{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Box Plots"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following illustrates some options for the boxplot in statsmodels. These include `violin_plot` and `bean_plot`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import statsmodels.api as sm"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Bean Plots"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following example is taken from the docstring of `beanplot`.\n",
    "\n",
    "We use the American National Election Survey 1996 dataset, which has Party\n",
    "Identification of respondents as independent variable and (among other\n",
    "data) age as dependent variable."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = sm.datasets.anes96.load_pandas()\n",
    "party_ID = np.arange(7)\n",
    "labels = [\"Strong Democrat\", \"Weak Democrat\", \"Independent-Democrat\",\n",
    "          \"Independent-Independent\", \"Independent-Republican\",\n",
    "          \"Weak Republican\", \"Strong Republican\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Group age by party ID, and create a violin plot with it:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Age')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['figure.subplot.bottom'] = 0.23  # keep labels visible\n",
    "plt.rcParams['figure.figsize'] = (10.0, 8.0)  # make plot larger in notebook\n",
    "age = [data.exog['age'][data.endog == id] for id in party_ID]\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111)\n",
    "plot_opts={'cutoff_val':5, 'cutoff_type':'abs',\n",
    "                                'label_fontsize':'small',\n",
    "                                'label_rotation':30}\n",
    "sm.graphics.beanplot(age, ax=ax, labels=labels,\n",
    "                     plot_opts=plot_opts)\n",
    "ax.set_xlabel(\"Party identification of respondent.\")\n",
    "ax.set_ylabel(\"Age\")\n",
    "#plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def beanplot(data, plot_opts={}, jitter=False):\n",
    "    \"\"\"helper function to try out different plot options\n",
    "    \"\"\"\n",
    "    fig = plt.figure()\n",
    "    ax = fig.add_subplot(111)\n",
    "    plot_opts_ = {'cutoff_val':5, 'cutoff_type':'abs',\n",
    "                  'label_fontsize':'small',\n",
    "                  'label_rotation':30}\n",
    "    plot_opts_.update(plot_opts)\n",
    "    sm.graphics.beanplot(data, ax=ax, labels=labels,\n",
    "                         jitter=jitter, plot_opts=plot_opts_)\n",
    "    ax.set_xlabel(\"Party identification of respondent.\")\n",
    "    ax.set_ylabel(\"Age\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = beanplot(age, jitter=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = beanplot(age, plot_opts={'violin_width': 0.5, 'violin_fc':'#66c2a5'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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vh3gyAZafDchYnkU8kdB5RK0hnkicLBdSjhN4SCSHh1BRTJLAC5UDMt4ikPdfDcRoFJY5uwVpC08CsgVEIhGwtoUDMgDgHbaW+N0lS5ZlmlnHfvb5rVh+9CyY6YWnRF3DY1jvCaKvr6/u83RCHgUwm9S/5ERgwfI84lESkNVCisfBCZVnyHxx8qVOqCcWj6N/TmPxEt4iQCIV5xeUy+WQzmZO3oiWcFYekRYIJJp1yy234PHHH6/7dalUCplCHuzXv7Pg87LpDO795vfBVVhBWMx1112HDRs21P26RpCArEyjAU88HkeMyuOaj9+06HP3v7AT15x+Pt7ylrc0MMLOEE8kTi5ZcjwHyd3+X0hKEOMx8P3zCyTygkBmGQlVxeISeEvl4pwszyOVTaNQKFRsrUTM5kIxFgEURZ3yuGCzISQaf6mtWRs2bGgo6PnDww/BKxRxxvnnLvi8Y3sP4ByuG+99z3WNDlETZMlSAcFgEJZF8sdKrF0OePzzq1kTs4rFItLZzMl6WpzAI54kwUQtYnEJXIVlo9IMBekJSqghn88jm8uCqbBcDszuFmQ4DglyU1BVNBoFa53/2bXYrAhF2z8ga5QvFFg0dxuYLX3hDxu/5BQJyBQQDAbBLpJYWOLo7oLL51V5RK0rnU7DzNAnG8WyPI84SeqvSUySKiZWm2kaMFGknhuhikQiAUbg583ulGMEngRkC4jFYmAqfHYtdhtCLZCMrpdgOAzrAt1xSmwOBwIkIOsMLo8Hlu7qlYLLOXu74fJ6yGxFFclkEnRZgUmO58lyW41ikgTeWnnZiLGQH0RCHZIkndKDsRJG4BEneWRViaII1lZ5hkyMxVAsFnUYlbHl83lE4zFYFinIDgBWhx2BUMjwv7skIFPAjM8DR293Tc/lLRbk5CL5cqpibvsfhmORyWVJqZBFnEwKrpK0ygoCec8RqojH46AXCchogSO7BRcQjIQhVAgszDQNM0uTz24F0WgUrCCcXE1ZCMtzKEA2fE1LEpApwOXzoKu3p+bnW3qc8Psbqxrc7mZ74r2Wi0JRFBjSz3JRiUQCbIWk4BJa4MiXOqGK2YR0EpA1IxgJw1plpoezWRGNRjUekfFFo9EFm4rPxdkshr+OJCBrUjweRyqbgVBDLZQSvtsBr5fkkVVSqUkxTZoTL0qSJDALzFKYyQ8ioZKYJC06Q8ZZBEQM/mOop0A4VDUXirVZWqKGltai0SiYChshquFsVsNfR1L2okwjdcjC4TD2DR+Ft46dMBF/AAfyW7B58+a6zmX0OmTN9sMDgOnpaRwP+/Hq4SMnH5s5OoI7veGm24cY/fo1o7RtvhrOKkCMGvvLiNBPM5/dV44egWQu4tCuPVWfEwtH8IKUxv6XX27oHEb/7DbTB1mWZYxNjMP5x35Qpvkz3IloDI/99FdNff+1Yx/kiCiCrZIzWwlt5Q0/Q0YCsjKNfOi3b9+OvrFDuOjKy2p+Tcjrg2/3YfzHZz9X5wiNTYkvzU2bn8HLERfOv+Tik4/teWILPnTNu3DOOec0OcL2JUkS6AWWjQSrFWGDfxkR+mnms/uz++4Fdfoglq1ZVfU5Ia8PwT1H8Plb/rXBERpbM32Q4/E4vvq9b+OaT1SuYzly4DBWFQW874Ybmxli25nNu6tjydIqIGLwmm5kybJJEzMzNSf0lzh7e+D1+5HP51UaVesqLwpbYuYYsmS5iIgogl0oILNZSD0jQhXhaBSCbeGdbp1S4LQRkUgEvKP69bM6HfCFghqOqDWExQgsdaQKtcJ7kARkTZqYmUTP4EBdr6EZBqzDShL7K5CSCXD8qTsFzRxJ6l9MaJEvJ4vNhrDB8yeI1iPLMkILJKSXCFYLEskkuQmtYLYfY/WlN5vTgQAJyOYJi+KiNwLlLDYrQgb/DiRLlmXqzQMoFosYm5xA94MDQPWaiBXFIyKe/eOjsNsXL2pXYvQ8ACVyyF7aOwRzvxM2x2vVlwNuD46xL9SdczeX0fNQmhEUw7AuX1P17xabFWI0ClmWFyzg2any+Twe/NPDSGUzFf9+9hmvw+WXkXZnc6XTaRTkIlh+4R6BFEWBtc7ucuvt7dVodK0hGAotWFjc6rAjHBVJ66k5xFgUZy0QyM4l2KyYiRk7bYMEZGXqzQOYmJjAzx/5PS5733vqPtfw/kNYVRTw/hv/tu7XGpUSAc93fnQXll32BnQPvNZ8ffTQEazIsfi7NrpWSguLIvoXmKWgGQYUY0YikYCtjrvKThEOhzE0cgRnvvnieX9LSBK279lNArIKotEouBp/FEtlB0hAdipfMLhgtXmz2QxGmE1I7+mpvbxSO6vWjH0hgtWKaCxm6JtSEpA1YWZmBkJfffljJb1LBjC265DCI2p9iWRy3t02y3OIR0kNrWqKxSLEWGzRfIpSPSMSkM0niiIsXU6seN38WcZMOo3d+47pMCrji0Qi4GqolA6Q8g3V+IJ+2C84Y8Hn8A4bwuEwCchOiMfjFZuxL4RhGcgUkMlkwNcRyGmJ5JA1YXRyHN2D/Q29tqu/D+6AH9lsVuFRtbbZgOzUDwvLc6TB+ALi8TjMLD3bs3IBrFUw/LZvvYiiWLG5MwCwHIdcsUDyGCsIh8Ng7LXNkLF2K8mFqsAb9MPevXBJC9ZuRTgc1mhExhePxxdt11UJY+ENXY+RzJA1SJZljE1N4tzzr2zo9WazGZYeJ1wuF9asqZ7700ny+TzyhTxo5tS3JcfxCHXALstGc/Ci0SiGjhyCJ7Jw81zv5DRm9hzCypUrGxpfO+fghcIhcFXyeCiKAmefLSopCLUXouwEgVCo5tIDNqcD/mBA5RHpo9HPbj6fx9YXtmEy5MNCichBjxdHN7+Is886q6HxGf2zW+/1CwaDODQ+gonpqbrOM3N0BN/yReqq6abltSMBWYOi0SjimTRsTsfiT67C0t+LyakpEpCdkE6nYWbZedPQDMci2QGzE41+8A8dOgTHjuew7q+vXvB5x14+iLNoJ65/73sbHGH78oaCsA1Uz+Ph7FZEIhEsXbpUw1EZnzfoh/30wZqea+9ywDs8rfKI9NHoZ3dmZgaFLgsu+7vrFnye6/gEqIkA/vnjn2xwhMZW7/Xbu3cvnjiwCxdde0Vd59nz5HP44JXvwNq1a+scoTbIkmWDpqenYR/sbSo5sHfZAIbHxxQcVWtLpVJgeHbe4xzPI9EBM2SNCofDYGtYNrI57AgsMovWqQLhEKwL3FzRVgsiEWPXMNKDJ7D4cluJrcsJbyAAWZZVHlXrCIVC4BaoQVZi7+6C2+/TYEStIR6Pw1zht2IxNM8auqcvCcgaNDY+Dttgc7uF+pYuwejEOPmCOiGVSoHm5n/IaJZBNp9DoVDQYVTG5w+HINSQWG112OEPkYCskmAoBNsCO90sDisC5NqdIpfLQYxFF9whWI7jecgmytA/iFrzBfxgawjIbE4HxFgUuVxOg1EZn5SI17XDssRk8L7IJCBr0LHjIxhY3tzyhWC1QOZo+HzkzgcoLVky8x6nKAo0yyCdTuswKuPzh4I1LZ3bnA6EImFyAzBHKpVCtpBf8Ave6nDAHyYJ6eXC4TA4uxUmU+0/I7zTjmCQXMcSl88LZ+/iM4wmkwmc3YYQuSkAAMTiiUVr31XCcRxiBr4hIDlkDUgmk/CGgzh3oLEdluVsS/owMTGBJUuWKDCy1pZOp2Fm5gdkAECzLNLpNKzW2ltldAp/KIiznecu+jyGY1E0zb5/yXV8zWzpBuuC6Qc2px2TIVL6olwgEABfZw4t12VDMBhsu7zZRpP6X9ixHc7Vy8BbFk85cI+O4+tTHgwM1NcZBjB+Uv8tt9yCxx9/vObnS3EJstk8bwPYYvLZHEwyYKvj+++6667Dhg0b6jpPo0hA1oDJyUnYBnrrujOspnvpII6NjeDSSy9VYGStLZVKwVRhhgwAzCxDyg5UUCgUIMaisNRYC4q3z9YzIgHZa0RRBLfITsHy2UWjFpXUms/vA9dVX007S5cTLo8Hf6XSmPTSSMBTKBTw7+tvw1Uf/8CiJWsA4OCOl3Dp4Bpce821DY7SuDZs2FBX0HP3T/8Hjgtfh/46V6lcxydgngrhnz728XqHqAmyZNmA0eNjsC9pfnYMAAZXLMOxsVGyjITZgMzMVZkh41iyZFlBNBoFI/A1t1RhbSQ5fa5wOAxmkWrzs50OaEPXMNLajNcDR099hbGdvd2Y8XlUGlFrCYVCYG2WmoIxYPbaTXvJtQOAZCoJpkK+8WJYjjP0BjESkDXg8PAxDJ62TJFjWew2FBgTvF6vIsdrZal0quqHzMwyyGQq9xnsZJFIpKZdWiWs3YIQKTB5ikAoBEsN15B32EgwW2bK7UZXX32V47v6ejHjcZMbUAB+v7+uJV9HTw9cHreKI2odyXS6oaR+o5dQ0mXJkqKozwH4FAAZwCEAHwdgAfBHAKsBTAD4gCzLhvv2kyQJvkgIaxXIHyuxLx3A6NhYx9c4iqdSYLnKiZpmktRfUSmxulZWpwO+Ni3O2ShfKABbDbW0Sq1/Vq1apcGojC2XyyEohvH6GktelPAWAdliAZIkweFovIZjO/D6vOC7atuhCgCOni4EImHk83nQNc6qtYq7774bGzdurPn5o+PH4dy4EZSpvvSBYr6ARCiCZ/5ce77aDTfcUFeP62Zo/r8qRVHLAXwWwFpZllMURT0I4IMA1gLYIsvydyiK+hKALwH4D63Ht5jx8XHYl/Yrkj9W0rtiCY6MvIorLr9csWO2okQqWXXpyMTQJCCrIBgKVq0wX4nN6YBvelzFEbUefyiEMy46c9HnsTYrgmSXG4DZ2R3Baa95qbyEoihYepzw+XwdH5BNedxwLql9htFsNoOzWxEIBNru5v3WW2+tOegpFov419v+A2//54/Unc+ZTWew83eP4ft3fLORYapOryVLGoBAURSN2ZkxN4DrATxw4u8PALhBp7Et6OjIMLqXK7sjcvC05RiZOI58Pq/ocVtNMpUCs8AMWTJl3LV/vXiCgbq6Rdi7nPCTfoInFYtFhMRITbW0rE47fKRkAwDA6/WC724soOJ7nHB7SC7UtNuFrr76alkK3U74/X6VRtQastkszDTd0OYammWQyWYMu2SueUAmy7ILwPcBTAHwAIjKsvwMgEFZlj0nnuMBUP/eXpXJsoxDrx7FklWnKXpcjufBOG2Ynm7PtiK1SqaSYKvkkLEci0TSuGv/evEFA7A7nTU/X7BZISUTpKn9CbFYDDTP1pRYbXXYESC1yAAAkzPTsPXVl9Bf4uzvxcRMfT0I200mk0E4Fq279R7f7YDL7VJpVK0hk8lUrFdZC5PJBMpsMuz3nx5Llt2YnQ1bA0AE8BBFUR+p4/U3A7gZQMNNkhsVCASQlgtN9a+sxrFsAMMjwy1dn6fRWjwlz29/Ed2H9oGr0MBZDIawPV3E/pdfbvj4Rq/FUy9ZlhEIhXB2He9HiqLA22eT0wcHa+tB2M4ikQg4W+3NsSfCZMkSAMZnptFzUWONrnsG+jB6YIfCI2otfr8flm5n3akv3f29mBhrv4Csnt+ORCKBXfuG4A41lgs7sf8V3HHHHWDZ2nZptntz8bcBGJdlOQAAFEU9AuAyAD6KopbKsuyhKGopgIrzsrIs3wPgHgBYt26dpvOOI6OjsC/tV6UO0eDKFTi49yje+Y53Kn5srTT7xv3SN9bj4ve/q2KRRNfxCZgmg7j5Hz/RxAjbSzweB8ymurd/847ZWmQkIDtRg6zGHDzBZoWUiCOXy4GpUsC4ExQKBcx43VjTf1lDr7d1ORGRYkgmk7DUUBC1HXm9Xgg9tc9sl3T192HfX4barh5ePb8dLpcL9O8fWLQhezXP//YRfP5fPouenvp2CGtBjxyyKQCXUhRloWbfUdcCOArgzwA+duI5HwPwmA5jW9ChY0fQv2q5KsfuWTIAV8DfsX3eZFlGOp0BU+WuheU4pEhS/ylmS17UX+CVtlkQJqUvAAChcAiMtbagwGQyndxp2cl8Ph8YmwVME8tG1r5uuN2dW8Jh0jUNWw0tk+YSrBZkCoWOroeXy+VgamKXqZmhDbtkqUcO2W4ADwN4GbMlL0yYnfH6DoC3UxQ1AuDtJ/5tGLlcDsMTxzG4Qp2AzKvXB98AACAASURBVGw2w7G0H2NjY6oc3+jy+TyKkKvm8jAca+iCfnootfypF2mU/Rp/KASbs/bSA5zN2vEBmcvlgrXB/LESS18XZlztt/RWq4mZaXT199X9OoqiYOvrhqeDN0Vks1mYmPp295Yz07Rhm7TrUsxEluX1ANbPeTiD2dky3SxUCyWVSsETCuCZZ55R7fypRBIP/fcvMFilV5mW9VAaUW8tmXL5fB4TM9N4bsuWin8vFgpIBOurHzOX0a9fvYKhINga85/K2buc8B5vr4b2jeYv7trzEtjBnpp2WQKAd2IKvoOvYvny+m7M2il/8fjUJOwD9e0OnKtroA+jk+O4ClcqNCp91fP+KxaLeGbbc1j16lqY6iwbAgC+aRem9hysK9/Y6O+/eq6f3+/HK1PHMToy2tC5XK+OIjHpQXd3bTcVWl47yqjbP2uxbt06eWhoSJNzPf7kE3glEcDaN71RtXPEozEceGwz7rxtvaJ1zlqB3+/H9+/7Oa74++sr/j2XzeHFX/8Jd33jTo1HZly/e/CPCNgonH7eOXW9LhaOYOzZXfjaFwxX5k9zX7nzG3j931xbcy/QI3texgW2Qbzrr9+l8siM61s/+B5Oe+vF6B6of4anJBGTcPCxZ/Gt277WVrlQtfB6vbjr/l9U/a5bzNTIGHhPDJ/86McWf3Ib2r9/PzYO/QUXv72xYH7PE1vw4WvfjbPPPlvhkdWGoqi9siyvq/S3zvrVb8KBo0ewZLWy5S7msjkdKDLmjpyOTqfToKv0sQQAmqGRy+c7vlZbuUA41NCOX6vDjnA0gmKxqMKoWkc+n4eUiIOvMYcMmL12vg7eaZlKpRAQw3DW2TJpLqvDjoxc6MjlX7fbDaG3/oT+kp6BfkzMdG6JpNkcssaXLI1c9oIEZDWIRCIISlF0N7DmXy/78iUYHhlW/TxGk0qlYF5gGzJFUWBIg/FTBMKhmpfayplpGmaW6ejEYGB2hyVrtdQ1G21zOhDs4ICslD+mxAy+rb+nI2svTk5Pw9ZEQGt12BFPJzv285vNZptK6jfRZpJD1gpuueUWPP74/BylTCaDZDaD/733PtXHUMjn8cNcHg77/JmP6667Dhs2bFB9DHpIpVIwLzBDBgA0zyKVSsFmq72ZdiupNw9l89YtGPW5GlrymTk6gvXh9ejqqn2nl5HzUBrJIQuHw9g/cgwzfm/Nr8nncvAcGUE8WF+bXSNfu3pMTE3C0q9MuQDrQA/GJydxwQUXKHK8VjE2PYHeN9aXZlCOoihY+3rg8Xhgt9d/Q2ZE9Xx+x8fHMR2P4JWhfQ2dyzsxjemd+7FixYqant/udcgMa8OGDRUDnl/99teQ+ixYc25jhRDrkc/l8PwDD+M7t60H30A3+1Y1G5AtXE+L5lgk23inZT0f/FAohCRnwpUf+duGzrV30zbceMmVuPDCCxt6vdE08qU5NDSE3gO78Ma3vbXm18iyjC33/h7/+Z//WXNhyXYyMn4cvTU0Yq9F/7KlGN7ziiLHahWFQgEurxen9zfXt1jodWLGNYOzzlL/N0kL9Xx+n960CQckD9b+VWP53Ade3IWrVq3F5QbsHU2WLBdRKBRwdHQES1fVFk03i2YYWAd6MT7eWQ2g44k46EUDMg6pFGmfBADRaBR8AyUvShib0JH5O+XCYgRslWb21VAUBa5Da5EVi0WMTU2ib6kyAVl3fy9cfh8ymYwix2sFPp8PrMPacA23ku7BfoxOTigzqBaTOdHLslEmsxkZkkPWmlwuFygrV7F6vFqcywdwbLiz8shi8Tg4YeEZQTPHtPUMWT1EUQRjnd9iqlaC3YZgpLOLwwZCjeXgsVYLotGoCiMyNp/PB0pgK7Y2a4SZpiH0OOHqoHpkMzMzsDRZww0AegcHcHx60rBNstWUzqZBN9Epg2YZpDPGzEUmS5ZlKtXRikQiiGVTeOJPjdXXakQ+l0M6IuFHP/zhKY8bvY5WM70s9x08gJyNxZ4tL1R9jm9qBhMv7sWqVasaOke75PEAgBiNgrY0vqRtsVkRnGisF1y7CIphWJfX3zu2U6v1T01NwTqgbLsZ22AvJiYncPrppyt6XKMan56CXYEcPMFmRbY4u0u11npaRlZPDUuvz4cCYwJnaezGIBVPgIcZ3/uv79b0fC1/d0lAVubWW2+dd+F//POfgj93JZauUrfkRTlZlrH1/oew/tbP15V0rbdmAp4f/ewnsL3+dAysWFb1OUf37sd5Qh/e8653NzjC9hEWIxAaKApbYrHZ4I41VlixXYQjEQw46k8oZ6wCItHOC8hGxo+je0nlotWN6lkyiOHx47jm6msUPa5RjU1NYPnlFzV9HIqiYO3vgdvtbouArNJvbzX33H8fiqv6sPz01Q2da/zIq+iTivjQB25q6PVqIkuWC8hmsxifmUb/siWanpeiKDiWDeD48eOanldPUSm2aD0o3mKBGItpNCJjC0dFWJoIyASbBZEOnOUpKRaLEKVYQ0Gt1W5DsAN7gQ6Pj6FP4e/C/mWDGJ2c6IiaeJlMBr5QEM5eZWYZLX3dmJyeUuRYrSSdzTS1ZMmwLFIGXbIkAdkCpqamYOnraup//EZ1Lx/Eq2OdM4MRlSTwi+Sm8BYBokQCMgCIxKJNzZBxgoBUNmPYejxqkyQJNMfC3EDrGovdhqDYWQFZNBqFlEnD3tV4QdNKOEGASeDg87VXK69K3G43rL1dDb3nKulbOoiRyc7a/AUAqXQazCIbwBYym0NmzI0kJCBbwNjxMdiWqF8MtpKBFctwZHS4I5I2s9kscoX8oh8y3mJBNNZ5ydSVRKVYUxtNKIoCK/BIJBIKjqp1xGIxsHVU6C9nsdsQitRXh6zVTU1NwT7Yq0qbI+tgDyYnJxU/rtFMz8xAUCChv6RnoB9TLldHzC6WS6ebS+pnWAaptDF365McsjI33ngjtm7devLf6UwGlNmkW1/JfDaLH337uyfPf/XVV+PRRx/VZSxqisVi4KyWRb/sLXYrIm28u61aYeK5ZFmezSH7yc+BJn4fM4kk/vCzX4KucQt5OxUmng3IGksKttisEGMxFIvFtuk5u9h7L5lMIicXwXzre4qfO5/N4b+L8oIFn43+3qslKd3r8yLPmPHH//mFYueN+oPY+ezWRWvitdOGsGef34rDk2MNB2WZVAqRcVfNxZ1JYVidlAc7uVwOX7zja3jrP75flyVLABjatA03/NUVuOii5pNAjUySpJp+HFmOQ7aQRzabbcuinNUKE88Vj8fx1e99G9d8ormk1JcefxYfvvbdOOecxquGt6poNAq6wYDMTNMwMzSSyWTbdI1Y7L33Xz+6CwOXvF6xGmTlJDGKI09swze+/JWWbTReS1L61779TZzz7isVXfbdu/l5vPeiy3DxxRcrdkw91Br0yLKM8G0pXPPJmxquRZZKJLHvkadx+1dub+j1amqP2zsVuFwu8D0O3YIxAHAM9mJsov1zBGKxGOhFapABJ5bZrAJiHZ7Yn0wmwdRwvRZD8+3d+WAhYTECrok6bqzN0jHvw3Q6DU8wgO4BddI3bE4HEtlMW9d2kyQJUiYFm3N+S7xm2Pt7MNFBif25XA6g0FRhWJZjkUqlDZkORAKyKiYmJ2Ed6NV1DP3LluLV42O6jkELkUgErK22H0fOau3IGlDlUqlUU0mtJWaO7djOByEx0tQuVdbSOTcGLpcLFgWT0eeiKAr2wV5MTbVvYDHblL1H8RnA3iUDGJ2aUPSYRqbEd5+ZpiFTMOSGJrJkWaY8D8Dj9aLImcFtuEe/AcmA6PXj6Y1/htlsNnweQKP84RAsNVZMZ21C295J15pHEQgEcHhiFMebbJ0ScHlwjH8Bmzdvrun57VRYNxKNwr6q8RkfWuA6JiCbnFL/5tQ22NvSjcYXyyELR8KQshls/O3vlT2xLEP0BvDEw48umM/YLr8dqVQKNMc1fRz6xM2o0VJfSEBWppQHIMsyvnLnN/D6v7m2odYqStr56FP45HvfjzPOOEPXcagpGAnD8rqlNT2XsVkQDIdUHpE+ag149u3bhz+/vL2uptiVjBx8BSvzHN5/Y2MNyltZJCpi0N54/hdjFSB2yI7f4fHj6FmtbEHYufqWLsHw0BFVz6GmxXLIfnbfvcCagYaLmS5k+0OP4//7wEewcuVKxY9tNLMBWfNBVCkgczqVLePSLLJkWUEsFkMyl4WliS9spQi93Zhp815vvmCg5kRXm9MBf7CzW/5kMhmYm2xODMwWSDRqTzc1ybIMUZIgNFj2AgAEqwXhDlg6LxaLGJ2cQP8y5ZP5y/UM9MHl8yJr0KbPzZBlGeMzU+gZVCeotfR1d0w/0GQyCZpvPiBjeM6Q+bMkIKvA7XbD2t9tiB0/3YO9OD7dvjV68vk8olKs5plIe5cD3g4PyNLpNKgmklpLGJZBMt15AVkymYSJNjWVGCzYrAh3QPukYDAIimMUayheTanRuNvtVvU8eohEIshTaOoGYCGO/h6MT0+rcmyjSSQSMPPNL1maOdaQNRjJkmWZyy+/HENDQygUCpAhg/q3L+s9JEAG5GIR//LJf8K6devw4osv6j0iRYmiCMYi1FzPydblxOFgELIsGyJgVlKtDXZD4RAShVzTM7i5TBaFRAq/u//XNT2/XfJQJEkC20RRXQAQrFbMtGkuY7mZmRlY+rXplWjp78H09DRWr16tyfmUtNBnN5FIwC+GsemJJ1U5dz6XQ0aUcM9PflL1OW3z2Y3HQSsRkAkc4vG4AiNSFgnIypSCnft/91tIvQJWn3OmziOaXTJ47pd/wPe+9nXDJSAqIRgMgnfWHlhwPI8CZMTjcdjt+ub3Ka3WBrsb//xnjMkSznrD65s6X8jnh3/3YXzx/7X+F3U9JEkCY2mubIjFZkG0A9p4jU9NwqHRbvOugT6MTU3gClyhyfmUtNBn9+lNT2Of6MH5l6pTK6xQKGDrfX/Ed796BzgFEt6NTIxFwTdRrqaEFXjEJEmBESmLLFlWMO12o6tPmQawzTKZTBC6HAgE2nOZLhAIgHPWF1hZup0IBoMqjcj4MrlMU8ttJWazGbk2zNlZTDwebzogY3keqUwa+XxeoVEZ0+jUBHqXqJvQX9K3dBBjU+2XnnF8Zho9g+q14DObzRC6HfB6vaqdwyjCURGCtfFyNSWC1YKwAWe4SUA2R6FQQDASgr27S++hnMQ5bG0bgLj9Xti669vpwjnb93rUIpfLKRKQ0QyDbJsHFJVIkgRaaG4mgaIosBbBkMseSsnlcvD6/ejq02aGzOqwI55OQjLgzEWjZFnGpGsa3QP9qp7H0tsNj8ej6jmMQIxFIdiaz8UTbFZEYsbLASVLlnNEIhGwVotqRRAbwTlsCLRAIns9/chKdry0C8LSfuzeXPvrgh4fjjzzF5xz9tl1ncvodbRqvX77Dh5AzsbC2dPcLG4um4Xv2BioVG2zZEa+fvW8914dHkawkMbhl15u6pzTR4ZxRyhW09Z5I187YH4fX2A2XSKTzeKeH2vXQzKfy+Heu/573vev0fv4VusFWiwWZ5fZ7rlX1fPnsjn8twxYq8weGb0XaK2f3y0vbMPg0UNgmkzfSSeTiE644Z9efHeqlp9dyojtA2q1bt06eWhoSNFjDg8P4zeb/w9vuu7tih63GRPHRtAVTuOjf/9hvYeiqGKxiM+v/wou/+jf1lV92Ts1g9TRSXz25n9RcXTG9cvfPIDs8m6sOGN1U8dJJ5N4+U9P49sG7Ommpl///n8R6+Wx6uzmckT3PLEFH7rmXW3bC3TXrl3YdGQv3nitdjldB7fvxqVLTse111yr2TnV9Oqrr+I3mx/HJe9V9/ck5PXBt/sw/uOzn1P1PHrK5/P4t/X/iWs/9aGaN4FVk01nsON/N+L7d3xT881hFEXtlWV5XaW/kSXLOcLhMJgmWqqooV1LPUQiEZg4pu5WGF19PZhxuw3Zi0wL+XweJlPzXyKUyYRCvqDAiFqLKMXAN7nLEpit1t/OS5aTrmnNEvpLugb6MOGa0fScanJ7PBB6lO1fWYmztwcevw+FQvt+niVJAivUviN/ISzPoSAXkTZY2R8SkM0RioTB1dhXUSuCzdaWNY98Ph+EOvPHAIC3WJCn5I5pXTNXUZYBBe7qTJQJhWJRgRG1lmisuaKwJWaeM+ROLaVMzEyju1/bgKxnoB8TM+1TU2vG44KjV/0NYjTDgLEKCIXas4sJAESjUbAK1nLjbFbDteEjOWRlLr/8cuzevRsyAEqBGQglFfMFPP/kM9ixY4feQ1GMy+OG0NNY6wpLbze8Xq/hWl80o9Y8ij37XoapxwZbk//di4UCpg8ew+23317T842eB1WrqBQDZ2n+pou38Ii2yU3B3DpasixjbGIcXUv6FQn+6yF6/Nj25KZT8siMXker2mf3hR3b4Vy9TJEZ2cW4R8dx+7QPAwPzd8W2w2dXFEWwduWuI2uzIBqNYsmSJYods1kkICvz4osv4q6fbEDXG85E//Laeitq5fnfPoIvf/r/6T0MRU3MTKNrRWN34EKPA26PG2fXmdhvZLV+af70vnthft1SLF11WlPny2Wy2PG/G2sOyNpBLpdDNpcFq0C9Jt5qgehrj4Bsbh0tj8eDu3/9S1z+wb/RfCw7H30Kn/qbv8Ppp5+u+bkbVemzm8/n8fnbv4KrPnGTJpvEDu0cwrq+0/COtxkn/1lJoXBY0RkyxmZBJBJR7HhKIEuWc8TiEniVWlw0gxV4Q7Z6aMakawbd/Y3V5+nq78V4Gy1t6KETc/ASiQQYgVckkZcXhLaZIZvL7/dD6FY/96kSvk1qaoVCIbA27XbsO3u74PK1/nWrJhAOweJQrr80b7cgGDbWEi8JyOaQ4nHwKvdtawRt0GaojZIkCfFMquYelnN1D/RjfHpK4VG1BhNFKRJMyZBharP2U4tJJBJgheaKwpbwFgFSm90klbg9bk2S0Sux93Zj2tP6zbJnu5Bodw3t3d1we9u3FpkvGIBNwetpdzrhCxmrniVZsizzgx/8AH+4/9fY9MwmvYcyTzwSRXx0GnfddZfeQ6mqnlpQwWAQB8eG4Ys2OmUsY3zfYRSkZM0tpYyeR1Hr9du7fx9kp6Xp4sX5XA6eIyMdlUOWSCSaLgpbwlmEtm2fNOl2wblGmwr9c3X19WJ66Igu51aSPxAA59Rux76j24lAJIxCoWCoOpq1qOW7b8sLz2Pw4OlN1yArSSeTiE26MT02vuDztPzeIwFZmZtvvhmueARX/+MH9B7KPAdf3IUrV63VexgLqueNu+W5LVjqPY4L3nJJw+fb9dgmfOyvr8dZZ53V8DGMpNbr98vfPIDssi6seN2aps6XjCdwYOMzuP229U0dp5UkEgmY6yyzUg3Lccjmssjn86AV6JxgJC6fF2vX6VNfzdHdhUM+H2RZ1rxGlJI8fh9sXdptOjLTNGiBhyiK6O3Vdndssxb77stms4jk07j2U3+v2Hsil83hLw88hPXr1xvmfUaWLMtkMhnQCn1ZK83EMEilU3oPQzFjU5PoGWzuDtzS14WZNqpZVCuz2Yxisfl6Q3KxCLOpte6kmzWbQ6bMDBlFUWDaLJUAANLpNGLJeMPpBM1ieQ4US0MUW7vUjyfg17wFH++wIRwOa3pOLYTDYfB2m6KBE8MyoFjGUKUvSEBWJpPJwMwweg+jIoZlkEwZq4hdo2RZxvHpSfQ02bS4Z3AAo5MTygyqhTBmGoVC8/XDisViyy1tNEuKS6B5ZQIyAGDacLNNMBiE4HToOmvAdzkQCLR2MWx/MAB7l7Z5eKzD1pa1yEKhEDgFE/pLBKfdUAFse82zN+nqq6/GyOgoqC9+Re+hzCfLWL5iBa5/73v1HklVteZApVIpvPDSTkyG/E2dL5fNwnN0FK7xyZp+PIyeA1Xr9Tt85BXEabnphsWZVArRCRduT2Zqer7Rr18tRCkO3qrcph2a49oyIOOcyv/41YPvsiMQCLRMOsLcXqCyLCOVToP5wQ81HUchX8B/URSYORMLRu8FOrcO3lyiKCKaSeKRB36r6HnjkSieeuAPcDiqB85a1sAjAVmZxx9/3HB9LEsmjo2gO1LbD6deav3BPnToELjVS/BX726+X922Xz+Mf/3Mv6KnyUbbRlDr9XvksY2YoJI488Lzmzpf2B+Ad+fBtu5/N1csHgPX11wgW47m2bZbsvT5/eCd+ixXlliddnj8Pl3HUI+5wY7X68UPH7hX8zpu06PHwXti+MRH/kHT8zZrbh28uf7w8EPwCkWccf65ip736N79WMv34rp3v0fR4zaKLFmWyefzoAyaU2Omzcjm83oPQxHjk5OwDigTQFn7ezAz01l5ZCzDKNKDspAvgKGNuUSvFikRB69Alf4SE8+23QyZy++Fo4GWZkqy93TB5W/dmlqiKIK1aV/P0uqwI2Cw2lpKcPm8cKiQj2fvMlbtNhKQlSkUCoZrmVRiMpmQb5OAbHRyHH1LBhU5lrW/G+OTk4ocq1UwDKNIE+FCIQ+G6axJcikeB6dgnUGG5yAl2qvBuNfvh71L22T0uRxdXfAHjVUjqh6xWAyMgkvjtbLYrIi0Wd9jWZbhC/jh6FH+Peno6YIn0FzqjJJIQFamWCwaNiCjTO3RCDqfz2Pa4246/6mkb8kgRqcmFDlWq2BpBgUFgvNivgC242bIEooGZJzAI9pGDcZlWUYgHNS0XEMlgs2KeCqJTMbYaRrVRKIiGIsyBYjrwQkCUuk0crmc5udWSyKRQE4uKPq5LbE67IhERcNMdnTW7fEi7rzzTmx6djPYO7T/IC2mkM/j/HPPw7984lN6D6WqWpLSY7EY9hzaD29cmbu4YrGAyf1HEPUFYDItfH/RDknpwOwMmaxAcF4oFCAoVGRRb7W89wqFArZvex4eKQxAmRuvWDgCOp7BKwcOLvg8o7/3SknV+XweEzPT2Pzss3oPCVF/CC9teR4cxxm+ufjcpHSf34+cGbq04Yv6ghja9uIpif1Gv34LfX5FUcTeo4fhbbiI+MKmDh/Dl770JdhslTeyaPnZpVq5n926devkoaEhxY63b98+/Pnl7Xjj296q2DGV4p2eQfbYDD7zqZv1HkpTdu7cic3H9uGiay5X7JjbH/o/fOamf8BppzXXbLtV7N69G5uO7cNFV13W1HHGjw6jN5rHh2/6oEIjMzZRFPGN/74LV/3D+xU7pn/GDengGG79l88odkw9jY+P4xePPYg33/guvYeCPU8+hw9e+Q6sXWvsgtiV/OSXv4D5dUuxbPVKzc+985En8en3fQgrV2p/bjUMDQ3hyYO7cdG1V6hy/D1PPoeb3vp2nHfeeaocfy6KovbKsryu0t/IkmULKcqtv2R5fGoSzsHGGopXY+nrwfR05zQap2kaUCCHrFgodFQOWTKZBKNQH8uSdutnGYlEdElGr4S1W1q2plYsLkGw6HMdab69SrF4/T7wXert+uWcVvgNUvOOBGRlKIWaNqtCBkxU6//PNTo5jt4mC8LO5RzoxfGpzknsZxgGRQV2WeZzOXCMckVSjS6RSCjeiYMTeMTbKKk/EAqqUoCzERaHDX6DNX+uVSwugVNwN2892i0gU2uHZYm9uwtug+y0JEuWZb7whS/goccehU2F3RzNyqYzuOCctXj4D3/UeyhVLVbcr1AoYHxqEl1LlQ3ICrk8UpEoVq9cteDzWjmPolwgEMDhiTEsO7O5XpYBtweDrBVnvu7Mmp5v5DyoWq6d1+vFMdcklp6xWsEzyzi+9xDeefW1C+YwGvnaAa99dr0+H/KMSdHSII3KpjOQUxksX7rM8J/d8u8+WZYxOn4c3UsHAB26HSSiEpycgK6ynbJGv35zC+uWS6XTMDO0ap0j5GIRxUIBPFd59lzporoLLVmSgKzMwYMH8ciubbj4nVcpdkyluMcngXE//vnjn9R7KA0bHh7GA08/hkuvf6eix5VlGc/d9wd884u3VU3MbCfDw8OKFDA+vGsIf9W3Cm+7tvkCva1gx44deHb0EC668s2KHnfrrx7E1z9fPSm4lfzgf36M7jeeg/5lS/QeCmIREaPPbMf6L35Z76HUJZPJ4IvfXI+3fepDupz/6N79OE/ow3ve9W5dzq+kbDaLL9zxVVzzqb9fdNNWo3KZLF78zSP4wde/pUm7MJJDViOTyWTYJctiUVbtDamVqZlpWPu7FT8uRVGw9ffC7XYrfmwjomlakSXLYqEArk12WdZCSsTBKtRYvFw79bMMhEOwObXtv1iN1W5DOCqi2GLlflKpFBhOv1QAluMQT7bH+zEUCoF32FT97WM41jDN7Fv7F15hZrNZkXICaigWC7PJ3C1sdGIc3YPKLleWWPq6MDk9pcqxjYamaUXep8WC3FHNxaNSDJzCSf3AbPukdgjIstksUpmMIZYrAcBM06B5DrFYTO+h1CWdTsPM6lffj+U5JFIp3c6vpGAwCF6DBu2C026IDSSt/QuvsA9/+MM4cPAgTLcaL06VizLWrFmDj3/4o3oPpaqF8gBkWUY6k4aZYVSZFi4WikCxCG6BO1OjN9itNYcsFovhpcMHmu5Q4J2YxlT/HjzzzDM1Pd/oeVCLkRIJ8E7l80NpnmuLfpaiKIKzWTRZtqkVb7NCFMVT8qGM6JZbbsHjjz8OYLb4tZRI4Fc//okuYynk85BzBXz9K187+dh1112HDRs26DKeWpRfv3KpVAqZQh7sN/5L1fNn02nce+cPwPPzb9i0vHYkICvz4IMP4v6nNuKSv3mH3kOZZ/zIq+iTjDl7V7JQsBMKhXDnT3+Mqz76PlXOnUoksffhJ/Gdr95hqB+UetQa8Ph8Ptx1/y+ably8b8tf8J4LL8XFF1/c1HFaRVSS0GVZqvhxzTyHeLz1d1rOBmRWvYdxCsYmIBqN6j2MRW3YsOHkj/bo6KiuvyNBjw/hvUfx75/5rC7nb0T59Sv369/9FtFeAavPqW3jO+YeJgAAIABJREFUUaOG9x/CatmC991wo6rnWYzxpoJ0RNM05IIxg55isXhK5eVW43a7Ye1V7y5XsFqQp2brKLU7s9mMYlGBHLJisaOWLGNxSZXlOIZn26L0hSiKYGzGWK4sYWwWhMJhvYdRl2w2C5OO6SVmmm7ZllNzufw+VXpYzuXo6TZEM3sSkJUxcg5ZIZ8HY27dCc3ZhP4eVc9h7euBy+VS9RxGYDKZACX2nrTBRpF6SPE4eBX64XEWAWKL5TlVEgqHwBmkKGyJ1WFHMKJ/bk898vk8TGb9Plc0QyOvQOFovRWLRfiDAU0a3Tu6u+Dx+1Q/z2Ja9xdeBTRNo2jQN3KxUATNG3s2Y6EcqN1794Du68L+F3epdv6Ay4Ox7Xuq1tVq9RyoEpPJBChw4yDLnROQZbNZ5IsF0CokW/MWAVG38ZfVFnL33XfjZz//OQqMSbeCppWUapG5p2YMXUervA6ZJEkIxWN4+L5f6zKWYr6AREjEc088ffIxo9chq/TbkUqlsHvPLnjjWny2ZIy/fBi3pXLzVqK0/N0gAVkZs9k8mxxuQIVCwfBLltXeuMViEV+4/at484evB1chaVIpnslpZF+dwS3/9M+qncMITCaTIqUA5A6aIYvH42B4TpX8Qt5iQSTW2q27br31VhQYE3ouPhd9Swf1Hs5JpVpkRg4mgNnrVxrjnj178NSRIVx01Vt0GUs6mcTeh5/Cd756hy7nb0Sl347h4WEwK/o1y8Xb8fAT+PQHPqJrT+TO+DaukZGXLIuFQssuWYZCIVAco2owBgA9A32YmJk2bC05Qj+JRAKsSjM/gtWCmNT6S5bBSBgWu7GK287WIou2VC2yYrEISsc2d5TJZNiJhXoEg0GwTu3ej6zDimBQ31ZdJCArY+QlS7mFk/rdbjesfcoXhJ2LEwSAMRuingxhLJIkgVahKCwwu2QZi0stfSOQy+WQTKUgWI2VQ2amaZhZuqV2sRaLRVAm/XZ6mygTCi0UwFbj8ftg06AGWQnvtMPn92t2vkpac8pFJTt27MCOLdvgDhmj83s57+QMnNdmcMUVV+g9lKqq9bIMhUJIFHP4069+o/oYpLCIbRufqNjGphXzKCrJZDLYsWs73OHm7ubcI+MIHR5Bf39/Tc9v5Ry8eDwOWoWisABAMwxkkwnpdBqCCpsGtPDkk09iz67d8CeMN9M3c3QET53zFG666Sa9h1JV+Wd3amoKE2IArwzt02UsxWIBk/uP4Pbbbz/5mNE/u5XqkMWkGCiGhlmjHav5XA5UQYZ9zm+HlnXISC/LMqlUCl/+9jdw7Sc/qNgxlbJv2w6885yLcMkll+g9lLr9+J6fQjh3FZasXKH6uV556WW83jbQFn3cqolGo/j6j3+Aq/7h/U0dZ+ip5/CBK96O8847T6GRGdfmZzdjKDSN8y+t2EKuaX/5/UZ8/hOfxsCAOp0o1DY6Oor7n9yIS643Xg3Goae34n1vvhoXXHCB3kOpyfbt27Ft4hVccPmlupw/n8vhhfsfwg+/+R1dzq+UL3/zdrzhxnfColFtPDEYwtS2Pbjt37+o6nlIL8saGTmHDC1aM0qWZUy5XOge6NPkfD2D/ZhwzWhyLr0Ui0VlkvEpqqVyc5oREkUIKn6xMxYBkiSpdny1iaII1mA1yEpYu8UQfQYJ7aRSKaQyGU2X0O1dTgQiYRR0TFsiAVkZI++ylFs0IAuHwwBLq57QX9Ld34vJNk/sLxQKgAI5KiazMrs1W0E4KqqasM5Y+JbruVguLEbAGKwGWYlgsyIQbq280Db++tFEMBgE77Rr2nXFTNNgLIKuxcVJDlmZH//4x3jkf3+PrVuf03so88TDIuLXT+Kiiy7SeyhVVcohSyQS8EcjePr/5vcpU0vUF8D2zc/N2wRh9ByyWim2i4uidL0b1FJEjGCl9XWqHb/VA7JAKASrw1g7LEusDjv8x/Uv2rmQ8j6++Xwe+WJBs9ynuWRZRiGbw682/OzkY63Wx9fj8eBVzxQmZ7QtJ+MaPo7b3QH09b22okPqkOnkc5/7HMYDXlzzqQ8abjZq6OmteP9l1+g9jAWV1+IpeXrT09gX9eD8S7Trl7jniS246cp3tG1uVC6Xg5lu/v1J0TRyuZwCIzI2WZYRjkZxrt2u2jkEuw3BSGu1+CnnDwXhPE3dfoGNsjrsGA8f1XsYCyoPdnbu3IlnRw/iDW99sy5jyaYz2Pm7x/D9O76py/kbMTfoeXrTJuyLujX93QCA/S/sxFWr1+q2eY4sWc5hNlHGzCNr0arqx2em0aNR/liJ0OOEy+PW9JxayuVyivTKM9GmjgjI0uk0CpDBcKxq57C2eEAWjIRhdagXsDbD6rAjLIZbJg3BZDJBLuo3VhkyTBou9anB7fdq0sNyLlu3E24de1q23i+8yvQs6LcQWYam6+lKkGUZk65pdA/UVlZBKV0DfRifntL0nFqaDcianyEzmc3IZLMKjMjYRFFUvUejxW5DsMXynEpyuRziyYSqmx6aQTMMKIZumU0TZrNZ1ySyYqGoyAy6nlw+Hxzd2gdkju4uuH36LY+TJcsy27Ztw84X/gKXGITJYEuW7pHjeJ21B2vXrtV7KFXNzQNIp9N4YfcOTIW1reuWy2bhPToK98TUKUGs0Wvx1FqHzO/345Wp4xgdHW3qfEGPF4dpAX954YWanm/k61etBh5wIo9RDOOJRyr/XQlyUUbUF8Azf36i4o2TkfMXRVHEwf0HsOWDW/QeSlWDg4MQRREOh3aFQutR/tn1eDwY9k7j6P6Duowll8nAPzyB2/O3n3zMyJ9d4NTPryzLGJsYR9dD/YDGkxBysYiYP4SNf3zo5OdYy88uqUM2x+fXfwVv/tD1YHl1qno3as8TW/Cha96Fc845R++h1Ozo0aP43XNP4U3XvU3T88qyjK33P4Q7/u2Lhv0Cb8bQ0BCePPQSLrrm8qaOM3b4KJamTbjpfX+n0MiMafv27Xju+GHVc3q2/upBfP3zX6pYlNjIRkZG8MDTj2nWM7ARezdtw42XXIkLL7xQ76Es6uDBg3h09/N44zuu1OX8khjF8KYXcfsXv6zL+ZsVCATw3Xt/grd+6EZdzv/cfX/EN77wZdU+x6QOWZ2MujRo1HFVM+N2Qehxan5eiqJg7euGx+PR/NxaSKfTMLHNT26zPIdEKqXAiIwtEApBsKu/HMc7bLNlXlpMJBIBazdmyYsSxm5BqEWu7Wz5JP12LxcLBdAGW+GpRyAQgODU70ba0u1EIKBPtx4SkM1h5BlDI4+tkvHpKc0Kws4l9Dgw06YFYuOJhCIJ6gzHIp5MKDAiY3MHfLB3qX9jwNotLRmQhcIhcBoErM2wOuzwh/Rt/Fyr2Z7I+m0MKxQKLdv3GAD8gQC4Lv1mmVmnfk3GSUBGqEKWZYzP6BeQdQ30YVzjGjZaicZjs43Um8QLrV1dvla+YAA2TQIyGwJB4/XBXYw3FIRNxxmJWliddvib7N2qFZqmIesZkOULYOnWDchcXo8mn9dqLF1OuL367LQkSf1llixZAp/Ph7u+cafeQ6noJ73f0i1yr0V5g9hisQgxFgX/s3t0GUuxWEQumcY3v3b7yce0bBKrpqgkge9pPtDlLQJi8bgCIzKuXC4HMRbVpKSDo8cJt9/YBUwr8QcDOLB3B366Y4/eQ6nqoisuw+oe4/YJLf/uy+fzkBIJ3PPdu3QZSyGfh5wr4Eff/f7Jx4z+3Vd+/aKxKMwcq9vGutL1c5yoW6jltSMBWRmv14tbb/sSrvrkTYYsDPuBy7VNjq/Xhg0bTr5xjx07ht8++zguea8+icKyLJ9MsrarWBBUD7G4hD7LaU0fh+V5JDNpFAoFw73flRIKhcDZbZr893N0d2Pm8Ljq51GSLMvwh0L4/9l70/DIzvLO+3dq33ftarV6tdvd7W7vdrDxFvY1wDDkzRtnEjKEDMwFmSsJZDxscUjIJHMlvCGBIYQJS8JAhhCWQMIEY7CxjXuXepVau2rfpdq3835Qy6jVWko6p+qcU/Lvi1Hp6HkeqqvOuZ/n/t//+62/8Wv84vt+U+nlrEuj0eDJz32FWq2GQSEH/I1Yee8LBoP8xVe+wMv+3esVWUtwchrdTIJ3/YdfU2T+7bD8/jUaDX77I49z/2Nvw2hS5pSvsJhj5Jv/xscf/3Db534pZbmKRqOuSgNWQWONoOeC89gDXsXmFwQBe5ePUKjzDGJT2QxWu3TNj06nw2S1dHTaMpFIYPW0JyB3et3EUglNtaMqFAo0BFF1VeWr0el0mBw2RfsMNovRaKRRU+4zUK/VMJlaZ4LcStLpNDqzSbFgDJZ6p+bLJQqFQtvnVl/koSCNRgMRlVYz6rTVd3BydgZPmw1hV2Pzu5nrMGF/vV4nV8hjsctTFWe22zTdg3EzwtEIFk979FEGoxGjzaopYX86ncaiUof+1ZidDg0FZDXF5teyhiwej2P1KqtnFAQBm9elSKWlIme/giB4gM8BRwAR+DXgCvBVYBiYBt4uimJbv31PPvkkL/zkORJF9elqIlOz9NVNHD9+XOmlrMuyuZ8oikzNTOPo8ilqsFsulvjbUpX+vj5A3eaczbK4uIjJapXtFFfrTbGXWc9U9/S5s9SdFkaeb48+KjQ+xUfmo3R3X693UqsxZyqVwuSwMfrcCUafl9fTUU6O3nsnJod6q1jX0s9+8TN/rchaqpUKBgT+6+9+4MXX1K4hW/7+Tk9PM7uQ5Oq4NNNrqYSnZohfnGBgYKCt311FjGEFQfgC8LQoip8TBMEE2ID/CqREUfyEIAgfBLyiKH5go3HkNoYtFov83h89waPvfIdsY8rF2R89xytvOs4999yj9FI2JZ1O8wef+jMeeuxtiq6jkMtz5h//hT/6bx9V56nnNpienuaz3/gq973lNbKMd+7p53lw9yHFmum2mo/88R9y8FX3t60Ny/nnTnK7f5BXvUK9Jqsr+eFTT/FsaJxbX6b++8rlU+e4yeTlja9XRpvVLOVymQ98/KM8+s5fVGT+y6fOccji4/WvfZ0i80vhy//7K6TcBvbccpOi67hyZoT9OhdvfuMbZR9bVcawgiC4gJcDfwMgimJFFMUM8CbgC9cu+wLw5navrVarodOrM4ur0wvUFDwG3wrBYBB7wKf0MrA57FQRyWQySi9FNlKpFGaXfJ5RNpdDM/5OW6VQKJDNLbbFg2wZT3eAaQ3ZrUTicewqt7xYxuFxE0nElF7GphiNRuoKashqtRpmjWrI5iIhPAG/0svAHfAxGwm2fV4loo+9QBz4X4IgnBEE4XOCINiBHlEUwwDX/tv2Guelps3qq+ABEPR6KhppBD09O4O9SzlB/0rsAR/z852jI0ukkphkbAK99JDTnndWM4TDYewBb1tPR33dAabmZzVj4hxNxNoasErB4XYSVbHtzzI6nQ6doFNM89uo1TCb1F2ksRa1Wo1oIo7L1/6m4qvx+H3Mh0Jt/x4rEX0YgNuB/yyK4k8FQfgk8MFm/1gQhHcB7wIYGhqSdWFPPfUUzz31Y4Jx9XkJxUNh9Hfex8MPP6z0UtZlWQfw/IkXMPZ4OfvM80oviXgozPjTL3DTwYOq1fFshWg8hsMn34mG0+PmUuKsbOOpiflgEEubb+5Wh51Ko042m8XjUf7BshnRZJw+z+2a0JAduvM4qUyKRqOhykr4lZiMRurVmiJ2Mo16Q3NO/U899RTf+c53OHH2FNFcVunlADB99gK/V/o9Xv3qV7ftuaFEQDYPzIui+NNrP/8flgKyqCAIfaIohgVB6APWPJsWRfGzwGdhSUMm58LuuusuHpx5Jfe95bVyDisL4+fOMyyqu9/cQw89xP3338/vfOxDPKCgj8xKYvMhsmfH+S/v+c9KL0UW5qMR+vfLV9hhczrI5hapVCqaLZVfj4mZKXy97e0UIQgCjm4/wWBQ9QFZuVymUCphtds4et9dHL3vLqWXtCk6s4mFhQXVv7dGo4FarYaJ9p9UiTXttU566KGH8Hq92A/s4s5Xq+PQ4aff+j6PveqNHDx4sG1ztn2bIYpiBJgTBGFZtfcocBH4FvAr1177FeCb7V5buVxWbcrSYDRSKpeVXsamRCIRzC6HKoIxAG93F3PhkGb0dxvRaDSIJeI4ZXwY6XQ6LC6HqjtAbAdRFLk6M42/t6ftc9u7fEzNTLd93q2STqexOB2aKnjRSgN3k9FEXaF7jlivq9I8dzNC4RBWn3rS5xavi3CbWygpde77n4G/EwRhBDgO/CHwCeAVgiCMA6+49nNbKZVK6FUSSKzGaDaTL7bfqG6rzM3NYVPQEHY1RpMRk8fREQax6XQavcUse7BrcTsV8dxpJel0mlKjhs3Z/ibFgb4exqYm2z7vVpG7QKQdqNn6YiUmg0GxgKyhwRMygJlQEI8KisGWcQV8zIXaqz9WJIwWRfEssFbZ56PtXstKfvKTn/Dj7/4rY5cuK7mMNckvLLDbq95ebrCkA/jkX/x/lCx6Lp0bVXo5LxKZniV+cYLHHntM0xqyaDSK1Sv/DnJpJxjm2LFjso+tFDMzMzh7Aoqc/vh6ujgf+ZHq08DJZBKTcykg04KG7Oh9d2F2OUgkk0ov5waWPRiXmQvOY/zylzAo8O+/mEzzvc//PTbbzyQuavdgfM973sOX/+7vMNksCCrRBzbqdWqlCs8/8+xLvSyV4MiRIzxig+Mvv0/ppdxAOpYg9Ky6xdcPPvgg//bs0xx+/cM4VFRKP3NlHFssr+lgDCAcCWOVUdC/jLfLz/RU51SiAoxNTuDuU6ZThMFoxOJzMzc3x759+xRZQzPEkglsrqUTRK1oyJweF+GY+qwv3v/+918X8HzyM3+F4+heugf7276Wn37z+/za69/C3r172z73dvnEJz6BKeDh4V99u2pS6PV6nR9+/qv8yYd/v21zqiMUVQm5Qh6jSnu6mSxm8gr01toK2WyWQrWMXWWtWAJ9vYxPT2rGimA9poPzuLvk9+jxdgWYDbffc6dViKLIpYkxRR6Gyzh6/ExMqjttGUnEcWjE8mIZu9tFTAM2LUajUTnbi7o6G7BvRCQSwe73qCYYA9Dr9Vg9TmJt3AC8FJCtIJfPq7bJrsliUX1ANjMzg0OhNNFG2F1OKogkVZjq2AqzwXm8XfJXDVoddoqVSsc0GU+n0yyUirh8ymkZu4cGuDB+RbH5myGWTKjqJLsZnG43sWRS9Zsro8GgmDlso97QXEAWCoexqEjQv4zV5yHSRmG/tv7VWsxf/uVfcnbkHAaVCiJ7enqofvhjqhVsfuD3PshPT57A+Af/Xeml3EC5WGJu5BJf+9rXlF7Kuqzsh7eaRqNBJpvF8qm/bMnc5UKRr33ubzf8bKm9H94yExMTOPu6FN0YdPX1cuFfn6ZUKmGxWBRbx3rU63UyC9kXix6++Tdf4vnv/1DhVa3Pva98mDe985cxWcw0BJFCoYDdrp6ChNW9VM+OjlCxG3H72i9Snz1/hXo0fd37o3YPxt9/4gnOjJxV3bO3Wqnw3J138S/f/V5b5nspIFvBm972Fn7po7+taKpjI370pa+Tz+dV68HzwKOP8Isf+2183cpodzZifOQC/WV1f9w/9alPrRvwjI2N8cV//Rb3vLE1PRJHnn2Bu7uHecWjP9+S8dvJhbHL+Af7FF2D3mDA0eNncnKSW265RdG1rEUmk8Fos75oXPqmd/4yb3rnLyu8quawuJykUilVBWSrA56/++r/JuUxMnzzgbav5em//wYfeNd78fuVb0HULA++8uf51T9+HLdfPVWWAPFgmPSZsbbN91LKcgULizksNqvSy1gXo8VMPp9Xehlrks/niWfTquhDthbdA31cnhxXehnbZnZ+Dqu/dUf6vp5uJjTgnbUZ9XqdC+Nj9A3vUnopeAZ7uXhFfRXb8DMPMi1icthIp9NKL2NDDAa9gj5kDUU6BGyXUqlEMpvG6VXfQYOnK0AwEqLRaLRlvpcCshUs5hYxqzggM1jVG5At6cf8qm1p4vJ5yeTzZLPqaMuxVcamJvH3tc7kNNC3FJC168bTKmZnZ9E5LFhsyne16Bse4uylC6rUO6XTaUxO5d+j7WBy2kipPSDTGxT7LmmhtdRKotEoNp9blWs2mozobZa2GWerO4fTRqrVKp/7y0/zp0/8odJLWZdAbze/cJ862kqs5urkJD/49nf57B/9D6WXsi679u1l5q3/nltvvVXppazJah3KMqIo8n+f+iGDR29C30Kx7szoJX73d38Xh2PtkxO161AALl6+hGeXsunKZVxeDyWhQTgcpr9fXTKIRDKBeUVA9pkPfZwTTz6t4Io25q5HHuDdTzwOgM3lJJZUd6WlXqcHhQJxsSGqMrhZj1AoxJkTp/j2176u9FLWZGDXLsKvDdPd3Xof0JcCsmvkcjl+7X3v4cFffqvSS1mXkWdfILuwoPQy1uTSxBjv+ugHCbTwFEcqV86MMDZxVbUB2XoBTzgcpmg18MAvvqml85/6vz/itbfew913393SeVqFKIqcPj/K0ENreU4rg2dXHxcvX1JdQBZLJbEHfmZP8+4nHufdTyi4oC3gcLuIX1G3b54gCDTqypyQiaK2TshmgvO86pfexv6j6tNaAlw8eYa54HxbjLM3/VcTBKFHEIS/EQThe9d+vkUQhHe2fGVtZmFhAZNdvelKAKvdRiqjvqP6QqFAOBnH293eRs5bpXtwgItXtacjm5mZwdbdegsHT1834xpo+bMe8XicTDnfEmuQ7dK/dzenRs8pvYwbiKeS2F3asrxYxu5yEkuqu/eqXq9DbLx0QtYMM8E5VT87vF0BpoPt2QA086/2t8C/AstbvDFAvT0Ytsni4iJGq/rK01ditdtJqjAgm56extHtV72Q1BPwkc4tsKDSU8b1uDwxjn+g9Wm4nl0DXJoYV6XmqRnOX7yAZ/eAqnzw/H09RDMp1fVfTKRTONzqMnBuFpvTQWYhq2q9o5o+g2qmVqsRjsfwqKy6ciW+7gCzwfm23BebCcgCoih+DWgAiKJYA5RxvGshmUwGg13dIleby0Eqm1F6GTcwPjGBs0/dfTZh6Sbp7OtiampK6aU0jSiKXJ64SncbAjK7y0mxUVNd8NAsJ86dYWDfsNLLuA6dTod7qJ8LFy8ovZQXqVQqFEolzFZ1ZwTWQ6/XY7CYVb+xElHohAxRMwFhLBbD7HK0VBsrFbPVSl0vkMm0/tnbzLuQFwTBD0ufLkEQ7gW0Waq2Acl0mhM//DFf/cvPKr2Udbnz4fvpNqtvV3vx6hX6XnacD7z1McZHLyq9nHU5cPQWfv3Dv8uViauaaaQdjUapGYQXDTxbiSAIOHoCTE5OasrDCJYaZUczKQ719yq9lBvo3z/MC2fP8MD9Dyi9FGCpxZnZYbvuoa0VY9hlzA4bCwsLqvFkXN1cPJlKkq9X2/K9XU06HOPMj569Lm2p1ubikUgEq8/Nx//j+1Tb3P7ovXfyije9gUgkgtfbWulIMwHZfwG+BewTBOEnQBfwtpauSgESmRSv/qW3sWu/ehuyiqLIv33u7ymXy5jN6mjxlMvliKZT3NIV4I+//kWll7MpC6k0F77/DKKojV3kxMQErv72FUr4B3u5ND7GXXepv9H0Ss6NjuDdM6jKf9PuwX4u/uBZUqkUPgWc21eTzWYxrzJV1ZIxLIDRZlWVhc3q5uLf+e4/c6mU4uY72r/x+8HnvsInHv+IKjtErGZ2fh67z8Pjf/1JpZeyIeefO0EwFOTQoUMtnWfTlKUoiqeBB4GfA34DOCyK4khLV6UAsWQCh8pFroIgYHU6VWWKODU1haM3oBkRqdPrYbFcUtV7uBHnxy4TaKONQ8+uAS5cvaJqfc5qRFHkp2dOM7B/j9JLWROdTod3eIDR86NKLwVYCsiMdvU/rDfC6LC2JYW0XRoNERTaHAg6nWZ0oNOhOTzd6j+NdwV8bRH2N1Nl+RbgjcBNwEHgDYIgPCoIgvpFQ00iiiKJZFITjXbNTruqgokrE+N4+rXzUVjWkU1Oqr+asFarMTY10dZWXjanA9FkaGtDXanEYjES+SwBFaYrlxk4sIfnTqsjJZPJZjGo2AC7GSx2GykVB2RLJ/AKTS6giQ2VKIrMh8OqqopeD29XgLlQsOXzNJOyfCdwH7AsMHgIeB44KAjC74ui+KUWra1t5PN5GnqBv/mDP1G9OeK9r3hEVaLrC2Nj7H30HgBNaMj++OtfxNvfw+Wr49x5p3r8quDG5uLVapVcIc+XPv+3bV1HpVTmi3/+VzekPNTaXPzsubNkSgW+8uefUXop63Lk3jtI5bJEo1F6epT16ktlM9ic6ukDuR2sDjvJiHo2pvfffz8nT/4s4K7X64iAoGt/VNao1/mrP/rT69L3d955J88880zb17IR6XQa0ajHbLGo2pj4rkce4Dd+/7+SzecoFotYW1gM00xA1gAOiaIYhSVfMuDTwD3AjwHNB2SpVAqry6kJc8Sxs6NEE+pwqU6n02SLuRcbwmpBQwZLabmRb/2b6nRkq5uL//P3vsvIQpQj997R1nWEZ+YoXJzm/e9+T1vn3Q6iKPLsmZM8+ObX4e1Sd+pjpCFy+uwZXvOqVyu6jlQmjXW4S9E1SMXmcJDMzCq9jBdZHex89ev/QMQqsvfwzW1fy4++9HX+23t/SzUFD+sRjUaxeZf682rh2WvzuYlGowwPD7dsjmaEP8PLwdg1YsBBURRTQLU1y2ovyWQSk0sbO0an10M4HlN6GQBMTk7i7OtWVVDTDA63i5pOIBZTx/u4HucuX6RveLDt83YP9DETClIsFts+91aZmZmhKDRUH4wBDN20n+dOn1Rc35NZyGJ1aON+tx5Wu43s4qLSy1iXarWKTiFfRkGvo6ZQY/OtEI6EsXjV5xqwHhaPq+VSjmYCsqcFQfiOIAi/IgjCrwDfBH4sCIIdUG8SfwvE4nHMrvaXJ28Hp8dNRCV9IpjUAAAgAElEQVQB2aXxMbwD6m2VtBGO3gATExNKL2Nd0uk08WwGX0/79Xl6gwF7j5+rV6+2fe6tcuLMKQL7h5VeRlN4An5K+iUjZSXJLC5gtWs7ILPYrCzkFhUPbtejXK1iUMhbS28wUK2q/6xkLhzCpWJD2NU4/B6CkXBL52jmE/Me4C3A/dd+fgHoE0UxD6iz0/UWCcWjuLrdmvDiecOv/hIL+RyVSgWTyaTYWkRR5OLVMY6+8VHF1iCFwK4+Ll4d4+d+7ueUXsqaXLlyBfdgj2Knj76hfkYvXeTo0aOKzN8M1WqVEyNnueNtr1V6KU3TtX+YF06fYs8eZSpC6/U6+UIB86quJKPPnVCtDxQseUEdve9nVix6gwGdQU+hUMCuguBytQ9ZMBxCsJoxWdpvT7QQT/HU1799nQZUjT5k8+EQQzct/ZuqXUP27icex+33MXuutZvUTQMyURRFQRAmWNKMvR2YAtTZln2bhCJhhm6+SzNePFa3k0QioWjD4lgsRlWHJipT16Jn1wDPP3Oaer2uypZPZy+ep3vPLsXmH9izm9Nf/xfe0VBvo+LLly9j9LmwaSj9tvvm/Zz42nf4hTe8UZENVaFQwGA23fBvevS+u64LeLSA0Woll8upIiBb7UP2Z3/1KdzHD9DVhg4bq/npt77Pf3jNm9m/f3/b526WWq1GPJ3isHdJ56YFDZk74ONSNNJS7fG6d1pBEA4KgvBhQRAuAZ8C5gBBFMWHRVFUX6nVNqnX68TTKZwet9JLaRqL20k8rqywf2JiAkev+suV18NstaJ3WAgGW1/KvFXK5TJj01P07mq/fmwZm9MBNjOzs+oRTq/muVMn6D2oXiPntbDabZgCHi5eVKYaOZ/Pq75nb7MYrWYKhYLSy1iTYqmE0axMBkNvNFAulxWZu1mSySQmh12Vm+H1MFssNHS0tGXXRlvfy8CjwBtEUbxfFMW/oAN7WCaTSYx2q6p7aa3G7HESiUY3v7CFXLw61lbD0lbg7OtmYlJ9OrLx8XFs3T7FbujLeIb6Oa+iHowrWVxc5NLUVQZV1ruyGfpv2svzp04oMnc+n8eoAQf3ZjBYzOTzeaWXsSaFUhGTQt1U9CYjpVJJkbmbJRaLYfVoR9C/jM3raelhyEZRyFuBdwA/FAThX4D/DWirnK4JYrHYi6W3as5jw89y2R6/j7lgSLF11Ot1Lk9c5Z67Xn/d62ruRwZLOpSVLTq6Bvu4MD7Gww+pQwq5rEOJxmJU9PBPX/6KouupVauU0gv8ya7/jiAIqtKhnD13DvdQPwajEdBWL8aBvcP86JmTZLNZ3O72nswXCgX0ZuMNr2vp/VtGr6KA7KmnnuKpp5568ecfPPkDxsNzilRaRmbnmX7mFENDQy++9tBDD/HQQw+1fS3rEYvHMLt/FpCp+dm7/NwFMHscxGKxlqWD1w3IRFH8BvCNa9WUbwZ+C+gRBOHTwDdEUfx+S1bUZkKRMBbPkg5KC3lsWMplXzlxXrH5Q6EQersFi8123etq70e2mq6Bfp75wXNUq1WMxhsfUu3m/e9/P+9973v5vT/4GHe9/XVY7bbN/6iFiKLIj/7uH/mdd/4mvb3qccEXRZGfnPwpu+46/OJrWtF/wpIg3Ts8yNlzZ3nw5Q+2de5CoYB+DaG5lt6/ZfQmI3mVpCxXBjzVapVUpcDPv+uXFCnKuXjiNMecfbz6Va9q+9zNEoxGcPp+5pOmlWev3eMiHGtddqqZXpZ5URT/ThTF1wODwFnggy1bUZuZDQVxd2mn9BaWhPSZ/KJix9ITkxM4+rTTLmk9jCYjZp9LVTqpyclJDG674sEYLLWZ8u4e4PwFdaUtI5EIifyiIoJpuRi8eT8/OflC220b8oUCepPymw85MFnMLOZySi/jBpZ1ekpVSJutVrK51umc5CAUi+Lyqdu4di2cPg/BWOu8yLZUPiWKYkoUxf8piuIjrVpQu5kNzuMJqN9UciWCIGDzuhXrN3hhfIyuQfWcmEjB1dfFVRX5kZ07P4pPATPY9RjYv4cTI2eUXsZ1nDpzGv++Ic0ZEq8k0NdDqpQnFGqv9GAxl1PEiqEVmK0WcgV1pCxXonThhMVmVbVpbqPRIBqP4VR5J4G1cHm9LT0h046SvQUUCgUWCvkXrRu0pKOw+jyEw+GWtnFYi1qtxsTsNC974La2ztsqAoN9XBwZ41WvfKXSS6Fer3PqwgjH36z8Wpbx93ZzPrdAPB6nq0v5djuNRoNnT5/k8Ouv1/1pzUdLEAT8+4Y4efo0AwMDbVtHvljE7LwxINNKH9qVmMwm8kV1nASt1JAlEglGJseYmZ9TZC3FfJ7cfJTQ9M9O/tWkIVtYWEBnNmFccVKrFQ2Z1W6jUC5RKpVu6PUrBzs6IItEItj8nhd32lrSUTgDXmaC89zX5nnn5+cxuR0ds8vu6uvlwr8+TblcxqxQVdQy09PTYDNjd6mn+kgQBDy7+xm9cJ5HVFD8MDExQcNqxOW9fnetRR+t4UMHef5b/8brX/vatpX/F0oFjIEbJRpa6UO7EpPZzIJK2nutDHhOnDjB9y6c4LaH79/4j1pEMV/g9Ne/x0c/9FFF5t+MZDKJ1X39PU4rGjJBELC6nCSTyZZspNTp+NgmQqEQFp92/MdW4u0OMBNs/w5scmoSp4b9x1ajNxiwBbyq0JGdGx3Fp6AZ7HoM7N/DiXPqSFueOHOarv27lV6GLDjcLrCZ29rCK18sXHcyoWWMZhOFojpE/StJZzMYbVbF5rfYrBSKRdW2T9JS7+i1MLscJJPJloy9owOyqbkZPBpoSrwWHr+PcDzW9i/dxavjBDQspl4LZ2+AiclJRddQr9d5YfQMu/Yr01JnIwL9vUSzaRKJhKLrqFQqnLk4ytDBfYquQ04C+4Y4ebZ9wW6xVFLMH0tujCYTRRUaoMaTSexO5XojC4KAyW4jm80qtoaNiCXiWDTSO3otTE4byVSqJWPv6JTl5Nwc+26698Wf1ZzHhutz2XqDAeu17vO7drXnVKVWqzE5N8P9D96x5u+1qEMBCAz0cmlknFejXJn49PQ03//ev/L5//nXiq1hIyqlMhNnRvnmN/5p84tbxJUrVzD5PTfYrWiZoYP7eOGr3+FtlV9oSyulUrmMoVNOyEwmiioxQF3Zy3IuGMTgsCpq7LyYSPPjb34X27Xvipo8BCOJOM4B73WvqVm/vdoDz+52EU20xhx2xwZkxWKR1GKG417teaEsY/V7CAaDbQvIQqEQJpdj3RuNFnUoAIHeHi7+y9OKNmw/M3qOd/z2ezh0xzFF5t+MeDBM7AXlvO8ATp47Q/e+oc0v1BAWmw2T3834+DiHDx/e/A8kUiqXOiZlaTAZKVfKLe0t2Cwre1l+8ImPcPtbX6Oodc2ZH/6EVx26nXvuuUexNaxHLBFn8JbrZQda0m873C4is63JqOzYlGUoFMIR8Km2cXIzuLr9TLexkmd6ZgZ7jzZTvBthMBqx+t2K9bWs1+ucHD3H0AH19mUM9PcSW8wq1kO1XC5zfuwKg/vUl9KVStfeIU6PnGvLXOVy+cXuBlpHp9Oh0+tVpZUqFosUy2UsCmrIAKwuB1GF+x2vhSiKxFPJF50NtIjT4yaeao2GbMeekM3OzWILXF+p9cbhWxVaTXN8a3rkup99Pd1cfap9PfHGpibw9WvfEHYt7N0+pmem2bOn/Q/8yclJBLtFVdWVqxEEAd+eQc6NjvDzjzza9vnHxsawdHs7prp3JYP7hnnuK9/iHS3uGNFoNKg1Gprq27sZeoNB0ZPt1cTjcWxet+Indi6/l7lx5drrrcfi4iKC0aDpU1qrw06ukG9Jh5fO+WZukYnZGTz9yvsqbYXR505cV9rv9ntJZNMUi0Ws1tbuyERRZHx6kjvufO2612hVQwbg6+vlyuSEIn0tT4+cw7dnl6p1FABH770LYSjLow8/0vYHztnzo3SpsAJVDsxWK2afm4mJCW6++eaWzVOpVNDr9Wv+26n9s7dWL0sAnUEdJ2TLPmShUIixyDzTc8pWbVfLZaJXpojPLwVlavEhy2Qyawr6H7vzETKJ1pw6ScUT8PPFk0+++LMgCJiddjKZjOzejDsyIBNFkYnZaY7d9orrXl99AqU+rvdZ0ul02ANegsFgy5qdLpNIJKjrdRvqIrSqIQMI9HVz4scn2q5HqdVqnD4/wu1vew03336rqnUUoijyoy//I9FotK29LWu1GiNXLnH3v39d2+ZsN77d/Zy7cL6lAVm1WkVnWNvvTEsanpXojUYqlYrSy3gx4Pnmt7/N/mqaQ3ccV3Q9oijy5Oe/yu/8zu9gt6vHYiKdTmNc4xmyMuDRAmannVQqJXtApl0BlQQymQzlRh2bgqXJcmHr8jLXBh3Z/Pw8do31/NwKFpsN0WRou0ZqYmICnduGzaGem+Z6LKUtBxgZbe/GZXp6GoPb3lHVlasZ3LeHMxdHaTQaLZujWq2i7xD92DJqOSFbZmp+Fm+38j6NgiBg93sUa6+3HslUCpNT+99jo91GJpORfdwdGZDNz8/j6PIpnueXA29PF+PTUy2fZ3JmGmd35wZksBTczs/Pt3XOU+fO0rVXO5WDgwf38dyZ021tin3pymU8HdI7dT3sLicNk6GlvS0rlcq6J2RaRU0BWaPRYC4cwqeCFmMAFp+beYUKldYjlkyoWivbLBaXnXhSfl/GHZmynJ6dwd4hwYW/t4fTPznd8lTb5NwMgbtaX5avJM4uHzNzc9x+++1tma9arXLm4nnuert2UnHergCjtRLhcJj+/v62zHn24gV2P6SttkjbwTXQw5XxMQYHW9NcvlqtolunRZPWCpqW0Rn0qkhZwpKsQ2cxqabwxNMdYGpuhgeVXsgKYqkE9lu032nD7nISi8iveduRAdnY9BSB4wdueP29r3wLc1dbf9q0XXbt38Onvv+P171mc9ip6QRSqRR+f2ssKWq1GqFolP2BBza8TmsNnlfj6+lm4tSltq3n6tWrGH0uRf2KtspS2nIX50ZH2hKQZTIZ0oVFjm3SUUOrovSV9OweZPTCJR59+JGWrGEpZanNW/7qgqZldHo9tVpNgRVdz5//+Z/zpS99icRilu9969tKLweAeq1OIZnmf332c/zCL/yCKoxh48kkt7iO3vC6lkT9cM2L7IL8sYI2v50SqFarzIdD7H3Vz93wu9XBjlZwdPmYm5trWUAWjUYxux2b+hdpscHzSrxdfkYjEWq1GoY2WAOcPHuWrr3aqxwcPLCXF558nle/8lUtT/tPT0/j7O3adB6titJXEujr4eL3n2mZjUO1WkVY54RMawVNywgqSVm+//3vp2/XIEFTlQO3qiOTIIoiT33hH/jw+34bj8ez+R+0mFqtRja3sKZ2W2uifofLRSyZlD0zteMCsnA4jNnj7BhzRABHt5+pmRmOH29NZU84HMaq0SbsW8FgNGJy2ojH4/T1tbZfZ7VaZeTKBe55xxtaOk8r8AR85OoVQqEQAwMDLZ3r8tVx3B3qfbeaZYPiubk59u2Tv1/nRlWWWkWnV0/KcnxqkiEVpdYFQcDZE2B2dlYVAVk2m8Vks61pxq7mlPlamxWTxUydBoVCQdYq1h0n6p+bm8PW5d38Qg0R6OthbKZ1zbHnQyFsPuW/0O3A4nUTjUZbPs/4+DhGnwtzi/3jWoEgCHiHl0xiW83Y1CRd/Z0t6F/JskFxK+jIgMxoUEXKcmFhgeRiBk9AXdpkZ2+AscmrSi8DWLK8sHSAs8EyFpdD9krLHXdCNj49ibd37R33x//j+1SvgXr8rz95w+ve7gBnY1HK5TJms/yC0ungHN6jm7f1efst91EqFGSfXy4sNhtfu/jchtfY/G7mQ8GWnTYuc3pk5IbqSi1p8Ab37+HED3/Ka1716palLQuFAqmFDMd8m2+gOkFDBuDr7eHqzDSt6IWwUcpSq++foNdTLpcVWNH1/MM//AOnT50mkk0rvZTrKBUKfGcqSMDjU9wYNp1Or2t5of6U+Y2YnQ7S6bSsWYIdFZCJosjVmWkOH13bjX2tYEcKB//s04z91m/KOuZa6PV67H4PoVBI9tY/oigSjIS55+E7N712s2BHC3j8PmYnWttypFqtcu7yhRuMTrWkwfN0+VmsV1pabRkMBrF3NddvthM0ZAD+3m5OPt0ag+IlUX97jGHbde8zGPWUVZCydHo9vOldj3Hg2BGll3Idoijyw7/9h5ZvMJshkUxg7gAPsmVMThupVErWMXdUQLawsEC+Um6bD8pNn/xMW25KANaAj9m5OdkDslwuR01Ak6m17eDyebn4XGsbPU9OTmL0OjRtdCoIAt7d/Zy/cKFlAdlWtItq1qBA8ycAVruNurCkt5Fb91Mul9c9IZObdt37DEYjJYVPyERRZOTyRQ69Vk0GE0sIgoBroJurV69y552bb6pbSTgRx9Gj3abiq7G5nEQSMVnH3FEasvn5eZzd/o4whF2NrzfAxIz8ZbjxeByrR/tGfs1idzlZyOdamgY5e34U3+7WiuHbwcC+YU6Mnm3Z+HPhEM4dol1cidXrJhaT90YPUCyXMGi4qfNaGIxGigoHZNFolDINXF51flb9u/oZuax8j+FoIo5TBcUFcuHwuIgk5O3ssqNOyGbmZjcU9MvRHPtDtTofXtH+5A3DxwD4fZ2OJyQKajdqju3v7WH0hfOypzoSiQRmd3NCTC03F19GEASsHheJRKIlFYSNRoMzF0c5/uZX3vA7rWkYfT3djOQXicfjsvd0A5iPhOjZ09zJ1zs/9Duq1kB982+a05ABmD0uotEoBw8elHUNpXIZ4zp2GnJoyP7TfIj/FAy/+PPyve+vBvr4q0Fpp6jracgMJiOldE7S2FK5MjbGnz7+Ef70cUWXsQG3su/gQR57x//TFjuftRBFkXgyyU2ezqnWd7rdTMvcam9HBWTjM1P4bxle9/dyNcdetgV8w/Axvj29lP66DWily5nN6aBYr8qe6ognE1hczQVkWm4uvhKzwya7WHOZ2dlZsJrXTJvLrWFsNYIg4NnVy6XLl2QPyERRJJZIcKDJz7JWNVBrYfc4icq88wYolooYvGsX/cj1/q1179sF/JHkkdfGaDJRLJVaNHpznLk4Crxc0TVsxr/7jV9lenqa/fv3KzL/4uIiGHQYO+iE1uZ0kCsWZC2m2zEBWaPRYDY4z8+pyCdGTgRBwNHlIxgMyhqQRRJxnP2ds6tpBpPLTiLZGtfoC5cu4t7VOTYOPXuGOH1hlJc/IO8DKZ/P09CB0Sy/QWoztFP/uRq7y0nsanjzC7dIoVTCaOoc2wFYCsgWS0XF5s/lckyHgnxj4gz6NunztsPFkwOcv3hRsYAskUhg9XSOfgyWnrkWl4NUKiWbb+WO0ZDFYjH0Nktb+4xded+72zYXgNXvYXZuVtYxo4kEDldnfZE2w+52EUvKf0IhiiKnz4/Sv1f7vdyW6RnsZyYcJJ/PyzpuJpPB7JTPcFFLOFxOEin5NwSFYhFTC2xx1qJd9z6T2UShqNwJ2eXLl3EN9Kg6GAMY3DfMqfPnEEVRkfmTySTmJjMtWsLicpBIyNdkfMeckIVCIWyBjf2MPvOhj3Piyaflnfj/fFO2oe565AHe/cT6QgV/bzfjl6d5jWwzQiqT5mCTXyQt+WhthNVhJxGR/4QimUySKeU51hVY8/da9ILSGww4eru4evUqx44dk22ufD6PcQuVvVrVQK2FxWYju7goab61KBQL+Nc5cWyJfvHzX5ZtqPU8GA0mE4WSct6Hp8+P0L2nNc3g5cTl9VDSiczPz7NrV/vbtUViUSwbaJFb8uyViY2eu2a3g7iM8oIdE5DNzM3h2CQge/cTj/PuJ9q0oBbg6+ni+R88J5uwv1QqUW3Umt5Va8lHayPsTgdTafkNHsfHx3EOdK/7b6NVLy3/UD/nL1+WPSAzWJpPV2pVA7UWRrOJaq0qe0/VXLGAyWJZ83da0y8uY7aYKRRLLfFt24xiscilyas88LK3tnXe7eIbHmDk/KgiAVkwGsG9t2fd38v57G2n/tPh9RCKRmQbb8ekLCfnZ/F1y18JpibMFgsY9SRl0j8tLCxgtts60iZkI2wOB+lsRvbj/dErl+ga0r7dxWr6du9idOwijRXVxVIpFovoFdKPKY0gCBgtZgoydr0QRZF8oYi5jZKNdqA3GECHIv0sL126hLO/WzNC9cEDe3lh5IwiactgNIKriY4bcnDTJz/TlnkA3H4vwZcCsq1Rr9eZj4TwrJMq6iTsAS/hsDzptlwuh8m2MwxhV2I0m6jTkPUmX61WuTx5ld5d6k9vbBWb00HDZCAUkq/DwZKJqXK3p3brP1ejMxioVquyjVepVEB3LYDpMIxmeYPXZjlx7gzde9t/2rRd3H4fBbHO/Px8W+ctl8ss5HNtM2RvJ06Ph0g8JttmtPO+nWuQSCQw2q2b7mQ6wUfL4nMzH5zn6NGjkufL5XJbOqXQmo/WRhgtFnK5nGzlzPPz85g9zg2LSrSoIVvG2d/NxOQkg4PyBJyVahWDUbnbk1IVlsvoDHpZA7J8Po9xg8+ylj97BouZfD6P19ueExhYej8vT0/w8geW0pVa0c/69+7i9NmzbU1bLpuLb5Rpee8r38Lc1e0bm3+k0eAjK35e1n9+DPhYE63XNmLX/j186vtrm1YZTUb0VgvpdBq/3y9pHtghAVkkEsHq3dy6oRN8tLxdfmamgrKMlcvlMNjW1pyshVZ1KGthsi0FZHJ8yQCuTk7g6N04Za5VDRlAYKCPi+NXePDl8thf1Oo1dDp1V661Ep1OR71el228XC6Hyb7+abeWP3tGq0X2Kt/NOH/+PK6BXgzGpU2+VvSzuw7u46ff+SFveN3rmuoRKwexWAzLJpYX6wU8W2Et/eftgHxldWtju9ZZQ45nxY5IWYbCoaZ74mkdT8DPXFie1FG+kMewQ3U8BrOZYlE+f6ML41foHmpNz0c10D3Qx/jMFLVaTZbxBEFARJkSfTUgiqKsD8xcLoehw/RjyxitZnK59rr1v3D2NL37h9s6pxy4vB7qFgNTU/K32VuPUCSM1du51klmj4NINCrLWDvihGwmFMSzp1vpZbQFm9NBoVIin89jt0vzcVrM5ztOBNwserNRtoCsWq0yMz/Py3/+3g2v03KDbJPFjMnlIBQKMTQ0JHkuvU6PKGORgNaQu2qwkwMyvdVCdmGhbfOl02kmQ/M8+IqNv89qJbBvNyfPnmHfvn1tmW82HMKzr31m2O3Wf7r8PmZD8ujydkRAFoxGuOXOmze9rhM0UEu9GN3E43HJAVm+kMfoaz5lqWYvGdjcx20lOpN8AVkwGMTic72Y3tAqn/nQxzd8/+w9fqZnZmQJyIxGI/Va8yk7LWug1qJRr8tqeZFKpzE5bOv+Xsvvn81pJ5mR36ZmPc6NnMO7Z/A6M1gt3ft237SfE1/7Z97yxjdhbMM9aS4c5Pg9hze8RnYN3p99WrahNvOv9AR8zJ4/IctcHR+QlUolFgv5pio8OkUDZfE4icfjDA8PSxqnUCphMjd/1PzdL31V0nyr+Qgf5WN8VLbx3v3E+ic8q9EbDRRkCsimZ2awdW2uL9joBEodbBzM+nq7GJ+e5OUPPCB5JqvFQr3afECmZQ3UWjQqNdkKSgCSmTQ21/obNC2/fzaHneSkPCmjzRBFkedOn2LwniPXva4lD0ur3YbJ7+LKlSscOXJk8z+QQC6Xo1StYHVsfDigFQ3eWji9HuLpFNVqVXKA2/EaskQigdW9cYVHp2H1uAhFpHujlMplRU91PsrHFJvbYDJSrpRlGevqzBS+vs72wAMI9PUyPj0pi8+RxWKhoYC3lFqoVipY1jFx3Q6JTAqbs/Na18CSTCOZTrVlrkgkQrKwSKBf2/1oe/YP89PTrc8GRaNRbD5PRz9/9Xo9FvfSIYhUOv6ErFN7aG2Ey+smJMOOsVQp4zU1L+qX/YRnWLlTI6PJRKksPSATRZGpuVmO3vaoDKtSNzang0qjTjabldzg3mazUSvtzICsWq5g1OllTVkmUim6XerWKG4Xu8tFMpNpi1v/6bNn8O3dpfkAY3DfHp5+7h8pFArYbOunsqUSiUQwd7CgfxmL10U0GqW/X1rhVscHZIlkAlOTTYo7QUMG4PC4GU+clzxfuVxGvwUvqMfufIRMQlqXgI/AdUnKZT+Zj4Lk8zJPwM8XTz7Z1LV6g4FSXnpAtri4SKFSbup04tfvfw2xefnMVeWme7Cfzz3zvQ2vsQd8hMNhyQGZ0+mkqmDTaCUp5vN43PKdKtRqNbKLCx17QmY0GUGvI5fL4XS2zny00Wjw/JlT3PTqG1PyWtPgGc0mnAM9nD9/nrvvvrtl884Eg7j8m/vDqVmD14z22OZzMx8Kctttt0maq+MDskg8jmMTD5RlOkVDZnc5ySxkqdfr1wlPt0q1VtvS3zcb7GzGWn4ydwDfkmX05tAb9FRq0jVkoVAIe5evqYfrZsGOFrD5PcwF5zl06JCkcVwuF+Wcck2jlaSQy+Nxy3eqkMlkMDvsbfOdUgKLy0E6nW5pQDYzM0PFKOD2+274nRY1eH0H9vDTM6daGpDNhefpuW/zk1ktafDWwhPwM3NFeqVl535DrxFNJnDIeHPTAnq9HoPVQiaTkTROtVZFb9iZ5px6vTxO6ZFoFIu381qGrIe7y8dsSLoxscPhQKjXqVbkc6vXCrnsAj1++dq8pVKpjpdtmJw2UqnW6shOnTuDf9/uls6xzEEZqwTXo294F5PhecnPifWo1+uE4zHcbephqSTeLj+zwXnJ+tmOD8hSmXTHHtVvhNlhY0GiN0+tVlfULV3JfoI6vZ6aDE7p8+FQ25rqqgG330cwIr2XqiAIdAe6WGzRw0LN5DML9HX1yDZeIpHAtEGFZSdgdjmJJaSLqtejVqtx4txZdh9sj3dXOxpk6/V6PEP9jIy2RqebSCQwOQIe0aEAACAASURBVOyat/tpBovNRk0QWVxclDRORwdk9XqdxXxu05LbTsRgs5DNZiWN0Wg0EBRMcyjZT1DQCdQbMgRk0TDuwI0pjk7F4XaRWsjK0pi9t6ubxfTOC8gqC3kCAflOyCLxGHZ3Z5/SOr0uwrHWWV9MTEygc9s7bnPff3APL5w905Kxo9FoRzv0r8bm8xCV6Njf0RqyxcVFjFZL09oJqQ1OW81GTU5XY7JbJR9FNxoNdLrmhcVqFmbCFo1hBR2NujSneFEUicZjHGxS4N4J759Op8PicpBIJCRXHA319fNceAJu2vxarYmqN6KQytDTI98JWTAWwXWzdLNeNeP0eghdnG7Z+GdGRwjsGVz393I8O5RokN090M+lHzxLKpXC55N34xgKh7E0GZCp+d7X7HPD4nURDoc5cODAtufq6IAsl8thtDbv5SNHg1O1YLZZyUo8Pm006ls6IdO6MHMlgk5HXWLrnoWFBQSTcakKrAnkfv8O/tmnFTllNDuXBNZSA7L+vn5KF5vbvWtRVL0W5VIJqnW8XvnS3KFohONNCKu1jMvr4Uwifm0TKe+pfq1W49T5Ee78d69d9xq5nh3tbpCt0+nw7B5g9PwoD778QVnHng0H8exqruF2Jzw7nD4P8xL9Pzs6ZZnP5zu2f9tmWO02srn29XfrNOSwHEilUlib6BDRKtqhQ1kLk8tGMinN/gSgt7eXfCIti9GsVkjHE+zq75fN8qJQKFAslztetmEwGjFYLaTT8rdQmpqawuC2Y+vQ97Bv/25OjpyTfdxgNLKj5Bpuv5e5iLSCph0QkDVvbNpJmK1WsjlpJ2QvIY10Oo3RYVV6GW3H5nISTSYkj+N2u7EaTOQXds7nOBGKcmD3HvnGSySweHZGpxKrxyWLW/pqRi6cx7t7QPZxN6KdBU3dA/3MxyOSi8BWUi6XySwuNNWysFNw+XxE4zEaEjIriqUsBUHQAyeBoCiKrxcEwQd8FRgGpoG3i6IoabtTKBTQbyEg6ygNmcVCLJdv8Yqu5wNvfYzx0YttnXMrHDh6C3/89S82da0cpzLpTAaTvXUu2Gtx8M8+fd3J2LIO5cr73t229KXd6SA1FZM8jiAIHBjeQyIc3dS6RvbmxDKzWYPiZQrxNMNH7pFt3lgshrVJH0atY/Y4iMZi3HzzzbKNKYoipy+Mcvj1D294XUtMxT//ZdmG2shUXKfT4Rrs5fLly7J5kiWTSSwuR9PpYzU/O5p9bhhNRnRmE9lsdtuSAyU1ZO8DLgHLd4sPAj8QRfETgiB88NrPH5AyQbFURL+FkttO0pAZTUZKZYlO58LWDlCbDXa0gk7iqUIqm8HaZJcIuRj7rd98MfBaqUNpJ1aHg/nMmCxjHRjeyw/GRxi+eWOhrJabEy8jiiK5WIJdu3bJNmYwHMbmdcs2nppxej3Mh+XtdBEKhajoRJyejd9DrZuKdw8Pcu7SBXkDsi1U9nbKs8PicpBMJrcdkCmSshQEYRB4HfC5FS+/CfjCtf/9BeDNUucpFEuYzDszZWkymymVpAVkOkFAlChs1ypioyE5zZPKpLG2+YRMDdgcNjJZeewq9u7dSy4iPf2pBdLxBAGXV1a3+flouKnWNZ2AO+BjPiJvQDZ+dRzXoLYbiTdDz9AgVyavUqvVZBkvvgO879bCdK3CfLsopSH7c+B3gZVP+x5RFMMA1/7bLXWSQqm0I0zp1sJw7YRMSupNEORJ3WkRURTR6aV9PTKLC4qKqZUy1jVZLJQqZVlu7j09PQiVKoU2p9+VIDYX4vCBJjw+tkAoGsGzRqufTsTl9RKRqOFZzcjlS3QPtVc/pgRmiwWD28Hs7Kws40Xi8R3XIQfA6nIQkxCQtT1lKQjC64GYKIqnBEF4aBt//y7gXQBDQxt769TrVXT65qssO8nLSKfTIbIUWGz3pEen0yM2mg/IOkmDJ4oiui2mbFeTy+cxW5q3XWmJjuLTfyPbUM1qKQRBwGA2USwWJZ/26HQ6Du07QHR2nj23rB+sqNnHCJrzMsqEohx85A7Z5iwUCuRLxaY2BZ2gwTOajOgtZtLpNH5/c3YLG1GpVJian+Xlj26exuuEz597oIex8TH27t0reb5EJom9f7jp63/9/tcQm5f3dFMuugf7m+4zbHc7iYe2X2GuhIbsZcAbBUF4LWABXIIgfBmICoLQJ4piWBCEPmBNVbAoip8FPgtw5513bhgtVOv1LZ1ydIqX0TKCTke9Xt+2L49Br6exBbf6TtLgNep1DBIas4uiSC6fx7SFgKxTdBQARouFQqEgS/rtyE2H+PbpZzcMyLTuY1SrVslHk7I8DJeJx+NYva6mNmSdoMEDsHrdxGIxWQKyubk5LD53U1kWrX/+AAIDvVw+P8GrZRgrkUpxyHW06eubDXjUjt3lJHJ+ctt/3/aUpSiKvyeK4qAoisPAO4AnRVH8f4FvAb9y7bJfQQYvvFqtpmgvRqXRXQvItv33eh2NLZyQdRKNhijJYLJWq1Fr1DEYO9p7eV0MFhOFQkGWsQ4cOMBCMCprKkptxOZD7B0cwrKFAH4z4vH4loTVnYDF45DN+mJqZhpHj/TATiv4e3qYDQapVquSxmk0GmQWsh3vfbcWdqeDpAQvPDX5kH0CeIUgCOPAK679/BIKYtAbaMjQYFuLNBp1DIbtB1OVSgWDybgj/J/WQmcwyNLPEpb8yHq8PpIR6VYaaiU6M8+xQ7fIOmYkFsXi2VkBmd3jJiRTT8uxqUn8ffK1sFI7RpMRs8dJKCQtdVgsFtGbjOglZBi0islioVgub/sgRNHtuyiKTwFPXfvfSeBROcfX6/VUxeZ31Z2kgYJrOigJpzxGg2FLH6xO0KEsU6/VMRm2XxBSLpfRbzGga4mXkYxs5GW0Gp1BL1tABnD74Vs5MTVNV//aFW9a/uyJokh2LsItr32brHMGoxFcu7uaulbL799KXD4vwdNXJM8niiIzwTnuuK+5tFsnaMgArH4PoVCI3bt3b3uuXC6HcYsnvZ2iIRMEAZPVTD6fx+XaelFDR+dTdDrdlmwbOkkDBdIE/QAGg5F6rfmArFN0KLCkITNKSDdWKhX0W/x7rXsZrURvMlIul2Ub75ZDh/i/p55bUqCugZY/e5l4ErfZRiAQkHXcSDzG/uP7m7pWy+/fSlxeN5fjMcn3vmw2S1VsNG1b0wkaMgBnwMtsaJ77JIyRz+cxWrfWsrBTNGQARqtl2wGZmlKWsmPUG6jXO1d3shGiKCI2GpKOjU1Gw5ZE/Z1Eo17HZNi+h129XkcnIeWpdQS9XpJ+cTUDAwOYGwILKfl7FSpNcGKKO44clTW9Xa/XSWUzO6p1DSyljCqNOsViUdI4kUgEm98j06q0g7fLz3RwXtIYS5vRnWk3BaA3GredHejogMxiNlOTKFDUKrVqDaPBKC1laTRSr8pjFKg1arUaJgknZEsFJR399doQQSfIZjIJS6mAu44eZ17FkoLtkp4JceuR5ivSmmFhYQGD1bLltLnWEQQBi8shucl4IpHAvAN9tFxeL7F4XJL/ZKVSQWfYefqxZaTINTr622o1m6kWmm+YquZ+WrC1Xoy1ahWzxC4FJqNpSw/VTtJA1as1TO6tHbtf9/f1OoJEY1ktI+gEWU/IAG49coRnv/73cPftso6rJAupNKY6DA4OyjpuOp3GsoW2XZ3kwWh22Ein0wwMbN/QNZqIY9uC0/wv3voAeRmbc8uN3eXiKyOba9yMZhOiXkcul9u2Zc12AjI1P3u38tyFlwKydbFarFQzzZ+QdZIPVLVSwWqWVkJvNpkobSEg6yQNVKNex2zafkAriuJSq4OdiiDIblOxe/dudKUquexCx7iAz41PctfR47JX4y4sLGCwNf/97yQPRoPdyuLioqQxoskEjv19TV/fTLCjFSxuB6lUatsBWaPRgC1mBzrp2Svl3tfRW3iHw0GjLF+ll5YoF4q4HNL0I2ajidoOTVk2ag1MEgKyl5AfnU7H3UdvY3Z8+8aLaiM1Pc/xW2+VfdyFhQWMWwjIOgmTzUIqIy1lmclmsO1AHy0Ao01aQLu0udiZ/pXLbLs7jszrUBV2u51acWcGZKViEZdEl/SdrMFrVKsYd7AwVa0cO3qU1NSc0suQhYV0BmNVZNeuXbKPnc5mMdt2XmN7AKvdTlpic/uFfA6LzSrTirSFwbJk27BdBEHY2fGYhArfjk5Z2u12aqVS09d3ipcMQKlQpEfiCZnFbKZWbH6n1EkaskatLv2EbIs3pU7zwWsFw8PD6Es1FjNZnB63omuRytzYBPccu70lxR+5Qh6Lp/mAopM+e2arhcXQ9gOyRqNBoVjcUtszNWugYGs6KL3ZxGIut+259Hr9luymQN0axq3oF0Ga/2dHB2Rut5tKvvny507xkgEoLubw9TevgVgLq9lCLdv8CVlHachqNczm7Yv6dTod4hZMiaHDfPBEsSVO3TqdjrtvvY0rYxPconFxf2pqnuO/KKsX9ovkiwVMPc2ZwkJnffZMZjOp4vbbdlUqFXR6/ZYeqp2kgTKaTRQk2IaYzWYala1JXTpJw1ivVLfdAq2jU5Yul4tqsSR7tZcWqOaK+LxeSWNYrVbq1Z333gE0KtICsu3sEjuJRr01ARnAbceOkdR42jKTSGJpCC1JVwIUikWMEj6/WsZkNlEoNp8ZWU2tVkO3A9v+LKPX66jVt68dtlgs1Heo1AVeCsjWRafT4XG5Kea2nw/XKpV8AY9HmrHh0k5nZ2rwatWqpJSlXq9H3KGmxACIjZb5sA0NDWGpC2STqZaM3w7mxia597Y7WtbrtFytoN+hXlB6g4FKdfv3rZ1uWaPT66nWth9QWa1Waju0mA6gWq68FJCtR7c/wGImq/Qy2k4xm8Pn80kaw2w209ihVZZSdjkABoOBxg4OyMRavWVFEYIgcM/x25kbm2jJ+K1GFEVSU3Mcv/VYy+ao1xsIQsff3tdE0OmoS+gwIrXtktYRBAEph/tOp5NyfvspYy3TaDSoForbtgzpaA0ZwGBPH2PJNH27N08NdIows1wsYhCXbD+kYLFYqG9BC9Ap7x9ATcIuB651OdiiU32nNHgGmYoiNuDY0Vv54RdfQLz3TgRBULUoGK4XBqdicVwGC3190jSeG9Fo1NHpmg8qOqmgSacTJDnNb+d0u5PuffV6HZNx+/c+u90OtTrVShWjqblNmZrfv628d8VcHpfDiWGbHTI6PiDr7+3l7PnZpq7tFGFmNpmmv6dX8i5vKSBr/ui5U96/RqOxZAwrQYNjMpm2fLrYKQ2eYSkga6VtyMDAAE6DmUw8ibc7oClR8HyL05XboZMKmiTEYsDS6fZWdcedcu8DqEv87gqCgM/jo7C4iNvfXJamU96/wmIOn2f72u2OP9Pu6uqinJHm2qw1sqk0A73Sd99Wq5XqDtQCVMtlrGaLpAemyWTa8glZJ9Go1Vp6QiYIAvcev525cW2lLZfSlfMca4EZ7Ep2sodgvVbDZNz+Z89oNNKo1SSdsmmZeq0mue1ef08P2ZQ0c14tspDO0N/ds+2/7/iArLe3l0IqK3sbFzWzEE+ye0B6bzybzUatVJZhRdqiXCzhsEtL9xqNRsSGuCMrfAFqEjV4zXDs1mOkp4KaenAmIzECdifd3d0tncdsNu/YLhvVShWzafun2waDAbPRtCM3owDVUllyl5eh/gGyce0W3WyXhUSKof7t91Dt+JSlxWLB5/KwmM5senz62J2PkEkk27SyreMJ+PniySc3va6UykpqrLuM2WymUa9Tr9ebsjDoFHPJcqmMXaLLuSAI2KwWquUy+ibH0pIOajOkavCaoaenB7fJSioWx9/T2gBHLoJXp7ivDelKi8lMtdL8CVlHffYqFSwSLT+cDielYhGTpblxOuXeB1Avlpd0YBLo7+2jNDba9PVqfvY2+9wFKKUX6O3t3fZcHR+QAezdNUQyEts0IGv2TVcz9VqNciZHT8/2j02XEQQBu81GuVhqqq9bp5hLlgtFnBJvSAA2i5VKqYylyYBMSzqozahXWh+QLVdbnhif1ERAtpyuPPrKN7d8Lp/bw8wW2t900mevWCjgdUvr4uB2OpcE2t7mrIM65d4HUCtJD8j6+vrIJ9JNV6x2wrO30WhQSGYkBWQdn7IE2Ld7mGw0ofQy2kIqGqe/p0c2QbXb6aJc2L5rsxYpFYt4XNLb8jjsDsoSDCq1Sr1ep16tYbW2vhfgrUePkp4OaSJtmQhH6XK4Wp6uBPC6PTvSfxGgsJjH75Zmit0T6CKXXZBpRdqitCDdMsnr9WLRGcgv7Bz9diaRpNvnxyYhu7IjArLdu3eTj6nzOFRu4qEIh/YdkG0817Wj+51EqVDEI7ExOyztsndiQFa5lvJtRxXhctoyHVf/his0Mc1dt97Wlrk8bje1ws777AGUcnnJJ2Td/gD5HRiQ1Ws1qsUSbonvnyAI3Lx3P7H5kEwrUz+x+TCH9kp79u6IlGVvby/1QplyqYR5gzRKJ+gActEkex+WzzrB7XCSbNLkr1N0KNViGadEUSssBbPzWwhmO+X9KxWKOO3S379mEASBu48d59T4FL7u5ns3thtRFElPBzn6ije1ZT6/308p2/zphJp9oGBrXlCVhTyBQEDSfAG/n8rYSNPXd8p3N5ddwO/xydJl4+DefXxv9AU4fPOm1/76/a9RbfDWPdjP55753qbXLUTi7L9fmtnzjgjIdDod+3cPE58PM7h/z7rXaV0H0Gg0WIwmGBoakm1Mn9vDfC7S1LWdokOpFUrbdlpeidfl4mqiOQ886Jz3r1Qo4Jbh/WuWI4eP8G9ffB5e1rYpt0w6nsBjtrUlXQnQ3d1NIZVtWsPTKT5QAIV0VrKGtqenh0Iq0/T1nfLdzSSS7Orvl2WsAwcO8NV/+XZTn8FmAh41U6/VyIXj7Nu3T9I4OyJlCXD44M3EVRqBy0UqGqfPH5Ds0L8Sr8dDZYelPmrFEi6XS/I4bpebyg7T38E1c0SJGp6t0N/fjxW9qntbBq9Oc9etx9pmBmu1WnHa7DtKwwNLfQTFclVyH99AIEC9UNpSpWonkE2kGB6Qp+G9z+fD73STisZkGU/NxIJhdvcPSNKPwQ4KyPbv28dCqLM/GNHZeY4c3Px4eCs4nc4dp0WpSOhFthKXy0WtsPN83Ir5Av4mq9PkQBAE7jhyjODEdNvm3CrpmSCHbznc1jmHB3ftiIfhSpKxGEMDA5JTbnq9nv6eXjIa0CbKSTGZpV/Gll633XKE8FTzWQKtEp2e47ZbjkgeZ0ekLGFJR2asi+SyCzjca59+aL2f20IoxsHX3S/rnG63m0q+uVOej//H96m+F+Pjf/3JDa9pNBpUi/KkLJ1OJ9UtnJBp/fO3TLVQxDMsvUp1Kxw9fJjn/+mrcHdbp22KxUwWUx0GB6WbNW+Fm/bu56nJ8wwd3L/ptZ2gnwVIzEe4bc/m/3+b4cDuvVyJROka2DxA6QQNXqPRIBdPyfo5PXr4CD/88s96zq6Hmu99m933Go0G6ekgt7zmrZLn2jEBmSAIHLv5MKHpWQ4cWzuS1XI/t3KpRDm9wPDwsKzjut1uyk2Wz28W7GiB5eawzRjhbobH46G02Lz1gJY/fyupLBYkp4y2yu7du6kvFCjmC1jt0tIGchOcmOG2w0fa3rtyz/Aw33nuqaau1bp+dplcLMHe2+XZlO7bs4eTPx5v6tpO0OBlEym63F7JHmQrGRwcxKE3vdhzdj20fO+LB8P0efx0dUkvKtoxKUuAo4duITUXVnoZLSE8Pcfh/Qdlb+jscDhoVGs7pi9efuH/Z++8w+O8qvz/uSqWLcmWZfXeq1Wtbkmu6YUkEAIJgcAu7MIu7GaBEH6wsAllQwtts0CyEEhIAdJDekjidCd24m6rd2k0kka9t/v7447CWFbXzLzvSO/nefxY0sy89+jqLefe8z3nDBCwiuawtmzatAlP4cbY6PoK+Y4NDuHv7zwNGagQU1bqdlrrGpw67lLoaW4lM8254UpQxTmnBkcZWydlayYnJhju6rVbUlN0dDSDZotL1LizB51tJlLiVydKn40QgqLsXJfrObscWqvqKMrdYZdjrSuHLCEhgWGzZU0KNbsaW8lywE1fCME2P3+GBwbtfmw9MtQ/QNC2ALscSwhBYEDAuhJWSykZH3T+DhlAVrr+Flzjo2OMdfcTHx/v9LHd3d3JSE6hbR1oeADMza3ER0bbrUPEli1bCNjs5xI17uxBb1sHKYn2q2E5Q25OLpba5jXZT3pyYoLepjays1ZX7mKGdROyBNXXMikmDlNjE9FJ564EXFUHMDU5SV9LOynXpjhk3JDAQAb7+tmybeFdj7WgQxnsG2B7cIzdxgwNDGKgp3dJNbLWggZvqH+ALb6b7b5TuxQSExMZfPhPTE1O4u6hj1tbe1MzqfGJmswHQHZ6Bo+98ypx6QvfG9ZCHS1zfTP7t+fYddys1HTONLYsev3qWQMFi+ugpqamGGzvdMjCISQkhKiAINobmwmPm/vequf5W2jummvqSYtNWHUh3Rn0cddyIvlZOTx15O05HTJX1QGYm1uJj4iyixB9LkICgqhdQtXqtaBDGR8cIiDVPjtkAOEhoRzuXNoOxVrQ4PX39BIWvPo+qivB29ubmPAIOlpNhMXYJ3V/tXQ2tnJxpnaZBsnJyQw8/hCTExN4LOAUunodrenpafpa2km7wr5Z5qnJyRx89jFYpNa2K2ugACwmMxFBoXbVj9lSXljCE4den9chc9X5M1XU8skLLrfb8dZVyBIgLS2NvpZ2piYntTbFbpjqGsnLtM+W6VwEBwYyvIyq367MmB36uNkSEhS8rIrprk5/dy8RwStvrrtaslPT6Whq1Wx8W6SU9Ld1kJRk/zDQUvHx8SElOo62+kbNbHAGHa1thPsHEhBgv8UUQFxcHGPd/WteB2qqbyLHgWVZMjMzGTVbGF5D/VX7u3sQg6OkpNgvMrXuHDJfX18SIqMxNbZobYpdmJqaoq/RxPb0dIeNERgYyHj/2rmQ5kNKyWjfgF1v6oGBgevKIRvu7SNslVXSV0NyUjL9rWbNxrelt6ubrZt87ergr4SiHfmYqvUrJbAHrZV1lOTZr2XcDJ6enmxPWts6PCklvU1tbE9z3DPEy8uL0h2F1J0447AxnE3t8dPsKSqxS0b+DOsuZAlQlLODp48eJDIh9qyfu6KOwtzUQmxYhENF1IGBgYz0Lh6ydHUN1NjICBvcPFZdbdmWoKAgRvsHmJqaWvTCPfH2Id3PX2bJwg+90Z7+VbetWQkHDhzgwIEDSCl567UD1DU24Llhg9PtsKWzrZ1A943ccsst7Nmzhz179mhiR3p6Ovc9/jBjIyN4bdo053tc8d43w+TEBL2NbWRdc4NDxs7dnsmjBw8Ql5Y873tcVX8M0GfpxtdjA6Ghjt3ZLi0p4bVf/YKpwtxz7oV6nr+55m5ibJze+haKr/qEXcdalw7Z9u3befDpx8/RVbiijqKtuoGLc+y/MrRl69atTI6OLapDcXUNVH93L6FBwXatF+Xp6UnItiD6LT0L1uEByCwpWNTh0TPT09OMaOSQ2To8iQ8+QLefB/FLaGrsSA4++QKfPP8yUlO1tcPLy4uCzBzqT1eRmje3tMEV730zNFXVkpGQ5DANbUpKCoOPPcTE+ASeG+a+/7mq/higpaae/AzHt/UKCgoiOSqWpqrac5xbV5u/utOV5KZk2KXFni3rLmQJSleRGpugy5pFy2FyYoL+FhMZGatv2bAQbm5uhAUF09fd49BxtKbP0k1UmH0a69oSHR6xLlLnB/v68fPdbLeyAyslLSmZ7tZ2TW2YmpxkqMNi90LNK6W0qBjzmZo1WVOr7XQ1u0oc11ne29ub9IQkl39ezIWUku66ZnLsVLZhMfaX76bleIVLn4fT09OYTlWxp8y+XXFgnTpkAEW5ebRXN2htxqporWsgNTbBrs3E5yMiJIx+y9p2yAZ7+ggPsf+2fVxUNH2dFrsfV29Y2jtIiLJPUc7VkJCQwEBbh6Y3/U5TOzFhEZo7pzNERkYSstmf9qa1oZ2dwWLuwHvajcRE+7RLmo+C7FzMtWsvMaK304Kv+wYiIiKcMl5iYiL+npswN+sj8WYltNTUERMQSlSU/TO512XIEpSuYuzxhxkdHmajVTOk51oocG49lPbqBq4u3e+UsSPDwmlsqVzwPXrWAcDi/dzGegccEm6Liopi5OBri77PlXU8AH0dXeQlZDrRor8zoyEDtep/7823aWhrmVcz5Wg6mlsJ9/bjlg61M6qlhgxUkeK9O8t4/J0DuikJYg/qj51hX0npqpuJL0ZaWhojjz00rw7PVfWzTZU1lOTmOa2tlxCCC3fv5eE3XyI0+u89Mz9bdjEdLW1OsWG5BEeG89s3ngXUvaXp2Bk+c9nq+1bOxbp1yDZs2MCO7Vk0VNSQuiMLcK1aKKPDw4x19pDuwOxKW8LDwhg5fmjB97iaDsAWKSVDlh6HCFvDwsIY6elbtGCpK+t4AIY7e4jc7dwG2jPMdnj+/MjDtHqOz9u31tG8/eizfPaKj2pSoX8+cnJyeOz5Z+izdOMXoG3mpz0YHhhkuK2Dwusdr7v08vJiR3omjZU1JOecu+hwRf3s9PQ03XXN7Ljow04dNysri8eee5qejq4PdLUzDo/eMbe0skVsIDl5/gSP1bBuQ5YARXn5dNU0aG3Gimg4U0NeRjYbnJRJFhoaypCl16Vj/wsx1D+A70ZvhxRG9PT0JDI0jG5zp92PrRcmJyYY7eknLCxMa1MASElIpM+kzXxPjE8wYul1SEhjNXh4eLC/tJyaoye1NsUu1Bw/TXleEZuctAtalJdPZ83aCVu2NzYTFRhMYODCyUb2xsPDgwt376Xm/RNOHdce1L9/kov37nfYjuy6dsji4uLYNO1GT4drCa6llHTW1FOc77yMvM2bN+Pl7s7INGBsCQAAIABJREFU0LDTxnQmvZ0WosMdp6NIS0iio1VffRbtSZfJTExkpNMWCIsRGxtLv6lTkwWEpV3NhVbtkhaiuLCIwWazyxfoHB8dw1LVQHmp48T8s4mPj8dzbIrerrWhB22prKU0v0iTsQvyCxg3dzPQ26fJ+CvBYu7AY3ic7GzHJUCsa4dMCEFZfhENZ6q0NmVZdHd04osnMTH267m4GEII4iKj1+wuT09HJ/HRjpvPhLh4Btpdy/FfDl2tJtLitatIP5utW7eyZeMmBnp6nT52Z0sb6QmOCWmsFm9vb/YUFFN9xPV2J2ypOXGKgu1Z+Psv3F/Xnri5uVFeUETjmWqnjekoRoeHGTF1kZWVpcn4Xl5enFe6i6r3jmky/kqoff8EF+3eb9dCsLNZtxqyGfJ27ODp115mqnSSH3zhKy4hzGw6XU1ZYZHThJgzxEfHcMjceE5B3RlcLSnClmFLH1E7HKd/iomJYbize8ECsa6cFDHQ3kVC/m4nW7QwqQlJtLea2LLNeQ9tgMGObuIL9jh1zOWwq6ycV376I0bzsj5IaHKlhJKJ8QnMJ2v4h3/9d6fbUZBfwLM/f5WpknzdNLBfCfVnqsnPyNY0C3hnSQnPv3GAof4B6k5V6PbZm1mcT3RyApNdfeTn5Tl0LNc9o+yEv78/yVExtNY1uIQwc3Jigp76FvKuus7pY0dFRPLqmaPzvu5KSRG2SCkZ6ux2qP5p06ZNRIWE0dlmIjRqbsfPVZMiJsbGGbX0OXXHdikkxydQeeQtcGLi59TUFMNdPbrTj9myZcsWynILOHPkJJmlqvG5KyWU1J04Q05yOkFBQU4f29/fn5SYOJpr6olN1c+O8HKQUtJZWcfHrvu0pnZ4e3uzt2gn7x05Qc7unbouin34hQNcuGuvwyUZ6zpkOUNpYTFtFbVam7Ekmqvr2B6fiJ+fn9PHjoiIYKize80J+wd6+9i8cZPdqy7PJitNP42v7Ym5uZXkuHjdaaaio6MZdHKYuNvcSXhQMF5eXk4dd7ns3b2brqp6xkZGtDZlWUyMT9B2ooIL9zun3M9c7CreSdtp1w1bmltaCdjkS3S09jUDd5WV01fXomtt8kBvH6NtXRQXOl5vZzhkqJpkU72DDPYt3q9Ra0wVtews0EaIuXnzZvx8fDXR5TgSi8lMUqzjyxMkJybppvG1PelsaiUjJU1rM84hMDAQj2mcKmDvMrWTEufYIqX2YOvWrZTnFlLpYplutSdOk5OUrkl7rhlSUlJwH5lwWXF/06kq9pSUOV3yMhe+vr6U5xXpWtNY/f5xzistd0p4d92HLEGl4ZblFfL4Q08wNDCotTnzEr89BbfhcVJSUjSzISkmns629jl1Oa6kQ7Glt72TgtRch48fGRmJGJ1gqH8Any3n9t1zxeKSUkr6WtpJvfwajayaHyEEibFxdLWZiE52jpM0aLaQUL7DKWOtln179vDGz37MaG4Gzz/4iO6v3Us++XHajldyw7/8m6a2uLu7s7uwhLdPVpC7R2V5usq1OzKkxPw5NzinVdJS2LNrF/f9+79y7O13dafLmxgbw31kgpt+9RmnjKev315DCvMLePnwQS77t+scmkWxGo69fpDCwnRN7UuKi6fmxLuQce6OiCvpUGwZ7LAQc6Hj9U9ubm7kpmfSXFtPSu652U2uoGGcTbe5g20+m51ey2ipJMcl8GrDaac4ZFJKBswWXevHbPHz82NXXhEn3z/uEtfu6UPvk5+WQXBwsNamUFhQwLNvvMJEyTieXhtc5tqtO3mGnTn5umnpBeo8/NiVH6Z6rI+MYseK5pfL0VffIi84Bm9r8oujMUKWVoKDg4kLCaetXp+F/6YmJ7HUNFLgxNpjcxEbG7umyjeMjYwwPTzmkAr9c5G9PYPuRn22CFkJrbWN5Gdokzq/FGKioxnqcE5oabCvn81eGzXRd66UfXv20FPdpPu6ZOOjY7SfrObC/edpbQqgnIic5HQaKlxHSzY1NUVHRR2lJSVam3IO+3btoeNMDRNj41qb8gGjw8P01rVQXmr/JuLzYThkNpQXldCqU7FmU3UdqTHxTq27MxdBQUF4TEuGdRzaXQ4drSaSYuMc3gtvhoSEBCZ6+hkd1q+IdalIKelpaGF7+natTZmX8PBwxnoGmJyYcPhYXW3tTtEi2pPNmzezr7iUykPzZ0/rgaojJyjJzNXVTuyunaWYTle5TJJTa2098aERmurv5mPbtm3kp2VSo6OyP9VHTlK+o5DNm8+VlzgKI2Rpw5133skDDz7Anbfd7rQH9FIZGxrm0osv4Z8/84+a2iGEIDU+EXNzK3HpZ2vZXEVHYYultZ3dic5zKDw9PclJy6C5pp6krLPHdbU6bj2dXWz28CIiwnEdDpbKz3/+cx5//PE5X2tubeGZp5/G08uxKeuDPX34e/vyuzvvOue1K6+8khtvvNGh46+U3eW7eOUnbzHY14+vn2MzjVfC6PAwnRW1fP7fv6q1KWcRExND4MbNmJtbefz/7tH9tZuVm8P1F3xIa1Pm5MCBAxw5dJg3D7/L+1lpCI2fv1OTkzSfrKS/eCdbt2w5q0+uIxGu4t3PRX5+vjx82L4OwNPPPsOxnrYP6vPogd4uC5XPv8GtN39DF/q2d999l6ePvUP+BfoqBLoSXnvwcf7jU58lPDzcaWNWVFRwz3OPs/OqS5w2piM4/sZB8oNiuPCCC7U2ZUGefOopKsa7ScvLceg4b/7lr3zx2huIjNSmwfpqePFvL/JmQwV55+vvmj7+xkG2bw7lyg/pz5k4fPgwj79zgKLLLtDalAXp7uik/uV3+PZNX9fdZoMtd9/7B3r9N5KUla6pHacPvU8MPnz86o/a/dhCiPeklPlzvabfv4xGFBUU0lXdwNTUlNamfEDDqUp2F5bowhkDSExMZMDU4TJb9fMxPDCI+8SU0xtiJyYmMt03zFD/gFPHtSdSSix1LWRn6Sdbaz7iYmIYNDtWRzYxPsFY/6DTtIj2prysnNG2Lvq7e7Q25SyGB4foqW5i/969WpsyJ9nZ2Ux2D+i+J2P9sdPs21mma2cMYP/uvbQdP8P09LRmNkxNTmI+VcO+Xc5fnOj7r6MBgYGBJEVE01pbr7UpgLrRd9c2U1ignyrG/v7++G30prerW2tTVoWpsZntiSlOr8fj4eFBUfYOGl1IEDwbc0sroVv8dalHmU1kZCSDDi5o3G3uIDosAg+dpe0vlY0bN3LRnn1UvqsvLVnloaPsKy51qo5nOXh6erK3aCd1x/WjfZrNyNAwg81m8vPm3JTRFdHR0UQHhNBSU6eZDfVnqtgel6hJNq9r3j0cxIwOZWhoCHOPhS2B27Q2idGhYdwnpjny6pu60aEIIchO3U5lYzP+QQEf/NzVNFDdzSb2FO/RxJbC/Hzeuve3yILcDxxCV6rj1nKmlgsLi3VRXHIxtm7dykY3D4YHBues/2YPLO0dZMS5lqDflgMHDvDSSy9x4M03OPHe+x/0uNSS8bExTGdqGN1ZhvfGTU7T8SyX4qJivnb+N/jF12/R5fUwPjZGcUGR00o3rARbDejw8DCmrk78ggMW+ZQDkNDX0UVESCh/vPsPgHP1n4aGbA6mpqb49g++T9rFu/AL0NYpe/0vf+WzV3yU5ORkTe2YTXV1NXc//Sg7r7pYa1NWxNTUFAf+8BDfv/mb+Pj4OH18KSW3/ewnhJZkExTuWmGuibFx3rj/Mb77tW9oMncr4e4/3sNI6GaH1SM79MxLXFN+PhkZGQ45vrN48603efbYOxRdon15ifdeeo2dUclccL6+9VkAf3zwQdo3TpG6Q18lYKYmJ3ntvkf5+hf+TRf125aClJLv3/4jwkqyCY50nrYXoKWmntHKZm78wr86zLk2NGTLRFViLqb+VKWmdljMHfhINxIT9deKJTY2lvGefsZGR7U2ZUV0tpqIDgnTzKEQQlBeWEzT6SpNxl8NjVU1ZCenuYwzBpAQE0e3g+rnSSkZ7LC4pJh/NoUFhYieISzmDk3tGOjtY6Slg/Kyck3tWCp7yspoP12tqfZpLpqqakmOinUZZwzUvfH8XXtpOH7G6WM3najgvPLdmu10Gg7ZPBQWFNJd2+SU+kXz0XCygj3FO3UpxPT09CQjKYW2On0W0l0MU10jeZnarmZ35O6gv8nE+OiYpnYsl/YzNZQWFWttxrKIjopi2EGax6H+ATZ5bHCpgrDz4enpySX7zqfm0DFN7ag6fIzzS3ezadMmTe1YKpGRkUT6B9FW36S1KR8gpaTlZCX7y/WXObsYuTk5THT1OjVZwmLuYMPYJOnp2mV4GhoyG774xS/y1FNPffD9wOAA9/zqLjw2eDrdFiklY4PD3O3n94FDdtlll3HHHXc43Zb5yM3I4pG3X/6gHpmraKCklPQ1mdh+qf1TmpeDj48PuakZNFRUk5yT4RIavI9+8XN4Sw8SEhK0NmdZhIeHM2zpZWpqyu7ZypZ2MwkxsbrUD62E/Lw8nnn5Rbo7OtkWHOT08Qd6+xhp7aD0Om1rLi6HL33pSzz66KMMjY7g5a0PJ3JqcoqpsXH+fMf/cfnll+vq2TGbueoIdnd38+cHHsTHSbXxBnt62brJl1efffGsnxsasiXiKA3ZDJWVlfz+qUcovfoyh40xH1VHTxI8LPjktdc6feylMjIywjdu+y7ln/wInho4rSuly2Sm7a2jfPPLN2ltCvX19fzqL3+k/GNXuMQD/b2XXmNvYia7NUgJXy0/+PnthO7MJiDEvuGbI6++zZ64dHaVu0Z4bSm89fbbPPP+WxRddr7Tx37vb69RFpvGefv3O33s1TA1NcWtP7qNxPN24h+sfUeBd575G5ftKKW4qEhrU1ZEb28vt/7sx5Rf/2GHP19Gh4c5+Ken+O7N33B48oOhIVshSUlJbJiYpqfDub0bpZS0V9RQVqzvsNCmTZtIi0+krb5Ba1OWRWtNPUXZO7Q2A1BavG0bfDC3tGptyqKMjYww0GhyifT5uUiMicNiMtv9uKOWHqLWgH7MloL8fGTvkNPvfYN9/Qy1mCndudOp49oDd3d39pWW66IExmBfPxOdfezIzdXalBWzdetWspNSaax0fHmgulOVFGfnap6JajhkC+Dm5sae4lLqT1Y4ddwuk5mtHhuJjY116rgroSA7F3Ot6+jIpJR01zWTnaWPbCghBPtLy2k6oW0CyVKoO1VJQWaOS4n5bYmPiaXfzo3Gp6amGLL0OrXTgzPw9PTkot17qXn/hFPHrT5ygn3FpS6jHZtNYX4BA03tmveqrTtxmt2FxWzY4Nh2YY6mvGQnplPVDq0hOD09rZquF2vfdN3QkNlw1VVX8corZ2ugpJSMjo3i7unptJDS5MQknu7u/Pi7/33Wz/fu3ctjjz3mFBuWSlpaGkOPPczY6Chf+dB1NNfoo6DuXEQlxvGt3/0PIX7+BAU5XxszHzk5OTz87F956H9/y/uvvaW1OXMjITAggAd++3utLZmTAwcOcODAgQXfMzg4yFtHDlN1yn7ZWyODgwy2dHDbbbct+L49e/boto7WfBQWFPL0y3+jv6eXLf5bHT7eyNAwfXWtlH/kkw4fy97YaqA6uzp57KGH8HZQzbvFkNOSPnMnsVHR/OgHPwT03UsV5r9+pZQceutNqqqr2OTr65CxB3r7GO/o4a7JuZ/vzrx2DQ3ZEvjDfffS6+9FQkaaw8caGx3l7QeedEos217c+8D9WLa4k5ipbf+xpfDeS6+xPzlbd+n0Tz/7DEe7W8kq06feo6m6lqkaE//2+X/R2pQVMz09zddu/TbF116Ol512YKqOniBGbuLqKz9sl+Ppjb+99BJvNlawY7/jr5cTb75Lum+wLntWLgez2cwP77yDXdd/WJN2d9XHThEwMMUNn7je6WM7gldfe5VXak6Qt3+XQ47/7jMv8aH8Mgqc1A3H0JCtktKiEtorap0yVsOZavK2Z7qMMwZQnF9AR5V+d8ZmmJyYoK+xjZxsxzaZXgmlJTvpqmpgYly7MisL0Xy8gn1ljrkhOgs3NzdiI6OwtNuvxlZ/h4X46Fi7HU9vlBQX099ocngIbmJ8gs6qenaVlTl0HGcQEhJCYlikJu1/pJSYTlWxu9T153GGvB159DW2MTE2bvdjjwwNM2K2kKUTCYvhkC2BhIQENk5Cd0enQ8eRUmKurGVnoT53SeYjISEBt5EJ+nt6tTZlQZpr6kmPS9RlX7ytW7eSm5JO3Snn6hWXgqXdzKZJNK3PYy+SYuLobrffdTzc1UNERITdjqc3fHx8KNtRQM0xxwrV605VkJuczrZt2rerswf7ynfTctL5RZ/bm1oI8t5CTEyM08d2FL6+vmQmptDsAAe3saKGgswcvLy87H7slWA4ZEvAzc2NXUUlNJ5y7AVmae/Az2Ojy11M7u7ulOYV0KBxZ4PFMFXUsrNAv87u3vJdmE5V6a7ad93R0+wvLddlgeLlEhMdzZCdCsSOjYwgRyd0pUd0BLvKyuisqHNYkezp6WnaTlayt9y1d2BtSU5OZuOEdHrHg6YTFewrLXeJEjrLoTivALMDojCd1fUU7siz+3FXiiHqt2Gu4nQzTE5O0tDchN+vgxx2sg/29LF1kw9/++szc76uZ2FmUUEhd3/lAU68exgh9PfgHhsdZdOEJPVLX9XalHmpra3l9NuHOVNZgZ9OdgrGx8ZoP1PDdFknkxOTLidMn01ERARDnd1IKVd9HVvaO4iNjFoTjupC9z4AU7uJJx95lI0+9pdSjI2MMj08xvt/e23e9+j53jcXbm5u7NtZxssnjtu97t18DPb1M2np1034zZ4kJycz/cgwg339+NqpUGxPRxfeuOuqmoHhkNlw4403LnjR//ae3zMc7PtBZXp7MjE2zuv3P8p3b/oGvg7KJnEkAQEB7C0tg9gghzVwXg3HXj9IXlC0JiLbpbJnzx6Cg4O559nHKdOgGPFcHH3tbfKu+CiXXOSaTeRns3nzZrZs8mGgt2/VmYPd7Z3siImzk2Xasti9r6amhrse/RNl11xu9wXp248/x8f2XEh2drZdj6s1+Xn5PPG3FxgbGbFbEslC1J2soLygyOVLXcyFh4cHRVk7qKqqJb3APrXVmqtqKcnN09Vuousv7ZzIzoIi2isdI9Rsqq4lOynVJZ2xGXYV76TllOOL+C2XyYkJLNWNFBUUam3KoqSmpuIr3elsNWltCuOjY/TUNlFa4npFOhciMSbWLsL+oa5uYqKj7WCR/klISGCL+wa62trtetw+SzdicJTt27fb9bh6wNvbm4LMbOpPO15LNjU5SVdVA8Uupj9eDrnZ2Vjqm+1yLCkllrpm3SV4GQ7ZMkhJSWF6QG2b2htzVT3F+fp3GBYiPT0d9+FxejrtW3xztTRW1rA9PtElBMNubm5csGsvdUdPaW0KtSdPU5iRsyaaZtsSHx1Lr3l1wn4pJYOd3Wta0G+LEII9xaV219HWn6pkd2ExHh5rM1hTWlSMuaLWoYVNAZqq60iNiSMgIMCh42hJdHQ0XhOS/u6eVR+ry2QmyHcLwcHOCScvlbV5FayQpRSXbKyq5tCxowRH2q8y99joKJ1V9Xj2DC+oR9F7ccmrr76aF154ganvTuPuqZ9Ta3J8gg2enjz9+JO6K6xry8z5NzU1xYE3X+f0seNOCXXMhZyepvHEGUrzCqk4qZxDvZ9/SyUyMpKRg/PrlZbCQG8fWzZ66zJj11Hk5uTw2AvPMD46xoaNq89Km5qcpLumifxLP2oH67RlPg2elJLm1lae/Msjdpmz+ejvtBCyLZAH7/njnK/rXYO3lGcvQE1VFW+9f3jVz9/2xmaitgRw6623LvpeozDsEnFWYVhb2tvb+fFvf83u6z9st9jz8TffJcc/nEsvvsQux9OSwcFBvv3j29h53RV4bdyotTl0tLTRfvA43/jyTbrSCizGSy+/zBsNZ5xSkHMuak+ewadzmM99+jOajO9IJiYmuOnWb7HnM9fgvsKdmfozVfh1j3LDdWuj+OZS+eODD9LhPU1yTuaqj9VYWY1HSw+f/4fP2sEy/XLo0CGefO8NCi92TLP03i4LVc+/wa1f/+aaSDBZiIaGBn790P2UXXP5io8hpeTV+x7la5/7F0JCQuxo3dIwCsPakZCQEIJ8t9DR0maX40kpsdQ2kZerj2bXq8XX15firFxqT2jfYBeg/thpzivf41LOGEBxUREDTSZGhpzfE09KScuJCvbv2u30sZ2Bp6cn4cEhqwqt93Z0kbCGC8LOx87CQjqqG+xyLFNlHaU6LkNjL7KyshhttzjsWm44VcmuwpI174yBClu6jU2sSjbU09nFVi9v3YUrwXDIlo0QgtL8Qlqq7FO5v6OljZAtWwkNDbXL8fTArtIyzKdrmZqa0tSOgd4+Ji195OboS7i5FFRBzkJqjjlfS9ZW30iYrz9xcWsjg3AuEqJjsbSbV/z5ka4eoqKi7GiRaxAXF8eG8Wn6LKur5TY8OMS4pZ/U1FQ7WaZfvLy8KMzOpf60/es0Tk1O0l3XTEH+nBsuaw43NzfyMrJoWUXP5LbaBvIys3S5SHd6yFIIEQXcC4QC08BdUspfCCG2AX8GYoEG4Bop5YLqPXuHLJcaxx4bG+OVt94gJjsNN7fVlVEw1TcSFxC6pGwtvWt4MjMzOXNGNW7+oLiplie99dyeWTmmpaVx4sQJ7exZhNnn3/DwMK+9+zYxmWm4ObFcR3NFNZlxSeds5+v5/FvqtTuDyWSioq2J8ITYZY8l5TT1R05xwe69Sy6joue5g+XNX3VNNe0jAwRHrTyhoctkZqv0YPsSuz+4+vz19/dz8Nj7xGSmAva7J/Z2WXAfGCV/kQiL3udvsTp4tgwPD9Pe3cWWwJUlafV1WIgIDmHjEiU19tbfLRSy1MIhCwPCpJTvCyE2A+8BVwKfBrqllD8QQnwd8JdS3rzQsbTQkM3wq9/eBXHBRCXGr/gYU5OTvHrvI9z6lZvZssU+xe70Qk1NDXc+/ADlH79Ck5XI2MgIb//pr9zylZtdWnh9z/330eXrRnJOhlPGs5g7aHjlXb711Zt1XbNttZjNZn5y92/Ydd1Vy/6sxdxB+1vH+PqNX3GAZfrHHjraNx76K//84WuJj1/5/dOVkFJy289uJ7Q4k6CIMLsd9+CTz3Pt3ovJyHDO/UEPjI+P8/Xv3UrZ9Vfh6bW8mmvDg0O899Az3PatWzS7v+lKQyalNEkp37d+PQCcASKAK4B7rG+7B+Wk6ZbCnB201zSs6himxhbiI6LWnDMGqm5RsLcfpoYmTcavPnaanTl5Lu2MgbWd0slKp7VTqjt6ivPKdq1pZwwgKCiI6ZFxxkfHlv3Z7vaOdakfmyEkJAT/TT4r7u072NeP++ikriqkOxohBOWFRTRV2K9O41D/AJPdA+si7GvLhg0bSI6No725ZdmfNTU0kZmSptv7m6YaMiFELJALvAOESClNoJw2QH+KOxvS09MZaO1YVQf69poGinLWhph/NkIILtyzl/ojztdATU5M0Hmmlt1l2mQo2pOoqCgi/INoq2t0+FhD/QOMmLrIz1v7ehQ3NzdiIiNX5FT0d1iIi3atfrP2RAhBUfYOWqtXViS7qbqOgsycdSFCtyUnO4e+xja79QRtrKimOCdvzdZwW4is1HQ6m5afWNfT0k5GapoDLLIPmv0lhRC+wCPAjVLK/qVufQsh/gn4J1AZF1rh7e1NekISrfWNxKYmLfvzkxMT9Le2s/0Ta6dC9WwdhZSSg2+9wZlTp/B2YgcCS7sZ73G44447zvq5q+ooBgcH6ejpZkuQYwvbDvX14+vhxaFXXp/zdb3XMlouidGxHG83ExoduazPjVh6CQ+3Xx1CVyQzI4Pn33kDWbr8nqA9DS1kX1XmIMu0YakaqDaTiaceewIv79XXF+wzdxEREsovfvazRd+r92t3uRrQwcFB3jpymIpjy9EES+qPnGKs3sQTTzyx5E8587mhiUMmhPBEOWP3Sykftf7YLIQIk1KarDqzOXubSCnvAu4CpSFzisHzkJeZzePvvrYih6y9sYWkqFh8fHwcYJk2zHXiHnznHZ56702KLj3PKTZMTU3x2v2P8ZV/+GeXq6I+Xz/B6elpbv3xbcTvK2ZbcJBDxp4Yn+D1+x/l2//+Vfz9/R0yht6Ijozi4OvLy3ybGJ9gfHBYk/pFeiIkJAQfD0/6LN1sDVx6dfjhwSHk4CgxMWtrh3GxXqAzHD16lIfffImiy85f1XgWcwdNBw7zrZtu1mW24HJZrtMjpeSb3/8OmR/av+Rm490dnTRHxvOfX/3aCq10PE7fMxbq7PkdcEZK+VObl54EbrB+fQOwdBdWI1JTUxlo61jRFnR7XRN5mWurme5c5O3YwXT3AL1dzmmn1FRZQ1J4lMs5Ywvh5ubG/p3l1B8/47AxGiqqyE5MWTfOGEB4eDhDluW1Yenp6CQyNFy3GhRnIYRgR3oWbfXL04i21TeSmZK+bucvPT2dkY5uxkZGVnWclqo6duYVrAlnbCUIIUhPTMbc3Lrkz5ibW8lI1rfeTosgfinwSWCfEOKo9d8lwA+A84UQ1cD51u91jbe3N8kxcZgal9fwdGpqiv4WE+lLTPl2ZTw9PTm/fDc17590+FhSSpqOneaCPfscPpazyc/LZ6CpndFh+xeXlFJiOlXF7lLX19wtB39/f9wnp5c1p90dXSREra3dnZWyPS2N3mXqeCxNbWSvwUbiS2XDhg3kpGbQvIo6WlJKuutbyM7KsqNlrkdKQiK9pjkDaXMy0N5Fos6zep0espRSvsH8hVgc01vCgeRuz+S5U4eXVf6is81EVHCYy2cAzmY+HcX09DT1TY385c67cfdw3Mp4bGSU6eFRDj378pwrR73rKBbC29ub4pxc6k5WkF5o30QQc0srARt911XWG6hVdkxkFN3mTsLjluZkDXZ1E5239heP/jblAAAgAElEQVRSSyE2Npax3oEl97acmppiqL2LhIQEJ1inX/Kys7nvxadIzFzZedTV1k7wZj+CghwjX9CC5WrIAIaGhnjzvXepPLmUrjBKPzbV0sWGDcsrlbHmNWRriZSUFP783FNIuXRxa3t9M2Xb117dmIV0FM8+/xyHzQ3k7N7pkLGllLz5yNN86qIr2L5GV+ClRSUcvPtOUvPtm6HWdKqKS0vK1mX4Iz4yiqMd7Ut2yEYsfete0D+Dh4cHybHxmFtal7QgtZjMRASH4u3t7QTr9EtSUhITfxlgdHiYjSuYi9aaesrWWHb+SpweKSX/73u3kHPlBfhsWXhzo6fTQmPkIb6lY/0YGK2TVo2/vz/BfluxtC9967Sv2URqir5j2fambGcpvXUtq9ZOzEdHSxtb8CAtTb8pzaslPDycCP8Au9Z2Gx4cYtTU5ZLtpexBZEQkI5a+Jb13YnyCiaHhNbUzsVoyUtLoajYt6b3mphYyda7hcQaenp5kpaTRuoJSNlJKeptMbE9fm4vO5SCEIDk2fkkt0LpM7SS7QCs4wyGzA7npGbQvUUc20NvHRtzXVO/KpbB582ZKcnZQfcwxTcfrj57iwt371nxtoz0lZbScrrLb8RpOV1CSk4+X1+Ihp7VIWFgYw929S3pvb5eFiJDQdStIn4vEhAQG25dWy22gvYukxEQHW+Qa5GRk0lW//MKm3R2d+G/0MRYFVhJi4rCYFj//+s1dJMQYDtm6IDkpmf62pe2QtTc2k5mSti7DQ3vKdtF5ppaJcfsURpyhp9MCfcPkrINdnoyMDMY6+xgeHFr1saSUdFQ1UFxYaAfLXJOAgADk2MSSKvb3dnYRG7H+GoovRHBwMIxOLJoYMTkxwailj8jI5dV8W6skJycz3NG97MLibbWN5Ou0MbYWxERHM9K1eKP74a4eoqL0f+0aDpkdiI6OZqynf0k39Z5WM+nJKU6wSn8EBgaSnZRK/enl1X5ajNojJzm/fPe6qFi9YcMGinN20GCHOTS3tBLiu5WwMPv11nM1hBBEhYUvqSzLgKWHqPC1U07FHri5uZEUF09H68JhS0t7B9HhEcsWVK9VvLy8SIqJXXb7n74WE+lpRlLJDGqHu4+pqal53zM+OsbU8JhL7CoaDpkdmBG3drQsnAI+PT3NgKmTOBeIZTsKe/dmHB4cYritg6KC9bPLU5RfQGdVPVKuri5yy5kaygqL1/1qOyY8kp7OrkXfN9rTv+6kBkshJT6R7kXKD3S2tZMav76zK2eTk55BR+PSHbLhgUEYGTd2GW3w8vIi2D+A/gXqCfZ0dhEVFu4Schb9W+gipCUm09XWvuB7ejq7CPbfhq8T2wjpDXv3Zqw9doqyHYVs2rT6ViSuQkREBNs2+dJlWlzMOh8TY+MMtJjJyV77xYkXIyoigiHLwjoyKSUjPf3rvkL/XERHRTHStXCB3eHOHmLWcf/PuUhOTqa/xbzkhZWpsZnM5HSXcCycSXx0zII9abs7Ool3kdqBxl/WTsTHxTFkXniV3dliIj0h2UkW6RMhBOeV76bRDlXnJycm6Kyqp7y01A6WuQ5CCHbmFdBSWbviY7TU1rM9IWndlyAApYMa7R1Y8D2Dff34+W5m48aNTrLKdQgLC2PI0jtv2EhKyWBn95rqnmEPtm3bht9Gb/osi2ugYKYxtpGlOpuYiEj6O+eXHAx19RLtIruKhkNmJ8LDw5noH1pQRzZg1n+lYGeQnp6O58iEEuOvgsbKGjLik9i2zbFNt/VIdlY2PfUtC2onFsJc00DRjnw7W+WaBAcHM9Lbv+BORW+Xhagwo/7YXHh5eREWGDSvDm+ofwBvzw1s2bK0noPrBSEEGcmptDct3v5HSkm/qYN44/lxDqGhoQsuqEZ7+lxmZ9twyOyEu7s7sZHRWMxzaymklAyYLS6R6eFo3N3d2buzjPrjKy+BIaWk7VQ1u3eW2dEy18Hf35/YsAjMTctPnR8dHmbc0k9KyvpMLpnNxo0b8fPxZbCvf9739HX1EG0I+uclNjKa3nkWWL2dFuKiote9VnEuUpeYod/T2UXg5q2GUzsHISEhDHf3zbmgmpqcZGxgyCUE/WA4ZHYlKSYOyzzi1qH+AXw2eBkXlJXC/AL6GtuWlJk6F11t7Wx281zXbVgKsnMx1S5fi9dS20B26nY8PT0dYJVrEhEaRt8CwuDR3n5Cg11jla0F0eER9M9TfqC302I4s/MQGxvLgLlr0SSnjuY2ticZC6i58PHxwcdrI0P95+6S9Xf3Erwt0GUy8F3DShchJjqaF4++Q8WGcx90fZZuEmNijVWiFV9fX3JTM2isrCYpe/ltpJpOV3HeOm33M8P29HQeev4ppqamllWstKu+mQv3X+pAy1yPqNAwXj51fN5dsn5zl8ussrUgLCyMnleep+L94+e81tXYSkRmkQZW6R8fHx+C/Pzp7bKwLXj+82vA3EViea4TLXMtwkNC6e/pxdfv7A2Pvu4eIlwoM9pwyOxIfHw852UXMDXXaifcnwyj3cVZ7Cws5K5HH1y2QzY+OkZ/czu51679QrAL4efnR3RwKB0tbYTFLC0UPjY6ymhXL4lGxfSzyM3Jnfu6tZJVXK6KoBrMSWRkJBfmlzA5h6Zxe9a2dV3qZzFSExKpazHN65BJKRlo7yI6OtrJlrkOkSFhVFl6CI89e44GuntJD43VxqgVYDhkdsTLy4uLL7pYazNchvj4eLylO90dnQuuDmfTWFVDTko6Pj4+DrTONdiRkcVrDWeW7JCZGprZnphsFOicRWhoKJddYuwarhRPT08uuvAirc1wSRLj4jl+8MC8rw/09OLn42PIXRYgPDSUYyfPbV841jdASKbrSA0MDZmBZgghKM0vpLmiZlmf66xuoDi/wEFWuRapKan0NbcvuZZRV2MrWWnGTq2BgV6IiIhgqHP+0hddJjOJ0cYO40IEBAQw1j94zs9H+wcJCAjQwKKVYeyQGWhKbnYOz7z+CtNlRUsqeDjY1w/DY+tazG9LcHAw3m4e1J+uZKP34sVx+1vbSf74+q6FZ2CgJwICAnCbnKapqgaPORJtTPVNFOTu1MAy12Hbtm2MznLIpJSM9g+6VFkkwyEz0JSAgAAiA4MxN7cuKezWVFlNUdaOZYnY1zJCCD50wcW8f+IYcO4KcTb7i8uN0IeBgY4QQnDh7r3UNjbM+XrS5kCjRM0i+Pn5MT02zsT4BJ7WpLqRwSF8Nm3Cy8tLY+uWjuGQGWhOUW4+f6s4siSHzFLfQu7H9jnBKtchPy+P/Lw8rc0wMDBYIfv37mO/1ka4MEIIgrYFMNTfz9ZAFaIc7OsneFugxpYtD0NDZqA56Wlp9DaZFq3FM9Dbh8f4tFFc18DAwMDgLAK3BZxVi2yof4Cgba6jHwNjh8xAB/j7+xO2LYCW2nr8g+Zf0dSfriI/I9tormtgYGBgcBbB2wI5be5kyzZ/AHo6LaSGu5bW2HDIDHTBvrJdPPW3F+hc4D0e7u4UfuxCp9lkYGBgYOAaxMfGcvS5U1Q1qW45AkFscYzGVi0PsdR0eT2Sn58vDx8+rLUZBgYGBgYGBgaLIoR4T0qZP9drRuzHwMDAwMDAwEBjDIfMwMDAwMDAwEBjDIfMwMDAwMDAwEBjDIfMwMDAwMDAwEBjDIfMwMDAwMDAwEBjDIfMwMDAwMDAwEBjDIfMwMDAwMDAwEBjDIfMwMDAwMDAwEBjDIfMwMDAwMDAwEBjDIfMwMDAwMDAwEBjDIfMwMDAwMDAwEBjDIfMwMDAwMDAwEBjDIfMwMDAwMDAwEBjDIfMwMDAwMDAwEBjDIfMwMDAwMDAwEBjhJRSaxtWjBCiE2jU2o4FCAS6tDbChTHmb3UY87dyjLlbHcb8rQ5j/laO3ucuRkoZNNcLLu2Q6R0hxGEpZb7WdrgqxvytDmP+Vo4xd6vDmL/VYczfynHluTNClgYGBgYGBgYGGmM4ZAYGBgYGBgYGGmM4ZI7lLq0NcHGM+VsdxvytHGPuVocxf6vDmL+V47JzZ2jIDAwMDAwMDAw0xtghMzAwMDAwMDDQGMMhMzAwMDAwMDDQGMMhWwMIIZKEEJu0tsPVEEKkCCF2WL/20Nqe9YAQwlsIscH6tdDanrWAEMJDCBGhtR0GroUQwnj+2wl7zaXxEFob7AcsQoiNQJeU8lmtDdIzQgghlXiyD7hTCHEv0COEeFpKOa6xeWsWIUQQkA+cEEJMAmaNTVorRAIXCCGeBTZKKau1NkjPCCHcpZRTWtuhNVLKaQAhxMeBYSnlkxqb5HLMLCpn5nK1GB6yCyIUtn+7WuD/gMuAY9pYpX9m5s3qjCGlbAc2AP8FvGQ4Y45BCOEOIKXsBHKBe4D7gCRjl2xlzLoH9AOFwJvA9cacLsyMMyaEyBNCeGptj7OYfV4IIQqFEN8BLga+KoTYpY1lrou0IoRIE0LcLYQoFUJsWenxDIfMBbGeA9NCiAQhRBrwHvBL4ICUsk1j83SLzbxFCCGuFkL4ATcCLYA3GGE0RzBrN+IEqrXJT6WUVTPOscHSmVlUWM/lUCllN9ANvAr80fqAMO7tVuZwREqEEI8CPwT+SwgRpY1lzsN2IWrDt4FAKeUNwG3AR633RIMFsL22rHKBT6PmrwbYA3x8pcc2LloXYWaXYeZrIcSXgSeB64FvArcCxVZP3UsIEaCRqbpi9oNJCPFN4I+oMO8XUQ7Cb1E3Z4A1f3N2NNbdG2Hz/XlCiL8KIb4NvII6X5OEECGaGenCWB2xTdb5fE4I8U/AL4CHgU/OvEdLG/WCNTwpbb5PB74PPC2lPA/oAD6jlX2OxjakJoTYIIT4qRDi60KIVOBrQLzVWXsWcAeu0dJeV8Am1LsJ8ANygHop5X8DLwHhQojclRzbcMhcBJtt9n3Ah4FWIAN4C7gWSAf+gnIy/grs0MZSfWFz8VwthEgGTgIXonYTLgE+K6X8PbBFCPEqUGjskq2cGX2edZdmmxDifOBq4OvAFuAnwHNAGHC5EOJWIUSMhibrnjkWFSnA3YBAhZsyUfeCVkAKIe4RQvyb0w3VIVLKKavz+jnrQ7IOeAFIsL7lMSBmrYXrZs6ZGWfUqt/8I6rp9lvAHUA9cBwVJQD4PbDutXWzmWOH9TIhxJPAD4AJ4BGgXwiRARxBaWOvWNFYRsRAn1hPAmHjUASgVnYA/w8YBG5BeehNwFVSyhLrCnBiPQt7rSu+mXkLBP4V5bDeLKVsEELcjHqIvQSUoG5EtcA2KWWFRma7NLPmXAD/DkQAjwJHgU9Y/2UCFwAm4AtAp5TyfzQxWucIITyklJM235egQpPVwJ3Au1LK/xNCXI5yyJ4ExoDPA3dIKRucb7W22J6H1u9LgF8Dz6CcsNuBceBK4GUp5WtCiOuBcSnlX7Sw2Z4IITZJKUdsvt8JnC+lvFWoTFxPVDQgCuWY/gI4AOyXUnZpYLKuETYJIFa9YSbwz8B/A19BJUZ+B3U+bUCda9GoZ3fNcsczsix1inVlI4UQ4ajdLjMQDDwlpewRQgSjnInrgL1AtxAiUkp5Gs7KJFx3WLfng1CrlL8C2cDzNg8oN+BFwBcYAUaklB2o8IXBMrGeazPOWCiQAtwMpEkpe607OllSyr1CiNuA/5ZSXiSE+K/1eo4uhNWhvQZIAr4nhPAGfgVsA9qA14F7gWuEENuAp1HalQRrptxXZ46zXuZ35sFpcx7uQO1edKN2ESdR8/YPwM+ASuBqIcRbwP2uPk9WSUsWarHzQ+vPbkL97j+xvm0QpTX+ofXrJ1A7rVfZOmPr6byZC+tcBkspTdYd1g0oB+w08Dhqsfkp1HMlBCUVOA0UWz9Xu9KxjZCljpgjNHEd8DdUqOco6ia8XQgRZHUgDgF/AoKklJdKKVtmPrueLqiZebP5/yJU+DZaSmlGXTDxQgg/68X2FuqCCgD+Q0p5VBvL1wbW8GShEOJ+VDj9PeB94FLrW/xR+saHAC+UszbzubP0Zusd8Xfx9UEgTgiRhFo4tEkpP4RaQHwOde1PANdbnZAf2pYtEHOLuNccQulpL0Fl7yKE2CiEuAOY2XWtQu3U3ofaKQ9ELXDfB/5XSjlpE9ZzyfPQGir7DnBCSvlDIUSi9aUNwE1SymcApJR9wFbgP1BO+39KKZuklHW2x1sP580iXAkEAQghfICfAxJ4xJpAEwSkSCl3Aw+hdJvHgJ9JKVtXM7DhkOkE210G6/eeQBFwsZTyASnlBHAYaEeFfkCJoy+RUv7S+hl31hmz5m3mhpoIPCGl/Lb1+wdRD7WLAKSUrwKXSSm/Y4ifl8/s88y6gvw3lFD6V1LKQdSK8kIhhJ+U8iDwZeAuKeWXpZTHbMTG0ngA/B2b8zEbmAY+gipr8XEhxDuocOVlwEaUDqjXeg10gP3rIumRmd9RCHEt6po/JqU8LJTIOgzYKqUslVKesJ5bqcBTQAwqKmSWUlZKKSttj+tq56GNAzmB2gG8TKis+6esP49HSVpm3h+PCmefBL4lpXzEiebqHiHEd4UQN1nnxSyEyETN6zbgF1aHFiAUSBBCvIhycG+TUvZJKSdW69QbDplOsNlluEcI8QlUrN8LqxNhZRIlGpwWqgjslJRyWAjhZr0prztBpnXeUoUQvwO+aw1VDKAeVF7Wt7mjtppTsIbpbXUWBsvDRlNRZNXobQVCpJQP2LztHZTI/IvWz7whpXzR+rl1sXuzFKwbhB/s8AqVIf07VLj9EEqzkoPSPplRYaZfowTFDVLKe23ncj3Mq83veC0qKadVCPEvqHID/YCfECLa5iMNqPtpCfAPUsqXnWmvvRFCBAkhAmbmwepYvgnsRu0IviSE+BTwG+BTQoh/FUI8CHwDVTj8h1JK8+yIzHrFuqAEFb79sFClPy5D7ZQlAG8A51vfG4Z6vnwDuFVK+SUpZZXtAnNVtqyD61eXiFnVooUQ2ahdhXuBWJRI95soUfTngH9ECaF/aw3DrUvEuaLdQFR48l6U4xWMcmQHUM7XFlQ446NSyiHnW+z6zDHn6agQ0EnUrsPlqG39g1LKu4TKrNyKymSdtG7zG8xCnJ0IEQD0SSknhRC3A7+XUp4UQlwN7JRSftkqYdgDPCelfNTmOOtC8yOE8LXuvs58n4IKTX4M2IlyXt8EklF6nv9Bhcf/ALwirQkSs89nV0IoYf6NqAVmBUrP9CxKK7cfGEbtkD2BWsz7onTGLVLKP9scZ12cMwshhLhCSvmE9WsP67V3C6om5X9a/70DDKHCkhNAOfBt291Fe55PhofsZMTf05FndhlmylN4ANNSyj9LKX+IaofihzopPowSYf5gxhlzVb3DSrGZt5kH2EXWlYwbShP2APBnlDC/DpWKvBE1b4YztkJsQ8I2K+py4HdSyk+hstduQWX+XiSEeBilUTkjpeyQUnavt3N1qUiVfCKsuzvPAd8RQiSgdsKSrG9rB7KEEFdZpQv/NOOMiVmlDdYyQogilBOCECJQCFFi3Rl6EXW+vYK61lNRutozwE3Ai1LKF9eCMwZg1ShVoZytX6HucZehdlRPoqIA7ign7XaphOm3zzhj6+mcWQirNuw6IcQVQogLgXuEEFdKKW9BSYXiUdmnWahr8GuorNS9s0O99jyfjB0yJzF7S1OobLT7UGLBV1EOxHXA21LKZ4RqafGYlPLIrJX0ulvZ2P7O1hXil4BSlKbuPtTu4X1SyreEEN8HTksp73f1m6+WzDrnvFGZWmbUwy4B+IyU8qPW119HLRr6gFQp5XFtrNY31oehtDmXQ1AVvntRIcivoe4Fm1E6yECUJuoZ4KGZ3aH1dF7PuvafRJWnSUOFw7eidseeRd0TfKzfPy6lfEsbi+3LzO8/8zcXKsmjDnW+bJRSfsn6s4+iaopFAKFSlbkIsV3Ar7fnxmIIIUpRbfOaUKWPvoTKyjcBn5dSXiOE+BFqd/VZm8857PozdsichLQihEgSKtvs06gsn/NRmVNXoNLXv2qN9+9CtfSx3RValxeVdd4ihRC/RIXGmqSU5agihkGojKnzhRDPoPQ2p62fWxcPLUdgc86VoAq7tqL0i7ejuhuMCyH+UQjxGdQNbVhKOT7jjIl1mGCyGFLKaeu5nC2EyLU+LDuAbqlE+Y+gzt9alGC/FbUr/nsp5aDNom7dnNc2zthG1E7YtcBXpZT/iFrMXgb8FJVleAy10/jBgsDVdVIzv7/N3/wR1K7Nw8CwECJDqpqTQagQ5tPA/dbPfKATW4/PDVtsd+mtOs39QDNqzkallG+iilffiNoZCxNCnAd8z9YZA8defy59suqd2Q8lIcQN/L1I4VaU9gbUVmg80IPSi90tpdwjVTPmD1gvF9Uc83YZaofmOKr8R4RQWah/QYktj6Bq6/xSqvIfR5xsssszc8Oy+b9cKHH5Lagb1cNSlVU4hHLQ/gOlH9sDfGd2SFiuwwSTubB1CIQS7X8P+F9UuOSbwO9Q5S3ipJRvo7IGM6SU3VKJr9+zhjXX5WIMQAhRCPwIaESVAfq09aVvonZqn0XVZ/OVUr4sbXRmrui8znYihRBfEEJ80vrt94GvSCnfQenGvmQ9pwoBdylli7QpSOqKv789mSMy5YG6b+0DtqMWPpFCiGip6lQesc7ZJ1CFg/ttj+NoDIfMgci/68TirT8aQdUM+z3KgegVQuyTUp5AORUJUspa+fdstHW1y2Bz8czM23brzWkTSqz6AqrvpABKpJTvom5KAVLKUSnlc9pY7toIm6xHm4f+L1FV9C9EZWt9zfrz36DCQluklN+WUt4gpaw0dGJnI2ZpHq34AZuklGWoRsSfQTkStaiCpaAWFb+zOc4HraicY7l2iLP79XoIpRONRM1PPWoh8AXgI0KIvSiJRyWAlPJGKWWvBmbbnVm706CkGV+0ngt/BkKsi/sHULXGGoDz5KwyHuuZ2YsYoerTfQ3YJ6WsQs1pCqprw0HgKSHEnwB3q9PWbA0R2yV7cqkYDpkdEaoOju33ZUKIp4BvCtUA+F3geSHEZ6SUPaiMoM9ab953SWsBvxnWyy6DUKnEtquY7UKI11DFC7+FynRpBPKsYZ4KlIB8M6og5gvaWL42sN54vIQQt1nDkEGotiDnWV//JRAshLjaOv+ftV2FC6OMxTnYPFQvF0I8IIT4mPWaLxNCHEMVJS5GLTbuQNU98pxxKpz9INAScW6i0zZUdmARaiejG3gbyLd+5E6U5qcXdX846ziuxuzFjFDlj+5DPTceQjntLwAzdRWfQ/3eLcCNUsrfSilH1tsCfj5sFzFClUSaqdvZDaRbnzevonSaO1E65L8CP5VS/qO0KRbs7OvPEPXbASFELGr7fML67/9JVR/sB6jwZA/wY1S4shG4FRWa7AKSpU3/xPUUmhBK1Px1VF+140CdlPI+oWroNEjVZ64JJbacQtUR+jOqOGaidWfRYJkIIa7B2hNRStlofQD+GhWOfA9VKuBS689OSCn/RwhxMWrOjb6T8yCspWysD1gvVHgpBLgLFWY7hdI5/Qjl7N6CEmF/Uko5rIXNekKojPNbUf04f4LKNI9CPSxbUE7YESnlj4QQ4VLKNuvnXDbJYbbtQmWOPwG8JqX8thDisyg98edRvUoHrP/ullIesH5m3TjvCyHOTkTaiEp0+BB/n7OHUNfdMZSD+3tUNu4vpZSWuY7jbAyHbJUIIT4HfBalBbkbJXpuRgnNc4E4VFbQL1CCyw2oi+ugVTOyLhFCfAT4P1Q7kxdQc3Q7KrnhJlT6+iTw5EwIR6jebC9JKd/XxGgXR6jSATejbk5VKN3Jr1G7DzcCr6EyVnullF8Uqs7TM6g+lEbZkCUghPAFPKXqN/u/KF3TDdZdx2dRD9dLUFnCFVLKO20+u54WY7PrMH4RteC6G1W2IRu1M+SFVR+FknzcJaU8af3MWVmrroo1RPZ1lHPwBqrA6yellJdbX38C9YzxApKklK9oZaurIFQpi58Dn5JSHhJCfAtVFqQP5ZRdgapP9wsp5bj1M5pff0Zz8dWTCPxFSnkXgBDiVlTF6EhUUdJgVFuZbSgH5Hbg51r/4XXAu6j04j9Z5+INawz/ZuB7qJtTCbBVCPEKarv+dlddCWuNUOVCvoLaYfiu9We7UY5BHCpE9FOUQ3ZGCPERKeUjQohLpZRDMzcrPdy09IJ117B6JnxrXZx9GiVLaEDthP1UCLFdSnlKCHEI5aA9jMqSmznOTGPsNT+vNuGkKaE6aexEaXiOoerb1Ukp64UqPjyGKrOyAUBK+RvbY7nivUAIcT3KKTgspTQJIWJQSR5vohyu/0Lpiy8VQnwFJc/wAAalSvJqsR7HZXcFHYUQ4lKUGP8FVKHwl1F9Sw+hwrz/IqX8jFBlen4jpWyyfs5NWjOgNTL9A1wy5q4HbPQKv0XFpXOtN9ZulAg1yvraU6gH4eeB/5FSntLDH15LrPPUjIrdf7BDIKX8GZCHujF9GeXYfhf4hpTydeMGtHKkKij5GtAshIiy/vg9lOMrUSHjJ1FZqy+hNE7MhNO10lToEZtrPxtrxp9QlfYLUZnTTahwiSfK2fiDVRPkh2rtM3Ocs5JY1jJCiP1CiM02OtESVBRhH8rpOoGSc1xqddQCgTSro/qbGWfMhXVi2daF5cWoe9xMcdFx1PX2LCpZph9VCuX3KOficlSD8LNava3ne6EQIl4I8WMhxH9YQ5MIIfKA61EFqktQXW9+iuoBew0qgaZHKJ33pJSySfy95aBu5tLYIVsGtqsSm/+rhRBHUfVwmgALatv5P4E7pJT3CiFellLOrGzW1Q7DPCu5mYf7bUKIN4QQpVLVgQH1ANts1ZJ5SGuFbYPlMUtPMfP1s6gbk1kI0SFVbattQLSU8htCiDjgAuBKaW1WbXAuNufz48CPhBBlKD1oN/AzVOuVm1EOxt2oqvunpPz/7Z15vKZz3cffn0H2JeFhamQXISKiLHmypLKMZdTwkMhrH3MAABizSURBVJDUMyhZHqVSsqRCErJGSXbGzpgx9pBddiXRhoy1TJ/nj+/vmnOd031mzjlzZu459/V9v173677v676u3/W7fve1fH/f1cf1aKfj7wOKlBWHEpOsByWd5yg2vzqwCxFd/hzwUcI/9CAiz9Y7iNxi3e6Zs9LDs58sTKQz+RhMcdxfAhhOHPs2RCTzvUSwx/2EoGrbD/c08TaVooXeg5jMf4R4lhxLWKImEcLYCsDJtp+UNI44z060fUW9rVnxXBqSs412UXvArVTeq+iYM4n6kyPKsj2B8S7V4WvCWKOi0RT1OQ8pD30k7Srp3Y6ovioi6MeE0z6KSNR3E6ZMUhgbGJLWIJzyq4i16mH2JKERW41wNocQIl4ovz9t+2TbfxmqmogZRc/xkLQPER35CjErf5146L5M+PtsRGh3/w1cDGzctDFVpKzYH7jDkQD734RWESKR6flEEtNtCCf2u4k8Yy/Y3tX2U50wgS3HcCNwgaQDJB1IuAksV475FkK4/zBhZlu2WFouBT4kabEUxqawLHChI/L7eEKwhxBkPwh8sgi9f1XUfj2OmAzcA7N+KqlG3SCmF0k7SPoF8GtFIrnKp2YSoX04lAinHUEIGt2YFSXyGUHtwfM44WO3hiKR64cItbGqG4wjr85wSc8SxYEPcknGl/SP2s3mAeDwYib7XPlt8TK7vIfQPmyqqHwwhtDo1tuZpdT47UQt8okpnLCXB3a0vRMRRb0aYWa6jxAylgWOcKS6GAecDcxem8R1PGUiehPwpKL81sJE7icIv6l/EEElSwFXKkrZjAVWlfShohUa0sJYoboffpeIxl+eKAq+vaSvED5PFxIpUEa6BDE58ortktrqbs+U04DlFXnYjgWWUvi7Pk9ENb8p6eeEUuSB8iwZT+Ssm+XdAzLKshd6mtokrUrYpPcgLqo/uDhH19b5EjEbvKt8H/Kzu/7SYtw+RUS1XE3cbPas/Ta77bclvR94j+1rZn6Phz49zJOV8/05wFq231eWXwg8ZvtgSZsAexPmosNn9ZtUO5C0GPBGmWzVI1SvJDTiPye04KcoSqwcC2xq+0+SligPiEbdA1qZyRXF0vci7gGPEG4ytxAT2LeJaLcVgUMrwUMRbHKXh1hkr6I+8XrA1Y60RysRQQpvqSslyjeAeW0fpEhxcSBRI/b4mn9dOuzT+zhI2o0QsM4kIsT3J8bwdOKcWsb2zT23GwqkQDYVJL2TKGn0AF2+Nbsr8mddCuxj+44WQoiIsW3kRSVpXkLzcqvtCYpC6VsANxLamAmU2odt7GbHoYgy2oEQFm4lSksdb/s6SfO5qzi1iGi/SthI/5QakpYjhIixhIZnf8Jf5WeEWWQYEYxyFWGe3IrQ7u5n++nSRqNyQxUz+XtsX17M5C/VBIytCd+eQ4ix25gwJW3iEulW1hvSPqOKiizfJ+of/lbS2YRW7DHolvj6duAbPa/L8ltjBPi+Imkl24/UJpvzEefPT2zfo0gQvheRXf9Xte2qScGQGdM0WRZa+IjsTPh+jCFSVVwBrKAo5vpnIvx4+7K6a9tVYd2NEMZajFuVvHUYsJUid9gxxHjdRJgtzyQcWZMBUh93SfNLOpyISr2BEH43BI4ADlZEVa4nae7a+TlJhRTGuuNIY/EMsDKwOJGUeC7bY4norbWBuQjfx88Sk4utK2GstOGh8hCYHvpgJt+TKG/0KjFZmMdR4my7HsLYsKEojNWvQ9tPEebHrSStF4v8aHUu1MbqOCItEj0mSY0R4PvCVFyEXiU01XsXbfQk29+vC2PQLfBuyIxp4wWy2kOpruFaFzgS2Mv2LkS4+ieI/DDfLDOce4CNJH2g/ocPpT9/eimalcpEsVhZ/CfCHPZrwjfkC0TU2c1ElNHXgVG2x838Hg996j5NivpscxM+YYsCT9r+OSEQb0fUa7uWcD6fzfYbPc/VJp2vvdFDuK0+X0VEwK0GnAW8IOkTRWioNI8TiULPR5RtZ2mH4cGkdh5OLvfPt4nIwLVs/6CcVz8Blrb9CGEeXxGYt2zXrcrGUJ3A1u5/H1GkPjkdWIK4792vCGyo1q38Zs911DOut9Po67DFxH5VutyDbiciJevpdy4kBP1/9thuSPtopsmyIGkFwhHwfOApoqzJ7x1lOlYhnE83J3wgFi3rnAEc0/Pm0qnUVMbHAmfavreYb08mZsB/IsLWhxNBDfsSmfgXJ8Z2Jdu/bU/vhzaKygZXuuQjkvQFQuMwnvCjeIuIVjvR9hOKBMWv2v7+UDcFzUimYWobTUT9XgQsSZzL25VrYDl3JYRtrHajn2by+d0BATt1E5gidcX3CI3X04SZ+xEisOMyoh7nm3QJ8C3bSQbuItRJNFJD1kIa35CY2bxIJMbcjzBTriJpGUepjusJP5FJxMU3jsh63hRhbBhFzU4kLty6fP4UcJEj2mxLItP7EoQQtiEhwI63/WYKY/2ndq5uQEQRUUyQHwRGlt92JG76vwM+U5adSET24QicaOS13ht9MLVVEalzEok8HyBC65eHMGvWBbEmPFgHwUz+ylDWYCiia6lMZ2XxcsB5jrQebxD5J58ing9POMofHdJTGKvamTk9n/UYTBehmdPjmUOjbtK1G2ilZt5RUUPtX8A4298DTgIWIrRg91FyZNn+tu3by7ZPApvbPrYNhzHTUThRHkOYcSF8wd5WhLIvAGwr6QLgXOCXtn9DmM1WBr5j+/Q2dLsjqM0Efwysr4haW4SYGHwTWIv4b+4hzte3JC1k+8+2X+h5zjedfpjalimmtnuJ83h229+x/VjVVlMeqINtJp/pBzBAqmunPCfmr7TMipJGJ0gaVQStuyRdSaT5eZoQyk4kKjVQnTOdJjwMhHQRmjqNydSvcLKcA5ggaTihbfgLoRlbEnhV0ntt/17Sa0TW/dMoPg+ljarm1bMz/whmPuXh/0/bz0p6iUhSuAFR6Hd+QnswkdCKHUDY+n8gaWxThNUZQU+VvKR9iUSjzxPm4c2Im9XtxKxxd0JjeZLtO+ptddoNa3qpTcY+CeygyFm0B+E4vInt64jcT1Xk21hgQmVqa5KZqQ9m8rOBbYr59s4ypvvYPrJDzOTvIFwBNiHyyh2uSDa6NOHbNE7SZCIAZBIRrLR4eT1r++x6Y005b6ZGzdRbdxF6gkiMuyWh5T+aLhehm+lyEVqRSC7csXS0hkzSUpIOKo6VvwN+qghFXo7Qis3lSL73aPl+gKRTCUfet22/bPu5BmsZNgS+IGl1wkfkVaIsxbuIQsAfdORcO5wIZb8EuN4RjZb0E7VOQrogEdW3k+0tiYfEukQW+BeBy4nz+STbL5dtGj8TrzOYprYmPFSbbiaXNEeZBB1WFp1DJPWdk/ApfI6YhL5IlMS6i3iWXgrcYPuLNcGj8ddiugj1nSF5wfQFRQbkM4mQ9UmEpuuvwAq2byKy6q8qaYQj/PokIpT2Ztub2f5r1VYTbsK9cBZwJ6H9eotwbn6NcN6fg9DMYPtc4GjbG9i+oE19HfLUtDdrSzpP0hYu5bfo8tk7ljALTyxayD1sf8X2y00SGvpCU01t00tTzeTFmjY3oYVZElhH0spEslGITPr3EVHkk2x/HFi7mNxG2/5vR4mkKT6KTTpvepIuQv2nYwUyYiZzgCM/yT+KmXEkUVphNdsvANcA3wYoN+ArbJ8JzQph7w3bk21fBvyGmP0+T9SZu5WYGY+QVDk5N768x0CozrPyMJhDUSPxYEI4WKt8/y7w5fJwWAF4StLSRYPzh5pfRmNv/nUkbStp7tqD4AuEk/D+wBqEFmeBytRGaDz2sX0ksK3tq9rV93bRQouxLyF0VWby+wnLwauEmXxj4GvAo7aPrrSzMKSFkAMIYWthoJpYrkMIox8Ghtu+lrAWLCnpBmJMHnJJcl0TxBqd26+4CG1QPg+XdAZx7V1HKEcqF6G/EZP8ykXomFob1YTqWdtvzuRDaAsdKZBJmouIeNlG0naSri0as/kJ1eihirxZ1wKvKDLLd6PpF1Qd2z8i1MtfBT5WFh9OOGE+3raOdQC182zh8r4YkXrhNCJ0fhWiYPURhEBh2xs5CoFXOXk8hB+Cg0bTTW0DIc3k3fgpIRwcDNxBVBSZTBSOX4LIBg/wDUpEoO2vupbKo8nPjXQRmn46Ng+Zoo7YxsTN+G7CzLaX7c2LtD6cKHXycBu7OWQoF9kBhEP5yk2+8UwPlSar9r4t4VT+EDFBeJkwoV1o+3ZJXyTyt42pO0oryx31iqL00bmE8LUAMJqYfC5L1A58nDC7bQicUhcqmirYSlqbmHCdZftKSb8kHPrPkTQSONb2kmXdJYubR8eNWZnMH0MIZlcSwuitwK8Is9po20/W1m90mbyKovDYktBEn0Jcd+cQQtg6ijqfvyQCZp4tpuGNgUUrq1TSwQJZT4oW7FDbB0p6p+2Xar91bKK5waTMnF+3/a9292Uo0vM8Kzf/HxOah03K6yfEZGFNQniYD1jEDa2ROC1ajGkVkTqMqBCxGZF1/3bC9Ls78bCYot1pGuoqdC0i0n5vYszGEq4e/yBMS6cDuxEP2s2JPG3PVBMK6MzzUJHm50LC5/g622dJ+jSwsO2z2tu7WRNJPyDysd1ZW/Yuwu/4f23fL+lAYEXbu7XYPieYdKjJskLS7JLmkbQDoWIeVmZ0L5XfK3t/CmN9oPjipTA2QBzO5QtJ2lkR9v0eQiO2JzAKOMGR1+gh4O/ACEedtsbVSJwWaWobOGkmnzqOlCeHAu8khHhsX57CWGvSRWjw6HgNmaSNCJPQibZvaXN3kgbRQnuzFbAVUX9tESKX2AHETPwAQguxNlGOK4Mk+kCa2qZNmskHhiJgaSHbv+k5hu3u26xGuggNDk0QyLrdRNI8mcwMWghjIwgz0FG2zygPvX8REX4rEI7oLwLfq5sn8+bfRZra+k+ayaefvA77T7oIDYyONllClyq0lYkjSQYTSe+StCpMMU+uJOlcSV8iIvt+SIR+QwgNI4FbbB9HpGjZw/bTTX8A9kaa2vpPmsmnnyYfe39IF6Hpp+M1ZEkyMyhRQ1sDqxO57eYBjiNyOL2XMBF9DLiaqGgwD7AesLft52vt5OyxkKa2/pNm8qSdpIvQ9NHxGrIkmRk46v3dQVQ02IC4tuYmCuXuQJRUmUxkpv4M4WOxU10YK+2kMMYUwWKKVquY2jYnNDsPE2bIdxAZ9kcWreI5wI/KNm+r0GBhbAQhgE20vRdRKuoDhHb2UaISx2bATythrIlBDsmgMtH26EoYU4Ny+g0GjSkuniSDSQvtzbrAF8vP8xCJEf8BfMv2msV8ua/tYyWNIkxtr6kzijAPOpWpDfg0Iej+my5T29rAYbZvlrQKsBRhavsDUd6naqPj1f8ltcBw2w9UZnIiQvBm4Nd0mcnPIASxi4EdbV8laaxLTq3qPG7CmCUzjrqLkO1/5wSzf6T0miT9pAhRU7Q3ZfGXiHxXRxHO+ZsR2prHJH2fcJx+rKx7BrBtuWmlMEbL0j1bEcLER4DvESkIliL8x0YCi0s6GviL7aOKMNYoipl8U2Cn4ruzCPB1IuP8K0QurdOAlYof4xhCgzsvQE0YG5aCWDKYpCA2MFIgS5I+ImlrmGIOm13S5yRtWH7+A3C37YcIk9pqRMmVLwNX2N7Y9pVl+6tsfz5vWkGa2gZGmsmTpLNIk2WS9AFF9u6dJb0FvAB8HpgL2FXSaCKFxcaS/kJE/y0ELOMoRjy+tNEY5/Jpkaa2/pNm8iTpbFJDliR9wJG9+8eED9PPgcdt706YhbYHzgMMXEBoKw4twli9jRTGSFPbQEgzeZJ0PimQJUnfuQ2YQAgH7y3LTgXWAd5j+2RgT9s71TU4benpLEya2vpOmsmTpDmkyTJJ+ojttyRdDXwIWF/SxrbHSTqPMF9i+ynoFmXUCA3O1EhT28BIM3mSNItMDJsk/aBEA+4IfIvQSoxMrUPvtBKiJJ0DXAHcTyQt/TuhfTwY+CNRwucYR23KTxDJX/do4jiXRJv7EEXRT7V9nKQxwGzANcD6hMn8BeCblWY2SZKhR2rIkqQfFAf0CYSP0/VNFBL6gqStbV9SmdqAnYGnbE+gy9T2mKKA8yZEJOWXgVVtf61qx/ZVhJ9UU7mNqP4wgu5m8tOBh2yfLOm6SjMLWXsxSYYqKZAlST+x/RzhSJ20IE1tg0eayZOkOaTJMkkGSGoieidNbYNHmsmTpBmkhixJBkgKY1MlTW2DRJrJk6QZpIYsSZIZgqT3Ad8AVgAOLKa2bYDJti+rrTcshYwkSZpOCmRJkswQ0tQ2+KQWMUk6lxTIkiSZYUh6N7ATYWq7u939SZIkmVVJgSxJkiRJkqTNZOmkJElmOFlCKkmSZOqkhixJkiRJkqTNpIYsSZIkSZKkzaRAliRJkiRJ0mZSIEuSJEmSJGkzKZAlSQcgabKkeyU9KOl8SfP0c/t9B7DNlZIWarH8W5L2709btW2XkvTZ2ve1JB1fPs8p6fpynKMknSpp5QHsY3VJW9S+bynpoIH0tx/7HCPpEUm/mJH7GSwknSlpuwFu2218kyTpGymQJUln8Ibt1W2vAvwT2KuvG0qaDdgX6JdAZnsL2y/3r5vTZClgikBm+y7bY8rXNYA5ynGeZ3t32w8PYB+rA1MEBtuX2T5yejrdB/YGtrA9urcVJHVKKbtu45skSd9IgSxJOo+JRFFvJF0i6W5JD0nas1pB0quSDpN0B3AIMBy4UdKNkj4v6Ue1dfeQ9MOeO5H0jKRFyudDJD0q6Xpgxdo6y0q6uvRhYimnVGlgjpd0q6SnatqYI4H1ixZsP0kbSRoraTHgHGD18tuyksZLWqu0t7mkeyTdJ+mGsmzt0v5vy/uKkt4BHAaMqmnadpV0QtnmvZJukHR/eV9yGv3tOSZfKVrKByXtW5adBCwDXCZpvx7r71o0mpcD15ZlX5P0m9KHb5dl80q6ohzfg5JG1f6DoyTdWV7V/96v41BwgqSHJV0BLFbr45qSJpT/8BpJS5Tl42v7fkzS+q3Gt9U4JUnSAtv5yle+hvgLeLW8zw5cCnyxfF+4vM8NPAi8q3w3sENt+2eARcrneYEnCW0UwK3Aqi32+QywCLAm8AChYVsAeALYv6xzA7B8+bwOMK58PhM4n5gUrgw8UZZvBIyt7WPK9xa/jQfWAhYFngWW7nHMCwCzl88fBy4sn3cFTqi1M+U7cDmwS/m8G3DJ1PrbYzyqcZgXmA94CFij5/j22GZX4I+1Pm8KnAKo7GsssAGwLfCz2nYL1to9pHz+n9pY9es4gJHAdcBshHD+MrAdMEf5/xct640CTq+N/w/K5y2Iagz/Mb75yle++vbqFBV5kjSduSXdWz5PBE4rn8coCnoDjACWB/4OTAYubNWQ7dckjQM+JekRQjB7YCr7Xh+42PbrAJIuK+/zAesB56srL+ycte0ucdS2fFjSf/X9UP+DDwM32X669P/FsnxB4CxJyxMC6Bx9aGtdQjgBOBs4uh/9/SgxDq8BSLqIGJvfTmOf19X6vGl5VdvMR/xnE4FjJB1FCF0Ta9ufW3uvNJv9PY4NgHNtTwb+VP5/CG3nKsB15T+cDXi+1tZF5f1uwtycJMkASYEsSTqDN2yvXl8gaSNCM7Su7dcljQfmKj+/WR6+vXEq8H/A74Az+rD/VhmmhwEv9+xXjbfq3e3DPnpDvez/O8CNtreRtBSh0ekv9Xan1d+BHsNrPdo4wvbJ/9G4tCahiTpC0rW2D2vRx94yffflOFptK+Ah2+v20m7V1mTyeZIk00X6kCVJ57Ig8FIRxt5HaJJ6YxIwf/XF9h2ERu2zdGlgeuMmYBtJc0uaH/h0aeMV4GlJ28MUP6UPTKOtbv3oI7cBG0pauuxn4bJ8QeC58nnXPu7jVmDH8nk0cHM/+nETsLWkeSTNC2xDaLb6wzXAbkW7iKR3S1pM0nDgddvnAMcAH6xtM6r2ftsAj+MmYEdJsxUfsY+V5Y8Ci0pat/RnDknvn0ZbA/kPk6TxpECWJJ3L1cDsku4ntEW3T2XdU4CrJN1YW/Zr4BbbL01tJ7bvAc4D7iXMoHUhZDTweUn3ET5VW02jz/cDbxfn9f2msW61/78CewIXlf2cV346mtAm3UKY2ipuBFbuxel8DPC5MmY7A/v0pQ+lH/cQPlp3AncAp9qelrmyZxvXAr8EbpP0AHABIdysCtxZzNKHAN+tbTanIjhjH6Aas/4ex8XA44QP3E+BCaU//yR8yY4qY3svYYaeGt3GV5G65NRpH32SNJusZZkkSUskjQV+ZPuGdvclaY2kZ4C1bP+t3X1JkmT6SA1ZkiTdkLSQpMcIv7QUxpIkSWYCqSFLkiRJkiRpM6khS5IkSZIkaTMpkCVJkiRJkrSZFMiSJEmSJEnaTApkSZIkSZIkbSYFsiRJkiRJkjaTAlmSJEmSJEmb+X99vLDrFjCDJQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = beanplot(age, plot_opts={'violin_fc':'#66c2a5'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = beanplot(age, plot_opts={'bean_size': 0.2, 'violin_width': 0.75, 'violin_fc':'#66c2a5'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = beanplot(age, jitter=True, plot_opts={'violin_fc':'#66c2a5'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = beanplot(age, jitter=True, plot_opts={'violin_width': 0.5, 'violin_fc':'#66c2a5'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Advanced Box Plots"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Based of example script `example_enhanced_boxplots.py` (by Ralf Gommers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import statsmodels.api as sm\n",
    "\n",
    "\n",
    "# Necessary to make horizontal axis labels fit\n",
    "plt.rcParams['figure.subplot.bottom'] = 0.23\n",
    "\n",
    "data = sm.datasets.anes96.load_pandas()\n",
    "party_ID = np.arange(7)\n",
    "labels = [\"Strong Democrat\", \"Weak Democrat\", \"Independent-Democrat\",\n",
    "          \"Independent-Independent\", \"Independent-Republican\",\n",
    "          \"Weak Republican\", \"Strong Republican\"]\n",
    "\n",
    "# Group age by party ID.\n",
    "age = [data.exog['age'][data.endog == id] for id in party_ID]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, \"US national election '96 - Age & Party Identification\")"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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fBuC2QdlDEARBEAThVJyS1E8QBEEQBDG1kCAjCIIgCIIYMSTICIIgCIIgRgwJMoIgCIIgiBFDgowgCIIgCGLEkCAjCIIgCIIYMSTICIIgCIIgRgwJMoIgCIIgiBFDgowgCIIgCGLEkCAjCIIgCIIYMQMbnTTtPPzww8jlcgCAF7zgBfB4PCO2iJgWEokEHn30UQDAiRMncP7554/YIoIgCOIwSJANAM45PvaPd2Pxey9GZCWIQCCAkydPjtosYko4ffo0Pv2NByDpKr4vHCJBRhAEMQaQIBsAxWIRLkHAyWuvxn+WqygUCqM2iZgiyuUyZs85isCReZRC2VGbQxAEQXQA5ZANgGKxCFGWAAAuSSRBRgyVUrkMt+CGIIoolkqjNocgCILoABJkA6BQKMBtCTJJlpDJkZeCGB7FUhGCJEIURZRIkBEEQYwFJMgGQD6fh2AJMllVkLGS+wliGBRLJQiiCEEUUaqUR20OQRAE0QEkyAbAfkFGHjJieOwIMok8ZARBEOMCCbIBkM/n4ZJFACTIiOFTqpQhiAIEUUShVBy1OQRBEEQHUJXlAMhkMxAVGQAgqyoyWRJkxPAoFIuQpDkIoohyiUKWxPDI5XJIpVI7v3s8HurBSBAdQoJsAKSzWciaCsASZLkcOOdgjI3YMmIaKJaK0EQRgiigXK2gXq/D5SJnODF4Pvnpf8RjK6chyjJqlQoumF3E225+66jNIoixgATZAEhlM1COegEAoiSixuuoVCqQJGnElhHTQKlUgiAKYIzBJbhRqVQgy/KozSKmgGQmjcte+v1YOH4MyWgMaw98c9QmEcTYQI/NAyCdyUBR1Z3fRUVGlsKWxJAolssQLfHvFgRK7CeGRi6fh2Sla0iKglwhP2KLCGJ8IEE2AJKZNBRd2/ld0tSduZYEMWiKRbMPGQC4JRHlMuWREcMhXyxAsryxsiIjny+Acz5iq4hpoVwu7/oZNyhkOQAymQwU7VlBJqjkISOGA+ccxXLpWQ+ZSB4yYjhwzpHL53Y8ZG5BAGegdA1iKDz55JP44Mf+Gi635Weq1/HLb34rTpw4MVrDuoAEmc2Uy2VUeR2i5aEAALcikSAjhkK1WgUY20nid4vkISOGQ7VaRR2AID577RNkCYVCgQQZMXBisRgWLnsOrvjBawAA3/7CVxCPx8dKkFHI0mYymQwkTd31mqiqSGcyI7KImCZKVlPYBm4an0QMiUKhsBMqb9AQZAQxaBKp5E53AwAQNAWpdHqEFnUPCTKbyWQykFRl12uKriKeSo7IImKaKJVKcDfdFF2imwQZMRQKhQIEZXc1LwkyYljEUkmoxrOpQqqhI55MjNCi7iFBZjPZbBaCtluQqbqOBAkyYgjsF2TkISOGQ/PIuAZuiQQZMRziySS0pibEmqEjNmaCjHLIbCadTu8XZIaGUDrV5h0EYR+lUglPPfY47vrwXyG4tIy5Y0dQe9ObcfXVV4/aNGLCMUOWuwWZIIskyIihEE8mcMzQd37XDAPB5OkRWtQ95CGzmUQqCamFhyxJgowYAvfccw8e+JfP4uZTt+KTTz+EV73pJtx555246667Rm0aMeEUCgW45d05ZG5FopY/xMCp1WrI5LJQmwWZ10BizDxkJMhsJp5MQDOMXa8pmopcIW9WwBHEAPngBz+IV73xp3Hy2qshiCIuef5J/I+3vQ233XbbqE0jJpx8Pg+XvD+pP5cnQUYMlnQ6DVFVdo2Ik2QZ5VoVxWJxhJZ1B4Use6DXmZR3vOf32i6j5omEHSwvL+MNlz5v53dRknD+hSfw5JNPjtAqYhrI5nIQ9+SQyYqCDAkyYsCkUilITc3YAfM+rXgMpFIpKIrS5p3OgjxkPcA5b/vzW++7DX/36Fdx38qjAID7Vh7FfSuP4lf/4L1YXV1t+z6CsIPzzjsPweXlnd9FWcajjz2KSy+9dIRWEdNAJp+FrO5u+SMrCjIUsiQGTDKZhGSo+16XDBXJ5PgU1JEgs5F6vY5kOg11j1IHAFFTkUpRHhkxWF77utfh03/xMTz24EOoVio48/gT+Ohf/hV+/dd/fdSmERNOtmmOZQNJkZElQUYMmHgiAdFocd/VtbESZBSytJFcLgeXKMAt7D+sgqaQICMGztXXvAgb1RzuPPU+BJeWcfSC8/Cy638UP/VTPzVq04gJJ5PNQpfnd71mCjKaUkIMlkg8Ct3r2fe64tURiUVHYFFvkCCzkVQqBaWFSgcA1aMjlhivio9RwTnH/Z/9VxSKRRw7chTff801ozZpbMgV8rjmFS/F6255CwAgm0rjqX95YMRWEdNALp9DYE9TbFlVkS3kR2TR+PHvDz6I7XAIAOBiLrzkxS/G7OzsiK1yPqFYFPpl5+97Xfd6EN6OjcCi3qCQpY2kUilIbQSZ7vEgmowP2aLxpFgs4l+/+mU8U07i81/98qjNGStyhQJE+dmwkSTLyFEfKGIIZPK5fTlkkiIjly9QnmyHfObfPo8z9QxW3UV8belxLDflgxLticbjMLzefa8bPu9YechIkNlIMpmEW9ufWAiYPVGi8fFR6qOkVCpBUhU85/JLUSiNT8myE8gX8pCaBJkoSyiVS6jX6yO0iph0OOfI5Qv7csjcbjdcbhdNi+iAxjG8+Pu+F889+T0IHF1ANkvh3sOoVqtIZlLQPMa+ZYbXi0g8PjYPBCTIbCQaj0P16C2X6V4PhSw7pFgswi2JkGQJhUJxbL5MTiBfKEJqaj3AGKMB48TAKZVKcLldcLvd+5YJsoR8nsKWh1EsFsGajqGkqkiTIDuUVCoFWdd39SBrICkyaqiPzflHgsxGIokYjBaJhcB4NqkbFcViEYIowi0IqINTQ90uyBVy+7wUNOCZGDT5fB7invOugajIdP51QC6X23UMFU1FOpseoUXjQSKRgNzGEQIAisdAYkycIZTUbyOReAznXHpey2WMMcgeHclkEkeOHBmyZeNFsViE2/LyCJKIYrEIURQPeRfBOUe+UNyVQwaYgoweBAg7OKwp9u2/8dstX3/fr7Rvu0IecJNsNgupqShC0VUk1iIjtGg8iMfjkDytc7cBQPLoSCQSOH78+BCt6g0SZDbBOUc0HsfFbTxkACAb5olBguxgisUiXJJ5ajbEhMfT/rgSJuVyGczN8LV//hzu/sCHEVxaxvGLTuD517yIPBSELbQTT6dPn8bffPY+XP3KlwMAXnXBFTvNsb/9uQdw49UvwRVXXDE0O8eRXC4HQW3ykKkqIpnMCC0aDyKx6IEeMsmjIRobj/xtClnaRD6fR92FfeGiZkSPhnicKi0Po5FDBgCCROG2TikUClh6+jQ+fvsdO8PFbz51K778L5/Fpz71qVGbR0ww+Xx+32DxBi6Fcsg6IZvNwt10/1B1DSkSZIeyHY3A4/e1Xa77vAjHxsPTSILMJhKJBJQWVR7NqB4dkTFR6qMkl8/vCDK3LFK4rUMKhQIe+srXcMv7T+0MFz957dW48U034UMf+tCozSMmmHw+v0tMNCPIEjWH7YBkOgVRezZkKSkKCqUi5dAeQigabdnyooHu82A7Oh6CjEKWNhGPx9v2IGtg+LwIrYzHiTFKsrlnE9Pdkkgesg7J5/OIhSO47Kord71+4vJL8De33zEiq4hpIJvLQtgzWLyBrCpULdgByXRq19g9xhgkTUU2m4Xf7x+hZc7hsBzGg/ifb33bvteclr9IgswmorEYJG/7ODYAePw+LEW+OySLxpdcIQ/JYwkyqhDsmEKhgLmji3ji4Udw8tqrd17fWF7D8XOdn9BKjC+pTAbyni79DWRVQTpEguwwkuk01NmFXa+JqoJMJkOCzGKvgMpkMnjX778fP/Tzr915rTl/ETBnTH/pL+7C7afe7fjiMApZ2sR2JAzD195tCpix7HgqiVqtNiSrxpNMLrtzcXdLEnKUf9IRuVwO173qv+KOd57aGS7+2IMP4VMf/Ev8+KteNWrziAkmnctCadMUW1YUpCkX6lDiqSRUffdDvaipyNCxa0sikYB8iCPE5XJBMrSxaH1BHjKb2IqEMXPu8w5cx+12Q9RUJJNJmk92ANl8DgHFFGSSIiGby43YovEgm8vhyut+AOdfevHOcPHjF53AjW/5WXzvBQefmwTRD+lMBt4LF1suUzQV25RDdijJVArP3VMtKGgKCbIDSCQSkIyDBRkAKF4DyWQSCwsLh647SkiQ2QDnHKFIGOfPXH3ouorPg2g0SoLsAHL5PI5Y+SiSoiCbIkHWCZlsFrIq47obrsd1N1y/83osFEbo698ZoWXEpJPOZjHfJmSpaCoylEN2IJVKBcVyCZKyZzi7riCRTI7IKucTO6QHWQPRajnldChkaQO5XA4V1PcN1m2F7DMQjY7PsNNRkM3ldkKWsiIjQ0/XHZHMpluGjRRVJS8jMVDS2QwUrfWNUVIUFMpFStU4gEwmA1FT9yWtq4aBWNL5QmJUhGNR6Af0/mygenSEx6DSkgSZDUSjUWiH5I810P1ebIVDA7ZofKnX6yiWSzvd5mVVQTZPYqIT0tlMy4eChofCaRVFxGRQrVZRrpQhtqmyZIxBlGXk6KGgLalUCpK+/7urGTpiKRJk7QjFIofmbgNm64tw3Pktp0iQ2UA0Gj20wrKBd8aPjdD2gC0aX4rFItyisDMoVlIUZCmpvyPSmUxLD5lbEAAXo35uxEDI5XIQVeXAlgSiqpAgO4B0Og2xxXdX8xiIjUGobVRE4/GOPGSG14sICbLpYGNrC9pM+07BzfhmZ7CxvUXeijbk83kITQ0mZUWhcFuHpDMZKHrrsJGo0Q2RGAyZTGbXDMZWiKqCLOWRtSWZTEIyWnvIkuk06vX6CKxyNtVqFalsGtohDdkBQPd6EInFHH/fJUFmA8HQFryzMx2tq2gaKrxOF6c2FAqFXcOxRVlCqVKm/JND2EkKllt3S5dUlc45YiBks1kIhwgyQZWpWvAAook41BbCwi0IcEsCfXdbkEqlIKnqTjTlICRFRg3c8T0tSZDZwEZoC/7ZQMfrawEfwuHwAC0aX8yZeM/mojDGINI8y0PJ5XKQWiQFNxBUmS7qxEAwE9JJkPVDNBGH3sbTIxs6UqnUkC1yPqlU6sCh4nuRDc3xx5EEWZ9ks1kUyiWoHfRCaaDMeLG9TXlkrWg1pFig4cSHkslkIB7gpXDTDZEYEOlM5lAPmaypSDj8ZjhKIvFY21woydCQpNYX+0ilUhBbFEK0QzZ0xx9H6kPWJ6FQCFrA39WMLc/sDNa3NgdolbPpZR7Z7/3quw5c7vTcgEHTKJtvh6yrSKacfTEixpNYMgHtEE+F5jEQ26Tk9F5nMf7OAcum9dqXSCYhtcmZbYWgK473kJEg65Pt7W3IM521vGjgnwtg9RuPD8gi53PQBeSzn/8cvp3YwOUvesHOTLKHP/NF/PQPX49LLrlkiFaOF5lMBsIBYSNV1xF3+MWIGE/iyQTUNl36G2iGjmhqdUgWOZdW175sNovf/L334off9Lqd15rnMZ5+9HGcX1fx3278iaHZOQ6YeXddhCx1FQmH93SjkGWfrASDHSf0N/DNBrAdDqNarQ7IqvGluSlsA7csUsjyEBLJJKSDBJmhUT8jYiDEUymoxsGVbtTgtD2JRAKKt/3x031ehGLUTHwv8WQCWhepQuNwDpIg65OV4CoCi93NxxJEEZJXp8T+FmTyOcjK7kpBt0xJ/YcRO+TipBkG4g7PnyDGD845YgckpDdQdQ25fJ4eQltgzmNsH3ozfF5ESJDtI55MHvog0Ixm6Ig5/BpIIcs+KJVKCCfiuLxLDxkAqAEfNjc3cezYsQFYNr5kcznI5+2uWBUViWbhHUI0GYd+zom2yzVDRzKVAue85zyWSaZareITn/okCuVSy+XPe85FePG1PzBkq5xPsVhEjdchKa3brTRgjEHSzSo3muO7m2gsdmBjcd3rQTyVRK1Wg9vtHqJlziaZTuHiA4TsXlRDRzDt7LQN8pD1wdbWFrSAr6M+KHvxzAewsr42AKvGm2w+B1neHXqTFAUZGp90IPFkcqdB4gP33o+3v+LVuPHCK/H2V7waD9x7PwRRBBPd1By2DfF4HN88/QTKx/z7fhIeN/794W+M2kRHkkqlIHd4UxyHtvOIt/gAACAASURBVAOjIBQ9eB6j2+2GqDo/IX2YtBvGfhCqriOVTju6CII8ZH0QDAahznXvHQOA2SMLOPP179hs0fiTy+f3PW1Lioxsijxk7ajX60im09AMHQ/cez8+fvsduOX9p3DZVVfiiYcfwR3vPAXg2X5GRhdu/mkhmUxC8/tw/KL9XsZSsYhvPPLUCKxyPolEAnIHndIBat/QjlA0DM/J5xy4juI1EI/HEQh03u9ykslmsy2HsR+EKIngzIxsKV0IuWFCHrI+WFpdxszifE/v9c/PYTMSRrlcttmq8cYUZHs9ZDINGD+AbDYLtyTALQi4+wMfxi3vP4WT114NQRRx8tqrccv7T+HuD3wYkq7SU3Ybkslky+HOACDJMir1GuUxtiAej0P0dOYhkzw65UK1YDsahmfGf+A6kkdHPB4fkkXOJ5vNHjquqxWipji6HyMJsh7hnOPM2ipmj3SX0N/A7XZDC/iwsbFhs2XjS7VaRbVWhSDudtzKsoIcVVm2JZlMQrG8FMGlZVx21ZW7ll921ZUILi1DNDQkaFBxS2LxGOQ2eTyMMcge5zeVHAWRWKzj1gOGz4twNDJgi8aLYrGIQqkE5YAeggCg+jzYpiKwHRoD7btFUhRHV+yTIOuRVCqFbKkIw9ddD7JmtPlZrK5RHlmDYrEItyTtc0OLsoQ8eSfa0tyx+vhFJ/DEw4/sWv7Ew4/g+EUnoBg6ovSU3ZLtWBTGAXk8skcnMduC7WgYHr+vo3U9fi+2SZDtIhqNQvN7Dw29eWZ82IqEhmSV88nlchAU6fAV9+BWZEfn0ZIg65H19XV4Fmf7qlibPbaAZ5bP2GjVeFMoFCC2+JLJCnnIDiIej0OywkavedtbcMc7T+GxBx9CtVLBYw8+hDveeQqvedtbYHg9iCRiI7bWmUTiMegHPFwJOnkXW7EVOTzc1sDw+7AdiTg6qXrYxGIxyAf0IGvgmfFjM0yCrEE2m4W7B0EmKJKjZ/pSUn+PnFlehrHYX/n23NEj+OZXv0WtCCwKhQIEef+XTJBElKsVKvtuQzgeg2qFLK+74XoAwJ2n3ofg0jKOX3QCN73jFlx3w/VIhKMIPrY0SlMdSzQWw4UHeMg0r45IjMRsM5VKBcl06sAKwWZkRQF3MWSzWXg8nb1n0glFwpA6EGSGz4tkOoVKpQJRFA9df9LJ5LJdVVg2cDl8LjIJsh556uxpHPn+k31tQ9U1cFlAKBTCkSNHbLJsfDFDlvsvNowxCJKIYrEIXe+8M/O0EI5FYVx8zs7v191w/Y4wa8bweRFLxOkBYA+FQgHlWvXAC7zu9SK8RgnpzcTjccgevau2P4rPg2g0SoLMYiO0Dd/C4R5Gl8sF2WMgFovRvQJAOpuDZBzc+64Vsiwj7WAPGYUseyCfz2M7HsXMQm8Vls0YR+awsrLSv1ETQLFYhLvN058gSSgWi0O2aDwIx6Id5TKKsoS6C45+QhwFZusG/UCRavg8CFOF4C4ikQiULnNoZb+BaJSOY4PN7S14ZjprnaT6PXTsLLL53jxksqo4umKfBFkPrK6uwliY7akh7F5mji7iqTOnbbBq/CkUCnC18JABgFsSqe1AC2q1GpLp1E5T2MNQPAaVz+8hmUxCPqRSsNm7SJiEwiHI/u562ml+Hza2tgZk0XhRq9UQScThnemsKELyGQhRHhkAIF8o7Bux1wmSIiNXcO4DKQmyHlg6ewaeI/17xwBg8fgxPHVmiS70MAWZW27jIZPJQ9aKVCoFUVU6zq2TqPXFPuLxOMRDus2bkw4ER/cwGjbB7S14A901xvbNziAYIkEGmAn9kqHBLXSWOeSbncH6Nh07AMgX8hBb5BsfhiTLji4QI0HWA48/8xQWz7VnBqXmMVATXdje3rZle+NMoVho+yVzSyJKpdZzBqeZRCLRUZVWA8mjIUYesl1EYjFoHRxDxWuQmG1ibXMT/rnuOsf752YR3NqkB1AA4XC4q5CvNxDAxtbmAC0aH/LFYk8hS6e3UCJB1iWZTAahRMyW/LEGnqMLWDpD7S+yhQIkubUb2m0l9RO7aSRWd4ru8yJEvaB2EYpFOsrBo9E/z1KpVBBNxjtuedFA0VSU6zXyNALYDm1D8Xde3OAN+BFJxFGtVgdo1XiQLxQgSt17yERJQr5IgmwXjLH/xRj7LmPsccbYXYwxhTEWYIx9njF22vq3tyGRA2Z5eRmeo/O25I81mD1+BE+cftq27Y0ruUIeYpscMpcokCBrQTQWbdthvhUGCbJ9hGOxDgWZjii1vgBgendUn6frNjSMMWgBH0IhyoVa29qEb75zD6Pb7Ybs0RGJTPf3t16vo1Kt7Jvo0gmiJKHo4EjL0AUZY+wcAL8E4IWc88sBuAG8HsCtAL7IOX8ugC9avzuOJ08/g5lz7C07Xjz3HJxeOTv1Tz75QgHiAR6yvIOTMUfFVrQz704Dj99H1YJN1Ot1xJKJjnpp6T4PQlTlBgDY3t6GMtPblBIl4MMmJfZjfXMD/rnuelmqMz6Ep3yEUrlchlsQemrdI0giSuWSY0PmowpZCgBUxpgAQAOwCeAGAB+1ln8UwI0jsq0tnHN85+knceT8c23drqwoEH0G1tfXbd3uuJEv5CG1ySGTZAm5vHNdzaMiFI3A4+usSgsAVENHJp+jofYW6XQagiJ1lFitez2IxEmQAcBqcB3GXG9BDN/8LFaC0z0yrlQqIZ5OdT16T5nxYmNzuucfl0qllv0qO8HlcoG5XY69/g1dkHHONwDcDmANwBaAFOf8cwAWOedb1jpbAFpO7WaM3cwY+yZj7JvDdt1GIhEUea2v+ZXt8B5bwDOnn7F9u+NEvlBsmxcgys4uVx4FnHNEOgy3NWCMQfFQcnqDRCIB2eh8OHYkTiFLAFgOriPQYx5tYGEOK8HpfvgMh8PQZnxdp77MzM9iZcoFWblchruHcGUDQRBRqVRstMg+RhGynIHpDTsB4BgAnTF2U6fv55zfyTl/Ief8hfPz9iXWd8LppSV4js4PpMv54nnH8djTT9q+3XEiX8xDatNbRpIlEmR7yGazgNvVdfm34qVeZA2SyeSuHLwH7r0fb3/Fq3HjhVfi7a94NR649/6dZaqhI5PLOvZiPixqtRqC25vwz8/19H7D70Mik57qBsXb29tQA517thv45+ewthl0bMhtGDRClr3iEgXykDXxMgDLnPMI57wC4B4A1wIIMcaOAoD1r+MC5d956gnMn3/O4Sv2QODIAjYiYUcPPh0knHMUi6W2HjJJllGgpP5dmC0vuh8lJRgaCTKLWDwGUTd7kD1w7/34+O134OZTt+KTTz+Em0/dio/ffseOKHO5XFRpCSAUCkE0tLYFOIfhcrmgz81gc3N6WzisbqzDmO2uQhUwx+2VatNdpVqpVODqQ5C5SZDtYg3ANYwxjZmuph8B8CSA+wC80VrnjQDuHYFtbalUKnhm5SwWjw9GkLndbniPzuPMlLa/qFarqIO3ffIRZcnRDf1GQWPkT7fQoOxnMSsszYT+uz/wYdzy/lM4ee