{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Dimensionality Reduction with Gaussian Processes\n", "\n", "# Gaussian Process Summer School, Melbourne, Australia\n", "### 25th-27th February 2015\n", "### written by Max Zwiessele, Neil D. Lawrence\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/neil/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/pytz/__init__.py:29: UserWarning: Module pods was already imported from /Users/neil/sods/ods/pods/__init__.pyc, but /Users/neil/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages is being added to sys.path\n", " from pkg_resources import resource_stream\n" ] } ], "source": [ "%matplotlib inline\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from IPython.display import display\n", "import pods\n", "import GPy\n", "import string" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For this lab, we've created a dataset digits.npy containing all handwritten digits from $0 \\cdots 9$ handwritten, provided by deCampos et al. [2009]. All digits were cropped and scaled down to an appropriate format." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will only use some of the digits for the demonstrations in this lab class, but you can edit the code below to select different subsets of the digit data as you wish." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can try to plot some sample using plt.matshow.\n", "\n", "## Principal Component Analysis\n", "\n", "Principal component analysis (PCA) finds a rotation of the observed outputs, such that the rotated principal component (PC) space maximizes the variance of the data observed, sorted from most to least important (most to least variable in the corresponding PC).\n", "\n", "In order to apply PCA in an easy way, we have included a PCA module in pca.py. You can import the module by \n", "import (without the ending .py!). \n", "To run PCA on the digits we have to reshape (Hint: np.reshape ) digits . \n", "\n", "* What is the right shape $n \\times d$ to use?\n", "\n", "We will call the reshaped observed outputs $\\mathbf{Y}$ in the following." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "data = pods.datasets.decampos_digits(which_digits=[0,1,2,6,7,9])\n", "Y = data['Y']\n", "labels = data['lbls']\n", "#Y = digits.reshape((digits.shape[0]*digits.shape[1],digits.shape[2]*digits.shape[3]))\n", "Yn = data['Y']-data['Y'].mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now letâ€™s run PCA on the reshaped dataset $\\mathbf{Y}$:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import pca\n", "p = pca.PCA(Y) # create PCA class with digits dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The resulting plot will show the lower dimensional representation of the digits in 2 dimensions." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAakAAAEbCAYAAABgLnslAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAGWlJREFUeJzt3X+wZ3V93/Hny0UC8qM01UCBNZiyVmhAoHZD/DFuBiaz\n", "7lgwUyvZ2mqpVTrNAjE0RTPTcttp06YNRikjRV0tJrQbi9EsIxVj5FpTHVyQX8KustYNu4sCUn+B\n", "Mu7Ku398z8qX6713z977Pfd77vc+HzNn7vnxOZ/v+37n7nnv55zP+XxSVUiS1EfPGXcAkiTNxSQl\n", "Seotk5QkqbdMUpKk3jJJSZJ6yyQlSeqtTpNUkvVJdiR5MMmVsxx/SZIvJHkqyRUzjh2X5KYk25M8\n", "kOTcLmOVJPXPYV1VnGQVcC1wPrAX2JZka1VtHyr2OHAp8LpZqngPcEtVvT7JYcBRXcUqSeqnLltS\n", "a4GdVbWrqvYBW4ALhwtU1WNVdQewb3h/kr8CvKqqPtiU219V3+0wVklSD3WZpE4Cdg9t72n2tfEi\n", "4LEkH0rypSTvT/K8kUcoSeq1LpPUYsZbOgw4B3hvVZ0DPAm8YyRRSZKWjc6eSTF4DrV6aHs1g9ZU\n", "G3uAPVW1rdm+iVmSVBIHHpSkCVBVmW1/ly2pO4A1SU5JcjhwEbB1jrLPCq6qvgnsTvLiZtf5wP2z\n", "nVhVOdgCfLZNuRb1/JtR1DPKunoa00i+7x7/fn2MqXffeU+/p1HG5Hc+onrmSySdtaSqan+STcCt\n", "wCpgc1VtT3JJc/z6JCcA24BjgaeTXA6cXlVPMOj1d2OT4L4GXLyIcHYt4txh0yOqZ5R1jaqeUda1\n", "a0T1QD9/v1HVM8q6do2oHpjs72lU9YDf+ZLUk1rGU3UkqYNl4abcVFVNLUFIwu97HPzOl57f+ejM\n", "dy1fKSNOTI87gBVmetwBrEDT4w5gBZoedwArwYpoSUmS+suWlCRpWTJJSZJ6yyQlSeotk5QkqbdM\n", "UpKk3jJJSZJ6yyQlSeotk5QkqbdMUpKk3jJJSZJ6yyQlSeotk5QkqbdMUpKk3jJJSZJ6yyQlSeot\n", "k5QkqbdMUpKk3jJJSZJ6yyQlSeqtTpNUkvVJdiR5MMmVsxx/SZIvJHkqyRWzHF+V5K4kN3cZpySp\n", "nzpLUklWAdcC64HTgY1JTptR7HHgUuD356jmcuABoLqKU5LUX122pNYCO6tqV1XtA7YAFw4XqKrH\n", "quoOYN/Mk5OcDGwAPgBkvg9KUotZRvYbS5JGqsskdRKwe2h7T7OvrT8Afht4ul3xWuAiSeqrwzqs\n", "e8EZIMlrgUer6q4k6w5SdmqwNgWsaxZJUl811/V1bcp2maT2AquHtlczaE218XLggiQbgCOAY5N8\n", "uKreNLNgVU0luWqQpCRJfVdV08D0ge3BNXx2Xd7uuwNYk+SUJIcDFwFb5yj7rGdOVfU7VbW6ql4E\n", "/DrwmdkSlCRpsnXWkqqq/Uk2AbcCq4DNVbU9ySXN8euTnABsA44Fnk5yOXB6VT0xs7qu4pQk9Veq\n", "lu/1P0lVVQY99Bb6e4Sqmrf3oCSpOweu5bMdc8QJSVJvmaQkSb1lkpIk9ZZJSpLUWyYpSVJvmaQk\n", "Sb1lkpIk9ZZJSpLUWyYpSVJvmaQkSb1lkpIk9ZZJSpLUWyYpSVJvmaQkSb1lkpIk9ZZJSpLUWyYp\n", "SVJvmaQkSb1lkpIk9ZZJSpLUW50nqSTrk+xI8mCSK2c5/pIkX0jyVJIrhvavTnJbkvuTfDnJZV3H\n", "Kknql1RVd5Unq4CvAOcDe4FtwMaq2j5U5gXAzwOvA75dVVc3+08ATqiqu5McDdwJvG7GuVVVSVKw\n", "0N8jVFUWeLIkaZEOXMtnO9Z1S2otsLOqdlXVPmALcOFwgap6rKruAPbN2P/Nqrq7WX8C2A6c2HG8\n", "kqQe6TpJnQTsHtre0+w7JElOAc4Gbh9JVJKkZaHrJLXoe4nNrb6bgMubFpUkaYU4rOP69wKrh7ZX\n", "M2hNtZLkucBHgT+qqo/PUWZqsDYFrGsWSVJfJVlHy4t11x0nDmPQceI84GHgi8zoODFUdgr4/lDH\n", "iQA3AI9X1dvnqN+OE5K0zM3XcaLTJNV8+GuAdwOrgM1V9R+SXAJQVdc3vfi2AccCTwPfB04HzgL+\n", "N3Avz2Sgd1bVJ4fqNklJ0jI31iTVpS6S1KCuhTPhSdKhmS9Jdf1MaplaeMKTJI2OwyJJknrLJCVJ\n", "6i2TlCSpt0xSkqTeMklJknrLJCVJ6q1WXdCbKTeOHy5fVQ91FZQkSdAiSSW5FLgKeBT48dChM7oK\n", "SpIkaDHiRJKvAWur6vGlCam97kaccIglSVoqi5308CHge6MNSZKkg2vzTOrrwG1JPgH8qNlXVfWu\n", "7sKSJKldknqoWQ5vljCCyQwlSTqY1qOgJzkGoKq+32lEh8BnUpK0/C3qmVSSM5LcBdwP3J/kziS/\n", "OOogJUmaqU3HifcBv1VVL6yqFwJXNPskSepUmyT1vKq67cBGVU0DR3UWkSRJjVa9+5L8K+APGXSa\n", "eCPwfzuNSpIk2rWk/gnwc8CfAB8FXtDskySpU6179/WRvfskaflbUO++JO9pft48y7K15QevT7Ij\n", "yYNJrpzl+EuSfCHJU0muOJRzJUmTb75nUh9ufl49y7GDNjWakdOvBc4H9gLbkmytqu1DxR4HLgVe\n", "t4BzJUkTbs6WVFXd2ayeVVXTwwtwdou61wI7q2pXVe0DtgAXzviMx6rqDmDfoZ4rSZp8bTpOvHmW\n", "ff+4xXknAbuHtvc0+9pYzLmSpAkx5+2+JBuBfwC8KMnNQ4eOYXCb7mAW0yNj+fbmkCSNzHzPpD4P\n", "fINBl/PfZ/COFAym7bi3Rd17gdVD26sZtIjaaH1ukqnB2hSwrlkkSX2VZB0tL9ZtJj38BeAbVfXD\n", "ZvtI4Piq2nWQ8w4DvgKcBzwMfBHYOFvnhybRfL+qrj6Uc+2CLknL33xd0NuMOPER4OVD208DNwEv\n", "m++kqtqfZBNwK7AK2FxV25Nc0hy/PskJwDbgWODpJJcDp1fVE7Od2yJWSdIEadOSuruqzpqx756q\n", "emmnkbVgS0qSlr/FTh//rSQ/6f7drH9rVMFJkjSXNi2pU4EbgRObXXuAf1RVOzuO7aBsSUnS8jdf\n", "S+pQZ+atqnpilMEthklKkpa/xXacIMlrgdOBI5JBPVX1b0cWoSRJs2gzffz1wBuAyxi8K/UG4Oc7\n", "jkuSpFbPpO6rqjOS3FtVZyY5GvhkVb1yaUKcNzZv90nSMrfY3n0/bH7+IMlJwH7ghFEFJ0nSXNo8\n", "k7o5yV8F/jNwYGT093cXkiRJA/Pe7kvyHOCXq+r/NNtHAEdU1XeWKL55ebtPkpa/RXVBn23Eib4w\n", "SUnS8rfYZ1KfTvL6HOh7LknSEmnTknoCeB7wY+CpZndV1bEdx3ZQtqQkaflbUEsqySua1edX1XOq\n", "6rlVdUyzjD1BSZIm33y3+65pfn5+KQKRJGmm+bqg70/yfuDkJNfwzMy8MLjdd1m3oUmSVrr5ktRr\n", "GcyM+6sM3o8Kg4c1B35KktSpNh0nzqqqu5conkNixwlJWv5GMlVHH5mkJGn5W+x7UpIkjYVJSpLU\n", "W23mkzohyeYkn2y2T0/ylu5DW96S1GKWcccvSX3QpiX134BPASc22w8Cb29TeZL1SXYkeTDJlXOU\n", "uaY5fk+Ss4f2vzPJ/UnuS/Lfk/xMm8/sl1rgIkmCdknq+VX1xwyGRaKq9jGYU2peSVYB1wLrGUw9\n", "vzHJaTPKbABOrao1wNuA65r9pwBvBc6pqjOAVcCvt/uVJEmTok2SeiLJXzuwkeRc4LstzlsL7Kyq\n", "XU1i2wJcOKPMBcANAFV1O3BckuOB7wH7gOclOYzB2IF7W3ymJGmCtElSVwA3A7+Q5PPAHwJtRps4\n", "Cdg9tL2n2XfQMlX1/4CrgYeAh4HvVNWnW3ymJGmCHHRm3qq6M8mrgb/Z7PpK0zI66KktY/ipvvFJ\n", "/gbwm8ApDFpt/zPJG6vqxlnKTg3WpoB1zSJJ6qsk62h5sT5okkryZp4ZDgngnCRU1YcPcupeYPXQ\n", "9moGLaX5ypzc7FsHfL6qHm9i+BPg5cBPJamqmkpy1SBJSZL6rqqmgekD24Nr+Oza3O77O83yMuCV\n", "DLLBBS3OuwNYk+SUJIcDFwFbZ5TZCrypCfJcBrf1HgG+Apyb5MhmssXzgQdafKYkaYK0ud23aXg7\n", "yXHAH7c4b3+STcCtDHrnba6q7UkuaY5fX1W3JNmQZCfwJHBxc+zuJB9mkOieBr4EvO/QfjVJ0nJ3\n", "yGP3Na2iL1fVi7sJ6ZBi6e3YfY4BKEntzDd2X5tnUjcPbT6HwTtPHxlRbJIkzemgSYpBV/AD9gN/\n", "WVW75yosSdKoOFWHt/skaawWdLsvyRPMfZWtqjp2FMFJkjSXOZNUVR29lIFIkjRTm2dSACT5OeCI\n", "A9tV9VAnEUmS1Ggzn9QFSR4Evg58FtgF/K+O45IkqdWIE/8O+GXgq1X1IuA84PZOo5IkiXZJal9V\n", "fQt4TpJVVXUbgyGSJEnqVJtnUt9OcgzwOeDGJI8CT3QbliRJLd6TSnIU8BSDVtcbgWOBGw+MUD5O\n", "viclScvffO9JtUlSVwBbqqp3M+OapCRp+ZsvSbV5JnUM8Kkkf5FkUzO9uyRJnWs9LFKSlwJvAF4P\n", "7Kmq87oMrA1bUpK0/C22JXXAo8A3gceBF4wiMEmS5tPmZd5/nmQa+HPg+cA/raozuw5MkqQ2XdBf\n", "CPxmVd3ddTCSJA1r9UwqySrgeIaSWh/G7vOZlCQtf4udmfdS4CoGz6R+PHTojNGEJ0nS7Nq8J/U1\n", "YG0fXt6dyZaUJC1/i+3d9xDwvQV+8PokO5I8mOTKOcpc0xy/J8nZQ/uPS3JTku1JHkhy7kJikCQt\n", "X206TnwduC3JJ4AfNfuqqt4130nNc6xrgfOBvcC2JFuravtQmQ3AqVW1JskvAdcBB5LRe4Bbqur1\n", "SQ4DjjqUX0yStPy1SVIPNcvhzdLWWmBnVe0CSLIFuBDYPlTmAuAGgKq6vWk9Hc9grMBXVdWbm2P7\n", "ge8ewmdLkibAQZNUVU3BYKDZqnryEOo+Cdg9tL0H+KUWZU5m0EHjsSQfAl4K3AlcXlU/OITPlyQt\n", "c21e5n15kgeAHc32S5O8t0XdbXsNzHxYVgyS5znAe6vqHOBJ4B0t65MkTYg2t/veDawH/hSgqu5J\n", "8uoW5+0FVg9tr2bQUpqvzMnNvjAYH3Bbs/8m5khSSaYGa1PAumaRJPVVknW0vFi3Grtvlhd397c4\n", "7Q5gTZJTkhwOXARsnVFmK/AmgKb33neq6pGq+iawO8mLm3LnA/fPEdvUYG0KE5Qk9V9VTVfV1IFl\n", "vrKtOk4keQVAk2wu49mdH+YKYn+STcCtwCpgc1VtT3JJc/z6qrolyYYkOxnc0rt4qIpLGcwEfDjw\n", "tRnHJEkrQJuXeV/AoDv4+Qxuw30KuKwPL/f6Mq8kLX+Lmpm3z0xSkrT8LXbsvv/C4Gobnrnqfg/Y\n", "VlV/OrIoJUmaoU3HiSOAs4CvAjsZvLd0MvCWJO/uMDZJ0grXpuPEmcArmlEfaN6R+gvglcB9HcYm\n", "SVrh2rSkjgOOHto+GvjZJmk91UlUkiTRriX1n4C7kny22X418LtJjgI+3VlkkqQVr+3MvCcyGDC2\n", "GHSYeLjrwNpYKb37BnUtnD0FJfXZgrqgJzmtefn2b/NM7z6adarqS10EeyhWVpKyO7ukybTQLui/\n", "BbwVuJrZr5C/MoLYJEmaky/z2pKSpLFa0PTxSf7l0Prfn3Hsd0cXniRJs5uvC/rGofXfmXHsNR3E\n", "IknSs7SaqkOSpHEwSUmSemu+3n1nJvl+s37k0DrAkR3GJEkSME+SqqpVSxmIJEkzebtPktRbJilJ\n", "Um+ZpCRJvWWSkiT1VqdJKsn6JDuSPJjkyjnKXNMcvyfJ2TOOrUpyV5Kbu4xTktRPnSWpJKuAa4H1\n", "wOnAxiSnzSizATi1qtYAbwOum1HN5cADLHzgOknSMtZlS2otsLOqdlXVPmALcOGMMhcANwBU1e3A\n", "cUmOB0hyMrAB+ADPTBMiSVpBukxSJwG7h7b3NPvalvkD4LeBp7sKcKVJUotZxh2/pJWnyyTV9qI2\n", "s5WUJK8FHq2qu2Y5rkWpBS6StPTmGxZpsfYCq4e2VzNoKc1X5uRm398DLmieWR0BHJvkw1X1ppkf\n", "kmRqsDYFrGsWSVJfJVlHy4t1Z5MeJjkM+ApwHvAw8EVgY1VtHyqzAdhUVRuSnAu8u6rOnVHPq4F/\n", "UVV/d5bPcNLDMcUkSaOy0OnjF6Wq9ifZBNwKrAI2V9X2JJc0x6+vqluSbEiyE3gSuHiu6rqKU5LU\n", "X04fvwxaLX2MSZJGZUHTx0uSNG4mKUlSb5mkJEm91WUXdE2wxb7c6/MtSW2YpLQIC++EIUlteLtP\n", "ktRbJilJUm+ZpCRJvWWSkiT1lklKktRbJilJUm/ZBV1jt5h3rnzfSppsJin1xELylPlJmnQmKU0M\n", "R8GQJo9JShPGUTCkSWLHCUlSb5mkJEm9ZZKSJPWWSUqS1FsmKUlSb5mkJEm91XmSSrI+yY4kDya5\n", "co4y1zTH70lydrNvdZLbktyf5MtJLus6VklSv3SapJKsAq4F1gOnAxuTnDajzAbg1KpaA7wNuK45\n", "tA94e1X9LeBc4DdmnitJmmxdt6TWAjuraldV7QO2ABfOKHMBcANAVd0OHJfk+Kr6ZlXd3ex/AtgO\n", "nNhxvBIwGL1iocu4Y5cmSddJ6iRg99D2nmbfwcqcPFwgySnA2cDtI49QmlMtYJE0Sl0Pi9T2X+3M\n", "MWl+cl6So4GbgMubFtWzT0ymBmtTwLpmkST1VZJ1tLxYd52k9gKrh7ZXM2gpzVfm5GYfSZ4LfBT4\n", "o6r6+GwfUFVTSa4aJCmpXxz0VvppVTUNTB/YHlzDZ9f17b47gDVJTklyOHARsHVGma3AmwCSnAt8\n", "p6oeSRJgM/BAVb274zilDi3ktqG3DiXouCVVVfuTbAJuBVYBm6tqe5JLmuPXV9UtSTYk2Qk8CVzc\n", "nP4K4B8C9ya5q9n3zqr6ZJcxS31lq0wrUaqW7//YklRVZfCPd+FTNAz/4x1VXca0FHUZ00Lrkvrk\n", "wLV8tmPOJyWtMLbItJyYpKQVyckhtTw4dp8kqbdMUpKk3vJ2n6QF8/mWumaSkrRIPt9Sd7zdJ0nq\n", "LVtSksZulLcNvQU5WUxSknpilLcNR1PXYhKeyW40TFKSNK+FjTzyrC1bdwtmkpKkJWEHk4UwSUnS\n", "MrLSWmUmKUladhbfKutTZ5X5mKQkacXqX2eVmXxPSpLUWyYpSVJvmaQkSb1lkpIk9ZZJSpLUWyYp\n", "SVJvdZqkkqxPsiPJg0munKPMNc3xe5KcfSjnSpImW2dJKskq4FpgPXA6sDHJaTPKbABOrao1wNuA\n", "69qee2imF36qFmB63AGsQNPjDmAFmh53ACtCly2ptcDOqtpVVfuALcCFM8pcANwAUFW3A8clOaHl\n", "uYdgeuGnagGmxx3ACjQ97gBWoOlxB7AidJmkTgJ2D23vafa1KXNii3MPwa6Fn/os0yOqZ5R1jaqe\n", "Uda1a0T1QD9/v1HVM8q6do2oHpjs72lU9YDf+dLU02WSajtGxhIMdrhrRPVMj6ieUdY1qnpGWdeu\n", "EdUD/fz9RlXPKOvaNaJ6YLK/p1HVA37nS1NPqroZFzDJucBUVa1vtt8JPF1VvzdU5r8C01W1pdne\n", "AbwaeNHBzm32dzaooSRp6cw1OnuXA8zeAaxJcgrwMHARsHFGma3AJmBLk9S+U1WPJHm8xbnLbsh5\n", "SdKh6SxJVdX+JJuAW4FVwOaq2p7kkub49VV1S5INSXYCTwIXz3duV7FKkvqps9t9kiQt1kSPOOEL\n", "wUsvya4k9ya5K8kXxx3PJErywSSPJLlvaN/PJvmzJF9N8qkkx40zxkkzx3c+lWRP87d+V5L144xx\n", "Uk1skhr9C8FqqYB1VXV2Va0ddzAT6kMM/q6HvQP4s6p6MfDnzbZGZ7bvvIB3NX/rZ1fVJ8cQ18Sb\n", "2CTFyF8I1iGwQ0uHqupzwLdn7P7Ji/HNz9ctaVATbo7vHPxb79wkJ6k2LxNr9Ar4dJI7krx13MGs\n", "IMdX1SPN+iPA8eMMZgW5tBl3dLO3WLsxyUnKHiHj8YqqOht4DfAbSV417oBWmhr0hvLvv3vXMXin\n", "8yzgG8DV4w1nMk1yktoLrB7aXs2gNaUOVdU3mp+PAR9jcNtV3XukGfeSJH8deHTM8Uy8qnq0GsAH\n", "8G+9E5OcpH7yMnGSwxm8ELx1zDFNtCTPS3JMs34U8KvAffOfpRHZCry5WX8z8PExxrIiNP8ZOODX\n", "8G+9E12OODFWvhA8FscDH0sCg7+tG6vqU+MNafIk+R8Mhg97fpLdwL8G/iPwkSRvYTCo3BvGF+Hk\n", "meU7vwpYl+QsBrdWvw5cMsYQJ5Yv80qSemuSb/dJkpY5k5QkqbdMUpKk3jJJSZJ6yyQlSeotk5Qk\n", "qbdMUlJPJPlxM+XDfUk+kuTIZv8JSbYk2dmMifiJJGvGHa+0FExSUn/8oJny4QzgR8A/a/Z/DPhM\n", "VZ1aVS8D3okDyGqFmNgRJ6Rl7nPAmUl+BfhRVb3vwIGqund8YUlLy5aU1DNJDmMwivy9wC8Cd443\n", "Iml8TFJSfxyZ5C5gG/CXwAfHHI80dt7uk/rjh81cXD+R5H7g9WOKRxo7W1JSj1XVZ4CfGZ7lOMmZ\n", "SV45xrCkJWOSkvpjrikJfg04v+mC/mXg3zOYCVaaeE7VIUnqLVtSkqTeMklJknrLJCVJ6i2TlCSp\n", "t0xSkqTeMklJknrLJCVJ6i2TlCSpt/4/x27pf42csZ0AAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAakAAAEbCAYAAABgLnslAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJztnXmcFOW5739P90z3LMywDKuACA4oIIpoOAEHM0oEEqMM\n", "V2PixSyak02jyYF7PIoLuARNPOC5KDExxkQTovHoBTSaDAQzUSIehQHFEUQYQQQEHLZhZujp5b1/\n", "VHVPdXVVd1V3VVdV9/P9fPozXdW1vFU9/f7qfd5nISEEGIZhGMaN+JxuAMMwDMPowSLFMAzDuBYW\n", "KYZhGMa1sEgxDMMwroVFimEYhnEtLFIMwzCMa3GVSBHRk0R0kIi2KtYtIqJPiGiz/JrlZBsZhmGY\n", "/OEqkQLwWwBqERIAlgohzpdff3WgXQzDMIwDuEqkhBCvAziq8RHluy0MwzCM87hKpNJwMxG9Q0S/\n", "IaI+TjeGYRiGyQ9eEKnHAIwEMBHAAQBLnG0OwzAMky9KnG5AJoQQh+LviegJAC9pbUdEnISQYRjG\n", "AwghDE/huF6kiGiIEOKAvDgHwFa9bc1ceCFARIuEEIucbke+KLbrBYrvmovteoHiu2azAwpXiRQR\n", "PQPgCwD6E9FeAAsB1BPRREhefh8B+L6DTWQYhmHyiKtESghxrcbqJ/PeEIZhGMYVeMFxgtGnyekG\n", "5JkmpxvgAE1ONyDPNDndAAdocroBboYKpeghEYlim5NiGIbxGmb7aleZ+xiGYZjC8Va2YuDAIsUw\n", "DONCvG7lIrLGsMVzUgzDMIxrYZFiGIZhXAuLFMMwDONaWKQYhmEY18IixTAMwxjmyJEjmDNnDnr1\n", "6oUzzjgDzzzzjK3nY+8+hmGYAmLvqWPY0r4PVSVBXNR7JEp9fkuPf9NNN6GsrAyHDh3C5s2bcfnl\n", "l+O8887DuHHjLD1PHA7mZRiGcRlyf5ayXgiBd08ewMHudoypGIAzyvslfb7xxF7csesVQAA+IgwL\n", "9sajZ1+FoM+a8UhHRwf69euHlpYW1NbWAgC+9a1v4bTTTsMDDzygvgbNOCkO5mUYhilAhBD4+Z5X\n", "8fejO0EgxITAv53+Bczqf3Zim5/veRWhWETeQRpVrW37AF8ZMD6xzcYTe7F873p0xsK4pG8t/nXo\n", "51FCxmZ+duzYgZKSkoRAAcB5552HpqYmS65RC56TYhiG8QDvdxzE34/uxKlYBF2xMEIigiUfNyEc\n", "iya2ORE5lbRPt4jgSKQrsbyj8zDu2PkKPjp1BAe727Hy0Fb88pN/Gm7DyZMnUV1dnbSuqqoK7e3t\n", "WV5VZlikGIZhPMDh8En4kWolOxkNJd6f2+u0pFFRqa8E5/U6LbH8j6O7EBKRxHJIRPC3Ix8abkOv\n", "Xr1w4sSJpHXHjx9HVVWV4WOYhUWKYRjGA4ypGIAIkuepqkvK0LukPLF858jLML5yMAiEIJXgpmEX\n", "4byqHpEq95WgRNXtB8i4Y8WYMWMQiUSwc+fOxLp33nkH55xzjtnLMQw7TjAMw7gMPceJ14/uwk93\n", "/w3hWAz9Sivw0OgrUpwnACAqYvCBUvLntYU7cH3Ls+iIhhCFQJBKMH9EPWbUnGW4bddeey2ICE88\n", "8QSam5vxla98BRs2bMDYsWPV12CJ4wSLFMMwjMvQEykAiAmBzlg3Kn2BrJK4ftbdgf936F20R0P4\n", "Qt8zcWH1cFP7Hz16FDfccAPWrl2L/v3748EHH8TXv/51rWtgkVLCIsUwTKGQTqS8glUixXNSDMMw\n", "jGthkWIYhmFcC4sUwzAM41pYpBiGYRjXwiLFMAzDuBYWKYZhGMa1sEgxDMMwroVFimEYhnEtLFIM\n", "wzCMa2GRYhiGYQzx6KOP4sILL0RZWRmuv/76vJyTix4yDMMUEN37PsKp9/4Hvl7VqJz8RVBpwLJj\n", "Dx06FHfddRcaGxvR1dWVeQcLYJFiGIbxCEIInHr/bUQO70fwzPEIDB+d9HnnlvU4+MAPpAXy4dhp\n", "Z+C0B/8bvkDQkvPPmTMHALBx40Z88sknlhwzE64SKSJ6EsDlAA4JISbI6/oB+BOAEQB2A7hGCHHM\n", "sUYyDMM4gBAChx+9DR3r/wL4CIhG0f8H96Lq0v+V2OazRxdAhHqq84b3fYSTTStRPaMnS3nnlvVo\n", "e3IxRFcHKuu+jH7XzQf5zUlBPpPfum1O6rcAZqnW3QZgrRBiDIB18jLDMCo2bKubuWFb3Rr5NdPp\n", "9jDWEvpgMzrWvwIR6oTo6oDoPoXPHrsTItyd2CbafjRpH9EdQvRYW88xdr2Hg4t/gPDHOxA5vA8n\n", "Xv492n73oOm2ZFMiJFtcJVJCiNcBHFWtvhLAU/L7pwA05LVRDOMBZFFaCeAy+bWShaqwiBw5CPhT\n", "q+jGOtoT78vGfQ4oKU0sUyCAsvGfSyx3bGiE6O4pNy+6T+HkP1403ZZiHklpMUgIcVB+fxDAICcb\n", "wzAuZT6AcsVyubyOKRCCo8YD0UjSOl9VH/iq+yaWB85birKzzgfIBwqUoeaGO1A+fnLicyqrSBE6\n", "ymK+Kp8jKVfNSWVCCCGISFfCiWiRYrFJCNFke6MYhmHyQOng0zHg35bi8MPzISJh+PsOwJCFT4J8\n", "PWMNf1UfnPbTP0JEo4DPlyImVdOvxvHVv5FGX7EoKFCGftcZf5aJRqMIh8OIRCKIRqMIhUIoKSmB\n", "X2OEF4eI6gHUm7zcnv3dVv2RiM4A8JLCcWI7gHohxKdENATA34UQZ2vsx5V5maJFYe6Lj6a6AMyZ\n", "MnZ9o3OtYrIlXWVeEYtBdHWAKnplNaKJHDmI439+GrGOE6icMhMVE+sM77to0SLce++9Kevuvvvu\n", "lG0Ltny8hkj9HECbEOJnRHQbgD5CiBTnCRYpptiRhSr+WLxELVCZPje7HWMfXD5esb2bbgQRPQPg\n", "CwD6Q5p/uhvAagDPATgdaVzQWaQYRh+jIy0ekbkDFqkeXDUnJYS4VuejL+a1IQxTeOg5VqjFx+h2\n", "WdPaUJs0Uhu1amejmc+Z4sIL3n0MwxQIsgAlucrL6wx9zhQfLFIMUxwsgWS6i9Mlr8t2u2zJ5CrP\n", "rvRMEixSDFMEyHNKcwCslV+a80xGt2OYfOEqx4lcYMcJhnE3G7bVzfS1RxeXHIxMrHitwxf8sBuQ\n", "HTPi804Kc1+S40axzUux44Rie6/fiDgsUkwh4oQ7uB3nTPEajIhY7/8+vqXs3VML2HEiFRYpxfZe\n", "vxFxWKSYQsMJd3C7zrlhW90aSI4QStZOGbt+BsdlpcIi1YOrXNAZphhJM3KwzR08jTBkPKeFI51J\n", "G7bVLQBwp+KcdRu21fE8GJOARYphHERjDqautaHW1jkYWaBWA4hnFr14w7a62UaEQa+98vuEcB18\n", "YHDSsvyqQ7IA1gC4D8kOXJbHZTHW0d3djR/+8IdYt24djhw5gjPPPBMPPPAAZs1SV1iyDvbuYxhn\n", "SedybZc7+KPoESjI7xcDQPmGjiaEFWamsJDWpW/vYihim0JjAqsRE6uhiHWSt70fQFjVFu6DLKYr\n", "9DEOHl2NthOvIibUtzs3IpEITj/9dLz22ms4ceIE7r//flxzzTXYs2ePpedRwiMphnEpU8aub9yw\n", "rW4OLJyvkUdRtRofjQCA6hfb64PbQuicVgkAqHi9A8EPu+txgyRiOoyAQrhOzugVhC9pyiEuZGMB\n", "lCKVGHrEyuq4rIJCCIH2rncQCh9EZdkYVARHJn1+7OTb+OCT2+UlQlngD5hwxmPw+awpH19RUYGF\n", "Cxcmli+//HKMHDkSzc3NGDFihCXnUMMixTDOojaDJXXSsig1xueQNmyrm4/cxEozMJa6Yolio7Jr\n", "ODqnVaJzWiVEua8mfn7fggE11c8fDwV3dMd7vS4AeyCZ7hAaHUBkiJYOJQuZgi5II6x6eZkdJ3QQ\n", "QmDXgQfQduLvAAEQMYwc/H8wsM+XEtvsOvAgYqKnfPyp7o9x+HgjBvW9MrHu2Mm3sfvQI4jGOtG/\n", "6lKcPvB7IMpOCg4ePIgdO3Zg/PjxWV9XJlikGMZBRq3a2SjP6eg6Imh43CU5F8ifL4YkBHsALDDV\n", "0ccEqledOIFJ0vlDYwIXH5vbN4iANBrqPjMwAfIcVqzKj2Pf7hurWN+5s+qV9o/QI6grAZR3TquE\n", "ahQFSCOlhJApaAMwV25rupEaA+BkV4tswjsFyBbZ1k8fQv/eX4SPpAeDSPR40j4x0Y1w9IjiGB/g\n", "g09uQ0xI1Xk/PfoCYiKCkYNvMd2ecDiMuXPn4tvf/jbGjBmT5VVlhkWKKSrc6O4si1K6duh63Gk4\n", "QdQAWJ3GEWIJImI6Skgyr8UEKteeRNm7p9ribfmft6a0IECTEnvEe8A4RL7OaZWjOqdVnpDbsWTQ\n", "7Z/OATA/VkaTkCpGWwC8AGCSav1SN9x/r9AdOQwif0Kg4kSjJ+ErkarzVlech+MdmyAgVfD1UQDV\n", "FRMT2x5pb0JMdCeWYyKEz06sMS1SsVgM3/jGN1BWVoZHH300yysyBk9aMp6kZfq8mS3T562RX4YS\n", "kCpGJIkJfXmdl5mPZCcIyMuaZr0pY9c3lr/deVdgZygW+DCEPr87il5NHUkmxliVv83AeX2QROcy\n", "ACsPPjAYo1btnBEZHpiLVGePBdCuzKq1jtGhsmwMhEguH1/ir0aJv3diuXboQlSVnwOA4KMgzhj0\n", "oySR8vnKQUiuouujgKl2CCHwne98B4cPH8YLL7yQtiqvFbBIMZ5DFqUksTEoVF5NXmqpl9/EGzYv\n", "7vubo1/u++TRtcEPu9ciNe2Q+nwhSCY7PRL3kXP/2UdZYChqT7sbPioDwY9AyUCMO/1hEPV046X+\n", "aow/41F8/uwmTD7rbxjUtyHpGAP7XA6/vwKQhcpHQZw+4Pum2vHDH/4Q27dvx4svvohg0BqHjHSw\n", "uY/xIrbXPHITGbz8lgC4GMmjqRAyiFg6E6PW+QBcgNSYJt32ahw7rYMIY4ya6i+gX9U0RGOd8Psq\n", "dcvHE2mPbgIlNThv5NM4cPR5RKLtqKmqR59enzN8/j179uDxxx9HWVkZBg8enFj/+OOP49pr9coB\n", "5gaLFFNMeLaj1On444IyG7k4TihIM2fXuGFb3Sb5sxoA49EjjBnvox3u9MUKkQ8l/l5Z7x8o7Y8R\n", "A3+Q1b4jRoxALJZuUG09nLuP8RwKc19Sfrnx65Zm7PSccpyQ25w4r5G2amFn+83k7bOyHXpploo5\n", "0Szn7lNs7/UbEYdFqriwqtPPB6miKkKlZZtaSkr3t8FE52t3wlmdJLBtAJphk6DrleaQ3+utnw8A\n", "J66sauqaUlkvryuokRmLlGJ7r9+IOCxSjFtpmT4vpfP3+Q8hWPEmYKJeUrpM4mbbpDUS0jl+HFtG\n", "Va0NtZrXJP9Vr2+GlLWiPDQ6gGPf6AuUJn7ytmeIzycsUj3wnBSjiZdGKh7HUqcPI9+bXnAwtJPA\n", "Ktu5uLWhFsrjy4lkdQONLSaRtaJzWqVSoOLtK1jnmWKGRYpJQWPOp65l+rw549ctbdTqBFnQMqLq\n", "/KMoCeyy4DjJDgvpvjfVcTS9I+XaTnHnhtSgXCHOD40JrIZAsHNaJUCYTl2xVlHu0/W0NDDKSndN\n", "6vVaWSuYAofjpBgtNDuxlunzFgB4BcnxSQuQXcySYcwG7mYT6GsnskhIsUN0qjlQ/nbIX3I4/rFh\n", "D0MDMUg5x4FNGbu+ccrY9TPKN3QsRSzZ3OTf1ofCbf8S7D75eUTDA9FdG/SJIGklqwVgLHhaNnMm\n", "XdOoVTsbtdZDCgruAqTEt0nZ2iMi1vuZYzXyHBdTQPCcFJOC1hwKpPmAiUh9sGmDdk62ZlgwqjLr\n", "yZeL51++sMtrTed7Wzt+3dKkOSsjDhitDbVr2n7U77LIUCkbgf/93qj4dS0oLMXfiNIoOr+7E9Fx\n", "x4HULOZz0sxxZTWHpmhX4t6duLKqKXRO2VUlByMTK17r8MmJcQ3P8bkZnpPqgc19BYLFJjctEwyg\n", "PfKu1lhXA6lz0jM3mUFrdLCiZfq8uTrHdX2gr4FcfdliKA7MaMxSr8aTOHZdXyBACL46OCFQAEBh\n", "P4KvDkanJFJbID2Y6B7LKtT3rrWhth5cNLGgYZEqAEzMRSi31xU0eZ5JnXFAz2ykWZdBJi4oloyq\n", "FNRAMiu6aoSUb9QjsvHrdqZ8b3r3Ry84WMGS4IfddX3+cLS8c1olqEM3gLOrfEPHC9Uvttcn1qzq\n", "OQY8GjzNuAc29xUARsw8CmHSyhaQsbPXEEItwtAXrazMbhnOm2LKyoe5T+kMUPbciKbAa4Pq5Y/y\n", "5jSiF19kpZlLKYLdpyY0RcMj74yfT5TEYl3XtW4pDe99ofrF9sR6dTvsDp7Ox31wAreb+5599lnc\n", "c8892Lt3LwYPHozf/e53qKurS9qGzX2MYTJ09GnNI6pRl7I43UikVnjdCjmOxex59FCM6lbAgGeX\n", "1ijQBoFaCaDc/35vlG7or3w4sMK8aRTbzZpq01rL9HnxtEigiG/J577xYqMc56TbDgMjtpzbmKke\n", "V7ER2nsIHe/sgr+qHFVTz4Gv1Npufu3atbjtttvw3HPPYfLkyThw4ADsFFQWqcIgk1lF3aHpohpx\n", "VQMYhR6bfx16ov5Xq3YNQfK+AqQ8chOQ3hRoGFl45iL1iVnTdCSLhF0dVeJequdpUODzITbf16yx\n", "cY7PdQgh0Lm1FeGDR1E2ehjKzhic9PnJjR/g47uflBZ8hODQARj5yC3wBSz5KQIAFi5ciIULF2Ly\n", "5MkAgCFDhlh2bC0844JORLuJ6F0i2kxEbzndHjeR5OIsu+uaeJoPAaiR3bWV7uSTII2U1JPSi6Fd\n", "w6hFcc6xSBWonOYjcrzGQsTS8h1eaMeGbXUzN2yrWyO/is7VXAiB/f/5J+y5/dc48H9fQOuND+No\n", "49tJ2+xf8ieIUFh6dXUjtPcQjq3dmLTNyY0fYOd3fo4d//s+fPr4SxDRqOE2RKNRbNq0CYcOHcLo\n", "0aMxfPhw3HzzzTh16lTmnbPEM3NSRPQRgAuEEEd0Pi/aOalMaJj7QgBa5PfKEY/SlVgPAWAzUqus\n", "xt3Oa3Q+S/HG82IQsNrcp3TLRp7d3d2SgHXLk+cvCA8rnQcApZ+El068YXPGUvBm56rszlvoNrTm\n", "pDpbdmP3rb+EONVTWZdKS3D2S4sTJr33L78t6XP4CAO/NQsDrpOs0l07PsFHP3kEIhSW9g+Wou/l\n", "UzDkpuS6U3rs378fw4YNw4UXXoiXXnoJJSUlmD17Nurr63H//ferr8GSOSnPjKRkWISyQGMUMnv8\n", "uqUXQDLnKUc8Rv4fCMBoSE4SSuJu5xNT9gCadQTK1iBgO1AG1EbHHV8bnvLZHXBodCcHvc6QX3kT\n", "xtaG2jXya+aGbXUzu6ZU3hkZHqiJDA/UdE2pvDM+ytEb+ShK3se/+9UGRkaL4c2ClZYR/uw4yJfa\n", "BcZO9gxkKyeMAkoUoQKlJag4d1Ri+cTr7yQECgBEKIzj6zYZbkN5ufQV3HzzzRg0aBBqamowb948\n", "vPLKK6auxQxempMSAP5GRFEAvxJC/NrpBnkJ9XyCLAi62QIyUJXmMx9Sgzu1zD+uj2fSI8kZYCEA\n", "qQMteDQ86ep87dFtsSp/yve4YVsd1NsqcvotRrK5OCiv0/zuZQHTevjJG/tWTEga+Q2duzXv/6fl\n", "o4dBRJNDAfzVFfD3rkwsD10wF3sX/hadWz8CBUow+MbZqDz3zMTnvrIgUOIDIj3HIRPzVX379sWw\n", "YcNyuArzeEmkLhJCHCCiAQDWEtF2IcTrTjfKi8gCtULn405IwnJUXlY6ThglHtwZ98ab3zJ9Xlwo\n", "4+dXmwT12ukpc2CBk/Jg4TsWHRGr0qwCm+4hZITG9lrrlMdS/w/GkKc5OFmgkgR334oJc/ItVIHT\n", "ajB0wVzse+CPEOEISvpVY8SD3wP5em5NSXUlRj78I0nMfJRSubfPlyaj7fkmRDtOAdEYKFiKQf/6\n", "ZVPtuP766/HII49g1qxZKCkpwcMPP4wrrrjCkmvUwjMiJYQ4IP89TEQrAUwGkCRSRLRIsdgkhGjK\n", "WwM9goF4pwr51QvAvQCugjTiqgSgXZM6mS70ePmlBBhrrFful02yVCYHco1jqlzfuef4tYEKpHpd\n", "pjPFaSWK3aO1YWtD7cySG/tNigwPqD/aksf5KNeM+nvXnYvql85BrDMEX2WZfvl4v/ZzZWm/apz5\n", "639H28rXETvZhepp56LXhWeZasNdd92Fzz77DGPGjEFZWRm+9rWv4Y477tDdnojq0RO6YhpPiBQR\n", "VQDwCyHaiagSwAwA96i3E0IsynfbPIhRd/QggJ8qlkMAIkj16gOkp9r46CmeGV0vfgZIPb+WY4Vr\n", "OoZCRa9kR5rOPyXUoezdUwuOXwsgtTYV1Nui5yFkAaQ5qfj/kjJ8IUHcvNhr7cnyeHomxbFStk+H\n", "UxWZ7YB8Pvh7GYoo0aS0f28M/u5Xst6/pKQEy5cvx/Llyw1tLw8WmuLLRLTQ1PnMbOwggwCslJ8a\n", "SgCsEEKscbZJBUUbgADSzzUFAeyE9jzWFtkRI1v2KAXKqDmQyRk9ZwTNDlwvcFaelk/aJ11+QPmz\n", "2VqfqZgPoDz4YTf6/OEoOqdVIlZGbZHhgblmRCYLMVbD6Z0cxBMiJYT4CA5PnBYQWj+4uZA6rEzC\n", "0FdjXQzaT7XpftgXI3lENr5l+ryZitpUGc2BTG5k64xgJnA2XbYJs5ko5AznOHlZL0B2zDAhMjmN\n", "yofO3dq4b8WEJMF1wnGiWPGESDHWoZc2qGX6PCDZBKNGr+jcFq15onTpiVqmz2tBsiAG0dNpaJkj\n", "NeOs3IwHnD4cdUYwSOJBR1EuPpFh38YKwCnIouS277AoYJEqQrTS28iiMhvSiEpZNyo+36TlDJF2\n", "bkAhfvOR7OHXprePDilxVm7Gw04ftjgjGJ0PUrt5K82LJy/rNUkWqDjlFUe6F+9bMcHI6IbNdR7G\n", "MxknMsEZJ5LJ5Uk+3b5mjquXkVx+r5mp3I4s5vke1RgtPugk+crgYPQ8Gm7eXQASbt7qAoplJ8IY\n", "sKszRiK52KKeUOXqOJHvOCm3Z0E3glUZJ1ikChC3VKdN11lbJYQG2pD3e+EFkQLy4/FmtDrvvhUT\n", "NLcbOnfrDEVbE9/jgB0nY+Uno2pzZWJ7K8kkoHbAItUDm/sKE9e7b6fLqG1xtm0n7oUnzEt2l9Gw\n", "ErW3YOBUTCtHpF24/vdUyLBIMaYwOcrxRGdtNXbXtDKCi+KCliAmLoaPJIecmAjBR1r/Axn/V5Si\n", "uq9Zc3SzxA3pixhrYXNfAWKXiSub4zrt5WbVvXBRp58RN2UMb22onRkaE1jdWVcZBICK9R2h4I7u\n", "2VoJcc0KjHp7+a/lZjk292UHz0mpYJFKxg5x8Mpci5pc74WbOn0jGJ0Hygdy5d6UtoxatVO3Ldk+\n", "EGSa18oFdpyQ6NWrV1Iqpq6uLtx4441YtmxZyrY8J8Wkxa1VVJ3AgntRkHMSbhwdWpAdwlK8aD4M\n", "n9iN7oNvwxeoRtmwS0F+66rynjx5MvG+o6MDgwcPxjXXXGPZ8bXwWj0pxlncUg2WSU/G70khBol6\n", "XjZVuzX7P6P3QGDHudKiMPMl7pG8zjGEEAgd3IjOj15C+PiulM9PHXgDh1/5Ko5t+jmOvnk3Djf+\n", "b4hoyJa2PP/88xg0aBDq6upsOX4cFinGMEVcwt1T4qwszCi/tEYiuYiBYeS5p6S22FWgUR7lJJ0r\n", "x5FPXu6RUYQQOPbm3WhruhHH3rofh/7ydXTsejFpm2NvLoSIngKipyAinYic2IPOj15K2ubUgTdw\n", "8M9z8OmqGTjevBQiFsmqPU899RS++c1vZn09RuE5KYYxgBtNY7ngpnkrJWpzX9nxcKhmT1eLPyLa\n", "kGdzm5k5LqvNglpzUqHDW9C27nsQUcXzki+A0655M2HS2/+nyRAR5fOUD1Xn3ojqCd8HAHQfeR+f\n", "rfmWJGQA4C9DZe3V6HPhf5hq3549e3DmmWdi165dGDFCuxQYz0kxBYGeU4PTXoFqvBRTlA65/MX8\n", "3ueW1Rz/Wu9QwjXcJaNDZTxUxZHumprdXeOpJx4q38UGDYVQ5KsoYqzrEODzAVHV+vAJ+P1SxqjA\n", "gEkIHXwLiEkl4skfQHBgT4GCro/XJpv/oqfQtftl0yL1+9//HtOmTdMVKCthkWIcQy/Hnfzei7nv\n", "XI2y/HvZu6dAp2KhE1f3bo5V+dvgotFh/IFAHskoEx7n1WHFRPbzrB1rVCOwJqQpDljadywQS1Yo\n", "X7A3fMGe4gT9LvoZ2l77MboPbQb5A6i+4N8RHHRh4nMqqQDID4geEx/59XJK6/P0009jwQJTJb2y\n", "hkWKcZJ0Nv+C86ZzAUn3O7ijOzhg8eG2dO7gmSg0M6gag9nP1ZUBDKExAlObFpMoqRqOPlMfxLE3\n", "boeIheErr0H/S38Foh7XAl+wNwZc9juIWBQgX0rl3soz56Bj29OIhdsBEQX8Zag678em2v3GG29g\n", "//79+OpXv2pqv2xhkWKY4maSHMu0ROnQYER88uAu7vqMJbLQjFetDsFYO41WyU5Qcfp0lA9/EyLc\n", "ASrtpV8+3ufXXO8v74+Bl7+Akx/8EbHuEyg//YsoGzLVTBPw9NNP46qrrkJlZaWp/bKFvfsYJ9Hz\n", "mvOUN52HUN9XQBoFXAZgpWwONOOebqv3mw3eenYwH6k12FrszUbhgy9QpStQmfBXDETv83+Cvv9y\n", "t2mBAoBf/vKXeOqpp7I6dzbwSIoxjVVODRkKIzqa+64QUZV/n4RkM5XSpOqa4GWPFhs0Wi9NPVJk\n", "NGAXdMYUbikDki/i3nDy4pJMMT5mt3eKdOmKjLqnb9hWN7P1M7H67T0iCACfG0GhUf1pttPzUnZk\n", "idA7psa8UghACyShMpN/sAZANYC+APYMu+69SV7vm61yQWdzH2MWVwU42onCGy5h9oqbxKzY3mHS\n", "mVQNmVt/tjaG5zcL7D4C7D4CPL9Z4GdrY7Y12AhGskRs2FY3c8O2ujXyK+P3k+6YKpNks7zLJL1z\n", "q5H3XwJgLIBaSGI11uDlFgUsUgyjj1lB1ty+taF2ZmtD7Rr55QrRSpcJwmDGCgCYLxTzMfJ7px9Y\n", "tL6DxfGVIJdiAAAgAElEQVSFLNNBpf0/GDp3a6Mc4NsGbZf5bNrMyPCcFGMW13tcuYwaqDzgWhtq\n", "bUsNZAa5DZrtKJTgZZmJ+1ZMmCmPWtLOt3kxoWyhwyMpxhSFnr+vZfq8mS3T561pmT5vTfepCU0w\n", "52WoZSYDCtc86kYvzCUA1DZHHwzc8zRmPaPXme390Pu/YcCOEwyTQMspxF/60f2Bsq318rJpxwn5\n", "val6Sl6iYdnUpOtddcsbjj+w7FsxYRNSS8uvHTp364x0tcHS5eozOsLKdiSm3m/Yde/91et9Mxc9\n", "VMEixZhBywvPjqKOylRE8qou2JgJnMlcSVcvUNnOoolmcWvRQzOwSKlgkcoPbkv8mg16wtHVfqXm\n", "qCfXysNecUsvJLIZ0ThRJl4PFinF9l6/EXFYpOzHihgpN4icXoxQV/uVS+CiGLBCz4vnRtKJWz6d\n", "KtwsUtu2bcNNN92E5uZmDBgwAA899BAaGhpStnNcpIiolxDiJBGVAogJIaIZd7IRFin7ydUc5pZA\n", "4HSBrG4QUUAzL15i7sSJ9pjFrQKb45yR+vu4Hz1Zy7MWLa025SJS+45+jPf2NaNXsBqTR01DqYXl\n", "4yORCMaNG4cbb7wRP/7xj9HU1IQrrrgCmzdvxujRo5O2dbSeFBHdCqA/EZVAikF4AMB3szkWU1S4\n", "Jd2Orhu9LEpu6FDdcq9Mk4fEs1mRY90nre/jPvR4SGdVQ0qvTXrbCyHw/v4tONx+EGcOOAvDa0Ym\n", "fb7l47fwwJ9vAyCJxGl9huPBr/4KgRLz5Ti02L59Ow4cOICf/OQnAIBLLrkEF110EX7/+9/j3nvv\n", "teQcarKNk/of+RUG8DXkwZWdiGYB+C8AfgBPCCF+Zvc5mRQKIkZKlcMOKKB5IiMjmDzMkblVYK1u\n", "l7Lfy/ZYhgPGhRB49G+LsX7nq/CBEBVR/OCSf8elY7+c2ObRdQ8gFDmVWN539GM0bf8rZpwzO7Fu\n", "y8dv4cnXl6GruxN1o6fjuqnfh9+XfchsLBbDe++9l/X+mchWXDoAfFsIERVC/BHAaxa2KQUi8gN4\n", "FMAsAOMAXEtEnDokz1gQI+WauJpRq3Y2jlq1c4b8crrz1ML0vTKSTcFjqZvchPr7yHv+pw8+fQ/r\n", "P1yHULgLXeFOdEdCeOzVnyMcDSe2ae86nrRPd6QbxzqPJJZ3HfoAi//8H/i4rRWH2z/Fy+8+j9+t\n", "X264DWeddRYGDhyIhx56COFwGGvWrMFrr72Gri77QrsyihQRjSaiOuU6IcRGAO8R0Znyst152ycD\n", "2CmE2C2ECAN4FsDsDPswNjB+3dLG8euWzpBfpjr3Qg8EthITqYmUGHkqz0fuRdc8jKjIul0aZUPu\n", "yvZY2bbpyMnD8GvUieoItSfejxt6HkoUo6JASQDjh05MLG/Y+Xd0R7oTy92REP7xgfGfYGlpKVat\n", "WoWXX34ZQ4YMwcMPP4xrrrkGw4YNM3wMsxgZ4/0XgNs11p+QP7vC0hZpMxTAXsXyJwD+JQ/nZSzG\n", "RXM+rserqYmmjF3fuGFbXZI51en5KMBUOXjd/aH4PuSg4Zy8/XTbdF2qX8GogWchGoskrasqq0Z1\n", "eZ/E8ryZ9+DBP9+G9w+8g1J/ADdMuwXjh56f+LystBx+nz/pOAF/wFSbJ0yYgKampsTy1KlTcf31\n", "15s6hhkyevcR0UYhxIU6n70nhDjHlpYln+cqALOEEN+Vl68D8C9CiJsV27B3H2M59ZuWJ83fNF1w\n", "U14622zmjYx4BBoJLua4rh4yeQPa5Zau59335s5/4OE19yASC6NvRQ0Wzn44xXkCAKKxKHwa5eOP\n", "drThlhXXoSN0EjERRaAkiBsv/Q/Unz3LcNu2bt2K0aNHIxaL4Re/+AUee+wxbN++HaWlyV6EeXNB\n", "J6KdQohas59ZCRF9HsAiIcQsefl2SG7vP1NsIwDco9itSQjRZHfbmMJFFqiUDt1uocolS0WujhOc\n", "IaOHTMG9dgb/pnNBj4kYuro7URGozKo675GTh/Hnd55HR6gdU2rrMfH0yab2v/XWW/HEE08gHA7j\n", "4osvxiOPPIJRo0ZpXQOEEERE9ehx1QeAhVaL1LMAXhVCPK5a/10AXxRCfM3oybJFdnX/AMB0APsB\n", "vAXgWiHENsU2PJJiLOXWp27eVLelZRIANE65AC1nngEAa5suuMnWNDnp4rjsPK/T53YbmdIk2ZlG\n", "yc3BvEbJZ5zUTwCsJKK5ADbJ6y6AVDdF15/fSoQQESL6ESR7sB/Ab5QCxRQGKtNaExSBkrmMXuLH\n", "nfze9ppr1/wDvTs625DBjNXaUDvzO37/xNKoFKM+eu9+PHrNFXGhYpis4XIg5sjo3SeE+FQIMQXA\n", "IgAfya97hBCfF0IcsLl9ynb8RQhxlhCiVgjxQL7Oy+QHhWkt7hr9U8X7lfLnWR93/K7dl13/0tpJ\n", "vTs6E1VTM7hezy+NRhO/j2Akgi+9sTGG/HipOekd51bPPCfIdC9M3ysjlYOZZIy4oJcT0b8BuBpA\n", "N4BfCiFetb1lTLGhdo1Wkoub9HwA5TM3bEIwkuQZlXRMI9Vzhx5u25IPx4l0VXML+dxuQ8PtPGm+\n", "KdPnOuQjBKCgMGLuewqSOL0O4EuQgml/bGejGCYXZJFZDGDET/v1Kf3jrEuMbJ+YAA/7/dM/GjLo\n", "6TGf7O+CYlK8d0fnAhubnUS6qrl2e9+lO3exoXY7N/s5kztGMk6MFUJcJ4T4FaTR1MU2t4kpTtSm\n", "EyWGTU5yB74aUtG7miFHjlXf8uxqbB8xDKGSpGcy5TGTnm5Lo1FfpMT/zXUXnnc/XDai4IwRnofN\n", "qSYxMpJK2EhkBwYbm8N4nWzjipouuKmxftNyZVBjE7JznJgPyaknQWkshkk7drX99orL9hh1nIgR\n", "+VZ86dL67975gtu82tyaF6/gsMPBIdeA4mLEiAt6FECnYlU5ep4EhBCi2qa2maLQXdCdCio1g1Nx\n", "RUp0XKiBNG7UrQ21M8N+/ytxR4lQSQleqpuMSTt2tY3af7AZGQQtnyXUrXARd2sZDTdhRwyUGdGT\n", "4z49Dxc9VFDIIuWGzt8I9ZuWb4JkZlNiKK7IKhFWmPuUo6kQgNnphObX91+1YMhnR+6LEfm2jxiG\n", "K9e/hUCPo4VuQKssUCnfjV1ClW2wbVxIKwOo+fJ4Gj+qP8Xvj6fqVOULq2Og3FT112nM9tW2l9hg\n", "LMH1HkGyyEzMuKH+vknzLNm6nMud9WwAzQDa5L9pBQoAvnvnC4v/8xtXf3npdVetnbRjV1sgjSeg\n", "isXI43eTjfedQkgv6+jGpJXviGDrZ4mHU9f9L3mBfSsmzNy3YsIa+WXkf9X1v2G3kn0REYZJZj5S\n", "H3qMxhWlnWcxO8q64a5/AySBajOyfRx5u8bW+x7WMxkmIXf+WQlzLmThfZd0fyMx4O09AqP6F6Th\n", "wSp0a6flWDyRMQmLlDfQ/MHInfdiACMA7AGwwA4TYA6muFziiiYpRlNJHUL9puW6pk4N02ja7XXQ\n", "7aCU7t9VF9XUtAf92QqzW2DvMg0yODhk47yi9T/VJJsV1cdnFLBIeQANz7d4p6Kce6kBsLp+0/LZ\n", "6Tpks4JjotPX+hEajStS7wtI1/MKgFaY6xBy9n7Tq9yrng8a3BGJtQdT6vtssdNxIkuS7i8BoQlD\n", "qQXySLOQ5qOsjCGzMgZKJXo1AKphQfn5YoBFyiPETVHx5fpNy9dA5WotL+t2yFmOMgx1+lpCqnVc\n", "LZFU7LsC0g84jg+A7Vn2tdAxqSXdi0s+7vK19gnEoj6KdzRmhDlvrLrljcaGZVMT340Alnznkn8W\n", "XGeo4VRS19pQa0d8m+5IOx2yUEHVxjgcSqADi1RxoSU4K+o3LZ9rhZlQLaRq0omkLFTN0J4LiqHn\n", "iTNTh5BVB5INZx/pxrXvn9jyh3N6t8XP7cJRFABJqFD4HWBeYshyjHVKl/6L0YBFyrssgZT9Qzma\n", "CgOokUdZRueOaiB50+mNqKzs9DN1IksglWNRz/NsgWSaAjJcl9ERXZak3ItJh0ILrs5CmLiwoLex\n", "IR1SDEDNvhUTZrLJLxmOk/IwKseJowCGo0e0UmKpNEYySnTjmayKYZLFMyX2RHne+k3LFyDZVu+q\n", "mDArxIULC9qDnffVquwTGp6BMflv0v97IQsVB/MWGQoBmYTk+RxAQ3jk7dVzP5rbWo1eULL8Xu0U\n", "4ursGrnAhQXtw44RqtWBuCrBq4FGALwVhRPdih1FDxmXkmFkpIlsDpur2i8E82ZC06TxUkyap4I0\n", "ckr5kXohNRTjLDZlcLd0rktpKlS4oDM6sEh5m3STsCHozB2pxKIGwHj0PM1lE1dkGB0vRXUHsBiq\n", "DiDb+CeXzv3kzblDjUvvRzHj2P+CV2CRKhJ0RiGNGq7smiKRZybWb1o+UyVApp9m8+iSrIuWKOjF\n", "YeWpLZr3g8UrLZYKiXp+C5LJm7Oi68Ai5W2aoO0NByhiprIYhZwvJ4tNSiukFjr5b64ZL7Q8+nzI\n", "wZyiwNGyFulEwaHCgpr3o7WhFnBYzN2MleU1tFIqQZrfKtg5qFxhkfIosmDcifRJgicphEUrPqoZ\n", "2kJHUJn/5PfKH9fF8j6l8rKhjBdqZNPjFqROHqvxolnEK7WfTLXTa6MuKzzzLHQ598r/hGvgLOje\n", "RWs+KqZaroEkLGpPvvhnl0ESutY054n/iNTnC6JHoJTrssnsvAAZqpXKwpeU/duAGHIV1GRyvh9e\n", "qwysGLkk2mswaznjEngk5QFMeLW1AuiLZFFSjjy0nCzKAZxAclaHvGI0ADdTRgs1Ts39KHDV6C9N\n", "TkLAeDu9NhJwW3vVQfi6Dk6MBIuUy9GbT4J2xolaAPs1DtOGnslZrXiqEQA+BXCaxr7KDkvZkYWQ\n", "bO6Lr8vqB2dWgIzi0NxP4twOi6Rmm6C6H25sZyGhMjc2OdgUT8Ii5X40nwSbLrhpRv2m5XuRmoD1\n", "NEjpkeLiEYIkSvOhHZcE+XO1qRAA2gF8VeE4oRXjZHupEC/jpEiawUQ7bR0d2jDf5ehoVsNRQj3/\n", "mzYpNMMZJ1yPXiohSD+0V6BtomsH8CZ6YqCSUiXJ77WyTqixPQsFkxvxsvDyYl4S3NrlOGFXWiMr\n", "HCeyPcY+7TL0ago6w4QazjhReOg9CWpVwo3TLY+0tGKg4qMwrYzjZrKNcwaIHLBCXBRl4ROm4IZl\n", "U+fYLVQ2jg5tmT/K1TNPy208x9pPpn5nxQ5797mcLL3aXpIFJJ1bt5an111Gz6OYK0t4TSkq6TJp\n", "UIhL4t7J68yi16lrnrNh2dQ18ou/J3NohnDEvQT3rZgwc9+KCWvkl/reZvydcfBuelikPIBcb2lG\n", "3PQmj5BqIM09aXEtpKq9anNe4qlNR/wWo+epbn4G0THcQTIp5PXeWSiKduOlkIEaAKv3rZjwISSz\n", "u6aLuyxASb+zoXO3Lh46d+sM+cUClQE293kIDU+/EICdkBwXlF526oq9gOThN1c+Tjyp5RJVmYys\n", "8uMVMk7M+ZjAqFOA29ywNXGxl6H6PscJItVxKeXe2lB7qqjgkZS30Aqo/QjG3Fqb5b/pTHRmnvC9\n", "9NSbFTaOQCy5d7JgJj2lu0xETSOnjJohv1xxLYrRUFumbRnrcf1IiogWAfhXAIflVbcLIf7qXItc\n", "ifpJLyT/VXr1xZ0tLHmiTheAW0AOFbaMQFbd8kZjw7KpSfcuW3ExWBbeVUHFXkTO36cucaMF31uL\n", "cb1IARAAlgohljrdEBeQrrPZBkW8krwuSSjqNy3PNO9hqjPTCsBlk6ExDIqLZeeyShTzgVVVcK1G\n", "lWhWHd4RA7AFwAK3tLdQ8IJIAVLC06LHYNHAivi2SO0E04qQ0fREGfDE/IdBCmYEkk9RzAUb3L0N\n", "Y2T+UVWw0JViWmi4PpiXiBYCuB7AcQAbAcwXQhzT2K4gg3kzoRfsqxeEa7cpzmx73I5ex+VyhwrP\n", "ohP8anuwq0bMWRcKYI7PjXgymJeI1gIYrPHRHQAeA3CvvHwfpCfZ7+gcZ5FisUkI0WRdKwsDu3Lk\n", "KSiY0QegPQLJZxAti2HeKCQLgKsgonoA9dnu7wqREkJkShsCACCiJwC8lOY4i6xqk4dwlShYZDJ0\n", "O3np0JzKKOEECtNZDSTHH7XTT1awyDuPPFhoii/L1jHDuEKk0kFEQ4QQB+TFOQC2Otket2GlKFhl\n", "CszDaK1YKIqne415qBCkkIk25DDXY1LkXfWwx/TgepEC8DMimgjJy+8jAN93uD2uwwpRYK88U3CH\n", "Zi1a8X9t6eahDDotGBZ5r3lAFhOuFykhxDedbkORUBRP7VaQxw6taMVQdAndDP16HoDy+8R3UkWV\n", "Ne3CeL4Cr3hAFhuuFymGcSNGOrRc50OK6Ol+iRDiYiIKAoCICIQ3do9v/XPtTJ2sE1oPVP8NIICe\n", "uayLv9HrlO/X7eUIyxEsBBESoKIQ+ULC9S7oRilWF3Sr0DD3dcFYxnXHsWpy3MpJdnZpNsfum8/a\n", "5D/DPwkAIjsiEAdjALB21KqdKSY/gzWaAADvd/uxrisAAJhSFm6efcPmC6xrNZMNZvtqzt3HAEjJ\n", "it4MKYNFpkzojmNVfj0b8vS5Okt8a0PtzNaG2jXyy/HvOLY32hZ+vRvh17vjApUOde5DXcYFori5\n", "dxdu7t2FC4MRzr3nQdjcxySQPQUBbzlQWDWXVjRzchoVcOtaG2o1K+CaHV3mMBo1PP82dO7WxqW/\n", "uvD+T6O+RT6gdHp5N8YFourN9PJXMh6DRYpRUzSddS4Y6Ix1O12tfa0syW6gbYa+Y7NxWrnEdZkp\n", "0yGdJ3An5PI0u9r9+F5VF8YFoiEALZBd1xXXCnDaIs/CIsV4Has84Awfx0hnrOf0oLXvQ7dOvP8q\n", "4E4YGNlkwuIAYE0xa22ojX8GJItJTg84JsrSJ50nDMKfu4Jt4wKdczWEiIXJ4/CcFKPGU3WirKqp\n", "ZPI4huabVt3yRuOqW96YIb90O/K9VaXzjBzPIEbalvV3XBWK1kA1d+eGOa09EX8zj5QKEx5JMUl4\n", "Ma2RVfEtTsbJbO8XQNNwSVvq93bh7CPdABLzR5ZWqjVhWksaXfpjIva17e210B8t5Suuq2jjx4oR\n", "dkFnGJPk4l6ute8Zx7r/tK+q9Nthv/TvWxoVmHyg646rdpzcpHWedEKVbdv0xLBh2dSZVaHo4sEd\n", "kYmXfNzli4unioSreL5y5XFOPu9itq9mkWKYLMi2k5T3W4zkApXzoVGeYumrh6C1Xit2KJe2aXj7\n", "JYlha0NturikjMLJMEo8WaqDYbxGNqZBjVFORTbnziRCWbQtG4eHNkjxdJaYIBlGD3acYJj8oScG\n", "eo4MKetfGNOrCdYGHRtB3Y4YgKWjVu2cwQLF2A2LFMM4jJ5n4bxLB2LhRTXb/uuCvm3NA4PNAOb8\n", "c1hFPazPZJHW208WovshiRMg9Rt3usGrjyl82NzHMPlD1ytNbaKLmwbbg/7y9qAff+jdu+IPkFzA\n", "24N+Sxul9vZ7YUyvpn8Oq5iPZVPno8ecWI/kh1rbgryzne/TK9/BThbehh0nGCaPGO0wG5ZNTXFW\n", "qApFm7++rX387yb0DsY9AUmIkCCarXWcbDpnPe/Apa8e0nTuyOTEYZZsvRM1ynd0AZhzU1sVsjke\n", "Yx/sOMEwLiaXWKy+p2Ijxh7pDl6/9XgipmrygVMtVz/eoidQKZkn5PfZpEzKV2xStlkr0gUxc5ov\n", "D8MixTDuJEUULt7buQdAzdlHuqGIV9LL7K3VaS8GMBYq4coltx6b0hi7YZFiGBey9NVDaB4Y3Pba\n", "8IoRR8t8e9qD/gWTDoWAVNOVmdHMCGQeVeiOmNS59XLJE5im/Hu2I7Z0+3F2Cg/D3n0M4zLiwbWT\n", "DoUm/WTT0Zp7/tk2dumrh+IikeQFmMYFXMtj72imc9uRw1CNYv4o4UYvr8s6F6Msckn7DZ27tdGq\n", "3I6Mc7DjBMO4DJ0MD6adFFSmuCYAd6OnvhIg1VzSdLoweHzNdq665Y207dSprLt26NytljphMO6E\n", "HScYpggwMhekdNKQBSWo2qQlx1EFJ3plbIfNfQzjPjSDaxuWTZ3ZsGzqmoZlUzcBWI3cs07kVE49\n", "B1Oap8rBMM7C5j6GcSHqrOTzLh0IJDspqElrZtNwckiqYmtVnJVR0jhOMAUOZ0FnmDxhdSee7ng6\n", "8z9KMs4FKY5fA2A8esx/XZBGREDyHJayWrBlQbDxdlRRrObqyhAuDEbawEJVNLBIMUweMJMZwYiY\n", "ZTpeBpEyJSA6x2pGcgxVDKnTARmF0MC5k66zFALfq+rCuEC0C7JHXi7HZ9yP2b6a56QYJjsMuV8r\n", "OuVM80eax4vPQ0Ea/YQUn4cBtEMy191vwQhHHUNlV9+QdJ1hEH7bXob3u/1WJMplChAWKYaxl6xi\n", "iWRq0CNwk+R1zfIrBqAKQI0/Ju576NaJC0y0SctxYY/GdjHVNrY4N3TCh8fby7ExVFJjx/EZb8Mi\n", "xTDZYbWHmtbxgGSBC0IaObVB4U4e9ZHvUIX/PqOlM7S88iBVCFaf/y5YHwSrvk4A0ojq+Q61hzzD\n", "8JwUw2SNFXNN6Y4HnbLy8t+k9WPaQvjBO8fXzrt0YHw/3Tblcj1WIJ9nBaSRopKc57wY9+NZxwki\n", "+iqARQDOBvA5IUSz4rPbAdwAIArgFiHEGo39WaQYV5Jt568ncADgj4lXoj7yAUBpVOD6rcfRWULN\n", "fzin91j19unOp5GVot5sO7Mh25IcjPfxskidDckG/isA8+MiRUTjAPwRwOcADAXwNwBjhBAx1f4s\n", "UkzBoSdwD906ccGhCv99JOCr39uFs490dy28qGZbe9A/SXUI3dGJhlAosV00OIN6ceLZtEhCiO0A\n", "QJTS9tkAnhFChAHsJqKdACYDeDO/LWSY/JGpA//3n29Z3NpQu0m5TXvQb9Y7Tu3UocT2uku51NZi\n", "igfXiFQaTkOyIH0CaUTFMAVJw7KpCwDchx7HJs0SGOrSGVg2FeBcekyBkVfvPiJaS0RbNV5XmDyU\n", "O2yUDGMx8ghKKVCAQbf1LHLpaXraybDAMa4gryMpIUS6tC567AMwXLE8TF6XAhEtUiw2CSGasjgf\n", "wzjJfOTw8Kg2oaUzG6665Y1GuaS80nHiKkiBvVpxUwxjGiKqR49Djvn93eI4EYeI/g7g/wghNsnL\n", "cceJyehxnKgVqoaz4wRTCOikLIoB+LJZxwINx4gYgC0AFqjyAqbN6adIzcSODkzOeDYtEhHNIaK9\n", "AD4P4GUi+gsACCHeB/AcgPcB/AXAjWqBYpgCQm2CiwG4K0tBUDtG+CBlrkikZlKlbZqE5JpTCTOj\n", "ifRODGMprhEpIcRKIcRwIUS5EGKwEOJLis8WCyFqhRBnCyH46Y0pWDTmlb686pY3Flt8GuUcVzoP\n", "PyW5pHdimKzxgncfwxQVFrpmqyvnmkXpPKGVV49z7TG245qRFMMw1qIYlcUT0sZRio/avBiSt7cy\n", "Xx/DZA2PpBimgImPyvScHjQ8/PQcIrRKzedUfp5hjOA6775sYe8+hrEPzrXHWIVnc/flCosUw9gL\n", "u6AzVsAixTAMw7gWz8ZJMQzDMIwaFimGYRjGtbBIMQzDMK6FRYphGIZxLSxSDMMwjGthkWIYhmFc\n", "C4sUwzAM41pYpBiGYRjXwiLFMAzDuBYWKYZhGMa1sEgxDMMwroVFimEYhnEtLFIMwzCMa2GRYhiG\n", "YVwLixTDMAzjWlikGIZhGNfCIsUwDMO4FhYphmEYxrWwSDEMwzCuhUWKYRiGcS0sUgzDMIxrYZFi\n", "GIZhXAuLFMMwDONaWKQYhmEY1+IakSKirxJRCxFFiWiSYv0ZRNRFRJvl1y+cbKebIKJ6p9uQT4rt\n", "eoHiu+Ziu16gOK/ZDK4RKQBbAcwB8JrGZzuFEOfLrxvz3C43U+90A/JMvdMNcIB6pxuQZ+qdboAD\n", "1DvdADdT4nQD4gghtgMAETndFIZhGMYluGkklY6RsqmviYjqnG4MwzAMkx9ICJG/kxGtBTBY46MF\n", "QoiX5G3+DmC+EKJZXg4AqBRCHJXnqlYBGC+EaFcdO38XwjAMw2SNEMKwySyv5j4hxGVZ7NMNoFt+\n", "30xEuwCMBtCs2o7thAzDMAWGW819CcEhov5E5Jffj4IkUK1ONYxhGIbJH64RKSKaQ0R7AXwewMtE\n", "9Bf5oy8AeIeINgP4bwDfF0Icc6qdDMMwTP7I65wUwzAMw5jBNSOpbCjGAGC9a5Y/u52IPiSi7UQ0\n", "w6k22gkRLSKiTxTf7Syn22QHRDRL/h4/JKL/cLo9+YCIdhPRu/L3+pbT7bEaInqSiA4S0VbFun5E\n", "tJaIdhDRGiLq42QbrUbnmk39hj0tUijOAGDNayaicQC+BmAcgFkAfkFEXv9+tRAAliq+27863SCr\n", "kedgH4X0PY4DcC0RjXW2VXlBAKiXv9fJTjfGBn4L6TtVchuAtUKIMQDWycuFhNY1m/oNe7oTE0Js\n", "F0LscLod+STNNc8G8IwQIiyE2A1gJ4BC/KEDCseaAmUypIes3UKIMIBnIX2/xUDBfrdCiNcBHFWt\n", "vhLAU/L7pwA05LVRNqNzzYCJ79nTIpWBYgsAPg3AJ4rlTwAMdagtdnMzEb1DRL8pNPOIzFAAexXL\n", "hfxdKhEA/kZEG4nou043Jk8MEkIclN8fBDDIycbkEcO/YdeLlGyv3arxuiLNbvsBDBdCnA9gHoA/\n", "ElFVflqcO1lesxae9IpJc/1XAngMwEgAEwEcALDE0cbagye/Nwu4SP7NfgnATUQ0zekG5RMhebEV\n", "w3dv6jfsmtx9etgZAOxWsrlmAPsADFcsD5PXeQ6j109ETwB4yebmOIH6uxyO5FFyQSKEOCD/PUxE\n", "KyGZPV93tlW2c5CIBgshPiWiIQAOOd0guxFCJK7RyG/Y9SMpExRjALDSrvsigK8TUYCIRkK65kL0\n", "kBqiWJwDyZGk0NgIYLTspRqA5BDzosNtshUiqohbO4ioEsAMFOZ3q+ZFAN+S338LUtq3gsbsb9j1\n", "I6w+ry0AAAIpSURBVKl0ENEcAMsA9IcUALxZCPElSAHA9xBRGEAMBRQArHfNQoj3ieg5AO8DiAC4\n", "URRmENzPiGgiJLPIRwC+73B7LEcIESGiHwFoBOAH8BshxDaHm2U3gwCsJKkKQgmAFUKINc42yVqI\n", "6BlIfVN/OXHB3QAeBPAcEX0HwG4A1zjXQuvRuOaFAOrN/IY5mJdhGIZxLYVk7mMYhmEKDBYphmEY\n", "xrWwSDEMwzCuhUWKYRiGcS0sUgzDMIxrYZFiGIZhXAuLFMMwDONaWKQYxmHk2mCb5fyEzxFRubx+\n", "MBE9S0Q75aSrLxPRaKfbyzD5hEWKYZynU66rMwFSzskfyOtXAnhVCFErhLgQwO0onizZDAPA42mR\n", "GKYAeR3AuUR0CYBuIcTj8Q+EEO861yyGcQYeSTGMSyCiEkhlKt4FcA6ATc62iGGch0WKYZynnIg2\n", "A3gbwB4ATzrcHoZxDWzuYxjn6ZKL/SUgohYAV+vtQESzAbwthNhvd+MYxkl4JMUwLkQI8SqAoLKM\n", "OhGdS0R1RDQIUu0h0j0AwxQILFIM4zx69XLmAPii7IL+HoCfAjgghDgI4J28tY5hHITNfQzjMEKI\n", "ap31ByBV5WWYooVHUgzjMYhoIICzAFzidFsYxm64Mi/DMAzjWngkxTAMw7gWFimGYRjGtbBIMQzD\n", "MK6FRYphGIZxLSxSDMMwjGthkWIYhmFcC4sUwzAM41pYpBiGYRjXwiLFMAzDuJb/D3hAuwR28x1d\n", "AAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "colors = [\"#3FCC94\", \"#DD4F23\", \"#C6D63B\", \"#D44271\", \n", " \"#E4A42C\", \"#4F9139\", \"#6DDA4C\", \"#85831F\", \n", " \"#B36A29\", \"#CF4E4A\"]\n", "p.plot_fracs(20) # plot first 20 eigenvalue fractions\n", "p.plot_2d(Y,labels=labels.flatten(), colors=colors)\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Gaussian Process Latent Variable Model\n", "\n", "The Gaussian Process Latent Variable Model (GP-LVM) embeds of PCA into a Gaussian process framework, where the latent inputs $\\mathbf{X}$ are learnt as hyperparameters and the mapping variables $\\mathbf{W}$ are integrated out. The advantage of this interpretation is it allows PCA to be generalized in a non linear way by replacing the resulting *linear* covariance witha non linear covariance. But first, let's see how GPLVM is equivalent to PCA using an automatic relevance determination (ARD, see e.g. Bishop et al. [2006]) linear kernel:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "\n", "def plot_model(m, which_dims, labels):\n", " fig = plt.figure(); ax = fig.add_subplot(111)\n", " X = m.X[:,which_dims]\n", " ulabs = []\n", " for lab in labels:\n", " if not lab in ulabs:\n", " ulabs.append(lab)\n", " pass\n", " pass\n", " for i, lab in enumerate(ulabs):\n", " ax.scatter(*X[labels==lab].T,marker='o',color=colors[i],label=lab)\n", " pass\n", " pass\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [], "source": [ "input_dim = 4 # How many latent dimensions to use\n", "kernel = GPy.kern.Linear(input_dim, ARD=True) # ARD kernel\n", "#kernel += GPy.kern.white(input_dim) + GPy.kern.bias(input_dim)\n", "model = GPy.models.GPLVM(Yn, input_dim=input_dim, kernel=kernel)\n", "model.Gaussian_noise.variance = model.Y.var()/20. # start noise is 5% of datanoise" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ " :0: FutureWarning:IPython widgets are experimental and may change in the future.\n" ] } ], "source": [ "model.optimize(messages=1, max_iters=1000) # optimize for 1000 iterations" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAXwAAAD3CAYAAAAe5+9lAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAEK5JREFUeJzt3X+s3Xddx/Hnq3etncPZMaWdbaUj69wPlXVKafzFohhL\n", "jRsT42xiwIWEGi0S/xr8oTTyh0yFkLlkNlJw/lpBiEuJ67qhFDXGuskoc2tdG6i2HbtbBtUxV9fi\n", "2z/ut3B21nPOvbct5/Z+no/k5J7P9/v+fM/7e7O89rnfnu85qSokSfPfgnE3IEn61jDwJakRBr4k\n", "NcLAl6RGGPiS1AgDX5IaMTLwk6xPsj/JgSS3Dai5o9u/N8mabtvKJJ9J8liSf0vyGz31W5IcSfJI\n", "91h/9k5JknQ6FwzbmWQCuBN4I3AUeCjJjqra11OzAbiiqlYneT1wF7AOOAH8ZlV9PskrgH9N8kBV\n", "7QcK+GBVffDcnJYkqd+oFf5a4GBVHaqqE8B24Ka+mhuBuwGqag+wJMnSqnqqqj7fbf8asA9Y3jMv\n", "Z+MEJEnTMyrwlwOHe8ZHeGloD6pZ0VuQZBWwBtjTs/md3SWgbUmWzKBnSdIsjAr86X7uQv9q/Rvz\n", "uss5nwDe1a30Yeqyz+XAdcCXgQ9M83UkSbM09Bo+U9ftV/aMVzK1gh9Ws6LbRpKFwCeBP6+qe08V\n", "VNXTp54n+TDwqdO9eBI/6EeSZqiqTnvJfFTgPwys7i7JPAncAmzsq9kBbAa2J1kHHKuqySQBtgGP\n", "V9WHeickuayqvtwNbwYenWnjkqSXG7ZQHhr4VXUyyWZgFzABbKuqfUk2dfu3VtV9STYkOQg8D9za\n", "Tf9R4JeBLyR5pNv2nqq6H7g9yXVMXfr5ErDpDM5PkjQNmcsfj5ykXOFL0vQNy03vtJWkRhj4ktQI\n", "A1+SGmHgS1IjDHxJaoSBL0mNMPAlqREGviQ1wsCXpEYY+JLUCANfkhph4EtSIwx8SWqEgS9JjTDw\n", "JakRBr4kNcLAl6RGGPiS1IhRX2IuSWOVZAJYOu4+5pjJqvr6TCcZ+JLmuqXA0XE3MccsB56c6SQD\n", "X9J54eqb38fCC5eMu42xOvHCMfb99W/Ner6BL+m8sPDCJSy66JJxt3Fe8x9tJakRBr4kNcJLOpI0\n", "xAUTC3jT61fxteMn+LEfWM7v3/MQx1+c8Rtk5gRX+JI0xLWXX8oPfd9SPvO5w1y0eCGvu2rZuFua\n", "NVf4kjTE3oPPcPDoMQCWvOLbeOxLz465o9kz8AV4c8sAs7q5RfPPRMIvvGE1f/PPX+Qrzx0fdzuz\n", "ZuDrFG9ueblZ3dyi+ee//+dFPvHZA/zuph/j8ORzfP7gM+NuaVYMfL2EN7ec+c0tmr/+46nn+Jm1\n", "qwx8zQ/e3CK91K+sv5aFCxfwx596lEsvXsyBI18dd0uz5rt0JGmIBx46xH9OPsfP/chrOP7iST7+\n", "mSfG3dKsucLXnJHAu37hej70V58bdyvSNzz57PM8+ezz427jrDDwNSd8x7cv4ud+5DVcf+Wrxt2K\n", "NG95SUdzwnP/8yJ/+en9PH/8xLhbkeYtA1+SGjEy8JOsT7I/yYEktw2ouaPbvzfJmm7byiSfSfJY\n", "kn9L8hs99a9M8mCSJ5I8kKTt9wFK0rfA0MDv7r68E1gPXANsTHJ1X80G4IqqWg28A7ir23UC+M2q\n", "uhZYB/x6kqu6fe8GHqyqK4G/7caSpHNo1Ap/LXCwqg5V1QlgO3BTX82NwN0AVbUHWJJkaVU9VVWf\n", "77Z/DdjH1J2LL5nT/XzzGZ+JJGmoUYG/HDjcMz7CN0N7WM2K3oIkq4A1wJ5u09KqmuyeT+JnuDRv\n", "8aIJNr7xKi5f9p1s/KnvY/GiiXG3JM07o96WWdM8TgbNS/IK4BPAu7qV/ksLqyrJwNdJsqVnuLuq\n", "dk+zJ51Hjr/4de759H7u+fT+cbcinVeS3ADcMJ3aUYF/FFjZM17J1Ap+WM2KbhtJFgKfBP68qu7t\n", "qZlMsqyqnkpyGfD0oAaqasuIHiWpWd0iePepcZL3DqoddUnnYWB1klVJFgG3ADv6anYAb+1eaB1w\n", "rKomkwTYBjxeVR86zZy3dc/fBtyLJOmcGrrCr6qTSTYDu4AJYFtV7Uuyqdu/taruS7IhyUHgeeDW\n", "bvqPAr8MfCHJI92291TV/cD7gY8neTtwCPjFs31ikqSXGvnRClW1E9jZt21r33jzaeb9IwP+gqiq\n", "rwBvnFGnkqQz4p22ktQIA1+SGmHgS1IjDHxJaoSBL0mNMPAlqREGviQ1wsCXpEYY+JLUCANfkhph\n", "4EtSIwx8SWqEgS9JjTDwJakRBr4kNcLAl6RGGPiS1AgDX5IaYeBLUiMMfElqhIEvSY0w8CWpEQa+\n", "JDXCwJekRhj4ktQIA1+SGmHgS1IjDHxJaoSBL0mNMPAlqREGviQ1wsCXpEYY+JLUCANfkhph4EtS\n", "I0YGfpL1SfYnOZDktgE1d3T79yZZ07P9I0kmkzzaV78lyZEkj3SP9Wd+KpKkYYYGfpIJ4E5gPXAN\n", "sDHJ1X01G4Arqmo18A7grp7dH+3m9ivgg1W1pnvcfwbnIEmahlEr/LXAwao6VFUngO3ATX01NwJ3\n", "A1TVHmBJkmXd+B+Arw44dmbdtSRpxkYF/nLgcM/4SLdtpjWn887uEtC2JEumUS9JOgOjAr+meZz+\n", "1fqoeXcBlwPXAV8GPjDN15EkzdIFI/YfBVb2jFcytYIfVrOi2zZQVT196nmSDwOfGlSbZEvPcHdV\n", "7R7asSQ1JMkNwA3TqR0V+A8Dq5OsAp4EbgE29tXsADYD25OsA45V1eSIBi+rqi93w5uBRwfVVtWW\n", "ET1KUrO6RfDuU+Mk7x1UOzTwq+pkks3ALmAC2FZV+5Js6vZvrar7kmxIchB4Hri154XvAd4AXJrk\n", "MPDbVfVR4PYk1zF16edLwKZZnakkadpGrfCpqp3Azr5tW/vGmwfM7f9r4NT2t86gR0nSWeCdtpLU\n", "CANfkhph4EtSIwx8SWqEgS9JjRj5Lp25qvtgt6Xj7mOOmayqr4+7CUlz03kb+EyF/dA7ehu0nKkb\n", "5CTpZc7nwAfg6pvfx8IL2/7stRMvHGPfX//WuNuQNMed94G/8MIlLLroknG3IUlznv9oK0mNMPDP\n", "wNt/9vv5idcu51fedO24W5GkkQz8WVp79TIC/P3eo1wwsYDrrvjucbckSUMZ+LP0g6/5Lvb/59S3\n", "Nz5x+Cv88FXLxtyRJA1n4M/SJRcv5viLJwF44X9PcunFi8fckSQNZ+DP0oKE/6upb3JcsOCbzyVp\n", "rjLwZ+nZ/z7O4kVT72q9aPFCvvrc/465I0kazsCfpb0Hn2b1iqkbvq5ZdSmPfvGZMXckScMZ+LP0\n", "0P5JLnnFYn7y+pVQsOfxp8bdkiQNdd7faTtOH/rE5wD4u88dHnMnkjSaK3xJaoSBL0mNMPAlqREG\n", "viQ1wn+0lc4yv43ttPw2tjnAwJfOPr+N7eX8NrY5wMCXzhG/jc1vY5trDHzpHPHb2DTX+I+2ktQI\n", "A1+SGuElHWkempgIP//jq1m0cAHfceEi/mjHF8bdkuYAV/jSPPRT138vu/7lEH/x4H5efdnFXHv5\n", "peNuSXOAgS/NQ69edjE//bpXA3D0ma/xqku+fcwdaS7wko40D9298zGyIABcueISPvZ3/z7mjjQX\n", "GPjSPPTiyf8D4PorX8VD/z7JM8deGHNHmgu8pCPNU9950SJee8V382e7Hh93K5ojDHxpnvqZtav4\n", "k52PMbEgvO4qP9pH0wj8JOuT7E9yIMltA2ru6PbvTbKmZ/tHkkwmebSv/pVJHkzyRJIHkrR9/7l0\n", "lr3lDav51Ztey64/eAv3/8FbePa/jo+7Jc0BQ6/hd5/6dyfwRqY+DOqhJDuqal9PzQbgiqpaneT1\n", "wF3Aum73R4E/BP6079DvBh6sqt/r/ify7u4h6Sz45GcP8MnPHhh3G5pjRq3w1wIHq+pQVZ0AtgM3\n", "9dXcCNwNUFV7gCVJlnXjfwC+eprjfmNO9/PNs2tfkjRdowJ/OdD7Dd1Hum0zrem3tKomu+eT+Nnh\n", "knTOjQr8muZxMst5VFXNpF6SNDuj3od/FFjZM17J1Ap+WM0KRn/5w2SSZVX1VJLLgKcHFSbZ0jPc\n", "XVW7RxxbkpqR5AbghunUjgr8h4HVSVYx9W01twAb+2p2AJuB7UnWAcd6LtcMsgN4G3B79/PeQYVV\n", "tWXEsSSpWd0iePepcZL3Dqodekmnqk4yFea7gMeBj1XVviSbkmzqau4DvpjkILAV+LWeF74H+Cfg\n", "yiSHk9za7Xo/8NNJngB+shtLks6hkR+tUFU7gZ1927b2jTcPmNv/18Cp7V9h6q2ekqRvEe+0laRG\n", "GPiS1AgDX5IaYeBLUiMMfElqhIEvSY0w8CWpEQa+JDXCwJekRhj4ktQIA1+SGmHgS1IjDHxJaoSB\n", "L0mNMPAlqREGviQ1wsCXpEYY+JLUCANfkhph4EtSIwx8SWqEgS9JjTDwJakRBr4kNcLAl6RGGPiS\n", "1AgDX5IaYeBLUiMMfElqhIEvSY0w8CWpEQa+JDXCwJekRhj4ktQIA1+SGmHgS1IjRgZ+kvVJ9ic5\n", "kOS2ATV3dPv3Jlkzam6SLUmOJHmke6w/O6cjSRpkaOAnmQDuBNYD1wAbk1zdV7MBuKKqVgPvAO6a\n", "xtwCPlhVa7rH/WfxnCRJpzFqhb8WOFhVh6rqBLAduKmv5kbgboCq2gMsSbJsGnNzNk5AkjQ9owJ/\n", "OXC4Z3yk2zadmu8ZMfed3SWgbUmWzKhrSdKMXTBif03zODNdrd8F/E73/H3AB4C3n/bAyZae4e6q\n", "2j3D15KkeSvJDcAN06kdFfhHgZU945VMrdSH1azoahYOmltVT/c0+2HgU4MaqKotI3qUpGZ1i+Dd\n", "p8ZJ3juodtQlnYeB1UlWJVkE3ALs6KvZAby1e6F1wLGqmhw2N8llPfNvBh4dfVqSpDMxdIVfVSeT\n", "bAZ2ARPAtqral2RTt39rVd2XZEOSg8DzwK3D5naHvj3JdUxdMvoSsOlcnJwk6ZtGXdKhqnYCO/u2\n", "be0bb57u3G77W2fWpiTpTHmnrSQ1wsCXpEYY+JLUCANfkhph4EtSIwx8SWqEgS9JjTDwJakRBr4k\n", "NcLAl6RGGPiS1AgDX5IaYeBLUiMMfElqhIEvSY0w8CWpEQa+JDXCwJekRhj4ktQIA1+SGmHgS1Ij\n", "DHxJaoSBL0mNMPAlqREGviQ1wsCXpEYY+JLUCANfkhph4EtSIwx8SWqEgS9JjTDwJakRBr4kNcLA\n", "l6RGGPiS1IiRgZ9kfZL9SQ4kuW1AzR3d/r1J1oyam+SVSR5M8kSSB5IsOTunI0kaZGjgJ5kA7gTW\n", "A9cAG5Nc3VezAbiiqlYD7wDumsbcdwMPVtWVwN92Y0nSOTRqhb8WOFhVh6rqBLAduKmv5kbgboCq\n", "2gMsSbJsxNxvzOl+vvmMz0SSNNSowF8OHO4ZH+m2Tafme4bMXVpVk93zSWDpDHqWJM3CBSP21zSP\n", "k2nWvOx4VVVJpvs6L3PihWOznTpvnM3fgb/Ps/c78Hfpf5tn2xn/Dqpq4ANYB9zfM34PcFtfzR8B\n", "v9Qz3s/Uin3g3K5mWff8MmD/gNcvHz58+PAxs8egTB+1wn8YWJ1kFfAkcAuwsa9mB7AZ2J5kHXCs\n", "qiaTPDtk7g7gbcDt3c97T/fiVTWdvxwkSdMwNPCr6mSSzcAuYALYVlX7kmzq9m+tqvuSbEhyEHge\n", "uHXY3O7Q7wc+nuTtwCHgF8/BuUmSeqS7dCJJmue801aSGmHgS1IjDHxJaoSBL0mNMPAlqREGviQ1\n", "wsCXpEYY+JLUiP8HvqI0yXEZjiAAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAXoAAAEACAYAAAC9Gb03AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJztnXt8VOW1939rZnKDhFtQkLsYsIhUBWuFRo1QRWsr4dPW\n", "1mN7qu3p6UdR2kL7ti9eQKHYarF9OdJWj621arW+tUb7KgKlThXl1BJAIQQBIwiIoOEaSCaZmfX+\n", "MXsme3b2zOw9+zqT9f185pPsy+zn2Xtm1rOetdazFjEzBEEQhOIl4HUHBEEQBGcRQS8IglDkiKAX\n", "BEEockTQC4IgFDki6AVBEIocEfSCIAhFjiVBT0QjiegVImoioq1ENFfnnDoiOkZEm5TXHVbaFARB\n", "EMwRsvj+LgDfZ+bNRFQJoJGI1jBzs+a8fzDztRbbEgRBEPLAkkbPzB8y82bl/zYAzQCG6ZxKVtoR\n", "BEEQ8sc2Gz0RjQFwAYB/ag4xgGlE9BYRvURE59jVpiAIgpAbq6YbAIBitvkzgO8qmr2ajQBGMvMp\n", "IroaQAOA8Xa0KwiCIOSGrOa6IaISAP8PwEpm/qWB898DMIWZD2v2S9IdQRCEPGDmrOZxSxo9ERGA\n", "3wLYlknIE9EQAIeYmYnoIiQGl8N65+bqbG+BiBYx8yKv++EH5Fl0I8+iG3kW3RhRkq2abj4D4GsA\n", "3iaiTcq+BQBGAQAzPwTgSwBuJqIogFMAvmqxTUEQBMEElgQ9M69DDocuM68AsMJKO4IgCEL+yMpY\n", "fxL2ugM+Iux1B3xE2OsO+Iiw1x0oJCw7Y+2CiFhs9IIgCOYwIjttCa8UBEHwK8UU0ZevMiyCXhCE\n", "oscvlgsrJIIc80Ns9IIgCEWOCHpBEIQiRwS9IAhCkSM2ekHwIfufnDQTwHxlc9nwG7as8rI/QmEj\n", "Gr0g+AxFyD8H4Arl9ZyyTyhCDh8+jNmzZ6OyshJjxozBU089ZXsbotELgo0oAnkpgNEA9gBYoNbG\n", "DWrq8wFUqLYrlH2i1btMa9dJrGl9B5F4DJcMHIuxFdW2tzFnzhyUl5fj0KFD2LRpE6655hqcd955\n", "OOcc+zK6y4IpQbAJRYg/D6BMtTsCYNbwG7asUmnqSSHeDmC2Vtjvf3LSaiQ0eTVrht+w5Upnel7c\n", "KLJF99i2kx/i7RMHMKikDy4fWIOSQDB17FBnG/5j259wKt6JOMdRGgjhvpov4JNVerWV8uPkyZMY\n", "NGgQmpqaUFNTAwD4xje+gWHDhuHee+/V3oduHL0R2SmmG0Gwj/lIF/JQtuerjutp6lqWITEIJGlX\n", "9gk2svLjZnx/x/N4ZP//4IH3w5j7znOIcix1/E8fbkJbLIIoxxEH0BGPYsW+dWnX2NNxBDdtewoz\n", "Nz6Em7Y9hT0dR0z1YceOHQiFQikhDwDnnXcempqaLN2bFhH0guAtk/c/OWm12gavaPizAaxRXj20\n", "fsEazIz/s/dVROJRRBFHRzyK3R2H8frR3alzjsc6EEf6TKAt1pn6vyPehe++8xx2tx9GhKPY3X4Y\n", "333nOXTEuwz3o62tDf369UvbV1VVhRMnTuR3YxkQG70g2McyAJeip+lmmep4LdK1+mokzDS1+5+c\n", "lBLoyl8R7g4RByMSj6XvY8bxaEdq+/KBNXj1aAsi8SgAoIxCqBt4Vur4nvYj6IxHU0MBA+iMx/B+\n", "x1GM73OaoX5UVlbi+PHjafuOHTuGqqoq8zeVBdHoBcEmFOE8C4nyma3K31ka4Z3U1Fs1b89kxhEc\n", "IEgBnNP3dATVIpCQZn+fNuBMzBnxGQwK9UFVsAyfP+0c3DTs06njVaEyRDmedt0ox1AZLDXcj/Hj\n", "xyMajWLXrl2pfW+99RbOPffcPO4qM+KMFQQPEIervaxvrk2LZpo6YV1qNpTJGXu0qx0LW15G08kP\n", "URUsw4/GTMfF/ceYavdnu9filSO70BmPojQQwvSB4/C/xkw3dY3rr78eRIRHHnkEGzduxOc//3ms\n", "X78eEyZMSDvPijNWBL0g2IDZBU5GI3CE3ChCvsezTAr7bFE3VmFmvHq0BXs6jmBM+UBcMmCs6eRj\n", "R44cwTe/+U2sWbMGgwcPxk9/+lN89as9C/GJoBcED8lXaMvqV3tY31yrOzuaOmHdlYCzgt5NrAh6\n", "ccYKgnXyWuDkF4drNrOHUBxYcsYS0UgieoWImohoKxHNzXDeciLaSURvEdEFVtoUBME+VGaPVLoF\n", "ZV8hIesOcmA16qYLwPeZeSKAiwHMIaI0DwIRfQ5ADTOPA/CfAH5tsU1B8BuFLGiMLuKyhfXNtTPX\n", "N9euVl62DCjKDCRt3YHMStKxZLph5g8BfKj830ZEzQCGAWhWnXYtgMeUc/5JRAOIaAgzH7TStiD4\n", "BSW9wWzYYG+3027vNx+AjtO0dn1zrS1CWbmGCPcM2GajJ6IxAC4A8E/NoeEA9qq29wEYAUAEvVA0\n", "5LK3G7GD6zh10xZRmcHEtbSLuJycjeTly9A+O9W1APEpGMKWBVNEVAngzwC+y8xteqdotgvfBS4U\n", "LPufnDRTSTuQlnrAKUzYwe00oxi6lt/NHjrP7nnlVcg+BdexrNETUQmAZwE8wcwNOqfsBzBStT1C\n", "2ad3rUWqzTAzh632TxDU2Kk1m8CWtMNOmWJcNHvkM3vQPjtt0rgKAE+ub669wU8DlJMQUR2AOjPv\n", "sSToKbEy4LcAtjHzLzOc9gKAWwE8TUQXAziayT7PzIus9EcobmwSdJ7lei8/3oWqgxEAwMnqUr3E\n", "5hkFYR4DlJsmGUNMnbBu1frm2jRfhk3CuRoJzd5XsxGnUBTgcHKbiBbmeo9V081nAHwNwOVEtEl5\n", "XU1E3yGi7yideglACxHtAvAQgFsstin0Qgq86tKy8mNdkcHvnkLFiRgqTsRQvbt9orb/ObJWmjLr\n", "+DUD5tQJ61ZNnbDuSuVlpD/aiKaI8tIiuYKyYDXqZh0MDBbMfKuVdoTCJ5M2bkJLt0sTd13TnTph\n", "3ar3//TJpgBjcnIfdeepT+u/1qmrej6TYRKjC7L8vGBKbxag/H0SCU2+Bxmct77kwQcfxO9//3ts\n", "3boV119/PR599FFH2pGVsYLjZDI7KP/rmiO0A4CN/ZiP7vDfVrgUdhiMsjZbZU50npsaWwaoTCGP\n", "yv++EP56PoT1zbU3oGfaiWV692Ol7eiRj9AWbkC8swOVF89E6ejxVi7Xg+HDh+POO+/EqlWr0N7e\n", "nvsNeSKCXnCDbGaHHvv3PzkJ6PljXQITmniGgcLLJGJ2OCKB7vTHhgYoA9q63mezFMAEaIS/3zV9\n", "Zd9q9LyfjHTs2IyObRsQ7F+NytprQCXdKYajHx/Avu9/AfFTJ4F4DMf+8jCG3vU7VEz8lG33MXt2\n", "YkzdsGED9u3bZ9t1tYigF/yInvCpQ8LmnNPMozeDQEKL96zgto2LqjYaTWVsYYHSaHj4rIxiNVro\n", "+Npn0frQQnAsCgqV4PjKJzBs6dOgUAkA4GjDI4ifPAEoBUo40o7WR5dixM+fS12jc9+7OHj/bYge\n", "eB+hM0ZhyA//C6UjztJtLxtOJ10TQS+4QTZtVm+/rlPNRBIwvYFitLku208eScys+hOM+DX02tiD\n", "DPZvq7jgD9C7nx5aPTOj9eFF4M5ERSmORdH5/k6cfHMtKqddBQCItx1LCfkk8ZPd1aDikXZ8cPv1\n", "iB8/AjCj6/2d+OD26zHq4X8gUJZ1ItEDs6mNzSIVpgTHyRQBkiUyxIncMXuMXtPtBVWZcCNyRm/B\n", "FIAFcCB3jxsJ1DLcT0/icXCnJniH44ifOJra7DvtapBKYFNZBSqnfS613bX3XXBnJ5DUxpnBnZ3o\n", "2veu6X6LRi8UBZm0Wb39Npg59LS6Bcr/Wa/p0YKqjFhMZWxoRpA0gWi07SXoXpRjSfNWXXcycsww\n", "7ND41SadTAMJBYMoG38eIru2ALFoan+5yv7e96IZqP7m7Tjy1C/B0S5UXj4bA//tu6njgcp+QExT\n", "CDzWhUDf9GLfRnBaoxdBL/gSKwIux0CR65qeLaiyGzMLlDJEq1h2wOpc18y5djiBM8bWD13wGxy8\n", "7zZ0vLMJwcr+OO3Wn/awr/eb+VX0m9mz2hMAlAwdhb6XfAEnX38RHImAyspQWft5lAwdZbhzsVgM\n", "XV1diEajiMViiEQiCIVCCAaDhq9hBBH0QlHil6IeXmPCYenUAKcXOZREO8NwdZAN9q/GsJ/80dI1\n", "Trv1XvSZUoeufe+idGQN+lxsruTv4sWLcc8996S2n3jiCSxatAh33XWXpX5pEUEvCOn4LnWAXeRh\n", "FnHEIQtViKgLIZvL0LPMoG0QUcp5mw+LFi3CokWL7OtQBqRmrCBoMLJa14tc71bs17kKaCvHn0d6\n", "0rAIgFk22OcztpvvuWaQmrEi6AXBNPkWA7eCVSGYq4C2ck4jeqZasKx96w1QmQYtJ8IvRdCL6Uaw\n", "gN8qGLmIFw5bN9rUS9NQjcQAkbdjVOsnyOZ0NbsIys95evyExNELeVHg2SR7I0bWJmjPUWNndkhb\n", "CqwUSWFzVxBBL+SLq0WlfYYXxcAttWmkkpTmHNNJ2DygN38HTSGmG0EwiZ3FwI1iR9EOI2YRzeKp\n", "HtkhzfU6I+mRTXGO9P/TseqWt2tWA1g2tmGXmF9sRpyxQl7sf3LSAgCL0T0rdDsbpKv0Rn+Ek/bv\n", "5LUDJ2LV/f58bGLZjs5ktE87gNlGhL1RB7U4Y0XQC3mgE3USB3Dn8Bu2LPWuV87hRJRNhjTKvh1I\n", "nBL6LfU1utFAYxt2mcnQmbVfIujFdCPkh9Y2GkAiL4rrgt4lTdvWiBedgeNS5W9Sq/U0v44Wh1IT\n", "2IKLhc0LGhH0gm24bd7wQwKyusYVMwHMn3p8V/XXDr6OAbF2I1WrtANHmeZ4XgOJg8/fydDOHiuR\n", "j19bFVbi/oEccfeFTmdnJ26++WasXbsWhw8fxllnnYV7770XV12V/2pbPSxH3RDR74joIBFtyXC8\n", "joiOqYqH32G1TcFz9CJAwnA/3NKtqAvdiBdFyD83qW3vFd8+8MrkAbH2yfAo1LRQw10VW3wqGuj4\n", "tVVL2qf2vQPpIZMLkCWMsqW+ZmZLfc1q5WXrPXdGW7G/9Y/Y+9GjONXRYuelAQDRaBSjRo3Cq6++\n", "iuPHj2PJkiW47rrrsGfPHlvbsSO88lEAuYaffzDzBcpriQ1tCh6ikyd9CYB5KNJQtyx54ecDqLjm\n", "8Fso47QCFbnuXTtwRJRXknwiXJwc9BwNJx3bsGvV2IZdV45t2HVl+9S+deh5H7rfrfXNtTP/+ebU\n", "xiPfGvhSZFxpahAwI+xPtDfhg9Y/4qNjLyPO6SmHI12H8FbL17H30MPY9/Gj2LL7P3H81Fv53qYu\n", "ffr0wcKFCzFqVCLj5TXXXIMzzzwTGzdutLUdy6YbZn6NiMbkOE2crAWEERNAMjtkjgLWTuNoAjK1\n", "uWD9pAvDL3RdmDoWtnBdvfBM5a8vnbF2hHY6QDWA5+JVwYrOqiA6R5ViwBNHULaz07BZ6dDRF/He\n", "hw+AOQaiED48/BdMHPMrBCghFj9ofQrRWBsSsQZAnDuw++B/4ZNnPpK6RntkD97ZfycinftRVjoc\n", "Zw9fjIqy/IuZHTx4EDt27MDEiRPzvoYebtjoGcA0InoLwH4AP2DmbS60K+RBHnbvTGloHV9E5GQ8\n", "u9YBeWGo5Yrm2HDsjJ8BALV1jStmQxloXhx0XsX49gNqrT5r9aos/bWSPM2RQS/Z/qjc7duF3n08\n", "AOAOzT5A/b0rJZy6pC/KdnYaaoSZ8d6Hv0CcI8p2FKci7+HIiXWo7lcHAIjGjiMp5JPEYm3d/8c7\n", "sHXPHERjxwAw2iPvYeueOZhc82cEA+WGbzhJV1cXbrjhBtx4440YP3686fdnww1BvxHASGY+RURX\n", "A2gAoHsXRLRItRlm5rDz3Ste8nTO2eF4awVwgxtaqYN559OeQwnFcElJM3ZGzoCyf354ypwr6xpX\n", "zN5SOXL+f59xeU5nrNlB1Mz5Tgx6djm7FVNKql/ZYuQzzR6UhGvqGVAms5TBAS6eEvLdsCK0E1T3\n", "uxyHT/wDcU7UlQ1QOar7Xd7dUGQ3mDuR0GUT72fuQntkDyorzs7dBXVv4nF8/etfR3l5OR588MGs\n", "5xJRHbqrfxnCcUHPzCdU/68kol8R0SBmPqxz7iKn+9NbcDEiRU8Dc0XI50syUkbZXBaeMifvvirv\n", "Nfp+s4Oo3vlLM53vwKBnedBXhHza97ClviatTKFW8OuFTOokRgPU37soxys2tG8GsMDIYiuiICor\n", "JqKtvRlAcibG6Nfn/NQ5g6pqMWbIbdj70W/BHMXg/jMx8rRvpY6HglWIczTtunHuQihYmav5NJgZ\n", "3/rWt/DRRx/hpZdeylldSlGAw933QgtzteF4rhsiGkJKQUQiugiJRVo9hLxgO/k650w53twoYG0n\n", "yUgZqCI4lH1a0p5DFwfxWteE5GYEBs0i+1WFxmFPIY/zCyGaRoXe93AxVM8/n0gZTV6ejQjR5mPX\n", "D2g9eO9Qw9f4xIh70a/PJBCVoCQ4CONHLOlhXx8ycBYuHP8CPnX2Szhz6HdB1K0bl5cOx+B+VyBA\n", "5QACCFA5Bve7AuWlw03dy80334zt27fjhRdeQFmZNtLWHixr9ET0FIDLAAwmor0AFgIoAQBmfgjA\n", "lwDcTERRAKcA6BdgFHxBPiaAAivbZ0hLVZsQTnB59Z8jn560M35GiZmGdGZVyega9XL/bAPGMgAz\n", "kK6QBfT66xAZ7f4W49rV95N3TL7yGQF5LuYqCQ3ExNHZzSS5OOuMH2Ng5VS0d+5GRemZGFR1ae43\n", "qdizZw8efvhhlJeXY+jQ7kHq4YcfxvXXX2+pb2rsiLrJ2htmXgFghdV2BNPk7ZzLJbh7S96XpLmg\n", "rnHFaijKi0IZjAknvYVRG9GdGTLrs1MG3c3oWQzEFTIN+iZXymq/h3bjaTF3Iko5b/Nh9OjRiMfj\n", "uU+0iKyMLVKcikjxw2pUi2gFTxzWoiXN0jr8hi1mKkgnFwt5UsM2w6BvWLiObdi1qqW+Jvk9nIye\n", "5qs4XLyf3orkoy9iht+wZdXwG7ZcqbycXg5fECjO0yXojpsLALgjg50+Sb4LhiwvNCo0H4geyQVR\n", "SMxmtGy2kpa4Yv3JMLpUCcu6OLFPSEMEvdAbqYO+nVgXZXBIE7ZGInXsEtIODdhWsHPgW2ClI/1e\n", "OFE34PEjKN0ZQenOCAY8fgT9XjhRZ+WaxYiYbgSzOLoa1QhGHYEehlGmKDBHtSHyXSmrMeMAUmTE\n", "NSQfvWAaL52xRotNqMIo084LT5mzKtsxp/sv2Mvm312woP3CPj9BiSI6uhgVG07dfv43N6VSZks+\n", "etHoiw43hLDHWqpRR2DG8xRhn6ZZGhHyVmcIxZpq1yvWN9fOxNS+89J2lhCUxGhFWQQnX0TQFxFF\n", "EBHjGmZNMTqzgNq6xhWGZwF+Lt5RiOg8TyELIuiLC09jil3CqI/Abl+C1Wdr62fj5OzATG4aD/Es\n", "mV4hIlE3QkGhWfq+Bjr2eSD/SJlCQKXN6hbisIIqN42lFAUe0YoM34fejmj0xYXnETFuYLROaL6R\n", "Mhmw+mzt/GycnLnNpyGBitD4hGiI7ohW8MG4H2eFusn0ClXIP/3007j77ruxd+9eDB06FL///e9R\n", "W1tr2/VF0BcRTuZndxsvInuytZmvAzeJT4t39CAwMlgdurAEFEoEcZQMDiC6ocuOZGy24tbz7Dp8\n", "HMfWbEC8M4p+tZNQfuYZdjeBNWvW4Mc//jGeeeYZXHTRRThw4ADsjhKS8Eqf0FvyxxhBx6ncDgdX\n", "hNY1rpg59fiupd858PfzSzieNGdmbNPO+Px8MBpimg/7Hjm3kSooLbcOt/PGEf+xdYrVa3tFtvDK\n", "U817cGpLC0IDq9Cv7nwESrp1366PjuLd//w5YqciQDwOKglh9E+/g76fHGtr/6ZNm4Zvf/vbuOmm\n", "m3Ldh4RXFjISLdODrKYJPUFbv3xa2r6GuW8YenbJaJrLjm6vKOG05FK65hCr0Td24KQ2SxXUamRf\n", "MXDk5TdxYPmz4FgcFAricMM6nPl/bgOFEvngP37mFcTa2oF4YpDgSBc+/PXzOOvX309dI/L+Qey9\n", "5w/o/OBjlA4bjJF3/TvKRg0x3IdYLIbGxkbMmjUL48aNQ0dHB+rr63H//fejvNx8lapMiKD3B70h\n", "WsYW9ATt1c/cuKQsvdRcbf3yabMb5r6xyoD2nSl6IxO++KyM+inyoFf4eZgZB5b/BRxJFATnaAyR\n", "3R/ixBtb0e/S8wAAseOnUkI+SfxkdwaHeEcn3vv+CsSOtQEMRHYfwHvfX4HxT96BQHmpoX4cPHgQ\n", "XV1dePbZZ7Fu3TqEQiHMmjULS5YswZIlS2y6W4m6EfxJtlwqPQRtsK11nnYfgPkmiozgxUHnIUJp\n", "lX1yCrhxgQP4ZtnfcUvZqsl2Rb14jddJ1NY3185c31y7Wnk590zjDO7sStvFzIgeP5Xa7n/Z+aCy\n", "7uzUVFaCfpedl9qOvH8wcY3uSoLgzigi7x8y3I2KisTX9rbbbsOQIUNQXV2NefPm4aWXXsrjpjIj\n", "Gr0/6BValFHMOpWr4pHSdu0+ilcfNaZ9LwNQu6VyZMUvhl+Fzx/eHB8RObx5QKx9QYY2lwGoHRc4\n", "UPG1stdQSjEgkXr3uUJYAGXEF2R05bPdsfxWF5WZ6Q8FA6iYMBrt7+wFYqmi7mn296ppEzH0lnp8\n", "9NjL4K4Y+l9xIU6/8arU8WBlH3A0PZc8R2MIVhqfIA4cOBAjRowwfH6+iDPWJ9jtjC1W565enpqb\n", "t/xh/5+PB2q6oESKgPG1yo6NvzjvP1qR0OTVrAlPmZOWD96sc7WuccXMW8pWPTkyeFgbjbJm6oR1\n", "hnLNexhVZIuT2wmH8Prm2tXQ+byMPNNs/cnkjI0ebcPeex5De9NuBKr6YPgPv4KqT59jqs/7738a\n", "x8KbwZ1doNIS9L/8fAz/gbkiegsXLsTKlSvx4osvIhQK4dprr8X06dNx9913p50nztgiwM78MX5x\n", "7johzPTCHGtLTs0fVBWsWduesIvOqOjEOaWxVhicKZmNtw9PmbNqffNTG9FTKBnCw8/HTv+CL3wV\n", "Kkz3JzSgEmc+MMdSo8N+8BVUfXoCIu8fQtnoIaiqnWT6GnfeeSc+/vhjjB8/HuXl5fjKV76C22+/\n", "3VK/tIigL056fOk3REJL5yyfZjoqJV+cFGZawbx/+29wTmms9pzS9jSBbjb23aRmb8Xc5jch6RcK\n", "zoRJRCnnbb6EQiGsWLECK1Y4V3HVjuLgvwNwDYBDzKw7nBHRcgBXI1Ec/EZm3mS13WLAren7ts4g\n", "Hm8rPx/dzvdUVIoT7Sm4IswSYZVV86so3vylvhFcWBZthepZGtXWzYZNFsoCKA12ClLbhbLFZ1pw\n", "g4Sb2BF18yiAqzIdJKLPAahh5nEA/hPAr21os+BRabypiBBlnx2kRa38rb00HgUZrqhUKCix888B\n", "uOIEByY/2lYxYU5rVb4DpukSiVMnrFs1dcK6K5WXmTbzLjFoJSrFzogaozmHzGDFuetEf4oJyxo9\n", "M79GRGOynHItgMeUc/9JRAOIaAgzH7Tath+woJU7pvFqo1Y+iAWqkSjM7CZuaFimnqHXK1qT5Juq\n", "wo5Ux/n4gjJls7Qzlt+Oe3NwbUHB44aNfjiAvartfQBGACh4Qe8Xp6ce6h/0iW7N17Vprd/y7hgw\n", "zbg69c/T+e66bV+VzbIiFj0N0c6aGU2fvWUzuHzBxLUP2Nmu3r0tXd9cW0imMd/iljNWG/qjG9NJ\n", "RItUm2FmDjvVIZuw8sNzTbA0zH1jVf3yaWlC12lnLOBKJaq0Z8gUiHcOqQlnOFdXkCT7ZzVpWREz\n", "H4qQ72y/CEAwgMTs8LmmGfNm5yvstbME3DtU77Q0v1IhrFNwAyKqQ6LAvWHcEPT7AYxUbY9Q9vWA\n", "mRe50B9fYEXjzTevS7HRMPeNVVc/c+OSQPuxxQAFIsMnBKIDh91R17ii0aCQPr+uccXM5Lk2pzV2\n", "Ak8cjgkhPxlA2srhvGcT6lmCsqu2Yv3JJe1T+6rvLY50H2LO9gqkYIplFAU4nNwmooW53uOGoH8B\n", "wK0AniaiiwEcLRb7PEz+8HoKaPMab31PM8yl9cunNSFRdEFX6Ou8x42oG1doP+tTdTAmEJYBmKE5\n", "N5DhXF/iRaRPZ8ekcKxr1BWh4UdQdu5WAEBk62hE9w+2ctkes6t+L5yoa5/aV31vpvxKeoNHS33N\n", "7GIV9maxI7zyKQCXARhMRHsBLARQAgDM/BAzv0REnyOiXQBOAsiei7OAMKOV2yhstT+SMnT/IDJd\n", "U9fEVL98WvIYYNPMwK+zDcU0sxnuO6VtxW2HY6zrzLrQ8I/Rd8ZboFBiuX9oyFGcXHteJLp/sK2z\n", "CfW9JZ2zwW39K8r+PhSIIx4f2hFGZt1V1iZkwY6om+sNnHOr1Xb8igk7tBtfRDPXrEbPgWcJum1/\n", "poW0RzMHM7OqBXDZKV0MlJ27JyXkAYBCcfS5pKlp5Lcb8/1cc35mUyesW7Xp7huWlLxx2mKKBgIA\n", "AtjR/46mGfMabXYC9woke2XhoY3Bzuc9yf+1A89iqOL6FcFtBtOx6FYxUxu2mOvIOsgyEOLanYE+\n", "nXnnqFfMKWmfg56JpfTVIXWKkE+S7fuU99oEL6msrERVVVXqFQqFMHfuXNvbkRQI7mGLI00TQVMN\n", "YCIS5pse10zG+K+oBv7UVrbk1Uhpnaovej8YU84vv2DGiVoADldbaJoxL82Elq8WPHHtA6tabr/6\n", "Th5yZDEFWV19y5IQVQS7bZ/D2IZdq1rqa1Jm1OPXVoXbp/adf7A7PDMvYu0f49R7fwVHI6gYNQMl\n", "A8bZ0t8kbW1tqf9PnjyJoUOH4rrrrrO1DUCyV7qKE/brTNfMlalQx8yijXIAgDUNc98wlI0xwzXb\n", "ARSF07eQUIR8j8/BisnDi2yb+d6HdvHVtHNez1iDtfPjtxE5tBHB8mpUjL4KFOzOPx879SEOvfgl\n", "xLtOARwDBUtRPf03KDvdmaqKjz32GBYvXoxdu3bpHreSvVIEfZGy/8lJuilfh9+wJSW4NYNEGOlV\n", "mvIS0nbrXMZVAAAgAElEQVQOZr0lXM5ummbM0/3sJ659wPCgbTf5fpb5zEy06Y4zCfqT7zbg2L9+\n", "Ao5HQcEShPrX4LQrHwMFEsL+6Iaf4uSOpwHuzldfMmgiTr/66dR217EWHF73A0RPvI9Q1SgMqv05\n", "SvrnV1N2+vTpqKurw1133aV7XNIUC3mhCOHUD+eBhy7EnlhwHgCMDsYemPedDaYFq/aa+SLhcsWD\n", "lc9SEey2f+bMnBDysY7EdjSK6LF30bEvjIpRiTEiHjmWJuQBIN55ovv/aDs+XnMT4pEjABjRo7vw\n", "8ZqbMKT+ZQRCZqpTAnv27MGrr76KRx991NqNZUAEfYGj1qA/s+9U+Is72uoAIHRBSThYE6oFULGt\n", "M4i/tZfGP4gFqk8snzZTT8ve/+SkmV+pTNPo79j/5KRGD9MW2BKl5Jf8Ni7j2sIqgxq326GP2vvv\n", "CcfBsc70XRxHPHI0tV0xeiY69v4tNRggWI6K0d3xCdFjLeB4BOpaghyPIHr8PZQOMlfA5PHHH8cl\n", "l1yC0aNHm3qfUSTqpoBRZ28EcMWbZ1T8ZPug0isAXBHd1HVHbFd0yYZIaONDJyri70RDgRMcmAzg\n", "pfrl0xp1ImosR8zUL582s375tNXKy/MaqmZqxhYTirBNi2pxIiRRZUNPPV9ln6eoMlluBHpGDAEA\n", "BYIoGTwJoG5dlwCUquzvFSPq0G/K/0KgfDCotD/61nwJ/T55S+p4oLQfOB5Nuy7HowiUVJnu8x/+\n", "8Ad84xvfMP0+o4igL2zShHNXkBAemdqsiG7qqnu0rQKaFMWpXCV2CmPtoGPD9e0Il3M93NMvTFz7\n", "wKqJax+4Unk5ozlTx1IYe76uhz4qKaSnAPhcpnOqL1uO0tPOBwIlCJRXY9Aly3rY1yvHfRlnfPEV\n", "DPvyOgy48EegQPfAEKoaiT6jrwaFKgAEQKEK9Bn9OYSqRsIMb7zxBj744AN8+ctfNvU+M4jppojZ\n", "eHpZNRKJofTQTp+tTvdtnZ5rw+Ugzlhf0VJfMzMQmHp+PFae81w3PsvsqZT1/ZTB8kE47QprNvEB\n", "F9+D8uGXoutYC0r6n4XykTNMX+MPf/gDvvjFL6Jv376W+pINEfSFTZpwJmacdbQreaz9+XGVgMFZ\n", "mw1phbWFsi1jQ6y1ocGrl9rxrTI/VLor0Nk+CN3JzmJxIKirHNgdN6/GS8c9EaFi1BVZnAG5+c1v\n", "fmNbfzIhgr6AURZPLUFiRWuAibD6zL7x6vbY5smHIgtOlAWzmSl6CL180worJpqJmt0R7fXdxkjq\n", "YbMlBHsDRkMag6GPUFrxJqKdZyW2S97fPP7FV714bpLnJgci6AufOqi09liAAk+c27/1S3PfWIVE\n", "0jK1RhsBkDXTZZ7MR/fq3CRNZq7vVDI0AythRUio0FmkVJsh7/wyALXB0EcVwdBHQEJxWOBeTwUz\n", "iKAvYswUHHFg5aPhXCjFnEa5ADE08PnJh3L82qpw7LTQDDACfV47ibKdnQWR58ZNRNA7gMuperPa\n", "oY0sYLKhJKKvHLkm8aSYhxHsylfjFLns7m70f31z7UxM7XsHlFlt55ml8Yp/nVpy/jc3+epZeY2k\n", "QLCIItSXAhgNYA+AZ2EwlYBdA4LV6xhJl+BkH+qXT9NtP1eeHbucqH50xjqRr8bNdt3qvzbdgcKa\n", "qRPWpb47imyxs1lPkBQIHqEIt+fRbZ+uBnAB0uO5dLVTO80VdqUdsILFPpjWqnWcqJfWNa5I+R/M\n", "CGufZrT0ZJYzce0Dq5pmzEszyeQpnE33X0lGNh8Ayp8ZHS59dUidxT4ICiLoTaDVWqHvhDQ6K/GT\n", "E9BT80UmX0IOTTtrpa3eHjljBafyy2RDnXEyuK0/StYPVmvptU0z5qUVxVEJft+a3vyECHod9MwQ\n", "eho4gOYMl1Cn/I0AqFbME74pracmVwy9Gz4H7YwgQ9ij+seeLW6/GCJn8hZgas0YLtSVzYDZ/qcG\n", "7rK/DwV19ShEvhjdv6lUJJAXdXQLEbHRa8iUUx2JL5LWFrgR6YU/gIRgvwcJgaRXGGS2auD4K5T6\n", "ugCiAN6G/aGPlvAqx3xd4wo926t2AAV6zqiSbAxPmeNM4nCXyObMzHRMm4sdyufltPDT648ZZ6za\n", "1t7nwbMR2t4/V5OG0y6Ljd6GXDdEdBURbSeinUT0I53jdUR0jIg2Ka87rLbpMGbyo7QCmIWEwG9V\n", "/s5qmPvGUsWR2Ip0QaS+1hR0C3kgMbuajMSXPVPiMS/wU74Y9fe1DIk1AWuQeO5dmnMnFnoCs0z5\n", "anIkE3P988rQnwUwZ+dP5cOJTP8QXJKWHlg3MVmx0NzcjOnTp2PAgAEYN24cGhoabG/DkumGiIIA\n", "HgTwWQD7AfyLiF5gZq1J4x/MfK2VtnyA7lRUzwmpMnVMRmbmZTmmTjxWtPHkOWzw2uetVwFrNIAF\n", "ygrYRqQ/7zIUvvlGl5IzP1xaOn5/BQBEto5GdP9gr01VeoOLrqkl0wXUJpjYOcfQNfVjtTM2jJ6R\n", "bK7Y4Y+cbEV4+8vojEZwcc1lGF19lq3Xj0ajmDVrFm655RasXbsW4XAYX/jCF7Bp0yaMG2df2UKr\n", "NvqLAOxi5t0AQERPI6HhagW95yYZE2QU6EYWH+mYOtSY/YJ6/QMGHHJ25Uo9oJO+IIz0HzuQMI09\n", "X9e4YhZMLNAqZPY/OWlmn0vpfAomTBGhIUdxcu15iO4fnDwlsWJ1W/+Ksr8PBeKIx4d2hLHQ0W7p\n", "+UtM1x9WzEuJcxL9XZo81jRjXiMciMnf8WETtn3wFvpXDETt+M+iRFVK8OMTh/D9p/4dpzpPIR6P\n", "4y+NT+CuWQ9g4vBMeQLNs337dhw4cADf+973AACXX345PvOZz+Dxxx/HPffcY1s7VgX9cAB7Vdv7\n", "AHxacw4DmEZEbyGh9f+AmbdZbNcxsgl0gyGEWu0G6DbrqAeHBwD8xJ5eO4eZ1bUmyRl1pA17VLT2\n", "/wtAnfC7DIlZ5a3oHdEX81VFukGhOMom7YlH9w9eBiSE5aa7b1hS8sZpiykaCAAIYEf/O5pmzGss\n", "5BBFJyKB1m57EQ+Ff45YPIZQIISVb/8FS7/0a4SCCbHYsPGPOBlpQ5wTlqNItAOPvrYcP//q71LX\n", "2Hd4N+5feScOHNuHM/qPwA+vXowRg8ZY6lc8HsfWrVstXUOLVUFvxMOxEcBIZj5FRFcDaAAwXu9E\n", "Ilqk2gwzc9hi//LCgbj0jdrFPw1z31han8hFkzTh/BXAJ5FIK5z8IbcDWObyStse+CFOH0hp+Z06\n", "h2qUv1kTmGnx40KpfAgOaNusFuKKycO0Rm0BvdmU2tTmu0GXmfFweBk6owmffiwexfuHW/Dme69h\n", "Ws3lAIC2yPGUkE9yMtKW+j/S1YHbn70Fx9uPgcF4v7UFtz97Cx6+8S8oK8mdvhkAzj77bJx++um4\n", "//778b3vfQ+vvPIKXn31VUyfPj3je4ioDt3RZ4awKuj3A1Bn2R+JhFafgplPqP5fSUS/IqJBzHxY\n", "ezFmXmSxP37AsKmjYe4bS6GangK6sfpAceaBydcktAf6poL54SlzroRBYVbAWSt7PLdAn06vk4np\n", "fZaZ4t5TaKNylL+upHyIcxydsUjaPmbGiY5jqe1pNdOxflcYkWiilGBZqBzTxnUL4L1HdqMz1glW\n", "9F0GozPWhX1H9uCs08821I+SkhI0NDTgtttuw89+9jN86lOfwnXXXYfy8swDhaIAh5PbRJTTMGdV\n", "0G8AMI6IxgD4AMBXAFyvPoGIhgA4xMxMRBchEdLZQ8j7jXy1aKumDq32rMTf+2VhlW0YSSGcgQUA\n", "XoL1iDE/LVgzjMG6Aa4uIsqymnZppvfopEi4VPmbjFLL6MC1I4dOMBDE+CETsevQdsRU5QAnDuu2\n", "v180thbfvGQunvrnI4jGorj8E1fh3y7+j9TxyrIqxGLpxcNjsSj6llWa6sukSZMQDodT29OmTcNN\n", "N91k8o6yYzmOXjHH/BKJ6gO/ZeZ7ieg7AMDMDxHRHAA3IxEnfgrAPGb+H53r+CKOHvAudjxDX/LK\n", "A6N6v6dmHyeoa1yxAOlRHe0ATGnjGeL01yizAs+w6/PyMiGakbabZszTe/5aesTK55NDJ1Mc/bFT\n", "R3DfyjvwzoGtqCyvwq2fXYALx0zL0aV0/utvP8HrO9YiEu1EWagUteM/i1s/a26CtWXLFowbNw7x\n", "eBy/+tWv8Otf/xrbt29HSUlJ2nme5rph5pUAVmr2PaT6fwWAFVbbcRk/aXt5a2fFmv43PGXOUsUx\n", "a8W+7rul83Z+Xl6kMQBM5bPPl0x1ak1fv3+fgfjJF62JpltnLMCUMdOw7/BujBx0Ji4+6zLT13j8\n", "8cfxyCOPoKurC5deeinWrFnTQ8hbpVenQPBS2zXatkVTkJ8GLFuxmohMMR0tQbcz/AEf2OeL4fMy\n", "eg/agVa70rnHwKsMIvbFNtoAEaWct/ly33334b777rOpR/r0WkGfQ3uyrO1lE+TZ2tYrcuyXqBe3\n", "cCMaRmlDHZd/R13jikYfCPtegZ5dX/mbzeQzHz19M3Ho/DY1+X56Pb1W0COL5mHVoWpgCq7bdkt9\n", "DbTvs1jk2HfmiVyYjYbRDAphqCI9cghtP2rPBfd56WD4HjKYl8w+/83aAUEn30+vpzcLej0ma7JM\n", "5vujz1eI2Cp8VMXDU+aJArDPZ30GOoJdrZWnpbYtkHDJFA4uTnMNRVNXf+f+CmB+04x582HCKdw0\n", "Y95MUMdSovbRodJ394RKPlgAXKs3iOh5PvUWLfZqerOg135pgER89hUw4QTL086fSevJe6qZJbVy\n", "mnmifvm0xkITHkl0tP0ZyBxmmWuQ9KX2XOhmOsWOfhe6be03qg4bcswmrsHPg8vLmMvR1XFBNVH0\n", "+YqqF2a1n7jWjqIovQ7L2SsLFeUHNRuJ7IfalX2GMv6pTDSprH3KvlQmPgW9Oq7JttegO3Qz6/vy\n", "6IefMk8aJdsz0N5P3t9fRdNP+wwKSfv3MUuROXW00e/ffIBU1wgi2jm2DMD8TBk9NWi/Q72e3qzR\n", "p7SnDLHqRtAVpA1z37gy1xRcT3Mb27BrVUt9Tdr7DNrnC1Gg65LHQiq9rJYIHfkg0mfn+ur615/M\n", "WPDFpyUEC53RuU5wOsZfpxhJPr/toqJXC3oVeilxw1Yu6JMpuC/NE7nIIoAzLbX/IhIC5giA4yUf\n", "7UafHa9PJCVtMVNgxtXP3Hjnyut+n3GlpmAbmVJUAInPK4zccfbLAL60W6uPIVTaEoGJ725aJkwQ\n", "E/liLaZn9FrTjRpFKC9Bd4GDABL27FyFK/IytWRCCa1MM8Eo+3Kh248sJqKCRM/cAqARwAQkhEsN\n", "gAkV7zWCVOYD4ngg0H5scbIQSV3jipl1jStWK6+CLk5ihPXNtTPXN9euVl5O3+8CdMfEA4mCMBvR\n", "/XnVIcfsMyH0aRaoYyMFDp8orfjX8WDoUFO+HWJmKpZXvs9ASgkq5JtqwM5FVy31Nbp9GNuwK+ey\n", "/GJMdWAEvVQGlW+93Bpqa03TKrv6D8XJc2esQWJQ7LGEvljt816UFsxRAlH3O65XFlCl+KT13UK4\n", "cVHiSgqE3o5dJpr65dNmjpoycHJ5NI66ve34xGG9bLzm+1GIA4DVBVORYZ/YE9y5fiBxPAAAHAgi\n", "MnxC8rAv4uddzEXj+v3mSL9gxpyo2/emGfOSxwCJvDGEmG66sdUMY4Zk1Mz7/Uuqd1SX4dFJ/bF9\n", "UKnlPmSJxvEtqhDKVJ9zmFd6fG5dp41Z0Dmk5s6u/kPiXf2H4uQnLkV04DDf+Cdy1HwtahShnGZ+\n", "MyOoo13DqtFLn50VRKNX8HixSprm0hUkvHxm39ZPHO68wcw0VZs+AdNPd1yb00vZYPGSpvqcMUpn\n", "ClbpJT6ra1wBeO+gdlPL9p1D3kTCtR5974qcC/hgRlZoiKBXkc0M47YJ5P3+JRuTQtOIMNWxZ9ZW\n", "RWLNJ8qCjvVRr02LKRvyIlOUjt5+C3nwCxKdUMNlTtrnc6HJQZO1L3rhxuDyggwb9hoR9AZwKt2v\n", "avCoRiJSoUfmPhPCtIeWOGtnG544t387nNPmnNBMHddAfRA/76qWnR5q6CzZfA86juHa9c21WR3D\n", "yvdc7cwFfDZDKQTERm8M2xckaeznk5XdqTC0XAnQjLQx+VCkFTaEV7oZjtgbVqxq7NQbATQj4WQs\n", "aFuzAd9Dj+9yaMOgpU0z5q1WXjOT19HuS2LVxt9bEY3eO7Rf+jIArQYrR01uqa+ZqdHqdbXEXFFB\n", "uUxSObJJOqKZ+kDjdhwl+RfgbJEOtzE1wwtu64+KP4w9H90K56VNM+bdg/T8TD2eiVdFVQoZ0eiN\n", "oRuRU7982sz65dNWKy+ntDG9vB3V0CymUoR+mqaTy1ZuMCon44winzaT9LZFSxkomtQVBkl9l4Pb\n", "+qPikbNA8YBaBpUB+BF61zNxBdHoDaAXkaP8tWK3N6QNqxxSTyJ9aXkPbUlrzzSAZRt7Hm2azjkv\n", "FAxZv9NJx3Bow6ClFU+MPZ+iAT1F05H0wl7W0PUDljV6IrqKiLYT0U4i+lGGc5Yrx98iogustukF\n", "DXPfWNUw940rldcqGNDGsmn8ZtITKMJ0o423YwYn1hf0Nk02E56t3XACI/bzqRPWrerz+5rWDEIe\n", "SOTKsfWZ9OZ1C0ksafREFATwIIDPAtgP4F9E9AIzN6vO+RyAGmYeR0SfBvBrABdbadfvKEJ9KRL1\n", "LZNf6B4av8lVtU7Yw3Nes7eFI7qJXjk9P2uaRrRii/bzCIBblf/zeiYZ+uiL1dBeYinXDRFNBbCQ\n", "ma9Stn8MAMz8U9U5vwHwCjP/SdneDuAyZj6ouZanuW7MohNy2Y6ENgPNfjU5c+dkw4HFSZ6kSNAx\n", "3RR1vpliQKUVp31m+QxMOteKA9gMYIGVgS5TH5H4fhvKr1OIuJHrZjiAvartfQA+beCcEQAOooDJ\n", "tJJWSY7miJ0xH3t4LrxIp5ycJVy0dfvSK/+5cXT1sRN7+p88BTTMcbMbgjls04odnMlk6qPvVge7\n", "jVVBb3Q6oB1tdN9HRItUm2FmDufRJ9cwKSQd+XI5oeXbRba+/W7xL4BEeuEKdEcRSWZCm3Dge6GX\n", "Yz5T3vmc6Jl4nHKYFpqJLBdEVIdEumfDWBX0+wGMVG2PREJjz3bOCGVfD5h5kcX++AG9IiYtAI4D\n", "mF+/fBrsMo/4JQWBHgb61uvtpk7h5+9FJnTMLvmsKciouRdT7L2iAIeT20S0MNd7rEbdbAAwjojG\n", "EFEpgK8AeEFzzgsA/l3p0MUAjmrt88WETjTNnUiYrybD/gySfo5esa1vEnNvGie+F9q6ypn25Uum\n", "lMQZV8lqkVWzmbGk0TNzlIhuRWKkDAL4LTM3E9F3lOMPMfNLRPQ5ItoF4CSAmyz32ueoTTo6NnvR\n", "XBMYspsWcsy9mQReBYAXdu5kSmLDWn4xae52YjmOnplXMvPZzFzDzPcq+x5i5odU59yqHD+Pmb2K\n", "By9G/ByHnbVvJlbV+nnWkhFVAq9U7LYLZfyS2P69cEFb1uszUICfvR+RUoIOoHaEPTu+Mvz6iD7q\n", "3B3tsLF2a6E6Y42iVyoQicVjSbOBL+P61zfX6pbMmzphnSshfX7+XmRC64xFYi3KZM1puwC8lzxH\n", "TDPGZKcIepvRq3P57PjKJa+P6FOnbBdEOT+/oGO6iSh/1SmdfWfK8VrQFwNNM+Y1oqegj6PbEpF3\n", "LH8xITVjvaGHqeGLO9rqfnjfZvmB54HOytxqpP/4bfd5WK1Zm3wfennstg3oOXvV5mbxdxlEBL2P\n", "KMTpthuo0xYrphzHsMv567fKTgWKXqiyZNzNAxH09pOXJleIsc8e4bSmbFt8v5uVnQqVbIukVAud\n", "lgIYDeAIEmty1Ga7cNOMeav13i90I6OjzVjI0W5bdIlLefJtp6W+ZmZLfc1q5aXb795Qgaq3YCKr\n", "5AQkTHY1ynayEtsSJIqU9NqslEYRjd4BnMhJYxSn6ts6jZkZjcMVqMS27h5GZk96ldhGA1hg8P0C\n", "RKP3E3bFPhdk3Dl80m+ZMbiDonlrI2qMklxIlXeund6GaPQ+QVVJSpyxHtMbatZ6iU5emyR6yo12\n", "hpVEPeOS2VcORND7CJtMPoVqeijUfgvm0c7ekizROlNVDlltKU0gEX5ZNFkpnUQWTBUhXhQTsQMJ\n", "L+0dKFEy2sVkQJZiIHYWPik2ZGWsIAi+QxHaK9GzTsXGiWsfmJLjfaK9axBBLwgWUM0wkiaDVshM\n", "wxaaZszbie5wySRZBb2gj6RAEIoKm1ITGEIn3DOJqwvZitic9R56Cno789sLKkTQFzHFJCQ8yEuf\n", "yWGYFqvt5DMu8tXS4nx3EYmjL1JUQiK1ajDTatMCwRdx9mpceMa+u2e7kGpQ7iKCvngpWiHhEtoF\n", "bEnUmqc8Ywsogj31LCV9gXOIoBcKBa3gjUNVINluNDmLNqI7v4qbphPtPUcAVGfLBVRImMh1I1hE\n", "om6KFL0CKHBXSBnCjIO1rnHFAgCLoSk8ka+d3qp93Y1nrIn8mQhNwRW/fZ5myBBPnzGWXtDHiOzM\n", "W6MnokFEtIaIdhDRaiIakOG83UT0NhFtIqI3821PMIeFLJquoXKwpjQ6ZV/Gt0C/8IRp7LCvu/GM\n", "xzbsWjW2YdeVSESklKkOiZlIMIyVqJsfA1jDzPcR0Y+U7R/rnMcA6pj5sIW2hDzwMoumQXJmH9Ro\n", "/HYmsbIl82EBPGM/I5E3LmHFRn8tgMeU/x8DUJ/lXDHJCKbR0fgnortmLNC7BINd2U19g0TeuIcV\n", "jX4IMx9U/j8IYEiG8xjA34goBuAhZv5vC20KxUUujU4vF/lGdC+ssbJoqqC0yWLNbqoI9oK/D7+T\n", "1RlLRGsADNU5dDuAx5h5oOrcw8w8SOcaZzDzASI6DYlR+zZmfk3nPAZwt2pXmJnDhu/EZQo1cZjf\n", "yOaMVerD9nDWhafMscVZV0wLyoTeAxHVIeGvSrLQsVw3RLQdCdv7h0R0BoBXmPkTOd6zEEAbM/fQ\n", "nAop6kanilM7AN9XcSoUVMJfN9JECoEIQjdO57p5AcA3APxM+dug04E+AILMfIKI+gK4Eulae6Ei\n", "JcwcQifVQQTd5hpH89sIziBZJ73HiqD/KYBniOhbAHYDuA4AiGgYgP9m5muQMPv8hYiSbT3JzKv1\n", "LycIAPTt8q12mWsKiWIwLenkka9tmjFPnK4uk7egV8IlP6uz/wMA1yj/twA4P+/e+ZeCcuQVAdWK\n", "vR7oJVq9IuSfR7fZ6tKW+ppZBSjsZfbrAyQFQh4otvi0sDCxz9tGGIn0BkkiSNjpjS6qKhaWIn2B\n", "VJmyTxBMI2mK80QR7CLcbUQR4HegWwGJA9iL9LzlvUUjHG1wn9+R2a8PEI1e8BPaaX4AwMAM5xY7\n", "ewzu8zWyKMofiEYv+J09APqg92mEC5Buo48AWFCIDlpZFOU9kr1S8A06oZXtSGiDgEslBP2EVqgr\n", "f32fkdQoEnZpD1IcXCg43KwLW2i01NforhRWslsWFDphl+0Qs05eSHFwoeBQBLv82IsfCbt0ERH0\n", "QkFSiLZqG+gVESxi0rEfMd0IviZpyrlo6/bq61f/A/1PnmpFItb+DhSJrdoMxTLAZTLdKP+LSccE\n", "YqMXCpqkc3biu7srbn3mryiLRpOH4ugZGlyQturejJ7mLuUFzSM2esHXGHC8zgdQMXN9o1rIA7L+\n", "w7eYMbtI2KV7yA9G8IQ86sVqUadJKEpbdaGhMsekPlNlnxmWIb2KWATy2VpGBL3gFZmiLtQsA9C+\n", "auoUREJpk892AHfCh4XPW+prZrbU16xWXr0hJ48aI5+p4AFiuhF8S3jKnFV1jStmN501Zv6jX7hC\n", "7YxNOiF9leRLEexpKXlb6mt8MwgVCPPRM5mbhF1aRAS94BWGQgVTcfVTkChv4296e2x4rwj/LETE\n", "dCN4giLA05JdObEKtpebUlzFpgRmy5AYIJLIYGEDEl4peIIbqQ50TCmOxtvb0V6xxMlbQRZMmUPi\n", "6IWMeClQMiUvs1vYe5EbxspzdXtgEooDR+PoiejLABYB+ASATzHzxgznXQXglwCCAB5h5p/l26Zg\n", "Dz5wGnpuy3ZqoFOuk++1PH8uQnFixRm7BQl73EOZTiCiIIAHkagtux/Av4joBWZuttCuYB3HBYpP\n", "slDqOgdzDXTZBgExrQiFSN7OWGbezsw7cpx2EYBdzLybmbsAPA1gVr5tCoWBgcVQrjjcFCGc5hxU\n", "9mWM91YNAqm+J5242Y7ZhDgiBUdwOrxyOBI1P5PsA/Bph9sUcuN0GFzWGUMyPh4uaPx5mFKy9d3R\n", "mdDYhl2rWupr0p5Lb5kxiAPWWbIKeiJaA2CozqEFzPxXA9f3h6dXSMMPAkUv77yL5h7fxntbtPEX\n", "JDqZLGubZsyTjJU2klXQM7M2YsEs+wGMVG2PREKr14WIFqk2w8wctti+kAGHBYppQaoTiVNb17jC\n", "kdj6HANdtr77doAocMQJbQIiqgNQZ+o9VsMriegVAD9g5kadYyEA7wCYAeADAG8CuF7PGSvhlcWF\n", "We28rnGFbihkeMqcHqGQ6mvfsPLv4Rkb3qpLtmPHzETjcA2j+0eVFOraOq69ztRiJ5Ka2BpOh1fO\n", "BrAcwGAALxLRJma+moiGAfhvZr6GmaNEdCsSI3MQwG8l4qZ34FRJQLXmP/Hd3bhkc5NaQNgSJpqc\n", "7ehF5yDh0L0S8EWYarEgMyWHsRJ18xwzj2TmCmYeysxXK/s/YOZrVOetZOazmbmGme+1o9NCUWI0\n", "4iQ1zZ+5vhGl6Xnq7c6WmCsbo2RrtAGbUicIWZCkZoIvcDMSR/AfUoTEWUTQC66SzXZv0NyTmuav\n", "mjoF4/d+oNbq7Z7y5zIpiMlBKAgk143gGnbluHHaGasm10pYWSkreI0kNRN8hZnIGkEQjGFEdko+\n", "ekEQhCJHBL3gJpLLRRA8QEw3gqv4JKulIBQNYqMXBEEocsRGLwiCIIigFwRBKHZE0AuCIBQ5IugF\n", "QVZOsecAAAPVSURBVBCKHBH0giAIRY4IekEQhCJHBL0gCEKRI4JeEAShyBFBLwiCUOSIoBcEQShy\n", "RNALgiAUOXkLeiL6MhE1EVGMiCZnOW83Eb1NRJuI6M182xMEQRDyw4pGvwWJgr6v5jiPAdQx8wXM\n", "fJGF9noNRFTndR/8gjyLbuRZdCPPwhx5C3pm3s7MOwyeLlkpzVHndQd8RJ3XHfARdV53wEfUed2B\n", "QsINGz0D+BsRbSCib7vQniAIgqAilO0gEa0BMFTn0AJm/qvBNj7DzAeI6DQAa4hoOzO/ZrajgiAI\n", "Qn5YLjxCRK8AmM/MGw2cuxBAGzP3KB9HRP6ogCIIglBg5Co8klWjN4FuI0TUB0CQmU8QUV8AVwK4\n", "W+9cqS4lCILgDFbCK2cT0V4AFwN4kYhWKvuHEdGLymlDAbxGRJsB/BPA/2Pm1VY7LQiCIBjHNzVj\n", "BUEQBGfwzcpYIlpMRG8R0WYiWktEI73uk1cQ0f1E1Kw8j78QUX+v++QVRhfmFTNEdBURbSeinUT0\n", "I6/74xVE9DsiOkhEW7zui9cQ0UgiekX5bWwlornZzveNoAdwHzOfx8znA2gAsNDrDnnIagATmfk8\n", "ADsA/G+P++MlRhfmFSVEFATwIICrAJwD4HoimuBtrzzjUSSegwB0Afg+M09Ewnw+J9v3wjeCnplP\n", "qDYrAXzsVV+8hpnXMHNc2fwngBFe9sdLTC7MK0YuArCLmXczcxeApwHM8rhPnqCEZR/xuh9+gJk/\n", "ZObNyv9tAJoBDMt0vl1RN7ZARD8B8HUAp5AYpQTgmwCe8roTgmcMB7BXtb0PwKc96ovgQ4hoDIAL\n", "kFAKdXFV0OdagMXMtwO4nYh+DOAXAG5ys39uYmQxGhHdDqCTmf/oaudcxqaFecWKREsIGSGiSgB/\n", "BvBdRbPXxVVBz8xXGDz1jwBecrIvXpPrWRDRjQA+B2CGKx3yEBPfi97IfgDqwISRSGj1Qi+HiEoA\n", "PAvgCWZuyHaub2z0RDROtTkLwCav+uI1RHQVgB8CmMXMHV73x0f0xkV1GwCMI6IxRFQK4CsAXvC4\n", "T4LHEBEB+C2Abcz8y5zn+yWOnoj+DOBsADEA7wK4mZkPedsrbyCinQBKARxWdq1n5ls87JJnENFs\n", "AMsBDAZwDMAmZr7a2165CxFdDeCXAIIAfsvM93rcJU8goqcAXAagGsAhAHcx86Pe9sobiKgWiUi0\n", "t9Ft3vvfzPyy7vl+EfSCIAiCM/jGdCMIgiA4gwh6QRCEIkcEvSAIQpEjgl4QBKHIEUEvCIJQ5Iig\n", "FwRBKHJE0AuCIBQ5IugFQRCKnP8PhDhwKC16AGsAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "model.kern.plot_ARD()\n", "plot_model(model, model.linear.variances.argsort()[-2:], labels.flatten())\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see the solution with a linear kernel is the same as the PCA solution with the exception of rotational changes and axis flips.