{ "metadata": { "name": "" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "%pylab inline\n" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "WARNING: pylab import has clobbered these variables: ['f']\n", "`%pylab --no-import-all` prevents importing * from pylab and numpy\n" ] } ], "prompt_number": 307 }, { "cell_type": "code", "collapsed": false, "input": [ "import numpy" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 308 }, { "cell_type": "code", "collapsed": false, "input": [ "import matplotlib.collections as collections\n", "font = {'family' : 'normal',\n", " 'size' : 16}\n", "\n", "matplotlib.rc('font', **font)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 309 }, { "cell_type": "code", "collapsed": false, "input": [ "def triptych(data):\n", " # Two subplots, the axes array is 1-d\n", " f, axarr = plt.subplots(3, sharex=True)\n", " plot1, plot2, plot3 = axarr\n", " plot1.plot(data[:,0], data[:,1], 'b-')\n", " plot1.set_ylabel('CPU load (%)')\n", " \n", " #axarr[0].set_title('Sharing X axis')\n", " plot2.plot(data[:,0], data[:,2] / 1e6, 'r-')\n", " plot2.set_ylabel('RAM (GB)')\n", " plot3.plot(data[:,0], data[:,3] / 1000, 'g-')\n", " plot3.set_ylabel('Disk (kTPS)')\n", " \n", " plot3.set_xlabel('Time (seconds)')\n", " \n", " f.set_size_inches(10, 8)\n", " \n", " return f, axarr\n" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 310 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Acceptance testing" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import numpy\n", "shortdata = numpy.loadtxt('short-m1.xlarge/log.out')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 311 }, { "cell_type": "code", "collapsed": false, "input": [ "f, axarr = triptych(shortdata)\n", " \n", "savefig('/tmp/shortdata-1.pdf')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAocAAAH1CAYAAACEFlS1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 312 }, { "cell_type": "code", "collapsed": false, "input": [ "f, axarr = triptych(shortdata)\n", " \n", "plot1 = axarr[0]\n", "plot1.set_ylim((0, 130))\n", "plot1.annotate(\"QC\", (300, 70))\n", "plot1.annotate(\"diginorm\", (700, 70))\n", "plot1.annotate(\"assembly\", (1400, 110))\n", "plot1.annotate(\"annot\", (1900, 80))\n", "plot1.annotate(\"diff expr\", (2300, 110))\n", " \n", "savefig('/tmp/shortdata-2.pdf')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAocAAAHvCAYAAAAmW3VIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n", "text": [ "" ] } ], "prompt_number": 313 }, { "cell_type": "code", "collapsed": false, "input": [ "f, axarr = triptych(shortdata)\n", "\n", "for p in axarr:\n", " collection = collections.BrokenBarHCollection.span_where(\n", " shortdata[:,0], ymin=0, ymax=1e11, where=(shortdata[:,0]>=521) & (shortdata[:,0]<1418), facecolor='green', alpha=0.3)\n", " p.add_collection(collection)\n", "\n", " collection = collections.BrokenBarHCollection.span_where(\n", " shortdata[:,0], ymin=0, ymax=1e11, where=(shortdata[:,0]>=1418) & (shortdata[:,0]<1750), facecolor='red', alpha=0.3)\n", " p.add_collection(collection)\n", " \n", "plot1 = axarr[0]\n", "plot1.set_ylim((0, 130))\n", "plot1.annotate(\"diginorm\", (700, 70))\n", "plot1.annotate(\"assembly\", (1400, 110))\n", " \n", "savefig('/tmp/shortdata-3.pdf')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAocAAAHvCAYAAAAmW3VIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ "" ] } ], "prompt_number": 314 }, { "cell_type": "raw", "metadata": {}, "source": [ "1-quality 521.0\n", "2-diginorm 1418.0\n", "3-big-assembly 1750.0\n", "5-building-transcript-families 1753.0\n", "6-annotating-transcript-families 2130.0\n", "7-expression-analysis 2784.0" ] }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Full process" ] }, { "cell_type": "raw", "metadata": {}, "source": [ "1-quality 47362.0\n", "2-diginorm 76741.0\n", "3-big-assembly 163662.0\n", "duration: 1 day, 21:27:42" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import numpy\n", "longdata = numpy.loadtxt('m1.xlarge-normal/log.out')\n", "\n", "f, axarr = triptych(longdata)\n", "\n", "plot1 = axarr[0]\n", "plot1.set_xticks([40000,80000,120000,160000])\n", "\n", "plot1.set_ylim((0, 130))\n", "plot1.annotate(\"QC\", (20000, 50))\n", "plot1.annotate(\"diginorm\", (49362, 70))\n", "plot1.annotate(\"assembly\", (82001, 100))\n", "\n", "plot2 = axarr[1]\n", "\n", "for p in axarr:\n", " collection = collections.BrokenBarHCollection.span_where(\n", " longdata[:,0], ymin=0, ymax=1e11, where=(longdata[:,0]>=47362) & (longdata[:,0]<76741), facecolor='green', alpha=0.3)\n", " p.add_collection(collection)\n", "\n", " collection = collections.BrokenBarHCollection.span_where(\n", " longdata[:,0], ymin=0, ymax=1e11, where=(longdata[:,0]>=76741), facecolor='red', alpha=0.3)\n", " p.add_collection(collection)\n", "\n", "\n", "savefig('/tmp/fig5.pdf')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAnIAAAHvCAYAAADQPjKVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nXgAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 318 }, { "cell_type": "raw", "metadata": {}, "source": [ "1-quality 47362.0\n", "2-diginorm 76741.0" ] }, { "cell_type": "raw", "metadata": {}, "source": [ "turtle_1_22.time 0.0\n", "dsk_1_22.time 56.0\n", "1_part1_22.hist 246.0\n", "bloom_1_1_22.hist 1666.0\n", "jelly_1_22.hist 2163.0\n", "duration: 2349.0" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import numpy\n", "kmerdata = numpy.loadtxt('kmer-counting/log.out')\n", "\n", "f, axarr = triptych(kmerdata)\n", "\n", "plot1 = axarr[0]\n", "plot1.set_ylim((0, 130))\n", "plot1.annotate(\"Turtle\", (0, 120))\n", "plot1.annotate(\"DSK\", (56, 110))\n", "plot1.annotate(\"Tallymer\", (246, 80))\n", "plot1.annotate(\"khmer\", (1666, 100))\n", "plot1.annotate(\"Jellyfish\", (2163, 110))\n", "\n", "for p in axarr:\n", " collection = collections.BrokenBarHCollection.span_where(\n", " kmerdata[:,0], ymin=0, ymax=1e11, where=(kmerdata[:,0]>=0) & (kmerdata[:,0]<56), facecolor='green', alpha=0.3)\n", " p.add_collection(collection)\n", "\n", " collection = collections.BrokenBarHCollection.span_where(\n", " kmerdata[:,0], ymin=0, ymax=1e11, where=(kmerdata[:,0]>=246) & (kmerdata[:,0]<1666), facecolor='red', alpha=0.3)\n", " p.add_collection(collection)\n", "\n", " collection = collections.BrokenBarHCollection.span_where(\n", " kmerdata[:,0], ymin=0, ymax=1e11, where=(kmerdata[:,0]>=2163), facecolor='blue', alpha=0.3)\n", " p.add_collection(collection)\n", " \n", "savefig('/tmp/fig2.pdf')\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAocAAAHvCAYAAAAmW3VIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsnXl8DPf/x5+zuS85iBBBxFFxX6WVflEtqq2jWu2XHnGU\nUhRVRb+l8e2v4kgvpSdVtFXlS+o+SlNKHa06EiEocYVIyH3v7u+PyUx2N7vJbmwi6vN8PPLI7Mxn\nPvPZ3dmZ17yvj6TX6/UIBAKBQCAQCASA5k4PQCAQCAQCgUBQfRDiUCAQCAQCgUCgIsShQCAQCAQC\ngUBFiEOBQCAQCAQCgco9KQ6Dg4PRaDTl/jVq1Mhux/zmm2+IiIhg9uzZpbbFxMSoxzS3XSAQCAQC\ngaCqkO7FbGVJku70EAQCgUAgEAispirlmmOVHamaseHUBnV5QOgAQBaN0SejjdplZWThccuD/r37\nV+g4eXl5uLq60qNHD/bs2YMkSWi1WqM2MTEx9OzZE4CIiAhmzZpVoWOdOHIEryNHCA4IqND+dwsR\nq1YRMWTInR6GoAKI7+7uprp9f7uvXqXLCy/g4eFxp4dS7YmIiCAiIuJOD0Nl165DXL0ajI9P7Ts9\nFItkZ6fj6nqMgQO73emhVLlR6550K1vDqkWrGBA6gOe7PE/s8Vh1fUREhOoC/vXXX9X1yrqHH36Y\nmJgYunfvTo0aNRg7diwajYY9e/YAsvI3dF2Xx8GDB+nfvz+NGjXCw8ODNm3aMGPGDLKzs+3/pgUC\ngUAgENzz3LOWQ6uRzCt2SZLMro+NjaVPnz4UFhZaVPrWPgEsWbKE0aNHG+0TGxtLbGws69ev58iR\nI7i7u1v7TgQCgUAgEAjKRVgOy8OCi9+S7z81NZVevXrx+++/k5aWxuzZs9HpdHTv3h1AdSsrf5ZI\nSkpi0qRJAISFhREbG8vNmzdZtGgRAAkJCfds8kqPVq3u9BAEFUR8d3c34vu7e+nRo8edHoLgLqLK\nxGFKSgoTJ06kS5cuuLi4qG7VxYsXG7Xbu3cvo0ePpk2bNtSqVYuaNWsydOhQvv/+e27dumW276VL\nl/Lwww/j5+dH48aNefbZZzl16lRVvK1SSJLE559/TpcuXfDy8qJBgwaA7YGk+/btIycnR11u2bIl\nvr6+jB8/Xm2juKrvNXq0bn2nhyCoIOK7u7sR39/dixCHAluoMrfy5cuX+eSTT0qtN3WxfvfddyxZ\nskTdptfr+eGHH/jhhx+oU6cOR48epXbtkgDWsWPH8sUXX6jt09LSOH/+PNu2bSM6OlpN9LgdDIVd\nbm5umW1DQ0MJCgq67WOeP3/e6LU5V7RpG4FAIBAIBILbpcosh76+vrz++uusXr2aMWPGWB6QRsNT\nTz3Fzz//TGpqKtu2baNp06YAXLt2jY8++khte/DgQVUYtmjRgn379hEVFYWrqytZWVlMnDixwuP1\n9PZUl/Pz89XlvXv3lrmfoXA1xNZMo5CQEHV53LhxRq5o5e/atWs29SkQCAQCgUBQHlUmDhs2bEhU\nVBSDBw+2KKAA5s6dy//+9z969uyJj48PvXv3NhJ58fHx6vKHH36oLi9cuJAHHniA119/nUGDBgEQ\nFxfHjh07KjTe9mHt1eU/Dv2BXq9n1apVHD58uEL9tW3bFpCtkLt37y7Xzdy1a1c12WTp0qWsWLGC\n5ORkkpKS2LVrF88//zyRkZEVGotAIBAIBAKBJapdQkqNGjVKrXNwcFCXFZEFJUJRkiSj9ebaWIOh\nYAsKCSIgSK4XuGXDFjQaDUOHDqWoqAi9Xo9er2fkyJGMHj2aCxculOorNzeXjRs3MmbMGBo0aMAX\nX3yh7vfII4/g4ODAww8/DMiCWNl29OhRAOrWrauuz83NJTw8nICAAAIDA+nVqxerVq2isLDQ6vcm\nEAgEAkF1Y9WqCAYM0DBggIZVq2xPsnzrrR7q/gonTsTcVp8AiYmxLF36OhMmvKTmSPz000988803\n6uvly5fb1Oft7FvVVPtSNunp6URFRQHg5OSkWgUBEhMT1WVvb2912VBgGrYxZNWiVUavzbl9I5ZE\nsHHFRnat20Vebp4aA6lw7tw5zp07x7fffqvWLwTQarX07t2bffv2GfVtuL+lUjgKubm5REdHq/t4\neHig1Wrx8/MjJCSEPn368OKLL1rcXyAQCASCu4mKFHo2vL/aq0+Ab755kyNHtpU6hrllW7Fm35iY\nGGJiYirUvz2o1uIwLS2NJ598knPnziFJEu+//z5t2rRRtxt+uIaizZrM4CHjh5hdNiSwYSDPT3we\nL8mL1d+tBmD27NnMnDmTc+fOsXHjRmbNmkV2djaSJLFkyRKGDx/Oli1bVGE4YMAA5s6dS3BwMJcu\nXeLAgQP8+OOPbNhQMkNLnTp11PcycOBA8vLyGDBgALt37wbgySefZP369Tg6VuuvSyAQCASCKqUy\nppRLT7+hCsO2bTuxb1+MUU3h8PDw2+rfmjH36NHDKMO8qkvXVTu3ssK1a9fo3r07+/fvR5IkoqKi\njMq4gBzHqJCenq4uZ2RkqMvBwcF2H5skSTRp0oTJkyfz3nvvqeunTJlCRkYGCQkJ6rq+ffty3333\n4eLiQpMmTXjhhReMhKEpubm5DBgwgJ9//hmAxx57jHXr1glhKBAIBIJ7hsuXT7Fgwb8ZM6YZgwd7\n8OqroXz22atkZKRUqL/33hvIgAEannrKidTUq+p6rVbLSy/VYcAADa++GsqqVRG89FLJFLTHjv2B\np6cnGo2GxMREi67hw4cPM2nSJLp06YK7uzv+/v488MADTJ8+3ex49Ho977//Pm3btqVevXpMnz6d\nv//+u0LvrTKoluLw77//JiwsjBMnTuDo6MiSJUuYPHlyqXahoaGA/CEfO3ZMXW+4rLSpLAYNGqRa\n/dLS0jh69KiR2h8/fjx9+/bl/fff548//ij3ieGtt95i586dAPTu3Zvo6GicnJwqbfwCgUAgEFQn\n/vxzG6+91obffvuRa9fOUViYx9WrCWzb9jnjxrXk5s0km/scMEDWEDqdlp07l6jrT5zYTXp6MpIk\n0bv3y4DlGdEMvZWGr/V6PeHh4SxcuJDDhw+Tn5/PzZs3OXToEF9//bXZ8cycOZOpU6cSGxtLUlIS\n8+fPp2/fvja/r8qiysShXq8nJSWFlJQUtbgzQFZWFqmpqaSkyE8DJ06cICwsjPPnz+Pm5sa6desY\nPny42T4NBePEiRM5cOAAH3zwAevWrQOgVatW9OrVqxLfFQQFBdG5c2f19cmTJ2nXrp2aFFNUVMT2\n7duZOnUqnTt3pl69eixbtsxif0qh7xYtWvDTTz/h7OxcqeMXCAQCgaC6UFiYzyefjESrLSIwsBnv\nv/8H33+fxptvrkGjcSAj4wZLlkyyud9WrbrTqFE7AHbsWIJOpwNgz54fAHBwcKJnz3CGDHmHr74q\nqSH88MOPqeXjlEktwNg1HBMTo0688eWXX5KVlcXVq1f5+eefGTdunNnxpKens2TJEq5fv64alM6e\nPWvkebyT2CQOL1y4wKZNm9i0aZPNBZgTExOpXbs2tWvXVhNMAKZPn46/v79a3ub999/n+vXrgOxi\n7d+/v2rC1Wg0NGrUSN23c+fOas3EkydP0rVrV9544w3y8/Px8vLi448/tmmMFcUwa1h5kti/fz8L\nFy40Gi/I7vKRI0dy9uzZMvuMj4/n22+/tf9gBQKBQCCoply4cIJbt2TL4NWrCbz+ekeGDPFm3rxn\n0OnkKWfj4io2O1j//rKoTE29zOHDmygsLODAgfUAdO7cnxo1agG2xzF26NABNzc3AL7++ms++OAD\n/vjjD1q2bMk777xjdp++ffsyYsQIatWqxcCBA9Xjbtu2rULvzd6UKw63bt1Kz5498fT0JCQkhP79\n+9O/f38aN26Mh4cHPXr0YMuWLVYf0NA8a/pX3nZzGT6ffvopS5YsoXv37vj6+hISEsIzzzzDoUOH\n1FIxlcmFCxc4cuSI+rply5YAuLm5MX78eM6cOcPhw4d55513qFevntpu5cqVZvtT5mDW6/WMHj26\n2qe7CwQCgUBgL5KTLxi9NqcB0tOTKSjIs7nvbt2G4OMjxxNu2/Y5f/21nezsNAOXcsXw9vZm7ty5\neHt7c+DAAWbOnEm/fv0IDAxk5MiRFsbSTV328PBQl9PS0io8DntiMcth48aNvPvuuxw7dox+/fox\ndepUmjVrRrNmzQBISEjgzJkzHD9+nKeeeoo2bdowa9Ys+vXrZ7a/4OBg1YxbFsuWLSvT7WqOESNG\nMGLECJv2sRf/+9//1GVfX1/atWtHRkaGWk5Ho9HQsWNHOnbsSOfOnXniiScAiI2NNdvf8OHDGTRo\nEBMnTlRrKTo5OTF06NDKfzMCgUAgENxBAgJKvG2dOj3BzJkb7da3o6MTffuOZdWqCP76awd5edkA\n1KrVgPbte99W3xMmTGDcuHGcOnWKEydOsHr1aqKjo1m2bBmTJ0+mVatWRu09PUtmYTOs5VxdsCgO\nhw0bxpgxY/jpp5+oW7duqe0dO3ZUl69evcqiRYsYPny4Gjv4T0Wv16PT6fj777+Jjo5WTcaSJPHB\nBx/g6enJkiVLiIqKYty4cTz00EM0adKEpKQkVqxYofajWBjNMWHCBIqKipgyZQo6nY7w8HAcHR15\n9tlnK/39CQQCgUBwp2jYsBW+vnW4desaf/yxmQ0bPubBBwfh7OzKlSsJ/