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@mwcraig
Created March 20, 2013 04:29
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{
"metadata": {
"name": "retention_by_gpa_range"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"%pylab inline\n",
"import atpy\n",
"from __future__ import division\n",
"figsize(10, 10)\n",
"\n",
"rc('font',size=20)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Welcome to pylab, a matplotlib-based Python environment [backend: module://IPython.zmq.pylab.backend_inline].\n",
"For more information, type 'help(pylab)'.\n"
]
}
],
"prompt_number": 76
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# First to second year retention data"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"gpa_data = atpy.Table('NEF_RETURN_DATA_FALL_2010_11.txt', type='ascii')\n",
"gpa_data.remove_columns(['Total in GPA range','percent returned following fall', 'Did not return following fall'])\n",
"# rename the columns below so that we can reference them as attributes of the table\n",
"gpa_data.rename_column('Year entered','year_entered')\n",
"gpa_data.rename_column('Cumuluative UNDERGRAD GPA RANGE','cumul_gpa')\n",
"gpa_data.rename_column('NOT RETURNED Following FALL', 'non_returned')\n",
"gpa_data.rename_column('RETURNED Following FALL','returned')\n",
"# calculate our own total\n",
"tot = gpa_data.non_returned + gpa_data.returned\n",
"gpa_data.add_column('total',tot, format='i')"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 64
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"entry_years = array(unique(gpa_data.year_entered))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 75
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"year_data = {}\n",
"for year in entry_years:\n",
" year_data[year] = gpa_data.where(gpa_data.year_entered == year)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 66
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"colors = ['burlywood', 'teal']"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 67
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Basics: how many students do poorly?\n",
"\n",
"The first thing I'm not sure about is how many students do poorly in their first year...so let's take a look."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"width=0.3\n",
"first_year = entry_years.min()\n",
"foo=year_data[first_year]\n",
"ind = arange(len(year_data[first_year]))\n",
"for idx, year in enumerate(entry_years):\n",
" bar(ind + idx*width, year_data[year].total, width, \n",
" label='Entered %i' % year,\n",
" color = colors[idx])\n",
" \n",
"xticks(ind, foo.cumul_gpa, rotation=20)\n",
"#bar(ind+width, gpa_data.total[in2011], width, label='Entered 2011')\n",
"legend(loc=2)\n",
"xlabel('Cumulative GPA at end of last semester attended')\n",
"ylabel('Number of students')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 68,
"text": [
"<matplotlib.text.Text at 0x7c10f30>"
]
},
{
"output_type": "display_data",
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Kqis0NBRLliyBIAgICgpSu4BDFmZzc3Mr7U9WXlmwrY533nkHenp6eP78eaXnln2H2jov\nEVF9x1u0RK+QrWpds2YNJBJJlZ/+/fsr9fHqNiGq+vfx8dGo/6lTp9bOhVZh165dmDVrFgRBQGBg\nIPz8/NTWlQUnVWFX5smTJ5BIJBAEQatBSxYuKzs3Ax4R/dUw4BG9QrZCVHY7VNtkzw3WpP/WrVsD\ngMo9+2QqK9PUgQMHMHPmTADA/Pnzq1yZa21tDeDFwhd1z7n98ccf8p9fXrH8umTnvnr1qto6snNr\n87xERPUZAx79pejp6QGA2oUbwH+32zh58mStvPlAtjji/PnzyMvLq1bbdu3aAQBOnz6ttk5lZZqI\njo7GpEmTUFFRgVmzZmHdunVVtunbty9MTEwglUoRGRmpso5sk2cHBwfY2dm91hhf9tFHHwEAoqKi\nVJY/efJEvsXLyJEjtXZeIqL6jAGP/lJkiyYqu503depUGBkZ4fbt2wgODq60v8r6UWf06NGwtLRE\nfn5+lTNjr76RY8aMGQBehJnk5GSl+seOHVO5bYumTpw4gbFjx0IikWDGjBlK28yo07BhQ/l2L6Gh\noSgpKVEoz87Oxp49ewC8WIGsTZ988gkaNGiAhw8fYu/evUrlmzZtQnl5OVq2bIkxY8Zo9dxERPUV\nAx7pLFUrJ2UzYKdOncLp06dVbnFiY2ODFStWAAD8/f3h4+ODlJQUSCQSVFRU4N69ezh06BBcXV0x\nbty4ao/L2NgYGzduBPDi/a0eHh64cuWK/Nm8rKwsxMbGYty4cfKNkWVcXV3Ru3dvVFRUYNCgQYiN\njUVpaSmKi4uxf/9+eHp6wszMrNpjAoCkpCSMGjUKpaWlmDBhArZt21at9rNnz4ahoSEuX76MCRMm\n4MaNG5BKpbhw4QLc3NyQlZUFMzMzhX3/XpaTkyP/vDyzmZeXp1D26l6GFhYW+PjjjwEAM2fOxL59\n+1BcXIzc3Fxs2rQJS5cuhSAImDNnjsLbSoiIdBlX0VKdqmorEuDFWydCQkKq3beqTY379+8PR0dH\nXLp0CQMGDECjRo1gZmYGQRCQkJAgf0Zr7ty5KCoqwurVq7F161Zs3boV+vr6AP67SAL475571eXp\n6YnNmzfD398fhw4dwqFDhyAWi6Gvr6+wslb2zN3Ldu/ejY8++ggpKSlwcXGBnp6ePHwOGzYMnp6e\n8PX1rfaYvvrqKzx9+hQAEBsbq3abF0EQsGHDBqVw+9577+Ho0aMYNWoUIiMjERkZCQMDA/lrzWxs\nbHD06FGVm1YDL4Laq6RSqVLITU9Ph42NjcKx0NBQPHv2DPv27cPEiRPRoEEDSCQSSKVSCIKABQsW\nICAgQLMvgohIBzDgUZ2Qza6Vl5cjOzu70roFBQVKbava16yyOkeOHMHKlSsRFxeHjIwMZGRkAAAk\nEom8jkgkwrJly+Dl5YWNGzfi2rVrSE5OhkQiQbt27eDg4IDRo0crvXe1Ovut+fr6YuTIkVi/fj2u\nXr2K69ev4+nTp3BwcECbNm3g5uYGT09PpXZ2dnY4c+YMAgMDkZCQgLS0NHTv3h0DBgzAggULsG/f\nPo3H8DJZGAKqvvX86i1YmX79+iEhIQFbtmzBmTNncPPmTfTs2RN9+vTBF198UeUih5ruV6enp4c9\ne/agX79+OH78OM6cOQMDAwP06dMHI0eOxMSJE2vULxHR20qQavLupr8AQRA0eo1Vdes3M22KvPwn\nrzO0OmXa1AS5efl1PQyiN6q6fw+IqGYEQcDtI2tqpW871wAgMLBW+gYABAbW6d+Jqv5OcQavljEc\nERER0ZvGRRZEREREOoYBj4iIiEjHMOARERER6RgGPCIiIiIdw4BHREREpGMY8IiIiIh0DAMeERER\nkY5hwCMiIiLSMQx4RERERDqGAY+IiIhIxzDgEREREekYBjwiIiIiHcOAR0RERKRj6kXA+/777yES\niSASiRAWFqayzh9//IFJkyahXbt2MDMzg4uLi9q6MuHh4XBzc0OLFi1ga2sLLy8vJCQk1MYlEBER\nEdUbdR7wMjIyMGfOHDRu3BgAIAiCUp1jx46hb9++iIyMhKOjI8aPH4/U1FR4e3tjzpw5Kvtdu3Yt\nxowZgwsXLsDNzQ1OTk44fvw4hgwZgt27d9fqNRERERHVpToNeFKpFDNmzIC5uTl8fX1V1pFIJPjb\n3/6G0tJSREVF4ccff8SmTZtw+fJlODo6YvPmzThx4oRCm9TUVAQEBMDGxgbnzp3D1q1b8f333yM+\nPh4NGzbErFmzUFBQ8CYukeiN27lzJ0QiEQYOHFjXQyEiojpSpwFv48aNOHnyJHbs2IFGjRqprHPw\n4EHcu3cPI0eOVPgHy9jYGIGBgQCA4OBghTYhISEAgAULFsDS0lJ+/P3338eMGTNQVFSErVu3avlq\nqDqmT58uvy1f1WfDhg1aO29cXBwCAwNx6NAhrfVZX6maDa9MRUUFTp8+jfnz5+PDDz+EpaUljIyM\n0KlTJ3h5eSEpKUmjfq5duwY/Pz/06tULJiYm6NevH/z9/XH//n21bYqKihAZGYmlS5di+PDhMDMz\nk//3v3nzZqXnk0qlOHnyJNatW4dx48ahdevW8rahoaHV+g6IiHRFg7o6cXJyMhYtWoS5c+fCyckJ\nx44dU1kvJiYGAODu7q5U5urqCkNDQ6W2MTExEARBZRsPDw+EhIQgNjYW8+fP18KVVK5J06YofPKk\n1s9TW4xNTFCQn19r/evp6eGdd96ptI7s9r02xMXFYeXKlZg+fTpGjx6ttX51gY+Pj8JzrYIgwNDQ\nENevX8f169fx008/Yfr06di+fbvaPk6dOoVRo0ahoKBA3j4xMRGJiYnYu3cvYmJiYG9vr9Tu2LFj\n8PT0VDquSUh98uQJBg8erLKsuiGXiEhX1EnAKy8vx5QpU2Bra4vVq1dXWlf2//ptbW2VyvT19dG8\neXPcu3cP2dnZMDc3BwBkZmZCLBbD2tpaqY2NjY1Cv7Wt8MkT4P9nGt9GhbU89r59+yrdYqe6UV5e\njqZNm+LTTz+Fu7s7OnXqBAMDA0RHR2PXrl2IiIjAzp070aFDByxYsECpfUpKClxcXFBaWgo3Nzes\nXbsWDg4OuHDhAmbPno3ffvsNTk5OSEtLQ5MmTRTaCoIACwsL9OzZEz179oSlpSU+/fRTjcduZGSE\n7t27o0ePHujRowe+/PJLPHz48LW/EyKit1WdBLyVK1fi0qVLSExMhIGBQaV1MzMzIQgCzMzMVJab\nm5vj7t27yMzMhLm5OXJzc1FSUgILCwu19QHVAS/wpTDj7OwMZ2dnzS6I3jpSqbSuh1Dv+Pj44H/+\n539gZGSkcNzd3R3u7u5wdHTElStXsHr1apUBb/PmzSgtLUWXLl2wb98+GBoaAgC6deuGqKgodO3a\nFVlZWfjuu+/w+eefK7R1c3NTmFFNT0/XeNxNmzZFYWGhwrFFixZp3J6I6G0QFxeHuLg4jeu/8Wfw\nzp49izVr1mDhwoXo3bv3mz59pQIDA+Ufhrv6y9nZGSKRCLt27YJEIkFQUBCGDx8OU1NTtG/fHjNn\nzkROTo5Cm/T0dIhEIqxcuRIA8N133yk963fv3j2lc8XHx2P69Ono2rUrGjdujI4dO2LixIk4f/68\nyrG9usDh0KFDmD59Otq3bw+xWKz07N+VK1fg7e2N3r17w9jYGO3atYOnp6f80QR18vPzMW/ePPTo\n0QOmpqYYMmQIVq1ahWfPnmn8Pb7qgw8+UAp3L/vss88AvLgleufOHYWyp0+f4rvvvgPwIijKwp2M\nubk5Jk2aBAD49ttvlfoWiep8QT8RUb3m7OyskFOq8kZn8MrLyzF16lTY29tjxYoVKuu8OrNiZWWF\nP/74Q+kfbJns7GwIgiC/HdusWTMYGhoiNzdXbX0AKm/f0tulrKwMXl5eiIiIgFgsRoMGDZCSkoKU\nlBTExMTg119/RatWrQAADRo0QPPmzVFUVITi4mIYGhqiadOmCv2JxWL5z+Xl5Vi6dCnWrVsn/9+k\noaEhkpOTkZycjAMHDiAwMBBLlixROTZBELB161b4+PhAEAQYGxtDJBIpPBMWHByMgIAAlJWVyfu/\nffs20tLSEBERAR8fH5VhKC0tDSNHjkRKSgoAwMDAAPHx8Thx4gQSExPh4eHxGt+qep06dZL/XFpa\nqlCWkJAgf+5O3bON7u7uWL9+PVJSUpCWloY2bdrUyjiJiOgNz+AVFRUhNTUV169fh6GhocLsiWxm\nxdvbGyKRCPPmzQPw3yD26owB8OIfmUePHkFfX1/hFq6VlRUkEgkyMjKU2ty9e1ehX3p7LVmyBGfO\nnEF4eDgKCgpw//59rFq1Cubm5sjKysI333wjr2ttbY0HDx7Iby1OmDABWVlZCh8rKyt5/XXr1mHt\n2rWwsbHBsmXLcPbsWRQXFyMxMRFffPEFDA0NsXTpUpw6dUrl2C5cuABfX1/MmzcPGRkZyM/PR15e\nHvr06QMA2LNnD+bPnw8TExMsXLgQJ0+eRGFhIS5evIiAgACYmZkhNDQUu3btUup78uTJSElJQfPm\nzXHkyBEUFBSgoKAAe/fuRVJSEpYuXarNr1kuPj4eANCoUSM4ODgolGVlZQF4cbu0ZcuWKtt36NBB\nqT4REdWONzqDZ2hoiE8++UTlyrbz58/j4sWL6NevH+zt7fHhhx8CgPyNFREREZgyZYpCmyNHjqCk\npAQjR45UOO7i4oLNmzcjIiJC6Vmf8PBwAMCwYcO0eWlUQ4mJiWjRooXackEQkJqaqnIlbV5eHi5f\nvoz27dsDABo2bIglS5bA0NAQCxcuxM6dO7Fp0yaFNpo8e/fgwQOsWbMGgiBg586dGDBggLysT58+\n6NOnD8RiMYKDg/Hll1/i999/V+qjoKAAn3/+OYKCguTHGjdujMaNG+Pp06fw9/eHIAhYt24dpk2b\nJq/TuXNndO7cGS1atICfnx8WLlyIjz/+WH4L85dffsFvv/0GkUiE48ePy0OTnp4exo0bB1NTU7i4\nuFR5jdWVk5Mj365m/PjxSuWywFbZimgTExOIRCJUVFQw4BER1bI3HvDU7T8XGBiIixcvYtq0aZg5\nc6b8uKenJ9599138/PPPOHHiBAYNGgTgxT+ggYGBEARBPtsnM3fuXHz77bcICgrCmDFj5HvhXb16\nFTt27ICxsTG8vb1r6SqpOp4/fy6/ba5ORUWFyuNjxoyRh7uXyZ5/KykpwYMHD9TOKKmzfft2FBcX\nw9XVVSHcvWz27NkICQnBlStX8Pz5c+jp6SmUi0QitQ/6h4eHIzMzEx07dlT6Py0y06ZNw+LFi5GT\nk4M7d+7Ib2fu3LkTADBy5EiFGTGZoUOHonv37mqfEaypv/3tb3j06BEsLCywfv16pfIHDx4AqDzg\nCYKAZs2aIScnhwGPiKiW1dk+eJoSiUTYtm0bxowZAzc3N4wYMQLm5uY4cuQI0tPT8dlnnynt2N+2\nbVusXr0aixcvRo8ePTBixAiUlJQgOjoapaWlCAsLg7GxcR1dEb3M2dm5xtukdOnSReXxrl27wtjY\nGEVFRbh//361A96NGzcAaDa7WF5ejps3b6Jjx44KZS1btlR7Xln/d+7cUdiI+1VlZWWQSqW4ceOG\nPODdunULANQGT1mZNgPemjVrEBkZCZFIhG+//Vbp2cXq4L50RERvRr0JeIIgqP3jP3jwYCQmJuLr\nr7/GuXPnkJeXh+7du+Orr75SmO17mb+/P+zt7REWFobo6GgYGBhgyJAh8PPzg5OTU21eCr0h6sKR\nIAgwNTVFYWFhjVaVyt6cUFhYiKKiokrrCoKAx48fKx2XLe6orP+nT59WOb5X+5c9i1pZ/5WVVVdo\naCiWLFkCQRAQFBSkdgGHLMyqW9wkIyuvLNgSEdHrqzcBb/ny5Vi+fLna8o4dO2LPnj3V6lO2fxdR\ndchWta5Zswb+/v416uPVbUJU9a9ulWx9sWvXLsyaNQuCICAwMBB+fn5q68oCm6qwK/PkyRNIJBII\ngsCAR0RUy7j5FNErZCtEZbdDtU323GBN+m/dujUAqNyzT6ayMk0dOHBAPjs+f/78Klfmylal5+Xl\nqX2+7o8//pD//PKKZSIi0j4GPPpLkS2GULdwA4D8ebqTJ0+ivLxc62OQLY44f/488vLyqtW2Xbt2\nAIDTp08MZQ8QAAAgAElEQVSrrVNZmSaio6MxadIkVFRUYNasWVi3bl2Vbfr27QsTExNIpVJERkaq\nrCPb5NnBwQF2dnavNUYiIqocAx79pcgWTVR2K3Hq1KkwMjLC7du3ERwcXGl/lfWjzujRo2FpaYn8\n/PwqZ8Ze3eB7xowZAICoqCgkJycr1T927JjKbVs0deLECYwdOxYSiQQzZsxQ2mZGnYYNG8q3ewkN\nDUVJSYlCeXZ2tvwRi9mzZ9d4fEREpBkGPNJZqhbtyGbATp06hdOnT+P58+dKdWxsbORvWvH394eP\njw9SUlIgkUhQUVGBe/fu4dChQ3B1dcW4ceOqPS5jY2Ns3LgRwIv3t3p4eODKlSvyZ/OysrIQGxuL\ncePGyTdGlnF1dUXv3r1RUVGBQYMGITY2FqWlpSguLsb+/fvh6emp9r3NVUlKSsKoUaNQWlqKCRMm\nYNu2bdVqP3v2bBgaGuLy5cuYMGECbty4AalUigsXLsDNzQ1ZWVkwMzNT2PfvZTk5OfLPyzObeXl5\nCmWq9jJ88uQJcnJy8PjxY+Tk5MhnaIuKiuTHcnJy5N8xEZGuqzeLLOivqaqtSIAXb50ICQmpdt+q\ngkD//v3h6OiIS5cuYcCAAWjUqBHMzMwgCAISEhLkz4bNnTsXRUVFWL16NbZu3YqtW7dCX18fABRC\nwqtb9GjK09MTmzdvhr+/Pw4dOoRDhw5BLBZDX19fYWWt7Jm7l+3evRsfffQRUlJS4OLiAj09PXn4\nHDZsGDw9PeHr61vtMX311Vd4+vQpACA2NlbtNi+CIGDDhg1K4fa9997D0aNHMWrUKERGRiIyMhIG\nBgby15rZ2Njg6NGjKjetBgALCwulY1KpVCnkpqenw8bGRuHY6NGjVb5VZMGCBfK3lwDAjh071AZM\nIiJdwoBHdUI2u1ZeXl7lRscFBQVKbavaT62yOkeOHMHKlSsRFxeHjIwM+SvtJBKJvI5IJMKyZcvg\n5eWFjRs34tq1a0hOToZEIkG7du3g4OCA0aNHK713tTr7vPn6+mLkyJFYv349rl69iuvXr+Pp06dw\ncHBAmzZt4ObmBk9PT6V2dnZ2OHPmDAIDA5GQkIC0tDR0794dAwYMwIIFC7Bv3z6Nx/AyqVQqH39V\nt55fvQUr069fPyQkJGDLli04c+YMbt68iZ49e6JPnz744osvqlxcUdN98jT538Tr9E9E9LYRpJq8\nu+kvQBAEjV5jVd36TZo2ReGTJ68ztDplbGKCgvz8uh4G0RtV3b8HRFQzgiDg9pE1tdK3nWsAEBhY\nK30DAAID6/TvRFV/pziDV8sYjoiIiOhN4yILIiIiIh3DgEdERESkYxjwiIiIiHQMAx4RERGRjmHA\nIyIiItIxDHhEREREOoYBj4iIiEjHcB+8GjI1NeWu+EQ6ytTUtK6HQET0Whjwaig3N7euh0BERESk\nEm/REhEREekYBjwiIiIiHcOAR0RERKRjGPCIiIiIdAwDHhEREZGOYcAjIiIi0jEMeEREREQ6hgGP\niIiISMcw4BERERHpGAY8IiIiIh3DgEdERESkYxjwiIiIiHQMAx4RERGRjmHAIyIiItIxDHhERERE\nOoYBj4iIiEjHMOARERER6RgGPCIiIiIdw4BHREREpGMY8IiIiIh0DAMeERERkY5hwCMiIiLSMQx4\nRERERDqGAY+IiIhIxzDgEREREekYBjwiIiIiHcOAR0RERKRjGPCIiIiIdAwDHhEREZGOYcAjIiIi\n0jFvPOD5+/tj8ODBaNWqFYyMjGBvbw9fX1/s378fubm5CnXT09MhEonUfiZOnKj2POHh4XBzc0OL\nFi1ga2sLLy8vJCQk1PblEREREdW5Bm/6hCEhIejevTtcXFxgYWGBtLQ0/Pzzz9iyZQusrKyQlJSE\nVq1aKbRxdHSEu7u7Ul+dOnVSeY61a9ciICAALVu2hJubG549e4ZffvkFUVFRCAsLw+TJk2vl2oiI\niIjqgzce8AoLC6Gvr690fOzYsTh48CD+9a9/ITg4WKHM0dERy5Yt06j/1NRUBAQEwMbGBklJSbC0\ntAQAXL16Ff3798esWbPg5uaGJk2avP7FEBEREdVDb/wWrapwBwCzZ88GAGRmZr5W/yEhIQCABQsW\nyMMdALz//vuYMWMGioqKsHXr1tc6BxEREVF9Vm8WWWzfvh0A4OXlpVSWmZmJ0NBQrFu3Dvv378eN\nGzfU9hMTEwNBEFTe0vXw8AAAxMbGamnURERERPXPG79FK7N+/XoUFRUhLS0NSUlJyM3NxT/+8Q+V\nwSw2NlYplHl5eSE4OFhhlg54EQbFYjGsra2V+rGxsQEA3L9/X4tXQkRERFS/1FnACwoKwqNHj+S/\ne3h4YPr06dDT05MfMzIywrJly+Du7g47OztkZ2fjwIED2LdvH3788Uekp6cjMTERDRq8uIzc3FyU\nlJTAwsJC5TnNzc0BqA94gYGB8p+dnZ3h7Oz8mldJRERE9Pri4uIQFxencX1BKpVKa284Vbtw4QIO\nHz6MsLAwPHr0CD/88ANGjRpVaZvi4mJYW1vjyZMnCA0Nhbe3N4AXAc/MzAwWFhZ4+PChUrunT5+i\ncePGaNKkCfLz8xXKBEFAHX8VREREfymCIOD2kTW10redawDw0sSN1gUG1mluqCq31PkzeN26dcOS\nJUsQEhKCZ8+e4d///neVbYyMjDBt2jQAwLlz5+THmzVrBkNDQ6X99GSys7MBQOXtWyIiIiJdUecB\nT2bUqFFo1aoV4uPjUVBQUGX9Ll26APhvaJOxsrKCRCJBRkaGUpu7d+8CYMAjIiIi3VZvAt6tW7eQ\nmZkJQ0NDGBsbV1l/y5YtAF5sf/IyFxcXSKVSREREKLUJDw8HAAwbNkwLIyYiIiKqn95owEtJSVH5\nbFxxcTFWrFiBiooKDBkyBIIgAADOnj2L58+fK9QtKyvD7t27cfbsWejr68PT01OhfO7cuRAEAUFB\nQcjKypIfv3r1Knbs2AFjY2P5M3tEREREuuiNrqI9fPgwFi5ciAEDBsDOzg7GxsY4c+YMzp07h/Ly\ncrRr1w5hYWHy+v7+/rh+/TqcnZ1hZWWF7OxsREVFobCwEGKxGEFBQXB0dFQ4R9u2bbF69WosXrwY\nPXr0wIgRI1BSUoLo6GiUlpYiLCxMoxlCIiIiorfVGw14Q4cOha+vLxISEnD58mUUFhaiZcuW6Nu3\nL8aPH4+ZM2cqvOli6tSpCA8Px7lz53D48GGIxWK0bt0ajo6OWLRoERwcHFSex9/fH/b29ggLC0N0\ndDQMDAwwZMgQ+Pn5wcnJ6U1dLhEREVGdqPNtUuoLbpNCRET0ZnGblJqr99ukEBEREZF2MeARERER\n6RgGPCIiIiIdw4BHREREpGMY8IiIiIh0DAMeERERkY5hwCMiIiLSMQx4RERERDqGAY+IiIhIxzDg\nEREREekYBjwiIiIiHcOAR0RERKRjGPCIiIiIdAwDHhEREZGOYcAjIiIi0jEMeEREREQ6hgGPiIiI\nSMcw4BERERHpGAY8IiIiIh3DgEdERESkYxjwiIiIiHQMAx4RERGRjmHAIyIiItIxDHhEREREOoYB\nj4iIiEjHMOARERER6RgGPCIiIiIdw4BHREREpGMY8IiIiIh0DAMeERERkY5hwCMiIiLSMQx4RERE\nRDqGAY+IiIhIxzDgEREREekYBjwiIiIiHcOAR0RERKRjGPCIiIiIdAwDHhEREZGOYcAjIiIi0jEM\neEREREQ6hgGPiIiISMcw4BERERHpGAY8IiIiIh3DgEdERESkYxjwiIiIiHQMAx4RERGRjmHAIyIi\nItIxWgl4z549g0Qi0aiuv78/Bg8ejFatWsHIyAj29vbw9fXF/v37kZubq7LNH3/8gUmTJqFdu3Yw\nMzODi4sLwsLCKj1PeHg43Nzc0KJFC9ja2sLLywsJCQnVvjYiIiKit43GAe/48eP4+9//rhDCHj9+\njFmzZqF58+YwMTHBsmXLquwnJCQEz549g4uLC/z8/ODo6Iiff/4ZEyZMQJcuXZCRkaFQ/9ixY+jb\nty8iIyPh6OiI8ePHIzU1Fd7e3pgzZ47Kc6xduxZjxozBhQsX4ObmBicnJxw/fhxDhgzB7t27Nb1k\nIiIioreSIJVKpZpUdHd3xx9//IFbt27Jj3l7eyMsLAxmZmYoKipCaWkpYmNjMWjQILX9lJWVQV9f\nX+n42LFjcfDgQfj5+SE4OBgAIJFI0KZNGzx8+BCHDx/GwIEDAQCFhYUYMGAALl26hGPHjimcLzU1\nFfb29rCxsUFSUhIsLS0BAFevXkX//v0hkUhw//59NGnSRPGLEARo+FUQERGRFgiCgNtH1tRK33au\nAUBgYK30DQAIDKzT3FBVbtF4Bu/y5cvo27ev/PfS0lLs3bsXAwYMQEZGBm7cuAFzc3OcOHGi0n5U\nhTsAmD17NgAgMzNTfuzgwYO4d+8eRo4cKQ93AGBsbIzA//+PJguDMiEhIQCABQsWyMMdALz//vuY\nMWMGioqKsHXrVg2umIiIiOjtpHHA+/PPPxUC06+//ori4mJ88sknMDAwgI2NDfr27VtlwFNn+/bt\nAAAvLy/5sZiYGAAvZg9f5erqCkNDQxw7dkzheExMDARBUNnGw8MDABAbG1ujMRIRERG9DRpoWtHa\n2hp3796V/y4LX87OzvJjbdu2xeHDhzXqb/369SgqKkJaWhqSkpKQm5uLf/zjHwrB7P79+wAAW1tb\npfb6+vpo3rw57t27h+zsbJibmwN4MQMoFothbW2t1MbGxkahXyIiIiJdpHHAGzx4MGJiYlBSUgID\nAwP8+OOP6NWrl0KQyszMRLNmzTTqLygoCI8ePZL/7uHhgenTp0NPT0+hP0EQYGZmprIPc3Nz3L17\nF5mZmTA3N0dubi5KSkpgYWGhtj6gPuAFvnSv3tnZWSG8EhEREdWVuLg4xMXFaVy/WgHvf//3f9Gu\nXTuYmJggLS0NK1asUKhz8eJF2Nvba9TfgwcPAAAXLlzA4cOHERYWhnbt2uGHH37AqFGjNL4AbQqs\nzYcxiYiIiGro1YmnVzPYqzR+Bm/UqFHw9vbGn3/+iQcPHuDzzz/HuHHj5OVnz55FcnJytWe9unXr\nhiVLlsi3T/n3v/8tL7OysoJUKkVOTo7KttnZ2RAEQT6L2KxZMxgaGqrdTy87OxsAVN6+JSIiItIV\nGgc8PT09hIaGoqCgAFlZWdiwYQMaNPjvBGCbNm1w4cIFfPHFFzUayKhRo9CqVSvEx8ejoKAAwH+D\n2J07d5Tql5aW4tGjR9DX11e4hWtlZQWJRKK0nx4A+TOEDHhERESkyzQOeKdOncK9e/dgYGAAAwMD\npXIzMzM0a9YMly9frtFAbt26hczMTBgaGsLY2BgA4OLiAgCIiIhQqn/kyBGUlJRg6NChCsddXFwg\nlUpVtgkPDwcADBs2rEZjJCIiInobaBzwnJ2dsXPnzkrr7Nq1S2G/ulelpKTg4cOHSseLi4uxYsUK\nVFRUYMiQIRAEAQDg6emJd999Fz///LPC9isFBQUIDAyEIAiYN2+eQl9z586FIAgICgpCVlaW/PjV\nq1exY8cOGBsbw9vbW5NLJiIiInorabzIQhPl5eXycKbK4cOHsXDhQgwYMAB2dnYwNjbGmTNncO7c\nOZSXl6Ndu3YK75gViUTYtm0bxowZAzc3N4wYMQLm5uY4cuQI0tPT8dlnnykFyrZt22L16tVYvHgx\nevTogREjRqCkpATR0dEoLS1FWFiYfIaQiIiISBdpNeCdP39e7RYlADB06FD4+voiISEBly9fRmFh\nIVq2bIm+ffti/PjxmDlzptKbLgYPHozExER8/fXXOHfuHPLy8tC9e3d89dVXmDlzpsrz+Pv7w97e\nHmFhYYiOjoaBgQGGDBkCPz8/ODk5afOSiYiIiOqdSgPeihUrFN51pm7/lZKSEvz++++Ij49Xeibu\nZR07dlRYJaupjh07Ys+ePdVq4+7urvJtFkRERES6rsqA97KqNtl77733sGZN7bw0mIiIiIg0U2nA\ne3lhw6BBgzBt2jRMmzZNqZ6enh4sLS3x7rvvQiTSeN0GEREREdWCSgPey5sWT506Fe7u7nx9FxER\nEVE9p/Eii6q2SCEiIiKi+qFGq2ilUikePnyI58+fqyy3sbF5rUERERERUc1VK+CFh4dj1apVuHbt\nmtpwJwgCJBKJVgZHRERERNWnccCLiIjAmDFjAAAWFhbo378/GjVqpFSvso2OiYiIiKj2aRzwvvnm\nGwAvtkrp379/rQ2IiIiIiF6PxnuaXL9+HQMHDmS4IyIiIqrnNA54dnZ2MDMzq82xEBEREZEWaBzw\nBg4ciIiICDx+/Lg2x0NEREREr0njgLd69Wr06NEDvr6+OHPmTG2OiYiIiIheg8aLLEaMGIGSkhL8\n9NNPOHjwIKytrdGmTRuVdV9+xRkRERERvVkaB7z4+Hj5z1KpFBkZGcjIyKiVQRERERFRzWkc8Coq\nKmpzHERERESkJRo/g0dEREREbwcGPCIiIiIdU+2A95///AeDBg2ClZUVxGKx/PjFixcxe/Zs3Lx5\nU6sDJCIiIqLq0fgZPAD46KOPcPjwYQiCAFNTU0ilUnmZra0ttm/fDjMzM6xcuVLrAyUiIiIizWg8\ng7dhwwYcPnwYs2bNQmpqKubMmaNQbmpqin79+iEmJkbrgyQiIiIizWkc8Pbv34+mTZviX//6F+zs\n7FTWad26Ne7du6e1wRERERFR9Wkc8K5du4YxY8bAwMBAbZ2GDRsiPz9fKwMjIiIioprROOCZmpoi\nLS2t0jpHjx5F69atX3tQRERERFRzGge8Tp064fTp08jJyVFZfuPGDdy8eRMdOnTQ2uCIiIiIqPo0\nDniff/45JBIJvLy8cPr0aQiCIC/7888/4efnB0EQsHDhwloZKBERERFpRuNtUoYNGwY/Pz9s2LAB\nzs7OMDY2BgC0b98et27dgkQigb+/P3r16lVrgyUiIiKiqlVro+Pg4GBER0ejZ8+ekEgkAIC7d++i\nW7du+Pnnn7FmzZpaGSQRERERaa5aGx0DwPDhwzF8+HBIpVLk5OTgnXfegUjEN54RERER1RfVDngy\ngiDA3Nxcm2MhIiIiIi3g1BsRERGRjlE7g9e6dWuFlbKakEqlEAQBt2/ffu2BEREREVHNqA14UqkU\nUqlU4Vh5eTmysrLkvzdu3BhFRUXy3y0tLaGnp1cLwyQiIiIiTakNeOnp6Qq/l5WVYezYsWjevDmm\nTJkCV1dXODg4IDk5GUeOHMF//vMftGrVCgcOHKjtMRMRERFRJTReZLF8+XJcvXoVly9fRpMmTeTH\n27dvj/bt22PmzJlwdHTEsmXLuF0KERERUR3SeJHFsWPH4OrqqhDuXmZiYgJXV1ccO3ZMa4MjIiIi\nourTOOClpqbi+fPnldYpKytDamrqaw+KiIiIiGpO44DXqVMnREdH48GDByrLs7KyEB0djU6dOmlt\ncERERERUfRoHPB8fHzx69Ah9+vTBvHnzcOTIETx+/BiHDx/G3Llz0adPH/z555/w9fWtzfESERER\nURU0XmQxZcoU3LhxA2vXrsWGDRuwYcMGCIIg30pFLBZj8eLF+Pjjj2ttsERERERUtWq9quzrr7/G\n5MmTsWnTJty4cQNZWVmwtLRE+/bt8dlnn6F9+/a1NU4iIiIi0lC130XboUMHbNq0qTbGQkRERERa\nwHfREhEREekYjWfw7t27p3GnNjY2NRoMEREREb0+jQOera2twqKKlwmCAODF+2sFQYBEItHeCImI\niIioWjQOeFOnTlV5/NatW0hKSgIADBkyBFZWVtoZGRERERHViMYBb+fOnWrLMjIysHbtWpw8eRJ7\n9+7VxriIiIiIqIa0ssiiVatWWLNmDe7evYvFixdro0siIiIiqiGtraI1NjaGp6cn4uPj1dbJzc3F\ntm3b4OHhgbZt26JRo0awtrbG4MGDcfDgQaX66enpEIlEaj8TJ05Ue67w8HC4ubmhRYsWsLW1hZeX\nFxISErRyrURERET1WbX3watMSkoK/vzzT7Xl+/fvx+zZs9G8eXP07t0b7u7uOHv2LOLi4nDy5EnM\nnDkT27ZtU2rn6OgId3d3pePq3nu7du1aBAQEoGXLlnBzc8OzZ8/wyy+/ICoqCmFhYZg8eXLNL5KI\niIiontNKwCsuLsZPP/2Ec+fOoV+/fmrrvffee/jhhx8wduxYiMVi+fHbt2+jU6dO2L59O8aMGYPh\nw4crtHN0dMSyZcs0GktqaioCAgJgY2ODpKQkWFpaAgCuXr2K/v37Y9asWXBzc0OTJk1qcKVERERE\n9Z/GAW/gwIHy7VBe9vTpU1y8eBHPnz+HSCTCqlWr1PYxaNAglcft7OwwZcoUbN26FQkJCUoBrzpC\nQkIAAAsWLJCHOwB4//33MWPGDISEhGDr1q2YP39+jc9BREREVJ9pHPDUPVsnFothZWWFrl27IiAg\nAL169arRQCwsLAAA+vr6SmWZmZkIDQ3FkydPYGtri86dO8PBwUFlPzExMRAEQeUtXQ8PD4SEhCA2\nNpYBj4iIiHSWxgGvoqKi1gZRWlqKAwcOQBAElbN8sbGxiI2NVTjm5eWF4OBghVk64EUYFIvFsLa2\nVupH9oaN+/fva3H0RERERPWLVhdZ1NQXX3yBlJQUTJ48WeEZPiMjIyxbtgzu7u6ws7NDdnY2Dhw4\ngH379uHHH39Eeno6EhMT0aDBi8vIzc1FSUmJfDbwVebm5gDUB7zAwED5z87OznB2dtbOBRIRERG9\nhri4OMTFxWlcX5CqeveYCgMHDsSMGTPUvtECAL7//nts374dJ06c0HgAISEh+PLLL9GhQwckJibC\nxMSkyjbFxcWwtrbGkydPEBoaCm9vbwAvAp6ZmRksLCzw8OFDpXZPnz5F48aN0aRJE+Tn5yuUqXsN\nGxEREdUOQRBw+8iaWunbzjUAeGniRusCA+s0N1SVWzTeBy8+Ph7p6emV1klPT69Wuty4cSO+/PJL\ndOzYESdPntQo3AEvZvamTZsGADh37pz8eLNmzWBoaIjc3FyV7bKzswFA5e1bIiIiIl2htY2OAeDh\nw4cwMjLSqG5ISAjmzp2L999/HydPnpTfPtVUly5dAPw3tMlYWVlBIpEgIyNDqc3du3cBMOARERGR\nbtNKwCsrK0NSUhKOHj2KVq1aVVn/n//8J7788kt07doVJ0+ehJmZWbXPuWXLFgAvtj95mYuLC6RS\nKSIiIpTahIeHAwCGDRtW7fMRERERvS0qDXgikQhisVi+KXFgYKD895c/DRs2hJOTE9LS0ip9Rg8A\nvv76a/j7+6NHjx44ceIEmjVrprbu2bNn8fz5c4VjZWVl2L17N86ePQt9fX14enoqlM+dOxeCICAo\nKAhZWVny41evXsWOHTtgbGwsf2aPiIiISBdVuoq2f//+8p9PnTqFd999F++++65SPT09PVhaWmLY\nsGGYNGmS2v6+++47LF26FGKxGE5OTggODlaq07p1a/nzdf7+/rh+/TqcnZ1hZWWF7OxsREVFobCw\nEGKxGEFBQXB0dFRo37ZtW6xevRqLFy9Gjx49MGLECJSUlCA6OhqlpaUICwuDsbFx5d8KERER0Vus\n0oD38oIJkUiE6dOnY/ny5TU+mWyRRkVFhfyNE69ydnaWB7ypU6ciPDwc586dw+HDhyEWi9G6dWs4\nOjpi0aJFajc79vf3h729PcLCwhAdHQ0DAwMMGTIEfn5+cHJyqvH4iYiIiN4GGm+Tkp6eDlNTU41X\nur5tuE0KERHRm8VtUmquqtyi8UbHtra2astOnz4NsViM3r17y5/XIyIiIqK6ofEq2m+//Ra9e/dW\n2GPu6tWr6NChAwYMGIB+/fph2LBhePbsWa0MlIiIiIg0o3HA27dvHwAorHpdsGABUlJSMHLkSPlm\nxb/88ov2R0lEREREGtM44KWmpso3FwaAvLw8nDhxAtOmTUNkZCQuXryI9957r1qvKSMiIiIi7dM4\n4OXl5SnM3p06dQoSiQQeHh4AALFYjA8++AAnT57U/iiJiIiISGMaB7zOnTvj+vXr8t+joqIgFosV\n9sozMzOTvw6MiIiIiOqGxgFv8ODB+PXXX3Hp0iVkZGQgIiICo0aNUtg25e7du2jRokWtDJSIiIiI\nNKNxwHN1dcXjx4/Ro0cPtG3bFrm5ufDz85OXSyQSJCQkKDynR0RERERvnsYBr1+/fvj+++/Rt29f\nDB06FD/99JPC7dnY2Fg8e/YMLi4utTJQIiIiItKMxhsdA8CkSZPUvmvW1dUV+fn5WhkUEREREdWc\nxjN4RERERPR2YMAjIiIi0jEMeEREREQ6hgGPiIiISMcw4BERERHpGAY8IiIiIh2jNuCZmppi3bp1\n8t9XrFiBU6dOvZFBEREREVHNqd0Hr6CgAM+ePZP/vmLFCgiCoLC5MRERERHVP2pn8Hr16oVLly69\nybEQERERkRaoncEbOXIkVq5ciTFjxqBz584AgLi4OI06XbZsmVYGR0RERETVpzbgTZkyBdeuXUNU\nVBTCw8MBvAh4moQ8BjwiIiKiuqM24NnY2GDPnj149uwZzp8/j/79+2PatGmYNm3amxwfERHRX1aT\npk1R+ORJrfVvbGKCAr5HXiepDXgyDRs2hJOTEwDA1tYWzs7OtT0mIiIiAl6Eu8DA2uu/FvumulVl\nwJOpqKiozXEQERERkZZoHPBe9ueffyIlJQWZmZmwtraGvb09zM3NtT02IiIiIqqBagW8rKws/P3v\nf8cPP/wAqVQqPy4IAiZOnIh169bB0tJS64MkIiIiIs1pHPCKi4vRv39/3L59GwDQs2dP9O7dG2fO\nnMHvv/+OPXv24Ndff8WVK1dgZGRUawMmIiIiospp/C7a5cuX4/bt21i8eDEePXqEs2fPYuPGjfjt\nt9/w6NEjfPXVV7hz5w63SCEiIiKqYxrP4MXFxcHJyQn/+Mc/lMrMzc2xcuVKxMXFIT4+XqsDJCIi\nIiehPqQAACAASURBVKLq0XgG7+bNm+jVq1eldXr27ImUlJTXHhQREdHboJlpUwiCUGsfoprSeAbP\nyspK/vydOunp6bCysnrtQREREb0N8vKf4PaRNbXWv51rQK31TbpN4xm8bt26ISoqCkePHlVZfvz4\ncURFRaFbt25aGxwRERERVZ/GM3irVq1CZGQkRowYAQcHB4wYMQK9e/fG2bNnceTIEVy7dg1GRkZY\ntWpVbY6XiIiIiKqgccCzs7PDwYMH4evri+TkZCQnJyuVb968GW3atNH6IImIiIhIc9Xa6Hjo0KG4\nfv06oqKikJKSgvv378Pa2hoODg5wc3ODvr5+bY2TiIiIiDRU7VeVGRgYYOzYsbUxFiIiIiLSAo0X\nWRARERHR24EBj4iIiEjHMOARERER6RgGPCIiIiIdw4BHREREpGMY8IiIiIh0jMYBb+DAgf/H3p2H\nVVW1fwO/FwiKyiCKE4gomgNaplniCE6oyZNiOaWWmJnZoGY/1MypHNIHtcFSc8jSHLK0lJxI0Rwy\nKipNU0pxwFQUEFKZDt/3D969H44MHpDDsPl+rutc2T57r7P2cp3jvdcob775pjXzQkRERERFwOIA\n7/fff5e0tDRr5oWIiIiIioDFAV7btm1l586d1swLERERERUBiwO8wYMHy4kTJ+TgwYPWzA8RERER\n3SeLtyrz9/eXUaNGSVBQkPTp00f69Okjjz32mNja2uY419PTs0gzSURERESWszjAa9Cggf7ndevW\nybp163I9TyklJpMp1/fi4+Plq6++krCwMDl+/LhcvnxZXF1dpUmTJjJu3DgJCgrK9boTJ07I3Llz\nJTIyUhISEqRNmzYycOBAGTVqVJ753bp1q6xevVoiIyOlUqVK0rZtW3n11VelY8eOlt4yERERUZlk\ncYA3YsQIi85TSuX53ubNm+XFF1+UWrVqyWOPPSb9+vWTY8eOSUREhOzfv1+Cg4Nl5cqVZteEh4fL\ngAEDxGQySe/evaVmzZqyc+dOGT16tERFRckHH3yQ43PeeecdmTJlitSpU0cCAwPlzp078u2338r2\n7dtl1apV8vTTT1t620RERERljsUB3ieffHLfH/bAAw/Ihg0b5MknnzTr2j179qy0aNFCVq9eLQMG\nDJDevXuLiIjJZJLnnntOUlNTZefOneLv7y8iIsnJydKlSxf58MMPJSgoSLp27aqnFR0dLVOmTBFP\nT085cuSI1K1bV0REjh8/Lp07d5axY8dKYGCgODk53ff9EBEREZVGxbrQcdeuXWXQoEE5xu01bNhQ\nhg8fLiIihw4d0o9/9dVXcuHCBenbt68e3ImIODo6ysyZM0VEZPHixWZpLVmyREREJk2apAd3IiIt\nW7aUkSNHyr///isff/xxkd4XERERUWlSqADv/PnzsnfvXvnss8+KLCM1a9YUERF7e3v92J49e0RE\npF+/fjnO79Wrl1SqVEnCw8PNju/Zs0eUUrle079/fxER2bt3b5Hlm4iIiKi0KVCAd/LkSenevbs0\naNBAAgIC5Nlnn9Xfi4iIkMqVK8s333xT4EykpqbKli1bRCll1t166