Vander_Plus_4_Matplotlib_10.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "3bc68673",
   "metadata": {},
   "source": [
    "# Текст и поясняющие надписи"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ee8e1266",
   "metadata": {},
   "outputs": [],
   "source": [
    "# %matplotlib notebook\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "plt.style.use('seaborn-whitegrid')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f3d7fd09",
   "metadata": {},
   "source": [
    "## Пример: влияние выходных дней на рождение детей в США"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "545e2ad8",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>month</th>\n",
       "      <th>day</th>\n",
       "      <th>gender</th>\n",
       "      <th>births</th>\n",
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       "      <th>0</th>\n",
       "      <td>1969</td>\n",
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       "      <th>2</th>\n",
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       "      <th>15542</th>\n",
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       "      <td>183219</td>\n",
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       "      <th>15543</th>\n",
       "      <td>2008</td>\n",
       "      <td>11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>F</td>\n",
       "      <td>158939</td>\n",
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       "    <tr>\n",
       "      <th>15544</th>\n",
       "      <td>2008</td>\n",
       "      <td>11</td>\n",
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       "      <td>165468</td>\n",
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       "      <th>15545</th>\n",
       "      <td>2008</td>\n",
       "      <td>12</td>\n",
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       "      <td>F</td>\n",
       "      <td>173215</td>\n",
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       "      <th>15546</th>\n",
       "      <td>2008</td>\n",
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       "      <td>M</td>\n",
       "      <td>181235</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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       "<p>15547 rows × 5 columns</p>\n",
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      ],
      "text/plain": [
       "       year  month  day gender  births\n",
       "0      1969      1  1.0      F    4046\n",
       "1      1969      1  1.0      M    4440\n",
       "2      1969      1  2.0      F    4454\n",
       "3      1969      1  2.0      M    4548\n",
       "4      1969      1  3.0      F    4548\n",
       "...     ...    ...  ...    ...     ...\n",
       "15542  2008     10  NaN      M  183219\n",
       "15543  2008     11  NaN      F  158939\n",
       "15544  2008     11  NaN      M  165468\n",
       "15545  2008     12  NaN      F  173215\n",
       "15546  2008     12  NaN      M  181235\n",
       "\n",
       "[15547 rows x 5 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "birth = pd.read_csv('data/births.csv')\n",
    "birth"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "dc601d28",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([4358. , 4814. , 5289.5])"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "quartiles = np.percentile(birth['births'], [25, 50, 75])\n",
    "quartiles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "9d3bddbd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4814.0, 689.31)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mu, sig = quartiles[1], 0.74 *(quartiles[2] - quartiles[0])\n",
    "mu, sig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "0550b28e",
   "metadata": {},
   "outputs": [
    {
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       "      <td>31.0</td>\n",
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       "      <td>4698</td>\n",
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       "<p>14610 rows × 5 columns</p>\n",
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      ],
      "text/plain": [
       "       year  month   day gender  births\n",
       "0      1969      1   1.0      F    4046\n",
       "1      1969      1   1.0      M    4440\n",
       "2      1969      1   2.0      F    4454\n",
       "3      1969      1   2.0      M    4548\n",
       "4      1969      1   3.0      F    4548\n",
       "...     ...    ...   ...    ...     ...\n",
       "15062  1988     12  29.0      M    5944\n",
       "15063  1988     12  30.0      F    5742\n",
       "15064  1988     12  30.0      M    6095\n",
       "15065  1988     12  31.0      F    4435\n",
       "15066  1988     12  31.0      M    4698\n",
       "\n",
       "[14610 rows x 5 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "birth = birth.query('(births > @mu - 5 * @sig) & (births < @mu + 5 * @sig)')\n",
    "birth\n",
    "# очистили данные от экстремумов"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "9d746532",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Admin\\AppData\\Local\\Temp/ipykernel_10872/964364210.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  birth['day'] = birth['day'].astype(int)\n"
     ]
    },
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       "      <th>1969-01-01</th>\n",
       "      <td>1969</td>\n",
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       "      <td>4440</td>\n",
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       "      <th>1969-01-02</th>\n",
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       "      <td>5944</td>\n",
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       "      <td>6095</td>\n",
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       "      <td>4698</td>\n",
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       "<p>14610 rows × 5 columns</p>\n",
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      ],
      "text/plain": [
       "            year  month  day gender  births\n",
       "1969-01-01  1969      1    1      F    4046\n",
       "1969-01-01  1969      1    1      M    4440\n",
       "1969-01-02  1969      1    2      F    4454\n",
       "1969-01-02  1969      1    2      M    4548\n",
       "1969-01-03  1969      1    3      F    4548\n",
       "...          ...    ...  ...    ...     ...\n",
       "1988-12-29  1988     12   29      M    5944\n",
       "1988-12-30  1988     12   30      F    5742\n",
       "1988-12-30  1988     12   30      M    6095\n",
       "1988-12-31  1988     12   31      F    4435\n",
       "1988-12-31  1988     12   31      M    4698\n",
       "\n",
       "[14610 rows x 5 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "birth['day'] = birth['day'].astype(int)\n",
    "birth.index = pd.to_datetime(10000 * birth.year +\n",
    "                             100 * birth.month +\n",
    "                             birth.day,\n",
    "                             format='%Y%m%d')\n",
    "birth"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "0cac778a",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>4009.225</td>\n",
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       "      <th>2</th>\n",
       "      <td>4247.400</td>\n",
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       "      <th>3</th>\n",
       "      <td>4500.900</td>\n",
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       "      <th>4</th>\n",
       "      <td>4571.350</td>\n",
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       "      <th>5</th>\n",
       "      <td>4603.625</td>\n",
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       "      <th>27</th>\n",
       "      <td>4850.150</td>\n",
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       "      <th>28</th>\n",
       "      <td>5044.200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>5120.150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>5172.350</td>\n",
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       "      <th>31</th>\n",
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      ],
      "text/plain": [
       "         births\n",
       "1  1   4009.225\n",
       "   2   4247.400\n",
       "   3   4500.900\n",
       "   4   4571.350\n",
       "   5   4603.625\n",
       "...         ...\n",
       "12 27  4850.150\n",
       "   28  5044.200\n",
       "   29  5120.150\n",
       "   30  5172.350\n",
       "   31  4859.200\n",
       "\n",
       "[366 rows x 1 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "birth_by_date = birth.pivot_table('births', \n",
    "                                  [birth.index.month, birth.index.day])\n",
    "\n",
    "birth_by_date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "90823b19",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Admin\\AppData\\Local\\Temp/ipykernel_10872/2828919355.py:1: FutureWarning: The pandas.datetime class is deprecated and will be removed from pandas in a future version. Import from datetime module instead.\n",
      "  birth_by_date.index = [pd.datetime(2012, month, day) for (month, day) in birth_by_date.index]\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>births</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2012-01-01</th>\n",
       "      <td>4009.225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02</th>\n",
       "      <td>4247.400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-03</th>\n",
       "      <td>4500.900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-04</th>\n",
       "      <td>4571.350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-05</th>\n",
       "      <td>4603.625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-27</th>\n",
       "      <td>4850.150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-28</th>\n",
       "      <td>5044.200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-29</th>\n",
       "      <td>5120.150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-30</th>\n",
       "      <td>5172.350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-31</th>\n",
       "      <td>4859.200</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>366 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              births\n",
       "2012-01-01  4009.225\n",
       "2012-01-02  4247.400\n",
       "2012-01-03  4500.900\n",
       "2012-01-04  4571.350\n",
       "2012-01-05  4603.625\n",
       "...              ...\n",
       "2012-12-27  4850.150\n",
       "2012-12-28  5044.200\n",
       "2012-12-29  5120.150\n",
       "2012-12-30  5172.350\n",
       "2012-12-31  4859.200\n",
       "\n",
       "[366 rows x 1 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "birth_by_date.index = [pd.datetime(2012, month, day) for (month, day) in birth_by_date.index]\n",
    "birth_by_date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "451e4821",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Q4+kzfYhCiZ30mpKM/galoeepsEOHDuX8WsGg9MMf/jC+8pWvYO/evWAYBt/97nfx+c9/HnV1dfjCF74AALjwwgvxxS9+Ebfffjtuu+02cByHu+++G2q1Gnv37sWXv/xl7N27F0qlEj/60Y/K95sRQgghhJCyiSdYOLOU4bbZ9Dg3F8x5P3coCgCw6HIPQlpKG2uNkMsYvH7WgSs7q9A35UVbpV4MSAGgIznsaNQTw8UrcpSEkFwKBqUqlSojkDxw4EDW773llltwyy23pN2m1Wrx05/+dBGHSAghhBBCloMzEAXHIa2nFABabTr86egkOI7LOl3XHYwBWLmg1KpX4V2ba/Dw22O4+9ou9E/7sKU+vWVMWAsz5omuxCESQvIoOOiIEEIIIWStS7AcYgl2pQ9jxc0md5TaMjKlBnjDcbiSwedC7hB/u1m7MkEpANxxaStcwRgePDCKkbkgumvTg9IGixYapQzjnuy/AyFk5VBQSgghhJB17/tP9uG2X7+10oex4ux+PihdmClts+kAAOcc2afXeoJ89tGsVS3h0eV3SbsVXTUG/Oi5AQAQJ+8KZDIG7TYDRilTSsh5h4JSQgghhKx7xyc86J+itXX2ZKa0OiMo5Utfzzmy95UK5bsrmSllGAa3X9oKXzgOAOiuM2Z8z4ZqA8YoU0rIsghG4/jaH07AGSh8IYiCUkIIIYSsexOuEHyROMKxxIoeRyiawKsD9hX7+fYc5buNFVrIZQyGc+wqdYdi0KvkUClW9tTy5p0NMKoVMGoUaLBoM77eUWXArD+OUHRl/50JWQ/2Dzlx31ujOHBuruD3UlBKCCGEkHUtlmAx5QkBABzJ8tWV8t+HxnDHbw9g0J69THap2X0RGNQKaFXytNuVchmarTqcyxWUBmOw6FaudFegVyvwN+/qwp2XtmYdyLSh2gAOwFCOMmRCSPn0T/PVJ5F44X59CkoJIYSQVSQaZ/H2sBMcx630oawZ054w2OTT6fCvbL/hwAx/Endk1L0iP98biuWcoNtayQelHMfhvrdG8EpKRtcTiq5o6W6qT1zehr9998asX2tN9saO5FlvQwgpj9PTXgD851YhFJQSQgghq8SZGR8++PM38JF/24e3h10rfThrxphrPkBx+FY2Uzpk5zORR8dW5t/XF4nDoM6+MbDNZsA5RwA/eLofX/tDL3796pD4NT5Ten4Epfm0VuoBIGfGlxBSPpQpJYQQQtaYp3un8L6fvS729I3MrY2T6llfGIFIfMkef9gRwA+e6gfL5s4sj7tC4n+XWr7LcRyeOD6Fn75wJu/PKkQISo+NeUp+jMUIROIwanIFpTqEYgn88pUhaJQyTHvD4tfceTKs5xO9WoEKrTxnbywhpDxiCVZsQ6BMKSGEELJG/H7/KKqMajxz9x4AwExKQLBa+SNxXP+T1/DdJ/uW7Gf88egk/u2VQcz4cj9f464QhPbDUoLSMzM+3Pbr/fir+w/jnucG8KvXhgrfKQt/JI5pbxhapRx9U94VGbrkz5MpFVasfPLyNtx6QRNmPClBaTC2outgitFgVFL5LiFL7JwjgFiCv0BHmVJCCCFkjfBH4miz6dFYoUOFTokpz+oPSv9r3zDmAlEcXcL+SaE01xXIvQZk3BVEnUkDk0ZRdE8px3HY++v96Jv24p9u6sF7t9bi/z5zGodGnEUf67lklvT6nlrEWQ4nJ5c/W+oPx6HPEZRe0FKBF//mKnz9fd2oNWvhi8QRiMTBcRw8oeiqyJQCQL1JiXNrpNKAkPOVULoLUKaUEEIIWTMCKRmsWrMW04sMSuOJwicJSykQiYs9iWdn/Ygt0fGMOfmg1B3KHWyOu0JoqNDCZlSLK1GkcvijcPgj+NI7O/HxS1rw/Zu3od6iwRcfOAp3sLgAV5gI+8FdDQCAoytQwuvLU77LMAzaqwxgGAa1Zn5lzLQ3jGA0gViCg+U8GXRUSINJCbsvAv8Slo0Tst4NTPsglzGQMUAkXrjqg4JSQgghZBXwh+eD0jqzJq2fr1gz3jC2fetZvHR6tlyHV7T/2jcCVzCGOy9tQTTBLtngGaFf1B3MnSmdcIXQWKGDzaCGvcjy3fFkJrbJyk91NWuV+NneXZhwh/DIofGiHmvQHoCMAS5staLOrMHRMXdR9y+H1NdZPjVGDQBgxhOGO8Q/t6slU1pn5H8/6islZOn0T/vQbtNDo5RTppQQQghZK3yROAwaIVOqWVSm9JXTdgSjCbxxxlHyY7Ashzt+ewDPn5op+r6BSBy/fm0IV3VVYe/FzQCAvilvyceSS+r+UVeOrKXwPY0VWlQZ1EX3lApBb2OFTrxtR5MFlXoVzs4WtwtzyO5HY4UOGqUcO5osyz6BN8FyCMUSMKgLB5c1Zj4onfaGxYzwqukpNfG/H/WVErJ0Ts94sbHWCLVCRj2lhBBCyFrAcRz8kTiMQvmuSYO5QLTkQTivneWD0d5F9CyOOIN4dcCO/zk+WfR9X+ifhTMQxV++owPtNgOUciat/6hcJt0hcf9orkypsKO0sUILm0FV9EoYIShtqNCm3d5RZRAnT0o1ZA+gvYpfWbKjyYIxZwhzJU4DLoVQzqpXywt+b61pPij1BFdXprTeyB/nMPWVErIk/JE4xpwhbKwxQqWQUaaUEEIIWQuC0QQ4DuIAmtpklmrWW3zAwrIc3kgGpScnvCWvLxGG8BwrocR0cNYPhgG2N1mgUsjQUWVA/xJkSsec86tecvV3pmY6bQY1vOG4pP6n+fsHUaFTZpS8dlTrMWiXHvSwLIdzjgDabQYAfFAKAMfG3ZIfY7GEoDRXT2kqvVoBo1qxKst3NUoZqo1q2lVKyBIZmOEvMvKZUjn1lBJCCCFrgRAsCOW7dSmlk8Xqm/bCGYjiwtYK+CJxcTptsU5N8kHk8Fyw6IE+w3MB1Ju10Cj5jFx3nQl9U+XPlAq/m0LG5MyUCj2hjclBRwAwV8QE3vFkP+pCHVUGOANRuALSHmvKG0YolhAzpT0NZsgY4ODw8pXw+sPJ15mE8l2AL+Hly3eTQekqKd8FgFabnnpKCVkip5OVL5tqTXymVMIgOwpKCSGEkPOcTwwW5st3AYj9ksV4PdlH+rk9HQCA3onSMpQnJ71QyPjlnsfGiysDHnYE0GqbD+S664yY9oYlB3BSjTmDUMgYtFfp4coZlPI7SuvMWtgMfFBaTF/puCuIxgWluwDE4FKYqFvIULLUV7ifXq3ApR2VeOLEFDiutGx2sfwR/jkySMiUAvzrcNobEScbr5ZMKQC0VeqpfJeQJXJ62gedSo7GCi3fUxqjoJQQQghZ9QILyiqF8t1Shh29ftaBzmoDruyyQSlnSu4rPTXlxTu7q8EwxZXwchxfptpaqRdv21RrAoCy95WOuUKot2hRqVfnLd+tNWmgUshgM/CZPqlBKcdxyUxpZlDaUcWX4Q7OSgt8hpKlvsL9AODmnY0YmQvi8OjyZEv9Eb7EziChpxQAakwazCZ7SlUKmZj5Xg1abDo4/FH4wrmnMhNCSjM8F0CbTQ+ZjKFMKSGEELJWiOW7ybJKo4bvYSy2fDccS+DAOSeu6LRBrZCjq8aI3onig9JZXxh2XwQXt1Wio8pQVFDqCsbgDcfRZksJSuuMAID+6cX1lfrCsbTfZ8wZRJNVC4tOKfY9LpSa6RQzpT5pGVuHP4pInM1avttYoYNKLpM87GjI7odeJUd1soQYAN7TUwutUo5HD09IeozFKrZ8t9asxqwvAmcgump2lArakhdFaAIvIeU34QqhwcK/r9L0XUIIIWSNWFi+C5S2FubQiAuROIsrNtgAAD31Zpyc9BZdHir0k26uN2F7owXHxt2SH0MYLpOaKa0yqFGpV6G/xL7St4bm8Bf/cQC7v/M83vez13FohM8sjruCaKrQwaJT5c2UCkFlVTIgzLarNNugjtR+1IXkMgZtNunDjoYcAbRXGcAwjHibXq3Ae3pq8edjkyVPWi5GKeW7CZbDoN2/qkp3Ab6nFAANOyKkzDiOw4Q7JE4kVynkFJQSQggha0G2qai1Jg2migxK9w3OQSFjcHF7JQCgp8EEZyBa9OOcTAlKdzSZ4fBHMeGW1t8qDJdpTcmUMgyDTXVG9JWQKQ1FE/j8fYdwasqL2y9tgUouwxPHpxCMxuHwR9Fk1aFCp4Q7GMsInOMJFtPesHhFX6OUw6hWwL5gLcxvXj+Hnm88g5EFPYjZdpSm6qjWi72ihZxzBNKyx4KbdzXAG47jxf5ZSY+zGNkufuRTk+xtHpjxr6ohRwDQUsn/m9GwI0LKyxOKIRhNpGVKaSUMIYQQsgb4k31vi82UznjDsBnU4uNsaTADQNElvKemvGiyamHSKLFdWF0yJu0xhucCkDFAszU9kOuuNeH0tA+JIlfUPHJ4HK5gDD/buwtff99mXNlpwzMnp8V1MI0VfPlunOXE4F7w1pATCZZDV61RvM1mVKf1lD709ii+8+dTiCU4nFjwPOXaUSpotxkw4gwWPCGLJ1hMecIZzwkAXNZhQ41JjccOj+d9jHIIiD2lEjOlyd5mfyQO8yrLlOpUCtSbNTg9U/6pz4SsZ/MX64RMqYxWwhBCCCFrgRBM6VOChTqzBnZ/BHEJAyQEgWg8rTSzu9YEGQP0ThaXoTw16cXmOn44kTDyX+o+zXOOABoqtFAp0k9BumqNiMRZjDml9/glWA7//toQdjRZcGFrBQC+D3PCHcJTvVMAgCYrX74LIGMtzG/fOAebQYV3ba4Rb7MZVGJQ+nTvFL7y2AlcscEGhskcWpRrR6mgo1qPBMth1Jk/GzflCSPBcjnLgG/c0YCXT9szgupy80di0CrlkMuYwt+M+SnQAFZdTykAXNBqxf5zzmWbbkzIeiBUzdQLmVI5ZUoJIYSQNcEXiUOlkKUFcrVmvp/PUcROTV84nhbYalVybKg24GQRmVJ/JI7huQC21PNZVpVChi31JhyVOOxoeC598q6gs5qfOntmVlq5KwA8e3IaI3NBfHZPu9iLed3mGihkDP5r3wgA8D2lyYDJldJXOmT348X+WXz8kpa0qbE2gxoOfxThWAJf+8NJbG0w49d3XIDGCm3G0KKxHDtKBeIE3gJ9pYXKgK/YYEOc5XB4ZGmn8Pojccn9pABQaVCLAexq6ykFgEs7KmH3RST3/RJCCpsQKkiEoFRJg44IIYSQNSEQicO4IBtXyq7SbI/TU28uai1M/5QXHAcxUwoA2xstODnhAVug9JbjOAw7gll7JzeIQam0ckqO4/DLV4fQUqnDu7fUirdbdCpc2lEJZyAKrVIOm0GFCn1mpvQ/3hiGSi7Dxy5uSXtcPiiN4E9HJ+HwR/B3794ErUqOjipDRlCaa0epoF0MSvMH2mPJgUlN1uyPtaulAnIZgwPnnHkfZ7F84czXRz5yGSNOCxay0avJJcne6n1Dcyt8JISsHRPuEDRKGazJ910VZUoJIYSQtcEfzsxgCf18M0WshfFH4tAv2EG5pcGMGW8Esz5pjyP0VW6unw9KO2sMCEQTmCpwLA5/FP5IPGum1KhRos6swdkZaZnSw6NuHB1z41NXtGWUm76nhw9SGyu0YBgGFbr0TKknGMMjh8bxgR314sRdgc2ghjsYwy9fHcSmWiMu38AHLh1VBgzZA2LgzXEcJnLsKBUY1ArUmNQFd5WOu0JgGKDOnP2xDGoFeupNSx6UFpspBeaHHZlXYflua6UOtSYN3qKglJCyEdbBCNUraqWcekoJIYSQtcAfiWf0LQoBTDGTcwORRMYOyp5kcHlSYl/py6ftaKnUoc4830/YWc0PCjpTYGjMcHJ6bbZMKcBnS6WW7/5+/wgMagU+tKsx42vv2lwLhuH7SQHAnJwM60nuKn3k8DhCsQQ+eXlbxn1tRv57B+0BfPrK+bLgjioDQrH5wNvuj+TcUZqqo8qAswUypeOuIGpNmow+21QXtVlxdNy9pKthApE49KriglIhY78ay3cZhsGlHZXYPzRHfaWElMmkJ4SGlPdFIVNa6G+MglJCCCHkPOcLZwalFTolVApZURN4feEYDAsypULGU0pfqT8Sx77BOVzXXZO2T1MovT1bIKA8l2UdTKrOaiPOzvoLlgG7g1H8+fgUbtxRn9YjK6gyqvHFazpxywV8wCoETK4AH5QeGXWhyapNy/YKbAa1+Bjv314n3t5exR/zYPJ3XDhhMpdtydLmhWtmUo27QmgqENxe1FaJaJzF8fHiJiUXw5clI1+IkLFfbSthBJe0W+HwRwu+dgkh0giZUoFaIQPLAfEC7+sUlBJCCCHnOX8knrajFOCzPLUmDSYlBqUcxyEQTWQEHUaNEm02PXonCmdKXx2wI5pgcV3KtFoAsOpVqNSrCp7YDzsCkMuYnIFcZw2fjSy08/TRwxOIxlncdnFzzu+5+7ouvKeHDyqVchmMaoVYvnt21o+uamPW+wnlqHde2gK1Yj6A71jQH1poOJHgw7sbEWe5vCtdxp35e1MBiNOFD5xbulJTf5ae40KqTUJP6erLlALApe02ANRXSkg5hKIJzAWiaLDMV9IIFSCF+kopKCWEEELOc3wvaGawsLHWiGMSp96GYywSLJf1cbbUmyQNO3ru1AwsOiV2t1RkfE1K6e3wXABNFVoo5dlPPzolZFw5jsP9+0ewvckiTgCWwqxTwhOKIZ5gMWQPYEONIev3bWsw48e3bsenr2xPu91mUMGkUYhB6f6hOWiVcrRU5g9KN1QbcGFrBR56eyxr+Vo0zmLaGy4YlFp0KmyqNWL/EvaVltJT2lNvhlYpF9c/rDZNVi0aLFrsG6SglJDFEi4opu5uVieD0kITeCkoJYQQQs5z/izluwC/KmTUGcToXOHdnsKOy2yZsJ4GM8ZdIbiDudfLxBIsXuyfxTWbqqHIElRuqDbgzIwvb9/QyFwQLVmGHKU+BjA/gfe5UzP42T572vccOOfEoD2Aj+XJkmZToVPBFYxi1BlENMGKfbALyWQMPrizMW1NDMBnpjuqDRicDSCeYPF07zTe2V2d8X3Z3HphM4YcgayDiqY9YbAc0GjNH9wCfF/poRFXUbtppeI4LufrLJ89XVU4+o3rxEmbqw3DMLi43Yq3huYKlo0TQvITg1JLSk9psuKEMqWEEELIKpcrg3VFJ196+NpZe8bXsj0GgKyZ0p5kxjHfsKODwy54QjG8a0HprqCz2gBvOA67P3fv5JgziOY8wZdFp4LNoMbZWT84jsP/ebofTw74xGMHgMcOT8CoVuD92+pzPk72x1bCFYyJ2VwhK1sMYS3MW0NOzAWieN+2usJ3AnDD1joY1Qo89PZYxteEdTCFMqUAH5QGownJQ6mKEYmziOfIpBeSWua8Gu1qroArGMNkEeuVCCGZxB2lWTOl+Ye0UVBKCCGEnMeicRaROJs1w9lu06POrMEbZx0FHyeQDOyyZcK2JAf+9OYZdvTcqRmoFDJc2VmV9esbkpnHXCtdPKEYvOF4zl2cgs5kGfDBEZcYQA6lTK89OeXBjmYLtKriAiGLTgVPcH6gTUeJQemsL4IH3x6FXiXHOzZWS7qfViXHjTvr8cSJKXhSdqUC/ORdAAUHHQHARa1WAFiSFSZiJr3I8t21QBhiNewoXHFACMltwh2EXMagJmXVFvWUEkIIIWtAvmCSYRhcscGGN87OIVGg9NAXzv04FXoVGixa9ObJwL18ehaXdVTmzKR11gilt9mD0nExI5g/+OqsMeDsjB/37x8V948O2fmpvSzLYXA2IJb5FqNCyJTO+NBg0RZdpgrMBy9PnJjCtZtrJJXuCj60qxGROIuXB2bTbh93hSBj5qfY5lNt0qCz2oDXJVyEKJY/z+tjrWu38a+ncw6awEvIYky6w6g1adJaPKinlBBCCFkDhAyWQZN9uukVnTZ4QrG8WU4gJbjNkQnraTDlXAvDshxGnUFsrstcoSKoNqph1ChyDikac/JlXYUygp3VBvgicfzp2CQ+srsRMmY+UzrpCSEUS5QUlFq0SnjDMfRP+0q6PzA/gZfj+JLcYmypN0MhY9A/nb7LdcwZRJ059/CnhS7fYMOBc86y7yv157n4sdbVmNTQKuU4R5lSQhZlwhVKK90F5jOlFJQSQgghq1i+DCfABykACmbP8vWUAnxf6ZAjAF84lvG1uUAUcZYT16VkwzBMcgKvL+vXxTLVAuW7QhlwguVw52WtqDUoMJjMlM73g2YfUpSPRacCxwEDM76S+kkBoKVSB4WMgVGtwJ6u7GXMuagUMnRUGXB6QVA67gpJ6icVXNlpQyTO4vCICwAQjiVwz7On4QzkHlIlxXoOShmGQatNnzVTynH8Op+FZdeEkEwT7vQdpcB8zzn1lBJCCCGrWKFgwWZQo7vOhNfPSAtKc+2h7Gnghx2dylLCO+Pld6HmC0oBPsuZO1MahEGtgFmbf5+lUAa8s9mC7joTGs0qcQ3LYPKxS8qUJvdostz8zyiWUi7DjiYLbtrZUFTprmBTnTFHUFq4n1RwcXslFDIGryUvQjxyaBw/ffEsXllQFlwssXx3HfaUAnx/9jlHIOP2Nwfn8NcPH8PPXzm7AkdFyOoRT/DrrRYGpdRTSgghhKwB/gifockXLFzZacOhEReC0XjO7/EXKN/d0pAcdpQnKC3U99hZbYTDH4UrS9ZOyAgyDJP3MSr1Ktx+SQv+7t0bAQCNJiXOOQJgWQ5nZ/2w6lUlrR+p0M3fp7Om+Eyr4OHPXYpvfWBLSffdWGvEhDsEbzIbHYknMOMLF8wepzKoFdjZbMHrZxxgWQ7/8cY5AFh0Jm89Z0oBoNWmw5grhNiCdTsPHBgFwE99XopVPISsFc5AFAmWQ82Czwk1BaWEEELI6ueP8CVP+YKFC1oqEE2wGVm4VIFIHDIG0ObI8FUbNagxqbP2pk6LmVJ1xtdSCRnMs/bMbOmYK4gmCbs4GYbBd27qwWUdfFlyo1mJSJzFhDuEs7N+bKgqLcspZEpTj7MUMhkDmSx/YJ3Lplo+GBb+nSbdYXBc4eFPC12xoQq9kx786dikWNrsDee+ICGFr8BFi7WuzWZAguUw5pzvK53zR/DMyWl01Rhg90XwykDh1UuErFe5qnFo0BEhhBCyBghllflWdQjrTYQptdn4wnHo1Yq8mcqeejNOZAlKZzxhyBigypA/KO2uM0HGAN/58ymMzM0fC8dxGHOGJK09WajRxAeTg3Y/zsz6saHE0ltLMlNaa9LAlGNo1FLbWMtno4VhR8PJctFiekoB4IrOSnAc8PU/9qLayA/p8YQWmSldx9N3AaDNxk9WTi3hffTwOGIJDj+5dSdsBhX+++D4Sh0eIee9YJS/gKpbsK5L6CmlTCkhhBCyionlu3mChWYrP4BnMEuGUhCIxAsGHD0NZgza/RllwNPeMGwGddqY/2xqzRr8/GO7MewI4Iafvo5nT04D4Mu6QrFE0cEXADSZ+WDy7WEnPKFYyZnSimSmtNR+0nKoN2tg1ChwepovkX6hfwZapRzbGy1FPc72RgsMagV84TjuvKwVFp1y0UFpoUz6WrcwKOU4Dg8eGMMFLRXYXG/CB3c24Pm+Gcz5Iyt5mISctwI5hunR9F1CCCFkDfCH42CYzKvPqZRyGVoqdXmDUr+EoHRrgxkclznsaMYbKTjkSPCenlo88cUr0WTV4cuPHudLIl3JdTASyncXMmtkMGkUePbkDIDSS2+NGiVUchm6FtFPulgMw2BTLT/siGU5PHNyBu/YWAVtnn/bbBRyGS7tqIRaIcNtFzXDrFXCu9hMafL1Uajnd62q0Clh1irFoHT/OSeGHAF89KJmAMBHLmhCnOXw+JGJlTxMQs5buTOlQk8pTd8lhBBCzgueYAz/3evGb14/h4cPjknKuvgkBgvtVYa85bv+SDznOhiBMIF3YV/pjDcsOSgF+ODz8+/ogCsYw9Exl9inV8xAHwHDMGivMsyvgykx0ymXMfjdX1yI/++qjpLuXy4ba43on/bh4IgLdl8E1xe571Twj+/bjPs/czEq9CqYtIvPlPrCcRhXqKz5fMAwDNpSJvD+175hmDQKcR9tV40R25ssFJQSkkMgSplSQgghZFV4+OAYfnvIie/8+RT+/pHj+NeXBgvexx+O51zjkqqjyoDhuUDOCaH+SDxvXyrADzKyGdQ4MZGeKZ32hlFrzt9PutBVXVWQyxg83zeL8WSmtNiBPoKOZMmuQa1AbRHB8UKXbbChyljc71FuG2tN8IXj+O3r56BSyHDNpuqSHqfJqsPuFisAwKRZfFDqj8TWbT+poM2mx7AjgGFHAE/3TuPjl7SkZbHftbkGJye9sPuohJeQhYKR7JlSWglDCCGEnGcOjbhQa1Dg2D++Cw0WLZyBwie3gWjhDCcAtFfpEUtwYgCY8TiROPSq/I/DMAy2NpjSMqXhWALuYAw1xuKCQbNWiQtbK/Bi3yzGXEFU6JQlBz3tVXy/X0eVftWXlwoTeJ8+OY09nbayBIJmrRK+AtN3OY7DtCec8+uBSAJ69frsJxW02fSY9ITxsxfPQiGT4ROXtaZ9/cpOfiL0m4P5dwITsh4JmdKF72kKGQMZQ5lSQggh5LzAcRwOjbqwpVoDs04Ji65wIAHwZZVS1nQI2cRcfaV+iY/T02DGmVkfQsn+oFkvHzgv3D0nxbXdNTg948NbQ3Ml9ZMKhN+tYxGrXM4XG2vne1rf01Na6e5C5gLluyzL4W/++xgu/+GLmPVmD0x9kTgM67h8F5gfdvTo4XHcvKsB1Quy8lvqzTBrlXj9DAWlhCw031Oa/jnDMAxUChmiBfb8SgpKb7rpJtx+++24/fbb8ZWvfAUjIyPYu3cvbrvtNnzjG98Ay/I/5OGHH8bNN9+MW265BS+99BIAIBwO4wtf+AJuu+02fOYzn4HT6Sz6lySEEEJWu3FXCHZfBN3V/ImuUaOQFJRKGVAE8FlEIE9QKvFxehrMYDmgLzkhVthRWkrZrFCaOmQPlLQORiD8bovZL3q+MGmUaLBooZAxuK67pjyPqVXAH4lnLd3mOA5f/UMvHjs8gQTLietoFvKHY5LKxNcyIShlGOAze9ozvi6XMbh8QyXeOOsAx3HLfXiEnNcCkTiUckYs102lVsgRiS1y0FEkwl8hvffee3Hvvffi+9//Pr7//e/jS1/6Eu6//35wHIcXXngBdrsd9957Lx588EH85je/wT333INoNIoHHngAXV1duP/++3HTTTfh5z//eYm/KiGEELJ6HRpxAQA2V/E9jSaNEt5w4T5Af7hwLyjA7+Gs1KuyDjviOE5yULp1wbAjMSgtIVPaXmVAe/JEv5R1MIIN1QZ89b3d+PDuxpIf43xy3eYafHBnA8y68mQmzVr+cbxZLnL8n2dO44EDo9ibnCK72IsWa1mrTQ+GAa7rrhGz8wtdvsGGSU8YQ47cQ8UIWY+C0URGllQgJVNa8N2nv78foVAIn/zkJxGPx/HXf/3XOHnyJC666CIAwJ49e/DGG29AJpNh586dUKlUUKlUaG5uRn9/Pw4dOoRPf/rT4vdSUEoIIWQ9OjTigkGtQLOF37tp1Egr3y0mWOioMmQNOsIxFiyXORUxmzqzBla9CifG+aBUKPcstqdUcM2magy9fg6NiyjfZRgma+ZqtfrmB7aU9fHEoHRBCe+sL4x/f20IH9rViO99sAdPHJ/MW94t5fWxlhnUCvz8tl3Y2VyR83uu2MD3lb5x1pEzcCVkPeLnFmTvS1crZIjEFhmUajQafOpTn8JHPvIRDA8P4zOf+Qw4jhMHDej1evh8Pvj9fhiN830Ser0efr8/7Xbhe7Pp6+srdCgkKRwO0/OVAz03xaHnqzB6jopDz1dubwxModOqRCwaQV9fH+IhL1yBws+XJxhBNOCV9LxalTHsGwtkfK8zxAe/fpcDfX3Rgo+z0arAK/3TOHVKiVPnnFDLGUwMn8FkCUOGuo18xZUm7ERfX7Do+9NrqjBvMmt3tG8ALYb5c6r7j7kQS3C4voVBf38/6o1ynBiezXg+WY5DIJpA2O9aF891vtdUqwJwTbrhmsx9/1qDAk8dPocLLdmHiq019DcozXp/nqYcLsiRyP4cJOJwuNwAcu+JLhiUtrW1oaWlhd/f1NYGi8WCkydPil8PBAIwmUwwGAwIBAJptxuNxrTbhe/Npru7u9ChkKS+vj56vnKg56Y49HwVRs9Rcej5ys4fiWPYNYQvXNMJjSaB7u5utIwPINTvxcaNmyCTZQ/2OI5DKD6E5voadHd3Ffw5u+1qPH2mD7XNHajQq8Tb+d2Lo9jQ2oDu7sIlsDf69PiHx06AqWhEVBFGnSWGzZs3S/59U3V3A5ds34QGS2nlu/SaKsyvdQIvzsBa0whNwoHu7m7EEyyee/wlXNlpw7UXbwMA9PRG8eqAPeP55KfynkNXcz26u9tW4DdYXot9TV29OYY/H5tCZ9dGKORrf2Yo/Q1Ks96fJ/k+H6xGRdbnwPisAypt/s+Agn9JjzzyCH7wgx8AAGZmZuD3+3H55Zdj//79AIBXX30VF1xwAbZt24ZDhw4hEonA5/NhcHAQXV1d2LVrF1555RXxe3fv3l30L0kIIYSsZsfG3GA5YHfLfFmgSaMAxwH+aO4S3mA0AY4DDBJXdXRU8/2bQ470Ek1/WBjVL62HURhQ9ELfDGa9kYwppMUqNSAl0sz3lM6X7z7fN4Npbxh3XNoq3tZRZcCsLwLfgl7mI6N8v/OOPGWrZN4VG6rgi8RxPGV1EiHrXTAaX1RPacGg9MMf/jB8Ph/27t2Lu+++G9/73vfw1a9+FT/72c9w6623IhaL4d3vfjeqqqpw++2347bbbsOdd96Ju+++G2q1Gnv37sWZM2ewd+9ePPTQQ7jrrrtK+00JIYSQVerQiAsMA+xotoi3mTTZ+wBT+SPFBZPtNmEtTPoQFuFxpO6hrDZpsL3RjBf6ZzHtDZc0eZcsHyEoTV0L81/7RtBg0YoXGID5fa8Lh2EdGnFBrZBhc132ajaS7sJWPng/Mupe2QMh5DySb9cx31Oaf/puwfJdlUqFH/3oRxm333fffRm33XLLLbjlllvSbtNqtfjpT39a6McQQggha9ahERc21hhh0igxkbxNmKibb9hRscFkY4UWKrkMg7PpmdJA8nGMEoNbAHhndw1+/PwA5AyD9/TUSr4fWX7CBQ5PKAaYgCG7H28OzuHv3r0R8pTS8NRdttubLOLth0Zd2N5oybrKgWSqNmlQa9LgxLh7pQ+FkPNGvkypWiETP89yoXcfQgghZIkNOfzYWJs+4MEoIVMqTCtUK6QFpQq5DBuqDTg15U27vdjgFgDe2V0NjgPiLIdqo1ry/cjy0yhlUMll8CYHWp1IlpW+a3P6HtSWSh0UMiZtAm84lkDvhAc7WyzLdrxrwdZGM46Pp5fv2n2RFToaQlZeIFooU7rI8l1CCCGElI7jODh80YzAzqQtnCmNxPlyJ7VS+sf1tkYzTkx4wHGceJtYBixh36lgc50JdcndpKXsKCXLh2EYmLRKsXx33MVPhW2sSF/Do5TL0Fypw+DsfPlu74QHsQSH3dRPWpTtjWYMOQLic/7syWlc/L3nMe4qfsI0IWtBMLLEPaWEEEIIKV0gmkAoloDNkB6UipnScJ5MaZz/ENdIzJQCQE+DGe5gTAxMgNTeVOlBKcMwYj8i9ZSe/0xahZh1H3eFYDOooM2yM3DhLttDI/yQo10tFJQWY1ujBQBwMpmVfuLEFFgOaX93hKykWIEgsJxYlkMwlsizp1SOaJyCUkIIIWTFOJIlfQuDUpOEntJwrLRMKTBfwgnwPaUyBtAqpQe3AHDLBU3YVGtEZ03u3XLk/GDWKsULHOOuYM6Jxx1VBgzPBRBPnrAeGnGhtVKX8fok+Ql/Z8fGPYgnWLx82g4AcAcL7wEmZKk9fmQcu7/zHCbcy3ORJBznJ8Xrclz4VMllYuVPLhSUEkIIIUvI7ueD0ipj9kzpwvUcqYRMqbqIATQba41Qypm0oNQXjkOvVoBhsu9DzWV7kwVPf2mPON2VnL/MKeW7E65QRumuoKNKj1iCw7grBI7jcHjUTVnSElh0KjRbdTgx4cahEZf43DsDuf+eCVkub56dgzccx4+eOZ3xtWicxTf/dBLDjkCWe5YmEOEDTn2OoFStlFGmlBBCCFlJuTKlKoUMGqUM3rw9pcUNOhK+t6vGiBPj6ZlSYxGlu2T1MWn4oJTlOIy7Q2isyJ4pbU+ZwDvmDMHhj6TtzyXSbWs049iYBy/0z0KRnHLsokwpOQ/0TnrBMMBjRybQu2Cf7sunZ/G7N4fx7Knpsv28YHLfdq7yXT5TSkEpIYQQsmJyZUoBPluaN1MqlO8Wuapj4bAjfySe8wo2WRvMWiW8oRjcoQSicTZnUNqR3FX6uzeH8U9PnAIACkpLtL3Rggl3CH88OoFLOyqhVcqpfJesuEg8gTMzPtx+SQsqdEr80xOn0gbf/c/xKQDAtKd806KFTGnOlTCUKSWEEEJWlsMXgYwBrHpVxteMGoW4xiMbcdBRkb2gPQ1meEIxjDn5fiJ/JF7U5F2y+vA9pXHM+PnXU0OOoNSiU6GnwYQ3zjrw5uAcdjVb0FlNPcOl2JrsK53xRvDOTdWo0CmpfJesuIFpP+Ish0vaK/Gla7vw1pATL/TNAuAzms+fmgEAzHjDZfuZYqY0x0oYlVyOOMtl/ZqAPqEIIYSQJWT3R2HVqyCXZfZzmjTKvNN3Sxl0BADbGiwA+GFHzZU6PiilTOmaZtIqkGA5nHPzmbpcPaUA8D93XQEARfcYk3Q9DWYwDMBxwDu7a/DwwXHKlJIVd3KSL9ftqTejzqLBf+0bxneeOIUrOm14oW8WoVgCRo0C02UMSgPRwpnSQihTSgghhCwhuy+Sc7KpUaMosKe0+EFHANBVa4BSzuD4hBsA31NKQenaJgyjGnLyQVGu6bsAH4xSQLp4BrUCndUGdNUY0GTVoUKvpJ5SsuJ6Jz0wahRosmqhlMvwrQ/0YGQuiF+9OoT/OTaJGpMa12yqxrSnjEFppFCmtPBnGH1CEUIIIUvI4Y9k7ScFAJNWmXdkvxCUSvlAT6VWyLGx1igOuPCHqad0rROC0kFnBFa9iv69l8k/f2S7WAVRoVNhyu1d4SMi693JSS8215nEC09XdNpww7Y6/OtLZ8FxwMcvaYFKIcOMdwosy0GWpYqnWGJQmiNTqpJwYZUypYQQQsgSsvsiqMqRKTUVzJQmoFbISspqbW2w4PiYB8fH3VS+uw6YkiuGzrmiOYcckfLb1mjBlnq+t7RCp4KTMqVkBSVYDn1TXvQ0mNNu/9oN3ZDLGEQTLN6/vQ51Zg3iLIe5QHler0GxfDd7plRKtQ8FpYQQQsgS4TgODn8EthyZUqOGn5iaSyTGFj3kSPChXQ0AgA/8yxvwhikoXetMyUxpJM7lLd0lS6dCx6/lSeQZ6PLggVG89/+9Bn8k98UoQko1ZPcjHGOxpd6UdnudWYuvv28z3rmpGjuaLKgxaQCUb9hRQBx0RJlSQggh5Lzji8QRibN5M6WROItIPJH160KmtBQXtFrx5leuwVeu34QN1QbsbLaU9DhkdRDKdwFQpnSFVOhV4DjkvdD05uAcTk158ePnBpbxyMh60SsMOVqQKQWAvRc14zefuBAMw6DWzAel5eorDUYSkDG5M6JSdm1TUEoIIYQsEYeP3wNnM2augwH4TCmAnCW8kRhb9OTdhY//uas68PxfX4V3dteU/Djk/GfWpQaluSfvkqVToeP/zvOV8I44gwCA/3jjHE6Me5bluMj6cXLCC7VChnabPu/31SWD0qkyZkr1KkXOVhMq3yWEEEJWkMPPn5zmmr5r0vKlTjmD0jgr6QozIQaVAsL5IGVKV4YleWEg31qYMWcQN2yrg1WvxlceP454gl2uwyPrQO+kB911JigKDMezGdSQyxjMlDFTqssxeRegoJQQQghZUfZkpjTX9F2jWsiUZi/3W0z5LllfZDJGHHZEmdKVIWRKXYHsf8++cAzOQBQ99WZ84/2b0TvhxZO908t5iGSNG7IH0FVjKPh9chmDKoO6bLtKhUxpLtRTSgghhKwghz9ZvptnTykAeEO5M6WlDjoi64/QV9pAmdIVYdUng9IcmdLRZOluS6UO795SCwA4Zw8sz8GRNY/jOLiDMVj12T9vFqo1a8o26CgYLZQppZ5SQgghZMXYfRHIZYyYQVlImJiaK1MajlGmlEhn0ipgVMto0vIKEcp3cwWlY8mgtNmqg0ohg1WvwoyvPEEBIcFoAtEEi4qU/vJ8ak2asg06CkQoU0oIIYSctxz+CKx6FeQ5lpOLmdKc5bssBaVEsiqDGvVGaSekpPwMagUUMgauYPa/ZyFT2mTly6urjWrMeiPLdnxkbXMnpz5bpAal5vIFpcFoIuc6GEBaTyldSiOEEEKWiN0XybkOBkjNlOaZvkuDjohE3/pAD06fObPSh7FuMQwDi06Vc9DRqDMIi04pllnXmDSYpUwpKRPhdWfWZq/MWajWrIEvEueznIusrghE42hR5e5lp0wpIYQQUibxBCsOLpLK4Y/AlmPIETA/MTXXXsNIPLGolTBkfWmu1KHRLO2ElCwNq16Zc9DRyFwQzdb5E/dqo7psPX2EeIJFZkpNyV2lZXgNBiOJvOW7NH2XEEIIKZPfvH4OF3/vefz4uQHJaxwc/ihshtxBgkzGwKBSwJtnJYyGMqWErBoWnUrcU8pxHMKxhPi1MWdQLN0F+Eyp3RdBguWW/TjJ2lNs+W5NMigtx1qYQCSed9ARZUoJIYSQMjlwzgm5jMH/e+EMPvqrt8TJurlwHMeX7+bJlAJ8CW+u8t1wjDKlhKwmFTqlWEb56OEJXPhPz2POzwee464QWtKCUjVYDpgLUF8pWTxhwFauwXoL1Zr5oHRqkUEpx3EFV8LQ9F1CCCGkTHonPXj/tnr85NYdODLmxm9fP5f3+73hOKIJNm9PKcAPO6JBR4SsDVa9Shx09NLpWfgicTxzcgaT7hDiLJdevpvMVNGwI1IO7uTrTuhZLqRc5buROAuWQ95MqVKefdhfKvqkI4QQQgqY9YUx441gS4MZN+1swLZGM94amst7H6H/tGCmVKPMuRKGD0qpfJeQ1cKiU8EViILjOBwcdgIAnjwxlbYORlCdfG+gvlJSDp5QDBqlTPJua61KDrNWuejXXyDCV/rky5QyDFPwAisFpYQQQkgBJye9AICeehMA4JL2Shwf9yAYzV52CwDjLv4k1CYlUxrKfJx4gkWC5ShTSsgqUqFTIs5y6JvyYcYbQY1JjX1Dczg67gbAD6MSiD19lCklZeAORmGROHlXUI5dpcEo3zetU+UPhgv1ldInHSGEEFLAyQkPAGBzMii9uM2KOMvh8Ig7533+881hVOiU2NFkyfvYJq0SvkhmpjQc54cpUU8pIauHJdnP99ypGQDA3797ExIsh/98cxgKGYM6s1b8XqGKgtbCkHJwBWOShxwJas2aRZfvBpIXZwutlSlU9UOfdGRNG7L7c+4LI4QQqU5OetFaqYNRw3/gX9BqhVzG5CzhPT7uxkun7fj0le0FP6iNGkXWQUeR5NROqaVYhJCVZxWC0r5pGDUK3LSzAS2VOsx4I2is0EIum++tU8plsBlUlCklZeEpIShtrNCKpeWlCkSkZUqpfJesa3f89gB+8FT/Sh8GIWSV6530YEuDWfx/g1qBngYz9p/LHpT+7MWzMGkUuOPSloKPLQSlHJe+FiIiZEqpfJeQVaNCzwcFvRNe7G6pgFzG4L1b6wAAzZX6jO+vMmowSz2lpAzcoeLLd9tseriCMbgCpSdwgpIzpRSUknWK4zhMe8I4Nu5Z6UMhhKyweIJN2xdYDE8whjFnCD315rTbL2mz4tiYB6Fo+uOemvTiuVMz+NQV7WJmNR+dSoEEyyG6YPfpfFBKmVJCVgtLyjqOC1utAIAbhKDUqs34/hqTGjNUvrto9+8fxfFk3+565S4hU9pexV8oGXIESv65UjOl1FNKyuqLDxzB40fGV/owJPFF4oizHM7O+hCTuOieELK2cByHJ09M4R3//DI++PM3S3qMk5P8ha2eBlPa7Re3WxFNsDgy6hJviydYfPfJUzCqFfjE5a2SHl+RLOdLsAszpfwHPWVKCVk9rClB6QUtFQCALfUmfOqKNty0oyHj+2uMmqJXwuwbnMMt/7av5Atta83IXAD/+/ET+NofejMqTtYLjuPgDsVgLjYotRkA8O1upRIypQbKlJLl9NypGbx5Nv8ahHI5NOKEJ5R9TYIU7gB/31iCw+Ai/tgIIasTy3L41H8exF/+/jCcgSj6prwl9Zj3JoPSLQsypRe0WiFjgLfO8WsfOI7DN//nJN44O4f/fUO35F1xQo9ZLJF+MhWO0aAjQlYbk1YJhuH3Mm5PDjljGAZff99mXJDMnKaqManh8EcQL+Li+e/3j+DAsBMDM75yHfaq9uDbYwCA4+MeHBpxFfjutSkUSyAaZ1GhK658t7FCC4WMwbnFZErF6bv5g9JC8xHok45IxrIcQrFE1oEc5TblCeHD/7YP//nmcMmP4Uw5+eyb8pbhqAghq8m0N4wX+2fxF5e34ucf2wVgfrVLMXonvKg3a2DVp3/YmzRKbKk348kTU/jTsUn89IWzuO+tUXxuTzv2XtQs+fFzZkqFQUdUvkvIqiGXMTBrldjaYJY0pKzKpAHLAXMSe/qicRavnLYDAAZm6IJ7NM7ivw+O4cpOG0waBX77xrmVPqQV4Q7yiRiLxIuhAoVchuZK3aKC0qCwp1Sd//X+D9dvyvt1CkqJZEJ/U7bVBeX2dO80OA6LynC6UoLS/im6mkjIeuNMnuRd0l6JbY0WAPOluMVYOOQo1Qd3NmDYEcAXHziCHz8/gOt7avHl9+T/4F1IIec/iuNsjp5SypQSsqrsvagZd17WKul7a5JrYWYkDjvaf24OvmQQcD5kSg+cc2ZcUFtOz/fNwOGP4pOXt2Hvxc14unda3BG9nohBaZHluwBfwjtkX1ymlGEKX0Dd2VyR9+v0SUckCyWv2i9HpvSpE9MAgJG50t9YhDI9o0aBU5QpJWTdcfj5Pi2bQQWrXoV6swa9E8W9F4RjCZxzBNBdZ8r69U9e0YZT334PnvpfV+I//uJC/OSjOyBLWfkghZApjSdyTd+lTCkhq8mX37MJN2bpH82mxqQBAMl9pc+fmoFGKUN7lR6np1c2KN0/NIdbfrkPfz4+uajHGXYEEI2XNvvjgQOjaLBosaerCndc2gqGYXDvvpFFHc9q5A7x57zmIqfvAvywo3NzAbAlXlwIxxJQK2RFf/YtREEpkUxoZF7qoHTWF8bbI04oZAxGF7E7yZnsKb24rRJ9lCklZN2Z8/Mf0lY9n4nY0mAuOlN6dtYPjgO6agw5v0elkKG7zoSrN1aXFEDKadARIeuWEJRKmcDLcRyeOzWDKzZUYXujBWdWOFP65+NTAIC3h50lP8aDB0Zx9Y9exn1vFR9Ijs4F8doZB269sAlyGYMGixbv6anF/QdGM6air3WLy5TqEY2zmHCHSvrZ0TgLpWzxn1P0SUckC4uZ0qUt333m5Aw4DrhxRwOcgSi8Jf48dzAKGQNc0m6Fwx+B3UfLqQlZT+YC/N98pYG/cryl3oQhRwCBiPQLa2dn+RaCrhpj+Q8wSZks3104JVwcdESZUkLWLJtBBYYBZiRkSk9NeTHpCeO6zdXoqjFi0hMu+RxpsRIsh6d6+aq2wyPukh7j9/tH8A+PnQDHzQ+UK8YrA7MA+DYKwccuaoYvHMdzfTMlHdNqJQSlxQ46AvhdpQBK7iuNsywU8sVlSQEKSkkRgsmrTt4lzpQ+3TuFjio9rttcDYC/ElYKVzAKs1aJzfV82V3/NJXwErKezAWiUMllMCbH1PfUm8Fxxb0XDMz4oJAxaM2y9L5cCmVKNdRTSsiapZDLUKlXY1ZCT+nzp2bBMMA1m2rE6o2Vypa+PeyEwx9BZ7UB/dPeoi72AcCzJ6fx1cd7cc2malzUZsWZEoY2jTqDUCtkaKyY3/96SXsl6s0aPH54+dYXBiJx3PLLffjvXveK9dcK5bulZErbhF2lJc5xiSc4cTbCYtAnHZFMKIWIxlnxZKnc5vwRvDXkxPU9dWi28n8kpfaVugIxVOhU6K7lg1KawEvI6nRoxFlSedicP4pKgwoMwwd9W5J7Rhf2lUbjLB56ezTrycSZWT9abfqCS78XQ5m8whzPmL5LmVJC1oMakxqzEqq5Xuifwc4mC6qMarF64/T0ykzgferEFNQKGb50bRdYjl/HUoznTs3AqlfhFx/fhZ56M87O+ovuaRyZC6LZqhPf4wFAJmNw484GvHrGsWwVcv3TXhw458RvDznxkX97E8OLmGRbKk8wBrVCJmni80JVBjWMakXJmdJYgoNykf2kAAWlpAjBlCXN/iXKlr7QP4sEy+H6rbVortQBAEacpf2RuIJRVOhVqNCrUGvSrOgE3ieOT+FfXzq7Yj+fkNXs6384iX/848mi7zfnj6Stcak1aVCpV2X0lb7YP4MvP3oia+B7ZsaXt5+0HOTJXpycg44oU0rImlZtVGN4LpA3yxaJJ3Bq0ouL2ysBAA0WLfQq+aIm8IZjpSUY2GTp7tUbq3H5Bv54Do8Wtx/09IwP3XVGqBVydNUYEIolMO4qrqdx1BlES/JcMdXNOxuQYDn86djiBjBJNebkj/vj2ytwdtaPLz10dFl+bip3MFZSlhTg9+i2VekxtKjyXcqUkiX06oAdp1J2+oVTmsaXatjR6WkftEo5NteZYFArYDOoF1G+G0NF8g90U51xRSfwPn5kHL94eRAct3Jj0wlZjSLxBAZmfBiy+4sui3IGoqg0qMX/ZxgGm+tNGZnSweQo/IkFJ0ThWAIjziA6q5eunxRImb6bsRKGf89VleHDnhBy/nrXlloM2QP434+dyJktHJwNIM5y4iRwmYzBhhpjSUHpsTE3bv/NfvR845mSsmMHR1yY9UXw3m11sOhUaK/S40gRQSnLchiY8WFjDf+7dCazvsX8LhzHYdQZRJM1MyjtrDFia4MZjy1TCa+wguZDPWbcvKsxOSBvec/3XMEoLCVM3hW02/Qlr4WJJzix4mcx6JOOZOA4Dj994Qzu+O0B/Pj5AfH2oMSgNBiN428ePlZSMDnmDKLJqhVLMVoqdRieK+2PxB2MwpJs+O6uM2HQ7l+ysuNCXMEY/JE4pjzS9pARQngD037EWQ6ROIvJIicDOvxR2PTpH9I9DWacmfWlvRcIJ2VTnvTHH7Tzk3c7lzhTKgyIWBh0h2MsVPLFj9knhJzf9l7UjC9eswEPHRzDt/98KmtAI7Qgba6bv0i2scZQdFB6z3MDuPFf38CRUTfiLIdDI8VlOAG+H1SlkOGaTfzsj13NFTgy6pYciI06gwjHWGyq5X8XoRrldBG/y1wgimA0gZYsQSkA3LyrAScnvcuyNmfMGYLNoIYm2d/qj8TFwUPLxR0qPVMKAG02AyY9oZKy57EEKw7sW4x1H5SenPSUtEx9rYonWPzdI8dxz3MDkDHpk3ZDsdSgNPcf2/N9s3j08Dhe6C9+8tmYK4TGivk3mBarruRMqTMQFUv3tjeaEUtwODm5MtlSYWfqmdmV6f0gZLVKnch4tsi/n7lAevkuwE/gjSW4tKEaQv/PhDv9opHwPUs5eReYH3QUyyjfTVDpLiHrxN3XdeGTl7fhd28OY9/gXMbX+6a8UCtkaUPXumqMcPijmPNL651MsBz+881hvGNjFd74h2ugUcpKmrcxPBdAR5UBhuQQuV3NFZgLRCWv8etPBoobk0GpUaNEvVlT1NAmYd5Ic5byXQD4wPZ6KOUM7n1rWPJjlmrMxSdUAIiZ2zFX6SsNS+FZRPkuwA874jiUlAiKsxxN3y2Hf/zjSXyjhF6lterXr53DI4fG8cV3duLKzioEIvOBaOrOp3wTeJ/u5fdWlbJjdNwVRFPKFLXmSh2mvOGiM5yhaAKROCv+ge5qqQAAHBou/opgOQhXzFZ6pxghq83JSY+4p3OwiMmAwWgc4RibVr4L8BN4hccV5MqULsfkXWB+JUzm9F2WhhwRsk4wDIO/vLoDwHzQlqpv2ouuGmNa716XWPYq7b3xxIQHnlAMN+9qhFmrxMYaY0mbCWZ9EVQb599bdzZbAEjvKz097QPDpFehdNYYJf8eAF9ZB0AcirlQpUGND+9uwsNvj2N6iavUxlxBNCUTKsIk4GL7YxfLHVpc+W5zMpgedxZ/3LEEC8Vy7Smdm5vDVVddhcHBQfT19eGWW27B3r178ZWvfAVssgfm4Ycfxs0334xbbrkFL730EgAgHA7jC1/4Am677TZ85jOfgdNZ+nLdpTLpDpW8LHatGXcF8dMXzuBdm2vw19d1waBRIBCdDz6lZEpD0QRe6rcDmG/8lsoTjMEXjqf1B7RW8lduin0sVzIzKexrqjZq0GzVlVSmslgcx8EdEoJSypQSUozeCS92Nltg1auKypTO+fn3AGFHqaDZqoNBrRD7Sj2hGOYC/PdOLcyULsPkXSAlU7qwpzTGigE5IWTtq9SroFPJMy7qcxyHvil+MFAqIdMotYT3tQE7GAa4YoMNALCp1oS+KV/R/Y+z3giqUoLSrhojDGoFjoy6Jd3/9IwXzVYddCpFymMYMFjE7ICRuSAYBmnrYBb6y3d0gOU4/Nsrg5IesxTxBItJdzgzU1pCYqZUHMfBtchMqVnL37eUvbfL1lMai8Xwj//4j9BoNACAf/mXf8Ff/dVf4YEHHkA0GsXLL78Mu92Oe++9Fw8++CB+85vf4J577kE0GsUDDzyArq4u3H///bjpppvw85//fNEHXE4JlsOsL4JZXwTxBUvL16Nv/c8pAMA3PrAFAGBQKdL2TknpKX1lwI5QLAGrXlX0H6RQ6pBavitO4C2ynMAZSA9KAWB3SwUOjriWvfncG46Lb7IDs5QpJUsvEInjmh+9jLeGMkvAlkM8weLVAfui/9biCRZ9U1701JuxocpQVKbUkSxnsy0ISmUyftiRkCkVSnfrzRpMLsiULsfkXWB+0FGCyncJWdcYhkGzVZcRlNp9ETgDUXHIkaDaqIZZq5QclL56xo6eerPY1rCpzghnIAq7xPJfgB9S5PCnZ0rlMgbbGs04OuaW9Bj90z5sXNAW0VljRCTOSq6yG3UGUWvS5F2B0mTV4UO7GnH/gVFJe2BLMeUJI8FyYqbUpFHCrFWWlCn1hGIlfW6GYyyicVaco1IKo4a/QFDKINM4u0yZ0h/+8If46Ec/iupqvpm5u7sbbjffzBwIBKBQKHD8+HHs3LkTKpUKRqMRzc3N6O/vx6FDh3DllVcCAPbs2YN9+/Yt+oDLyeGPIMFySLAcHMmr6uvV86dm8NypGfyvazvRYOGv9ujVirTy3XAsAb2K/+PP9aJ95uQ0LDol3r+tDqPOYFF/XEIQm3rVS2hgL3ZXqVAuW5Fy1Wh3SwUc/kjRWdfF8iSPxahW4OzM8k9kI+vPOUcAQ/YA3j63MtUpz5ycwR2/PYBnThbfV55q0B5AJM5iS4MJHdX6kjKlVr0642s99Wb0TfmQYDmxdPeyDTb4wnGxCkSYvLthiSfvAhA/zBfuKQ3HqHyXkPWmpVKXcSFe2B6wMChlGAZdEocd+cIxHB5148pOm3ib8Hh9RazMcwWjiLNcWlAK8P36p6d9BZM84VgCw46AOORIML93VdqxjDoDWSfvLvSXV3cgwXL45atDkh63WEJCJfVYGiu0RfeUxhMsrvzhi7jrgSNFT5p3h/jPu8VkSueD0uIzpbHEMvSUPvbYY7BarWJgCQCtra347ne/i+uvvx5zc3O4+OKL4ff7YTTOv7j0ej38fn/a7Xq9Hj7f+ZUlSq0xX3iFfL25960RNFm1+NQVbeJterUcgWhcDKKC0TiMGiW0SnnWF200zuL5vhlc212DNpseoViiqGBfuKqU+odt1atgUCuK7k8Vy3f16ZlSADg4srwn6sKx7G6tgC8Sx/QSXa0jRCC8t02u0LRnYXDGf745vKjHEbKZPfVmdFQZ4ArGxCqIQoTvq9RnXjneUm9CKJbAOYcfQ44AGAa4JLn7T5iQLUzeXZZMqTz3ShgNZUoJWVdaKvUYc4XSVsMIQWN3rSnj+7tqjDg9XbgE983BOSRYDnu6qsTbhMfrL2LY0ayPz6pWmzRpt3fXmRCJswVXzJyd9YPlgI0LfpfOav69VursjVFnMOfk3VQtlXq8Z0vtku0sFXowm1Kq/JoqdEVXCzoDUXjDcTxxfAr/+MfeohIYQiLGoi09KFUr5FArZCVnSssxfVeR74uPPvooGIbBvn370NfXhy9/+cvo7+/H448/js7OTvz+97/HD37wA1xxxRUIBOZfhIFAAEajEQaDQbw9EAjAZMr8YxL09fUt+pcp1sHR+WM+ePIstIGlP/koh3A4XPbn69yMG01mJc4OnBZvC3jc4Djg6IlT0ChlmHG4IEcCWgUwNuPIOIa3x4PwhePoMcfABPnA77Ujp9Bdlf7GlcvxQQcMKhkmh88i9a2jRi/DyZEZ9PUVfsELz03fEH8y65gYRsLJv8wTLAedksHzR4fQrV2+CyTHJ/g3plY9/4f+wtunsLuh8BvpcliK19Jasxqfo6MD/AnGmQn7sh97OBzGobNuAMC+oTk8+eYxtFWUVlL06gkH1HIGEccYVGH+g/+Ft3vRU5O7h0jQd44/Bsf4Ofhn0t87dBE+YH3m7T4cHw+iWq8A/Hwv/P4TA0g4dXh5iH+PkPvt6Osr74T2ha+pcQ9/PKNjE+hTzv8sl9cPGbMyn4/nk9X4N7iS6Pkq7Hx+jlRRL6JxFq8f7kWVnj9/2X96BtV6BSZH0s+PAMCMALzhOF4/1AubPvdp/Z8OOKBRMNAFZ9DXNyveXqWXY//pceypzn3BL/X5OpQ8pwnMTaOvzy1+jybEB6vPH+xHvD33+fSLZ/n3VmVwNu3+AFBjUODgmQn01ecPjCJxFjPeCLSJgKR/Rw0bhDcUXZJ/8yNnnJAxgGd6GPFoBH19fdBxIYw5gzh16pS44rCQQSf//G20qfH7/aNIBL24Y2eFpPsfn+Y/Hz32qYzntBg6BYPRaTuKfZr8wTCMsviin9+8Qenvf/978b9vv/12fPOb38Rf/dVfwWDgX2zV1dU4fPgwtm3bhp/85CeIRCKIRqMYHBxEV1cXdu3ahVdeeQXbtm3Dq6++it27d+f8Wd3d3Yv6RUrxtnsYAF9eJjNUoru7vaTHOTnpwYw3jGs21ZTv4PLo6+sr+/PlemgUVzdUpT1um2cEOOREQ1sHqo0aKA8EYNaHoIknINfoM47hwYFe6FRy7L1mJ3+F6IVpyE3V6O5ukHQM/rcOoLky87Ww8XAQ/VM+Sb+z8Nw8O3EGwBwu3L4l7erNBW1+DHnDy/p6Ox2eADCNGy7ahN8d3oewuqLk11q5LcVraa1Zjc/RE6OnATjgTyiW/dj7+vowGQQu31CJg8MuvDYtw3svK+0YJl/dh80NZvRs2QxzHf+eEtPa0N3dXPC+ssFT0Co92LltS8bXOhMs1E9Owg0D5qJRdNVpcen2TcBTk1CYqtDd3YxHBk9BrZjDtRdvLcsV4FQLX1P6uSCAcVTX1qG7u1G8Xf6iExatctW9/sptNf4NriR6vgo7n58jh8KOf3nLAZW1Ht3JCo6Jp2axtcma9Zg96jn8fP8cOFMtulOyoAv1/vklXL6hCtt6NqfdvrXJj0l3KO/zkfp89QbGAEzjoq1daEmZTN4RZ6F8chIemRHd3ZtyPtZjQ6egUszhmgu3pk0SBoAtjYWPBRCyqcPYvalF0jlm08QAIic96Nq4SRwsVy6hY0dQZ45g65bN4vO03TWMx06dhK2pHdVGaYmZmdOzACbw3Q/vwiOHxvHg22MwVVjxles3pQWmzkAUf//IMXzvg1vFbPVwfArAFLZt2oDu+twJwEIqDDOQaQxF/23In5yB1WKSdL9Dhw7l/FrRn7T/9E//hLvvvhsf//jHcf/99+Puu+9GVVUVbr/9dtx222248847cffdd0OtVmPv3r04c+YM9u7di4ceegh33XVXsT9uSU15wlDIGGiUspLHRXMch79/5Di+9ODRVdsrGIzG4QvHUWNO/8MR+keFvtJQLA6tSg6jRpk1vX9m1o+uGiPUCrk4rKiYHaPjrpA4vSxVY4UOE+5QUc+vKxiFUa3IOJnc3VyB0zM+eELSa+adgSjeHHTgxf4ZvHnWIfl+AmFHaUeVAVa9iibwkiUnlIhPrsBk8XCMH1RxcVslbtrRgMePjIt/A8VgWQ59k15xhUuDRQuNUiZ52JEzEM2YvCtQyGXYVGdC74QX5xwBtNv0qDGqIWPmn7Pj425sqTeVPSDNRp4s301kTN9N0PRdQtaZluSKE+H8KRxLYMgRyOgnFcyvhcldATbmDGJkLpjWTyrYVGvE2Vk/onFpAz+FoUgLgy2VQoYN1caCe0/7p33orDZkBKQAX8I7ZA8U7KkcFdfBSKs60yen/KZukSiXsSznrsL/FzPsSGh3qzZq8L0PbsWdl7bgV68O4cuPHk/r031z0IHn+2bT1u84g8IMhdIHHQF8X2lp5bvl6SnNmylNde+994r//eCDD2Z8/ZZbbsEtt9ySdptWq8VPf/rTRRze0prxhFFj0kCtkGGqxD6/4+MenJzk/wD5oOr8KMsshhCQ1y7oD9AnlyILE3hD0YR4W7Y9pUP2AC7bwF/V0yjlqDGpJfeCchyHcVcIV2W5yldlUCMSZ+GLxGHSSKuXdwWjaf2kggtaK8BxwJFRF96xsVrSY911/2G8mbLI+v7PXIzLOjLf2HMfSwwMw4/b7qw24AxN4CVLTPib9objCETi4t/tchj1xJK9mEZc212Dhw6O4eGDY/jsno6iHmfMFYQvEseW5FVfmYxBu80gediRwx/J2FGaaku9CY8cGkc0zqLVpodCLkONSYNJNz9JsXfCi1svbCrqmEullAk9pVn2lOaZLEkIWXvqLBrIZQxGnHyL2dlZfk1KrqDUqlfBZlDnHRAkBDAXtVVmfK27zoQ4y2HQ7s/5M1LNeiMwqhXQqjLfm7rrjHj9zPzF+/8+OIYak0bsY+U4Dv3TPly5Ifs5VEe1AdEEi3FXUMzCjruCiCU4tNnms7LC8EupQalOzR9rMBqHocyfh2POYMa5q5CYGXMGsau5QtLj2JO9ujajCjIZg29+YAvMWiV++uJZXNxWiQ/t5qtohH/nuZT5Ci5h44S+9J5SAMmkU2krYZZtT+laNe0No8akRp1Fg6kSMwr37x8V/7t3orx9R8tFyKosDEoNC4LSYDQBjVIOU5YXbSA5wKejar6PoKlCJ3n6mMMfRSiWyBrUV5v4E0vhD1YKVzCWNnlXsL3JAoaB5LHlAP/md1VXFR79/GUwaRR48MCY5PsCfKbUpFFCLmPQWWPAGZrAS5bYtDcslihNLfMQtxE3/+G4sdaIzfUmbG0w4/lTswXulUnYH5160rGhWvpamDl/FLY8V4176s1iZkA42akzazDlCeHsrB+hWALbGs1FH3cphH+r+MKVMLEENJQpJWRdUcplaLBoxcDrQHKKer73o421BgzkuWB3dMwNjVKWdXCbsPu0UIZTYPel7yhNtbnOhFlfBA5/BJ5gDF99vBffe3K+z/DMrB92XwS7W7MHasI5ZOrFxy8/ehyf+s+3075v1BmEQa2QnBnUJQPoYKS8mdJwLIFZXyTj3FXYIlFMptTui0Cvkou7WxmGwd3XdcGoUeDI2HxWVAhKXSlBqTMQg0GtWPS0dpO2tExpLMEuz57StWzaG0atWYNak7ak8l1vOIY/HZvETTvqIZcxYsZ0tZn18sHewvJd4Y84EOVfoOFYAjqVPGt6X5i2lnolq9mqk7x+ZX5HaWb5bpWh+KDUHYxm3ddkUCvQWKHFoF3a3lOO42D3RbCpzojdLRX44M4GPN07nfZmUEjqQuOuGiN8kThmvNJ/l2wSLEeBLclp2hMWx+1Pupd3Au+wKwq1QiYGk5e0W3F0zI1wkWVTQimTLeXkp6PKgAl3CKFo4ceaC0TynrBsSem7abfxJ0J1Fi2mPGEcG3cDALY1Woo65lLlWgnDZ0rX9cc0IetSS+X8rtKXTs+io0qftxKvs9qIMzO+tIm9qY6Pe9BTb85aMttaqYdKIZMclM76wnmDUoAPcP/n+CSiCRb90z6MJ8/xXuznL1BenaNSraOKP4cULj5yHIcT4x4M2QNpFyRHnUE0WXWShwgJgZ5wPlsu81sj0s9ddSoFKvUq8feWwuGPpH3eAXxguqWebzURCGXaaZnSYHTRWVIAMKpLzJSWqXx33X7acRyH6WT5bp1ZgxlfpOi9QH88MoFQLIG/uLwNndUGcX1BKc7O+nDvWyMl338xhExpTc5MKX8CGIwmoFUKQWn6i1YIStur5oPSJqsOk56QpD6FbOtgBMKbX3GZ0mjOE9J2mwGDEksA3cEYoglW7J346EXNiCZYPH5kQvKxuEMxMUDuTO48XMxrxROKYee3n8XTvdMlPwZZu3zhGPyROHY2WwCsTKa0s8YgZv8ubLUimmBxfDzzNX9mxoff78/+vucQSplSSnA7awzgOKB/Ov/JE8dxyZ7S3OW7G2uNkMsYKOUM6i3833e9WYNJdwjHx90wqBVoT7nItpQUuXpK47SnlJD1qNnKB6WBSBz7h5y4ZlP+dqONtUYEowmxwiRVLMGid8KD7U2WrPdVyGXY2mAWM7KF2H2RjHUwgu6UoPSxw+Pi+7cQjL7UP4tNtUbUW7JPULfoVLAZVBic5c8pJ9whsV3sxeTE4Hjy90k93yxE6CkNSrigWQxxR2lF5rlrYxGJGSCZgc7ymcXv1fYinmARjMYxkrxYkZocmQtEYc2SiCmWUaOAN1RappTKdxfBF4kjGE2gzqxBnUWDBMsVFfRwHIff7x/FlnoTtjWasbnehN5FZEp/+PRpfP0PvWKp7HKa9oRhUCsy6uwzekpjCXHQUTjGIpbSeD1k53f9tVamZ0o5DlnfJBcS9jllzZQmg9LZYoLSQCznEuH2Kj3OOQI5ryimEvdxJY+hu86E7Y1mPPj2qORMpTsYFUuJdzZbYNQo8MSJKUn3zebkhAfecBz7huYKfzNZd2aSF5m2J7N8U8u8q3TYHRUHbwB8UAoAbw9nnvD8174RfPXx3qwXrhz+COQyJm3v2qXtlZDLGDx7aibvMXjDccQSHGw5Bh0BfN97Z7UBzVadmD2ot2gRibN4ZcCOngYTZGWe0piLEMDHFpTvhmnQESHrUkulDu5gDE+emEI0weLqAkGp8J6bra/09LQPkTibt/z3mk3VODbuwayE+Sqzvoh4TrRQhV6FWpMGT56YxuFRNz5zZRtaK3V4oW8WnlAMB0dcBQPs9qr5Ng1hP6tWKcfzffz7/sun7Zj1RfCB7fUFj1Ug9JSW+xx7PHnumi2h0lShldzCBiQzpdmC0gYzInEWg/YAzs7y+7OBzJ7SbHNUimXUKBGKJdLO76WIJzgq312MGc98drAuWbZaTEZhyBFA/7QPt17YBIZh0FNvht0XkfQHvdCcP4KXkleRiqk/L5eZZG/tQsKVJX/KoCMhUwogrYR3yOFHvVkLTcpQDuGPVMoC4XFXEDaDSiyxSGXWKqGUM5IvGkTjLPyROCpyXDVqrzIgFEuIGeJ8Zn3896S+AX/0omYMzPhxRGJfqisYFY9Fo5Tjhq11eLp3GsESy0hOJUts+qdoYBLJNO3h/06arTrYDGpMLWP5ricYw1wwgY0pQWmFXoWuGgP2Z7kKPzzHXw0XpjmmcvgjqNSr0gLDCr0Kl3VU4skTU3kvCs0lH69Qv9HfvGsj/vq6jeL/15n5i2JjzpAY1C8HYcJvarVOPMEiznKUKSVkHWpOTuD93ZvDMKoV4sW9XDqTvaIDWQYpClUqO3JkSgHgnd18oChkNHPxJxM6ucp3Ab5H9eiYGzIGuGlnA97ZXYN9g3N45uQ0EixXMMBOnR1watILhgE+elETDo644AnG8MCBUVQb1QWD21RCO5qU1o9ijLtCUClkWTOcjRU6TLpDkqsw7f7svbo9DXz2uXfCI150aK3UwRVM7SnNXR1YDOH83l9kX2mcZbOWhhdr3QalqcN9ak38iUgxfaX7ktNYr+zkJ24J/Uml9JX+z7FJsZdI6rRaAcdx+MvfH8LlP3gRH/7Fm/jfj58o+gqH0Fu7kF6cVsZfNYmzXDIo5TMXqSW85xyBjFIKoadMyu805gyhIUv5A8DX1FcZ1JKDUndImEKW/Q+0I1mSNyShr1Tot00tVXn/9npolXL86ejCFdY5jicQgzkl2/PBnQ0IRhN4rkC2J5dTyddY37SX+kpJBuHiWq1Zg3qLBpPLWL4rnBB11RrTbr+w1YrDI66MD2dhkEe2i3kOfzTrVeP3bavDyFww73utM3kFOV/5LgBct7kGN2yrE/9fKOMFgK3LNOQIAIS4O3XsfzT53xrqKSVk3RHOn05OenFll63gaiqTRol6swYDyaDFH4mL5wfHxtyw6JR5J9VurDGiwaLFCwWCUuG9OlemFAA2J8+Hr+isQo1Jg3d2VyOaYPGjZ0/DrFViZ57gGOBnB7iCMcz5I+ib8qKtUo/3b69HguXwwNujeOn0LG65oKmodV16sae0vEHppCeMOrMma1VNk1WLWIITq5fyicZZuIOxrEFpm80ArVKO3kk+KFUrZNjZXAFXYP4c3BUsT/muSSuc30sPSjmOQyzBiVPkF2PdftqJa1CSJ24A/+KSat/gHGpNGrRW8n/km8WgtPhewUcPTxQVwKV6a8iJJ09M8y9+lsP9+0fxtsS+AIGwGmchhVwGtUKGQPLKGIBk+W56ppTjOAzZAxn9V9VGNVQKWcFM6bQnjNMzPjRlKd0VVJk0WbMp2Qh/qNmm7wL8yHGAz+4WsrB8F+B7bVsqdZKy2rEEv8omNWt7YasVDRZtUX2pqYSTcV84Lqk0mqwvM970KpDlLN8VruKmZkoB4KI2K/yReNogjWicFYdAZBv8NZdl6AMAvGtzLeQyJm8JvDAkqbLIK8dCphTAsmZKGYaBQsakDTqKxPiglMp3CVl/mivnA8hcQ4EW6qo1Yt/QHG795T70fOMZ/OrVIQDAsXE3tjVa8g4FYhgG7+yuxutnHHmH0tnFc6LsPaUAsCW5W/pDuxoA8Oc8Ro0CM94I9nRVFcyozQ87CuDUlDfZNmVBpV6Fe54dAAcUva5LnL5b5kFHuc6fgfk+U+Hiaz5zgcwZCgK5jMHmehNOTnhxesaHzhoDbAaVeJ9wLIFgNFGm8l1h7aP0YUfCxWbKlC7CdEr5rlmrhEYpw7TEjALHcXhraA6XdlSKf+RGjRKtlbqiM6UDMz6cmPDgzstaYVArJJW6pvrZi2dQZVTjd39xEe7/9MVQyhm8MmCXfH+W5TDri2SsgxEY1Ar4I3HxTSo1KBVetHZ/BP5IHO1V6aPGZTIGTRVanJryYsjuF7MXAo7j8MCBUVx3zyvwhWP40K7GnMdZTKZUKGnIVb5bbVRDr5JLy5T6wtCr5Bl7HisNKjgDhY/HE0oGyClT0WQyBjfuqMdrZxxF9TED/JvPWbsfl7bzu8aohJcsNOUJo0KnhEYpR51Ziyl3aNky6gMzPuiUjNgSIRBKz1IHaYy7ghBiMKFMPpUjx0qXCr0Kl2+w4YnjuUt4833A51OpV0GlkKFCp8za376UFHImLZMcSfbZ0p5SQtYfg1oh9sRL3am+rcGMGW8Edl8E2xrN+NFzAzg16cXAjA87JFR+vLO7BqFYQqwEzEa8UJ+l5Utw3eYa/L+P7sD7tvE9n0q5TPwdrtmUuYt+IWEtzLExN0adQWyuN0EuY3D1Jj7juqezKu8k4mz0CwZ3lsu0N5zz/FmooBSmuefj8PHnrbnKonvqTTg56UH/tA9dNUZU6FUIx1iEoon5yqAyBqXFZErjYlBKmdKSTXvnT9wYhkGdWSs5Uzow48dcICoGBoIt9Wb0FpkpffTwOBTJIKXJqisqKD004sSbg3P47JXt0Cj5wOnCVmtRQelcIIo4y2Ut3wX45vDUTKlOxe8pBeZftEJwl20SWnuVAa+dceCaH72C3f/0nFh6CvC9C1957AS2NJjw9P/ak7fPoMooPSg9luz1zBWUMgyT1kifz2yOKXNWvTqtyTwXdzJAXrie5oM7G5BgOfz5uLQSYMGZGX6J9geTVyALTSEl68+MN4zaZMav3qJBIJoQpxcutbOzfjRbVBlX5OstWjRWaNOC0tSrxwvLmziOgz1HphQAbthai1Fn7hJeoey+2BH5woU0fp/x8gw5EihksrRBR8KFQMqUErI+ddUYsavZkrd/M9VfXr0Bz//1VXjhb67Cv99xAdQKGT79n2+D5aStt7q4zQqdan6gUDZCUJqth1KglMtw444GcYAbAHxkdyOarFpJWd8GixYapQx/TlbDCHtUr9tcAwC47eLmgo+xkFohA8OUN1PKcVzy8zb7+XOlQY12mx4Hh11Zv57K7uc/A3MN59vSYEYgmoDdF8HGGqMYgM4FImJQWo5MqXB+X0ymVGgZVNL03dLxw33mX0h1Zo3kntJ9gw4AwKUd6UHp5noTxpwheILS/jFZlsMfj0ziHRurYDOo0WzVFlW++7MXz8KqV+Fjl8z/gV7VVYX+aZ/k32VG7A/I/kelVykQiCbE5vBsg46EoLQty/qE736wB//28V342g3d4Lj5/UoAcDr537/9xIVoLbB6ocqoxlwgktZzlc3jJ934/lP9uHxDJTYu6GtL1V6ll9hTmn0fV6VeBae/cFDqSr4WUieIAkBnjRFb6k34n2PFBaWnpviLHhe3WdFk1aIvy6S9YvH9AMX1IZPz15QnjNrkVWyhHHW51sK4gjFYNNkzexe1WvH2sFPMbgpDjrRKeUb5ri8SRzTO5vyAftfmWijylPC+PGDH5jpTSUOCfrZ3F75zY0/R91ssuYxJWwkjZkpp0BEh69JPProDv7z9Asnfr1HKsaHaAIZhUG3S4B+u3yQmW7Y1Fc6UapRyXNlpw4v9szmrUGZ9YajkspzbDXLZ01WF1/7+mqz74xeSyRi02wxigkFYM/OuzTV47C8vw7uSwWkxGIaBXqUo60oYTyiGSJzNWb4LALtbKnB41FWwWklIuuTOlM7/+22sNYpJF1cgJgal5Rx0VFSmNEGZ0kVbONyntpigdGgOjRXajPKBngb+RXNySlq29OSkF9PeMN67lR+00VShw5grKKnU7vS0Dy+ftuNTV7SlTay9aiNfGvGqxGxpam9tNga1AoFIHKEY/wLVqhQZg47OOfzQKGWoN2eWu1UbNXhPTx32XsQHzqlDVybdIVh0yqwTdxeqMqrBccgoAU71y1cG8auDTlzfU4vffuLCtKt0C7XbDJhwhwpOYss1+rxSr4IvEkcknv/+7qDQ35r5ZnFtdw2OjLnz/k4LnZr0wqBWoKlCh021JvRLXHadz31vjWDP/3mJhiatEQszpcDyrYXxhmLQ5xjMc1GbFXOBKIaSO41H5oIwqBXorDFkrHvKtqM0VYVexa/hmsh8rx12BHBszI0bd0hfF5Bqc72p6NKwclDKGcTSynf59xYadETI+lRt1EjOkmaz98JmXNRqRZtNn7cHNNWVnVWY8oRzzquw+/gJsUtdSSLM/qjQKcXyWIZhsKu5ouSfrVPJy5opnRbnN+T+N9rdUgFnyudeLsIchFyfeZ01BqiSPZsba42oNMxnSgu1rBXDlGWQaSGx5MVU6ildhGlPeh9lnVmDaW+44OhmluWw/5wzo3QXmG/OltLUDPDlqwzDZzcBvrE9HGMlDfQRMmbv3lKbdvvGGiNqTGrJJbypU4iz0QlBaZR/0eXKlLZW6vPu9NOrFTBrlWnrKabc4bTBIvkIpSL5dpU+dngCm6vV+JfbdhXMLnRU8/9W5/K8UXAch1lvJOtVMKth/ipVPi6xfDfzquLVm6rBccBrZ6SXW5+c9KK7zgiZjEF3rRHnHIG8QwmkOD3jw5QnLAbQZPWKxBNw+KPi37OYKS1xLcwDB0YllbkLfOEYdKrsHysXtqX3lQ7PBdBSqUONSZMxfbfQBzTAl3hlO3H6U7L64P1F7LA7H8hlDBKJLD2llCklhJRAJmPwH39xIR763CWS7yNckMuVpLH7crdVlJNwPt1dZypbAKxXK8raUyomdfJkSi9orQAAHCpQwmv3RWDUKNLWKqZSymXYVGeEUaNArUkznykNRsvaU2pYRKaUpu+WKBpn4fBH0rKDdWYtEiwHR4GAsG/aC3cwllG6C/AvTLmMwYTEXaMv9s9gR5NFXFtQzF7PyeRJZuoKA4C/knRVVxVeO2MvWOoK8FkVGZO7jt2gliMQTYhXl3QqOZRyGTRKWUqmNHMdTDZ1Zg0mU04iJz1h1OfI0C4kXC3MF7A7g1E0m1V5M6SCdlvhCbz+SByhWCJnphRAwdeL0FOardZ/W4MZlXoVXj4tLShlWQ59U15sTpaybKozgeX4PtPFEEqMZ7IMmyGri9BLWWvmX7PVRjVkTGnlu+FYAl957ATu3Tci6fs5joM/Es+ZKW236WEzqMTp4CNzQbRW6lFjUmf0lAp/V/mC0sYKLSZc6UOcOI7DH45O4KI2K+otyzuoaLEUMln26buUKSWElEivVkjOkgIQz8lyzViZ9WavHiu3DclMqXC+Uw5aZXkzpamT7nNptxlg0SlxcIT/3BtzBvGt/zmJaDz9/Nzuj+Tt0wWA2y9pwaevaAfDMKjU89/rDMTgCkQhY+bXuSyGUi6DVikvKlM6X75LmdKSCJMeU69uCMFdoTUfwlSybEGpQi5DrSk98MrF7ovg2LgH16Q0fQvjo6X0lU57wjBrs5e+XtVVDW84Lmni17SH75nM9WLSq4TyXaGUjL+KY9Qo4QvzU3lHnUExyMunwZI+TGrSHZJ84ii8CeYadsRxHFyBKExqaVmFNgm7SvNNmRMuJBQqvXUFY1DIGOhVmcclkzHY01WFVwbskpYrjzqDCEQT4vqhTcme2b5FDjtyJX+HbGs5yOoifEgK5bsKuQzVRo14EasYwvvYyFzh3muA3//GcoA+R6aUYRhc0GLFgWEn4gkWY84gWip1qDZq4ArG0krhxaDUmPvKb4NFi0icFbOqAF9JMGQPlFy6u5IUcgbxlJ5SGnRECFluQrImdRuFJxjDwYkgvOEYZn3hZQlKN9Xy5znbCuw0LYZeLS9rT6lwzpQvKJXJGOxursChET5T+o9/7MV/vDGMo8l+WYGUDPRHLmjC/7q2EwDf+ymXMXAGIpgLRGHRSUvISGHUKOANSQ/ehfJdJfWUlkZYo5G6SFj4b2FvXi5/PDqJzXWmnGWn9RYNxiUEpS+f5hcUX9M9H5QKKwjGnIXvP+UJZaxdEFyxwQYZA7wy4Cj4OPnGWQP8VbbUlTDCriejRgFfOI7n+2YQZ7msQfpCdRaNmLEJRuPwhGKosxSZKc0RlPojccRZDiaNtJe0ViVHg0WLoTyliULWKdtVRqGhvFBQ6g7GYNFlTiMVvGNjFZyBKI5LuIBwKtk/urmO711uqdRDo5Qtei2MkCldWEJJVp+pLOVEqX93pTzWiMTha8KV1VxBKcD3lY67Qjg44kKc5cRMKTD/9wbwPaUMg7zLwBuSF/FSS3j/dGwSChmD9/bUSTrm84l84Z5SKt8lhCwzo0YJg1qRdiHzV68N4uvPT2PXt5+DKxgrKvNaqg3VBvzprsvxvq3ley/XJQd3lsu0NyyuEctnd2sFBu0B/OHIBF5KVsadXpBMcEjIlKaSyRhU6JR8pjQYRUWRg6fyMWoU8EVKyJTS9N3SPHdqBga1AruTtd4A0ChkKfP0g/ZPe3FiwoOPXJB7n2aDRSupfPel07OoNWnSShM0SjlqTRpJmdJJdzhnltGsU6Kz2ph1CMhCC6cQL6RfsBJGm5Ip9YZj+MORSVQb1bgkS4/tQnVmLdzBGILR+Hz5scSeUk2ylzVXUCr0dkrNlAL8BN7jEx78+fgkHj44lnHiLmTU85XvFloL4y7wZrGnswoyBnj5tB0cx+HJE1M4M5M9yDw25oZCxqCzhs9Ky2UMNtYYi1oLM+MN4xcvD6aVPAqZ0nz9umR1mM+Uzv9Nt9n0OD7uyWgLKDTYSsiUjjtDkjL5Qg9KoaAUAP774DgA8JnS5PtP6uvPEYiiQqfKWw4kXMRLfb/987FJXNVVVZbR+MtNKZOltVwImWPKlBJCltPCbRSDswHYdHJ8Zk87Lmqz4opO27Icx7ZGS95ZJcXSq+UIRspYvusJZ10ZuNAFLfzn3pcfPY6WSh1MGkXG5gRhgFQxrHoVnMmVMEI5bzmYtMqiekqF7Q00fbcECZbD830zuHpTddoVaI1SjhqTOm9A+MjBcSjlDG7c0ZDzexoqtJj2hvP2c0bjLF4dcODqTVUZGbQmiWthpjyhnBNzAWBTnVHSZNaZHIN8BHq1Aiw3n03TJjOlJo0C464QXhmYxY076iWVDTQkg+hJd1gMAHNle7PJt6vUmezdNOdYR5HN5joThuwB3HX/Efz9I8ex5/+8hL/972MYTg4/ypcpNWmUkMsYzKX0lD5/aiajN46/gpX7BLlCr8KOJgue7p3Gp/7zIP7y94fxf585nfF9HMfhmZPTuKS9Mq0RXphAykoIGgDgkUPj+OHT/WKZOsdx4jCmhcdOVp9xVyi5S3i+rP/ua7vAMMBdDxxBNM6Xzd74L6/jy48ez/tYQqY0mmAlZVrFTGmeHsjuOhMMagWeTK5yabXpUZP8+0rN1Dt8kZx97oKGZFAqVLfYfRFMesK4bMPynDCVG78SJjNTmmvwBSGELIVac3p1zYgziLYKFb78nk14+HOXYndLRZ57n790ZV4Jw1caFg4GtzWaoZQziMRZfPW93dhUZ8LplKA0HEvAF44X/MxbqEKngisQgysQK3ondz580qmIQUfJzy0q3y3B4VEX5gLRrHuOmq26nAFhLMHiD0cn8M5NNXl3ATVYdEiwXN6s09vDTvgj8axLhJusuoKDjiJxFq5gLO+QoO46EyY9YXHQTjbhWAKeUCxvcKtP9qw6/Hw5nXDV3qhR4JwjgFiCyxukpxIC0ClPSMzCFDOMpMqQOygVsn1GtfSX9Jeu7cKjn78Mz969B898aQ8+dnEL/nx8Erf/dj9YluP3cSlkMGkz+3ZlMiZ5lYr/uaFoAp+99yD+7ZXBtO/jy3fzv1lcvbEap2d8eP2sA40VWpydzSwp7p/2YXguiOu3pk9b3tFkgTccxzmJfX/CJFXh9RmJc+LJLwWlq9+pKS821hrTLnY1WXX44Ye24diYG1966Ahu/Nc3cGzcgz8dm8w7uTn1pCRfBYlA6EHJNX0X4AOv3S0VCMUS0ChlqDaqxfLd1Nefwx/JO+QI4C8MGTUKsXxX2IG8Kc9+4vOZUr6gfJd6SgkhK6DerBUvSnIch9G5AOqM5Qt6VopOJUegzIOO8p0/CzRKOS7tsOGaTdW4bnMNNtUacXraJ1YrCTMUis2UVhpUmEv2lJZjR6mAb88rpnw3mSml8t3iPXtyGko5g3ck93mmasoTlL7UPwuHP5q3dBeYv3qfa8cTAPz29XMwa5VZSyCarTpMe8N59186gvzX8q1TEZYN9+XpNxQCw0KZUoDPQuiUcvFk16jm36A2VBuwpV7adLR6MVMawqQ7DIbJvR81myqjOuf0XSHbZy6ifFerkmN3SwW6aozYWGvENz+wBT+4eRvGnCEcGnWJO0pz9YNW6lVi+e6oMwiW4/eIppISlN5yYRM+srsRf7rrcty8swHDc4GMf/+nTkxBxmSuANrZzF+xPDrqlvQ7C4OdhDdBb2Q+o19K+e4fjkzgraG5ou9Hyo9lOfRNetOWbAveu7UOt1/SgidPTMOiVeLr79uMcIwV17NkM+kOi2XqUvpKvRIypcB8CW9rpR4Mw/BlujIGM6nlu/5owaAU4NsuhPJd4cpzV83qDErlMkbszQGAcJym7xJCll+tWQO7P4JonMVcIIpANLFGgtLyZUqjySF7+c6fU/3uExfi13dcAIZhsKnWBH8kLlas2Qvs5c6lQscnRlzB8galpuTMGKli4vTddZ4pnfWF4S+iPpzjODx7agaXddhg1GT+gQkBYbbswSOHxmEzqMWdork0JAf35OorPTLqwgv9s/jsnvask3ObKnTguNz3BwB7gP+d8w0J6k5mC/L1GwoB68Y8J3GGZJDn8EfE0l0A4q7Sm3bUS94hVWvWgGHmy3erDGooixghnbd8NxkcSh10lMt1m2ugUcrwx6MTBUefp2ZKhQmlp6a86f2aBcp3Af6iwP/9yHZsqjVhQ40RLJe5P/XJ3mlc3FaZ8aa1ocoAo1qBI2P5d2AB/OtfGOwkPI/e5M4uo0aRNmhGijl/BH//yHH860tni7ofWRqjziB8kXjOi0Rfe183/s+HtuHxv7wct13UDJVChpeSA9eymfKEsLO5Ako5I2n3spSeUgC4sJUPSlsq+T5+mYxBtVFddKYU4FsChA/2gRkfrHpV0SVQ5wt+JUxKT2lyJYyqDGP2CSFEqnqLBhzHn2ML7/11xszz1dVGr5IjGmfFHsjFEBIk+QaFppLJGLHNbWPy/Fy4kCpMkC+lp9QVjCHBcgXPM4th1CjhDRWRKRWn767jTCnHcfjQL97ED57qk3yfgRk/RuaCeNeWzNJdgA9KOS4zyxmNs3jp9Cw+sL2+4B4eIRuYK1N6z3MDsOpV+MRlrdmPobLwWhhHMBmU5smUVhnVqNSr0Jenr/T4hBsquQxdtbnXuQiZ0oVBqTV54ie1dBfgX7BVBnWyfDeMuiL3CFYbNfBH4ln3TLmCUchlTMEsTSF6tQLXdtfgyRPTmPKE8l4FqzSoxZ5S4d/LF56/+hWKJhCJs7AU8WbRmdzNlbp79MyMD2dn/XjvgtJdgH+j295kwREJmdK5QFTsExAypZ4wH5RuqjVi1heW3JsKAA8fHEc0wWJYYulwLqGUPbikdCeTWfotWTKlAD/F9ZYLm2DWKaFVyXFpeyVeybMjd9IdRmOFFk0VOvGiC8dx+PPxSXiCmR9YUoPSbY1mGNUKceQ/AFSbNOKFkmCUH6yWbx2MoLFCiwk3v6v09IwPXTWGsi1aX24K+cKe0gQUMqYsu98IIUQqYaXYlCeMUSf/3r8mMqXJ89lyZEuFQVBSM6WpNi5IGpWaKU3NjpY7UxqJsxm7VHOZn767jjOlY84QxpyhtJP3Qp49OQ0AuK47e1DakiMgHHL4EUtw2N6U/WQvlU6lgFWvyhqUvj3sxGtnHPj/rmoXg72FhNU0+fpKxUxpntJXhmHQXWdC/3Tu8t0T4x5sqjPmXTkgZHMdvqg4eRcAPnZRCx767CVoSlmrI0W9RYtJdxiTnpCYVZYq31oYVzCGCp2yLCekH9heD2cgiuG5YN5MaWr5bmpgJqxuGUsOYClmp1ebTQ8ZA5xJ6St98sQ0mCylu4IdTRb0T/sKBnaDKY8pPIe+ZPnuxlojYon5oUeFJFgOv98/AoAfrpOv3LyQz913CJ/5r4Ml33+tiCXYvD2ehZyc9EAhY/JeZEr1jo1VGHIEsvaLesMx+CNx1Jk1aKnUiVfLT015cdf9R/D4kfGM+/jC/E5edYESHo1Sjmfu3oPPv6NDvK3GNJ8pdfj416C08l0t/BF+vdTAtC8t0F1t5DJGLIMC+NkBNOSIELLc6sX5H3ymlGGA2jWQKRVWGpbjIrjweVVKUGpQK9BYoRXPz98cdMCoUZSUKRWUc+K8UEkqta9UyDyv60zpgWG+F2qyiP17fz4+hd0tFTlHODflCAiFFPtGiQM0cq2F+ekLZ1BlVOP2S1pz3rfaqIZOJcegPXf2yRGIw6pXFTxh6a7jm6mzTQJmWQ4nJjzY2pA/0DYkg+dQLAFtSrmxWafExRLWwCxUb9Fg0hPClDucN9ObTWpQ6gnF0k7gXYHCZbJSXbWxSpxemm/ct1Wvgi8cRzTOYmQuiA3VBsiY+b7S18/we2IvbrdK/tkapRwtlXqcnZ2/mPBU7xQubLHmPJadzRYkWA4nxvOvABpKlgQb1Yr5TGlEyJTyJ/MzEkt4XxmYxbgrhHdtrgHHSRuEk83ZWT9eHbDj4LAr78Tq9eBrj/fiY/++v+T790560VmT/yJTqnckB629PJBZwjuVXNlUZ9GipVKPUWcQHMfh5WRmNVtvty8ch1GjkHRhqN6iTXv/qjFpxNee8NhSdrYJE70PnHMiEE2s2n5SgL/KvDBTWmj/HSGElJsw62PKHcLoXBC1Js2aaCMQgtJApHyZ0mLmoqTaVMsnjaY9YTzdO42PXthUdFCXGpRWlnnQEQDJfaXCgL513VN6MBmUTnvCknbo9U15cXrGh5t21Of8niqDGhqlLOME+/S0DwoZg3abtAxEg0WbtQR4/5ATN+2oTyuDXYhhGHRUGcQpqdnYA3FJdeybak2IxLOXV444g/CF49jWmD8o1acMDtKWYeBGnVmLkbkgQrFEUetggPmT1L/43dvY/q1nccdvD4hfcwaiZbtSpFbIcX0Pv7A535Ur4Q3BFYxi1BnExlojWm16MVP62hk72m16cQeuVBuqDWIFwLAjgP5pH97dkz1LCvCZUgA4MuYGx3H44gNH8JXHTmR835DdD7VChi0NppRMaQIMMz8cRtjNWsi9+0ZQZVTjc1e1A8jsgZXqwQOjAPis0Nk8r/n1YN/QHA6NuMRJ0sXgOA6nJj2Sh44BfFa+pVInBpqphIt99WYNmq06+CNxOANRvDLAf6+QzUzlDcey9upLUW1UixeahJL4Sgm9ocJguRf7+cB6o8Qs8flIIZel9TpF4yxN3iWELDujRgmjWsFnSp1BsYJvtRO2SYTKUL474+W3M+TbQ5/PplojzjkC+O0b55DgONxxaWvRj5GaiCl3TykgPSiN0fTd+UxpLMGJWZ98/nB0AgoZgxu25Q5KGYZBs1WXMWlyYMaH9iq95KvWDRV8pjR14M3AjA/RBIvtyQAin44qfVqp5UKOYAL1Ekpf803gPT7uBgBsbch/PPqU7Gi2wUzFqrdoxYsIDUX2lHZU6/HerbW4rrsGO5staf2y/ECh8vU8fGg3P2W53abP+T3CQJUZbxgTrhBarDpsrjPh1KQXkXgCbw05cWUJS6Y7qw3JdTssnu+bAZC75Bzge1tbKnU4OurGI4fG8adjk3j08DgCC4aADdkDaLPpUWPSiI313jALs1YpXiCQMuxozBnEywN27L2wCRuq+WC2lKA0HEvgkcPj2Jx8nfZOFN6re75K/VsvhScYE9sG3h7OPRE3l1lfBA5/tKigFADe0VWFNwcdGWXD6ZlS/oSkd9KLwyP8QK1s77lCprQUQhXArDcivjalDjoCIA5s6lxDmdJonC1LORQhhBSr1qzBdLJ8V/gMWO10ySRLOdbCzHjDqDHl3s5QyMZaIxIsh/944xyu7a4puhUOSL9wW+6VMMD8RP1ChJ7SdbundM4fwZA9IK4WGM8zqRbgS1X/dHQSV3VVFfyHa86yJ7R/2oeNRfQq1Vu0CMUScKUMAzmeLK3cViAIBPhM2aQnnBFUCOyBuKTS1w3VBihkTNZhRyfGPVArZOisyZ9ZSO191Zahvyl1t2qxg47UCjl+/rHduOfWHbhhax184bg4cMUVjJX1j/KiNive/IdrcEFr7tJbq54/ae6d8CLOcmit1GNzvQkT7hBePm1HKJbAFZ35pzVn01VjRJzlMDIXwPN9M9hYYxQHYOWys8mC/efm8O0/n0KdWYNonMVrZ9IzYEOOANqr9Gn7Xr2RBCp0KjEjLGVX6ZuDDnAc8IEdDTBrlbAZVCUFpU/3TsMdjOEfrt8EnUqO3on85cf5/OHIBL76eGZ2eLl86aGjuOO3B4ra7ZXq5NT8774/z5qWnPef5O/fU6Acf6GrN1UjHGPFUnPBlCcEGQPUGNXiCckD+0cRZzmYNIocQWms5KBU6MuZ9YXFx5aSKbXqVdAq5ZjxRlBv1sBUYqb2fKCQy9KC0liCK8uHPCGEFKvWrMGg3Q+HP4KWytwX51cTIbFSjp7SaW8YNcbSSncBvr0O4N/n/yLH4NNChOyoWiETS5PLwVRkT6kwfbccQ/lWZVB6MHm1/qbk5NfJPDtBAf4kb8oTxo07C0+KFXaVCpkPYZfQxgLBW6qGlH2cghMTbpi1SjRZCwdiHVX8z8p2oh+MxuGPsnnXwQhUChk2VBuyBqXHJzzYXG8qeCVepZCJvQT5yo6lqk8JROtLrMUH+AEnAD9MiOO4svaUCuoLBM1CEHx4lH89NlfqxKzfr18dgkLG4JIi+kkFG5ITeN8eduHtYReu3Vxd8D47mixwBWOIJVjc+6mLYdYq8eypGfHr0TiLUWcQ7TYDbEY1QrEEApE4vBEWFTolNEo5LDolZiSU7/ZOeGFQK8QscmulvqSg9P79o2ip1OGKDTZsrjMtKij91atDuP/AaMlB4WIdGXXj1QE7Pvqrt3KuLcrnZDJLvLHGiP3nit/72jvhBcPMV0dIdVmHDWatEk+cmEq7fdIdRo1JA4VchsYKHRgGePbUNIxqBa7aWC1mM1P5wvGSg8IaE39R5OGDY3j59CxMGoWk3liGYcQSXqk9/+crhYxBLHUlTJyFSmJ/MCGElFO9WSsOXFw75bvl6ymd8UZQs4hz2NZKvvqyq8aASzuKn88C8DNIdCo5rHpVWafOz2dKpZbvJjOl63X67tvnnFApZHh3crVLoaD0j0cnoFfJ85ZAClqsOgSjCXGq6sBM8QvZhYApNYN7fNyDbY1mSS+cjmRQcjZLCe9Usrlaaj9mtgm8LMvh5IQH2yRmVYSSh3JkSoVgWilnih5/nUro0xx38bsZ4yxX1kypFEL5rhCUtlTqsDlZPnlwxIWdzZaSeuw6qgxgGODfXxtCguVwrYTXrTB06u/evQkbqg24ZlM1XuyfFYcHjToDSLCcmCkF+IFRQqYUAGqM88NmfvP6Ofz1w0ez/qzeSf6Chiz5BtRmKz4onXCHcGDYiY9e2AyZjEFPgxmnpryS+sOzPRa/HxYFhz0tFWcgip3NFgzZA/jIv70puexF0DvpQb1Zg3f31OLUpDfj/v3TXnz/qb6cV3hPTnrQWqkXB5NJJbyPPndqJq2Ed8oTEt9jNEo56kwasBxw+QYb6swaOPyRjJJlvny3tKC0waKFWiHDwwfHcWzcgysL7INeeF8A6FrlQalcxiCRSM2UslBRppQQsgJSB/isnfLd8vSUchyHaU9Y8o7SbBRyGb71gS347ge3LiqgtOpVZU/ImIrsKRXOM9dtpvTtERd2NFpQaVDDpFHk3AkK8BmiJ05M4d09tZIyfQv3hA4kA7piVg00LNhVGo4lcHraV3DSraClUge5jMk67Ejs9ZI4uXZboxlTnjCGU4KGIUcAgWgCWxstkh5D6CstR3mATa+GUs6g1qwRg5pSNIlBaUgcDFPMPtByMGmUkMsYDNkDUClkqDFqUG3UiMH2lSWU7gJ8RrqpQodBewA2gxrbJfw7ddeZ8NrfX41PXt4KALhucw3cwZhYVSBMc+6o4jOlAD/l1BtJiAOiqk1qzPoiYFkOv3p1EM+enMn4OQmWQ9+UFz0puzDbqvSY9UXgz1Funs1U8m9D6IHsaTAjGE3gnKP4YUcv9s0f55Exd9H3X6xwLAF/JI5ru2vw209ciOG5IO7fP1rUY/ROeLClwYxL2qxgOeDQsEv82vOnZvChn7+JX74yhN++fi7r/U9OesULIsV637Z6+CNxvDowX+495UnfIyy8L161sQo2gwqROJvx7+1dRPmuUaPEG/9wDd7+6rUY+Kfr8a+37ZJ8X+Ei4MZV3E8K8BfqYuyCoJQGHRFCVkDq3JIW69oo3xUzpYss3/WG4wjFEosKSgFg70XNuDBPi5gU9WatpBkzxTCI03ellu+u4+m7wWgcJyc8uKC1AoCw9zJ3UDrm4qfMXrFB2sCZhXtC+6d90Knk4omPFBadEjqVXFwL0zfF9xxukxgEqhVyNFt1WYPS+amY0o7nus18lu2Z5I5WgC8lBlBw8q5AyL6UY2eeTMagzqwteh3MQmadEkaNAmPOoNi7a9Uvbz+ZTMaIV6iarToxyBZ6Ba4oYciRoDOZLb+2u1py8N5k1YlX3PZ0VUEll+G5ZAnvUDIoTc2UOnwRsXwXAKqNGsx6w3h72IkZLx9kLszMDdn9CMdY9DTMB0BtyX6T4SKypc7khQTh+RMu2JQy7Oj5vlm02fRos+lxbAWCUuF3sepVuLSjEpdvqMR/vHFO8uLpQCSOIUcAPfVm7GyugFLOiH2l//7aED5z70G0VxlwxQYbfvnKkPjzBO5gFOOuUNqFgmJc2lGJCt18CS/HcZh0h9LK64WTkqu6qlCZ7KVOLeFlWQ7+SFxcpVQKm0GNKqMa8iIvVgnlu6t5HQyQzJTSoCNCyHmgNnmOZtYqYS7jEMmVpBX3lC4uUyruKF1E+W65/PijO/DdD24t62PKZQz0KnkR03eF8t11mCk9OuZGnOVwYXLIEb9+JXcfnLBLqFB/oEAoCxWWxQ/M+NBZYywqq8cwDOotWky4+cc4keyVkxoEAvwE3qzlu27hj0Fa6WtjhQ5bG8x4qnc+KD1wzgWtUi72rhYilO+Wq5H68+/oKLmxO1VjhQ5jKZnScpcwSCGU8Lak9Fxc2lGJBotWcnl0NhtqhKC0cOluNga1ApdtqMRzp2bAcRyG7H5UGdUwapTiUKMxVxCROCdmSmuSmdI/HpsUH2fhNN7e5ECdLQsypUBxE3jdyQsJFckLCR1VeqgVsqL7Sv2ROPYNzuGdm6qxo8mCo8m1OMspNSgFgM/t6cCMN4I/Hp2QdP++ZOlxT4MJWpUc2xr5oVW/fGUQ//REH96zpRYPf+5SfOP9mxGIxvGvL51Nu7+wF7fYybsCpVyG9/TU4vlkCa8zEEUkzqZdONp7cTP+7t0bUW/Ripn2uZRhR/5oHByHkst3F+M9W2px28XNa6CnVJa2q5cypYSQlSJclFwrpbsAoJLLoJAxOYeISiUGpXlWBi6XBotWHBRYTiatEt6Q1Om7QvnuOsyUCoHaluRAj4aK/JnSYnswNUo56swavH7WgXiCxelpX1FDjgQ99Sa8OuDAyFwAx8c9sBlURe3l7Kg2YNgRTDtJAYBpbwgWjVzSEBDBe3pqcXTMjSlPCA5/BI8fGcf1W2slZySETGk5Bh0BfMnC9VvrFv04TRVajLuCGUHBchJ+Zup03P9vTwde+tt3LKq+/l2ba7Cnq2pR2dZ3ba7FqDOIK374Ep45OS0OJrLqVZAxEHehij2lJg0SLIfHD0+gOsc03t4JL9QKGTqq5st5WiuLD0pdwfQLCQq5DN11JvECjlSvn7EjmmDxzu4abG80Y9YXwbSECcLlJPSfCxcoruy0obvOhF+9OgRWQo+sEIgLk3MvbrPi6Jgb33+qH+/fXo+f7d0JrUqOzhojPrSrEffuG8G4a35C+MlFBqUAcMPWegSiCbx8elZ8z0wtCdrRZMFfXb0h7fdMncArXFEttXx3MdqrDPjeB7eu+qyiQsaIZVAAP+hotf9OhJDVSegpXStDjgA+YaRTyRedKRWSXbXnQaZ0qRg1CumZUqF8dz0OOjrnCECnkovZnnqLFp5QLGc/23Sy3LWYKwl3XbMBB8458aWHjmIuEC1qHYzgy9dvgkLO4O/++ziOjbmxtUHakCNBR5UB0QSLsQXrbibcYVTpiwsO39NTCwB49uQMfvP6OUTirHiCKYXQU1qO8t1yarLqMOYMiQHOcveUAvNBaWqmVCZjFp3h2N1ixX998qJFPecf3NmAr1y/CbtbKtBQocP7tvEXAuQyBla9GgOzC4NS/m8qFEvgjktbAPD7L1P1TnjQXWdKC7g1SjnqzZriyneDUagWjDHf2mDGqUmvpEBO8HzfLMxaJS5orcCOZr6k/+ioW/L9y0HIGAorghiGwWf3tOHMrB8vD8wWvH/vpBc2g1q8EHD5Bhs4Drhhax1+fMv2tOf67uu6AIaf7jx/fw/qzBpULmJw2CXtVlQZ1fibh4/hh0/3A8jdty4Oykop3xV6T0zatVHmtRLk8vSglB90tOo+ogkha4BRo8TmOhMubltcz+P5Rq9WLHoljJgpXYIM5fnCqFHCF5GeKVXImLJMAF51n3j8Il+9+MvXZ1m/kmrKE4ZVryrq5P5jF7fg8+/owJ+P8z1WpQzQqDNr8Y33b8GBYSfOzPolDxUSCKW1gwtKeEfmAqgzFnfi11FlQGe1AY8cGse9+0Zww9Y6yaW7wPyu0nLuQSqHxgp+H+yg3Q+5jFlUP1upKoWg9Dzc46VVyfG5qzrw07078dT/uhK3X9oqfs1mUOFscrK00FNaldy5ZVQrcMsFTQDSg1KW5XBq0pvWTypoq9JjqJjy3UAMFTpl2ptYT4MJvkgcIwv2BOfCshxe/P/bu/f4puuz/+PvnNumKW2BchQ5FoqODfCsgDL1du5mUxwV6rrpnG7e99x03g6nU9kmc+hk3vycTDanrnIQT5vunu7nHII/ZczVe6JYUIogUA6lpdCmTZrT74/0G1qatA2EJCSv5+OxxyRN208+hCTX97o+17V5vy4cP1A2i1llQ1yyW8z6166mPq9Dkha9ulmv13Rv6tRX0TL1/z5pqAa6HHq+uvcS3g92H9Lpwwoie3H+2AF68T/O08NzP9ct2z60MFfTxg7Q2k5NiTbVHT6uLKkUzlSvvOFsXTxxkN6ubZDJdOSs5tGMcu8DzemRKc0UNnPXOaXtlO8CSKE/H/W5IRPk2S1yH2+m9LBHhR2j9DKV02Ht8+gcfzCUkNJd6SQMSrc3uDWyU6nk0Z1uj3asbZtvv3S8rvjcUFnNpkjjmnhdNWWYLi4Lz5iM93zhWCMo7dTsyBcIatfBNg2NMyiVwtnS93cfUovXH1eWVJKcCRwJk0hGB973dh5SUV5i5zT1lZGdOtnOXQx0OSIvzMXOrpnSS08brIEuh+xWs/Z3KoXd2TF+J1pDnXjHwjS2dp8ra5xTjTZXN5q6Q21qdLfrrI4ruQ6rRWVDC+LKlAaDIf1m3TZV/X1H1K8faPFqW2PPc0cb3O2yWbpeFLFZzJo+bqDWb2voMfPr8QX08f6WbnsabngU/eX5/LEDtL2hVbsOtqqtPaBt9S2aeIxNjjobW+LSf8+drLW3X6gV3zwn5sgmm8WsojybGtydg9LwFdVUnCnNFEajI+NMtM8fko2RMACQMHl2q1o7Kitb2/3dGgf2xd5D3uPuvJvunHZLnzPKvkAwIU2OpJMsKPUHgtrZ2NolKxUJSg/GzpTGc5bTYDabtLj8c3rj9guPuSzOZDLp51dN0s0zx8Z9NrBfnk0D8h1dmh3tbGxVIBjS0IJjC0qlcDfesiHxZVWcCT5TmijDi8N/9x/ta056513DheMH6kufHXrSnbsY2Ok5bZQ9D+2Xq29NH62bLhwjk8mkEpejS6bU6Ix7epQLLKMG5OtQm6/LOcOeNEUJSseW5MtsUre5urEYzchGDTjyevC54f30/u5DfZ532uBulz8Y0nsxGiT97M81+q9X63rspNvY0h51ePV5Y/qr0d3e4+PZ8EmjAsGQJo8o7NN6pXBQKklvb21Qzd7DCobCZ9gTZXhRXq/DvAfkO3SguXP5LpnS42WcxzFKeGl0BACJ1TlTevuzG3XGfa/p+iff0ap/fKof/eF9TX9gjX7xly09/oz9zR6VZHhQmmfve6bUFwhmZ6Z0zyGPfIGQRg04EgAMdDlkNZtilu/uPew55sPIZrMp0o33WA3Id+i2S8cfU5p/zEBnl0zp9oZwJmrYMQSlE4cU6CdfPk33zpoY9/dGGh2lWabU+LvxB0MpOU8qSZOGF2rJvMkJGRqcTANdnYPS8PPJbDbph5eXaWzHOJpwUHokU/pB3SFZzSaNi9L4yxjp0tcsZaO7PdJ515Bjs2jkAKe27O1bptT49zCy00Wqz40oVGt7QB/v71tgazQsONjq087Grq8hoVBIb29tUJsvpP/99GC0b5ckNbi9kfOknZ03NhzYvV17IOb3/t9Ne5Vnt0QCzb4oHZSvAfkOvVV7QJs6miSddhydno/FgHxHlwsQhwlKj5vxGuLvaK/PSBgASKzOZ0r/uaNRI/s79f7uQ7rjhff1wru7ddjj05otPfeCCFdgpr7z7onkdPQ9U+oPhBL2GfikesczPoR2zpRazCYNKcyJGpQa4w2OJVOaDsYNytdH+1oi5X+fHAhnho4lU2oymfS1c0ceU5BtnCXNs6fXB858hzVyHrI4RUHpycoISp02c8wPviWuHO3rNBJmU91hjRvkitr5edLwfrJZTPrnjtjBW2dNrb6oFxImDHZpSxyZUrvV3KWMxpgF3Nd5p3sOHXndOPos6vaG1kgn37dqG2L+jAZ3e+RscWdD+uVq9ACn3o7xvcFgSK99uE8Xjh8Y10Urk8mk88f211tbG/TB7sMqzLN1mSmaDP3z7V2D0o7W8QWU7x6zI5nScFaeM6UAkFhG990DLV7tO+xVxdkj9PYdM/XK96bpf++5RFd8bpg+OeCOOVrOHwjqQEvml+/m2a19PnvrC4RkS0DnXemkC0rDQdnIo5rKDO2Xq7oos0qNDlmDY3SRTHenD+2nFq8/EoxvP+CWK8eqfo7k/rWVuHJkNh1piJNOTukomy1KwTiYk5lxXrAgJ/ZzaVCBo8uZ0q37mjUhxizIHJtFnxnWT//c3tjr7w4GQ2pq80W9kDB+UIF2NLb26Qrd9gNunVqc12WG8IjiPFnMJn1yoPuM32iM1wiTSXpvZ1OXr63vCCaLci16a2vsbGejuz3mOKLzxvbXhm0N8gW6l//+a1eT9jd7denEwX1aa2fnjx2gAy1e/eXDvTptaEHSz1OHM6Vdy3ftFnNGN3440YzyJ+NcaTvddwEgofLsFrV6A5HeFRM7pgmUDSmQw2rRqAFOtbYHVN8c/ShSfYtXwZA06CRNdvWV025Ruz8Y9bPL0fzBYJZmSg+4lWMzRxqyGIYV5kZtdBTvjNJ0Y5zdM2Y3bm9wa9QAZ9I/gF52+mC98r3paVlDbzQ7SseAOZ0ZmdICR+wgoqQgR4c9fnl8ATV7fKo75ImU9kZz5shibdx1SB5fz1fXmj1+BYKhSNlwZ+MHuxQKHZmhuv+wR0te/zjqGVGjE3dnNotZI4rztP1A3zr47jnkkdVs0udOKewWlP59W4MGuhy6dKxL/9rZFGnmc7TGlnb1z48RlI4ZIHd7QBt3dZ+/+pdNe2U1m3TRhJI+rbUzo9y3qdUXtfHUiTbQ5VCL1x/5u272+CjdPU5GptQXCHUEpiIoBYAECmcA/fqwY7730T1WjB4VsRo3RmaUpuHn4UTK6zi215eZruHy3SzMlO5ocGtk/+5B2bCiXO097JH/qIj+ZB9wWzooPOJiU8c/nk8OuLtliZPBYjZpfIwMWaoN7xhbEStThegimdIesu5G4Lr/sFe19eEX6HE9BKVnjCxWeyAYuYgSizFXNtrfmZGJNUp4f/fWdi1+7aPIG4ghFAppR2PXTtyGkf3z+jyeZu8hjwYV5GjyKUX6oO5Q5KpgKBTS+m0NOnd0f00ekqtAMKQN27pngb3+gJq9/qjlu5J07uiOc6VHZVpDoZD+76Z9OndMf/U7htmewwpzI2+eExPY5KivjMdrlPA2e/wEpcfJ0tG9MBAMZ0klyUb5LgAkTPisZECb6g5raL+cblV2vQWl2TCjVApnSiWprQ9BadZ2393e0Bp19MaQfuEPjfVHdf7cc5Jf0bBbzZowxKX3dx2S1x9QXVObRg5Iv3mYqTTcKN/lTGlc+pQpNYLSZo8+7phpOq6Hmb1TTy2SJL3TSwlvY0dQGu3vbERxnnJtFm3e29wRuO2VJNUc1fxof7NXHl9Qp0b59zBqQL6293AmpDOjEdpnT+knjy+ojzoeZ229W/XNXp07pr/KShzKsZn1VpSGRUdmlEZvelDktGvikIJu50q37m/RJwfcuvS0+Et3Ded1dMg9LQWZUuOihlHCG86UUq1wPIwrzb5AUD5/+LlLoyMASJw8u1WBYEj/2tkU9YLu0MJc2S1mfdIQKygNxxmZHpQamVJ3H45SZeWc0kAwpE8bWqNmCks6ZXQ623uoTQU51shIk5PR6cP66YO6Q/q0oVXBkLp0HoZ0CpnSY1KYa5PdalZhbuyg1HjR3d/s1db6Ftkt5sh+R1PstGvMQKeqt/fc7KipIyiNVr5rNptUOihfW/YdVm19SyTjuXlP1+ZH2w8YnXe7/3sYNSBPbb5AlyZNsew9FA5KP3dKoaTwzFspXLorhTOddotZZ44sjnqutKEldtbXcP7Y/qrecbDLGZWX36uTJF06cVCva4zl2vNG6lvTR2t0Ci5UDeh4zT3QTKY0UYzy3c6ZUhodAUDiGI07P21s1cQo4xEtZpNG9M/TJ/UxyncPe2SzmGJWR2UKI1Pa2oexMOGRMFmWKd1zqE3tgWDUTGHnD89dv8ejoYUnZ5Mjw2eG9VOzx6+1H9VL6t7kKdudN2aA5l82ode5iujKbDbpd18/U1eUxc6yHbnY49HWfS0aPdDZ6wvPmSOL9c8dByMdo6NpdIfPZsYK5MZ3dOD9y6Z9ksKlqpuPypTuiNH0TFLkNSJW+Y0hFAppzyGPBhfkaERxngrzbJFzpeu3NWhwQU6kMuP8sQP00b6WLo2fwo8lHJTGOlMqSXPPGiEpPPM0vHa3lr25Tf922qDjuto6bpBLP7y8rEujp2QZ0PF4G9xHglI67x4fS6c5pZGgNEFXnwEAkrPTFIlYR19G9ndGGowebd8hT7j5Zwred5PJmLbRp0xpNnbfNT6ERivfLelofLTvqA+MxzOjNF0Y8x9f3rhH0pF6d4TZrWbddOEYun4egwvGDdAAZ+zsVlGeXVazSfuavfp4f0uPTY4MU08t0qE2n7bWx+5+eyRTGisoLdCBlnY9885Ofe6UQl0wdoBq9hzuUo67vcEtm8UUtYmZ8W8k1puK4bDHrzZfQEP65chkMumzwwu1fluDHn1jq978qF7njukfOb9+/phwY6H127qW4UaC0h6umo4ZmK9vzRitF/93t96uPaA7X3xfNrNZP/7S6T2uL50dXb57mEZHx80o1fUHg/L5yZQCQKLldTqyNHFI9Ivyowc6tb2hNerF9b2HPd2arWYiZ8c+9WUSQrj7bpYFpcYHzGiZkf5Ou8ym7pnSuibPSdt512A0O3pvZ5MK82wxP8gDiWY2mzTQ5dCnja3aebBV40p6b3Z15shiSdKja7Zq9Ts7u2U4pXCjI4vZpIIYQYzR7OjTxlZdetogTRji0sFWX5fy1x0NrTqlKC9q5nZov1zZreZeM6VGIzQjW3nmyCJ92tiqB17dosI8u+acMTxy37IhLjmsZr1/VBddo9FP/xhnSg3/edFYjSjO07d+X623tjboB1+YcFJfMMuxWZTvsEb+TsLlu2RKj0ckUxro1OiIM6UAkDBGptTlsEYaZR5tZH+n2v1B1R3qPtUjE5JdfRHJlPapfDeUsPeqPl3abmho0OzZs/W73/1OhYWF+tGPfqTDhw8rEAjogQce0IgRI7R69WqtWrVKVqtVN910ky666CJ5PB7dfvvtamhokNPp1KJFi1RcXHxMC91+wC2H1Ry1aZHVYlb//K4zFdv9xoDbk7t81241a/xgl97ffYjSXSRdSUGONmxrUCgkjRvUe6b01P55Om1ogf7wrzr94V91sppN+tttF2pEpwqHRrdPRXm2mKONOnd6vnTi4EjgV7O3OTKWaHuDO2rVhBQOpkf2z+s1KN3T8YZjXLi6/oLROmd0f40tye928cdqMWvCkAJ9UNc1KG10t8tqNqkgt+eX0hybRT/+8mm67ol3dMapRbqmo6T3ZDYg364DLV4FgiG1eDlTerxsneaUthuZUoJSAEiY3I6zkmVDCmKW4HbuwDu8qOvnjP2HvZo+buCJXWQaiDdTmqigtNef4vP5dM899ygnJ/zB7cEHH9SsWbO0fPly3XLLLdq2bZvq6+tVVVWlVatW6fHHH9fixYvV3t6ulStXqrS0VCtWrNAVV1yhRx999JgXanTejfUkGlTg6JIpNUp5T/ZMqXRkXimlu0i2EpcjUqLZ0zgYg8lk0p9uvkAf/uTf9OfvTpPZZNJj62q73Keptb3HjP+AfIcG5IebJo0tyY9kTo1h16FQKOqM0s5G9ndGmiFJijrH+OiRUbl2i84YWRxzbZ8ZVqBNuw93KelpdLeryGnv0+zgi8aX6LdfO0NLvzo1I86jDMh3qKGlXS3e8JsWQenxMUbC+INBRsIAwAlgZEp7GqUWOQJ01IXtFq9fLV4/mdKj+AOhSKO+49XrO96iRYs0d+5clZSEB7y/++672rdvn6699lq9/PLLOuuss7Rx40ZNnjxZdrtdLpdLI0aM0ObNm1VdXa1p06ZJkqZPn67169cf0yKDHe2bxw+O/SQqceV0OVO69/DJPaO0M+NcKZlSJJvR7MhiNvUYBHZmMpmUZ7dq4tACXTV1uJ79564uVQyN7nYV91KGPv+yCbrri2WSwmdPh/TL0eaOoLTBHQ6EonXeNYwa4NSOhlYFgiG9+sFenf/zv2nFhk+73Md4jShx9e014vSh/dTs9evTxtbIbQ3u9ri68F08cVBkHM/JbqDLoQ/qDunxN7dJEo2OjpO1U/mucabUQaYUABKmuKNJ36ThsZs8DipwKNdm6TbvfO9JPmYyHkaX4r5kSn2BxGVKe7y0/cILL6i4uFjTpk3TsmXLJEm7d+9WQUGBnnzyST3yyCP6zW9+o5EjR8rlOlJy53Q61dLSopaWlsjtTqdTzc3NUX+PJNXU1MT8Wm2jV/XNXo3L98W8nz3QprqDrZGv//OTcKOV1oY61dR0H+VwMikMhDNVTv8h1dTUyOPx9Lhf2Yy9iU9v+2X2hv/NDnVZVfvxlrh//sXDQnrmnaB+/od/6oYzwx2S9x1s1hCXrcffe7pTUkiqqQnPPB2eb9K/dhxQTU2NPtwffmMwtzaqpsYT9ftzfIfVHgjqzer3teTN/ZKkn778gYaamzQoPxw8bd5Rr6IcS6+Py9gjZ3u4EuMv73yo6SPDWeNd9U3KsZqz8jk3a5RFn+yzaMnftkqSDjXsVU1NC/8G+yDaHu3eG87m127fIXU09dq9a6dqfPVJX1+64TkVH/ard+xRfDJpvx7+4lCNdRzu8fEMybfog+37VFNzJNj63z3h12hv0z7V1HTvlyFl1j7ZzCZ9WrdfNTU9B6atHq/cLc0Jedw9BqXPP/+8TCaT1q9fr5qaGs2fP19ms1kzZ86UJM2cOVO//OUvdfrpp8vtPnJFwe12y+VyKT8/P3K72+1WQUHsTGdZWVnMr/1tTfhDz9wLJ8XMapTusugvWz/WuNLxslrMerO+VtJ+nT954knfgKNM0p9HjtKEwS6ZzSbV1NT0uF/ZjL2JT2/7dVrzp9K/Duq04f2PaV/LJH3pk4Be/XCf7r7qLBU57XK/sFsjBsX3887YYdJv1m3TmHHjVdNWJ6lO0yZPiFnSfsjRoP9ef0CbWvL04X6vvnH+KD3zzqf67Xttqrr+MzKZTGpb36zh/c29rsPYozH+oGyv1KlR+ZHvafvTXo0tKczK51yZpMvPl6p3NOq1D/dr7oVj5Mqx8W+wD6LtUWteo6Q9Gjb8FAWCQUl7NW7MKJV1zNDNZjyn4sN+9Y49ik8m7VdfHkXZu23aVHeoy2P+sHWXpD066zPjY372yKR9ys/ZqVxXv14fj9myR/2L+v45qLq6OvbP6ukbly9frqefflpVVVUqKyvTokWLdNFFF2nt2rWSpHfeeUdjx47VpEmTVF1dLa/Xq+bmZtXW1qq0tFRTpkyJ3HfdunWaOnVqnxZ8tLUf1eu0oQU9ltkNKnAoFAqX00nSzsY2uXKsJ31Aapg4NPahbOBEMcYt9aXJUSw3XThWre0BPVu9U6FQSE2t4XOY8Zgw2CV/MKT12xr02NptyndYNayHGcSjO94wfrVmq5x2i265ZJx+eHmZ/t/WA1r1zk5J4XPn8cwJNZqObdp95AppvOW7mWjqqcW64wsTMua1NlWsHWdKA8Gg2v3hTCmNjgAg+UYOyNPOg23ydZzvl44c+cmGkTBS+Fypu70v3XeDkUZ9xyvud7z58+frj3/8o+bOnas333xT3/72tzVw4EBVVlaqoqJCX//613XrrbfK4XBo3rx5+vjjjzVv3jw988wz+s53vhP3Ag97fKrecVAzSnvudmUErMa50o/2NfepMQuA2IzOcxN6OM/dm/GDXSobUqC/1uyXuz0gXyCkorz4ApiyIeHff8Pv/6mdB1v1WOXUHmc4DnQ55LRb1Noe0JwzTlFBjk0VZ43Q2aOK9cCrm3Wozac9h+IfGfWZYf30Qd0hhULhDqnNHn/WB6VIDGMkjK/TSBi7lQuRAJBsI/s7FQiGtOvgkSaJew61qTDPFmkClOmcDksfu++GEjantM87W1VVFfnvJ554otvXy8vLVV5e3uW23NxcLVmy5DiWJ7318QEFgiFdOL6kx/sZVy72H/YqFArpo33Nuuz0wcf1u4FsVzrIpWduPEdnjDy2UU6GmRMG6tdrt0W62cWbKR01wCmH1awcm0VPXHempowo6vH+JlO4MVPN3sP6+nkjJYVHxdz97xM165H/p1++9pEOtfniboR22tB+WvmPndp1sC0SFBuNE4DjYe00EsYXGQlj6elbAAAngHFBfvfBtkipbl2TR0P6ndxjJuORa7f2cU5pMFLpc7zSPtxf+1G9XDlWTRlR2OP9IpnSZo8OtLTrYKtP40pcPX4PgN6dPbr/cf+MmRNK9Ks1tXr5vTpJUlEv3XePZrOY9ftvnKXB/XL63AX4y58bqrMPF3c5+3H6sH66cvIwPfn2dknxd9EzxjNtqjukoR3lw2RKkQjGm7ov0HkkDJlSAEi24UXh9/fdTUe67dc1tUVuzwbharM+ZEoDoYSV76Z1UBoKhfTGlnpdMHaArL2crRmQb5fJFM6Ufrwv3DF0/GCCUiAdfO6UIhXm2fTi/+6WpLjLd6X4g+NvzRgT9fb/unS8/mfjHnn9wbjLdycMdsliNum56l36sO6wbBbTcZU2AwZjJEwgGIqcY+JMKQAk3+B+OTKbwplSQ11Tm848zqqxk0me3aq6KDPej+YPBnuN0foqrd/xautbtPewp9fzpJJktZjV3+nQ/maPtnQEpcfTnAVA4ljMJs0oHaj9zeGxKvGW7ybS0MJcXX/BKEnSKcWxZ51Gk2OzaFxJvv5as19Wi1nP33SeRsbowgfEwzhT6g+GzytLkq2Hc9MAgBPDZjFrUEGOdnUEZS1evw57/JEKqWzQlzOloVBIvkBItgQ1Yk3rTOnW/eFZo0bJXG8GFTi0/7BXkkmFeTYNzM+ODlnAyWDmhBL98V/HVr6baLdeUqrPl5XEHZRK0jfOH6WNu5v0g8smqICOs0gQY/i4v3OjIzKlAJASwwpzI5nCPR3/P7Qwvuqqk1lfuu8GguFO8YnKlKZ1ULqzMfwkOKWobx8cS1wO7Wv2qKnNp9JBLplMnMcB0sX0cQNlNkkhSf1yUxvM2SxmTT312Mpwys88ReVnnpLgFSHbWSLlu0H5OkbC2AhKASAlhhXl6t1PD0qS6g6FJ3tkVabUblGrt+dMqT8SlKZoJEwy7TzYKleOVf36eP5sUEGO9h326qN9zSqldBdIK0VOuyaPKFJBji3yARxAmNEoIjwSJiCL2cS/EwBIkaGFudrT5FEgGIpkTOPtQ3Eyy3NY1eoLKNgReEZj9D+wZUP33U8bWzUijvK6EpdD9R1n1sYPoskRkG5uu7RUtR1l+QCOsHRpdBSidBcAUmhYYa78wZD2N3tU19Qmsymc/MoWTrtFoZDk8Qdizmb1BxKbKU3roHRnY2tcY11KOj1ZxhGUAmnnvDEDdN6YAaleBpB2jJEwRqOjRLXYBwDEb5gxFuZgm+qaPBpUkJNVRyryHOEQ0e2NHZT6guFMacZ33w2FQtp1sE2nFPe9frvEdaSxUSlBKQDgJGFcafZ3zCm1Wy0pXhEAZK/hhcas0jbVNbVlVemuFM6USuqxA6+RKU1U9920DUrrm73y+oNxdcc00uoD8h0qZqA9AOAkYe00EsbnD8pOphQAUsbIlO462KY9h9qyqsmRpEh21O2N3YH3SPluhmdKP21slRTfHMGSgnCmlCZHAICTickUbmwUCIY6MqVp+/YMABkvz25VUZ5Nuw62qe6QJ+uCUqej90ypUb6bqOMmafuut/NgR1Dax3EwUjhDajGbNH4wpbsAgJOLxWySLxiULxDMqrNLAJCOhhXl6v3dTWr3BzU0y8p3I5nSHmaVRjKlmd5915hROryo71cmbBazfvv1MzRxSMGJWhYAACeE1WxSIGA0OiIoBYBUGlaYq9c+3CdJGpKtmdIeZpUaI2EyvvvuzsZWlbgcyrHF1+zhovElJ2hFAACcOFazKdx9NxCifBcAUmxYYZ6MMZ3Dsi0o7UumtGNzsqJ8N57zpAAAnMysFrP8waDa/QHmlAJAig3rVK2Zbd138/rUfbcjU5qg8t20fdfb2dimEQSlAIAsYTQ68pEpBYCUM7KjDqs566Z6OB29d9/1RbrvZnCm1BcIas+hNp0Sx3lSAABOZjazSb5AqKPRESNhACCVjL42QwtzZTJl12uyw2qW2dRLpjTSfTeDM6V1TW0KhqThZEoBAFnCYukYCeNnJAwApJqRKR1amF2lu1J4TJnTbu3bnFJzBmdKjc678YyDAQDgZGYzm+ULBNXOSBgASLnCPJvyHdasa3JkyHNYep5TGkhspjQtu+9+2hieUTqiP0EpACA7GGdKyZQCQOqZTCYt/eoUnVrsTPVSUsJpt/ap+25Gj4TZebBVNotJgwuyL10OAMhOlo6RML5AkO67AJAGpo0bmOolpEyew9K3OaWZ3H23rqlNg/vlyJKgGmUAANKdzWKWPxBUu5/yXQBAauXZrXL3OBImC+aUur1+uRy2VC8DAICkOZIpZSQMACC1nHaLWnss3+3IlGZy912PL6gcW1ouDQCAE8JmdN+l0REAIMXyHFa5eyzf7ciUZnL3XY8voBybJdXLAAAgaSxmk/wBGh0BAFKv10xpIBsypf6AcglKAQBZxGo2y+MPfwCwJ+iMDgAAxyLP3nOmNNHdd9MzKPUFyZQCALKK1WKKXJUmUwoASCWnI5wpDYVCUb9+pHw3gzOlbe0BOThTCgDIIlazSW0dQSlnSgEAqZRnt8rf0ecgmiPluxmcKfX6OVMKAMguFrNJrR3t9wlKAQCp5LSHY7FWb/RzpT6jfDezGx0FOVMKAMgqVouZ8l0AQFrIc1glKeasUn8gKKvZJJMpo4PSACNhAABZxWo2yesPl0PZyZQCAFLIaQ8HpbE68PqDoYSV7kppGJT6AkH5gyHlWMmUAgCyh7VTswgypQCAVHJ0vA95fdHPlPoCwYQ1OZLSMCj1+MLROGdKAQDZpPO5HM6UAgBSybg42h6IkSkNZHim1NMRjefYCUoBANnD0unNnUwpACCVjPch41jJ0fzBoKwJvICadu96kUwpb8gAgCxi65IpTdzVZwAA4hXJlMYISn2BUJf3reOVdpEf5bsAgGxk6XQ2x8GFWQBAChkN92IFpf5AxmdKO8p3CUoBAFmkc3aUM6UAgFQ6cqY0RqY007vvevzhTClzSgEA2cRCoyMAQJroS6Y0S7rvpt3SAAA4YTp336XREQAglXo7U5rx3Xfb2jlTCgDIPp3P5tjJlAIAUsgISn09lu9mcqbUb5wpTbulAQBwwljIlAIA0kSvI2ECwezovuuwkikFAGQPK2dKAQBpInKmNEamNOPLd70dQWmunaAUAJA9upTvkikFAKRQb42OfMFgQi+gpt27HiNhAADZqGumNHFXnwEAiJfZbJLNYoodlAaCXd63jvv3JewnJUib0X2Xq8QAgCzSuQyKRkcAgFSzWcy9dN9Ncqa0oaFBM2bMUG1tbeS2l19+WVdffXXkz6tXr9bs2bNVXl6uNWvWSJI8Ho9uvvlmVVRU6IYbblBjY2Ovv8vjC8hqNiX0QQIAkO6MK842i0kmE5lSAEBq2a3mmGdKfYFgQqt6eo38fD6f7rnnHuXk5ERuq6mp0XPPPadQKCRJqq+vV1VVlVatWqXHH39cixcvVnt7u1auXKnS0lKtWLFCV1xxhR599NFeF+TxBZVL6S4AIMtYOoaQ0+QIAJAO7D1lSoMhWc1JzJQuWrRIc+fOVUlJiSTp4MGD+sUvfqE777wzcp+NGzdq8uTJstvtcrlcGjFihDZv3qzq6mpNmzZNkjR9+nStX7++1wV5/AE5CEoBAFnGuOJMkyMAQDqwW3sr301SpvSFF15QcXFxJLAMBoO66667dOedd8rpdEbu19LSIpfLFfmz0+lUS0tLl9udTqeam5t7XZCnPcCMUgBA1rFEynd5DwQApF6v5bsJzJRae/ri888/L5PJpPXr16umpkazZs3S8OHDtWDBAnm9Xm3dulULFy7UOeecI7fbHfk+t9stl8ul/Pz8yO1ut1sFBQUxf1dNTY0kaX9jk0xBf+TP6M7j8bA/MbA38WG/escexYf96l2sPdpbF36/NAUD7GEnPKfiw371jj2KD/vVN5m4TyG/Tw0HD0V9XJ52n5oPNyXsMfcYlC5fvjzy35WVlVqwYIHGjBkjSdq1a5e+//3v66677lJ9fb0efvhheb1etbe3q7a2VqWlpZoyZYrWrl2rSZMmad26dZo6dWrM31VWViZJsm9oUaHfGvkzuqupqWF/YmBv4sN+9Y49ig/71btYe7Q7tE/SPjlzHexhJzyn4sN+9Y49ig/71TeZuE8FrzfIkWeP+rhCpk9VMqB/XI+5uro65td6DEr7auDAgaqsrFRFRYVCoZBuvfVWORwOzZs3T/Pnz9e8efNks9n00EMP9fqzPD7KdwEA2cdinCmlfBcAkAZ6O1OayO67fQ5Kq6qquvx5+PDhWr16deTP5eXlKi8v73Kf3NxcLVmyJK4FtfkCynckJFYGAOCkYZzNsVkZBwMASL0e55QGg8mfU5pMHl9QDivddwEA2cVodESmFACQDnpqdOQPhmQzJ3FOabJ5fQHl2glKAQDZxWitT/ddAEA6iDWnNBgMKRQ6Ml87EdLunc/jCyiHGW0AgCxjNTOnFACQPmKdKfUFw7clbU5pKnj8QeXYyJQCALKLteOKM+W7AIB0YLea5Y0SlAaCIUlHLqYmQtq987W1030XAJB9KN8FAKQTh9UsX5Qzpf6OoNSSqUFpKBSSxx9QLplSAECWoXwXAJBO7JbojY78gQzPlLYHggqFJAdBKQAgyxhXnMmUAgDSQawzpf7ImdIMbXTk8YUfIGdKAQDZxghGyZQCANJBrKA048+UenwBSeJMKQAg6xyZU5q4N3kAAI6VzWKWPxhSsCMINRjluxl7ptQISjlTCgDINlbKdwEAacSo3Dn6XKnR6CiR71dp9c5H+S4AIFtZKd8FAKQRY0TZ0WNhAh1nSjM+U0r5LgAg29DoCACQThxGpvSooNSX6d1324yg1EqmFACQXexkSgEAaSRW+W6k0VECL6JaE/aTEsDIlDISBgCQbXLtFv34S6dp5oSSVC8FAIBIUOrzRz9TmshMaZoFpeEHTKMjAEA2+vp5I1O9BAAAJEl2Szgm69boKJDhZ0q9fs6UAgAAAECq2WOcKY1kShM4wiytor+2diMoJVMKAAAAAKli6wg6u3ffNcp3M3YkDEEpAAAAAKRarEypL9PLdz1+zpQCAAAAQKo5eum+a8vU8t1I913a4QMAAABAykQaHcU4U5q5mVJfUHarWeYEPkAAAAAAQHxiNjoKZMGZ0hyypAAAAACQUpE5pUePhAmG/5yx3Xc9voBy7ZwnBQAAAIBUipUpPdJ9N4ODUjrvAgAAAEBq2S3hUNF7dKY0kAVnSnOsBKUAAAAAkEpGUBqr0ZHNkqFnStt8AeXY0mpJAAAAAJB1YjY6Cmb6nFLKdwEAAAAg5XrvvpupQak/SFAKAAAAAClmMZtkMZvUHgh0uT3S6ChTy3e9lO8CAAAAQFqwW8zdMqU+YyRMpmZK2yjfBQAAAIC0YLd2D0oDmd99N6BcglIAAAAASDm71az2jiDU4M/8OaWcKQUAAACAdBCtfNcfDMpiNslkytigNCAHZ0oBAAAAIOXCmdLuc0oTWborpVFQGgyG5PUHlWMlUwoAAAAAqRbOlB7VfTcQki1Tg1JvR1o4105QCgAAAACpFq3RUUZnSj2+cASeY02bJQEAAABA1opevhuULYEzSqV0Cko70sI0OgIAAACA1IvW6CiQyZnStvZwUEr5LgAAAACkXrTyXV8glNBxMFI6BaU+MqUAAAAAkC7sVnOk948hEAzJmrHlux1BaS5BKQAAAACknN1qli/KSJiMzZR6fHTfBQAAAIB0YbdEaXQUCGb+mVLmlAIAAABA6kVrdOTP5PJd40xprj1tlgQAAAAAWStao6NAJpfv0ugIAAAAANJH9O67GVy+S6MjAAAAAEgfdmv3M6WBYEg2S4YGpcwpBQAAAID0YbeY5QuEFAyGIrf5g6HUZEobGho0Y8YM1dbWqqamRhUVFaqsrNT111+vAwcOSJJWr16t2bNnq7y8XGvWrJEkeTwe3XzzzaqoqNANN9ygxsbGmL/D6L5LoyMAAAAASD27NRwuds6W+gNBWc1JbnTk8/l0zz33KCcnR5K0cOFC3X333aqqqtIll1yi3/zmN6qvr1dVVZVWrVqlxx9/XIsXL1Z7e7tWrlyp0tJSrVixQldccYUeffTRmL+nzReQ3WqWOcFRNwAAAAAgfo4oQWkgGJI12eW7ixYt0ty5c1VSUiJJWrx4scrKysILCgTkcDi0ceNGTZ48WXa7XS6XSyNGjNDmzZtVXV2tadOmSZKmT5+u9evXx/w9Hl+A86QAAAAAkCZsHaNffJ2aHflPQPdda09ffOGFF1RcXKxp06Zp2bJlkhQJTt999109/fTTWr58ud588025XK7I9zmdTrW0tKilpSVyu9PpVHNzc8zftae+QVZTUDU1Ncf9oDKdx+Nhn2Jgb+LDfvWOPYoP+9U79ig+7Fd82K/esUfxYb/6JlP3qaH+sCRp0+aPNNAZDh3drW1qtfoT+nh7DEqff/55mUwmrV+/XjU1NZo/f76WLl2qd955R0uXLtWyZctUXFys/Px8ud3uyPe53W65XK4ut7vdbhUUFMT8XY48lwrygpEsLGKrqalhn2Jgb+LDfvWOPYoP+9U79ig+7Fd82K/esUfxYb/6JlP36cPWXZIO6NRRo3Vqf6ckyfLnfSoqLIj78VZXV8f8Wo9B6fLlyyP/XVlZqQULFujtt9/WM888o6qqKhUWFkqSJk2apIcfflher1ft7e2qra1VaWmppkyZorVr12rSpElat26dpk6dGvN3tfkCzCgFAAAAgDQRaXTkP+pMaTLLd48WDAa1cOFCDRkyRDfffLMk6cwzz9R3v/tdVVZWqqKiQqFQSLfeeqscDofmzZun+fPna968ebLZbHrooYdi/uzwmdK0mVADAAAAAFnNCEq9nYJSXyDxI2H6HJRWVVVJkv7xj39E/Xp5ebnKy8u73Jabm6slS5b06ed7yJQCAAAAQNqINhImEAzJluyRMMnSRvddAAAAAEgbDkv38l1/MCRLskfCJEtbe0A5doJSAAAAAEgH0c6U+oPBhJ8pTZug1OMLkikFAAAAgDRhi5IpDQRCslK+CwAAAAA40YxMqS/QtXzXmsnlu7mU7wIAAABAWojW6MgfDCa8+27aBKUef0A51rRZDgAAAABkNbul+0gYfzAkW6YGpaGQaHQEAAAAAGnCcVSjo2AwpFBIsmTqmVJJnCkFAAAAgDRxdPddXzD8/xl7plQiKAUAAACAdHH0mdJAMCRJmTsSRhKNjgAAAAAgTdiPGgnj7whKM7bRkSTlkCkFAAAAgLRgMZtkMnUKSgNZkCklKAUAAACA9GAymWS3mCPlu/7ImVIaHQEAAAAAksBuNUcypdlxppSgFAAAAADShsPaKVMayIIzpbn2tFoOAAAAAGQ1u8XcrdGRLZPLdzlTCgAAAADpw2GzyBsp3w3/f2ZnSglKAQAAACBtOKxmeX0BSZIvYGRKMzgoJVMKAAAAAOmja6bUOFNK+S4AAAAAIAkcVrM8kUxpx0iYTC3ftVvNCa9NBgAAAAAcO4fV3C1Tas3U8l3OkwIAAABAesnpVL7rD2b4SBiCUgAAAABIL50bHRlzSq2ZeqY0x5Y2SwEAAAAASHJYO2dKO86UZmr5Lk2OAAAAACC95NjM8vrDmdLImdKMLd+1E5QCAAAAQDpxWC3y+MIZUmNOKWdKAQAAAABJ4YiSKbVZMvRMKUEpAAAAAKSXHKtFvkBIgWAocqY0YzOlOZTvAgAAAEBacXQ0pPX6A52672ZqUGolKAUAAACAdOKwdgSlvuCRRkcZW75rT5ulAAAAAAAUbnQkSV5/UP6M777LmVIAAAAASCs5nct3M/1MKUEpAAAAAKQXI1Pq8QUjZ0pt5gwt36XREQAAAACkl8iZUn8gcqbUYiFTCgAAAABIghzbkTOlvo7y3Yw9U5pDUAoAAAAAacUYCePxBRTI9JEwZEoBAAAAIL10HgljdN/N2EZHZEoBAAAAIL10Lt/1B4OymE0ymTI0KM2l0REAAAAApBUjU+rxBeQPhhJeuiulU1BKphQAAAAA0ooxEsbrDyoQICgFAAAAACRRju3ISBh/MJTw86RSGgWlxoMFAAAAAKQHI1Pq8YXPlNosiY/b0iYSpNERAAAAAKQXu/VIpjSQ6ZlSGh0BAAAAQHqxmE2yWUzy+oPycaYUAAAAAJBsOVaLvL6gAsGQrJTvAgAAAACSyWEzy+NP8UiYhoYGzZgxQ7W1tdqxY4fmzZuniooK3XvvvQoGg5Kk1atXa/bs2SovL9eaNWskSR6PRzfffLMqKip0ww03qLGxMebvOBG1yQAAAACA4+PoyJT6A8HUnCn1+Xy65557lJOTI0m6//77dcstt2jFihUKhUJ6/fXXVV9fr6qqKq1atUqPP/64Fi9erPb2dq1cuVKlpaVasWKFrrjiCj366KMJfwAAAAAAgBPHYTNHRsKkpHx30aJFmjt3rkpKSiRJmzZt0llnnSVJmj59ut5++21t3LhRkydPlt1ul8vl0ogRI7R582ZVV1dr2rRpkfuuX78+4Q8AAAAAAHDiOKwWeYwzpcnOlL7wwgsqLi6OBJaSFAqFZDKFF+J0OtXc3KyWlha5XK7IfZxOp1paWrrcbtwXAAAAAHDycFjDmVLfCSrftfb0xeeff14mk0nr169XTU2N5s+f3+VcqNvtVkFBgfLz8+V2u7vc7nK5utxu3DeWmpqa430sWcPj8bBfMbA38WG/escexYf96h17FB/2Kz7sV+/Yo/iwX32T6fsU9Hl0sF2ymCR/MPGxW49B6fLlyyP/XVlZqQULFujBBx/Uhg0bdPbZZ2vdunU655xzNGnSJD388MPyer1qb29XbW2tSktLNWXKFK1du1aTJk3SunXrNHXq1Ji/q6ysLHGPKsPV1NSwXzGwN/Fhv3rHHsWH/eodexQf9is+7Ffv2KP4sF99k+n7VLS+WU2t7XLYLMo1HVvsVl1dHfNrPQal0cyfP1933323Fi9erNGjR+vf/u3fZLFYVFlZqYqKCoVCId16661yOByaN2+e5s+fr3nz5slms+mhhx6Ke/EAAAAAgNQJl++GS3edjrhDyF71+SdWVVVF/vvpp5/u9vXy8nKVl5d3uS03N1dLliw5juUBAAAAAFIpx2aR1x+Uw2pOzUgYAAAAAED2cljN8vg6RsIQlAIAAAAAkik8pzQofyAkqzkFc0oBAAAAANnLYbXI6wvIHwzKYiFTCgAAAABIopyOTGmA8l0AAAAAQLI5rBb5gyF5fEHKdwEAAAAAyeWwhsNGd7ufTCkAAAAAILlybBZJktvr50wpAAAAACC5jExpMCTZyJQCAAAAAJLJYTsSNlo4UwoAAAAASKYcqyXy31bKdwEAAAAAydQ5U0qjIwAAAABAUjk6Z0oJSgEAAAAAyZTDmVIAAAAAQKo4OFMKAAAAAEgVYySMRPkuAAAAACDJOmdKLQSlAAAAAIBk6nym1GbhTCkAAAAAIInIlAIAAAAAUoY5pQAAAACAlOnS6IjyXQAAAABAMplMJtk7AlMypQAAAACApDOypZwpBQAAAAAkXY4t3OzIZiEoBQAAAAAk2ZFMKWdKAQAAAABJ5uBMKQAAAAAgVYzyXSvluwAAAACAZKPREQAAAAAgZRzWjkwpZ0oBAAAAAMnmsHWcKaV8FwAAAACQbDmRTClBKQAAAAAgyYxMKWdKAQAAAABJZzQ6slk4UwoAAAAASDJjJAyZUgAAAABA0kUypXTfBQAAAAAkmzESxkL3XQAAAABAsuUYI2Eo3wUAAAAAJJuDkTAAAAAAgFQ5Y2SRLho/UP1ybQn/2daE/0QAAAAAQEaZPKJIT1x31gn52WRKAQAAAAApQ1AKAAAAAEgZglIAAAAAQMoQlAIAAAAAUoagFAAAAACQMgSlAAAAAICUISgFAAAAAKRMr3NKA4GAfvSjH+mTTz6RxWLR/fffL7fbrXvvvVcWi0UjR47UwoULZTabtXr1aq1atUpWq1U33XSTLrroInk8Ht1+++1qaGiQ0+nUokWLVFxcnIzHBgAAAABIc71mStesWSNJWrVqlb773e/q/vvv1yOPPKL//M//1MqVK9Xe3q433nhD9fX1qqqq0qpVq/T4449r8eLFam9v18qVK1VaWqoVK1boiiuu0KOPPnrCHxQAAAAA4OTQa1B68cUX66c//akkqa6uTgMGDFBZWZmampoUCoXkdrtltVq1ceNGTZ48WXa7XS6XSyNGjNDmzZtVXV2tadOmSZKmT5+u9evXn9hHBAAAAAA4afRavitJVqtV8+fP12uvvaYlS5aoqalJP/nJT7R06VK5XC6dffbZevXVV+VyuSLf43Q61dLSopaWlsjtTqdTzc3NUX9HTU1NAh5OdvB4POxXDOxNfNiv3rFH8WG/escexYf9ig/71Tv2KD7sV9+wT8enT0GpJC1atEj/9V//pfLycrW1tWn58uUaN26cli9frp///Oe64IIL5Ha7I/d3u91yuVzKz8+P3O52u1VQUBD155eVlR3nQ8keNTU17FcM7E182K/esUfxYb96xx7Fh/2KD/vVO/YoPuxX37BPvauuro75tV7Ld//whz/osccekyTl5ubKZDKpsLBQ+fn5kqSSkhIdPnxYkyZNUnV1tbxer5qbm1VbW6vS0lJNmTJFa9eulSStW7dOU6dOTcRjAgAAAABkgF4zpZdeeql++MMf6pprrpHf79edd96pwsJC3XrrrbJarbLZbPrpT3+qgQMHqrKyUhUVFQqFQrr11lvlcDg0b948zZ8/X/PmzZPNZtNDDz2UjMcFAAAAADgJ9BqU5uXl6b//+7+73b5q1aput5WXl6u8vLzLbbm5uVqyZMlxLBEAAAAAkKl6Ld8FAAAAAOBEISgFAAAAAKQMQSkAAAAAIGVMoVAolOpF9NQeGAAAAABw8os1iSUtglIAAAAAQHaifBcAAAAAkDIEpQAAAACAlEl6UFpZWana2tpk/9qTyq5duzRlyhRVVlZG/vfII49EvW+27eeGDRs0fvx4/fnPf+5y+6xZs3THHXekaFUnh2XLlumCCy6Q1+tN9VLSBs+n45Ntrz/Ho6e9mjlzJv8uxWtUPJYtW6Zrr71W3/jGN3T99dfrgw8+SPWS0tLOnTt18803q7KyUnPnztWCBQvU0tIS9b51dXX629/+luQVpocNGzbojDPO0J49eyK3/eIXv9ALL7yQwlWlnw0bNujcc89VZWWlvvrVr2ru3LndPj/g2FlTvQBEN3bsWFVVVaV6GWlp9OjR+tOf/qTLL79ckrRlyxa1tbWleFXp7+WXX9bll1+u//mf/9Hs2bNTvZy0wfMJSA+8RvXN1q1b9be//U0rV66UyWRSTU2N5s+fr5deeinVS0srHo9H//Ef/6H77rtPn/3sZyVJL774om677TY99thj3e7/97//Xdu2bdPMmTOTvdS0YLPZ9MMf/lBPPPGETCZTqpeTts455xz98pe/lCS53W5VVlZq1KhRKisrS/HKTn4pKd89ePCgvv3tb+u6667TlVdeqb/+9a+SwtmJn/70p/rqV7+qyspKNTc3p2J5aeuhhx7S3LlzdfXVV+uVV16J3L5kyRJ97Wtf0ze/+U01NjamcIXJMWHCBO3Zs0eHDx+WJL300kuaNWuWJOnpp5/W1772NVVUVOhb3/qW2tvb9cILL+iaa67RvHnztH79+lQuPWU2bNigESNGaO7cuVq+fLmkcObmnnvuiVzxq6+v14YNGzRnzhxVVFToD3/4Q2oXnSTxPp9uu+02vfHGG5Kk2tpa3Xjjjalaelp45JFHtHLlSknh/aisrJTE63k0sfYKsV+jjOzyypUr9X/+z/+RJP3qV7/SlVdeqeuvv14VFRXasGFDytadCsXFxaqrq9Nzzz2nffv2qaysTM8995y2bNkSqa66+eab1dzcrA0bNui6667T9ddfry996UuRvc0Gb7zxhs4888xIQCpJV155pQ4ePKht27bpq1/9qq6++mp9/etf14EDB7Rs2TL96U9/0uuvv57CVafOOeeco379+nV7jvzud7/TVVddpauvvloPPvigJGn27NnatWuXJOmVV17Rfffdl/T1pgOn06mrr75ar776atTP6O+9957Ky8s1Z84