3VEEQRJ6+9Gre8/xTu/sCHd9aXDX3qBdnGxgb0HvPHGmhzfgQ3pjf0thJc78nDyBiDMTeDrSkuiiiXy3CJ3VX3NuMWBMd6uUeRQ/YNAJ8E8G0A37FsuBPA+wC8nDF2GsDLrd8dw+rqKpSAr21IzQ5mzj2K7z791MC272QKhfZNYQHTQ+bk/jGjIBqLQuow/6kZj9+H7ajjHNAjIRyL7lRYBpeWcdlVV+5aftlVVyK4tLzzu+ShSQdn11bhWeiuOnAv/oU5LK0uH77iBFKr1bAR2u66wrKBEvBNdWJ/pVKBq8t2K824BLdjBVnvfr8+4Jy/C8C79rxcguktcyRPPfM0fOcsDnQfR847jkfv/TxeX6/b2udsHCgWi3Af0OhPlGVHd1geBaFoFLqv88aSDQyfF2diTwzAovEjmojjqM8UYccvOoG7/vjP8Y3P/RuCS8s4ftEJvOgVP4TjF53YWV82NMSmPLF/aWUZ577kBX1tY/bIIh77xnfAOR9ITq6TiUQiEPXeQ77+hVksT3FRRKVSARP6EWTkIRt7Hn3yCRy5wN52F3sxfF7URfdUuqOLxSKENnMsAUAQBVSq1anv1dZMJN5dhWUD3etBPJVAvV4fgFXjQ7VaRSaXhWLlkF1+zVW454MfwctecyP+/vEH8bLX3Ih7PvgRXH7NVTvv0b0ehKZYkBUKBUSScfi6HJm0F93rQYnXpjL8u7m5CXW2+4T+BoGF+amuUjVzyHoXZNT2YsxJJBKIZlKY6bGqqBs85xyZyvYXhULhQA8ZYwwiDRjfRSQe66ih6V7cggC3JE51YjBgVlhKurbjjX786w/j1b/4Jnzh7k/j9Zdfiy/c/Wm8+hffhMe//vDOewyfF9EpFmSN/DE7PPjGfGAqey+urq/D6EPQ6l4PssX81H5/y+VyX0n9FLIcc5aWluA9Z2EorvWF847hsaeexA+99IcGvi8nUSgU4D7AQwYAgiKhUCjAMDofpj2J7DoPf/23et7OH7zr3Tv/n8Yy+mQyuasHWXBpGX/0mf+On3nH23deq1Yq+NSf/eXO77rXg6cS01uhurK2Cq2LcT8HoS8EsLy6ipMnT9qyvXHhzPoKZp9/Sc/vZ4xBnwtga2sLHk/3D2TjTrlcBusjh4w5OGRJgqwDHn/6Scyee2wo+1o45yge+MK/o1gsQulhmv24Ygqyg/tpCbI01b2LGnDOEYvF8N4/vwPX3fTqtuu96oIrcN/Koy2XfeuzX8ZPvOg6XHHFFYMy0/Ekk0mI+rPfseMXncATDz+Ck9devfPaEw8/sjuHTFVRKJVQLpch9TDceNw5vXwWsxfak0s7f+wonnn4u7Zsa1yo1WrY2N7GhfMv7ms76qwPwY0gLr74YpssGx9K5TKEPqosXYLLsYKMQpaHUKvV8OTSaRw9//hQ9ieIIvSFWSwvT1cFUjaXhXCoIJNRoMR+AEAqlYLSQ8uLBqKhTmX+TjPxZAKSoe38/pq3vQV3vPMUHnvwIVQrFTz24EO4452n8Jq3vWVnHcYY5CntRVav13FmbRVzR+0RZDPzs9gIh1By8LBnuwmFQpC8es8J/Q1mFuextLpij1FjRqnfxrBuN0oOzSEjD9khbGxsgOkyFE07fGWb8J2zgKeeeQaXXnrp0PY5atLZLGT1YI+gWxbJQ2ZhenfUnt+vegxEpzj0BgCR2O4cvOtuuB4AcOep9+1UWd70jlt2Xm8g6RpSqRQWFlpOd5tYQqEQmCpBVns/75pxCwLUgA8bGxu48MILbdmm0wkGg9D67OEGALOLC3jkwUemskq1WC5CUHoXtIIkolhyZi4yCbJDWDqzBO+x4V54j5x3Lr7zbw/hJ3DDUPc7StK5LOTFg3PD3IqEXC43JIucTTKVgqD1HtLWDB3RleHOgnUa0WQc+jkndr123Q3X7xNge5nWbv1ra2vQF+zJH2tgLM5iZXVlagTZ8voaPDbk4KmGjnLdrFKdmelf4I0TpXIZgqf3a58gCI71kFHI8hAef+ZpzJ87mO787fDPBZDIZabqop/OZKAc8uQtqQrS2emsLNpLPJmA2kNT2AaaYSCRTtlo0fgRTyR6qlIVdRWJ1PR8NxucXj6LmSP2PpwGjizimeWztm7TyZxZW8GsDceQMQZ9PjCV46eKpRIEsQ8PmSii6NAwOQmyAyiXy1gOrmP+2JGh7pcxBu+xBZw9Oz0XqlQmvdMPqh2KpiGZTg/JImcTTyWh9SHIVENDYooE/17q9TqSmXRPolb3GIhO4SzQZ5bPYM7ma+H8sUUsra5MRU+8UqmEUCwK36w9XkZtbgar62u2bGucKJb7E2SiJKHg0JAlCbIDWFtbgzbn7+vD75WZcxbx9Jmloe93VKQ68JApmopkhgQZACTSqb48ZLKqolAuObbaaNBkMhkIsgR3D+XzmsdANDldgiyVSiFTKsLj772haStkVYVLlREKhWzdrhPZ3NyEPuvv6ZxrxdzRRZyewvFThWLxwDF7h2HmkJGHbOw4c/YMjCODbwbbioXjx/DE0jNT0R+qXC6jUqse+iVTNA2pKQ+zNUhl0n0VmjDGIKnK1ObkpdNpSId4ZNuheQzEpmye5draGjyLswNJINcXA1hdXbV9u05jPRiEakNCf4PAwjzWNjamwrvYTLFY7NNDJqLg0LnIJMgO4Iml05g/5+hI9m34vMhXy4hPQWgknU5D1rVDL/aaR0ciRYKsXq8jm8tB0fqrdhNVBdls1iarxgtTkPV2/DRDRzKdnqob4ZnlZXgWB/Nw6l+cx+kpyCM7u7YC/4J9x1BSZLg1GZHIdBXnFEpFSH14yERJQqFIHrKxolKpYG1zw5YEzF5gjMFYnMPa2uTnCGQymY5ujpIso1yrOnYO2bDI5/Nwi2Lf42sERZ5aQZZKpSD0KMjcggC3KExVC5anl5dszx9rMH/OUTy9fGbiowFn11Ztv59oczMIBoO2btPJcM6RLxQh9tGUWZRl5IvO/O6SIGvDxsYGlIB3JPljDbyLszizMvk5Aul0GsIhPcgAK8ymq0hPeWJ/Pp+H2MHxOgxBmd7JB/FkAnIffdwkQ5ua87BYLGIrGsGMjd6dZgyfF7lyCakJ9n5nMhlkSgUYPq+t2/XMB7AyRYn9lUoFYOirMawkSygUio58ACBB1oaV1VXoC7MjtWH+2FE8ffbMSG0YBolEApLR2c1R1vWpagfSikKh0FdSawO3LE3t5INYMtFXlaqkTc+DwcbGBjQbk9H3whiDZ3F2oqMB5lD2gO05eLNHFrC0tmLrNp2MHdc+tyCAMziyoIkEWRuWVpcxc2R+pDb45gKIpOITf9MMx2PQOuwHJRnqRD9Jd0I+nz907mcnCLKETG46Q5aJVAqq3rsgE1R5agTZ6trgH06NxVksT3Bi/1pwHdqs3/bt+udmsRUOTU0aR6FQgCDLfW9HcOjDKAmyFnDOsby+htnF0Y5Gcblc0AL+iW/+F03EoXkO7tLfQDQ0ROOxAVvkbIrFItxy/6F0SZGRndIqy0Qq2fE51wpRV5GckorfZ5bPIjDgXNq5o0fwzMrkRgPOrq0iMIAHfLcgQPF7sb29bfu2nYgpyOx5GCVBNiak02nkK+W+Lth2oc7OILixMWozBkooGum4v5Hh8yIcna6qor2USiW4+xxODJjVRk6d6TZIOOdIZjJQe2x7AQCqriE+BaHzer2OpdUVzB+zZ6B4OwILc9gIbU+kp4dzjuXgGgIDesDX5mawMeH3iAb5fB6C0r8gExXZkfmzJMhasLm5CX1+xhFDW2cWZ3F2fXJd+dVqFalMuuMRNh6/F9tTLsiKxSJYH0mtDURJRL44fYIsn8/DJbj6SgxWDR3xKRifFI1GwWTRtoHi7WgMGp/EaEAikUCVoa8HgIPwzgewvL4+kG07jVwuB7fSf8jSLTtzLjIJshZsbW9BnbG3GqZX/HOzWJ/Ai1SDZDIJUVM7buFg+H0IRaOOrJAZFoViAYJkhyCTUJhCQZbJZCD10VQXAFRdR3IKchmDwSC0+eEMr9bmA1ifQGGxtbUFzcaGsHsJLC5geX1lYNt3EplsFoIdgkx1ZssfEmQtWNvahNemeWP94pnxI5ZKTKQrHzCfwBVf56FhWVFQA3fkl2lYlMoVCDZ4yNyigFJlMs+rg8hkMhC11m1DHrj3frz9Fa/GjRdeibe/4tV44N77W66nGRpSUzDGa3ltFd4hVZv7F+ZwZgIrBteD69AC9if0N/AG/Agn4ig5dByQnSTTKSh9tKtpIKkK0pmMDRbZCwmyFqxvbsI/5wxB5nK5oPq9E9uNORKJQPZ1Fq5soM34EI1GB2SR8ylVSn2F2xq43W5UJlToH0Q2m20pyB649358/PY7cPOpW/HJpx/Czaduxcdvv6OlKJMUBYVSEdVqdRgmj4yltZWhNceeO7qIM2uTl55xNriOwICmHADm91idmY7E/ngq2Vd1dANV1xB3oIebBNkearUaookYPDODe6LpFtlrTKwA2Qxvw5jpbmCx7Jvc49EJlUrFFkEmiCLKEy4oWpHJZCCo+8Med3/gw7jl/adw8tqrIYgiTl57NW55/ync/YEP71uXMQZJUyfaU1upVLAdDsM/NxwPme71IFvMI+NAz0WvcM6xurGOmYXBtlDSZmewtbU10H04gWQ6BdXoPxdPNXQk0s7LASVBtodEIgFJ1wbWBLEXZK+ByIQmsq9vbcIb6C6/QvV7sTEFF592VGo1uNz9f3VdbjcqVec1Rxw0yXQaUosk9eDSMi676spdr1121ZUILrWeliGqykSJh71sb29D9ntsEf+dwBiDPheYKGGRTqdR4fWBJfQ38MzNYHVj8vLv9pJI99c/sIGqa0gkEzZYZC8kyPYQj8e7ymkaBp4ZH7bCoVGbYTv1eh2boRD8Xebr+ecCWNuejjLvVtTrdbhc/T8wuFxsKosjkpkU1BZ5KMcvOoEnHn5k12tPPPwIjl90ouV2RFVxZKWWXWxsbEANdOe97hd11of14OQIi+3tbWizgy+KmJmfxcrGZM+0rFaryOZzULT+c8g0w0A8lXLc9Y8E2R7i8TjEPkaqDIJJbfWQSCTgksWuR2H45wIIbm467ss0LKrVKlyu/luyMJcLtWrNBovGi2QmDaVFleVr3vYW3PHOU3jswYdQrVTw2IMP4Y53nsJr3vaWltsRHFqpZRerG+tDS+hv4F+Ymyhhsbm1BTUw+Ip932wAW+EQarXJ/T5nMhlIaucV+QchKTJqvI6iw6rMh+OLHiNiiTjkDucqDgvVMCay51EoFILaZf4YACiahirjSKfT8PmG+wTvBOqcw2VDjzwXc6FWr9tg0XiRSmcw2yKEdN0N1wMA7jz1PgSXlnH8ohO46R237Ly+F7ciO7JSyy5WgutYvOZ7h7rPwMI8nnj4u0Pd5yAJbm0MpWJfEEWIuopYLIaFhdFOmBkUqVQKko2hX9nQkUqloA64x143kCDbQyyZgD7rrJClqmvI5fOoVCoQxf47tDuFja3NnkMi2uwMtre3p1KQAbCtabETmh8Pm1QmDblN2OO6G65vK8D2omgKUhM6z7JarWIrEsbzhpTQ30D3epAp5JDL5aDbkCs0atY2N3Duc68ayr60GR/C4fDECrJkMgnJY58gkwwNqVQKR44csW2b/UIhyz1EEwlohrMEGWMMkq5N3DDjleA6/D2GRNSAF5tbk9swlxgMlUoF5UoZkg0DihVdQzI7Wd/JBpFIBLLHGFpCfwPGGLSAH6HQ+OfMVqtVRBJxeAfYg6wZ2e/F5vbkFETsJRaP2+ohEw0NiYSzEvtJkO0hnc1AGXBFTC9IE5hAvLoRxMx8b/15/POzWJ6g5N9RMI05eLlcDqKq2OIZVFR1Yj1k4XB4ZNNKlAnpqRWLxSAZw6vY9836sREa/+PWjkg8Bs1rn7NE8WiIxmO2bc8OSJDtIZPNQnFQTLmB4NBhqL2SyWSQLRU6nmG5l5mFeSyvr9ls1XjgYvZUR3LYk4s2TuRyOUhq6y793aJoKjIT9pDUYHNrcyjJ6K3wzM5gfWv8q6jNKSTDO4aemZmJ9pCFohEYNh5Pj8+HUMxZ/SxJkDVRqVRQrlYgSM7L0xIUZw5D7ZXNzU0Yc4GePRWGz4tMITfRVW7tcLlc4DYk4/N63ZZ+ZuNELpdr2RS2F2RNndjxSaubG/CNaHycf24W6xOQjhCORCD7hpcH553xIZKIT2ylZTgWhcdvX86w7vMiFAnbtj07mK6r8SEUi0WIsuTIRGe3LKJQKIzaDNsIbgShzvb+5Wo0kdyc4MHr7TAFWf8esnqd21JCPk7kcjm4u2yz0g5JllGulCdyfNJGaHtkgsw748dmKDT2IfWtcAiGjQLiMNyCAEFVkExOXkV+uVxGtpCHamNLKsPnRSQec9R5Nl1X40MolUoQbLpY241LFFEoTo4gO7O2isBif9VA2pwfwQnqWdQpbrcb9Xr/T8G8Xofbhgaz44SZQ2aPh4wxBnHCUgkA88E0nc/2nE7QL5Iig0nC2AuLrUh46CP4FK+BeDw+1H0Og3g8DsVj2OosESURTBKRctBMSxJkTZRKJbgd2lZClETkC85qYtcrnHOcXV9FoM+hxYHFBSytrthj1BghugXUav2HLOv1uqNGhA2DTDYDQbFHkAGT2a0/Go1C9XlHGilQ/F5EIuPdDDscjcDjH24enuQ1EIs5K1HdDmKxGGQbE/obqD6PowQsCbImTEHmzNZsgiiiWJ4MQZZIJFDmdWh9up8DRxZwZm3FUS7nYSAIbtRtyBOp12qQhtzWYNQkM/YW7QiyPJGCTB7x+DjF7xlrQVYsFlGsliEPuUDMiZWDdmCek/bn48kOE7AkyJqoVqtgDk1ydgsCKpXJGAS9sbEBY77//BTN0FFlcFwvmUEjCqItgqxWqw29z9SoSWfTkG2qsgTMYptJC1mGwmEovtGEKxvoPs9Yz+9NJpNQDHtDbJ1g+LwIT6Ag24qEoQ+gYlXxGY5K7Hem+hgR1WoVzKE5NW7BjfKEJA8vr65CX7AnYVifDyAYnK48MkkUbZlBWavWIArODNEPikwua8tw4gauCat+BoCN8Da8PYw0sxNPwI+N8Pj21Eomk5CM4fez1L0eRCZQkG2EtuEdQD6ex++s3m0kyJqo1WpgNgxtHgQul2tiqrmWVpcxd2TRlm3p8zNYXl21ZVvjgiiKtpS212pViA4N0Q+KTDZraxhJVGRkcpPVemU7HIbHP9xk9L14/X6Eo87qEdUN6XQaoj78fpaaoSMxYXOPOecIRcIDmXjgDfixRR4yZ1Kv1x0ryJhrMgZBV6tVrG9tYmZh3pbtzR1ZxNLaii3bGhckQUTNBnFer9YgTZ2HLGerIJNVBakJGjDOOUckHh1qu4ZWqIaObCGPUqk0Ujt6JZFKQtTsC413iqyqKBSLE5PeLQf/bQAAIABJREFUApiV0RVeG0g+nu71IJFKOsbZMV2Px4fAOQcc2IMMMD1ktQlIXt/e3obsMyDa1Hw3sDiPx7ceQLVahTAl+VCiKNrSGLZWq0GVnNnmZRBUKhX84bvfiz9893tt3e5ffuyjtm5vlKTTaTBJtO372SuMsZ0WDkePHh2pLb0QSyT6LlrqBcYYRE1FJpNBIDCaPnJ2E41GoQ3oAcHtdkP2mIn9i4v2RG36YTruYB3COXdkU1gAAJuM2YPr6+vQ5mZs254gipD9Bra2tnDuuefatl0nI4oi6tX+BVm1Up0qD1kul8P//p3fxEt/9icPXfdVF1yB+1YePXS9cHAT6cfO2GGeI4jH41AG0F6gF2SPgUQiMZaCLJlJQ1kcjd2SpiCbzU6UIBtk1a/i8yAajTpCkFHIcoyo8/EPWZ5dW4VvsbeB4u3Q5gJYX5+eQeOCIAA2tb2YphyyfD4P0cYKS2Dy5lkmEomRJKO3QvJojmpJ0A3pbAaqNprjKCiT1YplOxyC4h9c1a/s0xF2SIsVEmRNMJuGNg8EDrjY+H9cS6vLmO2zIexefAuzOLs2PYn9poesf0FWrVQgi/Y1SXU6uVzO9kkcsqogO0FJ/ZFYdCANOHtB8xoIO2z4c6eksxnINlbzdsOkCbJBVVg28Mz4semQSsvxv8PbCGMMcKgg43z85w7mcjkkshl4A/aFLAFg7ugiltaWbd2mkxEEAXUbOvXXajVIU+YhExR7BZmkKCiUihMz0DkcjcAYQL+nXtB9XoTGUJBxzpHN5W3td9cNbkVCNjs5Dwmb4ZDt94xmvLMzCIa2Brb9bhjvO7zNmIJs1Fa0htfrcDk1v61DNjY2oM/N2J6n55nxI5nNTNRF6CAEQQC3YZZlvVqDKE5PUn8ul4NLttcjyBiDIEkoFCZjzmw4HhvZDMu9GD4vImMoyMrlMpibjWwsmShLyBUmo1lxuVxGMp0a6Dnp9fsRikQcER0jQdaEy+VyxIfSinp9/D1ka8F16PP2P+kwxmDMz2Jzc9P2bTsRQRBsCVnWazXIU1RlmcllIdk0WLyZSZpnGYnHnOMh8xiIp5Koj1m7n0KhANFm4d8Nkiwjm5+M8zEWi0HxGgO994my5Jhh9uN9h7cZt9ttSzuBQVCv18a+rcPSyjJmFu3NH2ugzfmxur42kG07DdNDZsNw8RqfquHiqYy9Y5MaCBPSrb9cLqNQKtk6yaAf3IIAQZGRTqdHbUpXFItFuEfYNkRSZOQmxGMbjUahDGFAu+rzOKKAhARZEy6XC7zuTA8Zr9fhHmMPGeccy8E12xP6G8wsLuDM6spAtu003G43uA05ZKjXx17kd0Mml7N1sHgDQZEnYp5lMpmEbGiOav2jGLojPBfdUC6X4R5hbqYoSSiOaUPdvYQj4aEUmUg+wxHD7Mf3Dj8AHO0hq9UhuMf35hmPx1F1Maj6YErBZ48sYDm45tiQs53YldTPa7Up85ANpvLNrcgTkb9oCrLhNzM9CNFQkUqlRm1GV5TLZbhG+KAjiCIKxcnwkG1sb8EzgJFJe9H9XkdUWpIga0IQBHs8DwOgXq9DFMe3iefm5ib02cF9sVRdQ5WZfZQmHbfbjbodSf31+lQJsnQ2M5BwnKhIE9H6IplMQjScEa5sIBoaYvH4qM3oilELMrcgjO3Iqb1shEMDmWG5F29gxhHD7EmQNeFkD1mtWoU4xh4yM6F/sJ2j9bkANjY2BroPJ+ByueypBp6AQpFuyGSzAwlZypqK5JjlObUiFo9BdkhT2Aa614NoYvS5Pd1QrVbhco/ueyWIAqoT0IalXq8jHI0MZdC9d8aPrXBo4Ps5jOm5GneAGQpy5olcr9UhCOPrzTizvorAoj0DxduhzfmxvhEc6D6cgMvlAmx4cJiE3nadUi6XUa3XIAwg2VrRVKSy4z9gPJKIO6blRQPNYyAyZh6yarUKNkJB5nK5UHHIsOx+SCaTcCvyUOaqqoaOQqk08vY103E17hC3221Lbs4gqNVqYxuyrNfrWA0GMbNg78ikvQQW53F2CiotXS6XLa0A+BR5yLLZLERFHkjCuqJpE+Ehi8Rj0L3OaHnRQPd6EI2Pl4esVquBjfDh2S24UalWRrZ/u4hGo1B8w3lAYIxB9XsRjY627910XI07xMkhy3qtNrYhy1gsBiaLkJXBdq4OLMxhJbg+FYn9RHfkcjlIA2rnoOoa0pnxF2TRRByaxxljkxqYvchSY9WLrF6vg41wzB1zuRzrWOiGaDQKaYBDxfcieXUSZE7CySFLPsZJ/Zubm9DnBjf6ooGsqoDodkQ/GcJZZDIZCANoCguYIct0NjPWDwKVSgX5QmFgVdC94hYEuCVhrKpY6/U6mGt0rUNczIXaGAnYdmyFQzCG0IOsgeLzIBQOD21/rSBB1oRt/Z0GwDg38VzfCEKbG3xiJgDoczPY2nLGXDLCOWSzWQgDmi0oiCK4y4VisTiQ7Q+DVCoFSXdWD7IGiscYq15ko/bmMRezpQp71GyEt+EZ4FDxvXgD/pFXWpIga8JsJ+BMQcbHuEXB2eAaAguDTehvoM76sRZcH8q+RgXnHLDhxskYxtqr0w2pdArigDxkACBpCjKZ8U3sd2IPsgairo6VIANs+XpOPVsDHiq+F++MH9sjrrQkQdaEk3PIMKaCjHOOtY2NgSf0NwgszmNlwist6/W6Pcn4jDn2AcRuYskk1AEKDlFTx16QSQ7rQdZA8mhjJ8iI/igUCiiUSkMNoXv8PkQScdRGmLY0nlniA6Ber+Ppp59GeCuEladO27Zdu7a1vRZE/jmX27KtYRKPxwFJGHhCf4OZ+Vk8/KWvg3PuyPCLHdRqNcCGHBWX255qzXEgnkpCWzg2sO2LmjJ2MxebiScTEB3Wg6yBauiIjFml5ZQ4ngdGo8JymNdwtyBA1FQkEgnMzQ3HgbAXEmQWX//61/Hyl78ciqbhP/79a7Zt9/d/+VZbthMPRRD97hJe8pKX2LK9YbG1tTXQDv17UTQNdcGFZDKJmZnhubuHiW1VXIyN9GlwmCSSCZynXzSw7Y+7IIvEYtCHMDOwF3SvB+Gzo2/a2SmMsZEKMjOjYbyDX+ZQ8eH3xFN8HkSjURJko6ZSqeCFL3whrviBa/DDb36948KDd/7Ge1DNlUdtRtcEN4JQAr6h7lML+LG5uTmxgqxSqcBtQ58jJgioVMa/X9FhcM4RT6VwqWdwF3jVYyCaGK8Gps2EY1H4zn3uqM1oie71YDn+5KjN6BjTqzM6RcbtSmkYIaHwcIaK70Xy6ohEIrjkkkuGvm+Acsj24XYxZ+aRcfx/9s47TKrybOP3mZkzvc9s34Wlir3EFruxJGrsih0bFhQBAamKCgKCVI3YRSUSO7HEmPhZorEgbWELy/Yyvc/u1J1yvj+WNYhbppy6+LsuLrMw532fzM6c87xPuR9BpuBaLJ0wslQ/1ofCqIPVbmN1TzZJJBK0zMoTSUSHhEMWi8WQAgVSJmVsD5XAHTIPD1X6+1BpNfAFfIJpQBGJRKDSHDpkoCAS4LPiQGwuByszLA9GbdDBxmGn5W8O2UHwOdQrNIeMoii0WzthYKnDsg99oRmtw1ixv9chyz9CJhKLEe8RXtQ1W3o7CJmtj1Jq1IJTlO8jkUggFAkz2vSQDxKSBEFKBNM0IRaLOS0iS6fStETQucTqdELLouRFH1qDHjYnd+lx/nofHMF1/n9geGnUoASDQSRAsS42aSw0o9XSIZgTdbbE43GIyPwjZKRUimiM29ltbMCGpINKq4U3EBDkZ663w5KfGmR9yDQqwXRaisViWmbN5ko6lYJEoFNdgN6mJW/AB42e3VIXANCZDLC7nJx9j39zyA6CIPibshQavQX97NdxKdQqxFMpwZyosyUWi0FMw8BdUiZFOBqhwSJ+4/P5QGqYPRSQUhIQixAOhxndhwn4rEHWh0ytgt/v59qMjOBaYDwtUImkPnw+H0iVAmIayjKyRaZQIEGlOfse/+aQ9QNfT4p8tWsgLDYrFCwX9AO979NwVuyPxWIQSfO/WUnlMoSjwz9C5vZ6odAw73DItepemReB4ff7IWXYYc0XUqOEVyDvrVgs5nQEX2+ETLgOmdvthkLH3ZB7pUEHt9vNyd6/OWQHweeUA59t64/Wzg7WBGEPRmHUwjJMBWJD4TAtBeqkTIpQRHgRnWyxuZ2spD+kGqUgHTKvzwsZCw5rPqi0Gri83A5+zpTemcjcRchSqZRg5x4DgMvthkzPnQSLVMfdkPHfHLLfYASKotBq4c4h0xea0TpMRygFQ129g9TzRK4Qtrp8pjg9bqhZccjUcHu4OVnng8PrgZrDiEQmqHQauHzCcci4TFmmkilIJcJ1yKwOOyvf14FQ6nWwObjptPzNITsIiqJA0KCCTjsCS1d2d3cjlkxCqeHmpGMsLEDbcHXIurshV9LgkCkV6AqFaLCIvyQSCQS6gqxIOmiNOtg4noWXCy6Pm/cOmVqrhdsrjC7WXoeMu5RlKpWEhIamH66wOO3QcVB73IfOZECngxvZpN8csoNIp9Mg+CiqJ7BB0DabDSqznrO6N5VWg3A8NiwjQF0hehwyqVyOSDw2rNX6vV4vZBo1K0XOWoMBVo5O1rlCURRcXi/UWn47ZEqNGl2hbiSTSa5NGRKJRMLpdyqVSEJGMqe5xyTpdBpOtwtao5EzG3TG3k5LLuCh58Et6XSKlyrHvXIcwnHIOq0WqMzcnXIIgoCqwAibbfgJxPqCAShU+df8iEQiSBXyYem09uHxeKBgaQSLxqCDy+cRlIMbiUSQJihI5TKuTRkUkUgEqVopiE5LkiSRTnLokCWTkEqF6ZD5/X6IZNLermWOUKhVCMdjiETY70AXblyTISjwtJtRYBGylo526EeyKwh7MEqTDp1WCw477DBO7aCTVCqFUCQMOU3abjKVEl1dXdDr2RdhZAO70wG5np3oj4QkQSoV8Pl8KCjg9rOfKX6/H3KeKvQfjEyjht/v5917++yzz+Kjjz76+edEIoGWznb836f/zGvdR2+5N6frouEIyCSFv72+CUCvg7hx40bevW/94Xa7oTBwG60lCAJKgxZutxsjR45kde/fHLIDoCgKIp62CxMikWAcsr6C/uNPPoJTOwyFBWhub8P5nFpBL93d3ZAqFLRFcYU+FHsoOmxW6ErZS38oDDo4nU5BPPyAXs0nj9eLpXfNoH1tOte87I6bIFXzs4v1yy+/xMknn4wzzjgDABCNRrHp/XdwzAVn5rzmrm9/wOWTb8npWmtrO4rSUpxx2ukAgHvvvRc2m00Qn0mH0wkZB0PFD0am08Dlch0aDhlBEHoALwM4Cr1BqTsA7APwNoBKAG0AJlIUxWp8uregn3/pSqB3pFOaj4K1/RAIBJAABSXHYpPG4kLs+n5n7++Vj1HPHAgEApDSOPmAFEgaKFc6bFaMP3oUa/spDFpY7TYcddRRrO2ZD16fDx63C7FIBJdMup62dbd+/hXOu+YyWtb68oOPsW/XHhx1yolwcSRHMBTHHXcc/vjHPwLonaTx9c6tOOHs03Ne76O23Tlfq1Srcbjc+LM9Wp7XBx6IxW6D1shdqUsfKqMOVrsdJ7G8L1cRsvUAPqMo6hqCIKQAlAAWAPiCoqgnCYKYB2AegLlsGtUbIeOpQyYSTg2Z1WqFysxdUWYfSrUKCVAIBAIwGLj/ktOBz+eDTEufo6vUqgWj75QtkUgEwVA3qyNY9IVmtLULp7vX4XZDplCgsLwUp/7xD7Stm49DcTD7du0BAKj1Ojg6XLStyxQkSSLFYQ1ZMpmETKA1ZJ0OG8rGHM+1GdCZjeioa2d9X9a9D4IgtADOAvAKAFAU1UNRVADA5QBe3/+y1wFcwbZtFEVBxMG4howQEYKJkLV1tENVwA8HSGU2wmIZPgKxHp8XUhojj2q9Dg4Bamdlgt1uh8psYDU6KrQ5qk6PCzIaOnbZQK3TwMnTCNmBiEQiiAgRZ80d6WQSMim/mzT6I5lMwulxQ2vkvp5VbzLCYrOx/j3mIhw0GoAbwEaCIHYRBPEyQRAqAEUURdkBYP9/C/u7mCCIuwmC2E4QxHa6xxuk02mIearfIhKLkUzxv+UbAJra22As5ke9gqrQgLYO9k86TOF0u6CmsUhdo9fBOUwdMovVCjnLN3eFWoWedArBYJDVfXPF6XVDToPIMBuodVr4Aj5BHEylJIlUgpv7dTqVFqRSv8fjgVSt4mSG5cHIlUokCYr1+louHDIJgBMAPEdR1PEAwuhNT2YERVEvUhR1IkVRJ9JdpEhRFG8dMrFYjBSH6s+Zkkwm0W6zwFRUxLUpAABzcREa21q5NoM2LE4HrSdIpUaNYKgbPT09tK3JF5rbW2EsZndSBEEQUBeaYLVaWd03F+LxOCKxGC1juNhAQpIQyaSCaEIhSQlnmmlUUpijk5xOJ+cdlgeiNOrhdLKrR8aFQ2YBYKEoauv+n99Dr4PmJAiiBAD2/5f1YoF0Os3blGWvQ8Z/fSOHwwGZVs2pjsyBGAoL0Gm3CUJQcijS6TRcHjc0NEpUiEQiyLVqzma3MQVFUWhqb4OpmP2DgarAiNb2Ntb3zRa/3w+5Ri2ohhehDHCXklKkuHLIUilIePocGwyb3QaFkbuRSQcjN2hhZ1nomXWHjKIoB4BOgiD6xKHOA1AH4CMAt+7/u1sBfMi2bel0GmKeOBIHI5ZIBJGy7OzshJJDQdiDIaUkpHr1sBCI9fv9EMtltDu7cp0GdKf/ucbv9yOW5mZ0l7mkCA2tLazvmy10N4iwAV+lLw5GKpFw5pClBRoha7dZoedBM1gfWrMRnTZ264+5ail8AMCbBEHsAXAcgGUAngRwAUEQjQAu2P8zq/A6ZSkRIymACFljazP0PKkf60NVYERHRwfXZuRNb0if/hNk70nQTvu6XNLe3g5NkZmT6I+xqACdDhvv08BerxdSjbAcMplWDY8AZlpKpdxFyIRYQ0ZRFNptFhgK2C0xGAxDgQnt1kPAIaMoqmp/HdgxFEVdQVGUn6IoL0VR51EUNW7/f1k/BqXTaRC8dcj4HyGjKAoNba0oKCvh2pRfYCwpREMb/yMWQ2F32KEw0l9jYSgwoY3lGw/TNLQ0Q1fCzcFAQpKQG3Xo7OS3/IXL64FSy34EMR80ei3sHgFIX0i4k76gUmnBpSxDoRBiiQQUHGtXHojGoIfL72P1YMVP0S2OSKVSIHk6001CkkhyqG2TCcFgEJFEHCqejWIxlxSjsa1FMFIEA9FmtUBXYKJ9XUOBGR12/hehZwpFUdjb3IDC8lLObFAXmdDcwu9DgMPjhppFjTY6UOm0cAmgK5gkSe5kL1JJwTlkDocDKpOeV/WMYrEYCn2vYj9bCOu3xjCpVIq3Q3Z7HTJ+R8ja29uh5ihNNBgqrQY9oOD1emE28yckni0dVgsOO+Ys2tdVqFWI9vSgu7sbGg2/nOlc8Pv96IpFOVX8LhxRhto9+3DhBRdwZsNQuLweHKY7nGszskKj06Ha6+X99A1SIuHsAJ0WWIRs+/bt+Po//4HFZYX0m+9pWXMXTetYbXZ88803uPHGG2lZbyiE81tjgWQ6BZlCzrUZ/SISi5Cm0kgkErytD2hqbYGWZZmBTFEXmdDR0SFYhywUCqErGoZaR3/KkiAIqAoMsFqtmDBhAu3rs01zczM0JQWcPrALSopR+69vEYvFIJfz756SSqUQ6Apy0vSQD1K5DGmCQiQSgUrFn/TWwZAkiZ70bynLTDjnnHMwsnIkUlIJdv+wdegLMmDLS68P/aIMCHr9+Ocbb/3mkHFBKpXirUgiQRAQSSQIh8PQ0yh7QCf1zU0oP+sErs3oF11xARpamnHCCfy0byhsNhtUZiNjTobCpEen1TIsHLLahnqYyrmtYxRLJFAXmdDS0oIjjjiCU1v6IxAIgFQqIBaLuTYla+RaDXw+H78dMrEEaY50I6l0SlC/13Q6jStvuB4TLjoTOhN/uiwBoKGqGotvvZ+1/X6rITuAZCoFOY/HiIjEIoTDYa7N6JdwOAx30A+9mf4aJzooLCtBfUsj12bkTIelEwoTc/U+xqJCNAtAO2soUqkUahsbUFJZwbUp0JcXo25fPddm9EufBpkQkaqV8Pv9XJsxKBKJmEMdsrSgHDIA8HUFoDHwL9CgNRqRSqdYmw7xm0N2AKlUitdz3URiMW8dst76MRNEIn5+pLRGAwLhsGBG2hxMQ2sLTCXMiZyaS3odMiGMpRmMjo4OiNRyyJVKrk1BSeUIVO2t5WUzid/vh1TD/XuUC1KNEj6+O2RiCWffpXQ6zdv7cH9QFAWlQctLm0mpBARBsCaczb93gCOSySTS6TSkMn4W9QMAIRYjFApxbUa/NLW0QFPE3/osgiCgKTajvV14cy3T6TRaOtphLi1mbA+5UgnIScELxNbV74W+gh+yK1qDHjEiDbudfxpvHq8HMoE6ZEqtBi4vvz+nYpEY4MgRp9IUL52bgaAoCjIed/sShIi177BwfmsME41GIRKLeN25I5KIEeTpHDeuZQYyQVdSgIbmJq7NyBqn0wmRQgYZw8XhqgKjIB3WPiiKws6aapSOHsm1KT+jryhBXf1ers34FS6fl3fyNJmi1mnh5rlaP0EQnEXIKEp4ETItj6a7HAwhJtDJkk7jkL81giCKCIJ4hSCIf+7/+QiCIO5k3jR2CYfDIET8zruLJRL4AvwL1UciEdi9bhgK+RshA4DC8jLUNQmvjqy9vR3KQuZvWPqSQjQKYOTPQLjdbgTiYV6pfZeOHokd1bu5NuNXuH1eqLT8GeScDSqtBi4vv2evisUiUOnfImSZQFEU9IX8rD0Geuf9siWcnclv7TUA/wLQF/5oADCDKYO4IhKJgBDz+0MsISXw8tAha2trg7rQxPtCUr3ZCH+oC108jTIORH1zI0wsTD8oqijD3uZGXtY8ZUJNXS30I8t4FeU2lRTBGfDxbv6ix++DWifMCJlSo0agK8jrekc+fQb5TDKZ7HXIONQMHApCJEaH1cLKfTETD8RMUdQ7ANIAQFFUEgC/JeNzIBQKgeD5qUJCkvAFA1yb8Ssam5uhKSnk2owhIQgCmpICtLa2cm1KxlAUhfrmJhSy4JCptBpE00neOQ+Zsm33LpSNqeTajF8gEomgG1GK2rpark35mZ6eHkRiMch4KvEzFGKxGBK5jPcHKwocRcjAb9HcA3G5XABBQMxj3TSCAFJiAoEA88/eTDyQMEEQJqD300UQxKkAhNmqNghdoRBEAoiQ8bG7qK5pH4oq+F0/1oe+tBD7BFRH5nQ6kZQQrAh4EgQBdZEZLTwf+dMfXq8XzoCP0caHXCkdW4mfqnZxbcbPBINByNRKwTy0+0OmVvLaIRMRhGAjzWzicDgAAXwMlUZ9r60Mk4kHMhPARwDGEATxHYA3ADzAqFUcEAx1QSzhd8pNJJYgluxBPB7n2pSfCYVCcPp9vKrbGYyiijLUNtYL5mbZ3NwMbSlzchcHYyovxt7GBtb2o4vd1XtgGFXOSyejsLwUFo+LN5HHYDAIGY9FVTOBVCp4LWGTSqchIrg54BMQjjPYYbGAEIBHpjTpYLUxP+93yE8MRVE7AZwN4DQA9wA4kqKoPUwbxjb+YBBiMX/DpkBv6FSh0fBKFLG1tRXqYrNgikg1Bj264zFevYeDUdNQDzOLMg5FFWWobdrH6/qcg6EoClt37UTZ2FFcm9IvIpEIhsoyVNdUc20KgF6HjFTxb5xTNpBqBSsppFxJp6neGzYHECKRYByyNlsnZ+9TNmjNRlYK+zPpsrwKwGUADgMwHsClBEGcRxAE/4uGMoSiKAS7+B8hAwCZRsUrZ2JfcyP0pcL5KPTVkQkhLZdMJtHQ2syqnIhSowYllbASnqcLl8sFTzjIy3RlH2XjRuGHndu5NgMAEAgGIeGxAHYmyFVK+HjskPUOP+docwKCOFBRFAWL3S4EfwyGAjM6+RAhA3AngJcB3LT/z0voTWN+RxDELQzaxhrhcBiUqFcAju+QGiVvUh8AUNvQgKKKMq7NyApDaRHqBSB/0dHRAVKvYVx/7GA0ZUVoEFDasmp3FYyjK3iZruyjoKwE7lAQTqeTa1PgCwag1Ag7ZalQq+AN8udgejDJVBIijrrORSKRIBwyv98PihRDCEVkap0WwXAI0WiU0X0y8UDSAA6nKOpqiqKuBnAEgDiAUwDMZdI4tvD5fJCphKFardSq4fTwQ6Xa7/cjGA3xbiDsUPSl5fge1t+7rx66MvajPkUjy1G1lz9dgYNBURS+37UdFePHcm3KoBAEAePoCuzkQXG/L+CHQiD3u4FQqtW81GTsI5lKciYDRIhESKX4L4TgdDqhNPBXof9ACIKA0qhj/ECViUNWSVHUgVa4AIynKMoHIMGMWezi9XohUQqjpkJj0MPudnFtBgCgpaUFmpJCXkcm+kOt0yIpInpbrnnM7vo6lFSWs75vYVkJ2m1Wxk+DdNDe3o4okYahgL/Ckn2MOGwsfti5nfODQKArCIVa4BEylRLB7m6uzRiQRCLBWYSMEIuQ5GiweTbYHXbIDcLRwpPrtYyXcmTikH1LEMQnBEHcShDErQA+BPANQRAqAPxN4meBy+0GKZATo0avg4MnDtnexgYYytjrAKQTdbEZzc3NXJsxIH6/H+5gAMYi9uvzxBIJVEUmNDXxXx5k264dMI+t5NqMjNCbTYiJe4WUuSTQ3QWFwLss5UoFukLdnDu3AxFPJCDhSFtLLJEgkeB/rKTTboNWQNkVtUkPq4PZmZaZOGT3A9gI4Lj9f34CQFEUFaYo6lwmjWMLm9sJlUBqKpQaNbrCIfT09HBqB0VRqGsSXv1YH+aKEtQ18bdOat++fdCVF3EWfTSOKEX13jpO9s6URCKBbXuqMPIwfqcrD6RgbCV+2rmDs/1TqRTCkQhkCmFkBAZCLJFAJBEjEolwbUq/xHvOcKZCAAAgAElEQVR6ICa5cchEErEgHDKL3Qa9WTgOmc5kRAfDhf1DfmIoiqIIgmhGb83YRACtAN5n1CqWsTnsUGmEEToViURQ6DTweDwoLeVOjNXlciEh6k3/AUDN1h345sNPad9nw4Il9CxEELjq3ttQXNGbAiyqKMOP/92JVCrFy5FPVXU1KBxVwdn+ZaNGYuf7n+H6NH8HFdfX14M0aqEUUPpt5ISx2PbOJ7jy0ssglUpZ3z8SiUAik/L2d5oNpEKBUCgEFQ+jffF4HHKOImQiiYTzA/tQJJNJuP0+HGnQc21KxujMRux1OvZ30DJzUB7wE0MQxHgA1wO4AYAXwNsAiOESFesjlUrB7ffBXDKGa1MyRq7TwO12c+qQNTc3Q138PzHYHV99C7/bixPOPo3WfUYdcRgt63y2+T201NT/7JDJFAqI1XJYrVaMGDGClj3oIh6Po6GtFWeccRxnNig1akApQ0dHByorKzmzYzB+2LENxeNHc21GVihUSkjNetTV1eG449j//YbDYZACj471QSpkvI2QRWMxmGXsO9wAICYlvBIP7w+v1wupWsXLw/BAyORypEVAV1cXdDpmmhEGc+HrAXwL4FKKopoAgCCIBxmxgkO8Xi9IlUJYHwy9Bg6nE8dyaENdU8OvBEsPO/5oXHTzRNr2oHOtqv/++Ku/05QUormlmXcOWWNjI5SFRpAc3dD70I8oRU1dLS8dsu7ubuxtbcJZZ1yNVDKJdze8gkSc3qjApqeeoW2tMUcfjtP+dD4AoPSw0fhxxzbuHDKWZVSYQiKXIRwOc21Gv0RiUUhlMk72FktJxGIxTvbOFJfLBYVeGFmpA1Ea9HC73Yw5ZIPFra8G4ADwFUEQLxEEcR6EIBiSJS6XSzCtt33oTUZ0Omyc7Z9KpXoHXrMoWMoEBeUlqOWh3lZVTQ1MldzX5pWNqcSOmj28LJyu2r0buhGlkJAkAh4vtrz4OmQKOW1/ANC2VsDjxcevbv7Z9rLRldjX0crJ6J9IJAKxjGR9XyYQ89khi0ZBcuSQEVKS9x3SLrcLMp3wHDKZXs1od/6AETKKorYA2LK/m/IKAA8CKCII4jkAWyiK+jdjVrGIzWGHXK/l2oys0JmN2LethrP9bTYbxCo55EphdKYOREFZKf77xQ9IJBIgSX48pJLJJHbX1+KkiZdwbQr0ZiO6EjE4nU4UF/NHBZ+iKHy3fSsqTjry579TqJSYOPUu2vagc62aH7fjzTUbfv5ZLJHAUFmOqt1VOPuss2nbJxMikQjEcm4cBboRS0mEeZiyTCQSSKaSkHBU1C+VSxHiqaPah9XpgMYonPqxPlR6Lewu5rTIMpllGaYo6k2Kov4MoBxAFYB5jFnEMh02K3QFwun0AHoL6QPhbs7C0s0tzVCXCGdc0kCQUhIyoxYdHR1cm/IzLS0tkOhUvBDuJAgChpFlqKnll0isw+GAJ9yNgjL2ZnzSTfmEsfhu+0+sRx/DkQjEUn4cPvJFKpehOxTi2oxf0Venx1WHtEyhQDDUxcnemWJzOaEVoEOmMephdTGnRZZVqw1FUT6Kol6gKOoPTBnENh1WC/Rm/otKHghBEFAadJzNG6xtbEBBOX8iJvmgLSlAE4/0yHbXVMPIgRjsQJSNHYVte7hXlz+QHbt2wjRmhOAEiQ/EXFIEXywMm43d0oPuUAjSYRIhkynkCEX4FwniunFCrlTwWjQ3nU7D6XZBoxeeQ6Y1GLiNkA1nIpEIuiLhn6UbhITCqIfdzqxIXX8kk0k0d7ShoFS40YkDMZfzR48slUphR+0eVIwdxbUpP2MqLoQn1AW3mx/jutLpNL7fuR0jJghHe6w/CIKAacwIbN+5k9V9w9EoZMPEIZPKpAhH+ZeyDIVCIBXcvcdylRL+LvbrEzOlq6sLIpkUpAAjtQqVEpF4jLHsFDdJbp7gcDigNOkFedLWmA1ot1rwe5b3tVgskOrUw+aUXVBSjNp/fYt4PA4ZR0W4AFBdXY2tW7eiua0V0u30RaS2fflN3ms4/V68uflNzJg+gwaL8qO5uRlpBQmtgPSLBqLy8PH48aP/w58vvpi1Lu9ILAJSQGKcgyGVydDFw+L1rq4ukCoFZ/sr1Wr4g/wdouP1eqEQYEE/0HuQUmg18Hq9KCujv/HqkHbIbDYb5EZhdVj2YSg0o/2HPazv29LaAs0B+mNCRyyRQGk2oKOjA+PGjePMjkmTJiEej4NSSNHW2kbbuv/c9E7ea8RjMWxe9xzuufseKBTcPWgAYNuunSgYO5JTG+hCrdMCShmam5sxfvx4VvYMRyNQSYU57uxgSJkUER5GyPzBAEgld98TuVKBSDTKq2alA/F6vZBq+Sfmmykyrfo3h4wJWjvboRfAUOL+0JuMqHK7WP/S1TU1wjxO2HIXB6MpNqO5pYVThyydTuPUc8/EBffcwrsUOkVRuHr8iXC73ZxqtvX09GBXXTVOvu7PnNlAN+YxI7C9ahdrDlk0FoPhoEgwKe2VDuErAY+33zpfUipFlIcCqG6vFyqtmrP9CYKAVKVEMBiE2cy/w7PL44acw/cnX6QaJbw+HyNrH9I1ZC2dnTAWFXBtRk6IJRIoWJg+fyDJZBItne3Dpn6sD3NZMfY2N3JqQ09PDyCX8s4ZA3pv8ARBoKaO227Lffv2QWrSC15u5UBGjB+DXXXVrI26icXjkBxUu3PqH89DS2096nfsZsWGbOhobMa2L7/FOVf+WgaGlEoR5aEAqtPr4fx7LNeq4ff7ObVhIBweNzQMCauygUqnhdPDTE3tIeuQRaNR+LoD0Ai4FkVh0sNqZXbY6YHYbDZItWrOFeTpxlxchA6bldP5b9FYFNoy/nauEoQI2/dUcWrD9t27UDiGX1MV8kWuVEJq0qGxkZ0DQSwe+1UxtUKlxKQ50/DS4hVIp9Os2JEJFEXhlSWrcO39k6Ez/bruTSIlEe+J80642OV1Q63n1uGQalTwMRTFyReXxw0VDw+emaLWaeFwMyMOe8g6ZDabDWqzUdBDdrWFJrRZOlnbr629HaoiYaZ4B0NCklCYdKw6tweSSqUQicZQMoJ7df4BIQi4u7nrtozH46hp2IfyMfzpQKWLgtEjsHMPO9GpeDwOST8lDmdfcQkIEPh6yz9YsSMTtn/1LVwWGy6ZdF2//y4SiSASi5FIJFi2bGCi0Sii8TjkHNaQAYBCq4aTJ53RB0JRFNw+L+cRxHzQ6HVw+5hJ8QvXG8mTjs4OKM2/jI6lUimOrBmaVDL5q78zFhWiqa2VNRsaWpthHAaCsP2hKjSirb2Nk71bWloAEQGFit+FrobKMuyuZr+RBAAaGhogLzQMm+7eAykfU4mq+lrGHYt0Oo1kOg2x5NelwyKRCJMfnYs3Vq5HNMx9oXyiJ4FXn1iFOx+Z3a8D2YdYIuE0sn0wbrcbSoOO8859rcnA6Xi9geju7gZBSgQpedGHQq1CKBJm5Pt6yDpkzR3t0B9QPzZywjh4bHZaZALoJhTswpYXX8cJZ5/+i7/XmQzwBP2szC2jKAqNbS3Drn6sD2NJMfa1cCMQu3PP7l/V9fCR0jEjsbVqJycpoqqaahSMqmB9XzaQKRSQGXVoZliguKenB2KxeEBnYcIJx+CY007GexteYdSOTPjHG39D8YgKnHjumYO+TiThV4TM5XJBzoOh2TqjATYnN8LhgxEIBARd0A/01tTKNCoEAvRLixySDhlFUWjuaIOp6H/RHo1eh9nPrMDTcx6Fo9PCoXW/JJ1OY92sh3HiH87E6Rdf8It/E4lEUJkNrKTaPB4PUmIRL0b6MIG5pBAtHe2sOxvJZBI7a/ZwNog4G0xFBfBFQnA6mVOq7o9kMok9+/aibPTwkLvoD+PIUuyuZXY+bSKRgEgyuN7ZrXOn47M33+X0HhjwePHehldx58Ozh3ytmCR5FSGz2u1QGLhPxyk1aoTjMd4NX/f7/SCHwTNExlCN3iHpkAUCAcTTKSg1v/TUjzjxeFwz5U6smDIbPTF+tFN/8PxGBL1+3L5gVr//riwwoJOFOjKLxQKVwGZ+ZoNcqQQllbBeI9Xc3AyRTimIWkaCIGAcVYY9LKct29raINGpBu+u5Fdd9y/IxMkvHzMKu+qqGS2qTyQSEA8hkWMqLsJld96M15atZcyOoXhz9bM4+/KLUZ7BxAq+RchaLR0wFHIvNUEQBFQmPWfj9QbC6/NBqhG+Q0aqlL9FyOjCYrFAXWDsN3R/2R03oXhkBV58fAUHlv2SPd//hI83bsbcDasGzLkbigrQyEIdWUt7GzSFw9chA3qdW4uF3cjAjt1VKBgtnM7B8vFj8MMudtOWe/fVQz/I7FSNXg8xKeFluQEA/PutDzDmqMMHfY1Kq0FaKmF0tmVPT8+QETIAuOKuSWjaU4eaH7czZstAtNbtw4+ff4UbZtyb0ev55JCl02l02m0wFvBDSklu1MHCUaPSQLi8Hqi03Kd080WuVcHt9dC+7iHpkLV1tEM1gHNBEAQeWPEYarfuwBfvfsiyZf/D63BizYwFeHDtUphLBlbWNhUXobmjjfEHZEtnO0zFw0PheyA0BUa0d7LXtZpIJLCrrgblY0eztme+GArM6E7GWJ2jWlVXi5LKgZ1WqVyGB9csxV/mPg6/i/6bZD58teUTtNTW45aHpg75Wm1ZEfY1MjdXNZFIQJTBiCaZXI7bFjyIlx5fyWqjE0VReHnxStwwfUrGXXgiiZg3KUuPxwORXMqbxhN9oRmtne1cm/ELXD4PVAIdm3QgKq0GLgY6LQ9Jh6yhrRXmQZwLpVqF+c+vxsbla9Fat49Fy3pJJhJYcf8cXDzpOhx3xqmDvlapViEpIhjVnEkmk7A5ndAPkxl4A2EsKkRzZxtr+zU1NYE0agVVl9ebtqxgrdsyEAjAH+kecqLGUaf8DhdcdyXWP7SIN1pajg4LXlmyCrPWL4csg5FTRSPLUb1vL2P29KYsMxvOcvrFF0ChUeHzt7cwZs/B/PDZF+gKBPHHG67K+BqRWIxkPx3oXNDZ2QllgYFrM37GXFKEJo46xwfC7fVCreW+xi5f1DrtbxEyOkgkErDYbUMq9I8YPxZ3PToHy6fMQijYxZJ1vby2fB3UOg2uue/OjF6vLjCik8HIjtPphEynHrT9fDhgKDDB6nCwdoPfXlWFgtHC6xwsHzcaP+3exUrasq2tDZrigoxkBK6ffg9CwS588trfGLdrKFLJJNbMWIBr77sTo4+ckNE15pIitFuZEyhOJBIgMhxiThAE7lo0B5vXbGDl/tcTi+PVpasxedFD/cpyDATBo5RlU1srdMX8SFcCvVGcSCLOGzmnZDKJYKjrV7XbQkSt1cLl9dJ+DzzkHDK73Q6ZXpORc3H25Rfjd+ecjvWzF7FWM/Pff/wbWz//Cg+uWZpxobe60ITWduZC03a7HQqBDmHPBglJQqpRslLYn0gksGdfLSoyKFzmG3qzEaFUD6P1Tn3UNzVCV5qZ9p2EJDFr/XK885eX0LqXudRfJrz99ItQqJS49I6bMr6mT6CYqcNVJl2WBzLmqMNx8vln4+1nXmTEngP5+yubMPqIw3DsaadkdZ1IzJ+UZWNrC8wl/Jm2QRAENEVm3jiswWAQUqUwGpiGQiqXIYU0IhF6NfuE/85kSbZh5TsWzobf7cEHL7zGnFH7sTS14vlHlmHuhlXQZDF6w1xShIb2FubsstmgNAp3xFQ2yA06VmQdGhsbQRq1GaWy+AZBEDBUlrOStmxobUFBaeYPuZKRFbhj4SysmjYXcY7mHNb+tBP/+tv7mL56SdYPHyYFirN1yADgpllT8eX7H8PawoxNAOB1uvDhy5tw+8L+O8kHQ0RKeJGyjEQi8HYHeFfWoSk2I97DD8UAv98P+TCIjvUh16pp77Q85ByyxrYWGIozV5snpSTmbliFD1/ehOoftjFmVzQcwfIpMzFpzjSMPfqIrK41FJphczkRjzPzxWuzdsIwRA3PcEFp0sFiY74zaeeePYLqrjyY8rGjsG1PFaOR40gkAl9XAFpjdnU55171Z1ROGI+NS9cwZNnAhIJdWPvgQkx9chGMhdmnr4zFzNX9ZJOy7MNQYMI1U+7Aq0tXM2ITAGxa+QwuvO5KlIzMPn1PiMWM3feywe12Q1tSyLlC/8EUVZQhxoP3B+h1yAaSvIiEuJ8O0R/RQeySaegf4H5IOWQURaGpvW3QrsX+KCgtxoNrl2L19PnwOukfKkpRFJ6dvxjjjz0KF1x3ZdbXi8ViqEx6RlJIFEXB6rDz7uTHFHqTER12ZlNxiUQCu+trUT6mktF9mERfYEJ3qofRbkur1QpVQfbzZgmCwJQnFmL7l9/ip//7mhnj+oGiKDz38FKc+IczcdJ5Z+e0hqm4kLGu6d6i/uwcMgD48203wtLchp3/+Y52mxqqqlH17Q+4dupdOV0vIcWI8yBlabXbM06ts4nOZEQqnUZXF7t10P3h8Xog68chu+ima7DqgTlIxLn/PR5INBzBmgcX4E83XtPvv0s1Stqb6Q4ph6yrqwvhnnhOOijHn/l7/Onma/HU1DlI0pyT/3TT2+hsbMG9SxbkfMJSmI3oYKD2JBQKIUlAkKm1XNAaDbC7mE1ZtrS0gDSoBxc65TkEQcAwshQ1tbWM7ZFP7aJap8XMdUvxl3mL4XOxI/b71QefoK2+AbcvnJnzGgqVEimit96GbuLxeNYRMqA3S3Dnw7PwypJVtN77KIrCS4+vxM2zp0Kpzm2Oq4QkeREBard2omhEOddm/AqCICAmJYw2fWWK3ePuV87ktgUzodJp8fScR3nTIZ1KJvHU1DkYOWEcrpt2T7+vUWo1cHjoDdAcUg6ZxWKBptCUs9MzcepdkCkUtBa5tu9rxOa1z2Huc6vycnqMxWY0t9MvEOt2u6HgwWw2tlBpNegKhxhNg1TVVMM4soyx9dmibEwltlVXMbZ+p90GTR61i0ecdAL+dOM1WD/rEcZv9Pb2Try6dDVmP70CMrk8r7UUBh1cLvoj8dF4LOeZqSeddzaMxYX44r2PaLPnx399iURPD/5wzWU5ryEhSUQ5dshisRgSoKA18LPOVkySaGxlrsY4U5weNzT6X79HYrEYs9Yvh7PTik1PPcOBZb+Eoig8/8gypFIp3L/skQH9BbVeC4eH3sNe5v3Fw4D2zo68dGJikShcFht2nlsDbHyLNrumTgOWWGwoHUT8cihMxUWo/qkGFEXRWsfg8Xgg0w2fQsyhIAgCCr0WHo8HZWX0O03pdBq76qpx3BUX0r422xiLCrEn3A23240CBtTJLQ4bikYdk9ca1027G/Mn3oGPX30Tl0++hSbLfkkykcDq6fMxcepdGHX4+LzXk+m1cDqdGD8+/7UOJBaPg5RKc7o2lUzCa3fiL7F1wMZ1tNhzKYBl1wDvRGM5a/FJpCRi/hAt9uRKKBRCyWj+HrBIKYnmjnYkk0lIspAUoROKouD2enHYAM1qMrkcD7+8HnOvuRUFpSW4+JaJLFv4P97d8Aoadtdg+TsbB1Vj0Oh0aKO5I/+Qcsga21thOqIyp2spisIzcx/Dkaf8Dh/fvohWu3Z/vxVrpy/A6o82Z13f1odSo0Y0lUAwGIS+n1NIrri9Hsi1h45DBgAytRJ+v58Rh6yjowNQyIbF+BCCIKCvKMbe+r20O2QURcHl8WBcnp9lsUSCmeuXYfblN+Po35+UsSZYNry1/gWodVpcevuNtKyn0mvgpPnkDQDRWBQSQ24q8p9uegcFpcX46LYttB74Vk2bh2Lfq7h51tCTDPqDlEoR5aibto9AVxATeNz0RBAiSDQKtLW1YezYsZzY0N3dDUhEA44ABHrLRRZtfBbzr70dpuJCnHLBOewZuJ+vtnyCf29+Hys+eH3INLpSo0YoGkE8HodMRs90hkMmZZlOp9FhteTU+QQAH2/cDEd7J+5+dC7NlgHHnnYKLr39Rqy8/yEkenKr0SAIAuoCI6w0zy5zeNxZSXAMB6RaFTxe+sdiAEDt3jroKvijVZQvRaNGYGdtNe3rhsNhpEUAKcstonMgxRXluPOR2Vg1bR7i0SgN1v2Pmq078PnbWzB91RLaHBWmxrJEYrFBH4gD0eXz491nX8Kdix6ivYvw1nkz8M9N78Blya2Rptcho/d3mg2hUAjhWAx6M38dMgDQlBSipq6Os/09Hg8U+qEV+ktGVmDBi2vxzNzH0FBF/31lMHZ/vxWvLl2NRRufgalo6AYNgiAg16ppLew/ZBwyl8sFsVKe05yxuu278O6GlzH3uVWMzSm76t7boTXq8dqy3Fv1FSY9Ojo7aLQKcHo8w2LURTaodFq4vPRHKCiKws6aapSOHkn72lxRVF6KdrsV4XCY1nUDgQBkmtwKvfvj3Cv/jDFHHY43VjxN25qxSARrZy7E1BWP0ioLo9Zq4GHCIYtGIc3hJP/mmg0489I/YcS4MbTbVFBajD/fdiNeW742p+ulMikiUe4iZPX19SAVMt6LnRaVl2JHzW7WBM4Pxuv1QpZhpmX8cUdj2srHsPSuGbC3s9OM0FbfiFUPzMWcZ1ZixPjMo4hyrRoeD30jlA6ZlKXNZoPSnH39WMDjxaoH5mLaysdRXMFcF41IJMKM1U9g5qU34LATjsFZl12U9Rqm4kI01rch+ysHxhfwY/whlrJUqFXwOOiXc/B6vQjEwji2wEz72lwhlkigLi5AU1MTjj32WNrWDYfDIGnu7FWoVfho5CfAxk9oW/PaycBymrtl5Uolgt3dtK4JAJFoBKYsI45t9Y34/p+fY8MXH9JuTx9X3XMrppx3BWq27sBRp/wuq2slUikiMe40rHbW7IFMyf8OdLVWA7+IgsViQUUF++PaHC4n5FnUIp98/jnw2F14/Lb7sPL9N7LWIswGj92JxXdMxV2PzsXRvz8pq2tlOjXcNJYXHDIOWXtnJ9RZOmSpZBJPPTAXf7jmMpz0h7MYsux/qHVazHtuNRbdci8qDx+f9YnUWFSAH7/4gbbC/lgshkQ6mfGpmi8ty/2RTmVum0qjRivNgn9Arzq/pox/4pH5YhpRipr6etodMok8/3RlHz/++yvs+uZ7vDX3U1rr93Z89V9smPUw1n/6Tr8t/blAyqRIJBO0F2GHohFIs+gApSgKLy9eieun38to2YJMocBt82bg5cUrsfqjzRBnIc0hk8sQicZob2bKhGg0ir0tTZDn2JDANsbKMuypqebEIbM6HdCNzq4++uJbJsJtteGJydOxZPOLeXcv90ekO4TFt0/FJZOuzykIojboYXM6aLOH33FWGmmxdGRdP/bmmg0QicW4YcYUhqz6NaOPnIBb503Hk/fOQiSUXRpIJpcDpBhemuqfurq6IFMpM7rRHXP6Kfjktb+hfV8jLXvTyfef/R8aqqox5qjDM3q9Uq2GPxigPbxfvW8vCkbwtxsrV0pGVqC6oY5WhzwajUJMQ/0Y0DuaZ8OCJZi5bhntzRS/O/cMnHrBuXh2wRLaPi8EQYCUy2idk0dRFMKRKGRZlFxs/fdXCHi8Awpj0smZl/4JMoUcX7yXXSROLJEAInAyz3Lv3r3QlBaiqLwMVd/+wPr+mWBv74TX6YLObET5uNH4ac8uTtKWVqcjpyjXLXOmobC8FGtmLKB9SHqiJ4HlU2bhiJOOx1X33JbTGjqTAdbfHLLsSKVSsDhs0GeRKvrp/77G13//B2avX57ViY0OLph4JQ4/8Tg8O+/xrL88KrOBNvX0UCgEaYbh+OPP/D3ufOQhPDppCmytzA06z5YdX3+H5x5eikUb/4KiisycIVImRQppWm/yiUQC9S1NjKa9uUKpUSMtldA6KaJXxDT/21M6nca6WY/gopsn4vDfHUeDZb/m1nkzYGluxRfv0pfWE0kktA6F7unpAUT7HZgMSMR78OrS1Zi8aE7G1+QDQRC469G5eHPVs4h0ZydjQcrodV4zZdvuXSgcXYEbZtyLHf/5Dju++i/rNgxGKpXC2pkPY+L9k2EsLIDOZESESsFisbBqRzweR1c4lNNhSCQSYfpTixEKBGkfhfbs/MWQyeW467G5OUdXNXo9HG4XbYfRQyJl6fF4QKoUGXcYOToseGbe41j44nroTNyMDLr78XmYe/Wt+OS1zbj09psyvk5u1MFiteDoo4/O24ZQKJRVlOLsyy9CPBbFopvvxbK3X0FheWneNuRDzY/bsW7WQix8cX3G0bE+SLkcoVCItnZmi8UCmV7DWFMI12hKC9Hc0oLycnoczp5EAhIy/9vTh69sQk8sholTJ9NgVf9I5TLMXr8cC2+4C0ecdDxKR+XftCGSiGl1yMLhMMgsPssfvfpXjBg/FsedcSptNgzF2KOPwAnnnI63//ISbp//YMbXSeQyhMNhGAzM1RkdTDgcRn1bM84682pISBIzVi3B6hnz8fQ/32W03ikbPnj+NZBSEpfe0fv8IAgCptEV2FlVxWrask9cPFenh5RJcdyZp+Hbjz/DpRvPpM2uS48C7pdOyyvgQkpJiBVy+P1+mEz5N/YcEg6Zw+GAwpBZDUQ8FsPye2fiuql3YcIJ+YlS5oNMLse851bjoStvxthjjsz4dG8oMKG9lR7pi1AoBIkyu7z9hdddhVg4ikduvgfL33k1Z5mRfKnfuQcr7p+Nh55ZiQm/y762Sarsdcjo+JIBQFNLM9TF3LwXbGAuK0Fd4z6cfRY9tZbJVBIiUX6R6eaavfjg+Y1Y9fc3GY/yjDxsHK6ffg9Wz5iPFe+9PqigZCaIRCJaUzShUAhSVWbRbr/Lgw9efB1PffAGbftnyqSHpmHqH6/GH6+/KmPHllTIae/yHYqamhpoy4p//j0f/fuTcOalf8KGhU9g7oZVnNeJNtfsxUevbsKaj/72iw7QivFjsPWTr3DpJZew1hnqcrkgz0DyYiC++/RzfLrpLax8/w18XFZCm12WplZsvv5OFFWU4fizTst5HeX+yRp0PCsOiWJ2dygAACAASURBVJSlzW7LeCbei48+ifIxo3DJrTcwbNXQFI8oxwMrHsNTU+cg4MmsLkxvNqGTpuHY4UgYkhzqeC674yacd+3leOSmu9Hlo784fihaauux9O7pmL5qCY457eSc1pDIZIjSqFlV27gPhSO4jRgySWFZCRrbW5FMJmlZjyAIUMi91iUWiWD19PmYvGhuxqnqfLlk0vXQmYzYvPa5vNeiKIrWB2YoFIIkw+jsG089jfMnXkFLpC9bDIVmXHX3rXg1i/QUqZAhFGJXrf+nqp0oHlv5i7+7ZfYDsDS34ust9HXx5kJPLI41Dy7AHQ/PRsFBDozWoEdKLkFrK/1j9gbC5rBDYcjNIavbthPPP7IUj7zyzK/+v+RL+dhRmPfcKqx5cAFaautzXkemV8PhpGf+8SHhkLXbrNCbh049/vvtD1C/YzemPvko5yecPk4+/xyce9WlWDVtXkYnZqVGjUhPjJYTY3c4nFUR8IFMvH8yTr3wD1h0y70IBbvytiVTOptasPj2qZiyZCFOPDf38LZYRtLmkCUSCbRbLDAX5zaFQQhI5TJItWra6sjEIjGoPOoyXlmyCuOOPRJnX06nCMzgEASBaSsfx5fvf4Q93/+U11p0dw1m6pA1Vddh59ff4bqpd9G2d7ZcdsfN6Ghowq4MC+XFCjmCXezdY/x+P1psFpRU/jLtJ5XLMHPtMry6dDXcVvplczJl06pnMGL8WJxzxSX9/rt5zEhsr9rFmj0ddhv0OZT+WJpasXzKLDy4ZikjEzaA3nm39yxegCV3PpDz70xrMqLDRk9d3iHhkFmdjiFrwZydVryx4mnMe351znPVmOLGmfcBAD58edOQr+2dxaiDm4YZW+FIdnUnB3Pz7Kk48qQTsPiOBxANM1906+iw4NFb7sWt86bjtIvOz2stkZQ+h8xqtUJu1A6axtIa9ajdtpOW/eimoaq6t1ZiiLSfqsiEtnZ6GjpIkkQqmVvK7ofPvsDu77binsfn02JLNujNJkxb+TjWzX4E3YFgzuukUylaJS98fj+k6sHvaxRF4aXHV+Cm2fdDqeFOe5CUSXHHwll4ZclTSGUQcVVqVPAG2IvE796zG4ZR5f3WHo0+cgIuv/MWrJv1MCcyQLu/34pvP/4MU55YOKBDP/KwsdhevZvWGsXB6LRbs55k4Hd58Nht9+HWOdNxwtmnM2RZL2dcciEun3wLHr/9/pyCB3qzERaaslLD3iGLxWLojoSH7PBwW+2oGDsaFWNHs2RZ5ojFYpx12UWwtrRl9Hq5XkOLQxaJxSDNQ3qAIAjcueghVIwdhaV3TUecwZlzbpsDj9x0N669fzLOverSvNcTkxJEaHLI2trboRxCyX3KEwvx9tMvoG47eyfXTPC7PHhyyixMX7VkyLooY3EBGttaaNlXIZcjlcjeIfM6nNjw8BOYuW45Z07FCWefjtP+dD6enb84Z4mBdE+StoYSAPAG/EPO5vv2488Qj8Zw3jWX07Zvrpxy4bnQm034bPN7Q75WqVbB66dvfM1gUBSFH3buQPn4gZ8TV95zG5LJJD569a+s2NRHKNiFpx96FA+seBxaw8AzYBUqJaQmLfbt28e8TaEQYokeKIb47B1INBzBkjsfwB+uvgznT7yCQev+x+V33oJjTzsFy+95EIl4dt31GoMebr+PFgd32DtkHo8HCl3uHR5CRKHXwubIXxslFo/TUpx837JHoDebsOK+2TnP6hwMv9uLRTffjUtuvR4X3TyRljUlUhLxnjgtazW1t8JYMnhBf9noSkxftQQr738IXgc99Qj50qfTc8F1V+HUC88d8vXmkmI0trXQonMkl8uRzlJ2pE/i4pJJ13PakAMAk+ZMg621A5+/syWn6xM9PZDTKITpCfgGdVDj0SheX7Eedz06l3WZn/4gCAKTF83BW+ufHzLSqNSoWXPIHA4HvJFumEsHnkcrFovx4JqleG/Dq6zqMr70+AqceO6Z+N05Q0eUisZWYuvO7Yzb5HQ6oTTqM37+ppJJPDV1DkZOGIcbZtzLsHX/gyAI3PHIbKh0Wqx/aFFW0U2xWAy5jp4gyLB3yLKZoTVc0Bp0sLnzf6jHeuIgpfmLc4rFYsxYvQRisQRrHlyQURoiU7oDQSy65R6cffnFuGLyJNrWJaVSxOL5O