dIlERHx8vLKcY29vb3UqlVL\n0tLSJC4uTj8eGxsrtra24uHhkeMabXavli4RERGREVk8Bu/q1avSpUsXiY+Pl06dOomdnZ3s27dP\nf79z585SrVo1+fLLL+U///lPgTLxyiuvyOnTp+Xpp5+WTp066cdjY2NFKSU1atTI9To3Nzc5f/68\nxMbGipubm8THx0tKSoreGpjb+SJ5B3hat6+IiJ+fn/j5+RXoPoiIiIisISIiQiIiIiw+3+IAb8qU\nKXLjxg2JiIiQzp07y8yZM80CPBsbG/H19ZXIyMgCZXjJkiXy8ccfS/PmzXOdEVucsgd4RERERKXF\n3Q1Ps2bNyvd8i7tojx49Ki1atJDOnTvneU69evUkNjbW0iTlvffek4kTJ4qPj4/s379fnJ2dzd53\nd3cXAHL9+vVcr4+LixOllN4d6+rqKpUqVZL4+Pg8zxeRXLtviYiIiIzC4gDv0qVLZt2nubl27Vqu\nO1vkZsmSJTJ+/Hhp2bKl7N+/X+8+zU4LxM6dO5fjvdTUVLl69arY29ubdeG6u7uLyWSSixcv5rjm\n/PnzZukSERERGZHFAV6jRo1k165deb6flpYmYWFh0rRp03umtXDhQpk4caI8/PDDsn///jzH2AUE\nBIiIyLZt23K8t2vXLklJSZEePXrkuAZArtds3bpVRER69ux5zzwSERERlVUWB3iPPvqonDt3To4c\nOZLr++Hh4ZKUlCQdOnTIN505c+ZISEiIPPLII7Jv3z5xdXXN89ygoCCpX7++7Nixw2y8X1JSksyc\nOVOUUjJhwgSza8aPHy9KKQkNDZXLly/rx48fPy5r1qwRR0dHGT16tCW3TERERFQmWTzJYtasWbJl\nyxbx9/eXYcOG6fvNHjt2TA4dOiSzZ88WNzc3eeONN/JMY+3atfLmm2+Kra2tdOzYMccixSJZe94+\n88wzIpI1cWPlypUyYMAACQwMlD59+oibm5vs2rVLYmJiZNy4cWYLIItktTTOnTtXpk6dKo888oj0\n6dNHUlJSJCwsTFJTU2XVqlXi6Oho6W0TERERlTkWB3i1a9eWLVu2SHBwsKxZs0Y/7uvrKyJZa9V9\n9tln4uLikmcaMTExIiKSmZmp7zhxNz8/Pz3AExHp1q2bHD58WObMmSORkZGSkJAgbdq0kWnTpklw\ncHCuaYSEhEiTJk1k1apVEhYWJhUrVpTu3bvLq6++Kh07drT0lomIiIjKJIsDPBERf39/OXnypKxd\nu1aOHz8uMTEx4uHhIa1atZIRI0ZIlSpV8r1+xowZMmPGjAJn0sfHRz7//PMCXdOvX79cd7MgIiIi\nMroCBXgiIg4ODvLCCy9YIy9EREREVAQKtRctEREREZVeBQ7wdu7cKb1795aGDRtKpUqVpGHDhtKn\nT598l1AhIiIiouJToC7aIUOGyKZNm/T/r1q1qsTExEhMTIzs2rVLBg8eXOCxckRERERUtCxuwVu0\naJFs2rRJHn74YVm0aJGcPHlSkpKS5I8//pDQ0FBp1aqVbNy4URYtWmTN/BIRERHRPVjcgrdx40ap\nX7++7N+/X5ycnPTjzZo1k2bNmklwcLA89NBDsnHjRpk4caJVMktERERE92ZxC96ZM2ekd+/eZsFd\nds7OztK7d285ffp0kWWOiIiIiArO4gDPx8dH0tLS8j0nPT1dWrRocd+ZIiIiIqLCszjACwwMlB07\ndsiVK1dyff+ff/6RHTt2SGBgYJFljoiIiIgKzuIxeJMnT5Zz585J+/btZcCAARIQECBt27aVH3/8\nUXbv3i1ffvml9O/fXyZPnmzN/BIRERHRPeQZ4NnY2IhSyuwYABERCQ0NldDQUFFK6cdERJYvXy4r\nVqwQk8lkpewSERER0b3kGeB17ty5UAneHRQSERERUfHKM8CLiIgoxmwQERERUVHhXrREREREBsMA\nj4iIiMhgCrQXrYhIQkKChIeHy4EDB+T27du5nrN69er7zhgRERERFY7FAd7169clKChIjh49es9Z\nsgzwiIiIiEqOxQHeSy+9JIcOHZInnnhC+vbtK76+vlK5cmVr5o2IiIiICsHiAG///v3i4eEhW7Zs\nEVtbW2vmiYiIiIjug8UBnqOjo3Tr1o3BHREREVEpZ/EsWn9/f/n6668lIyPDmvkhIiIiovtkcYA3\nfvx4UUrJkiVLGOQRERERlWIWd9H6+PjI999/L+3atZM5c+bIf/7zH/H29s713OnTpxdZBomIiIio\nYCwO8O7cuSPz5s2T+Ph4ERH57LPP8jyXAR4RERFRybE4wJs1a5asWbNGHnnkEQkICOAyKURERESl\nlMUB3o4dO6R69epy8OBBqVSpkjXzRERERET3weJJFvHx8dK/f38Gd0RERESlnMUBnq+vr4SHh1sz\nL0RERERUBCwO8CZNmiRxcXGyceNGa+aHiIiIiO6TxWPwzpw5IwMGDJChQ4fK7Nmz5amnnspzmZQR\nI0YUWQaJiMh6XKu5SELiTaulX83FWeITEq2WPhHlzuIAb+TIkfqf//zzT3nrrbdyPU8pxQCPiKiM\nSEi8KWd3zbNa+g17TbFa2kSUN4sDvNWrV1t0nlKq0JkhIiIiovtncYD37LPPWjEbRERERFRULJ5k\nQURERERlAwM8IiIiIoOxuIu2QYMG9xxfB0CUUnL27Nn7zhgRERERFY7FAR4AAZDj+NWrVyU1NVVE\nROrWrSt2dnZFlzsiIiIiKjCLA7yYmJhcjycnJ8vXX38ty5Ytkzp16simTZuKKm9EREREVAj3PQbP\n0dFRhg0bJhs2bJCtW7fKnDlziiJfRERERFRIRTbJol69etKzZ08JCwsrqiSJiIiIqBCKdBatvb29\nnDp1qiiTJCIiIqICKrIA79y5cxIWFiYNGzYsqiSJiIiIqBAsnmQxa9asXJdJuX37thw4cEB++ukn\nMZlMMmbMmCLNIBEREREVTIECvPxUr15dQkJC5IUXXrjvTBERERFR4Vkc4O3bty/X43Z2duLu7i6e\nnp5iY8ONMYiIiIhKmsUBnp+fnxWzQURERERFhU1uRERERAaTb4CXmZlZqFd+tmzZIi+//LJ06tRJ\nnJycxMbGRoYPH57ruTExMWJjY5Pna8iQIXl+ztatWyUwMFBq164tXl5e8tRTT8mhQ4csKBIiIiKi\nsi3fLtoKFSrkOnM2LwBEKSUmkynPc95++235/fffxdHRUTw8POTPP/+852e0atVK+vXrl+N4ixYt\ncj3/nXfekSlTpkidOnUkMDBQ7ty5I99++61s375dVq1aJU8//bTF90RERERU1uQb4Hl6elqc0K1b\nt+TGjRv3PG/JkiVSr1498fb2lgMHDoi/v/89r2nVqpVMnz7donxER0fLlClTxNPTU44cOSJ169YV\nEZHjx49L586dZezYsRIYGChOTk4WpUdERERU1uTbRRsTE3PPV3R0tLzyyit612z9+vXz/UA/Pz/x\n9vYWkawWv6K2ZMkSERGZNGmSHtyJiLRs2VJGjhwp//77r3z88cdF/rlEREREpcV9TbLYvHmzNG3a\nVCZNmiQAZMGCBfLnn38WVd50sbGxsnz5clmwYIFs3rw538/Ys2ePKKVy7dLt37+/iIjs3bu3yPNI\nREREVFpYvExKdocPH5ZJkybJsWPHxM7OTl599VWZPn26VKtWrajzJyJZAdndQdlTTz0lixcvNmul\nE8kKBm1tbcXDwyNHOlqX86VLl6ySTyIiIqLSoEAB3l9//SUhISGydetWERF58sknZd68eXqXa1Gr\nUqWKTJ8+Xfr16ycNGzaUuLg42bJli2zatEm++OILiYmJkcOHD0uFClm3ER8fLykpKVKzZs1c03Nz\ncxORvAO8mTNn6n/28/Pj2n9ERERUKkREREhERITF51sU4N24cUNmzZoly5cvl/T0dPH19ZXQ0FBp\n165dYfNpETc3N7Ogy8nJSUJCQuSll14SDw8PiYyMlDVr1sjo0aOL5POyfxYRERFRaXF3w9O9tpDN\ndwxeamqqvPPOO9KoUSP54IMPxNPTU7744gs5fPiw1YO7/FSpUkWeeeYZERGJjIzUj7u6ukqlSpUk\nPj4+1+vi4uJERHLtvqX741rNRZRSVnu5VnMp6VskIiIqM/JtwWvSpIlcuHBBXF1dZfHixTJu3Di9\nO7SkPfTQQyLyv6BN4+7uLmfPnpWLFy9KvXr1zN47f/68iDDAs4aExJtydtc8q6XfsNcUq6VNRERk\nNPm24F24cEFEspYzCQ0NlYYNG4qnp+c9X8VhxYoVIpK1/El2AQEBAkC2bduW4xpt7GDPnj2tn0Ei\nIiKiEmJRc1xCQoIkJCRYOy85HDt2TFq3bi12dnb6sbS0NPniiy/k2LFjYm9vL0FBQWbXjB8/Xj76\n6CMJDQ2VAQMGmC10vGbNGnF0dCyyMXtEREREpVG+Ad699pUtjG3btumta1euXBERkSNHjsizzz4r\nIlkTKxYuXCgiIiEhIXLy5Enx8/MTd3d3iYuLk+3bt0tycrLY2tpKaGiotGrVyiz9Ro0aydy5c2Xq\n1KnyyCOPSJ8+fSQlJUXCwsIkNTVVVq1aJY6OjkV+X0RERESlRbEPqPvtt9/k008/1fefVUrJuXPn\n5OzZsyIi4uXlpQd4I0aMkK1bt0pkZKTs3LlTbG1tpUGDBtKqVSuZPHmyNG3aNNfPCAkJkSZNmsiq\nVaskLCxMKlasKN27d5dXX31VOnbsWDw3SkREIjY2BdrTvKAcnZ0lKTHRaukTlVXFHuDNmDFDZsyY\nYdG5wcHBEhwcXKjP6devX667WRARUTHKzBSx4hJUyVzeiihX97VVGRERERGVPgzwiIiIiAyGAR4R\nERGRwTDAIyIiIjIYBnhEREREBsMAj4iIiMhgGOARERERGQwDPCIiIiKDYYBHREREZDAM8IiIiIgM\nhgEeERERkcEwwCMiIiIyGAZ4RERERAbDAI+IiIjIYBjgERERERkMAzwiIiIig2GAR0RERGQwDPCI\niIiIDIYBHhEREZHBMMAjIiIiMhgGeEREREQGwwCPiIiIyGAY4BEREREZDAM8IiIiIoNhgEdERERk\nMAzwiIiIiAyGAR4RERGRwTDAIyIiIjIYBnhEREREBsMAj4iIiMhgGOARERERGQwDPCIq01yruYhS\nymov12ouJX2LREQFVqGkM0BEdD8SEm/K2V3zrJZ+w15TrJY2EZG1sAWPiIiIyGAY4BEREREZDAM8\nIiIiIoNhgEdERERkMAzwiIiIiAyGAR4RERGRwTDAIyIiIjIYBnhEREREBsMAj4iIiMhgGOARERER\nGQwDPCIiIiKDYYBHREREZDAM8IiIiIgMhgEeERERkcEUe4C3ZcsWefnll6VTp07i5OQkNjY2Mnz4\n8HyvOXHihAwdOlQaN24sNWrUkICAAFm1alW+12zdulUCAwOldu3a4uXlJU899ZQcOnSoKG+FiIiI\nqFQq9gDv7bfflqVLl8rvv/8uHh4eIiKilMrz/PDwcOnQoYN888030qpVKxk0aJBER0fL6NGj5aWX\nXsr1mnfeeUcGDBggv/zyiwQGBkrHjh3lu+++k+7du8v69eutcl9EREREpUWF4v7AJUuWSL169cTb\n21sOHDgg/v7+eZ5rMpnkueeek9TUVNm5c6d+bnJysnTp0kU+/PBDCQoKkq5du+rXREdHy5QpU8TT\n01OOHDkidevWFRGR48ePS+fOnWXs2LESGBgoTk5O1r1RKlo2Nvk+CNwvR2dnSUpMtFr6RERExanY\nAzw/Pz/9zwDyPferr76SCxcuSFBQkFkg6OjoKDNnzpR+/frJ4sWLzQK8JUuWiIjIpEmT9OBORKRl\ny5YycuRIWbJkiXz88cfy2muvFdEdUbHIzBSZOdNqySdbMW0iIqLiVqonWezZs0dERPr165fjvV69\nekmlSpUkPDw8xzVKqVyv6d+/v4iI7N271wq5JSIiIiodSnWAd+nSJRER8fLyyvGevb291KpVS9LS\n0iQuLk4/HhsbK7a2tvr4vuw8PT3N0iUiIiIyomLvoi2I2NhYUUpJjRo1cn3fzc1Nzp8/L7GxseLm\n5ibx8fGSkpIiNWvWzPN8kbwDvJnZuun8/PzMupOJiIiISkpERIRERERYfH6pDvCK20yOwyIiIqJS\n6O6Gp1mzZuV7fqnuonV3dxcAcv369Vzfj4uLE6WU3h3r6uoqlSpVkvj4+DzPF5Fcu2+JiIiIjKJU\nB3haIHbu3Lkc76WmpsrVq1fF3t7erAvX3d1dTCaTXLx4Mcc158+fN0uXiIiIyIhKdYAXEBAgIiLb\ntm3L8d6uXbskJSVFevTokeMaALles3XrVhER6dmzpxVyS0RERFQ6lOoALygoSOrXry87duyQffv2\n6ceTkpJk5syZopSSCRMmmF0zfvx4UUpJaGioXL58WT9+/PhxWbNmjTg6Osro0aOL7R6IiIiIilux\nT7LYtm2b3rp25coVERE5cuSIPPvssyKSNdN14cKFIiJiY2MjK1eulAEDBkhgYKD06dNH3NzcZNeu\nXRITEyPjxo3LsRNGo0aNZO7cuTJ16lR55JFHpE+fPpKSkiJhYWGSmpoqq1atEkdHx+K7YSIiIqJi\nVuwB3m+//Saffvqpvu2UUkrOnTsnZ8+eFZGsNe+0AE9EpFu3bnL48GGZM2eOREZGSkJCgrRp00am\nTZsmwcHBuX5GSEiINGnSRFatWiVhYWFSsWJF6d69u7z66qvSsWNH698kERERUQkq9gBvxowZMmPG\njAJd4+PjI59//nmBrunXr1+uu1kQERERGV2pHoNHRERERAXHAI+IiIjIYBjgERERERkMAzwiIiIi\ng2GAR0RERGQwDPCIiIiIDIYBHhEREZHBMMAjIiIiMphiX+iYiKhMsbHRd96xBkdnZ0lKTLRa+kRU\nPjHAIyLKT2amyMyZVks+2YppE1H5xS5aIiIiIoNhgEdERERkMAzwiIiIiAyGAR5RKeBazUWUUlZ7\nuVZzKelbJCKiYsRJFkSlQELiTTm7a57V0m/Ya4rV0iYiotKHLXhEREREBsMAj4iIiMhgGOARERER\nGQwDPCIiIiKDYYBHREREZDAM8IiIiIgMhgEeERERkcEwwCMiIiIyGAZ4RERERAbDAI+IiIjIYBjg\nERERERkMAzwiIiIig2GAR0RERGQwDPCIiIiIDIYBHhEREZHBMMAjIiIiMhgGeEREREQGwwCPiIiI\nyGAY4BEREREZDAM8IiIiIoNhgEdERERkMAzwiIiIiAyGAR4RERGRwTDAIyIiIjIYBnhEREREBsMA\nj4iIiMhgGOARERERGQwDPCIiIiKDYYBHREREZDAM8IiIiIgMhgEeERERkcEwwCMiIiIymDIR4Hl5\neYmNjU2urzp16uR6zYkTJ2To0KHSuHFjqVGjhgQEBMiqVauKOedEpYSNjSilrPZycnEp6TskIqJs\nKpR0Bizl4uIi48ePz3G8atWqOY6Fh4fLgAEDxGQySe/evaVmzZqyc+dOGT16tERFRckHH3xQHFkm\nKj0yM0VmzrRa8slWTJuIiAquTAV406dPv+d5JpNJnnvuOUlNTZWdO3eKv7+/iIgkJydLly5d5MMP\nP5SgoCDp2rWrtbNMREREVCLKRBdtQXz11Vdy4cIF6du3rx7ciYg4OjrKzP/fyrB48eISyh0RERGR\n9ZWZFryUlBRZt26dXLp0SerUqSNNmjSRdu3a5Thvz549IiLSr1+/HO/16tVLKlWqJOHh4VbPLxER\nEVFJKRMBnlJKrly5IiNGjDA73rp1a1m6dKk89thj+rFLly6JSNbEjLvZ29tLrVq15MKFC3L9+nWp\nUaOGVfNNREREVBLKRIA3cuRI6dy5s/j4+Iitra1s27ZNvvzyS9m5c6f06tVLfvvtN/H09BQRkdjY\nWFFK5Rm8ubm5yfnz5+XSpUs5zpmZbaC4n5+f+Pn5WeuWiIiIiCwWEREhERERFp9fJgK8uydXBAcH\nS3BwsHTv3l327dsnU6ZMkfXr19/358zkTEAiIiIqhe5ueJo1a1a+55fpSRYvvfSSiIhERkbqx9zd\n3QWAXL9+Pddr4uLiRCklHh4exZJHIiIiouJWpgO8hx56SESygjaNFridO3cux/mpqaly9epVsbe3\n5/g7IiIiMqwyHeCtWLFCRERatmypHwsICBARkW3btuU4f9euXZKSkiI9evQongwSERERlYBSH+Cd\nPHlS4uPjcxz/8ccfZeXKlSIiMnjwYP14UFCQ1K9fX3bs2CH79u3TjyclJcnMmTNFKSUTJkywfsaJ\niIiISkipn2SxefNmmT9/vnTr1k3q168vNjY2sn37drl48aIopWTQoEHy4osv6ufb2NjIypUrZcCA\nARIYGCh9+vQRNzc32bVrl8TExMi4cePMFkAmIiIiMppSH+B17dpVzpw5I1FRUXLkyBFJTU0VT09P\n6du3r7z44ovSq1evHNd069ZNDh8+LHPmzJHIyEhJSEiQNm3ayLRp0yQ4OLgE7oKIiIio+JT6AK9z\n587SuXPnAl/n4+Mjn3/+uRVyRERERFS6lfoxeERERERUMAzwiIiIiAyGAR4RERGRwTDAIyIiIjIY\nBnhEREREBsMAj4iIiMhgGOARERERGQwDPCIiIiKDYYBHREREZDAM8IiIiIgMhgEeERERkcEwwCMi\nIiIyGAZ4RERERAbDAI+IiIjIYBjgERERERkMAzwiIiIig2GAR0RERGQwDPCIiIiIDIYBHhEREZHB\nVCjpDJQmSimrpV3NxVniExKtlj4RERGRhgFeNmd3zbNa2g17TbFa2kRERETZsYuWiIiIyGAY4BER\nEREZDAM8IiIiIoNhgEdERERkMAzwiIiIiAyGAR4RERGRwTDAIyIiIjIYBnhEREREBsMAj4iIiMhg\nGOARERERGQwDPCIiIiKDYYBHREREZDAM8IiIiIgMhgEeERERkcEwwCMiIiIyGAZ4RERERAbDAI+I\niIjIYBjgERERERkMAzwiIiIig2GAR0RERGQwFUo6A+WGjY0opayWvKOzsyQlJlotfSIiIio7GOAV\nl8xMkZkzrZZ8shXTJiIiorKFXbREREREBsMAj4iIiMhgGOARERERGQwDPCIiIiKDMXSAl5iYKC+/\n/LK0bt1anJ2dpX379vLGG29IWlpaSWeNiIiIyGoMG+CdP39efH19ZenSpeLq6iqjRo0Sk8kk8+bN\nk27dukkilxQhIiIigzJsgPfGG2/I6dOn5a233pLw8HBZtGiRHDt2TIKDg+Xw4cOyaNGiks4iERER\nkVUYMsC7fPmybN68WWrWrClTp041e2/BggVSoUIFWbZsmaSkpJRQDomIiIisx5AB3v79+yUjI0P6\n9u2bY/cIV1dX6dixo1y/fl2ioqJKKIdERERE1mPIAO/SpUsiIuLl5ZXr+/Xr1xcRkdjY2OLK9yFK\noQAAIABJREFUEhEREVHxgQG9/PLLUErho48+yvX9119/HUopLF68WD8mInzxxRdffPHFF19l5pUf\n7kX7/2XFeERERERlnyG7aN3d3UVE5Pr167m+HxcXJyIiHh4exZYnIiIiouJiyACvXr16IiJy7ty5\nXN8/f/68iDDAIyIiImNSMGDf5D///CNeXl5SrVo1uXz5stjY/C+OvXHjhtSuXVtcXV3lwoULUrFi\nxRLMKREREVHRM2QLXp06dWTgwIFy7do1mTt3rtl7//d//ycmk0leeOEFBnckIhx/mZ+//vpL4uPj\n9f9nWRUMy6/wWHb3h+VHhmzBExG5cOGC9OrVS/7880/x9/eXli1bytGjRyUyMlI6dOggO3bsEGdn\n55LO5j0BEABiY2MjAHKs60eFk71cKYtWvy5fviwrV66UTZs2yc2bN6VKlSrSunVrmTx5sjz00EMl\nnc1Si+VXeCy7+8Pyo9wYNsATEbl586ZMmzZNDh8+LH///bf4+PhI165dZcaMGWJnZ1fS2SuQ5ORk\ncXR0LOlsGM7169flo48+kk6dOomfn59kZGRIhQrld3L51atXZdCgQXLw4EHp2rWrKKXE3t5edu3a\nJa6urvLNN9+Ir69vSWez1GL5FR7L7v6w/CiHwq41R8UjIiIC3bp1Q/Xq1bF79279eGZmZgnmquw7\nceIEJkyYgMqVK0Mphe7duwMAMjIySjhnJSczMxP9+vWDUgqjRo3CP//8o783ZcoUKKXQqVMn/PTT\nTyWYy9KL5Vd4LLv7U97L78SJE7h48SIA/tuYHQO8EpZXZTSZTAD+9+VUSuHhhx/G/v37zd6ngjGZ\nTDhw4AAefvhhKKXQrFkzuLi4oEKFCkhMTARg/B+IgwcP6j+G2Z0+fRo1atRA69atcf36dQBAeno6\nAODKlSvo3bs37O3tERISUqz5LStYfvfGumcd5bn89uzZo29ccPe/i0b/Lb8XDkAqAQAkMzNTRCTP\nMXXamDutW3bMmDHy22+/yejRo+XKlSscO1ZINjY2curUKbl165bMnTtXTp48KUOGDBGTySSbN28W\nERGTyVTCubSOn376SR588EHp0qWLfPTRR/pxrS5ev35dbty4IcnJyVK9enW9u9pkMkmtWrXEZDJJ\nenq67NmzRyIjI0vqNkrEmTNn5O2335ahQ4fK1KlT5ZtvvpHExEQREUlLSxMRll9+WPcKj3Uvf02b\nNpUmTZrIoUOH9LVv09LSxGQyccx6SUeY5cnd3X83btzA5s2b8f777+PQoUO4ceNGjmtGjRoFpRRO\nnTqFmTNnQimFoKAgnDhxItc0KW/a09zFixdx9uxZ/fi3334LpRTatWsHwHito9r9fPjhh1BKwcHB\nAQ8//DBu375tdl5cXBycnZ3h5OSE6Ohos2sBYMiQIVBKoXLlyliwYEHx3UAJunnzJqZNm4bKlSvD\nyckJzs7Oeot6YGAgUlNT9XNZfjmx7hUe655l0tLSMHHiRFSrVg0RERFm78XFxeGTTz7Re2fKGwZ4\nxcxkMmHt2rXo0KEDKlSooH9htTESJ0+eBAD9yzthwgQopXDgwAFcv35d///HH3/ccIFIScnIyMAD\nDzwApZQe+BmtbNPT0/Hss8/i0UcfRY8ePfQ6ld2tW7cwdOhQKKUwfPhw/YHj+vXreOONN+Dg4ICg\noCAopTBu3Dizf2CMRntw+uCDD+Dg4ICGDRviiy++QHR0NG7cuIEuXbpAKYVnnnlG73JMSkpi+eWC\nda9gylPdu98uVJPJhLS0NERERKBChQr46KOPcPv2baxfvx4dOnSAUgru7u456lt5wQCvmKSkpGDU\nqFGwtbXVW4tef/11vP3225g9ezbatm0LpRSeeuop/cuXkpKCsWPHomLFivjzzz8BAHfu3NG/4FOn\nTsWVK1cAsCWvsLRymzx5MpRSmDVrFoD/jV8xAu0ea9SogeXLl2PZsmVQSuHll18GkPUjq/3Q/vzz\nz/oDx2OPPYYuXbqgT58+qFKlCsaMGYN9+/bBy8sLvXv31sf6GFVqaipq1aoFZ2dnvVVEc/ToUf17\nGBoaqh9n+Zlj3Ssco9e95ORkREZG4s6dO/oxS4O9zMxMpKenmz2E37p1C02bNoWbmxvs7OyglELb\ntm3xxhtvYPfu3UhISCjyeygLGOAVkew/VEDuLUDdunWDUgrPP/88EhMTcevWLf29Q4cOQSkFJycn\nPZgDgCeeeAJKKRw7dkw/dvDgQf1J+LXXXrPSHZUNmZmZ9xXcatf+9NNPUErB29u7qLJWKmh18rvv\nvoODgwO+//57nD59GjVr1kS9evXMhgVkP9fX1xd169aFg4MDPD098frrryM+Pl4fzN2+fXuza4xo\n9+7dcHFxQdu2bRETEwPgf4F/cnIyxowZA6UUfHx8zK5j+WVh3Ss8o9U97bOOHj2KoKAg1K1bFx4e\nHmjevDlee+01XLt2rVB5OnHiBF599VVUr14dSinY2Nigb9++2LJlC6Kjow31oF4YDPDu092B3L//\n/qs3m2vBg1bJtmzZAqUUunTpop+fkZGhB3oPPfQQlFL4+uuv9fdHjhyJihUrYteuXWafc/r0ab1C\nL1++HCkpKQCM/aOXnclkKvJuVF9fX7NgOiMjo8yXp5b/pUuXwtHRUX+SffLJJ6GUwldffQXgf/eq\nnZ+RkYGYmBj88ssvZunFxcVBKYUhQ4YgLS2tGO+k+Gj1KjIyEkopNG7cWG8xyMjI0N/v2bOn3mKy\nfft2ANDLpDyXn4Z1r+CMXPd++eUXNGnSBF5eXhgzZgyef/55fWhMr169ch2DnpuMjAwsX74cjRo1\nglIKNWvWxODBgzF9+nQ4ODhg/PjxZv823N34Up4wwCsCmZmZ2LRpE4YNGwZfX1+0bNkSTZs2xX/+\n8x+z8+Li4lCnTh0opfDzzz+bvXfx4kU0b94cSil9KZR///0X/fr1g7Ozs15hv//+ewwbNgxVqlRB\n5cqVYWdnBxcXF6xevbpY7rUkZWRk5Hgii4+PxyeffILFixfjhx9+0IPlggR/WpqLFi2CUgpjxowx\nO14a/Pbbb/j3338BFCyI187t3r07evTooXeJrF69GkopDBw4MM9rcyvD9957DzY2Nli3bl2e55RG\nhS0/T09PKKXwwQcfmE0MOH36NB5++GE0bNhQH9cEmJeHUcrvhx9+wMmTJ/XyAywrQ9a9LIUtPyPV\nvdu3b6N9+/aoXLkytmzZogeYV69eRd++faGUwqRJkyxuqBg2bBh69eqF//73vzh06BASExNx584d\nBAYGomXLlnovWFmpI9bCAK8QtEpz/fp1LF++HK1bt4adnR1atGiBTp06YdCgQRgxYgRat26NCxcu\nmF374osvmo31unXrFn766Sf9iWzIkCFmX+ZOnTpBKYWhQ4eiXr16UErB2dkZffr0wbvvvouFCxdC\nKQUPDw/s27ev+AqhFHj33XdRv359/UnWwcEBL7zwQoHT0f4+//rrL1SsWBEuLi76e5cuXcKFCxdK\n5Anw9OnTGD9+PJRSaNiwIX788UcABW+lvXLlCmrXrm22BtbVq1fRrFkzODs748CBAwgJCcHmzZvz\n7O6+cuUKli9fDmdnZ3Tp0sVsIdXS6n7KL3vQb2trixo1amDatGnYuHEj5s2bB09PTzRv3hx79+6F\nUgqdO3fOMTM0u7JWfr/88gueffZZ1K1bF5UqVYKTkxOaN2+ODz/8EIDldbC81r37KT8j1r2ffvoJ\nLi4uGDx4sH5MG2seFRUFLy8v1KxZEwcPHsw3He23OjY2Nsd9ZGZmYsWKFbCxscGmTZuK+A7KJgZ4\n9+GNN96Ao6MjWrVqhffffx+///672Rctt6eRffv2QSmFBx54ADt37sS0adPQokULKKUQEBCA06dP\nA8iqyOnp6Rg8eDCUUnBzc0O7du3w5ptvIjw8HPHx8XqaM2bM0GfkHjlypJjuvvglJSVh+PDheOKJ\nJ/D777+jUqVK6NmzJ9577z18/vnnaNy4MZRS2Lx5c4HSzf6U179/fyilMGfOHLzzzjvw8fHB0KFD\nzcrb2pKSkrB06VK9y75q1aqoXLkyPvnkkwIFd9p9HThwAEop/PDDD/p76enp+iwz7TV79myzFtDY\n2FiEhoZi3rx5GDBgAGrXrg1/f/8cXT+lTVGUn1Z2165dw1tvvaUPh9DKqk2bNti6dSvi4uLQuHFj\n+Pn5mXUxldXyS0hIwPz58+Hu7g53d3cMHDgQQUFB+gxMpRS+/PLLe457La91ryjKz0h1T7uX7du3\nQymFp59+GkDO3pHXX39db43UfmsL8l3Vzo2Ojoa7uzuCg4MLnI4RMcArpHfeeUef9aoNENWkp6fn\n2b13+/Zt+Pj46GsSaU9g33zzTY5zk5KS8Mgjj8DOzg6ffPIJLl++bPa+9iORmZmJ2bNn45lnnslx\nTlly98yo3NSvXx+VK1eGr68vRo0aZdbtsWnTJjg4OKBDhw6Ii4sr0GffunULZ8+exfDhw83+4XFy\ncsK0adP0YL04JCYmonLlyqhWrRoWLlyIpUuXokqVKhg2bFihBiNPmzYNPj4+iImJQVhYGLp37252\nj/Xq1cOGDRsQGxtrdl1YWBhcXV3h6OiIunXrYvr06bnuQlDaFHX5AcCxY8ewYsUKzJs3z2zLwLNn\nz8LV1RU9evQAYP6wUNbKLzMzE++99x4qVKiADh06YNu2bWbrh2m76vTv39/iWZjlqe5Zo/wAY9S9\nw4cP6z1U2X+ztTzv378f3t7eaNasmb6dWmECs9u3byMwMBBubm45Zh+XRwzwCuHvv/+Gi4sLvLy8\n9Ba3zMzMXAf+JyUlITY21uyJTVuwWJvNlJ12vVa5teVTtPXxtM8xylNJbrNgb9++nSOg0sZszJ07\nF0opVKtWTZ+MojX137p1C6+88gpsbGxyTErJz99//40nnngCDRo0gFIKlSpVwogRI0qky1v7+1+/\nfj1OnToFADh37hzatWuH+vXr4/DhwxanpdURbX2sqlWr6utCDR8+HO+//77eenzu3Lkc1926dQv7\n9+/PMV60NCvK8tPk19oSHh4OpRQmT56c472yVH7a3/nixYvx+uuvm33/tO/emTNn4Obmhho1atzz\ngae81b2iLj9Naap7Z8+exYYNG/DJJ5/g008/1SfJAPcOxg4fPgxPT0/4+vrq4+OyT364fv06+vfv\nj0qVKmHHjh33lc/o6Gh9+bDyjgFeIWg7H4wYMSLX99PT0xEdHY3Nmzdj9OjRGD16tNnT06+//qo/\nvWotfbktPHnjxg307NkTnp6eOHnypOEHjG7atAkDBw5Ey5Yt0bNnT8yZM0dfeFgrnzNnzqBSpUpw\ndHTUg2vgfz8wX331FapWrYpx48ZZ/CP6zz//wMnJCb6+vli/fn2pCJ6z/13fvn0bISEhUEph0aJF\nBZr8kZ6ejmXLlqFBgwYIDAxEaGgojh07pj9Fz549W19T0UiKqvzyShMALly4AD8/P7i6uuK33367\nr/yWNO3e4uLizPYy1b4L2oNY7dq14eXlhatXr94zzfJU96xRfrmlrymuupeSkoIvv/wSHTt2hJ2d\nHWrWrKkH60opTJ8+Pd+JEdqxmJgY+Pv7o0aNGvj2229z/aypU6dCKYWFCxfmmR4VDAO8AtAq3Cuv\nvAKlFN5//30AMJtynpiYiOnTp6NNmzb6osZKKbMu2IyMDH2hyg0bNgDIfcZmXFycPvbi5s2b1ry1\nIqN1SVgajKampmLr1q1o3749HBwc0LhxYzRu3Bje3t5QSqF169b6uEat/Hv16mU22zj78gFnz55F\nly5d0KBBA7PtyO4lOTnZ4nOLk3ZfX3/9NapXr47HH39cn7hj6Q/g5cuXERERkWu3tTZQu3///qVq\n1nBRKYryy37u+fPncfToUbz77rto164d6tSpg48//tjss4xq586dUErpE5ksWX+yPNe9uxWm/ICS\nq3u3b9/GmDFj4OHhgdatW2P27NlYt24dTp06hUWLFqF+/fpwc3PTW8Xz+z5lZmbi1VdfhVIKISEh\nSEpK0o9r5bBx40YopfDcc89Z7Z7Km3IV4P3777/6XnV3/6Ckp6dbPHB4yZIlZi14d1fs1q1bw9fX\nF1999RXef/992NnZYezYsWYLG3/00Uf6j1tuaWj//9577+HXX38t6K0Wu5SUFLRq1cosINMmiuRX\nrn/++SeqVauGdu3aITQ0FFFRUfqXf86cOVBKYcGCBWYrnq9cuRJKKYwfPx6A+Q+lyWTSWwY+//xz\na9xqscr+BBwQEIDq1aubjcMpTHrZhxJkZmbi/PnzRZLX0qgoy2/Hjh1QSsHLyws2NjZo2bIl1q1b\nZzamyIi0uvLyyy9DKYXPPvusUOmUt7qnKYryK6m616pVKzz11FM5WglTUlIQHBwMBwcHREVF5ZuG\ndv+7d+9Gw4YN0axZM33rsPT0dL2BRJuAOHHiRCvcSflUbgK8xMRENG3aFEqpfM+7ffv2PZ8cvv76\na9jZ2aFDhw5mM3W0QCP7TNoTJ07ggQceQMOGDXHmzBn9+Llz5+Do6AgXFxe9+7asPrFo992uXTtU\nqFAB4eHhAMyD1tu3b+c6lf/ff//Fyy+/bFY2QFbgp43fadu2rdnsr7i4ONSoUQMNGjQw6x7QPi88\nPFyfwVZaW+YKY968eXq3SH7LImRmZuKvv/7Sf5SzdxOVZ4UtP+17mZKSggkTJiAkJATfffddseS5\ntLhy5Qrq1q2LVq1a5buPKete7gpbfiVV97S/r/wCyEcffRRdu3a9Z++SllZ8fLy+l/qgQYNynKe1\n8H3xxRdm11HhlYsA7+6u1S+//BKAeSvexYsX0aFDB/j5+d1zBubBgwfRqFEjVK9eXe96vbuVKi0t\nTX+NHj0aSimsXbvWrNI+/vjjUEph8eLFZvksa7Ry/OKLL8xa1kwmE/bu3Yv+/fvDx8cHgwcPxvbt\n281a+LLf882bN7Fs2TI8+OCDUEqhdu3aaNu2LWxsbLBixQqzAFgL/rZu3QrAfNeJy5cvo1OnTqha\ntarZAO6yKvtMM09PT3To0EEfqJxb62hERARcXV3Rtm3bEt9zsjQoivIrqw9f90v7bmut4itXrgSA\nPMe3su6ZK4ryK+m6p+2iAWT9Ru/evRu9e/eGra2t3hqZfUWH/Fy8eBHNmjXTJ4ecPn0aJ0+exJIl\nS+Di4gJ/f38kJCSU+D0bRbkI8LTKt2fPHtjY2KBnz54AzAfBak/3kZGReaajnXvt2jX9aaN3795m\nn5F9PJhGW8to8uTJZl+APXv24K233ioTGyFr+f7zzz/1QbKpqalmS5uYTCY4ODjAx8cHGRkZ+PTT\nT+Hh4YG6deuiVq1aUErB3t4e//3vfwGYB9hJSUkYMWKEPtlh3rx5+PHHH7Fs2TLY2tpi2LBhZkvA\nfP3111BKYdiwYfpnZxcVFVXgpVIKWhbFdb12/tWrVzFw4EBUrlxZD2yBrNbR7IHKkSNHUKdOHXTt\n2jXHQttGUJ7Lr7jrHpA1w9HLywstWrTQh09osv+GAqW77IpCeS6/qKgoDBs2DO7u7lBKoU6dOujc\nuXOey3zdTfuN3rNnDzp37qwv2t+oUSM4ODjAz88Pe/futfZtlCvlIsDLPvVeW2Az+8K10dHRqF69\nur7KtiWDX0+dOgUXFxcopbB8+XKzMWJA1hf3119/RUhICBwcHPDEE0+U+nWc7kWb9OHs7JzjCVRr\nlXv66aehlMK0adPwwAMPICAgAEeOHEFiYqI+xqJ69eo5rtcWuhw1ahTOnj2r/x1o1zRt2lQfPwlk\ntZBqu1gU15T45ORkREZGmv1dF2bh4YLSxi4BwKpVq2BnZ4dx48bh4MGDePfddzF27Fizsrlz506p\nXCYgPj4e//3vf9GoUSO9m6kgZVKey6+k6h7wvzU/ly1bBiDru3f27Fls3rwZ7777rr6EE1A6yw4o\nuboHlP3y0+rZH3/8ARcXF4wcORIrV67E8uXL8cwzz0AphVq1aumLWedVVtmPX7t2DWvXrsXo0aMx\nduxYfPrpp+Viok1xM1yAl5GRkWtzsVa5tKZybQasyWTCCy+8gAoVKuTbepedlu6iRYvg6uoKpRQC\nAwOxfv167N+/H0uWLMH48ePRrl07eHt7Y9iwYWW+q1Ar04EDB0IppW/7NHfuXPj5+WHNmjUAsrrB\nlFKoX78++vbtmyOdMWPGQClltmXPzZs30bFjR3h4eODSpUv6cSBr2RNtJnJoaKjZ+JXXXnsNAwYM\nsNrizloejh49iqCgINStWxceHh5o3rw5XnvttUIvmpucnIxTp07pLYwFuX7r1q3w8vJCtWrV9FZR\nZ2dnbNy4sUB5KE6ff/65/sRepUoVdOzY8b4mipSH8isNdS8jIwOJiYn63tpRUVE4cOAAZsyYAV9f\nXyiVtdH7nj17CnmX1leSdc8I5WcJLYDVJh1qgZrJZMJ3332H+fPn51jfVfsvgzrrMlyAl1325Uu0\nP0dGRsLJyQktWrQAkNVCVKVKFYwaNcridLXKmZGRgR9++AEtWrTQtwqzs7ODm5sbqlatih49emD7\n9u2GGE+gBXjaOLvatWvrXa4BAQFmP1IeHh5QSmHmzJkAzGdKHTlyBO7u7mjfvr3Z4NtGjRrB0dHR\nbPD7r7/+iubNm6Nfv36oW7cuWrZsiZiYmOK6ZQBZe0o2adIEXl5eGDNmDJ5//nk88MADUEqhV69e\nFm9hlpaWhtOnT2PDhg147rnn4O3tnWNcYX7X7t69GxMnTtQXh1VKoVOnTvjkk09K5Y/klStXMGLE\nCFSpUgW2trZ4+OGH8cYbb+Dbb7/Vg/iCKG/lB5Rs3dPe++yzz/TlioYOHQoHBwcopfDoo49i1apV\nZr+xpUVpqHtlufzyov1ep6Wlmc2G/uOPP6CUQuPGjc3OT01N1beP3LZtm1kaVDzKdICXvetFExUV\nhZdeegm+vr4YMWIEVq9erZ+r6du3L5RSOH/+PMaMGQN3d3f8/fffAAr2RKF99u3bt3HkyBF8+eWX\nWLp0KbZt22a18V8lJTMzE8eOHdP/cbSzs8OECRMQHh6uL3Wglcebb74JpRQmTJgAwLxM79y5g0GD\nBkEpZTb1/s0330SFChUQGBiIxYsXY9asWWjatCmaNGmCQ4cOYf78+Xj33XeL9Qfx9u3baN++PSpX\nrowtW7bon3316lW9Dk2aNCnfhT41ixcvNtsbtV+/fjlmDufFZDKhd+/eUEqhUaNGmD9/foEXSi1u\nly9fhlIKDg4OWLduHaKjo3N0yxfkx768lV9pqHupqano0aOH/p338vLCrFmzSv12iKWl7pXV8ruX\nu3dT+vrrr+Hg4ID+/fsjJSXFrGznzZuHgIAAs25oKj5lOsDTXLp0CXfu3MH+/fvxwAMPoE6dOrCx\nsUHFihWhlMLHH39s1jK0dOlS/amqatWqaNeuHc6fP28WLBZmEdSyzJJ7iImJwYIFC+Dv7w+lFFat\nWmX2vtbKFx0dDaUUunXrZva+Vr7Lly+HUgpvvvmm/l5CQgJmzJgBpRRcXV1hb28PX1/f+9625n78\n9NNPcHFx0cdmAv/bUSMqKgpeXl6oWbMmDh48mGca2j1PnToVnTp1wubNmwuUB61M9+7di+PHjxf0\nFkqEds/aeMzsrbv5LRGRX1rlqfyAkq972rXz5s1DSEgITpw4UZjbKHalpe6V1fK7l7sbVLSF5ZVS\nWLp0aQnlivJSJgK8/AZtvv/++1BK4YMPPoC3tzeaNm2KnTt3IiEhAevXr0fNmjXRokULfP/99/p1\np0+fRuPGjWFjY4M2bdpAqaxN5SdNmoSff/7ZbJKFEYK3vGRkZBR42ysga1yQUgp9+vTR09Fof1ct\nW7aEi4uLvnF09tnFf/zxB5o1a4bmzZubDRo3mUw4efIkvvvuO32MX0nQ8rl9+3YopfD0008DyNm6\nq00MGTdunNl6iLmldXcdtmRh7bJKu69t27ZBKYWhQ4fizp072Lx5MxYsWIBRo0ZhwIABWLt27T1n\nkJe38istda+s/u6VlrpXVsvPEsnJyfjxxx+xcOFCuLm5QSmFt956q6SzRbko8QDv7sGX2Y/nF3xk\nH4Rfq1YteHh4oFevXmZPaTdv3kRoaCiUUvi///s/s+u1J7yDBw/i+++/R7du3aCUgq2tLQYNGoS9\ne/ca8h8QIPcfnx9//BFRUVF6md/rB+rBBx9ElSpV9K5t7e9Ru/7dd981++Lf/SM5duxYKKWwc+fO\n+7sZKzp8+DCUUhgyZIjZgp/Z11Xz9vZGs2bN9EA2v3K7V502Cq0MUlJS4O3tDWdnZwQEBMDOzg52\ndnawt7fXt+Dr06ePPoPVkp1kynr5WfoPP+te7u5Vfqx71nHnzh1s2LABbdq0QYcOHdCgQQMopeDj\n44OlS5daPB6UipeNlIDMzExZv369dOvWTX799dcc7wMQGxsbqVChgoiInDx5Uvbs2SNXr16VjIwM\nERH9v61bt5aOHTtKbGysZGZmir29vaSnpwsAcXJykueee07c3d0lPDxczp49q39GYGCgiIisXLlS\nOnbsKNu3b5dffvlFnn32Wdm8ebP07NlTHnzwQXnvvfckLS3N2kVSrJRSIiJy4sQJGT16tNSvX18C\nAgJk8ODB8vvvv5udczet3IOCguT27duyZcsWEcn6OxURsbHJqlLDhg0TEZFdu3bJnTt3xMbGRgDo\n53Xo0EEefPBBsbW1tdJdZvn7779l8eLFEhERISIiJpOpQNfXq1dPYmJi5NKlSyKSVTe1smnZsqU8\n+OCDcu7cObly5YqI5F1uImJWp8uKwpSfUkpMJpNUrFhRevToIUlJSZKYmCgrVqyQqKgo2b17t2zc\nuFEaNWokO3fulNmzZ4uI3LMulLXyO3funCxfvlwWLVok4eHh8tdff4lSSgBYdH15r3uFKT/WPeuo\nVKmSODk5SY0aNcTW1la6du0qYWFhcuLECXnxxRelWrVqJZ1Fyk1JRJVpaWmYOXOmPo4aJQ/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ZdfAvj33XASyrt9+3YwxtC1a1cAms+QCLLDhw8HYww7duxQk/n777+RmJgIMzMzxMbGiu6///47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\n"
}
],
"prompt_number": 68
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Interesting--many fewer first-time, full-time students entered in Fall 2011, but the loss was mainly at the low end of the performance range. \n",
"\n",
"Just to confirm that, what *fraction* of students does each performance range represent?"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"width=0.3\n",
"first_year = entry_years.min()\n",
"foo=year_data[first_year]\n",
"\n",
"ind = arange(len(year_data[first_year]))\n",
"for idx, year in enumerate(entry_years):\n",
" this_year = year_data[year]\n",
" year_total = this_year.total.sum()\n",
" bar(ind + idx*width, this_year.total/year_total, width, \n",
" label='Entered %i' % year,\n",
" color = colors[idx])\n",
" \n",
"xticks(ind, foo.cumul_gpa, rotation=20)\n",
"\n",
"legend(loc=2)\n",
"xlabel('Cumulative GPA at end of last semester attended')\n",
"ylabel('Fraction of students entering')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 69,
"text": [
"<matplotlib.text.Text at 0x7de5ed0>"
]
},
{
"output_type": "display_data",
