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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Pandas\n",
    "\n",
    "Pandas ist ein Modul für das Arbeiten mit großen Datensätzen. An sich ist des Dataframes in R sehr ähnlich. Hier hast du eine detaillierte Beschreibung: http://pandas.pydata.org/pandas-docs/stable/10min.html\n",
    "\n",
    "Im folgenden hab ich einmal ein paar Basics rausgesucht. :)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0    1.0\n",
      "1    3.0\n",
      "2    5.0\n",
      "3    NaN\n",
      "4    6.0\n",
      "5    8.0\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "# pandas series sind einzelne df spalten - wie in R\n",
    "s = pd.Series([1,3,5,np.nan,6,8])\n",
    "print(s)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DatetimeIndex(['2013-03-29 23:00:00+01:00', '2013-03-30 00:00:00+01:00',\n",
      "               '2013-03-30 01:00:00+01:00', '2013-03-30 02:00:00+01:00',\n",
      "               '2013-03-30 03:00:00+01:00', '2013-03-30 04:00:00+01:00',\n",
      "               '2013-03-30 05:00:00+01:00', '2013-03-30 06:00:00+01:00',\n",
      "               '2013-03-30 07:00:00+01:00', '2013-03-30 08:00:00+01:00',\n",
      "               ...\n",
      "               '2013-05-28 14:00:00+02:00', '2013-05-28 15:00:00+02:00',\n",
      "               '2013-05-28 16:00:00+02:00', '2013-05-28 17:00:00+02:00',\n",
      "               '2013-05-28 18:00:00+02:00', '2013-05-28 19:00:00+02:00',\n",
      "               '2013-05-28 20:00:00+02:00', '2013-05-28 21:00:00+02:00',\n",
      "               '2013-05-28 22:00:00+02:00', '2013-05-28 23:00:00+02:00'],\n",
      "              dtype='datetime64[ns, Europe/Berlin]', length=1440, freq='H')\n"
     ]
    }
   ],
   "source": [
    "# create a timestamp\n",
    "timestamp = pd.date_range('20130329230000', periods=1440,freq=\"1h\",tz=\"Europe/Berlin\")\n",
    "print(timestamp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1d036b70320>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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F1HXZraQnTdTgdiwrpARRbbgeFSktpOWsOSfygxRSInNYIEAF84NWEMSwYNe9gT1tFZaDqBQ7Du3A1K1Tcfn8y+NPrl9kf3bvz1eoaiXGQpq7q3SZLrsEoQMjk9rowHPZrSkrGYpJUF2QQqoDdZLJ8BRS54MxmpEihheqb6OKNAMHV4kqJOnmxmq9qfQa/wq67Poy6JwzMutHef2v++6NzHsHaI3xqCOjbV+I6oIU0iRQ3deCuetFeavoCO3IiZEK1bc4mGXB6uurtBi5YTmDlmSD0TFab2KCGuUfZbe8bV/KQevORrjLbrWKvWB7K2ZtbMo9H5oQH2VQUKNRCT3NJFCbpoclhfBnIJfd0cjsa4EXflZpKdTQACSW1jv+iG0f/BCswcFKi6JNkoGlayHVUqbG+kx7pYMaeX1GQjIQOUkSI1WxqVapL3xoOS6ZsnrY8qNtX0YJGW37QlQXpJDqMNYHK0mR15AyWkM6Kll6J7Di/kpLQaSkZ948AMDgtm0VliQfXOUhkYV0hCocSiwLaNV8tpXe9oVVwRpSnWoyQqtHWYr0CLcOE6MQspCOSuhp6kANcSKYF2XXV0ipBInhRV3jrKEhbHnPyeiYPn2Y5ak+Jr73vQCAgU2bKiyJPkmUS7f90VtDWn2Tjv0bN6Fv1ar0CSy8DbjrI8CBjfHnVouFNOla1iwfm9btj8yebGRKnT8d05/Gnu98t9JiEEnJaA0p2ZqqC1JIk0CVV6RlC9C6PXjctYbye4+ShZQYTkIG12ZHBwCg5Y47hlMaAAArlbDlPSfj4D335pN+QoWi9h+OBwAM1lX//puptn1BmjWk1UP9176Ghm+elz6BxmX2Z5fGPrwVt5CmDGqUociRdcytQiO0H6M5dRs5yu7A1q3oX7u2QtIQqakWC2l3M3DDkcCeZZWVY5RACimRnr98DLjrXwOHA9u+0D6kxLCjrm+eclKB6mgN2Gs12+67L5f0Eytt7ulmyvV7FSDRGtI0Lruj0pakcf+Vbp8rGNQo4SLS3MTIk/J8lEbmhA5PVBvARugkQ1YwxtD+tykwu7oqLYo+3ntYXt0s+3VucLYLW3Z3mQkRACmkyRiZfdHwM9z7kD72DWD1X/NLPwE9Qz2YVT+r0mIQYT1NRddD5Ztn4nViVhVstaFJmgF1qqBGI1ThUOPci45CzqzKVgM5EJ4uGepKUY/erUMjNqjRyBQ7M0KfG8W3QP/q1Wi+6SY0XX99pUXRx11zPkK9Xwg1pJDmiNnRgaHGxkqLMfx4a0j9hj7XjnzHbGDmpfmln4Drl1yPny/4OXYc2lFpUcY4MfVtFI7QXBdVbZz3cyRYCNJYO91tXwpabl2jcGCTxIpQcZfdlEGNshA5idPEKGw39Bn59x6IsksKKdjQEADAPNRRYUkSUC0uu0Sm0NNMglYUPr/B2/XFL2LX5/4jP3mqFN9l1/kYQy67Tb32nmr9pf4KS0KMOZKO5d013iPo1UzlsptE2WzeBDQsSSpWlaIuq2JTE7a852R0zX6ZO7XCQY3SriHNUoRIE2l2FvT6b56HH619qux0klCW2KPZCsXYiJiQyxX3+Y6kcshIIR3NVXskQgppjpitBystQmUIrCHFyGrsymCkunSNOSq6vUQ+vWDyNaRM/KxiynLZ1Slv95xXfgk8/PnEeVU10u0PbNkKAOh8+mn/oK6FNK+qkjbKbhYM8xrS/lWrcFb962WnQyRHDmqU+3KikYCr1I2AfsAjoyi7RHVBCmnWjKSXOieYKblfjSELqUsiqwyRPVFrhqJ+z5Oc80ystHETR0PmEC6afRE2t23OTiDLAtZN49YHlkGKovO2fSG3LhHPRZUr1Eoogjzl7kOawcB0NLvsZrLx2gi9dyBmUoqxsT2R7Bn/R5BinqPLbu+y5Wj41rf9cSwxbFBPTWSPN+i3pMPV1+g/sOEBTF4+uex0rL6+DKQh8sKte8yqYB3MeSY+6fvFODfJ9oF2rDiwApvaMtyTdM1fgWcuBpbnE1U4DndNrd4+pKOQJIG9dF12nUsvmXMJrlt0XXny8ZQbYCuDviUyCafMKtp+lEF5xTN6J1e9NnOEWUmzHEtVMvJ8ary+K13djCq+fT/9Kfpefx1me7t/8OXrgJ1zkiVEJGaM9tRErnhBjSRrVB6Nfplp/nH1HzFly5Sy0uhfvx7bPvghdL/6alnpEBkidxQhkyTlZZHSRTYnkltIXSXd8gIAZUpvq/hZBqlcdhMFQhqNg251UCNleSQMarR432LM2DUjvWjK/FHRAZ5WHRuhA9ARIbVZStyfX73waszcNTN9niNVIc3yiRYcNWAklUFWa0hVBy2FO/CSPwNTvpo0JSIhpJBmjn5D0TnYiUMDhwLHi2YRB/tH7vpTZir2IeU/s80s+zQT0r92HQCgdymtC6pa5IFHFnUxsUUywTYcKUitIDM/Im0uXgxZWK9SDMDce0q07ctoIq6+8UVa6WUVLOW2Ly7lPD/3Uj2f3fT5VJBq9E4K8JtjgClnJ7rkhboXcO2ia2PPC9/2Jeb3KiVTeY0qVkgtC1j1KGAWxeM6fenGp4Fp5yXPM1U/PbLqT7VCCmkF+eQTn8Snpn0qcPzK167Ep5/8dAUkygh39kp2b8rFQlp5hdRrjNIMior9QHdztuIQCHQQ0qRIJt1HlVlIE8NZpbIa4AwUTZx09QuYunwPQmeN9ywDVj4sXdgZ2T6kkc90lBxaQyo9hzCXXQpqFM4I36c2G6mH4d7r5ueavHLbFwAYYesFs7SQGgUj8zQzY/004LkfA4v+IB7XsZA+9W1gy3PJ83TrREGj3xiNE5kVZKz31FokGgxl0GHN2aPwVXdovmUyDvz6N2XnkSeBoEZOQ5fLLKRVyj7NpHD3lbhRn/I14LZ3ZyyQTd/q1SgdClrgxwQhLruZ1sGkaeW9hjRh3WOctZilfEeHGhvRs3CR93dr9yAA4M65OxE6gF37GDDvZv/v3oPALW8HXrs1Ud5xeG7IWmOG0TiwyG4Nae5B2soNapSFCFE/DsPWGPt79mND64Zc0qZtX2wCUXbJZZer21WokA522Z/ysg93AiuHujnSrOWjCVJIqxjVi9H+yCM49Pjj3t97LroI+6746XCKFY8VooiOUpdd3xXTP6a3bg1Aw6L4c1LScO430XDe+bmkXf2NdshMeAVddvMebCdeB+q9psx32U040Nn1n2eg8XvfS5ivZI3rcTwENoevSUwzAPMspGO9mwu0RWFrSMOJKv+BLVtgdnamEEw//zgeeK2uvPyh93rm2e795/T/xLkvnptP4tXeXOdMXH9c/f2ZRJbiFqp42xdvSxqpfShzDWlkf5Io9gCRJWO8p9YjWcXM7qXWGYT1LlmKrhdfzCzPTHBmr3wLjHt8tLrs2lRjAza0a1c+CWt0XrPrZ2NV86p88o9Dks/7qwrWkPaV+mDmUG9Tb/sC5kWkTZ+GirD3gSVWQMpZQzpmXXbj6mcal13FI9199lfQcOG3kkgWpMz38oUNTeXlD806VoVjdh2y2fal/CSqDz2X3YauBvQWe4dBHj2yda/N3/pfNhkrpC7KIVs1l8MoZ4z21Mmo1OxZLpEvh4GAIuodDynHKV8F7j89XWbVoJB6t1V9Cmkl+dmCn+Fbs75VaTFswiI/l0HiFJw8TWZh0BwsO/9g8kkVZKdMLH8NabltnVY8CIZhWSvoWkjHbFAjj5A1pPI+pGU8+8GtW1Nfa+dfZlCjMgbo7pXfeWQlLp26Rn2SV2SV75OLpoWW7oFE19C2L2r87cCin+sXnvkCLn7l4uEQSYs8XHarcg2pEWK9LXPbFy8Z1S3nsbyH0IIU0iToDFoyrMRV2UDoEBpdN+R+ds4B9qW0pGmsIbUGBzG4e3e69HXgRuHuM8t9zVUMubelVd9Yh7jsVmAN6d7LfoLWu+6qvjKz/DJJ67IbhthUymkmt5CmEctyBpnV6LkwLITNDnhLSFNYSCNOGSpZuPKpdWjq7E8kJgAuqFG6+mdkUG03N3XhuXX7o0+qgnf4F09vwEduehWDJf3J2MpLXVnCo+zq9wvrW9dnKFF5lKMsDRRN9Az64yY3qFFVVhJvvXu2FtLI8ZlG2c5Yuw+N7bT3fNaQQjoMpG48qrGB0EEOapRn4ACNNaT7r7wKdZ8/E1Z/ioGSlgw6ZqFRBlenZ208UEFBQgjbhzTLOqj5XnfPno2Df75TyDuPyab0276wzLwxhPsK3W6EJW7bosqrZFp4aUNT4P4TWUhHsRVIex/SMoMazd3agidX7sX1MzYlltCP+Dz8FshET74KFNJZm+z2dqikX1bZWHsqf+/lEoyy63yO4Ci7jDGwYjHibJEz/7QQ77t+tn9gGAJ2pSdkTyZPIc0xqFHEZMVlT6zFl+5anHl7MGdzMz584xwMFEdWfcwKUkiToFX5FOekbOxGqoXUc82VBxe5rCF1Z/rCG6beJUtscYaGss/fTtkRoYoGtcNYdS6ZUqF1opGoFVJWJUGN8nAHSr3+s4wou2FEKzAp1pBGyHXva3X4/mOr8ZI0MTLm15DG1Qf+Z8Yiz9epWyWnPtXWpGgHy3TZDSgaOaH7frR0DeTu8pck9ZE5ksiesCi7ocuJqhS+bnU+/Qx2nv6ZWLdjl7rWkLWw1aiQhm235BkB8gtqFKaQumXf3suPJ7MZ+934wmYc7BlEU2cyl/zRwljtqYeXlC/6SFVIvaBG8t6PuWz74gxkCjXoL/Wje6g7/NxqUhhHOlVgKYgk0Im4X9S/Z5FH/OnOe2DkZCFNuu2LpxSGu+x2DXVhxYEVCdLUPClEId1z0UU48JsbtfMDgP0dtudDW6844eTek5bL7mhuGwIuu2H7kIYTVrf4Nr1k2t9rdfbvkynTZTdvjARbY2w90IWP3Pwq/vZ6Qz6yOJ9JiqpKi1WbhrZevLwpvSdObBtQBWuD01JsakKptTW9QumNz6qwDHJeQ6qsFqF52YywuYsRBSmkSUi5hjStIjZqghrlue2Ltx9VDc56+ix8fOrHs88jDsW2L6OeiGc5UDTR0lXpGT7FukUg24FHGRbSPN7txO2M5VsHwoIaXfrqpbho9kXoKyZbLxPdVEoKKZdn75KlOPTYY4orkrcdyVx2RwemxfDnV3egeyDChS/FPqSqra0ACIPgolmOhdSfHElDOU844TSO8uichjm4csGVAIDdjgVqyc62MqQKx1OuIgQvtbWh8/kXvL/LmgALs1INI6fftgAX/y0HTxz3niQvtmueXo+X5qzBtg//KwbyilRfBsLzLNOy6RsOykomHzwLqCjc7INr0G8YZUfZVSJ7UUl9tamhkQ6ZQ/jDqj9U1brjkQAppBmysr4d97ymaLzSuuzm0AEMbN+OPd/9HqzB7KN8ergvtCVZXfLo0FxXL6OA1v7WkHNydp2qxn2rKti5XPy3VfjIza9WTgAV0hrSTFZUJU0kZ5eopIPOnS2ON0HEGtIdh3YAAIqW3holV4JofTTMQhp+FW37oscrm5tx2yvbcePzWyIqaNg+pCneCt5C6gzUxqWxkDJpEFiGHPkQrZRdPv9yvFT/kn1K3pJ4xtrwnBp/8APs/9nPUDp4EMMiVM7oKAGpCJmIm7q8Ea/e/Risnh50TJ+eT95lIMpb5vgqS6+hGH742GqcdPUL8Sd6BIMarWtdh5/tmILJxxyVzxpS74taIVW/d1L92ToVD218CE/veDqVDP8w/UvAvZ9Kde1IZuz01MPA1+5Zij+8sj1wvJrWJxy44VfoXbQIAxs2pE7j/tfqsPtgxJ5cYev0Eg7IJ8/aGt94uWtICzXxCealMHqj8OpRSDOpcQ1LgLWPJ07/te0hEwPDSciaE2aV2XmLiaaWqdIh5Q90DmDLvk5XGH8NaZk1R29yhiFtDU0in2ch1Xovq+fdLYchx0rZO1RC7PRAApdd/zzJus+16aVyLKSey26VegW5W2NUwTo7t3SjFNJSk+3eykp2/1g9I5DysCyG1+uytDyLE5XqU/Itva/O/CquX3J9omuEoEblxkXIM+ikROL9ghUuuz1DPQCA/bU16deQRhVVYIs4sVx0irltwK6jR4w/Io14mNi0Amhal+rakUzZCqlhGP9oGMY8wzC2GIaxyTCMy7IsdZk5AAAgAElEQVQQbFSRcq/MXNaQhkWE3bPMVkBi6Bsq4aYXt+Dr9ywNz8KS3K8SBA5gpom+1asBAHfP13CVsXwLaXiiOXfHzB/46SgaxeYWNN8yGSzPyH5Z3PLDnwee/X5I+sMzxEmvuIVMhmQpd9I1pFz9z+PdTuIGXLIsGJxVir+2qacJ5714HjoGOrxjZVn/VZMDGQY1CiORhbSKJpMyI6ytj1pDGlLOfH01uf6MP9u1kNYW0rjsjoygRjrZJLn7IXMI9Z31wrG499h9F81hm9QKiXRaAR5ctBvn3Pd64uvC2g9vqYKiLza4Nf95sv3Q9sSWNKH/SOBxy4pFnLv1ZUwo8R5yOXqwlYti2xdhCUaZ7bY64rhcoGK5mN6ka0T+XpEmK9Oq8rKrAFlYSEsAfsoYOxnAxwD80DCM92aQ7ohE2TGmnHnKZQ1p2CDlof+wFRBNegYjXPgCM0xe5rHpHrznHjSc+01PKY1FRyH1ss/X7Ucgol1puvZatD/yCPpW6AeLSY4owLrWdandRypJen2USX9Ks52ViLLLz2pXeNsXxvgaIkbZfXjTw1jXug4v7E7iWuWmxBP2EogKKbMs7aJMsh7UVZzG0hpSl8jn4C1B1LeQCsGLGLf3M9e3uW6VNcMZ1Gi4B9Ea+SWR6FdLf4UvPvtFdA11ecfMmK3MtIIaSZMOWRTTyob28hMpk12tPfkkHF2YiZPb17Mv1xggQlufYLK1c8YMnL/1ZZy39WU+sWCa1ULIGtLg7xGkblOiXXajfYCSexxtPdDlRSofq5StkDLGmhhjq53v3QC2AHhbuemOJtK+6LlaSFMO0tzBXdQteRZS2SKq8bIN7twJACgd0Iyox/wou/Hn5tXgBpX8qEGw60aVtTyMMbR0q4MJnffieYndgmIyyy6tqGyyvpK2ffEwuIFIWJTdtG2Q00qof2SW0Mk3XPpLbJ12gla6SeRJtoZ0dCit4l2oyyp0H1IgsYWUP7/oRNkdN8KCGiVDXz4dY8fS/ban0UDJb7fNGI8qnTWkcuZZjCUWbj9YdhqVItTy5BZLxNgkqYW0oasBZ0w/A/euvzfZhQlQriHVwBqwLaMTTIVBYRgVUu01wZ7LbtjzSRdoNNH5skLqyF6IeMHdvkd3UmJnSzfOuGMhGtv7Ewg6+sh0DalhGCcB+ACAZVmmO5JQWkirKKiR1zFJ71Kxv4Bin051YPj2phfwT4f2hZ9iylHKnE8NhdRwGiDBvTGqHNw1pJW0kLokdbfIWJ57FtThIzc5wYSqcLIzDZm9A3msIU2aBlf/K72lE2NAwVs/Fa6Q+ufryas13yW1C/2bguvuA5dElFfYL4IljwjiGQIY/4f6VO75CxY8rk43ddqDqbKi7CZ9p4YrAqynBWZrwXDrNT9pEj+IdVx2dQb1WVhIR7MboeeyG1XmyQqvqddeJ7nywMq0UsWSeg2pe7+KY8O5D+lAMeGYWPFOMAAHYEZv9eedmYLQoEb2p2EgtMyT9u/1B5NFsR+tZKaQGoZxOIDpAH7CGOtS/H6xYRgrDcNY2dpaBUFPklBmZ1cNgRA8vJdJ7GR2zjgeO2ceDwAYqq+H2dmpvNzq7cM3dszDbxfcGZGHWiHVKsZCcEYsegG6v+1LHLm5pHhu0Jrn59S/L9zhv1e5qzvVbiENCWqUZckkrU/8+blMNiVx2QXzLKRg4du+pJACgFvFI1x2nXy1U817DanM6r8BNxwJDMYMdvavtc9r3ZY8j7wJq/OyEiesJY0v55LlK/r86X9dau+7ye9DyhjD7Stvx56uPdGJWinXkHIC1LX2YHbKvSprj1yJwsRGjezi5Yv0HpJ+9PbK5d6VuIkULR1cdtmNTHEME6J0AL5xIW07n+d6QHHblzSTrJxsXts/fOPUwZJmXqp9SL0lBwY+x+rx5Rlfjk5DUS5aJaVqH8G77PLPV/JI8N47vWfSHbUEbgyRiUJqGMY42MroY4wx5UI1xth9jLEPM8Y+fOyxx2aRbVWibILSuuzmMegPW0PqMtiDXWd8Hru/8lX15RovmDvbyAKKqUYjVAjOREfmqGMhDWlYsmK1u7ZGLtN104DB8DUvWT9fwYUk7xHIcCmk6TVSdUKVnBziBoe5rCFNkKa9htR/Lyz4FlJBcXbOibPa+Aqt/fed938fTY8tCs8c0GsPJDmikFu0RPuQyu/u4jvsz+4YBWfjU/bntpfi8xhOmPdfkIBCyj+H+HIWLKSKZ8i77NZ31ePhTQ/jx3N/HCNvyjWkDgbsvSr/X4q9KhljOOyEp/DGd9wVkUFGltgwhZSrf1ZMG+WemWQrlCz6GsMYHWrti3Uv4v2Pvh9t/W2R/YJ3uwkVS6ZUWLJFeJ5Jxjcq5cy7PgPBNNG2kMYFNQLQ0teivLRrz0SYRQOZW0g9E6lOEnp59wyQNw+QTZRdA8CDALYwxm4vX6QqpNyZrpQuu+4gMRfC7mnaeQCA4j61S67W++UpotLxPFx2q2AN6fytdoPIDyrYgQ3AMxcDL12pl0gmA4ayk6g6dJWs5sm3ouX2P/AXSgk5ClOWa0iTKrfDtYZ0qA/oPxRzLgQLqUrh5Dv+2OeguJ+O+Vu43OTckUghTYNqsJ896SKQWr29aLjwWxhqaMhWGv5Wwwaqcnnwz0HDBc2KOb+2hrOQOtfFBepJHdRouEigkEZWN6nNcMuFL9PYoEY6a0glyivW6ulYsqge07ZNAwDs7twN972NctlNmqXKDTtrlAHJktQH1eR1NbrsxgU1Ckt/2zbsW3I0Dqw4UlkuQjNpmiju3x9MJM5lNyL/pGtIu0ghBZCNhfQTAM4HcLphGGudf2dmkO6IRLWGNO0+pLlaSMOoD7FqJCEw6E8wg+e6e2lbSJ3zqmENKd9EDTn7tHaH77slDJQzkC1qkX3mDNMeWbrF0v7ww2i77z7+SikdcRY4k5pQZWtIvXu866PA5JNiz3XXkPJW0bjtESIS9L4W4jrhnCykMm5wmFyjR6a0nHXPn4++ZcvQcscdOQglEyJbAjd2Icou57KrVEgjtn1ZuqtN7VZbdlCjYVJknfvtXb4c23/yU3T2D0k/x8ghDfpV58dH2bXLN3JYMUxLa0cKda3BfdPZI2cCA45LfoTLblKGZyLMJ1n7pjo3hQfZUC/w1y8BbRpb83FMqLXHaQNF3bY/XUW2eu01mcXeWsS1Ka1//BN2nv4ZtVKqyNvd9iVqvJU0ym43KaQAsomyu4gxZjDG/g9jbJLz78UshKsaym3VR8I+pLqX65wjBTXyBrs6irk7mNFeQ+q8yBEWUu/ynHpnQ5GuVjkJ16WUbaATeOQLwKEGCOPAnAci7CH9LYKqghRKkHaa2qfn+1C89qIzZr2eg1dvdYIaaVpIGYAJpaHoc71rEjyLFEWXaJY6NApnXMYp92j0muF8Bq2iBUWWLbnLrhBl1/Sfryo+Qo1CIR00B7Fo3yL8z/2vq91qM3DZTUuiZ+DI17dsOcxZL+Krd4oTuPbkTtTl0kSZwiU+fh9S97zwjGS3xiyaHrmUSqaF8x9cZq+hfuaS8jPIkQcW1nnfBU+mTmfdcGSU3YTtvGshzTZmqJgH/0Atd5yldaH9oTiWqJLsnAPUzQfmXK9/DTiFtJTQQpq0AnvrTNXX8kd6lywBAJQOilGk/fk6hcuuUYQxQfIiLA54Y32WcMzfPUBrSIGMo+wSIbNqFQ5qVH+wFydd/QJW1Ldzb1lKhVTnXtwXOHCuRqPidBZ8PpGuSe5ARsNCmpdC4JUk39FFDRaiNmOWObgT2BMRtHrzDKB+IfDarcJAcLRMjKd+ZPKF8lohxmwr7w1HAg1LUmaR1ELqDAaMfOpisqBG4hpSfh9SVZq6FlLGQrYUUJw7XC67OhN7VslCb/N47ohm+1j22sJsFVJREQmzgEqz9xouuzy8QqpCpZA29Tbh+3O+j8L45uAFVrxCnIr6RcDKh7JLD9x74HzWt4pBr1jJr/tKPVfqE1WTJq6FtL/Ujy89+yWsaVkjXGN412ppIM7/ZZRriMK+r6MfC3c4g/h1U9OnPwx8ueBPHAjviLyUg8ObsEs4aSRYSNt2Aff8X6Av2z1c1RNOSZ5x8J5S9UkJr5k4zjYcDOpaSBVrSLUu84Jjev/F5xGAoWhaGCiK/RljwMTjn0HNP96B1iL3/t/0VuCxr9nn7HwFgL7LLllIbUgh1aHMWexKu+wu2ml3Gk+v3uc3ZBr31Lt0qWJGNx7mrJn1BzzOD7sW2ApAt2JQAlesgnhNHF5Qo4g1pM49bG/PORKmoVIII8pZ5x7v/BDw0H9oZh8e9W2kEhhIbXrGrkMDgUDegSvFPyUrPWP2DC8AbEvp0JH49fQvyGN9eOKgRtzgWhXIKFHa3sw7w0RHYTHGhb2TyQdQqVx249YtcrTM3os9896CgUO1CXNJayEdximjsMkZpQUg3kJaMgf9HxQD+UjHj8IgAsQESdJCVZ6PnAU8f7nGpfHPoqfoBKezxLpbkPvHGT90vllYWboKL9e/LCYUopDyuK7m29q3oa6zDr9f8XulTKbFUGoPUXTkKLujZYYyJR+p2ep9d/tJwXoWZSF1ztENUuRF90YBaNkMHFgPdGS7VlwMahS/hrRlymNo2LhDXdc1yiBIuvHFhHEJLaQufFAjnfG45nKoqJRe3j0bX79nKU7/3TzhuMkYat5gP89eb3LOyWPXXPuvjj3OUb0Xr2cwpUJav8iOCD9KIIVUhwStubKCp3TZ1Z1dAfQslwYfcEzjnd7z7YvQ8cQT2jJ4yGHI3U5x/d/tv5s3hF+bdtsXjaBG35/z/dhzoujfsAFmR0fguGdpMnQbIFXhlz9iEFLNewAyTAOcwLNfeJv9eWh3oguvnH8lilZRqJN925vQ3z6uHOnEP/evAWZfG15h+TWkeVlII6I6S2f7g2mmdtkVIn9qRtkFgAmeQhqi3KVZQ5qivJK47A62DAAAzKGEXWLqycp01hft1BnC66Fc/jpBjbjjgoVU5Q4X+awU5ZvQQqsibSmalgnjH0WFT7U1S2N3o/ujcI4h1S220enjCoPoRzNuWHJDZNpRQY3CBt6eQrVuLXZ8/BPomjVbdZIjvPtel0GO2uzxaCvj6vLk4hXSyPGTU5S6rt1uG2oYhj9hnjHCPqQxz8fs6UHbjTei7oILUXK2W2Gq4GdJFNKU7daEWtdCatfxybO24pKoyNgK6687MRB5196ETOyZXFYM07ZO8/6+Y9UfsLaxAwVDbg84WUL6Fk9qzXenN61CuvHpxG7T1QwppAlIG8Y7yT6kxQMH8PaW5G42dV/8r/D8hT+4xjL+bAw1iOvR9LyEXJddSTGVLaYS3XPnoWPaNCcJzQAwCfYhLTdqff3Xv4GG8y8I/uAp+Ybv4pjUApZBpz+sQY2GifSlIl65tnUNeoZ6hMFvw+QZqH+5jC2o5Gf24H8AS+8ESgorkHR+btu+9IR7HwRF8d9LftuXQJr6CQIAJjprSAsTagO/uanaHxHvSKgypScO4A/ste4h9NXRvX+904L5ZuyyK81Kde4+DF1LRJdPHNhkf3Y6a6ASWiXD1pBeseoJ3LD0QaEoAmXPFPcrTNjqFeRA0cSnfz+/7LVXfaU+GJIbsbydinKtv3OsJtSDyL7PgJU+JKhR1BrS0HXd2+0o1n2r4gf05U2ABZWCNDS02UuHth1w3Bw3PYvXJ16Kjxc2lilXNFZ/P47aOs4uC8Nf2xlnIfX3IXX/Dtbd3y77LW5beZsoFW9RHY7o0XH7kDr3dvhQvxeQh8HAu659UZA3lYyJXXbFoEZ3z9+FWZF7ByefvLRJHjByS9sW3LjsxkDWhjSWs/j24eXrlGklLcnyxjmjZ9xHCmnGKNeQJnhpd572afz+weQW1aFdEdHOvAaSk0V3ICTLruF+LAc18n+IzrPpmmv8P7gw7JHF560hjXKN5e6/TAZ37Agcc5/5wR5fEUnewGSgkPJv8zBZMEcKBrMHesrJobSDhcB10e6boptVuiwjxQED+oMWfBUW890NGe+yG2pUixGYcw2MddnVGQBteEq8JEWBJQ29L6CtKFaxyy5j2L/sKOy78V7xuLslkDtxEulj657iHy8JFlL/6+caV+KjzVtibk1lIeVddvXKpbG9D7sP9mJ/Rz+AbKPslmSFlE/bW4Nuf8gB7fwuzrXiyP2nWtkUXKIdq1rYBHhg2XJU1+euWw8/JR4no0KZZfz8ejvi/Iy1zkTI3hUAgPca+u6sadqBlt/fhrctfAM+sMvTMJy0/P8jrYMR5fv41sfxyKZHlDI2tPXj8qkrvaNZIgY1inHZ5Y7zb1/RFNv8ZJMWYrvXs3ARepctj73KtZBqb/uSVlnm3bIVZS8k55w7aKonkuXHb3GTuUbIWcyLhK3Z96StHoxpxU8ZKYyeOxkGUls1Uu5DmpVbn9dvGYh/weUONjBbq/GCyQ1kmIXEYdP48Vg7YbxkydXd9iU+yq5eQulxm6IXNnAzfUmfHXf+ivp2dKWY+TeUa1hHNqHvQFoXzrjZ5Ah+++IWLNrBReKT04gLcJOVhXTfakAVyZbrKONgYP4gXiPKrrzm1bSYP7AEBIXUDWpUGB/msqtwFZVxo19y8gJINKvkWafyfBnKDWqUp8tu6G9Sf5TAZZaBSS67wWcYHYROMeRIYSE1M+obVUqfLD9zLGved/sLAKAAuX8UB+phQcL8vKzA8YCFVLrGkGVRIQWDKa+43MF3eWXuuiWu75uC9z/6fj2hds4B9q4M+VFPHjd66oSic4nblHTU+MpYxES754KbcA1pQ3sfag2xDbrlpa2Y5+xbXg5iO21/n70pfIs5AGCCBxf/Q4o+UWr3Gr/3Pey58MLYy9wou4Ml3UlC7wHpywbA8HZrMKLvS+W6LP0kv+OCy25Issyb9Mh5JMas3PqQSkAKaeYoZmPSBjXKqDILLidJXXiidUn1Jd4AQ2zoGFMP3s552/E4/4TjxeP84D1KVis6ym7XSy+BDdjrwz5Qx9D7+uvxN5AYWz5vxhFcMWlYbgGg+fY70DljBnoGS/j6PUuj11WEMDZcdtNZ9l0LqVwnk3Dva3U478FlMC0Tk5dPRkufPLCIiQiYhULaXgfc/2lg1lXB5MG074sxiGtIQ1x2/fPF448uqcdlT6wVE3Sud112DYVCuqZlDVawXuEaD6H+Rg/kdfAspEnc5xNnU6aFNNdXNkQmZ8JwAAy3r7pd2qIg5Plzx+PWkArXBVxa1WtIBztr0bbljdr11zdoCeauxKiWrqgspMz/w/l0FFKFy65QVjEuu3we8jVGiJXVOx6y/GbvoT7fAuW5BJuAkdK92QvSk41Cuq57hph81EVTvgo88Jmy8vXW0bprQWHgo1stHPnsm9G93tl7UhHnw/DaNO9CLTwFlhmo8doe+9gTK/ZgLq+QhkTfbexqxL6efcrf+DwAeF4/Vz21Xn1uROwC++80fWK6hsuNwF00NdtkTybFuFr6u2v2y6j/73OcCaTwvkQXd4mXXO9tl/5wufijeW/1Zuc0esZ9pJAmIO0a0rSRA1O5mqmy9zouwG98dIWQZmt1lGvXTUg+N8G7yV8beVlMlN19l1/hfb94loU93/q2Vv49ixfD7O6OPxF+w8Xpo9EKh2IQ1P7wo9h/1dUYcmYONzfFRZEVYQzDug/pcJlg07fnwdlO20Ja/ju1umU1pmyZgtvk6JferHGIR4SwlVFKOfocd8v9awI/CYMLVfZ9fehft87JX5z8UW3vwrd3cn1u7h5Q5A3HQuqsIVUENbrgpQtwkbXXuSi+DDa1bcKH/vYhtPW3uYIoMWo70VVsFY650Ur1BgXxbftjWx7D6ubV2HGIi1aZdj/nEGWiXLRSM+02s8EawMMbH8ahwUO8YPZnj1iWvJWoZHGKTVyU3YB8ih+Zhfo5b0HLuiPBhvT2sLWEPi1bl13TFNOK2mKjEPAgEr8F6l5I+2Mxy3vf5KBGAYU0xih/2u/mo7nbdj90lZF7N/0eR7znl+oL4ghx2U3aNvcOpfMUKxfXy8tTSA3gn1qke1GuIRW/6I7/GKfI1kKcGGBMsu7f+g5lGmc+cybOmH5GaB5C/xHxHBhjmL717wHZ3Epk61bOsWHYntCr09p1xx2vclF2Q57Dvssus/s3xrjgmPqZhfUTctvCn6aSpLOvyCmkOZdpQPke2ZBCmjHKqqHpsiu4A6IMK0oItsdu3GyYrESmsFRIC/n97V+iZ5XENHTXkDrn6bjsutxwJLDp2fCse3vR+L2L0TlzJidDvMy8/q3ZBGqdFcWOFjuq6vbm7mG1kA6TPpo+I4WF1GRmogBj9y7YhYU7WgPHfTc7Oa1oC2nc1irlYltIw+9v/zW/QP1/n4NSe3vQQhrjshuo//Jp3O/x276410iyKjwkpmyegiFrCEv2R+8Ve/i7fou768TJpiT7kMoNtzsxxMt0y/JbcOGsC/GVmV/BjF2ilSe5i77zueV5YMcrya51ue804KmLIvIIkcndJ9EdmwrnMVue3/8LsGMOl5R/jsntM6vKQrDeaJT94M5dsIrOUESzCZPdao1CP4xavfXTPKp2PWAhZbyFVKwXAQup56ljH7dgYcnOg/Ye4Aif0GWMoeBc6+1jKVlCXdwiCpvUKlnMt+o5177c6PZ3adqdBP12BP0BhbTcNlDzereZ4xTLQIBDnV0KYirnb57fjAXbW7nnwimk3ARFJlYzPglLfJ95luxfgj+v/pNzSdBll3+P0smV7Brfn0T32YWPV0NTYAxiQxKTV8hj9V12xevNmInfxkN93BuT90iJ0RrSscLinQfxkZvmJPB3V8MshrvX3o2/bvpr5HmNh/qkC8vKVp0MUx4NvzZFIyXs9ciYn1WcwiQMSPVmALX2IVWxYHK4GKUSYFlgg3quae4MmjBIaj4UcrYiP66fDg/2qc6/o9eeCe/sL0peKqNj1izYoOvWx6BCyhiLDMp14+s3YsrmKd7fv31pK85/MCJQg5yUtNVCgOQzFhGo1r5ZofVk4d6F6N9ob7dk9fXBYsyLHsjAlGvZ+L/l5xBYJyhYSOU1pCE3O9AZHpFYopw1pGnaMNfCFMY2d09jSQFJzFAP8Oqv0l27fw2wcTrmbm0ODPYZIgZN8lYUsmLTuMz+3OcvGwh32U1mIeVlmrXxADbs7UTdf3+Lk02vr3Uj4brV4bC3TcXh77pF61oelTt3YA2pwkLqb/sSopAabp9g4dwHluHr9yx1ThDX695+Xwmf2GSBwVdIS16fppbZs6rLbssqAg8jRT3NyGU39V6LvCi8CLptAb/1Tdg1UW6trndAzPjlwUW7ceFDywWFtAbye8lFcS7DIqmqkyovgYHSAArSfBOP5Y7RkspT5uR3cgtpgronnfu31xswZ7NO9Hl1Hso1pBFe3PyQV7fvSa24BpTvkQ0ppBH89qUtaOkexIHOgfiTHbxQ4fxBy8Rf1v0Fv1v5u8hrg0YIhpJp+bP1KfG9NLgF3qGz5+LxQ09OQ93ZX+F+ThDUqGk9MO8mYbAambcghuYsu6URZVdFhEWVqaLW6Sikzt8f3WrhDVc8ip79E7REMYv+axiai8ZetsO7hjQmr0Jf9O+ahBZ7inu1FZTw5zht2zRMXhE+UeHJxLkvSkI5J4S9I5p1Oib3pL9vbtuMH7z6A3QMOW7gpilE2ZWVdFUnGgy0ImfrK67jHYU01kL6l4+CPfrFyPsIrKPTnlhn2Ny2WbxW5zrNzt0fnMY987CMOJmOPTnZtRIXPbISN7242ZErmHwAqS0RBrL8ADUEk3fZTWK5AAQzzo0vbMbDS3aL12qWY0lSSNOiayENfHc+Ai67jlIZKhc36K9hFk5sA374vAWLWahxJlXj3PkDVqaottCSJ6n03oV1jR14dYsziPdcdssbh/QNZaCQRvwVfpHTNnFKhFxiTOGRJY/lki7ZMpiBWkhjCX5ONGxphwbiPqTiOlUAWOla5ME8hZQZ8Nop5rrsWnydFstzxYEVuHbRtdFKVcLJPmF7UB082SyU2tvR/te/hq/aFyaE/THnbbO34rt/DQuMFeGJ4L7jcq3jLKSqGmEx30OBXHaTQQqpDilm2JceNtG/XHPm6YjeBjFbMPzHH17Du697KXH+ocS67IoYpoXBLVu4yzWUSXftVnEA6OCiZSYpRt1tX5JE2eWJsqiqXIsjG2VHFOfznw/YXwYOjQvJW2xAzKFggxI4orHBdg0fZbe8yex4YtI/4v/7db7ZxN2gws3NQjZrSF0Ksggxa0j7B+2BvB34r5wZUSg7obCgRh0DtitjEXYdYpYVWEMa67IbMxR02zhB0dXAcK1xwQzFPxOW186Onajvqndkyn5Q4A1O00bZ9Ue9wDH/UrY8ra5FlwFfKbyGWmso/OWxxMifwaBGrmzB4QEDi11DKrgBRjQUlsXEPf3si0PP5ylKk7Tl7jHNI68hFZAmVQOD1RiLucpl12B2ObmTHHJQozACZacS02JABzeu0CyoL921GN95dKWbiCOPJLfGOPiZHc/gl4vttau9g2EKWJoBNcOE42bpnekGNzMA10wa5bLLAl8cKTVu+FdLH8Axdz/jXsFZSH3l1ntuGpPMYai2EOPv6TfPb/a+FzhLuq8Xu2tIWaBOu1w0+yLM3DUzpP1MGcxNnZXOFdj/s5+j+ebforBzDwDneSrPFDPQXl8eIpR8PR+PSXWFxZg3+ZFH3yPCQBbSMUaSwZBbebv4TSE1O9nj2lcIf1vMQt3BXu28w1DmnnJArPV+eS67zn/SrHJ44nwjq7nti7cPqa9gMsbQW4wpt0LIlhSAsG3NhtYN2HloZ2R5uc9cPY6JbyysIaeuFCJeRys+QmLY5Y3djeofVOxfAwwkC6iUJ8F3T7fxDc52WpaVOuK1RhaIs5Z971F/ltZq3Ict7zkZfauDwYn0UCikIWtbvAi6BV95Yoyp15Ayph54PfJf/v6VCDwpo/kAACAASURBVN/agzEWcGPURXzW5T2nriG/DutYSMMHm2GDFMlCmhgu3ZqItkiTIw+zJ7/e0rwQt4+/B19pvz8ia1HBYJIbqaAse4d9ed01pDVMvR5O12WXQdFmag7ghtxRYdmug0FhS6q9Qr2Fm+L68WBQI3vQf21tyPIcITgLVxaMeRZS01K5X3PIVqaoMjggR15N/16lsZD+75L/xbM77fWrvVlYSN2qWdOD8Ucvjj3fGhjA4HZx73Dlux7lsptgtuMjzVtx1PNL3ZyCFlJwbadVKsNPhrtSFViM++6Kz+QfXFkkN/TIvLxE4yfiDvQewJ6uPeJlXL7NXRqeh5yF1OzstL87MVksue3lZeLGnOlGDNwae85G7srOTzDIWExu5fKjrtQbqpiPREghjSDMlJ+YlDNhUQOpklVC52CnXjrubC7nshsVXCEmsfgM+aBGUuMgfQnPRohIGnG+ex43m//qnldx+pOno68Y4Taq4bLLGMO5L56Ls2eeLdx3+4AYqt1vZO1npr1800nTddktvPGN4edqWEjDBtUljWvtE4fsQClPnKt3Pkde4c1Tp6qQx2Sm9oBXB76071l3D1cR1O87r6hZy1YDADqfm6k8V8AyufuJsoow5X17s7ScSxNjnDyMRbY1AGA2taC44jk/r4Ai4XfQntUoIsn7jnwTdiui8MqERRqNg6/zieqm5qnBdy3iwqE+4OVf2p/KPMt/d9400VZIa0v2RNxRZmuoTEyykAZn8d2RWAEDRROW5dcPAwZMp2wN7lR97AtOuvoFNHUOBNt2TQ8Gd4utcqPrquqVch9S7gr7mP1XIKiRMyv45dqQIFzc/fkDXifKrhf51JkweP6nyiS8iYSoyTW3fs64FNj9Gi9A+DVhML+sy2nnAxbSFGklzX//Ndeg1GTvz+kO3A0EDcWqqP6G9KzT7LJQ4+xDykwTe39yOf7l4G5/EiYrhdSbYOInOPyfeU8e3xPGrWv2X4GL+LyUx+PL4nNPfQ5nPXOW8rd7F+zCR29+NTYNXzaFJ0ZAJM5ll/lPUdVGqN77sOBhXn/muTmHq5sLDpuITe0rOaNzfgrptvZt+FLfWtw3cfRopKSQ6pDIQqq4PK1VhgEXbH4JP1v5eOCn37z+G3zyiU8mSs4woDWwjRRJY0Af5qLs66M6Sq26cVVkZn9yA8SWvhb0lfrQV4pQSKNcdj0LKZcN9/Nn//5ZSQZHsYSjkKrkZgxY9QhQDM4Kmo6FtHD44eENmBmvVIZt+yJs38EYmnsVC/w79gA3Hmt/37si+HsMotjZNcLp23Opc2HhCltymYId+F1r70KchVToGN3IiHER8oZ6gV8fDcyXAraEuewqB9jiuiHbZdfvaIWgRrILovN36dljsPPi3/rH5XL0Ztl9RTeqM/7z0W/Gd44/Tr6BQHqh+cVQ5DwK8oh06LvsuplE5PH6XcCSPwHL7vaPZWgNBnwLKXPaNYNF1HXZAhcIcuTWCwPv+eUs/PKptTjqtY3cZCavkKqCGjHld+eIKIq8XlNbIc3GZVdVN6L3IXW+OVaasDWkYeKI9+dP3DBwFlLX62ffCidLqS3zts4QB8qizNyXzr3cxSkKilN4gkMZ/fT6JQup6HaaUC7N++hbwa0d9F5ZhWrJvROyg4C/XUzSgb8fZbfU3oHuWbPwsyWPcBZSM/2qXKHoohUuVyEdZ5go9Nk7OfhbwnPtRNiWRJFSpnvxugY0J8n5vlYq/1DLIGPCmDvqqRkwfEVTvk930sk7zivx6tR/dPxx+N36K7xS0XXZTTMsae6zx3HravNTeocbUkiHA22rjFi5GRj+Z/ur+Mze1YEzX6x7UT97QbGKng2LbV903hx3sOC6NniNSsy6g5AOKnpAGbwf9/zIQWzUmtOYoEbFEPdZYb9kmS3PAc9dBsy7MXhd0S6XwhvfEH6nziBwyBzCFfOvCLjCAOFBjawtvsvSlC1T8NmnPotdHbvEk1q3+d9ThBGXh3BZkZUyYSB825fujU3Yf9VV0XIo6lKguI1ohbTgDfS5gWmUmzZgR6IFgNWPuoJECGmnO+cNh+G+I9+EA70HACgspIwJbkdgEBRSrXXigQP+RFdB4aamYkCuZxGnJ12LU/KUJiP22rqOOuxnIftfht2DIX+JEL7Y75ziyzHgDc5ZJq/LmxyFFF5QHQtbD4S43lvuGkVHAtllV7YCTnkI77xjJv51u33AYk7ZMijLJ/KxS4pEMFpzUoXU4P5PjqpulExZRssfwHveM/bfqm1fDAMIDY4lTBRyh5kfZdeLDh0is8FdE0hIlR1TKMGJsK8pgPkRYuHoCHx6qx6JnDiNnJfXHJF/7NBMfLywEWnugwGhZn0hqFFI2oktpMxAjafMcG2tt6TJzMZC6m37wuRDznH783CjH7X75WVhEJU+VV6q4ynXzidW6hUBm1wCLrveNf6YM1BHI6hrVXsc+hZSd1smro0MScvvDfXyLqcL0A3ENxIghTQCw2/59a9RNXaa+5AKV7LogWGSF9t3t+IySWkp4q86GDaY9ga3dj5plApxkBR1YkSDFTK4efjII9AcMcMqbFvjCxR6fsB5jz/gPqfBbvuz92BAk2HOVJ9RqAnPxlGCm3qb8ErDK1jbujZwCq+Q8ukMfuvHOLXOLouFexd66YSjUbfkcWTGFp/4pPiBkf/9UO+QveefbFVg9hpS1aho7/1L0Tkj2nVW+VwCx6IVUuECN0poTdomWG0hndO2Fpe/9Vj8+eg34/J5l9vH3c7ZMaGzUgkW49aQWhZn9eVzCK8Hcnl8etppuHTupZIrcMjJXvrSYF5sAL1vbz3E8M3vTsf76vWVUnfSaHzN+Nj2539e+B/UW2HrmWIGpzoDMy/wmu+iPH21Y7ViBoqd5ccJqK1x5XG8LaIieErPx5KDGrn1xbm3tziTIocPOBMWvDUpZv1arCu4fLmcXnsd8MdJQPcB4bAbeb5cl10AOLyPYdIuP18zSnPyugZ1/syw15CG1lR+DSlzFT2A3Xea9z76CqnaXT1RpFJmSHUzRXl5cjKIAaukVui5y4AV4WuXw7wvkgyov3HgNjw+/mbt84V10M73glEIFkOER1Z4VPVoGPh9SP2j/BpS3sqXxAtE9EKAIx+fi/+7G9TIsLVh8GdHLodyiA5qJHLDzE2oa+2JTVMfbiwmyRrmsivEUmBcGhwfbHgIF9TMFq57Zs1e4Rw/SgATzjNtLZeXLkxq7XG2znOQSeNCXu2QQqqDoq5M3z4dN74etHYpiXHZ7VXsz2WwaFcJZWW8+5P2LGXYNbzLbkILadBN0cSn/+lEbB8XjCQrKnRMvw/kZYrw0w+9RpI1bDB0+9FH4Qq0RKSpUHIjFVJ/ABd6lmsNUqXjHDJNXzEITDg4g1r3dznwhX1NqIh4qxOPZtC0o3FOqInYkkbDQhq4i51zgDbH6mpkt04zqPNFB6T4n/tfd/b8UyiksCKUxYRyqA7GWEhFi0hw7XO5MMbQzgXz6S/ZljmvHXHlM01JcWR+4KOAkqiu0XIHajBgfuN8WFK6UQSepDBu9geBJzfa3z+1Ub/Tdi2k4wvjYwd6ka79ocp0gsGA+65yCmnvgH2ss/4N2HnlNLChEAutJr4Tiu35UYAVrqyZnMstAMYrr4yJE4qqvHgLq6o5E5rxkPWp3rmBmS3x72X3AYd2AxunC4eLUZFwE8AYw9V/N/GLJy1MHHQVwggZJWU+6LIbUy9ULruw3Q8LziSK27Z78zleB1EEXroKb7bsCYIo92bGj5i552uU7bLLK0IsGOioP8H+2xF/Jb06DGG5isEfl1Cu+5fySDz+5yykXLl5kzBWSbDyJfECEbZ9iZkUEvchlZS6GMOHTMdAB2bsnBH6+yNL6nHJlFWhv8tFOM6MCdbovW98MDBHMYxw2eXvU3Xax3bfhV+PexRvHDrICadeBiC77PIKL19yxf4CvjPbRI3JLdvSdMpOYx86/PeP4qq/m6Nly3kApJBqIs6QAMANS2/AtG3TAmfydcOrijFBjU65fjafCwC7EYlqKAqqgWzzBnuWUoIpGqTwiGohuNd5Y1v7S4MqMInJBc2QOrCgQCF5K/YFU18UbPDd5iCqge+JaiiS7kPqjVHs2XF/dozvARXKipRmybLCy98ZREbdm+iyq26lXIV0XCFkSxoglZJUO/XrwJ8/6PyVzWAR0GyoOQ+ErQe6Qy+0upvTtfwQFTDmbGVkdMtWZjeoQnxQI22X3QDh8luwhAGYHCTFt5CasBjzFBbTKglRdsuRgjGGmpRlHJZDmtRcC+m4mnGx92TACHTq/oA+ZHJB3oc0SkqFhVSe32el8iKQegMgVyGNaPssc8iRwG1L5G1fnG8hSywsxiukimAjirZYlb58rp2cnfahaU+idOiQv7RCeqeObFvrpFXeaIyB4cQ2+7s7cDctZrvKr52quAex/1S57PpnKfILWdtmASjAdQm0y9S1nnn1d+vzwLJ7cMnAg855TjqGga6hrtClJFm57BqQXHahLv2Trn4Bf351h+IXOVW9/rUsDEkhdctMngdR7UPq9ev+5FjCzDkLqWIcZIkuu2kVUs/bRsjDn2AsCMUsKlJMGqOp4OX6+Ws/x3WLr8Oe/lZPkoBsmo/ylIN1mPncNZjU6tcVi1m4f/39XJR0Jn36bW/kWFVQSMMFunTNWbHn8U/9j6v/iIe3/8bPivvxwMoj8Z+rGSbVMX+fV+01pMnr/8RZi/Ghnf6ep6MBUkgj8B5zWvdWad1JEgoxlyRpHF3pDS7KbuJ+SQp376KqQEzuAP3pe/38hG1fIoR1zhsq8UEJ4hXSqIEMH2WXSzRKWOG7epacG9zJg1+vA2QRLruSQqpQqMOCGvF4CmlNlEIa/pMWGW4KGHj2Kou4wiU+4ObGAGuwM9W7GMj20G47zUHJshZrIeUHEY7VwXloZ0w/A5fOvTRagMFu4OmL7b/bdgLPXyEF4xC7poIhDnB9C2lJsGTu7twd61WgEke4N65ZkaNThhFwdY87P0G18iykGi67ysk9Xyq1LElcdh0rQKs5iDUta6KSTY/nZutaSM3QAdaWQVsDc8tTcNnlBnMtpX4UDmvwfzLs+7b4IEiq9zH0jyABQ6dlYWDbNhy4/no0XX0Np5Byee6cg7OWn48La172KlHSJudA7wFc+NKF6Bjs8GR0kyiZDJjxQ+DZS4Cm9UprVOi2L46XTHjAFf98WZktuJafsDWkpcHQ+/nE1E/ginlX+Af4almuQureK5hg4LU9F9Xp3fbK9vhkhc+kyqnmfSj6YtXYKXINqZNG2DKpwwYYis0KjyvG7UPKW0hDFNIS05+UElx2VUEYue+qd0O5D2kI/Fijpc++zyFnT+vY9z+C97fVAQBO5RTShXsX4k9r/oTJyyeL6fPjQXd8Jz9HPoo8Vybabv2GOI7wLaTezA8e2PAA1h5aAEWt9ca3Blek5U7wjjVIIdUgzrIXep37vihcdqPcHgDHQio7tcS4IcRhz2g7aUy7AEu3z/AUFD+TkIsly6p7Wo3ifKvEuZfys1We/PZnybTQ2M4N6oVGlqkOqwQDACzf3cYdEWVVElWAiucdSGrzDGDWL4Sk3MGIUu9WDFxVe2zyFoM1ezj3J3f22xtESgMhhAc14hkoha2V4625Gs1C5DPJ0GU3JB/GgJm7ZqKv2AcWWIgWvNAAYBX7Y93nwxAsOf0ddpqBvWzdZ6y2kHoDUIMbRDhlva9nH+Y3zldcxT2XFQ/4m9z3twMrHwRatvi/d/eiphh0bXKVM89CatoWUrejLZpDYlAjwTqpLq+wEPmMAYbCa0FFpMuuDs2bgFWPKn8qOkrg+MJ4sGIfMBi+rilyci/Go8R/VyKEd8r/a7sfxwUvXSCkmxXtQwdsF+2C77L71XeqA7f1S5Y0Fqivtmzn7Hsabzzp7uCAlrOQKid4uHsLTApKiQVddi1YfXafUOo4BC8aOp9O5z4AwMmGrywn7Q8f2vgQVresxvN1zweuNS0GdDuRyIv9yolJ95DKQnpM67Lw2hDmsgvDa79ll11fMNuyXTJqnaT8gTIAzN87n0tZWJzof9fR3BnD5wvLAsHJZJddOxf5eUa3/W9Dq/oHPt2U2+Qp4fpEfpsduRgsznXUb6bFdz+snfjTvSZ2/vu/qzL39yHl83LztkrCr0kDt/ny+s/HO8alLKwhDbjs2md7KHYBEMed5c1W80MUlWXPtfL3DPV4ZzlC+O+eShmU5XUvg0bb4Akluew6nwXPlVedUo9h4IA1JFQqf6Sr186nWUMq5zUaIIU0ihSbbitnY6QGtrG9D9ctvk55tYvSZZfrzAoJGgahP3Xkayx24uKl1+HW5beGyqBMJDCrG7zfBXvmu5kBQiMppn3LS1vxf2+dp85PmLEEMPcm4IYjgfs/I8kV7moYHa48ovwUM46B137nq8B622Xb2+ZCOs0+7E7hu2tIFS67nGscn8vZf+H2stOwkEYFunJ/cScgIrdjKHtdY3ZNZFhKKw9twbWLrsWtK25VDmBUt2cW+xFmvUzEgK2QQlZIYyykAt66wiRlHf3OTzjruzhp8ive367lz3Plc12dSqZtTXUHMtzklzD4iKhP4RZSX9Hd0x6xNlN1N9oeCQ53fxx47scAgPfVWziVC0xTsor48HYL41EL1rgc+NuXw+WIbOed9016pgGX3Sh5nWfdbvZLqQoJRsgQzwP138Nlcy/zXEaNiDpoOoNvpYWUG7R2OIGevIE57OfrToYZ7kEJUWWRJy7EvwMBhCyGZfuW2ufW1KrbzZrxAIDxhtqipBUlmvMU8iwhzmdgDanQqLufvtVQPNfAJxZ9K3ywzLvs8jqYAdSERNn1ZHWeWwm1zvHotb7uj/0NbfjoVkVchDA2PIW7x/8R36lxI/nb1xQMJpSNsphjkl880V9SFKq86rSfKbxwDEc7MYygWmVxXjaBrsPtwkPa3yNDmznD24dUmKRx64AU1MiMCkQmy6Sw2vPvVvObr8GUzVMAcGtIDU4OAzBqO9A31Cc+yJveCgyI0bmj9iEdKJlegLHo88PhH6VbxoHdIIRJFce6G9lk+mMrXQtpuMuuOPHDp88AfONtx+NzA+u58/l3V2+8kdJxy86jzL6jmiCFVAemqpAal3njU7GiXzp1jfp87nvBUigd3EtZw5yBxzFH2+cfcYQyze65c3HaJV/AP/QedFx27eO9Tue3u2t3uBBC1sEBK6CuQK29XEREwUIq3sfiXW04YqgXE4ZUoxrJReM1R3Het1I6L7yxSTrjuLZlLRq7Gzl3j6gBMlN2nKGrQJVrSIUPwLIC+/J5mGJQo8AAGQAfsDWsWAZMe5AZ2fkFtuOIa9ClQWeWQY1C8u52AtG09beFRLGWB8KAVRrQ6iz7VqxA28OPCMdUFtLgXrauy1CYhZSr0+5zLsS1KcGOOPR3AIfV+54CrtJU8tYwugppEZbld7SGavIrViqpfLlxg6voDg6VY+lwZFNYOFT871QL1z7pl+8RSzbhyukWTlvUZbeiEXvrCi673jspvq+W9L5Eu/lKyPt8AoF3auqyhsTPgEsMALC0aamnkMrBZvb+5HIMbLfdKE3NbV/CiFtDKhi7YtrgwBpSZuGe1XfZ6Tet8bc74svQWW4wHqVg35IQBuZbzpzPksLjwvd2cidA7T/D9iENn9jlPRg4pQL+YNz3VpDScBRS07GQupcv2H4QYTAYqL99AX76TAKFtMe2Dr/7YCOaf3uLJ7MBSxFlN6iQh8oS6ELdQT0/hAfATOC139kT0OVSVESwVripWlZwyQ8/EQPETVyp8S2knELq1VlTKC9VoMIwhLZCFdSo0IfJK2y31zCX3cPfdQuuXvKD4IORAlPx41C/3bflXrm7DT9/al0CubnviuL014d6g0UAQFtPv7fVkxfYUapr3l+WJWSkq5AGIpO777h0z/w3BgONUmBPO4AiBFnjSNvyjzZIIdUh0UCBBb9JnZaOeb6gGheoLKQx7sSdM58DALzr0F4xym4Iob9KrkpRL7nXALqDmxCX3dqCgSdfvB5/uC84i6jtsqtyV4lzs4N6Vun8l87HmU+fqS7TgGsZg++ayTVYTN3Q8k1YQDlViBlIwrWQzr4GQLDz4gc0UQyWwiykfOYaCil3qCZgrc2xeZWfW+PrwPZXAqcFXEoZYJViXHadaxrOvwAtkyerfrJxtsGQ3fUS7c3mzmprKjavTiigbki9T1oYbpAU10Lq1XnHZdezkMIfdKRdQ8ofD5SLJmFuhvz7pJJPlZ3RbQ9Ej20rxt6RKqgRl6H9Ib1vidaQqiZ/pPN/8/xmLK1rC56nBZ+WLY+sKHXPmoWmX1wLgJug8ERRW0hDc4sIzGanENlgC38FxtKW5Vt0zAGg13Hx5MvfsZCOQ0mZU5LqZ3sK2N/VK2zkKKRMOMmQMnMV0lA1PMQUwhBcQ+oFNXLzlF12nbw37w/uN8sCXxwSTBa+b8EutD/6KNfHInYNaaKtS1Y9KCbmfbeAuXE7GGjkM9QLg1Ou3HqlspCaJc5lNz5lTbg1pA7jUMLD+/4L6GsPuOwmsZAKSmLMpEyBq9+yxW575+ZobynEP9Pn1u2PE1eJ297zdch7MsIYEmjrGUSD5HETvk7bb8PaCwUUj9wScqKIPJHuuezKUeoBb5ArtLwKeULbwuIAcNMJwKZnHZFJJQVIIdVDqix7L/0xbpgizXqbJdxY+yD+0fDXSHgWUsmCUxNrFYlfQxpw2Y2x+fteoWLjpf0iqAL9AIFdtgBeIXU/pBkmJw1377y3dKsE1n1B/c7SP2IfS7smwy/LCIUUzFcq3CNGlIXUedUs0x9cKSzHobftKhW75jmXMLxY9yJ2m3590wlqNGQ5ETYTBXyKfhaBvdayDGoUqvg4P/S1g80IRpaWL7QV0sHI9yRKbGESySnDoHDeCw9mWWi+9XfYf53vmu8qaoy/VtNl9ydvqsWX9vw9+EPEe+K57Lrro4Qou9zML+OsMprvnazX8y67vuU1YT0Ie9ZuHgmSKjpGpPGlCGXTTVfHZVfansAf0hrCeUo0LKQAMFhM2V4J7ZTrSqpw6a+xLfqmK4+nW0lBjULuxevPGNfuKd4nvm4EA8T4f8+ccRW+8dyd0sWWv+ZNaM+CLrvjUOI9ELk84+Hl8p6kVx5MyFxYVS1NdoZZSMNk4NfcyhbScc613rIK7rpDA4fwiwNz0WsYKGGc8HvhMHH/xGjStM3OvcISXHbtSN3ymSF1h7HAgJ2FPTWtfjv6PvpL/fje3B+hKC5aBBjUa0gFC6mYReoou4xbQ+rc0+FGPyZgENi/GrBMUSFNsnZWKK6gyy6PH7uAcfcUlbY07lQpjNy4K0lYBtWpgkIaYiEtgHmeC+4vgVriXssFNSoZBvpPeFE+U3mdIa8hVbQtMsr7YfAmf0P70+4m23r/yv8CSLGGtMcPojWaVFnFnh1EHN2vvIL3AjD4N3HfSpxX+yo+VfB9ycOCGtVouH4ULEVl5jqzGncuIc4aKLguINDYBM8PO87ET4eS4l6ECMGCi4+bhn1CbZRizt2r/LI+s2Yvzv7AiUJaYufuDCJTriFlpmJwHrCQAn5wD1fRkCykqumzrc8DO48GMDH4zJgcNILDW0NqYzITVy28CgDwDS+LiPKUkjWZCWtwEGZnJ8YddxyE8tBy2fXPHwd5wJ2dy2443ESESjyFS7NVGogc7EiOY4rc+DMVCpcbMIpZGNi0Ge0PPSRdxSu1jhwak1NpOxy3PvgWUue5miUAooWUqd5T6bsok6pEEGohnbO5Gae87U3iNYo5HvkPnUEgX+0tZqFgFDBUax8cV4q3+eoENZJddn0tRm0hfXLbk9jcthk3fPwGz9WSR66FBmM4qmkh0N8PfOC8GIkDF/viugM4Zgbf21q7uzd5hRLBAGlR78g/r9iPwkmHe9er+h1h7iZiH9JxzMQpu1YLv5rM5Na88e0vV/61vkLq2kjTzoGpXHblZRP8PcgBDoNBjcTPYIZcf8yXE4A3OIq2G8nUH5IzXDD9FtSXduHdRxyOicUaQZbaN+4AIC4f8LwhAuWSoqDcewUTykZlIQ3rVy1mKbtQPy0uZqplIro1RuwDX9W8Cq83r0RnTQGu46+//YkR2MXAMvnI0e5ZjP8zhcuuOsquLcw4+z6ltksX1ZY5ygUdjEn3qii3ftnzJqL+S4qidgRbTp7gQf+r7LbOe8C5dY8prJOB9JwfCwnEkxXSwHFhXBQtA//uqhMVB4mJDaSL/5jwgpEBWUgj8AdZ6trydj5gnFNZa1QuMVZyCykfaMRD0ZnpRgD210QFp8h0tsKQ83E73KJKIXVOHewch976bu7tFF1VA+XAD4qFQYB42uXT1qG5a0D4UZhr1XDZjUS1t6nKQuoO7LgiZaFNkOKZW2JjZBT7lDJ3FApY31EnJBO/D2k0jDHs/dGl2Pmpf3cOcOkF3EijyzFoIdXvWHc0d+Okq1/A9maVmdx2MZ67Z27gOOOeO1OM/gLBBBhgxqwhjRrjCHMTqkArgB351j2ueD6qfUiNgjoSKs+AhgVPRSCokSu2aVtIecsQH2VXh4C3MvcOqCyj3/3rSnzpzsXiNVFp8n/wcyUxCqrr9uZaSGuLVnB7AAmtbV8kK2fQQirym9d/g+k7pjvXBi0fchkZACYtuMjebkRCuaWESkbA03QLMAP12SgU7I3tLSdKtPvMBvl3jwUerivrEf3AaQ+sxrvu5WIguAq7kEJMuxlB51CfP4Dmi5YvQ2cP5fFGSdntBfJsrwP+/u3IbVOA8KBGgixem+0qabKF1LXwhBBmITX8v5p6moQ0GGPYtt9+h7tqCt4aUjk2hYqgE0d6hVSOsst7Q/inqtNXTQ77g3ZDevctf7ufEOIUoQk1E4Q8uAsBMNTKCim3D3DQqu9+JFdIvb5RflY14xyXXT/NREGNIscmOYn1GgAAIABJREFUkhRC2TofXJ9iKtqcsLz8NCMm9CNT485zLZOFAX9de4iF1ADD8TgoZBDernNtmI4w7vMNmRBQrSGVrxXT4deQho2FxAmjMENE58yZKLZEt/+0D+kYQZrE8I+Pt2cy39LFD5rsBpRfT+etAZEUPtdVVZGj963AgkoH3wH5LrsxCimvxAoDOw5hYUiIaK6SJzWsqiaUn5Xa88gOrnEQP2uj3BWlDbhlSu7vrlKosBJEDq6jBvnKKLsSjAGW6TTWrkZpBK9x81ENer3ysM+p6WnGm9be5/08obYAkxm48B/eim9u+rMgEl83PvZPJ2JPjR/B0046upGyYKF34UIAgNnVBaufW58R8K2KbtXHBWqB/qDn+fVNwqfMQ1v+jMvmXebv36jKQ5WdYsDPzMFI/yJ5rDYRg6iFGEzKPtEJHBOWlqWwTkGaNPG2fTGiZ8YZQ1+k5TvK4itbSHmXXTHKrreGVHMSR7VGF3Dd+Nx0xXNauqMVAiF9b42t6HIXpzC7ZTnEKaTeFYfqgdbg/oiGERzeen+HBDUKDk4j5NJy2Q2/Xr2lRNi1fgCagHWgtgaPbHokILk160pJLrUsNU5VG98xIJ0fLo7uBIdLe7HHX/PG3wCvkDp1YnzYGlL5wPOXA5ueBhqcqOWde8FHLQ9YSKUElJ4yCgvp7feVMLTF7XvUiGMBsY9z82nqtdtC4UzrDbbohYIXZVeeHBZRtxlhipxpmbjwpQuxZN+SoPScF5IZsJBKp7r5BLqQ6HoglrGl7i+VOamZWDMRgLjO0H++VtBCyr2j3gSxl5OrFCV32fXHg24aDoXastaQilF2faVNhdAOKJ5DjzwOi3DZ9U9J5wXFp2TU2BNh445ahnvW32Mfg6SQMoamFUdiaLaBo4xu4bfAGlJuH1I3J7kNnLlrJj75xCfFEYtzTkFeQ+oeh1QhOFSlwNv2GRga/3/23jvekqO6E/9W33tfmDwajUYSCAQYjL1gWAPmh72sjG0WY5wwOIPD2phkr435OAFmDTbJBGGTZLJFEBKCEQghjCIKI6GcRjPS5JznvXn53ttdtX90hVOnTvW9b+BjI/3mfD4zr293ddWp6gonn+Nz2H6EpR1jcUSkL9c90cb+v/4bHHz724WnBP1HDz96iiHNgTGGHExs2jnJDp1FdlFHTuwZk928JoswnNJMp0m1uUnOEIRkHQA7lhwZmIghzdbifEhZCclkNyuE9bhqfHvnt2GKXE5MxDg1EfdSpFtPRJ7kpmnbbk4AbwBTMX8p+6/JZJdeCvgtf+BCX2bJSAslWtg+EqK4uSrp4TVbFLhq9NiiiD9qpvfwTzwXW1/zThHXtCP2DrmVaEgXgYcrmTMaODhXB0yYWHDBKRRO7BzHyMbd9leG2BFMdquyO4CBi2Hz2B/iCyP1uMjLK9NPozMvMKILAAqVBJnh78wVLnKqdCLmiRgeZdexZqbs1z6kxHQz5BfmxGgOqyy6qcluZm9KCKiMiXziyzO5J+SJZGWdpL1vKZE2Ndn9l2cAH3mOgEcY1wRTpwHkPqRe0CSb7EYgfN8cQz8UPPQt4KLfEV9efaSOJlyYlCFVrTbG2+NJJ5nYMxXmJNNOhf+lCJ/0epEa0t2TUyT4DH2N+7laV4Fhxs2ZY7o0Tef/N2DLVXjBvRqPv+rBgSa78Zqw68QLc8Kzxx4Detc6RjezoeXSviB05aCNUk/rMNU4AMuQqk5UVeMQJNSqwfot63HBvRdEdye6E7jr8F34u5v+TqoEgDXZ5XMqnT32fgzSWRzPEyoUH4IhHbBgOjYSM+1+IMcEDWlT2hdewTBgDKiG1PC4FEW7FmiTVxoZ0redBnz8p0P1CwswfZebXBagF6qIBS5SISBxuEm7kj/LxCExw9FeI2tu8nXcfrDetxSnawFMblsKc0KFj+nWaR7h7H78jlvfgRPdE8zqyK3llGYAqBVE+s6g7Ucbjef/83X4mfd/hz0ZbLK7fq42Ni9GRhvbWMzR8YMOpxjSDLxp/f24d09t2pRbW9FiFDSkgf+KN5pG30kLUlCjyIfUxD6kw2hII6SiIhHn1FwPq0/azFLfsHjxbp8/jDd+543YU3wmi6sxGlA9yPK56CWLdSg1XICWJq1T/d6nH/h0ci/8rs0ytdbCNjVce9Pz/ahqY4DO9D7/fMlIG5ot0SB/iFuqVAiIdHTjMuy/dVVj69yEqpogZnuLTPvSZvkAh037MtcrceX9Byx+8vcoVOwvBRjsv3U11r5jvX0P8skkmOzqsttoni7ROM8tNgMIJjXLfviteI2ug4hku2kqce5FjJqTahdFMKkV6zKYs/vFmBJc/huYWW6y6yXKlc1Dan+efRx4zDflVFQ5SAlTiy6IGd9iT0pa3gfqUF4z5+GDTwPe/xT/s0UiZDqizgXuafergRLkQhUN24EjGHIa0owZDYVGgYOrZfBgdcsK//D1jcBFvwk8dEWCIwA85cF/tfWlWiC0CizpLCFtpleShtTnWQ5SQP+WSZ7Fe1NTUCMJDp2YlYWxPFcqgBH0g/ZKlmXYd+38aBHB3tQ+vPabGj924Xf9DusYYWo+d7w7BeqGwVOCtQT3joChAA1pX9z/E92J2ufS098G0DXu1GT3pEAZvHXDW/GRez4S3XaCnLZUd85k1wgaUleWSTFyDMoN42PYs/xQvF/qaggN6XBnDC0V3JzStWGIwClxTxrSaoRC3ZYKLlzMbxtFGzBVnIe0KaiRqYD9YY8eeeHvY/tv/patOmiwKRSoGVIqmAoWbuEmT5/C57KY89wLjeSxyQlZjQFe0boK63A8CC8MMFKM2D6kGlIO77zyQYtXBowZ6IYW1ernd0oz1Pd9Z8MzFecK5u8Zci0CE2RKJruHpmotf+dx52QqaW7ikQinGNIMXHTbHn+dP1zItfMhpQxpRkM6dJTdBk1DCI/tNs1BC1CJaV8UFB7cO0kLyu/7dux79q8Y1CjDkLq6520UwR7y+dN6/QUsf+pbMbLmWmFPMo1axlyuzrgG+Z36xdg3NOoD+611FQWHgaGCPAV/BAkH7OETsZktjILSPbyy9W2cZQ5jyUgLVYYh5dLUihBNR+5fgd5UmhuLwl2H4mAiceHF+ZCerMnu31+2EVsO16YsOaMBl7rEJ4uXTHGFz8zXgwKgqy7KcnEMqa/PlSl65Gamrsx9MaiRKkIU3EzLzmR3zvTx9Cc8DveMjpB6GhhSl/bF1u9lWMxkFwCecmEtrTaGp7nIYJXR8BkTGO9BTFZKzMrXbj8Z6wHrjqT9bfWCpYUj6iqr8Wj3B9sNSHlIOSKap3257xJ7MYyGNCU0m4pXM7MwZdrPy+7eh89u2Ck1kNwpjE59SFttLO0sDay0Y8BizLLI8btKuon49cVaqRhtiMkufSBrSLl5ZY0SQ0ozDWkG3HjUZqkK14+P47wNb8St+2+llVsU6gtvZcCbJNdvaIfo2FGUXdOglTOsF7aBE0WBygrphjnfpLNTAre/tiTfTR+5ebAPaW6xSbguHOlg7WdOw6HWxu+7ya6Uy9V/X6MTIdd0dwp/fu2fY7Y/K9Ts9rPhVaS1BjZoSG/dxlI6qSIx2V3sWuk9+KBFj9AftAmlEAU1UsBO1Htla3xHaDepmTGkIl7N459jSFeXR/FPnc/g0yPvjRB2Gm3PkBIBNId5G41cc6KBRra1ryVWIszH+6ol49h6YrttO6chNewOPENK7zm6T4G465E6z3vvdWntXnmCBNquCeEsiOHRY7N7iiEdAhJpiw8TTaBINaQeyPtf2vwl3Iu/lduhPqQ6PVjppt3yPF5ekuRKeLRpOfL+Z2/annk3ajzBAQBKYS0MYkh9UKNcOQAL/ZpZa6+8F3xTUjV7Hb0TaUjtN2iMssuFglRazdK5cNzcG7QsrUeUjgkcF88f5n7+Y+ez+Fj1NrQKlWhIHVZcq6YbCEkJPnH/J/IPF6shPcm0L/smg99qbktVPq+f/abdARSwv5f6g+iqj/neYG2VBJIEM5vWRGvxvKaaJp86ozVYQzrLfHyuXRK0XEkKIdoei7LrR6QqobXMMEYh/ht8VxPmhMzhXHCIRQF1T7CXz95q8NYPHUn4/Q5lSAUN6aCgRkATeeUYUjZvjmy2F8NoSIXvy77XKIKg4+FnPxv73vCXyStlzmdZWG+SD6lqtbCkvSRlnpLhGbB+PROoROGLlPblaTs1PvOBEuP9Zj9iQ5mFyKZV0JBmghol4NMeDceQujrvGqtN5R449gBFsP7DtFLJmUfG9M/b68MParJLzyylorWnyelFz9ypooCxZ0JT3/OBTjIMqR3flpKCCdk+QvIhZTQKBNoIdX94y3N7ag3QM3ZwpnYIDemAM0byM3QCFC0wpLcfuB3X7rkW39zxzVTI4axZFhE0sGWnq3Phuuxul5qHMFq6pK0syoeUQk4bWKii9pclQ3UI9VooirAONTchGcqqTtbKOsgLWev3Vqvp6M2ODVTmyToY4MJfBW79aCjE8gmejMkuh79ctxYnbH7vHEMq9dFphukTaq3h1gFd07uOzUWl6V+Zvqj/6l4veXZ0Nr33aIBTDOkQkNMYSBo0SpyHoEbh3ju++w4sII2aRaU6rm4umZq7/fbw3G6OPZsse1DEPaNUzRQJfVnoks0jV43PQ2r/2r6VwsGXmFwt8LDiliGtZP8TgGyypkhQLmhJYWM8GZPdWEPKGGgAd+46DvZCXVSXxETRsqPiudXAkPob9Z8KANQcjEFWQ+q+u4OTO8pk2HlsDv3o20gnUrikc36+V4EfFedvuEhsh0qcsxpSx5C6vGKzkkZceDFhSGtZpanyzFJjiPgGBlNuW2ISAsx2bZADNYAhxYCgRpZRkkrwoEbaHaJWQ8pzKNatUYIzHzNa0lQDwKHpBb8+aW7SoYAWI/sZJx5NFfe20wuWBp4hNU5DOpg5lqLshqjkbi/JrLCT9CHl82OFiZO+T191Vb4+C/eMjuDhTkckmFomjbKLdgttgSmLignEnGe5BZNdqd9xSor6z2/coLG0C5w7cSwpz2FgHlLbZh3UKN2rU5Nd++3Id5a+Fo+y68ookFy2zJzTWQMkJqDkuuoqLLVz1PTDvh0H4ovxTs2e698nihbJHzx4XV20fFl8I2diaawAp2gn9VL/Rx7/MLVysOdxwuNIG2ioiD7/u6/cO4QQaQC9485nypBahLWpkj3FpfCje55P++JpjEUwpFah4PKQKrpmgHo+fy95SCnYofj14vroNmdIp4sCD5n5CB8AqJKPGA9Oc/o8GaZ7suDJbeuUhhNNdo0Btl9XB6LLQCNDmhMUScVt/5d1+/jwR9O9OgQ1Emi46Dp9nk3jl5iFp0X88uin9MEWkpVgyNP1EQGnGNJhYBhpS0NC8mEyBxsTl+MLyRiDff/nz/1v7kOaI47pRi9pSAGg26chzxsQLLtQLHS+pCFNzrypfRRVf9FpGJdgclkkOBWgSbbTOk4mqFFMRKUa0td+7s7kDSAOhuBNdqUGJKJXOzNULxYEALxrzWq8+NzVMOhHBzM143LJ0x1UarHxLPPQ1wrTC00BnWKgDOnNW48mE+DTW97JXwHg44AByEuffV4yu67KOTvuIzVhrYyB6CQoENVT3X7izx2/k38kTtXsYZOJskvu3ebMAIfwIeUa0ripEjA815yt2s45H9TITbOqstoNqbnhZlHGYABvXv8A8ZWN95qXFBuiVxpNdhsYUs0oqHafSvvrwkFDWs+cE0WBv127BjNEkFd6Zp7UZ5yGJyYYojyFIgzPkHLhIwCsULPN1Xdn8NTtF0ZS/FeefSZe9tizIJFmsoa0HWvA7WXiBT9gDkRaMimoEXk9IWYH0PRGJx5ttqJUQ5oz2U3fJcFfGLMpoVZpAyjl10s8P2Jhp2dI+XlNrh9efxYu/ebfAwD2vo6k2IjyO8ZnkDZyuqJKEULV52XMd+bO0bFwixDqSb1NGlItm+zSiNq0HxKIQY2IiSPddzZsPYz5ctA+1Pw8mOwGoJHAW/wYcOvcBOsWnlpvsQwpEDSkYqA3zXxIBaHXUPux/T6vbV8e3VaoI7i7fnSVCubw0RrljTKGVEph1jD+BsCRaSJgi/qQmrgCxGQ3SftCK46Ff1XGZLe2UErp3Lp1lbTt4EcPTuEMqjtJmGeBIU2PDqshdajmaIQg5HHlnji5Dy2yzwUNaUofRGflo8di9xRDKkJ/HteO/CWeV2wEQIgjtgBiDanV+pHlXdq93WSkRRQM4slb6Pj3XC/erBaT8Nfjq0AiCIa+zHcHmzG+91ubgA/8KB77pf8V3ec+pMYYgZl2F7ZleyMJVkLfcYyeqCElR7U/LAIMzZDuDr5BoskuaTd1eLcHmA6aiKce34VfuDqjAZCka/Ge5BnTry9bWtfNQkbRQBephtQMoiMHgjsPDYCWEIUuB2mU3eEEAcMc8I6pcmvBaUj1ijFbh0w/G56I3QAPHZ7CzqN5wr8JG+mAbNSQSgypwAxANZk31S3PNficb3/tP+FTHxS0YUBqsus1pP3Eh1R6rwm45Je+wet1Y/evIx/OvlNXSl9KTXZ9MSYFa3eDya5jMh1D2rJpXz61cgVuK5fga3o5AOBZn38W/vjbf1zjQfqbjogjVOM57lE6CR9Sg9RPdzmYPzmHb/0tnvXQ+/A/i/uTRzxdAQAoU4kmu5RAdb2OTHYFpiXHdBgkRQEAj58OwVcWHRCGCleiaCwZH1K5ihiqlCGVgDMgct2xoMJZGfCxHmYHjN1M2Psn9hH6O3wTQ95jx6oIFK96XDMMaZMPqdM2QUc5WmWhlhXoDBHUyJtEGkTfxcaGFfF08Hh1sPG5Z0i5yS4AjSp1F9KBZkhGaEiT3daSreHajnWqISVfTZco94xgzVT+Cw4jVOeuPw68hpRUEdZ+uBkJvbX7j9QvrwRbT/psx9FZ/NoFN4YbhFbxuUfpWYhgspsENRJAMpeNMDMhqBH/YqH+9Fu2mNQ5mOxKJhtIcIh8SMUSwpv2250xeQgfuf58/O+NIVid+1Z3bxMsKjPXj3Q4xZBKcHQLnlgcxFvbnwNAPrhAhG0+vhmv/OYrMV/WBEXLziJlDCo7utWJqQENWskjMSfkUXbfeMm9cdtCeGzZdDH+qblEe+YIFqhfXWZ2X3rHXmAuDULE5dk93RuY9sVtRm2OCz3s/DOFnu7i0yuXo4/4fVswuZdNYcHh0y9KcAMgqsMShtQRBZX2bf/s3rvwohsmB6Z9CajHdc56f0lXgJvrhh6JDOn3uDVVfdd+ETMcAw5FGtQod1TctXsiuRcFrWPDs3phCjAGCkzLZ31I9RgJ2iShlwnhPj2f971oDGo0FOVrb1clbjt4m1B/GCf/ZU3qD8zbmCfa9dGeQYdkS+rtP4rlC7KAimtI/fwo63RFog/p/ARMSQiIrEYl/k3HzhHpj2OuCYNIK8q8vO7oLQCAVbsn8MrrGIHETXaJhvSu3cdw+wdejmqmbrtVGWgFtGDwkY9V+PGLgwnjnYdqq4dhghqBM6TMhPPAiXl84Ko0x2ldOBYs3XnoTkwv/Wp0by24WwMDa7pWCkd2SzTYF6Lstlug0ZUdJF840eZkygF+nVHC/w8eDlrAdP4M2KOIf1+0J+gMQ+othBrqrPooFwrseO1b0F//lmyxOKhRrr/2GbNMSi0UBgt1aDRyLgYwn3gBYV1kAQE/PwYJ+IqMBOFD12zBZzdsA+A0pAnRYOsHS4kjaEgFATEwQENq4rVfQMOIvqzA3aMj2N1u4wMjHxWfB8yEM9w4XAxaFRtT/81Twa4ZUsBajAS3HheQJq8h1TVDev0qvPszLmJrivNQ5rK5IHrWL5kKP3mKo7oNWpVK9jpJqBS+c2bhKVJHP2hLXWlu9zbSGol+NzHibs3lTXbh12luX5BucxeWNA+p5NoRQJOb7n62H0wbsXyh5hGeMhmCqbr2j06wHKbgfvqPHhXpKYZUBLc5EXt2CoQZ3HRsE+45cg+OLggEt/1bTQ0gNuwmqKjJro43qDsZQe9MdmPmrKkFZU04GHUxcwgLvcE+pLnU8dxkt1t1B8a0GUpDqoOG9Bs7L8b5p63Gl1Ys97hwIYHkQ3qyJrsz812LJy0hM89Gl8gNmgEIVSUwpOxbeIKIRYKjOLp7osnu9ygq0/0gPawihrS5Yp72hQ7cS27T+I0bKvzaRzeAA83HS4mphU2b8MVvvR0v3nmrD2rkmDbuM5bTkIKYXjmUDAzu3HFcKJygnYDoC5IZl68fuxsfvTslmOgc9QSsMQMZ0j6ZOh/5aIWf+8ySpJhksuvG1PmH+TlbOR9SgdDY9HVgy7fr9xs0AhUnhulY+34yLQm3sEoaD5f39+v97ikCk8dNdhUxp33DJXfhOVNXoZrcG5VpsihRUCkyfm3avYSb3dq/+y64Ekc3LsPeiXlceMvOpG5jTfMoXL7t8mSuvbfzb3kEUQsKAGDWjCfPWkLyLQUhym7RikwS6VKq+gqbvnQ2jn3xq+A7j0+5ynEC5DVggBPzfXzomi3pPBmCIfXRJSPNrRTUSDa/Twj7qofJ7Uuw8PAOTHz+QltG0O15hqVu3GmOonXg4wtYRjSjIR1qK6bmryoeGd2d4qweec2ZDVu87f0i8pFVCV6FhrjJvf+qh3HxHXVeZ8lkd/Pb70LVUyigY0JYYHC9/yUb3kFnMf1mBUzWh/T3zj4TLznn7IE+pqKG1H/f1IfUm4FqGq/enfGOxli8ya6zHhKjEds5vXLOoSAwpMPQMJlziPuQGoT5QBlCqlSQNKQSDoPwigT4/SBB7XS7KBcKRPPGBB9SN/ZNlhVuLHNRdvnZL0HEhPu1IvfpMUeOoOorDBIyRea7/m+OI2bni/3ZIXu5q669yCjtj2Q4xZBKwEx2vD8jN9lFmHDcpMso5SvQU6mG9Lz7NJ6+g5hNGMM25XjR8wXqPtygYEapuC8t341MduVF5yOEstd5UKNu2c0Sf8F0t75oy/QEAPg0CwbKa5+d6WJBpZiCv6ePyNq0ac7FjAkd+3kb5CkyQ0wYUttGVQ4XVFb0IY39XHwePPt7RPO0MOGSa0h3tuZx78yXkYNhcAwaUoW//Qo1DUwPCToPIg2pMdFY/f41Gi+/OXdgEvzIdXf7dgDAM45u9alLfH/ZHEql9u65LJFvIohzx8037z8gHgA5k9djvWnxfpseNqQfCUM6cwTwWsq4jRUZy07p+3bLQGQBZK+oalPH7FjMHrWo5ceKR3wVTXY97W7xGHSgLwRJsCeiWum64Sa7StgnKc+qoSDpW5YsWKZC0JByI16+lziCeGrDJhy5fwUALc7DylSJhlSblJweuDwP1pFepRgFqcl8PSbJPtxuRRqXYMIIVAv1GExcduVQZ4bDme9hDt7zrc14/1UP4y4eDE4ZPEnty2h1Ebl8RDkOBQ1pDpLHjUHDAvA8pGn04VC5m2ctOMaUNSm8y+cHP1M6R3bjkneVePHtGlqxMRXqc3TJy282+KmN3MzSvkYZUpNf80o1mewC3RN18KzIf5ihVfUU9r7hYjz70KYU1/kJjBrZOkUhpmMKaJgBpKn4behzwYcUAL6yfBnuPrYxH9RI0JC6Wga7MoQXncmuy0MaUsMFRsQwVw2JeXF7945OG888V85HmaMBC7Aouyo+dxwkGlIhc0DS5iBGOaMh/YkNV2L39WusWbZHywdbazTxN8lFppzxZXLRryXs28I4rl6Ywktu3JDkdZcwcWdOzRdklFkRjuHvE0ytGX0CDgRUHZPq9r6q75n74VUtjyw4xZCKYFB2g+9ibsHTSLhVg49ENZUSqK+/QuPvvxTU9sYg0sMXGtFs5ygUtvYh4iXVLSjL9DJTBgOD7hCpMLLhvQEcfv/70du1C0BtspumfeF/6343mezqKMpuLCAoIl2htFkOlrLl3gEA7ewRyesq8dOybWidJ+zpbTHtS9yO03I5yd/75t8claeh87mGVCvgvtlLAGio9sltV84UUkPh6k2HKKIAgH4l9zNN+zJc+yrSkJL7NoiPMsZrSHuaETPkMK8k2taY+PuZeq43MqSZR6/7wl2LMtkFZP/MZ6otaVtGxwypMcD7fghY/2r/exiTHEkIdOOWmrH0wTLsmto1saMWHAiMR7J0M32s+MZDCV8Yfkv8nYz39KHkmW4LghzGkEaSbSFhuQESE7Hn36/x2fMrLGzeDCUbL8d/WFCjZIYbeTrUDGnqQ7posK9IacUKSVOo5Dyk1GQ3CmrkuVOdCHNS7Q75vqI5H9C3+X5nWYTItZjENaN/hT9pXZG8516WNaSxToNDs8nuYJcUWodm502sGYsJSWU0ymPH8D82Oi463wzXFlPhggYwboVNv3SbBhXrUR/SqHYyr37zBi1q8CLLBeNaEsAxpBlTWV3WqyTKQ2riPnQnazeK33romgQXfcFP4vOtt0X3KH9B10QLeuCeN2gF+X2LVEP3yOYou/GrwR9x8QxpOBtjjI/PLeD4VBxZWzSNte9dvmxpGsTHgc+AEN/2eUjJVhZ8SEPhSENaIVn/Wmtc9eChWKCSMc0GgHPUIby6fVm40Q9S1PH5GZQLRW3lRl7uOA2pX3vCWFgpxDPVdqFVWpBsxrmJIiCe+JAag3EbxLN7oiPTcJHo0lpUGCQRyQUko7+FPaMLsmCDhtTuXx9/AfCOdUm1J3Ga/MDCKYZUgPLYJLasPxNqYz7HnwNvHsql4CAmmANNdu0CjKLsxhrTijltKcFRkWsg+XWOgOgSk91cV3PaoPETBY594pPY8/rab6h2om9eIk6jwTcACiEaauGZ73BQkIA1kg+p02osQo4URTisUq1rlFiFbHhS1FZRQywdNh691LwKAM7Ve+LyhDnhGlJSCg1BWYeCNPdpDf1MypRUQzPcFkk1pEXkUFq3XyD4kCYa0oqkOxHHOw5OoQAYJZup0jI5+PjG87H8R+L8wbm6ckwv1QrCeyoyAAAgAElEQVR5IsGY4ONZJyitH2x0PobDsS/SnFNGQWsT0gnYum/ceR20ThnSTsnI3oax4gypG7tlvTmsmz3uUKd/kvQCTePthTOShpRXRPG0my7NrWeQjs8zt9c3ug8/HAc1Srrs6uMWMGk5yay7Hvv4vhRlN99+fL8lCHskDSmQRl5WLRsuhvOXEb/VsD7so74i2qdM+bFOzdj0yhiJs4taSHJuLiiNMUP7kGYqSIdW99PJJky+4ENaN+4wV0olAY+8ENEYHHjTm/H718QmoiJDmkjOyJlD3oWxv4WyNVNhmQGyBkfKWMAXgscEkEx2q6kpvOa+y9C2QjEpLRBQu3PQKLt7p/fij244D3qcmMZnLF5c/55RbItvUlNwwgSNlD0c/Hwbk9u5eXo8Xk0gnv3pNkGeBZqB+wd75muQhpRU2qoAPbYZU3Yyu13M1fCqz94O/Z33MfSE/WNAbtI/+NYfoJ+hBQpVQDNf8kFRdmsf0njsrn/4MF514R343K27CK6E7mLr8cOdD+FFbRJDoQwmu4XWMFolaV/aNqiRG4N9EzGzXuNW//2F1q3JsxoXV25wUCPJ5HslZllZoOXTGBkACk/bqfG8BzWesV1j1Uz8xajW3o1gPu1LrIyIi7n5V//yGtJDwWqNUjenouw+yqGcsP6a+xwxwgq4zd6EA4pvHFQaNVxQI0CRQ5f7kPIABi0ijUlAiNppUBO7LLewrXswyZub805p1tu6DeWxY4CRcHLmC7a96QVc8q4Sz7+LjUukIXVEdCqBouYehDMNOPl0KsPLjiJzVCHKLpUE0/tSfkJPuM21MLtTMN90UeI8nrYNTihyHEm/E42hr1s302tNwBiIcL++EzOk4bs4vwdNo1QMAZGGNFKRBqrO9ThhwN3BKiJscWYECCXmRHwa0P7aji8l93p9mVhQJiPfd+NLTae0CVF2TZEQA5LWUoKcmXxf68SHtND1ntZiNY84htQNf1XhPZ/q49kPp8RdwpDan5+4+j147Gwa/AyQiQAKnK+cvvpq0YeUa0hj08fUVM8o4aCLhCEFYQaYoM8RqoLAMdqTjWytUgssmbZIGolBH9kAZVfh1desR2861mLFETNrKIS0L2i1ZX8w2kyijaPtSHgJZY3CWMcKksp4jayyRN8us05sw0CHgDMRo5z6kMq4pRGMoyifTLhJgZvsujLbj8yG+r0mzTIaxmD2sDzfOfAcyFSzT0ddwTGoDldBoAHgXhJXYqwPL7yjwE12ec+P/OuH8Cvbb8LPba/NbFuqJX5TXSoUKpjsuqBt/VVp1GcJmtY+D2q0ypruH924HHNKoesZV8qQNu8lras34OfujoWSdD0kjIpb51F09vhbL8aHtK0BM7If/+es5VH9Dn6o2I81iOmfpuBB5Abe+NWwFu48dCcmF+T550x2xaBGdCxJt1xQI7pPHJyqNZybDgR8KaPFBbDLMI8+PdCJya4yWozB1LGCENfugROpb0plYjoyD4FJzp3pEQoW1VGeL9qQNaoAKIW3XqTxhq9pvPlijbd/roqYQb/3GrrP5BhSd76k2m2ex7st5LGOdE5yC49IOMWQSsBmfI6xqW3F8wSLt4ISfEh5RXXwi9BOwTbpREMqOpW4woR4p0yecCABzJwtM7tbNCcIAWpGsuNlL68lcrkV4jbDY/WB8zN3yr52AELaFwQivegD/dmW9SGNF7RCHYF06Xxg25pI+SapkpRbjxJ9LQ0/rkaXyWHjNpKZfePY/e+1VNgYjWuWjIOKCnjaFyCZejFeJpi5cJNdUkq8uxghWuq/45hCzW8BCBqaYLycjt84FoD99wyHEyFAXPoONTmFTU/9EczsiH0rOUPqpyNjBJSd+ydjsrtz7HfE+0nEal+PkT8DPcRNuBdMdlspQzqkhlTGXaFfEQ2pxbdlZNxH2LlXzHdx7mHg9d9IyyY+pPbnqp6QVsfkZgUDQhkVBtj35r+TizENaWyyq5O2DFLmm4K8l3KCgad9UTDzlGjKaEgzuQUHRSKXsJzeO44zT0zgmu1rsL0TNFk0qFjfrx0pD2krOlOC2wZdNyaZg8HvTUBXE4KN9OHNtz8PHZTxngFgpbLMBlbI3dQaoseBoCHVpRIETCKSHr3bxkbx9Cc8Tmzam+z6/J71W870nbYdNKQ6Fs7YhsQcoow5j6LssqBGRvGemOR/em6P9K2VyX2XRGfVIIbUmaK3GtO+ALq0ZpaeoVFoVQb/8NWHMXtoJGpMwXiLF6UN3vrFCv0DnbRSO0S/eaPGgZf+tr9N1+pzzz0Hv/jYs5P+Juf3rg3AAyFy9bJ3fAJ/8i2dP+f5NCEmuw58e0NLeBmNAGDvSD2e3F+4azpJJ+hO/9dfrvD6y6tk/1AAnvsQp08z55BSSVAjkSGlQv9a0hbODABHpmsN5/HZNPq6QmppM6r6IVqCMdj9pvMx853vALAa0kpykogZuGL0EBaYRnrK0iW72sJcokDO3yFl43VZblGCYAVVoxLjc+ZkPI183mJy/HPegdOt0CVw6MF4zZ5iSL83UEp9Wil1WCn1wPejvv9ySM64+sbMddeht3NnVC5EdOV+dKEePTMTmddIDWqDxIc00pByIsFHfuONwjOkd++eQEkIT6ph83eNyUYXozAGWSNXkc2sPHhQJLZyZnBNQKPsug3vxy8bw9bL18VBjcjG+KGPVfjMBysMirL73M3pfdFkN0IzvEMPdq1T0kPaBG86/iD+Yt1aXLBqJe1kWnDARuPuZU12h/TflMCwv+FBfSfrQ2r9j6oQaisp857OJ4CPn+cD5gBukzd4YXFHdEBRH1J3IJ9+W83Yz+6KTXeVAd6+ZrV/t1P1cfr8JGCE8P0qn3vzZCB/2DVrSAEqrScMaU5DOoQ0QYqyC6Ow5dA0yvkuRvrGf8dWBdEq4swJYN3ecCRodjACwNUPHsL0Qj9rshu3H/8YFIiEa0hnFtJw9wCSoEY0CIfyGtJQRiMzPrZRyRRPsdWQmOwC0HNzUXlpag2d7H7AtKSvbO90sGE8mDNSH9Ie0QAm87OdyUNKDyvijsCBj5LhiNH7AJZiPmhI7csr+7PYfuVanH58UmzDGGJqHHFosYa06ik8dOlZePKJfaxsToBT3900MiI+BcJ4uQjj0ZQJFKbHE7DCkMjdIEXdQZPJrkHgT5Spv0kYBhN9TOfyQveytgaULoGvvgq/3vpO0icgH2WXFmyrvMluFNRo61U4fQp4yqE5HLgtDviiDDDTLbH18DSWLQBP22XQu2llUifd16rDIUVUyPsIfP69Jf7ic+4nOaN5ZZ95MXDpH8p98/XK1w5noF6vxgDtlXdAtWrhmjfhHSI/swPutsSFQwVSSyY3c/tVH8/eanDeAyalYYTPpytZWeCi7KZCiXjuUPnegi5wyb7ro7gGu4/P+b+G7hOwTBtreAw9L8xpaWD27s3Y86d/VpfXlZW2mGi+B+toW2+ri78443Rcunypr9f1g2//oYCTBukIv7iINdmlWmFWP22vRTSkmViFQbtu6y4oQ8pmapgWrjPzwMeeh3UI+etDzlr7Tq+fpM0zbO94tMD3S0P6WQA//32q6wcAMlINADt/K0jyqIa0SjSksdydax/EJpn0OjIj5eY+Nm8RDGUu7d+qj25Z4aUf3YD79oSD39A2IuJv8JQeN6lGbkSbxC/MwDRoSB2BmykQ9TdE2XXllx8TpI1kw15l6cNBDOkb1wsMKWl7dP9ttp0AihB9BdWQVmUi7ZP2y6myPtz2EM2GZwooE0qvOd1N+pPXkOqT36GMq0HWkIrRbBGi7HomQGCKn6L2YubAKDY96/no7al9Ywul8But6/GJkQ/gqftq6fZPv/c6XHjLrvo5DCprbrpyS+1zVow4ii/gMkOipL7ptgvxuf/4J/BBcEGN+OFJoSk1iFg+p/Mzqf+evR3wsX9nrv8Oyukp+zzVkM5XC5gawilYojMVFF760Q34i3c/jM+/r/JCrLG+rCF92xcqvPCyQLDTRN8O/vjCO/CGi+9pDGok3Spgkii7YioE0p9Oxn2K5yGN9hM39+g6gkKL1RX4C+MjOde/2es5k10FaKohNTpOleTKSdGexTk4gNh98s9HJWit4yrsBSUhuFINaVs0FzaKNC+Y7Cb7Gx0jKWcn+dFjTNiKYwbdEx085/40EmtdtwkaUlop05DqfrwmCgO84toKpy1MRetsb7uF9cuWJsMrfQFXoza1KwoVc1CTYIdD/YTRCgB+76wzMClGh2ZCZTI3NFINi4SjIcIDLkgeXzA4eMdKnFFO+r04SvtiCP4pdgCAuZ7GnBDkUJfK7sf2/Y2XDRQw/dwHbmgukAG6r46UwBMPuvuLJ8KltC/8GgBCYKBabD9+9qUYWWbNkW2fu2UXH7nnI8HFIm0t1M+euHkyUyjcOD5W+4Lz7c+284orXxHQyuTTppCL7VCoOiBkIfSbzlsqpPnq0mX4x60X4z92/oe/t/9ETVhRf3Cah5SP5Rh63qvdnYNOyOzmLO0+paPp3njzknG87fQ1/rcPRCVIaOd7FWa6LhYDWT05UhPAa9atje4VQr0eX2Ww7SJpL4eP4O5NdknfjDF4stqLp9tATCHtYozYCgRuNzXZZWnzkvm3GPu3H2z4vjCkxpgbAOQT/D3SgKvZCfFVTQYGT5ngr8gl6FwY2WlkSK25FzfZpRswj9DXI8mGuVTWVF5pcGI+NKxNIN6oBiHa6DMLeEz17PNApa7WVRL5rZEhXcTCMaXze0u1RnHal5QwGCaXVdIeeX/NA591Nz0kJruuDclskzdb9ryPBPWtMFJ0PBaMJY7ils9DGhA9qRieESQkq7MQ6MkaK5fOxDGyklnshFmOEztrrc7cnXcCqBnSM1FL/pZ2awn5zmNzuGFrLS1UJpibLj1cb9i6H2/WCiaKmPjcg5ssyoZ9P1itkYFqNZxSi4Dc5qkyJpk+oT0C/nO334517/xU/UOPJHP9tze8CRfb/LuNuIi4199xzaxj0upCSxaa14ZhBzPvy46js0NpSKm2ro0qGd5U4xab7LYzeybVkB68cwXW7qJ+plYYxSTgubqAjObDxBdco6zBNaRyAItKCHrWmI4q91nGVvsPoVixCzrnh/ZINWmU3SJeF/ZvZN5MtAscEsuXRoRr6FepZrkZtBcezCsVNCQsyi5fwz+6x+CXv2vwhru+HDXyB2etw1vXrskkmYmBmuzuPDob4eqZcB2vJR7YzAC4e2wMOzqpWSHXkNK0Ngl/pMi5HhHYBv99/U345W03Jm2/5NYSE1uX4gnb9ov9K8i5lYDF5eatE/jUTTuSxy7KruznaKtwVX2PJ1DOvH4xPqQOpG8o1u2G9/p3YWT/HQDiwHMAsH92Py649wJ85cIXAIc3p2MRabH5o/rGbFHgdWeegXe2P5V8iq1H6vN179Ruf08bjddc9Rp8fdnSbB9yFm4KKgpqRGMX0PPiIcKQzur6VJvph7N+zga9LLXxohm6h/HvPYaev+PbadVsW+Hic+jYisinWmrYG30/hGc7jhJXEW0wd1utVMid0Ro1w0tBMi7zayxTkQHRZFKBEqHJrxr9a1w++haLmt9I0oocHglDyg6v/vzQ2TUeaXDKh1QEKrtJFwBdSM4ki4d0d2DXd1baH7VI/RcMW/StOFJvQYj/JOAuSe4sMWq0KMDNGOWNPtGQGmDMGHArTtE/im3s2ei3VENKouwuO3wCq6fJ2ETqj0CkOXDjVuzLRHKU4LZPJLdiEx9msut8y4aJsnvZa9GxcrSIITXxPKvvxRjw7+d+5Ux266h34qOhITU4rSvcPrUlLYygIdVQNf7K4BnbNE6bCogcxzJPRJpezyFLVhrRFvgIkcYH5FniDhxGTANpCH8g1j74Xijbs8yulwSVGjCO0ShR6wahLgA4sCwQivR5e1etMTZ6LDmots3ua0ZCqC/gxH7bU2zpggmpjQRoufNPCO7lqi3ZficRSp4oNzVDOjDKLqmjMA3EhK3IVMDElmV40m3BRNEHDKOCHQV0MkqNe4/c66McxzjEhIMxMVFgoCKG1FhivVfG6zKnIc25NeSmnKHpOAzEiI6f/GCJEzev9PglWnqbBsL/DNWxhmMsGi1oGhgUAOgyraBxTHWmTqODgOmm8VpDsqPTZhrSVLvk+sqTyB+3hPAwqZOoye58v5LfYWfZcjOH8Ymg7fU+/oKQI7VKiM9japGgCc703B4pgaWTM3jt/V8L5oQWWjp8UVdXoiFlE0/5vdZR+wVmu5KGtKg1pNQ4KVUDJv1Cw60cKGEzGTntO1CtwCQN0s4mKGEAQ6odbQIs2Xp5XJ7N1d7ETuDq/9vIPCUMKRuAjqoSwd8/fL32eGvNBFqrMhVu3n8zDrXbDX1I9zwgmOymWvLwDq/TrT26T7g1XFYakiaTn7Vtpb2iwmtIfSBQe6MCUAWhTVO6F497A0M6Odfz62XqG5dj4osXiXUov6YELSu34DE0yq6MU6WUZ1q9hpSQYGZiR1Seu5oFvFIGP4my66BcGN6t+REG/2kMqVLqT5RSdyil7jhy5Mh/VrMnB35xxL851FJxZx4qp30p2/VMbjbZFTSkGli/db3/vfyJcYhwpZz5qrA56zKxVVfQ+In9XwgEb7RJUQZPxnBc8CFtG5Mm/MiYK9Z4ZaRDEhC/iF9429fxbx8mJrMIG6OU9sV9kzP/9z8Nbsfhffsnw7WtKmZIY2GBnyMNQY08PHAp2pu+DgBxUCOJCm34FDRHWrMPabp7DuXcb8toE7aFLZ0OPv3QxSmalKEiDKmtAW++ROOfPx2+2RPVAZfNBcbmJiyU8geDggJ6c3im2urxdz6krcpgyWQIHc8RkJgxY2IfnSceMPjjf5vGGXMTQw7GYFACce9wk5r4lVtp+Ptwnx5FQ60NAfiae9J+g5EyRsJpd5Z2AZ4bk4JjSH10yWQi5tO+RPfYHJF6NrV7LFRLyjd+Isc4SM5ENCWJBQ2gxco62u3Lmy/Bzqmd+Ua85D61gNFzwWRXGWBk7bfxrC88CwskzUFpBOLeDKvfIVB0fDAPx7B4TG1lK+aB3q5xj1+aD9pEJrteI+hrBaQ8pB4FzkSrMKfi1DGBkdpf3iLWldeiaU8UL1icSihEPqSm2QrERHt1fJaH6Nbpe56wNAZQCoS/S5kT+3cNplCQ7+0o157wgTULalSQ01MT4VwtUyQkKpEY0HU+wkz3FPsLxOuoMDHhS0uH+zJJWGtIY7P0NDL14iD3muQKMbruSrTOCrkth93BIzPdzP26QvvtFdBf8fi4vKhsULhv7wS7lz+ThhkhBQ187KcwNhPOdm00fvo+jXOOxEwKhVz6sWFNdiluhSe76PP6mgayC0HeZFGPGzEvLBY0pAVRIwZ6TuxKXYVt8il3dPB7V1d47maNT36wRKsymJwPa6G3e0+mhgARLaMYrhZqwbLjqGXEXn3mGehac+Qq8iG1mmSm3VQPXwn8w0rgqCzcr9t1NHsNHUFDOgTJ/oiE/zSG1BjzcWPMs40xz167du3gF/5LgUl1cyYRJjA/XENqVD2hSisEalf0vXS3ivw7UU/q/TP7yTvxKy1P3acb+2dv3oZuPzB0QJ2Q/Gf3fAgt7cwrafODp/Q4UhPRjknPdfPR/y9PTHq/yyGIbh8MI61MKSmoUYBGk7gcarQGw/4CUIR4cBFbgZogSwTFwgHROVj7o5RE1NbrC1KKhk9BGdI8SWbEOhZDMtDXf+fsdTh/4ydtOHy5zZAH0RoT2m+2grjY/UixB8qejCem5rBx/4koDymUAe7/Mi4d+QeMWp84F2V3zVTev1NB1pDWwo/QwIvuqit4zqFNNc0ozSuB8WqCVuZUkCKcNrUVNIfmpBlSOpSrpw3e9e8VXnP9zriQrXvpQt4fGADaTgOZyeVmUGuRirGQg1A2UXblDYpiLk4FYJ/v23BaXHFDfaGcPez70vHl/Jnjattl8wcJ5pFBGEKR4pYQWgF6jkYUNhhZU2tqaUAQUUNq5DUaIZLc7uATq1dY3OL9SpoxBpLG3+DQ1Hwytpp+F2mNO22bZGXWNKzLN2ECd4uPslpXoiH1TCQAEKLs8nsbrAaisyEQOFw7L+LtGHSiLXMYcOaE5qqUiNuepCG1515rTe0XF6d9ocI5pyF1z8LXpntdW4jAyjs3KKjR5uObHXb21SaGFNkzIMJDKDIM0RysI+XSqhUY/2F3STpnc8xpXS4ILnRnSVSe99m9+/ov3sVqkce9/i3tA/HvtfNTmN28OTo3tdF43RUa7/9kJeJd38szpDSoETXZze2vhV0o8b5lNaT0zIho1bQyqi0EUg2p0TEOA63nEFbh6fta+MXbDf7wKo0V88CKOWBiTs4skatD0rAndIQBlp55kcU/W6UHbTtENaQcCquYwO5bXROJUuffrAsG9SGNoFyI85AORu0RA6dMdiXgzCWb4LNlMNVyEvAq0ZDWybQrQUPKA2wA1jfDxBuaadrgaCAOT0zVfz+3YTu+8N3dUfm5s7+BTSNyuOzoYMzMbmeWSWf/iDHJwSsRQv6ZG9cG7YwHpyFVadmWIctRyqs3BFGfoBgRZYEw8I95KH2vIa18Hs5QNgVncNcnD6+8/0BdR7QxS2SF+01JkxxocYPKaq2j+u1mTdpYcNI/G31QAirRNg1UqpOhfPSqzXjJv96EQinfljIG6M+hrTR+tKjn7mNwDKUpsVLIJEIFqhJDanKMuSMkJeXaInf2nJQ5w+9GBejzwBCYxsOUQ0R4kzEYs2fzkw/HA6dtioelC+FaAq9N9EQ3b9egqgxUO5+2qS4Y/lY//H783do1zcXJ3G9i6N0j3U8/oos4y6dEWyjbiEtAqq6P7VkGsQ8pYHwaD7pvbzowCT4RRaJr0Gdn0U8jDamwJxglzEFjcOeuNNQD2c7Yjxr+O2ofXdGHtClSeCvNJSgFyopfNV54O2c3jIIJar71wMFkvAat3aRdUUNqHxkvWqOI1dCbw527juPAxBzBLa1LYki9P7HTFuXykBqBYHbELsG71XiOun013JGCGt19uBYYFKO1D78xhfxttEIB7SOtR3ucAeaOdrDzqrX2GWVWGlDkYLe/H927M1/AoRPdzjciaQdZVfZZfaOC8sKPwJDKh+eJudhKiZoaDzLZBZDMwZc+eD/23Xgals/ZPUelUbqbBH8lEyZ4k13SjmcQKT50jrgMYVEqLVt/FUJ1+gjskIVLgzSk0Ipoa4nx3CLOv9NISIvJuX6yZzfBMDSSAtAu6oCDQzGkdmyioEa83Zb11y0X8KmVy/FjT3gcnvmEx2Gu1fcv/M9WrbwIJrtcQzp3SkPaBEqpiwDcAuCHlVJ7lVJ/9P2o978O2Mxk2gR6cLgFxINXGFgNqWVIaVAjiYDWjBAodLw4k7DhosmuXRAwmJrn5jwGlyxfRlaKwm9+p8LSaZ01+YjaE9IXjBuTaD2MkkzF3F/LxA2jIXWpVwTKYWHt1WG8vQ8pkRidhIF9HDyohnjz598iMKQvKm6P6moijuh4icEIDPCL39VYN1GTtUX0yAxWdQrR+wbhRNsGIETZdQS5XImPCgebvigj5XQaUrfBKv6/HY8nFTWjvgQL0KbK+EfWN/tK8JUjz33b9mfLjaHEkCZ1iN1I6uTXMIvUkA7bKJ/XmfZpOH2pzZYB1Fw+N7KTkrv6E00bbIALGnlaWHPuPWfm9+DoqIhPVHHumVBO0pA+uajNtWL5fhxll+bzTZpOcNLAfZdAl7HJuAZgFsg9ml6LjMXrvnBnuh81LeNcv4t2nISdXmeqkffhsNPFJru2iNGJwPA0NW3LC8gJPvzDbDVNkdZDagpyP0rt09wCfeoj56r4Ife3o+1V1roi1l/aq7KLl33sFuxzDClzDWjUkDp/WhdxlPrNC33Q/jo0EGtI47eU30uD4JJi0RTUqDXq0q7IJKEx9T5fkrPbM2wAZg+Mie/5byhM+GQNGmB63xjOe/Ae8Xl0xtvx/amNGpe8u0JvRs6fGmlIIV/7Trg/1sIh50OqLG6nlXLwKGBYk9347ni/D1MVXnnRb6W0jMiQ2nt9E4+BUnVQoxDIMrSYG4uW1zuk3HupSY534iolrUeaAsUiU/9x67gyIccnaa9JQ5oDZWof0oBtfn8IPrApSHS5j/g9gIBaPW2wakfHF3WlqXC/jRKmZc/AcgEfPC2kq5tuM5ck0mTb6FjD3l8YQjHxyITvV5Td3zbGnGWM6RhjHmuM+dT3o97/MuAa0kwxhSDBkvLUwQBVxzKkJPpPOvHtQm9gQHPEJY3o5RBto/KO6Jz4cNA+2sbLNhj80hX9oUx2EzMaBYxr7SNphp40rF2iVaQgmU8ob7Kb7hL9lffjyMIhW2c4tn19J7GpxT5QAj6KHcSZvgDp4WNMIC765KmUcL7sFvi9azX+/qI6KmmhYkJ38JeSS3yvbpNV1Ydo1gygcNJ762OkMurYwJBa8yPFBt2O6UpViz5L00KpyzCHlyzxpbuWMCqVkoMa6TTPW3jIOuBus1ubRzo43JIJnbqawUR1DujzYU12eT9pUVpfTgtF+9c5Xps9zgtpGZ2GNEQUZe0aR7RTLi+LNsphZbiLZEgrQev5Z+31tkgsYKLbyDAWFP7bbr0G+OqrIh9zoCaITY8I/Qi+f3PD35CKqoSgrYlEud3s1qnasSCU1ifsn85CJwGqxfFlScMGgCB8BJAwigZhjkRN2R+Srs19hyaG1M3zoM1BZLLbFLiNR4L1Wk/OoEl7hmdW7d7u9qdI2sPPVXoABxCDGlmrBNVyAWoIg+X/q5vTUKxaS7xThpRrTiw8v/UAxttHE9QlDWkivMqY7AJ1n/s6HVtGusTv0HmVfRiQqRbSFEwSuGH4yU11oe5kzvor31yEijPTVoCqmhlSoCYR39D+MrtL1lZCr6V18FttK9yg75bcB1HC3ZYvEVtRFIiDGilSN2VwEuywiZ4AACAASURBVLNuAL2Nl1NMLS50vjpmkjOkjrGM65vu1xdeCK9j+sdroU+CTlGoNaQBhXwlQcObjmTiQ2rCPSUsC1r87y+q0O4GJjzJfAFgCbowhT1w+7H1SF+wBKQYtilPUs7Hgorvkbb7QYJTJrsSsE0gq3EzQTNaMSJHA1ZDWv9u0pCOY8FqSMO9QQxpi0WRpFBAo1vGvlQjJfArnxwLkkBb4dKZ4YIa+TLk+diQJrv+Z0ZDKjbpy6RPCwMod3AyAgE4WR/S9Efsc5LzIS0TFCV+zDOkSnnzDx9wg35AW9dYL5Zo1o9ihnR8weDlN2p/mHrkhAFdjOmUpCGtdL9hn68fFDC1/1Vm/PeM1sydI6QKRQ4Go/17K1RtalqiBW0q/x3mEExQK3uzQlhPmo1WxOBwZIbQkP7u2WfixY89W+wLEG+e8VyRgxpF75LnUeqkhrnLU0flTFy1Su/x36NHaun+dBz5HgBJkeKiVbPn2th8hFRII+DrJfdDCoiGNtl1TIagIW0fclFVSXkV94EKrJhxSTrH5+oURHruaHRbAyE1FQBF9rSb998cCipDAoC4NvKdm83Zhqm2x1EhnutSbQbBL440DKWEuRktG53MQe/blzSUYQwbgtx4k/nMQSNFaaf7bUA3bsP9Wo1pdt8xGrlDKUCk0VeU4CTijcpH/LLvmGi4XLVNPqRoO5PdMC9czAlfFuEb0/lCs920eaRrhyKA7shs1CdA9iFNQcnfxgAKGn0i6M5VNVb28NTju5L2B0Gy9TWYrLiilSMDsnQLqa6BOaVCFmchwNO+UNAGSMTDGSYPyMx3TtNpbddtuMeDojVqSDlDyoIaKRMLlZbOG7zwrnjQnXVM+wD1jzVYgVmsqkIQJzcm1y03WP7kt4f3/Xpzfar/zlqGVNG0L/TMcnv6ycRQMLWA1AmQDs0cGviK1Io0V71lzYB1s5YkwagFSjEcaLUwsmQLtDfZ7UZ0dzkwpgX50V+IjTZPMaSPcrAb0qGOQWfVrUkOOgcKwEev31q/wokOhciHlKZ94Qzp7y77d7z7jregRXI/FTpenE0mINwcqQXtkxivMvUBffoUMNolb9mNZ7TH077I0OvEB327Ap60XaUmu8ivXT+OlSyBj8q6g1+QHBWaatdSAuekTHZVSuDFZi3xtzhwYh6fWLkCv/zAG5PNR3KOd/XT6ItS8AZjP6YP28/6Rd945XUav3GTxnMfosSaE4XEsBiT3Spjspsb15YbAW2w8ptfwUjGP3H9sjqfZttrSCNSzyOwyjKklSlQmhDFeGKMaJcdrtRkN+LrGjqspBESxsgAvUIq2QxUEp0DMcquyjPzQBwYDYiL0vqC1iNGItKQTtWM1ozAkIYouzmmAagqAyjCkDURStk8ebzicNlIyBoFXQH7b12dPHrsN5Z7HGm1kek7WUf571Q/eGCvZUjZUw34aNEA0Cdzfqxr8FeXVjZVlcDgSeve3vqzdZmAf9SHlBE8XNr/9Cc8DjcsGRej7EqfNHpfm6yPPw2OYtHw1kSRTM0TvQKR5bWf2UPCz2UXzbyaarExzE+OJ6n90dNwSqioD5JaOZjs1m+GdalDk27vsj8LaEgNNjGk2vnGEoEO1YgqSDx93Qg9W1oZ/0I6Uqn/YPPGdLY6Jt53Jrt9wWS3VpWHso+bOYzzb/gQVi9MNe6DSR9ZPcmrpDL3rmdILT1z7t9egfOvCnmJh2WIqVmrN9n1jaWVlML5UkiCLlY/BX6rsOmMPCOsUlewJh9Svg8opWINKXlfweBPL9d41X9onHsoVOoYsGh5KINbR/8Ut42+1n8Up9G8aE3MWPKI+95Cwc15b1mmiHAKMHCWFifHXdEc0Fsn8hFsQ5/CpXtT0pA6k12lkOYvz5AGhQ4m826evvics9F9/JciH1J6JpVFSjPR6qP9spzPlnukwymGVABjGaa+Mhg767Ks+E0ZeFNO7nzuJmQl+ZCy8/7LZx/E9fu+jcfv/aK/VzAJHN+IqKSLmwe0oL3J7ujI4eiZr8+a5Y10WXCFjHR761nfjeoZKYHzrhjBE3dxhjTj01dXXv/hyUslKCusnDF4xu6Z5FFBD66TDGqUoBbtUIK9BfsWOw5P4zMr66iXFSM+JN8t98kpAy+Z7EaKaBUz2q+9+rURobN0wdUTQPK5rXH+3sRoZYOG1DHNsztHcObnPoZfv+9BsZzb8L3JbsxB+s6vVCHnaKQhJealwUyJHCRJGNCctilze7jzRiwflWWBJCSgB0xAs5khpUKtf1qzGnd2gk+mJ0YVEag0MaSztQ/p9Fjay5azIc7kVgacD2lzJ13NfSH1CX3ugKI7iKHvz+ZNqYF4PWtWd+P+QPZVAJiYnqO3o2KmDAzpIZKn+ac2GTxni8Fv3KgBmCQoipir2cLmEcGGGoBRrUhQlvMndfC1ZUtFjaZSwVyYMjB+3zEGizHZbWJwRKGPI/Ay7ynWznn3G/S+vgYzu/qkjMBYk8Ghz3yUXd5QA2FvTNyzZZgLz5w5p7MKMUYMRCczpDUWe07YKOI8qBHpd60hdc+MH3S6r/Dom1RI54AS2cMwpM8v7oXsn1ZrTilDGuaXvFMuKbuLchUxRjL+pBjEDDwAlC33rsVp5AD+5br7A44aOLiK45ti7MZVQw3hQ1pbiCSWaaRcQq9BAFaBi9pO8SyrTAJlio+fN3GjBQpohLMoNtkFTptJ28vl+lxiI9+HITEW57ivjil3XypEzHYCofrGF5Yt9wHogMBQfvG7Owf0VoZaYz2YNQvMewpSUCO/fhTQGslb9sXMY7wPfHH5Mr8ml2745/pBuRB/Z4FgiNPKkcL9+ThK/vdG2v1AwSmGVAJmsjvdj6WG0bS3JyyPwuisYyST3Tabe0/bqevIanRhm1hDkTMxKSBpSIMP6THXMFurTrkx1pM1dRxyB8sSFkjRQGLIHINnD/oho+y+7fMV/u9laeCAOsF3bKsj5SFdFERmk/YWfcyi7O4ereBIxETSyfmiUOXgoEbuY1rGguLw0MRDeIgQrE5jVhLavMgQ/8NIil2RAhp/cv/XcOCOlQEtXWbi95L5Y5teZeS0DM6EsOMOfGWwUNTXxsAzY6tQCyEUgEqXHveSKIncuNQ+pMY2zzQ9BKL5q5CsBwi3FuV3GzFTA3xITSZVDdDIkFIN6cUrluNvSPosL1UH1d7EiNHNfnSmZvqbNaQyLsaY2odUBWJJ6q8bv96wwhBS7Bnb8+NQz5Vm4oMK8+j6AwbtD3G9bSe5ZwyGVioy2T2oAkMaTTWlE8a+zkOakttAw5xTbaL5ZoGIhOJapXXV5wklcuj7dO3khFqsPiD4GfMHEJcYYUhlMCYmoJ90oK6sN5HXPsVNKxjdx/7J+agsJ1alKeBNdrWprTfsN39J6xbf98lvXI+zZ46E89fEGlL3jaSgzi4P6YLPaBbPUfqKhvxdoyi7THAQ/GXDu20i/C20GbiptXrAE7fuFRn+AgY9Ul/kSyytx4G+9Oyb8PnVsCG7YdAsatWSx38cI6uDyXxhgG1n5bXhHBOt4M2yuU8xBa3T76MaLdrSOni1LaNhjIre7ZdxJN+mfZaDM9mlmmynDFEI0ax1ZD5i7wmWSxHuTmPPcAoaUouDvagsveZMdm8bHQtBjQit+90daRTwQaAQa0gHl2b7p+2qdCb78VKydUmoJFzS8TjQbuNdp5+Wlu8vRHT3IJPdSNhQLkQM6aLolB9wOMWQSsBMSm899pXot+fxDOCmdqohrae+y0NKtRuRlLM0eMuXNN50cRVLWdji4BsR1Q/wjbsF4012c6BIovhhtGdBicMaE4iU7AJx7QwRZbeoDM7meacttDTBg5h9ODipoEbCdbQhkB+FAd5xzrxfPLy7EkPuJbq0nCN2KUFDD3moJEk4/eU2y5KsYk6kePzFuxzPUPal227E5Nal/lHFJLUxAVK/WNiOt4tUqw0EQcyorWt7/wp89Yduw/52CynbUM9Luq6oJohqSKPgJwSnSOMWVSyit2hJYyzBpNU3y2oLRhf6+TZAQ8pNdqmlhQqVMIl5fHC52kdn6280KwTHbLO0LxwMYINXyUF9OJyMD+mv3xxXuO1x8YANkjnF61lFNxqjVbuxs4PYcmlkWHkNAMRk9wgymgyVshaam3lyhCW0krQvsQaYg4bgy27crhK3qRVp39SDK+2H4jprDCCS1uH83XNnTnuhwngvEKphXtO1JhBvpJ0DJ7bjlm3HotecD2kgzvNMSo1iEEHyHKbnTh30PaqJ6bSfLqgR7WfPBsHyEUgjL9Xwcv05lJ9zVJAQa0jjD+yCSFVE4NakIZWiTT/rxgJPu3c75g7FmnoDoLrb4H+94eWAMZH5p7B1e4i16QHOu09DTzErB62i7yKwgcmzkvuQtroAEQ4VOghsm5hjJyjRABRL+5Iz2U0YUno9BEPKb7Usl0u/MT93JWhiSCsSpX71CYUf3x7oJYl+EFFT8Zyhf/lZ5tx3fBwDpyH1UXfrG+2KnlNEgHiS3BV9a7gq0vUvzY8QZRfJ96Jrh2tI3Wvv+XSJ114h0GTlQvROWaRlYgss8oNnPDjFkD7KgZvCsMftaJPXOOuYwbHZOGyzY8wkk136vqv7nCOIZni0SCFscHQ+Mg1poTQW+lVULtk8iQi3GGJyZzc9YZFm85B6hnSwhpQu6uSZpkyn22BDoyeTh9Q0PQQgBSxoM9Muil/0qgkbdKQhXfZAFjEjaEh5W24exRrSZv+vYSBigm0fK1Ni5OimTPlwyAGypLFCGJcxK/U9WN4JADjUsj5iLNJebRoVNKSa+HN6rSmJshv1MRG3k+uMhnRJLIweOGaxBDNmLAeZ7NJ3x/rA8x50fV8EQ5oQm4g0ecoANPBQS4e9Ymx2FnPtEe+DFdXLo+wyMMZG2S2oGWUKDqe8D2nDN2JwfCX9pbzPmIgfw+hT/xwzWJWuEqETpa0pcJ8o2obph029FMbKCSwTTbPJ75F5ormIfQzJE5khVek3cYeSScuGHwYw1VAmbcaV580QxipXR44hfd439uAp+12ZQKDQujavuw8ft+4SHHZ22njFdb+LubKOeRCCrKi4HqGDgSGN93WDOGLx9MiSYIVgyKJCuHQmu3TMuvM1o1QVsT9djR/5LOS8CFA/jdK+8Aisfq8ObjPRHqHjNUeFfa5/Y/Nu7aeCZ71FoVX2gaqOzD8wtRUye6gxeP0VGuW22Dzjr09fgw1jQUKWvEp9bi163ofU46vRIm8WdCybGFI7dhrwJrshqFE6WSom7ANqDWeoT66fAtcqu/fpu9xkVxrzICiK8VRKZd0DlDFeSSIxVvSVl7W+E3D2uFfY126hhXhteoYUjgGt73MNabtkDCmd/CcBVLgyjPBd2t/4+aoM1ZAOj0tBtoQnHAJecJ/QJ+ZDqgX3l5jJDXWUVQ/HFTFNPMWQPrrB+ZAOmoMKwG/fvhP/8vEKOHACCxNtTGyrU1O4oEbOzHCEnB0SsVoYrmUhDBwyDKnbRBV9ywY1GqCFpBrSyHQ0x5BmnvO+OFNlESzxkiN0KbQrZkpC2zSA9ikp7CZOJb8nsUIlH9LIN4KnfUFYPJxYlXxI3a2IIR09Uj+mBA0hBGqGNB4reng4c6wq0pDKY7uoBOUEVlp3Tq37OGfDW+S6HY4Npi89wjiOVjXnZyyx7+OieuYgdLIiPqSihlRlzF9NSniHl+W1/Y+fq7Bi1tBizZDjpxp8BAGr+SG/100Cb/iaxhMO90RpvIMOOzBjwVggot23LixD5MtXYf7omVnMdkZEPJ3Jbg6XUmusw3H8Svv6qE85yDGkHGhzM0xzy4PmaMlx0kIl4UOKl017I3vPEViO0f/cCY0n9Gqd77YDk6RRor3hqhI2jidjwcEdK3S0XaVjkdeQhqFQ5Pbxh5faaw3omCGlvo1RdeT/GBpWjq948IYUMzSh/N5Ve3DZ8mXiOyeKejdZqGYjTJLp0kDY1wxpOFEqtl/0i7ZnMJRpjrJLx6y3YBlSlUbZ1cSuQsH5kFrmMBJMB0x4HtLCPuvfs8wz9ZTILgzw+LFL8aV3lzjrmEGp04RMXmCQDZUPbN5/PO5bypsBqF2HpHNnrJfeA4AHRkZxw5LApKZ2JqG/315a01kV8SE1qBmHFlEoUDpCAfihfQYjfSmSs5vNKnHZkva2SjLZZYEP42eD53thOxGZ7FZssBqqSYJcwQY1ErebYLIbPXdnMBn6F7duS97e3D2Knz/nMTjUYRpS6zLkqvQR8B1Dase5rcOaKoysRPihfQaf/YDsgkRBmcZwB3FZACN9I8nRxMCh1IcURokCXIcDvR7oz9qfj31IJYaU1kk+/AcOb8AFpwc/6VMM6aMdhohsBgAwwNMO1PGe29ML2PEfZ+Dg7bUHvTf3sRpSejDQ61irE9+PDiLWNA34xaxX0UZlTXZ1tOijPhEN6Zg6IqEQl888aJLYpZUOz5BSUxvpmafxRMnjSTCkNMqulzgGoBJO1z/3DXhrEoPkbpVCUCP6/p4b1lh8Uhx4WddO1SJECjIBZIYZEseIk1bOsDR3eWxb9rUCdYy8Qy6dgciQBnxbxgCqxLw+Fn5TibMngE2WIfW+KVCRz5nvShKIgv+QB2Q1tTYeMGYJ3+Hf040CgJzmYKxPtMQCNJnsBtMoRONHtQqUONNlBa2kTJHEhzSzTktt8Pvtb2N5cUJ87sD1sZ8ZyCQXHCnGidaIoTBo1JDK9Fco3xN82P0eWins/s5pqCbrGx3uEwVVz3elcMvDIb1AkQ3UxpKao56bybo2wLzK5A61z91L3IdU1JAqaR+OOQfX1sptbUxus+b5BoCpkkBttLyvTqmQh5R9HyDdu4AwT+O8uXKnY5NdST2bx21yvp5AQWjIyjdG2a19SL3JLGuvFuAae23EfaLrTRTJPcuQSia7tH23l8TVuvbCndYQdEoUZVcD/+PBWrP5/I06yXEJkGHOL0185oaHo/Yy/Ciep+Tgdku74m20NNvDE+TCnVvGa8a1JD6kDvWnY4cv165CmTVTBu+8sMKrv5lmofR9UfAmuwM1pGzA6Vgn30Li79k9Z7JL3+Umu+KasuX5fGoVrZohzbzjGVKBBqUzSxJO7e4GfyqKb4eb7Pqz21kM1M87RENKgwBR2uNXb9VYkpkrHMbLIByU1sEKzAIf/glAl/j8+yq0r04tLFIBHslDan1IKU2aC2NA+5OFMvYhFXOpJ3tODbfN74sDdJ1iSB/lMMBkl953AVV+5Mv3R8+cmY9RAAqDkVKefHQy0TmpTEwQpj4JRMJNEKwATC7bhfl+GR3iiU8qOYtWnvZ1grjcW9c+T/gtCVIH5SHFEFF2W1oyWyJtHj6ETU/9Ecztnk+en1RQo0hDyv4CKEZCHsKgIa0vEmKH99/IRKMS2uEoDONDSu8VA1I2DAPvemzgylbO2T425PZSMPj4qhX4yJrarlLaXPskPctPqE045zEXoGvqQ6QNRyszAg0mirJLNeaFAc6YMHj8bnJo0Jc5Q0p/Kl44168BQE3sQZgWM8BfKaVlAADL5w02nfermD0oR1pN/Mh1+ozmM6xNdpm2gKjFKPMa4TdAi1VWdTL0+SJ8kKZgGzkNafIK1f408B/WzTELlcDY0Z/9qsoKfOaPdzB7YAzdO2zOXCvgcSxkoZQ3maUmk+1eOgAKqAeT56g2Wvz+k4UsIHC1xXRjKKmBZL5rqMwc1OApV6hwEoKG1IEcKTRtpMlkV5xbDft8MEdkOMuveHDp2Px05802EIDOZNexLXxHLQwV9OrYwsVeSia7vYWaSa58CozwkKNDw15FeUiJaqedCWpEoc32CGpJEZnsujJeQ8oqinIEx3k6cxzpCPqkTHg/x2RwK7HDbS6RThvxGlIdxvA5eMg/b+twbrz4zvr9cw+nHEOIsguoikfZjcsqM1hDqgywdtKg07eCBFa6p9KlI0bZLRlDyt557mZNBJVMY44CBhmTXRh/fkjMTZmxUVULNSNqqvARIw2pPW/WVz9Z/7bzVTOf6nZFGGlN5vhJclfn7/o1uNkjYf4/ivuBow9B9Wx+3gPpGcvPnEhDaucQ1ZDmMB2qC/35aD91q305Aj1L66Fr3XD64hRD+uiGoaLAop4wbsEtORYzRgZWy29tMJwP6VnHDF5wX8pocssu7izODxua+oT6SHx+xXJse8wtmOvcjjhPIDvQicnuGN3zMpNbaYNd7TZefeYZ0X3OfDSlfTHeZHcwcdEyeZPdlgba994LAJi830VkDXUOqyH9ljX7ASCavdE7I6tuD/dNwBGIiUMgZf63rD+rti31+MX1SOg6H9JUTp4S7bT1VprgoMZpiCHpjqzGjBnDnrF0fibh5yN60uD+0VF/K2ey6zd8ozC5bG/ohzEAdDIQzkpAMrsrDPDhCyr80aVFaC/apHXe+nUIZtS13/ic/mDjsRiTXQdPOtQHKo2jDy4fCp/IF53MRSowoUQSJc4Ko+uyQjt+rmQER72qJsgXBjjWuKf9zJzkSs6mZZu4tDWY7Go0f+L+ED7sDkKQDkvsKOX922lQmZFuivzyOeC/Hd4vdkyaH1NFkScuGNHIrewk40bextH5I7h7+tJmczIDwBjxi0k4N1m7iEIKb81AD7c8OpLJroTLIJ/cRKEu4ebOU+3ObltUxetEmZC7uw5ERqq1BfuOOCbPTvvaRRapusMrMOufLTkWBkGZ2KeUpn2J8pCysRfN7wWhlUUcfd1PJo7/Pg0HRmH6TJOnREF2zhJkyUJ6D0jPzeRVwayR+pBWghAASC2tyla6XmiEYm+y6/ZUYY5X2uCJ1x7Dr9xChP7MiuojH6vwxq/Wz7lAZX6hhf5MHKisMBqK+P8aBVRVs/nwG9drT78pdkS7PKSyDylkk13XPy7wcjh263Rhujcn4tS2JrurpnpYNRNiKfC0Lx0W1Ghk+7eBbdeCfvWT5rMSAQKlIhZXK41SDZO32qNQaFHeFYNhQUxdM+Qmfd5BicOtFna22zCIv+kpDemjHdgm0DSHcwm+o8iFreD/9bYvVPjZe8M7flFKlQzwIZU0pEesVLGHSSiiHUkYWnJCU/O4HFFYQGFHp5MwttIhkjdxdtQBk+QtckEVBiGYhtd0hEoqwRQpQQXAX51xevSbo5lb9NRHTxmTbD48fzIAmG6e4ZUIRKOctoszpAHcgRLjNoSG1Bg8fUe6Zfbay7HRnCviqKse1OF28g5AiHa7m4gMKRFUGAO0yKSdVwVm0IcU1MiQA5VrSP21k/RSvCUnEalj3yeIlI0ZIiAqLz63IogscR0/aEUpHWwNiYY0fIxOSU2pDExRicPgzBlzvtjOB5PmWswRPQDQz+2RrPWrxpeI5QBG7xoS1EhouBI0v1RJ2W/0Ia3rPdhWuGNsNEljoKDqVFuoNaR9u992uppXgWdvNXjPt69MTP5EItEAU628hpTxEhGDrlUqBDQq3Ztv3Htj/T7b36LvYNXP1GTXtS0KGqXAbk3npWdIyc3MYqFC2UFuHrkzxO2fro++Vw1RditLwLoWuU9yCwZKObPOOJq3WzOSye6KjXfbpus586r2Ff7Zsy5dgifudThbuYAwGZrykEpjkJj1u/GEQo/7J4L0s4GBd6nFqAZRGn5FfOmLvsLBu2ozySWC8AYQTHaT/qfvlTbQHbVC4sIqLrsqC5meqssqKBbUSNTMaoPlh3v43esJQ0p9SO2lj2rL9sAD69dh/62ro3tOuRFpSLnJbsPaOnrjaqybIAV0he9uOyTOi5GWEk12g4aUVCO0Rake+r5zcXjjlx/Gxz9UBc2zswpwQY0IQ1oYYOTIA8DnXho3cpKCY04zFTp/lg2qlwq7jQkaeY4fpw+HaS3+Lib6w+tsGY2ffdxj8EvnnC0Eqnr0cKSnGFIJhjXZNbEJjYPedB3nrYDdVFWYXNxcJZj+pBpSNOQa6veJuQ/THAFAr6oAVUWLPgdrT0QnqghKO41LDLxeKf8dsT2q/0oE4SL8PgsNH3gKMOjPFejeSQioYT3cafOEAPu3lSsbSgZ40c3Axe+ukjzyEuEW7x9Mei50/YwTQDnZSkx96Lf2DCltOxfRlFTz3IcM/v5LaTkjfGF/UG/YjNErV4l1F3a756HeKXRJUCMwhvS3H3MmXj1yB1IuIhZw5JRi2ZyeOWg46BYleWRlg1nSAB9SM6Du3Bpk9yPTf3IRGA4DHtTIp7k1Bqo906gpytnFtkxpU64L7Qv1lEOa7D4wOiqW42WNgWdIlSD9kSLM0rEr6f6eGeuJlsIfnrUOLcvQe6bMJtcwSqFtNPqjtZCmI5js+rbZGaFT71kAtYY0L8yjzFSMtqQNrSC4TnCNWqiOF4R0AopzumHfFgO5WBTG0KMF5fcNMUUv47py3zdn2stNtAVlm2/rqgcP4ehM19fEixZYQGt8t23XxJyTvewV+THTLZshmD07g6Rg1KTdenetC0dRdnkQG6Gt1GTX1uk0pAyy1k2UOLbrJyIexWkQR+KdeLgORJUz2eUMKYclKnXPCSa7QYDA/YO5pZWk5Yo1pHGGAjHti4Bn7N8bPxuGt3IBCWmsAM01pAPqOPN4QMLsvBFPmbg+Iyw0/vtJ35zm9DaCcCq37HlQRe5DGkx2ibDC0PRDJ8E4sjcT6wlNNbRp/U0prSPrK6NiH1IBB8D2eYgPTmm7plRWANBBbMZ4ymT3/0fATXZzm6SCrCHddsU6tOfiZeLqoNEjOSFBmQFOtPKDbWahH6TH9jVjwiRfPjMHkEnclIbi7GMyDhScZoBP/lzEYAm8qa7AMMrvyLgUBli5dX1dQgH33LUGZhs17l88Q0pJRL+xUUyEb/G8u+0NZg8mMUiiSfCAjWT2G6cn9+grUroTF+WOAx3f06fk9jQKaLY7nz4FPG+ThtlzVH4JVpOJwOzkfEjdfWMURF2Q07YQ4tIQf60mE26hMoCtJwejRX+oMO6DilB0hW+FdgAAIABJREFUVswB3akW+nMFzvza3ijNk1RvM0OaWYPsnTbXfiBm4BUQUd4tEtSoMFU2RZN/JaNl3jL2e/iT9hUxoS7VY/9mgxqxbjYx8Zp9MLeFSAypZCNA/fx6xId0EDgNqfEmu/BBvNq6RNlpAcpgNKP1iZD1uMgm3dNF/jjmMVS4yW7qty/4kLIou1lCxugoGrgDqlkdt/3VUoAoHxwtBZ+OhO7RDZEr/RnHzMclopNhEVVdxcexyJAmSkF7Q1uf5MNWTtlCNyamozOc4SWMsbGRgBMfwiBjjaLuxj6kofxQGlI6zKzP/aqfEPFOwL7nhtPSylw91iA5cjkRGTTZUmRpzmTXNO+5bW6TCrKH6PQbO+B5NstWfm4bANC1sCSsk1TIUQl7I7VOShjSIQTujpZ038BACGo0oJrIkATAUjW3OGsde001pPLr4a6kIXWQRNkVNKQ5a4lh+axB/WtpwCX+Wow1HjVrdvhUuaBGjD4cphkqF5H4CNqvDtkvDeRv9miAUwypBIvxMcoQbR2Xz0vVKgs3d6dJ6i1dxAskWZdkEvLDhErdw8KomcbHHDX494uuwS9vvS3SwObg7OMZJAgURokHxjBBjRz4/G7ZnH0McrhoYOy4DVyggGMqFnkOoyFNGG/B/DDSlgm4BkFAXJcoFRdOWgXgheecjRNJBAkZRvoGP3xrB20rng0mu4RgyXgvDONnYAgR5OD3r9F4w2UavbkuLxzqhsEz7i7w1L3xgUqhxzSkhcQR8KBGptYODNKQikSfjVgYcCTXTRrS/KO0LKn/Xz5eYf8VZ+DgnSux+vYJPHN7fg4qYR3VEDPkHJJI2YKQhJrsFhoR5V2AaEgbjJgCoSkbazmQLDOkor3MnEw0T4Mtaf2LzixPtdOGRSsNAiXZ3xMmhDP9zmR3vg7moVRBfEgr6EKh1dEY7Rpc8q4SL7lNJ+MqRtnl+6ZRAzSkwTfYaWgdiBpSJbhTuM6xsnxdvWJ8AS983GPCe/av+8ZLu8C/f6DCugkjMqS3jo7iSMb82Gn1onFu0JAGhvQkTXbd3sHuS2uMjyENaqRAzd2DkIxrSPm2JlrLFE5DGhfuEUY+xBAAQDSktD4eZXegya6hGitZQ+q2i2qBqRFpUCPNTHaRTCn7PJ3nWy8/A088KH+sYoCGVLIr8DyoIVowNiVp/mrA+pCydgqyNIwucdqUwY/trG/unNyZtCsxpK3R/eE60ZAOwZBqd37SdganoMk9d7NGDjiXMpQGYTzP3NnCr26IrUNAnk8tBAuHJoF4qDvWUHZIUKOW5nPdXg15GKsBDGCdf9uOrUDaZ89BhG9x/fh4EmU3B4N8SHVfYe9Nq7FqmrQ1gCFtk3E1TNCzGJrlBx1OMaQS2I1+0BaiTIiMloAV1zmyz2tIGUNKgVZVM6TppuHLUnSJZLBlgDOtH8Frjnwz+z6FtVRj1kAMF0gPmJToEcx47ZLZYB3hJYZxMZKrOiqbo6ypw7prcPEiI3rYNRHXtsn6r3vEGYUBJrshZQ1wsN3G3rbsm8nhV2/ReMpdHbzoLoO3XFRh9WyMB5DmInMwzPjuUVXGmBDYvX9SvA/U8+K8G1o+iqEc1AhEQwosh2S3FSOpYFBqOe0LBTkPaf53XwGCS28CwzDxORj5XjSkufcyRBS9NipQsrV4IR6coCE1Pldy0k6DhnSEpBUalGvNPS0zxzOvnUuJqWYjWj9QxGQ3rVfyjNWRhjRlGjnx48bFM6SWAZzrau/j19YVTFGg6BiM22jUv3N92tfLli7FNSS/ooasORqaITUxwSP5kGoIAed8zuYaRipgfCFt8N62gdLGE8husHgbZx0nDCkZv39dvRqvOvOMRv/kVPoqlKVnicu5PDWFl92U5lZMqrA33BRq0to6iIXDYeW4eBAugI5S4ftxF4l0TksN1RUtvWc8un3adEBdk7oMAOUIasqQ8v1SYkiZyW4oXDOkwzDQQHzGhSi7dMDSkS2MSfrfn23jZ+6Tv3dOuO+AGiI9a4tGi5h9Gq28bo6fv5zOqoq8YF0DuG/XEbzy2lDJdC82KVKQTXY7o/tIX8L9Q3evwLPv3ST2iYKzGqCpkf4fe28ebttV1Yn+5lp779PdJvcmNz0hEEIjBAkEA4hgAypPVEDBUhHEEvxQC0W0VPysssqygPdK6/nBqxKeT1TKAhEbFAQBBaUHCQQIBNKHkJDm5jbn3NPtvdZ8f6w11xpzzDHmnGufc4Fc7vi+e885q5ndms1ofmMMDWafQxa9dZ/S0WW/HBpQ5+GfGuH5767wXW8b48f+uambozEA4F6ioPb4D556xik4jIG1tpsznoUUdN3Md+ha9Eo62bUlhEPnkGv/kaKEZZBdSl78ioSAfOyWJazetoSnfbB/SlKSexZSYnkOlAw74FO+3ui0QCqQ80+8/93A/3jNDIuKf5CBbGoH0K3i2sBj/DbH/cyrAgsptdJZzwrqNqmrLmme+cm3HMazPthqsKilgmuYFGYCAKbC4tK6Y6w8WTjTE5MN7hq3DJEQvTOHQXdlU39bg7DNdoCFuyubjGHKQko1iv4v/n2vfO87+88ZZERlA7DQKrQnM3TaW97OsSQNI298/2RxTRUyRtu+hEWLC/KfiQIpYZqtD0HpC21KPWb6bOdVLQc1StUXi+T8+cUJjgQpBUJKHv6SMNe2MQbZhU18j8ga1P6WrKXGIjAXeEGNjNzHzhglbAYH0TNndNhlP6Xmp5b2hSs/YtExgzyk7lnJh1ToF50Os8wo6kDPYHXCgTWdpXlkK9gCqLYKPOx65ndG6JUHD+IXzznUN9/Kq+x4JO3LcMiusA8J3/MF7wmFcwD43T+s8KZXpWMpSBZSY4HbRyPZL4rA9rtmRSykHRS9/YBf+a3/hB95f+3tf4CAIHKK4PZnaCEVrG3CGDbvNj7JNEJ1D3FlAqmi2PAb2wbCOurvQVd+0WfLaYomRzF/+aQPKfndwreQGlvgQFXBaB/D2198yC4z55Iyq6xzh7YvCttvf152U41ffUuN57y//w5Hb1jBbL3wH2wphOwiaG+PejIwdoatMbkntKVKoLzod9q8d4w96wpOmZAzbnTR863gQzpgPGsjoyfqQraQOgbv+/7Vf8GfEnHeLUhF5NavKTzXBRplt6jVIy+LOESWfy/fQiq0XyvY+rlaC7C0LxHEVhPtPtErj+eMt4vml+cIm9MW0lOdyMI5axU474jynNW1ekXVPQKgnzSewzqzUHhMvoVoIaWMmds4fB9SAlNKQOo2x+E1jTSBNGCE2Cqt0ftG9VDAsDGSwBwstI6Z7sfqyKe3cCb/PnP4kHobGhEUpbYY6z/Ao/pJY/2ne/tEzMGUsbqwRUmzFPq+BvNbSD0YGqPJVGfiuXZP+pbb8H1Ix1J72u/2Hw4d7NtjrDj3KUkwnGlVqcqVE4VRy2KmOADAfzxL9qcSLUBtY8cRmYdGD/XLa9dzpg+pFGnYi69igfGBj3nvBJBdaYyqbqEGt/79+M/7ssj1sgYedUMIud46NsLiLScgUTCP2f2oQFoZZkIjzYfAhDEfUtpGibr9OoiyC5fdr7WQGtSE40358cXqXS0LHJjJE+fqo9d7igb6ei3UW0mRd50PKXl2aVueAheSuAJ9IKzwOWfB4QyhBTAqwnnc6cu8w05oQFuOW0fOh3R6ewOL3B6Fz1J6w+R3vOtdlF19aodzxrh3W+GAKHMcrS3cJTe+JRmyG1eGNRZSOb56KlgaJ8qA0+WytG0xu+mW7t7C+rlYrm2ehVSA7Ep0dOneQQJUSc3CArmm7Wszjpx91G/D+g1NlO55ghq5cipTYmQqnFgM71GSEOReUCMy7rlD4BAJNBL1xnTde2YIZNfVLQWe9HhL4ezwyzD0D/6LasmjZdfGeK5wo6pf9k6A4+UOIe9z8HOy7vsmWUhjZwDNqACEc2c8tfilv5JjzsRcUHi9MYUuAJyxfQIvf1OFM9YsAIt/+646+u59lU4LpBIx7VcVOTA1jaWhkF0ieI7pRsUFUq71oIeAY8pJWwL/GAsskP2ryTMYMiGOtsLcwOquVFiDUvAJSS06iscwFjh87QoWrjoWPpaxqNwjRe0Hkth3wm/zXFF2JciuIJwAQltZdZKS4ljZ72Surr4eM0ggjY3VE/Hp6LspqlGIAt5YYZQBBLBQnmAaADZMH2TFWmAsSovW+2FYtAxtjMZSvkweiIL8GRtrSQnxV3v3JJ/truVYSJV36bz74niMO296b/QdKVw/DVRUAJgc+Ij3jpeH1MgMbkxxdAbWut/pVvGsD9V4+ZtDeNmN7zgbj/ijm8NKoPuQOmieFtHQolECmdKKA1kJexita1bVwXtGWvOQBFLTQSpHdQVrDA5d1luNpfEMGEIl7cs2gD2KgvO1N/1d31b4QZ4kn1mJEZWksFsOmaSv1lULDXcu7fWahdQCmAjrzAQJQaGq+I3t19GnxhM8663PQnW0cR3gylSeTuaQaZ6je06qTs3VxHXb8QGlpdHrGSSeK+ekramMb/YGzRroghqRe4MtpMyH1BX2zA9b7PvJ3yDvNryCArDxFnsBB9klt4W6bz7zi8NcceTl3FGH9u6Uaoypb/NnB8oZQSAN9tJOcCpQosbaEkWrhW2ZiUGN+t894AZ79KV/rSmNmwfd+VlY4I3X/Jn3TMoaxvR2EQup0G6l8Dgo3S+rNDU27u0XZw+FNh5yjad9ef/yIu4sBefeDOrOK6d0YvfLGqhbpNCQiPwUoeF+8jPpsddZPO4LfpsL28zVQXUlxvXJt34Gj7rJ4nWvrnD+HTM89jq6+PLr+Xqn0wIpo3pjA1tfvte7xiEfjhqNozwbOmiSgS+QEkZ1Gqw/fxP0gtW0G6AELXUb9D3X7MWVf7oHB1qeka6HXAtpDLJrEaZT4MKHqHkmZdz1qf0oj4cbcs7B5fpJD1bxuTkgux7s2QlE5D79PWT0/D/FyMPkGlUgAL72PUbaI7Q9j4Hsq5KzzztGUtpIJzP/4nuWlvGBpZZRZQOgWUhdkmkLYCR9QB4FFIDJsJBKwh9vEyUHo5eItv2Vr6/w7PdXePR1tZzXVJrr7UBHo+zatDXjhy48D0/5l5c0z9cWC9u+P9bilsXlN/QXPBg5eW7Pul/RqNjfPm91qGRnxQo/JE3XQX01zxFQJKk5xyG7bt45uNwsEtHQVgZFIQdmkiyk9M9ZRp5i98LY+FF2AZKH1DYW0v0X++ko+P6QI5DWbR1aTAJq3XrM9Rb7DvcDUiGMqCtZTXk8g/56HkmwYCeQ8v3TwmAkfL8eskvuKZt/YYFx66z32fECrjt6XSeQhsoZvwye5oXPtXsF52MVsusspSRCtYR4ovVqZQKAKdMxA+gRZ4liLsbkSoHiKFKjCPUwXQ7ylk3RFcxUgOFpUdT22DRskT5fK4JSS9y4bpgAax3shh0UXCCthDykvcK/QIkZ1vUMVI3CQDgPPMHMmxd9eyyAx1+rzHcX1IjARGNuGimqYRofUn6dWUg9XpXRgVULhLGvoFlIR7bCze/q3RNolF0amIxH2b1+MsGPn3+OV+6QoEYSX0zbULX7uFuv1sjt58QtpFoeUu+dWuejvHbT3xNBjc7Z0zPrP/pWBv8esMa+3um0QMro8Gevwt1/d7V3LWZRUSG7M2IhBbWQAp94kMFXzgCOM+dyHtTIZMIq3LXVLzcCwpmrvfAagw+IkF1NIEUf3IHSiFmnYnEJYvtLLAhMV3ZbQBOVLVJaXQ86CAGfYZEskdLvPZMlM9aUuOYS8AVfzQrvlaF1iTJ3yjO5mmoLI8Jaxgyy+6f79+HF557dlM0mhdT/LQIh1CG7/lox7G9NIBUDFUSUForLEwB/nA6uAc/+gMWvvaXGMz4sHBjC+47PnQht+qsnGLz1caZj/jh18ERW1U+9q8YbfrfymJyffXuNb/+MIJAanzn/L29gEKqiVSII8M2uD913Cm8uml4g9e7mG77699kDToh3zCBVBPqQXYO6bsdaWDdSHtKaFDAV8HaahbR7p3+yyy/touzyl/iYXno73yPD0GEbrY5c2wY4c/odf98LNSJEGTpk12srhKBwkTZwEstslR2TUViuCNmNVO/WkVvjnUCaEPrdrHfj2Vm42+dmkbQ2+7fWANsrO6p2Prk9ukDv9JYKkhILaqSShZeHtCYhjmKIJOnM4xZSPm5nnHD3mlmgWUi9PKR2O7BOyj6kwwSoMFWK/3eHCmh/PP5ai/vfRQQYF3mblZMF2XVlmAIjU0UFHACYSWc8HSN6P3MMnDLKvUujIjflWzzn/XEpx0PcIWIhJX/HLKSvfU2Fi94WIoQMKZS2cWUqK+dqUwAETTGe+RZSALiTBXfMnTrNDqxvIoUF6qLCxuFxtx48pKFWru3Xm/sm3DglQ22bEulavaQ9AzK3ve6+m4c0xdPCNnvw1JFHTwuknG4/cUf2s3TCBvccUwd4wUMms0YQvOUcE2zq3mS18KCnkpWIX3P7tWNcaXnSwTjLC+7avW8RLqLgQLb6n7HD6bf+LMOq6SykCV8T1BYPv2XYKuW+d9FmEEGyqc+/L8L2yDO3jpgmwOoCKTXmaEoJWh/PI+oo10JaE19PSuOpfhBmBTWCn/ZlFIHs9uPLBFJljCRlBofAeJDdiIVUG6f73SMx3sL7EQvpNRc1rdIYtU65wxr31E+2ZZIlcsFhvwBfIO2vn++DPbBV92MqBf9p7jnGThBIbX8a0r1IHLbEnOPTxH3HDSeQlvKz1jYWUqNYSG8djYK6Pchu3QfyCdayAPvaMsBvHTqzuW4KGFjUxIeUDyJf/7/ylzUuIPOHpjJytFkUgXWbEp8zdC1I/qK1Ec4mAYEAm+ZnYq4CVrCWHVgDHve5GqN2IEYz26F2qFKqr0Cut7DAqJ0THIkTWKG58N19x+ZBty9StA4nY4Ezttfwpnf8FpY/u9FDRNt7vUCabyGVzoLv2Hp3eJG+g0b46mND2K7hcchuwkIqtKXxSWsgprkW0q8cXhUg4WHdkkU2RmXtK9NyzixqbaydmxRXTrBzI0SmUciuQQk/ijPvg2Yh9SC75P3AFUuhouX3aN20zIfdalXrqkaiQGp85QVXsHNaOkwl+FCworRvw48XUJJx9SC7xBruj/Vw6cq5UNC/eRsuvOtu3PzuQ3jKR1tER6bk48a/E0gVNxLvHcFC+oo/iWfu4Er9LxZjTKZMCdbSIst5PQfK+euWTgukjIyQgkOzLhnokN3OQmp8pno8awIySIxpIEAKFlIe3KOpwzWoZQCEZ6VJ66KwUdICqhRW3tz4gTxlU2p7HGdoHEmBo0SoSdsWrZ0AYG2N//DGYX6kErzZt4ra4H7H1OYIpOTava0/KR0Xzfp3/d+d05ehtJ1SDHIt/e490/4nCqRMJezDTfx7ImTXmM6vxlpgLEJ2a69s56/o/h5kIWXkLZsiz0JKaZFrJbV6lKBGf/xdBT7zgKLzG5fqGbuE6JxZcveJkBuDcsXmyUbl9iPrVMsB9UJDeHNCbIWpFZa0kLK/Xf82Wt927/DnKbIiPqS/cvZZ4WVqIaUCKWuM9Pk3PWua6fbCkZ3h7sXNUCAVBmYPMRzUQpTdjXYvFoIGA2gY7595Z18wXQtTpoSAtSJkV4JgFzYOjbvy2joqxDml6SKZK7/wtzX+3d9a7Ntu5spL/6bu9ncp7YvGHBpru7XN13gKFu1cVV3RfIsQBVIAB9ogMgtf3u4tpG1ZzkJH85CGe49fsDQXJia9mVhSUmWr7q8Y0kVyU0iNm7OQmjquYKfn7bETGwEvIJ07hYXnVpAirmjWpqVWotPf82/L3ZYrwYe0U3qiwAgVW09hXZWAspCCzA2hzkJKBVvy/VJxCQC/X3WLBAqgz2y9DfHz7cci5IcAYN+mH4SpV6IbP6jRzIp81jzSVeqVsgbOu7eJW3Lm0eZhOgZR/t5ZqyWBNKJIq6FE/2flizcArL3lEM5apTwvEUjZ9nFaID2FyZQhniOmNRxrFtJ286gBcB/S6QgdYxrb1L0Nzm2YAtSgF0j99tboc1BJi45qYR3dWJ8r9qewBuUNE3z3VX5B/MD7jbMaS8Ibn1Tg+BJwdCWulY5RVGiIlCX6+yVIguxecX2T7H7fCcsEMF6fP4hixOBu87Vd2ylMULP+VVtplZw/h3SFQpJsC1kSBLwYnIorZaSNeGZNb7lPQHZBxoXWpQc1ksvyxoLUVxtErDLyQC1KfjTSo0obD+9jFySBtN0zVo1cSEwgpQd/bJ31THWrYBKe6TTmQsCaBSKQhllO5XI04vlCJ1WjwNtqU2NpFlLHrRvF0i1ZoGlPZlXI2XHB1GPsyF+zuuzk+BE2cPvKBq6b+EpMEdpKp6IQHG7TFCICxdETPue/QIU47kPq0CwF2welKLtA3EL6sr/uR15UanY+pOHNpRbeQQNwDIHsUsVNIFgllIAcotvtBRITTMp4yNEvuRd6H9L2HKU+pB1kl1tmMyykUs5BTlQ2o4qhqIVUuEefN8K5ub8VSMvOei43jg7/GJXH0zSNDN+57GaL7//YAIHUckWn/JwmCGx2B4T/gJSHVKobaPbHEWbd3+tLMhhUDGpExtqbF1b8NSDXXyqEqnlkE2W4uqQ8pFXh80iP3mhyiuZZDcNG0PL3coG0vVeZIhrUyNHSNnEJyTSvc70qf62ogb0bjd/l6kpz15sT2riS/cd9h2kGqrBo9w4xwrbXcLIvskYstcNA84ZrdArJo6cFUk6FEHAgalFSqGx5HgvrMRqTyp/UMQspzaUoQXZ737oWjsRgPR68V1ocAkM3vlb0YIexwMr79+IxTOOpaWDXF4GrH+hvhjvV5HTaojq+COeJsku5BN7Oi++0XoWG/RJYSIXqJVgK1SPkRNmNafIcab4UWZBdAMYUg6LDNWWnBVJLr1sFsssspO4JI8x9SoODGsUspErfpVzEojCX4BqcX7f0mIPsHld8zKhfqmYh1SLn9vW3KZhgQ6aSlyV8owUS1MjjuRTBMEb8e45nwNbIdPmR1Si71jS6C0WxIFrySANniRyCnKiF5d61rT4PaV1jVgDbLL2Jttc6qhEGNdpAryiQiM8IH7Lrt78J4hEGOnI+XL69N5+hEZWadzVB1CS46ILkX9qNTf+8FtSIrpOUf2EI2fVrqZkUKH3vy6+3+IWPvxEAMFqrcc5dzTuVgedDWu4wqFEOjpUKpDVqXGoaQTnuQxpe40osXrXbU4pEs7bIDCxsBcuUINJ2fmAtvBajssZc/ILbR64aL4ptyYnPQAXS0vRRlHlE2q7ORB5bnvM1h1w8EirMDhVIKVnokN2UBThFn95Dc9j21/dsMh/Stv3nrB9BdbjPJUXzkLqfL3hXhTe94V04995hDXKQ3e6TsNdLIpA6dxCPj1YGQLKQVvGMTeRl2fXJkvblzHUp1RSnofPi65lOC6SchJDsqkAamQg9ZLd5kEN2RcaUbHKNlr+/+aDWKVoSXPi1Lt8j+kNG09rzfbU8Jp942qTnGmIqPHT1uwUoF6ESf961NZWvbN/RTHwlIQmy27WDHeTB/QGQXZon9jzn32d3FtTI8y1TGJb9G/vzyi/kjVSjjWMjrNzuH0LS+5Ulfm42nval74/x/h5mIQX+nKRr8RSiimUNGAbZHTKfc3yUR+zw4+Qxl+yeFtSIU6e8sv7+QKnzf984Gtz78rjGn+7b25alVgMAWEhAzHgrx7NGCHW+7bOyr0CrS/qOz/pQKPDRIZlWVaD1CL4J+XtGRqmARYEGxlvWFlUJTJmwI6NRaFskC6kRrRka0fICC2ktQ/XOOmrx3H+qshghiR55M9/4AHvT+wEA5Xb4ISatAOwxf9LcjlhIXftS0NMQpmm8oqkPaVFbnHs07Pi5R/xrv/iG9gxv/+usFUShEAikrEwRLZMx6NYYT7n4tLLJJ6wFUQTkYaTnc8uKiFTUoRJPOxPHqDuXoxgNVWymlA4a1abhqTrLYkIglRAU7u8mgJUf2V2cnkLbaJm+hZTwdUofYG1npS52IJD6Bg4jfidrwvy0rJkBHVsb4fnj83HLWIhOTX5f3vIjwLr2P/TIrbjpWT/UXR+RLXhhCuxfs3jaJ5qG7F8HivUL9Mbw+i28OC28G2UN7F9vrMBujlDBMsZX9VF2m19oUCNtDbizNTn/PZ5AboSbu9wtyqPTUXZPXRItpPOU06rVa2KJMNZiXPWa/xh0qoHX9Fee8ZHmd7ppBMKg8Te0mJDl6nPlSdN9VgAfeEQzRa68VuYuNUbBBY7ZW9VRoXgI0bQvsTX4ktd9ZXDZdcRCyqMTdhu4u58B2aURdR1ddottfLRsmrmX2tVdJ79rFtLsKLtFnoXUbaA3v+NsHPqI7wAs+cFR/zhrDSTky6e2mSMxGzPVQqrkIf2bPXL+0HmCGmVDdpWCLbldQP4eLsWF9q3cfamdnkAqvw6gt5CW7hCPKE/qG94b3PvnlTF+7+AZzf1IPTnE3x/PLKYlegupF2WXSnQE7it04Jkftlje8q/Rp2Z11a9dvi6FdTplygRjLW4Yj7EwA7ZGoY+aaFGhFlLBh9QFNYpZ9r3yyNhM2Xcs6gZiydfx5TcCP/BRi/vd7c+jnXzHWGsXWibKD8QXrg91LUIXSLX5z9vlflII70/8Y41nfyBsubbuXJTdLnggGbG5ouwOtJCC1B1P+xJeWyD7VlSBLsxJyrR7gXbauL8+ZDfs1FCBlEN2te/Bq6pNs2c4YSOwCEoCKcJrALB0wqI+2v+9WWpKImH+0N8Ho4z630tNIB1YpoVgDUUj5EhRgGOQ3dvfdjZ+7Q3+NVNb/N7rZvjhD/SFjZk7hPwNrWchveAw8P++msJ5bT5etytRF/qL2mJ5c9q2r7mWw28BvSDqxmttidQZ2bdq6Dy31M60hTQmkOq37mt0WiDlJPmQRjQoajHkILBoJp+LGLg9Mp1GR4O98KBG3TPu1CojAAAgAElEQVTCIugWV/uzD2pkdAtAWxbPscbpbY9rXnz09fLJqwmkzgolaSNzSduAizoMnrRT8jY0RXvK/x5iZZP8gQHggV9prCVDYEWcjDKHtGc0MgBMYVgOteEkfTfPyd/2kN0z1ixe+foZDqxa/MTxj3ttrTZKPPWq3hrBYXeORlwiAFQYTlPOPJDd8JrUGlVR0j7c3ZYEUpJ/TqJJjoWUvc/D1J9netiUNn/LCnjMdbXSF9tZn2r0aukU/yDvP/5Lzp1hJkF2yaMbMPjA0hJOlCYow1EgoCQgux1TJrST+rqWrYXUWau3xwYVh+xKAikVroU8pButmJOrOPIgu/Cj7DaBisLIu47ouBqk+Rm1TVZXgAHA2FlIU3tbRDnU+5D6jUhF2XVbmBBDKbT0kvokcpe7iJfk+2kIoViZOT6kTphw1KWxGQjZ5fdVC6lwbaZYkUZta1JzdagAxfOQ5vIN1jT7huOv+ISWUnVoCo2f+4NNTN+51Ps+anNXOuN34ENKBUQ610vBbStGtF9Peb/BZVcXImTXW09z8mdL28CFh/31tBBE3BcKHzXBylTUXQWYbNUcOp/57m8278q65wdcvyuCvtHacckdFg+6vS8D6CG/jmLWcxGyq/EeymR3e+eN1Q1yI0l9pwKdFkgZmSKdMLu7HpkJjql3FlLYnuGclrq5vyMrm/GlPT4QSLvkv/0zopBAjQ7KIZnSJGmaa+enl6MF0ohDD2mU3e2BGrQUSel0HHGoU/IglpgQek0oa4iFVGN6yspi5U7ZySFLILUATBEwWeKzkXsiZBc+ZNdZSJ/ySYsHfgV46if7l2hbn0nglzl+trR9qtYx4jCl9UuMsiuVn2BqLQkqxGnURcCVy8gJasT9QjlDdbA43rdJsZCed5fFr76lxgU3hHOJouLcvxwa1Wnnm/Gs2Rudjz31tadTatM0TNZ6YcRgOkC439GtpCba5tBCGs4AmrOyaP85y9P2CJixV1I+pFbwId2MzAuJPGGFWUFoHkOJvDmRUR8PjtRdt4jmnV6oQwupRJoPKUWmDIXsOlyO+xRaOqxYmY6cj67bfzwfUg4cYvVIZU4z9jFuIXVKoFi+7pQAGNsTCyE3LhXkKOplZKuAfxGj7M4B2fUEUuU5XpU1DrJrsLJhcckX/AEOLKRCmTx4VuczqPiQSvsE5deoUjcHUalZQodaSGmrnvRxg6e8txQtxr6F1NAfAWnNl9ozZoHwRMh66Qc14lRW8DG4KbJxNCB18XLr1e2By5sWF98pF/u9V9nO7aQPzpRujlPySYp9zZIb5VWwM0XUfYlOC6SMigFpXyTYj6Oy5VKoEOUYShdll5dNtfgFgLWN8PQRNw0HJWICad3fUn1IOwupstB4JExOWvRD27ZriCDHKWAqyZhNdyiQ8qbQ4zjlQzqP74xj6gzCsiizEyOtxy/76xqXX1/jx95X4/xPT8RnnHD/qBtqnBcJGmD5YaU+qN8SNYO2v25qg8e/c4xDR60cDIf8Ph0Ri+lQgVS5R+c9J23jzxHSAXTJ2aU66U9ZII23gfrK8jlIA5nRsgP/KU8wis/lxRNhX9zjFZhCSy8GADCuSyxtWQ92HDzTRiCXILuWN9y663JZXDNP99ba1t17Xf9deUTp87K/qnDPNXsCgdOgFwy2x4JAKu21XlvCcd8sTDaMDBAspMI+q6bwcGXAwcviFWv7gfOV0uiM7cNBW+WC9PLdOO1fD+9RKqx/vbeMGu9nzEqoMoXtu30qmbrreKprkjD/Pw+m/fk5iqMCcGC197OTKHUuLVe6PbsQ/Jq1AC4lqi4GRozm8SH12qeVzzphTQ/Z/bm31bjoZr/hog8pL1JRcOg+pGHjuB93RtPFdzUhNEvwkBQDrK3WGNFCqhollEkunYmjigmkUptbC6nWn1HdWEhzyQmAzkDEx35UFXCddGesmxP/6X9VsjsOIy99jatX0cjGfEjppRyeskdl6G3T/E/vi5QRxPgbi4ZYSGNUEFmSM6F1gS4apmH7QmfstLoQqV5rC3OCLz00UlF2tc0oJQTwTcktwopaSDumb9hA8ia5t3/mHTUAhp3YIdGWiYeTDe+rkN2IDykXAnIE0rKyqEodggcAj/uCxaEwBk1fDwBYi5e/WS/EWUhLySdzh1QzWOH9ry9x5UV9PRpUazoaZkXuSDksUuUMUZqIvoKZTNiezfCaEzi15sWCGjkGoy78PtQFsDpZxN7tzeDFlBJaWq7U8uR1NYWksAX+8Pcq3HoW8MsvlI+dyazx0UlBdh3oJKZ1CJgBus9WJEJkpPlXfsHibuxDffk9fbnWorC2s5BujYBZEGU3HDj/CcGHtE37kjv/6L7MfUhTFlLqViFCSnnUbAXCX9i4MHv+kU8D2Je2KmgCKWnrwVW/XblpXyoAr/+9GVa2XHTpSDMi+wXdo4s67PVrnl7gWR+sQyixUGaOYq0JSEOUKDDJqLUpxvTyjQpfgI6g4f2fKQLpyNbhXBWq1nLqapSbh5STNc23ecgXC2yPwko5pF4SJML5ZLuyl+oaIOOmRmVVhMrZRv+utpaoYt+D7zIo/jzEv2sgLFn6SzjqdWFE6K2YHo4LpJKFdGQx3tT745SWud01tvlOYzQHJC93VBWd37c7Q52y8/5359Xhxmu9dOJvxIUKTWaN9PwPH+BXqEFLo52ZZr6+6LSFlFExGgfX5hFIXTTBGgBa4bMLNkRmEBdI6XVp4xOj7DILqQvyQgMPpKLsSuUaeX+KEhe65/EJ6Z5XLKS7Qd/xceCS2/sGxaKgasEWtO5ImjEdKtWULTJtk6YgZ42Jdj/xrQrb55zTyABNHtIdQnYlmiGcg8tb6QmxPUJSg6uR9ngsqNFOA2+9ec9e8XpOsSkf0piF1LtHrlcFExrG/pyPWZ+lnLYdBJJFAaX0kYcY/OUT/HvjdoO56B7pjfYZBtnVBFLKPGvKhSD6KRmvJ33shV5Z9Kfjuy6+q3/eC2oEizF8C+mUtSEF2a+lKLutAJId1IjUWcEPvFIkBNIuCrvpmTlKP/s25gcWE2xjUDKHEkpwGVqPnVLWtkFQzljz7wVtEcqsDbCyJdwQSBsvZ0nurBUC5Pr4MnDTuWEAnJQ/sUZc4VOZ4RZHTgXJgS3d424J3PeyexY1LFjGUimo0cBYBItTf0dJWfjp3/dr9xUJ0iylSMqxkFbGCaQWF28w5JHQX8/KSdc7wWhrZ6smkHLf8BRJ2+ES+65NlF16AX7aFEaaAkXOV859SMNnNkbNeRU956wZnIf0DNMwOKKF1Ppt1ua2RgXZM7trwjwCWuWVUYxArN39O/JgdLx9RNn0q3+8pd67r9FpgZSTkPZlHia1Fz7bBNvWt/SIAX/cfbh7gkAqrAB3zQk1nYUUGQJppFzAT4idQzQYgGWb/2DILvt7NwXSH/xn4BV/0vfu7rV+1xYhuwMEazGoEVFQSBZScdNvtb2dQJqoN3bbWItzIxbUrgB+WKnlpZ/xirZhOhkeCbUrm/y+PQJcjsMhFtJXHjygC6Rz5CGVSFqfWtRNN3fPOKEPnLNyam2YRHxIqS8bhWhVBTs09/YNpOzfNO3iCaAX2Gr0DFtTVk8bk5DpHmc430xmwHRkMG0DTmh5SAHS/0wLKX3fg02xgiVfQ5r2ZXSkxvNevYArrmteFC2kCYHUihZSOUWDRpzJLgQmVhNg6DnU6/t7evJn/StRyG5sUeZGtFS4ELc3Tvc07Tl0jLzCBT/WRudzyfs2xNJQ058WYlCjrj5BASu1C8jbx7iAUKG3HL36++UByzmXtKoLa7F/1b+mCSKFrfChpcW0D+mAM2J90qBG/HzdMvElmuILaD+6/TChOCiIoqawwMKmnypF6rBnIVVQRtpaUi2k5HqWD6lQ7ZnH/b8thLQ0Rj8Ta7K/LWxbXHZTHbTN0Tp8rbfU35sXG41jzD3GqF+/bRNTUNIdNbCQ1r2ij/uQ5hJNpXhsua9XIws5oJPt/vPJtb4G8IGlxe56jg/pqUSnBVJGYtqXOQRSU7sDsTkFKAS3i0DLynZpKlwyZlG7KqxTt3HeNm7aPukguz0SX2KePQupqh0bJgVSK3BX4xzj99Wmu05s40FftnjzK2Y4h+Wji/mXSBSLssuZTvedRa25E0infr2iVk5uilc/75dURjUwD2ku1ZAspEo7yHPT0vQCaWS34t/io0uL6ryL5SEdstalQzM1dmcd0++5A15rQyyokXt3CdsBZNebb3t8js/dk+B5UjOcD00F3R+mUXT5Y7NnK33UZFtIna+ZybeQ0gICPyDyU/p8K39yJq68tmXC7mke/NbPNX9vj02WD6lvIQ0Fmq0WspvaW7oyPIHU97hK+ZB6LgcW+NfFRflBV54m2NZxLwyTyfxpRVx8V2Pd3NrbNOBskjuU+8VJsEQgjIEQFZJ4GW27K2Na9EhbhgBU/sKFskVHhkRH2kCacubtRTfAtTEdCuKInM0qTyBVnimsxf41/6YG2f38wVvxjyvLLP5F+NyQc2R1GVjZnA9RlVornkBayhbSUQ2cd7iv8JkftqhND9f+7T9Yx0v/pumQtQb/R/GxoB66Th52m9yWHMiuJoTOi97Zy9xDuIXUGc43lXVK95o3/G6F33xTjUNHrax8ZUGNpGfc94gJ5yl+hn7zR95UY+uO3oLN501JmNHOQpqpgO3LaOstgF/+tyU+fyGCqNC0/trIfBR9XOrjreMRXnzu2d3fbqxS6aVOFTotkDIyUtqXORj0Lrm86dGUXFjjG+Phtm7nByZN2JgPqfvpBNJ1kmhd09TGfEiNcj1GBVm4juF1RexU0BnkQ6jQ318hF1LD4NuuaRr4QBZ1jR/kKchu1IfU+GKMK1tKaWIVC6m2Cca+VWEtDq7q910ZtbHZAXyGkLXNuFCozFIG0mRKLKQxDiWYGxFrgBp6HQMPfeHZlIX00HG9grRA2t/gfesgu9bf1GeF8ZRRZk/fQOpjPhXcOsUUKERgorfpnJcE/v0b6cVbAJjRoEYppkHiLFvic9iLsou+fVzJI8GUAeCxX/QX30rL5G2PgG22dkW/Ka8tUpRdX2kzRCCdsjqTPqTkbMqZ79qcLmzcQtrl4p4zqJGj2WLTyH0ksFEKGtstB1a25CupltG226FabFtAYWtv8n/2wRbbY9nCLSon5Oo9OuOGMZ781wv4jk83BVTov8PWSC4h5UNaIISK0zbtW/PL1YIa3bO42tbXX5PWDVcaxOj4ErCy4Y8XLf/Aqk32T6OaW0iVYn7/dYIwZfrv9S1ftDh01OKyP9yH4zcvB+9nrSXlbKUuF7ScC0gAwnktpJysCX1IrWmilktUC9dXNuV9gUOmJQj1rEXA8FROjsYZwhfddn7oQxZr/3Sg+zu0kAJ92pfmWjMP8ucTDRp4bI/BtfdrAsnFlI96tPVwPF1btthZ4vqZMyanAp0WSBkV5S75kFKNOxPMqH+lpBGsu3thxbE8pBfc2/x0m8C9oz7kd9KHVDklh3adLlzne+PoshsHFsbbsgsCaUxbf2SPXgG9Mxdkl35ncn0ya/6OWUhdAJWU5SNGxuYpBF677/aTAtmt2ryIVMhY2QIOrIUF0bGiAmlMPuHjF7MGxNK+7DSokcZwuEc/8hB9AhaRtQrELaTuwJoZ34+tNoU/d8f+i+6eLPwJSpJuXzOenYgyJ9I6TfkvO5qWOUGN+j5qe0JoIe1/pUgqHp1V41GmI+DHj61i1LbJ+SVujYHN0m9E0kIqQHa3UDQComtuyupj6O++0iG1Tzj/ttoAizaiuXHPK+V859UWhjvQEjJOIE2Un1pys4lTAhDFCnuJKhZMbTH5cnOO86bH9q0Avt22u7OymuZfyVKkOCWb9M3mtWpNjjeFntNahWsYkvtWfkfr26xwyo54lN29bI1qfnabbZJ1o6yprswB59TaksHKpvXeWSa+j699TYVnfNgG9QLNd7pXsRoD/pnf81YZjSKGA0cX39n8cfzWEFWQU6Y2HzQL6bM+pM/5ecmyOtzWoRUvoeTKWj7rxlkCafNTU3SNKuBQGdeeS/xSh2Bg7SpJRN/eh9RgWQgsqBFFNwLootnHlI9S/2z3Xx5PWZ+2kH6D0ygcknnkoMBCSiYvd4zu3nGMQuvnIE3SGGTX0YSEsY4xJ5aUp2mxB1tI2/oqx/RnbP7rcqaSHbdFItrPGTuotpWY05JPaaw94iblyrAWC+SgnUydZVIoqG0Pt5BKvgmpMTZCIJWe+oP+ptHWSYHs2rq1gBEh4xG3WHz3J/1G0Q0b8H1IR0MspBGi1j3u2pgax+/+RN3BNyXmQhXm23re8kSDe/bJj3TBaKi1i2iRJ7GgRq319AQTSBu4ocWt3/KtePAP3eHtZXW7PgHZh1QaCgrZpQotypzQfcXRvo08bopCdikjpAU10tO+sHZTyK7wvIndbNv1g2trMO2e0QU1GgEbxt88YwgJQIbsch/S1F7np33xyx9iIX3w1nZSItT2g8tusVi8Wd+8Tec6Ei8/tehmbRU0MnUsmu2zPmRxzj/swdodCwG4Np4+wf+7kgRNE/qQOkuilAplJ5Bd+rMyvdJJO6e0cp1/6wJm6rc21gY5VTWEwmbZHGAeZFf4yEOY6BOLrQ9p5JnLbpYFUmuAl/20rq6kezyNLJ6cl7YZLgkOL9FOAuJ5FtKE73eMso5BE/qQxvYbSYlf1rKFk1vyJkJKFTevtH1lXAGX4JZom0Q+uP3Jx4kGmBoTN4Klaf4H47x7J5BG1resnDZ9arGMek9bSL/Babd8SCV/UQrH6g4vKpC2P7tIcJkW0kAg9QKc6H2wRv69vzhcCKRY+5xhO7EAXHthXiW7bSGlMMUavSWSE9eo9pBduUHSRuQ2tJ//u7qzZAPAt37e4sxVxXLbWrPOWPMP4nlgYIUyn5qbfhknI8qu+3gak+PKs6xsKpCOIzMqSH4e6W9t+gOYw9JSWv2ffleNl/118xCPAg3oh2zXEmOwqVg4OkGCXKMa5xwfUoAJP0UBYy22YVCOLcAgQZ2FVGJyheGjUMhafkRcp5dt3dHUkzhxKGSXrgmvHttCsIzOVAaKATomMIR58c0DR2vZ1DIdNYAFy6wFW2NgQ0orwckTSKvgmS3jouy2z6QspFSxZvyUSqkou1ToFbJkBDSvdt5kQnbvGMezz9Wlxfaoh0kDgkBK+n9+6wtYbRXBOMbO8iB1TGchBYHsAobZXbs5LQikKfh2LtWAZyGVtplY3xw8W6u7tDbYu1LxIzwLqRC0bKhAurIZ339dFbwma4ATSwarK8p+X/jPOmV/ao0VbWV0n+eRiCntxII5Iu4Y2hnygvdkHMw5yg7D5nriHdVCOidkN+1DahuFZ6RNYraJ9meOhdQCWJDM+gpR5F9Tv/HKk2gk8e9Ad0BmCaSnLaTf2FQIeUiH+EI4Mi7CIAwRMNtrLfTHWP8DeBZSRfsi+RryjVWKxvnVguy6ser8UxMFpHwfd5vouUmtQrU1WFQ0ZtxVLdeKEZRRWzzpmvSh6cieOcNoeYbvviotkALxoTawOoPadaj5kRWuf+jEyAgmYGqL7c3CZ3QKIpAOsJC2S0wkW/TfjisCYlron/qHdI61HOuyatUT6qblxfKQaj5IlSlgYDFt88PR92hUUDHKrrRntNeqgC33y+XjuLLe1LxFhXFhX6WQXfpNh1pIo5Bd9OPQrym3xuQJMCuBESwM69j2qLFuUhIh++T3utoWBVLnqwhkWEgNcPn1NR5ym8UMvmD5kr+tcGDVJi0tTsvPJ9MWU5jM61PeWUgTXMZtKYHUNCgaKpDGfDVde01hdwbZdRZSoIunYJyFlDzX+ZoK30yybGRZSNk8qEhQo2mpzI9EZNcYVNVYG+z7mntLB4+m+8yJcAMZwkSvLTYw+JhA6r6HZCEFgEqZRjxatzvPc1A1Fv7c2rfR/iK8uyOBVImyO5RyrKj8kZTFbiocTKNKDmrE65/MwneTFtJaSYNHSPx266XYhtKaTgXZRcu1PuIoRRJkF5D3Ri78eu0GPfZIQ214idbDodAAcPVjqq7MU4VOC6SMChMOyXwW0mYmWbSBRdBvts56aNwDrB7HKIiQ3Qh2vq+bXI8IMXRRqwLpQGHR9bEqjBhJmJNBRtAL9+wONnxH1EGf+6hpFtLCQvxOQ5pTWD2qbNOu8JotLVbO2e78iKK+YQnBXlNwAOhgiO71kwLZbevWLGTGAj/2vho3/c25OPuY9a678Y5aSAO1OdQPtFX0FrIhAun3XuXflCykWqCGJBpBIXrgSdrmvt7m5751YM9Gf702jYV01uaHK8nxRdshBTUSURXtLGlQHnJHLICCaZ8dTJ3WI719dMV0wrG2L3QMsdHHMpjD9Oy3IVOdSjOwPTIobAF+PGyPgY0MgdSbi9VMXMPrRdo31lFdGPz6X9T47TdUjX82Kf+8I8Dz/rGORsd1dZSCAL625P89r3b+1jandzJAU+K+NQabE9+HlPfNE0hdewWUzhCB1O0NFf2+xqJk7g/0HOFlSGfKPJDdGn2/qED6F080+M3ntg1QlCmjuuUpInUbG37nFJrFm+eCBDEEZri+0Mzh5YgFskuBwQXS9qfW3sBCqqwx6WziAYA4rJnSTiC7dJ/fyfmbc7QEe0uCd1gXpKFRlbcvxHxINcV3WbXnTKRNsT2Df4dxXaG04aAOsZC6XK48CKg0Bhpk982vmOHEtcvdhM35VlXEEuv2JxHddB+l0wJpBs2z0ThmtTbAzDQaSKqZdpo6KdhNrwlsbr7nUf3UzYHsdtdBLACej5cN3pMWeBEpW6Mg7YuNL7wc6ExX9pwb/r88XK6Aa06jkF2hHUPGpqjjB404BgYoRnUHE5K+JXk0SjEfUmchjfs+DKsvoLaDkuDj6MovNA34wY8QxtMCps2/ELWQcshupI01ucnHfUggjpRFU6Mh/q700NasoEB/YB1cA577TlIXChSwmFZNw0ZEiqba/2kZNqrk+UzgM8hDLKRuTnnjK4zfBx5uiA+p8mi7b948HuOOscyFBgc4GXQa+Ikz1xoaZlYCJUyPJkDDg1elwXoxzIf0T181xaNvZMoNC6wWfQCqQaksMuqkVHoCaXh/lQmkWYgJgVbbcUkpHJMBnAqL9QXfhzQGje0sgsYGRsMYbJU3030Dd45SCymlI+Oie563K6ZEipPfyiYPafM7ZUBnpUFV+vu3Vhw/xygVCC2kqkDKlDkaDRFI3ZqXfA4due+hWcc1C2ngQ9oqK/m82xTcoa3x51Zn8ZP4pR0IkrtlIc1SdrC2a5HFHUmW8sksUyCN+JBqfMaoAr75k8bLO8wpmlGAlXugXg8+l0FjiR1KPOaKpIB2dUn9W/vU3l5v5Ou5gmu0PmktXbfYKPyGprD5eqbTAimjXbOQkkPfMUDcr7Qp27cGAc0GUNheUPCgpcJC1JgXA8po0caRdqD/XaKhXe+EbhrJNFFIroV0cGOkIkg/6UKuofuHcCvvvBbS2EEjbfoWQDGynaAsaqYzKWYh5bvAyYiy66SXoZtnk+ur6XnMQsrHLwZPqwtysLB5n9svU1vZhzSR9oX/niIVssu1wJHUHLDArM0PV5AxtAb4qycYbJfAFy8Q6pa0sm59OxCUoiALYFPti1q0aUf37DddWoAYZNcxlDdMZIfcUUT7XRHGnAumGmR3ewQUbKE4/+MsC2kGrZsie2+hTPbMmECwNNAZZIrEkQRSbiGVnskh18QU/C61Hj62tITNiY8w0QLNGdvPWyNE0x7ybdy51Gb/IH7HclAjyYdUYsiHWEhd+xvIbnN1xvgBN/2iPqTo141EkoV0CGRXIglmqJHrkwTxdKRBdt3f2tlScQspZGTW+kL4LlXqA/0+K03ZHVlIaZTdkwDZ9YRyflMQzr13BWXlZJancBAtpAm/yP0ngKf8c4lH3KIPaFQg5WePFOzAzhcoqFPIxiyk7U+3Xj9xicF0gTSgM7MiuDaaAfe/kyg9C1dWWI+kuL2v0ynUld0hCbo1j0BqPIHUZ5CdfyXX1tL7NCiLmv4gcg3wyxcFUoRW2dyyNQqCGikFuD33q2EhpUSLmDIL6WLEQur9LZSVopRAqltILSZVA4GMWkgTjTGIWUj9Mk4GZNd1MBbUJhiCkfWg60Mgu7Hx8KDqAyC7lLQAHKm0L8BAyK7CqPD+PfAr4bv37G0sfgUsqipsmDXA5+5f4Pm/MsLRlbBRch615rnKxIMa8TlUtp0uIn1wJAY14t+3rVvbO2I+pJXpNXFcYacJpFXRph2ifEX7kwc1kq2V6Yk1NchO+0Ln6UwY75gCyovIy9p1xgNPYCsz6nmKaEwE7zprWI6/7MaCiUbZLbvv548FH/aYUMapj7JrusPSGBukT/HylbIyFgQBK2f5O79kV5OzkDZw3b6EusjzIXOWQa3uxVkZzKGUhTS1Vw6ykDqBNGIhrRIC6VSJ0OVBdtHPAb53iKljmIU0JmQPZJU82q2gNZoSKraXuiWh7cfS5TGzkP7+D8gHexSyq7Q1B1WQck8iTzZ5SAUebjJHbJjAh1T6bo5faRFGWxNSv+33JEM64W5fcLfB//VHfaE2wi9162F06phId0UgNcZ8rzHmC8aY640xv7YbZX6tyAh+UfMIQh10FQZTYzxrZaDtd7+3P51A6p6fWyAlC9HbqNqCU5DdWNka0bQv7l1pkjmtsonUzWk3fEgp+ZZnMzzK7oCx4YwSJ9GHFIBxuUi304xA0odUs5i0BbrXNT/IHVFCiy2SsZ2FtAZQRjhJSWBRLaQEoTDEh5TS3g25fPUbxzTUCr36f86CZO1DqCqdhbT3IZXcPg3CaMOAfNiutQiSRhiUJ5yF4OPX/t2nJNEVJE7zyxnJrr3teqRIE06cGabW7BnI5yCCDP3JyQAobQEqe7q6eVAjqYykwsgCU+ILmkKNLBJr4QxGnLdSeiigF447yC557MCDT2oPz/4AACAASURBVCQjIecSVbB69TOtTWoftQbYmMjB+jgVlljHCfOXem8qRBKl7XYKEGMAY2tvzGbtu9Q/0VGuDynfNj67MOnKBPqgRjz4WOPL3Xww7rdNKRXPYaEaoZwBM2IOT/mQ7uZ57OpaiAgjXZRdRUE8HckTKbCQ2oYncd/3/Q83OL4ErC6H71v4Z0K3r0j76A7Ggysy59UJ94KP35gqxkMmFqDULwrZ/Q8vMEEgNPocp5RAmmMhzobsFs0+yB83dj4LaQfjz7CQlm3ft8b9GFYw+NjCYtcG2p5YfRK5cTxjsqQ/dB+jHR89xpgSwP8D4GkAvgnAjxpjvmmn5X6taLcspBSyO3WbYHtg1AXRWAqTsouy2z7PITqctPVL8yR5DAvR8nT7lyaQKmVrRMNjx6Lsdn2y+ZDdeS2kXt/I7zOe9mVbroBrlueF7HIm/Vd/suxTC0hj0FpIgcZ66xhJLe1LrD3Uh1l8mVBZp5UEQ9eEcRZSAf7jygvKdNB1m2dF8Yh8s9XF8Fl3RHENZG6/9mwAxYDce/NM3XOO6vdy1kLVavdLWBTOT5i0hDZ/Ksw/KYDH3WWzcCuvJJ8kyK5hAunEakmT5Ci7fnhgsgY1C2mEqfmvZx4MlDspC6mxQGH808G1bzsDsptGMLQ5Y0mU8hgtEmvh1BhR+Iz5kNZoxm5y/SJ+5p39YBmz+z5JAQqBWbLSQY0agdQrQ1Mc2B6y+7/27sUai5qv+wgLAilpd+9DalGCWUhdTCFh3ksWPxl5IDarbwua9ci/DVWu8bq3GQIo5j9rbGNJouXvFLI7hGYZFlItqFFnIc2F7LK9oyqAe/bLc8oaX5nVW0jz11sOBXDpOdeg9m2isM7E+SqtmfGs32Pv3WfV90Uf0gRkN8dlKDbUXuYKY1FKvAWAyYCgRo7cHOx8SGNRdmfNGTwr+wYbC1wzmXjPAfq6jPHGbr6b0akDdN2NnnwLgOuttTdaa7cBvAnAD+5CuV8T2i0fUqodnrXRE/trcgRaDtl1Yak3Jv10FRMCK7OZWsVc2a/64b5/noV0lyC7fZTd+KbRwQ2QbyEdCiWNJU8GQiYkZiGVouxKzdYOxaL2N6+1gzVuOs/0cC9RILUoWo314jZhnueC7EasP85C2t4v691nSp3WRBsfkUyvVLEG3oBzeJUU1Mh9s+PL4bMceuMoNzDFuJItfGoeUiK07Aofl1FIXVBmwgmkhBLrX2IY7mkF0tr0OUmDeo1uIXU/xwqTAAB37wc+e5HBDefJ+55TEFkzH2QXCK08rvuawNIgVvxNzc2h6S4IpPy51L5LLaQbxriUxX57Yz6kRp9Cg9Yoo4p9JyC0pN+96E+21NDUhbC+IwKp22c/triowjs5TYtwAahKQu5DSmIyUDrniMWezXA8JeVBgPDgAoVpLDoOPdDtX2RK8u+9Svc9g6jbhgtqRJW0UYFUyFu6E+p9SPVnasIzUOoCsylBjTz/ffJ+H8cjDlkVLaQCvfAd8w9Irv9uikQDBCuP75kp5GrKQmojgQol/3Pnk6pCdgU+rGaNyOVLjfHzkHbXLTCeQyDNgeweXAXOO2wxmvU5g+k549bplE9MgWK8ccdDl6chu5QuAPAl8vdt7bX7JEkW0p1BdtHlIZWi7IqQ3dZC6jZnqh0WLaTKVyzqcIM6umK6ijyBVOnHI7YicdiVOl07oxZS4g+SbSEduN8faw/kZEAZa/G016/ionvkci693eJyEhVT2/QBvS+cQaSCOyAH/vjo0mIH2V2cohvLHFhoWH8sD6n/+kiAhg2oSn6+3bg1za/4WYoessvhmT//4hIvfWFfWCwPaSCQkrLmheyefQwohMMo5QskJcueh3LGf1b2PoKFwFXQMZMYoJj2t0IrZEsNkSykTPBbiEB2t8cG//nHS9x2SO5l0UZjs0Zfb7zt597rt4UrlVJWn8IC1dECZqt/oBNI2SDEYFwa8fFJMVxLm/0Ds8rgrNWwPtWHlKB3JNqJMkpyR+Fz684lJpCmrINGWKfKHljY3sJCXVZ4mziJFlKhXaZAkELCnWUW/ZhPphav/oMKj7/WYpPAGf/pkWZQYMLuPkznQ0qfbyKGtww+6xtP6xZTihhbo6yMtz+rZxmAV/5xhed8YPck0mmGQKr5kDra1gQjqgwk4+DGp1N4Sue5MbIPqfC9dsJMczcZAUGeRa5vFxz2r8ctpDrahZZJaTKzXZtNRDEoUSrtywPvCK/VbE/KNpQUzbqQ9ot5ouzmCKT7NoDff12FhRmwNUKjDKK8XzueDm30+I2NsBBWX4xOJQvpbmSwEXnJ4CFjXgTgRQBw0UUX7UK1J4ckH9KdQnYtWs0IFUhNr+nn9dQtVNFpimg4ctGHVGsDWYi8PXz/1Q6fV991F76E85Qa5DpdeVmQXZy8oEbJwCCthiwlRDzpGr/ijnkUNjStL4X163Eb1KwEMJXH/zOLC3jkeAP7ALzq9f3Lqg+pfLlrszqPWZtPhoXUQXY1Lfb5hwVBuxVsxrYOvuVsZLBNoH/B+JH+Hl/2JyJ9NgxqlDfJfvbtjVcrJ91C2vwcWyvvmAMpZ09qLJWM0ZHaBkUgFZhD6gvj3hXr5YIAG5ehASX49y/aurU13kT17W/ejyibpD03lfalrC3uevsyaI/dbw1kt78ey02nEReMU3viErGQvvgvgEu/HFYQC2qkNsc4n8j5FCd1gU672SlYWV82x2w9JvpqhWdifaMphvi4a+/NBAupBNkFbGAhdc/R845aebYmwN4WYv2+Rxa4+Wzg2R/0J4nkA0+v1/AtpBRZ06VDYWudDytVinNygvyJscF+1y/luxgrB1HbCWVZSIlFk1KfuipdD4VVdwIprLhnNZVBhOzuwhbuEbe8zsuYu5gB/+3/8wuk+7t4Bkc6JI2L+06zAlDcR1VybRkiRnHXmtzdyZjGkl+wBWYwrw9pU06f9kV/djJtLaRsO+14cgs8cHuKg1WtdijK07mfp4MaeXQbgPuRvy8EcDt/yFr7OmvtFdbaKw4dOrQL1Z4c2i2B1Flaa/RpXCTNdBSyK1hIhwY16n2j2mebxgXvaWUsD2QceVAObZ/rghrZAQLpnJBd2gPaT1fe0Ah3nImV6uTEfUi5hVSDYm8Ku/1cPmoxC2lBJ0cjVO16KHFiOZfosddZnMmsPCiacTqE46Lw4QmWEYaV55dzShkg3/KikVmpcOcZ/d+qQNr+HMWEgQGUo5ypix4e2PuQkjYxCwqnibAuzjti8eRP13ApSrWly8fRE0itxSTm00zo1U8v8BvPC8NZFW1IU62I6Jq24b7IBUJOEvTMjd82G4TLbwwfTp4hbk9hZWtEIbuXflkuT5vLZR2DO9sdJVqn3ezOHLbGNll6jZygRrnRsI3t12CpCKRSddNSEEjpOY3+7Fyy2ypk17WLMrt0D7cANhcMNh+97tWlQXZdNTdOxl5Qo5qeG4pvJSzwhQuAT19sOiW0Pm4NZJdaGWNon90mlwd5HoHU/a1aSAlZ8jz3vZX6Zdn1WFqanRAXjophwLSOjJVdj+g5t7YY3k8pszm5KLtNfmbfh1TLB+toHmV3IJBm8owOsiuREpQ53o4MC6mjyayfkxR5yV2viphmNULd2XVaIPXo4wAuNcY8wBgzAfBvAPztLpT7NSGeaw6YD7LrqCoauA0NMOS0mlxj6Qmk6DeWjYV+sg6C7JLyu3oUJlQVCgeukzCokVzAjAisuZDdwT6kglBMP6XEPORQF1xIspBGvgVlag0TSLU8pDNBIJXGQftML/mZEp96gIkzI0y4cBbS2HAPZUqkAEBJMtb3IWUUS99CiTMqFLIrQX0HUWnx6Qf0b6kHVPsIP7w1GqUYn4zxnxGB1IGyqL7NFVEjfw3+xp/X+Lm315gpEXaBZkyDNCTk77JuILs5fXj/ZQWuu8AEH6Zolcpau2N7RWvoan4PfsqN+tH3hdfd3OE+pGKdKYVR91zzYGpoUko0gzisVX3PhBD3ISTNbb63cSVbDmQ3N62TsQSyK1gEh0B2/UaisZYZ4Cwc84NbEYHUlb9IBCtPIO2UpJkbaPv8WlF4QY0oZHfWVsr7WljgN583wn/50RLWAB+qHqH7FaOxJFEro+pDmtfybLr+vDwhpVIEbzfmWpRdSp6FlMWxkN7mkZO7dbfLg5ATyCeHCtukJONE98nVpbDxqQj9nCZEIB2x83n13PjgzCOQ1gNTRXVUWHGvfOhtFhcI0OAUDRJIp02E3QDdQ3hyA9v+m5+MoEy7r9KOe2KtnQH4eQD/AODzAN5srb1mp+V+rWi30r44mrYBjFy0UMD5fQiavvaQivqQKoKLRIW1WGIJ6Z2WF4AXKCbmLzKEcoMaeVF2MyuZO0G7ZvX4alpIawcj9MuIBTWyBqgkC+kAH9KvHDQ4sqdhdFWmmAc1qtp2xQ4p/Zb8vEMHDHjHFs7Kb7s1QykWqIH2l0OUagP8/WObF25kaPShFlIYP5plKspu7hxeTGjIczbuugh9SKm3kKfVHngS/Pw5cZRLyDT2lZV10/4hsF3JAt5Y+eSZGGPwqKsEt5AOgpENEEif/FkbQCp5m+jP2J54bDk9T2PwTAc/1Zi6v7/CYEuwouQQ3ceWtpvI5bwvPGJujoU019ebQnYlC6nmujATghl676FZwzcsjDGF8cpwv7pAhQCwMOs7RfO69s/6nVbTrpHfSysLpJUTSCNzwhpgZkcRQb6xkNK9MgbZ3S06vgS8/CdHWVb5lNJsxtp7/OIwlIk1wAX3+Eoft5eoY0PGNSdH5jyUk+okh4wikNJUTqsDFU7SNFiYNm2eFa2Sldz7/NMWhDfktnC6/mHyAM8P2ZVdTyYz4PEfGS4Zu8/k9qyY4nOhtZAGAimxjKZOjtjeeFeLzNrzyPsnSrnv0K6I1tbav7fWPthae4m19nd2o8yvFUlBjXaCsds2vVauEwpNp3DVLaS2h4ckfUiVSbs0XQiEpwCm29WpnT5az2QKLKQKOchugXzrzFASD1RyzY3JvAKpdIDFYE508+oEtLY9W2NZa1kJuBKRGYsYnJrD1uracVb1qE4rFIZSV/eQ+UTXjTCfYhZ+Kr8GAmkBfOqSAs/59RHu3eu/OJjZKnyIo8ZYuGJHmaO6NCdki1JV9OlAjBNIBQsphW/m5qBcbwuySrCkGGTXCYvzRDnsyqjjQlWOwAb0B+A8TLarO2YtdvT4ay2+9xPpSnIguxZ5ig3VQppQDs1Kg89983ybMl2Hj77B4vX/vQr6sjEPZHdOCykvWhNkKxZF5oZz/fFzQvxWARw1PiNLXUNcu2g+TW9vp8rgSLuk/hW1DXzYaMTwmL+sa1sKsjsllmLtu5wcyG76GS3ti/ubKy0+89xn4vm/5BdsAVzYBvzpIMDQBdJm3PqB6HiFXR6DoTyIRsYCK1vhdd9CGt4faiFdmDbro2IW0hrA1r4C775Mz40Zs5BywbO7PmdQI1PsnvWZ1uvGc0yQTOc//giOX9TjpSdTi61xGDBKcheZJ9bhl84yeNG/K3Hwey4f/vLXKZ06tt5dot22kPYpXnqLTSwPqRPkCmsxaaN0xSxBrjyxLxbdxukHNbJBWfMgKiWih0PUQpro025QKgDUA+4E3vyKGR4sBASJUTTKrsYgBwJp86D7LpL/i0XIKNF3pDZJ5IJkqUyckvYluukPXBOGKCpyybZIgUJ5LxaciLZPSibvaItB9QavdZOZJqOtJtdvZY8eeC+bKupD2g6Ix6QKFtL1TMsYtTBew2PUmTiD7YT2ceIULsl9PhfLFrKrzdFRZKJ5+25EuZSioW4/B9f0Snj93rfh9WTWq83l6Ni1ytKZELArh/iwj+owzckmU77xd/7oJ3yTRpP2JW+dUsUfjaFA78vt9suvCuD8e4EDq5Y9F+6lImR3SiykY/9992ysP+42j3ng+Y7ChzMH1hpapgFs6zokkUv74ltI5Ym2mwJpp9TJEUgVwbtDwrAzoCpHnrsTrY/+XgAdjya1T7KQ7kCXJtK42p0CG8huWJbnQyoJpIkyOS1u2y5f+cj2bihNEJ941N7Yt5b4HakR2XuvsSdHIHXnOSl7vFyhJmt9MmvWU8pCagCcEIKqAfHvUhXA0T0GJoHuuC/RqdOTXSIpD+lOBNIuyq7tJyK1HtLN9Yc+ZFv4SHNzMm0EFZ7YOahDqdsTSC15tuMm+9/VBT6Q6er6mIB8elF2T9IszLUmP+b6YR+4s64MibJbyxZSd02KfGcN8KWzHieWJZH2Dd1hq85j4/3oILtRral+S6TBUFgAMBb3v8vimz9VNhDWoRZSx6gw36JpJHDH0HZetzDO811qf45tng/p3g3/Y0lpgVJEBVI3GLSY+816xt8x/JyB04juWzRPMtAwJLEou2XdzMdJYqzppxG1zILlLIfIttdrq4cXM1ggHVVQVeG8PXRecgYup89lFYe1SogDR9aYJIR1JyQFGaN05Ez/79rkr9PC9jEBpCi7GsSOC1+zEljeBl77mp7jdBb5ovbnS+cXSgRSCu3k/W2e9RvG+/Ot14QfjwabkyykmlALtHPGGh0lI0F2vwpBjTrY+wAfUk0gnTFhphI6QOfainWKWAtrjNgvbjl10ZNvHAkfdQe0WxbSwloRskt5SMmHNEZG2Cg6C2nRxJp3Q7TlBNLI9hETSGsF+jG3hdQA5TyHp0JcoeTxdGwBOh9STtRC6txH1DUVaXr3TTMQOvcVOi2QMpIguzvZgHuLJ2E2iJAqwj7b5ydtYl0vN1imkAWg8Vlqb3b1EG4sNyjMEPIDN+kLhWrCTpaFVNOochoaLCnmQ6onE/cTifMyRAup6ZUTlIYqSGoAC3Y6OMrubiqBuYU054yoiyanF9BYWnh7fAupXyD1E+Rj+6Wz9Lk3dGxnRWZ0R6dRzRzVPYyp0NLlxKixjDf1fU/5rwD88+2C2RTPO3YcQD9vJeZZIsfYGitDMAPILvUhrZp2jBNDEUvBU9RysJscooo6Y4EffV+Fg0eGz/ZY3UvnhLi50SyyF3XtMUHZWu7eGI1qXWgzNr22j2NleKWQx8Stqbv3NT+D+cKeN7C45/z9/X3hO2vj6Amkwvm6KEQgbdrNhBlhPwHa+A7Bu2070d9b0KLsdgytXwqH+ru8sk/9ZI2VVjlVWt8y6n7mQ2uNuqacSwfdy7Sz7LJbdu9kcCXlWUgNHnVDjRe8xx+sXiBlzwtSkTdW7TcobM+PSe2jyjQHxd7Y5ahGXCA9/0mH5QcTpPmQ+gJpeD/mQytbSBs+oS7a3NrtcDRBfArPq3SLnV0xtxA1lgETVLNnYGFFH9J5qWYKIe+7Mcny/CPNua3xGN0ZCn3sUxbSvoRTg04LpIx2K+2Lo06rygTS5qY8lWxbpwsbTZl3OdqoPCGpAFQwgYCXpR5qA+d6KdQjUQqGvBtEfUQcSZ9yqHaSbyhSndI73vPcQiocyFIwj6assBexOar5GDm6fqHhmPZsWpx/2DbBCkpE97nBUXZZdMIcJvuLi756UWME+e+AL3Twsb2LpGnJDZaiUV0MixpYZggDQMhUzBOZsCJBjTorOBknY/oxvbvl/z/14Lwj4cAa8PI3VZjMTBikBoK1hqyxUWthGiUgu7Ql2qE+1EoJ+BbSQ8eAZ364icS4OmcgH4n2X3oiuDYSIKS0TUC/tmm/OAOX0+fxzKqKtujYOYuVmROyK00fC9x8NnD9+U3hfM3Rb/v7P1DAAPjc4y7B5mjsXs9O+0L32FIY7yXBv65pU8H+9u8b1w7ToA4kyC7NZTkhEXY2paBGcjMCOvsY8AtvbTolQnYL/czxAi+Zxjivw7hrlFVefvDnvneXIvBgGGTXwOLlbw7r1gTSe8bnh/V5dbcWUtcOaWwUC+lQJTanf3k4U0gwHmSyMp/JVBdI+/qOCrqm2HyU5szCtLlem0bJ6njQzTFQw3h7C1fYxs5+1TAyxx4INGdccRIhuzRDA7eQAsD97g6ZfAmyGwc5N/Sls3zlVjeOpyG7py5JFtKd+ZD22ifPj9M0gx+DiXQCaUJ40xYn9d2hCibpUBzvkj2MQnZzgho1z+6eRPp7z+gHKxeyu6tRdpUVRaM/Av08c+MlQnYh+1Q8/FahTfD7dtfFvVrQHbbaPL6hFUi//2MW//frKpSVRVWYXVUU8MTUeWH+/Xf42Eaj7KI/B+jYri3Ck8oCxnPgMqgKM9xCmjGuPJdcjoX0E5dwK0//u+l+Wu+a6++RvQYv+MUS//AteYLIQ79k8aibmpc5LEmykNLtxUU/HQ+A7EqHumQ5yyJiOaOvD0WJxOouBejZqEpDwjtdJVW2zCOQtpBdyRpx5qxSA0LV7YeaNxGBVKZBM1bbrUl8MuXvNC/duwf44MOLxmJVGJwYN6acIWlfxsQa8rx/qnH5Df6DS1vy8gsspHwZtMWsLxgsszLqfnG1z1qPUb2/7TtM4b25dG5rvXcQScAXTFVlMm2+aazv2vwbTSuUtb+XnSxFsVR2lsJNU0K0P6csHsDx4kBYhPeI+xi+MoFXSeeaW9Y7hdjes9//m1vI50VhFhZYnIYd8dy+JH4rqnwOby5OeyQV3eo6H1IyaNvsfIilWFJh4txCOkAg/Wr5kBrBTe3OM/SgRns2LM6/E955pNUHAK9/aoH/+iP9Qun3nZO4UL/KdFogZST5kO7YQgofQlgTOKQmkBa29yGli3TIQSZp8Szh1OmhcKjaHVxDYS1qNExGbNhyNLHzUI7Vl9PckN2dWEjJdUCH7M47Nh//3m286KWmb1Nk0+NCGfVV2i1abLW2x9qQ83ft15/V2sUpxrTT/u5Df2q88CUsQuYOLaRVAdyYyLvWNgdAflAjnl4gxbAdWwnD+XvjZ9wP612jLT+xZFAbg1e+sMYXQ+OC2h4+R0XILouya5BWgvEoofyexfwW0kUhKsnQsmLPF8JEGkX8OoO0L+Qe//Y5U2hU9ZA6Tm6/k8rpBKY5BVJpvzIWgAGmraWQw2bXGYSXFyEhRTTBikenfsLn/F4WkFMqBQISr69tx/FlYN86vMHrmVTTtX+BBDXaV1TBs0PmmrN4lZKFNCaQsvVjrR7UaLTdtJEqvuZZW442l2u84Bf7ifu+K/yK3Zx2dTT52uOU2puDb5hS/jBeQTwfjb93dW3ZoYWUu6wYdqGYk+nkwRO7+rSz1DgFlE5SUxa3ewWJAVC0++nm2DS8H+kO523mguzuIA/pbgqkfVaK5mfMhxQAXvu0Qg1qdOkdwIv/rECBSEo+QhuTflxnBU4pQdTRaYGU0cnwIQWagfYtpK2FLCaQziy2x2nhTfMLGQmR27wrtKxdmgn00IxtGl6U3V2chbVBkCsqxcFJ4xSjojndxSFTLaS1fFDELKS1iUSd48S6MC0MqjaaZcpCyg+BURvOPRrUaOCaeMrVzQsfe0iJ//6MAm95YvqjJ+cF2ZAlC6mjA0QgrZh2NoCCDmQ06gK45RyD331m3iQeWZslUNBw8kDaQuoUX5REuDf5vdFNsbcMcHSfwbGV+LwLfGdYW25ngWnoZHLWgFTuvZK0jc9Fl/ZlHiizi9wM+GM2dB+KCqStRn9jsa9hHBFIu7YJZc8D2XUCqRgsxhoUKFFXe9X3Y/7/MVIDJQG4/n7N77eRufHJBxp85KGMGRfKjK1vSnxOSd90WYDtVkwRLc0ri0bps29dsZC6tllgTAQMKXXXEEWjS+NR2F6Qob5sKmSXtt00/yUF0l0KNri13Ci4HH3wUf59J6R0zTEmuZZTQxZAwclceOkLS/zCi0q1DG4J9a4Lb82bE71rGzvXg71wTlmDIvEocYv/n39bIfo2SySVN6obpWldNOvVIXq2x2gNEv0A8bMrGmVXuceD0OYOfwPZ3T3BrXNJa9tDERmGTaBqocbmggkFUn7kZnZmc+JD9UnFeQXcB+i0QMpot9O+uMOU5gCjWk1psfcCKbA9MvH0FkoZQBhu35XdlUX6usP9tW+LzRNIT5YPqd+/5mdwMDOizHVOW2L53GL+PKJA2pZDI7UedZYukx9d1cDf2CrTB9DpfEiVecIPgbJqmOCo1jSvWQHZssCHH1YMiqqYQ3xd0NQesaTrO4fsNj+PLydGpL2dG5toqIXUkjoc+YeW0DEj28FqpNcBZaAsgFf9cIHPX9j//YbvLPC5+7FCW3IW0skAH1JJy2yRF1BKIuMibEbqSFF0fbSNp3tzDLLLIcS0LXyO5kJ2R5Xim24bGJ4okJ4kC6k1wDWXAq99wQxXX9J36D2Pkhi2ZjAO7Wucepu0L/yZvPY88ubwwbFgMeECgjfmxA/7+LLBuPItsa7PZ9XNojXWZ1StYHUcMtdcXz0LKTlj1bIs/9N47ZJok0TM3tG5zOquGF/VrVuqeEms5dTeHLh0kLX25bMM7jiTae26ud5aSIUyVXeoHVjdJKs2V4rPK2NovAkfm798YoHn/fIo6yCXILsAsLxpW6iz7QTSLZb2pTahQi3qQ6rxT3NDdnfXQspjpHhuWByyS+YXJX4GFMo3A/x+bpMASf6ZcFog/YainQqkzjG+g2OR+aP5LRTtodbkMYoLjhrkVLWQWtI2R7s0pw+s5h1kJyvtC4UkS8F8pPGjm0pWcAVFCwnofX/G8RN44okwuaSrW2KspXQHKlm/nzNjuqAxtYnDtXibywwL6bxkW1VnTtnBWEY4EpERbn9Gw8zvQlAjIN0fV+woM+1LIJCmBC8Tzm0JGkUZHcHlpWckEvOO+1B94tICN5/TlGYNMBsZXHP/vnTPD8tZSFMCaWTdljUAkx8VmJKxvYWjIEq7oQx4FEHQNp4yQ6NKn8KuKClf7zyQ3fGsEbzEeWPRulSEHXBlS9G9c0j0IbVNuWNrcfgM4+WXlc6dorvV3GyQIuyZXU4EyS3CdP67O5NiL44LEUqdMsq1yFhgQr67JeGkO3jvHG3U8pBq85CuH5f2ZX8Ya8sj6g++E7cNPYM+6wAAIABJREFUPs9nrI2BhRTp1C+DIbuCICKXYVTIrh6fI96WGFGXra483tYdQHalPqowWRP++o4rzsdrnt6/oI378lYzRwr00Ye3xoBF0bVf4mtikF11T+WQXb0I9t7uBjVy/Jprp/fdClmNtxMLqbc+RkBtmwPPd8c5dcS4U6cnX6fkAjIYWDHgz9M/Fu5szkIq+fJJC3ZrLK9iyUIKA1SjpaCsWN6oIfSka2zX5uygRrso+MQirwIQGSC6qeQIpAUi+eyUcdxb1zhzqp9imqUn11Jh4G90M6BLbT8UsjuZpfOQzmtSd5aInG8+JJiLKFg667OQC6x7L3FYpChnrtP7Z1Z5pyO1ZNRIM4di/ZTZaH/nxWgHaNJCShluwhyrbaGWwrqZ1emgRrrg4iI8zmMhpWvFE3p3M6jRQtO5uw7110ZVJBdwZ4TzUQ0AcMAO536Xt5tyJObPRiZrb8HL35Tf8q1EYaoohqwBJhaYGmb5Fsrr8hqaXsGRG9RoXuICKe3HYguZPX/l6SjH/Wby9isMfvvfFLjpPOO9YwCMiQRWUQup+zlwrp1zbzN3Ki6QDgg+V9q6S6OlERVId6Io5mgcjvTpBNKI4oVTKn1HANlNbcrutu15Lk7aNMsVSD900f2CazUNKNLSbkF2v+/jFguSj/SA8+P2M/fglrOpMlFuzMpW41JUoA0WCOC2s4ynJBEF0sh3VrfHefOQFtaL8L5T6nn4pgFU8SQFNQIECym7UESir1OalkDdcnW+QHoSLAdfIzotkGbQji2k8DVXdMHe757wHQeDKASBVDp8vnIAeMdjwhuShbSxuo2DsnbzfI8ypuwZ+vutZ+28bupLJ9WfsjDHtHeOjNWj7GnMgbVGhcwCsna4UWbkfRluta2IhVSyFAf1kL8n07xxmIechTSH2RmiqJAY1ke3ETZjmvdAkB3I+3c+XRnPXrGxiZcfPpIHuaQCqXLQUXKwM0oS00Qfkc4xi0zIrjD/ef2eMoUUWFaNsJmykNLPph3qFGKYTQRNQL/3bgY1Gi/V+J0f2Yv/9vSeI4sGNWp/0jzOjg5Yf7Bz1oULHCQyf63FUgo75wTR3PPgOb8+wpufVGLpvE29bS3DP7YWM/i5MKUxLKyvhpME0nnO5HgwFb8CWp/LCbw6XsLGYl/IbAR85gFF8E5RM8gu0bzMA9kFgKd9om4U1J0g2vw8Z/EifNsZDxHf8ZQtBti/uZash/oV7kRRzM8azsdMBYE0Vd8kIVjwOiqhwJxopv4L8uXc+ScplCULKd9PdyJjPOmasHG6hbTlEcglWxTet9DGbHkLXV7ef73U4BXPLvB3Vxovyi6PsAvElau7D9lFEOF/Xjq+BFx/XvO7iMiiueYAAnvxn+PoDv6af7P/tclp2gzeacjuNyC96/LmQ+8koprTYFJsvxSAhJLT1o2kaKcSE2mAqy4Jb6hBQ0g7OtqJ1M2ogzHGnqEHUfv83WcMW1j/+M0G9+7xr3lWX2WsOI0GWEgro/uDAqGA897LDGZLdcsE6/3TgtYMmXoeZBd9RNdUlF0u8Cxv+/4KAHAhS9Q97xbYCaQZBYSQ3f7X/3jP4eiz33m1xZM/21qJYkEUhIBOQygbsmuA56yuYSUhhDmikN1ZBnw6Na9hgE+MLvfzkILB2a1pBVKThuwKghxVvgVtIvW4tTMeAtlV1vLcFlKhjqGBfFLf5Kbzx16O1lEdgex2FlJXNrFQRNYBpwu/7TAme6dd48TgPBkQsXogDMw1SYbON/NqYi2+sDDBFo9Qwqi7S9AUko84p6PL4TVKPJovpZoNKv22LsrtickKVlf6hvAmuL7/xpsqH0Eg+ZDGmxrQmEVNdnU956KX4Hcvfa74Ds9DekARSGl00K0BAmlUgcwFUnZbguym1hNPF8SJz5GZoJA3yu9DLaS5aV9EWLwJ+xqUt8sQAHU/p0KT27cx8p7XBLpx1RtPYAw++aCicwWgFlL6dsoNSUVmsMBg2TLmDmW1dz66D7b12z9WYEoDRfKqlH7xc4XPswN3F/jBj8rf24PslkAFQSA9bSH9xqB3XNEMz07TvjgfUslCqr3j0oTkWEgt8uE1nsCG3bWMOsqFMQLANRcRi+rAemZFyJDSsZWCGkk0RCCti1ZZoFpI/dqcrxssYIhmbPWb/OzVtB+UuRsiH9GNrjLGD2pk9WjMdxz0bSWTGbBJmLfqgm3sPd8PTTnvmnAHTk7u2QCyS36/cmMr+uzZx/qnY5YRvp6u/MKwjrl6H70lZCMnZNEzZTkwbGphScKnIVtI+RydGl9dbcAjRffKgrSFlFi52p/UQhSQB9ltUQaJoaaQXQ3tMK8P6cm2kAKtBZI8M5pFAtC5IEtUiURK8uqN1Ln3gi3su6ifi+Lct7L/KG3AvOeC6kNq5DQ/Uj28ydL5JgkPx1bibYv7kvsNp/vbymbzx9pkGasrfUC2ABHQ/v3QLwMrUyK4jsK1MnSuLW/6AQO79tY1MJK1Mv/j+3zh+cDWcfG5YtJPyi2ynmJtfOuVBr/6UyV+/wfkzXXvzOLKDToP/cJoED9HqT1HCkblvc+tsFW42Lxzi/FCJ8eHVOinMGS7aSGVSD0D69DoYgs/VUnsrHdpX7wigd5CKvBnse+szjluIdWL8EhKxTKE/uh7SpxwvBA1okjtNMgSgB96m//3E/427xCzhYE1EmT31BHjTp2e7CLdeYb/947SvsD5kPbl5Fg7DIblg8w94ChUizIlc/mQKos9F+rz2hfM8Mpnl/P7qmRajVLfb0hQI2ftVgVS1hcnkJ64awFFZVCjgbmtPs535hEtpAMEUsMEzin6PbwZBzkp+id+eB3vuTzMlUVzXu0mbbKgADEKYLjkbz78sWi537mhO07tNKCWqzeS67ttUK+skB6t2VqaMIE0taYk1AVl4IyxmBr/4DOGtaWzkKbHRZr/7h1xvZEP7qLsplIn0PtakfNG2XUCoGcRHzgXUnO4gP/dYpBd19ecsyYpCJNK1IiWxCLild3VMWzxu6ejAmkmw98J5y6okTD/pXGqC+Dqi/V2a2dpTdamI/qdKGQXKHBYyZZDg6ecv77Y/W6VgHVDaHnLV1B379c1TBFWcP/vvAcffDgRSA2wPBOcCwGUBFK8SeJRxHgPa5oUWppCqKyBP/zKXd3f2/Anolu3B+p+0JICacqHlL1fCTE0tNQuWlAjbQx2IpDmWUhzy88jdT9vB+0gMZ5bL+FWfE+qBYHU2rrr37Te5z9vEvNKuzGvD+kujGOnJCQHkjSeGpIl1dYyMvH5u5UkkJ6G7J7a9Es/XeL5v1R6QQrmJSoU0aBGUS0R+qBGWYFdMiwa3vsdNGOOJH60WmWn4rAijVb3A1uT/KAMQT3Cxk7HS2KqdgrZrYsEZJeVX1hg/aIppmsjLBwuVQZR9SGN6ALf+O3+5PDTvvQWUsdsSW3m0Q8dbUzI4aA8k4JcSuRYopxvrlkggJD5CMad9PWp6+tqHTuJJEnbIfnjUaIWUjeg736UrhCakDyk2ZDdBJMzxSR4xm93o5iYVyDlkF2PyPNlHcKFJUqdudbswELa/n7R3X55QyjFk3JEwqiOWEhd20hkWY2SAmnpzx2xDGVR28R9vdLmh2QFdXMstV90Co3uxeY3azIhuysGr3p2gZc/X568MYGU5yGl5TuB9NhoCYDB3fv7dlFa2egvFARBYMhH5+idHKoNsLxlG36AvW/qGiiEj8yjkkbqKxf6Z7czgxol9yP2ffjYu3oWbZzJpzQUsjtNRWImfXCKZk4nFJh3vuEtHKiT7UMq0aB8zYVvJEgJpPyz1eQljjxI8b7qPQan0dwrAkvwLkCfJb9+1ddVOad2i+xpyO43Hk3HBhsLPau2Ex9Spw2jDFgtMI+UGly+EmVXqgP5Gm1rgNXaMei9ZnUeC6mOmc97370+r0AqWYUah3q93Gethn405UALaRyy6/9d1MDWBc1Jaqr+ewZaRQXCGhsbqgFfrmu/H4ZbSGWLlBNIAwvpAlGmSEymnU8grQgsNEUxBqViIyilrslqTwZ0OEaujalirAmF6M9dZPDZB7bjweYdtW5WxXyW3JL5kDaQXUsvhY1E40+3kyi7IhKEdP4Rt1hcfrWweBl5kF3lmXkspJfcYbG4tfNDPMVojFB74zie6YysE17dzzsv3+weDvaKRLvovjx4fnffcth77ulLZqHUYGxTnpR31hrgyB7gbx5n8Ds/0iyCbik4eL+wdqRxvO58g9nI4BIllKwmkEoIBB+y2/w8NmqcVO9tLaS8CSuk2nLWbEDlYoVKgMF+bGkRubS2KFhIu8OzAkbhocU/H20rZ9rLhX4x5wY14oJxQG1H73rA2QDC79cpYMkiSq2nseATSikMapSA7HYV6/fW8z+TSJoPqRRl11NKk8YcPRBxfs6kIeeHNX5Qo+WxzhRVRbgWa1jYdlB5/lmuXLJs0K9fkEPi86BGGv9M58DeCzd2Bc3a8f9MgZEmS/6fj/icdFF2/e95WiD9hqBcyGeMnBVvsl7gsltsfy32kumtcDlBjVyZ2W1yh5qEJRpAGj4/14e065oiFKXIkncdeZud8M4jtkPYkpf2JbEinCb12cfkABFcsC/rfpyKWR8sxg3dm59YeEwArys2T2gE3m/e3MY+4jNTgfmQQk7m7Xx7eD0bE/I9lO9CBVLOcKhtdoFKMnYePqfp/NjLmI1584nmrJvNgzpD0EF2M44dJ0T3sMi+fsshu4Svz/EhleYKZ+A2Ct/JzhjOLjUiYJYPKfU5cj/bd0RfZdKB77ra4invDZmcQKlAIbuK5lmK4piil761xgW3C4ziQOEt9U3OMX5E5QMn4pDdi79icfaXmnF58cYxXPiEI83NSEoSiei+rO1nFrKiqQ9QtXtMjmkqExVYzR5u8L+/o8SXz2rqdPPHRCyk0jje0EbAVNGJCl/dKHyYNzW1kG5YTEvgBEYAjLpf72n1vLMCKGYVFg5s48HPuNNTVrlivzTOP3vXlhqBtLT9ONxwblvX/oMiZDfYsyPMdEEWWm5QIx7ILLjfFnntEx+B97zxZzsBxZG0bpNRdhOQ3aFBjQILqVDm+sLwdfDuRxm8/bEGv/iiUobFKxZSqgyny++qbzt3cBs4ZWUPaH9aM/K+RewsbcaNWS9hicIiVBx73zmiOPEosJDKj9E1fuETj+yK8VC0kGrjSeoziTWSQ6EysqnY+56nLaTfGNRZSBPPSSlXujIIo/iIW3oBITZJndCTbSHNYCDps73w0K/eeaa0aiF1AmnqfcagDyVrgH1cMCHjnatQmMwB2T2jzSn6ySdt4xOXGKwu9vVTKut+vzCV6TYSt4m/5dsKPO+XfYaCWphikF0+h7wou4ZF2YUC2XVfnpVFoZDS3DAAHnljGhoIAG98Uh8IxEWznCvKLqHzWD7PqI+ZAbavOIFXPDucsDmC8fq5evhOtz6lYj7yEIPbDza/WxNCdunewBUZYzYnk+MlCaSEgTMG2CiWgyiT9G/bNqLCQMguYz7mVeAFjDJtm/B8s4/u4mEsFPVn364PhLaHu2VmhWcuvEcenMIC/+frK1x07Uhsy8t+ul9gQyC7mhCmfaIu7Uuiko8+bAH//gVpyxyAzl11IlUqPF8AePKD+xCu0vkmoZac8KC1XIXsFiHjTJnwpe1GQbdVWcAaMWUJAIxbJdLqUmMhLdoN2JvHczCpq0vA3tb66tr5licW+PXnl5g+6CGAKcDTg3F3GvpXsLZJW3LzkHb90O67MwwFSlMG328700J6A5HFUj6k/BtKPqS0wd7eZ+R968HYCi8m6N2XF/iTp5S4/Uy+w7p2CnOn4kJG/2s5KLShTIMQNobFlIjs51URWoFntiZnQhFEe66Vfrr7YpNSAQdc3byfu5A9ouPHSFl0Pv/rgwy2Jw7Noiv55iJWXHXaQvqNRbccPtH9njuR/ve3F7j9gHyPC581LGDiHmfWRCC7/z97bx5vx1HdiX+ruu99u570tMuSLMuyZHlfMTbGeLfB4BWMGYewL8YhMQMZ4pBJIIwhJBCG7IQQAmSDHwk/sgEhG4RgPPBLmBgwyxCDsY0X2VosveUuXb8/uqvq1KlT3X0lZxIbnc9Hen27q6tOVddy9pMgwFoHNVKUYdRYLpi1tIWUD2lbDamXyB1c+0YBU+zQoebQcgqCehg0RKex38YGsNi/3OAd12fuIKcbxV1r1uHDF2rCkAp+UhYv0ZxN4bvF7iQuMRPmbwygnNaujiHtJ4QHC9S3VxoSA7z2Y/5nMngKynQLd1bBRopR0r60tA6QykZmRMcv4F+2CQxpAx4Tpz2GvVtnG9vNhLVA57UBsGEQMtGlNrISUkU+pGEbbYIa8fHZOxXemNfToQQXnAhTVeTt0Ux2HZ4tBUCuNVaO7wMv3Lcv+Qw4NFOotjCqL+dbXqBx882Ze85xPPsbCYaU/b6w9y786uAq9/v7q2XCVgIqKEwKipRKLeuq7voJ8M3NXXx3XcsNtuTjRoqyu3P9skDQ0caHtCmqesqKozQJDh9m5FzpDkrT8N6ggAJhSFk9/3hxuWj3TgETjy05hlQckhHOvP3jyu0H7mzVCt/ZUFWis1qNKG8vGkvyjGou64Xmqr5MYZ+XDCkvZ9upZZQB3E3mWJOGlNNKAymoUeKXPdc5XN17rL5RAcJ9Px6glHtUSkOqlMHWZz2IbVc+MDIuFkYx3S90zhjScGC+vomWjd8fwPj5wes+SIYUQrReCerm9sGCmxf0u5Lr9z5L4xOvSEfZP5RziqNfVEGNgn1d8iF/gsJhhpTB7nlvK9f20JgkEiEO3IHdtGDWjColwNrEG0nKdK1OAvZnZ5GNF8QPBRoTLRjSZIkGH9Jmk91D2y0kDYmoIR2hzrYmu2PWHCiLn1t4x4WX4d7VCrqinqgP6SeHZwXvpQIw3VU8FN2X2gJCrcFQeQ2pM9kVgxrJhMVCF27g2oxf7bgp4N1Xa/y3647FYleS8MnA+7cfE63Lcg1Kqrl/Wwd8+lSFL+5Q+OYR8fOJ7fO1p5pLdSI8o2N67tyJON9F+/Vj7spwhpSY7A5amOwaxAffe59JKlXAfGSyy5q1GtKG/QRgPqQI55A9wP/6VBVGPY20Num97ZZHd+MZ8+noyOX7jzOk1HsjtP+d9QqPLPPEGO3TtzYA59wlY80VAFYwIKFg55wUCA0ITXaTQbsSg+f3zvoJ1+uwb1dTsTblXdFkV2jGjQXZm/g5KDEP3B2CQ63Jbo2GdLzKy7w0GAJQ6FUpS2iZjf0+bhk8im+vB7Y8BHQXB0RDGmtWaL/Xn7kHb74xveAOED9G8Xuq2GGAWy8FDGnEvJKvR8ahKcourzd4XlWpFJBpgSGV0r5I9ZDrxii7EUMa10i/Gf3kqX5oKTT0CJDMQyqUTc1PrQzGlg3RmTx45cEowfsUM9kFYex3LQN+8bkeUUnbO4A8n3z5mjMhJWRrqSGNou0Lkis+/795wSK+clR6v3PBSKtuv3r3Xrxt1y7fpiJ7NK1GCfdGhMiHVFn6iVQqmew/QeEwQ8pgsju6tOFZ+4dpiY1qOAwEMPCLoI3JLlBPsN4/F0oCfRTcdisluUk0+JA21XmowitpYy+0cFgG5pv1G1udps/Wv74/wFMPlKY8zoyjaot+X9eS1YoOlRubjw4vqG8I6W/tcAmkmOELAyiXPqGOIe0n5sDCGKmuBZ3eFMp9qavw7bXTziz0YDSkD+uEGYJQlhMeKSLVaIX3X57hl6/NcNemGCmtjMNZAptPT0saUvgx3LlsS/xcEfPOhrQvbYRjvMyBcaCz3pqcmVJDSiC201AO56bvQ+eSbZczBPsnFW57QYaHKgUzJ5K50IC2qRB+M9tGoOWqrt93mcanTz3U3QTiPK9bg1KLoTVMmDrpa0emccwYs/au608hhBt7r/qZ0n4GJrspH9IUKnbvbNide3lY8b9OnVO+nmJQVPsgaJFPmmowySdtSO9bqDfZTfuQjvfKtFxLgwIwyo07FcpcNL+AmaIIxtUxpMH5E+IKALNb5/FtQRhmodGMlptYosFkl5dtECxL0Gh6bOy+qKP2AZLmjFTQlJ9zVB/SYWViHeLlLy1/d8xSP6khzbqjM4FhkwLjndjPU0JdyfpmVBiFITVc40bW7Z7JSlhN6uXYDYkPKd9H7Ddy+3hL+pYzpEkf0shkNy7Dx/mR7X3ctzLRMMheU7W5ejjEKSQWSRPNeEgaUs6QVhqQ4Bw8rCF98sJEp72vjoUh0jkbucluGx8SozzB18ZssYmA5JL0odssdCshjsV1D0s8njrIolxpUp2k1YM12S2Uj9pK77lrZh6bjTdk1ka7KLtH9QY+d1R1ijlTN4KOjSBHNaSjBJ9qoxVz1yY8UIcKsHRMrQ9pYj4GQY2ELZXX1S5FgIL9GgflQ9pCU2kh1pA2HwtS7QrAMK9jSG39DXWrIIQiAAS+cZTnHegwaNCwRdoXaTyN8oSpUsCinopNdhFTy8M2JrsCceg0pGzsHUHNKD4eZMsw3CTfO3r4Wxw/c5rGv9ZIuFtDyzRRdVAXiOuRmXRlfH7mmb/D37L30xpSf12f9kXQHjgz//oZzTWk3i8hLqutyW4NE0mBoyz6kNaY7KYwTwlguYb0c8erQGM90TOOITVQLrJzkOfXIMo7q6tFTFt150S0tyWQRvgNxXWpdWwGqoDr9u3HWx5+pGyXvBdrkYAV2w7gwCQ7S2vMPJusoKywOtcKWmCYnekxuSfV1RmFIWXv9wsDFGH0pICOr/5OF+Ws58T/cGYITXK0tgkMBPBVJe0p8llkvzM3H9ePgw/paBpSHa4vJkgy2sfCkOodGEMEL2Ff3D6esBRMzicW1Ci1XqS5HZVhG0wmyC0o3HGssLeRbzjU7ejngwH+amHTvgQmu4c1pE9amOiOxpD+zVOAqYnQO+YvzvQvcrOtNgxpobyPIicoxK1MOLApcCJO1pCmCXa7qfztyWEjKQ2pY04axs+yw4ciQSoMP0T9NR3jsRvWY+sz0+avFtqa7Bp7RtSZRlmTO8eQEl+oFpOraVwMo9jtHvmua7TTkC7e/Wq8as8eAHKU3b4TToSw1KEahximmTVlK0abSGcOKsruCGXDqdku465EJ2gFDCbH8OMXvwR3r42f2+AcUpTdSeMJCa1iDIK9gYwHj0A50H7e8GiVrq6EoIou8UWuIVXs2xoSZbfJZFfSkNr5wlBcsnF6+DdiBCY3ZNDCs6RWsB7ddvA4VBKu/7BPu5bx0h5O/1rYeCfXHqEE0ZYaC90iyi4A0W/93StXVG3UD8YSj5Jaw5DCoApq1G6n90YnXnjVJspuk4tGydjKJnzWJPiOHQq/dmUmmuz2BgVgtBv3gCFFqeUOhCpMIEpxDOZ6w7zrE3ozZbI7YDSpUgZvfuRRXLv/QNReLOQ2WHfGXrz7ps3B7TYaUonJv+vEI7Hl0jLBr9YaGjFD6uv2D9YPY46TjvGoJrvDwkDNl3167wMP4XfWXRkF2KHXfGrsf/bewGS3NVNH6034kLrxI/ftvDJMGPR/W0OqWCAiJfjiWlylnKpUQ1qw/rv7CRox2VOmIeXzab7S2sZZKeIaeRkt1EfhV67UeMVrMx81FwjwHiZoTiWs9ZEh0pB2ojYPM6RPYqAmu20m0uLRS8gy7yPx+eNUYJrF0zFIBxIH60Nq3w+e1byTAk640KBGbcC2yf14UgepDQzUNH4qQXC1hSYN6Ve2KnzlKIUPX6ChVowhHzONbTUR4m7sbNAGJukLvoOqJOS2ziHdSFowpA1FeqTvxpR77+ePU7jjWF1G2QUwWNyMFRVjJOYh1fI3GJCI9dJ3XjbPTGhaa0g1u5cGXmcdkfzs+QPBbx5lt82Zni6j8H+WbxA1Un3hLLBExjmLi8irgdWEyKA+l1LaF55bk5rs8jGZWL1kURSlzdTqcyGbjlxc2IouhVtoNufPhZQKbr6wR0GgFJIzkQdGijSkhIFxTFjq8D90mm1kk10JLE4PmBWRMHLXbHpMN/8gfJZnGSHmwmeNzHmbKLuJ7/vJ6TKidFOU3SWiIVVkWxVzFqMcB0loI40v1xZTNxPaJgc7Z5Nus8IaAazJbvnACZgCDSnQr840GtQoiGJdnaYBkzOM8UkJpOUQUyUEGtKEye6ACwhqLKtSJrtDlT5LOUjjePfacu+4f8cajC8vB0dr5dL3iO+TcZ4SBBbUEoOfXze+Pux05EM6LGDuuxZ/fN8PcM7CIo4f5+lTlPu/IDQXAOydBAZbTg+EO02mmRbCcZP7bsg12HXkz6z+70TZdWtKZ9g9DfzzMcDkmiUifYfrjouar+I13Ee4b0tCAB8wsZ3mUzMNKW/TmQLzfaLGZPf+owfYduUDyGCwa1l6sg8zhb3Tyi0pLugtiIZUFAwfJH0LpDWk9Hu+/k++ikKKKP0EhMMMKYPxfDQN6U179gIkipzVMNA6DsZkV1eVtMlDalC/4XAizpvUtlsp3MzCoZLSkLboI3DoCgmjfBhses+2u9gB3nZDhgfnYtI7BU2SxEKhlPg7DSk3ZyGbcfXXKw+UKBlOQdP4Zfc+nxSuNLeWcFelhpSaZYt5SFOVk7khSXmvuoMxpHXzOahHNZb3dTJCnPzesviHwbPNg7AnfGoeipdFGUhANst3TCo7oIDSZ65rU6GEYRMBsEOVakg5Q0rSvtAx+ewJp2D1CY+5uqLVqFTAICxkzGRXmZBYMBoGRoxqyiEMalT9rermY28DmCgFgOyvuoYhBeQVQonzQz2CH2LBk2sJZwlEpqj82zd5FD/gkZn2uHVznWQamzSkQR7SkdO+lH+bzgYalCYzyn8sYd7YPKSiX6pwy8vs/MM2aV+KKhRnsm+AGOF0SHxIraaRCkMmlmhUWOXWPGVIr9g/X5rsEqFtUc1vqomWGBFAZuQt9Enkd/F80hmGjGDnn09yZSGNl3VzhrRmD/AbPBqBAAAgAElEQVT7kb/3xpdkuOGnMnTJqaK1hlY6acpOsZ4QTFM7NV42fCx4G4PCAGYcx/fKCHFKszCKhCmmblIOx1XbQQ1b2prsNoEh5Egh7Pv/dMrTgvL54yBtG8VVSGkNoxXee43C5OoeIDA7VigjzcchKA0YNtykIU3iyemsxHttghpZwUJ/3KAzWUAb4FOnKxz4mVsTjQsoBDS9qhWIHgpD+s2N4ctDG2WX9HP3QgE9Yg7t/6xwmCFlMOqH7ahy06UpMrjZaMCQthhxOrfb5iGt27KGjIizms62DKktFx1Qib4MnelJfb1KIsxHAAMvMbIgRdktGyvLNfW4kSHVqBjSisjmJtUSgUV2q1HygTWN37ZlJ/iyRkEVZGMGySVd3ZPTvqS/gWdum5FuJU03yi2AgzLZrZuvnGBlh0crH9JEkbJduW17MNP+WCYg4EGpNtvVS/pIEObmkFRDSv2L6HcxCRRdcQMsqjCfavyKJ4sbfUglhqBChzOkrj8KMNrjnLE8HDyoEV1atv9UI30oBz1vz7bJYdQ2bPmeZY7I+wtj7evJ88wzcAk/rDRD6q+TQY0aYpxzUzsOlCHNja7V8CnUM4kcMgNg0kcZ4RpSAyNrSKsx7ydwSWlIqQ+pZTZ5HlIahMdeW6HMnXffg+39vtO0ufYEDan3rQtxqBvtRh/ShMluCnj6G1t2mDCvlMDVHpyxClAKXfgQ4VnFkKYZDyLYENr59oY0DpT539TvR2fKYGiCecxNUenxaBBqYA1KN4tWEasZhN+2fOlLx/ibhpi50jHuZwrX35rj7864KKjv8fAhbbOP5ShdOmy8g441uyLwmVPL/tg1MCWYiw7gTSaioEZcENFyTOuiRgPEDa0FjWq/o60iA0q/2Kc/LS5McaiwNqAnZQ1eypfn0Ea48d7LNT59WtjRc7aVfkO0n8smx/FkgcMMaQ20kyqZkishCy2QRjJm0SjgdQ8vYu6Rk9M1kve5mUhqY6nDNdAqECKYMnN1XU0RQKl3pIAFEShvpnSwhKVRCgV7OSebt2Fl20Cjya79zoWtt9p0iEDCt1k+owypIwYY3i/ds9ddu0TMDSh3u+FhoODxHyiF3I5AVY+kVbBRdutNTZrH7t8jqFFkgkrw+OBLnxI84wQYD4DRJj/2l4+RkaozbbcHMz2gQuK5ap8SRtK8r9GQDoiGlJrND3WzNYede0WhKk2vxzNiSI1PwT6KhtSObcqHlJrsqqF/MeM+pIwhVcKzQnmT6ENmSCNpelxmZGGZNf2sVh99fxQtRSdPi1AcMZv4RqqFD2mK4fQWPGlkP3yhxhJhrqmGVMycY9JCU6kdvWYn8NSbSQWxn5a0nocVQ9pTwOwp+6LnKYa0k495zbZlSMle2RnSAFKyhtS1Qa6n1pXm9PQTSJrFslYPjywPn9FzlzNFsxMdQGkMOV9QQ8CnNKT8eGiy4pLe+dz37g0Y0lSUXclkV5Iy3LlF4UWvy7BrtqxnnkR4pXNHQ077Ql16OlkWuXJQfPj5qLQKhTstzWykef6FnQofPddzQpKlnP8u4ceUTN1TwM8OV3eLvSdDKbBUldCQKt0XusBfnqHw9ydXDGk1Fi8YX1/rQ5pK7eWsadjbKTwVgI88nQlghff4ficGNWLa2ROXlrDpwAxmx+bkxmFxrdom73IQv5RQdrEb3+Pw0HIASuEvzlT40JVlzVleHqa0n9vXLxfefmLCYYa0Dlos4lIoqAMiiW74PMS3AfDMxwbQgzDACAW6KLk0M8mQ1pnsEpOfgCFtofkq32nPRADtJYl1Mvo2MkGjYg3pkppMSKFV8CcFrTWkfkcNgR4wdnti84EXvPPue/C63Z4htdB4DOlQ9a2JhrQMahS2JHWtX8dI2r8tmPl2c8MXOhiGdEF7SWBkyFBTn0I7k92vH6nxiaeGFWmgEs/KDVgCwEhrlnBVgTmo/S7ExLrOh5SafgYSdZUHgROk+WKfD40nhuiziCG1DGzD98lZhFH6ThTUiGp8B4QhbfAhDRhSWsXjFOU+YgqkPh8k09tHHqV9GSVLexllNyz/itdmePmPe+FnkngLfEhTjGdK+GL/pnH987NCMjIrtO+bwFTQed4G9PqTgSx3dZY+zbTCRJRdU060vlKY3Xkgep4iJI9euR1ZZZboTHZZGbfOob0PqWBOavu5b+UkZo9asOgmy0nAzyDqu87P+bO2rgR0hgELYcw/b51gxO0RCU28BCm3nAwGY8pz6lkWR9n9wMXa95EgJgqElMJZwwV0VLn376epqOm7Jh6bwoTzOM/kw9rOzygyO6OPDsZk19IJdA0Mx3x0M668AAAegm8UH9KR0zwJoKp+5zDum+gCIW1j28lidnkQ+P7Lc8r2tdvWh/Tm2/En5/rO8TaTGtIWQY129vq44v6j0c24IzbDgSgK6tJbuaYtbkLZhRYMqX3vQxdnuO/ocrPJs3Lzof182XnHNFf2BIHDDGkNtJVLTagw8TPVYnCprKrqrSPy66SZopQZ9RsO30hdYJ6Wu5Rtsy0hmArpHUHdAdiSYYk2JpUHz3197aZ6Gx9SZRQx2WVmGQLedMuWGNIUNI5fRvpaWdc4hlSBaEjTM9mat9WZ7DblJARaakiNiu/VAC8zrzw1wk0Ea2l9lTaxAYBnzC9gc7+U6vPDY3lR1Pbf5iGlRaQ5RNO+0LXvGVJfdoml1Bhk5MAl7/ZVqCGVxjRiSI96hnsWsTxGOyFK0zoIGdLQSiD2IbUFATX0xNX2hX5QLjTZDSuhY+ajUVIc6vGVIIrcKhHEo1cLABhUq34UrSiFsU4emezunVbYN6WQ0rJZaJv2RVwTru76CRAwpA2LWZm0wER6NbMEO/G/bpf2xWpI0wbEksuM0hrdal72MiA3sUlwj5rsVkz++t4A73pgN8Oh/DsYywmPTgh09tfhQOvgDGljlF0dmezyDtTRFFajHmlIhaZ4fR/+wQPBfW0Qaki1iqLsfvJMz5DSKPnSNysUcODeF6NfMaSPTQiFqndlf0ZSv9a1GlLu0qK5/+PBmOzaOQzCcGZjoobUnwXhos3+HRnSdVf4zAN2aFRlhkvzButqDb94z76gHSUIvAakrjgORPnX0kR1vs4UuHAgpSFtA86lhtZX63QQl+eFJQu5ugrbaEhpH2er/SmraD76nce6LSp7gsBhhrQGWvFrCrhRzWGmKNw7dUGNdFFO/jofHVo+IihEKeJoJrs+qFFbk93yabwhy0dWW4bUpX05SELQKOFllftDXwHHLvWwcN8NrRnSVia7BjAVQR7nf6PSwfIvcZtLmrJI0Dh+wY6qAoZ0mHXwD1PPrnBK1+F8SBPzqsS1GVr5G0HBmHIytjncOU4HtPeBjDWk9VhKEYYtbOr33XOpH0bp5Mdw0QYl0y6CEz1Qs6G3d3QHN1mjPHJvGGWXMGYp4QsBe+Bbwk/9yMf8M4SMnzFesDaShtT2oeoiZxa4z46FE+dDhrStFF9iSH8wNzrndzBaegp1r/eRl++OgNYS+e55TVAjC600pHUmu8KaSBGSdbCiN+EsAKTXNu+ShYe0PQpqZn10j5vsSst9SDSkEiTz+eY5OhXBN8jLYHBcW+bXpE/7snFpiGfMh/mveNT18o0Qd/4cYMQxe0YFyqkou9xk1w1BZyqqs63Jbt3cdYwFFxQAQVCjTGkoFYs+PEMaSKFiUMCjZpnr0GMTMlKamIlSCCyolGZMiG/WqPozAohpsVQeYBNc+xatD3mnX5B1RnB15y1jSCVfmwQk13viW3aX0eh0VoBNTHYtDVOUY/TCfWUQPWsFpHSsIR3CENpBZvRmrc8TXweJb8BracWQXvAm9BBrPbnJLlDuh1JQuxCHqm0kNiC0F7ot1itjS5zIWb+i4i+0zlAo9p0Pp315EoMgzWyCbtbB2iqkHpeKcx9Sn84lPfSjakj5Oxz4YU5zYT6MZvtzZ2pSY56aaq8OnC9dTZt1UPqT8Y2KEOkAju/1MNh3CsSkcIk6a59XJrsw5SEb7WFUGOGkgJRATFAkAjRrmImGzDCzIGOwpGc4ShH0ax56rW8zrq1NdqtE5a2YAfZ7ngbl4QdZQ311j6lBLk9tBFQMaYPJLgWJAVNkvef98rusHgzFtSVF2RVNdpkknc+XL3z3+27uFUaVWxsZqHjMfH2j+JDa6f2d9WWF/3x0WLHHmWlteFRLSpsa+ZkBYUjJ8++tVbjr2v31SDOI+vg4mQIDpUY6pRVMAZWa51nmLVjYd/LCCbkenRus3PkYJo7ttSKaA3CB5uoXlPWPXz0Y4LwHjyTvp8qn2otvZXZfs0yuYI5ZG9RIyWj0c/lFlWXIK4Kvn5UefLyYZ0h9UCMzVMgYGyftazJDmh7fKDgP2Q/EfVNnGDKTXTcAP/4vcf3R3mnE+3VzN6nJAlhQo9hkFyBaKhLBVaqytBQ1brwOJOK3KMjrIaAPlA475TmMuD+q2WQ3ysVbQYqxPWAZ0qWha1uk9Vi7Od8oa2BUDal028ZMoCa7WUVbWNGCE7pGZtCldZY/r5hmk7fLFlpyWTTMTVEY2p0Gz+kK0DGitL4SLWQoWEcFke6z9QjyFZEh7Y5G/01V+1OudaBUKhF7HA+u/2A4zJByEHLf1YFSAKjtuQo3Rm5OW5o+tNeQtvYhrcGV41O4TYZILusYk2r1tWU0bTkpqivFIzK7NPL1KGB0JzCfcOH7abjRGmhkSO1BUgAmU+ABb07qLfkfKjZLse+Pd5o3kaYhyMgO2t+fY2LRp+sYooBb3jXzaVCjIfWS8xYMaUuT3Zmx8cby0Xu2DXK4cHOqWhRVfWAI+qqMVxrZvuBDGlhI2DaEg1GT92i7XEM60ETzTQJeDJg1AIcZYzzh45gbwpCCrTNDGNKGT06j7Foi4PurFf71pftwx7EJ8yq+lzVE2ZXqUJA1pADQnx4tGiXvYyEQmHVnwExR4GlMQ2bBmuyO4jdKGdJORrVKYR12P67Tiq85+TFMn9yrWRYNDGdL1e4F8wvITcczjzWEWltLGM4I9NGJfUilKM+q/IApk92emcKkkOsSmXYa0n4GZCbuvY0qbIwPamQKhZyZU0oMJ61L0owBISEdzeuaoEZlA1laQzpTReUk+ER1WK3uCOp8v52E45kZI6Z94RPD7ndK+h6sHcqQjmqyy8SCnOKISlDIdVghrz/JkAa+xXZCAPMVM91dGojzwAvdwo/ZUcnkbBGkztW21icllBMuN8BnJy/xdcCP1ULFUKksi4QroYY0AfFxBCAdDV8jcaZUIMcvMOKclqLgl3OjfpBSaV+SUDMGvcTc+ZkXkjOY3LfyJq0VkKlw7h3WkD6JYQRplAMdmrpJm4wrak09a2Z0ENSIa0ilQ13VE/gcH1unbplM17aZkrZH7VX1S1EIaZ3ORGKkzZK0o4RxVJ3gOWFhysctGc7kc60AUxIjRqtIi7Fj4KXDdnSDKLsVQh991Tn1DaH5EDE85wxCZkZZBoPOJ/ZKj+Ea1O9rqkcEDSa77pnC0auXN5ZP1RmE8Hf32qGYirL79PkFvHjPPif5TZrsJhpwDCk12RVMguiB6qaMIQRqS5PdHnwwtL7KXAUpM0YX9Ei0jWTEcuEbPhgNKYAoDZLFTQLLkH7jiLhcxJCSa6upiOodUYgVaYRGZEiP7g3wnP1x8Byg9F1rI8ihQM24lPYmu6lujmJWK0GdX3UT6m5vQ6l996ikTdnOXFhM1kNBM2sWY3TkQ10b1Aiyf+zCwvHIRA0pNdmVNaQnLnQqfJUTHOTjcVQjL3zxAygSsjXjG2lIGxlSjUGTCSBpLxXU6GCi7HLQALqKaEgzmdC3a1i3YEgpkpKGNJsaYNGMNQvMedqXmjF53+Xxns/PzhklJ0mlwjrau/mxsr7O0kA03XY4sE10jY4jRqcgGVU7JbyiP1wsgApPYwK3EGupevMDHWxYfWp5T8cNUh/SmD6zf2JhvfTb3w8fRAypE3DQQoW4zkQrqJq2LTjDwpqyba39UtGQ71ntr6UzOFMa337GHD55Bnl4WEP6JAbCkLYyQ1SmlFAkmMhClVJD99v6nLUNssPTvghlmkzDIsLeMaStUHDACeUU2P5TonXt6XvwyHJmnlFNv29sVChQRm8cBUofUnZThUg68xlh4zwYcD6khd24y3q9ppmagZTXdP/zwU6bJ1ejD6mwsfaC86OcPEpgiC0MBOYJAHYu9VqZl1mo1ZB6jNHVpd1Sm7W1chge+IbWpN3JBgAYLtZ933Tilt948GGsKsiaFwqaGtLdjvcM2Te8D6kvF2pICVFtiUFqssvW/JAENeoRa4w+kYwmx9Nq6b2qlmDBxsW0qK8CmlanyZohpSEtqkb+4SS2hqqifz/0qbEChlQw2S3fGY1Bi9whJIa05n2DtJXvAKNLrQOptyJWNA2RKmsh0YG1sxNYt6wuf1195XYtZsbuL83CxbMXl3DRhssbm4kCmIBYCFTmn01RdqU52deZ2J7KMnSrvcZqSB+bDis4ikieds8ofP7SHo542m5elRh9NvDTtuU4DqQM/65BlF1pfHWGYZ6eqeduuDD0a+R1WJPdESQ6RWJNRz6kWou+eU4o3sCQLi+GwdgMmNPqj78qwxGX78JuM9NsdcMYUmtlw6NAv+8yjS9t15FVCz87ZxIEVC7zqY6Z7iz5AjwjQ4Vo8N4aFUfgT0GThpSfLVqYm6bS+ucwGOhQwK8AnHVAYe3aIytUBZNYqiHle5e9cPMn/P6tNaTsubgujByQUBJcFFK0Mwa2pjrhfWANuXwQ3bOQDDaXFBxU+61WeGz1OPZN0YYOa0ifvEA1pG3pG51j3JCgRmyToT4FixOl2Q9PV0Ih1JDKEqYI7ZYSV+oQXZrsylL4EJ/yadsouxaXIFehBvYsC8vZA+GxSYUbbs3xjU2jEZRloAz2TtYNzGHsBteaWG0oZhnSYqhEk126/15/5kYAgNYxsVHnQF+38YVtxXOIJqyXljffjHvWZJeV+8lHdzeb3QT1pvvj6jHKMaRtTIjGwc3hKDNVgh3PybVLSEEpNqjvBa8vfKiTCPcz4Jn7D+CSxXl3j0qp7WuUyHa8IWGxh2STqDPZXcq8XeeN525r/DiRpTqdd4pLyNszpEEbwXWMkBHKAV5DKo191DzdE1P7ULXO9OxsGlkCUR+5Hx5aCIUSBHUf2cgRdgO/IpU+I9z+dgindyfXmBo7dEJGw6CDgY8om+izHYuJPEx3Jo1exjREynhXBFNNWpEhhTXZlbfxvs4jE1MAUN2uX1+dUkP655eYIAWUcUKQ8t492wvk4zFDIjFqFJc2QY1iH1JFnkkcdb2G9Oee8g7057c5/Lhm3WlIWdWjakitLjSMsqsjAQPQ3v3nFx7eVQrOjGTBovDAnELWLQUi9Hx42dXPExAMgxrNTfu9lPbHGz2FnRywsdeCs6hRBveuDHG0/zsf0t5QnAeOqWEar1G2ETuunzthEm+7fjPBC3jjSzK89ia+toB8MjRlKyxDasrUYhwXjQKYLtdxsTSM1vAAdJ7rYJFH874deRs9aGWyawyMsF4kgXE7DWkzJWTxOjBjMP7Uva5uDvsTssAgRgQZertcMqXj7BiHGdInM8QSo1pQAFTm5OFUmguUE/SYnt+gFyfsxtpMwAOCFD+BQx1xEmz+pGxGTHYXVhAtUQKftia7ttYgT5sywiHczJQ1tcMZUs0WpxMct825yurrzU7giHMedb8LXeI2XNJQkx1XXtICnbFlRYmTstjSgDfNPWwihmWGlFYQm+xyk54+OTAtTB5VmtVKPEwKODHzza2yjWg3G2tfKa0fgO5v8TVFcogi+E6s2aTJLgdRetpgsvuc/QeC+p35EIB7tpTfwCybid6lPqSU2OEMKc1lvERS/ezctMpdNwaNafExDVERjsLsBFoHiVFINGkjVVOz4xRQgiOVA7HoAhvO3o3N739/I85ATNybgzjXU9NqMFI6+xK4hpTC/PdehnPuO75sM9F/CdIEnoJsx93wXgWrFso94rz5hUoj5qj42gqb0jeUqKngL0CY8Jr5a/2re4ky/awT4bfrkquw7ud+Fu8/6zj82VkKX9peRtntjQF/dxLB1Z19mvxfwoBoV9xZSQj5LxU7oud1345PQ7pnp0x2e2M131IBtuPGX5LXjX9GoNY6QBBA2DONakgPTG4Wz7pUflwOy62CoEImtS8pNqAPTgtCKaWYGYY/+0SGlPtGMvpHMa30cELjs686gIXxeN4q431I6f0gAGZoqR4XbgF2fgy0wq4Zz3AXCrh7ncLuGSaMALDtiofwEy/9FdfOsKIAO8agT1ygjCrn/arJDHNr5sp6F/oRekPiwpaKsquii+qnAvTmVbx4VEuSIQ0K1WtIVWDN1hxl1+UhrSljnz10xJBm5YvgkWUKf3B+PJlpvyi9bW9nWhBUSn4yT1A4zJByIBrS1ge+0sQEIdxkPv39+3DOvPedWZowIiNFgR66nIFIBYaoDWrEJEE2lkhWeDwOrBri1hfJKTms5LHPDpGp9bJWyuLYGYRGeF/bHi5liaEKEJVASKsS1tkNTNqcVIv5q/Lxeu8zFf7oPI1HmBYXSmHZZv/9CmWgDTBczDAzN4mZMZYDih4wxpu12ZXmzKVbMMiNDGmjyW7sNxv5kFZ12GGdueRibHzJqWXwrRF4Rjqev3rZ1dh42h73m/qQdrP2ObNo+2ve80LkvRPcb3t4UMJId9NHRdste1Qf0qGO6/Y+pAb/eEEXN9+UwazyBJJdc3SMwyi7YVsDrYhQyBMIqtN10tJ0gBt7ilaWApGGlHLSOXlPrk8CyoSKs5rsjUe85z1Y88Y3liixwW4731IMqQIwe+QC8jWro3ck4AG+IJg9NuF0oHIFuP2oFcH9fhR/NdEmAZ4KwGl8lMJw/hhM9SaD5web47QNNJlhzy3O4Ct334OnLi6VGrGGoHFXVL62qgXxFGlI4YU0/3DUqclvMkQp7Bokghr1dRbN64df8mPIV63C/okOfv/CDIVWbg4HgiFrSWLC/RIAFhFr2r5r1rl7vzG4xj9n5Vz15HrTIBzDd+162F2nTHYXpoT7FVCGyyihDnsmHqLJrtU/jqk+HjMTuGLpbXhw9dntNaSiE3wl8xc1pKwggG9tAH79ioRFC9OQOjDhrPXMDWNIGc5cQyrPS39Tyj0ppX0ZJV5fVJ+jM1TrTVxlQJET5hXWZBchQ1r9f8TsGPLZklAaLg6iWTMgpwoXIEXRshmKmQHGXnkRZo+aD+435iGlDp4ATG6Q9iGt2qb1oTnKrtvh6srR9VAjaC0U8JWt8YNUcEO7NLTSMNy8+LCG9EkMIzKk5W6p3RI0CCfVyqIICLbeRBn5qy7gReCD2vILtY2yC+XNnxSzTn60UuLwftvfqyZPDe53pwe48Y1pW6HAl0Ip/PMJwB+d55EZ1ecL8NJcixevQesw4rEXbIcDybW9967U+PjTJIlV2EJWNTxY0uhMd12iYq+AijXsCsbdryNIOTQRnBJxRzexvqqYwhofUmdSWs2F8ZNOQjaeQwcem81I0z3y0anlOLnvhRVd40diLBtDW6AH3erZFRiSicnJ30cxg6ybdopuu9GNGmUXSkWRIvn6fXi5gqYpeqhkvrp3/MCPFzeNH2Z+LvRJPaob5jOV6Lms0pxIZ5YC8PdDv6YNURG2MU9y9TQUdUSJAZZddimWX3dteb/GZNeAEQyUcKPmmxQP+7elv3hEHAljVNs1AzxWtfWOS07EFVf9ons0NDLjVef2QAlWpTXpnx2nytfWMhAtupn8NoeoIQW021vbmOy657qesAQ88bnmjT+Fhydm8cByjWGm8IWX78f9V1+fxMjO337iZOnrPOpy7tJW+L3DHjH0jDCRhtRX9KBZAVz/IXzXrA18XcVO1ghTLHDl4UrjD1IxJ6XKMD9VM1OVXyvSmeKDGrVhsPgzckpUfe5igAEyfM1swVh+aCa7QHV+Vu00zfmfeVGOz56UFiAGd0fVkEZ8QJs90tdh9/352fFwP7N/ExrSUYh0q8AoU+KRNqpKf/0pP4vbX3B7hF0lbgEADJ3JrsGAaUgVABQD5HNz/ibHwXgNOd+jo6BLUdoXA9XpRGd5pCFl1ThBP4CX3JJh/vmPAjCi24MU+MkAGAzrvyfjeUV8QhVMdY+g/v1K+VuohHKJ3GutIT0c1OhJDJQhbfuO9hrSSFupwkX5nRPKxTqs0ZDRTddrW6otIzGJ6w6Pt557W/DbBxQIJbYpcyL7e2Z8S3CfW8Bw6LDw50qZIKea9SHNBMIoNTqUB5P6nGmvITWg2puwRn6wOSK3gRLLq9Cow0WNfKrjGQ1BYmwPeA1y6DtzkdGZcQoTq5agBcJ7h7cOx/Lh2dHzFEPqifnM/24gMgHgc8fHhM6QSfBsnTDEZLcFBO2qkEVyaV+qP1f13orudCKss2oOnmEhlXi+jkTPEM6uIQu4BHhijYI23ox9hpAP/MAcEgOMUEM6RqUeIoZzO/Zj7al7MXF0L36ogG8Vm/xvypCOkHeJFj1uKW4nIr47VcTSmSMBAPetVPjSMQq//pz0wWqE6+RabcuQ8vcbfEj3n31U9Hx/1ZYpJoJAdSmT3TqGNGWy6y/DM+CQNKSN79Z/f/rNx9TAI7lsQ81LGlxHJbViGZjpc5+GH73sv6PXsT4mBrNTY0kue1hpKntKDirV13k0aXK3VglDirKJQcCQWpI9NtkFABx3FRYxhmdXmuBQM+SvizbfrubZrzz8MD5y3w9YeY2FyZrvZTwzJGlIncnuCPNJMtm1gWe66GMIjQ2z47ju9I21QY2aQCmrIS1/U9wH+3cCsPQDJ1qEBmrykEq+nNzNh+OsWF67Nmf6rouW4S/edHm4n6nwDOX1jLLMHR1DrGrKNsq/y1Yeg+mu9+O2RbRSTlgzo8p97vrH9qOvQw2pNgCKIWYuvhgrX/0qrL76NLx6Txx0ySWbLnEAACAASURBVA9tiL0TmDsBVfheSSvFh1ljlF3yLQ9MKKCDYN5TkGIQrJ2dwKa5yfhBgJtXOiWBHP0SA+s0xzqcyx89V+NvTw4jMAwkhlQJ0dsPa0ifxEAJ1zY7gTKITHYDjSTcLPzwhRqPrWnWkNYypCm0a3A9f8uFYv10P1UqTei4wEcZd6JI4FO9TxlSM7XWVkaKJQ73Ggg0pLxCALnqBgSrIwsZA8PxTh2QfFhzAxQDhWKgkU13oHkAAsqQVsINbRCb7Aq9PvJtN+PnX+Dv1xEtG5++W4yya6VqOyfWoWvWRjhFDGn11wreVZ7BfvE2LMnHzykrDAJngZnG5ZYJVRjTB2eyC7YRK/YdjSqDW9z6Grmu1hpSUeAjT/RXvDZzdVOGl5oEufEl88SZ7JLn9GCOgppon9uuT+dbRw7KQUFpYG7HATyquC16iEvZsCc+msyXgjaqTnzpu9/Hjn4/es6HTnVLvM1UybwMMuCXnpvh7nWcEEvsxU24tRT2xBpSgSEl10vHrQsfKoWL5kvTssG+k4JHA2TiHl9HiAcmfQJD48yzLW5CN09afB+uW/o58pYMTdYp9ulDs8AfnxcjTedN13miA9h+cbpCFUculdBIuTNoQBTCuabXllqb9YMhhoKRfi+LNaQDF0eBMqTlvUB4kIXfgAINDGgFOWEUfeEdTnBLjJL77W+swhDH9dga0xl6NdtqQQXPQtupM7Fu/5c1reXNLgYYQuOd15+MyW4uzjU6tq8//tfwM7vS/v/fNBu9yS4Z1sX7n4+/vue+MpQV69RkV+A6mCk3ZXKK4No2HdbJ94uMC7Cks4P9LuYy9JZPBWUjhpSjHVebBLu/8JR4UnA9WjfdbnK9AnfefQ/OWFyCoZ22fKIZQuU51txyC/Jlk9jZ6+OWR8OI085ThO3F3O2Lg1Km8udkmlMuyOI06nAq6I8BkErh6H1I/b0TN64QywY42D7V0e7k2jGwgmCAa0g/9nSN9z4rC5CSUsOUuecPm+z+8MCIaV8UEFCTBWdICZQpYKpm6jSkEgPRoCGtM2XhZlK2zq0rJkG3u5T01raZCc4NpkaT8tkTSLtPuQmYOzqo0x4IkoY0BdRv0qhYWJ7p2Am/fE9blBFelGDHJMKEm+wqg8FilTh6quMILC9V9TWEGlJLqNhq4w85efw2fHVLeACkQCmDjrC5D3PfT2Ip64Bvcu6gcpyT15Ca1GAJ7we+MFESay+t2Tyz1d1/x7PXJuuldVuQLGpc+1WbkgZK2MKTIK95WUNKx05MHaMA43w3Y8SCbBl03nANaeYFBjTVi+qOuW9cALUU5C5IkWeZiR4xMx1JSFRVM55Yx9y8T2UZoDXM0pKARYjZZjwfv3nxb4q+VpGmx9Z/kBpSJUTNrNVyK41je33cefc9KHrhXB4gE/fqeg1p0Bh4xGLn3ZjoPwDswxT2YDp+UEE25qWEppblKCvftQz4U8GVgQ5MB0O3T6bjAhhAZZGGVMQx4WeqTFl/WviS4dz7duL9DzxUoyFl9wZWEsfHOnR/+JI6tuoFO0dABUyGmL/KEhRqvZOCiBin2nLxU8jpbCwUxsAH34vjYHvhHiPga+qUgvhxDallIiQBA527Ry07Ds9/bL9v9vgT3fWFvXdhD2ZkH1KTY32VroczLMsnBQ6dpX2h2qwAt4QVE19vmjGknbWS9Y9ivww0c4hwIhF3FvA62tNH1jqnUCqwwrN1pxlSMkcJzhML/rsUlqEvaBLqeD0AaeatKVNDBqBfxP1t1JBWAfl4HtLa9IqkjqyFBLbVqUK3cEfrE5Ts/qBTtIaHQYIhHR422f0hghGYIwBE8utvBekLlK/SADhxaak0661RaVIpurvWjPHhaNfhyDSbD82WbefrlnvprgrNCSjY/mQm3lyldm2pb21UWL6tNGEy+SQwHmppLPEy0nJKjLOFjvaRFA0RAPCp3lZDyj9TB8alqxjfOB34BgLhYWKDGgWESp3JbsMByOFNz9oZ3bN52lKEHz8QjAJOW1xEN9CQhgF3agkTAdchdHgy2Gcmw4krz8QbzngDAOB/bas3kQmaZYTosAilj6ZGYAPVvNHZ18Q8pAmTXceQstkkzaUw7YtybUoaUv7+UAP9YUlgUQ2p6hACqGGu7DKz8WpV7EUSZVe3DUuM5rGlERdd090uit5S8FyCI9TlOPeIc8X6IrMue8EtORLAvzX1CXtghcWZ1B/hKSPeLQz6B2GyGwY98QypjxdUWSOwvaQOuMAun7ALXdUeGlyo9NYbZEIWKBkQJ6xMfcvqnNScsBSKxgyMXy91GlIojQ0HVmHNcJhkSGMNqfPg8+1bIQ8hUj+C8yt8JW1x1bxyqIYmu2SCp9xigj2E4UiF17LQpJwpb3iZPLkKYwItXKwhtbZGTEAl1mZxktAo8cxVgQKeJpKsgSRzRAudZ18FM1blq7bfvvpwbU19l08IzCFjSLPJEomx2UGUGaHsTxND6ufMutP3YNu1GxvxsiapgQ8pObv0/qMi5pr+mliTTm9GcSx0KBRp1JCCatH9e9Pze+PyAkPKjwv7e8jGPMplL+Qh7Q8RTQopNzEFznhK1nPumTB32wSZbDP1qAuUaLLr9ofm/VsyNy6/Ez/4DjOkAACl1POUUl9TShVKqTMeL6T+Q2HUoEZAQE2KUeyqGfnKvXtxxYH50mS3ZgFIQY1UzYFvygI1+IXP/u5khbc/T+N75xzrkKMBguwC2m8DJViGtG34N7LJOGlvMYRiW61lmkagfeOmBJNdCwbA54YnV3jUT/WkyS7rc161N76ih/G1ky7NjEQkO0LFwHVy6D5jgnNqCwpYOR0fuv3cMqQebn/Ke9x1rxO2YQDMDQv/yZyGlJAndQypQBwPwQQ0FbFnjEamFHbM7UAbqDPZtcy+Z4hHGDsBNvcr325RAyFPDts2pxHpWHiGkwY1Kv9Spp8Smjzw1UADqkLswhM90aM6Po8AUbaK8IiJTXYVEJgghhrSEawWGop6/x6yL3Q6MJW/aVLjRQQ5oY9XRcCl8DnIuZA1RdnlzJDQzo/dsxafuve+pA/pbz4rvQ/RKLulGxU3cWgnsPLjo7C068LgWT5REpNmkPC3ruABU5q/2v7feRS39feNd9FHZoMDZYkgdwaV4JbtPyMQhwrlPt5dSD+3prqSubTkQ9obWqY/9CHlsFS5GkQRLuHH+wGsJsJQ2WTXEf3K4iRomJiiMsi/LB2W1fN71iQEJDkJkCUwpL56xpDWLCNJm0e/28BkovbNAt1nS9mIL6NzSk9ZYUSlIU0JjttqSMnPsdVj+OyLbsHaU/cmghqVjU2tXwzuezz9eE2s6on7h2vavgMmnFS+j4UGut+Pg3bRT77uvH2R7yoF6x9pVEhjphhS1wa5vWzCj93U/L6gDgUAJMgWpsqI5gkZR/SEC+QkkrJfmFpy1uIS/HaCC3Jzeq3I1K2aWBVhprN6+rAsn2ZzDfsLkH1EoAnbaEjDtqu/StiDWloEPRHgUHvyVQDXAvjc44DLfxIwwlUNKJQEq/KTNd40y+m0opIsUR/S8bk+Nl8RRP8JHffbaEgbJnZ0ICiFf9mmK782v+E73lEDN/5khve9dBjgk7HpQv1Ok21bU9hhuIka+A2/LmNf97gD+POntF+5ue6QQ1/h9uIEjyyQpJ6TGlL22+VUrsKKK/ZdqLmVzeelSfO1aV9G0JCmNuwBMeN1mx8JYvAIT4epgNmicIVVngHGBDky60ZfMtl9y9WhP13hTAQyZFqJEnMA2DdR05DSgcmum06WAKwu5DFrXsm3zSts6/Xk9xs1pCHQoESOz6dRdq0ghtRBGVIp4FZeaYSPXE98XbodV4Fkvk7h/yu2xzeV+4/eKK9GOSybhleoq2RIm012reAmKCMwqQEeLQ9o+v4HrymQqTShB0AwBY47tq7XwephUfmQxvC1LRqfOVUeXO5D6vySbX8rQqQpqFFB9nQMQyuETsWQDnbtkl+25RoINMoAdNQQud13koI/BegMWQvzsshktxoGjQYNKYDdptzrxkysSeI+pHcvW4ed68oNcfNKv/koAD+6d1/wbt9GU6/xIf3Z/BZ8rij3vkA7Fdjx+fUKAPuqtGFBrZGGlDKkUfNxGwzWzIzj1M3LXV1RF+wZLc7YVHvxFRWylkLJap9rE2WX9DHL6F5ZPW5I+8LzkK6YlAQjKjTcUQq7jtoBnYV7gW+jvNh07qP4k5f51G8Woii7gs+i29/JUtbM2oeeXQY62lYUAFMJRIaZRlaT3sz7kCoWZdfuCfIAKignMDx720r87/EzAQCfOftagme1pxREmHXcVXJ9lpZk394ypKnzRSurIfV9XPXaH2utIXVmshf8NHD6S2Qto/0WpI2sxZnRJg/p5krQt2Hok99I2vdCjcaQWigDPj15GFAOh9QzY8xdxphvPl7I/KeAg8xDStzk4sAxXNANbxKlMhMwjI/MsAAxnCFtPYnJsqlZbFSQZaM8fmGnQj9XKIi0DQDylhpSJf0Ylgs1tOT0hHkK8qkhPnxRgohRMQodzQK9OK4hrCPyT6yQ+O7a8sG+FWtC/G2TykrUAZghNM8VERw0ZdkMfg/xAW9Ezqf2ZwjyttjPyJjajZd8/wdWxEzvdEE0pBUxkBPtXd0GLJkPnrFlFZvrniHNM0UOl7Dm//oKLj4NqIfgcHEmu7amWguBmg5UMAWNC+YX0ia7wiCkTHZDDWn5TAuBB2iUa5rTju8fg8wHNbIRagFA5TnGV5Zaxs+eJnSqgn9YdhX+3+Jp4rMpkjqG5LZAZtMUkU+yh1lYP/i8bSUebTWkBFS36xnSxPf5ujky2Fd5fRFDai/4fpfY/yjae5bJgrFQSx8L9lIwMFktkyDBAmdIVXhweD/A8m5bbREFa7JrFhdR557yqvOOju597wgandO3kWPoCbrUmJQSSCwbDxkF2fTT33zLlcc75ljB1GsyFPAoSkuAGbUQPb5rbov76Bve+U6c8ak/xxlbSk3wBceuJNUYXDa/gDvvvsfd61lLGJt6J+haie9iNo27sR4AI8SFTnaruET7xksrhy79FpHFBWVI5W/WRBesWjZe4SVpSJ3osr4SqT1SFxW6USuZJoa0nEuMIbUWMJaRajTZZQzpVBsfUuXmmqwhrdrOgN6EoCElJrtQCBm1BF5KmTKiLblnmUVrZss/pQJQdMugPYMGByfL8JUMj2CVU32Ll53wMvdsz9iGIIidVgrfuuh3cdTi7+PhlRsweeaZrg5tEDLeE8uBm76AB1aHbhUpH1Kebo+DBnDCxuVu7vzb8vVYffPN0ajwvY/7do9vvaCMU9BSstrGZNfWVLfWVldKp1XDoWj5N4rJrgQGBscf0RyA6YkKT15W+2CBLrY2k1kBNMquQdpk101oKLcJ6dwEEo/X3JyJPqR1Zmh23l/7nJ/FJ7c8JWwMCAiyO+++BzfueFFVJ9kwjMFSV+GlP5Hh9y4OD92PnL8Ru5YB+1fPsb4nCBrStj3szJBttcpvAnkNYcTTT8xuGyZKltDVHcZIVRtVw7e0m8P31ir8jxtPxd0nPa1Ckx0o9MIUPnqqO8RIndVcUjBurOqCGrk6nHSxBuHEs0Fl7qThmSHKjA+m4iVPx99GUu7QezVoWAhw1VnwTmHngNWQJjb/fVNhS5HJLpkKzmTXbfDVod4CVwvbaYqSCifxwBxRQ0rXL9f0AcDe8ZKw73d92heVYEgXTj+Ar2xVTkOqp6c8WlmGzkSBnTfcj7u2pL/SdyeOF/GHAjRJ9UJTJVjT9CF5/NYXZLj5Jur8FUqlU+Aekw+qOh0UvbTJ7m8PrsA7B9d7ywI7TqQ+3qyjkVsyjoFPMpSo06Rl4mmbHnMpyquvVL69MBZsnE7CHm46/vUmk93yjbCxgIiu2XfHOzH+f/7cbXjuK88MUQLwuv5rfFCQFE4GEE12hbJUQ/qic7ZgrPJrL4MapcdVQTZNB4BXXnsb9ncn3QfV01NYM+cZ7MLUm+z2KlNk2Ye0rDPLFNF2ySa7Fqzw98sbjgAAjNFvwaYhDU6jLrwVeOVnYwSrYH7fvPIA3nr2j0aPvcuKErSTth/h12hjshse6f7HsCF8FRV0KUtDVZDlmZsYTnBPNKSdSy6Devr55e+EQ/l0V9CQCr7JEkMqRdmV+sKDGuGE64RSvEVTfouAAfY4FFDidlV0S01+X/CNpmDN/gutgn2AM6S3nH4Lzss/iB2Lv4cPnfb/hIGzVGmJYKDLoHxcGVIwGmzt8RhkU8EtSutSiH1Iw5+ZAcY6OaGFKgUAZ0jZe3a9TeVTuO3c23Dy6pPF9sVG0c5k105Z+9XXnrYX33n95cmandhdmlvKNAqRwnr9XDv1yLmakk9saPwKSqm/UUp9Vfgn6+rT9bxSKfVlpdSXH3744YPH+N8bRg1qBFNJ2qpfChiPnECqv2QCZlUwBZ0jIJhK239fjkfZTaalALCQj6NfaeyCTS3a4VT1v4qK7J9UMDokfL62ZRlec3MOjIc+i63WU2oTgz8k6yYhf7b61AH+8Ti6m4fPaZ7LUkNqOXqnmnTwwtcTRs3ylcZgxdJ6NyBxAAiLuwFMAbXjCvacmF6StC9RUCMoXHn0lTh+jgYmaibWXMkUQ+q0CeTbEvHnpUuhzS6NRAwQhhRkw2xBmISpjsID1xF7Jkem0hrSWlAadAZxDakFUeMCgDv+K6Pw4R88yEvhf29V+NtjuQRSHgAXuZAhITGklBj6sxPOxefPOAnf3+zHWCdMdvsnLmKpq5BXnc9Xek0O8pbh3hMaQgXGkJJ+2ilDGdJ+HubKVNVcq/MBf8vDj+CmPXvitrtdmJ6QG7WCe7EaA8gpIxrnZQtfT4BpuVSo6VakzO9cqnHnprVQLeS3lnAYQicZxhVDWWwyT7fXoA/2cAkJQ6OA3acvYLg5ZMLqREmRmWECJJ/7uekxDC3hViHxHb0F95i1yO2+U2upkDlzfTcCQvEo8AoR/EipriikGNKB1dhYHr8TMixD4hcnzecstya7EkNaQq51QjAW4/yDlQqvf3mGD59SMvh1GtLAH3VmHbDhlBiHE64BAMyvHeIrayXz/OrM1yrKc+w/WexWkwLJnSPUkPrUX5IAkuJQ7s9eo1qa7IYaUsegamDZbb+A/LZfrNqR1+R4R9gbBQ2pS8cmMg3lw68VR4pbTdZh6/jMlwPPeGNwizNENsquf06EqZYhZe9oAKZbzutUfy1YKwtblzufbV1BcD2DJXRhsrHKN7ESeiq2ZVINPSDTcvy3XW9sP2jSkJbFfdoXx5BW9XzgYo13XRNH2qZuMFcefaW/T9q/9UUZPvnaMxAFi0PLKLssbsXc9gPYf8qWdF8cDgTP6jo3B2eya4ypFco90aHxhDXGXGyMOUH494lRGjLG/LYx5gxjzBmrV68+eIz/vSGRuygJVrpXLaCnLiziDwJClxKl9rdCpzJh5RpSoD7Kbj0XqHyBILCQf+mt/Rs9g6LqA/8bdhX59rRYUO48GQyhlMI/bytvfHGHdpujFDjQgtWQ/vWpCt866iQopdBLxM0AgPE8DGrkprgQnnyp63/ZzeHF967HZwbn+gO8euOubUxboQCMz0Kv3EbaCjc5x5CS92j49dvOvQ1//MwP+xdaBPxogl5u8SbfnxC3Jo/bCA5pXRIDpcluM0dKTVB++WqNtz9PB+uhfGZPJ12rIY0gEKqEQY2GTEOq63yM/tu/AVf/ZnCrOxjDZJBzuCIKtMLXbzwxKGuU97WWgJt6hhqI8EAFSm3L3UceEXzulIb0DnM8ACC3wVfGPNeiWjKkyYBeykCDLCZCbNuoy5QhHWqmMWyhIZ0bFvjd/jVx050OMAx91GUcK9SEQz3ZbEuT3UBoAiBPaEj/+nSNW8+9Doik6HVzohDx277Uw3kL8+I7PPKotvgoYPPcJOxeRtfcvlOW0LvwqBBnK3BUBvP5ePBMjNIqgPRNV8+MEQK7EthV5fImDQPXkNZ8wxRTq9DsQ2pNdjnkufU/qeriDCkhsqXWxyqNcZ2G9LgNy4j2mkqlZJy/v1qhqDRe4zUM6TBYvwnhitMkyQGdCHcYaCfLZ5bQPrS0L3SfGZJUWVLMgMhckfqQ5tpNLO/7SPZ35RsupA0C7fKQAkY8izyzXV58w2zGt4sNUTkq3Cm1vCoSfO6urGGssEmBmewqP3+sD2nsGWVcHIgmk13rh54VpcuAsyapEQ4ohSD6tSJaWgO/HgvLvxuJIQ0nbXPal5gpBCqhoFKejHU4llefPFPjjmN1HGfB7o1MoUTXwv0rgQdOXB/hDrTzIZWWg9OwC4VcHlJS3gmvMJqGNGzzyWvY+uTt2cHCiAxpuTf6TWRHv4+tPIKh8QSChbFB6USi8ogfDSOWMpPdenLC+9mlBNXvH17hc3PyfjBwvlqWIY00Dyks6I9qUVYH/vdXK1x/a47vbFBeQzojbxKAn6C/c3mGj1z7unTHKuhmY4EGwbixt+Mnj6Md518bXoMldH071Z8/vaKoNKrlm71sHLjsbTGBRNB7cP5B1wf77W2eMNGHdJSNhr2+6RmPYGbjgvM30vDEIsXRMEmgAdOQ5t5kV2KyOVDi+Is7Nf5lm45MdofukGA+pA22nuGGHZogrVs2zkunK5qYBbIm5s0HvJjlATESJrupROaiyS61gqj+ZrSOBEN6+gvfDgDILW/CfEgDNBNDYGoCyWiS6sUQYqdbqZQGjCENUlrZCKENPI4UUVx1iY+XOL9M8Eg61JM+pC193XmwiazGTN2YPD4scz4HPTyKGXFGntjrIRWTJIhASU12jcLrLjnGHQyO6akQGmPaIBp45zNHnonfOskbMwUa0hprIL5fApyYLe/bQGNew5DaLBTKtC9hH2SLBn5Tuf/rGFKl0iaNliFtpSEVvlw9Q1rCLz33JFxxUsm4hFG/a/b1ym+bakj5ZykSfebaLgB4zEzKZopk348inbI6fJ3pjV8SIqV8SJui7EKF3zzLaL+qb28ZVB2WLURqBpgga8LYdaozdkwY7F+KhWI8s4Ghgn6Kdovj+g93XIrfuELjjh1kDvOgRuQMpSa7f3C+xu3HlueSGSstmwamiSEtX14+fzwKqIAWAkLhgKMPFOsdY1CpdZkCEr6yIbjUSTztS5Q7PZxzumLsrdJEO7en8D0+/45cVVl+8cVD+lGoKi2gE9iRdlukCvN2XYR5d/tZiJACCYIkfOvsIDWkSikoIR7FkwUOiSFVSl2jlLoXwNkA/lIp9enHB63/QDhEDWmcdhoRrWwAdIclQ1pqSNliowStfVQT1MjdM7KkJkaZUtJ+o2wCHiGRJ/AmDZAy1YVgpua6VsPxUP6pjVnFeM5MdpmGNNVRd0AatllVF8Os1Kja+4+MbQTGZtC16QAUwvcA/MFdfwAA+LdJb2IV5yFNiwXqJGh8yKbXL2Hjubt9tDk6EylDGtF6KiTANGFIW0wKMcAKS9RunA/poZnsUunnzvWlJuRL28uGlrJujId7VyYoeBlCekdti++Tw4XCeQs+oIrpTFZFKUNKiCxLKJClRfvQrQjpLx9d9m/saB9sRrFDNMkKJDWkYBpSX8NYxWkURKM+ZNEoU0nRwyaMqLGhDEHdLODErDLNGtLonRaxAApNNJIEfH91YPoOAFhxZLK+eTOOeQi5EGsgZkjtNXDNqRvx9utODnFW5RyanOACFEqEaXxi69OdebduqSH1TfvypXYk3LesX7fTkKbMow2CSX4w2gENE+V9luCfhsfj3cXzg3sd6xNr9/dOGPSGMqQSamO51cBYJsWDXc+T3RwblpfReqkQZvV0KLiYLKgfb/ldxkiFDwxDH7EgJ2w1vh+8/IP41LWfivD8nwPix0h9Ty1zpdM+pJHzag3H5acBmR9MQ6qE+wQh0rwKfyuvIfVRar2GVJHiXGNvwe6bALzgSPE8AQZf+M6jYX9AGYVwz47nbLyWOFPfz3L8w0naIawSWlmgtM6hJrufOFvj3ddUwl3LkDZoSK3J7kQvZJLqYlcopWppMJrhoWRI6+N4UIg0pJyXmlkX/CyFgsoRfsqZEYdjxpm5lTNVxL1IQxq+19FEoEu+Vasou9Vf2kIcryAWagZ7RXUzx0EGNTLmsIY0BcaYjxtjNhpjxowxa40xlz1eiP3HwWgHNgBAab9311NnVQsK3YFlSBGZlAV5CJ2pTc3hQBpo0pDSZ4q8KxX3tEt5kbdMpxDUZV+p8pCG9VuzjXS9lFnSjLEot67we43n3VD6XplLObPVRFuxGRMTErj7DhkAQDdj0fwEJv33Nr3NvRcFTAgkke2FAymwPk6lhrQa36rvPZ2HHL5tll5bDSmts2YyiSkoeERjd1Ga7Era4bmPfShZd4mYEhU6v3OZxo9c/kYsVoIIcfUqFX33qBzpY6z1ThAQdmmy2jZZCfKJzwVWbKmqZ0xSpWtx6y/QkMbj85mTxnDkF+9Ad/Nmf5Ob7CY5tLpAMHJQI4vu/DRhSFVaQ6qodpFpGhsZ0urxa4YzOGOhTK+wqsqxa98M5pcK32uEVB5ZRoR2UENMmFzYU0dfqQbAzKY4hQQQ+tWVDGnIIIxVWn47FsNK7jM9wXz7Jam91Qy29SEV7pXrIpQGWAxd2pfUGWEAqiF1t+l8Sown5X0ioYAAN/bfhN8qQjPxTrVWCseQpk12+2tCxh8Axjp2TNMmu+UPyzj5e3/8ynNYeVo81pA+VoThrEO/wbLe09aehvXTxLKoer2PbkJr6M+bdFAj7vlax5DGdIZW2o1v6UOq3P1GSK1Rl5PGa0gp8+T6yjaDICgX1ZAGlRe47vSNVTsefJwHK0gFjlg+6cp8/GyFv3r5rWx4264rE2hIDWm81JBKJruAqYIaNfmQWpPdsf4iChNrSKnblbMWCMkqaMKgloIkFdQhmexGmk6rHWT4DvjU3PqM4Lk1fVbOkswqehg9xsfI7guM2wTcHQAAIABJREFUSODayVzn4qeSGNIHJsNYEvZcC19P70dMxxFcZ8YclIa0bNJ/ww8w98AnOjx5We2DBTKhrxumTbIcKIBrhFJV0iI2al82bqLNWJSctDiIAYWzj15VXY7GWEulpypJrjPZ5YdGC5RclN1BvIlpt9nUvE+uc4mZYojHPqT2IK6f6tHmEDEwIbNoqg1sLOPEoFS7D/BgiQEtSjDa71BfP/994v0NKyqNHGUKKlz3dyZEd6YgiEdl1lQX+ZhCwfpVNpjJ3TIZcq1FDWl327ao7mA0lGRIBwwzhUcmlidesvdUvYSmetGViBxb5HdTUXad5cD0OpGZt0RURuugDKlEpCuFfNpHBQWIkKUJUkGNFJAFogdf7qGNBX73Eo1/vsg/5xpSR3CyD/OTu3leZUs0kndJFMxCAVdvuxqvNtM4ptd3uNG/9LsmD/L1MSNRIpgidkmdkDWkjlg3Wav0pn8zLPPv3GU2Q95Vgel1S9h5w/3Q3bA9riGdN9X50ym1bl6oVpXX5eXURCgUk5m2StNANaQ1a3xw7FZ0jtmG37/AI6WERW01pFmLKJUlkx0StxSDPGmKVs0zeMYyUb0D3jOrIXUuHMzMOdCQdsKIoQDQcVoiFdUvmbYWRCgQx16gJlDlMxplN2MEv6Qh5UAcLOR2SFoezpDe0HsTTll8b6TdowzpUZ/4BH7mhb4fssmudgzT0NRH2Q3aUQxXgDBp1fciaV8o/zQUmW/gyDkSjbzjNaQcbr7gmLK5YH+xZ7391gpTY36+PDqt8Mh6IhisgQ+85ExHR1ksdeIsK7Q8l0KG1Pfhm0fEdVgN6VhvEYaISnkqm7B+VR5xToDNfEiFOd8IVeEpluap1xBl19ncsLOF412wPU5ZYQNDkjLERoUa0oAJZ5v7st96H15zwesF3FJC76hKcf5beiBDe4Y0V5kLlmUQpok8YzHOt/xEhsMMKQdisvvm4UxNwRKcRKeOAWRnhYHCJ44+F2tO2YsV2/vRGSPl2kpJj2m9gMKmuUl2T8JZkG4K5SYZwcI1pPb9N7443Oi/fCKlPMs/hkigN/f7uHz/ATgiqYZZzAi1q6Pwb4j6OZZ1iEgdXkNq+5wyfWaUr3HaHyYVswx29dxucHWRPw2004BFJruChrQN7N10kXh/dtwmWvd1qUp7sb87IbYR8JKVhjT4onXCFqmMzkTi0JjwNDoySEYvNBLs7ioKWCAVFH3SRjXZZUVNQsNosYmicjY05bYDI6d9KQL601dWZ7JOUXjk3OOw4W1vJpXUaUjloEa5Aj51hsbSuG+T+5CCaEiPIH7zl85rDPbv8P0RCBpqMjnIgMl8EpLu3EnqLYoqoZUHgLNeBbx5r9RJEahVxJwZBsGp7CuuDZM1fVYAwJ8VT8Oxix/At81GSKSLSf5gKRGUquoAMGfNtEMublCt6zGW4sIFm6INWNO3lhpSPTGBdX/yR/jOBt/rcvqxfbL622Q9U1riZW6vl1xbUgwpXQONwZNce2H9nWpfc0JQpiF9/g5v4kvPo4VnXo071u4UTERJW4KG1BHCSkXEtMlp7t/KZJfktMoqGmTTeY/g2OvvZ2aaDQypURjYti+7jbxmBQExQ7ofU9iDGUSxgcn3GN+xHfu3rnK/33vpe3H7JR8O+V8QhrQhD2nQjtgvO44K62fHkZM1TyMtp3xIgzFPaEipBULAkIZyH45olZ5FpoU4XLBjDT73vXtJFZXJrkQnKOtDyvoCAGNVqjAyFz50Ybyvew3pUuBDWgjfws4Zpcrz98HJylQ874Q7cY27WArsmfjMEzcEXX1wcnlQLnavKBU0PsxEOx9Sz5ByDSmhDQB0Mmqy64EL1LJVq7HQCRVSlx+YD/5SvCQ6yB0dAi20tT9oPZ657oR+ozUxIZ7ocJgh5TCqD+lP/wAAEfCJkywWnyxlXaw89kDJLOj6xQYgIP4s3L/cJusm7bQx2U0cARy8ZK/SkPKFUFVw93qFwTElLt84dzl+rLfbF7GNDAtX/jW79+KXHn7EHbx1zHZA/1YEUcD7sw2ImuyW42gZ0tQpI4NjSO1vi4+jx1IaUi5lLs2oLSEo5TijpQMcqr89Yf9JMifKEl7+/azyaXysMylqSAPikPW7xKOGEVLh3/Jl2SzvmlM2YdlE7g4halYlSW55nUWKliYFk+R2Cw0pbSt8VG/yyaPsqpOeS/CJTY5MOSugASx1FHossFmcNL4M4mS/+YZ3vhPTF8UCCdvC/p2bMPvMSwn66W0+DGrky1lz+iCysebMcvnj5MUl/N4PHvLlVA76JSQzx0BDqn1J3hf799lbnw1eSqpXglT/aZqVn931KPK6vd9kcsqR6bX4e/WU4Nai9R0VhJR1DGlgDk0FJES7BXhXCqst4qrb+tQrLfUcKq4naKWa/LOVdpZHz5XrFMxdKd+QYkirSksNaR0xRuYc62YnZ2PEGNKz1p+FG3bcUD4jeB54zX/Fm89+GWlBYkhjoDoxriENj69YQ/p7xz0L906twsSPvAVKt9OQ0roNNBbf9GgpoPFolCD4kBZO6FNvsvuRc9/hrie7U5juTrHzWTvmufQhVe5+HaiSIwp74XxIFW6/9SLv+aMVcu2ZNs4YetzpxKrWI58UxhBG3d/mweoMQh9Lo6p5UPMpzt90Pt589psBANR+QVUarkA4V/398d27S5NdVtftw51AxUgF+Y2F9h9aXt68Z80WBH6vNcIBrcot5K1nvQi3nflCqJWrPElK8pA62HRW3DAbWrvNjHX9mv7Y0xRuN2/AC9f8DinI1iUAarK7bobtL7Y51nc9UzLsd28Nzd15LtbQh9QDN9mV9vqj+n3cefc9OKbfj57V7aqSye7KwbDWh3RhxyaCG4/dcpgh/eGBUfOQdps1kt5W32vbUpI9IDZHACAypMPhbLJcHXjlXP3h5jWk5V8uBX9V73W+zqof04MuTqFmBLbPQ69BsbXoNmNNUJSYsA6TbI2zYBXeJrJWYhA1aJjELTKIquqzPqSiphDVAWCQ1pAGjJDCR5/9Udz7sy/C7ccqLFbn6E++LN6AXAyRyUnoGa/JV6tK01c9vdZH0euV32PXxKxofhpqSKX8bfEtCz7oFq1Q3jBf+fTtFaEdV9gYeEZpGBj8xVFno/f2/1mDT6oemdl3sHqHqLWxbcv3K8EOf231Mf65UCXNmfbp0xQ+dk0oiZU0pLRbs8++Apt+/ddidCheFOfUAaYMlJJ9SHV8qzQpC/j28uHqwRBrh94CYkjqVOBpK6r7hCEY6qqf0n5QtXfzqTdblN29os/zxSYg8f0WSNqn5aZgGlJLpFdgMpeCyoExwBu+hTd1f6odHgyi7ibmLrem0DYlT2UZzxlukQF3/vrkVg0ZpQR9dWhpUP7dtHIK//rmS1kZAUw5J12UXSvIIkUCczoRJyBvmeqI96zLGFDOkAIg2lvfhzhRSFy/LLDz9yK/2SDFS9kf6kP6rRWb8IpLfgrZ0SXhH+QhTWlITXhC8SA19LyJUmbYeQU+JuG+sXyM0BvWn5g0o5V2dM2AuKnUWnd5DMWuOV9cEtQoCzSk9jl7mf60GtJhD98LMg4WrqDIkAaTKKw/YoRf/jfBz51zO3Hd9uvAweYhDdCt2unIxwVu7P931/qggWR/cIXC1r/6S3zyzCsDYaKkIfU4lQz3Y90pfP6Ik0H0GraAr+M1dwA3fqwWBwA+fyihBb56pAJMjjHt6RU9GTKQyv6/omTI7Gqn0YGP6A+iOayXL8ctr8zw8WvWhPWRj+h8SFm/AIHpk/ok3OPw7e7OqDD9plK+Ww6Pfuq38N13vML9poK6H/o8pD90QKXk5JD4zR9di194bnq4Wpns+tJ+s4ikg7HJ7rbl20R/LSOEAPcEbBofL4Pz1J1U3PuQlsClSN/CRt+uldqnTFmGoR9FiUf1t06CGhx4fKcElrMIk+NZJzBTsVoUHkSoyVxi4LdGVxd53aVPsVF2I5WO/anKdCXWd8v5kBKTLlIaO1fuxDOueDXefU3mmKsfrFRQJx0X1GsJjh1fvB3b/+nzvoapckNW47Puuw1OOQN/uP1i/NrJ1zX6kLb2S6xANFVmG6YdO7ux2m9RkLUm5aoL69QwBvj1k6+DOpNLaFscFQ2m3rjqN4CTnl81xYm5+jGxvR3aOZN5YYY3i/J1GgCfGD4N0zMbMD+u8OiqsH5JQzoKRCbKCfzLrSeQJLirnJseomT2Q4ZUxo0ypABPgVG9S9K++P6SmJmcmCV1uGTvrNqkSXeCSZpnQXDrouwakyXXRtqMtEngNuq3LctnFZouQAhLaeTNnEefO64l0bQ/ppi1Ulg23iEfLGFNYFCa8kcbpL/MVUpDWv01Bt2a9AwBjU/mwvOvewU63bBuiSH1QXgIQ6r8s62rpnDappXRe6LWlExkriEt6DyT0r44JqssF6RNaulDGhWzdWgVBU2z7Z2ofwpnLX9B/I70W+mqEY93qSEty1CGrVlDyuo2hrjKhAzpUJexJNy5bPtbMIFDMLE8Q/qW/0K+RWfSDdRL93pT/8JPuAqH8gwIGAs+k6cDTjcJPMpuaAVUWc8In9gKSwfE7SW1u4xt3YqhzgINaV3al/ho9Bpo23eLH9YcC4xLuX65ZVj1V4fnB6ACrmNs57H41edo7Kn4Uq1KrbV6+i0MSf/OX9x7P169Z0/QntYa969UWNJpKxeDmii7LB2NdLbVG5eU5b84eX7crvA9Xb5VqaZOB4rs6TedfFMoJDscZfeHCAKzLT8D983m+O7amgM+ppuSZabGcrznhlPdTT7ROaH18as+LmpIXaQ72kQL0ynZsT2GKWcjaTWkzPSIHtzV3ygKnDtbhWTK1VjXhT+gT0rJKCHsVazwm+iw/IYuyu5oUiXHkFZDEO1FTEPqmnzhnwa/M1UeDFZDavfLOh9SkRhk96yUWHW7AXHvzLHpt8kzfPi4y7G/O4lxIWF4ULOUr7NmLtm5upkOUMK02x4G/rALiRkOoQbHR9nlY3HkyinyTgLWnZR6UsLYNLDy6KAO+7dJK2Mxv2NdJTSg6S1cwnrKkCo8hkksO+F5Zf2sPkly2qRBVgRhxQQ3KR9Y8mZVkJjsWlyEvLXuTUtsVCfud4oy6udAdVxJBarFIO8yDek1264RNaRSt/0B347hSo3dYmhLh5wyCvydGh/STpRbz1Yxmslu9H5kB1eOt9OQOoleuHYycdDKuu42a1u1T4lSd0/QkPqDL12Xr0D7tR9PicC/i4JWNrqwikx2r7+VrB6CAzXvP9DpurQtrqjEkMIypJrc8/B3bzgfFx63tsKbrmcKjJGCqtWQSia77qrKz/2PmpqENwy0iZnq8jV/3nCBtz3HJ9UGPHXuBnc/2pODIEnKSrQIZt6HdDCqD2nSLaKqpLDMeXn2uduwa6JczFuroGgbZ7yw3DGkg0Xsn1R4wLoxHn2+bR2biQ+89yGlTAC5NpWgLiS8avvoiqFcn3TODJ1JvmGt0urLu9SHtEmoXpAdxEWrlWg/FZokR3lJSdqXFPTzMBCY3fpiuss6q/i2//EEjXkbd6p8yTG9prA0IhGWIj4z84oOWz4W+qgGx5tqb7IrMX3ycIcWdFIpOaVQGug3unrlqbhx543hc+racMUvN1f4BILDDCmHhB/RMNe1G0DdfsSsabB5bgpXnXJEJWVENIeloEYrfqSclPuIhYM3Z4kRqT0DCA3xi2e8AFPrFjGYjvs9abgPKTtYg9VucdJsn7aqUy9TdLmlEptk4DNJiDqZ0Ap/jne6jNipGNLWuS/LlwdeNVK9ZRm96ne10cYmu8wXQWm87pIdTkParc49mUhuIc1w9aaI4JioomVPOzI2cwwMwjINx0w0DFVvxSSGGujnBpcH3IbsM+UY0qov6SBFVTXBRNKOQeWm23VaEwfLNwU/Y6MF7/Pk0mZUCHQa6u+c+XJ8YHAZ3nHmj+Dov/6015AqBcmH1H7L2W5pAtdnAy2t/yYItwAdzMOkpkyxeUgZUmIiF75DCDNtI5eWvz9dnAkAGIJrSAUhCGEIbn/h/8KOuR3h8xo+x/Z1y6pp4akALTSkSrG0LxkLViaZ7FbA3Qb+5KZzxHIA8Onhme66vXdIKLzKuMku15CylAkUbu7/RMsWY5PdsYAZDHGK/nIwQJD2xW6vpHjKh/Qpc9eW7RuTZP4tzmLTSmNmnGlIBSGTty4qcXzEzAj8tkBw1t1TAkNKv4vLQypMhtkjgJ/8N/x+Hpt+pkGR/+ltj49luL49ewR2rT8KD0zGWl8ALoVYVAesMCoc8TLKbjlHCtD9VP4u+8eBb67dVFZ74ZtkHNxEqfYjHdZnGVJVMaSXHpjHnVf9JZZ1iRZvtmJOucBj8znifPUmu+TsZ0xkHM+gLUNa5tKl8966NFBtvPQe0Jz2hQJlmiXhgO0CjxWpFBNGtbAq2z1zbPDbR8eNtcGKprZhfXX2bHavqRjSyJ+d7cUznWn8/Dk/j3df8O40kkqFewypMuM5vRvS4/l7XPATlzHC8zraKvhGy+NozoGlzpkvi54/keEwQxqBPFNMbTAFuBkmEhk21Pzzfx8442XA9R+s3on9MAA57cvKF78Y1752JxbHfOFUiHAA+C6VhCdxBr4xtwWbz39UnAlWQ5pK+xLqryrcmb5zck0PADB79dXunhPsC4O18dKH8dqbaLAb/0wMKsJx7vA8pHYnbjnVq5cH9pCwjLZDyCEDQMhDyiVtUNi0csppSB1DKu1cNVINrkVOBzWqJMYkuXhwtohzhnwHQUOa8sv8P7/xOgxyhU+/oIe57aSOhCbdHQZCdaKGlDOkVRO87wFPJWIawhhWYNODp7O70gFcMaSdeg3p2GW/gLcMXoRe1gnzhMKvnYCIqjq2bKwkmpZqBFKNvrVCDzhJauqkU4EpcbOGNPVu+U5pBRGZ7AofXBOtPs2nypmoOg2prmFOGisB05CCT8tqDrjfOsLNftuc4VHHND2GSWxZ/EPgmt9uN1kFnCyxZ9O+tNKQVrBPEU1GDUccEaUoTSVffM5R1bshTuRFucLS9s8Lo4QiKZPd01Y8E3967w9w8YH5KDhR3IgML3/6VkxS6xCBIbVaGA2F/9L7aTxr6e3RfilpTuoDHdVrSKW0L8F+O7UytNBImewyqXdUzK5jrZ2p99dXHoVPvObt6JM9n37zYcSQUg1pZbIbnC1UQ9rsQ/rS1+X4w/OuxOa5KeCMl+Ivh3GwHCd0JxpSWqfTkA7LxbxfK2BiLqzk0v8BPOc9wNEsEBy1uCIocg2p4QUoXhW03aYV4j19YM9LisrcVvZmicVgBA1piaetsxLPJzR/3EydpvW0zFlde5xG+OqR