2QURaG1syOjYbUnnnsmLpl0A5bfMxM9MXqcwXx46bEnoTMacN20uzN6vVKjRk86hWAw91Tdz2splUjGsnPI/v7SG0j09ODa+5mTuMgUqVyG2c88iTdWPA1Lc1tW1ybiPSBFYlpTlh6fb9AswQcvvI7DjjsaR558Am175kvlhHE47aIL8Ld1gzdJqLRaeAP0Czn3x86qXTCOrhjSwSgeUY5Jc6dhzYyFjBxCD+a7Tz/Hvl17cPuCzORCyseMQk1TA+P6bQ6HA7IMC/opisLzjyxDKpXC/cseYT2IIhaLMWv9crgsNmxamd3MW7lBCycNhf3DXvbC4/VASuOQYiGg1uvQ6KnJe514PA4xDVpQACAhSUxftRiTz7gIV2waOtqSDTdeB3x02z20rimWSBAL5+8UdXd3I9ITzzh9ds19d6C5di+ee/gJTHtqMWeR3c/efBe1P+3EU1s2ZdXtpzIbYbfbodcPnDLJBI1Gg0QWQ6Obquuw5cXXsPrD7EbvMMmIcWNw44NTsGbGfKx4/42MdRCj4TD0usyjCkORTCYR7O4a8DPotjnwyWubsfaTt2jZj05umnkf7jv/SvzppmsHHCVHSklALEIoFIJGQ+8khgNJp9P4cdcOHPanzJqFLph4JX76/Gv8bd1zmDRnGmN2+VxuPL9oGR5+aT3kGc5VJWVSaMqKUFNTg5NPzq0TPRParVZoTZnpsr274RU07K7B8nc25p2ZyRWZXI6HX16POVdPQkFZKS6+JbOMi9Kog8VmxfHHH5/X/sPeIXO43VDnoYEiRFRaDQJdQaRSqbweTolkkraHW6IngTUzFuDEc8/E3yctpW3dULALC2+YjJO8z+Lm2VNpWRMAxBIxepL515DZbDaoCowZP1wJgsD0pxZjztWT8I833sKfOZBfqdu+C2+ueRZPvvta1nVYSpMenVYLDj88OyHeg9FqtYiHMju9J3oSWD19Hu56dC7nYsQHc9HNE7HzP9/h7adfyPjzGQmFoadpLiYABAIByNSqAR3rXd9+jxPOOZ137x0AaI0GnH3ZRdj2f/8ZdLavXKuG3+9n1CFrb29HD0lkLBZOEATuX/4oZlw8ESf+4UwccWJ+D+v+oCgKz8x5DBfdeC0OOz67NH3JuFHYumsHow5Zp92Cot8PbddXWz7Bvze/jxUfvD5krSPTaI0GPPraBsy75jaYigtxygXnDHmN3mxC+778Oy2HfcrS6fXQNvRXKIjFYkgUcgQCgbzWSSQTEEvyd5xSySRWz5gPsUSyP3VJXwRDrdNi8abn8cNnX+DdZ1+hbV2xmB6ldIfTCbkhu4eEQqXEwhfX4e1nXkT1D9vytiEbvA4nVt7/EKavWoKy0ZVZX68rMKLDlr8wsVqtBpFKZZTu6fL5EOkO5zQcmGkIgsBld9yM2p8y76ANBbtQZMp8zNtQ+Hy+wcs2KEBKYwMB3UjlsiHTkVKNEj4fs3VkO3bvgmlMdtpshgITpix9GOtmPpz1bOJM+OzNdxH0+THxgexlSkoqK9Bit+T9nBiIVCoFu9sF3RCTC3Z/vxWvLl2NRRufyai0gw1KRlZg4Uvr8Mzcx9BQVT3k6w0FJnRYLXmnzYe9Q+YL+Dlt4eYKmVqJrjy1eZLJVN5q6el0Gk/PeQzR7hDm/GUlI6FoncmIxW++gM/f2YJPXttMy5oisRhJGpTSLXZbTqNUikeUY+baZVg1bR5rmkY9sTiW3zMTl0y6IWcNN53JCKsjf3sJgkChuQDdGT4sCBF/m3ayFXgNB7pQUkCfZp3H44FUO7zLNmRaDVye/IuqByKZTGLb7iqMHD9wlG4gTr3wXBx16ol49YlVtNpka23HX1c/i5lrluZ0XxWLxdCPKMWe6j202tWHx+OBVK0a0rY10xdg9vonMWL8WEbsyJXxxx2NKU8sxLpZjwz5WrlSiSRBobu7O689h7VDlkql0B0OZdVyO1yQKOV5F1en02kQeaiFUxSFFxYth9NixYIX14LMQ0JjKExFhVjy1xew5aU3cu5sOxBCRCCVpsEhc9qhy0CUuD+OP/P3uOLuSVh69wzEaZwa0B8UReG5h5+AuawE19x3R87rqHVa+LqCtAxmLy4oRLefmdM7n+npCsNspi9C5nC7oNIxl8rjAxqDFnYXc93Jzc3NEOlUOR/uJz/yEL756J+wNNGnkL957XO46KZrUT52VM5rlI4fhZ8YEol1Op0ZKfSHu0Ocd0UPxIQTjkEkwykQSqM+78L+YV1D1t3dDVIhZ21mF5+QqhR5h6LT6TREOUYeKIrCa8vXoqm6Fkv++iJkiszm6OVDUUUZFm96HgtvmAyZXJ5XCktEiJBO5SfsSFEUnG4XxudR4H7F5EloqanHX+Yvxsy1yxgr8v/HG2+hqWYvVr7/Rl57iEQiyLVqeDwelJbmV5M0oqQUP9ibgcPyWkZwRHwBFBXRFyGzuhzQThhB23p8RGPQw1bXxtj6u6r3wDyqPOfrv9ryCUaMG4Mp304CvqXHpkv3l6S93X1bzo5iYVkp9n7xPXw+H4zG3A6OA2Gz2yHPcWSSEJEbtLDb7Rg3blzOawxrhywUCoFU0KflIyRkSgWCeYZP0+lUzhGyt9a/gJ3ffI9lb73Casq4bHQlHnv9OSy6+R5I5fKM9LP6gxCJkMpTaburqwuElMy4u65fOwgCU59chDlX34qPXvkrLp98S1429Uf1D9vw9jMv4qkPNtEypUKm6S2wztchKy0pRayOX0K5TBOPxYBECgZD9mnugbA5HTgug8JqIaM16LHL495/iKT3AJ5MJrGjZg9OvPbinK63NLdh89rnsPL91/FxDnWZg/GX+YuRWrwS059anNP1IpEI+pFlqK6pxtlnnU2rbR12K/QV+Q/cFgoaox6WPPU/h3XoKBwOZzxQd7ihUCkRDLE33+1Atrz4Or756FMs3vQCNPrMhrrTSeWEcXjk1Wfw7PzHM56HdzB0RKJ8Ph8UQ0yIyASZQoGFL67D+89vRNV/f8x7vQNxW+1YNW0eZq5dhuIRuUcADkSqVcLr9ea9TnFxMcIePyv6UnzB7/agorSUtkhoJBJBNB4f9mUbEpKERCGH30//CKXW1lZIdKqcuv+SiQTWzlyAm2bel1OTzFDc+fBs1G7dgR//9WXOa5SMHYnte3bTaFUvVqcj53INIaIzGdDpyK+h6RBwyJirW+IzMoUCwVB+EbJc+HTTO/h009tY8uZLMAwxLohJxh1zJOY/vwZrZszPqsONTvx+P0g1PanawvJSPLh2KZ6aOgeR7sxqGjJh9Yz5uHjSdTj+zN/TtqZSq4HT68l7HZ1OB4VEinAX+59jrvDYnBg3MveaoF+t5/FArj80JpUo9Fpa1NIPZk9tDQwjy3K69p2/vAy1TkfbBJGDUaiUmLHmCTz38FL43bkdggrLSmFxO/JuAjuQeDyOQHfXkCMLhxNaoxFOtyuvGabDOmUZiUQgPkQdMqlcDhcDbdaD8eX7H+O9DS9j2duvwlxCXw1Mrhxx0gmYtf5JPDllJhZtfBbjjjky42vpiMr4AwFIaRxUv/2LbzD+uKNx3Xv0yTtcejEANOODntvzSq0eiEqjhq/Vlfc6BEFgXOUoeOzOQ0a6JuL2o/KoU2hbz+VyQXGI6DDK9Go4XS5MmDCBtjUpisLO2moc+efsSx8aqqrxzzffwbp/vM2oQ3zEicfjvGsvx7PzH8fCl9ZnvZdIJIK2vBj19fW0aZJ5vV7ItepDqn6blJIQyaQIBoM5lxxw5pARBCEGsB2AlaKoPxMEYQTwNoBKAG0AJlIUlVf8ORqLQsyR4i/XkFISsXiew7yJzL9MO//zHd5YsR5PbH6JttQXHRx3xql4YMVjWHLHA1i55Q0UV2RumyjPm6gvGICCpikRX7z7IXb8579Y9fc38TGNzkk6ncayux+EqXklpjyxkJY1FWo1LIEGWtYaVzkaXzTuQeWE3AtlhQJFUQi5PKioqKBtTavdDqWB/bIBLtAY9LDYbbSuabPZ0COisi69iEejWDtzIe55fD4r2lo3zJiC2VfchM/f3oILr78q6+sLK8uxe28tvQ7ZMO/s7Q+5Vg2v15uzQ8al+zodwN4Dfp4H4AuKosYB+GL/z3kRicYgZVBqgc9IZTLEYvk5ZCKCAJVh+LX6h224eNJ1ebVgM8XJ55+Dw44/Bi019RlfQ6XTeZ9qfQE/LUXyDVXVeO3JtVj40nraI0UikQgz1y5F9Q/b8K+/vU/Lmkq1EoEgPXIVo0ePRsiRf/pTCPjdHpi1BlrV5i1Oe8aja4SOzmyExUGvQ9bY1Aht+cCDxAdi4/K1GHfsUTjjkgtptWcgSCmJWeuW4Y2VT8Pe3pn19UUjyrGvpQlJmuYMuw8B7bv+kO7vMM8VTiJkBEGUA7gEwFIAM/f/9eUAztn/v18H8DWAufnsE4nFIFEdmhEyyf4IGUVROTsWBJFd6o7P4WmRODvbKIrK+pqDCXR3oVhdmdcafpcHT06ZhfuXP4qKsaPzWmsglBo1Fr60DvP+n733DpBlLct9n6/z5Bx7cs45pxV3IosioKAeuLrvhStZRVERRMADIqjHo1vkHBE8EgxsQDZhS5K448qTZ7qnp3PO+bt/9Ax3WEzo7qrqququ3z971prq73t3re7q93vD877i19DW143B6QlG66k0GoSjEcTjccYDshsaGkCiMQT9gTOLqgNeH5wWGz7+3g8x2osr7Ob0tImsB0YM97Kr8WG0mDG2MMLqmkKlvKoKN45qeNh6Ft1cv4f6gcwils9863v48Te+jb/4yudYsSFd2vp68Io3vB5//rbfxwc++4mMJqKoNRooKkqh1+vR1cX8OWO22QqmzOAkReWlsIrNIQPwUQC/DeDkUbCBUmoCAEqpiRByapyXEPIbAH4DANraztfWSSRikMkLs8tSJpOBAowcMplMDposnA63k1BKIcsgZXsa/kAAak32siuxaAwffMPbcf0Xfy5r+Y500XZ14E0fei/++xt/Cx/+wqcZpVkIIVCoVQiFQoyjPTKZDIPdvbDoDegcOt1ZKausREt3J+qaM49knMXfv+/DeP3vv4OVteqaG9Ex2HfhdW6jBX1Xp1nZE0jV0AbCobzvsDxGqVJCrlHD5XKhpoZ5Q1E0GsWeQY+1a+mn8bwuN/7qnX+Et3zkfbw4JC9+3S/jx09+G//6N/8br3jj6zN6bYW2AZtbm6w4ZHa3AyXNHYzXERslFWWwGbPvMM+5Q0YIeREAK6X0GULI5UxfTyl9DMBjADAzM3OutxBLJBhHOcQMkcmQSCSyPi0q5HIkWVCrFyPJRAIKBjM3KaXwBwJQMXDI/u49f4qyykq86s2PZr1GJsxeXcMjr30lPvDo2/CBz3yC0WQFpUaDYDDISvptpH8QX3z2+2c6ZFX1tfjrJ/+d8T4n+fv3fZgTzbeziMdiCFgcrHwZHmOz2VBUVV4QHZbHFFVVwGq1suKQHRwcQFNdkfZYotS0iz/B8gsexPgSe40ZmSCTyfCWD/8x3vaSV2Pq0hK6RwbTfm2tthHrt3fwMAt22J1ODJaPsrCSuCgpL4P59m7Wr+fDW1kG8BJCyD6AfwZwlRDyKQAWQkgTABz9l3GbVjweZzyLUczIjhyyrF8vlyFZoBGyZJIySnvE43HEkwkolNmdeZ74p8/j9g+fxtv+/E9ymgp+xRtej9rmRvzPP/gTRp2mCo0KwWCQFZt6e3vhPbQwaicXOlaDEV0tbdAwcODvx2azFVxhtaaylDXpiz3dPkob0nfsvv2F/4B+cxuv/e3fZGX/bKnTNuF1v/8OfOStv4doOJL262oaGqA/PEQsFmO0fzKZhNvrKZjI7ElKykrhYKCFl3OHjFL6u5TSFkppB4BXAfhPSulrADwO4FePLvtVAF/ItW0SP41CrkCShQHbYiSZTDCqf4pGo1ColFlFJ+498zw+/Wd/hXf93UdzOuUASKUb3/yh92Lrxm185VOfzXodmULByjxLIKVH1lBVDYeZuZSGULHoDBgfHGJ1TbPVAk1lYTlkJZUVMLI003Jzbxc1acr32Ixm/P0ffwhv+/P3MypTYIvLL3shWnu78Y8f/su0X6NUKaGuLIPRyKwxIhQKQa5SZlTDli+oNBqEIpGsAyFCyud9EMADhJAtAA8c/ZkRcrkclObvqfoiKGUW5VEqFIwibGImEU9Apci+ISQSiUCehUPnMFvwp294B970ofdyouydDkUlxfi9xz6K//Oxv8HtHz2T1RoyhZw1hwwApobHYNrTsbaekKCUwnNgxhDLDtmhxYxyFkcwiYHy6iocWpiNrwFS/ya6wwNUp1FLmUwm8bF3/AFe/LrXZJQi5BJCCN7wJ7+P737xCdz8/o/Tfl1RTSVjh8zv90MpAKeUDwghUBWpEQhkpwHKq0NGKf0WpfRFRz87KKXXKKW9R/91Ml1fJpOlLduQjzAp6AcAhUKJRLwwHbJkIgFllulGIBUhk2f4+mg4gg88+ja84Fdehdmra1nvzQZN7a1420dSkwFsh6aMXy9XKRGJpJ8uuYihwUG49ZnbIQbcNgcq1MWora1ldV2zzYryAtEgO6a8qgIWm5WxsLPH40GMJtOSrfnKpz6LaDiCn3/01xjtyTblVZX4zQ/+ET72W3+IUCC98oGy2irojQZG+wYCASiLCrOZDgCURRpxOmRco5QrkEgUpkNGKQVNJhmFjVVKRUEX9asU2Re1JxIJyDKIkFFK8Td/+H7Uapvwijdk1h3FFZNrS3jZr/8K3v/oW1NDrzOAyOWsRle1Wi3USQKvk/1ZhXxzuLOH6ZFRVovvE4kEnB53QY2uAVIpo2gygVAoxGgds9mM4prKtK69+f0f4yWv++WsIuJcM31lBUUlxTCnqU1WVVeD/UNmDlnqMFqYclMAIFcqs84O5LVDplGrEWdYoChW4rE4lAols5SlUolEjB2hQLERj8ehYhAhSzWUpH/vv/Kpz2Lrxm28+UPvFVRX3Mt+/Veg7erAX//eH2f0OiIjrIlMAqlUwOzoBAzbe6ytKRRcOiPGRtjtSPN6vVAUaQTpJHAJIQSa8lLGQ8btdjvUGchWyARcL5VJY1t5VRWsNhujCGM0GoVMIdz7wTVMyjXy2iErUqsRY7GORUzEYzGoGU4pUClVrH6piolELA6VKvuweyKRAMlAcuWr//Qv+H/e9y5WlP3ZhBCC3/zTd+O7X3wioygZkRHW6w/HRkbg1B2yuibfeJ0uqBJASwu748ZcLhc0LI3tEhvq0mLGDpnFbkNxASrNK9UqULkMfr8/6zUkh0xyyE6lSFOEWLQwI2SxaBRFamaFlWqVCokCdciSiQTUquwdWkppatRBBtcXlQjzC0BdVASZXAFkcmomhHWZivb2dsjCMfg9XlbX5ZODrV3Mjk6wHhX1er1QFBdmYbWipAg+n4/RGhaHHaUZzq/MFzQVpXA6sy/hTiaTgICntnAOg2dfXt+10tJSJCOFGSGLBEMoL2VWP6JWqhAv0JRlMp6EioFDJsE+MpkMc6OT0G9lL7woNJz7BkyMjbG+rtfrhbJAHTJVsQZON7MImdvjPnNUV76jLGbm0KYOF4WpX3lM1tNxWLZDUJSUlCAeKkyHLBwKoZyhSnoh1+AlYzEoC7gwVaiMj47CuZf58GQh4nW5oYxRtLZmNisxHVweD9TFwkp/54qikhK4GA639wb80BQXsWSRuFBospdtAI6ckUL2x5iMK2TZFEFRUlKCeIbdYflCOBhCBcMIWUE7ZPEE8whZIT+UOKKjowPycBw+t4dvUxhzsLmD+fEpTiYx+IOBgnUo1EUa+BhMiUgmkwiGQozGnokZuVoFH4MaMrlcXvByU9l+pvPaIauoqEA0wKz9WayEfH5UVzIThSxSaxAv0Bq8ZDwOtTr7on6ZTFbQosSglBOlbplMhrmxSRxs7rC+dq5x7nGTrgSAQCgIFcOmHrGiUqsRDGXvkEWjUcjk8pyOLBMSSrUKQQayIWq1GsloYZa6AEAiGst6BFpev+PKy8sRC4ULUm0+5g+hmqFKd1FRERKxwrt3AJCMMnPICv2UmExw45ABwOT4OBwiT1u67Q5okoSTdCUABEMhKBm8f8WMSq1CMJR9ZiQejwtaxoJr5HIZ4onsHSqNRoNEgWZWAMkhOxOZTIbK8gqE/Nnnw8VKNBBEZWV6woZnkTrpFGYNXjwWY5SylMvloAUqSgwAoEnOIgxtbW3QJAg8DsbDPHjjYHMXC5PTnGnORWJRyAtUekCuUCAay/65lalkTb4hk8sRi2fvUBUVFSFeoM10ABCLRLN2yPJeNbC+phY+twelF4j83XnqWdz58TP4xaGFHFmWGfF4HC94zSvTvj7k8aO6uprRnmq1GskC7bJkcsoBAIVCgWQBO2Q0nuCsKYIQgvmJKdzc3EHFIrP3OB9QSuHcO8DEpUc42yORSIKQwnQqiEyGBIMJI0xHzokdQgiYBPfLysoQSXNUU76RTCYRC4ZQlmVDXd47ZC0NTdh0uNDUfn5q4OWP/jc89Oqfh7qIvULYVw4v4jN3fsDaeuqi9ByESCgEBU3JfjBBo9EgUaC1AHEGpxzgaMpBgWq4ASw1RZzD+OgYvvnJH4MuzIjuy9NptaFcoUFTUxNneySTCchk4rovbCGTEUZK84Ue3U4kElAps3/2lZSUAPEEYtEYlKrC6lQP+QMoLy2DIssJGXnvkDU3NuL52/oLr1OqlKisrWF9fz6U1z0OF5obGhl/UaUcssILPSeTyZQwLIMaHJVKVbDRRSDlkHEpG6LValGmUMNtc6CqO9tdZAAAIABJREFUnt2h3Fxj4DhdWegwnCsOhUJRkHXHxyQYfnYJIaiurEbQ50NFjfgi2EwIMmymy/uYdl1dHSJuZqrNYsPjdEHbyPz0XVRUhFgB1gLEIhEUqTWMvjBVBTzlAEh1qXIZISOEYGFiCgdb4uq2TKUrDRjnqLvymEKWrEnE41Aps3/vKZVKJONxRlE2MZOIxxmP3WtuaIDHyUycV4x4XW401zdk/fq8j5A1NjYi6PQgmeSuyFhoeG0OtA/PMl6nuLgY8XCEBYvERSQURmkJs3SvUqkETVIkEgnOug2FTJxhDV46jI+N4+t//wPQJfHU/DjMVtSWlKG+vp7TfdRqddpTNn741f/E09/8LnZu3+PUpmxxWKx4+aO/lvb1sWgMagZzaBUKBdRKFWKRKFSawutUjYUjjKe8tDVr8ZRVB/R2X3htNBzGW174qrRLcnJJPBaDPIP0o9fuxFzveNb75b1DptFoUF1eCZ/LXTDh07DTA61Wy3gdtVqNZCJRcE5FJBxBCUOVc0IIios0iEUikBegYjrTGrx0aGhoQIWqCE6rDTUN3Do4bHG4vYfFHKQrNSp12nN8X/eut+OBV/4c6luaWdv/rS96Ff78S//M2not3R1pXxuPRqFhKPlRVlqGcChUkA5ZIhRJ1YExoLmxCeHNW2ld+6b//h60D/SyFjBh+713UUPgScIuLxobG7PeK+8dMgDoam2Dw2wtCIcsEY8j4vajoSH7sOkxhBCUFBcjEgoX1Fy3SDCEMhYGfRdrihANR6ApQIcsEeXeITvutnxqa1cUDtlxunL0wZdxvld1RSV0aY6/aenpREtPJ+s2dI8Msr5mOoSCQVRVMBsMXlFWlirQrmImHSRG4mHmDllTUxMCdldaHavXf5H9zwMf771kMomgw83IISuIHF53ewc8FjvfZuQEp8WG5oYG1gqqK8rKEQkW1rSDcCiEynJmD3QAKC0pRYSBQKVYSSQSSMTiKGKxY/ksxkZH4do3iqLex26yoK60nPN0JQBUVVQWpP4iAAR9AdRUMBPFbqitg9/jZckicRH2MpdMqqqqgkamQMBbOPXbbrsD9dU1KGZwAC+ICFl7ezsC3/kG32bkBJvRjOHuXtbWKz8K3RcS4WAIldXMO24rysoK0iGLHqV8c1HXdZy2dNnsqK6v43w/Jhh39rEwNpmTvSorKhDfLbz3HgCE/QFUdbQzWqO+phY7pu20rv3BE0/iqSe/jcWHrzPakytshyYgzc9iIh5HLBRGBcMIIyEEA109sBqMGaX8xIzVYMJgF7Pv3oJwyBobG5EIRhAJh6HO84GxfosDXVeYF/QfU1FaBkeBifzFQhGUMSxqBVLOrKHAnFkg5dCWlTC/f+lACMHc+ASe2doTtENGKYVr/xCjD7w0J/vV1NQg7Cmc6MRJot4AamuZSaHU1tQgunkzrWtf+1tvgkwuQ21T9qmq+/mzN78Tb//YB1lZa+mR62jr7UrrWr/Hi5rKalbqufq6uvGVWz8GhgcYryUGvGYbelayL+gHCsQhk8lk6GnvgM1g4qRWQigkk0n4LHa0tbWxtmZ1RSUMfjNr64mBeDCctdLySarKy7Ftv1gDL98IB4OoYOH+pcvI8Ai+8ckfAss52zJjXDY7KtXFOUlXAkB9fT2CTk9Bqs4HXR7GNbQNDQ0IOt1pXfuKN76e0V6n8WdvficuvZS7SQ5n4bY70NrMTnNHb28vPvPEFwviPZiIx+E32dDdfXFX6XkURA0ZAAz3DcBmMPJtBqc4LTY01dQyVug/SVVlJaLBwkp9xENhlJczD7NXlFcgWmD1d8CROCLDGp5MaG5uRhHkgp5tebi9j9mx8Zx9MRUVFaGsuKSganiA1BxBGokxnuNbW1uLRDCcdqdqvuCxO9GhZWfgfXV1NWrKKuC0WFlZT8hYD01ob9Yyqh8DCsgh6+nuhteY328Mi96AkT52w8NlZWWIF5hDFmUwi+wk5eXliAcLT8ctFAiiJofdaYQQTI+M43BnP2d7ZopLd4jhoeGc7tnR0loQX4YncVitaNNqGafc5HI5mhsa4bYVRjPYMSGHB80sjvSaHBqBaS//swSW/QNMDo0wXqdgHLLGxkYoEzSvO2e8Riv6etgr6AeAiooKRAOFE+VJJpOIhdhJWZaVlSFWgBGyWJCdLtVMGB0ehvvAlNM908Xn9kCVAFpaWnK6b39XD5ymwnLI7AYzBjp7WFmrt70LdrOFlbXEQDKZhN/mZPV9Ojo8AueeQRRd0NmSTCbh2j/E0OAQ47UKxiEjhGB8YBim/fz01iPhMCIuLzo6Olhdt6KiApECap8/Hg7LhhBuZWUlwr7CuXfHRH1BximjTGlvb0fCG0RIgA0ohzs6TA6P5LyOprOjA/4Ckfs5xm+1o6uTnTrh7s5O+MyFc/88difqKqoYa5CdpKWlBaVyFdw2B2trCg3boQlNlTWoq2PeVFQwDhkAjA4OwSnQUzRTTPsHGO7pY32gc2lpKZKxeMHMxQt4fahhMBz2JEVFRVASGSLhwkr5RvwBVFXlroYMSKWYxgaGcbi7n9N908F1cIjRwdymK4GUOGfCH0akQDp947EYgnY3a01NbW1t8FsceR3dOYnNaEJ/F7Oi9PshhGB+fFJ0M2cz4XBzF/OTU6ysVRBdlsd0d3cj+BkHYtEYlCp2HRe+sesOsTi1xPq6hBBUV1Qh6POjvPrsL9nduxtwWm2o07JXf8AmNmN6naIBrw91LGiQAal7V1tTg4DXl/dyK8dQShH15z5CBgBjQ0P43PeeBEaZpw7YIhqOIOL0oqsrPdkBNpHL5Rjp64dxT4/Oof6c759rLAeH6GppY21CRHl5OWrKKkShcccGbqMVD66wr6U2OTGJrz32fSQXZ/NunnQ8FoNbb8T4z7+GlfUKyiHTaDTobe+ESadHWxpDT8VCIh6Hx2BG/6u5eeg21NbC7/Ge65ApVSpY9AY89eR3WNv3O49/BWsvYaf1W9vZjo6Bi+vr/B4fhuuZiUqepLG2Dj6X+8IH+v76Jn74tW/CcnDI2t5skkykN6g64PWhvLSM9UhtOvT09MD/+X9GIh7PaCAwl5j1Bxjo6uHlfgDA+NAI/u1H3y4Mh2zvANeGJ1hdc2xgCPd0hrx3yBKJBPxmGycHh4aGBrTW1MGsO0BzJ3vPViFwsL2HwY5uxkK6xwjjqZVDZsYm8KXnfpBXDpnl4BBd2lZWCtFPo6GmDjsXNEP8/sc/xvq+33n8K3jHX7AjjpguUX8ANQPsRMgAoLmhEU/b0qtb/METT2L3zjpre//o69/E/ANXWFlr9cUPQ6FSXXid1+VGUz3zOarZUFxcjPZmLayHJjS1s9O6zxSb7hCPjM7xtn9fXx98//45xGMxKHhyCnNBMpmEx2DG4EvZ7TIf6OvDD7/ybwB7WtuCxGGyQFvXyGr92ElW5xbxhae+m3cOmWl9B6998MWsrVdwDtng4CA+/cV/E9QpmimmXR0eGGUnh30a9bW1uLWd3xpux0RYmON2koa6eoS371x43eP7N1jb85iXdIzjXX/3UdbXPQ+v042+evYUyzNlfGAI39NvCcIho5TCa7Si9+Xsdj5nQklJCfrbOmHc06Gtj53uQyFiPTSiuaoWNTXsHaYAoLOzExGnN++nvJj29FjgUJZldHQUn/nSvyPoD6C4lBunL9d4nS4Qfxj9/exFn/MroZsGpaWl6G5pg0ln4NsUVkgkEvDoTBge4q5upra2FlFv/ncLUkoR9vhYfajX1tYW1AiboNuDJoYq6Uzo6+2D91AYUgVuuxOVRaWsOvjZMD81A9PWHq82cM3hxi4Wp9kPYymVSgz3purw8hVKKdx6I4ZZkG04C7VajeWpOezeusfZHrlm5+ZdXJ5fZKUj/5iCc8gAYH5iCubtfb7NYAWL3oCOJi2nRdS1tbUIufNXv+2YSCgElUzBWG35JHV1dQh7fUgkEqytKWTCLi/jsTVMaGpqgiwaR9Dn582GY0y6A4z1D/JtBoaGhhCyOPO22zIei8GtM2JsdJST9SeHR2HbO+BkbSHgcThRqlChsZHbyPby4iJsG7t58SyMRaJw7xmwML/A6roF6ZANDw/De2jOCykH49Y+5ie4S1cCKT2teDiSF/frPLxONxrr6lnVi1IqlWioroPX4WJtTaGSTCYR4tkhk8lkGO7ph1nPfwTca7RioK+PbzOgVqsxOzqBvbubfJvCCfrNHYx093JWQ9vf3w+/yZa3Y5QM23uYGeF+rFddXR36Wjug3xS/BMbu3Q1M9o+wMmLvJAXpkJWUlGCgo1uQmkWZEI/F4DWYMDLCfGTDechkMjTV1cPjzG+nwuNworWJncG6J2lr1sJVACNY/B4vKkrLWJMdyJbB3j44D9OTOeGKRDyOgNXBulBztizPL8BybzsvNbWMd7ewtsjdZPni4mIMdfeK/vviNCilcO4eYGJsPCf7XVu9BMPNdVG/D5PJJEx3NnF5ZYX1tQvSIQOA+clpmLf2+TaDEYe7+xjo6GZ1mPhZaBua8j7K43d50NzAfti+s7UNnjxWqj7GYbaiu5UdUU4mdHd3w2e08vrQt5nMaG/S8u6cHtPS0oKGsipBRA7ZxGGxojgpQ08Ptw0Ls+OTsOzoON2DD9w2B0rlKmi12pzs19PTgyplkWDlfdLBsL2L9ppGtLay3zhUsA7Z0NAQIjYXwkHhjVpJF/PWPuYnp3OyV0tTM3x5HiGLuH2cpNtaW1sRsrtZX1doeKx2dLezM7aGCZWVlSjTFMPn4u+e2w6MGO4VjvYXIQRXllagz6OiagDYu3EPlxeXORccHRwcRMjiyLs6PP3GNhYnp3M21osQgocuXcHe8xd3ngsRSin0N+7hwcvsyAndT8E6ZCqVClPDY9hf3+bblKwIB4OI2FwY4rC78iTNTU0IOfO3sJ9SioDDxUlha1NTE0IuDxLx9MRVxUrQ5sr5AO3TIIRgqKeP11O43+xAT7ewtA4nJiZA3UF4HE6+TWGFoM+PoNGKuRnuRcLUajWmhkah2xDn98VpJJNJOHcPMMXS2J90GRsbg9wXhssqvjIOi+EQ5USFPo5qQwvWIQOA+ekZ2EXabbl/bxvTI+NQpSHWyQaNjY0IONyizv2fR8DrQ6mmmBNhRKVSiZbGJjgtNtbXFgrxWAxhlxdNTcIYndXf3QOPiZ/7HYvGEHK4OUlpMEGhUODa8iq2n7/NtymssH3zLlan51FUVJST/eanZ2Dbzp+0pVl3gNbaetTW1uZ0X4VCgYcuXcH2s7dyui8b7D17G49cucZZRLagHbLOzk4UJWWi89QppbBt72EhByfDY8rKyqCWyxEKiDfFex5umwNtzdzVUQx298J6mJ+D7QHAbrKgvaUlZweEi+jo6IDXZOPlAOEwp+4FX+OSzmNhbh7+AwuCfnHrCkbDETg297G6zF0x//10dXVBGUnAbc+PelDDxg6WZ+Z52Xt2ZhZRixM+t4eX/bPBYbFCEYxifJy7BoiCdsgIIViZmcf+PXG1gzutNpRCifb23I2hIISgs6Utb6M8LqsNXW3c3c/uzi74zOJy/DPBfmjCYBd/ivT3U1lZiXJNES91ZDaDEUPd/MtdnEZxcTEuzy5g6znxRSdOsn3rDmaHx1BVdfZ8XbaRyWRYnZ2H7t5WzvbkinAwiJDJjrGxMV72V6vVuL68hs1n2J9QwhU7z97Cw5eusSoEez8F7ZABwPTUFFw7B6Kq79Hf3cLK3HzOCjGP6WprhytPHbKgw4NWLXf1T+3t7QjanHkhingaPrMd3RwMJmbCAE9RSb/Via5O/psbzmJtZRWubb1oG5pi0Rgst7dxnaPC6vOYnZmFY0snqu+L09i7t4WZkXFeu4CXFhcROLAg4BX+JBOPw4m43YOZaW6b6AreIauqqkJfa7toNGbisRhcewZM57gQEwBatS0I5qH0BaUUAZuT0/qnoqIitDY0wWbMv7RlLBJF2OHJacQ2Hfq6uuEx5/YAkUgkELS7BFc/dpLy8nKsTM5i6zlx1pLt3rqHib4h1NXV5Xzvqqoq9Ld34mBbvKOoKKWwbexicZa/ofdAKlp7ZX5JFNHarWdu4qG1K5yXZBS8QwYAy3MLMK6LQz34YGsXw109qKioyPneWq0WAZsz7wr7fW4PyjRFrKsu38/Y4BCsevHq75yF5eAQfZ1dgquZamtrgz/HaWKnxYbmunqo1eqc7pspVy5dgn1zT3QyDrFoDMZb63jo2jXebFhbWILxrnjTlhbDIWqKStHWxr9m4NrKKjy7BkHXJvvcHoSNdizMcV9vJzlkSGmSJdx++D3Cl3Uwre9gaZafQsyysjJUlJTyqu/EBQ6TBb0d3Kfb+np6BTP4mk1s+kOMCGBm4/3U1tZCkUROC9jtJjP6O7kVKWWDyspKrE7OYUNknW47t+5ioneI1/Fc/f39kIdioi3u19/ZxOXFlZyXvJxGaWkpVqfnBR0l23r2Jq4vr+YkvSs5ZEi14a5Mz2HvzgbfppyL1+mCLBhFfz9/gpO97V2wGfkdS8M2brMNPR3c1/y0tLSAhGOiqJlIF0opPAYzBnh8T54FIQQ9HZ2w5zBN7Lc40C3g+rGTXL18Gc7NfdHUksWiMRhvbuDh69d5tUMul+PS3CL2bq/zakc2hAKpYv4JDjsFM+Xy2hocW/uIhMN8m/IzBLw++PVmLC/lpptXcsiOmJuZhX1rX9BF13t3NnBpboHTLo+L6O3synldDtf4rY6c1D/JZDJMDo3CsCPe+pP7cVqsqC4py7mWUbr0dXbDmaP3K6UUPotD0PVjJ6moqMDa9Dw2n73JtylpsXXjFmYGR1BfX8+3KZibnYV7z4BYJMq3KRmxe/seliZmBDPSC0i9D5cmprElQPX+redu4cr8EoqLi3Oyn+SQHVFfX4/OhmYY94Qp/JeIx+HY1mE2h9pjp9HR0ZFX8g2RUAjJYIQThf7TGB8egVNnzMleueBwR4eZEX5a59Ohva0NAWtuUkt+jxdlag0v9Z3ZcvXyZbi29ILXJYuGIzDf3sJD1/iNjh1TUVGBib4h7K+Lp5YskUjAur6L5cVFvk35Ga6uXYb13ragHNxwMAj3rgGry+wPET8LySE7wer8Ig4FWqyp39rFQHtXTnV3TqOurg6KJEXQ5+fVDrawHprQ29HJ+Sy8Y7q7uxFzeUWTJjoPSilc+wYMDw3zbcqZNDc3I+LyIR6Lcb6X3WjOSS0im5SVleHqwjI2nnqeb1POZfO5W1gcnRRUJHZtaRmmu5uiaXI63NlDV6OW1/q7s6iursbM4Ci2b93l25SfsPXcbaxOzaGsrCxne0oO2QmGh4cFW9xvureFtYUlvs0AIQQDXT28zglkE8ehGYM9uRPxVCqVmBgcEXXb/DEumx1lCjW0Wu4mHDBFqVRC29iUk2kcuapFZJtLq2vw6YyCfO4BqUiFbX0HD1zlr7PyNNrb21GrKRPNs9BwewNXllf5NuNMrl++AvPtTUFovEXDETi29nF5bS2n+0oO2QmUSiVWZ+YFV6zptjsgD8U5G2iaKUO9/XAY8qOw32u05nwI9PT4BGw7wkyNZ4JhcwcLE1OC6NY6j76OLtjN3He3Cl1/7CxKSkrw4PIaNn78HN+mnMrmszexNjXPe3bgfgghuLayBt1N4UR1zsJptUEdpRgcFF439DENDQ0Y6ezB7l3+J+ekJkGMo7KyMqf7Sg7ZfczPzgmuuH//zgYuzS3yWsx/kp6eHvhMVtGE6s8i6PNDHkvkfCB2T08Pkp6gqLstKaVw7BowPiacbq2z6Gxvh9/CbR1ZLBpDxOvPWS0i26yurCJstMPrFJbwc9AfgGtLj2tXcq/Knw7j4+OIO32Cn8m4d+Muri6t5Kw0I1uuXboC4817SCaTvNmQiMdhubONq2uXcr63sP91eKC2tha92jYcCqQTLhaNwblzgLlZfov5T1JVVYUKTTHcdiffpjDCpDvAcE9/ziM8CoUC8+NT0ImoIPh+LIZDNJZXCbIe5X5aWlrg51jQ2Gmxoq1JC4VCwdkeXKLRaPDw5avY+LGwask2nnoeVxeWc1rHkwlKpRJX5pewK+AoWSgQhP/AgpnpGb5NuZC2tja01TTAsL3Lmw179zYx3NnDSzev5JCdwtriMgx3hPFlqd/cxkh3r6A6twghGB8Yhkl3wLcpjHAemDA6OMTL3nMzM7Bt7Ys2ymi4t4OVuQXBpyuBlAiqRqbgtBHFYbair1NcBf33s7SwiITdA5dNGIKnfo8XPp0Rl1ZzW8eTKQvzC3Du6AXVIXiSnVt3sTQ5kzPpBiYQQvDg5avQPX+Pl2djMpnE4c11XL/ET0RWcshOYWBgALJABB4H/xEg491trAqgmP9+hgcH4T4Q71zGRCIBr9GK3t5eXvbXarWo1pTAbhKfcn8sEoXPYMb4mHDlLk5CCEFPewccHNaRBWxOtLfyP4qGCSqVCi+4cg2bTwmjlmzj6efxwNIqSkpK+DblXCoqKjDZP4KdO8KqPQZS6Tfb+i5WloT3HXIW/f39KCcK2A5z//1i3NVBW1nL21gpySE7hZQS8wLvyv0OixUlVIaeHuGNYuno6EDU5RWkunI62A5NaGto4u1hTwjB6twC9AIoYM0U3eY2xvsGBf9FeZLu9k44OdLPo5TCb3WgpaWFk/VzydzsHIgrAIfFyqsdPrcHIYMVqyvC7Qo8yeWVFZjvbvFa+3Qa+s0d9LV2CEJMN10IIXhg7Qr2b97L+d76W+u4vnqJt8i/5JCdwdzsHJw7+pzoF53F/u11XF5YEmQhplKpxEhvP4y74uwWNO3qMD3Kb4RnanIKXr0J0XCEVzsyxXxvG8vzC3ybkRFtra0IclTzGPD6UKRQCaqsIFuUSiVecPUBbD91g1c7Np++gQeWL6GoqIhXO9KlpaUFLVV1MO7p+TblJ1BKYbi9gWuruS9OZ8rkxARidndOmyUcFitUkTiGhvgpYwEkh+xMKisrMdzZA93GNi/7R8MReHUmTE9N87J/OkyOjMG2L746MkopPHoT74KmJSUlmBwYEZXat8NiRTFVoDvHUiFMaW5uRtDh5qR72mG2oLu9QxT1dOkwMz0N4gnCaeVnRJrP7UHo0IplEaXZjiUwDm7lPqpzFrZDEypkKkFmWC5CpVKlmiVyeD/3b97DtaVVXtUMJIfsHFYXlmBe3+Fl7/31LUwOjKC0tJSX/dOhv78ffpMdsSh/UcRscJiFM39xZWEB5vVt0RT3p6K2i6JzPtRqNZpq6+C2s1+w7jTb0dMuPkHYs1AqlXjkynVs8dRxKbbo2DHDw8NQBGM5ESFOh72bd3Fthb/0G1Pm5+bh2NLl5PslHAzCJ4BOVMkhO4fe3l6oYsmcf8AopTCvb2NlQdhpoaKiIgx29cC4t8+3KRlxuL2H+fEpvs0AkKrFq1aVwGIQvtp3JBSCT2fi/aGVLT3tnXBw0EQRdrjQmgf1YyeZnZkBdQdy/uzze7wIGCyiio4dI5fLcXV5VRASGH6PFzGbB1OTk3ybkjWVlZUY7x2AboP7DMLunQ0sjE/y3okqOWTnIJPJcHlhOefK/XaTBZUKDTo6OnK6bzbMjk/CIiLVeUopnLsHgukQJITg2vIq9Lf4bSBJh907G5gdnRBVMf9Juto74GV50HgikUDA4UZzczOr6/KNUqnEw5euYPvZWzndd+u5W7i6sCy66NgxczOz8OnNvM+q3b11F5fmFqBSqXi1gymri0sw3dniNIOQTCZTQ9cX+B+6LjlkFzAzNQ2P7jCnaTnd7Q1cWlgWRah5cHAQAZNDNN2WVoMRDRVVqKur49uUnzAxMYGI1Slo5f5kMgnLvR2sLS3zbUrWaLVaBO3sKtG7bXY019VDrVazuq4QmJudQ9TihNflzsl+oUAQnt1DrC6v5GQ/LiguLsbi5BR2eKwli0VjsG/qsCQAB4MpXV1dKCVKODns+jXrDWiurBHEoUpyyC6gvLwcYz390G/mprg/Eg7Db7CIJtSs0WgwMTCEgy3+lJUzwbC5g6Vp4Uw9AFIFrJfmFrEjgFTHWRh29tBe2yCIh1a21NXVgYZjiIRCrK3pMFvR3d7B2npCQq1W4/ryWs6iZNvP38bq9Jyg62bTYXVxGdb1Xd7G7+3f28RE32DO5zByASEElxYWsc+hBJXh7hbW5oXhvEoOWRoszy/mrLh//94WpodHec9lZ8LCzCysm8IYNXUe8VgMHp0RE+MTfJvyMywvLsG+uS/YBomDm+u4uiJsxfSLkMlk6GhphcPM3mnba3Wgq62DtfWExuLCArw6E+cpuFg0BtvmHtZWxBsdO6ahoQE9TS28jP+hlMJ0ZxOXRBxlvJ/pqWl4dEZOJiGEAkGELA6MCaSERXLI0qC7uxuaODhvA6eUwrKxg6W5eU73YZvu7m7IQrGcpTay5WB7D0OdPYKci1dZWYnJ/iHsClDt22G2oCgOXvV52KK3vRNOM3uf46DdBa1Wy9p6QqOkpAQrU7PYvsFt9Hb3zjom+4ZQXV3N6T654urqJRhu51702aw3oK64HO3t7TnfmytKS0sx2tOPAw4cXN36NmZHJwRTciA5ZGkgk8mwNr8I3R1uP2AOsxUVCo3oPkxyuRzL07OchpXZwLS+g6VZ4Tq7V1bXYLqzKTi1793n7+La8qogBYozpb2tDQGWBGIjoRBoOCaoekQuWFtZgW19lzOR7GQyCePtDVwR+MzKTOjr64MmRnM+8UB/ax1Xl1dFUX+cCQvTs7BwkIWxbe1hTkBan+J/wuaI6ckpuPYMnCr36+5uYE0kA5vvZ352DvYtHW91ExfhdblB/GEMDAzwbcqZtLa2or2mAYYd4aR//R4vwmY7ZmeEVXeXLVqtFgGbk5WuLYfZio6W1rxwVM+jpqYGQ53dnIlkG3d1aK2uR2trKyfr84FMJsPVpRXs38pdxNvv8SLu8Aom/cYmfX19SPokUlWeAAAgAElEQVSC8Hu8rK3pstpRDLmg1Azy+0nCIhUVFRju6uGseD0WicKjM2JqUhj6WJlSU1ODHm0rDgXkTJxk7/Y6VmfneVVhTofra5ehvyEcte/tG3dweX5JMCF9ppSVlaG8qISVkSxOsw29eSQIex6Xl1dh5Eh+4OD2Bq4ui2NmZSbMTM/Apzez2kRyHrtHzzixS12chkKhwPzYFPSb7NVyH2zuYHFyWlABEMkhy4Cl2XmYN7hxyPRbOxjvHRB1h9HawhIMd4Q3Bigei8GxpcP87BzfplzIwMAASqkctkMT36YgGo7AtaPH8qL4RDrPo6e9g5XC/oDdifa2NhYsEj7d3d0ol6tgN5pZXdfjcIL4wxge5neMGRcUFxdjdnQce3e5ryVLxOOwb+5jQWT1x5kwOT4Oxx47o/oopXDsHgiuwUtyyDKgv7+f9bDpMZbNPSzMCN9hOI+hoSHIg1G4bOyPp2GCbmMbw109oigYlslkeHDtCnafv8O3Kdi5fRdzIxN5MTT7JF1tHXBbmBX2U0rhtznzuqD/JIQQXF5YZr2Odu/OBi7NLUChULC6rlBYnl+AZX2H89Fo+q1dDLR3oqamhtN9+KStrQ3qGIXXyVxL0G6yoK60HPX19SxYxh6SQ5YBcrkcS5Oz2Gf5xON1uUECEfT29rK6bq6Ry+W4srCMPQHpaVFKYbyzhUtL4mkDn5qcRMLpZeXBky2JeBzmO9t5VWh9TEtLC0J2Zh3BPrcH5ZpiQXbscsXkxAT8BjOi4Qgr6yXicTi39aIdxZUOLS0taCithFlv4HQf490trC3kVyT7fmQyGebGJ6HfZJ6lOtzew9zElKDSlYDkkGXM3MwM7Ns6Vk88+3c3sTw9K/j6pnSYn5uDR2cUjHK/7dCECrkKPT09fJuSNkqlEteX1rD93G3ebNhf38JgWxcaGhp4s4ErmpubEXJ5kIjHs14jnwVhz6KkpAQTAyPYX2fnQGrY2UN/e6coItfZQgjB5cVlHHCYtnTbHVCG4+jv7+dsD6EwOjwCt97IaA1KKdw6I0aGhJcmlxyyDGloaEBdaTmsBmZvimMopXDs6DEt0mL++yktLcXC2CR2bgkjSrZ34y6ur14W3EnoIhbm5+HTmxAK5H4mHqUUhlvruLZ2Ked75wKlUonm+gZGqXW31Y7uPBaEPYuluTlYt/ZZWcu0sYtlAcvQsMXY2BjCZgdnn+X9OxtYm1vM+25fIJW2lEVijMqGXDY7KtXFgktXApJDljGEECzPzMHAUreH1WBEQ3klGhsbWVlPCKwtr8Byd4d3CQyf24O4w4PJCWEVbqZDSpBzDts3cl9LZtzToam0Cp2d+dtB2N3WAYfZkvXrQ3ZXXsk0pEtnZydU0SQ8DmZabkF/AFGHV9AyNGyhVqsxNz6Jvbvs6zQm4nE4dw8wO5O/ad+TyGQyTI+MwbCdfTe/cWcf06Njgjyk52clJcesZVBX85KO8bSu+503vy1bcwRHY2Mj+lraod/YRucQf2H07edv4+rCsmjbwFeXl/Htv/wIYjMTUKqUOdtXd+MeXn31EUE+sJiSyf/TRZ/dD7799wCA84JtIfGTsop3XXxtOs++D7/nfQVx/xZn5/GjT34cdGaC1c/VwfYeBtq78mJuZbqMDAzh2a99EZhO77v1ftwHZgwtXGPZKnbIuUNGCGkF8EkAjQCSAB6jlH6MEFIN4DMAOgDsA/hFSil/Vc3nQCnFX3/8MaCzHq09XVmvk4jH8e1P/gve8/bfYdE6YXB97TL+9vP/hI7BPl6+2COhEDx7h1h8+Wtyvjdb1NTUYKJ3EHt3N9A3MZKTPR0WK9SRRF7KEAD/v/NksVjw4U/8DdZ+6ecyXsNhscL8/Rt451vezrZ5godSCrPZjA99/H/i0mtenvVn+78+90U8+vJXo6sr++enmNBqtajWlMJuNKNO28TauubNXbz6yiOsrScGurq6ELa7EYtEoVRndtgO+gOggbBgo9t8pCzjAN5OKR0EsADgjYSQIQDvBPAkpbQXwJNHfxYscxNTMG/vM1rDpDOgS9uK8vJydowSEN3d3agvroBpX8/L/ls37mJpYlr0XXBXVtdgur2Rs3FKu8/fwfWVtbxoMDmPuro6JEPRrDoGnWZrQdaPHdPQ0ICqopKsZ/v6PV7Iw3FBKaRzDSEEq3Pz0K+zp9MY8PoQd/oKIu17EpVKhb6OTpgPMu9cNe3rMdo/KNjnW84dMkqpiVL67NHPPgD3AGgBvBTAPxxd9g8AXpZr2zJhaGgIvkMrown05u19zE/kRzH//RBC8NDlK9h7Lvc1UPFYDLZ7O7i0In7179bWVmir6mDc1XG+V8DrQ8hkz2sZgmNkMhnaW1qyciq8Vgc628Q1b5ZNCCGYH5/CYZZTS/Rbu5gdnSiIIvSTTIxPwKMzsjZ+T7e+hYWJ6bzVcDuPsYEh2LLotnQZzBgZGOTAInbg9V+SENIBYBLAjwA0UEpNQMppI4Sc2gJBCPkNAL8BpDou+KK4uBhD3b043NOhYyBz/bB4LAbvoRnDv5yfqSEAGBkZQdETX4bdZEFtU+7kE3Zur2O8dwC1tbU525MrCCG4vnoJn/7Gl9HSkyqyT7cuMZNrH9+/gZ2bd3FpdgEajSYrW8VGT1sHbpotaGxryeh1IYcbzc3NHFklDkZHRvDVH/0X6DLNOG3p2jdg/OfEowvIFmVlZfjoez+Aj773A2ldn+5ntxBq8O6nu7sb//atr2f0GkopPEaroNPkvDlkhJBSAP8C4C2UUm+6H2pK6WMAHgOAmZkZXt+J06Pj+Pcffycrh8ysM6C3tQMlJSUcWCYMZDIZHrp0FV965nuofWFuHLJEIgHjrQ28+nWP5mS/XDA8PAz1fzwOp9WG6vo6PL5/g/U9YtEY7Fv7WH7zL7C+tlBpa2nFD7+bWedbLBpD1B/MS322TGhoaECJQgmPw4nK2vTV4YP+AKg/jPb2wowwPvfcc/j8957E/IseYLSOw2KF/ltP4w9+K//qj9Ohvr4eymQq/V1akV7Jj8tmR21ZhaAnj/ASMyaEKJFyxj5NKf3Xo7+2EEKajn7fBID5sDmOGRgYgM9ozSoEbd7VY3o0uy4RMTE9NYWk0we3PTfjlPQb2+htbs2rkTYymQzXllaxd5O7oeP765sY7+lHVVUVZ3sIjebmZgQcmfUNuaw2tDQ2C7YGJVcQQjA1NAbjXmY1osY9HUb7hwr2/g0NDSFkdTIeOG7Y3MXS9GxedkKnAyEEQz19sBwcpv0ay8EhRvqEXW+Xc4eMpN5Bfw/gHqX0Iyd+9TiAXz36+VcBfCHXtmVKcXEx+to7YdJlNvA0kUjAazBhaGiII8uEg1KpxAOrl7D9LPeq85RS6G/cxYOXr3K+V66ZmZ6BT29GOMi+uCSlFKY7m7i0LP6au0yoqqqCPJ7M6J46rXZ0txZmdOd+hgcHM1ZNd+iNGM/TDt50UKlUmBgYwQEDHS1KKZx7BoyPjbFomfjo7+6B25R+3MZntqNHwOlKgJ+U5TKA1wK4RQh5/ujvfg/ABwF8lhDyegB6AK/gwbaMmRwexRN3ns5I/sJmNKG1vkn0HYDpsji/gP/41pM/CS9zVQN1uLOPptIqQdcIZEtxcTEWJiaxe3sdQ3PsNoJYDIeo0ZQWVNcbkDplt7e0wmmxobkzPSfLb3eibTr/D1Lp0NHRgYjbh2g4ApVGfeH1iUQCAbMd3d3dObBOuEyPj+NTX/8Sekazex/ZjWbUl1Wgrq6OZcuET7oRwbO+N95335+FVn+Xc4eMUvpfAM66q8JUazuH/v5+fOaJL4HS9ItbzXsHWBnOja6UENBoNLi6sIynn7+NiUtLnNRAUUqx//wd/MrDL83bMP7y/CJ++Im/xcAMux1q+jubeOHiSt7et/PoamnF81Zz2g5ZyOEp+IL+YxQKBfo6umAxHKZ1IHWYLNDWN6K4uDgH1gmX3t5exD7rQzgYhCaLe3G4vYeVPO3Ov4iTDhSlFL/7vj/CxMseREn5+cENl80B3beewh+847c5tpAZhdV3zAFVVVWor6iEw5x+6NRzYMJAv7Bz2WyzsrQM966Bce3EWVgNRpRDgcFB4bY0M6W5uRnaqhpWtd2C/gDCJrsox0uxQYu2BSGHJ61rY9EYYoFgQUYmzmKkfxD2A1Na11r0BowKvIYnFyiVSoz1D+IwCykbSincehOGBTgYO9cQQtDX0ZXWCDS7yYw+EYyCkxwyFpgcGoE5zToyn9sDDeR5NbsyHcrKyrA4MYWtG9wMHd97/g4eunQ177WNLi+uwHB3k7X19u+uY3FiBmr1xSmnfKSpqQlBpzuta912B7QNjQVbkH4aPd3d8JvT03Lzme3o7enh2CJxMDEyCvte5sKmTqsNVZoS6VBwRHd7Jxymi99/Xosd3e2SQ1YQ9PX2wWtML0Jm1h1gtH+wINNDl1fWYLu3g1iUHWHEY1w2B+AJYqIAojwjIyOI2DwI+gOM16KUwrq5j4W5ORYsEyc1NTWgkVhaiv1umx0dWmGOXOGL+vp6IBy7sDEiHosh7PCgpSUzzbd8pa+vD0GrM2NhceOODjMCHYzNB+1tbQjZLx50H7S7BDsu6SSSQ8YCbW1tiLi8aT3UXYcWDPXxN3CbT2prazHeO4C9u5lpP13EznO38cDqpYJQrFapVFiYmMI+C/fQYjhEQ2klmprYm60nNgghaG1qTkuWxedwobU5f+RU2EAmk6G3swvWw/PTlg6zFW3NWqhUmc0ezFfUajV62zsyHv/jMZgwNCg1lRyTinB7kEgkzrwmGo4gEYyIIqooOWQscFzcajWc3wKeTCbhM9nQKYJcNlewPZsx6A8gaLRifrZwojzzM7Owbe4x7hAy3NvGytxCwZ+225tb4LLZL7wu7PIWXKlBOvR39cB5gfyAzWjGQFdhd1fez8TQCKy69B2yoM8PhKJSlPEEarUa9VU18J6jJ+iy2dHa1CyKchbhWygSBnv6YDeaz73GZbOjvqoapaWlObJKeLA9m3Hnxh2sTM2hqKiIlfXEgFarRXVRKeymi4tZzyIWicJnsGBiPP/FiS+iVatFwHF+HRmlFCGXt+AV+k+jrbUVIfv5ArtBmwvtBTz/8zT6+vrgNVjSPliZdAcY7RsShWORS7ra2s+dSeu02tAlEu1A6V+WJbo6OxGwnH/KthlMGOruy5FFwuR4NqOOBdX5eCwG2+YeVpeXWbBMPBBCsDQ9C8PGTtZrGHb2MNzdW/ASBECqDirs9p17jd/jRUVpWcHM+cyEpqYmBBzuM9NGlFL4bc68mp7BBtXV1ajQFMPjuLgGCjgejC11qd5Pu7YFXtvZJQcBuxttIokqSg4ZSzQ3NyPmDZxbR+azCF8pOBcMDQ1BGYqlivEZoNvYxkhXL6qrq1myTDyMj43DtWc4t3biPCzb+5ifmmHZKnFSX1+PkNt7bqTCbXegtUnSHzsNtVqNptq6M+vwAl4fipUqlJenN3OwUCCEYKRvAGb9xeN/KKXwmoQ9GJsvGhsbzz1QhV0e0US2JYeMJeRyOTpa2uCwnF5LQSmFz+IQRacH18jlclxZWsHezewlMCilMN7ZwqWlFRYtEw9VVVXoaNLCos+8dT4cDCLq8KK/vzCbS+5Ho9GgoqQUfo/3zGs8dhfapIL+M+loaYP7jAOW2+ZAZ2tbwdcqnsZAmh36qcHYlZJTewoNDQ0IOj2nHqgS8TgivoAoCvoBySFjld72TjjOKG4NeH0oUamlD9QRczOz8OiMaXWmnobdaEaZTFnQY1hmxydh2sm8Fs+ws4/xgWEolUoOrBIn2sYmeM4pDA67vWisF8cpmw/amrXwniE/4LY5JGf2DDo6OuCz2C9scrIeGDHcKx2gTqOkpAQlag0C3p+NknmdbtRX14qmA18cVoqE9rY2fP35H2Fd9bNfdB6HEz3tHdIp8YjS0lJMDoxAt7GF3vHMx0jp727ieoGO+zlmeGgIn/vql5BIJDISK7XvHeChay/k0DLx0drYhP+8c/PMKJnXYhfNKZsPmpqa4PrmV7H+7M2f+Z1ddwjt6DwPVgmfkpIS1FVUwW13oLr+7PeXz2JHz+pkDi0TF80NjfC63Cit+OmAh8fpglZEndGSQ8YiXV1duD4+i8Rpp53mKoxI4y5+iqW5OTz2r/8nY4csGo7Ae2DG5KvzXwj2PCoqKtBW3wirwYim9vRS4ZFwGGG7Gz2SYvpPMTkxefrn9oixhdWUCKrEqbS0tOChmUXET6lpHB6rLmipn4sY6O7BrsF0pkNGKYXPbEdbW1uOLRMPLQ1N2HS40Nzx0/fI53RjqLGDH6OyQHLIWEStVuORhx/h2wzR0NXVhWIqh9NqO/d0eD+6zW1M9A+hpKSEQ+vEwdTIGL6zfy9th8y0f4Dhnj5JoPM+Ghsb8aIXSFHDbFEqlXj4oYf5NkOU9HR24eYPv3Xm730uNypKSqRyl3NobmzEjds/O74w4vGhYVQ8pQZSDZkEbxBCsDwzh4P17YxeZ9vax8LMLEdWiYuB/gF4DsxpaxnZdYcYG5QitRISQkGr1SJgO1v6wm6yoKdNijCeR01NDSJe/8/8fdjrR01NDQ8WZYcUIZPglcnxCfzHd7+J5Mp8WoKHfo8XCEYKupj/JPX19SiWKbB3dwOa4ovFcb2HZvS9qrC18CQkhERNTQ1k8ST0m9tQnNJoY9rTY3ZyiQfLxEN1dTXC9zlklFKEvX5RySJJDpkEr9TU1KClth6Wg8O00m76jS3Mj01lVMSezxBC8JIHH8Gzt24A+NkT4v1cW1iVUh8SEgKCEIKHLl3Bjm7/1N/3ltVKEjUXUFFRgWQkilg0BuVRU13IH0BJURHUajXP1qWP5JBJ8M785Ay+sf5cWg6ZY8+AyVdezYFV4mFmehoz09N8myEhIZEl165cxTW+jRAxhBDUVdcg4PWisjaVovR7vKivruXZssyQasgkeGdocBBuvelCLR6f2wNFNCmJ60pISEhI/BS11TU/pUUW8PpQVy2e+jFAipBJCICqqio0VdfAsLOHqrqzTzR7dzcxMzIuDdeVkJCQkPgp6qtrcddiQ3l1FQDAZXNgoFlctcaSQyYhCK6urOFL3/gabOdco5DLMffKh3Jmk4SEhISEOOjq6MDzT9zBpj41LYeAoGOhnWerMoOk2y4vRGZmZujTTz/NtxkSEhISEhISEhdCCHmGUjpz2u+k3I+EhISEhISEBM9IDpmEhISEhISEBM9IDpmEhISEhISEBM9IDpmEhISEhISEBM9IDpmEhISEhISEBM9IDpmEhISEhISEBM9IDpmEhISEhISEBM9IDpmEhISEhISEBM9IDpmEhISEhISEBM9IDpmEhISEhISEBM9IDpmEhISEhISEBM9IDpmEhISEhISEBM9IDpmEhISEhISEBM9IDpmEhISEhISEBM9IDpmEhISEhISEBM8QSinfNmQNIcQGQMe3HedQC8DOtxEiRrp/zJDuX/ZI944Z0v1jhnT/skfo966dUlp32i9E7ZAJHULI05TSGb7tECvS/WOGdP+yR7p3zJDuHzOk+5c9Yr53UspSQkJCQkJCQoJnJIdMQkJCQkJCQoJnJIeMWx7j2wCRI90/Zkj3L3uke8cM6f4xQ7p/2SPaeyfVkElISEhISEhI8IwUIZOQkJCQkJCQ4BnJIZOQkJCQkJCQ4BnJIcsDCCG9hJAivu0QG4SQfkLI1NHPCr7tKQQIIcWEENXRz4RveyQkJCSYQghhxZeSvoTyg2sAHIQQDQA7pfQrfBskZAghhKaKJz0A/pYQ8kkALkLIlymlUZ7Ny1sIIXUAZgDcIoTEAVh4NikvODpMNFBKD/m2RQwQQuSU0gTfdvANIURGKU3ybYeYOT5UsnUfpQiZCCEpTv7b7QD4OwAvAnCDH6uEz/F9O3LGQCk1A1ABeDeAJyVnjBsIIXIAoJTaAEwC+AcAnwLQK0XJWKEFwAsJIa2EkF6+jRE6x84YIWSaEKLk2x6+OHYiCCGvIoS8hG97xAg9ghAySAj5BCFkmRBSnu16kkMmQo7eA0lCSDchZBDAMwD+AsC3KKVGns0TLCfum5YQ8guEkAoAbwFgAFAMSGk0LrgvGnELqdEmH6GUbh47xxKZcd+hzAtgDsD3ALxGeg//NPffD0LIIiHkXwH8KYB3E0Ja+bEst5xyH+YIIe8F8AiAdxBC1vixTFycDIYQQhSEkF8D8AEA2wAuA3hVtmtLDplIOI4yHP9MCHkbgMcBvAbAuwC8B8DCkaeuJoTU8GSqoLg/t08IeReAf0Qqzfv/IuUgfByphzMAFMTDmUuOnAVy4s/XCSFfJIT8IYBvIvV+7SWENPBmpIg5jvIeHS4aKaVOAE4A3wbwj0cndunZjp+kJ+mJPw8B+BMAX6aUXgdgBfDf+LIvV5zMDJzgDwHUUkp/FSmH4hVHh1SJczgRWSwCUAFgAsAepfT9AJ4E0EwImcxmbelDKxJOhNmvAng5gEMAIwC+D+DVAIYAfBYpJ+OLAKb4sVRYnPjw/AIhpA/AbQAPIfXl9QIA/xel9H8BKCeEfBvAnBRhyJ7j+rwjp6CaEPIAgF8A8E4A5QA+DOAJAE0AXkwIeQ8hpJ1Hk0XHkSNWdOTgPkEI+Q0AHwPweQCvPb6GTxuFAqU0cXSvfv3oS3IXwNcAdB9d8m8A2vM1OnSyxokQoiKEfIQQ8k5CyACA3wbQdeSsfQWAHMAv8mmvEDklsvgiQsjjAD4IIAbgXwB4CSEjAJ5Dqjb2pdnsJTlkAuX+OjFCSA0h5G+Q+sB8A8C/AngfUuHmjwJ4jFL6ZQD/A8AbKaVf58FsQXDffaslhLwbwCsARCmlXwDwNqTq7T4OYJQQsgjgUQCPUko/L6XRMuf4nh85YoQQ8hYAvwvAD+CtABYBTCPlnI0h5UC0IdWEouPHanFwSpS3H8AnABCkPv+jSB3ODgFQQsg/EELelHNDBcAp92oRwA8AdCJ1KBhD6kAQJYSsUUoPkIraNubaVi45+Xk8+nMdUpkBO1KH+L8CsAfgJlJlGwDwvwAUfLPDSU5GWAkhSpLqyn8xgN9E6vP3QQBbAEwArgJIIuXwfyqb/aQuS4Fy9CaghJBmpKJdFgD1AL5EKXURQuqR+pL7JQBXADgJIS2U0rvAT3USFhxHp8E6pE4pXwQwDuCrlNL9o0tkAL4OoBRACECIUmpFKn0hkSFH77XjSGQjgH4AvwNgkFLqPnIgxiilVwghHwDwfkrpw4SQdxfqezQdCCEKSmn8xL1dRCo1uYWUo2uklJoIIV9D6hnxOFJfBP/30c8Fw9EXZ+LEvZpCKnrhRMppjQP4LoDXAfhzABsAfoEQ8n0An86X9yEhpIhSGjpxH5YAPEApfc9RmYsSqfKMYqQ+ox8A8C1CyCcppU8BeIov24XCUXlQPaXUdBRhVQF4P4C7AP4dwJsB/ApS3ysNSEWm7wJYOHrdTrZ7SxEyAXHK6e6XkIqGlQN4HsAnAQwTQuqOHIinAPwzgDpK6QsppYbj1+bLAyYdju/bif8+jFT6to1SakHqA9NFCKk4+rB9H6kPVA2At1JKn+fH8vzgKCo2Rwj5NFLp9GcAPAvghUeXVCFV3/g5AGqkvghORtOkFPEJjm7JK5GK6Bxrt/1vpCKOb0WqROGTAMYIIdUAvoxUo0Q3pXSbUvoOSul+IdxXkqqnfQFS3bsghGgIIX8F4C+PLtkEoEXKUX0jUvdpCqn35/84cniPIyCivV9H92ESwJtO/N1vIZVFOXay/EjVGv8pgF8D8EoAZQB+jlL6/7V35vG2juUb/14cHWNOQuYxY4SIhEgIEaJUyEwahMqQyJAMkaky/IRKyhTphMh0yDxlHiLRqOKYZ9fvj+tZ57xn2eecvc/Z5+y913q+n8/+rLXetd53PevZ7/u893Pf130//23sN2T7oZ/YFJgDQNJMJAJl4IKi15wDWML2msB5RCbwJ+DYyS09Uz1kg4Sml6G8ng5YBdigFdKRdBuwGLAVOUn2B95h+6XyftfV12nrt9ZA8l7gN7aPK69/CawGrA+cb/taSRvZfnkqN7cjaD/PygxydyKUPrts+x6wq6SRtm8qs/MZWqH0lge3myYOvaHoed6SdBOwnlLG4lniDdtO0rHAzuRc3gzY2vYJko4sk7RxjjMgP2IK0zp3JH2O3BD/ZPvvish6LmCE7dUan18SGAksSO55/7b9UPtxh+q5WLRLnwO+Y/tOSe+1/WdS0uebtm8HsP2spBHEqH8Z+LbtJ9qPN1T7YXKRdCjwnO3vS3qPpGWJQT8b8eo/Wz46F7CopCuAB4HDW+9NbmSqesgGCQ0vw08lbUVcy8PJwNviDSIafEspAvum7ZckTVNOhK4yxmBMvy0p6SfAoSVU8TwwWtLw8rFpiat5CcokpBpjk47HJpisIml2YAQpTHp242M3E03TV8o+1zeMsZ4yviqMI8ZfjuhRNidlLT4r6WYSrtwImJ7ogEaXa/8p6P9ClYORxrnzOZKU83dJXyLlBp4DZpW0QGOXx8l4uiqwg+2rpmZ7pxQNT9br5N6wkVIGaWTZvgjJAmx9fhESzr4XOMD2BVOxuYOWMqGE6DI/pWSabkQ8ZYsC1wPrls/OTe4v3wIOtv1V2w83rrvJGtdUx8WBoQcvw3IkTv0zYCEi0t2fiPd3BnYkwsHTShiuK2mf+ReD4FzSb9MSnd1wctEMI+HeFYBP235x6rd46NNDny9NQkD3Eq/DxsRje5PtU5XMyhEkk/WN4uav9EAZyFW8YtMQw+HH5e2bgTVJ+G1Fkh28GxESvwh8qZMNr3YkzWz7hcbrJUjfbAl8mCQ3/BFYnOh5TiTh8TOBq22/UfYb0t5DRR/7lu3/NbatR6knRmpS3gw8QMK0twKrk3NmN9uvl32GdD9MLpI2cZK8xug1JR1E9HXfLn83k37bhhi+awAHNo3Z/uzHapxc1L4AACAASURBVJBNZXq4uX3A9h2SVgQOsr1x2X41CQPNS8Jt0wH7N7wTXSXa76Hf1ifZU8NJPx1CXPRbkgtnFLAt8BpwQjXGJo3medYIp+0KDLP9I0n7EGHrkcBJxKszI7C37Xvbj1EZS/OcVuoGPltuCscAZ9i+V9IWwIdt76VoStcCLrP968ZxOr5/Ja0CHGZ7nTIJW8z2jUUnNQsxUncAXgXOJlnTK5AVOM5sHGdIGyGS5iVZkReRcNnXgEtJ8sLHgJeIh+w3JLoyM0n8+pvtcxrH6fhzZkIUbdjp5Fx5hWiKz7N9kVL+aFdgHiIbuhD4D5kcXd+UBvR7u7r4fzJVaXdpKtloZxGx4LWklsnngRttX6JUUL6waAKaA3fXXUhtRsG8JOV4NeA20oc7AmfZvkHSYcD9tn8x1AffgaTtnJuR1A/7N0kiWRTY3vany/vXETH/s8CStu8emFYPPcq4sBspTnoF8BMSpnzE9oWSVgcOIgL0C9v27fjzu+3av5gsE7cUCYePIBOwS8mYMFN5fZHtGwamxVMeSTuTkjGLA38lE9BngZsYWwZpZ5LUtEvbvh1/zvQWSauRZfOeICU/vkqy8v8JfNH2ZyQdRbyrlzb2m2J9WA2yqUwR6X6PZKI9VAbdrxMP2DXlvX+Twpmfdtb/a+3bdcZYC0nzkUKGc5ML5MeSjiZZqPMRT+IqxMD9tu07B6yxHYRSamExsoLBPcAujA2bXUU8YusAuzS9kO0h+cqYLGA3DIz3kLIDo0l/7k0mZ7OQxJTZyfl+CZm9v