"png": 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rttWqVQu1atXCw4cPERgYCEEQEBERgQkTJqj6tG/fHu3bt0f9+vUxa9YszJs3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\nIiIiIlJDERVBEREREREREZEayv8Dmikj6k0DnmgAAAAASUVORK5CYII=\n"
}
],
"prompt_number": 69
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"So, yes, a great fraction of the students who entered in 2011 performed better than those entering in 2010."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Retention by GPA range\n",
"\n",
"First I'll take a look at this in a straightforward way, though I'd like to come up with an elegant pie chart that would do the same thing."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"width=0.3\n",
"first_year = entry_years.min()\n",
"foo=year_data[first_year]\n",
"\n",
"ind = arange(len(year_data[first_year]))\n",
"for idx, year in enumerate(entry_years):\n",
" this_year = year_data[year]\n",
" year_total = this_year.total.sum()\n",
" bar(ind + idx*width, this_year.returned/this_year.total, width, \n",
" label='Entered %i' % year,\n",
" color = colors[idx])\n",
" \n",
"xticks(ind, foo.cumul_gpa, rotation=20)\n",
"\n",
"legend(loc=2)\n",
"xlabel('Cumulative GPA at end of last semester attended')\n",
"ylabel('Fraction of GPA who returned')\n",
"title('Retention rate, first fall to second')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 70,
"text": [
"<matplotlib.text.Text at 0x822d4d0>"
]
},
{
"output_type": "display_data",
"png": 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ZM8l54nr37g1fX188fPgQdevWhY+PDwYOHAhnZ2ckJCSgdu3aEELIEzHmJ4Tg\nq4ivmTNnlnkbTPnF88fzx3Nnmi+eP56/snoVpFSDuJo1awLQP+t2UlISAKBWrVoF1vXrr79i1apV\nePPNN3HmzBmcOHECfn5+OH78OPLy8qBQKMrdEkVERERExaVUH6eqH3veuHFDZ7p6SR1jgjhJkjBq\n1Ch5eRO1J0+e4O7du3BxcdE5MzURERHRq6BU78R5e3vDwsIC4eHhWgsZP3z4ENHR0XB0dNQ5+aGx\nVq1ahby8PHzyyScv21x6gZeXV1k3waTx/L0cnr+i47l7OTx/L4fnr+RIwpiHrsXo448/xqZNmzB7\n9mx8/fXX8vYRI0Zg/fr1mD59urz+ZW5uLv755x9UqFBBa2bu9PR0VKlSRWPb4cOH0bdvX1hZWeGf\nf/5BxYoVNdIlSTLqGTMRERFRWSsobin1IO727dvo2rUrrl69Cm9vbzRr1gzHjx/H6dOn0a5dO/z+\n+++wtbUF8Hzx6nr16sHNzU3rEexbb72FSpUqoUmTJrCwsMCFCxcQFRUFV1dXbN++XecSOwziiIiI\nyFQUFLeU+uhUV1dXHD9+HGPHjkVKSgrWr18PMzMzTJs2DREREXIAl5+uqUH8/Pzw+PFjbNq0CevX\nr0dubi4mTpyIs2fPFnmNRCIiIiJTUep34soS78QRERGRqSh3d+KIiIiI6OUxiCMiIiIyQQziiIiI\niExQqU72a2qqVq2KlJSUsm4GEZUAe3t7PHr0qKybQURUZBzYUIz5ich08PNNROUdBzYQERERvYIY\nxBERERGZIAZxRERERCaIQRwRERGRCWIQR0RERGSCGMQRERERmSAGcUREREQmiEEcERERkQliEEdk\ngkJCQqBQKODt7V3WTSEiojLCII5KjL+/PxQKhVGvZcuWFdt+IyMjERwcjNDQ0GKrs7ySJKlQ+fPy\n8hAdHY1Jkyahbdu2cHFxgbW1NZo2bQo/Pz8cO3bMqHr+/vtvjB8/Hm+++SZsbW3RoUMHBAYGIjEx\nUW+ZjIwMhIWFYfr06Xj//ffh4OAgv//Xrl0zar9CCKxYsQJ9+vSBi4sL6tati0GDBmHz5s1GlSci\nepVw7dRiUNXeDimpaWXdjCKzt7PFo5TUEqvfwsIC1apVM5jHxsam2PYXGRmJ2bNnw9/fHz179iy2\nel8FAQEB+Pnnn+X/S5IEKysrXL58GZcvX8bOnTvh7++PdevW6a0jKioKPXr0QHp6ulw+JiYGMTEx\n2Lp1K/Y1ZERkAAAgAElEQVTv34+GDRtqlTt48CB8fX21thsbiGZnZ2PIkCHYvn07AKBChQpQqVTY\nsmULtmzZgvPnz2P+/PlG1UVE9CpgEFcMUlLTcH3vvLJuRpHV6zq1ROtv164dIiIiSnQfZJzc3FzY\n2dlh1KhR6NWrF5o2bQpLS0uEh4dj48aN2L17N0JCQtC4cWNMnjxZq3xcXBx8fHyQlZWF7t27Y/78\n+XB3d0dsbCzGjBmDU6dOoX379oiPj0eVKlU0ykqSBCcnJ7Rp0wZt2rSBi4sLRo0aZXTbAwICsH37\ndlSsWBHr1q1D9+7dkZWVhU2bNmH8+PH4/vvvYWtri2nTpr30eSIiMgV8nEqvLC5uri0gIAAJCQn4\n7rvv8Pbbb8PGxgYWFhbo1asXfvvtNzRv3hwAMHfuXJ3lf/zxR2RlZaFFixbYtm0b3N3dAQBvvPEG\n9uzZAxcXFzx8+BAbNmzQKtu9e3fcu3cPe/bswYwZM9ClSxej233//n1s2rQJkiThp59+wkcffYRK\nlSrB3t4en332GWbPng0A+OGHH5Cbm1vY00JEZJIYxFG55OXlBYVCgY0bN0KlUmHRokV4//33YW9v\nj0aNGmH48OFITk7WKHPz5k0oFAr5D/qGDRu0+t7dvn1ba19HjhyBv78/PDw8YGNjgyZNmmDAgAE4\nc+aMzra9OKggNDQU/v7+aNSoEczMzLT64l24cAGffPIJ3nrrLVSuXBn169eHr68v9u/fb/AcpKam\n4osvvkDr1q1hb2+PLl26YM6cOXj69KnR5/FFb7/9NqytrfWmjx07FgCQlpaGGzduaKRlZmbKwVlA\nQACsrKw00h0dHTFw4EAAwMqVK7XqViiK/nXz008/ITc3F9WrV8eAAQO00j/77DOYm5vj/v372Llz\nZ5H3Q0RkSvg4lcq17Oxs+Pn5Yffu3TAzM4O5uTni4uIQFxeH/fv34/jx46hduzYAwNzcHNWrV0dG\nRgaePHkCKysr2NnZadRnZmYm/zs3NxfTp0/HggUL5Lt2VlZWuHLlCq5cuYIdO3YgODgYQUFBOtsm\nSRLWrl2LgIAASJKEypUrQ6FQaPTxWrJkCaZOnYrs7Gy5/uvXryM+Ph67d+9GQECAzoAnPj4e3bp1\nQ1xcHADA0tISR44cQUREBGJiYtC7d++XOKv6NW3aVP53VlaWRtrRo0flfnD6+hr26tULCxcuRFxc\nHOLj4/Haa68VS7vCw8MBAD169NCZbmtrCy8vLxw8eBC///47Pvroo2LZLxFRecY7cVSuBQUF4cSJ\nE9i1axfS09ORmJiIOXPmwNHREUqlEt99952ct1atWrh7967cl6t///5QKpUar5o1a8r5FyxYgPnz\n58PV1RUzZszAyZMn8eTJE8TExODzzz+HlZUVpk+fjqioKJ1ti42NxejRo/HFF18gISEBqampSElJ\ngaenJwBg8+bNmDRpEmxtbTFlyhQcPnwYjx8/xtmzZzF16lQ4ODhg9erV2Lhxo1bdgwYNQlxcHKpX\nr469e/ciPT0d6enp2Lp1K44dO4bp06cX52mWHTlyBABQqVIl+VGpmlKpBADY2dnB2dlZZ/nGjRtr\n5S8O6rqaNGmiN49638W5XyKi8ox34qjExcTEoEaNGnrTJUnCf//7X50jVFNSUnD+/Hk0atQIAFCx\nYkUEBQXBysoKU6ZMQUhICFasWKFRxpi+cHfv3sW8efMgSRJCQkLQqVMnOc3T0xOenp4wMzPDkiVL\nMHHiRPz1119adaSnp2PcuHFYtGiRvM3GxgY2NjbIzMxEYGAgJEnCggULMHToUDlP8+bN0bx5c9So\nUQPjx4/HlClTMHjwYPlx4x9//IFTp05BoVDg0KFDcnBiYWGBfv36wd7eHj4+PgUeY2ElJyfLU73o\nupOlDo4MjTS2tbWFQqFAXl5esQZTd+/eLXDf6jQGcUT0b8E7cVTicnJykJSUpPf14MED5OXl6Szb\np08fOYDLT90f7dmzZ/If+MJYt24dnjx5Ah8fH40ALr8xY8ZAkiRcuHABOTk5WukKhQJfffWVzrK7\ndu3CnTt30LhxY3z88cc68wwdOhTW1tZITk7W6H8WEhICAOjWrZvGnS21d999F61atSroEAtt5MiR\nuH//PpycnLBw4UKtdGMCKUmSULVqVQDFF0w9fPgQOTk5kCSJQRwRUT68E0clzsvLq8hTjLRo0ULn\ndg8PD1SuXBkZGRlITEzU+3hPn6tXrwIw7i5hbm4url27pvUoz9nZWe9+1fXfuHEDLi4ueuvPzs6G\nEAJXr16V+4/9888/AKA3uFSn6Rt4URTz5s1DWFgYFAoFVq5cqdWXsDAKOwFxcSmr/RIRlRUGcVSu\n6QuAJEmCvb09Hj9+XKTRmuoVAh4/foyMjAyDeSVJwsOHD7W2qwdUGKo/MzOzwPa9WL/6rpyh+g2l\nFdbq1asRFBQESZKwaNEivYMm1AHro0ePDNanTjcUvBZGtWrVYGFhgZycHIP7Vp/D4tovEVF5x8ep\n9K+kHi06b948qFSqAl8dO3bUquPFKTZ01R8QEGBU/UOGDCmZAy3Axo0b8emnn0KSJAQHB2P8+PF6\n86qDI10BrVpaWhpUKhUkSSrWYEodQBraN4M4Ivq3YRBH/0rqkZfqR5fFTd2Pryj1161bFwB0zmmn\nZijNWDt27MDw4cMBAJMmTSpwxGutWrUAPB9soq/f2aVLl+R/5x8J/LLU+7548aLePOp9F+d+iYjK\nMwZx9MqxsLAAAL2DJYD/TVVx+PDhEpnhXz0g4cyZM0hJSSlU2fr16wMAoqOj9eYxlGaM8PBwDBw4\nEHl5efj000+xYMGCAsu0a9cOtra2EEIgLCxMZx71RMfu7u6oV6/eS7Uxvw8//BAAsGfPHp3paWlp\n8vQo3bp1K7b9EhGVZwzi6JWjHqhg6NHbkCFDYG1tjevXr2PJkiUG6zNUjz49e/aEi4sLUlNTC7zD\n9eLKE8OGDQPwPGC5cuWKVv6DBw/qnPLEWBEREejbty9UKhWGDRumNUWLPhUrVpSnSlm9ejWePXum\nkZ6UlITNmzcDeD6ytziNGDEC5ubmuHfvHrZu3aqVvmLFCuTm5sLZ2Rl9+vQp1n0TEZVXDOLIpOka\nkai+kxUVFYXo6Gid04O4urpi1qxZAIDAwEAEBAQgLi4OKpUKeXl5uH37NkJDQ9G1a1f069ev0O2q\nXLkyli9fDuD5eqO9e/fGhQsX5L5ySqUSBw4cQL9+/eTJgdW6du2Kt956C3l5eejcuTMOHDiArKws\nPHnyBNu3b4evry8cHBwK3SYAOHbsGHr06IGsrCz0798fP/30U6HKjxkzBlZWVjh//jz69++Pq1ev\nQgiB2NhYdO/eHUqlEg4ODhrz4uWXnJwsv/LfoUxJSdFIe3GuPycnJwwePBgAMHz4cGzbtg1PnjzB\no0ePsGLFCkyfPh2SJOGzzz7TWJWDiOhVxtGpVOIKmsYDeL66wtKlSwtdt66JfTt27IiWLVvi3Llz\n6NSpEypVqgQHBwdIkoSjR4/KfaYmTJiAjIwMzJ07F2vXrsXatWtRoUIFAP8bmAD8b066wvL19cWP\nP/6IwMBAhIaGIjQ0FGZmZqhQoYLGiFV1H7j8Nm3ahA8//BBxcXHw8fGBhYWFHGC+99578PX1xejR\nowvdpq+//hqZmZkAgAMHDuidIkWSJCxbtkwrgG3QoAH27duHHj16ICwsDGFhYbC0tJSX6HJ1dcW+\nfft0TtwMPA/GXiSE0Apkb968CVdXV41tq1evxtOnT7Ft2zYMGDAA5ubmUKlUEEJAkiRMnjwZU6dO\nNe5EEBG9AhjEUYlR3yXLzc1FUlKSwbzp6elaZQua98tQnr1792L27NmIjIxEQkICEhISAAAqlUrO\no1AoMGPGDPj5+WH58uX4+++/ceXKFahUKtSvXx/u7u7o2bOn1jqhhZmPbPTo0ejWrRsWLlyIixcv\n4vLly8jMzIS7uztee+01dO/eHb6+vlrl6tWrhxMnTiA4OBhHjx5FfHw8WrVqhU6dOmHy5MnYtm2b\n0W3ITx3wAAU/Jn7xcalahw4dcPToUaxZswYnTpzAtWvX0KZNG3h6euLzzz8vcGBBUedzs7CwwObN\nm9GhQwccOnQIJ06cgKWlJTw9PdGtWzcMGDCgSPUSEZkqSRizRtErQpIko5ZkKmz+qvZ2SElNe5mm\nlSl7O1s8Skkt62YQlarCfh8QEZW2gr6nGMQVY34iMh38fBNReVfQ9xQHNhARERGZIAZxRERERCaI\nQRwRERGZrCp2dvJAt5J4VbGzK+tD1It94ooxPxGZDn6+iV4NkiQBwcElt4Pg4DL7rmCfOCIiIqJX\nEIM4IiIiIhPEII6IiIjIBHHFBiIiIioxpj4hfnnGII6IiIhKTEpqGq7vnVdi9dfr+u9dM5mPU4mI\niIhMEIM4IiIiIhPEII6IiIjIBDGIIyIiIjJBZRLEpaamYty4cXjjjTdga2uLtm3bIigoCNnZ2YWq\nJyoqCjNnzkT79u3h4OCAHj16YNmyZbhy5UoJtZyIiIiofCj1IO7WrVvw9PTEihUrULVqVYwYMQIq\nlQrz5s3DO++8g9TUVKPqmTRpEry8vLBw4UJYW1tj8ODBUCqVmDRpEpo1a4awsLASPhIiIiKislPq\nQVxQUBDi4uIwZ84cHDx4EIsXL8bJkycxfPhwxMTEYPHixQXW8ejRIyxZsgTm5ua4cOEC9u3bh6VL\nl+Kvv/7C6tWrkZeXh5kzZ5bC0RCVjZCQECgUCnh7e5d1U4iIqIyUahCnVCqxfft2ODk5Ydq0aRpp\nCxYsgLm5OVatWoVnz54ZrCc5ORkA0LZtW7z22msaaQMGDICFhYWch8qOv78/FAqFUa9ly5YV234j\nIyMRHByM0NDQYquzvJIkqVD58/LyEB0djUmTJqFt27ZwcXGBtbU1mjZtCj8/Pxw7dsyoev7++2+M\nHz8eb775JmxtbdGhQwcEBgYiMTFRb5mMjAyEhYVh+vTpeP/99+Hg4CC//9euXTO4PyEEDh8+jAUL\nFqBfv36oW7euXHb16tWFOgdERK+KUp3s9/Dhw8jNzUW3bt20/vhUrVoV7du3R2RkJM6ePQtPT0+9\n9TRo0AAtW7ZETEwMrl+/jnr16slpW7ZsQU5ODgYOHFhix/GiKnZ2eJxmurNRV7a1RbqRj7GLwsLC\nAtWqVTOYx8bGptj2FxkZidmzZ8Pf3x89e/YstnpfBQEBAfj555/l/0uSBCsrK1y+fBmXL1/Gzp07\n4e/vj3Xr1umtIyoqCj169EB6erpcPiYmBjExMdi6dSv279+Phg0bapU7ePAgfH19tbYbE4impaXh\nnXfe0ZlW2ECWiOhVUapBnPpXep06dXSmu7m5AQDu3LlTYF0bN27E5MmT0aJFC7Rv3x4NGjTA8ePH\ncenSJYwdOxZfffVVsbW7II/T0oDg4FLbX3F7XMJtb9euHSIiIkp0H2Sc3Nxc2NnZYdSoUejVqxea\nNm0KS0tLhIeHY+PGjdi9ezdCQkLQuHFjTJ48Wat8XFwcfHx8kJWVhe7du2P+/Plwd3dHbGwsxowZ\ng1OnTqF9+/aIj49HlSpVNMpKkgQnJye0adMGbdq0gYuLC0aNGmV0262trdGqVSu0bt0arVu3xsSJ\nE3Hv3r2XPidERKaqVIM4dXDm4OCgM93R0READD6SUWvatCk+/fRTnDlzBvv27cO+ffsAAK1atUJA\nQADs7e11lgvOF7B4eXnBy8urEEdApkQIUdZNKHcCAgLwf//3f7C2ttbY3qtXL/Tq1QstW7bEhQsX\nMHfuXJ1B3I8//oisrCy0aNEC27Ztg5WVFQDgjTfewJ49e+Dh4QGlUokNGzZg3LhxGmW7d++ucWf0\n5s2bRrfbzs4Ojx8/1thWmj/UiIhKQ2RkJCIjI43Ob7LzxHXv3h29e/fGe++9h/DwcDx48ADr16+H\nhYUFPDw88P333+ssFxwcLL8YwJVfXl5eUCgU2LhxI1QqFRYtWoT3338f9vb2aNSoEYYPH67V7/Hm\nzZtQKBSYPXs2AGDDhg1afe9u376tta8jR47A398fHh4esLGxQZMmTTBgwACcOXNGZ9teHFQQGhoK\nf39/NGrUCGZmZlp98S5cuIBPPvkEb731FipXroz69evD19cX+/fvN3gOUlNT8cUXX6B169awt7dH\nly5dMGfOHDx9+tTo8/iit99+WyuAy2/s2LEAnj++vHHjhkZaZmYmNmzYAOB5MKgO4NQcHR3lbgwr\nV67UqluhMNmvGyKiUuHl5aURpxSkVO/E1axZEwD0DjpISkoCANSqVctgPbGxsQgPD8frr7+OTZs2\nyduHDh0KLy8v1KtXD99//z0mTpwIMzOzYmo9lYXs7Gz4+flh9+7dMDMzg7m5OeLi4hAXF4f9+/fj\n+PHjqF27NgDA3Nwc1atXR0ZGBp48eQIrKyvY2dlp1Jf/esjNzcX06dOxYMEC+a6dlZUVrly5gitX\nrmDHjh0IDg5GUFCQzrZJkoS1a9ciICAAkiShcuXKUCgUGn20lixZgqlTp8pzIFpZWeH69euIj4/H\n7t27ERAQoDPgiY+PR7du3RAXFwcAsLS0xJEjRxAREYGYmBj07t37Jc6qfk2bNpX/nZWVpZF29OhR\nuR+cvr6GvXr1wsKFCxEXF4f4+HitgUdERFR8SvWnsfqP7Yu/8NVu3boFoOAgbseOHQCAjz/+WCvN\nzc0NHTt2RHJyMvthvQKCgoJw4sQJ7Nq1C+np6UhMTMScOXPg6OgIpVKJ7777Ts5bq1Yt3L17V34M\n2L9/fyiVSo2X+ocE8HxE9Pz58+Hq6ooZM2bg5MmTePLkCWJiYvD555/DysoK06dPR1RUlM62xcbG\nYvTo0fjiiy+QkJCA1NRUpKSkyINyNm/ejEmTJsHW1hZTpkzB4cOH8fjxY5w9exZTp06Fg4MDVq9e\njY0bN2rVPWjQIMTFxaF69erYu3cv0tPTkZ6ejq1bt+LYsWOYPn16cZ5m2ZEjRwAAlSpVgru7u0aa\nUqkE8PzRprOzs87yjRs31spPREQlo1TvxHl7e8PCwgLh4eHIy8vTeLzy8OFDREdHw9HRER4eHgbr\nqVSpEgDg4sWLWmk5OTnyig2GHhtR6YmJiUGNGjX0pkuShP/+9786R6impKTg/PnzaNSoEQCgYsWK\nCAoKgpWVFaZMmYKQkBCsWLFCo4wxfeHu3r2LefPmQZIkhISEoFOnTnKap6cnPD09YWZmhiVLlmDi\nxIn466+/tOpIT0/HuHHjsGjRInmbjY0NbGxskJmZicDAQEiShAULFmDo0KFynubNm6N58+aoUaMG\nxo8fjylTpmDw4MHy5+GPP/7AqVOnoFAocOjQITkwsrCwQL9+/WBvbw8fH58Cj7GwkpOT5alePvro\nI610dVBmaKSxra0tFAoF8vLyGMQREZWwUr0T5+zsjH79+uHBgweYO3euRtqXX34JlUqF0aNHw9LS\nEsDzx11Xr17F9evXNfK2a9cOwPO+SOrHTWohISF48OABKleujObNm5fg0ZCxcnJykJSUpPf14MED\n5OXl6Szbp08fOYDLT90f7dmzZ7h7926h27Ru3To8efIEPj4+GgFcfmPGjIEkSbhw4QJycnK00hUK\nhd7O9bt27cKdO3fQuHFjnXeMgeeP/62trZGcnKxxdzokJAQA0K1bN407W2rvvvsuWrVqVdAhFtrI\nkSNx//59ODk5YeHChVrp6vNsKIiTJAlVq1YFwDtxREQlrVTvxAHAt99+izNnzmDGjBk4fPgwmjVr\nhuPHj+P06dNo164dJk6cKOdNTExE48aN4ebmpvFHztvbG8OHD8e6devQqFEjtGnTBq1atcKff/6J\nW7duQZIkrFixoljnHqOi8/LyKvKj7RYtWujc7uHhgcqVKyMjIwOJiYl6H+/pc/XqVQDG3SXMzc3F\ntWvX0KRJE400Z2dnvftV13/jxg24uLjorT87OxtCCFy9elXuP/bPP/8AgN7gUp2mb+BFUcybNw9h\nYWFQKBRYuXKlVl/CwuC8bfSqqWpvh5TUkpsL1N7OFo9SSm6uTnp1lXoQ5+rqiuPHj+Prr79GTEwM\n1q9fjyZNmmDatGmYOXMmLCwstMro+qPw008/4b333sOqVasQHx+PkJAQ1K5dG3369MFXX31VIncq\nqPTpC4AkSYK9vT0eP35cpNGa6hUCHj9+jIyMDIN5JUnCw4cPtbar+3gaqj8zM7PA9r1Yv/oHi6H6\nDaUV1urVqxEUFARJkrBo0SK9gybUAeujR48M1qdONxS8EpmSlNQ0XN87r8Tqr9d1aonVTa+2Ug/i\ngOf9Zn744YcC89WpU0fvYzYA6NevH/r161ecTaN/CfVo0Xnz5iEwMLBIdbw4xYau+vWNPi0vNm7c\niE8//RSSJCE4OBjjx4/Xm1cdlOkKaNXS0tKgUqkgSRKDOCKiEsaJm+hfST3yUv3osrip+/EVpf66\ndesCgM457dQMpRlrx44dGD58OABg0qRJBY54VY8aT0lJ0dvf7dKlS/K/848EpldbFTs7SJJUYq8q\nL/F4n+hVViZ34ohKkvqRvKG7uOr+ber1fM3Ni/ejoB6QcObMGaSkpOhdQUSX+vXr49y5c4iOjtbo\nI5pfdHT0S7UvPDwcAwcORF5eHj799FMsWLCgwDLt2rWDra0t0tLSEBYWhtGjR2vlUU907O7urrGm\nMb3aSnrpwZJeGpDIVPFOHL1y1AMVDD32GzJkCKytrXH9+nUsWbLEYH2G6tGnZ8+ecHFxQWpqaoF3\nuF6c/HrYsGEAgD179sjT5eR38OBBnVOeGCsiIgJ9+/aFSqXCsGHDtKZo0adixYryVCmrV6/Gs2fP\nNNKTkpKwefNmAM9H9hIRUcliEEcmTdegl/r16wMAoqKiEB0drXN6EFdXV8yaNQsAEBgYiICAAMTF\nxUGlUiEvLw+3b99GaGgounbtWqR+l5UrV8by5csBPF9vtHfv3rhw4YLcV06pVOLAgQPo16+fPDmw\nWteuXfHWW28hLy8PnTt3xoEDB5CVlYUnT55g+/bt8PX11bv+cEGOHTuGHj16ICsrC/3798dPP/1U\nqPJjxoyBlZUVzp8/j/79++Pq1asQQiA2Nhbdu3eHUqmEg4ODxrx4+SUnJ8uvlJQUeXtKSopGmq65\n/tLS0pCcnIyHDx8iOTlZvtOakZEhb0tOTpbPMRHRq46PU6nEFTSNB/B8dYWlS5cWum5df+w7duyI\nli1b4ty5c+jUqRMqVaoEBwcHSJKEo0ePyn21JkyYgIyMDMydOxdr167F2rVrUaFCBQDQCATUc9IV\nlq+vL3788UcEBgYiNDQUoaGhMDMzQ4UKFTRGrKr7wOW3adMmfPjhh4iLi4OPjw8sLCzkAPO9996D\nr6+vzseZBfn666+RmZkJADhw4IDeKVIkScKyZcu0AtgGDRpg37596NGjB8LCwhAWFgZLS0t5iS5X\nV1fs27dP7/Q+Tk5OWtuEEFqB7M2bN+Hq6qqxrWfPnjpXz5g8ebK8SgcArF+/Xm8QSUT0KmEQRyVG\nfZcsNzdXXhdXn/T0dK2yBc03ZijP3r17MXv2bERGRiIhIQEJCQkAAJVKJedRKBSYMWMG/Pz8sHz5\ncvz999+4cuUKVCoV6tevD3d3d/Ts2VNrndDCzIM2evRodOvWDQsXLsTFixdx+fJlZGZmwt3dHa+9\n9hq6d+8OX19frXL16tXDiRMnEBwcjKNHjyI+Ph6tWrVCp06dMHnyZGzbts3oNuQnhJDbX9Bj4hcf\nl6p16NABR48exZo1a3DixAlcu3YNbdq0gaenJz7//PMCBzQUdR45Y66Jl6mfiMjUSMKYNYpeEZIk\nGbUkU2HzV7Gze96x10RVtrVFeionmqR/l8J+H5B+kiSV6MAGBAeX6XslSVKJzxP3Kl+LpXH+XtXr\nr6DvKd6JKwYMgIiIqMgUihK9g8wf6q8uBnFERERlKS+PU7RQkXB0KhEREZEJYhBHREREZIIYxBER\nERGZIAZxRERERCaIQRwRERGRCWIQR0RERGSCOMWIAfb29pz9negVZW9vX9ZNICJ6KQziDHj06FFZ\nN4GIiIhIJwZxRESvuKr2dkhJNd2lAYlINwZxRESvuJTUtJJfu5KISh0HNhARERGZIAZxRERERCaI\nQRwRERGRCWIQR0RERGSCGMQRERERmSAGcUREREQmiEEcERERkQliEEdERERkghjEEREREZkgBnFE\nREREJohBHBEREZEJYhBHREREZIIYxBERERGZIAZxRERERCaIQRwRERGRCWIQR0RERGSCGMQRERER\nmSAGcUREREQmiEEcERERkQliEEdERERkghjEEREREZkgBnFEREREJohBHBEREZEJYhBHREREZIIY\nxBERERGZIAZxRERERCaIQRwRERGRCWIQR0Qmoaq9HSRJKpFXVXu7sj48IqJCMy+LnaampmL69OmI\niYlBfHw8mjRpAm9vb8ycORMVKlQosHxISAiGDx9uMI9CoUBubm5xNZmIylhKahqu751XInXX6zq1\nROolIipJpR7E3bp1C127dkVcXBw6d+4MLy8vxMTEYN68eYiKisKePXtgZ2f4V7GHhweCg4N1pkVF\nRSEiIgIffPBBCbSeiIiIqHwo9SAuKCgIcXFxmDNnDoKCguTtI0eOxLp167B48WLMnj3bYB0tWrRA\nixYtdKZ5enoCAEaNGlV8jSYiIiIqZ0q1T5xSqcT27dvh5OSEadOmaaQtWLAA5ubmWLVqFZ49e1ak\n+i9evIiTJ0+iVq1a+PDDD4ujyURERETlUqkGcYcPH0Zubi66desGSZI00qpWrYr27dsjOTkZZ8+e\nLVL9a9asAQCMGDFCq34iIiKiV0mpBnGJiYkAgDp16uhMd3NzAwDcuXOn0HU/ffoU//nPf2Bubo6R\nI0cWuY1EREREpqBU+8SpgzMHBwed6Y6OjgD+F+wVxvbt25GWloZu3bqhZs2aevPlHxDh5eUFLy+v\nQtS4Tt8AACAASURBVO+LiIiIqLhFRkYiMjLS6PxlMsVISVA/Sg0ICDCYT9+oViIiIqKy9OLNpVmz\nZhnMX6qPU9V3yJKTk3WmJyUlAQBq1apVqHr//vtvHD9+HLVr1+bUIkRERPSvUKpBXO3atQEAN27c\n0Jl+69YtAIUP4jiggYiIiP5tSjWI8/b2hoWFBcLDw5GXl6eR9vDhQ0RHR8PR0REeHh5G1/ns2TP8\n8ssvMDc3x4gRI4q7yURERETlUqkGcc7OzujXrx8ePHiAuXPnaqR9+eWXUKlUGD16NCwtLQEAubm5\nuHr1Kq5fv663zl9//RWpqal4//33DQ5oICIiInqVlPrAhm+//RZnzpzBjBkzcPjwYTRr1gzHjx/H\n6dOn0a5dO0ycOFHOm5iYiMaNG8PNzU3vI1j1o1Su0EBERET/JqV6Jw4AXF1dcfz4cYwdOxYpKSlY\nv349zMzMMG3aNERERMDW1larjL5+bleuXEFMTAwHNBAREdG/TplMMWJra4sffvihwHx16tTR6juX\nX6NGjQymExEREb2qSv1OHBERERG9PL134m7fvl3kSl1dXYtcloiIiIgKpjeIq1OnDiRJghBCY3v+\n/mlCCJ3/V6lUJdBUIiIiIlLTG8QNGTJEa9udO3dw6NAhAED16tXRpk0bnD59Gvfv3wcAvPPOO4We\nqJeIiIiICk9vEBcSEqLx/8TERHh7e2PEiBEYO3YsWrZsCeD53bdz585hxYoViIqKwoYNG0q0wURE\nRERUiIEN06dPh729PdauXSsHcMDzx6seHh5Yu3YtbG1tERQUVCINJSIiIqL/MTqIO3bsGDp06KA3\nXZIkdOjQAceOHSuWhhERERGRfkYHcY8ePUJiYqLBPImJiUhJSXnpRhERERGRYUYHcW3atEFYWBii\no6N1pkdFRSEsLAxt2rQptsYRERERkW5Gr9gwa9YsREREwMvLC82bN4ePjw/atGmDU6dOYd++fbhw\n4QIsLS0xa9askmwvEREREaEQQVybNm2wY8cOfPbZZzh//jzOnz+vke7m5oYffvgBrVu3LvZGEhER\nEZGmQq2d2q1bN7z77rsICwvD1atXoVQq4eLigkaNGqFHjx6oUKFCSbWTiIiIiPIpVBAHAJaWlvDz\n8yuJthARERGRkYwe2PCi7OxsJCQkFGdbiIiIiMhIhQrisrKyMGfOHNStWxeVKlVCnTp15LSTJ0/i\ngw8+QGxsbHG3kYiIiIheYPTj1JycHLRt2xZnz56FtbU16tSpg+vXr8vpTZs2RXR0NDZv3ow33nij\nRBpLRERERM8ZfSfu22+/xdmzZ/Htt9/i7t27GDx4sEa6tbU1OnbsiIiIiGJvJBERERFpMjqICw8P\nR40aNRAYGAgbGxudedzc3HDnzp1iaxwRERER6WZ0EBcXF4devXpBoTBc5MmTJy/dKCIiIiIyzOgg\nrkaNGjhz5ozBPOHh4Xj99ddfulFEREREZJjRQVyzZs3w119/6Z1WJDY2FgkJCWjevHmxNY6IiIiI\ndDM6iJs6dSokSYKPjw9++eUXqFQqOe3MmTMYOXIkLCwsEBQUVCINJSIiIqL/MXqKkdatW2P+/Pn4\n6quvMHToUJiZmQEAbGxskJmZCQsLCyxevBgNGzYsscYSERER0XOFmux30qRJiI2NRb9+/dCgQQNU\nrFgRNWvWhJ+fH06dOoWxY8eWVDuJiIiIKJ9Cr53arFkzbN26tSTaQkRERERGKvLaqURERERUdgp9\nJw4AhBC4d+8ecnJydKa7urq+VKOIiIiIyLBCBXG7du3CnDlz8Pfff+sN4CRJ0hi5SkRERETFz+gg\nbvfu3ejTpw8AwMnJCR07dkSlSpW08kmSVHytIyIiIiKdjA7ivvvuOwBAZGQkOnbsWGINIiIiIqKC\nGT2w4fLly/D29mYAR0RERFQOGB3E1atXDw4ODiXZFiIiIiIyktFBnLe3N3bv3o2HD/+fvTuPy6rM\n/z/+PiguuGAo5IKC5pZLCS0OrghWpmbrmNW4pC1OZZp9sxFMUUvLchkN00rNpqbJyrHVFgPcQkNF\ns1TSUVE0VFAyc8H7vq/fH/64E9kOyo3e9no+HjwecK7rXPfnnA725izXyfZkPQAAALDBdoibNGmS\nrr/+eg0dOlRr1qzxZE0AAAAoge0HG3r27KmTJ0/qo48+0uLFixUcHKyrrrqq0L4JCQllViAAAAAK\nsh3ili9f7v7eGKO9e/dq7969HikKAAAAxbMd4lwulyfrAAAAQCnYvifu7bff1ldffeXJWgAAAGCT\n7RD38MMP68svv/RkLQAAALDJdohr27atMjIyPFkLAAAAbLId4jp27KiPP/5Y+/fv92Q9AAAAsMF2\niHvhhRfUrl07PfbYY0pISJDD4fBkXQAAACiG7adTb7vtNp0+fVqffPKJPv30U1WvXl3t2rVThQoV\nCvRlnjgAAADPOu954n777TetXLnSI0UBAACgeMwTBwAA4IVs3xMHAACASwchDgAAwAvZvpy6YsUK\n24N26dKl2PacnBw999xzWr16tf73v/+pdevW6tatm8aNG6dKlSrZ/hxJSklJUXx8vFJTU7Vjxw7V\nqlVLbdu21fDhw3XrrbeWaiwAAABvYTvERUZGFtlmWZakMw88WJYlp9NZZN/09HT16NFDaWlpioqK\nUmRkpFavXq3JkydrxYoV+vTTT1WrVi1bNU2dOlWjR49WYGCgOnfurF69eikrK0sbNmzQ8uXLCXEA\nAOCyZTvEjR07ttDlO3bs0CeffKJjx47pnnvuUevWrYsdJzY2VmlpaZo4caJiY2Pdyx966CHNnz9f\n06ZN04QJE0qsZ8mSJXrmmWfUt29fvfnmm6pevXq+duaxAwAAlzPbIS4uLq7IthMnTmj69OmaPXu2\npkyZUmS//fv3a9GiRQoKClJMTEy+tilTpujtt9/WnDlzFBMToypVqhQ5jsPh0LPPPqvAwMBCA5wk\nVaxoe9MAAAC8Tpk82FC1alU9/fTTOnHiRJFn7CQpMTFRDodDvXv3dl+CzRMQEKBOnTopKytLqamp\nxX7e8uXLtX37dt1zzz2qWrWq1q5dq5kzZ+qtt97Sxo0by2KTAAAALmlldrqqcuXKuvPOO/Xtt98W\n2ScjI0OSFBoaWmh7SEiIJGnfvn3FftbPP/8sSapZs6aioqIKTDp811136fXXX1dAQIDd8gEAALxK\nmV5zTE5O1vHjx4tszwtnderUKbQ9MDBQ0h9hryjbt2+XdObBhkaNGmnq1Knq16+fvv76a82aNUuL\nFy+WZVn64IMPCqx79mXhyMjIYh/YAAAAKC9JSUlKSkqy3b9MQlxaWpoWLVqkrVu36uabby6LIYuV\n99CC0+nUggUL1LlzZ0nSwIED1bNnT9WtW1cfffSRNm7cqHbt2uVbt7h7+wAAAC6Wc08ujR8/vtj+\ntkNc48aNC9zHJknHjx/XwYMHJZ25N+6VV14pcowGDRpIkrKysgptP3TokCQpODi42FoaNmwoSbry\nyivdAS5PYGCgunTpouXLl2vTpk0FQhwAAMDlwPaDDcYYuVyuAl81atRQly5dNHz4cG3btk1t2rQp\ncoy88LVr165C29PT0yXZD3FNmjQptL1Zs2aSzkwqDAAAcDmyfSZu9+7dF/xh3bp1k6+vrz7//HO5\nXC75+PyRIbOzs7Vy5UoFBgYqLCys2HGioqJUqVIlrVmzRgcPHlRQUJC7zeVy6dNPP5UkXX311Rdc\nMwAAwKWoXN+dWq9ePfXt21cHDx7UpEmT8rWNGjVKTqdTQ4cOVeXKlSWdufdt27Zt2rlzZ76+QUFB\nGjBggFwul6ZPn67Tp09LOnO2cOHChTpw4ICCg4PVsWPH8tkwAACAcmY7xDVu3FgzZ84stk98fHyR\nlzjzvPDCC2rZsqXGjh2r6OhojRgxQu3bt9eCBQvUsWNHjRw50t03IyNDrVq1UnR0dIFxJkyYoLCw\nML300ksKDg7WI488oqZNm2rIkCGqWrWq5s2bp2rVqtndPAAAAK9iO8Slp6eXeI/ZkSNHSrzs2qhR\nIyUnJ+vxxx/XkSNHtGDBAlWoUEExMTFKSEiQv79/gXUKe6Cibt26WrVqlUaNGqWrrrpK//nPf1Sx\nYkX169dPP/zwg2666Sa7mwYAAOB1ynSeuN27d6tGjRol9vP399esWbNK7BcaGiqXy1Vke9WqVfXi\niy+WqkYAAIDLQbEhbs+ePZLO3GsmnXnaM2/Z2U6ePKl169bpyy+/VOPGjT1QJgAAAM5WbIgLDQ2V\nZVnuEDdjxgzNmDGj2AGZTBcAAMDzig1xAwYMcH//9ttv69prr9W1115boJ+vr6/q16+vm2++mSdC\nAQAAykGxIe6tt95yf//222/rjjvu0Lhx4zxdEwCULx+fQh+gKis1/P11lMnHAZQx2w82FPeAAQB4\nNZdL8uCtIL9xmwkADzivp1PT09P1888/KzMzU/379y/rmgAAAFCCUr2xYcuWLerevbsaN26sW265\nRYMGDXK3JSUlyc/PT5988klZ1wgAAIBz2A5xBw4cUNeuXZWYmKjOnTsrKirK/dSqJHXp0kVXXHGF\nPvroI48UCgAAgD/YDnGjR49Wdna2EhMTtXz5cnXq1Cn/QD4+ioiIUEpKSpkXCQAAgPxsh7jk5GS1\nadNGXbp0KbJPw4YNtW/fvjIpDAAAAEWzHeIyMjLUuXPnYvscPHhQFSpUuOCiAAAAUDzbIa5p06b6\n8ssvi2zPzc3V559/rpYtW5ZJYQAAACia7RB34403ateuXfruu+8KbV+2bJmOHj3KGxsAAADKge0Q\nN378eF1xxRXq1q2bhgwZot27d0uS1q5dq6lTp+q+++5TYGCgYmNjPVUrAAAA/j/bk/3WrVtXH374\noQYPHqwFCxa4l0dEREiSQkND9a9//Uu1atUq+yoBAACQT6ne2NCtWzdt2bJFCxcu1ObNm7V7924F\nBwerXbt2GjBggKpVq+apOgEAAHAW2yFu/PjxatKkifr376+hQ4d6siYAAACUwPY9cVOmTNHmzZs9\nWQsAAABssh3i2rVrp02bNnmyFgAAANhkO8RFRUVp2bJl2rFjhyfrAQAAgA22Q9y4cePUo0cPDRw4\nUPPnz1dmZqYn6wIAAEAxbD/Y0KxZM+Xm5uqXX35RcnKyLMtScHBwoa/Z2rlzZ5kWCQAAgPxshzhj\njCpVqqRGjRrlW+5yufL9bFlW2VQGAACAItkOcXlvaAAAAMDFZ/ueOAAAAFw6CHEAAABeiBAHAADg\nhQhxAAAAXogQBwAA4IUIcQAAAF6IEAcAAOCFCHEAAABeyPZkv3mys7M1f/58paWlKSMjQ8HBwWrZ\nsqUefPBB1a5d2xM1AgAA4BylCnH/+te/NHz4cOXk5BRomzRpkmbMmKEBAwaUWXEAAAAonO3Lqamp\nqXrooYeUm5urXr16KT4+XuvWrdOrr76qXr166dSpU3r44Ye1YcMGT9YLAAAAleJM3MSJE1WpUiWt\nXr1a11xzjXt5eHi4HnvsMW3evFkRERF6/vnntXjxYo8UCwAAgDNsn4nbtGmTevfunS/Ana1t27bq\n06ePNm3aVGbFAQAAoHC2Q1x2drbq1q1bbJ+goCBlZWVdcFEAAAAonu0Qd/XVVyspKUnGmELbXS6X\nVqxYoVatWpVZccDlJOCKWrIsy2NfAVfUutibCAAoR7bvievZs6fGjRunAQMG6Mknn9QNN9zgblu/\nfr1effVVbdy4UXFxcZ6oE/B6R3J+1c4vJ3ts/CY9RntsbADApcd2iPvHP/6hjz/+WO+++67+/e9/\nKzAwUNdff73WrVunQ4cOyRijdu3aafRo/kcCAADgabYvp/r6+mr58uWKiYlRtWrVdPDgQX3xxRc6\nePCg/Pz8FBMTo5UrV8rX19eT9QIAAEClnOy3WrVqev755zVx4kTt379fGRkZatiwoerVqyfLsjxV\nIwAAAM5R6tduSZJlWWrQoIEaNGhQ1vUAAADABtuXUwEAAHDpKNWZuH379mnq1KnatGmTMjIydPr0\n6UL77dy5s0yKAwAAQOFsh7gtW7boxhtv1PHjxyVJderUkZ+fX4F+3BsHAADgebYvpz799NM6fvy4\n4uLitGXLFh08eFC7d+8u8LVr164Sx8rJydGwYcMUHh4uf39/dejQQbGxscrNzbVdeGhoqHx8fAr9\nqlevnu1xAAAAvJHtM3Hr1q1Ty5YtNXbs2Av6wPT0dPXo0UNpaWmKiopSZGSkVq9ercmTJ2vFihX6\n9NNPVauWvZnna9WqpREjRhRYXr169QuqEQAA4FJnO8RVr15dnTp1uuAPjI2NVVpamiZOnKjY2Fj3\n8oceekjz58/XtGnTNGHCBFtj1apV64JDJQAAgDeyfTm1Y8eOWrx4cakueZ5r//79WrRokYKCghQT\nE5OvbcqUKapYsaLmzJmjkydPnvdnAAAA/BnYDnFxcXHy9fXVtGnTzjvIJSYmyuFwqHfv3gUegAgI\nCFCnTp2UlZWl1NRUW+OdPHlS77zzjl588UUtXLhQa9asOa+6AAAAvE2Rl1PHjx9fIGh16tRJMTEx\nevHFF9WnTx81bdq00HWLusSZkZEh6cxDCYUJCQmRdGYqk5JYlqXMzEwNGDAg3/Lw8HDFx8erffv2\nJY4BAADgrYoNcUU5evSo3nnnnSLbiwpxeeGsTp06hbYHBgZK+iPsFefBBx9Uly5d1Lp1a1WoUEFL\nlizRRx99pKVLl6pHjx7atGmTGjVqVGC9uLg49/eRkZGKjIws8bMAAAA8LSkpSUlJSbb7FxniEhIS\nyqIejzk3KA4ePFiDBw9W9+7dlZCQoNGjR+vdd98tsN7ZIQ4AAOBSce7JpeJOqEnFhDhPnKHKe9dq\nVlZWoe2HDh2SJAUHB5/3ZzzxxBNKSEhQSkrKeY8BAABwqSvXd6c2bNhQkoqcEDg9PV3ShYW4a6+9\nVtIfgRAAAOByZDvEhYSEaMiQIXr33XeVmZl5Xh/WrVs3+fr66vPPP5fL5crXlp2drZUrVyowMFBh\nYWHnNb4kvf7665Kktm3bnvcYAAAAlzrbIe7UqVNasGCB+vfvrwYNGqhVq1YaNmyY/vvf/yonJ8fW\nGPXq1VPfvn118OBBTZo0KV/bqFGj5HQ6NXToUFWuXFmS5HA4tG3bNu3cuTNf3y1btujw4cMFxv/+\n++/15ptvSpL69etnd9MAAAC8ju03NmRmZurHH3/Ut99+q2+//VYrVqxQfHy84uPjVaFCBV177bWK\njo5WVFSUbrnlliLHeeGFF7R+/XqNHTtWiYmJatu2rZKTk5WSkqKOHTtq5MiR7r4ZGRlq1aqVQkJC\n8l2CXbRokV588UVFR0crJCREPj4++vTTT7V3715ZlqV7771Xjz322HnuEgAAgEuf7RAnSW3atFGb\nNm00fPhwOZ1OrVu3Tt9++60SEhL03XffacOGDXrllVfkdDqLHKNRo0ZKTk7WmDFjtHr1ai1YsECt\nW7dWTEyMxo0bJ19f3wLrnDtfXVRUlH7++Welpqbqu+++06lTp9SoUSP17t1bjz32mHr06FGazQIA\nAPA6pQpxZ6tQoYKqV6+uatWqyc/PT76+vjp58qSMMSWu6+/vr1mzZpXYLzQ0tMC9c5LUpUsXdenS\n5bzqBgAAuByUKsSlp6e7L6cmJCTowIEDks6cXbv77rvdl1MBAADgWbZDXNOmTbVr1y4ZYxQYGKjI\nyEh3aCvq9VsAAADwDNshLu8J0ZtuukkjRoxQ165d5efn57HCAAAAUDTbIe65557Tt99+q6SkJH3z\nzTeqVKmS2rdvr+joaEVHR+svf/mLKlSo4MlaAQAA8P/Znidu/PjxWrVqlbKzs/XZZ5/piSee0NGj\nRxUXF6fOnTvriiuuUK9evTR16lRP1gsAAACdx2u3qlevrp49e+qVV15RamqqsrKyNG3aNPn5+Wnp\n0qUaNWqUJ+oEAADAWc5ripGcnBwlJSUpISFBy5Yt07Zt29xttWvXLrPiAAAAUDjbIW7ZsmXu6UU2\nbNjgnr+tWrVq6tmzp6KiohQdHe1+AT0AAAA8x3aIu/nmmyVJlStXVufOnd0PNNx444080AAAAFDO\nbIe4Z599Vt27d1fHjh1VpUoVT9YEAACAEtgOcZMnT/ZkHQAAACiFUj+dCgAAgIuPEAcAAOCFCHEA\nAABeiBAHAADghQhxAAAAXogQBwAA4IXKLMQdPXpUs2fPVnh4eFkNCQAAgCKc17tTz5acnKw33nhD\nH3zwgX7//feyqAkAAAAlOK8Ql5OTo3/9619644039OOPP0qS/Pz8NGjQID388MNlWiAAAAAKKlWI\nW7VqlV5//XV9+OGHOnnypHv5LbfcokWLFqlGjRplXiAAAAAKKvGeuMOHD2v69Olq3bq1unTponfe\neUc1a9bUyJEj9cMPP0iSGjZsSIADAAAoR8WeiXvggQe0ePFinTp1ShUrVtSdd96pQYMGqWfPnqpQ\noUJ51QgAAIBzFBvi3nvvPUnSU089pZiYGNWuXbtcigIAAEDxir2cWrNmTUnSjBkzdN999+m9997T\nqVOnyqUwAAAAFK3YELd//37NmzdPN954o5YtW6YHHnhAdevW1d///nd9//335VUjAAAAzlFsiPPz\n89ODDz6o5ORk/fDDD3riiSdkWZbmzp2riIgItW7dWpJkjCmXYgEAAHCG7Tc2tGnTRjNnztT+/fu1\ncOFCdejQQVu3bpUkLViwQL1799aSJUvkdDo9ViwAAADOKPVrt6pUqaL+/ftr5cqV+umnnzR8+HDV\nqlVLX3zxhe666y41bNjQE3UCAADgLLZD3IkTJ/JN8CtJV199taZPn659+/bpnXfeUZcuXZSZmVnm\nRQIAACC/EkPc8uXL1aZNG9WsWVM1atTQNddco5UrV+brU7lyZd1///1KSkrStm3bPFYsAAAAzig2\nxP3000/q3r27tmzZIqfTKafTqR9//FHR0dHasmVLoes0b97cI4UCAADgD8WGuJdeeklOp1ODBg3S\n+vXr9f3332vgwIFyOByaPHlyedUIAACAcxT7xoaUlBRdeeWVmjdvnizLkiTNmzdPX375pdatW1cu\nBQIAAKCgYs/E7d27V3369HEHOEny8fHRbbfdpr1793q8OAAAABSu2BB3/PhxNWjQoMDy+vXr6/jx\n4x4rCgAAAMUr9TxxAAAAuPiKvSdOkt566y0lJSXlW7Zr1y5JUlRUVKHrJCQkXHhlAAAAKFKJIW73\n7t3avXt3oW3nhjsAAACUj2JD3PmcUTv7IQgAAAB4RrEhLjIyspzKAAAAQGnwYAMAAIAXKvGeuML8\n+uuv+vXXXwssr1WrlmrWrHnBRQEAAKB4JZ6Je+CBB3TnnXfK4XC4l82YMUOhoaFq3LixQkND3d/3\n7t3bo8UCAADgjGLPxH3//fd67733NH78eFWs+EdXY4wkKSIiwr3s+PHjWrVqlVJSUnTDDTd4qFwA\nAABIJYS4+fPnq2bNmho5cmSh7atWrXJ/f/r0adWrV09vvPEGIQ4AAMDDir2cunnzZrVp00bVqlUr\n0HbuVCK+vr7q3r27tm3bVrYVAgAAoIBiQ1x6erpat25daFveJdWz1a9f3/02h+Lk5ORo2LBhCg8P\nl7+/vzp06KDY2Fjl5ubaLLugd955Rz4+PvLx8dG8efPOexwAAABvUGyIy8nJUY0aNQosj4uLk8vl\nKnSdI0eOFPuB6enpioiIUHx8vAICAjRkyBA5nU5NnjxZ0dHRysnJKUX5Z+zdu1dPPPGEqlevLokJ\nhwEAwOWv2BDXpEkT/fzzz7YH27Fjh5o0aVJsn9jYWKWlpWnixIlatmyZpk2bprVr12rw4MFavXq1\npk2bZvvzpDNnBB988EEFBgZq6NChpVoXAADAWxUb4po3b66NGzfmm16kKA6HQxs3blSLFi2K7LN/\n/34tWrRIQUFBiomJydc2ZcoUVaxYUXPmzNHJkydtli/NnDlTiYmJWrBggfz8/GyvBwAA4M2KDXGd\nOnVSRkaGpkyZUuJAU6dOVUZGhjp27Fhkn8TERDkcDvXu3bvAJc+AgAB16tRJWVlZSk1NtVX81q1b\n9Y9//EMjRoxQp06dbK0DAABwOSg2xD322GNq1qyZnn/+eU2aNKnQBw9yc3M1efJkjR8/Xs2aNdPj\njz9e5HgZGRmSpNDQ0ELbQ0JCJEn79u0rsXCHw6H+/fsrNDRUkyZNKrE/AADA5aTYeeIqVaqk2bNn\nq1evXhozZoxmz56tsLAwNW3aVNKZe+BSU1O1f/9+Va5cWbNnz5avr2+R4+WFszp16hTaHhgYKOmP\nsFecCRMmaOPGjVq9erUqV65cYv88cXFx7u8jIyMVGRlpe10AAABPSUpKUlJSku3+Jb47NTo6Wqmp\nqXrooYeUnJys/fv3F+gTERGhefPmqWXLlqUq9nytXbtWkydP1jPPPKP27duXat2zQxwAAMCl4tyT\nS+PHjy+2f4khTpKuvvpqrVy5UikpKfrpp5+0detWSVKrVq3UunVr3XDDDbam9WjQoIEkKSsrq9D2\nQ4cOSZKCg4OLHMPhcGjAgAFq0aJFkRtX2Bx2AAAAlxNbIU6SfHx81L59+1Kf+Tpbw4YNJanICYHT\n09MlFR/ijh07pu3bt0uSqlSpUmifhx9+WA8//LCGDx+u6dOnn3e9AAAAlyrbIa4sdOvWTb6+vvr8\n88/lcrnk4/PHcxXZ2dlauXKlAgMDFRYWVuQYVapU0ZAhQwo987d+/Xqlpqaqc+fOatGihTp06OCR\n7QAAALjYyjXE1atXT3379tW7776rSZMmacyYMe62UaNGyel0aujQoe4HFRwOh3bs2KFKlSq5JxGu\nUqWK3njjjULHj4uLU2pqqgYOHKjBgwd7foMAAAAuknINcZL0wgsvaP369Ro7dqwSExPVtm1bJScn\nKyUlRR07dtTIkSPdfTMyMtSqVSuFhITYeicrAADAn0Wx88R5QqNGjZScnKzHH39cR44c0YIFPJME\njAAAIABJREFUC1ShQgXFxMQoISFB/v7+Bdax+y5Uy7J4byoAAPhTKPczcZLk7++vWbNmldgvNDRU\nLpfL9rjjxo3TuHHjLqQ0AAAAr1DkmbgffvhBBw4cKM9aAAAAYFORIa5du3aaO3eu++du3brp7bff\nLpeiAAAAULwiQ1yVKlV06tQp98/Lly/X7t27y6MmAAAAlKDIEBcVFaUVK1aUZy0AAACwqcgHG3r1\n6qXHH39cQUFBatOmjSTprbfesvVi1oSEhDIrEAAAAAUVGeIGDhyoChUq6P3339fy5cslSbt37+aS\nKgAAwCWgyMupfn5+euSRR/Ttt9/K4XBIOjOFh8vlKvELAAAAnmV7st8uXbooNDTUg6UAAADALtuT\n/dq5Fw4AAADlo9RvbMjNzdXHH3+stLQ0ZWRkKDg4WC1bttTtt98uX19fT9QIAACAc5QqxC1btkxD\nhw7Vzp07C7Q1adJEr732mm666aYyKw4AAACFsx3idu3apbvuukvHjh1T69at1bNnT7Vv315r1qzR\n0qVL9dNPP+nuu+/Wxo0b1aRJE0/WDAAA8Kdn+8GGMWPG6OTJk/r666+1efNmvfTSS7rrrrs0ZcoU\nbd68Wd98841OnDih5557zpP1AgAAQKUIcRs2bNBtt92m7t27F9oeHR2tPn36aP369WVWHAAAAApn\nO8Tt27dPjRs3LrZPaGio9u3bd8FFAQAAoHi2Q1zz5s21Zs2aYvt8//33at68+QUXBQAAgOLZDnGR\nkZH67rvvNHr0aB08eDBfW1ZWlsaOHavVq1crMjKyrGsEAADAOWw/nRoXF6f//ve/eumll/Tyyy8r\nLCxM7du319q1a5WamiqXy6XQ0FCNHz/ek/UCAABApTgTV716da1YsUL333+/XC6X1q9fr9mzZ2v9\n+vVyuVy6//77tXLlSlWvXt2T9QIAAEClnOy3QYMGeueddzR9+nT9/PPPysjIUMOGDdW8eXPVqVPH\nUzUCAADgHKV+7ZYkBQYGKjAwsKxrAQAAgE22L6cCAADg0kGIAwAA8EKEOAAAAC9EiAMAAPBChDgA\nAAAvRIgDAADwQoQ4AAAAL1TqeeKysrK0detWZWRk6PTp04X2GTBgwAUXBgAAgKLZDnEul0tPPfWU\n5s6dq9zc3CL7WZZFiAMAAPAw2yFu8uTJmjVrlurUqaOoqCh16dJFfn5+BfpZllWmBQIAAKAg2yHu\n3//+typXrqytW7eqdu3anqwJAAAAJbD9YMPevXt19913E+AAAAAuAbZDXFhYmPbs2ePJWgAAAGCT\n7RB39913a9WqVdq2bZsn6wEAAIANtu+Je/LJJ7V9+3bdeeedGjhwoPr27asmTZp4sjYAAAAUwXaI\n8/H546RdTEyMYmJiCjyJaoyRZVlyOp1lVyEAAAAKsB3iunTpYqsfU4wAAAB4nu0Ql5SU5MEyAAAA\nUBq8OxUAAMALlfrdqXn27t2rffv2KTg4WMHBwWVZEwAAAEpQqjNxx48f15gxY1SzZk2FhoaqQ4cO\nCgkJUc2aNTVmzBgdP37cU3UCAADgLLZDnMPhUNeuXTVp0iQdO3ZMgYGB6t27twIDA3Xs2DFNmjRJ\nnTt3lsPh8GS9AAAAUClC3Isvvqj169erf//+SklJUWZmpj755BP98ssvSklJ0YABA5SamqrJkyd7\nsl4AAACoFCHuiy++ULt27bRgwQJdd9117uWWZem6667T/Pnz1a5dO33xxRceKRQAAAB/sB3itmzZ\nosjIyHyT/uYbyMdHXbt21ZYtW8qsOAAAABTOdoirXbu2fvnll2L7HDhwQHXq1LngogAAAFA82yHu\nmmuu0aeffqqNGzcW2r5582Z98sknuuaaa0ocKycnR8OGDVN4eLj8/f3VoUMHxcbGKjc313bhzz77\nrKKjo9WwYUNVq1ZNLVq00NChQ7Vo0SIdPnzY9jgAAADeyHaIGzt2rHJzc9WxY0f16tVL8fHxWrdu\nneLj43XbbbcpIiJCubm5eu6554odJz09XREREYqPj1dAQICGDBkip9OpyZMnKzo6Wjk5ObbqmTFj\nhk6cOKFbbrlFw4cPV7t27fTZZ5+pX79+uvbaa7V37167mwYAAOB1bE/2GxYWpjfffFPDhw/X0qVL\ntXTp0nzt/v7+io+PV3h4eLHjxMbGKi0tTRMnTlRsbKx7+UMPPaT58+dr2rRpmjBhQon1/Pbbb6pU\nqVKB5ffcc48WL16sadOmafr06Ta3DgAAwLuUarLfAQMGaPv27ZoyZYqGDBmiW265RUOGDNHLL7+s\nHTt2aODAgcWuv3//fi1atEhBQUGKiYnJ1zZlyhRVrFhRc+bM0cmTJ0uspbAAJ0mPPfaYJGnfvn02\ntwoAAMD7lPq1W3Xq1NH//d//ndeHJSYmyuFwqHfv3rIsK19bQECAOnXqpKSkJKWmpioiIuK8PmP+\n/PmSpL/+9a/ntT4AAIA3OO93p56PjIwMSVJoaGih7SEhIZJKdxbtlVde0bFjx/S///1P3333nQ4f\nPqznn39ed9xxxwXXCwAAcKkqMsQtX75clmXphhtuUNWqVbVixQrbg3bp0qXQ5XnhrKhpSAIDAyX9\nEfbsmDp1qg4cOOD++c4779SgQYPk6+tbaP+4uDj395GRkYqMjLT9WQAAAJ6SlJSkpKQk2/2LDHHd\nunWTZVnaunWrmjdvbjvsWJYlp9Npu4ALlTd33YYNG7R06VLNmzdPzZo103vvvac+ffoU6H92iAMA\nALhUnHtyafz48cX2LzLEjR07VpZlqXbt2u6f7Tj3XrezNWjQQJKUlZVVaPuhQ4ckScHBwbY+62zh\n4eEKDw9X27Ztdccdd2jWrFmFhjgAAIDLQZEh7twzVmVxBqthw4aSpF27dhXanp6eLun8QlyePn36\nqGHDhlq+fLmOHj2qmjVrnvdYAAAAlyrbU4zs2bNHv/76a7F9jh49qj179hTZ3q1bN/n6+urzzz+X\ny+XK15adna2VK1cqMDBQYWFhdssqYMeOHdq3b5+qVKmiGjVqnPc4AAAAlzLbIS40NFT//Oc/i+0z\nc+ZMNW7cuMj2evXqqW/fvjp48KAmTZqUr23UqFFyOp0aOnSoKleuLElyOBzatm2bdu7cma9vWlqa\nMjMzC4z/+++/a/z48XK5XOrevXuxl3YBAAC8WZlOMeJyuWSMKbbPCy+8oPXr12vs2LFKTExU27Zt\nlZycrJSUFHXs2FEjR450983IyFCrVq0UEhKS7xLs0qVL9cwzz6hr165q0qSJatSooTVr1iglJUUO\nh0PNmjXTvHnzynLTAAAALimlemNDSTZv3lzk9CF5GjVqpOTkZD3++OM6cuSIFixYoAoVKigmJkYJ\nCQny9/cvsM65Z9RuuukmDR06VNnZ2frvf/+r+Ph47d+/Xx07dtTs2bO1efNmXXHFFWW5aQAAAJeU\nYs/ELVy4UJZluc+ubdy4UW+//XaBfidPntS6dev05Zdf6vrrry/xQ/39/TVr1qwS+4WGhha4d06S\nWrdubWt9AACAy1WxIe7BBx/M9/OSJUu0ZMmSIvsHBATYenk9AAAALkyxIS7vPaSSNHjwYN1+++26\n/fbbC/Tz9fVV/fr1df311/NEKAAAQDkoNsQNGjTI/f1bb72lO+64QwMHDvR0TQAAACiB7adTS/Mu\nLwAAAHiW7adT169frwkTJhQ6P5skZWZmasKECdq4cWOZFQcAAIDC2Q5xU6dO1ZtvvqmgoKBC24OC\ngjRv3jxNnTq1zIoDAABA4WyHuOTkZEVGRsrHp/BVfHx81K1bN3333XdlVhwAAAAKZzvEHThwQA0a\nNCi2T926dfXLL79ccFEAAAAonu0QV79+fe3evbvYPunp6bryyisvtCYAAACUwHaIa9Wqlb755hsd\nOHCg0PbMzEx9/fXXat26dZkVBwAAgMLZDnHDhw/X4cOHdcstt+i1115zh7nMzEzNnj1bt9xyi44c\nOaJhw4Z5rFgAAACcYXueuOjoaD3xxBN69dVX9fjjj+vJJ59Us2bNtH37djmdTknS448/rltuucVj\nxQIAAOAM22fiJGnmzJlasmSJrrvuOlWqVEnbtm1TpUqVdP3112vJkiW8lB4AAKCc2D4Tl6dPnz7q\n06ePjDE6dOiQAgMDZVmWJ2oDAABAEUod4vJYllXkxL8AAADwrFJdTgUAAMCloVRn4pxOp+bMmaPE\nxETt2LFDR48ezddujJFlWdq5c2eZFgkAAID8bIe4U6dOKSIiQhs3blTVqlV14sQJ+fv76+jRozLG\nSJIaNGigihXP+wotAAAAbLJ9OXXy5MnauHGjRo0a5X5zw4gRI7R3715NnTpVLVq0UKdOnTgLBwAA\nUA5snzb77LPPVK9ePb344ovuZZZlqX79+nrqqafUpUsX3XDDDbrmmms0evRojxQLoBg+Ph59UryG\nv7+O5uR4bHwAQOnYDnE7duxQnz593D/7+vrqt99+c/983XXXKTw8XF9//TUhDrgYXC4pLs5jw//m\nwbEBAKVn+3JqhQoV8r3cvm7dujp06FC+Ptdff702bdpUdtUBAACgULZDXHBwsPbu3ev+uUmTJkpM\nTNSJEyfcy7755hvdeOONZVshAAAACrAd4iIjI5WUlOR+EnXIkCHau3evmjZtqgkTJujGG2/Url27\n1K9fP48VCwAAgDNs3xM3YMAAnTp1Snv37lWjRo3Ur18/JSYmasGCBYqLi5Ofn58GDx6su+++25P1\nAgAAQKUIcdddd52uu+66P1asWFHz5s3TqFGjtG3bNnXr1k01a9b0SJEAAADIz3aIW7FihWrWrKl2\n7drlW96iRQu1aNGizAsDAABA0WzfExcVFaXXX3/dk7UAAADAJtsh7uqrr9bx48c9WQsAAABssh3i\n/vKXv+iDDz7QkSNHPFkPAAAAbLAd4iZMmKB69epp9OjRvB8VAADgIrP9YENMTIxCQkL0+uuv6403\n3lCzZs3Uvn17VahQoUDf+fPnl2mRAAAAyM92iFu4cKH7e2OMfv75Z/3888+F9iXEAQAAeJbtEMcl\nVAAAgEtHsSFu4cKFCgsL0zXXXKPQ0NByKgkAAAAlKfbBhgcffFBLlizJt2zhwoWKioryaFEAAAAo\nnu2nU/Ps2rVLSUlJHigFAAAAdpU6xAEAAODiI8QBAAB4IUIcAACAFyp1iLMsyxN1AAAAoBRKnCdu\n/PjxGj9+vPtnY4wkFfqmhjxOp7MMSgMAAEBRSgxxeaHN7nIAAAB4XrEhzuVylVcdAAAAKAUebAAA\nAPBChDgAAAAvRIgDAADwQhctxOXk5GjYsGEKDw+Xv7+/OnTooNjYWOXm5tpa//Dhw3rzzTd15513\nqmnTpvLz81NwcLCio6O1ePFiD1cPAABwcV2UEJeenq6IiAjFx8crICBAQ4YMkdPp1OTJkxUdHa2c\nnJwSx1i0aJEeeeQRrVmzRm3atNFjjz2mxo0bKykpSffcc48eeuihctgSAACAi6PEKUY8ITY2Vmlp\naZo4caJiY2Pdyx966CHNnz9f06ZN04QJE4odo3nz5nrvvfd0zz335JuzbufOnWrTpo3mz5+vu+++\nW7feeqvHtgMAAOBiKfczcfv379eiRYsUFBSkmJiYfG1TpkxRxYoVNWfOHJ08ebLYcaKionTvvfcW\nmHS4SZMm6t+/vyRp1apVZVs8AADAJaLcQ1xiYqIcDod69+5d4BVeAQEB6tSpk7KyspSamnrenxEU\nFCRJqlSp0gXVCgAAcKkq9xCXkZEhSQoNDS20PSQkRJK0b9++8xr/1KlT+vDDD2VZlqKios5rDAAA\ngEtdud8TlxfO6tSpU2h7YGCgpD/CXmk9+eSTSktL0wMPPKDOnTsXaI+Li3N/HxkZqcjIyPP6HAAA\ngLKUlJSkpKQk2/0vyoMNnjJjxgy98cYbatWqlV599dVC+5wd4gAAAC4V555cGj9+fLH9y/1yaoMG\nDSRJWVlZhbYfOnRIkhQcHFyqcWfOnKmRI0eqdevWSkxMlL+//4UVCgAAcAkr9xDXsGFDSdKuXbsK\nbU9PT5dUuhA3Y8YMjRgxQm3btlViYqL7kiwAAMDlqtxDXLdu3eTr66vPP/9cLpcrX1t2drZWrlyp\nwMBAhYWF2Rrv5Zdf1siRIxUWFqbExMQi77UDAAC4nJR7iKtXr5769u2rgwcPatKkSfnaRo0aJafT\nqaFDh6py5cqSJIfDoW3btmnnzp0FxnrhhRf07LPP6vrrr1dCQoICAgLKZRsAAAAutovyYMMLL7yg\n9evXa+zYsUpMTFTbtm2VnJyslJQUdezYUSNHjnT3zcjIUKtWrRQSEpLvEuzChQv13HPPqUKFCurU\nqZOmT59e4HMaN26sgQMHlss2AQAAlKeLEuIaNWqk5ORkjRkzRqtXr9aCBQvUunVrxcTEaNy4cfL1\n9S2wzrkTA+/evVuS5HK5NGPGjEI/JzIykhAHAAAuSxdtihF/f3/NmjWrxH6hoaEF7p2TpHHjxmnc\nuHGeKA0AAOCSV+73xAEAAODCEeIAAAC8ECEOAADACxHiAAAAvBAhDgAAwAsR4gAAALwQIQ4AAMAL\nEeIAAAC8ECEOAADACxHiAAAAvBAhDrYFXFFLlmV57CvgiloXexMBAPAaF+3dqfA+R3J+1c4vJ3ts\n/CY9RntsbAAALjeciQMAAPBChDgAAAAvRIgDAADwQoQ4AAAAL0SIAwAA8EKEOAAAAC9EiAMAAPBC\nhDgAAAAvRIgDAADwQoQ4AAAAL0SIAwAA8EKEOAAAAC9EiAMAAPBChDgAAAAvRIgDAADwQoQ4AAAA\nL0SIAwAA8EKEOAAAAC9EiAMAAPBChDgAAAAvRIgDAADwQoQ4AAAAL0SIAwAA8EKEOAAAAC9EiAMA\nAPBChDgAAAAvRIgDAADwQoQ4AAAAL0SIAwAA8EKEOAAAAC9EiAMAAPBChDgAAAAvRIgDAADwQoQ4\nAAAAL0SIAwAA8EIXJcTl5ORo2LBhCg8Pl7+/vzp06KDY2Fjl5ubaHuPDDz/UsGHD1LlzZ9WsWVM+\nPj7q37+/B6sGAAC4dJR7iEtPT1dERITi4+MVEBCgIUOGyOl0avLkyYqOjlZOTo6tcZ5//nnFx8fr\nhx9+UHBwsCTJsixPlg4AAHDJKPcQFxsbq7S0NE2cOFHLli3TtGnTtHbtWg0ePFirV6/WtGnTbI0z\nY8YMbd++Xb/++qtee+01D1cNAABwaSnXELd//34tWrRIQUFBiomJydc2ZcoUVaxYUXPmzNHJkydL\nHCsyMlJXXXWVJMkY45F6AQAALlXlGuISExPlcDjUu3fvApc+AwIC1KlTJ2VlZSk1NbU8ywIAAPA6\n5RriMjIyJEmhoaGFtoeEhEiS9u3bV14lAQAAeKWK5flheeGsTp06hbYHBgZK+iPseUJcXJz7+8jI\nSEVGRnrsswAAAOxKSkpSUlKS7f7lGuIuBWeHOAAAgEvFuSeXxo8fX2z/cr2c2qBBA0lSVlZWoe2H\nDh2SJPeUIQAAAChcuYa4hg0bSpJ27dpVaHt6erokQhwAAEBJyjXEdevWTb6+vvr888/lcrnytWVn\nZ2vlypUKDAxUWFhYeZYFAADgdco1xNWrV099+/bVwYMHNWnSpHxto0aNktPp1NChQ1W5cmVJksPh\n0LZt27Rz587yLBMAAOCSV+4PNrzwwgtav369xo4dq8TERLVt21bJyclKSUlRx44dNXLkSHffjIwM\ntWrVSiEhIQUuwS5ZskRLliyRJGVmZkqSvvvuOw0aNEjSmSddX3755fLZKAAAgHJW7iGuUaNGSk5O\n1pgxY7R69WotWLBArVu3VkxMjMaNGydfX98C6xT2TtRNmzbp7bffdrdZlqVdu3a