cfec735HH40nxitNbSoLSzZs367rrrtMTTzyhu+++O/IPwO1264tf/KKefvpplZSUaN26dalYXlrYunVrl/Ldl156Sbt27dKqVav0+9//Xr/+9a8jH6IvvfRS/f73v9dFF10U9epfJrrkkkv02muvKRQKaePGjZo8ebKCwaCampr05JNPasWKFfL7/Xr//fclSQUFBVq5cqXOPffcFK88NZ599lnNmTNHo0ePlt1u13vvvSdJmjJliqqqqvSFL3wh8tzxer1asWKFrrjiihSuOLnieT7NmTNHL774oiTpueee01e+8pUUrz498XqOeMR6jTra5s2b9eabb+q5557Tr371K9XX1yd5palXXFyspUuX6t1339XVV1+tyy67TGvWrNHdd9+te++9V1VVVZo+fbp++9vfSpL27dunpUuXavXq1XryySfV0NCQ4keQHDt37tSIESO63T58+HDNmTNHN954o5555hldffXV2rx5s2688Ub9+7//uz7/+c+nYLXpYcGCBXryySe1fft2SeHX8VdeeUWrVq3SqlWrtGPHDq1Zs0Zf+cpXIheuX3zxRZWXl6du0SnWv39/vfrqq1E/o9999926//779eyzz+rcc8/luEsvklK+63a7ZbfbZbPZJElnnHGGli1bpueee04mk0l+vz9y34kTJ0qShgwZktXnSo4u3/3Nb36jTZs2Ra6s+/1+1dXVSQrvpxQOMNauXZv8xabArFmztGDBAp1yyimRx282m2Wz2fT9739feXl52rt3b+S5NWrUqFQuN6UOHTqkdevWqbGxUVVVVWppadHTTz8tKXxlVAo/d4yzNNm4V/E8n84++2wtXLhQDQ0Neuutt/T9738/xatPrqNfz3sq88r21/N49iqb9fQaZTCm19XW1uozn/mMLBaLLBaLTj/99FQsOaV27Nih/Px83X///ZKk999/XzfeeKM8Ho9+/OMfS5J8Pl/ktXzy5Mmy2+2SpHHjxunTTz9V//79U7P4JBo0aJA2btzY7fbt27fL6/Vq8uTJkhQ5usH5SamoqEh33nmn7rjjDk2ZMkVer1ef/exnu3x+//jjj1VRUaF58+Zpzpw5amlpUWlpaYpXnjp1dXWaNWuWXnrppW6f0RsaGjRmzBhJ0jXXXJPKZZ4UkpIpveOOO1RdXa1gMKiGhgb97Gc/05e//GU9+OCDOvvss9V5VCpv2tGNHj1aZ599tqqqqvTUU0/pC1/4goYPHy5JkWzgP//5T40bNy6Vy0yaU045Ra2traqqqtKXvvQlSVJLS4v++te/6uGHH9bdd9+tYDAYeW6ZzdnbaPqll17SVVddpd/97nd6/PHHtXr1ar311ltqbGyMNMd49913NXbsWEnZuVfxPJ9MJpNmzZqlhQsX6vzzz4+8WWeLo1/PS0tLI9mqTZs2dblvtr+ex7NX2SzWa5TZbI7s14cffigpfMH2/fffVzAYVHt7e+T2bLJlyxYtWLAgcqFn1KhRcrlcOvXUU7Vo0SJVVVXp9ttv14wZMyRJNTU1CgQCamtr09atW3XqqaemcvlJ8/nPf15vv/12l8D02WefVXFxsWbMmBH57PTSSy+pqqpKZrNZwWAwVctNGzNnztSoUaP04osvyuFwaOPGjfL7/QqFQnrnnXc0atQo5efn6/TTT9f999+f1ee/W1pa9Oyzz8rlckX9jF5SUhLJOi9btkyvvfZaahec5pKSKb3uuut03333yeFw6Morr9SQIUO0cOFCPfbYYxoyZIgOHjyYjGWc1GbOnKl//OMfqqioUGtrqy6++GLl5+dLkv7617/qqaeektPp1KJFi1K80uS5/PLL9cc//lGjRo3Szp07ZbFYlJubq9mzZ8tut2vgwIHav39/qpeZcs8++6weeOCByJ9zc3N16aWX6rnnntOLL76oJ598Urm5uXrggQf00UcfpXClqRXP82n27Nm68MIL9cc//jHFq06+o1/PL7vsMt1yyy165513sjJr1RP2qm9ivUYNHjxYP/nJTzRkyBCVlJRIksaPH68ZM2aovLxcRUVFstlsslqzq2fjpZdeqtraWs2ZM0d5eXkKhUL6wQ9+oMGDB2v+/PkKBAKSpIULF2r//v3y+/264YYb1NTUpJtuuknFxcUpfgTJ4XQ69etf/1o/+9nP1NTUpEAgoPHjx2vx4sU6ePCg7rnnHi1dulQ5OTl68MEHVVdXp6VLl+q0007TF7/4xVQvP6Xuuusu/f3vf5fT6dQXvvAFzZs3T8FgUFOnTtXFF18sSZozZ46++c1v6mc/+1mKV5tcf//731VZWSmz2axAIKCbb75Zl1xyiX7+8593+4z+4x//WHfeeafMZrMGDhyoa6+9NtXLT2umUOc0JYCsUVlZqQULFkRKS9B3+/bt0w9+8AM99dRTqV4KkFUaGhr06quv6pprrlF7e7u++MUv6qmnntLQoUNTvbS0tGHDBq1atSrSLRQA0lV2XV4EgOP0l7/8RY888ogWLlyY6qUAWaeoqEgffPCBrrrqKplMJs2ZM4eAFAAyAJlSAAAAAEDKnLBMqc/n05133qndu3ervb1dN910k8aOHas77rhDJpNJ48aN07333htpqtLY2Ki5c+fq5ZdflsPhUHNzs26//Xa1tLTI5/PpjjvuiHRKAwAAAABkhhMWlL700ksqLCzUgw8+qIMHD+rKK6/UhAkTdMstt+jss8/WPffco9dff12XXHKJ3nzzTT300EM6cOBA5PufeOIJnXPOObr22mu1bds23XbbbZHZgAAAAACAzHDCZj9cdtll+t73vhf5s8Vi0aZNm3TWWWdJkqZPn6633347vAizWU888YQKCwsj97/22ms1d+5cSVIgEJDD4ThRSwUAAAAApMgJC0qdTqfy8/PV0tKi7373u7rlllsiM/6Mrzc3N0uSzj//fBUVFXX5/oKCAuXk5Ki+vl6333571g2oBwAAAIBscMKCUknas2ePvva1r+nLX/6yZs2aFTk/Kklut1sFBQU9fv+WLVt07bXX6tZbb41kWAEAAAAAmeOEBaUHDhzQN77xDd1+++36yle+IkmaOHGiNmzYIElat26dzjjjjJjfv3XrVn3ve9/TQw89pBkzZpyoZQIAAAAAUuiEjYS577779Morr2j06NGR2+666y7dd9998vl8Gj16tO677z5ZLJbI12fOnKlXXnlFDodDN910k7Zs2aJhw4ZJkvLz87V06dITsVQAAAAAQIowpxQAAAAAkDIn9EwpAAAAAAA9ISgFAAAAAKQMQSkAAAAAIGUISgEAAAAAKUNQCgAAAABIGYJSAAAAAEDKEJQCAAAAAFKGoBQAAAAAkDL/Hxn0UisjyNwwAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(16, 8))\n",
    "birth_by_date.plot(ax=ax)\n",
    "fig"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "400ad680",
   "metadata": {},
   "source": [
    "Можно снабдить эл-ты графика пояснениями, при помощи ``plt.text()`` или ``ax.text()``, которые поместят текст в нужное место, в соответствии с конкретными значениями координат ``(x, y)``"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "6ca5e814",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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8/ve/BwD85je/QX5+Pq6++mocOHAAX/nKVxAKhbBu3Tpceumlaf38gsrKSnzjG9/AtddeC5ZlsWTJEnFq8Y9//GP88pe/xKWXXgqpVIoVK1bgjjvugEKhwJ///Gf8+te/ht/vh1QqxS9/+UuxjLq3txd9fX1YvHhxRsdCCCFkZDBcZC0UIYQQQmI0NzeLu27VavWIPS/Hcfj73/+OtrY2/O///u+IPS8ABINB3HXXXbjiiivE3t/R8tZbb2HPnj0xq5dOZ3/6059gNptx4403jvehEELIlESlxYQQQkgSf/zjH7F+/Xr87Gc/G9EgFgAuuOACbN68Gd/97ndH9HlPnjyJFStWICsrK+Ps5VCsXr0aNpsNx44dG/XvNRF0dHTgyJEjCTP0hBBCRh9lZAkhhBBCCCGETCqUkSWEEEIIIYQQMqlQIEsIIYQQQgghZFKhQJYQQgghhBBCyKQyadfv7NmzZ7wPgRBCCCGEEELIKFqyZEnc2ydtIAsk/qFIrNraWtTU1Iz3YUxI9Npkhl6v1Og1ygy9XqnRa5QZer0yQ69XavQaZYZer/TQ65RasuQllRYTQgghhBBCCJlUKJAlhBBCCCGEEDKpUCBLCCGEEEIIIWRSoUCWEEIIIYQQQsikQoEsIYQQQgghhJBJhQJZQgghhBBCCCGTCgWyhBBCCCGEEEImFQpkCSGEEEIIIYREee211/C73/0u6ra7774bfr8/5r7PPvtswseMFgpkCSGEEEIIIYSk9Ic//AEKhSLm9scee2zMj0U25t+REEIIIYQQQkhaXt3Tipe/aBnR51y3tBRXLylJeb/9+/fj1ltvhdPpxHe+8x384he/wDvvvIOf//znsFqtsFqtOOecc2Cz2XD//fdj/vz5OHDgAL72ta/BYrFg/fr1uO666/CHP/wBu3btAsuyuPzyy/HVr3512D8DBbKEEEIIIYQQQmKo1Wo88cQTsFgsuPbaa8GyrPi1M888UwxIn332Wdx///147bXXIJPJ8NRTT6GtrQ3f+MY3cN111+GNN97As88+i/z8fLz22msjcmwUyBJCCCGEEELIBHX1kpK0sqejYcmSJWAYBtnZ2dDr9WhqahK/VlFREfcxs2fPBsMwyM3NhdfrBQA88sgjeOSRR9Db24uzzz57RI6NAllCCCGEEEIIITEOHToEAOjp6YHb7UZWVpb4NYZhxP/NcVzc2wHA7/fj3XffxSOPPAKO43D55Zfj8ssvR3Fx8bCOjYY9EUIIIYQQQgiJ4fV6ccstt+DOO+/EL37xi5ggVVBVVYX/9//+X9yvKRQKGI1GXHnllbj11luxcuVKFBUVDfvYKCNLCCGEEEIIISTK2rVrsXbt2qjbNm/eDAB48MEHo27fsGFDzOOVSqV4/7vuugt33XXXiB4fZWQJIYQQQgghhEwqFMgSQgghhJAJ46PaLlhc/vE+DELIBEeBLCGEEEIImRBs7gBu/+cXeGJrw5Ae7wuG8J+D7fj6v77A2wc7RvjoCCETCfXIEkIIIYSQCaHJ4gIA7G3qz/ixJ7sduO7xXegLZ3NtngAun184osdHCJk4KCNLCCGEEEImhKY+NwDgYJsVgRCb0WM3HeqExe3H07ctwx1nVWB/sxXeQGg0DpMQMgFQIEsIIYQQQiaEZgsfyHoDLOo6HBk99mCrFVW5Opw3Mw8rp+fAH2KHlNklhEwOFMgSQgghhJAJobnPDaWMPz3d25xZEHqw1Yb5xUYAwNJpWZBKGOxs6BvxYySETAwUyBJCCCGEkAmhyeLCnCID8g1K7MsgkO2ye9Ht8GFeCR/I6lVyzC02YhcFsoSctiiQJYQQQgghE0Jznxvl2VosKs3C3mZr2o872GoDAMwPB7IAcGalGftbrPD4qU+WkNMRBbKEEEIIIWTc+YIhdNi9KDNrsLjchGaLG71OX1qPPdRqhYQBZhdGBrLZCIQ47KE+WUJOSxTIEkIIIYSQcdfa7wHHAeXZGiwuywIA7EszK3uwzYbqfD3UCql427JpZkglDJUXE3KaokCWEEIIIYSMO2FicZlZg7nFRsgkTFoDnziOw6FWW1RZMQDolDLMoz5ZQk5bFMgSQgghhJBx1xzeIVuWrYFKLsWcIkNa63PabV70ufyYV2KK+dqKqmzqkyXkNEWBLCGEEEIIGXdNfW6o5VLk6pQAgMXlWTjQaoUvmDwIPdhiBQBx9U6kRaUmBFkORztsI368hJDxRYEsIYQQQggZd80WN8rMGjAMAwD4UlUOvAE2ZZ/swTYb5FIGswr1MV9bUGoCABxooUCWkNMNBbKEEEIIIWTcNVtcKMvWiP99RqUZEgbYcbI36eMOtFgxs0APpUwa87V8gwoFBhUOtlpH+nAJIeOMAllCCCGEEDKuOI5Ds8WNcvNAIGtQyTG/xITt9YmHNXXbvfis0YKzpucmvM/8EiMOtFJGlpDTDQWyhBBCCCFk2FiWw9PbG2H3BjJ+bI/DB2+ARXlERhYAVk7nhzU5ws/JcRxYlhO//sreVoRYDuuWliR87gWlJjT2umDzZH5chJCJiwJZQgghhBAybHWdDvzvW0fxxr62jB/bFF69U2oeFMhW5SDEctjdaAHHcfjui/tx3RM74Q+y4DgO//6iFcsrzKjM1SV8bmEtzyHKyhJyWpGN9wEQQgghhJDJr8fpAwAcbbdn/Nim8Oqd8mxt1O2Ly7OglEmw/WQfAiEObx5oBwD834fHcU51Lhp7XbjrvOlJn3t+sQkAcKDVirNm5GR8bISQiYkCWUIIIYQQMmw9jnAg25F5INvY64RUwqDYpI66XSWXYum0LHxyrBvvHO5ATaEBswsN+NuWemw/2Qu9UobL5hUmfW6jRo5p2Rpx4BPLcnAHQtAp6TSYkMmMSosJIYQQQsiwCYFsXacDwRCb0WOPdTpQlauFQhZ7avqlqhw09LrQaffi11fNxf1XzEaRSY0DrTasXlgEtSJ2WvFg80tMONBiQzDE4o5/fYFL/29rRsdHCJl4KJAlhBBCCCHDJgSy/iCLxl5XRo+t7XBgVoEh7tfODpcDr19ehsVlWdCr5PjDdQtRYFDhlhXlaT3//BIjOu1efO+l/dhc143Wfg/6Xf6MjpEQMrFQIEsIIYQQQoatx+mDTMIAyKy82O4NoM3qwaxCfdyvzys24slbluJnl88Wb1s2zYxdP7kgYfA72MJSEwDgPwc7sKiM/98Nvc60j5EQMvFQIEsIIYQQQoatx+HF3GIjFDJJRgOfjnU6AAA1CYJShmFw4ez8tEqIE5lTZIRWIcWX5xbgd9cuAADU92SWNSaETCzU5U4IIYQQQoatx+HDzAI9giybUUa2LnzfmQXxM7IjQa2Q4uP/dy6ydUpwHAe5lMm4/JkQMrFQRpYQQgghhAxbj8OHXJ0SswsNONpuB8dxaT2urtMBg0qGQqNqVI8vz6CCVMJAJpWgzKxBQw+VFhMymVEgSwghhBBChsUbCMHuDSJXzweyfS4/usPDn1Kp63RgVqEBDMOM8lEOqMzVoSFFabHNHYDDGxijIyKEZIoCWUIIIYQQMiy9Tj5ozdUrMbvICABp9cmyLIdjnQ7UjGJZcTyVOVo09bkRYmOzxizL4ZntjVjx4Ef44b8PjulxEULSR4EsIYQQQggZll4nv8omV68Upw+n0yfbZvXA6QtiVmF604dHSmWuFv4Qi7Z+T9Ttbn8Q1z2xE/e/dRQsx+Fgq3VMj4sQkj4KZAkhhBBCyLAIO2RzdEoYVHKUmTVpZWRrw8HurLHOyObqAAD1g1bwbD3ei89P9eP+1bPx7XOno93mhcsXHNNjI4SkhwJZQgghhBAyLEIgm6tXAuAnENd1pg5k6zodYBigOn/sS4sBxPTJ1nbYwTDAdcvKMD1PF/c+hJCJYdTW76xZswZ6Pf+hVFJSgltuuQW//OUvIZVKoVAo8NBDDyEnJwcvv/wyXnzxRchkMtx5550477zz4PV68cMf/hB9fX3QarV46KGHYDabR+tQCSGEEELIMAiBbLaWD2Qrc7XYcqwHIZaDVJJ4iFNdpx1lZg20yrHdCGnWKmBQydA4KCNb12lHRbYWaoVUDGRP9jgwa3QHKhNChmBUPjV8Pv7DbMOGDeJtN910E372s5+hpqYGL774Iv7+97/jjjvuwIYNG/Dqq6/C5/PhhhtuwMqVK/HCCy+guroa3/nOd/D222/jr3/9K37605+OxqESQgghhJBh6nF6kaWRQyHji/0qsvke1HarB6VmTcLH1XU4xrysGAAYhok7ubi2w4F5xfywqvJsLaQSBie7nZhVNuaHSAhJYVRKi+vq6uDxePC1r30Nt9xyC/bv349HHnkENTU1AIBQKASlUomDBw9i0aJFUCgU0Ov1KCsrQ11dHfbs2YOzzz4bALBq1Srs3LlzNA6TEEIIIYSMgB6HTywrBoCKcOluY2/ystwOmxdlSQLd0VSZq40KZJ2+IJotbjGwVsgkKM/WoL6bSosJmYhGJSOrUqlw++2349prr8WpU6fw9a9/He+++y4AYO/evXj22Wfx3HPP4dNPPxXLjwFAq9XC6XTC6XSKt2u1Wjgcjrjfp7a2djQO/7Tk9Xrp9UqAXpvM0OuVGr1GmaHXKzV6jTJDr1dmRuL1au62QiOTiM8TdPMDknYerkduqDfuY/whFp5ACAGXdVz+vfScG512L/YePAK1XIKj3V4AgC5kE48nX8XhSGsfvHMl9J7KAP0Opodep+EZlUC2oqIC5eXlYBgGFRUVMJlM6Onpwb59+/DYY4/hiSeegNlshk6ng8s1cJXL5XJBr9dH3e5yuWAwxB/JLmR4SWq1tbX0eiVAr01m6PVKjV6jzNDrlRq9Rpmh1yszI/F6Od/qwMziLPF5OI6DdmMbPDJ9wufutnsBnMKM8mLU1JQP6/sPxRnBDvxzXz8U2SWoKTZij60JQDsuWjYbJVl8lnhhE4PPtzZAplDSeyoD9DuYHnqdUtuzZ0/Cr41KafErr7yCBx98EADQ1dUFp9OJ3bt349lnn8WGDRtQWloKAJg/fz727NkDn88Hh8OB+vp6VFdXY/HixdiyZQsAYOvWrViyZMloHCYhhBBCCBkmjuNiSosZhsG0HG3S0mKrJwAAMKkVo36M8VTm8uXPxzr5yr+6Tjv0KhmKTWrxPtNzdQiyHDodgXE5RkJIYqOSkb3mmmvw4x//GOvXrwfDMPj1r3+NO++8E4WFhfjOd74DAFi2bBn++7//GzfffDNuuOEGcByHu+++G0qlEuvXr8c999yD9evXQy6X4/e///1oHCYhhBBCCBkmlz8Eb4CNCmQBvk/2UJst4eOs7nAgq5GP6vElMiNPj2KTGq/sacXVS0pQ2+FATYEBDDMwZVmYXNxso0CWkIlmVAJZhUIRE3zu3r077n3XrVuHdevWRd2mVqvx6KOPjsahEUIIIYSQETR4h6ygIkeLdw53wh9kxWnGkaxuPwDAqB6fQFYqYXDzinI8+E4djnU6cKzTgbWLi6PuUxUOZFts/vE4REJIEqNSWkwIIYQQcrrb02TBmwfax/swxp0QyOboogPZadlahFgOLf3uuI8TSovHK5AFgHVLS6GQSfDrTbVw+oKoKYyey6JTylBgUKHFShlZQiYaCmQJIYQQQobgsU8a8Ou3j473YYy7hBnZcA/qqQR9srZxLi0GALNWgSsWFGHr8R4AiLvTdnqeDi1UWkzImOm2e8FxXMr7USBLCCGEEDIErf1u9Dn9YNnUJ1ynsx4Hv7Ymd1BGtiI7+S5Zq8cPqYSBTjkqnW5pu3XFNAAAwwAzEwWydn9aJ9aEkOE50eXAmQ98hD1N/SnvS4EsIYQQQkiGOI5DW78HQZaDzTO+2bo9Tf24+rEdcPmC4/L9e5w+SCUMsjTR04eztAqYNPLEgaw7AJNaHjVcaTzMKzFicZkJ03N10Chig+qqPB08AQ6ddu84HB0hU8u+FitYDuiy+1Led3wvgRFCCCGETEJ2TxCOcODY6/QhSzs+K2QAYMuxbuxp6se+ZivOmpEz5t+/z+mHWauARBIbkE7L1uJUHx/IegMhyCQMZFI+j2L1BGAcx7LiSH+7eQm8fjbu16pywpnlHhcKjeq49yGEjAxhHZYvGEp5X8rIEkIIIae5dw514MYnd4m9jGT4IgcYjffrWt/DB4oHWq3j8v0dviD0qvi5kcocLRp7XDjV68IFv9+CH792SPyaLZyRnQjy9CqUZWvifq1cCGT7Eu/EJYSMDCGQ9QfjX1iKRIEsIYQQcpqyewP4/sv7cedze7H9ZB/2NFnG+5AmBZblYHElX7fS2u8R/3ePc+iBbIjl4BxmSXB9jxMAsK/ZOqznGSqnNwh9gj7XaTlatNu8WPf4TrRZPTje7RS/ZvX4YdKMXyY7XYUGFRRSBk198acvE0JGzrEuISNLgSwhhBAyZf3yraPYuL8dt62cBgDotJ0ePX6PvH8MHx7tGrXnf2N/G1Y+uDlpgNkakZHtdQ5tx+iuhj5c/uinWPHARwn7SFNhWU4s3d3fYh2XgUQuXxC6BBnZinA2k+WAZdOy0BXxHrROoIxsMhIJg0K9bMj/RoSQ9FhcfrHChTKyhBBCyBTWbHFjSVkW7vvKbCikEnScBsNq9jT149HNJ7FhV9OofY8j7XZ4AqGkJcOt/R5oFVLIpQx6h5CR/fnGw7j+iV1weIOQMAzuen4vvIHUPWGDtds88AZYzCrQo9fpQ/s4XKxw+oLQxhmSBABfqsrGFQuK8NJ/nYnlFWb0OH0Ihac829wTp0c2lSK9POEaIULIyKjrtIv/2x+iQJYQQgiZslx+vneRYRjkG5WnRUb2jx+dAADUdthT3HPoWix8trXfnTjT2trvQalZg2ytEr0Z9sh6AyH8c2cTVi8owkc/OAe/v3YBjrTb8cCm2oyPtSHcH3v14hIAwP5xKC92eBNnZLN1Sjy6fhGqcnUoMKgQYjn0On0IhFg4fEGY1BO/tBgAigxyNFncU37VEiGjSeiPBQBfGhf2KJAlhBBCTlPOiACj0KBGxzAC2RDL4bFP6tE3jH7Q4drX3I+tx3tQalaj2+EbtWNpCfe/WpMGsm4Um9TI0Ssyzsi2WfnnP39WLlRyKS6cnY/bz6rAP3c2YduJ3oyeqyHcH3vZ/EIoZBLsb0m9e3GkOX2Je2Qj5RtUAIAuuxf28Moi02TJyBrk8AfZ06KqgZCJ6linA1kaORQyCXyUkSWEEEKmLqcvCF04wCgwqtA1jJPw3Y0WPPRuHV7Z0zqsY/r8lAU299D2rv7xoxPI0sjx08tnA4i+ej9SOI5Dazgja01ynG39HpRkqZGjU2bcIysMiirJGpiS+z+XzoRcymB7fWaBbH2PC3qlDEVGFeYUGXCgxZbR44eL4/hhVYkyspEKjHwg22nzwjrJAtliPX+cVF5MyOip63RgZoEeSpkEvgAFsoQQQsiUFVnyWWBUocPmHfIwoG0newDw/aNDP54Arn9iFx7bUp/xYw+32fDJsR58Y1UVlpRnAQBqRyGQtXkC4n7Y/gSBrHCfkixNOJDNLCMrDIoqyRrYSaqUSVGerUV9xFTfdDT0OlGZqwXDMFhQYsKhNhuCaWQyRoovyCLEctCmkZEtiMjIChcJjJNg2BPAZ2QB0MAnQkYJy3I43uXArAIDlDIJ9cgSQgghU5U/yMIXZMWSzwKDCv4gmzA4S2XbyT4AwOH2oWf8ajscCLEc9jVnXv76xSl+ddDVi4uRo1MiR6dE3Sj0ybZYBtbqJCotjgxEc/V8IJvJBYLWfg/kUgZ5elXU7VW5WnGVTroaelyozNUBABaVmeAJhMT1FWPB4eWD/nRKi7N1SkglDDrtXtg8/Gs7GdbvAEC2RgqlTEIZWUJGSZvVA7c/FM7ISikjSwghhExVrnBWUciUFUaUdWbK5g7gUKsVeiW/gmSoe0+PhIPgQ202cXJtuk71uaFVSJGrVwIAagr1qO0chUA2Yq1OotLiyNLgHJ0SgRAHmyf9CwSt/R4UmdSQSpio26tydWi2uBFIM6Pq9gfRYfOiMrziZmGpCQDGtLxYeC+kU1oslTDI0yvRafOJr+1kWL8DABKGwbRsLU7RLllCRkVduMJmZoEeCsrIEkIIIVOXGGBE9MgCQKfdk/Axieyo7wXLATetKAfHDX1isFCW7PaHcDLDEtrGXhem5fAltABQU2jA8S7niJfRNof7Y3N0ioRTiwcCWTVydHxGMZPy4tZ+d1RZsaAqV4dAiBOnJqciTCyuyuMzsmVmDfL0Smw53p32sQyX0yu8z9ILSPMNqqjS4snSIwsA5dkacWcvIWRkHQtfmKzOF3pkaWoxIYQQMiUJgaxeFR3IDmVy8baTvdAqpLjpzHIAfL/qUBxtt6PMzA84OtBizeixp/r4QFYwq0APf5Ad8cCixeKGUS1HSZYmYZa1tZ/PDps0cuTq+AxxjyP9gU+t/R6UmDQxt1fm8j9ffU96P1NDuMxVeBzDMLhiQRE213Unnbg8kgZfMEmlwKBCp50f9sQwgF41eQLZihwtmvvcGVcTEEJSO9HtRLFJDZ1SRhlZQgghZCobCDD4QCFXp4SEGVpp8baTvTizMhvFJr4n9HBb5hlZf5DFiW4HvjyvAHqVDPtbrWk/NhBi0drvQUV2ZCBrAMD33Y6kln4PSs1qZGnkSTOyJVkaMAyDnHCpc7oZWW8ghB6HL25GVuh1TbdPtr7bCYYBpkW8LmsXlyAQ4vDWwY60nmO4Mg5kjSp02fj1O3qlLKa8eiKblqOFP8Si3Zp5VQMhJLnWfo94oZOmFhNCCCFTmFjyGc7IyqQS5OlVGQeyLRY3mvrcOGtGDgBgbpFB7HXNxIluBwIhDnOLjFhQYsooI9ti4bNgkRnZqjwtZBIGdUPsk+U4DgdarHjo3Trc8c8vxJVArRY3SrM0yNIo0O9K3CMrBKI5uswCWWGHbIk5NpA1quXI1SvTnlzc0OtCsUkNlVwq3ja7yIBZBXq8tnd4a5LS5fTxr1E6PbIAX1rs8AXRZvVMmkFPAuGCQRP1yRIy4trCswMAUEaWEEIImcoccTJl+Ua+rDMTn57g95qeLQSyxUac6HbCm0b/UiShP3Z2kQELSo2o63Sk/RxC+XBFzkA5rlImRVWuDnVDzMje9cI+XPmX7Xh8Sz0+rO3CpsMdYFkOrf0elJo1MGrkSUuLi8OBrEkth1TCxASyXXYvHvngOHzB0KDHxu6QjVSVqxVLhlNp7HWKWdxIaxcXY1+zFQ0ZTkAeioEe2XQDWT7wP9bpmFT9sQAwLfz+a6Q+WUJGlD/IosvhFT9XlTJpzGdnPBTIEkIIIachIcDQR2TKCg2qjHtkj3bYYFDJUBUOmOYUGRFiOXHCZNrP026HRiHFtGwtFpSYEGK5tDO7jb18BiyyhBYITy4ewuCpI+02vH2wA1/90jTs/dlFKDNr8M7hTnQ7fPCHWJRmqZGlUcDpC8IfjM4KdDu8cHiDYkZWImGQrVWgN6JH1uLy48YnP8OjH53AF6eiVw3F2yEbqTJXh5PdzrTW+TT1uTEtOzYgvnJhMSQM8Pq+tpTPMVwOX+z7LBlhl2xzuBd5MsnXq6CSS9CYZg8zISQ9nTYvOA4oETKyUknMZ288FMgSQgghpyGh5FMbkSkT+hMz4fAGYdIoxGnBc4v53tRMBz4dbbdjVoEeUgkjronZn+aamFO9LuhVMpi10aWoswoNaLd5M1p9AwB/39oArUKKuy+qhkmjwJfnFmDHyV4xsC4xa5AVzhZaPdF9si/tbgEAnDczT7wtR6cUM7IObwC3/mM3msJZu8FZ0UQ7ZAVVuTrYPAFYXMmHNdk8gaiAOlK+QYWzZuTitb1tGe23HQqXLwiphIFSlt4pZb5x4OeebKXFEgmD2YUG7GvJfA8yISSxVit/gU/MyMol8FEgSwghhExNTm8QDANoIvonC418f6LDm37g5/IFo8pGi01qmDTyjPpkWZbD0Q47ZhfxQXCeQYUioyrtPtlTfS5URKzeEcwIr53JZJVPm9WDtw524PrlZWJG8NK5BQiyHJ7ZcQoAUJqlgTEcZNkidsn6gyz+tasJq6pzMSNfL96eox8IZP/fvw+gtsOOx29eAp1SFjOBuMXijrtDVlCV5uTigcxu/BLlL88tQJvVk3aZ8lA5vfz7Y/C/TSJCRhaYPDtkI62oysbBVtuQdykTQmK1W/kLrMWUkSWEEEKI0xeCTiGDJCJgElbwdGXQJ+vwRgeyDMNgbpExo8nFLf1uOH1BzCkyirctKDXhQJqTixt7XTFlxQAwI48PJk92p1/m/I9tjQCAr51VMXAsJSYUGlViP3BJllrMyPZHBLJvH2pHj8OH2yMeC/A7Z3scPpzocuC9I1349nnTcf6sfFTlamMmEEcOiopHKOFO1d8aucs2nuUVZgDA7kZL0ucZLsegCx2paJUy6MP3n2w9sgBwZmU2QiyHL06N7utKyFTSFv48KzTxf6MoI0sIIYRMYU5fIGaSrJANy6RP1uUPxjzPnGIDjnU60rpiDvBlxQAwu9Ag3ja70ICmPjfc/uSZLV8whHarJ2pisaA4Sw2VXIITXellZG2eAF7c3YyvzC8Ur/wDfMnoJXMKAAB5eiVUcilMaj4jK+xj5TgOT21rxPQ8HVaFB18JcnVK9Dr9eGpbI5QyCW5Zwe/brcrVxUwgTrRDVvyZTGooZZKUK3haLHxGtjRBRrYyR4scnWLUA1mnN5h2f6xAKC+ebD2yALCkPAtyKYOdDX3jfSiEnDbarG7k6pVQyvgKIoVUShlZQgghZKpyxsmUFRr54C2TFTxObzCqzxYA5hYZ4Q/xe2HTsfuUBQqZBDMLBspxZ+SHd6Z2Jy99bbG4wXLRE4sFUgmDqlwdTqRZWvza3la4/CHccVZlzNe+PJcPZEvDewyFbKE1nJH9/FQ/DrfZ8bWVFTFltLl6JfwhFq/sacXaxSXIDq/kqcrTod3mhStchuoNhNDrjL9DViCRMKjI0aZRWuyBViFNmNVkGAbLK8yjHsi6/JllZIGBCyqTrUcWADQKGRaUmLCrngJZQkZKm9UTdXGRz8jS1GJCCCFkSnJ4YzOpeeHVJxkFsr5QTKAyt5gvET6SRnkxx3H44GgXzpqeE7XvdHq4LDhVMJxoYrFgRp4urR5ZjuPw/GfNWFBixLwSY8zXl04zo9CoQnU4wM4KD5bqD2dkNx3qgEYhxVWLimMeK+ySDbJcVNlxZTiL3BjuUxXLgePskI00PU+Ho+12sGziQU18ibImaW/q8mlmtFk9Yj/taIh3oSOVfCGQnYQZWYDvkz3UZsuo15wQklhbv0cc9ATwPbKBEJf0MxCgQJYQQgg5LcXLyKrkUpi1CnRk0CPr9AWgU0qjbis3a6BTynA4jYFPx7ocaO334MKa/OjnyNZAJmFSBqGneoUdsgkC2Xw92qyelMN3vmjqx4luJ244oyzu16USBq9/ayV+clkNAECrkEImYWANT0Q+3uVAdb4eaoU05rFCIHv+rDxMzxvY61oV/t9CmXCqAU2Ci2bno9PuTVq+2trvRmmKgHh5RTYA4PNR7Od0+GIvmKRSYORfr8nYIwsAKyqzwXKj+7oSMlWwLId2q1dcvQPwGVkA8IeSlxdTIEsIIYSchhL1Lhab1GnvwQyGWHgDLHTK6IBDImEwu