CRwH3ljw4Tn2V9Vo3cI8K64WupLw5IUCINu2rwZejkxe\nQTwi4qZNzVVLFlJZGfuOjmPf0XFIIodbelswOpVBOMSB5zhWn0wAwhFMzJU3UDsm57Le2+e9t19r\nrPb7Wyo0nUJRNMiqzlRhXAM7pRSLucops5XAe/CdpXPykm08nfPhVANrO/W8l7TPc/ltB+p7/9eb\nzdwo+Ny//+mS9v/5X3zhKt1JgLWAaIi3VoHtqKX919IX+fWZS+1Ll+s8y4FafptMXnEszpj/zhUU\ndDQzhz5rZDy7kSsoCEu8xatWr8plAH/fdbmgU1pmD4rKuHlVjfHbaBr7rFEKSeQhCuw4YqiuhiU2\nOTO58FRNZz6OSqGqOhRNh6rpnsFBTafI5BXsPzZR9l00LKC9KYL25gjamqLWvzN5zSrXC7B24NXf\nUlArK+VKYHJDLaWv4XkmEiPwHCgoWhsjyOaViovXbhu2zyG92pH9r7Wfywet3B/XXv4b+LyrD342\noekUPFe+3f6uKr1PP7chlZOX1AbK7kMrvw/7vSzl3GabzMk6OI5geiHHuD+NccXOTy8KHGRVh8AT\nFug2lE2X4h5RwBqrMnlWvuqeC1PKnpHF5kvXT2ZVjM9mrWCbO/gmeSzCmrihg2uiwHs6KfaILeeT\n8n4t0WBbSZbE0j3bb4vnCR6+awMGz81iap4R0cuKjqO2FXBJ5BANCYiEBAg8QWtrHDMLeWQLmhGp\n5sDbWtS61phnhHxdS6xs20pgtd9fJVBKoag6ZFWHomgoKpqjg4qFRaRzstWhXK15SENUgqwUlmTj\nDVEJuo9ogSTwdb2XhqjkKVzQ4MqicJyvjuusZZsJECDAlaGW9l9LX+TnFyx1Yr9c51kOLNdvk4iF\nfEVoWhsj1mdTxMAUJrBzn2k6C8Counfw5UaHn++6XOAIKbMHUeCgqDpEo9LC+sxzFrUJB4Kutjh0\nyigimO9CQAiFwHPoaI6CAphZYD4qpRSzyQJkTQdPCCIhwch2Y6IVikeEJVdQcWky7Vl2/Y9v/Qpt\nTRG0NbKAW3tzxAi+RdHaGLZI7QOsHnj1KUxk7srPTVASalsKTNuWBB7xiIhYWKhaGWKHwBFk8wrC\nIaFqOzLh9kGXy1cNfN7VBz+bcNupaSP2d1XpfVIAQ9ny4FsiKmEhXag5CFZ2H3z5fdjvZSkl3KaE\nS1TiHOcwfwPOEGZgojEEgkFLIYocKFi2tD1gVssz6UZETtOBP/zLt9DVFkNPZwM2dDZgQ0cc3R1x\nhCX/cBjzSTTA1QVU4ri8oYNrD9zehTcOlhMF39LXYpH4J+ISkj5lGfU6fe7j3KIHBDD43gh4nqC7\nI46nvvEq0jkmv+513Qdv78ZTn70VuYKKsZkM/vKHH2Ix4xywZEWHrMhIZmTwHEFrUxTHL8yiUNAw\nbxAR8hyBJPKQRB4fu7MHP/rlacc5puZzGJ5I4/Nf+SlEgccDt3dZ6c/XGmuJGL6oaIyDxPirarqV\nlWYSbM8s5BCPSmhtDEMUuCXzTXS0RLCYLqKolDukPEcgq1oZr8Wnd/fi2NCsJ+/PutYoZhbyjs6L\nt4kWeJFs3397Fx7c1YO/fvaQQXLJHJtETCojebXjsd29+OErpz2v5Yd63n+1Y+ohfg3IYgMEWBuo\npc+oJqIC+JNw7xhos/7tJwizubtxSedpbgh5loY2N4SWdC0/gRwTj96zEX/+g4MVybkf292LH/zi\nVGkc0TRrHLHvU+33A1jmG8+zktRKhX6aTqFZARdb8M34rJskzhVgjrEjE/N4d+jYNSfMXw7Yx5mm\nuITphXKOveVCQ1zC+bGkNf6bpTEEQGtjCFRXkIiJmFsslolgOblN2fullCJbUJHJK5hPF5DJKohH\nRYQlpnC+kC6iqUFyTHC+8FA/+nuaMLuYx8xCHrPJPKYXchgeT2FqPucpFqaoOiZms5iYLZ9gEgI0\nN4QNRVNn1lt7UwTh0A09HbqmsNtyLCxgbjFf5puKAo/hiVTVybPX/Mm9zW6jAu8dCCAE1vWIQTpJ\nCDAyxSb+kshDrj841mcAACAASURBVFH4TtEofv0/vgyOI+jvbsTsYh7prAzd4CgEpY5zJ2JSmd/q\nNVbNpwqYWcjj3WMKGl+e8yVpt/++IZHHfKoAWdGtoF4iJtY9Twr83StHubii2ZeGkLUJoEgih8m5\nHHJFFU8/cxCP3rPRV7Dw0mQK47NZlu02vwhCWHl0SyKMT+/utTjXaim1ZONrydYJYZnn9nnS3z13\npKYxSOCdATDe4LrvXRfC088cxPmxJOYXC1BU3bGfU2iSQjZs15H17hEM4QlQaeqsqLrn4kxTPITN\nPY3Y0NGAns44NnQ0+FKC1YIbejQxg0L7joxDVjVIAo9b+lqQycnIGKnK0ZBgSc+b4DhYhL5XExzH\nDPPEhTlrJdtrJY/tS9BgkBf/5++9XxZYc0PTKY6cncGRszMIiQS3XzqBHQNt2NbXiohRc93dHsfj\n9/XhvWMTbHAwVHTMRXVF1azg5EoE2NYSMfxs0rsT+vD0FH7y5hDysopCUYOmVy7VbUmEsLm7EQdP\nlZNc37alDYdOT6Oo1BYMphQ4NuTN+VMNfqIFD+7qwdBoEumc4iC9TucUDI0ml/Xd2N//+ZEcutri\nVd9/JZuph/g1IIsNEGDtoJYxw5yseImomEj5KFrZt+d8xGXs2y/5cJXYt9+xtcNzIeOOraV7vm9n\nl2dw7b6dTCmskkCO+VxvHx5FJqdYjrcXOfexoVnfccQ8Ty2/31LAcwQ8x1cswdCMkkO76qemsb9H\nz83gZ28zpVQza2qtEea7x5lKdAnLAZ4AhaJqZQlYeQxG0ENVFGzpacYj9yRwaTzl25bMdiaJAvJF\nFaqmIxGVwBPGM8QZXFgf3RHH2FQas4t5tDVG8FFb8LO7PW5lCJy4MIfh8UV0tkRYualGoWg6bt3c\nhmRyHpSPYTaZx0wyB9m1yEgpC07Mpwo4falcDbghKqKtifG7tTXZs94iaIhKV4X0+kaE25bnUwXP\nPqUga1aWy1Lgng5zHEFDTALHESbUtj7h2Z8SlOZ1VsWIXuJbikcEZEAddsVzJVJ1L+g6xdmRpOvZ\njFJVrcRZ6RXucI9VRUVDOqdYc0GvPhzw+n3Z3I3nibMh14HA310euN9tv60vPT+2CFlhJe5FWUMi\nJiIaEqzf+snHt+HJx7fZ+lbeCLoqUG3GSCkLMhdkFf09Tfg3v34Hvvvz4xibtqmFeixMcRxxBJWI\n61+Hzkzjz39wsOZMTkHgEOE5yIoOnVJLPPHk+Ulk5QxAqfG81c/lLqV2gwAQJR7E2I9lxjOxkv4N\nTBRidDqDC+OLZaJUyUwRh05POwSkIhJB74nDVrCtpzOOzpaoJ8VS2XNXf5zrG3/463c4AkNPP3PQ\nCqwBzFmWBB6iwGFdK+MUOW84sW5CWUKAdc0iYtFoRQJOr+Psn0GALcaK8/BECroOi+DQzrlmH+vt\nBJrD4/7kgu1NYeSLKvLFUhliUaF4/8Qk3j8xCZ4juHlTsyWKsK2vFdv6mJPz+3/+pvM+Dew9PLZi\n2WtrjRhe1ymGJ1I4eXEOJy/O+xJR+2E+VUQ6N1t69zbPd9+Rcc/VXMC/Jt6PUBsoCRq4+b9f2T+M\nrb0tvqIFJ4fnLdJr93F+E6xf7B82lFvKr1VpUma+fz9RjkrHuFEP8WtAFhsgwNpCLWOGP/k/Qy0C\nApNzOc997NtrESuwk9fbYR/zf7F/uKIIQyXBGPM59x4ZB0j5tMt+nVoEGIDqv99yg+c58D6xtw9O\nTlnlNQLPyJQpgA9PTeHe7esZF5hGoel6TVlwKwH3OLNUZbZaEBJ5iwDeChIb9mCSUAMsS+L3Hu+s\nOt7a29nTzxxEoaha38UiEmIRySLIppRa2f2y8dfLZ9lvU68nhEAQCASBQyYn4/5tDdi+fTsAFsBI\nZWXMJFnW28xCDjNJlv02s5BnansumIvHFz3855DEe5aatjdF0JIIg1ti2eGNDLct29+FQ+yNsswd\nwJmJ5jd/sm9z94W5vIpvfeVhAMBT33jV+t4UZSkak/uQcT1F1QHCgvO96xoAsH5bEnhs7Gywzjs8\nkQJHWL8CMLXFWqHpFN0dUXBGSbWXz2hvQ09941VPugC3j+xFls8RAoErzWGB+nzUwN9dPlTzQ/yE\nC+ziBuZ+w+Ms49LdYxIQyIpuO+Zhz/NPzuVK6s7UKN0k1Or37cIKFPDsP/0gcBx23dRRJoRgIpVV\nagqsGQmfvuAIQTTMaK8a4xLjZ6OMB5RSVhr7+Qe3AAC+88IxTM5loagaq+gznt1cTDKRlylODc/j\n1PC8tU0UOHS1x7GxM44/evJu/+eu/kg3Fmohn/R7wcvFDWI/T6010nKN/Bum8VFKoeoUd9zciQPH\nRzCzqFrXO3lxHicvzuPZ185iQ0ccOwbasWOgzTdqLBup+JLIGcS2HEIiH6z02fDO0XGcvDiH08Pz\nyBZUz30EniAsCYiEeMwkvRU8AThWJ+yo1QbsqIdPMJ2TK5Jq1iNOUM8xy41AICFAgACrDbUIL1Xr\nP2vpX69E4GmleWkrwd1Hm+WNs4v5spJGgGWUrDb4jTPLDT8CePu0rZ4xudo4SQjzfcK216GoOoqK\nhqKsomgoN/pVAMwu5gGUAgeEEDTGQ2iMh9Df01S2f76osqBbMmeUm+Yxu5DHTDKPhVShbJJalDWM\nzWQwNlM+2eU4gtbGcCnjrSliZMBFlkztcSPAbQvXouuw22wt9uvVDrzmP+b3hCydIE6njGbHnJON\nTKeQysoIS95ZurX6yL5zWFe/Vo+PGvi71w61/tYsSKTDa1mIgnF7e70f+/lNG3Gfw/xsF1YwA9+1\nQtHKr+917SuF+ayKJqMxLjl4QAFgMVtEc0MIRUXD3GKeZcS7xhwQ4F99+haMTmUwOp3G6YtTWMjo\nKMglH0hRdVyaSOHSRAp/9KT//QTBNRdqIZ/0i6AuVyzJfh6eIzWVoLqlrP0gGEo4OqXobIngcw9s\nRl9zDl0b+zF4bgaDQ7M4c2nBGjRGpjMYmc7gpXcu+p5TFDjolKIga5YRErB0UEngIYks2MbfwGSy\nz/ziVNm2cIhHWBTAEfbvWsl2Kwlx+GWu+cFcCVuqoEElUs35VHHJ4gT1CBosNwKBhAABAqw21CK8\nVK3/rKV/vRKBp9Ws0LjUPno1+il+z7DccBPAW8EDWz5jPWNyPeOkKHAQBQ7xiAhKGefO+rYYJmaz\nZVw4bTahjFoQCQnYuK4BG9c1lH2nqDrmFlmgbXaB8byxUtM8ZpOFssVNXadGdpx34K9x7z4HtxvL\nfmNZb16Kxtc73LZQLSNlOWC3Wb++0A4vIQS3AAFQ+/zM2tfIojGRL2rIFzUQFNHUEMLeI2O4dXML\nQqKAkMQjLPEISQJ4g/anFh/Zdw7LVxZQqAWBv3vtUOtvzfbzDrCZmWde78d+ftNG7P28KSpgfm9e\nmwIYGk3W3GZFvvz661pjlvCCKHBLnrd6wXzWiA935vrWOKJhEdGwiA2dCYzPpKFbgoEUoEBHUxSb\n1iWwaV0CAHD8uIJtt96KucUCRibTGJ1OY3Q6g5GptG/VgYkguObCo/dsxLefH0QqKxvS42zltqho\nGBplJIGmbKwJkyCQUmByXgG/mKo4YHjxC7g/m9cSBQ6arnsan/04RdMtkYF4RPRN2zw/xlLeIyEe\n9+3sxvdePIGLI3PYsJ5i944u/METu1AoqjhxcQ6D52Zx9NyMI2rrhZ028mXr3gArzTRbYFwZ7x6b\nwNxiHp0tUTx890bcfUtnxYBSNQLmtQYCYNP6BLb1tWDb5lb0dSVwengBf//PRzBv41bkOSYm4FVW\ntLm7EX1dLs4Iww7uv70Lh05PezZ6nvNWVTGJs/0EDabnc46UXc4gr+7vaXK0Ezsp66auBJ599Qw0\njVodNM9XFid4bHev7zHLTaDqd76rIZAQIECA1YVa+pNvPnsIe4+MQ1E1T+GeWgQE/Ppwe2lOLWIF\nD9ze5SseY+Kx3b145uXyBRyzz61FZMBP4Ml+nVoEGJYTy9H3Xw99NPNLjyKVVZii2jLz/ppljbxB\n9m5m9C2kioZ7wbICSuN4uVJntfu/kndACEFI5PHY7j488/JJq+THVFLfvbMLenZiSffkB0YBE8O6\nVueE8MSFObxzdAxT8znEwiJ6OhsgiZyRAceCa/lieVXCYqaIxUwRQ6PJsu+iIQFtrjJTk++tqSGE\nUxfnsX9wHLPJPNqaImtSiMMNty3zhECltKwcnRB4BgyqzZ+A8jLSbF7Br/3xi2iISujpiGPw3EzJ\nr7URt7vnWapGrblYWOKh6dRB+SPwLGBWS3CgUsk5BaMC+K/PDyIc4nH7QDvuuqUTt/S2gOdZkPnh\nu3rwwq/Ol1UE2QXvGqJS2XysmvDIUuCeH/uJMdxIogdLedal7Ftrn/noPRtxfnQBRVkD1Uo2RsD6\ncz/xCvv5JZFDrqBCN4Q2GB9bSVRAVjScH1vEpck0oiEBosCVcVr6IV9UcfD0FL70xy9CEDj0rktg\n19YOnDg/hYXpDIpV4gsmqgXzdEqRzSuIRgTkCgoKsoZUVrayh4dGF/H2kTHwHCsfZWXnPHIFhbVf\nyigP/uqHh1BQVLQ1RtDdqGA7Iax/boo4eG6zPpy6JoLgmidKb1HVnFLwlAKaRtHZGsVCqghZ1cBx\nxCK+ZCSYy3QXFDUbsG4o3LAa4urGmi9qeP7NIXS3x8BxjFTUJP29dXMr7tzaibAkYHwmjaKiGzxt\nqmea+4enp5FMH8SOgXbsHGhHZ0vU8f2JC3MWgTAAjM9k8IOXTyKdlXHbljZrhdL8T+A5PPfGuaoE\nzGsJv/WF7dja24K4a6XyR6+eLiNE1XRgyoevZyFVwMiUt2P79uEx/Md//RH8p//vXYcNchzQ3hzx\nnOilsjLu29mFo+dmytSaomGxrBZep+z9sVILty2wz/09TWiIioZaKLt+Q1T0LM8w4XcMgGUlUK2F\nkHUpAhlrSVQjQIAbHbW0/28+e8gRZKpXuMdNmOu13a8kwr7dTrBrh337a+9f8tzntfcvOfjPKokM\neAk83e8KKn7jt3fj69/ej8Fzs9ApI0XeMdCGb/z2bs/rXwmWizy7HuGb1Qli/VluQS2eYyU0TTFG\nNq0oOs6PJZEWFbbgRaljHKeZpQXXlmuc9DvPrpva8f6BGSRiEmRFs8pIlwt2H5bnCAqyiqGRBXzh\noX78i4f6rf2yeaWU6baQx9mL41ARxkwy5ykyliuquDyZxuXJ8t/TfCeCEVxJZYu4PJnCpz7ai3u3\nr6+50mF1omTL4ZAATdehqhSqrlvCcpcnUzZ/0JhjwaAZJizgqtdAm2MSuws8h3RWdgbWagSl3jyH\n1cp+zaCcwHPW/KmaWmOhqOG945N47/gkYmEBu27uwF23dOJjd2xAUdaw9/AYUrki4lERPR1xnLpY\n4oNKZ2XsOzKO+2/vgqLoZWT5y+Ojevv9Jm4k0YOlPOtSf5da+8w7bu7Ab//LnXju9bM4P5ZEUdZA\nCIEk8tjS3YgvPXpTxfM/9/pZZAsqJIkDqKkU6hKDMf6n66xCTdMoOIKq7UgSOWgatRYdNI3i3EgS\n47NZ5IsaisrSOE79lH5NcBzBYloGxzFBFK8xQNMp0jkFkRCPhbTCOOYIAeGAuVQBixkZ7c1hLKQL\nGJ3MoX/LAm7e2Fx2n7Fw5azjILjmwusHLlupg0BJvABwlmsupIr45z/9LABGNGmm69oJMu3H2F+y\nSaZp7uP+7HWc33muJJ3SNHhCiKHIRXDo9DTuvqUT+aKK/YPjBhcGS09uiktQNQqOIwiHBFwYXbQy\n9oZGFzE0uojn3xxCZ0sUOwbasLO/HZu7Gx0ktHa8OziOWze3Ml4N+7MDeHHfhbLUf0JIVYL71Yq7\nbilR/3OEIBISEA0LmPXhVvPrPiqloiqqjtcPXMbmrsay7/wENi6MLVqiHV7f+RFpy4ruaCcmTMLL\nlkQYLYlw2XeVhAG8jnll/zAa4+VlKPUSqFYjZK1HIGOtiWoECHCjohZC5r1HvMcrO7F/LYIGftnj\n9u217FOL6EEt4gm1iAy4BZ68YAbSliIiUw+Wkzy7HuGb1QTmlzKfAfAfz+uFplE8/2efc2x7+pmD\nniU2ew5cxsPbll4GvFzjpN95RIE4SuQUVUNRYQIJsqLVzF/shWo+rIlYRERfpBF9hg+2sTFriSzI\niuYQVZhJ5qyst7nFQlmgyLxfVdMc1SM/+MVp/OMrp9HcEHaWmjZFLVXV1Qy3LZswxS0AZnt2f9Ak\nXLcLy1VqA+45laZTSyxLt8+pDEGwSoFYr7lXLejvabTunVKgdz0rNRueSFlBNlNcBWClyo/cvREf\nnprCZWMBPVtQse/oOPYdHUciJuGOmzvwrz+/HfnkCG677Tb88d/tcyo7Gjc7eG4W3/36J5d2wzXA\nPT82Ye+TbyTRg6U8az2/S619pn2/pYq7vX7gMjZ0OPsNU0jRXbJptiNKWSArKgllPoxZtSfwBJLA\nI6eqjuM5jiCVLbIsOUM4oVr7M0UlC7I3X7kJ8zym0nCl0J2lRkxKZbHmPaayCqJhERxHcPDkFD52\nRw+KsmZwgGpl/IVeCIJrLtRKtlkLmfBaxEwyh+ZEGI06xUK6YGXjAazjFgUCjiP46v94F9I5GceG\nZjE4NIuTF+esLLup+Rxee/8yXnv/ssWXEQkJCEu8Q1WJkdCWw1eNhFKkskVk8gpUYzV1rYgmEDDF\nqWhYRFi6emIP9RAfL9V+ZVWrSLbp12bqEQZI5WTP4Fq9BKoBIWuAADcuamn/tRD7B7j6CPrqEq62\noIEXj17l33/1B3FEgYco8IBRLaBqupXVJiu6rzCUFyoLKdQGSeTR3R73DIBpuo6FVNEoL2VBt31H\nx6Fqeln1DMDmJfOpAuZTBZy5tGBt/9wDm2u+n5VCLe26VlL+tQCmPFr6rBlVRibMfxZkFZ+6dxM+\nde8mTM3ncPDUFD44OWktkKSyMn51aBS/OjSKeJjDvTPnkMrJTM3XFQFMZYtlXOHLgXrendc+1wuW\n8qyr9Xfxuq9qCxEUFJpeWYxA02lZWbdDKIQCILVlngLwVZB235d1TJVzu/exjjUoEExMzmdZklFI\nQNhYbNJ0imKVQF8QXHOhVrLNWsiE1yJM4kGOI+hub8DEbAY6pdB1aq2smeSxDVEJu3d0YfeOLsiK\nhjOXFjA4xEQRzBR4M0hmKmSGJR6REFPE7Gr2d9Di4XLeOAqWirmYKSKZVTExl4XI85ZKqSTyDgLS\n1YTO1tg1ubd6iI+Xar+SwFck26TAsgkDJHzIk+slUA0IWQMEuHFRS/uvhdg/wNVH0FeXcLUFDbwE\nKa6331/gGeWImXWj6dTKaisqGlRV981zaGuKYGahPDt0qUIKfuA5Dm0G39otvS0AWPBsZiFnUM1Q\nqBqFoukIiTw2rEtgxig/TfuUn69W1GJXtZLyrwW4A1wm/zEBcSyyN0RFqxqpsyWKz9zXh8d392J8\nJouDp6fwwckpK8ibKeiOTCiOsIwgVjJLEAuLmF7IgedYeWBIZNVHVyrWUs+789rnesFSnnW1/i5e\n91VNqIOA4P9n787D5Kjue+F/q3qd6Z59NDMarWhBC0JoB2QQMRKXxSbYbMmNwcaxMb7xQ+LlOtjJ\na8ev/cZ+L46JeMlNLvi9jh18cx02k9iAYiSCAYM90ghJSKMdiRlp9rWn9+qqun/0VKuXqp7qfZnv\n53l4xNR0nfp19++cqjpz6hxRTL8YgUUUYvVW67jSFkjQFveAmn50GXBp5Kg2/3y6x0K18gUBs45c\n014Tv68233d8ndX7fqLztqV/LLTyWqoC25U08Z82R1bypUfyZMLJjPpR4rdrj2Lq/W625W61EWDx\nI8EyXSLXbrNgcMyP0akIBsf8GBr349DpEdz99V/i09/5Few2cSYuITbvQ0hSMOUL43s/7sIPX3wP\nx94fi5V15YpWfOKWNfjeF67D1z61FbdtX5ryV7pgWMbEdAj9o370Dk3jpd+cw4Wh6ZRHQHdsXABV\nVRGZWRQhElGgqip2bFyQ8H7DERnegIRxTxCDYz4Mjvkw4QnCG5AgReSUckvFqGMtfnLreEbdcE11\nDsO/RtmsYkr+znacZQsadPNX+52e6zZ0Gh5n57bFaX9nxGgfo0UQsp2MOpvYiKg6mKn/12/oBNRL\n51NVBaAmnvON2sb47cnza+ptN/Oa+MUN4sVvN2rf47cfPDmMR58+gC/v/jUeffoADp7Un8utXLCt\nvmTXtsXwB6PXaX1D+e9k01uQoto/f4sYnZ6jwe1AW1Mt5re60NLghLvGlnKNtX19p24Z1xpszwft\nmIIgwGIR4bBHFyu7e+fl+OPbr8Ajn9yK7//pDvztl27AX356Gx76+JUFiyWf9PLKH4xg3BOMtU1L\nO+sTfl/vss38e+mPrTUO/T92xF87a9fdAqL3CtEVETOT6X2Vdry+IS8Gx/yw28SEuOtd9uj5BWos\nJkVVceuHLkNrYw3ammpQ67TGRqQtaHPjjh3L8Z2HrsW9uy5He3Ntyv2lokbnf4vIKmRFxcZV8wBE\nO5ADoQgmvSEMjvsxPO7HlDeEYDiS1b1RtB2SYu3Q4Jgf/qCU0CZUe7sRL5P3auazy1Q+zul676He\nZY8t5hhPyzuLKKDe5UC9y657b5vwe4s2qhIzqz7LEAUBDqsQ+91sdTIsyYjIiuFKoBqtI85dY4PF\nIqQd0JL8Gi2WaOyXrr+y/X4s3/rWt76V1Z4lMDAwgM7Owp3MAGB+qwttzbUYnQjAF5SwcmETmuqd\nmPCEICsq7FYLbti0MGFekiuWtQAC0Dc0jaAUQYPbgTtvXIl5jTW4OOyDrKhw2CxYMr8eFlFEOCKj\n3mXHxz+8AleuaEXf0DTCERm1ThtUqLEh+oIQ/WvG2staYse/VI4ws4/10lKyM/vYbWLa4ZOiIOCy\nBQ2wWwWEJAWyrEBRVARCcuw56LAko3dwGutXtsLltMEXlOB0WBEKR2C1RP/i4g9IOHF+HM0NNWhr\nunQRLwgCGuscWLWkGTdsWohr1s1HRFYw7gkmLNDgC0ZwqncCbxy6iLff68fIRAAWUUBTvRMRWcXx\nc2OQZobEW8RoZdixaRHammoxPDyMtrbUZ9FVNTp0PBSW4QtG4PVHVw3Rhtbne5i0Genydn/PkO58\nOU11Dt1VWj90VSfuv20tXu++kPK7v/rsNdi0qi0hf+e3uPGx31uBrWs78PaR/oS8sNtEPHzvRuza\nujiWv1pu3vF7y/FfP7EZQ+P+WA7H535yPdGOs2lVW9rfGTHaZ9fWxabKMts2ZBPbXGX2M/3fvzpZ\nhGgy80c3r865jGKcb0ql2t8bAN33Z6b+220WHDg+FHs0QBAAd60N//nm1ZjfGv0rZntzrWF7qr1G\nUVUcOT2aEsMf/KdVsXmaDp8e0W3/1y5rwY1bFgEAPv57K7DnnfMJ54OmOgf+6Vu3xH7+/euX4z+6\n+xJGe3e01OKHf3ETgEuTKXtnpgDw+qMTe7c118bizVShc6gQbXU5571RbAMDAxDsDeg+PoiQFL1W\ns1vFWSdTN6vGYcWDH7syJQ/Sff7l+DnmGpMw80dkp90KV40N7hob7DYLREFAS4Nz5j4giEA4gnmN\ntdh19ZJZV+40uk41o62pFs0NNbMe02YV0eB2YH6rK2VFyGJI197qSc4rh92KQEiKjeLy+sO4MDSN\na9d3QpFV+IISFrfX40MbOmERhFgufvIjazE5HcLweAAqovc1V10+DzddvSTunsoKUUBsbmiLeOne\nJHZPZ7Pg9zYvhCAIaec0FhAd/Rj/CHWNw4LWxpqEdtdqEWYWA1NhEQW4aqKrNWrvpbHOiUAoAllR\nYzHVu+y4bftlmN/qgkUUo3My19ggCEJsRGXPuXHs6/oAVosAqyijrtYZnbYHSJivT1WBc/0eHD41\ngkAogka3IzbKRlFVhCPRBeq8fgnhiAxlZv4sMU1HROy7HvOh+/gwQpIce38OuxVb1rTH2o/Z2u1y\naTuyiSN5n0zOUWY+u0wYndNr7SrWXW6+Q0jvPWy9ogNnL0wipLOgoqvGhrt2rsRt2y/D1HT08WNF\nUSArCgRBQH2tHXfvujz2e+0R/Egk+nunzYKWBicEKGhtciEUjo5sE0VBtxNbEKL5aRWjixm0NtYg\nEkmdQzPafAhY2ObGF+7ZgM55blzUViONe6lFFNBc78T6FfNw3YYFkGQFXn8YVouIjlYXOlvdsFhE\nzG9xY+NSK27avsb0ZxmPj4XqyGbiVW2y4OTJBM2sLqZNMvzo0wcMH43TFk9IprfP+QEPREFI6Uiq\nd9ljk1xq+9U6bfD5/RiZikAQohPbitZLjWz8xJiPPn0AwdgiCJipDCr2HxvEuuUthn/daW2swR/d\nvBp/dPNqBIIRHH0/Ok/bsbNj8M+UN+EJ4dcHL+DXBy/EHh21WkTMb3ElNPrJE8jORkW09z0ckYGA\nVHYTvurdfAHRyarTLSagTZbq8/vhqo12bKablP/Rpw9gcXtdSnnaPkaTXaeb4DpdPcnnwgD5XjCA\nCxAQzV2z1f+9Xb1ob65Fe9L25Emb07WnAPDK2+djE2vHi1+Ux6j9T94e35FmROtI01Opk0yzrY5K\nnkh8cMwPhy3asWK0KAaAhPyrd9mxemmz7jWmUR7M5c9fnBnZFh0t4UBrYw0+NDMFSijHBRLMumJZ\nS0bXu5UiPq/i7yvifdDviS1wkK4cPWbvqYwmf49fpE4T/WOLGrv21nS2umNtr9Hx4t+L0ftNroNa\np1tdrQ3+YAS/fW8g9jtBEOCwW+CwWzCvsQbXb1yI7hNDOHhiODYFT9+wF33DXvz89bO4rLMeW9a0\nY/PqdjTOjHhWEX2SKBiWMTVzPKfdGi3XZtHtbDNajCI59rnUbph9r2Y/O7OMzumH3vfhDzIsK/k9\nPPr0AagqUq5fbFYRV62cF6tfs8UdX8eT64WqSFjSXo+/+683JrxGW7xEe5xUQPSPHhaLiAUttbGF\nT4zqWmerIdWokwAAIABJREFUO/Z+zCx+mO413d3ds+5vhJ1rZSSbCQ8zmYwwfuL65P20fZKfUU63\nDxBt5Meng+hodsEflOANSGkvOmqcVmxd24GtazsgywpO903iyJlRHDk9gtGp6MqZWoMfFYLDZkGN\nI9rhlskEspVAbyLhdGZbTMBIuU6mSURUTvI1abPRQjHx243a/0zPC7Nh+1/ZDCd4TzOhdLJpf5h5\nkAOrRYS1RoRr5pFtWVZiK91nukACXVLInMy2bL22W5vEPV1ZhZjwXxCio98mvSFYLalPJY15gli9\ntBmrlzbjD29ahZ7z4+g+PoRDp0cQDEXvo871e3Cu34Pn9p3GikWN2LKmHZtWtyWsrisr0ZF1vmC0\ns95mFaNztTmssFtFCILA9iMH+f7sjMqb8KafaN9s2XrnFklWsoo3k3qhHTd+gQHt2PH7lHsusnOt\njGQz4WEmkxHGN6TJ+8VPsml2n/j4RFGAu9YOd60dwVAE3oBkONFh7JgWMXZSuGfnSvSP+vDemVEc\nPj2Cc/2e2Ou0C5hJbxhOuwU/f/0M3JYw1s4s61vJREHI6EZqtsUEjJTrZJpEROUkX5M2Gy0UE39O\nNWr/9SaYzwXb/8pmOMF7mgmlk9XV2pkHeWSxiKiNXyBB62wLF29kWzUoZE5mW7Ze261N4p6urEJO\n+K/tJ4oCLGJ0ZKWiqAmLalgsIq5c3oorl7dCisg4enYM3SeGcOTMKMJS9PHS032TON03iX959RRW\nLWnCljXt2LBqHlxJE7Rro4e8AQmCEB3F1NJQg5EJX8JCDGZip/znuVF5Te7cu3WiZad2sNksYlbx\nZlIvtHNb/AID2rHj9yn3c1lJFzR44403cPPNN+Omm27CU089lffy58IEvkaTEcYmEYwTPzl88n7a\nXA3J+6Xbxyg+p8M6MzFnbXRiThP3CYIgYME8N265dike+eRW/PHtV6C53oEauyWhuy8YlvHvv/0A\nz/9mAo/83Zv4p5d7cPj0CMImLzDLjd5EwoDxJNazLSZgZLZ9Kq2uEBEVgpn21cxrjBaKiT+nGrX/\nRtuzZfacwfNAeTK6Xqt32Ywndk+67rpl+9I5Ndl4sVlmOtqa6p3oaHGhrakWLmd0lcY895VXleTF\nOqITvUfykpPZ5rte261N0p6urHydO/TE76fND2izirhx22LdidttVgs2rmrDZ++4Et9/eAc+e8c6\nXLVyHqwznRSKquL4+XE8/cpx/Pn/9yb++7OH8btjg7qPrKpq9N5r69r2WKdbZGaublVV2X6YkO+2\n16i8Dcty71zatW1xwqT+mnqXPat4M6kXyX0RWm5r27V98vF5FvJ6p2Qj12RZxre//W384z/+I9rb\n23H33XfjxhtvxIoVK/JSvjbZn2Zg1Bv7uVyfBdfi2tfVi8FxHzqaXdi5bXHaePX2uf+2tThzYRJ7\n3j6PaX8YdbV23LJ9acKzxfH7ne3zY92yVthsIo6cHjW1j5n4bFYRTXVONLqjK9ZEV/A0N3R+2xUd\ncNXY8M6RfgxP+mG3WGC3W3Bh2AvPzF+Upv0S3j4ygLePDMBmFbF6STPWr2zF+hWtaHDrd06Vm+88\ntB3fePJtHDk9CkVVIQoC1q9sxXce2o7dPzsYnWMtIsNuteC6DZ0J859p311nqzurPNH2qcS6QpTO\n7V/514z3+cUP7ihAJFRpzJznzLxGO3emOw+na/+L/Z54Hihfyd/fioWN2LmtHh/0e3D24iQGxnwJ\nTytYLdFHyUJhWTfvMrnGpOzYrCJq7CJaZkYWhSU5Nl9bWFLy/uh3ZUv+LPLz2WRzTwUYt90rFjbm\nfF7INqbke7b4635Vjd5j+QKRlBUeAcBht2DLmnZsWdOOQCiCw6dGsP/4EI6fH4eiRFcYfe/sKN47\nOwqbVcS65S3YsqYdVy5vhT1u3i1t/r93jvRjdCqA5nonrl3fiYXz3JjyRqfwcdgtKSPbKPvvPdPy\nVG9fXmJ96M6r8OzeU/hgMPoU2ZL59bhn5+VZxasX6+Imm2G9EIQphCUZiqpAFETYbRYsX9CQ8Hnl\n+nkW+nqnZJ1rR44cwZIlS7BoUXRFrI985CPYt29f3jrX5tIEvnr7mJnMT9vPaFLPfMUnCEJsMt6w\nJMMbkBAMRWY9fepN5qqoKs73e7DvnR4MTAroH730nLZ2cvhfAC7rrMeVK1px1Yp56JznKuvG3uhG\nysxiAvn47iq1rhARFYKZ85yZ1xgtFBNPa/8zacuzYWYhBz08D5QHo+/v0acPzEy6n0ib+NlsOVRY\ndpsFdpsF2pJaUuTSI6QhSTZcEKzaJS/WoclXu5Ntvhu13fk4L2Qbk9F1f/w9lhSR4fVLCBjcY9U4\nrLjmyvm45sr58AYkvHtyGAeOD+FU7wRUNXov9e7JEbx7cgQOuwXrV7Ri65p2rLmsBTarqHtfJskK\npMDMI6SI5rq2MIJdZ1GfuaoYi7N1d+feuWZUdj7L01ssINNj5hJjoa93BFUtTZO+Z88evPnmm/jr\nv/5rAMCLL76II0eO4Jvf/KbhPpms3PDUniHdhkUUgAdvTl4HjIpNVlQEwwpCkprTX/CmfBGcGwrh\n3FAI/eOS7gVKfa0Fl7U7sLTdjs/ec0MOUWcnlxVHioF1pfwV8qbbiNm8/dY/XyhwJMXxrT9aWOoQ\nqk455y0l4nngkkrKW35v1UGSVUgRFZKsIBJJXlrMnJs/fE3e45pNru0t87cwFEVFIIN7LF9QxtmB\nEE73BzEwkboCscMmYFmHAys7nVjYYjc937UoCLBZBdgs0X/1HmGtpPaWqkM+2p10eVtxCxqYrYTL\ne4yXaS1kRS70X58LoZQxq6oKfzACX0CKrQZixtGjR7Fu3ToAwIdmtvmCEo6dHcORMyM4+v5YbKUc\nj1/G4XN+HD7nx2fvyfc7MKdQn28+vrtS1ZV8qsR6VwlMfaZV0rmW/F6rOaeq+b1pKu39lfo7yfQ8\nUOp4s1HuMWfzOZfi/F2On2M1xaSqKsIRJTqyLSxDish5elCycLL97Et5/VmOOWNGJnGrqgpfMAKv\nPzzrIhtXz/w77gmi+/gQDhwfwgeD0wCAkKTieF8Qx/uCcNfYsGl1G7asaceKRY0ZLcBzvOcYtmza\nAIc9OqpNr7OtWDL97ishXyohRqD0cZppd3KJsWSda+3t7RgcHIz9PDQ0hPb2/P2VYte2xQnP02o4\n8WJ50ZaZdtXYEAxHO9mC4ewWJ3A5bdh2RQe2XdGBiKzgdN8kDp8awZEzoxj3BPMcefVgXSEimtt4\nHqhM/N6qjyAI0fmrbBbAFR2FpM3XFgrLGf0hutwxfwtLEAS4a2xw19gQCEUw7Q/POvd1c70TN129\nBDddvQQjE34cOB59dPTiSLQzwhuQ8Ma7F/HGuxfR4HZg80xH22Wd9bNOwSMrKnxBCb5gdHSczSqi\nrak2P2+WyKRCtzsl61y78sorcf78efT19aG9vR0vvfQSfvCDH+St/HxPHkiF57Rb4bRbEZEV+ALR\nxjfbJ0atFhFrljZjzdJm/MFNl+PisBfHzo3nN+AqwbpCRDS38TxQmfi9VT9RFOB0WOGcmVtPnuls\nC1dBZxvzt3hqHFbUOKwISzKm/WFTAxnmNdXi1u1Lcev2pegf9aJ7pqNtaNwPAJjyhvDagT68dqAP\nLQ1ObF4dXThhUbvb1FzXZhe5I8qnQrc7Jetcs1qt+OY3v4nPfvazkGUZd911F1auXJnXY3Di1spk\ntYhocDtQV2uHPyjBG5BmHc6cjiAIWNheh4XtdXmMsrqwrhARzW08D1Qmfm9zi0UUYh0lwKXOtkrF\n/C0uu82CloYaRGQFXr8Ef8jcQIbOVjc6r3fjo9ddhgvDXhyYeXR0bCr6ZNDYVBC/+t0H+NXvPkBb\nU010hdK17ehsdc9SMlHxFbLdKemcazfccANuuKH4E8xTZRBFAe5aO9y19pllpiWEKvgCgoiIiIgo\nX7TONqJMWC0iGuscqHdlNpBBEAQsaq/DovY6fOyG5TjX78GB40PoPjGMKW8IADA8EcDLb5/Hy2+f\nx4J5bmxeE310lGguYGtMFUH7K50UUeAPShlNoElERERERESXxA9kCIYi8GYwkEEQBCxb0IBlCxpw\n986VONs3iQMnhnDwxDCm/dF51S6OeHFxxIt/e+N9tDVY0e/7AFtWt6O5wVnIt0VUMuxco4pis0Yf\nGW1yW9BU54A3IPGZfSIiIiIioixpc/tJEQXeQBiBYMT0SrWiIGDl4iasXNyEe3ddjpMfTKD7+DDe\nPTkMfygCABieiuCF/ziDF/7jDJYvbMCWNe2475Y1hXtDRCXAzjWqSIIgoNZpQ63TBikiwxuQEAhF\nsl4AgYiIiIiIaC6zWUU01TlR71IRyGLua4soYu1lLVh7WQv+882r0PP+GA6cGMa7J4YgydFyzl6Y\nwtkLU+xco6rDzjWqeDarBU11FjS4VPhDEfgDUkWvnkRERERERFQqljzMfW21iFi/ch7Wr5yHQ4sV\nyI42dB8fxntnR/nkEVUldq5R1RBFAe4aG9w1NoQkGX5tNFupAyMiIiIiIqpAl+a+nnlaKINHRjVW\ni4ANq9uxeXU7gqEIjp8fL0isRKXEzjWqSg6bBQ6bBfWKCn9Qgi/DIc1EREREREQUpT0tVO/K7f7K\n6bBi46q2AkRIVFrsXKOqZhEF1NXaUTezCg4RERERERFlJ/7+KhCKwOuXEI5k9sgoUTVi5xrNGU4H\n052IiIiIiCgfEh4Z9XNKHprb2NtARERERERERFmxWS1oqueUPDS3sXONiIjmvNu/8q+pG//5guHr\nf/GDOwoYDREREVHl0R4ZddfYZlYZjfCRUZoz2LlGRERERERERHkhCAJqnTbUOm0ISzIcNhECwEdG\nqaqJpQ6AiIiIiIiIiKqP3WZBXY0F7S0u1NXaYRGFUodEVBAcuUZERJQh3cdIZ8FHSYmIiGiusogC\n6l121NVGHxklqjYcuUZEREREREREBac9MkpUbdi5RkRERERERERElCV2rhEREREREREREWWpJHOu\nPfHEE3jmmWfQ3NwMAPjyl7+MG264oRShEBERFQXnaSMiIiIiqk4lW9DggQcewGc+85lSHZ6IiIiI\niIiIiChnXC2UiIioTGUz2s2Uf76Q9a4cTUdERERElEhQVVUt9kGfeOIJvPDCC3C73Vi3bh2+9rWv\noaGhYdb9uru7ixAdVbvNmzcX9XjMW8oH5i1VIuYtVSLmLVUi5i1VIuYtVSKjvC1Y59oDDzyA0dHR\nlO1f/OIXsWHDBjQ1NUEQBDz++OMYHh7G9773vUKEQUREREREREREVDAlGbkW78KFC/j85z+PX/7y\nl6UMg4iIiIiIiIiIKGNiKQ46PDwc+/+9e/di5cqVpQiDiIiIiIiIiIgoJyVZ0OD73/8+Tpw4AQBY\nsGABvv3tb5ciDCIiIiIiIiIiopyU/LFQIiIiIiIiIiKiSlWSx0KJiIiIiIiIiIiqATvXiIiIiIiI\niIiIssTONSIiIiIiIiIioiyxc42IiIiIiIiIiChL7FwjIiIiIiIiIiLKEjvXiIiIiIiIiIiIssTO\nNSIiIiIiIiIioiyxc42IiIiIiIiIiChL7FwjIiIiIiIiIiLKEjvXiIiIiIiIiIiIssTONSIiIiIi\nIiIioiyxc42IiIiIiIiIiChL7FwjIiIiIiIiIiLKEjvXiIiIiIiIiIiIssTONSIiIiIiIiIioiyx\nc42IiIiIiIiIiChL7FwjIiIiIiIiIiLKUkV1rnV3d5c6hFkdO3as1CFkjDEXViHztpI+h0Li55B/\nZvO2Wj/7an1fQHW/t+7u7op8f5UWc6XFC5R3zEbtbTnGzJjMKceY8q1S21ugcr+fSo0bKJ/Ys7kv\nK5fY06mEGIHKiDOXGCuqc60SBIPBUoeQMcZcufg5RPFzKJ1q/eyr9X0B1f3egMp8f5UWc6XFCzDm\nfGFM5pRjTIVQqe+TcRcfYy+sSogRqIw4c4mRnWtERERERERERERZYucaERERERERERFRlti5RkRE\nRERERERElCV2rhEREREREREREWWJnWtERERERERERERZYucaERERERFRBQqGI6UOgYiIwM41IiIi\nIiKiiuMLSBifCpY6DCIiAmAtdQBERERERERkjqqqmPSG4A9y1BoRUblg5xoREREREVEFkBUV41NB\nhCNyqUMhIqI47FwjIiIiIiIqc1JExthUELKiljoUIiJKws41IiIiIiKiMhYIRTAxHYTKfjUiorLE\nzjUiIiIiIqIy5fGFMe0PlzoMIiJKg51rREREREREZUZVVUxMhxAIceECIqJyx841IiIiIiKiMiLL\nCsamgpBkpdShEBGRCexcIyIiIiIiKhMhScb4VBAKJ1gjIqoY7FwjIiIiIiIqA76AhClvCOxWIyKq\nLOxcIyIiIiIiKrEpbwjegFTqMIiIKAvsXCMiIiIiIioRWVEx4QkiJMmlDoWIiLLEzjUiIiIiIqIS\nkCIKxj1BRLhwARFRRWPnGhERERERUZEFQxGMTwfBdQuIiCofO9eIiIiIiIiKyOsPY8oXLnUYRESU\nJ+xcIyIiIiIiKgJVVTE5HYI/FCl1KERElEfsXCMiIiIiIiowWVYw5glCinB+NSKiasPONSIiIiIi\nogIKSzLGPUHICidYIyKqRuxcIyIiIiIiKhB/UMLkdAjsViMiql7sXCMiIiIiIiqAKW8I3oBU6jCI\niKjA2LlGRERERESUR4qiYmI6iGBYLnUoRERUBOxcIyIiIiIiyhNZUTEyGUBE5sIFRERzhVjoA3z9\n61/Htddei49+9KOxbU888QSuv/563HHHHbjjjjvw61//utBhEBERERERFVQwHMGUT2bHGhHRHFPw\nkWt33nkn7rvvPjzyyCMJ2x944AF85jOfKfThs3Lw5DD2dvVicMyHjhYXdm1bjE2r2kodFpEpzF+q\nBMxTIqLSYjucf96AhClvCIrKpQvmGtYnovJX6Hpa8M61rVu34sKFC4U+TN4cPDmMp1/uif08MOqN\n/cwGksod85cqAfOUiKi02A7nl6qqmPSG4A9GSh0KlQDrE1H5K0Y9LfhjoUZ++tOf4vbbb8fXv/51\nTE1NlSqMFHu7enW37zPYTlROmL9UCZinRESlxXY4f2RFxehkkB1rcxjrE1H5K0Y9FVS18OOWL1y4\ngM9//vP45S9/CQAYHR1FU1MTBEHA448/juHhYXzve9+btZzu7u5Ch4qn9gxB7wMRBeDBm9sLfnwq\nrM2bNxf9mMXIWw3ztzpVW94yT+eGastbmhvmSt6yHc6PiKzCE5ChKKV9DPTmD19T9GOyvb2E9Sk7\nc6W9pfKQr3qaLm9Lslpoa2tr7P/vuecefP7znze9b6Er4fKeAxgY9aZs72x1mzp2d3d3SRqKXDDm\nwitUrMmfQ675W6kqLR8qRaHavErI02rOqWp+b5pKe3+V9p1UWrxA+cesF1shY862HS7Hz7FUMfmD\nEianQ7o3a0ePHsW6deuKHlMplFs+mJHvnCnWdU051j+zyin2TOMop9iNVEKMQGnjNFtPc4mxJI+F\nDg8Px/5/7969WLlyZSnC0LVr22Ld7TsNthOVE+YvVQLmKRFRabEdzo3HF8aEQccazT2sT0Tlrxj1\ntOAj17785S+jq6sLExMT2LFjBx5++GF0dXXhxIkTAIAFCxbg29/+dqHDME2bzG5fVy8Gx33oaHZh\nJ1d7oQrB/KVKwDwlIiottsPZURQVE9NBBMNyqUOhMsL6RFT+ilFPC9659thjj6Vsu+eeewp92Jxs\nWtXGxpAqFvOXKgHzlIiotNgOZyYiKxifCkKSlVKHQmWI9Ymo/BW6npZkzjUiIiIiIqJKEJJkjE8F\noRR+HTgiIqpQ7FwjIiIiIiLS4QtImPJyfjUiIkqPnWtERERERERxVFXFlDcMX1AqdShERFQB2LlG\nREREREQ0Q1ZUTHiCCElcuICIiMxh5xoREREREREAKaJgbCoAWeGDoEREZB4714iIiIiIaM4LhCKY\nmA6C6xYQEVGm2LlGRERERERz2rQ/DI8vXOowiIioQrFzLU8OnhzG3q5enO0dxvKeA9i1bTE2rWor\ndVhUpZhvVEm0fB0c86GjxcV8JSIqAbbF+lRVxcR0CIFQpNShUAVhfSIqb6Woo+xcy4ODJ4fx9Ms9\nAAAVwMCoN/YzG1nKN+YbVZL4fAWYr0REpcC2WJ8sKxjzBCFFlFKHQhWE9YmovJWqjooFK3kO2dvV\nq7t9n8F2olww36iSMF+JiEqPbXGqsCRjZDLAjjXKGOsTUXkrVR3lyLU8GBzz6W8f199OlAvmG1US\n5isRUemxLU7kD0qYnA6B6xZQNlifiMpbqeooR67lQUeLS397s/52olww36iSMF+JiEqPbfElU94Q\nJtixRjlgfSIqb6Wqo+xcy4Nd2xbrbt9psJ0oF8w3qiTMVyKi0mNbDMiKitHJALwBqdShUIVjfSIq\nb6Wqo3wsNA+0SfH2dfXibJ8fna1u7OSKMVQgzDeqJPH5OjjuQ0ezi/lKRFRkc70tliIyxqaCkBWO\nV6PczfX6RFTuSlVH2bmWJ5tWtWHTqjZ0d3dj8+bNpQ6HqhzzjSqJlq9ERFQ6c7Ut9gUkTHn5GCjl\n11ytT0SVohR1tKo71w6eHMberl4MjvnQ0eLCLv5FgShvWL+oHDEviWguYZtnTFVVTHpD8AcjpQ6F\nDDB/ieauaqz/Vdu5dvDkMJ5+uSf288CoN/ZzpX9pRKXG+kXliHlJRHMJ2zxjsqxgzBOEFFFKHQoZ\nYP4SzV3VWv9zXtAgHA7nI46829vVq7t9n8F2IjKP9YvKEfOSiOYStnn6guEIhicC7Fgrc8xformr\nWuu/6c41RVEwMTER+zkcDuMnP/kJdu3aVZDAcjU45tPfPq6/nYjMY/2icsS8JKK5hG1eqml/GGNT\nQSgqZ1grd8xformrWuu/qc611157DVu2bMH27dvx6U9/GocPH8Ytt9yCl156CY899lihY8xKR4tL\nf3uz/nYiMo/1i8oR85KI5hK2eZcoioqxqQA8vvJ8ooZSMX+J5q5qrf+mOtcef/xx7N69G4cOHcKd\nd96JT33qU7jvvvvwzDPPYMuWLYWOMSu7ti3W3b7TYDsRmcf6ReWIeUlEcwnbvKiIrGJ4wo9gWC51\nKJQB5i/R3FWt9d/0ggY7duwAANx+++3YvXs3/viP/7hgQeWDNhHevq5eDI770NHsws4qWIGCqByw\nflE5Yl4S0VzCNg8IhCKY8suQFT4GWmmYv0RzV7XWf9Oda8FgEOrM/AVutzvh55qamsJEl6NNq9pm\n/YLMLAFbjcvEUvUqVr6aqV+ZYD0jAHhm3ym88vZ5TPvDqKu149btS3HvzstN75/vvCQiKmeZtHmZ\nnGcr4Zzs8YUx7Q/H7keo8uTrXq3QyiEGomqj1X+tfv30lePY29U7a/0q5/poqnPt5MmT2LhxY8LJ\nS/tZEAQcP368YAEWkpklYKt1mViqTpWar5UaN+XXM/tO4ZlXT8V+nvaFYz9n0sFGRESJMjnPpntt\nOVAUFZPeEAKhSKlDoQIrh+vDcoiBqFplWr/KvT6amnPtxIkTOH78OE6cOBH7T/u5UjvWAHNLwFbr\nMrFUnSo1Xys1bsqvV94+r7t9j8F2IiIyJ5PzbDmfk2VZwehkYM53rKmqinP9U3hm7yn8xd//ptTh\nFEw55GI5xEBUrTKtX+VeH00/Fqqnu7sbzz//PL773e/mK56iMrMEbLUuE0vVqVLztVLjpvya9uuv\n8ma0nYiIzMnkPJv+te58hpWRkCRjfCoIZQ4/Bjo45kPXsUHsPz6EkYlAqcMpuHK4PiyHGIiqVab1\nq9zrY8adayMjI/j5z3+OF154AQDw+7//+3kPqlg6WlwYGPWmbo9bAtbMa4jKRaXma6XGTflVV2vH\ntC+1I62u1l6CaIiIqkcm59lyPCf7AhKmvCHMxW61cU8QB44PYX/PEPqGplN+39LgLEFUxVEOuVgO\nMRBVq0zrV7nXR1OPhcqyjFdffRUPPfQQPvrRj6Kvrw8+nw979uzBn/zJnxQ6xoIxswRstS4TS9Wp\nUvO1UuOm/Lp1+1Ld7bcYbCciInMyOc+W0zlZVVVMTocwOcc61rwBCW+8ewE/+F/d+Mu//w1e+I8z\nCR1rdbU2/N6mhfjqfZvx/3x+ewkjLaxyyMVyiIGoWmVav8q9PpoauXbddddhyZIl+MQnPoHHH38c\nTqcTO3fuLHRsBWdmCdhqXSaWqlOl5mulxk35pS1asCdutdBbMlwtlIiIUmVynk332u7uvqLFLCsq\nJjxBhCS5aMcspVBYxpEzI+g6NoRj58agKIndiU67BRsub8PWte1YvbQJFtHUGImKVg7Xh+UQA1G1\nyrR+lXt9NNW5dvXVV+Odd97BW2+9hfb2dmzbts30Ab7+9a/j9ddfR0tLC375y18CACYnJ/GlL30J\nFy9exIIFC7B79240NDRk9w5yZGYJ6EyWOScqtUrN10qNm/Lr3p2XszONiKgAMjnPlvqcLEVkjE0F\nISvVPV4tIivoOTeO/T2DOHx6BGFJSfi91SLgimWt2HZFO65c3gq7zVKiSEun1LlYLjEQVatM61c5\n10dTnWu7d+/G1NQUfvGLX+B73/sepqam4PV60dfXh0WLFqXd984778R9992HRx55JLbtqaeewrXX\nXovPfe5zeOqpp/DUU0/hq1/9am7vBNGlWfd29WJwzIeOFhd2ZdmLaaacZ/adwitxoytu1RldkVzO\n0s56nO/3JJR75sLkrOXQ3JQux7TcOts7jOU9BxJy1Gg/MzlbTfLVHlBhfOPJt3Hk9CgUVYUoCFi/\nshXfeWi7bp6uWNhYlt8lc4yIyk26a0/HTMdMSJLR0eKC3Sbi8OnRWHt71cpWhCVF97W5tG+ZtpWB\nUAQT00FU67oFiqribN8kunqGcPDEEHzBxJVPBQFYtbgJW9d2YOOqeah12koUafnSyykAs9536eWd\nmftXOFxlAAAgAElEQVQ1vf2yua7mdQNVutg96MVJhCUFDpuIZQsaTdebTMpMV2ef3XsKZy5MIiIr\nsFlFLF/QiHt2XV7y+mR6QYOGhgbcd999uO+++9DT04Pnn38ed999N5YuXYp/+Zd/Mdxv69atuHDh\nQsK2ffv24emnnwYAfOxjH8P999+fc+fawZPDePrlntjPA6Pe2M+ZfMhmynlm3yk88+qp2GumfeHY\nz8sb9cs5e2ESXccG0dLgQK3ThoFRLx7/2UFM+yWIgpBSTjV3etDs0uXYioWNsdxSkZijZy5M6u73\n3plRHD83rlteNeZavtoDKoxvPPk2Dp0aif2sqCoOnRrBg999FROeUGz7tC+Mn/3qJOpqbWiuj07Y\nXC7fJXOMiMpNumtPQEDvYHTOrpYGB469H8DEdAhWiwhREDDlDeG1A31oqnPAabegdzA081pnQvuW\na0yztZXT/jA8OgvbVDpVVdE35MX+nkEcOD6EielQymuWzq/H1rXt2LKmHQ1uRwmirAx6OfXkC0cA\nqLGOSL37Lr28M3O/prdfuut0o+tqXjdQpdNy2B+UMDYVbcOmAQRCY6bqTSZlqupkbOGC5Dr75AuH\nMTIRRESJjvSVwzJO9k7gyReO4KE715e0PmX1sP7atWvxjW98A2+++SY+9alPZbz/2NgY2tqib3re\nvHkYGxvLJowEe7t6dbfvM9ieSzmvvH1e9zV74rYnl6NdKHh8UsI2WU79s9weg/Jp7kiXY+ly1Gi/\nI6dHDcurRvlqD6gwjPJxcMyfsk2WVd0brVJ/l8wxIio36a4949vR+J+161DtX48vnHKtqsmmfTPb\nVqqqinFPsOo61oYn/HjpN+fwf///v8V3f9yFV7t6EzrWOlpqcfv1y/Dth67F1z61FTu3LmbH2iz0\ncsoob+O3Aal5Z+Z+TW8/M/eCZuLWK5uoXGk5nFw/PL6Q7nYzuW1cZli3jL1dvfD4pJQpA7T7hVLX\nJ1Mj15599lmoqop77703YfuLL74IiyW3Z/8FQYAwM3LLjO7ubt3tZ3uHdVcROtvnN9wn23KmpoO6\n+056g7EYk8sJhSMz/yrw+aM3kNqFjKIoKeVkEnM+FPt4+ZBNzJs3by5AJLPLNNZ0OZacW1o+ne3z\nY2o6orufoqopeaaVV4nfvZ7495Gv9qBclHveZvqZKmme9UnOU1VVIcuX8lxTjO8yXfmVnmPFiLFU\neQvMnXNaKVVavIC5mMutvc3lGjb+2hMJ25XYNaiK6PWBql7qZNP2014bf51x49r2vF9Xy4qK6YCM\niM4fnM06evRo1vvmmy8o43R/EM++9WsMTaZel7mdIlZ2OnH5Aida660QBB+GL76P4YvZH3PBh6/J\nIeLcFLst0MspLWe1XNW77wIS887s/VryfkD66/RC36tWYturSY693NrbfO9TbIWOUcvh+HMEED1v\nCFBmrTd6cRqVqZWVXMbZ3mGEwpHYOUujInruOts3nJfPIV0Z6fLWdOfaj370o5Ttt912Gz75yU/i\nrrvuMlNMTEtLC4aHh9HW1obh4WE0Nzeb3tfozSzvORAbOhivs9WdUcU1U07Dy2OY1vnLWr3LHosx\nuZzpgB9SJPpMsKu2FgBgmfJAUQAxabWfepe9qI1Nd3d3SW+CslFpMWcaa7ocW764OZZbPr8/lk+d\nrW6E5HHd/URFSckzrbxK+hyNJOdDvtqDuc7MZ5VNXRT/90XDDrbkPBUUBaKIWJ5rCv1dzva+KjnH\nKq39zEY5vL/bv/KvGb3+Fz+4o0CR5F8l5lC5x6wXW6Yxp7v2BAApEu1ks1lFqOEIZEWFAAGiKEJQ\nFKhQYREFOOzWhNfGX2cYxWo2Jo3WVoYlGeOe3BYuOHr0KNatW5f1/vngD0p49+QI9vcM4mTvRMp8\ncS6nFZtWt2Hr2g6sWNQYmxKmGhS7Xunl1HQgekOv5arefRdwKe+0umXmfi1+P0266/RC3quWezuW\nTjnFnmkc5RS7kWLEqOWwVk80FkTvM2erN3pxGpWplZVcxvKeA/CcHIYcjECN664WED13LV/UlvPn\nkMtnaeqx0EgkArfbnbLd7XYjEtEfKZPOjTfeiBdffBFAdPTbzp07My4jmTaRZbKdBttzKefW7Ut1\nX3NL3PbkcrSOt3qXLWGbxZJ6cr3FoHyaO9LlWLocNdpv/cpWw/KqUb7aAyoMo3zsaKlN2WaxCLH2\nM16pv0vmGBGVm3TXnvHtaPzP2nWo9m+9y55yrarJpn1L11b6gxJGJwMVuyJoWJLRfWII/+OFI/jz\nJ97E068cx4kPLnWs2W0itq5txxfuvgr/7eHr8Ylb1uDyxU1V1bFWCno5ZZS38duA1Bw2c7+mt5+Z\ne0EzceuVTVSutBxOrh/1LofudjO5bVymXbeMXdsWo95lg0VMbEe1+4VS1ydTI9c8Ho/h73w+X9p9\nv/zlL6OrqwsTExPYsWMHHn74YXzuc5/DF7/4RTz33HPo7OzE7t27M4tahzZx3b6uXgyO+9DR7MLO\nLFZgMVOONlHlnrgVYm6ZWSFGG0KYXM6KhY3Yua0eH/R7YuXef9tanLkwqVsOzW3pckyzr6sXZ/v8\n6Gx1x3JUyzu9/Z7Zd2rO5Fq+2gMqjO88tD3taqHJebpiYWPZfZfMMSIqN7NdezY3OAEVCEdkrFjo\ngs0m4sjMaqGNLgfWr2yFJCnR19bXAEK0Aym+fevu7sspJq2s5QsadCf1L3eyouDE+Qns7xnEoVMj\nCIblhN+LooArLmvB/PowPvLhTXDYc5s+h1IZ5VT8Nr37Lr1ztJn7Nb39zFynm42b1w1UKeJzWBCi\nK3vabRYsX9CAJZ2z15tMyzSqsw/deRWe3XsKZy9Ozow0tWD5wgbcs7NCVgvdvHkzfvjDH+LBBx9M\n2P6jH/0ImzZtSrvvY489prv9Jz/5ickQzYvvXACiq0k8+vSBjJeETS5Hz707L09oQLVjne0dxvKe\nA9i1bTHeePcCfntsEFJExvmBaXhmGl9VRWwQY3I5ZnAZ57khXW5oOao3bLV/xIspXxhSRIbiC6N/\nxDtreUY5Vcxcy2ZJ83TM1GPKXmzZ7Lg2L5PPu6XBCatVhBSRYbWKaGmIrga6YmEjVi9tjuXcioXR\nJZhVIKHtLDajusAcI6JSSj53XrWyNaG9XLGwMXYu3f2zg3jzUH/sunTtZc0J7e2OjQsL0qbFt5WK\nEl24wBuQZtmrfKiqinP9Hvzu2CAOnhjCtD8xdgHAikWN2HZFBzauaoO7xoajR4/O+Y41M9eQeq8B\nMOt+Ruff5PvA8/2ehGsHo2uXbPI+m3s4ILvrmVyvuYjyRa+/5dm9p3Dw1DCgRlc91usU03K45+wQ\nhJd/BbtNxPIFjRnVQe1Y5wc8gAAsX9CIe3Zl3qGWy/2tqqpp1wsw1bn21a9+Fffddx/27duHq666\nCgBw+PBhTExM4Kc//ampQIqtmMsdxx9LnTnW3/z0ALx+KXrGBSBJMg6dGkFdrQ3tzbVZx8NlnCmd\n3T87iNcOXPqrshSRYz9/8Q/1O8KNcurMhUm8c6Q/ZTuQ/1zLZklzKh29Ni+T3DDK07GpILz+S3OY\nDIx68eQLhwEIqHVaY9uK3eax3SWicpR87pzyhvDagT401TnQXO9MaKveePdCYrubp+vSTEgRBeOe\nICJy6gJL5ejiiBf7ewaxv2cIY1OpE9gvaq/D1rXt2LKmHc31zhJEWL7MnDf1XpOvc/5sZWdz7ZKr\nbK8lcr3mIiqUgyeH8eQLRxLax9N9k3jyhcN46M6rUuq6PxiBxy9DFGe6ltWJ2DyEs+Vy9FiHMTZ1\nacRz9FhH8NCd603XhWzroaKo8AcleAMSOlpchq8zNedaa2srXnzxRdx1110Ih8MIh8O466678OKL\nL2LevHmm3kixFXO5Y71jeQNSwl8k1LjtucTDZZwpnTcP9etuf8tgO2CcU0bLiRci17JZ0pxKJ9d2\nyChPj5weTdnm8Umx5bizOVY+sN0lonKUfO7UVgBNbjP3dfWmtLv5ui41KxiKYGTSX/Yda6OTAex5\n5zy+8z9/h+/8z99hzzsfJNw4zmuswW3bl+JbD16Dv/z0Nvynq5ewY02HmfOm3mvydc4vZNnZyvZa\ngtcgVK72dvXq1imPT9Kt68mv9fii5x8zuRw9VuqIZ48vnFFdyLQ+yYqKKW8Ig+M+TPnCs84Ramrk\nGgA4nU7cc889sZ89Hg9qamrM7l50g2P6c8ENjqefIy5fxzJYCC9le6bxFPN9UeWRIrLu9rDBdsA4\npzz+MBrcqRPJFyLXpv2pDXO67VRaubZDRnmqt4KoFFFiI4CzOVY+sN0lonKUfI7UVk5LvvgfHPcZ\ntru5XpeaMeUNlfVjoB5fGAdPDKGrZwjvX5xK+X29y44ta9qx7YoOLOmoS/tIEEWZOW/qvSZf5/xC\nlp2tbK8leA1C5WpwzJewwqdGiii6dT35tdrPZnLZ8FiyklFdMFufZFnBtF+CPyhl9Ai3qZFrP/7x\nj3H27NmZA8l48MEHsW3bNlx99dWxCfzLjdFwvY5m42F8+TyW0Xk3eXum8RTzfVHlsVn15/ewG2wH\njHOqvja1Yw0oTK7VGRzLaDuVVq7tkFGe6q2gZrOKsFlST1XFbPPY7hJROUo+RwozPQfJq6h1NLsM\n291cr0vTkWUFIxOBsuxYC4Yi+O3RATzxzCF87e/ews9ePZXQsVbjsGL7+vn44h9uxP/7hetw767L\nsXR+PTvWTDJz3tR7Tb7O+YUsO1vZXktU2zWIqqoIS3LCNCBUmTpaXLBZU+uUzSrq1vXk12o/m8ll\nw2NZxIzqwmz1KSIr8AZkDI374cuwYw0w2bn23HPPYfHi6ASTL730Ei5evIjf/OY3ePTRR/E3f/M3\nGR6yOIq53LHesdw1toQ/jghx23OJh8s4UzrXb+jU3X6dwXbAOKeMlhMvRK5ls6Q5lU6u7ZBRnq5f\n2Zqyrd5liy3Hnc2x8oHtLhGVo+Rzp8USvdpMbjN3bluc0u7m67rUSDAUwfBEIO3I+WKTIgoOnRrB\nUy++h68+8SZ+/MseHHt/LDZq2mYVoyvRffxKPPrw9fjkbWuxemkzRJEdapkyc97Ue02+zvmFLDtb\n2V5LVPo1iKqqCEky/CEFo5MBDIz5MDIZwJTO44RUWXZtW6xbp+pdNt26nvzaelf0/GMml6PHsqVs\nr3fZM6oLRvXphs0LMeEJYnjcj6CkZL2AmqnHQi0WC2y26Jt555138LGPfQwtLS244YYb8Ld/+7dZ\nHrqwirnccfyxzvb50dnqxv23rcUb717AW4f6EY7IsNssWHNZM+pr7TnFw2WcKR1t0YJY3lktuG5D\np+FiBkD6nFqxsLEouZbNkuZUOnptXia5kS5PD54cTsk57VilavPY7hJROUo+dza6HFi/shWSpKS0\nVVp7le/rUj3l9Biooqg41TuB/T1DOHhyGIFQJOH3oiBgzWXN2LqmHVddPg81DtMz5lAaZs6bRq+Z\nbb9cjq9ty+baJVfZXkvkes1VbIqiIhyREQrLCEsKpIgMFYA/JCMklU9nO+Vu06o2PHTnejy77xQ+\nGPAAAJZ01Kes4Bmfw6FQCKLFFlst1GwuR491FZ7dewofDM4ca3497tmZ2WqhyfWwrbEW16yfjwXz\n3PAnnR+SybKCk70TWDDPbfgaU2cQWZYhSRJsNhsOHjyIu+++O/Y7SSruydPjC8PltMKiM6w3WbZL\nK2dDO1Z3dzc2b94c25auUyPXYxHp+eIfbso479ItaV6sXMt2SXMqDb02LxNGeZouF0uJ7S4RlaNM\nzp3ZXB9kQlFUTEwHEQyX9gZaVVV8MDiNrmOD6D4xhClv6giZZQsasG1tOzatbtcdeVEJLKIAm1WE\n3WY89UcpmTlvFvKcn67sbK9dChWT2f1KFXc6ihJ9zDM0818kkv2oH6o8ZnM6Hzmcr2vxTavasG5Z\nC6b9YVPnq4vDXrz9Xj+6jg1i2i/hpm1LDF9rqnPtpptuwgMPPICmpiYIgoCNGzdGD3TxIlyu4j7v\nPe0PY9ofhtNugavGBqfd+C0cPDmMvV29GBzzoaPFFRsGGL/NbhNx+PRobLTMrVmOltn9s4N481A/\nJEmG7dkBXK8zWkgvnmwSJN/lnO0dxvKeA1mXQ7kx+j7z9T1rntl3Cq/EjQyLz/VsYsj2d6X+HKhw\nMvmu0uWj2deaaePTxZBJvMXMQ+Y8EaUT30YMT/jh8YWhqtFRWEs767Fgnjur69z4ch0zHTYhSTbV\nDkVkBWNTwZKuBjo45sP+niHs7xnE8EQg5fed81zYtrYDW9a0o7WxfBdl0yMI0flztc40u1U0NdCg\n3CSf35Z21uN8vyfj83jsvisiw2a16N53pTt+pvc+uV5vpCun0s7vstaZFpYRlmRIZb4CMGXPTH3d\ntKotbX3Uyjh2bhRefwSRiAzrswNw11pxxWWtea0DZupXMBTBtF+adcoCX0BCV88g3nlvAL2D06Zj\nMNW59md/9mfYs2cPBgcH8Vd/9VcQxWhjPjk5iT/90z81fbB8CoZlBMMyrBYRrhobah3WhDkRDp4c\nxtMv98R+Hhj14skXjgBQUeuMPuJ67P1RTEyHYLWIEAUB074wnnn1FABk1MG2+2cH8dqBvtjPUkSO\n/RyfWMnxaD9nklCFKEfNoRzKjdH3eebCJN450p+yHcju+3lm36lYbgNIyPUVCxszjgGAYR6m+126\njotifA5UOJm0TenyMbntNXpt/4g3NgRdO96TLxwGIKDWaZ01hkzizVe7a0Yxj0VElSe+jbg44kUg\ndOkGQVFVvH9xCgOjXiyY587oOje+XH9QQu9gCADQ0uBMOccnC4YjmPCEdFd8LrQJTxAHz/rwb/u7\n0DuUegPUXO/E1rXt2La2AwvajB/lKTc2iwibTYTdaoHdJhouSFFJks9vZy9MoOvYIFoanKh1Wk2f\nx83cd812/EzuffTvKc1fb6QrpxLO7wkj08LsTJsrUuvr5Ex9daDWaYvl789fP4PDp0dir4uvjzs2\nLsTTL/dg3BPExHQIUKN1T5JkTHhkHHt/FAOjXgC514HZ6pc/KMHrl9Lmr6Ko6Dk3hj3dkzj/ypuI\nyInntJYGJ65ZNz9tHKYnFrjllltStrW0tOD111/HddddZ7aYvIvICqa8IXh8IdQ4rHDX2GCzWrC3\nqzfltZ6ZiRO1zjXtZ1lWIVovdczteft8Rp1rbx7q193+1qH+WCOvFw8Qfd43k2Qqt3IoN0bfw563\nz6PBnfqYQrbfzytvnzc8zuqlzRnHYHT5PNvvjGIv1udAhZNJm5IuH5PbXqPXvnWoH4vaE2+UPL7o\nNAXaxW66GDKJt5jtJdtmIkonvo2I71iLp23P5Do3vlytLdXK0NrUfV29uHFt4uT+Xn84OnIumzeT\nJV9AwsGTw+g6NogzfZMpx66rtWHT6nZsW9uOZQsayn6Fz/jHO+02C2wWsSoXUUg+v2l5Fp9jZs7j\nZu67zBxfr2yz+2VyvZHr8UshLEUHsYTCcmzONJpbUutreOZfKdaXAgBHTo/q7v/WoX6EJSVhXy2P\nVEQX1fH4wmiud+alDujVL1VV8e/vnEdnqwuyYpzFg2M+vPPeAH57dBBT3lDC77SFbravn4+Vi5sg\nznI+yXjWznA4jL179+L555/H0aNHsWvXrkyLyMl/+6f92Lq2A5tXt6HB7YhtV1XAH4zAH4zAZhVx\nccQLAWrCCVWKJPZUah+ymtRkTGe4NLBkMKwwfrjh4JhP9zWD4/rbjZRbOZQbo+/B4w/rdipl+/0Y\n5fS0P5xVDEZ/nJ7td0aK9TlQ4WTSpqTLR7Ov1RvOLUUUQOecpxdDJvEWs71k20xE6Ri1EXoyuc6N\nLzf+ejn+r/zRdij6Rw1FUTHpDaUsEFAoobCMI2dG0HVsCD3nxlJulBx2CzasnIdtV3Rg9dImWMTy\nfGRSFKIdaZX+eGc2knNXy7P4HDNzHjdz32Xm+Hplm90vk+uNXI9fDFJEmRmZFkFIkg2v5WnuMKyv\nSf0piqpCr78pHJFjZRh1bGnb81EH4uNVVRWKGj1P9Y96dY8fCEZw4MQQ3j7Sj3P9npTfL1vQgO3r\n52Pz6vaMFrox/cqenh4899xzeOWVV7BmzRqcOHECb775Juz24k4Ceq7fg3P9Hjy77xRWLWnGtrXt\n2Hh5G2ri/nIgRRQ01TkwOumHKAgQRQHCzMksnkUUICsqhKTWsa42s/dks1p0G3p73BDujhZXbNhj\nvI7mzOasK7dyKDdG30O9QQ5m+/3U1doxrbPkdV2tPasYtOH0mf7OSLE+ByqcTNqUdPlo9rV2nUdk\nktv4dDFkEm8x20u2zUSUjlEboSeT69z4cm1WMXYDZYvr+NHaISkiY9wTKvj8arKs4Ni5cezvGcTh\n0yOxURAaq0XAFcta0VEXxkc+vLGsJvYX4jrRbBYR1pl/50pHmp7k3NXyLD7HzJzHzdx3mTm+Xtlm\n98vkeiPX4xeCFImu4hkKRx/3TDeqpxB8QQmDo760qy5SaRnW16TcFwUh5Q84QLQ+amVo56JklpkR\nuvmoAx0tLvSPTENRVMiqGhsmN6+xNvYaRVVx8oMJvPPeAN49OZzSUdhY58A16zrQ4vDi+ms2ZBWH\nqRb+4x//OL70pS+hra0NP//5z/GjH/0ITqez6B1rAGC3RUNWVeDE+XH808vH8dUn3sA/PH8E3SeG\nEJ5Z4nf7+k6oarRHVIooiMgK3LU21LsuDWPUVgeyWBIvOm7ZvjSjmK7f0Km7/bq47drEl8l2Gmw3\nUm7lUG6MvgejHMz2+7nVoLxbti/NKoZ0+ZNNbhXrc6DCyeR7T5ePZl97nU67W++y6a76phdDJvEW\ns71k20xE6cS3ETUO/c4EbXsm17nx5epdKwPRdigoKRiZCBSsY01RVZzuncA///sJ/PnfvYW/f+4w\n9vcMxTrWBAFYvaQJ99+6Bo8+fD3+y13rsbLTWbKONQHRDsgahxX1Ljua651ob65FS50VbU21aKpz\nwl1rh9NundMda0Dq+U3Ls/gcM3MeN3PfZeb4emWb3S+T641cj58rVY3OmTbtD2NsKoCB0ehCKBPT\nIfhDkYJ2rPmCEs70TeKNdy/gjaMe7P7Zu3jk797EV3a/ge//tLtgx6XcpdZX+8y/toTt61e26u5/\n3YbOWBnavtqZSPtX255rHZAiCq5e1wEpokTzOS6lr13fiZHJAP7tjbP4v/7hbTz+s3fRdWww1rFm\ntYjYvLoND9+7Ad/9Lx/Cx25YgSa38fgzyyyP7JsauWa1WiFJEsLhMCKR6PDvUs1f8OjD1+Pw6VEc\n6BnEsXPjUBQVEVnF4dMjOHx6JDYsfOvadnz0+uXoOjqA0akAWhtqcO36TlgsAn733iBGp/xYt6wV\nNpuII3GrKN2SxWqh2vP90WeLZditFlyXtGqN9hzxvq5eDI770NHsws4sVscoRDln+/zobHVnVQ7l\nJt33uWJhY87fs0bL6T1xKy4m53o2MWT7u1J9DlQ4mbRNZvLRzGsPnhxOOZ7ZGDKJN1/trhnFPBYR\nVZ74NkIUBQxN+OHxJq4WunCeG4Pjvoyuc5Pbnub6GkCIzr3U0ezCjVsX4bLOenT153/+JVVVcWHY\ni66eQRzoGYpOfJ1k6fx6bF3bji1r2hOmhSkmURBgt4mwWsTYqDSrRSz7Od3KRXKOrVjYhJ3b6vFB\nvyej83jCfVdE/75rtuNncu9jdF6eLU6z5RTi/F7sxzx9AQn9o14MjPpi//WP+mJzbV2SuoovlafU\n+tqoW1+11ULT1cd9cauFSrIMm8USWy00lzqgdRoHwzJWLGzEHTeswDtH+jE6FUBTnQMtjbXY8855\nnO6bTNl3yfx6bL9yPrasaYerxpZaeBy71QKnwwKn3Wo4alUjqKq56nbmzBk8//zz+MUvfoHLLrsM\nZ86cwWuvvYaamuItZd3d3Y2OxatiP3sDEg6eGML+niHdD81dY8PmNW3YuqYDyxY2JExAJwCocV5a\nACGfMW7evDlv5RUDYy6sQsZaSZ9DIfFzyD+zn2m1fvbV+r6A6n9vAMri/d3+lX/N6PW/+MEdBYok\n/yoxh8o5ZqPYyiVmWVExPhVEOCLj6NGjWLduXV7KHZ7wY3/PEPb3DGJwzJ/y+46WWmxd044tazvQ\n3lyrU0JUPmPSaIsM2KzRedFsGc6NVi7fXSGVU3ubqUr9fvTiVlUV4YgCaWZFz7CkFGzlXm9AwsCI\nFwNjPvSP+DAwFu1IS+1E01frtGJ+qwvzW1yY3+rCJ29bW5A408nmu6+EfKmEGIH8xBkMRzDtk1Lm\nWVRVFWcuTOKdIwPoPjGMkJT4+7paG65eNx/XXjk/7SPJx44dw5ZNV8Fpt8Bht846Wi2e6TnXVqxY\ngUceeQRf+cpX8Prrr+O5557D9ddfjx07duCxxx4zfcB8ctfYsGPjQuzYuBATniAOHI92tGlLcXsD\nEn598CJ+ffAimuod2LImuhT3wjY3IAjwByPY3zOE3x0dwNhUEPNbXbjp6iUAoitODI750NHiwtGz\nowl/RetoqUWt04b3L04lbFu5qAlne4exvOcAdm1bjH94/nDCxYK7xganwxr76+GtWYySM+uZfafw\nStxIj6tWtiIsKbH3tIsjIcrGwZPDCfmmfTdG24HoMuRvHuqHJMmwPTuA6038xS45J+Lzz+hY33jy\nbRw5PQpFVSEKAtavbMV3HtqeGENEhs1qSYjBqLx0MRj9Lt3noP0uvt4l/y6Tz7VYyiGGYnrwu68m\ntIUdLbW46eolut/3nz32ekLbumxBA/xBKWX/H/7FTaY/x0zyccXCRsOcysVc+86JqHDi25MpXwjj\nUyHIigKb1QJRAILhSzcUogDEP/XlsItY3F6PjhYXpv1h9Jwbj53HF7a54fGFMe0Pw2GzoKneCatF\nQFOdE9deOR9XLGuJlXPs/TG8faQfo5MBtDbWYPv6zoTfG5nyhmLX6+cHUieRbqy7dL2+qN2dMMgS\nkg0AACAASURBVCos22POxiIK0VU6tTnSrJaMbqbIPDP3J2cuTCa8ZmGbGxeGvQnn6v4Rb8o1aOc8\n96z7mTnH610bADC1rVD3dfFUVUVIkrH/+BBeP9CHoXG/YX3Its54/WH0x41CGxj1oXdo2vQCJqIA\n1DptWDq/HmuXtWB+qwue0T5s27yeIz0NxLfrjpnH3EOSbPr61i6EILiHZ70Pmk18/lsEARCif2BJ\nqUMXJxGWFDhsIpYtaEwpXzv++xcnEZIU2G0ili9oxJKmENJ1rRntd3HEi3MXp2Ijpx02EeuWt2L7\n+k5M+8L41e8+wPCEHxE5tWO50e3AdRs6ceu1S2GxiDj2/hhe/s25hHqxfkUrahxWOOwWNLstaK53\nzvpZ6TE1cu3MmTO626empvDb3/4WX/jCF7I6eKa6u7uxbOUVCIbltD3yg2O+2Il7aNzgL2FrO9Do\nduDXB/ti2wVBQCgcgSAIseGB5wc8ul+SHrtNREudBa7a2rT7OeLmhbj3psvz3hA/s+8Unnn1VOxn\nRVERURQ01TnRXH9pKP39t63FplVtFdPTHa+SYk4X68GTw3j65Z6U7deu78Q7R1KXGr//trV4490L\neO3ATN5qaxkDuHHLIsMOtuSc0Nx70+VYsbBRNwZFRUInh2bD5fPQ0uC8FEOcG7cswo6NC3XLWzK/\nHm/pLJ9+700znWs68V23oRMf6Fx83z/zly7tOD6/H67aWt3fxUv3uRaro8PoOy9mDGbka+Racsda\nPEfSHDm1Tqvu40B6muocaGlIPfElf45Gn7dePiqKijqXHc31jpScyuW7KbfvvJLaz0yV00gKjlwr\nL+UccyYj1+Lbk6FxP6b9UsbHs1oE1DismPZL0UsIAbHHxkQBsIgiIooCVQUaXPbYqt133LACqn8A\nQu18/OuvU+8N7rhhhe6Nuz8o4d2TI9jfM4iTvRMpj6i5nFZsWt2GrWs7sGJRY8KTJppj748ZHlP1\nD5geuWaLe6TTZrPAZhEhFqAjrZzzLV8ybW9T7k9UFRE5ugiddiM77gli2i/FcuD/sPfm0XFc553o\nr9beuwF0Y2uAJAgCFMWdEklJlGgtpKwttpZYsp3EnjiO45k38Yknybx5yYnP0cTz8jI5M4niycmM\nx8lkNE4kWUm822JsUZYli5QogqK4iqtAEMTeDfS+1fL+qK7qWm71hgbRIPt3TpPoqrq3vq773Xu/\n+9V3v58gKjmUGJoCW4wcLAgiJBkGhkJlWzS03UikcpIsw+fm0OF32s7xJHtZzS/I6iIXSceApVnX\nqZFpubyIoyPvYcOtm3CqTH9Q+2C5PqNeozrRSo40ZWtnteOKk2fQ3+VDb8gDigI+GI1ofUp1oqn3\nI0WYLgehQTNGrunH9XRWQCSWBQAEAw64nYpPopJ9q+p0uXVQJbtTr/9qHwKg9SO1Dzl5BpFYyV4P\nBpxwO1mtflU2/W9Rf48sFfCvP7HT1lloLifLMmTIKAhWvwrLKHpmJiYww+NkEQw48fi9QwCg9Quq\nSHxJU8BnH9ukybSY9q4qcu23fuu3LMcoikIqlUIsFrtuzjUAaC8Ovvli6Gs2J1pCAnuCHvzSPYN4\n7O61GJtO4N3T03j37DRiSUUJpiJp/ODNywAAnqXhdrLwOJVEo/GUMpg4eAY0RVXtWFNkkgCog3p1\n5Q4cGm34IPzKoVHDd7VjxFM5g3Pt4JGxplrM34x49cgY8fiBQ6OaMavHwSNjePv0FLHML45P2DrX\nzDqhv8+GgQ7iOZJjDQBOXJgDa7PfXMk7SB7gSI41VQa73vKL4xNY1W2deA8eGbMtU+5cued6vfqC\nXZvfqP3RzrFGQrWONfVaknPN/BztnjdJH0VJtoyTpDprxc3W5i200MLSQT+eJDO1O9YAxUZVy+re\n0QFQXqzJoqTNo8lMXps3D5+YwJ1DFA4RXlKp59VFe74g4uSlObx7ZhqnLs1Z7GKeo7F1qBO7N/Vg\n49oOi5PCjHL3vHPI6hyjAIWh07S1sxU1s3ywrE9EdX2S15xr8VQekgTQrNJO6hpGlGSoWXzs8u/r\nj5PKiaJsuJcK/VxMspfVuvRZhEjHgMat6/LaFk+F0VP9aQVR4WWspg/qr1EI/kQUBBkv/eQc2nwO\nTEWqd6IpzhUdA26R/bYn6MEXntwKAPjGd0/CyVtdC3qZWiBDP67rt9jGUwXNuVatfVtpjVTO7tTr\nv57oQu1Hah/KF4ztHE/l4XayWv2qbObtwvFUAT6XvRz6cvr4L5JjDVD9LZV9LqmsgGAAePvkJCiK\nAsPQoCkjh0CjbPKqnGuvvfaa4Xs6ncbf/d3f4YUXXsCv//qvL1qIesBzDHiOgc+tNLiasDGXL9EJ\nUxSFNT1+rOnx46n7h3Dh6gKOnp3CyAczSGeVsNa8ICGfzGMhmYeDZyAIEihaiWCQGp6y1YpEuro9\n6oupU6XHNbPBTEVTDb93C7VhKkJug3g6T3QCTUVTRPpxABYnsx52epZI521lsIMky2VlsKtPTXJJ\nksGup9n9pqloyjY5a7lz5Z7r9YLd82n1x8bA/Bxr0UcZMkgEeIttm1abt9BCC42CfjxZTFqlcmX1\np/Rj4lwsA8CNuQVyUvLZhTTOfBjBkdPTOH5+xrA9FQBomsLGtR3YtbEH24ZDxIW4HezuORfLgIIb\nHEuDZ5WtnSrpQMuR1lyoZn2ylMyV1czxi12X1Vu+IChr2GpzppH6gyzLmI6mcO5KFJNzKZwbm0eh\nIKIgSBaH5KxNf/K4OIRDSj603pBH+/uvXj5OvD4SL0UlleujLZSHflzXR2Hp/67Wvq20RiqHSvqr\n9iFzpFih2LHU+lXZLNcJEgDaVo6pSEpjt1XuVx0oCgj6nZjTRcmZwTI0FpJZABRx23+jbPLqZzUA\ngiDgxRdfxDe+8Q3ce++9+Pa3v43u7u6GCLIYMDQFt5PTPLuCqITOZnUMKTRN4ZY17bhlTTs++eAt\nOPNhFC/+5AMsxHNaw+VUI0BSBh23s6bHUxd8butCvxF1JnSeYgoUZMgWRerp8DT83i3Uhp6gB5Nz\nSctxv41e9HR4MDqZIDq3SI4rFWad0B+3k8EONEWBZWlbGezqs5PP5+YhA0T57Mr0dHggA8T7lDtX\n7rleL9g9n1Z/bAzMz7EWfaRAgSYETyy2bW7UNpckGaIkQ5JliKJivIuipLyckmUEA9eP8KiFFm4W\n6McTiqrfwVauLIXSokYfUBYq9ulQmwuz80pUsrIQkpDKCsjmBXztW9ZF+FB/G3Zv6sZtt3TBW6fd\nq78nRVGgilEHfSEvOnwUutrtCQ9aaA5Usz5haApS+R1edaOaOd7OXq4W1azr1Jxp+YKEfEHZgVVL\nP5ZlGQGvA1ORJAqCZPhIMvAXL75XsQ6vi9McaCUnmhd+D1n+zna31v/0COnmeX0ftbumBTL04zrH\n0ppTSs9MWa19W2mNVA6V9F/tQ3oZAWW7vb5+VTbLdazxOj3yBRHtfiem5pJgGVrrF5UczS6eAUVR\nit+GvOkKFKX4gnqD3rqfTbWomvbmu9/9Lh5++GGMjIzg+eefx1e/+tWmcKyRwDI0PC4OwYALvUEP\nggEnvC5OCzlnGRpbh0L4tYdvRV+XB0G/Ay7euNDK5ETDXuJqwHOlx8ky1b0te7iYELOReMRUpzpp\n+T3GrU4qjXQLy4f9Nm1gpxf7dq/G3u1h4rl7bI4DVp3Q38dOhsG+APH41uFQWRns6rOT7+E9A7by\n2ZXZt3u17X3KnSv3XK8Xysl9I6InWP2Cp93nqHxRhWvNz7EWfWRoyjJOkuqsFSutzUVRQkEQkc0J\nSGcLSKTzWEjkEI1nMTufwVQkhYk5hS1sZj6NuYUM5hM5xJI5JDMFpHOCJWKlhRZaaAz044m3mB+4\nVrAMpZWlYHSyUYDB2eF1lRbbd21Vxs09W8PICyIWkjlMRNKYns8gmSkYtn6u6vLiqfuH8Cf/1934\n/V+7HR/Z0V+zY42CsmhzO1js370arC5fGsvQYGgKD965phWhtkJgWZ8w6vqkpBd+D68dB0q6qNdJ\nuxR5+uOkcgxDEZ1H+rmYZI8ytDXShXQMINuZqjMtnspjdj6DybkUIrEsEum8FgRCgiwrqSo+GI3i\nZyNX8cK/fIBvH4ri97/2Jk5cnMPMfBbziTySGQG5gjU6DVBeiDs4Bl4Xi3Yfj652Jz7/8U34L7/z\nEfzer96OX3loA+6/fRVuWdNh61gDlD5Pwl2649Vc0wIZ+nHd2B9KY3y19m2lNVI56PXf7PQGSn1I\nL5deZrV+9f5mnVLL6eVIZwuYnc9gdiGD3Ru7kS+IkCFDEJUXuOV8aw6Ohs/DwevmQFEUvC5yYJQ6\n3y3m2VSLqkKzPvaxjyGdTuNLX/oSNm/eDFEUDSQHQ0NDDRFmKUBRFJw8CyfPIgAlqi2bF5HLC9hc\n3P99+MQE5mIZtHkdaPe7cOHqPMZn7CN5Al4eXheHa7Ol8MGeoBvrV7Xj0tUZhENefObRjUS2UJeO\nLfThJWKVUes8UGT6aPM5sHU4hEJBwlQ0hZ4OD/a1mOqaAmobHDwyZmmbof424nG1jJLfTNnadk8F\ntlCzTpD0j3SvcmyhmgwCWQZSfeFOb1kZSOeOnZsh1qW/z6WraYRDXuK5ap/r9UK5Nr8R8Y0/fNCW\nLZTU3rWyhVZ6juWeN0kfVf2w06l60AxtLsuKkSJKMnIFCclMwRBlJorF/5dwS04LLbSweOjHE5qm\n4E7mEY1lIUgSeJYBVZEtlMGaHh96OjyIp/M4czmCvCCBY2l0d7iRyhSQyhbgdbAIeHlwLI1QwIW7\ntobRE3TjhydSGItcxFTEutWrs82FXRu7sWtjD3pDtUUBUBR02zoZzYGm4p5tfXA7OeI4OjJiJVhq\noflgWZ94rOuTzzy6ERfHF7RrOvxO9HV5cU3H+vlwkS3UbIPq53S7cpXmeDt7udpjz+xbD1GUSpFp\ngghBKJ9oSHGi5UvMnJEUJmaV/1NV5lVkGQrdHR4MrWozbOccm0po61y1H9eT/2yTac1Mqquaa1TQ\nxUTyLSgw24kdAScgKylMqrVvgz4WTz+0seI6qBzM+u8oRgmrbKH6PkRRClsozzFY1xcw1K+XjaJi\nynq1yPq5uj2H7cOdSKbzii0qyUik8zhyegqHTkxiKmqdW/xuDixLIxovBT45eBo7hrvwwK7V4Dga\nP3v3Khw8g4VkDvOxHARRKpJUstixvquqNWIjUJVzLZVSnEhf+9rXQFGUIcEcRVE4ePBgQ4RpNEgU\ntAC0Y90dbsRSeXwwGkVBkMCxKey8tQtP3jeE10euYnwmiVxB1PKzqYgl85bBLp7K483j15RQw+gE\n4uk8eoIezEQzmmPC6+YgFBNRqk/wuZeOGaik9TTodlTPJGpps5NuqL8NGwY6tN/+kR39N+zifaXj\n4vgCzoxGkUjnEY3nsCbsx223dOGN98bx9ukpFAQRo5MJcBytteHpyxHkivvRcwURpy9HtPrMOrW3\n6PSamE0ilsorLEupPCZmSw5ku3sFA05tCyjL0oYE8uFOL3weXtPDsI7xx+43AdD032xoPLOPzLCk\ndyjaPbtYQkBOjBruY1euXH310FbXU6acDDcicqYoplxetNXH+bgxX8J8PIvbNnQhGs9pOq0aaiS9\nBWBpDzv9Jskw1N+m6KdcOdeDXdvbHW9km4uSDEmSiv/LShJyufi3VHKUqX/r3/wlMqJG8NNCCy2s\nPOjHk6f/4IdavhvVLtDD/NY/lxdxfmwBF6/GsLrXh63DnZidTyPU5tLsy7mFDEJtLuzZGsbqHh9G\nPpjBPxw4a1jYqPB7eOy8tRu7NnZjoNdfdRQZy9DgWRpnRqN4871rmJlPV5xDl2vurGeeX4n3vB4w\n23rPvXTMMj+fvhzRcoJl8xksJHPaC6B8IYuTF+ewZShksUHNax+eozE+kzTYnJo9UBAxG58Cx9G4\nOL5gWGc9smcA/+srHzXI/dxLxyz2QrjTC0kuzbfKi8CU4SXV6csRHDoxgbmFDIIBJzrbXbh8LY65\nhQwYhgLHMoglc5a1ph1oSsmLtjYcwKbBIMIhD3pCHm07qnq/wycmtD78m09sqb/BTCDZR6qjjKKA\n2zd0Ydet3QoDI02BLjpnGIZGm4dFT9BDjPhrob7xTS1z7NwMXj5wHH//ylm8emTMMF68emQMpz+M\n4O3TUxCLDieaVvLXD/T48fT+9Qbb9dK1BchQGEDbfcq6L1cQ0RP0aPVdvraARLqAdFZxjl2bTeLN\n49dA00qkJIoOOSfHoM3ngNvpQE/Qg/4eHw68NYUXf/59iBI0UgHSi92Al0dv0IPJuRTSeQFMQYKT\nZ4qMpTwevXutFoShHyt/9eFbLc9RvebvXzmrjaf//jM762ilyqBkud5sDdcftdCimulpASXsEKC0\nXGp6CnN97gmVrhUAIrEsUlUOeNWAgqLMgJVKWk+DrqeSBkpUzyRqacBI/Uz67YA9/e5KpAtfSTKX\nk5VE+Q0AfV1efDhh3Tj+wM5VOH05QmRg7Am6sWkwiNeOWt/gdne4MR21lnlg5yoAqLlMuNNLlPuZ\nBxUdJJ27dW0Hzn4YJZapJ4JT/+wkSQJdTKRRb3219pt6y5hhcIDoHCGKAaOcC3ir3y7ZKFTbxypd\n99lnD9iygJrXYCxDW5Kf2l1L0k9ZBnxuDt0dpa2o6jhfTXnIgLdYXqU0B8jtadf2d20N4zCBxauc\nTsh6R1hRByQZxu+mvxczcZ86dQqbN29eRA3Voa/TyvS71BgZGQGAppgfPvZ736vp+h/818eXSJLG\nYyXNwSqaWWY72SrJ/PQf/HDRW7AdnBKxls0LmE/k0e5zgGdpZHICUlnBdtsaRQF3bu7BZx7ZWDEC\nhYJi1zp4BjynEA/QNNWQORRY2ratV8bFyNSo57LUWOx4+9xLxyz2Z7WrUv16CkBxwc1pTKDReBbz\niRxYhgZdNAAKxWhtSk0qWFz70TSl5YxSobcl9XKat1BzLG2Yjx/dM4CH7xpAPJXHoZOTeOPYVS0f\nWl6Qqv59fo/iWFAjQM98GAHH0sjnc3A5ld/4+L1Dhqiw05cj+N7PL1rqMl9XDqqjjKFLDjOaonDq\ncgQv//Sc9sPVHv/ZxzZVrZPNMgbXI0ezyE6COl7o7VagZI9G4znMJ7KAySmq+hKCASf27V6Nwycm\nkM4WtLRYkiQDxfbX+0U8LhaJVEF7qWMHmi4FZLV5efAsjdmFrC3brxk8S0OSZNA0BUEsbXvW+0Du\n2R7Glcm4pax+rKxnPF1Mey99xv5lAomeNp5SHGmqc81MYa462NI5AT0sDVlGQx1rgFGpa6GS1mik\nCdTSgJH6uRw1bzNNyjcT4ql88Q2O8vaGLU5aJMpvALh8LWZxBgDKNkzSm2kAmIqkiW+V1XN29dmN\nceXK+GzyMhw4NGpb34kLc4bEnPoy9TjD7J5dvfXV029++s4VbeKQtX8UGYb62xTnmOosk2VIEorf\nrdFE5bAczjUAyOQELa+IYmTV/rbRzrFGgp1jjQQ7/UxmCug2fa+2vEwoD5B1wE5fDhwaNTDSqvrx\nk7evYMOadiWHRPElid6x2kILLbRQKxqR2zBXUMbdRKoASZIRiWVtHfhUcVGtzgcfjM5bHGsUlBcl\nXNGJxnO09sLYjJVgry6HjCvhuTQCbx63voiqFmb9FEVla6XqXIsXk7KLogyaVXRUsll4SZIMmFT0\nwKFR/PJ9QygIEt547xrRXpMBywvRH771IX56ZKz6SDSagsfJ4vYN3Qh3qgQDXkM+xW989yScvLUP\nHT4xYXCaHSK82AOAt09OYttwp2bL6e06qzONbOe99f4E0Yl+o+nkSkQlezSeUuxwS58p+hLiqbzu\n2oLhPADQLKX1J0C5vhrSEX1/iyXzYBi6ascaAOQFSckBaiqn94H84vgEVnVbX+Tq9fJ6j6c3rHON\nRE9bEKSSqx32b0dkucREtFKgp84tR83bwvLAjto4lsqBKqOHZuQJDJ16kBg8y6FSfXZl7H5PIp23\nda7ZORDqpS0vJ0M5yMWoIMi6rXSyjInZpNFRVnzFMz6bwHw8W4wYQimKSJZxdToBUvDvZCS5aDr3\nZkDUtEWTogCGVt4CM4xilKVzIpKZguY4VmyvkrF2vWFujlr9VqTr9WOnGk04MZeErC5A5dJCNJbK\nFV/gGJ2n12YTNTkaW2ihhRauFyKxLDI2jjonz6AgKosciqIgS5K2AE9lC2BoCjzHKJ8i2UC1L2JW\ngr26HDKuhOfSCNRqs5aDDBn6QBrVMVBtnLfZloulcpgqRreXe/GnJ/EAFGdeWrQ61tQoHsVEohAK\nOMGxtObU+tRHb7G9x9yCNQcVRQGReBYOjtHsrflEtrSrSRddFkvlDBH99eBm0cmVCLu2iafzCHj5\nirl0C6KEQvFava7r+05BlDTvXD25eSUZkGp4ga6hwlRit47V6+X11t0b1rlGoqc1R83Y0ZDrbQL9\nNebtm/ViKXbi6qmfy1HzttBc8Do528gaEjiGRr7M4ETaVlfOxuVZBjJqM3B4lrGlava5ecgA8Rxt\nI4iZtlzv/AJK+R00l1dxu5zHxSFZvI9cjAYDFGYz1RmmUjhrkWNlosXafA4ihXhXwIV0jvwG8maj\nHZfl0lZ1FB9JOifZ5u+qtLwyj62NgLku0jivfrfTBTWyTP2tXX43piIpg/60ecn64nFyxDH+RtWJ\nFlpoYeXDvEuD52h4nCzcDha9IS8uXYsZbBV1mPW7eS0PTz1YCfbqcsi4Ep5LI8CxTMMcbBSUPFIq\nGFrJ40QRLBFtitZN1WrkmXqe52h885WzmJyrbQFOUcAtazoQDnlw8eoCsnlBc6LNLWRRECVwDG2I\nRNPbB2qkjvoSk6Ep9Ia8mCk6AhgamgM7HPIi1FYq29fpWzK9uVl0ciXCrm38xfWV2hfswDE0XA7F\nJcSxpXWkvu+o26YLggSGpiBJ1TuuFwNS/9WDt4mK1uvl9dZd6x6tGwQkmlW/hzNQwtpRmOuP66nK\nGwV1z78dzFTSRCpcU0SInvp5qSlmW6gdH4xGcWFsHpevxXBlMo6r0wlMzCax45ZOzTGk/4Q7yR3+\n9lu7EGpzEs+F2pzYeas1vFWWlXOKg8n42bmxC7s3dhPPdbW7iMfv3NKDfbtWEeV+YNcq23O3ru0g\nHr97exhTEYUhaWI2iYm5FKYiKUxF05iKpjEdTWNmPo2Z+QxmilTNkXgWe7eFDUlq1b/v2R5GOico\nrMAFEQVB0nIVlvNr10Mh3qIdLw8ZsNB1E68r6hbL2I+01egnoGz7F0SlzQVBgrtoMJivs+tHHier\n6Yqa5+yOzb0W/bFr+4/s6CMeb+lECy200GiQtorVCzWCJuh3oKfDDZ+bB8PQ2LujH/t3r1Yi16Du\n7FA+j9y9dlH3XAn26nLIuBKeSyOwd3v986LZWmAYyrDG83v4Yj610gvYci/yBEGCIMpK6gZJRiYn\n4q33Jwzs5STQVHGtxlBgGQof3zuIL39qB57Zvx6P37sOTp5R1myUktOVAuDzcMUyCiPuw3sG0NXu\nRm/Qg3CnF90dbnS2u9DhdyLgdeCRPQMaQYDa9wCrPiyl3twsOrkSYdc2qm/A71FSy1j6TNGX4Pfw\nums5w3mGKV2j9i+/h695ZwpDU/C52ar9KRQAl4Ml+j30f99jM4bo9fJ66+4NG7lmpqdVaVb1x3as\n70I8ncfZD6MGKueP7OiveE0klsWJC3MaE6jbySKdFSAVQ35vXdsBQRBx/qp1UJZlQJBlcCyNdp+j\nSKEug2dp9Hf7kNCxhZqpnu2opfU5pux+e2tP/PLhuZfeq+n6iVnrmzKapnD8/JyWYFS/0GdoCk6e\nxcRsCl4Xh1SmoORqpZR8XX2dXkiSjPlErrjtGehsc4FlaDA0jd6QG9ORNCRZuU9/pwc7N/Zg5INp\nXJ1OQiqSaAyE/VjX1waGobB9fSdOfxhBLi/CybPYNhzC6m4fGIbGXVt78d4HM8jkBbgcHO7Y1IN9\nu1bj9ZGrOHxqEulsAR4nh4/s6MPDdw7UFWL8yB7FqH/jvWtIpHPwupT61OO1ohYK8cWUWUn40n/5\nmSFHB0VZc3QU8jm43nlHyymoz91BUxT6u3w4PzZv2DrBMhTafA5EYlnF+KWAznY3Nq7twFvvTxii\nMx0cja4ON67NprTEpqu7vbhzSxhHTk/iymRCI3kZ7PNjqL8d58fmkUjnEfDw2L97DS5cjeLc2AJE\nUQbDUNi4tgMf37sOP/jFJZy5HIUgymAZCluHQti2vgvHzk4jncmgw+/EHZt7sX51m8KwVPxNQPm2\nX93jv2F1ooUWWmge/OP/90uLIjVgaAqdbS7QNBAOedHX7cPUbApzsSJz5x1rsHODkoXS6WBx4NAo\nFpJZbTFWT35TPVaCvbocMq6E59IIfPlTtwFQ8ibp11hm4i6OpTW2UJqisHU4hC1DIW1t5HVx2H/H\nGgz0+vH60auYnk9jXV8b1q8Gzn44j1S2AI6l0RPyIRrLEneM2FmhAa8D4ZAHC4ksZuYzxXxPFHZt\n7EZXuxtvvncNqWwBHhePfbtW4Yl7hzR76N7b+tHud+Bn7yoyDfQEsCbsx5WJeE3tqteHS1fTCIe8\nxHJLqTc3i06uRKht8I//chx5mTK0zVB/Gw4W2UKT6QIEUVIYXGnAwTFY0+vH0/vWG66lqAXkCxJ4\njkG7zwFQQL4gFutV9Pfi+AISqRxSWaFsHjWOpdHmdcDn4dDb4cHa/gB+cugioklR6Us0DaeDgSjJ\nyOaUuhiawqpuHz73sU24OL6g9XMHXcqdqPd/HDs3U1Yvr7fuLitb6AMPPACPxwOapsEwDL797W+X\nvb6ZmTpU6GWUJBm5gohsXsB0NI0jp6fw7plpjBJYLQJeB3bd2o27t/Vi49ogXA62ruThi5V5pWAl\nyTwyMoJnXxhfbjGaFmpyZIZRHTa0Idmq+naPpijtLUrpHA2appBOJdHW5i8eJ5SnaUM5iWbSsgAA\nIABJREFUw31M9ZkTvjIMrTmK1Gv1ZWnaWl5/jqbqIwLQY7lYF1t6a4Wqr3qaebNDUe9opGkKDFW6\nnqKMuql+1x8v1QNCvcZrGEK9GnkKTRfz5BnLjF8dw8DAAFFug0y0mmMPVrlNv0utQ48WW2iLLbSZ\n0Mwy18sWqkKWFXszlxcRiWVx5MwUjpyewsWrCxangc/N4bYNXdi9sQeDfQHwHAMHx8DlYA3si7XK\nupxoybQ8uF7jrSzLGhmQIEraDiAlykzSXh6rOyAmi7shJudSVTue23yKE60n6EG404NwyIueoBse\nFwe2GGGmfCgDMdn1WqupWMl61Syy32hsoSquh4wFQcKHEwt47eg4Dp+ctORmZhkKW4c7cc+2MG67\npQseFwcHxxj6yY3+LJc9cu35559HR0dHQ+o6dm4Grx4Zw1QkpbxxI3glXz54Hq8UPaA+N4/+Li/G\ndVFgjxQjxfTX+D08xmeSKAgiOJbB3mJ0m/5ePEfj/QtziCWyCPw4gkf2DFjCibs7XFgbDqAgKLTm\nmbyA+SK7YyyZw6vvjuHVd42MFkokRadBnm3DIeQLknbvgbAfoxNxw+/+7//8vuGtT7vPgc3rQmWf\nTTXPr4X68K8e2whJUowAsRhyLskyRFHGB1eiuDIZR14QwTEM+jo96O/2YeTstCEPisvBYP3qdoiS\nkkg/nsorUWgA3C4WbV4nRElCJJY15F1jaAocRyOba1zi2EZCBjTmRAV1yjk92yiRlgQsQxUjBYsO\nCsbsyNOfU515yrE//bf3LIvMO27pVPIqyEZmS/3/yVQaDocTkixjbiGDfKGkeyxDweVgkUhXn1ew\n2WHV1xWKo+8vSbV6p98//ekvLck9WmjhZsdzLx3DG+9dq4lhWUUiXcDPj13DoROT2Ls9jH/3afIC\nwmwvq7bnpbEZrDtztGE2Ysv2vLnxR//jLZy4MKfstgCwaV0Qj+xZizeOjWM6mkaozYXzY1EDi6Hf\nw2FVtw8XxhZQEKWacmHTFAyRNgEvj7u3hXH4xCQuji9gKpLG7Hxa032/R9mWOTGbxJvHJ8quBUm6\n+9xLxwzlNq7tgM/N16zvaj/R9z8AFe/fyP7V6qsrE8fOzeAfXz2P0ak4IAMDvX7s2NCl+Q4cHINE\nOo/paFpj6KSK5GQylGhRj4tBh8+FuVjWwBxqhiDKOHF+BqcuzWkpsNT814CSGzzczoLyzmi68/LB\n8/jn1y7YMuxyLI1wyAOeYzS9A0q67yi+FMoVRINf5NI1JQLPwdEY7Guz6OtS6fOyO9cahWPnZvDN\nH5/Rvk/OJbXv+sZ7+afntWvm41nMLWTA0MqiN5HK44UDHwCAxrYSjWU0lhaKUhK/v/buVRw5PaUx\nr5y+PIf5RE4rk0jl8c0fn7XIOB3NYD6Rw+puH2RZRiRmTYZtxomLczhxcQ4co7wdiSVyeO3oVbT7\nnOjwO3BpfAFHTk8hGHDA7eQwOZfEV//2bQt7zXwih8MnJzDQ6yc+m2qeXwv1464tvcTjrxz6UHPA\nMjStMFDOJDEXy1gSDGdyyhvpVd1exJKlgU0GkMoI2DrkxXwiZ3CqAoojQLJxrLl4BpuHgnj3zIzl\nnMfFIpWxDnT93V5AljE+Y9262h10Y8Pqdrx/YVaTTSHdlDG8qh3tfmfRyShD0jkao/EsxmcSShk1\n2TwUwodEJq8Sd2p1uZ0cJElWiAZ0Seab2d2h5PJoTgenHb745NaK15w6dQqbN2/Gcy8ds2xnFkQZ\nyRocaxSqb0MHx+BLn9yu5UWTZFmLDtbDzgm2pteH2zd0G8pruinLmJmZQ0dHh8JwJEkGplhR72Q0\n/Z1IFzC3kNbpqwKvmwPPMpqTkuSwFKXSsZUKSZIhQUYDSeBaaOGmhyTJCqNbQcRf/dNxvPX+5KLr\nFEQJPxsZB0VR2vY8FWZ7OZZUbU8HHGzjbMSW7XnjQmXWFiQl4kySS2RBUpEw6M9fGMHZ0flSGQCn\nLkVw/koUoTYXCoKEK1Nxi/Msnirg9OVoVXK0+x34pbsH0Rvy4G++fxLRmJGAKZbM48dvjSrRNaAQ\nS+YQjWcNa8N/OPABJKmUs420FiTp7nMvHcNrR69q9yoURBw/Pwufm0N3h7tqfdf3E7l4r69/+wRQ\ntIft7t/I/tXqqysTx87N4OvfPoFIrBRhdm5sHueuzKOzXSHDGJ2M27yoUTqeCBkLCQkLierseUEC\nIJFf/BQECVfn8vj6t9/HF5/ahovjC3jhwAdlX1gr40ACHX4HZFk26H46W8DYlNKngwEnLo3P48jp\nKcMaNgFAlhc0UoPbbulaUn1edufa5z73OTAMg09+8pP45Cc/WXc9rx4ZIx4/eGRMe0ivHBo1nFMb\nUtk/bzymfie1tQwgmSmgu/hd9eCKogymAkWEGtVBURRyheoXUAVRLvqPFcSSWXT4Hdq946mCNsCa\nHWsqzMf1z6aa59dC4/HGe9eIx/Vv6PQYn0liOkp2yo6cnbF9i22naZm8iOPn54jnSI41ALg2bWVc\nUTETSWOgx482n8PgWAAUttBPPDBMLPeN755EZ5uVTTGRLqCHQB/e1e6GDGhsjZlsFi6nUzv3G49v\nLjruJM3pIUoy/v6Vs4jEMkpi+6KAMoB2nxOP3bO2FFWoOTqk0t+iGm0oGZwgomY4lq47eXEOmVzB\n4PSTZRkOjsGqbr8SwSiZHCqkeosOyJWAczoDWY9apK/l2lxBxF2bS05rGcA/HPjAkmTVbsKenE3h\nlz4/qLHISpKR9+jUqRw2b76lBokUfOO7J4nzQFe7G7/5xJaqys/Opw2MozKAzoALv/roRoND74UD\nHyASyxSvKXW4Np8TH9s7aHDayTI03Rq9cgX9/au0elTdNjv6VAegLCkMviRnoMFJaHI0ttBCC/VB\nFCUUBAmprIiZaBqFInOxJMt4+9RUQ+/1i+MTFueaxV4uzkPxVB6dgdLSYbE2Ysv2XPlI50QsJHJF\newlFW6i6aLKzNnZDXpAxMVc5AEEFiRVcxUI8h4/vHQTH0vizbx6tWBdpbUiaz8xrQRV63X3z+ISl\nDAjlKuk7qZ+o6z917Ueqq5H9q9VXVyZePTJmiTTTj+f677WALeb/LtRRVpKVde7BI2M4MxqteidI\nPKXkntfrvn69rP+d8VQejI4+OJ7Kw+1kNX1dSn1eVufaiy++iO7ubkQiEXzuc5/D4OAgdu3aVbaM\nur/fjEtjM8SF2aWraa1MLJElXKFAMnlYzd8BGCmbZSCVVgZ+VSnlYlAzsawOarlaof99ogRMRxLI\nZCVQlCJvNfXqr9E/m2qeX7OhHrmWa4/3hXOKN5yiSmxbNAUkUrnyBQkQiiG7ZhQEqa7ILbv67Ooq\ndw8ZwNXJCPGaiZksJq98UHRsQfe/jGvTUWL0WSIlgKWtITBjU1mL8y6TzWrnzpw+TZRvei5GlC0a\nKyAXKzk6KSiDo2GAVFPRVDFqnrpQgIs3H6VAURLuvZXRVdbcOHXqlPY3BRQT+it6rOSSA9wOBqMX\nzy5L1ODJE8cN3+NJ+/5k1vGCIGHs8hnDMcUxpPzvcym/Syw6liTd/+V+69XJKPH82FTW8DxrLX9t\nNofRS+cMx2Yi9vqcWbDmy6OLn6FeJyDqtlE3XB1VXsHlQ7POW+Ww0mReafIC1cm8XHbCG28dgSgp\nL0Ilnafg2PH3EUkIOH8ti/PXso174VKsJl8QLc/FbC+rzn713qotuVgbsZG2ZzPq4/WUabn0Np2T\n8M7R8qRdsiwjkZEQTQiIJgXl/wT5BW4tYCho0WSCTbeQAZw+VTkNAmntZjlmuod+LahCr7uFAjmE\n21yukr6b+0kqnUYuL2h/292/kf2rUXWZr10uva2nbzbjGGOGWcZLYzOarqhQx3P1eD3p9xebajCX\nF3Dp6gxiNYwDoihbdF//23J5yXAtBclwLpVOa/pajT6Xa+9yeruszrXubsVvHwwG8eCDD+LEiRMV\nnWt2P2bdmaNauJ8e4ZBXKxP4cQQJvfdWt0WLVr2bxWPm7wBKawVZUSqPW4moYWJxiJIMqngBTdPG\nciao5RAtT++sB+mtTCIjaWJxNAUH7wDN0ADswza1e6P0bEZGRrBudVfF59dMWAnJEPW4757dxON/\n8+pPjDpZhCDZ6w/HMSioe67UJBUAeJZBQZAMRnk1MNSnh001atJy0n1oiiqrSzt37iTW+eZ5cv+V\nkUfAa/RSybKM3pAXsqyE8coA0uk0XC4XIANdHW5s27qF6AQ5fPGkFu2mR1e7G5s3byb/4Dpwve6z\n1Lh3z05D/jcS1L5I//P3a9a9xcI8BljGeKA0FpsMAZ5lyo4h5cYY/bZmw1ZRScaRy+9jOpqyGCvV\ntn0tulOvnqlbeW9kNMX8UCMhSFPIXCVW2hwMNL/M69ZvNHyfnU/jh6+fwJU52ZLuoSHQ2Q6VxlJK\nkiBD1iKDVVtysTZiNbZ7NWjGtm1GmZYK6nwiyTKisSwm5lRCgSQm51KYiqSRs3E02cHn5sCxNKJx\n+5dmDENridLt7GaaokrtUGZMJq37LMf0doRpLahCr7vcP04a7euiWWAuV0nf9f0klU7D43YjkVHG\nhHL3b1T/alRdzdQnbhZCg3VnjiJ+zriziSo6jTmWhigDcg0pa5QgEYrsJ6kBDp7FulVdyIlRLf1W\nJTAMZdH9RCat/TaOVWQqCBIYSCUZi+c8bremr5X0eTHtXWET49IhnU4jmUxqf7/11lsYHiZvGasG\nanI7M/bpjqtkBSpUI0G/jUhl+lNBEzyzFACvqxSG6/coi3+GqezG5bnSI3c5qgsXoCiAY2hwDEWU\nR5aBvCDhyrSyZZB0DaAkF9dD/2yqeX4tNB5mnVTR7nMQjw/2BbB3e5h47p7tYWwdDhHP2emE18XZ\n1mcnw9bhkO19tg6H6tIluzIPE54PRVF48I41+OidawxshyxDg2VpPHbPYJHtyYveoAfdHW50trkQ\n9Dvx0J0DBiIBNfn63h39CgOirYS1Yc9W8jO9y+Z4s8LpYMGxjK1jTY9adY8E85bOctCPwSpI/Ym2\nqfMeG72vBgxNgWMZOB0s3E4OXjePgNeBdr+yvZhjafAcA45VdJJlaOy/Yw18bh5uJwsnz4BlaOKb\nv1p050bRsxZaaEFBLJnDwXfH8KfPv4uvfP0w3jmXMjjW2nwO9IasqRIWA9JYaLGXi/ajau+qWKyN\n2LI9Vz6OXUzhf//wNP7kfx/Bl//8dfzR/ziEv/6n9/Gd1y/i7VNTuDKVIDrWOvxOeFzkGA8HR6PD\n74Tfw5dNt6NnILSzHvS2SU+wct8hrQ1JdoR5LahCr7tm+1qtxVyukr6T+onfw8PvKX//RvavVl9d\nmdi/e7U2bsuyksqDomQAMnIFCbkq2HRVggPVb6H3d9jZ2OVAUwopyb7dq/HInoGqbX/1d+h1X98H\njMd5YllVX5dSn5lnn3322UXXUgempqbw+c9/Hi+++CK+9a1v4aMf/Sg+8YlPlC0zOTmJcJi8aOgN\nedDV4cbcfAapbAG9QS+euG/IsG9202AQoICr0wnkBRFtXgfWr26HIEjICyL8Hh5P3j+ELUOh0jU+\nJ3qCHqSzAkRJBs8yuPf2fnz6oQ3avQbDbRha1YZYMo9sQUDA68AvPzCMZLqA+UTpjUtP0I1tQ52a\nfJ99bCMWEjnMRDOQgSIbBwdBlLXv29Z34sE71mB8OomCKKHN58Qdm3oQ9DuQK4igKcrgjVa3BtKU\nMfCozcvj9g3dSOcEy7OZnJzE7VuGKz6/ZkI5XWg2lJPVrJN+D4/H71uHP/qNO/DO6SmD/gz2BfCX\nv3sf7tzci+loGtdmUopOcgzuva0fX/7UbXhg5yqcHY0adGrb+k78zz98ED948zLyOl3xuji8+J8e\ntdbHKvX959/eS6zrq1/cY3ufr35xT1V90Qy7Mvt3rbatS19mIZ7Cmt52y30oqsTMybI0VnX70B30\nIBLLIpMX0Nfpw1MPDGPP1jC8bh4+Dw+Pi1McIA7FCcJzjEbBzhSdcVSFzPtd7W50BFyYjyv36Wxz\nY/8da5T2rgPmSeJ6oNo+pl5Xq+55XByyukm93efAt/7kMWIdyXSBqLtmkPrTU/cPobPNZdFvc46h\nen+/GXq9TOcEhENePHn/MO7Y1AMHz8ClOuRcHHxuHl4XB7eTg9PBwMkz6O/yItTmRjSWRTonoLvD\nXnfq1bOZmRl0dS392L5cegugKeaHF39yrvJFOvzKQxuWSJLGYyXNwSqaWebJyUn87StX8dJPz+H0\n5SgWdFvc3U4Wd2zqwSf2DePp/etx/+2rEIllMB1NV5XbkLRsoSiUHQvNY2nA48CdW3oRCrhs59t6\nUI+9QEIztm0zytRoTE5O4ps/m8P4TBKxZJ6YOykYcGKoP4Bt6zuxd3sfHtkzgE/sG8ZDdw7goTsH\ncHF8AZEFZRsyBWDLUBC/+cRWLMRzyOQFbBwIIp7KG+yFnqAbT94/ZJzrHxgGTVFEu1TFx/euw89G\nriKZKdjWRVobEu0I01qQpLske33LUAgDPf6a9J1k7z69fz123tpT9v6N6l+NqqtZ+kQ9cjSL7OVA\nkrEn6Eao3Y2J2SRiyVwxn3MpPY8KlqFAFZ0HNKU40BiaBk0DHMsg4OWxfbhL83eY+8b4TFIh/QDA\nMRRYVnmBTNOU5gSnKCXIqC/I4QtP7sBtt3Rh02AQNEPh4tUF27zhHEtjVbcXfg+P3qDXoPt5QUJX\nuxvBNicYhsLqbj/u3h6Gg2WQKwhgGRo+D4+h/jaDvlbS58W097JtC121ahW+//3vN7xefS4nEob6\n27BhoEOjXeU5GuMzytYy2VxP8ZPOFhSnlaw4ryKxLG67pctC56pRlK/uwFB/GyZmkxifSWr0yz1B\nj0U+/aAPAL/z569r7JGSLCOeyltknk/kcObDKAqCCJah0eF3YCGZNxhZ+vmNppStcvt2rcZA2A8n\nrzgNVJr1WCKLwI8j2DYcqvj8zNTsj+wZwDP71ldolRZ9czmY23eovw2AsjClKQqSrNAg6xeqH07E\ntTeBuYKIDyfiFe/T1eFG8lrM8F1FuNMLn4fX2jXc6a1Yn1l39fjO6xdx4sIcJFnGxasxxNN5jZ3F\nTg/MfUrFxfEFnBmNIpHOIxrPYU3YbylTS/iu3X2A2vVUkmS8fPA8DhxW+oTXzWP/rtX4+N5B7Ly1\nG7fd0qURE1znHZPLgi1DIYzPJDU92jJEjmYDAAfPEL/HU3lte6k6Bt6xucdAZX/H5h4A9uOReUx6\n+eB5on7X0t6kew31t9mWrzSWqlAjKDldIPne7X3Yu73PcJ2kI7gQi0xrkiRjx/oubB0KVcwFBwCn\nL0dw6MQErk5GcfjiSezZGq7J4auWn1vIINTmqrl8Cy20YI+zoyX2Q56jsXWoE93eHB65bwfOXZnH\nz4+N459fu4BQmwsnL83ZLkRI4IvpHziWwd7tYduXC9XYeNXMt7WMreXm5BZWDkIBJ3pDXoQ7Pcru\ngZDyv3muf/5Hp3G0SMDFscoahmVpCKIEjmXQ1e7GW+9fw9unp1AQRIxOJtDf5QXD0JpePnjHGpy8\nOIdILAtJlpEvZHHy4hyCASdYllbWRyyNK5NxPP7739fs6K3DIfybX96GV4+MFddrXdi/ezXeeG8c\nsVQeBUGElMqjDyDa5WY7wmyfjs8m8f/+3RFLX6v0Mo8EUh/695/Zael/lfpOI/tXq69eP9Szbr44\nmcXBbx7FxfF55AoSeIZCR8AFjqVx+VrMlvAQUAgKvB4HeI4Gx9BYSOSQzgmgKSWwYCGRxxvHldzU\nFAW4eBbZvIBv/fQ8REkCBQo8p+zaGOjx4+n963FxfIE4n6i5zP7sm0dx5sMIEukCZFlGqM2FbcMh\n5AuS7e9++eB5/LeXj2t1mq/fZ7pefY6TkZRGYkBad6rX/f0rZ9ET9GBNew71bgKm5Hqy2C0Tyk3o\nZkpVFZ95dKMtJXE0nsV8IgeWobU8UkKRkYktxiHnCyJxwbJd9zZEX6+6F346mkYyXdBeGapPWaVf\nJsmnd6zpwXM0Vnf7AADT0TQSaeWNSzl2HDv0d3mxa2MPkuk8fn5MyT0gSRIoWpnY2n0OdPidRPnM\n1OwqnnnQupjVo5q2qRUrYe+7inr0VpJB1IXt6zsRT+WJ5wb7AvB7eBw/P2s55+QZw1s/fZm7t4WJ\n7drudxDzvGw3vQk04ytfP0SUYbAvQNwiWE4PqtW5RuhDPXpaS59QWRUtLKM6xlA7J1xfFc7ORqPa\nZ6peZ/csJFmuehHI0JQta5B5C+XacADXZqz5EszP3k6ue7aHcWXS6pRW21v/+0l1SLIMn5szjJeA\nsiXz8AkjQ5i+3qWEymSrOt6EImOuKMk4cXEO3/nZBQBGdt3H7x2qykF2+nIE3/v5RcvxcuWXS2+B\n5shf9rHf+15N1//gvz6+RJI0HitpDlbRzDKPjIzgj1+6hk1rO7BzYw+2DYfg5FmcOnUKlLvX0PfG\nyjB2l4N+DH1g5yrLgr9R8+1S2HyV0Ixt24wyNRojIyM4M5bG3bu3WpxoetAUBQfP4G+/fwpvvFda\noOvtHcq0XjJ/pyklggawX5uRypnhcrDo6/QY1muJdKHUP4ovxfTrtWg8i0S6oK0VAet6sVCcd/Uy\nAOS+Vgnl+pCcvLpi9apZ+kQ9clxP2esZQ4+cmcL//OcRgGIRiec0Aq5aoBCWlezwCpt0iGCKaXp4\njkY2J1q2jT7z4HrImVm8faGAaDyHeR15jhpQYueLMM9RkiyX9V1U+xxJ16XSafzrT+ysa85atpxr\njUY5SlW7a0gUtOoiV4WdUp24MFf23slMgVhWH4pslo/kMAGAfKG0MDWX14OijAM6S8jRNj6TxHde\nv4ifHhlDQZAgSDJkWWGMlGUl34fe36qXz0zNruKAzXEV1bTNzQq7Z2OnCycuzNmeu3wtZtBLPUiO\nNbWMXbvaJVC2u0el83Zyl9ODenWuHtSjp7XIR1HKhOPglK2BXhen5ekKtbnQ3aEk2uwNetDVruSI\na/M6lmVrXT2wexa1RFdUS8cN2OuT+dnbyfWL41YHGEBub1Idoihb6M1J9y9Xb6PBMMpbQzUPXJvP\ngWDAha52N459MAOOpcGxNBhaWRAwDIV3T0+VzQGn4hDBYQiA6EhsoYUWasef/fY9+LdPb8cdm3rg\n5EsbS/R9r578NiSQxr9Gzbctm+/mQlcbZ3Gs0RQFl4NFwOtAV7sbvSEPOvxOvH1qyrJWqRZ682Ax\nUSGZnJGd0LyukgnH46m8haXXvF60c2TY2Rrl0OpDNzeqbf9cQUQsmcNUJIUf/eIyMnkJc7Gcwjhd\no2MNUPpYNT6QclDLJzMFok1/4NAo3ruUAgDEUzliWbNtrf5u8xyl9km766t9jo3ub8vKFtpITEVS\n5OPRlO01aiNW3kxjhZ4Vj3Rvuzcm5uN6+apBLZFqDE2DppTkhZKsRM7wXCmCSQYgS+bJQlkMq7mq\nJiOlN6SJtHUhWe64imra5maF3bOxQyU2xnrYGiu131LLUE4P6tW5elCPni6FfMo2QQbcChudl6JN\n6oFZDju58iSGXJDbm1SHDCVvhRnxtJXh1q7e64mpSEqX94IqLtIpRBNZBAMu7To9E6pQjK4URCUd\nAuk15lysOpanFiqj1kg3YGVFu7VQHl43+UWKyqSmkvE0AqTxr1HzWcvmu/nA0BR4jgFfJPPhOXIU\nG5GZfplRzXqtlhd/ZtjZGuVQvg9d/4jwFq4v7Np/MpJEJicgmxeQzYmQZBkTc0kcPjGJ4xfmiA41\nUoTo9dizKMsAKOuNEuk8OJqG283b9ivzcXXuMM9Fqv/G7vpq56JGz1k3TORaT9BDPt7hsb1GNVLq\n4QjUhwaT7m33VsZ8XC9fNaj1bY+yiFIMsnafE3/x5XvxW09s0ehqSZhbyCKVKUAoJrGdjqYRS+bg\ndXEg7SL22RiEKqppm5sVds/GDnQFBah0noRK7bfUMpTTAzvZapW5Kjnq0NPrKV+zo1l+s1kOO7l4\nlmz8k9qbVAcFirjQ9dvcb7nHu2r1W8+EqkZXBgMurOr2gWeNDKgMQ6GnwwMHxzRs0d9CCy0Y0dXu\nLkacNq6Pkca/Rs1nLZvv5kKHl0VPUIlM87p5W8caUNrW2UyoZr2msMnX1//sbI1yaPWhmxv69ldT\nygiChDavE9F4FrMLGbx+7Cr+9Pl38cd/8w5+emTM4FijULTlGApuR+lNfT0Ro/WCosj+FZ+bR7tX\nkcluTjMfV/XePBep9dtdX20/anR/u2Gca9VQqpqvUbdb6SllGdq4YKqG2pl0b6+LI5YtR7882Bcg\n3ovnSs1Eon0mwayvFEXh0XvWor/bh4fuXIPH710HjqGKE4YR6ZyAuVgW47MppLICTl6aQzyVxz3b\nFNYMlcpXdbQ9bKJsN6NF32wPu2djpwtbh0O25wb7Aga91MNpkwtjsC+AR2zaz46y3O4elc7byV1O\nD+xkq6Rz9aAePb2e8jU77J5FOUe+GbUsHu30yfzs7eS6ZzuZBYjU3qQ6GIYibtm1a/vlHu8WOw6r\n5SlKYcylaYVJ6pG71yLU5tISWHd3uBEMKFuabyR87Pe+V/OnhRYWC56l8eg9a7WoU6AxCyTS+Neo\n+axl891cqGWr8l6bebeq++hus5gu4HIYtwWY11UU4bjfwxvWioB1vWj3HOxsjXJo9aGbG/fd3g9R\nlFAQlI+ST1dCuNODv/neKfyH//YLvPAv5zCqyxvsdXNwOyh0+HntZQxN0wh4HfC5yT4JM2gKVflA\nykEt73VxRJv+4T0D2LFOcVr5PQ5iWbNtreq9eY5S+6Td9dX2o0b3N+bZZ599tq6Sy4BytKjVUASb\nrxkMt1koZZ+8fwhbhkIaJXO7zwm/h0c6K9hSO5Mokn/tkVtB05RGv+yogn75kbsG8M7pKcwnSnuQ\nB/sC+NIzOzSZh/vb0e53Yj6e0+rtbHcpna9ID33f7f24e1ufgaL68fvWaQlpGYZlQKVwAAAgAElE\nQVTG9uFOgFJysOUFAT43j96QGwXRmHx8biGDd05N4c3j1xAMOBHu9GA+nkVBlOB1cXjorjV48t4h\n0DRtG7HUSCpoFSuBEllFPXr7Gx/bhLOjUSKluJ2e/OXv3ocHdq4ilvvv/2GfbZlNg0GAgkVf/uBf\n7baVoRzsZPizL+2tWQ/sZDOTBTRCH+rR02rlW4mo9pmq19k9iz/+rT34wZuXkdeNK14Xh46A05DT\npCfoxgtffZSop7dt6CpR2bMM7r2tH//xC3dV9ezt5Pr8xzdXTcNNquOJ+4bw6J61lvL7d61u+HjX\nCJDmqVrkqqZ/qNtN2WLut+XA5OQkADR8fnjxJ+caWl+j8CsPbViW+66kOVhFM8s8OTkJb6D0YooC\nEPDwSMZmsXPrsKHvbVobxHQ0XZb5TQ8KgINjDOMnKcF6o+bbpbD5KqEZ27YZZWo0ah1v79zci+lo\n2rA2Iq1hBvsChmvW9PrB0LSml089MAyaoix25qbBoKGc38MjX5AM13zhiS2W9RqjW6/xhPXapx/a\ngHCn19A3zOvFNq8DPUEP0lmhYl+rhHJ9aCXrVbPIXo8cSym7JMnI5kUkM3llp5ibR7vfiWgsi3g6\nD0GUEU8VcPJSBBNzKS39DsfSuH1DF57etx6/9vAGcMICXG4/8kW2Wp+Hx1B/G9EnofY7SZINORID\nXl4jBxAlGRxDw8EzCiO9jmzE7WDhdDCgQIGilFRULKvUM9gfwBee2IJwl5c4n+QSs9i2aQipdEHJ\nzSbKoChlh92dW3oRCriIc4d5jgp4HGWvr3YuIl23Y4DFg3turas9bxi20GbBSpDRjJGREWzdth3J\nTAGZnIDZ+QyOnp3Gu2emcW3WykoVanNh563d2L2xG2EdGxzH0nDyLJy8fb6FRsq8Up7zUsq6kp7D\nUqL1HBqPWtlCbzTcqL8LuPF/G9B4ttBmjURbrpxrK1GHmlnmkZER9Ky+BYDiBGj3O+Dk2aaUuSVT\ndWhGmRqNZmJnrhUrtX1WqtxA88jeDGyhBUFENi8ilxct7LfZnICRD2Zw6OQELo1bybvWhv24a0sv\ndt7aXYxM4+FyNOd8QcJKkHMxMq6wlNnXB8fOzeDVI2OYiqTQE/Rg/+7VFi/nywfP45VDo0ik8/C5\neWwbDiFfkHBpbAbrzhzF/t2rcXF8wXBNf5cX4zNJ7bsa3qi/xu/hMT6TRKHodVZDqN88PqEd6+/y\nIp7KW+6tl/c7r1/EiQtzkGTFIx3w8khlBUO9+rcpHMug3ccg4JER8DjQG/Lg4bsG8MZ743jt6FXM\nLWS0t6RzCxkcODyKA4dH4ffw2DQYRKIoT6jNhT1bw9i8LggHx8DBs3BwTE1bw2pphxsBX/n6IUNb\nbR0OVYwOU/Uvlsgi8OMIHtkzoL1dfu6lYwZ9UdvarLPVlCnXBnZlAOB3/vx1A5ujGiVXrj6751BO\nbrU+fb+7EXVkpcCufUn6AICoIyQ9CAacRF0jXbtlKGSrL2aQdOvkxblSnS9eK9sfb5YxqoUWWrg+\n4BgaHQEnWKa8zfSFP/mpLaO3Ge0+B/7Psw8DaI4xqxlkaGH5YLYdeZY2RLEP9gXg9/CGuZ1hKMOu\nmp6gG5sGgxa74CM7+g26NRD2Y3QibtA1dW2mt58BVFyvDfW3VdTblm63YAdJkpEriHj3zBR+NjKO\n2fm0lo8vL4gIBpxY0+vH5FwKx87NIF8wMmZRlMLyLssSxqbiGJ9J4IdvXoYMIJsTUVAZtl4YB6Bs\n8WSLBCMDPX48vV+xg189MoZL1xaQSheQyQuQJBksS2Oorw1P71+v6auqy5evLSCRLiAviGAZGgM9\nfnQH3Xj/whwS6TycHAMHzygRdoIEjqWxzlTXYlCuTzVrf2tFrplw7NwMvvnjM5bjn3l0o9ZgLx88\nj5d/el47J8kyBFFCu88BByvB43YjGs8ikS5oWyUFUQl5ZopbZtRjALTvBUHUqKbVHZayzXeaUhxi\nkiRDkCS0+5zo8Ct7l6/NJpHJkdlp9Ds3H9i5Cl/+1G22z/Wd01P4+1fOFENBZUTjOaSyguU6FTxH\nw+Nk4XayeOr+9Ur4ZhEMTcHBM3AWnW2VcjRUaoeV4PVWUU7Wr3z9EI6fn7Uc315m+6Ve/yRJAk0r\n+vPMg+sxMZvEa0evWsqsDQdwbcYahViuzLbhTiQJLGGfeXSj5nQ144Gdq/DhRNzgNFHRE3QTcwZ+\n5tGN+M7rF4nPoSfoxnw8Zzn+zIPrMdTfpulIKp2Gx+3W6muGwXWlo9bINbs+m8wUql4EOvkSm7EZ\n5l3nbV6HYfuo/jpzAuFnHlxvcbCZx3EAlreHKkj9sZq5olmxksbPWtGKXLs+WIk61Mwyj4yMYHB4\nE9p8DkN+NZLMtTjWVLT7HPjyp29ryJi1mOe4VONmM7ZtM8rUaNQ63j730jGD7bjYFajBLpCVvFPd\nHYotmM4KiMSyCAYccDsV21O/NlPtZ/NajLRek2QZPjenbZdTodfb62UTrGS9ahbZr1fkmiBKxeg0\nAbm8iFOXI/jezy8CALJ5EfOJHGRZ2aaZLYgQCVv9KUr5SAR2+mqg6rHHxcLJswBkzC5kIQjKdmkK\nyj8sTaOz3YUvPrUVAPDNH59BOqvsZhOkUh+RJFlxyDE0QMHg9Fb7I8vQ6Gxz4otPbSPqfrXPslyf\nUmUknWtEf1uMrt4whAaNwqtHxojHD+qOv3Jo1HBO7QzxVMkREU/lDZ1EpYnV08WKkmz4XgvTs3qt\nWj6eKi0y7RxrZvzi+ETZ8z8/Ng6WoYvscAyy+ZJjjaEpy2I3X5Awn8jj2mwaz//oDA6fnEQmJ2hy\nprMCovEspiIpzM5nkEjnkS+QZa2mHW4EnLgwV9NxwKp/Kg4cGsWbNm1KcnZVKmMnw8EjY7ZlfnF8\nwvZedouBg0fGbO9lV+bAodGbRkdWCuzao5ZFoJ1jjQSSYw0gG+sHCH2G1I/shmCSfrb0r4UWWmgk\n2v1Og2PNDrU61gBlvGyGMasZZGhh+WBnOzYCMmCIgFPXZPGU8ZjZgWFeixHXa6JsWOOp0OttS7db\nkGUZ2ZyAhUQO09E0pqNpxJI5ZPPKi9tDJxT9l2QZC4kcBFGCIMpIZQWDXrodLNp9PFw8o0Sr1elY\nA/R+gnzxo+Q4U+8m666Lp/I4eGRM0+V4Km/pB6KklBUlmegMVK+LpwqL1v1yfaqZ+1trW6gJU5EU\n+Xi0dDxhiuZRVZQ0OC81SPeuFnmh/EJWfRYURYGhjM4/mqZAoxSm7XIwyOZKUR/xVB7P/+gMXvgX\nGpvXBbHr1h5sGQqCYxnIxXur96coJdmuk2fhKA4k1bTDjQDJ5rWd3XHAqn/644UKbVpLGTsZpqIp\n2zKVdMquvnK/l4REOn/T6MhKgV17NANIfcauH5FA0s+W/rXQQgsrCc0wZjWDDC0sH2q1UWuFfqpW\n1yf6yJp612YyZIgEB4deb1u6fXOiIEjIFUrRaXYaJssyxmeSSGbyCkmi6UKaAjwuDj43p6yVZRmp\nTFqLLLOtuEqIkqxsHZVLvgODfFDOT0VTmmwFQTJca/c3sS5BWrTul+tTdsvGZuhvLeeaCT1BDybn\nrNvnejo82t8+N4+E7g0GBQoyZAPlLENTdYdw1gLSvauFeeuUGeZnwdAURElWmEG0+wM0DXS2uSBJ\nMjI5AamsoEWgFAQJ752bxXvnZuF0MNg+3IXdm7pxy5p2MMXtjLKsRKyoZRiaQoffidn5dDEctvTb\n9O1wI4CmKOLC3Y55FbDqn/64lKrNwVaujJ0MPR0ejE4miGV4lkHOJhrRDj0dHly8GqvJweZz81X1\n1RauH+zaoxngc/PEY6R+RAKpL7T0r4VmQK3bVZdrG2kLy49mGLOaQYYWlg8cyyypg00/VXMsjUIx\nB5SKetdmFCjQhL1eer1t6fbNg1xBRDYnIJMTKjps5xNZvHNqCodPTmI6ao06pigl12Z3hwsURaG7\nwwOapjC3kAbPMSgIkrbWXwwYmgKnpaGSLPVRUM73dHggA5icS2p9SL1WL4fqCSDJRYECx9KL1v1y\nfUqVkXRuudHaFmrC/t2ricf36Y6ryS9VMIyiYH5PaQHn9/DacQCa88vsgNN/r8U/pl6rlvd7HNo5\nl6M6ps57tpenFDY/C/UeypZQ5cMyNPweB2iKAk1T8Lg4dLW78Jsf34xPf/QWrOsPaOWzORFvn5rE\n1751HP/PX/0CL/3kHC5fi8Gc9k+UZOze1ANBlFAQJC3/gSzLhna4EbB1OFTTccCqfyoe3jOgEWCY\noSaQr6WMnQz7dq+2LXPP9rDtvXqCbtv67O5lV+bhPQNV9dUWrh/s2sOuDUlw8tWzDLf7HMTjJJ/w\nw4Q+Q+pHdkMwST9b+tdCCy0sB2oZU1W0+xxNMWY1gwwtLB/sbMdGgAIMeX3VNZnfYzymX5sB1rUY\ncb3GUIY1ngq93rZ0+8aFQkYgIRrPYmIuibmFDJKZgq1jrSCIOHp2Gl/71nv4w79+C9/9+SWDY41j\naHhdLFhGWUe3+XhQRT185O61ePTutaCoks4xDGVrn1ZCyU/AFz+coT5Kd53fw2Pf7tWaLvs9vKUf\nMLRSlqEpS1/SX+f3cIvW/XJ9qpn7G/Pss88+u9xCVIvJyUmEw0s3MANAb8iDrg435uYzSGUL6A16\n8cR9Q4bkeJsGgwAFXJ1OIC+ICHgcuHNLL0IBFxbiKazpbcenH9qAcKdXu6bN68D61e0QBAl5QYTf\nw+PJ+4ewZShUusbnRE/Qg3RW8YTzLIP7bu/HYF8A12ZSECUl6eGaXj8Ymlbu7S3dW5X3s49txEIi\nh5loBjKUqIs2nwOyDK3ee2/r15gd7Z6r+VkMhgMYWtWGWDKv/YYn7h/Co3evRTSWRSYvoLvdg327\nV2Pb+k4M9Ppx99Yw7trSi4DXgVQ6r+UsyBckjE7G8daJCbx9atLAlgoAXe1udARcmI9nkc4JCAVc\neGDXagz1t6EgSpicmkZfOFw2wqtZUE5vH9i5CmdHo4a22laGzAAw6l+2ICDgdeDx+9bhmX3rcefm\nXkxH05q+qG39H79wl0Fn/R6+Ypk//PXdtn3BrsyXP3UbHrlrAO+cnjLkxBrsC+Cv/+99tvXZPYe/\n+Hf32cqt10+135n7agv1o9rxVr3Obuz84pNbifrQ7ndajv2vr3yUqAebBoMWXfvPv72XeO2Dd6wh\n6osZ5nHc7+Hx1APDoCmqqv5YzVzRrLgec+lyYXJyEgAa/vte/Mm5hta3XPiVhzY0pJ6VqEPNLLOd\nbKTjH9+7Dj8buWrIL1UOKltoo8asxTzHpRo3m7Ftm1GmRqPW8dZsOzo4Bi4Hi7xu6+ZgXwBrev2G\neZhllUTqKnqCbtyxucdoF9zej08/tEHTrdXdfty9PQyGojVd06/NVPvZshYjrNeeuG8Ij+5ZW1Zv\nr5dNsJL1qllkr0YOUZSQzgmIp/KIJXO4OjGNjqB94IMsy7gylcArhz/E8z86i3dOT2F2IaOddztZ\n7Nkaxh2besCzSoBKMOBCu88BjqOxqtOHpx5Yj50bujVdiiVyyBVEcCwNp4MBzzKQISvMoSwNr4sD\nzyk52cy7f2gK4DgaLgeLwf4AfuPjm7Hz1m7EEkq+c4qmIMuylpppeHU7PvuYQgagv39ekEChSBbG\nMRha1YYtQyHEknkUBAkeF4eAh4cky5BlwMGxGF7Vhs8+tslW96vVg3J9aqn722J0tbUtlIDbbumq\n2DjP7LOyzwFWdokNAx0VKWJJ9eihUvLaUUt/ZEe/pd5qlEulsL00NoN1Z47aUlafGY0ikc4jGs9h\n23DI8JuG+tssz2vkg2k8/6MzmJxLIRhwYs/WMPq7vBibckOQJMgykMkJiCUVR1sklsWBw1dw4PAV\nhEMe7NrYg50buwEoW8xl2ZhwMZ0VkMyImIqkcG5sHodPTGB2IYNwyNs0NLy1wM6RVoliWC7+Y35v\n8uVP3aY5TvUY6m+ztJ2KcKcXPg+vOTnDnV4A5fuC3X0A4O5tYcRTea2+u7cpA5RZn9aE/Vr95RyK\nsu6jhypfszAQtWDtswCwNuzH+EwSBUEExzJYG/bb6s6WoRDGZ5Ka7mwZCuHkxTklNF1WwtkjsSwA\n4Mn7huBz85Y+UmlMVUHqE2rZanSqmrmihRZaaGGxMNsDuTLkL4N9Afzl795HPNcMY1YzyNDC8uEj\nO/oNa5pEOo8zH0YN9oE6x6tY1e1DX6fXMNcDMNTzkR39AIw2iH5O12PDQIey9lndoa1jqrEbKult\nS7dXLmRZyROWzStRZ2+8N465hQxCbS7s2Wp1spy+HMGhExOYjqQAUEjnFNI+PSgK2Lg2iLu29GIq\nksRb708imS3A6+Rw385V+NT+9fjgyjz+8dXz/z979x4lR3Xfi/5b1Y/px7w0MxqNRiCNJcT7LR6R\ngomNuDE4wegGQ3Id+2Z5JeHkxtc2JnGM7cQhOddZ5zqxl27OWlmxjs9JCDnElrEjbCEIaHwMwsIM\nGgECBHqMGM37/eh3d3VV3T+qq6YfVT3dPV0z1T3fz1o2mpru6t1dv71n1+69fxtvnJ3Gifcn4XW7\nEAx4sGNLK3q6m6ECGBhdQEoC3G4VzZ4GeD0idmxpLbgvLLXfupyDvWfx3PFBox/+iV8z/5J6NRSr\nU06tbxxcs0n+9rHjMxHj53ICIf88AyPz6Ht3Au0tPgR87qqcVwUwMLKQOa+2ZfX4TAT/3/dPGltW\nA8BiJImfnRjGhqYGtDX7TF/75Jkp/Otz7wEA3C4BC+EEDh49A1XVlnzp6709Lg8+9is9mF2M4/XT\nk8aMtrGZKJ55eQDPvDwAr0dE0OdGoMGN6fmYsX3xNdvbAWgNm34MAIYmFvFPP30HidSVuO3qLmML\n7VpULH7Ojyzg4Itnjd+FoynjZ6vGr9rnK+Zg71nT8719fgbvfTBX1utYnavSspF9rGLs339+Hm+d\nmzaOS2kZPzsxDAAFA2xm1/tfn3svJ3Gpoqp48+w0vvidn+cspS+3LaxWG01EZKf8turVt8eQttil\nDdB2B//id35uOcBGtFbyY/nNs1MIxyQjabuUltH7+nDOcxRVxYXRRYzPRLBlYyPGZyL47o/fAiAg\n4NNuY7VjpwCoCPg8xjGze5Tsex/+3V+/9MG0pCQjJclISjJUtfDeUr//vLHHg2szx06dm8bBo2cR\njUuIm3zRsaktgN3Xbcbt13ZhQ5MPzx3/AP/xS20XSwFANC7hyCsfIBRJ4r0PZjG7mISiqkjL2uBe\nLJlGIplG37sTCPrdiMbTxu/dLlG7L1fnjZxj1Yxd3netXO2OPjhctbaIzT+PvqV0/pbQKz/v8ltW\n6/8u9tr55xUEAdF4GtG4BJdLNDYnEAQBF0YW8ODey/FfPncHHvmdm/Cr13cj0LA03puSFMyHUxid\niWFqXlvffuyNEeP3+pbGOlXV1sW/+MuLmJyLYWI2ivlwAvFkOmc6eS0oFj/PHR80/d3zFsftOF8x\nVuc7dW6m7NepdtnIPlYxZnXdX3lzrOCY2fW22ufiwuii6fFS20Inb+NNRKTLb6uKDazprNpHorWU\nH8v60uZSeujx5NIgRigqFdyLhKKpnHsYXbF7FLPH0PowPhvF9EIcoWgKiZRs9DXz7y117w3HMDIZ\nxsGjZ3Hg0NuYWUzkDKwJAtDR4sOXP70Lj//hr+Ce3T3Y0OQDALz8xqi2tBIwcpYDWj9Yj9n8++2l\n+/JUzu+X7sW151U7dnnftXKcuWaTam3JnH8eY2vpvD2hq3beIltW6zuC5B9fbitqKa0AwlLSUEVV\noSgqZha1teiiKODKnjZc2dOG3/n1K/DuhVn8y5HTiCfSxh9cfTfRuVAS//jjU+hqTGFqXjZN8Kif\nV19CGkukIUBbK97R6l/2s3GCYvETjpnvcGh13I7zFWP1PKvdQIu9TrXLRvaxijElk9MhX8pkx7Bq\nXNdS28JqtdFERHayaquIak1+LJexSXwO/b6i4JjZay5zj5L/GFofrGJvJitPGqDfS0oYi6Xw//xT\nX8HjGzwuNPrd8PvccLtE7MhKuSMA8PvciCYkY0AtW3Y/OHvXTRUqZAVwidrru8Sl3+v/1eO92rHL\n+66V48w1m3S1m28FW+4Wsfnn0beU9uQteazaefO2rM7en0T/tytvW9P8rajzedxiTnnFzC6jl3Y2\noaWxIed3HreIGy/fiKt62rBlYxDtzQ0FOwi+eXYaz59cxOh0VPvmIJnO2XG0o6VwAE2FtnVyrSgW\nP02Bwh2LAFget+N8xVg9z2rziWKvU+2ykX2sYszqunvdhTuDVuO6ltoWVquNJiKyk1VbRVRr8mO5\n0j3J8u8rjGPuwtva5e5R8h9D61tHqx+qqiKeTGN6IY7R6Sjmwylkfx/s9YhoCXrR3RHApjY/gn4P\nREEw7j9FQUCj34NNbQFsaPKhOWi+u73X7TJiNv9+O3/XWv33+n/151U7dnnftXIcXLNJtbaIzT+P\nvqV0/pbQKz/v8ltW6/8u9tpm77s56DHdwvru27eh0e9BZ1sAG1v9CDS4jaZlz/XdEEUBQb8HnRv8\n2LIxiA1NDejuWGpElMzMtOmFBEano5gLJZBIyfiV6zaX+Ck4V7H4uXdPj+nv7rE4bsf5irE63/U7\nzXfZKfY61S4b2ccqxqyu+x03FiaINbveVp3v7VtaTI+X2hY6eRtvIrvc9yfPlP0/Wlv5bZXbtfyI\nhFX7SLSW8mO50a/dc5QyxuZvWPpCzuy+ojnozbmH0S13j5L/GFq/JmajUFVgbCaG6YVEzlJkl6jt\ndvul/+NmPLzvOrQ0egtye//qjVvQEvRiU1sALY0NcGV+b3Uvc8eN3UbM5t9vL92Xe3N+v3Qvrj2v\n2rHL+66V47JQm+jJBXv7hjAxF0VXWxB7K9jJMv88l12yAXtva8bFsVDVzjswHMOOS1oLzvuZj1+N\n8yMLeD6zY0hrsAHX7+yAJCmWr231vpf7LLweF7weF5oVFfGEhBt2bgQAvHpqDDOLcXRuCGD39d24\nZns75kIJHP5fb2F4TsDwZBgAoKhAJJ5GJJ7GU/9xBrdctYDbrt6ELZ2NplNxna5Y/Oi/e/74IBYi\nCTQHvbhnT0/RRJOlnk/fGWa58xWjP8/sfAd7z5b1OsXORc5SLMb2f/8kXnlzDKm0DK/bhTtu7Dbd\nLdTqer99fganzs1AUVWIgoDrd3bgP/+nPTh5ZqriNrZabTQRkZ3y26o913Xj7YEZzIeTpo8vtlso\n0VrKj+WbLu9EKJbCex/M5fQPZhcTOX/ze7qbccnGxmXvK8yOWd2jDAzH0N3RyL/761wsIeHEe5N4\n9e1xfDAWKvh9o9+D26/pwo6OBG6+8WrjuCAIOfeoe2/bit3Xbja95yx2L3PyzBR+ePQsLk6EkJZF\neD0iGv3abqHburX7cm23UMWoD/puoXbELu+7Vk5Q1UpXvK++UraYXWu1UMZ8Ti1zUpIRjUtIJNMF\nyU7feecdXHvttZiYjeL105N4/fQEpubjBefY3BHErVdtwq1Xb8LGDQFs2di4OoXPYufn69Rrt9r4\nOVRfqZ9pvX729fq+gPp/bwCq/v7W8wyun377/oJjtRhDTi6zVdmcWGaWqTROLFO12dXeroZavT61\nWm7AOWXv7+/HnNyBV98ex5tnpwvy9W1oasDt127G7us2Y1NbAMDSfWc2r9uFpoAHvgZnzFVyyue7\nnFoo50rK6IxoINudPDOFo31DmJiNoqs9iLtr4Juady/M4mjfEMZnIuhoDeD2a7twVU9bzmO62oO4\n78Pb8Zt3fAhDE2FtoO29SSxGtG90x2ei+MmxC/jJsQvo2dyM//qnH12Lt1J1+vUcGJrCjtMncq5n\nLV5rqm/lxCTjl1bDeh4so9pTrF1km0m1xM54ZV2gUv39D97M+dntEnHTFRux+7rNuHJbG0TRfNWT\nAMDf4EbQ78E7mfvUcuONcVrfOLi2Dpw8M4Unj5w2fh6fiRg/O7Uy55d5ZiGGZ1+5gKDfg51ZO7Ho\nBEHAts3N2La5Gb/10ctwbngBr5+ewMkzU4gl0gCAwfHC6b61KPuzUZF7PQHU3LWm+lZO+1OLbRUR\nkZ2KtYsA/+ZT7bDzbzz7D1SJns3N2HP9Ztxy1SYEfIU5+3SiIKAp4EXQ74FLFCqON8Zp/eOGBuvA\n0b4h0+O9FsedwKrMr7wxio5WP1qDbjT6PabJzkVRwBXbNuDT916Fb33+w/jjB67HrVdvgtdTH+Fe\n7HrW4rWm+lZOTDJ+iYhy8W8+1Qs745V1gcrxv92+Fd/4g9vx2O/dijtvusRyYM3tEtHa2IANjS5t\no7/MjLZK441xWv84c20dmJiNmh+fMz/uBMuV2e0S0NLYgKaAF/FkGtG4BElWCh7vdom4fudGXL9z\nI5TaSS9YVLHPxuotOvlaU30rp/2pxbaKiMhO/JtP9cLOv/HsP1A5HvjozqK/z8+nlr9RQaXxxjit\nf/UxlYeK6moPmh9vMz/uBKWWWRQFBP0edLYF0NHqh7/Bbbmlt1iDu4aaKfbZ1OK1pvpWTkwyfomI\ncvFvPtULO+OVdYGqwed1YWOrHxs3+ItuVFBpvDFO6x8H19aBuzPbU+fba3HcCSopc4PHhbZmHza1\nBdAUWJq6W2+KfTa1eK2pvpUTk4xfIqJc/JtP9cLOeGVdoEoJAAI+Nzo3BNDe4ofX41r2OZXGG+O0\n/nFZ6DqgJ0js7RvCxFwUXW1B7HX4ziQrKbPLJaI56EVTwJNZMppGKi3bXeRVk/3ZDAzH0N3RWPDZ\n1NK1pvpWTl2uxbaKiMhOpbSLbDOpFtj5N579ByqXIABBnweNfg9crvLmG1Uab4zT+remg2svv/wy\nvvnNb0JRFDz44IN4+OGH17I4de3mKzprruKutMyCICDg8yDg80BKy4jEpSqWbm3pn01/fz927dpl\n+jsipygnJhm/RM5y3588Y/6Lp0Ysn/PTb99vU2nWp2LtIttMqiV2xivrAqKsWwkAACAASURBVJWq\nOehF0OeBuIJVTpXGG+O0vq3ZslBZlvHXf/3X+N73vodnn30Whw8fxvnz59eqOFTnPG4XNjT51roY\nREREREREtEaaAt4VDawRWVmzwbVTp05h27ZtuPTSS+H1evEbv/Eb6O3tXaviEBERERERERERlW3N\nBtcmJyfR1dVl/Lxp0yZMTk6uVXGIiIiIiIiIiIjKJqiqqq7FCz///PM4duwYvvnNbwIADh06hFOn\nTuEb3/iG5XP6+/tXq3hUp/Lzk60Gxi2tFOOWapGT4/bxIvnCaOUe/9Qla12Eijk5bomsMG6pFjFu\nqRYVi9s129Bg06ZNmJiYMH6enJzEpk2bln3eWlTCcpglmHc6ltl+dpW11j4Hu/BzsEcpn2m9fvb1\n+r6A+n5vumXfHwfXbFXu4OVqbIDg9Lg3K5sTy8wylcaJZbJLLb7PWr0+tVpuwFllL7ccTiq7lVoo\nI1Ab5VxJGddsWeh1112HwcFBDA8PI5VK4dlnn8Vdd921VsUhIiIiIiIiIiIq25rNXHO73fjGN76B\nP/iDP4Asy3jggQewc+fOtSoOEREREa2B+/7kGdtfo5aXqhIREZHzrVnOtUpwjTRVw2pPRWXcUjUw\nbqkWMW6pFjFuqRYxbqkWMW6pFlnFbU0NrhERERERERERETnJmuVcIyIiIiIiIiIiqnUcXCMiIiIi\nIiIiIqoQB9eIiIiIiIiIiIgqxME1IiIiIiIiIiKiCnFwjYiIiIiIiIiIqEIcXCMiIiIiIiIiIqoQ\nB9eIiIiIiIiIiIgqxME1IiIiIiIiIiKiCnFwjYiIiIiIiIiIqEIcXCMiIiIiIiIiIqoQB9eIiIiI\niIiIiIgqxME1IiIiIiIiIiKiCnFwjYiIiIiIiIiIqEIcXCMiIiIiIiIiIqoQB9eIiIiIiIiIiIgq\nxME1IiIiIiIiIiKiCnFwjYiIiIiIiIiIqEIcXCMiIiIiIiIiIqoQB9eIiIiIiIiIiIgqxME1IiIi\nIiIiIiKiCnFwjYiIiIiIiIiIqEI1NbjW39+/1kVY1rvvvrvWRSgby2wvO+O2lj4HO/FzqL5S47Ze\nP/t6fV9Afb+3/v7+mnx/tVbmWisv4OwyW7W3Tiwzy1QaJ5ap2mq1vQVq9/rUarkB55S9kvsyp5S9\nmFooI1Ab5VxJGWtqcK0WJBKJtS5C2Vjm2sXPQcPPYe3U62dfr+8LqO/3BtTm+6u1MtdaeQGWuVpY\nptI4sUx2qNX3yXKvPpbdXrVQRqA2yrmSMnJwjYiIiIiIiIiIqEIcXCMiIiIiIiIiIqoQB9eIiIiI\niIiIiIgqxME1IiIiIiIiIiKiCnFwjYiIiIiIiIiIqELutS5AvTh5ZgpH+4YwMDSFHadP4O7btuLm\nKzrXulhUA/TYmZiNoqs9yNihusMYJ6oc6w/p7vuTZ8p6/E+/fb9NJSFaW2wXiepHPdVnDq5Vwckz\nU3jyyGkAgApgfCZi/FyrgUGrIzt2AMYO1R/GOFHlWH+IiHKxXSSqH/VWn7kstAqO9g2ZHu+1OE6k\nY+xQvWOME1WO9YeIKBfbRaL6UW/1mYNrVTAxGzU/Pmd+nEjH2KF6xxgnqhzrDxFRLraLRPWj3uoz\nB9eqoKs9aH68zfw4kY6xQ/WOMU5UOdYfIqJcbBeJ6ke91WcOrlXB3bdtNT2+1+I4kY6xQ/WOMU5U\nOdYfIqJcbBeJ6ke91WduaFAFerK93r4hDAzH0N3RiL01vMsFrZ7s2JmYi6KrLcjYobrCGCeqHOsP\nEVEutotE9aPe6jMH16rk5is6cfMVnejv78euXbvWujhUQ/TYIapXjHGiyrH+EBHlYrtIVD/qqT5z\nWSgREREREREREVGFOLhGRERERERERERUIQ6uERERERERERERVYiDa0RERERERERERBXi4BoRERER\nEREREVGFOLhGRERERERERERUIQ6uERERERERERERVYiDa0RERERERERERBXi4BoREREREREREVGF\nOLhGRERERERERERUIQ6uERERERERERERVcht9wskk0n87u/+LlKpFGRZxsc+9jF84QtfwMLCAr70\npS9hdHQUW7Zswf79+9HS0mJ3cYiIiIiIiIiIiKrG9plrXq8XTzzxBH7yk5/g0KFDOHbsGN58800c\nOHAAu3fvxgsvvIDdu3fjwIEDdheFiIiIiIiIiIioqmwfXBMEAcFgEACQTqeRTqchCAJ6e3uxb98+\nAMC+fftw9OhRu4tCRERERERERERUVauSc02WZdx///3Ys2cP9uzZgxtuuAGzs7Po7OwEAGzcuBGz\ns7OrURQiIiIiIiIiIqKqEVRVVVfrxUKhED73uc/hL/7iL/CpT30KJ06cMH5366234vXXXy/6/P7+\nfruLSHVu165dq/6ajFtaKcYt1SLGLdUiJ8ft40+NlHXexz91SSXFoRrk5LglssK4pVpULG5t39Ag\nW3NzM26//XYcO3YM7e3tmJqaQmdnJ6amptDW1lbSOdaiEpajv7/f8WXMxzLbz66y1trnYBd+DvYo\n5TOt18++Xt8XUN/vTVdr76/WrkmtlRdwfpnNylZQ5jIH1+x4v078HFmmtVWL77NWr0+tlhtwVtnL\nLYeTym6lFsoI1EY5V1JG25eFzs3NIRQKAQASiQSOHz+O7du346677sKhQ4cAAIcOHcLevXvtLgoR\nEREREREREVFV2T5zbWpqCo899hhkWYaqqrjnnnvw0Y9+FDfeeCMeeeQRPP300+ju7sb+/fvtLgoR\nEREREREREVFV2T64duWVVxoz1LJt2LABTzzxhN0vT0REREREREREZJtV2S2UiIiIiIiIiIioHnFw\njYiIiIiIiIiIqEIcXCMiIiIiIiIiIqqQ7TnX1rOTZ6ZwtG8IE7NRdLUHcfdtW3HzFZ1rXSyqEYwf\nqheMZaLKsf4QEZWPbSeRvVjHCnFwzSYnz0zhySOnjZ/HZyLGz+s96Gh5jB+qF4xlosqx/hARlY9t\nJ5G9WMfMcVmoTY72DZke77U4TpSN8UP1grFMVDnWHyKi8rHtJLIX65g5Dq7ZZGI2an58zvw4UTbG\nD9ULxjJR5Vh/iIjKx7aTyF6sY+Y4uGaTrvag+fE28+NE2Rg/VC8Yy0SVY/0hIiof204ie7GOmePg\nmk3uvm2r6fG9FseJsjF+qF4wlokqx/pDRFQ+tp1E9mIdM8cNDWyiJ/Lr7RvCxFwUXW1B7OUOGlQi\nxg/VC8YyUeVYf4iIyse2k8herGPmOLhmo5uv6Fz3AUaVY/xQvWAsE1WO9YeIqHxsO4nsxTpWiMtC\niYiIiIiIiIiIKsTBNSIiIiIiIiIiogpxcI2IiIiIiIiIiKhCHFwjIiIiIiIiIiKqEAfXiIiIiIiI\niIiIKsTBNSIiIiIiIiIiogpxcI2IiIiIiIiIiKhCHFwjIiIiIiIiIiKqEAfXiIiIiIiIiIiIKsTB\nNSIiIiIiIiIiogpxcI2IiIiIiIiIiKhCHFwjIiIiIiIiIiKqEAfXiIiIiIiIiIiIKsTBNSIiIiIi\nIiIiogpxcI2IiIiIiIiIiKhCHFwjIiIiIiIiIiKqEAfXiIiIiIiIiIiIKsTBNSIiIiIiIiIiogpx\ncI2IiIiIiIiIiKhCbrtfYHx8HH/2Z3+G2dlZCIKAhx56CL/3e7+HhYUFfOlLX8Lo6Ci2bNmC/fv3\no6Wlxe7iEBERERERERERVY3tM9dcLhcee+wxHDlyBD/4wQ/w1FNP4fz58zhw4AB2796NF154Abt3\n78aBAwfsLgoREREREREREVFV2T641tnZiWuuuQYA0NjYiO3bt2NychK9vb3Yt28fAGDfvn04evSo\n3UUhIiIiIiIiIiKqKkFVVXW5B0UiEXz/+99HS0sL9u3bh7/927/Fq6++ip6eHnzta1/D5s2bS3qx\nkZERfPrTn8bhw4fxkY98BCdOnAAAqKqKW2+91fjZSn9/f0mvQ2Rl165dq/6ajFtaKcYt1SLGLdUi\nJ8ft40+NlHXexz91SSXFoRrk5LglssK4pVpULG5Lyrn2ta99DS6XC/F4HD/60Y+wc+dOfPnLX8Zr\nr72Gv/zLvyxpSWc0GsUXvvAFfO1rX0NjY2PO7wRBgCAIpRRlTSphOfr7+40ynjwzhaN9Q5iYjaKr\nPYi7b9uKm6/oXOMSFsouc62otTLbVVa7PwfG8PpWymda6Wfv9Niq55iq5/emq7X3t9Jrstr1qRZj\nyOllNitbQZnLHFyz4/068XNkmdZWtd/narRntXp9arXcgLPKXm45nFR2K7VQRqD0cq7lfcJKPsuS\nBtcGBgbw7LPPQpIk3HHHHfi3f/s3CIKAO++8E7/5m7+57PMlScIXvvAF3Hffffj1X/91AEB7ezum\npqbQ2dmJqakptLW1VfQGnOrkmSk8eeS08fP4TMT42Uk3kERWGMNkF8YWUfWwPhFRvWB7RkS13A6U\nlHPN6/UCADweDzZv3pwzy8zj8RR9rqqq+PrXv47t27fjs5/9rHH8rrvuwqFDhwAAhw4dwt69e8su\nvJMd7RsyPd5rcZzIaRjDZBfGFlH1sD4RUb1ge0ZEtdwOlDRzLRwO46WXXgKgLe/U/w1o+diK6e/v\nxzPPPIPLL78c999/PwDg0UcfxcMPP4xHHnkETz/9NLq7u7F///5K34MjTcxGzY/PmR8nchrGMNmF\nsUVUPaxPRFQv2J4RUS23AyUNrm3evBnf+973AABdXV3Gv/Wfi7nllltw5swZ09898cQTpZaz5nS1\nBzE+Uzjw2NUWXIPSEJWPMUx2YWwRVQ/rExHVC7ZnRFTL7UBJg2tPPvmk3eWoO3fftjVnrbBu721b\n16A0ROVjDJNdGFtE1cP6RET1gu0ZEdVyO1DS4Fq+qakpvPHGG+jp6cEVV1xR7TLVBT3ZXm/fECbm\nouhqC2Kvw3bDIyqGMUx2YWwRVQ/rExHVC7ZnRFTL7UBJg2tHjhzB17/+dTQ3N+PrX/86/uqv/gpb\ntmzBxYsX8cUvfhGf+tSn7C5nTbr5is6aCAIiK4xhsgtji6h6WJ+IqF6wPSOiWm0HShpc+8d//Ec8\n/fTTCIVC+OxnP4sf/ehH2LFjByYnJ/H7v//7HFwjIiIiIiIiIqJ1qaTBNVEUsWPHDgBAd3e38e9N\nmzbB5XLZVzoiIiIiIiIiIiIHE0t5kCAIxr8bGhpyTyCWdAoiIiIiIiIiIqK6U9LMtQ8++ACf/OQn\nC/6tqioGBwdtKxwREREREREREZGTlTS49g//8A9IpVIIBAI5x2OxGLxery0Fc5KTZ6ZwtG8IE7NR\ndLUHcXeJu1VU+jyi5eixNTA0hR2nT6w4thir5BR2xCLjm5yqlLac8UtEZJ+DvWfx3PFBhGMpNAW8\nuHdPDx7ae/laF4vINrXSr6iVcmYraXDt2LFj2L59Ox588MGc4z/84Q/xwQcfYM+ePbYUzglOnpnC\nk0dOGz+Pz0SMn4td3EqfR7Sc7NhSsfLYYqySU9gRi4xvcqpS2nLGLxGRfQ72nsXBF88aP4ejKeNn\nDrBRPaqVfkWtlDNfSQnTXnvtNTzwwAMFxx944AG8/PLLVS+UkxztGzI93mtxfKXPI1pOtWOLsUpO\nYUcsMr7JqUqJTcYvEZF9njs+aHr8eYvjRLWuVvoVtVLOfCXNXJNl2XTjAlEUczY7qEcTs1Hz43Pm\nx7OfF0tICEUlSGkFHreI5qBn2ecRLafSmCx2PsYqOYEdsVjt+kIEVGepQimxyfglovXOzqVh4Viq\nrONETnV+PIHeJ08sW09qpV9RK+XMV9LMtUQigXg8XnA8Go0ilarvxqerPWh+vM38uK7B48LsYhJS\nWgEASGkFs4tJeN2uqpeR1pdKY9IKY5Wcwo5YrHZ9IdKXKozPRKCqqrFU4eSZqbLOU0psMn6JaD2r\nVntrpSlgnjvc6jiRE508M4XetxZLqie10q+olXLmK2lw7eMf/zi+8pWvIBKJGMfC4TD+/M//HPfc\nc49thXOCu2/banp8r8XxZdX3RD9aBVWPSSuMVXKKFcTiqtUXWjeqtVShlNhk/BLRemb30rB79/SY\nHr/H4jiRE5VTT2qlX1Er5cxX0rLQz33uc3jsscfw4Q9/GD09PQCAwcFB3HXXXfj85z9vZ/nWnD6d\nsrdvCBNzUXS1BbG3hOnISUlGe4sPoWgKkqzA4xLRHPQiJcmrUWyqY9kxOTAcQ3dHY0kxaYWxSk5h\nRyxW2oYTWanWUoVS2nLGLxGtZ3YvDdM3LXg+a7fQe7hbKNWYcupJrfQraqWc+UoaXHO73fi7v/s7\nXLx4EadPa7s0XH311di2bZuthXOKm6/oLLiQy63/72oPYnwmgoAv9yN2+lRGqh0qAFXV/rsSjFVa\nC2ZtqF2xaNaGE1VKj9OC4xXEqR6b/f392LVrV9HHOIFebweGprDj9Imq5j4iIspXzfbWykN7L88Z\nTDt5ZgrfKiF3FZFTdLUHcT5aOJBmVU+c1K8oxqqcduZhXKmSloXqtm3bhnvvvRf33nvvuhlYM1PK\n+v9ancpIzpcTf8CK808wVmm1WbWhPd3Npo9nLJKTrNc2s9p/e4iIlrPa7a3dOd6I7LCe+iVOr6Nl\nDa6RppR1zTdf0YnPfPxqdHc0QhQFdHc04jMfv9oxo6pUu6qdf4KxSqvNKoYvjoUYi+R467XNtDv3\nERFRvtVub9nOUS26+YpO7L2hZV30S5xeR0taFkq5iq9rbjR+rpUpl1Rb7Mg/wVil1VQshhmLVAvW\nY5zanfuIiMjMara3bOeoVl222Yff/k3z9BL1xOl1dN0PrlWyZnc11v8TWelqD2JgZB6hqIRkKo1w\nPIbmoAeXXbJhrYtGVJJibaiT8ygQlaPeYpl9HyJyCrvaV7ZzROVbzf6O0+voul4WWuma3fW0rpmc\np6e7GbOLSUhpBQAgpRXMLiaxzSJfFZHTWLWh27qbHZ1HgahUTs8JUgn2fYjICexsX9nOEZVntfs7\nTq+j63pwrdI1u+s13wo5w+BYCO0tPnjcWvX1uEW0t/hwcSy0xiUjKo1VGzpoEcNOyaNAVCqn5wSp\nRE69FcC+DxGtCTvbV97jEZVntfs7Tq+j63pZ6ErW7K7HfCvkDBOzUQR8bgR8bkRjMQQDAe24Q9aa\nE5XCrA391+feM30sY5tqjdNzglRKr7f9/f3Ytav+c7sQkfPY3b7yHo+odGvR33FyHV3XM9e62s3X\n5jplzS6RGcYt1SvGNtULxjIRkT3YvhI5B+tjrnU9uOb0NbtEZhi3VK8Y21QvGMtERPZg+0rkHKyP\nudb1slB9OmFv3xAm5qLoagtib43v5kX1LztuB4Zj6O5oZNxSXWCbTPWCsUxEZA+2r0TOwfqYa10P\nrgHOXrNLZIV5b6hesU2mesFYri1SWkEylUZjwLvWRSGiZbB9JXIO1scl635wzU4nz0zhaN8QJmaj\n6GoP4u51PIpL5BSsl87G60NUPtab8imKikQqjaQkI5mSISsqAHBwjchh2L4RUTFOaiM4uGaTk2em\n8OSR08bP4zMR42f+QSBaG6yXzsbrQ1Q+1pvSpSQZiZSMRCoNKa2sdXGIaBls34ioGKe1Eet6QwM7\nHe0bMj3ea3GciOzHeulsvD5E5WO9sSalFUTjEuZCCcyF05heiCMcS3FgjahGsH0jomKc1kbYPnPt\nq1/9Kn7+85+jvb0dhw8fBgAsLCzgS1/6EkZHR7Flyxbs378fLS0tdhdlVU3MRs2Pz5kfJyL7sV46\nG68PUflYb5bIsmIs80xKS0s9AUBR1SLPrE/3/ckzZT/np9++34aSEFWG7RsRFeO0NsL2wbXf+q3f\nwqc//Wl85StfMY4dOHAAu3fvxsMPP4wDBw7gwIED+PKXv2x3Uaoqf21vT3czBsdCGBiawo7TJ9Dg\ncSGRShc8r6stuOLXYq4B0mNCjzenxcTB3rN47vggwrEUmgJe3LunBw/tvXyti4Wu9iDGZyKFxyuo\nl1R9Xe1BDIwsIBTVZpZ43CKag160NfvwrSdPVNwGsg0lpyqlLV+uPV3P7ZqiqEhJ2kBaIiUjLXNG\nGlE9sWrfvG5XQb8AwLJ/653efyaqxMkzU/jhK7P4n8desrWfW2p/ejX73U7rA9m+LPTWW28tmJXW\n29uLffv2AQD27duHo0eP2l2MqtLX9o7PRKCqKgZGFnDwxbMYGJmHCm2t71wojliicHBtb6bxr/S1\n9HXEJ89MVendUK3JiQnAcTFxsPcsDr54FuFoClCBcDSFgy+excHes2tdNKPzla/cekn26Oluxuxi\nwliyJaUVTM/HMTYTrbgNZBtKTlVKW15Ke7re2rWUJCMcS2FmIY6J2ShmQwlE4hIH1ojqkFn7Fkto\nS72z/65/98en8N0fv1X0b73T+89EldDjei6StrWfW2p/erX73U7rA61JzrXZ2Vl0dmqjlxs3bsTs\n7OxaFKNi+Wt7Q9FU5r+ScSzg86Ct2YfujkaIooDujkZ85uNXlz1q67R1xLT2nB4Tzx0fND3+vMXx\n1XTzFZ34zMevXnG9JHsMjoXQ3tIAj1v70+Rxi3C5BKQkueCxpca70+sLrV+lxGYp7Wm9t2uyvJQ3\nbXwmiumFOELRFJKSjGos9FRVFdMLcfS/P4lDLw1U4YxEVC1m7Vtbsx8BX+7iq1A0lXMfpstuT9kf\noHq0WnFd6uusdj1zWh9IUFX7k1CMjIzgj/7oj4yca7fccgtOnDhh/P7WW2/F66+/vux5+vv7q162\n8+MJvDEQxXwkjQ2Nbty0I4jLNvuKPmZ8PoUGz9K45MxiGoqqQlEBtyjA5QICDSKktApBEBBPKvA3\niLhlZxB3XtNc1usfeH7StPMoCsAffmxTVT+L9WDXrl2r/pqVxq1VbFQaE8VirZR6UOr5vvmDUfMn\nCMDXH9pS9vkqKVu9qaW4NWN2DcfmUjhxLprTPr4/HEdCUhBLKpBlwOUCpLQKVQUgAKoCCCIQbBDR\nHHCV1AayDV07tR63djvw/CTCcRnRpGIZ26W2p8u1k9VqRyvpM5X7WqqqQpJVpNIqpLSakzdtpVRV\nxWJMxvRiGlMLEqZDaUwvSkhKS6+xFjnHSo3bx58asbkkwOOfusT216Dqq+f2Nr9NmZiXkEorOW0n\nVEAQAI9bMPoPgQYRfq9otKcHnp8s6GPkP8bs9dZjv3O11HPcrpbV6ufmv04yqy51t3kAQeuzz4TS\nUKFCUYBM9x0et4Bgg4jP37fZ9NzZdc7jEoxzObX+FYtb23OumWlvb8fU1BQ6OzsxNTWFtra2kp9b\nzUp48swUfnnuNAAvAgEvkgrwy3MSdu7caYx2mj0mlU7D1+BBwOcBAMxHIkhLMgQIAABVFbEYVaAo\nKrweF0RRRFICfnE6ii1bthi5Ukp5/R2nT5iuI+7uaKzaZ9Hf378mjdtK1FqZyy1rsdjYsVU1YiIa\niyEYCAAoHhPFzgdg2Tgs53wtTbPaEqY8zUFv2eUT/Bvxy3PhZctWa/FQK0r5TJf77M2u7ZH+MMIx\nCaIg5LSPLY1eRBMpACJEEVBVQFa0WWtC5v9UFYgkFLS1BEsqX6VtaD3HVD2/N10tvD/Pz36GyHzY\n+NkstluOLN+eLteXKKWvUYrs86hII6l4S+ozlfJaet60ZEpGqkoz0hRVxfR8HEMTIQxNhHF6YBxz\nERXxZGHKDicwi9mCuroKg2vL1R0nth8s09qy832atSmheBLptKJ1DDL9AlUFoAJudan/EE0A3Rub\njfK1/fIVnBtegLZwS4GqigWPqVZ7aZdajisnlb3ccjip7Pn0fm72PSFQ3bGC7NcBtKXZ0UQSgAiX\nC5hY0PrqQb8HaTmt1UloA94qAFkWkEyLEBovhRoZzilXdp2DKGBiIQkAaG/xIam416T+reR6r8my\n0LvuuguHDh0CABw6dAh79+5di2KUNG3R7DHNQa/p1GOXSzD+LStq5m4wV/ZSjlJe32nriGl1FIuN\nSmKi2Pkqmb5b7Dn37ukx/d09FseLnc9qKSmn8NcOs2sbiqYgy4W3z/PhZMnnXYiU9li2oeRUCxbx\nnh3bpbSny7Xh1VqiUWmfyey10lVe6qmoKiZmo+h7dwJP957Dd57qx6P7X8JfHngV//0n7+LFviGM\nzkoFA2u+Bhcu39qKu2/bit//xDV4/A9/pYJXJyK7mLUpsqKW3k6Y3IsVewyXjlKtWa1+bvbrmI2D\naMeTcLmEgvopKyqag17TepRd57LPG8r6YrGW6p/tM9ceffRR9PX1YX5+HnfeeSc+//nP4+GHH8Yj\njzyCp59+Gt3d3di/f7/dxTBVytatZo8J+NwQBG1N78RcFB63iIDPo33zmkrD4xZNcwQBQDi2FCil\nvL4+StvbN4SJuSi62oLYy51t6l6x2MiOiYHhGLo7GpeNiWLns1oYXmwL42Ln+/JnbgGgDYzpu9vd\ns8xuoVbnC8VSaGn0llU2chaza2u1zCstK9jcHtR2C5UVeFxLbakAASpUCBDgcglIpszb2HxsQ8mp\nEpIMt0uELKuWsa23m8Xa0+X6EtXapr7SPhMAjM9GEE+mkUxpM9RWsvmAoqiYnItpM9ImwxiaCGN4\nMozEMm1Cg0dAT3crtnY1YVtXM7Z2NaGj1Q9RKOXum4jWglmboqpqZtLaUr8Amdt5j1s0+g/NQW/O\n/VhSktHe4tMG8lNLO5JnP6Za7SXRatH7sz/8jzeRUgXb+rnZ/enhqYhRf2YXE8ZjZEWF1y1m1UgY\nfZuAz52pR405582uc/qGZgAgZfUTaqn+2T649p3vfMf0+BNPPGH3S5vK3hp2PpyE1y0Yyzt1Xs/S\n9s7z4aSx1buUXmqIL7uk1RhE+NaTJzAwspDTOIuiAEVVIaUVo+EXBMDtEvHofm2b3AaPC4lU4fKE\n/K1jb76i09btdLkdtfOUsq2wChjTbks537sXZhGKJiErKlyigOZgA67d3g4VwMDIgjagkRfjlZbv\nsktacWVPm7EFc7Fz6ecbGJlHKCpllcGD5kDhwFr26zjBam43XYvM5YYUEgAAIABJREFUYsUlCpCV\n3PbR5RLgdbsQ8LlzEhUPjoeQllXo6UFVqIACtDY2mL6e2fXQnld6fSn1vLzOVMzB3rN4LmtQ7N68\nQbGmgBfhaAqiW4CiKBBF0Tiebbn2tFj7rv++3DbeTPZ5kqk0wvFYwXn0+q6q2swSVdHy0W5s9WMu\nlLA+uQVFUTExF8XQRDjzvxCGJyNIWnyBqQs0uLG1qwlbM4No27qaMDEygOuuu67sMhDR2jFrvwRB\nG1TLIWh9i672pWVxc6EkZhYT+ORXD6Mp4EXQ70FhL0DN6VNa9W+z7w2z+xbsF9Bayu6begXgd++5\nasUxmH3OBo8L4VhKG0ATgJ6uZjx49+XGbrsAEIqKxqCYS9S+rBIEIZNrbWmDMm0paRr/79OLcP37\nJHo2a+fKrnMe99K5PK6lBZZm931O7ZevSc61taJvDavzukVjtFUfYIsl0oglJCQySwcURcF8OAm3\nS4QoCJDSCmYXE9h729LGBD3dzeh7d8L4WbthzKz/FzI3hJkNDwI+0diWNpaQAAgFO96sxnKl7M8i\neztqAI4IzPXu7tu25sSqbu9tWyu6dl6PiPlw7jcL8+EEPB4R3RsbC+I3P8YrLR9KLJ9ZHZpdTOKO\nG7txcTxk+jpOUMl7XW/MYsXf4EYkJkEVlgbM0rKKG3ZuRCSWm19KFAUgbwmpoqhoChYOvJpdj+/+\n+BQA1WjjK7lGvM5UroO9Z3HwxbPGz+FoyvhZH2C7d09PzmN02Us+S4m9Yu07YNW+Fm/jzSx3npQk\nY8/1m/GDF85AyZsSvfv67mXPLysKJmZjxiDaxYkwRqbCSEnFZ7kFfW5jEE2fldbe4oOQNyNtcpQz\n1IhqjVm7A1XNvceC9s2Zv2HpfmoulMR8OAG3KEIQBYSjKcxnBvjdmZt2va+Z3Raa9Vny7w2r1bcg\nWon8/sFcNL3iGMw+ZyyRxuBYCGlFMcZBzg0v4Ls/PoW9t201BsSagx7MLiYz/25ANC5pqbKyugFe\nj4jphUw/RQUUVcmc6y3svW2bxbmW+vn5931O7pevq8G1/HX02qCWD1JagShq0yjnQomc2WQpSYFb\n1AbEIAjGjJqLY0s3/INjIbS3NCAUlYxpxoKQyQmgqkb+NZcg5CzBC/g88HndaGv2rfpypWI5BdY6\nKKn4UrZvPXnC9DnFrt1b52bgFsVMnorMTCFRwKlzM0hJihG/2bPGsmPc7vJpdciXsxywOeiFJCn4\nzMevduySPtaj5ZnFis/rxthMRMu9Zsy08aI54MX//pHLch47OB42Pe/oVOE3y1b53QAUzFAu5xrx\nOlO5nrPIF/n88UFjcC17yedCJIHmYOGSz1Jir1j7DuT2UUpt483k93XcLgFNAQ/OXpzH2EwEqgp8\nqLsF9925A6+eGsPMYhwdLX7svr4b12Rm0elkRcHETAwXM5sNDE1qSzuzl4SYafR7jBlp2zKDaW3N\nhQNpRFQfzNovQQBkVYWqqDl9iO6ORuOeKhKX4BZF7Qu6DNXYUVTMWRaa3Raa9Vny7w2B6vQtiFbC\njr5pbv6zlJHGRZZViG7BOH5xLJRzf9bW7AcE7Uu27o1BQNXyKKckGV6PiJSkwCVq4yDZX76FolLR\nc1nd9zm5X76uBtes8qeJooBvf/HXAACP7n8p5/f6wBsEAZd2Lq0Rzs8xEvBpu4fqO3UMT0YgigIu\n7WwCAAxPRozzZUulZWN56WpiTgHns1oOXMm1C8dSEEUhp5OhH8+O31LPV+3yaWVwF8zi1HPMrXVD\naYX1qDT51/DR/S+hrdmHtubcrbXNrvcn/vQZmN03p9KFy8LMrofVzXo514jXmcoVjhXu8Gl2/KG9\nl+OhvZdb7kxVSuwVa9/1c1TSxucbn4nA53XD63EhGovD79Pq72Re7s5rtrfnDKbJsoKRyTAuToQx\nNKkNpo1MRZYdSGsKeLKWdTZj66YmbGhusGUgTRS0penurGUoRLT2zNqv4ckIREHApZubch6bfU/1\nya8ehpDXJqrQZrx1tQdydlbMbwvN+iz5qtG3IFoJO/qm+fnP9OXX2cuwJVkp+/7s0f0v5WxQkP0a\nldzrOblfXnODa9PzcXjcovE/t2vpW4nl1t6WkscqP/eTrCjGNx3DkxHjG1+Px4XP/ucXEI6loKpA\no9+dc6Oob2owOB4yRn1FQciZspz/2tVUjc+CnGm5a7f/+ydx7M0xSGkZHrcLH76xG00BL+ZDiZxE\n8i5RQFuzr+j5isWR1e8qiS074nE11uKzHlVGyxE1UzBz7drtHfiL7x7HqXMzUFRVSzSeCdnsRWYC\ntPwnZufNvx56voeCx5ZxjcrJweLUgWBaXXo+NbPj5SglX1pTwIu5xTiy9wkRBaC9xW+co5R2yqzN\nvG5HO5IpGYmUjNYmH84NzSESlyArgCscQaPfg52XbjDOkZYVjE1HjUE0fSBtuQ0MmoNebUbapqVZ\naa1N1RlIe/fCLF59exxDY7Pou/Aufu3mLbjpik64RG0wzeUSjTwxROQs5jnXAAjAxGysaLuY3+8V\noKWamJiNWeaNBArbQrMc2WZ9i1hCgpRWjdzaZn0Cp+aJotpjxz1Ifn1TtcV3OX+LPS7ReA09ni+M\nLiApKfB6ROzY0mox7hAtGJT2uMWC+82GTP8+Kck5dcQsbz6AnFmtPZuXT3dhdx2sucG1VFoumLHg\nEgW8f3EeP/5fZ42NA8zW3hbLE6XLX9uvqjBu/gBthHVyLg5gac2+qqqYD2vrg/WxM0HIfKuhx6Kq\nTWHO7yfakTuqlHXIpXwW5EzFrt3+75/Ez04MG8ektIyfnRhGa2NDwQ6NsqJiS2ej5fm2dTdbxhEA\ny99VElvVjsfVWovPelQZLUdU0vhZyxGVxNsDMznH8/M26VQAV32oreC42fXQcjYUnqeca1RqDhan\n5HugtVdKPrVSlJIvrTnoxcxCPOd5igojL2Ep7ZTeZqqZXEbDkyH8j5+8g0/cucOYheZxC1iMSsZz\nZAVYjEqYCyfwP59/H0MTIYxOR5CWzeutrqXRi62blnKkbe1qQmvjygfS9Btn/YtXl0vEOxdmcOQX\nFyBkZqbNheL495+fR2PAy3pKVAPM2kB9sF51LR3Lbxcv6WwsaBdVwNhszup5Zv3HWCKN7PxqQGHf\nIpaQMLuYRHuLz8itnd8ncHKeqLWQfX9N5bPjHiS7vrlcApS0Nmct+zI1B705ObZjiXTOjqFQ541B\nv+xxh4GRhdzHQcuxln2/GUtIGJrQ7gPaW3xGHTk/soBXT40Zz/O6RUwvxAEVxiQrKa1gLpTAyTNT\nlvWp3DqoqirSspJpd1TIsgJJVtC5IVDwWF3NDa6ZkRUVP+8fhiyr0Bs6QdC2fn3u+Ae4ctsGuF0i\nbrp8I4Di+Zvycz8Jmd1n9G9JPC4RaVnJWQIhCtq3n9F4Gv5mEd0djZiej8PtysqBIggQBS2Hm57f\nza7cUaWsQ87OKTAwHEN3R6OjclmRtWLX7pv/1Gf6nPlw0tihUecSBYxORSzzpxWLI6tbp96+IWNK\nfjl50orlcKvEaq3Fr3a514u3zs1o7aOclSPKJeQMrOUThKV8KY1+851kra6H2bFyrlGpOVj0x/D6\nU3Y+NX230Px8aqUoJV/aiEn+QWApL2GxdkpWVCRTaRz5xQeZb6lzW/dXT43hmu3tkNIK3hmYhSgA\ned/T4MJoCBdGzfO3tTQ2GLnR9BlpLRY7/ZZCFLR8cvoSTpdLhFsUtP+6hIIBupdPjpoO2rGeEtUG\nq5xrgDbJoVi7mN/v1Wbg5Odcy32eWf8x4HPD1+BGW5PPsm8hpVW0t/gK0ptktzVOzhNVLUomD56s\nKFAU1fhZUVSEYjKm5mJQ9HzkALZsbFzmjGQl/297e5MbD37s6hXFUn5983tdSGdyyHs9IrZtbsaD\ney/PybGdv9wzFJUQ8HkKxh3+029djx/2nsXA8BzcbhHbMjuP5uZ5k7L+nTLq0/PHB9HSuNTvD/jc\ncImCNtAuCEau7oDPXbQ+WdXBo69dxNUfaoMsa4NpoZiMidlowcSUUtTc4Frv60PoaPVr/2vxo8Gr\nfW1R8O2Eqq0P1qcO6rZsbMTv33+ttqzUJRZM683P/aTnSgNg5FwbGF0sKJcoaANwf/ixTdi1axc+\n+dXDpjlQBAFGfje7lLoOWV/fbJXrhapnYjYKt0v7Nt3t1m4CPJkbg0pYXTvJJA+VTnv93GN6Th6z\nte7/+tx75u8lL79O/u+szrecauZWW821+E7OCedU4VgKoiAYyVFLsWNLS87PVtfS6nqs9BqVkoOl\nWLlo/dHzqa1EKfnSpLS8bF5CPX5VVUVSkpFMaTc5UmYGyMRs1BhYU1UVqbSClKRgLjSPb/5TH8am\nI8t2Mjc0NRiDaPoSz3IH0gTAGChziZn/Zv2c36dajpPzshDR8qxyrgFa7rScx+bloszv96bS8rI5\n16zajJRkniNb7xc8uv+lgi8nSj13LbRHsqxkBs3UggE0/ZiiqJZfvgNAKq0Yf3OoOrL7pv39/Svu\n61r1ObLz02c/FijMP6j/XOq4Q/b9Zva5smMlFEvlDK4B2liPSxRzcuKbva5OUVRt86XMxCdVXRov\nGp4K58yqS6WVigbWgBocXPth77mcn5sCHnS0+hGOpZCWlaUBDJf27WZHS27Dm5a16cTxrAkSYmYX\nUI9bREerH1OZiyJkjseTaSiqioHRRW0Wm/bbnPPqDfbjT41A/LdRuETt293Cb0wEfPKrh9EU8OLe\nzPKQ57K+2b63hG+289cK93Q3Y3AslJMbYC4UL/im+7JLNhQ9L9lH+yMkIynlDn6JgoD3L87hF2+N\nYXohlln7vQ23XrUJB3vPWsaG/rvFcAItR2aN33ncLqQk8wE2RVULZgq1Bq1vfLrag3jz7BQicSln\nxtBNl3dCBYrmAapkPXux91su5kKrjqn5mPElxNLAsPWAsNV1z8+j5nIJRmdMt9xNc25uleq0Z2bl\nBbRvtgaGprDj9AnL2GWMrW/Vytlh5MiUZHh+OI4P39iNR37nZuP3Xe1BnHhvAvHkUrvub3Dh1qu6\njJ89bhckSbbMSyillcyAWhpJSc75ciQlyRidjkBRVYzPRE2XdEbiUsExnShou+V94w9+JbNMSstx\ndvzUGA4fu4COVj/25O0Wmr15gCtr1pnef9NV4zNmPSWqPdn9Qau81maSkmzkw5YkBdpqJsHo9wLa\noYHRRa1fO79o9Gt15eRYBZCXA0osmLmW/bz5cBKKon1xYZUrrhwrbSNVVTUGzGQ5d6DMGDDLmmX2\n3PEP8PIbo4gkJDT6PLjzpi24d8+HKio72adY/rL8MQOrnOyxhKTtDC7JUFUVbreIbz15Iifux2e0\n8ZL8+0uvR6ufVrnUxqcXIRx5AaqqQBBEROIpuMVMTnu3aAywebL6A9mrVWIJCXOhpHFPPTIVQVtz\nAwI+j1ZWlwt/8899mJyNwuN2QYX2pWJHix8iBCTlwvvkjlZ/SZ9tSpKxGE0VnXFZc4Nr+cIxCeGY\ndccvHEvj73/whjHbbaM+663Vb2wuoOjf5EoybrlqE5556TwAbSBMhZozQCYr2kinKCwd0wfWdIqq\nQjEZ39D324AKhKMpPPX8+wCWcreFoykjR4vVoEL+WuGBkQX0vTuB9hYtqMZnIpgLJRCOSVoycOg5\nBZI5OQXIGd4emDHiDQBGJsP455++gxdfG0T/e1PG8VAkiR+8cMb4OTuXT3bcXNLZiAsmMysb/R5E\nE0v1RIWKtKzi+p0dlmULx1I5dUtVtfoWiqVw3WUdlnmAKskpcbD3rOV7qmSAjbnQqkNKax1AZH0Z\nIQham+XJDLYlJe0Li1PnZ0yv+xPPns6JSUVVoaQLb+AVRYUAs+xoS2XR/1uN9swsTr/741PQ86qo\nKB67jLH1q1p5c6xyZAIwBthGpyM5A2sAEE/KGJleuvm7+kNtePPsdM5jVACXXdqas6whJckYmYrg\n4sTSZgPjM1HL3Ia6tmYftnU1YWYxnjObH9C+RLzusvacgbVnXjoPZFJzzC7GcfjYABoDHuy6cpMx\noLacan3GrKdEtSW/P5id11ofYDPLpZp/7wMBUBQA0PJd6zNVtJPq517q1+pKzbGa3V8AAK9byMx8\nWVoamv88JZNf1p2ZhWuW861UxdrImy7fmDW7TDVmnWUf0wfOSvXc8Q9w5Pig8XMkLuHZX3wAWVZw\n582XIplKI57UvsSJp7T/JlIy4sk0Eknt3+OTizh+/m0kM8eTKRn/+Njest87WcuOi/z8ZWZjBmY5\n2b/747cwu5iEksk3BgCCrGJgZB4DIwvQ47456MH0fGJpw6JMPZMVFbGEZJpLTVFVKIoCUdTuHdyi\nCAiAnJYxm1YQ9LuN/r7erwC0fLWvnhpDLCFheiGRM8MtkZIxNRdHW4sCQEA4lkIklkIiJWM+rPVZ\nNjR5Ma2omXQuAnzepSmtqqriuss6cHE8hMVoCuFoCucuRPDu+BksRlMIRVIIRZMIRbVzAsBPv32/\n5TWoucG1r/yft2BmIY6ZhUTmv3HMLMYxF0qYLlVbiCSxEDHP4xP0uZeWmGb97yO7LsU7AzOYCyW0\nHGmCPm0QgAq4RQEej4iAz4NI5luVUmU/Vu/w5i/Ve/74oOWAQv5aYX2ds76+GdDyuum7YEmyYqxD\nzs4pQM5wPCs5Y7YTWQNr2Q4fu6A1XlnLd/R/P3980Eg6mb9rnJRWsKGpoWB3Ru2bPXOnP5grGOwQ\nALz3wRyaAl7LPECDFnFWbA38c1l/sLMVqwvFMBeafVQ1d9AtHJcxORfDT49dgJRWMvkutS8nBAGW\nuZhMz13kdx53ddszs7wLenuaPx3eLHYZY+tXtfLmHHvTvP1/5c0xY3DNqj3NPh70edDodyMSX8oB\nGGhwIZ2W8WLfkDaQNhnC+Iz1kn4rbpeAv/njXwUA/LdDbyMUSS7tFioCjQEvFEXbmc/tEnDy/alM\nTqTcAbRfvDmGPdd1l/y61fqMmV+WqLbk9wez81p3tAqWuVSn5+NLA2tAQYdCy89U2ADq/VpdqTlW\n8/sL+n+l9FJu7fznpSQZbpeY6bcLpjnfzBgzyVQVSUlBNC7hueODkGXFeJt623742AVsarNOtq5m\nNnRIZAa/EklZ+3dmAGzpeO5/T52fzsxOynX4F4M4/IvBouXPlVj+IVSxYvnLso9n93Pzc6O1NfsR\nikqIJdPGSidREHLOpy8ddbmSkBVtMpKWo15Ag8eFthZ/Tj9Ff64eQ2qmLsqKCo9bhChqKSGktIKd\nl7Zqs81SMjo3BPDhm7bgmu3t2Njqxz//9F2kZSWTQkIwzimrKqS0io4WH5JSGqqqIhxNGZs0LYRT\nCPgySz1VaIO+KTmzYYGKfzpc+CUcUNly7ZobXPtQdws+1N1ScFyWFcyGsgbc9MG3xThm5uOIJQsT\nT0cTaUQnwrg4ES74nSgIaGtuWBqxFQWIgLEaNC0r+Ob/pXU4/+i/9FqWN3s6ZqnCsZTl7/LX62fP\n5sg5JhTPRUCra2I2Cn+DG/4Gd86NR36uQJ0+YJUvmpAK/rDpPy9GtUFks2V7SUnGpZsac6bVA8Vj\nQkrLmdkHuVJpuWgeoOXysZmxivlidWE5zIW2cifem0Sj34Og34NGvweNAQ88+d8GZEzPx4w/Yprl\n7+Lz80QVu/GvdntmlvskP2/Ecq/FGFufqpU3xypHZnauNKuZBYqqYnYxjpSkYGgihIDPA7db1JYb\nSQpiSRlnhhZwZmjB8vU3tvqNHGn//vPzpo9Jy6qRo3Y+lEB7ix/trX7EYjE0BrWllfPhhPEN89R8\nzHQDgXI/m2rmJmJ+WaLaYdbv0/Na5+d8yv77+8mvHs75nZqZsQYs5Ww9P6LNohf0b44zv0/ltcWl\n5Fg16y8EfJ6c3FT5z5PSivHl45aNwUw5gdGZMBYjSaiq1rbryzWVrBlmUlpBPJnG8HQSwvlpfDC6\nAFlVoSoqFFUbNFNUFXOhBP7lyOmlQbPsgbJUGomkXNaMtWpzu0T4vC74Gtw5s4eoOrL/dhbkL1ML\njwOFf1e1JaSBgpnqZjGvqpll2gJycp+lJNm0LGpmBZ8qqEa+M1VVIavApnYfBEHAF377poIYjSXS\n2HlpK4J+D0KxlDZAl5n4pM1MBRKpNAYnQsZgdDZZUZGKlH9P6XYJaAp60RJsQHPQa/yv6HPKfpU1\n5hKFTMOTd9wlYno+juOnxjCzEEdHqx+/esNSno9oQsLsQhzT+bPeFuKYDSVycv8AWuM2k5XYzixJ\n5ee+9bNlGyizQbViA21SZs37J/70GXjcLnz4xm7cedMlOWv6s9fry4oCAYKxsQOgBXkilV7KKSAA\nPq8bjX4PHt3/0oryw1SqWvlpatXj/+2Xxr9dogBfZqAtGpcy02OFzI6yAkQRxnTxfC1BLwQBWMhu\nIBTtj3Vrk5Y/LZyZnab3G1yi9u3Y8FQYydTSOX1e0cjbY+T9SctG3Fnlb2vwuNDVHsS7F2YKZsJd\nu73DWE6Xr1iOm6aAF+FoYaPXFPBWPXaKna+S16rn2P7eM+8UHGvwurSZMgFtwC2diuH0xFmj4+cS\nl2LYZZZlPUs5/bvB8VBWrDXg2u3tpnGbna9KZ5bPzyyvilUel3rJz6TH6nL55Ki4UvN4LRefBW1s\npj7oX8oBKLpU+h9+dApDEyFMzMaWLXPQ5zYS9AYa3Ljzpm584s7LjNc4/MoF0785DR6XseX8ls4m\nDIzMa3lYUjIiiVhB/sNq5ThjrjSi9akp4MViJJmTw0lf0ml1b9TVHoTP40I4lirYzdjtWuqH6LuO\n5xMFwcjVZpbzNz8HMQC4Mjf0+oAdoPWrb7p8k1Z+RUFLoxeDYyFEYhLSmeT/mUlrGJwIwyUI8HgE\nNPq9+Ien3zIGwOLJNBYj2tK2tKwUvCdgtuhnePzU+PIfdBk8bhFpWSn47PSdV++86RL4vS40eN3w\nNbjg82r3OA1elzaQ5tV2Wx049z5uuP66qpatnlQ7z2h2/jJVUSFlXcOLE2Fj0FoUBTz0tcNIZvIU\nCplZlYKQmRWW2QBA0EelVQETs7GcHGmCoOU+S0naBJ8mvweXbmrC7GLMyN2WIzv3a6aMg+NhiALw\n5f/6MqACHo+IpoAXqqrNvFsIJ0zqwpL8FBrFBHzuzIYGKoJ+D7ZtbsaOLS3G4Nnk2BBuueka+Bvc\npl8YFlNzg2td7ZmRfjU30eIbZ6Zx+JULgKp9UzG7GMdPXh6AKAq4qqcNQZ8HwS4PtnYVrmtXFG2k\nf3YxjrfOzeDEexNIp1WkM4NYVirdRSKfqmoBqw+s6aS0jJ+9Poy+dyeMKb6Komjr9V1iplJo29A2\neZZmEMmKkjP1Wc1MfwRUtDR6K85dUqlq5U6pF7KiIhqXEC2SJNrKoskAFKC1UfFkWhvsyIohFUBa\nUdEgCjkDawCQSCn4YDyEv/nn1/Dq20v501KSjN7Xh9HgMR9o2NDcAK9HzNmFV87kkfB4tD+y5ea4\nuXdPT06ODd31OzuqGjvFYhFA2a+1HmM7mdJ2GpwLLX35cHZ0uMgzqkNv09KyivlwAmeH5zE5tzSo\nYJavCrDO53fHjYVL1MzyuAD1kZ8pO1aXyydHxZWSx6uUfGrWqcdUzIcSWIym4HKZL2UCkJP30kyD\nV8QfP3Ajzlycw4t9QxCgpbVISTKO9g2jubEBD+29HG6XiDtv2pJTXl12PenpbjbJtZmb/7BaOc6Y\nK41ofbphZ0dOW5Q/iSH73qhzg5aEfGw6jFhSMr3xFoTMOVTtS4ZIPF2Qe01RVYQiSaiqisVwAt//\nj/cxORfF7mu7EUtIGBxbLMjvbdYsJ1IK+k5P4K2/mUY8lbb+AlGfaQYVkgzEEnFMzZuvZKmUxy3m\nDGz59IGuBrd2LPNzQ2YgTB8Ua/C64M8aJPN5XXC5RDzx7Ls59wqAdn+568pOfPKunSWVqZR8m+uV\nHXlGm4MezC4mtQFaJb8e5aW9yqFCSclLg9H6mFomoEVRe/7MQgJBvxuJlAIlrS7VPxWIxFIYGF1A\nKm+zpeUoKrCYNYFkZqH0ZcQet1iQS1DLkw80BT3we91wiQJ2XbWpIE/tzHwMv5q1+ZIUHitYnVWq\nmhtc0wmZ3aZcADwAjr05mqm0uRX3jfencPetW7VdUDK7WegDctnTbRs8QWxqC+DYm2Nozdo6fnQ6\nArt3DXa5tFlK2YGf3SBH4hI2Zf6dkpSl9fqigAa3C00Bb2a2iLbG/+J44TJXAEYSPl25uUsqVa3c\nKbXs/jt3IJ5M5/xP/3YqFE0hnkiveLBW+8bLfNQ+abHcbWQqgpGpwtkBADLfYBSaWYjjxHuTEAUg\nK4clXC4Bb52dxhd/+yYAV5eVi0r/hvD5rNlF9+zpqSh/WzHFYtHq07d6LVVV8eJrF01ntR597SJu\nuEzbLEKfugwsTd3PzIo2fS6QW/9VaBtSrIU//uQNiMRSiMYlRDL/i8YlRGKprH8XLlW2mwBYztY5\n9sYoPv/gjcZsUKt8fqfOzeD/fujGgjgF6jM/E9vh6ikl314p+dQs22tJwZ/+/cvL3mwJADa1Byzr\nQjKl4PZruvAvR04bS5Gy9fYN43c/dhWApQG/V94cQyotw+t24Y68mXaDYyG0t/gQiqaQTC3tdJed\nL6hauQiZ05CoNoRiMmYXC9sqvR+j5Hdo8h+H3L7QYiSF5qAXkViq4P4r+1ThmIQNTQ1GOgrJZKMk\nQDs+H0qgwevG9i2tGJ+NYmYhrq3s0V8fS7NndC/8cggv/NL872YxsqKapiIqhT4glpKUzO7qWrst\npRWoqgpRFOB1C/B63YjF01BUbTZ/WlHhEUUEA25c2tmEP9x3HVxFdnbPJmT9Q4BgLKUVBCHnd2lZ\nm6ChXxeXqM0yVBTA5/3/2XvzKEmq+97zG1uuVVlrV1dXr/QCAppmaUACrdBIAvxkYctmZNk8HZ2x\nZc/xHBkteGT7SU/PHvud4YzeMLbnvRG2n58eHo9eS6MHsgRCPfKlAAAgAElEQVRIoiUhEKBWdwMN\ndKtXqquqa+vacs+M7c4fkREZkRmRGZmVe/0+50BXRkZG3Ij7i3t/9xe/RXDML1zJH+ZxwwG+bfps\np9OMPKPzK2kMx8I4c2kVOlfwArU9RDqzhUi7YC5LBa5oTBZ4w7gGGHnOcnkNQUlAJueUeY3V5knm\nBccBAVGAputWUclSJJHDzs0xDPQHcWU1g5ysIZVRoBQiuwKigKH+EEYHwrjjwIRnvvOXT846KpvX\nS9ca10qplp9DEHjDEFfliuOpvBUaxADHwB4obDcHYEnkrUR4JpEgB3DlQlaJasLHGJDKypAEHnlZ\nNQY8nnPENttj/H/1C085chmZglgqkK3KwdbI3Cndyn137qq6j84Y8nmjgs6f/qefNb9RdaJqzPFW\nASh4yGkMy4kc/pe/fRHhoIhISMTO8RjCQRGn3l7G5GzcyDsXEhEJioiEJIQCxn4BScDdB7fj7oPb\nHbL77/7+FVcD1Mxi0qHMmcqdm+tusfgDML2QdD3e9GKi4B5cfr1Ti4VE4GaeAPvvPI+XxPyK+4K3\nHtqljBzY611N1uSNN97AVXvfYRncUhmlaIzLyPihh8KwHirZoWVVxxf++gX0RST0RwJYSWRhqohc\n4X8cgHgqh2t2DOK6XcPgeM4yPvA8h5uv3oRjx4/jtltvbXjb2wWNw42lWr690nxq5jCRVzTMLCZx\nfto7FxoAX14Mf/OFuxCLBvCv/933PfeJhiWksorr2Fia2+jhj9/iGlZtYuTaNMbsdCaDaMTwqC+V\noUblIqSchgTR+ciq7vmiwAvGGPKK5qgaaSYYf3s2Dp7j0BcJgDHmSKJeyvRiyld6idWkDEAuexHR\nrBeDN+wZRTgo4NTkimUgMxLCy5YeMjoYBl8IyRMEHn/+e3dAFAVwHPBv/u+fWdfFAYWX4IbyEovw\niIRDyGRT4HkOW8f6HG4l6ZyCLaN9VnEpcKZ+42xjraFua8k8Ng2GsWkw7Ni+mjRycfohGhIwYHNg\nIYo0I8+oyW/8yXchcaYNwyn1Xs+PudkIG+WhGaV3oelm5J6xR1ar34DmFaZtsm0sWkiXxOHyUhoi\n554yactIFKquG3nMOSAcFBAOFg0+PM/h3/7uuyyD8XdfvAied64LAA6rqTyG+oPgOQ6xiIDRwbDt\n2eEcz1Qlesa4Nj4SxYWZNSTSsq16YQB7tw069ivNvbNtrA8ziynrczQsYSWedcTVm5S+1XDr4Eye\nQeDre2NRifllu6JtNMyM85dEDpGghM/87z/GxKY+8Bzn6QU1vZDyvDfNyh1Vb+6UXs5lZed//c8/\nd3iPbRvrc8TJ2zENv17f3bBnBCfOXCn7rhLVBrdaYAw4PblSfccSRIEruKWLCFsu6iISKRmZvFGR\nVGdGSFMoKGDzUASn3l7B5SspnDx3BfNX1rD99Kt4941brbcOb11cduRgvPPABEYGQriyWm70GolF\nwADX7zbFIp65FUcHw5heSCCVUa1Kln0RETs2x1zPX6ltjXhb0mh4zsh1YuGRq6SvUPDgmZfexk9f\nvYxUTkFfSML7bt7ausbaOD9Tarhw779PfPlZK0whFBCweTgKVdMxv5yGrGgI//cFHNi3CXffuh2z\nS2m8fvYKVhI5bBoK4z03bcWBPaOOOdZ601vyBtj+fSmO3xf+ff38Ep4/MYOFlQw2D0fwgYPbcNO+\nTY5jeHk9en0/OhjGQkF50wtpFQBg81AEubxafMNse1tdbBtnfS5uKiom9jfdG4V//ZVnHaHxQ/1B\n/Nev3AvASDUhCu5jOAD8T//bj6oef2I0ih3j/XjlTe/Qz51bytNcuOGWw0gQOAxGnYucanOuoWeZ\nOddUJLPlOdcIgthYXJzPIYW5sqT5xb9LqlDKKvL52kLFvKhXdzWjEyVRgKJqrqFxAs9hoC+Agb4g\nLs0lKr7UK+Xs9Cr6IwGMxEJIZmQrPzFgzJk8x2E1kbfWY7snYhi2Gai2bup3rJsCkoC8ooHpDMsJ\nDalcFjzPWSmC7AQDIv6P//eENY4HJB6vn1vyzCfnF79ruY2ydqsX+/2xFz1cTeYREHlEQk7TTOn9\nNSPujv9yET/6xRTeno0jr+oIiDxEKPjGiz9FXtEKKSV0ZGUNiqLVJL92DK/QxoTwCbzTaana83v5\nShoCx2GwP4iQJLimU+I5o32qxgopsAydNJtXoWmGe6oo8viH77xlyeK2sX5XWZ4Y7bNCQQMi78h/\nWws9Y1xzzwWSc+QCKc29s1qoLioUBqhkWsbyWnZdAz6Hyl4VzUBRGeKqjHhaxqX5yhOAWYK59N40\nM3dUPblTei2XlZvnEcdx+NP/+GJZWObMYsqRgNXOxKY+LK1mXAe6gMjj5PmlmtoVlHi8c/84fvpq\nuYtsOCi4elUO9gchCTyuuFQ6DYg8NJcqLdVQNYZkRinLaVGKrDPIqo5EOo5Hnzjm+O5K4gpeO3sF\nfZEAApLxPPMFL8/leA7nplexbawfyYxivS00vgf27x1FUBLw9M8ulhkI7jhQnpvLZNtYn+OeK5qO\n1aSMPdt4PPV8sfreldWM47PXd51mYNsyWj15+FxMwtZNfdaLC8AYB81S8Z2MmRoAMOaMZMZplEvn\nVLz8xhxefqOYHJiD4bH42tkrGB+JYnwk4ijw0BcJWMbGaERCXzjgWSjBjbcuLjvk4/JiEv/PM6eR\nyijrko9br91sHVfXYVXCvuXazVhO+M9p4QfzCZrY1Fdxv26l1LAGAKvJPD7xpafxP/7qfkzOJdat\njP7NF+6CKPB44JHvuOok9lGK59z1DnMBWZrDiMHwuD+wr+iZ6mfO9ZNzjSCIjcXTx+IA4lX3axeD\nfQE88tBtiIQEvD2XwHeevwCO45DJZhANR7C4mkEqW1yUmxEKkZCI4VgIgKEv6h65L11hRn7XlXi2\nGHoHW34rnUHg3deqQPm6KSDxSOcUiAIPFNZxus4QCTkX/5mcikxOMV6YAXjr4pIjT7eZcxZAzQY2\nP2u5Xlu71YpRsRWA+W+hEIeZ8+/Vc1fwje//0siTnVNxqaB7DcWCEHgj7c5QfxAhm9fVze8Yw+yV\nVCFCSEciLeO1s1fw42NTyMka0jkVYKwoW8urLb9uv2h6bQ4djAFaoQque2EPQ/dZiuewaTAESZSw\nsJJ1rkEZoCo63rq4ZBnUmp3TtWeMa0YukCASacXmuSY5coGULvTMm6/pDGJhfGqEXcysbON7f9ug\nu16q2TRkVQfPcQhIPH5yfBpDfUHEl3M4/dpF6IzZPBaMvxqRj6ee3Cm9lh/Iyw360rx7fjxVM3Ir\n2PPw8TyHTFYxBlIXvLZXIq/oeOR3boMknijLtfP6uSXklVxZGySBB4PxVs8+gJkVQ5fj3gv1TYMh\n6MwozKHrKOQ7FLBzS8wKCcjkFGTzRunwSpV13dCZUVHGi1Nvu3vV/ZfvFgdZ05MpIPEY7A/hx8en\n8cqbc0ZIa1C0edgJePPCMqIhEbm8BpXpkHgefREJv5xcRX+k3KD68slZz5GhUbH+7eKZlyY7xnPJ\nDOFnjEEpKMSmAcLI38ADBe8ds2S3W+luN4x0Aca+0wtJTC+4P8N2ggHBMriZxrdo2GaQCwesv58/\nMWMVubGzXvkwf/vyyVlMzecwNhTBHU3ymGx1Dr5WoGl64e2oXmZYM0lmFDz2jVerHuvdByawZ+sA\n/uszpz33CRTemHrdS/t2L7E1t8uKjqH+YFl1Z8WWV9PPnOsn5xpBEIRJUBIcifGthPmFSpI/f2ve\nehFhzniNKhZnks1rVoqLb//4gmGgAqxwM8BYE1k6AAcIHOdYk9XbJvNnpetC8y+3tSpQvm4SeB5D\n/UHIio68rFq/G46FMRwLWWurlUQOObm4FjD1YU1j4MWiTvHsS5M1G9f8rOW6ae2WyRkv8x1ei6zY\nS+baxzSMJbPF3IJmGhmdMSvnH2PVV/7ff3nSerGZSMtWvsFESsZAXwDhkIBkVoFc8EQb6A/h2Zcn\ncfi5s0ik8nWt8yrRSPuDG+aLZdNrXuCNAk1mhIev83KGDlPphaXAc5bHGYPT8cM8VyItYzgWwpGj\nU3jkISPlS7NyuvaMcc3IBSKVVXawxyqX5hephB+Bc9tHFDjwPF/RKLB32wAAZ/lmr30uXDb2CYhF\n11Ev+sISVK167gOdMeRkDdMLKfz14dcc1yMKPESBgyQKEAUOqayCM5dWsHkogkBAgCjwEAr5AWqh\n1twplB8IkAQeKPFIrUWGa8Et185v/Ml3PdvAYMqK87tUtnJye7uR0ZyIeI7D53/7IFRVt4wWmqaD\nAfirf/y55QJt/FtMjmsqQkxnkFUVPC9YZc6L+7snv6yEqURl8xqy+TTmlvzLnAoN2cLzl0jLVolr\nvpBvYyWRL+bf4It5OHgeuLyUwuJqxjLgiTU+Y+2mWbJZD6ZhiuM4cLrRH7u3Djj2mV5MYcLmmccY\nw4XLhoIrFYxuHMdZxrRYVHIY4nRWlJXSKkylmBVWKxmey68BVqEanuOwnMjhWz86VzDQFQxyNgNd\nJCRZOSS8uH73CK7fPYI333wT+/fv992WjYSm6VA0Hapq/suwnMjg0lwSU/NJzxcitfDFT94GABWN\na41kfjmN4VjI8sKwttvmUz9zrt+cawRBbBzuOziAfXuvsgxm4UJ1yqAklM1JHGw6Ec/hlTfnIJbs\ns17jWuk7PtmW/9JtnFNUHRzHYdeWfgBG+hxzu4mV/8wln7Wf9aJk5ewutmX75qJnt9sYal83fe6x\n561UD/axV1Y1y1Bg7mfHvJelZp969bVqa7luWrt5vSTzIq/4zy3ImFHUIpEyQoIT6TwSaRnnpteg\nacZax34sVdOQXSkahcy87Qt1VJA16xOYj5WZUgecIasTo33Wumb75j5wHIfphZQlm37WTH69z8yQ\nZdOwu31zHy5cjkPkDVuJ33MqhfWheW47pfmyjZfTxjb7vubvTVlsZk7XnjGuucWCX76SQjav4SOf\nfwo85/RSKKXUaOVHaNz2UTQGVEnud+Fy3FGO2O04pYY3Px48psceUF9yQTOuWlGdRRa+8NcvADAe\n1FBQhKoZsc3hgIDbrhvHr9+1FwN9AYiCMZG+cWEJzx+fwcJKGltG++qKt683T1sv4dbnmwbDyMmN\nLdcNAL/1b55GyhbL3hc2ksEvuYR+bhoMgwGe38lKzjNH2dRCCrLtugKSgHddP47+SABf+tpLOHlu\nqVAhicMNe0ewfXMMr59btFz2AaOU+rW7hsEAvHlh2XafVAQlATfsGXHkTzPfKumMYag/hPvefRVy\njsqtWrGCq72aa8k+XtfkhTXO1BBK8OWvvWz9LYm8ZWj7+z/7YE3nbgVm3ogLU4vYc+oYQpKAREZ2\njGftcmQrfXY4zhh3zcm2LywhFgng7dlE2XzAAZa3GwqVuIKSAIHnkc7mbVWyguiLSEYhh5yCSFDC\njftGccPeTfj+K5N4ezZRMNAZodShgIjVRM6qAlYNxgwPVrv8eL0VNhEEzsjzMhByeMRFS7zm1lIq\n0jkFkaDYMd6GreLEmUX88OeXMLecxthQBO+7eSuuv2rEMKRpOtaSeTz6xLGaDKF2Pvkr12HvtgF8\nyfYst5vxkSiOnZ53zOvhoIDbrh137PPWxaUy77b9u0cd+zRqXqa8PATRG+zZEsL+3aPFl0EF45kg\nFNYDJ2awuJLB+EgUH3znTnz9e6dw8XLzwkjdptdf/cJTkEQBg/0BLK/livP+SrxQ7Z63dAQ752fi\nrga1aufzWrNZ1Rq5yjmwS/Gb77J0jDYjTDg45/n+SKDi+eql19dueVmzDGWJtJGOKZEqfi7+l3cU\nO2wE9pBlE/MdvCOPWeHfghOmkSuXN/KvMeaMmJpaSEHTmKWT+lUH/S6HSp8D07ahaAycrvm2tdiP\n4/W8XZxNFG0rzH3fmUXjmXv0iWPYNRHDq79cxOR8AmDAyEAI/ZEA8oqG8ZEodg7lcdDfZZbRM8a1\n0vhZ07BmojMG3aNMcztotNuzSa15XkSeM+6Nj+boDI4qqOmcip+cmMFPTswgGBAwOhBGMCDgymoG\nomDksUtnFVyai2Pt0NW4ce+oURWH5wuTrzGhmW+w7AbHZsdDdwqhgFBTlaVsXkVfofpbKV7bK8Fz\n5YY1wPBA8zpWtkKJ8WxeNYzYHs+aXDLQyoqGs9Or+NLXXsJrZ4uFGHTG8Pq5pcI1Oc+XzhnFA+Jp\nuWzgzisa5lcy+LUP7LXyS3GckVieB4e7b9tRVYlxgzEGWdGLhjfZ+Pfs1BqOvjlXeIYYdN3YNxYN\nYCWZB9OL22s1zhmGbrlimGu7sOfVYDDyaqRz5UVgmuVqXivOt1pG+F46q7iOe6WbDK81EWsp4y0n\nVwgvXUvlkUjnIYkCeHDI5VX8/M15XJo3PJzs51tN5BENaRgbChe2GWPuBw5ux5aRaOF5k5HKKHjz\nwpLlsVyqSFVD0xjWknms+Xgj+08/+Sl4vliMImr3iIvYtpXkkQsGhK4wyJmVvFVNh1Z4IfTq2UX8\nfz86Z3kAXJqL4x+mV7F7YgDZvIaphSTiqcr3ThS4ikrzb9y9r6HX4QeveSQUMFyLS/UhwHiBNnPF\nnjCbd7zJ13SG1WQeklT0oG3UvLzR8/IQRC8x0i+65mc9cWYR33yumOd6fjmNv/zHn0NWGpMcvVYU\nVcPiSvlLYYZiDlI31qvHOIseGfqDUNjolXOtFL/5LkvH6Fg0gNVkHkJJHud779xV59VUphvXbmYe\ns6RpLEvnkUjZ/i4YzNYSOSjfXWh6e3geCIrGnG4XPTc5rCC2xm8A8PC2DSiqbhjgCvu2Umdv9Ln0\nQiQTxwE63L3r8oqGSEjEhZk1vPLmHMAK+RQZw9RCEiLPY9NQCHNLDOenMti3b7EunaRnjGulseBu\nidg7iVrzsvk8KCShckhqKYLAg9N1QC+G6UmiYRgz76HdtdSLvKzh8pXytxUmf3v4Newcj2F0MIzR\nwVDhX6OkcywasCrUmW+9do7349c+sBcvvnYZi2sZjA9Fcddt23Fg76hnlbxupFYlI5VVrFw8pdST\nQFtnqNkgV2n/Wo8FAPPLGVeFxzyeOeibcAB+Obnqeb2XF1O46+B2xKIB/PjYNBZW0hgdjOCOA1tw\n7c7hup46juMQDAgIBgQM9hdDW6+7agT7tg/i5ZOzWIpnMToQtvJYvXVxuWz71TsGkc1reOP8Eo6d\nmsdKMoe+kIRdWwcwHAvZPOWMalvm352GmwdVo9/SNZNaCs8IPId4SobIG8U6zGqLDMWXEnZj09R8\n0jVMJJ1TsWmIK3jPceAYw5nJFbz3JmdF1emFJDYNhpHKKFD0Yh6/bWN9+PiH3mF4ymUVpDIKnn15\nEvFUHjqzhasWXldyHId8tRQBOrMUR7+IAodoSUiqPUzVbqTb2qaCBispFbO2cG7GGNZSeTz1/AWs\nJg3vQbmQEBoAltb8ean9+afvwO6JAfzOV55tSrvrxUuWTfmb9MiJZt/++rkliAJfVlH05LliwRa7\nnnVhOoOJ0b668pR0U14egiAq4/Wyxe05b5dhrV2Ynu/RsIRkRoYo8IiEeCtSyCvnWil+812WroX3\n7x6FJPE4aasWem+d1UL9UE+O7Xbxlb97GYm07HAaWQ+hoIBYJIBYNIBYX9D2dwAD0aDxdzSAf3jq\nTcwupS1v+bLUUhxnpZdpDKWrKCdmeh6ea57jT7OxjIMwnrloUEQ6qxpbzGr2BZ1GVnTIimxUEoVh\ndzD/1nSGRFqxUozVq5P0jHENcMbPfuTzT3nuZy9960W9Sf4MF0yuZi+VRiArGrRqZuwSFFUvS8LI\nczwEngdnhZd6GwLNRIGxSACZvFrROn5+Zg3nZ9bKvpNEHiMDIWwajDgMb/FUHllZg6oy5BQN8ZSM\nhRUj1G8lqWJhJYNTby/jZ6/P4spqBpuHo7jr1u245R1jhks6z1XNQdRu6pETRXWXW9ljezdQ6T6U\nfsNgXKvXTwwDMY937d+Cd+3f4vyuYIQwvFkYZFWzkpQzZlRqfOnkLJbWshgdDONOHwnfzTxWfrdL\nooB33ziBd9/oXYW00/HKq9HJlOn/FR49nuOsogI8zxlKcMHj1sScPxRVdxgj3M5pyqo9jx5jDGvp\nPIb6g5YMqhrD0lq2kPjZaURfSeQs5czk+69MYqCvPLyD5zl88ZO3Q1F1pLIy0hnF8kZNZWRcvHQZ\n0f4hy0hnbk9llapGelVjiKfyVT28AOBfvvrRqvs0g3haxWtnr2BqPlHwJExUrUQsiTy2jfXh7QqL\nnJs7cIEAVJ8TvMZX+/ZkxqiubE96bW63Y+pZx48fx8GD9QVNdFNeno1IJf3Z4p9nrD/b9ZwTnU0n\n6QnNXJK5rSmDtpfgOmP4z1/6EABn7jQ71ca+WvJdNjOXlB/afX6/zC9nfO0XEHkMxUKISBq2bRlB\nLBpEfzSAeCqPi5fjSKZlbB6O4D03ba24Xjg9uYIjv5jG1GISkmCse1fiOSi2dTvHVfaM98IrB5q5\nRq/mVaAzBqEQ5RMQBWON1EWGNocDBsehPyIhnVMREAVwnPFsMjBoGpCHZuj4jgIjzPrXrgPXq5P0\nlHHNDt8mAxdQnjiy3n3qodaHwasdxoKxuJf37wGOASODIYwwYwJQVB19EQl8YZDIKypkxUgY6tY+\nRdUxv5zxHOh4nsPcchqnJ1dw/VUjuPaqYSRX80i8fhlHjl6y3ppdvpLEPz1zCsmMbA1wpclTRwfD\nPu9Ma2innHYzlYzYvMdbVBR+Y4YsA0AUxQIovzi9gO/97KLhJswBy/EsvvPTC+B5DtfuGm74NXQz\nXnk1egX7RKtqrGIeitJ9vSg9BsdxmBjpKyvCs31zP+aWUo7qU4wBowPlY9foYNjKLejYXthXEnkM\n9Ycw1O9MZD8ajGP//mtc2ykrGlIZBcmsjLTN+Pb2bByn316GrhdKoxe85BiqF3RoNV8/sgRgyfN7\nDoAk8QiIAgISj/HhKP7ot25GNCThd/5tZ3ml+UHgedewJpE3xjlPxdsmk/2RAJIuHozNyM3T63l5\nCILofT3BL/YxtN6xj8bMxrN9c7/1wtL8b6AviOV4Fq+8MQeBN4xN5hrzhl1B3H/XtQAKL+JfvwzA\n8DZbjmfx1PPnwfMcbtq3CUJhnWH+d/L8FXzvxYsADOOVoupYTeTB8xw4rWjoqRSeXIlKzgacT/VM\n0xl4ruiE0K2oqo4raznwnGE0VFXDeYIDwDjDwCZInCMPoRmNwoGzio8A9T9fPWtcO7Bv1JHDyaSz\n/ZjaTz33h+MKBg0OGOwPYTmeg6IybB4OgQFYWM5g01AIoYAAnRnV11RNRzgo4uodw7iylsHSWg5L\n8axrGJOuM8i6kfPqF6cX8IvTZsz7KgBYxhKz0unTP7uI/kgAmwbDCIdEo/okWL11HpqKl5x6wfOc\n50KWsWLy0lqo9TfBgkeNW18FAwIURfMdcmeev56qnl737sC+UZe9q/PjY9OWHNufhFd/uYi7D26H\nqumFPGh6oXJNd73ZaSRueTV4HtC7KOLDx8s8i1g0gFxJqgGv30dCYlkoLwcjJ2IpbnlIPvjOnXji\n6VMFw0dRDn/lPbsxOhg2qlkWPN3ee/NWfPtH58qOcceB+r0iA5KA4QEBwwNOg9zfPblWVm0SMIqY\n/M791yGVNfLYpbMKkhkjf1wnEJB4bBvrx47N/RAFDm9eXIIk8OB53pq7fvOeqzEx2p4Q1mpUy6cG\nAMMDQdfQerMPY9EA4qlyw1nM5vV43527cPiHZ8v2aUZunm7My0MQRG14Pee9hP0FhalLCyURM/Yx\ntN6xj8bMxvNnn7rddfvfPfmGw8Bicno6g/thaGWvvDlnGMZQML4Vlg6v/nIR99xW3idHfjFt/R2L\nSliOFz3/BZ6Duo61RKV1IWAUumKa/zWWqrOa9ON6Me9fI9dRptqsaQyD/QGsJWVrOyv8KxQqpwoC\nZ12kUMilaxRyKurq9T5fPWtc+4vfv7Os+uCBfaO4Ye8onn1pshD7bgyEpfHO4aBYyMmiISgJkETe\nkUsqIBlhk165kIzOCSKVlR35BUwreLESVxDprFJTjrRq+MnlZlriTTuCPe7YlD5J4AuJ2JnVZi/s\n30RCIoAQkhkZgmB4BORlDeGgKWo8AiKzqvY9dP+1trA8hlRWwdJaFv/w1JuOUKlKLqrG9xpM69la\nSsZf/ZejAIzKkmaY6ehgGP/zb95U/Sa2EC85PT254mq8Coh8xQIIoshDV5whk5VKJnMcsHvrAM7P\nrJX9JiAJ0Ar33jq+wGPneD8YA96ejTs8dUTByJV3aT5ZNdeTHUmsLU8gYMic1737i9+/s6ZjmVQK\nVeJ5DgFeKMt3pxdCTFVNh6wUDG+avwo43Yxb7qVMXsVqIldWkbBZ+S/Nqp+prOKoAqppRolzu0yM\nDITw4muzkFUNAVHAe26awNR8Ehcur5UZBK1xWitWTBwdDOOd+7dYc0d/JACN6QBDWXXF0cEwtm/u\nLzvf+27e5isPSdWcJTYZPHTrDgz2BfHcz419Nw2G8e6btuLancPGmNrA++1WHRgAlhM5q6rtpg7x\nDD6wK4xbrr8KO8b7MT4StQrmBAMCfjm5ihdencHCaqbt+WD8eJR989//K/zmn3zXMe6HAgK++e//\nlfV5IBpENqeWPQtmyPDYUASyopU9m5uHItZnMwePXcablZunm/LyEARRH27PuVktsJlU0nnrPV5f\nWIKsaMjb1nS7tw7g3TdOWGPmcCyErWN9uLyY8hxD6x37GpXvkqjO0lq2YCwrrpM5jkM6p2F8OAJB\n4LGWzDvSfJh4hRHa1xdmtEIirUDVdFyzcwjJrIzphRTAgKDEQy1U8Ky09hZ4DgN9QYQCAuYKxzfl\n3nwGOBghypsGw1hN5qrq40LhmrRCyMR6HyOOA8JB0dDJC9fCcUA4wGP3tiGAAb+8tFJmi3Ez7tmf\na9OIZv+NmQpK0xgEgcNwLIRkWoGmGx5r5r1gzLBx/Jy0e8MAACAASURBVOahvXj1zCIuzRmpQIYH\nougPByCrGsaHo9gxJNX9fPWscQ2A5yLbHOgefeKYq5vtxGgfHnnoVs/jlv5ufjljJabsD8OKhd+/\ne8Q6jte57Pt89Avf8QwRdIvpL51AAqKxj6Lq4Hlg15ZYWfvGRyLWNgAYH4kgnckgmUXFfQBgci5R\nSHZcMNAVDHmlb2kiIRF7tw16Xrtp2JsY7bM8IUwjxXBMx5aRKHZvHcTkXBxKRofOWCEhqIjNwxHc\nfdsOnDx1Aacva1a549KkkCbpnIr0fNIqPdxpxjXAXU4/9Rc/AJh7iI6s5DzDIb1Ce/KK5hraFhAF\njI9EXXNAxFMyJJFHIi3bEq8GMD4cLYSqlf9mfDiKlUTete3mMdyuSU/LrnmDzIWiW7uB4r1bT/4f\nq+11uN3bjW4Rm1OPpulQCnndTOOb4e3WO1a30txLjz5xDBfYKgRecSTqzeb95bUwKe1vU8yCLoU8\nNg9HsLlkm9f4/fDHb3F8fvSJY2UyXDoummP5+HAUDx662qEkm+NaqTfX+HAUD3/8lrLzAf4rIdaS\ns+TgOzbj4DtK74KBKYeqxgoVM/W6Cp8A1UNQO4n37Y/hwA0TCBZy1wUlwVIagwEB4IzCEu1+GiVR\nKI575mtVFMc3E7shzQ1zDC+VAnPs8hrjS8e2UhlvJt2Sl4cgiPopfc5ffH3WdyoUc84385oKPGet\nayoZ6fZsHQBQWLPozlAv+/rInOMn5xLQdTj2KT0f4K1b1Dpm1jv2NSLfJeFE4G2RTyIPSeSxfXO/\n68v24X7J0iPM9UImpzrWSLsm3Ku+jo9EcWFmFYm0Uz/eu23Ida1srtsZM/Q1UzY1XYfA8461OmDo\nYQN9AWc+vpI1fCRkeOfHUzJWk7my9QgHDoN9QTDAWkeWOj6Y+jnHcYgERYADbr56DKuJHHJyucOR\n1zNjl2G36zav2Wy7eZxP/cUPHGtct2fVnmIqGBA8j1dN3zl+/Ljnd9UoX+luIO7xcPfz455rx0ww\nbXclLD2On3N5hbPZ15pe+fntibZNr7hK7YtFJUdibPd9Ao7P4aBo1//BYFiai15p7tfl59p5nisY\nKCQM9AVxza4hxFMyVM0oE6xqOuIpGft2DOH6q0awf2cED95zNTYNhrFlJILtY33YtimK8eEw7rtj\nF37tA3vx3psmcO2uYWwaCnd8YYNS7vMIxbn3zl0YG3ZfzI4Nhz1/t7ugbJTynpsmPPvnwL7RQoiv\nMTCZJcN3TsQq9qlXG7zk+947d+G9N7mHsdknj9J2N5p6xwM3BIFHKCAiGjbkeWQgjPGRKCZGoxgb\nCmOo36gcFAmKCIhCxTxx3cKuiRiW4/kSecnXFGruFjoJuI97XjLgt7/c+rt0XKx0zEbKS7Mw5bCv\nRA5H+kWMDUUwHAshFg0gHBQhCXzFvrrTI9R0PSGozWIwKmLLaBTDsRAioaJCfOLMIp54+lQhpx3D\n3FIKTzx9CifOLFq/HbJVA7Zj3+41Ltm3lxakcNvuNe7VOr5Vk8VukFWCIHofL/21EmahIPvcHA66\nj6/27eb+9kJDpesjY7+gw0nA7XwAjZe9xpaRKMZHohgdDGOwP4i+sISgJOCD79zpuv9Nu4svo+65\nfQcyObVsjbQSzzr0CRMv/XinzRhnn6ftsmuXzeJa3SmbbukbStfw9n1LnwHAeDbuvXOXYw1X6jwD\nwCrAqag6YhEJc0sprCSyrlVX/Twzbtdt/F0enlm6vnR7Vu16fLXjNYue9lyrRiPcc+dX0ti7bRCH\nbo/h0mwCF6YXXd11/ZzLTyirJArgeVheMKJgvJHRdcOibLoh79026No++7nN9lyYzmBPlX3mV9II\nBQxxyeZVRxiU6YHmdV313Gej7HSwzMq/vJbDltEopqMibjgwgXBQxPPHZ7CwmsbYUAR3eFR31HQd\n8WS5N1WnUilE55mXJstcZs3w3kq/e+wbJ8pC1ezeNaX989zRKdc+uDSbsM7j1qdmv7q14fCRsxXD\njtzaV63djaIVoUocx0ESBUhiuWKo6wyaXvRwU9Wi91s3YC8Vr2g6JMHwdFRUHVdcQgpLc7SFgwJu\nuWYMksSX9ffEpj5XuTlxZrHu/vLqb3NbtdCLbg5tM+SQL/MkZcwoyqComuNfVdOtcfXlk7NYimcx\nOhD2HG/bjSi4mwmfOzrlut1ebn3/nlG8/MZsWcj7DXuKLwf+7k8/iN/7qx863pCOj0Twd3/6Qevz\nbdeN48XXL5eF299+3bj12RzHXnxtFrJS//hWTRa7WVYJgugdzAJBlZzXeN5INp/JqkhmZAxGgziw\nbxSKolvj10P3X4f//pPzZeulX/vAXmuc2797FJLE4+S5JYfuYK6PzDn+ofuvw/mZNUvHcDsfjZe9\nh5fThdd8yVLTjn2GY6GSyB4JkZDk0CdMvPTjS7bq5KXnHR4IAQxYTeYN/UDisWfrIHZOlK/Vb7lm\nDHu3DeKb338NMuNc1/Cl+/7jv7yFmcUkdAb0hyX86vv3ONZj5vMQ4g1Pf0XTrSqbAVGwrhcwQl1D\nAbGiLcALr+s2wzPtxyld43o9q36P1yw45hYr0KF0gytss9voVcaZ5zl89Y/eX9cx/ba5Geeu91xu\nbdYKoaWKqhuGCZf8V1s3tT5pdaNl4jf+5LuWZU3XdfC2inDVwodqoZX9vV66YWzoNvzeU3M/L3mZ\nXkxh+5jzuZteMFzAt292bu8k2eplmar12gyjW7GYh98w53aNtwBcr8/PmNaoca/W43SbvHVbe4HO\nbrNX20q3f+TzT7WyWb74l69+tN1N6Mi+7cQ2NZpK460bdv0VMBa8JntsERat0AW6tX+6td1A57S9\nnnaU/qaWOb5V66lW3N9GXEunyEEl1tPGtoaF/vSnP8WHP/xhfPCDH8Tjjz/ezqZ0DeMj7vmfWlGO\nuZXnrudcAs8hKAnoC0sY7A9i01AYE6N9GB+OYCQWwoBLuFc3Yi/r7Wd7vbRT1ojuw0teYi5y6eY1\nBZBsdSqmx6UZtm+Gl24ZiWLToBHm3BeWEAoIEKuEl7YTP2Nao8Y9Gj8JgiCclOqpXGG2KA0/o3GS\n6HRqmeN7SR/opWtpFm0zrmmahj//8z/H3//93+N73/sevvvd7+L8+fPtak7X0M7cKa08d8PzXwVF\n9DXY+NQuKuVjaySUp4eoBS95qSUXBMlWd1GaK3NkIIzNwxFsGY1ibMg9L1k78TOmNWrco/GTIAjC\niZ+cSQCNk0TnU8sc30v6QC9dS7NoW861kydPYufOndi+fTsA4Fd+5Vdw5MgR7N27t11N6gramTul\nleemHDHe2GPO11I5xKLlucsaAfUBUQuV5MWeA7JaLgii+zE83TrPf83PmNaocY/GT4IgCCd+cybR\nOEl0OrXM8b2kD/TStTSLtuVce/bZZ/HCCy/gL//yLwEATz75JE6ePIkvf/nLnr9ZT1lUggD854Vo\nJCS3xHohuSW6EZJbohvpZLn9yj/PNLkltfOVT2xrdxMIdLbcEoQXJLdEN1JJbruuWmgvJ8BrF9Tm\n5tOstnbbfWgWdB+aQy0FDXqNXr0uoLevzaTbrq/b+qTb2gt0fpv9FDRABxrXOuGedmLfdmKbmkU3\nXme39k+3thvorLavt6BBJ9INbQS6o51dWdBg8+bNmJ+ftz4vLCxg8+bN7WoOQRAEQRAEQRAEQRAE\nQdRM2zzXbrjhBkxOTmJ6ehqbN2/G9773PXz1q19tV3MIgiAIgiAIgmgyH/n8UzXt/y9f/WiTWkIQ\nBEEQjaNtxjVRFPHlL38Zv/u7vwtN0/Cxj30M+/bta1dzCIIgCIIgCIIgCIIgCKJm2ppz7f3vfz/e\n//73t7MJBEEQBEEQBEHUQa1eaARBEATRq3RdQQOCIAiCIAiCIDYGvgx4JcUe6gklbUW4KoXEEgRB\n9C4cY4y1uxF+odK5RCNodYUSkluiEZDcEt0IyS3RjZDcEt0IyS3RjZDcEt2Il9x2lXGNIAiCIAiC\nIAiCIAiCIDoJvt0NIAiCIAiCIAiCIAiCIIhuhYxrBEEQBEEQBEEQBEEQBFEnZFwjCIIgCIIgCIIg\nCIIgiDoh4xpBEARBEARBEARBEARB1AkZ1wiCIAiCIAiCIAiCIAiiTsi4RhAEQRAEQRAEQRAEQRB1\nQsY1giAIgiAIgiAIgiAIgqgTMq4RBEEQBEEQBEEQBEEQRJ2QcY0gCIIgCIIgCIIgCIIg6oSMawRB\nEARBEARBEARBEARRJ2RcIwiCIAiCIAiCIAiCIIg6IeMaQRAEQRAEQRAEQRAEQdQJGdcIgiAIgiAI\ngiAIgiAIok7IuEYQBEEQBEEQBEEQBEEQdULGNYIgCIIgCIIgCIIgCIKoEzKuEQRBEARBEARBEARB\nEESdkHGNIAiCIAiCIAiCIAiCIOqEjGsEQRAEQRAEQRAEQRAEUSdkXCMIgiAIgiAIgiAIgiCIOiHj\nGkEQBEEQBEEQBEEQBEHUCRnXCIIgCIIgCIIgCIIgCKJOusq4dvz48XY3oSpvvfVWu5tQM9Tm5tJM\nue2m+9BM6D40Hr9y26v3vlevC+jtazt+/HhXXl+3tbnb2gt0dpu9xttObDO1yR+d2KZG063jLdC9\n/dOt7QY6p+31rMs6pe2V6IY2At3RzvW0sauMa91ALpdrdxNqhtrcvdB9MKD70D569d736nUBvX1t\nQHdeX7e1udvaC1CbGwW1yR+d2KZm0K3XSe1uPdT25tINbQS6o53raSMZ1wiCIAiCIAiCIAiCIAii\nTsRmnyCfz+O3f/u3IcsyNE3Dhz/8YXzmM5/B2toaPvvZz+Ly5cvYunUrHnvsMQwMDDS7OQRBEARB\nEARBEARBEATRMJruuRYIBPD1r38d3/nOd/Dkk0/ihRdewGuvvYbHH38cd9xxB37wgx/gjjvuwOOP\nP97sphAEQRAEQRAEQRAEQRBEQ2m6cY3jOESjUQCAqqpQVRUcx+HIkSN44IEHAAAPPPAAnnvuuWY3\nhSAIgiAIgiAIgiAIgiAaCscYY80+iaZp+PVf/3VMTU3hE5/4BB555BHceuutOHbsGACAMYbbbrvN\n+uxFN1QLJTqbgwcPtvycJLfEeiG5JboRkluiGyG5JboRkluiGyG5JbqRSnLb9JxrACAIAp566ikk\nEgn84R/+Ic6ePev4nuM4cBzn61jteAhr4fjx41YbT5xZxHNHpzC/nMb4SBT33L4Dt1wz1uYWlmNv\nc7fQbW2u1Nb1yEm33YdmQfehOfi5p37ufbeMhXZ6WaZ6+dpMuu361tsnrX7GulGGOr3Nbm2rp83N\nloVOvI/UpvbSjdfZrf3Tre0GOqvttbajk9ruRTe0EWhdO9u1vm6Jcc0kFovhne98J1544QWMjIxg\ncXERY2NjWFxcxPDwcCub0nROnFnEE0+fsj7PLaWsz52+qCRaB8kJ0euQjBNEc6FnjDAhWSAIgiA2\nOu2cC5uec21lZQWJRAIAkMvl8NJLL2H37t24++678eSTTwIAnnzySRw6dKjZTWkpzx2dct1+xGM7\nsTEhOSF6HZJxgmgu9IwRJiQLBEEQxEannXNh0z3XFhcX8cUvfhGapoExhnvvvRd33XUXbrrpJjz8\n8MP41re+hYmJCTz22GPNbkpLmV9Ou29fcd9ObExIToheh2ScIJoLPWOECckCQRAEsdFp51zYdOPa\nO97xDstDzc7Q0BC+/vWvN/v0bWN8JIq5pVT59uFoG1pDdCokJ0SvQzJOEM2FnjHChGSBIAiC2Oi0\ncy5seljoRuWe23e4bj/ksZ3YmJCcEL0OyThBNBd6xggTkgWCIAhio9POubClBQ02EmayvCNHpzC/\nksb4cBSHuqBCHtFaSE6IXodknCCaCz1jhAnJAkEQBLHRaedcSMa1JnLLNWOOTjx85Cz+5vBrSGZk\n9EcCuO/OXXjw0NVNOXezS7ETjYUBYMz416RSH5rfXZhaxJ5Tx6h/iY6gksyWyjiNUQThbyz3+6y4\nzSPExqNU9zxxZhGPPnEM88tpyIqGtWQeOUVruh5KEARBdCet0NFrPUet+5fOha2CjGst4vCRszj8\nw7PW52Ratj43WrGhUuzdg1dfnZ9Zw8snZ8u2m5h/M1D/Ep1BLbL8tW+/DoBDJCQ69gVIhomNg/2Z\n8RrL/cznNOcTXthlYyWRw2oyDwAQBb6peihBEATRnbRCp6j1HN2k51DOtRbxzEuTrtuf9di+HqgU\ne/fg1VdecnHk6BT1L9GR1CLLibSCRFou204yTGwk/IzljdqH2JjYZcM+5mpa0b+xGXooQRAE0Z20\nQqeo9RzdpOeQca1FJDPlC8lK29cDlWLvHrz6KuEhF/MraepfoiOpRZYVVYei6eXHIBkmNhB+xvJG\n7UNsTOyyoelFgxqzBQ83Qw8lCIIgupNW6BS1nqOb9BwyrrWI/kigpu3rYXzEvcwslWLvPLz6KuYh\nF+PDUepfoiOpRZYlkYcklE8/JMPERsLPWN6ofYiNiV02BJ6z/uZQ/LsZeihBEATRnbRCp6j1HN2k\n55BxrUXcd+cu1+33emxfD1SKvXvw6isvuTh0+w7qX6IjqUWWY1EJsWj5go5kmNhI+BnLG7UPsTGx\ny4Z9zBWEonGtGXooQRAE0Z20Qqeo9RzdpOdQQYMWYSaLffalSata6L1NqtJEpdi7h0p9tXfbYMU+\nPHJ0ChemM5gY7aP+JdpOrbLstS9BbBTsz4zXWO5nPqc5n/DCLhs8z6E/GsBaIo98oVpos/RQgiAI\nojtphU5R6zm6Sc8h41oLefDQ1S1TYtpVfpaoHa++qtSH5nfHjx/HwYMHm91EgvBFrbJMYxSx0fEz\nlvuZz2nOJ7wg2SAIgiBqoRXzRq3n6Ja5jMJCCYIgCIIgCIIgCIIgCKJOyLhGEARBEARBEARBEARB\nEHVCxjWCIAiCIAiCIAiCIAiCqBMyrhEEQRAEQRAEQRAEQRBEnZBxjSAIgiAIgiAIgiAIgiDqhIxr\nBEEQBEEQBEEQBEEQBFEnZFwjCIIgCIIgCIIgCIIgiDoR292AbuXEmUU8d3QK88tpjI9Ecc/tO3DL\nNWNdfy6ic6jU7+Z3F6YWsefUMZIJouvwkm8a74iNRKPGcnpuCJPDR87imZcmkczI6I8EcN+du/Dg\noavb3SyCIAiig+kVPaLd10HGtTo4cWYRTzx9yvo8t5RyfG7VubpR4Al/VJMx828Gkgmi+/CS7/Mz\na3j55GzZdoBkm+g97M/BesZy0hMIk8NHzuLwD89an5Np2fpMBrbeRdN0CAIFIxEEUR+9okd0wnXQ\nSFwHzx2dct1+xGN7t5yL6Bwq9TvJBNHteMnwsy9Num4n2SZ6kUaN5TQnECbPeIyhXmMr0d3k8iqW\n41nMr2Ta3RSCILqYXtEjOuE6yHOtDuaX0+7bV9IA+lp4LqJXqdTvjHn8hmSC6BK85DuRkTHQFyjf\nn2Sb6EEaNb+TnkCYJDNyTduJ7kPTGTI5BemsAk33UAgJgiBqoFf0iE64DjKu1cH4SBRzS6ny7cNR\nx+dGxPz6PRfRW1TqdwbgwswaEmkZeVlFMptBLBrA3m2DrW8oQdTB+EjUkmFF1SGJPGLRAGKRcsMa\nQOMd0Zs0SpcgPYEw6Y8EEE/loWkMDAwcOAgCh8FosN1NI9ZJXtGQzirI5VWQSY0giEbSCXpEr9hN\nKCy0Du65fYfr9kO27WbM79xSCowxK+b3xJnFhp+L6D0q9fuuiRiW4zkoqg4AUFQdy/Ecdk7EWtlE\ngqgbLxk+sG/UdX8a74hepFG6BOkJhMmN+0ahajpYwfzCwKBquufYSnQ2us6QyipYXMlgaS2LLBnW\nCIJoAu3WI3rJbkKea3VgWlGPHJ3C/Eoa48NRHCpYV48fnwZQOea3FitspXMRvUulfn/u6BRGBoJI\npBXkZdPrR8Kl2USbW00Q/picTVgyXPRck6AoOh66/zoa74gNgX2cvzCdwcRoX5m8+9ElSE8gTGRF\nx1B/EIm0DE1nEHgOsWgAiqK3u2lEDSiqhlRWMYxpZE0jCKLJtFuP6CW7CRnXXPDjlnjLNWMVO6qR\nMb/VztXukrNE82AAGIPjTWUnxJMTRC0cPnIWz7w0iWRGRn8kAMZ0DPWHEAlJjv3mV9JVxzuC6DXc\nxnmTWsb7SschNgbzy2kMx0IYjoWsbZmcglfPLuJzjz2PoCQAMEIMSV/sLBhjyOZVpLKK5dVNEATR\nKtz071bZGFppNwGae11kXCuhUSVcWxXz2wklZ4nGU6lfg5KAqfm89Z0RUpfHcCzc8nYSRDUOHzmL\nwz88a31OFvKsMQbHAhCgHFHExsI+zjO4z99+dAnSAwiTUnnJ5BQsx/OQRB7prIKp+SQAYGQgiLkl\nRnLSAaiajnRWQSanQic3NYIgOoRW6hatzJXW7OuinGslNKqEa6tifjuh5CzReOrqV65JjSGIdfDM\nS5Nl2wSBQyJdXr2OckQRGwk/47wfXYL0AMKkVF4SaQUAEIsGHGOuuR0gOWkX2byKpbUsFlYySGUV\nMqwRBNFRtFK3aGWutGZfV9M91+bm5vDHf/zHWF5eBsdxePDBB/HJT34Sa2tr+OxnP4vLly9j69at\neOyxxzAwMNDs5lSlUW6JrYr5pRDB3qRSvzIGjAyECtVCi5UWZUVrcSsJojrJTLkRjec46AAmRvso\nRxSxYfEzf/vRJUgPIExK5YXjDH0hEhKxHM9Z+9nDDklOWoem6UjnVGRyCjSdjGkEQXQurdQtWpkr\nrdnX1XTjmiAI+OIXv4jrr78eqVQKH/vYx/Dud78b3/72t3HHHXfg05/+NB5//HE8/vjjeOSRR5rd\nnKr4dUv0G6tbaw6UWmOAO6HkLLE+3Pq8Ur+a4UORkIh0JoNoJGJ953W8dsaeExsHNznqjwSQdPFS\nk0QepyZXkMzIWEnksXMiRjJHbCjGR6K4MLNaKE6jIpnNIBaVsHfbUNm+lXSJRukBNA90J6X9tmsi\nZslLMCAiJ2tIpGUomg4ww3PYzL0GkL7YCnKyikxORY6qfRIE0SW0MsWVfQ777XuvBWB4mP3TM6cd\n+kgj9JRmX1fTw0LHxsZw/fXXAwD6+vqwe/duLCws4MiRI3jggQcAAA888ACee+65ZjfFF37cEv2U\ni62npGw9v+mEkrNE/Xj1+a6JmOv+h27fUbHPWyV3BFGKlxzduG+0bF9V05GXNcPoxow8bId/eBaH\nj5x1OTJB9Ca7JmJYjuctLyIzf+ZO2/jvZ3xuhB5A80B3UtpvF2bWcPiHZ3FhZhWMMei6jtVkDnlF\ng8BzYGBQNR0Bqaj+k77YHHTGkMrIWFjJYDmeMyp/trtRBEEQPmmFjcFN9/jat0/ia99+vUwfOXzk\nbEP0lGZfV0tzrs3MzOD06dO48cYbsby8jLExw9K4adMmLC8vt7IpntxyzRgeuv86TIz2gec5TIz2\n4aH7r3NYRf3E6tYTz1vPb/y0l+hcvPr80mzCs18dfc7B8V2r5I4gSvGSI0XR8eAHr0YsGgDHGbl/\ngpIAUSiffp51yc9GEL3K5GwCIwMhSKLxLEgij5GBEC7NJqx9/IzPjdADaB7oTkr7zcyrZuZUkxUd\nIs+DMQae4xCSBAQlAYqqk77YJGRFw2oih9WkinhahqpR5U+CILqPVtgY3HSPRFp25AU18Voj1Kqn\nNPu6OMZak0EznU7joYcewh/8wR/gQx/6EG699VYcO3bM+v62227DL37xi4rHOH78eLOb6YvHn11w\nffvEc8DvfXiz733qOS4AnJ/L4dULaaymVAz1ibh5TxR7t4RcfkmUcvDgwZafs5LcVurzuw4M1NzP\nzZQ7on10mty6UYsc/eV/u+x+EA74H947QuNbj9ANcttMqs3VzdIl6oHmgSLdJLel/bYUV62/RwdE\nLMWNCpQ6A0SegyAAkaCAcIDbcP3aTBhjkFWGrKxD1drjn/bhu97V8nN20nhLdCfdNN52M51qO3DT\nPcx5bHRALNteug1oj55SSW6bnnMNABRFwWc+8xl85CMfwYc+9CEAwMjICBYXFzE2NobFxUUMDw/7\nOlY7HsJS9pw65hqrOzHaB8BoY6V9vK7Bz29OnFnEK+dOAQggEgkgrwOvnFOwb9++ui2ux48f74j7\nWgvd1uZa+zwUFPHKOQXV+rn0PjRL7jqdbpOHbsHPPTXvfS1yNPD0smsetlBA8CX3raCXZaqXr82k\n3dfnZ662PzP2/Jn2Z6ZV43Ot5+lGGer0Ntdzn0v7LZnNQFGNQkfRSASrqRRURQMHDjzPgzEgnWOY\nGBuo+1504n1sV5t0nSGTU5DKlhcoePPNN7F///6Wt6kddJo8+KET5dgP3dpuoLPaXms7OqntXni1\nsRm2g0a10033SGYzAGDpRCaqLiMaCZQdrxnr1fX0d9PDQhlj+LM/+zPs3r0bn/rUp6ztd999N558\n8kkAwJNPPolDhw41uykNw0+sbj3xvH5+Q6EbvYVXn3sl5qjWz82SO4KoRi1ydN+du1z3HewPum6n\n8Y3oNvzM1c3SJeqB5oHupLTfYtFA4V/JsV0QOOcPKfnXulA1HWvJPOZX0oinZar8SRBEx9LJtgM3\n3SMWDZTNYQBwr8faodP0lKZ7rh0/fhxPPfUUrr76anz0ox8FAHzuc5/Dpz/9aTz88MP41re+hYmJ\nCTz22GPNbkrDqFQu9vjx6ar71HNck1aWxSWaj1ef/9Mzp133r9bPzZI7gqhGLXL04KGrARj5E5IZ\nGf2RAO69cxdeeWMObpkKaHwjug0/c7X9mbkwncHEaF/ZM9Oq8Znmge6ktN/2bhvEodtjuDSbwPxK\nGpLIIxISISu65dEWi0qQVa3NLe9OcrKKdFZBTqb7RxBEd9DJtgMv3cNt2y3XjGHvtsGO11Oably7\n9dZbcebMGdfvvv71rzf79E3DTCy/3n1q/U2ryuISrcOtz587OlV3PzdD7gjCD7XI0YOHrraMbCaT\nswka34iewO9cbT4zlUIQWjU+0zzQnVTqt0eftmdAZQAAIABJREFUcA/3pTHVP4wxZPMqUhkFChUn\nIAiiy+h024HXHOa1rdP1lJZWCyXWD4VubAyon4mNCMk90SuQLBOdAMlh/Wg6QzIjY2Elg9Vkngxr\nBEF0JTQPtJaWFDQgGgeFbmwMqJ+JjQjJPdErkCx3J7KiISAJ7W5GwyA5rB1F1ZHKysjmVEpNRxBE\n10PzQGsh41oX0g0ukcT6oX4mNiIk90SvQLLcHeRkFbm8hpysQtMZtm7qa3eTGgrJoT9yeRWprIK8\nQvnUCILoLWgeaB1kXKuTE2cW8dzRKcwvpzE+EsWuiRgmZxO4MLWIPaeO4Z4mWoRLz+3nXG6/AYzc\nXq1oM+GNV3/W088AcPjIWTxjSxR/3527ynJbrbdtBOGGl7y4yeTebYMNlXuC6EZMea80DzfimfBz\njFr26Wa9gTGGvKwhWzCq6S5FVLoJL33U7XOw4JWXVzTXfbuxP9cDYwyZnGFUUynskyAIoqGcOLOI\nbz53FpPzCYABu7bEICCLv336Bz27TiXjWh2cOLOIJ54+ZX2+MLOGo2/NY2QgCAZgbillfd/oDi49\nt59zuf3ma98+CYAhEpKa3mbCG6/+PD+zhpdPzpZtByr3z+EjZ3H4h2etz8m0bH2udeCqR9aIjYuX\nvPz01Rm8+FpRlpNpGd/4wRn0RyQMx0KOfeuVe4LoRuzPjNc83Ihx2M8xat2n2/QGxhjyio6VRA45\nWUWX29MsyvXR1YI+GkIkJDo+A8DUfBIAMDIQxIUZ2bFvN/XnetE0HamsgkxO7XrjKkEQRCdy4swi\nvvbtk1iO56xtpydXoOkMksiD57ieXKdSQYM6eO7olONzIi0X/lUc24+U7NeMc/s5l9tvEmm5rL3V\njkM0Hq/+fPalSdft1frnGY/feR2vEvXIGrFx8ZIXu2HNRNOYNW7aqVfuCaIb8TPGNmIcbtR5um1O\n0HWGTE7BcjyLuaU0klkN2XzvGNYAN31UKfwrl322j7mJtFK2r0mn9mcjUFQNq4kcFlYySGUVMqwR\nBEE0ieeOTpXNL5pujLma5hx7e2mdSp5rdTC/nHZ8VlS9oMSpyMtAMptBLCphfiXtcYQitYZqzC2l\nEYtKiIQkZ5tKzlXtN4rq7v7up81E4yiVJZNERoYkckikFSiqDknkfclUMiND1xk0nYGBgQMHgeeQ\nzMg1u87OL6eRySk1t4HYmHjJsqxqEAUemlaUScYYVA2YnEtA0xkEnkMsGkA6p9Yl9wTRjcwvp61F\nPmMAtxpHX1gCz3OOfdY7Dns9m/ZjNGqfdqPpDLm8ipysIi9rPZ+Q3k0fVTUdeUXDhctxMAbwHKBo\nOhhjhsshZ4zLpn5QWgWzk/qzUWTzKlIZBbJK+dQIgiAaidf6cn457WlvYLbZWWcMS/EsfutLT1uh\noze/Y6xqyoJO1UnIuFYH4yNRzC2lrM8cB6i6Dg6GQqyoOpbjeQzHwhWPU0+oBgAsx/MA4DCWjQ9H\nPY/r9htJdHdatB+HaD6lsmQSkgSrzwD/MhWUBCSV4lsCBgZVZ5AksWbX2aAkYGq+9jYQGxMvWRZ5\n3pHLhtmmVOsNls6wmswjIPJ1yT1BdCPxVB7JTNGDnDEgmVEQThWfgUaMw17Ppn2+b9Q+7UDTdGTz\nKrJ5bcMZT0r7RGfMGleL2wAwBg6GbQ3M0FsBQ3cNCs7qqO3uz0ah6wyZvIpURi67JwRBEMT6qWTL\nMOYndwObaTPRGYOq6mAAFMXY78ylVZyZWsWmwXDFlAWdqpNQWGgdmMUAShEEzrmBc93Nop4wjFg0\nAKA8BPWQrU1+fhOLBhCLOr3fSo9DNB8vWRos5KIqo4pMDXn9zoO6XGertIHYmHjJ8tCAf5lUNY8F\nEMkc0YOsJvLu2+Pu2x3U8Ex4PZv2+b5R+7QKRdWRzMhYXM1gfiWDeFrecIY1oLxPTCOSq3iUbDR1\n1tJ9u10PVDUd8VQe8ytpxFN5MqwRBEE0iUq2jHtu32HZIEyEgme+Of8YUS3F7YAxj7mljylds7ZL\nJ6k2p5DnWh2YVtMjR6cwv5KGJPKIhCTIioa8rBbCNgKQq5TzricMIxISAYSQzMjgeQ7jw1EcKnGV\n9Psb8xouTGcwMdpXdhyicTDGwHHl6m6pLJl980/PnMbIQAiJtAxF0yEJ/mQqIPIY6g8hkc7bwu2C\nSOfK8+sBlV1n84pWVxuIjUklWVZVDYm0bMmkqhleFBy4YviywEHVdJI5YsNgeLzDEbrIFbabNGIc\n9no27fN9rfu0Q29QVMNDLZdXy0IZNyql/QYYixQjArR8AWBXQ4KSgP5IAIqqeeqT3UQuryKdU5CT\nab4gCIJoBZVsGbdcM4bf//UD+OaRs7g0lwAA7Ns+CAFZzK6wgl0C4BgHUSj6e5lzV7WUBX70lkaS\nVzSkswpyeRUTm/o89yPjmgt+clPdcs2Yte3RJ45ZbonpTAbRSARAdbfEesMwIiERe7cN4pGHbvU8\n7oWZNUMZL+RoCUgCQgERZsoN+zUcP34cBw8exIkzi3j0iWO+8791SsnbbmBhJYO+SADRkFhmZDs/\ns4ZTkytIZmSsJPLYOREr9OGqsYOlHzNfMpXOKpAV0er7UECAwHPI5FSHTMSiAezdNljxWHNLqYJx\n1ra9R0JGiOZQiECyxLYok7ole5m8Cl1nRg4gFCZSHQiIAiIhkWSO6Hj8zIWPfeMEXnhtFoqqQRIF\nvPemCTz88Vus7yVRgKJqhudQIRcWYDwHJo0ah+06SyP2MfWGZtMIg9pbF5fx0slZTM+t4OXzb+DO\nAxO4fvdIg1vaPuw6hDGUsrKiDaLAIRQQrfAcSeQxPhJBJqfYjHHdh1YoWrGaUrGcyFX/AUEQRI9y\nfi6HI1XW8X6oZa0flARMziUca8tISLR0FDe9wq4//Mn/9SJ+eWnFkQfUDBmVBGeApZve40dvWc/1\naZqOTF5FJqc6UtxUgsJCSzBjh+eWUmCMWXG+J84sev6mXrfEZoVh7JqIYTmes5SovKJhNZmDpuue\n1+Tnuuu5N4SBpjMjTGE5YxUdAIDDR87i8A/PIpk2lGKzJHEyI2M5nrf60Myzs3MiVvE8pX1v/C6H\nrWN9rtsrHa+TQoCIzsdrfAhIfJns6S4u1brOMBQLuh6bZI7oJPzMhY994wR+dGwaSiFUUVE1/OjY\nNB77xglrn/feNOF6/PfYtm/EcVhRdSTSMhZWMlhcNebM9RjWnnr+PK6sZsAAXFnN4Knnz+Oti8uN\nbXSbKNUhmIthDYBVCMMkFg0UKqnmIYl81+l0VtXP5bTlFU0QBLFROXFmEUdej697jV7LWv/EmUWs\nJLJla8tMTvWloxi/z1lOJ0aecB0cZ4SNloaUNkLv8XN9jDHkFR3L8SzmVzJIpGXfhjWAjGtl1FPW\n9ZZrxvDQ/ddhYrQPPAdMjPbhofuv8/UG2Podz7n+zs8+pUzOJjAyELSKFjDGIPI8ZMUpGJVyu9W7\nD1EZnRkx5GYukKd/9rbrfqffXsHIQMjoQ85QjEcGQrg0m6h4/NK+N34XxOXFlOv2SserR/aI3mI5\nnvU9oXiNDyfPLZXJnheriTzJHNHx+JkLX3ht1nWfF23bH/74Lbj71u2Wp1pAFHD3rdsd3m0bZRyW\nFa3MoFaLMuvFSyfd++HlwnbGGBZWMnjlzTl84wdn8OgTx9Z9zlbyzEuTjs9uhjWeA3Qd6IsEsG/7\nIPbtGERfRIKiMowMhMq8IjtVp2PM8FK7sprF4moWmbzald52BEEQjaZRa/RajvPc0SlEQlKZjj8c\nC/nSUYzfi9g0GEYwIIDjOHAch76whI9/6Brs3TbYcL2n0vUpqoa1ZMERJqvVnWKAwkJLqLesa72h\nEo0K1bAzv5xGJCRZlUGnF4yw0tJqHZVyu9W7D+EPxoBUVkEiI4MraIf2cFFZ1VzD46rd69K+N5le\nTGH7WF/Zdr9yTWxMcrKG/EoG0bCE/kgAPO+dRd1rfEhk5DLZOz8TB+DM/wMYck8yR3Q6fuZCxSO5\nfmnS/Yc/fgse/vgtFXWHXnwmGGPIyRpysoq8rDXN82hpLev4rOkMsqLh3Mwa/vq/vYrJuQQyObUp\n524FyYzs+V1QKoYXcxzw1T96v+P7zz32vBWab6fTdLq8oiGTU5DNq67GQ4IgiI1Oo9botRzH3Ld0\n3em3uFDx9yIioWIOM57n8OChq323uRZKr48xBp0B04tJLK5mPX5VRFY0nJtew1bKueYft3xl1XJT\nAYZr/jMvTSKezGHg6WXcd+cu7N026IjpDUg8Xj+3hGRGRn8k4LpPPfHRpbHDQUnA7FLK4SrPwRDW\n6YWUFR6wd9uQ47rryf9Wug/hzi9OzeOmq8fKvHb6QhJS2UKxgYLWyHEcAqJQMUfaH/2Hn+DiZcNA\ngX+ewe6tA/g/P/cBjI9E8dbFJUfy+Fg0gFgkUPF49eTSo/x7GwMGwxCcyamIRQOIhsurDAPe40Ms\nEsDUQrLMcxYo97IISoJrnqr33byNZI3oGPzMhZIouBYdsBs8gOI4emFqEXtOHXOVbVO/sOsOpYpn\ntX0aNV676Tp+lWBN0x0GtWp2EjNX2tJaFqOD4ZpzpcmKhlBQxMJyGrKiI6eo0PWiIS2eWin7TWkY\nSqfTHwlgNZFzNU7mS+TvI59/ChxnXOPYUASryTwCIu94iZfJqVBUHZ977Pm2jrX15LkhCILYqIyP\nRHE+XW4A87NGt/SQy2tYWsuBMYagJFj507yOY+ZbyyuaUbgPHIIBAbu2VE5hZJ5zNZlHMi1bdolI\nSEImp0BRmescZG+nrOhWscCAxGPP1kErjYZd19k1EcPkbMJhI8nJRt5nnTErTc3YUMSzremsgjfO\nL+G1c1dw6u1lyIqOD71zp+f+ZFwrYddEDEffmrc+m/HDh273FhQz54VJMi3jG98/g/5oAMOFHEJv\nXVzGajIHkefB85yxzw/OoD8iYTgWAgAr7heAb2XGjB02mVtKYWElg2RGsbxCrES1DBBQzN9lv6Z7\nbt/hOI5Jaf63avsQ7vzDd95CNHwW79o/jvfcuBVbRo1B6n03b8XThbAOM581YwzXXjWMX06uWr+3\ny6HDsFbg4uU4/ug//ARXTcSwmsxb2zWdYTWZx1UTA7i8mHI9npsMVZPDen5DdDc6Y1hL5ZHOKoj1\nBRAKOKcPr/FB1XRXw5obksjjR8emrc+KquFHv5jG0bfmsXnYmPhI1oh242cu3DbWVzZOA8DWseLb\nTvs4yuAu2276hfnZNGpV26dR47WftpQiK5plUCv1nq+EmSvNxMyVBsDVwKYzhoXlDCbnEnh7No7J\nuQRmFlOu+R1NAhKPHZtjuGoihl0TMVy1ZcAz72Onsm2sr8w7rxKMAfGUDFnRMNQfxHI8B8AIDc3k\nVCzHcxgZ+P/Ze/PoOK7zXvB3a+u9G2gsBAGQBFct1kKRESXRWmzRi6z42Z54kbP4zHgm8TtzPI4d\nvSS25439JpN5ccaJbeV4Xs5Y88aJIx8/W/aRF0mWLIuyVkqiSIqkuIgLSBAAsaMbvdd+549bVV3V\nXdVogDtVv3NIANW13Kr+6t7vfvf7/b6IR4sGuHh9bVjxM0SIECGWjvdtW42To826aIvN0W3/wNbg\npCZ1Kpa7x4fG89h6aYpmuBZAKKACuaKMfcdmAseNk5MyXjtxBJKVcGLHJWTVQKWmoysTbRqDAHja\naVIK3TAh8Bw4QgCatwoBEicgODy+gN2Hp9CViSAeFTExW0KlpsGkQFTyLnTecZNXA7dUM/C7PWPY\nf2IWJ0YXYC4hbToMrjXA1qwqVjRXho/YUpuqUfMCYEGNYkVxgmvFiuJst6lVhsH0t+zgmo2du0fb\ndmT8uMM1RQchAAHxlGKnlDL9Lp5lLbnvqZ1ythe75O3VhkpNw843xrDzjTGsH8zgrpsHsONW1lm9\n+OZZVGQNiaiIu28ZwNnZCjpSEspVDbpBPXboN2EDWICtWFEh8BwMg4KCrSLwPHE01/zseiTAtlvZ\nYSvOemgPVw9+t2cMd9y00hNI0wwWmI1FBGRcWR5B/cN/evjVtq7FEZYh10gVtTPnVjTsH9paiEuF\ndsbCYkUFxxFPcMdeWLPRTj/q518AwNO7RpyA1mL7nK/+up22mCaFohmQFR2yaizJIXWjlVbau9Z1\noVBWrEBaESOTRZyZLKKmtKZ38hzQmYrixg09ePfNK7GyOwGeu7Klh8dnyuA5smRabU0xMNDDspA1\n3QTHEWi66UxC3LjQfa1hmKjIOqqyFhYmCBEiRIhlYMs1vdhxcwaj+ciS5ui2f1CsMBYVxxEI4KyY\nARsX/PTObL00niMwDOLMOQWeBbdajRtvDlcA2FlxUcaqMkwnsOanA2qPDHY7DYM6PzmBONsBOMcX\nKyoopSiUVUgiD9OkkEQeEVFAJilhrlBDdyaGO27qx/Vrszg7W8b+47M4cHwWo9MlAHOedhAA6wcz\nuHljT8tnGgbXGuCnWVWVNbx5fCYwTd5P84KCQjeAkckiDNNVvYlQzz6GAUzNV52AByHsmE989YlA\n6qibXmoYJtKJiBPEA+Bcj/qQLla5Vs39+NMUrkw3H1xp2i+UUugGhaYb0HQTmeSlWZX+yN3r8MqB\nCWsVABgeL2B4vICfPHscfV1x6Ibpeeaz+ao1OdFhmIBuGJBEblHuvF2J1J7QUFAQE9Cpf8bAVK4C\nSoHpXBXlmgarL0UyJoLjSCCVaDFOfkgZvTrwk2eP41cvncKdN/fjvVtXIZupLwTULPusKgZM16LB\nYn2IGxwhniCwqZu+mjp+26ZyFV87A9DWttAeQ5wrWtl6qaqiUaGQwOsvTM1XvH1vvuD0ve7zaLoB\nd8yBI97z2OL/7sAEzxFnn6n5iq8swFK1WIL0vYoVxdHEUlQDh86Rzgl4tdJMSqFqJlTNwFxBxv/6\nz68gV5RbHt+RimDtyjSG+jMYWpnGmpUpnDz+Nm644YYlteNyR6mqLjuAOTVfRTohojMdwbe+eA8e\nfOgFVGqqxydNJ8QLpsFWU1hALcxSCxEiRIhzx4aVUTzw4fZ0323/efeRKYg852haun3yVSuSqCk6\nnt09ih8+ddRDs9x9ZAoEdfkBAgKeI46vYvvoP332OEamigAFhlamccu1vTg1JcOkquOL9HXFUZV1\nTOWqmC/IKFY4h5JalXW8eXwGqm6y66kGQOrzAgoKTTfr8xCHtUcdaQ5VN1GVNZSrOjTDhCRwuG/7\nDbhuKItTZwvYf2IWP37mGGZ9ssAFnsN1Q1ncvKkbN23oaUs6IgyuNaBRSyWoVDlQX71OxSXPajQA\nx9tuWoXz+dOmStQUHYZJQcBWWNuhl5omkC8xJzO7RDqDmz99pdP8TJNCM0xougnDMKEbJnSDwmgI\nWl2q4Nr929fivjuG8PZIDi/vn8D+E7MwTYqaouO0lTlGABQNFU++chrRiIBytR6FN0wgV1SQDNC7\nssFzBEqDzRkmBUeA+UKdLmqn4GbTMcws1FByXYtSoFTVwOdrgTbRSnPoSrelEF7UFB2/3T2KnW+M\n4ZZrerDj1tVYN5ABwGylqpiYzlVxaqKAn+2sU8Ya07n9YC8AsMWIpU0QJYFvsrPvPXYQAHUWR4K2\nhfYY4lzQTh8X1BdHXIGzQlnx7XtjLmo/LLFdN0wKjxA9T1pfKyLyGJ0qOZ/ZsgDuYHk7cPs6lFKn\nDYmY6MgRLJXO2QjTpJi0Fm8Y5cRsopM2FiCISDyG+hi1c2gl+9mZWtq9XanQAxYk2oHbDwBsO/H3\nE84XdMNEpaY5/m6IpUFWdeQKMnLF+r/5gox8UcF3/uKexU8QIkSIdzzcPozIc05RIQKwwJWV/JMr\nylA105nvuWmWdmDNIsWBEgrdpIjw9ern33vsoJNUAgDHzuRxbDQPApbIYfsisiqiUtNgu0eN20WB\nq18P8ImlUBgmwHGAwHHQdKbHJvAcNMMEIUC+VPdddN3E9x8/BNOEb8Z7LCJgVbeAe27dgHet62qS\nwVkMYXCtAY1aKnaaYWOk0p3u+KHtQx4dEiA4a6NxO+9ytB1Hw7XcvRi9lOcI9IZ9ghytxu1u/vSV\nRPPTdBOKZqJQVqDbAbUrwEnjCMH1a7tw/douFCsqXjs0iV88P+zKMqvbgDuw5kaupCAWFVDzqW6W\niImgS30OBMgV/DMACmUF3T6Tr527R1tqDl1JthSiNT7+3g343d5x5IoyTEqx9+0Z7H17Bmv709hx\n62rccg1LjTYpxW9fPwNNN8FzpGVV0QuJojXxd2ce+20DQnsMsXy01ce14QTki4rvLm7dzKCgs2f7\ncl+3JQ4XH7x9DX76bN3XsQ+/+5YBZ9tidM5G5EsyRixq5+mJAs5MldjKdAAIAQZ7kk5G2tr+NPq6\nEpesz7nUOC++z2KP7hwfrV0ZNsxSaw2TUpQqakPQzPWzKF/RlW1DhAhxecDtw6QTEqbkKguQod7d\n8zxBsaJ6hP5tf9pNwWw8zj1cFBsSj+zxiudpw34KeI5lq1Vqus92ETnLX7Kv5walgBXTY3Nha16d\njLOFP0opTJP1sZQCOiiUhkW7jlQEN2/swc0bu3HN6k4cPXoEN1zbKEjTHtoKrhmGgWeeeQaZTAbb\nt2/Hv/3bv2HXrl0YGhrC5z//eaRSqWVd/HJEo5YKIfDl/7rT5G2tkad3jWChLCOdkJAryeDAdDAo\nKBPbA1uBJoStAJvUREQUHK4x0OzD2NFYG7Zh2hkfNjfaoCzY1pdN4OS4vyaXvb8fD/t8lfA9nzAM\nE5phQtdZAM3+nYIJDTpVNq9ApBMSPnDbGvzqpWEQynR5Flt9FngCVTOwsiuBibkyNL1+gCRyGOhJ\n4MxUqUl/haXpUnRl6rx2W3dP1QwYptnUWbHCCv7tmMpVWmoO/fCpo4HHhbiy8P7b1uDeW1dh//FZ\n7HxjzNH7Oz1RxH/95SFk01FcOyBg3QYNcws1h4bNURb4J40Cag2wbdWuapsLCDYAQH930mNrfnbm\nJ5geJKIe2mOI5aKd8dKgNLAvtqEH9L3u6ohBlD/3dvsdarqW9beiGb6am6q+eKBDN0zIio6qouOu\nzQMoV1W8+OZZlKosk/ruWwbwoe1rnf2DxPXnCjXIio4zU0VHK+30RBGFcvA7DwCSwEEQOGRTUdx2\nQx/u2TIIqaHiaojlwabk2NQZZif+fsJyoGqGRf3Ul01dvZqg6QbyJQW5AguY5Yr1oJn9+1IzuAE2\np+hIXVmFOEKECHHp4PZh4lEBPE9gGAAsv4UQgojIQ9EMT/zD9qftn7bGt/s4QeDwmfuvxw+fOtrk\nfztyVZSgq6Puk5gU6LX0PqOS5rt9vqDUNcUbxhOBJ5AEHsm4hAfevwmvHpzAVK6CqMSjIxnxpXsC\nbAx837bVuHljD9b0pRads7SLtoJrf/M3f4Pjx49DVVUMDg5CURS85z3vwRtvvIGvf/3r+M53vnNe\nGnO5wK0r9s1H9mB4PN+kQZHNxPDNR/Z4NHy+/7UPYO/evdi6dSs++7fPNDmNPM+hKxnB97/2Aefc\nk3Nlx3BtfTbiCrEREBBS12UD6kEPVTecz0Wec7RfmPGZTQ67JPL41hf908Zb0fwuNAzDGzzTdEbr\nPB+6LZcL+rJx1FQDiso0aezvJhWTmI5NG/6UblCkJAFdmShqio5yVYOq6ZAkJizfl00gV2RljQWf\nuUepqqIiM20flRggBNgw2IGRyRI03WgK7HIBy9Vum/DTHLqUthTi/IPnOGy9dgW2XrsCpycK2PnG\nKPa9PQuTUuSKMnYVgb0nX0E6KaEm66gpGgyTUdtT8dYOf1QSnH61sXKPG3YAwm1rfnYmCs3i5H7b\ngNAeQywffV0JHD41h2JF9QSHb1jX7eyTiksolBWPhgnHEaTi9Sx4UeCbAhcUQMTVgYsCD80nCCa5\n9knFJeR9NMjsa7F3hTZlbwa9A5puQlZ11GTdWfizsbovjXUDZYxN5rBqZQar+7yV1Ls7YpjNV0Ep\n00FRNROKxignf/GdF1oOdbGI4NA611o/04kwaOAHWy9nuSAEls6NhnxRwYMPvYB8SYEkEPR1sUyF\nqqyhWFFRqqr45iN72tKq1A0TVZ/iBIevIn/OD5RSVGXdyTjLFWUcP1XCrpNvOTTOxiyOdiGJHLLp\nKLoyMWTTEXSmo+zvdBSd6Sg6UxHw/JVdmCNEiBBLQ5DmcDto9J8jIg+NMF/c7v8BVlnaDVHgHJ8d\nsIrhCMRzXH93Eluu6cWzu0cxNl2CqpmODwQKEELA8/Do2xfKqvN70HZR4CAr/gs1bFFCRywSw9h0\nCbMFGeMz/ougksghHhEQiwgY6Enio3evb+uZETB/TBK5RRf42gqu7dmzB08++SRqtRruuusuvPrq\nq5AkCQ888AA+8pGPtNWoKxVD/WnsPjzl/K3pJmYXZFZa3uLp+mkL3byxG8/tGXP+tjWFbtpYd74b\nqXXpRAT5kuyhitpBVDuw1rjKTS09lni0rgknCgSNvjgFcN3abOB9tqL5nS/Yzrb7n26Yvi/Kueq2\nXG7geQ7JGIdkTIRpUsgqq6R27VAnXn1rqmn/eJRHVW6eUJVqGo6PLaAq6x5u+lxBxvabY3j/itV4\n7LmTTcd1piOYmq86f9vaPsWqirs293ts1cZNG7tR9hGw3rFtdUvNoYthSyEuDdb2Z/CnH70RuffI\n+N2+MbyyfwJVRYeiGZjNe1eGDBNYKCsQeBK4Gu9eBZsvKOhMRTyUOBuiyDuOgG1rd9zU3xRcY/R9\nuug2ILTHEMuHJHIeOzVMinxJgSjWJ7jt+ACDvUnf6s8DrsJDQf3znZvrZeMHe5NNGWOGSZ3ztNMn\ntwqo2XCPyxT1cZlSiv7uJE5PFmBSiulc1XKog8FxxKJ3prGuP4Oh/jR6s3Eryz9EK7jHX0KCs8wb\n4fYfkzHR0RTuykRBKYUkcB59HFuntSsTXVRDU1Z0lGuaI27txtXgzxmmiUJJxXyxZgXLFI/uWa4g\n+947UPXZ5kU6ISGbjqIzHUFXOoZshgUmEkCuAAAgAElEQVTPsukIspkYElHhvGVUhAgR4spH0Bzs\n9o0i2iln0Bx/YJlhjRJY920fwqsuqYd0QsJ8QUY6wQJe9hjhPs72K4b603jt0KRHWxlgY1Y84g1O\nNV7HvX3XgbMW7ZPJYAVBN4AzUyWccenL2pAEjiUvEaAjKTkaanfc1N+0rw1CCKISb1UX5a2ik+31\nw20F1yRJAiEE8Xgcq1atgiSxh8hxHESxtcD6lY6RiWJTmrxusNXYRuzcPYp7r2cPXtVMdKYiTSvb\nmuu4RmrdDeu6IIocDlqVQFNxCfGYCE3TnRRJjmORXyclkjAxY7dzxXMcBM6EYXGL7eqP6XhwhYtW\nNL+lwqaG6VZhAXcgrV0sVbflSgLHEScyz3McOlOSZScs2ycZE1FVDHAETULWQF2PzYSVkcizjvHM\nRBF/+rEboagGXtg3jkpNQyou4b7tQ/jJb4/70o+Ons7hZ3//YQDAy/snoOoGJIHHnZv78aVPb8G+\nYzO+NvHNR/b43tvO3aP4q8/8nvP7udpSiEuLZEz0FZ7OZqL4+Hs34vffvRaP/WYfjk7oTcE1gFU1\nDAqssVUgzkM/0nQTsYjgERjlOQLJJ/vszEQRn7n/+iY7A5ptz29baI8hlosDJ+bq9ARXZa2DJ+pl\n29vxAYoV1SpMVH9HOI54CiR96dNbAPj3zzbGZ8q+tNCzMyz4HDS+37i+C4WyAkU1AgNqbtjjsmlS\nqLoJtaJC1Qx877G3Fj2+uyOGtXbBgZVprFqRCumdy8RSMtYIsSnCbHIjchyymSgySQn5ouKRPWE/\no06g1aaNumlBbj/XNCmqio5KTWvp310J/pys6k6QrB40U5Ar1DBflLFQUpZVOELgCTpTUSt4FkWX\nHTizfnamIuF7ECJEiCUhaAzYf6qCB9o4vtEn2DDYiR3b0jgzUWzykzcMdrj26/Dsl03HAMIkABp9\n65GJIno6YsiVZCdmIokc+roSSEoaVEoCr9OXTeDuLYPYtLoDnakIdh2YwHSuGjgvbkQ0wiMmCeA4\nWD8JZNVAuaqhUtOxekUadzRkT3OEQBI5REQWUMsmeXRlllfMp63gmqqqGB4eZmVNXb8DgKK01su4\n0jE1X0E8Knici7Hpsq+OD9NbSTrHZa3U7eZ96nBTUP3w4EMvQOTrKZJj02XwAECAVb1JjE0z59nd\nHk03wfMchlYkPedaTGNosbY0wjS9AbSgCp3LQSvdlqsJ07kqujIx5wU2KQU1KQqTJYgCB7fLxbIU\nWcC0XoIYUDQT+ZIK3VhAsaLgA7etwQduWwOeI0jGmO388KmjAGnW9LM1d7706S2eyZqNIJtYTHNo\nqbYU4vJEJhlBJhmBqhmoyjpk1Rtoi0oCblobx6c//C584R9/16Qd2GoQpIAn/RwAxmbKWNXr7bfG\npsu+E3db+8/PztrdFiLEclCqquAIASeQpu022vEBSlUVIs8BPGCaJjiOazoPENw/u88j8FyTHID7\nPFuu6cUtm3qgqAZqljzBjE9AvBGGYeLsbBmnJ4p4+0wOimq4Aub+NLdEVMCalWmstTLShlamPXTY\nyw2EsApjPH/pirEsBe7xt1XAZ8Ngxvmd40iTLMiDD73QpF0Tj7KJCKWRps8AZr+6kUC+JKOm6G0F\nnC61P3chCwXEI4Jv0CybjmJ2cgS3br0pzMYMESLEeUXQHCxfbr8fa3eettz5XD1+4vXpOY7gE+/u\nwtat3hy7Ldf04uaNPUyns6ZBsyQGrl/bhbUrM/jP//I6qj6VPRuxIhvD1/6n2/EPj+zxjGFRiUdU\n4sFxBH/6sRsh8BwkgVE8JSszzY1zyRZuK7gmyzL+7M/+zPnb/fuVlqrsx1FuZTR9XQkMjy+wzDWL\nZ0wI0zVr2telX8I0WeZRrCjOqnUsIiAqCXjwoRcCr93YvojIQ1brxuTwna3rN/Kf7W2KZjgabu1e\nOwiGyQJmhmnTOg0nM61dLFVvw9Ztadq+zCiyTUm93MDsK98kNB0ReeeZ21VYeI4gk4hgzcoUjo3k\nUXNV3dINinxJxVf+yytY0RlDqapC1gykYhLu3jLIyhE33L+twwcEvxdB2xfTVVvqexbi8oY9+AAR\nRh1TdMiK4VC6OUKQjkso1zRQSpndtjHpOj1RgGGy1f10QkI6LqEq60vubxfDUu07RIhWsDXOGjPF\n3IG0vq4E9h+fsd6Jegb5LZt6g89jGE3nAYBHdx7HU7tGnIz2D20fcgop2ecp+eg5peISDJNCVlhg\nXNGMlu8lpRTzBRmnJwpO0YGx6dKiY2ciKmDbu/osvbQMejtjl5VvyLK3mCOdiIoQeAKe5yDwBBzH\neaQ4rgS4Nf9aYWy67PShqmbiE199wmM/rcZxCng+o9bCXlc6hoWKvqRg1GL+3FO7TuPFN8+iLGtI\nRpuLZCwGTTewUNHx9kju/BcKSEY8ATN3AK0rHUU0EjyNqub5MLAWIkSI847Gvtv2mw1Db1sf0/Z/\nh88uQNVMREQO6wY6lnRsK5+aaXhyTQUh/Xz31w5P4tnX2XF2jGCwN4kDJ2bx8oEJjE2V2kra4Tlg\nVW8KAs85446dsaYbJgSBw5qVrMJ447jfeE9rOpW2KLZ+aCu49txzzy3z9JcXWulEBRmSn+aaSSni\n0ebJ3o5tq0HLTBuFabLUtSsMg6Jk0fkolXyv7dc+5sDUhYgbedGN/GeAOQS6bjppSu1cu5HKqdsF\nBgxzWanwbixHb2P7Tf2eY2zccVM/DMNEVTEwOVdBpaahXNNQldnPiusf264723XDxOPf+ui53cx5\nhp99zRcUDPQmcXqi4GSbUQroJsV1a7OglHoCa26YJsWkS1utUFHx5Mun0JGKYG7BK3ht6/AFvRcn\nxxc8HPh2ddWW856FuHIQlVigHimmsxMRWemLu28ZwK93jbBqQTyxSl/TltlrdnxeNyhyRQXrBjIO\nlQ2w+luTIh5tps20q5m2HPsO7TREKyymcQawrDF73AW8OpdLOc+jO4/j0d8er5+3ojp/2wG2D20f\n8uxjr9bedctA4Ao3AFRkDSMTrHrniBVQc7c5CMQalwjHyi+9b9vqJQVDzjfs4JnAk/pPn+DZeJy/\nKqoqNmr+tYJN6+c5AoHnPPazmBbfI78+4unHKaXYdkMfaHVySe1t5c89tes0fr1rxNlWrmnO3x/a\nvta3UIBb58xbKGB+Se2yCwVkncyzmKV7xgJoHcmwUECIECEuP7j77qqsO1qZiSjXli9r+8W27iYA\nlABQuuAE7RY71kaQTy0JxGpX1BNgs2MlumGiUtPwxtFp/Px3JwAwn394fAFvDc/5ym8thmRMwh03\n9bM5yZZB/Ojpt7FgjZWEEBgGRaEk48CJWc/9+d3TydEqNm6cWdZ8oK3g2u7du7Ft27Yln/xyQxBH\neefu0cCHxzTXmkvYZ9MxZNPRJm7y3r0suHbgxBwEjrMyj5zisx4tocZr+7UvHhUQjQjIpqK+vOhG\n/nNfNoHZfA2CUNeDsTOfWAo/dSruPbXrNNb0pZAv65icq5wzlTMIQXobuw6cxbr+DMpyQ0DM+tmR\nimJ8psTE+y3H8P/95VuQFTuwNOd73isJfpp+6QTLQuhMRZ3MR5bZE4HAcTh8eh4CT6zvl323HAdE\nJAGqZnhWaE2TwgQwX5ARETkors4qGROQjkuB78XTu0aQSTZTeRbTVWulxxYGLa4uRCMCUjEefV0J\n/NEHr4UgcPjdG2MsAyEm4e5bBvDLF0+1dS6BJxifLqG7I9p2f9sOlmPfoZ2GaIXFNM4A4MjpXKDO\n5VLO85Qr8ODG07tGnODaJ967EZpu4revnUGppiIRY9k/H7htjbO/ppsYnylZgbQiTk8UFqWFJmNi\nXSetP4MX3xzH5FylXqla4JGMi572nk+wsY1RNXmOBc54nv3O2X9zVwaV83yiUfMvEIRRIu0FOjee\n3jXiVK5vHMdtas6/u3s9Xto3jrlCDT0dMUej5tChpQXX7EXUVw9OYK5QQ3emfi47gEcBpicM1tgn\nXxnB7iPTyBVlKAGLiYshFReRzcRYsMwuGJCJOdlnYaGAECFCXIlwa6a9eXzG8ZWpWV8ca+XL2n5x\nseJdTCtWVMSjQlvHNqLRp7aTgmy9+L5sAvfeugrXrunEa2+cxnSuCpNS/ObVESyUFFQVPTDDOCrx\nMEwK0zThR5rjOWBldxJ/fN+1uPX6PkgCh/6eJH772hlUat75RDwqNt3fcuJDrdBWcO0b3/gGfv7z\nnwMAHnjgAfzkJz9p+wJf/epX8fzzz6OrqwtPPPEEAGBhYQF/8Rd/gbNnz2JgYAAPPfQQMpnMImc6\nd0zNV5ooR5LIYzpXDaRLBq36Ts6XMZWrolRVkSuyKmHP7h7F8OgM1h/Zg0JZgWlpZLmhGxQnxwsO\nRaSmsBTOqfkKJucrkAQOqmZ6DIHjiBPMaAef+OoTMAzTkzFCrWu76R1T8xXIquFQD/3QLp1T042G\nzDEdFStodmI0b70U7Hmw34HR6TL2Hnuh7ftaCkSBVeZMxEQkotbP2OVXfMNP0w+oa09l095V9qlc\nxaEZ2d8ZhZXZZpggHAFPaVPnQyk8gTXOWukfny2BI8RZ/XULb1csja1GWpM9kXnxzXG8dngKmm5g\nZLIEUeSw5Zpe3/csnZAW1fwLqXtXLuwiHf/D778L//3910NWDYs6qrcdXGODKqs0aNuvohmQVR2l\nKquS22hr7SDIHotV1Te4FmSnoR2+c7DYd92oiea3XdONpnGVoq5zae/fWCzEMKnnPKUqW3hxFz0g\nBChWFOQtoWDdMNHTEcNQfxpzCzV0ZaJIJyJ4/fCUk5F2ZqrkOUcjRIFDdyYGw2TX6utK4D1bB3HD\n+np101+9OOzoltRkGbEoo68uRzvLzjbjOWIFzKzfrb+vRLrmxUKpqvoVQG6Gpc/KgrzsAE03YFJg\ndqGGj3/lCVy/NotUXIJpUmiGiYMnZ/H4S6cwm69CskT8bH9jdKqIXQcnMDaZw6sn31pU3gOoFwqg\nlGLTmk50F2PIFRU8tes0fvj0USyU/d8l0zAxORfsMwg8QUeKUTM701EYShHXbljtqbQpNooQhggR\nIsRliOX4l7YWmls7s+LKPG/ly755fAaaZkLVDIflRkBgUoqqzLLJ/vBrvwYoMLQyjU++b5PTnlNn\nFzBfkKHqJkBZBnA8KmKhpKBYUa3YSj2WwXEEPR0xjM2U8PDP30KhrKCm6BCfnAEhrNBAI+yFNRBA\n4jmkEiLyJRUcx4HjmP/Q350AIcxf+M6X3uP7PE+ML0DkOXRlIk6wz/1s7P12H5mykltE3/2WiraC\na25BuKUWMPiDP/gD/Mmf/Am+/OUvO9sefvhh3HHHHfjc5z6Hhx9+GA8//DD+6q/+aknnXQ4iIo9R\nV4lWRTNQkTVERR6UUt9USnZM/Z413cR0rgbTpI5eVaGs4Lk9Y+hMRRARWDrhYnRKmyJSVXTELM0G\nXWcpkgLPgSPEoQhm0806Y6ZJPVpoNp3TMNkqpZ8P3eim+umXmSZ1KJaHhufxwr4xJzCWL8k4diZn\ncZU5Dx3zQumZcYQgERMQtwJkdsCsVilgzeBKJGKCZ7sdTLtSqi8FaZ4EVXbtyyYwPl2G0vAFm5RV\njRUEDqU2UmlNyiijPE8QEXnkinbaLJvc5UsKOALPirFts7GSgod+vA/P7RlzPtN0w/m78T1jdiwj\nm/HqCLkRUveuHhDCNB5jEaHlZD4IjYFh3aK12wkGbltrJfJuI8geoxH/PsJPDyKkOr9z0M53zRPS\n1AcbJkXElQXDc5yvLqnA1WlmmuafkaO6t1M0vUeUsj7c1r3ac3Qav3zhJBTNgKqZGJsuYd+x2Zb3\nKfAEG1d1YvOmHqztT2OhrOKJl4YhWmV0ihUFv3pxGIQQJ4DSjhaq7RTzlhNs/y7wxLWdhIGzc0BE\n5FHSWuutuWFnuNuBNRuqZmD/8VkkogK6MlEMj+ex5+g0Oi3q7IQV3OpMSRib1nHw5Bw6UxIomLzH\nL54/gUpNQ09n7LwXCiAABnqTTTpnNoUzlZA8emaHDh3CDTf0L+taIUKECHGpcK7+5WIa2L7XsvwK\nO2OYAKCEyUNN52qgFI6W+4mxBXzvsQP4939wMwDGhFJcPoqiGlBUA8Qa0xWVxVbsMV7VKI6P5cFz\nxJPkofjMVQmx/lE2zgGAZphYKKngSD0DWxJ4R4u5v8tbMMH9PEVLb9ymvtqBs75sou39loO2gmvu\ntOmlplDfeuutGB8f92zbuXMnHnnkEQDAxz72MXzmM5+5KMG1RhhW+mHj9G+xNEDDpHA/Bvs8xYqK\nnkxbj7Tp2MZtxDXvM0wThbIC3TBhmuzvxtVuDwI+omArnuwcFLGIiO8+uh9zuQJ+8vIuVGQNNVlf\ndEH05Hhh0fvyAyGWo02Yk726L4X+7qQTHIu7g2RRFjSLRfzT9pkjNbSsdlxOCNI8uW/7kCeoZGPH\nttXY8/a077mIJYRtZ5q1g1xR8QRd7eNYkM3/mHxJwUv7/am+L++fwMZVHf4HtmhTSN27OsFZmkwX\ngnL+8v6JtoJrQehI+msv+Wm5ne+U8RCXL9r6roPcINf2bCaCmVxzRpd7kSFoGDcpW/xTVAOa7h+A\n03UT/9+vDmFkoojZgGqMNgSeg8gTSCKPiMgy9jmOIBEVcM+WQQDAb37xlu+xrx6ccIJrtnYWIcQZ\nzwmA99++Bt0dMQgcCTWqLgI609HA7MlGOLRjCgQtu1VkHV0ZoFxlgbCyo9HLDLRQVkEpqxw7X2AL\nb/lyBbpB8f3HDy+5/XahgM50FIrKZElAmC3Z7t7vv3vtJdXxCxEiRIiLgXP1LxfTzvS7VjohYkrW\nHf/cXoABWHygsXJmsaJh5+5RX1/e3iZwxNJvNx22HKzzMk334JkAz9v9P4Gus+NTCREEjFll+xw2\nbN15v/t0P09bl96+BztotmPb6rb3Ww7aigSdPn0an/jEJ5p+t/Gzn/1sSRedn59Hby8zmJ6eHszP\nty9Cunfv3iVdy43cQhGJKFBVTBgGS5PnCHMYKtX6auzwWNW5DjuGoKoYMAyAt4NeFDBN5qrYDogd\nKKtUq0uaTZbKTO9M1w0r64xlinE8EJN4zOWL2PnSHsgahaya7J9mQlap87uiUmubCTlgNRwA8qW6\nQ3ZsNO/6ZGmri/EIh6jEISoS9tP9u8ghKrl/5zCzoOHY2RoKVQOZOI/rVsWxukcCoFn/wCgMVaBc\nBdpRcDl06NCS2gwAA++9fcnHnA+0stvbN4rYf6qCfFlHZ1LA5nUJrO8ogfpsp+UxaJoBjngnZhxh\nq9KaKiMZ5VBRTFATIBwQlwjKMm06xoavqbawX71FlqKqGU3vGc8ze8kXioHPYXh0xveSCyUdAtds\nm+531Ma59A2XOxpLVl8stPtML8azdwK/1t+qZrR13SB71DUZd12X8X3HbO1M+/xB9ulnh1cKLka7\nL5XdAsu/v3a+61Z9sL2PAB0xiYOsmo7jGpU4CERrq23Pv/wGE5NvsVj2xhH/hRaBB0SeQBQIPnZ7\nFk/tyVtRCxOUmlCsCuSjU7Izjo5N5pz7Js5/wNlpGWeGj4LjCDo44O7ro9h/qgJdI0hKOjavSyCi\nTuLQwaXpcF0qtPPsL7f+tnG7ptSQjHKsT2tVMMYwLFsAVL1Zd82NXKGKmsLG9kYmgmdSRCkWU0AT\neCAV45GK8UjGeKRinPN3KsYjEfVSfvecBA6N1CBrJqIihxuGYliVrizZx1uOT3ihcTHbdKn8W+DK\n9b/Cdl98NLb9cutvz/cxi+F8+Jf2PLJGgCivNvmyftcipJ65BsDr0zTIWimqieGxGWeRxdnXPTSY\nJiIRDmrDlC1o2OEJnPErGeWYTJWlJc5zAGfFJZIxjsVgTKA/y4JeuqEiypu+99n4PO0YjqKZnmez\n2H6335zxfYY2WtltW8G1f/7nf4aqqojH457t1WoVkuRPX2sXLBrZfjbcputuDPzs4Mk5PL93HDP5\nClZkE1jdl8LoVAkzuSpWZOPoSKcgqzo6Umz/6VzV0eCJRRmtgQJY2ZXAde+6CQCw5q03MT1fcY6x\ndSdM053FV9csm13QIIkClpKuoeicZcTEMWbdBGDW6SH/8uz5F+8nBIhHBAg8RTaT8FIrYyL2H5th\nqZ1Wppn9b0VnHH/239205Ot9+Dy2nWWu3XAez3hh0eol3ArgAZ/t5NgMzuRHoZgVdHYmsHEj4+Bn\nfj2PQlkBDApKqcM570hGsH51FsPjeVB4BRw1Q/HNgIhKPBTNaHK6/UzXNndJ4EEB3/NJAo/1q3tx\n+NQ8dEOx9PwIQESsX9WF4YUUnto1glJVRSou4UPbh/CpHZuw/sge37Rm3VSR8KHI9ncnPc907969\nTc841Mg6d7Tj9Lifvd8zF8VJL83NhYhFybehtkEvt/eWBK6t9q0/sgfD4wtQdRWUmhB4DtGIhPWD\nHdi4cXXTOwagrp+5uhfv27Ya61dTX/uMRgTsPEKvOJ1Av/flasNy7y+oL3L3OZ4+GBQE9T7Y3mf9\nkT3Yc3Qa1MoXogBAOKxf1YvNt2yxKKHjTdexsfOQhjOTxZZtJQBWdiegaAaqNQ2KZlhVHQFJFLBx\nVSe2b7sRhyfecuicxIqcEQKs7Eri7u1bwHME+8f24dTZQpM24YbBDmy/va75KljjUq40g87OrDMu\nXQm43O1+/Sbm0zgeJQUOHDyIG2/0+r2DK3UcP5MH0FqmpTcbh24w+ZAuScDkfCUwWFuW25f2IITR\naHieIB2XcPeWQatQQATZTGzJhQLOhyt3oX3CdvWHL2abLidczu9VEC73/iAIV2q7gcur7Uttx4Vq\nezs+Ryvsc+aKOjoSwCc/uBkAfH1Q97VitaqzkCIKHPq64piar0JWdXAu+QqTsrlmrsyKCehWJjTP\nERAO0Ix63KJca38c4XkOpm6C44CezqSjjVyRNZgUmCsaiIg8JJGHwBOIArC6v6fJn270t7Mdaciu\nCF8CQNZ6nm79+sbn3rjfuXzfbQXXXnrpJaxbtw6f/OQnPdt/+tOf4vTp09i+ffuSLtrV1YWZmRn0\n9vZiZmYG2Wy27WPrJbe9OHxq3lPq260dEZV4jM+UrIdNEJVY+lkiJiJfUpCICR5tlK3XrXDKnP/e\ndSuaSognoiIqNa2pWIGtdSaretu0PACBgq5LgbuqFjUpDKtCFPuQpVveev0K3LNlEPEoo1/GogI4\nQgIdgDV9ad/y6dtvHjjn9oZojVYc/Js3dnv0zihYuu1NG7vR35PE7sNTzmc2hzweFZAvNQc4+roS\nuOWaHvzqxVNWBxrcJvuzOzczXRN3G2zYn+VLsrPNsPT6xmfLeN3VtlJFxaO/PQ5gefTYVgg1si4+\ngp55Nh3B1HyzTpMN9ySssaJtK3SkoyhXWWXEVhO5of60zzsh47q1XFN7v/fYQQAU8agI6rqHO27q\nb3J+qrKOqqxBtipAhzqBVwfaoVi06oNtnJ0tN1UHryk6Tk8WMTVfgaoZyCQlFALG/6MjOd/tNro7\novjfPnsbohEBP3jyMF59q27jhgkUKhqiEQHJmIgP3L4GP3nmmKVnUn9X7ts+5Gi+rh3IeDLh7Pdk\nx7a0s839jrvfDyC07fOBiqw1bVM0s0nwmeeAhfLi+scTc+5+d2l6yW5IAod4VEC5pqEzJQHUcIpZ\nfPSeDYsGmS4U7AxLAgKO1HX8iOXzuoW6bS2fts9t7UwAHByew+MvDQNg2R25Qg1PvDSMeFTAzRt7\nPMdRWmezxCRWWKsRrEBEPYBqX8hup7sNjW12+2j24irbt/17CxEixOWDpdA6G9Hod+cqOr732AEA\nxCmU5x6n3ddKJ0RHY8ymWaYTEiSRQ6XGfBfTonnaOvBAvQ/S29BUducZuX/nOda/CTyHVEJCVdYx\nX5BZXIXaRRhZcaWKTCHwHHo6Yk0+h9+8oyprnvu30fg8z+W5L4a2gmuvv/66rybaxz/+cXzkIx/B\nX//1Xy/povfeey9+8Ytf4HOf+xx+8YtfYMeOHUs63g+7Gibgbu0IO5gWlQRERAGZpIS5Qg2rV6Rw\n27v6MDpVwuxCFam4hA2rOrFQUvDM62ecypeiwCqK2gJ+pklZKmNDPj5F67T75YAAEEUO92wZRDIm\nYt/bM6jUNCuQBhRKrJKYJPDo7qhruegGRU1hFTsTURF33zKwZP2KVuXTQ1xYtOLgUwCdqQir7mnU\nq3tqmomRiSK6MlGWfWCYVvUTKTC4MTlXwXf/8r2IR0U8vWsEpariCE5XfISIV2RjePeN/bh+XRco\npXjlwCRU3YAk8Lhzcz++9Okt+OzfPgOB46ysNSurgyMYmSg28fgBpqv2/a99wLm/qVwFfdkEdlir\nExsGO3y3L/f5hZPAC4OgZ54vKr4UumhEQCIqOlmM920fwshEEa++NdFSm8HGTK6K//j/7ML7bl2N\nd9+0EplkxFfvib0TERQr3mzOgyfmmvT87MUbd7UgADgzUcRn7r/eY4e5ouxZHbMR6gRe2XCXuA/q\nc1TNrPfBrgrLimKgKmswTIrTZ/21ScemS/jP338dZ2crTQt0bkQkHmv6UjgzVfIUlgEsTUyDIhmX\nIPAEx84sQOCJQ6ngrGzmY2fyyCQj2H5jP6KS0PKegt6TMxP17LmwX704MClFqaIiV5RxckLGZOUM\nckWZ/SvIGJ9pRzjj/MEwTWwY7MDAihQmZsoYnZxHX1cCd24ewE0buusafBYTxVOrwg50oR4Aagp+\nufYB6hMwriEYbB9iX8/92URKQF/X8sSnF8Prh6Yc8Ww3Xj04iTtbLDYnojwyAdqeIUKECAG053ME\nwW9MLlbYIk1jcGnn7lEnc8u+VjYdAwhjydnXBYCf7jyOkYkCaooBSeBAKYVhoqXP4obdXZomEBU5\nK3OfuIozUaQTzO/fMNiB//vR/WwrpU5fa1iFG+2FE/f92D6H3/3HoyKikoBsOtryeZ7Lc18MbQXX\nDMPwpAja4Dhu0dTvBx98ELt374P2Z4sAACAASURBVEY+n8fdd9+NL3zhC/jc5z6HL33pS/jZz36G\n/v5+PPTQQ8trvQuz+SpMq6qlQakTCJNNAwtlBaZZ1zJT9TgqNQ1TuSr2vD3jOksVx0YXzrktiyGT\nkJwqWgLP4X/8yA1IREX87//1VVa1w+eZfmrHJgDAm8dmWKYGABAgZyrgCHEiy7aHEhU4fOPzd3oo\nV42oV93gnABk4+5brunF1mt7HeeHBRCbz2lvclbkaN1Bcu/vXg10e1Ne18p1XlBnJdD5GXhHVw+m\n5v3L/07lKqAUTtWsSrWKhEXXtj+LR4WmTtWk1HdlU7WonZ9+/zX49PuvAcDonuWqhv0nZvHim2ex\n//iME+yYztXwf3z/daxekcKdm/vx3b98L7o7Yp6gWamqOlmUbmgBFRJsYWa7rHQjgra3QqvnF+LC\nIOiZ28HXRpgmdYKqNh586AUMrUx7ttkFVESewKSuCkcATp0t4OGzb+Fnz53Ae7YO4n3bVmNFZ9xT\nLXhqvoJ4VGwKmI3NlJuCYEFVj6dylSY7fPChF3z3LVZV3+BaaHtXDlr1OYZJMTFXRkcygkxCchbV\nKKUYny0hX1KwUFJajlNjDcERQoCulIBr1/ZibX8GQ/1prOxKgOMI/vxbv4PksyhRU3SsyLK+n1Xm\n4tA4/3eL3i/Wjwa9J267DfvVC4vv/Ld9yBVl5ItKQ6XZ5RWR+uDtazzVNv/18cN1P4AAo1N1O5QE\nzkPLd9scIcDX//R2x3+7nKhdFwOh3YcIEeJCYjnzHMC/b9J007fokt1ftbqWpjNN1v/wR1sxX6jh\nG//6BqqK5uhx+iEVF1FVdHDwKYApAIO93mqeHEfwR3d6Ka8dqQgySQlj02XPfqpuQBS4Jn/KvpdW\n8w43BTQIy33ui6Gt4Josy6jVaojFYp7tlUoFqtqa0vjtb3/bd/sPfvCDNpvoxc+eO+FklFVkzfm9\nVG1Op7dhR3FtnJkqLematq1QysrX93bGkU1HMVeosRK0mgFQ5nTrugFJ5FFTgyVfO9MRx+41k+J7\nj72Fck2FobMAiMB7jTOdkJwVuVUr0h56kiTyziqz4HKG+rtZCXMbrTSA0nEeXRnvdxt03FB/GiMT\nxUuqJUQpxUSSrVK6q0tRO6BnBeCoW6kR5z+r8EKiryuB4fEFX/0bm47TdEw2AQrg8Km5powKjhDf\nFQe71LGffbx36yrEowJMk+L0RAE1RXfoKaPTJfzoN8fwo98wqlEyJuL+dw/hjz94HVJxCfmi7Klo\ny3OMtuGHlKWpdj51qpZSmtqNy10r63JG0DOXBB66YTbZQ0Ti8dm/fcajv9fXlWiyX0LYu6s1ZLOJ\nAucEw3JFGY/97iR+8cIw7rllAB+8bQjrBjOIRQTfc6YTEtI+Wn5+mZWAv90E3a/feYPOEeLiY7F3\n3DAp9hydws43xjA9X0FPZxx3bu7HdUNdMEwTlLJKh2PTRZSrOlTdAM9xEAQCkefx1f/ysiMrEYRs\nOoqhlWkM9aex5+gURqfKmCvqeOXABPIlBfdvH4Io8lbmcQSFsmJlpdX13VIuOwvqc90+wGJop89k\n41IexYoGRdVRqlWRTojYMNjZ9nVCBOPYmXzLzyWRY77nQo1lhi/i0/zmtTMQBQ6dqQjyJcWzeOAe\nju2MMzeIlWVgmBQcB/zDD/c6/t/w6AzWH9nzjhkfl+tPhFg+/t1/+OWSj3n8Wx+9AC0JEeL8I8gP\nWcw/afw8IvJNDIp2/Fj7PJNzZfR2xvHuzQPQNAPP7h7F2dkyZEVvGcdwo1zT2PybEFaIgCMQBQ66\nYUI3TIxNlyEKrEq5qhkAAX76sgKSnHHuze5jbb/eHnsoZQE/SfTek30vgfMOkcc3H9lzyeZybQXX\n7r//fnz5y1/G3/3d3yGZZBHIUqmEr3/967jvvvsuaAMbEURLaBeEWBN9jjhC/ZtWd2LNyjTiUQEn\nRvPYd2zWcTwMg325HIETvJrJV1GRNXQkmZ7bQknBQlmFwLOJoNGChyyJnJPymCvKKFU15tiAtcVO\ng3SnoN+3fcj5vZEjbJePTSe8q81uzvBy9acajxsez2P34Sl0ZaKIR4VLprdCrO+N5xqdQee3i9aW\nC4Ugnagd29LYMNgRyBN/8c1xz8SO6Z0pVgfc3FF2piOB9uHWjsqmIzBNCTVVR0cqiuOjC056L6VA\nqarhJ789gSOnc+juYM6/G4ZJ0dcVR77YPOm8b/vQeddIWw6XPtRpOzcEPfOB3iRONVDkDJPR1u0K\ny7b+3kBvssl+gyaQ7uCaDdOk+N3ecTy/dxw3bezBB25bDcBErqjU+3Trnbh5Yw/KVe/iENOdaL6g\nn92cb53AEBce+47N4N+ePOwsxIxPF/Evjx9CsbIR16/tgm6YODTs1W+dnCvjp88ex0fv2YDrhrKY\nnKvAMEzMLsh17RHDgKIB7VTdTsYE/P3n74QocPjWj/Z6sofY4sg8/q9H9uBv/z3Tsm1H322wN+nb\n5w40rBi3Qjt9pv+4pHh02UIsH6m4iKxVGKArHUNnOoJKYQabb9jkKRTQqLEXBELYdzSTrzV95u1X\n2R+85YPyHAus6SbrX9OJKIbHFyz/L/KO09u7kNo8IUKEeGehnTmXezvQSl9Mh60TbIPFA5rnwXZ/\ntefoNB759RGYlBW7OXV2AftPzELVjLYkWRpRZ65R6CaFAA6SyEFRDWfRRtEMVGTN0k6LIlfWPPdm\n97HphIjZvOyMPTzHEkMMk6Iqa8592vfi1zcH6SHb17oYaCu49vnPfx5f+cpXcNddd2FoaAgAMDIy\ngnvvvRdf+MIXLmT7AhGN8EhGRcRjolPlUlENzOaZNlomEcGKrjgKJQXFqoqejhjKVc2hwbnBcwT3\n3TEEAHhq14gnaKNbTodJ6w/LMIFKTUNPB8v20g0KkefYqjIhkEQeukVRdYPYwqscQV82gdl8zZPN\nwwJqbGWcEDg6RDYlFGjmCG8Y7MCObWmcmSgGcoaXq5PSeJydAVisqL7c5xDnD630b2x72Ll7FMNj\nVfR3J53v/LuP7ofAc01ZDn6BNYDpYQXZh1s7yq5ImoxJ6MnEMJWoomRlArnx1sl533PxHNMD+tT7\nN1nabqrHvr/5yB7f45ZrW8vh0od6QueGoGf+3Uf3O5M2N/yCZiMTxSb7DSKCV300AZ1zAzhwYhYH\nTsxaWZN1zTdbj+rsTBn/y6c2N7XXvofGd6vd+12uTmCI8wdVN52iQ6ZJrRVUisdfOuVL/X1h7zg2\nrmLZV7Z+K7UcOlUzoWgG/uXxw4wyEVD5FmDu7OCKFNb2p/HKgQnfhTZVM7Gym626HjnlX7Tg4Ik5\nz/5++m6aq/DH+Ey56R3jOWbj7aKdPtOt6amo9Yxqty5biOXjH/787qZthw4VsbrPG7xUNROZpIRy\nVUWA2kJbcKRELJ8zm45ioDeJszNlzBdly9YinqI0xYqGlIvo8E4YHy+kNk+IECHeWWhnzuVGa30x\nAdGIgGyK6Yt1pQR88oM3O8dN5SpY0RnH3VsGsX4gg5lcFY+/NIxyTUNN0VGV9cCEILsqNECh6cwT\nt5kk7n0cGSgreUkQCHiOQ08ny5wvVjRUZd3R345HRVQstqF9b+4+Nl+aAtVZNrVdLVTVDJSqGjYM\ndnr6Xr++OUgP+WKOVW0F1wRBwD/+4z/izJkzOHKERf+uv/56rFmz5oI2zg/f/MJdSEQFX+HqxfCN\nf93t+ZsQgrmFGkany9jz9ztZGqNuOhlkjXDrUZgGMDXPythquunRAtNlliJpC6+6gxyEAN/64j0A\ngE989QkrcuwNhPAcwU+/8WHnWn5pou1wiW1MzVecErduiuHh03P47N8+g0JJRubX8/hQQyCvkcus\n6SZMSlFVdCfNM52QLpjuxDuFoud3n1PzFciqAVnVrWxGlhZrP+sfPHnEyQY6O38W47NlbLmml2ns\nNJpui4UIVTcC7aNYVSEKXNP26XwVNUWHwHPgiAmK1hlGAMsoKlYUfGrHJo+N2Viupon97IJoKo4e\nUsuznFsbQtThp19QqqpNCw023IEKOwBGXKKpiyksuqsPuZGMiyhbg7e7L2cZy+y4YkVpqfPXjq7Q\n+dQJDHH+UKwavtUUZ/P+hV3mCjXUFB1nJosYHl9AVdGhaeaS9D2jEo/ebAz/8bPbIAk8XnzzrO9+\nbu3JIHFg9/Z2+qVSVW3SQqWUejTXHvrxPry0fwKabkAUeNxlFaBxox1dNr8BJuwjLw4IAWKSgIWS\nAkXVFw2sLUYbFQXOyQpYtSLlSH+k4hJ2H5mCaVIslBXkS7LD4GCaPHAowUHf/dXmv12KPv1qe4Yh\nQoQIHtMX0+sN1BfTmL7YvmMzePTp/fjhU0fRa8lZXLM6C01n8lUvH5jAgROz2H98LtD3SEQFyKrB\ntI2pN+4B1McUx/f26KuzZCPdMFBTakjFRazIxhGPio6WmmFSTM1XUVM0kEIRZ6ZK+OYjbO52cnwB\nR0ZykFUDnFUYx14MTSckJOOic5+NlM8d21Yzmut8BZPzFaYhqpme5JSL6ae0FVyzsWbNmksSUHPD\nLhe7FAg8B4EnWNmdwEyu6lQZms5VnYqIhLCyr3agoB3YX3qjkTopkp7/GZUjHqm3PyryKLqcX799\nzgdVLSLyGHXpzGm6ielcFSaljtC4TcsC6sUTGrnMhAC6bjrFB2yqYjbTvq5Lu3inUPSC7rNYUX3p\nnam4hC9++/kmmt2pswV88dvPIyLyKGkNNrWIPfvZx3xBBs8TzBfkpu3ZTBSpuIRSRXUKnXCEglIK\nUeBRU/Ump55axz+3Zwxbr+1FMiZ6AuTL0TRxP7tGmgqAJdtPqKtyYWAa7QUpbDNtt/8FgoOm3Zko\nklEBparmqXprmhQmmL2mYiIKZQXxqBioURHi6kJ3Rwyz+SoopVYWmglVM2CYFA9+54WWdsoRgmuH\nOjG0Mo0X9591grc2ZNWArBhY2ZXwFABqgnvVN2AfN6FD1YzAsaB+TorG18ak9WJCD/14n4daqumG\n83djgK0V2FhRb4tNC82m/TVbQ5w7CCGIRQTEIgKiEs8WhYsyZPUcUtYsmJRldfIcAaXUI/1hmtTx\ncYmzPwBQ8CAtv/t3iv92IRE+wxAhrk4sV6+31Rxl79vT+Lcnj6Bc1RCLChibLuKHTxVw3douzOZr\nOHJ6PrBgl5vZkYqLUDRjUZ+dNvz0A9PCr2JFNg5RYDRRw6RQYMA0ARAKAiY5dfjUnCOTBdQrhdpM\nQnvu6dcvfu+xg3BTY3WLucASQFqPVRcKV82MghC2ChePCEgnJHSmIujtjKO/O4EV2Ti6MjF8aPta\ncFxduLVcY87xxVTo6kjXy3J3pPxLdLv3aUVVOxcETWCf3jXi/P6+AD0Jnm94YhegUMCFuu/LDUH3\n6adNBgALZaUpsGbj1NkCOpcgYA0ssrId9BkFPuTSAQRsHTwOH9+x0ak82wiTsmpoX/z28/j+E4dx\ncjyPqqzBNGmgrbXSNGllI8uxn+W0IcTiWI6Gw7lA4FkV5kRMRE9nDKmY2LSPSYFCVcM3fvAGnt83\nhplc1bHFEFcXKKWYW6hhz9FpGCbFdK6K8ZkKpnI15EsKKjIr1NL4zRMwp5PnCASeYN1AGn/+wC34\nyN3rUQugJOeLiuNftOg+HQiNY6nP9oWA4gjuzLygd8ze/tL+Zg1AAHg5YPuSceXLnF5WIABiEQFd\n6SiySR7ZdBSxiODYVtEnK3M5sDUv7UVrt/SH20ds2Sv6fPfvFP/tQiJ8hiFCXJ0Immvc1zCvsuHW\nF3PDlq74vetX4ImXTzvyF8WKgulcDWdnK3h29ygOnJj1BNa6MlHLTyYQLX+Z/c6hXNObFurOBXac\nJZ0QWbCMJ864A7B4QrGisTHH3u66vidWQf37xWJFbSpcCcBzHQAX1U9ZUuba5QAClokmCuyf/Xs7\nNNFGbq5N3VzOAyewBLUXyct3C8SmE5JTnRFg1Sz8tFTc+5wPqpqiGU36XWqAboybRtL4vASBQzwq\nNKVa+unYnSveKRS9oPvUTdNXO01ZpHqLJHDoTEVRrCgum4ogV5QDj/Gzj3RCxHxR8d2u6oaT3ein\nn/bos8d9NbZszBdk/OrFU3jipdO4YX0X7to8gN+7bgU+9f5r8NK+cUznq21pmrSykaCgYSv7CXVV\nLgyWOk63sp1GpOKiU6nIzki2xwJCmPPQm41BKHKMJmftawfRDp+ax+FT8+jvTuDeW1fhtuv7kElG\nEItecUNjCBdGZxWMvnIapyeKGJkstKwmDgA9nTEMrUxjbX8GL+4bh2GaqNR0aKYJkeOQjDPHMJOQ\nEI0IMCltyjojgCPC2y44ngMxjKbzuP0ZWTMWHQsWo5dqAWP0UsduNlY0a64F+RMhlgZR4JCIiohF\nBHDWin1jFU/g3Cuf234vx8HSVGOLcvYETDOY1Elg9qXV1qDv/p3iv11IhM8wRIirE8vR66WU4l3r\nuvDxezfi+T3jmM5X0J2J4fYbVyIRFXFiLI+qrFt9uLdPJgRYP9CBzZt6sHlTDwZ7k/jKP7+MUlll\nmvHW3A4gjsSEPew0jjW2xhos7bVGDbZGUMrkWDYMdkLRTCiqgYqhAQSezDKPz98w8Ljnnn79YmNG\nHqXs3IbJgjys6vrF9VOuuBlEf09w9at29QlsHSaOsCoUft4DZ2mlBRoNASqWtlrDZsfogLoWlV0d\nL19U8OBDLzgldBuh6WbTPn7CfH4ldd33DcDZli8pkASCvq64c8zIZBF+84BUQ1qqW2fim4/suWi0\nuXYpele6JkVgGWGLrssJXsc6FZcgq82Vv9znG58pOxkLusHsLggcIejrSmDP0RJqCut4FM2AYZpI\nxyXEo6KnCg1Q/w42DHbg2qGs8+w3DHY4bSyUFUvrjL1fPE+QiApYO9CBt4bnYBgUJqU4eHIOB0/O\noTMVwYZVHZBVA5pueqisj+48jqdcQTxbG7CVjdg0Ub/Pgs4HLE9X5Uq3wQsNp59tE0uhhYoC51nA\n4Cw6nq2HaU8Ab1zfjS/94RYUKwpqio4jp3PY+cYojpxmgvITcxX88Km38eizx/G+W1fjni2DyJX1\nZdNGL1ebWEyj8GrBr15fALDg+1kiJlqBNBZMW7MyjaQru3F4fAFj04wmT2i9wviq3hSS1vgoCnyT\no0YBRIT6mB5k9+4iRqm4hLmG/pzCOw6n4hLmF2ouGgYF1Sk6OuoUB7/2APVxRBR43wCbJPhnGQfB\n7nPjUQGVahWJOPMprrZx+VKhtzO++E5Yep/qBiFAMibilk29oGCUHLu/NEyz5YSJBX4JujMCEvE4\nqrLXp7W/58X8t9A+FkcoUxEixNWLVnMNCjiFmKqyhtl8DZrOFuHW9mew5sNpDJ9dwIHjc/jxb483\nVQp3Q+DZ3J/jgNcPTeKpXadBOAKeEGSSUtP8bsNgB46M5FAoK9B9kocczTXKZCK6MhHkikpg0TyO\nEPzxfdfh5PgCXjs85fFDDINCB5MlIASgJiwNe+85dMO05oaKM59NJySnsKLtn1dlzUkGAQBJ5DDo\nqph+MfvOKy64FoR29Aka9xEEAlXzd1AWE9Ju16+pl6iFFbxggoWTc2VM56ooVTUnQqwb1Flhp1QK\nLLML1NNE2+EfSwLnaGfZ29IJyXc1PygtFbi45cjbudbVoEkRdJ93bu73pezct30IrxyY8KWGrhvI\n4OxsuSmY1iq4JomcdYy3Y6wpBjJJ/5TOHdtWt3z2N2/s9uj7gLCAydqBDhQrCgZ7EijXNJRrupN9\nkS8peOPINAAmDF6qqBifLuLZlWm8fmjKWb13awMuZiN+n4ki5xzfeD6/QguL4WqwwQuNof50IJX5\nXNGoRaVTCo4jTr9r6wTu2JaGKHDoysSgagZiEQGjU0UcH817inGomolf7xrBM6+fwYaVEaS7chhc\nkYLIs6zdWFT0VJP2w+VqE600Cq9WWxV4DqtWJLG2P4O1/WkMrUyjuyPmmw0EMCdt/WAGb52cY7pp\nhEA3KHJFBWv66xUbg0zAfdrebMypsOhGb7YeFJMD+mZ3ny3wxLdGjVueYbA36fuODViO5V2b+719\nsoU7N/f7Xj8I75Rx+XLHufSplDItnGJVxY0burH78JTns/pCBeCXTBCLsGlDVdYxX5DRlYmAUur5\nnlvZSWgf7eFi+tshQoS4tDBMit2Hp/Cj3xxliQmUYnymhP/2m7fx0Xs2YNPqDhwdyePA8VkcPDm7\naDa+Dd2gWCgpmJ6vOYwojhAoVnHCng544gs7tq2GKHJ47o2xllEQCjZ/nF2QW8qpJGIC/unH+1h7\nXfEQdg6WIWfruLOEpuZzKaoBWTWQTUcZq6qgWDGNKOJRJgUmqzrmC2w+wHMEusmy4aqy7gThLmbf\nedUE11rpE9gDduM+QQbBEQRWDG0HkrVK7JcU547u1hTdMSw7mEfgdawby+w2UtWC+MfsWNE5BxCF\nZlVC7csm8Jn7r8fJ8QU8vWsEC2UZ6USd1heEi0mba+da7Xznlzta3Wd/T9KXdvmpHZuaihqsG8jg\nnx58Dz76l79a0vVl1cDIRNH3s5lcDf/zn93s27ZvPrLH95idu0dBAV+689mZMjJJCZzAoyPJIRWX\noKjsPZkryM4qiWx1pFyJYHymDI4jHnFIQgie3jWC73/tA841h8eq6O9ONtlIY9u/++h+33Y/vWtk\nWcG1q8EGLzQGepKYnGsO4J4PNNLlQCgAlubupjKfcdm4JPLoysTw8oEJlunGMzFv00UX1Q2Kt8dl\n/J//shubVndgx62rceOGbhQqKqISb4mL16lbblyuNnG5tutC4O4bUnj31msx0JuE0EIyggCISDyi\nEhOL53kOk3NVdHdEm+jwbhsKWqV1b9cNf+qoWwfE1iNphHv7TM5/Vdq9vVhRm4IhHGGLB0C9aMHL\n+yeg6gYkgcedPtVCF4N7vArqc99JdnapcK59KgFw9HQOqbjk0Hw1w3SyNFnmmtd6eZ7U+z2iQ9VN\ndGUiTQu/O3ePOtXsl+o7hPZRRyhTESLE1QvDMKFoBlSrqJJmmPjNayOeuIRpMd5++NRRVGUdik92\nuihwiIg84hEeMwte+R+bSVeRdSeAZRgUnGCxPDhA06kTF7D7l2d3j0KwfOgg2NnNdjEcUeBYUUiX\nD2JXC7WZcqLAQYBXTkvgWft1w2RFdIzmzDVqXU/VDGQtTfpiRUOpqmLDYAd2bFuNnz57HCOTRWiG\niYjEIyWKUDXTs8/F7DuvmuBaO/oEjfsYZp1XbNMjVCv1cmglW6U+OR68Oui3+P2f/nAQW7duxUf+\n8pcAqcu50YaIrX19oJ7SaOufNAb17DK7vvfXBv8YYAE2jiP41hfvcbZtuaYXn9qxCXv37sXWrVt9\nz9+Ii1mOfLFrXS2aFEH3aQfS/PBPD74HAJq+u+VQRVrp9QS1bTG9s2w66ui42BizgmtAXQ+Lj7Ks\njH6RUUzKNc2ZoNqDjGlQEELZYEBYFZZiRYFhmE77/GzYr+1uTcF2ti+Gq8UGLySm5isYaKDz2/1q\nYx+6VPPlCPFQp1VrUcNNgQf8v49yTWMZTJRaWUosIEEB9HcnHWrg8dEFHB9dQE9nDPf+3ircceNK\nyKoBAgURiUc8KjpV/Oz79cOltonLtV0XAjcNxbFmZdr3M54jTjAt4vrebEzNV3zp8Et9TqWqCslH\n+mGpfc1iemr2OUUfiqf7Wl/69JYlB9P80KrPBd5Zdnap4O5TW/mojXCb+v/P3p1HuXHdd6L/VhUK\nazd6JbvZTYoUxcXaSInaJcq0RFuOnTi24t2J50z8HPkl78Vbopyc8XiZeGxnNMcnekkmOfb4JY63\nZ0vyokSWZUu0LUsiJYptcRFFsbmzyWbv3diBWt8fhUIXgAIaANHdAPr7OSexGsRyAVzcuvWr+/td\nu35N0O/JXdkfGc+mIQpAXkxaANZlV0GKooAP7ezBd5+Lu64ysL/nWuYOlG8p59tEtDjs3ckVzYCq\n6tnSO8Vj59RcCppuIJXRkMroJS/irekNYfvmVbhxyyp896ljVv1MQQDm0vmlqZx10wTr9ZxZeaYJ\ndIV9eXEBwBqjRUGAT5Zyc2on+zhixxok0coQABzHEAB93dY83PleRVGAYCBXt219f3vucYIgwOuR\nStaCtYNy9vxMFIVcbOQ7PztWNO+3X69U/GQxtUxwrb8nhFMX5qwrcNmrzV5ZhCSKJeuXSaKQq03l\njAhLopCrQVENZ/2SUjVQnJMb+/XdotGnLkZyK37CIR/++Iu/yK1g2r65F4pq5NVTc54IyB4Rum4U\n1R2ya2LZ6lV/p7B+xoaBMM6ORhe9nsZKrklR6rurpRZLudpAf/Llp/NSm/p7gvjf/+Ut6O8J4eDw\nRF4xeWcdlwPHxvKuqgd8EsJBb15OvL0iZNPaLhimiVdPTeXy8QtrF5omoGf/EAQT7QEZYzNJeD0S\nAn5Pxbs8tge9udUchbfXor8nhKOnp4pW6V23sbfs41ZSzRm3sdleE3G5hbndxk5RLKy5JqM7HMBD\n3z6Q93m3B72YjabzD/wCEAzIWNXpRyyehClIiMSt/jI5m8IPnh7Go88MY1VXEG+7cwPag17sPTyK\nqblU7nn7uoM4fXHOtZ9XajH6x0oeL70eCX6fBL9Xcg1COVk1KIvHr1uu7q/qNduDXsxEUkWryXo6\nqtsOvtLabYV9WRKFvAsclfSpevS7ldzPlorzuFONwm50biyGtoAn109yK36zkTV7Diw7Im3291jr\n93y5/WMlHTuJqPmYpglFs4r3K6r1fyasDbT2Hh7FyHhsfm4Y9CKSUDAXy5TdILG/JwhJFJDKaEhn\nNPz29XHMRNIIBWQoqp5bsFC0Q2auTfP/7Zw3n7oQwQf/65PYsCaM9755S65m5sh4DIpavIrMJsAq\nHaDqBgwDuDARh6LpebXcx2eS6Ou22u283c7Wc5ZYcdY1VjWjKAgIWKv9ZqIZKKqOjKJDFAX8n3/7\nDDYOdkJRdUxH0nkxj6DfLZP5TQAAIABJREFUs2zzjuqqNDewDQPh3AcLWDm6s7FMtp6OVQ9iJppG\nMj2fbuGW0gNYV4SrDawB+fVL7KWLhUp1Jje6YdV6OT8WtQICJhCJZfDLAyM4enoapmlm66ll8t6X\nV5ag6fPvwa475KwZY9e9uDQVz6u/89vjE1W957znMU2cujCHR54exqkLs3l1OKp93kqU2s641WtS\nlPvuNgy4r9Yo1dc2DnZg22b3QJAkCUU1g8amk/iTLz+NWFJBLKnmBb/sOi6larhpuoHpSKagX1q1\njHxeCZGEAvvYYgderB1s8pkmEE2q+J/fOYBnX7mAydkkZuIaJmdTiKfUsuncbytRU7BcrcFyvLKY\nG2cA6zc7G8tAlkv/tgt/M4v5G2kEhWOzdeB0t0A5s4oYBvJea3IujdGpeNHnHQ55i/qKYQKapmNq\nLgXZI6Aj5MWaniCuHAjnLowYpjVp+OYTr+HrPz6MCxOxvOfVDRNTc+ncxRVnP6/EYvWPlTZe+mQJ\nHW0+9HcHsaorgPagd8HAGoCS49eFyfmAQKnx1Hl7OOQt2tLeMIH20Hwgv6vdfZ7gvN1ZW82psOZa\nYV/WDTNXc62SPlWvfrfS+tlyKDzu1MJatGsdr+zdxO3jrXVRd/7YG3b0Wft7rPV7vpz+sdKOnUTU\n+AzDRFrREE0omJpL4dJUAlNzKcSSCjKOwNrjz57EyHgUM9E0okkFk3MpnLwYweRcyjWw5vdK6G73\n4a23XwFv9sJHPKkikVIxF8vgwkQUkbiSV+Tflos1mOXn1bphLfA5MTKHr/3oUO480t50zo29oELT\n57M+0opetEliLKlifCaJcMibN1+x2xYOzc9z7GNOOCTP39eq8pKXATgbSyOV0aAZBgzTmmsfPT2N\n0alEroa3HfNIprVlm3e0zMq1s6NR9HT4cqsFTJjwSGLe6rHC+mWaVrrj2Ffw3HZNEgQrgAUTRfVL\nhoaGAAAz0YzLM1snfnZ+8+RsCopqlJwg2dFd5z/b940mMugO+1zrqfm9Hsx4xbI1Y+pVF6Xweewr\nqdGEmreabjHqaazUmhTlvju3Wiz2qosLk3HXOm0A8Nmv7cXhE1MwTCv9ctvmXhwcnnR9nbHpJGai\nGdd6QsfOzJQMTM/GMhjoDeXqu9jbI58bjeK1szN59bPsHUbTGR0dIRmxpFp0onrqQgSnLkTwyDPD\n2NQvo2PVHNb1tSMSz8AnS/D7PAj4PHkBbTvN1q2WXS0OnZgqqvslSQIOn5gq+ZiVVpOocGyWPWL2\nalf+FyqKAmRJhG4YuRXFtbJfQ5asOhCKWtwnL07EczuN2gRYEwZPdnWd/VxzsQwGe62NOGLJ+QBu\nRjUwPpOCV7auQAZ8El4/O4POdh/iSRWakd/PK7FY/aOSelmtorvNg97O6laI2UrVoHTeXurqsPP2\nCxPFq3MAq9/ZrruqF/uOjOb1d48k4Pqr5i94lBpPnbdfcOnLkijkXquWmrRu96nESj0uL6XC404t\nrJUHAjySiERKQ2+ngE1ru7D71jDOjUYxNpNAdzgAZGvdOL/HoaGRmr/ny+kf5frovdfU4coMEdEC\nVM2AqlnpnapqlF1xZnv+4EWkMtbuylqZiyJ21k7AK+GaK3twx7YB7DtyCaIoIGGXMsmKJlT09wRz\ncQ1RFOARdGR0ERlFh0+WoOpWjEHTSsca7Dps0YSaq5u9qiuAsZlk0TxdEACPKMLjESCJVmxhJpqB\nXiKFNZHS8Pk/uT1X4z2WVNDZ7sNAt4COcFfeMQCwxnJBmLM2vcsu4PDK1oZi0ewiI8M0cxszWJ9D\nBpIoQhQBSZqvt9wd9i/bvKNlgmuFdVJGxuPQdAPxlOpIsfQh4NPR1e6HaZavT2Xn7p5y2ZFJFAQY\nhonbr1uTW5o+HUnj3X/9BFRVh/zoJdeUUMB6TXujg2RGg0cSYV9Mdy7VtO4z3z47YGg3WdPNvPfV\n2+nP5U1/+uFnF6wZ41b3IpnW8MrwRNG26k6P7BnGzxyBCdM0866yO1eMOJ26OFeUllWPTr8Sa1KM\nTSdy6ZUZRUMslUQ4JOfqnRXWtwKs794OpLm5flMvLkzEc9/r9ZtKB9cA5LaFdjIB1/x8p1hSQSJt\nDZiKoEMQrLbFkgoMI/9KiWkCqmEgJHqsVUPZKzB+nwRAQEax6hakMhqOnNNw5F/3w++V8O57N+OW\nq/uQUXVE4hkrddRnFaGXJLFsLbtqU05iSaWo7pd9e6nnapWaM26pyQCK3rNbDSu3cRWw+k/hZhi1\nBNry+5gAVTNw9lLUkbrrg6Lpeal1gNWHNd3ExEwKGUWHN5NGKOBBPK2iPSgjHPKiPSgjmdEwE8nk\nfgOKamAqkoYoAoCAgZ4gejvzaw6eH49iNpZG0C/D51KLy+b8fTsvjpTqH9X02YXqZbWKUqvSK1FJ\njbNK7qOWqBvirCcyNp3IFgKev032iDXVd7N3ybWD/KIo5GquWX1Ky0vNDoe8RXOChe5TqUqOy0zv\nq47z85qJpGuqr+oc7uz5pV3LtLDuTiVqnX/V+rjyx87ieQ8RUS3s8fbSVByru0O4+4YBKEkNo1Px\n3DmOneY5NZdCb2cAd24bwLUbe3LPkUprePX0FA4OT+LgickFy6B4JGuHcgjA6u4gdt20FvsOX8Lh\nk5PweiSkVR2mMT/PUFQdY9NJ+LwSutr9Vs1q1UR7SMa61VYtsxMX5iBLIgzDLBlcs7P1DNPMnUcG\n/dmFCY45hSQJWN/fjlRGx0w0hWRay821SzFME//wyEG87c4NuU3ogPx64YVzgQfu34YdW1fj0w8/\nm1fXM5HSIIkomrtb83orM2DQUXetVO0222LOQVomuFZYx8E08zuSbpiYjaYR94gI+BZODSnHmWoK\nAAeHJxBLqrmVDqUm1c622cvaDbOyE4FSVyetNLR03nLQSmpaFN7H3lZd9ohF26rbne2RPcN45Onh\n3GNi2Um4VcDeCrA5d+mbf27rRNF+PW69fnl8soTzY/MrI+20s+5wAF1hf9X1TNy+V+ffbgpXrTlv\nd9ZKK+TcPtpOJQ3GFUiCgIxLWpMAYC4+X1fGMIFkWsdAbwjBgAcnR/KDNGlFx3efeh2P/fIEbr66\nDzu3D2DDmjAUTUckoeQCbX6fp2gXQTvlxFZJPy1Vw80nSyWfqxVqEjk/Kzs1+Ws/OgRAyBXHtt+z\n3+vJq3WZe1AB+wrZbGy+b9ea9uRMV7YPzvax2B4zyz2/fXHA2sbc2iHUJggCQn5rNaWi5q9utpbF\nm7g4lUDIL6M9KOfGwt6OAJJpDcm0Bkm0dt4L+DxFRe/L/b4L1dJnaWkIguBa8N155XliLuWagjox\n675DaCl+WULUsXmBCROabiLot+YFVp+K5f7dTpvo7pgPAFdyn3phv61O4edVS2ANQN7qRgHz/bDW\nmqNLrRWOnUTUuEzTxP7XxvHdp45lz9FNXBiP4v/7eRQ3bJCx9Q3W/ew0T9vkbBKPP3sSiZSKtKLh\n4PAkjp+brXgOK8CaGwiwalyGAjIef/YUAKtmbEbVi1bMmwBSGWtOefT0FBIpDYZhIKWkMDGbyl04\nUTUD2gKlrkyY0HUrK6+r3Y9TF2bzVkbb/z4TzSCVVpFRDZhmZeumneeUhQsbys0FCsd7O74gFcRM\n7L8Ly3WUOy4s9hykZWquFdZx0LLJv86vwHTcDlhRYjelbndydqh4Si26rRTnlcNwyHdZNTOcZqPz\nW/BWUtOi8D52Omdhjas9jmX4P9t7tug5JVFANDF/ImgH+ZzPE02oecE/t+emOhBqq2fi9r2Ws1Aw\nONxW3UR9JpLO/6E65KWdCvO/n3hKwamR0rukZRQdLxwaxf/41gH893/Zj18NjSCZVnNBtvGZJCZm\nkogllVwgpVzKSSmlarh1lqiltGf/+ZaoSeT2WUUTqnuBbZfvtj6j3uWp9PxUEAT0dAQge8Sivu8R\nhezqYyGvroVpWseFS9NJTM6lkFZ03H79mty/64aJeErF5FwK49l+qC+UWuDyOdbSZ6m8UqNbtWvh\n3AJr2X/I/Wc07l4+IlLi9lJKjTedbe63z7elgidfhB8r+211Sn1e1cqryeOY59Zac3SptcKxk4ga\nh57dnTMSz2By1qqX9rO9Z6DbpUscx79jI/M1qPceHs39t6oZiCQUjM0k8S//cRTf+/lxvHZmJu/8\n3u+VIIoCSoUXJFHIBdg62nx5Fz/CIRm6bhbNQQRkV21JQt7cW9dN10BcKfbz2ivV3nzrFYgm1OIg\nlmSd75vZ/652avCUy7lmublA4XjvrAmaf7sv799t5Y4Liz0HaZmVa4V1HAABkoi8NAlnWiVgbR9r\nmPO1f+wdD8MhHwZ62zA2k8hGks2iek9Ote541x32QchuoWunb5RaEVRYT8UmQIAkCnkppZXUtCis\nvwMB6OnwlU0ljSWLT5xFUYBhIvd5bVrbmVezo787hFRGQ8BX3NWaLQ2uUWRUHT0dfkQTCjLKfPqO\nouo11TNx+17L8XpE110aAavvru4MQlH0orpvqYzuWqdNMwyIhuBaM0g3zKKaZh6PYO1iU6aNA6tC\nGJ20+tfFyTh+8PQwfvSrk9ixdTXuvmEQV63tgKobUBMKogkFHknExYnY/JbWDuX6aakabi8eueR6\ncj02k2iJmkRu6TmqZrhGIBRVx4fffk3e+z11IVLy+yv8vstdG9s42JFXR7Ac+7nsMVPVDddxVYB1\nBcz52/LKIv7wd67Gnv3nMToVR3e7P7dNejypQjUM+D0SggFPbvm9vctoKqMjlUnh339zGomUipuu\n7stbNanpBqLZfuiTJSQzGrrDPsSSal5tQrdSA62SYtxQyi7LvXzOp64g/uZa99W+3WZdbc5Ppw6H\nvPBlV1xaxwxfUaqxM22ikvvUC/ttdUp9XtUQRQG9ndbGHnPxDDKKftk1R5dauWPn0NDIMreOiJrJ\n2HTC9bx6as595XgkaR0LDdPExYk4kmkVyYzmWrpEEgVsXd+FG7aswrZNq/DPPzyEVEZDPKlmy+eY\n2R0+RazuCuQyNtavCeO9u7fgOz87lnuuoF+GJKahG45MDGRXwWfrZCu6AXtaWbjTZk+HD6NT+ZvT\nOQmCAK8sojtslUvZsXU1Otq81hxWRa6tPtlaQWea2XICqO7am9u5Zrm5QOF476wJeuriHBTVgFeW\ncNVgB9YP5McdFjqnWuw5SMsE14D8Og5//MVfFKVrWUX/5/+WPWK2gLsVaJM9ItqDXlw12IEHP3xz\n7nki8QxQcLInALkaPk5m7v9Z7No6ds20wkjwtVf25L3WbDRd9JySKMDv9UDVDPeaVkLxsv5Kalo4\n6+/sec10XW7v9Ui5Wml2ilVh8KGzzZd7D24e+vaBmpbysyaLu/6eEE5dmC241cz7PE3YgeWFlUpt\nFAUrx76wWH970AsjobimP3s9Evp7QkikVEhifu2ejJJ0DTh5PRLag97cjmXO9yAKgnUFyU7zgwno\nJjrbAlBU97ozAoDPfuQ2nBmN4vlDF3Hg2DgU1YCqGXjp6BheOjqG/p4gdm4fxO3X9aMt6IWmG+gK\n+zE5m4QgWKuQBNEq+LxQP3Wr4XZ2NFq2zzd7rUC39JxSOyja79nZJyVJhK7nB0jtA3VhDbtSgVxR\nEIrqCL77r58o6pd2Fylsn2gUR0vstGa7joSWViEIwKa1nbn3IAgCvF4JPWE/pu0+a863acNAGB/5\n/etw5NQUntl/HidG5gAA58dj+NcnXsO3njyGvu4g3n7Xlbj56r6818+oVs05TdPR2+nPLesXSvTD\npU6TaoUxeaH3IHskqKpe1De9Few06iR7JNeAqPN5REFwHcOcx1jZI5Uca21W3dfiEwK7H1jHDLXg\nXwWXUhFm0QW2xehLTO+rTn9PCEdPT+WCp5Vy1nYMh7w11VVrNM1+7CSixlBqLO3tDGByNj8YZZom\nPKKA7/38dRw6MZm7eFqoLSDj/W/Zgus29iLgnw+x2M8Z8HkgitlzDEHAQG+b6/nzM/vP4+jpKczF\nlbxNBQQAHs98MX89m40nidZcQjPmFxEZ2TZHE/PHfntqYd/HIwnYsGZ+J3v7GLxxsDN3jLZrsdqp\nqRqs13S9BlmmLJBb+YGF5gKLNd4v9hykZdJCC7mla0mSkLec0CtbO8nZNVDsGiPrB+Y72vbNvdB0\nIy/v2NoMYeF6QM4YlNvWs0D+ssW1q9tcn9MwzFzqmlAQ2LJqqxjYtrm36HHVcFtun0yrmImmc/Xh\n2gIeaLpRdDKwUEpBLUv5ueV6aRsGwpiOZPI2j5iOZLB+IFzT51YqtXHDQLio79t97e4bBlwfs/OG\ngWz70gXtS2N1d8B1E4Srr+xGOOQt2pXGyC53LvxJGCbQHvKW7PNv2NANQRCwcbAD/+nt1+B//N93\n40Nv3Yp1fe25+4xNJ/HYL0/gr//X8/jG40fw+tkZ3JFN27PrNWqaFZC7fduaBesoFmr19BW392dt\no1188Fw/EC7qk7KneEm5ifmNZJyEEiuG3L7/Uv3SLZN5dXfA9eKIdREh+3e2LuCFyXjeexibTmB8\nNoWZSBpaNp1T1Q3MxjIYXN0GURSwffMq/MUf3oT/8p9vxRvWd+VeQzdMjE4l8P8+/ir+8ZGDuDSV\nf6Xszm3WezAM6/em6gY03cDOGweLgtNL2c9aYUyu5D1cc2V3yXHK1haQ4cZ5u12HtFCX4/ZSY5jz\n9nJjrc0ri5iNZXL92aormIEsW1O8UmOyc66zlH2p1cfHeiv8fmvRLKmfRETLyTkHS6RVTEXSuDCZ\nwOiMit+8crEosGYt0BHgkQQE/RKCfjkvsCaJAnbfegVkj7WIRxKF3Ll8qWOeVxYxG80UnReZADRt\n/jzcjikEfNb5Oczsqrbs/ZTseYzoDKqZ8wvxC7PK7PbYx2i7HntG1bPxkvw5shtn+RTngiK3Y9By\nzQUW+3VbauWaU6l0rU1rO3NLDCVRRFe7L7eqxU6DODcazT2PohpF6RaGYYUbSqUs2eml3WE/kmkt\nt/Xsts29UFWj5LLFCxPxojQlAVZHtQv5idlfjX0PO/1DVRfeCrgct+X2M9F0XiHy7rBV2DiR0iBk\nV8tVklJQSxpcuXzolX7V8uxo1DUt9NxoFGcdfdep3OdW6rdydjSKuVi6KNVIVY3clZbnD45C0XR4\nPRJ23jCAT35gBx769gHX9CJVM9EelBFPWauCcmnYQS9eOzPj2rbCXWdtFyfi+H/+9vfw2a/txeET\nU9kVqAK2be7F3zxwB1IZDbGkCk03EPB58MYb1+KNN67F+bEonj80iv1Hx5BWdGi6iQPHJnDg2ARW\ndQawaV0nkikFkYSC3o4A7tg2gI0DHZiYTeWK0Af9HsgLrGJphdTPcgrTygd62/K20na+Z7ffsiSK\n8IgG9OzuyXZf2LKuC+sHwkV98cjJqaLv+Ysfu7PoeT/5gR0AivvlwKq2ouf82d6zJdPtC50djWLj\nYDjvNkXVrYmSJEJRdXg8ItoCHlycyL8adkV/O0IBGYO9QcSy24vbpTxePT2NV09P49qNPdh9yzpc\nvaE7t9vUvsOjmIqkcv3wir52XJpOIOC1NkLweaUl7WetMCZX8h7ag96S45RNKTEuOcermah73bRZ\nx+1f/NidrmOYs2+X6tP27QBw6MRUUTq1JAk4fGIKgH3MKB6TnXOdpexLrT4+1lvh91upauZpREQr\nXTSRwUw0DUEUcXEi6hpEWtUVwA2bV+HYmRlMR1LQDBOyJKIt6IHf68G+w6O4bmMP/NnzBb/Xg/6e\nEEJ+ueJj3qETU6VLVMBa3d7bGcilRD619yzSig7dMLLzawEZzVqBL3vE3MYGejZ+4ZGs8xm/11pJ\nV9ge+3//8ZGDAOyVe1bdYcPIX9kvitnsP8kKHmZUPRdgMwyz7DFoueYCi/26LRtcA9zTtYD5D7Vw\nm1db4fb03WF/LrAEAKeyNX7sNCNnTZL+LhmhoLX6QhQF/OOD91bc3lhSyRbHnr9N0XQYpplb0TEy\nHs/lVa/rm996vB55woXLLz/98LNF9+kO+9HbKVSdXlDt0k7WZCltbDqBoN8atBPJZK6/2Vsouz5m\ngc/N7bfy6YefLer7zuf65Ad25J3g5bdPLkovGpmIY93qNvQV3n8mAVXTXVco2Se3hezfnH0S6tzW\nGUDu9dPZIJt9/yv6w/hQfxjvvmczhl4fx/OHRnM1uybnUpicS+VOcG+/fg2u3jC/WsUuQh9PqblA\nm88rwSdLRStKgdZPX3GmlTs/+8L37KwdYVM1A5IkYoNjDAOsvvDgh28u6ovVnBiW6peFz/HIM8NF\n462dgirYk5rs1+qWumcHUpxbfxuGOZ8q6jA1l4Ikiehs8yEc8iKZ0hBNKrlaHUdPT+Po6WkM9IZw\n7y3rcOs1/XlbuttME0hmNCQzGkRBgN8n4Zoru5ekn7XCmFzJexibTqCvO+g6TtlKjVfOuUAl9wFK\nj2FOpfq0LZZUitKp7duB0mNy4Xe3lGNWq4+P9VT4/ZZKlS/06Fd+bzGbRUTU9CZmkzg4PImDw5M4\nc9G9HvD6/nas6TBw393XYU1PCIIg4Cvf3I9VXfm7uAuCgNl4Gn09oaIyUNUc88rVwvbKEtavac87\nD3/xyCV0tHnzzglHxq0Lvf09QYyMx+fnuwKwbrU19xbF0ufzO7auRme7Dx1t3txzWW8yv1SGHYso\n91zlLNdcYDFft6WDawupJOfW7T7W6rX5v+0VbIU/pGpzd91qXwkQiurEZRQdJkyMjMdzV6A3re1C\nvS1nXRTWZCmt3GdjAnX73Gr9Dko9LuySb28/39lLMdc6R6VUWv/I7/PA7/Mgo+qIJ5VcEXqfV8Kd\n2wZw57YBXJyM44VDo3jx1UtIpjUYppk70HaH/bhz2xrcuW0gL8joDLQJAuD3euD3SvB5PUXjwEpX\nS322pVCq1qAbURBydSfslT+CgLyNCQBrcjHQ24bONmu1sx2Uc9bwEAUBbUEZoYB11VCWpdzKzdGp\nBL7zs9fxk1+fwhtvHMSuHWvRUWLHR8M0kUxb27DbdTmDfg+8cnW1wSrVCmNyrcf8wvtUUgetkvvU\nS6m+bNc4qfS7a4Waeq2omrGKiIgW9vhvTuHQ8CRGp4ovuomigC3rOrF9yyps37wK3WE/Xn31VQz0\nzl8Qzs3rshuhidk6zQO9bZd9HtAe9GImknZdqSx7xKJj90LzbDv7DQBkx7y10vM55+OdO5nar5FM\nq1A1E59++FnOHdDCNdcqUUnOrXttIV/eD8fe0ryw3lC1ubsV14kzCuvEZfJqp9TLctZFYU2W0sp9\nNvX83Gp9rlKPK1XzZfetV5Ssc9TV7h5Y2FmiDlEpPllCT0cAq7uCCPo8eYG7wVVteN+bt+Bv/6+d\n+ON3XIvN6zpz/zYTTeOJ58/gM//8Av7XowdxcHgyV0A0104TSGU0zMYyGJtOYHI2hVhSKZnSutK4\nj6Heom2zgaX9fbuNt6XmQ241q3TDhFcuPoTuvvUKhAIy+rqDaAvIEDBfw8NJEAT8zp1X4uPvvxGf\n+z9uw87tA7mJSjyl4sm9Z/GZf34B33ziNVwYj5V9L3q2NsjkXApj0wlE4pmq6wQupBXG5FqP+YX3\nqaQOWiX3qZdSdTPtMbeS99QKNfVaVeH3W6oOpZNb/UoiIrL8bO/ZvMCaT5Zw45ZV+M+/dw3+58fv\nxic/uAP33LSuKHvHtmvHWngkKx3SI81vMlCPOdHb7twASRKKFhlY5XnkotdYaJ7tnG87YwqVns85\nHy9JgiPuISOZVjEdyUD2iJw7ZK3olWuV5Ny63efDb78GJy/M5Wr4dIbm66mdGpnI1R+qNmpbeZ04\nPxRVh6obkKX5elv1tpx1UViTpbRS9a6cn009Prdav4Nyj3P2Zeftz+w/71rn6PqreiHLYtl6Q9WQ\nPSK6wn606wZiSQWptJYL6nllCbdd24/bru3H+EwSzx+6iBePXEIsabXpyKlpHDk1jY42L+64fgA7\ntw+gtzNQ9BqKpkPRdEQTVpp3wOdBwCctWKetVZXqD263LeXvu9R4OzoZt/qbOt/fFNVAOqMW1azq\n7gigu93v+h5EUUBHmw+hgIybvNZ3X1hHzU79HFjVhj9629V4166r8JtXLuLXv72AaMJKG33x1Ut4\n8dVL2HpFF3bfsg7Xbeot2rHZyS19uZI6gQtphTG51mN+4X0qqYNWyX3qpVRftm+v5D21Qk29VlX4\n/fZ2BCBJAiZmUq4p615ZxJZ19c9mIGpk7/iLx6u6/xc+tHaRWkLNoj0o4/pNvbhh8yq8YUP3giv/\n5+dUMgZXtaGjzbcocyJ7zP/3Z08hmk0RlT3WuP7eN28peg3770d/fhCKKbjOs7vDAUCw6gXXcj4n\nCHNQVANeWbI2ZjKt853ZaAY9HX4E/fkhpZU8dxBMt6JjDapcTZJGsdhtLFUnrtZcZ6A5PtdCzdTm\nxWxrM30O5Vxuv671c9B0A7GEgmRGK/nvh05M4vmDozh2tnjThTds6MbO7QO4YcuqohTBQnbqnt8n\nwe9t/OsalX6mrdIHCznfVz3G3XRGw1y8sh3/VM3A0LFx7Hn5PEYKNkhY3RXAvTevwx3XD8DnrTxg\nNh/o9eDwoVda8jsDrO8NQNO9v+X+HVXbx5e7vbVo5DaXattCbV6MOeFCGvFzZJuWx2KNt9UGymrx\nhQ+tbcrvp5n7VaO0fWhoCDGsxlVrO/N2t3QjwColc/zYq7jjtptdayw3iuX4fGs5BjVKPyjnctrY\n+Gd4lKcV6t4QFVqufu2RrJVsbVp2JVtBkM0jibjpDX246Q19mJpL4flDo9h3ZDS3FffrZ2fw+tkZ\ntAVk3HH9Gty1fQD9Pe5ttlP3EmnVKkbvlXKbIjTywZrq0z/9Pg/6vBKiCQWJlFp2zz/ZI+L269fg\ntuv6MXx+DntePo8jJ6dgApiYTeH7Tw/j339zGjtvGMSbblpbMm3BScuu1owlFcwlrF2sAz7PgkFh\nWhk4t2hO/N6IiKp1XarjAAAgAElEQVS3+Yryq3tlSUTQ70HAL0MSBfhkkXN1FzwGFeOsusm0Qt0b\nokLL3a9lj4jusB+ruwLwl1gN1NsZwLt2XYUv/9ld+NN3b8P1V/Xmat/EUyqe3n8eX/jfL+Kr3x3C\nS69eglJmRzfDNJHMaJiOpnFpOoHZaBrpjOZ69YeWX736pyBYqaKrugLwVbDxgCAI2Lq+C3/2nu34\nwgN34E071uYel8xo+MVL5/Bf/3kvvvH4qzgzGqm4HZpuIppQMD6TxMRsEvGkAl1njcCVbLnHYKoN\nvzciovoQBCDo96C3M4DV3UG0Bb3cpGwBPAYVW9aVa7/5zW/wpS99CYZh4L3vfS8eeOCB5WxOU2iF\nujdEhRqlX8sea+MDNVszzd5d1EkSRWzfbO0gNBtNY+/hUbxw+BJmomkAwImROZwYmcMPnhnGbdf2\nY+f2QQyubit6HptpWoGSZEbL23nU7/UsuFydlka9+6fskdDbGUA6oyGSUKBVENjq6w7iA/dtxTve\nuBEvHBrFr4cuYCaahmGaOHBsHAeOjWPjYAd237ION2xZBUms7NqZqhmIaAoiCQVej4SA30od5YRy\nZWmUMZiqw++NiOjyeD1Sbgd3zrurw2NQsWULrum6jr/5m7/Bv/7rv6Kvrw/vec97cO+992LTpk3L\n1aSmsWPr6hXdaak1NVK/dgbZYknVWlXmcr+usB+/u3Mj3nbnlTh2dgbPH7yIQyenYBgmkmkNvxq6\ngF8NXcCVA2Hs3D6Im6/uK1sny955NJXRICADXzZ1NOgv3lmTltZi9E9/Ni04kdYQSyiuxckLhfwy\n7rttPXbfsg6vHJ/EnpfP40x2Q5vTFyM4fTGC7rAf99y0Fju3DyLgr/wwr2g6lLiOSDwDnywh6Odk\ncyVppDGYKsfvjYioOqIgIOi35tf2Tu1UGx6D8i1bcO3w4cNYv3491q1bBwD43d/9XezZs4fBNSJq\nGLJHQndYgqYbiCdVJNPutbJEUcC1G3tw7cYeROIZvPjqJTx/aBSTsykAwJnRKM6MRvHonmHcck0/\ndt4wgPX94bKvbQJIKzrSis7gWgsTBAFtARkBnwfx5ML12GySKOLmq/tw89V9OH0xgj0vn8crxydh\nmCZmomn88Fcn8cQLZ3Dn9Wtw7y1XYJXLzrblZFQdGVXPBXmDfhl+1gckIiKiJtffE+R8hhbFsgXX\nxsfH0d/fn/u7r68Phw8fXq7mEBGV5JFEdLb70B6UEU9ZmxKUWmTU0ebDW2/fgLfcth7D52bx/KFR\nHByegKabSCs6njt4Ec8dvIh1fe3YuX0At17TX9XqImpNkmjVYwv6ZUQTGdeU5FI2DnZg4+D1mImk\n8auhETx/aBSpjIaMouNXQxfw66EL2LZ5Fd586zpsWttZVbucQV5BAAJeK23U72OfJSKihS3F7p9E\n1WBgjRaLYC5TBe2nnnoKzz33HL70pS8BAH7yk5/g8OHD+NznPlfyMfaWz0S1Wo6tf9lvW49hmkgr\nJtKKUVEqX0ox8PqFFF47n8JsPD9o4pGAzQN+XHNFAP2dsusB/6333F63tleK/XZ5KZqBZMaApld/\niFY0A8dG0jh8JolIMr+/rerw4IYrg9g04L+sumqiIED2CPDJAmRJcO23HG+pGbHfUjNq5H77he9d\nWOSWVO8LH1q73E0gNHa/JSqlXL9dtkvPfX19GBsby/09Pj6Ovr6+BR+3HD/CagwNDTV8GwuxzYtv\nsdrabJ/DYlmuz8E0TSRSKuIpFbpRPghyyw7r/qcuRvD8wVEMvT4OVTOg6cCxkTSOjaQx0BvCXdsH\ncPt1axAKLH8qaCWfaav2wUZ5X4mUimiF9dicdtwAfNAwcfjkFPa8fB4nRuYAAJMRDU8fjGL/yQze\ntGMt7r5xEG2X2decK9p8DZI62gjfXTUapb9VqtnaCzR+m93a1ohtZpsq04htWiwLvs8GDK4BzXec\nAJq7XzVS26ttRyO1vZRmaCPQHO28nDYuW3Dt+uuvx9mzZzEyMoK+vj789Kc/xVe/+tXlag4RUdUE\nQUBb0ItQQK4oyCYIAjat7cSmtZ1435s3Y//RMTx3cBQXJ+MAgNGpBB7dcwI//vUp3Lh1FXZuH8SW\nK6pL46PWEsrWY4tVUY/NJooCbtiyCjdsWYXzY1HseXkEB46NQzdMROIZPP6bU3hy7xncft0a7L5l\nHfp7QjW10bnjrSgI8PusjTj8XqaOEhEREdHKsGwzX4/Hg8997nP46Ec/Cl3X8e53vxubN29eruYQ\nEdWs2iAbAAT9Mt500zrs2rEW58ZieP7gRbx8bBwZRYemG3j5tXG8/No4+rqD+MZn3rJE74QakXgZ\n9dhsV/SH8cfvuBb3v2kTHvv5Kzh20QrWqZqRqwN47cYe7L5lHa7e0F3z6jPDtHbKTaY1DK5qq+k5\niIiIiIiazbJeVt61axd27dq1nE0gIqqbvCBbWkM8qSwYZBMEARvWhLFhTRjvuXczDrw+jucOjuLc\npSgAYHwmuRRNpyYge0T0dASQzmiIJBRoulH1c3S2+3D7G9rwn955NV46OoY9L5/H2LTVx46ensbR\n09MYWBXC7puvwK3X9kH2SPV+G0RERE2nlo0Z/uOr71yElhBRo2LOBhFRnQmCgLaAjJDfg2RaQ6yC\nIBsA+H0e7Nw+iJ3bB3FhPIbnDo3iwGtjCz6OVhZ/trZZIqUimlRK7lxbjleWcPcNg9i5fQCvnZnB\nnpfP47UzMwCA0ckEvv2zY/jJsyfxxhvXYteOQYRDvjq/CyIiIiKi1sHgGhHRIhEEAaGAjGCVQTYA\nWNvXjg/etxUfvG/rIreSmpG9SjKQTRVNprWan+fajT24dmMPRqfi+OXLI3jp6BhUzUAsqeKnL5zB\nz188i1uu6cfum9dhbV97nd8JEREREVHzY3CNiGiRXU6QjagcSRTQ1e5HW0DHXEyBolVfj8020NuG\nP3rb1Xjnrqvw3CsX8evfXkA0oUDTTew7cgn7jlzC1vVd2H3zOly3qRdiA+wKSkRERETUCBhcIyJa\nIgyy0WKRPRJWdQWQTKuIJi6vX7UHvXj7XVfiLbetx9Cxcex5+TxGJqwdbY+fm8Xxc7NY3RXAvTev\nwx3XD8DnZV02IiIiIlrZGFwjIlpiziBbKqNddjCEyBb0ywj4PIglVcSTCi6nV8keEbdfvwa3XdeP\n4fNz2PPyeRw5OQUTwMRsCt9/ehj//txp7Nw+iHtuWouusL9eb4OIiIiIqKkwuEZEtEwEQUDQLyPo\nl5FMq4gl1Zp2gCRyEgQB4ZAXIb8HkYSCVKa2emzO59u6vgtb13dhfCaJXx0Ywb4jl5BRdSTTGn7x\n0jk8s/88drxhNXbfsg5XDnTU6Z0QERERETUHBteIiBoAg2xUb5IkojvsR0bVEYlloNahT/V1B/GB\n+7bi99+4Ec8fGsWvhkYwG83AME0cODaOA8fGcdXaDuy++QoMrmqrw7sgIiIiImp8DK4RETUQBtmo\n3nyyhNXdQSRSVj22egj6Zdx323rsvnkdXhmexJ6Xz+PMaBQAcOpCBKcuHME77t5Yl9ciIiIiImp0\nDK4RETUgZ5CNqB5CAaseW8ArQgAuqx6bTZJE3Hx1H26+ug+nL0aw5+XzeOX4JAyTNQSJiIiIaOVg\ncI2IqIEF/fJyN4FaiCgKCPklrOoKIprIIK3odXvujYMd2Dh4PaYjKbz46ljdnpeIiIiIqNGJy90A\nIiIiWlqyR0RPRwA9YT88Un2nAj0dAfzuXVfW9TmJiIiIiBoZV64RERGtUH6fBz6vZNVjSypgNicR\nEbW6L3zvAvC9C8vdDCJqMVy5RkREtIIJgoC2oBd93SEE/bzmRkRERERULQbXiIiICJIooKvdj9Vd\nAXg90nI3h4iIiIioaTC4RkRERDmyR8KqrgC62n2QRGG5m0NERERE1PCY/0FERERFgn4ZAZ8HsaSK\neFIBy7EREREREbnjyjUiIiJyJQgCwiEv+rqDCPh4PY6IiIiIyA2Da0RERFSWJInoDvvR2xmALHHq\nQERERETkxBkyERERVcQnS1jdHURnmw+iwHpsREREREQAa64RERFRlUIBux6bgkRKZT02IiIiIlrR\nuHKNiIiIqiaKAjrafFjVFYTfKy13c4iIiIiIlg1XrhEREVHNZI+Ino4A0hkNkYQCTTeWu0lERETL\n7h1/8XhV9/+Pr75zkVpCREuBwTUiIiK6bH6fBz6vhERKRTSpLHdziIiIiIiWDINrREREVBeCIKAt\n6EXALy93U4iIiIiIlgxrrhEREVFdSSJ3EiUiIiKilYMr14iIiIiIiIiaDOu6ETUOBteIiIiIiIiI\nllFFgbLvXVj8hhRgAI+oMkwLJSIiIiIiIiIiqhGDa0RERERERERERDVicI2IiIiIiIiIiKhGgmma\n5nI3olJDQ0PL3QRqATfddNOSvh77LdUD+y01I/Zbakbst9SM2G+pGbHfUjMq1W+bKrhGRERERERE\nRETUSJgWSkREREREREREVCMG14iIiIiIiIiIiGrE4BoREREREREREVGNGFwjIiIiIiIiIiKqEYNr\nRERERERERERENWJwjYiIiIiIiIiIqEYMrhEREREREREREdWIwTUiIiIiIiIiIqIaMbhGRERERERE\nRERUIwbXiIiIiIiIiIiIasTgGhERERERERERUY0YXCMiIiIiIiIiIqoRg2tEREREREREREQ1YnCN\niIiIiIiIiIioRgyuERERERERERER1YjBNSIiIiIiIiIiohoxuEZERERERERERFQjBteIiIiIiIiI\niIhqxOAaERERERERERFRjRhcIyIiIiIiIiIiqhGDa0RERERERERERDVqquDa0NDQcjdhQUePHl3u\nJlSNbV5ci9lvm+lzWEz8HOqv0n7bqp99q74voLXf29DQUFO+v2Zrc7O1F2jsNpcabxuxzWxTZRqx\nTfXWrOMt0LzfT7O2G2icttdyXtYobS+nGdoINEc7L6eNTRVcawbpdHq5m1A1trl58XOw8HNYPq36\n2bfq+wJa+70Bzfn+mq3NzdZegG2uF7apMo3YpsXQrO+T7V56bPviaoY2As3RzstpI4NrRERERERE\nRERENWJwjYiIiIiIiIiIqEYMrhEREREREREREdWIwTUiIiIiIiIiIqIaMbhGRERERERERERUIwbX\niIiIiGhFM00TkXhmuZtBRERETYrBNSIiIiJasVTNwORsCvGUutxNIapaMs1+S0TUCDzL3QAiIiIi\nouWQSKmIxDMwl7shRFXKqDoi8QxUzUDQLy93c4iIVjwG14iIiIhoRdENE3OxNNKKvtxNIaqKphuI\nxDPsu0REDYbBNSIiIiJaMdKKhrlYBrrB9WrUPAzDRCypIJFSudKSiKgBMbhGRERERC3PNE1EEwpr\nq1FTMU0TibSGWEKBYTKsRkTUqBhcIyIiIqKWpukmJmdTUHVjuZtCVLF0RkMkoUBjvyUiangMrhER\nERFRy4olFUQSGgNr1DRUTUckriCjsq4aEVGzYHCNiIiIiFqOphuYjWagaDprVFFT0HUD0aSCZFpb\n7qYQEVGVGFwjIiIiopaSSKmIJDJgiSpqBqZpIp5SEUsq7LNERE1KXO4GEBERERHVg26YmI6kMBev\nLrA2F8vgh788sXgNIyohmVYxPpNENMHAGhFRM+PKNSIiIiJqemlFw1wsA92oPEKh6wZ+eWAET7xw\nBhlFx8fff+MitpBoXkbVEYlnoGqsBUhE1AoYXCMiIiKipmWaJqIJBfGUWtXjjp+bwfefHsalqcQi\ntYyomKYbiCYUpDKsq0ZE1EoYXCMiIiKipqRqOmajmap2Ap2NpfHDX57EgWPjuduCPg/e8caNi9FE\nIgCAYZiIJRUkUio32CAiakEMrhERERFR04knFatOVYX313QDe14ewZMvnEFG1XO337ltDd61axPC\nIe/iNJRWvHhKRSyhwGBRNSKilsXgGhERERE1DU03MBvNQNH0he+cNTKVwWP/8hLGppO5267oa8cH\n7tuKjYMdi9FMIqQzGiIJBVoVKyuJiKg5MbhGRERERE0hmVar2gl0NprGY788gaHX53K3Bf0evPON\nV+HuGwYhisIitZRWMk03MTWXylshSUREra2m4NrQ0BCSySTuuusuiKJY7zYREREREeXoholIPFNx\nEXgrBfQ8nnzhbC7AIQC4a/sA3rXrKrQFmQJK9acbJqKJDOYSGgNrRCXouoFoUkFXu3+5m0JUV1UH\n1/7hH/4B586dgyiKePTRR/H3f//3i9EuIiIiIiKkFQ1zsQx0o7Llaq+dmcYPnh7G+Mx8CuiqDg8+\n8s4bcOUAU0Cp/kzTtOqqJZWKV1USrTS6YSLu2NSjq325W0RUXwsG15588km8/e1vz/19+vRp/N3f\n/R0A4J3vfGdFL/LNb34Tjz76KARBwJYtW/CVr3wFqVQKn/rUp3Dx4kUMDg7i4YcfRkcHJzxERERE\nZAUsogkF8ZRa0f1nIlYK6G+PT+RuC/k9eNebNqFDmmFgjRZFMq0imlAqDv4SrTS6YSKR1jE+k2Dw\nmVragsG14eFhPPHEE/jMZz6DwcFBDA4O4rOf/SwEQUB/f/+CLzA+Po5vfetbePLJJ+H3+/GJT3wC\nP/3pT3Hy5EnccccdeOCBB/D1r38dX//61/Hggw/W5U0RERERUfNSNQOz0TTUCgrBq1o2BXTvGSiq\ndX8BwM4bBvDOXZvQFpDx6quzi9xiWmkUVcdcPANV42YFRG4Mw1rRGU8pSCkGA2vU8hYMrn3yk5/E\nqVOn8PnPfx633norPvGJT+Cll15CKpXCrl27KnoRXdeRTqfh8XiQTqexevVqfO1rX8O3v/1tAMC7\n3vUufPjDH2654Npvj0/gmf3nMTadQH9PCG++9Qrs2Lp6uZtFVDH2YaoH9iNaidjvaxdPqYjGM6jk\nPOzo6Wn84OnjmJhN5W5bvyaMD963FRvWhKt6XVFovs0N2M+WnqYbiCaUiuv/UWPjb6j+7DTpeFKF\nwYgarSAV1Vy76qqr8I1vfAM//OEP8ZGPfASf+tSnsHPnzopeoK+vDx/5yEdwzz33wOfz4a677sLO\nnTsxPT2N1autgWvVqlWYnp6u/V00oN8en8C3n3wt9/elqXjubw7Y1AzYh6ke2I9oJWK/r41umJiL\npZFWFi4EPx1J4dE9J3BweDJ3Wygg4127rsJd2weqCpQJAtAW8KItINfU7uXCfra0DMNEzFEvipof\nf0P1ZZomEmkN8STTpGllEkyzfDh53759ePjhh+H1evHggw9i3bp1eOihhyDLMh588EG0t5evRBiJ\nRPDnf/7nePjhh9He3o5PfOITeOtb34ovfvGLOHDgQO5+t9xyC15++eWyzzU0NFTFW1tejz4/jZl4\n8RWtnnYP3nNXzzK0iADgpptuWvLXbKZ+68Q+3Diaud+yH61czdxvLxf7ffVUzUQsrcNY4IRM1028\ncjqBAycScGbjXbc+gNu3tsHvrXwXe0EQ4JcFBLwiRNEKxjVTv2U/WzppxUAyYzTsKpy33nP7kr9m\no4y3l4O/ofowTRMZ1URSMRYcw53Yb6kZlZsnLLhy7ctf/jL+6Z/+CclkEp///Ofx/e9/H1/5ylfw\n4osv4k//9E/xne98p+zj9+7di7Vr16K7uxsAcN999+GVV15BT08PJiYmsHr1akxMTOT+/XLeTCMY\nGhrCTTfdhO8+9yxCBdu8J9Mqzk2q+O5z8YZadmy3uZk0W5sXq63VfA7VLnt368MAoJhCw332zdYf\nmkUln+lCn/13n3sWgiggmlChagZkj4hwSIZiehv6O2vlPtXK78223O+v0vHTHpdPnZ/AVVesbph5\nwULq3YeiCQWxpLLg/Y6ensZjTx/HpCMF9MqBMD5w31as7y+fAvrqq6/iuuuuA2CtVAv5ZbQFvZDE\nxkgFdfs8G3F8bcTxYzHblM5oiCQUaBXU/nNy9rdW12j9oZzCMXc2JSIUDBbdrxHnukBj/v4q3dCj\nkX4T1X6Gjfi5F2qGNgLN0c7LaeOCwTXTNBEIBGCaJnR9fpn+7bffjh07diz4AgMDAzh06BBSqRT8\nfj/27duH6667DoFAAD/5yU/wwAMP4Cc/+Ql2795d0xsop9Yc+nrk3vf3hHBpKp77O5lWMR3JQPaI\nME2Ty47psuRNDl47sGAfXWjZu1ufL+zDtv7uUP3fEDWdSvugT5ZwdjQN3TBhwoSqGcgoOrrDgWVo\nNdHSqGT8dI7LJi4vHake85blqDuk6wZmYxlk1PJpoFNzVgrooRPzKaBtARn3v2kT7ti2puIU0EYM\nql2OSsZX1pOqjaoZiCYyFaUoU+2Wsn+6jbnRuAKYJoL+/JTwZpjrLudv2zRNpDIaYkm16sAzUStb\nMLj26U9/Gh/96EchyzL+6q/+Ku/fvN7iq7KFtm/fjre+9a24//774fF4cPXVV+P9738/EokEPvnJ\nT+Kxxx7DwMAAHn744drfhYtac+h/e3wCX/vRodxVwEtTCZy6MIuP/cH2qgasN996Rd7rRxPWNvLh\nUP5ntmf/eU5yqCoLnZC5HWyf2X/e9bn2ZG93+63csW3A9eRw961X1PkdUbOpJigQSyrQjPmJlwkT\nmmFiYi6Jh759gCd81JIK5wA25/hZblyu5rdQj5pBy1F3KK1omI1myqbZqZqOX7x0Hk/tO5vbkVEQ\ngDfeOIjfv/sqhCqokXb09DT2HbmEkUvTODhyDG+5bX3LjDWlxtdYyloFWMuFtVb5bGqlGyZiCQXJ\nNOuqLbalHnfcxtxwyItoQikKrtUy112uQCGwdLXiTNNEMq0hxppqRK4WDK7de++9uPfeey/rRT7+\n8Y/j4x//eN5tXq8X//Zv/3ZZz1tOrZPWR58ZxnQkk/tb1QxMRzJ49JnhqgYr+7579p/H2EwCggD0\ndPgR9Od/5GMziYqfkwgo37cB90BZMqMh6Cv+uY/NJEo+37nRKD789mtyfbi/O4TdnHgTqhtfpyNp\neCQRum6trBAgQBCAqbk0wkEreMuVvNRqCucAbuPn2LT78b/aeUE9gnT1CvRVKhLPIJ5Sy97nyMkp\nPPLMMCbn5lNANw524ANv2Yor+svX+7W9dmYaTzx3CqIoQBQFjE0nWmqscRtfJUnATCQNoLb5AtAa\nn021TNNEIqUimlTQoGXVWs5SjztuY27Q74EgCBjobbusuW4jBAqBxfvsGFQjqkxFu4UCwMzMDB56\n6CGMjo7iW9/6Fo4fP45Dhw7hfe9732K2r2a1TlrPXoq63n5uzP32cnZsXZ0b4B769gGm2FFdlOvb\npQ62qmoAvuLb+7tDuFTm+Zx9mMhW1fgqAKIgQPTMp2CpmgG4ZGRxJS+1koXGz3ql3tcjSFevQN9C\ndN3ATDQDRSudajc5l8Kjzwzj8Mmp3G3tQSsF9PbrK0sBtdM/f/v6BCSpeIODlhlrXMZXp1rmCy3z\n2VSh1rpqdHmWatyxlRpzrxrswIMfvvmynrsRAoVA/T+7xdr9U9MNHD83i8FVbXV7TqJGUHFw7bOf\n/SzuuOMOHD16FABw5ZVX4i//8i8bNrhW86R1kUpwVJIiUgqX7ZNTub5dKlDmlSXX23dnU0ZPXZgt\nKoi8aW1XXdtNraOa8XVDfxjHz83magIJEGCaJnze4j7Jlby0klQ6L1hoDlCPIN1S1NhMZzTMxkqn\ngSqqjl+8dA5P7TuXC3IIArDrxrX4/TduLErbclNYU218Jul6v1YZa9zGV0kUsH6NtblDLfOFVvls\nKqFqOiJxZcGaf7Q4lrq272KeizVKoLBen91iBdVGp+LYe+gSXjp6CbGkivtuW1+35yZqBBUH1y5d\nuoQ/+qM/wmOPPQbASusUxcq3O19qtQ6gG/rDODEyV3S7PVEpZaHi3pWkiDifxx68NwyEse/waO7f\nV/qyfbL69td+dBjRhIKMoiGWSiIc8joCZXOIJhRHoMyLTWs7sfvWK1z738kLc9h/dCz3/HYq9O5b\ny/d5WrmqGV9vfMNqvHZ2JndCbWar2AR9xSfKXMlLrWShkzHnvODUSBIDvW1F84JKUo0u54TRVo/n\nKMU0TUQTStk00MMnJvHIM8OYyqYzAsCa3hA627w4MxrBd596HXduG8C1G3tcHy8IQFvAi1BAztuo\noFU35rH71qXpeF7NNQCAANxYom8k0xqiCQXJjAZFNeD1iEXlSpr9s6mEbpiIJjJIprXlbsqKtpjj\njptSYy6AsjVgS43DJy/M4exoFGPTCczGMkv6e1qsz24x0j/TGQ0HXh/H0/tmMD43XpfnJGpUFQfX\nPJ78u8ZiMZgNXJSg0mBWofe+eUsucKHqBmTJCk68d/eWko8pVdzbOejag3W5Zcdug/crxycQDnnz\nButkWsU/PnIQne0+rmRrAbWtTCz87Vl/bxgIuwTK0rlAmQnANPMffXY0ip4Of1GfPzdafSo0rQyV\nBAVsv3nlIgyXCVo8paA7nJ+rzM0yqFVUU3/HbVy2VZJqZF8keWrvWUSTCsJBL37nzg2XVSe2XjU2\nVc3AbCyd24yg0ORsEo88M4wjp6Zzt7UHZdx23RocPzuNRDYgNzmbxOPPngSAvACbKAhoC8oI+WWI\nLrt/LvXJ+1Jw9q2MYkAUBOiGCQGAKAF+r4Sn9p7Fi0cuob8nhDu2DeDcaBSnLkYQTSgIh2SrBqup\nYjqSBpBfD7iZP5uFsK5aY1mscWeh19yxdTWGhoZw0003uY7VX/vRIXSHA8ioOvp7QpiNpoueJ5nW\n8ONfnUR/TxAA4PUIS/p7WozPLplWL3v3z6Onp7H38CgmZ5MI+DwQRRGnL0aKVod2h/24c9uaml+H\nqFFVHFzbvXs3/tt/+29IJBJ4/PHH8b3vfQ/333//YrbtstVSL2rH1tX42B9sq2qwcpv8JtNq3qBb\nyYozt+extgJXcgN1Mq1aGy4IQEeblyvZmlwtBVCf2X8eQb+MoF9GIplEKGj1sT37z8ME0NPhK0rx\nfOX1iZIrILG6CkIAACAASURBVMemEwj6Pdxsg6pSOEEtZaREvUpVNS67gDBRo6okKFbJrruVpBr9\n9rg1vne0edHRZu1Ivu/wKDat7aw6wFbP32A8qSCaUFyDhoqq46l9Z/GLl87nTuREQcCuHYN4x90b\n8d2nXofgUltt3+FRXLuxB6IgoD0oIxSQXe9nq+ZCQLNw9q2MosMwTQgCspvFCIinVKQzem6OeGkq\njg+//RqY+8/nreKz02xVzYAoCi0/DqcyGiLxDIuxN5jlru1bOFbb51nRhIr+niAuTcUxMh5HT4cv\nLzXdzhCxLcfvqV6fXT2CaoAVWPvRL4etdNKUCk3P/62JotXmO7cN4A0buiuqn0nUbCoOrn3sYx/D\nj3/8Y0xNTeHpp5/G+9//fvzBH/zBYrZt2RQOVo/sGcY/PHIQsaSC9qAXb7tzAzat7cytNro0lbCu\nBOYNuipUl0GqXGHLsekEkmk1LzAiCMh7nmjCuoorFxToXYkFaFtBLQVQnf1kPi1UxthMAqaJXODN\n6dxYFH3dQdfXKZc2s9Tbilf7WgulY9PyK3UeYwKuK3kf2TOMn+09mzfevq/MymGiRlRJUOyZ/edz\naXrOFH/n+F9JWuMz+89jfCaJeEqFadopkvKyzQs03cBsiU0LTNPEoRNTeHTPcHaVh2XT2k584L4t\nWLva2gV0yrFDqNNUJIVwyFtypZqbSi8ENIu8uaJdmw6AKZjQdWsVpKobOHUxAkkUcn3KbY4ZDsno\nCvvw1U/sWt43tYjSilYUCKHm5zZnBLDgPLJw3njq4py1kjPLPs9ynnvJHhHRhJo3t7Z/Q07B7LjU\nSL+ncnPrdEbLZa1cDt0wcPTUNL7789cRiStF/x7wefD7d29EuziLm3dcf1mvRdToKg6u7d+/H/ff\nf3/earX9+/fj1ltvXZSGNYpH9gzjkaeHc3/HEgq+/4vjaA/K6A77c7dPRzJ5j3MbdJNpFa8MT+DT\nDz/rOuj7ZAnnxzJ5z2GYZl79EHtyEA55856bq4yaUy0FUN36yXQkg+5wAF1hv+uJWMnXn0ngD3/n\n6vlUaEedtvUD4SXbVryWFXyVrPqgxlZY4+Tkhbmi8db+mwE2aiaVBMVOX5zLCzDZafyCEMndVkla\n48HhCcSS8/XMTBOIJa35hm2pLpTEUyqi8YzrarWJ2SR+8PQwjp6eTwENh7x49z2bcOu1/Xkr0Ho7\nA5icdWxGIACSIGDt6na0B/PnPyuNcw4gIJtWnP3vws0idMPEbDSDF49egiQKyCgGJFGAKAp5c4dW\nZGV+ZJBWuFlBq3FP5TwMwMwFwNzmhG7zxmhcAUwzb+UZkL+IIRzy5o3VgBVw88oixqaTDbsZWKm5\ntaLp2DjQcdkB5/GZJPYeHsW+I5cQTeQH1azNZTxoC8jweSXcc/M6vPpqpMQzEbWOioNrX/nKV/Dj\nH/94wdtazc/2ni26Tdet4rx2cM0edKMJFe3ZOUrhoCsI1uN8XgmmaVYcCBAFAf09oVz6VDjkhbxC\nC9C2oroWWxZKn4it7w8jrRQX7p1/neIabq+8PlF4dwCLs0qylhV8tW57zt13l5Z98ufG7vv2eDg5\nm4JhmtB1x853koCn9p5lcI2aSiVBsYzqfmKjOGrTVFJXJ5FyL8pu317LxYtqlVutNp8Cei6XJiQK\nAu65eS1+b+dGBHzFU9E7tw1YNdayQTVRtFIe38yd5fIIggCYZskxFtlafqpmQJQlmDChGSY8EOdX\n/tWYmdWox1LdMBFLKEikS2+gQc2lsK+51UCzgzuFmRvOOaHbvDEc8mbL71iPkz0iVM3IW8QQ9HvQ\n3dGJ7nZ/bhxevyaM5w/Ol1tpxM3ACt+vPb/6+d6z+Oi7altBllF0/Pb4BF44NIqTF4o3APTJEtoC\nHgT8nlza