Project51_109B_EDA.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "cases_df = pd.read_parquet(\"cases_final_v1.parquet.gzip\", engine=\"fastparquet\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['State', 'url', 'name', 'name_abbreviation', 'decision_date',\n",
       "       'docket_number', 'first_page', 'last_page', 'citations', 'volume_url',\n",
       "       'volume_barcode', 'volume_volume_number', 'reporter_url',\n",
       "       'reporter_full_name', 'reporter_id', 'court_url',\n",
       "       'court_name_abbreviation', 'court_slug', 'court_name', 'court_id',\n",
       "       'jurisdiction_name', 'jurisdiction_name_long',\n",
       "       'jurisdiction_whitelisted', 'jurisdiction_url', 'jurisdiction_id',\n",
       "       'jurisdiction_slug', 'frontend_url', 'preview', 'opinion_type',\n",
       "       'opinion_text', 'casebody_status'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cases_df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "StateCount = pd.value_counts(cases_df['State'].values, sort=True) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16, 8))\n",
    "# StateCount.plot.barh()\n",
    "sns.barplot(StateCount, StateCount.index)\n",
    "plt.title(\"Number of cases by State\", fontsize=20)\n",
    "plt.xlabel(\"Number of Cases\", fontsize=15)\n",
    "plt.ylabel(\"State\", fontsize=15)\n",
    "plt.xticks(fontsize=15)\n",
    "plt.yticks(fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "CasesByYear = cases_df['decision_date'].groupby(cases_df.decision_date.dt.year).agg([\"count\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "CasesByYear = CasesByYear.sort_index(ascending=True)\n",
    "plt.figure(figsize=(20, 12))\n",
    "plt.scatter( CasesByYear.index, CasesByYear['count'])\n",
    "plt.xlabel(\"Year\", fontsize=15)\n",
    "plt.ylabel(\"Number of Cases\", fontsize=15)\n",
    "plt.title(\"Number of Cases per Year\", fontsize=25)\n",
    "plt.xticks(fontsize=15)\n",
    "plt.yticks(fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "CourtNamplt.figure(figsize=(16, 8))\n",
    "StateCount.plot.barh()\n",
    "plt.title(\"Number of cases by State\", fontsize=20)\n",
    "plt.xlabel(\"Number of Cases\", fontsize=15)\n",
    "plt.ylabel(\"State\", fontsize=15)\n",
    "plt.xticks(fontsize=15)\n",
    "plt.yticks(fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Illinois Appellate Court                                          123693\n",
       "Supreme Court of North Carolina                                    69312\n",
       "Arkansas Supreme Court                                             50853\n",
       "Illinois Supreme Court                                             49169\n",
       "North Carolina Court of Appeals                                    26958\n",
       "Supreme Court of New Mexico                                        11442\n",
       "Illinois Court of Claims                                            9835\n",
       "Arkansas Court of Appeals                                           8506\n",
       "Court of Appeals of New Mexico                                      6896\n",
       "North Carolina Superior Court                                        896\n",
       "United States Circuit Court for the District of North Carolina       295\n",
       "Superior Court of the Territory of Arkansas                          250\n",
       "Illinois Circuit Court                                               201\n",
       "North Carolina Court of Conference                                   120\n",
       "Arkansas Circuit Court                                                57\n",
       "Arkansas Superior Court                                               38\n",
       "Arkansas District Court                                               13\n",
       "North Carolina District Court                                          1\n",
       "dtype: int64"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "CourtNameCount = pd.value_counts(cases_df['court_name'].values, sort=True) \n",
    "CourtNameCount"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No handles with labels found to put in legend.\n"
     ]
    },
    {
     "data": {
      "image/png": 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+fuTnvP3225kzZw633HLLfMdmzJjBBhtswPLLLz/p/gzMSpIkSZIkSdIE5syZwwMf+EBmzpxJkrvLq4q5c+cyZ84cHvrQh066P1MZSJIkSZIkSdIEbrnlFtZcc817BWUBkrDmmmsOXUk7HgOzkiRJkiRJkjQJg0HZicrHY2BWkiRJkiRJkkbMwKwkSZIkSZIkjZiBWUmSJEmSJEmahKqaUvl4DMxKkiRJkiRJ0gRmzJjB3Llz5wvCVhVz585lxowZU+pvuUU5OEmSJEmSJEm6P9pggw2YM2cOV1111XzHZsyYwQYbbDCl/gzMSpIkSZIkSdIEll9+eR760Icusv5MZSBJkiRJkiRJI2ZgVpIkSZIkSZJGzMCsJEmSJEmSJI2YgVlJ93lJ9khydd/nLZJUksf1lVWSnfs+z0ryvcU0nkOSzF5Eff1TkhuT3JTkgYuiz4W1KOYyycbdfVttEY/tCUmOTHJ5ktuSXNbdj8csyvNMYhy7J9lilOeUJEmSJN23GJiVtLTaCXj/Yup7b2D7RdTX1sBKwIrdz/cXGwMfBRZZYDbJK4FfAmsC7wKeB+wGrAWcsajOM0m7A1uM+JySJEmSpPuQ5aZ7AJI0Harq/MXY90WLsLvtgL/0/fztRdj3/UaSBwOHAocD21dV9R3+nyQvHdE4Vqyqm0dxLkmSJEnSfZsrZiUtlQYfv++lQ0jyxCRndqkDzknyzIF2y3Z1L01ya5Lzkrx2oM69UhkkWS3JN7rH6m/p2n59EmNcHdgKOKJ7vSDJmgN1euPePMmvu/5/k+QZA/UuTrJfkg93j/nfkOQ7SVYdqLdGkq8luaLr6/8leerEM3qvPh6V5Igkf+3m8bwkuyRZpju+BXBcV/0vXWqEi/vab9i1n9e1PynJIyc47ZuBFYBdB4KyAFTV8X39T+YezpeeYTBFRpKZ3efXJTksyTXAcd21rAl8tDtepjWQJEmSJA0yMCtJ91iJturya8C/AbcCxyZZqa/OXsAHgQOBl9Mekf9Oku3G6Xd/4Bm0x+u3Aj4AzBc8HOJVwPK0oOzhtKccXjXGuL8NHAC8GrgG+FGSBw3U2472eP8OwLuBlwDf6B1M8gDgFOD5wHuAVwBXAacM6Ws86wMX0NJFvBj4OrAn8N7u+K9pKQYAXglsBmzTjWEN4HTgkcDbgG2Bf+rGsOI453w2MLuqrh6nTs+C3MPx7AdcT5v7j9Ou5VrgINq1bUa7ZkmSJEmS7mYqA0m6x4rALlV1GkCSvwPnAM8CTuyChrsA+1TVPl2bk5JsAOxBC54Osynw5ao6sq9sMikJtgP+UFXnduM5vyv72pBxf7Cq/qer9xPg0m6s7xuo95KquqGrdyPwrSSPrqo/AK8HHgc8tqr+3NU5hRZk3ZUWrJ1QVZ0KnNq1Dy3QuhItIPyJqrouyQVd9XOq6uK+5u+iBWKfUFXzuj7OAC4G/hP48hinXZ92r8a1EPdwPGdW1dsHznMHMKeqzlyA/iRJkiRJSwFXzErSPW4HZvV97uWh3aB7fxwtwHjUQLsjgY2TrDNGv78B3pNkpyQbT2YgSdajrQI9oq/4cOBZSdYf0uTY3g9d4PVkWkC438m9oGznGCDAU7rPzwPOpqUXWC5J7493PwU2mcy4u7HPSLJnkgtpq45vBz4GPLSvz7E8rxv7dX1juL4b10RjmMwq5AW9h+M5YQHakOQtSWYnmT33husWpAtJkiRJ0n2YgVlJusd1VXVX70NV3db9OKN7X697v2KgXe/z6mP0uzPwfeAjwAVJ/pzk3ycYy2to/40+sctRuxrwI1og9TUDdW8YsuHUlX3j7S+7W9fmhr56awFPowVS+19vAh4ywXj7fYqWquBAWiqDpwC91akzxmrUN4bXDBnDlhOM4W/AhpMY24Lew/EM9jUpVXVgVW1SVZusufIqC9KFJEmSJOk+zFQGkjR5f+/e1wHm9pWv273PG9aoqq4B3gm8M8njgd1pOU3Prarzh7WhpSwAOGuMY/v3fV45yYoDwdl1+sbbX3a3Lmfryn315gGzgR2HnPPWMcY5zKuBL1bVvn3neskk284DfgjsPeTY9eO0mwV8MMkavRQIY5jsPbyFtplYvzXG6HMyK3UlSZIkSboXV8xK0uT9HriJFnjsty3wp6q6aqIOunyx76H99/dRw+okeRgtDcFnaStF+1/7ApskecRAs2362q9M28DrlwN1nt8d63klLag4u/t8KvBw4NKqmj3w+t1E19ZnRfoCuUmWBQZXCA+uRu45FXgscN6QMVzA2A6irazdb9jBvsDwZO/hHOa/P88f5/yDbmPi1cGSJEmSpKWYK2YlaZKqal6SzwEf6jZ3mk0Lbr6Ye1a4zifJ6bQcsL+nBUJ3AG5k/sBpz3bAXcB+VXXZQF/nA++mBTp7q0pvBj7WBV0vo6URWAH4/EC/NwMnJPk07ZH+TwPH9q3aPQx4GzAryX7A/wFr0oLEl1fVZ8e6xgEnA2/vcszOA94OPGCgTi/I+tYkRwA3dcHf/WmbkJ2W5Iu0FAXr0vLtnl5VQzfnqqrLkmwPHN5t5HVw13Z9WmqEZwNrTOEeHgv8V5LP0nLIbglsNcnrB/gj8JIkJ9LSRVxQVeOt+JUkSZIkLWUMzErS1HwEuIP2uP+6wIXA66vqiHHa/ALYHpgJ3AmcA7yoquaMUX874NTBoCxAVV2Z5OSuTi8wexPwBuCLwKNpQcEXV9VgKoMjaOkADqKlMPghfWkLquqWJFsCewF7dtd3JS2A/MNxrm/QO4ADgC/TgsGH0gKdB/ad65Iku9FSPLyDtkJ1ZlVdneRptM3CPgusRks/cDpw7ngnraqjkzwVeD8tKL0GcBVwGm1TsZ4J72FVnZDkA8BOwJuBHwC7dO+T8Z7u+k+gbTa2JffeWE6SJEmStJRLlanxJOm+KskewM5VtdYE9S4GvldVu41iXJqaJ2z0sDr5fXtN9zAkSZIk6T5j7R1fP91DmJQkZ1fVJsOOmWNWkiRJkiRJkkbMwKwkSZIkSZIkjZg5ZiXpPqyq9gD2mES9mYt7LJIkSZIkafJcMStJkiRJkiRJI2ZgVpIkSZIkSZJGzMCsJEmSJEmSJI2YgVlJkiRJkiRJGjEDs5IkSZIkSZI0YgZmJUmSJEmSJGnEDMxKkiRJkiRJ0ogZmJUkSZIkSZKkETMwK0mSJEmSJEkjZmBWkiRJkiRJkkZsuekegCRJS7vl1l6DtXd8/XQPQ5IkSZI0Qq6YlSRJkiRJkqQRMzArSZIkSZIkSSNmYFaSJEmSJEmSRszArCRJkiRJkiSNmIFZSZIkSZIkSRoxA7OSJEmSJEmSNGIGZiVJkiRJkiRpxAzMSpIkSZIkSdKILTfdA5AkaWl3+1WXcflXPjrdw5Ak6X7tQTvtOd1DkCTpXlwxK0mSJEmSJEkjZmBWkiRJkiRJkkbMwKwkSZIkSZIkjZiBWUmSJEmSJEkaMQOzkiRJkiRJkjRiBmYlSZIkSZIkacQMzEqSJEmSJEnSiBmYlSRJkiRJkqQRMzArSZIkSZIkSSNmYFaSJEmSJEmSRszArCRJkiRJkiSNmIFZSZIkSZIkSRoxA7OSJEmSJEmSNGIGZqUlUJLtk5yd5Pok/0hyTpL9p3tcS5IkD0iyWzc3Nya5KcmvkrwlyQojHMemSfZYxH3ukOQvSe5IMmuMOlskqSRXJ1l54NjOSWoRjmfbJNsPKZ+V5HsL0e8TkhyZ5PIktyW5LMkhSR6zUAOe2hhmdvP40r6yi5PsN6oxSJIkSZKWTgZmpSVMkvcD3wBOAl4JvAH4AfDy6RzXkiTJisApwIdoc7M1bX5+COwD7DjC4WwKfHRRdZbkQcBXadf1bGCnCZqsyeK/3m2B7Rdlh0leCfySNv53Ac8DdgPWAs5YlOdaANsAX5jmMUiSJEmS7ueWm+4BSJrPzsDXquoDfWXHJdlzVANIsmJV3Tyq8y2AfYAnAU+tqt/3lZ+S5MvAoxb3AJIsCyy7GLp+eNfvwVV17iTqzwJ2TfLFqrplUQ5kcX0PkjwYOBQ4HNi+qvpX9/5P/+rVBex/WWDZqrptQdpX1TkLc35JkiRJkibDFbPSkmc14PLBwv7gVd9j7I/rrzP4aHn3WPjsJK9I8scktyQ5ffBR8a6vdyf5XJKrgN/1Hdu66+OW7pHzfZMs33d8j+5x+qd29W7uzvHQJOsk+X6SG5L8IclzBq8ryZuTnJfk1iSXJNl9vMlJshLwVuCAgaBsb57mVdX/66v/hCSndqkO/pHkO0nWXci5PA+4BXgv8MW+OayxUg/09bNzkj9313thknf1zyXw8+7jb7v+th+vP2BfYHXgzROcd60khyaZ283FrCSbDNS5OMlnknw4yRzguiSHAP8GPLvvGvcYaPfa7lquS/KjJBtMMOY3AysAuw4EZQGoquP7+n5D932a192/nwwZ97B789Tu2Lj3f4y5ulcqg77+n5/k3LTUGacneexAu13T0mlcm+SKJMclefgEcyFJkiRJWkq5YlZa8vwaeEeSS4Hjq2ruQva3EbA/8GHgZmBP4KQkjxhYYfke4GfAf9D90SbJtrRVjV8DPgD8M/CJ7vhufW1XAg6kBQlvpD0G/i3gVuBHwFeA3YGjkjykqm7q+n8P8PGu3SzgycDeSW6qqi+NcT1PBv4JOHGiC0+ydtfvH4DXAisDnwROTrLJAqyonNmNdS/gCuCPwKrArsBmXZ3rxhnPDrRA7v60VBVbAp9J8oCq+iQthcWVwJeB1wH/B1w0wZj+ChwG7J7ka1V1+xj1vk9bjbsbcDXtfv8kyROr6sK+eq8FzqOlUFgO+C2wIe0PBr20CnP66j8VeHA3BysCn6d9F148zpifDcyuqqsnuDZoc34YbR5W6Mb3sySPq6r/G6jXf2/+sojv/4bAp4GP0X6P9gO+242jF1zeAPgScAmwCvA24IwkG1fVtVM4lyRJkiRpKWBgVlryvJ0WRDsEqCR/AI4G9quqMYN+41gL2Lq3ijTJ2bQg1/bAAX31Lq+q1/Q+JAktEHVYVe3UV34r8OUkn+gLGq8IvLOqftrVeTAtuPjRqtqvK5tDC/g9G/hRklVouVn3qapemoaTuxWxH0ry1aq6c8j1rN+9XzqJa9+1e9+qN3dJ/gScRVsFevgk+ui3JvC8qvpNryDJxQBVdeZ4DZMsA+wBHFJVvXH9OMmqwPuTfK6q5iQ5vzt27rAVwWP4JPAmWj7ig4ac+4XA5sAWfffoNOBiWoD2rQNNXtoftE8yD1hmjGtcBXhJVf2jq/sg4LMZPw3C+sCk0gVU1V5941gGOBl4CvB6WhC2Z9i9+WT346K4/2sAm1fVn/vGcizwSFqAnqrqX/28bDfWK2k5kA+bwrkkSZIkSUsBUxlIS5gur+ijaZtZfQUIbbXr7CQrL0CXV/Y/2l9VlwBn0zat6nfCwOeNaasEv5tkud4LOA2YAfQ/+n8b9zyCD9BbgXnakLJeYHUz2srXo4b0vy5t9eF45nsEfohNgR/3B7Sr6pe0gOQzJtF+0N/6A39TtAFtZelRA+VH0oKb/7KA/VJVFwFHAO/rAoKDNgWu6gVluzY3Ascz/zycOsVctb/qBWU7vcDy+sMq9w97Mp0neXSSY5NcAdwJ3E4Lhm48UHXYvVmU9//iXlC207vOu7+nSZ6W5OQkc4E7gJtoq3QHx9qr/5YuRcLsuTfcNMXhSJIkSZLu6wzMSkugqrq1qo6rqp2r6jG0nJyPAP5rAbq7coyy9QbKrhj4vFb3/r+0YFjv9Zeu/CF9da+vqrv6PvceEb+mV9D32PiMgf7PG+j/J0P67/e37n3DMY73W4/5r4uubI1JtB/WbkH15nuwj97nBRlPv4/TUk28ZsixqczDVK/xmoHPg/d5mL8xifuX5IHAj2nfhXcDz6Stlv3tkP6HjXtR3v9xrzPJht1YQ1uBvHk31iuHjBWAqjqwqjapqk3WXHmlKQ5HkiRJknRfZyoD6T6gqg5Ksi/wqK6ot6JxhYGqa9Dyh/ZbZ0iX69ACovc6zcDned37Wxj+2PlfhpRNRa//lzI8eHbBGO1m0/LYbgWcMsE5/s7w61+XtmoYpjaXk1rlOc5YGDKe3kZU81gIVXV+kmNpuYC/NuTcY83D4KwSXu4AACAASURBVHkX5honaxbwwSRrVNV4170ZbUXq86vqj73CLv3DoGHjnsz9X1ReSMu1vHW3GpluBfjCBtwlSZIkSfdTrpiVljBJ5gskdZsYrco9Acze5kuP7qvzENoj3oPWSfL0vnobAk8CfjnBUC6grWycWVWzh7wWdlOyX9A2UXrwGP1fP6xRl7f0a8COSR4zeDzJakl6G3GdBWzVrbzsHX8KbaOo07uiqczlMLd1bcZbIdo7z2XAqwfKt6VtGPa7SZ5vPPsAjwW2GSg/i/Y9eFavoMvl+xLumYfx3Mb4K2Cn6iDa6uj9hh1M8pLuxxW791v7jj2ddv8mYzL3f1FZEbiLlsKgZ1v8A6gkSZIkaQz+g1Fa8vwuyQ9oj0VfCWwE7EbLV3koQLdJ1K+AvZPcRPsjywcYvuryauBbST5MC4Tu1fV7yHiDqKq7kuzatV0F+BEtQPcw4BXAq6pqgRNjVtU1SfYAPp9kI+Bn3XVsDGxZVYPBxX4fouUPPSPJZ4EzuvKnAu+gbYb1C2B/YEfgpCSfouX7/CQtCHp0N46pzOUwvZWc/91tqHVdVc232rebzz2Ar3U5SE+mbYS2I/CBKeZ1HaqqzknyI+BFA+UnJTkDODLJ+4C5tO/UirQN3ibyR2DrJK+gCzBX1WULMc7LkmwPHJ5kA+Bg2h8B1qelYng2baXpmcANwNe7FeMb0DZQ+9uQboeZ8P4vQqcBywLfTHIQLUC+G/OnQJAkSZIkCXDFrLQk2ou2ou8LtODs3rS0A5tWVX/6gNcClwLfpuUX3Yvhj/9fAryHFtA6grY6c6vJBAKr6kjajvJPoG1adQywE/Br7smxucCqal9aqoQXAT8ADgdex703EhvW7mbgecDHgFcCx3WvbYB96R7lr6qrgC1p6QoOB77c9f38vpy3MPm5HObntODmf9NWaA6mEegf99eBd3bjPB7YDti1qj45yXNNxj5jlG9DCwZ/jnYvAzynqi4co36/r9C+iwcDv6Lds4VSVUfTAunXAJ+nBTb3p6WpeF5X5wraCuMH0b4fuwBv456N5CY6x2Tv/0Krqt8Bb6Jd0/G079SrgWsX5XkkSZIkSfcfqRpFOkFJ0yHJIcDjqmqT6R6LpLH960YPrpPeu8N0D0OSpPu1B+2053QPQZK0FEpy9lhxGVfMSpIkSZIkSdKIGZiVJEmSJEmSpBFz8y/pfqyqtp/uMUiSJEmSJGl+rpiVJEmSJEmSpBEzMCtJkiRJkiRJI2ZgVpIkSZIkSZJGzMCsJEmSJEmSJI2YgVlJkiRJkiRJGjEDs5IkSZIkSZI0YgZmJUmSJEmSJGnEDMxKkiRJkiRJ0ogZmJUkSZIkSZKkEVtuugcgSdLSbvm1H8yDdtpzuochSZIkSRohV8xKkiRJkiRJ0ogZmJUkSZIkSZKkETMwK0mSJEmSJEkjZmBWkiRJkiRJkkbMwKwkSZIkSZIkjZiBWUmSJEmSJEkaMQOzkiRJkiRJkjRiBmYlSZIkSZIkacQMzEqSJEmSJEnSiC033QOQJGlpd/NVF3LuV18+3cOQpKXC43f84XQPQZIkCXDFrCRJkiRJkiSNnIFZSZIkSZIkSRoxA7OSJEmSJEmSNGIGZiVJkiRJkiRpxAzMSpIkSZIkSdKIGZiVJEmSJEmSpBEzMCtJkiRJkiRJI2ZgVpIkSZIkSZJGzMCsJEmSJEmSJI2YgVlJkiRJkiRJGjEDs5IkSZIkSZI0YgZmJUmSJEmSJGnEDMxKWiKk+UuSSvLwKbSb2bV56eIc33RLsnySdyf5fZKbklyd5Kwk75vusS1JkqySZK8k5ye5Ocn1SX6WZNskI/vfvCQvSLLLqM4nSZIkSbrvMTAraUmxGTCz+/nfp3EcS6ovAXsB3wFeCrwF+Cnwsukc1JIkyTrAmcCbgYOBFwOv7sq+wWjn6gWAgVlJkiRJ0piWm+4BSFJnO+BG4Pfdz/tM1CDJjMU9qCVBkpWANwEfrKpP9x06JklGOI4Vq+rmUZ1vAXwVWB3YpKr+1ld+YpIvAasu7gEkWR64a3GfR5IkSZJ03+eKWUnTLsmytJWNP6StdHxMkscP1Nm+S1mwaZJZSW4G3jNGf1t0j7B/vPu8XpKDk/xf93j7n5Lsk2SFvja9lAjbJvlakmuTzEmyZ/8j8Ek2SPLdJFd2fV2UZO++45sl+WGSy5LcmOQ3SV43ML7Vknyjq3NLkkuTfH2cKfonYHng8sEDVVVD5mjlgfNdnGS/vs+zknwvyVu6YzcnOSHJ+kPm43VJDktyDXBc3/E3Jzkvya1JLkmy+8A5D0kyO8lLurQCN3XnWCPJw5P8pJuf2UPu9TJJ3pfkwq7/PyV54zjzQ5KNgG2Ajw8EZXvzdGlV/a6v/nO6VBC3JLkiyVf6520B5/Ii4BbgQGBXYKOuj0pyyHjjlyRJkiQtfVwxK2lJ8BxgXeAI4HTaY/vbAecOqXs4bWXknsA1gweTbAUcC3yyqvbqitcC5gHvBv4BbAzsAawNvHWgi32Bo4FXAc8FPgKcB3y3O34YsCItlcA1wMOAR/W13wg4AziAFqTbHPhmkruq6vCuzv7A04F30YKtDwGeNXxqoKquSvJXYI8kNwInV9X1Y9WfpM2AR9LmZAbwKeD7wFMG6u0HHEMLnN8JkOQ9wMdpczULeDKwd5KbqupLfW03pKVf+BCwEvBFWtByJvD1rv0ngCOSPLYvyPxF4I1d218DzwcOTjK3qo4f43qeBQQ4caILT/KYrt7JwL/R5v+TtHv5wonaD7E58M/Ae4GbaKu+Z9C+19t0da5agH4lSZIkSfdjBmYlLQm2owU5T6yq25KcDPx7kg/0rwjtfKGqPt/7kGRm388vpwVQP1RVd69q7FZK7tZX7wxa2oSDk7yjqm7r6/9nVbVr9/PJSV4IvJJ7ArObAttVVW/16Kz+wVXVEX3nCfAzYANgB1pQudfHl6vqyL6m3x42MX22pwWujwbuSnJO9/kLA+OfrHWAp1fVJd1YLwFOT/LCquoPbp5ZVW/vu6ZVgI8C+1TVnl3xyWnpFj6U5KtVdWdXvgawWVVd1LV9PG2V8xur6rCuLMAJtOD2H9I2ftsReFNVHdr1c0qS9brzjhWY7a32vXQS1/4R4BLg5b2xJpkHHJlks6r6xST66Lca8MSquntFc5K/A7dW1ZlT7EuSJEmStJQwlYGkaZXkAbRVhcf2BRgPp62qfNqQJieM0dW/AUcBu/YHZbtzJMku3SP1NwO30zbRegBtVWe/Hw98Pp8WWO35DfCJ7lH3wbYkWT3JF7pA5+3d6y20Vbr9fbwnyU5JNh7sY5iqOo22KnM7WrqHNYFPA6f1p1qYgl/3grJd/2cAV9KCxv0G53szWmqFo5Is13sBp9FWPffP1cW9oGznwu79tCFlvcDqc2k5Wo8d6P9U4AlpaS/GMxjIH2ZT2vftzr6yo4E7gGdMov2gs/uDspPVpT+YnWT2P25YkNi6JEmSJOm+zMCspOn2ItqKw//tcq+uRluFeistCDnoijH6eTktXcGxQ47tAnymO7Y1LTDXWwU6uIHYYHqE2wbqvAaYDXwWuCQth+xz+44f0tX5NPACWmqAgwf62JmWNuAjwAVJ/pzk38e4rrtV1fVVdURV7UB77H5v2mP0L5uo7RBXjlG23kDZ4Hyv1b2fxz2B59uBn3TlD+mrO2wuB8t7Zb35WQtYFrh2oP9DaE95DI6vp5dXdr5g+RDrMXBdXZB2Lm2V71SN9Z0cV1UdWFWbVNUmq6+8wsQNJEmSJEn3K6YykDTdesHXo4Yc2zbJuwZWNo61IvIdtHypJyd5VlXN7Tv2auCoqvpgr6DLMzpl3cZS23erVDel5ar9Ybd69kbgJcDOVXVA37mWGejjGuCdwDu7x/t3B76T5NyqOn+S46gknwY+TEsD8ANaTluAwSjf6kO6WGeMsr8Pnmrg87zu/aUMD0heMNaYJ2kebeXq5rSVs4OGBZShpYwoYCvuWYU7lr8zcP3dStw1uef6pjKXk1mlK0mSJEnSvbhiVtK06Xa8fyktdcGWA6930x6N33KS3V1HC8oVcFKXC7VnRdoK3H6vW/CRQ1Xd1eUP3ZO2sdVGtNQIy/afK8kDaat5x+rnXFre1WW49yZid0uyfLeSeNAjuvdegHRO9/7ovrZPBfrnoudJ/akYkmxOC1b+cqyxdn4B3Aw8uKpmD3kt7KZkp9HmcNUx+h/6zH+XluFY4ANdPtp7SfKQJP/SfTwL2GYgLcIraX+sPL37PJW5HGZwpbUkSZIkSffiillJ02lrWlDz81V1Vv+BboOuD9JW1J4ymc6qam6S5wM/B47vNrK6CTiZtjr1LOAiWlD24VMdbJJVgZOAw4A/0QKxuwKXA3+oqpuT/Ar4SJLraCs+30d7LH+Vvn5OpwURf08LJO9AW207VlB0VeBPSQ6lpQy4Fngk8H7aI/y99A2/7D5/IcmHaY/l704LWg+6kjZHe9ACiJ+i5Z09cUjdu1XVNV2bzyfZiLZSdRlaDt0tq2qb8dpPpKouSHIAcESSfWlpI2YAjwU2rqo3j9N8R+CnwOwk+wNn0+7Rs2mpK94A/A7YBzgH+H6Sr9Ly4n4KOKlv46+pzOUwfwTWTbI97T5fXVUXT7KtJEmSJGkpYGBW0nTaDvjzYFAWoKpuT/JdYLskO022w6r6e5fz9efAMUleDuwFrE0LyAEcQ0slcNwUx3sLLbD337RcqjcBZwIvqKqbuzqvBQ6kBW/nAl+iBZ937uvnF8D2tA3O7qQFCV9UVXMY7jpgX+DFXf+r0IKGJwH7VNW13bXflmQb4CvA92hpBXakbXQ26Be0gPfnaHMzi7ZJ2YSqat8klwHvogWmb6EFqo+cTPtJeHvX3w60e3cdbRO2gyYY15VJngbs1rX9GC0/7TndWI/v6p2X5EXAx2nfhetoq7Z37+trKnM5zHdpq733pc3vobR7LkmSJEkSAKkyNZ4kLU2SzKKt4HzVdI9FzWM3Wq0Of9+zpnsYkrRUePyOP5zuIUiSpKVIkrOrapNhx8wxK0mSJEmSJEkjZmBWkiRJkiRJkkbMHLOStJSpqi2mewySJEmSJC3tXDErSZIkSZIkSSNmYFaSJEmSJEmSRszArCRJkiRJkiSNmIFZSZIkSZIkSRoxA7OSJEmSJEmSNGIGZiVJkiRJkiRpxAzMSpIkSZIkSdKIGZiVJEmSJEmSpBEzMCtJkiRJkiRJI7bcdA9AkqSl3YprP5zH7/jD6R6GJEmSJGmEXDErSZIkSZIkSSNmYFaSJEmSJEmSRszArCRJkiRJkiSNmIFZSZIkSZIkSRoxA7OSJEmSJEmSNGIGZiVJkiRJkiRpxAzMSpIkSZIkSdKIGZiVJEmSJEmSpBEzMCtJkiRJkiRJI7bcdA9AkqSl3XVX/5mTDnrxdA9Dku6ztvqv/53uIUiSJE2ZK2YlSZIkSZIkacQMzEqSJEmSJEnSiBmYlSRJkiRJkqQRMzArSZIkSZIkSSNmYFaSJEmSJEmSRszArCRJkiRJkiSNmIFZSZIkSZIkSRoxA7OSJEmSJEmSNGIGZiVJkiRJkiRpxAzMSpIkSZIkSdKIGZiVJEmSJEmSpBEzMCtJkiRJkiRJI2ZgVtL9TpI9klzd93mLJJXkcX1llWTnvs+zknxvMY3nkCSzF7KP5ZO8O8nvk9yU5OokZyV536Ia5/1BklWS7JXk/CQ3J7k+yc+SbJtkZP+bl+QFSXYZ1fkkSZIkSfc9y033ACRpCbETcPti6ntvYMWF7ONLwOuAjwFnAasBTwNeBnxyIfu+X0iyDjCLNjf7A2cDDwCeA3wDuBX4wYiG8wLgVcDnRnQ+SZIkSdJ9jIFZSQKq6vzF2PdFC9M+yUrAm4APVtWn+w4dkyQLNbipjWPFqrp5VOdbAF8FVgc2qaq/9ZWfmORLwKqLewBJlgfuWtznkSRJkiTd95nKQJKYP5VBLx1CkicmObNLH3BOkmcOtFu2q3tpkluTnJfktQN17pXKIMlqSb6R5LIkt3Rtvz7O8P4JWB64fPBAVVVfv9t3KRpWHjj/xUn2G7zWJG/pjt2c5IQk6/fVmdn19bokhyW5Bjiu7/ibu2u9NcklSXYfds1JXtKlFbipO8caSR6e5CdJbuzqPH6g7TJJ3pfkwq7/PyV54zjzQ5KNgG2Ajw8EZXvzdGlV/a6v/nO6VBC3JLkiyVf6520B5/Ii4BbgQGBXYKOuj0pyyHjjlyRJkiQtfVwxK0ljWwk4FPgsLSj6UeDYJBtW1U1dnb2A3YE9gV8B/wZ8J0lV1eFj9Ls/8HTgXV2/DwGeNdYgquqqJH8F9khyI3ByVV2/kNe2GfBI4N3ADOBTwPeBpwzU2w84Bng1cCdAkvcAHwf2paUOeDKwd5KbqupLfW03pM3Ph2hz+UVa0HIm8PWu/SeAI5I8ti/I/EXgjV3bXwPPBw5OMreqjh/jep4FBDhxogtP8piu3sm0+/UQWjqIhwEvnKj9EJsD/wy8F7gJ+D1tTp9DCxYDXLUA/UqSJEmS7scMzErS2FYEdqmq0wCS/B04hxYEPDHJGsAuwD5VtU/X5qQkGwB7AGMFZjcFvlxVR/aVfXuCsWwPHAEcDdyV5Jzu8xeq6rapXhiwDvD0qroEIMklwOlJXlhV/cHNM6vq7b0PSVahBaj3qao9u+KTu3QLH0ry1aq6sytfA9isl8qhWxn7HuCNVXVYVxbgBOBRwB+SPBzYEXhTVR3a9XNKkvW6844VmO2t9r10Etf+EeAS4OW9sSaZBxyZZLOq+sUk+ui3GvDEqrp7RXP3Xbm1qs6cYl+SJEmSpKWEqQwkaWy301aE9vTy0G7QvT+OthL0qIF2RwIbd5tRDfMb4D1Jdkqy8WQG0gWH/xnYDjgYWBP4NHBakgX5b/mve0HZrv8zgCtpQeN+Jwx83oyWWuGoJMv1XsBpwLrcMzcAFw/k172wez9tSFkvsPpcWo7WYwf6PxV4QpJlJ7iumuA4tGs8ti+ADC3gfQfwjEm0H3R2f1B2srr0B7OTzL72+gWJrUuSJEmS7ssMzErS2K6rqrs3cupbmTqje1+ve79ioF3v8+pj9LszLW3AR4ALkvw5yb9PNJiqur6qjqiqHWiP3e9Ne4z+ZRNeyfyuHKNsvYGywWtbq3s/jxa47r1+0pU/pK/uNQNtbxtSPjinawHLAtcO9H8I7SmPwfH19PLKbjjG8X7rMXBdXZB2Lm2V71QNztGkVNWBVbVJVW2y6gNXWJAuJEmSJEn3YaYykKQF9/fufR1aUK9n3e593rBGVXUN8E7gnd3j/bvT8tKeW1XnD2szpI9K8mngw7Q0AD+gbTwFMBjlGxYgHraadx3uuaa7TzXwuXdNL2V4QPKCscY8SfNoK1c3p62cHTQsoAzwM9pYt+KeVbhj+TsD19+txF2Te65vKnM5mVW6kiRJkiTdiytmJWnB/Z622dOrB8q3Bf5UVRNu+FRV59Lyri5DC7DOJ8nySVYbcugR3XsvQDqne390X9unAqsMafukJBv21ducFqz85QRD/gVwM/Dgqpo95LWwm5KdRlsxu+oY/Q995r9Ly3As8IEuH+29JHlIkn/pPp4FbDOQFuGVtD9Wnt59nspcDnMb96wCliRJkiRpPq6YlaQFVFXzknyOtunVHcBsWoDvxbRcsEMlOZ0WRPw9bbXlDsCNjB0UXRX4U5JDaSkDrgUeCbyf9gj/sV29X3afv5Dkw7TH8ncHrhvS55XA8Un2oAUQP0XLO3vikLr913xN1+bzSTairVRdBtgY2LKqthmv/USq6oIkBwBHJNmXNqczgMcCG1fVm8dpviPwU2B2kv2Bs4EHAM8G3g68AfgdsA9tE7fvJ/kqLS/up4CT+jb+mspcDvNHYN0k29Pu89VVdfEk20qSJEmSlgIGZiVp4XyE9uj9jrQUBhcCr6+qI8Zp8wtge2AmcCctSPiiqpozRv3rgH1pAd/X0lZt/g04Cdinqq6FlgM3yTbAV4Dv0dIK7Ah8Z4wxnAJ8DlibtsnZWyZxvVTVvkkuA94F7Ep77P9PtE3PFoW3d/3tAOxFu/7zgYMmGNeVSZ4G7Na1/RgtP+053ViP7+qdl+RFwMeBY7r+D6cFXnt9TWUuh/kusCXtvq0NHEq755IkSZIkAZAqU+NJ0tIkySzaCs5XTfdY1Gw8c9X64oc3n+5hSNJ91lb/9b/TPQRJkqShkpxdVZsMO2aOWUmSJEmSJEkaMQOzkiRJkiRJkjRi5piVpKVMVW0x3WOQJEmSJGlp54pZSZIkSZIkSRoxA7OSJEmSJEmSNGIGZiVJkiRJkiRpxAzMSpIk6f+zd+/xu5Vz/sdf74oOUlGjSaRmaBzHKY0ccyrnDigxfnYoJJRqkFMUmUgMmUlFwihFKTqXoiSdjIiKhFR00Pmsz++P67p1d/c97va+d+39ej4e38f9vde61rWuddj1eLy/1/osSZIkSWNmMCtJkiRJkiRJY2YwK0mSJEmSJEljZjArSZIkSZIkSWNmMCtJkiRJkiRJY2YwK0mSJEmSJEljtsSCHoAkSYu65VZ6FOu/+YgFPQxJkiRJ0hg5Y1aSJEmSJEmSxsxgVpIkSZIkSZLGzGBWkiRJkiRJksbMYFaSJEmSJEmSxsxgVpIkSZIkSZLGzGBWkiRJkiRJksbMYFaSJEmSJEmSxsxgVpIkSZIkSZLGzGBWkiRJkiRJksZsiQU9AEmSFnVXXnkBX9tv/QU9DGm+ecOcoxf0ECRJkqR7HWfMSpIkSZIkSdKYGcxKkiRJkiRJ0pgZzEqSJEmSJEnSmBnMSpIkSZIkSdKYGcxKkiRJkiRJ0pgZzEqSJEmSJEnSmBnMSpIkSZIkSdKYGcxKkiRJkiRJ0pgZzEqSJEmSJEnSmBnMSpIkSZIkSdKYGcxKkiRJkiRJ0pgZzEqSJEmSJEnSmBnMSpIkSZIkSdKYGcxK9zFJdkpSSY6eYN3BSU6ch/v6jyTrTrC8kmx9D/rdOMkJSa5OckuS85PskmSlezTg2Y1hTj+OZfv31fv3l49rDH2//5xk3yR/THJrksv7dXz6mMexZZIN52F/D0hyQJIr+3mdM4P2NyS5MckD59U45rckJyY5eEGPQ5IkSZJ032MwK913rZfkafN5H/8BrDsvO0yyO3AQcCHwBmA9YA/gFcDe83Jfs3QpsA5w8rh2mOSZwFnAE4EPAy8E3gbcApySZPlxjQXYEphnwSzwdto13ZJ2Xr8/TfsNgGWApfvvkiRJkiQt1JZY0AOQNFeuAi4GPsC8DdMASLJ0Vd00H/p9BfAe4M1V9eWhVScl+RItpL0n/c/1uKvqFuAn92T/s5FkaeBA4HTgpVV169DqbyfZB7htHOOYH9caeDRwXlV9e4btNwN+N/T71+fDmCRJkiRJutdwxqx031TAJ4BXJnnCVA2TPCnJ8f0R8b8m+UaSlYfWDx7hf32S/ZNcDRye5CJgReAjfX2NlDVYPMkn+qP3f0myZ5Ilpxn3tsBZI6FsO6Cqv1XVkUPj+mSSc5Jcn+TiPu5/HDm2i5LsnuRDSS4Grh1at0nf/pZeJuDjSSb9Y9REpQx6/59Osm0fw1/74/krDLV5QJIvJDmvn+Pf9XOx3DTn4jXAqsC2I6Hs4Hz8oKpuHNrP1kku6MfzmyTbjox/vyRnzOCYKsl7knw2yeXAOb38xVOBNw5d6zlTnKuVkny1lym4sT/Ov9bweQPeDDx50N9UJyLJg4D1gQP6z3pJVhxps1OSK5I8M8lZSW5O8rMkzxppN7hmH0pyWb9/vjE6+zjJg5PsleTPva8fJ/m3kTbbJTk9yTW93eFJHjnNsTwsybf6v4mbkvw2yc5TbSNJkiRJWjQZzEr3XQcB59NmzU4oyT8AJ9IeEX8d8E7gucCxSe4/0vzTwHW0wPATwEbANcC+tEfR16E9dj+wHfBQ4N+BTwFvBd49xVjuBzwDOGqGx/eQPo6XAdsA/wSckGTxkXav68e0FbBp39d6tNmoZ9Eei/88sD3whRnue9gmwAtoj+S/F3h5H9fAMsDitOvwEuBDwPNp12cqzwUuqapzphtAki1ox3AYrTzAQcDuSd43qyO50w7AKrRSEu+inbtfA0dw57WeqvTAobQgdXvaOV8M+MFQaLlR7+vXQ/1N5dXA/Wih7DdpT3O8eoJ2y9Bm0v4P7T69GjhyNLCnzbh9IbAFbYb2y4B9Biv7HxCOA15EOxcbApcDx4309TDaPbNB72txpi8xsT/wcNr98hLg48B0f7CQJEmSJC2CLGUg3UdV1R1JPgnsm+TDVXX+BM2265/rV9W1AEnOB04DXkULwQZ+UlXvGN44ye3AxVU10SP+F1XVnP770Wn1UjcGdptkyCvSAqo/TH90UFVvGhrH4sCptPINzwR+ONL85VV189D3jwEnVtUb+/ejkgDsmmSXqrp4JmPobgM2rKrb+1geC7yWFmZSVZfT6qkOxroE7ZH8k5OsVlWTHe+qzOBcJFkM2AnYr6oG1/OYHg6+P8lnR459Ji6rqk1H9nMDcPkk13q43Ytp12DdqjqpLzsBuIgWcr61qs7us3FXnq6/bjPgV1X1897fuX3ZXiPtlgY+UFX/29v9gHYOtwHeN9LuZVV1/dCxfS3JY6rqV7Q/JjweeFxVXdDbHAecR/s3swNAVf19VnK/B48F/kILavef5FjWBjarqsP79xMnO+gkW9ICXFZccanJmkmSJEmSFlLOmJXu275OC6beP8n6tYFjBqEsQFX9lBaiPWuk7XQvZxp1zMj3c2kzDKcz5WPtA0le0h8vvwa4nRbKAqw50vT44WCyB2hP4e4zVg+k/Tdvutmbo34wCGW7c4GHDM84TvKGJGcnuZ4W5A5eIDY61lEzORcPo81Mnuh4lgOmLGUxidle62Fr0wLckwYLquoG4Hvc/Z6aVpJVaLOHDxha/E3gOUlWnWCTQ4b2ez0tLF17pM2xJkw5jgAAIABJREFUg1C2+w4QYPCyvBcCZwK/S7LEUImLk4DhkgxPT3Jskitp9+CNwLJMfV1/RvsDwJwkq03Rjqr6UlWtVVVrPfCBoxPYJUmSJEkLO4NZ6T6sB4a7Af+e5BETNFkF+PMEy/8MPHiCZbNx9cj3W4Gppv1dCdwCTBlWASR5Gu2x/Ytpj9uvAzy9rx7dx+i4V6I9Fj+6fPB99LinM9FxBrh/H+tGtNmTp9Ier3867VH+icY67E/M4FzQriHMu+OZqK/ZmM09NRODUghHJVmh1+89knaONx1pe/0ELyr7C3eeo+Flf9e3uX6o3Uq063