\n", "\n", "For the sake of time, the solution you see was only running for 1000 iterations, thus it might not be converged fully yet. The GP-LVM proceeds by iterative optimization of the *inputs* to the covariance. As we saw in the lecture earlier, for the linear covariance, these latent points can be optimized with an eigenvalue problem, but generally, for non-linear covariance functions, we are obliged to use gradient based optimization." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exercise 1\n", "\n", "How do your linear solutions differ between PCA and GPLVM with a linear kernel? Look at the plots and also try and consider how the linear ARD parameters compare to the eigenvalues of the principal components." ] }, { "cell_type": "raw", "metadata": {}, "source": [ "# Exercise 1 answer" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exercise 2 \n", "\n", "The next step is to use a non-linear mapping between inputs $\\mathbf{X}$ and ouputs $\\mathbf{Y}$ by selecting the exponentiated quadratic (GPy.kern.RBF) covariance function. How does the nonlinear model differe from the linear model? Are there digits that the GPLVM with an exponentiated quadratic covariance can separate, which PCA is not able to? Try modifying the covariance function and running the model again. For example you could try a combination of the linear and exponentiated quadratic covariance function or the Matern 5/2. If you run into stability problems try initializing the covariance function parameters differently." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [], "source": [ "kern = GPy.kern.RBF(input_dim)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Bayesian GPLVM\n", "\n", "In GP-LVM we use a point estimate of the distribution of the input $\\mathbf{X}$. This estimate is derived through maximum likelihood or through a maximum a posteriori (MAP) approach. Ideally, we would like to also estimate a distribution over the input $\\mathbf{X}$. In the Bayesian GPLVM we approximate the true distribution $p(\\mathbf{X}|\\mathbf{Y})$ by a variational approximation $q(\\mathbf{X})$ and integrate $\\mathbf{X}$ out. \n", "\n", "Approximating the posterior in this way allows us to optimize a lower bound on the marginal likelihood. Handling the uncertainty in a principled way allows the model to make an assessment of whether a particular latent dimension is required, or the variation is better explained by noise. This allows the algorithm to switch off latent dimensions. The switching off can take some time though, so below in Section 6 we provide a pre-learnt module, but to complete section 6 you'll need to be working in the IPython console instead of the notebook.\n", "\n", "For the moment we'll run a short experiment applying the Bayesian GP-LVM with an exponentiated quadratic covariance function." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Model optimization\n", "input_dim = 5 # How many latent dimensions to use\n", "kern = GPy.kern.RBF(input_dim,ARD=True) # ARD kernel\n", "model = GPy.models.BayesianGPLVM(Yn, input_dim=input_dim, kernel=kern, num_inducing=25)\n", "\n", "# initialize noise as 1% of variance in data\n", "model.Gaussian_noise.variance = model.Y.var()/100." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [], "source": [ "model.optimize(messages=True)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def plot_model(m, which_dims, labels):\n", " fig = plt.figure(); ax = fig.add_subplot(111)\n", " X = m.X[:,which_dims]\n", " ulabs = []\n", " for lab in labels:\n", " if not lab in ulabs:\n", " ulabs.append(lab)\n", " pass\n", " pass\n", " for i, lab in enumerate(ulabs):\n", " ax.scatter(*X.mean[labels==lab].T,marker='o',color=colors[i],label=lab)\n", " pass\n", " pass\n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAXoAAAEACAYAAAC9Gb03AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJztnXuYFOWV8H9n7gMzIGAUQS4iaJAlXkiIEowTieIlEXiS\n", "aFyzazT5No/xki+wu3HxAlFCrrhZlCS6iebGavJpHE2iQcJmoq5sErkkiBhFAgoqyEUYYKZnevr9\n", "/qjqme6aqu7qruru6p7ze55+pqvqrXrf6u4576lzznuOGGNQFEVRKpeqUg9AURRFKSwq6BVFUSoc\n", "FfSKoigVjgp6RVGUCkcFvaIoSoWjgl5RFKXCCSToRWSMiPxORDaLyAsicpNLmxYROSgiG+zXrUH6\n", "VBRFUXKjJuD53cAXjTEbRaQJWCciq40xWxztfm+MuSxgX4qiKEoeBNLojTFvGWM22u8PA1uAUS5N\n", "JUg/iqIoSv6EZqMXkfHAmcAfHIcMMENE/iwiT4jIaWH1qSiKomQnqOkGANts8zDwBVuzT2U9MMYY\n", "c1RELgZagVPC6FdRFEXJjgTNdSMitcCvgCeNMd/20f5vwDRjzH7Hfk26oyiKkgfGmIzm8UAavYgI\n", "8APgRS8hLyLHA3uMMUZEpmNNLvvd2mYbbDkjIouNMYtLPY5CUMn3Bnp/5c4AuL+sSnJQ080HgE8B\n", "fxGRDfa+hcBYAGPMvcDHgetEJA4cBT4ZsE9FURQlBwIJemPMs2Rx6BpjVgArgvSjKIqi5I+ujC0e\n", "baUeQAFpK/UACkxbqQdQYNpKPYAC01bqAZSawM7YsBARU8k2ekVRlELgR3aGEl6pKIoSVSopoi9f\n", "ZVgFvaIoFU9ULBdBsIIc80Nt9IqiKBWOCnpFUZQKRwW9oihKhaOCXlEUpcJRQa8oilJC9u/fz7x5\n", "82hqamL8+PE8+OCDofehUTeKoige7Os+wup9fyWW6OHcYROY0Dgi9D6uv/56Ghoa2LNnDxs2bODS\n", "Sy/l9NNP57TTwsvorgumFEWpaGzZ4nrsxSNv8Zf2NxleO4gPDZtIbVV177E9XYf57Is/42iii4RJ\n", "UFdVwzcmfpT3NLvVVsqPI0eOMHz4cDZv3szEiRMBuPrqqxk1ahRf/epXnffhGkevC6YURVE8eHLv\n", "Fr79+tP0JBLUVFXx6J5N3P3uedSIJex/9tYGDvfESGBNEp2JOCt2Psu9ky/vvcaOzgMs3vYb3ug8\n", "xKiGISyecBHjGob5HsPLL79MTU1Nr5AHOP3002lrawvnJm3URq8oyoDDGMN/vP40sUScOAk6E3G2\n", "d+7nf97Z3tvmUE9nr5BPcrinq/d9Z6KbL/z1UbZ37Cdm4mzv2M8X/voonYlu3+M4fPgwQ4YMSdvX\n", "3NxMe3t7fjfmgWr0iqIUlF0rp84GFtiby0ZftWlVKccDkMAQS/Sk7zOGQ/HO3u0PDZvI0+9sI5aI\n", "A1AvNbQMO7n3+I6OA3Ql4r1TgQG6Ej281vkOpwx6l69xNDU1cejQobR9Bw8epLm5OfebyoBq9Iqi\n", "FAxbyD8KXGC/HrX3lZRqqeK0wcdRnSoChTT7+4xjTuL6Ez/A8JpBNFfX85F3ncY1o97fe7y5pp64\n", "SaRdN256aKqu8z2OU045hXg8ztatW3v3/fnPf+bv/u7v8rgrb9QZqyhKwdi1cupTWAI+ldWjr9p0\n", "YbHG4OWMfae7g0XbfsPmI2/RXF3Pl8afz9lDx+d07a9vX8PvDmylKxGnrqqG84dN4l/Hn5/TNa68\n", "8kpEhO9///usX7+ej3zkI6xdu5bJkyc776M0zlgRGQP8GDgO68nlPmPMcpd2y4GLsSpMfdoYs8HZ\n", "RlEUpZgcU9vIf5w6L9A1/nWcNTns6DzA+IZhnHvMhJyv8Z3vfIdrr72W4447jmOPPZbvfe97/YR8\n", "UILa6LuBLxpjNopIE7BORFYbY7YkG4jIJcBEY8wkEXk/8F3g7ID9KopSHiwDZgKN9naHva8iEBHO\n", "S7Hb58OwYcN49NFHQxqRO4Fs9MaYt4wxG+33h4EtgDPI9DLgR3abPwDH2AXDFUWpcGzH6zxgtf2a\n", "FwVn7EAjtKgbERkPnAn8wXFoNPB6yvZO4ERgd1h9K4oSXWzBrsK9hIQi6G2zzcPAF2zNvl8Tx7ar\n", "B1hEFqdsthlj2sIYn6IoSqUgIi1AS07nBI26EZFa4FfAk8aYb7sc/x6W0H7I3n4JOM8Ys9vRTqNu\n", "lIohirHjA5VMKRDKiSBRN4Fs9GLVtvoB8KKbkLd5HPhHu/3ZwDtOIa8olURUY8eVgUtQ080HgE8B\n", "fxGRZMjkQmAsgDHmXmPMEyJyiYhsBY4A1wTsU1GizgL6okyw3y9A7dRKiQgk6I0xz+LjqcAYc0OQ\n", "fhRFUZT80Vw3ihI+ZRs7rr6FykRTIChKFvIRfuUgMJ1jtP8+SvoEVfZx7+qMVUGvKBlJcaxWlPDz\n", "uK8twFmOpkXNS1MIoizo77nnHn74wx/ywgsvcOWVV/LAAw94ttXCI8qApQiac6U6Vt3ua1yJxhJZ\n", "4gfe5nBbK4muTprOnk3duFNCvf7o0aO57bbbWLVqFR0dHaFeOxUV9ErZ4qKVzty1cmrZa9slZAcw\n", "iDL0LeRL58sb6XzxeaqHjqBp5qVIbV+K4fjeN9n5xY+SOHoEEj0c/MV9jLz9fhqnvC+0/ufNs5Kq\n", "Pf/88+zcuTO06zpRQa+UFXOXz+jV4K9pqhnx3vp4obXtsnWsZsHtvhba7yPtWwiLQ2seYd+9izA9\n", "caSmlkNP/pRRSx9CamoBeKf1+ySOtINdoMTEOtj3wFJO/FZfArKuna+y+5s3En/zNWpOGMvx/3I3\n", "dSfmnuSs0KYlFfRK2WAL+V4N/ieHGxKDpIPT6noynxiA0VdtWrVr5dR5FED4ldJhm+W+Qh9H1JzT\n", "xhj23bcY02VVlDI9cbpee4Ujf1xD04yLAEgcPtgr5JMkjvRVg0rEOnjjlitJHDoAxtD92iu8ccuV\n", "jL3v91TVN5IL1trTwqGCXikn0uzKcaTqtx11idPqOpJrOQqibRciKVcUzE7FSjYWhXvtRyKB6Yql\n", "7zMJEu3v9G4OnnExR9auwsQs27nUN9I045Le492vv4rp6oKkNm4MpquL7p2vUn9ybhWiCq3RaylB\n", "pax5o6dqIxFLgbtr5dTZu1ZOfcp+eaU+8HLyViKRu1eprqb+lNOhOl3XbUixvw+ePosR195C9THH\n", "UtU0lOYLr2DY33+h93hV0xDocRQC7+mmanB6sW9f41GNXlF66WdXbjdVC92Ee1imAo9Yc8/rRlJ7\n", "VVwZufB77P7GjXT+dQPVTUN51w1f62dfHzL7kwyZ/UnX82tHjmXwuR/lyP/8GhOLIfX1NM38CLUj\n", "x/oeQ09PD93d3cTjcXp6eojFYtTU1FBdXR3o3pxoHL1SVqQ6Y4FlrTc95yrkN3dVP/bfHXX1AOc3\n", "dsWm1PXMyVXYugjt5LN+vf23X0y93xqplRqf70ap77WQcfTGGI6sXUX3zlepGzORQWdfmJN2vnjx\n", "Yu64445++26//fZ+bXXBlKKk8Nj9Z6776eGGs7rtMgi1GD7V1Ll+zrUbpuVyHQ+h7SRNiOdSDDtq\n", "DspCUsp7jfKCqVzQBVOKksJ/d9aN606pddON8N+ddePmFKd73+GY2Zyh2YRjEOFZbMGrVaZKi2r0\n", "Sl74MaGUin+4++x17aYqbSl/syTW/+TG/81Vo/dlurHf+7bj59l3mrkjiDmk1KaUYqMavWr0Sh44\n", "49mBmXOXz5gXFWF/Zl38keditWfGsYylgom1m6qF2c5L4tB2l9BXtq2fELf/pn0WWEIz7/wwdv8r\n", "yZx6IUhqhkpN66B4oIJeyYfICopdK6fOvqKJW6fWxWVNRx0GEsdXJ+6Y/7nnfY3NLWqG/tqu0/ma\n", "82fhZTpx6V9RAhNY0IvI/cClwB5jzFSX4y3AY8A2e9cjxpglQftVFA+WAo2n1fVwWl0HWGtFWuz9\n", "/XAJnyz4JJYlBNPZfxKnrT9IaoZKTeugeBCGRv8AcDfw4wxtfm+MuSyEvpRoEElBYQvQM7Icz2Z2\n", "2ZJjt/l8FrlOJvuAq1KfKoKkZihkWgclmoTijBWR8cAvM2j0C4wxH81yDXXGlhFOZ6z913O7EPZ7\n", "5xhWjGhfQP/QxgSQXLfuJ//6emAyOTgqc41gyRSCOdAcpcVAnbHFEfTnAb8AdgK7gH82xryYz2CV\n", "aOLinHWNTslH2HsJUZc+O65p6tjy3vp4P8E9+qpN0zyE6z5ghGPfavpMOGl9hoXPiJpQ+x9IMftO\n", "VNAXxxm7HhhjjDkqIhcDrYBr9n4RWZyy2WaMaSv88JQQcJoi6h3H87Jz52jLbnz4SD3vrY93kC5A\n", "M0XbuOZfL3TMdzbTSa79+4y3L1pahoE8qRQD20rSkss5BRf0xpj2lPdPish3RGS4MWa/S9vFhR6P\n", "UlbkZMtuN1X7sOLa3YRMwfOv5yLgwppMfArxokVJaa6f3Ojq6uK6665jzZo17N+/n5NPPpmvfvWr\n", "XHTRRZ7n2ApwW3JbRBZl66fggl5EjseKyDEiMh3LXNRPyCtljVOIupluQnXWfmDn0bb/HdU4q6dK\n", "0lIUewnQQudfL6GAi1qoa9TGE4iu+D7ePriKRCLGiObzGNQwIdTrx+Nxxo4dy9NPP83YsWP59a9/\n", "zeWXX86mTZsYNy68yo5hhFc+CJwHHCsirwOLgFoAY8y9wMeB60QkDhwF3FPBKWVL603PrZq7fEaa\n", "ELX/BnXGuka0bJs7cfbH4NYpe7uq2sY0YoTEcUd7lvzLNzZm7KPAJpkoC7hIRklFgfaOzbQf/TO1\n", "NcMZMWQWVVLbeyzWvYe//O3T9PQcxZDgjX0rmTx2GUMGnR5a/4MGDWLRoj6F/NJLL+Wkk05i/fr1\n", "0RL0xpgrsxxfAawI2o8SbWxB7hRqgYSclxa+7f9NfApofPf+Lt69vwsyxMoPAHtxViFe5HDKsplU\n", "9rzza/721l0Y04NIDW/t/wVTxn+HKrHE4hv7HiTecxgrcAsSppPtu+/mPSd9v/caHbEd/HXXbcS6\n", "dlFfN5pTR99JY33+Anr37t28/PLLTJkyJdC9OdFcN0rZsW3uRNfwxAmtWwuaCnjb3Ilpk8aE1q2p\n", "K2RLFhYZtcksauNxi7oxxvDHv15AwnT27quSRiaOuoURQ1oAeGXXnew9lD70htoTOXPiQwD0JDpZ\n", "v/XjxHsOAgYQaqqHctbEh6muash5nN3d3Vx88cVMmjSJ7373u273EemoGyVCpMSeJ8MK9xFinHuR\n", "/sn9ao2hmVNsIZ9mg982d+K8pLAv5SKkQpqk8vk+yyNTZYKEcZQSxNhC22LEkA+xv/33vZNBlTQw\n", "YsiHeo93xLZjTBeWkLfON6abjtgOmhpPzW00iQT/8A//QENDA/fcc08e95MZFfQDCJfY8yRpScmy\n", "LYbymhTCcEj6ESwTWreu2jZ3YppQTdWuC0TWSSPssMhSU8kRNCLVNDVO4XDHFiBZANwwZFDfwurh\n", "zTMZf/yNvP72DzAmzrFDZzPmXZ/pPV5T3UzCxNOumzDd1FQ35TQWYwyf+cxnePvtt3niiSdCry4F\n", "KugHGl55VHqFlstk8EH7bzKCJlOmykAadC6CxRbs2a4bWXtxsSbFgETZwRyYd5/4VV7edRvtHZup\n", "qWrm5FH/1s++fvywORw/zL2SQUPdaI4dcgH7Dq0hYbqokjpGDJlFQ93onMZx3XXX8dJLL/Hb3/6W\n", "+nrnEpRwUEFfQYSUI97P4qeVc5fPWO/Sh3OVadC+G4EFu1ZOTR6D0uV0CXvSKNqkqLhTWzOMKeOC\n", "mUlOPuFmhjWdQ0fXdhrrTmJ48wezn5TCjh07uO+++2hoaGDkyJG9+++77z6uvDJjnEtOqKCvEHzm\n", "iG/DvTRejNyE1gj7Or192ILHGSqQ63W9+spboIVlLy6RuciVuctnzB5XM2hlI6ZxVmMXp9X1QIja\n", "dsqTwgis77Bg6yHKHRHpdd7mw7hx40gkEuENyAMV9JWDHw2xxcd1si1+SiW1jwUubTbnqGG6ac0Q\n", "EfOBT3ORX/J6QkhO6Dvi1Y0Ar7ZX80/NHUlhH5hdK6cuBO7EClkF6/vfCgwDDgBLd62cuoAI+hQU\n", "b6qyN1EGAPXYmqr9BDAPK7nXamCO/VqNFaGTCzm1twVHat/z8uizaOxaOXX2rpVTn7Jfs3M51+1e\n", "fQrOtAm9G2FNRx2EoG3b95Aq5MH6bUzA0u4nYmX7vAB4NNd7VkqHavSVgx8N0dnGFa/FT24ZI1P6\n", "CMWG7TS12Pb5yDlUw7CRh2VW6kD65avPkwW4K39u+yrKMVvpqEZfIbho4v0iY1LarCe53M8iQUqS\n", "pHz6CKChZqRQ1w0BL1NZoVlGn0kLoGNHvDoMIa9UMLoydoAyd/kMpy02LWd8VGK8M61GzaVN2OzK\n", "UDyk0H2HFF3VD5enlARW5bgr6P8UWDYFUTQfvQr6siXoP/vc5TNcBVXrTc9FpsqRy2rUDmCeHQGT\n", "GhkyBUeRk0IL+6h8RmHjNsE7onDAXk1dLveqgl5t9GWJz1DKIERloYzrOLbNnQjuK3x721DgsVZq\n", "3VU3v0F5pDRQMqGCvjzJKoh9aPyRXTXqA68VvoHJxQxUaQIwKuY6JXxU0FcgfjR+txzyKcdLOgk4\n", "zDJuC3YyOT3zHmu2xGXlhB+h7WjTBtyKrrStSFTQlyfZBLEv04tHGGVJzRIuwjaGFSW0D1vDtk03\n", "zkVdm1Pb5Nl9VExWgfAT+unSZhbpUXhlee/lykMPPcSXv/xlXn/9dUaOHMkPf/hDZs6cGdr1w6gw\n", "dT9wKVa5wKkebZYDF2NVmPq0MWZD0H4HMlm08VAooVnCLdfOvtRc81FKRxBR/ExYzjYaau1C9/5D\n", "HFz9PImuOENmTqXhpBNC72P16tXcfPPN/PznP2f69Om8+eabhO08DkOjfwC4GysMqx8icgkw0Rgz\n", "SUTeD3wXODuEfgc0Xtq4TTnb330RcjqCJBX/ueVAAse9V6IN/+iWHRzdtI2aYc0MaTmDqto+kdj9\n", "9ju8+k/foudoDBIJ9j64hnFf+xyD3xNu3dhFixaxaNEipk+fDsAJJ4Q/mQSexY0xz2DlwPDiMuBH\n", "dts/AMfYBcOVAuFn8VShmLt8xuy5y2c8Zb+yLpHfNnfi7G1zJz5lv2bjsiCIIglbe/JI+9zK9EnB\n", "z2fobONko4ep5wIqJAXCgd/8ke0LvsPuHzzBG99+mO3/9x5MvC9n0N6f/46ewx0Q74GEwcS6eeu7\n", "j6VdI/babrZ+9pu8eMmX2PrZbxJ7bXdOY+jp6WHdunXs2bOHSZMmMWbMGG688UY6Ozuzn5wDxXhc\n", "Gw28nrK9EzixCP0OSJKCFkvzarN3L/AjdMPoG4cwSPbrItBT7fG97e1LlUzYTmjdumpC69YL7Vc5\n", "Cnlfq4kdbba6XOYRx3Y/c1BPjaTV6A2S+6fYGGN4c/kvMLFuiPdgOruIbX+L9ude6G3Tc+goJNJN\n", "KIkjfXNjorOLv31xBbHtb2Ji3cS2v8nfvriCRGeX73Hs3r2b7u5uHnnkEZ599lk2btzIhg0bWLJk\n", "SfCbTKFYzlhnML+rAUpEFqdsthlj2go1oErEJdomdUHUrLnLZ9zWetNz/Qpoh0g/YdAc61nqEvc+\n", "M8XG3s+WbNvjfQvZUqyMjTp+fCzJNvYq34mOwy24FFtPpauh6oy1W2bOPmfys6v8OIAjRcJgurrT\n", "dhljiB862rs99LwzOPTMX6zJAJD6Woacd3rv8dhru61r9FUSxHTFib22h8ZT/OmyjY3Wx3XjjTdy\n", "/PGWoWP+/PksWbLEU9iLSAv+MtH2UgyNfhcwJmX7RHtfP4wxi1NebUUYW6WRKb68CrizGJp9KiOP\n", "xM/AEhgFyQvj9lSQfGJQ+rN2y8zZa7fMfMp+5fI5LTPSlx8pIdA+sr6Kvu+xVLl/8kKqq2icPA4c\n", "ZftS7e/NM6Yw8vNzqRneTHXzIIZdeg7Hffqi3uPVTYMw8fRc8ibeQ3WT/yUew4YN48QTczNwGGPa\n", "UmWln3OKIegfB/4RQETOBt4xxuRmyFLCIvUfsxAsq06Y3l9+bY/hQ691VAHjvNoT3B5fVgKmlNiC\n", "PW1StPdl/R5GX7Vp1b5xjRs7mqvpaK5m78mD6BxSW6yhF4Sxd17LoL8bj9RUUz2smTGLrqZ+bLr7\n", "cPhHzuHU//dl3t26hBOun4ukTAx1o0Yw9PwzkYY6qBKkoY6hs86kblRuhdauueYa7r77bt5++20O\n", "HDjAv//7v/PRj340lHtMEkZ45YPAecCxIvI6sAioBTDG3GuMeUJELhGRrcAR4JqgfVYyAXPY+EpD\n", "XChab3pu1cP/NGXjH09oOAug5fUO3r2/C2AHMAhHNIuGSRYd10lx9FWbLvSzbuLo8LqFR4fXFTRN\n", "dTGpOaaJk+66PtA1Rv3zFTS/fzKx1/ZQP+54mme6Rphn5LbbbmPv3r2ccsopNDQ0cMUVV3DLLbcE\n", "GpcTTWoWITzyvc+z4+Z9TQCOdruwnqZcM1QWAq9EZPb70AV6psRnYVy/kli7ZaZrIrtzJj/rK+Pm\n", "rpVTZ/fUyNJ4nYxrP65+x9HhdQvPmfysMzIncuGXmtRMBX2k8MooiaUZuU4APq5ZkJS2mSi2c1Sd\n", "sf5IMd2k/Y5ShbUX5ZytUwW9CvpIkUHQ47a/9abn8sp9Xgrhr0QDW9j3fvd+hDyUNv9+UFTQa66b\n", "qOFl53QLc8vN42NThBTHSoSxBbt+1wMMzW8RIRwrWtcDW7C0ryEuzSflEiqZspBqJSFEqbgtgFIq\n", "mpKtWFaCo6abCOKidSdwn5R92epdrudkfetNz03zOz51gFY2Xk7VqDpbs6GmGzXdRBW3zIJuwr43\n", "K6EtzJdixazvABamTABhF+qoiHS+Sn8yrXCttEIrAwkV9OXDRiwh3s82bwv5x+gr0DECeGzu8hlz\n", "fNre93kdUMftgEMn8QpEbfTRxM0e+giWpp5w7E9WXKonnXpSBDTemQo9ba0ZkpSpvbZMUF+KAiro\n", "I4lLmuElWGXezqLPjLMen7H0Lte7BX8pjL2SjlVKOl/flKPAzDMPkE7iFYiabiJKamERO1rGabPf\n", "56jx+kHStfoYKf+gLoVKAmWxLFDhj0hSxrVkczbDlLKM5ECkqakJkT4/akdHB5///OdZvnx5qP2o\n", "oK8A7BQJc+hzxh4ADmHloSeAXb3s8pcUCDeBuXTb3IkVuRpXna599HTs5ejffomJx2gcO4vaYyaF\n", "ev3Dhw/3vj9y5AgjR47k8ssvD7UPUNNNuZD1cbr1pudW2SGSV2EVezkLR/GPXCllpSqIvLnkDKKf\n", "GjlUM0w5FRbxS9fev9D+4g85uu2XmJ70/PQ9R99iz6/mcmjj3bRv+i5v/+bvie1ZV7CxPPzwwxx/\n", "/PGhFgVPonH0ZUIOSc1cl6rnmy6hVEQpVt9lLG6hrqtTC5hHhbDyAOWS6yZq8fZecfRHXm3l4J++\n", "gknEkepaaoZO5F0X/gipstIvv/P81zjy8kNg+soL1g6fwnEXP9S73X1wG/uf/Wfi7a9R0zyW4TO/\n", "Re3Q/GrKnn/++bS0tHD77bd73YfG0ZczfoR4lmLglUhkwvxc0imPwHpiijwh+lJ8fR/lUmnKGGMJ\n", "+R6rNquJx4kffJXOnW00jrX0pETsYJqQB0h0tfe9j3ewd/U1JGIHAEP8na3sXX0Nx8/9DVU1uS1b\n", "2bFjB08//TQPPPBAsBvzQAV9kXEKdftvmLln1K5eAFIF5ra5ExfSX9C3hdlfvsnHIkBkJuiMmASm\n", "J722qzEJErF3ercbx82m8/Xf9k4GVDfQOK7PYhU/uA2TiJFaS9AkYsQP/Y264aflNJyf/OQnnHvu\n", "uYwb51WjJxiBbfQicpGIvCQir4jIl1yOt4jIQRHZYL9uDdpnueIWl07IZfZKbVcPkSiH+bX43JcX\n", "GSpBlZK2bPtsbb7fk05iX89ZUfNhSFU1tcdOBenTdQWoO64vE0jjiS0MmfavVDUci9QNZfDEjzPk\n", "PZ/vPV5VNwSTiKdd1yTiVNU25zyeH//4x1x99dW534hPAmn0IlIN3AN8GKvIxZ9E5HFjzBZH098b\n", "Yy4L0leF4KbthD6FV4KZZyBXn6pq71maaK6Omlbc4rFvKbiabAAwcUN8c3wElsM6UiGpI85bzv5n\n", "FtC1989U1Q1h2Nl39LOvN036BE2TPuF6fk3zGAaNu5iO11Zh4jGkpp7GsRdR0zzGtb0Xzz33HG+8\n", "8Qaf+IR7P2EQ1HQzHdhqjNkOICIPAXOwsi6mMuCdrLY272bXdZbZSwAj5i6fMbtMNfHQiHCsfsHM\n", "Y9vmTpxd85lhZ3Q1V2dvHC365VMyMUP3H7owuxMQjckqjeqG4bzrgmA28WPOvoOG0R+k++A2aoee\n", "TMOYWTlf48c//jEf+9jHGDx4cKCxZCKo6WY08HrK9k57XyoGmCEifxaRJ0QkN+NVBZBisnHmqekA\n", "FmKZWtbTF81xFgHCIpXCUuCVwQsGPX2kiq6UKJG4SVB6s1WaKc30mETP1nhbphPMgURSyFcsIkLj\n", "2AsYMvVzNI79cNriJ79873vf40c/+lEBRtdHUI3eT2zmemCMMeaoiFwMtAKnBOy33HDLHtkOvGIf\n", "W4aVWCx14vWtAUUx8VgUxxQmhXzaqH+li2N+eoCj51oaXuPzHRtPu+OFkn5+o6/atOq1L09eIs1y\n", "J4aq+MvxKrM7ceu2uRPX2Z9F2lOOMSYWfyUOfau1o+RjGXAEFfS7gFSD1Bgsrb4XY0x7yvsnReQ7\n", "IjLcGLPfeTERWZyy2WaMaQs4vigzmD5Tzkz6m7t8EcWKUVEcUxmxDJhZ/0pXY/0rXdD31Fdy4hu6\n", "W/BQRpypE0RkmXkrAQPQx1JoRKSFHJ3/QQX988AkERkPvAFcAVzpGNTxwB5jjBGR6ViLtPoJeQBj\n", "zOKA44kqTpuuc8FNqq03V7tvScLZsmjs5RFiF0HK2QndL3XCVYB+56FjK8BtyW0RWZTtnECC3hgT\n", "F5EbsL7MauAHxpgtIvI5+/i9wMeB60QkDhwFPhmkz3LEzkWTbcHNPiy7b+TNHaqxF5ZydkKHtRJX\n", "CZfAC6aGalnSAAAfCElEQVSMMU8CTzr23ZvyfgWwImg/5Y4jG6XbcvJleYZFlmKBVDaNXRdtRYQw\n", "F15le9oo4yyfFY8mNSsBYS5qiuICKbv/JVhPKfuAJaUe00CkEAuvJrRuXTWhdeuF9sv5nXopAEqJ\n", "0aRmSs54PJH0TjDZjivuOMwebfQ53HyZQJLnd76nYUT7R5pJNFe7lZ5cfc7kZ12Tr+VjdnGc42aS\n", "LHmyNy0OrrlulDxw8TmoMzYgLmaP1AykWU0gyfNjk+oaD35sKNTlpjPlY3ZxOSdmv0oeUukwWQ14\n", "VNCXKaWOU6+ENAsRw22tRRI/E+UCoPHouYMzCflMgjefydl5Tj3WuplksfmSOGNTTFa5pZCsYNRG\n", "X4ZkKNodFaKckKzoRKCAyj5s/00RsmDuy2DDLxaZJs3IsWXLFs4//3yOOeYYJk2aRGtra+h9qKAv\n", "TyLt9Iqag3jtlpmz126Z+ZT9KqqgzaFAt3NyTMXPRLkM6Bj0zBHS0idY5151zuRnL8wi5POZnCt+\n", "Qj9wZB+PrlvJz/5wPzv2vRr69ePxOHPmzOGyyy7jwIED3HfffXzqU5/ilVdeCbUfdcaWIZVSRaoY\n", "uDzGd2Brtvk4H3MNV9w2d6Lrd+XmoCyAM3afnzF69L9sQuvWVdnuN4px887vfMZp/4OXnHv5rc28\n", "+MafGdo4jJmnfJja6treY3vb9/DFB/+Ro11HSSQS1NXUcfucu5gy+ozQxvrCCy9wzjnn0N7eV9Bk\n", "9uzZvP/97+eOO+5Ia6vO2IGHxqn7x/XpZ9vciZCj89Fl0pi5dsvM0MwhLgullmZq308IB1xo5ezf\n", "z/1GcXHXOZOfXbV2y8zUYAHnRAvAmhd/zb1t36In0UNNVQ1P/uUXLP34d6mptsRi6/r/4kjsMAlj\n", "JWaLxTt54JnlfOuT9/deY+f+7Xzzydt48+BOThh6Iv9y8Z2cOHx8oPEnEgleeOGFQNdwoqabMiRq\n", "phGw/AZzl894yn5FyV/gRT7mr3zOWYYViZIkRgiTcpGKk0TaRJiJcyY/u8o2V7k+5RpjuK9tGV3x\n", "GD2JOLF4J6/t38Yf//ZMb5vDsUO9Qj7Jkdjh3vex7k5ueeTzvLZvG13xGK/t28Ytj3yeWHen73Ge\n", "euqpHHfccXzzm9+ku7ubp556iqeffpqODi8rXn6oRl+mFCvqxU90T8RTIng9/ZSFwMpApieVSJlS\n", "cqUY5qCESdDVE0vbZ4yhvfNg7/aMieezdmsbsbgluOtrGpgx6fze468f2E5XTxfGTuJrMHT1dLPz\n", "wA5OPu5UX+Oora2ltbWVG2+8ka9//eu8733v4/LLL6ehoSHoLaahGn0ZU2gt2r7mY/RpjY959BNZ\n", "zc82M6Q9/dj7iuV8XEBfXDn2+4J8NlXtPSPw5/j1S9GdrTk4rwNRXVXNKcdPoboqXdedMqrP/j59\n", "wkyuPfcmjhk0nKb6IVw45TL+/uzP9h5vqm+mpye9eHhPT5zB9U05jWXq1Km0tbWxd+9ennzySV59\n", "9VWmT5+ex115o4K+TClSiOVS+gupjHbjKJL6GJ+0L+dTPCTDpFEK+gnh5l+1Q4gTbonut2hKw8KP\n", "fJ13nzCVmqpajhk0nH+5ZEk/+/rsqXP54Wd/xU8/9xs+c97/TZsYRg4dzbmnfpiGmgaEKhpqGvjg\n", "qRcwcqiz9lJmNm3aRGdnJ0ePHuVb3/oWu3fv5tOf/nQId9iHmm7Kl4KtPk0x10x1OexW47YsncP5\n", "OBJtQed5zsb7z1zYfWLtfIDand13DSnQZ+PicFzW8JfO0AVitvuFcBOnFZOhg4bxlY8Fy7d4w6yF\n", "TBs/g537tzNm+EmcffJ5OV/jJz/5Cd///vfp7u7mgx/8IKtXr6a2tjb7iTmg4ZVlSqFCLF3s7U7W\n", "t9703DSP8yKfYjkI2WzHG+8/c2HHewd9hVr7Z9xtaHz+6C1DHm9fl+m8kMfXL5S0kHb6TOGr+Vyv\n", "EPeguW5Uoy9nCqVFZ1pVGMOj2lGlp0Twkwum+8Ta+b1CHqBW6D6xdv6E1q3H4uOzCeqELFHRkqxP\n", "lrncVzkXXokyKujLFB+JxTKSowa+DyuHSUVq6j4paKK2sHK5Ry2uPZ/7ito9VAKBBb2IXAR8G6vC\n", "1PeNMV93abMcuBirwtSnjTEbgvar5K9FZwmHdHtSuGoAC3jf1O7svis+sjbNdFO7s/sun6cvJYeJ\n", "JEJ28WxPlprJNAIEEvQiUg3cA3wYq1D4n0TkcWPMlpQ2lwATjTGTROT9wHeBs4P0qwTG858v6JNC\n", "BZPVVHbGtRuWbrz/TFKdsWdcuyFrlJKt9fpeV++1YtV+n5fwz3ficHMKl4szdiARyBkrIucAi4wx\n", "F9nbNwMYY76W0uZ7wO+MMT+zt18CzjPG7HZcS52xRUJz5eRHiq05WcxjHyHYkD3y4SSAS9yuvXbL\n", "TLf264HJ5OEUDcuh6jZZlMJB7ESdscHj6EcDr6ds77T3ZWtzYsB+lWBUfNbBQmALp2VYAvUsMizo\n", "CSFj5sYcheE48o8/Dxy77pWSIZ/1Ckr4BLXR+50mnbNN+U+vEcSvg3Wgm2cC2rez2pzzSH7mZhZy\n", "jW7K0H4H/csG9lIEm77n51Iq52rqPYsMbGNBUEG/CxiTsj0GS2PP1OZEe18/RGRxymabMaYt4PgG\n", "DLnmmyl1OGSp4u4LnYHSxlXord0yM3kMUoRtriGFbnZx+6/TRLIMfN1zWS54y0TqPT/34gcgxRwV\n", "dux/sRGRFvpSWPsiqKB/HpgkIuOBN4ArgCsdbR4HbgAeEpGzgXec9vkkxpjFAcczkCmb6AaPSWkJ\n", "KfnXcxX8OUwcQT+nfIViMg+Nq7D1o/W6aOUXOo57OUUz3nNIDtWoTRae91zuDmRbAW5LbovIomzn\n", "BBL0xpi4iNyA9YOpBn5gjNkiIp+zj99rjHlCRC4Rka3AEeCaIH0qFYHbP+Gd9PmMcsp+WczsmT61\n", "bzehBwEmGD9PIn7SFXgR5Nzk+eUkPIPeb7kROI7eGPMk8KRj372O7RuC9qNkJWoaVa6kBgbkqmXn\n", "oqUH/pxStW+7Huw6LGfoDmDhOVZlJqdpJWgemiBPIqH8NrLZ+f0KzyJVpSr3/4dQ0ZWxFUKZOVid\n", "/4QJipRJNUzN0xZYj9GX4XME8Ni2uRPnOKs92fb5kgiefO7ZKdTtv4F9G2GtAM5GuT1hFBpNaqaU\n", "BIdNvQ24FYdzLIDpJqfz88Uj/h08asIGiXwppgPRo68tWCGlqaz2quDkRS41dBV/aFIzJbI4o37m\n", "Lp+RluExFyFdLk8zQW3oRdRQ3cxEbumplTJBNXpFyRMX0w1Ya0Q2AAvLdWFQkJW32ezvhVgpWySb\n", "f2TxIztV0Fcom2fNT/vxT1lz14D68RcLW8gsBSYBg+nzNfgWYMVKUOa3Hy8zkf3e83y/QjxMwRyF\n", "FAulRgX9AMUW8v1+/ANd2LesW5EmYNqmXR/a55Gv7blYtvdc+8ln8sn2GaRcMy1XUJB7VZu/2ugH\n", "MmWzeKpY2EI+LdqjZd2KeWEK+0x4abFV7T1LE83VOX9XeWjFOf0mwo4zd5lokhRiZbLiQAW9MlAo\n", "9OTnGbftFVIIUPOZYWd0NVfn1FGxQhS98Ai9XMqdx0+q2dOdaPrN4ar6V7ogPYTUq3JZ0O9B4+V9\n", "UJTYZaXoaHbKIpMlS6PXJLNg0NNHquhKMZ/GTYLs31U+2SZD+U24ZKl8DPglcBY10hwfVVf1ztXD\n", "Ep3vaVhPEWzlmh3TH6rRVyBT1ty1avOs+WmheJVkn8/T1l5wzS/HLI1nAdS/0sUxPz3A0XMHA9D4\n", "fMfG0+54IfTvyisRmh1hA/5t5c5Jpr5fi2qpOnjlMeMOXgkT+vY6P/8kgb8HLT2YHXXGKmWFi629\n", "A/Blay+kMzYTLqaWTNwyoXVrxqpUYUSa5OsE9gi99CLtmoVwxgYlQiUZ80adsUolkret3RbsRf9H\n", "diRCO4sMeeOxMnhmLT+ItVK1N79OHuaKfD9Hp2YewzIB17q07Zcl08f1i0aRUlZHArXRK0oRmNC6\n", "dZUd8rc+S9Oz3CpWJUnR5pMTxuTwRpkdWwim2sTnAB/Fuq/uTOfaCeCesl/5VN0Km8CVtcoF1eiV\n", "cqPcoyyWAbPwVrJGYJUn9DLFhBU9lPfn6KGZexX0yBh5lHqPXmYUP+aVSjDBFBLV6JWywja/pEVZ\n", "FMvWHga2YLsNK2OnFwXXLF0088AmiyzXzKg9e9WcdYvyWbtl5rrUWrxe5/oY8oCJTlNnbAVSKqdj\n", "sSnn+3QseBqBS2ZIt9Wd5brkP7mCNTapLjXCaP1pd7wwDTydvKvtv17O32RqhgVu5/rJrFkJTwIF\n", "TYEgIsOBn2E5hLYDlxtj3nFptx04BPQA3caY6fkOVslOkKiUcqKS7jNX4V2OSby2zZ04O3ZK3WPv\n", "XDWsnjr73zxhYlTJHDv0Mx9BD5ZvYBz9Hdw5p1AuVwoddXMzsNoY8w0R+ZK9fbNLOwO0GGP2B+hL\n", "8c9ASX9QMfeZa3Hwcogb76cpt25d9Yc/nrOZOul7cqmSevq+s0w+A7f4+yRn0N8EXbEmmHwJIugv\n", "A86z3/8Iq3iEm6AHUE1diQRRNfdEVXjnY9rwClukuXqf1zmZ8u2n7B8BTKFvkZZbZbJ9wFW5VtAq\n", "R5NNLgQx3Rwwxgyz3wuwP7ntaLcNOIhlurnXGPOfHtdT000IVJJJIxP53OdA+WzCIuRFVauxtOxA\n", "mTodAtrVt5HNZFPMal3FwI/szBh1IyKrRWSTy+uy1HbGmi28ZowPGGPOBC4GrheRczP0tzjl1ZJp\n", "bIo75R6V4pc873PAxE2HRKifVxiRPudMfnbVOZOfvdAW5gtJj5pJACN8RNyU9e9ARFpSZaWfczKa\n", "bowxnk4QEdktIiONMW+JyAnAHo9rvGn/fVtEHgWmA894tPU1aCUzpVoBWmwq+T7L3LTgaW8Pc3Vs\n", "irlnKX22+rOwwivLVkPPhjGmDctUDoCILMp2TpA4+seBq+33VwOtzgYiMkhEmu33g4ELgU0B+lR8\n", "0rJuxeyWdSuesl9RWIUYBcoibjpAXHjY5PV5pWju67Fs5lsKMrq+vvaRLsuyaehl8TsIk6DhlT8H\n", "xpISXikio4D/NMZcKiITgF/Yp9QAK40xX/W4ntroQ6LSbNFhOlCj6oxNxcvG7TdcMFsZyVzKTOb7\n", "ZFFMO3g+n1eZPzGloaUEBygt61Z4FXdORj1EUsC5UWmTlh+CCPpsZSSLVWYy6GSVY18V5VzNlcDO\n", "WKWiOIMUU0AZmXPK2nGWJ0FMC9k+r4r7PAuRzqHS0KRmlYnTGeaMNy7bxUV+KQcTjReZYsrLiIIm\n", "n/MwvZTbZ1Q0VNBXIG3Trl/Vsm5FMhphHFAHNJd2VOm0rFuxEGuBXQNWTvUbPIRxzgKj1IXAwyCA\n", "4Mr2eRUl+2chJ6uBlEc+LNRGX6G4CLtUSmrntoX8Vxy7u4GPuo0pV+3cw0exum3a9ZHKfZKLUzTM\n", "6xaq32JRTPt/OaDO2AGMh7Dbh+WUzcuUEZY5pGXdir24V1nKa3zOceGRzTBKgr5YTtFKRAV9OuqM\n", "VdwIIuTTYrsL4NAdkeu13caFtZik34rJiDmgK84pWkQGXBx8UFTQVy7OfwawqxflKfDCFEx3ZTme\n", "y7XdxtVC34KdpCP6LMor2kjxQKNsckcFfYWSkgvGmTGw5Jpj27TrlwK3AO1YtvmjBegjnxWTxUS1\n", "0gCk5rxRIZ8dFfQVjC3sshWj9kuogqlt2vVL26ZdP6Rt2vV19HfMQkouj2KOq1jYtvg0rVTt80qh\n", "UGdsheMSfRMDNmNpu4GcnmFF7QSNkvEa10BcVasMPDTqRgHSBKGzcIMvwVfoxUeFDIcs54VTiuIH\n", "FfRKGvkI1DCfCHLoQzVvRfFJoWvGKhWIR0x6alRLPX1VfUJZcZqyklc17wFEORY5L1dU0A8sMi5/\n", "d0sdQOZc4qHlzKnkIiIDGa90wLaQfzQ2qa7x6LmDQZi18f4zbzvj2g1LSzbYCkYF/QDCh+bsFpMO\n", "1oTglkqhaDj8DBCi6UgpDFly0iyITaprfOdTw6BOAKoYX3fn2i0z1/kNl9QnAv+ooB9g5KE578MK\n", "A1wKnAmk2gJjFCGUMUPeHl+mI3XIFgen9o73IrtVAEfPHZwU8hY1UoXPJ8TkE0HK9Wdumztxngp7\n", "d/KOoxeRT4jIZhHpERFnJfbUdheJyEsi8oqIfCnf/pSi4BqTnrL4yOnw2VwkoekUGEmyLoAqUuqG\n", "AY9b+UPc8xklWYaQCNClppDIgSAa/SYsTe9erwYiUg3cA3wY2AX8SUQeN8YUrIakkj95OEWdq26j\n", "SEat0i/FyPhY5lkl/Zj9en1CE1q3rtp4/5m3Mb7uTluTTzuuhEvegt4Y8xKASMaonunAVmPMdrvt\n", "Q8AcClgsWAlGBtNOXnnMg5hNHHb5GH3x/0mKIhhcMk3O3DxrfqgrWYvRRwlImv1cc9Kfce2GpWu3\n", "zFzndTwLRcmrXykU2kY/Gng9ZXsn8P4C96kUgHxCIPMpAGKfsxSYBAymz7wYIz2dg19nbBgCIZSn\n", "gjD6iLDW7/o5Zyugkm+BlQmtW1dtmzsx7feo9nlvMgp6EVkNjHQ5tNAY80sf189pNZaILE7ZbDPG\n", "tOVyvlJY8nDkZhVeDo2/Dbid/po7KftyKnBerBj9Ipp2Iqn1F6v8oUukzYDLQS8iLVgZWn2TUdAb\n", "Y5yrKHNlFzAmZXsMllbv1d/igP0pRSBTqKNDcGdyxrlp/LPIHCBwRspx34u1nBNUHkI541NBSALY\n", "z5NHMZ4s8sYW9mCNacHaLTMJU9hrpI2FrQC3JbdFZFG2c8LKXullqH8emCQi40WkDrgCeDykPpUS\n", "4IhiOct+JaNZFpIeeTEFy+SSxCm8nIIr0+/Rq8B5TqQI5d7oEHufJz4yTS4lYARIJWSzdIu8sfeF\n", "hUba5EneNnoRmQcsB44Ffi0iG4wxF4vIKOA/jTGXGmPiInIDlsZRDfxAI27KnkyhjvMdx+qx7Oq9\n", "5hbozbkDcJLLdQzpikMC2AgMASbmPeo+3ITFUrJoxVPW3LVq86z5yfOXbp41fynWfbVhPWkExhbs\n", "mcYRdQdkpJ84BjJBom4exZq9nfvfAC5N2X4SeDLffpSyotZl3zhs0469nfro7ebD6QB67PevAAvt\n", "94852oW5WOuMzbPmz86kQbuYZ5J4mZvaQhpbL/Zkk2YHLzetPyBRn+gii66MVXLF+c+WJOayD/rq\n", "wM4CtjnauJn8BqVcD/p8AU4Hbb/FWj5DOZfRXzinrcj0sOF7Pcl4mZtu3Txr/rqwBbEPrb+U5CSI\n", "vfLgeKGRNvmjaYqVnPFwxo6gL6tlLjht737bpKVXziXV8eZZ89e5jHX1lDV3XeiiuXfQFwvuFZzg\n", "dQ+rp6y5a0BFhfgV3i55cDrQ2q95oWmKlYLgFmaZYnfPhQ5gCXAz0JyhXRXpwjRoRErSaeymeXpd\n", "ZxnwQdwXbS3B8k9kjDIaCOQQF6/2/CKiNWOVsHDmyclEAstJO88uFO6HKmArdkRKkFj4PCNcpgF1\n", "KdsG+x6mrLlrKXAVZVi7VhkYqEavhIJjYZKzZKGTKmBfStz9YJ/dTABuyGB7920fzmDrdl4ngRUd\n", "NIt0n4IA+5IThDpKc0Ydq0VEbfRKQXDY8SfR3zSzum3a9Rd6lDfMhGfpw1Rn7OWPvt123tpDLfah\n", "nISubadfSvoCLdexDDQbfJjk6oxV3FEbvVIyUu34Ho7S0LW3Ff/6avLtCNJTKXiuVHVG2Nh/F2CF\n", "hWZbwKUaaADyzXOj5I4KeqXgZMk34xWuCf0XT/WbIFIEdSZzUaYEYakT0Aftv14mpyQJ4DY1zSjl\n", "gppulJLjktjsY6SbTZKrYxem2uczLGJyY/2UNXdNS92xedb8XMxGMWAz9uIvFfJKVPAjO1XQK5HD\n", "w26/um3a9Rc6TC25xO7HgDm20zR5jbPJHNYJlmBfjwp3JaKojV4pC/rZyb9xcqZ2qRp8LqXo6oEF\n", "dr4ar6eAbvuaSdNNB3CVCnil3NE4eqWkuGSTfGL+ip27cI9JzyXbpRdeqQzAKo85hzLOIKkobqhG\n", "r5SafsL75B2xf7z80bdv+/m8d7XY+5a1Tbt+1Wbmu6WkbSe7+QXSJwsv9kU8l4yi5IUKeiWKVJ23\n", "9lDL55csdsaouy2y+Rpwa8q+VKdpG32VeJalpBr2ivJpC2f4ihItVNArpcYtm6QrjtWnybwyLcAz\n", "wIfs7QenrLnrmpTTelMspPgCdmGtsnX22ZLaXlEqBY26UUrO5lnzFwJ3kp60zNM+7iOs8hY7/0wu\n", "50DKStcIF+FWlDQKGl4pIp8AFgPvBt5njFnv0W47cAirmES3MWZ6voNVKheHYG3DYXJxtM0W/94O\n", "/K/jWmeRPbvkRSnhl/1S6KqwV6JIocMrN2FlALw3SzsDtBhj9gfoS6lwkk5QFyE7a/Os+bc5NfQs\n", "NNM3EfhdEHUoRZBrCl2loghSSvAlABFfSrhq6opf3EIol2yeNf9j9JUkzJQ2IV++HuK1FCVSFCOO\n", "3gC/FZHnReT/FKE/pfIQLNPLBcATWLnhU/PJ/xBrEtiHlbM+F47S36bvzK2vKXSVsiajRi8iq4GR\n", "LocWGmN+6bOPDxhj3hSRdwGrReQlY8wzHv0tTtlsM8a0+exDqRyyReFUYTluL3FLEWybfp7IcL6T\n", "/3GahTS3vBJlRKSFPh+Wv3OCRt2IyO+ABV7OWEfbRcBhY0w/7UidsUoSlygcN9JywafkkB+HFUs/\n", "0uV8ZzbMftdRlHLDj+wMy3Tj2omIDBKRZvv9YOBCLCeuonhia9i34TOXjS3kH6MvsmYUVpTX+pTX\n", "aqyFVWqSUQYceTtjRWQesBw4Fvi1iGwwxlwsIqOA/zTGXIqlVf3CdtjWACuNMfkUkVYGHi14KyIJ\n", "0lexLqB/DvlarJQGadr65lnz16EmGWWAESTq5lGsMDjn/jeAS+3327DyiitKmFQBt26eNX9droJa\n", "c9koAxHNXqlEFWfki5NkbDtY2r3TzBNDzTKKAmgKBCXCpKyW9VrVuhpLmDtTG2wFblCzjDIQ0ApT\n", "SkXgkfIgAVyCNRH0q0alkTTKQKGYUTeKUkicZhwtzq0oOaCCXok8tkBPXQl7ScoiJ13FqihZUNON\n", "UvZoSmFlIKM2ekVRlApHbfSKoiiKCnpFUZRKRwW9oihKhaOCXlEUpcJRQa8oilLhqKBXFEWpcFTQ\n", "K4qiVDgq6BVFUSqcvAW9iHxTRLaIyJ9F5BciMtSj3UUi8pKIvCIiX8p/qIqiKEo+BNHonwKmGGNO\n", "B14G/s3ZQESqgXuAi4DTgCtFZHKAPssWu6BvRVLJ9wZ6f+VOpd+fH/IW9MaY1caYZLGHPwAnujSb\n", "Dmw1xmw3xnQDDwFz8u2zzGkp9QAKSEupB1BgWko9gALTUuoBFJiWUg+g1IRlo78WeMJl/2jg9ZTt\n", "nfY+RVEUpUhkrBkrIquxCnw7WWiM+aXd5hagyxjzXy7topExTVEUZQATKHuliHwa+D/ALGNMp8vx\n", "s4HFxpiL7O1/AxLGmK+7tNVJQVEUJQ+yZa/MqNFnQkQuAv4FOM9NyNs8D0wSkfHAG8AVwJX5DFRR\n", "FEXJjyA2+ruBJmC1iGwQke8AiMgoEfk1gDEmDtwArAJeBH5mjNkScMyKoihKDkSm8IiiKIpSGCKz\n", "MlZE7rQXX20UkTUiMqbUYwoTvwvMyhUR+YSIbBaRHhE5q9TjCYtKXvAnIveLyG4R2VTqsYSNiIwR\n", "kd/Zv8kXROSmUo8pTESkQUT+YMvLF0XkqxnbR0WjF5FmY0y7/f5G4HRjzGdLPKzQEJELgDXGmISI\n", "fA3AGHNziYcVGiLybiAB3AssMMasL/GQAmMv+Psr8GFgF/An4MpKMT+KyLnAYeDHxpippR5PmIjI\n", "SGCkMWajiDQB64C5lfLdAYjIIGPMURGpAZ4F/tkY86xb28ho9Ekhb9ME7C3VWAqBzwVmZYsx5iVj\n", "zMulHkfIVPSCP2PMM8CBUo+jEBhj3jLGbLTfHwa2AKNKO6pwMcYctd/WAdXAfq+2kRH0ACLyFRF5\n", "Dbga+Fqpx1NAvBaYKdFCF/xVAHbU35lYClbFICJVIrIR2A38zhjzolfbvMMr8yHbAixjzC3ALSJy\n", "M/DvwDXFHF9QQlhgFmn83F+FEQ27ppI3ttnmYeALtmZfMdgWgjNsf98qEWkxxrS5tS2qoDfGXOCz\n", "6X9RhhpvtvuzF5hdAswqyoBCJofvr1LYBaQGBYzB0uqVMkBEaoFHgJ8aY1pLPZ5CYYw5aIe0vxdo\n", "c2sTGdONiExK2ZwDbCjVWApBygKzORkWmFUKlbL4rXfBn4jUYS34e7zEY1J8ICIC/AB40Rjz7VKP\n", "J2xE5FgROcZ+3whcQAaZGaWom4eBU4Ee4FXgOmPMntKOKjxE5BUsp0nSYbLWGPP5Eg4pVERkHrAc\n", "OBY4CGwwxlxc2lEFR0QuBr6N5ez6gTEmYxhbOSEiDwLnASOAPcDtxpgHSjuqcBCRmcDTwF/oM8H9\n", "mzHmN6UbVXiIyFTgR1jKehXwE2PMNz3bR0XQK4qiKIUhMqYbRVEUpTCooFcURalwVNAriqJUOCro\n", "FUVRKhwV9IqiKBWOCnpFUZQKRwW9oihKhaOCXlEUpcL5/zBkB9JrpvwHAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAXYAAAD3CAYAAAAJxX+sAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAEkJJREFUeJzt3W2QneV93/HvT4tk8SSLEiMFaWthIxvJj9BaMLSp1YZO\n", "ZNWGOmmHMM0w9rSxOh25JONmqD3johm/ykMnlGGGKDVtceNYbnGdkacoqj320snEpVJ4cAIrRwpR\n", "LUSRKYlswMhI8O+LPZDDYXfPvdoVR7r0/bza67r/133/j0bz22vuPec+qSokSe1YNOoGJEkLy2CX\n", "pMYY7JLUGINdkhpjsEtSYwx2SWrM0GBPsinJviT7k9w6zfErknw7ybEkn5rm+FiSh5J8baGaliTN\n", "bNZgTzIG3AlsAtYDNyVZN1D2DPBJ4DdmOM0twGOAb5iXpDfAsB37BuBAVR2squPADuCG/oKqerqq\n", "9gLHBxcnWQ1sBj4PZGFaliTNZliwrwIO9Y2f6M119ZvArwAvz7EvSdJJGhbsJ337JMmHge9X1UO4\n", "W5ekN8w5Q44fBsb7xuNM7dq7uBa4PslmYCmwLMkXqurm/qIk3nuXpJNQVdNumocF+15gbZI1wJPA\n", "jcBNM9S+5gJV9RngMwBJPgj8q8FQH9acJGl6s22KZw32qjqRZCuwGxgD7q6qySRbese3J1kJ7AGW\n", "AS8nuQVYX1XPDZ5uPi9CktRNRv3Y3iTljl2S5ma27PSTp5LUGINdkhpjsEtSYwx2SWqMwS5JjTHY\n", "Jakxwz6gpNNA7ymbK0bdxyl0pKpeGnUTUisM9jPDCqYe79CqVUx9slnSAjDYzyDrPvo5Fp+7fNRt\n", "LJjjLxxl8qufHXUbUnMM9jPI4nOXs+T8i0bdhqTTnH88laTGGOx6jQR+6R9fNeo2JM2Dt2L0qgvP\n", "W8JHrn0bV73jklG3Imke3LHrVc/+6EV+9xv7eP7Y676+VtIZxGCXpMYY7JLUGINdkhpjsEtSYwx2\n", "vWrpkjFuuu4KLlv5Zm766XeydMnYqFuSdBJ8u6NedezFl/jSN/bxpW/sG3UrkubBHbskNcZgl6TG\n", "GOyS1JhOwZ5kU5J9SfYnuXWa41ck+XaSY0k+1Tc/nuRbSR5N8idJ/uVCNi9Jer2hfzztfXvPncB1\n", "TH3Zw54kO6tqsq/sGeCTwD8cWH4c+OWqejjJBcAfJfn6wFpJ0gLqsmPfAByoqoNVdRzYAdzQX1BV\n", "T1fVXqaCvH/+qap6uPfzc8AkcOmCdC5JmlaXYF8FHOobP9Gbm5Mka4ArgQfmulaS1F2X97HXfC/S\n", "uw1zL3BLb+c+eHxb33Ciqibme01JakmSjcDGLrVdgv0wMN43Hmdq1961mcXAV4Dfqarfm66mqrZ1\n", "PZ8knY16G96JV8ZJbpuptsutmL3A2iRrkiwBbgR2zlCb1wySAHcDj1XV7R2uJUmap6E79qo6kWQr\n", "sBsYA+6uqskkW3rHtydZCewBlgEvJ7kFWA+8H/gF4DtJHuqd8tNV9fun4LVIkuj4rJiq2gXsGpjb\n", "3vfzU7z2ds0r/gA/BCVJbyhDV5IaY7BLUmMMdklqjMEuSY0x2CWpMQa7JDXGYJekxhjsktQYg12S\n", "GmOwS1JjDHZJaozBLkmNMdglqTEGuyQ1xmCXpMYY7JLUGINdkhpjsEtSYwx2SWqMwS5JjTHYJakx\n", "BrskNcZgl6TGDA32JJuS7EuyP8mt0xy/Ism3kxxL8qm5rJUkLbxZgz3JGHAnsAlYD9yUZN1A2TPA\n", "J4HfOIm1kqQFNmzHvgE4UFUHq+o4sAO4ob+gqp6uqr3A8bmulSQtvGHBvgo41Dd+ojfXxXzWSpJO\n", "0jlDjtc8zt15bZJtfcOJqpqYx3UlqTlJNgIbu9QOC/bDwHjfeJypnXcXnddW1baO55Sks1Jvwzvx\n", "yjjJbTPVDrsVsxdYm2RNkiXAjcDOGWozj7WSpAUy6469qk4k2QrsBsaAu6tqMsmW3vHtSVYCe4Bl\n", "wMtJbgHWV9Vz0609lS9GkjT8VgxVtQvYNTC3ve/np3jtLZdZ10qSTi0/eSpJjTHYJakxBrskNcZg\n", "l6TGGOyS1BiDXZIaY7BLUmMMdklqjMEuSY0x2CWpMQa7JDXGYJekxhjsktQYg12SGmOwS1JjDHZJ\n", "aozBLkmNMdglqTEGuyQ1xmCXpMYY7JLUGINdkhpjsEtSY4YGe5JNSfYl2Z/k1hlq7ugdfyTJlX3z\n", "n07yaJI/TvK7Sd60kM1Lkl7vnNkOJhkD7gSuAw4De5LsrKrJvprNwOVVtTbJ1cBdwDVJ1gC/CKyr\n", "qh8n+TLw88A9XRrrXXvF3F/SGeNIVb006iYktWfWYAc2AAeq6iBAkh3ADcBkX8319MK6qh5IsjzJ\n", "CuCHwHHgvCQvAecx9cuhqxVzrD/TrAKeHHUTktozLNhXAYf6xk8AV3eoWVVVDyb5t8D3gBeA3VX1\n", "jbk2uO6jn2Pxucvnuuy0dfyFo0x+9bOjbkNSw4YFe3U8T143kbwd+CVgDfAD4L8m+SdV9cVparf1\n", "DSeqauKVweJzl7Pk/Is6tiFJbUqyEdjYpXZYsB8GxvvG40ztyGerWd2b2wj8YVU902vqvwHXAq8L\n", "9qra1qVZSTpb9Ta8E6+Mk9w2U+2wd8XsBdYmWZNkCXAjsHOgZidwc+9C1wBHq+oI8F2m/oh6bpIw\n", "9QfYx+b2Uk69f/oP3s3fed8qPvahd426FUlaELMGe1WdALYCu5kK5S9X1WSSLUm29GruAx5PcgDY\n", "DvyL3vzDwBeY+uXwnd4pf/uUvIqTtGHdSgL8z0cOc87YIt5/+VtG3ZIkzduwWzFU1S5g18Dc9oHx\n", "1hnW/hrwa/Np8FR679t+gn3f+0sA/vTQX/A3r1jJwweeHnFXkjQ/Z/UnTy9atpRjL54A4IUfn+Di\n", "ZUtH3JEkzd9ZHeyLEl6uqTf+LFr0Vz9L0pnsrA72Z354jKVLpu5Gnb90MX/57I9H3JEkzd9ZHeyP\n", "HPg+a1dPffhp/ZqL+ePHvb8u6cx3Vgf7nn1HuOiCpfy9q8ah4IHHnhp1S5I0b0PfFdO62+99EIBv\n", "PnhoSKUknRnO6h27JLXIYJekxhjsktQYg12SGmOwS1JjDHZJaozBLkmNMdglqTEGuyQ1xmCXpMYY\n", "7JLUGINdkhpjsEtSYwx2SWqMwS5JjTHYJakxBrskNWZosCfZlGRfkv1Jbp2h5o7e8UeSXNk3vzzJ\n", "vUkmkzyW5JqFbF6S9HqzBnuSMeBOYBOwHrgpybqBms3A5VW1FvgEcFff4X8H3FdV64D3ApML2Lsk\n", "aRrDduwbgANVdbCqjgM7gBsGaq4H7gGoqgeA5UlWJHkz8FNV9R96x05U1Q8Wtn1J0qBhwb4K6P+W\n", "5yd6c8NqVgOXAU8n+Y9JHkzy75OcN9+GJUmzO2fI8ep4nkyz7hzgKmBrVe1Jcjvwr4F/87rFyba+\n", "4URVTXS8riSdFZJsBDZ2qR0W7IeB8b7xOFM78tlqVvfmAjxRVXt68/cyFeyvU1XbujQrSWer3oZ3\n", "4pVxkttmqh12K2YvsDbJmiRLgBuBnQM1O4Gbexe6BjhaVUeq6ingUJJ39OquAx6dw+uQJJ2EWXfs\n", "VXUiyVZgNzAG3F1Vk0m29I5vr6r7kmxOcgB4Hvh43yk+CXyx90vhzwaOSZJOgWG3YqiqXcCugbnt\n", "A+OtM6x9BPjAfBqUJM2NnzyVpMYY7JLUGINdkhpjsEtSYwx2SWqMwS5JjTHYJakxBrskNcZgl6TG\n", "GOyS1BiDXZIaY7BLUmMMdklqjMEuSY0x2CWpMQa7JDXGYJekxhjsktQYg12SGmOwS1JjDHZJaozB\n", "LkmNMdglqTFDgz3JpiT7kuxPcusMNXf0jj+S5MqBY2NJHkrytYVqWpI0s1mDPckYcCewCVgP3JRk\n", "3UDNZuDyqloLfAK4a+A0twCPAbVQTUuSZjZsx74BOFBVB6vqOLADuGGg5nrgHoCqegBYnmQFQJLV\n", "wGbg80AWsnFJ0vSGBfsq4FDf+IneXNea3wR+BXh5Hj1KkubgnCHHu94+GdyNJ8mHge9X1UNJNs66\n", "ONnWN5yoqomO15Wks0IvRzd2qR0W7IeB8b7xOFM78tlqVvfmfg64vncPfimwLMkXqurmwYtU1bYu\n", "zUrS2aq34Z14ZZzktplqh92K2QusTbImyRLgRmDnQM1O4Obeha4BjlbVU1X1maoar6rLgJ8Hvjld\n", "qEuSFtasO/aqOpFkK7AbGAPurqrJJFt6x7dX1X1JNic5ADwPfHym0y1k45Kk6Q27FUNV7QJ2Dcxt\n", "HxhvHXKO+4H7T6ZBSdLc+MlTSWqMwS5JjTHYJakxBrskNcZgl6TGGOyS1BiDXZIaY7BLUmMMdklq\n", "jMEuSY0x2CWpMUOfFSNJp7ve13iuGHUfp8iRqnppLgsMdkktWMHU90C0aBXw5FwWGOySmrHuo59j\n", "8bnLR93Ggjj+wlEmv/rZk1prsEtqxuJzl7Pk/ItG3cbI+cdTSWqMwS5JjTHYJWkOLjxvCVt/9v2j\n", "bmNWBrskzcGmDWv4axcuHXUbszLYJamj8Usu5PD/e27UbQxlsEtSR2+/9M08/uQPRt3GUAa7JHXw\n", "3rf9BI/82dMko+5kON/HLkkdvHXlMsZXXMjyC97E6ksu5N2XXcyf/Pkzo25rWp2CPckm4HZgDPh8\n", "Vf3qNDV3AB8CfgR8rKoeSjIOfAG4BCjgt6vqjoVqXjqb+XyUN9bX/vBxAH7y4vN5+6XLT9tQhw7B\n", "3vvPcydwHVPPYtiTZGdVTfbVbAYur6q1Sa4G7gKuAY4Dv1xVDye5APijJF/vXyvppPl8lDfYknMW\n", "cePffSfr11zMlWsv4aH93x91S9PqsmPfAByoqoMASXYANwD94Xw9cA9AVT2QZHmSFVX1FPBUb/65\n", "JJPApQNrJc2Dz0d547x44mVuv/dBuHfUncyuS7CvAg71jZ8Aru5Qsxo48spEkjXAlcADJ9GnpBn4\n", "fBQN6hLs1fFcg38rfnVd7zbMvcAtVfW6N4Em2dY3nKiqiY7XlKSzQpKNwMYutV2C/TAw3jceZ2pH\n", "PlvN6t4cSRYDXwF+p6p+b7oLVNW2Ls1KemOdM7aID129hueOHedvv2cVv/6lPRx78bT6m+ZZo7fh\n", "nXhlnOS2mWq7vI99L7A2yZokS4AbgZ0DNTuBm3sXuwY4WlVHkgS4G3isqm6fy4uQNHrvuuxi/sY7\n", "V/CtBw9x/tLFfOCKlaNuSR0M3bFX1YkkW4HdTL3d8e6qmkyypXd8e1Xdl2RzkgPA88DHe8v/FvAL\n", "wHeSPNSb+3RV/f6CvxJJC+6RA09z4PBRAJZf8CYePY3f4qe/0ul97FW1C9g1MLd9YLx1mnV/gJ9u\n", "lc5oYwn/6INr+e//63H+4tljo25HHRi6kmb1wx+9yL337+fad1/K+y9/y6jbUQcGu6RO/s9Tz/Iz\n", "G9aMug11YLBLmtHHNr2LX/zIewC4eNlS/vz/nv5PNpTBLmkW/2PPQb535Fk+cu3bOPbiCf7Lt/50\n", "1C2pA5/uKGlGTz7zPE8+8/yo29AcGew6ozT+REM4DZ9qqDOPwa4zTctPNITT9KmGOrMY7DojtfRE\n", "Qzj9n2qoM4vBrjOSTzSUZua7YiSpMe7YpWmMjYWf/am1LFm8iAvPXcJv7fzOqFuSOnPHLk3jp6/6\n", "6+z+3wf54tf38dafXMa7Lrt41C1JnRns0jTeunIZf/8DbwXg8NPPcclF5424I6k7b8VI07hn16Nk\n", "0dSXgr1j9UV8+ZvfHXFHUncGuzSNF0+8DMBV77iEPd89wtNHXxhxR1J33oqRZvDm85fwvsvfwn/e\n", "/dioW5HmxGCXZvAzG9bwn3Y9ytii8IErWn6KgVrjrRhpGj/3wbX88xvexz/78HtIwpZf//qoW5I6\n", "M9ilaXzl/v185f79o25DOineipGkxhjsktQYg12SGjM02JNsSrIvyf4kt85Qc0fv+CNJrpzLWknS\n", "wpo12HvfVnMnsAlYD9yUZN1AzWbg8qpaC3wCuKvrWknSwhu2Y98AHKiqg1V1HNgB3DBQcz1wD0BV\n", "PQAsT7Ky41pJ0gIbFuyrgEN94yd6c11qLu2wVpK0wIa9j706nifzbWQmx184eqpOPRLzeT3+WyzM\n", "2tOR/xZT5vta/LeYkqqZszvJNcC2qtrUG38aeLmqfrWv5reAiara0RvvAz4IXDZsbW++6y8PSVKf\n", "qpp2Uz1sx74XWJtkDVPfnH4jcNNAzU5gK7Cj94vgaFUdSfJMh7UzNiZJOjmzBntVnUiyFdgNjAF3\n", "V9Vkki2949ur6r4km5McAJ4HPj7b2lP5YiRJQ27FSJLOPH7yVJIaY7BLUmMMdklqjMEuSY0x2CWp\n", "MQa7JDXGYJekxhjsktSY/w/t3yWONyOK/wAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plotting the model\n", "plot_model(model, model.rbf.lengthscale.argsort()[:2], labels.flatten())\n", "plt.legend()\n", "model.kern.plot_ARD()\n", "# Saving the model:\n", "model.pickle('bgplvm_rbf.pickle')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Because we are now also considering the uncertainty in the model, this optimization can take some time. However, you are free to interrupt the optimization at any point selecting Kernel->Interupt from the notepad menu. This will leave you with the model, m in the current state and you can plot and look into the model parameters. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exercise 3\n", "\n", "How does the Bayesian GP-LVM compare with the standard model?" ] }, { "cell_type": "raw", "metadata": {}, "source": [ "# Exercise 3 answer " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Preoptimized Model\n", "\n", "A good way of working with latent variable models is to interact with the latent dimensions, generating data. This is a little bit tricky in the notebook, so below in section 6 we provide code for setting up an interactive demo in the standard IPython shell. If you are working on your own machine you can try this now. Otherwise continue with section 5.\n", "\n", "## Multiview Learning: Manifold Relevance Determination\n", "\n", "In Manifold Relevance Determination we try to find one latent space, common for $K$ observed output sets (modalities) $\\{\\mathbf{Y}_{k}\\}_{k=1}^{K}$. Each modality is associated with a separate set of ARD parameters so that it switches off different parts of the whole latent space and, therefore, $\\mathbf{X}$ is softly segmented into parts that are private to some, or shared for all modalities. Can you explain what happens in the following example?\n", "\n", "Again, you can stop the optimizer at any point and explore the result obtained with the so far training:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAjgAAAGqCAYAAAAGMz4jAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXeYFNXSh99iQYKCoiIgghgAUTBnDI0JRTEnzOmaMAe4\n", "mGZHUYKKYMYsKmZFRECFncYcMF5QQQwoYgA+ETAsCPX9Ub3LzLBhZqd7pne33+fpR+ntPudMOl3n\n", "VNWvRFWJiIiIiIiIiKhLNCj0ACIiIiIiIiIi/CYycCIiIiIiIiLqHJGBExEREREREVHniAyciIiI\n", "iIiIiDpHZOBERERERERE1DkiAyciIiIiIiKizpGzgSMiD4nIryLyv0r+7ojIHyLyiXdck2ufERER\n", "ERERERFV0dCHNh4G7gBGV3HNVFU91Ie+IiIiIiIiIiKqJecdHFV9E/i9mssk134iIiIiIiIiIjIl\n", "HzE4CuwuIp+JyAQR2TIPfUZERERERETUY/xwUVXHx0B7Vf1LRA4CxgKd89BvRERERERERD0lcANH\n", "VZck/f9EEblbRNZV1f9Lvk5EoqJYEREREREREZWiqhmHvARu4IhIa+A3VVUR2RmQdOOmjGwGHpE5\n", "IlKsqsWFHkddJHpvgyN6b4Mjem+DI3pvgyPbjZCcDRwReRLYG1hfRH4EYkAjAFUdBRwNnCci/wJ/\n", "Acfn2mdERERERERERFXkbOCoat9q/n4XcFeu/dQVJC5rAPsBB2FB3kurOOZqTL8u0FAjIiICQOJS\n", "BGwEbJ52bAR8AbzlHV9pTCPXfUREDclHkHG9R+LSBOgFHAUcAswAxmE7Wmt5R4ek/y87ukhcZgN3\n", "Ai9qTJfXcAhuLuOPqBK30AOow7iFHoAfSFzWAs4D9sIMmU2ABcDspON9YB7QzbvuKqC5xKXM2HkL\n", "+FhjusynYbk+tROxOm6hBxBhiIZkgWC+Ne0OzFSlpg/y0CBxaYbt0hzt/fcT4DnMUJmXYRuNgMOA\n", "C7DMs/uA+zK9v9YhIkADVFcUeigRwSFCI6BlNZetBBaqEo4JqgZ4c8D5wJVACfAM8DXwrcb0rwzu\n", "3wjoAezhHZ2ABNBfY/plUOPOKyJF0e+9/iJCC2Dra7n+hJb8/vGletsDVV8vmk2sbqgMnON4ct7T\n", "HN8S+BL4zDs+BT5XrVZMMBRIXJoDQ4CTgA8wo2asxvTXHNvthk2WxwOvY7s6b9WJLWyRzYCTvWMl\n", "sBeqPxd2UBF+IoIAOwGnAMd5p6v67jYGfgAeBcaoUmuMem/H9mzgv8C7QExjOt2HdtcGTgOuAR4C\n", "btCYLs213YIhchjwNPAOpoT/PElZtxGVUx+yjisyZGq1gaPw/T80fnVLvnjiOzbdEtjGO7YGfgIG\n", "YZPdykKOtTIkLntiE3IC+K/GdH4AfayNPST6AcuAazWmL/ndT+CIrAMci72WzsCT2CR3EHAMsDeq\n", "iwo3wAg/EKEDZuyfAhQBo+fQoWUHfjy6qvsUlt3MlbcOYNiOwJGYC2c0MFaVanc/CoEXX3cm5l76\n", "BDNsPgmgnzbAMKAncDnwbK1b6Ig42I7W4UBb7PuxNzAe+5ynRDs7leM96As9jMAQkTpp4LTE3DBd\n", "gONR24YVoQGwJ7Yz0hjor8rkgg02DW/Fdj02kZ+jMX05D30KcAAwCngWGKgx/TfofnNCpBE25lOw\n", "mKTXsclsEurFF5mbajiwI9ALrX4rPyJciNAcM0pOxRYoz2Kf87uKOMDjWKD9n1U0syf2m9pW0BWY\n", "q/YUYFfgRa+9N8Kw2JG4NMRe67XY7nNMY/pBHvrdE0vg+A24sNa4rUS2A14FjkM1kXS+FbZDfQqw\n", "IfAEMBrNfferrhEZOBm2E5Y3qXzg9oD7D3AjMAB4GG+Q3jb3kZih8y1m6HxWqDEDSFy2BR4DZgHn\n", "BrFrU03/62EPjGbA8RoLqWtHZH3gI2Au9nB6BtWK3Y4iDbCdsJbAEeXGT0So8RYiF2NSEW9gn/N4\n", "Vf7xLmiJuZ3PRnVSBg2aP171rKQ+2gInYAZFE+BUVd7183Vkg7ej+gz2+/uvxvTtPPffEHNdX0tt\n", "cFuJdMaCcPuh+mIV123JKrf1ZFRPy8fwaguRgZNhO2F5k1YbuMhWwFPAdOBcVP9Y9ScaYT7ua7GV\n", "wLWq/JDX8drEMgCb0C8DnijUNrHEpQHmlz8H6KsxfaMQ46gSkbuAFahelOH1jbCV+u/AqagWfKUe\n", "UTkitAEeAdYGTlTl2wouGgP8H6oXZNhoc8zVcwWqYyvo83BsB/MOYLAqeXVpSFw2Bl7BHtiXFHIH\n", "1XNbDQX2Ac7UmL5WqLFUikg7LBtsEKoPZnhPE2xX7HRU3eAGV7uIDJwM2wnLm1ThwEWaYu6KA4C+\n", "aOq2rxeBfSW2gnkQm+QCD0aWuHTGVqdLgdM1pj8G3WcmSFx6YTsfNwPDQ+OXF+mGZZFsQSUq1pXc\n", "1wwzYD8CLiUsX9aIFETojf3+7geuV2X1B71IX+A6YIes3I4iu2GG7rao/lJB3+2wHdSGwEn5WuhI\n", "XHb2xjUMuD0svzWJS09sYXihxvSZQo+nHJF1KdvVUx2W5b3HYHFNO0ZxOUZk4GRGPqqJ1xzVv1E9\n", "D+gPTPTcHEl/ZrEq1wLdgXWBj0ToEuSQJC6HYVH/jwMHhMW4AdCYvgrsgmWpPCdxaVHgISXH1NyQ\n", "lXEDeA/CPlgw5VX+Dy4iF0RoIsLtwD3AcapcV4lx0x4YCZyUdUyV6ruY4fSQ911K+zM/AftjOynT\n", "RDgm6xeSJRKXo7z+ztOYjgyLcQOgMU1g78dtEpezqrs+L4isib1fE7M2boznsMXkaX4OKyJ/LFq0\n", "iDPOOIO2bdvSokULunTpwtChQwPvN9w7OKkX3AssQPWayi/hDOAm4EhV3vF9jHHpAzwA9NaYfuR3\n", "+34hcWkM3AbsCxytMf1f4QYjBwO3AFvXOJZGpC22tX0zqvf6OLqIGiLCVljm20zg7Ep3Ti2eajKW\n", "FXNjDTtrhC0qHkL1nirGtBMwBtspuFgVX2NRvMD+K4CLgMM0ph/72b6fSFw6YUH8d2hMby3cQGQN\n", "TNR0HnBmjXdhRXYEXga6oLrYvwHWTmrbDs7pp5/O33//zahRo1h77bWZOXMm06dP56ijjqrwer92\n", "cFDVUBw2lCqugU0UFiisU3U7eiDofNAjfR1fMb0p5jeK2anQ71UWYz6ZYuZTzL4FGQM0UvhKobcP\n", "bW2qMFfhmEK/r/X5ABXQ873f2BmgUs3ndpnCWwpFOX7+XRTmK3SpZnzNQR8GnQm6g2+vu5hGFHMf\n", "xXxKMRsV+nPIcMztKeYrirmBYqr+nII4oIHCkwpjFRr60N4jCoML/b6G4fCel6FkyJAh2q5dO23e\n", "vLl26dJFp0yZot26ddOxY8dm3EZl9kC1dkLaUXt2cOyiR4DZqA6q+jK2x6z9IarckfPYLLblMeBQ\n", "jel7ubaXT7xU0uexXadp+e1cLgJ6AwfhxxdNZGtsVXoEqr7v0EVUjQhNsB2SjYETVJlZzQ3dsdir\n", "nVH9zocBnA+cDuxONbuBIhwP3I4lIIzKqVvLlHoWWI5lKtYaMTqJSyssju1t4GKN5TFYX2Qo5jI/\n", "ENV/fGhvQ+BzYCdfvk+1mLDu4MycOZP999+fDz74gDZt2vDDDz/w77//MnjwYN59912uuOIKevTo\n", "QadOnapsp37E4KzOYOAiRNaq6iJVPsakzfuJcLOXvlojJC77YcbN4bXNuAHQmL4JnAW8LHEJND4p\n", "BZH1sMyuy30xbgBUP8fUYa/1pb2IjBFhDSwWYjmwWwbGTRNMx6S/jw+je4D5WLBylajyFKaZM1CE\n", "s2vaocRlfcw4mIm5pWqNcQPgyVb0BLYFHvGyP4PHNG3OBo7xxbgBUJ0HjMCyxSKqQMSfI1uKiooo\n", "LS1lxowZLF++nA4dOrDppptyxx13cOKJJ3LnnXey1VZb0alTJyZNql4pIldq1w6OXfgUMA3VW6q/\n", "lPWAlzDtlVNVKc1qTJaR8DRwlGco1FokLqdj+iR7aEznBt+h3A4UodrP53abYBL+e6A6y9e2IypE\n", "hIbY76AIOEYzqRUncguwKXCUbwautdsWSx0/MpNdPBE2x9K4B6ryWFZdmYDnZOBtjemAGow2NHh1\n", "sZ4H/sGkJPwxOirtUAYCm6N6ps/tNgW+wgLWa/WcnAth3cEBePLJJ7n77ruZMWMGvXr1Yvjw4bRt\n", "27b870uWLGHIkCHcfvvt/PDDD7RsuXpZuvqRJl7xhVtjW66bovp39ZfTFNuBWR84QjNMI5e47IWt\n", "WI/VWN3QX5C49McE0vbUWJYZTVl1JF2xQM+uqC4IoP2bgDVRvdj3tiNSELHyCliW4uEZLRJEemJZ\n", "htsE9PkfgQWub0sGtYtE6Iq5yi5S5dmMurCA4iew9PPj8+raCQivlMTj2Gd5aCYFP2vWkTTEhFgP\n", "RfXTANrviwV770Q91ccKs4FTxpIlSzjnnHNo2LAho0ePTvnb0qVLadGiBR999BHbbbfdavfWVxdV\n", "mZvifcztksHl/I2lTX8KvOXpZlSJxKUHZtz0rSvGDYDGdBgwAXhF4rJmgF3dCtwUyMPNuAc42ROC\n", "iwgIz7V7H1Yr6MgMjZsWmODfWYF9/qaAOxWTH8jgcr4EDgTuEOHQDHuJA5sAp9YF4wZAY7oM6IuV\n", "dnjQM+KC4DBgTiDGjfEUVofvlIDaj6ghs2bNoqSkhNLSUho3bkyTJk0oKipi0KBBTJs2jWXLlvHP\n", "P/8wcuRIWrZsSZcuwUZN1D4DxxgE9EekcSYXq7JClUuwH8Z4ESqN4ZG4lNW6OUljOsWX0YaL/lg8\n", "wXMSl0a+ty5yILA5ViMnGFR/xFbk0QQXEF5ZlDuwunCHeguFTDgVeA/ViYENzrgEOMpTx60WtZIu\n", "hwAPiNCrqmslLqdideUO01j1u8S1CY3pCqwg6OaYSGoQXAi5J3dUim1dXALcWF08ZkR+KS0tZeDA\n", "gbRq1Yq2bduyYMECBg8ejIhw+umn06pVK9q1a8eUKVN45ZVXaNasWaDjydlFJSIPAQcDv6lq90qu\n", "uR2rEv0XcJrq6hV2RURJJK7GXBsfquNUvVoUmQi8gOr9mY8VwRRX18NWpCmqmJ52xFuYOvGETNut\n", "bXiBhi8Ci4GTfVuh2tb058AAtPKCo+K6AmwAdMAycpKP5Vimznh1nGVV9LU3cC+wVX3dpg4K73dy\n", "M1bdeT9V/qjmluSby0orVLo4ENfdDgt6rYoVwAR1nMp3gURGYTsFN2U+PHYHxgLHquKu9ve4OFi8\n", "kVNrilfWAInLRng74Rrz0Ri1EIIJwCZVZbqJ67bGaoodBCwE5qQf6jhV6xiJPAZ8j2q9SzqoDS6q\n", "XAhNDI6I7ImpTI6uyMARkd7ABaraW0R2AUaq6q4VXKckEsOxSXUL4EPM2HkDeE8d58+0G3pgsTWd\n", "0cxrwHjZIK8B01S5ovy8BeG9B9yjscrFxOoK3ut9FfgYq6PjRxp3P+AIYP/0wFJx3W2x6tBdMMPm\n", "T1af1H4A1sEK7HXDdtweBT5Sx0kdn6nafoY9TMNXd6cWI8INmIL0PqpkU1pjO8xw3rQio9P7DhQD\n", "O2Hp/lV955pj2T/3AMPVcVYfh80nTwCdsglkFsHBCmQerkmCoBKXLTDXV1+NaUmm7dVWPFf8i1ji\n", "gT8B+yL3Y0bnalIe4rqNse/VqViW60te/81ZtcBJXvT8jc0LbwLXqeOkGtoiG2FzwPaozvFl/LWE\n", "yMDJsB1/5EmkI/ByJQbOvUBCVZ/2/v0VsLeq/pp2XfnAxXVbALsDe2EGz7bAu8CZ6jhzkm5KYOqm\n", "2WVHCOtixszNqtzv+aIfxgIKTw6T9HqQSFzWwQzIpzSW+Sq44sakJZbdsL8XJ2WnbVK7GjgXS++d\n", "CvxY3epMXHcTzNA5Fcv8eBR4XB1nXlKfZwGHodonp7FHlCPCVZh7Zm9V5md5853AfFTjKaddtxtm\n", "2PTAUnxHqeNUnyDguh2x784RwJ3ACHWcRUn9CfA/4Hw0uwKznptqNNBblY88vZj3gEEa04ezaas2\n", "I3H5D1YseBeN5agQbPWmvsHUhn+D8t3anbDf8XHYDu8jwAtVzQHefetjhs5ZmJ7Weeo4r6T1Wez1\n", "1zensdcyIgMnw3byYOC8jKlPvuP9ezIwQDW11EFVAxfXbYY9IK8EjlPHecO7aV9s4utGlkXYRChz\n", "R51AsWyKVQXfRWP6Z9V31i0kLm2BD4D/aExrLkxgacFroXpu+SnX3Rl4CJiNTU4/Z92sTXR7YBPk\n", "kd5YB6rjfIIV45wD7ILq6tWrI7JChH5YbMNeqmT3WVn6/lysmOYcAHHdrpg0QU/M5XXPajuxmTTt\n", "upthmkqHYDWtblfHWez1exmWrXVq1u1awPF9tJrRi37d7gFKNFZ5KZi6isTlLmzn5LCc3NUiVwLd\n", "UT0FQFz3LOBybOH4KPBYygI1m6Zddx+sTM5bwCXlO3pW5+orTG+n1umU1ZTIwMmwnTwZOENU9W3v\n", "35OB/qqpdVxERLHMhTJc1dQMJnHd/bE0x5g6zr3eCu4dYDiqGaV/pvaJw4YfPM9Zu0ODFbtrTKsW\n", "L6ujSFz2xtxB22tMszZCsHoz8/AebuK6TTF31MmY4fjMai6mmozTDN2TgBuAQ9RxPkRkGKa3c3mu\n", "7ddnRNgD00nZVZXshflEjgfOQPUAcd1OmGFzAJbpdGe18RSZdOG6nbFdwFXt9uzZDJgFdKAGNYqk\n", "aNmZHHf0cDZ79TUaLjuurmRMZYOXbDAZeLPGBp5IEbaQORbVD8V1r8Z+/2cC7/j0+18TuBE4FrhQ\n", "Hed5r+/LgS1919wJMfXFwBERB3CS/hQLm4FzL2asPOX9u1oXVZV9ue7mWPG2qcDF2rPn/liBzW2z\n", "FRSTuLTkn+YzmXDXCj4/ubsqQaU1hx6JSzGwJ1YhPavdMET6YIq1e4rr7okFcn+MTULZuTky6c51\n", "D/H6OFR79vwVmAZsjNav3Te/EGED4CPgXFVeqe76Shp5HXhQEomVwN3YTsvI8p0WH0naGdoV6KE9\n", "e94OTMom4aC8rbhcz4Iu53DfhyUsa36CapVxQXUWicsG2O7olRrLfrGIyGHAQFR3Fde9FjgR6FmT\n", "Xdtqu3LdHtjv/3/ABdqzZ0Pv/zf0TTU55NQXA6eC86HTwRmHl84rIrsCi9KNm2xQx5mNTWwbAa+v\n", "OXHiB8BKLHgtYyQuDYDRNFnyBJ+f/CjwoggZpZ3XUQZhW8k1UWw9Ye766z8nrnsHthM0QB3n+CCM\n", "GwB1nPHAGcDLkki0wbatTwqir7qOJ+Q3Bhidg3HTEdiu3bPPzsXkAfZTx7khCOMGQB3nS3Wc47Es\n", "unHftm37BLZTkBWeUvmZ/N9mO7Os+ZbAOT4PtdagMf0Ni3W6W+KyTQ2auBC4Q1w3hmVHOUEYNwDq\n", "OG9jcZmzgc8lkXBWinyKxelERJSTs4EjIk9ibqIuIvKjiJwhIueIyDkAqjoB+FZEZgOjgPNz7dOb\n", "OA8H3v6rSZMP7jn00MeAazyXVaYMwBQ9+wNXYeJX93spsvUOjem/2KrrIi+7IjNEmpc2bHjQJk8+\n", "eTqwNtBdHefFgIZZjhdseBow7qozz5wCXJjl5x9hXIfNA7Ec2jj10802e3ne+us/jSUCBCXwls5Q\n", "YPrmjz9+0gqR9ohslemNEpeWWFzImfrEK3OAo4EbRNgxoLGGHo3pJ5ih8qJXgyszRLYEtlrjtde2\n", "wAKJHXWcX4IZpaGO8486zkBMomRgnxtv/AObvyIiVpFN6fEgD7Isg15+XyJxPCUl8x854IAfFQ7I\n", "6J5ielLMPIppt6p/bQY6DfTqQr8XBf0cijmEYuZQzLoZ3QMnnTpgwGwSiZdIJCTv400kDqSk5LfJ\n", "2233rULPQr9/tekA7QX6E2ibGrcDDf5o1mxOswkTZpJIXFGAz78xicSbR8bjbyvcktE9xQjFPEUx\n", "d6S9H0eDfgvastCfTUG/F8UMoZgpFNMgk+tXiNx9dCzmkkjMIJFoXYDvwIYyZcqvb3brtlRhnUK/\n", "f3l5zfa8rLNUZg9kayfUViXjctRxnkKk1wUXX9zsmjPOqFa6XeLSDtPOOFlj+lN5O8pfwKHAeSLs\n", "F9yIw43GdDzwAvBAJlLuz+6990XPOs66wFl+BBJmizrOJERO7nPTTa3G7b57cb77r62I0B7bweir\n", "So1X2382abLfkddfv/ZfTZu+hZXoyCueIOgRL++2W/sHevf+jxfwXh0nAFtju7er2lKew1zqo70y\n", "FfWVq4E1gIuqu3DRWmutc/VZZ53+0h57tMFibmocflBT1HHmaYMG5x5TXMy3bduekO/+I8JLnfgR\n", "q+N8vMf//rfXPYceuuV+t95aqUKqly3wNHBXRWUYVJmHxXY87Gnl1Ff+i+lPnFfVRYNOPrnLpf36\n", "7bjO0qWnBhVvkwnqOK+ut3jxiWdeeeWeBw0delShxlFb8MQunwFuUyUr/Zh0zr788pGz27Wbj8kA\n", "FCTqUR1nwfJGjQ688txzm15/8slXVHWtxKUjMAI4sZIyDP0x/ZWgyhiEHi/J4DTgak/8sELEdeWE\n", "a655dsw++5Qub9hwT3Wc3/I2yDTUcV5stWjRu5dccEG9S/OvDUyfPp1evXrRqlUrGjTIn9lRJwwc\n", "gIkDBsw4Y+LEL2e3azfa006piBuBRcDgytpR5TUsXfbeehyPUwocD8QrCzgU15Un99336R7Tp8/8\n", "6eijKy3LkC9+PPbYcTc++OALb3XvPtrL5IqonGHAfEybpsZs+NxzF73XtWvn40tKDqyyrEYeUMf5\n", "4sIXXxw54uijrxPX3bSiayQuZZXRb/biTVZvR1mGpSFfKsLewY043GhMv8Hish71SrukIK4rsnLl\n", "jd+1bbvXPbfd1reQC5wy9vnkk+O/7NCh9ZaPPFLlwiwi/6yxxhocf/zxPPjgg/ntOBt/VpAHNYzB\n", "ST7+aNr0tI5jxiwmkTh6tfaL2d2Lu1mv+rFoU9DpoCcX+n0p6GdSzIkU8xXFrLna3xKJMzuNHv3n\n", "Ly1bHlrocZYfsNnEnXZaREnJfBKJTQo+nhAeXpzJd7nGmZBIOM0mTlz8bteu4wv9mpI+/zVvO+qo\n", "vxq+/vosEom1VxtzMQMpJkExRRm8TwfmHJ9Uyw+KaUAxr1PMwAo+/35rv/zyt/PWXfdT9eRGwnBM\n", "2Hnncc0mTlxCItGh0GMJ9LMJcQzOkCFDtF27dtq8eXPt0qWLTpkypfxvX3/9tXqp3lVSmT2QrZ1Q\n", "8A+qpgOv8IC1E9ts86dMmTKXRKJ5edvFNPEe1EdmPh7dBnQ+aMdCvzcF/VyKeZhiHko5l0h0bjB5\n", "8sLPNtlkoUKjQo8x7TswvtfQoS+RSIwu+FhCdoB29r7TO+bUTiLRiUTi15d23/1rhf0L/brSPv/7\n", "neHD3yGRmEQi0bB8zMXsQDG/UUzGDz7Q60FLQBv6Ps5aclBMB4qZTzFbJ33+zUkkfn1rq63eUji1\n", "0GNM+/z3v+rMM38kkXiDRKJaQ7a2HmE1cL766itt3769/vzzz6qqOmfOHP3mm2/K/55vA8cXoT8/\n", "yFbAp4qGxnd/8MEW0zfd9AN1nCsAJC6Dgc00psdm1xRXYvo6PTWt8nh9QeKyFiakd73GdIy47hrA\n", "O+eMGzfv3ttu+wHVCwo8xFREev2+1lo3rztuXGtE9lXHmV7oIYUBEVYVk1VqXExWXLcl8N6uM2Y8\n", "++4FF5yMVY0Oj/qvyK7Li4pGr/H6698hMksd50KvsOzHQFxj+mTmTVGEFaR9X5Wrgxpy2JG4nIaV\n", "8NhZY7pMXDe2/qJFO8w/4ohdMIHN8IjriRStEJm7zvjx3y9t1uxldZzcauyFlOqE/iTuT3SFxrKz\n", "D2bPnk2PHj0YM2YMe+21F40aNVrt7507d2blyqqnjFCVavADHw2cU+e0bn1sx6ee2gnYl6k9GwPj\n", "gW00lp3AoDfBTQZeVWVIzmOrpUhctgMmAVuzd+ISVLut2GefzRrAWXg1xkKDSAPg6+1HjRr7SefO\n", "m6njHF7oIYUBEUYAbbCsqRr96L3YtonAl9qzZxHwf6gW+zdKHzAtpBnvde16+W53330rcCtTe+4A\n", "tNCYZi0G6ak8fwocp8qbPo+2VuBlU44DPmXvxEhg5lsXXvhMj+nTl6Dav5rb84/IiI86dVq54333\n", "nQj0Ucf5oNBD8pswKxk/+eST3H333cyYMYNevXoxfPhw2rZtC+TfwKkzQcZJjNv411/3aLl48SB0\n", "5b0gDwGXZWvcAHi7NqcCl4mwve8jrSV4AZmP0MoZA5z6dDw+vAE0xSq8hwvbTXhh8uWX/wPsIK67\n", "S6GHVGhE6IEJsPWrqXHjsTewyaQrr7waS7V+xIfh+YvN+g/u+uWXxwInsqJ0KNLoYKBGO42q/Ab0\n", "Ax4UoamPI601aEwVOBs4m7/mjgCe6TF9ugM8V9CBVc6YHb7+uk+DlSvPB54Q112r0AOqT/Tt25c3\n", "33yTOXPmICIMGFATcXx/qHsGjurvwNs/HXPMAkrnb0z741YAGW9Lr94cP2AFI5/wtvnrJ12vvZ3N\n", "+u3FTy/cc+zUqQcBYwjrEgLGrrt0aR+s4Ged3KLOFO+h/BBwgSoLc2yuP3Bzr2nT+gCfovp9ruML\n", "iMeBI06/recilnyxFltdP0ZjuqimjanyIvAJqcWA6xUa059ZZ/ti1lin76C7hz4PtMBc12HkQ4AV\n", "++77A/AGcHthh1N/mDVrFiUlJZSWltK4cWOaNGlCUVERAP/88w/LllmyZWlpKaWlpYGPp+4ZOMaz\n", "SxsuO50vitdkk7PasXciJ00bVZ7EfPjD/Ble7UJcV9hgnxH8u2Rcg1l3nLXSVu9jCj2uKngP2GDu\n", "0UdPBdqL69Zb4UagGPhMledzaURctzuwHWY8nIkZTeHEat0l2i/maX4reYn1du0jrpvrXHcBcIoI\n", "9XdHcJtbt2PhO7Pafj3pOmBsqGKvkrGF1xisdMPFwJ7iuscUdlD1g9LSUgYOHEirVq1o27YtCxYs\n", "YPDgwXz//fc0a9aMbt26ISI0bdqUrl27Bj6eOmngTG/F+Cb/0nOjuV9djRQ9jT+r+H5AHxEO8qGt\n", "2sZRwBbMHKnpAAAgAElEQVSsucmJx3zBF3Nb0BjVGYUeVKWorgDGtVu4sA9wLXBTFdpIdRYRdsIE\n", "2y70obkrgNu1Z8/WwA5A4PXGcuG+7fm4z0y2ZsHbpwPLIbffrSrzsUDbh+pjUV5x3c7Akfw1t8/W\n", "v7Lr/dszu9BjqoYxwHHas+ff2ILsTi9APiJAunfvzvvvv8/ixYtZuHAh48aNo02bNnTs2JGVK1ey\n", "cuVKVqxYwcqVK/n2228DH0+dNHC69+OM6RuwaM5tLMAecH3EdXfNpU1VFmEPiwdEaOXDMGsTlwDX\n", "quP888BL/Hb/DjSWuIR9JTsWK8j6LNAIq5Rcb/Aewg8Dl6qSk3y+uG57LJvwXiwm7Sm0QhXgUCBx\n", "adrvYE7r9ht/6tW/b4ztvPoRDPs08DVQH9Vyrwdu0zMe+3vrXym9oDcXeBmW4UR1JvATsI86zofA\n", "FOCUwg4qIt/UOQPHkxa/skUpwxrAMeo4izDZ9bvFdVdT5MwGVRJYHasap9nWNsR1uwGbAOMRabzW\n", "cg55byMGAvd7pS/CyhSgu/bsuT5WLX6QuG5RgceUT64CviWH+LMkLgYe0Z49y4z8h31oM0iu+beI\n", "j5qs4H5svM8CG+cacO4FaJ8HnCPCdrkPs3YgrrsdFmA+Ejh0jZW8tKwhbxL++LYnsN0bgFHAOfVx\n", "J7c+U6cMHE+K/SEgttV8HgIOQGRNbLtyEdXUVsqQ64CtRTjUh7ZqA+cAD6jj/Av0AqZP3oy7gbmE\n", "uV6PaimmYXIoluK+ADi5oGPKEyJsi33Xz80xawpx3XWw+mwjsAKVAB/lNsLgkLhsiWX8XIIZNod7\n", "393h+PB9VeVnr52HRAizge8nNwI3qeMsxXZFxwKXA8dKXMKcXfo0cDgiTbFgYwGiMi71iDpl4GCx\n", "Bv8C96C6AHgfOMgrAtgPuE5ct20uHajyD3AucIcI4d2i9QFx3TWxFdAD3qkTgSe8tNHzgMskLp0L\n", "Nb4MGIs94BQYCBSL69bp+AnvofsQMECteGyunAuMV8f5AXNTvRzW7DmJSwPMjRbXmM7DEgPWQqQz\n", "8CCwt7huJx+6Gg38AhQu/zVPeHXdugL3IbIOsBswSWO6ENslvMd738OH6jzMGD/YmwPuxb7PEfWE\n", "cH4xa4DEZTPMN36mxsqj+58FjgFQx/nS+/dZufalSgngUvfTRo8D3lbH+RGR5sCBWCFSNKZzgEHA\n", "faGd4GACsBcizdVx3gamYztSdZkrgd/wQaPGMwYvAm7xTvXBBN/CymmYPpO5kM0QexkTe/vTO39Z\n", "rp14u2JnAxeLsFWu7YUVz50zGChWxykFegNTUV3qXfIIsAIf5tQAGcMqN9VooLe4bn2Loay35Pxg\n", "EpEDReQrEflaRFZb0YiIIyJ/iMgn3uF7gJ6ntHkHMExj+nXSn8YCvRAp0695BDjJJz/sFcBJddwX\n", "fy626gEL0p2KarKWyh1AM8yFET5U/wDewQwzgKuBq+qq8JcIWwKXAmfn6pryOAn4TB3nc0TaAp0h\n", "nGq+EpdW2MP4HI1pclmVl6HcnXwncLy4butc+1PlR+z79LAIOcX2hZjeQEtMGgBWuacA8BaS5wGD\n", "vPc/jLwA7ItIS3Wc37Hxn1bYIUXki5wMHBEpwiaNA4Etgb4iUlFy+1RV3c47BuXSZyX0wQJhR6Sc\n", "VZ2PiVGVPeA+xPywO+baoZc2OhAY5ZV0qFOI624PtMbiWMBWQU8kX+M9SP4D3CRxaZPfEWZMWTYV\n", "6jifASVY0GydwvsOPgRc64lT5tae6cZcCdzsnToYeA3VZbm2HRC3AGM0ph+nnS8BtkVkXXWc34Cn\n", "qKGqcQXcDyzBjMo6hff53whco46zApEmwAGk7eBpTD/DdknCWcpGdRFWbudI78wo4GwfdJEiagG5\n", "fsg7A7NV9XtVXY5NHodVcF1gkesSl6aYYXOhxiqcfJ8Djgbw/LCPYytTP3gY+Bt/gpfDxjnAfd7k\n", "1hrYBVsNp+BNcA8QXrXQl4CDEFnD+/d1wCXiujmJP4aQS7Dv4n0+tXcIsBRIeP8OrXtK4tIT2Af7\n", "bFOxdHaXVTo4twLn+rGL5+2S/QcYIEKXXNsLGccCpazasdkX+NxbNKZzHXCgxGX3fA0uS8pE/8BE\n", "QP/Cvi8RdZxcDZx2wI9J/57rnUtGgd1F5DMRmSAiW+bYZzr9gY80ppMr+fsLQG8vkh5sF+J4cd2c\n", "MyC8Ce5cICay2uuutYjrtsAmuDK12qOAV1D9q5JbbgC2lbgcnI/xZYXqz8BMwAFQx5mNxRHVmQBR\n", "ETbBdhPPUsUvddn+wDB1HPV+Oz2xQpuhQuLSGHOjXqgxXVLJZePw3FTe5z8Vn9yqqnyLacTcJxLc\n", "Qi6feHPjDcBV3qIQ0txTyWhMF2Mu+3skLmF0170CbIdIG+/1jCIKNq4X5GrgZOLn/xhor6rbYDEb\n", "Ff5IaoLEZRMsc+rySi9S/c0bQy8AdZxvgG+A/f0YgypfYhPsiOqurUWcAExRx/nZ+/ch2E5IhWhM\n", "/8aCUUd6D5ywUe6m8hgMnOWHkRsSRgDDVfnGj8bEdXcHNsQWB2Cr909Q/T8/2veZAcBXGtOq5pVX\n", "MMmIsl28m4HLctXFSuIuoDmrgllrO/sC/6eOMwUAC0U4lKrn7qcwKYZ+gY8uW1T/wdxUZbt4jwP7\n", "5ppRG5E5jz76KDvuuCNrr7027du3Z8CAAaxYsaL6G3MkVwPnJ6B90r/bY7s45ajqEvVW/qo6EWgk\n", "IhW6B0SkOOlwMuj/NmC4xrS6mINyN5WHn24qMMGrbUU4xMc2C4IXgL0quNh0hPYAXqvqPo3pJGAG\n", "4YxHGAschli2lzrOHEyR1inkoPzA+851xVwvfnElcKunHwMhdU9JXDphhnXVpShUfwFm4WmgqOO8\n", "D3yPl2GZK6qsAM4HbhZhbT/aLDBHAs8k/Xs34BdUK9XW96Qj+gHXSlw2DHh8NWE8tlBDHWcxllEb\n", "zuSIOsjff//NyJEjWbhwIe+//z5TpkzhlltuqfY+L0mp3C7Itt9cDZxpQCcR6Si2OjqOtIlQRFqL\n", "iHj/vzMgWslKUFWLkw63qo4lLgcBW5HZxP4CcLAXKAf24+0trts8g3urRbU8DudOEdb0o80CsjOw\n", "FhacCearnuZlJFXHZcAVEpdwuetMtv0PYKeksy9grrdaiwhNMHXZC1XxpTSvuO4WQA/K1IrNKDyE\n", "CuKvComXOXkPMDiDBQ4kuak8bgb6+6Vsq8p7mCxBsR/tFQpP7ftwVu3eQRXuqWQ0pl9hMWDVP7ny\n", "z0Qsm6psF28U8J96pm6eF4YOHcpGG21EixYt2GKLLSgpKeHcc8+lR48eNGzYkA033JATTzyRt99+\n", "u9q2VNVNtguyHUtOBo6q/otlJLwKfAE8rapfisg5IlKmN3I08D8R+RTbSj8+lz6h3O9+O3CRxrT6\n", "id1WcJ/huaXUcRZgypa+1SdSZTKWQhvzq80CcS4wSh2nLJbjYGyLv1o0pt9gE8fQgMaWC+luqueB\n", "w2v5BNcf+FS1PNPNDy4H7lbHKYu32h5YiuosH/vwg6OBDTADLxNeBvrgLbawB14jwM9K8wOBE0Xo\n", "7mOb+WZPYK46zncA3vt1BJkXV70R2F3ism8ww6shFqowk1W7eB8B8/FCFyL8YebMmdx1111MmzaN\n", "xYsX89prr9GxY8fVrps6dSrdunULfDw5p8qp6kRV7aKqm6vqYO/cKFUd5f3/XaraTVW3VdXdVfW9\n", "XPvEJuEvNKbZBD0+R+qWtN9uKrBxnSbCNj63mxe8aruHUyYSZ5Pbwdj2bqYMBvaWuPTwe3w5MpYk\n", "g9aLxfoFCGvmR5WIsCnmnvHNJejFJByNxZSUETr3lJc5eTO2wPm3uus9/gcUYXIWeAb8zfhThBMo\n", "l46IAXfV4oDjo/DEPD26Ye/bZ5ncrDH9E5NhuEvi5bslYaHcTeUxiroq/Cniz5ElRUVFlJaWMmPG\n", "DJYvX06HDh3YdNNNU6556KGH+Pjjj7niiiv8erWVUuu0ACQuHTBD4pIsb30BW8GVBcG+DOwkruub\n", "v1iV3zD58tqqjXMyMFEdpywVdGssVTTj1bvGdCn20LjDqw0WFqZhsv1bJJ17ntrrphoB3OqH5k0S\n", "5wNjkj5/KCvPEC6uAD7UWNVu7BRWqRonu6meBLqK625d8U014j5gTValJdcaPG2YI0g1cMw9lV15\n", "jnHAbKpK/igMr2ALtjKeAvYU121fyfW1F1V/jizZfPPNGTFiBMXFxbRu3Zq+ffvy888/l/997Nix\n", "XHXVVUycOJF11w1eqaPWGThYzM0dGtPvsrrL6pJMxzIEUMf5G9t2zdlllsZDwHJMH6PWkBRcPCrp\n", "tLmnsq899BTwJ3CmT8PLHdWVWCZYspvqBeDI2lZh2Ass3gIrIOknR5Fc4kFkI2BjTA06FEhc2mOL\n", "m5oUzhyHGWwAqOMswzRSfDNyvYDjfsCwWhhwvDOwWB3nq6Rzh5O5ewooDzi+CLhc4rKxj+PLlU9Y\n", "VZsMr3jok4S71MRqhH13sG/fvrz55pvMmTMHEWHAAFPkmDRpEmeffTbjx49nq63yU+GkVhk4Epf9\n", "MBXimsZ4jCPVgvfdTeXpkPQD4iLUJjG5PTBBxjeSzh1Cdu4poHyCuxC4QeLS0p/h+UKKmwqLG/uL\n", "1ODjUCNCU3wOLAYQ190UWJfUSuF9gIloxm6gfDAEuFtj+n0N7p0KbInIBknnXgF/sx9rccBxqntK\n", "ZGOgA1B9NGgaGtNvMZX7YX4NLmdsoZa+izMKONNHyYB8ENpd51mzZlFSUkJpaSmNGzemSZMmFBUV\n", "UVJSwoknnsgLL7zAjjvmXEggY2qNgeP5c+8ALvF0V2rCBEz0r8wCngpsIK7rqzmpyudYzM/1frYb\n", "MGXBxbZbI7I+lqX2RlU3VYbG9FNshyRMBUldoBNiWV7ea32eVTLutYH+wCc+BxaDTfoTkoLLIWTx\n", "N15c117UtCyAaimmh5L8gHsH2DQATZSygGM/3V+B4e1ipsffHAaMz8HAHQbsJnHZI9fx+UiKgaOO\n", "8znwAz4buUEhQjP8lYTwldLSUgYOHEirVq1o27YtCxYs4KabbmLQoEEsWbKEgw46iObNm9O8eXMO\n", "Pjh4XdhaY+BgW57fkduE+wX2mrsCqOOsIFXG20+uA46tDROcuO76WGG90UmnDwRKvIdCTbkWOF7i\n", "Eo6sEisnMoHUOIzngaNqg5vKCyy+EB8qYldAaracyFrYrp7fhlSN8CrWjwT+6wWy1pR0N9Vy7DX2\n", "zm2EqXgBx9dRewKOt8GEW5ODibN2TyWjMf0L+C8wwvv8wsBkYBdEkiVC7qX2BBv3x8pNhJLu3bvz\n", "/vvvs3jxYhYuXMi4ceNo27YtJSUlLFu2jCVLlpQfr7ySUXJuToTlS1clEpe22A/lYs/9UTNsi9J2\n", "cVbxOHCi38XXVFmIZVSMrAUT3GnAS+o4yfpE2WZPrYbGdAG2gzPS0y0JA+luqk+AhlArUntH4n9g\n", "MV5dph7A60mn9wc+yFD/KB+chgW8j8mxnQmYHkqTpHO+u6k87gea4X+2ZhAcBbyQtIO7HrADqd+J\n", "mvAkFpN4So7t+IPqUmzXLlnJ/lks4WTTim8KByJsjMmy1CT+rF5SKwwcTFvhQY3p1z609QpJBo63\n", "RfkHnj6Cz9wHtCRVRTlUeIbdOSQHF4s0xPQhJvjQxShgfcLjN54E7IrIOlDupgq96J8IfYDO+B9Y\n", "DBZ4/4Gn8FpGaNxTEpcW2ByQ2wIHQHUBljLeM+nsJGAfcV1fy4wkKRwPrQUBx+nuqUOAKV6x0hrj\n", "fV4XAzdKXHwRVvWBFIPWSzh5jPAnhtwCjPR7gVOXCb2BI3HZHqshcqNPTSaAHRFpkXTuMQJYZXkT\n", "3EXALZ7vNIxsB6wkddtzd+A7r1BlTng6JRcBt0pcCv8e2ApuKqm7eKGOwwkqsDiJ1N06Uy8+mPCk\n", "h18DTNSYTvOpPRP98/DS4r/A4nt8RZX3sQdqmGLRUhDX7Qq0AD5IOp2TeyoZjekHwBQsLikM2CJX\n", "Utxmj2BK/KFEhH2wBJswqkSHllAbOJ5b4zYg5lWszR3VP1l9i/JJLA6jScU35dIdb3j9hbV69QHA\n", "pKSqweCDeyoZT6/kPXwUVcuRdDfVe8B64rqdCzSe6hgAfKRadT2wmuDFHqWrVe8MzEezlGIIAK/e\n", "1BmYvpRfjAMOSUo2APu+BxX1OBA4IcTxeGXuKQswF2mGlWjxM0hiIHCOVyC5sKh+A/yOqXSX8TnQ\n", "VFx3s8IMqnJEaIgp91/mlQWKyJBQGzjYqnod4EGf202Jw1HHmYvFYgQ1wfUHLhChY0Dt58L+rO5n\n", "PwR/Jzcwv/GFIdHFGA/sX1aXxpvYXySEbirP734hwYmmbQv8pY6TLOZ4KCFxT2EZI8M0pr/42OZX\n", "wDJIURx/BTgkiGBzVRYQ7ni8I0mtPbUPPleP15j+hIlThiVtPN1Npdg8eEDBRlQ552Gq69XWA4tI\n", "JbQGjldvahhwqcbU77rq6eniEEzpBgBU+RHbiQrV9qK47pqYBszUVSelIxYz45c7AACvIOKdWCmH\n", "wqL6K1ZNPLmcRFjdVMOAOwL0u1dUaywU6sUSl15YxmOm9aYyo2JV48+AJlicUxDcD6xHyL5jXmDt\n", "RlgdvTJ64/8CB2z+21ni4rsrsAak6+EAvEbqzn7BEWF9LBv1YlVyiz+rh4TWwMEC06ZrTEuqvTJb\n", "VGcDi7H4kzJewAINgxLnuwXYXoQwFaHbC/hYHWdJ0rmDgQme8q/fDAP2krjsGkDb2ZKeTfcG0FFc\n", "Nww7TACIsCewG8GuetPjbzbBilh+UNkN+UDi0ghbFFyWUUHd7ElPFy/LsAxkF1eVfzEF5lu8KvBh\n", "4UhgrCeZUVZ/rjf+JBik4OmXDcDSxgtdxuUtYHNE2iSdmwz0DJno3yBgjCozCj2Q2kgoDRyJS2vM\n", "rRNkNa50N9UfWDbFMZXekQOq/IPpl4wUoVEQfdSAfLmngPJCfFcDt4UgbTz98/8XK+UQihW2V8ts\n", "JNBflb+qu75GfbhuK2yHJFnMsQ9WnsPvXdNsOQ/4ER9jwdJ4C9gMkeRadEHG4aBKCeYKD0LHqKak\n", "Z091xRTNvwiov6cx9fDTAmo/M0wT63VS54BfsO9cKJTNRdgOC/YuLvBQai2hNHAwBeBHfUoLr4z0\n", "FTwE6KbyeAmYh03eYSDVwBFZk9X1UPzmMaAR/tcAy5YPgVaeS66MMKWLn449CJ4OsI+DgBKvJlMZ\n", "BXdPSVzWwzKnLs05Lbwy7AH3Kqn6N1OAncV1g0zpvgK4XIR2AfaREeK67YAuWGZpGeaeyr7+XEZ4\n", "n+clwCAv/b+QhNZN5cVq3QFco8qiQo+nthI6A0fisg1mtd4QcFdvAFt5JQnKeBXoLq7bOogOPR/q\n", "JcA1IrQKoo9M8aqotyM11mYfYFqQ4m4a05XApcAQiUvToPqpfiC6EtuxOyjp7BRgqwBk+7PC00y5\n", "geD97unuqRbALgRr4GZCDHhGYxrULkIZ6enif2J1lwJ7wKnyLaaPVfhYNMskHJ9m4AbinkrGS/d/\n", "FX8z42rCREz0cY2kc68TAgMHWwA2BR4u9ED84KmnnmKLLbZg7bXXZv311+fII49k3rx5gfcbKgPH\n", "c1sMB+Ia02CtVitBkMAE7eyU/dDfBJzguuUL4AnMt1pI9sNW78muiBoV18wWjemb2A5Kobfq091U\n", "pdiq7vBK78gP1wATVFMKX/qKuG4jbCJPfpj1At7ytIIKgsRlC6Av+dmWnwjs7aVFl1HRqt5vbgL2\n", "FWGXgPupjvTimi0wrZVEZTf4yFXAWRKXwqkHq/6GZdQlBz2/CWwnrluw3SUR1sLi7i7ytNRqPT16\n", "9OCNN97gjz/+YM6cOTRr1ozLLgt++s/ZwBGRA0XkKxH5WkQq1HoRkdu9v38mIttVdI1HH6ANtsLJ\n", "BxW5qRIEaOB4xIFDRVJ0GPJNunuqLLgw+AIhRn/gUq8MR6F4DXvAJQd9Pk8B3VQidMLcU1cH3NXu\n", "wLde3EEZBXdPYcH4Q7wyH8Gi+jtWPX2/pLOvAL39Lt2S2i1LsAf8SJHCLDK9+KvtIUVbaT/gHU8r\n", "LFA0pvOwxezNQfdVDenFN//CdLGcQg0IK0s0VTX7Ku5hYOjQoWy00Ua0aNGCLbbYgpKSEtq3b88G\n", "G2wAWBJjUVERbdsGP/Xn9OMSkSIs9fdAYEugr4h0TbumN7C5qnYCzgbuqaLJW7GsiZpWr82WiUAv\n", "JCWiP0GqjLvveD7V64ARhdDF8LQ+9id1ctsaq/Uzq8KbfEZj+i3wEIXcyTKdj8+BvZPOvorVpVmv\n", "MIPydF8UP3VfKiI1mNx+AweSPwN3NSQu+wNbYHNKvkgv3fItsBDbyQiSx7D5N4hCv5lwGPCqV6ag\n", "jMDdU2ncBuwgcXHy2Gc6Fe3YFcxNJcImwLmEVxi2SmbOnMldd93FtGnTWLx4Ma+99hodO3YE4K23\n", "3mKdddahRYsW/PDDDwwdOjTw8eSaDrczMFtVvwcQkaewH86XSdccCjwKoKrvi8g6ItJaTYsknVka\n", "0/xVL1b9EZF52Ot41zv7GbCBuO6G6jhBOgkfAvphdaqeDbCfiugOLFXHSVaqNfdUQMGFlXAjMFPi\n", "sp3G9JM89ptM2S7eq2ArOHHd17HvbV793yIcgC0UAsnkS+Ng4NSkf+8E/IpqQerceGnDw4ErA0oL\n", "r4xXgNcQkaTvftlDL7BUeVVWinAx8KwIL6qSb7fgUVh5AmPVDu6QfA1AY/q3xGUAMFzislMAemeZ\n", "8AmwJiKdUS1b3L2OqdsXgmHACFV+yqURcV1fBqOOk9X1RUVFlJaWMmPGDNZbbz06dOhQ/rc99tiD\n", "RYsWMW/ePE477TSuvPJKRo70V+IqnVy3R9thaXVlzPXOVXfNRpW0F2RaeGWkb1GuxITvnCA79Xyr\n", "FwM3e7WG8klF6eEVCb4Fisb0DyzWYngB08YrclPm3U3lSQfcBlweUL2pVX257ibAupAS45Pv1Xs6\n", "Z2I7J/lWa/0K+BfolnQuH3E4qPIu4GIuibwhrrsOli2Z/HlvAyz1NMLyyTPA3xSq2rgZten6R58C\n", "64rrdqj4pmAQYW9soXFrrm2p4/hyZMvmm2/OiBEjKC4upnXr1vTt25eff04tabjhhhtyww03MHr0\n", "6FxfZrXkauBkutpPf3hVeJ/G9MuKzgdMZXE4gbqpAFSZimUxBSXDXxkHkOyeskyyrUjVQ8kXDwCt\n", "sJ2/QvAZtoLrlHTuFWCvPAcanotJCOSjRMLBwMTy2kOrzhXEPeWlC8cx93R+1VrtAZdu0LwNbJan\n", "bLr/Aud5rol80QdIpAl8FsTA9T7vS7G08bXy3b9HRYvcyeTRTZWme1Wr60317duXN998kzlz5iAi\n", "DBiwurdt+fLlNGsWfO3lXA2cn4D2Sf9uj+3QVHXNRt651RCR4qTDyXFsmfIu0DFN8MslDwaOx5XA\n", "pfnSxfAKiu5OaqbEQcAUL7Msr3jxVpcBN0s8JV0zTwMoX8Elx2Esxoy9Qyq7zU9EWA+TY780T3Ls\n", "qdlyIm2BTbCisIXgKmCSxvTjAvWf/oBbji0A0hc+vqPKXPJfoym99hQUcAfPqzaeoHBxJ5OBXbws\n", "sjJeI791qc7A1PXzHa7gK7NmzaKkpITS0lIaN25MkyZNKCoqYsyYMfzwg3m/58yZw9VXX81RR1W/\n", "SS4iTrJdkO14cjVwpgGdRKSjmJbAcay+Ah2Ht/0oIrsCiyqJv0FVi5MON8exZYbqv5i7JlkPZTqw\n", "jrhu+4pv8rN7vgPuJX+6GD2A6eo4yWn4BVu9A2hMX8OCmy8o0BAq2sWzgpz5IQ48o8r0oDvy6o/t\n", "TqqLsjfwuvdbyCteden/EHzWWFW4wDaItEw6lxc3lcctwE4iwWfueGUI9iHZmBFZF0syKMQObhkD\n", "gfMlLnl1CwF4sgjvkPp7fx3YN8hsujI83avrgUtqe72p0tJSBg4cSKtWrWjbti0LFixg8ODBfPHF\n", "F/To0YO11loLx3HYbbfdGDasepteVd1kuyDb8eT04alNiBdgAZpfAE+r6pcico6InONdMwH4VkRm\n", "A6OA83PpMyDSMylWYpOek6f+B5M/XYx091RD71wh4y/A4q8GSjxFeDFfTAZ295Scy3iDVH2MQBCh\n", "G3AsJm6XD/YFPvR2qcrIpzxAOkOAEV7acGFQ/Rv7vHslnZ2IPeAaB989f2M7uSM9V0WQbAPMVceZ\n", "n3SuF+Ci+k/AfVeKxvRH4C4KJ4CYXl18LjCf1HqFQXEN8IoqhdrB9I3u3bvz/vvvs3jxYhYuXMi4\n", "ceNo06YNgwYN4scff2Tp0qV89913DBkyhCZNgi/JlrN1qqoTVbWLqm6uqoO9c6NUdVTSNRd4f99G\n", "tWDb0FUxidUVLfMShwPgZVDkSxcjPcC4B/Adqj9Xcn1e8OKvnqIQdVdUF2PCg/sknf0SaOHJ2QeC\n", "JxEwErhBlYVB9ZNG6m6dfef3xX4DeUXi0gMrJppzUKUPpLup5mOLtj3z1P9zwCLgrID72YvVd2oK\n", "HWBexjBgb4lLIQQQxwO9EUmefwN3U+VR96peEiol44JhipazsId9GXkzcDzKdDFOCKoDcd0NgM2A\n", "95NOH0Lhxd3KKAaOlbhsVYC+0+NwFCvIGOQD7nCgNVVrQ/mGp3+UWp7BXt9M7zeQNyQuDbCssas0\n", "poEUE82SCcCBaZpYKav6IPFcExcD14vQsrrrc2BPTK3XWKV/NDHAPjNCY7oU283IfzFe1Yr0j/Kh\n", "h1Ome1Vh2EZEbkQGzirSUwW/BJqK63bMR+eqrMTqVA0WYc3qrq8h+wKuF0RZRl7KM2SCxnQhJvxX\n", "iLRxM3Akpd/A3FQiNMEmt0tUyVfsyzbA3+o4yWKOhXJPlRnyYwrQ9+qozgF+JbWSdD7jcFDlUyxN\n", "PhB3pWfg7kWygWMP9F+91x8GRgONsXjOfDOeVIN2Kib6Gch8LML+mO5VsGIw9ZjIwFlFRSt4lzzu\n", "4t5dA4MAACAASURBVKjyDvZQDSqbIL08w+bA2hAq3+89QAfy+GDx+BKTL9gy6dybBBeHcxnwmSqT\n", "A2q/IioKJs97gLnEpRkWa3GpV3w1LKQbNJ8CzcR1O+dxDNcAJ4qkfA/9oiuwWB0nWZcsLO4poODF\n", "eF8mNQ5nCTY3+j4HiNAQy54LXPeqPhMZOKuYBqyPSLIeRT7qUqXzX6CfCBv72ai3ejuA1Pgbk+vX\n", "8DxkNKbLsYf/rXlNG68gXRx7wLX3u2yDJwlwOfkXtkyvHr4ZsA6m5ppPrgDe0ZiGrdZOerJBRRo5\n", "gaLKfEzhO4gyLqnuKSNUBg6AxvQNTITy0jx3/S6wMSLJcXdBuanOBX4mP7pX9ZbIwCnDHvITSX3A\n", "uUBPzzjI0zD4Ebgd/3UxtgBWkFprKjTuqWQ0phOBb7BSFvkkfRfvX2zS28PnfoYAo1T5xud2K8Ur\n", "rrglqQGm9nDLo4ErcWkPXEQ4a+28C2zq6QKVkbc4nCTuwvTC+vjcbmqAsUhroBOEsqhjf+AyiUub\n", "vPVoWcGTSP28fTdwRFgXq0WYL92rektk4KSSvoKfhdXr2jTP47gZ2E3E1wDX/YHXvVUpnqjVLsAU\n", "H/vwk8uAqyQurfLYZwLYEZG1k8756qYSYTcsW+smv9rMkP2w+KtlSecKoX80FLhbY1a/LlSoViTw\n", "NwXYRVw3eNnV8mGwHNu9GC6CL2nqSfE3yQbugcBk73WHCo3pN1gtuHwX402Pw5kGtBPX3bCS62tC\n", "MfCcKv/zsc2ICogMnFReA/ZCpBmUb1HnO5sKVf7CVrh+6mKku6cOAN7yRK5Ch8b0KywANZ6/TvVP\n", "bDW7X9LZN/Apk8qTABgJ/LcAxRX3IHX1viaWNZi3GCCJyx7Yexl8GeGak+6mWgr8DyvImzdUy7XF\n", "LvGpyY2BRkByranQuafSGAQcInHZNo99TgL2TnoGrABKSJ0TaowIWwF9sR2cHNuSOnv4RWTgJKP6\n", "O2axJ3+Z827geDwFLMUHXQxx3TWwB0vybk2Y0sMrIw4cJXHpnsc+03fxPgS2FNdt7kPbp2Buwid8\n", "aCtb9sDS3svYF/gQ1T/y0bmXFj4SGKAx/TMffdaQijSx3sZ/N2UmXAZcKYIfNbH2At5I2sEtE/jM\n", "u/5RpnjFeOPAiLxlVdoz4GNS5/zX8MFN5cVU3Q5cr8qCXNpSVcnmIJFoTCKxlERi3fLz8LjC+dm2\n", "VdODYralmN8opmVG1/tAZOCszjhSCz8myHMcDpTrYlyI6WLkGuS6K/C1Oo79qEz7opDqtRmhMf0/\n", "TMI8n7oYKeni6jj/YBPebrk0KkILzC11sScJkDfEddfG3KzJwcT5/vxPA/4Bnsxjn9ljekAzSd21\n", "e4tUjaw8DYXZwIP4o+6b7p7aDRP4LJyCdGbcD7QEjs5jn+luqteB/X14BhyNFRbOi+5VGjtjz4Df\n", "ARBphM0BeVnkevP3cCCuMV1U3fV+ERk4q/MScEiS4Ne3wL9YMF5eUeUz4BnghhybSndP7Qz8EiLt\n", "i6oYBbTF/4DLilGdDSwBkrfF/XBTXQ28qsoHObZTE3bDyjNYrIUZbweTJ/eEVy38RuDivFcLrxkp\n", "bipsB2c3cd2gyyhUxCDgAJGcXWTpGVRhd08B5cV4LwJu8eQF8oEZOKsWOd9hu+k13kn2tM1uBS7M\n", "o+5VMg6pBZbLFOzTi2MHRR+gDXBfnvoDIgNndUzR8jcsALdgcThJXAccKZJTTZT9Sa4/FdLsqYrw\n", "JrhLsbTxwOsCeaS7qXIS/PPk2M/EynEUgj1IzZTpDiwHvspT/9cAEzSm0/LUX65UVLbhF6Bbvgei\n", "yhLse3N7Tcu4iOu2ATaAlGKutcLAAdCYTsUy3PKVeTcTKMWEMcvI1U01EHhLlam5DCwHepJq4BzG\n", "/7N33mFWFWcD/71b2aUuoCCKqAiIqFiwfIBywIKKvaGxa4yxxsQYNTFer7GXqEk0sffeUVSKehQV\n", "C1YEFEWRKktvC8uW9/tj5l7uLltuv3fvzu95zrO3nDMzO3fOnHfmbWYxn3JsuI/bgT/Z+TxtOAGn\n", "YeqrqXwyJOCoshzzgPhPPHExxPc7YwJ8fRTxcYsRcCCcbfw7jMouHdQXcCYDeySQeDEUjj1T+b7q\n", "298Y9ZSmfjdFgtIHOIuWlWvnS6CTjRMUIlN2OGCi++YBJ8d5/b7AB9ZgFkS2ArakbsqWbOcy4AKb\n", "fT61mPuiITVVXHmpRNgeE/fmssQbF0f9Zt7ai9AOntmZOpL0xeD5AzBTAzouTfWFcQJOw7wKHBHx\n", "/l3AS7cdTgQPAUXAKXFcOwL4UD3PRMsU2RroQcua3MAEh7tcgrJ5Gup6D9gJkS4Qjmg6g7ph/KNC\n", "hJEYATMj4ditgfkgjJAWIm3qKYxwd7MG9Nc01Zc4Ji5QfSE3I3Y4pjnUYtQ0N4kQj7F7ffXUIcA4\n", "VGuS0b50YLON3wHclqYq6ws47wKDxffjSYF9B3CrKvOT0rLY2QeYoZ4XcigYgHn2f5PqiiUoW2J2\n", "3pLlDRgTTsBpmClAR0T6AqjnzQbWYR5UacdOcBcCN1tj1VhoSD31Rkua3AA0oN9jEpImao8URWVa\n", "idm1GxnxaczxcEQoxIRj/1MGw7HvhjEuXGUb1Rmz9e6numIJSki4+1eq60oB9SMYf0DmdnBQ5WOM\n", "F2Q8as76BsYtRj1Vj9uBXSUoSXHZbob3gR1sMETU81ZgwgXEJOSKMAroh5kHMkXD6qk07OBiYrrd\n", "qwH9IQ11bYITcBrCrOBeowFvqsw0CFT5BOPSGWv8hBFs6h7eYtRT9bgWOEqCMrDZMxPnderu4sVj\n", "aHwJMJvM9nd9+5uDgPdQXZfKSiUohZiV6580oC0x185EYIiNFwQmfkyx+P7WGWzTFcA5IvSL9gLx\n", "/U5Ab0L55kx8lxFA2tUFiaIBXY9xnb/Ljq8UVqYbMGqpQyI+fRsTXiEqbJDGO4GLM5xvajh1FzRp\n", "UU9JUIZhBMJ0BzUN4wScxmlQTZWZpoS5EjhdJLqdJPH9bhi3RGNcaCbrodTd0WkxWPfCq4G7bVyV\n", "VPIqcDAioS3pDzBb1AXRXCzC1pit2YsyHI69vv1NutRT5wNzaanCtIkP9BlGGAg5G2TSDgdVFmC8\n", "qu6JwR5vCPBpRATrkcAUVBOKw5JBxgDzMOMr1dRXU8WqpvwTMF01c7GGxPdLgD0IzQEiPYDtqbuj\n", "l/x6jQD6H+DSTMa9cgJO47wD7IKEUwWE7HAy1meqLMJMcP+KcoIbAnyknheKu5LW4G4p4gFMRNbT\n", "UlqLiYfyNdZzwsYQmkddz4qmuBP4l41lkhGszdhGAceEPjiYFMe/sek1rsJkC28JbuGN0ZCaKiN2\n", "OBH8B+gCnBjl+fXVU8cALyW7UenCjqdLgKvSYI/3JnAAEvbeDDkbNJsEWISemIS66U4YWp//A6Za\n", "O0Iw7tpvpiE9x/kYz8MXU1xPk8T9sBaRziIyQURmish4EenUyHmzReQbEflSRDIRAyQ+VNdjtqkP\n", "A1DPmweswBhoZZK7MfEEjoni3CHUVU+0ZPUUABrQGszNc5MEpXOKq3uRuv0clZrK6t13JvkJU2Ol\n", "L7DWjl3YGP9oTorrvRZ4SgM6PcX1pJo3gFERseMzaocDYGOonAfcJkLH5s7HjFcj4JjozKOAl1PW\n", "wDSgAZ2B8SxLrerDLHJmYG3vrB3bjxBVyI5bgXtU+Sl1DYyKhuxvUqqesglSrwIuzvQCJ5HdiCuA\n", "CaraF6ObvKKR8xTwVHU3VU1rPpck0JCaKmN2OBCe4C4CbhehucBXGwUckTxaRnqGZtGAfg68gAke\n", "l0peBg63UT8hing49jf5N3CBKutT3L7mqC/gpty41OYNOgaTULCl8x0mXlAo/s2XwHbWriVjqDIZ\n", "8zs2aXBvE4QOZKPH5HDguxYQvTgargVGSVBi9myMkdeoq6b6kGZ28UQYjvFcuimF7YqWjQKOSDuM\n", "gP5miuu8CXjYCqIZJREB5wjgUfv6UeCoJs7NlHt1oowFRiBSYt/7ZFjAAVDFBz6mcaEyNLntDOHI\n", "ubsBq2yk3lzgKozBceomONW5mEjWw+wnk4B9mwkX8FfgM9WssHNqyP4mZeopCUo+JvL0XzWgy1NV\n", "T9owXiZhNZWNBP0ZCabtSBJXAKNF2L2Jc/YBvlbPq7Dvj6UFq6cisXmqTADE1NrjvY5Z5ITu+SYF\n", "