56rO4swZola1YHBtZGQE586dQyKRwPPPP5+7PRaLIZVyX7bfTBZaVjwTSUOShLy8cBMm\nnCtorUCXH7GkAlEABnrbigZdRTVgwkS7XHrQz6i6a2F5ryzm0qcKJ8m2Vi5A28pqKbacUXWEAjKi\niQx03YQEA+GQD4qqlyxsvWltZ8nXcdZwcyqVSroYqyRrWcFXy2OW4iST8omiUHGNm2gy/8qnCROa\nbmI2li67k9dCGvUkkFpXJUExryzOB5NNE4JhQJIEeOXindjLbXpQuFqp8PZaL0RUKp5SEU1kigrE\nm6aJg8OTeHTPCcw4ToY3r+vEB96yFYOr20o+5/VX9SLo92DvoVGMzyZbvh5YNZxzRcO0xki3+Fje\n92Faf3skEbpuQjdN+DwSwiFvXjC3Uo14LDVNE/GUitgK2azAMEyMjMfw+rlZnByZw5f/7K7lblLd\nOI/ZPlnCTDSdW1Rg10ALBWQoqp5bNZZRddcaXs45odu8Mej3QBCE3CKGDWvCea9ne+/uLXl9+6Fv\nH2j4zcDs92uYJgzdzB0TpiLVnb+bpomzl6LYe3gUL782XrQatKPNhzu3rcGqzgB+PTRS9Pg7tg3U\n+A6Ims+CwbX9+/fjhz/8ISYnJ/9/9t48PI7rvhI9t7besRMEQRBcwE1cJVGiJNJLLMqJFDsaRxrZ\ncTyaTy9vnvO+vOTFdmwneY7mecaJnXje5JMztr9EkyiTJyXPFmVF8iaNLcrWRlEUKUoUV5Agse9A\n71tt9/1xq6qruqoaDRCgSKjO99kiGt2NBvr2rd89v/M7B9/97net2+PxOL70pS8t6YtbavglxADE\n2lQ5jnVkBZ6zNm0CAhBUSYEl3LS5HXduI9izZ49r0wUBBI6DXNWptm/6Ha0x9JldAFthYFcxvRfJ\nOgGWDgt5P0Mij3xRAc9xINDBcRzyRQWdK5hH2qGjgyiWVYAyA99DRwexsasJd+zq9EyTe+K5s/N6\nzUuhklyIgm8hj1nqQ2YAN5obwphNF13eawLvI5fwIBA0nbpUbkB9h7hr8RAY4P2DWqRYSyKMqdmi\n6wHNNsuJetYvR4gnwWbWLAtpRPjB7le04fSb2Lu9A5u73WNQE7MsBdQ+AtoYl3D/Rzbh1m0rfUMI\n7Omfq9pi+MDu1fN+jcsdjloRsGZCCQj8NGwcRyxFDicQ43miKJQUJDNlX7sSP1xr19KyomNitrCs\nwwoopRifKeDcwCzODyTRO5hEoeStWr2eUb3n9Y9ljPHFSgonIUAqW7bsdxRVh6ZRCKJzXymUFCgq\ntdZ3SOQ9pzh6Vjc6PGDNWrpWXb7QMLCr2exrb45iZCrrSmxva6xvFDxXkHHk1DgOvzuK0Snn78Vx\nBLs3tmHf7k5sX99qKWEb4yG8fnIU0+ki2hojuGNXpyPhOUCA5Y45ybX7778f999/Pw4ePIgHHnjg\narymqwav4iCTZ2kpmTxnjHMyyb2mUasgMWtCc1bd9ElhUuAsAPemaxJx1fPtdiJgXWcDjp4et742\nn/eG9ZxLteFlBB7g+sSiJSVR4OALvZ4ePo/96BSyeaYu0HSmBPrJq5exsavJl6TyGyVdCpXkQhR8\nC3nMYh4yA9SH3Zva8OKb7k6m1ygYzxFXuhQAgFY3M+o3a7/WDoEBlgfmOiDVS+pyhv+VrrNGCQAH\nE1fP+o1FBIfnmolYhH3GFst+4K3zk5Y/Z6msIJWfRO9gEp/66Bbr8FSWNTz3ej9eOOocAb3z1jX4\n2P71np978z6JqGgZggfwh71W1Iy/MaWsGUxQUawZ5SsAts7svlGiwFmpiK2NYcuu5O+ePomWhjDK\nilbz4H+tXEtlRUMqV0a2qC1LYm0mXcT5gSTODSRxfmDW0ywegMvj+XpG9Z5nnpvY6GZl/6gmknme\nOG7xWt+FkgK7gMKEV91YqzECVEjuar/ijV1Nvr/b1Wr2mX6DN29tx9CEW0lXS0mm6xRn+2fx2juj\neOfClOtz1dEaxf5dnbhtxyqX/zcAbN/QGpBpAd7XqNtz7YEHHsDrr7+Ow4cPAwD279+P22+/fcle\n2NWAV3FQVjSoml4pSAgxChQKWdUgCTxaG8MGASdD06mVxjQwmkFPk9kRdBazZlFTfQG0b+j9oxm0\nNoYcSU6SyOGNU+PoaGXjefVuxMEY1PUPv/eQjYUKbP1ZY6ESZFXD6HQeuk6h6TbPKo5gaDzrKBBM\ngu0ff3Qa/8tvbPckqR64i3lcXQ2V5EIUfPbH9A0V0NkWn/Mxi+pxF8AFrzU7MVNwjYZyhB3Cq9W/\nsbCIbEF2qdxMzyCg4mtCiNvrwwvXyiEwwPJBPQekekixWnu5iXrW742b2/F276QrLfSmzeznLKQR\n4YWDL/RiMlkwPBEBraxCVpmf2rb1LThxfgoHX+xFMlMJ3IlHRdz7wQ340E1dns/JcwTxqISYMZoV\nYG7Ya0VZ0axruxe5ZAZicRwjFEoyW2+6QjGT1hGLVJrAhZJq+AfL6GiN1qw353stXeya1KzBi+Xl\npdzK5GX0DiZxrn8W5waSvqm5HCFY19mALWubsaW7GT1djVf5lS4dqvc8U3FpT7SklE1xCDznaLrZ\nxzsVlaK1Mewg0qJhEWFJQEtD2LdufOv8JL71vRNWM/ryaBqnL83gYx9Yj/7RjLWGJZHzbGbX8lxb\n6mafourIFiqfC5PkqkdJNp0qsnCCU2OOPRwAQhKPW25Yif27OrG+syHYqwMEqIG6ybV//Md/xJNP\nPomPfexjAICvfe1reOCBB/DQQw8t1WtbcngVB5QyQsKErrMikucJ1q1iG+bAeBagAM9xMMNk8kUV\nfSNp3LmNdSzu2tuNb33vLQcBFwkJWNvRAFnVPMkDpnZzel+Zh89q1NqIWXf5HYukG5vOo284id+9\nb3dAsF0nqHV4Y2OhatVYqIrONh6qqjNy2HgcBQU1DkJe18LhyeycxFatdbbYBO5cncJqmKq/48eP\nY8+ePXPef7EOmQHc8FuzI1M5cBwx3le2vxICyEaxTCkgq5q1PqvXqp93TvWIvR8CQjXAYqOeA1I9\npJjvXr6Ct+5Tz/q9a283+oZToLSSVJ6ISta+Vm/z4slDvXjucD+yBRmJqIR79q1zBIlcHE46lKUU\ngKoxL56/+f7bONs/a32P5wiaEhKiIQGvvj2C1saI40DHcwSJqGT5HQWoH/Za8fJoxlexJQk8RIFj\n+62iY2A8C03XIXAcCGFpodm8grDEIxoWLUP46prTq96cz7V0MdU6uk6RLcjIF5W664RrGcWyiguD\npjItiZEp/7T3rvY4I9PWtmDTmiZfFej1DqYIS1pnGELY+x6SKvuiSaZVewV3tsWtyZ4vPPISqEcB\nIasavvTgLb5142M/Oo1ktkKaaTrFbKaE7//8PLpXJgCwNTw+U4AkciiWVZfQwg9X0uyzj+T3nDnm\nqLllRUO2IHsm49ZSkimqhrd7p/DaO6M4N5B0fb+nqxH7d3Xi5q3tCEvLc70FCLDYqPuT8vTTT+Pg\nwYOIx5kB7UMPPYRPf/rT1zW55lUcsHS6yteaTkEp++/QRA6iwEHTdYAS1+iC3RT24nAK2YIC3ahR\ndB0oyRpu2trum3rnVUSbhXI17BtxNckxOJ7BTLrseI6ZdBkHX+h1dWf8NuoA7y1eODqIQklxqBjN\nUTgAFXWaaYLNMR9AjiOugtMi2jwqUbMmn+9o6mJL26+WVD7wLFw6+BEOsqI7Dn+0ylTNPFfnigo4\nwsJj6hnvkUR+zvsAAaEaYPFRzwGpozWG05emXQr3HRva5v4BtuVf7/otySpKMjvkabruCkWYa49/\n8lAvnvx5r/V1Ni9bX3/ywGbkCrJnow9gNYadWEtERTTGJEeN9PrJUWzf0Boo1RYB1WurFsqyBlXX\n0ZwIo1BSoGqAYvgIA0wBNj5bgMjzUFRWS9hJDMD74D+fa+liqHUopSiUVCvE4XqFomroG05bY54D\nY1nf32dFcwRb17YYhFozElH3CN5yRLVFDjU8BVubwuA4go6WGO7Y1YlDRwdcdhH2fXGhjbWRyaxn\nvVzd0CsrGjSNQhSqhRb+qvqFviZ7jUxRqZEVVcfGrkZPUq0WhiayeO2dURw9M+7y7UtERdy+cxX2\n7+pER+viNyEJmBIuJAmISPXVcQECXE+YFw1tEmvV/76eUE1E3bGrEwOjGas4CEsCZjNFi9Qwux6m\nukJRdYOQcO+89mL2ucP97KAo2FRwlOLJn/fiyLtjnsmkIZFHoaQ6JMzmBaMa5kbsRUoMTeQsrw1r\nNJAnGBivdFP8NmogMPm+FtA3ksLEbNEqnMuKhmJZBSEGeVZ9JiFAMlMylJfO1Vn9tR1hg6CYrwpt\nrmJ5sZ9vMbFoHndXgOU4tu1HOFQb6dphL2AJAI1SEOJWrhEAmq47SIqe1fWNwdQ6BC7H9yHA0qOe\nA5IkckhmK00uNopfhmirE1jqIxvvK8uVA6J9LPTmLe14+cQwXn171LKm+MCNnY51evCFXqRysvVZ\nUzWKVE52NdRq4bnD/d63v3YZd+5Zg7KigeeN5qIPtqxtRiZfhsi7G4LTmSIa46GAVFsEVK8tP5Rt\nDd9ktuTYbzWN7bU6BagOwDjjqrruSrX3O/jXey290tH8YpmRaqpWn1r5WoKm6xgYy7IQgv4k+kbS\nvr9HYzyErQaRtnVtC1oaw573W+7oH80gFhGtsUx2zQ9h7coGS5VmBg4AsNXDzn1lvupKsxbw9H01\nYCfzdKPBrai646xVS1W/0GZfdY1MKWuwP3/4Mv7DJ3bWfKyJfEnBm6fH8drJMQxNZB3fIwTYsaEN\n+3d3YmdPK3iPPRwATl+aweGTo5hOFdHWFMG+OsMKOEIQlngkIjw6WmOBr2aAZY26ybXt27fjK1/5\nCj71qU8BAA4ePIht27Yt2QtbCngRUWPTOTz469usAsEcqTRhbrHE+to06K34AJgFcc/qiolltuA0\nHWVx6WzDtRvHAtSSNTPzeIpwSICsaFZ35vWTo67f5YCNmKsGBYWuwzZmxaLaVa2yWQYm39c2Utmy\nqyNtHs6iYdEibu0m2LKig+c4CAI1PHEqF3tN010+VgDQ3hJdkGqsVrG82M+33LBc0yv9CId6NQbm\n/QSec6xfwjGCzq4CzuYVrO309zWphtchcLm+DwGWHvUckN65MO1ayzxPcPLCtHUfNv7kNii3kxlP\nHurFq2+zGkASGAPy6tuj6FwRt1Tw5wZmXSS2rlOcG5hFvaiuWQBWq2QKskXSrF3ZgEsjKVSfPQWe\n4KGPb8eere34+2dPYSpZsL5HCMBxHLpWxBGPuBuFAeaP6rXlB3ugQbUSR6cUnGGCYjbsJIk9ZzU5\ncKUq34WqdWRFQyYvO0jCax06pRidyuH8QBJvvpvE3//sZV9VUTQsYEt3M7asa8HWtc1Y2RINiGcA\nl0ZSyBcVh/VOtiDjzbMTVupnMlPyTOq0n2HqVVdW1wK1YPd+rdTohgjDOGvVUlYudHrCrJF1g1Qz\nX8d02tuTz4ROKXoHknjt5ChOnJ9yEbvtzYwgu33HKjQlQjWf6/SlGTz70kXr66lkwfrai2ATeA5h\niUckJFiTBiGRC4i1AMsedZNrDz/8ML797W/j4YcfBgDs27cPv//7v79kL8wP2YKM2ALTpOonlIjj\nP4CxdVLn12bIgIkDe7tBcywVLxGVkM1XilUz0Ym3vW7T38LuGRANi2hJhB1poBu7mnw3Yi9SgiME\nGqWuYsqurHs/kRnXOrzUM2WfYqwsa2hOhJA2EmytsVCeQBJ5rGyJ4sJQyqGYBAAisKLZTtjxHPNc\nWQjRWqtYXuznW25YrsS2H+FwpaBerDABTpyb9B2xrwfL9X0IsPS4eUs7Lg6n8PzhfmQKMhqiEu7e\nt86xbrIF2aVeN2834Z0QXnYYYj93uJ8dqKpIuucP91vr309pUUuBUQ17zWIp9gHEzeZfWUUiJrmI\ntWiIx4O/vg03Gb/7vl2dePaliyCEWWdwBCCE4K7b1tb9WgLUhn1t2QMN5gsKJguOiDxWt7NplEJJ\nZc9vjN8thm3CXGR0dQ30K3u60LN6/qNu7wUopZhKGYme/bPoHUx6JvcCrAbftKbZGvNc054IiAYP\nlKvIXVOcQCm1xAlDEzlXWAHgPsPUo65kNiyqlfpZC3aVmgkC4tibuTkI0oVMT6xojmJ0ko0Q2892\nbY0Rz/snMyW8/u4YU5nZQhcAJgzZs7Ud+3d1YuOaproJ3cMeQg/AOfIviTxCIo+QxFuj5wECvN8w\nJ7l24sQJ3HTTTYjFYvjjP/7jq/GaaiKTly2CLRYRa354qy/Yl0ZSngag9s34haODjm5I30jaRVIR\nsM3JTKSxFyDHjzNy7Z596/C9n523CmJztMkeW+y3ic/n4uBJSnjskwSsu1zzcVieZMa1DD/1jF5j\nvLM5EcZk0t2tam4I4YEDmx1hFqaqMl9UUZI1CFX2BrKizalC8xqbq1UsP/Hc2UV9vuWG5Ups+3Vk\n/+9HX6/7Oex7lAkz4KDae9I+5r4QLOX7EIybLm+8dX4Sr58cRWNcQmOcXdNfPzmKjV1N1vtc3WAz\nYfdNYqmPYabOkSupuXZD7HSuDFWtCqlRKVK5uccC54N79q3Dkz/vdRBrAPDBGzvx5plxPPXiRaRt\nP1MUCDavacadt3Y7VAu7NrYhHhXx6okRTCQLga/lEsBBhF7B8/AcASEEzQ0VxUo0LGBjV5OjwXul\nmGs037IooRTDExn8049P4998eKOnGmahY2mLiVS2jPMDs1YIwWym5Hk/jgAbVjdh6zo25rmusyEg\nHOqAJHKOhoJ5frKTQKLAIZOXXeRa9RmmnmvxpZGUI/VzvqiuTar9Lq8EJVlFNq9gz9Z2DE+4a547\ndnVa/1Y1HScvTOO1k6M4c3nGdXZdu6oB+3etwq03dCASnn84QXVyLSEsnCqZK6O9OerpDx4gwPsR\nc366vvCFLyASieC+++7Db/7mb6K19epexLxAKTO/zhVZylEsIrpSTLxIi3ROBqWouRlXH7jssno7\nuR+RhJrFx8auJiSiomE4a4xGEOJ4nV4bUaGkQFGpJX2e61DmHcrALup2wQfrIHM1HwcsTzLjWkZ1\nx8w8XPEc87apphoSxliN11goKCtiD+xdi+cP90PRZERCAg7sXYtDbw56doElkfMlWiWRn3NszqtY\nfuHo4KI+33LDcie2qxNfOY7U9F0zwRE29qbp1KH2KSvalZ0gfbBU70Mwbrr8UY/q0SSrqnH3vnXW\nv8dn8pUgAo2CyiokkXMQvF7pydVKep7zDgHh56GKeeDOTSjJKl54YxD5koJ4WMSNm1fg/EAKP3zl\nsnW/5gRr4ojKBHburHj9CDyHeERENCygozWGfTs7vX5MgEWA39qqhqsxbHboCFsbW9e1YDZddCUu\nLkUd6NckNj9L9pAmoKKGsaPWWNpSIl9U0DuYZL5pA0mMzxQ870cArOlIWCEEcmYUN91Ynx9WgApa\nEmFMzTqJHAqAtzXfGmIiZjLuBoN97dZ7La5Wytn305AxzlhWNPAccZCjiqoDc1gEma9jvs22sqIh\naxuJ3r6hFYPjGbx8YgTZvApVV/Chm1Zj+4ZWjE7l8NrJUbxxahy5olM1GYuIuG17B/bv6rTUqQtF\nW1ME06kiOI6dQUyys7MtHhBrAQLYMCe59uKLL+Lw4cN4+umn8d3vfhe33XYb7r//fnzkIx8Bz7/3\nKR8lWTMUOZXCjhDiWfw2xETMZkvI5CsboSTyCEuCRWaFRN7wPmPgOQ66zcCXgBhpV7W9Q6p/vrkJ\n2TstTMVWqX4KJQUz6TJaG8OW9HmuQ5kXKTExW0CuqDjIQJ06fQDsj+sbKqCzLb5syYxrGdUdMzYW\nxLwkiiWW/GbJzTmCez/cgyPvjvmaYJsmr8WyClBmBHzo6CBaGsIoGabATlP4JhzY2+2pdgtLgm9i\nqVkoe60X3/FAH4JkrudbbliuxLZfIRuPiNYIfC3oFFB0HSsaw441pxuGwXbfHY4j2NTdVOPZ5sZS\nvQ/BuOnyRz2qR3Nk8/nD/cgWZCSM0VH7KLOsaJi1HRBVjWI2U0bCpnDnOAAe03G2XhlaG73VzK11\nGqKrmo7ZTAkHbunGgVu6USqr+PFrl/HisSGLGOc5go/e1o177liPkMTj1KlJAIDIc4hHRRdBE2Dp\nYF9bUyl/zyV7c5j5BFdq9k9+dDM+eWAznjzU6zvefDUUuKNTOWvkzw4vL6laY2m3b1y88cqyrOHi\ncMoKIRiayPr2dzpao9i6tgVb17VgU3cTYrbPwalTY4v2mt5v4Dhijcya4XKKomNoImc1oTtao0jn\nZMfaBYBvPn4M4zN5JLNlSAJx7U0HD/XihaOD6BucRM+ZY9Cpk1xjBJox/kmYUrQkqy4vQpPs87II\nMjHfZpusaMgWZFcz/PSlGZw4P4lEVITAaQhJAl45MYIjp8YxMeskewmAbRtasW/XKuzauOKKiC9C\nGMEYlgR8/AMb8M/PuydTrvfaNUCAxcac5BohBPv378f+/fuRyWTwk5/8BI8++ii++tWv4t5778WX\nv/zlq/E6LZRlzRUTDrDiMJUrI50vIxYWPRUJAIGmUghG3appOrKyhlmJQ9R4TKGkACAWARYSeZYI\nAyZZ5zgg4dGZqMbpy9OOotksHGRVc3hZABViTFGpp4dAPYcyu1qEI8TTSLnaB8AkM44fP449e/bU\nfP4AS4PqjpmJkMjj33y4x/Ng1j+awdg0C8LIFwqIRdmFvaMlhoMv9GIqWbRIOUXVUZY1aDpFtqA4\nTeELdlP4ap9BgtGZHPKFCtFs+gER4h8zDvir0GqNi15NvNcje8tVpeenwgyJPBJREbmiwsY7iFtR\nARiJoB4pal52ILpOr3i8Zqneh+U69huggnpVjxu7mrB1XYu112zsctYNo9Pea2J0qnK7JPKefpmm\nogIABIFzq9U9Rqm9kC8qSOfLrH6gFG+emcAPfnEB6VyFEN+2vgWf+ugWrGyJWmN5Q2OzeGvgDH7t\njnXX/d51PcJcW1Nvj/jex9xveY5A1+FIm/3kgc01x5sB+JICiwFF1ZHJl9GUCDkCMEx4eUlVj6VZ\nt6eLEMFjOwAAIABJREFUAKKe36sHqqbj8mga5/rZmOfl0bSnEhQAWhrCLNHTCCFojNc2gQ8wf9hT\nlBVVh8ATyCrbA3WqQVF1FMsqGuMSWhrC1to9dHQAhwxrHwDI5mXolILn2P5mCiryxRzWrIyDgq1r\nWdYRiwiQFd2qXVobQ9jY1WxNKH3z8WPoG06x+kbTIfKsvhFFzkXw2ffDeptt1Uq1ahw+OQpKKcqK\njkxBg5zOuwjf1sYw9u3qxB07V6GlYeFJs6LAWb5pIZG3xCG33LASHEeWXe0aIMBiY15D1w0NDfj0\npz+Nrq4ufOtb38ITTzxx1cm1L/+3V3Dj5hXYu70DW9c1g+ecxaM5MtoYD2EmXWTjc1xFNRaSeKvL\nMD5TgE51ZPKK1dmIhkUomm5tlryxqdij5fNF1ZVUZx7YzU5IKuut1KA68F//8MOOx5nEWFFWIQqS\n6zG1DmVeXZFCmREibh+A2krD95p0eD9CErnKOIRNoWZ6NlDb/0zcZVOalWUV2WIBDTERB/Z24xv/\ndBSqTWlJQaHqFFPJAgghlnqRgoLowInzk+gfzXimLk2nS172fTVjxk14qdD8xkWv5jjktTKytxxV\nepdGUp7EbjjEo1BSfVPrHKDATLrSlFBU3Xe9nb1cfxKiH5bifVjuY78B6lM91rPX+Pmu2m9f19GA\nM5dnHN+nlGLtqkoNIiu6Q5Vkv90PmqYjmS1bh7nRqRz+v5+dx4WhSvOkpSGMBw5swo2bV4AQgtOX\nZvDDl/vAc6xhN5ksBCPP7wHmk25IKVNEijxnrZmBsYxV73nh0NFBX6XWoaODuHPbwlVimk6Rzcso\nlBRQVAIwqmH3kjLR1hSpm4irBV2nGJrMGmTaLC4Op3w/K4moiC3GmOfWtc1oa4pctUTPa8Ff7r0A\nu4ZS61w2PJlzeRDrlCKTkx3TGBxhhvpmLUsIoKo6NI1Yo5uFkopQlSdaQ0xCJi/XVKDdtbcbfcNJ\n9oXxQtiUk1DTe3N8Ju/ZdDTPdSVZRa6g1EzETefK6BtOIVdUPENqbt22Evt3dWLz2mZwxj79gxcv\n1L1uzFRPSWT/q2UnsBxr1wABFht1k2uDg4P4wQ9+gGeffRZNTU247777cO+99y7la/NEWdHwxulx\nvHF6HImoiFtuWInbdqzC2o4EzlyetS5EksAOdGGJB9EZwSYrGtqaKmy+ourQdYpCSbWkxpLIIV9U\nsWZlHI1xCeMzBXAcAeFYkWJ2K0xSYnwmj5DIYzbDfCvMToifx5Cd+HAVSBTGiKBTvSaJvCVzria9\nvIqjkMhD1XQIPOfosPSsbvT9u14rpMP7DS2JMKaqx3kIoGi6w1Mlm5etr1lXufrix75WfQ5rOgVI\nFauh6xR9w2l0tWueF39KqWcRORdJ64f5JoZdKbnr9XzByN7SIVtQPIndfFGvTahZ92erOBYRkcmX\nrYLZD3KNYvRqwWuNLdex3wAV1KN6XKy9RhA4VJcTOoVDuRkSOWQ9Huu3VxdKClI5puYollX8+NVL\n+MWxYav5IvAEH71tLe65Y531HDxHcOzsBFMw52VbY0dy/U5Bo25p4be2akHRdPSNpA1LiBBbuzUO\n/pSiBikwf+8mXafIFmTkS4rjemAe+l8/OYrpdBFtjRHc4UMG1CLiaMF/BJNSionZAs71sxCC3sEk\nCiXV877hEI/NRqLn1rUt6FwRu2pkmh21/OWWO8FWfQ01iU/720ApoFJq3abpFCql0KqLDcoGPGVV\nY6melLqIY9NOyCukzgnnhAc7Y7qP0fb9MCTy6B/LWJNEpsVFYyKEyWTBt8GiaTpOXZrBa++M4lTf\njMPWx/xbxIzwkf/13h3W7fWsG/uoZ1jiwQchGwECLCrmJNeeeuopPP300+jr68PHP/5xfOc738H2\n7duvxmvzRHdHAoPjrIzMFhT84vgwfnF8GE3xECiliIYFiAKHsqKiLKsolFSUVQ3xsIi2pghCImeR\nBoQwssuMVDa7GvakF0XV2Zglx1ldjUJJxYXBFNasZAVG/1hmzvhmE5TC8ndLViUMNcREzKTLDl+2\nQklFoaSgZKjRqkkvrxGkhpiIqVSJJUPa9uNah7t6DwJB0bz4MMMJ7Ega6p1qRdvzh/uxdV2Lpwn2\noaODEAUOmk98vZcptqxoCIm89ZkCbL5vIcEgOmRPkna+a6HexDDgysldv+crltU5E4MDVDCTLiIe\nlRwjaH6QVe91p1PPAGNPUApkC7JjfNkPfgeeq7VH+a2xB399Gx789W3B6MQyx1wd/PGZPGYzJZfP\nJTePkAEAONU343n7advtG1Y3gVL3yFJ1Q03TKVLZEkqyBkopjp4exw9+cdHhibh9Qys+eddmrGxh\n9Q7zmJUQCwsYHM94eoQSkrZuq3cvD2qJhYORYswPdb7QdIpktoTTl2ewqjXmee1vaQwDFP7fmwco\npcgXFWZL4dNl2b6htS7CqBYRV+1vNpMu4vxA0kj0nHWMOdshChx6Vjdi6zqmTuvuSLgmYt4L1PKX\nW27kmtdeYL+GVltJuOmxCuzCBr/RXkXVMT5TcEx+tDREXGFMdrxgjJvahQ9DEzlXYmmhpOJE76R1\nzptMFqAadhfsuSl0lSKdLXueGydmC3jtnVEcOTXm6VXLESO0judQVnSHghnwXzdvnBrD7TtWISTx\nkATuPSGMAwR4v2BOcu2nP/0pPvOZz+CjH/0oJMk9sni18X89tBfjM3kcPT2Oo6fHMW0UemYsfTov\nQxI5SAKHksz8JVYZRWJJVqFqOsISD44jlg+aPYGGERkVmFJixeYFlMnLjpFLc4PM5BUkDHV6tYTZ\njsHxLMam8ygrGlY0hR0jqQAjDU1fttlMyRGwYMIkvfxGkNyKj9rSkXp8ggJ12+KDeUuEXYei0em8\ns0tnqIBSuTJOX55GMlO23lFVo0hm2O09q5twfjDp8tvzI39rFSlNDSGIPOcaFz2wt3vBa2GuxLBq\nLFRR5vd8sqIj4mGREozseYMFxhQhChwSUcmTmDQh8Bw0nnquvXrDPilgFaLsa/9HxiLu13I196ha\na/ZLD94S7Invc8iKhmS2MuLMSI0yEtH51VGqhw8hAEdNctfeboxN5zz3ahOlsopktgydUoxM5vC9\nn7tHQD9512bs3tQGQlgzJxGVLFUH4O8RaleR1rOXB7XElYE1xNxJiXXBIA9mMyU2vUGpy4+35oZd\n52ZOKUW+pCJXkH1JjoXAj4grlHUcOzuB8wOzONef9A164AjB2lUJbDU80zasbvQcqX6vUdtfbvmg\nVpPK9Dv7d//xOWQKc4ciAXCsT0pZZ0/kOKupoWo6NJ1aNbGi6phKlYxax1vEAHifkUSBc+zDhZKK\nmXQJosBZoXTTqRI4UklMJ2Dns3Su8vktyxqOn5vA4ZOjuDicrv4xLHlW1pArysgXVciKagXJjEw6\nz3/mujEFJJzx31SubIToXRmCpkiAAHNjTnLtscceuxqvY17oaI3h3g/14Dc+uAGXRzN44/QYXjkx\nanXFZKXi06PpKvJFBZGwgLAkICSy+fjpdJHNmYcEqAZ5Jgk8SJUpsKkmE6vil1sbKyd0i4BTdQDs\nfiGJR1nR3FHotufQDFLEnmQTDYsOE80vPPKS59/AJL3s/lumdF/VdLQ0zC8YoR6foGCkbvFh/t2r\n3yuOEE9igSME2ZziqULL5BX8n5/ajL97+qSLrJtOFz09RUKi4DKPNVNBQyKPz9x9g6cC55uPH/P8\nfRa6FhbbBN7v+STRuyMdjOzVhqKyNMHqVGY71nU04MJQyqXCXCyY3WtCgHhExE2bl56krYUguCBA\nLaSyZc9x6FRufqSIX6PO/imrpQqmlCKdY+N4xZKKH77Sh5feGrGNgHL41du6cbcxAsoRgkRURCwi\nuj7jfvun/fZ6PhdBLfEewabKoZQd6kFZIq1uGL6byeOUwrMu8FMoWz+CMquV7CKTatUollVcGDSV\naUmMTOUATHned/WKOBvzXNeCTWuaajaJrhUslr/ctY569oJYVEShrDoad2Z9bP6bgEAQCKIhwRrv\nFAUORKUOtTClTFAhChzKcuXM5FUf21+D1xmpISZiNlPG+Awb79R0HYQQNMRE42ex10t1Nt5vB6UU\nl0bSeO3kKI6dnWCfRRuaEiHs27kKd+zqxIqmCL7xP44iEhIQCQkolkqIhJmC1CRbCZgNwKq2OKaS\nedfevRgN5KApEiBAfbj2rzA1QAjBhtWN2LC6Edm8jKGJLPJFFcWy6iggZjJlkGwZkZCAeETE5377\nJvAch//+zLuVi5fB8JdlDdlCRWpvEl8tjRHIioaOlhjCkoDZTNHaUAkBFFUDBTA+q4FPZxAJMfmw\nmT5jmlXaN1ieJ56dYPtB32tDL5RUKKqOLzzyEkIij5KsW78DYEqh3UVNrUNfPT5BwWFy4ZhMFhCW\nBERCvKNLysjRky5fk3hURNajUxePio6xHDsUVcfNW9pxYG83nj/cD6UgIxIScGBvN06cm8SZyzOu\nNLmerkY0J8IO81gTHS0xX6XZYq+FxTaB93u+ntVNOLC3OxjZWyDMVOZMXrYO4CYeuMub2B2fzdcc\n76yGwHGOcWiOY6MePEes8TpR4DwJ0au5RwXBBQFqoVBWXcQYARxeT5LIeR7q7GSVJHKedUI10eW1\nV5dkFalsGaqm4we/uIhfHh92KOF29LAR0PbmKAgBO+y9M4qJ2YKnKqFndRNAk0aYToVwsaen1/O5\nCGqJK4Nd8V7LCL0a1VWhZtii8DyH1TYz946WmOEf7F0X+IGNqi4NqSYrGi6NpK0xz4GxrO+Y6Yrm\nCLYaIQRb1jbPWy16LWA+QQ/XM+rZC3pWN6FUVo21xcjgkMCj5GGBcu+He/DJA5sBmAmfSQdBrFOK\nkMiC7fKFAmLRKIYmcp7THfbX4HdGMs95ALOx4DlGnGk6ha5TiIJzj6eUqfsVFa4mNc8R7N60Avt2\nrcK29a0OUtCTbCXs89jSEEZIZBNZ9+xbt2Ser0FTJECA+nBdk2t27N+9Gs++dBGRkABdp5hMFqFo\nFSNt05y1UFLxJ99+FbfcsBIbVjdictZg+ClLnxEFDr92x1qMT+cxlSp6Hr6fPNTrMJtn0nr2bwK2\nwZbKGnq6mjAymYOiyZY81y6/5wiBINU20aze0E3ZcWsj85gz/d5aGytKtfGZgiMB1UStoqgeg+bg\nMLlwMGWjjGyBXUAjIQEhySTZ3Dq07pUJjE7nHcbuDbEQtq9vxSvvjHgqIghhnaXXT4660oviUcn1\nGEqBlS1RfOimrnlfjBd7LSy2CXyt5wvSjq4cOqVI52VkCwqKMguGuXlLO373vl2uPeQ//f0R1DtL\nJAqcI+EZqIzF2X3YsgUFF4dTrvexozXmKqYbYkwNvNgIggsC1AIhzBynWsdprwE2r2nG2f5ZBxnB\ncwSbuyvrVRJ5H3LNf5TNrlYbnsjiH350GmPTlYMizxM0J0L4lZu7sLI5ilhExIWhFH7w4gXrPl6q\nhMr4qWgdTAF3qt5cn4uglrgy2BXvfSPpugJjqsERtkZVTQdsfbxCScFspoTZbAmZnIyGmORQ1h/Y\n2w2aG3I8V0lWkcnJjhG5K4Wm6xgYy+LcwCzO9yfRN5L2HZFujEvoaORw2+712Lq2Zd6+cNciavnL\nEQLwHMdSezl2vbxeTenr2QvWdTbg6Olx43dmt6kaRVjiDcUYI9wSUdEI/GKw71cmxmcKrvFIUfD+\n29lfw81b2nFxOIXnD/cjU5DREJUQjYiO5x6bzkNRdaRzitVEb4qHkMqWQADImn+40/YNLXjo49t9\niWCTbDXHPQWeAyHAPfvXO5SY9ZzlFoqgKRIgQH24KuRaJpPBn/3Zn6G3txeEEHz961/H+vXr8fnP\nfx4jIyNYvXo1HnnkETQ2+qdZmohHRJRkzXWRrb4Qre1oQDpfhsgT5A1STTY6E2YQAgCEDYJD1XUk\nIhI+dNNqfHTvWgBs84qFBUSqSKr+0YzDJ0unzKeN+ZQAHMdB1ylO9U1j3aoGNMYlDE/mUJY1yJR1\nWkw/ok2rKyOgXqjeKM2RVHNDr/i9VUw1G2KSp7pprkPfXKRDcJhcHGg6Ra6oIFdU8KNXLkESeaxo\nFqxi10RLQwgtDU6DsAN7u3H43VHPOG6eI76dpbOXZyEInMsP6+SFaXzut24G4B804OWvsNjJn16F\ny9371i24IFjKAuP9hFS2jKaEh0mdAZ1S5EsaJmYLiEVE7N60YsF/Y54j6GyLQVF1h/pN1XTDI9N5\n/+cP91sdahPrOhtw5N0xS/mmqDrKsoYDe52mvwvBXKbLwRoLYEciKmI241ZWxKPeas+yrCIkCWiI\nSXjAtq6LZW9lUsnn9rKiIZUtI5Mv40evXMIv3xp2N1Z0CkXRcOzMBO66tRs8z+HFY0OWSb6dmLar\nEuz7at9QAZ1tcdear2fvDWqJK4P978cR4k5INFBtBG+HTgFo1GpmcByBJPCYzZSspi0hzJuNkAh6\nVjda7+Px44xcU1QNmbzsqSCaL3RKMTqVw7l+NuZ5YSjp+7zRsIAt3c3YYvimrWyJ4vTp09ix4/pX\nddmJs1tvWInbd6xiJBpPrNvnG4pyLaOevaD6zGXWBZQCYUmw9quwxPvuV+ZedMeuTvzk1cuYTBag\nadSaNEpExZqvwatxPTSRQ2tjGJEQD02niEVEJLNli2RWNR0lWQXHcZ5rmRCA41ik3uhU3pNYM5M9\n9+3qRFMihJeOD6NvqISu9oRvvbFUDeSgKRIgQH2Yk1y7ePEiOjs7EY1GoaoqHnvsMZw8eRJbt27F\nZz/72bpCDv7iL/4CH/zgB/E3f/M3kGUZpVIJf/u3f4s77rgDn/3sZ/Hoo4/i0UcfxZe+9KU5n6sx\nHkIjWEyxaUBpeptVG52evjRjkW0bu5rQEJdw7OwE8iU2uw/AseHlSwpePjGMtqYIbt3WAVXTkc7L\nyOTZeF0sIkISeSd7Tw0fIJjm2+yip+kUlFJrdFQ345+pLU6aAjdtnXsDtG+UX3jkJSuIAfAOXIiG\nBbQ0NqElEV7UQ19AWCw+ppIF4/2k0MDWBiEERVnFv7v7Bvzi2JDrbx0Li0h7pAjFIqKRIqa6xkxl\nlYV7VPthmaOnXhfjufwV/Miwhfgy+CnuNnY1XRHBFqzNK8OffOdVdHcksLOnDbs2tWHNyoTb/Brs\nYJQtyMgVnHslAIREDqWy5tKuEbA16/D5k3j8zr07HHvMaydHoesVB0IKCqpST++qE+cm3VIhArx8\nYhj9o5kFm/DWY7ocIIAd29a34vSlGU/1sYmbt7TjhvUteOVt1jAhqo4b1rc41qbmM1OtVt2u6xSZ\nvIxsUcaRd8fwr7+86LC4cNyXAum8ggvDSUvx0jeSwky68pli6ZBlEJJyPNbcV48fP449e/Z4Pv9c\ne29QS1wZ7H+/kamcLwE7FygoKGWE73/9ww/jT7/zKvLFytiyWWo2J0KOfU7VKGYzJRTL7rCtun82\npZhKFXGufxbnB5LoHUz6rldJ5LCxq8kKIehqT1yXBJNJZFYrzgQbeXY9/l5Xgnr2guozF4DKucr2\n9Uy6jLIyg28+fsxxrbev3ScP9SKbdyaSl8oa9m7vgKLovq/Bq3Et8ASpXBkCz5SSYYlHU1xCoaRi\nMln0J9QM9Zm9mZ4vsbVPwOyDQiKPcEhwJHvu3daBvds6au69S4mgKRIgQH2Yk1z7/Oc/j6eeegoA\n8Nd//dcYHBzE3XffjVdffRVf/epX8fWvf73m47PZLN5880385V/+JQBAkiRIkoRDhw7h8ccfBwB8\n4hOfwIMPPlgXuWaC5znEIpzl+SMrGkqyhrKsWf5n1WTbf3/mXTTFQ2iMSZAVFiuu2sYxWBCCjH/4\n4WkcOTWOvds7cOOmFQhJPAplFYWyClHgIPAcplNFx8ZYodWMrw0yzVSWaZqRQkrYOIfpR3Ti/OS8\nDn3VnQOvwAUAeODAZlfsffUFB2AXjL7BSfScOVbXgTMgLBYX1T4KlLK109YYwtu9k3j30jTyRQUz\n6RLWdjYwcs1u7kopU0zyBPGIaKSIZa3nYwUHM6L3Qi0vkheODnoSdYeMIsOPDKvly2A+b/V6D7wc\nrl0MjmcxOJ7FT167jMa4hB09bdjZ04Yb1rXYRpsZTl2aweGTo5hOFdHeEsVde7uxobMR5waSjtE3\nAhb60mHz+QEqHVAKM7Ye1td2+E1B9Y9l2AHGRiLrlGJoPGftkXayF/Bej9UI1meA+cIcSfJSH5t4\n8lAvfnl82PpsyIqGXx4fRueKuKXK5DliKI4rMBPnTJTKKl49OYqfHenHpZG0Y4y0rSmCZKbk8sEi\nAHKFCjni5f1W6/YrRVBLXBnMv9/v/z+/wMBYxvV9AkASeCucwAumgt1smPR7PA8ADIyz2zVNR6Yg\nI5VXF0SspbJlluZphBDMZrz9Y3mO+SmbnmnrOxt9a5hrBYww4yDwFdIsEeGxoiliEWnVJvMBGOba\nC0Iij/6xjDV5YRJr1X9OnVKkc2XrjOTV2H3ucL+l1NR1HRzH1tXJC9N47OFf9X0NZuM6nStDUXUI\nPAdRICgYBJqsaMgVVeRLiuvz1hCTcPuOVdi3axW+9b0TSOfKYHoIdkeOAM2JMFobwixU5holWIOm\nSIAA9YFQWtut4eMf/zh+/OMfAwDuu+8+fP/734coiqCU4t5778WPfvSjmj/g7NmzePjhh7Fx40ac\nO3cO27dvx1e+8hV86EMfwrFjzMyRUopbb73V+toPx48fr+uXopRC0ShUzfivygrTJ1+ZcRSoMxnV\n4ZXm9YcQeGBDRxhbVoexpk0CxxE8/dosJtOVDptOKwmjIs82RcVjbA9gZpftTYwQLCsU2YKGtsYK\nx1lWKBJhDopG0RwXcFNPDBtXVfwjLo6VcOgdZ1RzWdGRiPBQjcfcuIEdUE/05ZHMqRB5gmxJR0gk\njp8DUISqTJEP7G50/Lzlhvei23P8+HE89doM2hoEtDUIaE2IEI3D/+CUjNfPZV2PaU0IuDjqLjxv\n3xrHTEbF0HQZBZmlEBEOiIU4rG0PIVvQMDrr7v5GQwS5kuENaDDBHAE+vLMBH9ruPTL33340jkzB\n3XlriPLoaBYxlpRRKOvQNIDngWiIQ2eLhNmsipJCUShrtu/xRpqRu2g4sLsRL76T9vz8cQT4335t\npefrez/hvVq3//LLaQxMlY39wgmeA7paJaxbGcK6lSEkc5r3Wm4QcH6o5CIH4hEO8YiTnLthTQRv\nXyo41k5J9t5LBQ74s9/qctz2V0+NoDrMzmygdDQ7xz4kgUBW3c/ttQc++vxEsD4XgPdq3V4r+Ncj\nszg9UGTjRzzB9rUR/ObtLdb3v3FwxPOzFRIJ/vSB1QCA7/5kHJNpN5HR3ijgf79nJfJlHacHC3jx\nnTTkqrtt6QrjIzsb8HfPTXqvXw74j8ZnqNZ+/we/0TGP3/r6x/W0br/2vWH4WZ351bXW9406oCkm\n4A9+o8O1f+qUQjemM7asDmNLVwTdK+oPByjJOkZmZAxPyxiekZHM+SvsVjQKWNMmYXWrhM4WyaqR\nrhVwHAFvjPFxBAZhZvy3SoX0XuF6WrfzwXd/Mo6pqj3QXNfmmQtg13qOVM5YADsfaRoQC3Nojgs4\nN8zSNatrYY4j+MonV1uPuzhWss5QzXEBkykZM1nNEQpGAEQkAk0HylW1BCHAuvYQtq0Jo7s9ZDVD\nnjkyi+Fpd42+oSOEf3/nivn/cZYBluu6DbC8UWvdzqlckyQJQ0NDWLNmDRKJBBRFgSiK0DQNeh0R\ncKqq4syZM3j44Yexe/du/Pmf/zkeffRRx32YQWN9F6aFfAh1nUJWNRzrP46x6bw1VkmyOTamCSbD\npYbEmBBzrBNQNaB3pITekRISURG33LASOhHR3MAhX9SgaDrCAgeOGCOmBGiKh5HOlz07vhSwTICz\nMwWEJMH6ulBSkS+VIKsUHa1RlHXgyAUFmzZtsjoDewBs2jRZs3NQGWGSEI1KxmgqRTgUsnzZsjMF\nAAQtjVGHMfFgMoRPffzqb3TzxXsli14oTg0UrX8TsDSr1e1xdLU3Y++OJgyOZ5DJl7GiKYo7dnXi\niefOgnDuTu3pIQUfumk1Lo73Q+AIdLDOm6wS3LR9HY68O4YVzbLLN4cQDrxQSfJiI0oSPnzbdt+u\nE/npz8Bx7tKc40UkixzyJQDgwHGs+M6XgGSBQ0tTAy4Mpaq+x8xnm6PuGPnBZAg93e2eXg6dbfG6\n3ufrbT1cL/jCv98PTdfRN5zGu33TePfiNMZnmNJS04GBKRkDUzJeOpVFJCRAFAgikgBJrIwyDE+X\nwfMV9Q0BM1RvbYqje2XCsY8dfKEX+RKFfe0A3gcyjudc73nPkaKx9mzQNYRF3trjTEzMFrCyxXkb\nUNkD7Wuq58yxK1qf1xreD5+X9/r3e/JQL84NjTlMuM8NldG3NWGp0sr/Muz52LJCrdf/a6le/Mvz\n51yhB3fetgGd69bgtXdG8fMT4w6ChRiHf3Bh/Oqv7MVjLzwHRdFcBLfI89bP2XbmGPqGU660341d\nTZ5/y+txDV3rr3khf2fNZw0BcLBrXv5rLI2ZYFV7I/bs2ePYP3Uj1RBgo/1FVcDb/QrWrl0LWhjD\njh07XD+uLGu4OJyyQgiGJrK+5F5Ha9RK9Ny8thmxsNvzaj44deqU52uaCwQGccZxxmimc2TT/Hoh\n5Nm1vt4WE0v5exb+9acQeGeKuLmwQ5Jg7VdQNIRs1/pCSUG+VAYIsCLKzlQUJVCdOkaNdArEw6L1\nO7x1fhJHLrAzVCQiIq9QpPIlVIl/QQEUqpp/7c0R7N/didt3rEJjvKJaNr3T/uWVl8ERxfFcPEeQ\nLbnrGT9cz+vqWnrt830d19Jr98P18BqB6+N1XslrnJNc++IXv4iHHnoI999/P7Zt24bf+Z3fwZ13\n3okjR47g3nvvnfMHdHR0oKOjA7t37wYA3H333Xj00UfR2tqKyclJtLe3Y3JyEi0tLXM808LBcQS4\nS05BAAAgAElEQVRhScA9+9bj8Z+eqZBoxgbNG50PM4WlORHCH31mD46dncDR0+MYMMbs7EEIAk8Q\nC4tojEsQBQ7pXBkcYTJjsyjx6hraixsznMBExvDRqo6Erh49mktCXT3C5BV64BU7DQSpL1cDFMBk\nsojJZBEnzk9Zt0dCAiRRwKm+aWQMLzQzKMNEvqRgeDKH5oSEXEGFrDN5ejwq4MJgEiuaItB13ZUU\nm87JaGkIo6XBqcipNdYmid5jGJLIeabXAZURIvMzYA9PKKuap2H2+Gwen7n7Bl8vh1rhCOb35jPa\nHGB+4DkOm7ubsbm7Gfd/ZBOmkgWcvMiItgtDKevQXyyrKJaBTF4BRwgiIR6RkIBcUYFQPeZAgalU\nAY98/sOOlLP/8sQx19rxA/VYgnaDeLPgJgRobvAPZahG30gK33z8mGNNBV4jAeaL5w73e97uFcRR\nC/2jGUTD7HNk1g9hicc7vVN449Q4Lo86R/lMMgAARqfzEAUe8aiAZEZzfZri0UoJWEnWc5aFwRq/\nfiEJPMpKJUTLdAY2YaUkGjea+2c6V0bB5uOmaRTTqRJEgeCJ585C5DS8fvFd3La9A5GwYIUQXB5N\nu8aPTbQ0hLF1LQsh2NLdXDMoZ7HBcwQCz1m+ZgJv9zq7tsdN3w948lAvnjvcj2xBRiIq4Z5965x7\npKkYtNURuk6hUeqwlhifKUASOcvrWtN1EEIQEioKeZ4jUHSn5wQBS/U08cLRQeg6ZcpNYz37TSMB\nrCbes3Ul9u1ahY1dTVbNzhGCsMS808ISD0II8sVKkqgdpv9xgAABrn/MSa7t27cPTzzxBP75n/8Z\nly9fRkNDA0ZGRvB7v/d7uOWWuY2cV6xYgY6ODly6dAkbNmzA66+/jp6eHvT09OCZZ57BZz/7WTzz\nzDM4cODAovxCtVA9L97cEIam64ZPGzvsxyICulcm0BgP4cCt3ZAVDcOTWZfsXtUo0nkZ6bzMPFF0\nCp5jm7SpDgLg8ASghrx+aDKHhqiEjtaoIwLaJLyqY6HnS3hVxyV7hR7UEz0dYPHwzT/4IIYnsxie\nzGFkMofhyRzGZvLWhRtg5MSFoZRbeQNqmZ9GQyxQIyTyCDcJKJZKiIQZYTY+k8dvfLDHEddtGqeK\nIofZTMmlXKvl7dCzugmgSRcZ1rO6CX0jKbgHAJmfYDJb8jTJ0nXqaZjd0hDx9XIA4BuOYP8eRX3B\nCQGuHCuaozhwazcO3NqNYlnF/3zpbaTkCI6dnbBSbFmKqIp8iY1y2L0tqfE1UTR87bE3MJspYVVr\nDL92xzpomu5Igqa+ugfv7928pR2/e98uxzpa29mA10+Ouu67tqMBpao5OpP8HZvOOdbUg7++bV7J\noPNNyw2w/OB3WLLfbl6bq2G/Pp++PO0g1gAgX1Jxtj/peIw5tuY1CbB9fRtOX5p27f/b17dZ96nX\nTydoaFxfMBVrepVsjRBY13TZmAXd2dOG3757K355bAhvX5hi48wcAeEIZFVDoUzBEyAc4nD60gze\nOuc9bgywtFzmmdaCreta0NYYXpLRSUIAgeMgCRxiYdHykOPNsAA+8Dq7lvHkoV48+fNe6+tsXra+\nNgm2dR0NOD+YdDVs17TH0dkWr1zrVzXg1bcr13rNmP10eAt7LFiOI8gVZfzV//smRqdzGJ8pGB7G\nHIplDbmid9AGAfsM/dXvfxCREDtO84aYIxziEZbcR+xEVELWI5Cslv9xgAABri/MSa4BwKpVq/DF\nL35xwT/k4Ycfxhe/+EUoioI1a9bgG9/4BnRdx+c+9zk89dRT6OzsxCOPPLLg558P7Kqvt85P4lvf\newtlRYNmdClCEo+PfWADmhMhlBUNL7455OtnYcIk0jTdkJjbd29bg8Qch1rTHgfADnKKqludYlHg\nUFY0qJqOoYmcZSC/satpXr9jPaEHDTEJXleZoEu9NGiISdi2vhXbbElxqqZjbDpvI9wY+eZ1ITeD\nDnJFFbmiysg2EFBKIeYLiEUErF/VaAV4mCm5LQ1h7NvdiR+8eAGzmQqxpekUyWy55gX9rr3d6BtO\num4/sLcb9ChAqXuEqGd1I870z7q6jAAj14gXp2snoM3f1fi6lpG8X1EfmMxfPURCAjZ2hrFjx3bs\n2boSTx3qZQo2o2FRC4pKcebSDFSdYmKmgIvDKSt9eS4wQ3fvBoGXsndjV9OcxC3AVHdsb3Ti0NFB\nfOnBW+paVwtJy/V6joCcu76RiEpIZ8uOUSaeIw7FjlfybvXtuYJa8zNx4+YVSGXKGDWu+XYiYe0q\n5qdp7uWyIliNkrDEu673c6ni7Ws7aGi8tzD3iLnAEQKtmlgDm9AwlextjRFMJpnaZ2NXEzZ2NeFP\nv/OqRQRrekXBo1EgX3Lv7WGJx+buZiuEIJUt4/V3x/Dq2yM41z+Lfbs6HQFj9YIzAptEniVpCsao\nppW6adS1Q1H+qqrhAiwOnjvcD1XTXWPvdoXvTVvbcX7QXYtu7GqCrOhWzTgxU0BrY8hqCJvjvLJS\nUWFSUHCEQBQ4K9BA03WksmUMTmRYI1ijmE4VrXq0GqZHGyEEa1c1IBYWjZR0wVOVZsc9+9Y5yEQT\nd+9bV9ffK0CAANc+6iLX/PDMM8/gE5/4xJz3u+GGG/D000+7bv+nf/qnK/nxc2KuA8rF4RTSuYrK\nTNUo0jkZr74zghePDWF8Jo+sT8cCAP6Pf7sbb5wex7GzE9ZtFHBcJOz7MgXr5pmIhkUoqo50Tkam\nYCjgNB2aRqxEnLKiuQrguX6v6hEmc0SwpTECWdEch8tDRwfRN1RAZ1s8SH25yhB4DmtWJrBmZcK6\njVK2Bocnszj05hAuDqegqrrneLGp3JFVHXJWRio3hf/8D0fAEYKZdBGyqiOZKWN1exzpnOx6PAAk\nsyWUZBWiwDvS50yUZB0lWYWmU2i6DklkhcNde7tx+tJ05XuaDknkcGBvNy6OVCvvDBCgtTHsIuRk\nRcNb5yfxd0+/YxVFY9N59A0nQQixOoJ2jM/mfQ+cV3u0eTkTIa2NYRYMozKyzGstmti5sQ0cRyxi\nNxGV0NIQxuvvjkH2IdqKRtKWouooyypqTIE6QAHEoyIe+d5beOXtUSiqBlHg8cEbO/G537rZdf9a\npIGddCuWVd/1Vu/7fKXJootBzgVYesy1HnZvasOLbw7Zpo8oqEaxa1NFLSZXp29U3a5pek1v2z/4\n5I24eUs7Lo2m8Q/PnnLtrQ/YRquyBcVKspNVzZW0B8w9nhWk5l4bqN4j/FCdFGpalXAcQVlmTeV8\nUQYBwX/++yNoa4pgR08bKKUolFVLiewFAkCSeERCPD77iV1YuyphNTxOX5rBD1/us+47lSzg2Zcu\nAoAnwcZzjOwQeM4izwLV2fLAXPukV5KxplNMpYq4/09+DEXVQEAQkjiERN5qDkgih5ffHgHVKTSd\n4vJoGpQCK1si1qhooaRgKlVCoaxaggXTV1s2PCiJxv7Lc0A2ryBfVDzrFUlg65FSQKUUIschEZNw\n67aVePy5s3XXf+Z++rxtn727egw2QIAA1zWuiFx75JFH6iLXrhbsm3hI5DGbKVmqMK8Dyg9f6nPF\nOes6xS+PD2N9pzNBkVj/B2tzPnpmHFPJwpyJTPbnEHgCRdWNAAQVs1kZa9rjaIxLGJ7MGYWQzWyT\nAifOT1obbz0Hr5u3tOPicArPH+5HpiCjISph16Y2yIqO8Zm89VrNA+f1YCy4nHH60gwOnxzFdKqI\ntqYI9u3qxI6eNuzosR3CFM1Suf3PI/1IZssuZRClwOiUk1hK52U8+/Il35+dKyiYSbNUUrPAFQUe\nosDh+z8/j0y+DPNsp+tspOngoV7ctKXdk5i+OJzyHSdVVIpoWHB5+nS0xHDwhV7PkdGwxHuSHR0t\nMUs54fW9q4XlToRUxhoqTQFV09mYuapDUTUHKbt9Q6vr8JQrKrgwmESuqLgMge3QzPSuOmCO4r94\nbMi6TVE162svgs0L1aTbNx/3Di6QRL7u97l6LN+6vU7S94WjgyiUVEaUWJ8fKSAwriGYqndzzPLy\naBqnL03jD3/rZus9mpgpgDPWqQmOI5iYLVhf+zUIKGX2EuMz/k2EsMjhA7s7EQ2LaGuKQOA535HO\nx354ylJEm/VOrqjgsR+ews1fuhNAfeNZV7q2AywO6lGsAc71RQgg8pylEsqXVEwli9B1HamsDFXT\nMTiexfFzkzWfk+OARIRDQywCQgjam6PYsLrRcZ/DtjF8kxwjBHjzzDj27VzlCAoIPM+WL+qpj2qp\nck3FGQVFsaxB4HRrvWRyssNuwiSCp1MldHfYPIcpU5qZ4Ii3AELTgWS2UoMCbM02xiR0r0zgw3vW\ngOMIjp4aw1S6iM7WuMtyYmw6h797+iRaGsIoK5pFtgFwEYyPPfyrtf50AQIEuI4xJ7n2R3/0R563\nU0qRTqcX/QUtFNWbeP9YxiAfwo7DvP2A4qVKq1aemZ4oJudl3c5zSGZKrJNR52ukAKbTZSQUHbGw\niHROAU8IVE0HRwjrlhjjfnbPlYGximExO3i5TeHtv9db5yfx+slRNMYlNMYlFEoqXn17FK2NIUTD\n4rIjAK4HxCMiNJ1C1XRmxGqssdOXZqyOLuDs8AJwkW77d3fi5RPDCEs8KKXIF0vgeBGKwjz1iuXa\nI0TV0ClbU13tcXStTCAeEVnqLYC+4ZSjc01BoasUF4dSGBrPuolpSvHDl/vwhd/eYxhjO0MV7tjV\n6el9dWBvN/7L48c8X5+fssNvrM/+vauB96OSw1QXRIwJnOa4gFWtMSiaDkXRmJLSGLUHgK72ON65\nMDWvdekFUeAcwrZUtuypvnn17dG6ybVq+AUX+G3yBw/1uorm6rF8E/WSvpdGUhbhDZhEcwmEXDvX\n2/c7HvvhKcdBzByzf+xHp3DzFkZW9Y9nwHHEUhmbyYz263kt/PTwZTzzy4u+BvE6pY49tpY6c2TK\nvR6rb68ngOFK13aAxYEfyVkL1PA9NZcTAZAvKnPWrxwxCTIKTWe1ryRU0qDv2NVpNI45CIb6LJUt\nWzWsXXk2mykhfp16Sy1nhfpSoZ76iHDwCwR3QdUpeJ5dE1WffdGuOsvk2RlP4DkroICC1b0cR1hq\nqAeiYQHxiIA17Ql89jd3IRwSEA0JONM/C0HgmSULgBNVRHShpGImzbyNO1qjBtn2DgBSU+gRIECA\n5YU5ybVDhw7hy1/+MkTRHZP92muvLcmLWgjqScgEnB1W1sHwPjeZaTNegnQCWAXCXJJ1jsCh1mAd\naUaOEQAhicfETAGqzdOilol330jKU+FDSGUUr/pvkcnL0HWKyWQRPFf2JOQCLC3skdwmNJ3i8efO\nWlJ1RuCyd/9nRwaQzJaQKyhQNB1TySKGJrL41Ee3oK0pgqGJLHIFBbKiQRIJ4lERm1Y24dgcXWcv\nPPXiBevfTYkQI9ra4zUSQTWUFc2TLMnk5ZrG2F7eVzdvafcdBxR4bk4j+fdytDlQcjBwHEGI4xES\nK34jmqZDVnWcH0hC12vtavVB15miV+LZOMZksuhagwT+hGw9sK9d+5p64rmzrvsWSioGxrPWqAob\nZU7hgJG6WI16Sd9an7sA1wZ8yarJyu2q5hyjpqCgKoXKVza7Wqr3f37+XM3XIKvOR9Y6/PspRu23\n1xPAcNfebmt8vyyryBYLaIiJgVfrVYYfyTkXqoNlvMAZQQcrmiPI5hXkimYIBhALm6btwOoVCXzk\n1jW49YaVEKrUZ50r4suKhF3uCvWlQj31UTwsIu1h8H8lMK12FDMpl3DQKbVGoQE4wsRMNCckxMKi\n5af20dvXYWVrDDxHPNfA0EQOsYgAWdEr6aQgjqkSk+CrntgIzl8BAixfzEmubd26FTt37sTOnTtd\n3/v2t7+9JC9qIagnIRNwXtxbGsKYTBY9n8/cHFWNgoB1V0SBh8iz0IFCWYE84zbtNsdHzUOfwHOV\nbolOHYdBClgqoWpQ2x27bZ5csqJDp9SVmiPbDmTjM3lHMqT5VISwosiLkAtw9cFzBJOzBRTLqkuJ\nODFbgKqx91mnFKqqQ1Y1vPDmAHb2rMC7F6et51E1ZsZ6x85VCyLX7Ehly0hlyzjVN+N7H536cmEg\nYOuve2UC/+ETOxz+KZrxWawOLQBYGpQ7JZUZctdSZLzXo82BksMfPM8hwnPoH8vUHAetF2ZRXNQ0\n6LTseR8KQCDE+izNBT9ConpNvXB00PU+z2ZK0DQKhbB1bSrMTpyfnFeyaDUk0ft1+90e4OpD173H\nmezrnINb1U7BlOkW5vCUkETOcW33A/OsPGmNEptE7+/etws3b2lHIiIi40Ge2T1g602xs3w4NQoq\nq5YPZ4ClgaZTlBUNx89N4BfHhjAxW4Ak8MjkZURCi/e3t/ubCTyHaFjE5GwRPMfB5M5UjWJTdxP+\n7W2RmtdbPwXw9UrCvh8V6osBv/pIEnl88/FjGJ/Jzxl85IIx3lyu0WwqlBRQm0pTUf29YgWOIBGT\nEAkLKJVUTKaKaIhKuGf/euzf1Wndz2sNEAKksrJVa5jppCG+8rlUjImkarzfGrABAryfMCe59vDD\nD2PFihWe33viiScW/QUtFPUkZALOi3t7cxQzabeZpl2MRg3/s5DAY7WR8jk8mUO5rEEmek2VGcCK\nEZ1SI92OoLkxjE/etRlHz4zj2JkJ30drOoUkcEjERNx121rMZkoISzx03bsbbo9ZlxXN5R0AuA8D\n9RTtAZYWIZFH/1jJIkvNEAtNq7zH5nrUdIr+0SzaGqNoawob6gEKSeTREBMxmy5BFAgUtX4mIyRy\n+PgHN+DFN4egqGykT1H8CxETft8XeQ6aTnHy4qRrpBUAnn3pIghhx8uhiQz+x49Poyxr+MSv9OAf\nnj2FrKHU8zLkvhZR6xARjJEwXImSzA9+6i4AiEQE/MU/voGZdBErW2K489Y1EHgOvzw+7HgvANSt\nRvB6n2UjjawaA2OZOVMXa8HPs7Bn9fxSowMsHcxkb9fttnpD9QkiMG+nlBqkl3do0s1b2/HAgU34\n0+/MPSHAPCvdo8QHD/Xi5i3tuPfDPfiX58+5Evnu/VCP9XU9KXYHX/j/2Xvz6Diu+0z0u7X13th3\ncAU3cRNFSqRJS15EWpE9kqw4puxxRn8kbyL7zXuJEzs6Z3zynLzJmdiJEmeUY+fMkxxr4shxbCty\npLEtKRYpayUlmqQoSNwBEsTaaADdQO9d6/vjVlVXdVUvAJskQPR3jk2h0F1d6L59697v9/2+7wLS\nWQksw4CAJu2ls5L5OnVcHdJZiSoeFVUvrqmIp2S8dnLUZheRVVQAGgR+4bbJLEM7NwxYE2rX9DRQ\n69+izgxV0zASSeLJlxLoO3O85D2tnHp9KaKuUF8Y3O6bmZyMTE5CLi8DgEMAUQ4EwAp9HzY4NlfS\naiKdk20/l1vPKqqGuRTdL7U0eNHcQBN0j/aPY11vozlmIzNphxcqFU4Uzk7bRTUbl1aqyFcvwNZR\nx82LinfmLVu2lPzdihUranoxVwNru4Ix8QV8HLrbgraETOvNPS8p6Gj22Z5jLJh5joGkFKKcrfyb\nYrY40f8vLj6zhs+KViC9DK/u9iYf7ry1Gzs3tuNLFw6VJEIUVYOkqOhsCcIrsMjkJGTzMo2ddnm8\nbLlBzboQa26oV5xvPJL6YtqABg2yopmhGcWQZAWRmTT8Xh5+L490JoOAnyYjTcYz2LiyGWeHYo5N\nFMsSKIpmN9cmQFPIi+GJpK5goCoGTaPXMBnLzFtxlJdV/L/fPYpURgTPsRA4BpMzaTz/2gA8PIec\nKCOVkU0CLejn8Mu3h/CfH9yGz+7fgLffn8D0XAbtjQHctbMHfT0NeKt/HK+dHEU0lqHEyJ6VuH1T\nx/wu7Bqh1CYCqJ64udlBqo580R9PnIUAniPgGAai3sdfrs00lZFweXwOPoHFxHQK33v+AwAafB4e\nhACj0ST+6Ren4fPwFf0rDbh9zoUAmtrigN5WWuxZWAvVh0H4Dg5Hy26O6ygPN1IVAFhLy6db25Fx\nnI47EU0NXldybUVHEH/4+dsQ9gsOawkD1ksYirj7uBn+but6G9EQFEw1O8sQhAMC1vUWCNtqUuwq\nvU4dV4fZlPvazRoQYNyfJVnD9Kx750UlMASUICVUHU8YgDDEVtT6wYtn0dLgMedHhlDFZk5U4Pcw\nFe9pV1NgWGyoK9QXBrf7ZixBE+oNKJYihLHmLXlfJTBTP4u7hKoB0f+nwr5v0wBk87Lj8da1gIdn\nMRxJmr8zQp14ljH3i4LA6N0mhXOEAzzcpGtLVcVZRx11VEZVZa9Tp07hhRdeQCQSAQB0dnbik5/8\nJG677bZrenHzB7H94xU4HNy/oeQNvrMlgMFR+8KWZQg4lrFEOVODSmv1QVG0AoEGDYQQ3fQV6Gjk\n0LeiHeeG4zRJtCiJ9PJEAn/65FF0tgTKxpwDVPXWPzCN/oFptDX5sHtzJ/KS8wagAciLMjSNXktO\nUsCxjKmGKn6LjAVUU9iDx54+Xt9o3UDMzGVtn5XR5ltKKs9zTNmF3v7dK20pdsYmqrs1aLYKW5Vh\n63obMTGThiQr5iKa4xgEfRwYhoDRrGQywBLA5+UhykpJ5WNkxkjDK4xVjqWpeYZqjRCqaIonVQB0\nweKWNPnO6Qh+/PI5k5CbmE7j4kgMn79nE7b1tYLRE8dSOQWJtEivmUA/TltSmRIb4VrBbRPxWImA\nhuXYRiLwDHJ5pWp6raslYBunkqyA5xhk8zIUlSouQn7eXMDS4xYvIQ2IJfLma2sqndc9PFsw5gYw\nMhWnq2wdldrliz/nr/39m+6tzJ1hx7H54FqpPqyeMRoWRvjW1ZgUiqY5SC9KPlT2tNI0DcOTSfzb\nqwO4MpF0/J4AyOZkNIWogsIrcMi4bPwKSb5lXkzHoWPDaA570Rz22o4Xz0cP7d9gI9OcF1/+deq4\nNojMpJHLy8iJCnIW36j5QtDVNkZbs1fgIPDUQqWrNYDO5gBWdYdpG/xMGtAoOeD38ojMZKBqznb7\n5XBPu9naXK8niu+bX3n8NVtRq4TAFwRAwMdT72tCO3JUjYoiZEWhPq88i2xerqoIzLHEDI6jvoK0\nE4hhGLqedVlzV1ImGiE1xn4RoHtGSVbpcUux9WZRcdZRRx2VUZFce+KJJ/Czn/0MDzzwALZv3w4A\nGB8fx9e//nXcf//9+OIXv3jNL7IaHDo2DL+Xq2gaad0ciDI1ijc233Si1+D3FhRd9Hx0USrKVAE3\nOpWCVjQPG/Hm0VkZeSWGRDoPhhDHIignKtA0zSRH3DQdPMfgnj2rcOx0BFN6ZXIqnsUv3rrs+LuN\ndlOWYTAxk4aHZxHw8UilCz4AhmeX9cVyooLYXBa5vLzgjVYdNYBG2zEYzk4AsQwxx49JujEEfT2N\nukqT+usUTKWFsgu92za142j/uOP7sX/3Sjxz6AKGE9RrhxCqcJtLSfB7OLAs0Yk6SmoEfTzWr2jC\n8GQS8WTe9AY0lJqc3hZaPO4NIlkrKjMSUEn+G6fG0NseRE9b0KaofOnIEGKJvE4+wvSee/GtIWxe\n00IVnqA+QKUMuYlepTcUfCzD0IXWNSTg6m0kBfT1NDrUlOXwxc9sty1ET12cMj9boofQJDISgj4e\nLFMYU26KN4MAlhRgNJoGMYoLQQGKrJrjnXphUeVRLq8gl5dLKo8MHDywwaGWDgd4HDxw9a3M10L1\ncbW+QXVT7wI8PAuxyC9V02AL9CheIxhQVODPnjhqI8wIARhQn0JCCFKWJPOmsAf5GcWhRm6yEGWr\nu8KuiuX1K6gyjbY0OVWa852PVneV8Ma8SkK5DjvSWQkXhuM4dyWO/gvTiKdq01pv3IdZhsAjsCYp\n0N0axKMP327z7qP2FNTvra2x4EMcDvDQ1ML4XA73tJutzfVGotgKpRiUsKLzaWeLH5qmYTSagqoV\nfAE13Xc6rTiLDqUgKxo41lDH2dd7xEVZBtiViXlJQcDH2QrXAR/nIOX8Xg4Pf2pzSfV7HXXUcfOj\nIrn27LPP4vnnn4fP57Mdf/jhh/HAAw8sGnKtms1s8eZgZjYLkMKmzFhwNod9aA57zZsozzN47+I0\nkhkRsUQeYb+AuVRhI28Qa4ZKLZkWzU1dsczZGv3s4VnkJUU3PtbMm0pfbwMe/Ggf7rtzDS6PJ3Ds\ndAQnzk0i6ebNQmC2nn7jfx1Da6MPG1c24vjZqPmimh6oIFj8YDI5CV7B6zjdcqhCLiaU2qz0tgeR\nzIgmscUwQMi2cXezyjY8cWSbCXE6K+Pdc6VN1p85dAGqTohZiTyfl8dsMg+OZcHpe8ZsXsH6VU3g\nOBaXx2apR5qqQmAYBP08VnaEMJcScXlizgwt0DStpHRfA/XPMpLxCID2Zr+eWBrC5Yk5m8JTA10k\nDU86FR+loGl6cp8CwN3eSFfTEV35ZpBwxEyNsqrhDLWcATc1T72NpIDbNrXj7FCsqse2N/kcxNJv\n/def2x5jzKnZvGwn1PR/Q34OAscim1eQFeXC3Av62LysYmo2Z38SCmNLUVXMJHKIpWREZtIQeNre\nfPryDF49MYpJoz1590p88TO3LpkN19USvnVT7wK8HhaJordNA+D1FJZUapl+JYNYo6S+Bk0FFACa\nooFlgcZAIV16bU+jHnpjVyP39TSYj+lo8eP0JXsIjapq6NDJE9rS5EwZbw7b13WVYCWU82JtCeU6\ngGd/dRHnh+IYmUyWNmDXVeALaUlnWQJZViEpGqSsisiMPe3V6t3HEAKwtFMjnhQRDgjgOaLbURRu\npMvlnnYztbneSBRboRggAASONYtlDUEPYnM5JHMSJEkFgUEOz3/gExRscBRVcRR5WYaA5ZwEm7Vg\n7eFZx9palFR0tvjR3Rq8YWuAupq8jjoWHyqSa5qmgeOcD2NZ1jFB3UhUs5kt3hxQHwl7GyhA29Ue\nffh2AMBPDl+wmfwm0yJUTYNXYKFp1IzTCCzgGAbFE3/xW2RVyDSHPZiMZ0EAk0AJBzz4j4vkMksA\nACAASURBVPdsQkezH9k8TeJa29OAg/vX48xQDC+/cwUXhmdt59dADTy12axOmrHo623A4OgclVSD\nRqi3NflMomA0mkYiLTqUTMuhCrmYcPDABtc2zo/s7MXhY8M04ltvjzPagKhK0+m5dvjYMIZKeN9c\niZQ2WY8lc05LCAIk0nm0NHgdraRjkyl8ct9qPPHTfko+KZTwIAT48I4evPDmZdr+SSwnA21J8Qgs\nUhmJmnprlFQuTtCdjGUwGcvgRJnkU0lWIMkKLgzP4kj/OEYmYjg68D72be92tJZWA4MEVA0ir4qC\nKMsQnLkcw7+9etH8K0ejSXz/56exe2sXxqaS5ttqGEPf7G0kbgu9d89FwRACjcAkb4n+31TxSMdO\n0Mfj/zq4w3HOUvcZRdWo9woBAE1XgQKprAyfQOdmL88iLyvQ1OqX5NaWbEXVkM3LOH52xjQUJ4SY\nYRy/fe8mfPW3d13z1uNa4GoJ37oas4BMTgbDEJu6kWEIMjlKOigVTLo9Aov7PrwGY1MpvP1BxDyu\nahpUWcP29a3msdXdYRw7HXEUTFZ1F9Ri712cBsc57QX6LxZSpV0xz2G7c2O7SSgPjkTRt6J9URPK\nSw0vv+MksEM+BtvWdSDo5xGZTiORETHk0k5cLazzYE6UbSnExZ56hqqeYwn+74d21Fsj67hqOK1Q\nCp7UeUkBy9B2ZUKAoJ+H38dhNJouef8mgF4ELSgzy7m8Gt0VPMdYCgS08+PKeGLeJFkoIJj7xeuN\nG6Emr5N5ddRRGRXJtfvvvx+f+9zn8OCDD6K7myb+jY+P47nnnsMDDzxwzS+wWlTjiVC8OaCTq4JM\nTjZNMsMBHut6m8zHvHhkyFSmGWD1RbXfy0PKiNA0mCqXSq1EdlADWY5lzFYNr0AXOoQQk0CRZAXp\nrIzt61qxra8V756P4pdvX8FELI1cvtAuQFN4ZL0NLoOWBi8EjkEkloUoqzrxxkHR/wZRVqgxuL55\nNbwCvvL4a7ZEvRs1kS6fSdzJbL17LgpzeWAOKY2qZMptcstslkq9n6Kkuram2nzfLMPa2EznRBk5\nkfpdqZoGj8yiOeyFBg0tYQ8SGQmyrILTgwsAAq/AIugrGLVrmoZP7FmNgI/HaDSF0WgSY1MpRKYz\nZZUfqgb8wbdeBccw4HmaXDccSSAynQKwAVvWtuD0pRlHYulCiLdSUFQNr787ikxORsqSchr08xgY\njuM/fHgtjvaPY3oui7ZGH/bd2o3e9iBm5rKmQs72r+W/SxmmL2ZYW4okmfrjDY7OIpbMUdLADHfR\nwOpFjYaAB4mMiLBunr5zY7tjnPo9HFJZyTEHK3q7u3WUGEPGIHtpMYEgEOAgyRpEWaEtIAQlfQ3T\nORlPv3AWDUIO6zco8Aisw1Ccvo6Gl44Mobc9BI5lIPAMBI6FwNM5vThp70bjan2DlpMa8yeHL+BF\ni7H/J4uM/WVF1T1OC8/RNA2SrGA2mTdJtlL4b7+3F91tAfw//9M9CXTAomYeGk8g4OORSOctBRgP\nrowXiJBkRoSq2r9jRIXZTp2XFNdCieiSeFoJRpHmxIkT2LVr17yfX0d5hPw8Nq5qwsZVzdi0qgmR\n0UFs27bZ9pj/8y8PL8j+zqoYopYiDJIZCX/7zyfQ3uynNiGaUbQtkLSAvTVycCSD7tZgnVitY/7Q\n6NjjWBovoKoaZP3ezvMMeN0DjWSB2FzO/F2Z0zksJ9hidadlnmYIgdfLwitwyIsyfB4O+3evLO81\niern0Ou5b7neavK6NUQddVSHiuTaH/zBH+COO+7Aiy++iDfeeAMA0NXVhUcffRR79+695hdYLarx\nRCjeHAg8g3ROMvvtjVaJ/bsLFeF4MueYuBVVQzono6s1gIaggKGJhEkwFIMhpOAroNkTIBNpEc1h\njyMVrnhi5DkWjSEW4YCATF7Gni1duE3//X//3ttI5SRksrLZ+0/b4DRMxqhfG4Gu6MjIpvop6OeQ\nysg6cUivZTaZR3ODB6qqYmI6hSd+2g9AM6/vek6ky2USp22cUpEqQcKFkbjNB8Jqtr62p7HkJlfg\nWNc20+YGb8n308MzcKuDMwzB1GzWrDBKsoq8pKC5wVuy/fSZwxfQ1RrExHQKQb8AgKoxNE1De2MA\ne7Z14sh7lHBqbfBhr4XwshJfBjnzveffR3Q269oCYyhHjSj3dI62s/zPZ99DV2sAs8k8BI4mOUVj\naVN5VEuCbUT3njOvW1H1nwn+s0tAgySrpTpTHbCSb21N82vfuhGwthQBxpjNmQnMVhi+fA1BAQ1B\nOk6O6gTWUQuRNTGdgqo5PfxUvQ3fbVwQAF2tlPDRNA2RmQwkWUNro70NfjRKv0Nua/e39Gv45buv\nY+OqJkxMp+AVWHCs3cx7eo7OsbTtWEVGlzzSzQMDTh9/PEcJt+LnX09c7eZ4uZh6u6nVjZ+NDZjA\nschbPNeMccixLNI5CQOj7qEYAL0Xr1/RCIFnMT6ddqgsCICxqcL8fmls1vUeMTg2Zz6GZQjyLusU\nr07SG2ufYqX6zUiMLmV8/Xf3oLstYCPmJ8ecJD3PEYglkubLwSw+gBYeVE2DrKhIZiW06YFYsqIW\nkhj19PLmMB0ndWK1joVCUTXk8jJ62gK4ZCkMGPd2gWfQ1uhDJichk5QhydX7qRXDmCslWe8s0r9P\nPEeLYJmcDE2j58/mZRw+dgXrehvL3gurmUOv977leqvJ69YQddRRHapKC927d++iItJKoZInQvHm\nQJSoqoZlCDQUUjStFeFSpsRWhAMC4sm8niJaOG4kjxqQ9RbSkWgKYb8Aj8A4iDXAOTG6VUK2r2tF\nJiejszWIaCyNsF+AJKtI66bFVmgAFI36vCQzIvweDl6Bw95t3RiLpjAcyUGSVTSGBAgcq6fzEMym\n8iAAfB7Otti7HhPpcpnEi9swDEiyCo5hHD5ooqRWDDQw1UOW6lrIJ9jizw0cPjaMtT2N0LRZx3Nm\nk3lkLc8xFtrJtIiZRM5xLgC4MpHAwf0bbN8zRpcRferONdixvg0f3t6NvJ56VkqdxnMMVnaG8NAn\nNpppoaJMU3A9AoNbVreif2AKoqQ4UndlRcPIpJN85DkGP3zpHD62qxe9HSH0tgcR0gnAhaKU+kmS\nr96AWrW2qS4BlBrL5UCJr4J300tHhsBzjKl+4znGlZwrpxK2ERWEoCHoMROfzSKIBnS2BjAVz4JF\nwZdSU2koh1GokBXV5mXFcwx8HhY+PWWvtcEPN2goEL/ZAvcKQijpxrMFwo3nGLDXiXS7ms3xcjH1\nfvHIkOvxl44MmeRayM8jm6PFKTMMgyHwChz+8eenba2exWBZxuL/47T0LlZi5CW6bihu+bQpJkp5\nWurHlwsxutTR0x4s+3uGEIT8PJ0vrvIewzI0zAWAOX5YhkDSf6S6IrruCAWu7j5Zx/KEqmrIiTKy\neRl5kSaG3/Oh1bYEeA3UEoeAYGyqtqQQyxJoigYPx5jfrdFoSle16WFHeuH6mUMX5rV/NLCqO4zH\nnj6OyEwacb2gWylYr1aoVk1eKzVd3RqijjqqQ1Xk2uTkJCYnJ7Fp0yYIQuEme/To0SVBuhko3hwQ\nArQ1+hwT4eDYnDlZlmtNM2DE2yfSIkAo2eb38ZAk2UznYghdGHkEzvR3i8xkkMnJttcvbs1c3R12\nKDmefuGMmUZz351r8E+/OGN6CDQGPUhlJFPVUbz/jCdFxJMiVnaG0Bz24uO3r8DAhXP42fGMzduI\ntrgUbj6GVxshBBMzzsm81lg2k3iZTZFsySjXQKXzhfHoHmhAPXG2OzbAP3jxLGKJvKO1iGEIfvve\nW1wrcrFEzpXgiyVyZQ2sKm3CjXZngErtc/rCS3LxKdqytgWf+8Qms73Sqnb77nPvYypO20dT6RwY\nppDclM5JDlWTJFOj+md/NWAeawgK6G0P6QEKQfS0B9HR7AfLVEd2GIm81R6/qVFmTJTyQLHOMTNz\neciKaitISLJq+kZaU2QBIK8qdINYNMkV+5/5vRwU1YORaBqSTtDu3daFnZva8cOXztGWXksox+c+\nsRHtTT788o0PMJXhcXE4br6GcT2JtASGAAGfgBPnJrF5TQt8nsq3U00rnAMW0o1lCA1O0MMTqJfc\n4morBZaHqXep1GHr8TXdDWahQVJVcISAZRnEkzm8/UG26tdiCG1vdjtuQNNUWzufUeSwrk0UTXN8\nF1iGmI9ZLsTozQpCgJBfQMDL08KCbkVSbQJzMTTAVKYBVL0OFIK9jPXk1bQP17E84UaoWWGs6V49\nMYKRySQSaRGqSu/nxWBZYgkycIfRHURAzCKZoqrmOtewIWEYgs7mAEanUrb51cCVCsXBnRvbMTA6\ni5eODJlWFtvXt9r2Z8m0cY/w2tbT12rfUk3RpJZquuVkDVFHHVeDiruBX/ziF/jzP/9ztLS0IJfL\n4fHHH8f27dsBAI899hj+7d/+7ZpfZC1h3Rw89vRxx0SRydFULuM4xxLXiZ1j7ZNzc9iLrWtbcfdm\ngl27dpkTmkEiRGYyUDUV4UBBqRYO8LZQgUxOxsxcDi0NHmiahonpFN49H6VkXYlKyK5NHSCE4PCx\nYYzPpNAa9iGRFpHKSjZlR3EL1XAkif/18zMQeAar2wTwnAd5UbZt6HjLJlfTNCi6z1Bz2I9oLAOP\nwNL/8WzFjeB8KyfLZRIvlRbKs4yjHY7VWwSpqs/p02aMCbcN8FM/O414sqA2U1QN8WQO4YBQcuP1\n1z84Dk1TXc3aS133qk7aUl3tJtzD0/EDUJVQLi8jJyo2tdIWl/ZKANi3vRvPvzYAhhDwHE03BYBP\nf3Qd3npvDJGZNA2EkFWIsgJJVh3f5bmUiLnUjEOd1NUaMBNLe9qC6O0IIuCiMl3REQKgmVVYXveX\nW9kRqvi332yYz1g2IMmqTY1TLlW2GAyjt15aODdV1UyPIAOxRB7JtAiGIRD0B7/zQQSrusL4vd/c\nhkNvD2Mynna0Kd+61o+tW7cim5dx9nIMr58axcDIrDmGVA04dyWOc1fiYBmC9SubsK2vBdvXtaKt\nyV3RVgpGcEI2X1CK0r+NmO2k/CIm3W4mhPyCZZNkP66qGlJZCTs3tWM4koCn0YucqCCezCMrFhTj\nPW1BxOayyIrODaP1Xl7qo7QeJ4RxLXJYN4jGNXN2/tmmzF0OxOjNBgLAKzDoaA7YfDitn7coOQmM\naiArKlg9DbspTNNpeY76/3o8rC3k62Zbd9VRW0iypndS0KCpUuNRklW8d3EKR/rHcfZyzPE4gWcQ\n9PJ6mBsDSdYgKSoIKfinEUJVbqrueWktZIqyAmhAcaLn+pWN+OZ/uRMA8B+//gIk1VnIlRXNFFW4\n7VFOno/iaP+4zcrinQ8iEHjGXGcqKhUiFIfFXavvTzVFk1p2AdUV0HXUUR0qkmvf/e538dxzz6Gr\nqwtHjhzBl7/8ZXzjG9/A3r17F1Va6ELgNlEk0mIRAUZbPgmIOYmrmoaQ37nR3r97JbTUCADnpAcC\ntDTY/dX8Xh6EEDPGWZJVx2OoSqJ8qmfxovm/fucNnB+Omz8bLSurOsP4yG09OHZmEmcuz0DT6I3n\nwngOQA4MIfB7OQR8HASOqjjyoozp2ZyNONi7vZu2PGVVpLKSqSrxCAXlhXUDuJDKyXKZxA8e2IAn\nfvqeqXA02uNSWdrCa91kGabwl8ZmMRXP6tJ2DUqOVgjLbbrjJdo4jeNuG6/VnSUItK4wDu53v+6D\nB8qbwpYDDT4QEPQX/Dlyonv1Eyh4px3tH8dwJIf2Jr+NHHn+tQGHx9Un961BQ9CD0WhSD1BIYSya\nspF5kqxiOJLEcCQJYMI83hT2oLcthN6OICXc2oP40NYuTMUzppehgb3buxf8PixVlBrL7c0BvHdx\nqsj8Xf8XBQN2WaHeKKrux2YQCYB7TsfKjjBEizrYeL39u1fZUr+i8awrQfzSkSE89fV78KEtXZBk\nFamsiGxOdow1n4fDzk3t2LmpHaqqYWgigf6Babw/MG16YymqhnNDMZwbiuGZwxfR2eLHtnWt2L6u\nFWt7GqpWQlpBfdwAwE7QcCxjqts4joYoLIW00qWCT+5bbfNcA2hx6eN3rMBkjCplN69pwfmhGH51\nYtRUywKA18Pi/jvX4mO7evGn/98RV3LNY1FgliSTLccFnjEDT6ywpjy6XTMA3Ltvdbk/tY5FDK/A\nIhzwYMLLOgJurJ83IWTBa/FNq5sRm8uaa85wgMfMXB7hojbQm23dVUdtMZeRSyp+AWAsmsJb/eN4\n53QE6azdtibo47FuRSMkSUE6J6G1wYee9iDePR8FIbSQkBMVTMWz4Fiq2jRSwnMu86trGJTl67G6\nM4zzV+Lm+pmoKggBBMKYBX23PYobSZWXaCCesTckIDaVsYFr+f2pVDSpZRdQXQFdRx3VoSK5pqoq\nurq6AAD79u3DE088gS996Uv4sz/7syVfQXebKDJ5GX5Le4+15dOQ5t+7bzXW9Ta6TjAnTozYXkMD\nXSgXb74N9PU0mjHOX3n8NaSzks2HiBA6gVuPCTxdbFlTPa2TG70hMWCIpc0TVD69Z2sX9mztQiKd\nx6/PTOLYmUlcmaByaFWjVflUVoKHZ7G6K4SpWZX6R+kfdV5U8dKRIfzv1wdtCYx5qaA2IoRuIARd\nlbSQyslymcRpG+etjr/z2z85VRRXTpU9DCFIZiTXltFUmcVNXlJc1Q/GZ+aWjkfJEqd/28H9G7Bz\nYzv2716Fl44MQVJEPXFplfn5VErbqwSWIQj4eAR8vNlm4ObTZqjaPvjgA2zdutV2HIBrOykArO1p\nMB+rahqmZ7MYnUzZSLdYESEZT+QRT+Tx/uC0eUzgGTSFvFB0P8W2Rh8+tmtFTUMTlgpKjeVDx4bR\nFPIgkRbNVg1Fpb5n1j2hocZRipJFCQFYQmytHuGAB79z/xYAleeIz37t5w7CjmWIbTPAc/RzDAc0\npLOSYwNggGEI1vY0YG1PAx78aB9iczn0D1Ki7fyVuLmwjsxkEJkZxsvvDMPv5bBlLVW0bV7b4qqA\nnA+M8ITitlJD4cZxVPHGs9fPy+1mgjFPvXRkCIl0HkGfgLtu68Hdu1bo3mcq/uWX5/HWe+M2ItYr\nsPjCPZuwZ0sngn7BdeMHwKZOrIYS6etpBLS4g0Tu62l0vWZjzr13nnNuHTceBLToGvTzZcNPHtq/\nAe8PTKP/4rTtflgq5KUUvvlf7sTJ81FzDl3X24T9u8O24sT1WHctn2T45YNsTsavz0bwVv+Euccw\nQAhdo+3b1o3t61tx/kocR/rHkcpK0ACsX9mEgI/Hy+8Mmy2YH9nZA0lSbePy9XdH8eapcYiyAoGj\nSfQhP++YK0WLP+Ftm9pt4gOArgE5jinygBVse5TITNrsbDIeo+prCgMMQ8CBMcOoFsO+pdZdQHUF\ndB11VEZVnmupVArBIDWD3LBhA/7hH/4Bv/d7v4dk0i1jcGmheKJwaxU1Wj4NEgygiwGDOHNbyxSr\ntQSOMZP0rMo0a0XDw7O6WoaCtrHRTbvRApLXqztNoULraHGFhUZGe2w3mJCfg6KppvdROODB/jtW\nYv8dK/HG26cwK4Vx7HQEU7NZ8xznh2fNaw/4OHAMg7m0iLGpFFobvZiKZ/D8awMYjiQwGk1hejZr\nI9yMzcVwJEGl3BbfNqBy5WS5TOJuf6fA6zdozqlWSGbdSTSxjMGx0UZSrH4I+YWS6XgPfWKDq3/b\nzo3trhL5o/3jWNfbiIHR2Yppe24otcBmGOLq05bNy2U9Z0q1kxaDIQTtTX60N/nhEVhMxjII+Xms\n6Aiir7cRPMeYhNv4VMoWYiBKKiZjGfPnWCKP88OzaG3wosfi5dbbEUJLg9fV6+NmgttY/sGLZ9Ec\n9pqFCgC4PJ6Aord1GDBSZYs/Uk0DNAL4BM6cz7wC3XgOjM7izFAMyYyIWCKPVd1hx+t7eBZJqfCd\nMchov9dp0k2JOwEhP49BXTFSbow1N3jxsZ29+NjOXuRFBWeHYnh/YBrvD05TD07Qdv9fn5nEr89M\ngiEEfb0N2L6uFdvWtaKzpTbtIjR9VXGEP1gDFDjdQ6lOuFXGwbvX41N7VyOVlWyf/4XhOH70y/MY\nn3beu2RZxZvvjeG+O9eA51jXIA7ATq6xJYI5rK3NB3avxOBo3PGYYjXEQ/s31Mm0JY62Jn9Vfp0/\nOXwBpwdnHMeLibVqyLYbvc5aLsnwywGapuHiyCzeem8cJ89HHYFPrY0+7NvWhb3butCkrwdOX5ox\nk9wZhmA2mcMPXzqLnKhAlFRAg27NMIMvfuZWc0ycPB/FlYkEVnQUQkAiMxnXooaVSBoaT6Ct0WcG\ngnkEDllRRjpbUKAZSeeEFBKZ3fZnqqo5ZPUMQ9Da6MW3vvzRhbyFNcdy6QKqo47FhIrk2he+8AWc\nPXsWd9xxh3ls7dq1eOqpp/DXf/3X1/TibgQWahD5xE/70Rz2IjabQN+Z4442PNrW6aXhBvOoaGga\nTL8dSVahaRo4hvb4W2GtsNBKheZIIu1uDaKjJWAqM4yKZ1OQw11b1+K+O9fg8ngCx05HcOLcJJIZ\nqt4QZRVikm4UCaG+RqqqgWEIcqKMl98ZRmsjvVEahBtQUA+1NvowFc8A0KDo5yCEoLsxaG6W67Cj\nnFphLh2FwjrT48pVusu1DZVLx3vq6/e4jtFDx4YdVTyj0ndmKFbyfKU2f/NZYBs+bQ1BD/VpExXa\niozqlCClYF3kAbRl9viZCD790XX4+K4VAOjYj8YzOtmWNNtK48m87VzTczlMz+Xw3sUp85hXYNGt\nt5Na/dw8QpFR0k0Gt8op9U2hbRRWNZlbqAVAySOrBxAAPPWzDxCZLhCbpUjcprDXtWWlyUL2FYMQ\nAp/AoLMlgGxeRjorlSRLDHgEFjs2tGHHhjaaCh1Jmu2jw5N0Ua7qm4+LI7N49lcDaG/yYWsfbR9d\nt6Kx7Hd4ISgVoDCTkBCNZ6gSmmPrfm46NE1DJkdbnKyk2mwyj2d/dRG/PjNZ8rmyqmE4kgDPFZJA\n3WA97vdwmJOdY9NXpHTPiSpyoqyTqKoj3KOOmwPVroWef23Qpl63olr1GgEtJt9oldhySYa/mZHK\nKXjp6BDe6h/HVNwe6MJzDG7b2I4Pb+/C+pVNjgLj0fcnqGpd9/8DaJFSlNQissue6Ok2bgSewWxS\ndDxv/+6w+RjXNkkNNgWagUpBHoTQtbexP3NTFd9oLJcuoDrqWEyoSK59/vOfdz2+atUqfOc736n5\nBd1oLMQg0ggiSKRFhHyUGBiZTKGlwZ4Y4/dyYBhiq2hY1ToT02kEfJxpjslz1AicYYi5sRyZpJvU\n4oqQVQVWjiC0KjMyORkpS/sTIYWWp4P71+N//MtJjE+nbT5EmkaTycam0vB5OSiyCjdHrKP94ya5\nZhjPw3IOTdOwa3MHovGMnqJKCROPwNZ8g7kUcWD3Sj3B006Q7t+9ErFEDhdHZsFwBKqqgtH9nFZ1\nhd1OBaB829BPDjlJN6B0ah4AXBqbNZWYgL3Sl8yIFdvwirHQBTbHMgj6GIT9LLpaA8iJitlCOt8k\ntSOW1CcrrGOZfhcD6GwJ4PZbOszHpLISxnSybWQyhbGpFCamU7YAhZyo4NLYHC6NFaqhBEBbk48S\nbTrptqI9hKaw56YhOtzmI0IIONbpI4V5hNKNRVOuXmbFJK6gt3wWJ+UKPFNVO5LPw8Hn4aAo1GMy\nk5MrpkgzhGBVVxirusK4/661iCdz+GBwBu8PTOPsUMycv6PxLF45PoJXjo/A62GxeQ1tH926tgVB\nv1NZVytoKJBuGVAlFUGhkMPzrJkWuBz83EqRaoqi4lcnRvGzNy8hb1FEuBH5jlS7UkPEcjzo55HJ\ny7RQomnmZs362T9z6ALSWclm0p3OSnjm8IX6BmmZIlWibR0o9utjIUmKQw0M0O/6YlCJLZtk+JsY\n3z80DQ3TtmMrO0LYd2s3dm/ucKxjAaraDfkFzCZzDjW1KFEhQXHgkTXR023ciJJaILssViZXxgvP\nq1aBBth9Ld06ggI+Dums7Cj8LTZV2I1Wp9ZRx3JDVW2hNxOq2UwVT0Qnz0dtKTKDY7M2X7ZEWoSq\nL87zIpDMZkAIEEvkkEjbKxrrepts5zU9rfSkmWzeXr00vHQM8ByDvKRA0zSMTKZcz1sNQUhIwdMq\n7KfEllWZwbIMPrlvDZ5/bQBqiCbZxZOixQuJkooGYok8Al4OAk/VD9NzhepVJf8rVbMn5bEMMT3b\nBH2Tt9zgFvt9777V5mdojJu8WFCNHdQJhVJ+Z6XahkJ+AXOpvEMJ1xjwlPy+5CX3qrkoKfDwLBKi\nvQ1PVdzb8AwsdIFtXN/gcBR9Z07Yvs+ipCCrp4+6mcwWY3o26358zv24FUEfj42rmrFxVbN5TFFU\nRGIFlduY3lqaSFvfG0qwRONZnDwfNY/7PZxJtvW2h/DQVQRF3Gi4zUdegdPnR7uf38R0umr1oaoB\nbvqdYhK3U1fripK1rZSFwLHzakd6b2Aah44NY2I6hbYmPz60tQsbVzU5HgdQFeSR/nFbq/xdO3pw\n144eiJKC81fieF/3ajNUj7m8gpPnojh5LgpCqC/gtj7aPtrdGihJtrq91kI8/zSABtUoKlDUulic\nWHqzqNxKkWoAcP5KDD96+QImLC2gK9qD+Pw9G/H4j05Cku2P1wAbEcnzrKvywao6W9vTaKZ7G3dW\nr8Chz+IJORRJQFZUR3J0sY9RHcsHDAFcQuxtICYD7KSCCWD7/t5IldhySYa/mWGMLr+Xw+7Nnfjw\nrd16kroTHMtgcGwWb7w7hslYBrMp2p5p2HywDCnsMyzeq6qsQZZVfPZrP0fILyDg5Rx7A0lW4eFZ\nB9lVaR1ZjQKtZEdQG4fmkPeaqMLqXoR11LE0sazItYV4O7g9J5ESAU2zeUDJimom25leaaoGTZ+H\n3eTJzxy6UEh9hG7wDUCVqDmnJFO/Nb+3cAMReBbpnASOKS17Nv6eaidhgWPQ2uiDY6U0tgAAIABJ\nREFUJCtIZSRk81SpVkyKNTf4EE/Q601nZVtKmhGEwLE0cXRl0Y21Wv8rgLbNZPIyMvoGjyEEAs+Y\nyjaj7eZmRjlPM2ocT73QBkei6FvRbt7QS/mnAaX9zm5d34pXjheCOIzkxp72