9A6TrfdVItmdl4SklyneA/PJxOyV4lB+3ngI8AtndJXrTG/4Z1ejBS3PQKY3vZXy7ZPk5pi8wJzOWUu3tOSt3TzvQPeZtgPJyHcR0iIdxrbX5G0EEkSWYVchweTc+m5qdXOKuqfgqix3FF5vS0J61xCZncbl7cuJwLMZ8jM5nTbazWNMeie7Jce+m0j4qG5m5T/mFfJQj2XiC3vJCGzE5zyH9UY6yMtD27jcQ0lUeIgUn7hfNsXEz3KFiRTa0ESQjukPSRcjbG3Y/utcnNdTtIK5Wb5FPB0CYNcQJZheZQI9v8OHGH7DNsvNLzsQ9bAmBQkrQwcRbxBfyAlGyAa2+2L9+IfwMy2r2rqzIZ6X7XG/MbvuIAUtz0feEnSMrYfIaUYHiQlUH5R9vm32grEdhs9RKaGkXFrbeB95DqbT9ICTp3KO0tfbwVc1TLGWseZ0lSDbArS0HstUja9TGqGnUEMiNGS1rZ9DzEqFrX9qMdmo03b03E7lcbF0+q395UBZQaijbicVNcXsKrtW4h24t22X7F92cC0fGijRtZjY+A+AfiP7Y8DJxPvDeX5lsA7bR9oe1vbD02tAWuoIY2zasQ0kr5LVtP4vLKu6k+AhSUtbPtGcm4vY/tp20favl2FTr+patz1eodJWr94xh8lVeW3IN7ZzSV9lHjEHgKwvYft0QPQ7H6nec6U17tJ2qa8PAz4uu2bydj31XJOrQxMa/tvTskLYOgbpJNK+zWj1KfbG1jb9sNE7rIE0RjfBIyU9Ctg2mK0PVk8kv2SPdlbqkHWjyh1cJqvV5c0EthfWW/uFuD3kra3/Qxxv+9ULsBTbV/S3L9bvAxKKnFzFvM+SaOIO/kAkunyV2DF4lV4EFhf0izAkbYvH5iWdwZl4Bku6XBJOypZXF8noUhsnwDMKWmL0v87NQd91TIWb6PhmWjeEGcltdhWB/5Mwmz/IAbHDuUzJ9j+SeM4HV+vrdFXrYnYbESMvgrxZDxNEnhWKrucQjQ/o8n4MM5xhjr2OCszQIyHr5Rz4RzgPSXacjZJZHqchHHfVlutG2leM0pJpK3KW08DS5f7zbVEFvBhEvb+LfAD2zu6USx4al93VUPWD5TY8/5EXPk6sJ9TH+wIEp58Bvg+CVf+lcSmdybrii1u+8HGsTp+JtyiaGj2Jfqku4HHbJ8l6QvA47ZHSXqCiC3fJHWEziGx//cWz2Klj0j6DGUJHtt/LTfAk0g48nZSKuATZds9tk+UtAHp8xPHd9zK25G0MamX9Rvb5yi1xKYn5/Gp5WOvkSyvUzy2JEHXjAMtlBqCBxNN2NFEGzo/uVn+jRhhd9o+StI8tv9R9usInVjj9cokc3wEiarsQeqHveFow75OPIWLEU91qyhpV+s2NW4i0vREV/dJUgLpeaIPW4dU1b+cnE8PkEnQ/3o6ztSmGmSTiZLxshMJPZwOHAM8SZbmWAFYmGQFHU/i++8gF9dNJUTRlUjaHPg/UifnctJHx5D1J78JLEmKHV7c8hgoKe5X2r5jQBo9xFFKB+xDBqeHSZjjJOJ92IOUCtkRGO2IXJcgE4r3u5YNmSitG2IJcwwn4aX3EMNrO+A+cjM4itwYDiIi7G1cVtvoFtqNB0lfIROu00k9weWI93A4JRxHjJNTPbacyjhJEkOR9pu/UpT0N8Ao2wdK2okkKrTWJ20ZF6fbvqbsM1XDakMBSR8n2aZfsH2rpANI3cRnybW3CalPd7zt18o+Az4JqgbZZCLpSOAp28eU17ORitEvkPIAS5FZ32wkRHEMKcvQ1R0vaX7gMqKXaYUq9yTp3N8lM5dVySzxaOBA4I9DeSY8kCjlQo4lHq9Dy7Y1SfmQZ0hSyTrEIHsA2ND2BZKWtP1ga7AaDIPWYEbSzMB0tp+R9CMiNN+2hIEvJTfXDUm/P2j7lMa+Hd+3bbqe4SRkdBMJR34F2Nf2XyTtQbxiF5JoArZPHphWT1mKZmlfct1dT+pdbeOxNSl/Qyb9w0n9tasHqq2DGUmfIGL8y0mh8BOBu22fIumDpJDy9kpC2Nwuy0YNJg9rR8TcB4KGXuE0Epdeocz6niaakPnLeyOJHueLwIm27+v0QXdilH56ksTux9yQbB9LKpIPB/Yihu2hwLdsXzdYLpqhiLPo7SjgyWIMQ8KTD5BSIXeTGfi6wJVk4XVa4fSB0lQMZiRtIOm9jdc7A78nQusvEE/YzJLe52RM30oMtPNt79kyxlTE7J3ct5I+JmmWhjG2KokirE1q291D5ByfKIba7MBStt+0fXLLGBvqOjFJW0vauKWblbQgKfL6Jhn3vkM0s09L+noxMoYBLziC/avLfkO6HyYHSYtI+r6kPUtoEqWw+tbAfmQi/z3gB2TJsc8QZ8gzis77DdtPaOySg4PmvtK1/9RJoXkRtP6JTsrxXWTtqxHl7etJleTnbP+MLLWwlVPktauy0cYzcLRu7ocTY3a1xns3AbPYPosI9jfs5tDupKK27L7y9FIiZF1G0nCnPMBspIDkz4kLfzSwqe1TqfRIoz+Xo5RgUCrtr0xK2TxB9CvTkfP5TElnEVH/c43jjJNV3Iko6/OOJB6gQyR9qLy1PFlJ4yAi3l+d6OpaS0XNRynf0BwzB9PNsy8opU6uJoVbVyTlKyD6wSvJtbklOT+eIvqmrcj59E23rb07VPthcimTnl8RWdCHiKMDsmTe88QYWxy4y/ajpFbitsDvbO9l++XG5PKtwTYJqgZZH2gIBpcqj62B4kyy/uT8ZdsuwDUtsaXtv5XPd1U2mrI+5/4ljIuk7STN62T1tVLcTySifZRM1HlJpWRc1p6r9A1JKxBRfiuE3hqAHiUesfcTbRNE3P+v8v5fbJ9i+6lunoFPjMbN8CLg/Uo1/TlIXx5L+n4f4vE5nZS0udX2522/0jhOR48FSsmKbwA3216XFBFerrw9BxFZ/wLYjGimbid1xv5lezvbj3VQGHc2Is/YyvZBpOTR3GR5ntVJmZnDGWug3k0Mj0dt368uK4E0ARYFLnAyv08ghj3EKfIB4BO2Pwr8R1lq7HjiebwDBn8pqTro9gFJn5H0C+BcpZBcS1PzPJnhHEjSaecnhsY4dMuspnEzf4R4ZFYocfsPErexWl4BJ417HklPksWB9/VUrIzcSTQGm3uAw4pXZvvy3lxldnkHSSxZT9IJJJvr+rbjDCo3/mCg3UCV9DVSVPI5EiZ5idx0RxO9z1ok3P4W0UGt3W1GbpmIjgIeVZbfmo3UfoLUYnuWJJUsBFxSPOUjgWUlfbBIG4a8MVaup6uB8yXtraz/ujDJWr6dlD+6iHh8riL1KJ8m4v4PSpqzk72ovaFx7fwEWEwp+3EcsJCkzW3/kyTRvCLpZ8Qpck+5l1xDatYNem90FfWPh3ahn6RlSUx6Z1Li4omWOLrxmS+T2eBt5XWnzO56TQ/9thERi18GfMqNtdUkDXMWU34fMJ/t30/9Fg99pLevdVqMsZVsL1m2XwA8bHs/SesCXyKem8MG+yA1kPQk+FVE2McBB9n+b+nrXxEP2ZJkXc+HyAoGzxZN1MZEo/d6p44Jbedha6mfRUlYaR3inR1GDJBLSRb1JsRIO9Bl0WYl2eQ2d0hmr8Zm384L3E88g+cSmcvjRIT+PDEazrD9r8a+M7SHK7uFnq69sn0H0ldnkgzxb5DlBk8n59Qitq9v328oUA2yCSDpXST77B5gPaKt2Umpn/Ub4Gu2b+7BCBHp2670MkiaiXhebrB9rbJQ+obA1cQbcy3wkku6caV/KALgz5AMoxvIoH+C7Sskzeyx6/uJiMufL6+7un5RT0iaE3i50UetkiGXkBvBz4gs4VRJ6xADbT3b/5A0d5mxd82krITJ57P92xImf6Yh4N+UaHv2J1GZtUkoaV2XTLfyuWFDWaYgaS6SNXqZU4dyKVJb8dWGUXYAMJPtfZUSF/sQY+KERn8Nmqy/wYCkpWw/0JhszkzOnx/ZvkMpEP5FUl3/V439WpOCIXMNVoOs0INRtQ0pAfBXEpbYnRgSX/LYhW0ft/2N5j98KP3z+4Me+q018N5IMvX+STIpf0bczasAy5AB6Kqp3+LOoM0bMQsRTS8AXEF0OleQ8/a7RNS6FHAd8ErzXIXO1zL1FSVz8oskfNZaMWI1UjfvA8SoOIV4eXYiXp5lgT1t/6Ucoyv6tmFoDCPh8LuJ5/UHRKf4SXLebUGyzy+xPVrSsm4Udu4EI0RZIu/7wHedBK6fk+vvYRhnJZKbgAPaJ0rlva66f0wIJTtyE6J5/YSTGdkyyjYnCRIHtCY/nUBXaRp6QoUejIojgC/a3pZkR21A1p/8Trmg7gDWkrRc8wLqpoupDMYto2DOsvkfJBx2LtGG7ArMSDxjy9j+NrBlNcYmjZaWosz8plfSuN9BRNKPOlm955Ab4G0kHPJDss7dy+3najedr73FWRbqcWBpYC5SkmB62yNJOv3KpNr+V0no5CXbm7aMsXKMju7bxnn4Zhk/3yDG2Eq2jym//UfAwrYfIEbaEsBMZb9xVtkYqsaYxs28f4xcb5tI+nA2+aHWuaCxGs/jSRYpbV7rrrp/NNHbNZrLMlYedBOZVDbL71xAZAGvte03pKsYVA9ZQdLiRAh4HvAYyXb5q7NMxzJEfLo+0UDMUT5zBnB0++DSqTRmJ8cBZ9q+q4RvTyGFcP9BPDXzkKSGPUgl/rlI3y5l+86Baf3QpswIL3HRk0jalYQnryHeyFdJttqPbf9Z0sGkdtH3h3ooaEozAe3T9mQicRsp6Pwr25dK2g7Y3PbGbd7xrgv99jFMPos7NGFHSUh4kHilf0gM9nvIOfO3gWzbUGFSJUKdRFd6yHqwxtckgsCnSWHMPckAvIykRZylOv5AwhLPk9nNVWRdtW4xxqahzOpInZxNy/ONgF/b3pqEJ3YE5iZG2JrEgL3G9ivVGOs7jXP1IySLCKWw6weIeBxSQPcVckP4XNn2Y+DnkPIh7ed8Jah3JUJGAD8FdioG2JlkjKBMUFpe9o42xprnkKRZJB1Gzr0riUZ0TVK6Yb9yjn5Y0gwto9X2c0PdgwHjemEkzS3pDDKBP5xEUo4mEoHpgZMknSdpjQkdp9vo4R68DclG3p3ce38HLC5pGdv/Jqs2fLp8vLnuZ0f1YVcN0g23cGs2/FllDbXXgatsfw84mQzAc5B1575a9jnY9k1l30eB9W0fNwA/Y6qjiCiPJmFciK7mDSWV/Z3A5kVT90vgbNu3krDZ0sChtk8fgGZ3BI2Z4InAGsVzMzuZGHyHLDlzNAmh/wl4VdII2/+2/a/2c74S1PsSIcNJIc97SK2jxSBhzWaYqZNDTf0dJp/qP6CfKDq5MUZ42fxe4BynztrLwLdJ9OQq4M/O8kf7276u/XhDuS8mlSoRmjDDBroBU4sS058OuFbSPMTb8BTxjC0AvCBpQdt/lfQiqbb9E4rmoRxjGqe675NT/xdMfcrN/zXbT0p6htTE+QhZ6HcWcrO6jnjF9iax/mMkjewWY3VK0O6SV9b1W4uxCRIfJ4PVTWTWuBPxWJ5s++bmsTptwJpcGtfwGO2TpJb2aevymR+REiH/J+kuYvSOcluZm07v216EyX8ObCbpvbZvKeHLr9k+ohPC5A2JxmdJpfdWxu3XgUUkjbJ9jqTZJV1CMnDnIkbZj4nHENsPN483ID9mkNAI7zclQn8mddg+Sbz8RzFWInQ9YyVCS5C6fh1LR3vIJC0kaV+lYvSDxH38czKreZ0IdR8i4sDXgb0lnUbCFG/YHm37713sZVgT2FXS8kQj8gJZluLdwBrAB5yaa4eRVPaLgD844udKH2l6IhrbZiUi8q1tf5J4JlYlRUefBn5LzueTbY8u+3SUG78/aXjHP0GWNPoYEQ8/otRnA9jW9n7l+UjgGDfKWEztNk9taph8DO8oj+uSUBpK9feFidh8H0lbkOSl50k5lEeIUfaksxzZGLrVGKsSod7TsaJ+SXsRi/t3wKkktHYWMcJWUWrGnE0G3yeLG35tYI6iEel6SljnE2Tw3YsUt3yBlAI5nrjkP1c+O6dLYcfK5CFpZbIg/U9tXyLpbOKpOEvSp4DjbC9QPruASy2nOgPvGfVTiZBu61ul/McvyfX/TrK24jRk+Zp9iPGxEpm4ndqcEAzlvlJWFfkyMLftfSR9lBinRxDDbBjJ7tsA+KpTI+s8shLBd10WAC/HGtJ9MTm0//biaZydhB/Xt32gpNmBQ4hGc3VSy27PtuPMD/zHjWXHOpWhPoOZEPMCe9v+vu1nS5jxU2Rphfc71ZB/DxwMULQOv2sZYxrka15NDWy/afti4FYy+/0nWWfuBjIznl9SS1NTjbFJoHWeFWnFdMqSPPsRHc5K5fV3ga9IWpp4KB+TtHAZ8J5o6DK6cuAfH1X71Ht68GLsQbSJrTD53SRy8AIJk68NfBN4yPZRLWMMhm5flctoBhIWWwBYpVxzrdDrDESn+SXgedvrACsXDdRWtj/WMsZa1/VQ7YvJpUiEPlKez6MkPqxAJj8zMVYi9F+gKRE6unGM1vX7ZDcYY9ChBpmk6YnAcjNJW0i6vHjMZiGu0QOVulmXA88pleXHwR2eMdUXbB9L3MtfBz5aNh9GRJiPDFjDOoDGeTZbeZyTVDn/CVl4eRmyPuLhpECpba/lLATeygh0tw78PSFpc2XJmZZXbFfiKf8GuSn8HHhnS/sE/J2ifSLlLC4dqLZPbWqYfBz2JsbWbMD5ZdsqxKvzIWAe25cT+cYCkq4kRup9LquONAyxrrt/VInQ5NPJIculyCzuA8DtpEbWF22vX6z1eUhl7fsHsJlDhnKR7U0E5Ut344DTH7Q8WY3HzYmG6T4yQRhNPDYX2L5J0m6kftvuagil1YU1ryaGxtYQOx540/ZeJdzxbXLu7g4sSDw+KwDvsX2oUudIxWveEVXj+0oNk4Okd5JCv4sT79+BJKP+3ySJZlS5Dqch588rtu8bqPYOJqpEqH/oWIOsneIFO7BoAt5l+5nGe103AE8KZeb8ku3XB7otQ5H286x4ck8knod1y9+PyGRhRaLTmRmY3V22JM/k0K3ap96iscsdieihvkSyeEcSqcezJLR0OrADudGuT8qCPN6aUEDnnYflmjyahNEuId7BG8ji8XOQ0OSjjc939brFLSQdQ8p/3NLY9m7g10Rnd7ekfYAlbO/Qw/51gkmHhixbSBomaUZlTawLgWnKoPtMeb/lXu7qi6m3FC1eNcYmkeK9GSFpGyXtez7iEdsF2BL4oVOv6D7gf8D8tp93Fy3J01eq9qnv1DD5+ClapX2B5Ynneh7bLxKvz0lNY6x83t1+/6gSof6j4z1kktYiF9aPbf9xgJtT6SJ68IhtQhbLfY3oUo4kobT/lMf1iXbnaNckiQnSk1e7eHBPAnax/YKkUcC3ABGP4wbE2D2km7xiNUzedyStQkKW77c9/0C3Z7BTJUL9QzcYZOMMIjU8WZka9GCMzU/CQEfaPqPc9F4ngvLFSUbS08D3muHJTjcWJpeqfZowNUw+6SgZ5CNs39pu1A502wY7VSI0aXS8QdaingSVKU3RTMzjUrywzBoPJNWmzyWLfy9TPA/DSRj9s84af4u2wiF10O+Zqn2aNCSNIDUEbyYlHXYli9GvTLyF10tahtQc/GXLaK2Eej32DmVpqXeQ9Y13IiVC9m71XTd5WCeVjtaQNanGWGVKUrKG1gO2LrrF2Ul230mk6OgFpM7OUpK+TDL+XqUszdUwxqapg3/PVO3TxOlBU7cJ8ANgNeB7wLtIZfnZSF3GuSQdBTxl+8hqjL2dTj5f+pMS2l6ZyDIOtv3NZt9VY2zidI2HrFKZ0khaBNiOZGXdQRaqP4OI9m+zfXDR7+xJDLWLimC40gNV+9Q3api8MtBUidDk0TUeskqlP2mFvhqPqwIHEe/DOsCMJIR2kO2NgXMl7WH7AiJ4fcb2i8XNX2mj6Sksxtj0JPy4C3A/CUO+g1TY/1T5P5wFHFv2eUOFTjbGJL1b0rIwJot3KUm/LF7YV4h3bIXy8dOJV+yPto8n4aSdbf+lG0O5lf6nda2ph4LDlYlTDbJKpY8U78sYY6Fs/jJwKcmcfJoU0D0WeFjS94lw+uHy2TOAzYvR8QaVt+FaImSi1DB5ZbBSDbFJoxpklUovkbQpjPG+DJO0vaQ1y9tPALc7lbvvJ7WvXgK+AvzO9tq2Lyn7X2p7xzpojaVqn/qO7ZeJUP9VEn6chqy3OCvwGeDK4rE4Gfgc8cxubfufbcep52GlMgio4ZJKpRdImhnYRtKrwL+AHYHpge0kbUW0OWtLeoqIzUcAizhr311TjtEVWqa+Mh7t05GMq31ajoTcFgd+yljt01Nln47XPvWgqVsV2K28PSNZP7AVJl+xhC/3sH2cpC1phMmrZ7ZSGXxUUX+l0kuUIsNfI4vlnmb7eEm7A9MCvwfWINXg/wV8x21VvStjqSVC+kZPRpSks8jagXeTzLb/ATcC+wF/I3XFjnbqs21AEiB2rh6xSmVwUkOWlUrvuRG4loSIFizbTgNWAeazfQqpEr9102AYkJYOYqr2qffUMHml0j1Ug6xS6SW2XwUuAx4C1pC0tu2XgHNI+BLbj8E4WUYdbTBMClX71DsaYfINJK0AHEc0dYdImo+xYfIRjBsm/5/ta8oxph2Y1lcqlb5SQ5aVSh8ohtZnSYmL+4FPdbphMLlMRPv0FPBD4Dtk3cAVS/jy40X7dC5wZgm7dZ32qYbJK5XuoXrIKpU+UIyva0lI7dBqjE2YWiJksqlh8kqlS6geskql0u9I2tT2ReX5MGAb4DHb10r6HvF6PVw0UusSg+wZYNlWuK0SJC0JHEAyTPexfZWkzYA3bV/c+Fytil6pDGFq2YtKZRLplgy/vlJLhPQ7D5Nsyg8Cu0u6xvaF7R+qxlilMrSpHrJKpdLvVO1T/yJpXmBr4A+2bx/o9lQqlf6nGmSVSqXfKbXDdiNGxCjbe0makRR3Pd325ZIWaWWlln2qx7FSqXQtVdRfqVT6nVoiZMpQBfuVSudSPWSVSmWKUEuEVCqVSu+pov5KpTJFsP2WpFaJkD9UY6xSqVTGT/WQVSqVSqVSqQwwVUNWqVSmOFX7VKlUKhOmesgqlUqlUqlUBpjqIatUKpVKpVIZYKpBVqlUKpVKpTLAVIOsUqlUKpVKZYCpBlml0gFIelPSXZLulXReqYrfl/33mIR9LpE0ooftB0n6Rl+O1dh3IUmfb7xeSdIJ5flwSX8ov3NLSadJWnoSvmN5SRs2Xn9S0r6T0t4+fOfukh6Q9Isp+T39haQzJW0xifuO07+VSqV3VIOsUukMXra9vO1lgNeAL/Z2R0nTAnsAfTLIbG9oe3TfmjlRFgLGGGS2b7O9e3m5AjBd+Z3n2N7J9v2T8B3LA2MMBtsX2z5ichrdC74EbGh7q/F9QFKn1IUcp38rlUrvqAZZpdJ5XEcW9UbSRZJul3SfpF1aH5D0gqRDJN0M7A/MA1wt6WpJO0o6tvHZnSX9oP1LJD0uafbyfH9JD0n6A7BE4zOLSrqstOE6SUuW7WdKOkHSDZIea3hjjiBLLd0laU9Ja0kaKWlO4Cxg+fLeopKukbRSOd76ku6Q9CdJV5ZtK5fj31kel5D0DuAQYMuGp207ST8s+ywo6UpJd5fHBSbS3vY+2at4Ke+VtEfZdjKwCHCxpD3bPr9d8Wj+Fri8bPumpFtLGw4u22aS9Lvy++6VtGXjf3CkpFvKX+v/3qffofBDSfdL+h0wZ6ONK0q6tvwPfy9p7rL9msZ3PyxpjZ76t6d+qlQqPWC7/tW/+jfE/4AXyuMw4DfAbuX1bOVxBuBe4N3ltYHPNPZ/HJi9PJ8JeJR4owBuAJbt4TsfB2YHVgTuIR62dwJ/Br5RPnMlsFh5vgpwVXl+JnAemRQuDfy5bF8LGNn4jjGve3jvGmAlYA7gSWDhtt/8TmBYeb4OcEF5vh3ww8ZxxrwGfgtsW57vAFw0ofa29UerH2YCZgbuA1Zo79+2fbYD/tZo83rAqYDKd40EPgJsDvxfY79ZG8fdvzz/QqOv+vQ7gE8BVwDTEuN8NLAFMF35/89RPrclWRy+1f/HlOcbktUY3ta/9a/+1b/e/XWKi7xS6XZmkHRXeX4dWa4IYHdJm5Xn8wOLAf8DHvHM3wAAAyJJREFU3gQu6OlAtl+UdBWwkaQHiGF2zwS+ew3gQmfxcCRdXB5nBj4MnKexdWGHN/a7yFlO6X5J7+n9T30bHwJG2f5Laf/TZfuswE8lLUYM0Ol6caxViXEC8HPgqD60d3XSDy8CSPo16Zs7J/KdVzTavF75a+0zM/mfXQccLelIYnRd19j/l43Hlmezr7/jI8Avbb8J/KP8/yHezmWAK8r/cFrgn41j/bo83k7CzZVKZRKpBlml0hm8bHv55gZJaxHP0Kq2X5J0DTB9efuVcvMdH6cB3wIeBM7oxff3VGF6GmB0e7savNpsbi++Y3xoPN9/KHC17c0kLUQ8On2ledyJtXdSf8OLbcc43PYpbzu4tCLxRB0u6XLbh/TQxvFV+u7N7+hpXwH32V51PMdtHetN6v2kUpksqoasUulcZgWeKcbYksSTND6eB2ZpvbB9M/GofZ6xHpjxMQrYTNIMkmYBNi7HeA74i6RPwxid0nITOdY47eglNwJrSlq4fM9sZfuswN/L8+16+R03AJ8tz7cCru9DO0YBm0qaUdJMwGbEs9UXfg/sULyLSJpX0pyS5gFesn0WcDTwgcY+WzYeb5zE3zEK+KykaYtG7KNl+0PAHJJWLe2ZTtL7JnKsSfkfVipdTzXIKpXO5TJgmKS7ibfopgl89lTgUklXN7adC/zR9jMT+hLbdwDnAHeRMGjTCNkK2FHSn4imapOJtPlu4I0iXt9zIp9tff9/gF2AX5fvOae8dRTxJv2RhNpaXA0sPR7R+e7A9qXPtgG+1ps2lHbcQTRatwA3A6fZnli4sv0YlwNnAzdKugc4nxg3ywK3lLD0/sB3G7sNV5Izvga0+qyvv+NC4BGigTsJuLa05zWiJTuy9O1dJAw9IcbpX6V0yWkT//WVSndT17KsVCo9ImkkcKztKwe6LZWekfQ4sJLt/w50WyqVyuRRPWSVSmUcJI2Q9DDRpVVjrFKpVKYC1UNWqVQqlUqlMsBUD1mlUqlUKpXKAFMNskqlUqlUKpUBphpklUqlUqlUKgNMNcgqlUqlUqlUBphqkFUqlUqlUqkMMP8P50WzsDbeITUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a violin plot.\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111)\n",
    "\n",
    "sm.graphics.violinplot(age, ax=ax, labels=labels,\n",
    "                       plot_opts={'cutoff_val':5, 'cutoff_type':'abs',\n",
    "                                  'label_fontsize':'small',\n",
    "                                  'label_rotation':30})\n",
    "\n",
    "ax.set_xlabel(\"Party identification of respondent.\")\n",
    "ax.set_ylabel(\"Age\")\n",
    "ax.set_title(\"US national election '96 - Age & Party Identification\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, \"US national election '96 - Age & Party Identification\")"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a bean plot.\n",
    "fig2 = plt.figure()\n",
    "ax = fig2.add_subplot(111)\n",
    "\n",
    "sm.graphics.beanplot(age, ax=ax, labels=labels,\n",
    "                    plot_opts={'cutoff_val':5, 'cutoff_type':'abs',\n",
    "                               'label_fontsize':'small',\n",
    "                               'label_rotation':30})\n",
    "\n",
    "ax.set_xlabel(\"Party identification of respondent.\")\n",
    "ax.set_ylabel(\"Age\")\n",
    "ax.set_title(\"US national election '96 - Age & Party Identification\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, \"US national election '96 - Age & Party Identification\")"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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KqJ8gCIIgCGJiIYOMIAiCIAhCZ8ggIwiCIAiC0BkyyAiCIAiCIHSGDDKCIAiCIAidIYOMIAiCIAhCZ8ggIwiCIAiC0BkyyAiCIAiCIHSGDDKCIAiCIAidIYOMIAiCIAhCZzQrnTTpPPjgg8jn8wCAG2+8EX6/X+ceEZNCMpnEI488AgC44oorsLKyonOPCIIgiH6Qh0wDOOf44he/iL29PZw9exarq6t6d4mYIC5cuICHHnoI586dw9mzZ/XuDkEQBCED8pBpQKlUgt1uxwte8AJUKhUUi0W9u0RMEJVKBYcOHcLS0hLC4bDe3SEIgiBkQB4yDSiVSnA6nQAAh8NBBhkxUiqVCux2O+x2OyqVit7dIQiCIGRABpkGFIvFfYPM6XTua8kIYhSUy2XY7XY4HA6Uy2W9u0MQBEHIgAwyDSgUCnC5XAAAt9uNQqGgc4+ISaJcLsPhcMBut6NarerdHYIgCEIGZJBpQKtBRh4yYpRIQ5bkISMIgjAHZJBpQKFQ2A9ZkkFGjBrRIKOQJUEQhHmgVZYakMvlDnjIcrmczj0iJolSqbQfsiRRPzFK8vk80un0/u9+v59yMBKETMgg04BcLgePxwMA8Hg8KBQK4JyDMaZzz4hJQBqyrFaraDQasFjIGU5oz5e+9CWsr6/D6XSiWq1idnYWb33rW/XuFkGYAjLINCCXy2FmZgaAkPai0WigWq3C4XDo3DNiEhBF/Ywx2Gw2VKvV/RA6QWhJNpvFbbfdhsOHDyMWi+Gee+7Ru0sEYRrotVkDpB4ygMKWxGipVCr7xj8J+4lRIl3Q5HK5KAcjQSiADDINyGazBwwyj8dDwn5iZIiVIgDBQ0s6MmJUSJNiu1yufbkGQYyCSqVy4J/ZoJClBuRyOXi93v3fPR4PeciIkcA5R6VS2X8o2mw28pARI4FzjmKxuO8hs9lsYIyRXIMYCefOncPHP/5xWK1WAECj0cBb3vIWXHHFFTr3TD5kkKlMpVJBo9E4cANyuVxkkBEjoVarwWKx7Iv4yUNGjIparQbO+b53FngqbEkGGaE18Xgc119/PW699VYAwDe+8Q0kEglTGWQUslSZbDZ7wDsGCB6ybDarU4+ISUIsmyRCuciIUSEtGSfidDpJR0aMhHQ6feDZ63a7kclkdOyRcsggU5lW/RgAeL1e000MwpyIKyxFSNRPjAppuFKEDDJiVKTTafh8vv3f/X7/gZx4ZoAMMpVpXWEJCAaZ2SYGYU5aDTLykBGjQlqhRIQMMmJUpNPpA0mIfT4fUqmUjj1SDhlkKpPJZNoMMp/PRx4yYiS0hizJQ0aMik4eMkp9QYyKVCp1wCDz+/1kkE06rXFsgAwyYnR08pCVSiUde0RMCt00ZJTyh9Caer2OfD7fFrIkg2zCEePYjvUzmP3sG+BYPwOPx4NisYharaZ394gxR/SQifNvKfs4eSiIkVAoFNpWU4q5yAhCS8TIlLREnMvlQqPRMNULKRlkKiMaZL6zd8OW2oDv7N2wWCy00pIYCaKHTJx/V29+kUKWxEiQZukXoZAlMQo6RaYYY6YT9pNBpjKisDB34k7Upo8id+JOAIKwnwwyQmuKxSLsdvv+/Nu+5hfogUiMhEKhALfbfWAblY0jRkGrfkzEbMJ+SgyrIo1GA5lMBj6fD5XpU0isnNrfRystiVEglq6prJxAYuUUipubKD3yiN7dIiaAfD6P2dnZA9soZEmMgmQyeUA/JmI2HRl5yFQkn8/D4XDAZmu3c8kgI0ZBq7Ca0g4QoyKfz3cMWZKon9CaRCKBQCDQtt3v9yMej+vQo8EgD5mKtCamk2I2S11POOf42te+hlKphKWlJZw8eVLvLpmGYrGIqamp/d+dTqepRK2EeekWsqQXAvncf//9iEajAAQN1Atf+EIEg0Gde2V84vE4Dh061LY9EAhga2tLhx4NBnnIVKQ1MZ2UqakpJJPJEffInJRKJXz3u99Fo9HAmTNn9O6OqRBDliLkISNGRSeDTAxZcs516pW5+Na3vgXGGJxOJ1ZXV7G6uqp3l0xBMpk88CIqEggEkEgkdOjRYJCHTEVSqVTbSg8Rv99PBplMyuUy3G43nvnMZ+LcuXN6d8dUdApZigXvpUvCCUJNOOcdV1larVbYbDaUy+W2fcRBxDG84YYbYLVakclkaEGEDGq1GrLZbE+DjHMOxpgOvVMG3aFVJJlMkodMBUqlEhwOx753h96u5VMqlQ48+BhjVD6J0JxyuQybzQar1dq2z+l0krBfBqVS6cAYejwe0t/JQJQKdXrhdLlcYIyZZv6RQaYi3YSFgDmT1OmFaJDZbDYwxiihrgI6eSkobEloTaFQwDVsaz8ZthTKRSaP1kURHo+HPGQy6BauFDFTdIoMMhVJJBJdJ4aYpI6E/f2R6qCo9I98OOddy9fQGBJaUiwWcUvpu/vJsKVQ6gt55HK5A3WQvV4vldyTQSKR6BqZAswVnSKDTCU452NlqeuJ6CEDyJhQQqVSgdVqbQsbkYeM0JpCoYBHQj9xIBm2iNvtJoNMBvl8/sCiCPKQySMej/d87k5NTZkm9QWJ+lWiUCjAarX2FK76/X5TrfjQC6lB5nA4yJiQSbFY7Dj/yCAjtKZQKCA++xwkbn9X2z7SkMkjl8sdMMi8Xi8ZZDKIxWI4evRo1/1mWmlJHjKV6Cbo9549jYUPXA/v2dOYmpoyzcTQk0KhsB92Iw+ZfMRwpbSwPUAGGaE9nbSLAOBYP4PbLvxpm66MaEcskC3icrlQLpdJQ9uHeDx+QLvdev8LBALY29vTq3uKIINMJbrpx3wPnIalnIPvgdMIBAKmcZ3qifTmTsaEfMRxkxa2B4QxpNVahJZ0ytIPAL6zd8Nb3sPhJz+lQ6/MRTabPZA2iTFGYcs+iFIhqUHWev+bnp42jSOEDDKViMfjHT1kuZN3oeH0IXfyLszMzJjGUtcTqTCdDDL5iCHL1sL2pOEhtKY13La//cSdqPiW8dj8T+rQK3ORyWTa8li63W5ks1mdemR8crkcrFbrgYVMrfc/n8+HQqGAarWqVzdlQxoylYjFYpienm7bnj9xF/In7gIABOp1pNNp1Ov1jvl6CIF8Po+lpSUApD9RguilqKwcLGzvdrtN84ZImJNcLoeZmZm27ZWVU9i87RguPfwwXqZDv8xEKpVqK73n9XrJIOtBp4V0rfc/i8UCn8+HZDKJ+fn5UXdREeQhU4m9vb22G1JrLNtqtcLr9VLqiz5IQ5a0ZF4++Xy+LeUFIBhkFLIktKQ1ZYMUSnAqj2w22xZlIYOsN8lkEse75L9r1W+b4blLBpkKcM6xt7eH2dnZA9tbY9mAIDCMxWKj7qKpIINsMLqFjdxuN+lQCE1pTdkghQyy/lSrVVQqlTYdntfrRTqd1qlXxieRSOC5yW92zH8n1W+bJRcZGWQqkM/nwRhruyG1xrIBQWBIBllvpEWKXS4X3cxl0s1LQQ9EQmuy2WxXD5m4WrBer4+4V+ZBHL/Weos+n88Unh29iMfjCB//+Y7576T6bb/fb4rnLmnIVKCbfqw1lg2AhP19aDQaKJfL+6E3EqTLp5dBlsvlTFNglzAXtVoNtVqtY7gcEFYLii9WvRJ4TjLpdLpN0A8IuSsvX76sQ4/MQTwex5HnvBiJF7+pbd8B/faFC9jY2Bh19xRDHjIViMViXWtYtjI7O4toNKpxj8yLmBRWLBRLIUv5dDPIxILFlM+N0AIxXNnL2CcdY286rbAEyEPWj37VcUTMkhyWDDIViEQiHVcYdSIYDCIajYJzrnGvzElrgkm6kcunV9iIwpaEVmSz2a76MRHSMfam0wpLQPCQZTIZNBoNHXplbGq1GnK5XM86liJiUnajP3fJIFOBaDSKYDAo61iPxwPOOd2cutBaHNvpdKJarZL+pA/VahXVarVr6S56IBJa0WuFpYjH46HVgj3o5umx2WxwOp107XYgnU7D4/HsR1N64XK5wBgzfE5LMshUIBqNIhQKyT5+dnYWu7u7GvbIvLR6yBhjlBxWBvl8vqMoWIQyfhNa0cszK0IGWW9SqVRXT4/P56OVlh1Ip9OyvGMiZhhHMsiGJJfLoVqtdnQ3d8Kxfgb/ae9DKD7yFY17Zk4sl76Fnwr/zYGcMqQj60+/sBFl/Ca0opdBJuZiPFK6YPiHoZ4kEok2HbKYR+uW0r+TjqwD6XRa9nMXEMK/Rh9HMsiGJBqNYnZ2VvbqNd/ZuxGoJxB69MMa98ychB79CKaq8QM5ZVwuF3nI+tBaB68VM7wdEuakl6dCzMV4zdaXaP51gXPe0UMm5tF6dvxfTZFDa9R00911wwz3QDLIhiQSibQlhO1F7sSdqAWO4n73CzXslXm5vPIfUXQvHMgpQyHL/vQzyLxeLzKZzAh7REwKqVSq69wTczHGnvVLNP+6kM/nYbVa4XA4DmwX82itXvFaU6wQHDW9wrydMEOVHDLIhiQcDmNubk728ZWVU0i97pP4YX4WtVpNw56Zk033cfzgxPtQkeRvo5Blf0SBazdo+TyhFb08ZJWVU0i85hPA8dto/nWhm6A/f+IuRN/5IySe8/+QQdYB8pARbWxtbeGq+lrHWlrd8G5/D79U/jRSD/6Txr0zH/6dszjxw3cfGEuHw0Eesj70uzmZ4WZEmA/OOZLJZF9PhdfrRbFYpJfQDvTLpRUIBBCPx0fYI3Og1ENmBg0ZZeofgnK5jGQyiUNPfhm29CZ8Z+9uy8zfCd/Zu2FHBvjOXwDPf90Iemoejoe/DA/LgknGknKR9SeZTGJlZaXrfr/fj3Q6Tdn6u1Cr1fD5z38e5XK54/6rrroKt9xyy4h7ZXzEZMPd0q2IMMb26zLKTRE0KcTj8Z6GRSAQQDqdRr1eh9VqHWHPjE02m1XkITODbIM8ZEOws7ODYDCI3Mm3d6yl1Y3ciTtR9i3jsflXaNxD8/Gg71ZU/YcPjCWFLPvTb8WR3W6Hw+Egw7YLiUQCFy9exMrKStu/mZkZPPTQQ3p30ZAoWelGXtrOxOPxjqX3RKxWKzweD42dhG7F2Hvh8/mQzWYNnRyWPGRDsLW1hbm5uY41K3tRWTmFnVdejR9897sgaf9BzuMInvEz7zzgwne5XOSy70Gj0UAmk+nrvhcfiEreKieFVCqF6elpXH311W37isUiGWRdkFu6BhCypRs9ZKQHsVgMR48e7XmMWPpHyQKycSaXy/Ut19WKw+EAYwzlclmRITdKyEM2BOvr61hcXBzos/Pz89jb20OlUlG5V+amWCy2XSzkIetNLpeD0+mEzWbbz/vUSc8ohoyIdnrpUVwuFzjnpGPsQCKRkK3j8fv99GLVAd/2A7juvt/qqUEWS/8QAnKqQwBoux8aPUExGWQDwjnH5ubmwAaZ1WpFMBhEOBxWuWfmpVaroV6vw263H9hOBllvpMaEmPdJmsdNxO/3Uz6jLiQSia6eHsaYKQTBehCPx2V7yEic3k6pVMLJ/Bk4suGO16xIIBDA3t7eCHtmbMTKJP1ovR+63W5DP0vIIBuQdDqNSqXSM/bfj4WFBWxsbKjYK3NTKpX23cpSnE7nvniYaEcahhTzPnXSM5JB1p1+hsXU1BSNXQf66Z+kTE9PIxaLadwjcxGLxfBw8GWo99Egz8zMkEEmIZ/P9y1oD7TfD10ul6F1tKQhGxDROzbMirXl5WWsra3h1ltvVbFn5qVTuBIgD1k/pGGjXnrGQCCAtbW1EfbMPCSTSVx77bVd9/t8PjLIOrC3t4cTJ07IOnZ6ehp7e3u00ldCPB5HdvEEErf/Qc/jZmZmqP6xBFGm0Y/W+6Hb7TZ0TV/ykA3I2toaFhYWhmpjeXkZ6+vrhl71MUqKxWLHi8zhcOyHM4l25AqrSYfSnU61BKXQ2LVTrVaRzWZ7jpsUt9sNq9Vq6AfiqNnb25N17U5PTyObzaJarY6gV8ZHroesFafTaeiXezLIBuTy5cs4fPjwUG14vV44HA5Eo1GVemVuxJBlK4wxClv2IB6Py3ooBgIBJJNJegFooVgsol6v91x5RQZZO4lEAj6fDxaL/MdIIBCgsKWEaDTalpet08Ici8VCiyIk5PN5LOfOYfazb4D37OmOC5k6jaPRQ5ZkkA1AoVBAIpEY2kMGPIjq4T8AACAASURBVBW2JASDrJsb2uFwkEHWBbkGmdPphNVqNfQboh6ImeZ7hdGmp6fpYdjC3t4eZmZmFH1mZmaGDDIJ0Wi0LZVFt4U5NHZPUSgUcOXa54VxeuB0x/HqNI4k6h9D1tfXsbCwoOjNsBvLy8u4dOmSCr0yP8VisaOHDKDySd2o1+vIZDKyV7r5/X7y9LQgpwRLIBBAKpUi76KE3d1dxYuaZmZmEIlENOqRuajX60gmk21GbbeFOYFAgHRkTYrFInaf+WZhnE7e1XG8Oo2jy+Uy9HOERP0DcPnyZSwvL6vS1pEjR3D//feT0BW9DTKXy0Uesg6IRcXlllQRVwseOXJE456Zh14pL0Tsdjvsdjuy2axs43fciUQiiqMEwWAQP/7xjzXqkbkQSybZbAcfw90W5oRCITJmmxSLRVRWbkPixv8AQCjE3kqncTT6AjHykA3AhQsXVHug+f1+2O12utDQP2TZrc7gJKMkUzpAHrJOyM2lRakvDhKJRDA3N6foM3Nzc4hEIuRphHIPYzAYpOdEk1Kp1Kb57KQZa93mdDoN7SEjg0wh2WwWqVRKFf2YyOHDhylsic4XmQiJ+jsjx7sjhXJBtdNvhaUIJYd9imq12jHc1g+PxwPOuaGzpY+KaDSqaPxmZ2eRTCZRq9U07JU56LQArJNmrHWb0bXIuhhkjLHfYIz9mDH2I8bYJxljLsbYLGPsG4yxC83/lV3pI2J1dRVLS0uq6MdEDh8+jIsXL6rWnlkpFApdQ5Y2m83QF5JeyBX0i1C29HYSiYQsTwWtcnsK0bsjN1QuwhhDMBikleUAdnZ2FHkYrVYrpqamJj5BbKPRQLVabavo0kkz1rrN6JGWkRtkjLFDAH4NwE2c8+sBWAG8HsC7ANzDOX8agHuavxuOixcvqq6/OXLkCNbW1ib+zadXyNLorma9iMViigwyWi14kEajITvsS8bsU0QikbZ0DXKZnZ3Fzs6Oyj0yHzs7OwiFQoo+EwwGJ17YX6lUYLfb2zTXlZVTSLzmE6hIdGOt2xwOByqVimFD5nqFLG0A3IwxGwAPgG0APwvgo839HwXwap361hXOOZ588kmsrKyo2q7b7cb09DQ2NzdVbddsBOMPdy2ya/SEfnoRi8UU6VB8Pp8giKWi9gCATCYDt9vdJqzuRCAQIP1dk62tLcXGhMj8/Dy2trZU7pG5KJfLyGQyA61S3d7e1qhX5qBcLu9HUjrpxnphsVhgtVoNe/8buUHGOQ8D+DMAGwB2AKQ5518HsMA532keswNgvtPnGWNvY4w9xBh7aNSuW/F8w9Sv7Mbhw4dx4cIF1ds1E8+Kfx2u/E7HIrukIWuHc45kMqnIQyYWyiZxukAymdyvA9oPMsieIhwOD6yjXVhYQDgcVrlH5mJ3dxezs7OKpS9zc3MT710UPWRA95xtvbDb7YateKBHyHIGgjfsCgDLALyMsTfK/Tzn/IOc85s45zcpXeEzLBcvXsShQ4c0SU+xsrKC8+fPq96umfiu4/moBY50LLJLIct2crkcrFarrJpuUsiweIpUKiXboPX5fCgUCoa9mY+Ker0+0ApLkenpaeRyuYn2eA8a8p2fn8f29rZhQ26jQGqQdcvZ1gu73U4eMgkvA7DKOd/jnFcBfB7ALQCijLElAGj+b7hAuRbhSpHFxUXEYrGJrfPGOccTjUOI/9zHD2gARCgPWTtKU16IUOqLpxDL/8jBYrHA5/NN/ErLaDQKv9/fdQFOPywWC0Kh0ESH3sLh8EAhX6/Xi0ajMdGrVKvV6v5ikk66sX6QQXaQDQDPY4x5mOBqug3AOQBfBnBH85g7AHxJh751pVqtYm1tbSBBf784t2P9DOY+/2bcNJWe2PQXtVoNV9XXMP+FOzrmkQnGH57oN+pODGqQTU1NkTi9SWvKi37XKhlkgjExP99RUSKbubm5iQ5bhsNhXFlfVaR/AgTJQSgUmuiwpdRDpgTx2r6ietmwXm49NGQPAPgcgB8AeKzZhw8CeD+AlzPGLgB4efN3w7C+vo5gMNizAHE3+sW5xf0nC2fw5JNPDttVU1IsFvGi2gNd88gs/Phj5CFrQcz0rRRaafkUrWlD+l2rlBwW2NzcHNogW1hYwPr6uko9Mhf1eh3RaBQrFz+jWP8EYOK9i9VqVdYinFbEa/um7LfJIJPCOX835/zpnPPrOedv4pyXOedxzvltnPOnNf83VEzl/PnzA6e76BfnFvcXTt6F8+fPo9FoDNNVU1IqlfDg1Eu65pHJ3nwnGWQtKM1BJjI9PU0hyyatiyL6XasU7gXW1tawtLQ0VBtLS0vY3NycSC3U3t4efD4f8s/rXIOxH5O+SnVQg0y8th8L/aRhDTKqZSmTJ554Ai95yUsG+my32mSt++0AHD/8OHZ2dnDo0KEBe2pOSqUSolPXIfGa9xzYLo4N5xy1rz2OWq020MU4jiQSiYE0jVNTU0ilUmg0GqomODYbtVoNhUIBXq93f1u/a3Vqamqiy9cUi0WkUqmBU16IiKH2VCqlONu/2dne3kYoFOo717oxPz+P733vexr0zBwMapCJ4x396lexQhoy85JMJpHL5YZ203fCsX4GoY+9EnMfOoXQx16Jm6bSE5n+olgs9lwtyBij1Bct+HfO4hlnflORBgUQqh44nc6JFgYDgjHg9Xrh2vyubC1PIBCY6JBlOBzG3NycKob8/Pz8ROZe3NzcHHiFKiDMwXK5PLHXb6VS6WuQ9dKC2mw2w3rIyCCTwcWLF3H48GFN0l34zt4NW/w8bKk12OLn8dzkNydSR9bPIAOElZaU+kKgVqvhpuy34cxtK9agAFSXERAMMr/fryiX0aQbZBsbG6rV8Z2fn8fGxoYqbZmJra0tLC4uDvz5SRf2yzHIel3TZJCZnCeffBJHjx7VpO3ciTtRCx5HbfoYasHjqLzw1xEOhyfOEyTHIKNs/U+RTqfxkP/FqA+gQQHIIAMEg8zn8ynKZeR2u1Eulw27bF5r1NCPiRw6dAhra2uqtGUWREH/sDk0J3mVaqc6lq30uqatVqthDTIS4/ShXq/j0qVLeN7znqdJ+5WVU4i9+aCOYOHRJFZXV3Httddqck4jks/n+65gJQ/ZU6TTaSRCz0XiP/7hQJ/3er1kkDUNssrK82VrecRKB6lUShMJg5FpNBrY2NjArbfeqkp78/Pz2N3dRblcVpzc2KxEo1FMTU0NnMNNZGFhYeKMWRE5HrJe+jybzWbYFyrykPUhHA7D6/XC4/EM1Y4Y0/aePd1Xr3L48OGJy9rv2vx3nPrx+3qOi8vlIg9ZE9GYGBRK3yAsihgkj5vX60U6ndagR8YmGo3C7XbD7Xar0p7NZkMwGJwoT8/W1tbQ3jFASCQ+qatUpbUsAWXPVkBIDFsul7Xu5kCQQdaHS5cu4fDhw0O3sx/TfuB0X73KsWPHcPHixaHPaSauXP0cvOXdnuPidDqRz+dH2Cvjkk6nh3pJoASnw1U6mMSx29jYGEr71InFxcWJyke2tbWlimfV5/OBcz6R87DVQ6bk2QpQpn5Tc/78eVX0Y/sx7ZP9c8+EQiHk8/mJuth+MH0bKv5DPcfF7XZPbGmpVtLp9EBJYUX8fv9EenmkiKJ+pfh8vokcOzX1YyJLS0sTFXpbX19XxahljGFubm4iE8S2ZupX8mwFjG2QkYasB5VKBdvb27j99tuHb0sS086fuKvnsYwxHDp0CJcvX8YNN9ww9LnNwBONQzj2qg9hdna26zFer3fik3KKpNNpXHnllQN/3ufzIZPJqNgjcyHWAxzEIPP7/RMZ7l1dXcV1112napuHDh3CvffeOxE58crlMhKJxNA53ETEtCFq/02MTmvIUsmzFYCh0yeN9xUwJBsbGwiFQgPVzRqWw4cPT1Rdy2w22zcE5/F4JtqIkJLJZIbSkLndblQqFcOuNtKabDYLl8u1X6RYCZOov0un06hUKqoncXW73fB4PIhGo6q2a0TEhLCDzLlOLC0tTVS4V6TVIFMKacjMyPl7MP2p1+PZ7ljPw6QJ6PoVJpbbDvCUQTYJos1KpYJGo9F3pZXX653YZIitBOMP4/i9v9axELu4rdd8ZIzB7XZPrCYvk8kcyNCvhEnU34n6sU65GPvd9zrtl26bFB3ZIIL+XmO3UrmI7e3tiSu1VyqVFDtJDjynHQ4yyEzHvX8KW3oTz4p9vedh0gR0ShJM9moHEOoN1mq1iQjRiQ/Hfol3J1W700qj0cBN2W/D0ZIUtnUO9ZuPk6zJG8bD6Pf7kclkJupBuLa21lX71G+eddov3ba4uDgROrJBkur2GrvZh/8eHo8He3t7anfV0JTL5b4pklqRjqPT6SSDzGzUXvQb2Gv4UX7BO3seJ01ApyTBZK92AMGDsbS0NBGZrLPZrCxvhcvlQr1eN6wgc1QUCgV8z/3CtqSwrXOo33ycZIMsnU4P7CGz2WxwOBwTlYJldXUVy8vLHff1m2ed9ku3HTp0CKurq2MfDdjc3FQs6O83dpNWaJxzjmKxqDhkKR0zp9Np2HyWJOrvwpbnGvzLkXfgtVe9uOdxrQnoBikW26kd4Kkl4c997nMHatMsZDIZWSkcGGP7YnS1hLFmpFAoIDJ1HRKv+eMD21vnUL/ixW63e6KMCiliHctBEefhMDo+s1AqlRCLxbp6d/rNs077pdumOUe1WkU6ncb09LR6HTcQ2WwWlUpF8ffrN3bziR9ic3MTN954o2p9NTLVahUWi0VxcXHpmDlrNRSLRXDONSmHOAzkIevC+vr6/g1ILZ2YUsSVluNOMpmUvdptEvU7rRSLxY4ue6Vz0+FwGPZNUWsGTXkh4vV6J2aBSTgcVlWM3gpjDIuLi2MdDUg+8Dn8Sv7vMPcPr1L12SEmiJ0U5JTY64fNZgNjzJALmsgg68L6+vp+zh21dGJKCYVCSKfTY//QVJKgk/JnCR6yTjclpXPT5XJNtKh/GO/WJK341SIhbCsLCwtjbZB5HjiNYDUKW/y8qs+Oubk57O7uToyMQw2DDDBuGT4yyDrAOcfW1tb+TUgtnZhSLBYLgsHg2Cf/U+ohm4SFDr0olUodb0pK5+Ykl6JKp9NDGWST5CHrJehXi+Xl5bEW9j/kfzEKU8dQCx5X9dlhs9kwMzODSCSiWptGRi2DzKg6MtKQdSCTyaBWq+0bCWrpxAZhbm4O4XAYV1111cjOOWpisRhOnjwp69hAIDBxq4pa6ZaHp5+WpxWHwzExRoUUzjmy2exQBtmkhM4bjQbW19fxohe9SNPzLCwsIBqNolKpDF1422hwzvFgegpXveGfh9ItdmN+fh7hcFiVijJGp1AoqFJL1agvo+Qh68D29jbm5ubg3LivTTsmt4ApoFzT0+mzT7eEx1ojUKvVkM1mEQgEZB0/PT2NWKx3brhxp1MeHiVzTTx2PvWYYTNWa0mhUIDdblcsDJYyKR6yWCwGl8ulWkHxboiFxscxGpBMJsEYU2SMyb2eHetncPvaX6Dyo68O201TkM/nVZmLRs3BSAZZByKRCILBYGftmMwCpoByTU+nz1698YWxdkeLq93klk0RDbJxXyLfi1Kp1OZFUDLXxGOPXPz0RBpkcqpC9GNScuKpVQxbDmIpoHFjZ2dHcUJYudez7+zd8FViWLn0mWG6aBpyuZziHGSdcLlchkz5QwZZB3Z2dhAMBjtrx2QWMAWUa3o6fbZ0yzuRSqXGVrQZi8Vke8cA4c2GMWbIi2lUVCqVNu+OkrkmHrt3/R2GXGmkNXLz3vXC5/NNxBwcJJnpoIyrsH9ra0txmh6513PuxJ3gs8fwLXaTYZOdqskwFTakeDweQ16/pCHrQCQSwfXXX49K6NqO2jE5BUwB5Zqebp+dmdnG3t4eDh06NFBbRmZvb09xbp6ZmRnEYrGh0haYmWq12vaWqGSuiccWYzFUnvymFl00NLlcbmgPmcvlQrlcRq1WGyr0aXQ2Nzdxyy23jORcS0tLePDBB0dyrlESDodx/PhxRZ+Rez1XVk6hsnIKqU9/GpFIBCsrK4N20xRkMhkcO3Zs6Ha8Xq8hPdzkIWuhXq8jkUioXkR3GAKBwNjqpvb29jA7O6tIAzXpOrJarXYgJ9SgWkWbzYZaraZ29wxPNpvtq0PpN6aMMcO+ZatFtVrF3t4eDhef7KufHXQOSj8XCARQLpfHql4t5xzhcFiWl7HbGMrRL8/NzWFnZ0e1fhuS8/fg1ifej6Xs40M3JSZ2NhpkkLWQTCbh8/k0S4I4CONskO3s7GB2dlaRBmqSlnl3otUgG1SrOMkGWT8PmZwxdbvdY2U8tBKJRDA9PY3A9z/UVz876ByUfo4xhlAoNFaGhfjQlxNm6zaGcvTLoVBoLBdEHODeP4WvvIflJz4xdFNGXSVNBlkLiURCkaZpFMzMzIxlqodGo4Hd3V2EQiFFGqhxu2krpdFoHFgEMahW0WKxTOTiCDk6FDlj6vF4DLlSSy3EDP1y9LODzsHWz83NzY1VbUZxgZgcuo2hnPEX0yONM/Vb/zPimELheb86dFviohyj3f/GV/wwIIlEQnbW+FExPT2Nc+fO6d0N1Ukmk3A6nXA6nYo0UHNzc4hEIoasRTYK6vX6AYNsUK0iY2xiPWRXXnllz2PkjOm4F2ff3t7G/Pw8KivP6qufHXQOtn5u3FZaigvE5NBtDKXbu41/KBTC7u4u6vW6oaI7apJZvBmfC74Fv3jF8DnxRA1uqVTSPKWLEshD1oIYspTDIDUuW4+Tow8Y13JB0WgUs7Ozij/n8XjAGDOkBmAUiIbosHVVLRYLGo2Gyr0zPrlcTpWVWmMdsjx/D2588P/DlbXVoZpROkfFJKfjQiQSUbzCshP9xtFut8Pn8yEejw99LqOSTqdVTaxrxNQ1ZJC1oKTo8CA1LluPk6MP8Hq9KBaLY5eiQMnbYyvBYHCidWSMMVXqqk6ihzGTyajyVjzO9Swb9/wJvKVdHLnw6aHaUTpHA4EASqXS2ISCt7e3VTHI5Izj7Owsdnd3hz6XUUmlUqpGr4zo6CCDrAUlBtkgNS5bj5OjDxCzPI/bzX+YpJPBYHCidWTAcHnuJpVqtYparaZKckmv1zu2Icvkc96CrCOE/PPePlQ7SucoYwyzs7OIRqNDndcI1Go1JJPJgaIArcgZx3Ff7JRIJIYqd9aK3+9HMplUrT01IA1ZC0pyFA1S47L1M3L0AcBTpR4G9SgZke3tbdx8880DfXZ+fn6sxL+DMEyeOwCGE7SOArH0ihqeQY/HM7Yhyy3PNfj+Nb+N24es2zvIHBW93/10fkYnHo+rtmJfzjiOa+kpEbUX3Pl8PiQSCdXaUwPykLXQapAp1UAMq+vphtvtNmQx1EHJZrMol8v7F9ggWpNJNcgYYx2NKaVjOImLIvL5/NBJYUU8Hs9YXZNSxHQ0ejAucoRYLDbSfJbj4lnsyPl7cPKH78aR4nnVmpyZmTGc5o4MMgnVahX1ev1AnUClGgg1dD2dMGox1EERC7iLBoHScZuenkapVBrbkFEvuonxlY4h53xsV2R1I5/PqxKuBIRrctxkBCLD6DuHZVzS2gxShWQYZmZmkEwmUa/XR3bOkXHvn8JT2sXRi8NpGqUYMb8nGWQSSqUSnE7nAa+BUg2EVroeh8OBYrGoapt6Eg6HDxTcHURrMhHJEDvQzUOmdAxb85lNAmoaZC6XC7VabSxTh0SjUd0MMlGcbvaQ+qgNMpvNBo/HY8iEp8NSPfX/IoEpFJ//DtXaDAQCSCaThppnpCGTUC6X4XQ6D2xTqoEYVtfTDYfDgVKppHq7erG5uYkrrrhi//dBxk1cIq+0TpzZsVqtHd+ClY7hpBpkauUdYozB5XKhUCgYLnfhMJRKJRQKBd0SZLtcLjgcDqRSKUOVsFPK3t6eKnUXlTA1NYVEIjFWWmMAiAefgy8u3ok3HFPv2epwOOBwOJBOp0dqOPdisu7GfSiXy7Db7X2Pk6PV6XeM3BxmjvUzCH3slXjJw78N7/YD8r+MgeGcY3NzE4uLi12PkTPGi4uL2NjY0KKLhsZms8kKS/Qbw3FOItmNXC6naiLIcZMSAIL2aXp6Wld94fT0tOmrk/gjZ/GMM785tJ5YTq5K8ZhrLFuG00WpQTwex7XWbdX13IFAwFDCfjLIJMg1yORodfodIzeHme/s3bDFz8Of38QVq5+T/2UMjLjUuNcSZjljLBpkRnI5jwKr1SoroWu/MWw0GrDZJstJrrZB5nK5xtYg0xOzl4srlUp4Xv4+OLLhofXEcnJVisc8c+9rhjIw1CIWi+HG9LdU13MHAgFDGbBkkEloLdrcDTlanX7HyM1hljtxJ2rB48j7VnBu6VXyv4yBCYfDffOPyRljn88Hxpjhcslojdyi4P3GsFarkUE2JOO2+hkYvfapE2b3kKVSKfxg+qWoq6AnVlJLNHLtG8fSINvb28PW8derrucOBAKGmmeTdTfug1yDTI5Wp98xcnOYVVZOIfbmU7hw4QLCY1LjbWNjAwsLCz2PkauHWlhYwNbWlm5L9PXAbrfLMsj6jeEkGmRqpr0AAKfTOXYesmg0ikOHDunah9nZWTzyyCO69mEYUqkUknM3IPEz7xm6LTm5KsVjGtEokvfdN/Q5jcbu7i5Wbr4NiZe8WfZn5DxDZmZmcPny5WG7pxrkIZNgZE2NxWIZm+XM6+vrWFpaUqWt+fn5idOR2e12VeZCvV6fOIOMNGT92dvb011Mb8QcUUrIZDKqZpWXixHLAQ0L5xyxWEyTl+7Z2VlDecjIIJPQaDT6ClnVKCg+CONSCLpWqyESicgumdRv7JaWlibOIJMbsuxHrVaTpZkcJwqFQk8PmdJr1e12j1UuPM45ksnkyEOW4uKl0MdeCcf6Gfh8PhSLRZTL5ZH2Qy3S6bSqnthWus3T6d3v43XJD6P2+Nc0O/eoyefz4JzLepFSev0GAgFkMhnDpK4hg0yCnMzlahQUHwSLxTIW4vVIJIJAIHAg+W4v+o3dwsICIpGIYS6oUaCmh2ySDLJqtYpGo9HzOyu9Vj0ez1gZZJlMZj8dwCjxnb0btth52OLn4Tt7NxhjhlsBp4RUKqWph6zbPPU9eDdmkUHjnj/R7NyjRknFA6XXr9Vqhd/vN4w3lgwyCXIMMjUKig8CY2wsPGSbm5uKCor3Gzu73Y5AIDAWmb3lopZBVq1WJ8ogE5PC9rrGlV6r4+YhSyQSuuRUy524E7XQcdSCx/fHfmpqyrQLdrLZLLxer2btd5unuRN3IusIIfnct2h27lGjZNXvIM/a6elpw2TsnywBiQqoUVB8UMbBQ7a5udlX0C9FztgtLCxgc3MTR44cGbZ7pkBuHrJ+TJqHrFAo9A17KL1Wx62eZTKZ1MUgExcvSTGS50IpWhtk3eZpZeUUvn7Fb+BU8LmQf5c1Nru7u7KTFA/yrDXSil7ykEnoVpKmG6PUkHHOxyKrulJBv5wEu7ev/QXKP/o/anXR8HRaZTnIHJtUD9kwtI7zuIn64/G4agaZkjnZ6Vij5YhSQqfVvGokFJfDuOXG293d7Svo7zZu3rOnsfCB6+E9e7rrsTMzM9jd3VW/4wNg/ie8iig1yEapIRsHgyyfzyOfzytaLSMnwa6/GsfKpc+q1U3D00nUP8gcm7RVloVCYWiDrHWcXS4XSqXS2KyAjsfjqpVMUjInOx1rVg0Z57xjiS41EorLweVyjVUYXY5B1lVT98BpWMo5+B443fXYYDCIaDSqfscHwNxPeJVRWipklBoyOStAjU44HEYoFFL0PeQk2OUzKzhjOzlWN6FedApZDjLHJm2VpRoestZxZozB6XSiWCyq0UXdUVNDpmROdjrWrB6ySqUCq9XalkJJjYTichin+VipVJDNZvu+JHTV1J28Cw2nD7mTd3U9dmZmBrFYzBCSoMl5PZaB0tQScuPVamjIxqEQ9NbWliL9GCA/wW7uC1/A9vb2RBQa7+QhG2SO1Wq1ka+m0xM1Cot3GmcxbKlH3im1SSQSqqW8UDInOx07NTWFdDptuntfsVjsaPirkVBcDm63G9lsdqg2jIIYQu/39+82bvkTd7Ul02091ul0GqaYvXlm+QgQawRKc+K0FnRVI8bfipw2G42GYZPWymV9fb3NIJNTWF3MTdTr2Pn5eWyOSSWDfthstoFW3LaO3zjMKSWonRRWZFw0O5VKBeVyWdP8WUqw2Wxwu93IZDJ6d0URpVLpwItOa3HwXkXC1WCcPGTSlBdKNYnSZ0c/pqenDeGNJYNMgughO5ATp6Wgqxox/lbktGm2t8RWOOfY2tpqE/T3LawuyU3U69iFhYWJSRBrtVoH0iy1jt+kFRfP5XKaGBvjUs9SzJ1lJGmE3+9HKpXSuxuKqFQqB6QAbcXBexQJVwOHw4FKpaJJ26Nmb29vP1ypWJMYPw9b7Lys442y0tK8T3gNED1kB3LitBR0VSPG34qcNs0uwE4kErBYLG1LwfsWVpfkJup17NLSEra2tgyhA9CaQdNetI6fkUuFaYFWHrJxyUWWSqXg9/v17sYBfD6f6UoBtRpkbcXBexQJVwO73Y5SqaRJ26MmGo3uC/oVaxKDx1ELHZd1/PT0tCGE/eZ9wmuAqM1pzYkjjUGrlVNMipw2+2UYNzrb29uYm5tr297ru3fKTdTtWK/XC8YYksnk2BcaF18clNI61pNokGnhIRuXkKVRDTKzrbSsVCoHXp47FQfvViRcDex2u2lLTrUSjUbx9Kc/HYByTWLrs6MXs7OzeOyxxwbqo5qQh0zCoA+6UVCr1Uwdstza2lKUob8fnfQE8/PzCIfDqp3DqKhVRmscUqkoQSuDzOPxjIWIOpFIwO/3a6KT7Ue3cwYCAdOFLGu1Wt9oRuv3VXPM1UocrTeNRgPxeLyn0F6tcTNKkfHJuRvLwMgT2ewhS6UZ+vvRSU8wNzdHBpkCzK5LVEKlUhEW7GiwqnRcDDIxS78WgmlYCQAAIABJREFUOtl+dDunGbP112q1vp7n1u+r5phbrdaxqO2bSqXgdrt7XrNqjZvP50OlUtF9McRk3I1lMqhYehSYucxNo9FAOBxW1UPWSU8gllAadywWiyrzdJIMMlE/poVgfdwMMi10sv3odk4z1rOUIwVo/b5qjnmntDhmJBaLDZx/TCmMMUPUtDSvy0UDjByyNLPeJx6Pw+VyqSqo7qQnWFhYwNe//nVZReKJyaJTKRu18Hq9Y2WQVXzq62T70U0fZMZcZHKSeLd+XzW1yYwxwzoWlCCnqLia4xYIBBCLxXStiWyOGT4i1ApZaqHBMLOHTCroV2tsOrUjurfNFuIYhGOVSyPX+ZiZbDaryQpLQDDI8vm8qVf4VqtVlEolTQtiD4InfD9+sfxpFB/5it5dkY0WxqOS+6bSBOdGZXd3F1c31hXlE+uGnPEzQuoLMsgkqBWy1EKDYeYknuFweN8gUy3m36Wdubk57OzsDNW2GXh+8b6R63zMTC6X08zYsNvtsFgspk41kE6n91cqGwnf2bsxy9OwfPt/6t0V2WhhDCm5b6qlMdWb3d1dXBP+8oFclIMiZ/xmZ2d1T31BBpkEtUKWWmgwzGyQSVdYqjU23doJhULY2toaqm2jwznH9zynhh5HxthY3LjlkMlkNPOQAeYvV2PElBeAcJ0XXPPYufYNendFEWobtnro+vRmb28P2RNvP5CLclDkjJ8RVlqShkyCWh4yLXKVmVVDxjnH9vY2brvtNgDqjU23dhYWFvD4448P3b6RaTQa2HA9DYnX/NFQ7YxLaEMOqVRKtaLZnRB1ZGouXBklRjXIKiun8N1n/j6WPEu4Uu/O6IgWzxQjUywWUalUYLnmZYg9/eVDtydn/Kanp5FMJnV91pKHTMKgHjI1NWPd2jKrhyyRSMDpdLZ5J/rVsBx0POfn57G9vT3Wnp96va6KRmWSDLJMJqNp8W+v12u6motSxLJJRsTv95suOex86jHZecaU1micBO2ouMJS6mnU+rvbbDZ4vV5dV/WSQSZBfEApfZirqRnr1paZVhlJ2dnZQSgUatvet4blgOPp8Xhgs9lMl0xSCXJWcclBrfQZZkBrg8PsBpmYFNaImC31BWMM1+58RXaeMcU1GvscOw6rzKVFxUVGkR9P79QX5nvCawhjbCCvgZrx/W5tmTWrejgcRjAYbNvet4blEOMZDAaxvb090GfNQLVaVSVJsM1mQ7VaVaFHxoZzjnQ6ranB4ff7TWU0tBKPx/umGNCLQCBgqrFljOHxxVfJzjOmuEZjn2PVemHTE2lRcZFR6OgCgYCuOjLSkLUghi2VhAfVjO93a8usHrJwOIzjx4+3be9Xw3KY8QwGg9jZ2cF11103cBtGRi2DzGq1ToRBViqVwBiD0+nU7Bx+v1/3FVrDIOYgMyKih8wsnh+LxYLI1HVIvOQd+9vUut/JOdYs49SLaDTalg9sFDq6mZkZXQ0y8z3hNUbPidwrRm7Gi4w/+U286Nwf41jl0kjPOz8/P9YrLeUYZHL0FjabDZVKRe3uGQ454cp+49Vv/9TUlOl0TiLVahVL2cex8tVfGUifo7W2x263w+FwmGYVq/hSr5feq9FomLrMHiB4yGZnZzvuG3Rc5XxO79QXZJB1QC9BeL8Yudk8ZLWvvx8zjSRCj31kpOddWFjA1tbW2Ar7y+Vy35qMcvQWDofD1Lmz5CJnBWG/8eq3X8wob8Y5l0qlcGvjQdjSmwPpc0ah7fH7/abRhYoGmR41QQHzrsgXqdfrSCaTXUPog46rnM8Fg0Hs7e3pdh2b6wk/Ahhjuq086xUjN+ONfvvpv4C8a2HkuXN8Ph8ajYZp3qiVUiqV+hpkcvQWLpdL92K6o0COYL3fePXb73A4YLVakc/nh+7vqEmlUngs9JMD63NGoe0xk7BfNMj0yh1mdoMskUjA5/N19fINOq5yPud2u8E51+06NrdfUyP0Cg32i5GbLWR50bKCxHPegxesvGCk52WMIRQKYWdnx7C6mGGQY5DJ0Vs4nU7s7u6q2TVDkkgk+s6DfuMlZzzFsKVR00d0I5lMIrN4MxK3vWugz49C2+Pz+UwTErZarajVarrlDjNriiSRvb29ngtMBh1XuZ8TdWR6XMfkIWvByJ4oI/etE1tbW1hYWNDl3KFQCOFwWJdza02hUIDL5Rq6HafTiUKhoEKPjE2/G7xamFVHJsdg1ZtAIGCaGrVq1UQelFqtZtq6x8Dortdu6Jn6ggwyBXjPnsbCB66H9+xpAJ1Fgo71M23FUOUIhtUooGokOOcHSiZ1QjourWM0rCB2nIX9uVwOHo9n6HY8Hg9yuZwKPTI2sVhsZAaZnjmMBiUej++nGNBDiC7nnIFAwDTGrtQgk/Pd1E6SXavVTC3qj0ajuKq+NtTzYJh5PDMzo5uwnwyyDnQTz/seOA1LOQffA4JB1kkk6Dt7N2zx87DFzstKCri/v08BVbMVjM1ms6jX6z21O9JxaR2jYQWxCwsLY+shy2azqtRl9Hg8ptQ8KaFarSKbzbblNNKC2dlZU4aApQaZHkJ0Oec0q0Em57upnSS7Xq+b3iB72taXhnoeDDOPg8EgIpGI4s+pARlkLfQqS5M7eRcaTh9yJ+8Sfu8gEsyduBO14HHUQsdlJQXc39+ngKqeiw0GYXt7G6FQqKfuTTourWM0rCB2amoKlUplLIX9annIXC4XSqXSWGfrj8fj8Pv9I9HU6L1kfhA45wcMMj2E6HLO6ff7kc/nUavVRtavQbHZbPv9lPPd1E6SXa1W+2pMjUqj0UAsFkPxeb861PNgmHkcDAZ1e7EyrxmtEb0SsOZP3IX8ibv2f+8kEqysnELsze3b+gmGWz/TitnqDobD4b6FllvHRfrzsIJYxhjm5uawvb2Na665ZuB2jEg6nVZFcGqxWODxeJDNZg2bpX1YOpVg0YqZmRkkEglTrXIrFAqwWCz7mkQ9hOhyzmmxWODz+ZBMJjE3Nzeing2G3W7fN8jkfDe1k2SbWUOWTCbhdDrRuPolSFz9kv3tSsdhmHns8/lQqVRQKBRUefFVAnnIJIgGjxFWM7bGwBljpvJkbG5u9jXIpLTq89Rgbm5u7MKW9XodhUIBXq9XlfbMXoOxH9FoVHODTLxWvdvfg9frNU1oDdA/Q78SrY9ZylNJDbJB6TYu3XTL0m1mNsj29vZUu14H1ZExxnTL2E8GmQQjvdm2xsD1XrmjBFHQv7i4KPszrfo8NVhYWMDGxoZq7RmBbDYLj8ejWpLgcTfItre3NfeoSK9Vs4Ut9V5hqUTrY5ZVrHa7feh7dbdx6apblmwzs0Gm5gvUMDqy6elpXcKWuhhkjLFpxtjnGGNPMMbOMcaezxibZYx9gzF2ofn/aOIMEmq1mmEMstYYuMViMYV+AhASTTLGFIXVWvV5arC4uDh2GftTqZRq3jEA+2GgcWVnZ6djcXs1kV6rs7Oz2NnZ0fR8aqJ33jQlWp+pqSlTpL5Qw0PWbVy66pYl28ysIYtEIqpdr8PqyPQQ9uulIftLAP/KOf85xpgDgAfA7wK4h3P+fsbYuwC8C8Bvj7JTRjLIWmPgYrJBMxAOhxV7JVr1eWrg8/nAGEMqlRqZjkhrEomEqisGzZTfSSmFQgH5fF7zv730Wp2vXsTly5c1PZ+ajFJj1wklWp/p6Wmsrq5q3KPhUcMg6zYu3XTL0m21Wm3k2ie12NnZUU3zO4yOLBQK4dFHH1WlH0oYuYeMMTYF4EUA/g4AOOcVznkKwM8C+GjzsI8CePWo+yanaPOwDBrXNlMh6I2NDczPz+tWXFfK3NzcWOUjk1MGSAl6JkHUmp2dnb4rfdXGbHVUR5WjrR9y7hXT09OmeHmwWCy6an7N6iGr1WqIx+Ndi4qrhZy5FgqFEIlERn4d6xGyvBLAHoAPM8Z+yBj734wxL4AFzvkOADT/76gIZ4y9jTH2EGPsIbVFd5VKRfPY+6BxbbvdjnK5rFGv1GVjYwOLi4u6FdeVMm46MrUfoGZ5yA1COBxGKBQa6Tl9Ph8450in0yM976DE43FDGGRyc5Elk0lTrDa32+2oVqu6nLter5tSQxaLxeD3+zV3isiZax6PB4yxketr9TDIbABuAPD/c86fCyAPITwpC875BznnN3HOb1JbrFutVjWfyIPGtc1ikNVqNWxvb2NxcVG34rpSlpaWsL6+rtv51SYSiaj6Bjk1NYVcLmca76sS1tfXFS0sUQPGGObn502xurdcLqNUKqmqSRwUOfcKu90Ol8tlikUoaoQtB8Wsov5oNKq53hOQ/wzWY4GOHhqyLQBbnPMHmr9/DoJBFmWMLXHOdxhjSwBGvsShXC5rPpEHjWvb7XZTZFWPRCIIBAJwOBy6FdeVMj8/j0gkYvpyIoCQliUej6uq+bFYLAgEAojFYlheXlatXb3hnGNjYwM333zzyM+9sLCA9fV1XHfddSM/txLElBdGSPMj914hrrQ0glevF3p7yMx4r9vZ2dE8XAnIn2uzs7OIRCI4fvy45n0SGbmHjHMeAbDJGBOVe7cBeBzAlwHc0dx2B4AvjbpvpVLJkLF3x/oZ3Pjg7yEQfUjvrvRFaf6xVtTWnTkcDgQCAWxvb6vSnp4kk0m43W7V56heOXe0JJlMgnOuqt5OLsvLy1hbWxv5eZWi9gIRKVrpR82S+kJMUzTsOAxay9KMHjJR86kkB9ugyGlrbm5u5Cum9cpD9k4An2CMPQrgOQDeB+D9AF7OGLsA4OXN30dKuVw2pEHmO3s33MUIrt35it5d6cva2tpQYSItdGeLi4tjoSOLRqOavEHOzMzoVrtNK8RwpR7en4WFBUQiEcOHgcWyUlqglX7ULAaZw+FAtVodehwGrWVpNoOMc47t7W3Mz88rysE2KHLa0kN6oItBxjl/uKkDexbn/NWc8yTnPM45v41z/rTm/yO/6kqlkiEncu7Enaj6D+NB/4v17kpPOOdYW1vDoUOHBm5DC93Z0tKSKTwW/VAzR48UscTUOLG6uqpbCNZutyMYDGJzc1OX88tFWsNSbbTSj05PT5vCmyt6yIYdh0E+b8aQZS6XQ61Wg8/nU5SDbeDzyWhrZmYGyWRypC9W5vqraUyhUNiv6WYkKiunEJt5Ns5/8Yt6d6Un6XQatVptqJu8Frqz5eVl3H///eCcG0IvMyjhcBhHjhxRvd35+XmcOaNfahK14Zzj4sWLeMUrXqFbH5aWlrC6uoqrrrpKtz70Ix6P49prr9Wkba30o4FAAI899pjq7aqNKOqvHBtuHAatZWk2gywSieynqFGSg21Q5LRltVr3M/YfPnxYlfP2g0onScjn8wMbZMPUHpODy+VCsVgcqG+jol+YqN8Yec+e1kx3AsD06R3EMkCO9TMIfeyVCH3slUONlTjuwfjDqFaryGazKvZWP8S32lEIhLtx9OhRXLhwQbfzy6GXh2yQe9Qo8g6KaVqMnufNZrNptsqy3zib0UO2s7ODa63bXb9Xr++s5bwT85GNCjLIJOTzebjd7oE+O0ztMTnY7XY0Gg3dVu7IYXV1FUtLS1339x2jB05rlrdsaWnJ1DqyXC6HUqmE6elpYbxi52GLnx9qrPbH/cG7x6oQ+6VLl7C8vKyrN3R5eRk7OzsolUq69aEX9XodmUymax3LQe5Ro8g76HK5YLFYUCgUNDuHGthsNs3ypfUbZzMaZOFwGM+Kf73r9+r1nbWcd6FQaKSJxckgk5DL5QYuOTFM7TE5MMbgdrsNnfri8uXLPfVjfcfo5F2a5S0TQ0hmZXt7e9+lnztxJ2qh46gFjw81VtK/RygUGhuD7Pz585qEdpVgs9mwuLho2DJKYk3UbqXiBrlHjSrvoBmE/aKGTAv6jXOj0TBMCUC5bG9vI3PT27p+r17fWct5Nz8/P1J9rbnMaI3J5/MDG2TD1B6Ti8vlQj6fN2QOnnw+j0wm07OGpZwxUruepcjhw4fx1a9+VZO2R8HW1tb+2FZWTiH25uG1FNJxX6xexKVLl4ZuU2/q9TouXryIkydP6t0VHD16FOfPn8cznvEMvbvShpiDrBuD3KNGlXdwamoKyWRSd6O7F1arVTODrN84m80gK5VKSKVScFz3OiSe+aqOx/T6zlrOu7m5OUQiETQaDVgs2vuvyEMmIZfLKQpZDpovpZNmSk6M/OrGumE9ZOvr61hYWGibtNLv1fodR1nrcnZ2FsVi0TQlbVpZW1vbDwdrMW7Ly8tYX183RVmaXmxsbMDv9xuiuPKxY8dw7tw5Q+qdksnkfsqLYeaT9+xpLHzgenjPnla7i13x+XxIJpMjO98gaGmQ9aNer4/EeFALMUO/Gn1WW/vocDjg8XhGVu/XPH81jalWq6hUKopE/YPmS+mkmZITI78xfS9yuZyyLzYiuunHpN+r9TuOstYlY8y0ZZQajQY2Njb20zhoMW4ejwcul8sUKQV68cQTT2BlZUXvbgAQXgIYYyNPLimHeDy+7yEbZj75HjgNSzkH3wOjM8gCgYDhQ5YWi0U3Q3xU3hy12N7eVi2djxbax1EmiDXPX01jRP2YEiHwoPlSOmmm5MTILxx5tWHruF26dKnj0mDp92r9jqOudbm8vGxYTU8votEoPB7PvvdWq3FbXFw0pcEqwjnH448/jiuvvFLvruyzsrKCJ554Qu9utJFIJPYNsmHmU+7kXWg4fcid1EZq0IlAIGD4FdMWi0U3bzPn3HQGmVp1qbXQPo5SX9tXQ8YYW4CQSX+Zc/4KxtgzADyfc/53mvduhGQyGcVFdgfNl9JNM9UvRl54+GFUUilFfRwFhUIB8XgcCwsLbftax0L686hrXR45cgTf/OY3R3Y+tRDDwSJajZtY8ufEiROqtz0K9vb2UCqVhirdpTZXX3017r//frz0pS/VuysHSCaT+zX6hplP+RN3aab77IYZRP2W/8vem0e3dd33vt+DgSBAgABBcJ4pDpolSxQly5KtWLWTOE3qNsPLdJ23mt7G8WtXm6RJk3a99na1t2lfmrRpWttt864zOH1N7N40bUYncTzEsSVblkiK4jyAA4gZJCZi5Hl/UIcBQQxn2PucQ9KftbxMkef89sbGwTkb+/fd359Go1hx8d22Qra8vIwLFy4QiUVD+1hXV4fR0VGpXeMFn3ftKwB+BICzvZ4E8Pu0OqQUkUhEFbqTUpjNZlVqoObn59HQ0KB6IanD4UA0GlXtKmMxiq0+kqa1tRUzMzOq1Dzx4datW+jq6lKV+W9TUxPW1tZUN4EIhUKq3BzEh+rqaoTDYVXrHdV0DaqZTCYDn88Hh8OhdFeK0tDQAJfLJct9kc+EzMGy7LcAbAAAy7IZAMqoFSmyuroKs9nM61glCsYCgMViwaoKV8gK2V3IKdjP3yRR/aNPFhQaMwyD5ubmXWV/wbIsZmdnZZmQWa1WbGxsqG7ywJfh4WH09vYq3Y1taDQadHZ24tatW0p3ZYtUKoWW2Dhav/tbVD+ftO4BWq0WRqNR9V+sxDzApYwZd25XenbXTAi9Xi+sVisR37RSG8jy/17svEIYjUbodDpZnr18JmQxhmFqAbAAwDDMOQDqW6aRiJAJmRIFY4HNb4ZqnJBNT0/v2IIup2A/f5NE1ci3igqNW1padpWOzOPxQKfTUSsCnQs3Yd1N48MRCASwtramWP3KUvT09GBoaEjpbmyxtraGezZehW5tkernk+Y9wGw2q3pCJnZCJGmDxe1z70q+LKptJSBZn7fUBrL8vxc7rxi1tbWyOPbzmZB9HMB/AjjAMMxLAL4G4Hep9koByvny5KJEwVhg04csk8kgmUyKapcG0WgUq6urO3Q7cgr28zdJxI69p6jQmPOG2i1puZmZGVn9llpbWzE9PS1be6QYGRlBd3e3KlcG2traEAgEVLPyuLa2hhHHm6l/PmneA9Qq3+DY2NgQdS1K2mBx+9yXKu/cNfe35eVlYhOyUhvI8v9e7LxiOBwOWQxiy64Tsiz7OsMw9wDoB8AAmGBZVr31e0QSCARw7NgxXsdKFVWLPZ9hmC1TxMbGRtHtk2Rubg6NjY07RKRyCvYLbZIIv/lzBY+tqalBOp1GKBRStNYhX6amptDV1SVbe+3t7XjllVd2lTCYZVncuHEDd911l9JdKYhGo0F3dzdu3ryJu+++W+nuYG1tDav1pxG879NU26F5D6iqqlJltoCDZVlREzIpY8ad6/yXf9lVE7KTJ08SiVVqA1mhv5f7fS4Oh0OW0ntl77gMw/wGgHdgc0LWB+DtDMNcZhhGPVuZJMKyLEKhUNFCu3wgWSC7VE6bm5CphbXXvo3f8P1Lydcrh+aO7zG1T38Qpy2ruyItl8lkMDc3h9bWVlFF6sWMu8VigcFgkLWgrlS8Xi9isZgq05XcezBQvYbr168r3R0AmxMytW9gKofaV8j4TsjyP6PljHb5fOY/EH0SmPqp+M7LBMuycLvdaE9MyaY3FkKF80U4vvYAHF97AJ2pGVm8yPh8Bf4wgC8D+MDt//4Fm2nMlxiG+W8U+yYbsVgMWq0WBoNBdAySBbJL5bQtFotqUh8A0DL+DVjTgZKvVw7NnZBjzkSe2xVlghYWFmCz2WA0GkUVqRc77q2trZiampLUdzkZGhpCT0+PKtOV3HvQOfsUotEoPB6P0l1COByWRZNIE7PZrOoVskwmw2vX+Q6z7DJGu3w+8zUbIehf+DvxnZeJUCgEvV4P+9D/kk1vLATz1ceh809CF5hE462vIx6PY319nWqbfCZkGwAOsSz7TpZl3wngMIAkgLMA/pBm5+Qi1yRRLCQLZJfKaVutVtnKOJQjFArh54Y7wdo7S75eOTR3Qo6JnX0E09PTql/Wn5iYQHt7OwBxRerFjjtX8mc3wLIsrl+/joMHDyrdlYL88r7wUfT09ODGjRtKd2mrsPhuRu0rZNlslteEbIdZdhmjXT6f+VWtHYnz6pd5cyWT5DYI50t08GFkHH3I1PYhevajsNvt1L9Q8dlr2smybG4vvAD6WJYNMgyzJ7RkgUBAUroSIFsgu1ROu6amRjUPy9nZ2c2+vvUvSx4nh+ZOyDF6ANprX4PX6y1oZqsWxsfHtzRHYorUix331tZW/OhHP8L6+rqg2q5K4HQ6odFoiDl9kyb3PThU5cf3v/993H///Yqu5oXDYd47ytWK2WxGJBJRuhtF4btClv8ZLWe0y+cz/3Tth/Hh9rug9nfY7XbDbrcj1XFBVoNwvqQ6LsL/0C/7ZZ/+KdxuNzo7O6m1yWeF7EWGYb7LMMyHGIb5EIDvAHiBYZgqAOpdMxaA3++XPCETilhdVE1NjWrqDU5PT8vij0WD5uZmVactQ6EQIpGIIps3dDodGhsbd8Vuy+vXr285zqsdh8MBnU6H+fl5RfsRiUR2zYSs2H3SZDIhGo2qdpU7lUpBr9dLjpP/+vk8N3Q6HdJp9a+VrKysbO2wFKszJul1Vy6WHNYXfCZk/xeAJwCcvP3fVQAsy7IxlmXfRLNzcuH1elFTUyNrm2J1URaLBbFYDKlUSo5uFoVlWUxPT2+l1HYbbW1tqp5wTExMoK2tTbGVlN2Qtkyn0xgZGcGhQ4eU7gpv+vr6FBX3Z7NZxONx1a98chS7T+p0Ouj1esTjcYV6Vpp0Ok3E7HSHxozHc2O3TMjcbvfWyrZYvStJr7tysRwOB3Vhf9kJGbv5FWQGQBrArwO4DEDdd2qBcLlsORGri9JoNLDZbIrryLxeL7Rarewri6Rob2/H7Owssll1Fp0YGxtTtEh2d3c3JiYmVF2eZnx8HLW1tbtmtQcADh06hJGREcW+UMXjcVRWVu4aS5NS90mj0YhoNKpAr8qTTCaJrJDt0JjxeG7o9XrFv7CXI5PJIBQKbS2EiNWRkdSflYtVW1sLj8dDdVW26BSeYZg+AO8F8D4AAQDfBMDslVUxjmw2q0hdNym6KC5tqeQ2/5mZGVXaDPDFaDTCbDZjeXlZdat8yWQSTqcTly5dUqwPFosFJpMJCwsLVDUTUrh27ZpqxfzFqKqqQl1dHW7dukXMf0kIsVhs16yOAaXvk0ajUbUrZIlEQtKufY7818/nuaHX61VlHl6IQCAAi8WypbMTq3cl6XVXLpbRaIRWq0U4HKa2EFHqa9I4NlfD3s6y7AWWZb+EPVjDMhAIwGw2i1peFprfJ5Xvttls8Hq9kmJIpVC5pHxo1rMsV7eMz3lqLaM0NTWFhoaGHTd0EnXuhJyrthqMuUQiEczPz6OnpwcAOa86OTh06BBef/11RdqmOSEr56FFGqPRiFgsJktbQuEzIaN1PRoMBiQSCaIxSVNKJsR3XISOH4nxttvtVDXcpSZk7wTgBvAzhmH+hWGYy9h06t9TeL1e0Y7tQvP7pPLdcuSyS5HNZjE7O1t2Qka1ll2ZumV8zlOrjmx0dLSgOz+JOndCzu3p6cHo6KgqhdNDQ0Po7OzcSguR8qqTgwMHDmBxcVER2wYuZUmDch5apNntEzJa16Ner6fulyUVn89XNCvFd1yEjh+J8aa9GFJ0Qsay7LdZlv0/ABwE8ByAjwFoYBjmMYZh7qfWI5lxu92iBf1C8/uk8t21tbWKTshcLhfMZnNZt2+a/jLl6pbxOa+1tRWLi4uqEsBmMhmMj4/jwIEDO/5Gos6dkHMdDgcymYwqzExzYVkW165dw+HDh7d+R8qrTg50Oh26u7sVKThOc0JWzkOLNBUVFapMWabTaWSz2bIaMlrXo5pTuRwej6foQgjfcRE6fiTGu6amhuqEjE8tyxiAbwD4BsMwdgDvBvBpAM9Q65WMuFwudHR0iDpXaH6fVL7bZrMhFoshkUhQu7mWYnZ2Fi0tLWWPo1nLrlzdMj7nVWBzCXphYaHgBEgJZmdnYbPZChp3kqhzJwSGYbbSlmqpnQpsfomKx+PbrkFSXnVycfDgQfz85z/HxYsXZd1JG4/HUVFRQSV2OQ8t0lRWVqpyhYyeB7lLAAAgAElEQVRLC5d7X2ldjyaTSdUebcBmZqqY/pPvuAgdPxLjbbfbMTw8LClGKQRttWFZNsiy7D+xLHsvrQ7JjcvlgsPhoN6OWM1TIRiGgd1uV6ze4G72H8tHbTqy0dFRRXdX5tPb20v1BiSG69evo7e3V9aJDGm9T3NzMxKJBFwuF5F4fInFYqisrKSiX5Jaz1eoJletK0FKbZzgxqspcku1u08BYGP8x3hg4e/RFJGmT91vGrI9D1ebSo4dlmI1T8VQSkeWyWSwsLDAa4VsN9Da2qoaHVk2m8Xo6Ch6e3uV7soWTU1NiEajqjEj3tjYUKRUEmm9D8MwiniSra+vo7Kykop+SWo9X6GaXIPBoEqtVDQaVWRCxo1X+8y3EA6HZW+fL9kf/zXsCMN2/cuS4iihIauqqkIymaS2aWJfT8jcbjdqa2tl+aYtVvNUDIfDIfu3awBYWlqCzWZTJFVKg+bmZqysrKhim/j8/Dyqqqok11UlCcMw6OrqwujoqNJdAbBpt2IymURvxBELDb3PoUOHMDQ0JKsX3vr6OgwGA5XXI7Wer1BNbmVlpSonZEqVpuLGKzLwEVXX+fQd+xCihjrJ154SGjKGYWC1WhEIBETHKIV0K+FdjMvlks0QVqzmqRj19fX4+c9/LrVbgpmbm0NTU5Ps7dJCp9Ohrq4OCwsLiq9MjYyMqCpdydHX14eXX35ZUV80DqVKJdHQ+3BawZmZGdleEzchS7WRfz1S6/kK1eSqdYVsbW1NkeLt3HgxLIvEs48hnU4TMaclzZKpHxOHPoPLEq8/JTRkALYmZDSyRPt6hWxpaQn19fUF/0ZaY0HaQ8rhcMDn88m+Q3B96Lt428SfwfG1B2T3cyo1hlJqob07+L+w9ur/JtVNUWSzWdy8eXPbg7mUJkdOT63m5maEw2HFq0OkUimMjY2hv79f0X6QpLe3Fzdu3JCtPVKGpWqgoqJCFSvb+QSDQVgsFlHnkrjHMQyDqqoq1a6S+f3+klkAJfwChbRZXV2NYDBIpR/7fkJWbPcYaY0FaQ8pnU6HmpoaWYX9mUwGvUvfQVXECZ1/UnY/p1JjKKUWmjUTRP3Nr5Hqpii4dGWuA3QpTY6cnlpc2vLmzZvU2yrFxMQE6urqytqt7Cb6+/sxNjYmW6kbUkWv1UBFRYUqDVADgYBoXTKpe5zVakUoFBLVB9r4/f6SVlNK+AUKaZNm6cJ9OyFbX19HOBwuemGQ1ljQ8JCqq6vD8vIykf7xweVy4Yb9V5Bx9CHj6JPdz6nUGEqphQZ7J57FKUXrvxVKV5bS5MjtqdXX16eIb1YuQ0NDW878ewWTyQSHw4GpqSlZ2ksmk3tqhSyVSqnOuFjKhIzUPY7mKo5UAoFAydJDSvgFCmnTarVSm5DtWw2Zy+VCXV1d0SK7pDUjNDyk6uvrsbS0JLVrvHE6nUh33g3/pT+Rrc1cSo2hlFpoqY6LWHvqKSwvLxd0yKcNl65817vetaNvxTQ5cntqNTc3IxKJwOfzoa6uTrZ2OZLJJKanp3H+/HnZ26ZNT08PRkZGcOTIEept7aUVMo1GA61Wi3Q6Tc1bTSjr6+tIpVKiV3FJ3eOqq6sVlxgUgmVZhEKhkhMyJfwChbRps9moTXb37YRscXFxx4Ol5YdPb/v3vZEJfNL3LD5Xdy+etSivW1l+y/YHdmNjo6y739aHvou3hH+GDacWqZyLt8L5IsxXH0d08OFtvycJnzYKHcO3bw0NDXA6nYpMyGZnZ2E2m3nvruReU7LjLhicL1Eddw6GYXDgwAGMjIzg3nvltyGcnJxEfX39ntndm0tPTw++/vWvUxdhb2xsIJvNiq7by/czLsf9gEOv1yOVSqlmQubz+VBTUyOrR14u3Nh3tz2IKz75d3qWIxKJQK/Xl32/Kpwvovr5z4JJRsAaLAjf85mC11Kpa43vdci1BQDhez4DACXPM5vNWF9fp/J53bcpy4WFhbLu45/0PYuuVBCf9D0rU6+EUVtbi9XVVVl2GrEsi27n/4Y55d+RZ5cj5y+2ViHfvjU3N2Nubo5Yf4UwMjIiqFKAVL8nsXACdCVSRKOjo6qppkAao9GI2tpazMzMUG0nlUpBp9OJmiyIrRdLG51Op6rSZ1JqI5OAG/vOuadVV/IMAFZXV3l98TRffRy6wCR0q/PQBYrrlUlo7sxXH4fOP7nVTrnzGIaBxWLB6upq2dchlH25QsayLBYXFzE4OLjt9/krUBXOBpivPo7awYexrJKSK7loNJotHRltbY3f78fVqrvRWjO7I88eHXx46xsFLfi0UegYvn1rbm7Gz372M7AsK+u320wmg5s3b+K9730v73O415TseN/WCpkcNDU1IZFIwOPxyFpKKZPJYGJiAh/4wAdka1Nuurq6cOvWLaqGt+l0WtTqGCDsMy7H/YCDWyFTC263Wxaj8WJwY5848zBSz4whFospYsFRjFAoxMujLTr4MKrXQ1srZKXqQxe71vheh1xb3M8Ayp5nsVgQDAaJyzf25YRsdXUVLMuW3Zqsptp3xeB0ZLQnZEtLS1hvO4/gW/98x9/kGCextQr59s1kMsFgMMDn8xW1QqHBzMwMbDabICNJqX5PYmEYBt3d3RgZGZF1QjY/Pw+bzbandlfm09PTg6effhoPPvhgUV2rVKSkWIR8xuW8b6pthWxpaQknT55UrP3csa+t9cLtdqtqZZmvJUiq4yL8D0mrZymkJmZ+W+XOo7VCti9Tlpz/mFJ5fpI0NjbC6XRSb8fpdKKhoYF6O0oi9yYJYPftHOzv78fQ0JCsacuJiQm0t7fL1p4SVFdXw2AwUK2+waUs9xJqmpBtbGxgZWVF1i90pXA4HLLuwueDlB2oasJisVBx699bn06eLCwsFJxclBMBVl19FOYrjyJ69pEdKxNiReel4HN8U1MTXnjhBeqptqWlJZw7d45afBoIHe/6+nosLi7i1KlTMvRuc8VibGwM73//+2VpjwT19fVIp9NYWVlBc3OzLG2Oj4/j8uXLsorFpSKmr62trZiamkJrayuVPqXTaWi12oJ/y9/QpASlNlHly0k4dDqdalKWfr8fRqOR2saTfPF5ueuKu5+piWAwiNbW1qKfDxqf8dyYAASNYf653Gaqi7eeweu2ywAeINJHjn25QuZ0OguW/ykn5jNfeRSaZBTmK48KPpfvMYJjms3QaDRUPWcymQy8Xq8idgdSEDreDQ0Nsq6QTU9Po7a2VlUaj3IwDLNl0yAHq6uriMfjqKurU8QwUixi+trZ2YmJiQlqfVJrKR0OMZuodDodMpkMxV7xZ3Fxkerq2JbQnacpd1NTExYWFlTl0xYMBmG1Wot+PqgWvecE+wLGcMe5tzdTmRJe9C7+B7E+cuy7FbJ0Og23211whaycCDB69pGtFTKh5/I9RszxjY2NWFxcpFaX0+PxwGq1qvpmXgih411fXw+Px4NMJiNLame3pSs5+vr68Mwzz+D++++nnvafn59Hc3MzGIaRVSwuFTF9bW5uxg9/+ENqNg6lRP3FVqDkRMwmKjWlLIt90SdFIfF5KaxWKzKZDNbW1lSRJsxkMohGo7BYLEU/HzQ+4/kxhYxh/rncZir97Av4WaADHyKcmdp3E7KVlRXYbLaCk4tyIsDY4M5UJd9z+R4j5vj6+no4nU5qYtKVlRU4HA4qsWkidLz1ej0sFgt8Ph/1AurpdBoTExP44Ac/SLUdGjgcDmxsbMDlclEpsJvLzMzMVmp0N2yy4RDTV71ej9raWiwuLlIRYkvZZSkHYsZMTSnL+fl5XL58mVp8vkJ3DoZh0NjYiIWFBVVMyLii6xqNZsd7vS1lbvl1YMwDjBFMo3MxAaD+Nzf/z7ON5Xd/Y+vnrT4PPoL5f/5nxONxohmOfZeyXFxc3LY6pkQh0/x2pfahD4s4+cqngcmfEu7lJsaX/wHvvfm7qLq6M1Vbjgrni3B87YGyxchJvA9CCvPm94v7+5EKjyz+PVNTU6itrYXRaCQem/Y1nbvbkjbz8/PUJ318KHT90Bhjmpt0aE7I+H7OSaOWlGU4HEYkEin5xVWJZ01TUxNmZ2dla68UoVCIt/n1boDGTkv1fl2ixPz8/LYt+7k5Yjm/fefnyqX0oX3mW4glvNj4yV9D00f+G1r3/NPQbyShu/KoYJsFznQPDEq+PhLvQ6kY+X/jtARgse09OM2s4ZrrXupb10dGRqilK+W4pnt7e/HjH/8Yb37zm6mlLePxOMLhsKJGmxwFrx8KY9zY2EjtAUpzQsb3c04anU6HZDIpS1ulyE2tF0OJZ017ezueeeYZWdoqRygUKmp5oYaUuVC4Au4kvzDuqxUylmWxsLCwLR1Fs5Cp5fOfL/q33Hal9iF29qOIVtbDc+QhsV0tCsuyeEF/56Y5XwHtXDmigw9vFiOvLV2MnMT7IKQwb3TwYWRqf1kknfu798hDcLvdovvAh3Q6jfHxcWoTMjmK89bV1SGbzWJlZYVaG8vLyyXrzcpJweuHwhjTFGLTnJDlf85L3ftIotfrVaEhm5mZKftgVqJodm1tLeLxOBXPLKEEAoE9t0JGejPdvlohC4fDSKfT2wqb0tSlWL7wBUQ+8YmCf8tvV0ofUh0X8fLxP0EL0wLSyqdoNIorpos49ltfFd03qQZ/QtriaxJYzAxQt7YG73e+I6kf5ZidnYXdbqdmdCqH1ophmC13eVr2FysrK7w3qshi25CvbRGgdeG7AsBpbGgIsZPJJLUJWf7nyfGF9xa995FEr9cjkUhQb6cULMtifHwcb3/720sep4QGkmEYtLa2Ynp6GgMDA7K2nY/f71eF/IAUVquVuBeZ8l89ZWRpaQkNDQ1EUiycHqDq6qO8tSU0dSi0tCc+n0/Qg4Hka+ITq5w2TCjV1dWIxWJU0yCjo6PbiphLGTMh15sYSsXo6enB8PCw6NjlcLvdWxMypbSexbg3MoEfzD6GeyPkbSpqamrg9XqJx00mk1R2StN8b8rFVkPpJI/HA4ZhBKXWpT4L+B5f4XwR71h5DKtX/51332jh9/tRU1OjdDeIYbPZ4PP5iMbcVytkJH1iOD2A3j0EtrJmSxdg+7M/hO5HTlTiOQBA8+1vBJGPfxz69tep6VCamprw8ssvEzeI9fv9giZkJF8Tn1gFtT0StCwMw6Cmpobat7mNjQ3cunUL73rXL1dMpIyZEN2cGErFaGxsRDweh8/no+JR53a7t9K65V6L3BoU+1MfgE6fwiXcQvAtf0w2tt0Oj8eDvr4+onGTySQV01LuveHufRy59z6xq2Xl3veKigrFNWSTk5P4TL0JnxGwSvuD2cfQlQpi7nv/A2/t/uiOfws9v9xxnaGnkMn8uWK7bFmWRSgUUsVuT1LYbDb4/X6iMffVCpnT6SRWg29LD3D2kW26gNU//Wsk/u4S/L/4NwCAa3kZruVlRD7xCao6FIvFgo2NDaytrUmOlUsgENiW4i0HydfEJ1bBMeWhWSuFxWJBKBQSdW45FhYWYDKZtmkppIyZEN2cGErFYBgGnZ2dGB8fFx2/GCzLIhAIbH2jllt/U04DRbM/NpuNSlkWWitk3Fis/ulfb93vgO33Pqmxi42zGiZkt27dEnzO5+ruxVyFHZ+ru7fgv4WeX+64odr7MT8/L7ifpIhEItDpdFT89ZTCYrFgfX2d6PW3b1bION+k++67j0i8YgWeheqYSGkKGIZBXV0dlpeXiX4L8fv9guoIknxNYrzdhHr1FKK6uprKAxEAxsbG0NHRse13UsaMRHFdsfEBoKurCyMjI7h4kaw2JhaLQaPRwGAw8OoHaUrpP2n3p7q6mopjfyKRoPJApDkW5WJXVFQoqiGLRqNwu91Y+PCHi5alKs4f4+sl/y30/OLHvfrqqxgbG1PMiFpopmU3wDAMrFYrgsEgMd/KfbNC5vV6YTKZtpbs5dCkRD7+caJtlYtTV1dHvHaZ0BUyGsitH7LZbFRKUbETP8HB5z+G40ayugPSCBnvtrY2uN1uxGIxon1YXV2F2WwmGjMXqdcUzWuSu8mTZn19XVLKko/uiftd/DffKbm/fPpSG7ih6IRsfHwcra2tIiZj8nLgwAHcvHlTsTJKJJ4jJHV2pD6/VquVaNpy30zIXC7XNv2YHHXxuG/YpNoqF4dzZSbJ6upqUe8YuZC7hqHZbKaSskz/6C9RnfajbfLfiMcmiZDx1ul0aG5uxvT0NNE+xGIxqjU+C71Gy+c/j+aWli3tE/dzofQlzWvSZDIhEokQj7u+vr614iiG/NdcaAy432mO01lhzm+n/uZXsb6+TrWtUty8eRPd3d2Ktc8Xu90OrVYra63eXLxer+QJGcla0KQ+v6R1ZPtmQra4uLhNeCynJoVUW+XiNDQ0wOVyEfsWlEgksLGxQUUILAS59UPV1dVUfHum2n8dCVMTomfLi3aVROh4d3R0EE+xxWIxqtddodcY+cQneGugaF6TBoMB2WyWuAO91BUyPhpYuT6rv9TwfhTr6+uKrPysr69jbm5uV0zIAKC7uxs3b95UpG2v1yu51jLfa4v7AkVbXwuQ3xG9bzRky8vLOHPmzNa/5dSkkGqrXByj0YiKigoEAgEitSfD4TCqqqqoF5Auh9z6IbPZjLW1NeI7Vl9dtaDz8pfQ10F29xxphI53Z2cnnnrqKWxsbBAzcZW6mlMOqdcUzWuSYRhUVlYiHo8TM9JkWRbxeFzShIyPBlauz2puOxrNOFKpFNXrpRBjY2NobW3dNUL1vr4+/OAHP8Bb3vIW2e/pHo8HZ8+elRSD77XF6T9p62uBTeNdMZs6irEvVsiy2Szcbve2FTIhPi6Fjqu6+igavnRUVH1HkuT3r66ujph7ejQalZQ2olHfTo6aeQaDASzLEvU3SqfTmJubE7RBQkmEeMDVBm/AYDDA5XIRa5+miSkfOP2nUuh0OqIO9KlUChqNZseYqs3fjQ/5feYmr3IzNDQkqQi83GNfW1sLhmFkT1smk0k0rN1E9zOPFNQbiqnnLLffZbHja2pq4PP5sLGxIbkfwD6ZkPn9flRVVW37JsM3h1zsOPOVR6FJRmG+ouyELL9/tbW1WL6dcpFKNBqVVPyaqxep808S09pwPmO6ALmYhTAajYhGo8TiLS0toaamRvH0L1/4fD5yj2lpaSFagzGTyVCxaOCLHC7zpSA9ISuWApZbn0mC/D5XVlYS31RSjlgsBqfTKWlCJvfYMwyDnp4eDA0NydIeh8/nwyX2NejWFgvqDc1XH5esDxOi/ywXS8jxFRUVMJlMxDTH+2JC5na7d6Tw+OaQix0XPfsINgxmUfUdSZLfP9IrZFImZPn1Ion0iYDPGB9MJhPRCdns7Cy1EkM0EOoBx5VnIUUmk1FFDUul0Gg0yGazxOIVW+1Wor6iVPL7bDKZZJ+Q3bx5E21tbZK+NCgx9n19fRgaGiK2osMHr9eLiea3l9QbCh2L/OOF6D/LxRJ6vN1uJ6Yj2xcaspWVlR1lLfjmkIsdFxt8ZJv/mFLk96+urg4vvkhmCZyE5kSqJ5gcMQtRWVlJdPfW1NQUTp48SSwebYR6wLUmEvjpT3+KTCZDJNXIMIxiW/TVAMuyRCek0Wi04GdZifqKUsnvM+kvT3wYGhrCwYMHJcVQYuztdjuMRiPm5uYkre4Jwe12I91xAcEzH9v2eyn1nOX2uyx1fE1NDTweDw4dOiS5L/tmQkbaEK/C+SLMVx/fmiVzP6duv1G5f09JvHCExLJYLEin00RsA2jvdKMBN1bJjrtgcL5UcMz4jKfBYCA2IUun03C5XHjrW99asg+0CmTfG5nAJ33P4nN19+JZS7/oOMXKE1U4X4T96uM4auiHy+UiopPTarVUJ2T540/y80oC0htKotEosWL2fMZKzvE0Go0Ih8NU28glcu0/cO/k/4Pqw3+ODMg9V/iOmdSx7e3tlax/E4Lb7SZeBqwU+fpP2tdibW0tMf3svsgJeDweIrsOcymX/yapDxASi2EYYkVPae90o8HWWF15VJIHTUVFBbEJ2fLyMux2+7b0hpz6kU/6nkVXKohP+p6lEp97LXclXyZW4F6n0xG3fciFj6eWkmSzWaKbGkga7QrVF9LGYrEQLxlXivSP/hL12hiqr/0z0bhSdc18OXjwIEZGRohqFEuxsrJCpdZtMfLTlLSvxbq6OrjdbiKx9vwKWSKRILp9nCM6+HDBFbJifyfZVjm4nR+dnZ2S2k0kEoImZKRXeP70Oz/An/3aW8sfmMO9OIxPpt34ifUifiU6ic/hMJ693S9uhYfPeJKckDmdTjQ0NGz7XaE+0CqQXeFsgPnq46gdfBjLFL4hcq/F2/SrmJ+fJ1JGqbKykuoDI3/8SX5eSUDaxmF1dXWrLqhU+IyVnONpNpuJ6WbLwbIsfsYM4FfsWuKvje+YSR3bqqoqOBwOTExM4OjRo6Ji8CUajSKTyVCtulG2D5SvxZqaGoRCIaTTackbkfb8hIyroUXad6Vc/lvJHDeX05ZKMplU1GPnf/znDwVPyJ619G+l5T5ff7ngMXzGU6/XE7O9cDqdO9J4u9EHr1x8YyQC51NPEUm3VVZWErUdyYdmXVkSpFIponKBUCi0o4aqWMTUmKVJdXU1lcoahXC73ZhEG8598I+pP1OkHleKvr4+vP7669QnZB6PB3a7XVEvS9rXolar3cpKSd24tecnZIFAoGxRUxqaCDF5a1K57pqaGkxNTYk+nyOVSpWckOX3l+8KD//X+XvwHWoouhJZLEap+Hw0ZsCmhoxEjTyWZbG0tITBwcGyfStE1dVHYb7yKKJnf7mJhIuRqW6GcfIH2/7GB1qaCovFApZlsba2JrmQsMlkUrQkjpIkk8mCnmFSCIVCxLMEaqG6upqKkXMhbty4gZ6eHsXNsgsh5Dl29OSH8fOZGcTjcWLawkK43e4dG+rK9VNtes5civXNbrfD4/FInpDteQ1ZIBAoW4uRhiZCTN5abfW1yplziu1vqfPy/WQc59+Lyt9/DrY/+0PevjW8/lZCYwZsaphIrNBEIhGk0+mta1DwdVTA746LUTXyLVFeeDQ1FaRsVywWiyJmn2ogFovBarUSe+hnMhlEo1HFa9LSoqKiAlqtlvpOy42NDdy4cUPy7kpaCHmO1dz4f9HW1ka9lJLL5dqhHyvXT7XpOXMp1je73U5E2L/nJ2RcyrIUQj2X+CDGY4aUL43VakU4HJbsY1TOwkBsf0udl+8n4//FvyHxd5ew+qd/zdu3htffzj5Ssu+kjDm5GxL3cBV8HRXwu+NixI69R5QXHk3/I4fDQcSYuLq6WnYrA7UQiUSITp44Qf9e9nWTI23pdDpRUVEhuSYjLYQ+x/r6+nDjxg2qfVpZWRHsAapmb7xifaurqyMyIdsXKcuurq6Sx9DQRIjJW5PKdWu1WphMJqyurkq6eZSbkIntr5DzSmn1xNQpy/1bqTSfVqslssuP01Dw6VshCvnd5cYIv/lzgvtEU1NRV1dHZKel2WxGNpstmzbfi6ytrRHdFR4MBvdsupKjuroawWCQammyoaEh4vZJxbB8/vOCq0UIfY51ZbN47rnnsLq6KlliUIhsNgufz7fjGVSun2rTc+ZSrG/19fX4yU9+Ijltvne/Mt1mdXV1zy7Vl8JsNkv25lHaLV3JeoJarZaIU7rb7VbtN2oa1NbWEtlQwjAM7Ha7bGJtNREKhYhOyPx+P6xWK7F4asRqtRKRaRQjk8lgZGREtnSl5QtfoN6GVqtFZ2cnRkZGqMT3+/2wWCyKlkCTC5PJBIZhEIlEJMXZ0xOybDaLWCwmecst6cKnQv/O/bvq6qO8+1FVVSXZm0eoWzjpYrli6wmW6gffPpIqXVOobJfQvsiFkP4UO9ZmsyEcDhPR39XV1Sk+IaP1HpWKGw6HiU7IfD4flRUQNVFTU0OsfE0hZmZmYLVaiX2553NdNXzpKKquPlr2+Arni3B87QE4vvaA4OuUK6VEA4/Ho9iXUSljIqYt+1MfwHGjT/KX0T09IYtEIjCZTJJXeUgL+oX+na8QPZeqqiqsrq7y6m8xstmsoLFTixhTrOA/F41GI7neG8uy8Pv9Rf2f1DJeHEL6U+xYjUZDbLWiqamJ6qoHH2i9R6XiBgKBHb51UvB6vTt2uu01aE/Ibt68SdTZvtD7n7+hSftXIVh//X/C8vnPl7+n+SehC0wKvk5bW1sRCoUQDAalvaACuN1uYt53QjFffRy6wCR0fuFjIqqt1QUMRp6XvKFpT0/IpBbH3opDWNAv9O98hei5VFVVSRZFb2xsCJqQqUWMKVbwnwvDMJInZOFwGAaDoagGivZ4WT7/eUHHC+lPqWNJCaybmpoQCAQkx5ECrfeoWNz19XWkUimiD7L9MCGz2+0IBAJUimZnMhncvHkTvb29xGIWev/zNzRlP12DtW//MSKf+ET5e5qjD5naPsHXqUajQVdXF5XdloUE/XIRHXwYmdo+ZBzCx0RUW7Z2LPe/X/IK2Z4W9cdiMSITMtKCfqF/5ytEz6WqqopYOQe+qEWMyVfUXwoSlgPlxNS0x8vyhS8ISvtK2WyRS3V1NZGJVGNjI/x+vyz+UsWg9R4Vi+vz+dDU1ETs9cbjcaRSKUWd0uVAr9fDZDIhFAoRT5PNzc3BZrMRHUM+15Xnd385SSp3T/M/JP4a7enpwbVr13D33XeLjlEIj8eDgYEBojH5InVMhLYV7LgIZmUF7l/8QlKsPb1CVmxCJkSTRUpDkhuHT0yp7ZpMpl1jG0BC8yX02FIxHF97AAe//xBaYuOi4wB724yzFFarlUgKxGq1QqvVylo4WipSr0GXy0XMUR+gV6lEjXAl40gzOjoquQydUCIf/3jZZwap50hrayv8fj/Rz1kymUQkEkH96khBPTQJPbbYMaFFbW0t/H6/pFXaPT0hi8fjBevBCdFkkdKQ8DU1JdVuZWUlYrGY2O7KCgnNl9BjS6eBf/kAACAASURBVMYITMK4NoeTwZ+IjgNs7vCtqqqSFEMo+ToU7meh6UtJfbBYJOsXgc1Vyo6ODiL+PnIh9Rr0er1ErRv2Q7qSw2azEdeRsSyLW7duyWZ3wRH5xCfKPjNIPUc0Gg3a2towPi7tC2gugUBgcxPEa/9UWA9NQI8tdkxoUVFRAYPBIGkznWITMoZhtAzDXGcY5ru3/21nGObHDMNM3f6/ZBFFIpEoqN8RoskipSHha2pKqt2Kigokk0mx3QVAJm3HBxKaL6HHloxR24d1axeGau8THQfY1JDJbbmSr0Phfha7Y1UMpCZkANDZ2Slb4WgSSLkGWZaFx+NBW1sbsf4oKayWG7vdTlym4XK5oNVqFRnDcs8Mks+Rrq4ujI2NEes7V7KwqB6agB5b7JjQxGq1SpJrKKkh+z0AYwC4nM6nAfyUZdm/Yhjm07f//YdSGkgkEgVXyIRoskhpSMoVIyfdLolajJywnbYXGQnNl9BjS8XwP3QRS0tLcF2/LinW6uoq0Z1ZuwWz2SzZcoWju7sbL730EpFYciDlGvR6vbBYLEQn8R6PR7WlfkjjcDiIrvIAwPT0NNEJshDKPTNIGpq3t7fj+eefL2sGzhe/34/q6mqkOi4U1UPzQeizQWkdM7fDXOyKqiIrZAzDtAJ4G4Av5/z61wB89fbPXwXwoNR2EokEcVM6MZ5gSsCtkLEsKzqGRqMpe36u3wupMSGtAxCjtRDqwVaISCRSUggspF9ixlaosa5QnWMxKisrkU6niVQ6aGhoQDKZFKyHVJvHWz6F3tfFxUWiO/mAzQkZn51uah8vPtjtdvh8PqI7LcfHx4lq+tRC7vtddfVRdH75DO7FNSwsLBCJz6dkIR9oaOek6JLL/VvqhialUpZ/B+BTAHI/OQ0sy64AwO3/1xc6kWGY32YY5jWGYV4rJ+DMZrPQarWEuryJGE8wJeAmE1ImZHysH7b5vRAaE9I6ADFai42NDckp23K7fAX1S8TYCk1TCtU5FoNhGBgMBqyvrws+Nx+NRoPu7m7B5ZjU5vGWT6H3dWlpieiKajweRzKZ5LU7UO3jxYeKigoYjUZiZsKpVArLy8tobW0lEk9NbPusX3kUmmQUZ6PPY2pqikj8UChEpDoEDe2cFF1yuX9L3dAk+4SMYZhfBeBlWfaamPNZlv1nlmUHWJYdyK8in08mkyE+IRPjCaYUUsv/6HS6shOybX4vhMaEtA5AjNYim81KWrpnWRbxeByVlZVk+iXD9SZU51iKyspKxONxIv3q7+8X/M1daS1JOfLf17VT/x1utxvd3d3E2vD5fKipqeH1xULt48UXu91OTNi/uLiI2traPVn6Z9tn/ewj2DCY4T7yEObm5ojEJ7XDnIZ2Toouudy/pXowKqEhuwvAOxiGeQBAJYBqhmGeBOBhGKaJZdkVhmGaAEj+VAl1mueDGE8wpeDK/4i9ofBxq8/3eyExJqR1AGK0FlK1c5lMBhsbGyXHXmi/aF9vQnWOpSA5Ievt7cX3vvc9Qe+J0lqScuS/r7Ozs2hpiZScwAuFm5AJ7c9uxmazwefz4dChQ5JjOZ1ONDY2EuiV+sh9v1MdFxEbfARsKoWVJ55AOp2WNAnd2NhAOBwm4tsmVidGS5dc7t9SJ2Syr5CxLPsZlmVbWZbtBPBeAM+yLPtBAP8J4EO3D/sQgO/I3bd8iuWay+WRhbYhtuYWbd0HqQLbpJFD77KxsSFpdTWVSqGiokJw2lPo9SD12qM1jnq9nkg9S2AzDWCz2ajutlRaQ+V0OolMInLxer2w2WyKvzY5IblCNj8/j+bmZiKxcqH5fkjRgVZUVMBms0m2mVlfX4fBYIBx6RdbOkk+OmO+z1uhyHn9V1ZWIpVKiX5uqsmH7K8A3McwzBSA+27/WxJ8ROmlKJZrLpdHFtyGyDpk5dqVusqj0+mICLNJI4feJZPJSPqWmEwmRaU8hdZgk3ztURpHkhMyADhy5AhmZ2eJxctHSQ0Vy7KYn5+nMiGrqanZE/owvpCqacmyLJaXl6mskNF8P6TqQOvq6iRPyKLRKCorK7frJLlnXAktLN/nrVDkvP4ZhoHRaBTtAarohIxl2edYlv3V2z8HWJa9zLJs7+3/S7b6lloguliuWaq3yo5YIuuQ8WlXijBdp9OpcoVMDr2LlFQvsLlCJuZ8oTXYJF97lMZRr9dL9sHL5eDBg4KF/UJQUkPl8/lQWVlJvO6fz+eD3W7fM/owPnA7LaV8EQewZdtCw9iZ5vshVQfqcDgkr0Rzm5m26SS5Z1wJLSzf561Q5L7+pUzI9nQtS6kTimK55nJ5ZKFtiK25VapdlmUl7zLV6/WqnJDJoXeROnZiNwUIvR6kXnu0xpF0urulpQXZbBbBYJCK87ySGqrp6WkcPnyYqBFzNpvF2trapheUfW/ow/hQWVkJlmWxvr4Ok8kkOo7b7SZeE5OD5rUmVQdaV1eHX0isx8jJNYrpX4tpYfk+bwX3R+bPtpTsgJpSlsSpqKhAOp3mfzwhHyY+VF19FA1fOoqqq49SaYsTZtJIWZbS0KlZryKkb1KFrTR2+O4mNBoN0XQ3wzA4duwYsW35amJubg5Hjx4lGjMcDsNoNBIx+VQSoX5SDMNIFlYDmz5a3IYIUp5Whc4p9LNUP0cp3pB2ux1+v1/SCqPY7ABAdjxLkfv8JY1Op3tjQlYIg8EgaGBI+TDxauu294v5yqNU2kqn0wXLRgmh2IS2lIZOzXoVIX3LZDKSxo/GDt/dBLfDlyRHjhwhti1fLQSDQWQyGeJeV3ulsL0YPymLxUJkQsaNHylPq0LnFPxZop/jNl2ywFgGgwFarVawEXMuqVRK9BcBkuNZ8pyc5y9p3lghK0JlZaUgHQtJH6aybd32fomefYRKW8lksmDZKCHo9fqCqxylNHRq1qsI6Vs2m5U0ISPh9L+bkarfLERHRwfW19eJ1clUA5OTkzh27BjxurHhcFj2wvY0EOMnVVVVhUgkIqndYDC45TRPytOq0DkFf5boObhNlywillRzUymbyUiOZ8lzcp6/pJFy79vd69llMJvNWFpa4n08SR+mcsQGH9mWSyfd1vr6umQfmGIrZOU0dGrVqwjREpBYYXwDsmg0Ghw9ehRTU1M4c+aM0t0hwszMDN7znvcQjxsOhyVpqNSCGD+pqqoqyZP2tbW1rZqipDytip1T6GcpnoNSvSGlTmgZhhGd8iQ9nsXIf/6ShGVZ0V+w9vRX+KqqqrLlW0hqnuTUT5VrKx6PE52QkfReE9wPibXLxCDV9oIkJF6b2BilfNFK+QZdHP2fsPlEFeMoybFjxzAzM0M8rhIEg0Gk02kqxauFrJAV0zGJ9UeUimD/rLzjq6qqEA6HJfUhFottTWhJ31uE+m3RuNeWiilllyBQeEIm52tTmjcmZEXgMyEjqXmSUz9Vri0SE7JcDR5J7zWhSK1dJgYSK2RSt95zkHhtYmOU8kUr5RtUlfCifeqbovtbjM7OTqyvrxOrV6gkk5OTOHHiBJXUdjwe571CVlTHJMAPjyRCr9X8441Go6QqERsbG1hfX9+qmkD63iLUb4vGvbZUTIPBIElDptVqd6Ts5HxtSiNFrrKnJ2RWq7XsTJ+k5klO/VS5tiKRyJYGQiwGg2FrhYyk95pQpNYuE0M6nZakwSOpoSLx2sTGKOWLVso3KGqox3L/+0X3txgajQbHjx/H5OQk8dhyMzMzg2PHjlGJzbml86GojkmAHx5JhF6r+cdLLWzPidK5hyrpe4tQvy0a99pSMQ0GAxKJhOjYuc+Ncu2pWXMslmQyKboE2p7WkFVXVyMej5f0lCLpUSKn30m5tqLRKPr7+yW1YTQatz5YJL3XhCK1dpkYpE7ICn1LFAuJ1yY2RilftFK+Qc8f3EBHU4fg9vhw/PhxfOtb38LZs2epxJcDv9+PbDZLJV0JCJuQFdPgKFWrV+i1mn98ZWWlpAlFvmWNXLV1aflwCekDsHnvEmIXlU+hzXRyvjalSaVSoidke3qFTKPRoLq6WvKOm90IqRUykuVvdhOcuaFY1FoHVC6klu0qRXt7O7LZLAKBAJX4cjAxMYGTJ08S313JkU6nd70HmVik+EAB0k2hdztSS+YZjUaiVTp2G4lE4o0JWTFqa2uL7rghKZYWasBH05gO2NwlJNXRPH9CRsq4MB+1FY+tcL6IX/f+M8yuK6JjqLXsFCCPkFZq6alSMAyDEydOYGJigkr8QuNDcsxYlsX09DSOHz8uOVYx+PrgybGpSW7htlS5AMuyOBf/Oe/7s9o2OJGIIUX/arFYEIvFJH+OSp1P+hlECk5/yO3QFcqen5A1NDQU/SZNVCwt0ICPpjHd+vo6NjY2JIv6ucr1HKSMC/NRW/FY89XHYc0EYXzlH0XHKObhpgbkKs5O0zbk2LFjmJ6eJrZxIpdC40NyzDweD/R6PZqamiTHKgbfFUo5NjXJLdzWaDSSrgutVotz8Rd435/VtsFJagyxZd84qqqqkMlkUPXKzueEkP6X/BwSfgaRIhqNoqqqSvT47YsJWbEdWUTF0gIN+Gga0wUCATQ0NEhOh+RPyEgZF+ajtuKxkYGPIMhYobn8KdExhJbtkhM5hLRSS0+Vo6WlBVqtFj6fj3jsQuNDcsxopyuFIMemJrmF21In6TqdDj83nOd9f1bbBiepMaRa/jAMA5vNhpXDH5T0OSr5OST8DCKFVKnQnhcZlCqWSlosLUQES9OYLhAIoLGxUXIco9G4TRwr9rWWQ23FY8ONZ/BN2/+J/7v/V0THUPOETA4hLW1j3dy0ZX19PdHYhcaH1JixLIvZ2Vnce++9kmOVgq/+U45NTXILt6V+GdDr9XhRdxZHP/oVXpNmtW1wkhojk8lIzq7U1dVhwdCGynd/Q1Db5Y6l9QwiRTAYlHQ/2vMrZI2NjQgEAts0BTRz/mJM/8QWgi0Ut8L5Io7/4lM4qFmW/FpMJlPB3UpiirlKLdArpk2xrK+vSy47o9frsbGxobiOTKrJplik7DTiy/HjxzE7O0slbUmLlZUVmEwm4pPIfCoqKlSTMpfb2FjqlwGdTgedTgdm+lnFDJmLxSlk2Ev6fkiiyktzc/OO1Wsxz4BimjGa2kcp90y/3y9JirDnJ2SVlZWwWq3b0pY0c/6iTP9EFoItFNd89XEY1z3omnta8msxGAzIZDI7JhWiirlKLNArZwHz9fV1GI1GSTEYhlHFbiOpJptikeLFw5eGhgZUVFTA4/FQbYckU1NTsqQrDQaD4tceh9zGxqlUSnIdX4vFAsur/6SYIXPROFce/eXzgpJJdyKRkPyFtLGxcUc9TDHPgGKaMZraRyn3TKnZqT0/IQOA1tZWrKysbP2bZs5flOmfhEKw+XHXTv93BNhq6O7/jOTXwjAMTCbTDpNFUcVcJRbolbOAOYkVMkC6HxIJpJpsikWOFTIubblbTGJZlsXMzAyOHDlCva3q6mpJ5W9IIrexcSwWQ3V1tei2gNt1kHvfq5ghc9E4Zx/55fOCkkl3PB6XfP9ramqCz+fbtnot5hlQTDNGU/so9p4ZGfiI5AkZs5uW+/MZGBhgX3vttbLHvfzyy5iensbly5dl6JWyLC8v48qVK/id3/kdIvG++MUv4p577qGeYlETw8PDSCQSePDBByXFeeyxxzAwMICWlhZCPdsdZLNZPP744/iLv/gL6itBbrcbTzzxBB566CFViORLsby8jJdeegm///u/T72tn/3sZ/D5fLhw4QL1ttTGtWvXoNFo8La3vU10jKeffhrV1dU4evQowZ7tDr7yla/gox/9KGpqakTHYFkWn/3sZ/Hggw9K9sPcLXg8Hjz33HP42Mc+VvI4hmGusSw7UOhv+2KFrKOjA263m/fxcnqd5GujyhX0LZffXl5eRnd3N7H+WSwWSXXhSkHb70ksJOqAApvfsqWUcBGDGsY0kUjAZDLJMkHi0pZer5d6W1Kh7T2Wi9VqLfu5leoJlft7EvdKUtdpNBqVvEJWyr9SbuTU4GUyGcTjcVitVtFtAZur193d3Yjf+C9ZC6PTiJV/jRfTsyWGvyf52bsvJmSNjY2IxWK8H45yep3s0Ebl6QNKHV8It9uNzs5Ocv0zm6mlPmj7PYmFhKgVoDuZLYYaxpREyoMvDMPg2LFjmJqakqU9sbAsi7m5OVnSlQC/CYVUT6htvydwryR1na6trcHhcEiKUVtbi3A4LCkGKeTU4K2traGmpoZIlY2uri40jj0pa2F0GrF2XONF9Gytk//fGxMyPmg0GnR0dGB5md/OQzm9TnZoo/L0AaWOz2djYwNutxvt7e3E+senQLtYaPs9iSUWi4l2Ws6Fc6yWEzWMKanx48uRI0cwNzcnW3ti8Hq9MBgMsqX+6+vrEQwGS+5AleoJte33BO6VpK5TzodRCqUMxeVGTg2ez+cjYpkEAL29vfgZcxoZa5tshdFpxNpxjRfQs6Wr2/BTnMKBAwck9WfP+5Bx9Pb2wul0oqenp+yxcnqd5HutFCvkXOz4XNxuN+x2O5HVHQ6r1Qq/308sXi40/Z6kEI/HJac8gE1hNd8vAaRQw5hGo1HJKQ8hNDc3g2VZBAIB1NbWytauEKanp3H06FHZdG5GoxFGoxHhcLjoeyHVEyr/91LvlSSu02QyiVQqJVm35HA4EIvFJNe0JYEc3mMcPp+PmObVbrfDZzuO0Yu/S7QqhRzeecWO4a7x3Gs91XERk2wbEsPDMJlMkvqzL1bIAODAgQNYXFxUhUaJD0K9uQBgYWEBvb29RPtRKO0mt68QiTaEtBePx4ms8FRXVwtOWcp1fZJuJzdeNBqVVcjLMAyOHj2K6elp2doUytzcHA4fPixrmy0tLUiOfJ+4prCYTrGc/lVoTDF4PB40NTVJTrlptVo0NDRs89KS6qVICqE6USF9k+qjlc/hw4d5r15L9QPjC424pD7f+2ZC1tjYiGw2i8qX/kFxjRIfhHpzAcDS0hKvFUAhWK1WRKNRwX0rhxy6JjHeZRsbG8QmZGJSlnLpvUi3kxuPhO2AUA4fPgyn0ylrm3wJhULIZDJobW2Vtd3u7m7U3/wqcU1hUZ1iGf2r0JhiWFpaIrapqaOjAy6Xa+vfUr0USSFUJyrk3ufz+Yhep0eOHMHMzAwv82apfmB8IR13Y2MDs7OzOHTokORY+2ZCxjAMDh48iNGGtyquUeKDUG+u9fV1BINBooJ+oPCETG5fIRJt8PZLi0ZhNpuh1Wolt2+z2RCJRASdI5fei3Q7ufHC4bDsW907OjqwtramGu+tXGZmZnD48GHZbTk6Ozvx84o7iWsKi+oUy+hfhcYUA8lNTZ2dnbz9K+XUaQrVifLtm9/vR3V1NdENOa2trdBoNLxqzkr1A+ML6bjLy8uw2Wyoq6uTHGvfaMgA4ODBg3jhBS/a8uprqRGhue35sTEcOHCAeEFns9mMVCq1rT6cnJoGkm3waY/kZIJz+xfi/C+X3ot0O7nxoi98XZKHkRi0Wi0OHjyImZkZ2awl+OJ0OnH//ffL3m5TUxNuZZpw+lc/te36o1E7NtVxsaz+VWhMoaTTafh8PmKbmtrb2+HxeMCyLBiGKdlHpetZkugbacskYHMh5Pjx47xqzub3k9aYko47MTGBkydPEom1b1bIgE0dmdvt3hRqKqglK6UBKObnU66/8/PzRJZM82EYZsdKTzlPIiF9V6rWYrFYa2trsNvtkmMDm2On5PZ5Up5kQt4/lmVl15BxHDp0SHVpy0QigUAgQPxBxwetVove3l7Mzs7K3nY+YjSxQllYWEBrayuxChHV1dWwWCyCPO5oPFdoPqtyYy8tLUneJViIkydPYmpqCvq5FxS719OKn06nMT8/T+xL4L6akFVWVqKjowPz8/OK+l2V1AAU8fMp1d9MJoPFxUX09/dT6W++p1FZTyIBfVeq1mKxWCQ8jHKpra3dVkdVTkh5kgl5/8LhMKqqqoiv1PKhp6cHLpdLNUW1gc3Vsa6uLkXGA9jU1s3PzyvSdi5iNLFCobFxor+/X9Akn8ZzheaziotddeUxrKysUPni0NDQALvdDt0Lf6vYvZ5W/KmpKbS3txPbVb6vJmQAcOzYMczMzCjqd1VSA1DEz6dUfxcWFtDU1ETN+8lut2Ntba1sX4T+vtzfCkHbgyYSiRBbIQM2b0b5RXblgpQnmZD3LxgMKlZmy2QyoampCUtLS4q0Xwin04mDBw8q1n5fXx+Wl5eRTqcV6wMgXBMrlI2NDSwsLBAf697eXiwuLvI+nsZzheaziovt7H436urqqBk6Dw4O4iXDecXu9bTij42NYXBwkFif9pWGDNhMa3zve99D/L7fROrdyvhdldMAFPLzKZX3npmZwbFjx8h39DYOh2Pb1mU+nkR8fl/ubySOFxqLZMoSAOrq6hRboSDlSSbk/VNyQgZs6kSdTifxzS1iYFkWS0tLeMc73qFYH6qqqtDe3o7Z2VlqK+h8EKqJFcrS0hJsNhtxH7quri4EAgHeOlAauiea+jQu9vXnn8ehQ9LMdEtx7NgxfO97NvS97594+2TS1uVJjR8MBhEOh4l+rvbdCpnZbEZLS4sqlvGFUkhnls1mMT8/T9XjyOFwbFshy+8PKT2SVPjGLnYcy7JYW1sjelN3OBxEU5Zq99ELhUKKTsh6e3uJrpBJGW+/3w+j0Uh0gi+GO+64AxMTE7yPV+s1Vqpf4+PjOHXqFPE29Xo9enp6tr6QCvE2lMtXq1y75WBZlpoGmcNgMODUqVMYHh7mdbxQTbUcGsV8hoaGMDg4SGRHPse+m5ABwIkTJ1Rf+64QhXRmTqcTDQ0NVEXUDoejYF080nokqfCNXey49fV1aDQayW7LudTV1WFtbQ3ZbJZIPDXU+ixFMBiUXLZGCk1NTUgmk4LtRoohZbzn5+fR19dHpB9SOHz4MNxut/Baviq7xor1ixNW08oSHDlyZGtjhBBvQ7l8tcq1W45AIACtVkusZFIxzp07h7GxMV73QqGaajk0irkkk0lMT0/j7NmzkmPlsi8nZEeOHMHi4qLiugqhFNKZTU1NEdtyWwybzYb19fUd40VajyQV3l5jRY4LBoNwOBxE/aL0ej3sdjuxunhqqPVZjI2NDcUnZBqNBj09PcR2W0oZ76WlJeKVM8RgMBhw7Ngx3Lx5k9fxar3GivVrYmICXV1d1DS0/f39WF5eRiqVEuRtKJevVrl2yzE1NSVLWa+6ujq0tLTwWq0VqqmmrVHMZ3R0FP39/cQNsBk+DrpqZWBggH3ttddEnfvEE0+go6NDUcGtVNLpNJ544gn8wR/8AdH6lYX4+7//e1y4cIH6tygluXHjBlKpFB588EGicb/5zW+ipqYGR48eJRpXbQSDQXz/+9/Hpz71KUX78dprr2F4eBhvectbFOtDJpPBl7/8ZfzRH/0RMRsGKSwuLuLJJ5/EQw89JLtBLW2++c1v4m1vexvV1civfvWraG1tpZrWUwKWZfHkk0/iAx/4gCyVJKampvCd73wH73vf+3btdbixsYGvf/3r+OAHP4i2tjbB5zMMc41l2YFCf9uXK2SAMF2F2mpqcecFX3kKHR0d1CdjwOZuQb6rPGL8yIQgtW5eoXhcv2jon1pbW3k5VQtFLbX1ONxut6gbFGn6mSXcPfZZVMwrp4FyuVxoampSxWQM2LwGLRaL6nzapOJ2u5HJZIiXjMtHjMyFRs1QEuTqsyzfeA86UzPECoqXo6enB13pWVR9/Z28XhdfzV7V1UfR8KWjqLr6qKh+CdGkTU1NwW63U7nX7dsJ2eHDh+H1enkVf1ZbTS3uvNqhJ3DHHXcQ7VMxGhsbeU/IxPiRCUFq3byC8VYX0LvwH1TSbW1tbYLMJfmiltp6HB6Ph5hLuhTMrz4O+8YqDL/4kmJ9WFxcVEW6koNhGJw7dw5DQ0NKd4UoQ0NDOHfunORi4uU4dOiQIB0eQKdmKAly9VkIzuGy5rpsq1UMw+BXtDfABuZ4vS6+mj3zlUehSUY3X5MI+GrSWJbFjRs3cM8994hqpxz7dkJWUVGBI0eOYGxsrOyxaqupFR18GElLC57TDFDdXZlLU1MT7wmZGD8yIUitm1cwnrUNz2nOUEnJNjU1IRgMEjcsVUttPQ6v1yt7Ae1CMPd+EunqVtxqeECxPrhcLkXc+Utx8uRJhEIhYnpGpYlEIlhcXMTAQMHsD1EMBgMOHTqE8fFx3ufQqBlKAi5u5Mwj8GWroL//M0Tjl8P89v+BEGPFUu97yx7LV7MXPfsINgxmRM/utIziA19N2uLiIliWpZYe33c+ZLmcOnUK3/72t3H69OmSx6mtplaq4yJ+4TOiKp1GRUUF8X4Vglsh4+q6leufUD8yIUitm1co3pztOFz/8R9UjBH1ej0aGxvh8XiIpgbUUlsP2NQzhkIhNDU1ydZmUfouY+XXnsDIa69BiQRqKpVCIBBQRfo2F51Oh/Pnz+P111/Hfffdp3R3JHPjxg2cPn2ad51YqZw+fRr/9V//xTsrQaNmKAm4uLOzsxjuasYjZ36DeBul0B66Hyu/9gTGxsbwQJn9aHzrEccGHyno38kXvnU0r127hkuXLlFbkd23K2TApulfNpulkk6iCcuymJiYKDuRJInFYoFGo0EsFpOtTTnx+Xxobm6mFr+7u1tVDvKkcblcaG5ulu0LQjk6OzvhcrmgxKallZUVNDc3K1YuqRSDg4NwOp2IRqNKd0USiUQCExMTOH/+vGxtdnd3I5FIwO/3y9YmTcbGxmRZXSzEwMAA3G63YmXlxOB2uxGJRHDixAlqbezrCRnDMBgYGMDo6Civ46UY/ZEUYHs8HjAMg46ODl7Hk4BhGLS2tiIx/L1dZxrJ5zx24idUVzS6urrgcrkEnUNTmC9EBMunSPny8jKVwsRisdlsMBgMitzwl5aWqIvMxWIymTAwMIBr164p3RVe11UxhoeHcfjwSZk4EAAAIABJREFUYdTU1NDu5hYajUbQ80LNxONxuFwuYkWxhWIwGHD+/HmUcklQm0Hxa6+9hnvuuYeoEWw++3pCBmzutpyenual75Fi9EdSgH3r1i0MDAzIvm24ra0N9Te/uqtMI/me1zX3NNWdRh0dHfB6vYIMYqma6AoQwfIpUu5yudDV1UW8n1JQalXS7XaronRTMS5cuIDJyUleG5powue6KkQqlcLw8DA1YXUpBgYGMDk5qaoC9mIYHR3F0aNHFd0FfO7cOTidToTD4