8iQ1gqeD450AQAurMmLul0ulaAiR5uyLLixzwWTRp6wDFUIHAf3og72/GfN0CtlWL2gKOF9Cowq6FX8z8owDEwahdgje6LbKU5JHqy6QIfybA3uOn961O3l2RpImIFjE4L2RH2tgkvmFMColuPFz1vifp3jODEjm8zMAj0MKtmolhc7vUFxeFO6BkqLJ2cgu7g8CwqpBLsaKJAlZLh6nfz+7sEZWQApBz5RIEsIIYSchpy+ILSK2ABjeYUZe5r74Q2k7j9y+fj7aJWxWci5RUYc7bAjlKL068PaLiwsNSHPELs3dXoaZcGnEkwsjnwOAGJA7PQF0WqL3sHa7/Lj7UMdWLOoGJo4r0kiJo0c/a4ArG4/ehw+sa93sDy9Clt+eB4Wl2VF3a6USVFm1oj9ru8f6UJ1vk6cHp2ISs6XML93uDPuPlmbJwCnL/4O2UhSCYNl08z4bDQD2QynFgPAZfMK8YOLqlGZE//1nOhUcikWlpmwk/pkCRm2NivfchHdI8v/zUk18IkCWUIIIeQ05ExQ8nnW9Bz4gyy+ONWf+jnCE4XjZXbnFhvgDbBJ18R02b040GrDRbPz4359Rp4OTX2upEM9mi1ulJkTZx7LzRrIpQMlyve/eQTfe7s9qrfq1b2t8AfZhGXFiWRp5LB6/OJzC+t+MlGVq0N9jxOdNi8+b7LgK/MTZ4QjXb+8FP4Qi9f3tcV8bWD1TvKMLMBfuGjocaHH4cvswNMQYjm4/aGMe2SzdUp854IZUauhJpszK7NxpN0mDvIihAyNGMhGXJhTihnZ5BdcKZAlhBBCTjMcx8Hpi1/yeUalGXIpg09P9qR8HqeXP0mPF6gIA5+S9cl+WMuXFScKZKfn68FyA8OQBguGWHTYvEl7QWVSCSpzdDjZ7YDV7cebB9rhCrDiyREAbD3Ri5n5etRErP9JB19aHBCzvdMTlBYnU5WnQ2OvC/852A6OAy6fX5jW42YVGLCw1IQXdzeD46Kz3sLqnVQZWWB098m6klzoON3NKkj+3iWEpEfYIVsUkZFVyMI9spSRJYQQQqYWtz8EjkPcjKxGIcPisixsO9Gb8nmEAUrxSkcrc7RQySU4nGRy8QdHu1Bm1iTsLZ2eGy4LTrAHtsPmRYjlUvaUTs/nV/C8trdNPPFpiAgw6rudmFWYeTbVpJaj3+3HiS4n1HJpVOlbuqpytfAFWTy9/RRqCg2oyk0/GL5+WSlOdDuxv8UadbuQkU31ugD8BQetQood9an/vTMlXOjItLT4dFAxaCI1IWRo2qwe6FUyGFQDPfNKGfXIEkIIIVPSQAAaf5jOWdNzcKTdjj5n8nLTZIGsTCpBTWHygU97m/px1oychCtiKnO1kDBIOPCpJTzltzRJaTHAlyg3W9zYsKtJXHkjDFhy+YJos3oSBtPJZGmFjKwD0/N0QyqFrQwHrm1WD76SZjZWcEF40vPeZmvU7a39buhVMhjTGJYkl0pwZmU2tp8chUBWeH9MwYys0LdNgSwhw9PW74m5SEgZWUIIIWSKcniTBxhnzcgBAOxIMazGlSJQmVtkTLjv1OMPwe4NJs1iquRSlJo1CScOD/SCJs+EzsjTgwuXeX7z3CroFBI09PLPKay+GUpZsFEthy/I4nCbbUiBMICoDOzl8zILZHP1SuToFKjriM56t6QxsTjSWTNycKrPLZYkA/y/z3A5pnBGVq2QotCoEtdDEUKGps3qifmMV8r4YU+UkSWEEEKmGCFTlmgtyvwSE/QqWcryYuF54k0/BviBTw5fEM0RAZKgK7yrtiDOtOJIM/J0ONHtiPu1VosbEia6dyruc4SnCetVMqyeX4RigxwN4UnBJ4fR35oVXvnT7w5geoKJxamYtQpkaeSYW2zAtAS7cJOZWaDHsa7o16e1351Wf6zgrOn8hYtt4axsbYcdC/73/WFP3XUlydhPBRU52qgSdkGv04dVD3+Mj491j8NRETK5tFkpI0sIIYSQsGRDmgB+LcuXqrKx7WRvzCCheM+TaJjPnCJ+4NOhOOXFneFANj9FIDs9T4/GXheCcRbft/R7UGhUQy5NfroyLVsLrUKKa5aUQK2QotQoFzOxJ7udkEkYlCdZ4ZNIVkTpbvUQJhYLfrVmHu5fPWdIj52Zb8DxLoe45kjYIZtOf6xgep4O+QalGMg++Wkj/CEWTX3DyyZO5dJigA9k45UWv7KnFc0WN/6xrXEcjoqQycPhDcDhDcZcrBzokaWpxYQQQsiUkqy3VXDW9By0WT1i+W48QsYtUUBcna+HQiqJ2ycrZmSNyqTHOj1Ph0CIQ1OcrG6LxR21kiERhUyCTd89Gz/68iwAQIlRji67D05fECe6nZiWo00ZDMcT2YOaaIdsOi6fX4il08xDeuysAj28AVbMeltcfrj9oYwysgzDYOX0HOw42YsuuxdvHWgHwO+jHY6pPOwJ4ANZmyeA/ohdvxzH4cXdzWAYPgMeOT2bEBLN6uY/g7K0iqjbKSNLCCGETFFiaXGSTJmwiiZRWa/wPEqZJGEQqJBJMLNAH3cFT1eaGVmh93TLsdh1QJlkHsuztWJfVYmBPylq6HGivtspTkfOlFBarJRJMupJHUnCtOVjnXyfbLp9w4OdPSMH/e4AfvLaIQRYFgwz/EDWIZawpx46dToSJhdHlhfvbOjDqT437r6wGhwHvLqndbwOj5AJzx3u1R/cvkJTiwkhhJApyunlA5RkmTJhCJHQSxr3eXzBlNm2ucVGHG6zx5Qod9p80CikKR9fU8jvS/3Ff47ivo2H4Q3wJza+YAhdjuQ7ZBMpMfKBVV2nA00W95D6Y4GBQLYqVwfpECYWj4QZeXowDP+zABBX8czIz6zUeWW4T/ajum5cMCsPWRoF7N7hBbIDGXvpsJ5nshIC2ciBTy/sboFBJcM3VlXiS1XZeGVPa9xhaISQgV3UmkGfIZSRJYQQQqYoZ4qSYIAv5TJrFWIvaaLnSdX/OLfYAJsnEFOi3GX3osCgSrh6R6CQSfDyf63A7WdV4F87m/Ct5/YC4FcycFx6u1IHK9TLIWGAzbXdCLHckMuCTeHS4uGUFQ+XWiHFtGwt6jr4QHbToQ7MyNOJQVS68vQqzAwHv187qwJGtRw2T3BYx+b0BaGSSyAbQtn26aDUrIFUwoh9shaXH+8d7sTaxSVQyaVYt7QUzRY3Pmu0jPOREjIxuX2JMrLC1GLqkSWEEEKmFEe4JFi4qp1IZY4W9Ukysi5fMOHEYsG84vgDnzrt3pRlxQKFTIKffWU2vnVuFT4+1o1ep2/IJbQAoJAyKDNrsOU4X65cNcTSYpVcirOm5+DC8D7X8TIzn59c3Ov04fNTFnx5bsGQnuf65aW4aHY+VlRmw6CSDb+02BtMuKt4KpBLJSjNUouB7Kt7WuEPsVi/vAwAcMmcAuiVMvz7i5bxPExCJiwxI6uIn5Gl0mJCCCFkEtt+shdrnm3EvPvfw8oHN+PN8KCeZJzeYNL+WEFVrg4NSTKyDm/qjOzMAj1kEiYmkO2ye5FvSD7oabDL5hWC44CP67rR0s8PNyo1D603tTJXB08gBIYZeiALAM/ecQZWLyga8uNHwswCPU71ufDm/nawHHDp3Mz20QpuW1mBv9+yFAzDwKCWwz7cYU++9N5npzNhcnEgxOLp7Y1YPs2MmQV85lutkOLL8wrwQW1X3KnchEx1bn/86iHqkSWEEEJOAx8c7QIH4OrFJeh3+7E9xe5XgA8wkpUVC6rytOh1+mFzxw9oXP7UPbJKmRTV+fqoycUcx6Hb7kO+Mb2MrGBOkQH5BiU+qu1Gi8UDuZRJO6s7WFUuX3pbkqWGWjG5ezhrCvXgOODxrfUoz9agpnDoq4AExpEIZL2BKdsfK5gWDmT/c7Ad7TYv/uucyqivr6rOhcMbjLuiipCpziWWFg/KyEqpR5YQQgiZ9PY192NmjhL3XzEHRSY1HL7UwYcrjSFNAFCZw2cq63vjZ2Wd3vSeZ16xEYfbbOLAJ4vLD3+IRUGGQSjDMDh/Vj4+PdGDhh4nik3qIQ9ZqgxnYYc6sXgimVnAT5jusvtw6dyClH3H6TCo5SlLiw+12nDv64cQSJBNdPlCU3b1jqAyRwtPIITfvXccM/J0OG9mXtTXv1TFD9nalsYFKEKmmkQZWYmEgUIqoYwsIYQQMll5/CEcabdjdh4fEOpVMtjTGNDjSDMArQpP863vThDI+kJpZXbnlhjR7w6IOzO77D4AqVfvxHNhTR5c/hA+OdYzrJU3leFhSEOdWDyRlJk1UMn5U7bLhlhWPJgxHMgOnjYtONJuw41P7sJznzXjWGf8FU0O39TukQWAivDFoDarB99YVQnJoAsvZq0Cc4oM2HaSAllCBhMysmp5bGWHQiZJmZEdtctoa9asgV7Pl76UlJTgm9/8Jn70ox+BYRjMmDEDP//5zyGRSPDyyy/jxRdfhEwmw5133onzzjsPXq8XP/zhD9HX1wetVouHHnoIZvPQFokTQgghk9XBViuCLCcGsgaVHFa3P+XjnL4gCtMo6y3NUkMuZaL2YEY/TyCtHsi5RXzG8HCbHSVZmrR3yMbzpaocKGX8lfihrN4RzCowQK+UYXlF9pCfY6KQShjMLDCgx+7F/BLjiDynUS1HkOXgCcROBT3e5cDNT+0W/7u+x4m5xbHfl39/DL/MeTKblsNfbMk3KHHlwuK49zlrRg7+sa2RH542xTPYhERy+4PQKKQxF4AAvk/WHxqHqcU+H38ldsOGDdiwYQMeeOABPPDAA/je976H559/HhzH4aOPPkJPTw82bNiAF198EU899RQeeeQR+P1+vPDCC6iursbzzz+PNWvW4K9//etoHCYhhBAyoe1p7gcAzMrhhybpVTLYvakzsunsfwUAmVSC8mxt3IxsMMTCG2BTTi0G+F2wUgkj9sl2hgPZggx7ZAF+QM5Z4Z2nw8nIGjVy7P/5xbho9vhOHB4pv7pyLv584+IRKSsG+IsiAGLKi1mWwzef3QOZhMErd34JEiZJxj7NzP/prMioxqwCPe6+sDrhlPCzpucgEOKw+xSt4SEkkssfgibB3xiFTAJfYBxKi+vq6uDxePC1r30Nt9xyC/bv348jR45g+fLlAIBVq1Zhx44dOHjwIBYtWgSFQgG9Xo+ysjLU1dVhz549OPvss8X77ty5czQOkxBCCJnQ9jb1oypXC4OKL7syqOVweFP3yDrTmDYsqMrVxt0lK5R8pfM8Kjk/8GlfCx94d9r4QDZPn9nUYsH5NXyf4VBW70Qaan/tRDSvxIjFZVkj9nxGdfxA9tOTvWjoceHey2tQna9HmVmTcEWTK83S89OZRMLg3e+twvXhlTvxLJtmhkImSWtQGyFTidsXTDgwjs/IjkNpsUqlwu23345rr70Wp06dwte//nVwHCdeRdRqtXA4HHA6nWL5sXC70+mMul24bzy1tbWjcfinJa/XS69XAvTaZIZer9ToNcoMvV7xcRyH3Q29OLNUK75GfpcNNncg5etl9wTgc9rSel2NjA9NfS4cOnIUsojAr9vJZ34dlm7U1npTPs8cM4M3avvwxYEjONbcB5NKipPHj6V8XDzVqhAumaFHPteP2lp7xo+n91Rqth5+vdGhupOYbmTE1+uvH3XCpJKiQmZDba0deWrgSGtfzOvpC7Lwh1i47ZYp8VoP9z01O1eJD4+04eqq0+fiSjL0O5ieqf46dfZZIWWDcV8DLhRAr8UKwJDw8aMSyFZUVKC8vBwMw6CiogImkwlHjhwRv+5yuWAwGKDT6eByuaJu1+v1UbcL942npqZmNA7/tFRbW0uvVwL02mSGXq/U6DXKDL1e8TX0OGH3NeKCBdOgUrlQU1ODis6TCBy2oWJ6NVRxhmMA/LqCANuA8qJ81NTMSPl9lrtb8fJhK7R5ZeKkXwCQdDoANGPGtDLU1KQeMLROZcErR3aiW2KGT+JCsZkZ1r/rsgVDfii9p9IQ1NuADzphyiuGirGgpqYGLRY3drc14NvnTsf8uTMBAAsbgWd2nEL1zFlRGe79LVYAp3Dm7Iq03h+T3XDfUxd3yfHwu8eQXVKBPP3QVkpNJvQ7mJ6p/jpJttlgNrBxXwPDh31QapJX9YxKafErr7yCBx98EADQ1dUFp9OJlStX4rPPPgMAbN26FUuXLsX8+fOxZ88e+Hw+OBwO1NfXo7q6GosXL8aWLVvE+y5ZsmQ0DpMQQgiZsPY08WW6S8oHykkN4TJfR5I+WZeP/1q6vYvCvtWGQeWjTp+wFiG9PaGLy0wwaeT4sLYLnXZfxqt3yNgyqPn3R2Rp8fO7m8EAuOGMgTLZqlwt/EEW7eGJ1IJ470+S2MrwGp7PG/vH+UgImThc/hA0Cf5WKWQS+ILjMOzpmmuugcPhwPr163H33XfjN7/5De6991786U9/wnXXXYdAIIBLLrkEubm5uPnmm3HDDTfg1ltvxd133w2lUon169fjxIkTWL9+PV566SXcddddo3GYhBBCyIS1t7kfRrVc3PUKAPrwgB57kj7ZgQA0vUBWyMIO7pMVniedqcUAPzjq3OpcfFzXjQ6bB3kUyE5oQo+sPRzIegMhvPR5Cy6anY8i00BvsvD+ODno/bG3qR8lWeohTaaeimoKDVBIJTjYah3vQyFkwnD7gtAqkvTIjsf6HYVCgd///vcxtz/77LMxt61btw7r1q2Luk2tVuPRRx8djUMjhBBCJoUDLTYsKDVFrSUQsmjJMrLCOpVEkyAHM6rlyNUrcbwrOlBxZRgQA8AFNfl4Y387AFBGdoLTD5pa/FmjBRaXP2ZoUVXuwK7h82byQ7g4jsMXTRacWTn5VxuNFYVMgppCPQ5QIEuIyJ1iarFwQTWRUcnIEkIIIWR4uuzemKm9QvCRbHKxsK5AmWAVSDxziwzi6hyB05tZiTIAnDMzVxwYVWAc2sRiMjakEgZ6pUwMZJst/PCnOYXRc0nMWgWyNPKoycXtNi+67L4RnaI8FcwvMeFwmx0sywHgf8fv23g4ZfkkIacrlz/x1GKFNHVGlgJZQgghZIIJhlhY3H7k6KKDQWH3p92T+Cq1cFKslKf/J35esREnuh1w+wee15lhr61wfMsrzABApcWTgEEtF8vUW/vdUMgkMe85gM/KRpaeU3/s0MwrMcLpC6Khl78o8MLuZvxrZxNqO+Jv5yDkdOf2Jc7IKuVS+CiQJYQQQiYXi8sPjgNyB+1h1YvDnpJkZMN/+BNNNY5nXokJLAfUdgysusm011ZwYU0+AKDYNLwdsGT0GdVysUe2td+DYpM6qpRdUJWrQ0NEILu3qR9quRSzCvQx9yWJLSgxAQAOtVkBAJvrugEA/W7/OB0RIQNaLG48sbVerBgYbf7wCq9EPbKUkSWEEEImoR6nDwCQq1NE3S4EssmGPXnDPbKZlBbPKzYCAA62DpQXu3xBKGUSyKWZnSrceGYZ/nbTEszI06W+MxlXBvVAaXFrvyemlF1QladFr9MPm5u/756mfiwsNUGW4Xtjqpuep4NGIcWBFhu67F7x981KgSyZAF7Y3YzfbKrDmwfa43692+4d0SDX4+f/ViW6WKqUj9PUYkIIIYQMXa+TP7EdXOapVcggYZIPexIyskpZ+hnZfIMSuXolDkX0yTp8wbQnFkdSyqS4dG4BGCY2s0cmFj4jy7+X2vrdCQNZYXJ2fa8Tbn8QRzvsVFY8BFIJg7lFRhxstYrZWADodyW+MEXIWDnSzlfk/Pa9Y+IFUUFznxsrH9qM/xzqGLHv5/InX/GmkEqotJgQQgiZbHoc4YzsoNJiiYSBTikTy0HjEXtkM8jIMgyDecXGqIFPLl8w47JiMrkY1XLYPAF4gyx6nX6UZGni3q8qnF0/3unA56f6EWI5CmSHaF6JEUfa7XjvSCdfys1QaTEZfxzH4Ui7DTPydGizevD09lNRX3/zQBsCIQ4nu53xn2AIhJkMiXtkKZAlhBBCJp3ecGlxvME7BrU8eUZWmFqcwbAnAJhbbMTJbqd4cuH0BjMa9EQmH4OKD2R7XPy/eaKMbGmWGgqpBD967RBu/cduMAywqMw0hkd6+phfYoQvyOKTYz24sCYPRrWcAlky7rodPvQ6/bjxjDJcMCsPf/34JPrCf4cA4K0DfCa2y+Ydse/p8gmlxQn2yKbRI0t/oQghhJAJpsfhg0YhjZsR1avksCcJZIWSMFUGpcUAML/YCJYDjrbbsXSaGU7KyJ72jGo5PIEQ2mx8hj/RgC6ZVII/XLcQ9T1OaBRSVOXpYNIo4t6XJCcMfAKA82vy8emJXvS7qbSYjC+hGmdusRFnzcjBJf/3KR754Dh+fdU8HOt04FgXP1m7wz6CgWzKjGzqv2H0F4oQQgiZYHqdvrjZWIAf+JRs2JPYI5thRnZeycDAJyGQLaAVOqc1o4Zf51Tfz2cEE5UWA8Dl8wvH5JhOd+XZGhhUMgRZDmdWmpGlVaDfRRlZMr6OtNvBMEBNoQFapQy3rCjHMztO4fplZXj/aCckDLCg1DQ6GdkEgawijWFyFMgSQgghE0yPwxfTHyswqORos3oSPlYIZNM5CYiUb1AhT68Ur8xTj+zpT9hLXN/ng1zKIC/Be46MHIZhcMXCIsgkEihlUmRp5GizjlxwQMhQHG6zoSJHK37m331RNd460IGfbjwMm9uPL1XloCJHm3Ci8VCIPbKJSovTuBhLPbKEEELIBMNnZOOXbhpUqYc9ySTMkFajzCs24mA4kHX6gtANYWoxmTyM6nAga/En3CFLRt6v1szD/VfMAQCYNApav0PG3ZF2O+YUGcX/Nqjk+Mlls3CgxYpTfW6sXlCIAqMKNk9AXJszXCORkaVAlhBCCJlgep3+hKXF/LCnJIFsgM1oYnGkxeVZONntxO3PfA67h4Y9ne4M4UC22xVMWlZMRo9Zq0g57KnF4sZ7RzrH6IjIVNPv8qPN6sHcIkPU7VctKsayaVlQSCW4ZE4B8sOtJp0j1Cc7EhlZ+gtFCCGETCCBEAuLy5+wtFivksHpC4JlubgZNG8wBFUaQzLiuf2sCgRDHJ7Z0Qh/iBUzduT0FPnvm2jQExldJo0c3gALjz8EtSL+7+3fP23Av3Y24cVvnIkzK7PH+AjJ6e5oB78/NjIjC/Bl8H+9cQmaLS6YNAoUGsOBrM2LihztsL+vkJHVJPh7pZCm/jtGGVlCCCFkArGEB78kG/bEcgMTHwcbTkZWJZfiuxfOwPYfnY8/37AI65eXDel5yORgUA/kMxKt3iGjKys8/TlZVrapzw0A+Mnrh8Q90YSMFGEuwpxBGVmA32W+pNwMAGJGtmsEM7JKmSRhG0w6f8cokCWEEEImkB4Hv7sv2bAnAAl3yfqCbFprC5LRKGT4yvwimLW0YuV0FpmRLTFTIDsessKTo5MFss0WN4pNajT0uPDYJ/VjdWhkijjSbkexSY2sFJ/3BcaRLS12+ZMPFFRQIEsIIYRMLj3hJfSJM7L8iW+iFTy+YGjIGVkytShlUqjCfWjUIzs+hIysNcEu2RDLobXfjdULirB6QRH++nE9GnqcY3mI5DR3tMOO2XGysYPplDLolTJ0jtAKHrcvBE2CcnqAMrKEEELIpCNkZBOtQhHKQZNmZCmQJWkSMvzUIzs+hCyYJcEu2U67F4EQh/JsDX705Vnwh1hsrusey0Mkp7kuuzft3/98o2rEAlmXP5hwYjFAGVlCCCFk0ulNNyObYAWPNxAadmkxmTqMajmkzED/GxlbpnBpcaIVPE19LgBAmVmDIqMKCpkE3eGLXYQMVzDEwuENiu/DVAoMqhGcWhyCNsHEYoCvGEmFAllCCCFkAul1+KFVSBNOMDWoKCNLRo5RLUeuVgYp7ZAdFwPDnuJfmGqx8IOeyswaMAyDfINyxIbtEGILXxAV3oepFBhVI/b+c/mG3yNL63cIIYSQCaTH6Us46AkYyMgm2iXrC7DI1lJGlqTnwtn5ONXKjfdhTFlyqQR6pSxhaXGzxQ2ZhBFXn+TrVei2U0aWjAxrOJDNJCPb7fAhxHLDvvjl9oeS/q2jHllCCCFkkul1+BKWFQP8+h0AsCfMyIbSWiRPCAB885wq3LrYPN6HMaWZtPIkpcVuFGepxRUleQYluhyUkSUjQxgylu7O8HyjCiGWE1tghiNVjywFsoQQQsg4Otxmw30bD4sDnNKRKiOrkkuhkEmSTC2m0mJCJpMsjSJpaXGZeWCidB5lZMkIsnn4CyimdEuLw730IzHwye0LQZOkR5aGPRFCCCHj6LnPmvCvnU348h+34pNj6U0a7XUmz8gCfJ+s3RM/I+sNsFDRsCdCJo0sjULMyLZY3PjLxyfBsny5d/OgQDbfoILTF4TLF//3n5BM9LuEHtn0MrKFI7hL1ulLlZGlYU+EEELIuDncZsesAj2ytUp89enP8e7hzqT39wdZWN2BpBlZgF+ZkrBHlvbIEjKpZGnksIQD2Q27mvDb945hT3M/7N4A+t2BQYEs/9lAk4vJSBB7ZNXpZWSF6ebDHfgUDLHwBVloaP0OIYQQMvH4gyyOdTpwzsxcbLxrJXL1Smw61JH0MX2u5Kt3BHqVLMXUYsrIEjJZmDQKWMOZsc9PWQAAbx/sQHPfwMRiQZ5+ZAIJQgDA5vaDYQZmL6SSrVVALmWGXVrsDoQAIOn6HamEgSzFQCkKZAkhhJBRcKLbAX+IxdwiI1RyKc6szMZnjX3guMQTYnsdfFYmR5f86rheJY/bI8txHPzUI0vIpJKlUcDhC8LhDeBwmw0A8M7hDjQJgWx2bEaWAlkyEqyeAIxqOSRpTiCWSBjk6VXDD2R9fCCbLCMLpM7K0l86QgghZBQcabMDAOYWGwEAZ1SY0WX34VT45DSebSd7AQAVOdqkz21Qx8/I+oIsANDUYkImEbOW70/ccrwHgRCH1QuK0GX34Y39bQCA0siMbLi0kwY+kZFgdQdgSnNisaDAqBp2j6zLz//9SpaRBVJPLqa/dIQQQsgoONxug04pQ3n4JPTMymwAwGcNfXHv7/YH8eSnDVhVnYsZ+fqkz61XymH3xGZkfQE+kFVRaTEhk4YwMfb9I10AgP+5ZCYUUgk+ONqFLI0cBtVAoGFQyaCSS9BNK3jICOh3+9OeWCwoMKrQQRlZQiamX/7nKN460D7eh0EImeSOtNsxu9AglmxV5WqRo1Pis0ZL3Ps//1kz+lx+/Pf501M+d+KMLH9yQBnZqeXUqVN45ZVXRvy+yfzf//0fnn76aTzzzDN48skn8fbbbyMYpEm6Q5EVDiQ+PtaN6nwdSs0arKrOARDdHwsADMOXdnZRRpaMAJsnAFOaE4sFFdlatFjcCITYIX9fMSOrSJWRTf51+ktHyCAvfd6Cf+9pHe/DIIRMYiGWw9F2O+YUG8TbGIbBGRVm7GqI7ZP1BkJ4fGsDvlSVjaXTzCmfX6eUwxMIITjoREIsLaaMLBkDN998M7761a/ijjvugF6vx0cffTTehzQpZYVLix3eoPj7f9m8QgBAWXZsm0G+QUk9siPAH2TFNUdT1VBKiytytAiyHFosidtkUnGHA1mNcngZ2fRGVBEyDPtbrCgyqsS+jonMH2Th9AVR22Ef70MhhIyjEMvhlT0tAIDrlpVl/PjGXic8gRDmFhmjbj+z0oy3D3WgxeKJGuDywu5m9Dh8ePT6RWk9v1zGZ3mDLIfImFXMyNKwJwLg6NGj+Pzzz8ULJ+vWrQMAWCwWPPvss3C73Vi6dCnUajU6OjrwzjvvQCKRQCaTYfXq1eA4Di+88ALUajVmzJiBlStXJvxeK1aswF/+8hdccsklcb/vzp07odfrsXz5cng8HmzYsAHf+MY3Rv9FmASyIko7l03LAgBcODsfWoUUswpi2wzyDCocbc/sPMXtD2JfsxUrp+cM72BPE/4gi/N//wkun1eIH19WM96HM26sQygtrsjlL6409rpQmasb0vd1hUuLU2dkqbSYjLM7/vk5HttSP96HkRZhIXmPw4deJ5XtEDIV7Wrow+WPfop7Xj2En795BKEhXLE/PGjQk+CMcJ/srsaBPtlDrTY8/O4xrKjMxpmVqbOxACCX8H++g+zgzK6QkaU/7wTo6+vDDTfcgK9+9avIzs7GyZMnAQChUAjr16/Hbbfdhu3bt8Pr9eKtt97CZZddhq9+9atYunQp3nvvPQCA0+nEzTffnDSIBQC5XC6WFsf7vosXL8bBgwcBAIcOHcK8efNG8SefXCID2aXl/GeAQSXHRz84F7efVRFz/3y9Ct0ZZmQf39KAG5/8DB02z/AO9jTxYW0XWvs92LCrCbY48wamgmCIhd0bhDHDjGxleBhhQ49ryN/bLQ57oh5ZMsHZPAFYXP5R/z6BEItb/rEbnxzrHvJz9LsHPszqOhwjcViEkEnE4Q3g1n/shsMbxDVLSuANsGjocWb8PIfbbFDKJKjKjS4LnJGng1mrwK7wwKd2qwe3//NzmLUK/HH9QjBMeisQpOG+29jSYv4qt0pOpcUE0Gq1eOONN7Bx40Z0d3eDZfn3S0lJCaRSKeRyOXJzc+F2u+FwOFBQUAAAKC8vR09PDwDAZDJBKk39fvL5fFAqlQm/b1ZWFhQKBXp6enDo0CEsWLBglH7qyUetkEIpk6DAoEJJllq8vcCoivu7nGdQwuUPwelLvyf5g6P8IKm6Tjq3AfgqGINKBrc/hJc/bxnvwxkX9vCchawMe2RNGgXMWgUaeoceyA5kZJMHsvMGXQwejAJZMqoCIRaBEBd3KMlI29XQh63He/Bx3XAC2YGAm8qLCZl6uuw++IIsfnjJTHz97EoA/NCmTB1ut2FWoQEyafSfWaFP9vV9bTj/95/g2r/thMcfwj++ugx5+vTbL+TSgdLiSD7KyJIwr9eLTz75BFdffTVWr14NmUwmlvp2dnaCZVn4/X709vZCq9VCr9ejq4sPdpqampCdzVcPpHtxZfv27ZgzZ07S77t48WJs3boVBoMBGo0mxTNOLUUmNVZUZaf1eme6S7a1342j4XOa4xTIoqnPhU9P9OKOsyuxvMKMZ3acirkoOBUIVYiZlhYDfFZ2KBd5BUJGVp2itPgXV85N+nXqkSWjyhPgr7g4vKNftvHO4U4AQNMwms/7XRTIEjKVCdUj2ToFqnK1UMokONxmw5pFxWk/B8dxONJux+oFRXG//uMv12BGvh7HOu3otPvw8DXzMTNOH1wyUqG0ODQokBX3yFJGdqqpr6/HE088If732rVrUVpaiieeeAJyuRxqtRoOhwNZWVmQyWR47rnn4PV6cc4554g9sZs2bQIASCQSXHHFFSm/54YNGyCRSMCyLAoKCnDxxRdDIpHE/b4AUFNTg3feeQdXXXXV6LwIk9g/b1sOgzq90/L88EWvLrsXVWn0KH5Uy1/gV8klONY1voGsxeXHXc/vxS/XzE3r2EfDi5+3QCphsG5pKarz9fjms3vwYW0XLp1bOC7HM16s4ZJqY4YZWYAf+LTleM+Qv7fLH4JcyqQsHU6FAlkyqjx+IZAd3YxsiOXw/pFwINs3jEA2XFo8q0CPWrpqSciU0xfujTdrFZBJJZhVaMg4I9tl98HhDcYd0gIAZdkafP+i6mEdp0woLWbjlxZTRnZqmTZtGu65556Y26+99tq497/tttui/ru2thaFhYUxtwPAHXfcEfc5vve97yU8nkTfl2VZmEwmVFVVJXzsVBU5/C0VYXhmjyO9WR4f1nahMleLYpMax8c5kP3PwXbsqO/Du4c78e3zUq8ai8fq9uMXbx3FV1dOw/wSU0aP9QdZ/PuLFpw/Kw8FRhUu0uejJEuNp7Y1TrlA1hY+5810ajHAD3z6955WOLwB6FWZP94fZKGQDv/vFP2lI6NqrALZz09Z0Ov0oyJHi9Z+95CGswADpcUrqrJxstsBf3DqlZoQMpX1hjOyOTq+dG9ukQFH2m0x63KSEU4UZ+RllmXNhCxcWjz4s25g/Q79eScTS0tLC5588kmsWrUq7XJlEl9eBqXFdm8Auxr6cFFNPmbm63Gy2znkc6SRsOlQBwBgb1P/kB5vcfmx/u+f4bV9bfjPwY6MH7/1eA96nX6sX14KgJ83cOuKafj8VD9Odk+tBEb/sEqL+Wz6qd6hJY+CITam9WYo6C8dGVXucCBrH+XS4ncOdUAll+DmM8sRCHFotw5tKl+/yw+VXIKFpSYEQhzqh1H/TwiZfCxO/g+7MEV0TpERdm8Qrf3pf6aIgWz+6JXNCcOeAqHYfbQADXsiE09paSnuvPNOzJw5c7wPZdLTK2VQy6XosqfOyG451oNAiMNFs/NRna+HN8AOa//ncPQ4fNjdaIFMwmBfizWjC4QAXzFzw993oaHHiWytYkjZ5bpOvsJmReXAGqIrFxVBKmHw2t62jJ9vOHbU98IRHno0HqzhjGymw54AoDI8yLChd2jnyQGWE2c9DAcFsmRUCT2yTl9w1JZOsyyHd4904pzqXNQUGgAAzUP8kO53B2DWKDA7/DzCBx4hZGroc/lgVMvFvp25xfxnweE2W9rPcbLbCbNWIWZ1R4Ms3CNLGVlCph6GYZBvUKaVkf3gaBeytQosKstCdbjdYbz6ZN890gmWA246sxwWlz/jVrCnt5/CiW4nnrp1Gc6ekYMTXZkHUU19buTplVFDhvL0Kpw9Iwev72sbtXPVwU71unDD3z/DnRtb8fEwtm0Mh9UTAMNgSKXB5dkaMMzQV/AEQ6z4d2w46C8dGVVCaTHHAS7/6JQX72vpR5fdh8vmFaI83GNyqm9ov1jCYuiKHC0UMglqx3EFj80TyHhPHCGE96NXD+KH/z6Q8eP6nH5kawfKrKrz9ZBKmJg+2ZPdDqx44CO0xan+ON7lwIy80R1iIpMm6JEN0LAnQqaCPIMK3Wn0yO6o78U51bmQShjxc+nEOAWymw52oDJXi+vDZb17mzMrLz7aYceMPB3OmpGDGfl6tFk9GQ8Tbba4xXPFSGsXl6DD5hVXo422xvDqGpYDbnv6c/zxwxNj8n0j2dx+GFRyscInE0qZFCVZ6iGv4AmGOPHv2HBQIEtGlZCRBUavT3b7Sf5D57xZeSgwqKCQSdA8xIFPFrcfWVo5ZFIJqvN14zq5+Ddv1+Kmpz4bt+9PyGTFcRw+rO3Cpyd6M35sr9OHbN1AIKuSSzEjT4fD7dEZ2d2N/eiweXFkUKaW4zic6HaOalkxEDHsKWZqMQ17ImQqKDNrcLjNhkOtiatFuh1e9Dr9mBvexalVylBqVuPYEDKZALCnqR+PvH9M/JzJRK/Th88a+3D5vELMyNNDp5RhX7M1o+c41ukQJ7xX5/P//0R3Zj9Ls8WNUnNsIHvx7HzolTK8tm9syotb+vnz1D9cXoSzpufgpc+bx+T7Rup3B2AaQlmxoCJHh8ZhlRZTRpZMIF12L65+bAd+//4x8TZ3RBY2VSDb1OcaUklHs8WNfIMSBpUcEgmD0iz1kCcXW90BsTeupsAwrhnZNqsHJ7qdYlabEJKebocPvU4/Ou3ejK/WW1x+ZGujS4LnFBljMrLCH+/B/fjCxGLhJGu0CEMyBu+R9QZYSJiBQJcQcnr6/kXVyNIocMs/PkvYKyqcw8wqHPg8qs7TZ7xLtqHHia898