oC39cWI6jcHROL74\nmVttFT0rBJ4BYYiNQDLg9ZSebhaywLZ+NzU4v88GOdsA+j3JiTJyeaWkN12hfbnoeIOv5DWUA8sy\n6GmjyaJ7tnSaxxPpvC2pdDSawsRM2ua9lMnLZvsggCVNrgHuBYunXzjjSEFmWWJX/5RByMe7+quE\nihRfq7upn6QBQ2XJ8ywkl7RRt41m8X1gKp7Bz94YRMC3CRtWNJpzJuBsLy5ulRd4Ftt0zzXtHg1j\n0RRtHx2cxtB4wvTyHBydw+DoHJ57bRDNYa+ZPrphZZO5qaj0WrWAm5+bTeWmp5bynDPVcDEjk5PM\nkA0r4skcnn3lIo6ftZPdD3xkLT5yWy8YhsDLc5Bku3qIgKocDTSHPYjMOOeTprDH/G+BZ0wVkvHO\npbISeMv8KkpOFa6iahXblOu4edHTHsJwpDy5aijY3FS2Gui4isxkEA7wN1QlVveEWvpY0Srgnn3r\nsWNDW8n1OccyCPl5nLsSxzOWbom8KJsWNISUbqcHdBJPo+vauVQeIT9v83I1Cs3FsK4jrQo0ozgd\n8HFI58or0EqNUyPgq9Yot1+to446FjeWFbm2kNYzt+eEAwLiiZy5KZMVVfdGK1QINY1WscvJkwfG\nZotSH2E+FwTmc5obvGZlhGUImkIe2jpa4rwLBc+xaAqzCOvtT+mc5CDFTl+aMcm2oI+HJKsYHJsz\nN8SyoiGRlvDBpRi++f1fY/fmDtyxuQPhgKfUy1aEqml6u58CpCnZlswqSGelm7aNtNJYNf534sQJ\n7Nq1y/x9Of+0UuSaKKmONMdwQMDlsTkbeWH1vSjnCXfyfNRhBM8yBJlc6VaWcgvsUtW7+XyfKQkg\nIOSni7dcXjbbR42rLG5fNrB3e3fJ614IwgEPNq/xYPOawvdKklVEZtIYi6YwYlG5lWv/Wcoopa79\nb9992/XxhFDPSOtji4MzDNy7b7Xt56HxhKOdIxzgEY2lYbUtMsZ3XprGY08f19WQ1JOo1Fh7/eQo\n9mzptM2Z1bQXF/4ugt6OEHo7QvjUh9cgkc6b7aNnhmJmK2IskcNrJ0fx2slReHgWt6xpxra+Vrx3\nMer2Uq6vVUvYVW6F46x+z+M5FgLHlCXUbxQyOYkmLhepWWVFxeFfj+CFty7biKt927vw4EfXmZu2\nkF9AMMAjJykOtW/QV1A1xBJ2H0YDccvx9y5Ou6ZC918stFiVIpuVouN1lcPywe/evwV/84Pjle8P\nxL2FGSi0hs/M5dEcXlgBqRaoe0ItfXz6Q03YurnT9Xc0UE0wCw/Ffr3FxU7Dh7USGELXmNZ1wd7t\n3Tjqcv+1kmRWBVo6k0HATwm17lYOzeHSCrTrPU7LrW/v3rx0ilh11LEcMa+V7+zsLPr7+wEA27dv\nR2Pj4jFtrAYLaT0r9RxZ1cCyMMvNxVOdBg0sw5SVJ8ty6Va1Fe2FBBxRUsyk0q88/poplTaQyUl4\n90IUX3n8tZosqlmWQUPQg5BfQCYvI2VpmXFToH0wSNulxqZSyOZlczNwZSKBKxMJPPvKADatbsLu\nLZ3YsaENXuHqNlyqpiEvqZhN0U0KyxAIusn9zdJGutA2yVK+ZuX8ziIzaUeaIwBcGk+AdyEur0QS\nOHhgQ0lPuJMXomAYoifp0g1jJd+mUgsXACWrdwt9j1im0BKtGcRtXsa2vlYApduXryV4jsGKjhBW\ndITwIXQBoC0Rs6k8xqduTu8ZN3Vt8dxW+AVsac3G88enUnjz1DhEmap979zR7SCRIzNpW9qsgWg8\n6/BsUzUNcykRE9Mpmxoym5dtqiTz3PpYs86Z8UQOhBDH31JNe3E44MG+7d3Yt70bkqzi4kicpo8O\nTGNa9zjMSwpOXZjCqQs0LEPgGN0XjjXbNat5rWsBRdWgGIUQAD1twQrPuH7I5WWzDbkY54Zi+NHL\n521Ks5UdIXz+no1Yq7dosgxBc9gLgWexrrcJeXFaL0gADAOE/PY2IklW4NY5a91MJjOimQpt9c+0\nztelvhNWRVI9cXH5IeTnoWnl/deMboiKuMF79bon1M0HD88i6Ocd6/1iv15jGiMABF31Vk6VK8qK\nWYTIi4pjXbCut7EsAVZSgXagsgLteo7T8uvbxXNfraOOOpyomuU4dOgQ/uRP/gSbNm2iccsXL+Iv\n/uIvcPfdd1/L66spFtJ65vacRFq09fVHZjKmDxoB9A0OXBVV1tfiOQaKS1sTAIufmoB1vfa+/8HR\nWbPqY8ioPTwLTdNquqhmGFqJD/p4ZHKS3grqvN6tfa3YqhMTiqLizFAMx05H8N7FKYgSbW09czmG\nM5dj4DkGOza0YffmTmxe0+wwMl0IFNXu2WZtIzVaA5caFupDEvILSLq0ZBa3ylXzWuX4sHJVvJYG\nH4YnEgUlJjRosoaWChttt4XLY08fL5lKWguvFkKIaVgPAM0NXuzZ0mn6f9xIEELQFPKiKVQ61fJm\nA68bcFvfeQK4fodPno/iykQCKzoK4+rKRAInz0dt44jOmU6VJc8xKA7cUxQNhOhzuigjmc0gHBAg\nySp8LuLb4rHGMAQ97SGMTyWhabSybpAj820v5jkGm9e0YPOaFjx0YAMmptOmT9vg2Jy5KRFlFaIs\nYi5NCSCfh0VnSwCipCzJua/WyOVlJDKiIwQIoInA//rKRZw4Z2kB9XJ48KN9uPPWHrMoEPDyaAgK\npk/V6u4w3v5gwhw/qgokMxJWdRfsGXiu8liuZr5mGaIr2+znsbbg1hMXlxcOHRs2CwYDo3OVnwCY\nRK+Vq1VUFeGAp2IqYh11VAuvwCLoF+Apce8p5deroUCcGXAbs/Sx1LrEzce3kmf2gd0r8fCnNuu2\nKhl0twYXpVKy7kVYRx1LF1WTa3/7t3+LH/7wh+jr6wMADA4O4vd///eXFLm2EG8Ht+dIsoqWhsJO\nKxwQaCWGEDSHGAT8fr0FzslOWF+rr6cR54fjlpYQeoMxbiiGN5DVT63YP0iUaJpOMXlS60W1sZAT\nJdqOafUYsoJlGWrC3deKnCjjvYvTOHY6grOXY1D19J9fn5nEr89MIujjseuWDuzZ0ok13eGaGWTb\n2khB30+DaCtHMi0mLNSH5JP7VlfVKlfNa/W0hxCZdlbPjFTSklW8EkqLaqT+xSiXSvrIb26ruVeL\nR1dANgQ9pk9bNi+7bszrqD3u2tGNV46POGbOO3c4W3OrJRTcPdfy6GwNQJIUW6iCrKrQ1EIaszHe\ngn5n2hngPtaM7xMhlGwzknOvpr2YEILutiC624L4jQ+tRior4fTgNN54bxyDo7PmV05RNaSyMgZG\n5/DVv3sdm1Y1Y/v6Vmzta1lWJC0NKnBv/wSMFtBhvPDWkKmSIAA+fGs3Hvxon5nWyTIEjSGPQ33x\n7rmoUxKkAe+ej5rKyc1rmk11oeUhuGVNIfSkmvna8Ncq/k70thd8TeuJi8sL1s9b4BmIJQgLAA6L\nButxlmGQzkrobqtv2Ou4OngFur6uVNAp9us17pEGjHUiIZVbRBuD5e1mSil6H/7UZjz68O0OW5XF\nhHJ7AC014vKMOuqoY7GganJNEASTWAOAvr4+eDwL99G6EVhIz3y5pLvITMYSycyDZQgYIpuVkHJp\njwCVIZtpoYoKRfdu4znG/Dcc4PHuuSiGxhOIzKQRT+YR8HHUc03fAHIs46g8Do7NOao1tSDbDCVY\nWFGRzEjI5KSStz6vwGHPlk7s2dKJRDqPE2ejeOd0BEN6ylkqK5k+Qm2NPuze0ondWzrR0ewvccaF\nQdNgkm1LhVyrNFbtKZnHzc/X2Ni9ZEkLvVdPCy3lybNzYztef3fU0V73kdt6bePT8Pc7WMK7zcBM\nIkd9hFSLjxBDELOQZNWiXCqp9T26FhXIgk+bAEVR9TFk92mrY+FwG49/+PmdmJnLof/iNFRNA0MI\ntq9vxUdu63XMZ6UIheK5L57IoaXB6xjHIR+PnB7AYmBoIuHawswQYla7K907ir+7xrjcurYFyYzo\nGsIwXwR9PPZs7cKerV3oH5jGoXeuIBJLIy+qJlkkySpVug1S/66VHaFCkEKp9tubBLNpxUxhLcbZ\noRh+XNQCuqqTtoCu6S6kdHoFFo0hr2tIw1AkAVXTLOnZGogGW4In9Rlikc0XPm+fh0XYcg+yztez\nqRzCgcJ8bcDqr6VpdNMZ9PH4nfu3mI+pqxyWF6yft8CxruQaIVQJZKhZaSI9Ha/FKfTV3tBKrTvm\ni7o/4M2FxgCHliqV2cV+vQwBQApDkI5XmuzNsdSzWpJVk4Azbl0+DwtZUcvuc26EordWY7vcHuDE\niTq5VkcdixlVk2sHDhzAk08+ic9+9rMAgGeffRYHDhyAJEnQNA2CUJ60UBQFv/Vbv4WOjg488cQT\nmJ2dxR/90R9hbGwMPT09ePzxx9HQ0FD2HLXAQnrmi59TnMgoyXTyf+gTG9DXmMSuXbsqpj0a5zVS\nHyOxNMan0xA4xkac5UQFF0dnTQ82o4WkpcEDv5c3CT6rj4zRRmcsviamU3jip/1oDnuRl5SrmvCL\nbxx3374CG1Y2IZ2VXFOpDIQDHnz89hX4+O0rMBnL4NjpCI6diWAqTr2Bpmaz+MVbl/GLty5jVWcI\nu7d0XnUQwlJHqbFaKSVzXW8jNq1uNj+jdb2NZT15BkZn8eYpagJreF68eWoc3W1B2/is2sB1gft2\nt0VJuVRS4+91C3aoNViWQcBHSXRVT+qjoQhK2XFfhztOno/i73500gzRuDw+h9OXpvEf7lyLVEbE\n2p6CWjcay+CJn75neqYZY9crcMiJsu28bnPfyGQKLQ1eh/+lKCsOwiyWzCGZoot+TdNAVFX3dGTm\nde8o9diWBh9kRUUyIyKbc1f/zhfb9RRRA5OxDN4fmEb/wBQGRubM8Tk8mcTwZBK/eOsy/B4GO0bO\nYPu6Nmxa3XTVPpiLDW5KndhcDs+8cgHvni+oyQJeDp8uagElBGgIeBDwuasVgeoSPC+NzUJVYWuP\nUlVK/lrx0P4NeGj/hrJzmOGvZRTzQkVKynri4vLCgd0rzSTvdCnPNa3QgqyqwKbVzciLCtJZ0dEi\nXypB24pK645qUfcHvPlAw9yqw4HdKzE4Gjd/VlWqzBYsooKQnwchBH09jYjE0hidpH7OVvluLq8g\nOps1LT3cxtF8FL21IMVqPbbrXoR11LE0UfWK+jvf+Q4A2h5qxbe//W0QQnD27Nmyz/+nf/on9PX1\nIZWim54nn3wSe/fuxSOPPIInn3wSTz75JB599NH5Xv8NQan0uSvjCfQ10tm/OBGH5xgIPIvv/OQU\nGkMeh3IIAL7292/i4sis+TqSrCKTk20EA88xkGQVibQEv5dHOMBjZi5vM55PpEWEA4XFdyYnY2Yu\nh0RaRGeLv6aLon9+6Swe/tRm3LahDZmcjFTWvQ3Hio5mP+6/ay3uu3MNhiYSOHY6guNnJ8047iuR\nJK5EkvjXVy7iltXNNAhhfduiTJ67EShXjQNQUJvJKiam0xgcnUVz2FvSu+zMUMz1fC8dGcJTX79n\n3jf3lgYvhieT5s8aNMiqhuZwaRVFqUVJc8gLaJprKumNAsMUfNo0zSDaqKrtRvu0LRU89b8/QDyR\nN8klWdEQT+Tx7CsX0d1qHyeJtAhFUYvGgOA6HxTPfQCdMxNp0aZQA6iqp3jx+rW/fxPn03Hb40BQ\n05ZKjmXQFPIiHNCQyojI5OSaErQdzX507F6JA7tXIpOTcOZyDP0D0/hgcBqZHCUjM3kVR/oncKR/\nAhzLYOOqJmzra8G2da1VKxCWCiRZxaFjw3jx6GVT4UNAW40//dF1toRPnmPQHPZWTKAu1SZuPV5O\ndTsfWP21rLCqL3ZubK+olK/jZgNda5aaOaweVixLpUHWpEQrrArHWqRzl0PdH7AOWxIc0aCqtDjB\nEGLaNqxf0WiGFfynP30R2bzTcaQ4MRmwj6Nij2o3H2ugdqRYfWzXUUcdwDzItdOnTy/4RSKRCF59\n9VV86Utfwj/+4z8CAA4fPoynn34aAPDggw/i4YcfXjLkmlv6XCYn490LUQwMA31njuPM5RmkMoWK\nYl5SkM5J4FgGDUGh6slbg2ar1hj+bsYi3riG5gYfRElBZ3MAmbwMv2XjmdDVbsUbgloviowExlye\nkmzlEn8AWq1a092ANd0N+Ozd63F2KIZ3LEEImoaSQQjLGeWqcc8cuuDqUTY9l7UZxVq9yxaSMFoO\nIb9A20IVS1soSxAKlFa3lhpbIHDdWBqKjFq1qSwUhBB4BU5X/nhMRdtiCERYzBiNptwsq0zyx4q8\npECWVRBC/SUlmbY+EkLwyG9usynPiuc+ALQAkXC2CJZS9bilN16LND2WIYVU5pyEVFaq+Zjxe3nc\nfksHbr+lA4qq4vJYAv0D0zh+ehSxFJ2fZUXF6UszOH1pBj96+QJ62oLYtq4F2/pasaa7oWLS72LG\n6Usz+PHL5xGNF9JTV3eF8fl7NmJ1V9j22KCPRzggVOX9WTLU1nK8kuq2WlSjvqhGKV/HzQNKuHLw\ne7nqAg00IJ7M4+CBDWUVjuVIhlr5+tX9AZc3rGMXoGuBvKiYAW0mGWyZhjN557oAADSX+6V1HLn7\nrdp9rI1rcsN890j1sV1HHXUA8yDXWJbKyxVFgaIUSJNK7aAA8I1vfAOPPvoo0unCBDMzM4P2djpp\ntbW1YWZmpqrrOHHiRLWXfM0gkDxi6cJkn5c0JDMKWBbQwGFgOIp4UgIB3agBgKzSTHRFVZHOFLxe\nnvn3U9BSLQCA2GwCAS9BJq9AUQCWBXiWQJHtzwl4aXpYNptBU5DDh7YFsK6roKyYiamIpQqPz+ut\nUywL23kGRzLm+1nN+zo4HHWtklrPY4WsaMiKqh66UB32rAVuW9mCy5E83rucQXSOXrs1CMErEKzv\n8mIifhKdjfy8ghB6Pv6hqh9bS5R7fwcmcnh3MI14SkZTkMNtffbPsxjF48/4TFtCHAZHc44ERIB+\nFm7S/VQ6Cw8HZPPOJ/k9zIK+b7HZBEI+Rh/HBCxLzxWfTZQ8X6mxlc0CH9/egFOXCu/PjrUBaKkR\n/PjnF3H4vcLGYmA4ioHhKPbf2lD2/btekBQNoqRClLWrJk0W47h1e1y1Y7nc+2GdowCaQKwBJnOh\nQYMsa4gnMtBSI7h7M4ERTV889xnobGThZUXHGCr2LrHOwQBAiAq/hy07dmsFTdOQkzTkRPWaErMb\n2oANH2vFXFrGUFTE0GQeYzMijJccm0phbCqFl45egVcgWNXuwZp2D1a2CfMmhm7UuE1kFDz2j2/i\nUqRAqnp5gr23BLF5hRepmWF8oC85GIYg5GXBc7UhEY1x0uRTkctRlaBxP/d7GDT51ZJjye148Xxv\noCXEmY9/5s0ZpDPOx1jXF9cCi2E9Nl9Uc803yuS82nFR6n7pgAZohHoDptJZaKkRfGg973o/PXFi\npOw4EghKrjvmMw6qGc8LxWIcj9fzmm6kOX+1f2fx2JVki4etMV5VDRPROfOchkeodYY2nlO8XrCO\no5MfzCDgdc7B754eQl9j0rxut+9TXlIxFk3gi3/xQlXrcuDaju1iLMaxXi2Kr32xzbe1fs71xlK4\nRmBpXGe5ayw3bqsm115++WV885vfxMTEBAA62VXTDvqrX/0Kzc3N2Lp1K9555x3XxxBCqiZIFkOy\nCwnaq3vJmQwYhkFz2ANNlRDw+8HOJanM2WgvURWAACxD00QNiBox/6a+M8cxMZ2CVZeVyUlIpCXb\ncwIAHv7U5pIVFcf1ZakvW3PYY1MAdbcGsWvXrqr9qozrK4ZxnlJYiMeQ59IMzk8MoIdXkcnLSGdl\niKYPnYb3r2Tx/pUsWht92L25A7u3dKKzZfGaN5d6f06ej+Lti2cACPD7BeRV4O2LEtavX1/V55vO\nZMyxcfA3NuOvnz4OVXNh11SloMKxIBjw4u47Vrom1j3wsQ3Ytat8eIEb3MYxUH6clBtbn7vvdnzO\n5TmHnz5u/u3W92E47sHn7rvx84QVkqwgm1eQzcsV26YXE6qZF4z5Yz5jmfnRmC0hzDxOYJvrAECL\n6wRq0S1CA3FcX/HcZ6DcfGmFdexax1SlOa6W0DQN2bxcMumyFvjggw/w4T078GH951xeNttHT1+a\nNlv0c6KG86M5nB/NgWUI1q9oxDbd462tqbbBM7XED1+dhiHUJgDuuq0Hn/5In8NHzefh0BD0uIYW\nlH+B0ZK/MsaJMRaL58GDv+E+Fkvdh0uNaet5/vmN1xBwCeuxri9qjcWctFcKi/2a3a7N7Zpt98tY\nGeWaPqxVDeB4Drt27cIuwPV+CpQfR7997y0l1x3zUfdUM54XgsX42S7Ga7pWqPbvLF7rkbkECKEd\nDjxXWKMyLG+eM/yLKcSL1OdEo4WR4vVC8bzY3CA45mBjXjQ+n+JryuQkpHN58BwHv99f1bocuHZj\nuxhLeVwtpmuf73UspmsvhaVwjcDSuM6rucaqybW//Mu/xLe+9S1s2bLFVLFVg5MnT+KVV17B66+/\njnw+j1QqhT/+4z9GS0sLotEo2tvbEY1G0dy8dFr9ilNcQAoBA2l9U+IRWORFxfRIYxkCTaMbp5HJ\nlOkdta63yTyvmymx38tj/+5VuDKeWHDC6eruMGJz2ZKtddVioabJhsdQyK8iVSFh1MCRfmqwz7IM\nQn6a2Ehl4wSyopptPtOzWbxwZAgvHBkygxBuv6UDDRUiuhcLFiJHL5eSuborbPPtMxD2Cwj4OFfv\nsnIJowvBQsaJ1aDZen3lnrOUJPg8x4LnWIQDdBznRBnZnGwLIlnqmM9YXtEexHAkaZsHCIAVHSHs\n3d5t847iWEZX/drTZ918sRaSCG3FYjCGJ4SYrdCUZBNLenzVCl4Ph52b2rFzUztUTcPQeALvD06j\n/+I0xqbopkNRNZy7Ese5K3E8c/giOlv82NZH00f7ehvAupD3NwrG27Wmm7aAruq0twFVE1pQDgTu\nXldWiu5qx+J8zlNPC11esN4vK8Fos2NI5e9nuXFUq3TuWn0v6liaKL7HEhCqTCNawSNQDxEysGVN\nK05fmjYDkFiGIBwQ0N0aRHPYe9XzYvE1Gd+rcJGVSaU20frYrqOOOoB5kGttbW247bbb5v0CX/3q\nV/HVr34VAPDOO+/gqaeewt/8zd/gr/7qr/Dcc8/hkUcewXPPPYf9+/fP+9w3ElYj7MeedqpuwgEB\nCYhmQl0skUM8mQenb0AM005r73+1E/PJ89Gy8dPF12c8pxaL/KsxTeZYBo0hD0J+HqmsVNbIe3o2\n6zjGcwwYhuDr/8cevPLmKUzn/Es+CGGhBFGplMyDBzaUIKlW4Wj/eEmC1UisqwV2bmzH6++O4s1T\n4xBlBQLH4s4d3VWME2L7p5LR1VLdUPIcA56jhLGsqMiJ1KdNlJSqlZ2LEfMZy7/7wFZbWqixWP7I\nzl6Hd1QyI0KUFLNtUYMGosFBmBi4moStWm0gawUjOCMnykhlKvtY1gIMIVjb04C1PQ349Ef6EJvL\noX9wGu8PTOP8lbippovMZBCZGcbLx4bh93DY0kd92rb0tSDgXRhpVSt4BYKD+zdh7/Yu05rBQDWh\nBZWS43ieMcMRbOcuaputVdpbpfMsBlK4jusNOq4ZhpRQAduVQAJfuSheaRzVKp27noK4fFG8z/F7\nOaSyEhUfGCsgQvcLxj7Hw7PwCiyaw/Z7/sEDG1z3R8bc7eFZZHJSRWFB8TURQoO5ikOQqinc1sd2\nHXXUUTXr8IUvfAHf/va38YlPfAIeT0EVtGbNmgW98COPPII//MM/xL/+67+iu7sbjz/++ILOsxjg\nrjjjsH/3SlNxxjJUvSVKCiRFBc/S1Jor4wnb89wm5uKbRSyRMyf9aoMRajHh18o0mWWZgpF3XkYq\nIzo8hlobfZiKO72TWht8IISgo4nH/q0b8dn963FuKI53Tkdw6kJ0yQUh1Jog2rmxHV/8zK2uROq6\n3saaVtRKbUB/cvgC3jxFlYcCRxf0b54aR3dbsCSBV2xya6BcpfBm2FByLIOgj0HQx0NVNTMQIScq\nNU2QvB6Yz1jeubEdX/78Tsd4dFO/8RyDnGgnlVRVQ0fL1bcllhrDtdhA1hJGaIYoKUhmRMf7cS3R\n3ODFx3b24mM7e5EXFZwdiuH9QZo+OpeioSeZvGx6YjKEoK+3AdvWteJ37tty3a7Tiv/0sVbcfmu3\n43g1oQXVJMdxrDu5Vill9FqhrphYXrDeLydjGbPAaAUhAAjMtWZfT0PF89bHUR3XA9b9yNf+/k2c\nH47bkj9VVUM0ljHJ4ZwoA6DhUaKslBUeWOfuap9XfE1ugglg8Rdu66ijjsWBqsm1WCyG733ve/jx\nj39stoUSQvDqq69W/WJ79uzBnj17AABNTU34/ve/P7+rXaSoRu3wlcdfM005rahUCSm+WQxNJPQW\nIXtVZSFRz/NNWqx1zDTDEAR9PII+3kzLM9qf9m3vxvOvDTies3e7fcPEMgy2rG3BlrUtyIubcOri\nFI6djuDs5RhUTbMFIQR9PP7lv39q3td5LXEtCKJSRGotK2rlNqAvHhlyfc5LR4awrrfRlcxYiIJv\nsamMrhYMQ0ylEgCIEvVoy19HIuVqMN+x7DYef/Ci08Mz65IUxjAE/RenF3ilFNWQKIsNAs+ipcEH\nSVaQzEiu7821hEdgsWNDG3ZsaIOqaRiZTKL/IiXarkSoQbSqabg4MouLI7M3jFzzCnaSi2UImsJe\neKpQ7xw6Nmx6nVrVv9b7XCkvvBvpp1hXTCwfWO+XbgnLBla0B83/rnZNUR9HdVxPxJM5xzFV0yDK\nKiIzGdsc3Bz24tGHby95Lrc9it/LVXxeMW6Gwm0dddRx41A1ufb9738f//5usm3NAAAgAElEQVTv\n/46Ojo5reT1LFpXUDgtVKNGFvoxEmvruSLIKliVIpEUbuTZfnynrxlJD6Y2lVdkxMZNG2C8sSCpd\nCYbHUF5SkMqI2LKWJpwd7R/H9FwWrQ0+7N3ebR53g0dgsWdLJ/Zs6UQiLeLE2Um8czqCoQmqDkxl\nK/uTXG8s1UpxOaI1mRFdfzebyuOJn/abY3liOo3B0Vl88TPby34/yrVoLUaVUa0g8GxVrTyLBbUY\ny27jwKhoW8VGqqZhNmU3OJ4viudWuoAX5lUsqNQ+eK3AcyyawywkWUUqIyKbrz4splZgCMGqzjBW\ndYZx/11rMZvM4329ffTsUOya+8RVC78eWsBUGVowODaLqdkcFIV6/EmyirykgJCCl6VbG16543XU\nUUt0tgQwODprttW7QVE1MAxZMmuKOpYPfnL4Al7UPX4lSQUhsLUwi5ICRS+OAwUbHesc7IZa+fAu\n1XV5HXXUsThQNbnW1dVVJ9YsmO+mqtpKSPF5z1yeRqooGt2tOj5fuXI1KrRiZQc0YGYuh2LVXC2l\n0h6ehafBB1lREfTx2NrXgoV0x4UDAj5++wp8/PYVmIxl8OszEZy6MFWz66wllmKluNwiJuQXkEy7\nE2x0/FDQBVMOzxy+gIP7N+DvfvQuEum8xYPLg73bu5ecumg542rHsus8WcI9vthLa764NDbrOh7z\n0gwee/p4RUXvfJVv14KI4zkGTWEvwoqKZJVhMdcKjSEP7trRg7t29ECUFFwaK5NieB3AEILGkMdU\nglaLdFFKqwYNsqLZijMMQwDFxedqvqmjNcSNInrruP5Y3R3GsdORso8hAL715Y9enwuqo44q8ZPD\nF/DDl87ZSWENAFSzrb7UPcytFd+KWtqsLMV1eR111BL3f/X5eT3+Z9/69DW6kqWHqledO3bswKOP\nPop7773X5rl25513XpMLW8wot6kqhWoqIW7nnUuJICDmop1lCGRFg6yoltRRYd5y5WoqPMUEXDjA\nY2Yu71DNXQupNFeFL1u16Gj247471+K+O9fW+CqXL8otYvZs7cJPXr7g+F0pLuTKRAIDo7NIpkWo\n+tpJVYFkWsTrJ0dtFU0DC21FroT6BvX6odx7bZ0nJ2MZV9Vp0H91pvl5l4W6qmqYS+UxMZ0qq+gF\n5tcmf61bUFkjLCYgIPX/t3fv0U2V6f7Avzu3lrYUaKWUch1AUEH5jSBCvYApdIBSWloQUTjndNas\nojOCFY86gOM5uhjkoqJ4OcLMYXQhImihQcE5I3SsYil3B5FLsa5SSmnRQgm95bp/f4SEpknaNM1l\n7/T7WYul3U3SJzvPfrP3s99LoxENzSafbkr4i0atxG2DQzfHpUalQEJcFJQ+FLuMZvfDsFte2KkU\nChjhZs61ViumBqs9keMQZ/JdeZX+xurf7m9iAZ4LFEShlL/vnNtzeYtVhFW0QKkQYGu2Xdvu9nry\nczgnEUmB18W17777DgDwv//7v45tgiB0yeJaWxdV2js8n8y3dyfE3esKggCLRbx5R1ywnTQ5/5WO\nn0Z5c4endQHOvuLO9UZT0IYbtJyXrclgRkNTcFbMo7a1dRJjz4e/3+j23/3GqrI7//mjx6FiXxSX\nQ6EQXHp+XPy5HoP7uq4K6Y+hyK3xAjV42tvXLff3ms1H8MNPtS69Gkf+yvMQcW9o1K5FW4tVhFLp\n2oa7K5h1ZAiKv+er9ESpEBw3JRqaTWhoMvl8U0LOYqOUPhXWANs8niql6BgWKkCAUilA1SIvrBBd\nOlTafr65JZjtSbDyi6Sh7GIdGprMUCoUMFvcnw+Frg8lkWeNbcwTal8Ay2q1IrqbCqIIpwXg2luU\ng8M5iUgKvC6uffTRR4GMQ9Ja330uu1iHKDdDTWwXVTGuL+AldxdrEWolDLBArVLAZLZCFEWolQpE\naJRIbLFaXkdPor25w+OuABcVqcaw/r06NDmov9gnezeZLYhQKyAAOPlTLYpPVOGXuibc0rMbktuZ\nl43c89TDoq3VFAHPJzEPpwx3WRn0+JnLOHfBdc6MQYmxOFfpfi4NT3WBQKzaxAvU4GlrX9t/b8+5\nwUmxKKusg9GkcsyNFqlRdvpu9NB+PQHxqtPE9VZRdDvpvbuCWUeGoPhrLhhvKRQCukdpHDcl6htN\nMIVwsn05Gdw3FmcrrrpsH5R4s8ivUipgUbkrwN0s2AazPamubXC7CEOg8otCy2iywmoV2y6ct6iu\nsUc2yYVapUB0NxWMJqvTNU5jsxlX9M1Y8kZRuzksAhBF9t4kotDwuri2f/9+t9vDveeau7vP+noj\nIIqOnlx2nb3gd3exFhutgb7B6PiSuVBT79jeUmcm7PS00qJUu1irVUp076bExV8a8Pk3ZbCKIkQR\n+Plqo2OFURbYvOeph8WPlXU4cKLKZTtws3dRR07Q50wejg07/uVyAThn8nC8tf07t/O0de/mfuhf\nIHIw2AWQrszTvi67WIeqPTfbwEu/1KOssg7NxtZ3uzt/2jx53EBc+qXeqR2vrm10aVsB9217R9pH\nf84F0xGCIDgWi2k2mFHPnr/t+vVtCTh7vlVxTbRttxucGItzF+qgUDn3DxrUopdtMNuTCLUSFdU3\nF/iwTwAeF9vN73+LQk8UrTBbPRfLBQCxUbZ2jD2ySUqiIlVuV7gVBGBAn5udE5oMZiTdEoPqKw3Q\nqJVobDY5zgPaWoCNuU4UGh2dow0fVYbtPG1eF9feffddx/8bDAaUlpbi9ttvD/vimru7z/aCV+vi\nWsq4gRDrLzh+9seiB1GRKqSMG4jzVXpUX2lAbLQGapXCZcXOzkzY6WmlRal3sf7nkQtQKhVQiCKs\nom2+JFEUceBEFYtrHWBbNdG118Pfi8vRI8a10OBrz4u7RyRgYdZot/k0LXmw23naZk4cimH9ewYl\nB0NVAOmKPO1ro8kKUXTORbPFNtFxy7vYQOd7ALlr3ybcleRUULZzVzDrSPsohRsVkREqREaoYDRZ\noHEzjyHZlFfp0T1afWMlRkChALpHq3G+Su94jO1GwY2Vj1sMW5rToreuJNoTjg0MS4KgsPWevNFz\nsjWFQsDMiUMBsEc2SUu29lbXBQ0A9Ooe4fTz0H49HSNk1mw+gmY3w0lb57C3uW6/Nmtv0SIiIl/4\nPCz07Nmz+OCDD/wekNS4u/scFamCIAiOuyotL6qOHrUV13y5g+LLogd2gbpI82XFnGANQbB/NoIg\nQCnY5huyWkXU6pvbeSa1VHaxDrXXXHs9WEXRbXHNm54XbQ0ndZcL9iGkredps28PxomPFAogXYWn\nfW0Vrai9dvMk2mS2wmi2wOJmZcbqKw2dbmvc5aO9mOupR297z/f0OEAaNyo0aiVio5RI6NUN+gYj\nmo3sydZS2cU6XG80OS+u0mhC2cWbQ9dtNwruavPzDGZ7YjBZEN8j0qXYZ2QvxbAUoVZAIQhQqGzn\nPC2HfAuC7Rx1WP+eANgjm6Sl9blehFoJpVJAXGyk0+MGJcVizeYjqK5twKXaBsRGaVw6FbTOYW9y\nveU1VHuLFhER+aJja9S3MGLECPzwww/+jEWSPN19HtqvR5vzjvl6t7C9izVvL9JCNcdGMLtlu/ts\nFApb0TOhVzfUN5rQZDBz3oV2eFreXOFhec/2el74mgPu5mmzv14wcllKBZBw52lfv7X9O5fHChDc\n9s7QqJUBa2sCMWeLLzcqAkmtUiK+RzeYzBZcv9FWEtDQaIK5RbFChAizRXS7Ym1beRLM9sT+XeiP\nHu0kfUP69YQo1kHfYFsZGLB1UhQEAWqVAs1GC17fchQJcVG4et0AjZ9GOxD5Q+tzvWNnLzu1k4OS\nYrHvUIXtZoHZCovVCoPRgt49uznlcesc9qa3MHtyElGg+TTnmtVqxffffw+lsu1lkcOBr3efA3m3\nsL2LtFDOOxDML662Phu1SolesUrEWqyobzKhsdkMq8gymzsRagWuu9keE+XbfGf+zIFg57LUCiDh\nzN2+dpeL7lbvBOCx8tWZtqYr3tVWq5SIi1XCbLGivtGExmZTl74hYTS77+3V8iaEt+1SsNoT9rrt\nWm7OF6nCTxf1gGA7YpVKAVZRhNlixfVGE3r3EqFRCai91gwg0qkwwdwgqWjdTi59Z/+NnLURIMBs\nseLK9WZERd6cl611DnvTDrInJ5F0dHSeNrnM0ebTnGtKpRKDBg3CG2+8EZCgpMTXu8++zrfij146\n7oobjc0mvL39O/TsHhGUoZou2wPwxeXNZ6NUKtAjJgLdozRtLgEeTjqaQy3vgrccUjSsf08MSorF\n34vLoW80IvbGUM328safOcC7jF3LkH490WSohb7BAItVhFIhIDY6Akm9oxHXPdLpOP/wi9NuX6Ps\nYp1jOElH27qunG8qpQI9u0ege7QGDU0mNDSZwvKGRHvto1KhgErpbiXQm0VeT/NUhipP2Ou2a2n5\nef9UpXfcaDBbrLAfsiJEXKipd6y+aDJboVAIzA2SvPJqvWM1XHsbrBAEmNvJ4btHJODHyro2z1kl\nMRcmEYU1r4prVqsVjz/+OB588MFAxyNJvtx99uVOsr966bQubjQ2m2xzaglAjxhNp3pjtHdhEuwv\nLm8/G4VCQIyHlSflyNOErL7kUMu74C0NSorFgRNV6BGjccy9duBEFYb179nmPvdnDvAuo7x09ubA\n4KRYHPqhGkqFAsobc+43NJnw6xEJLkOG9x6qcMkze8HDvr2jbR3zDTcKmhrEdFOjsdmE+iaTy+TT\ncuVN+zi4byzOVlx1ee6gxJsrgXqap1IQ6lyeFyzsdRve3LWtzy4Yi/NrC1FR49r33F4KNpmtMJmt\nuKVnJF57amJwgybyQuvcNpgsTqvhihAhikCkWtlmDh87e7ndc1b28iWiQPOquKZQKPD666932eKa\nL3y5k+yp18Qn+0o7dMHaurihb7DNyaFWOq8Q19G77N5cmPCLK/COnb3sWKnOYDRDf/YyyirrsDDr\nLp963njKVV978fgzB3iXUT7aah8AeNWGlVfpEd8jwqVHUMuVGu3c5Zm+wYTYaN9XuGW+3aRQCIiJ\n0iC6mxpNBjPqG01OE6fLkTdt2q9vS8Dp8iuOXnsiRAhW23Y7T/NUetpO1Bnu2tYNO04gLjYSNVca\nbT3XWo+eb/Uzc5OkyF1uWywiWneaFgBoVG1PReRN+97yfNebRYuIiDrK62GhI0aMwMmTJzFq1KhA\nxhNWOnon2V2vicZmMy7U1GNAH9s8A972RGr5ZWUy206qWl90drQ3Rke/uDg8JTA+2VvqNB+FrddE\nMz7ZVwqDh5X/2vus3eWqp2F33rwW4J8cYLFWPtq6OdDcYkh2W21YdW0DoiLViIp07mXqLufc5VmT\nwYxuEa5fa962dcw3V4IgOD6TZoMZ9U0mGGS6CqU3PROPn7kMhSBAFOA0JOn42cuO3pOe5qnUqMN/\nHloKvtZta2OzGbXXmqFvMEIUbUO6LVYRSqVtbip3kyYyN0mK3J03eJhlFSqVwsNvbLzteW4/3z16\n9CjGjBnjVZxERN7yurhWWlqKuXPnYsiQIYiOvnkX/+OPPw5IYF2Ru14T+gYj1G6+UDrSEyk2WgO1\nH1aL6ugXFwVGebVrLx4AOH9Jj/83PMFvPW8604vHXznAYq18eGofzl/So09clMt2d21YR3OudZ6t\n2XykU/nPu9pti4xQITJCBaPJguuNRjR7KOZLlTf5VV6th0IhQKFwvsQ7f+lmu+tpnsqh/XoELnjq\nslq3rfoGIwA4evfa51NTqxSIUCthMFkgiiIggLlJkubuvEEQbq5+23LeS08r2Nux5zkRSYHXxbXn\nnnsukHEQ3PeaMJmtiO8R4fLYjvREat3t2q6jvTH4xSURbUx/5M+eN1LpxcNirTx4ah88pau7Nqyz\nOeePnOVd7fZp1ErE9+gGk9mK+iYjmprNslhh1Kv88OKNeJqnsiv3cKTAad222kcj2IfN2+f/M1ms\niI+NQO01K+J7duPqoCR57s4bBAgQBLh0LNCo2+65JpVzViLq2totri1btgwrV67EhAkTghFPl+au\nl06kRoVmo+sqlx0paPmr9w+/uKRhcN9YnLvgOnH2oMRYv/b0Yq8x6ghP7cPgxFiv27DO5hxzNrjU\nKgV6dY9EbLSI+kYjGpvNkl5h1Jv8aKt97cjrEPlL67bV3lstNvrmEHp9gwmCAAzr3wsp42JxvkrP\n3CTJc3feEKFRQqNWwGiyOs29OrRfzzZfi+0yUXhLf0bX4ed89lpGACJpW7vFtdOn3c+7RIHRupeO\nv3qd+aP3D7+4pGHO5OHYsONf0DeYYDDePPGYM9k2H5A/e3qx1xh5y1P7AKBDbVhnc445G3xKhYAe\nMRHoHqWR/Aqj7eVHy/a15YWdvX319nWI/KV12zo4KRZXrjU5Cmv2OREXTL+DOUmy4u68YcJdSThw\nosrlsd5c97BdJnLlS1GKfOf1sFAKDakVtPjFFXp3j0jAwqzRN+aFuoyhAxJY5CRJaKt9kEobRoHT\neoVROWrZvjJfSSrc3XhljlI4cHfeMKx/T+Y3EclSu8W10tJSt0NCRVGEIAg4cOBAQAKjm1jQotY4\nLxTJCduwrsW+wqhcMV9J6pijFM6Y30QkV+0W1wYPHoyNGzcGIxYiIiIiIiIiIiJZabe4ptFo0K9f\nv2DEQkREREREREREJCvtFtfUavkO7aCOOXb2MvYeqkB1bQMS46MxOcRzHEgtHimx75uyissYeupI\nWO8b5oH8dfYzZA6Qv3iTS8w3kprWOTk4KRblVXrmKMkOc5mIwlm7xbXt27cHIw4Ksdarkl76pd7x\ncyi+5KQWj5S03DciwnvfMA/kr7OfIXOA/MWbXGK+kdS0zsmyyqs49EM14ntEIipSxRwl2WAuE1G4\nU4Q6AJKGvYcq3G7f52F7oEktHinpSvumK73XcNXZz5A5QP7iTS4x30hqWuekvsF0479Gp+3MUZI6\n5jIRhTsW1wgAUF3b4H77FffbA01q8UhJV9o3Xem9hqvOfobMAfIXb3KJ+UZS0zonTWar7b8Wq/Pj\nmKMkccxlIgp37Q4Lpa4hMT4al36pd90eFx2CaKQXj5R0pX3Tld5ruOrsZ8gcIH/xJpeYbyQ1rXNS\nrVLAZLZCrXS+P84cJaljLhN1TvozurYf8FFlcAIhjwLec+3SpUtYsGABpk+fjrS0NHzwwQcAgLq6\nOuTk5CA1NRU5OTm4du1aoEOhNkweN9Dt9hQP2wNNavFISVfaN13pvYarzn6GzAHyF29yiflGUtM6\nJ2Oj1Tf+q3HazhwlqWMuE1G4C3jPNaVSiT/+8Y8YOXIk6uvrkZ2djfvuuw87duzAhAkTkJubi40b\nN2Ljxo149tlnAx0OeWCfOHTfoQpUX2lAYlw0UkK4Yo/U4pGSlvum7EIjkm6JCdt9wzyQv85+hswB\n8hdvcon5RlLTOieH9e+FlHGxOF+lZ46SrDCXiSjcBby4lpCQgIQEWyMZExODIUOGoKamBvv27cPm\nzZsBAJmZmViwYAGLayF294gESX2hSS0eKbHvm6NHj2LMmDGhDiegmAfy19nPkDlA/uJNLjHfSGqY\nkxQumMtEFM6COudaZWUlTp8+jdGjR6O2ttZRdOvduzdqa2uDGQoF2bGzl7H3UAWqaxuQGB+Nybwz\n1SUxD8gXzBsKJuYbSR1zlMIFc5mIwokgiqIYjD/U0NCABQsW4PHHH0dqairGjh2LI0eOOH5/zz33\n4PDhw22+xtGjRwMdJgXAj5ease9frnPqpYzugWF9I4MaSyh6eTFvbaSUB3LTlfOWeSNfcsxb5htJ\nPW+Zo+SO1PPWHeYyyTFv/em/uQBBQP33o/0D8rpt5W1Qeq6ZTCYsXrwY6enpSE1NBQDEx8fj8uXL\nSEhIwOXLlxEXF+fVa0l9CJwch+kFOuZ9m48gOirKZXvF1QjMneHb35Xbfg5UrHLaD4HIAzs57Qc5\n8WafyrH98EY451Q4vzc7X98f8807cosXkH7M7mJzF3OocrStmEKNMYWW3NpbQL6fj1zjBqQVe0fj\nCFjsLK4FlK+fWWc+74AX10RRxPLlyzFkyBDk5OQ4tmu1WhQUFCA3NxcFBQVISUkJdCgUItW1De63\nX3G/ncIT84B8wbyhYGK+kdQxRylcMJeJKJDSn9F16PGfvZbR6b+p6PQrtOPo0aPQ6XQoKSlBRkYG\nMjIyUFRUhNzcXHz77bdITU1FcXExcnNzAx0KhUhifLT77XHut1N4Yh6QL5g3FEzMN5I65iiFC+Yy\nEYWbgPdcGzt2LM6ePev2dx988EGg/zxJwORxA7F5zymX7SnjBoYgGgoV5gH5gnlDwcR8I6ljjlK4\nYC4TUbgJ6mqh1DXZV/3Zd6gC1VcakBgXjRSuBtTlMA/IF8wbCibmG0kdc5TCBXOZiMINi2sUFHeP\nSOCXJTEPyCfMGwom5htJHXOUwgVzmYjCScDnXCMiIiIiIiIiIgpXLK4RERERERERERH5iMNCiYiI\niIiIiIh8kP6MLtQhkASwuEZEREREREREBDfFso8qQxMIyQqHhRIREREREREREfmIxTUiIiIiIiIi\nIiIfCaIoiqEOwltHjx4NdQgUBsaMGRPUv8e8JX9g3pIcMW9Jjpi3JEfMW5Ij5i3Jkae8lVVxjYiI\niIiIiIiISEo4LJSIiIiIiIiIiMhHLK4RERERERERERH5iMU1IiIiIiIiIiIiH7G4RkRERERERERE\n5CMW14iIiIiIiIiIiHzE4lonXLp0CQsWLMD06dORlpaGDz74AABQV1eHnJwcpKamIicnB9euXQtx\npDYGgwGzZ8/GzJkzkZaWhvXr1wOQbrwtWSwWZGZmYuHChQDkEbO/LV26FBMmTMCMGTMc27rafpDb\nMRfOvv76a/zmN7/BlClTsHHjxlCH0ynhemx1teNFjjmp1WqRnp6OjIwMZGVlhToct+R4fLiL+a23\n3sIDDzyAjIwMZGRkoKioKIQRtk8K+Sy1z16KbZqcz607Qwr56S2p5bG3pJjv3pDzMSGnfS6Ha2O9\nXo/Fixdj6tSpmDZtGo4fPy65ON9//32kpaVhxowZWLJkCQwGQ+diFMlnNTU14smTJ0VRFMXr16+L\nqamp4rlz58TVq1eLGzZsEEVRFDds2CCuWbMmlGE6WK1Wsb6+XhRFUTQajeLs2bPF48ePSzbeljZt\n2iQuWbJEzM3NFUVRlEXM/nbo0CHx5MmTYlpammNbV9sPcjvmwpXZbBZTUlLEiooK0WAwiOnp6eK5\nc+dCHZbPwvXY6krHi1xz8qGHHhJra2tDHUab5Hh8uIt5/fr14l//+tcQRuU9qeSz1D57KbZpcj63\n9pVU8tNbUstjb0kx370h52NCTvtcDtfGzz33nLh9+3ZRFEXRYDCI165dk1Sc1dXV4kMPPSQ2NTWJ\noiiKixcvFvPz8zsVI3uudUJCQgJGjhwJAIiJicGQIUNQU1ODffv2ITMzEwCQmZmJvXv3hjJMB0EQ\nEB0dDQAwm80wm80QBEGy8dpVV1fjq6++wuzZsx3bpB5zINxzzz3o0aOH07auth/kdsyFqxMnTmDQ\noEEYMGAANBoN0tLSsG/fvlCH5bNwPba60vESbjkpJXI8PtzFLCdSyWepffZSbNPkem7dGVLJT29J\nLY+9JcV894acjwm57HM5XBtfv34dhw8fdsSo0WgQGxsruTgtFguam5thNpvR3NyMhISETsXI4pqf\nVFZW4vTp0xg9ejRqa2uRkJAAAOjduzdqa2tDHN1NFosFGRkZSE5ORnJysuTjBYCVK1fi2WefhUJx\nM12lHnOwdOX9IJdjLhzV1NQgMTHR8XOfPn1QU1MTwoj8L9xyKtyPFznnZE5ODrKysrBt27ZQh+I1\nuebQhx9+iPT0dCxdujTkQ1HaIuV8lspnL6U2TY7n1p0h5fz0ltw+HynluzfC4ZiQ8j6Xw7VxZWUl\n4uLisHTpUmRmZmL58uVobGyUVJx9+vTBb3/7Wzz00EO4//77ERMTg/vvv79TMbK45gcNDQ1YvHgx\nli1bhpiYGKffCYIAQRBCFJkrpVIJnU6HoqIinDhxAqWlpU6/l1q8//znPxEXF4dRo0Z5fIzUYg6V\nrrQf5HTMkfzJPad4vEjX1q1bodPp8Je//AVbtmzB4cOHQx1Sh8klh+bNm4e9e/dCp9MhISEBq1at\nCnVIsheqz15qbZrczq3JmdQ/H6nluzfkfkxIeZ/L5drYbDbj1KlTmDdvHgoKCtCtWzeX+RlDHee1\na9ewb98+7Nu3D9988w2ampqg0+mcHtPRGFlc6ySTyYTFixcjPT0dqampAID4+HhcvnwZAHD58mXE\nxcWFMkS3YmNjce+99+Kbb76RdLzHjh1DYWEhtFotlixZgpKSEvznf/6npGMOpq64H+R6zIWTPn36\noLq62vFzTU0N+vTpE8KI/C9ccqqrHC9yzUl7jPHx8ZgyZQpOnDgR4oi8I8ccuuWWW6BUKqFQKDBn\nzhx8//33oQ7JIynnc6g/eym3aXI5t+4sKeent+Ty+Ug5370hx2NC6vtcLtfGiYmJSExMxOjRowEA\nU6dOxalTpyQVZ3FxMfr374+4uDio1Wqkpqbi+PHjnYqRxbVOEEURy5cvx5AhQ5CTk+PYrtVqUVBQ\nAAAoKChASkpKqEJ0cuXKFej1egBAc3MziouLMWTIEMnGCwDPPPMMvv76axQWFuL111/H+PHj8eqr\nr0o65mDqavtBbsdcuLrzzjtRXl6OCxcuwGg0Yvfu3dBqtaEOy6/CIae60vEix5xsbGxEfX294/+/\n/fZb3HrrrSGOyjtyzCH7iTIA7N27V9L7Wsr5HMrPXoptmhzPrTtLyvnpLTl8PlLMd2/I+ZiQwz6X\ny7Vx7969kZiYiJ9++gkAcODAAQwdOlRScSYlJeFf//oXmpqaIIqiX2IURFEUAxVwuDty5Agee+wx\nDB8+3DHmecmSJbjrrruQl5eHS5cuISkpCW+88QZ69uwZ4miBM2fO4EiXLw8AABClSURBVI9//CMs\nFgtEUcTUqVPx5JNP4urVq5KMt7WDBw9i06ZN2LBhg2xi9qclS5bg0KFDuHr1KuLj47Fo0SJMnjy5\nS+0HuR1z4ayoqAgrV66ExWJBdnY2nnjiiVCH5LNwPba62vEit5y8cOEC/vCHPwCwzU8zY8YMScYs\nx+PDXcyHDh3CmTNnAAD9+vXDyy+/7JhTRYqkkM9S++yl2KbJ/dzaV1LIT29JLY+9JcV894acjwm5\n7XOpXxufPn0ay5cvh8lkwoABA/DKK6/AarVKKs7169djz549UKlUuP322/HnP/8ZDQ0NPsfI4hoR\nEREREREREZGPOCyUiIiIiIiIiIjIRyyuERERERERERER+YjFNSIiIiIiIiIiIh+xuEZERERERERE\nROQjFteIiIiIiIiIiIh8pAp1ANQ+rVaLqKgo7Nq1y7EssFarxXvvvYdNmzahuLgYvXr1gtVqRXx8\nPF555RX07dvX8fyioiLk5ubi7bffxpQpU0L1NqiL0Wq1MBqNKCoqglKpBADs2LEDS5cuxZ/+9CdE\nRUXhq6++wvr1652ed/DgQeTm5mLw4MEAAKvViieeeALTp08P9lugLqi99nbUqFGYP3++4/GrV69G\nVFQUFi1ahIMHD2L16tXYsWNHqMKnMNJWLg4fPhwAMGfOHBiNRuh0OsfzRFHE+vXr8Y9//ANKpRJm\nsxlz5sxBTk4OAODnn3/G2rVrcfToUcTGxkKpVOLhhx/Gww8/7HiNvLw8lJSU4JtvvoFarXZsHzFi\nBIYPHw5BECCKIvLy8pCSkhKM3UFhymQy4d1338WePXug0WigVCoxfvx4PPDAA/j973/v8VxgwYIF\nqKqqQkxMDEwmE4YOHYqVK1eie/fuIXw31FV4m7cAsHTpUowfPx5arRYajQYREREwGAwYO3Ys/uu/\n/supjSV5sX8Hm0wmlJeX49ZbbwUA3HHHHXjllVdCHB2wdetWfPTRRwAAQRCQm5uLGTNmOH6/fv16\n7Nq1CwAwe/ZsPP744wCAkydPYsWKFTh9+jS0Wi3WrVvn9LrFxcV49dVXYTAYIAgCXn/9dcd5iV1O\nTg6mT5+OOXPmOLZZrVZotVq89tprGDNmjMe4P/30U9xzzz0YNGhQu++xsLAQr732GgRBwLJly5Cc\nnAwAWLduHYYPH460tLR2X8OfWFyTicbGRuh0OsyaNcvld7m5uY6LvTVr1uC9997DSy+95Ph9fn4+\nxo8fj/z8fBbXKKgSEhKwf/9+TJw4EQCwc+dOjBw5st3nDR061FGg+PHHHzFnzhxMnTrVcYFJFEht\ntbdEwdRWLp47dw6//PIL1Go1Tp48iVGjRgEA/v73v6OkpAQ7duxAREQEjEYjKioqAABNTU2YP38+\nsrKysGrVKigUCly/fh27d+92vG5dXR2Ki4vxq1/9CoWFhfjNb37j9Hc//vhjREdHo6ioCHl5eTh8\n+DBUKp5Okm+WLl0Kg8GA/Px8xMTEwGw2Iz8/H0ajsd1zgRdeeAEPPfQQRFHE008/ja1btyI3NzeU\nb4e6CG/ztrX169dj+PDhsFgseOyxx/Dll1/y5rGMffLJJwCAyspKZGdnO93oas1isTg6GwTLkCFD\nsGXLFsTGxqKqqgqzZs3CmDFj0LdvXxw4cACFhYXYvXs3LBYL5syZg3HjxuHuu+9G7969sWzZMnz/\n/fc4cuSI02tWVVXhhRdewN/+9jcMGjQITU1NsFgsLn87OzsbW7ZscSquHThwAJGRkW0W1gBb7SIh\nIcGr4tqbb76JTZs2wWg04plnnkFycjLKyspw9uxZPP30017uKf/hlapMPPnkk3j77bdhNBo9PsZq\ntaKhoQE9evRwbLt69SpKSkrw2muv4fjx4/j555+DES4RAGDWrFmOE4wLFy6gsbHR5c5Ge65fv46Y\nmBgW1ihovGlviYKhrVzMz89HRkYGMjMzkZ+f79heU1ODXr16QaPRAAA0Gg2GDRsGAPj888/Rs2dP\nLFy40NGmdu/eHY888ojj+Z999hkmTpyIRx991Ol1W7v33nvR2NgIvV7vl/dKXU95eTn27t2LFStW\nICYmBgCgUqkwd+5cREVFOT22rXMBs9mM5uZmp/NfokDpSN56YjAYYDAYEBsbG8hQKYSKi4uRmZmJ\n5557DjNnzsT+/fsxb948fP31147HtPx53rx5WL16NebNm4eJEyfi/fffh06nw9y5c6HVavGPf/wD\ngK29GzFiBN566y1kZGRg6tSp2Lt3r9sY7r33XkeOJSUlIS4uDjU1NQCAL774ApmZmYiIiEBUVBQy\nMjKwZ88eAECfPn1w1113Oc4jWtqyZQuysrIcha9u3bo5joOWpkyZgrKyMpSXlzu27dixA1lZWQCA\n+vp6PP/880hPT8eMGTOwadMmALaC5ZkzZ/Dyyy8jIyMDJSUlEEUR7733HmbPno3MzEw88cQTqK2t\nBWA79pqbm9HY2Ai1Wg1RFLFy5UosX77cy0/Kv3i1KhOjRo3CyJEjsXXrVpffbdy4ERkZGXjggQdQ\nUlKC//iP/3D8bteuXZg0aRJuueUWTJkyBTt37gxi1NTVjRs3DqWlpbh27Rp27tyJzMxMr55XVlaG\njIwMTJs2Df/+7/8esgaSuiZv2lv7v4KCghBESF2Fp1w0mUz47LPPkJWVhVmzZmHPnj0wGAwAgOnT\np6OsrAypqalYunQpdDodzGYzAOCHH37AXXfd1ebfzM/PR1ZWFlJTU/Hdd985TsRb+/LLLzF+/HjE\nxcX54Z1SV3Tq1CkMGjTIY1GsvXOBFStWICMjA/fddx+uXr3K3sYUFN7mbUZGhlOvHQBYvHixI2f7\n9++P+++/PxghU4icPXsW8+fPx65duxyjeNpy+fJlbNmyBdu2bcO6detQXl6Obdu24dVXX8WqVauc\nHqtWq6HT6fD2229j+fLluHLlSpuvXVxcjObmZtx+++0AbD3Q+vXr5/h93759UV1d3W6MZWVlqK+v\nx7/9278hMzMTq1evdnsDMCIiAmlpaY5OFnq9HoWFhY5rwbfffhsKhQK7du3C1q1bsX37dnz77beY\nM2cObrvtNrz44ovQ6XQYP348du7cierqamzfvh0FBQVITk7GmjVrAADPP/88nnnmGfzpT3/Cs88+\ni/z8fIwbNw4DBgxo970EAotrMpKXl4e//OUvaGhocNqem5sLnU6Hb7/9FjNnzsQLL7zg+N2OHTsc\nJxstexERBYMgCJg2bRp2796N3bt3O43zb8vQoUOh0+nwxRdfYOfOnXj55Zc9XuARBUJ77a39n7cF\nYyJfucvFr776CoMHD8bAgQPRt29f3HHHHfjyyy8B2Ibj7969G6+88goGDx6M9957DwsXLvTqb506\ndQp6vR7jx49Ht27dkJqa6lJAfuSRR6DVarF8+XLk5eX5740StdLeucALL7wAnU6HAwcO4NZbb8Xa\ntWtDGC2RjT1vdTqdY9ig3fr166HT6VBSUgKDwYD3338/NEFSUAwdOrTdG1otTZs2DQqFAomJieje\nvTtSU1MB2G60Xbx4ESaTyfHY2bNnAwCGDRuG4cOH4/vvv/f4uqWlpVi2bBlef/11RERE+PhubCwW\nC44dO4Z3330X27dvR0VFhaPXWWvZ2dkoKCiA1WrF7t27ce+99yIhIQGArdg3d+5cCIKA7t27Iy0t\nDcXFxW5fp7CwEN988w1mzZqFjIwMbNu2DRcvXgRg68jx6aefYvv27Rg4cCAKCgqQk5ODtWvXIi8v\nD2+++Wan3m9HsbgmI0OGDMHEiRPxt7/9zeNjpk6d6kjMkydP4scff8Ty5cuh1Wrx7LPPorKyEkeP\nHg1WyESYNWuWY46JXr16dfj5Q4cORb9+/XDs2LEAREfknjftLVEwuMvF/Px8/Pjjj9BqtdBqtTh9\n+rTTEE6VSoWxY8di4cKF2Lx5M/bv34+6ujqMHDmyzRPw/Px86PV6pKSkQKvV4quvvnK5Kffxxx+j\nsLAQTz31FJYsWeLoMUfUUXfccQfOnz+Pa9eutfvYts4FlEolpkyZ4vHCjMifOpK3nkRERGDSpEnM\n2TDXepiwSqWCKIqOn1t/f7YchqlQKBw/24fDW63WDsfw008/4fHHH8eKFSvw61//2rE9KSnJUaAC\ngEuXLiExMbHd1+vbty+0Wi1iYmKg0WgwdepUnDhxwu1jR40ahZ49e2L//v3YsWMHsrOzOxw/YFuo\nadGiRY6i9eeff44PP/zQ5XFr1qxBXl4eDh48iLq6OrzxxhuoqKhwmTcukFhck5lFixbho48+culN\nYVdSUuJYoSY/Px+/+93vUFhY6Pi3aNGiNudQIfK3AQMG4Omnn8bvf/97n55fU1OD8vJyp5WXiIKh\nvfaWKFha5qJer8ehQ4ewb98+x3d7UVERTp48iaqqKpw8eRKVlZWO5/7www/o0aMHYmNjkZaWhitX\nruCvf/2r4wS/vr4e27Ztg9FoxOeff478/HzH6+7fvx8A3J6Y/va3v0V8fLzb4dNE3hg8eDC0Wi1e\nfPFF1NfXA7D1ivjkk0/Q2Njo9Nj2zgUOHjzI8wQKio7krSdWqxWHDx9mznYxAwcOdNzgOnv2LEpL\nS31+LfuNr7KyMpSWluLOO+90ecz58+fxu9/9Di+++KLLEOSpU6eioKAABoMBTU1N0Ol0mDZtWrt/\nNz09HSUlJTCZTBBFEfv378dtt93m8fHZ2dl48803cfHiRUyaNMmxPTk52dGzs76+Hl988QXuu+8+\nAEBMTIzj2AJsK6Vv2bLFMcerwWDAmTNnnP5OSUkJ1Go1xo4di6amJgiCAMBWmAzmeTyXd5KZxMRE\nZGRkOHW/3LhxIz755BNYrVbExMRg1apVMBgM2L17t8tJ74wZMxxDR72ddJOos+bOnet2e1FRER58\n8EHHz1lZWZgwYYJjvgpRFGE2m/HUU0855gggChZ37W17SktLnXI6OTnZZZ4Moo5qmYslJSV48MEH\nnSYQjoiIwOTJk7Fjxw6MHj0aL730Eurr66HRaNCtWze88847UCgUiIqKwubNm7F27VqkpKQgOjoa\nKpUKjz76KPbu3YuBAwe6rM6Vnp6O/Px8jB071mm7IAh4/vnn8fTTT+ORRx5BZGRkUPYFhZdVq1bh\nnXfeQXZ2NtRqNaxWKyZOnIikpKR2zwVWrFiBN954A2azGX379sVLL70UwndCXUlbeduWxYsXIyIi\nAiaTCbfeeiv+8Ic/BClikoLc3Fzk5eXh//7v/zBq1Kg2i1LtMRqNyMzMRHNzM/785z+7nf90zZo1\n0Ov1WLduHdatWwfANkdZcnIykpOTMWnSJMdqtdnZ2Y5VPCsqKjB//nw0NzfDYDDgwQcfRF5eHrKy\nsnDPPfdg/PjxyMjIgEKhwJ133tnmKs0zZ87E2rVrMX/+fKjVasf2J598Ei+//DLS09MhiiJmz56N\n5ORkALbrxrVr12LDhg1YunQpsrOzUVdXh8ceewyArSfb/PnzHfvPaDRi/fr1+J//+R8AwKRJk/Dp\np58iPT0dgwYNchTtgkEQW/ZNJCIiIiIiIiIiSTGbzRg5ciROnDjR6fnTyP84LJSIiIiIiIiIiMhH\n7LlGRERERERERETkI/ZcIyIiIiIiIiIi8hGLa0RERERERERERD5icY2IiIiIiIiIiMhHLK4RERER\nERERERH5iMU1IiIiIiIiIiIiH7G4RkRERERERERE5KP/D9Md90re05+VAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.pairplot(nfl_trends.iloc[:,1:], kind=\"reg\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plotting Categorical Data\n", "We've looked at the distribution of NFL interest across markets. It's interesting to see if the distributions for the the other sports leagues are different. We could make a separate plot for each league, but `seaborn` gives us the tools to put all the distributions on one plot.\n", "\n", "To do this, we need to convert our data from a \"wide\" format where every league has its own column, to a \"long\" format where there are only 3 columns. The `melt` function in `pandas` provides a utility to convert to a long format." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
DMAvariablevalue
0Abilene-Sweetwater TXNFL45.0
1Albany GANFL32.0
2Albany-Schenectady-Troy NYNFL40.0
3Albuquerque-Santa Fe NMNFL53.0
4Alexandria LANFL42.0
\n", "
" ], "text/plain": [ " DMA variable value\n", "0 Abilene-Sweetwater TX NFL 45.0\n", "1 Albany GA NFL 32.0\n", "2 Albany-Schenectady-Troy NY NFL 40.0\n", "3 Albuquerque-Santa Fe NM NFL 53.0\n", "4 Alexandria LA NFL 42.0" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nfl_melted = nfl_trends.melt(\"DMA\")\n", "nfl_melted.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With our data in a long format we can evaluate the difference in the distributions. A classic plot to compare distributions is a box plot" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ebenmichael/anaconda3/lib/python3.6/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n", " (prop.get_family(), self.defaultFamily[fontext]))\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAe4AAAFYCAYAAACVhB8+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzt3X90VOWdx/HPJBAwCQRISCi0iIKVXRsDJ9SStYAGBAQh\nMeJuy09pDeDKsgbwR/GsumWre9QitdnWBrWG9RcVYkJCqBxAlAWlEjSGVkQQpbALIYEok19DMtk/\nYqaE/JiZkDtz79z36xyPNzPMfb5PMuTDc+8zz+NoampqEgAAsISwYBcAAAB8R3ADAGAhBDcAABZC\ncAMAYCEENwAAFkJwAwBgIT2CXYAvSkpKgl0CAAABlZyc3O7jlghuqeMOAAAQajobsHKpHAAACyG4\nAQCwEIIbAAALIbgBALAQghsAAAshuAEAsBCCGwAACyG4AQCwEIIbAAALIbgBALAQyyx52h3WrVun\n3bt3+/Uap9MpSYqOjvbrdePGjVNmZqZfrwEAwBtG3F7U1dWprq4u2GUAACDJZiPuzMxMv0fB8+fP\nlyStX7/eiJIAAPALI24AACyE4AYAwEIIbgAALITgBgDAQghuAAAshOAGAMBCCG4AACyE4AYAwEII\nbgAALITgBgDAQghuAAAshOAGAMBCCG4AACyE4AYAwEIIbgAALITgBgDAQghuAAAshOAGAMBCCG4A\nACyE4AYAwEIIbgAALITgBgDAQghuAAAshOAGAMBCehh58tTUVEVFRSksLEzh4eHKy8tTVVWVsrKy\ndPLkSQ0ZMkRr165VTEyMkWUAABAyDB9x5+bmqqCgQHl5eZKknJwcpaSkaNu2bUpJSVFOTo7RJQAA\nEDICfql8x44dSk9PlySlp6dr+/btgS4BAADLMjy4Fy5cqIyMDG3YsEGSVFlZqfj4eEnSwIEDVVlZ\naXQJAACEDEPvcb/22mtKSEhQZWWlFi5cqKuvvrrV8w6HQw6Hw6dzlZSUGFGiVy6XK6jtAwBwMUOD\nOyEhQZIUGxurW265RR9//LFiY2NVXl6u+Ph4lZeXa8CAAT6dKzk52chSOxQRERHU9gEA9tPZYNGw\nS+U1NTVyOp2e4z179uiaa65Ramqq8vPzJUn5+fmaOHGiUSUAABByDBtxV1ZW6t5775UkNTY26rbb\nbtP48eOVmJio++67Txs3btTgwYO1du1ao0oAACDkGBbc3/nOd7R58+Y2j/fv31+5ublGNQsAQEhj\n5TQAACyE4AYAwEIIbgAALITgBgDAQghuAAAshOAGAMBCCG4AACyE4AYAwEIIbgAALITgBgDAQghu\nAAAshOAGAMBCCG4AACyE4AYAwEIIbgAALITgBgDAQghuAAAshOAGAMBCCG4AACyE4AYAwEIIbgAA\nLITgBgDAQghuAAAshOAGAMBCCG4AACyE4AYAwEIIbgAALITgBgDAQnoEu4CuWr58uSoqKgxvp6WN\n+fPnG9pOXFyc1qxZY2gbAADrs2xwV1RUqOLMGQ3oHWloO73CwiVJ7vPVhrVxtq7GsHMDAEKLZYNb\nkgb0jtQzk28PdhmXLWvbm8EuAQBgEdzjBgDAQghuAAAshOAGAMBCCG50qrS0VKWlpcEuAwDwDUtP\nToPxXn75ZUlSUlJSkCsBAEiMuNGJ0tJSlZWVqaysjFE3AJgEwY0OtYy2Lz0GAAQPwQ0AgIUYHtyN\njY1KT0/X4sWLJUlVVVVauHChJk+erIULF+qrr74yugR00dy5c9s9BgAEj+HBvX79eg0fPtzzdU5O\njlJSUrRt2zalpKQoJyfH6BLQRUlJSUpMTFRiYiKT0wDAJAwN7lOnTmnXrl2aNWuW57EdO3YoPT1d\nkpSenq7t27cbWQIu09y5cxltA4CJGPpxsMcff1z333+/qqv/tkFHZWWl4uPjJUkDBw5UZWWlkSXg\nMjHSBgBzMSy43377bQ0YMEDf+973tG/fvnb/jMPhkMPh8Ol8JSUlrb52uVwh9SF0l8vVpo8AAFzK\nsOw7cOCAdu7cqXfffVf19fVyOp1auXKlYmNjVV5ervj4eJWXl2vAgAE+nS85ObnV1xEREXLXXzCi\n9KCIiIho00czyM7OliQtXbo0yJUAgH10NpAz7B73ihUr9O6772rnzp1as2aNxo4dq6efflqpqanK\nz8+XJOXn52vixIlGlYBuUFxcrOLi4mCXAQD4RsA/x71o0SLt2bNHkydP1t69e7Vo0aJAlwAfZWdn\ny+12y+12e0beAIDgcjQ1NTUFuwhvSkpK2lxGzsjIUF1trQb0jgxSVd3nbF2Nel9xhfLy8oJdSivT\npk2T2+2WJIWFhTHyBoAAaS/3WrByGgAAFmLZidnR0dGKbHLomcm3B7uUy5a17U2FRUcFu4w2pk2b\npqKiIs8xACD4GHGjQ0uXLlVYWJjCwsKYVQ4AJmHZETcCg5E2AJgLwY1OMdIGAHPhUjkAABZCcAMA\nYCEENwAAFkJwAwBgIQQ3AAAWQnADAGAhBDcAABbiNbh/8Ytf+PQYAAAwntcFWPbv39/msQ8++MCQ\nYmCsdevWaffu3X69xul0SmpeG95X48aNU2Zmpl/tAAB802Fwb926VVu3btXJkyf1r//6r57HnU6n\nevfuHZDiEHx1dXWS/AtuAIBxOgzuq666SjfddJPKysp00003eR6Pjo5WSkpKIGpDN8vMzPR7JDx/\n/nxJ0vr1640oCYBJlZaWSpKSkpKCXAku1WFwjxw5UiNHjlRqaqr69esXyJoAAEH28ssvSyK4zcjr\n5LTnnntO58+fV0NDg2bPnq1Ro0apoKAgELUBAIKgtLRUZWVlKisr84y8YR5eg3vv3r3q06eP/ud/\n/kcJCQl666239OKLLwaiNgBAELSMti89hjn4/DnuDz74QLfccosSEhLkcDiMrAkAAHTAa3DHxsbq\n0Ucf1datW3XjjTeqoaFBjY2NgagNABAEc+fObfcY5uD1c9y//OUvtXnzZt1+++2KiYnRiRMntHDh\nwkDUBgAIgqSkJCUmJnqOYS5eg3vAgAGaNWuWvvzyS0nSt7/9bX372982vDAAQPAw0jYvr8H9zjvv\n6JFHHlF4eLh27typsrIy/dd//Zeee+65QNTXqbN1Ncra9qahbVRfcEmSonpGGNbG2boaxfWJMuz8\nAOAvRtrm5TW4n332WW3cuNGzcEdiYqKOHz9ueGHexMXFBaSd+opaSVIfA4M1rk9UwPoDALA2r8Et\nSQMHDmz1dUSEcaNPX61ZsyYg7bByGADATLzOKo+KilJFRYXnI2D79u1Tnz59DC8MAAC05XXEvWLF\nCmVmZurEiROaN2+evvjiC/32t78NRG0AAOASXoM7KSlJ69ev14EDByRJo0ePVt++fQ0vDAAAtNVp\ncDc2NmrWrFl68803NWHChEDVBAAAOtDpPe7w8HBFRkaqvr4+UPUAAIBOeL1UftVVV2nOnDmaMmWK\nIiMjPY/PmTPH0MIAAEBbXoO7sbFR11xzjT7//PNA1AMAADrhNbifeOKJQNQBAAB84PVz3LW1tVq7\ndq1WrFghSTp69Ki2b99ueGEAAKAtr8H92GOPqaGhQYcOHZIkDRo0SNnZ2YYXBgAA2vIa3J9++qlW\nrlypnj17SmpeSc3tdhteGAAAaMtrcF+6Lnl9fb2ampoMKwgAAHTM6+S0MWPG6LnnnpPL5dK+ffv0\n+9//XqmpqYGoDQAAXMLriDsrK0tNTU2KiorSU089peuvv17Lli0LRG0AAOASXkfcx48f1z333KN7\n7rnH89jRo0c1fPjwTl9XX1+vOXPmyOVyqbGxUVOmTNGyZctUVVWlrKwsnTx5UkOGDNHatWsVExNz\n+T0BAMAGvI64V65c6dNjl4qIiFBubq42b96s/Px87d69Wx999JFycnKUkpKibdu2KSUlRTk5OV2r\nHAAAG+owuM+ePasjR46ovr5eR48e1ZEjR3TkyBF9+OGHqqmp8Xpih8OhqKgoSVJDQ4MaGhrkcDi0\nY8cOpaenS5LS09P5TDgAAH7o8FJ5YWGhcnNzVV5erszMTM/jffr00d133+3TyRsbG5WRkaHjx49r\n9uzZSkpKUmVlpeLj4yVJAwcOVGVl5WV2AQAA++gwuBcsWKAFCxboueee05IlS7p08vDwcBUUFOjr\nr7/Wvffeq8OHD7d63uFwyOFw+HSukpKSLtVwuVwuV1DbDza79x+A/bTszXH11VcHuZL2eZ2ctmTJ\nEtXW1urUqVNqbGz0PD5ixAifG+nbt69+8IMfaPfu3YqNjVV5ebni4+NVXl6uAQMG+HSO5ORkn9vr\nTi2fYw9W+8Fm9/4DsJ/XX39dknTnnXcGrYbOBkteg/uVV17R008/rZiYGIWFNd8Sb7lX3ZmzZ8+q\nR48e6tu3r+rq6rR3715lZmYqNTVV+fn5WrRokfLz8zVx4kQ/uwMAgDFKS0tVVlbmOU5KSgpyRW15\nDe4XX3xRRUVFGjJkiF8nLi8v10MPPaTGxkY1NTVp6tSpuvnmmzVq1Cjdd9992rhxowYPHqy1a9d2\nuXgAALrTyy+/3OrYksE9cOBAv0NbkkaOHKn8/Pw2j/fv31+5ubl+nw8AAPjwOe5/+Id/0JNPPqk/\n//nPno+EHTlyJBC1AQAQUHPnzm332Ey8jrhbRs1//OMfPY/5co8bAACrSUpKUmJioufYjLwG986d\nOwNRBwAApmDWkXaLDoO7tra20xdeccUV3V4MAADBZtaRdosOg3v06NFyOBzt7r3tcDj0ySefGFoY\nAABoq8PgPnToUCDrAEyntLRUkvn/9Q0Ywc7v/+zsbEnS0qVLg1xJ+7ze4wbsquXznHb8xQXY+f1f\nXFwsybzB7fXjYIAdtayeVFZW5hl5AHZh5/d/dna23G633G63Z+RtNgQ30I5LV08C7MTO7/+W0fal\nx2ZCcAMAYCE+Bfd7772nDRs26JVXXvH8B4QyK6yeBBjFzu//adOmtXtsJl4npz300EM6ePCg/v7v\n/17h4eGBqAkIuqSkJEVFRXmOATuxwuphRlm6dKnpJ6d5De4PP/xQRUVF6tmzZyDqAUyhtLRU1dXV\nnmO7/fIC7DbSvphZR9otvAb3oEGDAlEH/LR8+XJVVFQY3k5LG/Pnzze0nbi4OK1Zs8bQNvxhha39\nACPZ+T1v1pF2iw6Du+U+9rBhw3TXXXdp0qRJioiI8Dw/Z84c46tDhyoqKnTmTLn6GrzybI9vZkHU\nO8sNa+PrzlfXBQBcpMPgPnjwoOd46NChOnz4cEAKgu/6XiEtvdX6a+hkb20IdgltzJ07Vw8++KDn\nGADMosPf+k888UQg6wBM5eLLhHa+ZAjAfLx+HCwnJ0dVVVWer8+dO6fnn3/e0KKAYLt4xSSzrp4E\nwJ68BveWLVvUr18/z9f9+/dXUVGRoUUBwWaF1ZMA2JPX4G5vW8/GxkZDigEAAJ3zGtzDhg3T73//\nezU1NcntduvFF1/U0KFDA1EbEDRWWD0JgD15De6HH35Yb7/9tq6//nqNGjVK77zzjh599NFA1AYE\nzdKlSxUWFqawsDDTf6YTgL10+lkit9utc+fOaf369aqpqZEkRUZGBqQwINgYaQMwo06DOywsTPff\nf78KCwsJbNgOI20AZuT1UvmVV16pEydOBKIWAADghddlt6qrqzVz5kwlJye3GnX/6le/MrQwAMFV\nWloqiQVoYD95eXmSpIyMjCBX0j6vwT1z5kzNnDkzELUAMJGWjVYIbthNy14dlg3u22+/PRB1ADCR\n0tJSlZWVeY4Jb9hFXl6eZ0vfvLw8U4a31+BuaGjQpk2b9Mknn6i+vt7zOGuZw2rWrVun3bt3+/zn\nnU6nJCk6OtqvdsaNG6fMzEy/XmM2bGsKu2oZbbccmzG4vU5Oe+SRR3TgwAHt2rVLw4YN08GDB9W7\nd+9A1AYEVV1dnerq6oJdBgC04nXEXVZWpsLCQs2YMUOLFy/W7Nmz9c///M+BqA3oVpmZmX6NhOfP\nny9JWr9+vVElmRbbmsKu5syZo5ycHM+xGXkdcffq1UuSFB4ertraWvXp00eVlZWGFwYgeJKSkpSY\nmKjExEQuk8NWMjIyFBUVpaioKFNeJpd8GHHHxMToq6++8ty369+/vxISEgJRW7fz9x6nJFVUVEj6\n2+jLV0bf53Q6naqtlbK3NhjWRqB8XStdIWewy8AlGGkjVPj7u9/lckky3+/9Fl6DOycnR+Hh4crK\nylJhYaHOnz+v9PR0wwszC+7nw64YacOuzL4DptfgDg8Pl9Pp1Jdffqm0tLRA1GQYf+9xmll0dLR6\nqkZLb/X6IzS97K0N6uXnzG0A8FWozW/xeo/7nXfe0fTp0/Uv//Ivkponqy1ZssTwwgAAQFteg/vZ\nZ5/Vxo0b1bdvX0lSYmKijh8/bnhhAACgLa/BLUkDBw5s9XVERIQhxQAAgM55De6oqChVVFTI4XBI\nkvbt26c+ffoYXhgAAGjL68ymlStXKjMzUydOnNC8efP0xRdf6Le//W0gagMQROwOBpiT1+C+/vrr\ntX79eh04cECSNHr0aM/97s783//9nx544AFVVlbK4XDoH//xH7VgwQJVVVUpKytLJ0+e1JAhQ7R2\n7VrFxMRcfk8AdCt2BwPMyad73H369NHo0aN14cIF/e///q9PJw4PD9dDDz2k4uJibdiwQa+++qqO\nHDminJwcpaSkaNu2bUpJSfEsLQfAPFp2BysrK/OMvAGYQ4fBvXLlSh06dEiSVFVVpRkzZuiZZ57R\nT37yE73xxhteTxwfH6/rrrtOUvNnjq+++mqdPn1aO3bs8Czgkp6eru3bt3dHPwB0o0t3BwNgHh1e\nKv/LX/6ikSNHSpIKCgo0fPhwvfjiizp16pQWL16sO++80+dGTpw4oU8++URJSUmqrKxUfHy8pObZ\n6r6ue15SUuJze3bQsiRfqHC5XKb7Gbd8j81WVyC0bGnacmzH7wHsy+x/9zsM7pbNRaTm4idNmiRJ\nGjRokGeGuS+qq6u1bNkyrVq1qs2+xg6Hw+dzJScn+9ymHURERKg+hLI7IiLCdD/jlo89mq2uQOjR\no4dnd7AlS5Zwn9uG7Dw50Qx/9zv7R0Onk9NOnz6tmJgY/elPf9KyZcs8j9fX1/vU8IULF7Rs2TLN\nmDFDkydPliTFxsaqvLxc8fHxKi8v14ABA3w6F4DAadkdrOUY9sPkRPPqMLgXLVqk9PR09ezZU8nJ\nyRoxYoQk6aOPPtLgwYO9nripqUkPP/ywrr76ai1cuNDzeGpqqvLz87Vo0SLl5+dr4sSJ3dANAN2N\n3cHsq2VyYssx4W0uHQb3rbfeqjFjxqiiosJzr1uSvvWtb2n16tVeT1xSUqKCggJ997vf9WxOsnz5\nci1atEj33XefNm7cqMGDB2vt2rXd0A17+joA23rWfnM5/goDF8v7ulYayB4jpsMva/u6dHIi7wVz\n6fRS+cCBA9ssd+rrXtxjxozRp59+2u5zubm5PpaHjsTFxQWknfPf7EfeK9q49gZGB64/AGB11t8T\n0qbWrFkTkHbMvr0djGPnyUl2N3fuXM/kRG6ZmA/BDaBdTE6yLyYnmhvBDaANJieBkbZ5+bTkKQB7\nYeU0JCUl8Q82kyK4AQCwEIIbQBsXXyblkilgLtzjBtAGk5MA8yK4AbSLkTZgTgQ3gHYx0gbMiXvc\nAABYCMENoF15eXnKy8sLdhkIEn7+5sWlcgDteuWVVyRJGRkZQa4EwcDP37wYcQNoIy8vT9XV1aqu\nrmbUZUP8/M2NETcsafny5ar4Zucyo7Scv2WjFSPFxcUFbOMYX7SMtlqOGXXZCz9/cyO4YUkVFRU6\nc+a0ekUa14YjvPn/X1efNq4RSfU1hp4eXcTuaDArghuW1StSSrkz2FVcvvfeCHYFbc2ZM0c5OTme\nYzuy8+5o/PzNjXvcANrIyMhQVFSUoqKibHmZtGV3tLKyMs/I206GDx/e7jHMgeAG0K45c+bYdrRl\n993R7N5/s+NSOYB22XGkDVgBI24A7SotLbXlZWKJ3dHs3n+zY8QNoF12npxl993RkpKSFBUV5TmG\nuRDcANpomZzVcmzHX952HmmWlpaqurrac2zHn7+ZcakcQBtMTmoeado1sPj5mxvBDQCAhRDcANpg\nchKT89o7hjlwjxtAGxdfIrb75WI79p/JaebGiBtAG9nZ2e0e24XdV05rmZxWXV1ty/6bHSNuG1m3\nbp12797t12u6skPWuHHjlJmZ6Vc7/nI6naqrNec63/6qq5HCmpzBLqOV4uLiVsdLly4NYjWBd+nk\nLLuNOu3ef7MjuNGp3r17B7sEAMBFCG4byczMNHwkHCjR0dFyO6pDZnew6KjoYJfRyrRp01RUVOQ5\ntpu5c+fqwQcf9Bzbjd37b3bc4wbQxsWXxu12mVz62+SsqKgoW14mblk5LjEx0Zb9NzuCG0Abjz32\nWLvHdsHkrOaRNqNtc+JSOYA23n///XaP7YLJWeb9GNjy5cs9k2aN0pVJuV0VFxenNWvW+PUaghsA\nYBkVFRWqOFOh/r36G9ZGhCNCktT4daNhbUjSufpzXXodwQ2gjbFjx3pG2mPHjg1yNYHH5Cx5bhGY\nceTdv1d//fLGx4NdxmVbsWdVl15HcANo47HHHtPUqVM9x3Zj9209JXuvHGd2TE4D0IbdJ6dJ9p6c\nZfeV48yOETeANkJtclpXVg10OptXs4uO9u8z9oFYOdBoTM4zN0bcANCOuro61dXVBbsMoA3DRtw/\n+9nPtGvXLsXGxnpWYKqqqlJWVpZOnjypIUOGaO3atYqJiTGqBIS4+hpj1yq/4Gr+f88I49qQmvuh\nKGPb8FeoTU7ryqqBLR8FWr9+vRElmRqT88zNsODOyMho9cOXpJycHKWkpGjRokXKyclRTk6O7r//\nfqNKQAiLi4szvI2K2ubPcvaNMritqMD0xx92n5xmd2zram6GBff3v/99nThxotVjO3bs0H//939L\nktLT0zVv3jyCG13i74IFXWHnEZcUGiNtdM2l27racdlbMwvo5LTKykrFx8dLkgYOHKjKyspANg/Y\n1uVMzvJ39ahQmJxld3bf1tXsgjar3OFwyOFw+PznS0pKDKwGaMvlar7JHQrvvdOnT3v646va2lpJ\nUkSEfzf5T58+HRLfs1D6+furqamp1bGZvgcul0vhCg92Gd3G5XL5/f0NaHDHxsaqvLxc8fHxKi8v\n14ABA3x+bXJysoGVAW21BFYovPe60ge73yoIpZ+/v6ZPn+6ZVDx9+nRTfQ8iIiLUWGfsUqSBFBER\n0e73t7MwD+jHwVJTU5Wfny9Jys/P18SJEwPZPADAB3bf1tXsDAvu5cuX60c/+pGOHTum8ePH6403\n3tCiRYu0Z88eTZ48WXv37tWiRYuMah4A0EUX/27m97T5GHapvKNZv7m5uUY1CQDoBsePH2/3GObA\nymkAAFgIwQ0AaGXo0KHtHsMcCG4AQCs5OTntHsMc2B0MtuHvIiQVFc1LnrIACayuKwvwtPDn/R+I\n977T6VRdXZ1W7FllaDuBcK7unHqH9fb7dQQ30IHevf3/CwWEirAwLsiaFcEN2+jKDlFAKAil3dGi\no6N1hfsK/fLGx4NdymVbsWeVwqP9XwWOf1IBAGAhBDcAABbCpXIAlrJ8+XLPxEEjdXVyor/i4uIC\nsk0tQgfBDcBSKioqVH7mjBTVx9iGwpt/PZbX1BnXRvV5486NkEVwA7CeqD7q9aOfBruKy1b/+gvB\nLgEWxD1uAAAshOAGAMBCuFQOWFAgJmgFanKWxAQtwB8EN2BBf5ug1cu4RsIdkqTymq+Na0OSquuN\nPT8QYghuwKqieil89k3BruKyNb66K9glAJbCPW4AACyE4AYAwEK4VA7AUpxOp1RbGxqfga4+L6e7\nwa+XsHKcdK7+nKHbelZfqJYkRfWMMqwNqbkfcYrz+3UENwBYSEVFhc6cqVBk1ABD2wkPb574WF3j\nNqyNmuqzfr8mLs7/oPOXq8IlSerbt6+h7cQprkv9IbgBWEp0dLRqwnqEzMpp0ZH+7/seGTVAM2c/\nY0BFgbX51Sy/XxOIjw2adUvTFtzjBgDAQghuAAAshEvlgAU1T9CqC43PQFfXyen2cwxRfd74yWn1\n3+wK1sv/S9k+qz4v+Xmp3Ol0qra2rkuXmc2mpvqsmtwGfn9DFMENwFICMTlJkipqnM3tdeEetM8i\newesPwgdBDdgQc0TtNwhs3JadGS0z38+UGuam3WCUnR0tBxhkSEzOS0qkju2/uI7BgCAhRDcAABY\nCJfKAauqrjd2clr9heb/9+ppXBtS8+5gkcY2EWpqqs8aPjnNVd+8elhEL+NWD6upPquoSO7x+4vg\nBiwoEBOaKmqal7yMizR29ShFBm7CWSgI1PeqtqZ5u9WoyD6GtREV2bWVw+yO4AYsiNWj7Mvuk/PA\nPW4AACyF4AYAwEK4VA4ACGnr1q3T7t27ff7zXd3SdNy4ccrMzPTrNV1BcAMAcJHevc29DCvBDQAI\naZmZmQEZCQcK97gBALAQRtwAQp6/9zgl89/n9Eeg+m/GvocighsA2mH2+5xGs3v/zczR1NTUFOwi\nvCkpKVFycnKwywBshQU4gODpLPeCco/73Xff1ZQpU3TLLbcoJycnGCUAAGBJAQ/uxsZG/fznP9fz\nzz+vLVu2qKioSEeOHAl0GQAAWFLA73F//PHHuvLKK/Wd73xHkjR9+nTt2LFDI0aMCHQpgG3YfXIW\nEEoCHtynT5/WoEGDPF8nJCTo448/9vq6kpISI8sCQtrp06flcrn8ek3Pns3befr7utOnT/P3FTCQ\nZWaVMzkN6Dr+/gDW0tk/fgN+jzshIUGnTp3yfH369GklJCQEugwAACwp4MGdmJioL774Qn/961/l\ncrm0ZcsWpaamBroMAAAsKeCXynv06KFHHnlEd999txobG3XHHXfommuuCXQZAABYUlDucU+YMEET\nJkwIRtMAAFgam4wAAGAhBDcAABZCcAMAYCEENwAAFkJwAwBgIQQ3AAAWQnADAGAhBDcAABZimU1G\n2G0IAADJ0dTU1BTsIgAAgG+4VA4AgIUQ3AAAWAjBDQCAhRDcAABYCMENAICF2D64r732Wv3nf/6n\n5+sXXniZ/F2nAAAK5klEQVRBv/71ryVJv/71rzVu3DilpaUpLS1NTz/9tCRp3rx5KisrC0q93cnX\nvk+dOlWPPvqo3G635882NDRo7Nixnu+JFV177bVauXKl5+uWPi1evFiSlJeXp5///OdtXpeamqoZ\nM2YoLS1NM2bM0Pbt2wNWc3fy9vN/4YUXWv351NRUnT17VpI0evTowBXqh8761CItLU1ZWVmtHvvo\no4905513Ki0tTbfeemur17zzzjvKyMjQtGnTlJ6e3ur8HZ3voYceUmpqqtLS0jRz5ky999573dXF\nbnPmzBllZWVp0qRJysjIUGZmpo4dO6brr7/eU/ePfvQjff7555Kkffv2KTk52fO+v+uuu1RZWRnk\nXnSdt/63/OdyuZSXl6exY8cqLS1N06dP17Jly1RbWxu02m0f3BEREdq2bZvnF9Kl7rrrLhUUFKig\noKDVL/lQ4Gvfi4uLdfjwYf3pT3/yPLdnzx4NGzZMf/zjH2XVTxRGRkbqs88+U11dnaTmPiUkJPj0\n2tzcXBUUFOhXv/qVfvGLXxhZpmG8/fytyFufjh49Krfbrf3796umpsbz+IMPPqjVq1eroKBARUVF\nuvXWWyVJhw8f1urVq/XUU0+puLhYmzZt0tChQ72eT5IeeOABFRQUaNWqVXr00UcN6G3XNTU1aenS\npbrhhhu0fft25eXlacWKFaqsrNTQoUNVUFCgzZs3Kz09Xb/73e88rxszZowKCgpUWFioxMREvfLK\nK0HsRdf50v+W/yIiIiRJ06ZNU0FBgbZs2aKePXuquLg4aPXbPrh79Oihf/qnf1Jubm6wSwk4X/t+\n4cIF1dfXKyYmxvPYli1bNH/+fH3rW9/Shx9+aHSphpkwYYJ27dolqblP06dP9+v1TqdTffv2NaAy\n44Xie99bn4qKijRz5kz98Ic/1I4dOzyPnz17VgMHDpQkhYeHa8SIEZKk559/XkuWLNHw4cM9z82e\nPdvr+S42evRonT59ulv6113ef/999ejRQz/+8Y89j40cOVKDBg1q9ec6en83NTWpurrasu99X/vf\nnoaGBtXU1LT6fRhotg9uSZozZ44KCwt1/vz5Ns+99NJLnksmu3fvDkJ1xvKl7z/84Q911VVX6e/+\n7u8kSfX19dq7d69SU1N12223acuWLYEuu9tMmzZNxcXFqq+v16effqqkpCSfXrdgwQLddtttmjdv\nnu677z6DqzSOr+/9tLQ0lZeXB6FC/3XWp+LiYk2fPl3Tp09v9b5dsGCBpk6dqnvvvVevv/666uvr\nJUmfffaZvve973XYVkfnu9ju3bs1adKky+xV9/rss8903XXXtfvc8ePHlZaWpkmTJumll17SwoUL\nPc/t379faWlpuummm7R3717NmjUrUCV3K1/6n5aWpn//93/3PF5cXKy0tDSNHz9eX331lW6++eZA\nldsGwS0pOjpaaWlpWr9+fZvnLr5UPm7cuCBUZyxf+r53717V1NR4fjG9/fbb+sEPfqDevXtr8uTJ\n2r59uxobGwNdercYOXKkTpw4oaKiIk2YMMHn1+Xm5qqoqEiFhYVavXq1qqurDazSOL6+9wsKChQf\nHx+ECv3XUZ/KysrUv39/DR48WCkpKfrLX/6iqqoqSdLSpUu1adMm3XjjjSoqKtLdd9/ttZ3OzidJ\nTz75pKZMmaIVK1YoMzOzeztpoJZLxdu3b9eqVav0b//2b57nWi6Vt9z3f/LJJ4NYqTEuvlR+8S2O\nlkvle/bs0Xe/+902c0ACieD+xoIFC7Rp06agTjgIFm9979mzp8aNG6cPPvhAUvMl5ffee0+pqam6\n4447VFVVpffffz+QJXer1NRUPfnkk35fJpea/5LHxsbq6NGjBlQWGKH43m+vT1u2bNGxY8eUmpqq\nW265RU6nU9u2bfM8P3ToUM2ePVsvvfSSDh06pHPnzmnEiBE6ePBgu214O98DDzygt956SytXrtSq\nVauM62wXXHPNNfrzn//s9c+lpqZq//797T43ceLEDp8zO1/73x6Hw6Gbb77Z8/swGAjub/Tr109T\np07Vxo0bg11KwHnre1NTkw4cOKChQ4fK6XRq//792rVrl3bu3KmdO3fqkUceUVFRUYCr7j6zZs3S\nvffeq2uvvdbv11ZWVurEiRMaPHiwAZUFRii+9y/tk9vt1tatW7V582bP+/Y3v/mN5327a9cuzyTL\nL7/8UmFhYerbt69++tOf6ne/+52OHTvmOc9rr73m9XwXmzt3rtxut6lutY0dO1Yul0sbNmzwPHbo\n0CGdOnWq1Z8rKSlpNRnP1+fMztf+d6Tl92GwWGZ3sED4yU9+4vMsycWLF6tHj+Zv36hRo/Tss88a\nWZrh2uv7Sy+9pM2bN6uhoUHXXnutZs+era1bt2rs2LGemZZS87+8n3rqKblcrlaPW8WgQYM0f/78\ndp978803W33c6w9/+IOk5hFdWFiYGhoatGLFCsXFxQWkVqP4896XpNraWo0fP97z9cKFC1vdCzWD\ni/u0f/9+JSQktPrUwPe//30dPXpU5eXlKigo0BNPPKHevXsrPDxcTz/9tMLDwzVy5EitWrVKK1as\nUG1trRwOh2666Sav57uYw+HQPffco+eff940t9scDoeys7P1+OOPa926derVq5eGDBmiVatWee7x\nNjU1qWfPnvqP//gPz+ta7nE3NTWpT58+rZ6zks7635Hi4mKVlJTI7XZr0KBBbT4WGEjsDgYAgIVw\nqRwAAAshuAEAsBCCGwAACyG4AQCwEIIbAAALIbiBEJOamqrDhw8HuwwABiG4AQCwEBZgAWzg888/\n1+OPP65z587pwoULWrBgge644w5J0ooVK3Ts2DFduHBBQ4cO1eOPP+7Z+eiZZ55RcXGx+vXrpxtu\nuEHvvfee8vLylJeXp127dnkWHrr065ycHG3btk2NjY1KSEjQ6tWrPbtvAbg8jLiBENfQ0KCVK1fq\nZz/7mTZt2qRXX31VOTk5nvXVH374YeXl5amwsFAjRozQunXrJEk7d+7U22+/rYKCAm3YsEFffvml\nT+0VFBTor3/9q/7whz/ozTff1Pjx44O6yhQQahhxAyHuiy++0NGjR7V8+XLPYxcuXNDnn3+u4cOH\nq6CgQIWFhbpw4YJqamo0bNgwSdK+fft06623KjIyUpKUnp6u3/zmN17b27lzpw4ePKjbb79dktTY\n2Kjo6Oju7xhgUwQ3EOKamprUv39/FRQUtHlu//79eu211/T6669rwIABKiws9KzH3pnw8HC53W7P\n1y37V7e0d88991h2r2bA7LhUDoS4q666Sr1791Z+fr7nsaNHj8rpdOrrr79WdHS0+vXrJ5fLpU2b\nNnn+zA033KC33npLtbW1crvd2rx5s+e5K6+8Up9++qlcLpdcLpfeeustz3Opqal69dVX9dVXX0mS\nXC6XDh06FICeAvbAiBsIQQsXLlR4eLjn6+zsbGVnZ+uFF16Q2+1WbGys1q5dq3Hjxmnz5s2aMmWK\n+vfvrzFjxqisrExS865vH374oWbOnKmYmBiNGjXKE8ajRo1SSkqKpk+frvj4eI0cOVJnzpyR1HxJ\nvaqqSnPnzpXUPAL/8Y9/rJEjRwb4uwCEJnYHA9Ahp9Op6Ohoud1uPfzww4qPj1dWVlawywJsjRE3\ngA49+OCDOnnypOrq6nTdddcpMzMz2CUBtseIGwAAC2FyGgAAFkJwAwBgIQQ3AAAWQnADAGAhBDcA\nABZCcAMAYCH/D7bGxjhhoUNIAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# get rid of trump vote share to only have data on leagues\n", "no_trump = nfl_melted[~nfl_melted[\"variable\"].str.contains(\"Trump\")]\n", "sns.boxplot(data=no_trump, x=\"variable\", y=\"value\")\n", "plt.xlabel(\"League\")\n", "plt.ylabel(\"Search Interest\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A more modern plot is a \"Violin\" plot, which embeds a boxplot in a kernel density estimate plot." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ebenmichael/anaconda3/lib/python3.6/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n", " (prop.get_family(), self.defaultFamily[fontext]))\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAe4AAAFYCAYAAACVhB8+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nErcQQghhRyRxCyGEEHbk/wO4Sjt6T+IQjAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.violinplot(data=no_trump, x=\"variable\", y=\"value\")\n", "plt.xlabel(\"League\")\n", "plt.ylabel(\"Search Interest\");" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "We can also compare the distribution for each league in states where Trump did and did not win a majority." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