HOs5+S/gUps0OWOI77fFRGQPxUAbCUxGdVXK6gzKYEwux9R7u0ZBIgOjm6ousq8XAd0aOU+BiSIy\n", "RUTOSaC+9KO6FLNqC7klvgsMy6QdTgR/Bs4XYbtGvt8T+DZicmvx6qlIrMHx5cB/7YM1VYTVVFbV\n", "sxrYoaETrXfL7zHGhdlApP1ND2Ab6gZ8TDbnAhuAh1NYR7qpb4fT7Ao+HaiyFON08F8RGhv/keqp\n", "fIx6IicEHMujmGdYPPHBomUqUMDGe/5DYGgTi5yQ7Uk29PMQ4Cv1vJCRb0qjF9t5+G7gMg3o6ubO\n", "TwdNPqitjc3UBo5ItQ1qVjqN6dqGqOpuGHe7C0SkURsGEbkm4vBi/F9SxRismko9byEmjcMuGW0R\n", "oMo8TNCruxsxOM45+5sGeByowDxYU8XLwNFWxQeNqKnsb3APcF0GA3ptbM9GD7pp9qMjMMHdUhIq\n", "XYKyBSbz8+81oGlNJppifGBnJGzQmnE7nAgewajQftvI9/uxMcDfEGCBTUWTE9hxdhHGHi/W+GBR\n", "VrJJVOM5GCG+d/1TRdiSkO1JZj0nQ3hsVE8VkPrkmucCK4FnklWgiHiRckGs1zcp4Kjqgaq6cwPH\n", "GGCRiHS3jdgC8+BvqIyF9u9izMOiUTscVb0m4vBj/WdSxKuYLcpQX2XcDieC2zEh109q4LtI+5st\n", "MK6BHzZwXovFGrCdDwQlKI3tICZYic4ElrBRLdFYwL8TMd4t/0lJO2JnMDA5woNuNCZxa6q4A7hf\n", "Azqt2TNbEsbZ4A2MegeMJ82gaDxpUo0NAHo+8A8R6ngU2fbtxcZ7PmfUU5FoQD/F2JRcm8JqjJqK\n", "OuEC6uzi2QXO3RjD4ozbnlgiDYyHAL9YtXvSsZ6T1wAXJtOwWFX9SLkg1usTUbWMAU63r08HXql/\n", "goiUikh7+7otJsjY1ATqTD+qszAPuL3tJ1kj4KiGV2//FKFr6HOrQvs/Nk5uozCr91S7BqYdDei3\n", "mJVsKj2WIr2p3gf2i9yitt4stwPnZShTcENEqqe2wOjiU2JcaCMW74kJYZCLPIsREEOeND9Ak7Yv\n", "aUOVbzAeRfXH/+7Aj+p5K6z9yDFk2GU3hfwFGC1BSZUTy7vArjYKODSspjwGE7E4Y0HtIhHfb4ex\n", "wQylaEl1cs0bgCftfJw1JCLg3AQcKCIzMcGwbgIQkR4iEjJk7A5MEpGvMJb8r6tqNhhfxkpk8s1J\n", "wJAsscNBlU+BpzEP2BD9geXqeaH8PznhPdUEQWCEBCXujN/N8BJwjH1Q/IjRyfeK+P4fwFjr3ZIt\n", "RBoYHwe8bncjkooEpQSjmrtAA5pRo8oU8hYmJlYP+z4r7HAiCAL7i9TZWYxUTw0C1kLW7CwkFQ3o\n", "UkzMmQdSEuHYRP1+FxNDCuoFfBShE8aw+JwMRyyOZB+M/c26VCfXtILlKLLQczLuh7SqLlPVA1S1\n", "r6oepKor7OcLVHWUff2Tqu5qj51U9cZkNTzNhN3FrR3OchoxNM0QfweGiYSz3Q5h4+q9DWbHKWPR\n", "NFONBnQNJqDWPSkK4T4VqAF2tVvUYTWV9WIZTRMebenGek/shPH4AaM+S5pevB5XAVM0oDk7vmxu\n", "sjHA8faTbLLDQZXVhMa/8eKBugH+THC/9OQeyhRPA/MxzhepINIO5xtgK/H90I7OLcCrqnU8FjPN\n", "UDYKuDsC+ZjApUklwrD4CuvZllVkxS5EC+AzoAyRPvZ9tk1wazDeO/8TIZSOIaSe8oBvrEdYLvMi\n", "ZoK7OOklmwfDi2y0w3gf2Nd6r/wPuNJ6tWQLewHf2NVbT4wwPiHZlUhQdgR+R4YyBaeZsJoKe/83\n", "Ey4g3byISY1xifh+PmaRM8mu3o8ld9VTQNge7/fApRI0SZKTzBuY1C0F6nnVGI3EYBGGYRxorkxB\n", "nYkQuYNrdm9SI+D+AbM7+EQKyk4YJ+BEw6bJN7NKwAGw+U4+wmxXR3pQ5aL31CbYCe5C4EoJylYp\n", "qMKoqQyhHZxzMF4sj6SgvkTYuIMHJwCv2OSBScPGHvkfcI0GjCNBjjMR6ItILxsuYC0mUnRWYL12\n", "LgIu553NDgDK1fMWYSKvFxNKtpnDaEB/wdiB3StBSa7wqTof+BljvA/wIRtkP+B+4EJVsmb3Qny/\n", "EGMzGgoJkRL1lASlDyYW0dnZ6jnpBJzoiYxq/AGxZ5ZOB3+kS+Vp1NAVmGFjXxxNGjLHZgMa0B8w\n", "9iD/TEHxnwEdEOkPfEst3ehSeR3GsDjbbu7I1dtoUqOeOgNogxFych9joP8SRmCE7Fzk/AjcxbzS\n", "O9BWpZ6K5N9AW+CsFJT9KsaeDeBDytucCHytmlLj3XgYCMxWz1tuHQz6AO8lswK7wHkAuE4DOiuZ\n", "ZScTJ+BEz9vAQES6At8D7cX3U7FTEDeqLOY3c57mm04w3MvHGH8vRDMfMjuN3AjsLsG6sZoSxuzi\n", "mV2c4V4t33bcwGELJlgvlqzBqif+D/gIkd6Y4H7vNnlRrHUYl9AbgXNtbrDWQqSaKtsMjUPcRN/V\n", "W/Baj9AORs6rpyKx4/Ec4EabEymZPAmciEghF+62hi6VW7HTykuTXEcy2JeNC5zDgbdS4EH7e0zS\n", "438nudyk4gScaDEeKG8Dh1lD02zILLwpR8+v4Yd2izDRdE/DuJC2GjSg6zCrt/9JULo2d36MhNRU\n", "v+ObjpWc+ks22d2E2BlYqJ63GLPb8GIKgvvdinEJ/TLJ5WY77wFbIbI9WbiDA8C7fjWDltfwTM+j\n", "75I/DMNEmM8m776UowH9GngQ49mUxIJ1FjCzkqJDmdbxLtbnz+PfX26Z1DqSw6b2N0lEgrINJu7Q\n", "Wdm+wHECTmzUV1Nl3wQnDKVXxd/bs+ovNeQdSeq8Z7IWDej7GK+Ku5Nc9AfV5Pfajlk3slnlZeRn\n", "4e9f1/4m6eopCYqH2Rm8OpnltgiMoPgCpl+nAZvZiNHZRB8KtIJf29yyjpIHa5FX0Ox+CKWIa4Hd\n", "JCiHJ7ncR7+nXxBYS6eqMWTZItcavhsPKpNcc1+SGP/K2jbdD9ymAf0uWeWmCifgxMZYYH+bfDPr\n", "BBybYHMAey8bcx1XjfuAoZWCLs50uzLEVcAuEpTRzZ4ZJYLWvszRVddwzSRGLnoJ6J3pzNINYFZv\n", "IjsAm0PyXFclKKUYm5uLrWt+a+RZYLSNEP0RWfaAI5R/SuW2Q3iz25XcmC2BJ9OK3ck9F7g7mWkc\n", "TuKpT3rxyy7H8fyfkazcxd8eqFTPm4MJrPsxmlT37bOAMkyaoKzHCTixoLoEE0tgf4xXwvbi+x0z\n", "26g67AVMVc9bdyH/6f4IZ6wEzsx0ozKBneBOx2QbTpYu/uIXOXbZKTzRRT1vA8ZVNGuEXLt6C+nf\n", "RwPPJ3n1fjPwhQZ0k6jlrYgPgc6I7Eh22uEMAyYpssVOfFt9B388UYQ+zV6Vg2hA38F4v12fjPJE\n", "kGc46ZZZ9P72eU7YE/v7Z1m4gJSppyQoW2IC+p6lgdTktEs2TsCJnVeBo+wDbgobcxRlA0Y9IdIr\n", "Dx34HsNOBG4SYYtMNywT2Dw19wP3J+o2ajOFXzWVnY8XGGC9E97HPFCyha2BwsAjj8wiyeopCcoh\n", "GPXs+ckqs0VijM2fw/Rv1u3iYsbje8BR+dSOqaLoWuDRJjKO5zp/Bo6ToCRjnj4F2KIvM68CTlPP\n", "mwush6wSIEM7uKHkmkkRcOz8+T/gbg1oVjlWNIUTcGLnOUzY/rZk3wQXin9zMvDcT7rdFIwdymMi\n", "rfa3vhbz4D+9uRMbQ4QC4FEgME0HTMcE/ToS8yDJJgFnKPDBNY8+uhPGVfbjZBRqvaYeBE7XgIlY\n", "3sp5FhjdfenSz4CdbOTojCO+vw0m5s33hNzDTfLXSkwqg1aHBnQZJhDl/RKU4njLEWE7TPiJM9ux\n", "9k2gtw38mm27eKEdnMOA71Gdk6Ryf4PxyMyKXFvR0lofevFjsrF+SJat4GxurMEl69d/RF3vqesx\n", "k95fMtW2TKIB3YDpj1skKD3jLOYyYA3wX/s+FNX4E2BH8f32CTc0OYQMjE8EnktG7JMIo8LHNaB+\n", "ouXlCJ8CxQuPO64vRmWdqiSPsTIMeF+HD++KSbY53sZoOhO4TIQBGW1d5ngOI/TdHM/FNv3F08D1\n", "qnxhXa6fAk4liwQc8f3NMV5z0zD2R/cmpdygdMMKd3Y+bTE4ASc+7sXEAZgMDBLfL8pwe8BELF1c\n", "ccghvTB5Rz4GsNmtTwb+KJJV6rS0Yd1G7wQeilVVJcLOGJf7syIC+o0D9tLhw0uBz8mSCQ4Yml9T\n", "E7K/eTZJZf4Wk1j070kqr+VjBMeQmiprHnBsVE8dAYy3SSJRZTYm4uxjEbmqWg02yvlvgaPijI91\n", "HVAO3BXx2WPAqW0qK7Pp9x8KfKTDh28N7Inx+EsG/wEe1oBOSVJ5acMJOPHxJtBdhw/vDfyAWS1l\n", "mpB6yuzeRKzeVZmLyRn0lM182xq5BeiAEUyjQoQizER2uSobt3pV12JiIh1OlqipxPfLgG3nHX98\n", "6J7+POEyTSj2G4CTW9rKLQ08A5yYV1ubNbu4bBRwQuqpSB7APKT/mu5GZQMa0OWYhd79sezk2gTG\n", "vwHOtOkwQnwFrFl81FEdgR7i+8mOuRUPoQSb52CeAesSLVCCchwmtlYw0bIygRNw4sF4ptyP2QbM\n", "lgluSJvKysmYVeUmic9sOPGxwH0iZJPVf1qwVv+nA/+QoPSO8rK/YRJ4PtzAdy9iHiRZIeBgjN0/\n", "6758+bHAs4mqp2xW9ieBoAZ0ejIamGN8BVS/ctVVFcD/2QjSGcNGVe84e/ToeRhPurGR39uH82+B\n", "C0SyYkGWdjSgH2J2YZ6UoBQ0d74I3TF55k5TZUndwlSBR9utX38KNvFm0hscO0PLVq36GOPKfV+i\n", "hUlQtsXYcJ5pvVJbHE7AiZ8HgdGbL1s2hSwRcO65885CYDqqPzdyzp+BfpiJrtVhA1NdDzwsQWny\n", "gSTCIMxuzzn1Vm4hxgLDb7/77qnAwCwwNB2CajLVU38HlpL8YIm5gXnAPXv45MkjgQWYVW4mGQa8\n", "36u8/FDgPVRX1z9BlfkYdetjIrRJdwOzhJuBDTSjcrVOGY8BD6o2murkKeCYNpWVn5BhNZWdfwbM\n", "OP30LYDv0MSC8ElQ2mBUXDdpQFtsJGwn4MSL6gLg3Zevvro7MNQa+WYE8f0eQMfTxo8fQROpGVRZ\n", "j3kA3iDCjulqX5ZxF6AYz4oGEaEr8DwmS3DDmbJVVwBv/+mFF47BrOYzbd809LTx45dislxPTaQg\n", "CcoQjErzTGu/4GiYZ4DRYgTLTNthhNRTv8U8eBvjSYwR6t2tdCe3BuPu/TsJyvAmTv0zUEpTqhnz\n", "DPj0z88+K2T+998b+KrbihVnkZwEuHcBP2FsF1sscT+UReR4EZkmIjUi0uiWp4gcLCLficgPInJ5\n", "vPVlKfcOnjZtNKqrMDsjmWJI8YYNn+XX1u5PM4ZlqnwHXA48K0JJWlqXRWhAQ14lf5GgbLLzZl3C\n", "nwWeU+X5Zor7J/CnvJqajMbDEd8vBva4+d57+5GgespGfX0ck0jz12S1MSdRnQasPOizzxYB+2W4\n", "NcP+8vTT5ZhIto3OAXY38myM59d5aWpbVmHH9RnA4zYEQh1E2Bsj4JxsnTSa4rE/vvDCnsCu4vuZ\n", "3BUbulV5+TTMTuLLiRQkQTkN8ICzW/oCJ5Fdh6nA0ZhgZw0iIvkYC+yDgR2Bk0SkfwJ1ZhsTgE5b\n", "Llkyg8yqqYaMmjx5PfBGlGG5Hwa+xTygWx0a0J8w9jjPNWBweDNQTXTGmB8Ayy958cVKMmuHMxjV\n", "ad2XLz+SxNVT/wImakBfTUK7WgPP3nj//T2A4ZnaxRXf7w5sdt2DDx4B3NVc5mhV1gBHAQGRjAtm\n", "GUEDOg6zm/VIpGelCB0xO2C/V+WXKIp6pfPq1XsVVVXNAvZITWujYuifnn++K/AoqpXxFiJB2Rm4\n", "HThOA7oqaa3LEHHfkKr6narObOa0vYAfVXW2mpvuGUyAtNzARDW97/Rx4zqSYQHnnLFj+2CC0TWL\n", "XcX9HjhIhGNT2rIsRQP6FnAH8LIEpQRAhFMw4/MkVZpPcWB2Sm676vHHRwK7i+9nakfsgIGzZn0P\n", "LE5E9y5BOQGz1f6npLUs93l2tx9/PATV5cAuGWrDfu0qKj4vrKk5COP80CyqzMJ4XD4jQrzxoVo6\n", "VwFdsOpqq7L7HzBOdRMvtIZRrQBeHvztt6vIkJpKfL8A1X1OmTBhXxIwLpagdMQ4T/xRA5qQmjtb\n", "SPWKY0tgbsT7efazXOLhE995Z+e82tqMrITE99tKbe2Ow77+ujMm70pUqLISOAn4rwi9UtbA7OY2\n", "YCZwv+Rv2B0j8BytyrIYyni5bM2abh3Wrv0FowfPBAde+txzHUhg90aCsgfGoPikVpxIM3bMIm9h\n", "v7lzZwAHZKgVw06eOLEIeMiqy6NClXEYG4uXWqm6ugozB14pQRmEUV0PIPaoz4+dMmFCTzJnhzOw\n", "bM2alZutXPkVqj/GU4DdxXoIeFsDuokXbkulSQFHRCaIyNQGjmhT0Ldo/V1UqC7a8ZdfxhVVVW1u\n", "jX3TzV7b/Prr8pING55EY0uApsqnmIf8063RqyIcAKymcGeG3jwROE81RgNd0+d3HPnhhwVkQE0l\n", "vl+Gav/jff//MMHnYi/DqOleBX7fEoN5ZQHPnvfqq23JkICTX1Mz/My33toVo16MlVuBWZiFTms0\n", "Ov4ZuIDq4pcoXnELcKIqsbpEv7//F1/kF1RX75uhxJtDD5wyJZ/EIhf/EZPSplHni5ZIkwKOYrW7\n", "KAAAIABJREFUqh6oqjs3cLwWZfnzoc72Z0/MLk6DiMg1EYcXZR0ZJ7+29n9Dvv22Rmpr066myqut\n", "3XfUxx93oAnvqWa4DbPL9kSrTMh3jVZxz9S1DL6tkGtkE9faKHn4mPff79523bqDk9q26BjRZ/78\n", "uW2qqqagOivWiyUo7YHXgbs0oC8mv3mtgodPHT9+D6mtHZpuQ1Px/a4FNTXb7vrDD6/ZNDIxEWF0\n", "vBtwUdIb2BK4Rj9l6kmd+d1eP3CNxK7iVa3dZtGiRzpUVOQDfZPfwKbpvHLlISM/+6wEs0iJGets\n", "cTlwvAbit99JBSLiRcoFsV6fLBVVY1LrFKCPiGwjIkUYF+VGs5uq6jURh5+ktqWDd4dOnVq5/YIF\n", "x6W74s1WrDhsn+nTl6DxZXi16QdOAzoD/2qFq7jbWNpvBflVhwGP2ei9saG6ZtD3399fnZ+/h/Vo\n", "ShvFGzYcfMabb26FCUoYEzbY2bOYtB63JbttrQbV8s5r1tyz/fz5FaQ5XEC7iooRQ6dOpbi6Ou7f\n", "T5W1GKPjv4rgJa1xLQARugBvMf7Wa+jyQzXwz1jTuVgeH/HFF0VFVVVpNVUQ35fqgoKhA2bPfrI5\n", "4/IGrzd5pp7BhISYnfQGJoiq+pFyQazXJ+ImfrSIzAX2AcaKyJv28x4iMtY2rhq4EJO7ZzrwrKrO\n", "iLfOrEVVe5aXP1Odl7d/OqsV389fXVo6cNcff2wo0m7UqFKJ8YgbQisK5S7C6cChwMl6XcV7wNXA\n", "q9ZVOia2WrLk9h3mzMnbbebMtI6BtuvWHT142rQPUf0qluvsJP4vTN6yC1u6O2gWcNvRH3zQttev\n", "v56QzkoHzJ599m4//DAv1t+/Pqr8jIkP87QIWyenddmNCKWY3ctXtaLrbZjUKyOAK2MuTHXmbj/8\n", "sHCbX39N6yJ3l1mz+rddt65k4I8/xizg2gXO05g8U28kv3WZJxEvqpdVtaeqlqhqd1U9xH6+QFVH\n", "RZz3pqr2U9XtVfXGZDQ6G+m1aNGN5WVlnW8bPTptBrv9Z88e1GPJkoIBv/wSledEU1ij40OAs0U4\n", "O/HWZTci7InZtThKleUAGtB7MWEPHpegxHZvqC7sM2/ejL7z5v0x6Y1thCOuv36XfNXOe8ycGY/e\n", "/BJMSP8TrLGlIxFUV2zz669PFFdVpU/AEZGVbdvuV7p+/X+SUZwqEzH3xMu5bnQcEe9qJlag0YCu\n", "AEYCZ0tQzom1zF6LFj21pk2btO7g7fH995fs9PPPi9ps2DA7luvs/PZfTEiMa1LQtKzARTJOEgd8\n", "/vmCbRcuLK/Ny7siXXUOnDXrvB1/+WUBmpyAbDZq78HAdSJEa0je4hBhS4w75LmqTKv39cUYdd01\n", "sZa7sm3bexeVle2HSFrsMLafP/+GHWfP/ql9RcX3sVwnQTkKE8hslAaiipvkiIKCmporFnTpUjZ+\n", "0KC0qCk+69fv6Lmbb170vOfdk8Ri/wl8Bzxo0xXkHFYNfy9m9/K3kalYNKALMUJOUIJyTCzl7vXd\n", "d3euKS1tf/4ll8Su5o6TNaWlRxRXVTVq9tEQdvf2bqA/cKyN7pyT5OQAzhR5quMWlZUdh8Slw40N\n", "kXbL27c/oaCm5vFkFqvKTEwsmIdEsiKBXFKxLvHvA/9uKNaFzZp9HHC6BOU3sZQ9Yc89n/q0f/+8\n", "1SUlpyentU0g0m1Ot24HlpeV/Temy4w77P3AkRrQOc2d74iec15/ffkWy5Z991OPHneko75p22zz\n", "964rV06ffsYZSduBsw/7c4AewKN2pyPX+Acm4u/xqmzSdxrQH4FRwP+aSedQhz7z5i3ZYc6c2Vss\n", "WxbTPRk3Ijt/uf32XT7YeeeoY99EqKZ3BQ7VwKY5y3IJJ+AkkW+33fbpyQMGlJKGsO3L2re/7v2B\n", "Awte2m+/W5NdtnUfPw0THyNnIk+LsD1GuLlLlUb7TQO6CDgMuE2Ccla05avnLcuvqfnl8759r0Bi\n", "VHHFSHVe3pXj9tyzZkavXs2lkwgjQdka42lxjnMHTw1zN9vs4U/69++LbJoGJKmIDJzSr9/2C7t0\n", "aTI1SzyoUoGxTdscEwiwKNl1ZAoRLgSOB0ZZ4+oG0YB+CZwAPCvBxlMR1WfO5pvf/nnfvkMQSbmq\n", "atYWW/xh3mab1axo3/7raM63ws0dmHhdB+dCpOLmcAJOEqnNy5s8pW/f/IqiotTmeBHZzd9119Nr\n", "RT5Rz1ueiipUeRP4C/CWCFuloo50YpOL+sB1qs3HC7GRPD0gIEGJ2q5mdWnpGxMGDSrEPCBSg8jW\n", "X22//Rnri4oWqOdFtQtjo5SOBW7XgL6Ssra1ctYXF497ed99K4AbUryTe+krQ4eu3FBY+E4qCrdC\n", "zhFAAfBiLsTJEuF44ArgYFUWN3e+BtTHJJ19PVrvyl+7dHn+jb33rl1XVHQ/IoUJNbgpRNp+2afP\n", "Cfm1tZPV85pVMVnh5haM3d3I1qKadgJOElHPW1Gbl/fjV336jEI2TeKWFEx+r/uuP+WUbyqLiqIL\n", "Jx4nqjyG0dW+JUJZKutKJSLsCrwNXKEaXSh7AA3oTMyE8HsJSjAq91GR95484IDFGBuXVHH1PUcd\n", "9Xl1QcFb0Zxsd24mYXKnpUV90or5dmXbtvyw5ZZbAgelpAaRrZa3bXv4/K5dOwGfpqQOwt6VxwMV\n", "wGsitE1VXalGhOGYuWyU9RiLCrsY+DswXoLSbCBX9bxFVQUF37w6ZEgFqU15MnrMkCHla0tKmo1e\n", "b+etGzCBKA/UgKZkUZyNOAEnydTk57/3zIgR0zEux6ngghqRtV/06dOXJmIKJZFbMQ/Gd1piSgcR\n", "9sKEKbhIlZhDkFs7lf0wdkl3RuFd9f4v3bptV5Wfvy0ie8be4mYQ6Qcc+eQBBwhRpOawNjeTMQlW\n", "L3Xu4KlFPa8WkYl/P+us8cD1KdrFufjJAw/0EflMPS+lgdmsjcpvMEFb3xShfSrrSwUiHImJ8j1a\n", "lajUOZFoQB/EGCWPk6A0v9ATGfOHiy6aAVyGyHax1hdF+R2AK8bus08VJuFvcwQxNkUHakBjSUPT\n", "4nECTvKZdN9hhy0GDkHklKSWLLIVcPVZl19+NyLL1PNijlwbK9bo8E/A48DHdiXUIhBhX0yci7NU\n", "idtWwdrkeMAg4CEbP6Lhcz1vMSLznh4x4kViz2kTDcHl7dr9a0Nh4Z7Au02dKEE5GngTOF8DeocT\n", "btLGxOeGD++MmV+PTmrJ5uF29vWnnPIr8F5Sy24Em3j2LOBbYGJL2c0VIU+Ea4B/Y3ZumrxfmuFm\n", "4A1gsgRlQDPnjikvK/NqRG4B7kmqkGts+x5d3q7d+8s6dOhJMzt4EpSrgWOA/TWgS5LWjhaCE3CS\n", "zweVRUV7bygoOBq4A5Fdk1j2v4H/PDZy5EDSs3sDGCFHlX8Cp2ICgf0h2yMei3AAxhX8N6qMTbQ8\n", "GyPjIGAL4DkJSlMRi9+76OKLlwAHIrJNonWHMWNp2C4PPvg58K16XoN6dAmKSFD+jBkvB2tA4wrh\n", "7oibiSqyf2Vh4VXAdVatnCx+C4z/tUuX3UiTgAPhiOcXAB9idnNTo4JPEiJ0AF4G9gf2tI4TcaMB\n", "VQ3o5cCNgN+Mh+V0oLr7Sy+9jZkvTkyk7npcCXTv88QTzwLfqOc1mDfLzgF/wyQT3V8D2qzNUS7i\n", "BJwko543D1hbPGHCBkxul5cQ6ZJwwSJHATtibrAjSKOAE8IGAvs/TNbdR7I1GJgIo4CngGNtm5OC\n", "BnQtpu9rgdckKI3ZJLy3ql27vYEHSG7yuuuAG+Ztvvm+NKKekqAUYgJ4nQYM1oB+nsT6HVGgnjcX\n", "WNLujTcWAkuBk5NSsDFaveSLPn3uAXbCpNhIG3Y391KMsbovQiaSCzeLCDtgdjbmAfursihZZWtA\n", "H8XYsgQlKP+WoGziYaaep8CYJZ06HQqcC/wTiUK11RwihwDnA8cu7dhxbxpRT0lQugLPY1IjjbA7\n", "0K0SJ+CkhknAcFSfAV4CnkpoFSfSHhO74Fx5990tgG6k0LiwKayB3hCgGJgkUieZakYRob0Id2EE\n", "i8NVmZTsOmwyuhMxNgmNGR6+B+y7rH37fwMnIXJSwhWLDMHE7rgPM8FO2OQU4yn1OtALGOri3GSU\n", "idUFBQdiUp8EkU0fhDFhhJuHgG/2uO++EuDLxlbvqcTu5l6FUVl/IcLJ2bSbawOUvg/cqsoFqmxI\n", "dh0a0K+BPTHJo9+XoDQ0B74GHIHqx5hnwM0JVSqyPfAoMBrVBcBwGhBwJCiHA98APwN72cCFrRYn\n", "4KSGFzCGeWDcEgswq+94+QcwEZOA9HBgbDSuganCxo84CRPq/BOR1Mf9aQ47sU0D2gM7qfJJqurS\n", "gFZjMjCPB76RoPzJ7pyY7z3vV2BxlzFjumCEkVsQuTjuCo0O/3rgGnn33XZAP+qt3iUovTDqgx+B\n", "w1tDjIssZwJwAKqTMJGBfxt3SSJtMTu2nTCxWYaRRvVUQ6hyE2YuugzjZZl8Y9oYsPY2VwP3AEeo\n", "8mAq67Mq66MxwsunEpQD6p0yCegtvt8DI+QeGndsJPP7vwQEUf1AfH9LTPb38CJHgtJBgvIAcBdw\n", "ogb0Mg3o+rjqyyGcgJMa3gR2EN/fDpNwdDRmJR97IjaRQZgdg8vsJxlRT9XHruRuBc4Anhfhwkys\n", "5ETYQoTnMSHmz1DlLFWWprpeDWitBjQIDMaEdv9SguJFnPIeMAzVqRhX8wsQuS5Og8MDgO6YVfNw\n", "YJJ63gYACUqxBOV8jMDzACZxZnW8/5cjafjA/4nvtwGuAq5CpDTmUox6+23gV+AYVCvIAgEHQJXP\n", "MDsZbwOfinBZJiIfW3ubFzH34V6q6VHdWbucWzCLvcckKH8LeVmq51UBbwGHoboSo6q+N+adPDNf\n", "PAh8gRHewKg8Xwrt4ElQhgFfAwoM1IC+n/A/lyM4AScF2IfPMxijXFBdAhwL/Bdp1gJ/IyIFGJXE\n", "ZaguFd/viIlCuYl6IlOoMh5jl/Nb4AMRjkpHDhu7YjsXsx07E9hFlZQEPWsKGyvnYExYgEclKE9Z\n", "tZURcABUZwNDMUbK99nftXlEChA5FyPY/NUKywcAEyUohTYh4EzMSvoIDeidzlMqO7AG4N8CQ1D9\n", "HOPxNjGmCLciW2PUEO8BZ6FaJb5figmz/1HyWx07qlSpcgtmXjoI+EyEQemoW4ROIlwOzAAWAcNt\n", "Pr20YgMCDsIkK35NgtLPfjUGsyAFI4D9xMaFarT8CdgeOA9VFd8X4HTMXNNGgnI7JiP4RRrQc3I9\n", "9UKsOAEndTwGnGYHJHaS+zPwMiKdoizjYmAZhOO3HAy8r57XaIjxTKDKT8AewJ3A34AZIvwuVdFP\n", "bfqI9zDGziNU+ZsqabdHCGFXci9hjMB/Br7hi/P7orpfxO+/GBgBbA08j0jjBtoigoR16ScAh6L6\n", "ki3nQGbcUIpRe4wGTtKAHqIB/Sxl/6AjXoyaynAaZrHyHCLPW5uKxjELoQ+A+1G9HA0LrnsDU7Nw\n", "DpiFEXD+CYwV4Q4R2qWiLhF6inA7MAtjbH2oKr9Phb1NtGggbBfzKTBJgjKOKWeLnQPa2t/vQuCP\n", "SHRRkREZgXlmHINqaH7bDdUSJo2sBT7H2NvtogF9Pdn/Uy7gBJzU8TmwHmOQa1B9FGO38XiDuYpE\n", "8hHph8gJiFyP0d2eFzG5HYExXss6VKlR5XlgL4znwJHAbBH+JkLnRMsXoa0Io0S4B6PffgYYosrU\n", "RMtOFhrQtRrQvwGDWT1jbyrLO/DDXeeEPS1U12B2W9YB4xoUdE1wwHcx3nJ/xthxfCFByZf/DL6E\n", "qpW9KJ8wEjhLA3qABjQrVvKOBpkIHAiAag2qj2Dsp74EPkbkLkS6bnKVyGDgHcyu3T/rfZsV6qmG\n", "sGrrx4EBQGfgW3v/D0rGrq4Iu4jwOISD9e2qyqnxBO9LBRrQKqu23hp4grU//YFVUwuZ/fA9EpSu\n", "qP6CiSj8AiJ/QWQkIt0aLEykF8YT9GRU51i370Es/fhe5j7TidoNT2DmiONbY3ybaBHNkh1tEVFV\n", "zRpr/GQgvn850Fs973cbP5QizOTlY2x1dgUG2mMAUA58hbmJx6M62ZZViNHD76KeNz99/0X8iDAA\n", "85A+EqNm+Rfwk3U3be5awfTJSHvsCUzBRCV+QpV5qWp3MpCgCIMensii8X2Y+3QZpu0fAB9ss5yP\n", "f76LazHBAw9GdSEi22Imv/2AwOdb8Migc9kMsz09ALiIrUa3oceRP/Ppbw50qqjsR3y/CFgCbKue\n", "V9cuTGRzjFrzROA24C5U1yEyCngEOA3VNxso813gFvW8Tb7LNkQYChyHuX+7Yna0xgHjo1UliZCP\n", "uU8uA3bBzCH/U2VFKtqcbGTMf2+jevURTL18c+DV9pXcs+pGtseotELzfhVmvg8d3wIP1QhPFwT4\n", "ANOHxyEFVQwZ04PZD5/EvOdfa41zQKxyQtwCjogcD1wD7ADsqapfNHLebGAVUANUqepejZyXiwLO\n", "Vhg1w5Z1XDpFumNu9PXUHdjfoA17v4jve8Ct6nnJD/+fYkTYEqNuOxtohxHUFtm/9V+XYra6DwJW\n", "Y/ppHOCr0qL0y+L7pwOH8t7w3wH7YOxwhgJ7ivLDfWNYN3oaved14INtlzPyxR358oJRLF3Zhm2B\n", "3pgcQD/a42n2e+dMRMaq5z2aqf/JERvi+2OBR9TzGs76LtIXsxLfE5NO4BTgKOteXL+sYozAtKV6\n", "XovykhNhazYuVvYH5mLu6w+Athgj+m72b+TrLhh17B3AkzY/VotBfH87YDKf/GZn1i88AzgPM+8v\n", "AtaIsqb/YmpH/EzpXvPpuFM5XXqtoNvnPSgfeSqdVFiFsd95gf3e3gbJ+4t6Xmoz1Wcx6RRwdsAE\n", "PLsXuLQJAednYA/VpnNg5KKAAyC+Px54UD3v2QTL+SewXD3vH8lpWWYQoZSGJ7LQ6xrM1v54a9vT\n", "YhHf3xqrJ1fPqwh/blRWuwNDL/2Ik3ZaRLfr92PSj12YykaBZlZkxl/x/TzM7t6uNpikowUgvv9H\n", "YAf1vHObPlGGYDJX34TqjEbKGgX8XT1vn6Q3NI1YT6s9McLO3sAKGl/wLFalRXsFiu9PBX6nnjdZ\n", "gpKP2bXpiFnsNXb8CryoAZ0eUc4LwDj1vKgTBucascoJcbv0qep3tsKo2hVvPTnAYxgDw7gFHGuo\n", "egRmq7JFo0oFxhA36oy+LRX1vDni++9jbJLCWbw1oBswbt0fY9QTnNF8cbsCi51w0+KYgDEubRrV\n", "DzFxjBrEzgFXkQPZ4K3AMtkerQET9A8ma0BrMC7fMSG+3xljsB5/PKVWSDqMjBWYKCJTROScNNSX\n", "bbwMDBbf755AGf2BIsgOYzpHTPwDuEx8P9G0FgeSReEBHFEzDWhrVRWJcAAm0F/cSWMdGSPSXTxe\n", "RgNvqee1CNujbKFJAUdEJojI1AaOw2OoY4iq7oaJEXCBiOybUItbGNad8xU2RjaOh8OBMTbHiaMF\n", "oZ73FcZ1NFHh/gAayT/lyF7sPTuRje7iMWN3bwLAPzIZwdwRN58CXcT3eydQxukYbYAjBppUUanq\n", "gYlWoGpyYajqYhF5GeNG3GCOIBG5JuKtryY1QS7wKCZGTH2Xz2g5AggmrzmONPMPYIz4/n3qeTGH\n", "T7e7P/uQAyrKVsoEYBQmDk48DAc2IwE1tyNzqOfViu+/jlmo3hnr9eL7/TDxbsYnu23Zjoh4GC+6\n", "uEiWiqpBGxsRKRWTKBIx+TQOgsbjlqjqNRGHn6S2ZQPvA53E9wfGeqH4/uYYN+GsjH3haB71vM8x\n", "evez4yxiCPCNjY7raHm8Dewvvh9vwt2rgevc7k2LJhE11anAU+p5LdrYOh5U1Y+UC2K9Pm4BR0SO\n", "FpG5mJXlWBF5037eQ0TG2tO6A5NE5CvgE+B1VW11Uqh6Xi0mDsxpcVw+Cpigntei3CMdm3AtcIV1\n", "9Y0Vp55qwVjD8HKMoXhMiO8PA7bEhON3tFwmAoPE98tiuch6T56K0QI4YiRuAUdVX1bVnqpaoqrd\n", "VfUQ+/kCVR1lX/+kqrvaYydVvTFZDW+BPA6cLL4fq+daViTXdCSGet5nmN3LM2O5zurtz8TEwnC0\n", "XJ4GbohjFycAXN8aV++5hA0T8R7GFjUWhmHCg3yT/FblPi5VQ5pQz5uJcY0+KNprbCbiEcAbqWqX\n", "I61cC1xpI9w2i/h+O4yB+j/cBNfiuQFj83h9tBeI7+8LbAM8maI2OdLLGIwdTiw44+IEcAJOenmU\n", "2NRUI4CvNgnz7miRqOd9jInKenpz51rPmQcxKR7uTnHTHCnG7sCMBkaL758Q5WVXY3ZvqlLXMkca\n", "eR04OIYFTlvgKExOKkccOAEnvTyHGeDRZhN36qncIwj81eYWa4q/ANsC57nwALmBet4S4BjgbvH9\n", "XZo6V3x/MCYPmVu95wjqeQuBmUC0oVKOAT5Uz/s1da3KbZyAk0bU85ZhXEaPb+5ca1x2OFmaPdwR\n", "H+p5HwGzMIaDDSK+PxL4A3BMPG7ljuxFPe9LzG/7so1O2xhXAze63ZucIxTVOBpOwxkXJ4QTcNLP\n", "YzShohDfF/H9IcAzwBJru+PILYLA3xraxbFGxY8Bo11ahtxEPe8pjG3V0w0ZHYvv742JXv5Impvm\n", "SD0vAaeK719nkzE3iP1ud9wOfkI4ASf9vAX0qR/VUny/VHz/bEy8lIcxWXb3y0D7HClGPW8SMId6\n", "0a0jjIqvtec4cpfLadzo+GrgJvW8DeltkiPVqOdNBwYDHYBvxPefF98fZm3uIjkFeMHt4CZG3NnE\n", "k02uZhNvCPH9O4EV6nnX2Bw152FcgScD/8HEvanNZBsdqUV83wPuB/qr51XbCe45YA1wlrO7yX3E\n", "97sCnwGXq+c9Zz/bE7PK397FvsptxPfbY9RQFwLVmLn/CaACk8PsHPW8RhOwtkZilRPcDk5meAw4\n", "W3x/DCZPiQB7qecdrp43zgk3rYL3gIXAifb95Zhw7M6ouJXQiNHx34GbnXCT+6jnrVbPuxvYEbgE\n", "EyNnDub5UAR8lMHm5QRuBycD2NX6vzDZwZ+yQaAcrQzx/f0xLuCXYnZz9nJ2N60P8f3fYPKVnYsx\n", "Ku3tVBOtE/H9bYDfA1PV81z8o3rEKic4AcfhyBBW0P0A2A0Y6exuWi/i+7cDFwN/Vs+7K9PtcTiy\n", "kVjlhFjTBjgcjiShnqfi+xcA2znhptVzOfAr8Wccdzgc9XA7OA6Hw+FwOLIeZ2TscDgcDoej1eME\n", "HIfD4XA4HDmHE3AcDofD4XDkHE7AcTgcDofDkXM4AcfhcDgcDkfOEbeAIyK3isgMEflaRF4SkY6N\n", "nHewiHwnIj+IyOXxN9URLyLiZboNuYrr29Th+jZ1uL5NHa5vs4dEdnDGAwNUdSAwE7iy/gkiko/J\n", "r3EwJhz1SSLSP4E6HfHhZboBOYyX6QbkMF6mG5DDeJluQA7jZboBDkPcAo6qTlDVUM6kT4CGUr/v\n", "BfyoqrNVtQp4Bjgy3jodDofD4XA4oiFZNjhnAW808PmWwNyI9/PsZw6Hw+FwOBwpo8lIxiIyAeje\n", "wFd/VdXX7Dl/A3ZX1WMbuP5Y4GBVPce+PwXYW1UvauDc7Aip7HA4HA6HIytJWi4qVT2wqe9F5Azg\n", "UGD/Rk6ZD/SMeN8Ts4vTUF0uTYPD4XA4HI6kkIgX1cHAZcCRqrq+kdOmAH1EZBsRKQJGA2PirdPh\n", "cDgcDocjGhKxwfk30A6YICJfisg9ACLSQ0TGAqhqNXAhMA6YDjyrqjMSbLPD4XA4HA5Hk2RNNnGH\n", "w+FwOByOZJHxSMYuEGDyEJGHRGSRiEyN+KyziEwQkZkiMl5EOmWyjS0VEekpIu+KyDQR+VZELraf\n", "u/5NEBFpIyKfiMhXIjJdRG60n7u+TRIikm932kPOIa5vk4CIzBaRb2zffmo/c32bBESkk4i8YAMK\n", "TxeRvWPt24wKOC4QYNJ5GNOXkVwBTFDVvsDb9r0jdqqAP6rqAGAf4AI7Vl3/Joi14RuuqrsCuwDD\n", "RWQorm+TyR8wZgKhLXvXt8lBAU9Vd1PVvexnrm+Tw13AG6raHzMvfEeMfZvpHRwXCDCJqOokYHm9\n", "j48AHrWvHwWOSmujcgRV/VVVv7Kv1wAzMDGdXP8mAVWtsC+LgHzMOHZ9mwREZCuMt+sDQMhb1fVt\n", "8qjvAez6NkFs6qd9VfUhMPa8qrqSGPs20wKOCwSYerqp6iL7ehHQLZONyQVEZBtgN0wEb9e/SUBE\n", "8kTkK0wfvquq03B9myzuwHi81kZ85vo2OSgwUUSmiMg59jPXt4mzLbBYRB4WkS9E5H4RaUuMfZtp\n", "AcdZOKcRNRblrs8TQETaAS8Cf1DV1ZHfuf6NH1WttSqqrYD9RGR4ve9d38aBiBwGlKvql2y60wC4\n", "vk2QIaq6G3AIRm29b+SXrm/jpgDYHbhHVXcH1lJPHRVN32ZawIk6EKAjbhaJSHcAEdkCKM9we1os\n", "IlKIEW4eV9VX7Meuf5OI3YYeC+yB69tkMBg4QkR+Bp4GRojI47i+TQqqutD+XQy8jDG7cH2bOPOA\n", "ear6mX3/Akbg+TWWvs20gOMCAaaeMcDp9vXpwCtNnOtoBBER4EFguqreGfGV698EEZGuIW8IESkB\n", "DgS+xPVtwqjqX1W1p6puC5wIvKOqp+L6NmFEpFRE2tvXbYGDgKm4vk0YVf0VmCsife1HBwDTgNeI\n", "oW8zHgdHRA4B7sQYFj6oqjdmtEEtGBF5GhgGdMXoJ68GXgWeA7YGZgMnqOqKTLWxpWK9et4HvmHj\n", "tuiVwKe4/k0IEdkZYzCYZ4/HVfVWEemM69ukISLDgEtV9QjXt4kjIttidm3AqFSeVNUbXd8mBxEZ\n", "iDGMLwJmAWdi5ISo+zbjAo7D4XA4HA5Hssm0isrhcDgcDocj6TgBx+FwOBwOR87hBByHw+FwOBw5\n", "hxNwHA6Hw+Fw5BxOwHE4HA6Hw5FzOAHH4XA4HA5HzuEEHIfD4XA4HDmHE3AcDofD4XBN0QepAAAg\n", "AElEQVTkHE7AcTgcDofDkXM4AcfhcDgcDkfO4QQch8PhcDgcOYcTcFoAIvKEiDxU77NhIrJERIaK\n", "yDgRWSwitZlqo8MRD82M7dNE5HMRWSkic0XkZhHJz1RbHY5oaWZcnygi39lxvUREXhKRHplqay7j\n", "km22AGx22mnAqao6UUTaYLJaXwd8DAwBlgKvqKoTWh0thmbGdikwFfgE2BwYAzyvqjdnqr0ORzQ0\n", "M67fBSpVtVxE2gL3AgWqemLmWpybFGS6AY7mUdVlInIRcJ+I7AT8HfhBVR+zp8wUke0z10KHIz6i\n", "GNshFojIk8DwtDfS4YiRGMa1ADXA4nS3sTXgdnBaECLyAlAEDAYGqur8iO+2B2a6HRxHS6SpsR1x\n", "zivAdFX9a7rb53DEQ2PjWkSGAq8DHYD3gJGquiFjDc1R3MOwZXE+ZgUbbOgB4HC0YJoc2yJyFrA7\n", "cFu6G+ZwJECD41pVP1DVTsBWQBVwa4bal9M4AacFoarlwBKMbtfhyBmaGtsichRwA3CIqi5Ld9sc\n", "jnhpbs5W1QUY9dVp6WxXa8HZ4DgcjqxFRA4G7gMOVVUn2DtykUKgItONyEXcDk4OYC30i+zrYhEp\n", "znCTHI6EEZERwJPAMao6JdPtcTiSgYj8RkR62te9gOuBFzPbqtzECTgtHBHZBiP9fwsosA6YkcEm\n", "ORzJ4iqgPfCmiKy2x9hMN8rhSJAdgY9EZA3gA5OBv2S0RTmK86JyOBwOh8ORc6RtB0dEDrbRG38Q\n", "kcvTVa/DkUrcuHbkKm5sO1o6adnBseHVvwcOAOYDnwEnqapTpThaLG5cO3IVN7YduUC6dnD2An5U\n", "1dmqWgU8AxyZprodjlThxrUjV3Fj29HiSZeb+JbA3Ij384C9I08QEWcM5EgrqioJFuHGtSMrcWPb\n", "kavEMrbTJeBEdSNsscUWDBw4kM0224z27dtTUlJCmzZtmDt3LnPmzKGqqop+/frRr18/VqxYwaxZ\n", "s5g/f374s9raWr777jtmzJhBv3792H333dl6660pLy9n8eLFLF26lOXLl/PJJ5/geR7dunWjffv2\n", "iAgiQmVlJevWrWPt2rWUl5dTXl5Ohw4d2HHHHenfvz8VFRWsXr2apUuX8ssvvzB79mw6dOhAr169\n", "6NGjB6tWrWLlypXk5eXRuXNnPv30U/r378/MmTNZsWIFu+yyC7vssgulpaWsXbuWiooKKisr2bBh\n", "A2vXrmXJkiUsXbqUrl270qtXL7p37866detYt24dNTU1AIgIJSUllJSUUF1dzZw5c3jzzTfp06cP\n", "xcXFFBYWhq+pra2lsLCQwsJCunTpQrdu3SgrKwv/v0uXLmXOnDnMmTOHnj170rNnT4qLi5k3bx7z\n", "5s2jsLCQDh060KFDB0pLS5kyZQojR46kqKiIoqIi8vLyyMvLo7q6mtWrV7Nq1SpKSkro0qULnTt3\n", "pqqqiqqqKsrLy5kxYwYzZsygsrISEaFt27bstNNO7LTTTmzYsIHvv/+e77//nm233ZY5c+Zw6KGH\n", "hvu4pqaGoqIiSktL6dWrF7169SIvL4+FCxeycOFC1qxZw9q1a8nLy2O77bajd+/eLFmyhK+//prp\n", "06eH/7eysjLy8vLIz8/n5puTkq8xqnH9/fffh1/ffvvtHHvssSxZsiR8LF68OPy6qqoq3K8NHbW1\n", "tdTU1DR6qCqqSm1tbfh15PtOnTqFj7Kysjp/x48fz8knnxweM6GjqKiIwsJCCgoKqKmp2aQNofeq\n", "SkFBAfn5+Q3+zcvLa7R9qkp1dTUbNmzY5AjdIy+88AJHHHFEuL7a2to6r0PjLXRd/dcFBQUUFxfT\n", "pk2bOn9Dr+v/3/WPlStXsmLFivDf0LFy5Uq++OIL+vfvH+6r+n+Li4tp37497dq1q/M39LqgoIDF\n", "ixfXGQuh94sXL6a6uprNN9+c7t27s/nmm9OtWze6desW/qxdu3Z15tF0je2zzz6bKVOm0Lt3b1av\n", "Xs2aNWtYvXo1vXv3pm/fvuG5uVOnTpuMm/Xr17Nu3TrWr1/P+vXrN/ndx44dy7777hv+fv369ZSW\n", "ltK2bVtKS0spLS0Nzz9VVVVUV1ezfv16Fi1aFJ6/Fy1aRF5eHkVFReHfeu7cuWy99dbhMVhbW0vH\n", "jh3Dc12HDh3Iy8sLl1lVVYWI0LVrV7p27UqXLl3o2rUr1dXVVFZWho8XXniBffbZh+XLl4fHRXFx\n", "cZ26Q20MHVVVVZuMs7KyMsrKyujcuTPvvvsuJ598MiJCXl4eIkJBQQHt2rWrM5ZWrlzJokWLwseq\n", "VasoKCgIH/n5+VRWVrJ+/XoqKyt555138Dyvzv9cXFxcp4zy8nIKCgrC/d22bVs6dOhA586dw3N8\n", "WVlZnXv4gQce4Ljjjgv3f3l5OStWrAjPH6GjQ4cOdOrUiY4dO9KpUyfatm0bfq6Eni3z589n/vz5\n", "PPHEE/Tp04f169fzxBNPxDSI0yXgzAd6RrzviVkR1GHNmjXMmjWLBQsWsO2229K3b18KCgrCPzwQ\n", "/rFCP3boCBF5E4UmvOrqaqqrq1FV8vPzw0eojMhrQ5NibW1t+LzQ5JuXl0dJSQlt27YNtwcIPzRD\n", "ZYXsmiLbF/ld5I2Vn59PUVFR+CaqqqoKPyzy8vLC7Qq1PbI/8vPzadeuHSUlJbRv356qqirWrVtH\n", "VVUVqhq+KULXhB4yoUll9erV1NTU0KZNG/Ly8qipqWHDhg1hYSry2sLCwvD/UF1dTU1NTfj/qq2t\n", "Zd26dVRWVlJUVER+fj7FxcWICKpKUVFRuI0FBQV1BK/QQzP0e0T+ra2tZcMGk54lVGbkRLFu3TqW\n", "LFkSnlgLCwvDk3vkbwywYMECZsyYES47SUQ1ru+4447w67lz59YZk6HfOjReGhojkWMo9Fn9I1pb\n", "OhEhPz8//PANPdxLS0spLCykpKSkjmAS6qtQvZFlhMZH5AQXEsRCYy90beieDBFqb2S7Q9eG6o/s\n", "l9BnxcXF1NTUhPsudF+HxntjhM6JfF1fAIw8ampqNpljQnVG9nfk96E+aeyo35bIuQqoIzCGjsb+\n", "j8gxMnnyZL788suofv8YiGpsf/XVVyxatIjq6mratWtHUVERBQUF4XkhNCcVFxfX+Q0aGsP1hfWG\n", "BOlQeaE5OTQ+Q79BaNxG3isFBQWUlJSEBYJly5ZRVlYWFp5Di4rI+6/+/Bn5t/55kb/lqlWrWLx4\n", "MQsXLmTJkiXhB3jHjh3Dc2JtbW1YOArN+6GyIwWB0P/R0DOuqqqK9evXhxc9FRUVVFVVAYTv4/rz\n", "aaiuUH9HzkGRR+jzyPMj+zjy9ws9B0L9Epqn27RpU+eIbEdkOfXnvOrq6vD3VVVVTJ8+nZ9//pmV\n", "K1dSXV0d8yBOl4AzBehjY7YsAEYDJ9U/qUuXLgwYMCC8sgn98KGHLFDnx48cbA11VKRkHyk0NDZY\n", "Q0JRZWVlHYECCE94bdq0CUuboWsjy6v/oKk/OOtPrJGDDwi3N/J/Ck1k9W8AgPbt21NaWkr79u1Z\n", "vnx5eOcmUpiLlJzz8vKorKxkxYoVYQGnuLg4vBKKXI1HPgwj+yvUxvoCTmiFlZeXR3FxcbjthYWF\n", "lJaW0q5du/DKKFRmpCASeUOGbtwNGzaEzwmtuIuKiqipqaGiooIlS5awcuVK1q5dS3FxMRUVJiBo\n", "fSG2W7du9O/fP7z7NWnSpHjHciRRjeuzzjor/Pruu+8O7yg09rCMHCf1aWoHJBoihYXQzkKbNm0o\n", "KSkJC6KRAkrodf1JriHhPfRQiWxr6G/k5FRfEKkvJESWEWpHpIATOfYi+6OxvmpMuGmoDyMn7fpz\n", "S6TwEfmb1e+vyCPy+/pzVKiukJAW+bCJbFtT/1dtbS2DBg3C87zw95ECdQJENbYHDx7M5MmT2WGH\n", "HVi9ejWrV68OL4ZC929FRUV4vowUfOsLc/UFnYZehxZvNTU1VFZWhueRhgSDUF+F5o4OHTrQpUsX\n", "5s2bR1lZGWvXrg23M/Qb1V9URD64I587kb9FZLtXrVpFeXk5c+fOZcGCBXTv3p3a2trwfBiqI3K3\n", "MiTMRz7vIueuhuqLFD4idzn/n7t3iZEty87z1onMuJkZkZGve+veqq6qZnd1FZrsbhJd4IADDzQR\n", "R4Y0FGDAAGFoKsDwSPTEY0kjw54ZkA3JA0MCDBDiQOADoAATIDwwTHQT5oQEhH5Us7rvzUdk5Dsz\n", "jgdZ347vrNgn77PzXvYGDiIyI+KcffZej3/9a+19IiIePHjQuac87siOAY2BjX0ngW8tCOP3AFr6\n", "nZnR9fX1O+2G78tB0NXVVXzyySfx9a9/PT799NO4uLiIv/qrv3opIb4XgNO27XXTNP8sIv4oIlYi\n", "4l+3lWr8ra2twqCg9EROTufYmNkARsSSQCI8OJSVlZX4+OOPYzgcLhmh8/PzDjjyRCM8bdsWatEA\n", "BcMMULm+vo5PP/209BHBRlnpK58b1ZtFQbAQwIgorA////DDDwtbdXV1tQRqAClra2uFgWIc6RfA\n", "wZGoHeGDBw/i29/+dgEX19fX5dw0/s/9ocRnZ2cxm81iOp3G+fl5AVVEMDky/ta3vtVRRmjdk5OT\n", "ktpjPtbW1mI0GkVElOjRTop5rin667YXlWu373//+xGxMBS5XzYgfq39L58jA+fMApkVdCCAfH/n\n", "O9+Ji4uLJTbN+lUDC7lP2bF7/PsAR0SU/vQ5+d/8zd/sjFVm48y8ZHa2xtIYYORo2em0PvDo7z96\n", "9KgK0vNYOmjBYV9eXpYAw/dds23cC/3GuRHwvKn2orJ9c3MT77//ficgWl1dXWIH19fXO30mRUV6\n", "B5tv9vjTTz+N4XDYAde2aQRdEdFhRS8uLoqDh1Gez+dxcXERs9ksdnd3iw1BNzxfzBWO3QDU4Ba7\n", "BLB77733SoD54MGDwq7TB+Yuy4+dO+Nzfn4ep6en8cknn8TJycmSHOF/nCY7OzsrY5uBGtcmSP7m\n", "N79ZShocvGYW1YDOQYHvwZ/99m//dsemkIpz5oT58L1GRAes4hPbto2vf/3rS4DoRdu9PYuqbdv/\n", "GBH/8a7vbG5uloG5uroqgn11dRWnp6clDZKjNSYFJeN/Zjo432AwiG984xslxePJ5BwAhUzXIYRn\n", "Z2cdAGaq3hHGt771rfjJT36yJMgGODnKxen7Ho3ab25uYjgclpTZ9fV1fPDBB7G/v1/6aiNjY2CD\n", "Qz/pKwAnYpEGzJH+d7/73QLwuD5GLSKWHBMpLwMc2LG2bTtGzcDvk08+WQKFAJzT09M4PT0tyovh\n", "bJqm3C/nclRhBX6DKaoXkmu3zz//PPb3b58XWQM3WSZ47XO0fZEQsulXxiRiOZV7eXkZ3/72tzuM\n", "mdO0tL6o26yh5cd/Z8Ylv6+lJPy9733vex0Ak9kejGZOYfs6mSXg+z4v4LCPJctR6GAwiMePHy+x\n", "ONmo2xmg704F1Fg9bAvvPccGOG9SpiVLz5Xt6+vrePLkSZydnXX6a4CzsbHRCWhgyfNhG9A0TXz2\n", "2WclYKyNJ/PvuWQ8mM8awBmNRnF6elp+53n0XJk5ssygU/iC6XQaBwcHsbm5GQcHB9G2t2l52PUM\n", "cGoAwYCXWpnhcBgffvhhnJycdOrhCPrNirrejD7aH2a/+Nlnn3V8hPXFepuZrcxg+p7m83l8/vnn\n", "cXR0VPrjewG4uOwD/8A84oPQyfl8Hr/2a79Waqletr1TD9u0scXJM5kU/wJwmLw+BicDHBypC/9c\n", "R8DfAInM4GB8EECnkTKD4zQP3+ljcGzcmXCuFRFLxtmGECExe8PvTNu65mJjY6NTm8R7xiQiOsDP\n", "IGd9fb2kB5zyM+3qKAfABjiZTqfFmA8Gg3KvBjmeV8vFxcVFDAaDAnIQduhYWC0AjschA5w3xeC8\n", "auuja2usg99neaq9rwEbv/YxOHYymf3k3BELlq722rZtMZqum8ug0sC6DyzV0kEeP4CgazDoe04J\n", "RUTRnZrDMoNjcHJXmqg2d5m5yUdmYOyU0WszoH22jd8bLLwtma4xTnbGBjgEhdTR5KJiA3rrgh1v\n", "ZsUYQwMDmJnBoJsqx/mbOY9YBMgc9hnoSL5XPj8/P4/ZbFYKi83gjMfjWF9fL0WzNfaG+60xOMjk\n", "fD6P9fX1Tl9zMJDTTTlIojE/TdN06iCzfcxgz/3MtsifZVYYu8K1kWX7O7OlnBMZr9m8l2nvFMBx\n", "jYaFcTwex6NHj2I8Hsfa2lqhNtu27QAVU3Ln5+exv78fa2trMZ1Oy/kwXKZTEXgLmeniiOhQlqZj\n", "ua4FK5+nZqDtbOygR6NRpyaGHHbbtrG5uVnGYHV1tSgYzMhwOCzFbFSjG9BxzpOTk3j27FkcHR2V\n", "FVcGeYPBoBgllMHGBrBDZML9ZadkwEblP8wP9+EIO0cJVpiIW+BlAMXY8L+aspEjHo1GZaUARu++\n", "GlFoRCzJlZ0YgCAbdh/PAwRm1GrNBhcwf35+XvLolhmiKeTUoMLgwsbUBpF+2ZFk8PI8cFMDJDbk\n", "GSh4VQ7veUV+amkw+psZJb+aYeF+AHTX19dL+ubDAMfGHUMeESX1zd/IxPr6enFyOCQ7AZzE22jI\n", "hJlw9JXAlFo/GHiPY2bKaAajdpYeU8ulA7E8BzC5uU7HTnxjY6OszFpbW+vYjgwY6BP+Z2NjI7a3\n", "t8t9ECg4/ZZrQel3Zjv7gHFmUTKgBhRxbWSIsYyIjk/CZvJ77Ibnp8Z61gL/3AhiSdNxHe4Bea2N\n", "bZaJWoDzMu2dAjiTyaSzlA2DPRqN4tGjR3F+fn4nwLEjBuAMBoMCcGwsIxYsB83CawOYo2sDnMzM\n", "ODq1Imf0aYATsVglZMePkgBAHjx4UJZ5o0gAnOvr61hfX4/Nzc0O82Kgwzlns1kpzkXx7NSapilL\n", "9A0AMWR5tQ0gLjsnGBwi5PF4XMCcgVxOA2SwY7bIEe7FxUWnqLgvImKp42QyKUbuPptBbq3OwoxJ\n", "poizsXPkXjsiuixmfsVJMu6AZGSDosDsxHnP3GQQhUOyIfM8cK93AZssP/m9wYyBimsvDGrye2S1\n", "LwV2V78AOJ5LdAEW8a4l5jmQMivAOQE4jD1Bz8bGRrTtok4u2x2KQd9Gy6wXcst4wXAAxMzO1+Yg\n", "20nuj3lkNRZyabaeOcwA0/NUA5+k4L1MOcsbNjyDU4In7uPy8jJms1nM5/M4Pz+P9fX1zn3Tx4gu\n", "MMtlAX3MH+OGv6C/bL8BsHFgwTz5fvBNGeDkBRA1tojfMw70jVcAztraWmxubpYsjPU0B6v8tgZy\n", "fLxse+cAjuktJmk8HsfDhw/j/Py8TCYDmyk22vn5eRweHkbbtmXptA2sHYvRYmZwbMxsuM3g4Cgy\n", "wHHRXEQsCVwN4NjxYxTOzs5K5L2zs1PoWJTo+Pg4BoNBbG5uxvb2dscJwVhgDG5ubuLk5CT29/fj\n", "6OgoIm4Fi5w5fYPB4XdOc3BelINxylExCmCAQ7/ITWcGx0LusUQWDHAYG/rjfvp3Bjh53O+j1Rgc\n", "U69mcByF1qJRU/EcyDWO7q5o0IyCjRG/rzEUBmNOD2XDk8eW8/i3rwpucCy1A2MLwOk7XJ9VYw3u\n", "Ym/M4HA/ZnAiumnh2quZLc6dgzIvMADgcH3AqQGOa3jeRmO+zYg4xQODk5mzGotHy6lFZN51PmY7\n", "kWWOGnuGfXNtkF+znrgGE7mJWATBAJyVlZWyzcZ8Po/j4+OSJfBeTAQgzFseuxrQMUNTY3Bg/Mfj\n", "cVkmTsGuAU6NwcFWOGUPg5OzEQ5YawxOttuAdxiclZWVooOMBzWhzorkoKimoy/b3imAk2sxcFzz\n", "+e06/9lsFhG3oMa0KLSXa2NWV1dLQe319XWp20A5HPG7OSLJeVKEysuVfRglEy2bVo6IjgMxQDIA\n", "4R5hUDCup6enMZ1OS59QXCJuAE9mtHwfKysrsb29HR9++GFZtXZ1ddXZC8cGh9+aAUNYGV+DGZwv\n", "wpzBI0rWNE35nHne3NwsKy4wOp4Xs1r8DbDhnpl3jjxPb6NlgOOxxbCtra0VY5HpdBs909N9B7/J\n", "58j/qznhvlQKcmrnZGdlx+8j61EfgLgLWORIrsauOBL0uMKuMK4uvLfTQCbdVzd00OAPO0QK5K4j\n", "O2E7Av52HZ2DCadZcgrQbMLbaBsbG8VmIRM5RcnKzpxadC2gQZ1lB7mEVWEVKI6doMcgN6e0nM6p\n", "9Q3ZtrxafiKisCb4EoNLAAzgYn19PXZ2dkpwTjDn+XcwYHnrc+hmOZj38/Pz0g/SYdgH2EofXMe6\n", "jnw+r0aoxp5yuOXUqZlUr5rNdTpOSRIQ59+YLHjR9s4BHOcHcXxt2xbnPhwOCxPgCNPV80bWVMwj\n", "GM571iL5bJwjovNbAxxHBNQ1uO92sDhrnAPOiEZEgoEwwIlYrCQ7OjoqbA4KuL6+Xpwjm+05wsn3\n", "tL29HYPBomCXKnYEM1PGABwEjpVMW1tbRTkQ6D6Aw7npJ/PNPJJeG4/HsbGx0SkQd/8BOBhCWCeD\n", "V28I6ANn52jxPloN4HDfps/X19eL7Nox+r1lpwZsAL2Z+XFhvc9be6050IhYAjQZ6GRGogYYamwd\n", "+sXnfvX7DGhqQCdiQf2zxNgOpcb4GnT3gRvrBtcgKMnAqTYnDh7uGkdeDZzoV2ZvPD/3LdM0VjEy\n", "PtTYRXTlxw4sO0v/ziDD84gfoFZmPB6X9AdACSB+eXlZ9N0rd3KZgYEtc8r4cl3+T9B6c3NTtizJ\n", "bAaOemNjI3Z2dpZ2x2ZMMuOZwQSvGej4M+yoywC8egwWyku1s8+ybDm4zs0MTl6AkwODDHBY7u69\n", "ejK4cfDPZ7A+rgn6ew9wLPwRi7QNDM7x8XGMx+NOrQGDQ54Tp0lUTK2IhSozOE6/8Hc2zvP5vBjG\n", "zAy4mM0UIgLF9XyPmWVB2DBUdzE43B9IHOUH6Nn41lgoli9CHx8fHxekzfh5vDAiCKsfjcCmh1Zy\n", "b73O/Rid4wgNBll1QGoMB5HnhEiXc0Bz8p1MR/sYDoelD/fZ+gBOH9Ngur9GV+d0gGl01115DAy0\n", "8znyq42UWYacYqg56UyL5/ecywf/q33f56ulN/LffNfOMf/PuldzdLV+ZhbJkX4GVnn+mDdT+mYw\n", "zNq4cX7OcRfD9irG/000Hhnj++lLoeU5y47S95YZHMaGjTrH43FhcLD9XBcblFeG2gGbbcrzmG0y\n", "ulVLs+UDgAPjFFGXd18nl1f4s9w4RwYXBsiuSXKakBpESALIAc9L7frIa2bLOJzqoi/ZHzhN5/QW\n", "6aqIBcGBn/XvfiUYnI2NjTg7O1sqHAasQPOBlHH02ah4ck1xMXCZsrdxxJG3bVsUhNQPz/3Y2NiI\n", "Z8+elT5ELNOMOGImxRQ/BhLwZgPpiM/G/erqquSy5/N5iRj53V3FjS4qvby87GyYx4GiwSLM5/OO\n", "gwQYNk1T9sHJ0X2OKp02XFlZ6Tw/ZmNjI7a2tsr4ZtaAOclgEwCDQs3n8wLOTk5O4v333+8UqKPE\n", "5PD7KOBfZjs8PCzvMzUPoHE9UmbcDDic3nSECdDNheX5fY6Sa1Ek85CdQC0Pb4Pn+aqdP2LZ2Gfg\n", "UItg/d2aU+lzOgaREctGmz47ZTocDss9UfPkAKYmj35fAzjZuTqlg67YURgU+W/bOv8ee/I2Gikq\n", "sx44UGS6ttIGe+T0igGFx415ANxsbGx0bJrTTU57U6PieSYA9KMMsHNmMM3qcL6IhV4A5GCbkQ/L\n", "ou/NC2fMKDZNU9hbHyzy8D41GdgaaBgM4i+903P2kz6fbQ7+E3th2WKMYfHdL8spc0DtY9M0JYvC\n", "eJiVhe3Jfssr0H4lGBwvTbawZYDjZa0GBDYoEVEmA0EwYPJRAzgWFpzo9vZ2oUU3NjaqjE/E8mos\n", "BMhGFQV0HjNHfW5XV1cxnU7LVuhbW1tlfHLtCefIKwlgeI6OjuLZs2dlX6GLi4sSETmNY+fI+efz\n", "eRweHpb7A+AYlPizDHBgpnhw23A4LOeIWCgv/eX+OHDgBjinp6dxcHAQKysrZcm8ja4BTl9k9Mts\n", "BjhOr6DkNuR9zt5MmJ024AYDgNz2HRFdVqT2mgEF/8N4ORpzJGZ6vGb4HMXncehLP/Wlo/pSVBk0\n", "MVY25oxjRHQYKtiwDG54dcqpj2XrO8wc4PDtdA2kkIlcKJvnyqmDt9U2NjY6rAFsIQ4SgIP8ONI3\n", "wDk7Oyu2hu/6b+Y02zQAntMb/j3BKX6APYMANrza5zgIyI44IopDpl6QB18Cjt0XHkJMP3KKinnG\n", "JrKKNrOuOfhgzCgxoKCX3+cUdU0mub8cUDkzgP9yhoCN+9CpfE76yHccZDIOtYDYbPvq6mqZN4PG\n", "l23vFMAh9WMGx4qDsIMAjbptTDEGZnDMnOTiPxxlxALg8EBNMzgRUZw0xa00CwmKS2TG547C7dBw\n", "xtkZ0HKks7W1FRcXF7GxsVHO7ZScKVYU1xE4z0thfwoACA/LM4NjY4KDg7LFuTHWpk/t+DKD46fg\n", "rq6ulhy9+1hTPhsEMz4slY+4fWCrt2CHzfPmWTBf99VYrcZcOXpzKiXLiJkI/jbbx/1FLBw356oV\n", "uprqrzEl/G1Gzd9pmqZEVc6pOz2cjWiOxjMocXopp5xqjMxdh8f3eSyYgRP/c7qvD+R4TynmzvVN\n", "+Z5rjIvHwsGAGSHO61WQNVDn+3kbjSXSBjdsSocMAX5d0JoBDruTk243q1mbz8xAWF4iovN7s+ms\n", "OqSPq6urpYwhpy994NwjFiu7Im4fFbO9vR0PHz4stZBmtwFhMBjYesYHIMbDQAn6rLf4JwONi4uL\n", "snnq8fFx5xmA2IDM/tQAOc2sklmciOjoY0QUO8pY9NWe4ZPW19fLLtLYYs7pehw/SHk4HHZSVGav\n", "X6a9UwCnZmxt8CK6eWlHPEbv5FO98RfFt9CKRsamuZlorm/jcXFxEUdHR8UpIwSebDMXFNpGREdx\n", "uC+cQqbpb25uOrQmE4wyuOrdho5dNI3acYJ8n1oedt1EEM/Pz+PZs2dxdnZWio2HfH8AACAASURB\n", "VPjMojkqgVa1wwNpG0TW0hRmkpymgSGyo2e+rZzcA8zNdDqNtbW1+Pjjj2NzczM++OCD2NjY6GwK\n", "liOD+wY4pui5j5zS4LDDQ0b4207wrsMGzRGVl3RG1At+87lgG9ELy7efJUTa0qDadUHM6131C7nG\n", "pgb0ai2DPgcIZgwys+MxcLqHa2bARvqWMbVz8hOTa6mmiCgOr8b0EjjY0TBunBvHaeYGnXwV4/8m\n", "GntbWdcy+IU1GY1GBUzAOuL4Dg4OCvvAhq+Mh+0wusMYEYAyLzDC1hsHnAR7AIqdnZ149OhRRNR3\n", "COdvwFHErT6zitQOmGt4C4fpdBqz2awwLZnlxO5NJpPY3d2Nhw8fduTDrwb59NGAOvsXgOPx8XFh\n", "uLHrsPUGZPganlIe0V1txoqzGkvrg8U9q6u3ewSRojo+Pl4Ktq0DZmoePHiwBHD+3jM4zk/miMuf\n", "WflxtEySAQ6ThbKBNgE4ebAZQNPJNooXFxcxnU5jMBiUojYDCdNtCLhBl40d3+Mabjg2V5FDAyPQ\n", "GYRRTHZ9fV1YHFI5+T5ZjXVxcRGbm5tl80Qoz8ePH5dIIudfHblERKEd+wAOjX4PBosVVy66BHi6\n", "WDsilhSKeb26uoqTk5M4Pj6O3d3deO+99+LJkyfx/vvvl7oA16N45YAjl/toTiEY3NhA4SDsrBhz\n", "7+XiyN6AjXv0mGcZMXNhUOO/MwMBc9AHcLxT8NXV4pEf6GbW21qRYi7ezODG0SP3VXNGyF5+b5Dj\n", "8egbGzOqGZjjRM0yUPSaAVb+rQOGDKRgiCz3nmtqEnDWdtqkZN9GY5sIy69Zbwpc0WlYBuyAH3Vw\n", "c3MTm5ubBQQAggB13KMBJmNJIAfA8jJx7A11PjhhQMWjR4+WZICGzADeeW/7btkFVFDnCMNycnJS\n", "agBdOwdw3tzcjN3d3Xj8+HHH4TsItPxmtiUz/wSRjP/h4WGMRqNiF3mMhFPOg8Ggs7Se85hlod+Z\n", "5fLfbdsWmSXjcXx83NlklHk18Mx1dQAcxvdXgsHx+www+mi0uwAOwISIGIGyM8BY5CgxR7cXFxdF\n", "WYm47MizMAA4IuoMTi6+M4MDSPLOn5kit4OyQhBZeqwioiM4s9msFO6trKyU50U9ePAgtre3e9kp\n", "CjIxYk5R1FIoNMAg/aitemPVmAFOpqTpB8bz5OQknjx5Eh988EF885vfjMlkUti5Wj3K22ZwMPKW\n", "ZebVj+gwte7Va4y7gStUME9Vz0DGKY0aqMk6lg+DlBq4IToFeJK7N/vJvebanWzIHdDk9xFd45oB\n", "DH2ssX8YUAdQEVG9Rzf/jV7lNAhsQAZcfo9jcT0Fus79Z/1xLQRsBuCLMcFO1Ap576M5RQV7Qnph\n", "Pr+tXSRFu7KyWBUbsXjG3Gw2i6Ojo2iaxQIGMzg4xAw8PP/ogEHfcDjsLKH2AhbmbHt7O/b29jog\n", "G5vEdSKiBLT4CuTfDLuDWxgLszekx3KAA8DZ2dmJhw8fdvaPsezXZNW+MAMcgqPZbBaHh4exs7NT\n", "fCDlAoA+wIvLPrgmvopnSjlYz7LO5zC/Lgz30nSTF/QpBzj2ETUi4EXaOwVwRqNRPHv2rFRo55UF\n", "jn4iujunMvkuSM7gw0aewWSSjCwvLy87exhgUEyT4pABSlkhHAkwqRg695PvGpTlpXGAm62trdje\n", "3i4FxnZ+19fXJYeJssDOWPCGw2GMRqPY3t6Om5ubcj4M6XA4LPVHORcLsIuIQv2aMYhY7F46nU5L\n", "ETNUv400Qsw5cBac23s6MG4GUXwfp35ychJPnz7tOF9yuf59ZgPuo7kGBwfJPSB3TkWYLYMV8SoD\n", "M1J+YjNb+lvWM1CosRp+n9NCGErAu1NTfsUQOYqzQZ7PFw+KrRUqOy+fgRnvbdAdxdPy/WTbEbEA\n", "mBkk0QzKMtBjSTR9Yf6ofas1B0w56s3XoGXHhQ6SHuZ3Tme+LYDj8baO2+5iK05PT4tdvrq6iqOj\n", "ozg+Pi4AYDQadeotYKGxCxmAAvYyE5oZeB6BYxZ8a2ur6Jvn0wFhDnYjojDg0+k0VldXYzKZxOnp\n", "aQe8UPDLuUnR0V+z3A5WrV+wQOwhk3Uil23koJ97ZQ4yW4o9cb2kGXjsEcCNPuYgPss0ZENm4DMo\n", "x6ZwH7n2yT6a8+Tg40XaOwdwIqLz3BhPnqOfiC7AMZiACbCgZqPPRHFOAxyYHwOcLFAIAGyBAY4n\n", "KKKLeO3cvCTbxbAZ4NCXra2teP/994tiUv9AARv9GY/HZcVXbgCYnZ2dmM/nsb29XVgPxo38qRkQ\n", "DAB5aOpBMhviFBgbYhG9ci/MqyNq6GXOTaU9851TFUTTBjjPnj0rBoL5NcNnFu8+GwXQEbFURMm9\n", "5FqL7PzNQhngeFkpAKdWy8LhOc3vV1dXlx5QmQ8zdq4NwjFFLO8fw7VhgOyU/eoag9qBnDB+NabE\n", "lLnthgFOBnsZlNVsBY46G28DnAxW8t85VUbLUXnNYTkNwX2YNfBKxPtsOD5sIPdq1hhbdnp6WuaN\n", "ekYYjsyGADosm4A8g+OIKGNTS93f3Nx0aqcISCeTSdE399mywHnQKQJQArjhcNhhaLg+ATa1gDxK\n", "h3ti3LyAwwAHVvTk5KQsmrCcO0isMTlZRwxwsl1xutgBJ/YI5sbX5TycP+tR1hETE8hrDeBYLzJb\n", "lQPpF23vFMChdoRlaH0Ap4/BiVjQxnyfSXM0GBFLzhLhdOoIYbEz9vcR5Nwnzs8ko+xmgqBrPcER\n", "sYS0+T7AY29vr5wf4aM2o2mazhLs8XjcMX44iNFoFLu7uzGfz2MymcRkMin7JrgWxobFChQRJRWW\n", "ox3oWzYPJHpzdO4UjMeI2oYag2PmzcaPyNkP9CN9GBEdBg6lehWq83WaAQ4pQQygDYqfEp8NEUdm\n", "bzLIYXwxRI5yI6IA2fx7ZJmagYgo40Uawc8UyrU0LmDuAwoAnD6QZIBEywwIjTk1e8r/M4OT07T5\n", "s8yoZFDIYRBm1oAxdZRde70LUBkc1FgR1/rRz3cB4Nhh287ZVjN2Z2dnZQ6xEbPZrFNrmOstCFiR\n", "b/bsQu4iFgEkY2TwVwOkg8GgFDQDcByE5sAYYMN1SfGvr68XcMODQA1II27ZW66DDjC/mXFyes0g\n", "x8W9mWntA8UGU5nByXrrGiLGE//muiXOZbnLAQVjlAkB65VTsmakMsCxvvxKABwjR5C2B8BgBUMF\n", "Wo3obuWOYPPKd0H7CC30GxNjJeA6AJ5aHQCOE+PtyaWPEcuT7Pvhc5x8Xr1EDdGzZ886DspCy7ht\n", "bW2Vpd6m013r8ODBg3j8+HFhhihghGalnsD3yOeknVwLEBFVQ8295gg11yNZARkLxpkxsfDz0D3m\n", "y2MO++QCVxfh2pndV3ORMXOS591ObH19vWOYs2x4IzCMKo4+O/vMavRFSWZ83D+fh4AhorsRIEDM\n", "8lzrg/W5Bkryb3PL9+C+187jsXXuP987DsGtj0Hy5wZvdjjWA/8vfz8fGXzn4C5T+D6XZew+W429\n", "HgwGhdUi2GKvFvQV+2tmxXKMXGW76WcbETyZtVxZWSlAlIAO9pE9aRhHnr9HoMG8Wp4s+5nVRp4B\n", "by76R968QITf5Fqs/Gq75/ScA7wcKFBHg6/A/tveZHaRa9bYzrsOGnbbtmcwGJTSiZOTkzg8PIzL\n", "y9snrLMgBVnO+uGSlD7Zf9n2TgEconIDnEy147AdxefixAx0EHwLnyff1BrnNKqmORLgNwAcmAfO\n", "aVreRimnDXzvFn4jdSLdp0+fRtu2sbOzU54a7iidlQEGOAgyxoEi0MlkEhELxqht287D23JUi5Ba\n", "UO2oag7hLoBj+tRG3tflu961OSLKagT66Uhkb2+vGAbmwkW8GQTcR3N9hGtwuEdHcxHdB7JmY8d4\n", "+PCqh1qz488ALztKO2p+myM0/845fcuzr+vr94GnDExqra8PvEdeDAw9tmZ7ayyLx8QpF9sIMy81\n", "cJg/q7FZfelDf7/mePjb/eS3bwvgeN7o33w+7wCcyWTSYXectjLAqbEZHmMYaxf4Zjlk/s0Ate1i\n", "BewvfvGLYit5ICa1Jh7LzARil50m5l5JW5m9Qd4AOE2z2FojAxzGhVcH49hyM7Jm7VxQ7f9FRMcv\n", "9tm9zP64Dql2ODClX9nuu7iZPXAIjAkoHMDZ1jH2zJ1tyN97gJNTPzaKODEDC4TFTE1G9FYiTxST\n", "j/PBUUZEh5LLoCQbe3/ulJIZnPxd04M2WhngRCxWHEHNAqZw+tznYLBY+ohxdn9B/RcXFzEajYpy\n", "Q4VGLDbkqvWbPpycnHSK3u4COFkBcECMMfNoipTrMmdm6LgONTbIg9MHgFnAgguckZUcrf+ymx2/\n", "xyNieaVPRCwtrzaDg8w7hZiNJefNwIExzQDBsl1jcbKx9+9rTALf85xmoJtBTgZofcbfh+8hov4g\n", "Q/TdtQ59DAstyzT6dBcwxM5kkJPtUablc0BWGxePe23sc7B03y0DaAAL+6FQC5jTJE6J5NWh1KPY\n", "jmeWglU9Nzc3pXA5M13YmevrxeIH7B7OdG1trbNlh/1AZlXM4LiswHWD2GX8DPeYGZy7HHeWX/TH\n", "6WvGwCvGADjcs+1IxDLTXgM+NUbHxEAOFHJj7liVS51oLv0w+2pZzgGuQc7LtncK4Nh4Obd9fX1d\n", "Hi9APtZRmg0Ik8kqqLZtY39/v7pNNpNodMznVMKzggUkHtFlcEw95r11UDiDKupcvGszGy7VWCj6\n", "GtFdXu0VFVY6nKD7BmvAclJASo5K+K0pR8aDa6OwpmhtoD2uEYtHCzhi8jiz/JL78HUZU6ICro3D\n", "hBpumqbs60AkYzni9xTLvYqivE6jEDoiOnswYSgwqhhsF/nmV49JxMII8N6gNLMQGehzbWQbI53r\n", "IRyhG3CaWSIKdsFnprVrwC7Xp9H6ok07/Hy4ADsXT7smJIMIg0izu/l9XxrFhf59B/PLmDJ+jtLp\n", "N9egvxkM9fX/bbSTk5Olfhgo5+DE9qJpFnV02ETAASkOP6/P583n9zhZ9khB7e3txWAwKBvPPXny\n", "pASD1AB540r6xpGLcF3kz5Lr0WjUkXmfAx0BUPH7DOq8JYQZ8zx2BjjUYI5Go86eNtg/6jLxhxQ+\n", "12pxOG8GZu5/PszS1oIPs2nUHqJvHDA7/p/rA6ljetn2TgGciOUnAWM4p9NpPH36NLa3t4uD4/sI\n", "h9ka2IymuS1aPjg4qDrhGk0cEWU1EgrHVuKZwTEFbuOEEFI8Cv2GIWTSKAxFwBxR2ilFLJAxQowS\n", "5cgiAwSWX/JgzdlsFufn57G2tha7u7uxs7NThLgWTUcsAxyDEY+b55DfoWQ7OzuFDXJaz/UlNlwI\n", "ua9tUEqu149/IJKJiE4RIUsacXj32TLAcd0MY4SjhKHy4boD1zw4JRBxdy1L/h9GyAYzIpae4Jt1\n", "hrEDUFxfXxcdzamcGtvi6+e0VHZYvPaxMpk6dwF2DeRk9oxz+t7M+Bnk3NzcdHY/R+4BhYCUuwBO\n", "LVCCsW6apvS5VutQY3o8Lm8L4Mxms46zsl3NMpfZLAAADA5AZz6fl4Umlj/0vsZ8AX5yyqxpmvJg\n", "zdFoVHYK5vlRg8Ggo1/er8aF+E4D0l9v0QDAyWyD0+P4Ad57c050EGB3fHwcR0dHcXR0VC0yNmtE\n", "eszBCXqKfLFzsQGONyp0ytCyhZ5T82n7Q7P89QEc5o95ti2GzfE9Anhdb/jWAU7TNP9rRPyXEfHz\n", "tm1/86v/7UXEv4uIX4uI/xwR/6Rt28M7ztEBOAg5u0ICPGx0awwOk7q6uhpPnz4tRilfy1FSRpso\n", "3MnJSQfB2yjm2h6UnIgY44Vyssz65OSkOD7AD9d2NOI+owQcrpa3cPB7DMj6+npnGePp6Wk8e/as\n", "s3W6kXROQ0QsHoXhnHIGYh5Tfx5xCza2trZiPp93UmIAHMaPuQSgmQrOtQsoOc+12t7eLufFYaDo\n", "fJfxftn2OrJtgGPnmxkcaPK8hNrUPuNwVzTvSCqDjFp6xGNKBOuC+ewwcqonv+Yj/98A2MAmA5x8\n", "WN9qr4xrrk9ChjzvWWdgWA1o8qsZ2szg+En1tXFgbA0aMfI4OT/08S4Gp2/eX6W9rs0G4OStB5x2\n", "dp99D4w7c+HVRrCVlr2VlZWO/bMtYrwc9NkXYH8YJ+ShbdsS+JGuZzm7WcyIxfP2kLX8BPD8fML5\n", "fF78GGCI4Js+ue6I2hWCUIqiCZRd3JxXWKK3HMgdQIGHgUZEqafkHr3NQw4cmE+YNMa1Joe5WRdg\n", "kwjqs98E8JpNZYwBkG8d4ETE/xYR/3NE/Fv97/cj4k/atv1XTdP886/+/v2+E1joyZs2X6UgdnZ2\n", "CvpjwFyrw0ACijA6THhEFzxgxBGETGPjnHHuUNGkyNxPzoniYNCg40yTGxVjMGEr2JwP1sGF0AhF\n", "xKJw1QpxdHQUh4eHnRVDpKRA67U0GIbaEaZBjn9zeXlZFI/IxPlkp1voP33OKRPXzMDycN++Jr81\n", "60HETiQGyEHhc9Tv/rno9z5k24xRps8zrYti854dijFofaDaEWyOIv03Y59paY7a32Yc/BrRZWUs\n", "Tz78WQ4O3Md8vszmZFo7szkYYwMbpwjsDP0718XVgA2vfhCwmWMi6T7Ax5j46cg2+pwzn9vAdzAY\n", "dOxBZu1exfh/1V7LZh8dHRVdNLgEKBg8OAgF3FmWAUh29sw/45E3mIyIji64MNUylgGg6wgBVC5g\n", "zmwRdp7rOdUcsQhSMrBHJ7FVZnBca4qv476xixsbG51aIJhvZysASWQIDg8PYzgcFv/HA0FJAeIT\n", "+Q0H9+kC55ypyMFXbXuIDA7xJwTbXN+g2IGU/bjTgG8d4LRt+381TfON9O9/HBH/4Kv3/yYi/lM8\n", "B+DgyAxw2J3XaRQmwY7Tjowdfqne/qqPHQNvp5GZCwxJpgMRHIQbsGSaDaXBwJvdcV6TewXZswMm\n", "QpAdDCicvmNA1tbW4ujoKA4ODsrOxHzv5uam7EljI2MmxLlXxjGzY9znbDaLZ8+exWQyKcpgB8qY\n", "20HinLgXnxOloNjPnyP0jBl9IjIbDAZlLx+YPc93pnbtHO5LtpkL5KAP5HiOibwyGL2r2XkwFzZQ\n", "AG/LdK496GN36FtmhLLzMDCKWKyQyFF77fV5zFpmXTID41Rn7dXXN7B2Iatf8/8ywHGghM73HQ4i\n", "sk4Avnxu5tMAJ9dFmQ17VYDzujYbgGOHvba21tmJl+cw6Zod++1UDZ/nfZEMEv1sNphag4aafFhe\n", "CXJqezHx3nJBMEtgRN0QwR3BBc4+A33Gh774nmHhscG8Rz4BJblAO7NJ+MvT09O4ubnplCowL8g7\n", "NhIZc/oNMGXf6rkyW2mwbZthgGO2kj7xHpDD/WV7g49kE9NXKS24j2KEJ23bfvnV+y8j4sldX2Yw\n", "ERryoeynYMVmwsy6IEQ4We+XQDO97Jy7DTXni1gYGirD/RgHzmWAgyNHUB2tOII16EHweXhdRHQE\n", "2WNDhENEY0fFlucRi5VhfC9H5L5PDCmfZ0DAQYTBk2Gpc3LawWObUxw++K4BDjVKNuJmLTwvKMB4\n", "PC55WqcKfE0bolcBOD3thWQbRob3rrMwoHZUb8OcAdpdTEPEoi7N82InaJbNz5LKTsgNfct98t8R\n", "3SdmO5jIDjlH7QbJXC+/+n7yuBjkGETmPL8jczuxfNRAjueOMUJvsmPL4CbPWwbuEdFJpWUGBzbW\n", "UTHj8iLg8CXbC9tsdukF2FKvYpnCRnnukCeievaisQNnjD0PltfT09MYDBb72GSGz0GEr22gxLkM\n", "IGCda06bwBYGh2DU/TV7F7EIbgFEBt1N093dG+Bh+eD8+Bnv/4O9sK0HoOV0bU1GfY8OigA03K8B\n", "fsSiHjSfywFznkv6mdOZq6urS6l4AL8ZHAeKL9rutdqybdu2aZrepN2f/umflsKqJ0+exEcffVQc\n", "FkjOT3H1pORBAW3bibihZKBZhN2ABACDYzk/Py8bRY3H4/IEYTvTTLlZ6SKWH4IG9YaBsuHyb/05\n", "whRx6zAnk0k8evQoPvzww/jGN75RBJv7Zwy8kojKeg7vnWMjarAQcSukPMuKwjMMBPef92kxowUo\n", "Wltbi/39/U760NGVlcKKaWMJso+I0gfoXQPg1dXV+Nu//dv4m7/5m1dmcJ7X7pLtH/zgB+X9N77x\n", "jfjss886NTiZBXDKwikXVsPlTb5s9Ozoa5HsV33tpF15aCkO4y6mxGCpxr70Rc+wRxnU+LDzy2xR\n", "Bmt9IKvWLzs5nwddJyDJhjqn2wyamCvASv5NPg+HnR/9wHBbzx2E0ecMcNCbL7/8Mn7605++cZl+\n", "nlxHRPzZn/1ZcbLf+ta34td//deLk8U58sw9O0B/RnDHZ/zegSVFx643wZGbJcjgE4dqZgJ/wNYX\n", "x8fHSwAXG46O4IRhVkajUceueUEJdSYwcz4y48g8Mz7WZ0BPliFnI3h1+UOf/hpom31xIMm5YKlq\n", "oPPy8rKMqdlM9IhXdq6mXtR6n1c4enk7/VldXY2f/exn8YMf/KCUprxsuw+A82XTNO+3bft3TdN8\n", "EBE/7/viP/pH/yh+9KMfxY9+9KOIiIK05/PFxlEuvMRIICQMLsVeKIoHzZEt3zH7YYCDgDLxPBkX\n", "AXMO1pEpBssGFMWiT2z3TTTgSL4WeRvgoITQkxngkHLgOwg9VfoRsQRwAHM2oDai3COCT0Ev6S/G\n", "yUVpjnhvbm5rkmBcmub2eTSHh4ed65iutfHnvgGkKysrhbmJiFK4XEvpraysxG/8xm/Ed77znaLc\n", "f/RHf/RaQv1VeyHZ/t3f/d3y3hEccmV628aKsaYYfDQaFRDnFVY+z/PAicfSy0x57k0f8DDj2Hdw\n", "f88DOLWjlrLrAzN3/e8ucGRQYUNs4FFjYBzh5vOhLzi/GjCyU8qMlO/FDsMMDn/XCr+bpomvfe1r\n", "8fjx4yJjP/zhD+9FriMiPv/88wJQ1tbWig1FnkmzRERJuWO/qcdAJxiT7OgtY5m1RJ4ZC8bTQaDZ\n", "R+wJLDh742QZgLFxGiXbeOaXex4Oh7GzsxOj0ahkHDLopeV75T1ZAlJ7JycnxY4bXNeCdvT7LoDj\n", "VKntLvPAeSAUkHEAHmSD2UbG1/YL3809QQbgd1gFnAP47Ms//fTT+J3f+Z3Y29uLBw8exB/+4R++\n", "lCDfB8D5DxHxexHxL796/YO+LxoVIhRE+AAOBMEMiQelaZoOMMkNwaIBOHgwZHbUOA2+d3JyEk3T\n", "xGg0KoJXS5vZ2dgB2EmTTqLftb7aeMNuEO2gsDxcc29vL9577704PDzsjIdpTn6P8/QSvAxwHG36\n", "HtkJ2UWTVkCzDo52Ly4uYjKZlOgmr27LToN5iFg8lsF08GAwKGwdG0nZkdsgRNSf3Pya7YVkGwPP\n", "PVoecgSHEef+iHJZCk9E798y/jWnng+ug5ED3BwfH8fx8fHSCiTLtZ0yY2uWrCbD9JPr9gGcnK7N\n", "LMxd/3Pkflfz/PuwjNfYlhzp+jd+7Ut32WDbHuRo3roesVy46hSznTq6+wbbC9tsAHYGg051Y4+R\n", "a9JuyD2BGg2nT42NAWse/6ZploKyPN+wwOiTWXkXiGemxbLpoA2W5vz8vJPqpcQAhrwGcGx/AK22\n", "vSxkOTo6iul0GtPpNG5ubpYKk2u6jd+0rbaukvUAuAGekSMzOdwv82XGCTatBrZsm7yqa2VlUTDN\n", "oomcQsSeYQM97viMl21vepn4/xG3xWmPmqb5cUT8DxHxLyLi3zdN80/jqyWHfb/34+sttBmxZ+Rn\n", "581vKIadTqcFIXswiYSpXI+IquFm0q+vr8uk5j0MMpVo4bLRsjND8enLV+PXoTVN2boIK2Kx2zLX\n", "ury8jMPDw/jiiy8KiGIsEWbGLqKbpjAr5jE24EDxGK/sJOi/UysRC0aFuQEkuqg1Oyc7UsBiRBTD\n", "431kHPW4Mt/3gSw4Cr9P2ebhlcy788+MUwax7LuEoZ9Op2XTy7ws1H8bcOexZD6Yy+l0GgcHB/Hs\n", "2bPY39+Pg4ODpWWv+e+8Oon+c40MCvLhftnBZ7aoL9VkIJ0ZpNq82vHfBWwcJNkh9b0ij/6f07uu\n", "J+DzvGTdwYALKDOAzaABOeYcfcHci7TXtdksN3bAiYPKDp3mOWcpMMDAAY037MwAJ9se7DlBmwtT\n", "s+y0bVuc5mQyqeqTmQkHrsyX9+dCb5lvn49+214b4JjJ4aG2pNsjFnY4s68ZLHMOgs7hcFj2BTOo\n", "mM9vU2reX4fzw673rS5mbvzcrVpgVWM+IxYPTiVQs85i90hD1gLmtw5w2rb9r3o++ocv8nszCTkC\n", "ys7XER/RjYtkEZbpdFqif0fzLlgz02Fj61oa14QYSYNUfe2IbqSeAQ4G2yudaDASODcbzIyG7Vwu\n", "Ly/j4OAgvvjii6LcGBrOY4VFUfKSv7sADtSp5rsTNWXD1TRNuTfn1qn18LNJHEk4IvEcA4aQEwMc\n", "DAOMlOfr5OQkjo6Oyr5ERCYv015Htg1wVlZWOrLDuJmNBEAyVgbcGfDn18woGnhEdB/9cXx8HAcH\n", "B/H06dP4+c9/Hk+fPu3syuoNzC4vL2M0GhVDk8EKILXGfmQw4XnO+uY5r72/iwF6HnDtY2FehIHJ\n", "wCWzNwY0ucDSaSXmwlGyd13vA4XuQ47OmY9Xaa9rs0lruk9O31hOIpaDFwMcsy2uF7wL4DDGsAos\n", "id7Z2SmOPbN+OEzk+vr6ugRABjhOndmuAXC4LrKFPXXBcC6orbFQMGCULXgrAcbD+oUtR19YIZiL\n", "pGH3GQd8HbWk+BIOWCmzawY2tLxfk0GSgzQH9BELgAOoZCzoOzVV1vl3CuC8biO6qSl6LfLjwAkb\n", "YLD/y/Hx8RLQiIgOYLACZbTP+c2cmMZHEAEHRueZzYmIjlBnloPzY8x8ToTGO83agFxeXsbR0VGs\n", "ra3F3t5e2VQq9810shXCkSbjbFAGlcseEZkW97wYlXNdM2soODlaO2TGSZCY/AAAIABJREFULqL7\n", "bC4+yyk/xgmjwmcGrcgCKcEcUf6ym1cn2VgwXgCXiEUkY1Yvs061KNbgwTn3nD4wpY5+HB4exv7+\n", "fjx9+jQ2Nzc7u2VnVjI7LObDLNvz2Bvuy3Pp9HQ+srHre31eiuwu9qYGHK0XyBH3mFkWy2FtTyHA\n", "eU774eBxmBwey74UjIO2+5ZpGo8JMCDwcukauGHs+D5sCoxCRHdjzvw7zxvBHXYHJwiA4fcGx23b\n", "dnYi5oGQds44dsBDBnAsmbaNhEFhXzLqWCKiAB2zOIwRukrggbwwRm70BfvLvdEH6klXV1dja2ur\n", "jMXm5mZ5Dhf20LYcv+P90iLqK18J0Axwsu2nr9wLfSbdjo02MGRMbQecInznV1E9rznqdu3LcDiM\n", "zc3NaJqm5D09cFZ8inYHg0FJh2BAEAJPINfl/xGLQkk71UyXM+iOvFGKpmkKq/Dw4cNo27azxwXf\n", "I/Jy8V2OGC0YKDBFwfyW6IXxM1Pk/uHcGDO22M/NUYIjMY8zhosx8eqx2WxWGLKIxdJoxos9eWaz\n", "WWFzUHSDVX5LX9liHEZkPB4Xx7G7u9vZRsDNimI5u6/mnYytrBgMZM+sVR+TkaPYiOXHGfi7NjLM\n", "v3XHkTR7e/Q96iAbMDt35rBvpU8GqDVWBh3JQMcMVh+LYxDsceHa1gMzKR4/dAbZx6Hxt/XCtsSr\n", "Xu4CONb5zMLgeNED61meb89xXxrovhp22uyV68QcjGB7zCrbkVtmGVv+l5nIiOVNJm2vfFjO2VuK\n", "eaXehcfXGFzQX+YYW0zwyP2TRsZ+n56exv7+fmxubsbDhw9jb28vHj58WICRA97MlMOeGMBxn5ab\n", "zErVglTul4Ln4+PjGI/HhZ3F9nOPzKPHCzvlQMYsi4NZrmvyABBVm2/X2Lhcgu/mOp/nMbS19k4C\n", "nFzci2AMBoM4PDzsTGZElymoARzyizZKNiAIVgY4EV0qPbM7rvVAwZgQGBWcvCfK0Q6MjNNRPuiP\n", "9zKgBqVt2wKkSG05MjAbYyaGz3hPs7Aa4NQi8WyYEMb5fB6z2ayzuZcd5c3NTUkN8h3vMmtmyRHZ\n", "xcVFrK2txeHhYVnWiaFCgUlHUQhOo3/Mr1OC99HG43F5n1NvEYvxRtZhI1wH4P9HLDvxuww/50de\n", "DPCRWUezeSOynDoytQzA8dzl9IQdc2ZuciFnH5jJwKf2Pt9/bWzuMpJOH9tx0AByjKuZG8a1D+DA\n", "GjhwiegykjmI8P1Yl/1Kf95WYxwyi5UBukGlAY6BHveSgbNlrq+ZYXSfDHCGw8WzDWEyqEVjZaLZ\n", "J+bUz4Fjt3kz+wAcNl09ODgo3/3oo4/i+vo6Hjx4ENvb2x3A4IA4B6CZtcr2N8tp1jnsBo8s2t7e\n", "jul02tkzjJW2lknskO2OgxLSX30BV9u2xZ8BcgaDQSeLkH0gesEqW/4m4DEx8LLtnQI4TgMx8fP5\n", "vNCJCCmClak+fusNiRxF9jE4CKmvbwXNFFx2Upw3YoHIiQ68H4TpyYgoACJvhEW/jaa9qySvCCfG\n", "gr5b0Z36wADVmClHEtlIZDDD/daiacbS4Cl/Drvjh8NlA+j7iViwQG3bFkME8h8Oh7G9vd3ZE8dj\n", "7FQX93WfzTU/NlwGnp4nvofTztFURP1p2xGLx2rkV97DgHpOiaJGo1EH5Ji54Zr5qMlZBhR2Xn3M\n", "jAtwM6jJICs7z5oTrL3aQNbe4/jywXcMcDKDY2bZjp73yLXBjWXTNTj0g+swvhncvKrRf5MNXcr1\n", "SrZljvR9j5Z1g9QawDEb7eZAgGbZdKrFAAf7ST0KDhk/YP8ScRtgjUajmEwmHebD6XsHVtwTe4YZ\n", "uPiest21zc8MiQFMZkjzfcM2cc/otnc1BrCY5c3sbg7qa+xNnlMzMdT5ZIBjH5oXXdgW+Fq/EgAH\n", "wbCjjug+tj0/pCxi+Smm4/E4vva1ry2BkhripOVBp1LefXExMxNLbQxOGUHw1u4R3Uidp6PDHMFE\n", "jMfjonAGXdwXhtLs1tbWVuzs7MTOzk7ZgM/O3Ln9pmlia2srtra24uHDh/H48ePOM76shKaLqe1Z\n", "WVkp7IvnhDkjZbSystJZKTUYLLYrpy/ksCO6O1g7BUlD2Yigbm5uYnt7O7a3tzu7XAIYYWnspE3p\n", "32czC5CdU81Z1Zxszen6fLw3i1J7zSskqFUwe2q2CAOO3EHxRyzAPKmX1dXVMnfIgN9HLPL3tRSY\n", "gTYtG37fa47qX2S8ao1z2DHXfpfTYE6lMK5O1ZhpzoGNgY0L37nXDKQy+DJz8zaBju0gfYGxcQEw\n", "zg5w4YdNekWOA7zMZEUsg2zbIJw5RdsOEOzoCYoiorPFhDfXq9mJPKe5/i8iymNjJpNJbG9vx5Mn\n", "T+L999+PR48elaXONR02o8GY5tWqZmcAT1yLlP/x8XHxG7ng2fVBpPodyFrfqdNrmsVGiZ4XA9oc\n", "DNdS1LX5s01yQNCnM78SACdimcFhQiOiYxydq8459c3Nzfjggw9ifX29OGQrjwevZni8FBAHaYDD\n", "BBjB0wyQ+gDO0dFRcSJN05TNoR4/fhxN08TBwUEHTRvl26CguLu7uwXkcC+uLXJKb2trKz766KN4\n", "9OhRAQkGOIynAc76+noBOG3bltoZxikDHBet8T++xzlns1knbccc5zSiASoAJyLK/QJwMv3N+NTy\n", "xffZcs1PH6iJiCWFzkd2vtmJG9DaYPAeJxOxSH1ubGwUEOrzI/MYIEAzvzWVbWp5ZWWlA3R4HxGd\n", "9FcGOTU2xqlk3y/XtszSr8y6Ok3CufL7WtRcAzi5b64dyMFENtYZBNjOsOkd45cj9z42o8Zg3Gdz\n", "4XXEIuXmVDPOy8FOnwxkYHcXY0iAh+xQrIzdzbYFljIDHOpnfNhGMM5Zp2oAB7/zta99LT744IMS\n", "TG5tbXUeGGkZZMxsQ32d3Bf8y2g0ip2dnXj48GEpB6Asw+CBQNMPZp5OpzGbzco5I6LU2JiVRG+Q\n", "t1xCUTvo8112Nqd481YlTsdZ91+2vZMAxxFfzi2iHM5d1gzW+vp6PHz4MNbW1uLZs2cdw1FLwWRh\n", "y1R4xKIqvMbgsIIHZXNUkek8quWPjo46m+5R7T6bzYpCOXXD7zEeTXP7uAIeRLq1tVV2iURJs9Fl\n", "bHZ3d2N3dzdGo9HSsj87EX43GNzuQsk23Ta2rqHA8dhBZuOHEgFKPPYYeZQkpzZYdbKyshKTySR2\n", "dnZK/2HCTOnn9KIdzX215wEc/+18OuOe0zF9gMeAtGaAXQ/iqDZikdo1gM4HjsFGNzMRNXBh+e9j\n", "bmrfpdEf665lw+OKA6gdnCtHxDbgd32nj5ZnnGusGQe/8TzbqSG/NTDulInv9XWj2zfRiPwdiKHj\n", "AGoWUXAP3ONdRey1VLLl26xDZvktT/zOdt3p1MwgWEf4rfWyphfc68rKbQHy9vZ2PH78OD7++OPO\n", "PlKwNzXn7z56DBi3rPOMH/a/aZqyJxHzkkEHIJMd0HnOo+24v8/BuPWBzJc5sm75WvbHmf15Vfl+\n", "pwAOgpUNDU8Fp3YjYqHgWeBNk5HmiVhQ7xHdzc6gJ01PowSgWIwXDtTV9jmnSOFxLSrlcxgNRyvX\n", "19dxcnISBwcHcXx8XAQLViNiUV/hfW02Nzfj8ePHsbe3t7TUtBZtXFxclPTYzc1N2efk/Py87L65\n", "urpaIlIMlLcPv7y8LMpK+oJ9d+gf+WyElUI8gCnFw30GBufO6je+h6EZDG4fsvfw4cNCSV9dXZVl\n", "zzBSBokYF2TivhoP0IuoP6vJ8uHVRE7Z2KHRakApH7khg7wnqvW415gInFPeUdXPyfIyzhxwOEDJ\n", "wMTN+pQN+vOAUK3lsailJzNL8DzWoO+oOcA+cObPamAqf8fnsCxkcHbfrTbPNabK389znOczg1iD\n", "Vs5hkAILw995tdR8Pi8rMNfW1uLy8jKOj487G40ShDCP9DEzmmbebOMBdbPZLH7xi1+UFD0s8+7u\n", "bgERz5M3+xKDR483vnA6ncbq6mp5tqHTgNmmoKdeQMA1sa/8FvDEfmvcK3a5xjij1zm7wWu2Mfm3\n", "ffbLOv+y7Z0COI4MbRCg1WA+IharBxxdZoCDk23btpNH5DNv9Ne2i0JgHLV3tnQ0QUTSRx2S1sqU\n", "u1mOnM83wJnNZgVMEd3QbzMxg8GgpLV2d3dLisCRewY5KPrTp0/j6uqqCPHFxUUnmkdRQPxHR0dx\n", "cHBQquJ5XARgC3aF/3k/B0DF6elpjEajMg6wVKYnHQ0DcPgeBWvX19fFiO3t7RX26/LydjfnZ8+e\n", "dTY6tEF9GwDH1/OcZgrdK4my/NB8LxH1p2z3gZvMgMLY+HAdgpc/owMGOLV6Gq6THR4GrdbHGovC\n", "WN3FCNVAjv/O7zl/Znx5fdWotC+yr0WtfexQBjO19wa6vgffx9totfuK6Kb883f5PB98ji13HY3r\n", "QJhbAk/ek07f3NwsdrZt21KjMhgMCsBx+ryWGrN8ZYBTqx27uroqAOfi4iKOjo7i/fffL4EZiyD6\n", "xi0DHF6zPEVEqW1iywzv5o7tNDB0bZ0BjgMajy2p6/X19d6VlNyDxycDHey6VwrnFNZdQUu2by/b\n", "3imAk28YgTXQyM7JymBU6P83TVOiYqNVHtVgpIhQRETH2doYeU2/FRYldF7dFeumSTPVbdCFkAKK\n", "KEDEAHiiYV3YayUvV3UdDgzObDaLg4ODuL6+LkLM5lAAgyycs9ks9vf34+rqKjY3N0uhLwCCB4Z6\n", "fPmMuWCpNw6xaZpetoDoi3QYDpW5iVhs5jUej0v6jJQbc825aDaI99Uy1e6IzEYor0irMRZ9kc7z\n", "mBuaU35c342Vbd5wi9+Qosr9dH+JoO386X+O3N2yw85Rs42rxyOfq8/pZ0CT/5f//zLHi5wrA5MM\n", "AGtgqHYftTHLwPBttdxv5s6fY9cillNrtTniPNhW7ALzj73Bhs7n85hMJksrMwmw2nbxHEBYcD92\n", "IaK7GatBWk555pV+TdMU8MT1SFttbW3F1dVV+R73n8cu2wUYqJzmpL8wV7BYBCIGlZnNMUAzoMNO\n", "8j3b3Fqa3P2xLmJffe5aCorWZ79exq71tXcK4HhgHdmDfhFwkHdEl8mJWGxuNJ/Py94wEd19EjJj\n", "wOcIXzbcRvcIW85tXl5eFrZhbW2t7CK5vb1d9q/ht66LsPIOh8PynI6IKE6GBh3rnKzp2WzsHDkD\n", "MPwkagR8Pp8XYBUR5R54bxBmYMc1mTvSVoyja5E8njlN52twLgyjI1fOl1NSGCEiKBicR48eLTkS\n", "5us+mx+2aWNpAJHZhuzcAc6vAmr6HHJ+j/HvO0i9ej8XO2Zfr+/1LufulIRZLQMoPssRn1mODCj7\n", "7jU7lNq4ZZYmG3TPTw20AbTzNTIDVDu/nRKyk8Gd+/k2WgagffKMk4vosu4+soOt7cVk8Mx7n7Np\n", "mqqNcomBC943Nzdjd3e3E/yen59H27alrozNVWEzkDHmF7YDu0nNDRvqsbgi62tOu9KexwJaP+gj\n", "c4F/Q5fNwjr15lQ1f+N78Xl9sp4D9Hxftdq3DAwd+PS1PmD/Mu2dAzgYUJwtwAFBY3t/Jj0jSVPv\n", "5Fuz8csAh88RlFwLkYWvBnBIx0DvbW9vl4IzbzKY62GYZAplJ5NJ2cfl8vIy1tfXO4AlV/h7mSNO\n", "B8OAwGeGCJBjBA/AQXjZfA9B5xxmRCyAjHumV2HPXFfCde20uL+IhdHEMEYslJAiYwzZ8fFxmavr\n", "6+sCcHjaOX3nPt8Gg+N9cGzUco2NW3ZweaO/2vfd+tgGpzxq/8sPHfSBbFnWMJp9oCa32jXN9NTu\n", "HcYvs07ZyVvPa+NheXIfnxdRZ0fjPtrR9M2B7yv31XbEkW0N4PC/DGrfhCN41ZZZNbN19Bmbwfjn\n", "QlYDPO7RdV2udQHYGNRZhtq2XXLmBjgRi6J/AI5ZhvPz8zJfgIeNjY0Yj8fF+XMOAxxWSLmoGIAD\n", "i898eZwMCB3oeYzy/Fo26CNjZx+BHuOfnOFAbg1uOJcBjr/P92rAxLJZAzg5WOGcfbrq98+zKXe1\n", "dwrgRHQr4RE6wE1EdDY7i+gaCwYeI8z3ssPM0acBixkclMssA9e0gUZ5EDIX0pLyyUYtp2Lm89sl\n", "j+PxuAAiP3Stz7GhvG3blvQC6aqcY+U9gApGIEePVryI7iaBjlzsnF1/xG8YCz+gjgNDldkx7jFH\n", "gQYE3hSNGiFYP56v5EgNpfdqovtsfkhcZiBqTEQt0uvLUfe1nBJ15OQ5suwD/vsKArOBuYup4TUD\n", "mdr/XiRNc5f8o5vWMT7jb6dKaufJ3+/rF7+1Y8BW9J3PQCezLg4c8jg7Un/eGLyt5jGwrFkGrOPZ\n", "gefyAr5vhtMgIIODmi2uyRGfmeGDDaZg9/T0tAOkXW7gpecRi0Ja27iI6DzJPAMcWpbrrOsO+MxM\n", "+f4N/rF9Zr3xc15sYhBpsMI4mm23Trmvff3O/Xcf7VOZ06wPlo++93/vAY7rNiK6KRajZejCwWCx\n", "E2M2PqQrjo6OOga+RoFbGfgMpoDnPAFCalSdlYx+g55Jl2UK2/lp+gwLsrJyWwPjFVyApeFwWFZZ\n", "RdymP9j7JuKW0TGQyxtsbW5uxte//vX43ve+F2trazGdTkuax4LJCjIieYAE/RyNRmVMUA4El0Jm\n", "FJ1ohtqd0WhU0h2eZyuh58JGLmIRgQHUbm5u4vj4OE5PT+Ps7KyTBkJGAD6np6edVU3vWrM8eVyy\n", "IeG7+b0jM0fCnMcr3PwMNP62zqEH6F1ElGfZsCsq815jJ9x/9LRmEJFNAgVkF5azVv+QWTAzjfTD\n", "jAAyUxtvWq127S5wYyfD6pKcQnJkXqtfMAuc5T+iC1Rr7XWi2zfR+mqynI7Kix36AKTtMPcEAOTv\n", "vKovYlGmgG2yo+e7ZpX5jc+fAzLmy+ep1ZFkpqVpmgKc8FP2H+gy90QtUMSivAL/hewQBNtP5P2k\n", "rq6uOmCMfhiQmfnPYMQ2PIMsdBK/ltNznq8a8MOO5PPXwE0OMOi3A7OXae8cwLHg+mYjFg4NuhBB\n", "qUU+FMYeHR3F5uZmeWx8RsAoo3/rWg8ENKNnT5QBDpNMMS8UqFknO24DqxrAYUzoE8Z6NptF294u\n", "293Z2Ym2bcsmTx47CtFA+OPxOL7+9a/H97///RgOh/GjH/0ofvzjH5c+oUzeIMoPTkNIx+NxcUoU\n", "tblGitTR5uZmUXZ23RyNRp2l5n0Ahzk3DY6Rc2rv5uYmptNpTKfTDgjjd1dXt0/PnU6nbwXg9EVB\n", "blb4GttHs1EySPB5XK/gc7VtWwofIxY0O9T86elppx+mwbmOI1TvQOuIr8aM1gCOAYGBlec3651X\n", "gnjlVo0JfN6Y55Yj3po85uiU1GjeAyjPUdvWU7I1gFMDU5YLy9S7BHByKskAIgOEmkOrRel2mnZ2\n", "2UYY0DPGAObr6+vCgjmoNMDMNtisX186LTNQ2M4McMyI2Ne0bdvZAR+A43vCPlqeDHCsD67/4Xz4\n", "GI+5dSrPpQNJ/455pL8GOJ7TzBJ5xab3WstAPx8Z5PxKABxQqyMyBhPBgY4josz5Vjtqak5gexhU\n", "p0I8yBHdZbyZeq1FoBHdHYr5H7UxRMW+no1kFjznP31fjsZRVoTMCpkZgMzgPHjwIPb29uKjjz6K\n", "lZWVmE6n8eWXXxaqFmUD0PhZUVmx2JjM0WnEYhk+16TfRP2kSu6K+vOYmYGj4fAotGb1gkER/YGC\n", "9k6+b6NlsFNLV/WxAH3n6WNG7Ez9e1JR6MLV1VUBOGYmMkuCAc7PqbLM5fqKXKPme89Ah765r35v\n", "+bNT8VjmsXmZ+cj9zo65BrxdNJ/nwAcsbh4vxofAxc4i31dOu2Tw+jYaTsvOtm8rjHw//N9yY1vY\n", "J//+n9PksBYGOTnwNdsT0X3mn4Nb+p/HPr/6vFwftp0Vnbkw2c7bD/g0I2K9zbJloJ+Xf1MzFBGd\n", "2p/Miue06l0A3Nd3loW+ZDn0dXLmJM97Hg+D3RrIedn2TgGciCiOEOdIIS4szHx+u+LHxiEDgZwb\n", "RwlhfHB4FNsakYKCmUzvo4ORzsbb3zNqdjFzNo70jygDIJHR/Pr6eklNzefzstEehv3s7CwODg4i\n", "IsrqMgOuTLPP57fPwfrZz34Wg8Egnj17FsfHx2UsXJ8BgzSfz8uux6Sn/DRwwBgKjpKhQI5SSSOd\n", "nZ2VLcUzfZwp4QxwqTGCWfC8Z7aH8fXY9tH9v6xmx47BzHKK3NQMl4+IZeOQwXAfw9PHHHh3U8tl\n", "ZoLQH8YZx+zI0g/ZM/MHsDRQyExFzbH5c/oOzc99sPzW95mB3V0sDv14HsDxXh4eb8aIloEbAZf7\n", "yH3AsHpcrK/YihoIMJPwtgAODEXeFymPQ5b1+XzeeWYethIWhHPm9GSeo4juCp0HDx7EZDIpT83O\n", "zEFEvdYqO3/my3pp0G+mho0yI6JzbbM3BBK8dwCamTuz9fTF/c4BEL8BWNEX71LPufCvGxsbS6Ak\n", "B9csmzdDllmrGjOELqObkA22M7YRtcc01OYoM7Mv0t4pgNO2bRFQInFW9vDI97OzswIgMBA45Rxt\n", "mvEwLc8yaQwvA4qQGOCQzqCANhu+XL9gitabBNYo7uFwWIAN30VpUR4UZTgclp2XzQqdnp7G/v5+\n", "rKysFIBjkJIjT9I5X3zxRQwGg3j69GnZ1dM7D9/c3BRBnM/nsbOzU7YEB9wAVohOcHIAHByjnSmG\n", "nXoYAA5jQr9rRszKGbF40ridiWujfB4UiHm+z5aZC14tp3kTLu8Q7COPjesaDDg8HgYOEd3aBssv\n", "KUgDkey4beDzYcbQ5+Q1p5J9Xo+LDWr+3BG32Y9s9Gvv+9qLAJzaeGen6PvJczCfzzsFrJ6viPoD\n", "WfOYe+48h/TnbbQMcLx4wfdvcIOMkdbLAMeBUmaGvFAAFhLwgc3kkTWkUWupl3ww1mZ/c58za8l9\n", "j8fjIguuM/SKJOY7ols8nANg+mBmrMZs51oW2HmeK9c0TamVA2S59GI0GnXYM4ClmVQAmWW5lpbz\n", "+Dn74rIDbAAAB9b4eQAng5yXbe8UwIEWtJIwyDxzg+cQRdQfyuhmSg8jQ20LR95lFqcSEUtOseY0\n", "MzuAYpiG9uRkhGsnw3lB6V59ZNDkdBhI2+kuf5aF5fr6Og4PD+MnP/lJrKysxP7+fudpujagNjre\n", "V+b6+jqOjo46uxj73jFO2aBzr+fn5zGdTkttUF5l5JaVx0qPIhn8+JqMscch09330WoMTga6Gcj0\n", "HTCbliHutQak/LeBQ+3I4CWPVU4jUitDXwDZeam5wXNmaNwfxscMnNMZuQ+18/h8NbDEOfzKextk\n", "Mzc5TZVTY+i7rw1wR2YNcHKEawa0Ni8Gpnm+3ee30bDHGYxELOy5QQ46yHhgp1xvGLEIaLB/vPfe\n", "YRG342/9cFDI77Ltri2Zzqx/RHSAU20VFf2kRGAwGHRq0/J3kZnM4GTggnzQP+aZsXIKy3rvmhj6\n", "ZV9pxpHCeHQYu4LeMVZZl3IRfg5aMli0faB0oQZwzGQZwDvlnW3Bi7R3CuDAZLAni0FDLjBkgvOE\n", "gxZtYFE0BhllMjBBAXhvAaJ50L3KKDM0CBco3vQ7/Tg9Pe0syc0GtiYo2djBbD169CgiIg4PD5cK\n", "aP19lPvp06dFaQEwCBzXxRgh6Kenp3F4eFiUDEVCsWtL6kmz9bE5tcgYg9W2bTFQREAGlm3blnMQ\n", "laytrcX+/v6SgTDwetVI4HWar+eIJ2K5aNVFeBHLjqwGmK0fmWWxgwE0kwKOiE4UenJy0st+uJ82\n", "WLzyf0fXrr3xPddAUkR0jOxdTFHtYKw4Tw0A5ag9g3+D4buoeMuVZZ3UXu3Izt4gh76YabZTcc0d\n", "58ug520BHAAE4I17ww6fnJzEyclJZ2sGWJf8PTPGDkxroJjz9AUs/ozA0EEeqXX2wsmgPgMnp96w\n", "sbbXBgfY0ojljRAjugwSNowx2djY6PgmwBgN0G+AbOaezwEt5+fn5SGclCIYVPUxWbxazyOilDKY\n", "eanpFfJAWcPW1lYJTJGHTDRkNsspXEozXra9MYDTNM3HEfFvI+JxRLQR8b+0bfs/NU2zFxH/LiJ+\n", "LSL+c0T8k7ZtD2vnwDBy0y5mwoCYqo9YPL/KVK/TT87rWqG8ARKfOcqPWC5WtMOnn/k5VQY4rPbC\n", "QWeAY1o6AxyDLdeWZPp6PB7He++9V+776OioNjfl/Ofn5/H06dOyXw7RDuASQ2thBeBELIAPUQvK\n", "nVfU8F3qiLhvlLIP5DRNU8bMUVNOzQDKrq5un6cFLf3jH/+4GACawcOr0PmvK9uWD+7FbJIBTjbq\n", "BjjZKVo+7HTvOjCiGYh7Y8Ts/P2ea9oIWcbMetTYBYMJ5pv/mybvY5gMEnzfLnbsa2Z/OPL/0L18\n", "MP415+rgyufoY3w8XhlAMYcOiFykajuQGbVXaa8r27AEuUYFOzubzeLw8LAwtbA8gDai+ojoON8M\n", "1LPd6wM7+XP0zaDbgYLTVxngOO3m+jeXLtCQSUAL95blNTcDVgI19Aibjo3Nc48tNeDJAIc5mM/n\n", "MZvNOgstMrBJcrEkowDDGsCxLpmMIJCeTCYlKAbgZCIiz42JhJOTk05R9Iu2N8ngXEXEf9e27V82\n", "TbMZEf9P0zR/EhH/TUT8Sdu2/6ppmn8eEb//1bHUuCHAhyfBESuRkifVaN0DlX/D55kKi+hushYR\n", "HSPoKBHBcj8j6jtMusiMvnCv1BcZ2Wcjy3mdhjk9PS1CzC6aULe+l1okSv3L+fl5TCaTePjwYYxG\n", "o46jqTkCzu9oxk7JAAcldG5+MBh0qP4aFZnTgT4fDaBjxWRsmOcMDAxoPN/3JdsZ4Niw2BBnI5aj\n", "0wwyMkDi/M8DODm9gqziXO46LBvZsNXk1+xNDbAxp5kS7zsMAl3vRgDhlg33XeDjecAHG2AAasCF\n", "7vUBpTx2+XuMDedlLs3M1aj6N8DgvJZsO0UFECAosa1kxWUO9HDfHC+AAAAgAElEQVSQmc0GAHmR\n", "CONAQ/69bYCLis2UOTtwc3PTkXsXE1v3DHBcQA9YyoGJ5dulBtbT/B6ddvCBj3KwaD2vpTn5nmUy\n", "IjqPbaAOxiDEYMj2B9nKpRjUXdr3ZRvAmOTNDpvmtuSEfdzyTulOf2Uigb1+Xra9MYDTtu3fRcTf\n", "ffV+1jTNX0fEhxHxjyPiH3z1tX8TEf8pegBOpq6NYmezWalWd4RuY+2JGQ6HZdUVqSIiIBQMY+9J\n", "4jOcOoNq+tgRqIGU6ykyaDFgWV1dLUVwGCc7uIgoFB4R8oMHt49/oMDWm7KByv3wUAyi2SzfhwEI\n", "FC0Mh+uVMMwIrJ8ui1INBoOyfNjFeI4+HY2g0BgZj7cpSsaOvgJi+Gw4HJZNA6klms1mRR64JkvE\n", "Yc3MnN2HbPt6GJPMivBZNmQudKSWA7Co/vVGuDXg5N85ZWjquu/1LoDje+qLDB2U8N5pG49Bfs3A\n", "piZn3L+bgVTtvvpATj5cn0dfXHfSB2x4b+Yy/8+OzrUq6AhyY8bZ9/SyMq35eC3Z3traKgDHjylw\n", "qr1pmqXtG3KqjSBwPp8X+xgRnWJ7iow5KDLOBfnj8bjsCJ+DBWSJ/rLSKrNL2LxaAIrjBaRx3uxb\n", "0FfLAfPrdPRwOFwKAgBubIuSGaoMdLKt8BizmIPfU9dk+ecaLifAHriODoBjW02f8L9OyTH+Zt35\n", "28CmFvjaLr3q9h6/lBqcpmm+ERGfR8T/HRFP2rb98quPvoyIJ32/y6wDN10DOAxCZnCYRABO0zQl\n", "VWTjgEDwe9f7WDgAOC4ws1HJ1LKr9n1PjmRx1qurq8UBW/npjx/VQIU8kYSLdE9OTso+JuR+Ixb7\n", "vxgoEQVxPTakAux4ubqFDYDDoycsvBngZJBjsMX4OTrFULjQjO9Z2SMWqQjGcTQaxdnZWRwdHcX+\n", "/n4cHx+Xzw1wqAUw0HyV9iqyfRfA0Xl7wY0jWAwsDaeYGQyDmxrIycwZhuRFHH0fsMmv9M8tf8/3\n", "/ryjBm6yUbcTyE6hD9j0gZz8P1ZXottmVXEYfb+HsSWCRs5hFnBA2AYHWzhqpzxqc/i67VVke2tr\n", "qwCG/CgW20XukfHIqQizCgY0eVVhLaV9129qoJcxZfNRwJD3d3LqNWJhi6wv6Bz6ZZbPq774DaCI\n", "MbFMZ2aW9P5oNFqqvcvf5XzIInJKKohVrwSo2HGzgtwvNTPY41wrQxCdHyOU9dTMZkR3QRBAx6yN\n", "wQvnNJB9ZwDOVzTn/xkR/23btscpYmybpulNkvelEzwJOFtoRwMcGziQMeg8pzsQIiuKhdW0fER0\n", "jCt9zEJnVsIsBwrtlAp9w/Bxv7XUiu+FJdisKJjP5516oxwxQk1yz86NsirNxakrKytxcnJSBDj3\n", "ww6FvtI/O2QbJTM0jBtIHrYLGtXCzjg4QnGkT/0IijedTuPq6qozT67pchH1fcq2ZTqzHMyLZS/L\n", "vqlsO8fsmM3k5GvU3vucz3PuLwp6OL9fkR3fV9/3PB6857WP1XKkXUtrMbY5MMnva2krv49Y6K7f\n", "I4d3jY/nkag4YmH4qVFxyop7RUcs257n10xRMb6vJNuTyaSTusbeOvKHbXYkjw3wQT2PgymzK175\n", "kxcl2N5kQB/RDUq5N4AOTLp1hMCW/wFQcPxnZ2dFDvAlBqSAXoJQ7LztlxcU0G+DNadsajVt1mHO\n", "h39omqYw5uws3zRNCUQnk0msrKws1TX6gaJO68GCuwYHW11jWx2oraysdFKVOSWFH7O+Iu/IkDMo\n", "L9PeKMBpmmYYt0ryv7dt+wdf/fvLpmneb9v275qm+SAift73+z//8z+P0WgU4/E43n///eJ4SUVs\n", "bm52WA6v0jBFhtJ7+bWNaI6ca5RajqadI4VRsZHJYAT0Df1ocGaBZSdLV4yTSjPa5ncuBvb1Gaf1\n", "9fXOxoMoH/c8HA7j4cOH8ejRo8LcmPUxg2TjT7FaRBQWh2vbURN5sBeE86+AGNgmBJf+ueisaZoO\n", "fWkqljQZssLDNnE0m5ubnR2Tb25u4tmzZ/Hzn/+89PM+Zfsv//Ivy/uPP/44Pvvssyq7wpgyzwYg\n", "eZzza74nAyRfJ9e3If9mh/gsR619rIdTmdnI+YiIO0GAAVrttWY40U0cowF8Zr98z74v5Ox56Tl0\n", "24sc/L8ai+V5MEBFjw1euU8DOTMLNvQezy+++CJ++tOfvrRM015Htv/4j/+49Pm3fuu34vPPP4/h\n", "cBiz2Syurm6fB0j6OEf6DsKwQRsbGwUwjUajApoAOtg2xo3vknJynY7t49XVYrdzMy3YH6+2re3l\n", "g/zPZrO4uLiIw8PDTnofcIbt45E0FFizajYHIDc3iw01AbKAiojFzt7MNzJXCyx8XssdfpD7xk7m\n", "lB99sQ8gQCT9j9122spgEqCVdYP7APjm/bLQL+vzYDCIL7/8Mvb39zsZlJdpb3IVVRMR/zoi/r+2\n", "bf9HffQfIuL3IuJffvX6B5WfR0TEd7/73fjoo4/i448/jsPDw/jhD39YEDqOCwHBAbiYy9StBzLT\n", "XxngMCk57ZIdEGg/Igpt7HPaWbCKCnaC/oLgDWr8nnQSaR/vZGx60IYaAQdcwFxYkQ1w3nvvvfjk\n", "k09idXU1jo+PYzqdLhXKOaol1eMcM9X+eTyd9gLgwFQBlI6OjkqhGc4oA5zBoLvngpE9Bmg0GpVd\n", "lYmY2C/JLM7NzU2Mx+PY2dkpBu3p06f3Jtuff/55ec+2ATWH7cjJxYw+7Mhrr8gjADizIU4/mlF0\n", "3UdEd+8O0/IGO5kJAcDnuphci2XmxuysQbsBm1nZmm7yPzs6zuXI2JR8DoK8v1QfkCNCzmlp/p+Z\n", "MR8ep8vLyyWgwtjbHnkVitPaZqrbto1Hjx7F5uZmGa+//uu/flHRfm3Z/r3f+70S2PhA1gxwzLSg\n", "m9gWHhOCo0OXc+orgzuz29iADDSxh6enpzGdTksAabbZAJ1FEdar6+vb5//BjBweHsZoNCp+AduO\n", "3d/Z2YnJZBI3NzcFrGCT84GPw9azYhUASGoS+cj2OTdkk/F1Ss3pOQNGiADbC6dQ/bBiMy/0LbM1\n", "Ed29jGDEMqjNhc+2hYPBILa2tuLJkyclqP6Lv/iLF5btiDfL4PwXEfFfR8QPmqb5f7/6338fEf8i\n", "Iv590zT/NL5abth3Ahw3A8NNotys9LCAZ4ATsZgYaDXARUS3BiA7mRxtWgAt8BHdnH6NYrfDMkXN\n", "PaF0zks6EgYoOYJDWbgfC6JpSiNd+sK9UMC3t7dXlBUhxTDhCHyQizUaR9Hov+fKzyyyMcbAE71m\n", "Ri6D0Uzx47R87ppjgA3JKZw8Vy/YXku2XR+BEXfEbpBjStw5bw6cqQ+etQZI6WMrIxayGLHI2yNr\n", "AFDmhvHjdzk9YHCCHvremFffJ+fNwMlMLN+/633tb2ST/5sF8XjkaxNY1FJVPqjjq7FfODmukd87\n", "4PLSZPfLIMdyYdBYs09Oob1Cey3ZZgVmZtSwcdhh9p1BTpFVs1kAU7MMZnDW1tbKfTN/Ph8HcuRU\n", "qBmcm5ubEoS5UNa2yHU0MB0EYpeXlwXssItx/n5eTUZNZU5RN01TACzbXdg/eL497/iAnEIF8DHW\n", "EVFsLmNLcOhHYQwGgyUARh9I77N7fQ5uIhb6lnWCIB2bgo0xuAHgeA4jojBeZutetr3JVVR/HhF9\n", "PfiHL3IOEGFEd2k0zgqFYXAMbizcV1e3T48+OjqK2WwWe3t7S6jWv8sOdDBY7CHApA+Hw06BIBPO\n", "50xKrg7/amyK0nk1QMTyRm123HYU/G2FtBFxesFOhrHk903TxMXFRUyn01hZWemsRKCOYDqdFgOR\n", "Uwicj2sDSkmFWGFQEMadcWIppAGeGSYK3Wo7cTJvbXu7l9DBwUEcHR2VQmsOHFvut5mBF22vK9uk\n", "9rgPQBgGPWLBBGAs7Shq/c4skJm6HMHWQD1Rb2ZCKMaGjvY8ZsYuy1g2jlmviOpdV5BTX6bjs7PX\n", "fPSCuFqqmbHDyXi35doqjr4D3cvsDWN5F4NTY4nd/5qu5fGsvc9z8rLtdWUb0JHZNI8Lcl57LlTE\n", "8sOKc5CUa3ssOzQApAM/+mWAyXMMYQw2NjZie3u7k4q0HGIHazIbsdjJGLY6IgpLfXZ2Fs+ePSt+\n", "CJAX0S0mjlgsmNja2oqIKIAMebYeMN/ILnraNE15VAW6jH/LC00oOK4xQh4L9DVvnGsdwG8BQieT\n", "SeegFgn9ZzGMAxvGxMGefd6r2u53aidjp5NyNA76A+C4toaoHgN/eXkZJycncXh4WHZvZBBREBvN\n", "nN/kWlwHx8z/QbXkSyNi6XMvY3RkhjCQc7ZBMCXq33H/BjOcLwOcbCAtFPzm8vIyjo+PY3V1tVPs\n", "C8CBpXK0m4UaJoLqdtO+Bjhmm7gXiuBms1lnabL7gcIY3NoIzufz8qDRDHCIlHK0/SoK8ibayclJ\n", "eT+fz4vxtsM0wMlFs88DN36PscpGyyyE06h2HsPhMI6OjmI6nZboE3CDDtXAjfvFZ1y/BjJqLJDr\n", "XCK6m905inVUnp0+vzO48XsATgY3uZDzLoBjecqByV0ABGeWgWvtXmqAh7noA5mvCnBet8GOZVYt\n", "R/HIvQGOnWsGOACjvDLKAMfOEbvLWNlJRiwCT+QYewVrklOvHmtfM6dkCcJ57hMBJAHs/v5+xz55\n", "rLB3EQvQQV/Ozs5KcJ9rzQAKEQsgRM3Q2tpaWbp/cHDQATjoI9fyAzedJo7oMrZOY8HEWL9c3Mym\n", "odQhscEfG9BCPnjPrczcZn3P7O7LtHcK4JhmzYjVdQmmmEGlNvBZGO3oEdhalOdolmsChgy0mHwD\n", "MkBJNkyAHgMc17tgDLIjy/2JWCixQSD/B/x5fwJH7z4PKJrCRQsZ9+DCS67lnDUFfRje2hg6qqe5\n", "LsNFd7wSEbjYzU4NipV59hbvzBegLdO3dnj32Rxp1iJ0j50VOTMhnCezHtkx2ghnIOGoEePs/UCc\n", "MuDhm1lerZfIlt/7e31jfRdD0XfkMcnvr66uliJej7nTRLUNxmqpqRqDSavZDOazj8XJY5LBTL5m\n", "jdXJfcgM1302ApDc7PwAJgYqKysrJeVqxs5pOa8oqgEc5ijbm4gua55lJSI6fSPYWFlZKWmvLAs1\n", "GQXE4dTH43GxQQDo2WzWsVHYPup63B9YXRdVw0I7eAQY+W+DOgMixsJZCzNr2VY4kLQ/cQ1evk7e\n", "Awl7Qo0kc+h61Oyjsm0xg+PvvGx7pwBOnjQGmeIwBHxtba0s+aUg1TcPHbq7u1tQMSkmGz0bJK+8\n", "sGBE1Df1op+ecAsZCmrlsnA78kbIuVdyr/nhkf4cYUVRMd7sfWD0fXFxsbRfBwJGnRIM0s3NTRwc\n", "HMTh4WGcnJwUxV9fX4/JZBLb29vlQDEuLy9L0TH3wnh5BVjOmXNd34tZIdgY1yEwn8xxRHTGIUfG\n", "zhE74r7PNplMynsvfzVoNuPi5bXeqNCUc5+zy+A/vzc4ieiC47W1tRJpZoaU+XTtQwYysE99R0QU\n", "8Jn1lX5HLO+VQ79pNeDD/7kX67mNs0FwXkGSwXB2Hq6d8fkNPp/HrmSGpsYQZZaLc+No6V8GA2+j\n", "Ofigef5oOZWDLMHIn56eduxqTr1yj8xTxELe8/cNTh2kkj5pmqYs3IhYPO7HzBzn59V1UK7tGo/H\n", "sb29HXt7ezGZTMqGonlOrTeZCbf+w3gTyLGqLAe72GMzMjDy0+k02rYtO9bP5/OqPrrA2jYFffCe\n", "aAQv/p0P79pfYzdzbRKyY+Y2s9YvGizd1d5ZgBOxQJ7sccIg4hxwhjmt07ZtrK+vx+7ubtzc3MRk\n", "MukUu0Z0H3qYmZUcDRjgUBFuYa/RiCiAjafP5TSOGSOKogE4XnHA50bjnAuwN5vNyhgwdmzyBJjA\n", "6LdtW5b/0Z+bm5s4PDyMg4ODcp+Ao8lkEjs7O+VAKc/Pz2N9fb2Mqx0i1e/kXAeDQQEms9msGC2n\n", "BvMGU8gF0RL9tALkuhX6YgbvbTkDr3AxW1IDOLnwtQZwas7dYDk7S7/ScLAZCBNtelURBp59SAaD\n", "QScvngFO3zLtiOjMWWadfD9mc/tazeBxT37PqqXnjU0eTzu7tm2r6RWP4fMa58+MwvNSYox1jnjt\n", "RF5kvH4ZzTJlQMd4WvcAOFtbW+X5d9Qy1h6xkHXWhdwG6tkxEhjARGIrMsBx3aT1KbOVNYDA/YzH\n", "49ja2oqHDx+WJePYxBqTiq02+0ezXc72MwN80vwEfYzT5eVlHB0dxdXV7SMRqJFkbA1uXDtGw8fg\n", "W8kY5Hk0U2PQl+2xr2VGDtlhvJzJMCOXQc7LtncK4CBkRpQR3SeEM/EYetgOloHy++FwGNvb2zEY\n", "DMqyYUf2FugaeszUmOsWEFRabXJc5OooopYiMSBxHtlr/y1cTdN0ImEDJFgqwAIOE+Pga6OIx8fH\n", "JRoxNWkQ4by4l2QDOAyeGFPGYDAYdB4tgdPkOzRHO9wjYIccM44yy4jHyGA3O69XVZTXaWw7HxGd\n", "2gKn4YjefJh5yWkMzy2pRp/rrgOQUmO7/IDaiO5mdqaX/XuDlVqEiGG7y1CZRs8sSA3M1V4NRmqM\n", "UB4/Mzacx+fM588Mc8QCRNfSrX41qMn35Gu5757jiC6DkyPkt9UMJn1fOb3tdCgsjh/2m+tz7PgN\n", "hG03+H+WQwNbrzpdXV3trDiMWDh021LLc/YTDvicTsobEmamv2bzeUXvCEYJLpqmKXbPv8l+ifk3\n", "g5VTUrBm+K1cT4YsMe6MX55HlygwhzUg4r5mMiEzV/jOzPS8ifZOAZzZbFZWb7D6xpGu2RGMhifS\n", "jp6qdCbDrBAO1Cg6gx9He6BuFCSnASK6xY12CjgL2IscZfu9J5tzzee39TAPHjyI3d3dGAwGcXh4\n", "GPv7+50oOmIRAfhvxoHN8dw/DPPx8XHs7e0V2nZra6s8XTpH2qb8czFeX66be/aeIxFRlsxGLFa4\n", "ME4ogK9lRsH3aAUiouF/+dETOOf7bKyuiFg8W6dWz9VnnEgrRnT3lsh6QOoyO1MboAzkaTnaNivg\n", "/+X6FX5rYGo9NdCxw8/pXNKj2VFattxqICkHKvm99br2ynkzEON9njsDU8aiDyQ5LewxdSo7p1it\n", "MwBAO3nG1WzEfTcKZw0ab25uOttz4OSZ51rqKe84zxhgz3z/Bq+Mke2x07u8t05hV8gMAFzcR87N\n", "PcGEYF+2t7fLPjiwJfRxZWWlOH76wz5ANPoNa0oAkMEtfaahowSf1msXZDtY5FywPqyitf/xdZ3G\n", "zeAmYvEAVK6XdYb+8YglWDpYNexEloUMEHPK1kHOi7Z3DuCw1h6GwmkaBJGByZQeRuz6+rpUtuPc\n", "ATgoSAYStAxubHQR7ogoOzpmgGUGh+VxgBTX7WThM1DiXhD4q6urWF9fj729vdjb24uf/OQnne23\n", "aVZ8GuNFes95VJz/8fFxzOfzsjPw9vZ2Satwf4yBlSAzCwYb2bECPL2yCdQeEWV5sh071+d3GdVn\n", "Z879bmxsdJY3umKf8b7PNhqNynsUOadhAX3Ow2MEWJ1hgOp0Kudwy4wHRjLLfZZ9g5mIbtRK7dv5\n", "+XknDWjn3QdeiA5rn9so1wCaZSo3/8/G0sCmD+DYWRo49x0EW5Zp5surSxhzHx4j6wZj27Ztb8oS\n", "gGNmzTYmIt5aDQ7MbHZGMCcRUQAD9+c5yYXEDmYZA+tIHmNYfFK52DQfuZ4MB8wy7Pl8vlRTwpwh\n", "H071jEaj2NnZKfUxV1dXpTQg4nZuxuNx2f/l7OwsZrNZYfQN2HD+9InNPB1854AMf+dAHTsBq+K+\n", "MyeUEbCM3fvM2J86TW7/hv3xXPWtogPgoCsskydDQZ9rheToGQA1y/7LtHcK4Fg4rcgRyxv0mY7E\n", "KDNJFxcXhY3gNTMR2QCaNUAwQLJMMAqJ4rquIVObNCNjA5eI5Wdv5QjbTgSwt7a2VrYJR0EzPWgG\n", "JeeNrUjewXIwGJTNr5xCyWkg+pNp0lrUaQW00eN8fpwC82ahp6+ODhknWk4/AJowfLkGKv/+PhqG\n", "JaK7T0tEd3krsmb62IYFR+G5xgmYvas5Wf7ObJzTkBHR0bsMqOyg8oGhz47CxvAugJODiT7gTDPF\n", "T7Ox9rV8fwbd2bj77/w95Co7X8BN/m7t/LX0LAYdx+H0qh2emUzLBTr4Ksb/TTQCuFy8bV13cOrU\n", "PoEMaSsvqrBce27zAfDxxnFObWPfzDg3TVPS+RFRnD+rijymtk2u5cFO0lfmKWIhk5mZp6DX9wc4\n", "s58zO2JbwTh4THMggTy1bVvAjh9nw72fnJx0fBK23qAwB6P0J280Sr94RYYBhhGLLWAcuHnhS23L\n", "CqfLPK4v094pgBOxEHqE0VX2FkILvo0xhpK6BwtdTp+4nodoyBGxnTS1NwY+Fl6cD0JLPpUNloz+\n", "ESwcsoFYNsyAqqZZPJuJFBx5VQu3C5t9vwhWRJTnxICovaGWc7S1iNyAiqiBazP+sEusdmqapvxv\n", "MBiUItusvJ4T74HjubPDRuANIvPnGYhBh99nc4rKhsCOwbsH5/RMRHeH0pwS9G/ucrJ9AOfm5qbI\n", "UL62gwczgKRGMlDuAz+m0rkfdKAvZVRjW2gZ4PSBH+6v7/u8Zp3LjKwNfMRCz20v8vdzoJJrHryC\n", "xTUbyAZpL9sLzzt9Yt7eRoN1tVP0ERFLdTXcA6CRHYWxCwYuGTjWgC9ygf1in5XLy8uSDXCglAPk\n", "Wm0TDho7n9kMA3eA23w+L2UWZCO855I39oxYpC19/ZocGhQyfga4EdHpswMmxt8MPp9BJFhHvHVC\n", "3pLE9hNQSiqO5oDINYa2G/iMvLQcuw+DY+aOfr9se6cAjsEKBpaaDT+HqSYQCAPgwkupLcyZ9XH+\n", "F6eKAHhnzAcPHixFK0y+o2tHFKSxUPThcFiUmet40gE4BjkWFG9OZoCTc9mMj2si6GfbtjGb/f/c\n", "vU2Ibdt6nvfNVVV776pVP3vvc+499/gGyVZ03TAYRITViALXBqdhk6jpXnDDXUMgJFhxL41ArE5A\n", "aoSQlnDLBhMnOA2hBCwc3Ioji6CLDG4Io8vRPvfss6tqVdX+qZ+ZRp1nrGe+NWbtv3Nqb3nAZK1a\n", "tdacY47x/bzf+31jzJN69uxZuwdQNMpaNWWXMiWSAOfy8nLCuLAluh8K+uLFizo+Pp5sBOWItmpN\n", "vbrGhM/t7JMlsyMzaGKuq24q6F02AxxHpnnY+CaLwLinQcraB383f9tzEE7buRA/+0FDXm38nc7N\n", "lvPk8yWYcn+yLiBZuB5QmQNFfMZ9+f74Ox1K70APq9apxKp1Qebc73A+TpN4EQLnyHnCMZNK6IFW\n", "z9mHaKy4SdYEW+sA0HqZbAg2liDTjs12J4HUMKy3+CDIAhjCVDg1CLCiH6l39BWmw6yUGaksJIaJ\n", "Pj4+ridPntSTJ0/qq6++upF64d4NbHpMlUEOjA99rqrJZ/xdtV6QY4DjQB4fANtrmQdUG+QkW+QC\n", "axcZ03deLcvYZfsognoOfJBTVMhA1qa9TfuoAM6cYWbgvXQ1o1ujxUTFc9fKGgELCUYLgWM1UC+F\n", "gOM0dZ1V6I5YTMM6CgMgWIlsGDAkCQRyeX3VTYOPYWU8AYoZ3dupJG2f4AEFMYiys6qa1n84BeH+\n", "8DtHCwZaOFKcQCo7Ss1y9SzAxZBaue6yeRUVjtERUka8PWebjEcCC0enmXb1q2UCoI3szF0zHS8F\n", "6gkgkmHI1x7bQuP/vpc8fB6/T7nNa/E5Y2vAn87EY+HC02QvsQPoJIY4f+MAxUXGyLgdusfGzIRB\n", "Ua9PthF33Qj6CL6w05YjwFyukrLDq1oHUmY3GRvmCr3BtmIPnBrxnDx//vwG8Ob7VWsWxXacupLe\n", "ZpBXV+snjmPzndphS4eTk5NarVbtgcvYIIJ2g5q0cRsbGzfkvWr6yJ1kCvk8mXsAIBkC+zjuHxBi\n", "UO3fO9DG3wBIqA9MkJO6iV3yM8YMcDJNtbm52dJq78NSflQAxxRa1fq5RKarMuL34CXSY5KSebCC\n", "ecKzMM15Vc6R7AEABSbFKNPAxIY3DSvfYaO+q6urBqhwxgiiwRDAa2dnp/2OHLQNpaPrjY2Nlu/G\n", "AJC/5lkp/j3N/eU7vi8rA89D8fblPOV7GIYW9SHUADsvUXbUjdG0wUShh2G9KmC1WtX3vve9yaMg\n", "rq6uWsSBzNw1nX9wcNDek3L1c82ci/c49l5tvHpsxW0MBIazB4Ds4B2ZIp/83obP16VvjPFcS9bG\n", "n+U99V7nDl8zUxp2gr17tj2YOzJ4MKiiJajJ37vOqOpmnVMPKDrQcEDn32MrPkRDZrEjFPsS4QPi\n", "nIIgADHItn2mAQYSvCa49UrVqqrVajXZz8mAIMEAOogNN1Pj+4EVqprWNV5eXk429ru6ul6s8dln\n", "n9Xu7u6E4YGV8Mows1/Pnz+fgA3uz7U4OU4OJm2HDfrymXNV08Uj6IUBEr7GDFkWg/dq6wwwzX5d\n", "XV21rMM4jg3geLm9rwEY8tYkmap7k/ZRARwvleNvR7+5VMwTZBYmgUUCm3QCVWsUnTlkrpcUqxkM\n", "JqVH8bsfyWpkREjO2JENBbMInYGUAQ7fo+aHa9kJVV07KtJh5KdxrmdnZ81geIxNizpisXLZubLb\n", "8HK5bNEZAMdPyH748OGNnLsjCO7D4NWre2ivXr2q4+PjOjo6qkePHjVQBUtGlAC4ev78+fuI6Vs3\n", "AxzXbTDOgNvnz5+3SN6G3jKVACGPHvPgV+tBLwVG2qTH0FGIeBvAmUulpEHuMTE+X+9I/eRvs3+M\n", "k69t/emBPkfvdkb52mPMfCSo8fmQResT4wK4MYvDPXmFJb/JyNqp5btubGjHDr7eyXdzc7M9tZp0\n", "um1ljym33JuJIeBMYGr2pOrajifAwT9Y1gmYmQunkbA7rHCipsdsOekw3zuN2hTuwQdyWDXdedv1\n", "Rj3GM9mvHlNipofGb/APnNvA2YGrmc4ewOkdCb7MbHJv49eT12cAACAASURBVLhehcz4AV4MepFn\n", "+uxi5j/zAKdqugumBxmKD2NhFF61jjBNH3vPFSaQZuOAYjGABiJJ2xuU2BGYVXDfUULfkwGMjR8M\n", "jpGt61DoN/3hvGacrLQ2GFzTVes4RC8NhC3j91zTv2WcrFT0ZRjWW6LTf9C765QSfFZNizDtQF1Y\n", "zbX9f+7PSsN56BOKmA7jLloWGcNGWYYxBNQVJOWbkW2PATFIMFvj4t+eLCfzyPUSKBhUJsDhfxlI\n", "9KI7G9p8dfSa7FTeRxp5ro8O5Lg4sDDT4vc9A87nzE3VOt3qmhB/F0DEawY/Hi/kAEfgoIHzV02f\n", "OO+/AQ4forlIniDp9PS0OVSc2nK5nIA/20FqumxvrReAf56NBmOF3DqATEAEKGK8sLVmC7G9Bs+X\n", "l5eTXcQBYYAcail9LZiJHojLZeoZAPeAXgYLeR8O9gygeOV/jGcypNYPB5X+v69thhdb23uUBGNi\n", "kI7+MWe5aazLLNAVF3Dj7962fVQAx5FZ1XrHRhSEDei87NtghM9IA6BoFuKs8zDltru725Tn/v37\n", "bQdkcrKmzfxIBQuW6xp2dnbq5OSk3VtVNaCwXC7btuEI+vn59a6aBkf+v+8Xx8UTuX/2s5+1R9Jz\n", "fwCvjY2Ndr29vb0bzJHrfhwlcJAq3N/fr/39/TZfWRvBvGEAGDcbKpyvjYCvaWfjIlauAQMFG8Pq\n", "uh/+8Id1eXlZn3zyyeRZZaS+DJbNCt5FM7C2w2b8nH8HlCTL1zPOvSONVRpMpwlcH+HlmXNpKuta\n", "1TRty32mQe4Z52RuDEIcEBig8lszIWl4AekbGxtN35Ldof8GOnnPpsr9N84UZ2VgSk3b1tbWjfmw\n", "s2FuE2xyP9YjZAPgQ1+Zh7RhH6I5fWg5rroOOnjEC/tq2U6nbe0FN9YLxtf3vVhMnz3FuDCO3uGb\n", "6xsQ2HYlO0iAjMPmsQQPHjxobDSyQHBCmqnHZCLPZke5d9tiB5yZQuW3