TbyM/mtDIE9FD1mD6Ot9JmCT+t9z3Vdd0UOAPYA/h9r4P7ginaS5IkSZIWUZYykO77vgx8kFb/dNSltFqto1amzRgcNqOZrHOrqm5LcgqtNukHp2m+Ea3m56ZVVQCTBM9w93FfQQvZRo978MKzq2Y86Jl5DXBaVW01WJDkuTPY7kTgTUkeV1W/nKLdpf1zuuO5mR4WD5ksKL0n13qqe2puzu1m/fO0SdZ9Zuj7skmWHglnH8Kd52h42d8lWZo203XQ7ipaePp27u6W/vliWk3bDfqM4EGZiinD56r6EzCnl6BYm1aG4rBe1uLKqbaVJEmSJC1anDEr3cdV1S20F3e9ibvPHDwNWD/JAwcL+mzU1bnzcfupTDcLdrY+C6yV5I2jK5Is1uuXQqsRetsglO1eP5MdVNXfaKHza0ZWbQLcQZvZOi8tzZ1h3sBMxnowbdbsHv3FaHeRZN0ky9BmDV/CxMdzLTB4edjFwOpJhq/Xi2YwjoGZXuvTaKUcnjM01mVoL9iayT31d0n+iRZe7gE8b+RnN9q98qiRzTYa2n5Z2jH+dKTNi/q6gY1pYfQZ/fvxwCOBP1TVGSM/g/O5NO1+GS5jsQkz/INmVd3R6+t+lBbwTvaHBUmSJEnSIsoZs9LCYS9gR+AZtDqZA5+hzQo8Osl/0mYNfpIW5n17Bv3+GnhZkqNoj4KfV1XXze0gq+rwJJ+hvbDsmcB3e7+PBt5Gq317FK1u6DZJPgsc3o/r32exq4/QjvkrtNqlTwB2Bvae5Yu/ZuJYYM8kH6CFli8Fpn10vapuSrIp7bH9U5LsCVxIe8x+Q1q4u2JV3ZhkJ2CvXuv0WFpN1rcDOw7V1z2U9tKzfZLsBzyZ9mj+TP2aFuKvTys78buJZnhW1dF95vOBSd7X225PCzI/NYv9QZsRewfw6aq6ZHhFfwHYe2gvWtu5L74J+HgPXS/p+70/8LmRfm8Cvp/kU7Q/VnwKOKSqzu3r96fdbycm+TTtvK9IC4kvq6o9gBOAxYGvJNkXeFzf32hpi+ExLw8c3fs/n/ayu+2Ay4Bfzfy0SJIkSZIWBc6YlRYCVXUjbdbh6PLLabMPb6a9UGlP4EfAi6rq1hl0vQNwA+1lUacDT50HY92OVofzUcD/0oLG7WizGN/e2xxBK83wKlqt2ecCL5/FPo6hBXpr0YLdbYDdga3v6fgnsFfv+920l0w9AnjdDMd5Cu1FZb8APk4LA79Ee6nXi6rqmt5ub+BdtNmi36MFmttV1SeH+voFbdb0Otx5zt40i+PYhRYefot2rV8xRduNaNfts7SXkgV4flX9Zhb7g3Ycx4+GsgBV9Ze+j82GFt8I/D9gK9ofFh4EvLSqRksZHAD8ANi3j/FI4M1Dfd9M+3dxLG1G6zG0cPdR9Nm3febs5sC/0c7562izlq+Z4nhupv3R4920a/DVPub1JqiNK0mSJElaxOWuTwpLknTv02cNb11VK03T7iLg4KrafhzjmlfWWGP5+thHnj59Q+k+6g1zjl7QQ5AkSZIWiCRnVtVaE61zxqwkSZIkSZIkjZnBrCRJkiRJkiSNmS//kiTd61XVTsBOM2i3+vweiyRJkiRJ84IzZiVJkiRJkiRpzAxmJUmSJEmSJGnMDGYlSZIkSZIkacwMZiVJkiRJkiRpzAxmJUmSJEmSJGnMDGYlSZIkSZIkacwMZiVJkiRJkiRpzAxmJUmSJEmSJGnMDGYlSZIkSZIkacyWWNADkCRpUbfiio/iDXOOXtDDkCRJkiSNkTNmJUmSJEmSJGnMDGYlSZIkSZIkacwMZiVJkiRJkiRpzAxmJUmSJEmSJGnMDGYlSZIkSZIkacwMZiVJkiRJkiRpzAxmJUmSJEmSJGnMDGYlSZIkSZIkacyWWNADkCRpUffnqy5g92+uv6CHcZ+z3WZHL+ghSJIkSdJcc8asJEmSJEmSJI2ZwawkSZIkSZIkjZnBrCRJkiRJkiSNmcGsJEmSJEmSJI2ZwawkSZIkSZIkjZnBrCRJkiRJkiSNmcGsJEmSJEmSJI2ZwawkSZIkSZIkjZnBrCRJkiRJkiSNmcGsJEmSJEmSJI2ZwawkSZIkSZIkjZnBrCRJkiRJkiSNmcGsJEmSJEmSJI2Zway0kEsyJ8mZSa5L8tckZyf5zIIe171JkiWTbN/PzQ1JbkxyepItk9x/jONYO8lO87jPLZL8LsntSU6cpM26SSrJFUmWHVm3dZKal2OaqSQn9nHtPcG6hye5o69fdz7t++B53a8kSZIkSQMGs9JCLMn7gX2Ao4GNgf8HfBd45YIc171JkqWB44AP0s7NBrTzcxiwC/D2MQ5nbeAj86qzJP8I/DftuJ4LbDXNJisy3uOdieuBVyW538jy1wI3zMf9bgW8fz72L0mSJElaxC2xoAcgab7aGtirqnYcWnZ4ko+OawBJlq6qm8a1v7mwC/AU4N+q6hdDy49Lsifw6Pk9gCSLA4vPh64f2fv9clX9fAbtTwS2S/L5qrp5PoxnbpwEPBtYH/je0PLX0sLz182PnVbVufOjX0mSJEmSBpwxKy3cVgAuG11YVX9/NH3oMfbHD7cZfZQ7yX5JzkiyYZJfJ7k5yclJHjuyXSV5T5LPJrkcOGdo3Qa9j5uTXJZkt+GZkEl26o/T/1tvd1PfxxpJHpLk0CTXJ/lVkuePHleStyT5ZZJbkvw+yX9MdXKSLAO8FfifkVB2cJ6uqqofD7V/UpLje6mDvyb5RpKV7+G5/CVwM/Be4PND57AmKz0w1M/WSS7ox/ubJNsOn0vgR/3r//X+5kzVH7Ab8CDgLdPsd6l+7f7Y9/1/SV46tP5jSc4f+v6AJLclOWto2Uq9FMGLphnTzbQZv68d2vZRtDD9gEnGN+l9kGSFJBcn2X9km8OSnN/viQlLGST51ySHJ7m634c/HR5/v08PTXJtWumQw5M8cprjkyRJkiQtogxmpYXbWcA7k7wxyYrzoL9HAJ8BdqbNVFweODrJUiPtdgBWAd4AvAsgySbAd4Cf0koFfBTYEth1ZNtlgC8BewCbAasBXwO+CZxMK8nwJ+CgQYjW+9+B9tj+ocDL++87J9l6iuN5KvAA4KjpDjzJP9BmlC7Tj/2dtPIAx2bu6tCuTgtCdwVeCuwH7N7XrdN/Ji09kGQLWpB7GPAK4CBg9yTv6032Ad7Rf3997+/704zpj8D+wH9MUDpg2MHAHOATfd+nA4cleVJf/0PgUUOh9TOA24EnJlmuL3s2cAdw6jRjgnbtN0grOwHtvjgN+N1ow+nug6q6Gngz8IYkG/ZtNgdeBsypqhsnGkCSRwOn0O7rtwEbAYcAD+/rlwSOBx4DbNHPzxrASUkePINjlCRJkiQtYixlIC3c3kELqPYDKsmvgG8Dn66qa+eiv5WADQazSJOcCfyWFkL9z1C7y6pq08GXJAE+BexfVVsNLb8F2DPJrlV1ZV+8NPCuqjqpt3kosCfwkar6dF92MfBLWjB6ZA/7PgLsUlWDMg3H9uD2g0n+u6r+NsHxrNo//zCDY9+uf64/OHd9VuhpwKto4eFsrAi8sKp+NliQ5CKAqvrJVBsmWQzYCdivqgbjOibJ8sD7k3y2qi5OMngc/+cTzQiexCeBzWn1iPedYN8voIWY6w6uUd/3msAHgNfQwtbbaeHrwf3zCFo4/AxaEP5s4Oyqun4GYzoWuIUWtB4EbApM9EKwGd0HVXV0ki8BeyX5Pe2PAJ8enh09gY8A1wDPHirNcezQ+s1pf0RYs6ou7OM5DbiQNit79A8QkiRJkqRFnDNmpYVYryv6GNoM1S8CAT4EnJFk2bno8i/D4VVV/R44k/bSqmGjMzPXpIVW30qyxOAHOAFYChh+9P9W7nwEH+A3/fOECZYNgtV1aDNfD5qg/5WBh01zXDXNemjHeMxwoF1VPwUuAp41g+1H/Wk4lJ2lhwEPpYWUww4ElgOeMJf9UlW/pZUIeF9a7dtRL6SVxzhl5FwfD6zV+7gBOJsWvgI8hzaL9kcjy4av81Rjup32B4XXJvlXWt3fb03QdDb3wXa0l4edClwMfHiaYTwfOHCKeslrA2cNQtk+7otps2wnvD+SbNlLWpxxw3W3TrN7SZIkSdLCxmBWWshV1S1VdXhVbV1Vj6XVD30U7XHu2frLJMtWGVn255HvK/XPI4Dbhn4Gj6I/fKjtdVV1x9D3QWJ19WBBVQ2WDUooDPr/5Uj/P5ig/2F/6p+rTbJ+2Crc/bjoy+bmUfWJ+pqpwfke7WPw/Z4+Ov8J4J9pM1NHrQT8I3c9z7fRZvAOn+cfAs/uZR7WpoWwP+rLlgWexAyD2e4AWsmHLYEfVdUlk4wNZnAf9Jm63wOWBPatqlum2f+KwKVTrJ/1/VFVX6qqtapqrQc8cG6qYUiSJEmS7sssZSAtYqpq3yS70WYdQnu5EsBoMvRg4IqRZQ+ZoMuH0IKwu+xm5PtV/XNL2kzKUXerFTpLg/5fzsTh2HmTbHcGbdbk+sBx0+zjUiY+/pVps4ZhdudyJrN0pxoLE4xnUNP1Ku6Bqjo3ySHAjsBeI6uvogXaG07TzY+AbYEX0MLR/wP+BnyaNvt0cVrN4Jk6Cfgr8HburJ07asb3QZK1el9n08ocfLOq7vaivCFXcvc/QAy7FHjcBMtX5h5eD0mSJEnSwskZs9JCLMndgsT+EqvluTO4urh/PmaozcOBf5mgy4ckecZQu9WAp9Be6DWV82hh3upVdcYEP1dOs/10TgVuAh46Sf/XTbRRfyx9L+DtSR47uj7JCknW6V9PA9ZP8sCh9U+jvcRrEDDO5lxO5Na+zejL1EZdDFxCq+c6bBPgWuCcGe5vKrvQgsaNRpYfT5sxe/1E53qo3cm00hnvA07pNX7PoV2n7YBfV9XlMx1Mn0X9CeBwWt3aiczoPujnd3/gaFqZgatoL5ybyvHAJlNcm9OApyZZY7Agyaq0mrqzCaAlSZIkSYsIZ8xKC7dzknwXOIZWcuARwPbAjcBXodXBTHI67c31N9L+YLMjE8/yuwL4WpIP0QKwj/V+95tqEFV1R5Lt+rbLAUfSQsh/os28fHVV3Ti3B1lVVyfZCfhckkfQHqNfjFbb9nlVNRouDvsg7VH7U5LsQasJCvBvwDtpL8M6FfgMbYbl0Un+E1i2rzuHVv90tudyIr/un+9OcgJwbVXdbbZvP5870V5edSXtJVTP7ePbsapuHt1mtqrq7CRHAi8ZWXUsLdA8tp+HX9Lq2j4JWKqq3t+3v7K/fOw5wGDZHUlOob087G4v75rBmL4AfGGK9TO9D3ahhcsvqKobk7wR+FGSOVW13yTdfxQ4Hfhhkt1pM2ifDFxZVV+m/Rt4L+1ldB+mzQ7eifZvZnTWsSRJkiRJBrPSQu5jwAbAf9Eep78M+DGwaVUNlw94HbAP8HXabMz/oD2GPur3tFmLn6SFvGcAm80kCKyqA5NcSwsq30QLri6k1fm8x28+qqrdklzSx70drazA+bQXYk213U1JXkgLYf+dNsMTWuC4Gz1Uq6rLkzwP2B34Zh/zEcC2QzVvYebnciI/Aj4FvBvYlRYsrjvJuPdOsiSwTW9/MbBdVe0xw33NxC6MBLNVVUk2pl3HbWj1ea8CfgZ8fmT7H9Fm3f5wZNnLmE+zSKe7D5I8s697Q1Vd2rf5cZLPAJ9Nclx/addov+cleRbt3t+nLz6Xdh6oqlv6ffQZYF/abOETgY2rylIGkiRJkqS7SdU9KXMoaVGRZD/g8VW11oIei7Swefg/LV/bfPzpC3oY9znbbXb0gh6CJEmSJE0pyZmTZSnWmJUkSZIkSZKkMTOYlSRJkiRJkqQxs8aspBmpqjkLegySJEmSJEkLC2fMSpIkSZIkSdKYGcxKkiRJkiRJ0pgZzEqSJEmSJEnSmBnMSpIkSZIkSdKYGcxKkiRJkiRJ0pgZzEqSJEmSJEnSmBnMSpIkSZIkSdKYGcxKkiRJkiRJ0pgZzEqSJEmSJEnSmC2xoAcgSdKibuUHP4rtNjt6QQ9DkiRJkjRGzpiVJEmSJEmSpDEzmJUkSZIkSZKkMTOYlSRJkiRJkqQxM5iVJEmSJEmSpDEzmJUkSZIkSZKkMTOYlSRJkiRJkqQxM5iVJEmSJEmSpDEzmJUkSZIkSZKkMTOYlSRJkiRJkqQxW2JBD0CSpEXdRVdfwOaHvHhBD+Ne4SsbHbWghyBJkiRJY+GMWUmSJEmSJEkaM4NZSZIkSZIkSRozg1lJkiRJkiRJGjODWUmSJEmSJEkaM4NZSZIkSZIkSRozg1lJkiRJkiRJGjODWUmSJEmSJEkaM4NZSZIkSZIkSRozg1lJkiRJkiRJGjODWUmSJEmSJEkaM4NZSZIkSZIkSRozg1lJkiRJkiRJGjODWUkLhSQ7Jbli6Pu6SSrJ44eWVZKth76fmOTg+TSe/ZKcMQ/6WSzJW5L8OMm1SW5O8oskOyRZdl6MdYbjWLOf4xXmYZ8bJPlVkluTXDRN239Osm+SP/b2lyc5OMnTh9rM+npOdJ9IkiRJkjQOSyzoAUjSArQVcNt86ntnYOl70kGSxYADgVcAewIfA24FngxsDTwU2PaeDXPG1gQ+AuwHXH1PO0uyOLA/cCSwBXDDFG2fCRwBXAB8GPgt8A/AxsApSR5cVdfM5VDOAtbpfUqSJEmSNDYGs5IWWVV17nzse14Efe8AXgWsV1XHDS0/IcmewDPnwT6mlCTAkvOh61WA5YD/raqTp9j/0rRw+nTgpVV169DqbyfZh3sQrlfVtcBP5nZ7SZIkSZLmlqUMJC2yRh99H5RDSPLkJD9JcmOSs5M8e2S7xXvbPyS5Jckvk7xupM1dShkkWSHJPkku6eUI/pBk72mGuC1wyEgoC0BV3VxVxw/1v0aSQ3u5g+uSHJ7kkUPrV++P7L98mnEOzsGzkpwO3Ay8Bji8N/ld7+eiqQaeZJMk5/Tz88ckH0+yRF83B/hjb/rd3t9Ok3T1GmBVYNuRUHZwHn5QVTdOMoZHJzmg7//Gfp226TORB20mK3mxbZLdk1zZz8f2fd0bk1yY5OokX06y1NB2c3ONJUmSJEmLKGfMStJdLQN8FdgDuIz2+P4hSVYbCgA/BvwH8FHaTM5XAd9IUlX1zUn6/QzwDFrYehnwcOA5kw0iycOBNYBdpxtwkiWB42kzR7cAbu9jOynJE6rqqun6GDE4B7sB5wNXAdsDn6aVD7gUuGWK8axHm+W6P7AD8K+00g4rAm8Dvt/7+U7v9xTg4km6ey5wSVWdM8tjgBbongd8A7gOeBLtvCzN9Od1uz7OzYCXA59K8hDgacC7gNVo98j5wCf7NrO6xpIkSZKkRZvBrCTd1dLANlV1AkCSS4GzaQHbUUkeDGwD7FJVu/Rtjk7yMGAnYLJgdm1gz6o6cGjZ16cYx6r98w8zGPPmtKBwzaq6sI/7NOBC4K3MINwdsTTwnqr67mBBD4oBzq6qi6bZ/mPAiVX1xv79qFYRgV2T7FJVFyc5u687r6qmKiWwKjM7B3fTZxQf38cf4GRa6LwF05+TC6rqrX3b42gzd7cAHtHLH5BkXWAj7gxmZ3uNJUmSJEmLMEsZSNJd3QacOPR9UIf2Yf3z8bRw76CR7Q4E1uyzKifyM2CHJFslWXMW46kZtFkbOGsQygJU1cW0majPmsW+hvd55FxsN3ip11OY+PwsRnvR1tyMZ27GslSSjyb5DW2G723Ax4E1BmUVpvD3MhFVdQfwO+DMQSjb/YY7A3SY5TVOsmWSM5KccfO1d6vSIEmSJElayBnMStJdXduDOACG6poOaomu0j//PLLd4PuDJul3a+BQ4MPAeUkuSPLaKcbxp/652gzGvMoE4xmM6cEz2H7UXyeq5zpDKwH3m2A8g++zHc+fmNk5mMh/0kolfAl4Ka0MwWCW81KTbdRdPfL91kmWDfczq2tcVV+qqrWqaq2llrv/NMORJEmSJC1sDGYlaXYu7Z+jM2NX7p8T1nOtqqur6l1V9Y/AE4HTaHVpHztJ+z/SShGsP8MxTTRTd+Wh8dzcP0cTwImC0rmaodpdQZuZOqvzM4UTgVWTPG4uxvIa4PNVtVtVHVdVZ9Dq784Xs73GkiRJkqRFm8GsJM3OL4AbaaHfsE2A86vq8uk6qKqf016KtRjw6CmafhbYOMnzRlf0x/Sf37+eBjw1yRpD61elvYjq5L7oL7TA9DFDbZZl5qUFRmcOT6iq/gacycTn5w7g1Bnub+Bg2qzZPZLcb3RlknWTLDPJtksz9JKyXmZhqlnK88wsrrEkSZIkaRHly78kaRaq6qoknwU+mOR24AxgY9qj8ptNtl2Sk4FDaMFu0V4kdQPw0yl2tyftpWNHJNkTOJYWkD6R9tj84cAJwH7Ae4Ejk3wY+BvtRWRXAHv1cd+R5LvAtkl+T3ssfzvgphke+nn9861JDgBurKpzJmn7EdoL0b4CHAA8AdgZ2LvXvp2xqropyaa0mren9PNwIa1kwobA64EVJ9n8WOAdvcbsVcA7gCVns//ZmMtrLEmSJElaRBnMStLsfZj2SPzbaY/o/wb496o6YIptTgXmAKvTgtOzgZdMFVT2MHVT4E3AW4C30f67fQHwNdqMWqrqliQvBD4D7AuEVgJg46oaLh2wNa3e6heBv9JehPUM2gvNplRVv0+yPfAu4J3Axf1YJmp7TK+t+kFacPoXYHdaYDtrVXVKkqcAO/Yxr0wLlk8GXlRV10yy6TuB/6EF3DcBX6UFp1+am3HMwKyvsSRJkiRp0ZWqe1JKUJIk3VMrPXL5esWnZlpVYuH2lY2OWtBDkCRJkqR5JsmZVbXWROusMStJkiRJkiRJY2YwK0mSJEmSJEljZjArSZIkSZIkSWNmMCtJkiRJkiRJY2YwK0mSJEmSJEljZjArSZIkSZIkSWNmMCtJkiRJkiRJY2YwK0mSJEmSJEljZjArSZIkSZIkSWNmMCtJkiRJkiRJY2YwK0mSJEmSJEljZjArSZIkSZIkSWO2xIIegCRJi7rVV3gUX9noqAU9DEmSJEnSGDljVpIkSZIkSZLGzGBWkiRJkiRJksbMYFaSJEmSJEmSxsxgVpIkSZIkSZLGzGBWkiRJkiRJksbMYFaSJEmSJEmSxsxgVpIkSZIkSZLGzGBWkiRJkiRJksbMYFaSJEmSJEmSxmyJBT0ASZIWdRdcfQkvPfRDC3oY890RG+68oIcgSZIkSfcazpiVJEmSJEmSpDEzmJUkSZIkSZKkMTOYlSRJkiRJkqQxM5iVJEmSJEmSpDEzmJUkSZIkSZKkMTOYlSRJkiRJkqQxM5iVJEmSJEmSpDEzmJUkSZIkSZKkMTOYlSRJkiRJkqQxM5iVJEmSJEmSpDEzmJUkSZIkSZKkMTOYlSRJkiRJkqQxM5iVJEmSJEmSpDEzmJU0X6T5XZJK8shZbLd63+bl83N89wZJFkvyliQ/TnJtkpuT/CLJDkmWHeM41kyyU5IV5mGfGyT5VZJbk1w0g/Yf7dd953k1hvktybp9zI9f0GORJEmSJN33GMxKml/WAVbvv792AY7jXinJYsCBwBeAU4FNgJcCXwG2AsYZUK4JfASYJ8FsksWB/YH/A54PbDSDzQb3yGbzYgySJEmSJN3bLbGgByBpobUZcAPwi/77LtNtkGSp+T2oe5F3AK8C1quq44aWn5BkT+CZ83sASQIsOR+6XgVYDvjfqjp5BuN4Ki0cPh54QZKnVdXp82FckiRJkiTdazhjVtI812dMvgY4DPgy8Ngk/zrSZk5/DHztJCcmuQnYYZL+1k1yXZJP9O+rJPlykguT3JTk/CS7JLn/0DaDkgibJNkryTVJLu6PzC821O5hSb6V5C+9r98OP06fZJ0khyW5JMkNSX6W5PUj41shyT69zc1J/pBk72lO07bAISOhLABVdXNVHT/U/xpJDu3lDq5LcvhweYjJyj8k2S/JGUPfd0pyRZJnJTkduJl2nQ7vTQalJy6aauD9nJ6T5JYkf0zy8SRL9HVzgD/2pt/t/e00zbnYDLgF2LyP6W6zZns/70nyuSRXJbk6yedHrvngnnpakh8N3Rt3m7HbSy2c0a/XZUl2S3K/ofWPTnJAP74bk/wyyTbD984k5+bNve1N/VyflORx0xy/JEmSJGkRZDAraX54PrAycABwMHAbkz+i/k3ge7TH+L83ujLJ+sARwKeqase+eCXgKuA9wIuBT9FCvc9P0P9uwPXAq4GvAx/uvw/sDzwc2BJ4CfBx7jqL9BHAKcBbgFcA3wa+kmT4eD4DPIsWtq4P7AjUJMdLkocDawBHTdZmqO2StJmkjwG2AOb0bU9K8uDptp/AMsBXgX1o5+7nwPZ93ca0EhSTlh5Ish6tBMNZwAa0c749rSQDwPd7P/Tl6/R9TdZfgE2BI6rqj7RrvekkAeh2wMOA19NmYG9Ju16jDgS+28dxDnBQkicO7XMT4DvAT4FXAh/tfe061MeqwHm0shIvBfbu7d47xbE8B/gf2n32EuBNwI+B5SfbRpIkSZK06LKUgaT5YTPgauCoqro1ybHAa5PsWFWjgeV/VdXnBl+SrD70+yuBbwEfrKpPD5ZX1TncGSaS5BRa2YQvJ3lnVd061P8Pq2q7/vuxSV5MC+y+1ZetDWxWVYNZoycOD66qDhjaT4Af0sIt5YA5AAAgAElEQVTBLWih8qCPPavqwKFNvz7RielW7Z9/mKLNwObAasCaVXVhH8dpwIXAW7lrmDgTSwPvqarvDhb0oBjg7Kq6aJrtPwacWFVv7N+PaqeFXZPsUlUXJzm7rzuvqn4yTX/Ppp3PwTU6gHZ9nsPItQCuA15TVXcAR/bQ+gNJdq2qq4ba7TO4X5IcDZwLvJ92D4YW5O9fVVsNnYNbgD17X1f2GcvH93UBTqaF2lsw+TlfG/h5VQ2vP2yyA0+yJS0QZql/WG6yZpIkSZKkhZQzZiXNUz0s24j2mP4gIP0m7UVgT59gk+9P0tWrgIOA7YZD2b6P9MfKz00rgXAb8A3aTNfVRvo5ZuT7ubQgcOBntFBxTpLRbUnyoCT/leT3fT+30cK0NUf62CHJVknWHO1jCpPOqh2yNnDWIJQFqKqLabN4nzWLfQ3v88i52G5QouIptOsy7EDa/0/WmYtuB7WIB7Olv0cLYCeaYf3dHsoOfIcWND9+pN0hg196++/SziO067Ya8K0kSwx+gBOApQZ9JVkqrezFb2hlFm6jzc5dY1C2YQI/A56cZI8kzxkuszCRqvpSVa1VVWvdf7kHTNVUkiRJkrQQMpiVNK+9BFgBOCKt9uoKtJmPtzBx2PbnSfp5Ja1cwSETrNsG2L2v24AWur2jrxt9gdjVI99vHWmzKXAGsAfw+7Qasi8YWr9fb/MpYD3gabS6ucN9bA0cSiuTcF6SC5K8dpLjAvhT/7xbEDyBVZj4HP0ZmJtSBn8dmVE8GysB95tgPIPvsxpPDzhfTQvP79/vlSWBo4FXD9d87f4yyfdVZtBu0Gal/nkEdwbttwG/68sHs4f/kzYr+0u0UgZP484X2E34krpeL3hz7pzte0WSLyYxdZUkSZIk3Y3BrKR5bRC+HgT8tf/8kRa4bdJnXQ6bbNboO2kB5rFJVhxZ9xrgoKr6QFUdU1Wn02ZdzlpV/amq5gAr0mZ8XgYclmTFJEsBLwM+UlVfqKoTquoMRv7bWVVXV9W7quofgScCpwHfSPLYSfb5R1opgvVnMMRLgYdMsHxlWnAN7YVZAKMzNCcKSmcyS3cyV9BCzNHxrNw/r2J2XkQLSjfiznvlr7Sw9sG0IHzY6H4H3y+dQbtBm8EYt6SFraM/g9nErwE+X1W7VdVx/brfPt0BVdVXq+qptHOyA60m8Iem206SJEmStOgxmJU0zyRZFng5rXTB80Z+3kMLq543w+6upQWXBRydZLgI59K0GbjDXj/3I2+PvPd6qB+l1RJ9BC1MXnx4X0keSJvNO1k/P6cFcosBj55il58FNk5yt/PRH6N/fv96GvDUJGsMrV8VeAat7im0GaG30V4QNmizLDMvLTCYQTvhTNCBqvobcCYttBy2CXAHcOoM9zewGS2IHb1Xnkc7ptEZ1huMvBRsY+Am4Bcj7f7+8rLefgPai76gvdDrT8DqVXXGBD9X9nZ3ucf6HxSmmgV9F1V1eVXtBfwImDCglyRJkiQt2nz5l6R5aQNaqPm5qjpteEV/QdcHaGHbcTPprKquTPIiWrj1vSQvrqobgWOBd/WXYP2WFso+craDTbI87bH5/YHzaUHsdrRZs7+qqpuSnA58OMm1tPDxfcA1wHJD/ZxMK6vwC1qQvAVtBu9PmdyetEfej0iyZz+mW2kzbrcGDqfVPd0PeC/tZVcfBv4G7ESbvbpXP093JPkusG2vhXt1P46bZngqzuufb01yAHBjf8HaRD5CC8q/QntR1xOAnYG9e+3bGemzkTcEvlFVJ06w/kBg8yTL9GsO8EDgoCR7A4+jlY74wsiLvwDekuRW2vXYgnZvbAZ/P1fbAV/rYf+RtPP+T308rx66x97Ra8xeRSuVseQ0x/RR2kzfE2nX58nAc2n3jCRJkiRJd+GMWUnz0mbABaOhLEBV3QZ8izZLdMqAa2S7S4EX0F4e9p3+QqWP0Wbl7tI/bwXeNRfjvRk4B3g3cBjwVeBGYL2qGoSar6PVH90f+Bzw7f77sFNpj6wfTDvGlYCXTBVU9pdSbUor2fCs3u+RwJuBr9HCV6rqFuCFwK+BffsYfw+sOxJIbk17IdgXaaHvN2nB7rSq6ve0eqob9z4On6LtMbSZo2v1doN6v1vPZF9DXk4LWr82yfqvA8sCrxhatjutJME3aaHsPsCOE2z7Wtqs2UNpQfemVXX20DEcSPsjwpNoJTe+A2wFnMWds4ffSfuDwJ60msK/AHad5phOp82O/R9a4P922nX83DTbSZIkSZIWQam6J+UGJUma/5IU8M6q+sIUbeYAXwEeWFXXj2ts88Lyj3xoPfPTb17Qw5jvjthw5wU9BEmSJEkaqyRnVtVaE61zxqwkSZIkSZIkjZnBrCRJkiRJkiSNmS//kiTd61VVZtBmP9rL0iRJkiRJutdzxqwkSZIkSZIkjZnBrCRJkiRJkiSNmcGsJEmSJEmSJI2ZwawkSZIkSZIkjZnBrCRJkiRJkiSNmcGsJEmSJEmSJI2ZwawkSZIkSZIkjZnBrCRJkiRJkiSNmcGsJEmSJEmSJI3ZEgt6AJIkLeoetcJDOWLDnRf0MCRJkiRJY+SMWUmSJEmSJEkaM4NZSZIkSZIkSRozg1lJkiRJkiRJGjODWUmSJEmSJEkaM4NZSZIkSZIkSRozg1lJkiRJkiRJGjODWUmSJEmSJEkaM4NZSZIkSZIkSRqzJRb0ACRJWtRdcPXlvOw7X1zQw5gr3994qwU9BEmSJEm6T3LGrCRJkiRJkiSNmcGsJEmSJEmSJI2ZwawkSZIkSZIkjZnBrCRJkiRJkiSNmcGsJEmSJEmSJI2ZwawkSZIkSZIkjZnBrCRJkiRJkiSNmcGsJEmSJEmSJI2ZwawkSZIkSZIkjZnBrCRJkiRJkiSNmcGsJEmSJEmSJI2ZwawkSZIkSZIkjZnBrCRJkiRJkiSNmcGsdB+UZOMkJyS5OsktSc5PskuSlcY4hock2SnJ6vOwz2cmOSvJzUlqBu03T1JJvjavxjC/JVm9j/nlY9jXKkmOSHJN3+e6k7Q7sa9//wTrrkiy0/we6wT7XbeP6Y4kD59g/b59/Ynzcd+Pn9d9S5IkSZI0YDAr3cck2R04CLgQeAOwHrAH8Apg7zEO5SHAR4DV52GfewFXA+sD68yg/Wb9c8MkS8/DcSwsPgA8kXae1gHOmqb9tkmWme+jmp0bgE2HFyS5P7ARcP182udZtPP12/nUvyRJkiRJBrPSfUmSVwDvAbaoqrdU1eFVdVJV/TfwFOBLYxrHUvOp60cDh/Zj+sk0Y3gI8HzgeGBZYL7PQL0PejRwWlUdUVU/qaprp2h7KrAcsOV4hjZjhwOvHVm2PrA4cOL82GFVXdvP103zo39JkiRJksBgVrqv2RY4q6q+PLqiqv5WVUcOvidZKclXk1yZ5Mb+uPpaw9v0x7W3Hlm2U5Irhr7P6e3W7n3cBOwAnNOb/KCvn7L0QJLnJzmtlyn4c5IvJlm2r1u3b7848Lne337TnItNevutgT9x5+zZ4X1elOTTST6U5LIk1yf5RpLlh9oMHltfL8n3ktyQ5A9J3jZBf89KclI/n1cm2TvJA4fWr5Lky0kuTHLTUImJ+09zbl6Z5My+77/28/TcabZZI8mhSa5Ncl2Sw5M8cmh9AS8ANurHd9FU/QGXAF8Btk+y5DT7nvQ8JFmql9d43VD7XfsYXjm07PNJTplmTAAHAE9N8qihZa8FDgVumWBsqyU5IMlVfXxHJ/mXofU79HvwsUPL1k5ye5K39O93K2WQZPEk7+/X9JYkF4/eo0m2TnJBX/+bJNvO4PgkSZIkSYsog1npPiLJ/YBnAEfNcJNDaTMLt6c9Cr4YLUR95JRbTe6bwPeAlwLHAK/vy99Be+x70tIDPQQ7CrgCeBWtBMLrgIN7k8Gj4wC79993nmY8mwFnV9WvgQOBlw4HriPtXghsQZtt/DJgnwna7Qv8HNgYOBL47wzVgU3yTNrs3MuAVwPb0M7FV4b6WAm4qu/nxcCngM2Bz092EEn+mXYeTqCVo3g97Tw/eIptluxjeUw/rjnAGsBJSQbbrQOcDfyg/77RZP0N+U9g5T7myfY95XmoqpuB04FnD232HODmCZb9aAZjuhD4KX3WbFrJilfS7sfRsT0YOBn4F+BttPD+AcBxubPUxe7AGcBXkyyRNvv7q8AxVTXRfTGwF/BR4Fu02dnb9b4H+96Cdp0Po13Hg4Ddk7xvBscoSZIkSVoELbGgByBpxlYElgT+MF3DJC8GngmsW1Un9WUnABfRZru+dS72/19V9bmhfdzQfz13urIDwIeB3wOvrKq/9e2vAg5Msk5VnQr8JAnARTMoY/AIWtg4CL0OoIWhGwH7jTRfGnhZVV0/NO6vJXlMVf1qqN2RVbVj//3oJP8EfJAWkgJ8EvhxVf293mmSPwHHJ3l8Vf2iqs6hBeGD9afQaqR+Ock7q+rWCQ7nycB1VbXD0LIjpjp+WnC6GrBmVV3Y93UaLcR8K7BrVf0kybXAVTO4PgBU1UVJvgG8N8k+VXX7BM2mPQ+0wPUVfd1SwFq0+sfP7stWAB4P7MjMHAC8hRbWv4IW8h7Xlw3blhaWPqmqrur7OoV2378J2LOq7kgyB/gZ8H7gQbQw+gWT7TzJo4E3A++uqv8aWnVgX78YsBOwX1Vt19cd0/9Q8P4kn+2BtSRJkiRJf+eMWem+Z8qSAd3awOWDUBagqm6ghYzPmsv9fn8utxuM55BBKNt9G7h9LsczqDl6IEBVnQ78hgnKGQDHDkLZ7jtAgKeNtDtk5Pt3aI/QL572Qqx1gG/1WZZLJFmCNjvzNuCpAGm2SXJuWsmH24Bv0AL11SY5lnOA5dPKTqyX5AGTtBu2Nq2kxYWDBVV1MXAKc399Bz7Rx/r60RUzPQ+0YPaxfQbr02nh9H8DT+l9DMY4k1IG0GapPjrJE2jX/tuThMYvBI4Frh0a23XAmbRwGICq+g3wXuBDwLuBd1bVJVPs/3n9c79J1j8MeChtluywA2l1e58w0UZJtkxyRpIzbr1mfr3HTJIkSZJ0b2UwK913XEmrqTlZwDdsFeDPEyz/M1M8Ij+NifqbqbuNp4e0V87leDajlT+4JskKfQbmYcAL0l4KNuwvI/u9Cbi+j2nSdv37ErTyBA+i1bP9Ii2AHPzcAtwPeHjfZhvao/KHABvQAtR39HUTvjCt6v+zd99RklXl3se/P0AFVEREvJjAhJgTF68ZE14zIGDAK3jFBOqrYk4EwYAJs6LogBcBRVEwEAQBI0pQkoIiQRQkjIAShvS8f+xTcqamurt6pqcGh+9nrV7ddc6uvZ9z6lTNmqf2eXad0bW9N22m7CVJvp7kztMc/9J4fQfxnEkrrfDObiZo37jn4We0LxAeT5sl+9OqOg24nJaofQJwalVdNmZMf6Elf18FPJM2g3aUNWllO64b+nlyL7aBb3W/57NoQnXYnYArp1k8bXAtDb8mg8cjX5Oq2rOqNqiqDW59h9vNEIIkSZIkaXljKQPp30RVXdfdlv0M2i3207kAGE5QQrtle37v8QJgeGGqqRJ748zUHTueJCvSEl7zRz5jCt1t5Q/rHv59RJMtgM/2Hg+Puwpwuy4mpmrXPb6eVhd3Zdrx78ToMgOD2ZZbAN+sqnf3xnvgiPYLqarvA9/vbn1/NrAHrV7pi6Z4ygXAg0ZsH359F9dutFv9Nx/afhljnIequjzJybQE7MOBw7r9P+22jVtftm9/4DO0ZOexU7SZT0vQj6pP/I+hx1+glQVZi3Y805VVuBS4bZLVpkjODq6l4WvoLr24JEmSJElaiDNmpX8vewAbJNl6eEeSFbrasgDHAWsleWJv/6q0pN9Pe087n7aA1L/6AJ4yZiyDeqkjZ4IOOQ7YtEvGDmxG+3Lop6OfMqWXADfQjuXJQz8ns2g5g6cn6U9H3IyWXDx+qN3w4libAidU1Q1dGYhfAvevquNH/AwSs6vQkt19i5QEmEpVXV5VX6fNuJ0uoXscrczCvQYbktyNtjjcbM/nqDhOBg6hJSvT2z7ueYCWeH0yrfTBIJF6LO2LhUcx+8TsgV1MH6iqG6docyQtYX3aiNjOGDRK8jLaAl4vpS3i9bYkG04z9lHd75dNsf98WlJ6i6HtWwJX0MpVSJIkSZK0EGfMSv9GquqQJB8H9kryOOC7tNvy16etQn8OcGhVHdbNrj2gWxX+UtqiVKsAH+l1eRCwfZKTaAtHbUuriTmO84Crga2TXA5cV1XDyc6BXYGTgO8k+TytJueHgcO6hb9m40W0urGLzNhMsjfw0STrVNW53earabNRP0K75fwjtHq3pw89/ZlJdgOOoSVvn04rMTDwNtoCVzfSkoT/oJWVeDbw7q4EwBHAG7qFuM6iJWXvO93BJHk1LXl5KC25dz9agm+faZ42j1Yj9YdJ3kdLVO9Em937xenGm4XdaAngYeOcB2hJ2NfTrs8Tu20/AT7e/T2rBHJVXQxsMkOzj9OSrUcl+TTwF9qs1SfRyinsl+TuwCeBj3SLov0yyWbA3kkeMWqRrqo6I8mewMe6UhnHAqsDm1fVi7oFxXYCvpjkUtp18CTgtcC7XPhLkiRJkjSKM2alfzPdqu8vpCXwvk5LAu1Amy342l7TTbt9e9BqaAZ4Srfw0cDO3b5dacm+3wBfGTOOa4BX0mY/HgP8epq2p9Fqg65FW1RrV2A/Fr1VflpJNqAd99emaLIfcCMLlwDYH/gxsBftXPwQeMWI524LPBL4Dm025fZVdXDvGH5KuwX/zt34h9CSlH/mplqiu3QxDI7vWuANMxzWyV2fHwcOp5Wp+BIt8TpSVS2gLXT1++649gbOBTaqqjm5bb6qfkW7foa3j3Me4KYZsb/oLdR1Ei2Re3ZXN3ZOVdUltBq2vwc+QTufuwN3oJ1ngC/TZrju2HvqtsB/0JLRU9mO9n55Ka2Mwx60pP9g7C/RXutNaYvsvRjYoao+tKTHJUmSJElaPqVqScpGStLNV5JzgAOr6i3TtNmIlrh9SFWdOqHQpIXc4b7r1ON3nzIXf7P2/c22W9YhSJIkSdLNVpITqmqDUftmNWM2yUOTHJDkrCQLkjyy275bkmfORbCSJEmSJEmStLwbOzHbJV5PoN3uuQ9wq97uBbRagpIkSZIkSZKkGcxm8a8PAvOq6pVJVmLh+ny/oS08JEk3G1W17hhtjqbV35UkSZIkSZqY2ZQyWB84oPt7uDDtFcAacxKRJEmSJEmSJC3nZpOYvQi49xT7HgSct+ThSJIkSZIkSdLybzaJ2f2BXZI8vretkqwHvB3Yd04jkyRJkiRJkqTl1GxqzL4XeCBwDHBht+27tMXADgc+MLehSZIkSZIkSdLyaezEbFUtAJ6T5KnAU4E1gfnAkVV1xFKKT5IkSZIkSZKWO2MnZpPcE7igqo4EjhzatxJw16qyzqwkSZIkSZIkzWA2NWbPBh4xxb6HdfslSZIkSZIkSTOYTWI20+xbGViwhLFIkiRJkiRJ0i3CtKUMkjwUeHhv07OSrD/UbGVgS+DMOY5NkiRJkiRJkpZLM9WY3RTYsfu7gPdN0e5s4NVzFZQkSbck91v9znx/s+2WdRiSJEmSpAmaqZTBB4DbA6vRShk8pXvc/7lNVd2nqn60NAOVJEmSJEmSpOXFtDNmq+o64Lru4Wzq0UqSJEmSJEmSpjBTKYNFJLk7sB6ttuxCquoHcxGUJEmSJEmSJC3Pxk7MJrk98A1g48Gm7nf1mq04R3FJkiRJkiRJ0nJrNuUJPgjcE3gCLSm7KbARsBdt8a//muvgJEmSJEmSJGl5NJvE7LOA3YDjusd/rapjq+pVwHeBt851cJIkSZIkSZK0PJpNYvYuwJ+r6gbgSmCN3r4fcFOJA0mSJEmSJEnSNGaTmP0zsGb39x+A5/T2PRq4Zq6CkiRJkiRJkqTl2diLfwFHAE8DDgI+Aeyd5FHAAuCJwMfmPjxJkiRJkiRJWv7MJjH7dmBVgKr6WpJ/ApsDqwCvA7449+FJkrT8++Pf5/OcA/ddZPv3Nt9qGUQjSZIkSZqEsROzVXUVcFXv8UG02bOSJEmSJEmSpFkYu8ZskhuSbDjFvkcluWHuwpIkSZIkSZKk5ddsFv/KNPtuBVy/hLFIkiRJkiRJ0i3CtKUMktwTWLe36RFJVh5qtjKwNXD23IYmSZIkSZIkScunmWrMvhzYEaju5/NTtLsa2HYO45IkSZIkSZKk5dZMidnPAQfSyhicDGzV/e67FjivqhbMfXiSJEmSJEmStPyZNjFbVRcDFwMkuRdwQVVdO4nAJEmSJEmSJGl5NdOM2X+pqnMHfydZFXgFsD5wIbBPf78kSZIkSZIkaWozLf71MeC5VbVeb9vtgV8D9wP+DtwB2CHJhlV15tIMVpIkSZIkSZKWByvMsP/JwP8NbXsLsB7wyqpaE7grcA7w3jmPTpIkSZIkSZKWQzMlZtcFThja9gLg9Kr6CvyrDu3HgMfNeXSSJEmSJEmStByaKTG7EnDN4EGSNYAHAEcNtTsH+I85jUySJEmSJEmSllMzJWbPBDbqPX5O9/uwoXZrAfPnKCZJS0mSnZJUkuH3MEkOTHL0HI71tiQbjdheSV63BP1uluSoJJclWZDkzCS7JllziQKeXQzbdMdxu+7xut3j58z03DmM4cFJvpPkgiRXJzk7yf5JHjypGMY1yfNzM7k+1urea+tOakxJkiRJ0r+fmRKznwHekeRTSd4NfAQ4Gzh8qN3GwKlLIT5JS8fGSf5zKY/xNhb+YmeJdQsSfhP4E/A/tM+eTwDPBb40l2PN0gXAY4CfTmKwJPcFfgmsBrwOeDbwIWBN4KGTiGGWJnJ+bkbXx1rAjrRyQJIkSZIkjbTSdDural6StYHtgdWBE4Htq+q6QZskdwaeD+y8NAOVNGfmA+cD7wY2mevOk6xSVVcvhX6fC7wZeMWgxnXnmCR70pJwS9L/YsddVQtoidJJeTmwAHhmNza0EjNfTJIJxjGjJCtX1TXMwflJsiKwYlVdO2LfUr0+ZhHjypMYR5IkSZL072+mGbNU1Qer6u5VdbuqemJVnTK0/+Kq+o+q+vzSC1PSHCrgA8DzkjxkuoZJHp7kyCRXJfl7kn2T3KW3f3CL+lZJ9klyGXBIknOAOwE7dvtrqKzBikk+kOTiJBcl+WyS28wQ95uAE4eSbu2Aqm6oqh/24vpQklOS/DPJ+V3cC9XBTnJOko8leW+S84Erevu27J6/IMmfk+yWZMovskbdqt/1/9Ekb+pi+HtXamD1XpvbJvlMkjO6c3x2dy5Wm+FcrA5c1kvK9s9FDccwFOtwGYaNuscbJ/lekiuTnJfkNSOO8/FJjulivTTJl5LcfkTfGyY5OsnVwFunOD8rdrf7n9ed59OSvGRovHlJjk+ySZLTaDXPHz3FOZnN9bFmkr27Y7iqi3WDobEXKbnRxXvJTMcLDP6d/PHg+p8iZkmSJEnSLdiMiVlJy6Vv0mpIv3uqBt1s+KOBVYGXAK8HngQckeTWQ80/CvwD2IKW9N0UuBzYi3YL+2NoM+4HdgDuCryUViLl1cD/myaWWwGPBQ4d8/jW6uJ4NvBG4N7AUd2My76XdMe0HfDCbqyNgQO6eJ8PfBp4C620y2xtCTwVeBXwdlqd7g/09q8KrEh7HZ4JvBd4Cu31mc6JwL2TfDLJAxcjrlH2Ak4GNgN+CHx+KJH6OOBI4EJgc9p5fRbw1RF97Qd8r9v/vSnG24V23HsCzwN+Buyb5MVD7dYFdgc+2PV39nBHi3F9fAd4Bu11fSHt38Ifp5WIWBz94z0c2Krbvj03Xf+SJEmSJC1k2lIGkpZPVXVjkg8BeyV5X1WdOaLZDt3vZ1TVFQBJzgSOA15AS0YN/LKqtu8/Ocn1wPlVNeoW9nOqapvu78O6pN9mtATcKHcCbgOcN/PRQVX9by+OFYFf0Mo3PA44dqj5c7pb7Qd2AY6uqq27x4emVQf4YJJdq+r8cWLoXAdsUlXXd7E8EHgRLRFMVV0MvLYX60q0xONPk9yzqqY63r1pt+a/AXhDkvnAD4BPVtXxs4iv74dV9a7u78OS3Bt4DzclVj8E/LyqXtiL9y/AkUkeXFX9OuOfqqpP9tqt2x8oyRq0xO6uVbVrb8y7Azux8LV1J+BpVfWbaWIf+/pI8t+062Cjqjqm23YUcA5ttuurZ+pjhOHjvbL78/Qprn9JkiRJkpwxK92C/R8tkfXOKfZvCBw+SMoCVNWvaAmsxw+1/f4sxx5eQPB04O5jPG+sW8KTPDPJz5NcDlxPS8oCrDfU9Mh+UrZL4j6SRWesHkD7vJztzMcfD5KyndOBtfozjpP8T5KTkvyTlsgdLJA1HOu/VNX1XYL0YbRZtifQZuf+IsmzZxnjwEFDj78NPKorObAq7di/kWSlwU8X63XAo4aeO9P18GDabOFR53m9JGv1tv1lhqRs3zjXx4bAxYOkLEBVXUlLQA9f1+Oa7fUPQJJXdaUajr/2iitmfoIkSZIkabliYla6heoShrsDL02yzogmawN/G7H9b8AaI7bNxmVDj68Fpls06VLaYlf3nKnjJP8JHExLxv4PLaH4X93u4TGG414TuNWI7YPHw8c9k1HHGeDWXaybAvvQZvRu0cW56RSxLqKqTq6qXatqY+D+wAXArjM8bSoXjXi8Eu2c3JFWcuFztETs4GcB7XzdY+i5M10Pa0/RbvD4jrPoC2ZxfTC763pcs73+AaiqPatqg6ra4NarzVRWWJIkSZK0vLGUgXTL9hXa7epvH7HvAlqt1mF3oc3Q7FuqixtV1XVJfkarC/qeGZpvClwMvHCwENYUiWdYNO5LaAnH4eMeLHg2f+ygx7MFcFxVbTfYkORJi9NRVZ2T5Jt0ZRI619AlgXumSj4OH/NatNnGl9CSxEUrM/CDEc/963A4M4R7QW+MS3vbR53nGa+tWV4f013X/e4JL5UAACAASURBVHEXMP65c3EvSZIkSdKsOWNWugWrqgW0hbv+l5tmMQ4cBzwjye0HG7rZqOty0+3205lpFuxs7QFskGTr4R1JVuhqhwKsAlw