5z9qFhoYS4gAA\nwGXrokwx4u/vr1mzZpXYLzQ0tMC9c3nGjRuncePGlXVpAAAAXqFc74kDAABA2SDEAQAAeCFCHAAA\ngBcixAEAAHghQhwAAIAXIsQBAAB4IUIcAACAFyLEAQAAeCFCHAAAgBcixAEAAHghQhwAAIAXIsQB\nAAB4IUIcAACAFyLEAQAAeCFCHAAAgBcixAEAAHghQhwAAIAXqnixCwDcfHxkWZbHhq/h76+jOTke\nGx8AgPJEiMOlw+WS4uI8NvxvHhwbAIDyxuVUAAAAL0SIAwAA8EKEOAAAAC9EiAMAAPBChDgAAAAv\nRIgDAADwQoQ4AAAAL0SIAwAA8EKEOAAAAC9EiAMAAPBChDgAAAAvRIgDAADwQoQ4AAAAL0SIAwAA\n8EKEOAAAAC9EiAMAAPBChDgAAAAvRIgDAADwQoQ4AAAAL0SIAwAA8EKEOAAAAC9EiAMAAPBChDgA\nAAAvRIgDAADwQoQ4AAAAL0SIAwAA8EKEOAAAAC9EiAMAAPBCFyXE5eTkaNiwYQoPD5e/v786dOig\n2NhY5ebmXpRxAAAAvE25h7j09HRFREQoPj5eAQEBGjJkiJxOpyZPnqzo6Gjl5OSU6zgAAADeqNxD\nXGxsrNLS0jRx4kQtW7ZM06ZN09q1azV48GCtXr1a06ZNK9dxAAAAvFG5hrj9+/dr0aJFCgoKUkxM\nTL62KVOmqGLFipozZ45OnjxZLuMAAAB4q3INcYmJiXI4HOrdu7csy8rXFhAQoE6dOikrK0upqanl\nMg4AAIC3KtcQl5GRIUkKDQ0ttD0kJESStG/fvnIZBwAAwGuZcjRs2DBjWZZ57bXXCm1/5plnjGVZ\nZvr06R4ZRxJffPHFF1988cWX13wVp6L+RM7kOAAAAO9XrpdTGzRoIEnKysoqtP3QoUOSpODg4HIZ\nBwAAwFuVa4hr2LChJGnXrl2Ftqenp0sqOXyV1TgAAADeyjLleI3xl19+UWhoqK644grt379fPj5/\nZMjs7GzVrVtXAQEB2rNnjypXruzxcQAAALxVuZ6Jq1evnvr27auDBw9q0qRJ+dpGjRolp9OpoUOH\nuoOXw+HQtm3btHPnzgsaB+B+yKLt2LFDhw8fdv/Mviod9t+FYf+dP/YdyvVMnCTt2bNHPXr00LZt\n29StWze1bdtWycnJSklJUceOHfXZZ5/J399fkrR79241adJEISEhBS6dlmacS50xRsYY+fj4yBhT\nYO47nJ+z9yvOyDu+9u/frzfffFPvv/++fv31V1WrVk3h4eH6xz/+oWuvvfZil3nJYv9dGPbf+WPf\noTDlHuIk6ddff9WYMWO0evVq/e9//1Pr1q0VFRWlcePGydfX190vL8SFhoYWOBtXmnG8xW+//aYa\nNWpc7DIuO1lZWXrttdfUuXNnRUZGyuFwqGLFP9WD2fkcOHBA9957r1asWKGoqChZlqVKlSrpyy+/\nVEBAgD755BNFRERc7DIvWey/C8P+O3/sOxRQ7AQkKBdJSUkmOjra1K5d23z11Vfu5S6X6yJW5f1+\n/PFH89RTTxk/Pz9jWZbp3r27McYYh8NxkSu7eFwul7njjjuMZVlmyJAh5pdffnG3jR492liWZTp3\n7mzWrVt3Eau8dLH/Lgz77/z92ffdjz/+aPbu3WuM4f+NZyPElYOiDjin02mM+eMX0LIsExYWZhIT\nE/O1o3ScTqdZvny5CQsLM5ZlmauvvtrUqlXLVKxY0eTk5BhjLv9/BFasWOH+B+9saWlppk6dOiY8\nPNxkZWUZY4w5ffq0McaYzMxMc+utt5pKlSqZZ599tlzr9RbsP3s4/sren3nfff311+4J/M/9/+Ll\n/m95SbhZyEOMMXK5XJJU5D1ueffA5V1CffTRR7Vp0yY9/PDDyszM5F6u8+Tj46OtW7fq999/16RJ\nk7Rlyxbdd999cjqdWrRokSTJ6XRe5Co9Y926dbrmmmvUtWtXvfbaa+7lecdiVlaWsrOz9dtvv6l2\n7druS8tOp1NXXnmlnE6nTp8+ra+//lopKSkXazMuip9//lnPP/+87r//fsXExOiTTz5RTk6OJCk3\nN1cS+68kHH/nh2OveC1btlSLFi20atUq9/ywubm5cjqd3EN+sVPk5ebcS3XZ2dlm0aJFZtasWWbV\nqlUmOzu7wDpDhgwxlmWZrVu3mri4OGNZlrnrrrvMjz/+WOiYKFreX2V79+41O3fudC//4osvjGVZ\n5i9/+Ysx5vI7y5m3PbNnzzaWZZmqVauasLAwc/z48Xz9Dh06ZPz9/U3NmjXN9u3b861rjDH33Xef\nsSzL+Pn5mSlTppTfBlxEv/76qxkzZozx8/MzNWvWNP7+/u4z47fddps5deqUuy/7r3Acf+eHY8+e\n3NxcM3LkSHPFFVeYpKSkfG2HDh0yb731lvsqy58NIc4DnE6nWbhwoenYsaOpWLGi+5cy756FLVu2\nGGOM+xf0qaeeMpZlmeXLl5usrCz3z7169brswsbF4nA4TPPmzY1lWe5wd7nt29OnT5tBgwaZG2+8\n0dx0003uY+psv//+u7n//vuNZVmmf//+7j8qsrKyTGxsrKlataq56667jGVZ5vHHH8/3P5HLTd4f\nR6+++qqpWrWqadKkifnggw/M9u3bTXZ2tunatauxLMsMHDjQfWnw6NGj7L8icPzZ92c69i70cqfT\n6TS5ubkmKSnJVKxY0bz22mvm+PHj5t133zUdO3Y0lmWZBg0aFDjW/iwIcWXo5MmTZsiQIaZChQru\nsz7PPPOMef75582ECRPMDTfcYCzLMn/961/dv2AnT540f//7303lypXNtm3bjDHGnDhxwv1LHBMT\nYzIzM40xnJE7X3n77R//+IexLMuMHz/eGPPH/SSXg7xtrFOnjpk7d66ZM2eOsSzLDBs2zBhz5h/S\nvH9M169f7/6jon379qZr166mZ8+eplq1aubRRx81CQkJJjQ01Nx6663ue28uV6dOnTJXXnml8ff3\nd5/dyJOcnOz+PZw6dap7OfuvII6/0rvcj73ffvvNpKSkmBMnTriX2Q10LpfLnD59Ot8f2r///rtp\n2bKlCQwMNL6+vsayLHPDDTeY2NhY89VXX5kjR46U+TZ4A0JcKZz9D5ExhZ/JiY6ONpbgeel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7LByfHXX38VjJBJpVIcO3YMffv2hYODAwYPHowDBw4IRupk6/zhwwesWbMGTk5OYIzBxMQEzZo1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\nNcYYJSUlkZ6e3hflMXLkSDp27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}
],
"prompt_number": 70
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Note a few Important Points:\n",
"\n",
"+ Retention is lower, and **should be lower**, for Fall 2011$\\longrightarrow$ Fall 2012 in the lowest GPA ranges (below 1.5). It should be lower because our own academic standing requirements put students on probabation if they fall below 1.66.\n",
"+ Retention is lower, and *probably should be lower*, in the 1.5-1.99 GPA range because the cutoff for maintaining good academic standing is in that range (1.66 academic, 1.7 financial aid).\n",
"+ The retention rate is roughly the same for a GPA larger than 2.0, both in the sense that it doesn't change year-to-year and that it is roughly the same across the GPA ranges. No, not exactly the same, I'll grant that, but *roughly* the same."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Number leaving by GPA range\n",
"\n",
"I don't think the retention rate tells the whole story. Remember that there are many more students with GPA above 2.0 than students with GPA below 2.0...so even with a higher retention rate among those students we are likely losing more students in the higher GPA range than the lower."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"width=0.3\n",
"first_year = entry_years.min()\n",
"foo=year_data[first_year]\n",
"colors = ['burlywood', 'teal']\n",
"ind = arange(len(year_data[first_year]))\n",
"for idx, year in enumerate(entry_years):\n",
" this_year = year_data[year]\n",
" year_total = this_year.total.sum()\n",
" bar(ind + idx*width, this_year.non_returned, width, \n",
" label='Entered %i' % year,\n",
" color = colors[idx])\n",
" \n",
"xticks(ind, foo.cumul_gpa, rotation=20)\n",
"\n",
"legend()\n",
"xlabel('Cumulative GPA at end of last semester attended')\n",
"ylabel('Number of students')\n",
"title('Students who left, first fall to second')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 74,
"text": [
"<matplotlib.text.Text at 0x90364d0>"
]
},
{
"output_type": "display_data",
"png": 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eOc/zv/ejR48WkiSJ1q1bF3q/Cprqy1C6Mcfk5MmTYt68eeLNN98UderUEdbW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\nREREviD+Hw/OCbGXvw/LAAAAAElFTkSuQmCC\n"
}
],
"prompt_number": 74
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Well, color me stupid...guess I was wrong about that, particularly in 2010. Let's try parsing this a different way. \n",
"\n",
"Students with GPA below 1.5 should, under most circumstances, *not* come back the following fall. Students with a GPA above 2.0 should almost certainly come back. Students in the range 1.5-1.99 are on the edge. Let's group them that way, including \"Blank GPA\" in the \"shouldn't come back\" group."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"should_not_come_back = [\"Blank GPA\", \"Less than 1\", \"1.0 - 1.49\"]\n",
"should_maybe_come_back = [\"1.5 - 1.99\"]\n",
"# any other GPA range should come back!\n",
"\n",
"width=0.3\n",
"for idx, year in enumerate(entry_years):\n",
" this_year = year_data[year]\n",
" n_left_low = 0\n",
" n_left_edge = 0\n",
" n_left_high = 0\n",
" for row in arange(len(this_year)):\n",
" n_did_not_return = this_year.non_returned[row]\n",
" if this_year.cumul_gpa[row] in should_not_come_back:\n",
" n_left_low += n_did_not_return\n",
" elif this_year.cumul_gpa[row] in should_maybe_come_back:\n",
" n_left_edge += n_did_not_return\n",
" else:\n",
" n_left_high += n_did_not_return\n",
" ind = arange(3)\n",
" bar(ind + idx*width, [n_left_low, n_left_edge, n_left_high], width, \n",
" label='Entered %i' % year, color=colors[idx])\n",
"\n",
"xticks(ind+width, [\"GPA < 1.5\", \"GPA 1.5-1.99\", \"GPA > 2\"], rotation=0)\n",
"ylabel(\"Number of students that left\")\n",
"\n",
"legend()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 72,
"text": [
"<matplotlib.legend.Legend at 0x861cef0>"
]
},
{
"output_type": "display_data",
"png": 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j3AEAUITc3d0lyeEkDUn29+c2bNigW7duOb2GrIkQP/74o1JSUvJ1bq1atSRJ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\nAABJRU5ErkJggg==\n"
}
],
"prompt_number": 72
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### This makes more sense...\n",
"\n",
"About half the students who leave by the end of the first year could have stayed, from an academic point of view, half ought to have left barring exceptional circumstances.\n",
"\n",
"I supect, though I don't know for sure, that many of those who leave in the higher-GPA category do so at the end of the first semester, based on retention rates from fall first year to spring first year. There, only about 10-20% leave with a very low GPA.\n",
"\n",
"**Note** that the difference in the low GPA group between 2010 and 2011 is **not necessarily** because more of those students were converted to successes...we seem to have admitted fewer students that year, and the ones we did admit were more successful."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### So why wasn't fall to fall retention better for the class that entered in 2011 than in 2010?\n",
"\n",
"After all, more of them were in the higher GPA category, and that category has a high rate of retention.\n",
"\n",
"So how about a basic sanity check...what were the overall retention rates?"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"\n",
"print \"Overall 1st year retention rates (as percentage), by entry year:\"\n",
"for year in entry_years:\n",
" this_year = year_data[year]\n",
" stayed = this_year.returned.sum()\n",
" total = this_year.total.sum()\n",
" retention_rate = stayed/total\n",
" print \"Entry year %i: %f\" % (year, 100*retention_rate)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Overall 1st year retention rates (as percentage), by entry year:\n",
"Entry year 2010: 67.739274\n",
"Entry year 2011: 68.003731\n"
]
}
],
"prompt_number": 73
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### [Facepalm](http://en.wikipedia.org/wiki/Facepalm)\n",
"\n",
"\n",
"Right, the retention rate was **much lower** for the lower GPA range in 2011 than in 2010, likely because of stricter enforcement of existing policies on academic standing, so the net effect is a wash. \n",
"\n",
"A greater portion of the entry class of 2011 was indeed in the higher-performing group, which is retained at a reasonably high rate, which would push the retention rate up, but the portion in the lower GPA range was retained at a *much lower* rate than in years past, which pushes the retention rate down.\n",
"\n",
"As it happened, the effects just about cancelled out, so the retention rate didn't change much."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Bottom line:\n",
"\n",
"+ We lose as many academically adequate students each year as students who leave because of poor performance.\n",
"+ The profile of the class that entered in 2010 was different than that of 2011 in terms of academic success/GPA. \n",
"+ Retention rate did not improve because standards for satisfactory academic progrees were enforced. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<hr>\n",
"Technically, I suppose the line directly above this is really the bottom line.\n",
"\n",
"##### REMAINDER OF THIS PAGE IS FOR OFFICE USE ONLY.\n",
"\n",
"Double click this cell to toggle display of input cells\n",
"<script type=\"text/javascript\">\n",
" /* set to .hide() to hide all input cells */\n",
" /* set to .show() to show all input cells */\n",
" $('div.input').hide();\n",
"</script>"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 73
}
],
"metadata": {}
}
]
}
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