OecOcgl0q6ZF+MmmJuBB\n", "lp2acwrVwTy1NJQd0LjHXirQh8GZ01ImKmwrGI+3bR8dwHGOksHguVKPHj1qNTlpKB0hMlF+dk9V\n", "3djwCcDircOd/yPqwLgxsd5PAAWrWiNxDCZCiAJxDpbY7e3tTXLLRA6AI4OMqqmx3tzcbLsQv3z5\n", "sg4PDxs4wqhubGxMIo69vb3a39+/kdc3C2aGzJHCzs5OHRwc1P7+/kTY7Jx4b4dRtd6szwAni6Nt\n", "8J3fNhDAKMI+XV1dtXw/6a4ew8eqAj9e4i6bAU4yLb4/ctXIZtZz4NycFnF9VW8ukuWBTcK4Wh79\n", "XJkEV76PjED5LP+Xn7kfmbIxwDG48bjRJ5oNPwzLxsbGZIdly7n7krJmQGNg48+wLYyHAQ7FrAn6\n", "PffYrYyGzdJyD1XTFA1Owbta29Hf9cpAWsqibQPsDelqjw2BIIzwvXvT3XcT9HtM5wCOWfIEOFVT\n", "YJsAxylP/ISLpr24A4a6al2DRHlBntd1K07/cg8G/waKPXCDPpjd4BV/R3rQLHUGBPhK5NepQu4X\n", "gONACF0ywNnb27thcyja5toGUX5ftQY4MOwOvg3ETHy8TfuoAA4T69UydrIMQtL1njjTfS4YRoES\n", "yTuKzTQTzRGrl5On0TQbghC4SJhzVNUkKjSyzxVgSSMyyQi9H0XA+Z268fgBzhBiAz070mQNHMV7\n", "TJJVgIq0sCPQXjWEIFfV5Jo+p6NZGzGPIX0CgO3s7ExYLl8fo4CBustmajWZmyxq71HDtwELWlLN\n", "CaAsEwZLzD9Ff8ne5UE/5l5vO9xPv09Z8RgloDOoy1cbVZ8vmaQesHkduKFA1CkP66TTVx4Tj4sB\n", "WrIvw3CdWnMqywwOgV4yAOi1N5O8y2YwYjnDdjudYdCS9jVTjrbDmU6qurnjOy3BAkABB32bLvVk\n", "zXqDc2cVEbvTO9jO386BKo8T38MPJIC1TfZ9JntHisuAg+b32EN/x3a3NxY9v2ng7zlKcJI2yfPu\n", "QM6vVXXD3/se3rR9dAAHY4HgELGcnp42QaJOJJ2zkbv/n6AlaTpSWla0s7OzOjw8rHv3rp8BZUeQ\n", "dL4nBYGg72abqmpyXYMSFIAoge841eCKdM6/sXG9KgpGx08T57cABPqA0SSKYlfOLNJGiTY2rp8G\n", "/vTp02aEiTrpKwbOe/XQRwzNixcvWnR9//792t/fb4qSAMpjtFgsbtQYMRfsocFKB+YlWQGnxHrX\n", "+i6bFdOG1wXe5PqRX5hA+m3H0DOkaZh7x9XVet8lb1yZxsusmo1OAohkiaqmWz0kC5TGN1/nGChH\n", "hrkIIJfYZ0Dgw4FSRtboaqal/LfrwLArNr7JyC0W0yXOjC1jbRYHGU2HyT0DJHrsDSuWPkSjbwlu\n", "aJYPj8FcmoTvObCaS3X4/L2D73EObAb2wXLmxRsGJ/zm6urqRkrdTt7MWuqDdcBsLQXaBtv8hgzC\n", "3t5eK8x1vabZHnyDU1Su5zFj48P9Y5Ub/fLYzwVWc4DNutcrkq+a7ujeYzQZA/tZM7pv2j4qgONo\n", "iBunhoYlv6RvDGA8WFU3d+FNtJoMkKlMznN6elpHR0dtOXXVOvL1kjYzH1YOmAI7bwsJQu4UGIKL\n", "os0JMedhBRVG8/j4eBKp+PcWjouLi7ac3ADHAMBIfbFY1IsXL9oDPnd3d2t3d/dGBMV52cGZOqYe\n", "lf/ixYv67LPPmpFw6oF58b0b4CAHGAHAwdXVVe3u7t5wxMjRhwI4PQYnc/yAHFIRCWz424a7d2RE\n", "ne+RX1i/uag4KXDm6HXskI1VviLTcwc6TUuGKGl0j58jd/qVKT0b0QQ3cwDHB3vdJGirupl6NLDh\n", "HqybyR5nephzmtX+GAGOWZk5cGO76xQE42SHaLsOOOFc6UR7TGBPrqqmi0pgPHwObEPVzad1A4js\n", "bFOWYIUT2CdTU7XeBRv2HQDFGGGvlstlPXz4cLLFBf1LAG1gg27YPgOu0BcWOgCeWIbth3/aD6TP\n", "zPHufWYw5fPYzjgY8njiP/+9AjgABGhgnLhZFtCg01IIIS1ztj5ygH04LWImqWrN+iSKTerZSuVz\n", "psLhoJ2uQcFtEBAUzo1xNH1p55N1RtnXjKINMJLp8v2ZnXF049wsfe1FUo5cYI9QTht1g1YbwZ4R\n", "5fzsg4PcsNeC59yR8l03ZKiqJga+as1SOYXXAyuOhHpMB+97v/GBfPQi73RQNM+Nxy/lifvrgRvP\n", "5xww612vd+059sdytrW1Xta9ubnZXlPn/Vnv/3kkqHH/0yHYZqTsms1A/wDfCdYMUhOMptO+6+Ya\n", "mWQL3VcOPsNuuBzBrceOJUuUQZxLE5wyyzHnej0blWDbrBvzn3KXwaDfW0d8/QQMee8GrzziwfbV\n", "bQ5YJBPvLRXIBBA05Twl+5PMbAYieX8eB4Mss2keJ+tg6mHvmm/aPiqAA1Lm4WPjOLbctx0yqM50\n", "FwrO74ySERYLrCMfr7OHKQFFG0WSBmF/BXKwCGQyB1XTlIRTN9vb2/X48eMJawWT5J09q9Y5U65j\n", "oQEwHB0d1eHhYT179mzCKiXtZwCRVDE0fy+fDiDzEnaEz44Xho1iXu6hZ7AMwviMcX/w4EFLtyVQ\n", "xVE+f/683TPs0vb2dksp2vGm47jL5lVb4zjW2dnZpMDaFDxGKA2W6zwS4PG+6mZNRM6jDXnSyJ7H\n", "/L+ZC1PWyFDPuPUMZh4GTOl08h6tJ+m4ErSQfp0zlMm89OSsB/bm5iZTUR4Pn5f+ZoDWA1BVN2sY\n", "5gKQDwHc3T+PA+CZYIwgymDVY8hczQVFr2P9vJKNfa68p1bvPF4tdXFx0bIC9iVVayBJc3rJ6Xju\n", "u2oKWFIuSdljg/AhTn315jL1pWffUz8Xi2kNVM6VA3rGC2Y/QR5zmFkL5s2g0b6VgDhbApmebjKW\n", "1s23bd8awBmG4UFV/V5V3a+qe1X1v43j+N8Ow/C4qv5RVf18Vf1xVf2tcRwPe+cA4Pip0iBMhGcO\n", "4Dh/yaQBKlh1Y9YBqh5HvL293RgQJsy5eVB8AhxWVPH/XlSZtQOsWqmqppCuYcHJcX8AHLMtMDak\n", "No6OjurZs2f17Nmz2t3dbVuE9wAOIM9pPTvXXvQDZeiHoxkcATo2NtYbCbIqh5aRqQU2AY4LufP7\n", "XOvFixd1dHRUX3/9dX311Vd1cXFRjx49agr1bQGc95VtA5yrq6tuOtDsC7KT4MJM0Fw0g7zZqPec\n", "hA1/Fn+mIZxjZdLQAdaSecloL9kYmud6juXJe7MBpi8JbnqAy22OEQoZmI2UE+DQp3TErwM4c6mA\n", "ZEbdJ5/jXdr7yrZlzHYORi7ZU8tDyvccG3cbyKmqSR2bN/ijHz058moh23zSmglSMxD08nGu02NF\n", "sZkGebY/BjVzADznu2oNnFIH/Xv+D+BIEEo/ADhVNRk3XzN9ifUrgywXvuNTcg5ex45yvtcFHK9r\n", "3xrAGcfxxTAMf20cx7NhGDar6v8ehuE/qapfq6rfHcfxN4Zh+HtV9evfHDeaGRxu2NtMW8hsLHDY\n", "BgUAIZYSGpFmESFChmA6AnFLJsYGFso16yusZEwSTvybcWsK5+jc6R8zF+k4Li4uJiCJ/805oTma\n", "EcfIfWZ0bLrUKS0rLK9EKoyrgZ4NdUafGBbmhXmjTygd5+QBntT1JFXMOT1H7xLtvq9sOyLMKKjH\n", "iiR4sdF/XetFuLRkLdKJmD3K5rnO8UtHMHfQv2FY729zG8DppT56oK0HRpJRum2cE4D5HH4/Bz7o\n", "D9fpAZseI/W61jPwOZ/vy+B8G3Y7+9oDFLa/BvS9QOe2e08wNY7jBKzArJjpS3lC/uZSaj0mrqom\n", "f6cs2O57BS/7/xCc3Ab+OVfeo1nSBD++H86J37Cfs73Jc9w2d7bTmcqdkzvb2by/3v2/jvl9G/t3\n", "oy9v/Ytb2jiO7Fd9r6o2qupZXSvKj7/5/Ler6p/XLQDn8vKybZbk1VIMKg6dCvSceCZiuVzWJ598\n", "Up9++ukNit+TPgxDAysuhKVwdWNjY6IwLthNZAsdB8uD8zVi5T7oOwVejipc6OjI2tQmzh9asep6\n", "i3A2umMX4V5dgaPnNBwIlIEN5yOdR//pY9V6B9mrq6sJqDIlbPrTY8f9AbAYz6pqn3ncuf75+Xnb\n", "SPHg4KB2dnZaUd7JyUlzyI4iGYO7lO05wJDyQxr1thoQzpfRbr7nGjbQnDvn38bfRov3PRq8ap2e\n", "qLoGoCljmV/ne8wp50C2E8C8DuDkYYd2G2PSM6K998muzEXYvmaPCZpz1Ha8yGrvdyk3twHId2nv\n", "I9sEGzl+6DP2FD3lfq6u1g/ozIcoW/bmAjFYGwIdMypZr5QAhPEn0IR1djkC10rdIdDb3d1t1zYL\n", "bv/B8n7sD/Wk9PX58+dtoYcP/BCpbGyqdRA/Q2DsXdC5p96qPIMnB9Neyef587zM6UbKJ79n40NW\n", "h7qZgfPvEkA5MPrgAGcYhkVV/b9V9R9W1f80juMfDsPw2TiOT775ypOq+my2M984RAAOxaI2+gAg\n", "Co4TETJIOPvvf//7dXh4WIeHh82wJsBxDtJ0Jzs5ooCmX1Fq5yZx3mz6VFWNXfDEefKsTC9evJiA\n", "G1gpDLiZD/5H38dxbPdsxiKvC4Kvmgc4VTf3zwHgmFmhH8wBhuX8/LyBVc6dy8SZU/pWVROA47mx\n", "so3jOFFwntj78OHDevz4cXsWFRETSmGFfxeA8z6y3YtQDR4wfglwct4MGO3ocY6Wkdui0Z6Dxug5\n", "3ZF9gWLPCNKg21Ejn/m3rlMw83cboHlTgNOLxrmP26LEOXBzGwPkuUyQ0wMot0XJyUjNMVMhjzfm\n", "9l3b+8g2KYpe1A2gwI722BRshh1uzoPHHIDjDRC9MsgpI+SLMXedTFU1gDMMw+SBj7Yd+Bjulf2i\n", "dnd36+LiooGJqnWqh6eJn52dTcCNyyD8EE+vVAQYAID4jJVU2G+Pm8cSgDOO442AxL7EQQb3hZ57\n", "/jyOnheD/h4jY5vPFi+W1R5rlgDHvuqjADjjOF5V1S8Nw3BQVb8zDMNfi/+PwzDMai0DY0e+WKz3\n", "DoCO9FbUVoSqNcXsiUBocAZE8r3owCmoLLbN8xrFppPupbgQdlgL11TYoXviUTKiCV/Tn21tbbVq\n", "eztRKw9HjqOdA+OYzALCxhhRLJ2pOQMwkLzHkDnNIlvGx8An6UlHxzaeABpe/TuMr+/jHRmcd5bt\n", "uSg85xN5uI3BSUfme/Q9ewz8P+49I2HmHRlCfhzdAappdiDcV7IOyTLclmaac3x+9XfyfdbnJMhL\n", "pqMHQPz+NiaF8/bO37teD4D0WJ2evPga+VuDhndt7yPbPSAyd689IGp24E3ZqmSKclx6v0+w6rnu\n", "XTP7zv9uYzRv67PPZXuZQUX6pDlZpC/4Mgf71nv3Lftg2UwQz3d6wVLarrQJzK/35klf+boAIG34\n", "nA6+rn0nq6jGcTwahuH/qKpfrqonwzD8YBzHPx2G4fOq+nLud//23/7bNoA//OEP68/9uT9Xm5ub\n", "DQVWVXuQYg/tGRS8ePGiVqtV3b9/v05PTyc1MxZKEK9/BzhxBIswwWYYJCEUOH+UYHd3txUhO60F\n", "ond/x/G6uPrk5KTu3bvX0jnklheLRdutF+W6urpq0YTTcDSzS96/5+rqqj0UDyYMoQSYGBRxLQrR\n", "6K/BmKORBw8e1P7+/gSMVNXk3NyHQU3Skxw23kRJjta8jwwskYvoFotFffnll/Vv/s2/acp5l7L9\n", "W7/1W+39X/7Lf7n+/J//87MgB9A6Zxh7zATv7STmnHdGm35/dnZWy+WyPUgQfXEa0uezQbKTwshR\n", "P8DhYMWGMA2XHUCudrmN+eh9xw7BY+m+E/gsFovmcN6EHcqocy4dnHZizvH1ImEO/z/B4L/8l/+y\n", "/uAP/uB2wX2D9i6y/a//9b9urATP8kOfCSqo3XMxO/Pk+UvQQ/N4eHHIcrlsOu4UVKYVXWi7XC5b\n", "OYEXfvAdp8I978hlOlv3jSCr6lrPtre3a29vr5bLZW1vb09YzWQNkSGYXMaMBTAZMLqGdGtra/Lk\n", "c/TFMmpZ6wHvOSDRsyFps5NR7QXPc4DFIB3dY4xevXpVP/nJT+pf/at/VavVasI6vWn7NldRfVpV\n", "F+M4Hg7DsF1V/2lV/XdV9b9X1d+uqn/wzes/nTvHL/7iL7YJ5mGNm5vXG/ycnZ3VxcVF7e/vT4CK\n", "DYsp75cvX9ZqtarNzc3mfJ2u8ATjxL1M2iDKijIHcBA+b963u7vbVhv5nI6EDRQMykiLkaOmj2yw\n", "hzEG4NjRWwCtCCiDAQ5OJHOtCXDGcbwBhuycABYYoL29vQY6MBCwRzzHhHRXRiM9ahoFMevQSyvy\n", "ufPwi8Wifv7nf75++Zd/uV3r937v9+5Mtv/u3/277f3p6Wk9ffq0qtbRmh2hWbme8VGfJmNklobf\n", "9F4JBC4uLtp8Am6cjnUKklWIybD2gITBSTr51xnTHkBy0aZXeZn1MeBOIJLgqdd3DPBtaS/rxxzA\n", "mWPd0o6kw+nI241o2SA/x/mXfumX6ld/9Vfb/3/zN39z9tyda72XbP+Vv/JX6uLiolarVZ2cnNRq\n", "tZrYZi8ZNvMLiOQVebNNmQMRThN5frzk2mPv3/B8war1w52pdWEDTPsRs2M9ebccmEVmOTgAhc+v\n", "rq5upDvNlmdJwM7OTvMh1g/8Cwd25eLi+gHM1OMYHCeonmOqsvX01XLPmOXimgw4HJD1QA7giO++\n", "evWq/sJf+At1//79+uKLL+rFixf1k5/85I1lu+rbZXA+r6rfHq7zuYuq+ofjOP5fwzD8flX942EY\n", "/k59s9xw7gS+YQsNwME1MI7O+a2RfyLDXoqKCUcweRq3HX1GD65FMevgmhgmq4f2beTSicMA+f6M\n", "bLNPyXy4dsXphaymt/FF4Yywe0qHUgIeKWzmc++dwL06quacBpQea+a6V+nPuHjXX+9qjLOmaM+y\n", "4TRbMhF3Jdt2ThmdzjE4PTkxW2PDYMOH7NPyfcqKx7z3Pr8zxzrk9dEB9/114+4ovgdOOHcPpGQU\n", "mWkQ69Pc7/Mc6B1979UjpJ7kipVkEzxXBnIELKlDTtdmPUUyXe/Y3ttu09cMOh1YEczwf5wh+nrb\n", "3NtupmxubGy0RRpmc0hfO9AjsCJofvny5Q1mYe7eaJadnrNPXTcQ77EXvj/f21yQY5toP9lj95y2\n", "IsjOMU6QP8d65r3PMaxzTKfPkfrm+kpf20Hq3Ny8rn2by8T/v6r6jzqff11Vf/1NzmEH7/0InEvE\n", "IGRO3sZhsVhvdb1cLic752bNDEYftiidh0EFAAdUnYpMNEJUsFqtWqV/5mq5Nm3OYOJUUEhSWIxP\n", "7jvhaDENL+fmCb+AFRiicVw/LLQXhZG6oDKec5mR4pzsR2HmLL/n2ophWFf/p8JiBGHyiBAc9RE5\n", "cC7326sjEmC8SXtf2WZuuG8bwZx35rAX9QOA0kA4QkrQke/NQrLBpd+jM3mwd4+jbsbejT5w3wYE\n", "bzDON/TYdUm9uhzL0+sAD+fkHtLp2BnxHUAOBtf3Y/1wgWrWvRkcZrRqSj73IDH7cHV1NQmqfK73\n", "ATjfhmxnQJELJQAYvFqXmRszvWkXHWSmI18sFq0MAPtcVc0Gz7HvsIOkuns1NQlauD5jbjvJ3HBf\n", "FBnv7e1NVo4aCPTuk2ubEeH/DhYoW8DePn/+vFarVdsuBF3CpufmhIAf94frJnPGeOe5vMrLdi1t\n", "VgJ7+pYpwgz8Emy9Q2D6ce1kbOYDii8HiAH2aqY5gLOzs1O7u7t1dHTUQBEKCMCpWlfTJ6tg5AiD\n", "w+6MadDIPTNxp6enDeCYJcmIIYW8B3Cq1ksQT09PJ8qRAmoA5745ojTAef78eTM8zAH3a5AEsGPl\n", "AsJN9Gmn9uLFi0aT2mDjoNM4o/xe1ujvmL0B4GRUTprKAIdcPQAHY5VO+btuvp4jkmTi7MzN6mQK\n", "y04bkGGjlJGTgQ5s5c7OzgTA8Lc3cuSAYqdGIZlHNwMO/30bqPT/MjLm1UYRxjAj4wQ2OVbYBoyn\n", "I2z64XPwXcCD547/Oa1gZsFMjplV7tHjiE5Qd5dBBk4k9YNzYf8+RJsDOH4wpWU7++1n0zEOPbav\n", "x2hgVwFUy+WyOe+zs7M6Pj6esO+kqajBYdd4ArxcfGI7Sh+4ttNq2E+YqbOzs3r27FkdHh7e2DiW\n", "ufe45T0yPtg9fm874BVkp6en7ZW0s8E6YCb3CMJ24EOYzwQ4OeZexo5c850EpCYTuK+q6YO1ATi0\n", "BEP+/G3bRwVwnI+tqgYoYEc8wBh3gENGb1VTBGo2JnOgTIRBVFJuPbrbE9gDYTBHCKj7YXrR5/BY\n", "JJr3E89Z2QKrg6GYo3GtHNTI4Hgt7DSndTDYfmJub5VZon/GwhFpzksacgy479uRs50V5/SY2zkA\n", "ctJwvYuivE+z8zF9y1waiPZqODyHZjBxvMne+D7zMFvj+TUtbmfSA+S3MSU9QJOfve1r1dRw9vrS\n", "Y3fy/evmf47N4XAdUNVNhmUu5ZcpPssr74dhmKRdq9aLBKiBMqObduZDNfrDPcK+m3nOPpqRzofo\n", "mj3hu2YDPP/YuwwUMk2WoLDq5h5mmRbydQ1sXLPGs+MALz37ZRvmepTevfFaNX0khGULu2/GxWOJ\n", "DTQbhrzCcBugZwqVv83AJTB3vSf9cf9t07FrqVNmMg1w6Cu2zrbyXdpHBXCgwC8uLhoDs7+/Xw8e\n", "PJg4MoOGuZ2ITT/aKFXdviwuqTMfUIFUqveijTlQxd9mWzAM4zg2BignFSqb61VVo2RB5V9//fXk\n", "ScdZT5GOi6d8M05sxMQKBDvCXk1BOgnPC/3zRlgZkfYcuGl+ImzundSigco4rutJevNHdEdkTXNE\n", "dlfN6YNMc/jed3Z2GmtpJ+lxwsB652sbM4OmHkAC1GCIoMCh9CmK5HB/MfA+EkxkNMcrR7KjBhRc\n", "Yw7ouCA+dTP/51czPzasl5eXbUzZu4m/e692II6qWYXZG3O/JvPiFEJV3QA4BDIJcPg9DpA+fohG\n", "0JPzCZvNwgkzaty7FwVYJ9wSbCQDVDUFptg09B/m0ekc7IqZ5Tx/Xp95gikxwKxaB+PL5bJt8nd5\n", "eVnL5bLtxp/sJIxy2tiqdR0RY+XnE/YAWPox+xEDrar1rsqwuX62YLK3uc+PdQ5wChjhlXHFtm1v\n", "b99IF6c/h+ni2NjYmOjau4KcjwrgUMU+DEOrB9jf32/PNDIdyyA4tVQ1XS7oXTKTdutFBT2A41Uc\n", "pF5IvyS69/n5LOl3F90i5AA1QJqZFNIvjoBcPPb8+fN6+vRpXV5e1t7eXltlBdpPhgkhhs5lEyYM\n", "JlFUrhazsTbT5GiKcfYqKpyiWax0uig5YIT5wJnjiBxpMf84aua+Jx+ZjiQdd1dtDuAgf9w7/0sG\n", "wO+p20i2sWq986pBow8vy+f3Bs8A5uVyOVlZ55YAJ6NT+majm45jjiFJcDMHcG47DGjyvQGObQnj\n", "BciZe+VcGaB4LueYNzMS2QeAn8ccXYWFBOCgQ2ZGFotFA6p33SjwTUYNgMOO7qRGeotFHAC5vYmt\n", "znQkthL9x4aZNcp5TOam1wfsETbNOlM1BTh+niCBInbOfuI2OeGevOcb9mwO3NCSVU2fYjYIIEMf\n", "/bzB7e3tCSuDzNknelm+QQ79BQDbTiQJ4OAj/Ukvlfc27aMCONvb21W1frhkT6htDHEOpgQZGAAJ\n", "K27MTnh/BtC1I9HbipirpvRmRmaenFQi+thzBKY2aYnIzU7wfwSEayCoTgdl5OMHhlbV5LlRHvd0\n", "su6XjY8NgJk1FAPjBXhJ6r5qGv0aODKmNEduVdOdVJNd6oFaG5G7auxqXVWT1KUdmSP1OQYgKfps\n", "nMuApgdw/P3e7zMNgENaLBYT4JBAAgOXtLup90xt+X2P2fHh6+U+JtZZO75MC7ilTcl+meVxX02j\n", "e/4S4GQKIIFNXt/OmvMboFtPq9ZRvoHWXTei8wQH++IEywAAIABJREFUZghPT0+bo/ZhoIvcOxBz\n", "EJOHddq64HTvgwcPGrNtgLNYLJqj3dzcbGUQTq3ZJgNOzAJRmGw9WywWk8dGnJ+fTx4Mbb21TtjO\n", "Oojk1elrBzb0CZtiMFR10xel3bVdYIwy5Vc1TbX1gv8EW+4bzBOgMwN822ovAtnY2Jj44Dmb97r2\n", "UQGcnZ2dhvo9iAk4TMUz6YnoKTo9OztrD6MEzFBkube31ybARjNpeYzPxsb1IyCIdE9PT2dz637W\n", "SFVNjJwnC0HqGcRe5Ju/RwEWi0UrFLUB5Rr8/vz8vA4PD+unP/1p20qcpZMwGygn/cYxGlwk+OH/\n", "dgA2YKD5qpooF/S+jRaGhTwwxtD5X65nJ2Nlhd6F/k4wfJdttVq197BSvf1myFXPGXWMLmNmBujB\n", "gwfN2NyWHrmNYfAYpuHDcM6xJoD5nhzbKWWqIl+T2ekxLnOpKJ8jDzezDVXzuwwn8PB3e/qZjsmv\n", "jKEBV4LFbMn89FZkYW8M+u+yLZfLlnKwc8SWnJ+fTx4ETDCCXnte7dyRu/y/2QcDEpprU5ANp8xY\n", "VIH/oPyBurRkrH3ulLeq9WN/AEnUphA8vy4wcbCM3tEXL44wIHD6KnXDbA9jkePbY+c91s6CJHhJ\n", "cONVXn7l3hgDbDGpcObfB7VsVdXSrgb978LkfHQAh3oQBCmfLWKAY+XPSYbBAdzwfCvSX6ywYtdg\n", "U6gonh01kRwCd3p6OkH9zinihM/OziZAwUCjx+IY2CRlaqNsJcHBbW1ttXuCuTLj5JTEs2fP6qc/\n", "/WldXFzUo0eP6tGjR03BMAxcB2OEYhng2ElW9ZcFO9p1HtnsgtNXPfaIsUXpiMIc9WVEkoaA832I\n", "dnx83N6njGa0zhjcxoJwf9xzj/61/Pg98wBj5Fei0JTLqvXDTq2T+QrAuS3qzpRC732P3Un97h29\n", "tBbvE8QkyMnv+9pEkwnaekAuHYLnzbUmthPYntvGLuXBAKfq3VaYfBttZ2en2bIewAFUePzQaY8F\n", "jtKAHyftOTbAydWhMC2ZTgHkoHMGNAAKnzcZeuwGm6NeXl42oMQ2GYwDW2g4O4AuVfV3BPb1qD1d\n", "Lpe1u7tby+VyAiwSXCTIsJxkBqCqWsqTneRpmfoza+t7IJXrvmTgbZ/ENdg3DcDrnY4N/N0XM8P/\n", "XgAcU6/pLBlobpzvJjo2zV51c78VrmNlRCE8kCgpVCk513TEadhoc2CMvnAvdjy9o2ptoO/duzd5\n", "/MM4jo1iRRGtMEn7IsDQxpeXlxPGh347TYIxQqm9egBh3dzcbKnA3IzvTXKodjauKTHwgV5GsTB+\n", "RI8olY2So4o87rI5ReX7NLhJwN47bBgta/yWe77tMHOGgXeBdy8P7vlJ9sapIoKAZI/cN9cEOEK7\n", "jX2x08r0k18NZG57zaChlyrqARkbbQPM3iqcBIl2ulXTfU5geg3OGTcHUdmcOvhQjcJ4O+sEftw7\n", "Mst3kSfveE6QxRg4bYFN9pgkqzOO1wsbdnZ2bqSLDIQ5F2Cix5S67m8cx8mjTXgQZjrmtC3ci4F3\n", "ZiCcUvMOxrzmeOW4AbbMQlVVA3bYaZhe7j31nXswOOceHDxlOi2Db8uw7RRAlv6m7lsPIR4yg/O2\n", "7aMCOCmEVdOlkkS4zqumIwOhGt2bSsaAET0xeRnRbW5uNhQ+DMONKABDZefh9EAaSK6dyNh0aSos\n", "Rg0Dtlwu63vf+15TSARhb2+vjRdImUjENK6VD4UB7PjzxWK67HEYhpbjZUt2lqdz3uPj46ZwJycn\n", "dXx8PNlZGGPOdSnezFoOUnsbGxttzO0YYGQWi8UNGtUGyQyRgWIC0btoty3jzf7MMRDOQ6fjpxks\n", "zzEJSe+jG3aWNjw9UJG1N47AMs/vgznLyC3Tz3Pj4HtETgHjvf/fBmr83sZ9buxgHGy4ATi2E3Og\n", "Gt1Pp+GInHtKAGWafy6t9y7R7bfReDhrgsAElgZ/Bsuk+lerVWMV/LxBWEXscbJYXMO2lDnZ2dlp\n", "wRB2EaBFWml3d7f29/dvZeEA5vyefpv9p8YEO8lnPXlwny1D9Ie9emy3Um5dhnF6ejrZ9mFnZ6cW\n", "i8WkT8fHxw0EGeQZfKG/+FsKyKtqYgNyfNJWVa1LGABGZt+x771ABruwtbU12Sx2Lo37uvbRARyn\n", "ozA4CIABDkgxBd0AJ9fxZyQKwHG9Ct9xvhKA48l2brcHUJJWdt7dlee+Tx+mRomQlstlff/7359E\n", "RQAcAMDLly8nO4kmyGKcEGxvHkjkymosL7FGSY6Pj+vk5KSlwBiHo6Oj9mTv1WpVR0dHLUXn2gkb\n", "e4NFG3s2kOLcADFHMJ5DDKrBjUFOOsBeNPxdttwDpJcGsrHosRe9v230fO4eE2jg7ffWDYx3j53J\n", "Qt4eAEInPf5+j6HrASTm1fo0x7olwMnP8/cJ4uYO+pdz43MANAxAWFKfzX02K5TjjVMEIODcfX6c\n", "hUG/A6YPCXDM+KJzKbcew6p1sEdAdHR0VJeXl/XgwYPa3d1toAn5Ib1tuU8mhPH1tgs4WIMCbAXX\n", "evjw4Q09ZI78yvVx1IAbXrGn3t+nagqwkykyewOb5Fogrp9HlmFUVe3u7tbm5mZLa61WqwnAYWVy\n", "pjXdN88hRdoOSBycM+4+B801NPjP2wCOz08BNwDHfXjb9lEBnB4wSIePsGIEnPpxasn0WBpKC7wR\n", "rBvXNd1nVgMBzhVIXC/7z/+MRIkMejnIqnXkzvdB7FksmzldDEIWyTlCTqbI9TVEQd5jCFqW3TK9\n", "w6bzpVn7lNvP23FgcLg/wIjnzfNP9GCmrWqaLry6umoKgSx4/Ln+XTaiR/qarIb/diqGcXGKxka9\n", "alrbxfl7DOKbAp6UObNvjqTcR6eynMbh/1tbWxNDZ2Drvw1wekClB/4SoOQ9W5YMiDItSv/4bi/y\n", "xiE5tWhnynl7r07f2YHauDO/vdTF5ubmDcbZUfGHSlNtb283gGN58qoe6jQS7DplcXJy0lgH5qKX\n", "ck3WCkDjgA72wXaVMYbxdR3m/v5+Vc2nNauqOd2qaxt+dnbWdts3U05aKR8RhIwjM2YCYUxYZm4Z\n", "yTQs9+/05tnZWbPh6f+wh2dnZ5NdjrGtt6WosC3IGrWP9hvODqCr9CVtlVlL/m9g48Bqa2trAm7e\n", "laX8qAAOz3jqFY/ZSOcAk2d0QW+i8GRZDJSqpoW4nMM58YuLi7Yvj9F17rRsY2nHZYdhRw2rwTbt\n", "NuKZEnj69GltbGzUwcFB7e/v12KxaFHQOI5tS31ysXZYVTUROvrM02gp7kZBnOZzX4lQcmNBA01A\n", "DkCHzf74HuM6juuNALe2tmpvb689LmAYhhbJeKNHjANzljUQr169qqOjo3beBE0forkGh6gcQ2Am\n", "gD0jkImqdf2VAXkPsNggJevhv5Ph8qv1KkE2ssjnPcNE3+/du36EBw6azwA4c8ecAcu+zLFaGN+8\n", "H9dR9ICRwc4cQMGJJ8VPMIGjnzvom9MrtkEObnwfWR/FHKST+5AAB6BhmQPgsG/YOI6trsRA0SyO\n", "WVsDAbNoyWDmnGPbmKdkH2DKYEwAOCkTycifn5/X0dFRs7knJyetPubBgwf18OHDxvZ77njCumtP\n", "6DeAzGmq5XI50bkMCAxwYI9OT09byj8Df6cCHWg6g/A6nciAK21/BhWudU0gZFBj0MkYeKGI77nq\n", "34NHNQBwTG1nTrQHckzZoRwGOAY5/NZMgNkXfoMxM4OztbVVBwcHtbOz067pnTKrpiuJso/8H2eP\n", "oF5dXbV6FfqbQnB2dlZff/11K9ylIA1mZWNjY/IsIQCOI0OzRAjRcrlsNTwARBegAuacXgPgeHk5\n", "9+jcMAVw+YgJr56CCdrc3Kz9/f1aLpfNWbgA1saLOTKF7Vqh4+Pj5jBt+NLx31V7/vx5ew9gJkLH\n", "CBB1cl/cI8ptWbVRRFd4z3fnjqxP8vs5cHNxcTHLPDjFAlvj1x6D00t9IdfJsPQYF7/6vesHfF9V\n", "NdH3N0n/9d7fv39/0k/PHTKb/eOVcbA9oxlYZSBmBod5cFSNrn2ojf4McHw/VdUAztdffz0B6NgW\n", "0j2uI0FvDQBs+3uMg51oVTVw4xQqMkbAY4Czt7d3I3WK/ee4uLhoG85eXFy0vX0AOAcHBy01ZJ38\n", "2c9+Vq9evWo1ifiauVQkm2zCfLvI1oCN/xFEPnjwYDJ29kcAHO/ezHesX3OA32PIvNo32x9fXV1N\n", "VsbOARyDG+yhV7UBgDOz8LbtowI4SeFWTR0ZBtyUNEJt6s1RvQe2qm44RecQE+TwG66HYiyXy/ZU\n", "byPlHuuSdCD/c/rI17ZApXCDnG1k+S7C5E2rEGJT/+6jQU8yCllLZLRuBqVX54LC2iBlVEr/ku7n\n", "c0Amv7FMGLAlFZr3ZKfC+L4L1fk+7eTkpL0nyoN9ou/cv+fHY83nyLJpYTMVfLfnqJFnj0OyMzak\n", "eRjgwtD5uLi4uAGa+Jv7uY3BQSZ92ODexq7QAONVN1PFeS7LQUasBj2Omh3A+PwY5NsAUo+56dUx\n", "Vd3cH2Vra6ulCDx/TlN9iOb79pgg8+fn1/ueEGwA2DY21lvxe7w9z5zPQW3OD4GZa228EMG+gMCW\n", "I4Mep2cymEbnPObJ5LlYGNttP2Fb6BSk9YTxdFrHPoXD13XNDmk8Xj2+VWu54pqAFuyl79/jZTuE\n", "LaCI2v6CccggoHce65zZpLRX3Ou7tI8K4KTxMV0IkvauxFXVgIJBiJG3U0zOUXqFTebgHZ06X+jJ\n", "dESY9QheHWChtjImcAMVcy+51NrfN1uCECC0RBlzVDj3RGEx38lcsmlhn5snijtatgJvbFxvhvjw\n", "4cN6+fJlrVarxn4l6+A6KdOqdj70JanZq6urxhLBqGUKEofv63COu2ze6I/0E2PK7sV8Zro3gW+C\n", "EsbEhozv9iIx3rtQ9fz8fBJlwbqZfcvP5o7z8/Mbm5Q5AsapOVL2K/I81/+q+dUozHc6DR/MfTJU\n", "tB5jlIdbOgR+5/P5u3kdgxuDJ9+ro2M7iZ7t+RDNY2+5Xq1Wtbl57V6YY2za8+fPaxiGZttsVzON\n", "wd/oBfJvUNwDk4xhL+2aTpoFExw0+4HehrOcxykk2y3Xo3EwPgCh7e3tGwDltsCX68CE7e7u1jAM\n", "tbe311L79NO+w7JkvbR/QEcNqu/duzepH6Ivrq1KgEN6yWORmRiPr4O52453KTP4qABOVf85NSBx\n", "AA4Otqomg46DZfKIFHCQBjjQyovFYrJMk3OZlnMEloyClcApJR6CZxYEShZja4obR1M13S/AkYLT\n", "GlzbfeOeaGar6GNVNYDje856jIxkvFqEnSjtPJgHA5yTk5OmuL0cK4JP/xHyZOhsmDBKl5eXjTng\n", "vhx1cZ6qNcCx8bzLljsZM49+jo9ZvmTKknFIdqEHcOYOM38ec157zAxABzr89PS07RDu49WrVzce\n", "1mcnBL0/d9C3uTRPL8L23+lMLG8UhCa46aWn3xXk8BuaI/GcTxv3nrPmNwbtvfRhpg/uunF/gBTk\n", "klKDqpqAG4CvAU5VTe7P9tcMu1kfp+ayjssssVlhA0MzXwAuWgKhqpoFOB5/M8cpjwYA+bynXDWV\n", "jr3qpk+qqraC1vrGuOJrHEybNcJH+tw9cINfYn6QT2cAkvH3c/WsH9bXZMN6LFoCo3dhcT4qgGPh\n", "7tHESRHjeG3cGZhxXNd34AQT4XMuK4vBhHP4FMPhrEwJJ8AxiwPIMngxxZgG2yxOL1rI3St5b7bJ\n", "KSQMgx0b98tnjpzsTKrWhpT7hz0xK2IHDRvk3W39/0w7me53rQ/3bcBC6zkdzy3n6ylXRml30Rxd\n", "z0Xqlts5hbbjpc1FOL3v+nr5GfrTSxv1QEj2Gxrfhi6BmttchAYocP/RB8tQL3Vq8Ow+8H/02nal\n", "F7l7bLh+7x4MMjynSbVnWiVl1WPSm9MEoXl9zv8hWg9Y9cB5OmiDGxyvmXHkzXMIwAGUsA2Fx7Pn\n", "IOkH9tPO36Ca71VNV7hubGy0OjMHTcglth7HXlWTINq1PgSAXkzTYzTSB2Y9EWOInSU4cZrLRcdm\n", "iHo+ljniuzxjzDIOY2MAaPvLWBEQ0Ten4jOF5bGfCz4gAv7MAxyE25NctQYXRImeCFgdG6JhGCZP\n", "jSVNYvBRtZ4gljTDahAFgI6rqq3O+dM//dO2D4yNsp0yk80eLUyQQRX3Sz9w5k6r+btXV9cpmcVi\n", "Ucvlsp4/f15XV1eTnSyJpK3YKLqpVg5Yn4ODg8nqKBtL+rBarerp06dtvwoEDrBWtS6gPTs7q6dP\n", "n9ZqtZosTayaPsOKe6ThfLy0nO9nyqxq/WA9GyNfy3JltuiumxXTgDadF7LUc/7JIKQh95jaUWYf\n", "8jwJEt2n3nlcbwLggHK/vLycLWCmEJ+D9IPvw0avd3A9A1YDmN7iBN+3xyJBZc4NgULOnQOBdNhz\n", "4GYcx0kAlOBmTiZ6kXyv9Zilu2oU0Gdf085Zjg3IzGKbncah5r3jB05OTur09LTZ6px7R/6MP2UD\n", "2BjAiBn+XrAMy49tBEwjO9QZoRdV17aJ5eL7+/styB6GobE2BL3OAgCk5gIM5I1xgE1lzx9APPdU\n", "NX1oq8diGKarGp3hoNSBOXNKKoMm5pp5un///iR1DXPLuOBTDVwdHNnumHlyAPem7aMDOFU1cVQW\n", "oLOzs2YETbcxyDZc7NUC65LCYoYEQTk9PW0MBfTfvXv3Gj1/eHhYl5fXjzdAoXrOFcBTNd0500au\n", "h4QT4NgQXl5eNgVjWTeg5+zsrBaLRRsjxsWKa+TPAVV5cHDQNupzZGXhXa1W9dVXX9XJyclk51YD\n", "CihpAA67Gzu6cm7ahs4Mjhm3jMKdDkjGi3tCFhzRcQ7TznfVrJiW0V6Ezvdvc2oZ4RvgOI/v6xiM\n", "99gEz8NtThVZdjRm2c98PH1innrOHLCDoZsDYMnGJcjJ6xrgzDFmOSe9sTcA4u83BTiObh0E9frS\n", "A7w5Fz2g+jEAnN6cOjJPlgIb6EA1V6MCCPJ62OrVajWRf6/ATBki4ATgEHhhd+kTwV8yqcyxA1Hk\n", "lc1JDbC4p93d3Qn7g2+BvTGjkgz9HMC5uLheOXt8fFxHR0d1dHRUu7u7rc+c36DC/aWEoqom58Ru\n", "eqUZcwHrz5j15Jwja/MokcBmbG9v32BjM7iy7e4tNHnT9lEBHDurHh1HWsWFpklpolTUaJiVSTrd\n", "qaWcLCbDqNeoulfXYbbF9B7XdASHIPJ9PoO6xPhiHJ2W2tvbqxcvXjTFrJo+0gJjWTXdtdiFZ/yG\n", "6Pvw8LCBERgaI3iMBf2BJcMopeCbZq1aP1k2qVI7tzQ0KEUaf+bn3r3rB9OR03cExjV8Lc/tXTaA\n", "X9V6eb5Tb54j5szzmQDRz5AyzZ0OMcGNx8HRoI2cmTxHk5lqtPGZSxG4T0R4+T2fy44/HZTH5baj\n", "B7A4kh2bY9EIDJBHDLTnznpv5zd3MLakRnrjYNbJuoQeGBi4GUDcdTs9Pe3OOQwJTpf+wz6kjgMO\n", "+F7ae2yXH55sFp05zdQGn6c+Zb1jyn1mBGBXOL8ZGABDr44R+0cwAFORMuR9cvw8P+uhd0i2r0s/\n", "BDB00MwOyegZJRYOgM18I48uiGZcDFJ7AVPVtJCbYJVx29nZabpqtil1k7GkDx8FwBmGYaOq/p+q\n", "+pNxHP/zYRgeV9U/qqqfr6o/rqq/NY7jYe+3duwIdD7pG8FeLpcNaUO5gTARdAaYwQXJ7uzsTAAD\n", "UQRCl7lFJpMJ8rNC5iKqXpTidA2C58iOzwwEzGAhiAcHB/X8+fPGouDoDw4O6pNPPmngwpEhYIK8\n", "rBURA35yctKukewY18BwsWSVc+AoQdqOxphbcs/cl423x94OI6P2qpooiyMOR0IZpfve3xXgvKts\n", "u/A79xcyAGAsGFcDbbYnMPBOtoIxNWCy4R+G4YYx998Yzh7w6TnllH3e+zWdcrINnt8ec+P36HAy\n", "VnOv+d6BE68GOACaHrt1dXXVtmDIugn0IQ2+X4m6nX41YEzGqQeeMs31jUxOUtLv2t5VtgE4CXL8\n", "HDruCSDAihzPcdp+0vEGDVtbW42lpsYDmefZeF7Fx4Gt2N3drUePHtXl5WVzshcXF42595Fg2EF1\n", "Mu0E0wap2DN2fp8rAse+s+QadskMCEDQcjuO1ztDL5fLZh9IKzkIhTEZx7H5La5ZtdZPB96eS4Ah\n", "+wZxvw5g87B+YEuq1kwSj5Rw4JqsOnYdf8u9vW37Lhic/7KqflJVe9/8/etV9bvjOP7GMAx/75u/\n", "f733Q5yildvFSiD4k5OT2t/fbwKOQoDoq9a0ZBZaeVOuXhEWv+1RzAy6V2clXcfvbSAREoSDzx48\n", "eNCMHgCH9I+LcEH3oPpPPvlkAuYMcB4/ftzys2atqtagsWodUXDfKDqC6/1LiLB2dnbq7OysGROz\n", "CcwRBsUAjd+jjB4jgBjfM8Ax+LERNwPmfWUMRnEaXslhNuguZTsBDvObhdoGdMy/V1vNpZGSATKI\n", "8yusm6PgPFLuk4K2M8u+VNUNY5cpiWSU/ErfeU2Q46gOgJMrVMyGZAoLPUbeMawGmTA9ed8AnF6t\n", "iFf2zR0u0u8BHKJtxtHACF1wHSHjYkf0nu2dZJsH9SYTZsfMnHMP9L03jw5YCcT8f6/q4/yAA8Zh\n", "b2+vHcgEjpXxM8ABMJk5MTCj72Zw2Hyxar1KLPWxqtp5ceD+H3KN/zKT4/oaxiz1gTHhIaWw99gJ\n", "xhhwwDPNqqqBT8soMug6GAMc7GovZWbQg3444ORcrPRKVt5yYZ/BijP3/W3atwpwhmH4D6rqb1bV\n", "f19V/9U3H/9aVf34m/e/XVX/vGYAjgGInTKCnhsm2bCbZUmg4igpi9Ey2jVb0KOLOdIo2+AwYURc\n", "jrqZeMCan7VRtX62EEKakUSyU6YsHWXbAdFHp8JycylHpI4+uTcXAo7j+qm55+fnDVzwO/qFQebe\n", "XWxKf4hOe+CQ/jsy5DcoOP2xMnmfpExhcI27lG2eU1S13iU6Ux0AO4NC5MX3aHmb+9vybBnw+DJO\n", "1KnxYDu+79/2wEymwwxwHN0h/1w7UxmZJrqtvS4FZb01uOHV6Y7ekYAm3/fqJnDGvXtPgONgDf0G\n", "tPmVsTJ42thY7yFkfbFte9f2PrLNhn4JKDONomtNbCU238Dx8vKyMUDJ1jlVkwsicNCMJcGoUznU\n", "6JnVzodmAjbc0E9sIQCHvo7jde1JLgtnfkijZ8Bm5hrZOD09bUXUJycnLeU0p3P2CcgPgJ4A2MEe\n", "YLtqKrPjODYwwbwkE+w5YFzsRw2QAGzoHqDF9+F5c2BRVZMl7R8Lg/M/VtV/U1X7+uyzcRyffPP+\n", "SVV9NtuZb+i0vb29BgqIuHiUPBGoQUrVuojQDtFCARLNqA7DYWbFAsq5qtbUKekhgy07JSYXJWVi\n", "7ZApxEXZbbQQDD4HQTu6h5blOS6r1apWq1UdHx9P2ADO4fOjcH7eFH1jHHLXVK5rJXE9EkLpAjie\n", "kcOYML+umYFpssFOitTz6YghASjX51ooKOOHPM3Rxd+VbO/u7rb39AWwbuOEMUia2H8n0PaRwL8H\n", "RjINkkxBDxj4tcccMW/ILobfh+sxenPr+5zrv/XWqadkbHrnflOA0xtT3mcggG7z/jYGB53OHXCx\n", "NzjO2wBO1kNVrQFSAom7ku3VatX0zXYzx5S+ek5xpuzhwriaac7Uo4MngiPLIOOUxboZsFnuHSh6\n", "JWnv+wY4Vdf2hudt3bt3r5bLZUvBoOO8B4AkuEk5hL3BpgP0LOPZuAYLLZLNxOYaSDntiU08ODho\n", "v18ul+0ebAew2ZyDsYeBwy8CpNB7y0nVlBhAPz3OBjiueXqb9q0BnGEY/rOq+nIcx98fhuGv9r4z\n", "juM4DMNs+AyFtb+/3wQJRwbAOTs76xZq9liUdJa5jDBzhenIQaIoEFQk+VaUCwVw1I2jh57jnNS1\n", "nJ2d1VdffTXZzTYBDgqGQrnfgBCU4fj4uFXVMz70uwdwoP7M4qCE5IHNOBH9mJY12HDfeeYK90/a\n", "ivvY3d1tikLElgwE82aniDHAYFGk/Y1sNWXDGXk+ATjUMt2lbC+Xy/beYNKyi2zxuaM/G3gbZtO/\n", "Bvjq9yxYYszs9IlQMUDMmY8ENNaPqnWKKulvM4u9Yw6cJMB63fdvA1AJcHorK+lr7zALCPhw2msu\n", "NZdALxlbxtuscrKhwzBM9m4xi+xzvG17X9k+Pj5utsGbKmY6LZkLgh0ewMkyZ1JbDo6sAwkGEtBv\n", "bm52AU4yX9ajxWIx+X4+wZp7yGA569kIPEnHs6Err05Bc18wP9wPbCpBK8/VywLmZG0BfwY5trsw\n", "V5Z7L+AB4GxtbbXU3u7u7mQO0KcE92ln7CNI93lDWMCWGz6TPjKOlqkPnaL6j6vq14Zh+JtV9aCq\n", "9odh+IdV9WQYhh+M4/inwzB8XlVfzp3gn/yTf1JHR0d1fHxcP/jBD+qzzz5rEbgdsmlIMziXl5eN\n", "6gQQ2YhXrY26nUQyCBZCpw/MWlRVc6KJ9lF473fgCLdqDRAwjKbCQdmOfHEwFFwhaLR0OGaeemkn\n", "N/9tsJhpEH7v72V0XrWmQL2SwimqBJamL0l5OUoxe+D7yTnj1Z9xrT/8wz+sP/qjP5oUl79Fey/Z\n", "/hf/4l+097/wC79Qf/Ev/sUui+J7THYEY5JsjeftdYe/h3wbvDho8Bw4ip0DKJ5PDt9fAljrb4+B\n", "6TE7ve/2ftsDdgnyuPdMKVlPEqgkQDSgtoGeO6xTDrgw+Kkf6BcAx46atlgs6smTJ/Unf/InbyvT\n", "35psAyx+4Rd+oX70ox9NbJPvz3PE566xcIEv4CHnPMEiY+AjgSnX9qpV7Beg0Y8l8XJoy22y3VU1\n", "+f35+Xmr8+Hes+U4cK8ElavValKgzVjZ3vZYWoIkMzSwZASV1PYQGOcDPYdhaJ9xDebJfgBW0XWr\n", "GeS4Pmpra6sFtWRjbN/RTfwr59ja2qovvvhq7K68AAAgAElEQVSi/uAP/qCBtbdt3xrAGcfx71fV\n", "3/+mwz+uqv96HMf/YhiG36iqv11V/+Cb1386d46/8Tf+Rv30pz+tn/70pxMj5Dyt00Z8p2r9sE0m\n", "1ciWfROItqBAkzJ249woE7sSG3BQeOVohT6wfJm9dKrWE89EOVqz4+I8LrZdLBbNGPAUb87hrb8Z\n", "IyuFafZeNGkWxmk+sygIK/UvzrNiaOgT42U6nX4a3WPEMPhs7W8a1gYhwRtKlYDIURaG6Ec/+lH9\n", "4i/+Yq1Wqzo5Oanf+Z3fuTPZ/vGPf9zeZ1ozD+bom+tO5s1Gtwfy0AWPle6hvbdu+TEGaTirpk4c\n", "g4dOmmFCHrxElXOa7eB3zJcZCPSB+6HfAGA+7/0Wu5BAzkfKFP3p6UbvyKjT45OsmvWK19tYqAR8\n", "jCd2oKpupFq4p5/7uZ+rH/7wh61Pv//7v98Tw257X9n+S3/pLzWntb29Xefn5xPbRLCJHjKGvk9k\n", "EBlzmmoO4FhP0smmTmE7bbPNYHh1Lq8O5JAXgjAA2TiOrbiYvliPEqD3/ial7tS+GQwAk4Pfy8vL\n", "G7ICwEFGzs/PG5DY3t6uR48eNaYKlv3s7Gwiq4vFYrJiGZk3QwgoJJNBkG/fxXf4ProJSCEbkfac\n", "WjZnLn70ox/Vr/zKr9TDhw9ra2ur/tk/+2dvLNtV3+0+OFjU/6Gq/vEwDH+nvlluOPcDR/xVa4oc\n", "es2FaEnzuS6D+hgM8dXVVUtNMPmgUO8LQ/PAo2xeRovDxiH73AY4m5ubDeDQR5SWCaxas0/pzLzi\n", "YhiGtlIK4b66umpK68MOP6PQOZCT7IwFj994E6wewKGGJ0Ff1RqIGeAwB1zn/v37LWqzw05Qa0fG\n", "XPA5Rs2OuGr9wD8U+z3bW8l2Mm1zKRAMPPdleUgQx3do3HuPAcrvGxhgsB2hmXFBbv1/G3zOg/Gy\n", "gzLQycJaOyWzR76Ox87Oyg7E82wA4+a/nXb1eav6BdLJ7tjR5Otc6svgzilI1+UlADDA9Pl7AMfA\n", "8FtobyXbTmVzX9Z5grsE5553p7WYG9ce+bCuoBeMl+e13cy4XhmEfFLngj1mKbf31+F3HOiT0+wX\n", "Fxdtmbznif5kes194KBY1wDHekWRtOuEADiLxWIydtwPwOPg4KA2Nq4fDfHo0aM6P7/e1f/ycr25\n", "bQJwp/R8HZdsUPtJDSf2PwE9Oo+v3N/fbwDH5R9pz9E3fD9BvUsS3rR9JwBnHMffq6rf++b911X1\n", "19/wdzciWQY7DV9GZSg+jhTgcXR01ATWg+h6Gjv9NBx8ZmrYAIvPneM1CwM4MSAw8+B7IgXF9+wY\n", "uccskCVCIkqyAlnZjfC5FsKbDBL95X9EOKvVqoE5gCOpKBs5fmdE7/kk8vEyUubUTsNG0/UJPh+K\n", "gOOwglatGRM7mvdxBu8i2zhz3qdCW05832msX9dv/z9lh2ZKOnPxyEZGwHzmV1+zF6H2jnQarikw\n", "3U1L+U1QkPVjPVA3N255H1VrgJNMTLIzZqYyUPCYemxTt0z/k3rvgaZ06HagTl/MzffbtHeRbe//\n", "4nk1c4tdSqa4arqSynvB4KhtU1wywDlsq0lzUB6QzLxl1SxRsjesMEp20umuXIlru4+OsRGqWehk\n", "cMzsJeOaQU7KW6bsfBjsJQi2zckatKxVMlDj/nzftOynQY6DE0BbpgC5tksUzPCxOOVt20e1k7Ed\n", "PowBqY5eoViPqQDgPH36tJ48eVJPnjyZDBiTAsDhmU448h69WLV2GMkgWFFMU7Ik9PHjx1U13ePH\n", "Rsr34s2acNBWBMAY33OxNfsE0H8LqJmozM3iVKxMULEYDKKcw8PDOj4+rqprYOXx47krjlLYsZSx\n", "Zfnl5eXlZMdQX99KB+OTxgQZ4H5g9lz450c2WOm4t7tsvl5GLL2UlB29GYs54Or3rzu85w374bB5\n", "Gk9VzqPX754xTpmzkUJOe+DERf38PpkozmlAlIWXvf71+jvX0uDnYdrdDmEOMCbAwVnYljj9nqwR\n", "fXLw5d/y2gPDd9XMsqTNpDl17eAPthtWBECDfWARwtx5E7xwLQJFajA9braDLhL2PjiwKhT1M3c9\n", "ljv10iwKDAnO3bWH/MYgCr3AvuGPHOjDiqQfQkatg9yv2RQDbcbQNsj/Z15zLrmuf5tZiARXvj8y\n", "HwbvFxcXzcYzRtgLBwFv2z46gOOBA10nKkwWJ6N+ooEvv/yy/t2/+3f18OHDevjw4UQoUCKWsSFQ\n", "KJ2jgqopwDHNbYWxkJydndXx8XF9/vnnNY5jAwycn3NZ0amhGcexpVEQNFiUs7Oz9lRaG3dSYulo\n", "eOX+KFhkeSbGJ8fQDA4b+x0eHtZqtWqMEUvUqSuiDzgzxhjFB6w65ecURM5z1dpgcTC+yUhRoMkD\n", "PgE4nJtzfmiAU3Xzacs2/AapgDnX1lRNC8F7gOe2FBgbYhrkGOCk7Du6NDvo6yXAoY82bsyZ919K\n", "kGPjmZEuh2XBzqHnPHpAyf3L97exMMwB+s57O8pciOC/mUccWNX08SoYfTsm2xdk2TKUDv9DNKeo\n", "fKT8VK3TVOi4g6ncGdgAxzJQNZ3fdLKkQ/b29ibMmeXzNnDD+6rpikAYqF6gm7qM3/ImiNYB7qHH\n", "VPDw6JRB20Wz0NZ39y9ZpSxD4DtVNx8tlMyYdYhaHY99Mky9+7SsU0Jiu8RKsbQ3m5ubk12p37Z9\n", "lAAn0bCpLSrZnRf1QNvIGn0blHgiEh2jcEnDWXhdnGxlAcjcv3+/Xrx4MSkES3bK/bUhG4bpagmj\n", "/Iz2LZBVa4OZUYsF+epqvWQPgGPltzFI6h3F474ADL7H3nwwxi9fvpzcB+cESOHQnS6hrsc5YKf9\n", "dnZ22sH/vezx3r17zXAB7u669QBVggQ7MMa0ZyT4fg9UZEuaOxmynqHv1TwYWGZ/HJll/7heMis9\n", "427QkgffS6eZrz1QNAfMeq13PcBNOmfknL/N4vQAjvW+alpf6Nq5lIe85hxo+xByXbXeETfrg+xI\n", "seV5WJ5c68Jv0lmnPeN7tJ4tYpzN9hFYsdlq1fQhoNgO6w3O3eC0J6c8Cmhvb68ePnzYAkkHlNYB\n", "5MpsoJ85RWYg/QVgAPnhPFn/4jmxTiJT6ft6JIL1J4ML+4Ee6OG+HJBhV3rMXwYnthPJJr1J+6gA\n", "Tgo5zo69EnBoXipeNY3+zYggbC5ONlPDoHvfhWEYus8K4ncgc6fOTGvyYDMExUKdVKmNAcI5DEOd\n", "nJxMdum0g7m6upqwQSgdjoT6o2Sj/HsoXD8XimaQgWE39YlhoN+9jZisPE5RMUbML5EaoIV7SoDD\n", "dZwLh9Z++PBhHRwc1O7ublMKwCfjwaaDZ2dn76wo79OSWk1w6uM2cJMput45ek6vx7qkocOYGkzn\n", "darWWyNkVIZ+WtbsmPmM1jNiydbhlMzQ9Axgzxj2QFGOP+957TEQPg+Ow3UXZnDn0lR2Yh47Axxq\n", "73zO1NseM8VY3gZ0v8vme6MvZruwYWZtnZ6wnCdb15tvA0WzzRyMpW0+NpmDNP35+fWuwcnU24/w\n", "N4FnBp2W1WEYam9vrx4/flyfffZZff75591C8gxOsHmktTxOvUUwyA+Pn2ADXHwZPsHgqCevubkh\n", "Y+KUKHOTwYjvybbEum7Z57w53z3Q7v+7vQuI/+gAjh0yBmWxWDSh7T3wLg22nT0PeExQ4AiJGhMQ\n", "qpXDg3pxcXED4FhIqmrygMqrq6tm+NPIJyo3k0Sxm5kKwFlVNWUCFPF77tkgpGqa+hvHsdXsmMGp\n", "mjI9t0VmKJHHCtqRcXKBpp0oSkK0wPPDAGMogwEOEUsWVD548KAODg5qf3+/Lac0A7ZYLNp8UCQN\n", "eL3L1tuQ0OnMjBTnKF4ApFObPmcvuu8ZD/ch2RzAjSl1gyc7MtPqFLkns5Gyl2A6mZxe8TCv1gGf\n", "x3Ke0aUjTr47dwDGEuhsbq535sURpCE3o9t77YEAryBi2THnM4iyfhsIuH1IBqfq5k7yBgdma3M8\n", "zGj1nF4eaecT3CyXy4mPAAjs7e3Vo0eP6tGjR21eqCvMoBqAkAxkj8FJUL67u9sAzg9/+MMbc2bH\n", "T6qTzIABjsfLgar9AcDt4cOH7XcnJycTUOHgNBnHPAA43OecDUrQ1tN1s/RVNRnTnl2as1c9QP82\n", "7aMCOFYQG0pYlar1U2f9/yyeQtj39/fbcjbXmjinmYVZTKIFit/hMP0sIYMsfk+f06Az4SiLBYmJ\n", "N5jJNBV9tKL43Ahu5lMvLy9b7QU55levXk2eDZWCmc4W9gzlwwhDk8LicA+mSk3j5rxxj4vFYsIo\n", "AQDS8RnYMu4GCHPOi2ZwcVfNy9JtbOYcvo1nrhryPfgV+ePc6QiSVUNG0ojRzLYwP3Yo7JiaADjP\n", "Z8OIbPRSUT32JUGKda33mr/Lc+e454HsJZvD/aexNbvVmxOPPeOYTJtBmRljy4uBAL/JoORDtWQ8\n", "ckw9NgbSDpRSHntslMfebFzaaKcB5xwnLe1djxll7nuOP89RVRNGnzKFXo1Y/jZZv5zvnsxZrx2o\n", "4GOQYwJQp/hdN8bY9+xPTzbnQIjHxPfE3/aR6Juvkffp+3cN5tu0jwrgmHY0ZTgMQ4sOXRtjhoEB\n", "xOGCbLPuwsgSBauqxtggiDaM/J7z7u/v13K5bLU2fMffJ/3CBFetkfowDDeo2mEY2r4Cl5eXbYvu\n", "qil9a+amah1JcD02NORgfHgyLY+6ACyYeTHgSGNz//792t/fr4uL670f3DccHivAbCwuLi4mDpr/\n", "ZxTDcncYm1QIR/PMPwwQ95NMhiMIzsH43WX7+uuv2/t0/MkWZHTkrcopsiNaMlDrORazgllHZRCL\n", "3DM+nM+yWVU3gAj95bf0zVS0UzFXV1cTdsaG7XW5eMbOr252fqm33E/vN7ym7PSMdm+c5xx6pjiq\n", "1mydz5e67WYna6bDIMnn+BCtd69zAQfyyH5nTsUYDPaAYG9+HYgCmLCtBgnYIYrrKTWgLs8gPefH\n", "ffc9ce/oFan2k5OTOjo6qqdPnzabmLvP94KPDLjt63qgi2uSdmfRAPfDOKF7lHbgN71rND43g0kO\n", "y+ccuLev4PMewKFP2G/XdGbgWlUT2/RnfhUVhiABTlLPmS91/g+WBYCDIvnpp4mYq2o26rPh2Nq6\n", "3lnSAMeACyExwLGiAXCqagJwHBmTTx2GYcJ++PxG+TAwsDTOKaP0fA7AwcFA3brGx/2tWgsaAMdj\n", "5j6hzGbKyCs7lcE4OIXF2O7s7DRHaYPO/Lgmg74+f/78xrmZMwwBDBT5Yt/fXbRnz56193M0bwIc\n", "GxgDHIyEa1u4V5ojKFi9XO1jEGIjksyf//Z8Z50MhrAXETrdlaumbNySzp8DN70IkvvoBRs9VoDP\n", "fZ68plsa8LcFOh7HBDc9UNVjQHr9v2uwnq0H6BIIVK1lEsfMa24sl2Pklmk5n9vXTICTgICaS2/e\n", "msCc8zo4zf5lsHx1dVWr1aoODw9b4Li/v9/SXGZg7YccpBsIZEDrABS/dnZ2VsMwNPCGz0GWCGKx\n", "rfgK7p1mdtWpU+xxj/3qybTBH2PDezNKvl7W2HFe5hz78mce4OB0d3Z2qmotVF6JAEuDsFsoQfiw\n", "BCxj5n8pMAAfG0S+g9N2cXKCmDRq/B82Ynd3d7IUGweGoJ6dnd1Q5kxRGXBV1Q1g4MLrcRwn+1Kg\n", "2I7Yq25SuXaspjFRJG/NjfIwNgaG3GcutySCODg4aP/n86qpkTTbQETt/gHckBfn3AE3vjfGEjny\n", "/+6qpXFIZiANJmOOkXJEVDXdG2XuSAauarqDscfHxcJpbOlPOthenzc2bj4MMRnWngOcY0zSwVvH\n", "8vvJwiQj4/RADxzNsUU5R3NMUO8esvXuqXf0nEbe68fSes4JPTTLh2NFVrCTDhCrbqZXaTAPNMuO\n", "Qa0XIxjoA0K8OMT2JVMkKQsJzM0kzzE8cwyiZTJTP3w37bV1INucbKRtmQPX/J21SPTButPrq8+X\n", "qecMYLJf/nvunm7Tvde1jwrgUDSFcQdtg7hdAElaJaNLXl+8eFFff/11ffnll20ZcQIcnDCC60EF\n", "Ndqp9tC7DVLV+pEEe3t7NY5j7e/vNxQM8KFO5uTkZCLsTgc4asOAJJ3Ltfb399v9USyGY3dEbXBW\n", "dXOPAp7TAn1YVQ3cnJ6e1tHRUZ2cnNTV1dWNJfscL1++rKOjozo8PGxjcu/evVZ8NwxDWy7+xRdf\n", "NMPniM6P7DAd7TTIxsZ1ofTjx48bm+YVWdwHoAsZysjyLpr3b3B6JyMWwKP/hgUzRdszWpZJs1Rm\n", "Ufit55xIzYzm3Gog614aq6TZfR4/4sMMUC/S55zcC/LhIAQ9ScaH+517TWZnLh02F632jLDPm9fo\n", "AbEeMPQYp6PEts317UODHermklk3OweL4Ht49erVZIVr1lgxNgS0tASJDkTzAcdVNQE39MeA3WlW\n", "66TncLFYTPZioZQgQQ5zhV12X8w+8Z1xHCfjxLWQgfQtNAfh2MWLi4sb95CsWdZ00veUYQe2WdPW\n", "y2z4npIFwk95DF4H6BNAOfB92/bRAZydnZ1209CHBjgMmAFOVd0QypcvX9azZ8/qyy+/rO9973sT\n", "gFO1XrZIDQ0KSENIvXqj50w8SRYcnkG1t7fXwBNpGADWycnJRCgy+rST5nOoUIxID+AwFlzHed2M\n", "GJxiYj8FUiDMgQHO8+fP21JMR2+c9/z8vI6Pj+vJkye1vb3d2KXd3d365JNPGvhcLK43BgSQuDgv\n", "Vw94jJi7xeK6KPmTTz5pdDAOFAPG2DFu7AR91wDnwYMH7X0ak6rpZn9Va3DL2NvI3MZA8Nt0juiK\n", "5xsAnyyNVwXmextRX9vsWw/kGOBw7V7ES0sdoyU4QT7MsN42t5bTHJMegMgo0+1dAVPajgQ4marJ\n", "690Gdj5EQ/cIBKtqknIHECSb9vLly7bC1QtHqqZlBDR+a8d/eXk5WXywvb1dy+VyskO76zxw2Alw\n", "ko02G8FnCXC80pY+I4+uSfSCFN8Lf/O/BCZOLaM3ll8HKbcBHIMV/AD3jV/JPvk3fMegKuXZduXq\n", "6qplKZgn+mnQZf2fswMpC3/mAQ67FtsA+cbTKSSa7xn2Xj7RRhehR9ARdjMBnNdRtQ0Sn/kpqQCR\n", "7Kcj4Z6AmU0yoqV/VdWAAEJIhN8r1EqmyY7UfbLzwWEYOTOmpJt2d3dvRBk2CjmWFCfj3HIOuc+e\n", "A/fhc9NX2LjVatX2M3LfLDuAtrtsuSz9dc5q7v+e26o+tdvTBX+nJ8e3sTYATTMJt/WxB7rc19TZ\n", "1F+cRO/VOkF//D7BSFLgyDVg2H1xeq1ngHv3MEebG+xg9M1GZoTqMXDLc9zGCH2o9joZoI+uVaFW\n", "xCsye4DO7C2sAAEufgLZoGCWukXs1Jw+2Im7Ls3sYDISvZRU6haB2unpaR0fHzdbR0rOwfLcGPq+\n", "LbuWH+4VNpx90wikOXoBrete0v8kQOqxjakjvh/3s8f+9MD+HNDp2Yy3bR8VwFmtVpMbNIuRNRiZ\n", "LgLdMQiwJeyR4joVgxvSGlXXkwxrM45jU0KElAiXPK7rJV6+fFnL5bIpweXlZUuBIQimCtmHxgJM\n", "mqinCKRkHjx4UKvVqvWfB4o6EukBPwunBQXDw2cpiPwWxmQcr9NuBwcH7Ym0Pic1QQcHB23OqqpO\n", "T0/rZz/7WQOBc0sUrRw9KnRzc7ONEYYOg/Ls2bNarVYTgOM0H1HcXQMcR29VtwM5G1UX8fJaNV1d\n", "k6+3fUZkCHOJfPr9HPBI0JB9Tgrb7+2I3HwNAwp0Hqc+x57k+Ll/twER9I1r0d9e3VA6xh6jM+es\n", "PBbjON6IsHvAllf/lt/37p0xNMC7y5YBSjph0q7YqtVqVUdHR3V2dtZWpDol7Xt0Cgbbls4QG4yd\n", "Zayoz0PmPCcGCCzAYEWVAyLG3r7HYK1X28heNM+ePavNzc16+PBhk2PSVamjNPcR+wbIcUN22b/N\n", "iwmqqgX0PPrH50rb4mv3UlFVax+A7+ylVHPuPH7JPvXAvesG52TsXeT7owI4x8fHk1QEwuTIHeG0\n", "4UXIARYYkwQ4TGgCnKrrSSQdBVPC/+mD0wbU0RjgEAnyXZbt0Scr4mKxaE+8PT8/nwAc7tMTaqE8\n", "Pz9vIOfs7GySqnLaISlBFMEKyT25zoFX/xbwt7FxvTLg0aNHVXW9x4sjMBsWG++zs7P68ssva3d3\n", "t7a3tydpEQBOKkSifcbBIPDy8rLOzs7q2bNn9bOf/axtdGXjV1UNIBDt3WVLeprX3vs0qrlk3PJu\n", "AGcjkeDfBgIZZMNKQOrp6enswzbtcNx6oLSXq0/nUnWTuTCwcfT4OqPWc/i03hjgbDKtlMXVyFBG\n", "qL7GHIDqgRvmNiPxPGcPHPWcXPbjQ7XevSMnyGrV9TOrADiHh4d1enragiQHgQ52rAc47ZQZbPHp\n", "6WmdnJy0tNXu7m49evRowlhbVhyssu0FgKXHHmUNiesh6TOg4+TkpM2Zwc1yuWzj4rHrjZ/lphfM\n", "ENjBXvu8pMdcJzl3cM2qacG4swF5zd7S+jn5t13oyX4GNxlEzOnYm7aPCuDYSNkhA1icKzWN5t/y\n", "ewCDUxkgUEcWFlxYED/4rWqN5qnrgVHa3d2dLHM0+s/DyuUooFeUaVqzh7ydqrARyNUDnM/78Wxs\n", "rB9Gt7Oz01gQzuWxsjEBTAHMiPwBcVdX12k31+6Y2q2qZpCcWmPuUFQDQpQdQ8N8OsdO1EIBdxb1\n", "mYr2XN1lcx1J1c1dW2kpb8g8rCK1DNYNMw4JXnvGgvFwEaEBZTr+NFReup6r6Hry7ve9vpj6fh0L\n", "gfzmePl9niOvyf8z9YXTM3g06PE4c07PE4DbgMnjSN9TLr2HSu5RxP2ks3sdo3SXzQ6xF6FzH2aI\n", "0y57zgxsvEUCbIRrMZJtYa+lLBquWjPVtgMe56r+5pS2v8wjc9djL9zSiSMTtB775ev4ez1mc85+\n", "MCb2Aw7K8Y/2I/596q5lrQdq8n9ZGtCzxbcV1btxPkiAt20fFcDxPhxmRwA4rl53/rDqJk0NeHEh\n", "mIEEhXA85A7hwoEa+SLkpvS3t7fr0aNH3TyyGSc7AM6DkvpJ6Zyf9BcG0cAuJxi2yQwVAmlmieXd\n", "VdMUEoXQGHkXnmXU8OLFizo6Omrn2NraqtVqVaenp01IOderV69qtVrVcrmcFNFtbFzv4QNr4E0S\n", "Ly4uWjRnkJc0NcaOhuDv7e3VMAxtDwoMBVQ0z6JCye+ysW8QLUFEshs2dr5nUoQJjHlv+XgdUOix\n", "J2Y3egeFnOhHOpIEbr4fX9vpQ/S8Z0yTfXFNgosffY0EU75f/42j8O8SyOTr3B4/yP3FxcVE1kl7\n", "4Wx6AQhsGjrbC5b4XS8FWTWtU7zrlvYtHa/7urGx0ZiMzc3NtvrRoDXlPg/bN8aJoA2dZ9EFxcuM\n", "t/cgsx2gxsnjm8ElzHzV2lEnwDE48/P5DLISBGUwB8vsZnDDa8rZHMvjRSJpW3tBB59nQJ72gtYD\n", "cZZf6yjj5kdR3FZUbz3JDXvfWD7f+hffYaMaPIt3q+oGwEGZEI4ewElGwvQ8VedewsvfuQQaIceh\n", "r1arevToUX3++ecTZJxRV/bVAAKAg8BQKAYjYoADQ5NGzNSnAU5GhwZNAJyHDx9OCoUBZSh3Opnn\n", "z5+3pd8o8Gq1avsMjePYtu8H4JCushF88eJFHR8ftxVZKMD5+fnkGV+O+DB45+fnbX74/6tXr+rB\n", "gwfNoLnOByUB4HgjrLtsuaFWsiIYADtrM3MsOaVo0mzf5uZme2+Ak+CiFzka3HD0amcsv0TSsJy5\n", "+iQBW16/x95k1N8DN5lq6wGZ17VehOi/E9TMAZ0EH6QO0+l4DHHEPWNvB+uIlms47e1X+v8hAQ6B\n", "F3a2N5dOgcBCUgTcAzhmcAzuSVHB6jNWtqtbW1u1t7fX9sYyuIBpts32NQ1wbmPOb2Nwkml27Q52\n", "x7qYPsN7VBnAMu/+ru0q4+HSBHwAwV3aVs9Ttgy6rLM9HbTP8XfMYBpwZcFyD2D5vO9aN/lRARxu\n", "wsCkqlrUv7Gx0QAAbABoMSeEZjbFtTBG6aZSaYnmbcyzWJDJc99t9JmkpDJTMFzRbzaI6yQ16HQT\n", "0T1OPIvgfG2DLxQChWTMAUYYApZkV1UdHBzUgwcP2mMSAE49A4+wUl/EPLP/0Bwq74FV11CR0uLh\n", "h4vF+tEFjL+V3LT0h27MaY5Vyr2jfP62Ies5Xc4/d9xWI5MMUoKbTEFUTSM3R9ZZqGvHfXm53t+G\n", "dI7Pm8wS80lQAqhzXZrr9nqAKP/2dzl6aalkcHrsCjKawZnZWpw6zhxjj/2Yi1ANkBirjNLdp7tu\n", "3JOBCLYo5z2dmJ2XbU0CfNuWXtrI/2cX+6zTM8PODsAwbtvb2231FX4lbb4DJmSBOQGsUf9TtX4w\n", "c6+WLvXPgI7gzWNlQMUrNsK+x/7CNgQgbV+J3iTDBpByfaeZIW/lkWkvZNvZFXyLH8aLHnEObwxr\n", "HXOgQQr7bdtHBXDOzs4aUkdxFovrvV14NhNLgfkcQTMQSKqLyAHBzfygjUNGlyicHbSfnmxUbzCV\n", "zFHPuRqlmopjknuAKIV0e3u79vb22v3xrJVejtnIO6MunsRLn0H8pLcoDua77JnDU8+ZL4wMlDHX\n", "wggY1BwfH09YODtV+m3l2dy8XmIOiGPTRBtLHCLKlk7HEeVdNV/PYCFToAbOMDXMOY+88Dz2jh7A\n", "773nPLzihExJ5+960RzgBEfiVRa9vV3MamCocdzZFxglruGx6o1fslTZkmbPlI+B421HAhxeU9Z8\n", "wNImwGGee6kev8JEeo4yav4QDQaGvbFgGh11e4w9zmaYk73F6ffGhMCMeTDLDaNt+2Nn6gUm2Apq\n", "Kb1tCDb/NoCDXSLIvLi4aKDhxYsXLWhw8EK/XLPFPTGGZjS4nvUAO8b/zKakbcd+EBQit4yhAQ72\n", "5fLyegWwi6Wrqt1XHg6e8r7IMuzu7n1OhWoAACAASURBVNb9+/eb3uPrKD7PR2c4yOC779I+KoAD\n", "4nVUtrGxUa9evWopjePj42bsE+A4CqUZ4DD5mR80JZiAg3NTxIqQQoGaHrRSOIVmAbuNhkumwQxS\n", "MkHcF8o1DEMTSgyJwVCPEQGdE4HxiIxM6VxeXtbe3l7t7u42xgaDS7oPOtgABzDDuBDloEgPHjyY\n", "OM8eS2BnglKiEDy3y8wBxoB5yVqVDxHpJsjI/L5l3pEZIMFjlEeyMI7e8ro9/bgNLCXI6QEcjBDX\n", "7oGbOYBjcOTgxCxPpspuO3qMlA/3ee59Mk7+zIa+6ua+XJnWyvv39zmnx87LoW1DsnYHR2U7dddp\n", "V1oCHNLlXp2KHfXhFLpTKGbXE/Rbb0jlEDyRNiVQ89OzYVNYaeXNUDc2Nm6k0dGfZOx7DA5BJveJ\n", "zYcxyYDGY1Y1fQ4cgbPlrRdIwLJgz3wd34f7mwXGXnLPdRwUGuBUrW0JoIaHlbIHm21Y/g3A8XMT\n", "DW7xNfnwU9vurGN80/ZRAZw0wpeXl235tetjEN5euqlqugrLaQveI4wolI0X10FAqmpybg+8owgj\n", "Z9OnGb2jdN5jB6ecNL5B0+bm5o0NshBu6HCUnUjIqSqM4Pn5eR0eHtYXX3zRWJDt7e0bYzbXD8YG\n", "4EnhLnVLpBBPT09bDQ7Rx8nJSVN+BNnXSQCS1ydiggbe29trj3/IaM4Ax9FZOu67aGdnZ+29KV9k\n", "pmq6y24vZZQsytxr1XTju2Rp+K4Nqx/XkKDCgCtTR4AUg6tMTyVgSKBkubMjYxxuAzm9v3uHA5lM\n", "P/nvOWDjvs/1i4AjUwm+TqbLODf2y3LAPCHvdmoJrDj/h2isxNzZ2WmrGO/fv9901qwe+ov9tsPz\n", "Sk8Hk34MgwEHnw3Deu8yrk0hPNfJrRYSdCwWi0maBKducOOFLdxT1foBzNQWZVBAPSDpnaqayFzV\n", "+tEW1EZ6pRfXSbnwamDG2iDZDz52IDoMQ0vjAXIcfLgw2jqP7DqVZJDuQJ0+uZ4omTBALUdvXzTb\n", "bzIFb9u+dYAzDMMfV9VxVV1W1fk4jr8yDMPjqvpHVfXzVfXHVfW3xnE8zN/awF9dXbVdL8dxrAcP\n", "HtT+/n6dnp7W7u5uU3oDHIyEBQghQqD5P3lYUDcGA+XS/UwiQJxk7oOQUXnmWavWz7cahqGxEGY9\n", "EAZHOAgkgA4Bg0r1qi4ABYrBKi2zQy9fvqyvvvqqpaE+++yzFjUYBFT1d0ImZ81ScahljAoM27Nn\n", "z2p7e7uNO0vsq9Y1VQZ4PZbLCoODcrT4ySef1A9+8IMWoVXVJL1pFuR9Ac77yDWF2MgAeXYbpaop\n", "AJ5z1szL6xiXZBuc2jAtjjE0+Ok1HOkcgDDAmUvrIEv0x+DeUadBRI7FHLC5Lb3jtF+yK/77daxO\n", "r/7DUTPs5ByIysP/9/ybtTTtT+SbDKfH9V3a+8j27u5u00mOe/fuTZhVbBYgkLHD+RP04KhxwFdX\n", "VzfqV3KpN983UDfA8QN9GVPmyXP5/Pnzun//fssiAMaS2bEfIKAkde+gAr0zm4yTtj1GZwA4i8Wi\n", "Of3T09OJPeYaACYDpKp1cI59xtdgH7GjBKkJwqvqxgIbzo+OJMti5hIwhp/jALhap/C/+MFcqAPA\n", "Qua9Evht2nfB4IxV9VfHcfxan/16Vf3uOI6/MQzD3/vm71+/0ZnNaaU6yLOqWq3JycnJ5AnhDJ4R\n", "bhoyzs17nDnsA8pTtd4kid/bwCLYjjgQDKd9nDvOFAwKx8NAYaV4RlXVlO5GgRFq7zq7ubnZKD4Q\n", "8r1792q1WrWxwwBiEF68eFFfffVVrVarxuB8//vfb2PCqg7Pg5kWDNPBwUF7PAKghxVprLj65JNP\n", "2pi8evWqrcIimoHGZfWcAaOvTXRvgLW1tVWffvppff7553V2dlaHh4d1fn4+WVIPwMlNHe9arler\n", "VXtPii/ThP4sDxtZlD7Zhjknh7FNFojzOvJExs0w5PsENZkeSwYnWR8bOtcVJNuSKbgei5Pvs0bH\n", "7wEevfoYy95cuury8rIZ7Kpqum2gOAdkHLBAtTOuGPBxXO/15TS2AQ6FsMngML4fQrZ3d3eb0/Qe\n", "YtY/GGXGyatLkX8cuRnrqnXkb4DjoMUAx4W63sXXTDzXc2rYDpm/ATi245li455hr6zLPUbDjDp+\n", "B59Fqox0GUE0soIsmNkwy8I56A9gqapulHE4Feb0/TiO7Z4M2vHFXnjizEfqCv3gXE5R8l0CcI4E\n", "LwY4fBeZeJv2XaWoMgz8tar68Tfvf7uq/nl1lOXVq1ct6jcbYwOMMBo9Wrmt+Lc1D7hTYqaSnUaw\n", "MKbRdgRIlAJoobAqqT7/TeM6zsHbSNtAIISwGdSnuIAO42mgd+/e9QNAOcZxbFunO7qumhboWkHS\n", "YLhegGI5ipLpJ31OdiprCwxW7eiYUx+Mv4vVAE0AoqrpUvP3dAbvLNftBMN6t22nijA6VmL6igPk\n", "9zc6JQCQaa38O8HTHBMDmKEfGBzmivFPpzsHIAyUPHcJkOZSQL3P8zdOD/cO66r1wstVbwOPBqF+\n", "T+rW37d94BVQbyfleU6b41TMxsbGpBg5U1TfQg3OO8k2AMeb8pEmN9CB/WOMzah5HhOwJoMDc+35\n", "B8wY1PioWj+g17LmgJQFJGZULTtm3WEf6LvTbWmjbJMJHhkr0jgJ0CnSxk7BhmED7KPos5kr6h/5\n", "DoDKvgMg7VQYwM/yCUA1GDHjYtvCQV3Szs7O5OGngHR24Xew7lQ383Pv3r02ds5wvE37rhic/3MY\n", "hsuq+p/HcfxfquqzcRyffPP/J1X1We+HL168qL29vSZ4pvwwAgygBcjGh5YGvttRGdqqmhg9O0Ic\n", "kHOTvrYFhO9T/Os8sw3ZHFhwhONiLdcg0U9oTWjiV6+utwnP518RQS0Wi0lqZ7lc1jAM9fTp08kS\n", "TTNIRvcIXtVaydIoAaAeP37c7p+0n1dXgPS5ninXVHjPob/nFRir1aqOj4/bhlYJcLzy6x2dwTvL\n", "ta+H7DLnOEcAMUZgzhEb9ObBWCWw4RXGMyl3dMFg23KZ/7fc8z/PT4/5sQOfawCGXjoqWaO8N8bW\n", "kXlG/45YXZOWDE6CEztiHBT6gM7mYwR6YM7y3pN/2wWDclIKjvo9L++boqr3kG1WXprBuXfvXp2d\n", "nU2WxdNHZMaBJffsGj/e91gfyy2MLuyHN27l8LXoB4EE8kU6x2DF16WfsDCr1aqbWjQLb8adY2Nj\n", "o9UoZXDLeUhh0wcAgA+DYPoJk0RQCWhHxpknFnygM4BuAkPmB1DmlJlXOxmceizJthwcHNTBwUHt\n", "7OzcWMWWy80BvZZ/g9pXr159NAzOr47j+MUwDN+rqt8dhuGP/M9xHMdhGLpWjhwlA2XlT4CTEVav\n", "JbLkM/Wl/dZ0ooumqtbUHwAnqXYMpPsHBYgAmKazg3MkAoixYpliJ32Ggabmhnz10dFRc/Bcx2k+\n", "AM6nn35aP/dzP1eLxaKePXtWX3/99WScTCUa8DnPzNikA6Lo7vHjx61yHoCzt7fX8s6AkAQ4UMPp\n", "7DxfjL9XYKxWq1qtVm01RjohQIRz2ncl1wY4yGs6MacpmbeMnlg96GgVgz58Q9XPybpBQI8dY3zd\n", "7EQS1M+lc+bAh4GUwU6ypb0U3dXVeoWH+5mvNoq9A8BvUOPDdqZ3YAcS3MMA9O7J42ZwA9BPgFN1\n", "8xEQAIUs1OTeGf/3aO8s270UFWnyHsChz9ZpXmHvccJ5ToCH5chB3v7+frOFHnvY4gSgHmuDV87r\n", "HZSxN0dHRxOAY5Bh/eHatlHsK+OAHNsP22Uwhd00IOCw7DFeTs05qCa9hH0ADNnG5lj4d6xAW61W\n", "LVieY/Wr1uUkjx8/rk8//bSWy2UdHh62ldCUR+Sq4UxDI/vo57vY7W8d4Izj+MU3rz8bhuF/rapf\n", "qaonwzD8YBzHPx3+//bOJjayLMvr/xu202mHHeGvqs7qquyuWiD1tKpbNWrEAmb4Eox6EJqBFWxQ\n", "C2hWCJBGGkawAVZ8SAh2bBikYRgNQqBpNepNM2IW9KL6M2uqpwpquko1lV3tzK7M8vdHptOOx8L+\n", "3fi/4xuRaWeE7cp5R3qKcDjivfvuPfec//mfc+9L6QVJH5V++/rrr6vT6ajT6ejTn/50viF2xr1+\n", "/Xquo3BHLPWjfqhgp788+nJx9sGjYnKPLijc9evX8/ni6oBS3j9GgCgkzomoxKMHZ3CcIj06Osog\n", "kO9zTYDM5uZmbUUC3/OJFFOAIHdX7phaODzsP4UawyupZozc2LNU04vB2aPHn9zL5HAmDMOPYsc9\n", "digC5zutVktzc3N5QvN7L667d++ePvzww3MzOE+j1++8805+f+PGDc3Pz59KT7qRwGnFpZR7e3uZ\n", "evbxjOxaZA/81SMvryfxvTyGHQ584ysgeNDBOKNjMYXDnIwMTky/eZ+5xBoIvsO5vO1eC+EAJ7I4\n", "fnjkzXg5CHFn7YdUfxYS81Gq1wt6Oj46wEG1N0dHR1pdXdXq6upZ1LkmT6Pb3/jGN3IbX3vtNX3p\n", "S1+qse8wAYAMZ9ZiDRTRv9eSuK3EnridBuD4I0RKIBwmYmtrK4+h1/nEMYuBRK/Xq9ky7KDrLWDc\n", "QS33xjyOLCssjc9BmDrqLONv0AH6FnZG6oP8VquVg6KtrS1tb28rpZRtp2ckOCe6Gf1A3K8mzovY\n", "NvcB8/PzarfbuV7z8LD/SB4vFieAcD98cHCgDz74QGtrazVwexYZKcBJKc1Kmqiqajul1Jb0C5L+\n", "haSvS/qKpH998vq10u+/8IUv6ObNm7p586Y2Njb05ptvZlpwc3OzSANGZ390dJQjXqJ56GBnIJw1\n", "YdJ5/pZzR2PmzAwDJNXpcQcLUp+2R5mpmwGJe1swlnEi45x2d3drqRyucXh4qN3dXW1ubtYMJRGR\n", "1KdSJWUAFPO5tDempgALXlOTUsp72fjycUAI/Smptj23Py7DWSP6k82jmATkcKFvidImJo6LVK9d\n", "u6bFxcVM7fJ7JtPBwYFWVlbyKokHDx7ozp07F6bXr7zySn7P4xZKqRt3WiXjyKo41xWnur2uwYGH\n", "gxMfa3Qdurqqyht5EQXHc8X3RL4EElG33TmjZ34edO2kz4tHrKPw97CKERjEtFNkJz3FPOzwNBb3\n", "51F0BDWRwXEW2BmF2JcR5ESA57rS6/VylIw4oB63bn/1q1/NfRHbGYMWbCOgBdsMAAEk8h1WA2Ev\n", "CQj9gJXmf9g3xgjdZV+XjY2NbIth3bD3CJ85wPG0lgMLHDx223XZ53BcwOE+ha00ZmZm1Ol0MrCJ\n", "LJfrPD6AvsOG0hb+Jui9f/++rl27pm63K0l5DAbN0QhQHeBEifPQsw1zc3Nqt9va3Nys+RGCXGw8\n", "fQ7TyrgtLi7qpZdeytsRfOtb33pi3ZZGz+B8StLvnHTSpKTfqqrqmyml70n6bymlv6uTJYelH3ux\n", "nxsKHvSII8Vhe+QXAY4vQSulveJgxOJdzxdLdcoQgBP3bvB6CDdiTGKoXMCNG1VncJy9ATQwUXZ3\n", "d09FdfTd3t6eNjc38/8knUL/1IA4wAEseHvjiiYUk4kPc4JhYYdOL5j1zbYwCJ56oR+J7FF4njLu\n", "BWiMCzuV0p+PHj1Su93WzMxMXtm1ubmZr8dSS0+fnIPqfCq9djYwMgSldAaRkzsHAI6nSmKtmDsW\n", "Iq94eE1KqdaLVYo7OzsZWKMrEeREoOPBh8+zyA5G545OeD+VxijqfXz1foisjQMCZyg9RTWMveE3\n", "EVAOY3D8PexrCeCUaoC8H92xef+4E32KFNVT6fbc3NzQewagO9PNpqK9Xi8z7A8fPsyAw78DO8P7\n", "GPwRZPn2EAAY2gLj4gBnenpa8/PzkuqPFqDPI8CB5cZWYZeqqv4oH+5bqtcdYdtiahiHDhPV7Xbz\n", "9iGcI7J5kjKooS3ofwQ4Dx480MbGhj766CPNz8/ngIX+jcGAzxMfQwc4JWaWfvNSC2qjfBdj/IjX\n", "8pCVIT3I/VJQTr9fOoNTVdX7kl4rfL4m6S89we9zh7ryQN0tLCzUIsS486XnrZ3dKNF6TlE6de+M\n", "BQMgKTtxlNbTT27ES3n5aEB9AmHcJNXSNzgMBITf7XbzeVqt/k7J7hBj3UqcIFyftNb6+np+vtTE\n", "xETeH4h2uCPwVBvGi7+JIr2/pfpE950woaUZL37riuwOin7wFQiTk5O1rd43NzezTgyLqM8iT6vX\n", "vq+SP6wSo+wgA+PDPUh1pgAWEfBIH7nBG1Q8iwxiR3zcIktQYj1iLQvf5xo+pjFtAWjn/66nfObt\n", "9XbTPgcuXkcQwQ/XKqUuIojx/8X33pcOQLA7rmfeh/49dwqD+npQe0r6WwI/Z5Gn1e143Qj+YKwl\n", "nSoUxnaxDJj0PyCnxIa7E3XmBbs+iLV0x1tVVW3fHtrn4uy5j5czatgid+YsZEBfUko5+IyszuTk\n", "ZE7PeJ9FlsrtH30M+KImc3Z2VvPz87nEI6WkjY2N2rJ9v4eSHXRfwuHPNmQeMBbucz316DbOAakD\n", "+zhXvF/df3ma7NIBztOKAxyvIZmZmdHi4qKee+65GrKUVPueFyaVcpc+oRzgeLSLsoH6QZdMDP7n\n", "+VY3XgwUaDRGv5wfRaAgmBSNb3zk0TnFuysrK5niA3G7Q0MJ6U9XYlccGID9/f1MXy4tLeWiVWcP\n", "3KlhfGg7e+5cv35dCwsLp67pxhtHvLOzo93d3QwUHZB6Gk2qL6GVVDN8MG7r6+u6f/++NjY2arlu\n", "qVzc6s7+IoQUkKRMu/tmZG4MuGfXZzeggAUH+l7f5KycO/DIpCBxfAYBAT9i/Yrn0SM7KtVr3YhW\n", "Y9p4GNiKf9Nu+krqs2TufKhNc4Dj9xdZNAcVpe97QeTjAE7pvQdBpTEYBnKI0Evgxhnbi5boqBBY\n", "DV8dSI0MbcV5kbJmlaUDEg/UHKjT757OwPlGcCgps0IEYTxSgnkY76M0V5zpcOYOoAGb5e2tqirb\n", "SZ9ng5jPEmiI7BwAzXWx3W6r0+mo2+1qYWFBknL9CyurADqcI+pYTCnijygsjnrvgRfnJzXFWA9a\n", "/RbP4X3uWRBJtVKGs8qVBThetDg7O6ulpSU999xzuYqcXCAFVjEfPgi1Yqg850gKIAIcgIak7Hxw\n", "/h7JxegM5yspI3cHIFJ9R1sHQQAcVyjAGMWpm5ubtQkZUXcEBe50mLTsVbG3t6d79+5paWkpt4mo\n", "ww26jwnGotfraWtrS/v7+1pYWChGGj6pAXFU5HuUEgEObfZJSP8TuTF59vb29JOf/ER37typFSU6\n", "c+VtOSuD87TiAMfrCXzVA8aA9joL6Csp3CHTxw4++QwZxiDwf0/1RjATgQ465kbQ063e9jg/ADYO\n", "bkoAxwMFd+IRCJReHdw4exOBm89f79PIAPjhc7iUDvP+LkWpfs8lkOPtKbFIcexjeuEyZBDAcf2l\n", "xiQuqogAx3er9XF02x1tmVQPghiXOAcc4LRax4sSIsDxg0DCWQfvb6/bJIXGdh0cVVXlBTKeviqx\n", "TFL9eXwOohzg0BZnu1JKmpub08LCQj6kPsCJuxNzjggE8UVxYYMvC0fQYQd6pUdleKlFTGf53HYb\n", "wTmZ836fZ5UrBXDcOHraglTK7u5ubUIxQXyVDblulHhi4njjJC8+Ozw8zMWvzrZQKCv1C+QePXqU\n", "2wIIIY+Jcjgdz4TlcOBEDQ5tpD4ERoiHiVJr4YoB+ACgeRppZ2cn3zN7DjhYi47Ci2+npqbU6XRy\n", "H8RUnSPnGBWRLiFF5d8h6kRR3QlS2OqTmb6T+nVDTlNGkMVYwLD5Q0d9YvCd6IQvUmLU4kCbDdE8\n", "WiyBB94PcijR6Q1iQQBEzAMHEimlnEJ0IE6KjZUNnjuPAMcBXDR0RNyDHLXT34Pa7g6IsXSnF3WV\n", "WjE+c6DiYMXBWAk0ROYsgkQ//LP4nnNFJgA2M56Xe/BxcycLg3DROo2gJxEsohMxtU2b3RHCaMbA\n", "lD4o6Xqpz/3/3p4IVPETJbbMGU8PnpmrMaXEGAIgsKFcd2dnJwesUe8lndLXYQyj/yayd5GZ8cAC\n", "HcFPMme4BwIrTxtGEBT7JqbTfF54ILu1tZVXsHFeAGUE+3HFHPdD/5xHrhTAwSFOT0/nAiNJeRWV\n", "V9E7Gpbqy8T39/eVUsoIdm5urgZwiCD5nS/Tgz3AAR0e9h9k2ev1MushqWaUvXjXV3H5vjQYSAws\n", "eykAfigS9qpyXw7JoO/u7tacDaCo1WrlNAYTLEbJMFA7OzsZHK6srOTiaYrnuD+Unr7zY3JyMheQ\n", "YWR9UgB8OAdsGP0s9ffEcCYrAh/uxdNlGFHur9Pp5GtwHf9eBJoXKTFSd3DjBof2DgMR0ZmXWI/S\n", "wffcYJacsDsCmD6MYLvdPtUef390dFTbuyTuY+IsTAQSOJ1hLFRsd2R1oqHHYUh9B/y44mipv7mh\n", "92ev16tFwSUgMoy9GcT6RIATI2xn5/wa7lipnbsMoU2RbSK9j26g29hZ3+kWe+mb1Dmg9X708fZx\n", "YyzwAYx1Ke0yMTFRsyXO6kVGhYM6IWcy4hiSEoWNor6RANQZeT+/B8sOCCPIGQR2IoDH/mHrWBzj\n", "iz48SOU7FMp74Diov/03rrdSv7yDx/hMTU3lp7iTqpTqjKakWrqeYN51KgLZJ5ErBXAACtPT03lJ\n", "naTsxKenpzMr40yB1B8o2ImUkjqdTnbCEeA4Cp+ens7I0p1qLHYGAOzt7dVoc9ot9QuFWYni9TQo\n", "BEuk2ZsApM0+DSiU5y45P0wOgIp9DmBMWELNNZmAfh0ADqh5ZWWltsTaaWIHA5HOpC6IyJ3vOLPl\n", "+xcw8YjeHKy4g6fNOBEmLv3r6S70Zn5+XlNTU9ra2tLW1lbNcAFw4nO2LkO4T/QkUvXcV9zYy1cb\n", "OAAspWTiQR9JdYatlLaJoMkjPEkDgRcOIxZIAtI9/++AjLF2gFNKPzlbQz/6q1TXV0+7uYGMRjOm\n", "qyJYZA5VVT8lGgGOX2sQcxOdMeOGTWA+le6B6J928nuCQYKNyxDmbKk41fcic2BGqihu/88qKbfB\n", "j2NwnJF1JtAZEa8Vw8lGIOHMnqd7kRLAiUwG/gcmfnNzUxsbG7Xd5Qcxbd7eCLwex+SUGD/Oyfx1\n", "8OiBATroQeb+/n4t5RoPn7cR9EvKJAPnnJyczLWaKaXM+pcAjqfuHahxnFWuFMCJBU2SaikjnJwz\n", "Kp528A5moyiiBek0jR+jIR/8GF3GNIIrm0fKSEyVwAR5O7kXUjZsbw1I86iOtgC2aBNLC1EeKFh3\n", "Jn6PXvdBquvjjz/WyspKfkwG6aYYLfveEx5huvKx3HFhYUFzc3O1J2e74XEH55ELbfYcNg7AoxFf\n", "oeDLEnu9Xi364FpuhC4a4PgeJRgFHD966I7scXUezlJ4ZO+GIDI0nMfngOsVv3PnHtkh6bgWjTE5\n", "ODjIwYgDHOaSH+iU1xdMTk5mh+I1OyWQUIok4yt9423m/5yrBDTinHQn5O/n5+ezo3D74w8CjA7M\n", "QdCwglIce5xbzvThXGOawEHBRcvOzk4NtOOcnbXGoXkqipozj9odPHqf+fzgOh58RkePo/YyARhc\n", "AA4My+7ubrYbDiKjDsZl7mxkytzhvMwDT/NjU2HgnfHAXhHcsvjDGSfu04G+M/pkIVge7t/375YA\n", "uoN+xs13T/dAmSCWrAi76MdUmQMV3x+NsXGfjU12Zg8d8QAX33BWuVIAx5914dE8N+lOzhULZOzG\n", "gdqSubm5Wn2IVHcQ/B1pNhRTUi0SjTS4G5roFLztGDfOzXcpxKNIbGVlJdf4sG8GCuKGDaXmsQhE\n", "CLBLEdkzMX0Vz6NHx/vq3L17V7Ozsxk8ELG7w+R6zsi40QGQ0qaqqtTpdHKBLOdz5WYCYCDZqdf3\n", "s2CCS/3oj0mLASN9ghPY29urAQV0hr4fFEWNS9hvQ+rrWlw95jrixtHZu0ESmYnIbrhO8+pGx6UE\n", "bBwAYHSnpvrPiAHsAK69VsVfHZAChmLEWhqbyJSU2JdBFLYb8RK173PE03mlNB9plQhwPGUd+82D\n", "qej4PFCpqir3EfeKo+N7nlKT+oW8Un2vpYsUGOfI4GDD2D5iYmIir+hxgOOHzwcfM+8HH2+359Fh\n", "A3B8w1eAOABnb29POzs7GShI9VWXfnhwDcCB8Yf5JiBz1t9ZOt9Y0J039SoAlMjkeODh7J2DF67D\n", "771/sJuwLe7rnCECrHt5ha845mHAABtATgwUfA8jVtB522D0aD/+Na4ulfpg9bw2+0oCHE+TOPJz\n", "1OcOEAVwgHPt2rW8d06MiN2w8bdH1FLfCfggxBy5Rw+Oip3CGwRwXFFZYriwsKDl5eWcs8VhRCqP\n", "96SIlpaWas86iRQ6v4GqRIm2t7e1s7Oju3fv6oUXXsjnYwXYIAYHdsXrlBgvzgG7NDMzk/vJa3yY\n", "NGz4BcDxyAiD4dET409ERhEpBofdnL0wE3AWHf1FiQOcaAxK0WpMl3DfONUSm1FibOK9lhx3/GwQ\n", "ezMM4HikOSxVxlyKNTC8j4bcD+49OlJnDQYxOw76vE8GsZzOMvmrO2MHOOh2CRR5QDSIwQHgRPbC\n", "DTtMp7OlHlidh74fhUSA42khAs12u53tgu867EuLS7UcDlxLwF0qs20OcFiV6iyOAxyKb52tjz4H\n", "vZP6JQKw04wLTjsu0vDVVrDZ8RoPHz7U7u6uJNVsQPR5Dk74uzTfnQ12EBQDdQfevpkf4GZ3dze3\n", "l3sA3DnA4bocEeDQfvcB7k98NRosDqlXWKVnAuBEBoWBiVt1u8F35w+YiMyC0/ZSn3mJqalS9MT5\n", "pD47QREdqN3BUDRA/llkbLrdbmYrPFLB0Dv17HlizuVA5vDwuGJ/bW0tp7ek/oTxFIAXkXW7Xd28\n", "eVPLy8t5tRmK6JPUwVHcVZho3GtjWB3kkTNKzXgRVeCYuTd36owHbeZcXugXgZxT/bACblAuOtr1\n", "FBVtcIBSqj3xKDWmnkrv+duNOGSlSQAAHHdJREFUnxvFWMga51AE0qVDqtf/xGMYwIGFiuAmApzH\n", "ibeZvzl/jO59Lnpwwauzec5qlVJs7lycJXCg77oXX1Pq7+bt89cfTxAdD+dlTpSYuZKTu0hhxWcE\n", "nFL/4b4zMzPZ7sWVRtg5giF3hIAFP2K/9nq9XNPItUu1a9gBL0NgBaqk2nxxxt8BDiAWJiayebFu\n", "hnFhTrJ3DWPL913vPIXktjIGISWJzD2+k/2FCPLYjiT2rwNwD3xc//0ZU/Pz86d2siYYZlwYZx4x\n", "NDHRX9UcFyTEdCV1U05onFWuFMDxZWwOBqCGPf/tEZIbbJyhR5aliNcHzn/Pd3w5OA7Rt/euqkr7\n", "+/s1gMPnEeDEfKinpGgXBpMaJFdw/7/XJ+F0SGdtbm7q3r17NYPHxCe3i+GAVl9cXNTU1JRu3Lih\n", "ubm5mnHFAHmNi++pwEQ/OjrKDpQitb29vUzLemrNU1CcCxBWAm9SHeBwv6UUJkAhAhypvx37eXO5\n", "TyO+AZg7d8bSjXMELyXgM+xwytcPxoioWjr9JGWfC9FJ+/dKQAjdjuxHBDgR3JQKKkvslIMVZ5R4\n", "D8ApHS4lgBMZHAeF/t6/i65FcBP7zPsu1o0ATjzC5fw+B7EHJfbPP7sM8X2+vDbGV8MAbGinO3cA\n", "TrvdrtWRONvrtTeR+SGwg42mPdHme4CJ7mBPsI9+eGCKbXGAQ8omBqixMFiqrw52oItN8zQWtSee\n", "VuL8kaX11xJr6Is5yGpIysAO/fM0nAMcZ8w9jRR3TfagwsESWQhKIdh0kwUhpKLwAz62ExMTOVDG\n", "lnziAQ43JvXp1/MAnFg1jxFw5XD6MKZ0IsDBKJH2arVaGdxwLmdrnLGQ+qAHRZeOnR4DyBJC/kbB\n", "fGmtU79EI95eltLfu3cv9xnMzoMHD/IW4k6rs3vx888/r8XFxbwMWFINQDiF6MsN3bG4UaJ4zx+M\n", "SX94lMS5YGaIbjivjymRGeKMhQMcqb/8kLFzRz6oVmOc4gyO1ycAcDziJPqNBi0a6xJbAYgpOQEM\n", "T9R/qZ4qGQZQSqypO9rDw8Ni7Y3/vgRuIsiJxtJBn0eXGGFn9TiXz+eYuiulwAYxOE7r+7kcUPP5\n", "oL5ztsGdLX0CqzHskOqPD6DNsS7wogUGxwEOgI8URafTySnNCISwQ35/Ut/+xK0IfANPovzt7W3d\n", "v39f9+/fzw9ldjvjeupBI+3Z29s7VRjbarVO6R5jSfo91gtKOqXD6FVk0MkCEHAAbpyxgCGHHfV5\n", "Qh+UfBo64Ta/qvo793vhcPRdbqu5Xwd+/nwpdk12AHp42F9Bx4713CcBGFuL+IannqJkXjx48KAG\n", "eD7xAAejgaNzJIkSlGhcj0A9SmCyxQJgN5KkX6DFotIwKa5fv54L1XyCuhK4Y3UjiFJKygPl3+M+\n", "ePIrk9CfNwS1x4ow7o17jYMfWRPPdXtEyQZMU1NTWlhYKO5Xwv0BSPitf0c6vf03/YcB9M2eAHrU\n", "H0j1aJx+YiJ6jUaMWB8+fKj19XWllGqbJ3I4AGaML1JiESPGQDr9nK5hqRTGWtLAvifKpJ/9XqOT\n", "jxGfp30cRGP8nDFw9sGBbolSdwfsYJP3OPhBoK2UdiqxWrTHWVPvX7+ms4SeEhh2PK49fkSAE6Nw\n", "+tnBD44rpjAAvaSzHJC5XbwMcZbJgQjsLXORMXEdwAb4uHiQ6/aTOeMAtFRn4pse0n8OdDzQ8WN2\n", "drZm7wA4Hhh4cM35ACqsGvPUWLRDkRHy+yO4ZSyvXbtWAzJx3kRml88JBjlvDLZdz5jTrp/MFQJV\n", "D4J4j/55CgvBvsV6HxeCWMbSa7A4AL4lAuIscuUADorsqR6fyF6DE1MQABnOxUBFCtgHiA6mvgcl\n", "Qbg2q46IuEH/TAgHSFw/5jc5H+ePkTmsEEVcvrMyAIfiK1gAn4h8T1LNQXmBGABnYuJ45+SNjQ1t\n", "bGxofn5eL774Yq2I2Kl0Csdw1vHJuCWWQeqn6dh7h3aj3O12+5TBZ1IAJCcmJmppOZ8wVdV/1ovv\n", "keNG0X8XJ+RFCBEq4ikHWCYchNcZeP/Gz7j3CGwd6DjA8e9GA+VAZJD4GNMeqf5QxUHgzH/vQMeB\n", "0jDQEtMEbsD9FUPveuh6wPX8ft2oYl8iC+ZMmNeYRDAyDPAwHt6fEUAyDxyUeZG9s5tSf3kwtusy\n", "hDFxgIOj9s3+pPqqVbfHEWT73PD+i8XlDqqp44Eh8SCUa3mg68vIAScezGFXuZ73Pe33/zswcIAT\n", "U0olhpK+Ix1DQO11aRGQu47H91547yBJqj+dHEbFbTiZBFh40nX0i9tqB1sxOALkAtS8H/ke/cnc\n", "87nobL8Du7PKlQM4DDh/OwsxiMGR+kVijtB9xUeMZh25AgAGMTiwFxRK+QoerumbKEl1ZXZFA+C4\n", "UXMGB3oXGg8HMDExket2Dg4OtLW1VWRwHOC4E/FiLulYwQ4ODrS2tqbV1VW9+OKL6vV6NQaH7zmD\n", "Q6HcwcFBDYxwzxHgAFRYCrmzs5NBCyvABjE4GAoMmQMuBIBDcTWTyo0h5+S3wxz5OMQZHMYyRlQY\n", "R4wO7ZXq+6W4fnn0xmfuEJDoZEtOhQOJIMXPV2JynuTgfK5f3i9+D/G33k/x8IjdDbk7RnSO/osM\n", "SKwBiCt8SLH4uGGwOT/XK7E3bqQjyKMtzs55jcaDBw/y95nL3n4o/ssQt3EAnP39/Qy8fGm2603U\n", "Q3e0ruNxDGFunPkj2mfFDossPA2EnjrDj01iaw0COWyNp16qqqrVrnFt/AHbm8QC5wjcIgPofYdt\n", "In3Dd7zdSJwfXtPn4M4BjVR/5IGDJ/qc87CiCgacAKbEAvt77pGtI7DFPp5x7J3t4RW/6ynYTzyD\n", "404JoMErk8cncjSaknIqpNVq5QIrBsx3oURJHRRxTlc8GB3a4kaPAfBIHMYopVRb7uxo3AfWDbED\n", "EgaU//lSQl9mV1VVnmAOuryewpWo1WrVNsCanJzMq7mY9Cml/FRxfuMgCcBB30dnC01MOsujH99L\n", "pNvtqt1u5w3jIq2JI3RjT5voB9+QCufCxl1EagBIQNpFOwOPrqHMoxGPRceMmwMQT2XEnLwXbfrv\n", "4yGp1ofuJFnd4MyGg1hPGw5K0UjlpbuR5Rt0DGI//HyRLi8xAN5ub3+JmYkp3DjH+Rtd9HnprMWg\n", "vuPevM2xbVEX0H1P2bPRWmSeYXsvQ5h3kTVhHna7XT3//POZkYiBB/0SmXVASInN9O8wpthn5giM\n", "ndtc+qzVatVW6EQnOoyNBgTNzMzUUkIArxhIRxAn1Zmsw8PD2upgpBQcOFDx8yOujwBuqb4xrgOr\n", "mMXAdvuBzWcelPrKwQ02gsJtZzzjdX2uxHSwB7qRdDiLXFmA48a41+tvX++PtpfqS75xaOwHQw4U\n", "p+0Ax51+7MQIcED0ruC+cRIT1Z2w1/VEgIOBc8rPB94r/TFyvs8Cz9qCJmXlEiuwuB83oq6cFOYB\n", "GJeXlzU9PV0DaDMzMzXH6gYVwOfRG/3WarVq1fEOcGgD6a6FhQXNz89rf38/A6eYh+W89C2OmXz3\n", "9vZ2fvAoUdbs7GzN2TPBPEV3keKAyo22R1We/igZcjfe0VD5K4bGDY6/R2+cYQP48UiTCAqcNh6U\n", "HkLc2MUDYPC4VI7XPSDMzUhVe7DguhOjQuZUjBTjdyK48cMDAOY0qQU2qeRcANnIBvt88mvSNzhL\n", "131sR7RDXvQJ+LlowaYSXKEPpNQXFxd148aNzICzzwr2Dp0cpPNugyIDxCughe9iD+lT+p4+c1aZ\n", "w52pVAYYbrdZxBEZwlJb3QZH9vPo6Kimu24XYhscULg4GMY/APCYG8xdQKjPfzIYgFKCUAqpseex\n", "JgaJY4YvnJ6erjFJ9FUERKVgg7nqYxLT8U8iVxbgIA5wHjx4UKvZGMTgkDukc8mF+n4IdGAJOTsd\n", "HgGOG0CUwo3Tw4cPsxP3Z0ZFBqcEcFASj+o4r6RMqfKbqampzE5BkUILOgKOuc2DgwNtb2+r1+vl\n", "eh8ebsbzkYhQuG+fCCic7zHBBCMKoJ8iwJmamspLDBcXF/Oye8CgR79cx/PUXiD38OHDXNfjNRY8\n", "UT2l/qodnCaPo7hIcYCDA/MIKNZcDJMYXZaMoBvR+H5ysv9Ueqm/yykAx0FNfCXyjatgpH46eRD7\n", "g9Mu1SD44XS2R+ARKHBPfu8R5Hh+H32IbfP3g4ANBykH7pcxY/5R7wFb6ACNOeTvvTYOB4Sdw55x\n", "DQc43Ac2hh2CL0NIq7pOOMBZWlrKAGd9fT3fJ/cYdbYEcCJ7ExkcZ3ImJye1v7+fnSS64cEpbAsB\n", "Xix9QErzyhkc7AvniuyG30NMv/B3DEoieHFmPIIcPxzgkK3wHY7RX6nvU7zf6Bff6d73L4osjtsv\n", "BytkLAA3+GFnpocxOA6iSuTDWeVKARx/2KUbMx98BjLmF52Gp/PiqiGpXhwVjQzsgKN7Biw6JIwR\n", "xsmvw9/xsQc4ee6BJZb8JtKHEcFyfx7dcj/OjDjL4UYEI95ut9XpdHJu3KOviYn6lvCutG58uSdo\n", "V0+ROAvljgxQAuCjeNuLEXFU9CcOzh2gF5XSLjbs6na7pwwAgI8aItp8UeIAhzqCyNChTxHgRIPH\n", "b+J7p8YdNMe00fT0dK6RKEWOJYDgQMB1NLKnVVXV5l+ck1I/2oz34e33+UyU6zo07IjOheugy5y/\n", "ZGA9JVU66KcSOHXmDSceHTLBTqkNzu6Uzu2v3GspwLto8fGU6g98ZCdhnlfV6/V3NoZF8SMyJnHc\n", "4/267SG429/fz6yu76MD6MHmU5szMTGRHbgHvF4awOIPFpqg5yUATzDOXmBkHLCJjJ2npCPLSn/E\n", "+iv/nosDFRh2n7M+Ju7ber1eXrTCeZwt39/fz0xkBOzRLsU552CLEgIv1nYb4W2NLFi0JWeVKwdw\n", "vF6hRHfjHH2iR7bCUatTt9HgOMCZnZ3NHeiKgFFydO0AB+Pk6SoHONDPTAqKrgA4DBzRLYrAOdwx\n", "8HsmhkcWKDcPP0NZPQIhWm+32zo6OspGAMRP9OyTzycJCusGBiDDZKCfMT6ePoFFo26GtjgDVVVV\n", "BmsAJIyjG3zPjbNC6+joSCsrKzUqM6VU29GT56lcpJQAjoMCZ28AOG5A4nsHAvEzafAeOpKyoXdg\n", "g47hgAalcOi3aOiYI6X56vPG5x5zKt4jeoruxTTc4w4HOLE/3JC74YxAJtbfxNqwCJy8bsbBjffB\n", "ICcdAU48N7rhACee6zLFAyipX9wNs8WjU/jf5ORkfmQDdoCUhs9b7Hy09VK97+j7/f197ezs5E3/\n", "2H8FO83TrauqygWznlJ3JmdycjKzxdwD7G8EONEpY8P39vYyS06wGsENNtfP4QAD2+xzzIOjyBJx\n", "XwR1Pu8juPFAswRwuG8CUYCTS2SRfG57v3vRt2cEBvVhCdwwLmeVKwVw3PlEBic6BJ/kHnl6h8DM\n", "8H3pNIMDZc8SQ1c+0j0odGSQHsfgUEzrDA7nA2DAWgFwiDr8u7QbJI0SI556oP7Eo1oHODA49CuT\n", "yferoA+4LhPPDUWr1ao92oH2O+AqRd5sbJhSUrvdVrfbzcDJVxEB7rjXYQAHBofzxLGenp7W3Nxc\n", "NqwXDXC8ANRXVkRG0FNUw4AMv41shQNCd74OEkrO2vW6lA+PxX8+J0tgZtAR7wHx79BuDLoDXGfw\n", "4oIESbX5h3g/xDnDvInpqSdhcPz8tMvHJQKdYQAnGngHC8MYnAjkL0MiI0d/4yR3dna0tbWVbY/X\n", "wW1vb0tSZlhi6jUCOrdljB3MM3uIbW5uZuCELUW3aBdAxoF+rDHBDpIGf/TokRYXFzPzURq7yOBs\n", "b29nuw1TEtPRBDyAecAeIIQAmSApAkoHOJAD9IuvAosABzsTWd4IcHq9Xl6sMwhQl+a51wPt7u7W\n", "2uv2IzLEPgdiH3/iAc6dO3cy0MBJpnRcOPzxxx9rd3dXy8vLOY3ilLTUZ1ZwlAy6MyOS8gZGGCr+\n", "7+DJqUscfKSGo0HyNMz+/r6+853v1Bgg2hjz6DxxVVLOX9I+JgQTi8jC0zNvv/22Op2OUkqZRkUh\n", "S1Ghryzb3t7W+vq6lpeXaykGd0QAobfeekuvvvpq3g8HxqvUNzirCBhbrVZe9dHtdtXpdDKbgxL/\n", "+Mc/1vLyci2lRXt82SFjNTs7qxs3biilpJWVlfzsFdpAX7uzukhxR/Ttb39bL7/8cq2/4hEd8SCg\n", "INVz9CVAE1/pOxwOtTfdblcffvihvvjFL55K9Tq45154H8FW/K1/Rl94G2k39+3O0r/b6/X0/e9/\n", "X6+++moRwA87OB9SAlsRoLlExxtZxV6vp/v37+vGjRun2uzfi21wkBWNu4+vX9MDP75/3uh2FNLr\n", "9bS6uqpOp3Pq/pxJ91pH7iWmOZ1V6fV6eu+99/TCCy/UbJYzAYiPteuW23Jvz9ramlZWVnKJQFVV\n", "mpubq9lM5pTX7XhdjxfXM5dWV1fV7XY1Ozub0zL+eJupqamaXYqpTf8c+3z79m19/vOfz9eRVPNb\n", "tJn3XgfFbwiW+c2jR4+0urqqz3zmM6cCK08jRZbX5wv9QYDPcevWLX3uc5+rrfArzQdPi8d56OOV\n", "UtLt27czUXBWuZzE7QD56KOPah1MJwFwVldXtb6+notKozMoARxYEGcoeA4HiuL1D1ClUJcwLJE5\n", "csMdFRNq8datW7mdEeCgJKRp5ubmcgqFfLCDHlaHEaGgwA8fPtS7776bny3l+WRXIs7DPXiEtba2\n", "liOoWCjH68HBgd59991M1xKFcc5SdOp9wiRqtY73+FleXtbi4qI6nU4ucmZC3b59O0e9pK/icnB3\n", "3ACcz372sxngeE7cJ+RlARyO7373u0OdMhKZmkjhRoDjNUoxcvOozQ0f4JqC7/fff782JgBZ9Ig2\n", "xmsRbToTGJlD7/9B+XafyyXW5tatW7WovlSTE8HAoD4eBm4eBzCiQ62qSh9//HER0JRAmF871nLQ\n", "H1F/4m9Lv78MoNPr9XT37t1T/UvbvMYRB+1ptxJgo+/fe++9ovOOYFEaDHLwJ4CVa9euaW1tTVV1\n", "vL3G1taW7t27p/X1dW1vb+cVSNgN0jP+3ClYDsA+93n79u3MortNxyaXUtOlmkL3Iz/60Y9qdo/r\n", "8T1YEmetWCYOWIPB9ntYXV2ttcEfFUN/+Vz1tBj6VlpC/oMf/OBU8DQ/P58L4b2gO879QezwBx98\n", "cG6G8koxOAw2AIBjbW1N9+/f1+HhodrttlZWVmoD4caIwQK548wALz5A7oR9t01ncAA40ZBKOmWY\n", "napmosAMcS2nyz2t5Ckdfzid1N+VGSfFMj4mKYwRbfa+iP3j0RA06vr6ehHg+D1y/b29vVOPdIhG\n", "pxSN0HYmPgCn2+1KUg3gcE1P2XFer1Giv9rttpaWlrSwsJD7xsfXjZvXklyUOIPD38MYiBKD5qmR\n", "6Ez8HINqUxwYSHWAMz8/r8XFRc3MzGhxcbHG+MT3zuD4q9Rn7RzgesQH8+pOmnmMbnKOUjQeI/Oz\n", "sjguEcwMY3C8zx8HqAaBm1IA4DT9MADL773tJZr/MqR0f1J9nzGc4KAxxCZHEMj5S+zEMJBT0huu\n", "4alvHlC8tbWVwQClBYwBAEdSjcEBQEh9BmdycjIvmqDOMTI4ruPuL/z+AS5kL1gUwNwtBeYR+HsA\n", "jh8jqI31ke6nPCCPqVnGhLGFgHBb4P3MZoXYbQIg+qwUSDu4icDqE8/gPE5Khuo833lSiemA88iT\n", "tOcs1znL+Z5Eztpfo+rfYW0c9r+SUStF3ue99rjlafrvvO0e5OCHfXbWa5XGpSRP2/ejnN9X6ZqX\n", "qZN/XCWC38eN85OOUfzeWZ1zKXgYhVyGjj2NTRnJ9S/DYJQkpXQ1GtLIHxupqmrsM67R60YuQxrd\n", "buRZlbPo9pUBOI000kgjjTTSSCOjkk9UiqqRRhpppJFGGmnkSaQBOI000kgjjTTSyDMnVwbgpJS+\n", "nFL6fymlH6WUfm2E5/1PKaWfppR+aJ8tpZT+V0rpD1NK30wpLYzgOjdTSr+XUnorpfQHKaV/OI5r\n", "pZSup5S+nVJ6I6X0dkrpX47xniZSSrdSSv9zXNc4Oe8fpZTePLnWd8Z5rcuUcen4KKQ0BpfYlguZ\n", "syNs2z9PKX140ne3Ukpfvoy2XYaM0W4/tT6OS4/GpQPj8CFDzvlU7R2XHxpy3vO193HLKy/ikDQh\n", "6V1JL0uakvSGpJ8Z0bl/XtLPSvqhffZvJP3jk/e/JulfjeA6NyS9dvJ+TtI7kn5mTNeaPXmdlPS6\n", "pJ8b03V+RdJvSfr6uPrt5FzvS1oKn43lWpd1jFPHxzUGl9iWC5mzI2zbP5P0K5fdb5fQF+O020+t\n", "j+PSo3HpwDh8yJBzjqK9Y/FDA857rvZeFQbnT0l6t6qqP6qq6pGk/yrpl0dx4qqq/o+k9fDxL0n6\n", "jZP3vyHpr43gOnerqnrj5P2OpP8r6cUxXWvv5O01HRuZ9VFfJ6X0kqS/Iuk/SqJqfeT34pcMf4/z\n", "WpchY9PxEcqVWKt8UXP2PDKgbdIV6bsLlnHr9FP16bj0aFw6MA4fMuSco2jvWPzQgPNK52jvVQE4\n", "L0r6sf39ofqDMA75VFVVPz15/1NJnxrlyVNKL+sY4X97HNdKKbVSSm+cnO/3qqp6awzX+XeSflWS\n", "71I3rn6rJP1uSul7KaW/N+ZrXZZctI6fVUpjcJXkquvDP0gp/X5K6defhXTqE8o4dXpc+jhOPRqZ\n", "DozDh9g5Xx9Fe8flhwac91ztvSoA59LWqlfHXNjIrp9SmpP0PyT9o6qqtsdxraqqelVVvSbpJUl/\n", "NqX0F0Z5nZTSX5X0UVVVtzQANY+43/5MVVU/K+kXJf39lNLPj/FalyVXvf1Dx+AqyRXUh/8g6RVJ\n", "r0m6I+nfXm5zLkzGOQZj18cR69HIdGAcPuTknP/95Jw7o2jvuPxQ4bx//rztvSoA5yeSbtrfN3Uc\n", "DYxLfppSuiFJKaUXJH00ipOmlKZ0rJi/WVXV18Z5LUmqqmpT0jckfWnE1/nTkn4ppfS+pN+W9BdT\n", "Sr854mtkqarqzsnrPUm/o2Pqe2z9dkly0Tp+JhkwBldJrqw+VFX1UXUiOk7pXrW+G5eMTafHqI/j\n", "smEj0YFx+BA753/hnKPU2XH5ITvvnzxve68KwPmepD+RUno5pXRN0t+Q9PUxXu/rkr5y8v4rkr42\n", "5LtPJCmlJOnXJb1dVdW/H9e1Ukor0HMppRlJf1nSrVFep6qqf1pV1c2qql6R9Dcl/e+qqv7WKK+B\n", "pJRmU0rzJ+/bkn5B0g/Hca1LlovW8SeWIWNwleTK6sOJIUf+uq5e341LxqLTY9bHsejRKHRgHD5k\n", "0Dmftr3j8kODzgtoOnN7z1qVPK5Dx1TkOzquyv8nIzzvb0talXSg43zx35a0JOl3Jf2hpG9KWhjB\n", "dX5Ox/Uqb5wM9C1JXx71tSR9QdIPTq7zpqRfPfl85Pd0ct4/p/4qqnH02ysn9/KGpD9g7Md1P5d5\n", "jEvHxzUGl9ieC5mzI2rb35H0n0/m4u/r2KB/6rLH9AL7Y+Q6PSp9HJcejUsHxuFDBpzzF5+2vePy\n", "Q0POe672No9qaKSRRhpppJFGnjm5KimqRhpppJFGGmmkkZFJA3AaaaSRRhpppJFnThqA00gjjTTS\n", "SCONPHPSAJxGGmmkkUYaaeSZkwbgNNJII4000kgjz5w0AKeRRhpppJFGGnnmpAE4jTTSSCONNNLI\n", "MycNwGmkkUYaaaSRRp45+f9Vg8juOaAjJAAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "model = GPy.examples.dimensionality_reduction.mrd_simulation(optimize = False, plot=False)\n", "model.optimize()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [], "source": [ "model.optimize(messages=True)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[,\n", " ,\n", " ]" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAA1gAAAGqCAYAAAAWWuWTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzsvXdwJNl95/l5QBWAQsG7hvemgUZ772Z6poccR0onnSid\n", "brXS8lYXFxuUdHF7e8tb6g+JsYpYbSjIoBiru+XqqD1dnGJ3FJRO5FB0411Pe98N091wDe+9K6De\n", "/fF72ZVdXQVUoQpA90x+IzIKqMrKzMp87/1+359VWmscOHDgwIEDBw4cOHDgwEHsSNjuC3DgwIED\n", "Bw4cOHDgwIGDzwocguXAgQMHDhw4cODAgQMHcYJDsBw4cODAgQMHDhw4cOAgTnAIlgMHDhw4cODA\n", "gQMHDhzECQ7BcuDAgQMHDhw4cODAgYM4wSFYDhw4cODAgQMHDhw4cBAnxESwlFJlSqn3lFJ3lFK3\n", "lVJ/EGa/7yql7imlbiil9sdyTgcOHDhw4MCBAwcOHDh4WuGK8fs+4H/RWl9XSqUBV5RSb2mtW6wd\n", "lFKvAbVa6zql1FHg/wSOxXheBw4cOHDgwIEDBw4cOHjqEJMHS2s9qLW+bv6eBVqA4qDdfgn4a7PP\n", "BSBLKbUjlvM6cODAgQMHDhw4cODAwdOIuOVgKaUqgf3AhaCPSoCHtv97gdJ4ndeBAwcOHDhw4MCB\n", "AwcOnhbEhWCZ8MAfAP+z8WQ9sUvQ/zoe53XgwIEDBw4cOHDgwIGDpwmx5mChlHIDfwf8v1rrfwix\n", "Sx9QZvu/1LwXfByHdDlw4MCBAwcOHDhw4OCZgNY62IkExEiwlFIK+D5wV2v9nTC7/Qj4PeC/KqWO\n", "AZNa66FoLtKBAwtKqT/WWv/xdl9HOCilUoDDwMda6001GiilkoAjgBe4B3Rprf2bec5nBU/7OHHw\n", "dMAZJw4ihTNWHEQCZ5wIlFKbrQI9FRAaFBqxerBOAr8F3FRKXTPvfQMoB9Baf09r/ROl1GtKqfvA\n", "HPDVGM/pwMHTjGIgC0gHpjfrJEopL3AU6AduAI1ApVLqrtZ6cLPO68CBAwcOHDhw4GBtxESwtNYf\n", "K6X+b+B1YFhrvTt4H6XUGeCfAh3mrdeAq7Gc14GDpxilwCyQwyYRLKVUNnAIaNNa95i3Lyql8oEm\n", "pVQ1cEdrPbUZ53fgwIEDBw4cOHAQHvEocvGfgVfW2ecDrfV+s/1JHM7p4POL97f7AsLBFHtJBh4g\n", "BGszzlGIhCDesJErALTWI8CHSKXOI0qp/SZk8fOI97f7Ahw8E3h/uy/AwTOD97f7AhxEB6VUjlLq\n", "4Baf9v0tPp+DpxQxEyyt9UfAxDq7OblVDuICrfX7230Na6AEKeAyxiYQLNMKYTdwQWs9HGofLegB\n", "3gMWgOeVUg1KqcR4X8/TjKd8nDh4SuCMEweR4rM4VpRSCUqpZJPP+5mCKcC2H8hWSpVs1Xk/i+PE\n", "wcYQcxXBCKCBE0qpG4jy+a+01ne34LwOHGw1SoArWus5I7g8WuuFtb5gCsUkAymAG1g225K9YIVS\n", "qhEoBD7RWs+vdyFa6xWgVSnVDewEXlRKtQK9n4vMUwcOHDj4nEEp5QKSbFuyvKYmQ74XMr2QnAZJ\n", "qeDywEvJkKFAa6Ve1OCbheVZmJ+BsSkYmAWWgEXrVWu9tG0/MDo0A8NInvI+pdSAUwTKgYU33niD\n", "b33rW1y+fJnGxkbeeOMNvvGNb3Du3DlefPFFvv3tb1NaGlvLXhUPXctY1t8Mk4OVDqxqreeVUq8C\n", "f661rg+xn3aqCDp4VmHyovZprd8z/x8CBoFxhDx55DXHC4VZ4M2A5HQRdlkKcoFUJH1rAphWsLwM\n", "vgXo2QGLfvBchakpmF7ARsSA1eDLCXGJWUADQuJazHWtAMtaa19878bnC+bZL65Hph04cOAgVhij\n", "nAdIk600Gwp3QGoeeD2QqSEDWfIzlbxmafD6IH0FMlYgxwc5K3KImWxI8EPKJIy4YMwt20QSTLpg\n", "XMMosk0Akxp8c9CfBgl94BuG/hnwLREgY8vImriyTfeoGJF3H2qtV5VSh4FxrfWD7biezyOehSqC\n", "4+Pj1NTUUFhYyO3bt/ne975HWloav/3bvx3xMZRSYSugbzrBCrFvJ3BQaz0e9L4Gvml7633H1erg\n", "aYUJP0ixbbshMwnKpyA1A2arISELdvUJecpXsAPIXoVsH+QvQb4P8lZgIRfmC8GfBolTkDwOaWMw\n", "Anx3p/ClF3thORFm3EK+JjVMIQJv8dFVmdegSW2PDhzOhIFCSFqCoj5Y9MGsH/zzsDQHi7MwNw/D\n", "M4bILREgck941p51mOeYjmgk6UjY9DxS8XQemFuLgJq8u5OAH7joFBZx4MBBPGDCur1AGrjToKYA\n", "svLBkwMFLijTUAkUr0DJIlQuQHoSzOSALxv82RiWBQmZkJgBrnRwmeMleSExSYx4SkFisnivlqfB\n", "Nynb6jj4x0GNgmsEUkfANwXfaYCxVFhJgNcewLQbJpXY7cY1TCiYBOZXYGVOjrswC1OzNjL2yCtG\n", "HOWKUsoDnEZC6afMe2nACUSvXI7HeUKc1408L4WRl/EimMYz6UGssKm2v5MJWGXHtdaz8ThfPPAs\n", "ECyAP/uzP+PrX/863/zmNzl37hw//elPo/r+thIspdQOpMKgVkodAf5Wa10ZYj/Hg7WNUEoVIc8p\n", "2BvyuYSJSc8GUiHVA8WZkJEOqZngTodUN+RpyEPSrS41wettUD0LuT6YToS3quAPRmGxEPz5oPIh\n", "MQ/cOeDOguQs8WL5FmBpElYXweUFt1eEn28VFueBaViZAd8M+KdhdQr0FKhJSJgA1zz4rbmjHnuR\n", "94Pe8yXCtXwYUPCblyBlDkbcYq2ccMOkG+ZcMJkgAnNSG8ulElI3PQLdXTA4jCzq64YsbjeMspLG\n", "42QqHfHoTQMzZltFhGSq7RVshMv2uogUHOlAyOce4KrWetQIRDcShh38av97FfEkrgC+EH/7gJXP\n", "Eql14MDB4zDrU5ZsDcWQWwRpWVCspOtNOUKiSheheglmi2CpWj5wl0JKEaTuEMK0PCehfr5ZkRur\n", "M+CfAv8kMAUJk+CaAO8YeKZhPFGMcGkKZvJhMR90PpAHCdmQaORVUiYkZYArBRbmYXUSRn2gJ8Az\n", "aI4/DmoM3GOQNgJqQbxi426RLVNumHbBmAp4xixitrQg17wwA7Oz0D8F84sEiNhCJLJGKXUcGNVa\n", "3wt6fzfg11rfieE5JfO4fPDa/leIbPDzKDQTRZCB0vZq/7sRsajOESBP9tcEJKd6Puh1CZFj2WZL\n", "QoT1BJbw3j4v4jNBsJaWlmhoaKCnp4d33nmHF154IarvbyrBUkr9F+B5RNMcAv4IUR7QWn9PKfU1\n", "4F8gysI88C+11udDHMchWNsEkwC6G5nsN7XWo9t8SVsOY/XKhcICqKqE3DxoQgRcvoasZcheFq/T\n", "jmVISIXZQlgugPFymCmHGsCdDUmGPLk8sDwj5Mk3Cb5xWB0FPQIJI5AyCOnDMKVhOAlmEiFzRcIz\n", "/qEaTk/D8VVYyYFVI3wTsiAhI2CN1JmgPOD2QYKZzI9N6uAJbvt/xQveFEhMNELZkLgVQ+JWp0R4\n", "qglInIDkMUgZg043tKTD3US4DQzMwEgXtPcji/rMdq2sSqkERChZBMoiUx5EeM0QIFTTkYT1GbJt\n", "J1zW6x6EJN1B7ms2MmgeIsLyMZJECOKEaDbBpCvU39i+s2x+wxRiJp5xCJiDeMD019uHVCl9aqzh\n", "nyWYEL90IAtK86GkTDxTNUqWj5olqJ2XiIeZSliphIQySCoFTyGk5sPyPCwMwWIfrPRBQhd4O2SN\n", "HneJsWzKJYRmxgWziTZDGcZQhjg/VuaBBEj2iLEwx2Y4zAWyfLKNuOHdCnhxAJ5DiNh0IXQ0QPMS\n", "JGeAKxPcmZCUDklpoBJsXrEZWJmClUnwTwCjkDAKKSOQPgKzGkbdsk25YTJJrncEee1X0DcObW0w\n", "3o8Y9x5b90yLkiLgXLAMMuv4C8DHWuu5dZ6RB8jnSTLlR+SIfbMiHZ7wjBnibMuFIzno7yTkZjcj\n", "a/un5sE8RqQi9boZApht2zLNMSzCNbHeb48XnhWCBfAXf/EX/P7v/z7f+MY3+JM/ia7Q+WYTrL9i\n", "jT5YZp/vAq8iD/qfaa2vhdjHIVjbALMAvID0JnMhRGsc6aO0Ka70pwEmNzAHakqgsFzyonZraFqF\n", "xhkoSoa5vaAKISEPXDlCnJKyIDkT0LA4DcuTMLwEq2OQ0SvkKdGQp/8jB5rHoGwBxpPEgjeWCMPG\n", "cjeGWPKW5mBpBpYXYbkQphuhYBSKpgOx9NaWqSBzVWLp01fgRxXgXYaBDDjSD8+PwmqIeRTKMTnm\n", "hjfq4A/uQU4aLOWCPwd0NqgsSMyUzZ0hXjsrrGR+FGbuwcpt8FyHuRG4kw53k+EW0L0IYw+hrUdI\n", "JZPxJAC2HAQTPvNI+Fll8hcQzcHySk0jAjCe11CGMOpPkBBRhRCgFOAg8EBr3RnH8yUQIF1JPD4w\n", "vMjvtAjXFA7pchAlDLk6jowhD1JQxxlDMcIo61mQkQM1pZBVAmVuSRFqWIHaOajUMNMEuglS6sBb\n", "JnJmYQwWBmG5D/w9kNgNGR0wuQLdKdDvgYeJ0KPhoYKJFfDNy7Y8B/NzMDIH4/Zw72VkrVpFDEOJ\n", "5u8lAgWXzJaaAjsygGpYbIDCEQlrzzIkLBvoKwRXErzaCZmGjOX4xBjpSoaZXPDlwWoukAOJ2eIZ\n", "c2cZMpYhucgrS7A0Db5p8E0YIjYOejxgkBweh8uZcDEBbi/Cw/vQ0Y0Us0hGxu/H4TxdSqlaIFNr\n", "fSXM5xnIul5gjjmLjUhtRr6yUuoYUojDC6RprS/F8dgJiKzIRhhzNuINm0YInUZIo/XqX+e9ZYTY\n", "RmKYfGYI1uuvv05PTw8dHR3cu3eP4uLiiL+72QTrNDII/58wIYKvAb+ntX5NKXUUKXJxLMR+DsHa\n", "BiildgKpWuur5v9EZOUvBVq01g+38/riAaOQZwE50FgK+RVQ5hEu2bQMu2YgIxcW9oOrGdLrRLjN\n", "dMPSkJAn/xioEUgahrQB8C/AUBL0JMN/2g8v3of5VbG2jQKjCu7lS9hDZhtMT8HIFIzPIYIMAjF7\n", "yYhCU4YE1d9BlBy7d8O2pSRDmkcsjgsHIa9VDjVTDO4ZKOgAl41RKS1rYzDcbpisgJU82NMhydFZ\n", "mLXYRuQyfeJZy/VBhh+mdsLqXkhpgoxq8Pth5j4stoDrOrg64XYqtKfCLQ1tqzA1ACPD0D2BCKtZ\n", "RGCFVeBMTHsGTxKpVHMPLcEXLAQ3dVU35Pw4YiV9wspvFKqjwJDWumUzr8WcLxG5T5k8yrlwSJeD\n", "yKGUSkVyVNq11j0mnH9aa926zZf2zMAos8ZznpEFVTsgYwfkp0ODliiw6jnYuQC+KljeBUkN4K0C\n", "Tx7MDcLcA1htA3cLpPdArxu6PTCQLASqR0OfgulpmB2FvhEYmUSMSl5EjliyItH2mhj0niLgVV81\n", "7ydjQvEIeFAWEF0gCyEuU+Z3WkTMkl3PQXY3FPkhNU0Ik8sL3iRZjrK18YYpyNVSaCPTJzIl1weF\n", "PpjLhrl8WM0DnQcJOYaIZQsRS8kD/zJM3oDVc+C+DpfS4XISXNRwNRNGPwX/Da31TJhnZBmUr2it\n", "J2zv5wK1yDraCXRvRfEnUyDpANJWBSR3rGMz9S7TGzMDeeYKIVzWa0KI9+yvKciDXMVmJQ5FuCIh\n", "WCoOGn+s0v4HP/gBra2tnDx5krNnz/LVr36V73//+4AUwfjLv/xLCgoK2LNnDwcPPtlSbbtzsP4j\n", "8J7W+g3zfyvwvNZ6KGi/qAiWUioPsTTMINXaJp4ZuvyUwAjV00gj6MWgzzKREKhVJGzwmQoXMcp5\n", "AVRXQlkt1CeLF37nEuyegYQKWNovJCG9FhJcMP0AFu9C4g1w34NWDwwnS7jFEDCqhUCNK5hblpCH\n", "QTeMp8LypzBvCSRr4cpFpOpdHlURJMV8bsWWL5jXVGQ8XzPvWQtaqM36LIcAIbM8Og2IRLuNXKx1\n", "Dvu2aOXaGfJ5yuw7yGPhCzmpUtrXkwYpaeD2iNCsTJB72bQIzbPgLpJ7mWTuZVIaTHfCQitwE9Lu\n", "QLsb+lJgyA3dWnohD2mYn4LZMegekxAW3Gaz7pUVx2InUvPblStocqtOA/e01r1r7JeE5GfNA9e3\n", "em2ykS6LcO1AFIgrBATj5Od5zTSKYkU8PY3PIowcOA7c11p3m/eSkND/q1rrse28vqcNZs00Ycju\n", "DCk+kVMI3mwoU1CloMovOVO18+DJhvndkLATUmsgrUxCx2c7YekeJN4Bbxvcd8ODVGh1wT1gYBUW\n", "xmFqFLpGpHQ6s8Cs1nrFzPECpD1IHhJ5MsrjxCnkayhDi/ldVsVbKyzugHntQuTCKo/LEuu4OUAV\n", "cN78b3k+4PEcVDckuqEoAbIzjGxJh0SvkK8sAuGJeUCmX0Lzs3xQuAwJteA/AekHpGriRCssXYC3\n", "u+C2C8pH5BK6JuBBO4z0IQTA3vKkFKgAziGtT2rN9T1A2phsmRHKOB0GbfMuAzgGfBSJl2i7YIyM\n", "uQQe1goiU0aR+734LHiwFhcXefXVV/nZz35GcnIyr776Km+99RbXr1+nubmZb3/725w6dYoDBw7w\n", "O7/zO/zN3/zNE8dYi2BtRR+sEiQnwUIvYhEZCr372jAxprsQM/sAMul3AylKqWFz3OE4Vm+xFtM0\n", "RDH9LFUJa0KsJYvBHxhL1ceIAn/SVH+8/zRbwI3noBB218LLlXAwAY4sw9EZWC0F/15IaYTMaglH\n", "4B4s3gL91+Drh9tpcDdFwty60mG8F0bGTC+QRftmWbeMpbcfCScoQXpOJSJEYAkZN9MIebG+GypW\n", "+zSyqA5E8Xt3AZeDknnfNTl1hxC3vhXuk4etXLxSagUR1pNIf7pdQI/WenKdcypEcc+BhlLIL4cS\n", "H+y+CDvPQfMMFKTC/H5IbAbvPwfvDqjvh/I+uc+rvTAxBJ3jcLcMuvdCTRqsLsPSvBT2WJoB/wAM\n", "TUBXv9Z6JNL7ssnYjYRIhCVXAFrrZaXUeSRc8IhS6vJWkkJzLivZGaVUPfLsxxASvRtIVUqZXAhG\n", "EY/F0y0RbTAkwO61g4BiF7ythnivAqgyxphhbLlyn5diP2bNPI6EtHZb75vxewPpH/ThVljzn1YY\n", "ZTIPKvIgfwe8UACFbgnrqwZKl6BqAYonYKYGVmrAVQnJZeAtgYREoAsW7sPsD4DbMLwM7V64lwSt\n", "GjoyYWoIultgZBRZl+dC5BElAAVKypAXmP36kZy5mJ6ROdcCsKCUWkB+3F3gliX3zZzz2DY3Iu8s\n", "j9EuRJ4khN9W3dCbAL0DwA2Mcdwc2/KKmdf8NMjPEK9YSjZUT8Lxn8CBN6A6BRZPges5+O//B5jr\n", "g7mr8N99DGMTcPkwXDwKd1eUOjYGo8PwwCokUYXkag0gxrLBWO7dRqCUykI8no9CArXW00qpB0iD\n", "5HNbfU2RwngIZxDibZsjFAHNSqmnfr341re+xRtvvMHk5CRvvvkmZ8+eZWJiAq01v/7rv87v/u7v\n", "0tnZyVe+8hVcLhfj4+PrHzQIW+HBehP4U631J+b/t4F/bYWk2fbTiMDzBW9aa59R7CqBOqAHIW3P\n", "IUqsBxGglrs6BRGYXYird92kPlt1GNNb4tHfHkQxnkOE+KPSn88yjAdwL+JdXJM0GSHcjNyPm0+T\n", "RVM8balF0FwPpUVwVMGhOdjrh7mTkHIUsptgcRJm74HvNnivwsQU3EmDO0ni7Hk4CyM90NaLWALX\n", "VTaNQPhlZJzlIuS+x35/DHG6o4PaEgQdpwBo1Fp/EOVvP4N4R54gReaZ7UcUyeshPJTJPJ7H04hY\n", "os4RyISejERom9yNHKgohJIKyMsRObtLQ+WchDTO7wNVBcklkJkHeZmQkSZW2YVhWOmH1T5QPeDp\n", "htQh6EqCNi/8PBmuj8LV6+B7qLep0aVSqgJZgz6OVAE369Ye5F5f2K68RjNWZhHycN28l4SMW8sS\n", "mcLjVsjp7bjWUDCeQ4tMWZubQAjkNIFQp1CKXfD7HsQIMYQ8m3s8XljEHkIVqkjJImJ5DhmK9CzA\n", "rBEnEHLVFWafZiApWF5/lmHWxjwoL5Hoh/J0OKCgZhkq56F2ERaLYaEOEqohqRxSS4ynagwW+mC5\n", "B/ydkNoufaJavHA/VchUu4LxcRh4CF1DmMaH4eSwWUPygWJM5QuExAxsxnpiwtYOIeOiI4rvWREx\n", "H67nfVFSNr0I+U1JCNEZQIxXYeWukfeF0FQHRcWwLxE6K+G378HOenAdg6w9oFdh6iasfArpV6E3\n", "EVrS4INiuJkr0RKTLih8R4x990cwObt6i6riGuPscPDcM8/7OLK+RHz/nyYYT9zUM2SvC4mvfe1r\n", "/OEf/iHFxcW89tpr/OQnP3lin+32YPUhuSUWSs17ofBvCAjCm0jok9uEq5UiCXZtBBRChQhGqzQm\n", "iOBMR7wJJ4BfVUrNIVaeh8gkXibglbLIlObxUKRx8/ej5HilVCFwWCn1cSivz7MCM4GbEcV/XY+U\n", "WSwvmd+/Xyk1AtzdDqumseDlQn4J1DbAb2VJG6JD0zLMlk+D9zCkVwD3Ye4iTP0F9M1DqxfuuuB2\n", "Igwq6G+BLqsaUcQhkEYAlyEhYF5EIb0e5n6MI8RlLfNHPTKOI4ZRjpIQBfMJaK0XlFKfIgaJ00qp\n", "G1rrYdvnS0hY4Ig53mXgDDIPXEjYRJZSagkb4UIUgdWgc80ppeahexy6HwK58KNSqXqVWS+hhqXT\n", "UHseGmahaRISFiB5BebLYbkCVCm4KyHlGHgKJByxbBRye+HQO0KIf/ESvLOiVE0LdLTpLax2adag\n", "BiTxP2LvhlEWbiilGhBP8IWtEuAWjLBLRNbUF5VSSVrrZaOcWYqNNa4tslVpPDsW4RraqjUvKLzR\n", "2qxw0UnEG9xmn7NKqYRovOtKqYPAW0hY0FngWvDxCF3R0frfi3gm/Zh7+CwZ3mzkqiMcuTJoQdaP\n", "Eq11OLn9TMOMtxzJl2qshS8VCKHa54O909K8d+kQJFWDx1Tyc81DQj8sPpQQtZX7oDul4ERXKvQm\n", "wwMNHQqGvDDZC619UryBqfWIkZHRuQgBKUJ0kn6gdTPnoYl+2IV4xKKKMtJazyulOsz3L69xjoPI\n", "unJfa33PGOiKzfeSlVKDyG99gmyZOTYFtMl69eZZyJuH/kTY8wCOtMPhKUitlFDCjH8C3v8NCidA\n", "T0JFL6TdhdxW+E+pkFkGVdnQtwc6NXQrpV70SeGmh70w0EtQiGE8YORJZqj7ZLx514FTSqmRZ9GI\n", "Yzxx230ZMaOhoYGhoSFycnLIyMiI+vtb4cGyF7k4BnxHR1jkwlhYdyJWm3ZEGXQjiuUZZPH383jy\n", "u48nS2imIRagUkRwjyOu71mzhSyxGea31pnr+fRZDSNRSlUBO3SIcvkRfNeFPJNihKBtutA1AjAf\n", "Kqugoh6aU+DYKhybgtRq0KckJjslCyZuw/J58JyHq0lwKUUSYIdN76aBYUyMcJTXYFkRyxEFdAAR\n", "fNfWEkRK+ouVaa0vhvk8H9ilo2yqrZQqB/IisSwrpXKQWPoBpHBJOEup1TT3IyMsFTJ37IpuGoHQ\n", "s2VkPmWY963y4VblvmlkDiYiwiQNcjKhPA+8edJTrCBBGmaWKSjyQeEilC1BlgumK2FlN2S9IL1X\n", "xt4H14/hnIKfJ8HNYbh2A5YfbqZnyIz55xDlpj+G41QihHdLGxIrpRoRud2qlNqHWGkfRPC9FGSs\n", "5yPhSPMIuRmKp3fLnCfHtqUhY8gqzjFp/reHa9srR3qR6IURRGlb08Nu896/r7VeVVLox621vrWB\n", "a89E1oEixDA4iJCt6ONJtgi2sMBOHUH+mXpG8kIihVnXMsGdB03VUFAOTQlwQEt+bkUKzB6FpP2Q\n", "2QhomG6B5XugOiDjHkwsSr5Un0dIVBfQ64eZMZgYhPYRzFoYjUHFGDkqkWieBYRo9G/FfTdGoFJk\n", "fdqQUm8ME88jBtgn5KKRh/UEIo9a7OF5hmxZnq0URGY9QbbMeSoRQ/tlZP7vkPy2HXWQmwWlLimk\n", "UQCc9MDOLEgthZRS8YK5vTAyDXTBag/4uyDlHngG4H4KtKbBORfcWoDuNujqJk69QpVShxA9pNP8\n", "70HSB+y/sZxAxMRTm5oRDuoZyMFaD2NjY/zVX/0VmZmZ7N69m+PHjz+xz1oerE3vg2X2+Q/AK4iy\n", "9dVQSmEwwTKDayfi7WrTtpwqo5Tu1Fp/FOI4VrJ/8GaRLx+i5LwLdG1ksiilDsjPe7Lc/NMOQ1rP\n", "IARxw5YRJfHDVhGMfkTpiptlXj1K4K2uhsp6OJgEx31wZBb8+8B1ArL2gvbD5DXwfwL+23ApAy64\n", "4Poq9D+AOx3EYH0346nMbMtAt/m9biQc4u21Fj8jMF/QWv8szOcnEUUnKsXdWAGHdYTVhsxz34MI\n", "tas6TNisUqoGKNBafxri++UEYte9iJC8h3iVx3WUeY8q0LPKKMqlWbAjH1JzID0dCjXUKnhuFior\n", "wfUlyNknic3L/wgjt+GtLHh3BdpuQ1f7Zii2RhguhVPAzVo1H4lHzSgYuzENieN7pWHPeRa4ZKyK\n", "WcABrfW7UR7DKqpSaDaQ9X6QEP1o1jlWGo8TKjdi9LK2JR5fuy0SlYIoncHVI2eRdb0EKRSzAtxH\n", "QmyCc1gUIq9aLcXOmqPAO7F45ZXkIVhkKwlDthBF6qnQNAyZPYHIvmjCv2oIGBafit8SDcxzz4PK\n", "Giivh2oPHNKwZx4afVJBNvEQpO8SQ93kfVi4AckXYGYQbqVDh0t6ineZKn6TQ9AzBNOWAWB2o4qw\n", "IbHVyNzqQ2TClhSWMrJ2HzK/LsVqrDL62R6MASPoszMI+Ro2+zUhc/euDgp1t5GtUkT++pHUj0RE\n", "jjUgOVzjPNm81y0tRpoqoTBfeEqlggpTfKRqHnJd8ItTUFAM1ZmQXCrpBm4PzA/DXAesnAOuwWUv\n", "fOqGqyvw8B60dyJ6RdT3yjzro4gO6ja/owwxWHcG7XsYIenPXDXPzwLBigSbTbBeAb6DDPr/S2v9\n", "74M+PwMFha3aAAAgAElEQVT8EFmZAP5Oa/1EJy+LYJnBtxuxVt4KZem1XMzrhDYEf8eqkONFJn8J\n", "EvoygigKEU8WsyCdQCyV9yO9hqcBSqk9SBWhDXcztx1LIULX2nyYIiNEqXSZ47nkOLVVUFEHh5Lg\n", "+DIcXoSVo5ByCrJ3yeI3cxUSP4KJXriYCecVtCxCZxs87CFGS5NRROuRYir9SC7ftO3zWsATidVb\n", "KfUCUoxiJuh9q8HgB9GsROa+f5EQ1R8j+G4l8rvu6hCFGsyxTwIPtdbdSuLxK5HnO4AoZlNm32zE\n", "0lqIPPfueBEcMxa8QDYc2g1NJfCyD57zgX4Zss5K8vj4e6B+Ap8mws/ccHsILl4H+uLh1TLe3lLC\n", "9ARSgeaVGnnG6/5+JSWBDwK3Y/GIRQLzjPbaPaRKqecQy/GGC4cYMrEDefZpyJy3Cgz5bPsZb8Fj\n", "hGqVAJkasxRJFShv7+bJypFWWf/18iKtNakWITkPkLFshXmH9N4rpfYjikxc1nObcliEKINDyPwZ\n", "3S5r9EbJle37x5HrjyqceTsh+kROBTTuhn3p8IIPTkyBrgP/EUjdDRkVMNsHs7dAXYakO3AtDW6m\n", "SNHNh1PwsAN6hgl4peISHm9IRg2S1tCJ5PBuWZ6mkrypQwhBvBGvsWl0tFmtdZvtvWKgWmv9se09\n", "hZCLBiRssMXy1pnIiwoCeWcJiDy+haw7I5HMV6OvWeXzM6G8ADILICMD8l3Q3wC/2ib9L6vmIS8J\n", "JmvFkJtxCDz5MHEHls9B8nm4nAwXk+GSHx52wa17iDEnIlls7s0UojNXIjUFRhG99N0gL1YyYhC6\n", "pG1l5Z8FOAQrRoJlBm4b8BJidbkE/Ka29X4xBOtfaq1/aZ1jaUTZLEGsiz1h9ksCXiQGa6PtGB8S\n", "sMrmESj5PrSe9cgIq1MICdxQRcSthglnOYoUttiMhnlWOegdBHKTLKUrZGECo0gXQn21hP8dToRj\n", "y3BoCXzHIeUkZDfCTC/MfQrJH8CDBbicLk3Pu6zO7n2skyAbxW9oIJD43huKqJlxfTNChXovUjCi\n", "O+j9EwgpiSrM0ijNe3SURTFs309HFPyRUETbGDm+jDw7PxL/8jDcmFGSq1OGCEM/4uXrjdajtc41\n", "Z0NJrShKZ9zwhRkorgP365CzG8Zvg+8fYbAN3sqAjzSMDcL9Lhi3CH9Uiosh2UdYu3FlI5KXM4CE\n", "YUZUBMfc4yOYvkPRXFc0UFJp0qe1bre9V46QjLg0tDRKgDXv8xBCpBCilEwgp3UMeQ5PKCJmTB5F\n", "coLikthtFLRahOB1IoaSU4ToX2bm/WFErsRVKzDEsQiZcxXARSS0eMtyK4y8Oo4o8OuGh65xjOeQ\n", "ELI1q41uJ+Q6k0pgbzPUFcJZP5yaBs9+SDorRY+W52D6DqxcA+9laFVw2yuEqn0JhrugpRshlHH1\n", "JBnPfSnisfIjxuf+rSbehtztR6roxbVVgRkrzyNr55zNc3wnlGHH6JI1iPFvGbkvK4gseWQsM/P0\n", "ZSRc/W/CRWJEeI0uhHjtBXc+NI1DuiFeZRoaFRyahToPLJ6BtCOS2z3ZDovnIeUj6fN4KRXOaejt\n", "h1ut4OtfQ16kA7+E6EbDiK5rEUprfvYFfacQ8fR9EIvReKvhEKzYCdZx4I+01q+Y//93AK31n9r2\n", "OQP8r1rrL69zLI24qVvWUoSUUtVIJ+6YwvOMxXLaEjZm0csjYJVdwZAtwvTYsilgMYXbbRWMQt8X\n", "rOhv0rmSkeDnAiSHY46Ad2se2AE7a6C8Fo4kwvElOLAMy6fAcxKyGqTR7+w5SPkQbq/AhVQ4r6Gv\n", "D262gy9uVbzMwteAWMjuI8QnXK5SBnBYa/1OhMcuA/K1LTTWeDGsMIqoJqGSktsurfXdaL4XdAw3\n", "klcxbpEsY3WvQMhSKhIW92TZnLWPm2eOkU/A8xe3fCNz3aVwaC80F8IrPji1Cv5XIPss4IeJdyH1\n", "J9Djg7vpcFNJyuXoCDzohJEh87vDViM053kOUQhClvC1ea8+1FJUZAeS2xPRemDu93E2iWQZpeYl\n", "hFDM2d5PNO+vW+0rynMVIM/eCtOzFKV5Avmu9l4+ltKUg1jRNyWn08ztGmS89wFvhSF5lncn7l5F\n", "sx6eQZTpY4hhrxUZmP2bqTiZc59AjCQxeeiUhLjuRMbOU6PsmTFdBM0NUFUDzyXAmSkoLgVehpwj\n", "sDQFUx+D5z0YmoIbGXBdiZI80gutHTA/wib11DTrRaXZJhFjwpYV6gm6llqgik3sc2Z0tQKt9flQ\n", "3ivbfvb85iIk0mgV6Qn5mBxWgXzAh2b/DqTa4YbJqRk7L2JyY83anwbuXKlOXFYKxxQcnZfgqoXT\n", "kHoMMhtgpgdmL0DK+/BgHi6mwwca7nfCrbuIZ8vqOVmAkKsp4BfBctEQ3qZQhlMlubOregN5otsF\n", "h2DFTrB+DXhZa/0/mv9/Cziqtf592z7PA3+P9L/qA/5VKMVQRdho2BC2W7EuCoYcHSTIJWv7PJNA\n", "vkEyQgz6gq0vSqruNCCWmm0pwRwJzAJXiyQqx23UqwhmkVlAS4FGKNgLmcVwdAT+SR8cXIHF0+Kp\n", "yqqH6Q6YOwfJH4rgu+CBTzX0dEbrio/w+tMQq1keEk60bl6eshUNiPAcXuC41vpt23snEGvVmv2U\n", "whzvJJKXGJNwtpEsEGU4ExFc3Uiuy6NQwQ0cOxkRgOVIXLzl1Yrn2MuBsjpobIYzLvjCNOxohOTX\n", "IacZ5kdhtg1Wbkhp/l4f3E2TKpK3kH4zXZ0wOERQ4RMlse/zoTx8tn0agBSt9Q3beyVI4vWnkVhX\n", "N5NkGbLbqEPnqu5CSra3PfnNqM7hJZCjOI+Mn37Le2nmvr1iq7WlI2GVhjBzGQmVmQ1n/Y3xOrMw\n", "4xlR4oaQghj2yoGFQG0oJTAO59+D3O+75p6UIR67ZCTsrIsI+tBt4LxxI1e2Y+4D/Frrm7b3UhE5\n", "uIyMg3nEqLawWUTM3Mc8KKuG+iY4lgzPLUBzEqx+EbJOgcsD45+C+jl0jsCHaeJAHBiBjg4YsXLk\n", "4uZtD3GdaYi3qhgxOnWs5xVTUVbFjOJaXATyrS7HU5aGOJdCjFT3EBn7mPfKeHbLkbmwiMz/fi1N\n", "lDOQdTQVUwjDGMFPI4Sq13x/t9nnho4hhM549Uu11k/0njLeuELYUwvFlWIQProEBxdh6Rgkn4Ds\n", "ZlgYhZnLkPA23J2Fd1Lh/Dzc6oCxZCRkOR34+3DjTUn4dqu2Vfw177sQD+DNUB7ApxEOwYqdYP23\n", "wCvrEKx0hHnPK6VeBf5ca10f4ljrEiwloVH7dZQJ2msc7xTiHl8zxE89amBLBWKZbQtaKBoRz8f5\n", "zVgUY4Wx0LyAWKviVgTAKJPN5rjBxFMB2ZBRBI0NEvd8TMPhOcjwQOevwPEqyKmGqXswfw48H8G1\n", "BDifAhf80NMBty1SFVfyahSCesTq3okkFUckZJVSLyGhYBF7z5RSX8RU4TLeK6sHWbTeKzfiffh5\n", "jFY7q2hFNVL05S4SgmC3FqYhytmGq4fZrJO1gELK2W84rCPMOZKkJPzefbC7QLxaZ6ZhuRH0PvA0\n", "QUYVLI4L4fLdgrQr0L8ALelCuG4CQ+NC5PvcSN7M+2t4MV2I1fOJ8EEjrOuQvK11FZjNIllGqZ/T\n", "IULCzLM9joTERZsrabwFlCNkqRchB1GFUhkr+l6kQqzfHCsDWWN7EYNWXMiWWeu7tdYPzRyqRCz4\n", "48j65Tdj9QUkfC9u+Q5GBh4nKDRbPR4WtYJY7ZcRRbNXxxjGbcjVceQ+xi1vSgWqat41im+qOU8v\n", "8jtSbZsHyc2dD7MtbmAN9EJmBezaC/sy4YwPTi3AynPgPSNhXOPXwfc2TN+GD7PgXQUPeuHqHUSe\n", "bEVVvkzE25eJEOiuSOSYkjzBGuIcrmrm/GEkPC2iFi1xOGcO8AUkhPojJHUgCzGqZCJj5qEOU5VU\n", "PV4IYwFI1FpfDtqnCNFDBhEyFjVZNnP/efP9taoCu4EdktJQVgMHkuDoChybBv9+cJ2C3IMw2y9V\n", "b/+/DrhQAFMj0D4PD28gciHkODA6VUUYopeHkOMPYl0btgIOwYqdYB0D/lgHQgT/DWLZ+vdrfKcT\n", "OBis6CsJEfym7a33dVDpaqMwzMfREleClNCOqFy5mYRFBCx1bVrrUfO+VWns5lrH2A4YS7tXx7FZ\n", "pAokX7YjyuQDxEuRD+XlUvlvpxeO+uHgDBTmSY+qtEOQVgqDHXCzDQ7+LVx3C6k674eH9+HuAzaB\n", "VJnr9pjrLUKEXkc0i5UhR806+qbAh5CiKH1KQmt7dYQVAIOOUwSUa60vbOC7SQQS77MQgdSFWJqP\n", "IzlZLUHfqUXKwUdd0j/E+auQe9+uIyxQo5TyRKMMyfOprIfqRqhzwR4FO+dh7xwsNkricmoTZFTD\n", "0gzMtIPvJnivwOgM/LQQflQNKfdhYsB4uAYRK/eS7Tx1QJoOE6qsJDymgjWEadD+cSVZxtr7BdYI\n", "AzTjsFtHGBJnvEBWGM8EQgSGN6KomXFVgRil5oI+sxSwYiScsBeZOxvNuS1DlJaPg95PRHJQHlWI\n", "NGM0R2t9ZSPnCnP+o8h9CpnnYtbSBsSIZ0Vm5BOicXkE50pFvPFWef1Obcu/ixeMsfMw4nk8gBgq\n", "Q3q6jQfATrq8CPHyIlb9RQKNnIO3VdtrLpRXQV0ZPOeH/2YQsvdIXlXOHpjugrn3IOEj+CQV3nXB\n", "rUm4ewumojYAbBRmLjfI9dKOrchKBN/dgYSOryDeiriE76lA9dKWjcidDZzP6mWXAfwOQuo6Eb1p\n", "ikDvuHXvi9GvSpH8/Kuh1lNDfBqRFI/bWuuBDVxzAdKLK6KwfRVoH1MpMmeXB06uwt55GHkdSp6D\n", "0jwYuwxTb8G3PFDeA5/64F4LdLQjOX72ohYKMdxdDWXkURJ5kBxPXW6z4BCs2AmWCylycRZxfV/k\n", "ySIXOxDhopV0rv5brXVliGOt6cEyg/kLiBUwbO5ElNefQCBHIZpGswoR/lY/h1YkzOMUYqXqisf1\n", "bQTGYjSpA1WzPIi1MW75Fua4h5F8ii6gHHJehcIceGUATizD4RlIaAJ1AjL3gSsVJm9Kj6rkS3Al\n", "Bb7bCKPjMHcBWu8jxUU2xTJjhHwtskh3I8RqIyVWN0TyjcLtRcJk9xMmNDXC88+EU9ZC7J+MKG7F\n", "iMVwGJmrI9oWumPI1zGCSJYZ65b1Px6KvxexwvkRb1bYMWk8QXuQSp/3ovG+mrmdBe4caCiH3Aqo\n", "ccM+BY0LsGcOVupgdR+k7ILMGvAtQPsgcAnKP4KhGSnPfCtR8riGR6CjE0aGEc/Lh2utG8awYZW2\n", "Xndcx5NkGWWhTmv9yRr7FAFVoayltn1cBEI9Ewh4VzYcWmSUhDzECxz2OOYZ5iMhRHnIOOjFyJMI\n", "z+VCvFIhe4+Zz08j97zP/H+WOK2XxgK/mzW8obZ90xBrfTqSB5qA3PdERDF+QmlUgV5leYhCn4Ao\n", "s6OI8rZpnholxXtOAz/a6Hg1zziFQBPnRAKNnU3/vJQKqGiCmjSo9kFTGuw7Dc27QE/B1Efgfguu\n", "r8AHHji/CPduQ19nvAhKhL8lGTEglSC5QR06ivBIFShCdRF5nhFVqV3nmIpA38rLoeZArDC/OwOR\n", "L9arBzGOWM3LfYjutqn94Yz+swcxGt6Odvwbo1N/OGPBGt9TQLWU+c8+Cc3L8FvdErq++ipknAHf\n", "Esy9Awk/h0sK3k6GaxNw9yZMdWvjrVdS6Tcv2FNnPktE5tw9/ZQ3/nYIVowEyxz8VQJl2r+vtf53\n", "Sqn/CaQPllLqa8C/QCwy80hFwSes4REQrDKgUMep8pXtuA1Ik8nbG/iuQhbTeuS39RAImdvy5FVz\n", "j/YiyrBlkT2EdI6PS4iI+c1N4D4Ie6egeAccVbBnCe4XQcV+OFIJeU2wPAPTV4FPYKUdzmfCRRdc\n", "90HvfWgfQEIh3o9FYYvgehsQa/lDJO9iQ56xSLwCa3w3C3k2S8gCvlGF5CXE6r+WYp9MwFMVllSF\n", "+F4SouAPaVt+mQqEOMWl0WhAGFFDmIqh5pwnkFKRWYjiMo8IlqjnljlnJpALu8ohrxyqUoTrNS7C\n", "vhl49yRU7BQLeUYt+OZgug18NyD1EgwuCOH6hx3Q6gHPZejogpFBwtxbQyaykGe2rrIVL5KlpIjP\n", "xFrGHnNPXkII4BPjyXgpDiAJ+V2xKqtm/tj77UTjOXYj47kMMVT0I0RvzZwlc/8T9RqRBSqQOH9O\n", "az2rlGoC0DEUkTHHtXJQ2nSYQilhvpeLEC0AKwfwAGIY6kYUVotUJSFeL4tQbZWXJg25ZxlISGXc\n", "qtAZJbIY9u2Cukr4oh9emAb3c5D2BUgrhpHz8LO7MHEf/EvwoR8678HddmyFBUJccx1C3mYQT8oM\n", "Eka7YUXIkPJqoAoxANyLVsYYQ+hJhBRYYZenkIIsG7o2s54fRHIdQ3p+Ngqbly4PUMi9tJrLTyHk\n", "CqSwyy1kzpauZfCJ47UlIMbUKsSD2BWFQSYTKVz2nl4n1NA8o3yz5SKyfQQxoqZCUwPU1sHhJOgp\n", "gq8nQPoXpNXMRCss/RymrsEHmRLC2tMHd+9LGxoOEcbwbyPiH26W3hQPKIlK+1xgMwnWmn2wzD7f\n", "BV5FFKR/pkOE1URAsE4iynFcS6KrQDnRd9abUGscw0parkMsiGlIlZi45pqscw1WaMElxEPSjkz4\n", "vYRo+BflsU1FwOpyKGqApT3wq53whWEo90qRCu9hyKiBkX642Qm5PwZXP1zMgAsK7s1CVyv09iKK\n", "gFVZpwFID2WtiRXmug8i4SU3Yl2MlCTBV69l8V/juwr4NUT4rNmceI1jpCE5jk9UL7SRqmJE6bH6\n", "7qxJqkIcJxzJqgVy9QZCE9c4VzqicC9jez42K90DbcJZbMaMOrP/PR2UCBzluRVyn3KhsQzSdoKv\n", "EX6jDfbNw95Z0LWwegA8xsO1NA3TrfDxOOz8KehpuJ0ONxLgwhxcuQhzncHEwVj6PYgXJZKQmJhI\n", "VjTe/lAGJnNv6hGjxM1oyMEa53EhSsMKJucphmOlIiFDpYjy2IuQrYWg/awcwvfXUy6NcaoGyRNJ\n", "QojRhmWC7ZhlG1kvzPdLEO/DNOIBOIV4fq8gityoDpO7spmwkas2hNydIg6VdEVxLKyRVgwnPPDS\n", "HNTnAV+GvKOmV9Xb4PsQ3suAN1PgfBaM/wBWHoQb64a8NCD5th2I8p9h26xWAtO2bSaCMWN5GOuR\n", "59GmN5AzaOaGVVCow/b+aSTPLWrDhgoU8eoz1xUXZdfImXpEzjxgDW+2Gb+VWutPzJpyEpMHGY9r\n", "ieBa0xCdKAG4Eqlx0BinFnRQESsjG+3htwmYeYjMxVCVST3gegkqq+HFRXhpBU76YOWLkHUG3Gkw\n", "9gm4fgw9U9J/7YKC8+nQPwhT7yIyPFim1CGhzHGTx1sJcy+rkFzYYUS3j2r9UIE86IhaowR9VyGR\n", "BZnm+8tmPhcgcqUGec5Xzedh5dVa3GUr+mC9Bvye1vo1JbHof661PhbiWOEvMpCQ/fZm+ByVNH4b\n", "j9UKZx5QGbKQZCDhkJvqEjfntcocX9RaT9o8DglIGFZUCpIZfFmQugOaaqGwGA4qOLgM13bAoRLY\n", "WwPpeyElGybvwuIF8J4TZfNHO+CtUli9BYOfwlR/OEuzuWfPI4IkJHk211OITMhRHUFOgbECH0AW\n", "9LjkIJhxMqo3WOZeKfXPEWvvhuKnleSHpFvWeHPvSpAxZydVG8qLsZ3HIlmD2lSZM88gbqGCtnMp\n", "hDRVYpofKwmDdIW6T2b/IvMdP0K04kEAjvGoqW19GRRWQpVHbBWNi7BvFlbqYfg0ZDVCSREsTsBs\n", "K/iuw/xV+JEXfrYAVy/B1COFz1zzAWQ+Xo5kDYuFZCkJ/avQEeTNqUAI8dta61Vz3v2IQn99PYIW\n", "4fUkIRbXKaQCbDwT97MJ5GtNIh6eIa21Ns90KNJ13RDhRK311VhlggqUfr60npdtneMkIETXhRTk\n", "qEII4OV4eiSiuB5LFrdoUwHVEMlqxMMdbcGUJKAYDuyGncXwsh/OzAMvQMZLkJIjCmjCj+HWLLzj\n", "EWPGrRsw3olpBaK1/jTEse0he12IweYJwqwC/ZAygjYf4uGyvDKDOhB6X4yQ3zlzLzZEdM3acAQJ\n", "O78V9FnEzeyDvlduri0uxhFzTBeidFYSQSSI+V1nkPk+at6zPC/rGjziCSXh+bVEeD9sa+LHiGEs\n", "H1G2vcgcHEFIz7reYtux3gMyoLJOKl4+54Izs1BVDOo1yD0CC+MwcwPUpzDxAP7tYSjugDYfDHbD\n", "7QfgG9ZaT9sIa6/expSUaGEcGtWIzjKAzMkNOSKURBq4ta2Kb4TfS+RxeRzK220VQnoBibj4hDBR\n", "HJtJsCLpg/UfEUvqG+b/VuD5YGV6HYLVhBTPiKgs9gZ+Rw6wV2v9XpyOZ+V21QPnkTCoTQndsJGp\n", "a/rxyobHEAvW9yKxwhpBVwCVZVBeB/UeOKRh/yzUJsHsCTlPfh34zEKgL4C6LU1/LybBFT8MdMLN\n", "B4iy2oxYJ+6upVQZMrQfWXhXbO9b+R9VSCJ0N5LIek2vESamlKpBhMFj9yQWmGt5iQ02uDYWxV9G\n", "SHDLevuHOcZRJAx1Apn85Yjg7yZGUhXiXEmI9b/fIqgqzqGCQefLRLxZHsQrsa73QIlHsR5QSCng\n", "gY0o70ryZJqxJTc/7uHaVSEhhZUeGGuAr7TAq+OwvBP0AUhtBm8xjLwFiz+Ef0yGn/rg6lUYadNS\n", "OTIBMYL4dIQ9/DZKspSEBQ9H+h1rf+S+NxLHxqPG23QMqWQXU0n4dc5jVTasRATiAlJQIWKjnDnG\n", "KUQZn0HG43sbHFP1SBGUuCejK6laW4SsJVsSEmjOm448y7v6yWaoBxFCcieUwhK0bwa4d0BznfSp\n", "OqLg7CxUlYF6XaqwzXTC3C9g6QK8kwlvAW0P4E4LtuIINkXzUTsJoxzVIMR0QyF75jgexMKdjijY\n", "bmRsVJhdWtaSQxGeYw8B77Y2BLYI6ZPmRjwwnyBRGJFsZea7l+MxNmwEvw5ZI9oiWfuVUqVIMaZz\n", "Qe83Awl6i4uBqUC4s1VpcL18yJ3IGJok4KWKuj+aUmo3subbo0HcQAkcaIaGEnjJDy/OgGsXqGOQ\n", "uQfcXujugL7b0PxTaPfDVePd6pqEB+0wOIF4Zq/qGKI5tgJGDtQghrBeJD9xwzqEkY2nEJkdsRHQ\n", "3PsjSDTdjQjGgULm4B6EXC8hzqQ+y6iymQQrkj5YbwL/zppoSqm3ga/roCpN4S7SRlY+2SjTjfC3\n", "PIdMvHgp5ApRjtLMW9fjPQlUIG77rrZVAjPK8RlMaEnwvQ46Ri5U7YTGJjiUIM1+D84gFrBj4qVK\n", "zYPxe3ChH0r/EdQIXMmQAlKtS9DdDl3dBLmyzWA+gCjAV9YiJkp6q/i01nfMZKxCLNMjyGScNPvl\n", "EygwsBx0DHuPj4hDAiKBijEHUEmBl2UgNVjoRPj9ROBXEIKVjUzyrs1UsMKQrHogQ29OSGcq8JvI\n", "QnZeR1gJSklBh3rEyn8fWfwiVaojypMx+zUDddA8KUUz6pJgn5aiGbUFkPwb0g9l5ANY+QH8LBF+\n", "rOHadehrQZT+o0ivp4gUjGhJ1kYMAcYa/zoSVnxVx6F5txJvazKi8LXrLWhubjt3FoFw3E5knkSk\n", "CJv7fRK4gAjVqD2kKhB2HtfCQkHnKEPI8Jbk+65FrsznbsRIloMosb1I5U1t1q48KCyBmnqoypSW\n", "HfvmoN4FC2ch60VRKsc+goSfwPVF+HkKXJmG29dNEYCQ8t+QkpOIx6EIsZAPIeMuXo20M5DiJ7UI\n", "aY/ISLLOMWsQGXcNKYZTjHgnBxC5BzL3OxDCnxjBNovkccXc10sFQlRnEN0oonUhlPfK9pnbfNah\n", "Q7SP2EyYc9v1g7DhnOY3JKxnLFjnfNY68F44gi/jKr8adu6GXalSdXn/DBRlw/Rp0CehslDCY+eu\n", "g+sTmO0x+lcifJICbckwfh4h1ZvefiAamPu4EzEGb7i4WIjjHkYIb8TFxoy+bFV0jSq/1ugY+5C1\n", "bRnxiq8SMOBsWx+sN4E/1Sa50RCsfx1s2VuDYK1b6SoeUOJWL9RaX4zjMd1ILskEppGttsVYx3js\n", "JESodAVbm43VRCO9jU4h1r1O2+eJQCkc2Af7iuC1ZTjhh5VjkHQQsptMCeub4L8Arlvwb3fB5CrM\n", "D0HfILTfg6lB1rHqmAnWiIT4XQq3SJvf82XEUpSCEImuUAuG8Wh67WTHCMBDiGCKe48P4xHs0RGW\n", "tA76biZS0vgDouxhZe5fMaK8VAM/Rp7nlvTBUEG9dFQgpLMlWsVznfNYlugBJK9jP6Ig3450QVbS\n", "J6QeGT8hq66F+E4ZYmldM/naXN+j8rnm/yxw58LOKqirhl9ZheeSwf0bkHsIRi/Ayt/Cez74YQLc\n", "uAMdLUgBg/FIF/loSJaxHBdFaghQgd4qZcAPdRxCmg1hO4pYV/9Ox7EHU4Tnb0AMWzcQBbYCCQfp\n", "JoK5Y2ROE0LWS6KVPUpCDZf1Bj3VUZwnF4lSCFkoJo7nyUCe55311j+zXhQja9UOKHRDlReOrcBh\n", "PxyegtQK8J+EtP3gLYTJVlj8OUxcg/cy4R0N99qhtRUT7rnOOa0GtHuAc4ixJG6GJxUIuWtDZPlB\n", "xAh0e6MKuJKwtVNIsRaFrHv9BMlTtcEwwVhgjJiNSAh2i44yByyc98r2uQe5h8uI4XlLQ11VoF3I\n", "rUiNeBs8TzMSebXuOm/GsNU3tB5K8sXRMlgA+6bhxRJwHYXM3aASYfIW+C5K8aX3UuGvG2FoAfQV\n", "aGmD+QEd56bl0UJtUpEVI7OsPqKR6lHpyBrWsVEd3IzbA5jweUTGlCKesO3pg6UkRPB9rfV/Nf+H\n", "DREkRB8sJWFRvaGsZvGEIR1nCdE4NMbjpiIPxSo/O4JM7FhyZFwE+hYFJ2JaFbHe01r7VKAa0SVg\n", "Gc4nOCEAACAASURBVHJqYM8+eN4DL89AWQMk/zJkNcDkfVi4CsnnYHAKrqXDhQQ474GuFZh8ExF4\n", "UReLMItuE0Fx0GZhsayOhebtv19LcJnvWGEhXbZj39mMcWKUhheQik5RC1RjbRkx13raXOeaiqxZ\n", "nCrMNo94Zwb1JvS0WQ82ktWrtb6vwoR0xniOnUCmNkm7Zj5a5YXXDAkNcawcZGFfsx+KCjTgvqLX\n", "aSxriFiJDpPXJAt4WRPs2wtf1vAy4PoK5J2CiRuw/AZ8MgM/dMHF+9DhQRTBiMhHpCQr0vXSzCHr\n", "/t5AwqAyY7XMG+/RK0hI733EsPRRLJbgKM+fiijbj3mPzJioQDwFg0guYdhnrqT6oBcJE72kI0yi\n", "tq2/78ZrbqxzPi+iOAxsBqGzkat1ewsppbIhswjq66B0B9SnSHuO5TQ4XAN7a6HU5E5O3oDVC5B0\n", "Fc55AyWrb1yH+Z5ILPHGyFGCEPlZxLN/N15k0xx/F5KDc9HyoBn5ayXIX4nCs5NKoL3LHsTg1o4Y\n", "W0IqYioO1QQjhTEENiEGqtaNkA9zz15AlM6wxMzm2ShB1vctK6dvzm8VARlCxky8DbLJiKcuqhA2\n", "2/dTgQKoaQL/i/Cl+3B8BQ5MyxzznQTvfsgoh6lOmLkCb3dJheaqYbizKoXFOtugrxdbsSszp5sQ\n", "+RO3hupB1x9TkRUjm6sQw9iwDkQwRV2ZVQVqFMSsH5rz/1PEUD6ARKX80WYRrEj6YNmLXBwDvqPD\n", "FLlAJuYgIiymVFAC9oYvNPLf04jck5jK84Y4rkLiT2sRojXBBpOUjWJkJcXeDPrMjQjDR/Ho5v1d\n", "kPUKnJqHL63CF+elsk3Wy6BcMPELSPip9Pu5miJFqvpGoKUdpscQYXA+UiVjjWvPQga6VW64HMmZ\n", "mEMsC0NK8vqG1rMyqEAM7jQiEC5HKug2cN1ViPJ5fQPftcq+vqO19hvFbUmHcW2bxa8KIZ0DSKPQ\n", "aaXUGcTaty1WKSMwTiBj676yhXTG4dj5BDrUB4d9Wp/1IOQi0tA/S9ENG0KlpBJThl6nqWykSoPZ\n", "N1Uqbe49AF9KhFd8kPwrUHAWJtth8Q24NgT/xQtvp8LYu8jCH4lCuSbJMqT8RdYxBBhr3n6EuN/U\n", "UkHJ+u67G7U0KgmJ+TUkTv3nZtweQMbJlljg1TptKczvLEPI1gqyDvUHe7XMOnsCCdkaj3TuGxk3\n", "qIMSz83xqoGV4M9ihflNhxCPwLV4yUoVKEoQ1tIv+2SUwa5d0Jgpw/PgNBRnwNIp8B6UlgeT/XD/\n", "Pnz6AEZ6IMkHIzPQugwP2+F+O6IEPjG/jZ6RbLYk29/FiDW5RWs9ruKYI2qzvq8ia0io4hhWmGZY\n", "D6LRYYrN5kFkfxmS8hBRRWRjlIs53yvMsd2IEaESCe9sRyI1Nloafk3vVYj9rfW9CymcsWWlvc1v\n", "tyq8rhkyuIFj7wKIk3w8BixDvoa6OqjIlmm5dx52r8L8cUg6KuXfZ+agpRPSfgHZN+BiJpx3wY0V\n", "GOyAO32ILtqNeF8eImQlnvnbMRVZUYHegdOIjCpA5v0wYmj2aK0/ivBYhYj+Grd8fHPcHcjYeYCM\n", "2+3pg2X2+Q+IVXMO+KoOXR1MIxO80GwJyCI6jSxGmz7xNpvQGaVvHzJgZpHfFW1pSqv6yRX7PTHK\n", "1xFMiBzggqQy2LcfDhRARjZUZ8OX9kP+cZjuhIU3Yegm/DQTPliC/g5o6UIsBgvmuIeBaR2nBHWj\n", "hB1CLOYDCLGatn1uEac18xfMs3oVsS7+540qhRFe82n+f/bePEay7Drz+92MjMiI3Pd9q33fu6u6\n", "q7dqNvfmUJaloUF4LA8NyBvMMTw2QWoEmOQAhmYkCJgZ2JBoDoGRZzQayrRkUBY5Itns6r27qrqq\n", "a18yK2vLpTKzcs/IjP36j3NfxauoiMjIjIjMqOr7AQ+xvXjvxot379m+c44I0VVPUKPwTWlD0VRC\n", "P+rRLiqqUeDbEMOqGhE2d5zfpJJc7l+spwBKhcvImkIE8cusoURqmmO+TJYoldnHyeU7q3OMoKok\n", "heqxMRoF6lVEGcsqWJXkIvTlqjSY7/ihcRscfga+UAG/EQT/V6DlSxAcgeCP4Y378Bc7oWIAJsdg\n", "YBCmx5D7Ja3AM/PjOWTepFKD+5AGldlyLvsRD/pjSqExmhf0GnIjjMfx6wgd5K9c64cX+X8v5apQ\n", "rhVqFU19Xfv3IVG2KcTbOu7y9AYQL3Q10kx3pZL3rUjE42TK2txm3l9AZFzBc7OMAbcfWVdP5zpH\n", "shzPMa4eU5LkHqzshn17YFsLvKLhpTmo3g48D7UHoaIOZq5A+BQEPoRrGs5WwXsKLmsYCkIoiqwj\n", "DxB2R6oB5TzXiNEeMY/O82mdktesClC+2hhqRxGn8bVsa66S/K8jyH97QT9apKkRoYaPmm2eZKny\n", "nIvIKMnVqkp1qK4GKlkpMXVzeoLdR5x5+eQc5eyISvmeH3H4gKzveVcuXQ1UgSmDrujVW/nOQ3O8\n", "RlwFd8w91yaVnNv74GAZHIvCs/PAXlg6AY0HobIc5i9A5CPwn4J3A/DDPeI0D12As9eR9SiAyN98\n", "Hehlcv61FVkx120PEom+6J7bKhn9/RLJ+TSBrNdpz2Pk4XYyNJnPFypJdX2n4AaW+dN/jAio28DX\n", "0nnXlVK3kYUljngyj2Y4nnYP0ixyv4kYDHEklOs09CxoODdlHM8if1pROO3mJtyOLCgamTS5erL2\n", "It6mD93XwCgKh4BrwJz0EtlzAF71wevz0HQQAl+Bys0w9DE0/AWcWYKf+cWbfvocEpmIpZzP6Qew\n", "6vK7K/wOhZThTpsLYYRkg86QD+f6vYMITSOej/BZYaxO0vuqKRoqSa/5tUtpqwBOaK3/zij5ThRv\n", "GZlHY6nX2nhKW1eKtKwHjKB2FtFx8/huHh7PY0jEIWuFUHPPOM0jc/ZGGQ/WPqRpY9D1/j6Ezryi\n", "h9FEDy+v0cD2QeUmePYovFYFv7kAdZ+Dpr8HkTm4egEuXoXjn8DZWjit4HIMxobg2m3E2bGUcswA\n", "YmSNuh0fSqK/t9J5Dc29dhBRWM/qNAUDlESYD2utf73K36gQ48oH/PtUZ4dKUjSK1hjTrKtOoaJV\n", "GXLmnm5H6EoNyH09gsieZuA/Qfo8ZWxGb66Bk5s4bt6rQhSGKsTAnFSSH1apC1AkIcM4tiLrSc60\n", "xjTHeMy4EiXY1wl7d8PmLjih4cV5aOkDXoOGoxALwfw54APQV+B0LZzxwjktZaYvD0LkoUJk1sIu\n", "ZA13jCe3ERVGctlW08dPIRTRW3oN/ZZcHu+c6UTGubAHuVc+1sK+8ZtxnNdaT5j78xjirFxVVEOt\n", "giZoxlJN0oCqNa99iFN3wb1pqXDabfa7kaoDrHKcPUgz4cdK5ufwXaddRx/C1ChYtCHH89chynLe\n", "OdxKmFCebOvFGo75AuJUG0t5vxyp/twLvdthZ0AKZXRE4NoROL5Vol41vXB3FMbPw9b/DwaW4dc1\n", "8HYEzk7AdAVwCSnYsJYenQFkjV9G/r+c7yPz3zvG0F0zhnSl03cjDoHLyFxrRRzTGlmzJxDnZFxJ\n", "Ma5uRFcuWGQyw9gTxTCw/hDpCfSHSqlvIwrxd9Lsdws4olfOOUk1sFqAXVrrt82f147QpmqRSeD0\n", "+ykoz11JAt0erfVbhTxumvPUI4tmD6KAZ40QGaOjA1EUY+a9CmA/lO2HzbPQVQt9Png1Aa+FgNeh\n", "8bMQD8Psf4TJt+GfHoK5uzB2Bm5krJpoBETeEYq1wKUsXXcvKOZm3o5cs7NaaCHlJBWrgiesmonq\n", "Xa1QNN99BvGyDqW8/1XEY+5E8W5nu8ZKSiBPrEVhKBZMJG4fopCeWo1H1nWMLci8fj+d4mDug+YU\n", "T1YjEs0aYQXvsus7vYjwfk9rHVLJqmNvphoDab7bAWzRWr+7ip+W7jjl4OuFZ47Bq3XwGwvQ9hz4\n", "noOavRANwtInED8F/nNwrhLO+YV1PTKZGt0yBtNzyP11yczXE0iUM9VAd67ZMCvw4dUqo7VGofst\n", "5F7+s0zrsZlHjTqH3lxrgZKiAS35RC7McUxfJroQxXQMcSIcAP73TMq+8ZZ2aq0/MNfEURYHEWXf\n", "KStejnj5i+JVNedw5ub5VTjvvIiy0gE0IZXtZoB2OLALevvgZQUvLEB/I8Q/D/XPQVk5zHwIZW/A\n", "/RGpbnZawbVluHsDbt8lTaPUYkIl6cGrMujNPdrLGo1TJcVd9iL/eSdCFR00nx0g2b9sLWX/s9IE\n", "lURPNyH/XRDTLNm1LWdZY19D/ut6xLgoWu5VDsdx8ntXXKsKDTM3DyAOkY/TOaFyOIbDjChI9Mp1\n", "3HZgm85CjTP/gVMoYwe0t4OnDzqXoFvB4d1wYDPU74blKZh7C8p+Ae954acBeKcShu+C/sVK+nrK\n", "eZuR/2zVlSGNYbsfCaJc1JmLoGUsy26CMW2IwVWHOBJA1tiiR0NTbZdHPsvDwHpYrML8+Se11jvT\n", "7HcLeGalSZfGwDqCKBO3U/bzkaQRNiGVxibNNleICWk81hfzWShyPI8HubleQRLN30rnPTAK4nbE\n", "w1AJ2zqgpQdCu6C2Cn7jNhyZhR3LENsK6ivQ/IxQNCI/hTuD8PMaeGcJzt6ExUaEBpmNgncUuZ5F\n", "612TDS6l8KTWOqaSJd89yOIXdu1bj1A6itGfyakct6rcJ5XMB3jDeFQ8iNDtR/jJ1xDvykoVzRTw\n", "eQq8YBcCRql/Dvlf/s0qF+Ws/5n53UeQRXNAu3JqzBpwCPFmnc3lPzee/S6kytgBYFbnUOJVKfUK\n", "YnAUhN6mHjYjP3YUXmiGF8PQFIUrr8IXWqFhH1S1wZwpOBN4X/qdnK2FM2VwOQrjt+DyLYRatR/x\n", "Gs6SJk/Q/O7N5Ngmwqw1bTqHKoTmf/gKsg7/WTZj1fyfxxGls6DlmVWSD1/QVh7Gsddltq8gntO/\n", "TlW+3UYTopztRhwoV9PNWWOMdRTL2DTnqEfoaU6SeTqPsCNLnb5LDxA5qqUyZv9WeMEDx5dgjx8i\n", "n4Xa41BRDzNnIP4GzN+Ad+rhLQVDk1L5b+XqssWGiRTW6RyqApu1+RAS3T2Tj1JmFMG/jyiM/0FL\n", "oamtJJ2ja606+BhN0Nx33YhhFUfKuY+uJgJh7sU2rfUpI3Od9eTSauZSPtGrNMda9fpeSKgkjfqS\n", "zrFqsPkv2hCnyoIuQs6p0UsvZTKy0+xfJWOq/4cQ2AT/6Sn43CI8swCJZ6DiC9CwE6YvQPTnMHkN\n", "/s9N8KsWcZpMvYkEUbI55Jyeo9lynb1IyXu3zlaOFKfpQtbJrM5jJcyy6ZVkhzlXI2I7FL3IkDln\n", "UQysGa11g3mukB/fkGa/IcQIiiNNb3+40iBVMuE6ay8XszA2IXk4LcgCOUWy0/aaQoNmgjXrIvT6\n", "yXC+FsQLvAT8RGu9ZIR7E9TshMrnYPsM7I7CLgWdMTjVBpsq4It1ULEdAtugpgciizD7AfBTeD8B\n", "P/PChRE4ex4ptR03k8JZ8NMZdEWhBq4WSpowJpCw8TMkmwSm88RtRZTxDwol2NUaKVPmu0cQpXcM\n", "WXR7SPblqUDurxVpQmYMB7XWJ1c7hvWCMUJ3AX+jc+/V9ApSvSlT8vwBpHjJBcSIu6MfjwQ6i3tO\n", "ybRKEo+7kXvqIW0zy/5twA6t9dsrHXu1MGtmO/T3Qe9W8PVDcw38o/OwtRyWn4OKZ8TbGF2C+Ysm\n", "unVWolsf+6UP3d0HcL4cou2IQufQ0xxKoJdVKClmTf0sK+dAVgKfQ9bf/zuT5zHlOwGENlWwqLhR\n", "7HZSxIiQOc9W4HcRI2oaMVxGtdaLSipgNiJUFR/inMvobDD//QkkWlC0BqHmHthjxnZRC1XNj6z9\n", "bjbILKBMTkcvPFsGL4TgkIbwq1DzkjTSnj4P0Tch/Am8Xwcny+DqDFy9BHP3crkH1gsqWbp9UGeh\n", "+pl78ihyDfKq7muO14c4NKYQneQeyaIWa3aQuebOL5GcGadP5AMkQrrq9grmPnzYesL13maEjn0L\n", "uX65NGP9DELdzrvNg+u4zvqecyS2gOdekTJo1kqnf1kzsi6MIjT/YuTwZ61km+E7O83YxoFnoHUW\n", "drfA7kr4bFhEa+yL0PAqoGDmJMz/Cv5FN1zzw9IFuHYqtbKnK9pXSZr+W2b+tSL3aLN528n108g9\n", "NonocyuxSFaVW7veWLOBpZT6JcnS2W78PuKxbHDtO621bkxzjA6t9Zi5SL8EvpkuzJliYG0C6nNR\n", "QFOO4Uf+zBbzGCfplXuwUrTAdZxyJGxetEaRGc75m8Ah2DQAB73QUQ2T3fCfXYLXFiC4E4IHILZf\n", "yuAGfLBwB5YGQV+F2oswEoJfNsAvEnDlEty+nm7RMx6BJZ1CfVMbSA1MhfFG/BbCy/9wJW+Skmo7\n", "07pApcyNQh5bbRRPCQXtS4hwrTOPDxtlGs/Sc1rrN3I41nYkX62glS0LCbOYfgFRLkcRgZgtmpG1\n", "spwSDnsTYizHjXJxHBH2d1L2bUAiaI7xvZIy8A2Eq/2zlQxxJbScwUxGYKFgFJQ68HwJegOwuxwO\n", "KThsEpfLtkHiOag+AFUdJrr1Mfjeg9E5+HUT/Olx0Dch9iu4M4UodXfJ4JBYYTx7kLzGtHlxRvl4\n", "EaEU/UKvIl9CCY1qB7K25qWEGKOnD1kbitaE3nW+ryDK7TvI/dmJRNSPAFeBs8g8z4W22k7yOhS7\n", "/HYvopz7EUVrGAhDvQ92boWeFmn8e3gJ9mhYfgEqX4a6LTBzFUInQX0I71fD2164sADXL8Nk1lL3\n", "Gw2VzCV7K11USgkd7TAyx1dNcU5zPCfX8D2tddA4aHZSuObdX0Hy0srI0idyFcfrRgouPRZ1Mmvu\n", "HoT6+1jD4JR9V634r2KMq1rfC3zuxyiDxqhqReZ+C0KtHEUi80WlwRo5+xlypLAaPbofuR8jrvtz\n", "AFiEzdth+y54tRw+Mwft28H7ZWjcD7PX4dr78G9nwLMEw5MwMADXbyD62B7ktz/ilDDn6EYcOAvI\n", "WjOG6OLdyDrUgayXA4gxmnFuGNnosEgK1nezkChWBOsakqx/Xwnn+02dhiKY8p3vAota6z9ON0iS\n", "fbD6ECrGT9c0uOQxa0hGtxqRP/wBomCt1CA3q5JRKIgn2NsJ+3ZCfxf4u+DmNvitMdiyAw7VQ2Mv\n", "VLfD3AMYegDqAnSdAu89uFgFgwGpln8NmJoRw2ruVjaPmUo2Qb7mNlzUBlMDXeNQCNVmN8Kp/Y85\n", "KMSOcXgmH0+aSvZg2IpE8VZU3lyh6WaS5ePfw0QN0+z/eXKgNCpJbr2xGiV2I6CSDWtHkbD/hXRe\n", "R6PsbUIKY6S7LlsQ4+B9t5FmIibHkft1OOU77nK7aQs4mP06EOpHCAhprc9n+T0tSC7myWy/u5BQ\n", "SZ75R0AV9PdA9xbYWm3K8i7Adg8En4eKZ5MNwe8MwNBFGByAX22HYBQSd2D5Gly4AdGJ1ThLjIPg\n", "OEIjTs3nakEMikrEY72W3LuDgM52/XM4hlNU4KN8IgOrPGcPyWbm7yP3+dcQheMmIl9GEKUhF9rq\n", "caRnWbEKKvUgc82PRFQ6oXILbFFwPChG1TPz0NICkZeg+ghU9xgD/h3wvg0fVcDbPji7DANXYOQO\n", "K9CGSgnGg1+tU9goJtK0gyzUplWe55GiFvkez3VcD3KfbTKPUxSoyrHKgXJmjMS9iDJ9JXWuFSt6\n", "lXIOZ32vNuMIpWzLK0VB8jz/ZoRuO4MYt7Mkjar1bpK8Gal3sFJrkU5Ed3ovJfLkRGwXEWdLCLz1\n", "cHA/7G2BL8TgxQgkPgd1n4HyavjkIpx+D5qGpBH4R11Qdgu4ANdGIBpB/ps2xJAaRvSeZXP/liMy\n", "fQuyTg4hzrkOJICTQIyw+zolFUMJm6wjnRNgo2DmzQnXW98thoH1hwjP8Z8rpb6DRJy+k7JPJVJN\n", "ZcEoD78Avq+1/kWa42mttVJ50LJWGK/plE0L4oEI8GhlwnjK/k71uMeUjAKMxRhVB3ZCb5ec5vkF\n", "2FwLkdeg8jj4mmH0DlR+AuoKvD0Fv26H/fdhPgJXgNEQzIzA4DAsTSN5JTlPeJeH730tVJdSoQZW\n", "4OpBgniwHugccjdcAuHt1XqUzGLQhxhWDxDDJlMJUA9iUDkU1WpEwapFaFl/q7NwgJUUwBjT2ekr\n", "XoSu9YtCCNRiQyl1CPGw3kc49A69wqmg6Cju76e7riqlGEWaz6uRvLbL6aKZKgt33sz/EwjlcMYc\n", "Z0pnaM5qDNvb2f6fYsB4HbtwtaaQNdHbCnu3QkeXRLeOxODIAnh2wp3XYVc/+Ovh2ijcuga7/hpm\n", "g3C2WooODC7A6E24NYHcp/MrRBmfR6IxbudLF+K5TCCVVteUZ6DyKExjFLqDiIF3qthe45RzlyHz\n", "cRmRHwoxXv4WWaucqFYHosCMIjTCtDk9KtkX8M1Cz2+zDh4FRmB/M3T0wZEy6C+DoSbYvxme64eW\n", "fVBeAbMXpZxzxSk4VyElnT+KwNB1GLqJFNkpOXrOSlDJgkk3tNaj6tFS0qcLEflUyZ5p4zrHxuE5\n", "HNOPRB96EYX+FnJPvUQBmg6rHIomuPZ1irb0IlGH2661qRcp7lK0fELXOJqRee83W8D1vJw0hpd5\n", "jCC0NOeapT7P9F41MpfbkJ55LUjk5cJGzQWVZFdlbC9irtNhJLI/n+Zzx4Fci0Qoq5DrpKCuEbb2\n", "wMsJ+OoD2N4N6svQeBQGpuGD66A/golJuNQJw80w6YNwECITsDgGC3PItQ8jferiiMy9lM7xZPRQ\n", "h7bsQYytMeR+P5Hpd5QKihXBagT+Epl0tzFl2o3l/EOt9evG2v4r85Vy4M+11n+QbZBK8m6WdA4J\n", "6PnAWPJtiAXdgCjU47i8EkpKSI+keszXeL4q8HaYikyd8JKGY4uwqQ5ir0HNMQg0wvQnEH0bpi/C\n", "n+6EcT9MxmGiDCpPwfgQjD1AInCr6jOQYVy9CB/2NGLpbSg10KV03MM0ljWG+kvk0LPIHGMP0owu\n", "pxw69bDwANuQPKnrqRPa7FOPeM2bEerfHOJRnELuoc2I9+bGSoqfmRtV2ZRUE3Hp1XlWRlsvKMn5\n", "OIFEYIIkFZmziFL/IpIvkK5Jbtpy6mn2cyqEpc27Uknu/AMeNe42IaXuP3KN9TjSVDM1t6sJSfZ+\n", "pJ/ResEYN5Pp1kAz7haJbvVsg+4GmN4BPTPwSgRe3ARlz0PrZli6D0tnoewDCN2EizVwxysOxCEF\n", "M4swPw6378P8LMnSzQlz723SpveXuV83I/e8B1kn1nxt1BoK0xjF4BlEAfp4I5wOypRZRxSATYh8\n", "SO0nVoasEZ2IjJknmZuRWsL+CGLsrkkxNwZnFVAD3hrob4GqHpg7CvvuwivLLurfcfAflby+hXm4\n", "fBsW34PNH8H5GjhlGpKO3IRrg4gsXJdE8WLCda+9h0RCokjEpSC/zegsvlzlTYZjBJC1ssFsVYgs\n", "uaUfbS/xIiKf8mI0KKE/D6RbQ7N8pxpZo72Io2oeKe5StOjVKsbmQXKbUw0vP0JddxRglfI823sh\n", "jLKvtQ6rIjYmXg1MVNabTndwOc0/1jkWaXt0DaEGuf82QctO6K6FnTHwVMJXtsPhrdDeASgYG4eF\n", "IdAXIXEV5oIwGoDRchiKwZ0EzI3D3WG4P47ItJXyrRyjtgMxcId1kVrwFArFMrD+PvA9hGP8rE7T\n", "PNjs90WSjYj/tdb6n2caJGKEfQ5RbNatYpqZOK2IsdVCMhkvjnCUc+oanXJMEzGrbIHd28SoehmJ\n", "VPXWQfSzUHdMKjJNfwKxt0Gfg/fq4D0PXFyGkXtwcy+ySPxFIQy9DGM9iNzQQ3oDqYEqSwdwJdSx\n", "5lyMDXPtX0Q8bRnpN2Zh6UaiHouI4Jo1nzmNGZvM1mj2eWC2aS35QZ1IgYc5xCOfk0fUCP0DOks7\n", "ACO4F1MNgFKGElpSP6Y3lkqWjF5CHCfpmoxnbAic4RyOEEnbD8v8d/sQg/isOferSE7Xgms/J7fr\n", "untuGQPnXrHm20pQyYT2rJ47c//+PVD7Yfs92FEBRxUcCcFiJSy9DC93Qctu8Phg7ipEbgGDUDsA\n", "C4twKwB3A3BbCXtjWMPiFEyOw+A24G3E01mP0N+6kf8278iRWkVhGmNYOtSW8xth+JpxVCD30mUk\n", "2v9WtrGoZLJ3p3mcJenIW3Y5jx4rP5xyHIUYdkYJ2t4CjW3ilOvwyJTbBLRG4Fd98Pw4nKiE2FFD\n", "/euF+ZsQPAOBd+DOIpxshL/ugnsJWPg1zF5GmAIlHy1fLZTkHB9BooUFk3FKqIYO5Tkng83cE3WI\n", "IusYVQopkjBjttl0URLj6KjOR+lUedKfTSR7N+JES6xH9KqUoJKNiXMqrlSE8ztr0Jv60cp8lYiT\n", "/NJqmQEZzmMq+fpeg6562K2hPwLPj8BnFMT2QNlOoR1X90B0ERZvQ3gAyq5A1TW4VQaD1XDBAx+b\n", "fniXbkJ0XK+Ql2jk4Kr64G0EimVg7USoIj8A/ucMipMHSQ76LCKcTwNf12loOcbA6gXadQ4lgosF\n", "s/g1kSwFvxd4F0mEzZjQa27GevA2w64+aO6F7V44qOHQIvTVi1FVe9RlVL0F+hMxqt4th0uLcOMK\n", "3L+HhKSPAHcQqtURJHfsShHoJB5EWVixYlAxoHLoAG6u78vAzVwUX5XsdfRe6vHMsToRw0ojnsIY\n", "4jFxNi8iQKYRg2rKrVQqSb7dg3CyL+fqLUoZwxcRCmqmhsuvIUZH3pHK9YSS3JJRbVosGLrLZtI0\n", "slyLx818z0nYzfg9laS0gdB3Hsv5UUna4idaqqw1IvTGX2+UEm/G5eTPvJtB0XISsF8E/lJLISE/\n", "0Arb+yV3q7kZYp3w9YvwUiWEnwXvJgh0S7GMeAyWRiA0DLEhKLsJsyNwqgquN8HpfhivhPIRiA/C\n", "LT8s/R3iVczbe2vmwHOIUp8xgmME7THkP0xL6VxPGIdUN0JRzDnfxqyzLUhUqw3xkI8jxutSiWVe\n", "FAAAIABJREFUqkdaKVUD3jbYsxUauqC9HPo19CvoDkPvMvRGYKkXoptB9UNoO9S3QEMdhOZg4QZE\n", "PhT2w9kKOOMXMTw8ClcGJMpJBeKQeIDIl3XNKyk2zDqwDzFQPyiE8mmO24Dk5mRtD2AUYrcxVYvI\n", "lhmMUZXrfDJz4WWENr7W5u7HEfrvmunPxim9FYnglix9q1gwDtIjbEDxDXP+fUihqGvmtQ+RBUM6\n", "pbXRGo/vRVgc1SSdlJ2wazM0dUNrNezSksa4OQg7lyHSD9E94N0OVZuk3UhwAoK3IHYJ/O/DjTic\n", "qRaSy50ZGLgBkyOY/o75jnsjUBQDy3XwN8lsYD2PJIB90bz+DoDW+p+lGyRyg9zcCK9AJigpF70Z\n", "WQx9JClhU4hy3Qx7+6CpTwyqA8CeZdi3DMv7gENQe9gYVefEqIqdhw/r4G0PXAm6jKppRPHvQ6JW\n", "D5v+GYVqP+LBLEhVolKAUQqfQZSNrB3AVbK31Olsxq5rf6egwjuIcK1GXL17EQNqCvEoL5Lscr+I\n", "RI3S0paMgNuFCMvHCi6sBmZ+3EynpBnF/zmt9a/WevyNgstoydroUyVzqi6uZc6rJNc84/1glKD/\n", "EmmcmrYggotCdBoxuseyRT7XC0oKzszrlEI7KkmDXAYqdZpqlElHUfVOqPk87J2TSqSb49C3BP3L\n", "MN4Di7uh3Hggm9qgoUboY3NjELwHZ5dg/5vwJ62wawIWI9Kyb2wO7t+Fm45wXJMTQCUL06T9D809\n", "cgyJRhe0f9ZaYcbUp9fQfNx1DNMUlDbEWDsCvAnMQ7Mftm+D/gY4puFIEPYtwXIXhLdAWb80rQ50\n", "QmWzFDpZGoPJSRiYhwPvQ+NNsd3O1cKHhvp3fwguDyH5VKllld19aa5sVPS2kDDXeBfiKD2NMGSe\n", "QWipeTFkVIaiFuacDs2q0WzlJCNTM4hBtWYnqcqDJlgqDqSnAcYIOYjoao+VKi/yuZ3I9xuIk/g4\n", "Mq/zjs667pFxxHhMV4wqANRDbSNs6YbaTujxShuhbXHYugibEhDcAYk9ENgLddtgcQSCZ8H7njjz\n", "TtfCKQ9cjsDIIFy/bX5H0RsEFwobaWD9NvAFrfXvmtf/ADimtf5mukEiDVV/VUoT30yi1xDhVwts\n", "EcpN1XZo8MPORdg/BZ+ZgM5NwGGo3Au1fcZ6vyr9a2Ln4f16eLdMIlWDV0VBYQpR/PsQ4TaDRK0m\n", "0l0H49nehSj3G64E5gMzkY8gPPOccu4MveEg4jXM6PVTkqvTjCxCAST614xpoohc48VcvbVGAXHK\n", "Qt9CDKN8y0zvQObgY5UqDQ2hNl3U5UmA+W3VOkO1Ixc974ZeocngCudpRe6HtPRCJYU3lhC672bE\n", "mHvMg23uq8Nmv1+XgjfNeL5fQSIlDnXVoadcQiIfiXT3T8px6pF5sAhVTVDTB74OqFPQvQxblmHH\n", "HBydgl0RWNgMsW1Q3g/R7dDSDvFlCF6HyCXwfwyLk5LTdc0nBte9RZi8C9eHEYMrZ6+2kvy73YhB\n", "HnO97xi+T4XCnw7mP26D5lchcAQ2L0GTH3bdh9cC0L8fGg5AdTdEg2JIhYchfgc8Q1BzEyYT8G4j\n", "/HQ3bBqC6ZAE5YOzcHsIRoZJU8gpw3jqkPk0xwYm8+cL49E/jCifZx2WgKGlbkVYIXfXaKQ8LGpB\n", "siKaY0w1IMn9TnRqutAMBEMTrFmLbDBOm3Gd0u7CYu0w/8dW1pkyqCR/cw5hXC3nQxs1x1OIbOln\n", "lb3HzHergXpob4Hebqhtk4qlO4GdYTgUhsgRKD8G9ftBJ2D2PMQ/At9Z+LgSzlTAaQ2jo3DxBkSn\n", "kbzgkjW41mxgqcx9sP6J1vpvzD7ZDKzfAr64CgPr/0BoCiCc9JPZflixYG6WKqAOGpug8gWoq4VD\n", "s2LY7w3BvkWY3wXho1C3F9q6YW4BxoZg8TxUfwCxJbhUDR+lM6oUkvfUZ851F1nwcynvW40YJovI\n", "pF63SlqFgktRTJtHs8J3+0n2d3AEZ4Bk/7NmhPLnNNHcjQi9VfdSMPdCL+LdnTDHKEh+oFHqt2lT\n", "SCDls2PI/VDUHkzFgqFDvYLwwSdSPstYYGKN52pHorupOVZ1iIL+ptY6ZhT2w8j8u5yGrtiOlA9f\n", "16aW2aAkh20n8AHyGyswpeiVUp9FDMtcmvxWIwbmIiKU55Aorqkktb0VmtrFAOsuE8bwpgRoBeFy\n", "+LIfoofBvxtqt4lwXBiA8CXwnoPYMFyogWsVYnDdXobF+zAxBcOzCCVqCQhm8IjuRyrOnjOvW5DF\n", "dt2bjBYbcl9WtktubmcnPKvgYBje2gz/eS00H4L6A5AoE4/unQuQOAW1s+DRMOGXnLnbiNiYXYCb\n", "HeIZDg1iIvFrdQCZuXsQcUydKdR6t14wzrVnkcIi11IdlcZp2oWs617kIt7L5Xcag/gFRMaMkawe\n", "O02S7ldUZXCtNEFzXY4BbzyphnOpQm1Avy4j315CDP0z+QQmzD11CEn7+aQQc96sI7VAA+zqgY4t\n", "sN8LR+Pw7BxU9kHiBag+BFXt0ntr+Qz434WbYThXAzc03FEwuwyLD6RYxvA0hnG0EWuTWo8y7a6T\n", "ZTOwngO+56II/h7icX2s0IUxsKr1OjSMTDmvY3nXQUMTbOqEug7o9Ir+vz0O3gS82wvfmof4MyZC\n", "tRUii7BwDaLnofoMnEvAW+1wthYGKmF2FmauQ3QQiXrMIUKrD6GFzCGRlPHVTg7jRduNUEwedmIv\n", "dZiJvJek8F5TLoehbvYg1QabEBrGJKYIhX6863h8Dde4BcnhiSAKeUGrK5pxfQ74O/1osz6ncW/G\n", "/KwnAYbCdwBxljjV/MoRWuDkSpGXVZ7LSbx+WIXQrD9jbm+tWfT3IvfMWZ3Sd6MUoZT6DGIcvYtE\n", "/BIm+rtPZymSssZzlSHrYS3U1sOmNqjrgp6A6Ny7w7B/QSqiho9AxR4xuMq8MD8IocvgOQflQzAQ\n", "gPt+mCyHexpGlegfwQVpKzE9A7emEeNrGVFQnHtiD3n2s9somGvormYWgI4aaKmDmk7YWiOpZ4cX\n", "YHMFLL0IgWehbgdMTAMfgOc9CN6FD+rh57VwtVr094UwLN6B6D1k7RtGrttjTeML8Du2IhTrj5+U\n", "/0Eli+pc1jnkGBkltQ+h5k8hxtZD9ohZr5y8uUazXzXCaJlEekZuRDXLVdMETcRjphBOLYvHkUIZ\n", "PFfoyGWGc3Yi+mM+lFNnztzURaRhG9nbJK1GNu+ATXWmwfkibPVJldPAUajfAUuTsHAOuAhVg5CY\n", "g5sBGPHDvXJxLt1R8CAMyw9gYhzuTJOshLuedM2iUwT/l3RUILM4XUcodqPAKbIUucg0yELBeJ+q\n", "ZGtpkh5UtW3CHd0GbInDliXYvgyhXojuAs9WCGyCyh6IBGHxKkTOQ+1pGFsUmsx5D1wEJidgYAim\n", "J5DFupxkBbrNiLBSwCDST+E+4mnMx/PgeO+HkAlSMvRKN4wh64TSnbHm7OVRyb5TTpSqEhF6E0gh\n", "gILmpBnloh+JwBQt7K+kXO5ltwJjDJOdWut3i3Xe9YKh6IW01leN4nkUUQYLXnpVSc7ddqQcczVi\n", "SKUtte4SKreQ4i4lN2/M9dqJOBKqkd8yZT7bC4R1gfru5DAWU1FzWxe09UN3tVy+PRHYswj1jbB0\n", "BHx7oWY7eCthcRjCExAbAz0CvntQdxemEjBaAWMVMO6T+kejWgToYBdE5qS0/NgwYnwtIpGvDS0Z\n", "rpJNM71IPq4xnlqrobkOquvAXwcVVdCkZZlqU1I8sCEOTWHJffNvhcRxqDkkOVQzVyF8CvwfwP+6\n", "BQKLMD4Ht2dgYMAkgU+bKKy7oXkTsp56gJOIc2m2kPeyi4Jb0pR0I1+cHLIzq3WGqWRD316kwt8y\n", "QheuRCzbcYQV4TRvXVdHcCpWSxNUyb6eb2yEQfhpgkpWQx7Qa2jEvl5IcTZ+XGgHcg7nr5UiPnu3\n", "QWc3PKPgSASeDUL0AHieh0C/RLdACvIsj0LsHnAbKgeBaSm+NOKHYa8YXrcVTMVgeRaC0zAyBdML\n", "JFkUS4WMMBbFwFJK/Sbwr5CFfg6x2L+kXH2wzH5fIlmm/Ud6hT5YaxpM8hgK8RpWAZVQWwPdjVDb\n", "JEUmGnzQoaFbiTG1aQm2LUNoE0R3QvlWqOyH6i6JTgXvQXgI9HW4ew/+rBNmqmDcK3r93BzMjkJo\n", "CuFcR5AQa+pWh1jW95A/uA7hbTcglJ9Z97Za61tJwq3DNz9XapQOx9uOFLK4mEvUSmXuO+WUSXe6\n", "qr+AVKwrSN80c16nmMjpYl9LJT27wu7xK6V2AzGt9Y1inns9oB7tjbUVcTB8XCyDxlBPNyHzLisl\n", "1MybQ2ZM59bT67USjEJ0GJkz55G5sA94C1H8PscGKnpmfE3Q3wld/dBeD/s07I3B3gVoroGlbaC7\n", "obwDfG3gb5Gy4tFl8TpGxiF6HxKjUH4P6u7AO145Q9QDEz6JfI0g0a/FoES+pqZcka8gaYwvM489\n", "yBrhSfPcvRmjqbEC6gIQqAC/H3x+8PilEa+qAL8HAjrZMqYVaFXQFIemCLREpEx6LRBsg0g76DZQ\n", "reBpBm+jlEuPh2HuPCQ+gPLzcLoGzvikjPHAHAx4Qf9Ur5DHpqS9wbNI13mnpUQVYhBMmcdoht+c\n", "6Vo4n0WRey9s3tuDGBlnS0FBd/5frXXUGJ2HkXF/rFdZBdHoDU7BkTZE1ngQI/oOSfbJC4j82nDK\n", "6mppgobxsfw0yJQnAWZ9PIis1edLSbbAw8jtYZINgDfaeeUDWmFrP3RvhT0VcDQBO4OSI1xeBwtb\n", "ILEJvL3g7xSadZkHguMQGjVR/dsQGILKcbjng5EKmKyA+x4YMbJkAqmwujRjKOxzJFkUiqxro9cD\n", "NT6o9ILfBz4vXHmrGAZWrn2wbiMN6eJIWcmjGfZ7xMAyi1652Tyu5+7XXqFetDVDVYN4D1uUpDZ1\n", "IY+tIWgPQ18IYg1S0jbeB94tYh1Xd0J4XugYEWNM1V2R0OONKrjtFx7oADA9C3eGYGQMEWBR5M9w\n", "Nk/Ka2cLZlKEzI3lNrjqEUNpFhFwMXPtUh/TvbcJ8cANIvktpTBpdiJC67LWejTLvgq5Do5nNm3f\n", "qTTf8yPVJx9WXMxzvM8g/+u6KBImktKjtT7leu8VJLfuiaB9rgTj0duDLOanis1PV9Izrcl9TXPY\n", "fws50oqKDZUsZHM9hd64HxEAo0iEc9X9+YoFo/A1QVc79G6CtkbYooUJ3a5lHe4KQ0cUIq0Q6oFE\n", "F3g6wdcO/lYINEEiCksPIDwO0TFIjED5Xai7DcEw3DXeSifyNazhvoKg47QpF7piuYIKDT4FPi1+\n", "LKcPqdf13E+ywKg/AZVxCMShKgY1cXldF4fqOCQqIFQN4VqI10G8DVSLMZ6awNcojjxfpciU8BxE\n", "piE6BXHTyL5iUKr9na2FjxRcDsO9QRhyChtFlBQimMzm/VbJKnbntNYPXO+7I1yNiEyK57glXI9e\n", "c3GcC1eJRG8qERrnImJ8OVvIbE7+V0HnuHq01HkjYlBqkpT7ccTQXDZbyHmeQW44vS+dbdkcY1wn\n", "C8p4ECWi15zz+npFjHOBUuoFhDKclSboMsZ+/SRTzp80GJ1mC8LcKRXZUoWMqR0xrDLqZBsF4zxp\n", "hMZOSdmpaoXGAPRp6FXQE4fuJTG8KmqkKJNjeFV0ieHlDcDyNISMIy8+BhgWRfUIPFAw7IeJCgmY\n", "jGqZ/u5+1T6VfF6hwW9kijcBvgRUJCBYDl/7YTEMrBX7YJn9bgFHVuJwSw7WS18H5YMyH5SXi8AL\n", "IGu6Q2mvRLyIAQVVClpi0BqGrhC0xSDYAeFe0F3gSfGcJuKwPCXCOzwE6gZUXYWpCAxWwpAxpgYV\n", "zMzA1BhcH8Mkha/WM7ZWqIclMKngUYPSk/I83Xs1CI2uEomY3UKEXqowDK/19xjB4xiPChF0DyN2\n", "WmutlOpGBLKTaPyYsWdoR06EqsmMyzGopnIVBirZS+lhtbU1/KYqhL7mlCZdF8qYURxOaK3/zrz2\n", "I8Uh1tznpBRhIkv3NtrozwSXRy+I9BJ5sMJXijGGR3qPpNJeDeX6FcShcq+UcynMfVwDVEFjLXQ1\n", "QXUD+Bug2SOpLN0KOhLQFnY5wZog2AuJHvB0SbVDx/iKRyTyFR6H6KiJfN2F2tuwFDFBhwQEEoAH\n", "wgGI+CHqB+2HeAUkzHPtGA4VoKqgrMo8VoKnEjwBKA+YCJbZAGIhswUhMmuMp0lgAtQ4BO5D1SQ8\n", "KIf7Pnjgg+kKWdLGgZsKbk9J/5fpUWSdSy3C4LSjeDPdGmgUN6cs87oq/Eqp7YjCeAlZrx9qIIiA\n", "rkFkzxIid+ZJ5kXkHG0118Bdmc9Lssz5NOKAdCrK3kYcnoGUzVEa4iQNrhAPc66ZQmj6EysxFZRS\n", "vvWS/7lC5Vhp1tCJ4+lSMyyKDyNbDiHzYEOKkpn5tA2ZM7eRys0ldT9ng9GTqoEa6GiA9laoaYG6\n", "KjG8+oHuhFTF7QtBkwfmeiDSA6oLytuhohX8zVBRB5GFpCyJOyyKMdAekQ0PZYRZ25Sz+ZLPy3wi\n", "Tzr3F9zAcv3wjEUuzOe3gGf0Ck1ExcC699siHKvj4FGwVA3hKkhUQqxSHnUlEAAVAFUNnlZz4VrM\n", "hVsUqzU8AbH7kBgT+kn1PYguwd0KGA7AXa844oYUzM3A1Chcu48s3PNP0s2XChOJqUc46b3IbxpH\n", "BI1LscCL0BrD5tEJj6aLxjmvFY/SH7XrewoRrpvN85uIp9PZz/09P6IoPkAE3QOdR/UlpVQbopy+\n", "uwaKZRNSlXFD8gyUFDE4rbVeMNGLVp2hvLlF8eDKw9iM3KO3kEaa61ERasXeI2a/JqRCwhulRgXO\n", "BcY48PMojbtJaNyBBmjwGho38le0haEzJEIz0gxLfaB7TOSrwzjPjPEF4PFKBAsgHpWIWCLqeh5J\n", "eQxDYkk2HZSNIKhFKFuA8gXwLUDlAhCFOQ8semCuXKgnM154UAYTCia10E+mNUQXhYYyNyf5VPMO\n", "BSUnQ8NQuiLplGJDK67KNUJbaLjyfq/qNC0WVLJQSg0Pq1RSg1DuFhGj66HhhciBBh5txpux1LmZ\n", "A72IU+7MSk41Iw/dRtcyIm82nOqYD1zOuF9mWqPMb38Vyd8s2VLXTzuMbNmJRETPrxR1LOB56xHD\n", "qh7Jfb9Tqk7OtcDc32ataWmAnlaoaoaqGgnSdWroUhJ8aQ9BRxja4rDUIXUWdLcYX942qGiU6riJ\n", "yKObjoic0GF57jwSguU47PyvN9LAGkIiQHHgB1rrH2bYT0NwRvjungooK4NYWARnzPzAeBjiIUiE\n", "koIxNglqBLz3oHZY1uN7FSb050qgHlOwsAyhGeHw3xwnGZl6asPm5gbsQ+iDs0hC/7T5TJE0tnwk\n", "jSCHJpJIfZ1lIfcgE7kPuIFw191RrtTn0ULzko1Hrw8xsnJaRFyRtrMbEbUwYziIVHe6o5Q6jAj/\n", "kk0o/zRASQXJzYiCeAdpdFtwp4uZg6vqPaKU8j6ta5ZRGg1nr7IaepqgoTlpfHWaHNruRNL46o9A\n", "uAHQ4AtBRQiIw3KZbJEyCLm2cBlEzfvhMgh5YKkMggqCWnR+JwCzRDLVK5IQ2ROPQGQJgvNwfxam\n", "F3FR0hB2QF6C1aU8v60frYjaQbJn2IbdA0rK/j+LWJRXcswDKidpcLkfyxBZPI0xqlLnmpLGqj2I\n", "5R3DVFB8kh2hhYChCQ7oNM3qzec7Aa/W+uL6jswiHZQUsDpIspx7UYx844TYhjiybiKMhyfaobAa\n", "GH3UOPGogvY6aG+CygYI1EFrmciSTgWdCaGwt0YgrkQmOFvMvI54RGaElSGBaVnyF8vgf/uTNRlY\n", "Ks8+WObzDq31mFFYfgl8M13ugBhYr/2teBrjUTh+Dn7/ingLgx4RjEse2SJGcC6Xi+dwGGlJMQEs\n", "LUjlkOlpuDNDUkIuPa1KSS4wN1w3wr+NIJPufiFoaOa/3YcIycsb6Vk3dIgqhC6Y9bcZ4dOF9BIq\n", "eknVLONwvLGfIM22H1GqLDYOhlqxCeG0jSH0wYJUrDRUYKe5cUF6jzzNMEaHqQLrjnz5G6ChXPaK\n", "KFneYloiVDoKOgbxWFK26BhEohCNQjgKwRBMhJDcy1imx/VWUJQ0667Uyd5g1Qg1MG1T7fWGyrO4\n", "hOs4Kt1abQyyTkRuVeMk3ZXAby8VGKdindb6kzSfeYHPAO/oNbZDsSg8zP+yF4kqnVtrWkOGY7ch\n", "hpUXycVfFwbGkwTj1KzkofFVUwN9TVBVJxGseBRiRj7EoxCKwnIUFiOwFEfy9I+SZGb94w2LYKXs\n", "+10kAfaP03ym4ev/rViGywrCWsJwcbMlIhCNQCQsEa2liHSsX1jkUSPK3kxZYG6uNqSimw8xtIZX\n", "Uh6MgeaUJ3YefQint5Y0DWU3Aub3OaXA03rtVLKRph+h5m2oF9QoTseAj4GDeoMabFtkhisS3I+E\n", "NoZyvd+NouhQppytGpk/N3QRe498WmA4+mCi7U+DHDD3zatIe5NFpKjFUClFt81665RH/zhfZdEc\n", "rwmJVrUh9PF7SJ7UE/+fFhrZaIJKWo3UOAa6RWlBScXtvUhO1MBand1mznQghpVGDKuxpymHu5Sh\n", "NrAPViVSSnXBFBH4BfB9rfUv0g0S8U7GkITMT004c6Ng8j62IJz3e8jkdAynVGNKIa7hCOLRdZ4H\n", "EfpUyfxfRjF5gTSFAIwi9ixilH9SKkJbKfV5hDYQ1wVuGGpROJj8kk6EPuhBeO3DWut4FkOqAtN5\n", "PmVbtkLQIhuUUk4T3BCg00UqSgGGurgXkRWhlbZUeWH0A4cCGEHk0chGO7+eBKSjCRon4mtI4/UN\n", "Y2dYZIcxkA8g82YC0cGcjRVea0Q/60PmTEaqqEXxUBQDS+XQB0tJM7y/Ml8pB/5cF7EPlsXaYCIo\n", "XUjI021APTSkSsmAygWGfvUCrkbBhu51FDG8SqofiFLqGcRje2q9EmAt8oPhuW9GEvNjiJAMYg0p\n", "iwLBeKdPIGvzu6W+DhsHhD9lC6R5L0bS4PIidJ1hxFmRtf+XxaNIRxM07zVprc9s3MgscoVSqgsJ\n", "MCiz4Xqe7bVGHBFZi8hZFA/ZbJfyPI57HPHKTiM0s28AaKmr/7p5PqSU+g7JRsMlES2weBTGw3V9\n", "o8dRSGitl5VSp4FjSqllRPk9RIn0o0iDaaQfS9Z2BhalAyPUpowxr7CGlEWBobXWSqlTbEAO2Fpg\n", "GAFLZssIQ7l1jC2NFPaxc2dtGAO2K6XKtNYJY+RuAU5v8LgsckSJ6iQWeSKfCNbnkFLBCaXUPwPQ\n", "Wn8nZR8Porh/FklQPQ18XacvPWsjWBYFh0qWFAYp6VuSBoyJIvZqra9s9FgsLCwsLJ4cKKWOIxWC\n", "J0zRpA6t9UcbPS4Li6cd2WyXsrUeVGvtTqr8COFOp+IoMulvmwp+/wH4jbWe08JitTD0wAsIvaYk\n", "jSuQKKI1riwsLCws1oAxoNNQSrcihQ4sLCw2EGs2sFLwXwE/S/N+F5Ks6mDYvGdhsW7QWt+3ZWot\n", "LCwsLJ5SjCE5vF1IHzabk2NhscHImoOVYx+s30eKIPz7NPutin+olPqe6+VJW67awsLCwsLCwiIz\n", "tNYhpdQC0o/ysYrOFhYWhYFS6gRSeGhFZDWwtNafW+FE/xD4MlIONB1GkNKrDnqQKFam830v2/ks\n", "LCwsLCwsLCwewyhQbkt1W1gUDybwc9J5bfr7pkU+RS6+CPwx8IrW+kGGfcqRIhevIZP/FLbIhYWF\n", "hYWFhYVFQaGUKtdaxzZ6HBYWnxYUpcgF8BfAduCeUmpWKfWvzck6lVJ/C2AmejVwDekH05TOuLKw\n", "sLCwsLCwsFg7rHFlYVE6yMfA+hpQobUOAH8KPADpg6W1ft213xLQqbWu0Fr3pDmOhUXOMPxXC4us\n", "sPeJRS6w94lFrrD3ikUusPeJhYNil2l3YKl/FoXCiY0egMUTgRMbPQCLJwInNnoAFk8MTmz0ACye\n", "CJzY6AFYlAaKXaYdpJLgr5RSZ5RSv1ug81lYWFhYWFhYWFhYWJQcil2mHeAFrfWYUqoF+KVS6prW\n", "+p28Rm1hYWFhYWFhYWFhYVGCWHMVQXhYpv13gde01qEc9v8usKi1/uM0n619IBYWFhYWFhYWFhYW\n", "FuuITFUEs0awssGUaf8WUqY9rXGllKoEPFrrBaVUFfB54PurGaCFhYWFhYWFhYWFhcWTgnz6YA0A\n", "PmDavPWB1vq/V0p1Aj/UWr+ulNoM/JX5vBz4c631H+Q7aAsLCwsLCwsLCwsLi1JEXhRBCwsLCwsL\n", "CwsLCwsLiyQKVUXQwsLCwsLCwsLCwsLiU4+8DCylVI9S6k2l1GWl1CWl1D/KsN+/UkoNKKXOK6UO\n", "5XNOCwsLCwsLCwsLCwuLUsWai1wYRIH/SWv9iVKqGvhYKfVLrfVVZwel1JeBrVrrbUqpY8CfAM/l\n", "eV4LCwsLCwsLCwsLC4uSQ14RLK31fa31J+b5InAV6EzZ7avAn5l9PgLqlVJt+ZzXwsLCwsLCwsLC\n", "wsKiFFGwHCylVD9wCPgo5aMu4J7r9TDQXajzWlhYWFhYWFhYWFhYlArypQgCYOiBPwH+RxPJemyX\n", "lNePlS60jYYtLCwsLCwsLCwsLJ4UFLzRsAOllBf4f4B/p7X+f9PsMgL0uF53m/dyHqSFhQOl1Pe0\n", "1t/b6HFkglKqDOjWWt9dp/P1AjXAoNY6vB7nfBJQ6veJRWnA3icWucLeKxa5wN4nSSil9NPeCkqp\n", "zGZLvlUEFfAj4IrW+l9k2O2nwO+Y/Z8DZrXW4/mc18KihNECHFBKVRT7REqpXcAW8/KEUmqrUspT\n", "7PNaWFhYWFhYWFhkRr4RrBeAfwBcUEqdM+/9E6AXQGv9A631z5RSX1ZKDQJB4Bt5ntPCopTRDSSA\n", "BuB+MU5gomQHgQDwntY6opS6BexCDK1rWuu0UWILCwsLCwsLC4viIi8DS2v9rlLq3wCKDZwPAAAg\n", "AElEQVSvAxNa632p+yilTgD/BTBk3voycDaf81p8qnFyoweQCUqpciSCdQtooggGlqHkPgtEgA+1\n", "1nEArfUS0iahEdijlNoMXNZaTxd6DE8ITm70ACyeCJzc6AFYPDE4udEDsFgdjLxs0FpPrONpT67j\n", "uSxKGCpffqRS6iVgEfi/shhY/1hr/dUVjqNtDpbFkwylVDfQAdwE9mit3ynw8QPAMWBSa315hX27\n", "gJ3ALHDVGGAWFhYWFhafCiiljgDtwFsZCrBZFBGflhysTLZL3mXajRI5s9IY8j2PhcUTgC6kgMss\n", "UF3IfCilVB1Cyb2zknEFYCiCJ4E54CWl1G7jzbOwsLCwsHiqYZyMNcAA4my0sFhXFKwPVhZo4LhS\n", "6rxS6mdKqd3rcE4Li3WFKWrRAIxrrRPAvHldiGO3IJGry1rrW7l+T2sd11oPIoZWOfCqUqpfZSt7\n", "Y2FhYWFhsQKUUpUmH7jkYNgee5B0lEGgztDnLSwA+PGPf8zRo0cpKytjz549XLp0ia9+9as0Nzfz\n", "ta99jeHh4bzPkTdFEB42Gf6bDBTBGiCutV5SSn0J+Jda6+1p9tPA911vndRan8x7cBYW6wCl1Cag\n", "Tmv9iXm9C7nvb+R53B6keMWZfPOpzFzcgxTHuGKreSZhFIUaxOkU1FpHVvG955ECPuefej6EhYXF\n", "EwXDpKgAfCmb+z0NhIGQ6zEEhNKthUqpTqTQ0l2t9aV1+Bk5wzgQn0ecnTfNe13AJq31uxs6uALA\n", "yJwAUIn8h4vAvHHslhRKnSI4PT3Nli1baG9v59KlS/zgBz+gurqa3/md38n5GNkogkU3sNLsews4\n", "kqos2hwsiycZSqkXgeta60nzug1Z0D907VMO+JHF0Z/meTkQRQRcBMnnagJOI7TDiPOZ1jqWx1hb\n", "gd3AaL4G4JMGI3wrEWOq1vUYAJaAOFCF0JqD5r1gyvOQIzWUUnvM8ZTZzjiFR7KMoRzwIv93HIgB\n", "sVIUkBYWFqULYzxVm60GWcdSjSmNyI7ULex6rsz3HFnkfl5u9nUMrzZELn0C7AA+BCaBcCmsYUqp\n", "LcgYP3Br96ZewE2t9WiBzuNHZIV7c2SBc20zPrpluGGpzGutw+Y/DZA0olIffcAyIo8iyH9fhaQD\n", "zDhbKfTFLHUDC+CP/uiP+Pa3v833v/993n//fX7+85+v6vsbamAZRXNCa62VUkeBv9Ra96fZzxpY\n", "GwSlVBXwIlL9brAUFsknCeb6vQK8R1IoVZv3zrreU7g8g8ji+MihEGHmRTjjNUj1zYR5z705x3L2\n", "H0aMs9TjZXrtA/YiQnKKRwVAWiHwpMHQNt1GVA3yv0SABYTG6TwG3fe9yVdzBGbqoyPgAogR/A5y\n", "7fcCdcAVcxjHiHI/ehCjKooYVh7zWTmiCMVcn2V6HjVjLkmvpcWTC+OA6EKcL/beKhGYtcxtSDnP\n", "fUgEYxGRE+XmMQ5ofIAfL158eKjAg48yfCi8Dx8VPjQx4swRYZYFZlhmEVnjnK0MWfsOI2vcdfNe\n", "L9CD5Dn5kPUpnMtWDM3b5CofA97RWi+nfNaERN3ezOXeNnMhwKPrv9uQipLeCZcgaeRme1SILIqb\n", "cQWB28h/6Fz3JbO5Xz927YzTrh5JS2g0j1FgmqTRNb/e1s6TYGCFw2F27NjB3bt3eeONN3j11VdX\n", "9f1sBla+fbBQSt0E+uWpugd8F1Ek0Fr/APht4J8qpaqRyfff5XtOi4JjD3APWThfVkpd+BSX934E\n", "JhzvT9kCKa83I4vlQZLGUwxZMBPABIoy6qjCTy1eOimjFh8+KtEPl+4KFDHKGKYXjaaDO5TRSwKF\n", "RpMwR9NAHEWMeiboZYlaEixTzj1gjijzRJhniTniLLnGtGzG5WAC2Ir89z7k/6/AJQSMkEk1vuaR\n", "hXvdF+xUGG9fJUkvXhVJ5QOSRtQ0cAdYyMVo1FpHkajhbJpzliEe3FeR6KIXuV4DSB+0HcApc95U\n", "wyie6ZqZ3+IYW940z73If1ODrLnVSqlFM8Y587hgFWOLPHAA6ETusasbPJZPHVyKch2PGlIJkobU\n", "IrJ2S1W8MjppZxcNdNFGwqwWCi8aD5py4nhI4HU9lpPASwwvEcpZIEYZCwRYoo4ltrFE2cMzLaEI\n", "AvO0EGeKMs4y/1CejOPIOJEjZSTXQ2fNCiAOLmf9qgB8SimHrRHK9rgSI8B17TzAISRXeTn1c631\n", "lFJqAVk7h1I/dx2nEZGLzWYcbgNq2nmd67hWGK/j6DyHXKdbWuuB1R7LyLQHZnOOX03S2OoHAkqp\n", "WcTYmkNkkiapVbgf072n8/3NpYiKigq+9a1v8c1vfnNNBlY2rEeZ9i8D/4PW+stKqWNIDtZzafaz\n", "EawNgAlN70Ny3hJKqXZkwk8ieTqpUZGnFsaYqEUWpSZkYfLxaNTJvS2bx+eBj4Ey6thKPbvx4yNE\n", "F9WE6GLKBPijBIhQTYQqIlQginCIeqK0E6aJETrwEaSTUcqIId6tOIo4iiiKOJBAEUMR5wN2sp8L\n", "3KWecVroZ5gqwizjYxnfQ7EQNEIyQoQEc0SYY5YJwvQAw1rrCxmuiSMEKlxbvblGfmSxnjbbbDEW\n", "YBetz21AOY8+HhWAi85jsSgSxsB6Eck/uJ3m835gG3BKaz1XjDGY83gQJayepFJWhRh2jsE1x1Ns\n", "dCmlfMhvr0WcHI5yEHc9T91SP3MomqXtai0ylFIHkPvnHHJ/n9VaT23sqJ5euPI+G0jO4QAyZ+eQ\n", "ebyIrGUR1/cCeOiklV3U00Uf0MMCLYSI0EeCSrShk2n8KEM3U8YhqB5uFebRB0SJM02CCRJMoLiP\n", "l1H83GcKH2fZQR1zdDJFkAqW8Rp5olnCzzibaeU6ivgjMyw500SCJUigibLILaa4h6xRHh6lJbof\n", "K8wRHHn7AMmteqzkuqFr+7XWH2e55tXAcSSKFU35rB0xrHxIq5XhYhsUZv16FXgbuQ7Hgfe01sEi\n", "nMtLUnbXIsZwGbJupj7P9J5GZP0U8l/MZVs3V4pgqe8XRuXX381v6X799de5e/cuQ0NDDAwM0NnZ\n", "mfN3N5oi+KfIzfxj8/oa8Epqgr0pclGPeMqjK3mZzeLUiigPBb8ZPw0w1/AVUgoeGC/aToT+dMWU\n", "/H7qYBRUZ8FxPD0hkgvIdDpPWMoxmoEv0MUSrbSyhRibmaaSGAM0MccmdhAiQSvQiqKZMhrx0IiH\n", "OsqpQxMlxjzLxCk33kUoQ1EGeMxj2cP3kq89aDyUU06cIBHmCRJCM0EFd+GhoBwjwBSgCVPGAhUE\n", "8TFHgPv4GGQbHi4T5yYPGCYhkZuVCj0Y4dCAGKONiLLgRIumzfXLqViE65jliKFQR9JoCCCeRMd4\n", "chtSyxtAe9gH+FYQ5B2I4+Ks1vpBpv2KMDYPIjyda+cobU409SYwtdr/pRTg8u7X00QHVXQSoJ5G\n", "NE1mVohCp11uCf2Ysuf+LIqHBHGiKBJE0ITRhEkQJm62GCFChFgmTDIaGQIePC2Gq1JqP+Kw+Ehr\n", "HTeOtwNI/6BPjZOtmFBKVfKoMVWLOIecqIITgX5sPTMUwU7a2UEdvfRRRg/zdBAkyPN4eIUAB4gT\n", "JEHo4X0sW+iRLRmVEaNFsYzGD7ShaKWMZsppMjKqmggh4kyhmSTBJJoJYJwy7lPGAh4iXKOZCAmO\n", "Mogo4emRACJ4uEcdw/gZJs4cN3nAIHA/3b1mDAMn36kFya9KINGzcURWN5Pj/Wru9ZjW+orRgbqB\n", "Lci8dsaxLjJFKbUTkSUXzOtNCEX3vVJ0+BiZ7zigmxHZMoMYW1OkGFxPAkXwJz/5CdeuXeOFF17g\n", "tdde4xvf+AY/+tGPAJibm+ONN97g+vXr/N7v/V7a72+0gfU3wB9ord83r38FfDtVOVFKaQ7x35gU\n", "f0UMjSZEnBAJlkkQJsoSEZYJ4iPOZpLc4HkkPD2OJPeV9j9aIlBKbQZatNYfZfi8Hlm0QsBF/YQ3\n", "qzULtcNRbkIE3CLGmGIVBoFSqpk6tuPns7QDxxigCQ8hXsfHUcpppJxaokTQTBFn1ngIp5Do4AQe\n", "xqlgHC/LnKIfSHCIYRSaMvSKTRQu0cYSAZ7hLsu0EaedGB0ssB0fDdTgw0s9Huopw0+cOWLMmHE8\n", "IMEdyrnMCEFu08VW7jBHgElzRZaZZYlhpriPiYZk8+itYLBOI8ZX0HGeGOHmNqYcY2CBJD1vjpT8\n", "qI2EqUa1A3g7BydQE3AEuFSoxOq1wPwvO4HnENpXLUlv8BRicJWUEm3GLPdGI+1U0YWfpofGVAMh\n", "mgnSQJgQTYTZgXiAIyizQRRFmDLz6CFMGRHKiQKaEWr4hB28zHlqiJpPPUTxEDaPMTxEzGPs/2fv\n", "vYPryq4z39++OSDnHEgEBjAnkN3NJju3ZFmeseSRZFu2pRlpPH56LsmyZNerst+rmrItWxpLHk2N\n", "VTPySDPjUbIsyW2p1Ww2m+zAzGYOAAmABJFBZOAiY78/1j68F5c344LsdmlX3QJwcc4++5yz99or\n", "fOtb2JhDMY9mHOhnjlFaGOU2kmf8noTPhBtXId83Ae5YjoRftMjN5OVauZ+WbFtiuTE1FkuGGGW2\n", "lBIayaKGKhSVTFHKJDPsRHEAL1tZYIRZTuDgMH56WQLmzVxewGbmsfxcDPm5gN3gIgTM52UeP7Nk\n", "MEcmc9ygiF7K2MQ4fnJYohRFIXaKsJGPgzxseFAmj1ThwIYNbVwcmoWQT+jfc8xzHcURXLTRSQ5d\n", "eOg2xtZgdGMr5NlkIw72EkROVCK5sK0JOAbdwNNAJ+JEHkPILx5qtNboI08h+WKBkO+bEZmcNFTw\n", "YbcQg6sA0am8LI9wjb6b1fGZmRlefPFFfv7zn+N2u3nxxRd59dVXuXDhAk1NTQDcuXOHb33rW/zp\n", "n/5pxD5WNQcrwRZ+8chP/IP03v9dgsIOsy36mSOLSTx0UEmALHLo4x4FzLLENIoZHCwwzwKTyq5a\n", "WaIDWUDjhLB+xR1oEI4UCkOyfg8AJ9+rG2loM0KmHiFmiNi01qNKqTeQHKMnTL5d23vFgDXvMg8R\n", "wvnIOxxFBEALYown/C6VUh6cVFHEFnaSTy1zdKLYiRcvf4CDjdi5xhw/ZIkOFP0cZQM7uIETzRRO\n", "pnERwMU0dgJopshhnEL6qSODy1wjH1kvdrgfr9KGo876KZ8xavEyRB/FZqb24aUPLyfpIZshCmik\n", "jXqGmcfDrDHCNCXYKMLJXlx8hDrcFDPADB0U8A4buIyHIYbxcI8GhtnEPTTDaFWh+hngOvN0hkPw\n", "zLMcMp9wyGURAj0tUlKjxIrCDSGOkV6EcCMm5OBRNgMv2YjIgETyuIaUUieAPUopt06ihlk6m4lI\n", "+MFENeEEopQUANXANpPLZW2Kw4ncXzqb8e7nk0kx2VRSRwE5KApQ5DJHPlPk0cM8WcywEViHg7XM\n", "U4UTD5oeJLrkRBllT5kcNpv5Kd/ZkcjvEsUs8RwLLDHLrPH8241H38k0mgD6fpL55P2fNqZw0M8S\n", "Y9xlHXfZRC8LqkDdZIh2BML0niCHMdHYTMKMK9OuI3K/Qmu98qIw/wKb2UfDGUnDiXQ6gUta65kE\n", "+lNAMYWsp546KrFRSYBK+gmwFcUBbOzEzTgznGKWP0TRRw+53MHFPcqMc3reRK+EdEKisXMsMc88\n", "sywwxzxzzIaQ7WSTjZdcHOQwzVZsZFBKB9dZIIMpfNzFxxw+5shkFhfL53gbedymjCdoAVws4WYJ\n", "JxonGnfIzwwUu/DwJ2hmKeYsJRxhH7fooopOGuhmURWpNgZpQ4ytZUaTgV6PATeNQTKNRLmeUkqJ\n", "+yMClNDsPbVIFCwL+KnWeiLxN57WVovcW7jj+iKy7gZWE2KejmbeS5/5WAaXFd3a9giHFrd95Stf\n", "4Xvf+x6jo6O89NJLPP3004yMjKC15sMf/jCf+tSn+OxnP7uiazwsiOBRrfV3zd/RIYJPAksssMg8\n", "lUxSwyhLTLHEFNMsMokdB4Nk0sMkSwzhIJ+LTDLHJD7GyGSMHING9jCHA804miFsdAB3mKSbufse\n", "JCfLDSmLHcaCI93P5zA/15ln9s6KH9ojbgZvP6+1vhb3YO4rQJsQIXZJaz2ymuNLtRkYUSFiVBUh\n", "SlEfQbxwUpEQs+EVkU8j+TRSi421jJKJl0n+NRnsx84s07yOm58yzAJdZN5Xx7qpQjOOiy4WQ8gn\n", "ppgkiCtfi0RpHngX5vrWxxbyux14FjhivhecvRs/meTgIgtNCTNswEeAErrJRONH4WMRH7NkM0Me\n", "M0xTQICtTNJMAbl4qGSJGea4zQK3UFzDyzUU0wzg5w5ZtLHIINcYoyXc86eC7H3hSocFh5kGE0VY\n", "nlvlNc8kdM2N63cB4YqJqDyOJCF3JnmuF2G26tdaP3TiALPpPYUQcmwFjoTBOGyIh93aGHMQ5dCK\n", "cA2n06m0zPAuoBwfVWSSRRGaQhYoYJI8A1uaZgOaddipx0U1DjKZpZt5OliiBQfXyKCTGWwsobCz\n", "ZBL7Y29s1yhnlALqGaSVTWykCxsZaPxmlcheoO5/vNjwmp8eHOQyzwCznMbBEez0Gk+8m24WGSeq\n", "cvhuaca4ykKMq4gGoVIqC4l8vvVeRzCspIXkO4azkioeZCRNiEgnQv+VlLODcoqoJ0ANo0yzEXgK\n", "LzvRzDLDKWy8hoM73CaXTlz0MscINxilAxhcyVo1smInYiBeQXKgJIPYSwYZ5OAiGwc5OPHhQGMn\n", "6C4bphYPE+RxDwdBYLs95LgAmVQyxBpGCLAJxQE87ECzwAynUbyOh5t0ksNdAyMcp50BbiJ5UaGy\n", "qwLJm3pDSw65RUBUQhBKOIgAgwuQd3bbfPYC5x6FLmP0lKeRdfVAiotBStRj7uthjy9d7b0AEYzX\n", "VhLBehgGVijJRTPwVR2F5II/4VeYI5sFslgiG00mMxQwQQVOPGSxiBMvCh/z5OHGjYscYJF5Bllg\n", "gCV6WaKbBfqYop+7eLhHMWMUsXC/JkSAALPM0s0kNxB2MYuVJxBNQJnFuw9RlN714dtozYTXdyO5\n", "ccluBGWIF78PuP5u8NQqqUdRjAjVPCRC1Ye8p7hewyh9OvGwlkK2UkoOa5illlFmaMbBC3hoYJib\n", "jHOYUt6knTzacNLPAH1cZum+AVWEJN5ejDH2J5F3kbAiZnIk6i3obYzj7MiGWYxE7Rbwk4mfHNwU\n", "4SOXfDQFwAxeJvHzDFcIUM0iG7HRiJM1uChlniHm6WCRN/BwklbyuUE2vUwyQieaScRQAkMjznKl\n", "I159qEjR41zEmOxESCUeibJqHBI2rfX5FM93IWtukodckFgpVYVAgc8pISVq0VoPxDjehjz3AvPJ\n", "Qgwta00lRR5yHzpqI49CqvBSSQ5uU01nliImyGGeCepZYgt2GnBSg5M85ugzc+4mdq7hp405FN1k\n", "0k8uA3gZwk0AcDKCm0mUyVuULEXCfoqjYpBGimjDxyyDVJPFBMWMGO4zyYV0smiY1pZwsYibBVws\n", "4WSJBZxMsRs7T+BhC4uMMcNp7BzFyW26DOypiyXGuG2Uw95kn91qNQP/yyGBaKyBkpcCx9/z2lKC\n", "zciiHMRZV4BEfKcIyjNLpqW0v4Rcx4ObtZSygxp8NDJKNjks8EG87DaJEqcMnO4Wd8jlLm66mWeU\n", "FoZpJ03wVBOh341Q9N9I4HiL9dQW8slADJeTiBMt9H92RK7vxUsxudhoZIgqpqhkjACbgQN47xtb\n", "Z4yx1cpdsmnDz01uM8BxrfWYcfo+jszhcWO0LGPBRfSBamT/G0He4TzyHv2IbDuKvMuHBpNWStUD\n", "GbH2E6XUDiTHOCEn+Lux/UswsG7fvs23v/3tR2NgKaW+gyiIBUhYNpymHaXU14EXkMn9O5EiQEop\n", "zU4+bUrjKezYGKGUGTIppZNyhnCygJtFZrFxiUae5R1caKbJZ55qlqjERhl2SnFQhJMCNAvMc48F\n", "BpjlHhOM0kuALbzEED56yeAuihFGGOIG0/Qg+NdoVMpu4Akkr6JvRQ/vETWl1GOIsno3xfOdwHrE\n", "eLiBeGkfNqQoEzGoShClXBJvZbNZSRFeB07WUk4zDXhpYBgf2SzwAbw8wRJTzHAEB69wiE1kcZdu\n", "prnHVca5GR5tMR7gHVrr16NcrwlYSlaIKmFMmkvU0DcesY3AzVComrJY2GzkUkA58+wnk0VqGSCf\n", "JfKZooAp7NgZYwMz7CGHZmy46eYSfRxjlgkmsDPIBKOcZYrr6fQKmlzAakTJGwTu6IdLHGF5Sd+M\n", "pMiYCFUixDx2JCcroYLE6WpKqb1I5K1PKVUJlGqtTydxvhNZ68Xm5yRBYysivEYplY+bUvKpxkMp\n", "+dgMxUuAYiZxoQiwCc1mnKzDTS2LBJjjFou0YOM6Tm4yioMechkil2F8jOFiCjtzjDBLF0v0Iut+\n", "DMnDcGAYwAhGfcM/mxHP9k3zdyECXz2LDQdePDjx4MSNAw823Pc/wrzmxG+uVsEExUwRYCeKJ/Cy\n", "nSWmmeEsiqN4aKWLLLrwcRfNKB0McA2RmY8Eam5kRy4JQl3NOe+ZvJBUm4HRWgZVARJpHzSfdEdx\n", "s8liHcVsoh4bDQxhYz12PoSHBgIcBw7j4Tqd5HAHD90sMMpNhmgjzTBU47DbhpBarQgOqpRqBPxR\n", "9LxtiPzoQdZhrTFjM6hCUUHAGFubCBpbS0xzhhHO0ME4t/DRyzWWyEUM3SGCBZWX1XE0nylC6roZ\n", "p2am+RxAIvUWVHIi5DOqtR5fybOI8nwcCKLguNZ60uxvjYjjazTkOBemlmY4SuS90t7rBtbk5CTf\n", "+MY3OHbsGH/2Z392Py8rtK22gfUC8FXEO/HftdZfCvv/AeAnBOsO/FBr/R8j9KMRoe9ElKl1wBAu\n", "evDixIUPBx7seJmmFvCRzT18KLLQZKHIZBE/s2QxQxazOKIYXzZqsONglgsscRw/pxjFQTfZ3MXG\n", "PaYZpZVRyVkIF2QqWMzu5GoswNVsRtFeo7V+Mw195SFh7DzEOzSACP7VoBhVyPwoRRQ9hVHyiGEQ\n", "J9G/HSdrKKOZevw0MYjiMZw8j5taApwFfoaNFtrI5zJ59LHEBP8AdEfzfplxP4/AsubC/mdFr46m\n", "EBU4AFwIFcgJnONDFPwZJIryQDTIGAvPAC148ZBLBYq12CjGSRaF3KOaLgqoxsfzeNnCNNdY4p9x\n", "cIE28riFkwG66eUS8mzSoggYRb8ckQ82JPLctZpRLWPI7wVORDImzPt9EtmcTyQYpdtMEJq1qhE5\n", "4xA6CLyqJRfLjrzfN3Qchswo/dkI5jUWm68tDH4AJ5UUs5kiCqhikUKmKGIKjY9ptqFoMgZVBfMM\n", "MEcrS1zFxTu4uccpahmkiHH8TOBgjmkW6GGGTubpMtcZiBY5UEIsUoc833bEGF8I+X8OsIuw6L1S\n", "aj9wI1ZkL+RYBfixUUoJ68imjCqgnEkqmGCSLcCTeNluIhBngTfwcZlOcmjHRxcBBrnEFO0Pcw8x\n", "xlUesncl7LE3smo/cObdCg9PthkF1jKmChGZYhlU91Yj2qiUKqaQTRSzlkYWWMsI8xzEzQewk0WA\n", "V3DyE/px0omPu/eJH24ie2vaoyxKmOvqELjciuHYRsYcQFIJBkO+tyjSj+gg0VEesAExkIYpopBs\n", "aqlEUUkAO0tMsocMHqOYdUxwkx7+D5cppId5pvg7oBtxNiZtABvDsgmJYoUaXpnIOrH0jF7SRKCm\n", "lLLk0w1Ez81DjERnuONLKVWEpGYcezeghZJt73UDK5G2agaWWUgtyIbdjWD8P6pD8gyMIvg5rfUv\n", "x+lLI2H4TYigu6QjJPiZze1pgoU8gzkcfrLJIB8X+TjIxo+NbLTJAFkigxmymCGAg7s8znqKcbED\n", "F6XM0Mo8p/DwJvNM0UUO3TjoZYkJOhi4j6efMeMoQ6I4bz4q2FKyzXhODpBm3LGZB4UEvdyLmGgS\n", "YvykhCE27zoPKXxZgnij+pD3kBalRCllx0415eyljgyaGMZOMx4+AsA0L+PlEH24aMdPJ3MMcpFJ\n", "soFbiUQBldR/uxMe8TTKDlrrq0mO2YtEUV9NVnoZBbkRMVTORjLQDKSsFsGp1xAko5giiwLy2UAN\n", "LtYwQRGKGT6Al6eBJaZ5DQ8/pR9oI4NOZs3zakunIqmUykUMrRJkrt1Jh3IQdg078pzbor1nIwfW\n", "EJRFpxKZ78bLW4YoukkbOok2ozzlhEJRzLxbTAQGlED/2cBGPOzEzxrKmGQNXdQxwxK7sNGEi3qc\n", "5DNLJ/O0ormElwsoZujDzz0y6Ac6qCDANAucYZq7yFpPqZi1iRyvRWRSJxLBm1FKPY7Mlbthx1cA\n", "FVrrkylcy4edUgppJJsKKo0nvoIxplmP5kk87EThZpTLuPkh0EkbebRh5x536eMy4mVfNSUqVeMq\n", "5PxSZM+Ly6D5bm1GoS9GjCo/AicfRHKXHqitlKZr2oEKythBOcU0EKCSGWb5FXw8zyJjzPJPODnG\n", "LfJoxc4AHQzcR4esin5hxrUFgfWdSaccUkoVI4bTsZDI0TakptcDUdAQfcoiBWnAyx58lFDBCBvo\n", "poI5lvgUHnZwk6PY+CHX8dLBecY5n6pBbPbnfh25pmEWQaSMh6AzKaUSDeaZP4fMuXzECdSORN+e\n", "RtbmRNg5mxF4+oVkr/eo2y8MrJUZWHuBP9Vav2D+/iMArfVfhBxzAPgDrfUH4vSlEU9/CwJfiwbR\n", "KwIa40VgjCLpJZLx5SaHJeqp4y5buIudLGZ4Aie78dDAHN3McRYHx3DRTRdZdOPjDgt08w4BrpvN\n", "uhER1CdSNSIeZlNSc8GrU8wjSeI6WQThRJlICH6AGJ7nkHMV8kxLEaE2jXiPetMZGVNK2bBTRRl7\n", "WUs2TQzjZDtuPorCzQzfRfGmUYJsRgm6gkAbLCP/cCKKhvFYuUMNKRNZOEBq0asqoCASBCOJPoqR\n", "zXWZR9p4GWuQ+7uD1OMYDDvXAVRQymaKKKXe1P5aYDt23o+H9UxzHs1LQAu3yBdhqi8AACAASURB\n", "VOcmNu5wiikupxlq40TqmFSbr6yo1oo9vUYhWNJR8ufMMU8ibGuDwHbEGD2byK5ijJ81CFRkVYws\n", "Y1C0hkZmQjzJh1fg/MjESy1FbKacDGqZJo9pJnmKDJ4imxrG6GKKNua4jI3LuJlhBgdD+BhAM8wi\n", "03QzRBdzlCFQnqiECymO04s84wpEidFa61cjHGcjioKT5PU8QCnFNJBFtTG2pilnjMs8Qwm7KGIz\n", "89xjnkN4OUQ/TtrJ5A6z3OMyE7SlO0qklNqAKHQpGVch/WwBiLUm3m3NQP8qzGcR2U8GEQjYqu3b\n", "SiknbuooYSc1+GlkjByyWOBD+HmMGVpY5IcscoNW8rjFIgNcZowbqx3VNM9kJwKtTatMDrnGLuQZ\n", "34wUvQo7ViFO2r0IlL0VoV0fAUopoo5c1tLEIgvsYx0fQDPEAl+nlXmuMM1tjukkCYjMtS0il4hj\n", "CznOh+gkpYheM0Awop6IHmBDosAbzb21hO79Rk/IDNfPjFFm1St9T6Wl/MLAWpmB9SHgea31vzN/\n", "/wawR2v9mZBjngT+EcHEdwOf15HZ0jSihMarYbAT8TbdWcG4ncAW3GylhHmK8FDJIhWMkQkEaDZR\n", "jM0sEWCG88BbOLjGVQpoYZFezjLFDSTiNv9u33CMQH0c8SitKDE3yeu6CBYHLEQMpn5ECZ4yx9hY\n", "blRNETSq0spcZQR5JRXsZQ15NDGMm424+A3sZDLND1Ac4QoF3GSGAS6Ew3hUCGlAgtfMAzaGOgWM\n", "wqOSjV6Zc3cgQj2lHLqQfooQVrnTiHeuBoEudCLvaBdRoHEhfeSSRQOFNFGLg7WMkYOHOX4ZHwcN\n", "A+ghHLzKBbK5xiA9vJ7uaJMZS2hC8yCGBS8Vz3RIFO+taMqHUqoEIRp50/xtQ5SWBeD8ozayjELw\n", "BHAofCxKcmru6iSKiBvDuowSmiigklqWWMMILgpZ5Jfw8jiLjDPLERwcogcHvRRwjwyG8TCJYoZR\n", "ZriLWd+IPGhAFKlzq6XwGkPr3yAKZRcSfR4JO6Ye8KVLlhvZV0IRdTjYgZdC9nEVJ0tM8kuUsJss\n", "SpjmLPBTbLTcJ8sZpJ8+LrK4cgisUmo9IntPrNTxEEvZM+tvDiGKeqQOR/PsyxCjyofoHl2RUDGr\n", "cG0bdmqpZB8N+FnPPRzUo/gQXtYT4Dh2/oFRxmglmw6m6OMcs7Q/jL05RO63rESPSuA6XsSgeBNB\n", "TUxorW9FOKYSqEIQKlYpCcsp0oZEnxeVUhn4+Sgl1PICl3HxYTJ4nkl+xiw/5Cx53KKVYU4mK/ON\n", "42A20ai+cZAWIzpLLhIJ7UUiYZGg96WIYbUeSZN5oC6iCtbFegC+bdbWDkR/e08gpuAXBtZKDaxf\n", "BV6IY2BlInCUgFLqReBrWuuGCH3paIMMOcaiG04ochCnLzvisTwOePFTTi6N5JFDJVDGBKVMMslm\n", "YB9utmPDRYAfYeNnXCefFhbo5hwzFCIwokdS5yaRZrxJI+ECboV9+hClvCURD5gxbqw8qlLgKiKk\n", "igkmvvathjffXLuCMvZQSyFNjOCnHie/iYN8AvwQOMR18mlljm5OMcvNSAqJUmof0J6oNykEFnDI\n", "bBRW9CppY9fcx3OpnBuhLzey0R5AalBdQYxaC9JRhRgsb8WTkkopF3YqKGEbJRRQxxw1jDLHPpy8\n", "iJtaJvkuwxzlLH7aeZtprq2S59QFhqNOPnaC9bmG4kUoQjyax2Nt1EoY+W6GzgPzrncjtPuXEhzv\n", "qhhZxiPqizQOYxyu0XFYKM2xeWRTRx4bqTZvsoRZZngaF0/jpIxpTiFGQjtt5NOGnREmmOA2I/QQ\n", "LDQt+UsCS8pHnvMcYhDPI3JgEMndS5uyqQQe50DmeCUCH5xG3t+gOcbaXx7Il1zhta28ty4KKKaA\n", "OtYgZE6T1FPNLorZjCbADK/j4WWGWKKdLG6zyBDXGeFSKpG1EOPqZLruSUke225EEbQg85vNdTSC\n", "HJmD+zXEAojTLIAYX6tiRBgHRzGimOcjinoX4pBddS3v/h5TwT7qyGUzQ9jZi4tfwUEuAV7BzY/p\n", "xs0NfPQwQDfnEEdHaIHnDASuumIIb4QxNiDGzEOhJzcyqBxh9DuitV4IeU9VCFNjN/IMxsLO9SMG\n", "SQ6SrzQHbMZGB9U8RhNu6vHg5DPY8DPL17lLPxewcZe3mKE1UUNfBfOhk85NNY4ni8W4EHEWWRDn\n", "bAQqaUdkm01rfTZGX+vNMQ84Xg0CKVNrfSaZ8T3K9gsDa2UGVjPw/+ogRPCPEUjNl2Kc04GwqoWz\n", "rWng/wv56qjW+mjYMWuALJ0mLGqkyayUysZJCYXUk0U55UC5gXjMsg0nv46dXAL8I4pD3CCPa8Bd\n", "lljiZ5E8E4+6KUnk3IQ807R5Fo2h4UCUpjPxok1qORvZXkQQHSckt201mlKqhDL2UU0xmxglkxrs\n", "fBwnJQT4MTZ+ynXyaGGBHk4zHb0afIhX7tVknqUS5sYWrfU9M+/sWusrKdxLLrBZa30s2XPN+Xbk\n", "+ZchUcMeRPlZi8Czwje5ZgRvnrBhrpQqIJdGCtjAGmzUMYKHKlx8lkVGmeOrXMLBdXro5ZhOgqgj\n", "lWbeWX7Ix0nQ4BomJM/HbJb7kXcVNbpjvMDrI70H00czwjyWaJ25tBtZSogbruoIDFRGGXyGGJA4\n", "pZSbXJqpZj11zLOGYRZpBN6Hj50mp+pVvLxON37a8dN1P+euI5YCZ5RIKzfxlvnOi0RQLRjOKKIg\n", "967EEFdBeNJRa12b+7e8yhe1gVAaQ2Fap5Etz0TGMrWB9CqlfLippogtFJOLj0xm8bGGcsrZiZd1\n", "THOFJX6Gi/PcIp93WKSdn+nESDgsmv0KRDk9kW6vt1HU87TWJ4333w+cNgq0QiLivigfJ2LcWsbX\n", "DBL1jfmJpqkZmViJvM9xgnPmoeWJKaWKKaWZGsrYzAh+mnDxcRR2ZvgxLg7TRh4tOOingwEuIdGO\n", "8MiyC0GaeBAilnTJAifCEuhAjKuHUi7A7De/h+TztiEGRxbynu6QAJumChJhWGUF7imlPGSznVq2\n", "sIsxMjiAn48R4BSLfIsLZNBCD328Ga5rxrhOI+KQSjmFwtxvCUIa0oRE5d5CGEufQtZI1CiqilG2\n", "xaxrqxbjitArD6v9wsBamYHlQHKmnkYUtdM8SHJRjMCZtFJqN/B9rXVNhL4SiWAdQMgv0gIvClGW\n", "D0da5Ob/xRSxhgzWUIWDjQzjZjNOPoadTAL8AHids1RwlXIm+S7zXIwU+XgUzWx2TyI1q/rjHZ9E\n", "vzWIZ+o4EsWqRwR3eNFZH0HvTg4C2+pHFNt9rCITo1LKhp/N1LOPHYySQxk2fgs3VUzxEnb+iRvk\n", "0MIiPQL5jLfxKKXWIhS0CUUnQs5bj+D/byOsbilFoIxi40hUcTfnhBtVIwQhmPPmGCsna5mRpYKE\n", "GjGjOVGu68FJFcVso4I8tjKOj4/h40km+Z8McYozuOngLWa5EW6wGg9mE5KT2ZvMteOOK2hs5SHK\n", "zDBicFUgkd6Y79cYzB3RHCpGodmHPOPWBMeVNiPLGBV7EdkWTTFtQGDZlyP8r4QqnmYrXtYzwxzv\n", "w8MBbHiY5i0c/JQZhmknlzZsDNNBP9cQooZ4CpMVAbkeTVEImbMVyDvqRxTne8nu2MZJ0K8jIAyM\n", "8rYTISuaVoK4aAZeS4czKiRa/Wa4A8rI5kLyaCCXJjIowYaLtYxQwU58HADsTHOUKV7hLWy0cEgv\n", "LL8P049VKLqQ5YWi29NtXIVcc5+51ggiNxIygs27tfKjfcj6c5iPHTHArN8dIZ8lggaX3fxU5vsu\n", "JOq5aoQxUe4ll0J2Ukk9m5kgnxLsfAIHRUzzXRSvc4M8bqEZ4DKjXI+mYJvn0kyQdnxSa90e6dgk\n", "x5iFzPF+BNq5KhqvMQ6zQj7ZyJxsQqLShxGnyVgqc1Ip5ddhedhKqWIqOMB6ctnIHA4+jZsGAnyT\n", "IS5xDh93OMUklxKQSw5kb45pBMXpw40YVxVIZG4R0ZNyEWPr5Xi6oXFYTEfaN1SQ1fbNhz3XU2m/\n", "MLBWTtP+IkGa9m9qrf9cKfVpkDpYSqnfA34XEYYBhFHwAaameAaW8VJt1VHqCa1g/AnldCmlHNip\n", "pJy9rCGbJoZwshU3H8OGl2m+TwdXuUY9s1yjj+PMcuthGlpGGd6DCFHLI1sLFGmtT6XxOlZux9uW\n", "0q2UKkCS/FuRPAfLqHIhgt1i3gmFQiQMQUthjF4K2E8Ta9mCGxcfx00dU/wUOz+mlQyuA72cY1JI\n", "SxLsN2pUIM55xUAt8mwckZTaBPu5HwmLc5wFWyglaFT1EAUjbs4pQSjEw42sasRD/HYq78koY+VU\n", "c5AtuFlLEV5+n3l6mec/cx4X17nLAG9YxnaIt26YYLHhm4gCn+65YhWk3Ih4Sm8iSo6VwxUe1Ssg\n", "GBGOOhbT7z4kSpOQopQuI8sYT04dI8cvxFv6mg7SJtvJYAtraWY342TyMfwcZJprLPJzfJyhnVza\n", "cdPLOP1cZJY7iRrfKlhv52KiDh/zHK18Gg+iTHdFi7yFnVuCUCEfi2ForkGUoLe11kvGIOvSK6wH\n", "ZPrejERfYjpElFJubFRSyC48NJGBh3XcoIoS7HwQFzVM8GccZ5brHCdAG0GK8TwkInSP4Jxd1eiN\n", "WdPNiKH8bb3KUWhzTSHXEYee5Rx5OZn3pITG34FErVeyvjLIZQvlbGITM5TjAT6Jh3VM8RMU/8RV\n", "cmhhln7OMU1bvOspya3VWut3zDpp1Fq/leoYTZ9W/cOrOol8ywT7zidYiDwbMYzHCBZiHkMcr6MI\n", "KcS0Xh3YowM/G6mime1MU8Q6fHyaOTpZ5OtcxMVl7jLA0Xhyyux1ZVrrEwle247MQ6t+mpXv12o5\n", "a81e9q8QI9Oq2dkZbQ8Pibi/FsXxvxbZ20+8260XJci0f/FtNQ2smHWwzDF/A7yIGFi/HSkEm4CB\n", "tQXx6LStaMAP9lsANOkwOGKM4yPReu/EzcdQOOjmMO1cxcMItwjQzSnmaX8IG54LeAxRDEuQxNJF\n", "xHuadPQhzrX2IaH9dvO3HREuNYjhNYRUcu+Nt/GavnojeZdXML4CqniOHXipZi8ZfJQpfo6DH3CT\n", "DK6j6OE8E1xNZpM13qM9WuvDKYzJhbBkzpF6DSInAut6JZJ3PYZR1ZeooR/DyNqLRKJTXn9KKQ+5\n", "7KaOJnYxjpeP42UvU3yTfs5zDhftHGOem4ih49UGr24UjgbEYL+FKMBpE96h3ktEWS1AlLgCc82h\n", "kI8VVYur2Bmnxz4k1ychhqt0GFlKqYMI0Ua89XffwaSUyqaEgzRRQhNuPHyeJSZQ/BWjTNNBDh0s\n", "MkwLQ7RgkAlJjMlS9lKupWSUD4sRbo5g5OKByLMK1uO5EM8hYp7DjNb6ihL45zqt9RupjDGkT8vb\n", "/HoyjjalVD4ZbMPNU+TiZgM3qWIf2fwqrXyX0wToo41ZjhKsA/jQEt+NcbUVyavpQeZqxCLcabpe\n", "BpKvU4FE5jqRCHw54rR6M948NA7adYiBHkCMAjtBY8D6TMS6D6WUhww2UMEONrJELYtoPo6PPUzx\n", "Gja+Qyt+rqPp4jTTtCTybpTk1+RjGInNM36WFCMV5vwNyH5wVqe3REY2khvlRd7/GGKwhkdorfn/\n", "GmLUPkmadZGw6+VQxOM0Usk2xnHwm/h4gkm+Rx9vcgZNG4djyW3z3CwSlwfguOb/WYhBZUWLxxDH\n", "hsVMGQ77rAZKtNanjB5QjjgsnUiu1t3wd2zk0VAkvciMYS8hOti7vRkjs4JydlFFEesZp4BMFvl1\n", "fOwgwEnsfIcBZrhGBl300sNZQgpER+l3L6I/3k5hTBZ64SriBMhF3k0Bwfd6JHxeR+gnqu3yMOpg\n", "vQ/4v7TW71NSb+BrWuvmpAYpys8zyEa1GsX/DiBUpQlHJVRoYdo6fDQxhI29ePgI87jo56fk8c9c\n", "pYAr9NHHq3oVCvDeH4socYNa6xshHtlxxHuaNFNdjGvVmL7fQfKpipAJOYqJUiGMQW5EsMeD3GUg\n", "hmFMyJxZoKWIkR0dw+xVjazlIHuZIYd/h4sGAvwFnYxxDRs9XGScK6m8C7MJ2uJ5o2Oc/3GEvSwu\n", "sUCU80uBqtBopApivi343xCifCRsVEW4jmVk3YdvRopaptqUUlWs4SBbcFBNBT4+wxwdzPNfeAcf\n", "lxhhjHGEFGQ+7Nx8xNDyIZGmrlgCOIkxRcXfmwiKZXDVIvP7CCZikIBX1I+sz6s6wRzNlRhZRgHa\n", "qbV+LYFjC4CNOOlhDQfYxSyFHCSDX2OSHzHMK1zCzwADIax2SctgI5PWQPIMX1H6U8j7qEDm/wiS\n", "03E/r8VE8TJ1AmyfxnnxBFJsuCeVPSFCn3sQIzQl55Gy2G79PEcRxewmgzo+wjg/4CYnOE8v/RyO\n", "pwCks5nnvg1xOpzRQtqzAzFO07nP2BF5X4VACS1FNBwitgfJdYyYM2eU/HVIhKXV9GHNj3BIm1TM\n", "FAfLBKJgTSD76Dxu6qmgmfU4WMcEi/waGTxHgDMovs0dFJdx0M15JriS6LpVguSoQ5AccyHfb0bI\n", "cpJyahl5tQNxsL6T6j4QoV8f8izzkWcZtZyOOX4HYnC0mb9rEUMjoehQimNUuFhLJfvZiqKaXNz8\n", "AQv0Msl/5hReWjnFJBeiGdJK0CbrMVFvc99WMeoCBOoXylIbi9rdhjju3gl3Khk5XYnoU2OIsTqg\n", "pQRQDvIOj0R6xmZMjxOH5ffd0JRSpVSwn1ryWM8oWRQBH8PLJqY4hoPv0Y3mBj66uUsf53QCKQFG\n", "T2lEHNbJwsYtHecdHRZJVEHExE4kN/04kpoU0Vm5mgZWInWw/hYxjL5n/r4BPKnD4CFxDKwqBOYW\n", "lX1lJc14GApT6V8p5cDJGsrZQx1+mhhkiSdx8evYmGWe/00v1znJArd5OfxlpmHsNoROe0aH0Asr\n", "ocdvAL6VDgFrrlOGRCK7EOE9SLC+Vbgi3IgIjzOxDKKQYzMjPX+zCVYj0bEA4jU7FuF6TnJoZj2b\n", "2ImdDL7IAoNM8DecwMttLjDGpZUod0qpp839JO0NNMrSJxFYWUowCbPhTmitO1SQwbGS5fC/dG2m\n", "pQgMLtTIqkEU2pSggmH9e8ljLw2sYyeTuPkdvGxnjG9yhCUmuUMvLzNHW5QNJg+Bn2QiydOdqXrQ\n", "VRIMUpZChyhhVoTLjqyJqDTLKshMmAw0LiUjS0m+n05knimlvLj5D2xA8QSjuPl9HOQxy1e4QoDL\n", "DNDLGyuRW2Y8xUhUdDUYQi0nQw1ieFtlBvaQRLQ45B0dR95tkU6RsUtJxLWJkEKrqTallCKDraxj\n", "L834yOKPmeEsd/k+p5imk5fDlbfVaCHGlRNxni2a753I+rmow2rmpXCNLETelyFyrZMIZBAhx1s5\n", "ossUTePUaECU4psITDeRAuAWy2Wo0VVGJntoYJL9tAK/hJ9/xSw30fwPepngMl7uco0Rziej8Kog\n", "ZPZtHSxb4ka86bmIgvc2st8u+0S6HxOp24EYki2JjiPOGF3IsyzHFMaNJ2tDo1ch80QRLNyeVrhi\n", "hOv7yGMPa1nHNqbI5FO4WUeAL3OFUS7TQz9HoukDRrddQuaCnWCE6l4sR3CEfqoQyGHUAuYqmG9q\n", "sRBOI3pVNXAl2rMyfdcg+8O7rvC3UkrhZRMNPE4zw2RQjY2P4qaOAIdx8AM6cXEdD720M8B5nQCJ\n", "j+nbhqATLicrc4y+30ACuXZKCmA/i9S3vEMQMTEVcsyqGViJ1MF6Cfhzy2uvlDoMfDHcqxjHwHqg\n", "WGY6mwrS6KYE3TJ9OPBQRwl7aMRDJZOM8mHq2McSAwzzVd7GTiuv6IXkw5kxrrsdEQDLipsqyRUq\n", "RbxiKQkzo3iGRqlqEM/VO0iiajxYhqWkx8R/m8ViEXH0me8yEOWyDInItGutJ5TQLd+Hjpljsynl\n", "GbaRTwMNZPDvmeKf6eEVzrBEO6/oFRboMwr9Zp0glDTC+Y2IN3YkVUeBUuoZ5PkXIQrgXYRoYbWK\n", "1EYystIK6VQOVUMNB9mGjQpq8fD7TNEKfI1zZNDCTYZ4K9o9Gk9fPRLSbwduJ2toKYEfz+mQyHuM\n", "a+1EvIpLId/7kMhWBTJXb0WKKqggucMDZDAxrpm0kZWoI0ApVU4NT1FGGdWsYy2/yjQnmeR/cYpM\n", "bnGKSS6msnmbZ6IRD6PFMLfq+ahGsatB5Ek3Iv8S3oCN0rIGUWoPEqL4JtGHIshEmbbCoMqt1lDP\n", "czyGJpcvssQkg/wNx9G08rJeRQZbc0/bEajXmXDlXklkeScy/7t0EkRUyqqvJgqlGzGqHoBNxTj/\n", "fi6vOb8B2fvaEfmYsvKpHKqStTzPVjSKF6nhaTT3WOSbjHCXS2Rxhw4GOZ3MPZtxW0bIWYTJtRR5\n", "DlmIEwfz/8uIUWUP+TjM/8MNLxdJOHHijM+OGHi1iGJ5UycIRQ2PXoV8n4vMk6gyPZ3tvozbjpNq\n", "duLnt5jiR/RxmDMobnFYRyDaMfpHIWJQpRQhMmvmKQSqnSiToVXKpgiZxw0IWqIfQSiFMwtuQnLA\n", "4rI4P8ymlHKTxxM00cA2fLj5BC4qmOJlXPyYdnxcx0kvrQxxMdH9MKT/tQiLaVIOMKOHlSM6TULP\n", "yziQtiI68ACiewWQ/aUbqZ/2yOpgvQT8hdb6bfP3YeAL2lDWhhwX0cAyQmgP4glZtYQ5o7gvphpd\n", "COlHqreXsYcS8lggj8c5iIe1jPPnnGSeFk6YEPVKowAbEejDMgYnJbkOa4CLJFDPJ+Q8a3EXIwvc\n", "QzBK5UMEzvFkxm08kruQidgSwxOZj3jyriCbZTbCuHdbL4dNWOQHd7TWd5RDVbGWZ9nDPIX8G3w8\n", "zgRf5Sq9XKbbeKlWDM00gmxGp0DfrIIFBM8g0K1DSZ5vQ4yIF5F6VR2IErMqOQ9h1y5D8mZOGgPX\n", "gnSm7IyIcA0/+eyjkMcoQbGDZ/CwgQD/hTu0c4557vBqLGXVzLN6RPhZhlZcxUolkSejhAV1QEfB\n", "extPby2i4A8ghtZE2DH5iIf5tE6QGCAZI8soMFtiOQKUUg4y2U4dO2lmAi+fxMUupvgb7tLGeWa5\n", "w2GdInOjcczsN2O+gIGSpdJXitcvRDbEm4hTw4F4H+8moiAqpbYCCvEkO3SS5RSMwl+hU4QCx+m7\n", "mDW8yD7slPApnJQzwp9znCVaeV1PrwqJgELmrA1x5EWMBJloUjniaLARLO77gPw1a8Uq2VGIRAg6\n", "SbFmlXHCZiBGfScSJUk5L00ppfCzmQYeYy+Qyeex4aaTn3GDPjSj9NJOLydSMaJNlOogYkjZkf2u\n", "H0EiDOpgLcKoMEHzXuxhn9mV3HdIv9WIPL2H7NsJK++Roldh/681fV9KpwMixniE8GoDa9mGCx9f\n", "YIEBpvgaJ/FykzNM8E66ZZRSqhKRAylDIpVSzyLvwMpzn0TmyYAVfQl5ngk77lazKaVyqeA5tpPJ\n", "GnaQwceZ4ic4+RG3yOY6Nvq5xjBXEt0Dw/q3mFnfSlS3M3N6E0F9ORUWy/vzFnFmVCDy6+XVMrDi\n", "1sFSAhE8qrX+rvk7KkSQCHWw0mX4JHAvfkRxjCgUUujPhZs6cnkfOZRxgGoKeI4J/prz9HGFGwzz\n", "ZqpeXRUs4Hc8tA/jdTqIKSRoFvlaZDJGVDiNQlKFbHRTGNgfJmFTBfNvEp7QYf27WI4JXwj7v93c\n", "y7MI2+QRJAwbbSPPAB7HxzTr2UgzC2TweUAxyZc5hZ0WzjLBuTS9Syvh+K1UvERKckF8WusLJgp1\n", "IpHnaBTVGuTd+JDoV0r1r1bSIhhZDUg9urRBdpVS+SjeTy1edjFHGevx8WlmOM8Ef8dJ/LRxnCku\n", "R5sXpp8MRAjmItGHeDmACeXJKMHL7yYB+m7jka9GDIxRxNAaCfl/EWIAJFyiIFEjSynVhChZ0XJS\n", "8ijjKTaTz3oy8fB5FujlEj/iDooB3mCYEzrFunRmLe9HlGeFQFySrveWajPOiP1ILpUVDc9F3kcJ\n", "opzc1rFrdNkRJ45F4HAkUTltzo1b72YlTSmVRTkvsIssank/Pg4yzpc4zTjXOMNEdCMohWvZkMhV\n", "TOMqwnnZiAJSjuwpXUg+Uz6ilGQQLNkRldk0ges4kHfUiER//mGlSqZSykkej7OR9WyngEz+gACv\n", "s8jfc4l8rgIDTCCKWsL1AU3fFsnB80hh7XeQqN9ApGerJEdyvdb6zZXcUxLjK0PyrKaQNZT0HI4W\n", "vQo7xsoxsqjj01afM8r1FF6aqONxmgmQxSfxsJEpvsJVhrlML30cSTVaFfF6ooclHZ0J66ccqNZa\n", "HzdrMY+gA9yB6Gn9CJxxK4L0uh2nT6vQc1+6gxbKoaqp4zmamaeAj+NhC5P8JR0M0wL0colxriXy\n", "nI3+Q/hepBJkZg053s5yGbaSmoo5wCcQndqCzf/JahlYidTBCiW5aAa+qqOQXCCCss9SIMxEeIYU\n", "FdsU7mcPwlqStiJuSik32bxIAfvZQR4NfIhJvs9NTvIO9+jlUCLRpbA+qxAl8q1wBVIJEYNXhyTr\n", "mwnpCI0aqiDlbS2yOG8jzz4SG9cy1sBUmhE4GxEvzBmt9ZTxRNQgys8oAnnbRISCt2F9+cnhQxSy\n", "hRcYI4vPMs1J7vEdTuKkjVf1Qmza/STHXgTUaxOFTfJcB7I+3jL3vB3xUEadY2YRr0GEaDcSsdpI\n", "mutBJdOMoN8AnEDC48sgnSvs24UoxZeAAIU8QSO1bGcaN/83DooJ8FdcZIar3GaQY/HkgTECS4iB\n", "TzfKy2YSKMCthNVpOJk1YAS75eAIIBCbe+Z/ltGaMFQmnpEV4gh4ANamlFK4Wcca9rOHaXJ5H34+\n", "wBT/h37e4jiZ3GEUzd+vZNM1smIjwmLahrzXK+EOtdVqSsg0CnWEshRmnlk031ZNuu5I80MFqZKn\n", "kT0hIaIBFZssxYuQ5KQjou6mkKfYQjUb2UQmv80E3+AyN7nILYY4loZIi4aaqAAAIABJREFUhg1R\n", "gkEcdkkpwSrILrueINFEB4JSaElV0THz3DJU6hCURSviIFxRjqhSKpNSnmU7BdSzkwx+nUm+QSs3\n", "uMYs3RxnnnZz/W3IPLoQy5Fj5p1FRGTVK+tD5E68XKYVOfcSbZYhZ/68rlPMuVTBPMa4jmplkbhI\n", "XvU76VgXCYyviGqeYztuatiOn99mip/QxyHOYDOQwYTYXuNc575htMJ+LJhhJJIMP8EocC5BmGmb\n", "OT6ag3o7si6nEfhiOkiH7GSwlUaa2csCfr6IZoYJ/hPHcXGL00xxPUHHsg3ZM9eYr6yctH5kvTWT\n", "IDOrmWO7kf33YjoMeRWEDLqBc0BgVQwsc7GYdbDMMV8HXkAmwO/oMHigOUYjAqsYeRh9SLi/UK8i\n", "60zYGNJCzxuhXxsZ7KKYX6KWInbxIWa5QC//m5Ms0sHLOsE8ASXsJ5sQJStciWokuMHMhHxvR6Jz\n", "nYjVXYNsTvcQjHpUfLBR6spIEhoYo78qZLO9R4gBoYP1tCoI0v5GIjcooZbn2IUdHx+mnANM8bfc\n", "4jrnGaWbV3Waa7IYgTQczzMU5dx6IMNSuJQQRWTrEEIS871CnnMtsnA7EEjTvBE4zyNFYx9ZAesQ\n", "I+ss4g3ahigJK0qwVUrtQmAw18zfCif11LKfncxTzFP4+RBT/C+6OM1ZFujgsI6Tc2KiOZmIwR7J\n", "O7wfMXpiGq0qDuQlgfuTOmCiDC4gEa0+JVHopORbiJF1IlzhiubtVkp5KOBx1tPAdhZx8zlseJjl\n", "y1xknmv00sfriLLTolPMdTXr5Angn6yIoApS4R6LF01caVNB6EhcpkvzrGoQRaMfkUPL4GnGCN6B\n", "sIa9Gk/+qShkKSqYy7LG9BWzflqiTSllJ5tmNrKFnRSQxeeZ4mVucZhzDNPDK6kqT0bm7EScb1GV\n", "tQjneZE9vBjxto9iIE3ADMF6ZpmIU7ZLC9LCjsg9N2K8RPrd+tuFUPQPI/M1lNxiLxIRS9oZqCz4\n", "ZTNQwm/gZRsT/AVnmOIaFxnjjF4OV1dI5KwSUVTD2cgciOc8z9x/DzLfosqkKONKiU0wSl8WiUdm\n", "yCcLiTbfiCdTE+g/FUdUDZJrlPZaXVGu5yWfx9lAPdtx4uMPWWCIAF/jJB5aV4Z+Mc/4AELAsGJS\n", "MyPz83UMxIiZa0XI+tqL7DNvIutrNOS4+2klyJ60DjHI2lfglPBSyAE2UcNmisjgcwR4gz5+yCmg\n", "jUOJzisVrDE5iThiZlietrINcaZcJAK52gPjkvSigUSjXck048yrQ8rmpNfAMhvn95Dow23g1yIp\n", "tkqp2wjN6SIwr7XeHaU/rbVWZnLmIZb4QcTQukICNZXS0ZRSVlJi2lmZlFvVUckHKaacPfwqTqYZ\n", "4cu8jZ0WDumFuDAlK38jvEaRHZl4EanRzTOtBn4ZiRJdQ3KYYsKA1AqhgTH6zUU8eV2RFoiSSOdA\n", "qJA2Hvj1NPAke5kmi8/gpJQz/CMDdHGXE4xwYqVe2whjsSMexCPJ9m2E3lMsZ4jKAnZoUzDbKGVW\n", "kvYUkj+0jDVLmRpQqUTQ0t1UkN70NgJbnNcroGc2m4flFAhPnM+imANsooyNZOHnD5njFlP8LSfw\n", "c4uThoQhVt0aCxpwLuyZlgO1OoFCnqaPcZ0kHChKXyVI9NmO1PNag0QmbyfRh5UfcSpMuXygVqBS\n", "qpAqnmUHXmrYhJ9PEuB1xvk+p8mgjZMGdrmoBE5cqrU+ncJ9NQHvA74b7gFWEk3M0zGYtNLRlORO\n", "zeo4ZCVh57iRvaYcUTx7kajWsPl/E+IB/XkCBv1WJE/zRsh3JUhEbwypt7IFQQPcTuLWYt+DTzXR\n", "yH4ew0EWf8wcbfTyd5xggQ5eS1ZpDTOulq2bKMf7EcWuDNmDLG/zYDTni1F+rHpmFiHKrPnMhfwe\n", "/vccQkgTLZc3pT1LeVUjdRxgH0vk8DkUdsbM3nwzdm6bUQq3IQ7MVmtsxtiYRyK4i8aQqDVjS6Yu\n", "WtIwQbPn+1huSGUic3wGgWtan3nEC7/S8htZiEJ7JFnjxNoXkTIjV1M1bpK4nsLLRtbyOHsJkMUn\n", "8LCZKf6aawxyiT4DGUyFMbgM2VvSsl8bHeRpksul3404Q/uR99uP5NT7CZl/Zr1sQfbIC8nqeUqp\n", "Qqp5nl24qeQgfn6FCb5BKy2cZ5A+DuvE4IBuM9485P0/gIxRQrrVhBhYxUgkeIwgk/V4yLEWd0N7\n", "Ks6WRJvRZYdXw8D6S4Rh5S+VUl8EcrXWfxThuA5EoYzJoqLCSC6MAN6PwA4tCksnYnD1IvUH0k56\n", "YRS+XB0hypam/oup4f2UUU4THyKPMib5j5xknhucZJLzUSI3Vuh9GW+/eU67kIm2LD9FCTShEvHU\n", "ziJegQLEw5pIsveKoYGpNLNhP47xBCulXOSyjw1sYCde/HyBOToY5b9yjDzaGGeJv49nMKY4lnKg\n", "PEWlsw6hnw+FayokGnUeUeqsKN7taIJIKbUBwRy3pnALaW/GKLSgHZnIe0oFq5+NCMGo8Bcl0IMt\n", "1NNMM1P4+T1cVBPgL7nEFFfoYoCj0TYeoyzuRhSISyHfWYV448klKzfzSDRlMZVmjOa1iFyrAg4j\n", "hlZCSo7ZxJswRXvNPT1LcM0IJLDOOCSy+SQempjiq7TRy0Wm6ORwaLRKBdlU34z2PqKMZT3wQeA7\n", "Wj8IzTVz3mKfXBVZooLsZK+n+p5UkKShHNlresxnP+DWWv8gxrmWfD6itV5QAjHciKyRKzoIDV12\n", "XCrjjHh9h6qkjhd4DE0Bn0PhYIS/4h2ctHONYU7He6dmDhUg83IO2WuiGTIexKAqJ1hwtgfJE022\n", "Jo09nQq1SgJ1oZSyk8VuNrCNXXjJ5I+Y5Qp9fJuTQBuv6MRq8rgRI8uG5FVVIrLdKhxchMjMt5NZ\n", "W6bvuDBBc0yJ+WSYzxzLDakJxAGzGHbuXsTheYeVQTeTjl6Fne8gSERwLhHFfKVNKVVEFc+yHS+1\n", "bMbPJ5jin+nnZc7goJ1X9UJykEElNfSu6hWWLAjrswFJ/bgY9+DgOVZh95uIE2kH8o77zKfHkkFm\n", "zTQgDoKEGIKVS9VTz1PsZZZcfhcnVUzwJc4xx3UuMcqpRBwJxmHYiDj/WyPNv5A9+2KILLVjymkg\n", "NoJCjK0x09/Diogus12W/W8FBtZ9sgrjpTuqtV4X4bgOhDktZqJfBAOrEXDqkARps2mVIJPFR5CM\n", "4QH6ylSbCubMHNWrBGlRgvN+jnqqqeRFatjHOF/lMt1cpoUh3tTLoQg+RMm7EirsQ5SKNr082pOF\n", "eMpKkYV0W5von1GGsnSEHIWwMaYVGphsUwKtywVaKOUZtpNPPZvI4BNM8X3u8hZnmOUOryCbQwFC\n", "GpDepE3Jy+tKwQv8gNdJBck83ofM2/MIDDCmoqWkptlF/RAiuMk045F9DPGI/mMyz96ssyeQDT1i\n", "ZMB4rDYicIYs1vAMO7FRzj78fIxJvkcfb3IGTRuHtdZdMa61F/FytSiheM3VCZB0mKhEYLWMWxWE\n", "Ea1HFNQlgnLtXixlRwXJMs4jit1aLcnQbvJ5nPU0sh07fr5oIDB/zRm8tHKZUU5HkpnGmF/SCZIK\n", "Kcn5/GWEXCCqYqWC9Ypi5lem0pRg4vchcjDiHEihz0yCxpZV6P5/6ChQE6Ok9iDOknrEaL6JyN7w\n", "yOwDka40jTmfat7HXlyU8xu42cgMX+I2Y1xkibu8EV5XzsikQmSvKEaU8B4zbh3Wv5NgtC+LILTy\n", "3qPYI2I1lUA5CaWUlyIOspkqNlJHJv+eSb5HGyc5xwg9HEomgmGMnDrE0NLAS1qKxlpG9RmdIjJG\n", "CYvttA6Lopt3YtVDmkGU1HHEkEqERTUXkT9vIzIoH9EzksqtXUn0KkJflWYs13Ua8+FjXE8g1Oto\n", "YAd2vHyBRUYJ8FVO4k4UMmiMgGqEOTCtpCTGWX4QgVonU4crGzHOM4EfII72ImQdFyD64R3jpPMj\n", "+8kSEs2KVhrFQTZ7WM8WdmEngz9inj7G+DrHcdPG63o6fg02M2c2I2vlcqy1ZpzVuToGLbuxD6zI\n", "Vkc6DdxYbbUMrBGtda75XSGei9wIx7UjFuUi8A2t9X+LN0jT39MIE1PEh66CWO9Cgrz0VjG44ZUs\n", "ciPMZlczYqCUcpHHfjbSSCk7qOOjjPIjOjnKuSD5hfGMPYaEOm+HnF+BhFQvIJuiBbvLR2AatxGP\n", "eHjdBIUom/ei3V9IBCmt0MBkmhFW/5oKKjnACEV8FC+7meSvuMiIITs4et9bL/c0qFOgUY8xBhcC\n", "8Xs12flkBEKW1vod8zxrEDjMMOJpmYymrIX1Y+V1HHq3KTFwX6j9JhJVfjlRp4RRMnU0j5wKFuDs\n", "QJ7dCUBTxJNsoJotePHxBebpIsDXOYkvFt2ueZePIQphDQnALVQQbpQwi1yqzSjoVkkEq/ZcNlJs\n", "1YJAPDBeFcxx0ohCP0klz7IdP7U0kcG/ZYqX6OMVzmCjg9diEcCEROwOhxsGEY5tQuT0IZ0ALM9E\n", "3RqRKFtaIhZmfTQjaz9lqGqca+QAzyHP5ceIF7jHUnSMobsBef7rEZjTtWhrQQXRGUkpSwmO1U8J\n", "z7KDIurZQwYfIcAx5vl7zpNNK50McAKBC1lK1hiyfnvDx6yCRZzLkL1lEFlDEVnv3i0tZA+LGI1V\n", "SuVRxQvsxkslL+LnOSb4CucZ5AqtDCeG8ohy3RcQfacVkV+PId70lAmKlKQHbLAUdyN3axFjtx/R\n", "D1JBESwrPWGuswnRp64kGm0z0auhRKMfCfSXgURcxhHle1UL6SplUhDqeYJmZsjmt/CwjSn+k4EM\n", "RmQZNLpHAbI+ShCU0NXVcIYqyZ/SiegNIefkIPNvEdGPz+tg4WcL4VRFsLxBF0Fiphv6Qbh3BsU8\n", "zVZKWU8tGfweU7xEF69ymnnu8Io2qIiQZ1OBOKn6CBJVWHwBD1wjwj0kTcv+MFvKBpZS6lVk0oS3\n", "/wf4dqhBpZQa1lrnReijVGvdaxSmV4HPRLLuwwysQoRsIiEvgHmROYixVYh410YwBleygsd4Ly0m\n", "nFXbRJSQX2xjPXtooJByPsskLQzzDU6zSDuHkYner01VduPx3mW+70SMKYXcr/UZjqWMmwm7H/FS\n", "PGDlq0cEDQy5vtQgqeRZ8innMd6PAsb5MidxcJMTJvcmFA5p1d5J2UsYYRw1iNfkAUawOOdZ0atb\n", "yHzMRjyLt41BmIdslonk/1QCRTqsMPe7qZn18muIknZOx2GMM86BOkT5iWQMWQV5z2qth80zaASO\n", "AzP42Uwd+9jDJJl8CjfrCPBlrjIai27XKLYfQ97Dawnc12Yk32NVS0SEjO0Jlhd1diAblGVwaSJE\n", "t8zz+l3snKWRNTQzTS6/jYetTPHXXGXQPJfX4hmVpr9mJLIaMWprnB9bEM/3eZ0EnNoY1kvawDVX\n", "0owStgd5nysmAIhzLQfwW8iz70T2RSvaswVJKp9AlNK4RUWVIAlc0RwMKxyrOO82///svXlwXPd1\n", "5/s5vaA37ACxcwVJcBU3iZRELZSo1WvijFNJJePEmTj1JiPPS+JM7HjqVeJ6eRU7XuJxEk8cx8kk\n", "L06iPFvWxFlkyZIoyZJIiou47xtIEARI7I1uLN34vT/O77IbzQbQWBqLdL9Vv+ru27fv/XX3vb+z\n", "fc85rGYrg3h5Bj9LaOW7HKOTy1TQzV4SvIkaiplOOA+6bjkU5i7UqLqRb0V3JiGahF5jMiq5iU+W\n", "sJInuZ8EFfw6fmrp4YvsZYTTvE1saj0q7TXyAJpHewONBixCo/TTyt+0Os7jaNXmGlSmXEGv/Skx\n", "bcaKOtn/fwWqY1xEI8PjtcZwWlhMO3qVcVwvymCoQOmqeWl7kHFOzVndQoTlrLcOKqUM7sfLeV5C\n", "jZAK1KiqRXOnW1AHxYynKaTNzXHM5OTws8b+/Wh13ptotKgY1ZHiGfuWo9G3anSN60ANryGUPTMg\n", "IvWs4HF2INTwESLsJsrXOc51jnGVNl41xsQk1aKhDq0A2GKPU4tG9yvRwhqv5yiPNqG53jNeqGIm\n", "kK8I1mlgl9FqWLUo9/0OimDGZ34P9dx/NdskSfXBqkUvomenODcfegM4BpcfNbYcg2vCssjWo9w8\n", "lpIxk5CANLKKx9mGUM5nMXho4yu8TgPtHCXBG+iC6lRYiaO0qZso533SDV+tp2orquSmVxyca2pg\n", "egfwUsJ8ji6OEeXb7MXDeV40Y1PBnITy16cbcbAG2w6UppBzVTWr9N2D5QCjHszrGcagF/WIvziR\n", "QJIcyrrPB0iqQ7qg12XWROW0CEnWHlCSqtj3rhmdH7QUNcretIt9Dct4nLspYDHbiPAJ+nmeNl5i\n", "P14u8eNM7ryNSD2BLvbvZHMupO3rCLNXp+LJngqsIekkwWerelhEytgqRaOhbUCAAE9Tw3LupotV\n", "/Aoj9NLPH0+G4pJ2nhqUbnhHkrZdW7ehwrgFm2Myie/oQ3/XU9P06Jei99np2bo3rAd5I0rJdPIa\n", "PoIqLj9Cc29u5HK9SKoAztvZnAEzMFcPYbZRxWMsIsBiNtLEE8S4QJI/5Sw+TtLFNV6zMtxP6tqq\n", "Qo1FR2mclet/pmGNkp0oxfuyddxtoon7uR+hkM+RoJ0O/pS38XGOF6fT3sNGcYbSnQciUjZdh5+k\n", "Wqo8isr+N8iQKVM87lagZyznhF0DN6D5XGNWxBOtAntrpqJXWY7v5BJdQNe8AZRimxf9RESClPMA\n", "61jNVjyE+SxJurjGd9jLIq5ygwTHUKdp61T0r2nMbQvQN5HBbp3oD6A5TVfTti9H5egdVS/t+35U\n", "ji9B9WYBQgQZYS1LuZcBivgtPBTSx5fYh9ieoyfQ9bABLeB0DS0W5KRHONdSMeqUCpKiJLei62a2\n", "SLOTpz2jOavTgWiO3a60Tb+XDwPrj9CQ8JdE5HNAqckocmEVGq/R5qQR4EXgC8aYF7MczxitIujQ\n", "sn48Uz+o/XMrUWOrEq2q4iT6dWe7UcdTMvIBEaliOU+xjQIq+D8oZA1v8CM6aKaNS0R5E/VcNaNe\n", "0pko87sSvcidRNw5pQZKegfwRrYT4Rfo5X/xAkN08S43eX4iL5YovdM/Ga96xucLUC9LA/pbn54g\n", "GuhcW84IoQvNv45lCNrP7UQ9m2OWcbUKwhPkgUo007Bez4dRD2sVWg3okBldItaDXl9Zq+bZ33In\n", "qnzf4diwHumlqPE/KCIhKnmIdTSyJaPc7n6CnB1dWlm0AWYv6p27G6UgZ6VyiNLfRmbbayZK2emd\n", "KGpmla5FwCqC/BK1DHMfYZbxcdrZQ5x/YB++bIZmDnPIStG2Qns7KhyTMLVG6WkRyjem6Bxy6KNH\n", "JoqWziSsPHsUNdCvoUrIEuAHKAWmDv1Pcor4WGWnykyQDzvFuQbQiGiCMpazgRDb6MXDJwmzg37+\n", "gRu8xX4auEYbg7fl4Q2UMjav15tcYR1eO4G9lHOPddxVUsRv089LXOXf2E+cZl7IJfI4znlWkVbU\n", "YobmHkYdLg2oc7gbLbg07TYyMoniPWmOy04yqK/5il6NMd8mtApekFSp/oG0Ec98PdU5iYhQwBqW\n", "8DQNhFjFz1LBcq7ybZq5zDmac2UEzCQkB3aVlQ33o0b4HYaYXT/vQn/DKBmFUEyqD20JsIEQH6aM\n", "xWwkxlY+RpxTNPNdDhLkCmdQg6oYlas37TF9drvPjjIyoqFWH6hA9aUa9D9zjK0+u8/9qINk2r3J\n", "8oV8RbDKgX9CBcxlbJl2UZ79t40xH7QK0XP2Iz7gu8aYPxxvkvYzxcaYd6c0sdzmXkKq4k4A9QLf\n", "YDTtxmnwdiDfoWlJNSJcQYRHacTDDlZRzYfo5x85xWH2s4wuvm9GZrYnmPU+xYwxJ2QOqYHikyU0\n", "8gT3kaSSXybAeqJ8iYP0c4R2onShi/jEVaEsTWMynm3ruWkk5Zk/Z7I3XQ4w2qDyoMIvii4WRaiB\n", "MG6yvShFKGnGyfOziuhmY8yeXL/HXEK0nPAmYA+qbGxE14Zz9uZej1ZCuqO4hKRypC6P5wm1ikwd\n", "qsgMidhyuyt5kHvpp5hPEmQT/XyNc7RzhB6u8QrqVHGqzCUlVSDijlwsSXG+81boZpzvF0AN1TGN\n", "v9v7FsgqVvAYQVbwEHdTxDaO8xx7idDLFQb4DnofTPo7iFatChhjjtnXYVSwR9HoWU4lg8c5/kpS\n", "CulkiqM41RMPTEchniokVXo7gCaDJ9JllYzOWapE14br6LqaWb3Ng15nR8dztExhjoL+V51Gi7p4\n", "CLKaxexkOWHKWU4D/5FhhrjK33KLm1yhi2vsIXlncYuFDhHZTDEf4GFu0mjz0qL8OSc4z1Gu0sYr\n", "04lCSKpC4Cg2yBSPVUSq70856uRzqOVjNhKfwnnuQvPMJyxGYPf3olXmFqO5ZVfsmp7X6NU48xH0\n", "HgzaEUp7nr5tBDXEjB1keT7WNjXmKlnJNgZZx1oifJJ+/tk2JhbO89JEsn6mYZ1wbSZ7xVYPGvHp\n", "M2kF4sY4jo/RJfwLUUPJB0TxUEotG9lAH4t5gioe5xBHOMw1uhhiiMtoGsQ1lFaYSBvJtMckGikd\n", "8x6z/2c5qSJ2SdShUMQYPVHnC/JlYH0c+H20Udk9Y0UMROQpUo2I/9IY86XxJmnDb0dnS3haxcEx\n", "topRgXgDvWCWoE1iZ9zYkzu7u9/ElrmlnAe4i9VsJkSAz9FHF138CedIcpZD9HJgBqN7fpSy04Mu\n", "WLNKDRTNQ9MO4PcyQiG/gyFOL3/MW/g5w2sMcgr1knVMFBq3x3RoZrkUMvChfPPlqPfknBndJLQA\n", "vfEdgyqAemocymkcNcyWo5z487n8NyJSDSw34/QGssaEf7ajKNOBpTAMGmNOSqqcux9dhBvJQt9M\n", "87i15SLwRSvXLUJphk4/jyqW8gRbCbCMDUT4FP28RA/fYz+FnKKfJK+ne8JEc8Ga0Osk/T9fh66N\n", "eSmaMBFkgmIQom0L7mMN61lCKfU8g48e+vka+/FxklP0U4ZWWu1EjaI2dI3pzcWrK6niKi+jisZ2\n", "VNlbSkariCl+R8cIuJnLPW0/swylt4xZ/CjfsI7FTcBeJihUYdfWapRyU4b+/q1ohMgpj1wLrJqJ\n", "qETaedeismw/qiwtsvNYQojlNFDKPVyhmicp5MP08xJDPMtBSjnPJW7y1lz9vjMNEalnJU9Rwgru\n", "4xGKWUWUL7KfOKd4lx72TSfykhYJmnTur133yjLGIBoB7UAjEJlGedZqgpM8r3Nvv2om39uxCHWc\n", "eVHnWRPq+JyXBU/sPViAUt2wj+nPx9s2YIzpl9FVBn2E+R0SdNDP19lLiLPsI8q7+YzgZXynctQ5\n", "+Gq6rmbX1K325ZgtFnI4fiFFPMoSNrIcL418Ei8R3uU5zjNCG9cYZD9aCKUINaS608d0fwvrXK5B\n", "HVPzqnpyJvJlYK1BvQPfAj6TzcCyXo8zaInbFuAd4OdNlopTojlY5ajH/tUpTWqasMp0FfrHVqIX\n", "0ArgBzMRxRrHqGo3mUmmETZRyc9Qi4f7eJgwa+jn65ymnaN0cJ2XJ7ugjzOvEjSf4e3pesYmeV6l\n", "eG1kOXdRRRGfIcbrtPIc+zBcTPUgkVRFt5x69Ijm7Cxl7HwWL2oUrUD/h3Poour0EHG8Oo6S6hhU\n", "vc7CJaniCx0olTBnL6i9FnajDUzH6jWzE+VQz0q50ZmA/V67GF2sYTn6O+3PdJxYj9u9qMft2CTO\n", "sx5VSPamKavpgnCEIJ8BvLTwF7xNFX28TDuvpRvdNmK+BDWyhmSK5XBnGqL5EYOZRp6IlFPPbrZQ\n", "yipWEuLTdLOHXp5lPz4u8GOTMFfs77oVVYQukqJHF6JUjN600YdGsdOFdSEaCU6gUdqTqHFzKZvn\n", "dIrf0SlMM3G0LpXjtzeX+z+fEJEHUcPl+iQiAM7aX4vKOSd/rg3Nabs8XU+4PUcjSp88ha5dDnWn\n", "DXVgDIjIEpbyMBsJ0oQPL8/go5IBvsl1mjmMj/O8ZBIz1wx5tmEj2xto4kHuI0ERnyOOlx6+xCFG\n", "OJ9bKekJzuEUtcjpnrDGWBn6/zsOkB70WuhC86nHNXhEc6fXT8cglylUo8tyDKeK8Vkzg02z5ytE\n", "blcZfIj7iFPMfyLIevr5Csfp4hjXbSR0ViiDVje4aEa37dmA6iz7pmrwikg1S3mczQRZTiOF/Bdi\n", "vE0vf8fbFHOR/cQ5kCErIqg+W4pe10Wo7pxudPWOpecsdOTFwEo7+KuMbWDdhyaAPWVffw7AGPPF\n", "bJNErfKoyXNFqFxgFfBKVAGIoMUK2lBhlXMZeEv5qWYCoyrjvHWo8l/IUqq4By+L2WSb4L1AJ//M\n", "PgJcYI8Zmrmy5LMJEalgCU+yjRDLeJgIH6OPb3GGs7xLm+0AnkndWo5SFN7M0Qt/N+rtO5G2rQAt\n", "pbwe9RbeQpXQILooRDNGT+bC4Ag5NIx9cqqGro3WHs5mvFvh/Tg5FMKYb7CG51L0fxovf01Q2l5y\n", "rAj4BOe5C70395t0aq/TYHc7/ZTyEUJ8iA7+kR5e5wDCJV5JVx6tx78CLQW/Cq3uNu0qd9OB9bzu\n", "Qj2RHbe/VyMPsZ045fwcIXZylH9lgNc5TjutvJx+Ldnf9y7UqNpvjBm22yKo4l2MCsNqVDCCOhk8\n", "qOIXQ3+XH6LKVL+ZgHYyhe9ZY4/9erbIr52v03x032Q97vmAaNL9OqaYdyKp/Lka1KHnVIv851zW\n", "EruGFXEnvSeIOozeQWVMH6q0Z4+CFrOFZWzlbnop4V4i/BJxjjLIX7KXMKfZZxvfz8voxFgQraK4\n", "k3WsZRslFPI7xHmbA7zGCSJ08E0zyT5PY5znjqIWae950WvWMabKUHlxu9IvU1A67f0wZZrgTDqQ\n", "RMSz0K6N6SKDKbGVCL9MPz+glZdtP8aXzOw0t61BI99O2f6VpIqTTZrdJCJeImykkfvYTpRiPkGY\n", "7fTzp1zgEu8Sy2xMP86xPOia5BhcpSjz5yaWSTEf1vGZwlwaWP8ie5/AAAAgAElEQVQBeNIY8yn7\n", "+heBHcaYT2ebJPA0Gvac1byH8ZAW3TlEKnm/hFSy/CiDyy5gFajAdHpSOTz8rEaV/VwRqpTWowvw\n", "ZfSCDFLJQ6ylka0IIX4bwyAxvsZBfJzmFJ2a9J+nn2BGIU4+wDIe4j6GqeDXKGAFUf6Qd253AN87\n", "1iJhleoAjPaijLFvCPgQSvkcQY3Wxej/ccpudwyp/hyOF0EVq2I0zyprg9xcYb9Ln8nCX7cL6FKT\n", "hwT42YBoPt/18byboiW7Ayi9ZtKC2iobm1EKyKhjiEgF9TxKPY3UsoT1fJwhLjPAn7KfiG22e1th\n", "Fy0FG0Lv7dcnE43MF0RzOzYC+6nkPtawkm0kCfLfgBHO81ccpoQO/sVSnca6Z9ahCv1+lK5ZkjaK\n", "0YhWFI1WGbCVo/S9Dagy2A28yhhFgab5Pe9CiyEdztjuROH86P87L6pIgRpJMzEfew2Xo/m+AVKF\n", "Jhxnno9U1UjHmPIwOjE9ipaKvpsxCsiMc/5F1PMQTSxiEzE8fIoQm4jydY7SylEucmv+F9lxICLF\n", "1PE4W6hgFZsp5BNE+WvOcoyDtNNGDL2eL5tp0FxF6dvVqEI7IikquTOK0P+l046umfoNbaRiwEyB\n", "JmiZR3PuQFrIEJEQFTzAelaxhQJbXKmdKN9gLyHO8w59HM73emUdtMfRtXo1ytaZSr5tEdXsYj0N\n", "3EWAEL9Nkm4G+DrvUMCZ6euYaYEGpxFwL5qG02byUEV1NjFlA0vG7oP1eWPMD+0+4xlYPwM8NQkD\n", "6x6TJQF+rmHDsRccr5f1TpWhF0oVqdKUgiZUXkGNo1GUsizH9aKUkaUoXaAZFZCZPQo0PL2Sh9hB\n", "lFJ+njAPEuWbXOI8h3P3LswlRKSSWh6kiRo24KGQz5Gkgx6+zlsEOM+eiWgbViFxkjgz6VMe9H9x\n", "6FBFqNewDvXId6D5fZPi9MroyoLnUUrItD13lmZRbbL0uLJKZ9TMUS+y6cJSzO5HjZU7FAur9Jej\n", "tNTp5EAISrEC7cGVTl0I4ufXaMLLQ9wixK9ZWsf/4ALXOUK/c9+kHSerR3quICKPUckOdnGDxWwg\n", "wq8S42Vu8RwvsI6bfN+MjN3dPu04K9F82Sh6L9we4ykCotS89eh1X4pGv5wckQ7U4JpuuWgvSv89\n", "53h/JdXvbwgWXhRlspBUBdf9KGXVacQ5hJanvogq6n1j3E+bUXk+qZ599rNeQqxlCfexhQS1NBHh\n", "Gfp5nsu8ygFiXOWFqUbqZwsiUksjT3Ivhhp+gSDb6OOPOEgfJzlBF2+hDoQGVOZ6UZl7dTLKo3V8\n", "7ABOo/dDGWocO5GpTmYgD2Wc80+JJmjvqd3kSLN3MTZERhVXilHMpwiwhjhf5iTdHKOD67xqjOnI\n", "4xwWo7RtH2roTz6i6ZOlLGc39zBCDQ8S4efo5wfc5EXeIcAlXjWD0+vhlmXeTvVAx+CCFF26Y6Gt\n", "9XMZwboX+P00iuDvoqWP7yh0YQ2sr6CeONAKXnumNbkZgmjS+VJjzNtWGUgvelCIKirDqIHlRz2/\n", "ToTrFhk0Dat8LkUX+m7UIGvLIYJSSQOPsYUiVrKUCJ8mzj66+Tv2EeYCbxLnxHy7QEUkQDGbWcZW\n", "thKljM1E+DX6eYEW/o39JLic6gCew/H82IpzqFBzSvCXoR7dW6R6hI3Y/29wsoudXQiWosZVK1pW\n", "fcZC2zbC9oAx5qUs7+1GKVGzWgZ2JmGV88JMA9Iq+w0ozWVa/crs8Tyo9z6BKuNOjlwT6ri4yQoe\n", "YxseGmwBjBiv0cs/sp9CLrCXfo7lSyGaCkTERxFbWMEOgtRzL7sopIl+vs5ZbnCQPtoYBJ7P9X4X\n", "KwmmMBdJ+0396PpXYYez/jkGV1ZKWg7ncPqd/AR1iuxA7+0ZaUkxn2Gv30p0TSvDygP0+zsRrAq0\n", "oI7zO3ekRV+XoNTArI27JzGPYhZxPytZzt0UUMjvMswlbvEXvI2P8/xosiX/ZwO3HZBNPMz9JCjh\n", "M4CHHr7MW/g4x+vEOZl5HYkm0i9BHXC3UGPrZpb9BHUuOCWlH0AZEFewBtVseuHtfB5jkkq1XXeL\n", "pmKEu8gO0ZylJ9iGnyXcTSG/RD/P08ULvEOEi/nTyey6sR3N/56807iU7axmI/cwQJhP46OOAb7C\n", "CaIc5QY3eNXMTnNnh6ZejTrFb6HrX/t8ZGbJbPTBSjvZq8Bvj+GF96FFLnajFLn9jF/kwjPfhKk1\n", "hkqAp9AF2IcqFE7Rgzs8uGkRLocmWIwKRx+qkIB6v5on60kSp4JYE+u5myHC/CYeionzZY6Q4CSX\n", "aGd/Pj0nk4H4ZCmLeYgNhGgCPDyDnzpi/DknuMZRWmxyaE6Cwnp6K1EF/UH0dzyP/hcdM6Gw2/MU\n", "okp7HM2zyosAFRFHUMbSthUC9xpjfpyPc84W7H3wMKokt9ttS1CD9c2ZpB2lCZsBY8y7kqqU9brR\n", "EsdhKnmQtTSyjWECfAYhxABf5igJTtBCG3vmA11BREqp5VE2UsV6CgnwWXrpYpgv8S4B29/rJhA2\n", "eWxnkeNcnUpojsFVjDo5OlDnUQyl3+ZSWXMFSpH2o71PxmxhsNBhr88qRlNmutDI1UuZ66FVqktI\n", "/c7l6No0CCwDfjQTESYREfysZDW7uZ9BSvkNvJTSxxfZi3CGt4lyZL448UTETyn3sp4NbKOQQj7H\n", "AIdp5+/Yi3CeH5kJqNz2Gq5DnWkBVM5fR5W9GtR551T3W4U23Z3Ta9PSBAeNyS0H267Fu8lTY+v3\n", "M2R0P8YCQnwGQz+D/DHv4uEkV2nndTMPKnNaObmYxdzHXRSzihoi/AYDHKefb7OPIs6z31IcZ93h\n", "KKlCc9Wk7rv0Xl1RlNkzn5yhMx/BEpGfBr6BKrs9qOf4aUnrg2X3e5pUmfbvmAn6YE1pMjMAK8Ai\n", "qBArJZWjMIR+v1LUG96CespHMkYyyzZnlKMcWUEvkiSakNxLqspK12SMLQlII8t4hO0MsYinifAR\n", "ovwNbeznFEFaaaaNw2iZy1k3Wm97QxtZzla6CPBTtiTwKyT4e/ZSxmkO05sqUDDGcYKkctqcvlMO\n", "/TKBJvHvncnFy1IwtqGeobx6bEWrxbWbtApiosU8io0xR/J57tmA3NkbawNTpDPkcC4vlj6KXidD\n", "6c4cERGCNLGch9lBnDJ73/Tz97TxEw7g4xJvMsylufKcSUBWspxHuIdBFvEkEX6Kfr7LXq5wgQI6\n", "+CtbJfABNKI6rypM2v/A8fYXo2tqGF3z+rEGV9qIpUeFRcv8d5oZqlQ4H2Cjfk6fnlJUeYhgcxBI\n", "S/oWze0pzuawzDimoL/xU6gxaxgjwjXOMbyoXE4fHjuKWcLD3AvU81Ei7KaPr3CEWxzjHB28Ptfe\n", "ZREppIbH2EIVTaynkF8lyv/LeQ5xiE6u8+Jk5IJ13q1A8x6Xo0bWcdRBFJdxilrMNkRLdW/IlSZo\n", "ZUqlMRPTiV1MHiLiIcR6VvEAO+ijiJ8lzKP0W53sAH4u8RrDnJ8jfcyLl6XUsYNllLCGHor4eTvH\n", "b9PMcQ4yxGVensghMVtI08mdIj5ODmoENbzSja4+1PCa9TzdfBlYufbBuowaEklg2BizfbKTnGnY\n", "P86JTDkGVTH6pzm5Cd1ofoLTZ8eDCkYPowVR+hhrez/amO+2Umm9ZiWkqqyU2s+nl7aMk9awLfPi\n", "EZESatnNRqpYRylhPsMQF/Dx57SS5AyFXKWdFg6iPPO8W/0i4iPEOpZyL5sZpo56Avw6I0QZ5k+5\n", "RD9HMVxljxm8M79IshcJud13KpMyZw36tUwxwTPL+Rfb402710+O51sGlKQbU6KNBK+atBKsCxlW\n", "afaj1/i+fNIO7H11H6rUv5xtwRWRcup4lI2Us5ZSQvwWCVoZ4BucpYDzJGnnXfo4O1teRxEJUs59\n", "NLGWexgimBaZPsYwx2jhJsPAEXRteACNdMyriP9YEE1yjqSNcNpzSDO40p5HZ5KSmw/Y681pauqM\n", "YMZzgxYSiaOKQBtqRN7x31mj5xE0n3DciJRdJ/qNNonPFuEaQKnrYxlSjmMwcxgcqnuIe2igmE3U\n", "0MRHaeFHnOAAF+mmgx+jzq5BNHKcd+XGGkHVQBOVbGc1CTbxGGVs5Sbf4Dg3OcNxOvlJDgamoPLX\n", "qebox1KTUJmjvcP0Gu1Bi+m8NR+id2k0wbcnopFb3eVRtDDUvO4ptNAhItUs4TE2EaaRKsL8BkNc\n", "YYg/4wAhznKWW6MZK3mejx8/K6hjOyuIsI5OAqzEz68CSQb4CofwcJLzdPATMw+KO00Ee+2HGW14\n", "Oe11htE1NlOexPJ13+bLwJqwD5bd7xKwzUzQOHimDay0P8ER5OmPYVT4pBtTvTNFL5sqbLSmNG0E\n", "UFphumAcYXSHbIOfRmppYiX9rOHDlLORHo7Ryw+I0k4LYVro5gb7rHc+L0qLiNTQwMOsoYyNxPDw\n", "q4TYTJTv0s8bHKSUSxyni3ecG9kqKOk5bel9pzpyUcat17cGFX7TyUFYg1JF9k8ktGYKIlKM3h+v\n", "2tce4Engx3N9Pc4UrNF8P0qtyTt11YkYjGccieY4bWUVd7OdPiL8CkG2EOOv8fMG56jgLF7aOMct\n", "jhtj2vI4XxXKWwjd0XtEc8Teop9jqBNoO+pZFzOJvmHzGfb6SDe40ocwOuJ1e8zUOmaNGh+qYPvT\n", "no+3rQA1noSU8RTP9nyyhod18iwxxrw5zj4rSVWxy2aoCXq9eEjJitsGVa7rpL1PHqSRLWykiHr+\n", "K1EucoT/zVkKaOMgqtAE7EeijO6v1jdVx5ddC51Sz+XAcgLUUUI5dQywgjhL+XU8BDnC31rmxllG\n", "uMbo/yH9fxlAFTGHghQj1SMsq6yxlO0alLY6b6op5koTtNdTvRmnqb2LmYOIBChlO6vYyD30EeI/\n", "EWQzMb5JMxc4TJKLvGyMuZrXOYRYRQ13s5IAa+nEx134+Fn8VBPjX+jiR+wjxEXeYJDTC8VZNx5E\n", "+6U6/UvTnXkhlI2W7sBLN77G1bXGifZ7UQbC7Be5sO9fAu6eSLGaioFllfN0IyrdkAqii+moH5LU\n", "DzpvSv5OBmnKQPqjF1hMLQ+zGh/VeCnjg1RyD720cJnXuMYNeimmkwF6OUmSc6gQHEA9kEOospAZ\n", "hcsWlcvc5idAEzWsYDFRVrCZBj5ID2e4yj9xhSBX6aaTvah30KACuRJVAroZndM2lUT8zYDPTKEK\n", "pf1NN6PXzDuz6TW3itCTaE+dIUupW2OM+clszeH9DBGpZzm72YKPpTQR5BcQgsR5gQA/5CpBzhKi\n", "hXauc4gZjATLFHqPiBbuWI3msI3rtHovwBrLmUZXIdkjX5Ban7wZz8d7bVDPZyLjMdu29Pfi+XCC\n", "2DXhIZQCeke/JrtGbEGLWsyKwi8haWIlu7ifBKX8JkKYPv6It/Fwljfp5ygqjxwaT3Ha4whqbPWm\n", "P2beRzbK6RhTTqnzEXyEKaeOBjysJspyOhlkM0GeYZCT3OSveRsv5/iRMeaaNcwyI4npEUXHqGqf\n", "TwbTZGFpghuNMa+Ns4+gCflHZ8O55SIF8ckSlvIoW/GymFWE+c8McIg432E/xZznKN3sn0l9Q0RC\n", "hFlDHVtZhZe1dGC4jwD/AQ+FxPnf+HiBE5RxhC5aePl9IkcEvfcz2RPO8xHUAeP0gcw12j+COrnm\n", "zMC6iEaJksC3jDHfHmM/gyaQphsPviyv0w2LJPqjZFJLYqjwm/NQ/mxCRCJUspMGGlnDAMuIM8hH\n", "CfMUCboY4HkG2M9ZqrmAn1tcIsYV1LgqILe8siQpQ8yLl3JquI9GvCwlTBWfxEeEVv6Oy7RxET83\n", "OEqCi/bzjlE2TJYKi9P47h7gXnu8O4qojPO5AFoOuh/mJnlbRHagFNIbok1vk+Y9nOA/3yCapLyT\n", "JlazgzZgI14+RpBG+vkJXr5PD32cpYRLxLjBQQa5OBk6hb0+lc7goZAKqglSxyrKJtN7xB5nmVmg\n", "5ftnEjbylS4o4U7hl00gjto2Hz23IrIIzVfckz4/y3J4EM15zjuFOWNO1SznSXbgo46PEeIBonyZ\n", "w3RxnNNj0fLsnDONrkLUudeHGq1lqAzqstuC1LKYCmpZQZLldFFAOQmeJsQDAMT5ARfYz0F6aOHF\n", "fFKP5ytE5HHGoQmKSC3Q6Drs5gYiEqaCnaxhFduIE+AZ/Cwmxh9zng6OEqWZl6fLkBCRQopYSy2b\n", "WY3QRAcjPEqQnwaEAZ7DyyucoZwzQCuH6ePIe4UlM11YWRJCnW2jZMVE+umUKYIyzT5Y9v1aY0yr\n", "FRgvAZ82tvt05iTRJq4JUhS4RJbX6TlJ804wzgeISAXlbKSGJtaQZCWdDPEYIT6K4CPOv+Dj37lM\n", "Cafw08YFbnKCFPe+gABBwoTxE8ZHCC8hPIQRgvjxEsBQAJQibKAXHz9PhN1E+SGDPM9hyjnPRW7y\n", "9mwJPnuTOD3LJixOIVoe1Ml3mjODxlIc/caYkyLyMOptnNc9Z95rELHV0+q5nxUEWU0PRZQxwscJ\n", "cy8DnCLJDxjhFGep4Bwj3OQE3ZxKz2vIMKSKqKCKIFX4KaMIoRShFEMxg5QQx8+Ts9F7xMXCg2ib\n", "kxvGNg6219Z9KJ1tTq4PGV1YYh2FfIoo3+UC73CMQYbpZIheYvTSTxQ1opwRd5QV61F2Etj9KIsh\n", "TAWrKaeJJXhYRh81DBNjNwU8SgENxDiE4QUKOM5e6jjOWW7xxkzk3y5ETEQTFBEnEpo3irOL8XFb\n", "tqxgF9sYooodFPIJYvyYPv4/9lPCBfYRpQXVwZzBBK9VXytjDdWsZw0jrKaLYT5AiI8wQoxBvofw\n", "Fqep4CxJbnCIKGdmKwfs/YC85GClHXxcAytj399DE5e/mm2SwBfSNs2bPlgLFSJSRAlrqeIuVuFh\n", "DR0YtuLnZyigjn5eooDnuIaPKwTxYAggBIECRvCTIGBHAUlCDBMgie/2zS70cB8hPsUwLYzwPznD\n", "CMeJc5XXSdI820awTYLeiXp4x6ywZg3+LcAJY5ubzhVEqxauBd5B6Rwvus6DuYGI+PCyhBq20UAF\n", "TcSoY9hGgp8gSS+D/JACXuEC5ZzFTxuXGSE2ypAqQ0sOOIZUKQN4EGIsJkkjsAw/a/FSygBf4ThR\n", "js1e7xEX8x82P/NelD6cEJH1aGn+Oa0EJyI+SrmPdWzkbiIU8lkGOcoI3ySGjzgFxCkghpcYEMMo\n", "pwRhmAFG6GOYPgbopZcegoRYxAZqibCcQZbRySBb8PAEITYzyBWGeYUQr3CDIJcp5ApJ2nmHPo69\n", "35gq6RiPJijaEHnteBRCF7MHESmmml2spZ7NGAr4TTwEGeCrnGWAPkabUiPcaVqNZLz2AMtI0kiU\n", "IT5CmA+Q4CbD/BNJ3uUUlZxnkFYOEOfs+9URMZOQedQHKwx4jTF9VvF9EfiCMebFLPtOOgfLRW4Q\n", "kRAhVlLNVhoJsoYugixF+FlCrCfGWwjP4yFBklJGbldXLEYouj08RG4PL2E8BBmmkzh/QxfvcohC\n", "LnOIXt6dyxvZCp27UW7sHdQJ0cp9q9BKXXPOP7Y5YE8AJ9FSuuOWaHaRf1gPew1V3EU1y1hNgka6\n", "GGYXAT6Ml1JivESAH9CKjxE8YxpSXhbjpw4/i0jSxzCtJGlhhMvEeWOue4+4mL+wuaUDaN7SGjTv\n", "al7QeiQoa2myeVnF/BZeihjiIiO3q77exEs7BdygAK2gO4CXKAXE8BOjgAH8eBhhCV0UsIgEHyDI\n", "TiBBnNfx8wID9HKRMi4hdNJCK8eB67OZKzufMRZNUER2Apfn2oHoIgVxyrmvYCfb6aeUp4nwUfr5\n", "Pn5eRxhBbDqGkLTD3H7tIYmHlENhiAhxPk6EJxjiCgn+kSHOcpIyLhCjjXcY4KJ7r+QPeYlgSQ59\n", "sEQbRz5nP+IDvmvmaR+s9wOsd34pdWxnKSU00UsFRST4WcLswJBghP60EcXQh7mdmNyL0IOHHnx0\n", "UUAPUXwcoooz3KCVN2Y7L2AsiEg9qpDcLt9uleZ1aPWo/fMpTG6FYRA4lwu90cXsQURKKWUNi9jA\n", "SryspgMvq/HwMUKsI8Y+RujOakgluIahGQ8XCXIBP3H68NNFiFsUcpTYfOo94mJ+QURCaMELQ55b\n", "HEwFIlJLI09yL4YqNgE1CBV4KMdLKV5K8VECGBL0kqSbJF2M0ImhAy3zXkQBD+OnljgHgBfwc4pL\n", "lHGJADfopY0jDNJs3Ca5d8BGNofSaYLWybgZeNVlQ8w/iEgF9TzKBipYR4gCnsHPIjS/XRA8OAUX\n", "ZNSj2EcwNr7Vz7sY/p5+WjhFKZfopYV9JLmyUIu5LSTky8D6MvAhtEDCBeCT2RZ/EXmKVKPhvzTG\n", "fGmyk3Qxs7Bc/nrq2EYdtTQRo5FOPHaHAbzE8TFoxxBehvAzhJdBYBDDAPrPd5OghbcY4Ox8o2rY\n", "imuLgLfRxWorGlQ/OF+8wA5scYuVaHn2ed+L4v0IEQkSYAU1bGMZEVbTSxkREvwU4MNwBQ+XbhtS\n", "vRTQTZBeQvTgpRtDDzBAP8PcpJd2+jnj/t8uxoONuA/NVyNcRIqo5XHuoppyBggxRJhhChkiiEZk\n", "hyhkiBqSVGFYZI2wCryUY0iS4DVC7KGVMJeJ0EyCTk7TxTm0DLJrJIyBbDRBWzip1XXWzV+ItkDY\n", "QiP3sINOaumf+FOpjzNiNbYWwpyihGY6uMZ+ZqnnqQtFvgysx9FGniMi8kUAY8znMvbxAmfQhngt\n", "aI7Jz2er8uYaWHMDEaliEZuoYAUGwxDCCAOMEGeEOAliJIgxQJx+Ymj1vyE7htGS9/M2/CwiW1Hj\n", "PoQmUh+bj8JaRKpRvvyeuZ6Li/Fh17UG66CoZjVxggxPYEg51dHmffNcFy4mC3EamkYoJUgxflvk\n", "pYCgLZBubL1HIUiSEEOEGCLCMIN4uUwZl4AOmmnjJEoBnFdOsPkMEXkM2GuMiYpICVoZ95X55vR0\n", "cSdEpJbFPEohhYC5Hbty4lVgbhcPl7QBkES4QTutHED7tM073ea9jrwWubAn+GngZ4wxv5ix/T40\n", "Aewp+/pzAMaYL05mki7yD0tFSQLD76Wb1Ebr7kabFl+Y6/mMBxEpcJXvhQURqaKS9fjxu4aUCxej\n", "IdqrMjhqRCgkTDF+ivFRjCFBO8ctBXBWGry/12BpgsPGmLMi4si7S3M9Lxe5QVL9TYU7zajxthmg\n", "572ksy00jGe7+GboHL8C/EOW7fVAerfqa8COGTqnixnEe5WmZD14++d6HrnAVcgXHow2AW6fcEcX\n", "Lt6HsDkgUTtc5A/XgU0ich1t0nx4jufjYhKwlD6X1vcew7gGVo59sP47yg//+yz7uVa1CxcuXLhw\n", "4cJFnmCM6bLRwk3AJTcHx4WLuce4BpYx5vHx3heRXwY+AOweY5cWYHHa68VoFGus4/1+2ku3D5YL\n", "Fy5cuHDhwsXEaAWWsEAYGy5cLERk6YM19r7TKHLxFPBV4OGxSnNbj8oZ1AC7jt74bpELFy5cuHDh\n", "woWLGYLNoy4xxtyY67m4cPF+wXi2iyfbxhzxJ0Ah8JKIHBaRb9qT1YnIv8Jt/vUzwI/QJqrPZjOu\n", "XLhw4cKFCxcuXEwNxpi4a1y5cDF/MBt9sC6jTWqdCnXbxzieG8Fy4cKFCxcuXLhw4cLFvEe+Ilgv\n", "AuuNMZuAs8DvjrGfAXYZY7aMZVy5cJErLP/VhYtx4V4nLnKBe524yBXuteIiF7jXiQsHUzawjDEv\n", "pTWx2wc0jLO7G5lyMVPYNdcTcLEgsGuuJ+BiQWDXXE/AxYLBrrmegIsFgV1zPQEX8wPTiWCl41eA\n", "fxvjPQP8WEQOiMinZuh8Lly4cOHChQsXLly4cDHvkO8+WAA7jTGtIrIILYhx2hjzxrRm7cKFCxcu\n", "XLhw4cKFCxfzEFMucgG3+2B9CthtjBnIYf/fA6LGmK9mec9tSuzChQsXLly4cOHChYsFgbGKXIwb\n", "wRoPtg/Wf0P7YGU1rkQkDHiNMX0iEgGeAL4wmQm6cOHChQsXLly4cOHCxULBdMq0nwMKgE676W1j\n", "zK+LSB3wbWPMB0VkBfCcfd8HfNcY84fTnbQLFy5cuHDhwoULFy5czEdMiyLowoULFy5cuHDhwoUL\n", "Fy5SmFYVQRFZLCKvisgJETkuIv91jP2+ISLnROSIiGyZzjlduHDhwoULFy5cuHDhYr5iyjlYFsPA\n", "bxpj3hWRQuCgiLxkjDnl7CAiHwBWGmNWicgO4H8C907zvC5cuHDhwoULFy5cuHAx7zCtCJYx5oYx\n", "5l37PAqcAuoydvsI8Dd2n31AqYhUT+e8Lly4cOHChQsXLly4cDEfMVONhhGRZcAWYF/GW/XA1bTX\n", "14CGmTqvCxcuXLhw4cKFCxcuXMwXzIiBZemB3wP+TxvJumOXjNduZQ0XLly4cOHChQsXLly85zDd\n", "HCxExA98H/g7Y8zzWXZpARanvW6w2zKP4xpdLly4cOHChQsXLly4WBCY8UbDACIiwHeAk8aYr4+x\n", "2z8DzwD/KCL3At3GmLbJTNKFCwci8vvGmN+f63mMBRvNfQB40RgzkudzFQPb0Uj0TeC0MSaez3Mu\n", "FMz368TF/IB7nbjIFe614iIXuNeJQkTM+6ENlJpB2THdCNZO4BeBoyJy2G77PLAEwBjzLWPMv4nI\n", "B0TkPNAPfHKa53ThYj6jAfADJUBXvk4iIovQnMdjQDuwEnhIRK4A540xiXyd24ULFy5cuHDhwsXY\n", "mJaBZYz5iYj8L+CDQLsxZmPmPiKyC/iPwEW76QPAoemc14WLeYx6oAMoJ08GlogsBtYCB4wxnXbz\n", "GRFpBtYAj4jIGeDq+8KF5MKFCxcuXGSBvF9CKS7mHaadgwX8NfAnwN+Os89rxpiPzMC5XLjYM9cT\n", "GAsiUgYkgcuooXUhD+dYjeY0vpVZUMbSAw+LSAmwHlguIieNMTdneh4LAHsms7OIhIBilG4ZA/rd\n", "KOD7AnvmegIuFgz2zPUEXEwOItIArBaRPfmm7KdhT74ObIYr6vcAACAASURBVNNyQnaEgQAQBbqM\n", "MYP5Oq+LqUFmwrC3Jdp/OE4E6zPGmA9PcAzj5mC5WMgQkY3AANqW4GFjzI9m8NgC3IUaAftzWUxF\n", "pAZYhy7AJ8eo8Pm+gogUoL9hUQOU10JtGBZVgX85yu28DrSBRKE/Dt1d0HEFOoeV4uwYX5MWZiLi\n", "Q51afvvoA0aABNq0PQEMu95WFy5cuJgeRCSM5kPHgFZjzIw5PK0cCQMRP0SWQkUZVISg1AOeIYgN\n", "Q38/9HdBX6vOYdCOIefRGDOUcVwPaQaUH8JLoawESkJQFoSiSqAaqAFKQZrBnABuQXc7XD0PrSh7\n", "pncuZcn7JXAoImPWj5gNA+th4Dm0/1UL8NvGmJNZ9nMNLBcLFtYAehz4iTEmJiKPAu8YY/pm4Ng+\n", "YBva3uCgMSY5ic96gKXAKnThPZO5qL8XISJeoAgoLofSJVBdCFVlULgczHJgMSSXQmwlxEs18jgK\n", "7eBrhmA7BNqg4DpqfLUC3ZCIQ1cUuprhFmCKIRiGQBiCPh0BPwQ8EPBCIAgSAlOISuYwalXFgH6Q\n", "fjAx8CRhOAmDIzA4BAMJGByGwSgMRGGwW4V3L9DjFjVx4cKFi9Gw8vh+dLluR+sFvDoZ2SciASAC\n", "RMJQuBTKi6A8BOXFEKwDU48mXVfCcC0MLIEBL9AFvk7w94KvB/xR8HbpdukG06PP6QczDPFhiPkg\n", "GIDCRSDVYGpAasAsgqFKGKqDwRoYGot2dh6Cp6DwHBQcA67AcDe0nIHmGHSiUa5Zk/3z3cB69tln\n", "+epXv8qBAwdYu3Ytzz77LJ///Od56623ePTRR/na175GQ8PELXvn2sAqApJW6Xwa+B/GmNVZ9nMN\n", "LBcLFiJSBawyxrxpX29GF7Qr0zxuEK0U2A0cm+qKZT1uq1B5cB64NIuUibzACtEwVgjWQmk1VBZC\n", "eRhKlgLLQJZDsgEGVkKsVm2aaaMPPFchcB2Cr0FtEQytgp4QJIMwUgiJMCSLIVloR6587Bh4ouDp\n", "BV8/eGPgiYO3H3wD4O0F7wUwZ8FzE6KdcP0iXI/pNdJtjBmYie/owoWL9yas064gbYCyLwZyUcKt\n", "PNkENI9VFXouISKrgEpjzNv29QbAGGNOTPA5Aeq2wtYlUFcPpg6kHkw1DNbCYAMMVijbYNpIAJ3g\n", "6wJ/BJLjGVCTRTd4T0DkHIRPgucUmE7obIWrl9ToTKIMCpPxONZzg0bdcpKh893AAujs7KSxsZGa\n", "mhqOHz/Ot771LQoLC/nEJz6R8zHm1MDKsu8lYFtacr6z3QBfSNu0xxizZ9qTc+FiFiAiW1CD6rJ9\n", "vQSoMMYcHuczBSgVIGiHH6UPOBQCR4hdNMacn6F5RlDaYDEaDeueiePmE9bILAQixVC0FBYVQUVQ\n", "DSpvA5gGoBZG6iDeAAP1OQiqLqiMwmpgRQEsCUKDR42Ym0PQloRWgZYANJfDdZ8KmVF4E4qfgxUG\n", "eAqan1BP4ayhFfynIHIFQqeB8yDtEO2B66fh+rAaXT2u0eXCxXsbNo80zGjDKZDx2hmGlKxxDCpH\n", "DvlQ+TOQ9pj+3IvS1W8BZaiuNm/yVW0O8g7gDSfCb2XtIyjDpD/LZ7wFsGQr3HM/VHwYort07ZwQ\n", "CfB0Qt0gLDGae+0BejzQ6YfOIHRGoDub/Eg7RtaCCAnwdkLtENSPQI0Xqn1QVQAVASgPQHEM2qNw\n", "fhhOB+BoNWR16iaACyonIpehYEijZ5IEkwBJ6GtGUC/kMGqBpW/rBumE9gtw6Sa0AR1jGeQLwcAC\n", "+PKXv8xnP/tZvvCFL/DWW2/x7//+75P6/FxHsKrRCoNGRLYD/2SMWZZlPzeCNUewNLLVqDcqNtfz\n", "WWiwdLTHgVeMMUPWC1aO0hLeISW4QmmPAXT9ipMSYAnUyAoAlWihCodPnS4MB9OeO96kdK9Stvso\n", "c1sVsBx4zc5hkHmQ/2P7iJWUQ8UyqC+CmgooaACzGKQBRqrUgBpcBgMBVRTGRRTCPbA6CSt8sCwE\n", "iyNQi9LyWgfg6jBc8cIFgaEk1AvU+6AmAIuCUFkARYPQMwC3BqE9ATficONFKNgO+wth4HnYtBn6\n", "N8NgEgoNFApEDBR6IOyBiAdCHgh7IeSF4AgMj0A8qSNmIDbi5HlBv0C/B6Ie6PdBXxj6IpoLNub3\n", "vgYFZyF8EULngLMgHdB3C1pOaX7gLWNM78z8Yy7eaxARz0KPbr9XYWV1BHU4ZY4EqVyfbLLi9hiP\n", "Zm7PEUBllfPoPK8BNgA3UANkMboenSWVYzRgz+MYZXfkGuULVhY/hFLhr2e8txIoNcYcSNtWUAKN\n", "m+HuRyDyEejeot9nFAbB3w31Q2pENVjZUB1U+VA2BNEBuDkINw0kfFDsgyI/FBVAxAfBYYgPQTQB\n", "fcPQl4CeEehNQvdBiNTDSIPuW1WgDsTygMqd3gHoGoJbw3BzBNoEWoPQEoKOHlg1AhsC0FQMKwS8\n", "fXA5DmcEjlfA8ZD+F9NGAjgBkZNQeEQjZOYmtF+Eyzf1muh0/uuFYmANDg7S1NREc3MzL7/8Mo88\n", "8sikPp9XA0tE/gF4GFUI24DfQ5VEjDHfEpH/AvxnUjf/bxlj9mY5jmtgzRHswtOALqAXgAsL4s6Y\n", "A9gFPD3qFET7vi1GWxEEUQ/hEOrlexvNlxkgZUzFgcGxhJyI1KFC7JAx5pYVeGN5JJ2qgmfR8vBw\n", "p/I91n+5DjW8rttj+VFDzRHMdyTl2sfeyeSBjQXrcS0thvLlUF8KtXUQbNIvlVwGsbUQy5YflQ19\n", "UNIDy0ZgiRcWB2BxGOoKoDAG7XFoGVLv3sUwnKtQmkROSBOwi4F6D9QOwLJyKC6GEgHPMAzEIJFU\n", "Hn5fAuIjajA5xlO/scaTQFR0WwHWCBMIixphYTtCjiHmg5APgl4dvijciMGVITjvhdOV6r0ck7px\n", "DQpOQuFxCB4BLkGsHS6fUYOrYyZyBV0sfIhIJXAPmj96a67n836FiPi504AqQuVLHC1cFAX67GN/\n", "rtStacxpGSpvDhhjOtOMvd3AEVTHC6QNRxYG0ajXYJaRGR0bnI5xbwtN+bIxR6zsfgRtEzSwCJo2\n", "wZanwf8R6FyZMkKkGXb54R5rRFUGoNg62G5aB9t1A9cD0FwKVwOpKGBWJMDTB+VxqEhCmYEy0VEy\n", "BIsS+t5QEVz2QYsHWgvgejm0+nKUfw5uQm0cNvlgbQRWRqCmH9r64XwCToXhSKXK/GnDMbiOQ9FR\n", "kOPqzGs7Bxc74chCUSP/7M/+jE9/+tN8/vOf5w/+4A8m9dl8G1h/xTh9sOw+3wCeRpWLXx7j4ncN\n", "rDmApV89DPwEVcQ3ogviUWNM3hrlzmdYfnqZHWFGG1MeRkedBoAmVHG/TIrHbkTkHqAl05M2wbkb\n", "0cjSvlyUXhF5APUcLUUNhpO5Gj9WiO9CqYKdNvKWbsgFsjx36HpRlA7XiXqtxq2qZ6+zEj+UNkF9\n", "OdRVQaQJzGotOhFfB/0TcdvjEOqGpcOwzAN1fqgLQE0YKgV8cbg5AG1D0DIClwNqSDWPR88Apdpd\n", "hNAgeOphcDEMhsf5zF9B/Q2IfF4N29voAN+fwKoSGPw0XJwpPn06BqHgFqxJwtoANIZhWRgq+6Et\n", "BleG4ZwXTlfA2bGMrlbwH4Gi4xA8BFyFaCtcuqCFiG5lo9G4eG/DGldbUUfRMrS9Sl6Vdhe3Ff9i\n", "VN6U2scC7jSiokBsKgaIPYcXZaJle3TYFPEsle0EZVNUohVsYxnvLwXqjTFvjXN+JyqWaYBle0xw\n", "J0Vx0M5vPEpaFaq/vD7WdSsia4vgoV1gPgzmo3CrysqcQfC3wQfL4UMjkOiB14HmArhaAdcma+jk\n", "iv8OG56Cq53gfweq/y84ORYzIwHcgIIbUNAOgV7w18DARoiOJTvjEOyA9QbWBzXKtVxsMSUDyRFI\n", "GjvSn9uRSH+dVMfh0WI4WJqFQpkAjmmEq+gX4S8mtC9khlT+adoxH/zgB2lububixYucO3eOurq6\n", "nD+bbwPrQfTG/9sxKIIfAJ4xxnxARHagRS7uzbKfa2DNAWzu0IAx5lTatno0unEDODWf+NX5gOVn\n", "lwMV9rEQ6EGNh37SjKnMhdt+9lHgpUzDxhpLIWPMcfvaw510wfTnq1FBexIVKE5iafpwhOsIauxt\n", "B96w+y9Do1D7gZu5GFqWwrseVaZyNcw8qCJQnjYG0d+rG1XqfeVQugxqCqGqHCKrwawCVkB8LfSP\n", "V3CiHwo7dV6rfVAXhJoQVPkhFIOOAWgfgtYkXPPA1QhcLktF8MZEN3jPQ+gqhJrBfwnMJd0e64H2\n", "ERiOaKWo0nLw1qNcwnpgEQxWw2ArBF+Bht+FE9mEWgw834DGEZDfgPOOoZateIUfTBEkI5AsgUTR\n", "BIbgWIhDsBPWjMCaAlgZhqVhqHAiXcNwzgcn6+AMWYT3NSg4DMXHoOCovu5pgcuXUwaXW63wPQwR\n", "qUArlTrRifVA0BhzcI6n9p6DpUE7xlQpGpnqQ9fOLrRQzaRaaohIKbpMlZIynBzjyUuqHUTSjkTG\n", "a4eZEbLP43YMAStQ+bcf1fUG0o08a4A9gBZOujapHyP7d3GcepmGVwSV0T0oW6rN+Z3sZx5GWR93\n", "yAERWbQWNm6CVV5Y8XNw6kNWXlhZ87FF8GQMWvvh+4uVeTImusF7zRY5atNHuQ6mBf2hS0BKwZTr\n", "c8p18okSGC6GRDkMl0PiEBS9CnX/t8p8/h9YFYbETrjVBoFO8N8AuQGmDeQmmEGIxqG7D7quQ3QF\n", "VJVCQwMENwKrYbgJoqshPpaDr0sjacGkbRuSBJ+x7UNGUtfO7W3Ya8oDlSFYWwwrBqCzD04l4EgZ\n", "HCzS/yX1m8M/L4QI1ve+9z1Onz7Nzp072b17N5/85Cf5zne+A8C5c+c4fvw4R48e5cMf/jBbt269\n", "4/NznYP152h5zGft69Noj6C2jP1yNrCsgrccWInSr5ybzfW6TgKijXHvRv+fRMZ7fmAtmqtzwhjT\n", "OgdTzAssNc0xpirQxbsLXXA7UQGXk6Jrr/0yJyprf7cqNPK1CKX6nSZVxMIx1uIZj057i3fQNVrS\n", "hifjtbOtGhWqx0kJx6WooXYTzd+Kp42B9NdpCcBbUJ78uBWWMr63U8Gv2A/Fi2FZABo9UBeCcCl4\n", "lkN0FdzaDrd2Qs9Yi731sK0z1jgo1GOVRKElBpcT0CLQHIIrlfqdJly0BkEuQLBZDangBTBXVFAN\n", "xeBmO7Rd0STtPpTymM1rG7TfMRKGyBLlxVd3wb3LoGW1ViWUelT69IOJal6X6QOOQkMfhKrhYgJG\n", "EkofHFV+3Qd+ry3jbul//hBIGEwYtfSdku5FQASkWCtbxddBtGqciF8cQh2wdgTWeGB1GBoLwd8D\n", "5wfgeAEcqNaKknfgIgSOQdExKDgIXIfW43A2pv1kerJ9ZqHBKmXrgXffz5ToNOPqoKOcWhn7IFpg\n", "5+pczm8hw0buSzPGEGnGFFOkXNtiDnV2jKC0r1uk6hPcNqAmc32n0eAr0WIRMbTNjiNjgqQiSgl7\n", "7jDqlN1nv9/IOCOJRqImnRdk51aByr5qe7w2NMXhFsoiCWBbZFRDpBrqN0P9xyC+GzoPQeHzsPy3\n", "oC0BH18ED3arofBPddbQAWUjNGuLjkAbBK6hP/B1kC4YGoDOHuhoho6YOmKdPokjZDA//BCog8Ii\n", "KAzb3lk+CLXCxsVwYyn0xvTY3ouwuBAOJaDF9l+M2+M6cvsO3cTKq0KgbAnU1MHiSqhYY/+UlRDb\n", "CNFc6fYTIQHeG6rbbA3Duv+fvfeOkiu7znt/p3POjc5A50ZooJHDYIDBBM4MyBmJCpZGsr2sTOvZ\n", "Xjb19CR60c8KFqnwrGR7rSctWbK0niiREiWSMxQ5eQBMQhjkMMhAo7uBzjl3o8/74zsXdVGoqq6q\n", "rgaGss5atYCuuvfcW3XP2Xt/e3977zyom4T+cbg4D6cL4Hg+/OUnXaxOT0+zf/9+Xn31VdLT09m/\n", "fz9vvPEGp06dorW1ld///d9n9+7drFmzhs997nP81V/91QNzPGqA9Qrwm1742BjzJvDLwZ6xaAGW\n", "Uwbr0WIbIUBZykEGZI97DS1VaTqqmJdQmo3C80v20HxShos+RvQ6GWOKUC7RJCoT/j3nyXYew2IC\n", "oCqJAJgaAMbiXSvGmN3AFSS4ViKh3488fTPALuBVIjSndcLxKeR9i5qWaYxpQ8r5RtD7OYjqM+vu\n", "LZWAcvS/UpCCnwBWo6pLYYG0MSavFOrrVCSitBxS60XvMzUwXQ+TtTCdgiIi5yDnOuR2QO4EpOfD\n", "VAnMN0BFFawqhlUFypMqdvS2G3NwJQ0ulMDVxWh9uOt0QHo3ZNyB1E6wHUA32AkY6Ieem9A7FwBS\n", "cRdxcUan11vlFoES8VkI9N7XMNj9W4sA9wfROIDcWkgm4DkM/jclEzKaoKJANMvMFrCNYBtgqgUm\n", "QoGuP4aVp6Dsx2CoDlpSoS0PWpIFuK7MwBkHuB6oQDUPnIKcjyDvMHAVRq7DpTsyugYeRUEEB47y\n", "CRiteegZeAZcJOPO+38j2q9nUaTO/9zu+/8/VgDm5PtWfODK91kukl/vLWXf/O8wfDS/XPfy/m9w\n", "7RMIRKfiLvjgnokHqpLQur1tE1y0xge6L9mgViM+55OnQ5Lcy8vpvep7L9QrFenicSRL7yxmVxg1\n", "DS4vUp+o7BwVkMi+C8WD0DwN1cXQtwLGamC0BcYq1R5jvhymd0n+A9AN9f3w003QNACHU+BvVkiW\n", "MQ8cgMJvKq9ocgoGh2HgBgwstdF8iO9UhvTuEQTE5pBdW46c21GzSsLMnwYUZkFRE9QUQfUqSF0H\n", "1MF8GiykwkIK2CSwqSH+TYUFp4wWkhWRC8mymIHUfmi1sCkL1uXBqlRI+ySLzd/93d/la1/7GsPD\n", "w3z5y1/m6aefZv/+/Rw7dozm5mZ+7ud+js9//vMAXLhwga985St86UtfemCeTwLA+i0b6A/0JvBL\n", "1toTQcdZVJLaq4wW/DKoj08+8thPAjuRgZztXh7lKgt5uTuRIXQznLfECYtM7k8m9UBVKtpU4+7f\n", "KpTj8j0fzTHG1ACrrLXvRXFsEtCAqAJXECj7xO4c90wLkaAqQwZrPw5UJSrS6TyIn0VrzLp/O/0K\n", "1BizC7hqre2LMM9KoNKGKP6yyPWfAQ6HopO4Z7YWff+TNqgtgjvGM1IL0bNdD5zBNSXEeVeB0g2w\n", "fg3UPg9322CsEaYWo7NNQPawqvc1JEN9JtTlQtkYDPfAnQ64fQW6b0F7trxr0yVqpjjlrxI4ACk3\n", "BKAyeiC1A0wH2DuKFo2Nw0Af9HcGwGLcuQqRhqNNZVtrj8Z4Xi2SXUcTHf1xhkd+HhTVQ2UuVFZC\n", "RiPYFqAWJltg4rehdR30BeeN9UPVpJK51+crl5ARuDQDZ7PgWIkMuPvGVcg4BvlHIOkszN2CK1fl\n", "Oe5divEY4TumcD+YykcGyQgB43WEAG3WeyXzoHHnvZcPbARuoKjvGYKAbNDfflrVPDKEeoDu79U8\n", "JR+4OmHDFLQwxtQhvff+J1nmP6zhdEs2AlAeiMpD63Ecycsx7994ojQhrpmNAFUVWou3EahalhYb\n", "zjZYQ4R1EeY8L6f32GL35vRTCWJglyO5fRsf2HLHlLfCmiZo2AdJZY5mlwvzhTA3A+YvoPnn4VIh\n", "zH0IBZehoBPyCmGqGYY3wEgTTPXBpnT44Tyo64SDfwnn/z18UAB3JyHpNSj6JqSfhPaz0pndcfx8\n", "UQ/n4L4S6jqOVTJvrT2bwOsZXK5ftdgYaUlgUkT9S0qG5BQnH5Pdv0mQYsB4/6ZCdiOktAHrYGoj\n", "jIWKis1Aagb83T8WkfGlL32Jz3/+82RlZT3w2aMGWH+E+iR81f0dliII/CEBJXgCVaZJRZW7apHR\n", "14NAWBUCWVcIACBP0aWiSEW1e61ACvgOAl0jCIR5DJwZAoaZN9d4sFfFGJOHQN2R72WajDNYniQK\n", "QRh0XjaKZqWgIhifmN/AeRBLkbBeQSCa2b0MRm0pila1IUX6digA445tQfvsYpjPvehVSBAU4R5y\n", "ge3W2rcWOa7M3ecNBPTCbnhjzGYEFHtQvtOaMthYD6lbYGgX3G6GibagMrbzkNwH9XPQmAx16bAy\n", "WwUosiegZwo656DdqPDChUwZp/fGHYGmjDuQfgXy2qGwC3JvQ+qY9vSdNLg6DN03BZI9OsZEMLV1\n", "uYYxphzRycImUC9yfgUCsDEZLfEMB7oK8qCwTuXmG+9C/afh6jVo+nk4+UQQX94bPbBqFramw4Z8\n", "gePZUfh4Fg6XwuHgcr8DkPIBFHwEaR/Bwh24dVIyOS7KtjOqgsFUJoEcFa+Z8rjvHM+bPhIDtfdx\n", "FK3rRLLwVKT95+SLH3zlIFlT4u7pDpI1S/ZsP4wRDbjyHbsDMUIuRzruH+MwxngtM0rQWvSYMvcB\n", "KSSLEmZNOhp7FQJW6Wh93Y5FR8RxTYOAVTlyBsWUB+bmqEbpG++F+j3cPnoCOfEuWmun3Z4vRt+1\n", "HFjIhJSNULEH0p6GqSdgKLjwwzzwG7BmHQz+M+mse2MGzBEouKlc1A3bYW8uZJ6G9zrh1RUwckT9\n", "FGcKYeplSD4HH1+Gc8v5G/t+hxXAGmvtwTCfp6Jy82ciOWcf9nBrpCAVitdAbTGsbNazMqthcguM\n", "eo7X75UcrMXGyy+/zJNPPkl3dzdNTU0PfP6oAZa/yMVO4A9slEUujBI31yOEfNZaO+YecBrwHEq6\n", "9EqF+l8uJeLeawoh91LkMZkB3idgpEUdhnWG0jpEp/qeUKbBwxizFki11p6O8/xqFB3pQkJyWarr\n", "RHEf6ShCU44E9DAqzNGdaCqjM+JqELCaQ8ZZI4vQ+hwYa7JhKiw5b2G1dR3nY7ifeiDHWnsmynv3\n", "wNPJCNHcNODFKpjcBNWfAvMcDN0FcwWyOyBnAipXQn0L5FdCSTZUZUHJNAxPwu0ZaLdwI03V+zoi\n", "0fx6IeUC5NxwTXIvg+mDsUHouhpokgtSvBUor6x9uQFK8HCA5XFkdMTtNfbRbs7ZGCpLLnUYYzag\n", "5zCUC4+VQfUGPWPWwVwbjNZLJj4weqBxFnbmwJYcqB6GK1NwNB/ezQ8qKjID5ijkHYPsD3Xu2AT0\n", "d0Bfn5xj48hxdW/9OUPCXywlD8nlYd9rDIEaT77nBP17V5cnFTkS2iMBbye/ar3ovYvSFFtff5xo\n", "hzMYV6D1uQIZ3B7t6RPZ3Nko93YbkgWLGm9Ozj6BHHL/qCvLuudZhGyFUgTc+91rGEWllk3fGVVy\n", "bEBgrhvp2MHljh46p+tmZDsdXyKN8TEEBm+G+KyOgMN7FYp8X3MfV26AdZWwthpykxWxGl8DQ4/D\n", "YDXMjkPWFBTPQvEVqJ+H0tUwnwT5KTL8vd5TOV7vqSnoG4bvTMG7HSpIkXkT8j6CyiOwagLemoJT\n", "qArvGMsAmEP8Do+j/Mbb7u9yRLee8x1TgqLsn9hqng4cF6RC8Tq1LalpcoDr5+GPvtcB1je+8Q2+\n", "/OUvU1BQwL59+/jiF7/4wDHLCrDMIn2w3DH/A3geKc6fDKYHumPuASyndFcjw/ljG5QjZFTlrtpa\n", "eyTMPaUSiFAFgy+P7nYMgYOYoxvGmGYCeRXfUw0ZjfJzdqOoYtwA0Rnja9Hv0OtefcstCNz9e9S/\n", "XGR0dyN6UkKv7cD8CgSqipDh1G6tHXH0wK1RRJBSUBPi14LXipv/SdQvYtEKeEHn7nD3EhWNwV2r\n", "EXkXT/sjyO4ea7bDxgpozoGi34PD/lyeTtiRDi8WQPMwdN0WL31oFi6vgpM7ZICEHQOQclHNb7Mv\n", "AZfA9MDkEHRdh9uTMsBHIoC/FBSNXoWMgHagYzkoaUHXTUL7pdMG5br5jlmHKIkhPw86Nhcljl+L\n", "5vilDnf/n0KRtykXhd6N2jIU10JVFdRWQ34b0Aqzm2C0OkRfl2EoGIPd6bCjEFZPQM8YHE+Dd8sC\n", "RtK90Qlp7ZBxGzK7IOkmcBXSuiB1AOaGYGFc0YBuRA/qRKyEPB4EUcn42AX+fz0w5fZkAzKM2xGV\n", "+T4ZFyp674zqZ5DTbKk5ep4Tr8zdowe2PhE5TLGCK9955UjeH3pYUeOHMZxczEf2SymKmo4gvdKP\n", "oqXLDW6SULSqHjBoL3U9LNvCRcu2Ixl8bqnXNYHcvYP+/ef22VM4qrS77rYMaF0NWS/C2KdgYpcr\n", "iDQPHIG8XthVB0+tEUPCzMLYNEz0q/pqNzC0AMMWhgwMpcBgFgxk6//3fZcLkPktKHwDps/A8QH9\n", "3gWoNUGu75WBnCWewzbmaF6E36cUV7kXOYbXInv1ZjDTxemW9FA28ydx+ABXyZzy9x71LS37WG6A\n", "9TzwB0gB/k9r7W8Hfb4P+BZawCBe5gOdvDyA5byLa9DCvhjKaDbKa2mPxwtsAtXxViMBmuSu1UMM\n", "CdvGmC2oOs+pWO/hUQ5nmPdZa68venB082USqOhTRIgSqgm4Rh6BKEaym7+bZUqwd0KiBuXNTCNj\n", "7bbfc+migAvhqH9B8+1FEdihoPergZXholsR5ksGnkWl4WMydhw1aBP6DW+VQ+M6aHsC0vfDyFYY\n", "/z2oz4W5H4fBQXixUMYng/BGMXw721EEhyH5DSg5IcOEzdC3FwYGIPUmZHVA2nXguiJT02Nw5yp0\n", "jQaSveMyOp2RuAoB7V4kC2ICqDFcqxWVqw4Z3XCA/zEURblirb0VxZyZCGT1WF97hOUYjorSZF0O\n", "rHtvBwKMXb73soHiBqiugLqVkLMJaIXpzTAaXDhjBlJ7YXsKPFYAbQswNwKn7sIHFXDcM2wuQObH\n", "kNsOObchdwFMEUzmwmyG+q7MdwC3wFyHjHYoGoJLU0qU7yZA147aGeQijvXIaL2DwOyE+yxk9N69\n", "j7X2AgkYznD355h4QLJ3KVHQJd5TXODKd/4GIOl7TecFD7c+PEBVgqKffe418LAYGc5JuQqlP4yi\n", "iMZDpYOZQO+zK4l0+Bhj1iC5edL3Xh0CFGeAqm2wqgsHmAAAIABJREFUYQ1UbIDUQchagKRPQ8ce\n", "GBmBwlH4dCE8aSB5EA5chg++o2quwx2Q9yx0Piuq4aLjQ8h9BfIPwvAxODYnMDPvA333pUu49wsJ\n", "7N85tH+XXEXVqDBWr5s/B/gY2U17gLf8Ot3dxx7g8sNkPSRiOJv+Ud/Gso9lA1ju4V9CBlgXigr9\n", "mL2/p9I+4Bestd+3yFwWeVaTkTEaUgn56Dpvxmtc+zyWh9z1yt0rhygjIm6O3cjT9ID39pM4nLHl\n", "9TxaDmCSjBTWCgS4vHyeXmJUXM4bXYGAlSGQALtsxokziqpRmfNx5IF54HruuKcJU2AixPGtqLzq\n", "Nd97BiUEn42V8uY8YM1+ozmGczOBmkp4vgKqPgfXvl/Vl+4J9euwegj+ZSs0jcDFWfh2tei49412\n", "SLsGWV2QeQSyT0HxHchZgPa7cL5DThWvel/Cq086Z4kX1XK3RGeiIpnGmEoC1RXDNa7cSCBB+zHU\n", "0mBRReiMq+0oapewROYQ19mE8mdu+t4rBxoirR8HHEtaoKYC6tZB5nZY2AEjLUE5dAC3Ye0C7M6D\n", "LelQdBOuX4SuIbg9D5fL4M46GAtHRXwbCr4FdY9D1xgkvQ3JV6DnJJydk4yNef2437jWvQYR2PLk\n", "X3BkKxPlPNxn4CRiuL1e6OZfhyIUH6K1+rCM+QK03k5Za3vjnCMZfYeL9nus0JMJ5DRVI4ZNPy5K\n", "FS5qvoz3koOYBJ4D4LqNoqn8MtyHx2gI2TtqiXMno0jxx0i3FOTDpxtgsBwyHgeehrHtvup+B5V7\n", "+9wW2FoHq4bgzBx8txruObeGIfkXYHs/5P8HOPyUo5GPQVKfgFrqKKSMuH+HgCuQdAR6jsNxtOeC\n", "mSQrESMqUqPkAgJgKxkHtoiRvul0yn6gAzmRbnr3Y5QDPRzs/Ha20A4UPf5E0o5DjX8CWEsHWLuA\n", "X7HWPu/+/gKAtfa3fMfsA/5Pa+2Li8xlkSK8FempGGNWA8k2hp49YeZZq1u9Dwx6OT1lBJKXu5Gn\n", "+QFvuxPajyPKVVxK62ENF5V5AhmAD+VeHVWgDAGufJSz0YPA6wMGkxNiXqTKEgBVy1pMwxlAlaiK\n", "2hQCVpES3ouBddbaQ1HOX4k63R/zvVeFqjjGFL1y565DfauuRHl8ZhpUroOWVVCzG8x2GDum3KnU\n", "z6s0urkNn8qF5zOh9AYcfgVO/1t4z2uUewky34SCC8BNMKMwOgw9t6BnNJArM4Oif6sQzawdGcjL\n", "aki6yNwqtN56kAIbXIITxqPShS1o45w9e1CRkzkfNeY+CmaEa6SgojnLArKckfMp1OfOT9XxHARH\n", "bRTlnd3xxSugqhFaaqHwMbCbYXwbjHll+d+GknNQUgn5j0NTJVRlQ3kWrFiA+UnonRbg6gTaM+FG\n", "Cdz+FhQfguqfhMutoggC8BHkHIK8g2oGfeOs+sndiSNqm4xovp9BRtG7oWSgYyUMJtKT75vbi3Qe\n", "QVGkNWjPnEI6b9lknM9Ai2pdLjKXB9Q+8cae218VCFTl4WiowUyCh3g/xYjCWoDk4s1YIrMJvI8U\n", "lNuTgfKtluz8cjIiF8jLg4I6qDTQMq/Ks5dmoXQBUv49XKh1rTy8MQDlU/BCMeydg8krcPRluFgE\n", "d34EOitgrhPSPoTCM1BwDCrLofMiVM3DdI6e6+Q8TMzA+AxMDMF4D4zPuQJmkSKD7t73Ir2/KOXe\n", "7WUPbGUSYNT0hdM3TgbVIxl0GhUBmQs6Jh/JhrdDgMBm1G8zZFrMJ3H8E8BaOsD6YeA5a+3Pur//\n", "BbDDWvvvfMc8Afw9UqpdwC+GomGYKPpguY3glaZeksfHFwl7K5TxZwJV6TzANePu/2ZQCNejXXz4\n", "KLxQ0Q5jTANK5I6pxPQicxpUtjqaKI7XgNd7dVtrT7vfzwNVdwmAqoT29YhwX5UoYjWHBOyi0SSj\n", "/lPj0UYujYpMPGGtfc39bQiA3XioOvuQJzpsNM8Yk5UGFa2wphaqdgM7YHwHjHrKbR74c9jaCk9t\n", "hLYp6BuH71TAWylw979CQx7M1MPEq5B1GEbPwckRKZSxxSJFLtJWi6ijXYjmsNw5U2nIoKpECn8E\n", "AfsBFMlZFOj5otPtNqgHTNBxG4AZa+0l33ueARpVtcDlBFlGBXlW2RDl/40xTUCmjaJISohzc1NV\n", "PrklG9YUQnEuJG+Djmehe22ICNcArJiEOgu1qVCdDpVZUJYMWQMwsgAdC9BhoT0PjuWLRgqoeMa7\n", "UHAQMj+E2Wtw8aaiQH3RanAXtVuNKhw2wH25LtYdU4joUm8n2jIwxmx393vD/e2Via9Bv1cvavPQ\n", "lcgIWiLBlW/OJqDE+grzmEB/ylkEku97PSww5mRrKYHqwf3I9uhdDtZGFPeThHRbA4p8eGsurBxy\n", "3yFnOewJBw62oohu3PlWnlNyJVRVQEU2lNZAUiOYOliohckmmPyfUF8N46dhxU/DJU82zEPybdiX\n", "Dc/mQu0AfGThO5VwHhSR+ipUHoS6KZjog/aL8HGf9vBxFH2cRc+5Cjlf2uPdtz52z4EYI1KZCGhV\n", "IBDfh2yYHmvtgo8V04IclenAq+GuYVQIrssGNfd283i5wDdj/HqPZPwTwFo6wPoh4PlFAFYuylWa\n", "NMbsB/7QWtscYi4L/JrvrQPW2gNBx6xA1KhFezdFef/bkaEfMW/CLe4CZCyWIurTPaBllEvTjLwS\n", "y2pAxjNcZG4fur+E9IBy8zYhwXHRWns1ynO83IQXUcTDE0h3HiZAdQaXJ/QuRgt0TKBowMFYjAZj\n", "jJfcO+5AXZ2Nn+K3F3g9WHqFAlW7YMyLMnhjHpLuwK4MeD4fmi/DxePw7kvwllcKtxdSvg5l/y+s\n", "mYSD1+Ew2isxK2QHMBsQ6DmTKEMviut6FcG8JtN5KNfBazI9GMqYdcApxUZILPY9h3eC97wJVAuM\n", "quracoEsY8xWZFg+IN+cTHgSUa1jjQjloYhQJTKYptZAXiXUbYaUbTC/C4ZDFcrwxjzwJ7ByEEp/\n", "BO6mQ00y1KRDTT40jMC1SXinDA6k++YZgJQDUHgA0k7D6Hk4N+gKz0S432Qk/057oNeB/0bkgb4n\n", "t42qe12NxpMd7TDKc9mAdFqwZ3oFgST3CXc/3SiqtaRy0T6wfybB38egSG2PtfaaCeTxnEGOKq8B\n", "dyaBRtwpCGxNEWjY6r2mUc+fuAGQA5KesT2JQNXtR6WP3W9Ug+yCCZQHGBVzxMmfKiTjExb5dzpv\n", "A9J3i+aKRpinbDPs3AeVe2G6FqaaYCorRMXY65D+y7C7FXr+NczMQHMKtBTDtknoG4M3S+ENf/uH\n", "q5DxJhS9AZyHzkva/0noufbboLxVBxo3uGNOx2tHOHDTHS+Acc69crQOc9Bzz0HpBheQvfEAeAqa\n", "owRoDbZ93WdegbKE2nHLNf4JYC0dYO0EftUGKIL/ESX+/3aEc24AW4KVR5QRrLAGQzzDKdk1Nkqq\n", "lzsnBwnNEuSNummtvWuU1FmAomufqFVllCcyEyyYljin1xPsGNCKhMnpMNHAFAJ5WSuQoJxBYPXV\n", "RCqRKO57BRJ0BkWsYjL2nZKqs7GXVd+IDPpbLgIVb/RqJfIen3B/Z6ZCVRusXhkZVCXfgZ2psLdI\n", "0aqBEThUDN9Oh4k/gIZ5SHoCut+EvAMw/TGcviPlUIUoQUutLlWEvPaD7vsvFgFLwlWpTIT32QQS\n", "lz3AlY++nxfhGnTXa0Y0skilvluR4yjknnLrbCOSB9HQ8BIKstx8z6AIfbj8sS0oN/JmFPOlonVQ\n", "g7ywHQgETPmOSQZKq6C6DlqqIdvjilbCfJUzxvLh7n+H+ilI+Q9wJbhh9QRkD8AzufBENlQNwIm7\n", "8Ga1PNf3xlXIOAQFb0HSFeg+JgP/gRw8I3pNrrX2vvPdZ6uR3D5irbXO+VFr46DuhhrO0N6Lorch\n", "85Z8xngLiriOIVlpUFQrqmqZzsAr8b28foUJb5jqHAx7UNPqZuCjSIDQrY2sMK8Md69wfzPnxV5j\n", "BPpdJiNQ1fmojU9ftHQWuBCJaRDi3EbkuLiLQNmSn51bXy1o/x6P5X6C5ilcC1t3Q9OPw9i+QBuN\n", "+8Y4ZA3D6gVoSoW6WVhdAXlzMDIJXTNwPQUOlAcKnzEJSQeg8E01MR87A6dGZVt5xWny3P1fCqcL\n", "nG5cjfbMlVjtCp9N8/ZSosguqLAZOeSnEXtjBIGvNxezD03kBsS1aL1/4ht//xPAWjrASkFFLp5G\n", "UYijPFjkogwZSNZFjP7GWlsbYq6IAGspHtdFvoNXJjsmb6HbRM1IwF9DnOotqJjBsiWtR3FfdchL\n", "4nlkCxCF8Z1E/W5OYO9BAvCWU54bkLfmI6ty0F7ovAwZtV7+VY8X+TFKwJ+xCarctcg9lyAlk4qE\n", "dFxJ2vGCfCf8i5F3uiHeKKwzinuB8VWwZj2sewqSd8JoGFC1KxX2OFDVPwpHMuGtEu1XQMrtu1D0\n", "36DpBgx1wN8h49mL0G5FPPYlA3S3VtaidXE6Esg0ypOsQlG1a+6eEunRTULGtQe4KhBP/hBS0gNh\n", "IlxeRDhiqwMjil4rog9HQ6NNGMhyUfVKG4ES7CJt60N5S33H5KBqmmUo2nwLeZEXVRxGNOwcIGcV\n", "FJdCaTqsGIXVJTD/HHSugrvlML0SplbCTErQHP1QOQ3PFcDuJEgZhA9T4dUyydt74yjkvgG578Ds\n", "RTjbJQPFKwW9F1emPsQ9GvSbD1prL7m/n0bRxyXnRRn1uauJBrC5vdEA1CEA20+g+WqoEs4paN16\n", "gCoTydl+tHaXlWZtjFmP+lH+uU1Abzq3H1MWeaWitbgK7dfXSUC0LxHDOZDWoPv8ONqIle98r8fm\n", "e+g7FkeKokc5Zxoy9g1x9rcyxuTUQdtOWP9jML0fBrx9OgDlE7A6CerToS5L9N8812D+Vgf03YCe\n", "C9DzNFzeE9Tg/BxkvSUnib0Cly+K6tcTr2XuZHMrcp6diXVdOkfodPBei+K8bAKVKYsQFbkd6a5S\n", "VNhiATiLHCZhi4q4dRDWRnCBjQEbZQ72oxpGrLT/LcayACwAI9qfV6b9T621v2mM+Zy76B8bY/4N\n", "8PPI4zSJKgqGyglYDGA1IF5yXM1xI8xbBxSF8m5GeX4eAlqFqMllDaoKFDZ3Y7mGUfGDaiTEPI/s\n", "40g5d0Y+O6brNKHf7EjQ+xuRMO9F3rse9+oLE9lKQ4Zq2EICCbjXNFSWPAt5W28vQXgvGhWIcG4O\n", "yoWYJw7l6+ZIAl5ap47p5S/A3PPQ748AuPLZO9NgT6HLqwoFqkARgO+oJ4g9DxduyFlSi6gWH9lA\n", "dSOv0eiSGu0GfZcSoA0Z7ReCgYyLLrchsJOJjPx7zoxEOll813yMAH2pGO3pcZzBiqMUun2GjaLQ\n", "jjOwm1HPvEWTyRMFspwzq8v6SrGHOW4fMkQeMFCdt7QZ/eZL7jnm1tEOFHloB3KKoKAGSnOhJAvy\n", "q4FtYPbCUHAu121YZ+C5ItjmnAWHCuH1XJ/R1gspr0Pxq5ByHjpcPfGr1pcnF+a+9uAAv9M1edZX\n", "YjrO7+tVUvsoxihGOnIGlSND7TZy3s2jxqxFyJjLRblqXiPckYflMnb7cxOS8/3W2nPLfL0cREut\n", "RuvnFi43Opp96ObwChmlIKqw/zW+BL2Qi4BVLqLfRdxzYebwcrmPOMdAGiof/ka8TiXjejWi9XMx\n", "1u9njMkoh7U7YMuPwMJnod+jAXbAs4XwUipkTkDnlCrHXk+Hy8WKUC1MQtJ/gg2fg0v9kPoy1P4K\n", "nJsF85YogGmnYfAsnJoQSE5Ynp5z7LciuX0hWtllXL40YRwyvuP80eJSpDO93mk99v6GwQXoObyL\n", "HIYr3fG3UMR1Omhurz/mqTByOQM5jZbNbnpYw61RT7ffQLZq1LaVMaYF2XZXKqBpLWx8CtI3wnQz\n", "TNQGFVTxj0lI/ho8Vgb1GyA/B5qyoLQDzr0Dl4rg0A/KfgXgDqQegKIDkHwWhs/DuVE5wkaWE2BF\n", "7IPljvlvCMFPAj8RSnFFAbC8BZfQCkDOoHmaGHNqQsyTj4yRMuQVfy2Sdz7Rw1ELqlD53y2I7jSB\n", "6C4JyVlz1/HC6IcQ376EQCGQOfcqQ0ZFND2BapBR/14UofMkVPkx2sT2QvRbdKKo1ZIWu7vXMhum\n", "J1IU57+EwGbE5sQhzkvLgroW2FsAq/8znHochj3B4UCVF6na4LjthzPh7WBQdQdS34PCDyDlGIy5\n", "ohU3fFFFg34zz+PpgSyvGMiSqYK+75WCPLYlaG8PuPfTkQK5r3ywM2Sa3PExC+NF7sXLhTnorRNf\n", "hMtTpPnI6G8AXkN5g9EUzahDUYn3I0W8fMcvCWTFYpy5eyv0e8rd79+GqIAnbAIoV87D6/Xfuhzm\n", "mGQgJx+q1kHrOih6Eub3wWCF5ApwL0F+TwY8VQhrhuHyFLxVCQdTRK1iHvgLqPqKKpmdugSnekW5\n", "ChlJdNEHzwiaRzrhwBJ1QjNyCsYVhfAZ7jmIarQZfb93UTXEoUTtxRjvy6O/HkMOCK/PX0Kr07r1\n", "UIEM0hwCtFSPNpaGjOHjkSJY7n5X4/JtkV7MC3pluu8yhg94LRKhzkSAbQUuYhHP83CR3t0EVSN2\n", "kYqbNg6aoItgr0XPJSa2hjEmNR+adsLOH4CUH4XeArevOmF7LvyEgaQR+P9qIGwe8Veh/ArkPQXd\n", "NyHr61A3AlNGzeU/vqko85IjnxG+RzJ67pVIv0SbZ70a9fA65XvPy+f1dEE2srH6kE4Py1Bwzq5e\n", "e3+rjAK0riuQk6TDHXPXfb4SKLdhGAhGVYibSKA+fpjDydsmtPc8p2mslM4H2AnGUdmbobIYqgqh\n", "qB7saqAOZhtgsgGmRiDlv0NTPsz8H3DDyz33GBN5sNtC1lU4UwLfWCXn871xCTIPQf4BSPor+KNl\n", "AVgmuj5Ynwb+rbX200YNLv/QWrszxFxhAZZ7GBtsBCrLUoZRPsVcJC9nDHN5icUbgW8iIbLcneA9\n", "L/n71tppX8QhHxlZiYo6GFTgYRwJXK+xsFfK3lN8Ocgb14dybRYDTo8hYzVkeWTnsalFtJD+aKKN\n", "znBsIrHVs3YiQRAvvfDnUE5OVJXbjDH5VdDcCm3PQrKBjByY+1kJY7qh3sIPFcPWSegdg8MZ8Hap\n", "jK97wwNV70PyaZi+DhdvyRPeH0o4O2Cxxf3pB1lbkac3JvpEFN+zDFFMbyMDaBsyHkPuR7e+GhGQ\n", "v4kAYtzRFbeun0CRxbBrxcm7bchjOYD21yjyWnYtomSbkKL/IBpQuBSQ5ZRzaZT7xIvKvmOtnXHG\n", "aBtaY5cTobyd82m7my/qyL4xprgK6pqgdQek74PpvTDsT6YfhbxheCYPnsiAkn54Nx2+VQh3/m9o\n", "/RR0NsPkd6HoNUi+CFfPK+H8gYItLnJVAXyAgP9cvGvdBGikET3hUc5VhKIuA4jCuoooS+wneri9\n", "2oavgIsR1XQzck4suaiECRRRqUJ5Pu2EoY0Z0alWo9/5btBnxe6zVBTBCQtUPHCP9nQuAeBlCQCu\n", "606/piLdUuPu7aqNM6Lu5tqNgNTNoM/uy7eNcr4kAk6rj2wMBR+MMUlpULsLdr8A2S9Bn1eo5jas\n", "ToefyoSyfvjqSngVZ5TCvdBqxlXIugUZl4BXYU0OXJiBmzfg9qicBOuRTbIoZTpRw7ElNqGI0eUo\n", "7JEU5KA6h6IjJYjNMEogSjUUjV1nIpRed597ToQa5MzzUin60LoIWzHbKF1g2i6xZdHDHC7y3YQc\n", "GlcRMyLeSpabkT0S0mHnjklFezq/GcqKoSoLyqagdg2M/SC0e6ArONLVAWsG4bN10LYAo2NqWfNa\n", "sS+qdR3SG+BvlwtgRdMH64+Q8v6a+/siKlndEzSXzYP1ozJUhoI+24i8Sfc1YEvUMIEeJXE3Lw4x\n", "5wZUBv4Ky1g5zWecfuD3NDswsBH4i6UoeJ/npgwJqQIUvepFnpuQisUt7M0oFB6R+20C1XHuM0ac\n", "cKpHHsIupMw2I4M6ZHTM3W8bgXywB/qXxTMcyNtHnJQNo8Tnfag0blg6jTP2y1phQyvUfQbu7oeB\n", "Ypj/VVjzLNyugQ1Z8H05UN0PB9PgW+FA1buQchamFgNVIe7DA1kWPT/rA+4JpyY4b3Qr8tj3E6JK\n", "YohzshDQqkDK83o0EaIQ8yzaaNIdl4oU7yGrPEO/V7MGeTSvhPttjArhlKCcrEUNsnhBlpPLN6L1\n", "fDtZNUMgv+VkpIhALMP4KszF44l3cyQDZS3Q0gCNT0DynhA5h3fkZHqxGLb3QMdHcOQH4Os4Q3AG\n", "zEEofA2yjsLo2UD01i9ztiGmxU0kk0K28YjinttQr7qEFRbyzV2J9krCnEdRXtcDVw9QhZ3XvxDR\n", "sWKWDW6tVyLwGLKISoRzt6BS8B+7v/MRsMpBDpul0MIzENAqQaBvCBls3chYX0qEMwlFdUettefd\n", "b1CGfodCxAragHLb55BTc7FXJQJFJ6MFfU7nVO2Ex56F4h+HAa+ZeD9U3YWfKoA1PfBKGXw93UWT\n", "X4eicwJV9iYwCsP9cOc6dM/p/lOCZapzYpTYh9zPyemuTcgeObHYc3NO6wYCDalD5uNGcd1tSOcu\n", "2lvP6ZdSAq1sStFzOEiIhsZOZ+5BTt+oqjg/quHsnya0pq/ia48R53xFSK+8E4t8dqyAx9AzHfFA\n", "VwEUNoLZDfNPwuAK+QwAeA2Kb8On9sCalbB6HLrGVSDszX6YrYWvLxfAiqYP1ivAb3obzRjzJvDL\n", "wd5VY4z9U/i598FcgvFrcLFbQnYY0TXeToR3LMJ32YnQdMz86QhzrkcCE7QJEpqUaAK0lvsUnhEd\n", "53EESEpRZCtq4OgMV2+TF6Mo1SSKIr0arVJxgtsL0R+N5E0zotPkoUphZQhYZSJD55bn9feB4Q+C\n", "vWAm0ONjCAGZRBZEqEd5GacWPTj0+XuR56PMhqhaaYxJTYOVm2HLdij6DEw9BYOeAdkLuUfhp/fB\n", "BgtzQ/DdMviOv4S1H1Sdhqlr8HGX1kBUoCrEPYUCWdVAHVFQOuO4XiFKmh9HtIGwFaOCzstEyrAK\n", "0UGvxbBGkxFoOhZsNIY4tgVRRx7IAzWBZrYNiGZ01YZIZHYyIReB1GjohTGBLJ8j4PVon7l7pj8K\n", "vIMoRUumXTqnWD4ylo+H+i3inDcdqNoK6xqhch/YfTDc4svX6oK8E/Cv9kBrGmQMwDt58HK+ADCg\n", "/MPXoPB1oB3aT7smxmit70VRrhqiaOMR4h4TUo1skWsUIll3NRrjLQHX80p8h3SuOFnRiH6zuwQq\n", "+oXdh+6cYgJ9EAeQvIq6v5mbx8vlPY/y1opQvm3c3vEQ13DpgVQgwHNiqXO7PZKB7JwKBOIGUSS/\n", "D/AKsHQhQz85itdEpPXg5EMukLtKzcPLMqFkM2T+cxjeKtnLCBROwL8qgV298HYh/GW2qJW8D3lf\n", "gbxDcOO89o1Hp/SKIiUjm+2B3qDOJtiN7Ikzy7U/wnx3g9ZoLTFQBpdwvTwEoN+O00lTAnw/soFS\n", "0ZroRVTCGXdMBlqXYas4P8phAkVW0pDzMS72T4h59yCHatT2us9ePh98ngO3BSuhrh7WboeMJ2B6\n", "DwzlwsJ1SP8zaCyFuy/Cyjx4Ih+aB+BShdh1j6wP1ivAb1nX88cBrF+yQWFvY4x9DP4aYB5SGqC9\n", "CK6+C1k3YWhUOQ+9y7WAnHeuySY2X8kTkBYJ0lEStAkcEt+FPFV9QZ9tRx6Xa0a0rpnFjDO3mb0y\n", "6qm4jYw29TzylNywEXo4RJi7CtEWwnqx3QL/YeQd60YlXO+EUrQu4lCLjHx/jlArS+zxEeE77EEU\n", "spg5425trUa5E8+hKJinjPLKobFVyZmpn4aRNqfIQB7EWfjhInisE7rS4a9rRMUFlNR/EIp8oOpC\n", "V6DSWyLoXUlIKC0QAFm7kOGZMMPOPf+9yEgaJFCV8mS0HnFnfDfgqDs2CnqXiTJPxgRyNSP2IHG/\n", "VzVS5DNIqfQGHbMJ7bGPonlGsYAsI2psfrSOAOdRbkBUmA8TERFxv+kGBMT/zi4f8yA3D1a2woYN\n", "kPcszD4Dg38Gq7Jg/mehowvakuGFYmgbgvOz8G1/ufcZMO9D/vuQ/QHM34SrFyV/ahHIqrcxUtPN\n", "EvvpxHCdTGTADSCH0rJQ0RcDVyGO90qnVyCd14lk+bzbo17LjhJk0HcjMBRz9NldLxMZ7RuBbyHD\n", "KyF2gtvPrQi0nUayuQ3p8+M2DoaEAyA7UbT+Nnp+t9GaCW4xEDXdN+i8NByQqoDCSijLhhXFkLEK\n", "bcwamK+BqUaY8nKspiBzAH5sBTw7AMcz4H8VCtxxGrK/AoVvQ/dxyYpwurwROSNDylT3/T0a4/F4\n", "Ip5LGUbU0U0kKDc7wnW2ICph3PLPsR6SUNTHH9maQPZZD3Loefry2FKiqokcZolFViLMWwOsisVW\n", "98mwE4vZcB5johka66H5cUjeDZObYfQvoeabsHEY8rMgqRQav76MAGvRPlhGFMED1tqvur/DUgTH\n", "4ceznQfFG/8XbKiAsW6YOQHzHXDlshLcexIZ0XJg6CmW0CcizLxeWeoKBFRm0SaIS5m4OT2FcsFa\n", "ezvoM68j+UGrTuIpyHC9FAa1e0Um5pEHtzdY4DmDqdAuIaxvAlzkW9bHmXXfpR4p5DkUxfr2Yp4t\n", "BxyngI+RoipjmYS1i4ztIooeFmHO34M8zXeM8s2uAikbYMNaWLUfFp6Hfn9YugO2ZcBn86GxHz54\n", "Bz5Mg/Z/5vi/5yDrFSh4G2Y/hnNd8nINJMpjG3T/Hsi6C5xACb67WWJhmKBrbEV88nO+9zxgfjUW\n", "JeWMC8/IjcTP9vJk3l3MUDLKocqxUVaWc/KkAtEiLHrmdxxANQRA64lo1lS0IMuoauilxbyzzvO5\n", "CXnJT6JIQtVS9ribtxJ4FinV80j2HVqKvIvimgYoaYSWKtiaA7W/Coe3+hwVY5A/DC8UwdMLcHcI\n", "3iyGb2fff0zS+1DwLmR8F3KvwMS49tt7wSCDo8KpAAAgAElEQVQ5wr2UIoP8wHIZbkHXS+H+fMmE\n", "RgSMcpzWEwct2MmNMlQIogHtgwm0F3qQrllK7mQa2l/VKPKVj/ZHQnJE3fxbkV66j3JnAjm+URWR\n", "8Iw2FK1rQVT7V/GxMyLcw6IFa9w6qGmDplwoLVRrBFsHpgburnJ5JsU+HeMfrvn8D5TCD47CNQt/\n", "6rVCuA7pX4GSV2HkAxW16Ai3tk0gf+kBhkmIYz2n6JWHEYUNurYXWYmKMhjH/J4DPC6KsW8er6rh\n", "OzbQescgwO85KtLQfspA6+qojVAMzoGNNgR6lqXatQNBa4ijyIo7PwvpjiQCsmLKra8niYJx4ptr\n", "FaKPH41DhqUBFRthTR2sfAJMJiRdhJI90LUZRmqXkSIYTR8sf5GLncAf2DBFLmZhdhRuTMLhHDhw\n", "Byb/DJp/C06nAMOQfBjyD6sZ3UIXtF+A63OiFCSiZ0lCyvOGmdsrO52GhFxceSzuge9G0aSbQZ95\n", "pcDvq+hkApSVD6y1427z1yFh34MSbENuSN+5h5YqhJxBuxV59m8iYFeMKBI33AZqA+btIombDhw+\n", "jZK/e1DIPyEV5UJcqwXxyWNOJnWAd4219qAxJiMF9tXDuhdh4tMwsff+aoBpPfDpQthvIHUQXiuF\n", "VzJh8heh7WfgUidkvqIcksETcHx2EQWdqOGMpW1o7Z7AVQCycVZUDJp7Fcq9uBeR9H2WhRThLHrG\n", "0ZbbTUf75Hq4SIIRXW8hirXmUV4WNRrCnL8C/V5piProtUzYiRRHVPz5xUCW+60eR8ZYWMHuM5pv\n", "IPBq3fN9Bj2DuPIWjQr8vISizwestbNu7xQsFbjFcA9Pp8LcVqjYBoX7YepJGEr3JeR3wM4M+EwB\n", "tAzAiflAE+N7xwxAyq9A2wko6IXhCXi5WwbnA7kQvmuHLZbiMxhmbZRFbmL4zoZAROBovM8vxLyV\n", "bt4jNoaCGm6/lBJgRMyjqHQS8rJnIHuhM5IOdLouHe2bdN/L+7sI7aWrVgVaEpYj6vTeNpQrEhKw\n", "OafhFgKtJkK1IilDALAUUdcnkVPzXRtlAQoTobiSMSZ7BTSug41PQuY+GG+ESX/VzXBjAFZMKtJe\n", "XwhPzcHwJPyvKvVqohdS/hpWfAumj8IHE1FEBheLXoU4Pgv9htMsow6PcP1G5OA9Fa0TJcp5NyM5\n", "fS0Bc7Wh/qrhqq9mEajkXIvW2jH0nYJLwHs0uXPI6TGHWFVLKsTjm99fZOVYrPrSnV/v7u0a2i9l\n", "6DvNIOfuBLJHo3FMeg22Dy9VLhpjMlOhahOsr4KaVKiphpHfg/+yLADLXTRiHyx3zP8Ankc/zE+G\n", "2nzGGDsGLw3C3gzYWQhr+2GwC06vhFdWBIwSQM1Rj0LeGcg8AeYGTHTB9Ws6ri+eBeMz2pcl38vN\n", "34oWzwIKs0eN7p2BtQsZZZeCPvNK516wIXpeOY/CNhRW9uc2RSpD6zUUvmHjoAaGmdNPuWgnqHms\n", "CfDpI/ZcMqI07kURr68m2gMVdC0vshkPIH4cGKyHwtWwdh3kLUDmfxXdBIA+qJiBz5bC3nHomISX\n", "XflbC3Accn4LtqbA5XNw45wUYPfD8JAHfRcvJysDRT22IWMyruIFbk4v6fT9cMLYXdfL5TthoyzA\n", "4BTPY4SO9Hq5fO8sptSd46XAxtkrzzdPMTJocpHy6CVQKSoqA9bJgB1I8ZzyrwFnLGSGi3C5c1tR\n", "AvrJ4P1l1NjZ2jgKMxjlff4kik7c87Y7GeJVCV0WqqDvHlaipr7vu+uWrYG1q6HxWTDPwkC9lDQA\n", "Q1A6AS/kw2MpkDkIRw28WSlqIJOQ9Guw7hqs2AdXzsHdczD6MZwblNwK/v1Woijgh773/M2DbxCo\n", "ALgckfY6tL4+iuTBjnKumMCV87RXIEBVhMCE53meCDo2Bxk91Qh8DSDKrB9EpbrPZpBzZcb38v4e\n", "CdbzRlHvRgRg4q1O5jkgzgXLjRDHphAoqnTcL8OM8rZaUKGrbveddhOC1r/INR6gCRpjSpph3Tpo\n", "2Q92PwxW+/Jx/WMEisagcQHqUmFVpiqplQN2Au5MQ9c8fOiVXB+DpL+FFV+HhSNwdFAR8UXtoVii\n", "V0HnJaFoRzmS7wltxRPF9b2CCV0kgMrm0y1Lil7FM597BrXoOYBr3IzW3wK+tBInIxsQoPl4qTae\n", "kwFbCYDlmKLp7jlsQLrtnB8QuXutQO2e2hHe8OekzQbNZdAezkcyLKH2vDEmvwBqi+H5a0qBSizA\n", "cj/G15DCuAn8SCiD2BhzE/Gw76Kyt9vDzGctfJ/39xikfRN+9CmoKYH1szA6Ah8lwaHKoJr0AJ2Q\n", "dlKAK+0EcBv6r8G1Pi2s/mgftlFFrSm7jF2yXYh2B4revB8MlsKck4RKHU8Ge0CdAVhPCMXqAIsX\n", "IahEv0dED7fv3GZkWIbsxbBcwynJBqQkQ+VgNSKD5SRS5kU2RPPqBN1LAbDJWvtOjOclAxvKYf9+\n", "GPoMzDwrQ4Ivwqb/B070wvYMeDEfmvrhSBJ8s1zef0C9Fv4BCv8KCi9D+xh8ZzkMs1iHCTSg7UGe\n", "pXfiUSTuN9qDilIsKtx9ToTrMUR9vAjsfdxro+pOg4t5GE2gCEZMXvxF5vQ3V7TIK/cP0Xpv3T35\n", "8+K8PMQnkGIKVVzD87b3oyTfUN52LwIWUzVVp1h/BgGI7wTvWd+8y9lQPBVRRx64hjEmuwjqW6Ht\n", "Mcj5VFDkGKAbmu/CM4WwYwHmh+FwKrw+Bj1fgN0boOs/w8WrkHEICg5B0mUYvADnR+TUm3TXvwee\n", "nJxfhwo1XbCK0D8AwhL8O3h75IFE7hjmqEYGb9gS0e64VGT0VBGorOc1lo9W3xYhWlMwkJqN19B1\n", "e3s0Gr0a4twWBPw+imWtuue6GufgdPttB67Qg9PDj6NoW6xFUzya4FtAxVbY3AYVL8L0p2DQa1sw\n", "A6l9sN5CXTKsyoDqbKhIguQJ6J6Crjm4ZeB6HlzNd/roz6GqA3I+Cx0XIeer6pF4qkM501E7qp1e\n", "zrVxMoBMoEpl1PI9UcP9xpsQI+bEUiI6Rjm2Y4n8DkYU+gEbJZXS7c0tyJnXg/ZpG2KfnEU2secE\n", "y0MyYxpFs+KpxOu1argR6/d2v/1aFPU6Hy7oYJTTNmqtveJ0jpeT5uVy9iDANc79FayXrZCKA3IL\n", "ywGwfgc9pN8xxvwyytH5QojjbgBbFvM6G2Psn8DntsFoG0y8CkXHofSLcGkekrphUxLsKdAmsMNw\n", "cgHeLYdTKb6+KN44B1lnIfckJJ+BhT7ovAjXJ4V6w/YwcIttO/IWLFuEwC2qLe51Gnl9InGs/QvG\n", "3wh1A4riHLP3lxsuQCCkDNExbqII4m7kfb25yP0ljBoYzzCiRfT5DWAnNDYiishxq54khkBUL+FC\n", "2ahH2qyNkMvjOzYZKCqEyjZoy4DWF6D936joBADjkPUh/PQO2GTg7jC8Xgj/kCMDjXngPSj4B8j5\n", "EEZOwvFJgZhr4QTPoxjOq7YZ0V3O2RCV9aKYYwOQHE4hG1F+ViGjxAMRGe66C8gTF03jXo8WccRa\n", "O+L+3oSAYUQg4aICJdbaY5GOi2eYALVjH1Ls5wl45CKCObf3NyJv/zEUVdxlrX0jxLG1CBAvyoc3\n", "6lXYZUNEwSN8h3+JIqrfinCc1xjz3UR4dUPM3wokBTufgo5JAio3QOtaWPUcLDwHA8F0qk5oS4Kn\n", "i2HrNAxfg9O/B1Nfgq+u8kUJzkHW+5B/CMwRSL0JXXfB+/3XIabAuSBgH1XPtaUMo6jwdpQrE43c\n", "MiiqWUEgV/h4KHBlArlEVchB2Ic8/73xRowSPZyM2EvskWGv+MzxOI3MXKTPx9HvedZa2+3W3S7k\n", "0IknOpyZCt+/DkpehPn9MLpLhQ0AGIHiMfjBEtg3C6NT0DEr2v31LLjq79sTPAYg5TdgfR5MvQzV\n", "nXC8H14O5Sxf5B7jil6F+q5Ivs8j+b5slaPDXH9JlEGjSP5uElxB1NlzW9y8Udmlbl97+f+pyA6Z\n", "Qvs3H+Xc37LWDrk12oT0bUzOGaMKy43EGJl153qOiS4UKQ3X9sfT2QeC9Ye7d6+V0Aokd+8gsLjs\n", "MslE6uG7BIB1r1iF89QdsNauDnHcDWBrKK9q8E3mw7rVsLoOSu9C/dPQ/tPQEdwA7A6svqsyiZsz\n", "oHAYrkzDqTQ46iVm+sckJJ2EnHOQfQLMJZhuh8s3dWxv8EM1KkRw42EYtEbUvReQl/MbocCMMx68\n", "0s6eoenPZzpprb3rjN4itEnSkEe5w+8Z9wmAsBQ8t2AfJ4HUwFiHCZSa93oO5SJKWg/yEvqpUZko\n", "EhKRVhjHPXiNld+3ISrHud+pIBVKWqGuBGpWQ/JmWCiBufeg8jfgrEsSa1iAHyiGbZ1w6wa8+bQq\n", "YwKiZbwKJd+G1FNw64xAt7f+nkNRhYfKT19smADf+jMo0TNqgGtEQfIahD4gVB2YfgxRAUbwFYNw\n", "z6UZlUU/aaOo7Gh8/eKQAl+0xKv7fl4J92WLHLq9/CSi13meuSQCFIiQEQH3O7SiCMAQoved933u\n", "0ZeyibInnImhmqrz0v8Qkl3fjAKsbgLuRgJB8QyjSHs1yh+LNkcvrwIaWqBtG6Tvgdk9MORVU4N7\n", "if8702BfLmzuVtuEVwvhrVytSUDtEf4TbK2FO69B0VWgDw4tSB6FkhtlKEJ0cLmceD79sIAiEcE0\n", "PYM8vxWImjWtr8KdYAPZ7YNSBKpWoLXWhUD1QyuzHctwerWOMCyIoGOzECAdRIA4bqPMAdB/gSLT\n", "37TWjjrnqLGxVwIsqoc1a2FtAxTnw91fE+ULgNuwNhl+sAg2DIjN8XflKk8fdgxAyjXI7NAr+S0o\n", "uwOpM/DhOThFoMz9uVgcACbGIkCLzGUQtbIayfeEtHiI4foeZfA2coREw/YpRAyhSuKI4kR5X4+h\n", "XLxYwE8yYoYVI+Dc695PR7/vSrRW29GezkRAZhzJjUj9S72eo55+CRn1M4FG6fcqGzt7bj3S72ci\n", "6Ve3HrxCYREpu953i8dBEu9YLoA1ZK0tdP83yDtTGOK460gZ3QX+2Fr7J4vdpDGm1MBnNsHASqjc\n", "BWY7TGyH0aygaNUQFI9LCW7KhzULMD8KH8/BiQI44leE3uiFlA+h4AikHoeF23D9nHIielxUpAKo\n", "s4s0Hk3UcADhM2jB/41/ETnBVYE8Q15p73wUXRpFSqEAeczmCCi/3ghROo+68m6oDWQeETUwxH00\n", "EkhkbiWCZ8U9szWEMdjjvH4p0OIZm26d5yFAtaoUapshZZNubmITjHvr89dh9XboXwttOfCZbCjv\n", "h0MZ8M3jMHsSin8ZrlyCzFfVj2fhApy7KQ74UNA9NFvX5uCTOJwD4BngbcLQz4KOj0gZc4J7B9q7\n", "HyPjZyZYeRvl4W1CnrnLURhSNciTPGCtfSuK77UKKLcPoUCDA5wtaP3edQ4GjwJRhH6LkNEtoyav\n", "z6NcxG73Xh4ysPvQM4m2J5ZBeagRQaX77Z9FDp5XogE2JlDR9IJdQt5e0L16OWVH4ow6JANljVBf\n", "Dy27IOVxmHoMRvy65hQUvAU/80NQWgX1I3B1Ct4rhHf+FMp6IGsGUlfCyDoYugCZhyCpHTrPwMez\n", "anbrZxg8hoo8JLylhO8aBuVjNCPq8XUCoKoMMRo8UPUA+Dai/VS548eRXrn9sKMK8Q4XjR20Eej+\n", "JtAI+7JNQFl9Y8w6lI/VhaIHQyjK/GEUcjEVKMiC4tVq3VH9Asw9D/2zkPTrsOG/wJlheDIXXsiA\n", "4gF4Kwe+USAnx70xDMlXHZDqhNQbYNvBDMD0BPR1Q0+nZMpGxNbx65wSZPyOI6AVkS6XqOhViHlL\n", "3f21o0qDDy3n2IhhtBFFfkJSBl1UyevhtoAA2W0bZfGSOO7pXsGsKI/3qtXOo99wC3IsXgs6rhgB\n", "rTKkYzqQnKjGRWFDzJ3t5h5xxwRHlXLc+VXI9p9FtlM/AnHZSLffikJv38utjeZ7P+wRN8AyxryB\n", "PBrB44vAX/gBlTFm0FpbFGKOCqvy1KWIPvHvrLXvhrpJ4NfcnyUIEf+5Ax/lbdBcBSt3QNJ2mN4N\n", "w7khqIE90DgL27NgQx40TELfOJyzcLwUTqQH0UHGIOkI5B+FzCNgO+H2GdESVyMPY0LyLqIZRtzx\n", "Z1AY+Igz8BqQ190rwdmENn4XilANuddwLAaGUUJ7brDxaB4xNTDoXpIQ/WgSeG2xZ2EWoZzFcf1N\n", "aL1MrIGVK6C2HjI2AevUF2HM7/H2xlFYOQUvbYf1MzA8qqbAb3hrrwNS/yPsLIMbRwI0wJuhnp97\n", "TvM2CqrPoxxGpehzkSf8pA1fldJrNHnbhih64D7fhvI1T7r3PMA1Hhz9cJ64TURRbtetp3+OlMJ3\n", "I0UE3X08xUNMunae7hkbVNXQff9iAoArmUAPlH6krF5AOTCHkfxsIYok/TD30YSKZYSMNBnR/bxK\n", "sK/FYlQ5o2Q7S5Qv7lluQsbr0UQ4VZyBW94KzaugYTeYx2FiF4ykAF+A1g4o+gW4WAo7smF3LjSe\n", "gf5bcGQVvLzF5bWArJpjkPsh5L4LtEPHyUDSeQr6HeJqQhrDd/IaYO9GxuBpFOXoDjYa3ZovQjq/\n", "EoHn24gympAqYw9zmABV8IGGt+5zr9R6QhphG+WuNSPH5ZwzMhuRQyGUIzMHKKyGFVWwqhhKW8Cu\n", "BdbAxG45UAEYhbzT8FObYOu8+oL+QyW8keL0zyQkfReKj0LKDaAX5iahrxd62rUmx1Be0LTv+g2o\n", "Z16oomNJBAogXEOGeUgnTSKjVyHmjlq+L8cwQZRB59z2IlWWwP5YFlAV4n48evGi9EWj6oMZyFm2\n", "4GzprQg4P0Cfc/KvCjGgkhFoL0FOunOevjSBXLlL1lfm3YFSr3hNBrJROz27zTk4H0eybwTn3EGB\n", "jZC62MRRln25hzFmH6L1e+NXliOCdRHYZ8UxrkD5DA9QBIPO+RVkJP1uiM+sVYsYz4N6JHjRugdY\n", "vhrqa6BxMyRvgfkNMNYibul9YwZSe2Gjga250JoFZaPKwzqdAYdKhdTvDU8hfgS5X4cVnTA5DK8P\n", "aqGEzdtK5HDRpZd0+8whEJWGQEYu8gIcRAZq3PfjfuddiH50xb33yKmBvvvzctSy0YZ8K5JB7M7x\n", "iiZctVHmkPjOzUSex9wVUJUCG1Oheju074S7rTC9EUZXhOgj4pKL2wxszoJ1WVDdBWcz4G8rlVcD\n", "KHL6XSh+FZLfgPwB+HuUWxWppPYTKIT+UCsrxTpMoNLRZWRk3CSE19GocWJuuOioCTThPeY/1wRK\n", "lA+FACAGGTK1SHGEVD5GXHEvIbYQ5WiENG6dMqi2y1SMIMw101B+zolIBp8vulWGvkc+gVyYfSii\n", "dyheb7IJUBbfDAYu7jdcgxTwhzZGzr2boxFRzg7HI8PcWvA8syeijc7FeI10oHKT+p/UuHKl5jBU\n", "5cP0v4ZLr0HZIdj5E1CwFZrzYOUQXJiGQ2Xwrt+ZNw8cgbwjyq2kA/pOgpkV5WfJrQ7CfIdWZOwM\n", "IUPGIEDRi4y0OWdUeWupFOmZHqRfEhaNeFTDeb+9FhD+3OX1yGF5LFT0Lo7r3FfUIsTnyYhOXrQa\n", "qguhpgoyW4EWmG+B8dUwGZwO4ajlP1QCWzvh8lE49KPwuvd5J6R9G0q+A/YcnL8hMPRAdcUw97No\n", "8R4jtkErakR+Nlgu+aJXIWn0iRg++d6A7Lxp37/3vZYjuuoc3U8hQHWLQKTqoTnfffdShZrsRmRX\n", "GRVrWUFQbr977huRLdmHgPc4At/+VJIC5JipQjbnXeAQ0jc1yCkx5OYrR3KmEIH5biRzkpHtluLO\n", "yUNrqM8ndyoItDC4gxw/M777WAOkW2tPxf5rPZwRdwRrkUl/B1FtftsY8wVEKftC0DFZKKIw5oyC\n", "14Ffs9a+HmI+D2CtQJSoiDkAbmOXlkNFPTRWQdEWsG0wvTmMITwKecOwIw22Fqoy4cQInDDwXpX6\n", "AtzXB+WXYNs2uHUS7EWYuAVXb8qIGUiEUA76PskEFlwVEmq3UOWgAZQ/kskSmxQHXTMDAZKT1tp+\n", "88mhBnoJnV2oYuR6lF8StsGq71wvAveAwHeKNRvISYXcOigphNIsKC6BlGJIG4PyecjcBB0vQceq\n", "EKVv5yGpB1otbMmCdXlQOwG9fXD5BNy+Dpd+0fVuA/gIcl6H/Ldh5jyc7lauTQNaR2EpQibQZPD1\n", "hwHulzqcUM9Fe6kNAaWT3nMwgV5wh8J4dNcRKKsaqspdKoGCJg/0pjERyu2aQJU5rxdcSCDnjjXu\n", "2NOJ8GzHMpz8W4+i54tGZZwc/AFEFd6EovrjwDsIvMdbqnozArM3fO95CdPJLIFS5XPuxFyYxoFQ\n", "jz569iE5vbJSVbimdQ72rIHZNDCVMDILyb/t9voIFI3A07mwOxsqhuDsLBysgA9SgiLdpyH7bSj+\n", "CjSnwIlOON8lh19/qLUfxz3XE+j/4jecUtAeaUEeaq9Meg+OIr/Ua3/ShlHBpH5r7VUTInc5AfOn\n", "IT16wbq8beewKyqF0jpYWQhlTWDWgWmGyVYYD2WjoBtL64Vd2fBCNlT1wcFs+PsFGPp12PCbcOoc\n", "ZH8X8g7A5Bk4OSinYiwV/2pR6feoivc4x28ripjfi8g5myHrYRjAToZnuldG0Mt7L4kHgdcMsu08\n", "WeH/N9R73r85KFLl5cOWuPkeeiTNG9EwK9yzrSdCTqoRDTSPgNM+B63HsaDXBHK+bEb56H2Ax2wo\n", "Rr/JJJIlw8hemkfyzvv3LtJPIfWRz/Ytd9caQ2BrBO3Vg59kubRcAKsI+BuEcm/iyrQb5RL8ibX2\n", "M07I/707JQX4irX2NyPdpFE5yt5IhmeY87OBkhZYWQ71DZC+Dcx6GPfnxvhP6ZKx93g+bE6B9CE4\n", "PQ/vr4Cj6TD3+1BfAZMvQXcnpB2D/POQehrohuFbcOOWFkJcgMu3sCoRih8mEDadQzTFWmTQdLEM\n", "VVFMoLzmGQLG7yNbzCbQAfyMDeSTpCLPfFT9XZyAqUFJu8UtKvVfkQX5lWBWgakBWwmzK2EqFRZe\n", "g/IbULgFur8feoLop+a2yjhvzYTWfGiYhpFx5fqdmoHT34KCbsh5Bjqeh8FJSHoDir4L6Seh7xSc\n", "mFW43AuzrwSKbQRahfstVtgl9l96WMMB2H0o56fHBCg4Hi1q7//P3ntHx3Xdh7rfb/oAGPQOAiAJ\n", "gCQIEGwSRYlVFJskS1SzZEdyyb1LduwkN7Gvs+w4y+86ebnOzcryinPfy83zdZzE1y2yZdmRZUmW\n", "ZYkWqUKRFBvYG1jQe5vBYGaw3x97DzEAByB6oc631l5nysE5G3PO2Xv/OiNYZ4ybST5aABrNdc+F\n", "tpTVqjixFTLoO+8y5/Kbz5eji0UfN++Fwdiuo8OOMSYt4XQh2tUVNYZkEGYcvg89GZ1CT05LMW6Y\n", "DNbbahrPc23GhRVKqb0ymLHQi154dI9F2XGL4487MY35m/XomKG4xV+nGxGpcMDyFeCywZoHofYT\n", "cK1UL7xu0ArZvbA9Ge5OgKw2OBaCvXlwIDbr7XegsBk8ZdD5HjiOQqgeLp7WnguNE1GmyWDWzH1K\n", "JwiKZgmMLmAc6EVRFoNF2uedC+BYibnXqtFxUdfUBFK4j3BsQd+TIaB1CeRlQVEOpFTqk4WXQO9y\n", "8McWu46lHbK6YZUDlidAaRLk90B9N7yWDa9ELaFBkD+BOxuhp05bsz5AzynjEhLHskgf4e/sDCaf\n", "OIseX+5lGq1X48X0cbjg5UJbbxm2jfdZ7DaItlTdGJ9ksETM0YlY76cCM69mxLN8i/Ymq0Rfk3Gt\n", "Sc1z4hvWkkzLRa9LHeg1vwMtbF1g0FW9fbS5e4x9sKGFtlzTZjxl/3iZLgHro8DX0ULAnWqEyt0i\n", "spvBQsT/rJT625E6iX4g4rqmjLNvwmB2t8VZUFhpsruthK54pvgGWByGTUlwRyLktMOZJjjyM2j4\n", "C3h3+P4XwHMCfOMVuEYQqurQptHhxdJS0TFZCcD7aJ/XKdfYmkGjHK3RG5dr3RT2YdQK4EZwL2OU\n", "Ct7G4pNZBPl22J4PzkegoRL6SsG/EPpir2M9OH8BeecgYwU0PQYNqRBph4xeKFGw2A3LU2FJCAJd\n", "cCYEx3xwMA1aO8D+M8irhqy10PAgNJ2HhEPg+7W2ep49p7V9Nw3Eol3q7lKjJFswVoSW8SobZhOj\n", "GVuJSacqg+ncveg4s5sWNjIYa/j2WBaURgu9wRwvbvHaGOHuFFpDv9n0Kdb9wM6g2+GpmM+3ooXE\n", "2ZpAHWjL5Qk1iq+96f8j6HHzP9TQIqepaEG0Cb2gz0ILAV0xbUhMRpzjb0UnRshnsOhrItrCOOlx\n", "SMaRmEZ01qm70FrQMdWCmQ7Mb74dbW3KT4fGcqgoh5RNMLAR2mOLGQO0QH5AC1vrvZDeDtX98F4m\n", "vBOE4F/Bis/DmVLo6wD7ezom2HMQVC1cr4ZzoTGk7jf9c6OVHOfR2uQs9HwTYNBK1WH2jRYaLUEv\n", "lC7NB0v5RBCd8OIe4MdqkglWzPOZ5oS0bNjsheINcL0KWAbBZdAz/B6IEgZbE5RHYIUblvlgsR3c\n", "3XA5oN2rT2bACa8p2wF6nvoVZL4C8i601+vEHa9Pov8L0EkDJuT+bJ7FKvRY0DQT1qu5hFE+rUYn\n", "35qWNdktzm9HK9XeGTbmZ6A9f6ak3qA5z3K0svoCeh6xYdyHjUAWTbCWivY+6WPQmtWOrls1J8o3\n", "TBfTJWAtQ//g3wb+azwBy1ygs+gJqRZdr+XjKk4tCCNglaKDJcddU+cWfXUAGdmQuwhKCiDrLpA7\n", "oHf9CJkJu2FLAqzzQVmHrivxnhf2Zer/4yZuIXB1oLUBUX/TEYUq099oYHIZOii5A61BnnQRvJEQ\n", "kezRFnPTiRGM1qIXBEdGWmyJyDr0A3vGvHcAGVnaTXRxDmSuBlkJoWLw/whKH4XLscHCoN0/X4CC\n", "TihfCYllkOyFPDfkJ0K2AuWHxj6oD3sID/wAACAASURBVMFJLxzK1NcL0CvN/4DsfZDvg2AhdJ+H\n", "yAlQLVB3AS536sX/qBokEdnFCOZvs/jZOdL3cxnjfheMCi1GeM5FWx6Gu+Plowfxd8ajcTOD+z1o\n", "15ibSjOYfXxo4a4Abf09GWcfJ1pYu6aUumgW/aUqTiKemSTGsvy7EcaIJLSVohz4gYof9xEVSi6g\n", "s0glD2s+tLY2KnBFzHuH+a4MLRj/Dr3gi7qdTFm5AGOts422SIuxyEy4eO5UIjouoAQtGEYDuNOz\n", "oGgpVFRC0maIbIL2BcNcjI2wtTlRxwUv7IKLF+H0B3D6D2BIwqEgyCHwHTblRS5DoBmunNau461o\n", "V9Akhmqc16MXOefQ1sxWbuH6J9qVvwqt6T8+VovifMCMo8vRljtBj8ujFhePcwwnkJUF2VF3v2Ug\n", "bkhthrSvweFFIwhUHZDaBavsUJ4AS3xQ2AcdPXCxH0674HhscflYjkHiryD1TQgegyPN+jkOohfX\n", "vxmv5Srm/9nKsPpsEzxOPlrYm1fz01RgPCWitUlnI/nGEnQiomPmfTQ04oPJXldzvGhNty70mDAW\n", "d3VBj0dRgSvVvO9Guwg2oo0Pt5USZ1oErJiDv8nIAtbd6Awbu837rwAopf5HvE6izdbH1C2KEk8W\n", "szjLrYKSPFh0J9jugP6N0JExzC/6NSgIwr3rYGEqVESgv0trFE8MX3jH8htIewtyT0DqRUgMQHsY\n", "zjZCdZ/WKt+U9c88JMVojXEbOo6kO+b7qLbxlgVD5wtm8bQWPfGNmE7X7OsGHnBCWxUkZUL+CpBV\n", "OvbuJsvku+D7GZR8DvqcenFYHIFFiZCTDsn90B2AhiDUReCaQI0PLqfo3z4uP4acl2BJCwyEoa4X\n", "rp6HS22Dg8eYLa+is0bWqjiZ3owFYpVSau9YjzdXMJPPVm5R6FN0TNbqW+03yt8noIWsMyNZXkXX\n", "J3kcvSiNmy3MCPgb0IvSRWit5LQUgR0PomPS3MPHVuPCWIG+55JHEwbNb7QeLUBGk9lEJ8IUtMIn\n", "H23lcDAYl9CKHqfKgUNmn7em2hXIKJM2o2O6bhKeZDBj1biLWE4X5v7OjnfPmd82IxeKyqBiJSRu\n", "htBGaB9e0LgXklphoxvuSoYVAWjxw0Eb7M/XiklAT0gXwXsCko5B1jlIuQjuJlA9cLVduxNeR19T\n", "OxOsrxVzX0VjGKctu+FMIIOJkgbQ7nROtKvgB7e6l0SHHOSshNJcKF4DsgIGlkHPcvCfB++/wJLP\n", "wtnYBFuNsDAIq1xQngSlbkjphit+OK+gOgWOJw9T+EXpBls1JJ6FxMNgPwitR+Bw/821LO9CfzaR\n", "DKF5QIkaQ507i9Exz3o0udKMugyae/tetPIrmpn31ETuiTjHXohOVHVqsh5NZnxPQcdr5aDHqGb0\n", "3NUUT3k435hNAesJYJdS6lnz/hm0W9Qfx+skcO9MLyiNdip7MSwsgrIV4L4bIndBx2IIBkH+HFZG\n", "XTgaoaQf1rhhRQqURQWuTjh9Ec6fhEAd+NwQXgDdS6BrLXRFgFOQdAk8Z0DOgLRDRxPUn9Oa42im\n", "lhr04DlS0bZUtOakhTHUHJrLxDzIcaummwEsxQmZ5bAwE4ryIakbFj8Gp56Chnh+7S2Q74d1Hl2D\n", "qrwfwu1QexW6Q1BTCEeL4IJ3WNxEPC6A5xgk74fENyG/Bfy98HaHcT2bzABhBGavUqo6zndlgCue\n", "1WU+IDrGrAjt9nfTNTKCz53ouLoJK1SMJedutEb2JqWDUfLUoRdBK9GuXeeGuy3IYBbEPqXUWxPt\n", "z1QSI3ycVUrVGYtttO7TYbQw2D2Sm2TMcdwMWjacDKbT7zStA20ZjsYHCtr9J1pLqxS9gG9EC16t\n", "aM31VCXbiWZg26eG1oqKxmNOaQHxmcL8jllFsHARlK8B7wYI3QUdwy1br0JWO2zZAoWp2ltBauH0\n", "STizD645IZgBgSwI5EOgGAIeiJyGpFPg+S0kn4QMN7x2TgtcrfGUFuaesqM17/Y4zYO2+DjQbumd\n", "aGv0vNI6G2Xlnehn/0bCGyOwL0P/r1fRc23QXKv0dMhfAksKIWs9qDXgH15/sxUcfwvLd0JDOeQP\n", "QJUXlvpg8QCEu+FiEM7Y4Xg2nHHEKScDcAncZyDpPLir9ftQJ9Sdh2tdehHaPMLYWQjkqAlknxRd\n", "TuP8ZN0kLQaJ8TYYUz3GKTxvBfo5TUcrqCflOm2Etmhq9w+mWplmzuFmMGtpJtq6FXVdnpFU91PN\n", "hAUsGbkO1leVUr80+4wmYD0O7B6HgPU/0X6boOMl9o72j001xpUpIw8WLIbyMvCtB9UOiSnQ/zn9\n", "AAF6cDwBvh5YngarF8HCYj3Y9nfCuQE4NpqF6wJ4fgYFx6BgAMIRaO2Czi5ouQbXavUAG+DmbCxR\n", "C0klWjNweL7dmGaSX4Hu/5A0ucY0nRmtO1UC7jVABQRWmbpT74Lvp1DyR3B6MQS7IaUd1jlhdTKU\n", "O8DTCef64JgL3v8uJCZAaA/UjuQbXw/OGvBch4Q6sF8xhRmvQ+8ZGDArlcNM4QBqhIwV8Rb0IrLB\n", "nGtOaO0nguhiqnVqWLY5c43vZgTBegLnibpHHIu1PInOyLcco9GXwQQYbuJMIEbIkrn0PMlg3aij\n", "6Ge+lcGMpzsYowupUSRFC8Z2jdXSaqx7PrRCJ6qJzEBP6n1oa28rekE/mbpWixksqK6M8mEhOp7g\n", "dkgXbgOyi6CoGJaWQ8LdMHAHdFWaeJs/gdWpEBCQVCi9C8rKdPr39E44F4CTLjicq+OrboxBl8D9\n", "/0L5Q3A5CPZTWilEDQQGIGQDpw0cNnC4QFyg3GhJ241eTcVuncBRyLoMmelwRYE/BIEg9PRBTw/0\n", "NEF3l+53MKb1TaX7aJzf8Eaq86VQ6IWEbuio07UGexlM3Z2KVtyNWAfOPFclwLJUcC8G7x0QHn5N\n", "YumGlDZY3QT3FMKCTMjxQ3MvXAjByQQ4NtJ87wfbKUg4C0mnQU6DNEFXo/aAqGMc8SrmWR63m6Dx\n", "GKiYj14Rcx0jOKwxbz+YKuXTLc7pRd8HF9Qkk/6Ijp2O1lc9O5b7cLJE19toYSvHfNzIoDfQnIzd\n", "kpmogxVzstEErPXA12NcBP8cGFBxEl0YAcs9l0yGIpKaAvmLodIPW7fAtQRwhMHugsgC6CqFriro\n", "iqbzboTSIKz1QEXUwtUNF/q1i8DpU9DwPqR1gKcSmu+D5ujfBkHOg/c8JJ4DZxuoaJ7R6EwWMPuF\n", "dDKGpDbISYQrKVAfhmAYQr3QWwdd/sEUpTfabP++ZpBfgZ5QjqPn9YwyKMyDRUWQuBoYre5UADyH\n", "YKsD1i3X2QGzTH2z43Y4ZNxrbrqxw0ANeK6Cpx48V8B2VReXlk7o8UNzvW4d6IVoNjpj0jW01m9K\n", "Fw9mgNmFnijDMZ870Ivn1+a5hTJqFbqRmdJMChvQdXimLJ4mRhA5onSdDUEnijg93N1PdFKNpWjN\n", "9pxPICIiO9Ba9+fVYBroHLSrz2xlOhS04BUrcEUYtHCNO7OqmS+i9VOy0a6jt118h/nt0lKhMB/W\n", "pkBxuo4DJQy2P4GDd0NX1DrfDlk9WoFU5YMlTvB2woUAnBT44H+Daw00PKqVcjdoAkc/2Lww4IUB\n", "FwwMT9Y0Gm9D8s9g8Qao3QrtjeBsB2cnOLv0/GRrBdWm+0gLSJcWvBovQ2OXHke70bUvxz2OmbEi\n", "LQ2ySqAwHXKXgC2a6jwZwi3g6tBpzaUeOAS5dZDqg0t2aApAZzd01UGHX0+jfS5IqjCuf1VgT4DE\n", "bnALUAkt26BlAfSHwdYAqwXuToaVHkhrgvprcC0P9mfCsUQt2N1EPThPQtJZ8FSDXNTzdcMluNo2\n", "mHFtwrHUE3ETNAqvK1M57loMYp7rMrRiaEbCOEQkaTIKKLMGiWaGPKKmIH5rEn3xoQWtbLT3RCta\n", "gRctkj0nM53OhIvgl1ScVNJmoXgWLWXXoV0ORkxyMVInZ5IY95gUBjOjpKAfnP5MCORB8iKwrQBV\n", "DoFK6Fqga6MMGO3gjR+1Hsq6YdUAVKbqau0pXdAYhAthOOuCk7napWNcFyIIEtBascSfQIkXQjvh\n", "ugNUBzi79WRIm2ntpnXBwAD4+3T8UU+XTvnaHdJCnqBdR2zJ4HSDww12Jzg84LCD0w52O9gd4BRw\n", "iN4/EtHHDQMDEQiHdYxSWEEkBBE/2LtgYQgSBU7nQqgQFudD6ipQK6B/tfkdh/+vZqJbAaxNhEof\n", "FPVA3WW4cgYufARe8cX5uyvg+sCk1r8Aqk4nr+jshqYaaO7SvvA96AVArI+7HR0b5EYPOlNa8ywW\n", "M+mdj7VUia45UqyUOjDyX84PRCfDSVRKHTZavnuYAneGEc4VTYZwCO3rvWAkAUQGsxv60UG8c0ax\n", "E8VYj1ajnzEvWrN4zXy3Bi3ExE3wMRuY3zQjptnRC9Be9O8cfd0bT8Nr7o8tZt/35+I1mSzmmsa6\n", "yHQC3XaQlVDQD5tWQ+/vwfX10Jk6rH4WQCvk+mGtE6o8sNwN7p5RLFyT4RK4vwNlBdDzLFwZKdV4\n", "lOvgugAJteCpAbkEXAPVC+2t0HgJGkN6wdQF+GNc9wS9qEqPTXVeoefYG7FPI52/A+z/C0oiIJ+H\n", "i14YaABnI7jawdWqhTCagHyQNdC7FrpjXf+qIeF9KE6CjSugdBEs7NfWsaPAO9VQ+ybk/zmcHH5d\n", "zoL3lLZOOauBWgi0wrWTWjnXhi7+O2XKsvG6CZqxcRXw5nxz95xvGM+U1ejrXj1Wb4GZRnSc4Rq0\n", "8v3oXBpvjbdJFoOJMnxo43qPabG1ugKzeU9Pi4AlIn8H/CnaB7QV7ep1v8TUwTL7NaIFFEEHtRWO\n", "t5PThRnUo8HesS3IYHxCtLnR7kZR//UkIDUFclMgNxW8OSBpEPZBwKtdM5TdDODl0HofNOVprd9y\n", "BeVuXfNioVO7OlwLwMUInEmE6gw9F4yJIMi/QeFFSH0SLt2hb8AR920GZ+ugNtLRpTWS2EGM24hy\n", "6L4rh9Z6KrfeDjjNZx7z2gZqQFvUJAS2EEj0fRhsYeAQZJ2CvAXQvgoabSBeCK+A7uH1Y6KXpg6W\n", "RnQh3xXJuu5UezecCsPRDDgY1Rz+HZQ6YOALcKkVHIch+Th4PwB1Fbpr4VKNjh/pRC/sRjU7m0Xe\n", "OvRvOOV1x+Kcbxm6iPLZmM+q0ELfqLE18wEjrG5BK1pK0Jkzz03j+TIZdNUYNXbHaO+WoRM4HJ1N\n", "7d1wZDC5Qw16wRyNNduHVibsAN6YS5PicMwkmYguM5EY0xLQ4+gQocu8j6Bdpead5dbMJ24Gi556\n", "GVoY1ctg0dJokHdo2DHSgftLoK4YFlWBcz2E12pviSFj5X9A5nuQ+1+gNQxrhlu4+uCU0r+rR7SF\n", "xhXd2ga3w5vTpr00evuhKwydIei4BNIBPRVwOkXXCWwZSwwr6DmnBjyXwXsd3JeBy9riFPJDcwj6\n", "U6GgGJwrGFOqc7tJdZ7shIY2aP8eFC6Gjv8MV8djpUNfiOJ+2JgEa5OgqBMuXoVT78DFy/p/bl4M\n", "vS/Cws/C2UIIVkPieUg8oZWctEBbLVy5Cg3o+MRpdWuNcRMcU0kbY/Gqnw8W+9sBGUxxno2eW2a0\n", "YP2tEJ2qfzmTKBg/0xiDzfCsqUnoMTcqdEW3vWgFzrTPI9MlYN0yTbvZ7zKwVt0ikH06BSyzkEpg\n", "6ESfgtaYBdGuDDeEqYm4ghnzZsZSKMyChQsgcQVIGfSvhc6RJgv0SdO6oFJgmRdKfVA8AJEgtEeg\n", "fwCCpvVFt+jXfRi/c4FALdiOaFeThrVwdoX+v2aNakh4TguQA78HNSMIU8CN7Et3emBFbN2pMBxJ\n", "hkPxMvv5wfYOJP9/UNUFXf1wtQlqTBrj5vFOcjGB0VfVLTIaThXGZbIs1tIiIvehhYM5Ews0Gcz/\n", "uB64rOIk9JiG82UDaWqMxURj/M+jAfGz5vs9bGI+Ejtuiq5Xl4VOuV44ny2cZrKMFbhiBTAnQ4Wv\n", "HgYnzBl1EzH9dKIVibFbF0OFqGhh0xB6TI62vmGv+26lbTUKljBaKZGZCwWLtUtbWhVQBaEEiPwa\n", "iqLJl2L/PmrhckClDZwD0K/0vNEPBJVpmLgpgaCYrV33MxyB5AhkCKQLpNshNQTZdkhNBZcHkgYg\n", "3A/d/dAV0sJYWxiu2uFiOpz3xoljiqUbbBfA6wd7BfTGs9YBdEFyJ6yyQUU01XlAn6vHDhleSB6A\n", "UD+0B6E9BK0RaFHQJNDogoYUaIwW7A2DvQHW2ozrnwM8HXCiH97L0uVYbtxjZ8H7OmQfhIIcaOuB\n", "zvMw0Ab1l7W7XzPa3W/aY26GI7psSe2tXP5EJ5FZB/x2rsa13K6YuWglg5k5Z/X3F51Fssy8Paom\n", "kL13rmHmzOGCV3S9H2KoB8WN7VQpJ2fCRfBWAtYdt5LgJytgxUzYCXG2HvSgGTtpdxKTOWuqiSZr\n", "WAoLsnTChqSloJaBKgH/MvAPTwkfSxMsCEHmAHgVeCVmEhf93mMzmkkbuO36vcsGHjv4PJAYNhNg\n", "RGshO8PQMaBbu0CrHdrc0JwCrY6hk5sEwRkETwScEXBHwKXAFQG30q+d6Nd20f9HSPTNHApD5BCk\n", "XYWkKri2Gpod+vuwE/qd0N8OOX1wpwuqkmGZ6Atyph+Oe+Bglq4fNoQwcBSSqiHpKMgpGGiCqyfh\n", "elgPGocm6l9uBsJVzHCtnZh4q18rpQaMm9V6NYlCknMREUm/lZJlNjHWliq0S8JltJA9bQH7I/Qh\n", "tvbIiTjWDUG7WCahU+hem8n+zRRmwkwcoTkZavWKtX7BzdnxbCO8jm0jCVEO9LgYwoxxMdtYQeqG\n", "omsqFlAyWCz4LTU0q6IXyCiAQoH7S6F7q44BDo3iDTCl7IXUF2HhvXB9C/QHIMvMU+k2yHbq5BML\n", "EiE7CF29UNcPVyNQ44YLGXBppKx6URqhODbVuUfXkrrqh3MKTqTAiWTo+j+QfxyyPgEXFoK7F/LC\n", "kCNaEMxyQIYL0t2Q6tZlOfxB6PBCRh+0dcMRgbfzdUbYIQuh6+A6AKkHwXEEIg1acXclpBV9HXPB\n", "wmqsELm3chMUkbVoIXDee0TMR8zcsgK98D+ipqAI8DjPL+hakKXo8ev88Ljk2xUzZsaTCRLNLrFC\n", "VwDtaXer+WJ4e302BaxLaGEmAnxbKfWdEfZTaK2gwzT7CK9j3zvRgkci+se4SUo121n10YQbFzo1\n", "GdJLocAHBQvAVQ4sgUgp9CyFwPCixxMlCLIXFl6EJangKwNytCCW5oBUB6S4INkFPickRLR202bX\n", "2aZsEYgMQHh4U4OvQ8rEWIkWsuwCjgi4wuCJZqiym+9sMVsbOELg74TzATjuhoM52hXqJqoh4QT4\n", "joH9BNAC9WfgYpd2oWyLTnQymJlu3Gm/RaeLjwpo7aPvPfWIyGb0grpdRBahaxtNabFti7FhtL2L\n", "0RakWrTVbcrT1cY570J05rPTowlOxm/+TnT6+xkVAOcCcSxfSTGvFXr8jMS04e/jfTZceLqxna15\n", "Q3Qh0USl1JE4361Dz2uXgIxiyCuARbEWrpEErjAQAFu09YE9BNIHtqBpYbAlQjgTQpkQGq4IvACe\n", "f4ayYuh8dgSXvDDYWnQMU6kNFrmhKAHyPZDih2Y/1PZrT4NLAr0KKjywLBkWDUt1fiIbTkeFsiZw\n", "vAkZxyHLDeE/gAvxEiHF608nZAcgxwsNGdpFc8jvclQr7nzvAueg9yqcv6pjqJrnYhzNWNwEZTDR\n", "0G/nglD4YUYG68xdAi5O99hiPLeK0K75frRgNWfc4GcbI/jGCl1e9Bxyq/li+Hc9ExKwZJJp2s33\n", "eUqpeuMm9Bvgj1WcwphGwNrN4IQXHuV17Hs/2tw34yb6yRAT/5WaB5mFsCAZcheBLAMp0Qk1+t0w\n", "kAARDwwkQSSaEWo8fub7IGUv5HaDey00PgDNvhhBLgy2Hu3PHnLoc4574XYFXD+Ehb3gehRqRosD\n", "G41o3akT4DgGNEDLFbhUr33bR607Ze6xVejF5y0TU5hrUIEONn9/LH8zHYhIJVoJcNEsnq6rKSgY\n", "aDFxTDKChegJqh24NB1+9DIDtUcs5h/GircNPS51xnxehhb+3xm+QItauKICVw6kehmSRlbCOmY2\n", "pCA0AKGIUZRFtOdBKAyhEEQSIcENiU5IcoI3BUgHlQGSDiSB/QMosIN6Es4uhL5c7bo4qoIwAJ52\n", "KA3r2NmFHlhgB28vXAzDKS8cG+69EATZB6nvQfYFyPDoPrd7oDcLJBvIgHCGmTPzoH8075Ao3WB7\n", "F1IPg+egzibbeA7Od+rzd8y2UnYs3MpNUERWoueWaYt7tRg75hldhTYITEsCLaOEKkYrCjvRgtWM\n", "K44/LMyqi+Cwff8bWtr7ZrxOAn8Z89GM18GabYzGIQVIXQg5GZBs10HHLqfO2ucSncnP6dKJIpSp\n", "X3LjdQLaxykdJBkiaTqAOJQOoSZw7YfsWkheAU0fgcaxaP9GIwjyU8g9DLl3Qf0T0DAe4e86uI5A\n", "crXeSh10XINLV3U8TIsaZ5pm0Sm4FwP7R9Pwm0FoDXqgOzyb1gCTGKYAXWdrF1oj+aGzTsxFzEJ3\n", "AbAIvXi8hK7tNSlLsxGs0tG1rWas9ojF/EF0se4CpdS75n0mOjvZvrGMi0ZJYCNG2zqReywmeUe0\n", "eQB3ls4Iu1x0Afj6VLDngGMhWmW+AIKLILAQ+m6VfTAev4PkV6DoFOR2QKBPx1adrYEaE/vUj3Gd\n", "zwNfJqQmQqpHu8h7M0HlAFEhLB360yFUB+73tQIvXA+XTulnummm4/umAuMmmKeUOhjnOy+6UPkb\n", "1nwytxBd96+UKSwVYiyai9CKwRZ0fax5H2M115BZqIM1Upr2BMCulOo2ri2vAX+plHotzr7TluTi\n", "dsQs/KKuksO3LsCdB4lpkJwASW5IckCiVwcoO3shsx9SC6FzDbQUgd9k/7OF9ZYg0AX2HrB1g8MP\n", "jj6wB8y2T3+X5IFgGdSmQMiJ9tu0MRgJ7mQwQ2G0tQBHgKvQWw+Xz2tXjNap0OCLrnCejC5SetOC\n", "wkw869CWiROzrak0C6EtaAFrmVJq/2z2xyI+Jk5vMdqX/go63fyogbJGkIrNeBR9bUNnOzpruW1Y\n", "xMMINluA02hN9Ca0lXOuZSTLQ8eYnEPHMbic4CmBnDTITtJxY7bFoBaDKoC+UvDHluQIAxfB+x6k\n", "vgHZJyCtTdeiOtkARyLag2HMsU9mfryRxdEJnnxISYPUBmht0EqNlvnuNjeam6DxjIioOGVxLGYf\n", "E9awGu3Ke2yiXlgmZrMEKEQ/JxcsT4iZY7qyCD4K/E8Ga3kcUcPStBsp/QXzJw7gh0qpvxlvJy2m\n", "DjPxRLWQSUCJwCKvibkyqdWjwX02tJzVP2wbW8C4B52t0GaaxLwe7bN+9AQ35ZnyzMLkDqB/eCyT\n", "6IK0d6J9oOdM0K/JHNiNzmI5pux3FrODmRgXodO716M14EFGF6SirQddNPG2K6BrMfWITtdfjpZB\n", "GpRSF2a5S3Exz0Q5g8mY7OhnImC2NsDpAVc+pGRAaiZ4F+nakfI+pNSCrRn8fjjDLWIRLQaJ5yYY\n", "kyhl73wLn/gwYbyWlqBd0aNZn1WcNvzz6HsHg/HCF+ejFXa+M10C1t8BH0EvlC8Cvx8vO4qI7Aa+\n", "hR5w/1kp9bfj7aTF9GKEriy0C1S/aaH57FZg/qcNaHeuC+azXHSmuONKqYbZ7N9wRGQ12hVtv+Uv\n", "PT8w1qlitEuGHUuQspgGRORudMKNm9zA5ipm/PXEabEp7RMYdGq4hk501DDfrUozTTw3QdFldJxK\n", "qROz1zOLsWIUFAnRt8Pa8M9i3yv0M2MJ0bPEdAlYOzB1FUTkfwAopb4ybB87upbHdrSEfRD4eDyT\n", "tSVgWUw1xvVuI3ASPXgtQhfEntE0qWPBxFssR6drn/PB1RYWFjODmUcHbsdxwVha1K1cbS1GxsQT\n", "b8e4CRq3wW0MS/NvYWEx9Ywmu9gmelCl1G9i4lsOoLXvw1mH9getMdaQfwf2TPScFhbjwVgP3kdn\n", "aStAW4fmnHBlaETX4LrtFlEWFhYTRykVuV3HBaVU0BKuJoeJvWoFcsxHC4FGS7iysJhdJixgDeM/\n", "AS/H+bwAbfqPct18ZmExI5gsOvvRqdvnrLuWWWhYMQcWFhYWFuOlDsg31s5FwJyM1bOw+DAxakbt\n", "MdbB+gt0MoEfxdnvttS6WcwvlFITqsllYWFhYWExD2hEZ3IsAdqsOc/CYvYZVcBSSu0Y7XsR+TTw\n", "ADpNaDxq0akjoxSirVgjHe/rMW8/dHWwLCwsLCwsLCzGg4m9akVnpNs32/2xsLhdiVMHa+R9J5Hk\n", "YjfwTWDLSHVcTPDlWbQAVoeOh7GSXFhYWFhYWFhYTBEmpf+CeDVJLSwspofpyiJ4Hl1Hts189K5S\n", "6vOxdbDMfvczmKb9u1YdLAsLCwsLCwsLCwuL+cxs18GqAbqACLq20rrxdtLCwsLCwsLCwsLCwmKu\n", "MC1p2oHXgAql1ErgHPDnI+yngK1KqdUjCVcWFmPF+L9aWIyKdZ9YjAXrPrEYK9a9YjEWrPvEIsp0\n", "18GKYlmmLKaKrbPdAYt5wdbZ7oDFvGDrbHfAYt6wdbY7YDEv2DrbHbCYG0x3HSzQFqzXReSQiDw7\n", "ReezsLCwsLCwsLCwsLCYc0x3HSyADUqpehHJAn4jImeUUlYaUQsLCwsLCwsLCwuL244JJ7mAG3Ww\n", "ngXuU0r1jWH//wb0KKW+Gec7qyixhYWFhYWFhYWFhcW8YKQkF6NasEbD1MH6M3QdrLjClYgkAHal\n", "VLeIJAI7gb8cTwctLCwsLCwsLCwsLCzmC9NaB0tEFgMvmO8dwA9HqoNlYWFhYWFhYWFhYWEx35mU\n", "i6CFhYWFhYWFhYWFhYXFIFOVRXBURMQjIgdE5KiInBIRy4plYWFhYWFhYWFhYXHbMWMWLBFJUEr5\n", "RcQB7Ae+pJTaPyMnt7CwsLCwMc8brQAAIABJREFUsLCwsLCwmAFmxIIFoJTym5cuwM5g7JaFhYWF\n", "hYWFhYWFhcVtwYwJWCJiE5GjQCPwplLq1Eyd28LCwsLCwsLCwsLCYiaYSQvWgFJqFbAA2CwiW2fq\n", "3BYWFhYWFhYWFhYWFjPBhOtgTRSlVKeI/Aq4A9gb/dwqNGxhYWFhYWFhYWFhMV+Y8kLD40FEMoGw\n", "UqpDRLzADuIUHLaKDVvcChH5ulLq67Pdj3iIiI2lSx9l5cqFvPDCz1UodGm2+/RhZS7fJxZzB+s+\n", "sRgr1r0y/xARO5CklOqcwXNa9wnaaPJhKAMlMrLYMlMWrDzgeyJiQ7slfl8p9dsZOreFxczgcBRz\n", "xx3ZbNhQz7FjKwBLwLKwsLCwsJhhRMTJggVbyM1dJCI/V0q1zHafLD5czIiApZQ6AayZiXNZWMwG\n", "IuKgqmoDO3a0UlwcYMGCfBFJVkp1zXbfLCwsLCwsPiyIiJvFi7fz4IMLKC/vJhJ5QEReUEr1zHbf\n", "LD48zFiSCwuLKWLvbHcgLomJS7jnniSKiwMArF6tSE4unuVefZjZO9sdsJgX7J3tDljMG/bOdgcs\n", "bo2IJFBW9iBPPpnHY4/VUV7ezZNPCkuX7hYR9wx0Ye8MnMNiHmAJWBbzCqXU3tnuw3BExEtFxd1s\n", "395048NVq9opKlohoznoTs25k0VkofE1tzDMxfvEYu5h3SdDERG7iBRa48nNWPfK3EdEkqmo2MMz\n", "zySza1fjjS/Wr29jz55Uioq2Tve9bd0nFlFmRMAyA/abInJSRKpF5L/MxHktLGaE7OwqNm2ykZER\n", "uvFZQUEfpaU+IHNaz11YuJaPfvQRqqo+Ll7vUhFxTev5LCwsbktEJIMlSx5mz55HKCrabo0lFvMJ\n", "EUln9epH+PSnHWze3HrTDvff38iuXYvIyVk/C92zmGM899xzrFu3DpvNRkVFBdXV1Tz88MNkZmby\n", "5JNPcv369UmfY6aSXISALyiljopIEnBYRH6jlDo9Q+e3sJgWRCSFzZtXs21b/U1frloV4r33SoDm\n", "aTp3Eps2LeHZZy/R1ORm//57OXjwHklOPkx393mlVGA6zmsx/xARB5CjlKqd7b7MJUQkXSnVNtv9\n", "mE1ExEF6ehXbtt3JRz7iZ/XqGn75y2JefPF+EXnNGkcs5joiksP69R/hE58IsHx594g7fvSjdXR1\n", "rZSUlE7V2Vk9g120mGM89dRT7Nixg5KSEgYGBigvL2f37t088cQTfPKTn5ySc8xUkosGoMG87hGR\n", "00A+MCkBS0QWAgL0A31AEAgqpUKj/NlYjmsHPID7xtbt9jAwEFD9/TWTObbFbUZh4Vq2besnIWHg\n", "pu9WrWonP79cRA4ppcJTfu7U1FLWrRvA6VQUFPTx1FO1bN/uZP/+9bz33jrJyjpGS8tpK7DXgsTE\n", "JVRU3Csiz1nZtDSSlraStWvvMRnGGma7P7OBiORQXr6Ve+9N5f77G0lKigDw0EP1JCRk8fzzD4nI\n", "K0qpkRetFhaziLhchWzefD+f/GQXJSW9o+7sdCo+/vF6uro2i8vVrfr7r8xQNy3mIOnp6Xz1q1/l\n", "y1/+Mt/4xjd45513eOWVV6bs+DLTeeqNUPQ7oCJ24Wdy5o85XkVECnj44UcpLg7R1aXo6YGuLujp\n", "gUBggEikl3C4h2Cwh97eHlpauolEgmghLERUePL5EkhL8+Hx+HA6k3A4fLhcLnw+SE5WJCcLKSmK\n", "5GQ4d87Bvn0naGh4b7JCnMX8R0Syuf/+J/iv//Ua9hHcuv/lX/L5/vdfVkpdm+JzO1iz5hm++tWu\n", "Ia6JUXp67Lz9diZvv23n0qWT1NZWK6U6prIPFvMDEfFw552/x549ih/8oIszZ36hlIrMdr9mE/H5\n", "lnLffdvYtq2b7353gOPHn1dK9c92v2YKEXGRlbWGNWtW8/DDnSNq/Q8cSOPHP1YcO/aSUqp9hrtp\n", "cRsiLtdCQqE+oEkpdbNicjzH8npL2bRpB5/6VAsFBX1j/sP6ejf/9E8Z7Nv3glJqWjxMPuzMlzpY\n", "wWCQpUuXcvXqVX77299y7733juvvRWR2Cw3HdCQJeB74k3hadRH5eszbvSMFC4qIk8rKLTz8cEtc\n", "jUUoJHR0OOnqSqS7O5XeXge9vU56eqCzU+jrU0aAEny+CImJIXy+EMnJIdLS2uJaIwC2bBHy88t5\n", "+eUsEXndSsH94UVEhNLS9ezY0X2TcBUIJOD1+gFYvdrP228vA6ZUwMLhKGT1ajcOh6K21nPT5JKU\n", "FGHXrka2bLFx4MAS9u+vlEWLLlBTc8yaUKYWE6sSnuxiYdpIT1/Opk0ONmyop6Ymn7q65cCJ2e7W\n", "bCEuVzH33Xcfn/pUPWlpYbZvz6Ox8U7g7dnu20wgIgVUVd3Ltm0J7NpVh8cz8n17113tJCYm84Mf\n", "PCoiv1JKNY64r4XFLZCEhBIeeOB+nM4w5875JSOjmra2mom46UpKSiXbt2/m059uiKtkHI28vCBP\n", "P91Fb280ffusWWhFJBFdK7bWcsededxuN3/2Z3/GH//xH09IwBqNGROwRMQJ/Az4gVLqF/H2GXP1\n", "69TUCjZv9lFSUhf3e6dTkZXVT1bW1GoknU7FI4/Uk5eXxs9//oTxT598JJzFfKSQNWsKWL166PVv\n", "bl5LevpX8ft/n4SELiorO8nLWyQi3qkaPEVEWLbsDpxOD9///gpsNoXbHWLx4haqqtqGTDYezwBb\n", "tjSzcSMcPlzAW28tkSVLrnH+/GGgfl6omOYwIuKkrOwhICIie+ealVBEktiwYS333qszXH7kI02c\n", "OXO3iFxVSnXOcvdmHBHJY+vW+/n0pxtJS9Nuu7t3N3DhwkoRuTLd47mI2GfLeigiXvLz7+ShhyrY\n", "s6edkpKb40bjUVnZxbPPJuJyPSIu18uqv39qlUUWHwpEJINNm7bz9NP1ZGX109zs4ujRNRw9eqdU\n", "VrZTU1NNb++1Wwk7IiKkp69hx467+MQn6klJmZj7/dKlPTz5ZBqBwG4R+aVSauwWsEli0sXnU1q6\n", "nM2bC1m0yMnevWdNbgJrTp5hXn75ZSoqKvj7v/97Pv/5z5Ofnz8lx50RAcukqv4ucEop9a1JHiuF\n", "jRvXsXNn0633nibuuqud/Hwv6ekPS0bGe7S1HZ2z2muLKUdE7FRUbGDnzptdZhIS/hORSB89PdtJ\n", "SHgBp1OxahUcOFAAXJiiLqzAZtuAUld4/PFT5OUFOX3ax+nTGfz4x5WkpPgpK2th1ar2G9ppux3W\n", "rWtj3bo2jh5NZd++PRw5UiMib1uW2EmQm3sXDzyQQUFBkBdffFKSkvbT23tmzowHeXkr2bJF3Yit\n", "SUkJ8+CDQerqNorIyx+myVxEMrn77gf59KfbyMkZVL45nYrHHmvh2rVtIvLT6dIiS27uPaxZs1zy\n", "809TX3+RKXCRGvO5Xa5i1qzZys6dTrZtq8XpHN91Lynp5bOfjeDxfES83tdVIHB+mrpqcRsiIh4q\n", "K3fx5JM9NxTfWVn97NjRyI4dcOWKl+PHN3L0qMjSpfVcunSScLh2uNAjInays+9mx44qnnmmdlTr\n", "q/kTenpSSEqKr/i66652Ojpy8PvvNQrzaVN+mNj+XIqLl7B+fRmVlcLKlT2Ul9dit0M4XEpLyzUm\n", "mZtgPiF7907JcdTWrRP+2+eff567776bL33pS9x333187Wtf47vf/S4AV65c4f333+fChQvs3LmT\n", "tWvXjuvYM2XB2gA8AxwXkSPmsz9XSr067iMVF9/Frl2hCWstporCwgB/9Ee15OTcxRtvZIvI7z5s\n", "5l0jOHuVUv7Z7suM4vGUsn59CiUlQzOyNTbuJinJRkfHd0lI2AO8AMDKlV2Ulq5gkgKWiKQCFfh8\n", "d7Jz5zn27BnUJJeXd1Ne3k1f31VOnEjlwoUMDh0qJieng6VLW6mo6LzhyrhqVQerVnWwf38ur7zy\n", "lBEKzs4ZoWCeYNxdqnjwwes4nYrSUge/+MUW9u1bLCJvzbbgKiJpbNtWyaZNQxM4rF/fRnV1EXV1\n", "pcCHYqEsIimsXfsRPvWp3hvFwGMpLg6wa1cyTU3rgTen/PwpKSu4//5VPPVUPadOLeHo0RUxLlJX\n", "lFI3p5WeivOKJFJUdDd79pTxyCPji1MZTkFBH5/9bCNe7w5JTvaqrq7jU9hVC4OZVxOUUqMnbJgn\n", "iIiN4uLNPPSQl8rK+Irx4uIAxcUBHnoITp/2UV29nWPHlJSUXObSpbNAPaBYsGAru3eX8eST12+p\n", "JIhE7HR1/QU+3wpaW79KRkb8sW7Xrkba24v5+c/vNgrHKVM6mWuZRW5uCWvWLGP5cjcrVgSoqmq8\n", "STh8/PF6rl/fLCJN0zUezDUmIxhNBX19ffzjP/4jr776Km63m127dvG9732PL3zhC1RWVvL222+T\n", "m5uLiHDu3Lm5KWAppfYzBTW3RKSQxx8vZePGueGikJAwwKc+dZ2CgnxefPExEfn1hyVDl4gIWVnr\n", "KS1dJQUFJ6mrOzrbC8qZQETcrF17Dzt2DI1jCoWcpKR8nK6u/0Va2gfAs3R0LCA19TplZb0UFRWI\n", "SOpEXMhExAssQ9fUusaaNQEeeCC+e4/HM8Cdd7Zx551tdHY6OHYsncOH89m3bxFFRW1UVrawaJEW\n", "iDdubKG83MlLL23l7beXGKHACmQfAyKSzsaN9/HUU403Jvq0tDC///vXKS/P4MUXnxSv9y36+s7P\n", "mpWoqGgt997bH1fL+9BDTZw/v1lE6m6XhdxIiEgSVVUP8vTTEZYuHTmj5vbtjZw/Xy4u1+WpzBYr\n", "LtdCduzYxDPP1JGUFGHDhhY2bOCGi9SxY+uGuUhNeBw1C7pEwIfbncb69Xezc6di8+brIybiGQ8Z\n", "GSGefbYOj2eTZGZ6aG09ZClmpg4R8VBUtJHExHyT8TM4230aiTG7u6amVrF1ayk7d45t3RZVFj7y\n", "iFBdncvx4yVUV4fo6elmx45UHnvs1m68fX0egsGvY7NBW9uPSUn5Gt3dX8Tni78+e/zxOrq6qnjl\n", "lW7g2Jj6OQoikkZqajFVVZWUliZSVRVi1ar2UQ0DaWlhnniih6am7Saz6Ycm6c5s8M1vfpPnnnuO\n", "jo4OfvnLX3LffffR3t6OUoqPfvSjfOYzn+ELX/gCly9f5rXXXuOv/uqvxn2OGc8iOBK3yiIoIk6q\n", "qp7iT/80dGOBOJc4fdrHT36SzKFDb6ju7nOz0QUzuRYCjdM5MIuIjdzce9i1q4onn6zl/fcz2bvX\n", "wdmzx2loOH47L9gkI2MNn/zkHezZM1TAaWp6Grd7BSkpXwGgtfWLDAx0k5X1HQBefTWXb3/7oGpv\n", "PzrkeNptwAm40EqICBA2bQAoBRYCNcAF0tNX8uyza9m9e3xppevr3Rw7lsmVKxnYbAMsXNjKunXN\n", "Nwb8w4fTeOmlBI4efZeOjuq5kGVOEhJKKC3dSE/PNS5fvoi+r6fUT94kqPCa5mGw7EMwpoVihSQR\n", "cVFe/ih/8AdOCgt7+eUvS3C5Itx779UbrmfNzS5+8Ysc3nnnEjU1+2c6Vb6IZPPAA4/zxS+OvLB+\n", "441s/vVfa9S1a7+dyb7NJCLiYenSj/DJTyZxzz231grX1nr4h3/wcfDgc1MxjolINlu2PMrnPtcy\n", "xC1xONeueTl2LIWjR23U1jZx4cIJ4yIV1ytCRGxAAuDD4fCRn59NYmI2Xm86GRk2cnMhN1dYu3b0\n", "806Uvj4b//7vBbz22knq6/fPhfFiLJh6cLa5uHgVkWyqqnby4INu/H473/ve+8PnizEcwwXY0cpz\n", "5wiv432n0NmVR2ph9LgYRs9RC9FzU71SasQ+ikgBu3fv4Q//sO6Gm/JE6OmxU1vrHVVBEsXvT2Zg\n", "4L/T399ESso3sNsjNDc/S0LCauz2L+LxxJ9DenrsfPvb+fz61y+PR8Fi7ikfkIHXm01eXgnFxams\n", "Xh1i7dpm8vPHd6/94hd5/Pu/n1QNDTeS7pjrGq850SWKek3zzxW37/mSRXAsvPfee7z44ot84xvf\n", "uOm70bIIzoiAJSL/AjyI9jlfMcI+owtYGRlrePrpO3jssbEF5s4Gra1Onnsul337jtPQcGAmU7mL\n", "SCLFxZtZu7aEkycbOHv2tbFqQk0CkiVAK3oRO+JNISJ28vI2cv/9y/nYxwZ9+fv6bLz1Via/+52N\n", "M2cO09Z2+nZzmTQJAz7OV77SPGSy8PuTcTr/N/X1f0kkcoXeXgcDAysoKfkM77zzFYJBB+3tXl59\n", "NYG6ut8yODA6zRFC6MlrgMFJLxc9iXWghateQFFYuINt2zpITOzH6YyQnJxOcnIeLS1DtW6jPddt\n", "bQnU16fj93tZt+48KSlBXK4IkYjwwQfpvP9+M5cv70VPnjO+cBIRITW1io0bN/CxjzXT0ODlzBkv\n", "p08rmptruXTpLOFww62EFjMpeRgqQMW+9qAXCwH0JBVALzRc6DIObgavVYiowJWUVMnWrQUUF7dz\n", "7twCCgqasdsHuHIlh+zsdsrKGhGxEQrZOH8+g8OH7Vy6dAhda8mOFqTtpg2YFonThn8efR82fQ2M\n", "ZD2Q0tKH+MM/TGX16pEtppEI/OM/FvLzn7+klLo62m85HxERJ4sX38/HP57J9u1jz5z55ptZ/Nu/\n", "1XL16muTWSGISAp33PEon/lMH2VlYxfWzp5N4sQJH8eOCQ0NV7hw4TTQf0OQ8vmycbuHClKZmX3k\n", "5ATIz+8bd3zVcHSiniPY7aNbpiIReP75Al5+uYarV9+Yi0IL3JjfciguLiMrqwSXy47fHyIc7qSv\n", "r4vu7g4aGzsxz5RpfTM19omIkJxcwR13bOTJJztZurSHzk4Hf/M36Rw48COlVMCMZdG6nLHNPex1\n", "hEGBKNpiPxv+fXQ8gcE5KbY50GNgVBArQM9L3cBVtEK3EzhnjhOK2bpZtmwnjz/eRX5+L15vBI8n\n", "QkKCbpO9T+PR2ZmN0/nf8ftPkpn5D+jxXNPW9jVsNg8+39dGvLcbG1380z9l8rvf/QJoYuhc4AXS\n", "gHQcjnSSknJwu3NwOlPweu2kpERISQnh8/XidocIh+1EInZEFHZ7BIdjAKczjMMRwekcMNsIdnuE\n", "6uqFJCf3kJ/fQSDg5MCBPE6cOIT2KHEyKOAObyH0tU8Ekkw/YwWuXqDHbAMzKfHcDgLWl7/8ZT71\n", "qU8RDAb567/+a372s5/dtM9cELA2oS/y/5mIgCUiqWzZ8hRf+lLjpLQgM0EoJPzqV7m8/HIL58/P\n", "SCp3cbmKWL36Ph54ALZsaeHgwTR+8hMbhw69cqu0usaCsh49qXjRWtGrwNXhApKI2FmwYCv331/G\n", "U0/VxtWM9/TY2bs3i/37Bzh16iDd3WcmM/EaTW06CQm5FBfrINDm5g+m88mN0Q4nogcsPdn4fHex\n", "ZUsJ2dldhEJ2QiEHoZCDLVsewe128cYbP8LlCuN0RnC5wjzwwP/FyZPfx++vxusN8/rrmbzxxotA\n", "HUYzOHwSF5EMoAI98Z1ET2R6crPZSnjkkfvYuLGZUMhGX5+D0tI/JTOzlECgi5qa39DUtI/YSSX+\n", "P6gFsHPncmhqyqCs7BoOxwChkJ1w2EZrazJnz/q4evUiuhBjkMEJOYS+V3oYHLh7pmoxIiJ2cnLW\n", "s23bSn7v94ZqPUMh4fRpH8ePp1Jd7aShoYP6+mv097ejJ5voIiO66BhgqPAUGPZ+TIsoYxnWE63b\n", "vZyNG+9l4cI+zp5dRH5+IykpAZQSQiEbtbVZ+P0JFBXVU1TUis2mCAQcHD2axokTF2lrO2B+s6iw\n", "JAwKW9Fmi/NZ7OcOBgXFIOAf1lJ48MH7+NKXLt/yB79yxcu3vuXm6NGfzGV3pPEiInaKirbz2GPF\n", "N1mbx8J3vlPICy/8ZqLJHETES0XFw3z60y7uuGNimSVDIeHkyRSqqxPo71dTLkgNp6NjATbbF0lI\n", "KKKn5xSJif83TuetlYQvvZTLiy82c/78r+eKUs1YFXIoLCwhO3sJy5fbqazso6qqA49nAL/fRnu7\n", "i/Z2F52dLrq6nLS3c6N1dUEw6CcU0kJYS0s73d1XpzpLqIh4KSraxLp15axb105fn4OuLjc9PW7O\n", "ns3lnXeuEAxeQY8VQfTYNbxFPw+OqHDRY5gtptmHvVeYRXu8MVFE8tBu6n3AKfS85ESPQfcA7WhF\n", "YFQo85KdvZ1Nm3xkZvbS328nHI7OmVrwsNm04OF0Ds6ZTqcWOtzuMG633no8EdzuCImJYfLy+kZM\n", "bNHeXozX+1d0d+8lK+tfb/o+FHLS1/d3BIOXjfA1lEgELl1K5P3383n11UyuXz+HiI2kpEQSEpJI\n", "SEggNTVMVlaY7OwQWVk9FBZ2sXBhL8nJ4RE9Bfr6bAQCNvr67ENaMGinv9/O4cPF9Pc7CIWcpKd3\n", "cNdd1+jrs/P88x6OHn0OaB/remfY2mV4c6PnvV70PDGAvu7jaWHMvH+rufN2ELDeffddmpubOXny\n", "JA8//DAVFRU37TPrApbpxELgl+MVsEREWLRoN5/5TDbr1w/WSujrs3HunI+0tH7y8wNT4l8+lRw4\n", "kMbPf+7gwIFpS+UuIi5yc9exfn0VTzzRPCSA+eLFRH74w1Teffd1FQjETa5gBt070Qv9I+YzH1CM\n", "1lS1A1fQmhw7hYX38tBDi/noR+Onx4+lvd3Bm29m8c47Ic6ceY/e3vNKqTElJjExR9kUFy8kPX0x\n", "xcUuli4dYNGiHt5+O43XXz9Jff3bYz3eKOdxobU+w5sHPZH0MFiYOpG1a3fyxBO1JCWF8HojJCSE\n", "sdlySE//O/r6/gifb1BLHolAc/N/xmbLorPz/yEQcHDiRBY//ek1OjuPM9SKFXVTW4IeHK+grYmx\n", "AxtkZW1hwwbB59OLGJ8vlT17vsh//Mc3KCgoZenSbXg8iVy79ls6O1/F6w3g9YZJSgrj84XjKife\n", "fDOHs2dzePTRM0Ncifx+G6++msMbb/Rw8uQ+oIVBLWaC+Z0SY7b9DGrLemJej1lrJiIu8vN3smHD\n", "EqqqOujpcdHd7aavz0kw6CQYdBAOO3A6w7jdIfr7HfT0uKivD9Pa2klr6yl6e2vQAdGBqdZAi0gm\n", "W7Y8zrp1Qk1NFjt2nI9rmTh/PpF9+4oRUWzefJWSkl4iEXjzzWxefTXC8eNvqP7+SVuMzPPrQV+P\n", "aEskK+sB7rgjAY+nH4+nn8TEIElJA+TnF+B2HyUnJzDkWr/0Ui4/+MGpWJeUKehbDro22IwHa4uI\n", "jby8TTz8cDkf+1jtqDt3d2fGjctobnbxrW+l8847z41XSSYiDhYt2s0zz+SwbdvsZbsdK5GIjdbW\n", "j5OW9hDt7S+TkvI8gcBXsdm8OJ1fu1HTbzTefDOLl14aoLX1MleuXAfagM6ZjM8yysIcCgoWk5u7\n", "hGXLnFRWBqmqah+xtuVotLc7aGtz09HhorXVw/vvCxcunOfKlWPjva9N36IL3+h2Abm5mykp8VBQ\n", "0EpiYh9JSUGSk4M3vAp++MMUDh78/kj3oDluKtqykmaOO1x4ii6OokqdgTgtqkRymX2jFhIPsMDs\n", "cwZoZKgFJYKeF9YB14GLgCI7+24ef3wZjz9eN6rg0dtrx+934PdrgUMLHw6CQTvBoIP+frsRPuwE\n", "g078fjcJCUFSUvxkZvaSm+unsNBPX99SkpP/go6On5Gd/cKIF8LvT0Hk7+nufoXs7J/i99s4fTqF\n", "mppUGhpScLvDFBS0A4r6esjLU2RmBsnP95Ob2zfl68x3382kujqXT3ziFOGw8NOfLiElJcCePTUc\n", "OJDBP/9zC5cvvzwVz1GM8JWEXm9InBbNlRD72mbeg74/ksxxomuk7thtdF12OwhYY2F+C1guVzGP\n", "PvoAn/ucFlIuX07g2LEsrl9Pp7KyhIEBJ+3tfSjViNNZT2ZmN7m5AYqK/JPU8Ak9PekEg1kMDGSi\n", "VCbQTHb22Bch1655+fGPMzl69Bj19aemMoGAiGRTUXEfu3b52L27Ie7/2tzs4kc/yuGttw7Q1nZk\n", "+EMqIivRA+j7w58EM3Dno4WtRDIyFvDoox6efnp8C8PmZhevv57FgQO9nDz5DuFwTRyrjQ3IwOfL\n", "Y8GCUjIzs1i6FMrK+li6tGtIYGgkAi+8kM/LL1+jpua3Y9G6iy5wHa+p/5+9846Oq7zW/u9M71Uz\n", "qpZcZMuyZWMZYxtsY7ANGNMMxvSS8BFKQtqF9JCbcO9NIT0ESD4IoYXeYwgGY+OCe5O7JKv3GU05\n", "0/t8fxxJlqxiyTY3+dbKXuuskWbOnDlz5j3vu5+9n/1sBoKB3i0y6FpNnHg5993nZO7cgQ0Rfb4f\n", "k0q1Ewj8jaYmIx0dJnw+PamUAofDxKpV9/Haa48gl8cRhAzr1hloaHgLKYLUSw1MArOAAJJEa5aB\n", "kx5ALsuXX8UNN0jR+ExGQKP5InK5ke7ux4lGFUSjCjSacygpWYHZnE9t7Q4OHtxIMJgimVSQSslR\n", "KFI9kcIUOl0CgyGO263H5bJx5ZWHKCsb2Di5utrAu+9a2bu3iq6u3cNd7x5Q3Htd9f3+VvV81xDS\n", "hJzixOStQFr8lYANs/kCKir0lJZ2otfHMRolR8NoTPQ1Ah8uUtjWpuHoUQuHD8tobIzS3HwQr/fg\n", "mYLwft9PzfTpq5g9u4h0Ws7KlTWn7LO3fbudvXvHkZsrctFFrdjtSVpatLz9dg7btx+mo2PHWa8p\n", "UyoncPPNy7nrrlZiMRkejwqPR41WexOTJl3OunWPU1fnIpVSoNdHMRpjmM0xNm60snXrq0DjGdLi\n", "BIzGGcyfv4BIJMVnn/3j8wgwCYJwMrDsdRgyaLUVzJ1bTmVlJwpFBpks27cJAsjlGWQyyM+/ismT\n", "r+LgwV+RTh9ELs+iVGZQqaTtyBEzL7/soalpDaNsJC0IgkBh4UVcd93kf2k6e695vVNQq79OJpMk\n", "lfotVmsTIIEuv/9baDTjyWZ/iMFwakDh8SiprzfS0qKhvj5Le3uKYLCNlpZm4nEPUiT+rNLme9Yp\n", "J/n5E8nPn0JZmYoZMxI7kM65AAAgAElEQVTMmOE762yXZFJg9247mzdrqK5upL5+by9DZIhazv6P\n", "eqQ5rjd7EEatHsesWTO45hoXc+b4hvVVPv44l7/85Ui2s3Nrz+cYOAGmrEhjP4AUDPUhzbP9QVQa\n", "yIzlnu65pnagAgm8NSEB5t5gYP9NzglwNgPoRC5XMXVqJaWlHgRBWqsEAWSyDIIAgpDBaIxit4fJ\n", "zw9RXBwedc/SZFKgtVVLe7sOt1uP36/D4ZjF0qXXsn//OwSDG8jNjTBuXLivz93J1tQ0idzc/2bn\n", "zneoqjqOzRZk3Dg/5eX+s947dSRratKyZk0ZK1ce6wuOx2IyXn99MkplmlWr6njllULeemvbWGvx\n", "RrKewJwZKQByWnN9PzGd3nXe2O/vJNI43PZvgPUvBLCAvyI5lxlgF7CX4uJLWLYsQTSqorvbSiYj\n", "o6DAzezZJZSX30Ek0oFKZUShMKBUakkm40SjMSKRKIlEkFTKTzbrRS53o9F0ola7UShCJJN2Mpkc\n", "wI4g2JDLrcjlFhQKM0qlCYVCTzodI5kMkkqJpNN+dLrJBIP7sVr/gFw+usk7FpOxfXsO27Ypqatr\n", "oq7uANB+BgNbjsUygzlz5nPddQHKy0fuQB6LyXj11QLWraultXVTL11PEIReVbptI0X6BUFQU1h4\n", "DTNnTkenS5OTE6SiwkVFxdioj21tGtaty2HXLj+HD29FytDkMH78BKzWCUyYoKSsLMPkyYFRiZis\n", "XZvLW2/5qKlZ21uL03PTG5Amj/5bAmkRGgCkRktdFAShkGuvvZqvfU1yFNNpaG7W4fGcy/TpX+HF\n", "F38PBMnNDVBYGGTixGDf5B4M/oZo9AOcznUAPP98AX/96z/617wIglAG2IDtw40LYeLES7n//nzO\n", "O08CeMmkkmz2OUKhh7HZ6ga9weMpQya7EYNhOqK4CbX6VXS6bkIhRd8WCKgQRTWBgJr6+lza2grJ\n", "z+/AbA5jMMTQ6+OYzTEMhgQ1NWZ27hQ5cGBDNpsdUg2q5/r3ctV7HQx9z3ezAqae1/tHUrOAlpyc\n", "KcyalWT8+G602gRabRKdLoXJFGfixNCY2jJ4PErWrXOyYYOb6ur1ZxrYEARBoKDgEqZPX0xJiZdr\n", "rz0+6oh4JCJjw4YCGhocTJ3ayeLFnchkWT76KJe1a+NUVf0je5aURwVBUDBz5k38x38kBkiRR6MG\n", "FIqnEMXtaLVlaDQPEI9DR4cWl0uL16uhqSmHTz9V4XbvRLpX+kclg6MR6RAEQcO4cYu46KLJ3HBD\n", "O6Ko5Lnncti8ecx9k4aI+J+8pZCAexjJcY0AWbTa6cybN4cFC7qQy7Ok0zKyWfoeMxmBTEZGUdGF\n", "lJWtoKFhK8XFc1m79ufE4ylSKRnptLRlMjJqapwcOHCEVKoVyZHsHbcJpNoTf88mZrPZtGC3n8tV\n", "V83j9ttb/uVYFf0tmVTi938Ri2UJXu8b5Oa+yVDUYrf7XozG+cRiD2OxjA0oRyIy6usNNDfraGwU\n", "aGqCYNBFR0cTfr8L8I5EKewnANRfmEHRt+Xl5ZGfP5UpUyRQVVHh/1zatySTAp2dmn50QhVNTQ6q\n", "q420tIj4fM1ILI/hqMgRJDpytocSeCGLF09i1aqRm+SGQnJqaow888x4Dh/egjR3JpCAlL/nMXA2\n", "s4TCCcVaB1ILh6bRHl8QBB1wOZWVk/nBD2oGNLxPp6V7L5kU8PkWEgh4aWvz4HYb8Hr1ANhsYXJy\n", "QhQWhigujowKILtcS7Bav0Rb2xO4XIdxufT4fDpEUYdMlsVsjmAyRYjFlAQCWgIB6fnZsx3Mm/dF\n", "fL4fk5v7v993KhKR8cILFVRWtg4K2iaTAm++OYlkUs6KFfX8+c+5fPzxW6cq9xiN9Yy/BZSWTqGj\n", "w01t7R5SqeazFYjs+wwJcHX9G2D9awEsKyfqDRRotYuYMWMBGk0GvT6Cw+HHao0AKpYufZiqqg+o\n", "rj5IPK4kmVSgUGSw2TRYrQYMBgMqlRWVyoxKZUatNqDRGNDpNKjVSrJZsQ84pdM+slkv4EEm86BU\n", "utHp3IP455GImWTyB8jlarLZ/x5ACTuVpdNw4ICF7dv1HDni59ix3T0De9QRE0EQzJSWXsTixfms\n", "XNk5pgjdmjV5rFnjpbp6LdLkOR74bKTPFwRBQ2npZVx3nYPLL+8iEpGxb5+NY8dySaXkTJrk5txz\n", "3cNGioayhgYdn3xio709w+TJAqWlUcrLxTFHG9Np+PDDQt58U0VDw24k58eEROnzIzk/IpLjc9pR\n", "U0EQZJSXr+LGG02AQHu7CY/HgFqd5Nprv4zPtxWn85VhF0qXayVq9VzM5u8DsH+/hccfd2draz/s\n", "Ob4DOAfYPEJ2yMSSJTfz/e+foFu4XFej0SzCZPrWiF/A7y8inb4Js3kuorgbufxlLJah5XJ37rSx\n", "a1cx8+Y1oVJl8Pk0BAJqgkE14bAar9dEfb0Vt7sLn+8g0EAvQDpRaJ1gsKPR62xETv6OgiDkMXfu\n", "Cq65Jkt+foRgUEkwqCQSURKNKgkGNfh8BrTaOLm5AYqLA0yZEhxFg0nYt8/C22/r2Lt3U0/z39ML\n", "auh0lZSX387ChfVcfXXTIMc5nZadUhCgo0PNp58WEwhomTu3mcpKP0ePGnnhBS3btq05K4unwVDO\n", "Lbcs5pZbBtLi3O77kctt2Gz/0wP49+B0/m3QAV5/vYCXXtqD31/LiaikEem+UtHvnurZQr3XVBAE\n", "BzNnXsIVV2gHNIH3eJQ8/3wemzZtxe+v6v8b9GSue+sD+meWdUhOdG9NWX/1sjTSmFNyotZOEiNR\n", "KEzMnz+Vu++uGbLXVa+5XIuwWr9MMPif2Gw1+Hw/IpMJY7f/etC+oqjgt791snHj60gObS/lSo0U\n", "vLEiRfkNyOV2KivLWbGigfHjgxQXR/4lQVZ39znodA+QTHoQhN9hMo2sSOpy3YjFcjXB4H9htx87\n", "7c9Np6GxUU9Tk56mJgUNDeD3+4lGvSiVKmQyFTKZpudRjUoloFZn0WiyaDQCGg2o1aDVZtFqBez2\n", "FDNnjix9PVbr6lLR3q6ju1uLz6dFFHVEo+o+qq1Ol0CnS2AyJTCb43R3a6iq0nDkSBfHju0CWkeo\n", "g8pl1qxLueIKFcuWDaaO9pY9NDaa6ew0E4+rMJtDBIMq1q8/jNf7j89DSKTHIdYC+Uh0wEagbqxO\n", "tyAIWqZOvYUJEyZxySVHhxTYcbkuxWK5E4BkMkA4vAWt9iNiMZHmZj0dHQY8Hj2BgB6NJo7NFsbh\n", "CDNuXAiTKdlXvxSNylGrr6S4+CoOHnwCj6eupy5a3lfvFQqpCQT0hEIGBCGDThdDq40hk2VIpRRU\n", "Vp7DuecuY8OG35DNdmEwxDEYkphMCWw2afu87t9XXilFo0mycmUT8bgWUVyAwbATnU4KXKfT8O67\n", "4xFFLZWV7fz1r3DgwBtnwngQBKGAysplrFihYNkyN3V1erZtM7NvX5z6+v34/bXZs6gA/W+K4L8Y\n", "wJICPIIKSZlmGqWlF3H99dXMn+8eMIm63XehUk3GbP7egIOIooJAQEkwqCAUUhIOKwmHVUSjSmIx\n", "aRNFHR0dhTgcXZSVtZOTE6agIDIGSqGA2303ZvNFiOJvcDj2jPliNDTo2L7dyp49CRoa9uP11owU\n", "IRYEQUCjKaWycjHXXJNg3rzTi8hv327jmWcs1Na2Ah+cInqoZfLky7n+eusAh6nX6ur0VFU5aG+3\n", "IZenMZsj2GwRcnOl63k2pYHTaWhv19LaqqerS4pQhUI61OoEmYxAVVWKY8feA46fLQpKDwUpD0E4\n", "h3POWcrUqV04nQEKCwNMnhwgmVyE0XgrKtU9A5zrtjYNb789jrvvrkOjyRCN6lEq/0osdi8Gg490\n", "Gn7ykwI2b34ByVFcBOzOSgB/6HNxOOZwzz2zuOSSE054OPwnwuGXcDo3jeoLhUJ2otEbsFgWEwod\n", "I5N5ZUhnac8eK9u3l7BiRQ0TJkTweJTU1ppoaTHjcpnIZGQEAjra2ix0dKQRxRqy2YNIwiht2TE0\n", "nRaUygksXHgZd9zhGzFr2Vt83NhooqPDhCgaMBoj5OUFKCkJUFoaGvbe9fkUvPlmPp99Vk9j4+ax\n", "LiCCIJQyceIDrF59lOXLB9ceJpNKEonfk05HyGR+jcUyMi3s0CET27YVo9EkueiiZhIJGc8+a2LL\n", "lvez2ezI9UIjn6eac8+9he98JzCA5hIMOtBo/kgk8k3M5nZ8vhIMhl8QDj80KCMRCsn5zW/y2LDh\n", "tZPHY48S28mZYQ0QRKm0Mn16BVdf7WLhQveg36KlRcPLL49n8+bjhEK1DFS86hVM6S28diCBJxkD\n", "ldEGFPMP+lsuL+C8865j+vQ4fr8BrTZBQYGf0lI/EyeG+xwlt3sWFst3EcVfkJMjNb2PREzI5U8Q\n", "CDyOw7Ft0MXdt8/Cn/8cobr6neGy/YIgFLFgwQ0sXBgiHNbg9eqJxdQYDFKtSG5uiMLCyBk1+j1T\n", "i8e1BIP3YjLNxe9/AafzH6N+r8t1KVbrF/H5fovTufOsnVNHhxq3W4NaLSnLaTRptFpp+zzBqc+n\n", "oK1Nh9stASm/X0c4rEWhSGE2RzCbo9jtUXJzoxQVRU/pG1RXG9i82UJVlY9jx3aSSjX1jhVBEGQY\n", "jRXMn7+A1at9A+o2OzrU1NRYaG014/UaMZnCFBaKTJ7sp6hIqi1PJgV+/vMC1q9/9WyWGfScm4rc\n", "3LvQ6aYRCh3F7f4YiSY8VnAlo6TkMu64o4AJE0J88MEUFi+uH8B08XonYTT+D6L4X1itR/F65yGX\n", "L8FkOodIpIVYbCNG4ydotVLN6qFDJg4ezKWlxYnHk0MyqcJs9uNweFi8+CImTTqXbdueIBpt6RHJ\n", "kEQxVKpMj0CGNKZMpuQgEJ5MCvj9SmKxL2I2n8v+/f+DKGZ7AnsqolEVqZQCgyGC3R7G4YhQVBQ+\n", "K/X+Gzbk0tTk4PLLrahUF2M0VpBMhojHO7BYfjBg3zVrxtHZaSYnx8frr9fQ3r5hrKhFEAQFdvts\n", "5s6dw+rVnkFrrcejZNs2Ozt2CDQ2VtPaeiSbzY4+eTD85/4bYP1vXABBEF4GFiPxel3Aj7LZ7F9P\n", "2icLzEFaYDspLCzj61/X9FGiek0UC9Hpfk0k8iBm8+k5JPX1Ot54YyYVFS3EYkp8Pj3hsAadLo7V\n", "KkVM8vPDjBsXHTZS7nYvxGL5Cj7fmiGjwaMxn0/Bjh05bN0qo7GxhpaWQycPbEEQtBQVLWDBgims\n", "WtV1RhzhQ4dMvP/+dHy+Tvbs+Xs2mRxSZUwQBD1lZZdz440mLr741Ddab9SvF/z4/TrSaTlGowS6\n", "cnIi5OVFRrVQgVS31dysp7NTj8ejRxQNqFRJbLZQDyAOM25cpI+m1dCg4/nnrXz22Ydn0iC0J5KX\n", "h1R7ZgC8lJaezze/2c20aSeomOm0jETiKYLB53E6Nw44yDPPFLFunZtvflPfN3Z9vv8kmTyG0/kq\n", "IPW5+NOfNhGPO5DoooMpfifOScWcObfzwx96+xYJt/tcjMYH0Gju4lSKgSdbNKonGFyFxXIZ4XAt\n", "SuVjA+orIhEZH39cxK5dU7HbvSiVaRyOAEVFIqWlgQHAua1Nw0cf5bF9u4qmpg7i8V5aWXfP5hku\n", "4iqYzTNYtGgRt9/eNWYwHovJqK/X09RkorPTRCikw2IJkZ8fYMIESdXp5EVw48Yc1qzJUlU1aoEJ\n", "QRAm4nTewxe+0Mjllw8913g8DyGXW0gm67FYLsXnewmn870RD5xOw5YtuRw6lE9JiYfycg8vvWRh\n", "8+Z/nK74hWC1VnLnneexcuVAgOfxfJtsNj5ANcvl+gIaTQUm00ODDrRvn4UnnwxSW/veqahBgiBo\n", "sduXMmNGJRMnRojFVIiioYeGJ5DJSGphKlUcozFMZ6eOQ4eO4fOtR8oy9/VsEQShEChHog53MApl\n", "tJ736cnPn0Nl5XTuuEMaS+k0HD9uoL7eTGurlURCQV6eyOTJVqZO/RZ+/5ODAhMu1wLM5vtIp7/S\n", "F0Xuby+/XMgbb+zIejz7hjgHOxdccB333ScybtyJoFUkIqOpSU9Hhx63W8+0aTdTXDyVjo5DBAKf\n", "kJ9/aMD+n6e5XPMwme4nGq3vuefH7qi7XPOwWr+Bz/eXPsrz/w/WO1+0tBhxuYyIog4AkymCxRLF\n", "bo/gdEYpLIyelhhGf2to0LF5s5W9e8NUV+8gFutk/PgLWLx4Itdf345Cke0ZmxY6Oiyk0zLy8vyU\n", "lIiUl4vDfv6WLTk89VRztqnprPSs66FfTkCtXs4FF+Rz11378Ho17Nlj4ODBOE1NVXi99dlRqiYK\n", "dvtsVq6cx+23S0Gb2lo9H300mWXLjlNWFiIa1QOPEQy+h9P5zoA3x2IaAoELUSqXYDCU4nLVU1Nz\n", "iOrqI1itPgoKAkycGESnS7F3r5P8/HsoKJhAbe3PmDGjZlRshpHM6/0+crkJg+H7A4KlsZiMpiYd\n", "7e16urv1+Hx64nEVRqMEuk4naFJTM49M5iomTpxEMuklHP4MrXYtGk2AZPIxgsF15Oa+MeA9H3+c\n", "T12dg1gsxNq1H4yFbi0IgpUpU5awbFkOV13VOeK1isVk7N5tY/t2NcePd1JdvRcpaHpatYz/Blj/\n", "ixmsU1kPwBoPtKFQjOP665dz772DOd+i+FMSiTocjr+c0QeuW5dPR4eJ22+vBqSIRnOzroce0Jsl\n", "0aLVxrFYIjidYYqKQkyadCL6JIqFKBQ/JJl0o1b/fFRqS0NZb/Hs1q0aams7egc2kMesWUu4/HIV\n", "S5e6zihyUlen58MPpQnPZkvw4ou5bNmyvUf8oj9tx8D06Vdw001aFi48dWHzcPQoUVTQ1qalq0u6\n", "nn6/RLXQ62NYLBEmT/Yyc6ZIKCTvue4G3G4DPp+ebJYeoBvqAbqRU9JAurpUPP98Llu2bMqK4qHR\n", "XpYeUJWPBKr0QCeSg9eN0TiDO+6Yz/XXD8xcuFyr0WrPx2j8jwHPHz1q5Pe/T1BdvZNbb72cu++W\n", "3ud2L0Snuxm9/iuAtAh///uFdHZuymazu0c8P612Ml/4wlJuvPGEg+/3P0IicRSn8+XRfs9BFotp\n", "CIW+hNl8Aa2tr1NTs53OThOBgB6zOYRcnqG93c6KFYeZPn3kOj+fT8G2bTls2yZw7FgT3d1ueoUr\n", "BgKubkDA4ZjHkiWV3HbbmTWf7LVIREZNjYmWFhNdXSZiMRVWawiTKdYD8GPk5cUIhRS88YaD7dsP\n", "0Nm58xT02MkYjau4/fYAq1cPTans6lqO2Xwj2exX0WpDeDxT0Wr/g2SyG5ns1xiNI98/oqhg7dpi\n", "fD4DM2a0sXGjjk2bPhpO9XOEc9Vz/vm38J3vdA+4T3y+8RgMPycevw+D4YSjlE7LiccfJxR6H6fz\n", "74MO+NxzRbz++sZsKHRkhM+0UF5+CRde6KCoKEpXlxG320gyKUetTqJUSn1fBEGqg4rFVMTjSjo6\n", "rBw92okobkWq9VIgCemkgCok3v4p51FBEBSYTFOZPv18li3LsGjR4MxZr3V1qWhsLGPGjO+za9dG\n", "mps3UFzsZ+pU3wBw7/F8C5lMjdX634OOEQrJ+d3v8vnkkzf6B8EEQTBwzjnXcs896QFBmJPN5boR\n", "o/EyPJ7/Sza7iJyc2USjMerrD9PRsQmzuZEJE4JnHXBFIiZisa+g109DFJ8eFBAaq3V3T8Nk+gE+\n", "39sDHEFRVLB3rx2FIoPB0Fs/mRxWvfTzNJ9PQX29kfZ2I263gXBYi8kUxukMkp8fpqQkNCZa++lY\n", "W5uGTZvsHD4sMHcuWCwJWlosg7JUw1FZYzHNgIa46TT88pdFrF37+pnUbPYAq/HAJEDG0qXlPPRQ\n", "/QDH2+dTsHu3nV275DQ1dVBTcwDJ0R6SHSKoVMVcdtmV3H9/2wCAeOSIkQ0bJrFiRQ1W6/dJp4PY\n", "7b/oe93jUVJXZ6S11YTbbSKVklFUBFOnVpKfPxut1kEgsJdM5hMcjr2k0zJE8XuoVLk0NDzKoUMa\n", "PB4DxcUeKivdQ947a9fmcuiQlrvuah32N0+n5YTDj5JMtmG3/2bEC3hy0KRX0MpkCvcxeMaPDw0I\n", "hPt8JaRSl2EwXEAyqcDv347R+Pc+QZle83onYjT+lEDgYez2gSBq0yYn+/aNo6Wlmz17XjwV8BUE\n", "QcBgKGPWrAu57rroiP0Qh7IjR4zs2GGiqirM8eN7CIfrx0pP/DfA+hcDWD0UQTWVlTfy4IPRQZEB\n", "l2sxJtMXkMvvGVV/jpEsnYbnnptGWZmLBQuGnrBOVqxxu42kUnKKinxMmeKltDREJqMiGHwQrXYS\n", "0ejPhhQcGIv1Duz9+2MUFuqGTOmO1To61Lz9djnnn9/Yd6NFIjJeeaWQTz45Rnv75mw2mxQEwURF\n", "xZXceqtygCT+cOZ234fNdik+36doNC+cMioqigr27bPR0GCntnY8ZrOIThfHZAqflqLQUMf/29/y\n", "Wb9+Nx7P7hG48DpOgCotJ0CVB7BisxVTWDiN0lITt9/eOWBijkZ1yOVPEwj8Dzk5hwcc+Pe/L+Kd\n", "d94FuqisvIOHH/ZjtaZ6iuZfJBT6ITZbPTt32njmmXOorv7pSIulIAgCFRU38tBDmb6F2O/Px2D4\n", "HcnkXWi1Y+dLx2IyWlq0tLcbaG83odVWsHjxNSSTftzux5k0qa5vsT161Mj69ZMGUT1GOvauXTa2\n", "blVTW9vcI+gSQRJTyQV02GxOrrzSyG23tX4ujSZBGgcNDQa8Xg1+v4ZAQEsopAWy6HSSauKRI16a\n", "mz9CqjeI9sukyICZKBSzWLXKxH33Dd1LSloMJbpLTs4JIJJMKhHFL2EyLcTvfxan86NTnu/+/Ra2\n", "bSvBbA7T3Jxky5b1I4Gbk03Izz+fL3xhOpddNrCOy+9/hGSyYcieMN3d0zGbf0g8/sAghTiPR8lv\n", "fmMfSqJcEAQdMtksJk5czqRJSozGCA5HgPx8SdzlVNHcUEjOhx8W8N57aVpaOpBqmNqQMlq9dXwK\n", "JNWy3s3f/14WBKGI6dMXsWCBmeXLu07pLIdCNuTyXxEMrsNkeoWjR000NEgZBI0myfLldRQWxojH\n", "tWSzTxIIvIDTOThTcOSIkSeeSHP48Fs986WKKVOu4s47jVxwwfBg2uVajMVyD5HId/pomZI0+nnI\n", "ZMswm8/B73dx/PgRjh7dj17fRX5+kEmTAqdFKUwmlQSDE0gmp2O1riIYrEKne+K05ouhzO8fh0bz\n", "XwSDn+FwPMW2bTns3VtEXp6ITJbtaaug6KuNTqdlfa0VVKoUGk0SjSaFVpvsE7PpVXBUKCQFR4Ui\n", "2/OYQa3OoFRmh50v2to0NDYa6Ow00t0tgXybLYTTGWLcuCATJ4Y/t7lmOGtr03DwoJ3mZhuplLwv\n", "S1VWFhgRcMbjWsLhBzEap5NK3T3gN9u508aTT3ZlGxo+HOvp9ACrEqAUaZ1rY86c5Xzta5ERQf2R\n", "I0b27jWyf3+SlpbDuFy1/enDgiCYOf/86/nKV4Yeq7t2Wclk7mHq1IkcPfpjRFEgFFLT3W0klZJh\n", "t4coKAgMGVwQxUISiUsxGBYgk6lIJkXS6SgazX+iVkv7ut0q9uxxUF/vQK+PUV7uorJSUmV85518\n", "3nuvna6uRi677ELuuadt2AxOJGJCEH5DMLgep/OlMV1cUVTQ0qKjs1PKdHk8BiwWAzNnzqS4eCZa\n", "rZlAYBf79h0jlaoalg0B0NV1LUbj5SiVD6BUDvSDdu60sW7dNGprD9HY+PJwNE5BELSMG7eQRYsm\n", "c911nQPERsZqHR1qduywsXNnlvr6w3R19a6HJ/dSk/7W6xUolUqUSjlu9+5/FXzxedq/BMASBGE5\n", "8DukH+LpbDb7i5NelwBWbu48brvtHK66aiDVJRbTAH8iEHhqTFLpI1lLi5b33ivjppsOj3oQtrVp\n", "OHLESlOTnURCQUGBBLbs9kuw2W7A53tmVE7VqczjUaLXp8ec/na55mIyHeiLfvl8Cl59dRozZrQP\n", "ApLpNKxZk8/777uord3JOecs5bbbGFVjzO7ur6PTTSMa/S1wNSbTufj96zAYXkKrDRMKyXsmnV45\n", "VSm9bjBEsFojyOVpamoKWby4+rQbcQ5lvaqJH31UTXv7puyJngx6JFCVzwlQ1Y602Nh7QFU5EyYY\n", "qKhIU1HhJz9/sOiE230fCoUTq/WRAc+ftPgJublzuf/+GVx0kavvemWzCWKxZ3nvvTKcTh+vvLI1\n", "6/HsHe6rCIJQwOrV1/DlL5/I5HZ3fwVBUGG3/3ZU16OtTUNLi57OTkmtKRzWotdHsdnCFBQEexb8\n", "LF7vnT0Ut7dxOl+jl3pYXW1g3bpSFixoZNas0f9O+/db2LrVwOHDHmpqdpNKdVNcfBVlZVMxmZIU\n", "F3s477yuIa9xr7lcF6PX30gsVkMm8xk2265TikmMZD6fgs5OLd3dGurq7OzcmcPx4/Ukk21Iankx\n", "pOiujAUL8njwwcYhnfdYTEMm8wdCobU4nYNbuwO43edgMHydWKwZtfq36HTiiOcWichYt66IxkYH\n", "Xq+kLjgKaV5BEMxcdNHNfOc7HQPmiu7uGZhM3yWT+T8DIuH9rbv7a8jlNqzWHw96bcuWHJ5+uhOJ\n", "kpSHRO92oFaXMX16AUuXNnLOOd4xA4BkUmDLFidbtkzh+HEPzc3PDEGLViMBLztSFtSAlO1K4HRO\n", "YO7cXFaudA9gEwxn0aiOTOZXRKMHycl5ctDrveCgN4jgds/GbH6IROKrQ0qTv/VWPq++WoXLtZvi\n", "4mXceOM4VqwYXqCkF8iK4s/Jyaka5pqo8HoXo1ZfhMEwBa+3nqamvVRVHScel5Rby8u7mTlTPOl9\n", "EpBKpSYhCCUolUWo1QWo1VbicS/xeAfJ5Ds4HCNmyU/LgkE7gvBTOju72Lz5VS66qGHYQGAyKRAI\n", "SPXR4bCCSERBOKwkFlMQjSpJJBQ9QSihT71Reuz9X04mI5DNCghChkRCSTSq6an9DaJQZLDbQ+Tl\n", "BRk/PvS/Rrs82YhIyEEAACAASURBVLq6VBw8aKex0U4yKWfcOC/l5d5RjVMAj2cyOt13iEYbewBF\n", "Cw7HUwP2+fWvi1izZtSKcj0Bo15g5QNqgDATJlzOXXc5WLhwdNkwUVSwZ4+N3bsVNDS4OH68ilTK\n", "xeTJK1i92oLDESUQUBEMqgiHVYTDaqJRNSUl07j44pU8/vg7OJ17cDpDmExxiovDY/qdPJ6ppNPT\n", "sNvfHVLBuVdE7NChXERRiyjKOXx4Nx0da7PZbFJwOM7jiivOG1HdUxQL0Wofxe9/Gqdzw6jPDSAU\n", "shCJTAYmodHMRqebgNtdTUPDXqqqGunqsgCwdOkBpkwJjEiL9/sfIZ0WhxTdOXDAzN/+NoejR9/P\n", "BgIfn/yyIAiFzJ69jMsvVwwppHK6FonI2Lkzh9paOQqFgFKZRaEAhQJUKgGFAuRyUCozyOVZZLIM\n", "P/rRmbHM/j+yf3YNlhyoBpYhRSt3ATdns9mj/fbJAjksW7aaBx/sGAQs3O57UCrHYbE8fFZPbu3a\n", "Arq7Ddx6a82Y39vRoebwYRvNzVaiURUVFXbmzv0CodBubLbHzsgZHKtFImYSiQcxGMqIx7vJZH6M\n", "XO7hpZemUVLi4ZJLhi++37Ilh08+0XPNNeIonGgBj+chNJrxCML30OkCiKKC1tbJWK23YbOVcvjw\n", "Dnbt2opW68dmi+BwhCksjAwqEG1o0PHBB1NYtKhhkPNwJpZOw9tvF/DBB200NBwAihkIqrxADjbb\n", "OIqKpjF+vJ4ZMzLMmOEdceITRSc63WN9ggG9lkwKPPpoAevW9YkDCIKQw9VXr+Kb35T283imYjD8\n", "gOef/yUVFe2Ulgb46U/17N//4rCZtkmTlvPAA46+rGMspkEuf5ZQ6Dt99IJIREY4rMDhSODzKWhq\n", "MtDRoae724Ao6lEoUthsIRwOieI6Ul2h1zsJleobQIZE4vfYbPXACXrp/PlNnHvu2Go3Ghp0fPaZ\n", "1J9q+fIYixd34/Eo2bnTSX29A6s1zMyZXYMyZC7XaiyWa/H7n0EQStDp5qBSWQkGD5FKbcVk2jos\n", "cBithUJy3nsvj/Xru6ir2wtUAjKKiio491wFMlkGjSaB0SjRWu32KA5HDJPpG8hkikEg+2SLxTSE\n", "w/djNJ6L3/9/RyVIUl1tYP36STQ0GDl+/D18vq0j8SyE4uIlfOlLJSxaNNBRktQCPxsWAPaenxS0\n", "+usg6lhHh5rHHpvFtm21wEEgSnHxDK680npKLv9wduiQia1bS9Dr41x0UTM+n4q//U3D9u3vZ7PZ\n", "YZXsBEHQYDBcQEnJAiZMUKFSpdFo4uTkhMjPDzJhQnDI+zaZVBKN/oJksmsANelkq6428MknpVRU\n", "tHPhhS66ux9AqSzoU/7sb7GYjD/8oZAdO2pYtap0kGJjfxPFgh6H7dlR1yxFIiaCwaXodIvQaArx\n", "+w/Q2bmDhgYFDkcexcVG9PrcHiBl6QekWslkmlAq6zEaG86I4eHzKUbMCkpNs/NpbJzAtdfejFzu\n", "R69/5IxZJcNZU5OWxkYTbW0muruNyOUZbLYQnZ1WcnJEbrml5pT0+e7uc4CLMBrPRSZTkUj4SKW8\n", "pFIe0uluslkXMlknanUHer171Gu3z6fgwAE79fU2IhE1hYU+yss9lJWdsq3BAHO5VmK13oTX+zK5\n", "ue/i949Dr//lIHrvvn0WHn/cnz1+fDC1t5/1AKtiJGAlAjXZbFaEnnqpa6+dy223nV4N+8aNDrZs\n", "KebYMTNFRTImTuzsU1c0GnsbJSfQ6604nb9AFB+jpqaWgwcLWL366BllVE5lsZiMp5+ewEcfdRMM\n", "diNlxhsBF0VFF7Nq1aRBdar9rbt7Jmbz93uYCYcHvR6N6giHJ5NOT0QuH49KVYRGk49MpiIW6yCR\n", "aCOZrMJi+bQvy3bokImPPy6joqIFn09Hd7cJQciSkxPsqy/rH2iURHf+iCj+dUigd/Cgiccfn091\n", "9TPZbHYf9FCmnc5zmTPnXK6//sxZT/8b1tGh5uhRKy0tFoJBHQ6HSEmJn4oK/6hpxW+/PZ5QSM1N\n", "N9WMOkstigq8XhWh0AyKiu5EEFTs2/ceNTWN6HQO5s9fQEnJDDyefSiVL5CTM3SJAEhBlZtueuOf\n", "DbDOB/4zm80u7/n/uwDZbPbn/fbJUlq6ki9/2TSIL9o72YTD3zylStdYLZ2GZ5+dzvTpncyfP6bu\n", "7AOsq0vFkSNWXK4SFi68E7VaRlvbL5k2reFzpye4XPMwmx8gFNqHXv8EweBtmEyLWb/+JZLJw1x9\n", "9akL59NpTrlIpdMyvN4foFTmsmvX73G7QRQlQYteDnJRUS7FxavQ68chim9jt78zYs+wXud9JBpa\n", "IJBLNHoBanUliUT1qERF9u2zsGbNdKqqwng8LyN1mM/B4SgmP1/KVM2YkaKiwjdqkQWv93tkMkFy\n", "cv444Pl165z85S/V2Y6OLb1P9dH7vv3tTF+kzu9/hsOH32TBgvcBePLJQl577d1sNjtoTAuCYGbp\n", "0pv43vf6S7Nf1yP5/l1AmqBee20yu3Zpyc834nRGKCjwYreHKSgIUVISPg0JYwGX60as1pX4/Wux\n", "2Z5HLk/T0KDjH/+Ywpw5zYP6dpyuxWIy9uyxcfRoHtksTJvWybnn+giF7sdgOJdY7EcDJOVFsYB4\n", "/EI0mvPQ6UoIh2uIxXag1286raL9Xtuxw8pTT02msXEX48aluOOOPC6+2E0yKeByqXuyXlpEUcO4\n", "cZdSXr6At976AxqNH5Mpht0eZfz44LDZOLd7HibTlwmHj6HV/uGUVK1kUmDt2kLWrZtGQ8MGAoF3\n", "hgLhgiA4uOyy6/nWt1oH3Lsu1wKMxv+DSnX3KR1Ft/t8TKb7yWTuQ6uNUFurZ8+efDweA06nyNat\n", "Ufbv/4S5cxdz7bWZUVGHT7aODjUbNhQTDGqZN695QBBnBIEaQRAEFIrxVFQsZPFiLcuWuTAY0n19\n", "6JqbjXR2GvB4jAA9YiwBSksD2GwpgsGfAAJG449OeR26ulS8994UcnMDXHppB5nM44RCa4YULKmr\n", "07N7t5Xrrmsbdm6PRg1ks78lFPr0tEWQAoE8YrFL0evPRyZTEgh009UVJBZrIi9vD/n5x88qqIlE\n", "ZHzwQR5bt2ZZsiTLlVcOBr11dXo+/XQ8Gk2SZcsasdkgHH4YuVyPQvHwWaEhtrRoaWgw0t4uASql\n", "Mt2n4DppUrDPQY/FZLz5ZikKRZrrr68btH51d08HlmA0nkcmkyIU2oFcvgGl0kMikU86nQfkIpM5\n", "UCjsKJU2lEorCoWWZDLYA8I8pNMeMhkXWu16jEYPoZCcqiordXV2AgE9+fk+yso8lJcHxlwnHY/r\n", "iEQeQqMpJhb7OVarVH+ZToPf/x2y2fCg9eaxx4p46613s9nsIFXTHmA1DpiMlPWt7gVWPa8XsHz5\n", "Sr761bYxCXr0pzxmMkKPOI+X8eOHzkIlk0ri8d8Sje7poyhv2JBLba2TG288+rn0KwuF5Dz/fAEb\n", "Nuyiu7u3dUs+MBGJOdXAxImzuOMOG4sXD5+56+q6BKv1Tvz+PwAOZLLxKJXj0GjyUSiMxGIu4vE2\n", "0ulmstkG1OrjAwKu/c3tVvHaa9P6xD56raND3VMnKI3xbFbAag1jtUp1XDZbGfn5Xyca/QZm8+BM\n", "1LZtNh57rIKOjqeAbsrKlrB0aQ5XXTU4OfGvZLW1eo4ft9DaaiWZVJCf72fSJB/l5YEx+8kff5xP\n", "c7ONm28+OqaxHArZSSTuwWCYgd//Ro+PKr1fFBXU1xvweAopKFjJxImVdHQcp6npXfT66kH1df8i\n", "AOt64LJsNvulnv9vA+Zls9mv9tsny623foW77x6MFkXxURKJwzgcz30uJ9ibSRkLVXAkc7nUhEL3\n", "k5c3j/Xr3yGV2s7ixW1nvbBWqve4H5NpHn7/E33UyXQadu++nVmzrsLv/xO5uevHfOzeWp3OTh0e\n", "j45g0MDChXej0Wj47LPHMRh8I0qyd3fPRKW6E5XKTiDwWo8k8NCDrVdx6OKL65g2LUgyqcTnq0Qm\n", "m4tONxOl0kw4fIxEogqDYTnRaC0Wy6+HdJr27bOwd28hALNntxGPy3j9dUilskycqKWiIs3Mmb4x\n", "13l5vVMwGn9CMnnvAJUxUVTw6KM5bN368slS+4LBMJ17713AVVd1sHFjLibTrZSUaLDZfgpI9KQn\n", "n6zLNjcPymwIubnz+NKXKgak+SORp2hsfI2amhq6uswkEnKqquTU1b2IXK5m6tQZzJplYcEC8ZQN\n", "qE9loliAIHwThcJIJPIYOTmHaWnR8ve/l51VkNVrR44YOXSoiPPO+xJms454/Efk5w9PcYhEzASD\n", "F6JWz8NgKCMabSUa3YVavXHM6qL/+EchLS02MhmpH9twkV1pDDyCKD5MMtlMV5e2r1+O221CqUxR\n", "UOBnyhTfAGlwkNQbo9GvoteXEwg8gcOx45Tn1dCg409/Oo/Dh+sJh1/IZrMDflOhtHQF997rOElp\n", "VSASeZJg8E1ycwdSSERRMaRj4/X+gGg0zccfv0sspqS8vIt589xoNBnWrXOwf7+W1avdI/aWGupa\n", "pVJJdu1KDmiyPNQi2tWl4rnnctm06dPe2jNBEHIoLV3A3LmFrFjhPiUVsddhaW01091t5NJLb8Bq\n", "NdPc/AhTpnSPKiIaich4++1SAJYuVWC3/4hI5D+GdZ6GsxNF8+1D0nzOxGIxGZs351JdnUdJiYcL\n", "L2w/K87qgQNm3n3XwP79O/F6qykuXsSKFeO5/vo25HLpcz/+uIjmZhvnnTfw/k+nZfj9D6LXTyMU\n", "2kM6fQijcd8pabG91tamGeBsyuUZnM4ABQVBJk0KjjhXJ5MCb7wh/WbXX3+cQKCMbHYJBsNcIEsw\n", "uBOZbD12e/Wor0UyqSQcziWRKAByEQQHcnkRRmMFzc1H2bFjC3J5PVOmSKDqdB1aj6eshxJ4HI/n\n", "z3R0yOnqkoSeIhENVquFG2+8l9dee5xg0IdMlkUQsoRCWrZvj+HxbERqet1/MyEJC1WfLIQgCIKe\n", "2bOv54EHYqPKcLjdKg4elGqm43El48Z5mTbNMyrKo8fzLRQKK2bzD+i/7q9dW0Brq5VLL60/q1RO\n", "j0fJc8/ls3HjpqwoHjz55Z5+k5MBMxMmlPLAA35mzx6ereNy3YzBsIREooNkUgJSSuVxTKaWUWc3\n", "k0mBF1+cSkmJjyVLRu4119WlorVVj8ul62uUPH/+lRQUFLJz5y/IyQkPUmJ+550inn3WgcOh4cYb\n", "G1i2bOTP+GdZba2eQ4ccdHRYUCpTPRoG/lFTZ4eybdtyqKoq4MYbj4zar5b8ypuwWq9AFLeh1/8F\n", "rXbkTHMgYCYQuAWH4yLc7mZ27txEV1czdnuQ3NwwBkOchx56/p8NsFYBy08JsF56afWgKLDLtRSj\n", "8WYUivsHRevcbhUARmPqjFH7hx8W4vPpuPnmgeotsZgMUVTg96swmZIj1oycbC7XhVgs99PSso/P\n", "PtuJw1HL4sUdZywFCxJfW6t9iGSyG7n8VwMi+G+/PZ5gUM1ll6mxWr+N3/8JTufgQvdei0RkHD9u\n", "pKtLh9cr3dzxuAq9PorFEiEnJ8W0aQ+gUMjQaH40JmqWyzUPne52ZDIVodDLw3Kbjx0rxee7nClT\n", "CjGbJxKPdxOJVAE7sNkO9E1q0aiBZPInZLMx1Or/6juXk4FV/yxoW5sGlSpzRhL3ovgo8fj+QQWw\n", "77yTz3PP7cr6fEPJNxtZsuQWbrhBZN26yVx1VTcFBb8mlboTjSZGJCLjJz9xsHPn8/0V7QRBUDN3\n", "7u08/HA3breaujozMtn5zJ59LX//+3/3KFCJ1NYaeeqpI9mOjm0975MBRZSVzWH69FwWLgyNWT3o\n", "ZHO5rsJqvQVR/AyD4Wk8Hnj33anMmzd2uuBIFomYSKcfIZEIs337X2loMOJ0ilRWdg3oGzOUSTK/\n", "56NQnI/ROINkUiQU2oTd/sopF8Nt23I4cKCAm246MqKjGo/ryGT+SDD4zrAy7HV1empqLLS1WYnH\n", "pejcxIl+pk494YRJc8I9BIN70eufOOW9lEjAH/4wk08/TRMOv41E9ckKglDAtddew9e+NlBp1eVa\n", "gV5/RZ9iZa/t3Glj7VoL993X2ncf9GYQGxpKWbXqGxw//jjTpm0+4z4vLtcqLJYbSKcF9ux5jvLy\n", "j04ZuBJFBS+8kM/69btQqVTMnDmTyy8/vfHrdt+HVlvJ3r0/p6VFiddrRK+Pkpt7om+aRpNh/34L\n", "H35o5847W/vm9XQa3n+/mK4uE1dccT4GQzkm04OMpR2CJPtsxGD4wedGExdFBRs3FtDcbGfq1E4W\n", "Luw6rTVQFBWsWeNk8+Zuqqs39oruCIIgJz9/IZdeOp0ZM0Ls2jUOhyPIsmUtIzRVn4sgnINaXYZO\n", "N55Ewkc0epxU6ghq9T6MxlZaW7V0dEh1uV6vjmBQh0KRwuEIUlAQpLQ0MOZ52u0uw+NZSWHhdJTK\n", "LKHQLmD9APGZ07X+gHbcOAWVlReSnz+XYPAg8PJpiVp1dakIBG6guPhq9u37iF279qHVxrHZQuTm\n", "SkJPBQUS+PB6v4kgyFEqf0ciISOTgVRKxiuvFLFmzUdI4kyyflu0f8aq1/r6VH3xi3kjZm98PgUH\n", "D9qor7cTCmkoLPQxdaqHKVOCo54XXK6rMJmu61NXPdk2bszl8OF8rNYwc+e2n5GjDVJw5dlnnWza\n", "9PGpJMwFQbABsykqWs6qVQ0sX976uWV8/v73YkIh9SCfcrTm9aqQyX6N232U/fs/RBR1RCJqdLo4\n", "ZrPUX6+ry4BKlaKjw4rTGeDCC1tHxciJRExDtqM4m1ZXp2f79kKCQQ1TprgoL/eNyX+WMpCD590D\n", "B8xs3jyBlSuPjboG2OW6EKPxCyQSLtLp/9tX/jBai0Z1BIPXY7EsJxRqprl5DQ0NrbS2WnnrrZ/8\n", "swHWfODH/SiC3wMy/YUuBEHIMnHiGhSKJHJ5gsrKKu64ow74c08DyIER36YmLU88YSIWCyGTGdBq\n", "ZRgMYDRKm8kkPep0SfT6FGZzAoMhhcWSRKnMEonI8PlUPY2JlQQCKjZtmorZ3IVG4ycYhEAAotEM\n", "6XSQZDKMXp/D1VfDhReOnkooigWkUrdiMp1HZ2cde/Zsx2zezsKFrtOmDrpcN2O1XoPX+yq5uW/3\n", "PZ9MCnz0USGdnea+tGkgkIdc/mMSiVYMhl+gVCb7GrfW15sHSHP3NtTLz4/21UvFYhri8UfIZhPo\n", "9T85bUqKy3UxBsMtZDJxotEXsFj24vfPQRDmotfPQKEw4PPVcOxYG7m571NWNlii/8T3VBIKfQ+l\n", "0kFNza/Zu9eATJZh9uz2MQkxjNbc7vMxGu9FLv/SgO/f1aXi0UeN7N370rD9nkpLVzJlylwuvfQo\n", "s2b5CQR+SSy2vq/J59/+VsDTT6/NZrON0NP3SqGYx4UXXobNFkepTJOXJ3LBBV8hldpDXt5rgOQI\n", "PvpoIR99NKj5pCAIApDHpEmVlJWVsHBhjDlzPKc93oJBO+n019FoxhEMPk4kcpg1a8q44ILGMwZw\n", "IN0jKtUjhMOHevo1Sffnrl0Ojh7NRaeLM3t2x6iUDCUa62w0mtsAyGQeHTYD0SsjfN11R0858ft8\n", "/0k2m8Bm+9movlNXl4pjx6w0NVkQRQM5OQGKi31Mm+ZHrdYTj38DjaaEaPR/RuWkvfhiMW++qcLv\n", "rwL2MnXqUr76VfUAafBkUkk6/TSBwOMDmsEmkwK//GUhmzfvYfXqOaxa1cHOnQ5qanKxWsNUVnZi\n", "sy3AZLp+yEDWaC0e1yKK30WlGs+mTc8zbVqGkpJ78Xr/MiibNpTFYjLeeScXqzXD4sXu03J8XK5b\n", "MJkuIZV6qE+kIpkU+jWqNhMM6hCEDPv3x2lo2MLKlefw5S8PLH7ftMnJkSNF3HLL3cRim0fdEsHt\n", "vgud7jwUiv/oq8HotSNHjGi16bNaH9HRoWbTpiK8XgMzZ7Yxf373qB3hHTusvP++lqqqrQQCR07u\n", "dyMIghqN5gbKys7lttv2MmfO6AMq4bCC1tZzEIRK9PoybLZiMhno7m5FFOuIRg+g0x2kuPjUNOZ0\n", "WkY8biCZNJBOS1s2q0cQpmIwzEMmUxMM7ubgwWO0tjayenXtGTvNyaTA1q1ODh/OJycnwKJFbX1z\n", "RCRiIhxejcWyjHC4jlTq5SHrdaR9ZTQ26mlrM9DdbSActrN06WpsNjuHDz+B1XqUkpLwsEHXUMiO\n", "Wv1ETyb1RGa9tlbP736X4ciRN07Vrw5AsFrPYeXKC7jzzoHrajIp4PUqqa83cfy4HVHUk5vrZ/Jk\n", "L9Oni2NeMzyeqZhMPyYY/BE229B17V1dKjSaDFVVNo4cyUOnizNnTvuIbQ6Gs4YGHc89Z2Hr1jH1\n", "EBQEYQrl5V9kypQEFRVtXHBB11kJfPfarl029u4t4tZbD59RmwJRLECn+zWi+DNycg70KVtL4mFS\n", "tisQ0COTpQmHtYTDOoqKuli2rI4JEwZnCKNRHdHoN7Ba5xEMHica/Tu5uRsZaz/NkayhQce2bYWI\n", "oo6Kinbmz+8e0zjy+4tIpa7GZFqITCYnGm0jHm8mk6lDFJv55BM5S5dWnzLwCpLar1x+HypVDsHg\n", "X3E6N5/JVyMW0/Dhh/fgci0iFgvR3n6EHTsW/bMBlgJJ5GIpksjAToYSufj2t+/H65V6C8jlGZYs\n", "WYHRaMLr/dmgXkiPP17EG2+8n81mm3verwTUAza1WoPNZkSjMaDVGlAoDD1ccRmJRIJ0OkwiESAW\n", "C+HzBQgG5UjNLjci8ZfjJ2UW9EyYcDGXXlrEypVj47pGImbC4ZWYTJcQCIQ4dGgHavUa5s1zj3pB\n", "DAYdZLPfRi7XkUg8OqCPws6dNvbtK8JgiLFiRf2AtKkk/fowgmBh06anaWnJotEkycsTGT9e7Ivo\n", "nmzxuI5E4r9JpQKYTI+chWisgMt1OSbTDSiVRqLRdqLRAwjCdnJyDgFZDh0ysXHjRJYvrx0xsrV7\n", "tx2d7ssUFU2hufmnVFQcHXbfMz3nSORJQqG3BqlDPv98IS+/vD4bjQ65kPQAnZUsXTqTH/5QUgt0\n", "ua5ArV6M2fxtAPbvN/OrX6Vpa9uH1GTbQH7+bG6+2cfcuVLjVL+/CL3+V2QyX+xz2vbvt/DHP3qy\n", "x49/MOLJC0IOJSUzmTRpCosWJZk/v/u0nQ+XawkWy11Eoy10d7/Phx+GzligpLt7OibT9/H73x9S\n", "Hjedhj17bFRVFSCXZ6isbB8VqJOA1u1YLMvx+V7A6Rx4ndraNLzzzlSWLKk7JZ3S5VqNwXAJMtnX\n", "TktYIxSSc+SImYYGK263Gb0+yrhxfqZMWUhe3rVDSv4PZWvW5PHSS2k6OgQWLBjPd7+7Z8Di7XLd\n", "jEZTicn07QHv27DBwdNPH6e9fQ85OV9g5szxTJ/ezLx5nQMigKL4MxKJ+kHKZaOx1tYpmEzfp7u7\n", "G7f7t8ybJzmDJ37fv+N0vjLm447FXK4rMJtvJhb7f+SdeXgc5ZXuf1/v+yaptbSsxZb3Td7lHZvN\n", "NgaDWZJAmJCETEISkgmThdyZTJZJQiYJMwkQEiB4kpAAxiZgFhsbgzG25X2XLcuyLcnauyW1Wr2r\n", "1ar7R3XLktXabBOSe8/z1NOlVnVVdXXVd75zznve9zuDwkQrKow8/XQOJ07sB5QYjQuYP9/K9Om1\n", "uFwyE53d3kVZmYXTpxdw++2fJRD47pBZT/n4n6Cz818xm2VmxOZmDUePZlBdnYZaHScSUbNq1dlr\n", "3oR+/ryR3btH0dmpYt682kGfydZWNZs2ZVFaWsv587tSaeoIIUYh+8JaTCYty5cv4J/+KTXlcySi\n", "oKpKDiJaW/siIOz2UA+8yWZLQ5Kmo1JNRq8vQq22EgpVE4s1IoQOhcKAQqFDodChVOpRKnUolVoU\n", "CjXxeCfxeIR4PEJ3d4Tu7jCdnY1I0g4yMo4DEvE4vP56IYGAlrvvPntFE+Z4HA4ckOFHFkuYhQvr\n", "BoTGygmFO7BaVxGNNhKJvILTebDn//v2pXHoUH6PMG1+fhZFRV8mHK7AYPjVsMcSj+dLKJWOHmh5\n", "0taty+Wll96RYrGUUhIJcjEdkMecOWu47rp2urqUCYY/NeGwhq4uFSaTAocjQm5uHVOntl+xfwiF\n", "LCgUT+DzrSczc0vKbSoqTDz/vBEhYNo0JZMnBwmFVJw6lY1KFae4uHHYSbvycjMvvKBn795BSXIG\n", "MqHXj2Xp0tUUFEi0tFgYM8bNggXNVw25TfqWkTznjY1anM5oyrlgc/ONWK33IUlfGbDHsbFRS12d\n", "LKZdXp6Hx5OJ2dzOmDF1ZGb6cTpDZGQU4nQ+TChUiU73G/z+JZhMq1AqdXR0bMNs3nTFWq4gFz1K\n", "S3Pxeo1MmdLA/PkDaxNebrGYmra269Hrb0Svd+Hz7UOheBO12kc4PB4Yi1I5GpWqEJPJmOiDu0hX\n", "VzVCnMVkOtOnWhoKWQiFPofVWoLX+yZ2+yvXtF9Vhhveitl8G6tWOf4eaNpXcomm/XlJkh677P8S\n", "O3bc1vNGTc14srN/xK5dP6G+PkpHh8yIZrcHCQQ0bN9eTVPTawOJ3w1xLsqB1KmFEBMB40ACsEII\n", "JU7nbBYsmMUnP9k8bIKEpMXjSlpabkSvvw2FwkpFxSGUylcoLh68b0Se3D6Iz7cTh+P3PcQRJ05Y\n", "OXgwF4Wim5KSup7JYiikoKLCQk2NleZmK/G4kuuvv4m8vCm0tf0El+vMoMcLh03E4z+ls7MJq/Vn\n", "1xTqEo8r6ezUD4h/PXbMxp49Bf0GqHgcjhxxcOxYDipVnFmzGsjKWoHNdhsdHT8d1iR1pOZ234rB\n", "cBMm08N93q+sNPLrX0ucOrVxkHtpPOBk7twJ/PCHbnS6bqJRPQrFHzlw4PtUV8dpaTFTVmbk3LkX\n", "gRpAzyc/eStf/OKl+6Gl5euARHr6Ez3vPfOMi5dfflOSpGH1GwkhbGRnT2bMmMksXCgxf37LFTkS\n", "GY53KxbLGfqM3wAAIABJREFUKmKxKEeOHCEtbT1Tpow8yHK7F2O3fwWv9/cpWdaSZAbJe+DoURtH\n", "j+YQjyuYOrWROXNah8EeNgmj8REikTq02v/uYb186aVJFBfXD0lsI9Nsf49A4FHs9uqU2/z5zzkY\n", "DBKrVg0N04rFBBUVZi5csNHQYGPcuDksWHAzR46sQ5IOkZUVxuUamOlx+/YM3n3XwuTJKvx+PTNn\n", "1jF/fkuPPpvf/yPS0i4926GQgh/8IJ+DB48gC2m3sWDBXL797f69Ox0dWej1vyIQ+PeeZvuhLBJR\n", "UFFxN+PH38X585sZM+aP/c69vT0Xne4/CQQOkp7+9LD2O1KT76Uv4/d/f8DMOcgBzzPPZLBjRw+5\n", "jBDCxIQJn2H5ciWdnWq8XiMqVZy0tAA6XYy0tLuZOHE8FstDA46Dbvcc7PZH6Oj4D4zG8xw7Zufs\n", "2XT8fj15eW1Mmyb3sB0+bOfAgTzuuef0R8KmduyYjYMHc9Fouli0qLZfkmr37nQ2b1Zy8uRuAoGz\n", "yepHIkFpSyxOZLjZiR7mOb1+LEuW3MgDD7hRKCRqakw0NSWrMvqeICIzM9AHATGYBQJ2QqFiZD3C\n", "MHLvUBAhgqhUAZTKAGp1B3p9mJFk2F97rQCfT88991SMKMg6fNjO4cO5aLUxFiyoHVaGHJKTw9VY\n", "rbfR1RUgGNzIgQNVNDTYWLWqklGjwrjdd2O334nX+6d+yZ6hLBSyoFY/i9//f/oE+VVVBv77v5WU\n", "la1H7r3KQP79dMisuUqgm5yc+SxbFiY724fJFMNiiWKxxLDZOjGb40Sj/4PBkEtHx3G6ujZfIa2/\n", "wOd7jK6u5gElRLxeFU895eT9919DZvfLoahoAtnZ+RQXS+j1gsZGG/G4gunTG5g1q23Ae+jIESt/\n", "+YuSI0fekiTpisnJRFraTG65pYQVK5rZvz+H+no7+fmtLFjQeEXPZySi4IUXJjFpUtOA+qpJa27W\n", "cPy4g6NHlVy8GOT66/WsXZuaxK2t7VGE0AzJXJs0j0fDu+/mU1OTidUaYMmSGxgzZi779m2jtnZX\n", "gpDMT1GRn3C4GLX6dozGcfh8e1GpNvbo9Q3Hamv17Nnjoq3NxOTJjT39u8Mxr7eAePxWrNYFRCJN\n", "hELbcDje66cB5vOpePnlSUya1MjcuQH8/nHE42NRqUaj1eah12cTiwWIROro6nJjscwjEDiBRvNc\n", "SrmNa2WNjTruvfeVjz3AGsr6BVgdHY8TiRzpw8BUX6/j/HkzL72Ux5kze5AFKTuRNWz8yFUnPxAY\n", "Ttl8gPNQAEuQm0QHZCwUGk0Bc+bcyN13R64YlubxTEeS7sFqHU9NTRmS9DLjx/cNfKJRA8Hg1zEY\n", "xuP3/4qMDFkbp7LSSGmpnLGcOLGJzMwwra06vF4dzc0W/H4DDoefnBwfRUUdPQ2lbvct2O334/X+\n", "th81c9JCISuS9BiRSBVpab/kWpaPh2tHj9ooLS1g9eqKnonJkSMuVKo4c+bU94GLud3XY7d/gfb2\n", "p8jI2D3IXkdmkYgOIZ7D7/9v0tP79ljJFdS3JElKSeGZaKqdDuwiJ2cJt9wyBbW6G4/Hws03f4pw\n", "+CLR6IuMH9/B++9n8uyzu6RA4LQYO/YWvvIVR889FY0aUCjWEQr9a09WvrZWz89/rqKs7OWR3udC\n", "CBMOx3jGji3muusUXH998xVCBwVu9zK02jtQKtNpbd2G0/nKsFnE3O612Gx34fP9vOee7m319Tq2\n", "bh1NKKQjPb2DlSurewKCsjILR45kEwppmTy5cUgIgkyX/hVMpul4vb9hy5YOsrM7WLFi8OD0Ukb2\n", "ZTIzU4t7btvm5MUXawkGvcyePYfbb/eOiKLZ51PR3LyUgoJ/5vDhlzh9upJgUIdO14nVGiItLYTT\n", "GcLlCvU4/CSNdlWVgQ8+yAfgppuWYTCk93HAVVUGXn55Cjt3NhONvgNUS5LUJez26dxzz3w+9an+\n", "39/t/gQGwyJMpq8x1HN/+HAGRuPD5OaOpq3tl+TlDazbFQg4EOI/iUYbsVofG5RZdCQWDpsIBh/E\n", "ai3B5/uvfs9pb/N6VTz7bDbvvfe21NlZ0/tfQohR3HbbrXz1q7IAdn29josXTTQ2mmhutrFy5cM0\n", "NNTR2voco0YFKCwM9NyPSdHpmppnOHmymvp6O3Z7kAkTPEyb1t5zb5aWOjh9WodSaaGzU8X995++\n", "prCkpMXjsG9fOidOuDCZIkya5CYrK8Rbb2Wwb18V1dV7kSfftl6LFpnOux1ZL6kp0eunSPzfjhAT\n", "yM+/kcmTg+TmtpCZ6Sc3N0BBQehvLuQ7lL3xRh4tLSbuuadiSIhWWZmFAwdyAZg7t25YUORUFo8r\n", "aGpagdF4NwCh0EZstl10dn4TjSaTaPSxAZM0Q5nH81nU6kJstv8A5Crk2bNWNm8eS2lpJd3dFwA3\n", "8m8XTiwx8vJu4v77Xdxwg2eA/X4JrXYsQvyUcHgVZvN1gMDv/wCD4S1MpuGRGXk8D6LXT0Ov/8aA\n", "OlXPPTeKt99+X/L7+8xxhBAGdLpcCgunkJubQU6OgUhED4iU4/vu3WmsX99JWdnbqfrNRmJCCIHL\n", "dR1r145l7dpGWlvVlJZmU1OThsvlZcGChkGT6PE41NXpuXjRhNttoqXFTHq6nzvvTC1Q7/OpOHbM\n", "zokTaiorA9TWnqK9vQYIMH78Gr70JX3K+WQkokOSnsLvfw2n8+1hf8GamgKMxu/Q1SWorn6KoqIK\n", "mpr0NDYaaWqy0N5uwmgM43T6yc83kJl5M3b7AkKh80Sjm/pAzS+32lo9paU5tLaamTixkfnz+wZW\n", "yWtTUyOLSmdnB8nPD6JWq2hrux6D4SZ0uix8vlKUyjcHfDYiEQUvvjiBnBzfgD47Hlfg8xXQ1TUe\n", "IfIR4sNr0oM5lP09sAgOx/oEWM3NKzCb16LVfqlfxnDDhhxefHF/UoRTCGFAzt6YE4sFMAAh+gde\n", "ocE0ZXqdix2YDewcqLemZ7uJE29i9WozN9/cfMXN4W1t2QQC9+J0ltDWVkckspHRo/fQ0jIdk+lf\n", "CIUqiUafxuuNc+GClZMn8+nosGCz+dDroygU3RiNEUymKBZLhFGj/IwdGxjQ6Xk8xVit36K9fXM/\n", "CuFAIA2F4jFCoVOJfpiPzw4edLB9+0SMxjAmU2RQ59fSMgOL5Vu0t7+C0/n6NTm+2/1ZNJox2Gz/\n", "3uf9hBYJ58+/lep+SogarwLqAA2Qw9y5U1m9+hzjxvkQYgYm02cxGL4EyKX1X/wCTp3azk033cN3\n", "v3tpEHG770ajKcZm+7ee9zZsyGHdug+kcHj4zFj9z1FPVtZsZs+eyu23D18MM5WdOVOCTncPLpcL\n", "n28PKtWGQeUUPJ6HMJvnEQ5/vw/MNWkffujkxAkX06fXMWdOK++9l0N1dXo/Ha7KSiMHD+bQ3m5k\n", "woQmSkrcg05Y3e7FmM1fpq7uJAUFvxgSMtDe/hPicW8iydDfKipMPP20khMnNkqSFBFCZDFlynJu\n", "vNHIypUjC1w9nlnYbN/E630eu/09mpp0NDbqcbuNCZy9HkkSWCwh7PYwGRlBsrND5OREOHKkiOLi\n", "n7Jr1y8oKTlMY6OOgwdz8HgslJeHqah4SpKknt9XCKFk4sS1fPnLmhTPkyAQeIJQaDdO5/qU51pT\n", "o+fo0VksWvQAQrSh1/94WA3T0aieSOQHCCHQan+AVns1MDmB270Gm+2eRKby2UEng6GQgueec7F9\n", "e78JXs8Os7MXcd99E1PSkzc0jMLheJwNG14nGj1OOKxDq+0kI0PDjTc+wpEjeykv38mYMS3MmNHS\n", "L/t97JiN55+PU1a2m9zcQjSaZWRna1m79jRTp46812U4FosJDh6088470ygvN9PSchBZE0iN7A/b\n", "ey2BREBlBKzIQs92ZJ8aQJ64ewEVJSU3cN99kSsORP5W9tZbo2hutnDXXRUpq/UVFSb27culs1PF\n", "zJn1V03aU1OjZ8uWsYwa1cbs2WMwGu/CYBiF11uK0fjEVen2BYMGVKrnOXjwd5SXtxKNqnE6fZjN\n", "Ud5+u5NTp164HM0jrNYprFmzhM99LrWOj8czH6v1q0SjX8Nsbu31/ixUqpWYzdMIBM7Q2fkOTude\n", "Bkq4eDyLsFofIhr9lx5o7OW2aVM2r7xyRqqvH1QLUAhhxWzOJz9/Ck5nFnq9A7W6i2nT6pg/38OH\n", "H6bz6qvtnD37Tu8x7WpMCKFi9OhVfPrT6SxbJp+/z6eitDST8+edZGe3U1LSiMsVobVVzcWLRhoa\n", "5OptR4cRnS5KWpqsNZmXF+gHKY1EFJw4YePECR3l5Z00NJTT1HQB8PSePwghHCxefDdf/7onZfUs\n", "2d8WDH6rj3zJQNbcvAKH4zN4vVvx+zf0EE4UF9f3oD+S/akXL5ppbLTg85mw2eLMnDmbgoKFQCfB\n", "4Bbs9s09VaX6eh179sj+ZeLEJhYskNE5kYiCCxdkqLDbbcbrNaHVdpKWFkCt7kaIcRQWLmXMmPF0\n", "dLhxuz9ArX6X/Hz/gBWveBzWrx+LVts1YND6cdrHHWAJIe4GfgBMAOZIknRkgO3kAEuGujyLz/c/\n", "ZGQc7rPR+fNGnnhCwYkTGwaDBiaybkb6B15aLgVdvuSSCuIlhJgE6AY6317bacnNXczSpeO4++7G\n", "q8LvBoMGqqvvJSdnGdCNTqfl4MEtHDt2gu5uaG+30tmpIT+/nunTG8jMDJOREb2iJkqfLwe1+gdE\n", "Ihcwmx9HrY7h8znRaH5KIHCIjIzfDbmPffsclJbqKSmJMG/e0HCtkdiJE1YOHXLR0mIlHlfwT/90\n", "eEjGmLa20RiN36ejY/cV9ZGArLkViVyPwTAPrTazj6gvyA/844/nsmXLRqAV+T4zcek+y0LuXagB\n", "jgEewE9x8X38+78HEgOnIBr9E8Hgf/bAmX75SxelpVV87Wu5XHddkp5cEA7/Hr//mZ5MUiCg5Ec/\n", "SufgwRckSRoJI09KE0LkMG3adSxbZmLFiitjIgM5C3zy5Fyuu24GGRmz8ftPEY9v7JNFisXU+P2P\n", "otFkAv/Rb0Lc2qrmnXcK6exUsmLFhT7EE5WVRnbsGI3VGmLFipo+z1lNjZ79+7PxeCwUFblZuLA5\n", "5TOxZYuLQCCXG29cg0bjIBr95YBQOLf7PozGhWg0X08ZiPl8Kp54wsn77/9VkqSeSYUQQkNm5hzm\n", "zJnO2rUjE3yU+5X+jfb2l1MyFXq9KurrDTQ1GWlr0+PzGQiHtaxYsQalsosNG7bT1JRNWloL1113\n", "moYGDX/5S6nU0XHi8l0JIZzceOOdPPJIQ7/f3OstwmT6cT/dQZ9Pxfvv52I0LmLp0tX4fFtwOv/E\n", "SCrccqbxUbTaXCTpe1cE3/B4pmMwfBFJihOJ/G5IaHAkouAPf3CxdWtpMjGXyoQQWqZOvYuHH46n\n", "hIc1N9+KwXAH69c/zdixNVRVjWLFioepq6vmww83o1Z3Y7EESU8PkJMT6Onlqqoy8OyzJvbtezXZ\n", "7ySE0ACrSE/PZMIEienTYepU/4gFagey1lY1r7wykZMns7l48RzB4HFkxIcZuQ+6GggiB1PJxQJ0\n", "IfvFZEDVnoL8wkFx8S188pOCefOuHZPoR2Fbtrioq7Nz111nevqSa2r07NmTS0eHnunTG5g7d/jE\n", "IAPZwYMODhzIY+7ci31kE/z+jAGDjoFs2zYnlZV6Vq92U11toa7OSlubmUWLFuJyFeD3f4+Cgksy\n", "EC+95OIvf9kpBQK9e9qdLF++lq99LXVPkd+fjlb7a3y+J8nI2JfyPEIhC4HASkym5Yk+nQ/Rat/C\n", "Ymnu2UbuD/4F7e2/7Ddfu3Rt7Pz+90HOnn1juC0dif7ldJzOQtLTZ2E2u4jH7VRWNuDz7UO+d2OJ\n", "pbPXer+/JUkack4mhNAzefLtfP7zqp4eMBn+bGbv3nyqq+U2DLu9HZerlYyMANnZQQoKgil9TTwO\n", "5eUWjh83cfJkN01N56ipOYtcGR5wvibM5gncdttyvvCF1AGU230vRuNCdLqvDYgCCIeNRCLfQKcb\n", "TTD4eJ/xsaLCxN69o4hE1FgsYfT6GCZTFJMphtncidkcw+vV0NxspLnZSmbmHKZNm4PD4aShYR/n\n", "zh3H7zeSm+snMzNCMGghGDQTjZqIx/Xo9RJGYzcGg4ReL6FUqhBCjVY7Fq02A59vNx0d79LU5MXt\n", "NtHWZiQY1GE0RnA4gjidAXJzg+TmyhDjv/61gHBYwyc/ObSY+NVaVZWBvLzQiI7zdxBgTUDWZ3gG\n", "+NchA6yWlq+jUJhxOH7cZ4N4XIZlvfbam5IkDR8f2vcYKuTJsAUZ9mBFdjghLsEjkoEXyFDB8qEa\n", "KIUQAotlMvPmLeZTn2ob9qQqyTDU0GDC45H1LyQJrNYI6enTqaryo1DUotPF8Pv1FBW5WbJkcJp3\n", "j0czbJrbcNhAZ+d/oFBoiUafw2T6Nn7/h2RkrBvys7t3p/Hii2HKy3eRlzeJyZPHsmxZ6DJNnpFb\n", "WZmFgwddxONKZs2qY8aMdvbuTefYMRe3335mSLY3vz8dheLHRKPVWK0/H1bvmCzoeT0GQwk6nZOO\n", "jpN0de3Cbi9FrY4RiwmamnQ0Nek5fNjF5s0t+P1nkSulYeQBPRnQR5HhpX36QERa2kweemhGj65V\n", "S8uXASXp6U8C8P77Tj74QM+jj9b2/L5u90JMps9gMPxzz462b3fy3HNlUnPz0DpKwzQhhIa0tGJm\n", "zpzF7bf7rojNCS71zq1c2YDJtAKb7SaiUTfh8OuYTMfo6voBkhTuQ6+ftMOH7ezbl09RkZsbbpDF\n", "lWtq9Oza5SA/v5NJk9oxGuNs3+7i4sW0lDTxjY1a9u7NpqHBTkFBC/PnX2rKv5yOvbn5DhyOT+D1\n", "burHEOfxTMdmezSRKew/1sTjsG7dKDZt2tF7UnPZNXVRXLycm27SctNNw69ut7WNwWj8IT7fW8Mi\n", "hfB48rFaf8G6dc9QX69ArY7i8zno7lbQ3NxEY+OfgRagQ5KkPplVkZk5j3vvnc6aNf2rjR7PF9Bo\n", "xmC1PkosJti920l5eQ433LCc/PyZ+Hy/6tPQP1LzeL6E2VxCJPK9YWVjQX62Y7EvYTJNxOt9mczM\n", "txgquIvH4YUXRrF58xHJ7U49kexlQogsVqxYy9e/Xp8y2dDe/hP8/jZ27XqTG254EJUqgMMhwzID\n", "ASXV1UYaG414PCba2kx0dysoL1dz5swmoBI5ode772kh0IRK1cWYMVPIzc2kuLib6dN9w9IJikQU\n", "NDbq8Hh0eDxampqgulrHhQt5dHfX0NT0FnKyx8KlytRooDCxh/PIBFQe5HtkWL5DCGFm4sRV3H23\n", "sSfr//dq776bTVVVOosWVVNWlkFLi4XJkxtZsODKmXyTFo/DO+/kUlvrYOXKyhFpxSXN49Hg8Wip\n", "rzexa1cux483E4/rmTs3k6lTL5KX52P8+A60WiXd3c/T0fF4H1j1ZWy2QggdU6feyVe+0p0yYI/H\n", "FQSDvyAarRxWIhWgtXUKcAtW6yyCwfNEo9uwWvfT1fU4weDuAcW0a2v1PP20mX37Nl4pnC9B1pGJ\n", "Xp9BOFyFTN+tQa7EJhfNAOtq5MRC8nce6BXAiMu1gGnTIhgMESRJgdEYJj09QFpaiNZWA3V1jgHp\n", "5ZMJsHPnjBw9qqCx8SKVleVAw3CToUIIQV7e9dx3Xz433ZRaB9Ln+xmxWC3p6b/p9z+PZzpm8zcI\n", "hSowGn/Vj8k0aTU1erxeLX6/mkBAQygkL+GwhmhUlj/S6aKo1V14vWaUysmUlMxmzJg0urvjxOPd\n", "dHXFEaITIaIolRFUqhBCdCJJMeSgNrkeA2pIS9uZMiiMxQQXLxqorzcm5BuMRCJadLooSmU39957\n", "5iMVT5Z1cB2UlXnJy7OxeHGUefOGx7r8cQdYPQcSYgdDBVivvvpNzOYfEo1+tV9mc9eudH7/+1qp\n", "pqZ/M/zVnZcCOciy0j/okoA8YCvQOljmIbGvbGbOvIk77lCwaFHfBsdkw74sJmfquYkslmCiOTjY\n", "RyU6FFKwY0cOBw+OIx5XMnp0XR8Si8stHoetWzPZvl0wY4aKu+/un5lO/TkFXu9XSU+/Abd7/YAD\n", "ZW/bsSOD9es7qKjYkizTCyEyKCyczbRpBSxf7h8xs9zp02YOHMglFlNSXNzQL1DbsyedkydzuOOO\n", "M0MSi4TDhoRWVhyd7ocpBxmfL4dodBkGQwlarZP29jK83v20tR0nEFAQCqkJhTT4/TrCYS06XScG\n", "Q4S9e02cPr0eGe9uQW7QtiDrkdRJkpQywBRCOFi16h6+9S0Z/tfWNgaT6UcolfejVHYTCimoqTH2\n", "+X19vv8iEtnXQ8Ufj8Njj+Xw3nsvXy32fIBzdDJx4lKWLk3jlluarqgyeviwnf3787n11gqysrrw\n", "em/CZLoVnc6J17sbm+1XfYLeUEjB228X4PUauf76Cz1Oq6zMwosv6ti7dydZWelkZY2joEDPpElx\n", "zOYuTpzIwWYLcvPNF/tlaD0eDfv2ZVFTk0Zmpo/MTD8nT7r66WZ4vfmo1d+iuzuMED/HbPYQCNhQ\n", "q5/A5/vfATXbtmzJ5MUXq6ire38wyLEQQkd29jxKSiZxxx2twxbW9PlcaLU/GTLZcfSoDYfj3/D5\n", "WolEnu1pCo/H4Wc/K+a99/xI0gXkSqsBue8m2Z8RAboYPfp67r8/xMSJ7TgcMRQKiZYWDR6Pkfz8\n", "x7lwYRv7958iPV3L8uX3olQK4CeYzYM3cA/Hmpvvwm6/A7//MdLSygbcrq9A5G6MxnXDZrtav97F\n", "pk3lNDbuGm6/okhPn8u99xanbDgPBBxoNE8RDtegUOjQ6b49INQ0FFLwq1+NZseOA3R1dSAHNyZk\n", "yF0ykdcJTAWOSpLkFkJYMBpHUVAwhcJCG8XFsjC62dzVL5BqahK0tcUJhdpob/fidnfQ3W0CxgHn\n", "Evs3Iyd/ksfs6PVqAPKRx7A25EDMM9g93ec6CaFn7Nibue22jJSwyr8Xk4WsZ1JVVYTdfhqns4n0\n", "dAm7HczmOBZLJ3Z7lLS0zhGNeYGAkk2bxtDdLbjttvODoldaW9W43Tra2rS0t+vw+3U9vkWlihOP\n", "C86cUXP+/B6i0WOAgmXLbuPb3+7LVux2r0WvX4TZ/Eif/W/cmMMLL5TS0VFGbu71fPrTBdx8czOp\n", "zOP5HDrdNAyGR0ZMXhWNGmhvvxmj8Xr0+hz8/pPYbN9PuW0opOCpp1xs2fLGlSbFr5UlKmIgB2e9\n", "Xy9fz2LJklt54IG2PqK+SUvqoh07lo8Q3dhsrUSjIZqaBB0dYUKhZurqqolE6q4UwiiE0FNcfBdf\n", "/WosJXRfHoOepL39CZxOOdEqs+Z+HpttOV7v8ylJo0ZioZCCvXudnDyZSyikJz3di8MRRKGQEhWv\n", "ToQQ+HxaOjq0BINaQiEt3d1K9PooRmMUszmCxRLF4YiQmRkZkb5dKKSgttaAyxW+Kpr7wczrVbFt\n", "WyalpR2cOLEbqAXsuFzTGD9+PIsXdw3JuvwPFWC98cYFwuG9/bD/Pp+KX/winT17XpYk6cqy6yM7\n", "195B10xkx9iEPCkJkCDS4BKhRrzXZ03k59/EvHmFTJjgw+/X0tZmxO839MHq5uYG+5Qje2u1JLWp\n", "srK8XHddHTZbjEOH0jh5Mhu1uqsflWljo5aNGzPZu7eMxsYDpKVNZenSOdx77/CZcNrbswftm0na\n", "tm1ONm70Ulm55fKMeOL7ZzF27DyKi3O4/vr2ISEvFRUm9u93EYloKC6uT8kcFI/DuXMmduzIw+u1\n", "s2LFqSGpXONxJT7fd9FocqivfwyfL0hX1yjs9kVkZk7HaLRTW3uec+dOU1V1BpUqhE4XQ6eLYTB0\n", "YjLFMJk6cTojZGVFUKslNm3K5vnna/D7W5AZm1qQ+6zcw9IimTz5Hr75TdFT4QwGnyYY/DNOZ2m/\n", "jb3efEymnxGPf7an2nP4sJ2nn3ZL58+nJly4BiaEUGGzTaG4uITVq0NX1Jdw4ICDQ4fyWLPmUkDT\n", "3p7brxpUUWFix47RZGX5WLGitmcgKy1N45VX4hw//nYyYE04yDRstlxycyeQlWVDp8uku1vDDTec\n", "SXk/BAJKtm0bxa5dsygqOs+yZef7VeficSVtbZ/Har2O9vZ1aLU3EovV92Fs7G1lZRZ+97tuTp36\n", "67CzkhpNHtOmLWfFCiXLlrmHVc3y+Zyo1T8hFDpOevpTvc5XZtI8fjyH7Ow8brjhfuDzffqZLrGL\n", "bQTGAi7kKkUjMsOYnSRxARSSn78UpzNKNCr3eWm1EfT6ENOmObnlljWcOvUyU6bcid+/F4fjt9eU\n", "UdTtXo7d/gW83qdwOvek+P9CzObP09nZQnf30yMiCXjjjSxeffUiFy9uHyo51tuEEOpEj5oqZZ+R\n", "270Mg+FOFIr/M2DvWSwm+MMfctm8uQ8sMeFbktWk5JKNnMjbB9RzKQCy4nDkk5VVjCSZCAYDdHT4\n", "8fmCyN+nGzkJqEUO1OzI49JR5ARQhAQkfrDxKVEhcCEHWxrkQKt6mNAqDfn517NyZT533VX/kcN4\n", "RmK1tTrefHM8Z85kEAg00dp6gY6ObuAE8rXRkJFhwWKxodNZUams6PUabDaw2eQAzGYDi6UTq7Wz\n", "j9huba2ezZvH4nJ5WblS1lALBJQ0Nup6yKY6OnQEAjpCIR0KRRyTKdIz6bTbI6SnR8jMjLJzZwZv\n", "vx3m5Ml3JUnqqVqInJyFfO5zE3pQDyCPV7GYDBvvDe1rbVXzX/9lo6zsCHfcsYDPfa425W/h8czC\n", "av1XIpFv9IH6XYnJ8MDmARMMf/xjLm+8sU9qbR2YeObv0ITBMIYbb7yZBx5opL1dQ3OzHrdbS2Oj\n", "RFMTeL0xwuEWmpokOjosyFDaE8Nl9B3WOQiRzYoVd/Dww/UpEUtu9wJsti/T2fkw8bgBpfI7dHfH\n", "gJ9f1e8aiwkOH3Zw8mQ2SmU3U6c2MXPmwGyOl1sopMDj0dLSosPn0+Lz6QgEtPj9erq75R5ihyOE\n", "0xlK8eeXAAAgAElEQVQcNtvotbZYTLBzZwbvv6/g1Kl9dHSUXz7WCSGsZGdPoahoCosXx1m40JPy\n", "d/hbBFhCiHeRe08ut/8jSdKbiW2GDrDeeqsene4r/Rz4+vWugXoJPmpLOJ+lQBly5jfZb2PikkNT\n", "Iju65EWOodWmMXVqLkuW1DFmjI+Cgr5igsmKVlWVhcZGC21t5h42l4G0qeJxOHHiElX1lClNdHYK\n", "tmyBI0felzo7q3vO22wex9y5y/n0p73XTHNl8+ZMXnvNw7lzWyVJGrAfKjEZdjFx4nxmzkzn+uv7\n", "wyYrK43s25dLMKhNiYP3elWcOWOjslLD2bMSra1NXLx4gayseRQUjGfGjOoexwbyg11fr8ft1tPW\n", "ZqC9XY/fr2fhwlsZM2Y8nZ1hjEYrHs/pBBXpPiyWCHZ7bMhK3/nzRg4ezOLNN0fR0PAWcAG57D8i\n", "Gleh003gS19awu23y4Gs230vanVRSurV1tZHkKRIH1rr3/zGxcaNb0iSlFo49xqaEMLB2LGLWbgw\n", "h9Wrm0dMWZuEda5dW96v4pgUxK6pSWfRor46Wlu2ZPL6617Ont0qSdKAwbkQworR6CIjYxZCzKCw\n", "MMSNN1Yya5a3J+uYpHadPLkRpVKirCwLpbKbKVOa+gXyHk8xZvO/0NXlR6//l5RQhtZWNU8+mcHO\n", "nRtHSg0shDCQm7uA+fPHcccd7mEp2gcCNoT4KZFINUbj4xw86OD06Wy02hgzZzZQUPDvRCKH+iWk\n", "nn02l5de2ixJUk3i2GbkKokJGTLTiVyhDwFh7PZprF2bzfLldSgU9Aivd3RoKCj4Z1yu6ezZs4mT\n", "J0+j03UmJolhHI4I6elhsrMj/bKMPp8KpVIaVvbR45mJzfYtvN4XcTrfBOTJmxBfQavNxuf7A5mZ\n", "Hwy5n962fXsGL73UwoUL7wwX9tbbhBAZLF9+J9/4xpVVctevd/H662U0Ne0ZqiKUCLqKkImVLgJp\n", "yFTp6sQmIWQInxcZxh5JLOFe61OR/dGBVImv4ZoQwooMH3Qij3NVw0BuKMnOXsSyZZOZMiVMQYF/\n", "WPf3R2GBgJKDB9PYsWMU586ZCQaP0tGxCxldEBdCJANJK3Lw2YJc4W1L/F+FTHEuL1qtgfR0GyZT\n", "Grm5LubP7yIaVXPs2Giys1uwWCL4/XIgBQKDIRlERRLPh5y9TzU583pVbNyYzYcfnqWubvflPlUI\n", "YWbRok/x3e/2FcF1u1dhMKzCZPpqn/298UYOx4+r+OpXG/roYF66NnbU6ifx+Z7F6RyUbOKqbfv2\n", "DF54oZ6LF9+9Ukbnj9OE3V5MQcFsolEPHR1u6uvlXurLoNaJuU4OciIrDpyVJOnqAtfkvtPSZnLn\n", "nXO5997UgVtLy1fR6yeh0djxerfgdL7AlTI+h0IK9u/P4MyZLEymCLNmXZnw82DWu4e4t16eyRTC\n", "ZguTnh4kJyc0qEzJ1dqxYza2bTNx/PgpGhoOD1VlFEKYycqazJgxU1m0CBYt8vTxB/9QFax583YQ\n", "DMpQg2nTTvKFL5Ql9IYEp05tGE5G7VpbIsDKBeYAx5EH3mSABfJD14V8Yycvpg4wIUQGBQWTmTUr\n", "yNixbkBKwM60+HxGtNoYGRl+8vN9jB4dGBFBxsGDdv761ymUl/vw+TYh94pd3oyczdy5K7jnnvhV\n", "MyRt2pTNpk0NVFVtGwFOXwHkMXnyfObOtbJ4sRePR0d5uZNwWMPUqbLKdxLWdO6ciXPnzJSXQ319\n", "hJaW89TVXUSGrUQS+zTict2ByzUXk6mTnBwPsZiKWEyN0RjGag1jt4cTE78wGRmdNDdfhxCdpKXt\n", "HzY9dCikoLQ0kwsX0gHwepV88MHbUjg8KOnJENfDyJIl9/Mf/1GfyHimodP9lnj8gT4ViHDYiFq9\n", "jlDo61gs8vNQVWXg8cfh1KlXhgvhuVoTQigwGicwffpCVq7s6gd7Hcp27crg1Kls7rzzTA88oLZW\n", "z7ZtozEao32o1+Nx2LDBxTvv1FBT8/5ICDyEEGaEWIjFMoO8vE5mzw4ybVqAY8dyyMzsYOXKSw7q\n", "2DEbx49nEQ5rmDixuY9mRySiA0jJ9nWJZvg9ye+/cvZGtbqQmTOXs2pVN0uXDn0929oswGO0t4c5\n", "cOA5ZsyoZ/z4AG73vIQu0xf6ZJDLyiw89VSYiorXLr9PEoyr0RTjhJ7Zsz/JI4/0nxjH4wrCYQsm\n", "UzuxmMDt1uJ262ht1eP16vH7dQSD+p4MvcUSIRZTcPCgGpMpzqc/3cCYMUMneOTes+/T0fEBoMVm\n", "W4rXuxW7/c8jFojct8/BH/4QpKLi7asKNuz2Yu6+u2TACc5AtnVrJi+9VE9NzbZBNPKSKIlkNcuC\n", "TARlAUqRA6ku5KSdLvG+CbmfJMAlBEUUeXIXAI5cKx8phEhCDdORe8dqhqiCKYBR5OS4cDjysNut\n", "FBbC6NFx8vL8I24eH4mFQgrKymwcPWrgwAEHzc0RgsGjwD5JklLeewm/bkcOZtORr28HlwIuL7Kv\n", "7/37ZKLRLMRiGc3UqVVMm1ZDRkaI9PQITmckZVAzkJWXm9mwwcKBAx8SDJYPNKaLzMx5fPaz01ix\n", "ojcEUxAKPUMg8FIfGHMsJmhvVw8AxZJ1quTq/JPDPs8rsdOnzTzzDJw48drVPH//aCaEyEZ+FhXI\n", "yYm6qwkuhRBKiopW8+CD1pRkMrGYmo6Oh5GkrVesAer1qti3L5MLFzLIyOhgzpymay6CPpgloYBy\n", "0KXH65VJL/T6KDZbCIslgskkV5Ct1hh2+8hgvEmrr9exZUs6Bw40UFlZ2puYajgmhDCSnj6RoqJi\n", "NJoJeDy5KJXdxONKysvv+XsJsL4pSVJKppl+OlggT2qefDKXTZveuJbl18uOq0AeSA2XLcn3VMiZ\n", "wmxkKIaXSw4uxiWYhpRiXQ04MZnmYDJNxOFQYLN50WpjmEwBbLZgAjYQTWBVo6SnR4fEqpaVWXj1\n", "VTNHjuymo6MOGIPsKKqRoR09nxdCWJk4cQVr1pgHxGQPZX/9azZvvFFLTc32kVZtes5BqZxPWtpy\n", "xo3r5oYbKlm0yE17u5ozZ6w9Vaq2tgaqq88TjTYjw2R6s/Ml13VABKt1HOPGjcNqjbFoUQVLl16b\n", "Rut4HPbscVJWlkNGRgczZzajUnXz+ONqTp5cf7UTGDF27Aoefji9p2rj8z1GNFrak7kHubKl0Uzo\n", "0TwBmSlq3brtUiw2PAHYa2hCCAuFhQspKSlkzZqRiWvv3JnJmTOZrF17hrIyO6dPZ/eI4yYtFFLw\n", "l7+4eP/9kzQ1lY4EznXZeTqQEyEKnM4pTJ5s49vfPpAyGyZXJbNpbTUxerSHkpLmQSdIb76ZzUsv\n", "VUgNDam140Z2niby8hayaNEY7rknNfOox6Nh//5MqqvTyc0NsXTpgygUMQyGH6BWdybgpW/idG7p\n", "87lf/zqX119/XRpEwy/lOanVhdx550q+9KXhEU5cbq2tapqbdezalcuuXVBffxwh7OTlLWDChBBW\n", "awCtNtYDw9XrYxgMXQkWqxhmcxdqtR2T6VFisVaUyt9dEdTl2DEb//u/cU6ceGOwCuhwTAihZNy4\n", "2/jnfzYPO0G1f7+d55+PUFm5NfFOsuE++WpAnrCbuESu1Ls3alJi20MDSECoE581AZnAXGT/1Mwl\n", "aZJAryWOPOETiddUy+X/E4nPxZDH24LEeVcAF4bNygYOHA4nWVkFmM1O8vKgsFBi1Kggo0cHrkgD\n", "LBYThEJKOjpUXLhg5sIFNWVl3VRXh2hrk4AzyMnGYU/sE3MAK3JlaxRyQjUdOcitR64qNiKTg8SB\n", "MzidYykqms78+RKLFw9ftD0eh23bMtm8OURZ2btDTfSEEAbmz7+P73yn7zHc7uWYTJ/EYPgiw6la\n", "uN33YzDMQ6//+jXToEtlHo+G3/wmnZ07X5Uk6er7NP8BTQiRjjwns5JiTjbCfVmYP/9uvv719hH5\n", "3YEsHof33nPywQcGzOZ0NBoFY8Y0M39+4zXZ/7Uwv1/Jzp05HDpkIRxWYzar0ekUqFTdCNGNECR8\n", "SSd6fSdG46WWDoulE5sths0WQ62WCASUbN/uZOfOMGVlu+nqqr6aBLUQQo/NNp5x42Yxb56SiRMD\n", "fPnLf/k4WQTvAJ5AHrB8yM28K1Ns1z/A2rEjg3XraqTa2veu4LgCOSDSIjss7WVLMpDSIDuoUK/X\n", "niWZSU8Mwg76OiRx2Xqq9wRyljFKenouhYXFzJmjZOrUDpRKCa9Xm2gUlLGqwaCOri4lOl0nGk0X\n", "CkU3SqWEQiEhSVBVZaesrIOmplLkYK8bedDXIjuHDGQ4SSNy31gQUDJq1EJWrBjF3Xc3DJs5KR6H\n", "jRtdvP32eWprd4wkuEhkCHOQewsMyE6qAaMxlwkTSnA6NdTVhfB4qmhqak1cIy2Xgild4tz9vZYA\n", "EJQkSRJCKMnMLGH27BJ0OiMFBS19IINXYkeP2jh4cBR6fSeLFtX2ZHKee24UGzZs7g3BvFITQuTz\n", "+c+v4NOflmF+bvdN6HQ3Y7H8a3ITIpH/JRD4dY9oqs+n4sc/dnDo0AtXOlBfg/MW6HRjmDp1CQsW\n", "qFi4sHXYTavvv59FWZkLiyXEypXn+wzkra1qXnghm127SmlrO3a11bnEfTcRsGKzdVJSMoe1a9tS\n", "0m6D3L+4f38WdXUOXC4vxcXufhm8Y8dsPPtsJ+Xlr12r6y+EEBiNk7juuqV89rOX2A7r63Xs25dN\n", "Y6ON/PxWSkqayMjoJBZTEwx+D4XCSCSyC6PxZozGL9N7cnXwoIPf/tYtXbiwZYDDDn4++fkrePDB\n", "rBFXKkGGZr3ySg4ffFBJbe2uXhXnLObOXc2aNV1kZkbw+9UEgyrCYXViURGJqIlG5SUeV6JWd/UE\n", "Y3p9Z08wZjDIwZjFEsNqjfXLZFZUmHjuOS2HD7+epEMf5ndXIsO8Uy12pk+/ndWr29BoJLq6FMRi\n", "CmIxJZ2dSqJRNZ2dSjo7VbS1WTh6VENz8x5kX9ebMjr5Gk78z58qkZDwWyXIUKQBs9JCFjKfgRxM\n", "1Ca+g5G+ySgjsh/qTrFIg7wvJb57koFNTbJfT95nI3JAF0OusvWmyO4NXQwDYUmSYonA0I7RmI7L\n", "lYfJ5MLlUjJ6NDgccbq6FEQiSiKRbiIRiEQgGBT4fJqeJvpIREs0qiYWU9Dd3U043E4w2I3sNzzI\n", "VYOOXte7c4B1HZeqUslgN8ilINeX+NvCpQpXcrJ8KjlGCSEMOBzjKSqaybx5ShYvHnxM9HpVbNiQ\n", "za5dFQlI4PB6ONPSZvLAA7O59da+SZNg8DcEg2/1S7Jcbi0t07FaHyUU+maPWP1HYbGY4Jlncnn7\n", "7W1SOPw3TwT+vVmiCjwaeR7UgJycGHHSR6jVhaxZs5KHHrq6+U1ZmYUNG8Zw9GgHfv9F1OoI48Zl\n", "MGOGnnnz/B+7rl1NjZ7Dh20cPgx1dWe5ePEM8vNqJTMzHYcjC70+E4dDSXq6BotFiU7XhUoVR5IU\n", "CRZENZGIhmhUTXu7iYsXoaHhJNHoGeRnOtpr6UyuDza3TYzJlyeltBgM4ygomM3p07/52CtYQ5kQ\n", "QmLbtjVEowpiMUFbm4ann87gyJFXkQdqJfIXS74m1y8PnpJ/q7h0AXsuZK8lGUxF/laQq8T31KDT\n", "FVJUNIupU62UlPRn3ItEFLS2agiFlD0OvblZz86d6Zw4UYbffwrZCfa+Dsl1DTJ+PhPZOcSQg5Mg\n", "Wm0+RUUFjB/vRq+PoVZ3odHEUaniqNVxJEkgSTIsqLsbTp/O5MiRWgKBZJPqQEFk0lmD7LwykZ1S\n", "B7IzbqW/8zaRvFEHCaSGuJYCm2068+cvJj1dj0IBt9xyfkRsNSD3g+3Zk0dXl5KSkot9BpqyMgtP\n", "Phni7NnXr8V9IoRQM2fOZ/jBD+SmyVhMA7xAOCzDAZubr8Nk+gRG40M9H9q6NZNnnz0qtbam1hn5\n", "G5oQQo/FUsSYMTOZOVPHwoXtw4IUnD9v7KPdAjJc8E9/crB793tSOFz5EZ1vFtOm3cCKFbpB6dJ9\n", "PhX79jmpqUkjFlOSleVj1CgfGRkR1q2zsnv3BkmSrrnmj9Dri1iy5CaWLw9y4UIabW1Gxo1rZv58\n", "d78AQtaQ+g4Ox3zc7p/1IUeJxQSPP+5i69YNV5o5FkJYWLDgEzzySOuIeu7Onzeyfr2d/ft309FR\n", "lgKaaGfatFv41KeUlJQMLuMQiwk6OlR0dKgTwZi8hELqhPNUJ4IaNd3dAo0mhkbTRVeXgv37TVy4\n", "sBN5DBmqQtN7PZmkSr2oVHmUlMxg1qwmVKpuVKpuNJo4Wm1XIvDrIhhU8corJvbv3zhS+Mnl1ou+\n", "vVqSpOoU/y9E7tk6PBBr6UdlQog0ZCijDqhChtT1psTWcamHKbku6B94RUhW9Ox2M8Gggs5OFbL/\n", "6u3DA8h+JBn8BLmUIB2VeO8csk9PfladYr33e1H6BlMpg93LvrcYEMYnhBaLZSxFRbOZPVvHkiWt\n", "/TQbT58288orZg4f3kkgUDESXyKE0DF37n08+mhbnyq7270As/lBNJoHBySeCYUsKJVP4vP9Cacz\n", "daL6L3/JoaYG5syJM3Nm24j7bZO2cWMOGzeWSU1N/clq/j82IWveFSQWH3KgNTKImsu1hE99avyI\n", "2DqTbReVlXbKykZRXq6lvn478fhBZFbs7h6Cm3HjiikqyqGkJMqcOW0fKS16b4tEFBw+7ODwYS1n\n", "z3o5f/4YkcjFgSrQiWDHBFgxGGy4XDno9VnYbDpyciA3F2y2GAcO6Dl8+Dz19SeQ5/+piiy94wWR\n", "2O5y36BIHDpVMqobeS67/R8jwLrjjh+iUEgI0U1NjYOjR0/Q1XWeS18mnmI9VfDU+XFl+odriYpY\n", "DmPHzqCoKJf58yMD3tjbtzvZsqWLI0e2jwQqmbgZHcgBjxPQoFRamD59ArfdVo/TGSUSURKNytlY\n", "IeRKGUBpaSZ7957F693HpWudCgaZDJhcyNUqHTKsogH5txD0D8gEcuZzWIHUkN9Try9i0aIbmDBB\n", "TVOTjcWLq4ZFE9/YqGXnzlF4vUZmzKjrUTdPWjwuQ67efPM1aQgttBGdb27uIh56aCwLF8oT4dbW\n", "7xCPN+N0/oGOjl8SDu8kM/PNnnP48Y9dfPDBi5IkfbwZpl4mhFChUuUxfvwcJk+2M39+kOLiYVcN\n", "OH3azJ//bGDv3i0fFfw3aUIIHS5XCSUlk7jzzqEJJpqbNZw9a+XiRRulpaM5c+ZDuruPITOz+a5l\n", "QkYIkYUQCxg9ehFr1pzjxhtT6y/1No9nNhkZh/q8t3NnBs89d0Gqq/vgqs7HZJrE3Xcv5TOfGR6t\n", "8s6d6WzaFOfo0W2DPSNCCBPjx69g7VrrgPouI7VIREF7u4q9e7P44AMtJ05sR07oDFSh6ffecH5L\n", "IYSCwsJVPPhgOgsW9Cc38XpV/O532ezY8abU2XllEMv+xzQgB1nHk8xyifH8mpBZXIPzy0AOtARw\n", "RurFfpdiWxWpA6/kuhI5cAqS8AmJJYQcGDkSSxry5MqHTCvfKH0EchVXakIINTrdaMaNm8OsWSYW\n", "L/aSlxdi69ZMNm8OcurUu1ec/LBYpvHAAyX9pAP8/v8hHN6J0/l6yg+2t/+YeLyNtLT/Tvn/3bvT\n", "WbfOQ1VVKQ5HAQUF05gyRceMGUGmTm0fdsVk3z4H69b5qKx86+Polf9HsMScz4UMH5SQK671w+nT\n", "EkJomDz5Tr78ZTEo+UQkoqC83MKFC3aamqyoVF20t2s4ffo8Fy++NVhlXwiRRk7OJAoLJzBvnqCk\n", "ZPgolZFaVZWBw4etHDkiUVdXQW1tBTIb8xX51gQk2YJKZcHpzKChoWokMPlEoKmhv4+QhpHolz5O\n", "iOAvgNXIgdB54LOpBsU+EMHycjNPPhmnvHzjlfZj/COZECINl2siBQWTmDePnhvb49Hw2muZ7Nlz\n", "losX91ytQ0047UxgMi7X9cyZ46O4uI5x49p7Jp2xmOCFF3LZuvU4bvdBLkFlVL1ee6+bkEvgrYxQ\n", "R+VamhDCxYIFq1i2DCorM8nLa2XFirqUDsLrVbFzp4v6ejsTJzaxYIE75aS2tDSNZ5+tl6qr373G\n", "55rFXXfdzle+IgcWHs8sTKaHiER+htH4I4T4TE9j/4EDDn7723qpquqa6r9dK+thURozZgbjx+cy\n", "f/7QIn379jlYv76bY8c2SyNk47uqc1WrC5k9ezm33hpPOVG+3F5/PZuXXy6nubkcOUHh5BIcyY18\n", "rw8YrPWCKScnlLpeS7LHM4o8LgoWLbqFBx7oSKl9MphFIgp+9rMsdu68an00IYSCsWNv46GHzINK\n", "IUQiCv7612y2b6+jqmqHNAzNFyGEjsLCG1i9Ooc1axqvmvSgosLEli02jh6t5OLFAx9lAiLRC3EP\n", "3/iGt8+kIxJR8Pvfu3jnnQFFp6/imHbknsJ9yBWfWcjJrmtGZnG1JoTIQg60Ysj3cTCxHrsS393T\n", "u3UpoNIjB1NtyD6m/WqIA/4WJoRQolLlM378HHJy0jh9upz6+tKREPek2KeGWbPu4zvf6ehz/7W0\n", "zMBs/gYKxef7kcG43Z/AaLwOjeZrKYliamv1PPGEgUOHNiahaz0VjTFjJpOfn8esWd3MmdM26ES7\n", "qsrA00/rOXToVelvIKPz/4IlEhSjkWGo1cgkMoMGM0JmNl3L177m7tOP5/WqOH3aRk2NndZWCzZb\n", "gLy8dszmKO++a+bAgf0J+P2wnkchhAGzuYiiohkUF+uZN883pNzOcCwUUnDkiINDh7RUVrZx4UKy\n", "WjUgI/U/gn3cAdaNwHuJcuTPACRJejTVSbJjx23E4/A//zOKt99+baSN2v/o1ufGnj7dQGVlF4cP\n", "f0Akcu5aBy1CCAeFhfcwbVomGk03QkhIkqCiwklFRRXR6FnkKlMXslPv/dp7PYKchfnYHxIhRDoz\n", "Zqzi9tuV1NY66OpSsHr1+R7IQ1IksKIii/z8VpYsaejXnByPQ3m5hfJyEwcOdHLo0Gsj6ecY5nkq\n", "mD79Pv7t30I9jisS+SNdXT7C4TIyMp7t2fjJJ3P561+vaQXtozIhRDq5uZMpLJzAwoVxSkpa+13f\n", "rVszee21dioqtn4czlgIYaawcClLl47i9tubBmxOP3zYznPPhaio2NSb2CUxAcxADrbSkSeUHuRn\n", "oXfwpEPOiHVyiUr7cmrtcO/ARAiRyfz5q7n//vCAguKp7J13sli37qTkdu8beuOhTQjhYNmye3jk\n", "kdQU5fX1Ol56KYO9e0fkuBP7VpGTs4QVK8bzyU/WD7sftLe1tqp5550M9u5t59Sp3R91BTRpQq8f\n", "y+2338AXvyhX9+Jx+POfc3nzzcNSS8uBj+SYQuQg9xRKyNW5Mx9HAmsw60myyAgGLZfggoK+/Wex\n", "Af5WIAdTDuTEXe+AquPv7fsO1xIVCzsyBfzVw8tNpkncf/9iPvGJvjIdPt9/EY0ew+l8qee9lpZJ\n", "WK3fIxB4FLu9pt/OIhFZBPjttwcUARZCmLHZRpOXN53Jk/XMmhVm2rT2Ps9sIKDkySdz2Lbtdelv\n", "IB/y/5oJWUJjNDKJWoxLPbWpX1WqAoqLpzFxolwx7u5WEIlocDrbKShoZ9IkH3p9nO3bM9myJcrx\n", "49uvdB6dqDyPYsKEmUyY4GTevDCzZsmQ5GQrT1eXgq6uS6+dnQricfnveFwQiymIxxXU1Wk4fLib\n", "urpy6usrgJZ/1Of6chsswFJ91AeXJKl39n8/cOegH9ixw8mxY6f/fwuuACSZUvaEEOI0R4+6kLN1\n", "HwkEQpKkNiHEHxFiOTfdNIqZM9t5++1MamreJRo98PeeJUxlkiS1CCFeJxJZyV3/l703j4/quu/+\n", "32c2zYxGmhmtCBACxGbAgFnMbnZsbIyN4yVJY2L716SJXWdpmqRP+/Tpk9eTtnmapr82aWM7m+vE\n", "8e4YjA02u23Mvgqxb5KQhHZpNKPZZ87zx70Dg9AGaEFw3nrd10iz3Ht0595zzue7nUcNxONG3nhj\n", "HHPnnsfrNXP48GCyspp57LGjVxRaSIiqo0fTKC6WVFdf4Pz5nUSjF3siDEdKGRdudzEHD05l6VJN\n", "OHm9O8jMXIaUl9fEOns2lePH69ASym969PCXT4QQ+zl+fAybN0/i7ruNzJ5dT05OiD/9aSDr1l2g\n", "pGRLXwlyKaVXCLGO+vpxlJXNYuVK31XJvRcvpvDuu5bW4kr/fACtYEuZPrF0kwi/1cRWPUmC6loG\n", "ESlltRBiDeHwclatcnYpzNXjMfHpp1Bb221rBEopG0Rm5m7Wr7+bxx67ctK0e7eb994zsXv3Winl\n", "NYfDSSmjQohtrF0boKXlLr7ylcoul92NRARbt2azZQsUF39GS8vJXo1wCAbPsHPnMEaNGsyCBbWs\n", "XZvHpk2nqK/f1/mHrw8pZaWekxXtLSF5rejXeIW+XUL3hpjb2BI5Uan6o0QTVKflDVZ+vJnQx9Du\n", "89C3tJxm164pzJljvSLHKxJ5BZfrfxIKrSYlJUAgYMfh+D6Njb8nJ+dqcQWad3737r3tiSu9/V7g\n", "sBDiCEVFeezePZZBg4YzdSpMmdLAoEFB3nxzIDt3blfi6vpIOsfHuGyUIOkx8bv2dzR6mIoKHzNn\n", "5jJxYgMGg2Tw4MAl0Vtba+HVVwfy+ecnKS/fcSPzF91Lfh44L4TI5eDBcbjdI9BC56LE41GkjOlb\n", "FCmjxGLa8/F4jHhc+zsSiVJbW080euFGvLj9kR4XWK14Bni93Vfr681s2gQVFXt7r0k3H/qF3XbH\n", "2L3HCQghPuJPf5rJ0aOTOHLkU9nU1K9WXW+NlLJZCPE+f/zjEh58cACLF59hy5ZC7PYQ9957+lL4\n", "VSQidFHl4OjRODU1Fzh9eidaXH/P5zY0NZ3nwIG7WbpU+9tqfZfa2ipycy/H6O/a5eT06Y39zdKj\n", "T5L2CSGOcOzYcD77bAqDBuVy6FAxFy9+3tfhTfrE54gQ4iIXLy5iyZI8li2rxmqNE4kI3norh5BG\n", "CFcAACAASURBVH371nVm3NC/l4S1vbvaVieEWEM0upw/+zM306Z1XFhj69Zsjh/fI9tZ7+e6aWg4\n", "wiefjGL8+DTuuMNLJCJYsyaPDRtqOX16042E4+nnf6dIT28hEJjDqlVVnSbWFxU5WbcujcOHj1BV\n", "daDb/98uIKWUQojPWbfucXy+QXz44UXKyz/taWOU1BeM7m/o4jeGZmxQ3CBSyoiw2XaxefMiVq26\n", "LGazso7R1HSGcPgJcnL+m2DwB8TjJ9qtLrhrVwabN1+krq5Lazrq13cFUCGESOXAgaEMHz6JgoJc\n", "iopO4PUe6Y7/73ZGN+R1qbiIEOIjdux4jClT4hQUXJ6r7N3rZvXqFA4c2NjdUU9SWzy5GtjSXfu8\n", "HegWgSWE2AgMaOOlv5VSrtXf83doxSdea3dHH36YQ3HxJ12J51d0D/oguF0IcULeIutW6MJxPe++\n", "O4+lS0fy539ehNksiUQERUXOS6KqurqMM2c+B6p6RVRd2cYmMXZsLWfPplJY2EJaWh1paWsuvaGx\n", "0cSBA2Gi0W5Jmu8LdGvVcSHEKYqKMumj/Lz20MXMn6irm8q5c3fx6KN17Nnj5vPPD3ZHSf4baFej\n", "LrIeIBTKardsenW1he3bIzQ1dWvuj96GqBDiE9aufYT09AjvvpvNjh2Hqa7e3V0CWTY3FwmbzY/f\n", "v5hVqxrIz7/6Hrx4MYX167PZvbuKU6c2yA6KKfQGUsoWYbFsoaHhbs6d29jaw6lQ9CjB4Dn275/G\n", "vHm2KybX8fh/43b/EzU1MRyOQRgMz7f5+YoKK2vWmDhzZsv1eH/1udlRIcQxjhzJQouyuWn69NsB\n", "KWWLEGIT77yzgueeqyAehzVr8ti6tYrTp7f2VNST4trpFoElpVzS0etCiKeA+4FFHe7ojTcWEgjk\n", "CSEksE1Kua072qfonFtFXCWQ2torW1i7tgWfbzLp6VGOHZPU1JTqoupin+eNnT9fzMGDC9osarBz\n", "ZxYlJftuhQmcPpD36cS4PfTzu1MIUUZFxWJ8vmpqa/vcg37JE/vqq8uIRLJZsODqsr6bNmVx8uQn\n", "PRV2IaWsEgMGHKK+/k6OHPlY+v1nu/0YgcAZIUSAQOB+nnzSeCmZ2u83sHlzLtu2hSkq2kA0ev5m\n", "CVuW4XCpEOLCzdIexe2DlDImzOadbN58H888czm8LyPjHA0NxWRmPozH8wMyMq4e24JBA2+9lc3+\n", "/R/caP6rLqpuaDkCxfUjpSwXubn7yc2dRnl5jL17d9PQcLhXQ6ZvU4QQ84H5XXlvj4cICiHuA74P\n", "zOt0QhsIPK+7IhWKG+ZSKJLdXkMgEOdmEFXJBIMXOHwYHnpIXJE4HIkIdu0y0NDQI2tDKa5GSlkh\n", "hHgTrfDPTVGhTbdUfsjrr99LMJjLsmWX+8bSUhu7d/vw+Xp2Qc/q6r1UVxffSEhgZ+jnfjXB4AN8\n", "+ctGIhEDH39s58iR/dTVFd2McftKXCn6jGi0lH37Gpg7N/WKBdQtlv+ioaGA7Oy2DSEffJDLzp0H\n", "ZDhc1ltNVfQgNTX7+eCDFKqrT8l+UATrVkF3/GxL/C2E+If23tsbOVi/QEtq3ajlhLNTSvlsW29U\n", "4krRE/SE5b07kFIGxIgRJRQX51xREnv//gxKSk7dSgnf/YGbSnzrXAp3ffvtJYRCA3n4Ya34z8aN\n", "mRw//lFPi8FryQ24wePUCiHeo6VlGaGQh/Pnd8keWNhZoejvSK0i8062bHngCoHlcDTicLR9z+zd\n", "62bDhjpqa3usIIuid9H7/k/7uh2K9umNKoIje/oYCkW/5ezZ4xw+PPQKgbVrl5ULF472YasUNxFS\n", "ypAQ4mPee28hkchQxo3zsm9fLdFovyx+0B5SSo8Q4k2V06FQdMoFDh6s4dixtA4XngUtV/O99yyc\n", "Pr35ZvHOKxS3A4a+boBCcZtTSXFxBI9HM3acPOng5Mnavk7mV9xcSCkjlJVtYvXq07z1VhYnT+68\n", "FcPUlLhSKDpHSik5eXIXmzc7O3xjJCJ4881c9u7drIofKBS9ixJYCkUfIqWMUlFxnKIiFwC7dzs5\n", "caJL5XMVtxdSyhiVldv45JPVN+uaSAqFoneQUlZQVFTBoUOudt/04YcD2LHjsIxEzvdi0xQKBb0g\n", "sIQQ/0cIcVgIcUgIsVkIkd/Tx1Qo+hVVVWc5eDCF2loLhw4FgH5bml3Rs0gp41JKlaSuUCjgzJk9\n", "bNniaPO1Q4dcfPRRA9XVe3q5VQqFgt7xYP2LlHKilHISsBpot+KGQnGbUsuZM142bRrI+fOHVJy8\n", "QqFQKDpDSlnF0aMl7N2bccULtbUW3nnHysmTm2+FpT4Uiv5IjwusVustOIBbar0lheJGkVJKSkqO\n", "cPBglKamni27rVAoFIpbh3Pn9rJ1q52YvgRSLAZvv53L/v1bVSVOhaLv6I0y7Qgh/hF4EvADM3rj\n", "mApFv8LrPUtRUVhKefWiwwqFQqFQtIGUsk4UFJxi9+58Zs2qZ/36AWzfflQGAspYp1D0IaI7ijYJ\n", "ITYCA9p46W+llGuT3vc3wGgp5dNt7EMCP0p6apu+oJdCoVAoFAqFog2EEG4WL36CBx5o4Te/CXP0\n", "6HtSynBft0uhuNUQQswH5ic99Q9SStHme3uzKq4QYgiwTko5vo3XZHuNVCgUCoVCoVC0jcjPn0d+\n", "/nh27nxDSlnf1+1RKG4HOtIuPS6whBAjpZSn9d+fB+6WUj55LY1UKBQKhUKhULSNECIVcKklHBSK\n", "3qOvBdY7wGggBpwFvtnWIqpKYCkUCoVCoVAoFIr+QJ8KrK6iBJZCoVAoFAqFQqHoD3SkXXpjHSyF\n", "QqFQKBQKhUKhuC3oNYElhPieECIuhMjo/N0KRdvoFVwUig5R14miK6jrRNFV1LWi6ArqOlEk6BWB\n", "JYTIB5YApb1xPMUtzfy+boCiXzC/rxug6BfM7+sGKPoN8/u6AYp+wfy+boDi5qC3PFj/Bvygl46l\n", "UCgUCoVCoVAoFH1CjwssIcRDQLmUsqinj6VQKBQKhUKhUCgUfUm3VBEUQmwEBrTx0t8BfwsslVI2\n", "CyHOA1PbWgRPCHFzlDNUKBQKhUKhUCgUik7okzLtQojxwGbArz81GKhAW2z4qrWwFAqFQqFQKBQK\n", "haI/06vrYOkerClSyoZeO6hCoVAoFAqFQqFQ9BK9vQ6WCgNUKBQKhUKhUCgUtyy96sFSKBQKhUKh\n", "UCgUiluZ3loHyyqE2C2EOCSEOCaE+OfeOK5CoVAoFAqFQqFQ9Ca95sESQtillH4hhAnYDvy1lHJ7\n", "rxxcoVAoFAqFQqFQKHqBXsvBklImKglaACOgCl0oFAqFQqFQKBSKW4peE1hCCIMQ4hBQDWyVUh7r\n", "rWMrFAqFQqFQKBQKRW/Qmx6suJRyEtpaWPcIIeb31rEVCoVCoVAoFAqFojcw9fYBpZQeIcSHwFRg\n", "W+J5IYQqZ6hQKBQKhUKhUCj6BVJK0dbzvSKwhBBZQFRK2SSEsAFLgB+1fl97jVQoEggh/reU8n/3\n", "dTsUNzfqOlF0BXWdKLqKulYUXUFdJxpCCHk7LAMlRPuypbc8WHnAK0IIA1pY4h+klJt76dgKxS2J\n", "EEKYMA114nTWU39WSunt6zYpFAqFQqFQ3O70isCSUh4BJvfGsRSK2wEhhKOAglkzmDFiCEMie9k7\n", "Y6gYeraU0mKg6rYwHSkUCoVCoVDchPR6DpZCcYNs6+sG9CVCCGHFWjid6fOWsSw+j3kXAO7lXg5w\n", "YOAe9hSe4ESTTdgOBAmWSilDfd3mPmJbXzdA0S/Y1tcNUPQbtvV1AxT9gm193QDFzUGvLTTcGXq8\n", "psrBUijaQQiRVkDBnFnMGvYQD1Xnkhtu632llNr2sMe9j32xMsqKq6g6KaVs7O32KhQKhUKhuP24\n", "nXKw2tMuvVamXaFQXB9CCGETtlEzmfnEn/PnA77O1y+0J64ACigIPMZjlX/P39d9ja+NW8rSJ0aJ\n", "UQ8KIfKFEMbebLtCoVAoFArFzcSbb77J3XffjcFgYNy4cRQXF7NixQqysrJ4/PHHKS8vv+Fj9IoH\n", "SwiRD/weyAEk8Csp5c9bvUd5sBSKVggh0oczfO5MZhY8xEPV2WS3K6w6opji9N3sTiuiyF9CycFm\n", "ms9KKf3d3d7bkTSRNsqHr0VKWdHXbVEoFIqeRgjhGMSgqRVUnJJSVvZ1exQ3H/3Bg9XQ0EBhYSED\n", "BgyguLiYl156CYfDwapVq7q8j448WL0lsAYAA6SUh4QQDmA/8LCU8njSe5TA6kOEECm3cb7OTYcQ\n", "wpBK6uiJTJzzAA9EZjGrvjv2W021ZTe7s/awRx7m8Dav9J7qjv3erjiF886FLLwnRiy+l71Hqqja\n", "q+4jhUJxK5IYl+7kztn3cI/hUz6N7WLXO1JKT1+3rT+jz5E9UspAX7elu+gPAgvgpz/9KT/84Q/5\n", "0Y9+xI4dO1i/fv01fb7PBdZVBxViNfCL5FLtSmD1HUKI3IlMXNFMc+l5zh+SUtb0dZtuZ4QQzkIK\n", "75nFrPyHeKgqk8xIdx+jkUbTi7yYt5Wta8MyfKG79387kC7SJyxm8ZxneKYyhZT4x3ycu5GNgSKK\n", "tiirrkKhuJUQQmSOZOTc2czOW87y6kwyIwc56Po1vw4f5/hqZVi6PoQQzhnM+GI99dWnOb1OSnld\n", "USo3G/1FYIVCIUaPHk1ZWRmbN29mwYIF1/T5jgRWr1cRFEIMBe4Cdvf2sRVXI4SwT2LS0m/wDV8z\n", "zXmf8dnwkWJk5RnO7Acq+8UdcougWwfHzGHOnOUsD05neo8JHzfu6CpW1frxLxNCvCelrO2pY92K\n", "uIV74hKWzHmapyscOGIAy1ledQd3pL7Luw/niJyDtdTuv1UGS4VCcXsihLBkkTVhIQunLmd5y13c\n", "dSk55S7uanqQB3N9+O4RQmyWUsb7sq39DSGEoZDCex7m4UA99Vlv8dYiIcRGKWW0r9t2u5CSksL3\n", "v/99nn/++esSWB3Rqx4sPTxwG/BjKeXqVq9J4EdJT22TUm7rYF8WYADgBxqllLFub/AtjhDCOJSh\n", "9z7FU7nzmFeXeL6IIud2tqcVU1x7nON7gQuq4+xZhBC2EYxYOoc5A1ewosqNu1c62NOcTn2Jl6z7\n", "2f+eCvPoGm7hnrSIRbOe4qnKhLhKJkjQ8DEf525ik6+Y4i1Syqq+aKdCoVDcCEKIQXdy5/wFLEi9\n", "l3ur7djbnAe8wiuD3+f93fWy/kBvt7E/kybSxqxk5cJneOYCwDu8M/A93jtdSeW2/j7n6ooHa5vY\n", "dsPHmS/n3/A+HnjgAcrKyjh37hynT59m4MCBXf7sTREiKIQwAx8A66WU/97G610KERRC2F24Ro9g\n", "xKQ7uTOliaZ4OeXSi7e6iqqyJppqgYZbKZa1p8gW2dNWsnLKl/lym8n5Jznp2M525yEONZ/gxJ4o\n", "0RJlWekYIYQVmAjsuRbv3yAxaOFX+WrhUpZ2eTLeRFO+EeN3LVhymmneasW6Oo20a87VOshB12/5\n", "bfQoR9eowhcdkxBXz/BMRXuTjQQnOelYzWr3Xvbuq6f+oJSy20M9FQqForsRQtgHMWj6VKaOeZAH\n", "GwspbOno/X78hhd5cfBHfPRBWIZLe6ud/RkhRPosZj3xV/xVfSINIEaM13l90Ad8cKSa6h39OYKo\n", "v4QIvvPOO5w4cYLZs2ezaNEinn76aX77299e8Z7vfe97/OxnP2vz830usIQQAngFqJdSfred93Qo\n", "sIQQrjzyxg1n+NgZzGA2s+sSVv4IEVFCif0CF1JLKTWVUkojjd5GGi9c4EIF0IiWQNivLQLdiUVY\n", "htzHfQ88y7OVVqwdnpdSSm3b2e7ex77AaU7va6HljAp9ahshxDhgOPC5lLKhK5+xCEvBcpY/8BzP\n", "XTDSpSrqooaaL7lxr2ik8QMDhgMGDCvSSZ/sxVscJbomm+zD19LuT/gk64/8sfFWigHvbtzCfddi\n", "Fs96mqfLOxNXCYIEDetYl7uFLZ6jHN2q8hsVCsXNir6Q/YgJTLhnCUtYwIKaLo5JVFNt+QW/yPic\n", "z9/t6th3uyKEEMMYdt8zPDNgDnPqkl+LEBGv8Mrg9azfXS/r9/dVG2+U/iCwgsEgy5Yt46OPPiIl\n", "JYVly5axceNGDh06xPjx4wE4e/YsX//619m8eXOb+7gZcrBmA18BioQQB/Xn/oeU8qPOPiiEyC2g\n", "YMJiFhfOZnZkBjNqWgsCM2Y5kpEtIxl5ycpSS63lPOeHl1N+xznOUUlldJQYdbGSyrIWWi7ezh2A\n", "EMI1k5lLvsSXajsTV6Ctq1RAQWAxiy2f8dncPeyZ4RbuA000nVSewsvoYauDgVIgD+j0GhNC2CYz\n", "ecFKVtZ1ZSBrpHGoGfNf2bBJH74f5pCTsBYe8+NPjxB5MJ3077bQEmih5eN00j+yYg12tt95zKtr\n", "pjnvbd6eJ4TYokJuryRTZN61hCUzn+KpLosrACvW+CM8cnEMY9JWs/oLmSJzTwMNh5Un+PrR7zOb\n", "vllTSLG7cKVWU10FVClPoUJx7Qgh3IUUzpnBjPzrWRIkl9zwF/mi34v3Pj2vt8/nBkIIG5AtpSzr\n", "67YkY8U6YiYzh81hzlV51mbM8it8pSJIcLpTOEMe6Snuizbe6vzsZz/jzTffpKmpibVr17Jo0SIa\n", "GxuRUvLYY4/x9a9/ne9+97uUlpYyZMiQ6zpGn1QRbItkD5YQwgAMGs3oKaMZnTeb2f4pTGnoqiWl\n", "Lfz4DSWUpJZTnrqZzfE97HlDStmh2/tWRAhhGc3oFX/BX9ju4q6m69lHI42mz/k8ayc7RSmlxyqo\n", "SHgJm29nL6EQYhTapO88MC25SmZ7DBaD5z/JkyPu5d7qjt4XI2aop/4rbtz3N9K4JoecN9DWlGuz\n", "KTXUzEkhZbkde4EHz3Yz5vecODtdp+k1Xhv0Pu/3+/CE7iRTZE5exKIZT/FUp2GBHeHHb/iQDwds\n", "ZnP9SU5uk1LWdf6p2wshhAlIJUk8ZZHlTCXVacGSbsaclkqq0YkTV9JPCinRs5w1H+NYrIqqUxe4\n", "cAaoVoYChaJjhBAmF647JzFp+v3cH5jGtBsyPm9hS84f+MPFEko+7sv7TwiRAswCLMCRm6WyqxDC\n", "MZ3pT3yP7zV1JGI9eEy/4Td5m9i0ISADZ3qzjd1Bf/BgdcauXbsYP348zz//PC+//HKb77kZPFhd\n", "QghhtmIdOp7x0yYy0TmLWZ6xjL3x5ZQBO/b4WMZ6xzLWa8CQU075ZOCz7th3f0EIIfLIm3k/97vv\n", "4q7rTrx3444uZ3nVQhYaDnN4ZDnl40ookRe5GB0lRl2soOKCH389WvGRTr0ntwJCCCMwFNghpfQJ\n", "IRBCpEspmzv4TP7DPDx2MYs7rBbYSOMIC5bv2rCFWmj56xxyOrsnZA45nwGfNdJYADxsx/4zD57z\n", "IUIf5JCzg3bE2WM8VunDN3E961uAQ50c55YnU2ROXszimV/lq9fkuWoLO/b4YzxWOZrRzjWsedQt\n", "3LubaCpSIkBDCJF3J3cuHMKQVCdO3Lhx4ZIOHBEnzrALV9iNu649r/tc5uLHbyiiaHgRRXec4EQ4\n", "T+SdqKLqHFB7Oxt/FIq2EELkj2f83Hu4J20Zy6raKtrTHn78zhRSvEaMV9xXC1lYU0XVkNWsngbs\n", "6vZGdwE95386UAFUA9OFEE19nWMshBAFFMxaxrJ4Zx5CJ87oUzxVFSK0xCIsIbWcSu9TUlJCdXU1\n", "ZWVlbN269ZorDN5UAmsyk/9sKlOtc5jTkE9+twirtpjHvNo97BkvhDh+O1mRU0kdM5/54x7ggW65\n", "Ue3Y4zOZeen86V5Cdznl+aWUcoELYoKY0OzBc6GMskpu7Vy4ArQcQ5/+dxValcs2BZYQwjqJSfMf\n", "5uE6I0Y8eExhwoZUUqOJiXyMmKGBhqdcuJY20vhuDjnv0L7Xqk3cuEuB/wgSfClE6H4Hjq8GCPx/\n", "XrybnDjfSyHlijCORHhCCy2zbMLm64+Ws2tFt3QmvCYGIAgEXbjuuJd7p65iVbviyo8/PU78n6JE\n", "G02Y/n8Hjk6tvxOY4BnOcN/7vD99M5vz9ZBMX2efu1URQliyyZ68jGWTv8AXGgopvHi9+7Jjj89g\n", "Rv0MZuDBYzrEoTuKKZ5wilOBbJF9rI66ErT7tH+bVhWKdtBz3s1o87vkx+Tf3W7ckyczeUghhf4g\n", "wcA61lktWGJWrFEbtqgNW8SOPWrDFnPgiKSRFrVjj+vRFF/KJPMRD559GWT8c+s2PMIjF+upn2IT\n", "tvqADJzuxX8/Yey8G+0+P6U/dxqYIoT4vCfnH7qwE0CkrT7GhGnodKYXzmNel+a3mWRGnubp2jDh\n", "+4UQHwBNQErSZkGrpO0FfMpY17188Ytf5Ny5c4RCIYLBa/cV3FQhgm/x1qPXGvd7vexnv/sFXmg8\n", "y9kPbofBVgiRs5CFj/wlf1ndugS43mGuTCHlMyfObk3Cr6baUkqpo5zylBJKqKQy3kJLVRllR1pk\n", "yy1RbUgPaV0I7JVSevS/c9GqCe5D6wQTnaEFsNix3z2NacOzyW6OEjUZMcaNGGNRoqYYMUM++Xnz\n", "mf9wmHBgF7teCxKssWCJmjHHLFhiKaRELVhiZsxxACvWSx1rnPhV7mqZpMssWCbkkrvCiNFcR90/\n", "OHAE7NhjDhzRRBhuPfXmF3kxZxOb1kopOw0tvJnRw87sHWxRtEHKjyZgUyxYJoxi1IThDG+wYQtZ\n", "sUZs2MJ27JFUUsMOHGEHDtsQhvx9gMApIOrEOaOa6t8Dn4QJG8KEDSFCxggRQ5SoIUz40u8RIsYo\n", "UUMllc4DHIid49xnQCUQ09sTa7UlPxe9VfosIUTuOMYtXMzitPu4r7orOaHXQy21liKK3EUUGc9x\n", "zltO+dEmmsqklI09cbz+jBDCcK2TUCFEqgvXKC/eQIxYCM1IcelRTfy6B31ssbWz2dHGGSMQQesz\n", "kh8jADZsw0YwYtw0pvnHMrYuhZQYgB+/KUDAHCRoDBEyBQmaIkRMIUKmMGFThIh5IAML5jP/wSjR\n", "4EEOvj+TmU+UUrqrjLIPU0iJppAS08VZNEJEvMM7GTvY8Q5wsTf6LP38TEO75g61em0a0CKlPHad\n", "+7V2YYujjSFmtL46cf7DgHEoQxcuYUlzBhmBFFKiVqwxK9boQAZ+q4mmA3XU7fLhs+jfgzlI0Bwi\n", "ZG6iyXGEI7YKKrYBtWj3Vkjfvw1IAxz6c95WW58Ir1shRLAr3AxVBH8HPADUSCnvbOc9citbV/R4\n", "Y5L4Jb8c/DZvf3izJUB2N/piwl94lmcjyYVAEtRR95eppE42Y05tpvmgQLyuez66nSBBw3nOp77L\n", "u87NbF4tpbxua3VvoVulLG1sCdGUj1bU4oz+twmtQ50A7AV8+t8h/TFjPvMXrWJVmQtXOJ30S8Im\n", "QsTcRNNTLlyLqql+O0JkfZCgUd9MYcLGIEGjPuAZTnN6YB11WVlk1eWRV2/CdNXESHD1vS8QYg5z\n", "vhkjFv2Yj18NEzYkhJ4JU9SMORYhYtzHPts5zm1E69QTg3QL4L1JkpgF2jm3oQ1wicdkAWUAAmjt\n", "9rfekgcfIYRw456ylKXTn+KpcoBGGs3NNJubabb48JlbaLHEibvnMvc7F7lYtolNawGGMWzYPOY9\n", "3EDDxV3seitEyGvGHNPPaTz5dwuWmAlTPE7cUEedbSc7s45ytDhI8DSaBdSENlEytvF7wsvm0/8n\n", "X+L3m+E76QpCCFMGGROnMOXulaz03MEd3t46dgUV1iMccR3msPE0py+e5eym2zEfty2EEAXAOOBw\n", "Vw0rQoiBk5m8ZDGLU4wYadZ/PHjw4cOLlzDhUJSoN0zY58fvbaTR68fv5/JEsbVBIQbEbtFoh3bR\n", "J/J2tMlya/FkQ5u4BzrYgm0V0BFCCDPmgnGMmzuPebbFLK65lnDAECG7F+/X00mfXkvtW3HiH/nw\n", "mSJEhoxm9N8f5ejvqqk+qosxY4iQOULE2EijYy97rdVU7+byOBhp5/Gq566lYI0+FkxG6z/3t57d\n", "68Vx7gGKOqrmKoRIBQYCGWhjvBXtvAc721qNJUYuzwfMWWQtWMayYYUUNiXG8DBh41CGLh7BiDkp\n", "pNj2s//3zTQfTCU1kkpqxIEjkk56xIkzUkpp6m/4jfkAB1a3tWal/v/b0cRW8paqty9ZdLWg3WOy\n", "jS3e+rnruQ+VwOo9gTUX7eb6/c0ksM5z3v5v/JuxmOK3btWqXonFhFexasACFtS2fr2GmoVOnE9F\n", "iHwbIEDgCReu+S20nIoSfSOLrGu29nSF85y3v8iL9j3s+dPNsMCtPrA5gHR9S3ROKWgdUbiDbSpa\n", "vlI1SYOCEGIiWuGP80nHSZnIxMef47lIBhnhZprNLbSY/PhNRox3jGLU00GCnhJKfh0jVmvAIEET\n", "SQYM0oBBJn4H5HrWj5vAhNJqqtO9eG2TmXxhBjO6VJEwSNAaJfrTIMGTWWT9J2hhnnp7jH78prOc\n", "da5hTcoZzmxBmwiZk86TAS0E0pv82J33kr6uWLJwav1oRRuMA2iDSPJjQkCFungskUXW1CUsmbaK\n", "VRXteVN8+FwGDD/x4z+aRdYvkl8LErS20PJsGmlTmmj6VQ45n3Tl2EGChj/xp7zNbK48x7kOQwaT\n", "BtJUtO/CkfS7CW3wvEJ4oVkxb4o+TgiRdQd3LFjAgowHeKDqRnPbboRP+TTzDd4IHOf4B7ezyNK9\n", "vBPQ+rwTaN73oo4WyRZCGDPImHg3d894nMfrhzGs3fwWHz5jI40WL16Tbqiw+PDRRBMttBAmTJSo\n", "DBMmQoQoUREmLKJEpURGJTIikZE48UtbJZWnPNJztttPRi+gn29Hqy0NrV9LNgZdIaA6ymkWQiTG\n", "LCNa35wwyrizyZ46ghF5YxjTbMUajhM3xIgZokQNceLCgEHqHpWIHhoYceCIOHBEUkiZkUvuUy20\n", "nLJg+a/WYdC11M504nw+QOCvnTivKiSxne1Zr/BK4xnOfIwmfixo44