5e/uaSe7xUDN2MPW6a/KlNXuaYUc+DKyPlEK1xxzDVZNrOK3A+jojtfekvt8XGTmM72/OOZeekjpk3i6RdCYt/ewye4PESQ0pEUDQ1q3Ic1sKqOcjm3fDjz7l51poPPDYIurLvpWgKpgsmt/9BOHe1ucgTI9CwCsmSlVCZwREPOvQQULtzs9xF9ddw6mnuoPG8fTWZNdssAm5vrYPROccg4yqb+MqJrseLVHufit9JHjnoKyXN9xtYbURRZMMqgRI9Jt1NvcMqSSxixsW2RC2K0UQxqahlaoNnzowIeUaHtsn1NSWTNV2tnsnzUhD5rYMLmGNMC7aTIqjcJq1jkx0FI6beGc7nswu//IqH4n0S/Cb96tMdnNjYmjT5PZlTLZBYCZKrfckk6v/7ba5ACcfxf5nSoa+G5RDam9lR5bn4y8eqcS2wxVaBYlBTUC0ZB6bRUh42uI2ZQ1QhISfVjs0jEKl5i9pubBUWsVIjzY2//P3nvHW1KUeePf6hNujnPD5JxnmDzDMAmGYWCAAYYgYZAMokQBRUUQDCBi3DXsi7oqK7rqoquLvuqa1rDKurqKiPDT3xoQFBjJw8R7T79/dFd35a7u0+fec+7U9/OBuae7wtPV1VXPU0+i3+bBF5Ypeo1UB5A+ak3RmKigfCGcn0OFcOsQ5h89uFOtz9dsmWvuk3YFWUM6rdwbaxFF1UtcUYlAyxSnfVExtzoNqUeAOQcPogigbJn2he+coLulhDcdH2txdKaL9N8fVxbjKfTKil+F6t7oq0tUUXbZFxs8zwxF5E6K01dMxtNLezB54zP6fqRuRQY+fhC6voj5Tql8+VRHE/7/CcCwFCjI4wsLz+0RLxJiK5Ymuyunj0N/h+DMrRPOIfNGdG+iJrsveR5QFvLIlluBlRdKc5V1bWDvxAGAhLL0b5i1xyZQH1KlhpRt6ppfCPUCcAKpoR9xu4iM6Thz8eBfzxM13Ux5+NF7T3N+9oe5nZj3Pz9H86oVEr3cUClTCZJoT4j2T0lDKnRoOf46k11pblhqSGUoeGL2MNpCIGWhCjxHRCXIGIITSEVoghr5BYPJLpv7UvHVds/Yi3m/ehDlaTITrGK59CZ7wuJMGWhFnxUTEyrpUPi/B1v68YUn/opFoT/G+M5A8CgQgs/PXxuV43xIqWUuKcg+sUJgoWjhjYxq+cVeh8BKiOBYJg+UiJYyI5ACiH1IebOYJBwUaBUVAjQtjHiqL/lM0AUo5PCbQr5DuUmLzB4DMeiPTsj0wv49RqOYKJCyPxjTFfoe/234CAyteY1Mrk7bIQr/4U/qI2YKanT+9Zqw9iTup1oNacX3Za0du2k0FfH7hWvwrXWB71bJIJAqTe1UUNDYFvrdHBAE0lRBjZiIh9zJrxiAREVSOKYHnluDJW1n8AJpSKVKuxk3yycjL3Ia0livkKQhjX1RFZsvIxBSqE/a9dAFgdjPvVY+iUw0tzmmVN2+qBGlAuq+v7wCk9tlkyvagwq/mqCIHBwJE5T5Dn4GaV98kMMCk84/bz+bK67CWYcze5Aw3o+PiyNUitGwP/HXp7C6bTJzTS/wsOjYti3sC8p5yI7vsoFAgBe1HOz6JZpH26K5VAAhBJ9ceDz2tbQpy6jcHSQ5VPUMbNopOXRygsYjqHu4IcH9NVtmY/0ZC9AxSV+GzUNq6ocwaV+WTeyQZiEhwOU7D8dNFxYxJCd7ZP4M3QLY7wMkzkPqMwd8hjWkWGA1fgpmXuR5hGkWudJUgn3/5blbE9cF5frB/Cn7+cnCd0WoE1nVJO5APjxi8iEVG+avsGlfrhIC+7CY2N0c9hbg/BdfAgA0FZuksgSiwMcENfIRC422UhSCw1avtZUPoqQqKLRZoOuEoCEVIamHtNOe75U99OK1rJr1zKIL9m7SEH3qGA/fnbwcv90cpzEbloRtT+qfOxBJiEbeyHACqQgNg1kpefqlZu0VINPXh9U1gkJZcaoRaUiFvjSzelqvkGNJac8WMpI6gUVxecf+t+GOgzuZMh4WHIhPbGPfPQ/3LDkSz3TI/ceCm7z96HKF0Uiew8yYiyXZRcMLT2WbNYsUEJjsRnQTZsOKTqlVBjgyqEA6XGgOnyGkhzqxR34fwpGXMMCRVlAw2VVDv4GLV5I0pHxABlOfwr5aKMSmvuHQv0A6MLT1drletAmbQe9HUXYN2ol9TQTPLZiB304UCWNMdlOYsaoQCKTyCTfLVH/37Ovxl4EgcmIxzJfa7k2U2lILpAyDqvAh9UHQXPLQWgq+530mgTTpWedsDXyhhGfhBTiNdYfngxAP+588DSs6zwb79RWpqbpmnv1kPoE/dzzaBvdhcMWLQR2Vya6vPhxTBZXhDR2ZRxFLRa/Jch5oyu0v8UVMJllA7PMuQtaQRn+hs9yF/x0P/H7FeL5SmV/LKd6+bTlec/JtGgqC52B9SHHi+4H+eVjw6CP4847zQ3oM40I8jLvsMnSfc7Z0613nxHkrCfh9adYBXoMXa4jMjFwccTroW/IhZcpes+IafH7757X+xIDZHFr/2ATNpQI8QvCFuVvw6Td+XFNKIZBKc0fuZKCzWbrG+pDKFhRmiBpXQoj5nUI22ZUQztH2cme0vkztlHkSlq0eFtWRCpNdTqZjfEhtgxqJ0U2jZ2mh6fQEQVBoigqsE9oDpuQlJjDZNUfPxvRx8ncmOAVw/7B9sPIKt6T69B2JBdhW+d/v2PUMznrxJRCEVlPM7aFwfdac6YTtBX2xQY027tknlfvR2UHE/Q+ctRwb5/ZFa+Vpu3fjodO/q06tJL1HYRaFP2wC8lBQH17PY9QN8lDL60Voshv5xQ/LwTApjeYLTHsMSoWS+guRBEC1abMOSu0vvcdce7YDePeqc/HihFUAgA+eMR2v3nEyV970vfjwnYb0kALHYMZ/V4oF/YwstQDztolVkkF9SAXoNKTT+/iTXbUPaXBNp9k4/4jpcdmwyC/92XgWqlDeAK7870iTVSx4gE+YyLNMH76+30iTS0+gw+uTw5X/sb1PMvRLDxQhFsLYUvyAtzBBjdZPXI/K/kGubyKY4MoIbhyMuN4icPkPGMGWFuMbiDWoPPNBzbVa+wNf2v+ZJTM9Qtea0zn+mk4oowspW57jZRTVWEabMCfWrfuD67tLLeq+qBYJ0B7ksH1SbXJcjxVAYsJ+8cZLcPMFglaSDdIkyZJB3W9s/Rb8pg4kQXeeIY4ZPVwqhptjkchBdMoJGlKVye6nLzkcP3j9ZrSVgu9ZJEdlsmvE+V+Bz/pNMaZowW+9hjQ2wYRSQ6o69Lrxtin4wCke0FTG1M3PoqkrOGV5HsH4PFOeyM2zyOSb5d9UB3TzT2QKSH9EUKYaMkHzrbwo8KrcuQA9bCHyNRGiDykb/I2A4E0XFfHdV1HTtbCTuccr2zpQ9PBcW09YV213RzWkQ556rTBaRBBg4IbrMeHWW431RA2px1wHGGadmF8GYV1dmLQvosUJADQVmrBwHJ/eSqTLpCHVfYn3X7URBY9E62BF883SNZmz2ImYaF5aYFuYNcCsCz6k+8qUVgz2T16PR+ZfHTeRgvGPu00QSMPLTaVmvPzkmcGlyrBscU1IREBBNKH4poH8AAAgAElEQVS2MNkd4oIaxdd18LhgMsx7/tg9+MiSHVJ5kTeiB4s3bQ2yFrQU4r3q+mPn4T9ev1nbN7tOsgffot9lcMjOf43SwXuC+8Apu1/Gzc88BwIfRNKQKnxIZWKDsoxAqori3RXmiu1qLWEGE30eREVjaKFGBPNk8OuKVZoR4ZsaDs3BVRpSbuoIm3m0zoTfuT6Vl3CsoOWH+N+txVb1PdGH1DLtC3NGEf6WC6m+ZxqPZc/6SVizQTiAgyIHNLsmaaKRjwU4gVREv8bHxiuYZc2CzHQlQpHLC9D7kEp+kKqTtPDazAE1Y/6W7QsxoS0IJz/QwqYAiBvjzE6Y8SgIzAjHv0Umu3ISlws3zOJpDMvOrwSL6+6hvUpaRdA8pKb9uoXRvLxpzRuBSnB6TYSTeQp/5W70zt/NUgcgjrJL/ArA5CCL+S/NS5J8IoIKzd1D6DrnKfx8jqBZ5QrLwqQO2hhNjMZWFVBH2Rb7IhkGoS20ENtdboFHCCa+7kL0H/Yi05XMnKlwMGySagp6mwPh6fQ5cfRIjmlR8rjxD1E7TH/ua50k+dOpUPF9VFQJWbk2462FppqQIysCzaqLrA+p4h3MHd+Jgc5mzOqehROn7sTFT/ECP8d02TCnxTK3uxKAm59a830ivkNGIDW81Eq5BN8j8ITDl+8NLwNecQ++0Xch04VvryHdcAPIqkviZ4Ba6xV9i7acu9BI82AJj/3DDXi5hefC+HMbeW5LGlKNT3OBY+Y0NGo/YF9v0RCOI303wx649xz7W2nqA3yERoHZ401VeaaIhA3H40LXGbquagRTNhJzgoZUF9SIJbmcJahR2JeXsF6pNKTRvUgeVfVvmodJJrvA82d+Cb+dz7pEGNpL40vOkREL1JHP4jB/FFYuUK1mUHb++C6+DWZtJTSoEdsFvEhA5IIaGSYkrz2On60wfQbun7lBKi9q6eizzO+cjjcf/mbctu42bV8Mocwf+gMvXVAjAjqfVW0mdR3qVpnykckm0X+/cR7SeC59eXh9Yn+cz6JWiygcPpH48IYz2bVAKwmsip7d92zYFrM+Kbvnv8mIF0nQkFofRor0FdWWKWKD6negxyOYCQCoEDlwI/vFiv7JpQLB1oW89UxiijenIT2E0MwswsuY/D8mH1LEG32q/SI8KhLnn840QhRUqNcTUXTa1qKetJ5HcNqc0/Choz+EE6azpgKMQCryXeEnFaS/iKlQaU9UJrsTuoUcVWF7vWFHHdpFgl8YlGaqAq2lggffL0v3dEntyaK9GFz2onQ9MlALwsxJp6biIh1tYuKJn0azpz41t19l9Sa7sVCr8iFV1eL2VVYgDS2CdpdaQAjQdfThGLdgN1OPramf+HuFqdhebseD5z+IixdfHLdF5LbEKLsUonaYM3Wy+P4qvlqTzwZs8byY6S4KARZYGDWkxJz2xSMezpn9Ggwe5OdCKh9StlWOFFbY4tOzxOT53AfGuhvEPqTy88WWDuJ6RIBFO8JNmdE4KE4YlAKp5wEl3vxR0uD48bww5S/m2xAOiUoehqZN4K9B8/VxMqv6XZt8mtPyTYQo7F4EYY+a7AZBjZjDj/DPA14whj8iq1QdQKoQta4+TAOAFiHapXZFEV9YpNEkvPBM/+XWd/Vhkq2GVMfHxelHwj51cmukLZOfTrzCf2qKtYS5lySQBnk1k2aK+X6ShjR6Ns+LfRaHh6Kx6W0r47aTF3Fvt0W0YpBMduW9biicQ6xLhGkNK2jep65GZE4bFojiUxCCs+efjXEt6hQ26k4Is3ko+mAteCSLKDsNndSlUNcnQEcbPTSnZVTzKRRIGQ3p3cMn2XVI/xWj30f8Ac+bBCa7hL9gifZC4NbCCqSRAkPJfPAXbTWktia74lAGbjLyO5dNdi2eecX5IO2B3/3/kilB9HTVAQf7dySQ6r8PTqusen6nIT20cNlhl2HjpI3AmldF1xJDMUcfewoWRIyGGcI2DyH1E5VZXZmMKR+9G4M33xzcIgRHTjlSyiuqA/0oAmZAbbJL/xpWsYnh2IjMzP6jbsG/nvyv+NL6d+k7lwRS9fi++3QPF18bBK7oaeqXm4meVWTCBIQrxgEaDIkKpGJ57QIomqCwC4+pY0ObgMRFJZnsslWSsuVwFBdjYaKVFUiVfVHmzNyBmF4joEl23B9+bjNe/sOVzBXuRCGuKwoAEcNp9+0pgxqx7YUHRfS5aFAjX6ENNQY10nK+zLMoaE5tsiuWE9cV3XdOEJULSI0ZllV7A/X4eZ7M4In5WiO6GeZweG+Q97V/uBJpMTiLCpXJLtcHL8hzchTlJ2wP/yRNjmJcCf8dqLT/uu9IivrM8XJyP2aYDzgAJqhRgYA1+KaM7sFCGw7f9yG8s/AqsQXtXHi6pRvsCHhM1GkAoG+LPs8F62YaaYx+soGvWA1pCrBjWC56+P29N+tKaq6G45ZBQyqbtCroN7hfgCQLmwVGIxXQZyqvoV4l4StoJJ6HYeqzWKlEz/f64+ahuzWwtPAjk10xQJ8n/M33tbBnJachhWI8RXiewmTXl8edQjysjwRfQ1wJLQjTp7IPdn+Ly+3fdayiLdt1Wj5sHextZ7tTa+fCa6xAeufphyX2x5nGG1w32OEjYDSkQLTw2ay3rV7Aey3pW4KgquIQitsIBFrgBwUSNaQiMZYCabGV4V/1D0S/2T1/ujS65p33ZeDq/4kLnfxBaUxV707l9kF57yCKMV9exRtxcALpoYVrVlyDjxzzEW52iTk4JdBQ+2lNdkGkWawTSK0Y7mhR4xtp37QJva88ly+qaU78UOnvcuhD+lw7pZPZuKkZWSiQjhsaxq1tC8KbPC3XHrgK0/d9Fv70TZjdMxvjm/moijyRPt771C7MfWxzQO9pd2OXz2ixwwF/vo1gd2vwQF0t9INVnHBa8ofUh5RUKlwp2XdKgEFDytYwaUht3rMuJ6v6lN/cHudDytBP/3qp3KoUnCJ/ZQLjxF8wabmxfwr/mRNQ2TcF0XvjFvJkDalH4rkqRq5jUfH9RCE6aCsAjQSp8j1L8iFdPbgaANDd1C0TDPU00uV9TQLHRxF+tinLiwwZYw42ODyMh/7wGFYSk/WCYCXA/H1g11bc98RfMfvgwTgPKnu+oAxqJB8uJG7wXP+adyEKYUqNFD8j4lN99jtSQ1TysN/Kwt7FAGIz9SQV/sGXFjOaekmlHbTP+pAynCQ9Lyl4wFPolfLB6vDIXZ/AxVvfxK0TBGpBipaZ2UeZaIGLFtfX0NzdBwCG0aLv0Mbqml3qSgWCSo863oGuqUijT6dhgg+pyppBek5dzxlMagsF3mTSqEnStE/nvnZdixZJL07DNBRH2PO5JZcyzaIPKTM/PAIxRd7WSWdwPqQUJh/aYkGtFdftWZQ3ou809k/XCC4KKLXbTHeq1ByEkPi9DDcpTHbTCKTCSlWwCWoUgBVIl07hI3K3LF0q1YvNj32DQEpwgDHfJrz8Ha3zNgIpgYf7Trov4J8h8DKskEsvifySH5SI0s8x61uBFHD5kstjGvmHUNJTFvz7W4otzGGRvr4X0jW8Z3ZcZGBBnLJRA9Waqfqeoz3CV8x1w1TyfR9wUXYdCDFE2QXzYaUVSAmRvnRbk90Kkb9wbX44VXtcGd3fjEBaDE497zirgE+c2o6XxHxfiE12/+PPT+CMpjAqqbAQvoigXlI6koBG4Ng9e9G6d0IgiEzfgO9X5Px+iSZUOt9Czfvi8pAST06xIzLjtEuNDynAM5hqH1LKDigWNYFQSUN6bBAFV8VUiUWLrXyoX276FWQmdnepVRZeONri/zOtRn/9/Ql34z/P+U9lXRO43piHkDWk9N/gr3ed4eHy7edI7T2w8wH85JyfYLiiFkhFP5pYQ8ow1QKMGlJC8LrVr8P9O+7HYNsge0P1WHj+vefiusv4eWqr9fXhxwSK5mVaRkRQRTA7Z5dB4xCnx+BpjdM7AUAB88LIrKoRStKQRstY+LPQGwh0X10Tu054tmutuN8TeybAmPYlfPdilF223BVLr8bnt38es7rNjAwAfOiI76Kyd5qBHwlHlh7+efyaQg9MTFGoWQYwEmJKJQx7Baiiy16/8np8sWOlSIJ+/MS+BQ2pFKzD4h2y+4Q5D6nGvC+lhpQP6ELvCRe4ivK1SDCbqDCbRmCFdeD54F7Rk912VNRVBeagMjbZVQU1ivsSv2/JZFcQSH3EAuIQ5LmkAmvu/uVZgc9o65rV2vF4+fHzhT4pD2SvIeWjdLMieAAxyq6oIQ2uCTC9wCv/Gzjr3rAfPxAq2OJ0zzV9DOHzDYHdn+NG5vz4PzH1nk/p6xPoBVIA+4digZ5dHwMBKKhnu97O650XBVcqkqLS2oTrjEFEoeKg4pfn/xJXLb8qJtrQDgVNf0NBI9vLdAhruJJU/TvmD3SSQRVcPp0PDPhAUL7ct9OQOojJjOUCVCBNsXEQL9ykBYHU2mSXZQApqJ1mciN6U05f+ZOa7D7fTvDAUsHXy6c0sQxuuMhJCyHdHOnP5DGrgGh8SGUTGPFe0AU1J1RRIl85EB3hVwD4sTN63GBU463TTsG0g4GQZ/Ih5cLIq5e8sOnk8ZA0pOuuAm57gaNLKQgQYM7JT/NtsfcVDF+ppUmtLbHcaJqaWqMw8FLb06ai7chN3LW+5sC/b/r0I5n2GA2p+OyMNs2Hj5/P8fBkRzdEtJXa0F5uh+8n5NcENVmiAmnABKg0pEl5SEteCdO7pivpBQImOTLjGujGE32isF0lIwpAjPzMNB4zHvABlXm5QUvmCXNdN6aRlrEYrxk6DanYfyT8trTghe99El9fzQQYsxwbUZNb6i1JH77UkmJu63oTv0VegCpj4biFVrTSZrSfPzX3YtK+EIYRZxPda2EQqFR+TRctvghzC21RB5K5tmStIPxmg/0xQm+abZLXkCaYsxkQ1dNZ0qu0G7LkoWhCrncQRZy8/+04ePqnlH1ds+Ia7P/rGQDARQAO2k7/fEn5L2nUUNZkF5VYCOF93cN5JgoFosmuoJX0/Zh2VpMnmuzesvaW6O8CcwD6aO90HL/jPSgNDGi/gYP7Zod0ho+QQSCNn4HpRBllN2wa4J5dSZppTvbPBfoXhHV9+CR+Wz4QC1/UKsvw/llBny1W7O2F16xIP0SYspp9gBCC/QcZDSn4+RgdQqVX/oMQgsG28TwtfAnulwcE64xGcx63a9e/yCu0FFs0PKOwbiX5OenoUlxTPTe7rlSEuSu6S0gQLRfGEJxAaomkABpxUKOg3JO3vQ3vP+pMc6OatC/WUXZNTdsINRoNqc5k1yYpORuWHFOPCP4dXCxSF9Io9y0hvFWBZ9SoJqVniDXY/FGW7omoQEp8H6gMx0ww/YNhxk8btww9VKNkabJr0pAqIbzspDykQGyaljQVeIG0IHFhv3nbtpg+dg83fhN2C/rsb34TU+++m6NzTvci3HfSfdh++HVMcwaT3fBfbkgMH4cyDynid0JIYK4YmexSDamizSSBNAkkYd6maktzXachBRHnod6MXFldc9AkVqFj7RfipOw6DalpTtGT49QaUuabnLzxGQwe3ZuoIaX3P7D5/Zj00tvD/jVJ2oW6LWU2NQP9N/ndJgqtNKovY7KrmpRGyxPFQWVFYVWhI0XUNsbvXFeBagKCv7NoSNmxKxX0zJpIwiOT+fqxX5xZk6pqPX6PzPOoOmbex6/8WSDNyWmoCqKNpBEak92kPKTRhkcwRL/b4WGpPCFxF6a0LyqT3famIkoIDmb3+PG3LgqkZ86L+SJ2H/vEhavw79dtCulQP4cYsTv2IbU32Y1ASPTu2GbFwEmA/G2KSk6rvhDW8QVXgChGQdSZDJqznUv7kkxBbLILSFZd4b8eAfYPxe8yCKDM0OepFB/Z4fsA+ubEnTOITXYTouWLC4eWOL5c0SvG7/KwMwCaLk06WFPwBylGgGNFFNUODlPqfFSEfcWoiYUPjOEou2NX1M4ZJFFDyn9AB6dOw+M9T2sK00apyS5/WetDKtspBP/XqcISYGMyC8SbnccI0FKUOZWGdOk5wMzNQCcf0TJ2EUxgZgDQXFvDvsdsXkzfKTWkAgmSdpqe8B6gl4crgM8IpHGDTCU2IoB44pdwssqBblpxyfcPvhrjVx0JfO3tXEl9UCO5jaSFlIvSzGwEX9xyFEqDh2OBllo6F5SEGPtUtxf/O693Hvb+9WFle5Snbim2YO/QXs3Bhv7wJPAhNdFBOJPdCd3taCu/hIndLcBTfNkkH1J1B8yzMH+PK8nMaxZtkFinojlRJcSPGWzmMY5+eY+x/cgsXGIO5bkXXpD7TtCQxjSyf/PzLUtQo45J+4FiIZnG8HdvSx9KfguAF6Qivee9EkCskXz9cfNw0pKJ6GwuMc2kYGKU85i5Ea4zbJRddu2pVCxMdrl1i/uHZ0KVLy32dYzWNbXNZwzWckiR9oWW/vCWD2tp5qPsmsaTv/fWcwsoVIDPC/NS98nG85pjJ4UuUh7aWLz/gmCyq9SQJqwDyXlI4zHYE+aVLvbHwf+UPqQqk10a5trzOIuHrh07MHFiJ17sLQPPA3vRBBuwGtKj58duDbqnjVLWhAUigTSLhhSsQKrSkHISqQBeIk1cp6Px9+UDkSiKu/5AhGLY94DWHmDviwAh6LvqKrz84x9ry0c9EWjmbkDagSG1hpSmawJSrLcSEUFFzhWt3BJ3DuaQkZZPFEiFn9oDMUMbHROAvZqCyk/Q0BihPLJ8SzVs7AGAaLLLKRVUtZ3JroOX4EMaBzUKFxXiJZveRAJe3PI/LbkOt+96xoqmhZO6pGtKgUnXPVNkDpvcWzwNBCOQJthacZonQmRhlGnfyioiLLN2dj8uWDdduk1HjlvsCLua0kuiQGpe/DmT3cpwHGU32vfZI9XhmBKDCVvi4yqEyXL/kVjcJ2qYTYFT6fxj+uU6lityV5iGn+vqxJ9nL9GS21EOBKhxwxUFl1e9IMXnTIz/pAz3/Tvux70n3Bv1ZGtlU/EBX6UhBT9mdI40l4t4+G3b0N0ibwTZNKTqOTGvfTLevendSpqSTPIAlmEQBNLWIGhYl0A/+znTqifvOgvvefpviX0BKh9S9QuIrzPfY5LJLs3JpzhY4ZgXGyjIWjawDMfPON5QJZaYVKa0Cx59BN1nhCaX4Y1SgWDqON5HSdaQyu9x4rvuxMz7/40pqyFKEEiHPYCU4hy2cVAjE+OkukeFTL2ZZVwy3t/YuvHzGRg7Uoh+R6MQ/rFpMm+2z8IjwIb9H8A5B94cWi7ovgX+esUjOFgkDM1hqQwmu/G+qhgX9pqgqbRZkwgh1ofDidANDV1LPQ//2z0Jd646Fz23vEVznhDSLsVdIPGjeh7QMR4494tY8MsHMPHOdwIAOkvB5NyHWIujmksLKxPx3qd2wdOlfdEMR0XYI2OBNKOGFABufZ5/hVHfPP8QR/dWDHLi+2MF0grvmy5oSNWCD9Mn9YMkBP1XXYnpn/2MtlfuWUQLOyaPsuRDquCnsgqkRPgjiOAg8ylAHGBRl6ZPIMlwgXaZRDT9wJN3E2U6HpkQuQcFaVN6g3fo+77SZFcHH74z2XVI1iZGJgasbTin81FVIuwhHQBgec9cbN+j1lCIH0RPm0F1b+FDyvZ77TFzo7+PnbaVK0c/GNa/RIpUGP4cNkwpafHRMTEKXH/sAomh1mHSu+9Cx9ZjUJ4xI+6bjke4qiYdFgyz3Is/LAmwvLDELubiM8blbJY8rhMA+1vkFDaAQUOaQRDkTHaZdpMU7xsmbcDbV96I1z73vKJg9qUlooEbYybaXsjlDbYNYmn/Us7Uls5L0/utVNRpX/igRsBv/ckYGjcf6JyobSuTQCoEj2GZ3dXjV2tpMoFj0oW5sXJ6P27ZvhB3niYcLpB4rOljlPwW2J+/CgyOwPhH11UHRDqTXYHhZNui35JSg6FBy6qVmPD2t0vXB1oHcNemu+J+z74Xm/e/V0mPNuptCDof1QxLMq0d27ahac4cqYzEAIZmiVSZM1wASG+8xkVBjUxSkGFfMOXGExEv3eY1nAv2R4gUcdVmdnuE4HF/AD+pLAqaEr65X84g+OYKon0/8fujpCSZ7FquoTTapSIQnNh3EthSafxrozpJjDdtM3wf35+8HKWOdkUxEhEgCQWExAdF9LnmHMPnbh8+AADY4zdHU4POq6+sJeh/7WsBADuH1uHYPXslP3QKHb8luh9E/EaKtC/S+BLCa0h5ViFY1wplboTXz+4DDGuuBNFkN7qOWBtY4ecpxUBHU2wJZtOXsn9zPc5klzmUYC5k15CGUFYP3/9nj/KwpwwcbA9idlCtsRbSo6QfE63ZPdTfrU3KKtUaVGZ4F+L7+OOdJ6KvvTmkQRZITdHNAYxpk10nkFrCI555zgsnxj5IotATp31RtaMorhNC2HUxaib5A2UXfTrhF/QuwOtX36ghQN8WvRWFlC+bfGcEZtNoYkb/iMdlX+iLdqAIpTlI88KFmPzBD0Ynj4A+0Id0Ndyt7jg9jOTr+0ClIvmt+ZKGNOqIa45fxILKJV3YboWGtI36o4l5SBPSviiqhAVsLul2HnnR3jF9G5p9H4CP7535PfzgrB/Qm5o2kkEUf5mFfgV1Bq5uOCEPadAmwe/8yXjx4h8CLT20Y6kcFUgndjEBJZKEVM5kl7sha4lzMNklhOCSDTPQ1SpoSIkPImwBFbE/1eYYSVlqk10RceARew2p4mxGNvcUeFBVOo/p996L1uUWaYcWnIQ/+LE1R/QNel7MWGuq0rVF9ao8xTctIvLRUs1j9kLIuHBpX5jSsemttiv+phjd0cqqJigTx1RImC8e43+tSPtixeQmkHXH2QX843F6E7/UGlJ2iMR7LKjpnEJjEe0X4b8vyfFmhL55irVIPABL2Bc4OYOgKM5dRhiRGHCvFH0EutQ5VCDdy2hI6fh/ZnMBfa8O0nbE2nxd2hczKL1VmewynbACqR99s+FvEBDG//26Y+bgwnXTBb4tnNfa90PHOQhqxPUdmexyTUW45+I1MW1cRfMosalqVEUppYGGlB0/Ng9p7NZh6s08K/lvXnXvZ3M9XHhDMfiUfN9CQyqa0muoUywwsZWbTEdiewDQJFsmSgZy4b/feewJfPSpXVIv7LotCaRKjow1ERu7JrtjV/ebMzxSMPudCSa7ALN4aD8WD0CFX0xTaZb4hVN1zwSVQNrZ1KndJID4maQT2c5JAP6AP/uhRq9FjnIqUWijIVUIrZ9aeDz2Tv4JfryA4Lr/SG4iqF7gyuneZXtTEfCKmDW+E38EgsAPE5eFfniVaDHjfbGGlXQG3THCR1h385TNOiqlOkfMGseV+OzRF+E/0YPvJmhIA30BPc0We+BhCg7D5xFT1G4KDx5WXYy+FjafbAZBSuiGO1QxMBxx1Fd2Xur7D0x2DYIW83fSU5TD7r553Sbs3j9kLsxQrOoThM9H2LZxI4Ysx5GAaJl77d5KmHUL9AReE6hI6AsAxHypWjN4lVCbkPaFnjSzB0mSD6mxBVPjFjWZyRgLlRoNqelALfw3Zu5VPkGFsIxesA2qyia7/H1eQ6q2LFQIpFG/nrrcslcCv7gXmL4R5E9fC59Ls7eJ/lCsSaZXiDSk+5sAvGSnDbQ2Z9Xus/wfWqtW6BnveDowbXh6gRRC+ateU0DZsDwkP2MsHimRKKfK79gjBDccOw8AcPqKyUwvtKxAk+eBtPcBzz6r10gO7QfA+5CqNEsVn67ZWt8TK9yBS/H1w/4DmHmkXQVoDhnYP30fPhHEgmJTVKa9KUhlwmvYaLAr0cY76iy8HKT54OqKAqlQdcGETuA3TI3EAFa0mI2jR0Aa50NKhLFJmfYlCX5oLRF0JtCC4HA7UUOaAedP/oiGGMhrh+kg9oofA3/7nbIPsdbA8DD2VQh2CfejaOO+HNSI/V6UBxwuD6mDx5w2AUD/9ddj8keYQAyiEMctWCaBlPC3Gb+s348Xiluc4kSXUqZ9UQXDoeBCwotOZ7R+qEU6SA3+mmWBVKsl6GByNM45lr83uEDqb2+pGV/c4MFnHkCXuzXqW4yyC6lZAMBXrtqA/3nL1sgE2/d9oFCCX2ziK7Djy2pIhc2XXVw6fB/3nXQf7th4h4ZIs5AEAH/rHY/Huiep6wvl4w3OPDgJ3tFmlJqBtzwLbH6zdGvKpmcw/Z2vSt2kktmtDGPpZMXJZFCBr5cAP0FDGvh0ySSoQIMadTSXMKGLD9Rg6CD6U8pgE9L16Y+diqkf+6h03Qph0W80HYfXHLhWW5MQ4ITDAnPk2f2B+V6S5pilRZw1OouQNBpSyWyV+VuMsmuitDRxIpoXy77XtojpYP7SSPyRya7SzMtiPCUNqUb4CK0EuLQv3El7SI+pT9W9aO3XmOxOOyJIKdU7Iw7848Xjw7cr0Bwyll7RD9bGsNj9Jw1h4OpL8beu5PGxz8Cgfj+RoClPQw42aV9407mQaeYEUnXje5sJXmjn2z9j5WS2YXMLCfMoOahR7ENK4ZHAr/xtpyxGc6kQdkOiNlTf88AN1wd1OzQWUFRD6jcpDmNiPF/owV6/jEpJNhsOnsL8vPTuX8gAcPrHA4ExLdgDSE/m1ujtpVO6QYpNuG+9h11zD6LnzFcE95edq2pKQz97qCUIipuOAgC09h8I21I8+4KTAADfqawQmzTCFz5TFQh4H1KPiEGNQtqzsgmqwJNEXDcC0BzLufmQMpd7ynq+yWYwo3faNRmYtVm4S3lk/rdIg7yrABXhcMeDnNqKX3ecQHrIQ1xUmxcuRMfRR7MFAGTQkBI+wh7dOGZtfwq37eSFXJ353s2H34w9f7pUaNviAwvLHDUv9lNUCqSKKLtyoeCf3QhtkxZsT+w/QrNG0ID6mf/7zcfYt03bERY4qt0RGfBSwQtSC0R+HaI5RURYfLF7qrSJUYiRCuf1zkNTQbd56hlbuqgTEGOewVtLIuoAACAASURBVOSgRrpeFV1q7nQtaseUj388vuAVlCeM7RP3o2XWZFhD/FwEP917Lz0c375ePglXj73+oYMou+YxtFXKlFTcbQqzuqAvdvMK7onmqekQVPpIxzX4euVwQzEfJy2dhD/eeWIQQRgqDamiGh2cCUuB6Ruj62875bDwPl9e1KQCeoFULhj/KfqQegb12uzvfgcz7vsXuz4Y7C0J3XIaUjVijaTCPCya0zYMD19HaoSa7IbdDHl8u9SH1GRCbPYh5eelmsZwfopRdjXPV54yFQNveAMmb3weIF5U76VOYNy5CWnRFHRlgWztoP4+dYFWgmsqwgwmuxYf7ntesRR/vPNEgTb19xLfVNOuNxUNoXhPqnEl4HkYEd2nn44Fjz4CT2fhoDLZVfTzq9Z1WLv/Q4AmLY5YpXXrscpyVYETSBW3wyFdMbUHpNCEl1sI/njUPnhtYV7ekz6gbMvUVzC+FX5dW7EaC87+C5q7h6IyEiYux/R9n8Uj/jSmyQShnVGKGFgKeAQ4OMwL5OyhI0nhQ6qmyGf+z399Ut52SpjBLzsoKJ0UJdOmXMcjCVgsLNdXdCIdoFouVdy6nSLtC3w4gdQhYIb4Ex7+PhGSG7NpI7RQCXjhB1puH8a+JrtFbnLHZAzvmS0SbK4b4oc3bsb/eeVK44nkcdOPAwD0MwF2JGOQcHV7Gr1Yv+/vgE2yH6qdP5w4sHKJ/g5GoFOFFFfA0/hBaGPzCQIptfP3VAvY3OOA8YeFHYkLm5kuvixdMA3CEkmR1kF1X3Et7SIwcXs/2jesTyiVcBijr8FcYK5UhtHRXMLsAUUgDiXTbxBIK1DnIWXq2Pj+AUDRpF3WVTUcFogCqW2UXU7Els8G9GQIm7RuzSLNzfjemd/D/Tvuj2kqloELvwp0BFrWDXMHOJpj2hQbuY6hFaYNH/k47Jfey3pib5iTl7+mA5dcW2AIYWlRgwqkwxWVQCrMI8N0Ehmmp1qDHHltq8NAV+Fa9PcneXisH5yFCGCpIeUOeQTzWs6c02xKqfMh9Vpa0LbuCHidnbRRjLvoQpRafYAULPcAoUvxgCOlRUckRNP5k6Ah5YRDofCa8YE/3xkv7Vb6kHaffTZIUxMeGL9IS88Zc8+QrrHCoU5crgq0OjNnVAebwfRInqtahCa7exiTXdUaOuQTvIB27WGDeHXwPe/GySe9U18gDRR1VRpSzjkg1MByXwWn+kpiQIK58rzfDjbxi6+qa/tsNt8SQeCzmqIZQoRrFmlfzOch/LrNFRY6p4bPJCHnvfjk+rQvlvuzahBs+zDQJV6MV814XzcFNYrdrtgTDCeQHrKY8tG7Mf1f/gUeeJ8BlX8Fi01z+nHSUhqdU/exeOHX7/PXNNAyx768mNqa+E3pbUVzKc7Lp/roLj3sUjyw8wGMaxkH3bNMfNed6DrtNDzSMxVPoN/KZNgGpnQJqdoRouxSiIJsNA4C/VGkYZXJLhBreaUFNsU4EP07KE0KzE0OlJrMUTRpU0gOeB6VTStT2USWjTR82TkHpb+bqhx9Z2AYSMMpfyXJZBdMcKEE8kumodDe45lCViMRM8+8QGqFyB0m2Q80uiw8pzQuh52OGV/6Imb9+zfR19KH6V3T4+4sU/2k0ZCuGAhM0towIyjHbeaiQJqTUxODPU0eXmqNNeSEsH+r69Drw6Y5amWxwv9+rHM8Lth6E3ovuSS4EK5BP1rs4XWXqrRy6XxI2zcFqVYqZcpsM/NGO2XoYGg0CoRg6ic+IR9YEQIuDylbJwG2GlJt0L9obwt+VzTvSSWExyJJUHlC+wQ89IfHsHz/gVgQZQTS5rlzMf/BX+JvreoYCg9d8BBuPeJWBe3K4tZIMtmNzcKTGH0St5GFptCsfJ9v9iGlhzdFzV4mvnNSKOCgQjOUZdyit6/RkEpHLYREkU25XTWNQNoxiKHj34v+y78iuX9Jz5qoyLB/aJvtSWUeGhll+H7Ml1S53KqFcIFfopZgKfOQZpkIYSxGTYOqLm0OABRlzo7T8mzcPyy1JaV9gRffV425IcZLo8MJpAlo37QJLYctlhdV8SP2qJNy8LtcLOC6rfOVZZlKAIhwUpMiym68aqgKa9tRN264RQjaSm3cNfGUujx1KibecTsqVh+LTK+nE2CSnsNSQ0ooXcLHLzLg0RgLC2J0UhWt4jqGzBRlNwn6h5hw+zsw6QPvx9/6JhmV3+zBAhUY+OLBtf6dx+G/FwYbvORDyuVvtaNPJkTDuBqr8IwjJ/R3T0nuypI8ncku+33Z+pAqTXYTzbdYXz3hliiQVqNhTiAnMBWmwjw9sWXG/LYXgMWno3nhQpQGBph6mm9USFpPUVGsUzqB9KgpR+H7Z30fXVggPZP4LWVJcZQM4cUT+6BGFYWGNG7VhuGhXcZln27rjX8rAntx7UYHEoldAQAmvP1tmPXtb2O4OXCzsEn7cszUY3DN8mtQokKY9fwMBFLe/zidQJr4WenY75Trg/KbU9U1RNlNC368TYRqTHbp9aRDsCQLGoLoxMfG7FiHvSjL1gEMhiq8ebmSDva3uE/n8u2zAqnCusGXi/LXUgikAIqHX4q+STMVQWzEHdpS8kvo85RZp8AnNt+N3Cw3vlFaq2wg0h8MhPdfAEKT3ZQCqe4gxjCWfKo0c3eAel2ID64pfyj3V544gHE7T0PrKX/DXc/vAyAENVJoSHXz24dvNdcaFU4gtURi2hePN9kFoD0Fiu+HPqT8RXuijPSke7W1Ye7s+/jGad/APdvugfRQ9Geij0xC59RvU2SWNTSKJ3SSNijBpI0ilUBqWGgK7e3o3LYNBOY8gywTYPIf6TtzKz5yRpCcWUdhNQxJvIOnX2LYlBsR+ufpy3M8eaTC1pav+ObgPYRo/AYVczCTDykn+PI+pHS+ZNKQxh0Yfgk3BGa/kuJ9xUywxg9HqsAIpAaGo7c5FsJ4ni8U/OjU0tGTA1hLCEqD7ulik12blqvQovqyg4HKh7Rg8iFl65bLKE+OA30QC4F0ds9sXLbkMrYV7h9tBFBCwrFMx8QDMc9aLsRMXBrIJuS6fhQaUlNXVBBN8nezABdQ3FYgZpE0JKn4gXD+2EeTkpAcZdesIc3qm5cK7FRU+ZBy1Cj2gwxzGQhcn3gNqRDfwtq0ydznor5FmNk9S1ssjg0ijzWXPphq13PSkPJ9qfYqP3G+6gLMyQXlP3UzzkRXUMJwLToMVJTxCAauuAjTWg6gSWGCK65nBATrJ63H9M7p0Vo7Evx5PcAJpJYoeIIeSZx4UrhMgsRdRKUhZbDl5T04byhOYKY9NVGY7KYITci1nSZSaZ6Y0D4BKwZXyDeicdb0Z6khlaPwBRW81RcDa17FXA0bEhjmihBQRJU0XHU9Lw1p3B4xC6TKNszX0i91Nia79N8MAqnxSFXVVbiN+ZYmuxVfGbiD9yG16lotkMYNJt7QaaDTfo9cK9JSpNmCGX8xWsImym4U7VY6pFELQmmE3Kip6F/mnQhRdrOnITA8oxSWkjAMm87UMxRIDXPBZh1I1MpXFAIp8yxxbsf4e0iDgi7tiwqCWULk3xt1qjDntjUll7oKypWLSWOofmBRU6f1ITUdUqku5qghzY/f1Hzroc+2P2xOTVUqMHEtqpAChxHvn6q5n6Qh1Z1LR7+rGK84Nyez3hp9SGN4665WEpGGnO0zt+OGVTdEtHhCbZ1JuQSLQQgOFcztEQL8+3WbmN+ihi7klQx0zQqjtM/oa9OWiRI0+ODWj/tOui8qUwg2cYv1R/EQCaBFJrYFrnQT2icgVVCjFH1w6Joq3eB8SBVpX7qaunD/qfdjTs+cxD7HEpxAaokCKQg8rjDBqMkul184YWGnPqQaM5APPP033FiJo9CJG+bADTegedEitK5aLTeddcVOqlYJNt9jp9cg6h0gf7hJkoEqpLgKRT4zeWW4DefNvRILj7kTOOHdMhliVF5xUdfmT0s+aZOQwvwt0KjpyyUxvmzN6ITUVqaiQn1Tp5lItmYqk13hX0upMLJotOwn8CFVBDViGQyB0eY6YmDOpqkB14+ahigXcIrPOPUJNmH8g4j9+5rZPRMA0FYOmQ9pXPjfkaY9hYSkWjojM6e44Wwwfme8gA7z6wcQa3mqN9lNKDNjk/F2pCHNzK0na0hlBOU6jgsC37WtW6e6HQweY7IbXbOhKizWVKTvXydRaoQxQYubpCFlaTRq3S3ykNqC7xPYMLtPXVAXZTfhY/CaQoH04EFjuTIrkGbB9g/gN95c7pJqv6ok+JBam1eno07fCftndKYS28BHB4S9M5nq8lzeOCmIOn7ExCMM3RKsnrBG3Q7igyWLB7AqQ8qtwPb3a0t4hGDuYAfzWxj/kNdpLbRo2+jrCObXQGezfFPp1kL/JZjXOw+bJgdrmy23IG85urGQ+57QNgEA0Ns8jnvHSe2lPhxecFLg9tI2jmFSZA2pKajRoQYnkFpC6zcV/aZDSZh/iXBNbJRqSBXOClK7MprnzcOML96HQnt8KpVWuxTXsys/2NmG3b+9GW854i2p2g8osltAOawJA3qMmy0XZZC4hgsaUh8eTp15rmwyQn9rEjMn+pAKgur0zulJlDEMjcX4EHuGc8mkINBSexPzLGzS5XDU5DykmtGctBI49nZgxz9Y0JlBINW1kdhVeNros/EL9XUrvnm+sEEdkigwakgNPVDoAlpUoyGNfDmTipG4VGSya9HfzWtvxt1b78bMrpmJZQHGh1SBluXLNbQJgiFzLZIv8jXSoL3QzqI+k9K+UC2PXVAjUxn+Xwm9MwztxryVKghQoV8j4DDg0r4kfns8sa0rVmDBo4+gee5cfXkmBZbPzD1busoJkTe1GlLhkCGLdY9yOKLcnvma7P7slq34xIXiIbN5/iQJpKQp2P+SBNJS0YtOdzOtPasuwhUtd/F9K9oZCiNG6/YyWd4Q18kAeS0BbPOThvRaZH001+D6soFleOiCh7C0f2lCf+y3xt+jB0trJ6xNaMN4Oy5UKAKrLjaUEX/GeUjhI5qc5y8836LD5A54303e2kY4cjQ0KVrn6HpWtaU0Hk7u0qoM242er4+sfRRRdtNZ1Y0t5GBrcmggKe1LoacHAFBmU2omRRqN8pCaTo3Vp3h6qAWj5Fp2m883X7sJz7x8AKURCj1NFmwHjnil9n50mJlEfiiQJii84nua8aProGyyS9sk+PG5e/CJcR1YNG4RXr/69QmEIaWG1OxDGpFDCO48fQkuXD8D47sUp5ZsWc11X7xHCLDuqsS+g7LiAY1FFcG0znYOq5gTk//rcEWtIWXRVCxox/q9y8/CCyu+B+DZbAKpYOrFbppSHtIssB1yEtMSj2Fyvy3FFqybuE57X5zGuhGa+9P/AmlWz834XI0V3gPaAgHXr43JrqQhjZkzInmcByhk1JAOvP512P3DH8VliL4sxT3b7sETu5/ATT+6SVuWNYM8fEYv+tqbMOO6+7D/t7/Tthu0Zaa3KoQa0iyIBNIEk10dxUprB2U/ivaNJ1f5CaQsbZ3NJRDxWRNoj4VsjYBXthNIk4X+ZLSWg/Gg01DpQxp+Srq9TD6o45GLFknTxj8++RQe7OhFExOg0RSgydSWTd8EBOiagqGXdgGI3+XHjv1YujZ1/ST5YypJC66yPqQpVLf2iA5CwwOK0GQ3sZqaaG37ifcsNKSW+oL4D9bFQmo//NdXaEgNHeXtKldvOHRF8ZTwiKxHYtE8by6mfPzjGFxLJ5efvEip8pBKx1XCwpUENttxCiQuuCG6W8uRv0B2mGxEhf4thZK0Jrs+1KavOh/S+D79Q78x7e3w8WIbwZGTj0RTQfRdVSDa+OxO6WyGhICguVTAsinq9ANc98nNZQDlrqvwIbXWkIZ/+GygHfOibhJYCSE4Y8VkfOqiNWguxfNg8A03Yu/EqfjhpCV4bDC4bkz7kkiwwHgREp2cFkJtUh5Rds1kEOZvOw1pWkRBWoTNtNDZCU+XjzQEu4yJPqT5U8o2Hh8mJq2NVMszZGLYFFXHXXIJpn3qk0yR5CdaMbgCJ806SXkvDmoUX/v85Ufgw+euQGlwEO0bNyjrDXYEa+O0ca0xLUnzjjJR1vNTIZCm/L6pQKpnysztRctECh9S33AvtorJQyCtuglz+9SH9ECCQJrop5uMj12wCq8/bh6m9gbzyaghHQWT3dhNXF27f7iCY/YPA+OXBBcmr46eQZ+fN/sLJATAtQ/iM5uDw6mKVXA0yz5FhQcD0aKCDYZGX4vv+9GhIWnK5KCiJivad2hH9Drzw9wA/9NCINWMgq5BRVM2/BnbNPMio3njS22tHFzJtaGaYy6okQMHOeqbPEHaN6yHV2KZr2jl0zRKfUhZEwbxw0gRaIKjb4y82iTpy9aHtCAvpqoqEfOp05BGdPECa/RumOBX1u+LmrLZaEg9s8lu4gkaU5X1IR139onoOuP04EZfENH2afRkP4nOYLIrkmjbdyyP2kmHSVF2AaCrtYRNc/u5ay3LluHhOz6K/cUmVBCYdak0pGlOMXUGEbYHROo2U9Qh/BpVXWRltiXg/858M3DWvVGbWaLgEgVH8cNFBIWuLjy2YVaVlKp7ZLoCryHVBDWKouzaaEirMNlV1okLZ/Uh3bJgAJ+6aDUuPzIez2QLGLNGTvoG+mYDvTOF+WxHJ32urMKSmIdUNw9NmlTjkOZssmvsLKMPKYl8SA8YyzXlIJBO6m7BlZtnG8dzOCRXK5BK/BZ/Px9NkemlEmDWZuC1vwYW7dDSFd+oct30CvCKwTdnHdTIBjYa0pD0SCAVDut7du5E35VXYtzFerPfzVM2AwBOm3NaIklcUKOQNqoltM2waT/csvWRTAwUfIpc1mS1pFwNuajofHtxPAQfq8evxk/P/amZzqgfpyF1gCLti8kMFwCnITWWTfiyhuMTzVTMacoFMs5ZWcOTmAT5XFnF8jmSfUibpb6NCdfT+pBGBQijwbF80BQ+pIGGNHnB0vVNlGV9DFxyFia+4x3BjY3X4/tHfBI/qSyqYjak566lg2tbk92wAr+P6/vV5SGNayYL/JFAWuUGoUpKDqRP++L7PuNWk+at8cx6kilzGvxm8BRgwUlMGgt7uqhwVyzEdeiY7OommPtfD2DPIB9cK5/NWnVCQBk1dfuURBMjafMek3xVk0DlYdP6oAIhBEfNG+ACzPS39BtqQB8MRIfLfwAc/ir+mmXdg2E+nURzUo1TsfgtpeH3zY9Jmeo8PJ/YgxflUWn6dhh4lj6krNBfS16gvz0QkKl5rwjZgrIGtLBtHneH+p6Q/1obsTwH+uh3m6dlLDEIpOJ6WfT4vSCiq1xG/9VXwdO4VwDAxPaJeOiChzC/d35aAnlafEQfXd8VV2DKR+/W1BN9SJP5HQrlYYbF+7P6HtginMkuk0dH0VZLMQ4Y5SUEXBzLcD6kliAiO6KdIPQYtpIsaBCiuCVcePEJjgZrpPQhjUmqbuJfumEG/vLC3qra4JCUIDmErQ8pf2ImF4tO0zXj1z5jL3b/rg37l4nBWOTTYOuxpPNEkfheoo8kaEgVea60ZdlAAuzzegX8rW8NgAcT2zASCugFd3PlkI50PqQVa4FUrSGNDmUMY0f9BP3w9FOlIU3zDUnZokSBNMv3KNQxahMEIShLihZd9xGDFa2J9pzWAYUQIm7UmRlmowZKEAoJk45FU6VgoyG1YXiiM5w0hzhxWVNQo7Rt2dNQzX5hV3f/UDgXqvYhDX6nEkgTDvgA5JKHtFp+M053pWm/bBdlt1TwtIJ9nnjPK5bi3x9+CvPGdyQXzhnKpzviSgAfYi7oBJz8BYNIQxkdrFqOv005QhInF30muo6x60c+M4G3YlOHGYoPxyn6r7laUTJEEt8s9K26xK9xwsEw83Np/1I8uOvBhDWR4aWiS6zJrti+/l0fKsKnCk4gtcS4lnF2u0Z0EiKFhNGUlY4C+d8H99iSKLSTrVpa7PnTpXj3OfEp4s3bF1bd5oeffBpAb/CjSh/Sb123CX98Zo8yD6mKcYsWA40g3DLuIBac/Rf8dfxEdYdMm9aBaahAWjHniKP02QQ1soHPLqKkINyrFukF0iwmi2x53/etolwFaV8UAqnFU1OZo4JAIC1XOVDipkjnTDVBjaZ1TEtDAUdHJpPdJspU8if8EYOVQRIYGpbNNMWNurbRCFnhjF4xm+xaaUgNzD4R/rUByyB3NgfrCBdVOw0IsPeJs1HZp1nbONhpSLX+a2HdReMWYdiX86uyOBAJpIWwLj+GHoqRxYKRlqjv5Hm4ZHIXzlo9Baun92LdrHF4y0mKfS06ecnDZJcZJwvGVw+NIGUb1MjwveWJ7tYyzlw9RXtfd6iyYxk/N7Md2NmUUQsQua051NJmqCNuO2Ed+dj5q/D8ngPAT5W31SDJPqQUVEPq+3k4brAdcf9EdLFExBZ6AGZvSWxSdnXRKX0s68gq+ejPfzjmH/Dnl/6cSJMEPgekQBbdbxUCqWL0T5x5Iu777X04Z/456eloIDiB1BILehfwF7QfQLztJWqJqA8pNylFgXQf03SKk/O0JrsZRZDhPbNx2pwTrcra+FGBEGzauw+PRD8TnoMuaJrbcwY7MGewQ4oUIMorgQY8wd8AYRQ4QBaUGZ+Ii55/Ec8UCtg5f6eZdgrqj2ohkHokuwZEB+IzNEg3szaaRboUFm1rLT9d3PVtsRiu+MZosqZT8Eo03/Qa0jT+TZKGlBBcdthlkU9O3GhyW1TW6W7ppo1ZVOI1gplMdnd+AfjNl4GuSQDi56fKTT/DfKVBT1gGOT8BVE8PZcWiOeAzprSaasVUPqQGqjJIpOw69dpj5qKvvQlbFgzg775jjqirgkeAoReX2RVOiOqqna/RsAZ/fG775xK7mtQdmLNtmtMXdu3j1VcW0LY/uN9a6MHu4V16DWl0GCCQbij/b1fFAaA+e5ku/YZeIP3RGzbjyRf2Sdf1fbI/FE+S8A3Z+pAiKahRDlF284DqcX9127FoLdl6GTYG/OGO6N3TAzzdMrJ14SAAINWXbTDZZYsAQCEsx65jtQjqqmqT+pB6F3wVYHK9aiEJl9reEopofEiZCdhR7sDCcWpFi5w2kOmLiw3DBzVifUhFqPa5vpY+3H/q/UoaxhKcQGoJeULqtz8AvIZUW1ShIe0MTwBXXwb898eA4f1W9DWXPOw7qIrqlQ619BvJ1HZeUXY9agLJXop/FEgBQ/5QIo0RzyhoFFkBrMP38da/PQuUWmGFSENq1hQAwEBHk5HCJGGIrWvSkFaP9BpSoaa1MMsettrlIVVrSNOAamSKS84y0GUhhCjouGbFNcb7yUh/CBALQxn665kGrL82+kkZGvp9ZTlvP0A1pAW9QJpZQDU+o3yQwvp2ds96GYXFxwl0UIE0Gzl5oaVcwGWbZuKxZ7JZ1eRhHl4LzBnswI/feDQmMOmrnu0keDb8u8ULBFKd9lkMEKZbIVMHyjFoSCf3tGJyj+X6D2EYjSbl2TSknqXJbh5RdvOA6ik6m3NONWcaywl8HtHEKLtVIBYIzRrSCGmmqYVASlEKneGHKn68p+ZnKxVB1WYaV6OgTTu6lOXY8U06WEsJvxR8Z6Tg80GNNBp3FQ5lk936WH0aAINtg7h9w+3xhQR5FH4FibkYC2WgICyy5VbgtheAFemSEH/j2k34u7OXMY5E6V5t/eQ3EsYqryi7CnApJSw3Giq2eboovFkWk3M+B6y5HBg3O7Ho205ZjI+cu1J738rnKS4MAPDg5xSYg0EGH1LJhy6lD6ntTh0IrnGt2+Z8KbxuY7LLlykd+05DP8ntEWLeXGseVU/0N81hS6CCWbEKH9KDCr9BcU5nZg7nnRD92TR3Ln+P+pByAgL9x8eE1S9g4LxtXJXYh7Q6iTQKoJOijuo7z8rPpKqWxMjZNJaC0IndLdq1tdXrNXcjHrrk/UnlkfYlccASNKQ0HoDOGMsyqJEqym7TggWKkrVF0j5azStMrHvxN4FXfEpJTy0P7G1M/zlYWcDox1Ls5uMXrMJZq6ZgfGdzTZ8zoIvfE1IH1ZQ0pJp6E5eqr4t1DCa7afDntcfge/OWo2/RbijTvlg8pyqo0aGCqp6cEPJuQsijhJBfEUL+lRCSnPSwgXHyrJOjv/V5jxRRdnU4+mZg27vUjFq5TW7aMImn97XhlGWT2MKZMOr5jmZs4n5am+ymJNsH4Z7VNohMpEjSmexmWcj6ZgMn3GUlgDWXCmgpJ2szrYIaRcIrJJPd6g8oqteQ2gr3VEOVVUP6cjk0BbRgc8RhKRWry81m7TtmMRQvhQoZr7XFXNDQcB4CKWWooveSwYc0iqxqMNnNdPjzpseBVXH6gun3/Qvm/uxnbKvCv8FzeARa+iOB1PR49udD6Z4rx+U63XBm0+JkSfsiN8033lwwsx2xdotqSHOWSHMQSEvFeCxsgqfIV4Prn7xwDX5xy1bpvq1AWhJMdmd+7auY9k/3GOvUArYzo7rpr5kHU9cyfvE88tKQsvtrPD/pvVy6CNomXrLJbvjvooldeNcZSzjLsZroKXwoDkJ5U9YkyPKjZiZsf58lUdkEUtEXlJRK+PbC1fCKvtmHNOJZFD6kh7CGtNqV9FsA3uT7/hAh5F0A3gTgDdWT1chgVpWk0PjjF+ubUZh7pvIhTashzbBJb5rbj+a8TXxWXxpoMD53TKpqZ847C+3dCakKBKg0pPYndJrnzhjdeOQRv2/Ph/Q8sViX9WQjg4ZUqJraZJe9aDihmNnfht89EUeCFn1yTd/ZsKghFS0cLNuJyyQWscY/He3h1G2vRdvGjfaVJMageoKifJhVmOyqBFJxLhbEQFw23JPAaHrlMlBmDxVCTYgP7mgjeBb1YQd9z7nmD7SE6vuMGcp09KT61m3TvhgPWaqba73NvZjdPRt7XqIHMOr2xCi7SWk17PNHh+V0/vcpMG+wA4/a9KUBDyohJwAAIABJREFU3b/bm0roaVPk3C7bHZyJAfOaZtUi128yasmT615/edo0rcAu+iHnRwuJTXbTriO2UXYt076I1XKDleVR6ENqyy/YakjLMR+9bfEEBT0as5SUAilbL4rDUFGZ7FpoSGsarK++UZVA6vv+vzM/HwBwRnXkNBB0E/aczwE//SjQMwPYS71cMnzdZYVAmsE3LDVSVPuni9ekatrqQyMkCo5ihXBxuX71DfBak312uLUoSSD1PPS88lw1mSITklKIqhWSTF9Y8jgfUg1Tlf1xqtGQUkYv3WlpcAaUrCG956I1+PVju4AvqLsx5yHlfxdJdWd6eQao2l8maDvrNImhNrIDQtnhXDSkwb+RQJpJQxqUbWI0NrqcrTUBtzaE70kjhEWMpFVQI4N5dgaTXXVfGetl0pBWQ211GtLNUzbjtnW34Zz73mLVWvQGNPMw/aFs9jVOaqnadSCBdM9SILVqbAQwIloiYR7M+uY3EqvUwpySPql1HtJUbKA+yq5Ne/mcsfHCPH9wzJvsWmHjDcBzfwXu+w+5D7Fn5tn7O+RMC/Gim897JWD2UEPaF1NQo1G3UhxF5Pl1XQzg67qbhJBXEUJ+Rgj52a5du3LsdpSg+8gH5gdmAiyXm2VxNWhIH7/udHSfc3Y2+kYRt627DWfOPRPDL9fg1DXD87LCgGrRXvCbhzH+ppvU3eVpspsjkoMDsOY4VHj1kXtQo1jNmb4KhbUPabqT5XHtTThy3iDXgi3EjbNaxskj4fgndmzXHpdLMgM9fg4bMxXM6PdVyTBGNia7hRw0UxJ8+WAqTrWkFsKozGwTZdc0EvG3a0+u2Yc03binek22GtLcOkyGTqCU8pAm1E/NEFp8M0dNPgptJdkNJzWSgtZpxpSa7ALAcYsGMbM/mZYxyxhneKzYD7kGYyJoSHON52HSkI7QuUPTksAScD97dhudUYYCaRqT3S1vATn57/hrWhc62/clHnZmw9TeViZmQnLaFyUldci7jxQS3z4h5NuEkF8r/juFKfNmAEMAPqNrx/f9j/q+v8r3/VX9/elMK+sSNpPG+otXlFOYAm6YFISin3TGTky49VZznylzVdY8eAqA8W3jccsRtyAODVQ9IqpTmyjzSwQ1/6tAHZjk3hPuxTVLr4h+6xbOul9MVBrSmZuBNuGbrNqFNL2ALgYfsa15y/aFOHX5JGxdOBg9U6KZKGEFneBfu6BGyfT0nHMOOk84Hr2XXJJY1pScO7iSUqio2quq+vlbK5NdKcpuTYI/yIwnISGzqBHCIsE7Jw4vzTtUrTfxQVsNTXYzakhrsT6ev+QkAMC5h21T3o+fizL8OXWc4tDtg1s+iAd2PlBNZ8a7ScI0KcbSwN3nrcJ3bziqClrS4/Q5p+OuTXfl1t5oxWDMbc1RsXy2GtI0ILDwIa0tzzLu9rfiDRcWsLtVL3BTk11bWki5jP6j+uGVEwLJ2fKFOQU1Om7xeNzxilXBjxbGt10MalSLw4cxgER7M9/3jc58hJALAGwHsMV3oyvActP2RfFIja3TtuK/dv4XWi3SiaT1IY1N6etcoNLBZgE56ibgmQPA//0sQAinIaXMbsVXL3BL+5diac984MtvDCsIAVagP4msJyh9zk75MKAJzpN9NuRgzmY5nuO7mvH+s4T8iUlRrjiB1P70kgod28e9E4tnvaAsU2hvx6T32QZTyAcqzXiWxThTHlIBVFMYm+ymb4Oa7NYkym5KeIRwgT5EFMN0CSYNaYxkk900UGpI0zcT1MtTQ2r1MNkoFdmM4+euxvFzHwrH/6+KXuw0pOlRP3tl6iil5tZyaIPHbetuy73NEUV6gx8rBJxf0GjqKLsWIMQDSamcyBuF1lb8YYJ5j03tQwqgb10vdj/8OPbuakqnIVX5kIovNrVASr8/YOmKtcDQe4CFOxTt5fmdjj1U5QBFCNmGIIjRkb7vZ0t+1rCwmFA0gMaqi3Lr1UYYDZBtwjfch+LHC0EijnoD8PvfA/hsUIepFGlINQIphF48lblgHQikWRiTmrzzDEGNxKrVmfQlCaTsYUTwb5oouwNNc3HugrnmwnWCdHqvHDWkUVTT9HPgANWQ1iIPqREy50kgGJwI/a6dOQ6Hz+jFTSfo02NYRb3OwQo2aGAkquXgQ1rlg1rnLAzLTe4Ogh+deNj4qvpVdJBveyoUQ5NbjZm6zdrVtn49Oo9Xa5FVqHtrn4yIRiqF4BcJjbXwIQ2HOQ5qlFAhjbxKiHYPNjUTu/1XLxwb+Quh+cxzTlfNNqhaxn6luAb055rLhIJqDakDj2qj7H4IQBOAb4UD/IDv+6+umqpGgM2EKrUAtzyTSxS+1BiBKLtZ8X9euQJ/eX5fvo2m/MB98IvCzO6Z2LV3F4qmEP4KjSp3rw4WmcT3qNhgasrYj0AeUmP/Vv1SwSl5s6C5NfNMID/6syaeFpUcqBE1pLXyIa3JvFXkIfWoD6kmYFZruYjPX34Ed237kgn47qNPp+s6xRpMQCzKpxv3VAG2qpSeUxwjWkPLk4Z3Bjqb8Zu3HYeWkkaoS8t8Z/CTz4yj3hSspcvUQfbm987Hw888jK6mLm0TU//x46m6rOfDaXpQNau/PXXdyGIjg7CVmyDBpX0J4EUyy8j4kLJF5Gt0T8yDBL6DwCBQrSFN6zYQn12r69mmDZT4lNx5ObWGeCT57kZAtVF2Z+dFSMPBdr4WbIZYMymnbwTGZQwAlDHIzkic3ETht3PA1I9/HM9/4QtAMf1UZrUe7zvqffjVrl+ht9mUZJ2eYKpN+Orp1CuZFkYDpPJDC5+PmiNmIID/16aK1EQNNaRcP2JNfd1LNs7AC3sP4uL1M7ISZk8IRmHDyiOoEXVjr8JUjPIJnMmuJlJhXvjSFevwzl98Fo8+/xg3B3rby+hrb0Ia9uxDO1ek7j+W8ZLHzSMehv3hhLIpfUgzvS57S4SgdPVaCcuumOvxjdZy8j5hv+5k22MzobkTOO527e2bDr8JO2bvwNTOqbWnpQ7Q1VrCPRevwbLJ5hy0eSHOFZrvmuOTOAquddqXNNONEH08EUM3ec5os4Y0Q1AjoW7QSc5mJSnbE/P32sIJpDyqz+h8iCJv4aNz2h607ryZv3jhVzO3F/kN1JGQVAu0rT0cbWsPz1SXfYed5c4oaJShAoBAiyS9/zrRkGaBahM4eelEPPyXF/DaLRnNUmmbqTSk4alhHifEPrDntrswq2k4saiXot/WchE3b19YNXksfjC8BKu83wId2Q9qjKlqUrRTC5PdjtY0KSd4NBVibVatfUhXTO1B68N0S4z7unbLHFy+aSbw5Y+Et9KPUZzHUP82xnc1Awi+PQD46U1bMKSx34sEUqUPaT7mZ2ZEQQeU6DrlZLz0zW+iedEiU48p+lPVFs3lCN6xYzFu/vKvjeXyQw5myzmhXChj2cCy5IIWOH3lZHztiVyaqimOnFtdcMzRDXki9x1ZlCTE6em7/NV48tZbUeg1HZ6HIABJWCdVs7erJQiqedbqKcl9JJIgaEgBvYY0yxqkaM+6XrSOVSeQrpvVizVLFlocePHv3YXd4eEE0jrBpCOeB047KccW05qwHiIfBrMAZFXgBAKpcNHCNGYkkMWHVOUXUy56uPUkEzOZhNFl0uYMdGLBaUdZaUTo5hthhEn/4PAOfG54M37aM026Z/se1fnM0mM4Fw0pNdkNfn/pig14/r5sbY20yS5liFoWLcLBP/4RXlsbSqUCmksFVCOA2DBafe1NeORt29BcCp5roLNZW7boFXGwclA5P0ZkLU/I99tx9NFY8Ogj+upVda2v/cq102SBtFYHhXkljq0zLJ7Y2RAC6UiCzqGarDnhv7ZBjXrOOhM9Z51p17aBLzGtE21NRfzu9uMjF5WqYNFE5qBcuRlRZTzEC+u1NhVxoclqSvI1HWOLRk4YfQ66UVG3Eyqylwv+taQz3yh9dYzIRIRkeFZq9++hs1kh6NTRnKg2dUT1BFRvrlkN7r96g5UwCgCXHzmz+g6rgA8PT6NnVGmgyBKASETsQxq0NRgGk8mCkY6y6xEPBVLAhHe8HdM/988oDQ7EN1eHgSompTfHtUVLuWBtsju6yOZDmofJbtp8oYeChrQWGPNMc05RrauFHNQoTx9SL/E7073nUsHLZQ6Yxywnk90U74U70NL4wts+92H9hwEATp51srlgIbQS2vxmbZErl12Z4DI29uE0pFmR52JdC7V9xpOtMb8JUWSxsA0rlIoFzB7okO7Vw9hl0Y7UlLkdJZOUNM/UVAzMQtMyuqlx1JuAh/9Vunzy0onYtlgd+bO9HATtOHb6scam105Yi2/96VsoeXL+YhHTPnMv8I/qaJu5mOyGJmeRW00V30WBWceSfEhNmrOJ774LRYv81wQEBVKA19KClmWCCeScY4Db1Kl+Rhr02VVrzogcKiZoSHUohAH+mixTnZlgHWU3ZT/W5TfdCDz+85oeUDjkjyxpqOLUQTUQSMO2a5GHtPvss+Dv26+8N1Jbs2SyywY1Col41ZJX4Y0/fCMmtGV0W0kVkE1RJyMPNKl9Eh664KHkgl6B2ztUa8yrl74ar15qFxP27HlnY3rXdFsyGwZOIM2Kmggf+bVZD8JRvSOrQKpM+ZKpwdohzfuvbfqM0RFIq2HKayeQvjH4T8Dfn7NcW6Wt1IYfnf0jtJfM0STv2HAHrl5+tVVaqNaVK4H7Dyjv5ZGHlJ7wR1Fba2TKTlM12aDrJDt3CEKIOdJ2nYA+++hZtGT7rpcPLMdrnnsBZ734UtUaUmtYdpPan2v6euCmx9PVcagjZIiym9P31jR3Lh7pmYa7DzsZR9FlsgYa0s6tW3NrKyukKLvwpW//xJkn4sSZJ6ZrmAtqlJWu0bVyyOpD+ua1ek1rI6P+d946BSmMQioXC5QmTQYAFAdDjYutya64OJ/zOaDclidp9QHOhzTjIqQS4AhyZbw/suUjmNKRPqCAPbPGhp2vhckun3fLqgp/aFpd9xnebb0GGDClcqBoLjZjRpfBh8USuQY18rJrFQY6mvD0S+qTfYpaHLp58CItXm2QzxyLhPFRk0ezmex6xMMVz1NNwcgQP+bdUHJGvcSTuOKoWVg/uy/3drM8Xd4+pF5TE64/8mruGl0vR3obqvU5ukpDOv7NN+HJO+5Ay3L9YWyqPqp9iBFWJri0L2o4gTQjSHN2vygZ+U3Knleei/KM6WheuBBP3X579g9t3vG50VRP8DoCU9vfdU3GMZnGhigFUpJzlN2NkzdmqpfoC6xK8VILDWkkXSaEDFRUyaX7ajSkdaTpzgNpGJw8BNLhsD/qE5Xlxf7fazfiyRfMuYrTaEhtQQhBkeS/LeYtFJmeneZonNmXPkejPXLQLGT8zjZOCtbGU2efqrz/b1etR29bGcf/W9iNE0hToV7iSdy4bf6o9q9CLX1IqXfCSB2MjpQopNpPm+bMwbRPfrLKlvNM+zKyGGs8Rl5wAmlGeC36CIipMXUt8Mj9QKn6NonnoX3jRgw991yqeofKSU1p/Hi8dtPV+EPXRFyRpQGD4FkPi0z0HlOQUm8mu3nMxdEP+jL6yHbeUv0cpgxVlIc0g+VAX3tTmPtTD8ocNheaUfErOHLKkan7kdokpMYa0nzghWOqYpC7Wkv45EWrsXxKDXM06hLKp0K2uTa5Y7LRb2uJkJsy7bo82oKYQ/2iNj6kAbwa+JCm6b/h4PvZiFcGNRodfuFQ4btt4QTSjCBNOQqkp34UOPJ/geZk07y0sP5eIzmmPpan2d/5NoZfqE0Akf+vN0ivkTkRvHLxyldDWi1GP8pu+G8ak91R9qE+lDeHPJ88jrJbYx/SUHCc3T0b/7z9n3Np04NXM81rnqCpmnTfzOZ5A8rruaOO1jwdqkmddCiC+qHTgGpjDlXsTbXRkIZBjWoRZdeAenVRsUeVGlLWh3SUTHYdeDg1QkZ4zebT+1QotwLjD8uvPQSa0kz16oTBKE2ahOaFC2vaR6ZnJTqBFHWRhzQLVHlIq0Zr6PtTSI76KqKafXLxuMWZ69aLqVpe2LpwEAAwoSv58Cx+9uohCqS1WlNq4YdTq6BG8ZzKh1ZTlN0RQT6O3tW3YdXN2PieRwo7Zu/A61a9Dpcedulok1ITRDM3wxyupeXNWPUhrSWI4q8ktK1fBwAoT2PzfjdWUKOxCqchzQhSrPOha+RVpq6hEUhz9iEdSdRkkz3948CvvwQM2B8q5DF8dx97N/780p8z1R1rGpLXHDkLO9dMRXdr2b5SDi8hCmpU4++BajIrKfyUk+DBa4gou5TGPJ89HUbPh9Shtih6RVyw6ILRJqNm+MFiDwser6A0Zap1HXqoMTImu2PLh1TqN6/n87NpSHt27kTncceh2McEzBrptcgtfUo0pkrHIRlUW5c1yu4YxjELqjBn02lI6yUPaQYtX03obusDDn9VpoW+mpnYWe7EonGLqmhh7GhUCCHphNGcQH2gCkIu5EJ/9REz5/TMwQ0rbwAQH6TkrSGthclu3qDPnrdA2lzycNXm2ckFM0bZbQSMle/fQY3vLCOY/5uHURpMzwfUMqjRSJvsMhSMcH95IVvaF0IIL4ymbSAHjBUrrLxR/0fBDhnhJrwOHz53BV7YezBjbYPJbh0xMo3IVN2+4zC842u/waTuOIJ1sb8fXTtOGUWqHNJCykMKYPKHP5SLCf6XTv5S9HcthLLupm682Pxibu1R5M2A0Gcf9odzbffRt9tGVx/d/H21wKF0KHuo4sNbPowv/vaLqV2aIh/SmmhIgzbp+d1IBTU6bfkk/OKx5zGlN8+MEcnI7fF8H7n5gLqgRnUBJ5COUUTfp62GdIz5z5nQVCxgoCOjFsSgIY200qfeDbT1ZyewCjTyArdhTh++8dpN3LU5P/zBiPXfyGNXT6iIQY0AdGzZkns/tTDZvXH1jThYyXpYNXKoxbOnwhjWkDqMXWyavAmbJm9KLiggEhprYFQYZ8eiPqQjsw+9cu007Dx8mmTJ0jjIGGVXBRfUqC7gBNKxiqxBjdyHkgCiH1u6sC89e+TIEZDmYOHTx38a33/8+7UmqeHgvoHqMEx9SGt86FwLbUXtI4vmw2zSCMN5a0jTY+x8K3N75gIAlg8sH2VKHOoVtbQ8ouzD8AipSAP3hBHpikMt5O3q34tcf2pvK4o1HiAX1IiHE0gdADjtkDW0GtL6EGTSvMdlA8uwbGBZDalpMBzCn8CMvjYAwEXrpgNfqa6tSqi0K9Q46vSoawnTgAj/Vgn67MOV0RJIx56GdOXgSnzrjG9hfNv40SbFoc5Qy6BGFIVRykPasMgY1EgJRf0f3Li5ujaN3Y2ddTNPOIF0rCKrSZX7ThLQGGlftAvekTcCT/4amLZuZAlqAFBh/lDcLLpby/jjnScGP6oVSEcoym5k4tYAJwm18iEddZPdMbZhOGHUwYRaBjUioxbUqFGRo0A6SkGNGmHvGknUDwftkC9osuWenlEmZIxBoyEldZL2ZeeCndg6bSvOW3CeusDE5cB1DwEtbl7oUA+a7kYGNTmr9fkM1RI2ltlTPrRSwalcGPkoygEaacwdHPJBLVKkiUGNGmo5y4DchDCf9SFtrKBGkUA61l92SjgN6RiF19KC8W99K9rWr7cqT32Syt5oMTiNAp2GlMQ7igrb3lUzilh0ljvxvqPeNyJ9jTW408p8oEv7kjcaSkOa82HVbUfcho2TNmLhuOojF2eCC2rkcAiilhrSllLAg127ZU7ufdQT6lIGG+F1rKc5UAicPvf0Ee233uEE0jGMnrPOtC57zNRjcNGii3DJYZfUkKIxAI2G1OvqRKGzS19v7atrSJRDnnAa0urgj5DJbkP5kOaM9nI7Tpk9iumQeqYF/46zyFk61nDtg8DuXaNNhcMIopZpXyiKBS92mxjDyE8ezZaHVI2R3fPby+345Xm/rInGvZHhBNIMaF2zZrRJyB1Fr4jrV10/2mQ0ANQC6cANN8Dft28U6HHIC858Jh/QKLtejTWkdDNvrPfWSLQasOBk4KKvA1OPGG1KRh4904P/HA4ZREGNaqEhzb3FQwQ1DmpUa1CrRIcYTiBNifm/ehAouIl0yIJAKZAW2tuB9lqnjHAYETgOoSpQH9LiSAmkDSDkjTmtOyEuMJrDIYea+JA6s/eMqP913yEdnECaEqTsfCwPebgNZEyiEQSb3DD1COCxn9Sk6UrFaUgdHBzGDiKTXachrRo1Wa4NjTbNn4/WFQm5hZ3pbF3ACaQODqlgSPvi0NCggs2Y02apcMFXAb82OSyjoEY1PriJUp+g/n1I4znlhGcHh4ZFDZY0d76dEb4fj51hWZ355X9Nbsu9hLqAE0gdHNJAE9TIYezgkBBIC0Vol/8T3lOVj1yUh7TWGlI0jobUmeU5ODQu6PfruUyJOaAe12u3PtcDnEDq4JAKTiB1GONYc1lV1alAWmsZzPMaRyB1cHBofNTiYMkdVmWFr/k7A9w7qAs4ztrBIQ2chnTMwzEI1WHuYAeAETDZReMENXJwcGh8OA1p9cjt/DDPZd/xdHUBpyF1cEiFxhRIix7BUMUx7hzK7UDnxNGmYszh05ccjkeffBHFQm2/k8iH9BDMQ+rg4DByiNw43FllHYHhZ6qWcoMX27JqJfb+7OdVtuWQFU4gdXBIgwbVkP7oDUfj6ZdcnlQOb3qcM9WhmrZDwoe0huhtK2PdrL6a99NIaV8cHBwaH7VI++JQBUhOa3/IB0z9xCfg792bT5sOqeG+LgeHVGhMgXR8VzOWTO4ebTLqC4JJaRRl15nsNgQKJMgH3Qga0ljD4oRnzN8+2hQ4OKQC3RPcYWX1yM9kN38NqVcuo9DVVWVbDlnhNKQODmnQoBpSh2Q4TVtjgTKJjfDe3CEHgzP/CagMjTYVDg6p4TSkdQTmILLqwHZufa4LOIHUwSEViFu8HBzqAI2kIW0vtQMA/IM9o0xJHcArBP85ODQInGY0P9TlAaI7aKgLuLfg4JAGTkPq4FAXiLSOdcjfiJjXOw/v2fQ+7PvrqaNNioODQ0Y4DWn1yC9LV65hdnNsyyErnIbUoSHxqW2fGqX8g04gHauoy5NbBy0iDSnqX0MKAFumbgH8r482GQ4ODilBNaROU1pHyNOH1Fm91QWcQOrQkFg5uHJ0OnYa0rGLcE9zTEdjIIqyOyoHU+nh/EgdHBoTKwZX4PgZx6On2ZncZ0HZK2NO+xF4AHnqNf0c5Ui3NtcDHGft4JAKTiAdq4jSvjjBoSHg0r44ODiMBOb0zMFdm+5C0XM6nCz4+Xk/x6XzbgEATOhqzr+DqoPsuj2/HuA4aweHNHAa0jEPpyFtDDSchnS0CXCoa7SuWjXaJDiMICbWQjCrY2xZMIAP71yBa7bMyadBZ7I75uCOexwcUsEJpA4O9QAqkDZClF3A8TwjjXu23YM/vvjH0SbDGlPv+RRQaYy57FA9vnLVBvzhby+PNhkjBkIITlwyYbTJcKhjOIHUwSENCJxAOkbRKJo2hwAeGstk15mCjyxWDK7AisEVo02GNUihABRcOpxDBf0dTejvaBptMhoYvuZvh0aF46wdHFLB5SEd63Amu40Bz2ssk10HBwcHh5zg+84PYozBCaQODmngfEjHLFxQo8ZCo2lIHRwcHBzyQo4+pA51gapMdgkhbwdwCoAKgKcBXOj7/l/yIMzBoT7hBNKxCifYNBYazYeUoq3szDIdHBwcckNWgfSSbwG//Wa+tDhkRrU+pO/2ff8WACCEXAPgLQBeXTVVDg71DCeQOjiMOhox7csdpx6GtTN7R5sMBwcHh8ZGHlrRKWuC/xzqAlUJpL7vv8j8bIPzLHYY61h+LtA7a7SpcKgBnC9iY6FAGk/TuPPwqaNNgoODg8MYgNuvxxqqVvUQQm4nhPwZwLkINKQODmMXm14PLD5ttKlwqAE2TtoIAFg5uHKUKXGwgfP1dXBwcDhEwRwgu8PksYFEgZQQ8m1CyK8V/50CAL7vv9n3/SkAPgPgKkM7ryKE/IwQ8rNdu3bl9wQODg4OOWDdpHX4xXm/wOK+xaNNioMFGlFD6uDg4OCQD9yZ5NhCosmu7/vHWLb1WQBfA3Crpp2PAvgoAKxatcodZzg4ONQdip5LzdwocBpSBwcHh0MVPiKzXSdRjAlUZbJLCJnD/DwZwKPVkePg4ODg4GAHj3i4fuX1o02Gg4ODg8NIghVCncnumEC16oA7CSHzEKR9+RNchF0HBwcHhxHCg+c/ONokODg4HKKY/b3vAp6Luj86cELoWEO1UXZPz4sQBwcHBwcHBwcHh0ZAacKE0Sbh0AWnFXXC6ViAO9pxcHBwcHBwcHBwcGgcuDACYwpOIHVwcHBwcHBwcHBwaBA4rehYgxNIHRwcHBwcHBwcHBwaA6zJrgtqNCbgBFIHBwcHBwcHBwcHhwaBE0jHGpxA6uDg4ODg4ODg4ODQGFi2E13T9gL/r707D9d1rvc4/v7svYnMU4QSTSQUokFKtk6zOjmSZDhUnEO1m9Ruh+jqOqekuVBS6dRBgxQnDZcIDShKaXDKUBTOVpm2Ye/P+eN3P/ZjZ9tr2uu71vN8Xtf1XNa67/tZfuuz73U/92+4fz9g5W22KS5MTISsAh8REREREdPDLvNYdee3ssUKK1eXJCZIKqQRERERETE9zJgBM1IZHSQZshsRERERERElUiGNiIiIiIiIEqmQRkRERERERIlUSCMiIiIiIqJEKqQRERERERFRIhXSiIiIiIiIKJEKaURERERERJRIhTQiIiIiIiJKpEIaERERERERJVIhjYiIiIiIiBKpkEZERERERESJVEgjIiIiIiKiRCqkERERERERUSIV0oiIiIiIiCiRCmlERERERESUkO3J/59KNwHXTPr/ePCsC9xcXYghlNzrJPs6yb5Osq+R3Osk+zrJvs4gZr+J7fWWdVBJhTQmhqRLbG9fXY5hk9ztSaceAAARF0lEQVTrJPs6yb5Osq+R3Osk+zrJvs4wZ58huxEREREREVEiFdKIiIiIiIgokQrp9HZidQGGVHKvk+zrJPs6yb5Gcq+T7Osk+zpDm32eIY2IiIiIiIgS6SGNiIiIiIiIEqmQTnGSVF2GYZTcYxjlvK+T7Gsl/4iIOqmQTnHOmOoSyb2Gmj0lrVNdliE1s7oAwyrXnBqS3ipps+Q/ubpr/WbV5YiYTJI2krRi93UawfqkQjpFSdpX0lmSjpL01OryDAtJ+0n6lqS3SXpKdXmGiaQXAb8DdgFWLi7OUJH0KkkXAe+T9Jrq8gwTSftLOlfS0bnWTx5Jr5T0Y+DNwOzq8gwTSTOBc4DPSFqvujzDRNJrJH1C0qOryzJMJL1C0hXAB4FTII2QS0qFdArpWgzXkPQFYD/gWOChwL65eCx/kl4CHAS8F7gReIOkXbt9+VtZjiQ9FNgDOMj2Ibb/2LcvrYjLQXe9WVXSh4ADgLnAhcDukh5VWbZh0VVA3wgcBdwKvFnSc7t9ueZMMEkzJK0t6XTg1cBbgM8Dd/T2V5ZviMwCVqTdg+4kaVZxeQaepJmSXgG8DXgisKOklYqLNRS6zo03AK+1vSewtaRti4s15eTiO0VImunmb8ClwEttnwt8DlgfuKe0gAOqa6nteQHwedvnA1+lZX44gO1FBcUbJjOANYDLJa0r6XWStoO0Ii4PkmZ015vbgFNtz7b9feAW4M/AdaUFHGBL3Hw/Fviq7fOAjwNfB46EXHMmmqQVbS+yPR/4mO0X2P4BrfHxAEjmk6G717kL+AbwNeBA4GG1pRpcklYAsL0Q+BmwA/BJYGdgi8KiDbRe7p3NgAtsXyRpfeAK4K81JZu6UiGdAiQdBXxE0h7dpo8Ct3cX7l/SKqSrVZVvUD1A7ucDrwGw/XfgJmB1Sa/tjk9P3QSRdKikrfo2rQ3cBTwN+AqwJe3f5j+745P9BJE0F3i/pJcD2P5ht/2fgU8BjwGOk7Rvtz2fExNE0juAEyTt1W36C7APgO07gC8BN0s6rDs+5/0EkHQk8EVJB0haz/Z5XW+pgO8Ct0japLiYA0nSXEk7dl/Psr1Q0ga0YdIfBm4A9pT0Ukm5z5lA3fXmpO6xgLVt/9b2LcCXAQHPlLRWbSkHT1/uB3TPi/4GeGQ3MuNiWvafzv3N/eVGo1hXKdoB+A5wmKQ5wBpdS+5CSVvQhhP9urCYA2cpuZ8J3Cjpi5J+CtwLfAjYtNejVFbgASFpE0nnAfOA43rbbV9LO8/fDhxv+/XAvsCrJG2Y7MdP0tbdM3NPpH0oHiHphX0fhtcCT7H9bNoIgcMlrZleo/GTtK2ky2gNLWcAR0mabfvbwJ8kvb47dBFwPLC9pJVy3o9fd23fidYr9BxgnqQNus9YAyvQnllPj8UEkvRwSV+hDRH9AoDte7tRSTcBP+muLdcB/wEcCiysKu8gkbS52pwAWwKn0x6HeWVXOcL2PbSG3+2AbZd4bypHY/QAub+cNkz3Mtr9zJXAPNt70EYG7Ctpo1znm1RIC3Vd+jsBb7Z9BnAEsCGwV99hmwHXdpXTJ0h6WkFRB8pScn8EsLvtFwHvBg6zPZfWM32v7UW5UE+I+cB/0YYqLpK0f9++9wDrADMkyfb/0p5pfOykl3IwzQBOsr237f8GTgP26H0Y2r6kG84IrUX3Utoz7DF+NwBzbe9j+xvAD1g86uVo2vPqq3T/FncDt9hekGvO+HSVnycD77b9PeAYWsPXnN4xti8GNqVVVnNDPnH+Bpxue03gr5LeBPcNHV0f2KdrnHwerTH4J8CCqsIOmFuB0/quN18Fnmb77t6Il64x7Gpgq65h8t+77akcjd0D5t7tm0G75v8SwPYfgIuAx1UUdCpKhXSSLPkh1/W43UNrMXllt/kiWs/FVpI277Y9Cpgl6V2050lXnZwSD4ZR5P4jYGdJj7f9G9sXdu/dCfg95EI9Wg+QvWzfCpzS/fd44NC+Z1x+D3ya1nN9sKTjaA0FV0xuyae/pdxU/w74Qt8Q3PMALzkkt3vvu2g9Rzcu14IOoAfK3vYNts+WtKKkU4CXAntL2r2bK+Bs4LNqkxztRVdZzTVn7LrrzULasOgDu81X0W4SN1f3jHrnVNrIgWQ+Qboh6Gd1384B3tnXQ3c9rQfpTNtPp03i+CTa9T7GyfafaI9f9PwYWEPSQ7rG9d41/1u0yew+RZtkKsZhKbmvLmll2wsA0/4OnivpWGAjcn9zn1RIJ8+qsHgSnb5hcN+kjS3fvKso/QL4O7BBt//FtOEWDwGebfs7k1rq6W80uf+NLndJL6O12N5D69GL0Vsy+15P3J3d/q8Dv6X1SPd8hFYp3RS4E9jN9v9NVoEHyP2yB7B9u+07+v4Gng/8uX9IbtdKfjmtl+5fbd87iWUeFP+QfY/tu4ELaD1EnwZmqy139CbazeHhtGGLh05aaQeEpI36v++rWJ4AbCxpu+5cv5rW8PukvsNXpp33MQZLZt9j+9auYeACWgPYCX373m77A93XdwIvsX3NpBR4gDxI9rf3ffsc4LpuMim6Sul6wPtok0s9xvYHl3thB8goc+/d87yD9ndwSPf9rrZvWn6lnF5SIV2O1DxM0vdpNx+94Sr9Nyu/oj27tV+3/0rgCSyede4k4Om25y1xosdSjDP33ppovwb+xfZB3U1kjMAysld/71F3c/gB4J8krSbpscCGtn8BvMP2O3POj9xIs9fiWV4fR2uYQdKW3bYLgZfbntP3IRrLMMrz/oTu+cVzaDNLb2T7HtsnAXvZPjjZj5yk2ZIuZfFNXm977/7mWtrERW8D6G4Al5zV9UjbZy7vsg6aB8m+/5zvfeYeQltSal1JW/SuOb3j0vg1OiPJvu9a/2japI2959k36v4OXmb7wK43O0ZgHLk/BVjb9oeBvW2/Jfc395cK6XLUtdAu6F5bS3o+tGcYezcrtDHn5wBbSnq9pHVoa3Td2v2M023/fPJLP32NM/fbup9xpe2rJ73w09wysrdtS1pTi4fpXkrrmZgPnEx389L37xQjNNLsaUNxoZ3rj1Bb9/i9kta3fZnt35X8AtPYKM77+3pNJa1Lm136j30/565JLvq01N37rSjpE7T1uo+xPa9v/8y+nv81aAvRryNpntqa3o+nbym15D5yI8y+d86vR/tcxfZfaMOlb6Q9fkS3PUOkR2gM2T+k27UKsJ6kk2nPUfeGTt88yb/CtDRBuR8FrAT3GyUWfVIhXY66FtqNgctos4ceAW2GM0krdCf3cbQJRI6hTb7wfeBHtv+npNADYJy5f6uk0ANiBNl/nDbV/0bd8XOA3WgTvuyURoCxG0X2q0vajDY64O3AxbZ3724YYwxGkf0mkjaQ9GFar935ts9a2s+NB9bd+91Nu+E7w/YZasu4bNPt7/VOf5zWY70IeCNtaO6pwIW2P19T+ultFNl/jPY83Wbd/lfTlno53PYObkvaxSiMIfsN1da93Ad4HXC57Re6TagTI5TcJ8esZR8SI6U2df+GtBu8r7iN07+eNjTuWOAGSQfTlhpZizaD5Ry3daFulnQQsILbw88xQsm9zhiyXwV4Y5c9wM+Bbbx4dtcYofFkL+lhtKV3jk/2ozfO7NemzbT47mQ/On25/8z2qbQZik9UmyBkNnCdpBuAL9KeFV0V2L+73vyZNqHI0ekRHb0xZL8acEDvWi/pSuBJtrO8zihNQPZzgc/lejM6yX2S2c5rnC/aIrdzaM9f7UGbwXV/2nCs7YEjuuPeAtwOfGOJ98+s/h2m4yu5T+vsZ1X/DtP1Nd7s86rLHlD17zAdX0vJ/cBu32G0Z6EfT7shfANt8pw1+96fa31d9rnW12Wf8z65T5tXekgngG1L2oW24O25km6jra11J+2Efpaks4FNuu9/D/c9zN+bmj5GKbnXmYDsM4HFGE1A9ouW8qNjGZJ9jaXk/nxJe9r+qKSTbd8GIOlnwI7APbnWj98EZJ9r/RjlvK+R3GvkGdJx0uKZ/C4Bngng9hzib4CtaVPLX0cb2rUlbY25Z6vNcubcoIxNcq+T7Osk+zrJvsaD5P5rYFu1taNv63vLbsAdwILkPj7Jvk6yr5Hc66RCOkpaYm25vpPvKmA1SVt1358PrA7cBBxs+8ju+PnAM9wW0I0RSu51kn2dZF8n2dcYRe7n0WbQXa17316SrqD1Ts9NL8XoJfs6yb5Gcp86UiEdIUnbSzoFOEJt2vje9t6w55/QFjTfTdIstxnkNgGebHuBpJlddz5LtK7Eg0judZJ9nWRfJ9nXGEPuv6LN1r19t/8a4BDb+9q+cTLLPt0l+zrJvkZyn3pSIV0GtamdP0Z7aPl7wMOBoyStLGmGu+cjbF8FXAw8hjbtP8BdtJm3sL3QdtbbGqHkXifZ10n2dZJ9jQnI/Zpu/w9t/2DSf4FpLNnXSfY1kvvUlQrpMnTd9+cCu9r+LPB+wMDCXte+pGMknQRcCnwE2EHSpcB84NslBZ/mknudZF8n2ddJ9jUmIPdzSgo+AJJ9nWRfI7lPXUpD7j+S9FRgvu3fLrF9NvBlWqvJ5cBngHWBg2nT/V/VHbcqbarzrLc1Csm9TrKvk+zrJPsayb1Osq+T7Gsk9+khPaR9JK0p6SzaYuZ7Slql267ukL8Ce9vejTbN/z7A1bb3tn2Vutm5bN+WE3fkknudZF8n2ddJ9jWSe51kXyfZ10ju00sqpPe3Cq07/rDu652hrUnU/fcS22d3x55Ne7h5PrRx6c50z2OV3Osk+zrJvk6yr5Hc6yT7Osm+RnKfRoa+QippX0nPkrS62/T8JwKnAQuAHSVtuJS3bgtcT5uFi5y4o5Pc6yT7Osm+TrKvkdzrJPs6yb5Gcp++hrJCqubhks4F9gNeBXxS0rq2F9i+A/gusBbwnL73rS5pN0kXA88D3mv7zorfYTpK7nWSfZ1kXyfZ10judZJ9nWRfI7kPhqGrkEqa2XXXrwb8yfauwL/RuulP7B1n+0LaNP6bS1pD0kq2/06bjes9tl/sJR6QjqVL7nWSfZ1kXyfZ10judZJ9nWRfI7kPjqGZZVdtsdujgZm0seKrA3vY3q/bL1p3/V62z+u2rQq8B3gG8EjawufXFxR/2krudZJ9nWRfJ9nXSO51kn2dZF8juQ+eoeghlfQs2npCawFXAccA9wC7SNoB7nvI+WjgqL63vpDW0nIZsFVO3NFJ7nWSfZ1kXyfZ10judZJ9nWRfI7kPplnVBZgki4BjbZ8CIOnJwKbAEcAnge3Upnf+Gu2EfpTtq2kPQc+2fX5Nsae95F4n2ddJ9nWSfY3kXifZ10n2NZL7ABqKHlJaS8ppkmZ2318IPNL2Z4GZkg5zm1FrY2Bhd+Ji++s5cccluddJ9nWSfZ1kXyO510n2dZJ9jeQ+gIaiQmr7Dtt32V7YbdoNuKn7+gBgC0nfBL4E/BTut3BujFFyr5Ps6yT7Osm+RnKvk+zrJPsayX0wDcuQXaDNxkWbUWt94Mxu863AXOCJwB/c1i26b+HcGL/kXifZ10n2dZJ9jeReJ9nXSfY1kvtgGYoe0j6LgBWAm4GtuxaUdwGLbF/QO3FjwiX3Osm+TrKvk+xrJPc6yb5Osq+R3AfI0Cz70iPpqcBF3etk2ycVF2koJPc6yb5Osq+T7Gsk9zrJvk6yr5HcB8cwVkg3Bl4NHGf7ruryDIvkXifZ10n2dZJ9jeReJ9nXSfY1kvvgGLoKaUREREREREwNw/YMaUREREREREwRqZBGREREREREiVRIIyIiIiIiokQqpBEREREREVEiFdKIiIiIiIgokQppRERERERElEiFNCIiIiIiIkqkQhoREREREREl/h8jO6NtwGnvkQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1d036b70780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.DataFrame(np.random.randn(1440,4), index=timestamp, columns=list('ABCD'))\n",
    "df.plot(figsize=(16,8))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['A', 'B', 'C', 'D']"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list('ABCD')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                  A\n",
      "2013-03-29 23:00:00+01:00 -0.261770\n",
      "2013-03-30 00:00:00+01:00  0.286756\n",
      "2013-03-30 01:00:00+01:00 -0.991124\n",
      "2013-03-30 02:00:00+01:00  0.238201\n",
      "2013-03-30 03:00:00+01:00 -0.304830\n",
      "\n",
      "                                  A         B         C         D\n",
      "2013-03-29 23:00:00+01:00 -0.261770 -0.437576 -1.700408  0.662526\n",
      "2013-03-30 00:00:00+01:00  0.286756  0.790044 -0.394573  1.075850\n",
      "\n",
      "                                  A         B\n",
      "2013-03-29 23:00:00+01:00 -0.261770 -0.437576\n",
      "2013-03-30 00:00:00+01:00  0.286756  0.790044\n",
      "2013-03-30 01:00:00+01:00 -0.991124  1.372114\n"
     ]
    }
   ],
   "source": [
    "# Indexing\n",
    "print(df[[\"A\"]].head(),df[0:2],df[[\"A\",\"B\"]][:3],sep=\"\\n\\n\")\n",
    "\n",
    "# es gibt noch 100te andere Möglichkeiten zu indexieren... check out the web page\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     A          B    C  D      E    F\n",
      "0  1.0 2013-01-02  1.0  3   test  foo\n",
      "1  1.0 2013-01-02  1.0  3  train  foo\n",
      "2  1.0 2013-01-02  1.0  3   test  foo\n",
      "3  1.0 2013-01-02  1.0  3  train  foo\n"
     ]
    }
   ],
   "source": [
    "df2 = pd.DataFrame({ 'A' : 1.,\n",
    "                    'B' : pd.Timestamp('20130102'),\n",
    "                    'C' : pd.Series(1,index=list(range(4)),dtype='float32'),\n",
    "                    'D' : np.array([3] * 4,dtype='int32'),\n",
    "                    'E' : pd.Categorical([\"test\",\"train\",\"test\",\"train\"]),\n",
    "                    'F' : 'foo' })\n",
    "print(df2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "fp=\"Q_Kreischa.txt\"\n",
    "my_df=pd.read_csv(fp,parse_dates=True,index_col=0,sep=\",\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([<matplotlib.axes._subplots.AxesSubplot object at 0x000001D038B08B38>,\n",
       "       <matplotlib.axes._subplots.AxesSubplot object at 0x000001D039964400>],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1d036b5c860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "my_df.plot(subplots=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1d03b723748>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1d03bf02fd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plots können so easy sein ;)\n",
    "my_df[[\"w\"]].boxplot()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1ea2fa0a2e8>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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