Prrt2g0DrzyyqIK9d+3\n71jWro2ksDCfkyfl6XB79bo949LJkydZvXo1/fr1o1GjRgQFBZGUlER0dDQAv/76aylxWN2xKA4v\nXbpkVNenLAIDA5kzZw5vv/223QZWXZk9e3apekNubm5Mnz5drX0kSRIJCQkW53auU6cOEyZMKPM4\nkydPpqioiGnTpqHVannhhRdwdHQ0KgIuEAgE9zLzli9n59ixgBziY5gwYIgyQUH37t355Zdfqmx8\ngvIpKiqJ2ddoHHBycmHChKW8994AtNoili6dzNKlxtVKHnlkWKl+rI0T9Pb2p1u3oezatUw95qOP\n3p44vHnzJu+++y7vvvtuqW2urq5VEuJmbyzGHForDG93n7sB03hINzc3atWqRbt27Rg9ejTx8fHM\nnDlTbf/YY48xd+5c+vTpQ0hICF5eXnh6ehIaGsrYsWM5ePAg/v7+Zvs3ZOrUqWodRa1Wy9ChQ9m4\n0X4mdoFAIPgnYO1MFRWd0UJQeZw4USLWa9cOBqBjx74sXHiCbt2GEhTUHGdnN7y9a9O06f08/fR0\nBg6cou5j7v5Z3qwpSmIKQPv2fahZs57ZdpbK2pj23bhxY8aOHUu7du3w8/PD2dmZwMBAnnjiCbZv\n306LFi3KHFd5470TSPoKlBe/cuUKP/74Izqdjueee46goKDKGFulIUkSG05ZLkRtSFZGFh63POjf\nu38lj+r2OXHkCF5HjhAcEFB+Y4FAILjL6RMZyc4DB5AkifPnz5drOezRo4c681R1Jzc3V82A/Scy\nb94nbNnyO7/99iN6vQ5J0rBoURxBQfdV+rH371/HvHnPIEkSERHbaNfOfMm77Ox0XF2PMXBgN7Pb\nqxLT6XsrG5vrHG7YsIEmTZqwadMmvvvuOxo1asTatWsrY2wCgUAgENjEH3/8gY+PDxqNhnr16nHy\n5El1m16v548//uDRRx+lZs2aDBo0qFTpkIiICLV02rJly5gxYwaNGjUiJCSEN998E71ez2+//cYj\njzyCv78/r7zyitHECwoHDx6kf//+NGrUCA8PD9q0acOMGTPIzs42ahccHKyWaTtx4gR9+vTBz8+P\nV199tXI+oGrChx9GsnfvD8XCUOKJJ8ZXujDctGkRI0Y0YN68ZwB46KHnLArDex2LMYc6nU592jJk\n0aJF/PTTT/TuLWf2REREsHjxYp555pnKG6VAIBAIBOVw9OhRevfuTUZGBkFBQezevZsmTZqo2+Pi\n4ujWrRt5eXIZlOjoaKKjo9m3bx8PPvhgqf7efvttkpJKZuOIiooiLi6OX375Re3jq6++4rvvviM1\nNRUXFxcAlixZwujRo4ESV2FsbCyxsbGsX7+eI0eOlArDSklJ4aGHHiIzM9Ns2bZ/GhqNBh+fAAID\nm9G37xi6dRtS6cfMzEwlNfUytWrVp2PHvrzwwv9V+jHvVixaDjt06MCBAwdKrb9+/Tr169dXXwcF\nBalFqwUCgUAguBOcOHGCXr16kZaWRqNGjdizZ4+RMARZgP373/8mMTGRRYtKsl0txXLrdDo2b97M\njh071HVbt27l0Ucf5cyZM7zwwguA7AJWEl2SkpKYNEmOaQsLCyM2NpabN2+qx0tISCiV1AiQnZ1N\nq1at2L59O1lZWbz11lu38WlUf1auXMfHHx8jMvLXKhGGAEOGvMNPP+lYujSRV1/9XC16LSiNRXE4\ndOhQ+vTpw6hRo9Qp3QBefvllBg8ezJw5c3jzzTd5++23raoxmJKSwsSJE+nSpQsuLi6q2X7x4sWl\n2up0OubPn09YWBje3t6EhoYybNgwoyc4Q5YuXcrDDz+Mn58fjRs35tlnn1WnshEIBALBPxu9Xs9z\nzz1HamoqTZs2Zc+ePQQHB5dq5+TkxMKFC6lfv74q7ACLs1I88cQT9O3bV3VDK0ybNo3GjRurHjO9\nXs/27dsB2LdvnzpF7L59+2jZsiW+vr6MHz9e3X/PHvMzfMybN49evXrh5uZWStgKBFWJRbfym2++\nydChQ5k0aRLNmjVj3rx5jBgxgtGjR+Pt7c3q1auRJIl58+ZZVX/v8uXLfPLJJ6XWm5rOdTod/fr1\nY+vWrer206dPc/r0abZt28bOnTtp3bq12n7s2LF88cUXatu0tDTOnz/Ptm3biI6OpmfPntZ9EgKB\nQCC4a1EEWatWrczW5gVo27atWnzYmlkpOnXqpC57eHiQmpqKJElqnV9lsgOQ58oFSk0ta849bG76\n2Ro1atC1a1ez4xAIqpoyE1KCgoJYu3YtK1euJDIykoceeoiEhAReeuklNm/ezKZNmwgPD7cqo8rX\n15fXX3+d1atXq/Mhm2PNmjWqMAwLC+Po0aNMmzYNjUZDcnIy06dPV9sePHhQFYYtWrRg3759REVF\n4erqSlZWlsU6gwKBQCD4Z6EYAtavX8+oUaPMtrF1VgpL5dlcXV0t7hMSEqIujxs3Dq1WW+rv2rVr\npfbz8/MzG+cvENwJrDoTH3vsMWJjY+nduzdhYWFMmTKlVMZVeTRs2JCoqCgGDx5M7dq1Lbb78MMP\nAflpa/ny5bRu3ZrIyEgeeOABQI73OHPmjFFbgIULF/LAAw/w+uuvq4Wi4+LijGJFBAKBQPDPQ5Ik\nvvjiCx577DFAnoZVifurarp27aqKyqVLl7JixQqSk5NJSkpi165dPP/880RGRt6RsQkE1lKmOCwo\nKGDz5s18++235OXlMWvWLI4ePcqpU6e47777KqWETXx8PCA/sRk+gbVt27ZUG+W/JElG2821FQgE\nAsE/E71ej5OTE2vXrlUNCQsXLjSanKC8/W05VlnUrVuXDz74AEmSyMvLY9iwYdSpU4d69erRq1cv\nVq1aRWFhYan9qrKGnUBQHhZjDvfs2UO/fv1wc3PDw8ODkSNHEhUVxYQJE9i8eTPR0dFMnDiRJUuW\nsHjxYho3bnzbg0lLSyMzMxMAb29vo22GsR0XLlwAIDExUV1n2N6wrWEbcxzcHUCTlunUDMhjxQfN\nOXGoJgt+2Ffh9yAQCASCqkGJ5lPi+tzd3dm8eTMPPfQQp06dYs6cOer9wFJpGNOyMWXNYmHtzBaj\nR4+mffv2zJkzh7i4OC5fvoyvry8hISH06dOHF198sVS///TSNQo//QRBQbB1ay2cnJzQ66FBA9Dr\noV49+PtvyMsDSYLLl6FrVzC4pQuqCIviMCoqimHDhvHxxx8DsHz5cmbOnMm4cePQaDQMHDiQ3r17\n8+6779KhQwc1GNdemD5FlfdUZbjdmiewVYtWFf9vxv09Qvlr3zMUFZYfg2LIf/4DgYEwbpz57Vot\naDTySW5KQgI0a2Z+v4QEmDQJtmyxaTgCgUBwT/FmeDj/27nTKLnE19eXuLg4o3ZTp041u79Opyu1\n7p133uGdd94ptd5cEkn37t3N9gFw//33s379+jLHb6nffyqJiTBwoPIqpKymKkVF8OSTlTakaktM\nTAwxMTF37PgW3coJCQl06NBBfd2xY0euX79ulNXl7u5OZGQkBw8etMtgfHx88PLyAiAjI8Nom+Fr\npURBw4YN1XWG4tRcW1N6DhzBkPFDgAhq1e1iszAEmDMHxo+Xn3hMSU4GR0cwyJ9RycyE++4DE+Oo\nyrBhUJyTU4rDhyEqCnJzbR6uQCAQCCqJfv1g+3b49FNQbkFffw1t2sjX7AEDYMMGiImBmzdh06aS\nfTMz4cMPQaeDggJ45BGYORNSUuRrfWIiKNVvli6FYpsNOp3x/UevL3n93XfyMbZskceh5MBs2wYr\nV8rL587J7RMTYdkyOH8eLl2C4rB+tc9z5+DGDXmchuuTkqA4SZzCQvj2W8jOhu+/l9fduAFxcSWv\n162T/7u7gyTpqVVLS2QkTJ4MixbBO+9Ar15yP59/Dk2ayP3ei/To0YOIiAj1r6qxaDkcO3YsM2bM\n4NSpU3h6evLDDz/w9NNP4+fnV6pt8+bN7TagFi1acPDgQXJycjh37pzqrlamJ5IkidDQULXtiRMn\n0Ov1HDt2jEceecSoLaC2NWXUo48SFCKf6Q4OJU9+Go31cR8eHvIPISOjtNBTpjc2Vx+82CuOif4F\nID8ffv9dXs7NBdNE8M6d5f9du8p/AoFAILhzLF4sGwmgRPCZepMUw+WGDcbre/YEZ2dZsAG8/nrJ\ntt274f/KmMDDMN8mLAz22RgN9dJLtrUH8PeXj/PNN7JxRGHIEHjxRflP4fx5ePvtktdnzsietpEj\nYckS2LXrMFevBuPjU5uWLeU2DRpAcZUgatSQhXVmpnxPvO8+8PWVhWrjxrJHLjcXpk2D//4XfHxK\njpWUBHXrym2nTIHoaNvf672ORcvhmDFjmDt3LvHx8ezevZtRo0apLuaKoNfrSUlJISUlRa1HBZCV\nlUVqaiopKSkATJ48WW0fHh7O8ePHmTFjhmqd7Nu3L02bNjVqCzBx4kQOHDjABx98wLrix5NWrVrR\nq5fleRMv/y1bKTd9W2Le1jhYLw6LiuTYibImiCk2hBqhGF979Ci9LTW1ZLl4diaz3CPhKQKBQFCt\nWSVHKDF0qPntNWpA8WyzgGwVDAyE55+H1q1LhGFZNG5sLAZNsSQMZ80Ca2w3gYHltwHZEtismbEw\nBPkzePzxktePPCILw3btQKn6ExEhW0VtuXdpNLB2LURGyh61AQNkAT1ggCz4/v5bNra89JLsrv70\nU9mS+corcOCAbJG04PUXlINFceji4sJLL71EdHQ0u3bt4rXXXsPf37/CB0pMTKR27drUrl2bqKgo\ndf306dPx9/dXy9sMHjyYx4vPsv3799OuXTvmzZuHTqcjICCAuXPnqvt27txZrZl48uRJunbtyhtv\nvEF+fj5eXl4VErNFhRqrTyadTrYemnPxFldUID+/9DatVv5vrqRVUVHJsrl9ATp1KjHlCwQCwb3O\nunWyIFC4eBEOHSrdxvDa/vDDYBgqv3evbHEyx/XrsjvXkEuXSly4v/4qu3EzMuSHf70ePvlEFlGJ\nibK7WXH5/vwzXLkiu04/+kgWlWPGwI4dcPSobIlU8juvX5fHdPq07HbesEG+9s+bB23byv0p45o3\nT3bBnjkDgwfL96XZs2XhOHVqyXt99lnZCPH557Lo2rBBFlkffSR7qtavl/dTxpucLIuxdetkN+/v\nv5ds0+vh2DH5b/x4KK4ix/bt8OOPcOSIPI433pDX//mnbeJQafuf/8jv15Cvv4Yffih5rdPJQnvJ\nEvm1qYAV2Iakr6L8+QsXLhASElJmRpa2WDXp9XqioqKIjo4mLi6OwMBAOnfuTGRkpNnK919//TUr\nV67k+PHj+Pr60qFDB959913uu+8+s8eRx2D8tnsOvMTu6Po4OmlZ/ec2nJzlq0hWRhYetzzo37t/\nqX6cnKBVK/nELZ5FSWXECDh7Fho1guXLjbft2iU/Zd1/P/z2m/G28+flPt3c5CckZXrNy5dlK6Wb\nm+xOnjy5dJDuiSNH8DpyhGDFpy0QCAT/YHZfvUqXF17g/vs9UKqWbd8OffrIywkJsmsSZE/MmTOy\nwIES4fGvf8lCqWVL+To+aRLUqiVfb7Oz5Zi5+HjZVbxpEzzxRMn+TZrIQis21nrrm73RamUBGRRU\nftsrV6BOHbCi/neF0Ovh6lU569iUPn3k+1dAAHzxBezadUh1K1viiy9g82Y5w1mSoH/xbbhLFzh4\nUL6HAvj5yd87QHi4HNeZmCi/12vXSrvzrSU7Ox1X12MMHNitYh3YEUmSqrTckUXLYZ8+fWwqIL1t\n2zb6KL9IMwQHB6PT6cxWi1f+FCRJYurUqezbt4+0tDROnjzJN998Y3FKpBEjRvDLL7+QmprK2bNn\n+fHHHy0KQ0MeeDSJYVNPMmbWcR7sLT8yOjnpKSywXP7x5k05WSQ9Xf4hHD0qP6WZuoB1OtmcnpgI\nf/whr/vhB1nUFRXJP5L8fPmpbtaskv2KiuSLTGqqLDq1Wnld/fryOr1etlYKy6FAIBDIGJazNbwN\nNWsmX5uV6/Mrr8gi46uvStrs3Ysa87Z2LTz0kOyK9fSUhUzPniUxhEOHyn0q8Xpnz8KtW3dOGIIs\n9KwRhiCLtsoShiB/tuaEIcieMp3ONsuh8r0Z7lO7NhSXssTJSf4/bhwUR5uh00GLFvJyeLicGCqw\nHYsfW5s2bXj66acJDg5mzJgxtGnThqZNm1KnTh0Arl69ypkzZzh69ChffvkliYmJvPrqq1U2cHvg\n5lHEoJHn1NcbTm3k+Qd6lykOlbnXZ840dlHk5MgizsurxNzu6go7d8pPN1u2yEG7IAfOurnJwjEy\nUn4yevdd2W3Qs6fxyXz1aklJm6QkY1f2L7/IT0/mMqIFAoFAYMzu3fL/0aMrtn9GhvxnmM1roSCG\nwASNRjaTQffcAAAgAElEQVR22CIOzRnKCgpkAf/FF/J2pb8334RRo+T7sHIPrVVLxBxWFIvicMGC\nBUybNo3333+fGTNmkJWVBZTMNakklXh4eDBu3DjeeOMNatWqVQVDth+SGQ3o7KKjIM+6RyvDE/fG\njZLMYr2+pCSBgmGwbmKi3Pb8eeNA4smTZfO3oTi8eVOORwE5yFevl8sADBtWYlpXxOFjTz5Jkpk5\nO01p6O/PeSUwowyCX36ZizduGLX/ZtcuRixcCMCy114jvDhDXCAQCO4UilXK31++Fru7y+E5HTrA\n6tWydW/8eLlcisLixSUWwR075KSRhx+WH7oVOneWH9gbN5YticOHy5nBw4fLD/WrVslxdILykSTb\nxaEp778PLi7yX9euxh60gAD5e1fqC2/YUBLfL7CdMg2utWrVIjIyklmzZhEXF6f+6fV6WrZsqf5Z\nmpy8umOubI27ZxG52ebFoeGJaPpE07w5PPqovJybK2+3VIvw6tWSxBODspGAHFBsKA4Ny90kJ8su\nAaXeq+m+kiTJMwYU//oM4xPMzQBQHqazD5Q6lkiZFggE1YDgYDnmTIknNOTTT+U6e88/LyeJbNsm\nxyEGBkLfvnJcOMCpU7LLWKeTr8FDh8pJJob8+98ly0OHyiVUzFR3E5hBo7E9W9kUxXWsYHofliT5\n+zN0nYtZCSuGVd54Nzc3OnXqRKdOnSp7PFWKubI1bp5F5GQ5mW1vWABUqT9Vr54c5Aty8DNAVpZ8\nQg4fXlK4FOQs4zZt5MywVq3kbDcFf39ZfCri8PJluR5URgaEhMj7gHziu7iYfz9bN240SkjRDBgA\nyEJOW4FCT2X9pu72eUBz8/Nxs/RBCgSCuw5LokOSZGGooFSSgBJhCHIdPZCFhTWxcUpCisA67OVW\nVpAkY7eygqFbWWkjsJ17OlSzWeu0UuvcPQvJzjL/sZieZBqNLOKUk/PiRfn/rVvyxcXZ2bh906ay\n1U+rLan9pPDii3IJAeXErldPjk1UEl8WLpTrOikxM2DstraW1Xv3smTHDk5duUJqRgZOjo7Ur1WL\nJzp1YtrTT+NnrjBjObSfNIlj58/j6+nJ1W++waU4SvhmZiZ1wsMp0mrp3b492yIiiFi1iv8W1x9Y\nOmECCVev8sOePUiSxDNhYcwLD2dffDzvfP89xy9cYNCDD/Lq44/T1vAqDhw8fZr31qzhxIULJKen\n07hOHZ64/37efvZZPAw+XEPX+Ia33+aNZcs4fOYMA7p0YdnEibZ/gAKBoNphbwEgnCL2R7Hq2euz\nVYSfYUk4xXWt3HvF91hx7llxuOHURrPrHZ30fPHf1ny5c3epbeZM2OZo3hyee650HUPlh6HVWs4Y\nKyws2ebmVvLE6+xcur+KTMn5y4kT7Dp+XHUJ5xcVcfLSJU5eukRMbCy/z5+PxlwBxjKY1K8fwxcu\n5FZWFqv37uWlnj0B+N/+/RRptUiSxCjDKrDFvP3ttyTduqW+jlq/nriLF/nl+HHyiudM+mrHDr77\n9VdSv/tOFZ1Lduxg9OLFQInLO/biRWIvXmT9779z5KOPcDexCqZkZvLQ9Olk5uYKl7hA8A/DnAVJ\nUL2wt+XQ3HbT+6tyLHF+2I5tKuAeIC/HgWuXPCjIL/+jKUtDmXtCUk7QoqLS4lCSSrYpJnFDy6MS\ncK30U1Ge796dg1FR3Fi5ktw1azjz+ecMevBBAA6fOcOu48dt7nNIt24EFM9d9LlBuf8f9u4FwL9G\nDQZ06VJqP51ez+ZZs9gxe7a6buuff/Jou3ac+fxzXiieQia3oIBfiseVdPMmk4qTY8JCQ4n95BNu\nfvcdi4or4CZcvcpsZcoCA7Lz8mjVsCHbZ88ma/Vq3jItTCkQCO5qxM2/elORhBRrxKFpf0pCiuFx\nRcay7VRLcfjbb78xYMAAGjRogKurK/Xq1aNPnz5s3bq1VFudTsf8+fMJCwvD29ub0NBQhg0bRpKl\nUvflMO0jOfUsx4xr2VrLodJWozGuwK/8MJST12D2P7Pi0DDTyjAOZtiwksKuthJUqxZf//wzXd54\ng5ovvECTV15hnTKZM3Dq8mWb+3R2cmJs374AHDh9mhMXLnA9LY1fY2MBeKlnTxzNmEqf6NSJvh07\n8mi7dtQ0cGdPGzSIxnXr8kzx5NF6vZ7tf/0FwL74eHKKp47ZFx9Py/Hj8R06lPFffKHuvycuzuw4\n54WH06tdO9xcXGhyJwuTCQQCuyLiyqo/FalzWBbm4gnNeebEQ0PFqHZu5V9//ZVHH31ULYotSRJJ\nSUkkJSXx888/s2bNGgYVz9Gj0+no16+fKholSeL06dOcPn2abdu2sXPnTlq3bm3T8b39CqjbIJuc\nTCd8ahoH9dkiDpUfQY0axuug5OQdN06ubWjYl2G2smFhbcMfVqtWcoyiMpm7tWTm5NDzP/8h8caN\n4mNKpaqu3youWWQrY/v2JXLtWvILC/ls61ZC69dHp9cjSRIvW5jfupNBNLeHqyupmZlIkkTH4vU1\nDLLg04tTxc+bTGRtzj1s2kbpq6s1k4wKBIK7DuE2rP5UxK1cFpbEoTnPnHh4sJ1qZzn88ssvVWE4\nYcIEkpKSmDlzJiBbkD777DO17Zo1a1RhGBYWxtGjR5k2bRoajYbk5GSmV7A6tLtXIdmZ5VsOFdO1\noQXQsK2p29nUrWxauV2SjMWhYSkcxTSu9GlpkveyOJiQoArDzk2bcvrTT9FGR/PfinRmgr+3N0O6\nyVMMfffrr3yzaxcAD4WG0sxCyXzTuEAFV9NMHgNCiouwA4x7/HG00dGl/q6tWFFqPz9PT5tjKQUC\nwd2DEIfVm4okpNjLrSzEoe1YtBwuX77cpqD9l5T5hG6TwuJEBIDw8HBq167Nyy+/zLvvvgtAgUGK\n7ofFZjdJkli+fDkhISFERkayd+9e9u/fz9atW0lISKBZs2Y2jSGwYTaX//akaet0o/V6vSzclBqF\nysdjWiG/dm3zPwLDhBSNpmTqH6UvRRwqTz2WLIdQsemafD091WV3FxdquLuz+/hxozjB22FS//58\ns2sXmbm5/FVce+dlM4kot0PX5s1xd3EhJz+fpTt3cn/TpjzWoQNanY6Tly7x9c8/06pBA2YMHmzX\n4woEguqLuPlXf6oiIQVK1zkUDw0Vw6I4HD58uE0d2UscPvXUU6xduxaAb775hnr16vFV8USYkiSp\nLmWA+OIJNd3d3QkJCVHXt23blv3796ttbBWHvv75ZNwyb71ycyupd6g8nZiasLt2NbbyTZ0KCxaU\ndisbWg4VcWi4X1ni0BYUt3HHJk1oHxLCX3//TUxsLHXCwwFoExzM1Zs3y92/PNoEB/Nw69b8cuIE\nAD4eHgwOC6vQWC1R18+PD0aOZOxnn5FXWMiwjz8u1SZCmafQhn4FAsHdi3ArV38qy61s2J+h8cW0\nnTVotfJ0tU8+Kc4ni+Lwb6XqMpCens7gwYNp06YNffr0oVOnThw+fJjt27cTGxvLmjVr7DagIUOG\nUFRUxJQpU1i0aBGLiuc78vDwYM6cOYwfPx6AtLQ0MotVmre3t1EfNQwC/RITEys0Dr2+9JmhTF2n\niEPl5DE8EZctg3XrjE/a+fNLxKGhW9nUcqgcQ1k2FIfWFmY1xdT6+/2UKXy6dStr9+2jto8Pw3r2\nxMfDg+ELF5ZqK1F6JpSyZk0B2XqoiMOh3buXchFb2l8yt674ten60X360D4khDlr1hB38SKXU1Lw\n9fQkpE4d+rRvz4sPP1zmexAIBP88xE+8elNZdQ5N15nGHNoiDiMi4NgxeRpFA0fbPYlFcRhs4Ct9\n4YUXqF+/vmrRA2jfvj2jR4/mkUceYf78+Xz77bd2GVB6ejonT54kOzsbQE2YyM/PJz4+nhs3blC7\ndm2jfUytQtZYiVYtKil30qpzK1p3LklckSS92elB9PqS8jL33QdKQrThiejlVfJ0VFadQ43GfMyh\n4Y/H1HJo+kRUHrqffiq17r6gID4eNYqPR40yWm9ujmRz8y+HP/JImfMpn7l6FQAnBwfGGU4oXcw7\nQ4bwjhnLnrljdW/Vyux7ALi/aVPWv/WWxXGU1a9AIPhnIRwD1Z/KmiHFdJ2lMnLWcOyY/P/iRWjR\nwvpxVgYxMTHExMTcseNbla38yy+/qPF9powePZrJ5jIyKshbb72lJp0sWLCA4cOHs3PnToYMGcLn\nn3/O1atXiY6OxsfHBy8vLzIzM8kwnIAYjF4bilxDhowvLVBUJPNTxylWvSlTYNcu825lR8cSEWcu\n5hBK3MrmYg4NT+xJk0Dx1tu7DIC9mbFiBd/s2sX14gmfpwwcSGj9+nd4VAKB4F5AuJWrP5UVc2ip\nnrCCLZbDBx+E33+X59R+7z3rx1kZ9OjRgx7FtX4BZhvUA64KrLJDOTk58eOPP5rdtmbNGpzLyC61\nlXXr1qnHnDBhAn5+fjz33HM0aNAAgK1bt5JTXNakRbG0z8nJ4dy5c2ofx4rlvyRJhIaG2jwGCfNu\nZblPePxxY6FmThyaO2lN3cqmMYenTsFnn5Xs9+KLJSeoOXFoUNrvjnPt1i2S09NpGhjIpP79zVoH\nBQKBoDIQ4rD6Y2+3MpgXgqYFr20RhxoN+PpChw72G+PdilXicPDgwaxfv5433niDHTt2kJqayvbt\n25kyZQrr16/n2WeftduAfH19ATlreeHChaSkpLB69WouFk9c7Orqintx/TvFYqnX6wkPD+f48ePM\nmDGDgwcPAtC3b1+aNm1q8xgkSW/2ZFLWmQa9GrZVYgPNlbIxnT7PwUFOcFH6BLh2rfTJDubdyr17\nQ8OGNr+9SmHZxIloo6M5/dlnfDBypDrVnUAgEFQFQhxWbypiOSy2CZnFklvZnGC0Fr0eXFxEmAJY\n6VaeM2cO+fn5rFq1ig8++EBdHxgYyPjx45kzZ47dBjR58mReKZ4K7c033+TNN99Ut0mSxGuvvaa+\nHjx4MCtWrGDLli3s37+fdu3aqdsCAgKYO3duhcYgSViMOTTn/lVK24As+BTxZ8mtrOwrSfDXX/Jc\nzGWOBcsJKeIkFggE9zriOlj9qYjl8LnnwNJMp5b6sSQYrUFYoEuwShw6OTmxcOFCPv74Y44cOcL+\n/fsJCwujffv2ds8CHTVqFAEBASxevJhTp06RnJyMn58fTZo0YeTIkUYlcyRJYuPGjURFRREdHU1c\nXByBgYF07tyZyMhI6tata9exWRKHBqUXjdzKliyH5lzSlp50DC2Hpj8sUdxTIBAIxE39bqAilkON\npuwkTEsevtu5T4r7qoxN0+dJkkTHjh3p2LFjZY0HgP79+9O/f3+rxzR16lSm2jqXXJmdlh1zaOpW\nLp7qFygRh5asfKbiUOlDiEOBQCCoOEIcVm/sXecQrL8n2ioOBRWYWzkzM5Nbt26VWt+grOCAuwxr\nYg4tlZwpz3Ko9FMRy6G54p4CgUBwryMekqs/lVXnsLz4woq4lcX5ZKU41Ov1zJ07l48++oiUlBS1\njqBSg1CSJHU+5H8CZcUymLMcmhartmQ5LMutbOn4yjEslbIRJ7FAILjXEW7l6k9lzZBiijlrorWI\n86gEq7KVf/31V2bPns3TTz+NXq9n2rRpPPPMM3h6etK6dWu+/vrryh5nlVNWLIOpwDN0K5eVraz8\nMCriVjaXkCKecAQCgUBG3NSrN5XhVrY2W1lYDm3HKnH4/fffM3HiRBYuXAjIWcI//vgj169fJy0t\njdTU1EodZFUjWRFzaCjUDPNeyrIcKgi3skAgENgPcTOv/lRVncPbyVZW2gusFIfr16+nW7duODg4\n4OHhoc5A4urqypQpU+w2dV51QZLMn0mW6hy+9hp89JG8rIhDc5ZDZV97JaQYjkkgEAjuVYQ7sPpT\nGW5lc+sszZpiDcJyWILVM6RIkoQkSXTv3p34+HijbVeL59P9R2GDW1mjgRo15OWyLIfmspVFKRuB\nQCC4fYQ4rN4oRhV7ikNLsf2m7WwRh2WVzrmXsCohpV27dpw8eZLHH3+c3r17M2vWLG7evIm3tzcL\nFixg8ODBlT3OqqWMdHhzCSlgLPYsTZ9n2o/SvtThyxCHhu2FOBQIBAJxHbwbsOT9uh0sfe+3a0QR\n55OVlsNJkybh5eUFwJAhQ3j22WeZN28ekyZNolmzZkyYMMHuAzt79iwvvfQSrVu3xs3Njbp169Kr\nVy+2b99u1E6n0zF//nzCwsLw9vYmNDSUYcOGkZSUVOFj2xpzaIih5dCebmWlXxFzKBAIBMYIt3L1\npzISUsC6mENbEJZDGassh71791aX/f39Wbx4MXPnziUjI4N69erZfVBr165l+PDhZGdnA3LJnOTk\nZHbv3s2DDz5Inz59AFkY9uvXj61bt6rtTp8+zenTp9m2bRs7d+6kdevWNh/fmpjD8sShpYuVPd3K\nhmMSCASCexkhDqs3lVHn0JIL+XaylQUyFdbIXl5elSIMb9y4wcsvv0x2djZ169ZlwYIFnD9/nuTk\nZLZs2cK//vUvte2aNWtUYRgWFsbRo0eZNm0aGo2G5ORkpk+fXqExWDqZynIrKygirrzYBXskpAi3\nskAgEIjr4N2ARmNfC6+lfuwRcyjOJxtmSElPT2f+/PkcOHCAK1euUK9ePbp27crUqVOpoWRj2IF5\n8+ap2dAzZsxg/Pjx6jbFYqjw4YcfArLFcPny5YSEhBAZGcnevXvZv38/W7duJSEhgWbNmtk8DnNu\nZUsJKfIY5P/llbJR1lUk5tCcW1mcxAKB4F5HuJWrP+YMIbeDpfuwPabPE/dVKy2HSUlJNG/enMjI\nSOLj42nWrBnx8fG89957NG/e/Lbi+0w5cOCAPDCNhvj4eBo1aoSXlxedOnVi5cqVRm2VrGl3d3dC\nQkLU9W3bti3Vxl5YshwqJ5M1pWwM/5tzKxtS1gwp4mIoEAgEMuJ6WL0xvffZu19l+XbdysJyKGOV\nOHz99dfJzc3lzz//5MqVK2zYsIGrV6/y559/kpOTw5QpU+w2oDNnzgByPOFnn33GxYsXycnJ4ciR\nI4SHh/Pee+8BkJaWRmZmJgDe3t5GfRhaMhMTE20eg61zKxtiTSkbpQ/D/8bHL71sboYUwzEJBALB\nvYq4DlZ/7G05hLLDvxRsOZ44j0qwyq28b98+xo8fT/v27Y3Wt2/fngkTJrB8+XK7DUhJQgHo1q0b\nS5YsISEhgUGDBlFQUMB///tfXnvtNaN99CbfqOlrc6xatEpdbtW5Fa07lySuSBI21Tk0pDzLodEx\nDP4bDtnciW2uRpQwfwsEAoFwK98N2NtyaCkzWast3fZunCElJiaGmJiYO3Z8q8RhTk4OQUFBZrcF\nBQWRk5NjtwEFBwdz8uRJAIYPH06TJk1o0qQJDzzwAHv27KGoqIjY2FgefPBBvLy8yMzMVGMUFQxf\nBwcHmz3OkPFDLA/CQikbW+ocWhtzqGAYRFtWlrMoZSMQCASlEdfD6k1liENrQq1scRNXpxlSevTo\nQY8ePdTXs2fPrtLjW+VWbtu2LfPnz6eoqMhovVarZcGCBUYxfrdL8+bN1WVDC6CyrNfrVTdyixYt\nAFm8njt3Tm177NgxQE5UCQ0NtXkMZbmVFXEotyvdRnH/WhtzqGCtOBRuZYFAIDBGXAerP5URc2it\nW9mW80PEHMpYJQ7fe+89Ll68SEBAAM899xzvv/8+//73v6lTpw6JiYnMmTPHbgOaOHGiurxs2TLO\nnj3Lli1b1ESV2rVrqwJy8uTJgCwYw8PDOX78ODNmzODgwYMA9O3bl6ZNm9o8hvJOXtMyNIYoWcXl\nCTlrxaHhPrd70gsEAsE/EeFWrv5URUIK3P7cygIZq8ThAw88QExMDKGhoURHRzN16lSio6MJDQ0l\nJiaGLl262G1A//rXvxg2bBgAe/fupVmzZjz55JMUFhbi4ODAV199haZYlQ0ePJjHH38cgP3799Ou\nXTvmzZuHTqcjICCAuXPn2m1cYL3l0JZsZQVrLIcgStkIBAKBOYQ4vDuo7JhDa9ZZQsytXILVdQ4f\neughfvvtN7RaLSkpKfj7+6sizd58/fXXdOnShe+//54TJ07g5eVFu3btiIiIMEqKkSSJjRs3EhUV\nRXR0NHFxcQQGBtK5c2ciIyOpW7duhcdgq1u5KmIOLR1TIBAI7mXEQ3L1p6oSUswVwb7dfu9FrBaH\nCg4ODgQEBFTGWIx45ZVXeOWVV8ptJ0kSU6dOZerUqXY7tmRFQgqYf8Ioa/q8stzKZW0zXCdiDgUC\ngcAY4Vau/lRWzGF5dQ6Vdtb2J2IOZSyKw9mzZyPZ8C3OmjXLLgOqDkiS3mwpG3lb2Se5IhgtTa8n\n3MoCgUBgX4Q4rP5UZUKKIULsVYwyxaEt/JPEIRZEl2ERbLAcm+DgAEVF9nErmx5TuJUFAoGgNOJ6\nWL2pLLeyvS2H4jySsSgOdaaO+3sIa93KloSaRiOLQ2uKYCtUJOZQGZNAIBDcy4jrYPWnquoc3m5V\nD+GRkxF5OWaQJL1Zr7I12cpg2XJobvo8BUvi0LS9KGUjEAgExgiLT/WnMsShOcwlqViLiDksQYhD\nM5R1LpWXkAKyOCwstC3m0NqEFBFzKBAIBKUR4rB6c6diDi2ts7a/exUhDi1hRcyhrZZDQ+yRrSwu\nhgKBQCBu6ncDVSEOzbmVbbUECsuhjBCH5riNUjZgneXQXN9lrRcxhwKBQGAe4Vau/lRVQoqlOERr\nEOdRCUIcmuF25laGisUcCreyQCAQVBxxU6/eVIU4tIStCSmCu0AcZmZmUr9+fTQaDRqNhvvvv99o\nu06nY/78+YSFheHt7U1oaCjDhg0jKSmpwseUJCpc5xAqlq1sSRyWV8pGiEOBQHCvI66D1Z+qciub\nmyHFVsuhOJ8qWMqmsqbNM8eMGTO4cuWK+tqwMLdOp6Nfv35s3bpV3Xb69GlOnz7Ntm3b2LlzJ61b\nt7b9oHaoc2jYzqhrGy2HhYWW9xNPOAKBQCDcgXcDdyrm0NZsZSEOZSyqPEdHR5ycnHB0dCz15+Li\nQvPmzRkxYgSXL1+utMEdOHCAzz77DA8PD7Pb16xZowrDsLAwjh49yrRp09BoNCQnJzN9+vQKHbes\nuEBr6hwq4tBUPFbErVyWODTdTyAQCO5VhDis3lRVzOHtFMG25/judixaDsua8SQvL4/Lly8THR3N\nunXriI2NJSgoyK4DKywsZNSoUQC89957TJo0qVSbDz/8EJAthsuXLyckJITIyEj27t3L/v372bp1\nKwkJCTRr1szm499uQoo8Lsv9V1QciphDgUAgMEZcB6s/lSUOy8OW7GNhgS7BojiMiIgod+esrCwa\nN27MjBkzWLlypT3Hxfz584mLi+Ppp59mwIABZsVhfHw8AO7u7oSEhKjr27Zty/79+9U2topDSbJ8\nJlmbkGJpu3ArCwQCgX0RN/XqT2W5lU37MxcRJ2IObceiOLQGT09Phg4dyubNm+01HgDOnDnD//3f\n/+Hj48OiRYvIzc0t1SYtLY3MzEwAvL29jbbVqFFDXU5MTDR7jFWLVqnLrTq3onVn49hEa2IOyxOH\n9iiCLdzKAoFAUD5CHN4d2DNlwdqYw7uxzmFMTAwxMTF37Pi3JQ4BunfvzpdffmmPsai88sor5Ofn\n88knnxAQEMCFCxfKbK83+SZNX5tjyPghFrdJFahzaFp003Sdsr+59mVtE25lgUAgENztlBeOVZH+\nLInD8tZZojpZoHv06EGPHj3U17Nnz67S49/217Rp0yaCg4PtMBSZXbt2ERMTw3333UenTp04evQo\nJ0+eVLfn5ORw7NgxdDqdaiHMyMgw6sPwdUXGJkl6izOk2OJWtoflsKDA8n5CHAoEgnsdU4+OoHpS\nVXUObydbWVDCbYnD8+fPs3btWiN1e7soruLTp0/ToUMHOnTowJNPPqluP3nyJO3bt2fjxo2EhoYC\nsmA8d+6c2ubYsWOAnKiitLGJMkTX7SakiJhDgUAgENxr2NtyCJbrHFY0/Eqvrz5u5TuNRbfyiy++\naFRT0BAlW/nw4cPUq1eP//u//7PbgJRjmh7b0FUsSRKSJDF58mT+/e9/o9frCQ8P59NPP2XVqlUc\nPHgQgL59+9K0adMKjMH8+tuNOaxIKZv77wd3dxFzKBDcLp9vbcj/9tdl57sH7vRQBHZEXAPvDioj\nIcW0P3PeNFvFnvDIyVgUh3v37lUFmiLMlNeurq40atSIiIgIJk+ejLu7u90GNGDAgFIFuBMTE2nU\nqBEAnTp14tChQ+q4VqxYwZYtW9i/fz/t2rVT9wkICGDu3LkVHoc1MYcVyVZWsFYcvvii/JeaKr8W\nMYcCQcX43/66/HzM/04PQ2BnqlOcmMAylRFzaG1m8t0Yc3insSgOy0sCqUpMxamCJEls3LiRqKgo\noqOjiYuLIzAwkM6dOxMZGUndunUrdDxJ0pudPc/WOof2iDksaz9xEgsE1uPoIJ6k/qmIa2H1pzJi\nDq05xt2akHKnsSpb+dSpU/j4+FCnTp3KHo9ZgoODLU7nJ0kSU6dOZerUqXY7ngS3Pbeype0VdQ8L\ncSgQ3B6ODpanBBVUHhdvuJGS4UyHxumV0r/wntwdVIbl0PC/uW2WtltCxByWYPFrKigoYMGCBbRq\n1YoWLVoQGBhI9+7dSUpKqsrx3RksPGko65ST21bLYUVK2SiUdUxxIgsE5SMsh3eGrm+G0XFyt0rr\nX1h77g6qKubQHLbeI8U9tQxxuG3bNqZPn07NmjWJjIykf//+HDp0iMWLF1fl+O4I5dU5LMsyCPbN\nVlYo65jiRBYIysdJiMM7wpVUNzSayv3shTis/lRGtrKlY5iuuxuLYN9pLLqVo6OjGTx4MD/88IO6\nLioqihUrVtg1O7k6Ul6dQ3NCzXC5KsWhuCgKBNYh3Mp3DodKFIfiRn53UBVu5dsNvxLnUgkWv6ZN\nmzYxZIjxLCJDhgwhNjaWS5cuVfrA7ihlmKYlqeyEEyh/OwjLoUBQ1Qi38p2jssWheEiu/lRlQorp\nOtlXkkIAACAASURBVAspC6VQYg4FZYjDlJSUUtm+AQEBANy4caNyR1UNKKsI9p10K5ueuKKcjUBg\nHbkFDnd6CPcslSnMhTi8O6gKt7Ilr56oc2g7ZWYrHz58mKysLPW1VqsF4NChQ6SlpRm17dmzZyUM\n784gSaA3Yz60NiHFmiwqW2ogGh7LnFtZnMgCQfms3RcICDFRleTmyxeuyrQcgvg+7wbuVEKKrW5l\ncU+VKVMcTpgwwez6V1991ei1JEmqcPwnUF7MoTnLoOGyNU9GtloOLVkj7+aLYm6+BkmCSyluNPDP\nxVGj42KKGzn5DgT4FODpWkR2ngMaDThqdOQXObD7eE06N03D3UVLboEDNdyLyMl3IDvPgZpeBTg6\n6NHqJJJuueDsqEenA3/vAi6luOHqpKVmjUKu3XLB17MQZ0cdGkmPo4MenV7Cy60IjaSnSCupn+vJ\nS1409M/B26NItTy5u8jnekGhhE4v4eKko6BIg0aSj62R9BTpNGi1kFfoQK0aBeQWOODuouVWlhN5\nBRp1rACFWg0uTjp0Orm9m7NWPX5+oQZnR3mb0kdWniMeLkUU6eT9lDYXb7hRr2Yejg568gs1ODno\nKNJK6JFwdtQhSZCTL/efk++As6MOrU5Sj51f5ICLo/zetDp5AI4OenILHHB1ko/r5KjHxVFLoVZD\nXoF8oms0IKHH002LXi/v6+ggf446vaROZ6XVycservIx8godcNDIn1lhkYSnaxGSJL9PN2ctuuKk\nsMIiefwODlCkldDqJHLzNXi5FQGQdMsVPy/5+3TQ6EnNdMbDpUjt50KyO+4uWlyctOQXOnD8Qg2a\nBWZxOdWNJnWzKSySSM9xwstNPpdquBeh1Uk4OehITnfB07UIjQauprpQ3z8PB40eCT3Z+Y54uRXd\n1b/ByuZSihsATpUY7ylu5HcHlRVzaG6draXiDNuJ37OMRXG4e/fuqhyHyqZNm/jxxx85fPgw165d\nw8XFhSeeeIJ+/frRq1cvPDw81LY6nY6oqCh++uknYmNjCQwMpEuXLrdVAFvBUikba9zKZaXTWzp5\nDWMibLU4VuXF8eINN5bsaICzo479p3wJ8Mnnu1+DeLzjdfy8Cln2cwMAEpf+jLOjjjX76tKt5U2a\nBmbj7qKl0+v/4uOXY9l/yo83v2lh9XGdHWXBlF/ogIdrEW7OWlycdFxJlW8+dXzzSMlwBqBIq8Hf\nO58b6S6AnIhQpC19RXIqFhMOGj3ZeVaV/ASgSd0sziZ5Wt3eGtxdisjJNx5Do4Bszl/3wMutkMxc\np1L7SJLebFa9JRr453Dxhv1mM6oozo5aCoqq3sU7uk8iX25vSLuJ3e3W58u9E/lq/HG79JWS4UxW\nrgMrY4IAuHbLhdYNMxndJ5HEG240qJXLH2d9aFg7lwCffLQ6iYQrHvx8zB9/73yee+gqV1Jd0SPx\n9zV37quXhVYncfGGGzuO+vNC98vkFDgQGpTFvng/LiS74etZSOuGmdRwL+J6mjN+noX4ehbybUwQ\nDza/SV6BA4cSfBjR6xK5+RrOXfPA3UXLqj31qFczl0C/fNqHpJOY7EbX0FucSPSiRf0s8go0xF/2\nJHKtPH1pw9q5xF30xMNFS3a+A43r5ODipONyiivZ+Y5cvOFG7/Y3SE5zZsH6xsQm1sDLrYg+HZKp\n55fHkp0N+N/+QLqG3mTLrIN4exSpn5u4od9d2DvmsDzDjK3ZxyLmUMbiHbFHjx5VOIwSFi1axI4d\nOwDZIqnX61m2bBnLli2jZcuWHDp0CDc3N3Q6Hf369WPr1q1q29OnT3P69Gm2bdvGzp07ad26dYXG\nYKmUjbKtPHFoTSKKrZbDsoRoVYnDrm+G8fspP7PburW8ya2sEgHTcOSjpdr88cEe/jzrQ0xsTd7+\nNpTmQZnsevd36vrlk53nwI6//OlyXxrOjrJS9nIrwtW5bItDaoYTNdyLcHKUPwSdDm5kOBPgU2DT\ne9Pr4dRlT/IKNPxyohb/apmKgwZqe+fj7qIlv1BDdp4DkiT3n1dstdRIenw8Ctl70o+G/rm4Ous4\ner4GdXzy6dsxmfjLnvz4WyDdW6VSv1YedXzySLrlyvU0FzJyHGkelIW3RyHp2U6qte7qTVc0kh4/\nr0JCArJJTndBp5eo45PHnriaPNouhaxc2ep25aYrqRnO1PHNJyffgS1/1qZXuxu4Oeu4ke5MTr4D\nPh6FhNTJ4eQlLwqLJA6f9eHpB5NwdJCtbMnpzjStm01mriNZeY7cynLi0bY3uJDsTvxlT9o1yuDr\nn+sz/JFLuDjp+POcN3V982nVMJOUDGfSsx05d82DGu6ysHBz1nHykicdG6dz6rInnZqk4eGqJSa2\nJo7F7kUfj0Jq+xSQW6ChhlsRmbmOFBRpyMpzwMlBj5Ojjr/+9qZ5vSxC6uSQV6DhRGINuobe5NIN\nN5oGZrPpcACebkWEBOSQlu1ESoYzHq5aQgKyuZHhQmhQJldvuuLooMfbo5AAnwL+8+wZrqS6kp7t\nyP1N0ziT5EFt7wKCa+dw/ro7eYUaTl70okWDTDJynPDxKMTLTbYkOjvquHbLBRcnHbVqFLDlz9p8\n/2s9m86zsvB/oY/Z9a991YrCovLvWEOjOpa5ffaq+yo0LoBXP29T4X17tUtm59HatBr/sM37rtkX\nSLN6WSRckR/G9sf7se73ugx/1DgpUojD6k9VlrKpqOWwou3/iVgUh3q9nk2bNtGgQQPatm1rts3x\n48e5ePEiTz75pN0G5OTkxPDhwxk5ciQtW7Zk165djBkzhpSUFOLi4li5ciWjR49mzZo1qjAMCwvj\n008/5fvvv2fBggUkJyczffp0Nm/eXKExSJL5M0M5Ycq7EFlzobI15tB0DLYcyx6kZzvy+yk/hna/\nzNyX4pEkuJLqygNT/8VP/zlE/y7XAYgYchrHp/qZ7eOPs95ASWJATa8CAmvmA+DppmVQ12s2j6tm\njUKj1xoNNgtDkD/H0PpyfG37xhlltm1cN6fUuuCAK+py52Yl8bhtgjNpE3zaqK2PZ5Z6LAXDMZtu\n83IvOd4T9ycD4OKkU/sypF2I5bHX9ZM/68c6GiaUZVts384zQ+1vwfB4db3h+/f1lD//Tk2NZ79o\n20jer1m9kv4HFJ8j1nK/SZ9NAuXjKp/V8z2ulNrHtK3p59PAP5cG/rnq65o1Sr4r5X21bGC8jyHK\nZwgQVDNPFfS3i/JgtfWdAwD0nf0Ajg46zny+m61/1ib+sifbjtRmXng83+yqT0auI9MGnUWrk7h6\n05XRi9sSFprKT/85TG6BAx9tCOH96MYM7X6Zlg0y+c/KUMJ7XqKmVwGHzvjw28maBNXKpU1wBtOf\nPouDRo+zo46JS1qh1Up8OvYE//2hKXEXvVgx+SiPznyA/fP3sWRHA1o2yCTuohetgzMoLNLw3pqm\nTBl4jje+bqm+n7F9L/DZ1uDi93QQx6f6sW/ebzwy80FG9U7kk00hDHwgiZCAHELrZ/HZ1oYcOedD\nUK1cRvdJ5PUBf6vhBwAxJ2rSuE42H20IITXT2IoubuR3B5UVc2juGKbrhFvZdiyKww0bNjB48GAO\nHTpkcWedTsegQYNYt26d3QTid999R40aNdTXgwYN4sCBA0RFRQEQHy/fpD788MP/Z+/Ow5uq0geO\nf5PuLVuh0AIjlLLLjlo2gaqjggoKiog6IJugwqAw+mOZGcEZRbQKoyA4wDCCiIgLuLCIQJFl2EQo\nsspWdkoLbelCt+T3xyVpmiZtk94k95b38zx9mtx7k3vabG/ec857ACVj+MknnxATE8P06dPZsmUL\n27dvZ82aNRw7doxmzZq51Y7SupUdKW9dJXczh2W1y9MuXA2mWf1Mlk741bot+Wa3bc2qRQGanx+s\nmrKL3nckcz41mEYjizKIh89WBeBymnI7S4AjhB75Gc3WcZEVlXXDj3o1c4oF7kaDmejIHF54KOnm\nloMA9OtS8kvUY50vEV4l/+Y41nzihx0iftgh6/7JA46Xqx3bZmyzXl45ZU9R+1YoX8Q/HPVbidu8\n9PBpACY8dhIoep/865PHqFGlAD8/MH/7HQDZK1ZjMMCMIYcJCSp6/Q/qcZ4DSVXp3DytxP0DxLVJ\nBSCiWp51uIiFfKDrg9qZw7LqDZe2zRmZkFLE6cP073//m8GDB9O+fXunN27fvj1Dhw7l448/Vq1B\ntoGhhZ9f0fgkSxbTEiSGhoYSExNTYr/tMa4yGCh1Qortdae3d6C8Yw79ShmO5Shz6I0ncl6BkSD/\n4sGcZZB5WFBBse19O10mwF/5YLN1LjUYUMZSAQT6yytQ6Jfx5mQaNeQXGipU7qV29TzN1HG0vLfV\nq5Vrnbxlv882MARlkpKzwND+uOzckm+QEhxqnzcmpDgb8iVjDl3nNHN46NAhBgwYUOYddO3alddf\nf13VRtlKSkpi/vz5gBI49u7dm7S0NK5fvw5A9erVix1vG1wmJSXhzLLZy6yXW8e2pk2szfjEUgIu\n2yedbUBX3syfs2Nsbx9Qcu6Bw+Ms9+ON4DA331gi02cZ5xdYzgzg+ZvBYVHmsPLMcBe3Hj9j+Yvr\nliW/wGh9PQnn/BwE5JLl0Qe1u5VLyxy6W+dQS5nDhIQEEhISfHZ+p8HhlStXaNCgQZl3UL9+fVJS\nUlRtlMXZs2fp1asXV69exd/fn08++YTIyMhiNRbNdo+i/XVnBo0Z5HRfWXUOy1LaceV5gbgaHHpD\nXoGxRBBoyRyWNwNYMjiUbmWhX5bSRWrILzSUKPci2bCSlK784tukW1kfPNWt7Ogc9jOY9TjmMC4u\nrtjE4GnTpnn1/E4fpqZNm3LkyJEy7+DYsWM0adJE1UYBHDlyhG7dunH06FECAgJYunQpjz76KAA1\natSgalVl/FpGRvEB+LbXo6Oj3Tq3gdLrHNpet97GSUaxxH2XY8yhf/mrqpS4rafk5pfsVrZ0YwX6\nO/+Dr3y6znrZEhRaupUlOBR65iiL5a78AiMBGukW1jJnXfla+UAXznkqc1jWNtBn5tDXnAaHbdu2\nZenSpaVm4kwmE59++qnT2czu2rNnD927d+fcuXOEhYWxatWqEl3ct9+u1MjLzs7mxIkT1u379+8H\nlIkqLVu2dK8BTp4c5R1z6Cw4tD3edlzhW2/BX/5SdF2r3crOM4fOg7yIakWzcC217Sy/JTgUeqbm\nhJT8QgMBpbyOhEK6lfXLU2MOyzMhRZbPc53Th2ny5Mns3buXUaNGkZ6eXmJ/Wloao0aNYt++fUyZ\nMkW1Bm3cuJF7772X1NRUIiIi2LBhA7169Spx3CuvvAIo3chDhgwhMTGRSZMmsXPnTgB69+5N06ZN\n3WpDecvMuBoc2t4+yGbC3aRJ0Llz0XU1gsO8/KKGZuf6kZtvZPHGP9Dl1W7W7ccvhJKUrBSRNvTt\ng6FvH77aHmXdn5bpT1qmksZ0OCHlZneyu0FeaUGlEFpnNKJa5rCgUDKH5eFnNGNyEBxK5lD7fDnm\n0BXyXFI47cBs3rw5H3zwAWPGjOHLL7+kZ8+eNGrUCICTJ0+yefNmsrOzmTNnjtvlYhx54403rOs5\np6Sk0Nk2agJ69uzJpk2bGDBgAIsXL2b16tVs37692KzqyMhI3n77bbfbYDCaMRWWfIZYlgGzcBbE\nlbaSoKPg0J6rweHixbBkCdQMj+aDx37F0FepMzig2wW2Hwm3riJiETagN4H+JjJyAgj0N3EjryiN\nOeE/rRj4zh0Umoq+N7RqkMHBM9V4+M7iderKkzm0F1Etl5SMoJuXXa9HKIRW+BnNFDp4n3BHfoFk\nDsvDaHAckMsHuvZ5c8yhPT2OOfS1Uke3jRw5kh49elgzcqtWrQKgXr163Hvvvbz11ls0b+5+1X1H\nDAYDhlIeHcs+g8HAd999R3x8PCtXruTgwYPUq1eP2NjYCi+fZ3Tw7RSgoKB44GY7NtC2yc6CQ9sn\naGnBYWljDh09yceMsVyqSdO1w63bV2yr5/A+snP9yb5Zy9c2MARISi65vNrBM8oM8L0ni88Mt85W\nduFDrXb1PFIygtjwz+10a3mt3LcTQmuMhpKTI9yV7yBzKB9SJSndysW3SRegPngjc+gsmyhjDl1X\n5tSH5s2b8/XXXwNYy8dYJoN4wqZNm8p9rMFg4NVXX+XVV19VtQ1+/o4zhwUFxQM320CxRYuiy652\nK9tzNXPo76+0zZnX+h/nna8rPmmof5eLxa773VwKzZUSHJZsYadmaTLmUOiauhNSSmYO5QOqJEfj\nPCXbow++yhy68twwmZTPU3ntlTLm0JGqVat6NDDUCj+/4t1F/3w9FoMBnn66+BPSNohr167oCeUo\nOHzgAXjiCc8Eh507w0MPFW17uuc5Cr5RViS4LSKbGc8dZmf8FjrEpHF07kZ+m72J9jHpdGlxFYCn\nup+n4Jvv2P7OVu5skmadYbxtxlbrfb708Clm262OEBRg4t2hB1168dUIU1ZTsS+OK4TeqDshRcYc\nlofMVtYvXxXBNhjKX4+0sLD0RShuJS4WTbk1GO2Cw907iiZp2FbOcRbEOXoirrtZ0WXJEuW3o+Dw\nf/+DLl1cCw4t2154AUYPP0jfx1vxh1o38POD8Y+eICZKWS82tlkae2dtsd7m11k/A3D6cgg1q+bj\n5wddWlxj9/vKMblffU9ggJmlE/ZiNJity1fZMhjgL/1OOm+sA5YuaHkzF3pX0QkpU5a04EBSVb79\n624Zc1hOziakCO3z5oQUR+ctj8JC10vJVVbyb3DAz694t3J0o3ROn1LG26XaxEiempDiypPTYICc\nHAgOhsh6ykDC3HzlVfPe8EOl3RSgxBJ3FoEByjvu0z3Pl78xZTAazRIUikqjohNSPt9Sj5OXwgDJ\nHJaXMiGl+DbpVtYXbxfBhvJ/gbBkDuULh4vdyrcKPz8ThYVF/xqjzZu2bVUfZ8FhXimTcC1P2ipV\nnO+LiHB+e/tefdvg0EKtcVBqOTZvI7NHHaB6aL686ESl4Wi1DlcYDUU3tq9zWD0sn8gauRVpXqXk\naJxnQYGh1N4WoQ2+zBxKcOg6yRw6YPQDU0HRs6wgvyhQtEz8uPtu6NbN/paKM2ec33dysvK7Zs2S\n+yxP7Pr1nd++Ro3i1/39ITNT28Fh03pZ7D1RnfAq+VQNKWXmjBA6UtHl82wzH/YrpBz5aFOx4FEo\nLMHhl9vqsv9UNe659wL5+RAY6OuWibL4ckJKeYM9y4QUIcGhQ35+pmJv+gUFRc9CS5fxli32tyry\n1VdKNs+R6Gi4807HT2LLEtX2AaCt6sWryRAUBNeuQWgoFN642UaNBYcA/n4mwqvk89cnf6dLCylh\nI/SvorOVDTjPHEaFS9bQEaPRzIGkagyYcScAOYEXGdxFgkM9UDtz6MqElPKSCSlFJDh0wOhvxlRg\nIPeGka8XtnIYHJbGWUYRoF8/5ceR+++H3budP5k//hh69y6+LShIyRyGh0PKzUoz9mNytCDQ30x4\nWD6N62bTuG4pqVUhdMJoxGE9VFdub5FfYLSuVS6c8zNCakZRH/J7n/bkqXHZ0q2sA57KHJZnhZTy\nzFa2HCN1DhWVYsxhbm4ukyZN4q677qJq1aq0b9+eMWPGkGE7tdgFxpsDzU8fqcaXH7cl30G3sicE\nBChZRWeefx5uu634NssT2jbb2PjmDGUtuadNCjNHHPR1M4RQjaOCzK4oMebQT4Pf6jTGz2gmJ0/J\nabz08CnaNbtAQYFBMoc6YAnY1MrMWYJD2y8GrqyaYs+SNZTgUKH7zGFmZib33HMPv/zyC6AUxk5M\nTCQxMZEff/yRhIQE6tVzvFKIM5Yi2OabNcwcjTnUitOnld+WMYeHZi+i+R9KmdHiI1VCCmnd8Lqv\nmyGEaipa59Boc1P7MYfCMUtA/ad7zvJs3Dk2HGxGXp50K+uBJUgLC1Pn/iyBoO1jX5HZyiaTcp8y\n812h+8zhnDlzrIFh3759OXjwIMOGDQPg+PHjvPnmmy7fp6UItqXLKC/PtW5lbwsPL3pChwQVqpa2\n16qEAwd83QThpsr02AX4mcgrcP/FZjQ6H3OoVb5+/CyrMlUJLiQk0ERuvj95eaXXhhWKhIQEn56/\ntEod7rB8ztmWhavIhBQZb1ic7sOIWbNmARAUFMTnn39OixYtWLBgAfVvTvlduHChddm/8rJ0K+fd\nUP49ublFCdbWrVVquIoczXyuzBJ++63sg4QmVabHLiy4kBt5RvIL3Es1hAUXfdPUS+bQ14+fJSCo\nElJAcEAh+fl+FBRI5rA8Kltw6KhmsLMxh+VhCQ79/CA/X5026pmug8Nr165x+fJlAJo0aUKwTT2X\ntm3bApCfn8/Jk66t4uHnbyY3x4/1XzcAwGAw85e/wNChsGaNSo1XkbwxCuF9RqOyHGRaVgB5+con\nkKVnobQehsJC5afazbJOhYX6yRz6WlHmsICQICVzeOOGjDnUA0v9X7UeK1cyh4WFSrex2Vz8t62C\nAiUwrFED0tKUbeVddq8y0vWYw6SkJOvl6nY1XqpVqwaA2WwmKSmJdu3aFdt/8beLTu837WooV5ND\n2PKDkn0c8NQp3n03Rq1mq6p27aJsptHPj+O5uZy56PxvqwySrl/n50r+N1ZWle2xCwvLptWfu3Hl\nWhUa1r1G0sVwGkSmceZyDZrcloL9Z1VaZjBXrimpEz+j8snj368P4VWzGfhAoub/N75+/H5PVyKM\nwtDzHMo8y5Vrf6Rfv5JVHIT22I/XDwgwcP36b+TkuBeGpKeHAneSnb2fixeV1Slu3GgARHPt2m4C\nA5V6ctnZTZk3ry7z5kFISMHNoukm8vL8qFs3y3p/Z88qK0wUFu7g9OlYXnopi7Nnq9OuXVsee8yt\nJuqawWzW77ycffv20bFjRwC6dOnCtm3brPueeuopvvjiCwBWrlxJ3759rfsMMuJUCCGEEDrizXBN\n15nDhg0bWi+n265rB8XK2ERHRxfbp+N4WAghhBDCo3Q95jA8PJyoqCgATpw4QY7NsiSJiYmAMlEl\nJkabXcJCCCGEEFqj6+AQ4OWXXwaUQthPPfUUhw8fZsSIEVy4cAGA4cOHU0Wt6VFCCCGEEJWcrscc\nAmRlZXHPPfewZ8+eEvuaNm1KQkICdevW9UHLhBBCCCH0R/fBIUBeXh5Tp05l/fr1HDt2jEaNGnH3\n3Xczffp0qlat6uvmCSGEEELoRqUIDoUQQgghhDp0P+ZQCCGEEEKoR4JDIYQQQghhJcGhEEIIIYSw\nkuBQCCGEEEJYSXAohBBCCCGsJDgUQgghhBBWEhwKIYQQQggrCQ6FEEIIIYSVBIdCCCGEEMJKgkMh\nhBBCCGElwaEQQgghhLCS4FAIIYQQQlhJcCiEEEIIIaw0GRympKQwbtw4OnXqRFBQEEajEaPRyJw5\ncxwef/nyZV544QXuuOMOwsLCqFOnDt27d2fp0qVebrkQQgghhL75+7oBjpw7d44PP/ywxHaDwVBi\n25YtW3jiiSe4cuWK9ZgbN26wbds2GjVqxDPPPOPx9gohhBBCVBaaDA7Dw8MZP348nTp1YtOmTcyb\nN8/hcbm5uQwZMoQrV65QrVo1xo8fz8CBA4mKimL//v2kpKR4ueVCCCGEEPqmyeCwYcOGxMfHA3Dw\n4EGnx82fP5/Tp08DMGLECP7+979b9/Xo0cOjbRRCCCGEqIw0OeawvHbs2GG9nJGRQfPmzQkLC6Nd\nu3bMnDkTk8nkw9YJIYQQQuiPJjOH5fX7779bLy9YsMA6JvHAgQNMmDCBQ4cOMX/+fF81TwghhBBC\nd3QdHGZlZVkv33777Xz22Wekp6czYMAAkpOTWbhwIePHj6dly5bFbudoYosQQgghhFaZzWavnUvX\nwWF0dDSHDh0CYMCAAbRt2xaAXr16sXjxYgD27dtXIjgE+PbIt+U6R2ZGJmHXwuj7QF+VWu05B/bu\nperevURHRvq6KR41ddkypg4a5OtmCDfIY6dvWnv8Nl64QKdnnyUsLMzXTdG8qVOnMnXqVF83w2rD\nhl1cuBBNjRp1fN0Up7Ky0gkO3s9jj/l+DoO3k1q6HnPYokUL62XbiNr2cvXq1b3aJiGEEEIIPdNk\ncGg2m0lJSSElJYXs7Gzr9szMTFJTU60lal566SX8/ZXk54oVK9i/fz9btmxh7dq1AISEhHDnnXd6\n/w8QQgghhNApTXYrJyUlERMTU2L7xIkTmThxIgAmk4lGjRrx17/+lalTp3L48GE6dOhgPdZgMPDO\nO+9Qp452U9bCPXGtW/u6CcJN8tjpmzx++hUXF+frJggd0WRwaFGePva///3vtG7dmrlz57J//378\n/f1p1aoVkyZN4t577/VCK4W3xbVp4+smCDfd8o9dWhqsXw8FBVBYCNWqQZ8+oJNJcrf846djEhwK\nV2gyOIyOjnapRmH//v3p37+/B1skhBAq+OorSEqC5s0hIAAWLICHHwY/P1+3TAghrDQZHAohRKVT\nUACbN8Pbb0O9esq25cvBZJLgUAihKZqckCKEEJXO3r1Qt25RYAhKd7IXa5cJIUR5SHAohBDesGED\n2I+DluBQCKFBEhwKIYSnZWRAYiLcfXfx7UajMjFFCCE0RJPBYUpKCuPGjaNTp04EBQVhNBoxGo3M\nmTPH6W0KCwu54447rMfWrl3biy0WQohS/Pwz3HEH2K/kYTRK5lAIoTmanJBy7tw5PvzwwxLbSytt\nM3PmTH799ddyHSuEEF61cSP86U8lt0u3shBCgzSZOQwPD2f8+PEsX76c0aNHl3n8qVOneP3112V9\nTSGE9vz+O6Snw82134sxGpXZykIIoSGaDA4bNmxIfHw8AwYMKNcKJy+88AI5OTm8+eabXmidRpjN\nsGePr1shhCjLd9/BI484LldjMEhwKITQHE0Gh65YunQpP/74I7GxsYwdO9bXzfGeEydKDm4XQmhL\nejrs3g333ed4v4w5FEJokCbHHJZXamoqr7zyCgEBASxYsMClcYbLZi+zXm4d25o2sTpbFmrb/Rjo\n1AAAIABJREFUNsjNVWY6SgFdIbTpp5+gc2dlmTxHpFtZCOFAQkICCQkJPju/roPDCRMmkJKSwuTJ\nk2nt4oLwg8YM8lCrvGTbNuV3Tg5UqeLbtgghSioshLVr4bXXnB8jE1KEEA7ExcUVWw972rRpXj2/\nboPD48ePs3jxYiIiIujTpw/79u0rtr+goID9+/cTFRVFZGSkj1rpQZbgMDtbgkMhtOirr6B6dWja\n1PkxEhwKITRIt2MOMzMzAaUmYpcuXejYsSMdO3a07k9LS6NDhw7MmzfPV030nKtX4cwZZRmu7Gxf\nt0YIYS8nB779Fl55pfTjpFtZCKFBmswcms1mUlNTAci2CX4yMzNJTU3FbDZbxxfajzM023wLNxgM\nlbPe4Y4dEBsLFy4oH0JCCG1Zvx7atIH69Us/ToJDIYQGaTI4TEpKIiYmpsT2iRMnMnHiRABMJhMm\nB2+qRqOSDI2IiCA5OdmzDfU2sxmOH4cvv4Ru3eCHHyRzKITW5OfDypUwaVLZx0q3shBCgzQZHFq4\nm/WrlNlCgMOHoWNHZZbyL78oqy5IcCiEtvzvf1C3buljDS0kcyiE0CBNBofR0dEOs4Ll4e7tdCE5\nGTp1gs2bleuhoRIcCqE169dDr17lO1aKYAshNEi3E1JuSdeuQXh40fWAAFizxnftEUIUd/AgnDql\n1DYsDymCLYTQIAkO9SQtDWrUKLq+ejX861++a48QokhhIXzwAbz0kvLFrTxkzKEQQoMkONSyS5eK\ndxtnZ0NYmO/aI4Rwbt06iIiALl3KfxsZcyiE0CBNBocpKSmMGzeOTp06ERQUhNFoxGg0MmfOnGLH\nbdmyheeff562bdsSERFBrVq1ePrpp/nss8+4du2aj1qvorp1YcqUouu5uRAUVHR9927lw0gI4Vvn\nz8Mnn8CQIa7dTsYcCiE0SJMTUs6dO8eHH35YYrv9LOSlS5eyYMEC6z6z2cznn3/O559/TlRUFPv2\n7aNOnTpeabPqLF1Ntquf2AeHdetCYKB32yWEKOmzz2DgQGjWzLXbyZhDIYQGqZo5zM/PZ/Hixbz4\n4ov07NmTiIgIIiIi6NmzJy+88AL//e9/yc/PL/N+wsPDGT9+PMuXL2f06NHOG2800q9fP3766SdS\nU1NZu3YtTW+Wj7h06RKzZs1S7W/zut9/V35Xr1607cYNCA4uuu7nBwUF3m2XEKK4jAzYuxceeMD1\n20q3shBCg1QJDnNzc5kzZw6NGzdm2LBhrF27lpCQEAYNGsSgQYMIDg5m3bp1jBw5ksaNGzNnzhzy\n8vKc3l/Dhg2Jj49nwIABpWb+3n77bb766ivuvfdeatSowQMPPMC4ceOs+w8fPqzGn+cbu3crv23H\nHNpnDv39lUHwQgjfSUiAO+90b41zmZAihNAgVbqVY2Ji8Pf3589//jMjR46kum22y0Z6ejrz58/n\nnXfeYfr06Zw7d65C561WrVqJbX5+ftbL7dq1q9D9+9SuXVC1KmzYAH//u7Ltxo3iwaFkDoXwvZ9+\nghEj3LutZA6FEBqkSnD4/vvv88QTTxQLzBypXr06f/nLX3j55Zf56quv1Dh1Menp6cTHxwMQEBBA\n//79VT+H1+zaBdevw88/F23LzS3erSyZQyF86+JFpcRU69bu34dkDoUQGqNKcDhw4EDXTurv7/Jt\nypKWlsYjjzzCiRMnMBgMvPfee7Rt29bp8ctmL7Nebh3bmjaxbVRtj9vWrVNWVwgJgW++gX79ivbZ\ndytL5lAI39qzR+lSNro5QkcmpAghHEhISCAhIcFn59fkbGVXXbp0iQcffJADBw5gMBiIj49nzJgx\npd5m0JhBXmqdi7ZtgzFjlK7kggKIiiraZ9+tLJlDIXzr+PGKZQ1BgkMhRAlxcXHExcVZr0+bNs2r\n51d1tvLq1atZvnw5V69eBWDPnj386U9/onbt2rRu3Zr58+ereToATp48Sbdu3Thw4AD+/v4sWLCA\nV155RfXzeE16OjRuDLVrK9nD5GTIylL2OZqQIplDIXwnO9u9iSgWMiFFCKFBqmQODx48yBNPPMHR\no0cBpRTN/v37efzxx0lLS6Nr165s3bqV0aNH07x5c3r06FHq/ZnNZlJTUwHItpmtm5mZSWpqKmaz\nmYiICA4cOMADDzzA5cuXCQkJYfny5TzyyCNq/Em+YxsAhoYqg9WffBJ++KHkmENLl5TJ5H63lhDC\nfdnZyuvUXXa1W4UQQgtUiSg+//xz/Pz8+Omnn/j111+JjY0lNjaW5s2bc/nyZdasWcPly5fp2bMn\nP/zwQ5n3l5SURJ06dahTp451ggnAxIkTqV27trW8zXvvvcfly5cByMnJoW/fvtbVVIxGI40aNVLj\nz/Mu21qGlvVZLRN97LuVQbqWhfClnJyKB4cyW1kIoTGqBIfr1q1j+PDh3HvvvbRr147Jkydz6dIl\nBgwYQPDNQCc0NJQBAwawevXqct+vwWBw+lPWftvjdMU2ODQYoFOnojFN9t3KIJNShPClrCzJHAoh\nKh1VgsNffvmFTp06Wa/HxsYCcMcddxQ7rkOHDhw8eLDM+4uOjsZkMlFYWOj0B2DRokWlHnPy5Ek1\n/jzP2bkTunUrvs0+AOzXryj4s18hBSRzKIQvqdGtLGMOhRAao0pwaDab8fcvGr5YVr1DcdP8+bB9\ne/Ft9gFgQEBRcOgoc+jvD+VYklAI4QHSrSyEqIRUK2Wze/duMjMzAayZvV27dpGWlmY95tChQ2qd\nrnL47Tflt+2EEvvg0Db4cxQcygoLQvhGfr7yxS0w0P37kG5lIYQGqRYcjh07tsS2F198Ua27r5ws\nwWGtWnDtmnLZ0SoolsxhTo5S3saWdEsJ4RuWrGFFAjx5/QohNEiV4HDjxo3lPrY8k0RSUlL4xz/+\nwY4dO9i3bx/5NzNnH374IS+99FKxY00mE/Hx8axatYrffvuNevXq0alTJ6ZPn07dunVd+0O86erV\novqFNtnVEjOSbbuVb9woGRzKCgtC+EZFu5RBgkMhhCapEhzaVvFWw7lz5/jwww9LbLcPLE0mE336\n9GHNmjXW/UePHuXo0aOsXbuW9evX06aNRpbFs/X55/DMMxAbq6yhbClZA44zh5Zu5ZyckhNSZMyS\nEL6RnV3yy5o7JDgUQmiMJisnh4eHM378eJYvX87o0aOdHrdixQprYNitWzf27dvH//3f/2E0GklO\nTmbixInearJrtm2DCRNgxQrlevPmRftKm5DiaLayZA6F8B6zWfkCl5YG589L5lAIUSmpkjnMz89n\n5syZtGzZkj59+gBKVq9nz57WbJ/ZbCY8PJxVq1aV2bXcsGFDa/Hr0krfzJw5E1Ayhp988gkxMTFM\nnz6dLVu2sH37dtasWcOxY8do1qyZGn+mes6fVzKHDRpAYiIMslnn2dH6yZaB7yZT8SwjSOZQiPK6\ndAnOnlUyfjduKJn43FzlNXbjRtE2+9/22/z9lS9pISElS1G5SoJDIYQGqRIcfvnll0yZMoWdO3da\nt5lMJrZt20bHjh2pcnPt0a1bt7JixQqefPJJNU7L4cOHAaXAdkxMjHV7u3bt2H6zRMzhw4e1Fxza\njlUKDVU+rCycTUixZA3tA2v5cBGVWWFhUYDm7Cc7u+h3VlbRZfvtISHQpImyFnJIiPITEFC0r1Yt\n5TVmCfxCQoou2/72V20en7x+hfAks5mIxI2ktLvP1y3RHVXe5ZYsWcKgQYPo2LFjiX0ff/yxtRj2\n66+/zuLFi1UJDtPS0rh+/ToA1atXL7avWrVq1stJSUkVPleFHTwIrVoVXbdfP9k2OHTWrexoMgpI\nt7LQjsJC5bltm22zz76Vdd1+X0FB8eDM9ic4WHn9WH5q1oSwMOVySEjxfaGhymtJa6VjJDgUwmOq\nndxH7D8eYfWXOb5uiu6oEhweO3aMRx991OE+2y7k2NhYli1bpsYpizHbvbnaX3dk2eyidrSObU2b\nWA9NXLlxQ1n+7vx5qFevaJslAAwNVT4MbY931K3saDIKSLeycI/JVBTIuRrAOQvoCgqU564lcLPP\nwNler1IFIiJK7g8NLX5sYKD2Ajo1Vea/TQgfi9q1SrdfvhISEkhISPDZ+VUJDi9evFii69bf35/P\nPvusWHdvWFgY58+fV+OU1KhRg6pVq3L9+nUyMjKK7bO9Hh0d7fD2g8YMcrhddXv3Kr9v3Cja5ixz\nWFCgPJFtu63KyhxK5qHys+1atR8bZzt2rjzbLNfz8pTAy1nXqX22rmbN0vcHByv3Z9TkHDftki93\nQnhM1M5VGMz6fH3FxcUVqwQzbdo0r55fleDwtttu4/Tp0yW2P/XUU8Wunzp1ij/84Q9qnBKA22+/\nnZ07d5Kdnc2JEydo3LgxAPv37weUrGXLli1VO59bduxQfjvrOrZMMMnPVz6w7ccVWjKHjmYqg6yQ\nojUmk+PJDY6CtLIycZbrhYWOM3COLoeFKWPnbLdZsnm29xEUJIGcFkjmUAiPCLlyhpDkJEmeuEmV\n4LBly5b8+OOPDB06tNTj1q1bx+23317m/ZnNZlJTUwHItgmqMjMzSU1NxWw2ExERwSuvvMJTTz2F\n2WxmyJAhfPTRRyxbtsw6MaZ37940bdq0An+ZCv73P+W3bdex/TJ4luyhpVvOlmVCSmndypX9yW82\nKwFSQUHRj8lU9HebzcV/7LeBcrzlNpb7s1y23WcyKUG6s5mqZW2zPLaOMmv226pUgdq1HR9ne1mL\nY+WEOm6F168QPhC581uS73yY+j9/5uum6JIqweGoUaN46KGHePjhh3n22WcdHrNkyRK++OILVq9e\nXeb9JSUlFeuOtpg4caK1dqHJZGLAgAEsXryY1atXs337dtq3b289NjIykrffftvNv0hFluDwt9/g\nrruUy/ZZwJCQotVS7APAyjoh5cQJWLxY+bsLCorK9dj/WLb7+SmBsuXHYCj6gaIsmO0222OMxpK/\nnV0OCHAc1FWvXnq3akiIZOSEayQ4FMIjonau4nTv0dTfvNTXTdElVYLDXr16MXToUAYPHsyiRYvo\n27cvjRo1ApSu5FWrVpGQkMDgwYPp1atXue+3rHqIBoOB7777jvj4eFauXMnBgwepV68esbGx2lg+\n79w5JQsFMGwYWDKr9pnDwEAlCCosLBkcWrqVs7Mr14SUTZuUrNnTTyt/Y0BA8eDP8hMQoASGEnCJ\nykqCQyFU5Z+ZRo1jO7ky+RsM8vpyi2oFuxYuXEjnzp2ZNGkSmzZtKravZs2azJs3j5EjR5brvqKj\nozGVM+AxGAy8+uqrvPrqqy632aPGj4fNm6FHDyW4sQ107TOHfn5KYGg/UxmKupUTE8HR+Em9Zh5S\nU6Fr1+Krwwhxq9Fr5l8IDauzdy1XW/WgMESpsYzZLENzXKRiNVcYOXIkQ4cO5eTJkxw9ehSA5s2b\nExMTg7+ahWP14LPPYNQoGDxYCRK3bi3aZ585tASH9gWwQcmc5efDli0wZEjJ8+j1wyUlRZk4IcSt\nTo+vXyE0LGrnKi51UsrrmS29a35+Pm6Vvqgesfn7+9OsWTPtrUribQEBMHy4skTe7t1Fs5VNJiUT\naLsMnm3m0FG3cl6esh7zggUlz6PXbuWUFKVbWYhbmV4z/0JoVWEhtff9yKFhyhK8ZoMRg9mEGQkO\nXaHKQK4dlnItLvifZaJGZWUb6IWEwK5dymVL1tA2xV1at3JAAJw8qRQMjowseR49Zg5/+UX539Ss\n6euWCOFbenz9CqFhNY7v4UbNetyoVV/ZIK8xt6gSHN5333107dqVL7/8stTVSQoLC/niiy/o0qUL\n999/vxqn1q6cnKLZxampcOqU8gR1lB0srVvZ31/JDPbo4fg8eswc7tsHf/yjpPmFAPngEkJFkXt+\nIPmO3tbrZgy6LYTtS6oEh6dPn6Z79+4MGzaMevXqcd999zF69Gji4+OJj4/n+eefJy4ujrp16zJ8\n+HB69OjBqVOn1Dg1W7du5dFHH6VBgwYEBwdTv359HnzwQdasWaPK/bvFbC4eHPbvr/zOzy853hDK\n7lYG6N7d8bn02C114gTcLFguxC1Nj69fITTIUFhAl8lxxHw7k4tdHi/aIZlDt6gy5rB27drMmDGD\n1157jblz57Jjxw7WrVvH/PnzAWjQoAGtWrVi7NixvPDCC0RERKhxWjZv3swf//hHCgsLAWXm8sWL\nF7l48SI//fQTK1asoL8lMPOkY8fAdoxlfr7yhLQEdjVqKDXysrNLzxw62mcZm+gsONTjEz85GXxd\nZkgILZAZlEKoouahrQRkpbHxo6Pk1qpn3S6ZQ/eoOiGlVq1a/PWvf7Vez8rKwmw2U6VKFTVPY/Xv\nf//bGhiOHTuWKVOmMGfOHP7xj39gNpuZO3eu54PD7Gxo1UrpOq5WTdlmmzW0CAkpWu/WWebQ0b7q\n1ZUZzzfrRpagx27lzExlmTchbnV6fP0KoUFRO1ZysevjxQJDQJaYdZNHKwuHhYV5LDAEyM/Pt14e\nMmQIderUYcSIEdZteZYC1J60b58y+9iywgk4Dg4tS+Q5yg4ajc4zh0FB8MknzjMMesscWv7O0FBf\nt0QI35PMoRAVZzYTteMbLnXuV3KXwYgBHX1GaoSul53o16/oifDf//6Xy5cvW7uyDQaDd7qU9+xR\nfl+9WrTN0VJ3luDQWebQZFICTFeDJr1lHrKzlf+NrHgihIw5FEIF1U7uw+QfyPUGrUru1NtnpEbo\nujL1oEGDKCgoYMKECcyePZvZs2cDSsbyrbfeYsyYMZ5vhCU4bN266E0+J6dkBjAwUAkMSxtzeO4c\n1K/v2vn19uGSmQkezCYLoSvywSVEhdXd8Q2XOj/mMBMvmUP36Do4TE9P59ChQ2Td7NI1GAyYzWZy\nc3M5fPgwV65coU6dOg5vu2z2Muvl1rGtaRPbxtWTwz//Cd9+W7TNEvg46lYubVyhZd8338C8ea61\nQ2/dyjLeUIgi0q0sRIVF7VhJ4otOPjt1+gUsISGBhIQEn51f18Hh5MmTmTt3LgDvvvsuQ4cOZf36\n9QwaNIh58+Zx4cIFVq5c6fC2g8YMqtjJf/sN4uNh7lx44QVl2+XLZQeHzjKHJ04o+x54wLV26O2J\nn5UlmUMhLPSW+fc0sxnOnlUm+F29CteuFf9JSlIm5735pq9bKjQi9OIJAtOTuda8s8P9es0cxsXF\nERcXZ70+bdo0r55f18Hh119/DUBAQABjx44lMDCQgQMH8n//93+cOXOGNWvWkJ2dTagnJj9cuwYP\nPQSjR0P79jBihBIcNm7sXuZwwwbo2dP1TIIeM4cSHAqhkOCwSEYGzJqlBID16kF4uLKKUp060Ly5\ncj0jAxYv9nVLhYZE7VzJ5U6POh/HLrOV3aLr4DA8PJzLly+Tn5/PBx98wHPPPceGDRs4c+YMAMHB\nwZ4JDEEJDsPDlcudO0OTJnDpknLdWXBoMjnPHG7cCO58M9Bj5lC6lYUoIsEhHDoE778PXbvC5MlF\nNWLtXbjg3XYJzYvc9R0n+r1ayhFS59AdqgSH3bt3t473M5SS+bLs//nnn9U4La+88gqjRo0C4LXX\nXuO1116z7jMYDPz5z39W5TwOZWQU1TUEZe3jlBTlsqPZymVlDq9cAZsUcrnpLfMgmUMhiujt9as2\nsxlWrVLGW7/4InTqVPrxlol9QgD+WenUOPELqW3vcXqMWW+9axqhSnC4bds2qlatSocOHaxBojOl\nBY+uGjlyJJGRkcyZM4cjR46QnJxMzZo1adKkCcOHD2fw4MGqnasE+wAwNFTJGILjzGFptQz9/JSu\nkxYtXG+H3p74MuZQiCK38oSU3Fz46COlG/ndd5X3wLIEBoJ9/drCQvjgA6VMli1n74uOtlf0WE9v\n00o7KtK2ggJ48kklO6ySiP0/cbVlNwqDSukhNEjm0B2qBIc9e/Zk8+bNnD17lsGDBzN48GAaOVvR\nQ2V9+/alb9++XjlXMfYZQMsKKOC4lE1pmUOj0b3xhqC/buXMTCXLKoTQ3+tXLamp8NZbEBkJM2aU\nfE90xkFwaPz1VyW4fOYZx7dx9L5a3m0VvX15thkM5T/O222ryDb76++/ryQGVAoOmy2bSpMv3+bA\n6I9KPc5s0FkCRSNUCQ43bdpEUlISS5YsYcmSJUybNo1u3boxePBgBg4cSDXb7tfKwj4DaClyDa7P\nVg4Kcr52cln0ljmUbmUhityKmcNjx2D6dOjdGwYMcO1/EBiorF1vNltv5/fzz9CvH7z9tocaLFSR\nk1My6+smQ2EB0d/PZts720lv3LGMgyVz6A7Vlqlo2LAhf/3rXzl69Cjbt2+nTZs2TJw4kcjISAYO\nHMiWLVvUOpU22GcAy+pWtg0O7b8lv/8+DBvmXjv0lHmwlKmoWtXXLRFCG261MYcJCfDGG0qVhyef\ndK86g917nnHzZrj3XnXbKdSn4qzhmoe2khMZXXZgyM3MoV4+IzXEI2uYde7cmY8++ohLly4xfvx4\nvvrqK2bOnOmJU/mOfZAXElJ25tBkUoJK+8xh3bolt5WXnj5c9u9X2trGxYLjQlRWevpyVxGFhcoa\n8UuXKosHlDXxpCw33/MMBQX47dypDMsR2qZicBi14xsudXqsfAcbjKDDOoe+5pHg8Pz588yYMYMO\nHTowffp07rrrLv70pz954lQAHD9+nMGDB9OmTRtCQkKoW7cu999/P+vWrfPYOUsEecHBSsAIpc9W\nzspyPxB0RE/dyocPKx8KzspUCHGruRW6lXNzlS7fo0fhvfcgOrpi92fznlft9GlMjRsXlRUT2qVW\ncGg2E7VjJRe79Cvf4QYDhlvhC5jKVPuUzszM5KuvvmLJkiUkJCRw22238eyzz/L111/TrFkztU5T\nwpdffsnQoUOLLaGXnJzMxo0b6dKlCw8++KBnTmyfObQEf1B6t/Ivv8Djj6vXDj1lHi5fhlYOFkYX\n4lalp8y/O9LSlPGFtWvDa69BQIA693vzfxZ+9Cimnj3xU+dehSepFBxWP/krJv9AMm+7vfznrcyv\nMQ9RJTh85plnWLlyJf7+/jzxxBNs2LCBnl5I81+5coURI0aQlZVF3bp1GT9+PAMGDCAsLIw9e/Zg\ndFYxXQ32mUNLtzE4Dw6vX4cDB5Si2WrR0xP/4kX44x993QohtKMyB4cnTigzku+7D556yvkKFq6y\n+Z/VOHaMwiFDUCnkFJ6kUnAYtWMllzo/Vu6su1mKYLtFleBw2bJlVK1alfvvv5+8vDwWLlzIwoUL\nnR6/WKXlj2bMmEFGRgYAkyZNYsyYMdZ9HssYWthnDi11DMFxKRujEbZuVZbasw8cK0JPmcPUVKhV\ny9etEEJbKmNwuHUrzJunrDvfrZu6920JCgoLqXb6NLlqftkWnqNicJj44jyXzivBoetUCQ4bNGiA\nwWDgl19+sW6zFMK2LXpd1goqrtqxYwcARqORw4cP06hRI1JSUmjevDnjxo3z6DhHh5nDsrqVN26E\nZ59Vtx16yjzk5MjSeULY0lPmvzxMJvjss6JZyTExnjmP2Qznz5NXrRrUqOGZcwh1qRAchl48QWB6\nMteal/8LgdQ5dI8qweHp06fVuBuX/f777wCYTCbmzp1rDTz37t3LkCFDOHPmDFOmTPHMyd0Zc3jm\nDPTooW479PLhYjYrs7nVzJoKURno4fVbHtnZMHOmUss0Pt5zQZvlC/H582TVrUspa2MILVEhOIza\nuZLLnR51bYiCwQCSOXSZ16eNJiUl0bBhQ1XuyzIJBaBHjx4sWLCAY8eO0b9/f/Ly8njjjTcYO3as\nwyLcy2Yvs15uHduaNrEullcpLXPobLayn5+qSwcB+ulWzstT/n61BqQLURnoKfNfmkuXlBI1LVqo\nO/HEEcv/7MYNCuXLpn6o8FkV9b9v+P1J1xI+ZoMRgw5fYwkJCSQkJPjs/F4JDq9fv86KFStYvHgx\nW7dupaCgQJX7jY6O5tChQwAMHTqUJk2a0KRJEzp37szPP/9MQUEBBw8epEuXLiVuO2jMoIqd3J3M\n4R13qF8AWi+ZQ8kaClGSJyfNeUtiopIpHDgQHnrI8+V5LPefk0NhYKBnzyXUU8HMYWDaZaqd+Y3U\nti4WPHchc1hn9w8Ep567uaShkdy8G5hrpsNjKvf4lUNcXBxxcXHW69OmTfPq+T0WHJpMJn766ScW\nL17MN998Q05ODvXq1WPixImqnaNFixbW4NBsEyBZLpvNZqpXr67a+YqxXyGlPMGh2l3KoJ/MYXa2\nsoqMEKI4Pbx+HTGbYfVqWL4c/vIXaNvWu+fOzaWwvGsyC9+rYCIjatd3JHfshSnAtce8vJlDv5xM\n7oh/ivPdBwFmMJspzLtBXuStWZdX9b/60KFDLF68mE8//ZQLFy4QEBBAfn4+s2bNYsyYMaqWlxk3\nbhxff/01AIsWLeLuu+/m2LFj1okqderUoUWLFqqdrxhHmcPSStm8+CJ4Yo1pvXRLZWfLZBQh7Onl\n9WsvPx8+/hiOHIF33oGoKO+d27ZbWYJD/ahg5jBqxzeci3Njkmk5zxuRuJFrzTqROObf1m1ZWekE\nB+/HQ1GEpqkSqaWmpjJ79mzuuusuWrduzfvvv0/btm3573//a5000r59e9XrDnbv3p3nnnsOgC1b\nttCsWTMeeeQR8vPz8fPzY/78+Z6rdWg/rtC+lI19cNi6NTRooH479NKt7Oh/IsStTo8rpKSlwd/+\nBunp3g8Moeh/duOGdCvrSQWCQ7/s69Q8uIXkOx9y+bblrXNYZ+8akjv2cqd5lZIqmcN69ephMpno\n3r078+bN4/HHH6fWzXp2aWlpapzCqf/85z906tSJzz77jAMHDlC1alXat2/P1KlT6dChg+dOfOOG\n8wkp2dnqLpFXGr10K2dlSbeyEPb08vq1OHlSKWwdFwdPP+27MZOWzKGUsdGPCgSHdfau4VrLbhSE\nutH7Vs4ESsT+DSQ9OMqN1lVOqgSHBQUFBAYGEh4eTnh4OKFeDgJGjRrFqFFeflDtM4eVwa8hAAAg\nAElEQVSW4PDXX5Xu45o1vdMOvWQOZcyhECXpKXNoKWw9ejTcfbfv2mHbrSyZQ/2oQHDoylrKJZWd\nOQy+cpaAzGtkRHtx3KzGqfK17/Tp0/ztb3/jt99+Y+DAgdSpU4enn36aVatWkZeXp8YptMVsLrkK\niiU4/PFHeOQR5bo36CXzkJMjwaEQ9vQw5tBS2HrRIpg2zbeBIRTvVpYxh/rhZnBoyM+jzi9ruBzb\n163TmsuRQIlI3EBqm3sqR/UAlajyn7jtttuYPHkyR48eZfv27Tz77LOsXbuWfv360bhxYwCOHDmi\nxqm0oaBAeYPyt0m8WoLDDRuUtUS9RQ8fLiCZQyEc0frrNycHZsyA/fvhvffg5vu5z8lsZf1xMziM\nOLCJzNtakhvu7tjWsjOHEYkbudLOi5/bOqB6mNy5c2fmzp3LxYsXWb58OT179sTPz4/Ro0fTpEkT\n3nzzTbVP6X324w1BCQ5zcuB//1PG43iLXrqV09PVr/EoRGWg1dfv5ctKQesqVZQC11oZ32cJqKXO\nob64GRxG7VzJpc7udinfzByWdl6zmYj9G0hpK8GhLY/lUIOCghgwYADff/89586dIz4+nrCwMP72\nt7956pTe42wFlMREaNnSu2+ieuhWNpmUkhd16/q6JUJoi1YzhwcOwKuvwoMPwpgx2lrZyNKtLJlD\nfXEnODSZiNq5ikudH3P7tGaDEQPOX2NVzh/FbPQju65GsuIa4ZUO9sjISMaPH8/u3bs9WuX7+vXr\n3HbbbRiNRoxGI3fddZdb91Mj8Rhhp845P8B+vCEUdSt7s0sZ9JE5/Pln5Q29fXtft0QIbdHi63f1\naqVEzYQJyvhpLU6akTqH+uNGcNjgx/nkh4WTVa+p++ctI4ESsX8DKe3u0+bz3IdUDw6zs7NLbCss\nLGT+/Pk0bdqUqVOnqn1Kq0mTJnH+/HnrdYObD3ajT78nctMe5wc46la2DGT1dnCoh8zh8ePKmtLy\nRi5ESVoJDvPz4aOP4IcflOCwXTtft8gxma2sTy4Eh/5Z6bSf9RxNvnmXxJc+rth5DUYoJXMYkXgz\nOBTFqBIcFhQUsGzZMh5++GFq1KhB/fr1eeWVVwBITEzkrrvuYtSoUURFRbF27Vo1TlnCjh07mDt3\nLmEqrMIReuYSxtLWf3Y25jAoCLp1q/D5XaLVbilbqakQEeHrVgihPVp5/aanw9//DlevwrvvansI\niG1w6K16sqLiyhkc1jqQQM9x7SgMDGbzrH1cvb1is+PNBgMGZ+ctLKTWgQRS2ri4XvMtQJU6hx9+\n+CETJkygUaNGjBgxgp07d/Kvf/2LwMBAFi5cSFhYGKtWraJPnz5qnK6E/Px8Ro4cCcCbb77Jyy+/\nXKH7Czt7EUNBofMDHAWHjRvD7NneXwVEi91S9qSMjRCOaaEr69QpePNN6NkTnnlG++U8bErZmCRz\nqB9lBIeGgnyaL/0bf9i0hMQx891aDcXxHTvPHFY/+Su54VHk1qqnzrkqEVWCw0WLFtGnTx9WrVpl\n3fbGG28wdepUunXrxrfffkt4eLgap3LonXfe4eDBgzz++OM8+uijFQoO/bKyCUpNLz1z6GgpuLAw\nGDHC7fO6TQ/dyhIcCuGYr1+/27crXcnPPw89eviuHa7KywM/P8zeqicrKq6U4DD04gk6xg8ir3od\nfv7XPvKq11bttGaj0WnmMCJxo8xSdkKV4PDUqVNMmTKl2LZnnnmGqVOnMmrUKI8Ghr///jv//Oc/\nqVGjBrNnzyYnJ6dct1s2e5n1cuvY1rSJbQNA6LlkANczh76ih8yh1DgUwjFfZQ5NJli+HNavh6lT\noUkT37TDHQaD40mBQtucBIf1Ez6l1YJX+H3g3zj1yFgPvCac1zmMSNxAUq/RKp9PHQkJCSQkJPjs\n/KoEh1lZWTRq1KjYtoYNGwJw++23q3EKp0aNGkVubi4ffvghkZGRnD59uly3GzRmkMPtYWcuAmUE\nh8nJ2qr5peXM4ZUrkJLiveUEhdATX4w5zMmBWbPg2jWlsLUHv7x7hMGgfEGXCW76Yhcc+mVn0fXj\nMdRJOsCON9aTEeOZahbOVkgx5udS88h29r76uUfOW1FxcXHE2dRM9mSlF0dUCQ4Bzp07R4TNpIOC\nm92y586do4ZdIBUTE6PKOTds2EBCQgLNmzfnzjvvZN++fVy4cMG6Pzs7m/3799OgQYNyZy9Dz17C\n5O9Xerfyzz97f+KJM1oZ0O7MvHnQt6+y3rQQojhvv34vX1bGFzZpAn/5i7bqF7rC0dAeoW22weHu\n3cSOHsz5pj3Z8v4eCoMrPpHUKYMBHGQOaxzdQWb9FuRX0dmXIy9RLTh84oknHG5/7LHixSsNBgOF\nhaVk5Vxw/fp1AI4ePUrHjh1L7D906BAdOnRg0aJFDBkypFz3GXb2Elm3RWEoLCUbt2kTjB3rVptV\np+VuZZMJTpyA0dpM2wuhCd56/f72mzIT+fHHoU8fbUyGcYelW1kyh/piNCpLz777Lrz7LidGvcy+\nZiOo4cnAkJtFsB28xmrv3yBL5pVCleDwP//5jxp34zJLHUP7eoZmmyeCwWBwqd5h6JlLZDWqjzHf\nSebw7FlIS4PWrV1vsCdouVv5m28gMhJq1fJ1S4TQJm99uVu7FpYuhfHjoUMHz5/PkyzdyjLmUF+M\nRtiwAa5fh127SD6RDBfKvlmFOckcRiRu4OigqV5ogD6pEhw+99xzatyNyx599FFMdoFRUlKSdfzj\nnXfeya5du1y6z7Czl7j4x84Epl13fEBCgrJ2slbKPWg1c3jkiBIcvvWWdv5XQmiNp7uVCwpg/nxl\nObwZM6BeJSnZIRNS9MfyOfDSSxAdDSeSvXJas6HkbOXQC8epeuYg11pqZHiYBlW6T21L1tDV1VEC\n0jNp9dZ8glKukRnzB+djDhMS4J57KthKFWkxc5idDfHxStd7gwa+bo0Q2uap4DAjA15/XZkU9u67\nlScwlMyhPlmCQ28PB3BQ5zBq1yrO9xhEYZBU0XCm0gWH0dHRmEwmCgsLy501DEpOpeuzk/DLyWXP\nBxMxBQdicDYucts2uLtiFdtVpcUJKStWQJs20KmTr1sihLZ5KvN/+rTShdysGUyZotRhrSyklI0+\nWYJDLz9ujlZIkfqGZVNtQopehZ06T6eRUzkz4AGOP/8EGAzUXbsVQ76D4DA1FS5e1M54Q/B9t/LW\nrcrayUZj0Yt/7Vr417981yYh9ETt1+///gdz5ihF+W1KYVQaEhzqk68yh3afkYaCfGoe2sqvLy/2\nbjt05pYODsN/PcKdY9/i6LhnOTPgAet2s5+TUjY7dkBsrLKOslb4olu5sBD27YMff1Q+iJ59tqgd\nZjO8/DLUqePdNgmhR2pm/s1m+OILWLdO6U5u2lSd+9WiGzf0V5/xVuejzKF9Eewav+8mOyqG/Goy\nUbI0t2xwWHvLL3R4bSb73n6Z5J53Fttn8vd3XMrmyy+11aUM3s0cZmXB6tXKh0+1avDggzByJNjU\ntxRCuECtcjI3bijZ+itXlPG+lbnovCVzWLeur1siXOGjzKF9EeyIxA3SpVwOug8Ov//+e7744gt2\n797NpUuXCAoK4uGHH6ZPnz7cf//9hDkZa9Nh4ix2fzSFax1althnDvDDYJ85NJvh++9hzx5P/Bnu\n80bmMDsbvvtO+enYESZNgsaNPXtOIW4Farx+09OVqgCRkcrvwEB12qZVMiFFn3wVHBqMxTKHEYkb\nOd7/Na+2QY90HxzOnj2bH3/8EVBmKJvNZhYtWsSiRYto1aoVu3btIsRBJf0dC6aR0dLxSi0mf3+M\n9mMOT59W3nRvLguoGZ6ckJKdDT/8AN9+C+3bw9tvwx/+4JlzCXErqujr9/hxmD4devZUhnfcKmWj\nZMyh/liem97+8mJT59AvN5sax/dw9fbu3m2DDun+nSQgIIChQ4eydetWrl69ypdffmldxu/gwYMs\nWbLE4e2cBYYAZj9jyczhmjXanH3riW7l3Fz46isYNQrOnFE+fCZMkMBQCLVVpFt5wwaYOhWGD4fB\ng2+dwNBoVL64SnCoL5bnp793c1K2K6SEH95OenQ7CkOqeLUNeqT7zOHSpUupZrNub//+/dmxYwfx\n8fEAHD582OX7NPv7Y7QvZfPpp0ppCK1Rs1u5sBB++gk+/xxatFC6qG67TZ37FkKU5M7rt6AAFi6E\nX39VXqO3Yi3RGzdk+Ty9sQSH3p7QaZM5jEjcQGrbe717fp3SfXBoGxha+Nk8+dq1a+fyfZoC/DAU\nFAWHfjdyITERHnrIvUZ6khqZQ7NZmXW8ZIkykH3y5Mo901EIrXA1c5iWpqx0EhqqTDypcgtmQCxj\nDh0MFxIa5rPgsOgzMiJxI4eee8e759cp3QeH9pKSkpg/fz6gBI69e/d2+T7M/v7F1lYOP3IU2rVT\n3pC1pqKZwwMH4JNPlGzEyJHKuqtqzaAUQpStvF/ujh5VAsM//hGeeurW6Ua2Z5mtLJlDffFRcGg2\nKsvn+WemUfXsIdKad/bq+fWqUgWHZ8+epVevXly9ehV/f38++eQTIiMjHR67bPYy6+XWsa1pE9vG\net3k51eslE2tAwehRw/PNbwi3B3Qfvq0EhSeO6cMZO/e/db9sBHCV8qb+V+/HhYvhjFjtDn22dvy\n8iRzqDe+yhzerHNY6+BmrjbvgilAH18qEhISSEhI8Nn5K01weOTIER544AHOnTtHQEAAn376KY8+\n+qjT4weNGeR0n9m/eCmbmgcOwtODVW2valztVk5OhqVLlfFKTz6pdCEHBHiufUKI0pX2+s3PhwUL\nlAz/9OkyKQyKejaCgpRx0