il1e9tPZfwxkXQYIHl/gAA\n", "IABJREFUxh8PWnXeq/K79fHWhrYGZZt9ihAiA228/jT58/o4MxAYpO+jEqjjsmjt0hjSHhZhKXiQ\n", "B+9/lmfLk8fmZppzbdj+w4v3f8WIuV24vuPB8+Msso62tZ+DHHT9jt/Fiile09X+Sh8vUrlSdCUM\n", "jyLpsfVmaPW7RPPGNaN9D4lHX1vnWwms3l1oeCiwtjsElh7Sdl8KKfOiRKtjxI6nkHK4rZu7M17n\n", "9UF/5I+f+qSvR4REX5MpMqesZOW0r/CVq6yRjTQWOHD8xIPnn7PIKko8HyBg9+L9ggvXfUGClUGC\n", "b+WQs7e723aAA87f8JvIcY6v6c1iGHpnmiyk0tE6ID9ap5EsGkIdWW+EEHlAoZRyu/63CXCjTfzz\n", "gELgOPrAYcM2eRKTCnPJbTJjjqaQErFgiRZSOG4KU544xrF15zn/iUSKRKif1H5E0oZEiiaaUsso\n", "G5hPfqUZc6yJprRaarMlkoEMrMwjrzExaNqxR2zYog4ckVRSo+mkR1y4IgECLiPGf/Pi3aBXJryK\n", "vex1v8zLoeMcfz/ZQ6JbBJPPYTraRCGcdP4S59LXXm+rW/qSxUKyaIiRZJ1t4zHYXVZut3BPXMay\n", "2Z2IK7curo4kRGlb1FBzdzrpz/nxn7Rh+7kNW5dyrHawI/M93mMf+zZJKa85DzWpCp+j1WMmkAMc\n", "RhsUPWhiuNdEhRDC6MJ152Qmz1jJSu94xrdbAKY38OM37GBHrhVr+A3eCBzl6Ie3Yy6cPjGfCtQD\n", "R6WUMSGEE61IwIG28pSFEI5hDJu/kIWDH+GRiz0lkmPEiBAxhAgZEmG3YcKGAAHjalY7N7Jx7fXc\n", "J72F3kcmwrccSb+buWwE8XKlF7pL51II4UC7r7P0xyjafZ3wAJpSSR1VSOGoyUwODmNYgxFj3Iw5\n", "bsYcN2KUZsxxE6Z4lKjBh8/sx2/24zcFCZqNGHPv4q4nnDhztrN9/VnOnjBjjqSQErFijVqxRkyY\n", "4gYM8UIKl+eRN/UAB34skUEjRikQUg99l/vZn7OJTaeaaNqlt625K6IlKZ/MgjamutDGVzeap6UR\n", "TXDl6O/Z0Vk4nBBiJJCNFr6fhyaq0tDypiuBuu5UBvpSLI9/h+8E8sm/IsLAg+cnYcJns8n+NUAN\n", "NYtcuJ5poeXv3LhL2trfdrZnvcqr3pOc/KC3i4gljfnOpEc72rWbLLqa0fLQerN5fcItI7BChOwe\n", "PCudOO8NE244z/m9FiyuDDKGOnHmA7EWWs5HiBw3Yix24jxmxtyhi7meevO/8C/uPex5LTF51C+i\n", "hJU82WIeAE72F1luEZYh93Lv8ud47qoJY4iQLUbs5z58G3LIebutz0eImBtpfDCd9AejRH1+/H/K\n", "IWcb11hooSM2sCHnNV6rLKV0Q0/ECeuDkJvLHUIaWvubuVIAeK/TDX4PcAHNypOLNgA0oU3+I2jx\n", "4J+idUAZi1h07/M8X+LEeel/DRBwGDC82Ezzf2aT3eWqS//Bf0w+zvGgAcO5UYzKnM700FjGNhVR\n", "5N7P/qGAHM7wajv2qB7TbQoSNIcJm0KEzFGiRjv20CAGpc1n/rdKKHnDinVjHnnB1tfLZjZnv8Zr\n", "dec4t76jsI1WYQrJItaGNiAmrGEJC2ui0I4HbbD0JW+95XURQuQuZvHKb/Ptditp+fBl6OLqUBZZ\n", "v+xsnyFCdh++v3TguNOD58Uccj7vSlsucMH2Jm9m7WTn7gYaDnXHfSGEmACMQAtjDaLdD06089/a\n", "Iunt7j5OCOEeycgF85mfs4IV11StLJkIEVFDTUoNNdZ66m0ePNZmmq1+/CkSKQQi4eWVSR5facAQ\n", "T/xuxCgNGORpTg9uocWeT36lEWN0BztC5ZRv1s9DW7lvyc9FboW8IiFEPnAHmrCqaPVawtq/NzlX\n", "TQgx+G7uXvIgD9J6kdTepIIK6wu84Pqcz1dLKa+KzugNdONQIoQvlavzO+Nc7s8uCanrqWYnhLBz\n", "WUxl6fuuR/O01CfNXwxWrIXjGDdnPvNNi1l81dqhnR2qhppH3bi/0ETTJ2mkvWzFGvTjN3jwmJtp\n", "Nvvxm3z4zBEixjhxESMmxjHuWQMG8wEO/Kf+nEEiiREzxIlzkIN5BzhwMEKkFG2cDKKJo0T7r8lL\n", "pIfyudG8rYXAOX1/jYmt9T51A9QA4F79qYNooqqmp8JRB4qB877KV0e2XoqlhpoHHDgeMmN+Lnme\n", "Wk31Sheuh0OEfpBOepvLt2xiU/brvN7peNwb6PdAYrxPjCtpwLp+MlW+IfqNwBrEoE+AuEDIPPLO\n", "jmXsGTPmWDrpaWMYs3gIQ6Y00FBygQvrTnKyspLKzHzya+PEDRKJA8fALLJGZ5M9NIecAWmkOT14\n", "ajx4SlpoORUhUuTAUWXHHvPgMXvwWLx4U4opztvK1gt+/GfRxJTkaqt5AG0R2RiaVe+mHlyFEM6Z\n", "zHz0OZ5rHsSgq6wcjTT+LyDuxv3jzvalewwXp5L6iEAYffhWZ5L5kRFjt5yD13ht0GpWH66RNTtv\n", "ZD96mF/CwpWhP8bQOtsmdDF1o+5+/TgZwBi0CchRtPDAGrRy0Mlx2FP116rv5M7Hnuf5WOs8uAYa\n", "/odExjPJ/L9dOX411ZZ3eGfAR3zk8uH7pZSyUQiRk0/+uAIKRt7N3UxjWv1ZzqYf5vDgLLKa5zGv\n", "PJfcKwrIBAkaLnLRWkutNUbszslMfm4rW984xalSC5ZIGmnBdNKDGWT4s8gKHuKQ6wM+OF1O+ZZ2\n", "QgIS+QOtt1R9S06+jqFNEBKiy6a/nohnT9x7Lfo57bHcIiGEdQITHn2WZ2OjGd2mB8OHL9OA4Sct\n", "tBzIJvuFa9l/DTWznDi/6cNXbMf+Cxu2TidX1xIy2Bl6lcQFQBHaNbst8f21skgmjBB2LnsgPej3\n", "znUaIAzppI+9i7tmP8RD/q6uvefBY6qiylpHnbWRRlszzVYvXluIkNmKNZxGWjCNtKAbdyCLrGAO\n", "OUEzZhkhIvSwJxLhT1GiIkpUJCaCceLiEIcGVFHlHs3oikMcKpzO9NMVVKRtY5sso+wztGvPSNt5\n", "cEY0q7oPbYJbDzT09UTnWtAnRXei9Zf72ru+hBDZwF1o5bZbssiaPJ3p057gibrW1vi+4CQnHb/i\n", "V5YDHHhPdrAkxo2gnysnbQuoRE5Ucl7npVzPazUQ6QYqF9oE1aL/7tQfQRMjdWg5sS1o/WdyX5o1\n", "ilGzpzN9wDKW1eaRd01jXQMNoyxYngcIEfp5JpldrgAYIWIJE/53P/692WRftWiQB4/pl/wybwMb\n", "9gBn9fZm6lsGWuRD4n6q74p3Rs8ZLAQ+RzsP7lZbGK0fs3E5wqISKAdGoV379V39H68VIcTgh3jo\n", "wed5/orQQC/eTCvW/2wvHLCW2q86cMyVyO/ZsbeZQrGGNXl/4k+lZZRtu9E5TXejX8dxJbBuIoG1\n", "nvUPBwgY9ARAQ5BgoRPnI5lk3llN9aEKKtY101wVJGjcy94xgxhUbcMWDhK0hAhZAKxYQxYsUSPG\n", "uAWLdQADRmSSOTyDjCGZZA4MEw5e4MLpfex7I5XUkB17xIo1sp71rj3seROoaq9T1CeQk9BE2N6b\n", "dUAV+mLCX+Nr9ilMuapKVg01TzhwLDJg+JYV6zW5mGuomW3D9qgFS4YHz7p00tdc6z5aEyEifs2v\n", "B69j3Vaf9B3v6uf0yWFCTGWgdaA+LocNNHSXC10/Vi5aKEK2fpyBaHkKJzr43CBgYDbZxj/jzyY8\n", "xENXFPVITL7jxL9hw9ZpuNZWtmZ/xEfiAAdORomGpJRXhG4KIVLTSCsspHDSBCbYJzHJV0ed/SQn\n", "BxRQUH8P91Q6cbZ5fddSO8eJ89lmmv9nhEhFNdW2BhqsTTRZm2m2NdNsO8e5nBOcOBIitA9tEmHh\n", "8mTDwtWTjeRiEh3eL/pEpnXOVRraOQ+gC1Up5XUtkN3OMcVgBi96kicLlrK0zcRnL95MI8aftNCy\n", "P5vsF6/nOAECjgCBb9mxj26m+b9yyNnTlc/daMgggBBiNGCRUh4RQtyNJljPd/B+I1eGgbjRvt+E\n", "lzGRA9FhxVchhHMEI+bPYc7Ah3m4qq3rzofPWEGFrZpqez31dg8emw+fDZAOHME00oJOnMFMMk1u\n", "3E4r1gwDhmyByDZizDRhyjBjdpsxp7bQci5I8FMXrm2tlx9I5hjH0raxrfAxHjuWTXb4Pd4basIU\n", "f5AHy/ay1/0qr8aLKFrbUW5okjEnMTnMQLvO6/Xzc80W+d5C9+pPRRPOR7oQUpUH3D2EIdb7ud/9\n", "EA9d7Klqj9dDeyHM10PStZ8sbBIGBx+tRNSNji/6RNQJZA1j2BALljGppGabMadHiRqtWH02bC12\n", "7D4LllCUSz8iQkTGiF36O0qUbLIN93GfdwITrimvOUjQ6sP3jBPnPQ00vJNL7rtcR6RKM825Vqz/\n", "1kjjr3PJ3db69Q1syHuVV0eVU35AIiuA82hrVcXR+vrMpO0qwaV7oBIl5/OBsWj5z7Gk55O3dLR7\n", "M4QmtBJjViI6aRCwA+37TXy3iXy3G7rGhRApk5j0+Lf4Vrh1fmITTf8nSrQqi6z/As1QUECBP/m+\n", "qqPueSvW0WbM32+vP1vHutxNbAoXU/xphEjpzRRdpXKwbjKBlQgRrKV2igXLo3bsQ5to2mLD9o4D\n", "xyWh8DmfZ53lbOYqVp1M3kcikdaDx+zFa2mm2eLHbwkQMAcIWIIEU7LIGnQv9z56ghPrIkS2DGWo\n", "L5/8wC52ZbzES9Xn5fmPuvC/jENz0e/u7RjYzhBCiDzy7nmCJ0a3nswD1FI70YXrb1po+YEL13Wv\n", "h1VL7UQLlidSSR3px18WInRGIo/ZsRclf1ddpZFG0wu8MGAjG99vHaqSQA8JyEjaUtAmCQ1cnvR1\n", "m2dRCJGOJqpy0SxfdVz2VNnRKhZt6agXEVoFwkeXsjTju3y3PLkDDRCwGzC86MHzUmfhYxe5mLKa\n", "1dk72XnmAhd2oCWkl8h2qjDqE4VBoxg1aTjDB05kYryFlpSLXHSPYUzVHOa0WRK7muqHXLgeCRP+\n", "XhppdfpzlmMcc5dR5q6l1nmKUzlnOHNcIr36OSkDStEEbbd3KPokxI32PQxA8yZU61vdjXznaSJt\n", "zApWLHyGZy60VRjEizfLhOknPnx7ssn+VVv7eIu3htuwRe/n/rLOiotUUz3fjftrXrz7U0n9ZVeM\n", "EzcSMqhfB4uAz6WULXq+zUxg67UYiJJyCxMGDRfapCURktOQ8IIIIYQDx+iJTJz7IA+GpjO9MUJE\n", "VFJprabaVkutvYkmezPNtihRkwOH34UrkEmmP4+8iWmkjbBgcZswZZoxuyxYXBIZjxDxRIg0Rok2\n", "xIjVSWQtUGvCVGXG7AkQmJlCytxUUod68R6LEPnEjXt7cvhNLbWWt3l77Hzmnx3LWC9olvVXeXX8\n", "ClaczCc/sJ/97j/wB3mYw+93tQBP0kQ5WXAlJogJwdXnHh/d4DMOOC6l7FL/bxGWgpGMfGwQg7K/\n", "xtf29NZSKtfCFrbk/JE/1l5LyFQrQ0JCUKWiTbYTnttEyGy3CMrk62QYwwqcOIc4cTpTSXXFiFnT\n", "SPMXUlg7mtGNHRUN6U5qqJmdTvrXggTLjBh/kUbaDYVb1lI7yYXrh168f5dBxrnE8x48pj/yx/ET\n", "mVh+nOPWz/gsUEZZFZqQK0cbzy4ZGfXxdxAwEhiKJoiqgIto4+9QtBA/D5cLYbS1BVtfE/r3YEUL\n", "L8wCTnE51NOuv+bn8tyi4VrzVQeIAbO/wlfGLmf5FYViaqhZmkbaF0OEnjvIwfRTnMqNEDEOYUj9\n", "ClZcUdG6gYa/NWFy27D9bXvpLhVUWNeyNnsPe86f5/yOrvZZPY0Q4tZXVzp9KrCEEK8D89AGnxrg\n", "f0kpX271HvkGb/wildSHTJhSm2lel0762tYTkAgR8Vt+e+ciFp1tq+R4Z+hhUfNyyHlqAxt+XEut\n", "NUzY7MbtO8rR1J3s/BPa4NOZVW8E2uKyu2+mxGiHcIxdzvL5X+NrV00YffgyzZj/3YPndznkbO2O\n", "4/nwuf34JwjEHSmkjLRjHxIl6gsQOB8hctKAodiN+0RXwglLKbW9yItpu9j1rpSyKSmJN7FJkjo8\n", "eiZXxILWqeejWcCq0CbyDcmDrNDW1KiVUpZ0sj9zLrl/s4pVtfdz/xXCsZ767wuEOYOMf2rv8zFi\n", "fMInOetZHz/EoW1RoiVonf89wMauDPxCiIxccscMY9jYMYyxRYnaw4TNM5hR2lbIVi21f27DNm0n\n", "O39aSqk1RMg0kIFNhRQ23sEdzU00mV/gheytbF2DZjkcgCZ+IonzJXtwfSFdaCfElpPLwrf6WrwG\n", "QojMecx79Nt8u6b12nAAXrzZurjalUhCbs0e9mTsYU9BGmkBgBWsONPWvpLx43eGCH3bhm2YD9+/\n", "tlcxKpnrDRkUQgwDMqSU+5Oem4hW7bLL3uI29ivQLM6JUNwM9OUJsskuHM/4vHGMa4wRMzbTbPfj\n", "T7FhC6WTHtBDTgMDGehPhK3q5+Q7VqwFPny74sRrBaLGjLnaivViV7y7CfQ+abEN22wr1jwv3sMx\n", "YlvTSNvzGq+NHsrQhoUsvGLS8ymf5pRQ4k4Y7Q5y0PV7fs8hDq29Xo+pPkFMCK5MNM83wE6grLfy\n", "C/W2GNGEVSZaCetOw+mEEKZssqfNZOZdj/N47RnOOE9wIvdxHj/W2TXeF6xmdd7bvH2mksptbfWL\n", "Qggb2nfgRhNUqWheqYSQaqIbxZR+TIEm4rKGMnSIE+eQQQxKySLLJpFWP/4UC5ZoPvkNYxnbUEBB\n", "r4nwJpoGC8Q3U0gZ1Ezzy12teJpgP/vdQxjS0pbgrqHm4TTSVkjkd+zYmwHe5M3CVFLDy1l+AaCY\n", "4vQNbEg/wIGyCipq0L6XhLgFrY83c9moGUUTVflo53TtjYb36d/PbKBSSnmu1fOJ+UfCYCK4cv7R\n", "3N78Qwgx8AEeePjbfLvcjPnSe3z4XGbMv9zL3t8f4lBNLrlNk5hUnUNO6FVeHX8/959KFtYxYgYf\n", "vh/HiYfduH9EB17FXezKWMc66xGO7G6i6ejNGmF1Pej3bh4wYhCDli1mceVEJla5cIUrqbRXUpne\n", "QIPzIR76RhNNZyqp/EMOOSYXLkcKKe448SyBcBswZBgxukyYXCZM6WbMaQYMxggRr0CYm2neqRev\n", "avc8H+d42qu8mrqDHR9KKSt1T13ferA6Qwgh17K2zI9/dSaZW4wY2+zkPuXTnHLKnV/myze0OrgH\n", "z7+ECB3OIeePHjymc5xzHOFI7gd8YKul9gCaOznZOnuVpVlPEB6DFi7YbWFL14MQIm0IQ6ZPYcqo\n", "J3nyYluLCbfQ8q9hwqezyLqmHJJrIUbM4MEzIkp0vAnTaCvW4SmkZPjxl4cInYkTP2bDVtSWlewC\n", "F2zb2T7ofd63VlF1BM1Vnxwi0CMWPb0zzQKGoA3A1cAF2Ub1LP39acAMNO9Vh8IxS2TdPZe5iwYz\n", "uOULfOFSWFYttdOdOJ+PEn02MQC1poIK63u8l72b3afKKd+R+P+FVgXJKqU8co3/pzWV1GHDGHZX\n", "Pvl5JkzOkYysvo/7LhgwyJOcTDvDGXcFFe4lLPliOul2D56/H8nIq9p3lrOpL/CCdT/735VSevX9\n", "u7gstlLQzmMVN+hl6uR/MqOFECbCN336cWvRJkttHlcIYbmDO1Y+y7OmtqrZ6eLq//rw7cgm+zdt\n", "7cODx/QSL02toqrGiTNUQEFagEDKUpaeKaSwU0FQQ81SN+6nG2lc014Fx9bsYEfmGtaIgxzcEpbh\n", "Dteq06/rhWgT6qak561oBq9Pu8urIoSwGjHOySPvgUwy3VasASPGmBVrKJ10bwYZvjTSgg4c4XTS\n", "Q27coQwywi5ckXrq73Hh+rru1XvhRkOOk2mmeUCQ4JJUUmcZMborqDieTvqabLKvWIQ0RoyXeXn8\n", "XdxVkQirLqLI+QqvGA9w4P3rNRjo30FuPvlTDBge8OP31VJbhRYSdRqtwmhNTxrpdIPEVLTJa1FX\n", "hJ0QwjmSkYuWsjR7OcurEt7ujWzMK6U084t88fj1FirpKWLEeJVXB69l7YE6WbdbF5VZaH16Ntpk\n", "vQ5tPElU0eyxUEchhGsMY+4bylDnSEZKO3bhx2+poSZdIBjCkPreFlWghQN68X7VhWtBE00bXLhe\n", "NWPuslfyIhdT3uf97J3svDiJSXnf4BuVbUVD1FP/VyZMAxw4/uYQh5z72T94FauOJr83RoytbM1d\n", "x7rs4xyvChKUaB6kFrSKp8eTjWZCq245H+37S0GLnDjXWbhyR+iT97lo5d3bncfp70sWXFa0+WHC\n", "S90kpYwLISwTmPDot/hWPDEORIiI/ezPGMCAHwYIBCuoeGEa02oTYdN+/IYiitzHOJb7Vb56LNk4\n", "HiFiCRL8lzDh8kwy/7Wj/8WHz7ie9bmf8qm3mOJP2osG6o8IIcwFFDx2D/cM8uBJq6RyQISIJZPM\n", "uuEMr1jAgvsdOIakkvqD9vRDWwQJWoMEs+LE7RlknOrovfvY53qd1w0HOPBhYn7YbwRWZ1UEgwQN\n", "v+N3E5ax7AqVfz000FCYRto/hgh9w4Hj0k31e34/6DVe2xoiVMvVxRLq0Cbel9aBEELkormZD8o+\n", "qGQkhDCmkjp6AhNm3cu98TnMqW0rTKmOumctWApTSf1+64uvkUbTe7w3cAxjWqYxrSHZ4tIRPnzG\n", "Yopd05hW31FoVICAw4t3gkCMtWAZacc+1I//fD31P77AhdSLXEyroy7NjDmWTXZzE02WrWw9W075\n", "2p4sJiK0qkz5+hZCC3Wr7EKu0F1ok/cznbwvZylLH32SJ2tXs/qOb/LNg0aMhAjZJPKFZppfacuT\n", "GCPGZjbnbGBDvIiirWEZLmm13wXAoRuY9BmA/NnMXu7ClefF63DibHbj9uWT33QHdzQOYEDYh++f\n", "YsS8GWT8Y1v72c1u98u87D/JyfdbD3D6uU32MtUDZ5Pvne5GXC4+kos2sWpdej8xqQrliby5X+JL\n", "Y1aw4qp1fjx4cixYfuLDtz2b7N+1d7xf8avx+9hnPM3pl4DYaEYvGMe44RKZOoUppbOZ3WmFtSaa\n", "8s2Y/zZCpD6FlJ90pZx7BRXWd3k3eze7iyup3N2e104PBxsipbyqeIyel2WXUh7s7Hjt7DuRjJ8L\n", "FKSRNnUc4xyLWHRuClPqEgYeHz5jPfWWBhpSmmlO8eK1tNBi8eO3SKRrDnMeHsjA/D3seaee+kMO\n", "HKE88lpGMaq5O0t/f87nWdVUT5zN7OHppE83YLB48e4RiI8TifzHOZ72CZ8Me4qnihOTwGKK0/+b\n", "/zbvZ//713LtCiFMJkz5Ixk5ZQxjsqNE88Yzvlwi43/gD6UVVCTWmspDCyWsQstFqUYzJnVXSNpA\n", "YDxa9dtOF48XQthMmAZOY9qClawMT2PaVX3Mh3w4uIaatCd44mTiO6qh5hEXrkdixIIRIp4YMU+M\n", "WGOceMLaX2fGXGvHXpNCSo8YymLEOMMZx6u8Omo3u89GiNSjeaVq0aINei10SgiRNZWpy+/lXnOE\n", "iLGMskyAIQypH8OYDsP/PHhMpziVPo1p3d5X1lCz2IlzVYBAiUC8eC1L20SIiM1szt3EpuhhDm+L\n", "Ei1x456ykpXTnuTJq/JDY8SMfvw/9eMveYd3Pl3K0tOJqKOznE09wxlnBRUuP35rBhleHz7TKU55\n", "TnP682aaL6IVFctD816VoN0ns9AWwa7Wx5gR+nvK0YTWdYlVPc/wDjSjU5e8s3q0S0JsZaJ5vJpT\n", "SR30KI/mPcmT5+qos+xjX04JJVkTmThmMpPvB/7Cjv1SO/34DT/n50NGMCLcQkv6UIY2zmPeFdUD\n", "AwQcceL/6sd/oL1Q9WROczr1Qz5072PfiQoq9lxreOPNQJL3NwPItGKdO5nJg6cwpWQgA72FFHot\n", "WOLHOOaKE180iUkrN7DhpwMYUDqYwS0DGBDs6ly2K3zCJ1lv8VbgGMfWJUcA3DICawtbBtRSm/oE\n", "T3TL4oL11P81IDPJ/FniuWqqLT/lp+n72f+6vHIhukRY0hC0EtMX0MRWUFwuZ3tVqdueRAiRPYYx\n", "98xmdvYyltVkktmmMNAXE346QuTbrRcJjBHj1/w6/33e35FFlnskI0fNZnZ0FrPqOkpkjhARr/Ha\n", "6CBBiwFD/B7uKWmvAhto4vg851MrqHDUUZc+l7nf8vH/qDvvMCfPM93/PvVeZjTS9F5gGGDAgME0\n", "gx0bMLgXHMeJncQpTuJN1rvZZLMle87ZTXLWSdaxkzjVLW6xYzBgisE00206zDDAMJ0pkkZlJI00\n", "kuY7f3wSFkLTwN7seebSpZlR+er7vk+5n/sOeBpo+H0BBf4KKgZS9/8N3ihYw5qTPWLPuKitx2uJ\n", "rGYu0nU0Ijk1HeOBzCQ+r0PKdr0/2kQsCIJiClPueZzH5bXUDvyRP9bOZW5HLbUDbtzfkSEzWrH+\n", "r/TPddChXcMa2yEONXbRdSB9wRAEwQrUi6I4YYhnakM1kC0gTKqldsoUpvgiRFRLWXoutTk6QkQb\n", "I/bTEKETI5E7bGBD7p/5c2sHHe+P5BQmqkx5SFj6IJKzN2ZwKAhCQSml9a207r2aCrFwuXh0krDB\n", "JCDY66mfeiM3tuWSG8gjbzCf/EE5cvz4HSpUPx5gYHcmJqykbWJTwWu8VtFBx1OiKPYmtie3YJlW\n", "S+0iK9acCip6V7KybaxJPkpU6cf/hB791CDBp7LJPjXWscWJs4Utjs1sHjzJyffFDIKwgiAsRsoA\n", "X0HekeipWoKUtR1vn5EKqRLgSDwPypFr6qibdDd3Dyxi0bgpu504rzdhejxAoDFM+DkfvrgPn9qH\n", "T+3EafDiNZgwBfPJ95VT7i+lNDge8exM1kKLbiMbq+/kzjNJRlU37kki4s1mzPM9eF62Y98IEozJ\n", "jDm8jGWX5vEGGowv8qL6EIfWjQVJEgRBa8JUWU75jBnM0M1jnreZZosTp+FhHm4BrYJiAAAgAElE\n", "QVSKE+cP/KFoPeu3D4gDZxIZ+RIkRzGG5EQKpPR7TqTPV/iYMjk5zs1IFcyM1zixrmXnkpufTXZx\n", "FlnWSiq5lVtd6ayjqbaGNaUDDKjv4I6Lwww/qUadHyL0tAxZNEYsSSWeLUeehOSYFSjMSpRGQIwS\n", "HUgJxPwiYiT5QEp2RUTEsIAQERAGk88yZGE58rACxaAOnd+JU3me86YOOkx99JnVqKNWrMHjHNcc\n", "4MBbUTF6YaRj+LRMEIT8Wmo/V021To06moT/jScpnKgO1USIKB/ggZOjXYOJWD/9FQoUjytQmAIE\n", "fm/HfnAin2+iybCe9dbDHD7RQ89hMYUSvpjizzzEQ4XpJEEJJlB7PvlPHebwLifOrQEC6iBBjRp1\n", "NI88XwUV3mqqB5Jj24NHsY1t9j3sCTbQsDdGrBMpAVqKVDE6nu5jJSry5Yn39SAl8iZcERYEYSoS\n", "GdDhMd+c+fN6YHI99bfnkSd3486WIRPLKGtfzGJXKaVP+fE/k0POZef+Td7Mf43Xjpgw2ZaxrNyF\n", "K/tBHjyV7s8FCGQrUDzlx79lPIiHZHvBVrYKJzm5N0iw6dOs2H5SlpgTC5FaNYaAfgUKw3KWz/oW\n", "32pNX099+Ap06J5y4fppBx0XWmix+vDpwoRVSTZkI8awBUs4i6ywA0c4HdbaRZfmIAdzJzPZPZnJ\n", "A+n7tIENuetY5zzHuffSkVT/IwIsQRCWAf+FRHH7e1EUf5L2+qgBVoiQ7Hmen5a6SEaJCtcSoQYI\n", "WNWofz3AwD+mNmOuZ33eS7x01Ck6M4rrJqBQRUgscl6kYCsAzEEa3CMydH0SJgiCxoFjZj3101ey\n", "0p8KcTrMYetkJvuSmcUUMeEf27AdT/+ud3gn7w3eaLooXtyV+G5zHnl1FVRMmc98cR7zXOnsX3Hi\n", "vMmblTJkw/dz/4XDHLYe4lCxHbv/Zm7uMGOOuXErL3DB2EOPwYnTECSoNWAI5ZATyCMvUESRaMT4\n", "1AADW+3Y30jfr0SvXeEGNuz8JESgE4O2mI+vWTtSz86EJpzEJBwVR2EOBEngeTWrZ9/HfV0A29iW\n", "FyKknMc8mxnzk0MMfSO1chonzja2ObawZegoR3eKotie6XsFSc8oNFb1LPHeZJUh2cNmRYJdJmEy\n", "bhOmmlu4ZfEiFnn3sKesmGL3MpZdopRNTOo/9eNfb8f+l0zbeZEXCzew4aORxkva/hQhBVoBpEDr\n", "isBJEATBhKluEpNu16DJ6aQz2Err2mGGD1/rAiEIgnkWsx68ndsjESLKBHOdLkxYlUeedjnLv9pD\n", "z/448ZeKKAplqqIc4Yjl5/x8WiedvxVF8QqosiAIthpqbsojb3o++f67ufvsSMmPVEuBDK6zY39t\n", "PMdzjnP6v/AX64d8eKif/uPJoF+Q6LVrRVEcsa9CkCiO80RRHFF7LQGLKeRyopc+IFBCyawbuKHy\n", "Lu7qHS/xQZiwJkjwcSPGmV68v7Vj3z3C+2TnOW9oocXSQ48pQkSZQ46/kEJfNdX+8W7Ph0/xGq/V\n", "Xs/17Zn6Dd24q4wYf+jB87oDx3onTtUbvDHlPu47nercNtJofJEXNQc5uC4TdFgQBEsuuZPLKKub\n", "wxxhPvPdOeQMJRkLH+TBU8mqnhu38hmeydnFrreSAVsiCVGI5EjKkeB8w0jZ20EkAoD2tG0quJxi\n", "P0nSkBT99AFdqRX5RF9YViGFBVaspTnkGMopp5TSoVJKA5kkPTJZnDi72f2Z2cz+QoTIST36p8cL\n", "7RxkUD/IoCNOPEdEzEaao1QCgjrloZIhUwsIKgFBKUOmkiFTJf5WyZGrXbj61rL2+Wyy3UUU+aup\n", "9iXHWS+9qud4LmcnO9dmSj58GpY4t7NLKFk1n/m985jXPhEx7SaaDNvYVllPfacXr2aYYdkqVmVc\n", "B8ZrgwzqgwS/bMY8z4NnXTbZb0xEXiUJOdvFLu9pTu9KP5eCJAGRVULJXYtZbNCjjwQIaEKENInt\n", "Ky1Yaj7P529rpPFpLdoTduzhsXr4OujQbmFL9kd81NtE0z5RFHsEQdCMlmxIjKFSoAxpfTs/kapl\n", "IiG3EGgZaf1Ne78GyLZhy8siq0aHLt+KVWvAoLRgCRRS6FGijPfQY76O674sQxZtoeWXlVT6ksF2\n", "Aw3GX/Gr+GlO/wWQVVG1op762myyQ5kKCT58BRo0P/HifcWBY9N4jsuNW/ku79r3sc/ZRNPu/w6k\n", "VSIZZ7Nhy88ltzLR39TWRlsn0rW5rH8tZZ0pQCpgdAGdokTMlLWABfc+wRPu9Hk/SlQ5xNDTQYL7\n", "7Nj/lPpanDh99KmdODVu3JqkZmKQoCZKVKFDF9GjD3vw6N24rWWUdfnx66xYQzdyY3seeZE4cd7i\n", "rYKNbGxtp317JijqXz3ASmTVmoCbkU7ch8CDqU3WYwVYW9iS78evuY/7LrTQovuAD6wnODFsxiyU\n", "UkoxxfFCCgMTzXT20fewGvUUM+bvJf8XIiT7MT/O/YAPXh9tgKZUQ4r4uNk+D2lgj+qAX40JgiAo\n", "UZbUUbdoKUvVqQKCYcKydawrdeI06dBF7uO+swoUymGGfxEg8H6mIOYjPrL8nt8PNtH0TjosThAE\n", "fRZZk6qoqp/LXPlCFrqSi9c61hV78Wof5MGzSpRinDhnOWvYzvbKTjrzDBgCFiwDWWQFc8gJFFE0\n", "kE5BChI8SofuJ168z9qx70vfvxTdjHXi1VNUZyFRuaqRgqrOa4ARJPWEdowEy0q8L+dmbr7nO3yn\n", "O+mgd9Gl2cjGus/xuccHGHjVjn1b6mc2szn3T/yptYuuPSPtX2IB+Awj9M5kCKiykCpGqVo9V0wQ\n", "NsE2ZxWrrrud23s2srE8Rky2kpXNyevtwVOiR/8jD57fZqLeDROW/YbfFGxm83uD4uB4Aj8ZHwda\n", "PuBscpwJgqDMI++GKUyZb8KkuJ3bz5zhjGUjGyubaOqIEPkAiSBgwvAZQRAUVVTd/hiPGdKhT0GC\n", "yjjxX7hwnT7O8Q1evNoAAZ0KVdSCJZhFVsiBIxQhInuO50oucGGnKIofjLatLLKmlVCy0oFDcyd3\n", "nhytwpu0VMigCtX/Hak/L9XChGXrWZ+7jW2us5zdIYpivyAIc5Hu9RHHTeJ+uRE4lb7oJhbIKqRF\n", "r5MUoheloCybycylK1gxvJjFE6la1RswPBEm3KZG/V8j6btkMjdu5VnOmjvoMDlxmlSoYrnk+kso\n", "8VVTPZCp2h4nzqu8WpNFVvA2bhvxPPTTX2HA8G9evG/Zsa/dytY8N279alZfdi830WR4gRd0Bziw\n", "ThRFZ7K/qpTS6ZVUls1jXnQuc10pyS3Fa7xWl8pYmLQTnDA/x3PRRhrXZIDX2pAcRRvSeulHytBr\n", "kZJ5KqT1Rs3HpADJxyWShpSKdVYJJUVmzCW55GrLKaeEkkgFFQNXywjYR9+DVqx3HOHIxjba9tzD\n", "PReutsI4lvnwKRppNLfRZnHiNOvRDxZS6JvJzCdkyEKZkAAgVS5/w2/0Bzm4BqkqVow078i5XK8q\n", "9TksTsApSvgA+UCJgFAylakVX+Wr59Ov91j2IR9mHeJQ8WIWX6ijzu/GrXyN1+oe4ZETV9nrJvTR\n", "t9KCZXWAwGklyt8YMU6IEOIQh7I2slFznOMHvXhPpSRvtHx8LmVI501eQ83Cu7nbVUGFz4YtMsww\n", "r/Jq3TKWnTNinG/G/Lko0e8YMIx7P5JEGCc4cb6NtsNI9/d45D6KkfSxBoBz410vBIlY6wZgf7K3\n", "OOU1NWAzYy62Yp2iRZtvwqTVoVMZMIRyyfVkkRWqosqb2oOblGI5x7m/b6FF1U23OUZMnk32wFGO\n", "ag5y8OVkVU4QBG0NNXcUUzx9JStPZ6Lb76e/2oDhhz58v8ohZ894jgukOWcjG43HOHa8l94jE6mM\n", "j2WJNd2qR+8opLDcijW/kkoqqRyupNKnQRO/wAVjG22aFlrELrqiPnxd7bSHhxnWJr7mItKalSpq\n", "rprClLu+wleUmc6FG/ffyZFbLVh+MJH9DROWneKUeRe7qocYUuST74oRUwQIaIcYUgQJ6sop7xxk\n", "MLKDHSd66d07Sj/3Xz3Amgf8qyiKyxJ/fw9AFMUfp+7kSAGWD5/iZV6eOp3pnac5rT7Fqf4mmj6M\n", "EWtHWmSsWWTZHTiKjRjtRRRRSqlQQEGonPLASLo/IEXAceK/8+P/baqT/wEf2H7P7zvaxLZtI302\n", "7Ri1SBNOGZJj0owEI/tESvyCIJjLKLthNrNLb+d2V2qm0Y1b+Q7vVBkxhlexqnUrWwudOA13cMe9\n", "MmRkWoC66NI8y7OmAxx4a4wgUmPCVFVF1azZzFarUSu66bbMYEanB4/GhcvgxWvQoInYsAVUqGLt\n", "tGdp0ERv5Ma2sWARTpyzLFieTKd0TVoHHdpf82vTfvZvIUHLnimDnGG/tUiY6iwkmNQ1QzcFQZgM\n", "KMRRyCUEQbBPZvKSTOQJDTT8ix272obtssmggw7tz/m55ihH/zxGhi4PKE3tqUlU5nKQnDErlwdU\n", "7rEWo8R3yAooWHwnd1bfy70Xt7Et7yxnHYtYdCF5DC5c082Yv+/D9+82bFccvxOnKsEsuCYJmRvP\n", "dvkYHuUBuiqpnDuDGVUiojq1Wh0mLHuVV4s2sWnQhasTCU7VSSLLNZ7t2QTbnAd4YMZ93HdF34EL\n", "1zeVKAtTEy1x4vTQo+miS9dHn76FFtse9jj66HMC7yX2OdnXNZJQq72c8tvt2Otu4qbTN3PzmNn0\n", "q4EMgsR8t5a12oMcPBYhYga2jeUsCoKQC9QgBe1ioipSjjSPdSE5J5HEe3XFFN8wl7lVd3LnuEVM\n", "o0SVPnxfMWGa78X7gh37e+P53GjWQouumWbzRS6afPgMZsyBIoq8k5jkTe7Xu7xb2E+//rN8tmks\n", "59+Dp1SH7v/48K2xYn37D/xh6iIWtaQ7yuc4p3+e5w2HOLS3muq6Wmqz5zEvVE+9J3UbceK8wis1\n", "duyBVLhhqr3DO3mv83pDt9id0UlKZMiLkcaIHKk6lQ00IIlGj8iiKgiCtoKKW2qocVRQQRFFkUoq\n", "/dfK/hciZIoS/QcFiqwo0f/Qo+98jdeqjRgjd3FX67V8d6q10KI7z3lzJ52WIEGtDZu/hBLvJCZ5\n", "k8cQJqyJEXsqTPh0JuKmKFFhAxuK3+TNrG66jyGtye1IwVaqCHrqsxqpYnhF8JXqcAsS0VEJUsbd\n", "o0Ytv5EbZzzKo70ThfVtZ3tuE02OFaw4m0p48SZvlmeTHUpnvBzLXLimaNB8TUCQDzL4m0zIldGs\n", "l17VetY7DnCgo5nmPaIkZC8grTMlSGtqF9CWdk6KlrN81eM8ftGAIf46r1eaMQ8uZ3kXgBPn1zVo\n", "JmnQ/N1IlOOZLE6cgxzM3stejQfPcJiwGCc+GCceihINRYiEQoQCHjzBGLEhJFjZEBKrbQ5SssKP\n", "RCiTnKdFgEzjR5DIyyqAg0CeHn25GXOtBk2eCZPWinU4l1xnMcWeXHKDRRQFR0IoRIjogF/78f8u\n", "NRjqpVf1Bm9Ub2JTT5hwD9I64kZaU2KVVD5QSWXR3/A3BzMlj5JU+F68P0kn7BnNwoRl29mes5vd\n", "8kEGfWHC3gEGPE6cnhixVA3LMRMNiTGQU0ZZqQVLaQklyiqqhiuoCFRSGcg050aJCqc4ZT7JSUcH\n", "HXYBIRoh4hlgwBsk2NlGW1uEiCtxHuIFFNy4mtWV6VT3AH30LTdhemCY4SfGk4hMtd3stp/gRMFU\n", "pl5M7Xfz4VOc57yxgYac93l/RiednjjxzUjzrTOTf/Y/IcC6F7hVFMXHEn9/DrheFMVvpe5kpgAr\n", "SlR4nufrGmnUBQkePMe5I0hEBCMtLArAqkBhLaKo0ISpKIccTaLKFS2mOFBI4WDqxe+j7yYDhtVq\n", "1F9NEkDEifM0TxeuZ/2aiUIMBEGwA7ciObwHkJyUqyUkUFiwTKmj7vrlLB+6gRsuy/6c45x+K1ur\n", "qqnuvZmbL2kineb0lwsoWBAj9k0btsucvzBh2S/5ZcEWtmwYEodGLYUnnGAzYJchW6BHv7SUUm8t\n", "tRdLKXXnkx8opzyQnmXby17bMY4VFlPcfxM3dY7WsN5H350mTHfEiH0nFTbXRZfmFKeyTnKy6BCH\n", "ZE6ca5DO6YiEIonsVQWSg9iKVE28ZqKMBPxgKRmqR4IgKBMN7TOrqbbdwA2Dc5hzWcbMhWu6AcP3\n", "97P/fy1hySXIY5w4v+SXhWtY8+5YsARBEom9iLTo5yUeIgk9KKQKw1VRswqCoCijbNlqVjtu4Za+\n", "RhqNO9hRUU658zN8pkuOnD76lliwPBYi9F0LlisqAuc4p/8Nv7mMWXCc25YDM3PJvX8SkwQjxsEH\n", "eOBEJrjSDnbkrGNd9BjH9iFh8guQFoQORiEoEQShcCUrb/8G3+hKX7D66Jtvxvz1KNEn0nsUk9ZA\n", "g/EP/EF9hCP9SNorET7u6zIn3taJBMm6bLwJgqC0YLk+l9y7ZzKz72EebhyPUOvVQAY9eBRP8dSc\n", "c5w768T55nh6EQRBuCGx73Kk5JATCb55KTmiElSl05m+ZDnLZYtZ3DfeaoULV60O3bejRJ0yZD+b\n", "aBZ9LEvIbmjOcMYaJKjqo8+sRBlToIi7cRsf47EjoyXYUs2Lt0iL9t99+N7tomvLR3xU+EW+eCr9\n", "WJtp1h/lqHk6030jSYVsZWveRS6aP8fnzox0rqJEhV/z68L1rN8UFaPjgpUnEkfT+LgfJRPEVldD\n", "zYoHeMC0hCWfGBzIiXO6CdOTAQJHTZieTTrJYcKy13itxoJlcA5zesYLM0y1MGHZGc6YWmixdNNt\n", "UaCIJ3p0PFVUBUZqBQgQyFKg+KkP37sOHG+BtG4c5WhOG23ZRoyDMmSxXezqOM/59WMlPBPrXabg\n", "y8jHum9Jivd2oN2EqWIxixc/yqMXJxLAxomznvUlLlzGu7iryYBB6cM3Q4asXomyOE4cP36lCZMH\n", "iIqIycdQ8m+kICKS/F2BYroR4/RENXYNExALTjD62d/jPfEkJz8IEz6PVC0tTjyGkFj7ukZaU62C\n", "dfpt3Da/jrrgSU7mP8Ijp1OuneDD9x8xYt5ssn+S6fPj3U8/fkWAgDJAQBEipAgSVA4yKA8SJECA\n", "4OU/Mh++7CBBuwaNx4SpT448Pow0BSefSZwrAUF04SoUES3ZZIv55AeKKXZVUukuo2zEYCqTuXE/\n", "KSBo0omimmgyPMuzwilOvYVEoJZEnFiQfBylHfuKWcxy3cu9J4spDqXPI06cCyxYvtFP/0vjhQum\n", "nkMXLlU//WovXrUXr7KffqGffrGffvz4xShRf5iwJ0DA2023F2mdxY4934690oHDWEMN5ZQP1lDj\n", "H63S2kSToYEGWxddVhOmUBVV7ulM70/6hUlIeDvtugtcENppF7143bOYlfslvnSF5FCSpM6P/4fZ\n", "ZI8bLebEqdrEprI4cdkt3NKSaa7qpVf1Ei85drFrZ5CgC0k3MheptSTJUOxCSmDH/icEWPcAyyYS\n", "YIUIyfaxz7ab3ZqjHNUHCLx6DTAxI2B14HDYsBWVUJL/Lb7VkerkDDDwXyFCe5KTNEjl6Wd5NtxE\n", "05qr6NWRIQnRFiPdmBeRKikTEffMm8KURQtZaF3Gst50R+EAB7IPc7hoPvNb66m/tNAmqg3f28/+\n", "nzfRFLqXe8+kTvwv83LhWtYecovuK5o5BalRM6kTYkXqu0g6aUXATgUKdQ01c6YxLWsucwcqqRzI\n", "FED58Cne5/3CHnoss5ndPhorkgvXE2rUZf30/8sZzhjbac+KEZMXUuipprr/Ihe1L/NyXwstB4EZ\n", "SI3blzlriQpPLdJAaLhaKGAmEyTdM6OYwromCIIpi6zKMsrqZzBDOYc5GR2uKFFljNivu+lev53t\n", "zV/my5cqEu/xnv0lXrrQKXaOSFqRyB7mArcDLUgLXTfQLY6TnGOcx6ipoWblozyqu57rPR48ig1s\n", "qBARWcWqZivWWB99q40Ybwb+JpM20UEOWv/IH4NnOTumM5M0raCtuoEbls5ghvARH9UYMASKKXbN\n", "Z/7FTBNgE02GP/Nn00EO7g4SPIOUpSxEoml3IQULfSlQKcMsZt37BE+Eiii67J4YYMCmRv20F+/T\n", "duyHMu1fCpNcE1Jm7wrmvUQlsSDxCCNleLvEyymG8/PJf6SSSutjPHaokMIxHdGJQgZ76VW9yZtT\n", "aqnteo/3xMMc3jGa8564tyYDtwEfII0bf2L+0gP6QgqnXM/1NXdxl3M8znOIkGwd66qmM31lJZWz\n", "+ul/1YFj/VifS7cwYZkbt8qHT+nDpx5gQOnFiwcPPulHCBGKRon6o0QHLVjypjBFoUWrOs7xymyy\n", "PSpUsXzyvWWUeScxyT9WYOvFW5gIsrZsZetHhRT60hm9xrJkcuIBHjg9ljPWS6/qaZ627mf/mxPs\n", "FylAmuu6gTMp8C39ZCavXM1q7SIWfVLBrNBH38NWrMs9eH5nx749/Q0BAvKtbC3qoccM4MDhS/RF\n", "+TMFuGHCsjbadB10GHvpNfbTb8xUhRyPJSHM5zj36kd8dD5AQFNKqWsmMy9VWTewIfdN3mxvp33b\n", "RBNuiaRtJXAdkhPcBOwBBrPImrGEJXMf5uHu8QbyyeNfz/raHHIm1VLr0KGbpEWbHyLUGSbcICL1\n", "djbTXJxNdtiMOZbsRwOUiWeVgKBMfcSIOXXoXphoRr+ZZv061mUd5nBDF12HkMZ+CRIy4iJStWrM\n", "+1MQBMGB45YKKpZ/kS8eSJerGGRQP8zwT+PEQ0MM/d6G7Zr7q8drPnyKXezK76Ajq5ba7gUs6EsN\n", "3ON8fFtEiQqDDMqvpeLrxHmdGfPfxoh9PfV6hAnLfsEvCjaxaY0oit3pn0vMyQZgUg45T8xmdrsG\n", "TdSIMWTDFsgjL1BKaSCb7KgT53Q9+m/EiA3EiT9jxdp6tfubalGigguXyoNH5cGj9uFT9dMvxokL\n", "5ZRHK6n0j2eMNtOs38WukjhxWRll7ulMv6KPaqTtt9KqK6BgMN23jBDRDjP8zAADG+3Y307/bAMN\n", "xgABpRFj1IQpasU6pEM3nEz611DTu4Ql3ZkSX220aV/kxaw97Nmcyt4sSD3NU5C0Hl1IcG0LUmV0\n", "z187wJoL/DAFIvh9YFhMIboQBEGso+61OHH5IIO6YYbPhAm/1UcfQEAUxTHFOMdruULuDY/wyJRl\n", "LLtUmXLhqjVh+qc48a+kUiX/kT8WvsZr70XF6FUxFwqCUIsUZIGUITk1GlxNSNBbV1BRPYlJFatY\n", "5Unv3YgTZzObCzvpzFrBinOpTmOAQFZCTPgFO/btW9iS30571t3c3ZRNdnQHO3Je5uXuFlq2iJJm\n", "gwapgd2BFFDFkAIUDx8LMOqRdJ8+SmKZEw5YQSWVtUaMBXnkKUopFfLJHyqmOJi6T000GT7gg1I1\n", "6ujN3NyaPjA76NCe5nT2VKZ+N0QoeIYzv57EJHd6sPIWb+W9wzutnXSeQMrifpiAL5iQqIiVifP7\n", "iWbJExWWm5AEQgNAXhlldWWUlc1hTnwOc9yjTcROnF9XoSo0Y/7Br/hV/V3c1ZhHXqSLLs3P+bn+\n", "MIffyFAVS2pz5SEFV0mCinGLzF7lsRrrqb/zMR6L11I7kCDfyG+m2Z7sJXHj/q4CRbYBw/cz6U0k\n", "nJmWRFPoiA6tIAjyHHLmLGLRjHrqB49zvHAFK846cIT3sc/RRJMjl1zfIhZ1pU/KHjyKN3gjbze7\n", "T3fTvU8UxWjCEcpHCrY0wCEgVE758kd51L6ABenQUsGP/6kIkbM55Pwm0z6mBFe7kJysXaMFjonr\n", "lp3Yh2TWqxPoSWS7VAYMK/PJX/IAD5wYD/xnIpDBdawrVqKML2d5Vzfd6r/wF/sBDjR20bU/Hd6Q\n", "gAdOQxo3Rg2aUAEFQR06mxq1KYssWQ45YgUVsUUsyij/kG4ePIo97FmygAX3R4hEjnHshWUs+2jM\n", "D/JxQ30LLaIfP0GCsRixQISId4ABvxOnN058ECmAHUQKdi9di0TfWKEZ8z2FFMoXstBTQMFQhIi8\n", "k06rH7/ehs1fSqmnllrvSA6xD1++GvV/uHHvXMvaY5/ls6fG62j58Cle5dUpC1nYMl6Cgw/50Po7\n", "fuc/x7kN4gTEhxPHW4s0T5wEgrXUrnyIhzTpSIertQCBrDjx78mRa+PEfzQeWu8uujQJCm6TG7dJ\n", "j37QiHFQhSo2zLDMg0efJD2yYQvmkz+QSsw0EWujTXuc4znA7Fu59YFznPv5ZCbvz3Svvs7rBWtY\n", "c6qPvr3j7bNKJO2mIDlVZ5GqWOVAuR69dTnLbY/yaMd49j2hPzUjTnymHPl0K1bbIIMdYcKNIuJR\n", "E6bj6UQhxzhmOcKR/C/yxU8lEAkQkG9ms+MDPhg4wYl9SFXsEqSqSitSkmhCQYYgCPNyyZ39bb7t\n", "vZ7rr0DuxInL3LjvsWC5K0iwQUD4gwXLFYHGp2VddGl2satogAHtLGZ1JHXvPkkLE9YgQQNfTk9I\n", "rGd93iu8cqpH7Lmi7zzdBEGYXUXVfT/gBx8GCSovctHgxGnop18vIJBFVsCBI1hBxfI88m7x4t1h\n", "wfL8aLpmPnyKYxzLnsa0Uf2WazEPHsUOdhT20GOZycyOucyd8HzUQIMxRkyWjpDy4PkXYNiK9f+k\n", "f6aRRuNv+I3cg6dFg8agQmUSEc1BguVKlIoyytpzyR0yYxaNGDFgiOrRR40Yoz58qj/zZ/V+9r87\n", "SuBbDNyHhJLqR1o7//6vHWApkLI+NyFlQw6RgeRiHvN+2k13fw89+8OEDyOVvxcBO0cjFbiK/dFe\n", "z/Wf/Xv+3pOaYeyn/x+HGfYnlJwBaTA+xVPaYxx7/Wr7qRIVtBokpytJtnBClBhSBMCiR59XTPGk\n", "HHLstdRSTXWwjjpfOjQiREi2lrUVMWKyO7ijOdVJ8OHLlyP/Xphwkw3bL5P/38a2vGaac2Ywo+NV\n", "XhWPc3wTEqwpDyl46kOiN+1PP88JSMp8JAr6jJNg4hhMgDWX3NxssotMmOUaN3wAACAASURBVKzF\n", "FFNCCQUUhEooCRzhiO00p/MrqeyrocbTRJO1nfasYYaFQgo9VVSFiyj69wCBnXbsr2baVgpd5hGk\n", "oMqLlO1pQiI/+MRvaEEQSoF8DRp3BRUza6m1XM/1wfS+i0zmwjXFjPmfwoSfMGJ0rmFNqRlzeDGL\n", "e37Nr4vWse7dpGBsImhNDaqCJCpVSDIADePpP7tWEwQhex7z7voqX/UnewKSbGhVVPUuZnFfmPB/\n", "DjHUZsP2dKbveIEXitaz/mCmKmliG9pSSpfcwi3Fk5gU3Me+0mUsO5ea8QwRku1md955ztsrqOhb\n", "zOLuVEcmTpwNbMjbxKb+Jpq2pmZYBUEoBGp16GKrWV2TSaelj75HtWjrdei+kylQTBGaXY8UiJwV\n", "RXHcujGJwNyBVNXKRhpnXYnnyXbsn7+VW51f4AtnxxO8pEAG12caH8le1Yd46GRy4UyyU25iU+Q4\n", "x/erUSstWCqGGZ6mRGnOI6+vnPIBAwbVBS5ULGPZsRJKgnbskYmSFnTRpe2j75u11M7y4fuzCdOa\n", "13m9xoIldCd3jqrBdIpTpjWsMRzhyEEv3hZg8GrmW0EQZiFVeM8C+dVU1zpwFNRTL5ZRFooQUbTS\n", "anXhMhkwDBZS6K2g4hKrV9L8+HNVqH7USuvRBhrW3c3drePZ/iu8Um3BEkon1RhgICdM+B4RccCO\n", "/ZX0z73BGwVv8dbhsZg4RzhmGzA3j7zpj/FY9ycFC3TinGXC9O0BBg5Ysf56vOxzqZIcvfQaO+nM\n", "DhLUi4gyGbJYLrmuGmp6a6jxjVQRjRMnAf+ShwgpBhmUDzKoCBOWR4goIkTkvfSaIkSUZZS5ruM6\n", "p4g434LlyyFC37Ng6Uj/zihR4WVeLjjKUc9FLp7tp7+LEUTQE4nOqUiZ6hPi5dqX8hxyFk9m8lIb\n", "tug0pnXdwA19mWCMTpwzgTlatJO1aAuDBLvbaOsZYujIFKZsHw/z4m/57dTFLG4ZD0nOeC2htZi7\n", "hS36RhobBhn0IlXnepCqVVfb0lCAlIg6NotZdz3O44Mj9WEnGA4/b8Z8oxfvTgOGF7VoPxWNtEzW\n", "QINxP/uL5ciHF7KwfTzi8OM1F64n5MizrFh/mPr/Zpr1z/CM8jjH/zwen1YQBEFAuGc2s2u+x/ca\n", "UgOiXnpVbbQZeugxuHAZlCjzb+TGFVastg46/pRL7vb0AKqLLs0GNlQbMIQ9ePSllLoWsnBC1dfR\n", "LE6cPexxnOJUXgkl7qUs7ZpI4iROnMMczjrBiXwAFaqoD59BjXoom+xAHXULCylcJCB8K1VLDKSg\n", "7hf8wrGTnX9JtpAk/QAkn7sDyf/WAGo1ak0WWSYdOoMGjTFGTNZE066xEvSJeKYKKdi6gOQX/NVp\n", "2pfzMU37H0RR/FHa66IS5ewo0SAJZx0pG+0CjiDhHT8xyJdBMNQ+xEOLHuTBS9UkHz67Dt0zQYJP\n", "pvaYvM3beS/z8oce0XNVopxJS8CIqpEgOSY9+p4yyjTFFOtrqRUnMck/2iDvplu9gQ1VOeQMrGJV\n", "W9IBihOXu3E/ZMW6wot3axZZz6c7jK/xWsUGNky/yMWNSEFJT+Ixoqhlou9oPtKEOyHq+UR21apG\n", "nVVIYZEBQ4EDhyqXXIUXr12BYriMMudkJvenHrMPX74W7X968T5nx56RpW0nO7Of53lzO+0+pAzC\n", "X8RPScBWEASrFu3nKqkUFrIwMpe5nnSY2UgWJaqMEv1lgMB6O/b1IDntRziSX0yx+3meb+2kcxcS\n", "xC0PCeLmRwqoesSPtUZMwBxRFMdFuPJJmCAI+UtZevvX+JozWT1y41ZuZGN5mLDyOq4bqKX2hz58\n", "6xw41qR/PsksuIUtW0JiqDntu7OmMW3ZndypceAI72BHRaoIZbq5cSt3srOwhx5zwpm5rJryIR9a\n", "3+Zt5QEOvCeKYkfKdmoqqXz8Lu5qXMGKy6rGySbhIMG/zZQ9PcEJ8wu8IDvK0fVI18UkiuKEnd+U\n", "fVEhXeNCpKRGNzCoR3/PYhYPf4WvnB/PIpeADH4/RiwgQ/afRoyXnOktbMkPEVJlIhtoplm/gx0O\n", "F65cEVFWT/2FJSzpSYXMrWd9sYjI7dw+YWros5yttWL9WznyQTnyH5sxd4EUJL/O65Ps2AdWsvIK\n", "pzdESPYu7+buYEd/I407riWBIAhCBdKasTd1ThMEQa9BU1BK6ZQCCuzTmS7WUusLElRe4IKljz7T\n", "EEMKG7aBAgp8SfhLUnC6iaZzRoy/GMsB28723HbarQ/zcGPy/nTjniQg3GvCNNWH7yMjxnofvmdz\n", "yLlM/DlMWPYszxa8y7sTZkwVBMFcR93t9dTnhQmr66nvHI/I9UgWJy7rp/9RM+abxsNUlmwMP81p\n", "+wAD2ihRhRlz0IYtmEtuoJTSQHIOSYrodtBh6qXXDGDGHIoSlUeJKqJE5TFiijhxmQJFTIkyrkQZ\n", "U6KMq1DFVKjiKlQxNeq4HXtoClN8af3U95kwrYgR+1sDhoxBQhddmiaaTGc4I2+mOd5P/4VWWi8g\n", "JT4iSAFCGXAeSbw2lU5aUUjhjctZXvkAD3Rd5KL2Az4ozFQNceJ81IRpyQADB4YZPubGfW472wtm\n", "M7s9vUd3NPuAD3I66bQ8yINXSEKMdV366Vf106/24VP78auDBNV99JnPcjark87OAIGjSP6AN3Gs\n", "V9XDCyRZ9hYDB0VR9AmCkHczN9/xOI/3jlYp8eLNExG/pEdf68W7Jpvsv2RKeH0aFifOIQ7ZjnK0\n", "MIcc/43c2Hm1zJpJc+GabsL0D0MMfTO1pzdKVHiWZwvXse6d0VBM6SYIgkmO/L5lLNM9zuPtIwUs\n", "ycRGmPCSKqoecOHq28e+tUqUHQ4cgRgxoYGGvFnM6pjLXLcbt3Ive/Paac8uo8y5gAU91xJoNdBg\n", "3MveEg2a6FKWtk2kFzNMWHaQgzmNNDp06CL11PckWQPjxLnIRa0T54wpTPn2Rjb+rpPOfhOmoA1b\n", "IJ/8QBFFgbd4K+9d3k3qC6qRkqI6pJ79T6yVImmJJMxkJGTX/3yh4dSdTPQC3QKcQgq4spF0Qfr5\n", "mHJ6QlSoadtTTGPa/d/m2/HUDIsT55eVKIstWP4l+T8fPsV/8p+2vex9/Wq3mYTilVBSbsBQp0BR\n", "HCeel0NO733c99FkJo+anWqgwbiDHRXTmNa1kIWXnKoUDK4/gcFtg49V7RMTqaWJppxTnDoRJ+4G\n", "toppYmkZ9leOBAv0iKL4SehQCUiNwhY79tw66mY+zuMZxZFduGaYMX/Xj/9fssm+bFE5xSnTfvYX\n", "hwipW2ntPcaxvUhVgv2fJHROEARLGWXzbNimZ5Fl/Cbf/HCidLlOnI+pUFWaMf9D8n9RosLP+Nm8\n", "85z3nuf8PqTqWz+JgDdTVisBMx0WPwXq/9FMJ+gqbuKmW7/KVy+mHvspTpkOcrAoh5y8ZSz7sg/f\n", "UznkXAEDc+JU/Ypf5exk59tiQuxWJahK5jDnltWsDsmRi9vZXnEzN58fKTvrxVuYTHYk5BmKIkSU\n", "s5ndmdp32EWX5lVezTnAgQP99B8D1NOZfu/DPMxxjucnGTY1aIZDhExy5M/48L2YqZ/kGMcsL/Ii\n", "xzi2HmnOmYtEbvKJ0NomJuYCpGDALiDMqKaa27it8wZu6BmrbydOXN5P/5fNmBd78f7Rjn1bmLDs\n", "D/zhMp3ApCUD1F56zXXUXZzHPGembLsPn+JP/Knubu5uHG8PTJy4rJ32R/PIW3aRixvKKX+JtMZ6\n", "Hz7Fm7w5qYii/lu59VIFsJFG41rWWj7io4OpGl5XY4kqzgwkPPyICRBBEEx69IUllNSVUGKdwYz4\n", "Upb2evEqz3HO1EGH2YnTJCCIduz+Ukrl1VT/oI22pjrqfjzS957jnP493qu6n/sbcsiJ9tK7WIv2\n", "dg0ahxfvNgOGt3XofE6c88yYvxkh8kQ64UcbbdpneEZ3mMNviuNkxhQEwVpP/crP83lmMMPbRpv2\n", "fd4vkyMfvoVbWiZyHb14q+PEZ+jQzRMRh0XEH5kwXdF/lmxIb6XV3EuvyYdP58Sp7qSzXYMmpEcv\n", "06BRmDCJJi79CCZMwwYMQwYMUTPmqBlz1IdP2UefRoMmrkMX06GL69HHrgYumDQXrm9o0ExSoPj7\n", "sSpEAQLyRhrNZzmrOcIRfRttOh++phixPUjzcWpwpSqh5KaVrCy+l3svq2SnVkPmM7/divVRHbrp\n", "ceL/aMToTPZLL2VpcyYh09EsObZHG5e99KpOczqrl15jkKB6kEG1gCBq0Ub06CN69EMKFLHznDed\n", "5GTfOc7tSJIqCRLJjRkJXXRVIr2J75mNxKjalPyfQTBMXsnKJV/iS51jaZa6cE1Ro/6yAoVxgIGX\n", "7dhH1PD7pC1MWLaTnSOiJcZryX5rP/63HDg2p762iU2Ol3ipqVvsHlHeYyQTBKFWjXrqndyZ/QiP\n", "XEHUlOF4NAECj5ox39hK63ub2XyildaCHHKc+eS77NgDFVR4yykP9tOv2svevE46syqo6FvIwp6J\n", "+DpOnKrtbC/y4NGPpDc4kvnwKfaz39FMc0422YHZzO7OlMgKETLJkP3Ch+91B47NAQLyVlr13XTr\n", "nTgNpzlddJzjHUGCu5DaOEqQqlZnJ8qfMFFLj10ue+1/cIA1A6n36lzK//RIZewspIBLidQjlOwV\n", "8k6kyiUIQvH93H/b1/n6pYxhmLBGQPidH/9/5ZBzCd60i122t3lbBIZExDgwPMxwfJjh1N9jIqKY\n", "eB6OE4+LiHEduuwccgomMYlqqsNTmOLVoRtuosmwiU2TOugoKqe85UEePJVF1hVOxi52OU5xKi91\n", "cg4RMg0y+LUEY9Cf7Ng39dKrushFXSutlotctGjQRAsp9PTSq97M5uMXxYu7BElctAopIMm4iCeC\n", "oeuQnPoj4z2fEzGtoK1azvLPfIWvZJws+ui7zYTp/gSzYH8vvartbC/x49dez/Xt9dR7m2nW/4k/\n", "WXaz++gww8bRjmm8JgiC3IhxSj3181awInySk/kTFYwEcOOuMWH6t0EGv23C1NNLr6qBBms77dbt\n", "bL+unfYtSFTfvaM5lolr8Rlg36fZezWSmQTTtBWsWJBpgTzMYasHz63zmX9XO+3/VEPNFRnWc5zT\n", "P8dz6iMcWZNFVuUN3DD3s3y2z49fuY1tlSM5HBEi2kEGv2/CNM2N+90ccn5PwnE/wQnzQQ4WqVFH\n", "F7KwI5kgCRGSvcmb+TvY0TrMcOzzfL7oZm52JjXiAgQ0d3DHOTnyf40T788m+2fp2z3KUctLvMQx\n", "jq1DqiYuQKrgXpPg50iWqBJXA0scOOzVVBscODzZZAds2IIFFARKKAlmWuydOKcbMX47RKi5kcZX\n", "OuiQp2o3hQnLdrEr9xznHON1GraxLc+F6woNqEzmwVMCfHeIIaUP30+rqW4a5b2KN3lzciWVzhu4\n", "oW8zmx3b2DZwmtPbxXHS+o9kCVjSFODIRCpggiBY88mfeRu3VT3AA12plZAuujTNNJsuctEUIZK/\n", "ghVf7aW3MUr02SqqBlIdkAAB+Z/405S5zO3NJ3+REePyYYYjQYIbrFjfS6ekduH6ugpVuQnTd0kL\n", "RnezO/t5nu9rpXXzWI6BIAhZM5m56gt8IZ6qEZOE6ZzkZH4JJe65zO1Jz8rHics9eOqGGZ6uRl2r\n", "R18eJRoYZPBsjNiJbLI3pzLqJgIqUw89Jj9+vQlTMJdcvwJFfC97FYc5vMeP/3QyIEnAaDSJhxrQ\n", "6NBps8gyadEaVKhMcuQGNWq1Hr2oQiUqUQpKlKhQkXxO+RGUKFGiHFagGFaiHC6ldGCEgEPw4Pln\n", "AUFtxPjPY1VD3LiV7/N+kRu3oYwyV5y42ECD0EFHyInzXA897YC/nPKld3Jn7ipWZYTKJ6shNmxP\n", "ZpNtCxL8QRFFfVvZmtdMc84qVp29GoZFgE1sKogQUaRCbbvo0jTSaG2jLStMWJlPvreYYl8WWZEc\n", "ciLJezROnF3ssm9jm+w0p/f78aeSoiQZAg8h0ZmXIvVfN08EFZKAYlUAH6Tftw7BseBe7q27j/vG\n", "VbXppfdGE6aHo0R9/91EGKnJqKlMvQItMYIJ/fRXxYjN0qKdNcxw2Iz5H1Pf0Eab9mmeHlOKZcQN\n", "SAnvJWbMsju5s/JhHr6CWS+TuXBVAt+RIdMGCT5rxXr8AhcMHXQYu+m2RIgoEokkrx374BGOOLro\n", "slZS2beABaMGWlGiwk525jbRlJtoHejJ4MsJLlyTRUSNBcvJ5FzYS6/qIAdz22m3FVDQP5e53aMl\n", "g3z4/j1GrD+b7J+mv3aMY5bf8tuhRhq3ICWszUi9g+MO9K7F/r8LsBI9S/OQGvpHcz7VSCfTkvIs\n", "8LHoohcp6Mp4QwuCIFRSuepxHjenRt199N2mR3+bHv03SFkAffgUQwzJhhkmRkw2zLAQIyYkn+PE\n", "k7/LRESSz0aM0WqqB0YaEMc4Zl7P+hkePNY5zDmxmtXNcEnHo8SN27CKVWcdOIbixOmi6w4Hjgd6\n", "6T1zlKNvu3CJIUIaBYqYCdNgPvm+Wmo9DhxDhzls/R2/CzXRtC7Z05CYVKuBA5mcdkEQpiLdqAc/\n", "zejfJtjm3MEd12XqjwHJEVGjnryPfT87xznrJCb1LGZxT6qjn6TUfJ/3z0aIiEhB1lXhuAVByKmh\n", "ZvEiFtlu47beC1wwHOXohBuM48RlYcK/dOHacYYzezrptIYJK/PI84YJy9ayts+Js1kUxYysdWn7\n", "ZAeqRVEct6DgJ212wT5vFavqM12nOHFaaPmSDduibWz76Wxmn0vVcgE4wIGsV3lVMZOZ6vu5v6uL\n", "Lu17vFeVFNVM/04fvgIlyn8JE+6QI/+jDNk/DDMcVqL8j6Q4bZw4+9iXc5KTBQ4cvhu5sTNZ+dnG\n", "tpxeepUP8dBlWeZtbMszYLi3jrqpatTfTG8EPsEJ8x/5o3Cc4+sSEJcKwC6m6I59WpYYk7V55Anz\n", "mFc9jWkDfvxaN279AAM6DZpINtmBHHKCqVITESK6AIFvqVFP76HnV5VU7gGJYfQoRwuzyR5YwpJx\n", "w17ChGXP8/zUpSxtHqXnQ+ij7wELlrtPcGJ/HnnPFVAwZmLLjVv5Ai/M6KMv0kLLNifOI1fb1wqX\n", "YJfTkOaqo+NhOcvwHfI88hauYMWkB3mwK9McHSfOh3xYUUHFv7pxn9vK1o0GDCE79oESSvznOT95\n", "ClMWl1I6M0ToQoTIGjv2EeGkCSKn/woR+tCO/aX011/kxcK1rN3nET0j6hcJgmCbw5xVX+ALkZFE\n", "bd24lfvZn9tKq62QwlA99TY9+slq1JP16EsiRPoHGWyKEz+pRXvEiPFScNpGm/YCF0wXuWjup9+o\n", "Rz/owOEvocRfSWVAg2b4Pd6zb2BD+CQntyYr1BO1hOOoQmodGPOhQ6fUoFGqUKknM7n+q3zVmUl3\n", "KkpUGSb8kyGGujI5ZXB5IFpBRd8SlnSnOohOnKoznDE30aS8wAXhRm6M3sItIx5nnLjcj/+f5cjN\n", "H/HRMw00mI0YB+PEZXdx19lrIRTw4FG8wivTPsNnzrbQYu6gwxolqiiksL+KKs9I/sUpTpk2scl0\n", "nOONXXR9lLrep0D6LonqJq5HMliKIAVaoxLxJNA5i0hAAzO8riinfMUX+ELWeJkt04kw5Mh/b8I0\n", "Ibmca7FUtESmBKsHT2WU6HUqVFP16CvjxMMhQk0xYsfNmHeqUV/yQRJSLEVrWLPhWhJ1CVKi2lxy\n", "h+/gjkmrWT1qwOrDp1jL2ko16thiFtdmk716gIFjWrTPJVkNnThVjTRaOuk0u3GbTJiCVqwhL16t\n", "H7+uhpqe+czvTU/MHeOY5SAHi82YQzdxU3vq+uLHnxsmPFeJst6AoSZGbHCY4YgGjT1AoKuHns5W\n", "WrsEhIOzmd061rjoo+9hPfq5KlTfTk9WOXGqnubprL3sfetq+wav1f5/DLBmIUEArxCeHcf3aPg4\n", "2EoGXpBS5UIKupLimbZbufW+J3myK1WvIUjw2QCBzVdDL3y1tp3tjvd47zoBQVzM4uMXuJATJaoo\n", "p7wvSFCtQlUyl7n3adBojnHsjUEGT2aTPZhDTjiPvCvoLLvo0vySX5r2s/8KMeFExmkyUpCVKhZY\n", "iQRf2nstkJ3xmCAIsiKKblrN6pIVrLgii32MY9Yssn4oIgZ06P5tJCfRh0/xCq/kbWJTd4DAABJM\n", "aNxZIkEQVHbsM6Yzfebt3O6vo86fxBPPZGbXeFmGuulWd9KpN2L8nBnzpHd457kCCrzVVPdXUhlw\n", "4VL9jJ9ZDnHoLSS1+K1jnWNBEK5DasQelSTg0zRBEGSFFC69l3vL7+COjNlbN+5/GGbY8RZvvZxN\n", "tm8hC7tSM1IttOjKKAu10KLbyMbqhSxsyaTM3kffbAuW73jxbkgSOSSy7d8yYKgPEPi/qRnNECHZ\n", "LnblNdNsr6SybxGLRqzS9NNfbcDwv9ey9oVSSg+m9kGkT9SJavkCpIzsf0vjtSAIVUC+Fm3/XObO\n", "v4/7/JOZPBAnTjvtuk469X30Gfrp14cJq82YAznkBEKElFlk3TCf+bc5cX60jW3vDzMcXcCC9pH6\n", "2kazAxzIPsMZ+yM80pj+mhdvoRz5k1Giut3sfnMxi3eOx3GMEhW2sMWxkY3xRhqDSBXZK3qyxmsJ\n", "Z2MqEkNj07UkggRBkDlwLFjBirqHeGjEzPC7vFs3n/nfjhE77cT5ew+eGTZsdxZTXNpBx6keejbY\n", "sDVWUjmiblPSfPgKdOie8uH7kQ3bidTXAgTkv+AXeVvZ+nam6p4gCDlzmXv75/n84GhwMzfuumGG\n", "F2rQTNaiLfTi9fTT36JA8WEuuQeSyYpUUgonToMbt0GFKmbH7i+iyF9J5UBqb4YHj+It3srbze6z\n", "nXROaK79JE0pKMtu4ZblX+frFzNl2kOETMBPAwQ+SA9km2nW72RnqRJl7CZumlC/SCYLE9ZEiPwQ\n", "EHXo/lWJcsiDR3GSk1lzmOMaj+7dSNZCi+4MZ6x72TtFiXJoJjMvZGLZTTUnTtVGNtr3s9/ZRNOe\n", "TEFSYm0JZoKeJ5ATuUj9aAokkebOTONMkPQZvaIonh1pfwRB0NdTf/fX+FpsImQdqUQYPnz7hhlu\n", "A3wCgkeBwqNG7ZkoJf1E7ChHLYc4VFxEUdZUpuYZMU7Wo6+KEx8KEWqKEj2pRv3RaCyI45FiGa8l\n", "YJgDRRQV3cM9ZSOtxx10aN/l3aoSStxJoecU1FO9B8/bcuQNOnSdyfOX1KJrpdWcrG5FiKhFRGEm\n", "M1sWsKDHh0+5ne0lIUKq+cxvq6V2IEJE58U7R4Fipg5drQKFIUiwKULkmAbNQTPmiw00GE9xqtyC\n", "ZUollXk55BTr0BWGCfcOMtg0zPBJHbojqTqoIFHdW7D8XYjQk+kMplGiwnM8V7SJTZvT+7z/O+2v\n", "GmAJgnAf8ENgEjB7JMhZcicTRBBzkKpX1ywQm/huLVdWuqJIpfD+HHImfY2vFS5l6aXslAvXDCPG\n", "J4HH1Kg/MXKNkSy5yLXQYtrP/kkddEyyYOmezeyTNmzRGmpWFlCwsJ/+DTZsr4wFexiPmHAKtOaA\n", "KGnfFCKxHe7971o0BUFQ1VBze1J7CaTAcCc7ixODuLeU0v8dILAvU7Y3aVGiQoKGd8CDpwfJMR4P\n", "S0/hNKbduJSluuu4ztNIo7WZ5hwFiuFqqvsWseiKjGWy6bKLLp0Tp76fft0AA7pCCvOmM31uPvnV\n", "XXR9r5zyy4hBfstvi9aw5r1BcfC8IAjXI7EejjgxJ+BjNwHvX0vz8SdhgiAoyylf/jk+Z8vEUhYn\n", "Lg8ReipMuPUYx/7cRFNuAQWeRSzqSlaWksFVum5b0vroe8CK9U4v3l+kkwAA9NK7LIusRzx4XrVj\n", "X5f6mhOnaic7C504TdOZ3jmX/9fem8e3VZ35/+9HiyVZkuV9ie2sZCWELSuBJCQkQCBAoS3LFGhp\n", "+2uZTul3ls60nfU7M535/X7TaTudvvrrDFO+FFq6wbAGmAQIWchO9sTZ7cTxKtuyZFmSLUvn98e9\n", "Ioojb4kdm3Leed2XrhbfeyKde895nvM8n2dhS/pEOUbMqVA/7qDjtS661r/Jm1MrqGi7gzvOAfwn\n", "/1nxGq+9E1XRE+b/9yaMHIwhO3kuBxGZjZFzemoOc1asZnX2bdzW1HvSn4pBr6POs4lN19ixd7tw\n", "5T3AAysLKXT48f9wIhMPDjTR74uf8bOrr+O6+nTnQhNNn84n/zPHOLZtH/vevp/7jw8mT+EMZ1wv\n", "83LBDnYcbKRxF0Zo9yIMZdJBqzLCR6FnszHCxPcNl7iNiFhKKV18B3fMfoRH6vrKUXuJl+Z/hs88\n", "asPmsGBxHOLQ/nzyn+2kM1ZLrbeRxpww4WwfvnAZZaGJTAxNZnJnJqOtiaaVPnyfU6ivpZcGAaO0\n", "xU/4ifUAB15MvxeLSMkiFq35Al8I9zfBbqb5tjzyvthO+yaF2u/Dt0+hYjvYUbSPfRVJkhYfvjCG\n", "M/ECyfRUjZ1Mxz3CEe/v+F3OLnZt7KTzqBrpCcQA+MR3zR3cseRLfKk202/WTnuZC9e/BAn+spji\n", "t8KEre/wTkU99XlzmTsksYm+iBJ199Dz3R562nLI+e5g1Rb7Ik5cTnLSfYpTeec4l2fBoiqpbMsj\n", "L7aHPZVf5sv7+7quzVyi4vd4L1FF1dYw4ROZ5lEiUoKhrrZxEKGoBRiGVg5GHcYzqfFIRCoxBEG2\n", "DOI4RUtZev/X+FrLUIUk2mkv66HnPguWAitWjw2b14rVbcPmtmCx99AT6aEnnCCR2jqSJEMKFQQ6\n", "AKVQivPFhJMKpQRJmq+lvs/050V27HNMg4p66us76DhcSumGUkoH5fA0S7F4PuTDXw8lfaUvzLns\n", "EmD7JCYteYiHinuvqu5jX+4HfDCxLzGVFlqutWH7bBZZRQ4c+QqV7KY7ECfeGifuT5JsAho76Git\n", "pTZ8hCOeGmrGhwn7ssiKlVDSOI95nnLKZxVSODWX3OIAgaZGGk/XhLtvNQAAIABJREFUUnu0nvqz\n", "qciuJElrgoTFjTs6m9mNc5nbmuq7ceJZ7bRfA1zrwDEzm+yJ3XS3m2HKh2zYqj14/ipI8OlM+Xj/\n", "zX+X/ZbfHm5UjR9c7vd6OYy2gTUDo9P+B/CngzCwFmDkpdSMcLs8nM/nGldJ5crlLK+voCJYSWXH\n", "ZCZ3dtL5d3Hi54ooenq4zx8jZjnNafdZzuY00eQNEXJ78ERKKQ1VUtmRS27XTnaWuXAtuIVb7uyh\n", "p16QHw+mDgnAL/hF+cu8vKsvmewUYtT5uAZDMekqRiHXR0S8N3LjA1/gC1011ORWU110NVfXL2FJ\n", "kxUrIUKlTpzfa6f9Z8UU9+sFepVXy37FryxNNJ3GkPfPeCMXkexyyuffwA2zZjEr0UqrJ0DAXUFF\n", "27Vc60/l9cSJy1nOZtdTn91CiztAILuTTpcDR3cuuZ1FFHVVUnljMcUrnDgLgwQ3OHG+kh5uA7CZ\n", "zYXP8ExDDTX/Y3b0CUC+ylC0Nq2NE4BCpVS/v+GVQkRcV3P1PV/ki1mZElnDhHNt2H4YJPiyG/cb\n", "G9lYVk110UQmtkxhSvsGNkxZxKKa3n9r1nn6Exeuq7rp/vtMEsspAgSucuL8ToTI0RxyftA7ZKCa\n", "6uxNbBrfTbdtLnPPpc7VRtu3BMnKI+/vwZgsv8qrU2zYkm7c4d/xuxMpD6P5vVdiOBqu+ARSRG4A\n", "LMChCipuXsKSaZ/m0w2ZVor2stf3Kq/eUEhhexllgWKKwznkrJnO9DsPcGBXFVVr88kPl1IaHs/4\n", "cCGF3YOJ3T/CEe9mNk96gicORoiUCfInFizu93n/pSjR0/dxX/VAxpspBV38Nm/H97J3g7pQ4TEH\n", "QzzkwEAhSGl/Uwhci6H2dmS4HHBpx7eUULJoFauufZRHMyblb2RjiR9/2WIWe9eytuN6rj/Te4U7\n", "QsRykpNe896eEyHizCe/o4yy0AQmdIxnfCR17FZav2nF6k0XVUqxjnXFz/P8mXOce9e8Z5QtZvHd\n", "X+ALHf0pGjbTfGcuuY+GCP2jD19VDTXZ5zjnaabZ00qrN0FCEiSsYcJuL97wTdx0eh7z+l2lT5DA\n", "XIHsPMzh9UPJdRtpiqV44RrWXN9XqLmZD/t3VVT912Y2t5ZTHriN284NVbQoE2HCeYL8U4xYdQEF\n", "/0KvnLr+iBOXRhqdjTS66qn3nOVsQQMNvmaas6JEYw4cHV687W7cMStWbNhopHGSD1+giKL2LLKw\n", "nf8nduzqLGetBzhwoImmPX1N6E0nxTKMsNpB1ycyUzemYIhKncMQxZiH6aAdzDFc4rrqDu5Y9RiP\n", "ZbyfXQpx4vYIkbweevKTJHMVKg/wCeKzYMmxYMkGRBDBSCH5aBMEjHstvV6XBImObroPOnDsyiX3\n", "XKpQ8VnOFsxiVsMt3NLU3z0wQYKf8tOKV3n1rfSitZeLGbpeBOybwpTbl7J03GpWNxVQEH+P90qP\n", "crR0JSv7VOXtTZhwboxYeYLEOEHKrFiLbdgKs8gqzCIrL0Ei2UFHZwcdQcBSSmmZ6VCqraf+WBNN\n", "B504g7nkRoooihZTHHXhSmaRlbRjTzpwJAcz5iRIWAIEZiZJXpdF1iw37snttL+Xaf5t1g4Mn+DE\n", "ayMdaTUQYyJEUEQ2MICBhSFccT2wYaSVP3qTIznzbuf2ZeMZH/Hj93TS6aqkMns1q79eRdVfTmRi\n", "9eVIWGYyqLx4IyWUhCqp7EjFtac+30FHQQ89T7pwTd/DnjcPcvDwDdxwbh7zBvS4bWBD0XM812hO\n", "5gccRMxwm2sxCveOiNz5INowZxKTnriVW8/dzd2net98W2iZ48P37SDBfxgo6XUDG4qe4Zm8c5w7\n", "AryTvvojImLDNmkmM2+fzORCK1acOOMllIQKKIhEiWaFCWdFiGSl1JjcuGN55HUWUBAtpbSzkspI\n", "gkR+jNh9PnzLuuhqiRJ9s4CCdzN5L/34s37AD3K3se23abHuDuBWYF1ffV1EFgMnL1cEYDgREd8C\n", "FjzwFb7SOSlDfZM22qZ48f5jO+3fK6LowwAB20Y2ltdSW7iQhdW9+28HHQWC/G2CREcWWd8dTB2U\n", "KFF3F13fsWPPjRP/x75k1neys9KGLXELt0wrp/w+c6Xggtj453hu5tu87W2m+ftmaGDKQ7hVXYZK\n", "6eUgRj20+UAEOOjGPWM+85emQgZTbd/K1qI3eGNBJZXnHubhw+mrDmYo358nSKhDHHqmltpIO+3Z\n", "ceI2B464B0/Mjbsrh5wuH76uQgpjRRR1WbE6woQnJEiMb6Z5Tj75viKKprbQ8u6bvLmjlNK23jWe\n", "MlFHnfNlXi4yixxvzzTZM6MVFmBM9Pqs3WTmhczECFna399nLxcRkSKKFt7O7dc/xmMXGVkJEjzD\n", "M7MFoZDCjoHqe4Gx2niCE95aanP8+L0RIs4ccjqLKe4Yx7juqUz9pzDht4op/u8M56p8jdfeCxPu\n", "WMKSu57gifbeOY5x4tJMsyNAIMuK9e5JTFqzhS3/cZazzZ10urLJjhVQEB7HuI4JTAincpYSJNjH\n", "vrz97C9LkLBcwzUN85jX2nsy1Eqr/Xf8rnQLW6rqqNs6mMiAK0kqhPkBHph8H/dddC8w88nuWsSi\n", "z57j3D9cxVUHh+O8IUIlduzf7aRzb3rdyd4kSJAypFpocbXT7mql1dNKa26MmIQIdXXQEYwSPdVM\n", "8zGMej1B06i2YhgAqa0EIxpou/m89/vRgcZwc5XcqpTqM8dvgL93YaxaTcAYn4YkH58rubNmMGPR\n", "MpZZlrGs+XLCJ0eDwRYq3sCGomd59uwZdWZYy6uY4ZtLMJzijW7c02cze3EJJeO8eLvu5d4Tlys1\n", "nyDBdrYXHuBAeTnlljnMsbhwFQlideLcnUNOU5CgrZFGZwstzgABV4iQs4MOVxdddheuLi/emA9f\n", "tICCaAkl0VTe8OVSR53zx/w4ZzvbfzdYw34k+TgZWIuB2suJzb9URCTrOq578M/4s1g55bFUyJ4D\n", "x1etWAte5/Xf2rH35JLbWUBBpJjiSDnlkUyhFKkbqhlClt1Ci2cggwoMVa448VtcuG504apsp32z\n", "F+/TDhyRIxzxbmd7JcAiFtX2FXt/jGOen/JT2z72vXSlckcuB9MrNhuw27GH7+KuhV/hK30pC67I\n", "I+9L7bT/WxFF2/s77l725v6YH1ee5vRBYCOGklVpDjmrCymc5cOX8OINunFHPXiiLlxd2WR3e/B0\n", "efF255DTnUde1zjGxdInWX7819mw3evFe3WQ4IfAKwUU9KmeBvBf/FflS7z0TlRFL4hRF5GbMfJH\n", "LpowmjlAizHytMZGoqSJiIxbwYp7v8bXGjN5If34b/bh+8Mo0W+m6iFlooWWq714/yJE6IMiiv6T\n", "IXh/AZppfiyX3DuCBH/UV3/Yw56rZzHrbzex6WfTmb4pfXIaJGj7ET8qfo/3dmJ4BPdiTBz6zSe4\n", "Ephe5kVAs1LqmIgUzWHOytWszi6lNLqLXeO76bZGiDi/wTd2ZvKkmonij+eRtypA4BfFFK+NE5cm\n", "mrLbaZ+UJDnJhq3CibMsm+wiL948Bw5HmHAoQqTFDBHpcuN+fze7k3OYU7+Upf0a+ynFsrd4K7mf\n", "/RsG8tyKSD5GEe3dmSaGIpIHXIeRO3voSoTKmkbWgpWsvOFRHr3oXlRFlXc3u8c9xEPHLyUEM0LE\n", "cprTnnOc8/rxexw4pt7DPY9tY9u/O3FWpavjBQjYfsgPi+PEHatY1WnHngwRcnTQ4YgQcUSIOHro\n", "sTpwxG/kxkVXc/Wyvez9gQ3byTzyusopvyg3NxNHOOLdze5xESKOmcxsShXOPcAB34u86N7Frg0x\n", "YifG2r0oRSqE+Q/4g6JUqH+EiOVd3q04y9n8Ocypm8rUhXnkfaaDjn81894u+f/STnulE+c/hgi9\n", "X0zx/0m97sefVUdddgstrgABV5BgdoSIw4IlqVDEiBEgEAsQCEaJnjjDmTMYtT5Dg/1uRWQZxrUw\n", "5FVE83qaixHdcVnXkohYL3UVWUSySym9diYzr72N22ILWHCRYT/WOcIR71a2TrBj71nCkrPpDscm\n", "mlL51r9Wl6lsnIn03xFj1W1JDjlTl7LUci/3tl5O0eS97M3dze4KB474YhafG+qxYsQsTTQ5mml2\n", "tdHmDBJ0ttPu7qbb7sPXWURReBzjwpOZHB7qKvJgUl+uNCNuYInIegzvYm++o5R63fzMYAys5RgX\n", "/qjcxO1in/QgD975Jb70kYEXJeq2Yn06SPCfuuk+mTKa2mhzhwi5FEqsWBOCKIUShZIeemxZZMVz\n", "yY0UUNBZRllnJoPKLOh4nSA3uXFfZ8WaHSZ8oIeeHTnkbMtUw2MnO/P3sKfChy+6hCW16cm5W9la\n", "8AZv2Lax7TV1iapOVwpzAjkdQ1DjOEZctyqQghvXsGbB5/l8RiO7meZ5eeT9SRttL2QSIKmjzllH\n", "XXYzze4aago3sWmaH/9JK9ZYHnmzpzGt7XquPzGTma2FFHblkx8faJIUI+YMEbrDjft2K1ZXiNB6\n", "D57XB5Ncu5WtBU/zdHMNNW/17tfmUn+2Uuoij6qITAdsSqnDA51jNPCKd8bt3L78K3wlYyhVM81/\n", "4MGzTJBvZFqVaqLpznzyH2+j7WcllKy/1HY007wgl9xvtNO+Pn2iA0ZeWIzYj8KEtx7l6DuHOFRW\n", "THFoCUvOlVDS/QzPVL7Kq5uCKnjIzDO4EUM56yKp4dFADJW8xUCNUqpaRIq8eB+cwpSr7uf+A400\n", "egsoiCxneb8hdi20zHLj/pMkyS4LFpcDR1433aFuupvjxBsSJOqBWgeOmgQJfyut9gABR5CgYze7\n", "J/vxF+WR115EUZsPXzSPvEgRRZFxjIukC5k00OB4hVeKtrP9xFnObh2sg8cM/bsB2KlMaV1zFW8a\n", "hoT0wf5yFUcCEZECCuatYtXcx3hswLoz/REnLrvZXfABHzh8+CxP8MQFQhoJEpzj3IP55N++jnX/\n", "bz31rg463Gb4kuqiK8uHr6OAgg7TAdTlw9flw9ddSGFXAQXxZpof9OG7K0Lkr1O1EC+FU5xyb2d7\n", "eZiww4Yt9iEf1lVRtX60IhuGQiqE+fN8PitJ0rKb3eNLKW1fwYpzqeiTZpof8OJdbcXqChM+1EPP\n", "Di/ebYNZOU/RRts0N+6/qaf+7bOcXd9Gm6uddleYcHZKydeHL+rDF6um2lNPfVcTTV1BgmerqT6D\n", "UcczeKnzHDEUR0vVIFRoe/2dBWPl4/hQcx9HChHJncCE+XOYM2UVq0JDLYcy2qRWevazvyJdzfY/\n", "+I+KV3l13UiKL4jIHAwFTh+GAMkxM6d8yS3c4r2DO5qGYsAc45hnG9sqe+ixzmd+bSYRqsshSNB2\n", "hjMfiekECXocOLoLKAiXUtoxnvGdlVT2m6f2Ai+Uv8zLH/qVv0+V1ivNx2kF6/sYCYlgGFrvX5HG\n", "nW+DZTrT7/sj/siVfqE303y/C9dSK9Y/rqU2u5FGdwst2e20Z7fT7lEoBPlIgdCCJenD15lHXqSA\n", "gkgJJZFSSmM+fD1ddGUHCd5kw7bQi3d2nHiok849gmwtpPAgg/CqxYnLFrYUH+FI2TjGtU9lattm\n", "NufsYEfNGc5sVZcgV3ylMEMeKjFqcTUBR9PzpFLhHp/ls5P7qjcSIHBVNtl/00LLllpqX0oJTYQI\n", "ue3Y42Y4X6SU0k4HjsTTPD0jj7zEwzx8dCITBy3eESRYHif+KR++myNEznTR9UYxxVsYpOezlVb7\n", "9/l+wVa2/ibTUra5SnWTUuoiA0NEVmCEbI7ZAadYihfdx33XPsIjGVep2mj7thVrjgfPX6bV1LEE\n", "CPyhB8+8Tjr/aaDVv8EQIlRqwfJXCRLBLLL+OSUY0ELLH9mxV/jwfQsMj/ZmNpee4ERJkqTayc69\n", "ddStTU10xFAgleFIRh4uzHCcW4HUSuFxN27X1Vy9PIecCX/MH38wmBUK00kwz469wYPnbG+J+r4I\n", "E7a20po1gQnRBhoc9dRn+/FnBwhkBwm64sTtHjyRECFnFVWxE5xYlyR5aKhx8WKUI7gOI/QJcz+G\n", "ERI4KiFpIiJ55N24ilXzH+OxuqEWHjWLaBZuZ7vlNKeP11J7qIKKaz/H5ybezu1NYEzQznI2+yxn\n", "vVOY8qcRIvF1rHvRjTtmOu2IE7fFiDlcuLpMp12kmOJIJZURH76eZpo/l0POyi66vtPfivFg8ePP\n", "+ik/nbqNbbEo0a0YeXKjohQ4VESkrIKKP7yRG5N3cVdVX3koZrTIYifOG924J3TSWR0jtjeLrE2p\n", "wuYp6qhznuWsp4WWbCfO2Tdz8+d3svPdGmo2+vBF88mPllASKac8mprQRohYnuO58vWs39NG21Eu\n", "w6DK8H+0YogfDSlfWgyV0ryhGmZXAhEpnc70xXOZW3I7t7cMNNEea6Sr2dqwxbey9UAttW+O5GKB\n", "KYK1CENKvy799XzyZ1/DNfPv5M5oSjysL+qoc25iU2WQoOs6rqvLFCY8EpiOJddZznoaafS20eaJ\n", "E7elVrkqqOgooyyaS27cipUtbCl8lmdbTnHqzeHOvx0K5grysrSX/nasGFh/1lfCfn9W4JVEREpv\n", "47YH7+bulnbaXUGCjhCh7Lu461vHOHYgQOCYE2enF2/Yh68jl9xOJ84uQeJWrHFBEnHiPY00Ohpo\n", "cLfSmq1QFWWUzR3P+KnFFJcGCNQHCOzrpntLMcXVg008700LLfbneO7qnez0+vG/nSS5abQT/vrC\n", "9MZPNLc24ERfhqCIZE1l6t1P8IR3IQvbUhdiPfXu1OqhIGVrWPNoiFBdNdX/XwklofGMjwxH4nKc\n", "uL2d9idyyb01SHC7FevLl+IVfoZnKl/m5fc6VMdFMrgpzIt1n0orimeupsxWSl2xSvaXgohYJzBh\n", "1SM8Mi5TfRizFs2/dNF1spDCH0eJerrp/msLFrsg/+DB0++NP0DAdoADBalwpf4+awpl/C837lkR\n", "Iv/cQ0+RD9+TceJf732eQxzyfo/vTTjDmcPAMYwBasxdN+Y1MxVjJScXeCslCCEiC4spnnsv9/bc\n", "wz39FoQcSaqpdr3Ii5U72dncQstxDI+qB+gGwhhG0kVbJqMpTXAHoGo0QsUzUSAFN6xgxcLP8/lB\n", "GVl11Dm3sjV/F7vipzi1r42246mJsIjkTGHKo0tZ6kyStIQIuV24uswcKTWHOX8fIvSL3qu6ceJS\n", "T72zgYZsP363mfPgvombVk5l6uwP+fBfvXjP9F5VHAypcPgznHGf5rSc5nTPEY5sjBKtweh/E4AT\n", "QPUYDhG0YlwnlUDLYhbPfZInA4ORX48Sze6g4yYbtvkePNfEiUebaT52hjNVRzhSZ8ESL6AgPIUp\n", "U2cz+wtNND1dSeW7fR0vSND2c35etoEN2wIq0KeI0eUgItMAp1LqwIAf5iNRr8XAprHkQEpHRCw2\n", "bBOu5uqbF7M4+zZuax4uIYwrxTGOeb7H96ad5OQ+4DDGNTMq92YRyZ3M5MXzmT/+bu5u6X0ttNJq\n", "38Sm8nrqc2cxq+Fmbh5wnB1pggRt1VR7GmhwN9Ps7aTTGSduS5KUPeyRc5xbizF/jABR8zE2mvel\n", "0VYR/BTwI6AQow7VXqXUnUNp5Ai1ywG4MSYD6Y/ZbtyzlrLUN5WpTXnkxfLIi/nwTSug4HFBbIJY\n", "e20WC5YLXgNQqIRCJZIke8KEj0SI7AoS3NNKa9Is5ObsoMPZTbc9m+wuL95oLrnRfPJjxRRHPXh6\n", "HDiSNmyqd4jKIQ7lvMEbOfvZv6+RxiqM3JFCjIGwdjQt/HRMD/wUjFDABuB0f143M4whBygbz/j7\n", "b+AGuwULTpwfeW/LKOuspDJix+4wa4/gwPF36cX9LhU//hs8eL7WTXeTID+61OKGO9iR9zRPB05x\n", "am1/4WZiqGyi0mqRiMh1GDH5V1Qi/FIQEefVXH1vP8qCeTZsP+igY5MHz80RIodyyf23gaSMq6nO\n", "/iW/zD/M4VOLWXzVwzzc2Jd0dDrNNK/JI+8PABUg8P3eBV8jRCz/zr+Xv83br2CUaZgOFGMkDNeM\n", "kdBAK8b1PAVDqes4xr1pLrADY1BZDmzOJ3/6Ddyw4H7uD/VXE2kk2Mzmwjd507KPfRtjxE6lrQSK\n", "2d5swJm2udL2bWQ2vpwY+VYBjIFz1H8PgDzJu34FKxY9wRMXGFkJEoQI2cKE7Yc4lLef/XnHOBat\n", "pfZYgkQzhvCAw9yyzD+Ta7l23uf4XM0sZgXTj9dCyzU+fN+JEPmzgVaj/Pj/LzfuhSc48d1GGqNt\n", "tLlTq4pevJFcciM2bMkkSUmQsPTQY0mSlG66rUGC7nbas5tptgQIqE46AyFCTQkSHUAnxm8RNzcL\n", "Rn+0Agcxcoa6097vBuJXYpJjOh285mbDCOnNBSZjRETsV0pFRaRyFavWfJWv9qtW10CD4wxnPA00\n", "eFtp9cSIOacxrWQSk2aUUjrdiTM3TPhIDz1nc8ldGSDwg2KK+1wBMotpl25gw/thFR5SgfqhYH4P\n", "t2IIgg24Gi1G2YkGpVT1QJ8dbUTEnkPOjJnMnD/WhTDixOU0p91nOOM5yUmpoUYd4tB7UaJNGAZ/\n", "ak52ZjTuZaao18Q5zFm6ghW25Sz3d9Bh283uolOcKp7EJP9SljaMhIMuQYKTnPRUU+2JE5dKKqNX\n", "cVXHUM8VIGD7ET+a8D7vvwOEMMYVV9qjA+N+lTK4ouYWw7g/RAdzjVwqYyJEcCCGy8AyJ+gOjIHa\n", "wfkfoPdAn8AYSDoxPK2pxwjgvoVbHv5z/nxIMazpJEhYkiRtZj5WrL+6VTFilgYanH78zlQ8dwcd\n", "KcvdYtYTsFiwJHvosdRRl3OGM+2ttO7FmIgkzM2F4cFzYww29RhGTWow/GhQHGmPvRgyzFMwJq9n\n", "MTw5sV6fsWEYU760zY3xOwQB61zmLnmKp+oqqczoiUyQsAYJ/rkDx/gkyb/x4r0khbEoUU+EyJNm\n", "Eb5nLycvKEDA9n2+X7SFLb8ZKFxTRHKB61LhsObkeiXGwDmm1Lr6QkRyF7Lwga/y1Y7eCmdghHS6\n", "cf9dgMBLJZS8PNDxdrAj70VetOxm99tKqUaXuK6az/zlD/JgeBazBjQiWmmdkSAxqZjit3q/9wIv\n", "lL/ESztbVetHocqm0MoMjL54GmMicsVDokzDpBLD6GvDCJ/tTHs/VVy3GUCZKmAiUnw1V69YyUrv\n", "alY3jrQX0o8/6xVeKfmAD6rPcGbzUMKUUpj3aWc/W8oY6+H8YBnrtR/DGDwHKtYtXKi0llJfE/Mx\n", "tdn6eLQCtiyyZs5i1vWzmNUK0EWXvZtuW5hwdgMNFj/+hlZaD2OowHWZW3f6Y0pYIE/yrr2P+256\n", "nMcvUmRspvnRbLLnu3D9r74cES20fC2b7GuTJL/twXOB1HaYsLWW2uxmmrMTJKSbbks77a422hz1\n", "1Cf9+OOddNY10VTbQ08LRk5QD0Y5ldRmwzAI7eaWBYzDUHMMY8h0k/ae3TxGpNfWaf5mkaFMMM2x\n", "wZths2KkEXSYbZyFMWakvnMHRgh3txVr8RzmXLeQhfVevF1OnD1u3PEQIUczzZ4AAbcVazKf/HAJ\n", "JZ0VVITTJfTBUAqMEVtsxz47QeKV3kWh02miKesZninZxKb1qXp6I4mZgxNVA6j4mTlb4xmlshOX\n", "SkoIYxaz5qxgRddYEMJIkMA0qLwnOWmpploFCdbXUlsTIdIMtKXfj8x5UGpsOY7h/B6N0h+eHHJW\n", "llN+UyWViZnMPLeYxQ2XqzbYmwYaHCc44TvJSdtJTqoAgcZaak910dU9nvETcsgZP45xtilMoZLK\n", "rslM7hjIcfpzfl7xCq9sC6jAvj7+b6mxJN3w6j2epJwxGSMqzC31XfQeJ3qPHb3fq/5YGFgYN8dU\n", "w6299jM9t3Kx8WTn/OAWpY8vdSAFnSIpmvsYj93QVx7QlcZU5yr6H/7HfpCD26NEU8mTmb4bF8aK\n", "UTmG0RLCMMQ6OT8YWrjQ6ErdFNI7kGTY7z1ZEYwBLVWgzw2UYXTyOqARw/hL/4wy2+DEGCiDaVtH\n", "+kBsF/ukO7lz9Vf56rn+wnP8+J/IIWdpJ51/n0/+kBJLm2le7sP3RCedh5w4f3I5leETJPgFv6j4\n", "Hb/bOFgPpojchlFLJCxG8ecKpdSOS23DaCAi41ay8t4neTKjsuBgSJDgTd4sW8va1mMcW6fSZNJF\n", "pHAOc1atYY3zNm67JCN6O9vzf8bP2k9y8o1MK7ymMtMEDCnkMIZzouFKhNSYxtMMjPtVVXrIaK/P\n", "jQfmYOSohtNezyqhZN4CFlx7P/e3ZDJ0h4OUkM5e9m6METs50pMF01OfvvKVvp96DsZ9HTIPinCh\n", "8ZC+JdK2ngEeE06c027m5vl3cmdTLbXu3exWNdQcPce5w2oIqm4iYpnEpNsf5/HSpSzt/XcSIvT/\n", "dNNdU0jhT3r/bQstf+zCNV2hvuXBk7GfALzN28UHOGBroKErSPBsLbVne+hpw1DJvCRveq9QvBMY\n", "q76plcvUb5VavUzfXBh9u7cBFsH4bj0Yk9CUIZWFcQ2mjKmQ+ZjEUPwsNreLQhdN4ywLcLhxz72J\n", "m+bPZa6/iy57lKgtm+x4GWXh/goqD5Vaal3P8mzeZja/3a26L1lkZCiYjqGFGIXo+yr14QCWMoRa\n", "VWONlBDGDGZMKqRQefGKGzdu3AkXrp5ssnvcuHs8eOJevD1DzZXsjwQJaqhx11DjMQ0qCRJsqKOu\n", "poOOJgyDasA+ZI4tMzCug2NA/RW4d1owrpEKjJU0PxCbxrSZ85hXVEllIoeceC65Xabg15BTVcKE\n", "rcc4lnOa066jHKWZ5mAzzaebaa4D/L1Xjkxnlw/In8CESh++CcUUu67iKsYzvnsyk0OpMhIA7/Fe\n", "8fM8X1dDTZ/lbIbwXfS14JLaUs6Z9LGhv3EjtX/g42Jg3cGFg17vATDTa70NqO7h6Lgi4riRGx/5\n", "Jt+84AcfDaqpzn6d1ws+5MPjZzm7fYiJrU4Mz+M4jIGuAcNk0iHdAAATdUlEQVTwaedC76SN88ZP\n", "quOk7/d+roCkUkZ1aPP4U83jVGOsnsGFhln6fg8QHsxvVSAF19/FXYse5/Ha/m4ATTStySf/kXba\n", "/7WIot0DHbeDjqIEiW84cZaHCP2kdzjZUAgQsO1iV+EOdliOcex4HXUbB3tDEJFrMDyRJ0VkIXBW\n", "jRGVp6HgEc/M1ay+9ct8OaOyYH+ECVt/w2/Gvcd7R+up35JpSV9EXOMZv2Q5yyd/hs/UD2UgTaud\n", "8VEtsr4wb8aFGI6CUgzHRD0jYGyJIVM+E+O6qVKDUP8UEWdfK2wiUnEDN6y4kzutt3Krf7g8vq20\n", "2l/m5dIP+KCmhprNA32HVxJzQu00n140KA73RMYnvtkTmDCvjrr96flVQ0VE3Ddy42e+ztcjvQ3i\n", "MOGCLLJ+FCT44yKKtqX+pJXWP3PinCjIt/tyBCVI8CIvlq9l7alaancyBAnwIbTdg7GaasdQeew3\n", "n9IcI1Je5t4GWPqqVGqLpI0teZw3qtwYK25+jOux31V+EZEyypbcy70zH+TByxYAycQpTrmf5dmc\n", "LWxZq9LEBq4EIrIAY7KeMV9RROZijLN95gF/XDCjPZwY85UsL97sHHLcTpzZWWRl27BlW7G67djt\n", "btzKNMJwmT4Yi+lrST0KIilxskzvtdOuqqkmSNBfT311O+2NGAbVJc8HxVBMnYFxvz+qBllkfYjn\n", "yMcwqsowHBN1GNdK3HzfCpTZsLlLKMl34/Y5cORlkeX14ZN88lUBBeSRhw9fdx55Xfnkd+eT350k\n", "KSc56TnNac9xjksttd0BAjU11NRgGFSXEs3gBfLHMa48n/yJBRR4pzCFYop5i7ci+9n/4ljNG4RP\n", "WIjgcOIS17SHeGhFpjCOK0GEiGUd60o2sCFygAMbLzfpW0SyOW9sOTAmjXV9ecv7OIYN4+aQ2nwY\n", "8e9xjKKDI3HDkHLKl32aT0/NVEgyHT/+hbnkfiNA4LlMIWKpQzbT/Kk88j4bJLjRh+9ng1VV680J\n", "Trh3stO3l73xaqr3tdF2cqieQhEpwggL243hbXxnrOTQDZVSKV18D/dc05eyYCbqqHP+kl8WbWPb\n", "B+20H+hvMigilnzyr13AgkUP8/Cg1KbixOUn/KRiLWvXDtW7bE7w0o2tKOeNrUHn/KV599PDGLzm\n", "4zGM63C4VMZcFVQsXsziaQ/wQNPlhoFsZ3v+67yedYADm8OEj32cwoxGCjEHrGE4TvlqVt/7db5+\n", "kRS8H/9CH76vd9H1VDbZgSDBv8giq8yK9dsuXBnV8RIk+A2/KV/L2uP11G8c6fuIueI+CyNstWo4\n", "ch3MvN2UQVWIscrlN88RGKonOyXG8yAPlt/JncNatL2KKu9zPOfazvY31CgUhDfHjlkqgyCSuSo+\n", "CxjxfjCWMA2IrLTNnnor/WN9PKbvdwOtI5G/IyIlGGO+wjC0Lqt4uunwqMCIWkpghPDWDcUwMR2L\n", "LnPLduBwF1Ocm012ngNHbhZZXkGSHXQ0VFN9qouuS7oeB9GObCC/iKISP/4apVTrgH80ioy2yMW/\n", "AHdjdNZTwBcy5aWMRQNLRKyzmPXAUzxlnc70S/JSXgphwtaDHMx7h3ccBzjwYQst+4f7IjcvyHEY\n", "F6QFI5QPLjSe7L2e2zgfMpMKK4xihGiMaJ0UEbFPZepdD/FQQaqQZF+YdUr+OkhwfTHFz/V6b7Id\n", "+1MWLFkxYv92KTLhMWKWvezN38EOx3GOt5zgxJ4eemoHEyqQCXMSvwrD02RRg1SGGouIiHUiE29/\n", "mIfLMikL9uYAB3y/5tfO3ez+n27VPWgHgohULGDBqgd4oGce8/r1nr/My2W/4TeHG1XjB4M9fh/n\n", "FKAA47pJGVsN5hbnYgMqfV9xPiQqmrbvH+4BKtVWJ84p13P90ru5O3ETN/U7SEWIWJpocvrxOwME\n", "HH78NNNMCy000VR3mtNbBson1FwaRVI079N8+sZMKyx+/E86cEzuoSdkx56fRdZf9iXmkyDBC7xQ\n", "8RZvVTXQsPlKTarlfE3DCZwPOx/UppRKmBO7As4bVQ7OG1T+4chFFRHHNKbd/TiPewe6FgbLPvbl\n", "/oJfWD/kw9dHcxIoIkuBI+mTdPM3WYYhKjamJ6ifZERkHMa104URVZSakKc/9rUPxupvKcY1kzKq\n", "RiQU1LxOLQPlvH7SGG0DayVmjLCI/N8ASqlvDaWRo4mIlH+KT93zFE+N6CpWAw2OKqp8VVTZTnEq\n", "3kLLyVpqD1+Jm6OZiFmMEVLTw4UGVPrzxGh6r0XEdRVXrbqbu0vu5d5+V7JChEpt2P4+SvRELrn/\n", "miRpbaf90VxyVwUIvF5Awa/6Ex7JhB9/1na2F+xkJ2c4c8L8fYaloLOIXI/hgfpgpI3VkUZMZcEv\n", "8aWs67iuz9XRdawrfo3XIoc5/PZAIUZ9nCdnOtNX3sEdBWtY05ApHG4f+3J/yk+jxzj26qUawH2c\n", "O2VslZmbhYsNqI8eh/PcQ2xnziQmLVnK0srVrG6OEbO20OJopdXZQov48ePHLyFC3d10t3XS2VpH\n", "XUuCREr4p3MkPLia84iIdSpT13yRL+b0rlmTIGGJEv1BkmQ8i6y/ylR8HoxV2hd4ofxt3j7USOMH\n", "I2G0D4Q5AcsawubAGHPACGVqxjCshq1mVK/2eeYw575VrMqexrTQZCZ3XmoI7Q525L3AC8kDHHhj\n", "KBEgI4GIVALj0vN2RWQ2YFWmEI5m7GKOJWWczydNX1XLtJ/+XGFcM606smB0GDMhgmJItj+glPpc\n", "hvfGpIEFMEkm3fEVvlKykIXDNvFNSVge57j3MIeljrqOeuqPttF2DuNi+cQs6Q8FEbFXULF0Faum\n", "PsRDdf3l+kSJeuLE/zeQsGHLjRNvB37owzek/KYjHPHuYEfOAQ5ETnFqXwcdp1SauttwYIZzzFRK\n", "bRjO444W0o+yYIyY5SVeGree9TVnOLOhr3yiQZ7HPo5xi27hltkP8uAFksyttNp/yA8Lt7Dld5di\n", "wP2+ICKWHHJmTWDCvCTJYIRIWxNNLREiIc4bUR+LQrK/r4hIziIWfebrfD3Yu45VnLjdjr2HPgqc\n", "x4nL8zxfsY51+5to2jYaxtWlYq60cKW84iLiceMeP57x0wopLJnJTKYxLTqTmcHB5nRuYlPBb/lt\n", "9DCH3xwLuYimYbsCQ8iiwxRUmIshhDMqjh2N5pPCWDKwXgd+pZR6IcN7Y9bAEpG85Sz/7Df5ZuPl\n", "1GOIELFUUeU7znHXEY6oFloaq6k+3kVXgw6/GTwiYimiaP6t3HrjIzxS78PX5+AcJ24PEnwySfJk\n", "McVvDvYcCRJsZWvhdrY7TnKy/jjH92Esv4+Y4Ssitt+n5XcRKV/Jynu+xtcaU7+RH3/WC7xQupnN\n", "u1pp/XC4vk+veGfMY96yB3kwOJ3p4QQJnubpyld59YpIJms0l4td7JPWsObOJ3ly0CIxMWKW53m+\n", "fD3r9/jx79Be7MFj5nqVTGLS5DzyJk1him0GM3pmMvMiIzfFOtYVv8RL7cc5/tZQcjBHGhGZihGK\n", "fBBYAhxXH0OhJI3m40Z/tottmE6wHiMOtDffUUq9bn7mLzFiri8yrsY6SqlAmZQdeJEX5xVQ0GXD\n", "pgTBijVpwYIFS9J8TVmxKhu2pCDYsCUtWFQLLa4qqqwnOJFso+10NdWngaaxrIwyljE9tNt94guH\n", "CS95jMea+lJ6tGOPF1L4o6Ec31RtzN/FruPnOLfvSsWw/z4ZVwBKqTqPeN7PJffWL/Plc6c57f41\n", "v/btYMfbERUZkpT+QHSojqMi0tZG2+33cm9RjJhlC1uqtHGl+bgQV/HqMik7MIEJswYKgQbDuHqO\n", "58rXsW53K627tHE1NMzxtwaoERHrHvYU5pNfPo5xM8opL5jBDKYxrWMqU8N27Op1Xi97hVcaT3N6\n", "3Rhc8T2DUXg4gaHAqI0rjWaUuSIrWCLyeeDLwIq+bkymTPv/TnvpfWUWXx0LmCpg4wGLDZtYsVqz\n", "yLJlkWWxYLHasFktWKxWrFZBLFasVitWK2AJEmxvprkWI2H392oSPdpkSdbExSy+4zEeC0xi0mV5\n", "FGPELOtZX/Iu70b3s//9y1Vt1BiUSuni5SyfW0VV2z72vX25ikn9ISLZE5m4zIkz5yhHXx6OBHmN\n", "5kohIlkzmfmpr/JV+xzm9BnVECFi+Tk/r3iHd7a30bZHG1fDi4j4nDhLxjN+agEF5eMYZ9vN7uoz\n", "nHl3rOYkmuU+KjDmTtp5q9GMACKyDENAJsXfjqbIxR3AvwJLVT+FGMdyiKBmbCMipQtYsPohHor3\n", "J6rQH0c44n2N13x72LPXj3+vnpgPHyJideGaHSV6crhz1/o4nwXIGoNeZo1mQEQkfwlLPv0UT7Vk\n", "KoQbJmx9lmfHvcu72wIqsHc02vhJQoxivfmMcQep2U6PVg3UaK4co60ieAJDMSglELFNKfWHGT6n\n", "DSzNJSMiuXOYs/oBHshawpJBDzBhwta1rC3dyMZAFVXvq1GoZaLRaDTpeMU7Yw1rln+RL15QXD1I\n", "0GYaV5tDKvSxLeeg0Wg0vw+MeA5Wfyilpo70OTQapVS7iLwSJboqRKj0bu4esODxLnblr2Wtcz/7\n", "t7fTfmgseyc1Gs0nhzDhY5vZXDGBCRNv5/YmMIyrZ3im7H3efz+kQodHu40ajUaj6ZsRN7A0miuF\n", "UioiIm++yIvLQoQmf4bP1GdS4/Ljz3qd10u2sa3uJCc3fZIlvDUazdhDKaVEZMubvFk6kYmeYopj\n", "pnH1XofqODra7dNoNBpN/1xRmfb+0CGCmuFCRKwllCxczvJrH+GReg+eBBjS65vYVLSOdZZDHNoc\n", "Jnzi41QzRqPRfLIQkeLbuO1+O3bLZja/06E6jo92mzQajUZjMGbqYPWHNrA0w4mISC65c27hlpsf\n", "5dHGGDHrq7xauItdx89ydrtSKjzabdRoNJqByJO8GV10dUdU5PRot0Wj0Wg05xltkYt/AO7BqELf\n", "Cnw+k/y1NrA0I0G2ZE+Zz/yVIUKRQxza2K26z4x2mzQajUaj0Wg0H29G28DyKqU6zP2vA9cqpb40\n", "lEZqNClEZNlQ66OJSD5G8UUt2/0J4VL6ieaTh+4nmsGi+4pmMOh+8smiP9vFMtInTxlXJh6gz1pY\n", "Gs0gWDbUP1BKtWnj6hPHstFugOZjwbLRboDmY8Oy0W6A5mPBstFugGZscEVUBEXku8CjQARYeCXO\n", "qdFoNBqNRqPRaDRXmmFZwRKR9SJyMMO2BkAp9ZdKqfHAs8APhuOcGo1Go9FoNBqNRjPWuKIqgiIy\n", "HnhTKTU7w3tjQ85Qo9FoNBqNRqPRaAagrxysEQ8RFJGpSqkT5tN7gb2ZPqcFLjQajUaj0Wg0Gs3H\n", "nSuhIvgiMB1IAKeAJ5VSzSN6Uo1Go9FoNBqNRqMZBcZMoWGNRqPRaDQajUaj+bgz4jLtAyEid4jI\n", "URE5ISJ/Mdrt0YwdROQZEWkSkYNpr+WboirHRWSdiOSOZhs1o4+IVIrIBhE5LCKHROQp83XdVzQf\n", "ISJOEdkhIvtE5IiI/LP5uu4nmosQEauI7BWR183nup9oLkBEakTkgNlPdpqv6X6iAUbZwBIRK/Bj\n", "4A5gFvCwiMwczTZpxhT/B6NvpPMtYL1Sahrwrvlc88kmDvyxUupqjDIQXzPvI7qvaD7CrIV3q1Lq\n", "OmAOcKuI3IzuJ5rMfAM4AqTCfHQ/0fRGAcuUUtcrpeabr+l+ogFGfwVrPnBSKVWjlIoDv8YQwtBo\n", "UEptBgK9Xr4H+Lm5/3PgvivaKM2YQynVqJTaZ+6HgSqgHN1XNL1QSkXM3SzAinF/0f1EcwEiUgGs\n", "Bv4LSAlw6X6iyURvgTbdTzTA6BtY5UBt2vNz5msaTV+UKKWazP0moGQ0G6MZW4jIROB6YAe6r2h6\n", "ISIWEdmH0R82KKUOo/uJ5mJ+AHwTSKa9pvuJpjcKeEdEdovIl83XdD/RAFdApn0AtMKG5pJRSild\n", "P02TQkQ8wEvAN5RSHSLnHYu6r2gAlFJJ4DoR8QH/IyK39npf95NPOCJyN9CslNorIssyfUb3E43J\n", "YqVUg4gUAetF5Gj6m7qffLIZ7RWsOqAy7XklxiqWRtMXTSJSCiAiZYCW/NcgInYM4+p5pdQr5su6\n", "r2gyopQKAmuBG9H9RHMhNwH3iEg18CtguYg8j+4nml4opRrMRz/wMkbai+4nGmD0DazdwFQRmSgi\n", "WcCDwGuj3CbN2OY14HFz/3HglX4+q/kEIMZS1c+AI0qpH6a9pfuK5iNEpDCl6CUiLmAlRuF73U80\n", "H6GU+o5SqlIpNQl4CHhPKfUoup9o0hCRbBHxmvtuYBVwEN1PNCajXgdLRO4EfoiRcPwzpdQ/j2qD\n", "NGMGEfkVsBQoxIhl/hvgVeC3wHigBvisUqp9tNqoGX1MJbhNwAHOhx1/G9iJ7isaExG5BiPp3GJu\n", "zyul/kVE8tH9RJMBEVkK/KlS6h7dTzTpiMgkjFUrMNJtfqmU+mfdTzQpRt3A0mg0Go1Go9FoNJrf\n", "F0Y7RFCj0Wg0Go1Go9Fofm/QBpZGo9FoNBqNRqPRDBPawNJoNBqNRqPRaDSaYUIbWBqNRqPRaDQa\n", "jUYzTGgDS6PRaDQajUaj0WiGCW1gaTQajUaj0Wg0Gs0woQ0sjUaj0Wg0Go1GoxkmtIGl0Wg0Go1G\n", "o9FoNMPE/w/+B1FLL6Ap2gAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAagAAAEaCAYAAABEsMO+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAFexJREFUeJzt3XGQXWd53/Hvo7U2smUJyTaWIllYVr22JYxsRLxkSAsC\n", "3IlslwhKEkdAMxCYmGbklsqdMcyEWB3/0doNwdMoJWpwCGWK1UkcByVjRRNDBIFxwCrEzoDkSDVu\n", "LblWANtg2RaS7Kd/3Cu4Wnb33tWeu+fde76fmZ25595z3/Ps7jv3d8857zlvZCaSJJVmTt0FSJI0\n", "HgNKklQkA0qSVCQDSpJUJANKklQkA0qSVCQDSpJUpLPqLmDQRcTbgTXAy8DhzPxMzSWpIBFxNfCe\n", "zPz3ddeiMkTEu4GfBq4B7svMHTWXVBv3oCoQET8TETsj4v9FxIaO568C/hCYC/wu8BsRcUFddWrm\n", "TdI3XhMRPwB+C7i4vgpVh8n6BbANmA/cAnwiIi6pq866GVAVyMy9wM3AYuBrHS+tBf4iM/9DZj4P\n", "PAy8uYYSVZNJ+sargauBzwFHayhNNZqkX6wDnmt/ZhwCDgKvq6HEIhhQFcnM/wM8CLwbICKuB1YA\n", "3+9Y7VlgZOarU53G6RvXAY9m5mNA1Fmb6jNBv9gHXN9eDlqH+g7WVWPdPAdVrU8DmyNiL/BDIIFj\n", "Ha8fB86tozDVrrNvHM/Mb7Sf92aYzTa2X3TuTd0A7M3Mv6untPq5B1Wte2kNiLgkMz8PPMfp35DP\n", "Bp6uozDVbmzfOMU9qGYbt19ExCLgvcB7aqqrCAZUteYCL2TmZ9vL/xvoHBRxAXB4xqtSCcb2jVPc\n", "g2q2n+gX7UN7HwY+kJlHI6Kxg2gMqGq9Cfhyx/KXOP0E5zrg86iJxvaNU9yDarbx+sXNwB8D8yJi\n", "FFg500WVwnNQFYmIG4EPAi9ExGhmfi0zn4+IOyPiN2l9GbgzM/+x3ko108brG+3nNwO/DKyIiNuA\n", "j2fmD2osVTNovH4REf8U+Dg//uKSwKvqqrFu0W3CwvYY/buAIeCTmXnHOOusp/VHnQt8NzPXV16p\n", "JKlRJg2oiBgCHgWupXXu5CFgU2bu61hnEfAV4Ocz81BEXJCZ3+1v2ZKkQdftHNQocDAzH8/ME8AO\n", "YOOYdd4F3Nu+qAzDSZJUhW4BtRx4omP5UPu5TiPAeRHx1xGxNyL+VZUFSpKaqdsgiV6GwM6lNTrt\n", "rcA5wIMR8beZeWC6xUmSmqtbQB2mdbueU1bQ2ovq9AStgREvAi9GxJeAq4DTAioivN6jQTKzp+HT\n", "9otmsV9oIuP1jW4BtRcYiYiVwJPAjcCmMet8DtjWHlDxU8Drgd/ptQANnql+uNgvmsF+oYlM1Dcm\n", "DajMPNm+VmM3rWHmd2fmvoi4qf369szcHxF/CTxCa86jP8jMb1VbviSpabpeB1XZhiLSb0TNMJX/\n", "tf2iOewXmshE/29vdSRJKpIBJUkqkgElSSqSASVJKpIBJUkqkgElSSqSASVJKpIBJUkqkgElSSqS\n", "ASVJKpIBJUkqkgElSSqSASVJKpIBJUkqkgElSSqSASVJKpIBJUkq0qRTvkuDIiKGgCV9aPpIZr7U\n", "h3alxjOg1BRLgMN9aHc58GQf2pUaz4BSo6x+x+3MPXvRtNs58eKz7LvvoxVUJGkiBpQaZe7Zixie\n", "v7juMiT1wEESkqQiGVBShwj40C+tq7sMSXiIT/qRBecM87Y3rGLdZRfWXYok3IOSfuS5F47z2Qf2\n", "8/yxE3WXIgkDSpJUKANKklQkA0qSVCQDSpJUJANKaps3PMSma6/gkqWvYNNbL2fe8FDdJUmN5jBz\n", "qe3Y8Ze454H93PPA/rpLkYR7UJKkQhlQkqQidQ2oiNgQEfsj4kBE3DrO6+sj4vsR8Y32z2/2p1RJ\n", "UpNMeg6qPcnbNuBaWnPpPBQROzNz35hVv5iZv9CnGiVJDdRtD2oUOJiZj2fmCWAHsHGc9aLyyiRJ\n", "jdYtoJYDT3QsH2o/1ymBN0TEwxFxf0SsqbJASVIzdRtmnj208XVgRWa+EBHXAX8GXDbeihGxtWNx\n", "T2bu6aVIlS0i1gPrp/H+rR2L9osBYb/QRHrtG5E5cQZFxM8CWzNzQ3v5I8DLmXnHJO/5NvC6zHx6\n", "zPOZmR4KbICp/K9nql9ExDLg8Np3/W4lM+oef/4ZHvnszQDLM/PJaTfYACX2C5Vhov93t0N8e4GR\n", "iFgZEcPAjcDOMQ0viYhoPx6lFXpP/2RTkiT1btJDfJl5MiI2A7uBIeDuzNwXETe1X98O/CLwryPi\n", "JPAC8Ct9rlmS1ABdb3WUmbuAXWOe297x+PeA36u+NEnqr/alNEv60PSRzHypD+02ivfik9RkS2hd\n", "41m15YDnJqfJgJLUeKvfcTtzz1407XZOvPgs++77aAUVCQwoSWLu2YsqGd2panmzWElSkQwoSeoi\n", "Aj70S+vqLqNxPMQnSZNYcM4wb3vDKtZddmHdpTSOe1CSNInnXjjOZx/Yz/PHTtRdSuMYUJKkIhlQ\n", "kqQiGVCSpCIZUJKkIhlQkjSJecNDbLr2Ci5Z+go2vfVy5g0P1V1SYzjMXJImcez4S9zzwH7ueWB/\n", "3aU0jntQkqQiGVCSpCLN6CE+516RJPVqps9BOfeKJKkntQyScO4VSVI3tQSUc69IkrpxkIQkqUgG\n", "lCSpSEUG1PtvuJI3XrWc91736rpLkSTVpLiAGl29lAC+9PBhzhqaw9WXvrLukiRJNSguoNauuoD9\n", "//cZAP7hiaf5mSuW1lyRJKkOxQXU4oXzOHb8JAAv/vAk5y+cV3NFkqQ6FBdQcyJ4ObP1eM6PH0uS\n", "mqW4gPreD44xb7h1edb8eXN55rkf1lyRJKkOxQXUwwf/kZGLWneZWLPyfP7+se/UXJEkqQ7FBdRD\n", "+4+w+Nx5vGXdCkj46reeqrskSVINipyw8K4/+ToAX/j6EzVXIqlOfZoBwdkPZokiA0qS2voxA4Kz\n", "H8wSBpSk4lUxA4KzH8w+XQMqIjYAdwFDwCcz844J1rsGeBD45cz800qrlNRozoDQTJMOkmgf/90G\n", "bADWAJsiYvUE690B/CUQfahTktQw3UbxjQIHM/PxzDwB7AA2jrPezcCfAI4JlyRVotshvuVA51C6\n", "Q8DrO1eIiOW0QustwDXAwN/6wZFFUjnef8OVHDj0DKuWLeKPdn2z7nJUoW4B1UvY3AV8ODMzIoJm\n", "HOJzZJFUgM7ZDy5bcR5XX/pK/u6gB3IGRbeAOgys6FheQWsvqtPrgB2tbOIC4LqIOJGZO8dp7xaA\n", "px65n0UXv5aFy9acWdWFcGRRS0SsB9ZP4/1bOxb3ZOae6VWkElTULxYAHD1ygPNWjf7EOuPNfmBA\n", "la/XvtEtoPYCIxGxkta3+xuBTZ0rZOaqjo1+CvjzCcIJ4GPAlqVrrx+IETmOLGppB8qeU8sRcdsU\n", "37+12opUgir6RUQsA7acu2Rk3HWc/WB26rVvTBpQmXkyIjYDu2kNM787M/dFxE3t17dXVbAkTZWz\n", "Hwy2rtdBZeYuYNeY58YNpsx8X0V1zWpDQ8G//GcjDM+dw4Kzh/n9nY/UXZI0kJz9YLAVd7PYQfDW\n", "da9i99ce53/81X4u/umFvPqS8+suSRpIzn4w2AyoPrh46UL++TUXA3D4O0e5cPE5NVckDSZnPxhs\n", "3ouvDz6965vEnNZo+8suWsz//MKjNVckDS5nPxhcBlQfHD/5MgDrLruQhx49wneefbHmiiRp9vEQ\n", "X5+8Yv4wV136Sj6z+1t1lyJJs5IB1Sc/P7qSP9r1TYbmBNdcUfVdkSRp8HmIrw/e+aYRPrjxKj7w\n", "L15DRHDTf/6ruksqnvc3lDSWAdUH937xAPd+8UDdZcw23t9Q0mkMKBXF+xtKOsWAUlG8v6GkUxwk\n", "IUkqkgGlWeP9N1zJG69aznuve3XdpUiaAQaUZoXOienOGprD1Ze+su6SJPWZAaVZYbyJ6SQNNgNK\n", "s4IT00nNY0BpVnBiOql5DCjNCk5MJzWPAaVZwYnppOYxoDQrODGd1DzeSUKzhhPTSc3iHpQkqUgG\n", "lCSpSAaUJKlIBpQkqUgGlCSpSAaUJKlIBpQkqUgGlCSpSAaUJKlIBpQkqUgGlCSpSAaUJKlIXQMq\n", "IjZExP6IOBARt47z+saIeDgivhER/ysi3tKfUiVJTTLp3cwjYgjYBlwLHAYeioidmbmvY7UHMvNz\n", "7fVfA9wHXNqneiVJDdFtD2oUOJiZj2fmCWAHsLFzhcx8vmPxXOC71ZYoSWqibgG1HOicfOdQ+7nT\n", "RMTbI2IfsAv4N9WVJ0lqqm4Blb00kpl/lpmrgbcBn5l2VZKkxus2o+5hYEXH8gpae1Hjysy/iYiz\n", "IuL8zPzeOKvcAvDUI/ez6OLXsnDZmikXrPJExHpg/TTevxVYAHD0yAHOWzVaSV2ql/1CE+m1b3QL\n", "qL3ASESsBJ4EbgQ2jdnQPwEey8yMiHUAE4QTwMeALUvXXs/w/MXdatMskZl7gD2nliPitim+f2tE\n", "LAO2nLtkpNriVBv7hSbSa9+YNKAy82REbAZ2A0PA3Zm5LyJuar++HXgn8KsRcQI4CvxKFb+AJKnZ\n", "uu1BkZm7aA1+6Hxue8fjO4E7qy9NktRk3klCklQkA0qSVCQDSpJUJANKklQkA0qSVCQDSpJUJANK\n", "klQkA0qSVCQDSpJUJANKklQkA0qSVCQDSpJUJANKklQkA0qSVCQDSpJUJANKklQkA0qSVCQDSpJU\n", "JANKklQkA0qSVCQDSpJUJANKklQkA0qSVCQDSpJUJANKklQkA0qSVCQDSpJUJANKklQkA0qSVCQD\n", "SpJUJANKklQkA0qSVKSeAioiNkTE/og4EBG3jvP6uyPi4Yh4JCK+EhFrqy9VktQkXQMqIoaAbcAG\n", "YA2wKSJWj1ntMeCNmbkWuB34b1UXKklqll72oEaBg5n5eGaeAHYAGztXyMwHM/P77cWvAhdVW6Yk\n", "qWl6CajlwBMdy4faz03k/cD90ylKkqSzelgne20sIt4M/Brwc2dckSRJ9BZQh4EVHcsraO1FnaY9\n", "MOIPgA2Z+cwEbd0C8NQj97Po4teycNmaKZarEkXEemD9NN6/FVgAcPTIAc5bNVpJXaqX/UIT6bVv\n", "9BJQe4GRiFgJPAncCGwas7FXAX8KvCczD07S1seALUvXXs/w/MU9bFqzQWbuAfacWo6I26b4/q0R\n", "sQzYcu6SkWqLU23sF5pIr32ja0Bl5smI2AzsBoaAuzNzX0Tc1H59O/BbwGLgExEBcCIz/bojSTpj\n", "vexBkZm7gF1jntve8fgDwAeqLU2S1GTeSUKSVCQDSpJUJANKklQkA0qSVCQDSpJUJANKklQkA0qS\n", "VCQDSpJUJANKklQkA0qSVCQDSpJUJANKklQkA0qSVCQDSpJUJANKklQkA0qSVCQDSpJUJANKklQk\n", "A0qSVCQDSpJUJANKklQkA0qSVCQDSpJUJANKklQkA0qSVCQDSpJUJANKklQkA0qSVCQDSpJUJANK\n", "klQkA0qSVCQDSpJUJANKklSkngIqIjZExP6IOBARt47z+hUR8WBEHIuIW6ovU5LUNGd1WyEihoBt\n", "wLXAYeChiNiZmfs6VvsecDPw9r5UKUlqnF72oEaBg5n5eGaeAHYAGztXyMzvZOZe4EQfapQkNVAv\n", "AbUceKJj+VD7OUmS+qbrIT4gK9zeLQBPPXI/iy5+LQuXramwadUlItYD66fx/q3AAoCjRw5w3qrR\n", "SupSvewXmkivfaOXgDoMrOhYXkFrL+pMfAzYsnTt9QzPX3yGTag0mbkH2HNqOSJum+L7t0bEMmDL\n", "uUtGqi1OtbFfaCK99o1eDvHtBUYiYmVEDAM3AjsnWDemVqYkSePrugeVmScjYjOwGxgC7s7MfRFx\n", "U/v17RGxFHgIWAi8HBH/FliTmUf7WLskaYD1coiPzNwF7Brz3PaOx09x+mFASZKmxTtJSJKKZEBJ\n", "kopkQEmSimRASZKKZEBJkopkQEmSimRASZKKZEBJkopkQEmSimRASZKKZEBJkopkQEmSimRASZKK\n", "ZEBJkopkQEk6IxGxOCLuqLsODS4DStKZehdwYd1FaHAZUJKmLCJGgG/XXYcGmwEl6UxcCXyz7iI0\n", "2AwoSVMSEW8AvgJE3bVosJ1VdwGSZp3LgRHgAuDSiPjZzPzbmmvSADKgJE1JZn4KICJWAlcaTuoX\n", "D/FJmrKImAfcDFwTEW+sux4NJgNK0pRl5rHMvCUzr8zML9VdjyYXEcMR8b6IeGdE/GFEzK+7pl4Y\n", "UJI0+EaBN2fmvcBC4C0119MTz0FJ+pGIGAKW9KHpI31oUz3KzC9HxN+3Fy8AvlZnPb0yoCR1WgIc\n", "7kO7y/vQpqZmKCJ+A/jvmTkrvjA0NqAiYg7w25m5pe5azkREDAPvBn4A3ADcnJnP92lbi4EPZ+at\n", "/Wi/SSJiLvDrwDxgUWZ+tOL2K+kXq99xO3PPXjTtek68+Cz77qv0VxxI/e4XAJn5NPBfI+KPI+JA\n", "Zv5N1duAaj8vGhlQ7T/g+4A31V3LNJw6pvyrEbGJ1jHlP+/TtrznWnV+EbgnM59uf1C8PjO/WmH7\n", "lfSLuWcvYnj+4grLUhf97hedHgU2AX0JKCr8vGjkIInMfCYzf4fWt8xZKTO/TGuYL/TxmLL3XKvc\n", "5cCN7cePARdV2fhM9QtVrq/9IiI+EhFb24tLgX1Vtt+xnUo/LxoZUANkJo4pe8+1av0n4NPtx1cB\n", "/bjIddada1Df+8UO4B8i4n3AC8C2its/pdLPi0Ye4hsU/T6m3HHPtXOqbLfJMvMYQESsB76QmZUP\n", "SJipcw2qTr/7RWZ+mx/v2XyqyrZP6cfnhXtQg+HUMeWqXQ5cB7yT9j3X+rCNxomI84Gfy8w7+7yp\n", "fvUL9cEM9ot+qfzzouseVERsAO4ChoBPZuZPzKAZEf+lXdgLwHsz8xvTLUyTi4iPAD+VmVtpHVN+\n", "uOpteM+16kVE0DqJ/B8j4izgTZn5+Qrb73u/UPWm2y/6dP3akcx8qdeV+/F5MekeVPuX3gZsANYA\n", "myJi9Zh1rgcuzcwRWsMkPzHdovotIuZHxL8DVkfEh2bLbT/GmJFjyt5zrXIfBG6ndeHqEeCpituf\n", "qXMNqtZ0+8Wp69eq/Jly4FX9edFtD2oUOJiZj7c3vgPYyOkjQH6B9sm9zPxqRCyKiCUln5xtXxfy\n", "8fbPrDQTx5Tb2zkG3NL+0TRl5ifo45e4meoXqlZV/aKK69emc+1a1Z8X3QJqOfBEx/Ih4PU9rHMR\n", "3tpEkmbUoF2/1i2gssd2xs6sOen7Trz4bI/NTm6idiJiAbCgko20PJeZz/W6/amo83eYqb/TVPTz\n", "b1pV+5O1Mwv/b33r26W1M+j9YrLtT0Xdv8Np28ycOEvaozC2ZuaG9vJHgJc7B0pExO8DezJzR3t5\n", "P60TfEfGtNVr2GkAZGZP04HbL5rFfqGJjNc3uu1B7QVG2qMynqR1pfPYYas7gc3AjnagPTve+ade\n", "O6aaxX6h8dgvBF0CKjNPRsRmYDetYeZ3Z+a+iLip/fr2zLw/Iq6PiIPA87TucSdJ0rRMeohPkqS6\n", "eCcJSVKRDChJUpEMKElSkQwoSVKRDChJUpEMKElSkQwoSVKRDChJUpH+PyQiIk6UHRj9AAAAAElF\n", "TkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_ = model.X.plot()\n", "model.plot_scales()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exercise 4\n", "\n", "The simulated data set is a sinusoid and a double frequency sinusoid function as input signals.\n", "\n", "Which signal is shared across the three datasets? Which are private? Are there signals shared only between two of the three datasets?" ] }, { "cell_type": "raw", "metadata": {}, "source": [ "# Exercise 4" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Interactive Demo: For Use Outside the Notebook\n", "\n", "The module below loads a pre-optimized Bayesian GPLVM model (like the one you just trained) and allows you to interact with the latent space. \n", "Three interactive figures pop up: the latent space, the ARD scales and a sample in the output space (corresponding to the current selected latent point of the other figure). \n", "You can sample with the mouse from the latent space and obtain samples in the output space. \n", "You can select different latent dimensions to vary by clicking on the corresponding scales with the left and right mouse buttons.\n", "This will also cause the latent space to be projected on the selected latent dimensions in the other figure." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Downloading: digit_bgplvm_demo.pickle\n", " 1.600/1.600MB [100.00%]\n" ] } ], "source": [ "import urllib2, os, sys\n", "\n", "model_path = 'digit_bgplvm_demo.pickle' # local name for model file\n", "status = \"\"\n", "\n", "re = 0\n", "if len(sys.argv) == 2:\n", " re = 1\n", "\n", "if re or not os.path.exists(model_path): # only download the model new, if it was not already\n", " url = 'http://staffwww.dcs.sheffield.ac.uk/people/M.Zwiessele/gpss/lab3/digit_bgplvm_demo.pickle'\n", " with open(model_path, 'wb') as f:\n", " u = urllib2.urlopen(url)\n", " meta = u.info()\n", " file_size = int(meta.getheaders(\"Content-Length\")[0])\n", " print \"Downloading: %s\" % (model_path)\n", "\n", " file_size_dl = 0\n", " block_sz = 8192\n", " while True:\n", " buff = u.read(block_sz)\n", " if not buff:\n", " break\n", " file_size_dl += len(buff)\n", " f.write(buff)\n", " sys.stdout.write(\" \"*(len(status)) + \"\\r\")\n", " status = r\"{:7.3f}/{:.3f}MB [{: >7.2%}]\".format(file_size_dl/(1.*1e6), file_size/(1.*1e6), float(file_size_dl)/file_size)\n", " sys.stdout.write(status)\n", " sys.stdout.flush()\n", " sys.stdout.write(\" \"*(len(status)) + \"\\r\")\n", " print status\n", "else:\n", " print \"Already cached, to reload run with 'reload' as the only argument\"" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import cPickle as pickle\n", "with open('./digit_bgplvm_demo.pickle', 'rb') as f:\n", " model = pickle.load(f)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Prepare for plotting of this model. If you run on a webserver the interactive plotting will not work. Thus, you can skip to the next codeblock and run it on your own machine, later." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "%matplotlib qt\n", "fig = plt.figure('Latent Space & Scales', figsize=(16,6))\n", "ax_latent = fig.add_subplot(121)\n", "ax_scales = fig.add_subplot(122)\n", "\n", "fig_out = plt.figure('Output', figsize=(1,1))\n", "ax_image = fig_out.add_subplot(111)\n", "fig_out.tight_layout(pad=0)\n", "\n", "data_show = GPy.plotting.matplot_dep.visualize.image_show(model.Y[0:1, :], dimensions=(16, 16), transpose=0, invert=0, scale=False, axes=ax_image)\n", "lvm_visualizer = GPy.plotting.matplot_dep.visualize.lvm_dimselect(model.X.mean.copy(), model, data_show, ax_latent, ax_scales, labels=labels.flatten())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Observations**\n", "\n", "Confirm the following observations by interacting with the demo:\n", "\n", "* We tend to obtain more \"strange\" outputs when sampling from latent space areas away from the training inputs.\n", "* When sampling from the two dominant latent dimensions (the ones corresponding to large scales) we differentiate between all digits. Also note that projecting the latent space into the two dominant dimensions better separates the classes.\n", "* When sampling from less dominant latent dimensions the outputs vary in a more subtle way.\n", "\n", "You can also run the dimensionality reduction example" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[-0.90855305 0.17293507 -0.40334671 0.44832111 0.56233372 1.68589217\n", " -1.02459653]]\n", "use left and right mouse buttons to select dimensions\n", "Press enter to finish\n" ] }, { "data": { "text/html": [ "\n", "\n", "

\n", "Model: bayesian gplvm
\n", "Log-likelihood: 782.384565912
\n", "Number of Parameters: 3089
\n", "Number of Optimization Parameters: 3089