3SMp2thp+zihVdQMt6bzF0K4tgRtpM1vn0iq0BGDfjLEO3erfdz8Wnr15PvCAoTZPn+K5m454fEJV3dDd6v9L4P5VdfyIn+HE7ExOBa5i9Hk+s6u9O1vjXh/H0cpJPLG3f1XaQnH963qhc5dkBdrCbOO4tvs9l9e/JEmSJGk544xZSV8E3kVb1f6Y3vaP0xamOizJh4Hb0RaAOgX41hj9/h54dpJDgX8CZ1TVPxY3yKo6JMnHaQuWPQ74btfv+sBraLVvDwWOAN6YZA/gkO64XjqLoXakHfNXgf2BhwDvB740y4W/xnEE8Nkk76YlDJ8FPHWM5703ycOArwO/A25LWzztucBbeu0OAj6d5F3Ar7s2D5qiz2cm2Y12DWxGS+A+v7f/bbSFvm4EDgT+QSsd8Gzg3VMsIDdSVc3vXp/3dIvEHd+N+SzgxeP2M9TnWNdHVR3Wza49IMk7aDN230JLkn+k1+VBwPZJTgL+BGwLjFtv4DzgamDrrs7xdUuwKJskSZIkaTllYla6hauqq5J8AthtaPvFSZ4MfAzYjzYL8AfAm6rq2kV7WsRbgc/SFkZaFXgycPQSxrpDkp8Dr6MlJVehJdwOps38pap+kOTtwOuBV9JmuT4HGCtxWFWHJ3kR7Zb4rWi1Vj9GS9jOtS8C9wb+H2125RHAS2izU6ezLy1RvgNwN9rs0zOBF1fV/r12ewL3Ad4A3IZWz3bXbtxh2wJvBN5Eu6V/+6o6eLCzqn7azTLdGfgarebsubRk+OLUWH0frVTCa2llBP4IvHQo/lkZ5/robEp7TfegnfdfAU+pqj/22uxMK3mwK+3a/wxtpu/rxojjmiSvpF0zx9Dq8GZxj0uSJEmStHzKwnf7SpJuSZJsBPwYeEhVnbqMw7nFWv0+967Hf/j9i2z/3uZjVeGQJEmSJN1MJTmhqjYYtc8as5IkSZIkSZI0YSZmJUmSJEmSJGnCrDErSbdgVXU01j+VJEmSJGninDErSZIkSZIkSRNmYlaSJEmSJEmSJszErCRJkiRJkiRNmIlZSZIkSZIkSZowE7OSJEmSJEmSNGEmZiVJkiRJkiRpwkzMSpIkSZIkSdKEmZiVJEmSJEmSpAkzMStJkiRJkiRJE7bSsg5AkqRbuvvecQ2+t/lWyzoMSZIkSdIEOWNWkiRJkiRJkibMxKwkSZIkSZIkTZiJWUmSJEmSJEmaMBOzkiRJkiRJkjRhJmYlSZIkSZIkacJMzEqSJEmSJEnShJmYlSRJkiRJkqQJMzErSZIkSZIkSRNmYlaSJEmSJEmSJszErCRJy9gf/345zzvwe8s6DEmSJEnSBJmYlSRJkiRJkqQJMzErSZIkSZIkSRNmYlaSJEmSJEmSJszErCRJkiRJkiRNmIlZSZIkSZIkSZowE7OSJEmSJEmSNGEmZiVJkiRJkiRpwkzMSpIkSZIkSdKEmZiVJEmSJEmSpAkzMStJkiRJkiRJE2ZiVpIkSZIkSZImzMSsJEmSJEmSJE2YiVlJkiRJkiRJmrCJJmaTHJ3kwCn2HZ9k3iz7WzdJJXlOb9vbkmy0ZJEuNMZzujHWnaHd45MckeTiJFcm+UOSeUnuPhexJXlVkk0W57mLK8lqSXZJcnqSq5P8I8mxSbZMskLXZqckl0wwpo261+PB3eNbdzE8fBZ9PDzJAUkuTHJtkr92r9UDl17kI+MY+3pI8rgkJya5JkktpXi2TLLNiO1Tvm/naNzq/Vyd5Lwk307y3BFt5yU5fhZ9b5zkjbNov00Xx+1m8Zy5/sxZO8kPklzexTKy7+51qSTvHLHvkiQ7zVE8a3XvsXWHti/0XlyMfm+T5C1JTuo+M69K8uvus+7WcxH7mHEsdE0tzjUgSZIkSdLi+HefMXsB8Bjgp71tbwM2mmQQSR4PHA1cDrwC2AT4NLA+sM4cxfaqrt+JSLIW8EtgW+ArwLOALbptXwYGSbMvA8+YVFzAibTX/Kzu8a2BHYGxErNJNgN+BdwJeBPwNOAtwJrAz+Y62BnM5nr4InAZ7Vw/ZinFsyWwzVLqeyYfox3XxsA7gGuB7yb5ylC79zO7GDcGxk7MAt/v4rhqFs+Z68+cdwMPA17cxXLiDO3flGTVORx/2Fq099i6c9VhklWAHwHvAb4LPB94HnAwsCvw2rkaazEszjUgSZIkSdKsrbSsA1gSVbWAlihc1l4L/A7YoqoGsxmPAD6VJMsurCXyeeCOwAZV9Zfe9kOTfAa4A0BVnQ+cP11HSVapqqvnIqiquoLFfM2T3BXYG9gP2Kb3WgF8vT/zemlazPOxPrBnVR2zhGOvCKxYVdcuST9LwTlV1X9dv57kcGCvJMdU1d4AVXXW6Kcvmd55uRi4eGmMMQvrA8dV1Q/GaPsL4JG0L272mOtAkqw81312dqXF/eiqOrW3/UdJPks7B4ttST5zbibXgCRJkiTpFuBmO2N2cPt0kpck+WOSK5L8cKg0wEKlDJKcQ5sJuWPv1uiNun0rJHlH19eCJGcm2XpozHS37F7U3ba/D7DaGOGuDlw0lOgDYLBthth26G7hvTzJ35IckuS+/XMBPArYuvfcbXr7t01yWndc5yZ529BxPSjJoUnmd7cM/y7J9lMdTJJ1gE2BDwwlZQfHdF5VndK1XaiUQe/25mckOTjJP4HPdPtWTPLO7twvSHJ+euUrkpyT5KNDsSx0W/GI26f/0f3+au/crDvFoW1Lm2G7wxSv1fd6467YHdt5XaynJXnJUGyL3OI/HF/vGt0qyT5JLgMOme56GNUfsCLwya7dvFnEOC+tTMgmSU4DrgEePWKcecALgCf14tlpqM2U78Vu/8pJdk/y5y6e3yZ51vBY46qqrwDH0Zs9mUVvO189yZfTylFc052LL3X7dgJ2ANbpHdO8fj/D52X4euvartId17ndcZ2d5IPdvnMY43Xs9XWvJN/pzuE/RrzXC3gqsGnX1zkznKa/Al8F3pLkNtM1TCtVcUp3DH9OsluSlXr7B8e+YXdtXw28FTila/LjwTEOdb1mkm8m+WeSPyXZboY4VgVeDXxhKCkLQFXNr6qfd23XTvKVrt+ru8+OXdMrdTDVe6zbN+N7ZER8w585g/63TPLFtM/p85PsnK6kS9du/ST7d+f2qm6sN/bbSJIkSZLUd3OfMfto4K605MoqwCeBPWm31Y+yKfBj4EDaLfYAp3e/Pw1sDexCuzX46cBXklzaS8i9AXgf8AHgJ8BmwO5jxHki8O4k7wX2rao/zTK2u9OSl+fSEsGvAX6WZL2quhzYDvgW8CfardzQ3cqf5K1dvLvTyik8Cnh/kquq6jNd24OB3wMvBRYA92f6hPMTgQCHjnHsU9mLljDag5b0gnY7/su6WI8B1gA2X4IxAJ4CHEWbgff9btsFU7R9EnB8VY1TE3cX2i3qOwO/piUt901SVbXfYsT5UeDbtHIQNwB/Z+rroW9QuuEXtNv9D+Sm2Xzjxrgu7ZzvAvwNOHvEOO8H7kn7kmGQWOvPhB7nvXggsCHttvezaKURDk6yQVX9ZsSY4zgCeEeSW1XVdSP2fxx4LK0sxYXAPWjXL7Tzej/aNbJpt60/E3JdFj0v9+l3niS0W+0fQztHJwB3A57QNZnufb2QLnF6JHAd8Ergetprd0ySh1TV/G6cz9HKVryL9n6dyYdpXzq8HPjCFGNvDBwA7ENLtj60O5470T5v+vajzZjfmXY7/1nAvsD2jC6r8CXaTPQ9aeUXPpvk+Kr61RTxPgq4LeN9vqwJzAfeTHvPrAfsBNyZltztG36Pwdy+j3enfQ5vTkuevw84DfhGt/9uwBm0c/UPWnmVnWnvlw/OcixJkiRJ0i3AzT0xuxrw7Kr6O0CS/wA+kSluU62qk5JcD5zfvy26m5H2WuDlg1uiabfMrk1LIn0v7VbmtwNfrKr3dG0OS3IE7T/c0/kI8DhaEmCXJBfQkqEfr6ozp4ut2/emXqwr0pJRF9HqLu5TVacnuRK4eOi4Vuvi37Wqdu42H9HNSHtPkkE5gnsDmwxmudKSQ9MZHO95M7Sbzjer6r29WNen1d/9f1X1qV67A5ZgDGjJFoCzhs/rCHcDTpqpwyRr0OqS7lpVu3abD0ubIboTLXE1W7+sqoVmKU91PfQNSje0/OBNt/vPMsY7AU+bLjlaVWclmQ+sMEU8074XkzwVeDawUa/cwuFJ1qPVTN1iqrFncD7tc2oNWvJ02IbAZ6uqfx39X3dM53fvxQVTHNMi5yWLVh7ZmPYlzvOr6uDe9n26MaZ8X4/wclrye73BlzdJjqN94fJq4INV9cskVwDzx+iPLoZzkuwLvD3Jl6vq+hHNdgGOrqrBXQKHdsf6wSS7diVJBj5VVZ8cPOg+ewBOnyKm/QbXYNrs/ufSvtSaKjE79udL95n1ll4sPwOupH2p9vqhkhwLvceWwvv42Kraofv7iCT/TTvOb3SxHkn32dol9H8KrEpLwo9MzCZ5Fa0MBauseedZhiNJkiRJ+nd3c7/F8teDRFBnMBNtpkTpsKcCNwIHJVlp8EP7T/TDu2ToPYC1abPj+r49U+dd8uyptJl7H6DNMNsWODHJI2d6fpL/SnJEkktps+iuAm5Hmx02ncfQZp59c+i4jgLuQpuJOx/4M/CFJC9MW9RrXIvc7j8L3x96/OTu97wl6HMujHNMD6YlVL45tP0AYL1ZnsOB4fOxpGYT41+WYMbqwEzvxafRZqz+bMR7bIMlGHemGs2/Ad6aZLsuCTwb45yXp9CSpAfP0G4cGwIn9mfUdwnRnwGPX8K+P0BL+m41vKP7fHsko6+VFVh0MbnZXquHD/7oZjX/gfbZM5MZ34tp3pjk9LTSCtfRZqTehna8fcNxz/X7+PChx6fTO860Uh47J/kjbabzdcBuwL3SKxnRV1V7VtUGVbXBrVe7wyzDkSRJkiT9u5t0YvZ6Wq3MUVbs9vddNvR4MDtqtgvSrNn1fzntP8uDn3m02XhrA//Rtb1o6LnDj0eq5hdV9e6qegItGXUj8N7pnpfknrT/8Ic2a+5xwH924850nGt2v09j4eP6cbf9HlV1I23W34XAV4ALk/wkySOm6XdQV3Y48TEbw7Mb7wRc2SWxl5W/MN4xrd39Hj6GweM7LsbYo2Z7LonZxDgXY8/0XlyT9h66buhnJ9qXHovrbl0/86fY/zrgO7Tbys9I8ockLxqz73HOy52YujTGbK09xZh/o80IXmzdzPwDgXeOqGm6JnCrEWMPHg+PPdvrZdS1Md1n12w+X95IK+FxEO0Ogg1pJRUYMcZw3HP9Pp7pOD9Mm907KPHxn7QSK6NilSRJkiRp4qUMLqbVdRxlbcZMgi6G+bSk7+NoydJhF3HTuRieRbU4syOpqt90ZRAeOEPT/6bN6np+VV0J0M2uGidRM0hWPYfRyZQzulh+D7wgya1otTE/DHw/yd27xO2wY2mz2Z4B/HGMOEYZng13KXDbJKtNk5y9hrY4V98SJayGHE2rBbxGV89zKoNE3Fq0uAfu0v0ePHc28S7J7ONRxo1xaYw9ynxawm2TOe53Y+CEKerLUlWX0WpDvyHJQ2n1RPdNcnJVjaz12n/6GONfyk0JviV1AfCgEdvvwtSJ59nYjTaDeLhu8yW05PbwZ9moawWW/vVyPK0cwTOAH83QdgtaWZR3DzYkmeozdTju2bxH5sIWwKer6l91yZM8e47HkCRJkiQtRyY9Y/YnwKOSLFSKIMmjaf9Z/skcjDFqttZRtBmzd6iq40f8XEu73f9C2qysvs1mGnDULbFdjcH7sHDCdFRsq9CSxf3ZwluyaNJ81HN/AVwN3HWK4/pHv3FVXVdVR9EWTFqbttDTIqrqXNoMtXd1dXiHj+0eSR4y6rnTOKr7/bJp2pwPPGBo29Nn6Hc2s6j3oiWoPjpqZy+JciqtnMRwXdQtgTOrarCA1PnA+rOMt2+mmYXTGTfG2ViSeI6kzZj956hrcXE6TPK/tBmSnx+nfVWdTFvYagVuel2W5JigHdcaSZ4zTZtxxziO9vl3r8GG7rPwsbR6pEukO/5DaIuGpbf9BtqiZaOulRtpnyPTWdw7FaaK82raQoCvHZVkTbJ6kkF5hVVYdAG0Rco1TGFpvEems1CsXQmJcWdvS5IkSZJugSY9Y3Yf2uraxybZFTiXlojbEfg5cNgcjPF74NlJDgX+CZxRVWck+QKwf5LdaTO2VqbNXluvqratqhu6fR9NcgktSfwCFk0UjvLl7vbhb9Hqy96RttDPw1g4KbBIbNyUNP5qkr26mN7CorfN/h54RpJn0GZ/nV1VlybZCfhkknVoM11XoNWmfXJVbdrNIvwora7in7rY3g78doZZo68FjgGOT/JxWmLnNsCTaLcSvww4ZeqnL6x7DfYEPtYlso+lJYY3r6pB8uIg4NNJ3kVb1GszRs8w7Pd7bZKzgS2TnEqbxXry0KJAg7Z/TbINsF+3ANBXaLM87wa8sDu2NapqfpI9aAuoXU+7Xjaj3Z784l6XBwGvSPIJWn3LJ9NmAY5r1LX6jxmeMziWcWOcjd8Dz0+yCS3p/Neq+uuYzz2C9v49IsmHaeU1VqOtTL9yVb1zhuevm+S/aLfc3532BcmWwFeqap+pnpTkp7TX4VTajMlX0mZjDhae+j1wl+51PxW4pKrOGfOY+sf19SS7ACfSvtR4YlW9ujfGOK/jPNp774dJ3gfcQCv1cAktUTkXdqMlgIftSFv46qvA/sBDgPcDXxpa+GuU82hfAG2d5HLgusVNtve8h5Z0/1n3/vlZt/3RwOuBD9ESxkfQZkMfR/ts3Qq47zgDLKX3yHSOALbvaszOp31O3mYpjCNJkiRJWk5MNDFbVf9M8kTaQjUf4qaV1g8A3j3FbfWz9Vbgs7RE2aq0ZNnRtP8kn0lL3OwCXEFbvGWv3nP36GJ6Da224cF0t0bPMObngG1odS7XpiVVTwOeUVX9BWMWia2qjk7yclriZFPgt7Rkbn+VeWi1Cu9JWwF8NVrid15V7Z7kr8CbgB1oickze8+/kHaO3w3ctYvtx7QE0ZSq6qIuUfYW2jnbjTbb9KRurO/NcE5G2Y6WjN8WeAethMQRvf170mYZv4GW0NinO+6ZklavoSWff9Q9717AOaMaVtW3uhna7wQ+SXu9L6YlyJ/Wa/o+2izm19Jmc/8ReGlV7d/r6/tdEnm77pi+S7tuhheQm8pU1+q4Zoxxlj4HPIKWsL4jsDMtcTijqqokm9Fma76Rdq3Op91a/+kxutih+1lAez1+TSvvccgMz/sF7b23Li3ReRLwzF6y8Ru087o7cGdg7679WLrj2pSWxHxj18dfga/3mo31OlbVgiRPo81Y34s2q/VoYLMZviQZW1X9qiuh8vSh7Yd3tXffQ0tuXkSr3brjGH1ek+SVXdtjaMnzmRZlm6nPq7tz8XrgpbTPA2ifm7tz03t+F9o5H9Rq/Tbt82Gm62Jgrt8j03k98AXatXA17Vo7iPa5JkmSJEnSIlI1ifKTkiRpKqvf5371xA9/goM3n65qhiRJkiTp302SE6pqg1H7Jl1jVpIkSZIkSZJu8UzMSpIkSZIkSdKEmZiVJEmSJEmSpAkzMStJkiRJkiRJE2ZiVpIkSZIkSZImzMSsJEmSJEmSJE2YiVlJkiRJkiRJmjATs5IkSZIkSZI0YSZmJUmSJEmSJGnCTMxKkiRJkiRJ0oSZmJUkSZIkSZKkCTMxK0mSJEmSJEkTZmJWkqRl7L53vAMHb/6cZR2GJEmSJGmCTMxKkiRJkiRJ0oSZmJUkSZIkSZKkCTMxK0mSJEmSJEkTZmJWkiRJkiRJkibMxKwkSZIkSZIkTZiJWUmSJEmSJEmaMBOzkiRJkiRJkjRhJmYlSZIkSZIkacJMzEqStIyd9fcrl3UIkiRJkqQJMzErSZIkSZIkSRNmYlaSJEmSJEmSJszErCRJkiRJkiRNmIlZSZIkSZIkSZowE7OSJEmSJEmSNGEmZiVJkiRJkiRpwkzMSpIkSZIkSdKEmZiVJEmSJEmSpAkzMStJkiRJkiRJE2ZiVpIkSZIkSZImzMSsJEmSJEmSJE2YiVlJkiRJkiRJmjATs5IkSZIkSZI0YSZmNTFJtklyQpJ/JPl7kpOSfHxZxzVKkp2SXDKBcVZLskuS05Nc3Z2bY5NsmWRi788kGyd54xz3+b4kf0lyY5J5sxk3ybwkx89lPF2/2ySpGX7Ometxe+Ov3I2xbW/bdkmes7TGXBqSbJ/knCQ3JDl0jPYHdMe91SzHuTDJrosfqSRJkiRJN18rLesAdMuQ5J3A+4HdgXcAKwOPAl4KvHkZhjaVLwOHLM0BkqwFHA2sDnwcOAG4DfCUbvwFwHeXZgw9GwObA3vMRWdJNgB2Bt5FO8aLJjHuGL4PPKb3eHNgh6FtC5bi+Au6sc7qbdsO+CnwvaU47pxJck/gU8DHgO8A82dofztgkHh+MbDvUg1QkiRJkqR/EyZmNSmvA75YVe/qbTskyc7LKqBRktwKuLGqzgfOn4P+Vqmqq6fY/XngjsAGVfWX3vZDk3wGuMOSjj9GfLcCblwKXa/f/f5sVV2xFPpfLFV1MXDx4HGXQKaqfjkX/ScJcOuqWiS527sW5mSsKcZfEVihqq5bWmMA69HutvhyVZ05RvvnA6sCRwIbJ7lTVV063RNmeN9IkiRJkrRcsJSBJmV14MLhjVVVg7+TbNTd7vzgfpskRyc5sPd4XpLjk2yS5PdJrkny0yQPHHreCknekeSPSRYkOTPJ1qP6TvKqJGcB1wB3HVXKIMm9knwnyRVdyYFDktx3qE0leXOSPZJcDJwy6mQkWQfYFPjAUFJ2cF7Oq6pTeu2fkuS47lj/luRz3UzEwf7BLfq36/fT3W7+0RmOd0/arNF1erfzzxsVd9fHit35Oa87r6cleUlv/zzga93Dy7v+NhrRz04zjZvk6UlOTnJl9xo/aGj/jK/xkkiyeZITu/P+1yS7dcnPwf4PJTk/yZOTnEibEfu8JP/dHc9TkvwgyZXAR4dLGST5JfAg4NW9c/Cibt9K3Xh/7o7tlCRbDMW3f3detkzyu278Rya5LskLh9qumFZa4gMzHPObhs7n9v3jBY7oHp7Rj3caLwb+RHutbwW8YGi89bt+tkzy9SSXA9+cIrZ1kpzVndOV03wsyandNfLnJHsnufPQ8y5MsmuSt3Wv4/wkX0ty+16blbv37eB8/yXJt9KVFElyj67vs9PKjpyRZMe0LzcGfSSthMefumvmwi7WO81wjiRJkiRJt0DOmNWknAi8Psl5wPdmmjE3hnVot/+/F7iadtv8YUnuV1XXdG0+DWwN7NKN/3TgK0kurar+beOPA+4DvB24Crh8eLAkt6HN+LsOeCVwfTfmMUkeUlX927nfChwL/A9Tf/nxRCDAOPU5H9i1O4KW1LoH8CHg3sB/z/T8EYaP91RaaYmn0JLF0JtVOsIuwNtox//rLqZ9k1RV7UcrWfFn4D1dn1cDp4/o58vA/aYZ957AR4Dduj4+CnwjyYN7Cf1xX+NZS/Iy4KvAZ2jlN+4PfACo7tgG7tAdywdpCcjzgEHCfh6wVxf7VSOGeQVwMPBbWpkPgD90vz9Mm2m+I3AS8CLa8W9WVQf1+liPdvy7AJcA59LKIrwcOKDXbmPgrl1MUx3z62klCj4CHAU8DfhMkltV1R7AZ2lfsHwC2II2q/wPU3RHkjW6cT9aVb9NcjotUbvniOZ7AN+gXU/Xj+jrvrT34InAC6vq2i5JvgawK3ABcBfa++/wJI/sf/EDvIxWLuQVwLrdcV7MTaVU3teN/S7aOVybVoIh3f61umN/I3AZ8ABgp278/9e1eSUtAf024HfAnbtzuMpU50iSJEmSdMtlYlaTsj2tHuU8oLrZfd+iJWwW51b3NYHnV9XPAZKcQKvbuQ3whS6J81rg5VW1d/ecHyVZm5bo6iftVgceUVX/mtGbhCEvpyUK16uqP3VtjqMl4l5NS8oNXFhVLxzuYMjdut/nzXyovI+WKHpeVd3QjT0fOCDJY6rqF2P00TfqeC8AFsx0S3+XaHsjsGtVDRZlOizJ3WlJqv2q6qy02bgAv66qf47qq6rOn2HcNYDHVdUfurFXAA6iJUh/P8vXeFa6hN+HgT2rapB0OzzJDcDuSXbvXbe3AzavqsN6zx8kZvetqp1721ceOgenJbkauKh/DpLchfaeeV9VfbjbfFjaTOuduvMwsCbwpKr6Xe/5ewHfTXK33ozslwM/m6r8QDfz8720kiNv7415J+C9ST5TVX9O8vtu32+q6o+j+urZnDZLdv/u8f7ATkNxDRxTVSMXoEvyAOBHdF94VNX1AN374eW9divSkq9/BP4T+FWvmyuBF1TVjV3bhwGbcVNidkNgn6r6Wu85/0psV9UJXd+DkhU/A64FPpnkzV0sG9K+ePpir49vTXFuJEmSJEm3cJYy0ERU1cm0GWbPAz5Hm4X2XuD4DN1+P6aLBknZrv9zaUmTDbtNT6XVTj0o7ZbwlZKsRJtx9/D0bkcHTugnKaewIXDiICnbjXk+LTnz+KG235/FcdTMTdgQOGiQlO18izarcHjscYxzvFN5MK1e6PCt5gcA66UtaDZXzhkkZTuDWbd3737P5jWerQcD/wF8c6jvo4Db0q7lgeu46fb+YbO5FvoeRlsIbtR5fmiS1Xrb/tRPynZ+SJvd+TKAJHekvfe+Os2Y96LN8Bw15hosfMzjejHwu+79D7Af7d+dLUe0nepcPZi2gNzhwFaDpOxAkucl+WVXAuF6WlIW2kziviMHSdnO6cDdctO3ML8BXplkhwyVU+nGWSHJW7vE9NW0130vWmJ+7V4fm3TlDDYYlEGYSlpJkeOTHL/gJ8zkxQAAIABJREFUisumaypJkiRJWg6ZmNXEVNWCqjqkql5XVQ8EtqXdyv6Kxejuoim2DRIkawIr0soSXNf7mUebKb5273l/G2O8tado9zda0mp420wGswXvuThjd0naS0eMPY5x4psullF9DB7fcQn6Hjacqbq2+z2YdTqb13i21ux+D8pXDH4GCdB79NpePJTw61vccz2b87zIGN31sTdtBjnAS2hJy28swZizutaS3JVWsuPgJKsnWZ1WauFkWsJ22FTn6gm012Ov4fOc5HG02cNnAS8FHtONCTddJwOjrqeVaNcQtJnpX6aVJTglrYbya3vt304rZXEA8FzaFyZvGhrr87QSH1vRynxc2NWhHflvbVXtWVUbVNUGt1lt9SkOX5IkSZK0vLKUgZaZqtorye7A+t2mQW3YWw81XYOW0OkbNTNzLeC07u/5tETU42izKof1E7vjzFq9gLZI07C7dGP1jdPfsV27Z3DTDL/pxl7oeLvZoHfqjT3VuRuVKB0nvulioYunXyf4Lt3v4XOxNM3mNV6cvqHVrx1VH/es3t/Tnc/FPdf983x2b/vgPP99jDH2At6R5LG0BO2BVfWPMcc8rbd9cV/bF9K+/Ht797OQJPcdKoUw1XF8gTZL+ntJnlxVJ/X2vQA4r6q26vV7/1nG2QavuopWX/ZdXR+vAz6X5HdVdTStpu6+VbVjb6xHDvVxA61W8O5d2YmX0RK15zJNbV9JkiRJ0i2TM2Y1EaNucU9bOf0O3DRT7vzu9wN6be5Bqyk6bK0u4TRod0/gkdxUU/Io2ky4O1TV8SN+rh3R53SOAx6V5F69Me8GPBb46Sz7GpReOIiWBFpkZmfaCvAP6Y296dCt+ZvRvlgZjD3q3D0a6N/yPp1rWXSG4Sin0hax2mJo+5bAmVU13aJhSzLuKHP9GvedQlsYap0p+v77TB3Mwqhz8FtgAaPP88nj1GWuqrOAY2gLxW3A9GUMoCWAL55izEu5abbwuF5MO44nD/08G7iBtpjZOAr4X1qN2cOSrN/btwo3zaQe2IolVFVn0GbD3gg8sDfWgnHHqqpzq2qwEN4Dp2onSZIkSbrlcsasJuWUJN+l1Ym8CFgHeAstybc3/GsxqF8D709yFe2Lg3cxeqbeJcDXkryXVu9xl67feV1fZyT5ArB/Nyv3eFry60G0Bby2nWX882iz/n6Y5H20xNJOXRxfnPpp03otLXF2fJKP02rk3gZ4Em3hp5fREoS7AicB30nyedrswQ8Dh/UW/voVrTzCp7pzsgZtZfhxF1b7PXCXJNvQkq+XVNU5w42qan6SPYD3JLmedl43A57F6NvT52TcUZbCa9zv+/okbwW+1C14djhtdu59gE2BZw3V/F0SvweenOTptJmwZ1XV35J8FtilK4H6W9oM1KfQzve49gK+Rpvhe+x0DavquiTvpy1mdTnwY+BptMW13jxc23U6Se5DW3zrjd1s0+H9R9Gul12H900R2w1JXgJ8l7bA2+O76+QI4DVJPgIcSitjMG7Cdzim79NqRv+GloB9Ee19/pOuyRHAK5KcSJsBuzU31Tse9PFV2vvwV7T33sa0shc/XpyYJEmSJEnLNxOzmpRdgOcDn6IlDS8Efg68sKr6t2q/hFbn8f9os0Dfxk11HPvOpdV7/BAtyXs88OKquqbXZnvgTOCV3fhX0G5L32u2wVfVgiRPAz7ePT+0BYk2q6rFun2/qi5K8l+0BPUrgd1odUxPoh3z97p2pyV5Ju14v90dx360czPo69okm9IWVjsQOIOW+N13zHC+QZvNuDttAah+fdJh76MlKV9Lu839j8BLq2r/Mcda3HFHmbPXeFhV7Z1kPvBO4NXctLDUIYwunbC4dqIl978F3J6WsNyf9kXANcAbaOUFzqC9Xw6aRd8H02aczquqGcsqVNWnk9yKdhv/DsB5wBuq6jOzGBPaMVxPu05H+T9g7yQPY9FZqFPFdm2SzWgLm/0oyROq6tvdFxHbdT8/ATZh4VIM4/oZsDnwju7xacAmVXVK9/g9tNIgH6K9/t+kvXe/1evj57TZvdvTyor8Adimqn64GPFIkiRJkpZzGeP/6tLNSpJ5wIOraoNlHYt0c9YlMr8JrFtVf17W8Whqd7zPA+rvZ822WoQkSZIk6eYuyQlT5bCcMStJy5mu/vF6tFIBB5mUlSRJkiTp5sfFvyRp+fN6Wk3Uy4A3LuNYJEmSJEnSCJYykCRpGbOUgSRJkiQtn6YrZeCMWUmSJEmSJEmaMBOzkiRJkiRJkjRhJmYlSZIkSZIkacJMzEqSJEmSJEnShJmYlSRJkiRJkqQJMzErSZIkSZIkSRNmYlaSJEmSJEmSJszErCRJkiRJkiRNmIlZSZIkSZIkSZowE7OSJC1j97njbZd1CJIkSZKkCTMxK0mSJEmSJEkTZmJWkiRJkiRJkibMxKwkSZIkSZIkTZiJWUmSJEmSJEmaMBOzkiRJkiRJkjRhJmYlSZIkSZIkacJMzEqSJEmSJEnShJmYlSRJkiRJkqQJMzErSZIkSZIkSRNmYlaSpGXsz5ddu6xDkCRJkiRNmIlZSZIkSZIkSZowE7OSJEmSJEmSNGEmZiVJkiRJkiRpwkzMSpIkSZIkSdKEmZiVJEmSJEmSpAkzMStJkiRJkiRJE2ZiVpIkSZIkSZImzMSsJEmSJEmSJE2YiVlJkiRJkiRJmjATs5IkSZIkSZI0YSZmJUmSJEmSJGnCTMxKkiRJkiRJ0oSZmJWkaSTZKcklvccbJakkD+5tqySv6z0+OsmBSymeeUmOn4N+VkiybZKfJ7kiyTVJTk3y1iS369oscqxL24hz+aokm8zi+XdJskeSs5IsSPL3JD9M8oylE/GUcWyZZJtJjilJkiRJ+vey0rIOQJKWQ9sB1y2lvt8PrLIkHSRZATgAeC7wWWAX4FrgEcDrgLsCbwJOBB4DnLUk483SY4Cze49fBZwKfGemJya5P/Bj4Ergo8DpwGrAs4CDk2xYVb+d84hH2xJYE5g3ofEkSZIkSf9mTMxK0hyrqtOXYt9zkSTdHngBsHFV/ai3/agknwUe1411BfDL6TpKskpVXT0HMdGNOe14M9gXmA88tot94JAknwcuW6LgxjDX50OSJEmStPyylIEkzbHhUgaDcghJHpHkl0muSnJSkicMPW/Fru153W34pyV5yVCbhUoZJFk9yZeT/LUrR3Beki/NEOKbgIOGkrIAVNU1VXVk1/dUZRve3JULuBg4pbdv0yS/SnJ1kkuT/CDJOqPi7rat2/X3nKH+Xzc4j8CjgK277TVVeYAkT+zavnMoKTs4rpOr6rxe+y2TnNKd5z8n2S3JSr39C5WwGBVf9/icJB9L8t4k5wNXJJlHS3w/qRf3TqPiliRJkiTdcjljVpImY1Vgb+ATwIXAjsBBSe5ZVVd1bXYB3gbsDPyaltzbN0lV1X5T9Ptx4LG0ZOuFwD2AJ04VRJJ7APcCPrgEx/JW4Fjgf+i+4EvyP8A+wP60cgsBngLcGTh3McfZDvgW8KeuT5i6rMKTgBuARZLNw5JsTCvlsA/tWB7a9X8n4DWLEedLgNO6eFcCfgvcE1i92wZw/mL0K/1/9u48XLKqPNv4/YAyKCIGEAmomM+oMTFOLYrmU5zAAScMyKCxNYEoooKI0aDQDFEcUDSSxCGIJIRJxQ8cgBZsFaJgOwEOYFCUFtRmVugGAu/3x9olRVHnnDo9bLqb+3dd56pTtddea+1d1c3F06veJUmSJGkNZjArSf1YH9inqs4GSHIl8D1aiHp6kj8C9gEOq6rDunPOSLIlMA+YKpjdGjiqqk4ceu0/p5nHFt3jL6dpM5NfV9UrBk+6mrWH01bh7jrU7tTlGIOq+lGSG4HFE5Q42KJrN0kZgUOABVX16u756UkA3pPksKpalhB1h6paOniS5BpgreUszSBJkiRJWoNZykCS+nErsGDo+aAO7Zbd41/QVtWePHLeicAjkjxwin6/D+yfZK8kj5jFfGoWbUd9ceT5I2kbhn1qOfpcEWa8piRrA09g/H1ei7b52GydNRzKTirJnkkWJlm45IZrlmFYSZIkSdLqzGBWkvpxQ1XdPnhSVbd0v67XPW7ePf5m5LzB8wdM0e/ewOeBA4GLk/w0yS7TzONX3eNDJpr1eKNz3Lh7vHI5+lxevwI2TbLeDO02Ae7N1Pf5j5Zh7NG+JlJVH6+qOVU1Z/0Nl2VYSZIkSdLqzGBWklYNg1BzdGXsZt3j2CWVVXVdVb2pqh4EPBY4j1aX9tFTtL+cVrN1++WY6+jK1Ku7x81HGw5ZCqwz8tqKTCMX0MrzPHuGdlfRVi/PdJ/vMt8kU4Xjy7P6WJIkSZJ0D2UwK0mrhouAm4CdRl7fGbikqhbP1EFVXUDbzGot4FHTND0S2DHJM0cPJFkvybMmnnVzMW3F6qunabMI2GpkRetzJ+j7Fu5YVTylqvoG8B3g3UnuN3o8yWOSPLiqbuvajbvPtwPfHJrv/ZJsMdRmuwnmO6t5S5IkSZLuudz8S5JWAVV1TZIjgXcm+V9gIbAj8AJg16nOS3IOcAot2C1gD+BG4PxphjuKtunYl5IcBcynBYmPpZVGOA04exZzvz3J22grdY+jbVRWwLOA46tqIa3cwiHAJ5McAzweeM0E3f8E2D7J9rSVuT+vqqunaLs78FVgYZIP0er4bkhbHbwH8GTgcuAg2sZqnwJOAB4DHAp8Ymjjr9OBJcDRSY4AHga8bsJbMpj3S5K8lBbyXlFVV8zifEmSJEnSGs5gVpJWHQcC/wu8nvbV+v8BXllVJ0xzzjeBucBWwG3A94DnDwWMd9EFqa8AXgv8HS1wvBfwU+A/aCtqZ6Wq/ivJUuAA4DO0cPhbwOLu+EVJXgu8ixY4n92Nf+4MXR9Gq4d7Ei1kfQ1wzBRzuDjJE4B3AG8DtqCtQj4f2K2qftC1O7Orw/tOWpj7W+AIWmA76OuqJC8HPkALlb8D7MYdm7bN5F9o4fPRtPrABwPzJjxXkiRJknQPkCpL40mSdHfa7OF/Wb/5nwvu7mlIkiRJklawJN+pqjnjjlljVpIkSZIkSZJ6ZjArSZIkSZIkST0zmJUkSZIkSZKknhnMSpIkSZIkSVLPDGYlSZIkSZIkqWcGs5IkSZIkSZLUM4NZSZIkSZIkSeqZwawkSZIkSZIk9cxgVpIkSZIkSZJ6ZjArSZIkSZIkST0zmJUkSZIkSZKknhnMSpIkSZIkSVLPDGYlSbqbPXijde7uKUiSJEmSemYwK0mSJEmSJEk9M5iVJEmSJEmSpJ4ZzEqSJEmSJElSzwxmJUmSJEmSJKlnBrOSJEmSJEmS1DODWUmSJEmSJEnqmcGsJEmSJEmSJPXMYFaSJEmSJEmSemYwK0mSJEmSJEk9M5iVJEmSJEmSpJ4ZzEqSJEmSJElSzwxmJUmSJEmSJKlnBrOSJEmSJEmS1DODWUmSJEmSJEnqmcGsJEmSJEmSJPXMYFaSJEmSJEmSemYwK0mSJEmSJEk9M5iVJEmSJEmSpJ4ZzEqSJEmSJElSzwxmJUmSJEmSJKlnBrOSJEmSJEmS1DODWUmSJEmSJEnqmcGsJEmSJEmSJPXMYFZaAZLMS1JJzhhz7DNJFqzAsd6WZNsxr1eSvZej3x2TnJ3kuiQ3J7kkyWFJNlmuCc9uDnO769ige75V93yHvubQjft/kvx7ksuT3JJkcfc+PqXneeyZ5KUrsL/7JjkhydXdfZ07Tdu1kvxdkv9OckOSpUkuSrL/4P1Z0ZK8JMmPu3t+2coYQ5IkSZKkVYXBrLRibZfkSSt5jLcB267IDpMcAZwM/Ax4FbAd8CHgRcAnVuRYs3QlsA1wTl8DJnka8F3gscCBwHOA1wE3A+cmuX9fcwH2BFZYMAu8nvae7km7r18c1yjJWsCJwEeBbwI7Ay8APgXsBRy6Auc0GHNt4FjgB8CzgJet6DEkSZIkSVqV3OvunoC0BrkGWAQcwIoN0wBIsn5VLVkJ/b4IeAvwt1V19NChryX5OC2kXZ7+l3neVXUz8K3lGX82kqxPCyS/Dbygqm4ZOvzZJJ8Ebu1jHivjvQYeBVxcVZ+dod0bgJcD21XVV4ZePzvJUcDTVsLcNgc2BP6rqpYriE9yb+D2qrpthcxMkiRJkqSVwBWz0opTwLuBFyd5zHQNkzwuyVlJbkpybZLjkmw2dHzwFf7dkxyb5DrgtO7r3RsDB3XHa6SswdpJ3t199f63SY5Ksu4M894X+O5IKNsuqOq2qvry0LwOT3Jhkt8nWdTN+0Ej13ZZkiOSvCvJIuCGoWM7d+ff3JUJ+KckU/4D0bhSBl3/H0iybzeHa7uv52801Oa+ST6a5OLuHv+8uxcbznAvdgK2APYdCWUH9+OrVXXT0Dh7J/lpdz3/k2Tfkfkfk2ThBNdUSd6S5Mgki4ELu/IXTwRePfRez53mXm2S5NNdmYKbkixIMmf4vgF/Czx+0N8092Ff4JSRUHZwD5ZW1VlD/T4syee7cge/S3JakoePzK2SvHmqz2Z3XZd3zf9f135ed2ytJG/v7u+gxMarR/pfkFZqYs8klwJLgT/ujv1Fki92c/tdkpOHP7NJth38OeqO/T7Jz5LsNeYePz3JV7s213fjPn7o+EO6z+I13XtwRpJHTnOfJUmSJEn3YAaz0op1MnAJbdXsWEk2BRYA9wF2A94IPAOYn2SdkeYfAH5HCwzfTft69/XAv9O+ir4N7Wv3A/vRAqlXAu8H/h548zRzuTfwVOD0Ca/vgd08XgjsA/wJbRXl2iPtduuuaS/gFd1Y29FWo34XeAnwz8BbaV+Xn62dgWfTvpL/D8AO3bwG7gOsTXsfng+8i/b1+JNn6PcZwBVVdeFME0iyB+0aTqWVBzgZOCLJ22d1JXfYn7Zq9FXAm2j37ifAl7jjvR5beqDzeWB72j19Be3v968OhaQv6/r6yVB/467rwcDDmOAz0QWrZwF/BuwBzO3O/VqSPxppPt1n84vAjt3vb+3m9snu+T8D7wQ+TvvcnQIcnbvWHX4arVTDP9Dej+u7az8XWI92X+cCf077R46MnP8JWhmFl9H+fB6VZOuha922u9ZbgVfT7vE3aEE+3fWeAzySVvpiZ+C+wFfSVmJLkiRJknQnljKQVqCquj3J4cC/Jzmwqi4Z02y/7nH7qroBIMklwHm0r48fP9T2W1X1huGTk/wvsKiqxn3F/7Kqmtv9fkZavdQdgfdNMeWNgXWBX858dVBVrx2ax9q0+qOLaKHY10ea71BVS4eeHwIsqKrBasfTu2zsPUkOq6pFk8yhcyvw0qr6324ujwZ2oYWZVNViWkg3mOu9gJ8D5yR5SFVNdb1bMMG9SKvBOg84pqoG7+eZafVn35HkyJFrn8Svq+oVI+PcCCye4r0ebvc82nuwbVV9rXvtbOAyWuD791X1vW417mYz9LdF9zjJZ+I1wEOAR1TVz7pxz6PVKv574D1Dbaf8bFbV4iTf645dPJhfF6y+HnhNVX26O/6VJJsDBwFfGOp/I+DxVfXroftyFPBr4PmDFdBJLqCF0y/gzkH38VV1WNdmAS3c3RE4vzv+Hlpwu31VDVYbD4fX+9KC2MdV1TVdP+fS3oPXAkeN3rwke9L+cYGHPOQho4clSZIkSWs4V8xKK95/0kKtd0xxfGvgzEEoC1BV59MCnL8aaTvdCslxzhx5/iNgywnOm+5r7X+Q5PlJ/jvJ9cD/0kJZgEeMND1rOJjsQtwncNcVqyfS/h4au3pzGl8dhLKdHwEPHF5xnORVSb6X5Pe0IHdQt3R0rqMmuRdb0lZ/jrueDYFpS1lMYbbv9bCtaQHu1wYvVNWNtOBy9DM1qUnuw9a0Mhg/Gxp3EW2V6ui4y/LZfDZwO3BKknsNfmgrVx83slL7O8OhbOc5tBW2tw+d+3Pan7U5I23/ML+quhX46WB+Se4LPBn49FAoO+o5wHzghqGxfgd8Z8xYg3E+XlVzqmrOpptuOu2NkCRJkiSteQxmpRWsCwzfB7wyyUPHNNkc+M2Y138DjH79e1y76Vw38vwW2te4p3I1cDNt1eO0kjyJ9rX9RbSvhW8DPKU7PDrG6Lw3Ae495vXB89Hrnsm46wywTjfXlwHH0lb07tTN82VTzHXYr5jgXtDeQ1hx1zOur9mYzWdqJr/qHie9D5OOO9vPJrTPzdq08h23Dv0cQ/vGx+ZDbcfNYxNaaYNbR37+BHjwLOb3ANrn68oZ5vqKMWM9c8xYkiRJkiRZykBaSY6m1cX8hzHHrqTVah21GW113bCJVrIuq6q6tfu69fa0+U7nZcBi4BWDVYNTBM9w13lfRQupRq97sOHZNRNPejI7AedV1R82cEryjAnOWwC8NsmfV9UPp2k3COhmup6ldGHxkKmC0uV5r6f7TM3q3lbV5Ul+RvtMfHKG5lfSarYu97hTuIa2MvtptJWzo3479Pu4+3cNbcXsuOu4ahbzuLYbf/Np2lxD+4eLQ8cc+90sxpIkSZIk3UO4YlZaCarqZtrGXa/lrmHOecD2Se43eKFbjboVd3zdfjqTrDScjSOBOaM73XfzWqurXwqwPnDryFe5d59kgKq6jRY67zRyaGda4PXNWc96euvTVgIPm2Sun6GtGP1QtzHanSTZNsl9aKuGr2D89dwADDYPWwRslWT4/XruBPMYmPS9Po9WyuHpQ3O9D22zrEk+U6OOBHZM8szRA0nWS/KsoXGfmORhQ8e3oG0otyzjjjqbtmL2/lW1cMzPLTOcfxbwF7QyB6PnXjbpJLqyEOcBfzNm07Dhsf4c+OGYsS6edCxJkiRJ0j2HK2alledjwD/SQqqvDb3+QdqGRmckeS+wAXA4Lcz77AT9/gR4YZLTgd/TNkta5hV5VXVakg/SNix7GvD/un4fRdtd/jLaJkfzgX2SHAmc1l3XK2cx1EG0a/4UcAKtDuuhwCdmufHXJOYDRyU5gBaovYBWr3RaVbUkySuALwPndptH/Yz2NfWX0sLdjavqpiTzgI8lubob7xm09/Ufh+rrfp626dknkxwDPJ62YdakfkIL8benlZ34eVVdPWbeZ3Qrn09M8vau7VtpAfX7ZzHewFHA04EvdfdgPi0kfiywN+39P5tWUuAfgC8nORC4jbYp2lW0z/9yqaqLk/wbcEKS9wELaUH1n9M2HPu7GbqYR9u864tJju7mtQUtHD+mqhbMYjpvB75Cu9aPAzfSynksrKov0P5cvxI4O8k/0wL+zWifi3Oq6vjx3UqSJEmS7qlcMSutJFV1E/ChMa8vptWdXAocTwvBvgE8d4IVgAD700KhLwLfBp64Aua6H60+5p8C/0UL4vajrQJ8fdfmS7QQ7uW0r2w/A9hhFmOcCexC2wjpNGAf4Aha0Leifazr+83A54CHArtNOM9zaRuVXQT8Ey2A/DhtU6/nVtX1XbtPAG+ilXj4ArArsF9VHT7U10W0VdPbcMc9e+0sruMw4MfASbT3+kXTtH0Z7X07krYpWYBnVdX/zGK8wbxvp30e3kjbxOuztLD6b4H/oAWeg5Xhz6EFyP8OfBr4BbBtVa2o8hRvoAX4fwN8iRYGvxD4+gTXcQmtvvBNtPfwy8DBtNXUs7ovVfV1WqB7H9oGfyfS3s9F3fGrurF+Qvtzfyat1vT9gQtmM5YkSZIk6Z4hU28wLUmS+jBnzpxauHDh3T0NSZIkSdIKluQ7VTVn3DFXzEqSJEmSJElSzwxmJUmSJEmSJKlnBrOSJEmSJEmS1DODWUmSJEmSJEnqmcGsJEmSJEmSJPXMYFaSJEmSJEmSemYwK0mSJEmSJEk9M5iVJEmSJEmSpJ4ZzEqSJEmSJElSzwxmJUmSJEmSJKlnBrOSJEmSJEmS1DODWUmSJEmSJEnqmcGsJEmSJEmSJPXMYFaSJEmSJEmSemYwK0mSJEmSJEk9M5iVJEmSJEmSpJ4ZzEqSJEmSJElSzwxmJUmSJEmSJKlnBrOSJEmSJEmS1DODWUmSJEmSJEnqmcGsJEmSJEmSJPXMYFaSJEmSJEmSemYwK0mSJEmSJEk9M5iVJEmSJEmSpJ4ZzEqSJEmSJElSzwxmJUmSJEmSJKlnBrOSJEmSJEmS1DODWUmSJEmSJEnqmcGsJEmSJEmSJPXMYFaSJEmSJEmSemYwK0mSJEmSJEk9M5iVJEmSJEmSpJ4ZzEqSJEmSJElSzwxmJUmSJEmSJKlnBrOSJEmSJEmS1DODWUlrnDQ/T1JJHj6L87bqztlhZc5vVZBkrSR/l+S/k9yQZGmSi5Lsn2SDrs223f34ix7nVUn2Hnq+Z5KXzuL8zZIcmeTSJDcnuTbJl5Nsv3JmPOU8dk4yt88xJUmSJEmrF4NZSWuibYCtut93uRvnsUpKshZwIvBR4JvAzsALgE8BewGHdk2/S7uXl/Y4vW2Ak4ee7wlMFMwmeSTwPeCFwAeA7YC/AS4DTk3y2BU60+ntDMztcTxJkiRJ0mrmXnf3BCRpJdgVuBG4qPv9sJlOSLLeyp7UKuQNwMuB7arqK0Ovn53kKOBpAFV1A/Ct6TpKsn5VLVlRE6uqacebwXHANcBTu7kPnJbkX4HrlmtyE1jR90OSJEmStOZyxaykNUqStYGdgFOBo4FHJ/nLkTZzu6/Mb51kQZIlwP5T9Ldtkt8leXf3fPMkRyf5WZIlSS5JcliSdYbOGZRE2DnJx5Jcn2RRkoO71aqDdlsmOSnJb7u+Lk1y6NDxbZKcmuSKJDcm+X6S3Ufmt1GST3Ztlib5ZZJPzHCb9gVOGQllAaiqpVV11tC136mUQff8LV25gMXAhUPHXpbk/O5ark7ypSQP7Y4dk2ThyNzvUjpiuJRBkgXAE4FXd6/XVOUBkjy9a/