DMAMajority Trumpvariablevalue
0Abilene-Sweetwater TXTrueNFL45.0
1Albany GATrueNFL32.0
2Albany-Schenectady-Troy NYFalseNFL40.0
3Albuquerque-Santa Fe NMFalseNFL53.0
4Alexandria LATrueNFL42.0
\n", "
" ], "text/plain": [ " DMA Majority Trump variable value\n", "0 Abilene-Sweetwater TX True NFL 45.0\n", "1 Albany GA True NFL 32.0\n", "2 Albany-Schenectady-Troy NY False NFL 40.0\n", "3 Albuquerque-Santa Fe NM False NFL 53.0\n", "4 Alexandria LA True NFL 42.0" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nfl_trends[\"Majority Trump\"] = nfl_trends[\"Trump 2016 Vote%\"] > 50\n", "nfl_melted = nfl_trends.melt([\"DMA\", \"Majority Trump\"])\n", "nfl_melted.head()" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ebenmichael/anaconda3/lib/python3.6/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n", " (prop.get_family(), self.defaultFamily[fontext]))\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAe4AAAFYCAYAAACVhB8+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nhBBC2BFJ3EIIIYQd+X9LKkad/Pe/1AAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "no_trump = nfl_melted[~nfl_melted[\"variable\"].str.contains(\"Trump\")]\n", "sns.violinplot(data=no_trump, x=\"variable\", y=\"value\", \n", " hue=\"Majority Trump\", split=True)\n", "plt.xlabel(\"League\")\n", "plt.ylabel(\"Search Interest\");" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "There are many more types of categorical plots you can make. A great resource is the [tutorial in the documentation](https://seaborn.pydata.org/tutorial/categorical.html).\n", "\n", "For exercises we'll be using a different dataset, also from the same article. `data/fiverthirtyeight-nfl-fan.csv` contains information on the number of fans who identify as as Republicans, Democrats, or Independents by race. We'll just look at the aggregate numbers which show the percentage of Republicans, Democrats, and Independents, as well as the percentage of responders who identify as white and non-white." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
GOP%Dem%Ind%White%Nonwhite%Team
026.026.048.068.032.0Arizona Cardinals
129.031.040.057.043.0Atlanta Falcons
219.037.043.068.032.0Baltimore Ravens
326.024.050.067.033.0Buffalo Bills
430.031.039.070.030.0Carolina Panthers
\n", "
" ], "text/plain": [ " GOP% Dem% Ind% White% Nonwhite% Team\n", "0 26.0 26.0 48.0 68.0 32.0 Arizona Cardinals\n", "1 29.0 31.0 40.0 57.0 43.0 Atlanta Falcons\n", "2 19.0 37.0 43.0 68.0 32.0 Baltimore Ravens\n", "3 26.0 24.0 50.0 67.0 33.0 Buffalo Bills\n", "4 30.0 31.0 39.0 70.0 30.0 Carolina Panthers" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "all_fans = pd.read_csv(\"data/fivethirtyeight-nfl-fan.csv\", header=1)\n", "# only keep aggregates\n", "small_fans = all_fans[[\"Team\",\"GOP%\", \"Dem%\", \"Ind%\", \"White%\", \"Nonwhite%\"]]\n", "\n", "# convert percent strings into floats\n", "numeric_data = (small_fans.iloc[:,1:]\n", " .replace(\"%\", \"\",regex=True)\n", " .astype(float))\n", "numeric_data[\"Team\"] = small_fans[\"Team\"]\n", "small_fans = numeric_data\n", "small_fans.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Exercise: Create box plots which show the distribution of GOP, Dem, and Indep support across the teams. The box plots should all be on the same figure" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": true }, "outputs": [], "source": [ "### Your code here" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Exercise: Make the same plot with each distribution split between teams where greater than 75% of respondents identify as white and where less than 75% of respondents identify as white" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "### Your code here" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Fitting and plotting functions\n", "\n", "`seaborn` also provides functions to plot and fit relationships which generalize scatter plots in `matplotlib`.\n", "\n", "The `lmplot` function will plot a scatter plot of the data and fit and visualize a linear model on top of it. Let's look again at the relationship between NFL interest and Trump support." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ebenmichael/anaconda3/lib/python3.6/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n", " (prop.get_family(), self.defaultFamily[fontext]))\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAVwAAAFcCAYAAACEFgYsAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.lmplot(data=nfl_trends, x=\"NFL\", y=\"Trump 2016 Vote%\")\n", "g.set_axis_labels(\"NFL Interest\", \"Trump 2016 Vote Share\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And for NASCAR" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ebenmichael/anaconda3/lib/python3.6/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n", " (prop.get_family(), self.defaultFamily[fontext]))\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAVwAAAFcCAYAAACEFgYsAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsnXt8VPWZ/z9n7rdMbiTkwiUkJCBXuRsQVBIQATGKgO3W\n3drfLnYvVVml7dbadrurtt3WF912+1qzakt1rRLEoCsqJsg14RZABJFcIOSeIZNM5n475/z+mMwt\ncz2TM5NJ8n2/Xu3L+WZy5pmEfOZ7nu/zfB6KZVkWBAKBQIg7gtEOgEAgECYKRHAJBAIhQRDBJRAI\nhARBBJdAIBASBBFcAoFASBBEcAkEAiFBjAnBbWhoGO0Q/Lh69epohxAUEhc3SFzcIHGNnDEhuMmG\n1Wod7RCCQuLiBomLGySukUMEl0AgEBIEEVwCgUBIEERwCQQCIUEQwSUQCIQEQQSXQCAQEgQRXAKB\nQEgQRHAJBAIhQRDBJRAIhARBBJdAIBASBBFcAoFASBBEcAkEAiFBEMElEAgEnqCZ8CMiieASCAQC\nD1jtTtweMId9jihBsRAIBMK4hGVZDBrtMFkdEZ9LBJdAIBBixO6gMWCwwUkzUT2fCC6BQCBwhGVZ\nGMwOGM12hM/a+kMEl0AgEDjgcDIYMFjhcEa3q/Ulrodme/fuxebNm7Fp0yb86U9/AgDodDo88cQT\nWL9+PZ544gkMDg7GMwQCgUDgDaPFgdsD5pjEFoij4DY2NqKqqgpVVVU4ePAgjh49ilu3bqGyshKl\npaU4fPgwSktLUVlZGa8QCAQCgRdomoF20IJBo41TCmE4cRPclpYWLFiwAHK5HCKRCMuWLcPhw4dR\nW1uLiooKAEBFRQVqamriFQKBQCCMGLPVAc2ABVY7PeJrxU1wS0pK0NDQgIGBAVgsFhw/fhw9PT3Q\narXIzs4GAGRlZUGr1cYrBAKBQIgZhmHRr7diwGADw45kX+uFYlmerhSEqqoq/OUvf4FcLsfMmTMh\nkUjw/vvv4/z5857nLFu2DOfOnQt7nWQbk04gEMY3dicDo5UBE6FzLBj333dXyK/FtUph27Zt2LZt\nGwDglVdeweTJk5GZmQmNRoPs7GxoNBpkZGREda0lS5bEM1RONDQ0JFU8bkhc3CBxcWMixMWyLPQm\nO4yWyE0MsRDXKgV3uqCrqwuHDx/Ggw8+iLVr16K6uhoAUF1djbKysniGQCAQCFHhcNLQDFjiJrZA\nnHe43/ve96DT6SASifDTn/4UarUaO3fuxDPPPIP9+/cjLy8Pe/bsiWcIBAKBEBGD2Q6DiVsTQyzE\nVXDffvvtgLX09HTs3bs3ni9LIBAIUeGkGfTrY2tiiAXSaUYgECYkJosDgyYb4lc2EAgRXAKBMKGg\naQY6o42XulquEMElEAgTBovNCR2PdbVcIYJLIBDGPQzDYtBkg9nqHNU4iOASCIRxDVfP2nhCBJdA\nIIxbElXuFS1EcAkEwriDphkMGGywORJ/MBYOIrgEAmFcMdoHY+EggksgEMYFDMNi0GiD2Ta6B2Ph\nIIJLIBDGPDYHjQG9FXQM7l6JJK7mNQQCgRBPWJaFyUqjT2cZdbFt69FjzzsXwz6H7HAJBMKYxOGk\n0a+3wWIf3XIvvcmGg8duoO5yV8RqCCK4BAJhzGE026Ef5XIvJ83gyPl2HDp1M+o2YSK4BAJhzJAM\n5V4sy+LL5j7sP9IEzYDFs547SYltZcVhv5cILoFAGBNYbU5e54vFQlefEftrm/DVzX7PmkImwoN3\nF2LN4nwIBeGPxYjgEgiEpIZlWQwa7TBZ4zeJIRImiwP/d/IGjl3o9Ai+gKKwZlE+Nq8uhEoujuo6\nRHAJBELS4nAyGNBb4RglHwSaYXDiUhc+PN4Ck4/xzezp6dhWVoL8bBWn6xHBJRAISYnJ4sCg0TZq\nB2Nft/ajqrYJnbeNnrVJaXI8urYYC4sngaIoztckgksgEJIKmmGhM1hHxSAcAG7rLHjvSBMuNd72\nrEklQmxcWYC1S6dBLIq9fYEILoFASBqsdpcPwmg0MVhtTnxc34rac21w0t7XL52fi4p7ipCqko74\nNYjgEgiEUYdhWOhNo3MwxrAszlzpwftHm6E32T3rhfmp2F5egoJcNW+vRQSXQCCMKqO5q73ROYh3\naxpxq1vvWUtLkeLhe2di+ZzJMeVpw0EEl0AgjAqjuasdMFhRfbQFZ672eNbEIgHWLZ+G++8qgFQi\njMvrEsElEAgJZ7TcvewOGjVn2/DJ6VbYHd5Ss8Wzs/HIvTMxKU0e19cngksgEBLGaDUxsCyLC9c1\neO9IM/r1Vs/61GwVtpeXoHhaekLiIIJLIBASwmjtajt6DXi3phFN7TrPWopCjC1rirBqQR4EAn7z\ntOEggksgEOIKy7pytUZLYne1BrMdHxxvwckvuuC2XxAIKNy3ZAo2rZoBhSy6dlw+IYJLIBDixmiM\nKHfSDI42dOCjUzdh8Rm3M78oE1vXFiMnU5mwWIYTV8H905/+hKqqKlAUhZKSErz88suwWCzYtWsX\nOjs7kZ+fjz179iA1NTWeYRAIhFFgNEaUX2npQ1VtE3r7zZ61yRkKbCsrxryiSQmMJDhxE9ze3l78\n+c9/xqFDhyCTyfD000/jo48+QnNzM0pLS7Fz505UVlaisrISu3fvjlcYBAIhwYyGZ22P1oT9R5pw\npUXrWZNLRdh89wzcu3gKhMLkmCYW1yhomobVaoXT6YTVakV2djZqa2tRUVEBAKioqEBNTU08QyAQ\nCAnEYnNCM2BJmNiarQ6cuGrAz18/4xFbigLWLMrHz58sRdmyaUkjtkAcd7iTJ0/Gd77zHdx3332Q\nSqVYtWoV7r77bmi1WmRnZwMAsrKyoNVqI1yJQCAkOyzLQme0wWxNzIhyhmFx6nIXPjjeAoPZexhX\nMi0N28tKMGVySkLi4ErcBHdwcBC1tbWora1FSkoKnn76aRw8eNDvORRFRd0619DQEI8wYyaZ4mnu\ntuJiiwkDRifSTx7GoiIlZubKRjssP5Lp5+ULiYsbweJy0iwMFjph5V6dWjtOXDWgT+8V9xS5AKvu\nSEFRrgS627egux3mAnFCJKQglwiQn7Us9HPi9eJ1dXWYMmUKMjIyAADr16/HxYsXkZmZCY1Gg+zs\nbGg0Gs/XI7FkyZJ4hcqZhoaGpInnwnUNTjd9BUACFk7YGAlONzlQXFyMxbOyRzs8AMn18/KFxMWN\nYHElcphjn86CA58348L1Ac+aRCzAokI5/mrzMkjE8WnHjYRMIoRKIYE0itePm+Dm5eXhiy++gMVi\ngUwmQ319PebNmwe5XI7q6mrs3LkT1dXVKCsri1cIE4Kas21B12vPtiWN4BLGH4n0rLXZaXx6uhWH\nz7T5lZetmJuDinuL0HmreVTEVi4VIUUhhlgU/WvHTXAXLlyI+++/Hw8//DBEIhHuuOMO7NixAyaT\nCc888wz279+PvLw87NmzJ14hTAh6tKbg6/3B1wmEkZKoYY4sy+LsV714/2gzdAabZ70gV43t5SUo\nzHeVk3bGNQp/KABymQgpCglEMRzGxbUO96mnnsJTTz3ltyaRSLB37954vuyEIidTie4+Y+B6xugV\ndxPGJy4fBFtCOsZau/XYV9OIG52DnrVUlcRlmzg3BwKebRMjQVGAUiaGSi4eUdUD6TQb45Qvn4Y3\nD30VsF62fNooREMYrzicDAbNdNzFdtBow/tHW3D6SrdnTSQUoHz5NGwonQ6ZJLGSJaAoqBRiKGVi\nXjwXiOCOcdx52tqzbWhpNyNvkgply6fFnL+9cF2DmrNt6NGakJOpRPkIrkUYH7iHOfqOneEbh5NG\n7bl2fFzX6lfDe2dJFrauLUZWnG0ThyMUUFApJFDKRLyakBPBHQcsnpWNxbOyR3y6feG6xm+33N1n\n9DwebdFN1g+CZI2LDxJxMMayLL5o6sP+I03o01k86/lZKmwrK8bsguiqmPhCJBQgRSGGXMqv0Hqu\nz/sVCWOWZK14SNYPgmSNiw8SMfam87YRVTWN+PqWt8xLKRNhy5oi3H1nHoSCxHWIiUUCpCgkkEvj\nK4lEcAkekrXiIVk/CJI1rpGQCCtFo8WBD0+04PjFTq9tIkXh3iVTsOnuGVAm0DZRLBJArZBAFmeh\ndUMEl+AhWSsekvWDIFnjihWHk8GAwQqHMz5WijTN4PjFTnx48oZfC/CcGRl4tKwYeZNUcXndYEhE\nQqQoxZ5DuESlhojgEjwka8VDsn4QJGtcsWCyODBosiFepbVf3dSiqrYJ3X3eD6PsdDm2lZVgXlFm\nXPKlwZCKhUhR+neFJTI1RASX4MG34qGn34ScDOWIKh74Ilk/CJI1Li7E+2Cst9+M94404XJzn2dN\nJhVi08oZuG/p1JiaB2IhXFdYIlNDRHAJfrgrHpKJZP0gSNa4oiWeB2MWmxOH6m7iyLl2z/UpACsX\n5uGhNYVQK6W8v+Zw3M0KSrk4rLAnMjVEBJcwJkjGDwIgeeMKRzwPxhiWRf3lblQfa/azTZw5JQ3b\ny0swLSf+tolCAQWVXAxFlM0KiUwNEcElxA33QURLmwZFX50fVzWqYxWHk8GA3gpHHGaMNbfrsK+m\nEW29Bs9aulqKrfcVY8ns7LjnaWOtoU1kaogILiEu+B5EsBhfNapjFXfHGN8JhH69FQc+b8b5a72e\nNbFIgA13Tce6FdPj7uQlFlLIVMtiLu1KZGqICC4hLozHGtWxSrwOxuwOGp+evoXDZ275lZItmzMZ\nD987Exnq+Jrgu31oe5SiEdfRJio1RASXEBfGW43qWCUeVoosy+L8tV4cONqMAb3XNnFaTgq2l5dg\n5pQ03l5rOBRcFQcqhQRiUfLMKosWIrjjgGTMlY6nGtWxSLxmjN3qcdkmtnR4bRPVSgkq7inCXfNz\nI9omXr2hRd3lLvTpLJiUJsfKBXmYW5gZ8XVH6kObLBDBHePwnSvlq+NmPNSojlXsDhoDBpvfdISR\nojfZcOSLQVxrP+fJAQsFFNYum4qNK2dE5UFw9YYWB481ex7fHjB7HocSXb58aJMFIrhjHD5zpXx2\n3BDbyNHBYLbDwOOMMYeTwecN7Th06qZfDnhh8SRsXVuM7HRF1Nequ9wVdL3+cleA4Lp9aBUyMYQ8\n+NAmC0Rwxzh85kr5PuiaCLaRyYKTZjCgt8Hu5OdgjGVZfNnch6ojTbg94LVNzJ2kxLayYsyZETkN\nMBxf+0W/9UHverx8aJMFIrhjHD5zpcl60EUqHsJjtjqgM/Lng9DVZ8T+2iZ8dbPfs6aQibC0SI4d\nm5bGbJs4KU2O2wPmwPVUOYQCCikKCRTjVGjdEMEd4/CZK83JVKKlQwe9yQ6Hk3FZ1yklcT11joYe\nrQlmqwN6k8MnLvGofxCMNgzjOhiz2Pg5GDNZHPi/kzdw7EKnp6pBQFFYsygfm1cXorXl+og8alcu\nyPPL4QIARVFYd9d0TM5QjGuhdUMEd4zDZ660IE+Ns1d7PI8dTgbaQSvKlqt5izcWpGIhbnRaPD35\nNgcNi82JDHVix64kEzYHjQG9lRcfBJphcOJSFz483gKTT1XD7IIMbCsrRn4WP7aJ7jxt/eUuaPUW\n5GaqcH9pwYS6SyGCOw7gK1fa2qVHZqo0YCd5q0vPY7Tc0egsAcJCMyxuh8gJRiIZy+iihW8fhK9b\n+7GvthFdt713C1lpcmxdW4yFxZN433UuKsnG6jvz4z5ZIVmJ6l2///77aG1txa5du9DR0YG+vj7c\neeed8Y6NkGB6tCYoZK6TYb/1Ub517x+0gAL8Tt4pANpB7oI7lluOnTSDfj0/BuG3dRa8d6QJlxpv\ne9akEiE2rizA2qXTeG8qkEmESFFI4t7mm+xEFNxf/vKX6O7uxtdff41du3ZBoVDgxRdfRFVVVSLi\nIySQZG1WYBgAlEtk/dZjuJseqwdwfBmEW21OfHK6FTVn2/ym8K6cn4uH7ilCqopf20TFGO4KiwcR\nBbeurg7V1dV4+OGHAQAZGRmwWq1xD4yQeJK1WSFFIYZ+WG0pNbTOlWStxAgFXz4IDMvizJUeVB9r\nxqDR7lkvzE/F9vISFOTyl6cfL11h8SCi4EqlUr88DsPEZ94RYfRZPCsbzR06fFLXCr3ZDrVCgg0r\nYz/U4CtXunTOZBw51x50nSvJuosPBl8+CDc6B/FuTSNudXtz8ekpUjx870wsmzOZtzwtBUAhE0Ol\nCG/4PZGJKLhFRUU4dOgQWJZFT08PXn31VSxatCgRsRESzIXrGtRf7kKqSoJUlQSA60R55pS0EXWt\njTRXancwSFdLoTfZQTMshAIKaqUEDgf3D/9k3cX7wrAsBgzWEfsgDBisqD7agjM+lSdikQDrV0zH\n+hXTIZXwk0+lACjl46f9Np5EFNznn38eL774Inp6evDQQw9h7dq1+PGPf5yI2AgJhs/8Jp/X6tGa\nkKGWBdj9xZIG4LvlmE8uXNfg8OlbaLqlwdSLjqiNXYZjd9CoOduGT063wu7zobRkdjYeuW8mMlP5\nKafz+BwoJOOq/TaehBVchmFw8eJFvPzyy4mKhxADfN2685nf5PNafKcB+Cqj45OGr3ux9/+ugmZY\nsIjO2GU4LMviwnUN3jvSjH6995xlarYK29eVoHhqOi+xun0OlFGOsCF4CSu4AoEAv/nNb7B69WrO\nF75x4wZ27drledze3o6nnnoKFRUV2LVrFzo7O5Gfn489e/YgNTWVe+QEAPzeuvMpbHxeayykAUaC\nw0njo1M3gzYxBDN2CUZ7rwH7ahrR1K7zrKnkYjx0TxFWLcjjRRiFAgqpKum49TlIBBFTCrNmzcKV\nK1cwb948ThcuLCzEwYMHAQA0TWPNmjVYt24dKisrUVpaip07d6KyshKVlZXYvXt3bNGPYfhyv+Lz\n1p1PYePzWmN9Om4oWJaFweyA0WyHpt8Mq52G0eyA3eGEyWqFSiH2M3YJhsFsxwfHW3DyUpenikMg\noLB2yVRsWjUDctnIGwzEIgFUcjHSVSKo5NwrQwheIv42GhsbsWPHDhQWFkKp9O5O3nnnnahfpL6+\nHlOnTkV+fj5qa2vx5ptvAgAqKirw+OOPTzjB5dP9is9bdz6rFPjOlY7F6bjhGO5ZKxEJ0XnbCJp2\npRRomxN2J41UVfC7PyfN4GhDBz46ddPPS2F+USa2ri2GdtCKtz65xtno2xeJSIgUpRgyycTsCosH\nFMuGrzmpr68Pul5aWhr1i/zLv/wL5s6di29961tYunQpzp8/D8D1Cb9s2TLP41A0NDRE/VpjgaqT\nWvQbA0+gM1NEeHQVtz8KPq/V3G1F7ReDAetlC1MxMze+86kmCizLwmJnYLExfnXFbx/tQ78xsNY2\nQyXEN++d5Ld2S2PDiasG6Eze56erhLh7TgqmZ0vRdtuO+q8Nwy+F0tkpmJYliRijRCSAXCKAWETS\nBrEQ7lwg4kcXF2ENht1ux5EjR/Dss88GfI2iqKhzQclyuAFgxIct/3viGJSKwH/4dpbifF1K5d0t\nm8xmKBUuQ+ht98/hvCOsffO85/t9aRuQYsfm2N9vMh1O+cJHXFxSQw4ngwFD8NZca80xiASU59CM\ngitnanNSnnRej9aE/UeacKXFm6eVS0XYfPcM3Lt4iqckq776S8hlgR+QXYNibLwvdGowUvvteP49\nJoqIgms0GvH666/j2rVrsNu9HSpvvPFGVC9w/PhxzJ07F5MmuT6lMzMzodFokJ2dDY1Gg4yMjBhD\nH7vweaDE5617MndhJePEhwvXNXj1wGWPnWV3nwktHTo8+ciCgNiMZntAt5wfLEAJKIgEFFiGAeVj\ng2i2OvDRqZv4vKEDzNDBGkUBq+/Mx4OrC5Ey7MM7GqNvX0j7beKI+BP+0Y9+BKfTiebmZmzZsgUO\nhwOzZ8+O+gU++ugjbNq0yfN47dq1qK6uBgBUV1ejrKwshrDHNuUhDo5iPXVv7tDhq9Z+aHROfNXa\nj+YOXeRvCkJOZnDBH+0uLHfOu7vPCJZlPTnvC9c1oxpXVU0jtIPeHavbzrKqttHzHJpm0KezYDDC\n2JtgFogsy0IpE+Mnr9aj9ly7R2xLpqXh+W8vxzfvnx0gtoDL6DsYk3zqbym4amgnZyiQrpYRsU0Q\nEX/Kra2tePbZZyGXy1FRUYHXXnsNFy5ciOriZrMZdXV1WL9+vWdt586dOHXqFNavX4+6ujrs3Lkz\n9ujHKItnZePxjXOQN0kFgYBC3iQVHt/IPQUAAPtqG7Hvs0YYTK67D4PJjn2fNWKfzx99tPD9QcAX\nNWfbYLY60KM1o73XiB6tGWarA7UhKjQSRWtPcNtKdwutyeJA74AZNkdkH4QNKwuQniKBeCgt4J5+\nq9FZPFaMmaky7KyYj13fWIwpk1NCXmvlgryg66UL8iCgXJMVJmcqkZYiJS24CSYqLwUAEIvFGBwc\nhFqtxsDAQFQXVygUOHPmjN9aeno69u7dG0Oo4wu+Tt0/rmsNuv5JXSu2l5Vwjgngr/yKr4aMlk4d\nevsDDchHvRY0xJaVZVloBy2cDGfmFmZix7rZOHq+HY3t/X4iLRULcX/pdKxbPg1iUeR2XF+j775B\nCyalyrHqznzcNTcHCtKsMKpEFNypU6dCp9Nh48aNeOyxx6BWqzFr1qxExEaIAoPZzmk9Enx9ELjy\nm19Ab3LAZndCf12Dlo4BPPnIQs7X1xlsQQ3IBwy2Ecc5Egpy1X6NBoBLbHMnpXB297LZabR06PB1\n2wAcTu97XTE3BxX3FiE9hVuVyNzCTMwtzBz3QxnHGhEF95VXXgEA/O3f/i3mzZsHo9GIe+65J+6B\nEaIjRSHxpBOGr48mrvymVxBd+U0bqmoaOQuuNcTMrlDriWJbeYnnQ8XuoCEaahDYUFoQ9TUYlsW5\nqz14/1gLdD4fIAW5amwvL0FhfmxdmERok5OoK5ppmsbixYsBuD7FCcnBAysLsO+zwHzthpUFiQ/G\nh9buEPnNEHnPcIQyGudhnNeIWDwrG08+shCH61vRqTViklqOUg4NBje7BrGvphE3fUYYpaokWDZT\nhkfuX+rJ43Jhoky/HatEFNyamhq89NJL6O7uBuASW4qicO3atbgHR4iMO0/7SV0rdEYr1EpXdxjX\n/K0b3sqvePxbFwiGpj4EWR9NGIbFjFw1Ht80h9P3DRpteP9oC05f6fasiYQClC+fhg2l09Hc+DVn\nsRUJBUhRiCGXEqFNZiIK7q9+9Sv88pe/xMKFCyEUTux5RHzCZ13p9rISbC8rGXEBOJ8txwU5gflN\nAJgew2SBqdkpuNUT2Dk1NTv0SX28sdqdQXPL4XA4adSea8fH9a2w+eR4F83Kwtb7ikOWc4VDLBRA\npQicQ0dITiIKrlqtxrJlyxIRy4SBT2HjEz6NcLaVl+DXb52H0eIAywIUQ0MlF2NbDDvv72yZh9++\ncyHAgPw7W7gZKvEBy7IYNNphskY/NZdlWVxqvI33jjShb9Brm5ifpcL28mLMms69+UcsEiBFIZmw\n02/HKiF/W+6usvXr12Pfvn3YuHEjJBLvQYzvfxO4kayDDPnsNGvu0MFqo0ENzdulQMFqo9HcoeP8\nHhfPysbTjy0edbcwm4OGzsdwJho6NUbsq23E9VveUkqlXIyH1hRi1cI8CDnmRYihzNgm5G9twYIF\noCjKc0D2k5/8xPOY5HBHRrK20PLZcvxxXSsEAgoCAQWGYSAYEpZY6oPdsABYNmT5a9xgWRZ6k93T\ngBANRosDH55owfGLnZ5JuwKKwj2L87F5dSGUHFMAMokQKoUE0gk+ZnysE1Jwr169msg4JhTJOsiw\nfPm0oLfuj2/kdigE8FsfPJopGK67WppmcPxiJz48ecNvJtmcGRl4tKwYeZMCW3jDIZMIoVZKomp4\nICQ/IQV3+AGZwWDA+fPnMWXKFBQXF8c9sPFMsk4waO7QYdBo9xwEOWlXvjKWNACf9cGjkYKJZVf7\n1U0tqmqb0N3nvVPJTpfj0bISzC/K5FQ9IJeKkKIQE6EdZ4QU3B/84Ad44oknMHv2bAwODuKhhx6C\nVCrF4OAgdu/eja1btyYyznFFsk4wOHisJWhH1wfHWjinAfisD+7RmmC2OqA3OeBwMhCLBFArxXFL\nwXDd1fb2m/HekSZcbu7zrMmkQmxaOQP3LZ3Kya9ALhUhTSkKGJhJGB+EFNwvv/zS4wr2wQcfoKCg\nAH/605/Q1dWFv//7vyeCO0L4nGDAl2dBqNt9fQxpAD7rg6ViIdp6ArvWMtT8TJ91w3VXa7E5caju\nJo6ca/d8UFEAVi7Mw0NrCqFWSqN+bYVUhKYOHY42dKClTYNj12P/PRKSl5CC6zatAYDz589j3bp1\nAIC8vDxSWJ1E8DlEMlQDYayNhXzVB4eEx3+GDieNfn10u1qGYVH/ZTeqjzXDYPaK88wpadheXoJp\nOdHVB1MAFDIxVAoxLjf34S+ffg1g5L9HQvISUnBZlsXt27ehVqtx9uxZ/NM//ZPnazbb6JqGELwk\na4kZwN/O2+agkZkqcxl90wzEQgHUSgnsUdgeRkNEc3Afmtt12FfTiLZebyNGulqKrfcVY8ns7Kg2\nIxRcpWEqhQTCIeeuZP49EvgjpODu3LkTFRUVkEgkWLhwoeeg7PLly8jNzU1YgITw8FlixmcL7YXr\nGvz2nYvQm2ygaRaawS5cvaHF048tinl8u2LYBNqRVnXQDIs+nSUqv9r+QSsOHG3G+Wu9njWxSIAN\nd03HuhXTQ46l8SWY0LpJ1lJBAr+EFNyNGzdiyZIl0Gg0mDt3rmd98uTJ+PnPf56Q4AiR4bPETK2U\n+jlW+a5z5Y0Pr2LA4O2qctkpWvHHD6+O6vh2N0aLAzoTHVFs7Q4an56+hcNnbvnNIls2ZzIevndm\nVIdb7tRBikLsmTs2nJxMJVo6dNCb7LDZnTBYzFArJZg5JY3T+3KTjCOJCBFaeydPnozJkycHrBGS\nBz7FiAnhC8DGYMvVqTEAvk0KrEt4OjSBngiR4LOqw0kzGNDbYHfSYV3vWJbF+Wu9OHC0GQN674fQ\ntJwUbC8viUoIKQpQSMMLrZuCPDXOXu3xPHaP6ylbzt17Illbxwkc7BkJyQmfQyRtDhoCyt/2UEAh\nqlvu4biPOfRCAAAgAElEQVSnz/rCDq3HAh9VHUaLA3qTLeIh4K0ePfbVNKKlwzsyXq2UoOKeItw1\nPzeik5dQQEElF3OartDapUdmqnTIsN1b+nari7udJckHJy9EcMcB7iGSgwYnbHQ/puepY/rDElIU\nbMPEiGERoy+rIOiJv2gUPBV9d7XhGDTacPB4C+ovd3s+LERCCmuXTsMDKwsiGsWMxCKxR2uCQuYS\nad9x97HkcPnOB/N1+EkggjvmcQ+RdOMeIgmAe81rKI2IofwqVSWB1scZy41alVjTI6PFAb3RFrYC\nweFk8HlDOw6duuk3Gmdh8SRsXVuM7HRF2NfgwyKRz1w8n9fis+yQEMXU3v7+fvzwhz/EX//1XwMA\nrl+/jn379sU9MEJ0hBsiyRW3f4IvQgEVMrcbjjkzMpGiEMO90aMoIEUhxtwZ0U1DGClOmsHtAQsG\nw4gty7K43HQbP3/9NA583uwR29xJSjy14078/daFYcVWLBQgQy1DdoZixH60fE5M5vNa4dITBO5E\n3OG+8MILKC0t9ZjZzJgxA8899xy2b98e9+AIkeHTJMbtfzC8fT8W/wP3IZBEJPS4hdkdDKbncT8E\n4ko0dbVdfUZ8cFaH9tsaz5pCJsKDqwuxZlF+WNtEt6kPn6bffObi+TxkJOVq/BJRcLu7u/Gtb30L\n+/fvB+DywRWM9mwTggc+TWL49D/g8xAoWhxOBjpD+FytyerA/524gWMXOsEMnZ4JKAqrF+XjwdWF\nUMlDi2i854W5Dwb56Mzjq3U8WZ3txioRBVck8n+KwWAgQySTiAdWFuCdT6+7qgJYFhTDQCigYhJJ\nX/8Dg9mOFEXs/geJ3hkZzHYYwuxqaYbBiUtd+PB4C0w+tomzp6djW3kJ8rNC2yYKKAopCjGUcvGE\na2tPVme7sUpEwS0rK8O//uu/wmQy4eDBg3j77bfx8MMPJyI2QhTMnJKGFKVkqKPL1RWWMoKCebf/\nwUiRioVo7baCpl0fBLTVCZuD5t1wxuFkMGCw+jUlDOfr1n7sq21E122v2EvEAsjFrjSCzmALKrgU\nBajkEqjkocu7xnuDAZ+pDkIUgvvkk0/i/fffR19fHz777DPs2LEDjzzySCJiI0RBzdk2ZKilyFBL\n/cqJRrvm0mBx+JWFsWDhpFlO/rIRXyPCrva2zoL3jjThUuNtz5pYJIBS5vKatdps6NNZcPBYMwB4\nxptTFKCUBW/B9WWiNBjwmeqY6EQU3LNnz+Lhhx/229WePXsWy5cvj2tghOhI1kMN7aAFAoryNjqw\nrhyodtAy4mtH2tVabU58croVNWfb4KS9clw6Pxcmiz1o+3L95S7MK8wM6XUQDNJgQOBKxNOvl19+\nOao1wuiQkxn88GK0DzWcNAOGZUFRrjJeigIYluU0gHE4LMvCYLbj9oA5qNgyrMs28SeV9fik/pZH\nbAvzU/HDv1mGv9k0B4PG4NUb/QYrJmcokKqSRiW2gNcYvUdrRnuvET1as+sxOcEnhCDkDre9vR23\nbt2CyWTCyZMnPesGgwEWS3S7FL1ejx//+MdobGwERVF46aWXMGPGDOzatQudnZ3Iz8/Hnj17kJqa\nOvJ3MkFJ1kMNiUgImz2wWkAS48gYh5PGgN4GRwjBvtE5iHdrGnGr21sFkZYixcP3zsTyOZM9h12T\n0uRo79XDaHbC7nDCZLMiVSlGQW5qRL+D4STKGJ0wfggpuGfPnsV7772H27dv4w9/+INnXaVSYffu\n3VFd/MUXX8Tq1avxn//5n7Db7bBarfjv//5vlJaWYufOnaisrERlZWXU1yMEkqyHGikKMSxW55Cn\ngmtMulBAQRVDuVq4XO2AwYrqoy0442P8IhYJsH7FdKxfMR1Sib/AT8lW4Yum267DPACMjYbDyaB8\nBY/1wROrkIHAgZCCu3XrVmzduhVVVVXYtm0b5wsbDAacO3cOv/jFLwC46nclEglqa2vx5ptvAgAq\nKirw+OOPE8EdIXweavB16l6YnwaWhcduUCoRQa2UoCg/+rsZh5PGgMEWNH1gd9CoOdeGT+pbYXd4\nv75kdjYeuW8mMlOD7zK/bh0AANeO16e88eJ1DefqjHgboxPGHxQbRVFtfX096urqAACrVq3CXXfd\nFfHC165dwwsvvICZM2fi66+/xty5c/H8889jzZo1OH/+PABXTm7ZsmWex6FoaGiI5r0QRkhztxWH\nzg/AbGNA04BQCCikAmxcmo6ZudyGGjZ3W1H7xWDAetnC1IjXYlkWZhsDq50JdBxjWbR023DqmgEG\ni1doJ6lFWD03BfmZwXfQYiEFhUyIV97vQrC+CJEQ+MGj+RHfly9VJ7XoNzoD1jNTRHh0VWJamAnJ\nR7hNT8QqhT/+8Y/Yt28fNm3aBAD4t3/7N2zbtg3f/va3w36f0+nEV199hRdeeAELFy7Ev//7v6Oy\nstLvORRFRV1InkzlKMlaHjPSuPb/10kYzCxoxlXGRTMUaJrFpVssdmzmdt0lAIqLNUOpDg2KpmZH\nleoINTH36g0tas7ewo1OvZ9dZIpCjIfuKcLK+XlBa2Xdu07ZkNOX8INDcDK0pz6YoigIhRREIiHn\nnx2l0gTNn2+7f86IUjrj9d9XvEjWuIIRUXAPHDiAqqoqqFSuwvBvf/vb+MY3vhFRcHNycpCTk4OF\nCxcCADZs2IDKykpkZmZCo9EgOzsbGo0GGRkZI38XBF5o7tDBSXt3lSxYsDSLlk5dzNdk4bpzj3Qb\nxTCuibkma2Cd7vmvevHOZ1/DaPHfTd5ZkoW/2TgHclngP+NQfgeZqTK/eWTu+uCMVO5VHck67p6Q\nvERlz+gW2+H/HY6srCzk5OTgxo0bKCwsRH19PYqKilBUVITq6mrs3LkT1dXVKCsriy1yAu/YnUFu\n4QG/HGm0cLH1M1sd0JvsAebkTprB0YYOvH+02e9rAgGFNJUYIgEVILbuuWEpCknQHW+KQgKRQBBw\nmJcij802ks9x94TxT0TBdeded+zYAQCoqqrCnDlzorr4Cy+8gOeeew4OhwNTp07Fyy+/DIZh8Mwz\nz2D//v3Iy8vDnj17RvYOCNhX24iP61oxaLAi9ZAWD8Tof8Dn4Xo0TQE2B41BY/BDsS9b+rC/tgm9\n/Wa/daGAgkBAwWB2+u1U3d1hSrkYojDlXTYHjax02ZCpjvswTxzRnJxA4IOo7Bl///vf44UXXgAA\nrFy50m9kejjuuOMOHDhwIGB97969HMMkhIJPA3KJWACrjfbb5VJAVBNphxOuA45mWOiNNphtgQdO\nPVoTqmqbcPWG1i8GSkBBQMEv5+9wMkM+u67UQTQNCy73KzZgssJoN4oQJgYhBffixYtYtGgRlEol\nfvCDHyQyJgIHwhmQcxXcovw0XG8bGKpRHbrdFlKcSrnchLL1m5Qqh6bf7LFGdGO2OvDRqZv4vKHD\nY3hOUcDqO/Px1Q0tBoNYUEolQkzOUEbdGQYkb6MIYWIQ8t7rn//5n7Fx40a89tpr0Gq1oZ5GGGX4\nNCDfVl4CmUToOixjXQdKMokQ28q5pyfKl09Dv96K1m49evoduNk1iD6dBUvumOwntgzD4sSlTvzk\n1XrUnmv3iG3JtDQ8/+3l+Ob9szE9V430FCnEQgFAuRobJqXKUDI1nZPYAq6c6+Mb5yBvkgoCCsib\npMLjG0dWVUAgREvIHe6RI0dQV1eHAwcO4A9/+ANWrFiBrVu34r777oNQGFt7JoF/+DQgb+7QwWqn\nQYECKNcO12qn0dyh4yxIzR06GMwOb0cX45ov1taj97hyXb81gKraRnRovDvhzFQZtt5XjEWzsjzp\ng5UL8nDwWDPkUhGEQsoz1DLWXSlxvyKMFiEFl6IorFq1CqtWrYJer8dHH32EyspK/OxnP8OWLVvw\n/e9/P5FxEkLA55QGPtMTH9e1goJrN8owDKihKSHHL3Zi2ZwcHPi8GReue8fbSMQCbCgtwLrl0yAe\n5reweFY21CoJTlzoJOVXhDFNVGVharUa3/jGNzBlyhT89re/xVtvvUUEN0nwndKgM1qhVsY+pWHQ\naAvqYaszBtoZhoOmGehNgcMbWZbFoMmGn/3Pab/XWTE3BxX3FiE9xb8DTSISQq2SQCoWYlKaHHfN\nzeX8nsYSZBz5+Cei4La1teG9997DwYMHkZaWhkceeQRbtmxJRGyEKHFPaRjpLXKorj8Bh7EyRosD\nepMNSpnYYzbOsgDLsJ5aWgYusS3IVWPHuhLMyPM/lBMNdYfJpVHtB8YFZBz5xCDkv+j9+/fjwIED\naGlpwebNm/Ff//VfmDt3biJjI0QJXzujFIUI/YOBZWEqReTptHYHDZ1PTe2aRfk4VNcKhmVBu9vN\nhkhVSfDwPTOxfF6On5gLKAopSgmUcRrSmMwQM/OJQUjBPXToEP7qr/4K69atg0QSWxcOITR8uXLx\nuTPKzVRBZ7AHdHXlTgpdo0ozLPQmG8xW/5ralQvy8HlDB/Q+B3oUgPtLC7ChdDpkEpHfOpdJCyNl\nzzsXcOJSFxwOGuKqbqy+Mw/PPLY4pmvx9XtM1skdBH4JKbhvvPFGIuOYUPA5C6vmbBvMVqfHBtFg\nMUOtlMS8MxJQFFgKnjpcAUUFNUJgWRYmiwMGs8OvzMvhpFF7rh0fnrwB2me8DUW5usSkYoGf2Mok\nQqiVUohF3My/Y2XPOxdw5Hy7X7zux1xF98J1DV498AX0JgccTgbdfSa0dAzgyUcWcv7Zk3HkE4PE\n/Csn+OESycDRLLUhbivDcaNTB+2gd76Xa+qAFS2dgdaIkeg3WEEzrtE4LOsaWUMzrvlhvpitDvT2\nmzFosnvElmVZXLyuwb++dgbVx1r8xFZAufKyFEXh+MVOAK7HmakyZKbKEya2AHDiUlfQ9ZMh1sNR\nVdMI7aBt2M/ehqqawKqRSJSHKHEjDRnji4lzKpFEtHTqcFtn9XR0OZwMbA4aFMXdlcsWwlgmFhNs\nnd6GYf4xYFhgQO+qUrDaXTvp4d4HnRoj9tU24vqtAb91AeX6foYFWCcDoYCCyepAqlICpVw8Knla\nRwjPhFi8FFp9xvn4cqsn+Ho4knVyB4FfiOCOAiYzfyPEJeLgu8NQ6+GwhRBpq90J7aAF1mEzyoxm\nOz48eQPHL3Z6zsQEAgr3Lp6C01e6/fK6LAAnw0ItE8U0ZocvxCJhUNGNadYaz58XpCFj/BNScJub\nm5GXlweFQgGn04k33ngDly9fxuzZs7Fz505ykDYCQu2mYrFBLMpPg9XW57I3pFkIwQyNsknjfC2W\ndWlIMItGX7GlaQbHLnbi/07c8DOgmTMjA9vKSpA7SYlLTbcDDtIAQC6LXPEQT1bfmeeXw3Vz9515\nnK9VkKNGU3vgXcn0XB7noxHGFSEFd9euXdi/fz8A4JVXXkFbWxs2bNiAkydP4mc/+xleeumlhAU5\n3hAKBBAJ2QCTGJGQ+5apIE+N0192gxnSaoYBDCYHpudx/6NPUYihN9sDFFfpI5JXb2hRVduIHq3X\nNjE7XY5Hy0owvyjTkyYwhvBy0Ju4NVG44asawH0wdvJSF+wOGhKREHfHWKWwrbwErx64HDDTbFsM\nTScAaXyYCIQUXJZlIZVKAQCnT5/Gu+++C7FYjE2bNpHGhxFSkOvaGQlE/gI7PYe7SF78WhN4a0u5\n1rl2mz24phDvHL7u8T+gAAiFFMqWTUVvvxnvHWnC5eY+z/NlUiE2rZyB+5ZO9fOgpeDaBQOu6gTP\nxYCg3reR4LOqA3CJ7jOPLR7xrfviWdl48pEFvEx8II0PE4OQgiuRSNDe3o6pU6ciJSUFDocDYrEY\nNE2DYbj/0RC8bCsvwW/fueCZcuAeBxOLK1drtx4CioJARIFhGAiGPAu4HNy4S7zuWTQFBpMdxy92\nwmR1QCkTo3R+LsxWJ37+2mlPfS4FYOXCPDy0phBqpdTvWgqZCCkKCSRioctb1zuvZ8hbgXuuNJmb\nAvia+JDM75HAHyEF97nnnsO3v/1tbN26FXPmzMF3vvMdrF27FqdPnyY7XF4Isi2N8TIMy3qHIjIM\nhFGmJhiGhdnqgNHi8IjpAytn4IGVM8AwLOq/7Eb1sWYYzN7DvJlT0rC9vATTclL8rjW8njY7Q4m2\nIKf4kzMUnN9ij9bkqTV2OBmIRa5b9/HUFOD7Hn3rqcfTeySEEdyVK1firbfewv/+7//i5s2bUKvV\n6OzsxD/8wz9g6dKliYxx3FFV0wiTxQGhQAD3nbjJ4kBVbSPn3UxmqhxtPrtZd8VDZmro2XM0w8Jo\ndg1sHOYDjqs3tDh8uhU3u/Sw+9z+Z6hleOS+mVgyO9uvnEsooJCqkgb4HqTIxRCJBAHTcVVy7odm\nUrEQbT3ecTruWuOMVG6j25OZifAeCRHKwnJzc/Hcc88lKpYJQ2uI2/1bIeo6w5EyNMNr+AFcMGHz\nCK3FEXSK7ukvu/GXw9cDysNWzM3BX22Y7Tdqh6IAlVwClVwcdFijzUG7DuFMdtA0IBC4DuV4nR0W\naRRwCMbU4VSM75GQnMTU4lNdXc13HBMLHv+IbA4aWWkyKGQiiIQUFDIRstJkfsJGMywGjTb0ak0w\nBhFbu4PGhyduYO+hr/zElqIAkZBCv97qJ7YKmQiT0xVQK4NPxgVcOzaTxTlUkUFBKBDAZHHGVO9q\nc9DITPWmK8QiATJTpTGJt/twqrvP6Hc45evNOxrw+R4JyUtMjQ979uxBRUUF37FMGNxVCsOJpUoh\nJ1OJlo7AEqycDGXEHS3Lsjh/rRcHjjZ7uskAVzZZ4DNZoeu2q8dfLBK4Rt3E0iTge3GO+A5+9FuP\nwWcgWQ+nyHDLiUFIwX322WeDrrMsi8FB7n36BC+u+k2v6YnrEEgcU5WCuw6XZly5UtrqhNXmxKo7\n89HbbwrI0bq51aPHvppGtHT4/y6FAgoUFeiNm6aSQskh/+rascmGDoG8B12xtBzzOfgxWV25yHDL\niUFIwa2trcX3v/99iMWBf2SnTp2Ka1DjHVf95kJe6jcvfq0BzbJ+JjIsgEtf30bZ0sA/1kGjDQeP\nt6D+crdn1ysSUihbNg1NbTq0awx+z6fg2pFzEVvA636lkIlGvGPz9RkY6c8rWV25iJfCxCCk4M6e\nPRvz58/H/PnzA772+9//Pq5BTRTcvtwjSek2tg94Jt16rssCrT3+O1eHk8HnDe04dOqmX5vuwuJJ\n2Lq2GNnpCly9ocW7n30No9kJJ+3alaaqJNi+bhbnuPjesfFV75rMO0nipTD+CSm4L7zwArKysoJ+\n7a233opbQBMBl4/qZU9dqctHVYcnH1nASVQYhg3pv+Bwene8Xzb3oepIE24PWDxfz5ukxKNlxZgz\nI9OzNrcwE4+tn41zV3vQN2hBbmbsu6xk3bEla1yEiUFIwQ03Tmfq1KlxCWai4PJR9XrMumsuo63D\nZRgWJqsDRnN4d7Gu20ZU1TbhWmu/Z00hE2HL6kKsXpQPocC/SEUmEeK+JVOxbvl0ju8oOHzu2PbV\nNuLjulYYzHakKCR4IMZBmW74uLsgELgStkrh0qVLOHToEHp6egAAOTk5eOCBB7Bo0aKEBDdeibUO\n11do3TlbikLIg7F/f+Os3/PWLMrHg6uLAmp0BRSFVJUECpmYN5MYgL961321jX6j4A0mu+cxV9El\nngWE0SSk4L766qv48MMPsWXLFixYsAAA0NXVhRdeeAEPPvggnnzyyYQFOe7guK0KJrRu0lOk6NcH\nd+ByP3f29HRsKy9BflZg95lCKoJaJYVQQPFqEsOnsH1c1xp0/ZO6Vs6Cm6xlYYSJQUjBdY9Gl8vl\nfuuPP/44tmzZEpXgrl27FkqlEgKBAEKhEAcOHIBOp8OuXbvQ2dmJ/Px87NmzB6mpqRGvNZ4oyFXj\nettAQHfY8DpchnGZkhst9pC72Ey1HDpD4KQGAJiUJseja4uxsHhSQJmXSChAWooUUp+GhpqzbejX\nWwNMdWIRIz6FzRDC6jHUejiStSyMMDEI2WnGsixEokA9FgqFYEP99Qdh7969OHjwIA4cOAAAqKys\nRGlpKQ4fPozS0lJUVlbGEPbYZtHs7KAu34tmu4SIZV0NC739ZhjMocUWAExWB0TDZoJRANJTJPjp\n396FO0uy/MSWAqBWSpCdLvcTWwC4erMPAwabx8iGZlgMGGy4erMPXOFT2FJCTIgItR6OnMzg5V+j\nXRZGmBiE3OE++OCD2LFjByoqKpCX53LD7+rqQnV19Yjcwmpra/Hmm28CACoqKvD4449j9+7dMV8v\nkfCVk2zt0iMrXR5gXN3aOQij2e7n3hUKq82Jj+tb0a31b24QCiikpUgxI1cdMJxRJhEiVSX18671\nxWgOnNAQbj0cfNa7PrCywMen13tHsGFlAedrJXNZGGH8E1Jwn3rqKSxbtgwff/wxTpw4AcBlZrN7\n926UlpZG/QJPPPEEhEIhduzYgR07dkCr1SI72yVSWVlZ0Gq1I3wLicF3JLbN7oT+uibmkdg9WhMU\nMhEUMtePn2VZMAyLdo0Bg6bwt8kMy+LMlR68f7QZ+iDPZYZ8E/Kzvfla30OxcIS6cxmeN46G8uXT\nPKVvvnaDsQjbzClpkEmELh8IFgDFQiYRYeYU7mOESFkYYTQJW6VQWlrKSVyH85e//AWTJ0+GVqvF\nE088gcLCQr+vUxQV9eTWhoaGmOPggz9+psHtAW8Zls3uxG27E29UN4At5/bHKqFs6Dc5XV1hQ1Nt\nASBNKcSVK1dCfl/3gB0nrhigGfTuOAUCgGW8GQoWLtE9d6UdU9UmyMQCKGQCdEXxc5ZLKBgt8MsH\nCyhAIaE4//ybu62w2qyeYZlO2gmrjUFTUxNYY+BMsXD8sUYDq80JkY9RjtUW28/ezdo5FNbOmQwA\nYI3taGjgFlO8Ge1/76EgcUUmXAlkWMHt7e1Fb28vZs+e7Tc0sr6+PiohnjzZ9Q86MzMT69atw+XL\nl5GZmQmNRoPs7GxoNBpkZGSM+E0kgl+/f8gzTcF3skK/keUcGy3vwZuHvgroENtw90zMLcwMeP6A\n3or3j7Xg7FXvGHKxSID1K6bjyPk2OOmhJgeGATUU16CZxT2rlkImid6faFnTBRw53w5fbWYBLJ2b\nhyVLuM38qn3zPGRSGexOO2jaCZFQBJlUgrYBKXZs5vbz+nW192fvSyw/e1+StaOLxMWNZI0rGCEP\nzT766CNs2bIFP/zhD7FhwwZcvnzZ87Vf/epXES9sNpthNBo9/33q1CkUFxdj7dq1HnvH6upqlJWV\njfQ9JAYeRmLbHDRuD1iQn6XCg6uLkJ2ugEBAITtdgYfuCRRbu4PGoVM38dP/qcfZqz2e9SWzs/Gz\nv7sLD64uBBUkMAquulsuYut6PcZTo+vOIqjkYjhimCZ8o1MH7aDVM8PM3dzR0hmD8RHpTiCME0L+\nRf7P//wPqqurkZubi7q6Ojz99NN46aWXUFpaGlWVglarxT/+4z8CAGiaxubNm7FmzRrMnz8fzzzz\nDPbv34+8vDzs2bOHv3cTR0YyEtvhpKE32f08DOYWZgbdzQKuXOqF6xq8d6QZ/XpvR9rUbBW2l5eg\neFq6Zy0/S+XXSOESWwoFudxL7Vo6dbA7GD/PWruDQUtn4PuOhC2ESMfiFsannSWBMJqEFFyGYZCb\nmwvANW7n1VdfxXe/+1389Kc/jSrvOnXqVHzwwQcB6+np6di7d+8IQh4dfEdi+9oNhhuJbbU5YbQ4\nAiYohKO914B9NY1+ApOiEOOhe4qwcn5egOH3hpUF+PNHV4cqGwARxUKtiM3qMZQvQ6j1cEjEwW+e\nQq2Hg087SwJhNAl7z2k0GqFSuU67S0pK8Nprr+Hv/u7vYDAYwn3buMR3JHZLuwZFU7ODnm6zLAuL\nzQmD2eE5MIoGvcmOD0+04OSlLs8dtEBAYe3Sqdi0cgbksuC/KoGAglwqAs24DvKkEhFkktgMwqVi\nAQbdAyl9yq8kYu7XK8pPA9iBoaoOr0gW5cdWWcCXnSWBMJqEFNxvfvObuHbtGpYtW+ZZKywsxBtv\nvIH/+I//SEhwyUY4MxaWZWGyOmE02yPW0PripBkcbejAR6duwmLzVh/ML8rE1rXFIQv1AVd+teFa\nL1QKCVQKiZ/vbCwdXekpMvRozV5vXbCgGCBdLY3wnYGUL5825IfrP8FgtO0ZCYTRJKTgPvbYY0HX\np0+fTvxwfQjncxCJL1v6sL+2Cb39Zs9aTqYC28pKQuZ3AUA81JYrEQvR22+G2erw1Ae76l3FMXV0\nGcx2MCzrV6XAsGxMLbSk3pVACCSmmWYEgKYZGC2OoKPGI9GjNaGqtglXb3ibPuRSETbfPQP3Lp4C\nYYhOMAqASiFBikLsyaO7xmt7zWtc1QA2ZKjlQa8RDq3eCpFA4BrX404pCCj0+1hJcoEYahMI/hDB\n5YjDycBgodHbb+ZcrWS2OvDRqZv4vKHDrwZ3UpoMFWtmYulQIX4wJCIh0lIk0Q9wjKWMjXXlhENN\n4iUQCCODCG6UOJwMDGY7LDYnbA6Gk9gyDIuTX3Tig+M3YLR4u9WkYiHSUySQiIU4fKYVcpkoIJUQ\nqS3X5qChlIuhN9lA0yyEYKBWSkn5FYGQhEQluDqdztP4sGDBAqSlcT9pHqs4nDQMZoffgRYXGtsG\nsK+mER0ar5GLRCyATCKCw0FDq7dBLBRApRCj/nKXn+DKJEKkpcggDLPjlIqFGDR6Hb6ctMtLIS+L\nu0nMtvIS/PadCwH2jKT8ikDgh4iCW1NTg+effx6zZ88Gy7JoamrCiy++iLVr1yYivlHD5qBhNPs3\nK3ChT2fBgc+bceG6xrMmFQuxobQAdZc7MaC3DeVKAaeTGdqRuoSVolxjySOZzQCAZsAcUBVBMyw0\nPgdxXJBJRLA7GI+LGdduNQKBEJqIf02vvPIK3n77bRQVFQEAWlpa8L3vfW/cCq7Z6oDR4vC0pHLF\nanfi09O38NmZNr863BVzc1BxbxHSU2SoOdcGp49IsgCcDAuz1QGJSIh0dWgLxeH0662g4N/9Sg2t\nc5RLEpEAACAASURBVKXmbJufi5mbWKch8GVnSSCMFyIKrkQi8YgtABQVFUEq5V6XmczE2qww/Bpn\nr/bgwNEWDBq9VQMz8tTYXl6CGXneVluHM/iu2UnTyErnVl3AsACoob3x0H971jnCp2m472Rir50l\n98nEBMJ4IqLglpeXo7KyEo8++igA1+id8vJyOBwOsCzr5yI21mBZFmarEwaOzQrDudk1iH01jbjZ\n5fU0SFVJ8PA9M7F8Xg4EQcbbMIy7o8ulkUIhFX0Fgg8pcjH0QepkUxSR0xHD4dM0fKSTiQmE8UhE\nwXU3Obzyyit+67/73e9AURSuXbsWn8jiSKxdYcMZNNrw/tEWnL7S7VkTCQUoXz4NG0qnh8x/5k9S\n4Wa3v2sWRVFRGeEMZ8s9RUGnIWxZUxT5m4fB5zSEWCcTEwjjmYiCe/Xq1UTEkRBYloXJ4ohqhE04\nnDSLT+pb8XFdq58xzaKSLDyythhZaeHTAnMKMzyCS1HwWCwuimHn555a+0ldK3RGK9JUMmxYWcB5\nmi3g3x02Ys8CYqlIIAQQUXCFQtdtLk3ToGmvuIylVAIzdCBliKH91heWZXGp8Tb+ckwLvdlbfZCf\npcL28mLMmh6dmXqP1oysNBkMZqef+9Wtrth3f+zQ/41U5/jyLCA1vQRCIBEF97PPPsPLL7+M7m7X\nbTPLsmMmlTASn4PhdGqM2FfbiOu3vFMXlHIxHlpTiFUL8yAMMpFgOEIBhVSVFP16K5RyCZRy/w+t\nWA6n9tU24p1Pr7tKzFgW/YNWvPPpdQCIaZe7r7YRH9e1wmC2I0UhwQMx7pa3lZfg12+d98whoxga\nKjmxVCRMbCIK7i9+8Qv85je/wdy5cz273WSHYViXz4Fl5EJrNNvxwYkbOHGp0+OZIKCAe5dMxaa7\nZ0AZRa0sAChkIqQqpRAIKF4Ppw4ea4GT8VZWsGDhZFh8cKyFs1Duq23Evs8aPY8NJrvnMddrNXfo\nYLXTQ+kSV27ZaqfR3KEjh2aECUvEbVlWVhYWLVoEiUQCoVDo+V8yQg9NrO3pN3mcr2K+Fs2g9lwb\nfvJqPY5f9IrtnBkZeGxNJraXl0QltkIBhcxUGdJTZB6PgvIQh1CxHE75tgr7YgixHo6P61qDrn8S\nYj3itYb/+NnYrkUgjBci7nC/+c1v4ne/+x3WrVvnV387Y8aMuAbGBZphYTTbY3LuCsbVG1pU1Tai\nR+vt1spOl2NbWQnmFWVGfZAol4qQqpIGtObyeTgloAA6yHuOxX8mlA1jLPaMg0Zb0J23zqdGmUCY\naEQU3P7+frz++ut49913PTtbiqJw9OjReMcWESfNwGh2wGx18HIo3ttvxntHmnC5uc+zJpMKsXlV\nIe5dMiXq7q9oWnP5OpzKz05BW5ASrCnZKZyvlaKQwGAKVtPL/YA01Bim4TXJ0eLuWuvRmpCTqSRd\na4QxSUTB3bt3Lz799FPPyPNkwOGkYRwylOFDaC1WJw7V3cSR8+2ecjEKwMqFeXhoTRHUyugFx+UA\nJg3pacs333lwLn77zkWvW5iAglopxRMPzuV8rQdWFvjlcN1sWFnA+VopCjH69YEddaoYGjIuXNf4\n1Qd39xk9j4noEsYSEQU3Nzc3acR2pIYyw2EYFvVfdqP6WDMMZm/Oc+aUNGwvL8G0nOh3iRQFpCql\nUMqjExS+dmyLZ2Xj6ccWRZy1Fg2+Nb3uKoVYa3rnzMjE1RvagA+CuTNCT7IIRc3ZtqDrsXo8EAij\nRUTBvfPOO7F7925s2LDBL4d79913xzWw4WgGzDEbygSjuV2HfTWNaOv1DsTMUMvwyH0zsWR2dlST\nid1wNZzhe8fG52SF7WUlMQnscNwzzTLU0hHPNOPT44FAGE0iCu6lS5cAAK+//rpnjaKohAsuX2Lb\nP2jFgaNNOH/N27ggFgmwobQA65ZP4zShlgKgVroGOHKh5mwbzFYn9Ca7T+ODZFy5cvE504zPMjoC\nYTSJKLhvv/12IuKIO3YHjU9P38LhM7f8xHvZnMl4+N6ZyFDLOF1PLBQgXS2NyXDmRqcuqLELRQ2G\n+a7g+O6WWSRXfpOvnTefHg8EwmgSUXBPnjwZdD3RO9xYYVkW56/14sDRZgzovSVJ03JSsL28BDOn\ncJ9eIZcIkJUu55R28MXmCL5bj2UszkTIb/Lq8UAgjCIRBfcPf/iD579tNhsaGxtxxx13jAnBvdWj\nx76aRrR0eHeOaqUEFfcU4a75uZxLlIQCCmkpUvTIhDGLLeAascNlPRwTJb/JVxkdgTCacE4pXL9+\nHXv37o1bQHwwaLTh4PEW1F/u9pSNiYQUypZNw4bSAsil3MfGRDNfLFqK8tNgMGm8PgMUoJKLUZTP\nfbedk6lES4fOY/RtsJihVkpi2rkTCIT4wll5Zs2albSWjQ4ng88b2nHo1E2/0rGFxZPw6NpiZKUr\nOF+TAqBWSaGKstwrGiRigacl171RNlocEMewwy3IU+Ps1R7PY3c+uGz56LtyJeNhHoEwmnDK4TIM\ngy+//DLpvBRYlsWXzX2oOtKE2wMWz3reJCW2lZfgjoLobBOH4zoYk0Es4reJ4YumPlAUBcbHk1cg\noHC5qS/MdwWntUuPzFQp9CYHbHZ+rB75IJkP8wiE0YJTDlcoFGL69OnYs2dP1C9A0zS2bt2KyZMn\n49VXX4VOp8OuXbvQ2dmJ/Px87NmzB6mpqZEvFIKuPiP21zbhq5v9njWFTIQtqwuxelF+VLaJwVDJ\nxVArJSPK1YZiwGD1E1vA1YQxYOA++LFHa4JCJoZCJvardx3tHO5EOMwjELgSVnAZhsF3v/tdrFmz\nJuYX+POf/4yioiIYja46ysrKSpSWlmLnzp2orKxEZWUldu/ezfm6JosDH564geMXOz2uYAKKwppF\n+di8ujDmFID7YCye48GHi62bWKZQJGuN6kQ5zCMQuBB2+ycQCAJmmXGhp6cHR48e9QygBIDa2lpU\nVFQAACoqKlBTU8PpmjTD4OiFDvzk1TocvdDhEdvZ09Px/HeW47H1s2IWW5lEiKx0RVzFFkBIR7NY\nnM74tHrkk5zM4IIf6wfBhesa/OrN8/jnPcfwqzfP48J1TeRvIhCSjIjKMmvWLFy5cgXz5s3jfPGX\nXnoJu3fvhsnk3dVotVpkZ7tuKbOysqDVaqO61pUrV9DRZ8fxqwb0G5ye9VSFEKvmqDBjshgDva0Y\n6OUcJigACpkQckn06YeGhgbuLzSEgAo+xlxAxXbdu4rFuHTDBAsFyIR23FmoBGtsR0NDe8wxjpTp\n6TY0t3ntLU1m139PSxdzfo/N3VbUfuEt7Ws2mdDcpkHZwlTMzOXWsDKckfwe4wmJixvJFFe4Jp+I\ngtvY2IgdO3agsLAQSqV3d/LOO++E/b7PP/8cGRkZmDdvHs6cORP0ORRFRZ0jPdnI4FKjd7yNVCLE\nxpUFWLt02ogOtWI5GBtp55S4qito84NYJIjpuksA7OAhLj5ZAqC4WMOLqU7tm+c9uWlf2gak2LE5\n9vebTD8vX0hc3EjWuIIRUXC///3vx3ThCxcu4MiRIzh+/DhsNhuMRiOee+45ZGZmQqPRIDs7GxqN\nBhkZ0VUQXGq8DcC1Gy1dkIuH1hQhVSUN/00RUMrESFXF52AsHFSIWl4BDzW+yQRfrb0kH0wYL4QU\n3B/96Ed46aWXUFpaGtOFn332WTz77LMAgDNnzuCNN97Ar3/9a/zyl79EdXU1du7cierqapSVlUV9\nzcL8VOwoL8H03JHVmAooCukpUshiaIDgA5FQAKGA8TskEwqoqN3GJhrJejBIIHAl5F94vKby7ty5\nE6dOncL69etRV1eHnTt3RvV9/2/LXOz+1pIRi61MIkR2hmLUxBYAMtUyMCwLioLnfwzLIiN1ZPnI\n8UqyHgwSCFxJiOqsWLECK1asAACkp6fH1Bq8bE7OiGLgahAeT1IUEoiEAtA0C3Zooq1QSMU0ymYi\nQMxrCOOFkILb2NgYNJ3AsiwoikJ9fX1cA+MTrgbh8cbmoJGiEENvsuP/t3f/QVFe5x7Av/uDBVwE\nYQW5mCpiRm3MDLl30Eg0WIFBIiCLMY2xmozOXNtOKkGKUWs7naSpadO0JWk7iTuaxDixIXXJoiTj\nEKBGU+MYSJMZamqCxnpRYeMiLrD82F3O/WPDxg2Lssu77y7L9/OPw9kf77M6Ppw97znP4xwClEpX\nSxp/qoVNFixeQ+Fg1ISbmpoKg8EgZyySUwCYqtWE3MwxMkKF3j4HVEolhn8H9PY5kDI9tI5ME5G0\nRk24Go0GM2fOlDMWSalVSiT4WSB8NAEvxhJemxSI6FtGTbgREcFf6/RXILZ7SVmMZcDuhDY6wtVg\nceibBotcUiAKb6Muar711ltyxiEJlVIBXWwUpk2NlHxv7a2KsfgqMkKFbtsghr4++zA0BHTbBn3q\np0ZEE0/w9kZJTMoC4d5Iufm+2zYIh/Obk2YCAg6nQLdt0O/4iCj0hcZt+3FQKIBpMZHQxUUHLNkC\nrs33tn472i02XLvhQLvFBlu/3a/N9xZrP9RKJRRfL9oqoIBaqUTnDd/LMxLRxDGhE65GrUJS/BRZ\n9tampsTCcmPA3fHX1VlhALNT/DiIIVzHeCPUSmjUKkSolWF3rJeIRpqQCVcBVzPIxPho2fbWujor\nfFPkJkKthC4uyq/OCqn/FYshIWB3DGHQ4YTdMYQhITA7OfhtcYgocCZcwlWrlJg+LVr2vbVSruH+\n94Ik4NvlGcXX40QUtibUTbNgVfcCXDsLLrV3u38ebtboT/2Di1esSIyPgrXXDrsjdPqQhbLhPdDt\nll4k67RsSEkT0oRJuLrYqKAWnBmVH10abu5D5jHOcoNe3bwHGmBDSpq4QjCDeRfsZDtgd3rtjjvo\n8P2wQrJOi/Nt10fMcO+8I96v2MK9HTkbUlK4mHBruMGSrNNiSlQEknVTMD1OjWTdFNfPfmwLk3LH\nw/Ds7+q1Ho8TcOHU84sFyClcMOGOkZQ1WT12PCjGt+NByhNwoUrqhpREwTJhlhSC7eaarOf/z4aU\n6TF+12R1reGqMSXK86/fnxnbZJj95S6e5bGGO4wFyGmiYcL1gVQ9uqRsGTMZ2s+wADmFCy4p+ODj\nc2Y8d7AJhmMdeO5gk9/rpFIuT0ym9jMCgBB+bQwhCgmc4Y6RlOUZpZyxSbnUEaq4LYzCBRPuGEm9\nNUnKljFSLXWEKm4Lo3DBhDtG7ZZe2PrtX+/DdaC7z4ZYbURY3ZwKVZPhxiBNDlzDHaPICJXXvbMa\nCVv4kHfcFkbhggnXB8MVvhxO4a7wxT5kgTeZbgxSeOOSwhhd7/ZeHPy6dUDmSCYfbgujcMGEO0YD\n9iEoFQoo1QoMDQ1BqXR9OfC38SOrX/lGypuMRMHChDtGmgjvqy+jjd8KtzkRTU5cwx2juTOnQRcX\n+a2OD5GYO3Oaz+81GeofENFInOGOUe7iWbh6rQdToiLQa7NBO2UKAP9u3HCbE9HkFLCEOzAwgB/8\n4AcYHByE0+nEypUrUVpaiq6uLmzbtg2XL1/GzJkzUVlZibi4uECFIdlaqZQnuiZD/QMiGilgCVej\n0eDAgQPQarWw2+1Yv349srKyUFdXh8zMTGzZsgUGgwEGgwHbt28PSAxSr5VKdaIrd/Es7K3+dEQB\ncm5zIgpvAVvDVSgU0GpdMzaHwwGHwwGFQoGGhgbo9XoAgF6vR319faBCCPG1UoXHH9zQSxT+FEKI\ngBVfcjqdWLNmDS5duoT169dj+/btyMjIQFNTEwBACIFFixa5fx5Nc3OzX9c3HOvwWllKqQD+d+UM\nv95TCn/7wILOHseIcd1UNdYu1QUhIiKSyq2+/Qb0pplKpUJNTQ2sVisef/xxfP755x6PKxSKMXfg\n9ecr/NyzTV7XSlOmx/j1fh69w2Yl+b0e/MbJ96H10uZ9UCjGtVQRqsVrGJdvGJdvQjUub2TZFhYb\nG4t7770XJ0+ehE6ng9nsqiNrNpuRkJAQsOtKeSRUyt5hrA1ANDkFLOF2dnbCanX16Orv78epU6eQ\nlpaG7OxsmEwmAIDJZEJOTk6gQsD/zE/CxlV3IWV6DJRKBVKmx2Djqrv8mpXWn7kEW78D7RYbrt1w\n/Wnrd/i1HszaAESTU8CWFMxmM3bu3Amn0wkhBPLz87FixQrcc889KCsrw+HDh5GSkoLKyspAhQBA\nuiOhFy53wXLjm3oKrmph/VAobvgVE8DaAESTTcAS7oIFC9wz2ZvFx8fjwIEDgbpswAzYh7yO+1tL\ngbUBiCYfHu0dIylrKRDR5MRsMUZS1lIgosmJtRTGSMpaCkQ0OTHhjtFk6I5LRIHFhOuDcO+OS0SB\nxTVcIiKZMOESEcmECZeISCZMuEREMmHCJSKSCRMuEZFMmHCJiGTChEtEJBMmXCIimTDhEhHJhAmX\niEgmYV9LYbjxY7ulF8k6rd+NH4mIxiusE+5w48dhw40fATDpEpHswjrh1o/S4LHhzCW/Eq5Hm/Sz\nTZwtE5FPwjrhtlt6vY93eh+/lZtnyze3SQc4WyaisQnrm2bJOq338QTv47dyq9kyEdFYhHXCzR2l\n/Y0/bXGknC0T0eQU1ksKN7fFae/sRXKC1u+2OMk6La5e6xk57sdsmYgmp7BOuMA3bXHGK3fxLI8d\nD8PYRJKIxirsE65U2ESSiMaLCdcHbCJJROMR1jfNiIhCCRMuEZFMArakcPXqVTz55JOwWCxQKBT4\n/ve/j8ceewxdXV3Ytm0bLl++jJkzZ6KyshJxcXGBCoOIKGQEbIarUqmwc+dOvPvuu6iqqsKhQ4fQ\n2toKg8GAzMxM1NXVITMzEwaDIVAhEBGFlIAl3KSkJCxcuBAAEBMTg7S0NHR0dKChoQF6vR4AoNfr\nUV9fH6gQiIhCiixruG1tbfjss8+Qnp4Oi8WCpCTXVqrExERYLBY5QiAiCjqFEEIE8gK9vb3YuHEj\nfvSjHyEvLw8ZGRloampyP75o0SJ89NFHt3yP5ubmQIZIRCSZW20ZDeg+XLvdjtLSUhQVFSEvLw8A\noNPpYDabkZSUBLPZjISEhDG9Vyjtew3VfbiMyzeMyzeMa/wCtqQghMDu3buRlpaGTZs2ucezs7Nh\nMpkAACaTCTk5OYEKQXIfnzPjuYNNMBzrwHMHm/DxOXOwQyKiCSRgM9zm5mbU1NRg3rx5KC4uBgCU\nl5djy5YtKCsrw+HDh5GSkoLKyspAhSAp1sMlovEKWMLNyMjAuXPnvD524MCBQF02YKTuHkFEkw9P\nmo0R6+ES0Xgx4Y6RlN0jiGhyYsIdIym7RxDR5MTyjGPEerhENF5MuD5gPVwiGg8uKRARyYQJl4hI\nJky4REQyYcIlIpIJEy4RkUyYcImIZMKES0QkEyZcIiKZMOESEckk4C12pMAWO0Q0kYx2EnVCJFwi\nonDAJQUiIpkw4RIRyYQJl4hIJky4REQyYcIlIpIJE64Prl69io0bN2LVqlUoKCgIqe7DTqcTer0e\nP/zhD4Mdiger1YrS0lLk5+fjgQcewD//+c9ghwQAeO2111BQUIDCwkKUl5djYGAgKHHs2rULmZmZ\nKCwsdI91dXVh06ZNyMvLw6ZNm3Djxo2QiOu3v/0t8vPzUVRUhMcffxxWqzUk4hr2yiuvYP78+ejs\n7JQ9rrFiwvWBSqXCzp078e6776KqqgqHDh1Ca2trsMMCALz++uuYO3dusMMY4de//jXuv/9+HDt2\nDDU1NSERY0dHB15//XUYjUbU1tbC6XTinXfeCUosa9aswb59+zzGDAYDMjMzUVdXh8zMTBgMhpCI\na+nSpaitrcXRo0eRmpqKvXv3hkRcgGsy9I9//AMpKSmyx+QLJlwfJCUlYeHChQCAmJgYpKWloaOj\nI8hRAe3t7Th+/DjWrl0b7FA8dHd346OPPnLHpdFoEBsbG+SoXJxOJ/r7++FwONDf34+kpOD0plu0\naBHi4uI8xhoaGqDX6wEAer0e9fX1IRHXsmXLoFa7unLdc889aG9vD4m4AODZZ5/F9u3boVAoZI/J\nF0y4fmpra8Nnn32G9PT0YIeCPXv2YPv27VAqQ+ufs62tDQkJCdi1axf0ej12794Nm80W7LAwY8YM\nbN68GStWrMCyZcsQExODZcuWBTssN4vF4v4FkJiYCIvFEuSIRjIajcjKygp2GACA+vp6JCUlYcGC\nBcEO5bZC63/oBNHb24vS0lL87Gc/Q0xMTFBj+fvf/46EhATcfffdQY3DG4fDgbNnz+KRRx6ByWRC\ndHR0UL4ef9uNGzfQ0NCAhoYGnDx5En19faipqQl2WF4pFIqQm7W99NJLUKlUWL16dbBDQV9fH/bu\n3Ysnnngi2KGMCROuj+x2O0pLS1FUVIS8vLxgh4OPP/4YjY2NyM7ORnl5OU6fPo2KiopghwUASE5O\nRnJysvtbQH5+Ps6ePRvkqIBTp07hjjvuQEJCAiIiIpCXlxcyN/MAQKfTwWw2AwDMZjMSEhKCHNE3\nqqurcfz4cTz//PMh8Yvg0qVLaGtrQ3FxMbKzs9He3o41a9bgq6++CnZoXjHh+kAIgd27dyMtLQ2b\nNm0KdjgAgJ/+9Kc4ceIEGhsb8Yc//AFLlizB888/H+ywALi+DicnJ+PChQsAgA8//DAkbpqlpKTg\n008/RV9fH4QQIRPXsOzsbJhMJgCAyWRCTk5OkCNyOXHiBPbt24eXXnoJ0dHRwQ4HADB//nx8+OGH\naGxsRGNjI5KTk1FdXY3ExMRgh+aVOtgBTCTNzc2oqanBvHnzUFxcDAAoLy/H8uXLgxxZ6PrFL36B\niooK2O12fOc738Gzzz4b7JCQnp6OlStXoqSkBGq1Gt/97nfx8MMPByWW8vJynDlzBtevX0dWVha2\nbt2KLVu2oKysDIcPH0ZKSgoqKytDIi6DwYDBwUH3ZCM9PR1PP/100ON66KGHZI1hPFgtjIhIJlxS\nICKSCRMuEZFMmHCJiGTChEtEJBMmXCIimTDhkiSys7NRWFiIoaEhj7HPP//c43kPPfSQe0vdMCEE\nXnjhBRQUFGD16tVYtWoVXn31VffjX331FZ588knk5OSgpKQEa9euxVtvveXxHmVlZViyZAnsdrvH\n+Pz581FUVITVq1ejqKgIDQ0Nt/wM347Xm+rqanz55Ze3fZ5U2traUFVVJdv1KHCYcEkyNpvtlkdk\nv/jiC1y7dg19fX1oaWlxjx87dgynT59GdXU1jhw5ApPJhPvvvx+A6+jmhg0bMHfuXLz33nt4++23\n8eqrr3ok9q6uLpw6dQqzZ89GY2PjiOu++eabOHLkCCoqKlBRUQGHwzGuz/n222/j4sWLPr9uaGgI\n/uzCvHz5MhNumODBB5LMT37yE/z5z39GQUEBNBrNiMeNRiOKi4uh0WhgNBrd9R86OjoQHx/vfo1G\no8Gdd94JAKitrcW0adM86vxOnToV69atc/989OhRLF++HMuWLYPRaMTKlSu9xnfvvffCZrPBarXe\n9rjsxo0bcffdd+OTTz6B2WzGAw88gIqKChiNRrS0tOCZZ55BZWUlduzYgfvuuw8GgwF1dXVwOp2Y\nMWMGfvWrXyExMRF/+tOf8MUXX6CnpwdXrlxBVVUVLBYL9uzZg+vXr8Nut+Oxxx7Dgw8+iL6+PuzY\nsQOtra1Qq9WYM2cOXnjhBTz99NPu46uzZ8/Giy++6Ns/DIUOQSSBFStWiHPnzomtW7eK1157zWNM\nCCEGBwfFfffdJ/7zn/+IK1euiMWLF4v+/n4hhBAdHR0iLy9P5Obmip07dwqTySTsdrsQQohf/vKX\n4plnnrnltYuLi8WpU6eEzWYTixYtEu3t7e7H5s2bJ3p6eoQQQhw5ckQ8+uijt/0MQgixYcMG8cQT\nTwin0ymsVqtYvHix+PLLL92PNTY2ul9nMpnEz3/+c+F0OoUQQrzxxhuivLxcCCHEiy++KJYvXy4s\nFosQQgi73S5KSkpEa2urEEKI7u5ukZeXJ1pbW0VdXZ3YvHmz+327urqEEEKcPn1alJSU3PLvgCYG\nznBJUmVlZXj00UdH1OY9fvw4UlNTMWvWLADAXXfdhffeew+FhYVISkrCO++8g08++QTNzc14+eWX\nceTIEezfv/+21zt79iysViuWLFkChUKBvLw8mEwmjxnxunXr0Nvbi2vXrvnUpSM/Px9KpRJTp07F\n3LlzcenSJaSmpo54XmNjI1paWlBSUgLAVWv35ipyWVlZ7hn1xYsXcf78eZSXl7sft9vtuHDhAhYs\nWIDz58/jqaeewuLFi/G9731vzLHSxMCES5JKS0vD8uXLPW56Aa7lhNbWVmRnZwNwrfcajUZ3qxS1\nWo2MjAxkZGTgwQcfxNKlS9HV1YWFCxfCaDSOej2j0Qir1eou8DI4OAitVuuRcN98801otVrs378f\n5eXlOHbsGCIjI2/7WW5+jkqlgtPp9Po8IQR+/OMfj1oAXqvVejw3Pj5+1LXu2tpanD59GidOnMAf\n//hHHD169LZx0sTBm2Ykua1bt+LQoUPo7e0F4NplcObMGTQ0NLirOr3//vtoaWnBlStX0NLSgra2\nNvfr//WvfyEuLg6xsbEoKChAZ2cn9u3b577h1NPTg6qqKgwODqK2thZGo9H9vh988AEAoKmpaURc\nmzdvhk6nw1//+tdxfT6tVovu7m73z9nZ2Th06JC799jg4CD+/e9/e33tnDlzEBUV5a4GBgDnz59H\nT08P2tvboVKpkJubi127dqGzsxNdXV2IiYlBT0/PuGKm0MAZLkkuOTkZxcXFeOWVVwC47upnZWV5\nfM2OjIxEbm4uqqurkZ6ejqeeego9PT3QaDSIjo7GX/7yFyiVSkyZMgUHDx7E7373O+Tk5ECr1UKt\nVmP9+vWor6/HrFmzMHv2bI/rFxUVwWg0IiMjw2NcoVBgx44d2LZtG9atW4eoqCi/Pt/DDz+M3/zm\nN9i/fz927NgBvV6Prq4ubNiwAYBrFvvII4947UCgVqvx8ssvY8+ePdi/fz+Ghoag0+lQWVmJjC9Z\nggAAAFxJREFUc+fO4fe//z0A146GLVu2YMaMGdDpdJgzZw4KCwuRlpbGm2YTGKuFERHJhEsKREQy\nYcIlIpIJEy4RkUyYcImIZMKES0QkEyZcIiKZMOESEcmECZeISCb/D7hmhrcF174hAAAAAElFTkSu\nQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.lmplot(data=nfl_trends, x=\"NASCAR\", y=\"Trump 2016 Vote%\")\n", "g.set_axis_labels(\"NASCAR Interest\", \"Trump 2016 Vote Share\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also hit higher order models and non-parametric models such as LOWESS" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ebenmichael/anaconda3/lib/python3.6/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n", " (prop.get_family(), self.defaultFamily[fontext]))\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAVwAAAFcCAYAAACEFgYsAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.lmplot(data=nfl_trends, x=\"NASCAR\", y=\"Trump 2016 Vote%\",\n", " order=3)\n", "g.set_axis_labels(\"NASCAR Interest\", \"Trump 2016 Vote Share\");" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ebenmichael/anaconda3/lib/python3.6/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n", " (prop.get_family(), self.defaultFamily[fontext]))\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAVwAAAFcCAYAAACEFgYsAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJ1zGGHORfwFVWCwKzV08vgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.lmplot(data=nfl_trends, x=\"NASCAR\", y=\"Trump 2016 Vote%\",\n", " lowess=True, line_kws={'linestyle':\"--\"})\n", "g.set_axis_labels(\"NASCAR Interest\", \"Trump 2016 Vote Share\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With `residplot` we can plot the residuals and evaluate the fit." ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ebenmichael/anaconda3/lib/python3.6/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n", " (prop.get_family(), self.defaultFamily[fontext]))\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfYAAAFYCAYAAACh/d4iAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nA2FgJyIiMhAGdiIiIgP5/xewRBSLpx7rAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = sns.residplot(data=nfl_trends, x=\"NASCAR\", y=\"Trump 2016 Vote%\",\n", " order=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also fit a logistic regression. Note that it's more computational expensive than fitting a linear regression." ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ebenmichael/anaconda3/lib/python3.6/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n", " (prop.get_family(), self.defaultFamily[fontext]))\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAVwAAAFcCAYAAACEFgYsAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xl8VPW5P/DPOWfWzGSHTBISAoR9ESSgiEAURJTIImCF\nW7Wl5WdbvVYvF9va3qpFpdpar9r2tnKpeqWKG4gIikoQEAGpYQkgsockkIWsk9lnzjm/PyYZCJkz\nM2f2yTzv14sXmTPnfOfJMs98z3dlRFEUQQghJOLYWAdACCHJghIuIYRECSVcQgiJEkq4hBASJZRw\nCSEkSijhEkJIlCRcwq2oqIh1CN0cO3Ys1iH0EI8xARSXHPEYE0BxhSrhEm68sdlssQ6hh3iMCaC4\n5IjHmACKK1SUcAkhJEoo4RJCSJRQwiWEkCihhEsIIVFCCZcQQqKEEi4hhEQJJVxCCIkSSriEEBIl\nlHAJISRKFLEOgITPgRON2La/GmeqG1H87Te45br+GD8sJ6iy3i0/iU/2VKHD4kBqigq3Tx6A780Y\nGvO4CElklHB7iQMnGrH2428BACKAuiaT57Hc5PZu+Um8tfU78IJ79yW7w4q3tn4HALKT7oETjXjp\n7YMwmu3geRGN7Rdx7GwzHl58bVBJtyt51zebkZuti5vkHa64uj7o2jtsSP+4OaQPOhJ/KOH2Etv2\nV8Nic8JodsLucKHDakGaTony/dWy3/jry095km0XXhCxfvsp2W/+Vz86hhbj5XnuLl5Ei9GG1z46\nJjuuAyca8cqGwzCanXC6BNQ1mXGmthU/WTA2qOT24tsH8OWhi3A6eSjfq8PUcfl4ZPF42eW446qE\n0ey4Iq42/GTBNbLierf8JN79/KTncYfZ4XlMSbd3oIQbB8Jx+37mQhsaWqyeROm0OmG1u8AwjOx4\nLHaX9+M278d9qa4zej1+XuK4L+9tO4nmdrvnsdMloLndjve2nZSdcF98+wC2f1NzRVm857HcpOuO\n6/KHijsuG94rlxfXJ3uqIAgieEGEKIpgBAEcy2DrnqqgEm683g0kM+o0i7GuWk2H2QGIl2s175af\n9H/xFdqMdq+10lajXeKK6JDaEjqYraKr6oxwunjYnZf/OV08ztfLT95fHroIUYT7H+D5evehi/Lj\nqjdCEEU4XQIcLh5OlwBBFGV/qLSb7HDy7mtFwF0mL6DNJP932HU3cPBEI6rrO3Cw8/GBE42yyyLh\nQwk3xj7ZU+X1+FaJ41LsTl7W8URkc7hw1WcKBBGwStTIfXGE8efl4gVPkhVFeJKvixdklXP1B2YX\nQeK4L113A06XO4Yr7waCceBEI/6w9hus3tqAP6z9hhJ3kCLWpPDYY49hx44dyM7OxubNm3s8L4oi\nnnnmGezcuRMajQbPPvssRo0aFalw4laHxSHruBRBlHizShxPRC7e+/ciddwXlmG8/mzYIJpgeJf3\nxOqSOC5J4nclBvE7rJJqygnibiCcHbLxKlrNLxGr4S5YsABr1qyRfH7Xrl2oqqrCZ599hqeeegpP\nPvlkpEKJa6kpKrh4odttsosXkJqikldQOO/dk4A+RSnruC9h+yCQSvZBfAggiEukbNtf7fV4ucTx\nRNP1gVLXZIIoip4PlEjU4iNWw504cSJqa2slny8vL8f8+fPBMAzGjRsHo9GIxsZG5OT0jk/MQBXk\n6NHUZu12jBdE9MvRyyqH8q08/Q2p+LaqpdvtOssy6J+bKruscP3sU7VKGLvubER4kmZqEB8CA3LT\ncKqmrcfxorw02WXVN5u9H2/xflwURbh4ETwvgBdEuHgBWrUCKiXnOcdodqDVaIMgujsJhc5/vCBC\nEC8/Li7IQJrucuXjfJ0RFy6ZPE03oihCEIGz58xoF2sgdh67fnRet0pL5elLqG00QRTEy232cDfg\nl/+rBkazHSKAdJ0KLOv+wZfvr4bV5kJds7nbXUbXl+IVv+HvzRgaUAd1zEYpNDQ0IDc31/M4NzcX\nDQ0NSZdwaxtN4FimW/sdxzK40GiSVQ4D72/wMFZ0eh0lxwIcIAgCWLbzZi+ITyiG8d4aILdiOre0\nGG9/dgI8L0KECAYMOI7B3GnFsmO665ahnqFqDhcPJcdCp1GgdHwBTpxvQbpejZzMFM+3W9dkwu7D\nF+FwuO+yHM6u/wU0tVths7sgioBGKSJF674qJ0OHHRW1+N8Pj8DFC53/RK9tzsuXXIsp4/p5Hn+6\nrwpvfHzc7/fxxLJJuGZwH8/jz/efx4e7zno/eW+r58s/5aZBnXc5wX/+dTV2HJCuAHbRaRVQMO6/\nhYvNJnz6dRUOnrjk97r504o9CffKD5arJeSwsHjbSDKUeNo7bABE95vTU6sR0WayySrXVy0rnD+v\n3lJWS5sRLCPA6uj8yfE8tCoGre1G2WVplMzlcq46XlFR4amFXR4RIXq+xhWjJHI1Iq4floLDZy2w\nOkRoVQyuGZiCvqo2bP/ya0AEXIIIq12AxS7AbBegVbHIyeisAYtAS4cLO44aYXe4n7c5BAgi4HAK\nMNtc+Ot7hwEAJYNTcMPwy7X58412fLS/Z434ahzLwmiyAABGFXCoPH4KRrP//oYjx8/A0XF5BMjZ\nKu+146sdPPIdmuvVnsc1FzoCuq7i0DHUVLl/LgwDNDa1B3SdxWIF11nDzdIr0N4e2F5pFQcOgO1M\n1JOunyB5XswSrsFgQH19vedxfX09DAZDQNeWlJREKizZKioqQoon5cPGy7eRnTUiQQT0aqW8ct+S\n/vSWHV+clsWuq+0xSgEAWFZ+Wcrt22FzdH/z2hwiFCpNQGV13S4LgohxR3gcOX0JJuvl0RI6jQIj\nB2Yjr/8wWZXm4qHAPQAOHKxEnVmPlg47Pq20o63DDqPZjg6Ls9v5k0bn4qbJlzub65rM+OeOfX5f\nJy09C6NHD/M81tS04aP9PT9oFBwLlYIFGPdoDJYBivKycMM1+Rg1KBunqltxsf08FBwDjmXBdfu/\n6x+LCSMNGJCXBoZhwDBAZk4H8vJaoOBYsOwV53IsWAZgWRYKjsHo4j7ITtOAYRkwAIYMNWFWsxkM\ny4BjGLAsA5ZhcPr0KQwbOhRg3B2fgwszoFVfTm8jRphhNNs9tVCGARgwAAOcON+KLbvdtWaVkvWc\ns3j2SBTk6GG7ajw7w+ByOZ3H8vro4rtJYfr06fjnP/+JsrIyHD58GKmpqUnXnAAAGalqtHupIWSk\nqb2cndykRkcJMgcDAMClNmuPRCgCuNR6uT3dxQtwdQ7vcvICeN7dHikIYrdrJ4ww4EJjB7Kuah6d\nNCav52uI7rHR9S1m1Ddb0NBixqVWK7LTNfj+bSNw7Gwz9lRexPmLLWgy+r+VNVm7J2CdVol0vRo6\njQIpGgW0agW0GiW0ag4alaLzH4fCq9qq++em4nf33wClgoVKyUGlYKFQsD1GbRw9ehSjR48G25ns\nRg3qgzGD+3gSH8deToJM5//uBMp0S0i52TpcNyoXcg3ql45B/dJ7HBfNNRg7tK/kdXl9dMjro/P6\n3OCCDOT10aF8fzXqW8zIzdJhRoRGKUQs4S5fvhz79+9Ha2srpk2bhoceeggul7sGsGTJEpSWlmLn\nzp2YOXMmtFotVq1aFalQ4trVbxjPcYv34yQ8bHbv422tdhcutVrh5HmpUVo9jBqUDQDYW3kRTe1W\n9EnXemqAoihi9+GLqK7vwIVLJly8ZILN0fO1DVkpOHa2GW9sOQaT1Ykrh/CqVRyy0zXI0KuRplMh\nXa9GaooKaToV+mZqu5WTplPhuX+fEljgV1ApORiyUjwJs6tm2lVTZRl3e3KmXoF+feV16CaC8cNy\nojLELWIJ94UXXvD5PMMweOKJJyL18gmjtcP7LKI2ieMkdO4eZ+/ZlAHgcMmf/DByYBZyslJQ29CB\na6944zIMg8+/Po/GVqvktTqNAqkpSrxffhLt5p4ftNnpGjz+40myY/KmK3EqORYc575t5zjWc0vv\n77a4q30zFMk85TghO816E6lZRFKzjhJNuHrwAYDjGPBexrZynP/CXLwAm90Fm8PdA89xDARXcGV1\naTHacPxcC05Ut+JUdavnw/NPj0yDTnN5KFf/3DQ0tlqRrlehX1898vvqkZetQ252CgzZOui17nMf\n/EO519dpkBiW5YuiM5kqOBZKBQtFZ4INR8IMxZWTKIDeOYnCF0q4JKJUChZ2Z89GVpVC/pwbjpVI\nuBJJxMULsNpdsNpccF41zZbxDAvpztdMM14QcKa2HZWnmnD0bBPqmy1ez6u6aPQ0MwDAnTcVY/HM\nodD7mcwi1Rbt67OXYQCVgoNSwXr+KTg2qEWLosHXJApKuCTiWMb7GyrGFZHw6ew0ufJ7ZK/o5ZVD\n6m7gyuOCIMJqd8Fsc3rWEfBGwbIQ2M6VueBuSuBYd41Qyta95/HRl97HgPbrq8eQwgwMLszAgKsm\nF2Sna71eczWdVum1Tf/K2rKS6+zUUrJQdibaRCJ3EkVvQwk3xgoNqThf33Ns4dW9yP4oONbrYilK\nHwlESrpehXZTz5ET6XqZ043hnrrc0TkK48oJBrKnLgNQKFjwQs/2VaWChdMlwGR1wNo5QN+ffn31\nqKo3QsEyEAUBTGdc+X30EEUR5y4awbFMt5lZo4uzPQk3Xa/GqEFZGDkwG8OLMv3WXgMxY2Ihtnx1\nrnPiQ+eHAMdg9o0DkJ2ugUrBeWZBJarcbB3qmnpO6snN8j6CoLdJrI/HXuhHc0cjK00NBecen6jg\nGGSlqfGjOaNllVM6vl+PWWUMgGnj+3k73afl/1YCrbr7bBmtmsPyf5M/3vj2yQO8Hr9N4rgvg/tl\nuG+X0TUG0t3R09+QisZWCyy2wJJt1+tnpqo8H0hKjkW6TomcrBQ8+b/78Ie132Dz7u612f6GVNx5\nUzF+/cOJePbBG3Hf7JGYMMIQlmQLALdPHog504qRlaaBgnN3li2ZNRz33j4SGpUi4ZMtANxyXX+v\nx2dIHO9tuCcTbNWYuro65OfnxzoMj1DjyeujQ1FeGlwuAWoVhxEDsrFk1nDZ7VmTRuehodWCi5fM\nEAQRaiWH0pKCoHYwyOujQ3FBBgRehFrFYdTAbNxXNjKoNrZRg7IBBqhp6IDN6UK6Xo15NxUHtaB2\nVroGx881u5snRPdQpnS9CvNKByMnM0VWWTmZKcjJ0sHucMFstUGlUqKtw4Hz9R0wd97WN7XZMPXa\nfKhV7htBhmEwuCAD6Xp12NpIGQAaFQe9VoUMvRolww2Yf9NgDMky42dLpnZrC44H4fh7z8lKQVOr\nFWabE3nZesy/aXDI7bfxlhekUJNCHAjXGMBHFo/HI4vHhzz7LZwxAe6FPb43Y2jIcY0floMfzR2N\nz/adR2Orpdt4V7lE0T2d2mRzodXEA7jcVKFVKzBxpAGTr8kPqunDH4YBNCr3pASNiovbDq5IidaY\n13hECZckBF4QYTTbUZCTih/Nldfc4s3GnWfw6b7z3Y4V5uhRWlKA60bm+lyAJBgM3BMYUjTKpEyy\nxI0SLol7VrsLbR32sC6mfv2oXHy27zxEAANyVFh4y2gMLswIeyJUKzn39Fp172iDJaGhhEviliCI\naDfZJTe1DFRjqwUnzrdi6hXLA+b31WPxrcMwuDADrQ1VGNI/M9RwPTiWQYpGCZ1GAS6IUSKk96KE\nS+KSw8mjxWgLacad3cFj81dnsf1fNRBEEYP6pXdbB6B0fAEAoLUh5HABuGuzeq0SGjW9rYh39JdB\n4o7J6oTRZA9pt4ojZ5qw7tMTaDFeXs9075E6LJo+JPQAr8AA0GoU0GuVUCrC2+5Leh9KuCRuiKKI\n1g57ULvwdjFZnXj7sxP45vjlamtmmhoLbx6CkuHh6xlnGQY6rRI6rTLm6xOQxEEJl8QFXhDR3G71\nOR3Xn6NnmrD2k+OeWXIMA0yfUIg5UwdBowrPnzrLMEhNcSdaGmlA5KKES2LOxQtobrd5nZocqC27\nz+Kj3ec8j/v11eO+shEoypW/aaI3DOOejqynREtCQAmXxJTTxaOpzRbykK8RA7Px8Z4qCIKIWycV\n4Y4pg8K2sEuKRoE0nZqaDkjIKOGSmLE7eTS3WwNe/8CXQf3S8f3bhiMnMwWDCzNCLxDuUQfpehV1\nhpGwoYRLYsLmcKHFaAsq2YqiiPJ/1aBkRA4yUzWe45OvCc9ceo5lkKZTIeWKZREJCQcalU2izu7k\n0dIeXLJ1uni8tvlbvL/9FP62vhIOp/ztcKQwAPRaJQxZKZRsSURQDZdEldPV2YwQxLVmqxN/ff8w\nzl5oBwA0tlhwscncY8HvYLibD9QJt6A3SSyUcEnU8IKIprbgaratRhtefvcQ6prcOwP0SdfggUVj\nkR/iDrIMA+g1HPpkBLYrAyGhoIRLooIXRBgtfFCjEeqbzXj5nUOeWWMD8tLw4F1jQ146UaPikKFX\no05FtVoSHZRwScSJoojWINdFuHDJhBfXHUCHxb0o+MiBWbj/zjEhTWTgWAbpejW0tOYBiTL6iyMR\n125ywB5E51Z9s7lbsp0wIgc/vGOUz40e/dFrlUhNUdFSiSQmKOGSiDJbnTDbeu5EG4g0nQrZ6Vp0\nWJyYNDoP980eEXSiZBggM1VDtVoSU/TXRyLG6eLRbrIHfX2KRomH774WXxyowW2TBgSdbDmWQXa6\nhiYwkJijhEsiQhRFtBjlL7Ho3mvscmLVahSYPXlg0HGoFByy0jU0LZfEBeqeJRHRZrLLXozGYnPi\nT28ewMnq1rDEkKJWoE8GJVsSPyjhkrCz2l2w2OStaet0Cfjb+kqcrm3Dy+8cwonzoSXdNJ0KmWka\nWtmLxBVqUiBhxQsi2jrktduKooh/fnIcp2raAAD5fXTon5sa1OszADJS1TQ1l8QlSrgkrIxm+bvr\nfrrvPL4+Vg8AyErT4N+/Nzao0QQswyArXQN1mLc4JyRcKOGSsLE7edlNCQe+a8TGnWcAuGd+PXjX\nWKTp1LJf2z0SQUtrIZC4RgmXhIUoym9KuHDJhNe3HAPgHif743mju+2qGygFx6JPuoa2JCdxjxIu\nCQuT1SlrVILV5sIrGyrhcLqvWXjzEIwp7iP7dZUKFtnpWhqJQBICJVwSMp4X0GFxyLpm79E6NLZa\nAQATRxowY2Kh7NdVKlj0SdfSNF2SMCjhkpAZzQ7ZSy7eXFIAhgH2VtbhnttGyB6+RcmWJCJKuCQk\nThcPi11eRxkAMAyDm0sKMe3afuBYeW2vSo6SLUlM1MtAQtJuCrwpQfRSDZabbDmWQXYGJVuSmCjh\nkqDZ7C5Zyy5+fsiIdz4/AacruH3IWIahDjKS0KhJgQSt3Rx47fbro3U4ecGGkxdq0W5y4P47x8h6\nLQZAZhrtOUYSG/31kqCYZQwDa2m3Yd1nJwAACo7B7MkDZL9eRqo6pF0eCIkHlHCJbKIoBjwMTBRF\nrP3kOGwOdzPC/NLBKDDIWydBr1XS2gikV6CES2QzW50B70+2+/BFHK9qAQDkZykxXeZ4W7WSQ5ou\ntM0iCYkXEU24u3btwqxZszBz5kysXr26x/MdHR346U9/irlz56KsrAzr16+PZDgkDARB9Owx5k9T\nmxXvbz8FAFApWcwYmwZWxnhbjmVoiUXSq0Qs4fI8j5UrV2LNmjXYsmULNm/ejNOnT3c7580330Rx\ncTE2bdqEtWvX4rnnnoPDIW/GEomuDosjoNXAupZctHc2JdxZOhjpusDbYBkGyKadGkgvE7GEW1lZ\niaKiIhQWFkKlUqGsrAzl5eXdzmEYBmazGaIowmw2Iz09HQoFdYzEK14QA94Q8uuj9fiucxHxIYUZ\nKC0pkPVaWam0BxnpfSKWcBsaGpCbm+t5bDAY0NDQ0O2c73//+zhz5gymTp2KuXPn4je/+Q1YmQPh\nSfSYrc6Ap/AWGlIxMD8NCo7FvbNHyGpKSNeroaHddUkvFNO/6t27d2PEiBF44403UF1djaVLl2LC\nhAnQ630v0VdRURGlCAMTb/EA4Y9JEEW0mnivs8WkzL5WgyajAo0XzqLxgvvY0aNHfV6jVbHQaaJf\ns02G32G4UFy+lZSUSD4XsYRrMBhQX1/vedzQ0ACDwdDtnA0bNuD+++8HwzAoKipCQUEBzp49i2uu\nucZn2b6+oWirqKiIq3iAyMTUYXHAKGOigzdHjx7F6NGjJZ9XKTj0zdSG9BrBSJbfYThQXKGJ2P37\nmDFjUFVVhZqaGjgcDmzZsgXTp0/vdk5eXh727t0LAGhqasK5c+dQUCCvrY9EniiKMAUwMsHFC7jU\nagnqNViGQVaa/J0eCEkkEavhKhQKPP7441i2bBl4nsfChQsxZMgQrFu3DgCwZMkSPPDAA3jssccw\nZ84ciKKIFStWICsrK1IhkSCZrc6ARibsqKjFxp2nMWNif9w+eYCsmWGZaWrasYH0ehFtwy0tLUVp\naWm3Y0uWLPF8bTAY8Oqrr0YyBBIiURRhsvqv3RrNdmz+6ixcvIhdBy/gluv6QxPgfAW9VknTdklS\noCoF8clqdwU0q2zjzjOw2d1jbudMHYTUlMCyrVLBIl1PTQkkOVDCJT4FUrs9X2fE3so6AEBeHx1K\nr+0XUNkM494WnZBkQQmXSHI4eThdvlcEE0UR72w7ia468PduGRpwW2yGXg0FtduSJEJ/7USSOYDa\nbcV3jTh7oR0AMG5oX4wYEFinp0bF0QpgJOlQwiVe8bwAq5+9ypwuARt3ngHgXmhm4c2DAyqbZRhk\npFJTAkk+lHCJV2abC/66ynYdrEVTm3ur89LxBeibmRJQ2el6FS1KQ5ISJVzSgyiKATUnFOWmoSgv\nDRo1F/AuDtSUQJIZDX4kPVjtroAmOgwuzMCv7puAhhYL9AEMA2MYBhk0BIwkMarhkh4CmcbbhWEY\n5GbrAjpXp2ZpNhlJavTXT7qxO3k4/WwO6ZCxNXoXpYKFRkV/biS50TuAdOOv7fZSmxW/+stubNx5\nJuDFyBkAmanUlEAIJVziwfMCbH6Ggm3ZfRYWuwtb91bhu87NIf3RaZW0ewMhoIRLrmCyOn0OBatr\nMuPrY+41jgtz9Lh2WI7fMjmWCXhdBUJ6O0q4BIB7KJjF5rt2+9GXZz1b7MydVhzQtjnpejVYGnNL\nCABKuKSTv6FgtY0dOHCiEQAwqF86Rhdn+y1To+Kgpb3JCPGghEsA+B8K9vFXVZ6v50wdBMZP7ZZh\nQGNuCbkKJVziXhXMx1CwC5dM3Wq3w4sy/ZaZrqMdHAi5Gr0jiN81bz/ZU+X5uuzGgX5rt2olB52W\npu8ScjVKuEmOF0SfQ8GcLh4Xm0wAgIH5aRg50PfyiwyADBpzS4hX1KOR5Cw230PBlAoO//Wj63Hw\nRCPSUlR+a7c6rZIWFSdEAiXcJBboqmAsw6BkuCGg82jMLSHSqCqSxALdIDJQqToVjbklxAdKuEnM\nV2dZu8mOz78+73eqbxcFx0KnoRsmQnyhhJuk7H42iCz/Vw3Wf3Eav/7bV6ht6PBbXprOf/suIcmO\nEm6SMlkcks9ZbE7sOlgLANCoFMjr43u9W6WCpRllhASAEm4ScvECbA7pNW13HKj1PD/zuv5+JzCk\n6aijjJBAUMJNQr5GJjicPL74pgYAkJqixI1j832WpVZy0KiodktIICjhJhlRFH0uHL7vaB06OtdV\nuLmkECql73VsU6l2S0jAKOEmGYvNBalFwQRRxLb91QAAlZJF6fgCn2VpVBzUfhIyIeQySrhJxldz\nQuWpJjS2WgEAk8fk+10PgdpuCZGHEm4S8bcq2Lb95wG4l1acMbHQZ1kaFUfb5hAiE/V2JBFftVtB\nFDFhZC7aTQ4UGlLRNzPFZ1lUuyVEPkq4SYIXRFh9zBpjGQY3jS/AtHH9fJ4HUO2WkGAFlHB3796N\nffv2AQAmTZqEKVOmRDQoEn5WP6uCdWFZhtpuCYkQv224L7/8Mp599lloNBpoNBo899xz+POf/xyN\n2EgY+VtkPFBatYJqt4QEyW8Nd8uWLdiwYQN0Ovf0zqVLl2LBggV46KGHIh4cCQ+bj1XBbHYXXlh3\nAJNG52HymDxo/EzRpeUXCQme34SbmpqKlJTLHSharRZpaWkRDYqEl6/a7d4jdaiu70B1fQdEUcSM\nif0lz03RKKBU0MAWQoLlN+GWlJTgpz/9KebPnw8A+PDDDzFhwgTs3r0bAKg9N845XTzsTu/rJgii\niO2d03jVKg6Tx0hP42UApFHtlpCQ+E24R44cAQCsXbvWc+zw4cM4fPgwGIahhBvnfNVuj55uwqW2\nrokOedD6WM9Wp1XSLryEhMhvwn3rrbeiEQeJAF4QYbVJD/Eq76zdMgBuniA90YG2ziEkPAIaFnbh\nwgVUV1eD5y/fmlLNNv752iDywiUTTpxvBQCMGdwHOT4mOqSmKGnrHELCwG/CfeGFF/Duu+9iwIAB\nYFn3LSU1JcQ/fxtE7qio9Xztr3brb1wuISQwfhPu1q1bUV5e7hkWRhKDrw0izTYnvj5WBwDI66PD\n8KJMyXJSNAraOoeQMPHbC5KXlweNRhNU4bt27cKsWbMwc+ZMrF692us5X3/9NebNm4eysjLcc889\nQb0O6clslW673XekDg6nexGbm8YXSCZUBoCeareEhI3fGu4vfvELPPjgg5g8eTLUarXn+N133+3z\nOp7nsXLlSrz22mswGAxYtGgRpk+fjsGDB3vOMRqN+N3vfoc1a9YgPz8fzc3NIXwrpIuLF+FwSW+h\nM/mafLAMg33H6nH96FzJ8zRqBY1MICSM/CbcV199FRcuXMDhw4e7teH6S7iVlZUoKipCYaG7fbCs\nrAzl5eXdEu5HH32EmTNnIj/fPf4zOzs76G+EXGZ1SC/BCLin5948odBn2y0AarslJMz8JtzKykp8\n+umnnmQbqIaGBuTmXq49GQwGVFZWdjunqqoKLpcL9957L8xmM+677z7PBAsSHF4QPc0FoVAqWNrN\ngZAw85twBwwYAJvN1m16b7jwPI9jx47h9ddfh81mw+LFizF27FgMHDjQ53UVFRVhjyUU8RSPxS5A\nBHD06NEezzldIhQcAuoE02s51CjD35wQTz+rK8VjXPEYE0Bx+VNSUiL5nN+Em5aWhoULF2LatGnd\n2nCXL19+ZluXAAAgAElEQVTu8zqDwYD6+nrP44aGBhgMhm7n5ObmIiMjAykpKUhJScGECRPw3Xff\n+U24vr6haKuoqIireOqbzThceQSjR4/u8dx75Sdx5HQTpl1bgNLxBZLrInAsA0NWSthHJ8Tbz6pL\nPMYVjzEBFFeo/FZhCgsLMWvWLGi1WrAs6/nnz5gxY1BVVYWamho4HA5s2bIF06dP73bOjBkzUFFR\nAZfLBavVisrKShQXFwf/3SQ5X0PBHE4eeyvr0NhqxY6KGnA+JjKkaJQ0FIyQCPBbw33kkUeCK1ih\nwOOPP45ly5aB53ksXLgQQ4YMwbp16wAAS5YsQXFxMaZOnYq5c+eCZVksWrQIQ4cODer1iO8tdP71\nbQMsnTs5TBtfIDlzjAF1lhESKQHNNPPGX5MCAJSWlqK0tLTbsSVLlnR7vGzZMixbtsxvWcQ3p0uQ\nXBVMFEXsOOCeWabgWEwekydZjlat8Fn7JYQEz2/bwJXNCE6nE9u2bUNDQ0M0YiMyWGzStdtzF42o\naegAAEwYYYDex0I0+hSq3RISKbKbFB544AH8x3/8R8QCIvKJogizj4S788DldRNKx/eTPE+loM0h\nCYkk2eN+UlNTceHChUjEQoJksbkgSiwLZrI4UPGd+46kKDcVA/PTJcuh2i0hkeW3hvunP/3J02Mt\nCAKOHj3qd9gWiS5fnWV7jtTBxbuz8bRrCyTP41gGWj/7mRFCQuP3HcZxl28xVSoVFixYgNtuuy2i\nQZHA2RwuOHnpmWX7j7nHQqeoFZg40iB5nq92XUJIePhMuDzPQ6lU4sEHH4xWPEQmX7VbAPjP75dg\n/7F6OF0CVBJTdRnGnZAJIZHlsw2X4zh88cUX0YqFyOR0CbA5pFcFA9zDvErHF+CW66R349VpaEcH\nQqLBb6fZTTfdhNdffx1tbW1wOByefyT2TNbQfw+05i0h0eP3PvIvf/kLAODZZ58FwzAQRREMw+D4\n8eMRD45I87dB5KU2K7LTNWD9TNGlNW8JiR7JhNuVWI8dOxbNeEiATBaH5AaRvCDi+X9WQKlgMWtS\nEaaOkx57S7VbQqJHsmqzYMECAO52XG//SOyIogiLj9ptVYMd7SY7mtqsaG63Sp6nUnCSHWmEkPCT\nTLii1Eh6EnMWmwuCj9/P0Wp3kmUATBnro3ZLEx0IiSrJJgWHw4EzZ85IJt4rt8oh0eVrKNilVgtq\nLrk700YVZ6NPhtbreTTRgZDok3zHVVdX4/777/eacBmGQXl5eUQDI975m+iw+/BFz9fTqO2WkLgi\nmXAHDx6MjRs3RjMWEgBftVunS8CeSnfCzUxVY1Sx9005Gca9yDghJLpoPFACcfG+JzocOtmIDos7\nIU8Zmw9OYmcOmuhASGxIJtzx48dHMw4SAH/TeL885F7FjWGAyWPzJc+jHR0IiQ3JhPv4449HMw7i\nhyD4XvPWZHGgunOR8YEGNTJTNV7PUys5KGiiAyExQd3UCcJic0queQu4V/t69sEp+Ne3DbAZpXfk\nSNHQr5yQWKGqTgIQRREmP80JAKBRKTB1XD/kZXlfapFlaCgYIbHkN+EeOnQoGnEQH3xtfy5HikZB\n258TEkN+E+4TTzyBBQsW4P3334fdbo9GTOQq/mq3p2vaIASQkKmzjJDY8ptwP/zwQ/z617/Gnj17\nMGPGDDz33HOoqamJRmwEgN3Jw+mSnuhwodGE59+swH/9fQ8OnbwkeR51lhESewG9AydMmIAXXngB\n//u//4tPPvkEs2bNwk9/+lOcOXMm0vElPZPF95q3uzqHgrUYbdCqpReioc4yQmIvoHfhN998gzff\nfBOHDx/GokWLcNddd2Hfvn144IEH8Omnn0Y6xqTlb0cHu4PH18fqAACGrBQM7Z/p9TzqLCMkPvh9\nF86ZMwc6nQ733HMP/vjHP0KhcF8yb948bNq0KeIBJrMOP7Xbb443wGZ3J+Sp4/pJdohp1dRZRkg8\n8JtwV61ahTFjxnh97h//+EfYAyJuTpcAq116zVsA2HWwFgCg4FhMGpMneR41JxASH/y24a5atarH\nsSVLlkQkGHKZv7bb83VGnK93zywrGZ4jufqXgmNpkXFC4oTfhGuz2bo9FgQB7e3tEQuIuBepsfir\n3XZ2lgHA1Gull2HUUe2WkLgh+W5cs2YN1qxZA5PJhBtuuMFz3GazYc6cOVEJLll1mH3Xbq02F775\n1j19N7+vDsX90iXPpc4yQuKH5Lvx7rvvxm233Yannnqq20I2er0e6enSb3ASGp7333Zbe6nDs7zi\nNB+dZRoVRzvyEhJHJBNuamoqUlNT8corr0QznqRnsjold+PtMqQwE88+OAXfHG/A+GE5kudR7ZaQ\n+CL5jnz00Ufxxz/+EQsXLvRag3r//fcjGlgy4v0swXgltYrDjT7WvKWxt4TEH8l35A9+8AMAwC9/\n+cuoBZPszFbfSzDKQQvVEBJ/JBPu6NGjwfM8Nm3ahKeffjqaMSUlURT97uhgsjhwurYdYwZnS26f\n04UWqiEk/vi85+Q4DidOnIhWLEnNbHNB8FO93XOkDhu+OI3MNDUeXDgWBYZUr+epFCwtVENIHPLb\nyDdp0iSsXLkS8+fPR0pKiuf44MGDIxpYMhFF0e9EB0EU8eVB99hbu51HTlaK5LkaFTUlEBKP/Cbc\nLVu2AAB27NjhOcYwDMrLyyMWVLIx2/wvMH78XAsutVkBAJPG5EnOHuNYBioF1W4JiUd+E+727duj\nEUfSCqR2CwC7Dl6eWTbN18wyarslJG4FNG7o9OnT+PrrrwG4mxiKi4sjGlQyMVudfmu3rUYbjpxu\nAgAM7Z+B3Gyd5LkpGkq4hMQrv/eeGzduxNKlS3H8+HEcP34cS5cupWUZw0QQRHRY/I+7/fLQBU+H\n2rRrCyTP06g4cCy13xISr/zWcF999VVs2LABffv2BQBcunQJP/7xjzF37tyIB9fbmW1OvyMTXLyA\n3YcvAgDS9SpcO7Sv5Lk00YGQ+BZQ70pXsr36axI8QRBhCqB2e/BEI4ydi9lMGdtPcm0EhnFvk04I\niV9+E27//v3x8ssvo6GhAQ0NDfjLX/6CwsLCaMTWq3VYHH5rt4B7i/QUjQIsw2DKOOmpvBqVwrOg\nDSEkPvlNuL/73e9w7tw5zJ07F/PmzcPZs2excuXKgArftWsXZs2ahZkzZ2L16tWS51VWVmLkyJHY\nunVr4JEnMDlrJky7tgDPPjgFP797HDJTNZLnpVBzAiFxz++7NDs7G//93/8tu2Ce57Fy5Uq89tpr\nMBgMWLRoEaZPn95jwgTP83j++edx4403yn6NRNVhdshaM0Gl5DB8QJbk8yzDQK2iXR0IiXeSCbei\nogIlJSXYuXOn1+czMzNxzTXXSBZcWVmJoqIiT/NDWVkZysvLeyTctWvXYtasWThy5Egw8Sccnhdg\nCbB2GyjaJJKQxCCZcD/44AOUlJRgzZo1Xp9vbW3FwIED8ec//9nr8w0NDcjNzfU8NhgMqKys7HHO\ntm3b8MYbb8hKuBUVFQGfGw1y4jFZedicgt/zztTZIIrAoFy137bZdJ0CSq77OfH2M+pCcQUuHmMC\nKC5/SkpKJJ+TTLhdK4StXbtW8uKysrIQwgKeeeYZrFixAqyfla+u5usbirauO4FAOF0CGlstfs8T\nRBHvfLUXl1qtyOujw29/fD1YiRqsUsEiJ7P7ugpyYoomiitw8RgTQHGFKqCelo6ODpw7dw52u91z\nbOLEiZ51FrwxGAyor6/3PG5oaIDBYOh2ztGjR7F8+XIA7hrzzp07oVAocMstt8j6JhJFRwBTeAHg\n27PNuNTqXjdheFGmZLIFAB3NLCMkYfhNuB9//DGee+45GI1G5OTkoLq6GsOHD8cHH3zg87oxY8ag\nqqoKNTU1MBgM2LJlC/70pz91O+fKdRp+9atf4aabbuq1ydbp4v3uVdbli4paz9c3lUgPwWMZBim0\nKy8hCcPvvfzf//53bNiwAUVFRfj000+xZs0ajBkzxm/BCoUCjz/+OJYtW4bZs2fj9ttvx5AhQ7Bu\n3TqsW7cuLMEnEqOfnXi7NLRYcOxsMwBg5MAsGHwsw0i7OhCSWPxWjxQKBbKzs8HzPADgxhtvxPPP\nPx9Q4aWlpSgtLe12bMmSJV7PffbZZwMqMxE5XTxsDj6gc3dU1Hi+vtlH7RaglcEISTR+E65KpYIo\niigqKsLatWvRr18/WCz+O37IZYHWbm12F/YerQMA9M3QYlRxtuS5aiVHuzoQkmD8JtyHH34YJpMJ\nK1aswJNPPomOjg488cQT0YitV7A7A6/d7j1SB5vdfW7p+ALfnWVUuyUk4fhNuDfccAMAIDU1Fa+/\n/nqk4+l1jKbAareCIGL7N+7mBLWKw43X+N4CXUMzywhJOJIJ98033/R54fe///2wB9Pb2OwuOFyB\n1W5dvICSEQZ8ebAW14/Og9bH6AOaWUZIYpJ8Vz/11FMYNWoUhg4dGs14epVA224B93oJ80uLMXvy\nADhdvmei+UrGhJD4JfnOXbVqFT744AOcOnUKd955J+644w6kp6dHM7aEZrE54eT9T+G9mkrJSW4Q\nCbg3iVT7eJ4QEr8kE+6CBQuwYMEC1NTUYOPGjVi8eDGGDh2Kn/3sZxg+fHg0Y0w4ohjY1jnBoF0d\nCElcfscVFRYW4oc//CHuu+8+7N+/P2lW9QqF2eqEK8DabbvJjhfeqkDFdw3gBf/X0MwyQhKX5LtX\nFEV8+eWX2LBhA06dOoXbb78d7777Lu324AcviDAGuGYCAOw4UIuT1W04Wd2GH80ZhetG5Uqeq+RY\nKBXUnEBIopJMuNOmTUNOTg4WLFiABx98EAzDwG634/Tp0wDQY11b4mY02wNeXNzu4LHzgHvdhHS9\nGuOH5/g8nzrLCElsku9gpVKJ1tZW/OMf/8Crr74K8YoswjAMysvLoxJgInG6eFhsgS1QAwB7jlz0\nnD99QqHfmWO0jQ4hiU3yHXzlSl4kMO0BTnIA3BMdyvdXA3BPdJjqY4NIAFApOMkdewkhiYHewWFi\nsTlhdwY2yQEADp5sRFO7DQAwZWw+Uvysa0udZYQkPkq4YSAIoqzarSiK+Pxrd+2WZRhMn+C7I5IB\noKHmBEISHiXcMGg32yHI2Ib3ZHUbquqMAICSETnITtf6PF+t4sD52deMEBL/KOGGyMmLsjrKAGBb\nZ9stANx6fZHf82myAyG9A72TQ2S2Bd5u2+Xe2cOx/ZsaNLXZUGhI9Xkuw1DCJaS3oHdyCExWJ1x8\n4E0JXdJ0aswvDWwcs1ZFK4MR0ltQk0KQeEGE0Wz3f2KIaLIDIb0HJdwgGU2Bzyjr0tBi6TaBxB8F\nx0KjooRLSG9B7+YgOJw8LAFued6lpd2GlWv2oX9uKuaXDsawoky/1+iodktIr0I13CC0dchvSti6\nrwq8IOLcRWNATREMA7+TIQghiYUSrkwmi0P2wuKtRhv2VF4EAORmp6BkuMHvNVq1AiyNvSWkV6GE\nKwPPC7KWXuyydd95z2iG2ycPDCiR6mlXXkJ6HUq4MrQF0VHW2mHDV4cvAAAMWSmYOMJ/7Val4Gjd\nW0J6IUq4AbLaXbA55E9y+Kxb7XZAQLVbnZY6ywjpjSjhBsC9OI38jrLWDht2H3a33fbN1GLiSP+1\nW45laGYZIb0UJdwAtJvt4AX5M8o+2VPl2fJ89uSB4Fj/P26tmmaWEdJbUVXKD5vdJXtxGsC9BKNK\nwUHBMeiTocV1o/zXbgHqLCOkN6OE64MgiGgLoikBcG9DtGjGENw8oQBGsyOg2q1GRbs6ENKbUcL1\nod0UXFPClbLTtX7Xu+2io4kOhPRqVJ2SYLO7ZE/fDQXHMrSrAyG9HCVcL0JpSjh3sR0vrjuAsxfa\nZV1H03gJ6f0o4XphNDuCakoQRRHrt5/Cd+db8Ye13+DiJVNA1zGghWoISQaUcK/icPIw25xBXXv4\nVBNO17prtmOH9EF+X31A12k1CuosIyQJ0Lv8CoIgojWIlcAA9zoLH+w4DcC9E++dNwW2owMA6LWq\noF6TEJJYKOFeoc1kh0vmSmBdvjx0AQ0tFgDA1GvzkZutC+g6jYqDUkG/BkKSAb3TO3VYHLAGOSrB\nanNhy1fnALgTaNmNgwK+VkcTHQhJGpRw4R4CZjTLX3axy+avzqLD4m73vXVSEdJ0gTURKBW0hQ4h\nySTp3+0uXgi63RYAWjpc+KKiEQCQna7BLRP7B3wtTeMlJLkkdQ1XFEW0tNsgyF3k9gr1rZdHNCya\nPgQqZWDr2Co4lsbeEpJkkrqG29Zhl71dztVG9tdi2vUjsf9YPcYN7RvwdakplGwJSTZJm3DNVmfY\npu7mZuswd1pxwOfTmreEJKeINins2rULs2bNwsyZM7F69eoez2/atAlz5szBnDlzsHjxYnz33XeR\nDMfD7uSDWlD8SmIIzRCpKSpa85aQJBSxhMvzPFauXIk1a9Zgy5Yt2Lx5M06fPt3tnIKCAvzzn//E\nRx99hJ/97Gf47W9/G6lwPFy8gJZ2G0JZA+xCownPv1mB2oYO2ddyLIMUmsZLSFKKWMKtrKxEUVER\nCgsLoVKpUFZWhvLy8m7njB8/Hunp6QCAcePGob6+PlLhAHDPJGsOsZNMEEW8+el3OFPbjlWv/wvN\nHfKaJfRUuyUkaUWsqtXQ0IDc3FzPY4PBgMrKSsnz33//fUybNi2gsisqKmTHI4oijFYeTldo69se\nPW/B2Qvumm1RjgpZeg5Hjx4N6FqWZZCp46KScIP5GUUDxRW4eIwJoLj8KSkpkXwuLu5t9+3bh/ff\nfx9vvfVWQOf7+oaktHbYgtoqp1sZRhv+8fnXAAC1ksP/WzgBF6tPY/To0QFdn65TQZ8S+XUTKioq\ngvoZRRrFFbh4jAmguEIVsSYFg8HQrYmgoaEBBkPPfb2+++47/Nd//Rf+53/+B5mZmRGJxWRxhJxs\nRVHEP7d+55n+O3faIGSlaQK+nmUYGndLSJKLWMIdM2YMqqqqUFNTA4fDgS1btmD69Ondzrl48SIe\neugh/OEPf8DAgQMjEofN7kJ7CNN2u+yprMOxs80AgOKCdNxcUijrep1WCZaltltCklnEmhQUCgUe\nf/xxLFu2DDzPY+HChRgyZAjWrVsHAFiyZAn++te/oq2tDb/73e8AABzHYcOGDWGLweHk0dJhC7mc\nlnYb3is/CcC9/sF9s0fKSp4MQ4vUEEIi3IZbWlqK0tLSbseWLFni+fqZZ57BM888E5HXdrp4NLfb\nEMKABADuUQlvfHIcNgcPALjzpsEwZKXIKkOnUYKj2i0hSa9XrqXgdAloagtt+JeHCAwpzADLMBhS\nmIGbSgpkXc4wiEpHGSEk/sXFKIVwcvECmtut4Um2cA/lKrtxIIYXZSJNrwYrc0hXaoqKareEEAC9\nLOG6eAFNbdagNoD0p7ggQ/Y1HMvQEoyEEI9e06TgbkYIX7I9dPISeCG0lcTSdDSrjBByWa9IuO4O\nsvAl2z2VF/H3DZV44a0DaG63BlWGUkHr3RJCukv4hOtw8mhqs4Ut2VbXG/HWpycAAOfrjDBZg9sy\nPV2vDks8hJDeI6HbcG0OF1qMoQ/96mKyOvH3DUc8O/cuvnUYinLTZJejVSugDnDnB0JI8kjYhGu1\nu9BqDG2ZxSvxgoBXNx1Fi9E9UeLGa/IxZWw/2eUwcK+ZQAghV0vIhGu2OtEW4gLiV3u//BS+PdcC\nAOifm4rFtw4Nqhx9igocl/AtNYSQCEjIzBDuZLvjQC2+qKgF4N5r7Cd3joFSIb9JgGMZ2quMECIp\nIRNuOH17rhnvfu5eJ0HBsfjZwrHITtcGVRYNAyOE+JL0CTc3S4e8PjoAwA/vGIlB/dKDKkej4mgY\nGCHEp4Rsww2nrHQNHr2nBEfPNmPCiJ7r9QaCYYAMGgZGCPEjKWu4V++4q1Ergk62gDvZUkcZIcSf\npMsSRrMdz79ZgTO1bWEpT0UzygghAUqqhNtusuOFtw7gTG07Xnz7IM5eaA+pPJZhoNMk1Y+QEBKC\npMkW7SY7/nvdAdQ3WwAAA/LSkN9XF1KZmalqWnqREBKwpOg0a2m34aV3DqKhxZ1sh/bPwIOLxkGt\nCn76rV6rhEadFD8+QkiY9PqMcfGSCS+/ewhtHe7JEsP6Z+KBRWNDSrYqBYc0mr5LCJGpVyfc07Vt\n+J/3DsPSubX56OJs3D9/DFQhLCzDsQyy0tQ0wYEQIluvTbjN7Va89PZBOF3ulb8mjc7FvbePCGn4\nFsMA2ekaGgJGCAlKr80c2elaTJ9QCACYeV1/3Fc2MrRkCyArTRPUGguEEAL04houAMybVoziggxc\nM7hPyGVlpKqhUfXqHxchJMJ6TQ33fL0Rb2493m23XpZlwpNs9Wqa3EAICVnCV9lEUcSOA7VYv/0U\nXLyIrDQtbp88IGzlp+tU0NHOu4SQMEjohNtqtGHtJ8c9C4cD6NxyRwzLKAK9Vgl9Cg3/IoSER0Im\nXFEUsf9YPd75/KRnyJdKyeLfbh2OSWPywvIa6ToVJVtCSFglZMJ96Z1D+K7qcq22uCAdPywbib6Z\nKSGXzQDITNNAS7PICCFhlpBZpSvZKjgGc6YWY+Z1/cGGYU0D96QGTUgTIwghREpCJlzAPUV3yaxh\nyM0ObQGaLmolh8w0DS1GQwiJmIRMuD+8YySuH5Ubtum1eq2S9iMjhERcQibcSaPD0zHGsQxNaCCE\nRE3SZhqdxl2rDUfbLyGEBCLpEq5KwSEjVUVrIhBCoi5pEi7HMkjTqWiKLiEkZnp9wmUZBqkpSui0\nSuoUI4TEVK9NuCzDQKdVQq9VRqSd9sCJRmzbX40z1Y0o/vYb3HJdf4wflhNSWfXNZuRm64IuKx5j\nCndchCSyXpdwOdadaHWayCRawJ1A1n78LQBABFDXZPI8lptIriwLIZQV7phe2VAJo9kBp0tAXZMZ\nZ2rb8JMF1wRZ1mEYzU7YHS4YTzTiTG0rfrJgbEgfKuH4ICAk2nrF8owMAI2KQ3aaBrnZOqSmRHb0\nwbb91V6Pl0sc91eWxeZCfbMFNQ0m1DdbYLG5ZJe1bX81Wow2VNUZUd/iRFWdES1GW1AxvbftJJrb\nbZ7dMpwuAc3tNrxXfjKosi612WCxueDiRVhsLlxqs+G9bfLL6vogOHiiEdX1HTjY+fjAiUbZZRES\nCwldw1UpOGg1CmjViqjOEKtvNsNic8FodsDucKHDakGaToX6FrPsss5eaMPFpsvX2Z08TFan7Pbm\nb881ocVo9zx28SJajHYcO9csO6aqeqPX4+frvB/35cyFNrhcArpWKRZFEaJLxJkL7bLLem/bSVxq\ntYIXRIgQ4XQJsDt4vFd+kmq5JCEkZMLN0KuhCSLJhut2VK3kUFVnBM+LEEURvM0Fu5NHVrpGdln1\nzd6TdH2zSVY5bR0OieN2r8d9Ev2fEii7U+hRnAjA4eRll3X6Qhtc/BXJGyJEXsSZ2rZQwyQkKhIy\n4QazIHi42koBoMPigIsXPI9FiHDxIjos3pOeL1cUE9Bx6XK8Z0mp474MyEvD8aqWbtdyLIMhhRmy\nywonh2TylvnDIiRGekUbbiDC2e7abLRBwbJg4K5hM2CgYFm0tNtCijFeGLJTIFyVqAVBhCFb/vKX\nKiWLq+9DmM7jsonePzxEieOExJuIJtxdu3Zh1qxZmDlzJlavXt3jeVEU8fTTT2PmzJmYM2cOjh07\nFrFYJG/dg2h3hQh4zSIxxHHeA5A67svhU01QKFiwDAOGcQ+xUyhYVJ5qkl3W4H4ZUHCdZaGzLI5F\ncYH82rJUuzaNryaJImIJl+d5rFy5EmvWrMGWLVuwefNmnD59uts5u3btQlVVFT777DM89dRTePLJ\nJyMVjuQyjrlZ8pd3zE7XwOkSIIgiRACC6O7ACaYNN2ykKnlBVP46LA6wDAOlgoVKwUHZmXyDaTK5\n65ahUCiYbj8rhYLBXTOGyi5LGc7aMiExELG/1MrKShQVFaGwsBAqlQplZWUoLy/vdk55eTnmz58P\nhmEwbtw4GI1GNDZGZojPLdf193p8hsRxX9pM3juiguqgCpNwtuGmSmwtJHXcl10Ha2Gzd+8gs9l5\n7DpYK7usbrVlJrTaMiGxELFOs4aGBuTm5noeGwwGVFZW+jwnNzcXDQ0NyMnx3YlVUVERVEyThihx\n6KwZrSYXMvUKjBukg2iqQUVFjaxy2k3ea3rtJkfQsXkTrrLklnNNkRJfHu3ZHj2mSCm7rJ0HLnjt\n6Np1oBZTh8j7MBhXxODiJRYWOw+eZ8BxQIqaxbj+TMg/q3D+3sIlHmMCKC5/SkpKJJ9LyFEKvr4h\nn9cBuDscAbwlXTuTGxv79oUeHVQAwLKMvLLCGFNJCdCv/CS27qlCh8WB1BQVbps8AN8LohmAl4jL\nxYvy4wIwZEgjyvdXo77FjNwsHWaEYaZZRUVF0H9TkRKPMQEUV6gilnANBgPq6+s9jxsaGmAwGHye\nU19f3+Oc3s5bsvV1PFq+N2NoUAn2agzDeB1FEGxH1/hhOTTJgSSsiLXhjhkzBlVVVaipqYHD4cCW\nLVswffr0budMnz4dGzduhCiKOHToEFJTU/02J8QDVuKnJnU8GtQSG1+qVbFd91en9f6ZLnWckN4s\nYn/1CoUCjz/+OJYtWwae57Fw4UIMGTIE69atAwAsWbIEpaWl2LlzJ2bOnAmtVotVq1ZFKpywUnIs\n7ELPwfZKLnYZNzc7BefrO7weD8a75SfxyRVNCrcH2aQwbmgODp1shMnqhCgCDOPeQ+7aobFfxYyQ\naItoNaO0tBSlpaXdji1ZssTzNcMweOKJJyIZQjfherO6eO+3+1LHfWEZwFvrgdylIVRKDllpahjN\nDvC8CI5zL7guVfP15d3yk3j70xOeNQta2m14+9MTACA76d5yXX/UNZlgAGC2WKBLcX8ABDM6JJyz\nBQmJhaQZwNj1Zq1rMkEURc+bNZiVpkTR+7yHYFpd+2RoZR2XkputQ1aaBgPy0pCbpcSAvDRkpWmC\nGv9lBsUAAAzaSURBVGf84c4zcAkCxM7vSIQIlyBg084zsssaPywH984eifw+erAMkN9Hj3tnjwwq\nQYZztiAhsZA0DWm+3qxy3/ypKUoYLQ530r1i1llqEGs8pOvVsNpdPW65M1LVssq55br+3Wp/XYKp\nSZqsTq/HOySO+9PV0RVqT3JYZwsSEgNJk3DD+WadW1qMtz874V4tDCIYMOA4BnNLi2WXlZutgyiK\nuHpshtyaadeHRvn+apypsSC/jz7oIVMsA3hrHYn1Bse52TrUNfVcRS2YWjwhsZA0TQrhnNr7vRlD\nsfjWYchO10ChYJCdrsHiW4cF1akUzhlw44fl4NF7J+D/zTLg0XsnBN2u2S8n1evxAonj0RLOnxUh\nsZA0Ndxw3nIDl8ephnqbfGXNNJyD+UPxozmj8NLbB2E028ELYueOx2osnTMqZjEB8fmzIkSOpEm4\n8fxmjbfB/OOH5eDhxdfSz4qQMEuahAvQm1UO+lkREn5J04ZLCCGxRgmXEEKihBIuIYRECSVcQgiJ\nEkq4hBASJZRwCSEkSijhEkJIlFDCJYSQKKGESwghUcKI3jacimPxsjMnIYRIkVpfJeESLiGEJCpq\nUiCEkCihhEsIIVFCCZcQQqKEEi4hhEQJJVxCCIkSSrhBqKurw7333ovZs2ejrKwM//d//xfrkLrh\neR7z58/HT37yk1iH4mE0GvHzn/8ct912G26//XYcPHgw1iHh9ddfR1lZGe644w4sX74cdrs9JnE8\n9thjuOGGG3DHHXd4jrW1tWHp0qW49dZbsXTpUrS3t8dFXM899xxuu+02zJkzBw8++CCMRmPMY+ry\n6quvYtiwYWhpaYlqTHJQwg0Cx3H41a9+hY8//hjvvPMO3nrrLZw+fTrWYXm88cYbKC6Wv4NwJD3z\nzDOYOnUqtm7dig8//DDm8TU0NOCNN97A+vXrsXnzZvA8jy1btsQklgULFmDNmjXdjq1evRo33HAD\nPvvsM9xwww1YvXp1XMR14403YvPmzfjoo48wYMAAvPLKKzGPCXBXgr766ivk5+dHNR65KOEGIScn\nB6NGuTdU1Ov1GDRoEBoaGmIclVt9fT127NiBRYsWxToUj46ODvzrX//yxKRSqZCWlhbjqNx3Ajab\nDS6XCzabDTk5sdlSaOLEiUhPT+92rLy8HPPnzwcAzJ8/H9u2bYuLuKZMmQKFwr0z17hx41BfXx/z\nmADg97//PR599FEwDBPVeOSihBui2tpaHD9+HGPHjo11KACAVatW4dFHHwXLxs+vtra2FllZWXjs\nsccwf/58/OY3v4HFYolpTAaDAT/60Y9w8803Y8qUKdDr9ZgyZUpMY7pSc3Oz5wOgb9++aG5ujnFE\nPa1fvx7Tpk2LdRjYtm0bcnJyMHz48FiH4lf8vCsTkNlsxs9//nP8+te/hl6vj3U4+OKLL5CVlYXR\no0fHOpRuXC4Xvv32WyxZsgQbN26EVquNyS3yldrb21FeXo7y8nJ8+eWXsFqt+PDDD2MakxSGYeKu\n5va3v/0NHMdh7ty5MY3DarXilVdewcMPPxzTOAJFCTdITqcTP//5zzFnzhzceuutsQ4HAHDgwAFs\n374d06dPx/Lly7Fv3z6sWLEi1mEhNzcXubm5nruA2267Dd9++21MY9qzZw8KCgqQlZUFpVKJW2+9\nNS468rpkZ2ejsbERANDY2IisrKwYR3TZhg0bsGPHDjz//PMx/yCorq5GbW0t5s2bh+nTp6O+vh4L\nFizApUuXYhqXFEq4QRBFEb/5zW8waNAgLF26NNbhePznf/4ndu3ahe3bt+OFF17ApEmT8Pzzz8c6\nLPTt2xe5ubk4e/YsAGDv3r0x7zTLz8/H4cOHYbVaIYpiXMR0penTp2Pjxo0AgI0bN2LGjBkxjsht\n165dWLNmDf72t79Bq9XGOhwMGzYMe/fuxfbt27F9+3bk5uZiw4YN6Nu3b6xD80oR6wASUUVFBT78\n8EMMHToU8+bNAwAsX74cpaWlMY4sfv32t7/FihUr4HQ6UVhYiN///vcxjWfs2LGYNWsW7rzzTigU\nCowYMQJ33313TGJZvnw59u/fj9bWVkybNg0PPfQQ7r//fjzyyCN4//33kZ+fjxdffDEu4lq9ejUc\nDoenojF27FisXLkypjHdddddUXv9UNFqYYQQEiXUpEAIIVFCCZcQQqKEEi4hhEQJJVxCCIkSSriE\nEBIllHBJWE2fPh133HEHBEHoduzkyZPdzrvrrrs8Q+q6iKKIl156CWVlZZg7dy5mz56N1157zfP8\npUuX8Itf/AIzZszAnXfeiUWLFuHdd9/tVsYjjzyCSZMmwel0djs+bNgwzJkzB3PnzsWcOXNQXl7u\n83u4Ol5vNmzYgHPnzvk9L1xqa2vxzjvvRO31SPhRwiVhZ7FYfE6TPXXqFJqammC1WnH06FHP8a1b\nt2Lfvn3YsGEDNm3ahI0bN2Lq1KkA3FM477nnHhQXF+Pzzz/HBx98gNdee61bYm9ra8OePXtQVFSE\n7du393jdt99+G5s2bcKKFSuwYsUKuFyukL7PDz74AFVVVbKvEwQBwYzGvHDhAiXcBEcTH0jY/fu/\n/zv+8pe/oKysDCqVqsfz69evx7x586BSqbB+/XrP2g8NDQ3IzMz0XKNSqTB48GAAwObNm5GRkdFt\njd/U1FQsXrzY8/ijjz5CaWkppkyZgvXr12PWrFle47v++uthsVhgNBr9Tpm99957MXr0aBw6dAiN\njY24/fbbsWLFCqxfvx5Hjx7F008/jRdffBG//OUvMXnyZKxevRqfffYZeJ6HwWDAU089hb59++LP\nf/4zTp06BZPJhIsXL+Kdd95Bc3MzVq1ahdbWVjidTvzgBz/AwoULYbVa8ctf/hKnT5+GQqHAwIED\n8dJLL2HlypWeaaxFRUV4+eWX5f1iSOyJhITRzTffLJ44cUJ86KGHxNdff73bMVEURYfDIU6ePFk8\nf/68ePHiRfG6664TbTabKIqi2NDQIN56663iLbfcIv7qV78SN27cKDqdTlEURfGJJ54Qn376aZ+v\nPW/ePHHPnj2ixWIRJ06cKNbX13ueGzp0qGgymURRFMVNmzaJ9913n9/vQRRF8Z577hEffvhhkef5\n/9/e3YQkt4RxAP/7QVqnD0KoVqa2iVq0EQkCDRMJMkpaZBEtXAQtgnIjQRs3EUQUQeAi20RWixNS\nBtGHVLSQKGhhUaAVEdGiRPzYKDbvQji8Ut3uvS95u/D8dp4zc2bGxcOcmcMzLB6PM51Ox+7u7oR7\ngUBAqOfz+djExATLZrOMMcZWVlaYw+FgjDE2Pz/PDAYDe319ZYwxlslkmNVqZeFwmDHGWCKRYGaz\nmYXDYba7u8vsdrvw3FgsxhhjLBgMMqvV+pf/AfnZaIZLvsXo6CgGBwff5eU9PDyESqWCUqkEADQ0\nNGBvbw8WiwVVVVXY3t7GxcUFzs/P4Xa7sbm5CY/H82V7V1dXiMfjaG5uhkgkgtlshs/ny5sR22w2\npFIpvLy8/KNTOtrb2yEWi1FWVoa6ujo8PDxApVK9KxcIBBAKhWC1WgHk8u3+nkVOr9cLM+r7+3tE\nIhE4HA7hfiaTwe3tLerr6xGJROByuaDT6dDa2vq3+0p+Ngq45FtoNBoYDIa8TS8gt5wQDodhNBoB\n5NZ7eZ4XjkyRSqXQarXQarXo6elBS0sLYrEYGhsbwfP8p+3xPI94PC4keUmn0+A4Li/grq2tgeM4\neDweOBwO7OzsQCaTfTmW38tIJBJks9kPyzHGMDw8/Gnyd47j8spWVlZ+utbt9/sRDAZxfHyM2dlZ\nbG1tfdlP8vPRphn5NiMjI/B6vUilUgByXxmcnp7i4OBAyO50dHSEUCiEp6cnhEIhPD4+CvUvLy9R\nUVGB8vJydHR0IBqNYnFxUdhwSiaTWF9fRzqdht/vB8/zwnNPTk4AAGdnZ+/6ZbfboVAosLq6+kfj\n4zgOiURC+G00GuH1eoXzx9LpNK6vrz+sq1arIZfLhYxgABCJRJBMJvH8/AyJRAKTyYTx8XFEo1HE\nYjGUlpYimUz+UZ/Jf4tmuOTb1NTUoKurC0tLSwByu/p6vT7vNVsmk8FkMmFjYwNNTU1wuVxIJpMo\nKipCcXExFhYWIBaLUVJSguXlZUxPT6OtrQ0cx0EqlaK/vx/7+/tQKpWora3Na7+zsxM8z0Or1eZd\nF4lEcDqdGBsbg81mg1wu/1fj6+3txdTUFDweD5xOJ7q7uxGLxTAwMAAgN4vt6+v78CQCqVQKt9uN\nyclJeDwevL29QaFQYG5uDjc3N5iZmQGQ+6JhaGgI1dXVUCgUUKvVsFgs0Gg0tGn2P0TZwgghpEBo\nSYEQQgqEAi4hhBQIBVxCCCkQCriEEFIgFHAJIaRAKOASQkiBUMAlhJACoYBLCCEF8gt6L/f2SnoR\nzgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.lmplot(data=nfl_trends, x=\"NASCAR\", y=\"Majority Trump\",\n", " logistic=True, line_kws={'linestyle':\"--\"}, y_jitter=0.03)\n", "g.set_axis_labels(\"NASCAR Interest\", \"Majority Trump\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So we see that there's evidence that NASCAR interest is related to Trump support (why does that make sense?), and there isn't evidence that NFL interest is related to Trump support. We can look at all the leagues simultaneously." ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ebenmichael/anaconda3/lib/python3.6/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n", " (prop.get_family(), self.defaultFamily[fontext]))\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABCcAAAQcCAYAAACmiPHKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nkiQllOGEJEmSJElKqP8BBaksEw9asI8AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nfl_melted = nfl_trends.melt([\"DMA\", \"Majority Trump\", \"Trump 2016 Vote%\"])\n", "with sns.plotting_context(\"poster\"):\n", " g = sns.lmplot(data=nfl_melted, x=\"value\", y=\"Trump 2016 Vote%\", \n", " col=\"variable\", col_wrap=3, scatter_kws={\"alpha\":.5},\n", " sharex=False)\n", " g.set_axis_labels(\"Interest\", \"Trump 2016 Vote Share\")\n", " g.set_titles(\"{col_name}\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Exercise: Using the NFL fan identification data, create a scatter plot of percent identifying as Republicans vs percent identifying as non-white" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "### Your code here" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Exercise: Now create the same plot where the dependent variable changes from GOP to Dem to Independent" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "### Your code here" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Faceting arbitrary plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With `seaborn` we can created faceted plots out of any plot with the `FacetGrid` object. Many of the objects that the functions we've been using return are of type `FacetGrid`. It creates a plot where the columns and rows are defined as \"facets\" of the data." ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
DMAMajority TrumpTrump 2016 Vote%variablevalue
0Abilene-Sweetwater TXTrue79.13NFL45.0
1Albany GATrue59.12NFL32.0
2Albany-Schenectady-Troy NYFalse44.11NFL40.0
3Albuquerque-Santa Fe NMFalse39.58NFL53.0
4Alexandria LATrue69.64NFL42.0
\n", "
" ], "text/plain": [ " DMA Majority Trump Trump 2016 Vote% variable \\\n", "0 Abilene-Sweetwater TX True 79.13 NFL \n", "1 Albany GA True 59.12 NFL \n", "2 Albany-Schenectady-Troy NY False 44.11 NFL \n", "3 Albuquerque-Santa Fe NM False 39.58 NFL \n", "4 Alexandria LA True 69.64 NFL \n", "\n", " value \n", "0 45.0 \n", "1 32.0 \n", "2 40.0 \n", "3 53.0 \n", "4 42.0 " ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nfl_melted.head()" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ebenmichael/anaconda3/lib/python3.6/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n", " (prop.get_family(), self.defaultFamily[fontext]))\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmIAAAJsCAYAAABeXM+WAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nH8E7PqF9AV5tAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with sns.plotting_context(\"poster\"):\n", " g = sns.FacetGrid(data=nfl_melted, col=\"variable\", col_wrap=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can create a plot on each facet by mapping the plot function across each facet." ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ebenmichael/anaconda3/lib/python3.6/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n", " (prop.get_family(), self.defaultFamily[fontext]))\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmwAAAJsCAYAAABAlf8lAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with sns.plotting_context(\"poster\"):\n", " g = sns.FacetGrid(data=nfl_melted, col=\"variable\", col_wrap=3)\n", " g.map(plt.hist, \"value\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can provide any of the arguments that seaborn uses (e.g. `hue`) to the `FacetGrid` initialization, and add arguments for the plot when we map the plotting function." ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ebenmichael/anaconda3/lib/python3.6/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n", " (prop.get_family(), self.defaultFamily[fontext]))\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAvgAAAJsCAYAAACI1de2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with sns.plotting_context(\"poster\"):\n", " g = sns.FacetGrid(data=nfl_melted, col=\"variable\", col_wrap=3, \n", " hue=\"Majority Trump\")\n", " g.map(sns.distplot, \"value\", hist=False, kde_kws={\"bw\":.7})\n", " g.add_legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can change each plot's title, the name of the x and y axes, etc." ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ebenmichael/anaconda3/lib/python3.6/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n", " (prop.get_family(), self.defaultFamily[fontext]))\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAw4AAAJ0CAYAAAC7jHReAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nxEFERERERGr0/5ZyXAFiwLVSAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with sns.plotting_context(\"poster\"):\n", " g = sns.FacetGrid(data=nfl_melted, col=\"variable\", col_wrap=3, \n", " hue=\"Majority Trump\")\n", " g.map(sns.distplot, \"value\", hist=False, kde_kws={\"bw\":.7})\n", " g.add_legend()\n", " g.set_axis_labels(\"Interest\", \"Density Estimate\")\n", " g.set_titles(\"{col_name}\")\n", " g.fig.subplots_adjust(top=0.9)\n", " plt.suptitle(\"Search interest in sports leagues\");" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "Exercise: Using the NFL fan identification data, create a plot with kernel density plots of the distribution of GOP, Dem, and Independent support across teams, separating out teams where greater than 75% of fan respondents indentified as white. Facet the rows by party and the columns by greater than 75% white." ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": true }, "outputs": [], "source": [ "### Your code here" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Solutions to Quiz 3\n", "\n", "### Problem 1\n", "\n", "#### Part A (2 points)\n", "Write a function which centers a matrix, i.e. for a matrix $X \\in R^{n\\times d}$ with columns $X_1,\\ldots, X_d$, each column should have mean zero" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def center(X):\n", " \"\"\"Center a matrix X\"\"\"\n", " return(X - X.mean(0))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Part B (2 points)\n", "Write a function which standardizes a matrix, i.e. for a matrix $X \\in R^{n\\times d}$ with columns $X_1,\\ldots, X_d$, each column should have mean zero and variance 1" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def standardize(X):\n", " \"\"\"Standardize a matrix X\"\"\"\n", " return((X - X.mean(0)) / X.std(0))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Part C (2 points)\n", "\n", "Write a function which normalizes a matrix, i.e. for a matrix $X$, with columns $X_1,\\ldots, X_d$, define a new matrix $\\tilde{X}$ such that for each column $$\\tilde{X}_{i} = \\frac{X_{i} - min(X_i)}{max(X_i) - min(X_i)}$$" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def normalize(X):\n", " \"\"\"Standardize a matrix X\"\"\"\n", " return((X - X.min(0)) / (X.max(0) - X.min(0)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Part D (2 points)\n", "Write a functions which takes in a matrix $X$ and normalizes the rows so that each row has unit norm, i.e. project the rows onto the unit sphere" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def project(X):\n", " \"\"\"Project rows of X onto the unit sphere\"\"\"\n", " return(X / np.linalg.norm(X, axis=1, keepdims=True))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Part E (4 points)\n", "Write a function which takes in a vector $X$ and plots a histogram for $X$, the centered version of $X$, the standardized version of $X$ and the normalized version of $X$. Be sure to use one figure and 4 axes. Also create a title for each subplot and one title for the whole plot. You may find the function `plt.tight_layout()` to be useful here." ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ebenmichael/anaconda3/lib/python3.6/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n", " (prop.get_family(), self.defaultFamily[fontext]))\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjQAAAFVCAYAAAD4y3VhAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_transforms(x):\n", " \"\"\"Plot histogram of x and transformations\"\"\"\n", " # get figure and axes\n", " fig, axes = plt.subplots(2, 2, figsize=(8,9/2))\n", " \n", " # first histogram\n", " axes[0,0].hist(x, bins=50)\n", " axes[0,0].set_title(\"Un-transformed\")\n", " \n", " # centered\n", " axes[0,1].hist(center(x), bins=50)\n", " axes[0,1].set_title(\"Centered\")\n", " \n", " # standardized\n", " axes[1,0].hist(standardize(x), bins=50)\n", " axes[1,0].set_title(\"Standardized\") \n", " \n", " # normalized\n", " axes[1,1].hist(normalize(x), bins=50)\n", " axes[1,1].set_title(\"Normalized\")\n", " \n", " # sup title\n", " fig.suptitle(\"Histograms of transformed x\", y=1.05)\n", " \n", " plt.tight_layout()\n", " return(fig, axes)\n", "\n", "np.random.seed(1234)\n", "x = np.random.gumbel(4, 5, 1000)\n", "plot_transforms(x);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Exercise: Make this same plot using `FacetGrid` in `seaborn`" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Un-transformedCenteredStandardizedNormalizedid
07.340602-0.060823-0.0090100.2446360
1-0.906788-8.308213-1.2306940.0832681
25.612750-1.788675-0.2649560.2108292
31.470330-5.931094-0.8785720.1297793
40.207334-7.194091-1.0656600.1050674
\n", "
" ], "text/plain": [ " Un-transformed Centered Standardized Normalized id\n", "0 7.340602 -0.060823 -0.009010 0.244636 0\n", "1 -0.906788 -8.308213 -1.230694 0.083268 1\n", "2 5.612750 -1.788675 -0.264956 0.210829 2\n", "3 1.470330 -5.931094 -0.878572 0.129779 3\n", "4 0.207334 -7.194091 -1.065660 0.105067 4" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "x = np.random.gumbel(4, 5, 1000)\n", "x = pd.DataFrame(x)\n", "x.columns = [\"Un-transformed\"]\n", "x[\"Centered\"] = center(x[\"Un-transformed\"])\n", "x[\"Standardized\"] = standardize(x[\"Un-transformed\"])\n", "x[\"Normalized\"] = normalize(x[\"Un-transformed\"])\n", "x[\"id\"] = x.index\n", "x.head()" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "collapsed": true }, "outputs": [], "source": [ "### Your code here" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Part F (3 points)\n", "Write a function which takes in a 2 dimensional matrix X, makes a scatter plot of the rows, and makes a scatter plot of the rows projected onto the unit circle. Be sure to only create one figure and 2 subplots. Include a title for each subplot and a title for the whole plot. Again, the function `plt.tight_layout()` may be useful here." ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ebenmichael/anaconda3/lib/python3.6/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n", " (prop.get_family(), self.defaultFamily[fontext]))\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjQAAAFVCAYAAAD4y3VhAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_project(X):\n", " \"\"\"Plot a scatter plot of X and of the rows projected on to the circle\"\"\"\n", " \n", " ### BEGIN SOLUTION\n", " # get figure and axes\n", " fig, axes = plt.subplots(1, 2, figsize=(8,9/2))\n", " \n", " # regular\n", " axes[0].scatter(X[:, 0], X[:, 1])\n", " axes[0].set_title(\"Un-transformed\")\n", " \n", " # centered\n", " X_proj = project(X)\n", " axes[1].scatter(X_proj[:, 0], X_proj[:, 1])\n", " axes[1].set_title(\"Projected\")\n", "\n", " \n", " # sup title\n", " fig.suptitle(\"Scatterplots of X\", y=1.05)\n", " \n", " plt.tight_layout()\n", " return(fig, axes)\n", " \n", " ### END SOLUTION\n", "\n", "np.random.seed(1234)\n", "x1 = np.random.exponential(4, 1000)\n", "x2 = np.random.chisquare(2, 1000)\n", "X = np.vstack([x1, x2]).T\n", "plot_project(X);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Problem 2\n", "\n", "#### Part A (5 points)\n", "Write a function which takes in an $n \\times d$ matrix of features $X$, and an $n$ dimensional vector of outputs $y$, and returns the OLS estimate:\n", "\n", "$$\\hat{\\beta} = (X^TX)^{-1}X^Ty$$\n", "\n", "Note: Use pure numpy, not a package that computes the OLS for you. The goal here is to perform the linear algebra operations **in numpy**" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def compute_ols(X, y):\n", " \"\"\"Computes the OLS estimate of y regressed on X\"\"\"\n", " return(np.linalg.inv( X.T @ X) @ X.T @ y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Part B (5 points)\n", "Write a function which takes in an $n \\times 2$ matrix of features $X$ (a column of 1s and the univariate covariate), and an $n$ dimensional vector of outputs $y$, and makes a scatter plot of y on x and plots the line resulting from the least squares estimate. Make sure to label your axes and create a title.\n", "\n", "Note: Passing in a matrix with a column of 1s means that the ols estimate will have two parts: the intercept, and the slope. Make sure to incorporate **both** of these when plotting the least squares regression line" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ebenmichael/anaconda3/lib/python3.6/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n", " (prop.get_family(), self.defaultFamily[fontext]))\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfEAAAFoCAYAAABHW8L2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_ols(X, y):\n", " \"\"\"Make a scatter plot of y on X\"\"\"\n", " \n", " ### BEGIN SOLUTION\n", " # compute ols\n", " ols = compute_ols(X, y)\n", " \n", " # start the scatter plot\n", " plt.scatter(X[:, 1], y)\n", " \n", " # add the regression line\n", " xmin = X[:, 1].min()\n", " xmax = X[:, 1].max()\n", " \n", " y_hat_min = ols[0] + ols[1] * xmin\n", " y_hat_max = ols[0] + ols[1] * xmax\n", " \n", " plt.plot([xmin, xmax], [y_hat_min, y_hat_max])\n", " \n", " plt.xlabel(\"x\")\n", " plt.ylabel(\"y\")\n", " plt.title(\"y Regressed on x\")\n", " ### END SOLUTION\n", "\n", "# simulate heterskedastic data\n", "np.random.seed(159)\n", "n = 100\n", "X = np.vstack([np.ones(n), np.random.randn(n)]).T\n", "beta = np.random.laplace(0, 1, 2)\n", "y = X @ beta + np.random.randn(n) * (X[:, 1] - X.min(0)[1])\n", "\n", "# plot\n", "plot_ols(X, y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Exercise: Create this plot using `seaborn`" ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "collapsed": true }, "outputs": [], "source": [ "### Your code here" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.3" } }, "nbformat": 4, "nbformat_minor": 2 }