kIffJg5xGwmInGjrsYbxsXFEWezwtG0adO8ev5KERzu2bOH3r17k5qa\nSlhYGCtWrKBXr15u358pwJ+AzGzqf5fAbYu/o/qpC9C1q4otVlF5u5UzMpQ1jzduhN69Yd48bXaT\nC3ErKS3zf/Wq0o1cvboyvlBerwpLcBgcrBTmF/rg48xhxP4N7Bu3yMvn1i/dB4cbN27kscceIzMz\nk4iICL7//ntiY2MrdJ95Natz9Y7bqf/Dz1zs1p49f/87vatXV6nFKisrc5ibq9QpXLlSWd1l9mxZ\ndkoIrQgMVLKD9hITYdYseOABJcMvQz6KSHCoTz7MHIZd+J2gtMukx3T06rn1TPfB4RtvvEFmZiYA\nKSkpdO5cfLBpz5492bRpk0v3WRgazJ4PJgGQmZFJ2DXHq6xogrPMoaUszbJl0LIlvPMO1K/v/fYJ\nIZwLCVEmV1iYzUqGf80aePFFuOsu37VNqyzvd5V9JZjKxoeZw4Zr5nL6kbE+OLd+6T44NBgMGEqZ\nXVvavkrBvlvKUpZm8WIlQzh5MjRr5rv2CSGcCw1VCjqDUp7lgw+UccHx8VCrlm/bplV5ecrvyv7e\nXtn4KDgsCKnC1VbdOTpoqlfPq3e6Dw5dzQpWOkajUobGbKbapk3UnTVLefGNGKGsgyxvoEJoV2go\npKQo2cKff4aYmFtjfeSKuHHD1y0Q7vBRcHhk8HRMfgEyNMNFug8Ob3kGA3z/PaxfT53UVK7160fk\nfffJC0EIPahVC+LilMknffrA/ffLF7qy5Ob6ugXCHT4KDvVSukZrJDjUuzvuUNZYff55jjdrRtV9\n+yQwFEIvAgKU4vOi/CQ41CefjTkU7pDgUO8eeqhoWb+9e33bFiGE8LSCAvkCrEeWjLgEh7ogrzAh\nhBD6Ikvn6ZcMm9CFShEc5ubmMmnSJO666y6qVq1K+/btGTNmDBkZGb5umhBCCLUFB/u6BcJV7izz\nKnxG98FhZmYmd999NzNmzOCXX34hOzubxMREPvroI+68804uXLjg6yYKlSUcOODrJgg3yWOnb5p5\n/KpU8XULdMeX6/QCEhzqjO6Dwzlz5vDLL78A0LdvXw4ePMiwYcMAOH78OG+++aYvmyc8IOG333zd\nBOEmeez0TTOPX9Wqvm6B7khwKFyh++Bw1qxZAAQFBfH555/TokULFixYQP2bq4EsXLiQ69ev+7KJ\nQggh1NKqlbIUqNCXatV83QLhAl3PVr527RqXL18GoEmTJgTbjENp27Yt58+fJz8/n5MnT9KuXbti\nt824Vr7xiDnZOYSh4eXz7GTl5pJaycda5twCf2NlJY+dvmni8ZukLG1KRgaFjpYOFdpUrVqJ7GF2\ndgZGo3ZnL+fmZt2yw1sNZrN+c7379u2jY0dlIe2uXbuydetW675BgwaxfPlyAFauXEnfvn2t+yr9\nknpCCCGEqFS8Ga7pOnNoy/6fVto/UcfxsBBCCCGER+l6zGHDhg2tl9PT04vtsy1jEx0d7a0mCSGE\nEELomq6Dw/DwcKKiogA4ceIEOTk51n2JiYmAMlElJibGJ+0TQgghhNAbXQeHAC+//DKgFMJ+6qmn\nOHz4MCNGjLDWNxw+fDhVpCaWEEIIIUS56HpCCkBWVhb33HMPe/bsKbGvadOmJCQkULduXR+0TAgh\nhBBCf3QfHALk5eUxdepU1q9fz7Fjx2jUqBF3330306dPp6oUSxVCCCGEKLdKERwKIYQQQgh16H7M\noRBCCCGEUI8Eh0IIIYQQwkqCQyGEEEIIYSXBoRBCCCGEsJLgUAghhBBCWElwKIQQQgghrCQ4FEII\nIYQQVhIcCiGEEEIIKwkOhRBCCCGElQSHQgghhBDCSoJDIYQQQghhJcGhEEIIIYSwkuBQCCGEEEJY\n+Sw43L17N48++iiNGjWiSpUqhIWF0aRJEwYPHsy+ffvKfT8LFy7knnvuoWbNmjRu3Jgnn3ySI0eO\neLDlQgghhBCVl8FsNpt9ceL//ve/DBs2DIPBYN1maUqVKlXYsWMHt99+e6n38cILL/Dxxx8DYDAY\nit1+5cqV3HvvvR5qvRBCCCFE5eSzzGGzZs34z3/+w6lTp8jMzCQhIYEmTZoAkJmZyRdffFHq7Xfu\n3GkNDG+//Xa2bdtGfHw8wcHBZGZmMm7cOI//DUIIIYQQlY3PgsOuXbvy3HPP0aBBA0JCQujevTtP\nP/20dX9QUFCpt585c6b18gcffEDnzp0ZP348/fv3B+DgwYP8+OOPnmm8EEIIIUQlpYkJKdnZ2Wze\nvJklS5YAEBwczBNPPFHqbQ4fPgwo3cnt2rWzbre9bDlGCCGEEEKUj7+vGxAdHc2ZM2es11u0aMEP\nP/xAo0aNSr1dUlKS9XL16tWtl6tVq+bwGCGEEEIIUTafB4cGg8E6KcVsNnPkyBHGjh3L/PnzqVu3\nbqm3s7CdU1Oe+TW2txVCCCGE0Dpvzh/2eXB46tQpsrOz2bNnD6+//jqbN29m9erVfPTRR/zjH/9w\neruGDRuSmJgIQHp6OhEREQBkZGRYj4mOjnZ6+2+PfFuu9mVmZBJ2LYy+D/Qt1/G+dGDvXqru3Ut0\nZKSvm+JRU5ctY+qgQb5uhnCDPHb6prXHb+OFC3R69lnCwsJ83RTNmzp1KlOnTvV1M6w2bNjFhQvR\n1KhRx9dNcSorK53g4P089lgPXzfF60ktTYw5DA0NpUePHkyePNm6bd26daXepmXLloASSe/fv9+6\n3fay5RghhBBCCFE+PgsOX3nlFb799lvOnTtHVlYWO3bsYMaMGdb9MTExACQkJGA0GjEajQwdOrTY\n7S3GjRvHjh07eP/99/n6668BaN26Nffff7+X/hohhBBCiMrBZ93K33zzDf/6178c7qtRowZTpkwp\nsd02rRobG8vo0aOZN28ehw4domvXrtZ9VatWdXrfQv/iWrf2dROEm+Sx0zd5/PQrLi7O100QOuKz\nzOHo0aO5++67iYyMJDAwkIiICNq2bcuECRPYu3cvbdq0AYoCQkf97R999BELFiygZ8+ehIeHExMT\nwxNPPMGuXbu45557vPr3CO+Ju/ncEPojj52+yeOnXxIcClf4LHM4ceJEJk6cWOZxPXv2xGQyOd0/\nbNgwhg0bpmbThBBCCCFuWZqYkCKEEEIIIbRBgkMhhBBCCGElwaEQQgghhLCS4FAIIYQQQlhJcCiE\nEEIIIawkOHTg4vWLFJoKfd0MIYQQQgivk+DQgVE/jGLj6Y2+boYQQgghhNdJcOhEdn52setms5nU\n7FQftUYIIYQQwjskOHTCbDYXu/7dse+IeDfCR60RQgghhPAOnwaH33//PYMHD6Zly5aEh4cTFRXF\n8OHDWblyJVlZWWXe/vTp0xiNRqc/H3/8sdttM1MUHM78fSZ/XvNnt+9LCCGE+grMMjZcuGbrtRW8\nc3Kgr5uheT4NDmfPns2nn37K0aNHycjIIDk5mUWLFtG/f386d+5MTk5Oue/LYDA4/HGXyVy0ZF9C\nSgJJ6Ulu35cQQgj1PXj5Jbp80oXEy4m+bor4f/bOPD5qau3jv2S60wWwQGWnUNZCUdkElIJXFlnc\nAEW9SkFRFkXBBfC6oFy9IqIioLxaBBFxQURFBL3QclVkE6FQtrK0tFCg+95OZ3LeP6ZJk5lkJjOd\ndqbt8+XTD5Pk5OTMJCd58qxezuwTPbHq4uP4b048fs//2tPD8Xo8Khz6+voiLi4Ov//+O3Jzc7F5\n82aEh1tMt8nJydiwYYOufjiOQ0JCAsxms+JvxowZbh9zWn4ajlw54vZ+CYIgCOc5lnUMXx7/0tPD\nILyc9PKT2Jn9fzhcuNPTQ6kX+Hjy4Bs3bkRoaKi0fM8992Dfvn1YtmwZAODkyZO6+7L2EawpWv2N\n/HwkzuScAXvFvccjCIIgXMMkmDw9BIJoUHhUcygXDEUMBoP0OSYmRlc/jDFMmjQJfn5+aN++Pe64\n4w78/vvvNRqb3OdQTqW5EgAwdevUGvVPEARBuAcSDgnCvbikOUxNTcXBgweRnJyM48ePAwB69eqF\nnj17on///oiMjHRpMGlpafj4448BWATHMWPG6NqP4zjk5FjSzGRkZCAjIwM7duzAhg0b8OCDD6ru\ns2nlJulz9IBo9B7QW7FdrjkM4ANQLpQDqPZFXH90PdbdtU7fFyMIgiBqjbzyPE8PgahnmJkJZeZi\n+PNB8OX9PD0cGxITE5GYmOix4zslHB4/fhyvv/46vv32WwiCgICAAHTp0gWMMWzfvh3l5eXgOA73\n3nsvXn75ZURHR+vuOz09HaNHj0Zubi58fHywfv16tGrVyu4+wcHBWLJkCcaNG4cuXbrgzJkzWLVq\nFeLj4wEAc+bMwZQpU8DztgrSKXOm2O1brjlsH9QeZ4rPAFAGqhAEQRCeJ70g3dNDILycQD4YZUKx\ntHz3374AAD8uEH1D/4GFkVtg4DzqaacgNjYWsbGx0vLixYvr9Pi6zcr33nsv+vbti5KSEmzduhUX\nLlxASUkJkpKScOzYMZSUlCA1NRXff/89SktL0bdvX9x77726+j516hSGDBmC06dPw9fXFxs3bsSd\nd97pcL/w8HAsWrQIffr0QVBQEPr27YsVK1agWbNmAIDCwkKkpKTo/YoK5JpDuaBIwiFBEARB1C+a\n+V6P1T1P4tPoS7jev7O03sjKcKDgR+zP/8GDo/M+dAuHLVu2RHJyMrZt24Zx48ahQ4cOilQxHMeh\nffv2GDduHLZt24bk5GSHmj8AOHToEG655RZkZGSgSZMm+P777zFp0iRdYxIEW0FNIdQxpqo11IOW\nQKjli6iGSTAh7vs4h+3+TP/T7QE1BEEQDR1f+OCru75ChbnC00MhvBwTq4QP54fr/FojgA+22Z5d\nSdpnObolpw8//BDdunXT3XG3bt2wevVqu212796NESNGICcnB+Hh4di1axdGjx5t0y4xMVFKbB0X\nVy1sLVy4EI899hj27t2L/Px8HD16FHPnzkVensX/pEWLFoiKitI9Zjnu0BwWlBdg3ZF1DtsNXjsY\nBy4dcGp8BEEQBBDqHwqj2ejpYRBejokZ4cNZfAsD+CYAgHe6VT93P8l42iPj8lY8amB/7bXXUFxs\n8QHIzs7GoEGDFNuHDRuGhIQExTq5ttJoNCI+Pl7yMZRjMBiwbt06l8cmFwjlgqIzwqEzSbid0UgS\nBEEQgBlmNPFtggoTaQ4JbZKKEpBbeRk+nMXP0L9KOOQ5g73dGjW6NYdnz57Fjz/+aGP+/PvvvzFz\n5ky0bNkSN9xwAzZt2qTRgy1aVU20KpxYL8fFxeHpp5/GDTfcgPDwcAQGBqJr166YMmUKjhw5ojva\nWQ1nNIebjm3C18m2Gdc56BcOnWkrUlhRiLR8qtxCEETjgzEGAQyBPoFkViY0KTblYXfOOgCQNIf+\nfJBq2wpBf1W2ho5uzeGSJUuQkpKC8ePHS+tKSkpw2223oaCgALfccguOHDmChx56CM2bN8eoUaMc\n9mmtFdQiNjZW1b+wT58+WL58ud6v4BQKzaGGFlHkgS0PwMAZMLnXZMV6ZzSHPOe8b+SETROwJ20P\nJeQmCKLRYYYAHjz8ffxJc0ho8l7aVBwosASbGKo0h76cf9VW5TN60pEg/HAjPU8BJzSH+/fvx8SJ\nExXr1q5di/z8fGzbtg2JiYlITU3FgAED8N5777l9oHWNdWCLiJZZWW29qA3UCjb5+K+PsfbvtQCc\nFw7T8tOwJ22PU/sQBEE0FEzMDAN4+Bv8yeeQ0KTEnC99FjWHvrxFOOTAYWyLOR4Zl7ejWyK5fPky\nevbsqVi3evVqREVFSebbpk2b4u6775YSY9dntDSHWsKhms+guG5P2h5kl2bbbJ+xbQZe+O8Lmvvb\n42S2/tKCBEHUDowxnCrPqFEfeaZix40IG8xMgIHj4WfwI7NyI+Jy+Vm8l/oINl5+WVd7Jntmiz6H\nopDIgcPj7T7Akqjd7h9oPUe3cNi0aVMUFBRIy5mZmTh9+rRNdPGNN96IrKws943QQ2hpC50JSBH7\nGL5+OF7c/aJqmyBfi++Ds+Wfyk3lTrUnCML9bC3Yhx4nZtWoj+ZJD+BE2UU3jajxYIIZPHjwHE/5\nZxsRT5yIwu7cz/DDNX0WSobqa0N09ZKEw6rl9gE9bXds5OgWDseMGYM9e6rNmNZRZRUAACAASURB\nVN988w0AYPJkpZ/dpUuX0Lx5czcNzztwpDnUMgnL99MKODFURUuJNZt1j4nyIhKEx8kw5uhuu6/k\ntM28NTEzANd8jhs7ZibAUPUIo/thY0TfOTdXzTF5EIooHIo+h9XLhIjugJRx48Zh0qRJMBgM6N69\nO95++2307dsXQ4YMUbTbv3+/y7kFvQmtxNcllSU2bbUEP/kNS+vmb+AtwmFNCscbzUb4GejiJoi6\n5pop33GjKm4+/RwOdnsH/ZpU3x+zTYUAIAk5hH7MTABX9Y9ofOh1xRI1h4ObVldss66lLAaqAJbn\ntjPBpA0V3XekUaNGYfLkyVi5ciXmzJmDVq1a4Z133lG0KSwsxIYNG/CPf/zD7QOtaxxFKMvRozk0\n8AaYBbONEOjDW+TzTcc32Rzn5YSXMWStUvhW6zu3LNfu+AiCqB2c0RwCQLGgdAcpFSy+cgLILOos\nDEy691Ke2IbPhMMcsozV7hfOCofyuslyn0P5MgCY4bqipiGhWzj09fXF+vXrkZmZiZMnT+LQoUMY\nPny4sjOeR0JCAp566im3D7SuUfgcOrhxa71lyPvgwKHT+51wc/zNijYBPgEAgI8Pf2wTcbfz3E7s\nTd/rsO+cUuceUARBuAfxAaXX561MMKouC2QWdRrxF+M4jszKjYSM8lPSZ6HKXOwIsR0vM5SKqWyq\nhcNqzaFJoMh3wAnhUKRVq1ZgjOHKlSs224KDg9GvXz+EhYW5ZXCexJk3US2zhvyB8WfGn0gvTMeh\ny4ew4egGab0vL78olW8sYrCKI81gThkJhwThSS5V6puDlytz8WXu/6TlsirNoZk0h05D2sLGx8qL\nj0mfK1kFyszKSP9Hj3fEwYJtinWCHc2h6HMoV/CYmHP+/w0V3cKh0WjE22+/jejoaPTs2ROtW7fG\nsGHDkJmZWZvj8xjOlMzTY1Y+dPmQ9PnhrQ9Lnw9ePih9rhSUF2UTX0uJn9UHbWtUy/smzSFBeAZx\nFh4uPS85vtvj0YsfYErqMmn5SNkFAIBAgo5LiD6HJCg2bESNodysDAD/TGqpWL5mTENSkbK4hpjK\nRi4cimXz5IqdO1s+AwAwk3AIwAnhcMeOHViwYAGuu+46vPnmm5gwYQIOHDiAVatWuXTgbdu24eGH\nH0aPHj3QrFkzREREYPr06di6dStKSmyDPrSIj4/H8OHD0bx5c3Tu3BmTJ0/GqVOnHO/oAK08h2po\nCocqpo7IZpGa/VgLeaLmsFlAM1wtvqrZN2kOCcIziPeGGRdX4vpjUxXbCsz272NLMr/CYxdXAnAu\nRRZhQfztKXig4TPrRA/V9UamVu7Ocl2YmQlJRQkQYHlpkwed8KgSDmXXzvS2y9HMJ4I0h1XoFg63\nbt2KSZMmYc+ePXjhhRewdetWvP766/jhhx9cOvDKlSvx+eef4/Tp0ygsLMS1a9fw6aef4p577sGg\nQYNQVua4xuHMmTPx2GOPYc+ePSgoKMCFCxewefNmDBgwALt31yyppVZtZTX0aA4BYNoN0xRmZGu6\nfNAFSVeTpGVROExMS0TEOxGa+3k6IKVMqECRudSjYyAITyAwAb6cD66ZCpBlKsA7V7ciz1SM34qT\n0fToFOSYClFiLsd/C48o9rtWmY+XMjdW90OaL5cQH+3kc9i4MTMzPkh7FIBlTqaUHMTdf/viXykj\npBcvNc2hNQbOlzSHVegWDrdt24YpU6Yo1k2ZMgXHjx9Henq60wf29fVFXFwcfv/9d+Tm5mLz5s0I\nDw8HACQnJ2PDhg1299+/fz/WrFkDAOjZsyf++OMPLFu2DAEBASguLsbcuXOdHpMcZ6KVxbcPo9mI\nkRtGau5n4AwOU9YUVhRKn0Uz1eYTm222Td5cnV8yv1x/Oo3a4LaUlxBzsma/N0HURxiASlY9p5+9\ntBbNkx7ArWcWAgAikh7BXef/jdvPKqs5tDr2sGKZNIfOI95fKZVNw0aP4H/33z74NSceAHC54gz2\nF1QrrdSilauFQ+W1Q1roanQLh9nZ2bj++usV61q1agUALlVE2bhxI+Lj4zF48GCEhYXhnnvuwdSp\nU6XtJ0/aLw/37rvvSp9XrFiBQYMGYd68ebjnnnsAWATMX375xelxqeEoWlnUHOaV5eHX879ie8p2\nALaaQx/ex6Ffkjzbv/WkeG+fekZ4a1/FuubPklPIrMzz6BgIwhM4siqYYMZ/i4467Ic0h87DIKtf\nT79fg8XRuS0yKS1nfxX+rEh4fbkiBQBgkEUrS2ZllRcLupYs6E6CDQAHDx5EcXF1dJDZbBF0Dhw4\ngPx8pfZqxIgRdvsKDQ21WWcwVKt6Y2Ji7O4vCo8cxynaxsTE4IsvvpDajBw5UnV/RygEMwfXiigc\nlpkspvCXEl5Crxa9bMzNYq5DexRVFMHwmgGZ8zNtLlLRzGydXNvZ6iq1wXU+IZ4eAkHUOQwMi69/\nAM0NwXgy4/9c7oeEQ9ehVDYNG0fC2pWK8zbrBGZroXMUkFK9TNcS4KRw+OSTT6qunzVLWVuU4zhJ\ncNRLWloaPv74YwAWwXHMmDEO24vIU+fIhU55G2s2rdwkfY4eEI3eA3ortsvNv3o1h53e7yQtd3y/\nI849dU7Rzof3kfqtMKkXih+90VKruthYbLMtxM8igMnzIXLg8P7+9/HeaH11JmsLMu0QjREGoKt/\na3QPaFujfvREOhNKWJXukGjo2BfWSsy2blUbM1+2WcdztppD2+vHe66nxMREJCYmeuz4uoXDmgZ4\n2CM9PR2jR49Gbm4ufHx8sH79eslkrYXcN0ARPKLzDXLKnCl2t8sFMK03F24xh5JFJTaCkZi25uCl\ng4r1cuEw4N8Bdo8vMEHxXcZ1HYfUglTct/k+qaoK4D0PFVLFE40RgQngOA4d/Fo6bmyvH5o/LsEB\nlMqmgePo3IrRyHJa+0dJ5mQRueZQ/KzmY+gt11JsbCxiY2Ol5cWLF9fp8XULh5GRkYiIiICfn3tr\n+J46dQojR45ERkYGfH198fnnn+POO+90uF+HDh2QlGSJ7C0oKJCCWQoLq4M2Onbs6PK4ROEwsyTT\nrsBpEkyaTqxHriojFPUEpIgITFBcpEG+QfjP7//Rta8n8JYJRRB1iej31swnGMYbtuCp9I/xUfbP\nONtrDb7O+x2LLm/AsOBo7Ck+brcfqpDiPJTKpnHgSOEjjy5u6dcBMSH/QG7lZbQP6IV9BVulbfIq\nKPbMyvQss6A7IKVjx444cuSI44ZOcOjQIdxyyy3IyMhAkyZN8P3332PSpEm69u3Rw5L3iDGGo0er\nHb7ln8U2rmA0G5Gan4r5e+bbNStz4DRT2Vj7F9oLSBnQZoBimTGmmBRfJ3+td+gEQdQRDEx6vPhy\nPvCv0ki08mkKU1VgGa/DVHWkzNZvinCMFJBCwnUDxkHQl0w4vLnpveDAQWBmcByPL/pUB0ryKgEp\n1pB7VDVOl89zF7t378aIESOQk5OD8PBw7Nq1C6NHj7Zpl5iYCJ7nwfM84uLipPXPPPOM9Hnu3LnY\nt28fli9fji1btgAAoqOjcfvtt7s8vgpzhRQ1XGbWzrlobf6VYy0I2gtIWTh0oW2/9egNpv6MlCDc\nh0U4rH6giFosrRdGLZ7O+ATlVNPVKaTayvRAb9A4zAjAqucNDx4ABwFm8ODhy/tL2/QEpAD0oiHi\nMeHwtddekyKfs7OzMWjQIEkI5Hkew4cPt9lHbj4YMGAAnnjiCQDAiRMnMHjwYDz77LOoqKhASEgI\n3n///RqNz2g2Knz7tGBV/wDgrX+8hRdveVHaZi0Iys3K/gZ/xTbr5Nj1Le8ZTSiiMSJPpwJUawk5\nqzZ6MHmJ/3B9gbFqrW19epEmnMOhcCh7qeI4HhzHWXyBwVcJixYMOgJSLDIGXUuAB4VDjuMc/lm3\nt2b16tX45JNPMGzYMDRr1gyRkZGYOHEiDhw4oCpcOoPRbNT19i8wAWO6jMH90ffj+SHP44aIG6Rt\n7+9XCqjygJRWwcqAG1+DUjhkUJqVo1tGO/0dCIKoXQQmgOfkwiGv+N8ZKkk4dIGq2sr0ctqA0T63\ng5veq6I5tASpWARFdeHQYEdzSFhwKpXNhAkT4OurXf5NzDfFcRwuXryo2Q4AEhIS7G4XiY2NhSBo\na9GmTZuGadOm6erLGYxmoy7tncAE+PA+GNJuCAAg0DdQs63c51DMWShisCrnY21WPvrEURheU/eT\nADyvuaM3d6IxomVW5qza6KFSJTcboQ3dcxoH9p5tvpw/KpmV5rDK55AHD05Lc8jZ1lau6oGuqyqc\nEg779esnRQXboyFEj+kVDhmzmJXF7zy6i63fpIjcTB3ooxQiDbyKcGiV7Pp/U/+HW9fdqmjXq0Uv\nJGcl0wVNEB5A06zswj3QSMKh04hWJrr/NVzsnVsD56OIVubAV0UcC1VL1cKhekCKWhJsAnBSOHzp\npZcwcODA2hqLV+GM5tDi+1LtiH5p3iX85/f/4IMDHyjayrWD1sKg9UWp9rbkZ7CkEZrdfzZWHVwF\nALi7x904mX3S4z6KdHMmGiPyaGWgeh7LI5T1aw7JrOwMFJBC8JwBJmaEPx+ECqFUqqNscffgFS9p\n6rWVbaFnmQWnHGMagkZQLxXmCrsJpoP9gtGySUvJ/Cv/bVqHtIa/j7/NPnKB0Nqf0XpZLVpZFA4n\n9VSm++E53gvMygTR+JC/GAKQ/A9dEVjIrOwccsHc0/c/ovawJ6zxsAiHfpzFEpdrvAxUaQ45K/FG\nkedQo7Yylc+rxmMBKd6O0WzE/F/ma24P9Q+FgTNIgSOOhD1AaVbWJRxW3fDEC1gMWpELolzVP09r\nDgmiMcIARUCKOFc5heZQH6Q5dB4OtsGLREPDvlnZxKqDRyuEUgCw+BzaPGP1pLKha0lEt3B