uOkVB2cF0XVNUvh9rvnOTCrtzB5Un+Kcm9ho7PS3LVmHFGSy1cluSIJO9Ksgi4IckxtOD7GUPznjdu3pIkSZKkey5XzEpa0zwL2Aw4ATjX15VzAAAgAElEQVSH9nX9XYELxrQ9HvhX4GDGrKbs6pKeAhxeVYd0L29CW5X5FuBa4BHAPGBT4O9Hungf8Fngr4FnAwcCPwRO6o4fC6xP+7r+dcCfAI8aOv+hwLnAvwFLaStZP5Xk9qo6vmvzQeCptLD118CDgaePvzWQ5MHAw4D3TNVmAvsDXwdeRfcPfEle1V3PCbRSCKG9F5sCv1jGcfai3b+fcUd5hanKKjwDuA24S9g8Ksl2tFIOx9Ku5S+7/jcGXrcM89yN9r7uRfvv6g+AhwAbda8BLFqGfiVJkiRJazCDWUlrml1pIefpVXVLkvnALkn+sapqpO1HqurDgydJthr6/cW0APWdVfWBwetVdSHw1qF259LKJhyd5I1VdctQ/1+vqv263+cneR6wI3cEs1sDu1bVad3zBcOTq6oThsYJLQzdEtiDFioP+jiqqk4cOvU/x92Yzhbd4y+naTOTX1fVK4bmthZwOG0V7q5D7U5djjGoqh8luRFYPEGJgy26dpOUETgEWFBVr+6en95uL+9JclhVLUuIukNVLR08SXINsNZylmaQJEmSJK3BLGUgaY2RZF3gZbSAcBCQHk/bCOwpY0754hRdvZy2AdV+w6FsN0aS7JPkR10JhFtptU3Xpa2SHHbmyPMf0YLVge/TwsC5SUbPJckDknwkyS+6cW6lra59xEgf+yfZK8kjRvuYxmhIPRuj9+2RwB/TNg+7O814TV2piydw5w3GoK2gXYu2+dhsnTUcyk4qyZ5JFiZZuHjx4mUYVpIkSZK0OjOYlbQmeT7t6+Nf6mqvbkRbhXozbSXtqN9M0c+LaeUKThlzbB/giO7YS2grVt/QHRvdQGy0PMItI21eASwEPgT8oqsh++yh48d0bd4PbAc8iVY3d7iPvYHP08okXJzkp0l2meK6AH7VPd4lCJ6F0fu2cfd45XL0ubx+BWyamTdx2wS4N3e9hsHzP1qGsaf6HE2rqj5eVXOqas6mm266LF1IkiRJklZjBrOS1iSD8PVkWv3Xa4HLaatZd+5WSw6baoXlG2lB3/wkG48c2wk4uaoOqKozq+rbtFIGs1ZVv6qqubRgcxtajdhTk2zcBYwvBA6qqo9W1dlVtZCRv7er6rqqelNVPQh4LHAecFySR08x5uW0mq3bL8ucB92MPL+6e9x8mnOWAuuMvLYsIehUFtDK8zx7hnZX0VYeP3Dk9c26x2u6x7vMN8kDpuhzeVYfS5IkSZLuoQxmJa0RkmwA7EArXfDMkZ+30IK3Z07Y3Q204LKAM5JsOHRsfdoK3GG7L/vMoapu72qRHgzch7bp17rA2sNjJbkfbTXvVP1cQNvMai3uvInYqCOBHZPc5X4kWS/Js2Z5CRfTguxXT9NmEbDVyIrW507Q9+gq47Gq6hvAd4B3d/fpTpI8JsmDq+q2rt1OI012Bm4Hvjk03/sl2WKozXYTzHdW85YkSZIk3XO5+ZekNcVLaKHmh6vqvOED3QZdB9BW1H5lks6q6uokzwW+AXwhyfOq6iZgPvCmJOcBl9JC2YfPdrJJ7g+cARwLXEILYvejrZr9cVUtSfJt4MAkN9BCw7cD1wMbDvVzDq2swkW0IHkP2gre86cZ/ijg6bSSD0d113QLbcXt3sBpwNmTXktV3Z7kbbSVusfRwvECngUc3630/Txt061PJjkGeDzwmgm6/wmwfZLtaStzf15VV0/Rdnfgq8DCJB+i1fTdkBay7wE8mbaC+iBa4P4p4ATgMcChwCeGNv46HVhC29TtCOBhwOsmvCWDeb8kyUtpIe8VVXXFLM6XJEmSJK3hXDEraU2xK/DT0VAWoKpuBU6irRJdd9IOq+pK2lfjtwI+l2QdWrh4PHBY93gL8KZlmO9S4ELgzcCpwKeBm4DtqmpJ12Y34Oe08PbDwGe734d9E5gLfIZ2jZsAzx8KGMdd1+202rVvBP6q6/fLwN8C/wHMm+3FVNV/0TZNe1Q3l2O73xd3xy8CXksr2XAq8Izu+UwOA37cXdu3gRdNM4eLaRt7nQ68jRY4/wdts7TdquoHXbszgV2AObQQelA3eO+hvq7qrmdLWqj8Str7Mal/oW3+dnQ37z1nca4kSZIk6R4gVZbGkyTp7jRnzpxauHDh3T0NSZIkSdIKluQ7VTVn3DFXzEqSJEmSJElSzwxmJUmSJEmSJKlnBrOSJEmSJEmS1DODWUmSJEmSJEnqmcGsJEmSJEmSJPXMYFaSJEmSJEmSemYwK0mSJEmSJEk9M5iVJEmSJEmSpJ4ZzEqSJEmSJElSzwxmJUmSJEmSJKlnBrOSJEmSJEmS1DODWUmSJEmSJEnqmcGsJEmSJEmSJPXMYFaSJEmSJEmSemYwK0mSJEmSJEk9M5iVJEmSJEmSpJ4ZzEqSJEmSJElSzwxmJUmSJEmSJKlnBrOSJEmSJEmS1DODWUmSJEmSJEnqmcGsJEmSJEmSJPXMYFaSJEmSJEmSemYwK0mSJEmSJEk9M5iVJEmSJEmSpJ4ZzEqSJEmSJElSzwxmJUmSJEmSJKlnBrOSJEmSJEmS1DODWUmSJEmSJEnqmcGsJEmSJEmSJPXMYFaSJEmSJEmSemYwK0mSJEmSJEk9M5iVJEmSJEmSpJ4ZzEqSJEmSJElSzwxmJUmSJEmSJKlnBrOSJEmSJEmS1DODWUmrpDQ/T1JJHj6L87bqztlhZc7v7pbk3knekuSiJDcluSrJeUnefnfPbZwkxyRZ2MM4myU5MsmlSW5Ocm2SLyfZfmWPPTKPnZPM7XNMSZIkSdLqxWBW0qpqG2Cr7vdd7sZ5rKo+ChwCHAfsAOwJfA140d05qWkcCsxdmQMkeSTwPeCFwAeA7YC/AS4DTk3y2JU5/oidWcnXK0mSJElavd3r7p6AJE1hV+BG4KLu98NmOiHJeit7UquCJPcBXgMcUFXvHzr0uSS5m6Y1VpL1q2pJVV26Ivub4vBxwDXAU6vqhqHXT0vyr8B1K2IOyzE/SZIkSZL+wBWzklY5SdYGdgJOBY4GHp3kL0fazO1KFmydZEGSJcD+U/S3bZLfJXl393zzJEcn+VmSJUkuSXJYknWGzhmURNg5yceSXJ9kUZKDk6w11G7LJCcl+W3X16VJDh06vk2SU5NckeTGJN9PsvvI/DZK8smuzdIkv0zyiWlu0X2BewO/Hj1QVTXmHm0wMt5lST4w9HxBks8k2bM7tiTJF5NsMXLeeknel+TyrkzAD5K8YEzfRyR5V5JFwA3d63cpZZDkcUnO6koxXJvkuCSbjXkPdk9ybJLrgNPG3ZAkTweeCLxjJJQd3JcLquqXQ+13TnJhdx2XJ/mnJPcaOj4vyVVjxqkke093vUmOAV4OPKNrX0nmjZu3JEmSJOmeyxWzklZFzwI2A04AzqF9bX9X4IIxbY8H/hU4mDErIrvaoqcAh1fVId3Lm9BWVr4FuBZ4BDAP2BT4+5Eu3gd8Fvhr4NnAgcAPgZO648cC69NKCVwH/AnwqKHzHwqcC/wbsBR4GvCpJLdX1fFdmw8CTwX2pYWtDwaePv7WQFUtTnI5MC/JjcD8qvrdVO0ntA3wSNo9WQ94L/B54ElDbT4DbA0cBFxK+7r+qUnmVNX3h9rtRrtHezHFf2eSbAosAH7ctd8AOByY3/V3y1DzDwCfo4X1t00x/2d0x74y04Um2Q44kfbe7Q/8Ja3UwsbA62Y6f4zR6/0B8BBgo+41gEXL0K8kSZIkaQ1mMCtpVbQrLeQ8vapuSTIf2CXJPw6vCO18pKo+PHiSZKuh319MC1DfWVV/WCFaVRcCbx1qdy6tbMLRSd44Egp+var2636fn+R5wI7cEcxuDexaVYOVnAuGJ1dVJwyNE+DrwJbAHrRQedDHUVV14tCp/znuxgyZSwuuPwvcnuR73fOPjMx/Ug+klQD4RTfXXwDnJHleVZ2e5Nm02q3bVtXXunPOTPII4ABaaDpsh6paOs14g3u6/WCFa5JLgPNoq02PH2r7rap6wwzz3wJYPGEZgUOABVX16u756V0FiPckOayqliVEvdP1JrkGWKuqvrUMfUmSJEmS7gEsZSBplZJkXeBlwClDAePxtI3AnjLmlC9O0dXLgZOB/YZD2W6MJNknyY+6Egi30uqTrktb6TjszJHnP6IFqwPfpwV6c5OMnkuSByT5SBd03tr97ElbpTvcx/5J9uqCzhlV1dnA/6GF2EfTVnu+Hzh7uNTCLHx3EMp2/Z8L/JYWGgM8h7aa99wk9xr8AGcBc0b6OmuGUJau3zOHyw5U1fm0jbr+aqTtVO/xqNHQ/i7SymQ8gfbZGHYi7b+J20w41rBJrnfcXPZMsjDJwsWLFy/DsJIkSZKk1ZnBrKRVzfNpXwH/Uld7dSPaKtSbaSHkqN9M0c+LaeUKThlzbB/giO7YS2gh4WBF5ugGYqPlEW4ZafMKYCHwIeAXXQ3ZZw8dP6Zr835gO1ppgKNH+tibVjbgQODiJD9NsssU1/UHVfW7qjqhqvaglVA4lFYq4UUznTvGb6d4bfPu902AB3FHuDz4mUcrvTBsqvdk2OZTtPsN8EfL0N+vgE0z8wZwm9Dq8472OXg+OvYkJpnfXVTVx6tqTlXN2XTTTZelC0mSJEnSasxgVtKqZhC+nkyr/3otcDltNevO3YrHYVOtknwjLaybn2TjkWM7ASdX1QFVdWZVfZtWymDWqupXVTWXtmJ1G9qq0lOTbNyFhC8EDqqqj1bV2VW1kJG/e6vquqp6U1U9CHgs7ev8xyV59CzmUbTwF+6ocTtYxbnOSPMHjOnigVO8dmX3+zW0+/mkMT+jK5lnXLna9TtuzM26sWbb3wJaeZ5nz9DuKlqgPDr2YNOxwdhLGblvScbdt0nnJ0mSJEnSnRjMSlplJNkA2IFWuuCZIz9voYVnz5ywuxuA7Wmh2RlJNhw6tj5tBe6w3Zd95lBVt3f1RA8G7kPb9GtdYO3hsZLcj7aad6p+LqBtSLUWd95E7A+S3LtbSTzqT7vHwQrOQa3UPxs698nA8L0YeMJwKYYkT6OFl+d3L51FWzH7+6paOPoz1fVM4zxg++5+DMZ8Eq1kxTmz7ayqvgF8B3j3cJ9DfT8myYOr6rau3WhN3J2B24Fvds8XAfdLssVQm+1mMaXRldWSJEmSJN2Jm39JWpW8hBZqfriqzhs+0G3QdQBtRe1XJumsqq5O8lzgG8AXuo2sbgLmA29Kch5wKS2UffhsJ5vk/sAZwLHAJbQgdj/aqtkfV9WSJN8GDkxyAy34eztwPUPhaJJzaGUVLqIFyXvQVvCez3j3By5J8mngq11/jwTeQVvVOijfcH73/CNJ3kX7mv7baKH1qN/S7tE8WqD4Xlrd2dO74/O7a52f5L3AD7treBywXlW9Y4JbNuyDwOtpofl7gQ2Aw4ELaRuaLYvdafdjYZIP0eoBb0gL6PcAnkxbfX1QN+6naBumPYZWBuITQxt/nQ4soW0IdwTwMOB1s5jLT4CXJHkpLeS9oqquWMbrkiRJkiStgVwxK2lVsivw09FQFqCqbgVOAnbsNgibSFVdSft6+1bA55KsAxxCW5V7WPd4C/CmZZjvUlqQ+GbgVODTwE3AdlW1pGuzG/BzWnj7YVroeOxIP98E5gKfoV3jJsDzh0LCUTcA7wOeCHyCFiK+jRacPqWqru+u/RbaRmq3d33vRwtDrx3T5zeBfwGOBP6dFhK/dHCwK5WwI60+7j7dWB+jlW9YlhWui2mrn5fS3oOjaAH6c4c2fZttnxfTNvYa3I/5wH/QNlrbrap+0LU7E9iFtmnZadxRc3jvob6uom0gtyWt/u8rae/lpP6FtnHc0cC3aRu+SZIkSZL0B2n/ry1JuqdKsgC4qqr++u6eyz3VnDlzauHCZakIIUmSJElalSX5TlXNGXfMFbOSJEmSJEmS1DODWUmSJEmSJEnqmZt/SdI9XFVte3fPQZIkSZKkexpXzEqSJEmSJElSzwxmJUmSJEmSJKlnBrOSJEmSJEmS1DODWUmSJEmSJEnqmcGsJEmSJEmSJPXMYFaSJEmSJEmSemYwK0mSJEmSJEk9M5iVJEmSJEmSpJ4ZzEqSJEmSJElSzwxmJUmSJEmSJKlnBrOSJEmSJEmS1DODWUmSJEmSJEnqmcGsJEmSJEmSJPXMYFaSJEmSJEmSemYwK0mSJEmSJEk9M5iVJEmSJEmSpJ4ZzEqSJEmSJElSzwxmJUmSJEmSJKlnBrOSJEmSJEmS1DODWUmSJEmSJEnqmcGsJEmSJEmSJPXMYFaSJEmSJEmSemYwK0mSJEmSJEk9M5iVJEmSJEmSpJ4ZzEqSJEmSJElSzwxmJUmSJEmSJKlnBrOSJEmSJEmS1DODWUmSJEmSJEnqmcGsJEmSJEmSJPXMYFaSJEmSJEmSemYwK0mSJEmSJEk9M5iVJEmSJEmSpJ4ZzEpabaX5eZJK8vBZnLdVd84OK3N+d7ckx3TXWUn+N8nVSc5J8vYk9x9pu23X7i8m7PuBSeYl2WoW86kke8+i/XZJ9plF+3WTvDXJ95LcmOSmJN9OsmeSdSbtZ3kl2TrJvL7GkyRJkiStngxmJa3OtgG26n7f5W6cx6rsJ7T79H+BvwG+CrwV+N5IqPrdrt2lE/b7QOAg7rj/k9gGOHkW7bcDJgpmk6wPfAV4J/D/gJcALwZOBQ4DXj+LcZfX1rR7I0mSJEnSlO51d09AkpbDrsCNwEXd74fNdEKS9Vb2pFYxN1bVt4aefzHJx4DzgU8BzwSoqhuAb405f7klWb+qlozMY0U7DHgC8OSqumjo9a8kOQp41EocG4AkawNrr+xxJEmSJElrBlfMSlotdSHYTrQVkUcDj07ylyNt5nZfn986yYIkS4D9p+hv2yS/S/Lu7vnmSY5O8rMkS5JckuSw4a/ED5VE2DnJx5Jcn2RRkoOTrDXUbsskJyX5bdfXpUkOHTq+TZJTk1zRfQX/+0l2H5nfRkk+2bVZmuSXST6xLPeuqhYBhwDbJnnU0PXfqZRBkr9N8sNuzlcl+VqSP+9W2l7YNfvqoFzCSD/bd9f0e+Cj3bG7lDJI8rIk53djXJ3kS0ke2pUC2A946FA5hmPGXU+S+wB/D/zbSCg7uN5rquq/h9o/LslZXamDa5Mcl2SzoeNjyzp0n6HPDD0/JsnCJC9N8kNgKfAPwD8PXW8lWTDlmyFJkiRJusdyxayk1dWzgM2AE4BzaOHfrsAFY9oeD/wrcDBw3ejBJNsDpwCHV9Uh3cubANcAbwGuBR4BzAM2pYWAw94HfBb4a+DZwIHAD4GTuuPHAusDe3bj/wl3XsH5UOBc4N9o4d7TgE8lub2qju/afBB4KrAv8GvgwcDTx9+aiczvHp9CK3dwJ0me3s3nQOCbwIa0UgT3B/4H2B04DngDrQzCqH+nrcg9srumu0jyKtq9OQE4FAjtfd0U+CTwp93zl3WnLJ7iWp4I3Bc4fYrjw2NuCiwAfgzsBmwAHA7MTzKnqm6ZqY8RW9He/0OA39Du5f1pofI2XZsbZtmnJEmSJOkewGBW0upqV1rIeXpV3ZJkPrBLkn+sqhpp+5Gq+vDgyXBt1SQvpgWo76yqDwxer6oLabVYB+3OpZVNODrJG0cCvK9X1X7d7/OTPA/YkTuC2a2BXavqtO75guHJVdUJQ+ME+DqwJbAHLVQe9HFUVZ04dOp/jrsxE1rUPW42xfGtgQuq6j1Dr506NM9BAP6jKUoUnFxV75pq8G5F8eHAKVW16xRjXAncPEEJhC26x1/O0A5aYAqwfVe+gSSXAOcBL+eO+z2pjYHnVNX3By8kuQxgJZdukCRJkiSt5ixlIGm1k2Rd2irKU4YC0uNpqxefMuaUL07R1ctpm1HtNxzKdmMkyT5JftSVQLiVtkJ0XeAhI/2cOfL8R7RgdeD7wHu60gqj55LkAUk+kuQX3Ti30lbXPmKkj/2T7JXkEaN9LIPMcPz7wOOTfCjJ04dLOExoqns+8Ejgj2mraleU0UB+nK2BMwehLEBVnQ9cBvzVMoz5q+FQdjaS7NmVQli4ePFUi4ElSZIkSWsqg1lJq6PnAxsBX+pqr25EW4V6M20l7ajfTNHPi2nlCk4Zc2wf4Iju2Etogd4bumOjG4iNlke4ZaTNK4CFwIeAX3Q1ZJ89dPyYrs37ge2AJ9Hq5g73sTfweVppgYuT/DTJLlNc1yQGq0zH3puq+grwGlq5hAXAVUn+Jcl9J+x/qns+sHH3eOWE/U3nV93jXULvMTZn/Nx+A/zRMow903VOqao+XlVzqmrOpptuuqzdSJIkSZJWUwazklZHg/D1ZFr912uBy2mrWXdO2xhs2FQrKd9IC/XmJ9l45NhOtK/jH1BVZ1bVt2mlDGatqn5VVXNpYeQ2tBqxpybZOMl6wAuBg6rqo1V1dlUtZOTv56q6rqreVFUPAh5L++r9cUkevSxzogXA0OrHTjXvT1fVE2nlDvYH5gJTlicYPX2G41d3j5tP2N90FtLem+0naHsl8MAxr29GC+nhjpq4o6uExwW3k6zSlSRJkiTpLgxmJa1WkmwA7EArXfDMkZ+30AK2Z07Y3Q20MK+AM5JsOHRsfdoK3GG7L/vMoapu7+qOHgzch7bp17rA2sNjJbkfbTXvVP1cQAtK1+LOm4hNJMmWtID1q1V18QTzXlxVHwO+AQyC4EEJidHVw5O6mBaKv3qaNqMrj6ea3xLgY8DrxwXV3arqwUZc5wHbd/d4cPxJtDIY53QvDerv/tlQmwfTyi9M4pbunGW9N5IkSZKkewA3/5K0unkJLdT8cFWdN3yg26DrANqK2q9M0llVXZ3kubTQ8QtJnldVNwHzgTclOQ+4lBbKPny2k01yf+AM4FjgEloQux9t1eyPq2pJkm8DBya5AbgdeDtwPbDhUD/n0MoqXEQLkvegrRI9f4Yp3DfJU2g1ZTcCngq8DvgdrVTBVPM+mLZCdAFwFfB44Bnd3KBttLUEeHWS64Fbu5W+E6mq25O8jbbq9zha0F7As4Dju75+AmyWZG533VdV1WVTdPlOWrmJc5N8CDi3e/3JtJXRh9NWB38QeD0tiH8vsEF37ELgs93cFnXvyaFJbqIF4P/IHStqZ/KT7vHNSc4GbpgkAJckSZIk3bMYzEpa3ewK/HQ0lAWoqluTnATsmmSvSTusqiu7mq/fAD6X5MXAIcCmwGFds88BbwJOm+V8l9JCvzcDDwZuAr4FbNet9ATYDfg4Lby9GvgoLXzee6ifb9JKCWwF3AZ8D3h+VS1ieo/qzr2dFvb+mFY791+r6vppzvs2sC+wC3A/4BfAPODDAFW1NMkewEHA14B7M/OGYndSVf+VZCktTP8MLWj+FjDYCesk2urn99Hei0/T7sG4vpYkeQ4thH0ldwTIP+zO/1jXbnGSZ3b34Hja6tYvAfsObSQH7T35JPCftBW0b+vuxyS+QasX/GbgPcDXgW0nPFeSJEmSdA+RKsvjSZJ0d5ozZ04tXDjxgmNJkiRJ0moiyXeqas64Y9aYlSRJkiRJkqSeGcxKkiRJkiRJUs8MZiVJkiRJkiSpZwazkiRJkiRJktQzg1lJkiRJkiRJ6pnBrCRJkiRJkiT1zGBWkiRJkiRJknpmMCtJkiRJkiRJPTOYlSRJkiRJkqSeGcxKkiRJkiRJUs8MZiVJkiRJkiSpZwazkiRJkiRJktQzg1lJkiRJkiRJ6pnBrCRJkiRJkiT1zGBWkiRJkiRJknpmMCtJkiRJkiRJPTOYlSRJkiRJkqSeGcxKkiRJkiRJUs8MZiVJkiRJkiSpZwazkiRJkiRJktQzg1lJkiRJkiRJ6pnBrCRJkiRJkiT1zGBWkiRJkiRJknpmMCtJkiRJkiRJPTOYlSRJkiRJkqSeGcxKkiRJkiRJUs8MZiVJkiRJkiSpZwazkiRJkiRJktQzg1lJkiRJkiRJ6pnBrCRJkiRJkiT1zGBWkiRJkiRJknpmMCtJkiRJkiRJPTOYlSRJkiRJkqSeGcxKkiRJkiRJUs8MZiVJkiRJkiSpZwazkiRJkiRJktQzg1lJd5FkXpJKcsaYY59JsmAFjvW2JNuOeb2S7L0c/e6Y5Owk1yW5OcklSQ5LsslyTXh2c5jbXccG3fOtuuc79DT+YLzBz41JLk1yXJL/O6b9giSfmUX/OyeZO4v285JcNYv263TnPG4W5zwuyYlJfp3kliRXJDkmyaMn7WNFmOpzLUmSJEnSgMGspOlsl+RJK3mMtwHbrsgOkxwBnAz8DHgVsB3wIeBFwCdW5FizdCWwDXBOz+O+tRv3BcChwMbA15McNNJuL+Ads+h3Z2DuLNp/Eth+Fu3XAQ4CJgpmk+wInE+7vn2B59CufRPg3FmMuyKs8M+1JEmSJGnNcq+7ewKSVlnXAIuAA4CXrujOk6xfVUtWQr8vAt4C/G1VHT106GtJPk4LaZen/2Wed1XdDHxrecZfRhdX1WDcrwHHJDkEmJfka1W1oJvfj1bG4EnuDdxeVYton6mVMcYfA58GjgfmVlUNHf6vHlcpr5TPtSRJkiRpzeOKWUlTKeDdwIuTPGa6ht3Xx89KclOSa7uvym82dHzwlfrdkxyb5DrgtCSX0VY3HjT0dftth7peO8m7kyxO8tskRyVZd4Z57wt8dySUbRdUdVtVfXloXocnuTDJ75Ms6ub9oJFruyzJEUnelWQRcMPQsZ27829OcnmSf0oy5T94jStl0PX/gST7dnO4NskJSTYaanPfJB9NcnF3j3/e3YsNZ7gX0zkYuAJ43dA4dyplkGTLJCd1935JVwbh0O7YMcDLgWcMvXfzhvtJsmeSS4GlwB+PK2WQZOMkH0tyZZKl3TXu0x3+Xff4qaExtpriev6OtsJ2v5FQFoCq+sLQmGt3c/ll9979MMluI/O6S1mHJNt2c/iL7vmyfq4lSZIkSXLFrKRpnUwL8A4AdhnXIMmmwALgx8BuwAbA4cD8JHOq6pah5h8APgfsBNwGXMv/bxjprssAABeWSURBVO/OoyWryruPf392I9KCAjKoKOAAIg5xaCc0EHFAUEFUQJQoMa8ulRg1xNnwAmJABdTXIWpecYiKM4ggkyAoAdEm4oACakBGEWiQsRmf/LHPDaeLun3rdt+u201/P2vtdW/ts+s5u+psinOf3rU3/BD4Fu1r7gD9WZt7AycDewCPBw4E/gh8aJK+rAZsBRwy4uvbgJZ8vgxYf+J8SR5XVXf02r0SOIf2Vf+53bmeD3wd+BLw9q5/E8sEvIHp2RX4JfB64CHAoV2/3tQdnwfMoV2HK4GHdr9/k+ktDfC/quqOJCcDd1trtudLwBpdv64FHg5s0R17P7AxsHavn/3ZsM8EHgG8E7gJ+Mtg8CRr0MbOBrRxdi7wyK4AbEu7/gcAx3R1l0/S122ABVU1yhq2+9OWGtgP+BktwfyVJFVVh4/w/EHTHdeSJEmSJJmYlTS5qrozyUHA55LsU1XnD2m2d/dzu6q6DiDJ+cCZtIRXP9H1k6raq//kJLcDl/S+at93YVXt2f1+fJJnAi9lksQsLSm6OnDR1K8Oquq1vX7MAc6gJRefCfxooPmLqmpR7/H+wClV9Zru8XFJAA5MckD3tf1R3Qa8pKpu7/qyJS0R/qaun1cCb+z1dS5wAXBako2raqTXO8QlwIZLOP5UYPeq+l73+JSJA1X1hyQLgXtNcu3WBp5YVX/q9XuwzauBxwBPqqqzu7qTe8d/1v38wyTn6NsI+PkUbUiyLvBW4ICqOqCrPj7JQ4B9WXy8jmq641qSJEmSJJcykDSlL9MSnZNtCvVU4ISJpCxAVf0UuBB41kDbY5ieEwYe/4Y2o3Qqd/sq+zBJtk9yepK/ALdz14zPzQeantRPynZJ3CfRZqz2fZ32ufqMUc7f88OJpGznN8AGSe7dO+ffJvl5khtoidyJDcQG+zodd8uUDjiblmjeM8nG04x9Vj8pO4ltgZ/3krLLapTr/ljaDORh127zJBssxXmnO64B6JZ6WJBkwZVXXrk0ISRJkiRJKzETs5KWqEsYfgjYI8kmQ5o8CLhiSP0VwLpD6qbj2oHHtwL3WUL7q4FbaF+xX6IkTwGOoiVj/5aWTH16d3jwHIP9Xg9YbUj9xOPB1z2VYa8ztDVTSbIzbVmBM2hfl386sPMkfZ2OjVjyNdkNWAB8BPhjkrOTPGfE2KNc6wcw+dIE03UpI1x32niFya/dOktx7umOawCq6rNVNb+q5q+//vpLE0KSJEmStBIzMStpFIcBf6atFzroctoaoYM2BBYO1I00k3VpVdVtwH8y2rqrO9PWa92tqo7qvnI+2QzPwX5fRZu1Ovi6J5YFGHzdy2oX4MyqelNVHVtVZ9LWMV1q3XII29KSvUNV1aXdUhIPoCWu/wQcleQBI5xilGt9NXclSpfVKcD8bqmCJZlIBE917RbRJcZ7Jou9XMe1JEmSJOmeycSspClV1S20DY5ey90TaWcC2yVZa6Kim426KXd93X5JppoFO10fpSXoXjN4IMm9kryge7gGcFtV9ZNqrxrlBN3GYGfREqZ9uwJ3soRk51JagzYTuG+kvi7BPsCDgU9P1bCq7uwS1/vRlgGYmDm9rNfuJOCJSR4/yfGJjeNGOcfnaMnyg4cdTPLC7tdf0zYjG3btzu/W84U2k3qLgTbPG6EfE2Z6XEuSJEmS7mHc/EvSqD4DvAfYCji1V38obWOq45N8EFgTOAj4FfDtEeKeC7wwyXHADcB5VXX90nayqr6X5FDahmXPBL7bxd0CeANt7dvjgBOBtyb5KPC97nXtMY1T/V/aa/488DXgccD7gX+f5sZfozgR+GSS99IS4TsAoy4pAPCoJFfRZoA+jLax2AuAfavq1GFPSHJ/4HjaEgrn0zZV25s2a/a3XbNzgZ2SvISWyLysqi6bRr++BOwFnJBkX+C8rn+bV9W7qurWJBcAuyb5NW0W6y+r6tbBQFV1WZI9gcO7jbwOoy1vsBFtSYZtgHWramF3zd/XbdC1gLah3A7A7r2QRwB/n+QjtDVkn81oM7EnzOi4liRJkiTd8zhjVtJIquom2lqjg/VX0pJWi2g72n8S+DHwvGEJtCHeDtxIS379DHjyDPR1b1oybjPgq7TE5t60GZpv7Np8n7Y0w8toa81uA7xoGuc4gZbgnE9L7L4VOAT4h2Xt/xCf6WK/BfgObcbqK6fx/INps3iPpyWUFwJbV9V+S3jOIlpy/S209+eLtJmmz6+qm7s2n6Jt0HYY7dq9fhp9ottQbVva+7c/cCzwDqCf3H0DbU3fH3TnePAS4n0beBptzd6PASfT/uHgRuC5vab7AAfSxsLRwNbAHlX1tV6sY2j/EPFyWpJ2E9o1HtWMj2tJkiRJ0j1LFv8WryRJGrf58+fXggULZrsbkiRJkqQZluSsqpo/7JgzZiVJkiRJkiRpzEzMSpIkSZIkSdKYmZiVJEmSJEmSpDEzMStJkiRJkiRJY2ZiVpIkSZIkSZLGzMSsJEmSJEmSJI2ZiVlJkiRJkiRJGjMTs5IkSZIkSZI0ZiZmJUmSJEmSJGnMTMxKkiRJkiRJ0piZmJUkSZIkSZKkMTMxK0mSJEmSJEljZmJWkiRJkiRJksbMxKwkSZIkSZIkjZmJWUmSJEmSJEkaMxOzkiRJkiRJkjRmJmYlSZIkSZIkacxSVbPdB0mSVmlJrgfOm+1+aIW2HnDVbHdCKzzHiabiGNEoHCeaimNEU3GMLG6Tqlp/2IG54+6JJEm6m/Oqav5sd0IrriQLHCOaiuNEU3GMaBSOE03FMaKpOEZG51IGkiRJkiRJkjRmJmYlSZIkSZIkacxMzEqSNPs+O9sd0ArPMaJROE40FceIRuE40VQcI5qKY2REbv4lSZIkSZIkSWPmjFlJkiRJkiRJGjMTs5IkzYIkWyY5KclNSS5Lsn+SObPdLy29JLskOSrJpUluSHJWkt2HtHtdkt8lWdS1ec6QNhslOaKLc1WSTySZtzxjafy6a3NDkkqyZq8+Sd6T5OIkNyf5UZInDHn+lJ8jMxlL45NkbpJ3df9935LkkiQfGWjjOFnFJXlFkv/qPkcuTfKlJA8eaOM4WUUkeWSSzyT5RZI7kpwypM0KOR5GjaVlN9U4SfKgJB/ujt/QXZMvDn62dG3Hfr86SqyVjYlZSZLGLMk6wA+AAnYC9gf2BvabzX5pmf0TcAPwNmBH4IfAV5O8eaJBklcAnwa+BGwPnAMcneSxvTZzgeOBTYDdgLcAuzCwVtdMxtKs+TBtzAx6F/AvwAeBF3dtfpDkgRMNpvE5MpOxND6fB/4ROBh4Pu063jzQxnGyCkuyI3A4cDrterwT2Jr2/4H+3/mOk1XHY4AdgPO7MsyKOh6mjKUZM9U4eTKwM+3z5cXA24GnAadn8X9EHvv96iixVkpVZbFYLBaLZYwFeDdwDXC/Xt07gJv6dZaVqwDrDan7KnBB7/F5wGG9x/cCfgV8uVe3O3AH8LBe3a7AncBmyyOWZVbGy18DC4F/pv3BumZXfx/gL8A+vbb3Ba4EDujVTfk5MpOxLGMdGy8AbgO2XEIbx8kqXoCvAWcN1O3YfZ482nGy6hXgXr3fvwWcMnB8hRwPo8ayjG2crA3MHajbvPtseU2vbuz3q6PEWhmLM2YlSRq/7YHjq+q6Xt3XgDWAbWanS1pWVXXVkOqfAxsAJHk47cb2G73n3Al8kzYmJmwP/KyqLujVHQncSkvYzGgsjV/3Fc6P02YODY6brYD7sfi1vRH4Hne/tlN9jsxkLI3Pa4GTq+o3S2jjONFqtGRW37Xdz3Q/HSerkO4+YElW1PEwaizNgKnGSVVdW1W3D9SdT0umb9CrHuv96jRirXRMzEqSNH5bAOf2K6rqItoNzxaz0iMtL1sBE8mViWt77kCb3wLrJlm/125wfNwK/KEXYyZjafzeQJsh9Mkhx7agzRr53UD9b1n8mo3yOTKTsTQ+TwPO79bXu65bl/E7A+v7OU50GPDXSV6d5H5JNgcOAH7YS+o7TtS3oo6HUWNpliR5PDCPu+5pYfz3q6PGWumYmJUkafzW4a5ZLX3XdMd0D9BtRrATdyXfJq7t4LW/ZuD4KONjJmNpjJI8AHg/8E9VdduQJusAN1TVHQP11wDzkty7126UcTJTsTQ+DwT2BJ4AvAL4O9qaf0ckmZgJ6ThZxVXVMbRx8lnazNnzgDnAS3vNHCfqW1HHw6ixNAu6Nas/Rkucn9A7NO771VFjrXTmznYHJElaRdWQukxSr5VMkk1p68t+t6q+MHB48BpnSP2o42MmY2k8PgCcWVXfX0Kbya7Z4LFRru1MxtJ4pCs7VdXVAEkuB04FtgVO6to5TlZhSZ5N2wTnY8CxwIbAvrQE/nN7SS7HifpW1PEwaiyN34HAM4BthvyD8mzcr44Sa6ViYlaSpPG7hraw/qD7M/xfi7USSbIu7Y/ki4A9eocm/kV/bRZfF3BiLFzbazdsfKw90GamYmlMkjyGtn7o1kkmrsu87uf9k9xBu2ZrJZkzMHtobeCm3h9Fo3yOzGQsjc81wH9PJGU7p9HW2tuSlph1nOgQ4KiqeudERZKzaV/z3Qn4Do4TLW5FHQ+jxtKYJXkT8HZg96o6c+DwuO9XR4210nEpA0mSxu9cBtbMSvJQ2g60g+smaSWSZB5wNHBv4IXd5hUTJq7t4HppWwALq+rKXrvB8XFv4OG9GDMZS+OzGW3DnjNof2Bcw11LXVxC2xDsXNrXkR858NzB9ddG+RyZyVgan99OUh/aDtXgOFG7Fmf3K6rqPOBm4BFdleNEfSvqeBg1lsYoycto9yXvqKqvD2ky7vvVUWOtdEzMSpI0fscC2yVZq1e3G+2PqVNnp0taVknm0naG3QzYvqr+3D9eVf8NnA/s0nvOvbrHx/aaHgs8JckmvbodgdWB42Y6lsbqNODZA+WD3bEdgA8DpwPXsfi1nQe8mLtf26k+R2YylsbnaODxSdbr1W1NS+r/onvsONEfgSf1K5I8mrbb/YVdleNEfSvqeBg1lsYkyd8AXwE+UVUHT9JsrPer04i18qkqi8VisVgsYyy0xekvB04Engu8HrgBOGC2+2ZZpuv6Wdr6Vv8IPH2grN612Z228/D7aEm5L9D+OHlsL85qwK+Bs2jJut2BPwFfHjjfjMWyzOq42bMbN2v26t5N27F6L+A5wDHAVcCGvTYjfY7MZCzL2MbE/WhLoZxBS0y8ErgYOHF5XVvHycpXgLfQZlAf0l2PV9E2ALsAuK/jZNUrtKVxXt6VM4Bzeo/nrcjjYZRYlvGME+DRtGUBzga2YvH72Uf04oz9fnWUWCtjmfUOWCwWi8WyKhbaOoEndzcTl9N2aZ8z2/2yLNM1vZCWYBtWNu21ex3we+AW4L+A5wyJ9RDgyO6Pl6tpX3efN6TdjMWyzNq42ZO7J2YDvJe2vMHNwI+BJw557pSfIzMZyzLWcfFI4PvAjbQlL74ArLO8rq3jZOUr3TV7I/DLbpxcCnwdeLjjZNUswKZMcR+yoo6HUWNZlv844a77kmHlCwOxxn6/Okqsla2ke2GSJEmSJEmSpDFxjVlJkiRJkiRJGjMTs5IkSZIkSZI0ZiZmJUmSJEmSJGnMTMxKkiRJkiRJ0piZmJUkSZIkSZKkMTMxK0mSJEmSJEljZmJWkiRJksYoyb5JKsnxQ459K8kpY+zL33R9eey4zjkdSR6d5MdJbuz6uekS2t4vyf5JfpPk5iTXJ/lRkl2T+LevJGmFM3e2OyBJkiRJq6jnJ3lKVf1stjuyAvswsDawI3AjcPmwRkk2AE7p2h4KnAWsDmwL/H/gFuC7y7+7kiSNzsSsJEmSJI3fQuAS4L3AS2a5L8tNkvtU1aJlCLEFcFRVnTRFu38D1gHmV9WlvfrjknwCuP8y9EGSpOXCr3NIkiRJ0vgV8K/AjkkeN1mjbtmDq4bUV5J/6D2+MMnBSd6V5PIkf0lySJodkpzTfbX/yCTrDDnVg5Mc3S0ZcFGSNww557OSnJrkpiRXJ/n3JGv1ju/Z9eupSU5JcjPw9iW8tickOamLd02SryTZsDu2aZICHgG8rYt7yiRxNgF2Bv51ICkLQFVdVFW/6tpukeRrSS7uzntOkrf2lzpIslr3Xl6U5JYklyU5Ism9e2027uIs7OIcn+RRA/16d5LfJ1mU5IokxyV54GTvhyRp1eOMWUmSJEmaHd8E9qPNmn3FDMR7BfBT4O+AJwMH0CbjbA38C7AG8AngQGAw8fo54D+AjwMvBf4tySVVdTRAkmcCJwFHAi8HHgAcRJul+vKBWIfTZrDuB1w7rKNJ1qctPfBb4JXAml28E5PMpy1Z8AzgCODkrl/XTfK6twYCHDfJ8b6NgPOArwDXA0/o+rkG7X0BeDfwKuBdwAXAA4EdgDld39cFTgOupr2PN3Vtf5Bk86q6OcmrgfcA7wTOob1f2wL3HaGPkqRVhIlZSZIkSZoFVXVnkoOAzyXZp6rOX8aQi4BdquoO2lf4dwLeDGxWVRcAJPkr4DXcPTF7bFW9p/v9+CQPB94HHN3VHQScXlW7TTwhyaXASUkeW1W/7sX6f1X1sSn6unf3c7uquq6Ldz5wJvCyqjoc+EmSW4DLq+onS4i1UffzoinOSbckwknd+UJLsM4DXsddidmnAl+tqi/2nvqN3u9voyVYn1BVC7tY/wlcCLwW+GQX44Sq+lTved+Zqn+SpFWLSxlIkiRJ0uz5Mi2h+O4ZiHVKl5Sd8HvgwomkbK9u/f7X8jtHDDz+DvDkJHOSzKPNXv1GkrkThZbUvI02O7fvmBH6OpG4/N9ZsFX1U1py81kjPH+YmqpBkvsk2S/J72kbgt0GfAB4WPeaAM4G9kzyjiSP7xK4fc8FTgSu670X19M2HJvfi7FDd66nJpmzlK9JknQPZmJWkiRJkmZJVd0OfAjYo1srdVkMLhtw6yR1AQYTs38e8ngusB5tuYI5wKdoicyJcguwGvDQgedeMUJfHzRJuyuAdUd4ft/EurIbj9D2g8A/A5+lLU/wFNqSDwD36X4eQJv1+ibgF8DFSd7Si7EesBuLvxe3Ac/mrvfiMNpSBrvSZgFfkeT9JmglSX0uZSBJkiRJs+sw2rIB7xxybBEDSdRJNu9aVhsMeXw7cBUtYVnAvsD3hzz3soHHU85cpa0hO3hOgA1pM0+n40fdObejzQhekl2Aj1fVhyYqkryw36CqFgH7APsk2Yy27MNHk5xXVccBC4GjgPcPiX99F+NO4CPAR5I8lLZm7QdoSeRPT/P1SZLuoZwxK0mSJEmzqKpuAQ6mrU/6oIHDlwBrJdmoV/f85dCNnYc8Pquq7qiqG4GfAI+qqgVDymBidhRnAtslWWuiIslTgE1pSySMrKr+SFuK4T1JBt8/kjw0yeO6h2vQZvpOHJvDEjZeq6rf0WbY3gJs2VWfBDwGOGfIe3HekBgXV9VBtKTxloPHJUmrLmfMSpIkSdLs+wztq+9bAaf26o8DbgYOS3II8DDuvnHXTNg+yQe6c78UeB6wU+/4O2gbfd0JfIs2M3Rj4IXAe5di47JDgTfSNhr7ILAmbYOxXwHfXor+v7Hr+4Ikh9Jm3a4ObAPsBby6i30isFe3xuzC7tjq/UBJjuie/3Pae/9y2t/OP+r1fQ/g5CQfp82C3bA712lVdXiSz3TxfwL8hbbMwWYMnxUtSVpFOWNWkiRJkmZZVd1E++r7YP1VwMuAhwBH0hKCr1wOXfg/wJO6c7wI2Kuqjur14zRga2B94D+A79GStRcz2pqyi6mqK2nJykXA4bQ1XX8MPK+qbl2KeH8Gnk5bFuJ1tIT2t2gbib0NOLpr+ubuPJ/s2v4aOHAg3OnAS4CvAt+lbW72sqpa0J3rqu5c59Ku2Qm0dYLvD/yyi3EG7f36PG35h52B11XVkdN9bZKke65UjbL8jyRJkiRJkiRppjhjVpIkSZIkSZLGzMSsJEmSJEmSJI2ZiVlJkiRJkiRJGjMTs5IkSZIkSZI0ZiZmJUmSJEmSJGnMTMxKkiRJkiRJ0piZmJUkSZIkSZKkMTMxK0mSJEmSJEljZmJWkiRJkiRJksbsfwBnCgn60m+dewAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1152x1152 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16, 16))\n",
    "# CourtNameCount.plot.barh()\n",
    "sns.barplot(CourtNameCount, CourtNameCount.index)\n",
    "plt.title(\"Number of cases by Court\", fontsize=20)\n",
    "plt.xlabel(\"Number of Cases\", fontsize=15)\n",
    "plt.ylabel(\"State\", fontsize=15)\n",
    "plt.xticks(fontsize=15)\n",
    "plt.yticks(fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Ill.    182898\n",
       "N.C.     97582\n",
       "Ark.     59717\n",
       "N.M.     18338\n",
       "dtype: int64"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "JNAMECount = pd.value_counts(cases_df['jurisdiction_name'].values, sort=True) \n",
    "JNAMECount"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "plt.figure(figsize=(16, 8))\n",
    "# CourtNameCount.plot.barh()\n",
    "sns.barplot(JNAMECount, JNAMECount.index)\n",
    "plt.title(\"Number of cases by Court\", fontsize=20)\n",
    "plt.xlabel(\"Number of Cases\", fontsize=15)\n",
    "plt.ylabel(\"State\", fontsize=15)\n",
    "plt.xticks(fontsize=15)\n",
    "plt.yticks(fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "majority       358447\n",
       "rehearing          62\n",
       "dissent            15\n",
       "concurrence        11\n",
       "dtype: int64"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "OpnionTypeCount = pd.value_counts(cases_df['opinion_type'].values, sort=True) \n",
    "OpnionTypeCount"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "plt.figure(figsize=(16, 8))\n",
    "# CourtNameCount.plot.barh()\n",
    "sns.barplot(OpnionTypeCount, OpnionTypeCount.index)\n",
    "plt.title(\"Number of cases by Court\", fontsize=20)\n",
    "plt.xlabel(\"Number of Cases\", fontsize=15)\n",
    "plt.ylabel(\"State\", fontsize=15)\n",
    "plt.xticks(fontsize=15)numpy number of wo\n",
    "plt.yticks(fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "cases_df['pages'] = cases_df['last_page'] - cases_df['first_page']\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "plt.figure(figsize=(20, 10))\n",
    "# CourtNameCount.plot.barh()\n",
    "plt.scatter(cases_df['decision_date'], list(map(len, cases_df['opinion_text'])))\n",
    "plt.title(\"Length of the Jubge Opinion by Year\", fontsize=20)\n",
    "plt.xlabel(\"Year\", fontsize=15)\n",
    "plt.ylabel(\"Number of Character\", fontsize=15)\n",
    "plt.xticks(fontsize=15)\n",
    "plt.yticks(fontsize=15)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}