YJ/V5NBcSAQgM/no56V2vcTspqaGrS2tmJmZqbssVKM/kgJsNPpNGZmZmTbXZlLS0sLrpjv3lWmkbzOuy3op6l/MhqNaGhowPLysrC+0TLRFSCCLVekPJlMIhAIyLpiy4fu7m6srKzI2mY2m4XP51OdfiyX6upqnDx5Eq+//rqi/Sh3XRVjeHgYvb29qKurk6Ob26ipqUFbW9uurPTCwbIsxsfHFUtXcphMJgwODhZdrVWTQfGrr76KixcvUpdk7GtRP8eZM2fw4osvli0Sylf4x+dcvn/LZ3JyEp2dnbBarbyOJ0lLSwu+GavFwG89qTpTPykbJKYtR+D67neJuy7nwxW+5msNQVOYL0QEW65I+eL0NDo7O1WnmWpvb8ePfvQjWdt0u92oq6uDwWCQtV2h3HPPPfjiF78oqyg+n3LXVcFzUikMDQ3ht3/7t2l3ryjnzp3DT37yk11rEru4uIjKykpVWNRcuHABX/jCFzA4OLhjQ5XcG5OKEQqFsLS0hPe///3U29r3K2TApidZKBQqWK+RJmJy5GNjYzhz5gzFXhXHYrHAaDRK1uWoQRuQ24eVlRVZUkw9PT1YXFzk1ScxFDPMpT3eTqdTFTUb83E4HMhms7IK2NWYui2EzWbDyZMnC2p4hBTQlpuhoSH09PQoWp6rv78fsVgMfr9fteav+bFzfx4ZGcG5c+dU8aXabDbj1KlTojSNcl2b165dw/nz52VJ774xIcPmdvBTp07JLtYUmiMPBoOIRqNlV/Jowu1ek4IatAG5fXC73bKk21pbW5FIJKhpJsxXH4cuMAmdf1KwLkcsLMvC6XQqek0Wg9v4IiRNLBW168dyuXTpEsbHx3doyYQU0JYTbnXs8uXLivZDq9VicHAQIyMjqjV/zY/N/Wx8+R/hcrmo7hQUysWLFzExMSHIdBeQ5zkSDocxPz8v227eNyZktxkYGMDExIQg0bVUhObIR0ZGcObMGaq7PMrR2dkpWZejBm1Abh/kmpBpNBocPnwY09PTZfskhujgw8jU9iHj6BOsyxGL2+2GyWSCw+EgHpsEXV1dsunIWJaFx+NRtX4sF6vVitOnT+PVV1/d9nshBbTl5MaNG+jv76dS3kwoAwMDmJ6eRujkh1Vp/pofm/v5deu9OHHihGpKegGb1+GJEydw48YNQefJcW1eu3YNg4ODMJlM1NrI5Q0N2W3q6+tRX1+P2dlZ2UqeCMmRZzIZTE1NKVowGdickP30pz+VFEMN2gCuD+vr64jFxmQrmn748GH8+Mc/xqlTp4r2SSzFDHNpjvfMzIyqi6a3t7eX3FpPktXVVVRUVCii7xTLPffcg7/927/F6dOnt2ri8jXjlJNEIoHh4WE88oh480+SWK1W9PX14XrMipPv/oboODQ/m/mxfa3n8dxXvoLf/tU7qbQnhbvvvhv/8A//gFOnTvHWX9J+jsTjcUxPT+Md73gHtTbyeWOFLIfBwcGiaUulPMc4Jicn0dbWJqvvTiHq6uqQzWYRiUS2/T63YK3YvL5cmoDcdpaWltDZ2Um9Fh7HgQMHYPW8Buu/vVfVY8SnLZZlMTs7K1v5LjE0NzcjFAohnU4DEDd+fM9xuVy7Jl3JYbFYMDg4iKtXryrdlZK8/vrrOHr0qKpWYu+8807cvHmTt/mwHMXCS8Wfnp5GY2Ojovq7YtjtdvT392N4eJhaG0LH//XXX8epU6dgsVio9SmfNyZkORw5cgTBYLCguF8pzzGO0dFRnDt3TtA5NGAYBl1dXVhYWNj2+9yCtWLz+nLpVXLbWVpaktXQVK/X4z7tEFj/rKrHiE9bXq8XWq2Wqn+bVPR6PRoaGraqcYgZP77nyJX6Js3Fi5tldOTe1MSXeDyO0dFRvOlNb1K6K9vo6OiAwWDYcS8shhzFwkvFHx4elrWygVAuXbqE4eFhah5vQsY/kUhgfHwcFy/Kuzr8xoQsB71ej9OnT+PmzZs7/qaE5xiH3+9HPB5XzU623t7eHYabW6/r7COi8/py6VVy25F7QgYA6Yu/hwBrUfUY8WlrYmICJ06cUMVurVLkbkQRM358z/F6vbtGP5ZLVVUVzp8/jytXrijdlYK8+uqrOHXqlOLZgXwYhsFdd93FW/tEu1h4qXuvx+NBMplUtVVHQ0MDOjs7qW2uEzL+w8PDOHLkCGw2G5W+FOMNDVkeZ86cwWOPPYY777xzm3heCc8xjpGREQwODioq5s+lp6cHzzzzzLZC47mvS2yRV7m0ZVw7kUgE6fSU7AWxmy/9N3z25SW8u+YEhDqfyam/K9UWy7KYmZnBpUuXZOmLFNrb2/Hyyy8DEDd+fM5JpVJYW1uTTYtImgsXLuBv/uZvEAwGYbfble7OFtFoFFNTU/jYxz6mdFcKcuLECfzwhz9EKBQqO2GkXSwcKH7vHRoawp133imbNEMsd999N/71X/8Vx44dI95XvuOfyWQwMjKCj3zkI0Tb54O63x0FcDgcOF29BtPX3ymr906x/HYqlcL09LTirsq51NTUwGAwbCuyKzQ/L6SWIi2cTid6enpkX+HR6XQ4duwYxsbGiMaloVEpFnNxcREWi0WVepR8Wltb4fV6qRYa93g8aGpqgk63O7/jVlZW4u6778Yrr7wCQB1egQBw9epVDA4OyqrjEYJer8fg4CCGhoaIxhVTN7nYMbFYDE6nk3rZHxK0t7fDbrfzroRA6jrNjXPr1i10dHQospv3jQlZAS6mX4Em5JTVe6dYfntiYgJdXV2q2rnFMAwOHjyI+fn5rd8J1UcIqaVIC6fTiYMHDyrSNmezQnKSQEOjUiwmZ1Cs9nQlsGmCyjDMjo0oJJHLXJgm586dg9frhc/nU4X/2NraGmZnZ2XX8Qjl7NmzmJqaQjKZJBZTTN3kYscMDw/jxIkTslk3SIFhGNxzzz24fv06r3sjqev0lzq8x3Djxg1F6qQCb0zICmJ6258gyFjhOki/VAJHsfy2WsT8+XBlgDiE6iOE1FKkQTabxfLysmwWJ/m0tLTAYDBINtnNhYZGpVDMZDIJp9OJ48ePE2uHJgzDoL29naof2W7yHytGRUUFLl26hFdeeUUV/mNXr17FnXfeuaOkjtqwWq3o7+8vqD0Wi5i6yYWOyWQyuHXrlqrF/Pn09/eDZVlehs6krlMuzmTrr6G6ulqxslK7c32dMtpD92P2vn+Ez+fDJZnaLJTfdrvdyGaz6OnpkakX/Ons7EQwGMT6+jqMRqNgfYSQWoo0WFpaQn19vWI3e4ZhcObMGYyOjhLbpUhDo1Io5sTEBPr6+lT/oMyFc+ynUVGAZVl4vV60trYSjy03Z86cwfPPP48Fwxk0SvDXkkooFMLCwgLe8573KNYHIdx111148skncccddxDRPompm1zss9rS0qIKM12+MAyDixcv4saNG2U/U6TueVyc5//933Hp0kXFVv7fWCErwpkzZzA9Pb3lX1SMQjnsYjUFhTIyMoKzZ8+qUoip1+vR09OD2dlZWdojoRXIjTE7O6u4oekdd9yB+fl5JBIJ0TH41h0kqQkaHR3F4OCg5Dhy0tbWBo/HQyV2OByGVqtVlaxALHq9Hm9605sU9yV79dVXcddddylW+Fwora2tsFqtO+6HpJ4F+TH5fJZZlsXw8LDqU76FOHnyJLxer+C6yVLG2+12Ix6PK+qrqL4nvUqw2Wzo6OjAxMREyeMK5bDNVx+Hzj8JXWBSdG47kUhgbm6uoKO7Wjh69KhsEzISWoFcncDc3JzihqZVVVU4ePCgJHE/37qDpLQWbrcbLMvKbhUilebmZgQCASql0VZWVtDe3r4r9HR8OH36NEKhELUJbDlCoRAWFxdx553qc5QvBsMwuHDhwg5xP4lnQT58P8vLy8tgGEaVGZZyVFRUYHBwULBRbLF6vnwYGhrC+fPnFXUzeGNCVoJz586V9UQplMOODj6MjKMPmdo+0bntsbExHDx4cKuciRrp7++Hy+VCKpWi3hYJrQAXw3ngPaqpv3j27FncunVLtLifb91BUloLzoJlt00+DAYDHA4HfD4f8di71RC2GHq9HpcuXVLMl2y3rY5xHDlyBLFYbMuEGCDzLMiH72f5+vXruOuuu3bdZ5VjcHAQk5OTgp4vxer5liMej2NhYUHxnahvaMhK0Nvbi2QyCa/XWzQHXyiHXaymIF9YlsWtW7fwrne9S3QMOTAajejq6sLs7Cz13YoktAJcjNeffx4nT6rDrqGzsxN6/f/f3nmHx1UdffgdybZsy703uciWuy1bbrhgSoBQQgo1CfBBQkkjBEhCyEdCgBQgISGQzkeABEgChASI6b1DwAVXWZaL3GRLsmwZuZf5/piz9vV6Je1KK2077/PokbR7792jo1vmzPxmpjXr1q1rlJA02r6D8Zi/Xbt2sXr16qQ/L+ti0KBBlJeXx71WWGVlZUp5c6Jh8uTJvPrqq/Xe+5qDmpoa1q5dy/nnn99inxkvsrOzmTFjBgsWLOCUU04Bmv4siEQ013JNTQ0VFRVMnDgxrp/dknTp0oVhw4ZRXFwcdQJRY+d78eLFjB8/PuGZqN5DVg9ZWVkcc8wxLFq0qM5too3nNxTbDh5n48aNZGdnp0QafWFhYYM1Y1qiplFwfjs9/91DNc7CP1tVKS0tZdy4cc02llgQEWbMmNGsPdwiEct5G9pu8eLFjBs3LqXE/EEGDhwYtzBcaF5arXqdqqoq+vXrF5fjJgutW7dm9uzZLdaYPcS8efOYNm1aynnHQkyePJmysjJ27twZ8f149URuiAULFjBlyhTatGkT877JROj5G8/yQOHzevDgQZYuXcq0adPi9hmNxRtkDVBUVMSqVavqdJtGG89vSEsQPM7ixYuZNm1aSriaR40aRXl5Obt27apzm5aoaRSc39xFjx6qcRb+2evXr6dz58707Nmz2cYSKxMmTGDTpk1s3769xT4zpvPW6e6WLFmS0p6g/v37xy1kGZqXnHd+Q8+ePcnJyYnLcZOJKVOmsGnTJqqrq1vk83bs2EFpaSkzZ85skc9rDtq3b09hYWGdC6x49USuj71791JSUpKU5ZJiJT8/HxFh06ZNcTtm+LyWlZXRuXPnpFhUeYOsATp16sSwYcPqFPdHG89vSEsQOk514ZdZu3Ztyria27Zty4gRI+r1krVETaPg/O4Yd96hGmfhn11cXJx0iRJt2rRhypQpUffEiwcxnbddBlLc/0y6d++eFDetxtKzZ0927dpV7+IhWkLzsqzPGQmrWdTc5OTkMGPGDObNm9cinzd//nyKioqSWjcbDdOnT2fJkiURE0ji1RO5PpYuXUpBQUGL92FsDkSEqVOnNmuNt2TKGvcasiiYOnUqc+bMiRjmilab01Bs+5C+ad48Ro0alfBYdixMmjSJZ555ps44f0v0Xwyf3+2f/MWhn0OfvW/fPlavXs1ZZ53VrGNpDNOnT+euu+7imGOOaZEwQyznbfWgY3n9scf4xCdS13MBJkEYMGAA5eXl5OfnN+lYoXlZ+txzTEhTgwws6eTNN99k586dzXpP2rt3L8XFxVx55ZXN9hktRe/evenbty8rVqw4Slsbr57IdaGqLFq0KCU1eHVRVFTEK6+8wp49e+LiiT6i9+eOHZSXl3PxxRc3+bjxwHvIomDo0KHs27ev2dPAVZVly5YljbUeLUOHDmXnzp0tFtpoLCtWrGDw4MFJ2RevS5cuDB8+PK4rwXhRXl7O3r17E14mJB4MGjQoruGPysrKuBX2TUZyc3OZMGFCs3tvFy9eTEFBQVI1Nm8Ks2bNanFdKFj4rV27dmmV9duhQweGDh0adX/LWFi2bBnjxo1LGsmBN8iiICsri6lTpzZYAiNIY0TT5eXlZGdnp9zFlJ2dTVFRUUzGRCKaF4f6LyYrs2bNYtGiRRw8eDAhn1/X/2T+/PnMmDEjKQsUx0peXt4RZQmaQij8mUx6xOZg1qxZLF26lOyVr0U8P5p6LR88eJCFCxcya9aseAw3KRg+fDh79+6Nq/EfDQsXLmTGjBkpoT+OhUmTJjVYE7QxLF++PKnkQal/h20hJk6cyMqVKxus3B8iZtH0f//IkiVLUqZhczhTpkyhpKQk6sKbLd28uLq6mu3btyesmXg05OXl0a1bN0pLSxPy+ZH+JzU1NWzcuJHJkycnZEzxJiTsj0fWVnl5OQMGDEgLQ7U+unfvzqBBg8h+/VcRr9mmXsurVq2iS5cuKd8LNEhWVhbTp09vUS9ZTU0NVVVVKdNjNhaGDx9OTU0NNTU1cTtmRUUFqppU1QzS+04SRzp37szgwYMpKSmJavtYRdNbJ1zK6tWrk8paj4WQ4DtaY6KlmxcvWrSIyZMnJ7QKczQce+yxzJ8/PyGfHel/Mn/+fKZOnZo0Lv2m0rFjR9q2bRtzS5ZIpFtB2PqYOXMmrzCJ/Z3zjrpmm3otL1y4MKUzK+ti0qRJlJWVxSWJJBoWLlzIpEmTUr7URSRatWrFuHHj4uolKy4uZsKECUnlAPEGWQxMmTKF4uLiqLbdO+hYqs99mL3RNIQ992EW7u5JQUFBSmcYTZs2LeqwZbTzEw/27dtHSUlJUocrQ4wcOZKDBw+yYcOGFv/s8P/J7t27WbFiRUqXuohEvHRkFRUVaeXVqY+hQ4eyvv0IFs38xVHXbFOu5S1btrB9+3bGjBkTr6EmDe3bt2fs2LEtogvdv38/y5cvTzn9cSwUFhbGLXqgqqxcuZLCwsK4HC9eeIMsBkaMGEFNTQ3btm2Lab9oNBbFxcUJb9vQVEaPHk1tbW3UtZ7C5yWaeYpVr9Km7E1yHzybY7rvTAnBcFZWFscee2yjSw3EU5u3cOFCxo4dmxZNs4PEo9G4qlJRUZHWgv4gIhLTgitaFi1axJQpU2jVKj0T/qdOnRpza7TG6I9LSkrIy8uje/fuTR1y0jJw4ED61S6j49/Oa/L9bePGjeTm5rZoF4po8AZZDGRnZzNx4kSWLl0a034NaSyqq6upra2loKAgHsNMGNnZ2RxzzDFHNditi/B5iUaLEqtepcP7fyBr21pm7X03qu2TgYkTJ1JVVdWorNV4afP279/P4sWL00poHWLAgAFNFvZv3bqVtm3bJmXGbnMxYcIEysrK2L17d1yOt3//flasWJHyC9H6GDBgAB07dqSsrCzqfRqjP168eHFaFIKtj6ysLE7KXgBbVjf5/rZixQoKCwuTKlwJ3iCLmUmTJlFSUhLTiqchjcXSpUspKipKen1TNEyZMoVVq1ZFpZsIn5dotCix6lXW5J/L9lbdaH/GjdH9AUlA69atG12QM17avOLiYgYMGEDv3snR8zOe9OvXj+rqavbv39/oY2zatCltC8LWRW5uLiNHjmTZsmVxOV5paemhRJZ0pTGexVj1xxtHfJFdu3YxYsSIpg436Tl43LVUaccm3d9UlTVr1iRlGR9vkMVI7969yc3NZf369VHvU5/GQlVZsWJFyor5w+nQoQPjx4+vt/9niPB5iUaLEqte5fXyVlSc9VdkxEnR/QFJwtSpU1mzZg07duyIab94aPNUlQULFjB79uxGHyOZad26Nb169WqSl2zz5s0ZZ5CBLbjiJaxO9jI08WL8+PGUl5dHfS3Hqj9+d0t7pk6dmvbZvgC9Zn2Bv3W8iIrOje9FXFFRQU5OTtKFK8EbZDEjIkyaNIltH/wrLlqd9evX07FjR/r06ROnESaeGTNm8PG8J+j+l9PqbKYeLZF0ZtE2ad+6dSuVlZVMmDCh0Z+fKHJzc5k4cWJMBTnjpR9btWoV7du3Z8iQIU06TjKTl5dXp7A/mnmsrKzMGEF/kCFDhrBnzx62bNnS4Lb1zWNtbS1VVVVJXYYmXuTk5DB+/PgG61g25vrdv38/K1euTOuwb5CsrCzGjBlzhLg/0rzVN5crV65kzJgxSReuBG+QNYrx48czdM3jZMdBq5OMvRWbSp8+fTjh4Fyyq5bTqipyM/Voiagz21JS53GD2y9YsIBp06albBr4jBkzWLZsWZ2N7cOJl34s5B1LxhtWvBg4cGCdHrKG5vHAgQNs2bKFvn37NucQk5KsrCwmTpwYVdiyvnksLi5m3LhxtG7dujmGmXSEMvTrk7o05vpdsWIFeXl5adG3MlpGjhzJ2rVrD/0ead7qm8uysrKkXQi0uEEmInki8qqILBORJSLyLfd6NxF5UURWuO9dW3ps0dKpUydK8j7Lx627NymWvX//ftasWZOWhfzkE9+lMqsn+7sXNGmOIurMug9nf4+Gm7SXlpamtNC1e/fuDBs2LOoOEfHQj23atIldu3alZRmCIKECsZFoaB4rKyvp0aNHyhr6TWXChAmUlpY2qKOtbx5LS0tT0nPdWPr3709OTg4bN26sc5vGXL/FxcUZEfYNkp+fT1VVFXv27AEiz1tdc1lbW8uOHTuS1rudiFzj/cC3VXWeiHQE5orIi8AlwMuqepuIXA9cD3wvAeOLil4zP8/j80dwRhO0OmvWrKFfv3506tQpjiNLDvodfxG/W7KdCRMmkD+o8Y2cwxvsRtuk/d1336WwsDDls+BmzZrFww8/TGFhYYMakXg0cZ8/fz4zZ85MiwST+ujZsyc7d+5k9+7dtG3b9oj3GprHTBT0B+nduzdt27Zl8+bN9Uot6prHbdu2sWvXrqSqkN7ciAhTpkxh6dKldZZKifX63b59O9XV1Unr7Wku2rRpw6BBg1i7di0FBQUR562uuVyzZg3Dhw9P2vtbi3vIVLVcVee5nz8GlgH9gc8Af3Gb/QX4bEuPLRZGjx7N+vXrD1npjSGUepuOiAizZ8+OKlMw3n0t9+3bx5IlS9KiZENeXh6dO3dm1apVDW4bnMfGzOn27dvZsGFDRuhRsrKy6N+/f6PqkWVSQdhIiAiFhYVRdy0JZ8WKFYwdOzYjROhBCgsLWb16ddx6gi5btozCwsK0reFWHyNGjDgibBmkvnlcu3ZtUmejJvSKEJHBwETgfaC3qpaDGW1AxBQIEblCRD4UkQ+jLUDaHLRv3578/PyoHpSR2LdvH+vWrUvr0NDYsWPZs2dPvW56iH9fy0WLFjFs2DB69OgRl+MlEhHh2GOPjUrcH5zHxszpggULmDx58lEeo3Rl4MCBjarYX1lZSb9+/ZphRKnDmDFjWL16daN6gq5atYpx4xqfJZeqdOzYkUGDBtHqjV83uSeoqlJSUpI22fmxMnTo0Dq7mdQ1j6rKhg0byM9vfMSmuUmYQSYiHYDHgatVdXu0+6nqPao6WVUn9+zZs/kGGAXjxo1rtEFWVlZGXl4eubm5cR5V8pCVlcXs2bOZO3duvdvFs6/lgQMH+OijjzjuuOOafKxkYcyYMezatatBb05wHmOd071791JSUpJ2bZLqY8CAAVF3lQixd+9ePv7447SszxYLvXv3JisrK6psyyC1tbXU1tZmTA/QcCZOnMjbOdMj65tiuGY3b95MdnY2AwYMaK6hJjW9evXiwIEDEZuN1zWPFRUVdOzYMak7jyTE1ykirTFj7GFV/Zd7ebOI9FXVchHpCzStlHYLMHLkSJ588kn27dsXc7bQypUrGTt2bDONLHkoKiripZdeoqqqqk6PVTy0TyGKi4vp06dPWrW0ycrKYsaMGXz00UeccsopdW4XPo+xzOmyZcsYOnQoXbsmbS5N3OnXr1/MBllFRQV9+vRJWg1KSyEijBkzhlWrVsXkiV61alVSa3iam9GjR/PEE10Zc9G9tGvX7oj3YrkPLl++nKKiorTOhK4PEWHYsGGsW7fuKAOrrnkMac6SmURkWQrwZ2CZqv4q8NZTwMXu54uBJ1t6bLHSvn17Bg0axJo1a2La78CBA6xduzYpKwXHm9atWzNr1iw2vvZgvfqIeOjIVJX58+dz/PHHN/oYycqkSZMoKytj586dcT+2qrJo0SJmzJgR92MnM127duXAgQMxzenmzZszWj8WZOTIkTHf+5K1QnpL0aZNG0aOHMmKFSsafYxQY+xMDPsGyc/PR5e/FPVzo7y8POlrKyYiZDkTuAg4UUQWuK/TgduAk0VkBXCy+z3pGT16NKtXr45pnw0bNtCzZ8+UzwCMlmnTpjFs3RNI9Zo69RHx0JGtXLnykLYv3Wjfvn3UHRBiZd26deTk5GRU1hvYKrt///4x6cgqKyvTyvvaFAYPHszWrVuj7m154MABysvLGTp0aDOPLLkZP358kwyyjRs30rFjRxIt2Uk0gwcPZti6J6J6bqgqmzdvTvp7XCKyLN9SVVHV8ao6wX09o6pbVPUTqlrgvsfeWTkBhLI9YhG3rlq1KqNWiW3btmXrhEvZUk8PsqbqyFSVuXPncsIJJ6StG3/atGksW7aMgwcPxvW4ixYt4phjjknbeauP/v37x9RCqaqqKuMF/SFatWrF4MGDWbduXVTbl5eX06tXL9q3b9/MI0tuCgoKqK6ubrS3u6SkJG2z82OhR48evNt2Jrs79GvwuVFVVUXHjh3p0KFDC42ucWRW3nEz0LVrVzp16kR5eXnU+5SVlSV16m1zMPLT3+D/ss+mptfkiO83tQfj+vXrUVVGjRrVlGEmNf369aNz584xe2Tro7a2lo0bN2ZUkc4g/fv3p6qqKqpt9+7dS21tbcZ7JoIMHz48aoOsrKyM4cOHN/OIkp/WrVszYsQIVq5cGfO+ydwYu6UREbTgRD4ouqXB58bGjRuT3jvBImXKAAAgAElEQVQG3iCLC6NGjaKsrCyqbbdu3QqQVr0ro6Fjx44UFhbG1JsxFubOncvs2bPTvrbR9OnTWbx4cdyOt2TJEgoLC8nJyYnbMVOJvn37Rp0pWFlZSe/evTNWkB6J+soPhLNhw4aMD1eGCCVExMrmzZtp166dXxQ4Bg0aFJUzZPPmzSlRzDm9n14tREFBQUyrxBEjRmRkeGjWrFksWbIk6t6M0VJZWcm2bdsywsszduxYKioqqK2tbfKxVJXi4mKmTp0ah5GlJt27d2f37t1R6aC8fuxoevXqxe7duxsMv+3bt4/q6uqMLdMQzvDhw9m8eXPMhcWTuTF2IqivJ22QVEnG8QZZHBg4cGDU4tZ169Ylfeptc9GjR4+YejNGy7x585g1a1ZGVKxu06YNhYWFcZnDdevWkZubm5FNskOICH379o0qbFlVVZXRcxWJrKwsBg8ezPr16+vdbtOmTfTt2zdj+3+Gk5OTw8CBA+usNl8XZWVlaS3LiJWQh/vAgQN1bhNaMKSCV9EbZHEgJG5t6KZ08ODBlEi9bU5mzZrFwoUL4yZMr62tZd26dRnVYHfy5MkUFxc3qkp6kKVLlzJlypSMX2337ds3qlV2dXV1xkkNoiE/P7/BbhwbNmzI6PteJEaNGhVT2ZCPP/6YXbt2eS9jgJycHLp27Vqv7KCyspK+ffumhJwl+UeYIgwdOrRBg6yiooLOnTsnfaZHcxJLb8ZoWLBgAUVFRUcVWUxn+vfvT9u2bRt8CNbHnj17WLt2rc/WwuazIR2ZqlJdXZ3xFfojkZeX12CB3YqKipTQ8LQkw4cPjylDP9QYOxUMi5YkLy+v3i4mmzZtSolwJXiDLG4MGTKkQXHh+vXrGTZsWAuNKDmJpTdjQ+zbt4/i4uKMK2gqIhQVFbF8+fJGH6O0tJT8/PyML0EApoOqrq6/ys62bdvo0KFDxvT5jIVQyLeusJGqUlFR4fV3YXTr1o22bdtGnVSybt26jMvOj4b+/fvXuyCoqqpKmXPPG2Rxol+/fmzfvr1eHVmmhytDjB49mh07dsTctiac4uJiBg8eTLdu3eI0stRh/PjxrFy5sl7tRH2UlJRQVFQU51GlJr169WLr1q31eiqqqqp8uLIOcnJy6NGjR53X8/bt22nVqhWdOnVq4ZElNyJCQUFBVBn6qsrGjRvTsuh1U+nTp0+9C6pU8mx7gyxOZGdn11v1O1QpOFVcp81JdnY206dP56OPPmr0MTK13U+Irl270rt376jLrQTZuXMnVVVVfrXtaNu2Lbm5uWzbtq3ObXxB2Pqpz0tRWVnJgAEDMl6rGImCgoKoyoZUVFTQoUMHb9RGoHfv3lRXV0dcUO3fv5/t27enhKAfvEEWVwYPHlxn2LKmpobWrVv7C8oxefJkVq1aFXXblXA2btyIiGR0XaPCwkJKS0tj3q+0tJSRI0fSunXrZhhVatKnT596Q0fbtm2jV69eLTii1KJfv351ZqpWVFR4Y7YOBg8ezKZNmxpMcsrk7PyGyM3NpU2bNmzfvv2o96qrq+nWrVvKZOCnxihThLy8PObMmRMxtXvLli0MHDjQrxIdHTp0YOTIkRQXFzeqftiSJUsytt1PiNGjR/Piiy9y4MCBmIqVrly5khNOOKEZR5Z69O7dmyVLllBTUxPx/U2bNqXMKjsR9O3bl9dff525c+ce9d6aNWs47bTTEjCq5Cc3N5dOnTodKjpcF+Xl5cycObMFR5ZahLxknTt3PuL1LVu2pEy4EryHLK7k5+czbtw4srOzj/rq1auXv6DCmDJlCsuWLYt5v927d7NmzZqMKARbH507d6ZHjx5RFyUG2LVrF5WVlRmfXBLOhAkTGDRoUMRrNzs7m6lTp3oPWT0MGDCAoqKiiHM3ZswYr52th/z8/Hoz9FWVTZs2+SzVeujdu3dED3eqlarxHrI4kpOTw6mnnproYaQM+fn5HDx4kM2bN8e0ilm+fDkjRowgNze3GUeXGowdO5bVq1dH3adtzZo1DB061BfoDKNPnz6cfvrpiR5GytK6dWs++clPJnoYKcmQIUP44IMP6nx/69attGvXzstd6qF3794RF/fbtm1LqUK63kPmSRgiwqRJk2L2ki1fvpxJkyY106hSixEjRsRcyyiVblAeT7rTv3//egsTb9y4kUGDBrXgiFKP7t27R5Qb1NTU0L179wSMqHF4D5knoRQWFvL2229H3Rh827Zt7NixI6PF/EF69eqFiLBkyZKoaoqtX7+ec889twVG5vF4oqF79+7s37+f5cuXR0y0WbVqFePHj0/AyFKHbt26HSXqV1VqampSqiySN8g8CaV79+5069aNtWvXRhV2W758OePHj49JxJ7OiAinnHIKixYtimr7qVOn+tCHx5NEhIpl19XXsn379r5ETQN07tyZ3bt3s3fv3kNyjNraWtq1a0dOTk6CRxc93iDzJJyJEyeyYsWKqAyy0tJSzjvvvOYfVApRVFTki7x6PCmMz3puGiJyyEvWo0cPgJTzjoHXkHmSgFGjRlFWVtZgLZ6tW7eyd+9eX1zX4/F4PEfQrVu3I3RkqWiQeQ+ZJ+F07dqVrl27UlpaWm+tp6VLlzJmzBjfXNfj8Xg8R9C1a1c2b958yAirrKxMuVI13iDzJAUzZ87k5Zdfrneb7OxsH670eDwez1EMHjyY559/ntWrVwMWxpw8eXKCRxUbEm26fDIyefJk/fDDDxM9DI/H4/F4PJ4GEZG5qhrRUvSxH4/H4/F4PJ4E4w0yj8fj8Xg8ngTjDTKPx+PxeDyeBOMNMo/H4/F4PJ4E4w0yj8fj8Xg8ngTjDTKPx+PxeDyeBOMNMo/H4/F4PJ4E4w0yj8fj8Xg8ngTjDTKPx+PxeDyeBOMNMo/H4/F4PJ4E4w0yj8fj8Xg8ngTjDTKPx+PxeDyeBOMNMo/H4/F4PJ4E4w0yj8fj8Xg8ngTjDTKPx+PxeDyeBCOqmugxNBoRqQTKEj2OeugBVCV6ECmMn7+m4eev8fi5axp+/pqGn7/Gk+xzN0hVe0Z6I6UNsmRHRD5U1cmJHkeq4uevafj5azx+7pqGn7+m4eev8aTy3PmQpcfj8Xg8Hk+C8QaZx+PxeDweT4LxBlnzck+iB5Di+PlrGn7+Go+fu6bh569p+PlrPCk7d15D5vF4PB6Px5NgvIfM4/F4PB6PJ8F4g8zj8Xg8Ho8nwXiDLA0QkQIRaZfocaQaIjJCRIrcz60SPZ5MQETai0gb97Mkejwej8fTVEQkLraUfwilB58AtohIW6BKVZ9N9ICSGRERNfFkDfAnEfkrsFVEnlbVvQkeXtoiIj2BycAiEdkPbE7wkNICt5joraobEj2WVEBEslX1QKLHkWhEJEtVDyZ6HKlMaFEZr3n0HrIURIzg/24l8H/Ap4CPEjOq5Cc0b84YQ1U3AW2AHwEve2OseRCRbABVrQQmAn8BHgIKvJcsLgwAzhCRPBEpSPRgkp2QMSYik0SkdaLHkyhCRoSIfF5EPp3o8aQi6hCRUSJyn4jMFJFOjT2eN8hSEHcOHBSRoSIyCpgL3A28pqobEzy8pCUwb/1F5BwR6QxcDawH2oMPozUHYd6IRVhrk1+paknIOPbERtiibDswFXgbuNCfw0cSPh8iMl1E/gXcDvxIRPISM7KWJcI8TBWRW4DTgO+IyOzEjCy1CDpDRKSViFwC3AqUAscDn2/ssb1BliKEvAyhn0XkWuAp4ELgBuBm4BhnqeeISPcEDTWpCI/ti8gNwINYmPdKzEC4F7s5A2TEzbk5ccaCBH4/SUT+IyI3Aq9i52uBiPRO2CBTmJCX1y0u+qhqNVANvA486Fbs/t7OofCkBn4fDfwUeFpVTwIqgC8lanwtRTAyEOBGoIeqXowZFOe6RaqnHgKexXZAZ2ACsFpVfwa8DPQTkYmNOba/aFOEgJv9ROAsYAMwFngH+AIwGngUMzL+AxQlZqTJReDiOUdEhgOLgU9iD6/TgctU9X6gk4i8Dkz1HobGE9LnOaOgm4icDJwDXA90Au4AngP6AmeKyM0iMiiBQ045nCHWzhm4z4nIFcBdwD+Bi0LbJHKMyYKqHnBzdbl7SK4CXgCGuk3+DQxKV+9QUOMkIm1E5Fcicr2IjASuA/KdsfYskA2cl8jxJiMRPIufEpGngNuAfcDjwHYRGQvMx7Sxn2nMZ3mDLEkJ14mJSHcR+SN2wbwE/Av4CeZu/jVwj6o+DfwO+IaqvpiAYScFYfPWQ0R+BJwL7FXVJ4FrMb3dvcA4EZkOfAX4iqr+04fRYic0584QExG5Gvg+UAtcA0wHJmHG2XjMgBiIJaGUJWbUqUEEL+8I4D5AsOt/HLY42wCoiPxFRK5q8YEmARHmajrwLjAEWxSMxxYEe0Vktqquw7y2fVp6rM1J8Hp0v/fEIgNV2CL+t8BqYCEm2wC4H8j4ZIcgQQ+riLQWy8o/E/gmdv3dBqwAyoETgYOYwf9QYz7PZ1kmKe4kUBHph3m7NgO9gDmqulVEemEPuS8CJwDVIjJAVZfCEZmEGYdbDfbEVin/AQqB51V1jdskC3gR6ADsAnapagUWvvDEiDvXQp7IPsAI4HvAKFXd5gyI8ap6gojcCvxMVU8VkR9l6jkaDSLSSlX3B+Z2OhaaXIEZuhtVtVxEXsDuEU9hD4Kvup8zBvfgPBCYqyLMe1GNGa37gTeBLwN3AsuBc0TkHeDhdDkPRaSdqu4KzMMM4GRVvdnJXFpj8oz22DV6K/CaiPxVVT8APkjU2JMFJw/qparlzsPaBvgZsBR4AvgW8D/Yc6U35pleChzj9lvZ2M/2HrIkIsLq7ouYN6wTsAD4KzBGRHo6A+ID4B9AT1U9Q1XXh/ZNlxtMNITmLfD9VCx8O1BVN2MXTL6IdHYX2zvYBdUduEZVFyRm5OmB84pNFZGHsXD6XGAecIbbpCumb3wMyMEeBEFvmg8RB3BTcj7m0QnVbnsA8zheg0kU/gqMF5FuwNNYosRQVS1V1e+o6ppMmFcxPe3pWPYuItJWRH4L/MZtUgL0xwzVb2DzVISdn79zBm/IA5Ky8+XmYSJwVeC172JRlJCRVYtpjW8HLgHOBzoCn1PVqsB+KTsPceKzQE8AEcnFIlAKPO70mj2BEap6HPAYJhP4CLizqaVnvIcsSQh6GdzvrYFpwGmhkI6IfAgUABdgJ8kNQBtV3enez7j6OmHzFrqRDAOeVNVfu9//DswETgX+qaqvi8inVHVXCw83LQg/z9wK8ipMKP0399rPgK+IyBxVfc+tztuFQukhD24mLRyiwel5DorIe8ApYmUsajBv2CUicidwOXYufw64UFXvFpHb3SLtiOMk5I9oZkLnjoh8AXsgfqSqG8RE1n2ALqo6M7D9SGAOMAh75m1W1eXhx03Vc9Fpl74A/EhV54vIMFUtxUr6fFdV5wKoao2IdMGM+l3AD1R1bfjxUnUemoqI/BjYrqq/EJHeIjIOM+i7YV79GrdpH2CoiLwIFAO3ht5ramTKe8iShICX4S8icgHmWs7Bbrwh9mOiwYNiRWAPqOpOEclyJ0JGGWNwaN5GisifgR+7UMXHwDYRyXGbZWOu5hG4RYg3xhqPHk4wmSYiPYAuWGHSvwU2ex/TNF3p9nkrYIxFyvjycIQYvxDTo5yNlbX4vIi8j4UrPwW0xXRA29y1XwHxL1SZjATOnS9gSTkbROTrWLmB7UBnERkY2GUNdj+dDnxZVV9pyfE2FwFP1j7s2fApsTJIc9zr+VgWYGj7fCycvRj4oao+3oLDTVrcghJMl3mWWKbppzBP2VDgLeBkt21f7Pnyv8DNqvpNVS0JXHdNuq+Jvy8mhghehkIsTv1XYDAm0r0BE+9fDlyKCQfvdWG4jCR85e8MgkexecvGdHY52EXTCgv3TgTOVdUdLT/i1CfCnI/GQkCLMa/DmZjH9j1VvUcss7ILlsm637n5PRFwN3JxXrEszHD4vXv7feA4LPw2CcsO/homJN4BfD2dDa9wRKSDqtYGfh+Bzc35wAwsueFtYDim5/kNFh5/AHhVVfe7/VLaeyimjz2oqlsCr52CqyeG1aR8H1iGhWk/AGZh58zXVHWf2yel56GpiMhn1JK8Duk1ReQmTF/3A/f1PjZvF2GG77HAjUFjNp7z6A2yFibCw61IVeeJyCTgJlU9073+KhYG6o+F21oDNwS8Exkl2o8wb6di2VM52Dzdgrnoz8cunDeAi4G9wN3eGGscwfMsEE77CtBKVX8nIt/DhK23A3/AvDrtgetUdXH4MTyHCZ7TYnUDa9xD4ZfA/aq6WETOAWao6rVimtLjgedU9V+B46T9/IrINOCnqnqSW4QVqOq7TifVETNSvwzsAf6GZU1PxDpwPBA4TkobISLSH8uKfAILl30LeBZLXvgEsBPzkD2JRVc6YIlf61X1kcBx0v6cqQ+nDbsPO1d2Y5rix1T1CbHyR18B+mGyoX8Dldji6K2gNCDu48rg/0mLEu7SFMtGewgTC76O1TL5IvCuqj4jVkH5304TELxxZ9yFFGYU9MdSjmcCH2JzeCnwkKq+IyI/BZaq6sOpfvNNJGHnXHusfthmLIlkKPAlVT3Xvf8mJuavAUaq6sLEjDr1cPeFr2HFSV8E/oyFKVeo6r9FZBZwEyZA/3fYvml/fodd+09hbeJGYeHwLtgC7FnsnpDrfn9CVd9JzIibHxG5HCsZMxwowxagNcB7HC6DdDmW1HRF2L5pf85Ei4jMxNrmrcVKfnwTy8ovB76qqueJyM8x7+qzgf2abQ69QdbCOJHuz7BMtOXupvttzAP2mntvM1Y481y1/n+hfTPOGAshIgOwQoZ9sQvk9yJyB5aFOgDzJE7DDNwfqOr8hA02jRArtVCAdTBYBFzB4bDZK5hH7CTgiqAXMjwk7zmUBawBA6M3VnZgGzaf12GLs45YYkoP7Hx/Blu914aOk2kPVaeZ7Y+FJE9y3sN/YguyPZhB+0VgNvDfdJmr0D0/4J0uwIrb3ga0VdVvutfOxWqK9Qf6qJW56B2St2TyswOOMuxzsBDuCizEm6WqV4rIYCxJZBp2Hd6MnUvbW2qcXtTfjEig3ZH7/WIsrPMMtro70731AibA3IqtbO5T1eODxhhkTvZLhHn7FOahWYiV/+gvloX6KCa2nI+FzO5WK//hjbEYCXlwA9+PFUuUuAkrv/BPVX0K06Ocg2VqDcJCaLeEh4S9MXY0qnrQPVwLRWSie1hWANUuDPI41oZlJSbY3wDcpqr3q2ptwMuesgZGYxCRqcDPMW/QS1jJBjCN7Zec92Ij0EFVXwnqzFJ9rkL3/MDf8ThW3PafwE4RGauqK7BSDMVYCZSH3T6bJaxAbKYRITLVCrtvnQiMwa6zASIyUK1O5Xw31xcAr4SMsdBxmhtvkDUjAb1XvntpF1Yz7H7MgNgmIieq6iLMqBiqqiv1cDZadqTjpiuBiyc0b2PcDaUdpo14AauuL8B0Vf0vpp3orqq7VfW5xIw8tZFA1mPgxn03UKmqnwT+iHlvcD+fD3RS1RtV9WJVXd5SN6xUQ+SIrhFZIvITrJvGF8X6qv4ZGCIiQ1T1XezcHquq1ap6u6rOFUe6P1TlyH69rUTkVOcZX4lVlT8H886eLSInYB6x5QCqerWqbkvAsONO8Jxxv39NRC5yv/4U+Laqvo/d+77pzqmpQLaqrlcreQGkvkHaWMKvGbH6dNcBJ6pqCSZ3GYFpjN8D5ojIP4BsZ7Stcx7JuGRPRos3yOKIWB2c4O+zRGQOcINYv7n/As+LyJdUdSvmfr/MXYD3qOozwf0zxcsglkocXMWMEZE3MHfyD7FMlzJgkvMqFAOnikhH4HZVfSExI08P3I0nR0RuFZFLxbK4vo2FIlHVu4FeInKOm//Lgjd98WUsjiLgmQg+EDtjtdhmAaVYmG0jZnB82W1zt6r+OXCctK/XFpir0EKsGyZGn4Z5MqqxBJ7Jbpc/YZqfbdj94YjjpDqqR3RmADMernTnwiNAbxdt+RuWyLQGC+MeVVstEwleM2IlkS5wb1UDo93z5nVMFjADC3v/B/iVql6qgWLBLX3deQ1ZHHCx5xswceU+4Ptq9cFuw8KTW4FfYOHKMiw2fTnWV2y4qhYHjpX2K+EQTkNzPaZPWgisUtWHROR/gDWq+oaIrMXElgewOkKPYLH/Yc6z6IkRETkP14JHVcvcA/APWDhyLlYq4Az32iJV/Y2InIbN+W/qOq7naETkTKxe1pOq+ohYLbG22Hl8j9tsL5bl9Sc9XJIgY+4DIcRqCN6MacLuwLShedjDcj1mhM1X1Z+LSD9V3ej2SwudWOD3qVjmeBcsqnI1Vj9sv5o27NuYp7AA81SHipJmtG5TjkxEaovp6j6NlUD6GNOHnYRV1X8BO5+WYYugLZGO09J4g6yJiGW8XIaFHu4Dfgmsw1pzTASGYFlBd2Hx/TbYxfWeC1FkJCJyNvB/WJ2cF7A5+iXWf/K7wEis2OFTIY+BWIr7y6o6LyGDTnHESgd8D7s5lWBhjj9g3oersVIhlwLb1ESuI7AFxXj1ZUMaJPRAdGGOHCy81BszvC4BlmAPg59jD4abMBH2Req6bWQK4caDiFyJLbjuw+oJFmLewxxcOA4zTu7Rw+VUjkiSSEXCH/5iRUmfBN5Q1RtF5DIsUSHUnzRkXNynqq+5fVo0rJYKiMgnsWzT/1HVD0Tkh1jdxBrs2vsMVp/uLlXd6/ZJ+CLIG2RNRERuBypU9Zfu925YxeharDzAKGzV1w0LUfwSK8uQ0RMvInnAc5heJhSqvAZL5/4JtnKZjq0S7wBuBN5O5ZVwIhErF3In5vH6sXvtOKx8yFYsqeQkzCBbBpyuqo+LyEhVLQ7drJLhppXMiEgHoLWqbhWR32FC84tdGPhZ7OF6Ojbvxar6p8C+aT+3YbqeHCxk9B4WjrwSuF5VV4vI1ZhX7N9YNAFV/WNiRt28OM3S9dh19xZW7+oiPVyT8kls0Z+D1V97NVFjTWZE5AxMjP8CVij8N8BCVf2TiEzBCil/SSwhrK+6tlHJ5GFNi5h7IgjoFe7F4tIT3aqvGtOE5Ln35mB6nK8Cv1HVJel+020IN0/rsNj9oQeSqt6JVSTPAa7FDNsfA/+rqm8my0WTiqg1vX0DWOeMYbDw5DKsVMhCbAV+MvAy1nidUDg9UZqKZEZEThORYYHfLweex4TW/4N5wjqIyBi1jOkPMAPtn6p6TcgYEydmT+e5FZFPiEjHgDE2HYsinIjVtluEyTnOcIZaD2CUqh5Q1T+GjLFU14mJyIUicmZINysig7Airwew+96PMM1stYh82xkZrYBaNcH+q26/lJ6HpiAi+SLyCxG5xoUmESusfiHwfWwh/zPgV1jLsfMwZ8hWMZ33flVdK4dbDibNcyVj/6mNIXgRhP6JainHC7DeV13c229hVZK3q+pfsVYLF6gVec2obLQ6bhyhh/utmDE7M/Dee0BHVX0IE+yfnsmh3cYiYdl97sdnMSHrWBHJUSsP0A0rIPkg5sLfBnxWVe/BE5HAfBbiSjCIVdqfipWyWYvpV1pj5/MDIvIQJurfHjjOEVnF6YhYf945mAfoFhE5xr01AeukcRMm3p+F6epCraIG4Mo3BO+ZyfTwjAWxUievYoVbJ2HlK8D0gy9j1+b52PlRgembLsDOp+9qWO/dVJ2HpuIWPf/AZEHHYI4OsJZ5H2PG2HBggaquxGolXgw8rarXququwOLyYLItgrxBFgMBweAo9z10o3gA6z+Z5167AngtJLZU1fVu+4zKRhPrz3mDC+MiIpeISH+1rL5QivtvMNE+Ypmo/bFKyajrPeeJDRGZiInyQyH00A1oJeYRG49pm8DE/Zvc+6tV9U+qWpHJK/CGCDwMnwDGi1XT74nN5Z3Y3H8P8/jch5W0+UBVv6iquwPHSet7gVjJiu8A76vqyVgR4UL3dk9MZP0w8DlMMzUXqzO2SVUvUdVVaRTG7YbJMy5Q1Zuwkkd9sfY8s7AyM7dy2EBdiBkeK1V1qWRYCaR6GAo8rpb5fTdm2IM5RYqAM1T1BKBSrNXYXZjncR4kfykpf9ONARE5T0QeBh4VKyQX0tR8jK1wbsTSafMwQ+MIMmVVE3iYr8A8MhNd3H4K5jaWkFdALY27n4isw5oDX68tWBk5nQjcbBYBP3VemS+59/q41eU8LLHkFBG5G8vmeivsOEnlxk8Gwg1UEfkWVlRyOxYm2Yk9dLdhep/jsXD7QUwHdWKmGbluIfoGsFKs/VY3rPYTWC22GiypZDDwjPOUzwHGicgUJ21IeWPMXU+vAv8UkevE+r8OwbKW52Llj57APD6vYPUoqzFx/xQR6ZXOXtRoCFw7fwYKxMp+/BoYLCJnq2o5lkSzW0T+ijlFFrlnyWtYzbqk90Z7UX8dhAv9RGQcFpO+HCtxsTYkjg5s8w1sNfih+z1dVndRE2HePoWJxZ8DztJAbzURaaXWTHkMMEBVn2/5Eac+Ikf3OnXG2GRVHelefxwoUdXvi8jJwNcxz81Pk/0mlUgiCX7FRNi/Bm5S1So31//APGQjsb6ey7EOBjVOE3UmptHbl673hLDzMNTqZygWVjoJ8862wgyQZ7Es6s9gRtqN6po2iyWbfKhpktkrh7Nv+wNLMc/go5jMZQ0mQv8YMxruV9VNgX3bhYcrM4VI1557/cvYXD2AZYh/B2s3eB92TuWr6lvh+6UC3iCrBxHpimWfLQJOwbQ1l4nVz3oS+Jaqvh/BCBFsbjPSyyAiuZjn5R1VfV2sUfrpwKuYN+Z1YKe6dGNPfHAC4POwDKN3sJv+3ar6ooh00MP9/QQTl3/sfs/o+kWREJFewK7AHIVKhjyDPQj+iskS7hGRkzAD7RRV3Sgifd2KPWMWZS5MPkBV/+PC5FsDAv7PYtqeG7CozIlYKOlkdZlubrtWqSxTEJE+WNboc2p1KEdhtRX3BIyyHzJX3ZwAABWcSURBVAK5qnq9WImL72HGxN2B+UqarL9kQERGqeqywGKzA3b+/E5V54kVCP8qVl3/H4H9QouClLkGvUHmiGBUXYSVACjDwhJXYYbE1/VwY9s1qvqd4D88lf758SDCvIVuvO9imXrlWCblXzF38zRgLHYDeqXlR5wehHkjOmKi6YHAi5hO50XsvP0JJmodBbwJ7A6eq5D+WqZYEcuc/CoWPgt1jJiJ1c0rwoyKP2FensswL8844BpVXe2OkRFzGzA0WmHh8IWY5/VXmE7x09h5dw6Wff6Mqm4TkXEaKOycDkaIWIu8XwA/UUvgehC7/krgiE4k7wE/DF8oufcy6vlRH2LZkZ/BNK9nqGVGhoyys7EEiR+GFj/pQEZpGiIhjghGxW3AV1X1Yiw76jSs/+SP3AU1DzheRAqDF1AmXUzuZhwyCnq5lzdi4bBHMW3IV4D2mGdsrKr+ADjfG2ONI6SlcCu/tmJp3G0wkfRKtazeR7AH4IdYOOS3WJ+7XeHnaiadr9Gi1hZqDTAa6IOVJGirqnOwdPqpWLX9b2Khk52q+tmQMeaOkdZzGzgPD7j7537MGJusqr90f/vvgCGqugwz0kYAuW6/I7pspKoxJkdm3q/CrrfPiMgMe0mXh84FOazxvAvLIiXMa51Rz48gcrRGcxyH5UHvYYvKYPmdxzFZwN6w/VK6ioH3kDlEZDgmBHwMWIVlu5SptekYi4lPT8U0ED3dNvcDd4TfXNKVwOrk18ADqrrAhW//hBXC3Yh5avphSQ1XY5X4+2BzO0pV5ydm9KmNWxE+o05PIiJfwcKTr2HeyD1YttrvVbVURG7Gahf9ItVDQc1NPdqnL2ELiQ+xgs7/UNVnReQS4GxVPTPMO55xod8Yw+QdNU0TdsQSEooxr/RvMYN9EXbOrE/k2FKFxkqE0omM9JBFsMaPwwSB1VhhzGuwG/BYEclXa9XxEhaW+Bhb3byC9VXLFGMsC7eqw+rkfNb9/CngX6p6IRaeuBToixlhx2EG7GuqutsbY7ETOFdnY1lEiBV2LcLE42AFdHdjD4QvuNd+DzwIVj4k/Jz3GBJdiZAuwF+Ay5wB9gB2j8AtUEJe9rQ2xoLnkIh0FJGfYufey5hG9DisdMP33Tk6Q0TahYxWVd2e6h4MONILIyJ9ReR+bAF/KxZJuQOTCLQF/iAij4nIsfUdJ9OI8Ay+CMtGvgp79j4NDBeRsaq6GevacK7bPNj3M63mMKNu0gG3cGg1/HmxHmr7gFdU9WfAH7EbcE+s79w33T43q+p7bt+VwKmq+usE/BktjpiI8g4sjAumq9kvlsreCTjbaer+DvxNVT/AwmajgR+r6n0JGHZaEFgJ/gY41nluemALgx9hLWfuwELoHwF7RKSLqm5W1U3h57zHkOhLhORghTwXYbWOCsDCmsEwUzqHmuIdJm/xPyBOOJ3cISPcvTwMeEStztou4AdY9OQVoFSt/dENqvpm+PFSeS4ai5cI1U+rRA+gpXAx/dbA6yLSD/M2VGCesYFArYgMUtUyEdmBVdv+M07z4I6RpVbdd13L/wUtj3v471XVdSKyFauJMxtr9NsRe1i9iXnFrsNi/b8UkTmZYqw2B+EuebG+fsdzOEHik9jN6j1s1XgZ5rH8o6q+HzxWut2wmkrgGj6kfRKRkPbpQrfN77ASIf8nIgswo/cNDStzk+5zG0WY/EHgcyIyTFX/68KX31LV29IhTB6QaHweq/Qeyrj9NpAvIm+o6iMi0kNEnsEycPtgRtnvMY8hqloSPF5C/pgkIRDeD0qESrE6bJ/GvPw/57BE6C0OS4RGYHX90pa09pCJyGARuV6sYnQx5j5+EFvV7MOEussxceA+4DoRuRcLU+xX1W2quiGDvQzHAV8RkQmYRqQWa0vRHTgWKFKrufZTLJX9CeAlNfGzJ0aCnojAa50xEfmFqvppzDMxHSs6Wg38Bzuf/6iq29w+aeXGjycB7/gZWEujT2Di4RVi9dkALlbV77uf5wC/1EAZi5Yec0vjw+SHaOO+n4yF0hCr/j4EE5t/T0TOwZKXPsbKoazAjLJ1au3IDpGpxpiXCEVP2or6ReRazOJ+GrgHC609hBlh08RqxvwNu/muc274E4GeTiOS8biwzhnYzfdarLhlLVYK5C7MJf8Ft20vdYUdPU1DRKZiDen/oqrPiMjfME/FQyJyFvBrVR3oth2orpaTX4FHRuJUIiTT5las/Mffseu/E9ZbMQtrX/M9zPiYjC3c7gkuCFJ5rsS6inwD6Kuq3xOREzDj9DbMMGuFZfedBnxTrUbWY1gngp+oawDujpXSc9EUwv9252nsgYUfT1XVG0WkB3ALptGchdWyuybsOHlApQbajqUrqb6CqY/+wHWq+gtVrXFhxrOw1grj1aohPw/cDOC0Dk+HjDFJ8p5XLYGqHlDVp4APsNVvOdZn7h1sZZwnIiFNjTfGGkHoPHPSitZiLXm+j+lwJrvffwJcKSKjMQ/lKhEZ4m54awO6jIy88deF1z5FTwQvxtWYNjEUJl+IRQ5qsTD5icB3geWq+vOQMQapO1fuMmqHhcUGAtPcNRcKvbbDdJpfBz5W1ZOAqU4DdYGqfiJkjIWu61Sdi6biJEKz3c/9xBIfJmKLn1wOS4SqgKBE6I7AMULX77pMMMYgTQ0yEWmLCSw/JyLniMgLzmPWEXON3ihWN+sFYLtYZfkj0DTPmIoFVb0Tcy9/GzjBvfxTTIS5ImEDSwMC51k3970XVuX8z1jj5bFYf8RbsQKlqqrHqzUCD2UEaqbe+CMhImeLtZwJecW+gnnKv4M9FB4EOoW0T8AGnPYJK2fxbKLG3tL4MPkRXIcZW92Af7rXpmFenWOAfqr6AibfGCgiL2NG6hJ1XUcChljGPT+8RKjppHPIchS2iisC5mI1sr6qqqc6a70fVll7aQKHmTK4i+w6TFA+OhNvOPEg5MkKfD8b0zAtwRYI2zCPzeOq+p6IfA2r33aVBITSkoE1rxpCDtcQuws4oKrXunDHD7Bz9ypgEObxmQj0VtUfi9U5Euc1T4uq8bHiw+QgIp2wQr/DMe/fjVhG/WYsieYNdx1mYefPblVdkqjxJhNeIhQf0tYgC8d5wW50moCuqro18F7G3YAbg1s571TVfYkeSyoSfp45T+5vMM/Dye7rd9hiYRKm0+kA9NAMa8nTFDJV+xQtcrjdkWB6qK9jWbxzMKlHDRZaug/4MvagPRUrC7ImtKCA9DsP3TV5BxZGewbzDr6DNY/viYUmVwa2z+i+xSFE5JdY+Y//Bl7rDvwL09ktFJHvASNU9csR9vcLTNI0ZBlCRFqJSHuxnlj/BrLcTXerez/kXs7oiylanBbPG2ONxHlvuojIRWJp3wMwj9gVwPnAb9XqFS0BtgB5qvqxZlBLnljx2qfY8WHyunFapeuBCZjnup+q7sC8Pn8IGmNue83054eXCMWPtPeQicjx2IX1e1V9O8HD8WQQETxin8Ga5e7FdCm3Y6G0Svf9VEy7c4f6JIl6ieTVdh7cPwBXqGqtiLwB/C8gmMfxNMzYvSWTvGI+TB47IjINC1mOV9W8RI8n2fESofiQCQbZETcRH570tAQRjLE8LAx0u6re7x56+zBB+XAsI6ka+FkwPJnuxkJT8dqn+vFh8sYjlkHeRVU/CDdqEz22ZMdLhBpH2htkIfxJ4GlunGain7rihW7VeCNWbfpRrPn3WOd5yMHC6J9X6/E3NBQO8Tf9yHjtU+MQkS5YDcH3sZIOX8Ga0U/FvIVvichYrObg30NGq8fw12N0iLWWaoP1N74MKxFyXWjuMsnD2ljSWkMWxBtjnubEZQ2dAlzodIs9sOy+P2BFRx/H6uyMEpFvYBl/e3CtuQLGWJa/+UfGa58aJoKm7jPAr4CZwM+Arlhl+W5YXcY+IvJzoEJVb/fG2NGk8/kST1xoeyomy7hZVb8bnDtvjDVMxnjIPJ7mRkTygUuwrKx5WKP6+zHR/oeqerPT71yDGWpPOMGwJwJe+xQbPkzuSTReItQ0MsZD5vHEk1DoK/B9OnAT5n04CWiPhdBuUtUzgUdF5GpVfRwTvG5V1R3Oze8JI+gpdMZYWyz8eAWwFAtDtsEq7J/l/g8PAXe6ffaLI52NMRHpLiLj4FAW7ygR+bvzwu7GvGMT3eb3YV6xt1X1LiycdLmqrs7EUK4n/oSuNYlQcNjTMN4g83hixHlfDhkL7uVvAM9imZPVWAHdO4ESEfkFJpwucdveD5ztjI79eI5CfYmQBvFhck+y4g2xxuENMo8nSkTks3DI+9JKRL4kIse5t9cCc9Uqdy/Fal/tBK4EnlbVE1X1Gbf/s6p6qb9pHcZrn2JHVXdhQv09WPgxC+u32Bk4D3jZeSz+CHwB88xeqKrlYcfx56HHkwT4cInHEwUi0gG4SET2AJuAS4G2wCUicgGmzTlRRCowsXkXIF+t991r7hgZoWWKlTq0T7dzpPapEAu5DQf+wmHtU4XbJ+21TxE0ddOBr7m322P9A0Nh8kkufHm1qv5aRM4nECb3nlmPJ/nwon6PJ0rEigx/C2uWe6+q3iUiVwHZwPPAsVg1+E3AjzSsqrfnML5ESGxEMqJE5CGsd+BCLLNtC/Au8H1gPVZX7A61+mynYQkQl3uPmMeTnPiQpccTPe8Cr2MhokHutXuBacAAVf0TViX+wqDBkJCRJjFe+xQ9Pkzu8WQO3iDzeKJEVfcAzwHLgWNF5ERV3Qk8goUvUdVVcESWUVobDI3Ba5+iIxAmP01EJgK/xjR1t4jIAA6HybtwZJh8i6q+5o6RnZjRezyeWPEhS48nBpyh9XmsxMVS4Kx0NwyaSgPapwrgt8CPsL6Bk1z48pNO+/Qo8IALu2Wc9smHyT2ezMF7yDyeGHDG1+tYSO3H3hirH18ipMn4MLnHkyF4D5nH44k7IvJZVX3C/dwKuAhYpaqvi8jPMK9XidNInYwZZFuBcaFwm8cQkZHAD7EM0++p6isi8jnggKo+FdjOV0X3eFIYX/bC42kkmZLhFyu+REjcKcGyKacAV4nIa6r67/CNvDHm8aQ23kPm8Xjijtc+xRcR6Q9cCLykqnMTPR6PxxN/vEHm8Xjijqsd9jXMiHhDVa8VkfZYcdf7VPUFEckPZaW6fbzH0ePxZCxe1O/xeOKOLxHSPHjBvseTvngPmcfjaRZ8iRCPx+OJHi/q93g8zYKqHhSRUImQl7wx5vF4PHXjPWQej8fj8Xg8CcZryDweT7PjtU8ej8dTP95D5vF4PB6Px5NgvIfM4/F4PB6PJ8F4g8zj8Xg8Ho8nwXiDzOPxeDwejyfBeIPM40kDROSAiCwQkcUi8pirih/L/lc3Yp9nRKRLhNdvEpHvxHKswL6DReSLgd8ni8jd7uccEXnJ/Z3ni8i9IjK6EZ8xQUROD/z+aRG5vjHjjeEzrxKRZSLycHN+TrwQkQdE5JxG7nvE/Ho8nujwBpnHkx7sUtUJqjoW2At8NdodRSQbuBqIySBT1dNVdVtsw2yQwcAhg0xVP1TVq9yvE4HW7u98RFUvU9WljfiMCcAhg0FVn1LV25oy6Cj4OnC6ql5Q1wYiki51IY+YX4/HEx3eIPN40o83sabeiMgTIjJXRJaIyBWhDUSkVkRuEZH3gRuAfsCrIvKqiFwqIncGtr1cRH4V/iEiskZEerifbxCR5SLyEjAisM1QEXnOjeFNERnpXn9ARO4WkXdEZFXAG3Mb1mppgYhcIyLHi8gcEekFPARMcO8NFZHXRGSyO96pIjJPRD4SkZfda1Pd8ee77yNEpA1wC3B+wNN2iYj81u0zSEReFpGF7vvABsYbPifXOi/lYhG52r32RyAfeEpErgnb/hLn0fwP8IJ77bsi8oEbw83utVwRedr9fYtF5PzA/+B2Efmv+wr932P6O8T4rYgsFZGngV6BMU4Skdfd//B5EenrXn8t8NklInJspPmNNE8ejycCquq//Jf/SvEvoNZ9bwU8CXzN/d7NfW8HLAa6u98VOC+w/xqgh/s5F1iJeaMA3gHGRfjMNUAPYBKwCPOwdQJKge+4bV4GCtzP04BX3M8PAI9hi8LRQKl7/XhgTuAzDv0e4b3XgMlAT2AdMCTsb+4EtHI/nwQ87n6+BPht4DiHfgf+A1zsfv4y8ER94w2bj9A85AIdgCXAxPD5DdvnEmB9YMynAPcA4j5rDjAbOBv4v8B+nQPHvcH9/D+BuYrp7wDOAl4EsjHjfBtwDtDa/f97uu3Ox5rDh+b/l+7n07FuDEfNr//yX/4ruq90cZF7PJlOOxFZ4H5+E2tXBHCViHzO/ZwHFABbgAPA45EOpKo7ROQV4FMisgwzzBbV89nHAv9Wax6OiDzlvncAZgCPyeG6sDmB/Z5Qa6e0VER6R/+nHsUxwBuqutqNv9q93hn4i4gUYAZo6yiONR0zTgAeBH4ew3hnYfOwA0BE/oXNzfwGPvPFwJhPcV+hfTpg/7M3gTtE5HbM6HozsP/fA99Dns1Y/47ZwN9V9QCw0f3/wbydY4EX3f8wGygPHOtf7vtcLNzs8XgaiTfIPJ70YJeqTgi+ICLHY56h6aq6U0ReA9q6t3e7h29d3Av8L1AM3B/F50eqMJ0FbAsfV4A9weFG8Rl1IXV8/o+BV1X1cyIyGPPoxErwuA2Nt7F/w46wY9yqqn866uAikzBP1K0i8oKq3hJhjHVV+o7m74i0rwBLVHV6HccNHesA/nni8TQJryHzeNKXzsBWZ4yNxDxJdfEx0DH0i6q+j3nUvshhD0xdvAF8TkTaiUhH4Ex3jO3AahE5Fw7plAobONYR44iSd4HjRGSI+5xu7vXOwAb38yVRfsY7wOfdzxcAb8UwjjeAz4pIexHJBT6HebZi4Xngy867iIj0F5FeItIP2KmqDwF3AEWBfc4PfH+3kX/HG8DnRSTbacROcK8vB3qKyHQ3ntYiMqaBYzXmf+jxZDzeIPN40pfngFYishDzFr1Xz7b3AM+KyKuB1x4F3lbVrfV9iKrOAx4BFmBh0KARcgFwqYh8hGmqPtPAmBcC+514/ZoGtg19fiVwBfAv9zmPuLd+jnmT3sZCbSFeBUbXITq/CviSm7OLgG9FMwY3jnmYRuu/wPvAvaraULgy/BgvAH8D3hWRRcA/MeNmHPBfF5a+AfhJYLccseSMbwGhOYv17/g3sALTwP0BeN2NZy+mJbvdze0CLAxdH0fMr1jpknsb/us9nszG97L0eDwREZE5wJ2q+nKix+KJjIisASaralWix+LxeJqG95B5PJ4jEJEuIlKC6dK8MebxeDwtgPeQeTwej8fj8SQY7yHzeDwej8fjSTDeIPN4PB6Px+NJMN4g83g8Ho/H40kw3iDzeDwej8fjSTDeIPN4PB6Px+NJMP8PJmAXz6hmUjIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a jitter plot.\n",
    "fig3 = plt.figure()\n",
    "ax = fig3.add_subplot(111)\n",
    "\n",
    "plot_opts={'cutoff_val':5, 'cutoff_type':'abs', 'label_fontsize':'small',\n",
    "           'label_rotation':30, 'violin_fc':(0.8, 0.8, 0.8),\n",
    "           'jitter_marker':'.', 'jitter_marker_size':3, 'bean_color':'#FF6F00',\n",
    "           'bean_mean_color':'#009D91'}\n",
    "sm.graphics.beanplot(age, ax=ax, labels=labels, jitter=True,\n",
    "                    plot_opts=plot_opts)\n",
    "\n",
    "ax.set_xlabel(\"Party identification of respondent.\")\n",
    "ax.set_ylabel(\"Age\")\n",
    "ax.set_title(\"US national election '96 - Age & Party Identification\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, \"US national election '96 - Age & Party Identification\")"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create an asymmetrical jitter plot.\n",
    "ix = data.exog['income'] < 16  # incomes < $30k\n",
    "age = data.exog['age'][ix]\n",
    "endog = data.endog[ix]\n",
    "age_lower_income = [age[endog == id] for id in party_ID]\n",
    "\n",
    "ix = data.exog['income'] >= 20  # incomes > $50k\n",
    "age = data.exog['age'][ix]\n",
    "endog = data.endog[ix]\n",
    "age_higher_income = [age[endog == id] for id in party_ID]\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111)\n",
    "\n",
    "plot_opts['violin_fc'] = (0.5, 0.5, 0.5)\n",
    "plot_opts['bean_show_mean'] = False\n",
    "plot_opts['bean_show_median'] = False\n",
    "plot_opts['bean_legend_text'] = 'Income < \\$30k'\n",
    "plot_opts['cutoff_val'] = 10\n",
    "sm.graphics.beanplot(age_lower_income, ax=ax, labels=labels, side='left',\n",
    "                     jitter=True, plot_opts=plot_opts)\n",
    "plot_opts['violin_fc'] = (0.7, 0.7, 0.7)\n",
    "plot_opts['bean_color'] = '#009D91'\n",
    "plot_opts['bean_legend_text'] = 'Income > \\$50k'\n",
    "sm.graphics.beanplot(age_higher_income, ax=ax, labels=labels, side='right',\n",
    "                     jitter=True, plot_opts=plot_opts)\n",
    "\n",
    "ax.set_xlabel(\"Party identification of respondent.\")\n",
    "ax.set_ylabel(\"Age\")\n",
    "ax.set_title(\"US national election '96 - Age & Party Identification\")\n",
    "\n",
    "\n",
    "# Show all plots.\n",
    "#plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.2rc2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