46623\nIiQkRFfbyspKx428mCa+TWzWvXnbmxjVeZS0LCa/FphQFTavvKhqKhzKU+TIjyn/H7AIijzHe1wV\n7unjE4QnEKCc++InrfKe9jCy+n3frGvk9xy6/zRc7GoOOQMqBaOkCWRV81GA2UZz6Mv5K/azQHkO\ntdAtHCYmJkoVR5YuXarZzmQy4b777qv5yDxIsF+wzboFQxfgucHPKdaJ+ZSszcqAullJLhxab7cX\nkCJFQFr9L/YjjsOT0IQiGiPWASnqbcjnsDahVDYNG3vnloclIEVMWSNAUOQ5lOPDVZf+Fbeppcyj\nFw0LLpmVX3rpJXz22Wc2681mM+6//37s3r27xgPzRqwvJNHXz9rvSNxmjTwgxXq76E8ooibsifuo\nHYtujgRR98gTMQM1C44gn0PnoHteY8G+5tDEjFJUMqt6bgqwNSv78tXPWLE9BTNp45Jw+NFHH+Gx\nxx7Dzz//LK0zm82YMmUKfv31V+zYscNtA/QEWm8OSj8iJpmVVTWHKn4wcu2gtaYwplWMYlkekGJt\nTvZGn0O6TRONEbW5b9vGPmNCb0J7vxYoo/J5TiFqbUnb07BxlMrG4nNokLWtqq1sT3OoEThGASnV\nuCQcxsXF4ZVXXsGkSZOwf/9+CIKABx98EDt27MDPP/+MQYMG6eonOzsbc+fOxcCBA+Hv7y+Vzlu1\napWu/VNTUxUl96z/1qxZ48rXs+GJTk+orheFMjXNoRqiWfnWDreiR3gPZV+yPIm3drhV0kjKt6ld\n0JTniyA8BwNzWA3FkS/hhLABuCEwEkWCdg13QhvS/jRs7D3bfDhfVAhlkiAo+hwyCDaaQzWzsi10\nLYm4HK28aNEixMXFYezYsbjrrrvw008/Yfv27Rg8eLDuPjIyMvDBBx/g4MGDiiAWV6LP9JTgc4ZX\nbn0FIX6WAJwxEWNUxyUGgqhpD9RMHqJwuGbcGruVVOQaScC+5lAah8dT2ZBwSjQ+BKs8h2o4Sm7N\ngUOIIRBFZhIOnYFS2TQW1M/tg9e/jiBDGIrNeZLmULSgqWkO5XkOq7epBKTQswyAk0mwrVmxYgWu\nXr2K7du3Y/v27Rg6dKhT+zdr1gzz5s3DwIEDkZCQgI8++silcXAch4SEBNx6662OG+ukbVhbdA/v\njoOXD6puF9PXaGkO1S4wUTh0VLNZy0ysqjn0GrMyTSii8aHHauBQOOQ4BPOBKBbK3Tm0RgGlsmn4\n2BP8gw3NUGTKkWnvmWa0shx7ZmV6llnQLRy2a9dOqp0swnEcKisrwRjDQw89BAC6aysDQIcOHbBs\n2TIAQHJysrNjV+DON0fxhi+PLgZULiQ70cpq6C32LWkkrc3Kaj6HXpLKhiAaIwyOLR1GwVY4/KPr\nWxhy5gVpOZgPQDFpDp2CUtk0Duyd22BDMxSashXRyqhSlthTwmhGK5NZWUK3cHjbbbfp7rSu3+QY\nY5g0aRLy8/MRERGB6OhoLFq0yGlNpjUdm3bEnxl/am6XRys70gYC1UEojszA1mZlEc23HW9IZePR\noxOEZ9AqnyfHsVkZMHA8zKBE9s7D0QO9waP9dPHl/VHJyhHAWdLPyaOVrTWHTX0ipM+8HbMyPc0s\n6BYO161bV4vDqBkcxyEnJweAxY8xIyMDO3bswIYNG/Dggw863R+rUk3f1+s+jG4zGiisPo68jb0k\n2PZ8Du1p+uR5C60rpGhFK3uFzyH5/BCNEPFeYQ89ya15cBBoDjkF/VqNA0daYYt/oWUOVuc5VKay\nmd9xI4J9mkrLWooWUM5MiRr5HHqa4OBgLFmyBOPGjUOXLl1w5swZrFq1CvHx8QCAOXPmYMqUKeB5\nW63eppWbpM/RA6LRe0BvmzY8x0sl6wB1/wQts7I9n0NHmlVJI2nVh1qeQ47zDp9DgmiMCIyBdyAc\nvnb9g/gibw/+V6zuOkPpWFxDzDEp3k9FlyaiYWF/XnBVAqHS51CttrJyL++vHJyYmIjExESPHV+3\ncPjll19i8uTJqoKWGiaTCd988w2mTJni8uAcER4ejkWLFknLffv2xYoVK7Blyxbk5eWhsLAQKSkp\n6Natm82+U+bYGZclVZJD5L6Bekwbos+hIxO0qJEUiYmw5EDUuvF5g8+hp49PEJ5Aj7/x4y1GI9I/\nAiPPviytsw4q48HRDHIBMik3fOxp8izVcaotd0JVlSG1aGXlfupJsL3pJS02NhaxsbHS8uLFi+v0\n+LrF5+eeew6dOnXCsmXLUFhYqNkuLy8PS5cuRWRkJJ5//nm3DFILQbDVlskvJMaYbmFWD9b1Uu0l\nwVZDYVZ2cMGLZuVvJ3+LPVP3SOutx+E15fM8enSC8Ax6yucBjt81uSoNCKEf64e4tzzUCXejdV6Z\nNG/kZmVURSvbD0iRqqBrrCd0aw7PnTuH+Ph4/Oc//8GCBQvQoUMHREVFoUuXLgCA06dPIyUlBenp\n6Wjbti0WLlyI6dOn2+2TMSb5CpaWlkrri4uLkZOTA8YYwsPDkZiYiBEjRgAAHnnkEXz66acAgIUL\nFyI3NxdxcXHo2bMn0tLSsHLlSuTl5QEAWrRogaioKCd+jqpx6fAjAqDwDdTjcygGpDgKl5fnTwzy\nDUKAT4B0PHF/+Ri8weeQIBojNgEpruRohXhPIJyl+hFPD/WGiiOzslJ4ZDI3K2WMgGIvTj1a2fHx\nGg+6hUM/Pz/MnDkTjz76KL766ivs27cPycnJ+PrrrwEAvXr1wtixYzFo0CDcf//98PX1ddAjkJaW\nhsjISJv1CxYswIIFCwDYagflJ9NoNCI+Pl7yMZRjMBjcHkSjVdPYFc2hPbTyJ2olwfYGn0OaUERj\nRPeLpJ02lhc8CkhxFutfizFGBS4aGdVWMw4vdPoGbQK6YnfOZ5YKKXbNylQ+zxFOB6T4+vrioYce\nkvIaugO9b9vW7eLi4sBxHPbs2YP09HSUlJSgXbt2uOmmm7Bo0SL06tXLpfFo3fC1opXdngRbZia2\nzmkIqPgreYHPIUE0RvSmsbJG9QUPZncNq1HAwABZaVG6BzZM7J3X6uATDkOaTZTW2SpLrDSHmqls\n6O1CxKPRyh07dlT1G7QmNjZWtV2fPn2wfPny2hiaLuxFK6shJcHmtMPl5WZiG1W4ms8h5y0+h3Rj\nJhof1uXzXHm0UEAKQdjD/sywfv5aPtt/Jqtl/pD3R9SgtnKDRiNaWdWsDPUk2I7yHGoe2k5ZPq3c\nTN7gc+jp4xOEJ9BrVnaEN7iG1Dfkv70lapXuQQ0RrfMqnn9m5V8obrP3qqY1Z+k6qoaEQxeRC3Fq\nSbDVUFRIcaAqV9NI8ipOtN5SW5kgGiO6o5Wr5mxuny9st0E0ixLOIgWkUH7DBoujgBQG6+ev2jrr\nvbQ1h4QFEg5V0ONzKC67WlvZUfk8tfyJak60VFuZIDyHmIjZEWKbZj7BKttEszLNYWewCUih36+B\nUn1ef7jR1tVKsBIERWWJ/SAwjdrKHAWkiJBw6ASa0coqASkmwbaeqlxzaA95EmzVgBTKc0gQXoEY\nmCYivw9oCStbIheif1AXxTrLQ45mkTNYXrC1yqARDQW7VjZN/32lWdm6jVaeQwpIqcYl4bCiosLu\n9szMTJcG4y3ofQO1lwT7Wsk11fby/7WQayQV6zVuhF7hc0gPNqIRYh2QYtBxS7276c2SFQEQMw6Q\nr1NNod+vYaLHrAxrzWENzMr0LLPgknD44IMPak7EzMxMDB8+vEaD8gZ0mZWhnQQ7PCjcZn+5z6DW\nBSjWSlbTSKpqDqm2MkF4DGsXlADez6V+qEKK88gTkFMqm4aLvYAU8X/ls1n5nPTng9ApKEaxr1a0\nsqMCFY0Jl4TD3377DbNnz7ZZf+XKFYwYMQJ+fq7dIL0FvW+g8kom1oLj27e/rdpe2s9e+byqG51N\niL6azyG8w+fQ08cnCE9g/QIXqCEcOkqCTRVSXIPMyY0B/bWVrbcCwDd9S9AxsI/Nflr9ERZcEg5/\n+uknfP7554pC0FevXsWIESPA8zx27drltgF6CrUAE2t/Ip7jsWzvMvz3/H9tLipfg22FGN1mZVnA\niiPNobjsac0hPdiIxgiDcj5qCYf24AAKSHEB+e9FKUgaLnqTYEvrNFK+KffTSoJtOSLhYhLsfv36\nYfPmzRg/fjwiIiJwzz33YMSIEWCMISEhAS1atHD3OL0CNaHs57M/q25TQx6t7Og4YrSyYr1GtLI3\n3Bg9fXyC8ATWtZUDOec1h4D4gkdzyFm0SooSDQdHPoeCis+h/H/VvTRrK3v+WeotuBytPHLkSKxd\nuxZPPvkkBg4cCLPZjISEBLRq1Up3H9nZ2Zg7dy4GDhwIf39/8DwPnuexatUqp8YSHx+P4cOHo3nz\n5ujcuTMmT56MU6dOOfuVnEauAdRTQstZzaF65nfbaGVvMCsTRGNEAFPUcG3jd51qu5uCOuP5Vveo\nbqNUNq5BqWwaCxr++VWZOsTPai200CNANnZ0aw7Pnz9vs27QoEGYMWMGvvrqK2zZsgWlpaVSu8jI\nSId9ZmRk4IMPPrBZ78xb4MyZM7FmzRppv/z8fFy4cAE7duzA1q1bMWLECN19OUJhVmbaKSy00BOQ\nIt9u7c+k6URbZVY2wHPQjZlojFhrDm8J7oWsPp/btAs2BOKtNlMV6/oEdkRSWSqkRPY0h5zC2qxM\nNEzs+uerao4da5O1zMoU2FSNbuGwS5cudrcPGzZM+sxxHMxmx0XkmzVrhnnz5mHgwIFISEjARx99\npHc4AID9+/dLgmHPnj3xySefYO/evfjXv/6F4uJizJ07F8eOHXOqT0B/SSw1Pwd76A5I0dIcqlz0\n8lrMnoSmE9EYUc1U4BOqa9+FrSZiSuoyAJZHlKfncH2Hfr+GiZawVhMhzl60MmFBt3C4du1atx+8\nQ4cOWLbMcnNMTk52ev93331X+rxixQoMGjQIgwYNwuHDh/HFF18gOTkZv/zyC0aOHOmW8VoLgC5r\nDh2ou+VvL44EUGX5PLqwCaIusQ5IcYZqk5jjkpqELXLBnDQ+DRn18xpiuA7VzzznfA7tPSvpOrKg\nWzicOnVqLQ7DNU6ePAnAcmOIianOYxQTE4MvvvhCauOscMiY43J4NpURdDwg5D6DDiOwmL6AFED+\nYCHhkCDqEmuzsqtwAJmVXYDueA0ftWfl3A7rENv8IZwp2Q/ANr2b9TpreI0k2JZlmoeAG8vnFRYW\nYvfu3e7qThdpaWnS57CwMOlzaGioapuaoubrp7XN0f66aivrCUjhlOXzPGVaobctojHCrAJSnEGu\n9eJBmkNnkf9a3pCxgagbhjSdhAFh42HgDA4EQfu5ReX/69mnseFSKpvZs2fDbDZLPoK7du3CnXfe\nidLSUvTu3RtffPEFevXq5daBqiE/sfIbg56bxKaVm6TP0QOi0XtAb6eOB8BpzaGfwQ/RLaN1HUe1\nQoo9zWHVd468PAMXm8ejnV/dphOiBxvRGBGY65rDaoOY+ILXOOZQasVVTDi3BEk9bYMRnUHuG06p\nbBou1s+WFyK/lj5Xn3fn8hzWB7NyYmIiEhMTPXZ8l155d+zYgZtvvllaXr58OQYNGoTdu3cjMDAQ\n69atc9f47NKhQwfpc0FBgfS5sLBQ+tyxY0fVfafMmSL96REMrXElWtnAG3BspuMAGXkJHy3N4Xf3\nfSe1tS6fl2cu0fclCIKoEWrVkfSifPHznodSbfNX6TkcK3efRUeksfx+jQ/7eQ4B56OVtXvzHg10\nbGwsXn31VemvrnFJOMzMzJQEs0uXLmHnzp147rnnEBsbi1mzZtVZhZQePXoAsAhqR48eldbLP4tt\nnEErWtleZJOzF6KjVDYCE2zayDWHd3W/S2pr7cxO79AEUTfozWxgD0uFFDIrOwsDA3RpiYj6jB5h\nzVmzsquuII0Jl36hTp06Sb58P/30E4KDg3H77bcDANq2bas7ATVjDNnZ2cjOzkZpaam0vri4GDk5\nOcjOzgZgUa+KCbLj4uKkds8884z0ee7cudi3bx+WL1+OLVu2AACio6OlcdUGzmoO9SCveKKZ59AL\ny+cRRGPEEgamPvcdCXvWmsPGYlZ2J/Jf3ls0PoR7cRS8qbXO3jPZl/fHbZlJegAAIABJREFUkijb\nGAnLs5WuI8BFn8PbbrsNH3/8MTp27Ig1a9bgn//8J3jeIrikpaUhIiJCVz9paWmqybIXLFiABQsW\nAAAEQSn0yAWjAQMG4IknnsBHH32EEydOYPDgwdK2kJAQvP/++05/N0A7Wlnh42gVraynQor1MbSQ\nkmBrBaRY+SFa5zmkS5sg6gZLQIqrZmXxf6py5AqKgBRKZdNg0SccOpvKBugTMly1R8KCS5rDGTNm\nQBAEDB8+HPn5+Zg7d6607bvvvsOAAQOc6k+MuFX7s25nzerVq/HJJ59g2LBhaNasGSIjIzFx4kQc\nOHAAw4ernXzXsRut7E6zsobmUCsJtrXPIUEQdYOgI+2VI7iqmU2pbJxDLQE50RDR4XPopFnZ/tFo\nHgIuag6jo6Oxd+9epKSkICoqSrFtxowZ6Nq1q65+OnbsaKMZVCM2NtZuu2nTpmHatGm6julOasOs\nDCjfgnVrDq0u6HRjFlr4hCGA97Ppv0KoRJapAG39wlWPX2QuRYghSFo2CpUwQYAvZ4AvZ3vJyANo\nCKIxUZM8h9apsGgOuY43BRIQ7sWRfz5g/fytYUAKzUMALgqHItaCIQCMGzeuJl16Ndapc5xNZaP7\nOKgun6dnTKLP4e/X/pDWtz8+Ha19m2Njx/kwMTO25P+JVe2ewF+lZ9H/9HwAwL5ub6O5IQTnjVcQ\nZmiCED4QS69uwWe5u8Fu/AHc4QmKYz3QbBg2dpqvPl6aUEQjpCYBKdXmL8clNQlb5II5pbJpuDhb\nW1mvWdlef4QTwuFnn32GsWPH4rrrrsP69esdTsaHH364xoPzFC7VVnbyotLlc6jTbMJzPPLL8zFr\n/1OK9ZcrcxGX9j76BUVhc/4f+DD7Z8X2InMZBp1+TveYj9dC+gmCqM/YC0hxBjIru4rSD5xoiOg5\nr+4zK5PXvgWnyuft27cP1113nSJiWIv6LBxqoZZ8WtpWGz6HOnKoqeU5VB6n9qF3LaKxwmqUBLta\n68GzmgWktD82Da+3fhCPXHeby31YUy4YEXhkItiNP7itT3eiTN9Fd6GGiv15oeJqVSMtMrkniOgW\nDs+fP4/WrVtLnxsyrkQruy2VDTilz6GDfqU8hxoXdJ6pGFdN+U6P42ql/n3oxkw0VqzvA86gqJCC\nmqWySa/MRmLRcbcKhxWsEgBQKlQgiPd3W7/uRG9JUqL+wsDgw/nBxIw22+wFotBzqWboFg7llUa0\nqo40NmoSrWy3X1m0sho2ybGt8hzGnKw2LxcKpfitOFm1n9vPvqw5hohjDU/zSxDuRnCDzyHgnalY\nKpkZAJBtKkT7Oi7HqQdKZdNYYOgUGIPH2tqmprPnX+iSzyFdRxIuBaSYzWacP38eZ86cAcdx6Nq1\nKyIjI6Vchw0Vu2blWohW1luai+d4mKtu5J6A4zhy0yAaJTWJVhbhwIEH53VTqJKZAFisD+4UDt11\np3THb094P5bgTwO6B99ss021tnINo5UJC05Jc2azGW+//TZCQ0PRrVs3jB8/HuPGjUPXrl3RtGlT\nvPfee41GtW8drezWJNhQz3Oo1ZYDB5Ngcur4BEHUnJrk2qtOw2GZxwK8K1epqeqFs1zFnFcTauMJ\nQalsGi4CBDvl7rSjlSkgpWY4pTmcNGkStm7dittuuw1jxoxBZGQkGGM4f/48tm/fjnnz5mHv3r34\n+uuva2u8dYJmbWXrpNw1cIJ1lLvJnuZQfhMUU9l4Ujikdy2iscLgukuJfC/v1BxWCYdCpe59TMyM\nEqEcYYYmivWXjDlo43edW8cnF8wplU3DhUGA1lPG3WZlgMzKIrqFw99++w1bt27F2rVrMXXqVJvt\n8+fPx6efforp06dj7969ilJ23si7+97FM4OeQUpuCs7mngVjDKM6j4KBN2juU2dmZdlbsB7NYUF5\nAWb8OMNtx3cWUsUTjZWalM8TEYPQalrlyN0CkmhWFgNT9LDkytdYnLnJJsK57fE45Pb5As18gqWH\nr1bgn6vQQ71hYm2lU0clCbYrPof0LJPQbQtdvXo17rjjDlXBUCQuLg5jxozBypUrdQ+goqICCxcu\nRP/+/RESEoK+fftizpw5KCwsdLhvamoqeJ7X/FuzZo3mvgmpCZjw5QTM/2U+Pjz0IT766yPc/fXd\nAPTdtGyilZ3VHGqYQERNoJjnUA9/ZvzpUZ9Dgmis2AtICeBsqxPJke9nAA9zHZiVF1xaj12FRzW3\nDz39AtIqrgGo1hxWOKE5vFBx1WadaJ42Vgmb4ves6fdVBKTQQ73BwiCA0xBV1DSHan6Izh2PXjIA\nJ4TDc+fOYezYsQ7bjRs3DikpKbr6LC4uxtChQ/HWW2/hr7/+QmlpKZKSkrB69Wr069cPly9f1js8\nXbWZa4q9Ws+1oTnUleewKpWNJ6EbM9FYsZfncG7L8Tjc/V3NfeUm0SZ8AErM5dK2InMpjpQ6lzJM\n/jJ5tTIfK679aNPmravf2iTDl/NHyUkcKj0LwDXNoRolguV7lQkVAKpT9phrqCm1dv8hn8OGiT3h\n0J4A6HL5PLqOADghHKampqJLly4O20VGRiI1NVVXn6tWrcJff/0FAJgwYQKSk5OlGslnz57Fv//9\nb139cByHhIQEmM1mxd+MGfZNrY/f9DgAILZDrGK9ngop/Vv3r70k2HYqpIzrOg7hQdU1kcWAFE9C\noiHRWLH3AhfA++GGoM4O++AABBsCUCxUC4fPX1qPG049rbnPJWMO/i97p+b2z3J3Y27Gx6rbQvhA\nxXKZUIF8UzE+uLYNAODLWVxrJM2hlXC4Oms7TpRdtGwTKnGlMk9zHAAkobdMsAS2uEtzKIdSkDRc\nBCZozjFVzWENzMpENbqFw+zsbISFhTlsFxYWhpycHF19vvfeewAAf39/fPnll+jevTs++eQTtGnT\nBgAQHx+PoqIiXX05K+0vH7kc3a7rBgCYd/M8LB+5HGH+9r+feLG9P/p97Hxop9t9Dpv4NsGA1gMU\nSa2tJ8WPU36Ev48yIW1daQ7pjYoglNSkfJ58r2A+EGcrMnGyLB2F5lKcq8hUtM01FSG5SiADgJVZ\nP+Hxi6sUbYSqF0qjUInPcxNtjicKdKGGIBwpPY/EomNYk7UDQUcmYVPe//BUxv8BsJiBs02Fkuaw\nyFyGMqECeaZiCEzA7PSPsPza9ygVKvDCpXW4/tgjEJggaQZFTpdn4JbTC1BStb5YKEdSWaokLG4v\nOITnL62TxlVsLpMEVD3oTfVF1HeYtlmZ4xT/AzWLVrb0Q885wMlo5YyMDISHh9ttc+nSJV195eXl\n4epVi39Kly5dEBAQIG3r06cPLl26hMrKSpw/fx4xMTF2+2KMYdKkScjPz0dERASio6OxaNEiDB06\nVHOfLs0tWtDP7/4cABAWEAYfXt/P4Wfwg6/Bt2bRyiqCVvGiYgDAv3b/S4pWdkRtmM+dhfIcEo2V\nmgSkVKey4dCE90eeuRg9T85WtHkyfQ2CeH8svboFAHC21xqcKEvHf65uBmDR4n2fvx+ARVt4qDQF\nAZwfkspSLX0fnoDhwb2RXH4R10wFAIAVWT9iRZbS5Dwr/SPp8+QLSxVavZnpH2Jm+oeK9vE5v2Jd\nzi6pneHvuwAA/YIs99XdRUm4LeVfAIAHU98BACy58hV+KDgg9THpwlsAgLevbkH3gLY4VZ4BAGjC\n+2Na+O16fkIJMgc2XPSkslETBClauWY4JRxOnDjRbQdOS0uTPltrJENDQwFYBKi0tDSHwiHHcZK2\nMiMjAxkZGdixYwc2bNiABx980O6+of6WY/kb/GE028/nJb+ZA7WcBNuJPId1pTl0pNoniMaGwIQa\naA6r97vetzkeah5ro/FbmfWTYrlL8uOK5dlVQt2o0Buxs/AwTpSnAwB6BrSTPicUH5Pa9w7ogGPl\nadCim38bnK6ofsHn7DwsRcEwkPNDWVUuRNFfURQMAeBgqcUHXS4Y/itiMgrNZQg2BOCNK99IgiEA\nHC47j2maI6zGukIK0TBhTADn4BmnnINkVnYHuoXDtWvX6u60plo0vW+AwcHBWLJkCcaNG4cuXbrg\nzJkzWLVqFeLj4wEAc+bMwZQpU1Qrt2xauUn6HD0gGl1u6CIJh5q1le2kslET0OzdWO36HEJ/hRSO\n87zPIUE0VmqS51CEAwd/3hcbOs7D+g5PS/cSMzPjdPklbM7fiyfCR+Nw6Tm8krkJZgj4q/QsXmh1\nL2a1uAMXjVkY1KQbOACnyy+hvV8LBBssfoV/Fp/C4DPPS8dK6vkBLhlz4MMZUCZUoJ1fOAycAYXm\nUgTx/vDhDGCM4aIxC09nfIIbgiLxSuYX2Nb5JXT1b4M+J59COTOiOOZrpFdmI5gPQFu/cFQyE57N\n+BTt/VpgZ+Fh/Fp0BABwsNs7eOHyeixoNbHquwLdAtqgnaziytTmt6HriScQ4dMM81vdhUuV+tyS\nrF+eSePj/ZzLPYfRG0fjbO5Z3Nfmn2hmvBm9/WPR3K81gvhQ1blkT3Noz+fQFew9s+uaxMREJCYm\neuz4uoVDeylsXKFDhw7S54KCAsU2eRobe3Wcw8PDsWjRImm5b9++WLFiBbZs2YK8vDwUFhYiJSUF\n3bp1s9l3ypwpimWTYEKlzpQNqn4ObkplI/bljZpDe2MgiMZITUq4VT/YqpHPZQNnQM/A9ng5sD0A\nYHTYTRgddhOyTYXIqixAj8B2AKAobdezqq3IzcHdcbX3Z/DlfNDMJxgAVJNRhxqCqsfFcejg3xLf\ndV4EgQl4odW98Od9AQBnen2IcxVX0MQQgO6GttI+vpwP3m/3GABgfqu78HH2ToQagtCvSRR2RS2x\n+ztEBbTG1d6foaVvU6y49qNLUcx0D6of7L6wG2dzz6Lbdd2QWnoeX+VtALKUbQaEjUdLv46Ibf4Q\nujYZAMYcJ8FWNSvX8/J5sbGxiI2NlZYXL15cp8d3qbayO2jWrBkiIiJw5coVnDt3DmVlZQgMtLzt\nJiUlAbAEqkRGRmr2IQiCjVZQLnQxxnTXe+Y5XkpCq7dCiiOzsijkOYv87cXRBd6zRU+PC4cE0VjR\nk9lAC1cfQ+E+oQj3CdXdvqVvUxePZLnH+cvuL+38Wii0flo8Fj7KqeOIYzRwvJQX0RHWgjn5HHo/\nRrMRM/vNxOqxq7Fr1wHsTy1DUHAI8iuv4ces93C14gJyKy/jUMFP2Jb1AXo0GYwBYRPsPOPsPadd\nnWF0HQFO1lZ2N08/bUnVUFFRgfvvvx8nT57Eo48+KuU3nD59OoKDg5GYmCglto6Li5P2X7hwIR57\n7DHs3bsX+fn5OHr0KObOnYu8PEtqhRYtWiAqKkrXWMSLT0+VAlWfQzf6vMjNyvZgrzDccP0NHve3\n8Z53LYKoW2oSrSzi6fnrTfjA4FKKG0plUz+oFCrhZ6hODt/Orwc6B92Im8JG49UuO/Bhr9NY3v0Q\nvrvBhHW9L6NcKMHBgm2Oo5XdGZBCLxkAPKg5BIDZs2dj8+bNOHToEH788Uf8+GN1BF1UVBRefPFF\nm33kN1Kj0Yj4+HjJx1COwWDAunXrnBqPXHuohvXFZuAMmttqAsdxEARBl1nZ3ce2h2ZVFxIPiUaK\npbRXzQJSaP5U45zmkH67+obRbISvwddhO47j0Nz3etwUegeOFP2iqTlUr61N88odeFQ4bNKkCX7/\n/Xe8+uqr+PXXX3HmzBl06tQJQ4cOxZtvvomQkBAA6j5+gKVcH8dx2LNnD9LT01FSUoJ27drhpptu\nwqJFi9CrVy+nxuNQOLQahzz1jVuTYFe9vZiZ2W6tZ1ePTRCEe7BXPs8RNG9t8eEMLvscksbH+6k0\nKzWHjvDl/WAUyuHYPuW+PIekgbbgUeEQAPz8/PDGG2/gjTfe0GwzbNgwCILtDaNPnz5Yvny528Yi\nJp/WWxBeIRw6eSE6DEgBg1kw6869WBdoprKhhxzRSKlJQIoIaTiqMcA5n0OifmEUjPDlHWsORXw4\nP1SyCqeilaVtLgek0HUFeNjn0NvgOR5mOzcm6wtRYVbWkfpGL+JbsEkwKY6hhR4/ydqEHm1EY8UT\nASkNGR/OAJNOn0P5b08an/qB0Wx0SnPow/mhUijX9DlUMyGTu4Z7IOFQhmhW1nvDr4nmUGR81/E2\n6yTNoU6zMplTCMJz1DQJNj3CqvHheEpl04Bx1qzsw/nByMo1k2Crm5BrEq1MLxkiJBzKcLfPoT21\ntr1UNXLNoR6zcl1pDgXGkG0qtFlPN2aiMaJV/1wvpOGwxSmzsnUSbHpJ9nqMZhfMykK5tllZIx4B\ncG1e0VyshoRDGXqjlcX/5YKbs7kG9focepNZ+Xh5GlokPWSzniZUwyfdmOW4USNDgOul8wh1fDjn\nUtlIOiIyK9cLrFPZOMKHcxSQoq2UcXVu0nVkgYRDGc5GvDljVtZ6W9LKz+RMtHLLJi0dtiGImtD+\n+HSkVlz19DDs0vvEk3jryrd1dryaplKRCzaEBWdT2RD1C72pbER8eT+YYXKofFEvn+ea5pA00Ba8\nJxTWCzBwBkkLZ89MrNusLLs4jS8ZFdvsmpWr3oL1mpW/mfQNvjnxDbKvXkW7rAqEhTRBJTOBMYYQ\nQyCOl11EmvEafio8hPfaPoqrlfkI4P2wp/g4Iv0i4Mf5SObiYEMAmhtCsOzadwjlgxAT1AmtfJpi\nT/FxZJkKVI9PjzbXYYwhz1yM5j4hnh6KQ8qZvvKSnuJ4eRp+KfobL0TcWyfHq2mkMgmFtjiTyoZV\niecAPdTrC877HPoDgGZAirujlYlqSDiUIQWk6LzJuCMgxa7mUKdZ+abWN+Gm1jfh2OHDCCk7jI4t\nW7k0FjlL20xVTK7NeX9g0oW3atwvoWRz/h+YfGEp2I0/1LgvxhhMMMOXc21aJxYdQzu/cHT2v77G\nY3GWSmZCuWBEiKzGrxqJRcfwbf5efNDucbcclzGGfHOJVHfY2X3dYVamR1g1BvAwQZ/mkKh/OOtz\n6MtZBElHSbDVA1Kcx/LMo5cMgMzKCni+2ufQXjkeNZ9DpwNS9Pgc6jQr1wbWY/fntCd0Q3pDMzGz\nZNYqFSoAALmmIjybsRZtjk3Fw6nvQmACTpdnAADyTMX4qeAgXs3chLFnX8OXuf8DYDm/pUIF/i49\nhzxTMVol/RNb8/ehQqhEqVCB1IqrOFt+GanGa9Jx7zi7GEbBop0rF4woMZfjy9z/YXHmJhSby/BV\n3m84WZaOPFOxYszlghGnyzMwK/0j+P19j93vV1Z1bMYYfi08gv6n5qGSmZBQlIThKS9iaur7yDMV\n43zFFZiYGVcq8zSvVdH1IcdUiD4nngQAzElfg0JzKYrMpSgVKiSh71R5BrYXHFLsf7IsHReNWfgy\n939ocywOoUfvR76pGCfL0qXf/raUf2FJ5lfYXnAIF41ZWJO9AyuzfpJ+gzxTMUalvILDpecAALuL\nkvDK5S+w7Op3SCw6hnLBiOlpK1THX2IuxxtXvkHzpAeQZyqW+rxamY+0ims4U34JvxYewT9Tl6P9\nsWmKa+LP4lOoYJU1uvYpIMUWH87gUm1l8jmsH7jic2jBvs+h+1LZ0HUkQppDGWKeQ62Lw/pB4A7N\noepxwEFgAgQm6NIc1gX+dt72GsrDbWv+Ptx9XpmMvamhCfLNJdLyhtwEbMhN0Oxje+EhTEldprrN\num85vn/fDQDwP6JuEn01c5Ni2QAeMYGdcLjsnE3bjscfRUufMBwsTUEQ749Azg855iLNY0efeBJn\nKi4BAH4vOYHmSQ+otutxYhai/FsjpeIy+gdFIdQQhF1FR6XfKOjviShjRqzK+knzWP+KmIx7mw7G\nK5lf4IeCAzbbm6kce3dRks265kkPwJfzQSUzAQB+OfW3tO21K1/atF+b818AwEPNY3G5MtemT/E7\nz24xVnP83OEJWl/LJRrGrHEvAbwfygSj44ZV1DT4gKhbnPU5FIXDuopWJqrxuOawoqICCxcuRP/+\n/RESEoK+fftizpw5KCy0TZmiRXx8PIYPH47mzZujc+fOmDx5Mk6dOuX0WOR+K/Y0Au4sn6elcTQL\nZvAc7zVaOXuaw4ZCSsVlm3VywdCbMENQFQwBIM14DQdLUwBYNF32BEMAkmCoB/E3Oliagl1FRwFU\n/0ZlzPFDfcmVr3HDqadVBUNnEQVDZ/g8N1FV2BSxJ9jWFvQQqyaED0SRUKarrfUrPPkcej9OJ8Hm\nLW2dyXNY44AU0hwC8LDmsLi4GMOHD8dff/0FwCIUJSUlISkpCb/88gsSExPRunVru33MnDkTa9as\nkfbPz8/HhQsXsGPHDmzduhUjRozQPR69qWxEHGkO9dz01drwHI9KodJrtIaAI81hw4AeLkRdQkmw\nbQkxBKLIrC0clgtGGJkJoYYghc8nmZXrB64kwQbsaA7dnMqGXtSq8ajmcNWqVZJgOGHCBCQnJ2Pa\nNItvz9mzZ/Hvf//b7v779++XBMOePXvijz/+wLJlyxAQEIDi4mLMnTvXqfE4Eg5FxAtIfpE7rTm0\no6HkwFlK53nI31ANfztBDvYmVLlgxAuX1rl1LInHjrm1P6IOSfX0ALyH+vggqu25F8IH4lJlDj7M\n2o4NOQlYdvU7zMuIxxtXvsHa7F8ReGQibjr1TK2OoaGSmJjo6SG4lAQb0I5WFnFvtDK9ZAAeFg7f\ne+89AIC/vz++/PJLdO/eHZ988gnatGkDwGIuLirSNom9++670ucVK1Zg0KBBmDdvHu65x+KUn5yc\njF9++UX3ePRWSBFpGtBUsa8z2HvL5ThOdxqbusJVs3JKxWUsvbrFrVq5xOPH3dYXUcekenoA3oM9\nfylvpbbnXqghEF38r8ePBQfxftaP+Dw3EQdLUvB13u/4teiIpQ1viWiX30MplY1jvEE4dDYgRYxW\n1p4jalpCKp/nDjwmfeTl5eHqVUtS3S5duiAgIEDa1qdPH1y6dAmVlZU4f/48YmJiVPs4efIkAMuF\nI28TExODL774QmozcuRIXWMSA1IcvdGLF6pcOHR3KptKs3eZlV1J9QFAci4vFSrQxBDgoDVBEI0Z\nA2dASq81mtsfah6LVVnb63BEhDtxNSDFUZ5DNZ/D+qiZ9yY8JhympaVJn8PCwhTbQkNDAVhMr2lp\naZrCoVYf4v7WbeRknsq0WSdUCHj/t/fBc7y03WQyIayppW9RkycKbdcFXSftq2YCbhfWDmdzz6Jz\ns84220Z3Ho2UnBS0DrH1qTTwBuy6sMupNywA4HgeqaWluJZp+91qivyt/Jbkfym25ValALFeDwB5\ngkXzO+LkK/BzU1DLxWtXsSs52S19Kfo1eXcFEMI7OeDifDtlzAUAnM7Jg3+R++dsbXCpqMjl7+sO\nrhgr8HPhX2h55GH4cAZ08GkLjuNg4A2YsW0Ggv2CYRbMSExNxIhOI+qVVra2OXP8DP7a9JfHjs8Y\nw5ErRxDoEwgA4HmgoOA0yspSNffJN1tSfZWUXEVmpm0QW4lgCVwtL8uWtpvL8wAABXnnkFnqXOCb\nsTwfX6a/gp2XV6KclcIfgejY9HrchVud6qdBwDzE33//zTiOYxzHscGDByu23XfffdK277//XrOP\npk2bMo7jGM/zzGg0Sus//PBDaf9nnnnGZj9YnAroj/7oj/7oj/7oj/7qxV9d4jHNYYcOHaTPBQXK\nsmzyNDYdO3a020dSUpLUR3h4uK79GfmmEARBEARBqOKxgJRmzZohIiICAHDu3DmUlVWnLxAFPn9/\nf0RGRmr20aNHDwAWYe/o0aPSevlnsQ1BEARBEAThGI9GKz/99NMALImw77//fpw8eRKPPvooLl+2\nJNqdPn06goODkZiYCJ7nwfM84uLipP2feaY6pcHcuXOxb98+LF++HFu2bAEAREdH4/bbb6/Db0QQ\nBEEQBFG/8ahwOHv2bPTr1w8A8OOPP6JXr15Yu3YtACAqKgovvviizT5yB+MBAwbgiSeeAACcOHEC\ngwcPxrPPPouKigqEhITg/fffl9q6oxILUXPWrVsnCfpqf6dPn5baCoKApUuXYsiQIQgLC0OPHj0w\ndepUZGo4xLurUg5hITs7G3PnzsXAgQPh7+8vnaNVq1bZtK3Nc/XDDz9g1KhRaNmyJdq2bYsJEybg\nzz//dOt3bWjoPXfyF2+1v507d9r0Teeu9tm2bRsefvhh9OjRQ7KyTZ8+HVu3bkVJibJqE80970Lv\nufP6uVenHo4qVFRUsIULF7J+/fqx0NBQFhMTw2bPns0KCwulNomJiVLgSVxcnE0f8fHxLDY2ljVv\n3px17tyZTZo0iZ06dUraXlRUxPr16ycFqfA8L32Oiopily5dqpPvSjD26aefKs6D9d/p06cZY4yZ\nzWZ2xx13qJ6zVq1asaSkJEW/TzzxhGrbkJAQtmvXLk981XqPPGhM/rdq1SpFu9o8V2+++abqGPz8\n/Njnn39e679BfUXvuUtISLA7H3fu3KloT+eubhg1apTq78xxHIuOjmalpaWMMZp73ojec+ftc8/j\nwmFd8J///Ef6ce6880528uRJNn36dGndrFmzPD3ERoMoHPI8b7fdl19+KZ2foUOHsqSkJLZgwQJm\nMBgYx3HsjjvukNru27dPaturVy/2559/snfeeYcFBgZKE5JwntTUVDZ//nz29ddfs5kzZ2oKGLV1\nri5evMj8/PwYx3Gsffv2bMeOHeyzzz5jzZs3ZxzHsZYtW7KSkpI6+z3qE3rPnfiA4nmepaWl2e2T\nzl3dMW7cODZt2jT2xx9/sPz8fPbtt9+yFi1aSL//mjVrGGM097wRvefO2+deoxAOIyIiGMdxLCAg\ngJWVlUnr27ZtyziOY/7+/gpNJVF76BUOBw4cKLU7d+6ctH7IkCHSJDlz5gxjTJn6SP4G9eCDD0rr\nrd/CCOd45ZVXNAWM2jpXL7zwgrQuPj5eavviiy/a3GgJbeydO/kDKjU11W4/dO7qjoKCApt1zz33\nnPTbPf3004wxmnveiN5z5+1zz6M+h3WBo0osAKRKLETdwRhDRETjztByAAAOHklEQVQEAgIC0K1b\nN8TFxSkSlovVb4KCghQR6/KE6GIbe5VyrNsS7sfd50r0odFqK85beRuiZjDGMGDAAClDxKRJk3DM\nqo4ynbu6Q17IQcRgqC60IP6mNPe8D73nTsRb516DFw6dqcRC1B0cxyErKwuVlZVISUnB+vXrER0d\njTNnziA/P1+qqa11zgAgNTUVQM0q5RA1ozbOlaO28s90Xt0Dx3HIzs6GyWRCamoqvv32W9x44434\n7bffpDZ07jxHWloaPv74YwCW33vMmDE09+oJaudOjrfOvQYvHMphVsmvrZeJ2icqKgofffQRUlJS\nUFxcjJ07d2Lo0KEAgJKSEsyfP18Rke7sOZNvp/Nbt9TmuaLzWjtERERg+fLlSE5ORnFxMX777Tfc\neeedAACz2YxZs2ZJbbXmJZ272iU9PR2jR49Gbm4ufHx8sH79erRq1UrRhuaed2Lv3Hn73GvwwqE7\nKrEQ7mPIkCGYMWMGIiMjERgYiH/84x9YunSptP3QoUMICwtDSEgIANikGlI7Z1rnmM5v7dO0adNa\nO1d0Xmuf7t274+mnn0b37t0RGBiIwYMH44MPPoCPj6V41qlTp6QCBXTu6p5Tp05hyJAhOH36NHx9\nfbFx40ZJgKC5593YO3eA98+9Bi8cuqMSC+E+BEGwWSd/K+J5yyXZs2dPAEBpaSnOnTsnbRer33Ac\nJ1W/EdsyqpTjEWrrXNF5rX3U5qMcjuOk+elMRSo6dzXn0KFDuOWWW5CRkYEmTZrg+++/x6RJkxRt\naO55J3rOndfPPYchKw2At956S4rSmTBhAjtx4oQilc3s2bM9PcRGw2233cYWL17Mjh49ygoLC9l/\n//tfNnToUOlcTJw4kTHG2FdffSWtGzJkCDt69KgiRcPYsWOlPvfv368a5h8QEMA4jmO9e/f21Net\n1wiCwLKyslhWVpYi2u6tt95i2dnZLCsrizFWe+cqPT2d+fv7M47jWLt27djPP//MPvvsM9asWTMp\nJYOYM4xQ4ujcZWdnM8YYe+ihh9i8efPYoUOHWGFhIdu7dy+78847pfb9+vWT+qRzV3fs2rWLhYSE\nMI7jWIsWLdj+/ftV29Hc8z70njtvn3uNQjgsLi5m/fv3l35c+V/Xrl3Z5cuXPT3ERkPfvn1Vz4N4\n0WZkZDDGLA+3sWPHqraLiIhgx44dU/Qrz+Um/wsNDWW7d+/2xFet91y4cEHzXIl/jNXuuXrzzTdt\nEslynCX91MaNG+vst6hv6D13d911l+b2oKAg9vfffyv6pXNXNwwbNszuuYuNjWWM0dzzRvSeO2+f\ne41COGRMXyUWovbZtm0be/jhh1n37t1ZWFgYCwsLYzExMezZZ5+VNFEigiCwpUuXssGDB7OwsDDW\no0cP9sgjj2gK844q5RDOIQoYatn7xT+R2jxXP/zwAxs5ciRr1aoVa9u2LRs/fjz7888/a+U7NxT0\nnrvffvuNPf7446x3796sefPmLDg4mPXq1YvNmDFDMzEvnbvaJzY21u65Gz58uNSW5p53offcefvc\n4xij8COCIAiCIAjCQoMPSCEIgiAIgiD0Q8IhQRAEQRAEIUHCIUEQBEEQBCFBwiFBEARBEAQhQcIh\nQRC1As/zDv8iIyORlpYGnufx2WefeXrIEllZWWjSpAn27dvn6aHUGqmpqeB5HuvXr9e9z1dffYU2\nbdqgoqKiFkdGEISn8fH0AAiCaJjIBSvGGO6++2707dsXr776qrTe398f119/Pfbt24fOnTt7YJTq\nLFu2DDExMRg0aJCnh1LrcLIKRY6YOHEinn/+eXzyySeYPXt2LY6KIAhPQsIhQRC1woABAxTL/v7+\nCA8Pt1mv1taT5OTk4MMPP8TatWs9PRSvw2Aw4Mknn8Rbb72FGTNmwNfX19NDIgiiFiCzMkEQHkXN\nvDl16lS0a9cOp0+fxpgxYxAeHo4RI0Zgz549AIAPP/wQ/fv3R6dOnfDOO++gqKhI0SdjDKtXr0b/\n/v0RFhaGHj164NVXX4XZbHY4ng8//BBNmjTBvffeq1j/xx9/4LHHHkNkZCRCQkLQvXt3vP7664o2\nFy5cwOTJk9GxY0dcd911uP3226Ua7nKOHj2K8ePHo127dggODkbfvn0VwqggCFi6dCliYmIQEhKC\nmJgYLF26FPK0tOLvFh8fj7fffhvR0dGIiorC22+/jdzcXMXxKisr8dxzz6Fjx45o06YNHnroIRQU\nFNiM6/jx43jqqafQq1cvBAUFoXPnzjYawsceewyXL1/Gpk2bHP6WBEHUT0g4JAjCK7A2bxYWFuKu\nu+5C79698d577yE7Oxv33XcflixZgo8//hizZs3Cww8/jFdffRWLFy9W7Pv4449j/vz5iIqKwrp1\n6zB8+HAsW7YM06dPdziOffv2oWfPnorxVFZW4oEHHsCVK1fwxhtv4IcffsC8efNQWloqtTlz5gz6\n9OmDY8eOYdasWXjnnXeQk5ODQYMG4fTp01K7Xbt2oV+/fjh69CimT5+O77//HtOmTcPFixelNjNn\nzsSCBQvQtm1brF27Fu3bt8eCBQswc+ZMm/EuW7YM3333HV544QU88MADeOONNzB//nxFm/nz52P5\n8uXo168f3n33XWRmZmLSpEk2fc2YMQOHDx/G888/j+3bt+Pll1+2EajDwsLQvn37Bu2PSRCNHqfq\nwhAEQbhIx44d2T//+U+b9WKpt/Xr10vrHnnkEcZxHNu0aZO0bseOHYzjOBYWFsYqKyul9ffffz+L\niYmRlg8cOMB4nmevv/664jhivdETJ044HOfjjz+uWPfLL78wjuNYamqq5n7jxo1jYWFhrKSkRFpX\nUVHBQkND2X333Set69q1K2vbti0TBEG1n9OnTzOe59ns2bMV65966ilmMBikclni7xYZGaloN3fu\nXBYRESEtC4LAWrduzebPn69od++99yp+9zNnzjCO41hiYqLmdxQZNWoUu/XWWx22IwiifkKaQ4Ig\nvBJfX1/ccccd0rIYHDJq1Cj4+Pgo1h87dkwypSYkJIDneTzyyCMwmUzS3/jx48EYw/79+zWPWVJS\ngosXL6JLly6K9YMHD0aTJk0wdepUbNy4EdnZ2YrtjDHs3r0bDzzwAPz8/KRj8jyP0aNHS1q2zMxM\npKSk4K677tIMBNm/fz8YYxg7dqxi/R133AFBEHDgwAHF+nvuuUexPGzYMFy9ehXHjx8HABw+fBiZ\nmZkYOXKkot2oUaMUy1FRUejUqRPmzZuH//u//8OlS5c0f6eoqCgkJydrbicIon5DwiFBEF5Jq1at\n8P/t3U9IFG8cx/H3rrDQH5KIiNVykXT7sy1YFouKBXupVIpFF4S9JRt5EIzCCCKCDtlBEKZWsQ4F\nFYEIHQyz8NJCIQ4elIS0bE3pksgWlAStdnJo3NZf26FfyucFc5hnvjPPw5w++11mZtOmTdZ+bm4u\nALt27bLV5ebmsri4SDKZBGBqaopUKoXH48Hlclmb3+/H4XDY/r5dbjHDp+Y3bNhAPB6noKCAaDRK\nfn4+9fX1mKYJwOzsLPPz83R2dtrmdLlcdHd3W0FrenoagMrKyoxr+PDhA5D+kM6hQ4cA0kLbnj17\nbPubN28GsMLyixcvACgtLbXVHTx4MG3u/v5+ysvLaWlpwePxUF1dzcDAQMa1isjapHAoIv+kTEHt\nv2zfvp2cnBwGBgYwTdO2DQ0NEY1GM567ceNGCgoKGB8fTztWUlLC3bt3SSaTPHz4kImJCerq6gDY\nsmUL69atIxKJpM1pmqbVrdyxYwcA8Xg84xry8/MBGBoaso0vdQyXjv+uiooKACvILll+fYCioiIM\nw2Bubo7Hjx/z7ds3Tp48yefPn2114+Pj+Hy+rNYhIquHwqGI/JOyef/ez4LBIKlUipGREQ4cOJC2\nud3uFc/3+Xy/DIdLXC4XoVCIpqYm3r9/z9u3b3E6nRw+fJhnz57h9/t/OS+A2+1m9+7dPHr0KGP4\nDQQCOJ1Onjx5Yhvv6+vD6XQSCASyuh/79+8nLy+Pp0+f2sb7+/sznuN0Ojl69CiXLl3i69evacFy\nYmKCvXv3ZrUOEVk99J5DEfkrsu0E/mnnMBAIcObMGS5fvoxpmhw/fpytW7eSSCTo6+vj+vXrFBcX\nr3i+YRikUilycnIA6OzsJB6PU1VVRV5eHm/evKGtrY2qqirr5d2GYVBaWkpZWRknTpygoqKCZDLJ\n8PAwCwsLXLt2DYAbN25w7NgxCgsLOXXqFOXl5bx+/ZqPHz9y5coViouLiUajGIbBu3fviEQi3L9/\nn97eXk6fPo3X683qfjgcDmpra2lvb2dqaopwOExXVxczMzO2ut7eXrq6ugiFQng8HmZmZojFYvj9\nfoLBoFX36dMnpqensw6pIrJ6qHMoIn9FNp1Ah8ORdf3PYrEYhmEwOTlJU1MT4XCYmzdv4vV62bZt\n24rXamxsZH5+np6eHmuspKSEL1++cPHiRaqrq7lz5w7hcJhYLGbVFBUVMTY2xr59+7h37x41NTU0\nNzfz6tUrjhw5YtUFg0EGBwfx+Xx0dHQQCoW4ffs2hYWFtvW3traSSCRoaGggkUjQ2tpKR0fHH92P\ntrY2zp07h2manD17FrfbTXd3t63G6/Wyfv16rl69Sk1NDe3t7VRWVvLgwQNb3a1bt3C73UQikd9a\ni4isPo7FP/15LiKyRl24cIHnz5/z8uXL/3sp/5Tv37+zc+dOWlpa9Pk8kTVMnUMRkWXOnz/P6Oio\nwuEyPT09pFKpFR/qEZHVT51DEREREbGocygiIiIiFoVDEREREbEoHIqIiIiIReFQRERERCwKhyIi\nIiJiUTgUEREREcsPKsxrPQB7DUEAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 319 }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 319 } ], "metadata": {} } ] }