zmufmwHHt18EjvrM89avhcuK75sXiGkEgYLS00ZZWTt3gDarJ6IQDbz7LI3EEKn3Ytyszbmayq5FF+eV4B3DnWMyXlXi8UNpUyCPK0Mi8uz0GH3jvmAUasnMKRBT4LKHC0ae1wZ9zoDQmkxZWTJBFHbYceav2zHnqZ+7G+xird7ozKyiU8oj3U6cN7vPsF74RU6mWjtd6M0a+Dq2rRs7ZB3yfa7/WIgO7vIgF6nD5228Snv7Xf7wXGggVOEZCiynzXT/p0+lz8qIwvwfbI9Dl9Uqb9QFtYx6PNBOKGcPtqlxWJGNnb9jkoupamwhJzmikxqPP/1MyCXSnDjk5+h2xF7riJUlQlzPwCgukCPhl4nAqH0g6a7X9qPz09Z8N8XzAAA1A1hPeHuRgsKjSpxLdmiMhPqOh1RCY9khOB7ZvgiYWmWBiq5BMczyC639nvAcUBZtjru19cuLoHLH8I7hzOfhpypFosHJVlqMAyDkiw1OA7osA1tUOlQ2dz+Ia3eEVTmauHyh9IqcR8sEOJoavF4+eV/juJX/zk63ocxYRzrdODav+0Ey3GozNGKk4oBRF3VSpaRfftgO1huaAMIWiyeqDKRsmwNmvoyv0IUYjnYPAFxetvisiwAfCnNeBCmyY33zjdCJpvDbQPZ05MZlJ2FWA797ugeWYDPyAKIysoKgWz7oEBWKHMb7Yys0NMUb9gTlRUTMjWUZ2vx2E1L0OPwYVucVoq6DjsKjaqorNvMfD0CIQ6n0uxt7HP6cKDVhv9aVYnvX1SNYpN6SG1XXXYvik1q8SLb4rIshFgOB5OURkf9LEIgGw6EJRIG0/N0GZ0jCdOay+KUFgPA8mlmTM/T4fEtDaM+9Kmlf6DEWUjGtFjGNpDlM7LDCGTDK3iGMvApyLI0tXi8bDnegy3He8b7MCYEluXwk9cPQSGT4PVvrcT0PB1cvoGA1R2RkU22gufdcCY201/iQIhFh42/qiUoN2vg9ofQG16jkS6bJwCOA7K0AxlZlVyCL5osGT3PSLGG93tl2v9ByFR3pN2GMrMGMgmTUUWDUAWRPWja8Oyi6MnFwRArTkbvGFRafKLLMeoTiwGIJwCDS4t9ARZKGQ16ImSqmFtsAMMgbktVbYdD3OYgEPr3000cbDvJB8hnz8gFAMwq0KNuCG1XPQ6fuP8WABaWmgCkP/DpWKcDeqUMxaaB873qfH1GgWyzGMjGlhYDfHD8nfOn41iXA+8fzbxCMBMtloFqwlIz/zO19o/tWiSrOzCsjGyOnj9ftrgyO98GwsOeJnJpcV9fH8455xzU19ejtrYW69atw/r16/HjH/8YbHjK4ssvv4y1a9di3bp1+PjjjwEAXq8X3/nOd3DDDTfg61//OiyW8Qkikumyecet3HSieWVPK/Y09eNHX56FIpMaOqUMzohA1ptGRra+xymWhmS626zT5gXLIaq0uDyb/4BqtmR2hUhYDC2UFsulEiwoMY1LRtYfZOEKv3bjNV2QTD1vHmjPuKd0IjrSbsfCUhPKszUZZWT7whe/BpcW65QyVORoxYxsm9WDQIiDQiqJ6ZE93uUY9bJiAJBKhB7Z2NJipZyuURMyVShlUhQaVDFrB33BEOp7nKgpjK4OqcrVQcIg7T7Zrcd7YdLIxYFRswr1qO9xZjzwqdvhQ55eJf53llaByhwt9jZZ03r8sU4Hqgv0UW0T1fl6dNl9sHnS+7vV1OeGRiFFji5xX+hX5hehMkeLP350ctSysjZPAHZvUAxgCwwqSCWMOABqLIRYDnZvAMZh9Mgawmt7hnLeEAixE7e0OBAI4L777oNKxb9h//znP+Pb3/42XnjhBfj9fnzyySfo6enBhg0b8OKLL+Kpp57CI488Ar/fjxdeeAHV1dV4/vnnsWbNGvz1r38djUMcMpcvCIfwf6fBCd9w9Lv8eOCdWiybloVrFpcAADRKaVRpsdsfgnDBJVEg++5h/qrXWdNzMt7/KgS+JeaIjGx4rHqmA5+EDGhkmcXSaVk40m5Pu4djpAjHAlBGloyNFosb//3CPrw+RhMbB6vvcWLtX7cP+yJhv8uPNqsHc4sNmJ6nw8kMMrJ9Tr7Px6yN/cM+p8ggTi4WyooXlZnQ5fCJ5b3CxOLqUZ5YDCSeWuwNUGkxIVON0FIV6USXE0GWi8nIquRSTMvRptVbynEcPj3Rg5XTc8R2hppCA4Isl9FFQm8gBIc3iFx9dKXK/BIjjrSnLi3mOA51nXaxrFiQ6cCnZosbZWZN0hkCUgmDu86fjtoOOz6s7UrreTMlnLsKSRiZVIIik2pIpcV//PDEkBIudqEKcRilxXqVjH+uIcRDQZabuKXFDz30EK6//nrk5eUBAGpqamC1WsFxHFwuF2QyGQ4ePIhFixZBoVBAr9ejrKwMdXV12LNnD84++2wAwKpVq7Bz587ROMQh64wY9jHVs7J//OgE7N4gfrVmHiThDzjtoIysJxBClkYBqYRJGPi/c7gDC0tNWF5hRqfdGzUgKhXh6lVkRrYkSwMJA5zKMJC1uPjjizyJXVLO93AcaEmvh2Ok9If7Y2fk6dBscdPkYjLqhH2obf1j26Mj2Hq8B3ubrXhmx6lhPY+QNZ1TZMT0PB2a+9xpDzXpC5dHxSsLnlNkRGu/BzZ3QAxkv1SVgxDLiUNWhInFM/JGtz8WiNwjG7t+h0qLCZlays1aNA8KgoQ+1lkFhpj7V+elV5J7vMuJbocP54TLiiOfL5Py4m47f5FwcCBbU2hAh80bdfE+nk67F3ZvUBwUJRA+a9Md+NRsccVdvTPYFQuKMC1bg8e21Kf1vJkSSogjj6XEpMm4tNjpC+IPHx7Hrf/YHTXkMB3WcBZ7OD2yWoUMDDO09Zr81OLhh6GyYT/DIK+99hrMZjPOPvtsPPHEEwCAadOm4Re/+AUee+wx6PV6nHHGGXj33Xeh1w+8IbVaLZxOJ5xOp3i7VquFw5H4F6W2tnakDz+lfR0DHxSfHTqOoCX1L8RE4PV6R/z12nm8A/PyVWD7W1EbvhjksfXDH2Rx6MhRyCQMOnsskDEsNHIGzR09qK2NPunqcgZwuM2O25eYIfXwT/LpnsMoMaZX6rDvuAUSBrB1nIKza+DKTo5GhkONHaitTR0ACq/N0ZP8e62vvRm1Dn5inc7HP/7dL47B5M9K65hGwqFO/n02w8TgRDfw4e5DmJ49uj136RqN99LpZjK+Rnsa+Pd/XXMXxvrQvV4vPqvj5w48t6sRl5aEhpxV3HzYCgCQOzuhDrgRZDls3n0IZabUnylH6vkTgb72JtRaooNBQ4g/wdi06xD2NrugkTMwcfyJ4s79dajJU2FPG38fpdeC2tqRvSAw+D3VbOVP/JpaWlErs4q3W2wOsOz4/H2cSCbj7+B4otcrtYn8GqlCTvQ6fdh78AjU4daC7Ud6oZQy8PY0o7YvOvNllnlxqs+FA4ePQJGkvPPVI1YAQAFjRW0tHyyGWA4KKYPtR05htibxOXrk63W0m7/Y57N2i88DANoA/5n57q7DWFAYf5IwAHyR4LOV5TioZAw+q2vCIkPydjKO49DU68LcbGla/44L8mT4qN4+Kv/mX9RZAQDunhbIuQBqa2uhl/hR1+PO6Pu12flg1OUL4qa/78Tvv1yEIkN6gWldD/9vYu/tQm3t0FvYNDIJmtq7UVub2eogh9sDFQLDfn1HPJB99dVXwTAMdu7cidraWtxzzz2oq6vD66+/jhkzZuC5557Dgw8+iLPOOgsu18CbzuVyQa/XQ6fTibe7XC4YDLFXkgQ1NTUjffgpHXW3AuCDHIUxDzU1pWN+DENRW1s74q+X4412zC3Ljnre8r5GYH8/Siumw6RRQLHHDYMGUARDkKl1Mcew/dMGAMAt589Hr9MHbOuBLKsQNTPz0joG74F9KDL5MHfO7KjbpxfYYA2E0vqZhdfm0556AD1YOr8GetXAB8H0zX1odsvG9P3WFOoE0IFLFldh0/H9CGpzUFNTMmbfP5nReC+dbibja7Slm3//uzjFmB97bW0tun1umDRyWN0BHPPqcd2ysiE9V/e+vSg2qbF84Vyocqz43bYecPp81NQUpHzsppZjkDB9WL5gjlhGJ8gv8+PeDzrhlJlgDQVQlWfAmfOqgY86ITflo6amKPwZ0omLls+JGRg1XIPfU+peF4BWFBQWRn02yD7ph14unXTvv5E2GX8HxxO9XqlN5Ndoqb8d/9zXD3VuqVhK3L1tF2YVGmLOjwBgZaADzx/YC5m5BDXhqezxHNvxGabn6bBq6byo22cVWtDtlyd9PSJfr1PBDgDtWDJ7BmqKBs7rc0p8+OmHnXApslBTU5HwubZ285+tl5wxN2bv6cwCC3r8qc/Ruu1e+EKNWDijBDU105LeFwBKmuvgPebArFmzRnydmf/4YehVdixfOFd8nea1y/D+yeOomF4NlTy9qhrnKQuAFvx89Ww8uvkk7vu4F8/dcQam5cQOszrcZsOcIoP4s3Qy3QDaMW9mJWrKhp6oMWk7INPoM/7dkL3bjSxjbFwQz549exJ+bcRLi5977jk8++yz2LBhA2pqavDQQw+hpKQEOh1fx56Xlwe73Y758+djz5498Pl8cDgcqK+vR3V1NRYvXowtW7YAALZu3YolS5aM9CEOS2Rpcfsw9j09sKkWN/x910gc0rhgWQ7dDh8KjNEnazol/8snDCpy+0PQKKTQK+VxSw/2NVtRZtagPFsrllhkMvCppd8TVVYsKM/WoHkIpcVyKQOdMvr6ztLyLOxp6h/1UeyRhDKbhaUmyCQMTmSwJ42QoRBaJQbvRR0LHMfheJcTVywowqwCPZ7Z0TSkBesAX1o8t5g/UarM5f/upDu5uNfpF1shBjNrFSgyqnC43YbGXhcqcrQoNPFzIITdfwdbbSg2qUc8iI1HOMZAKF5pMfXIEjKVDJ4NwnEcajvsMf2xAqG3NFl5sTcQwu5GC86ekRPztVkFetR1pr+CR9gzOri0OFevRK5eiaPtyZ/rWKcD+QZlTBALADPy9WmVFjenWL0zmEYhQ5Dl4M9g3266WuOcu5aIk4vTjy16wq/rGZXZ+NfXlsPtD+Kav+2MeT33NPXjK3/ahs8aBwboWj3huTDDmFoM8H2yQyst5sQWmeEYk792v/rVr3D33XfjpptuwvPPP4+7774bubm5uPnmm3HDDTfg1ltvxd133w2lUon169fjxIkTWL9+PV566SXcddddY3GIaeuye2FQyZCrVw65R9bhDWDDribsbOiLWlUzmfS6fAiyHAoMqqjbteEgUPi5PIEQVHJpwjd6Q69LnPCZq1NCJZdkFIC2WNzi1LdI+QYV+lz+jBZ+W91+mDSKmCtvi8uzYPcGM1rjsWHnKax7fCeu+PM2XPu3HRmPJhd6ZHP1SlSkOZSBkOEQPs867d6Y3aSjrccVgtMXxMwCPW790jTUdtixuzHzifUOL9+/OjecYdApZSg0qlCf5lASi8sXM7E40uwiI/Y1W9Fm9aAiRwuDSg6dUoZ2K//aHWy1YX5J4uzGSBJOAAb/W3kDLE0tJmSKKTdHb2vosvvQ7w4kDGSn5WghlzI41pn4s3F/ixW+IIuzpscGsjWFBvQ6/WIglUq3wwuphInZ0S08V+ReWm8gFHPuVtfpwMw4vb4AMD1Ph15n6snFQpCfbiCrVfCJGbdv5GeUxDt3FXfJZtAn2+scuEAwt9iIf39zBeRSBtc9sRMnuwcuUgj9s5FT9sUp/drhXXg1qORDm1rMspCPwNTiES8tjrRhwwbxf7/44osxX1+3bh3WrVsXdZtarcajjz46moc1LJ02LwqMKqjk0iFnLt7Y3y5O9q3rtGNJuXkkD3FMdNn4X568wYGsgn9LCQOfPP4QcnQKSCWSmCZ2luXQ2OvEl6qyAQAMw6A0S5P2L7E3EEK3w4eSOBlZYcR7n9OPAqMq5uvx9Lv9cae3LS3nSy6+aOrHjPz0hrhs2NUEi8uPmkIDPj3Ri1f2tOAbq6rSeizAXylTyCRQy6WYka9LebWSkOHqCFebhFgOvU4f8g3p/d6MhFPhfs+Z+XrMKTLigU21eOmLFpxRmZ3R8whL2asjBoJU5aY/ubjP6U/6R31usUGcYlkRLt0qNKrQYfOg3+VHs8WN9cuHVhKdKWFIRjAUZ/0ODXsiZEoxauQwquVi1lEIXBIFsnKpBFW5uqQZ2QMtVgAD+14jCQOfajvsyNXnxnx9sB6HDzk6hTgYNFJNoR5P1/fx61gkDNb+dQdqCg34/boFAPjEyIluB1ZVx/8+0yMqbxaHS2Qf31IPmyeA/7l0lni/ZosbDIO454zxaMLns+5ACCM5IYXjOLT2e3DOoJ9HOK5MM7ISZmBt5PQ8PV7+rxVY9duPselQJ/77Av5vYV141VJkUqXf7YdUwoiTh4dKr5INKR6a8HtkT1eddi/yDSrx5CVTHMfh+c+axYXORyZpgCKUWCfKyApXsDyBENQKKQxxMrIddi+8ARaVuQO1/GVmTczkvUSEKavxMrJC+Uq6VwsBPguaFadspSJHC51SFnXFMJVuhw+Xzi3AhtvPwJLyLLz4eUtGpZJWVwBZGjkYhsGMPD2aLO6MpjkTkqkum1e8Wj54N+poawoHsjPy9VArpDhrRg4+a8g8Iyv8vkcG4dPzdKjvdqb1+9fn8sOcJCM7J6KXTAhki0xqtFu9OBQ+cRyzjKwkwdTiAAsVZWQJmXLKszVi1nHriR6o5dKkn0d8SW6SQLbVilJz/FYJYTdtuuXFg3fIRppdaIA/xKK+x4l9LVYc7bDjvSOd8Af5i3TbTvYiEOKwqjo2MwwAVeGqvsjKm5e+aMFT2xqjNj40W9woMqqhSLP1QqMUMrIjWznZ6/TDEwihJCv63DVPr4RCJkFrBu11vU4fsnXKqHaYUrMGFTnaqCnGwr9zZCBrcfHnvPEuLmRCr5LB4RvKHllu4u6RPZ112rwoNKpQaFQP6QrE/hYrajvsuPPcKpi1iozHZUfiOC7mavxYEQNZ4+BAlv/Fj8zIquWycGlx9Bu9MZw9qcwZ2LlYatagxeJO66Rz8B6uSGIg60z/36jf5Y8byDIMg8pcrZjtScUXDMHqDogf2tcvK0VDjwufn0p/zxefHeaPZUa+DhyXfp9fPBzH4clPG9BlH/v+RzLxBUMsepw+LCozARj7Ptmmfj8KjSoYw706y6aZ0Wb1xF1FwLJcwpYBocwqctl9VZ4OLn8orZ+pz+lDTpzSN4HQewtAHKZRZOIvah5stYbvM76lxb4gSxlZQqYgPhHAnz9truvGyunZSYcGzczXobXfE7UyMdKBFhvml5jifs2kUaDQqMKhtjQDWbsvpj9WIGSNazvseHVPKwD+HFJoL/m4rhs6pQzLpsWvXizNUkMuZVAfPkdz+4No7HXBF2Sx/WSveL9Tfa60y4qBgQpD1wivP2yJs3oHACQSBiUmdUalxXymO/Z1nVtkFBNlHMfheDgj2++ODGR9MGuH1x8LAHpV/Bk4qQRZduLukT1dBUMsep0+FBhUKDCq4PAGE34AJPL8Z83QKKS4cmER5hQZhpWR/funDVj50OYxHUIk6LLx/Q6Df4HEX/yIHlm1QgK9Sg6nLxgVoDb08oHZ4Iys0xcUe0STaekXMrJJAtlMM7IJfqkrc7RoSDOQFL5nXvgYLp9fCL1Shhc/b077WKzugHhSP7/YBABRH8iZOtntxK/ersWLu1uG/Bzk9NXr9CPEclgULssa64zsKasf1RFl+8sr+BOWz0/FZmWf2XEK5/72k7gXu+LtgZ0bnpD5WWNf0mPwB1nYvcGkg5oKDCqYtQpkaxXi72ehUY1epx+fn+pHZY5WvH20CaXFNOyJEALw509t/R7UdjjQ2u/BebOSb38QPnNPxMnK9jp9aLN6sDBBIAvwe7Q/PdGTVkKFz8jG/2ytzNFCIZNgf7MVbx1ox8Wz86GUSfBhbRc4jsPHx7px9oychP2UMqkE07K14sX+Y50OCH8ePqrjW0HarB4caLFi6bT0i4Q1itHJyIpJmDjnrsVZ6sxKi53+uBcI5hYb0Gb1wOLyo93mhSP8M0SVFrviVyFmyqDmKy4zHdDIlxZTRnZM9Th9YDkg38iXFgNAZwblxS5fEG8dbMeVC4ugV8kxp8iI410OsXwiEyzL4V87m9Bl96HLMfZZtk67F7mDyhmAiNJif1D8/xoFn5FlOYi9wQDfz6ZVSKM+3IRf7OY0SitaLW4oZBLkxjnxFDIywhLuVDiOg9UdPyML8H127Tav+HMlI0znyzPwx6VRyHDFwiJsOtSRchiBwOoZOJaybA0WlJrw+r72tB4bz9FwWfSxrslZyk5Gl1BhMatAD5VcMqYZ2RDLodkawMyIvtZZBQbolTLsboytYtjXwg9bsntifxd7HD7olLKoLMSCEhMKjSq8fbAz6XEIf+CTDXtiGAYrKrOxIKJnTPhbsLO+D/PGqKwYGJhaHGIH/n5wHMcPe6JAlpAppzxbgyDL4bnPmgAA56VYYzgQyMZepBcqTJKVJl9QkwerO4C9zdak3yfEcrC4EgeyMqkEM/P1ePmLVti9Qdx0ZjlWTs/BR3VdONJuR5fdlzIon56nEwPZ2g4+MJ9XbMRHtd3gOA4vf94CDsC6pemvzNSMUkZWCFQHlxYDA1WJ6eoN9x4PJgw8PNJuE7OxKrkkurTY7U/69y5depUcIZaDJ8P2t0CIMrJjTji5KzDwpcWRt6Xj81MWeAMsLptXCACYU2RAIMQl7VFI9lzCL0NLmj2lkfY0WfDvL1qw7UTvkLIvXXYv8uMMURJW1zh9IbAsf1LFTy3msxSR5QcNvS5U5uqipgSXZbCCp7XfgxKTOm59v1ImhVEtR48zvUDW4QsiyHIJA1lhjUdjb+ry4u5wUBDZD3L9sjJ4Ayw27m9L63gGZ4fXLipGbYc9o3H3kYRhUcIHPCGRhAtyBUYViozqIfX/D1VTnwsBlovKyEolDJZMy4qbkW3qC0/ljHMBr9cZ+0ddImFw2bxCbD3eA3uSyYp9Lv6zIt5UzUiPXLcAf71xsfjfwrwDf4hNWIY3GuL1yAprIpRp7iAkhJw+ysKTi1/b24ZZBXoUmWIDpUilZg1UcgmOxTkH3d9ig4RJ3irBZ0kZfBQegJdIXzgJlJtkgGBNoR6eQAgFBhVWTs/BBTV5aLF48PdPGwAA585MPlCqKleHpj43/EEWRzts0CtluGVFObodPhxoteHlL1qwakZu3CxoImKPbBoJjEy09nuQrVWIgXKkkiw1+t2BtKo9OY5DjyN+ybYwz+Fwm138911abh6UkU2cvMmEMCwq3sXlZAIhdvKs3zlddNkG+kKFq/Ad1vQD2Z0NfZBLGSwNTykWPiCGMpH2tb1tEOK3dLKXkWzuAG79x+f44SsHcdNTn+Hshz/OOJjtsntRYIj95VHJJZAwfPbZF840axRS8Y0e2Sfb2OsUB6YIhMFN6fxMLf1ulCT5UMrVK9MuLba6+OMyxZlaDAyUP9en0Sc7OCMLAPNKjCg2qdPqkxWyw5H70r4yvxBSCYM3hpiVFTKyp/pcI/6hTCa/zsiLdCaVuE5mLAgX8mYOmgi+vMKMk91O9EVcjOI4TryYFK/agg9kYz+XLptXCH+ITXrCJa4iSLEDVimTRmV8CyNOFheMYUZWImEgYfjyLIHwmUsZWUKmHmGXrCcQwvkpMpgAf8FwRh6/D3ZnfR9+s6lW/Hw92GrFjDy9WGUXj14lx5mV2eIk90TEHbJJPluFPtk1i4ohlTC4YFY+AGDj/nbMKzYmHBQlqMrT8tU9FhdqOxyoKTTg/Fl5YBjg/jePoMPmzXiivNAq5x7hjGyX3Ztwm0apOLk49Tmw3RuEP8TGfV2NGjlKzWocbrfhWKcDhUYVpuVoxECWZTn0u/0wp7hwm46BRFX6A59YlgPLgUqLx1rkpF5hKmYmGdld9X1YWGqCOlx3X27WQKeU4XB7ZgOfPP4Q3j7UgSsWFIFhMg9kn9lxCk5fEP/82nL85YbFCLEcPjnWk9FzdNq8cddzMAwDrUIGpy8oBkxq+UAgaw9nZL2BEFr7PVH9sQBfypGjUybNyHr8IfxmUy0Ot9lQnadLeL+8DAJZoQE+0S91RY4WDIO0+mS77fw49MFrPPIMSlhcqY/H5Q8hEOKiVgFl65Q4pzoXG/e3ZdwTzXEcjrTbkaNTgONAO2lJjA67FwqpBGatAoVG9ZB3ZA/FsU4nGEDcJy1YPk3okx24+NPvDohVHfEGl/U6/XED2UWlJhQZVXj7YEfC40g3IzuYcFFTwgCzi+KvuhgtMokkKiPrC1BGlpCpqsCgEifyphPIAnx58faTfVj/9114YmsDvvfSfoRYDgdarFhQmvrC3Pmz8lDf48KpJNVq3eHqmbw4yQ/B2TNyUJGjxfrlfOlvgVElDtdLVVYM8BlZgC+Tru2wY3aRAdk6JRaXZWF/ixW5eiUuqEnvNREIGVnXCPfIdtq8MRs/BMI58bHO1NVzwvltoiFac4uMONLGB7LV+XqYNQpYPQGEWA42TwAsh5HNyGYw8CkQbomh0uIx1hlxsqeQSZCjU6LTnl4m0+4N4FCbDSsi9iJKJAxqCvUZD3x6/2gnnL4grltWhiKjOqNR3Q5vAP/Y3ogLa/JxTnUuLptXgGKTGluOd6f9HB5/CHZvMOGeSa1SBrc/KNbLqxXSmCs2TX1ucBxiMrIAn5X9qK4b//3CPtz/5pGoD5FOmxeX/nErntjagOuWleG7F85IeJy5emXapcWWcCBrSvBLrZJLUWRUpzW5uNvhRU6c/uFsrULM+iTTH75iZlJHH8uaRcXosHnxWWNma0m67D5YXH5csaAYAFCXwRohMjV02bzINyrBMAwKjSp0O7xjNhH9eJcDhXqZeIFPMK/ECIVMElVefKpv4PcvYWmxPvZ3eKC8uDdhefFQl8Or5FKYtQpU5+vjloqNJpmUifp38gX5z1zKyBIy9UgkDEqz1DBp5OLgvlSuWVKCr8wvxB+vX4gH187DgRYrfrOpFv3uQNQsgEQurOEzpx/VJT6HHDwAM57peXp8/P/ORXn2wDmhkJU9L0VZMTAQyH58rBtuf0hcDyQE9NctLU04LCoRjVwoLR75jGxegvPnmfl6aBRS7GlKXb03MKU/QSBbbMSpPjdOdDsws0APs5ZPZljdfvGcdyR6ZA1DyMgKlUS0fmeMddm8yDMoxZ7OQmP6JXifN1rAcsCZVdlRt88pMqK2wx6zQiGZV/e2odikxhkVZpSa1RllZDfsaoLNE8B3zp8OgM+grqrOxfaTfQlXWgyWaIesQKuUwuULifu71HJ+jyww0CPbGJ5YLHz4RLp6cQmytQrsaerHMztOYVfDwLTRD452oqnPjadvW4YH1s4TA+R4cnVKdNt9KSepWT0h/P79Y5BLmbg7aQVVeTpx0nIy3Q5f3CuP2VplVH9CIsJAqMFlzhfV5EOnlOGNfen12QqOdvAZ/0vnFkCjkIqLsQkRdERcIS40qsFyQFcGE7+Ho9XqQb4u9vdYKZNiUakpKpBtighkB5cWB0IsrO5Awj/ql83ny4s/PBq/DO54lwM6pQwGdebB6OXzCnH14pKMHzdcUgkTlZH1Bqi0mJCp7OYzy/HdC2bEXEhPZEVVNv58w2JcubAY1y0rxarqXDy1rREAPygvlVKzBtX5uqRtG8JndaLMYSJfO6sCv792ARamEVBrlTIUGlV49zA/1G92IZ9NvmpRMVZV5+KmM8sz+t4AH2QpZJIRDWR9wRD6XP6E588yqQSLykz4Io02tFQZ2TnhCqFAiJ9BkRWuNup3+8WEyYhMLR50fp8OMZAd5g5bgALZjHQMKgcoNKrSLsHbWd8HhUyCxYOuks0pMsDtD6U1RAjgr6RsP9mLKxcWha++adIOZN3+IJ78tBGrqnOjrrSdU50Lpy+IvWlcAQIi+ukS1PhrlXxpsZCR1Shihz0JvabxMrI3nVmOd7+3Cq9960sAgPaI17jd5oVcyuCcGamv0OXqlfAEQkknzrVY3PjBO2042e3EE7csTdqHUZmjRWOPK2Vg3G2Pv/jbrFPA4vKnfLxQ5pw1qMRRrZDigpo8fFjblVF5sdCDPbvIgJkFetSOQEb2ZLcTz+5qGvbzkImB79nhL+IUmoT+/7EZ+OTwBqBTxP9TtLzCjMNtNnHwxaleNxiGr9oYXFosZFQTBbKLSk3INyjxcZw2Cl8whHcOd+Li2flRw+fS9cs1c/H1VZUZP2645FJJ1EXQgYwslRYTMhV9dWUFbltZMaTHMgyDX6+ZC7VcCoVMEjVJPpnzZ+Vjd6Ml4YCibocPRrU8488lo1qOq5eUpP2ZXJWrg90b5Ht/8/kkSZFJjX99bXnC89VUtArpiM4VEYL6AmPioH5JuRl1nfaUA59SZWSFgU8Av5FAaJ2zuALiqrqR7ZEdSmkxZWTH1OAG7UKjCu1pTvfc2dCHxWWmmOXUQoN7OvXwALDleA9CLIcLZ/MlF2VmDbodPnjTGHu9s74PFpcfXz87+kPuS9OzIZMw2HI8vT5Z4QQyYWmxgi8tdkdkZAcPe2rsdSHfoEw6SCBHp4RMwkQNouqwepBvUMWdVDxYOrtkf/zaIdh9LJ6748yUo+qrcrVw+UPoSrHSJ9G+tGytAkGWSznZTdihmxVn8NR5M/PQ5/LjUFv6fdVHO+yYls33Y88qMKCu05Hxvq/BXvq8GT9943Ba7zsysXEcF75Ix79ni8IBbfsQ+2RDLJfR+8vhDUKbIJBdNs0MloN4ka2pz4UioxqlWRpxgIgg1R91huEHm8S78PfJsR44vEFcsbAo7eOeCPiMbGRpMf+/VXL6004IyVypWYOHrpmP/z5/etpBxrxiI4Isl3BAUbfDm7SseKRUhftLq3K1MefaQ6VRyODyjdx5jtAvnOj8GQCWlmeB5YD9KdYa9Th8kEkYmBLsLs/VK1FgUIFh+BkUA4GsbyAjOyKBrNAjO5TS4jHIyHZ3d+PkyZNobGzET37yE9TW1g77m05GHMeh0x6dkS0wquHwBlNeNbG6/TjaYceKypyYrwmjwNus6WVVP67rRrZWIZZ8lGWnP+FMCAgHTwc1qORYXJ6VcSCbPCMbiuqR1SikkEoY8YpNQ48TlTmJBzUB/ElagVEVlRlqt3pTjpQXpBPINlvcWFaiwZLy1P0kwgqe+iQDn4IhFn0J9qUJvQh9KQY+WcMZWaM69gNmVXUuGAYZDec60m4Xh9DUFOph8wTE8vChsoSnPKc7TItMXDZPAL4gOyIZWZblcPZDm7Ehg2y9wxtIGMguLs+CVMKI5cWn+tyYlqNBvkEVk5EdCGQT/2EuNqnRFmfZ/Jv725GtVWDl9NjP6IlMJmGipxaLpcWUkSWEDM0VC4pw1/mJ548MJpwLJhp+2pOg3WqkVYUHBgoJopGgVY5sRrbTJmRkEweyi8pMkDDAF00DbTXx2tJ6nT5k6xRJEzuLykyoztOLsxz45wqIPbLmESgtHji/Tz+QFVoZ5WMxtfiee+5Bb28v/vCHP2DlypX4zW9+M+xvOhnZPUF4A2zUm68ofMLXmSIru6vBAo7jexEGM6rl0CtlcU+uBguxHLYc78E5M3PF/oeS8KjudMqLhbLceBmLc6pzcaTdLl4tSqbT7oVWIRV3xg7G98gGB3pkFVIwDAOdUia+0Rt6XajIjS0rHqzIqB5UWuxBUZolIkJ5b7Jgq9/lh0GZ3i+SME0u2eTiXqcfXIJ9aebwEJlUfbJWd+JVQGatAgtLTfj4WHrDuRzeAJr63Jgd/mCfVcD//7ph7pMVgu103i9kYovcjw3wF7Z0SllGE9kFfS4/2m1e7EtxJVngD7LwBlhoE2QQdUoZ5hQZxAFnTX0ulGdrkaeP7X/vTVFaDADFWWr0OqMrWBzeAD6s7cLl8wtHpMxpLMmk0T2yYmkxZWQJIWOkSLz4Gf9vBl+lNrTS3kxMzx35QFatkCVtT8uUkETIT/J66FVyzCwwiAOfnt3VhGW//jAmYZVoh2ykX181D0/ftgzAQD+skJFVy6UxQxaHgmEY6FWyzHpk2THMyAaDQSxbtgx2ux2XX345WHZsJllONK3hjGlkOUBJFp/BaEkRhH5c1w2NQppwlHlxlhptaWQ/9rf0o98diBqrXhbO6Db3pQ5kk5XlnlPN95x+erw35fN02b3ITxJMilOLw7/8Gjkf8Apv9JPdTljdAdSk0X/B77TkX5sQy6HL7o3a25jMQEY2/oerP8jC4QvCoEzvF7nAoIJGIU26S1YcM5+gtBgYOOFOpN/th14pS3hSfW51Hg60WqP2ayYiDHYSMrJCz0tt5/D6ZIWrefF2eZLJpTNOhUWhUYWONNsmIgmPiZwunIxwYUuTICML8OXF+1us6HH40O8OYFq2BnkGFfzh4U4CMSOb5A+78Jkd2a7w/pEu+IIsrpxkZcVA7PodGvZECBlruTolJEx0Uuej2i587+02PPBOLbrTCLhGwoJSEy6YlYdL5hSM2HNqFVJ4RjAj22X3QiGTxE1URFpSbsK+Zv4873fvH0OI5XCwNbqlrCfB3vRIZq1CrGJUyaXQKqRij+xI9McKMg5kwxnZMZlaHAgE8MADD2Dp0qXYtWsXQqGp2RO3/SQf4EVOTxPKgpPtPHX7g3j7UAcum1eYsNyr2KRGWxrTjz+q7YZUwuDsiEFHOToF1HJpymAa4DOyhQkC0NmFBmRp5NidxmqXZDuwAD6L4vQF4Q5nPVThk1S9Sg67N4iN+9sgYYBL5qb+sCky8UNdWJZDr9OHQIhLu7TYpJZDJmFieukEVg8fjKUbyDIMg8pcLRqS7UuzJx4zP1DWkToja9Im/pA7b1YuOA7YeiJ1ebE46Ck8wc+olqPYpM4oI8txHPzB6AtYQgARb5cnmVziDW8rNKnR2Jt6sNlgwhT3dC6sAQPDIRKVFgN8IOsPsnjrQDsAoDxbi/xwmVrk73avwweVXAJtkivMxeHPjtaIz8uNB9pRkqWOGcQ3GcgkDEJsvPU7VFpMCBkbMqkE+QZVVPXcB0e7cLLPh39sa4Q/yIoXEUeTVinDU19dFneI6FCNdI+scP6caoDV0nIznL4gvvPCPtg9AUgYxGyc6HX4kZsikB3MrFOIU4tHNJBVyjMsLebPLeRjMbX4wQcfREVFBb7xjW/AYrHgt7/97bC/6WT0/pEuzC40iMErwF+FUsklSU/a3j3M73y9dkni1QzFWWq0pdHjurmuG0vLs2CMaOxmGAZl5vQmF3favCg0xv8wkUgYzC4ypJWp67L7kgayGoUU3gALZ/gkVditqFfJYPcG8Mb+NqycnpNWqUmRUYVAiA9ihSxKuqXFEglfRp2otLg/3OdpVKV/RagyR4fPGvpw4SNbsPLBzfjpG4ei/v2FE+t4jfyRjfbJ9Lv9MTtkI80tMiJHp8Anx3qwp6kfF/9hC/68+UTc+2472YtCo0o88Qf46XWZTC5+70gnFv/yg6gPKSEYH6sVLWT0dNq8YJjoiy8Xzc7H8S4nnt5+Srxtc10X9jQlv9Al/I72ufwpZwcAEYFsklLYZdP4APPlL1oAANOyteLvV+SFlN7w1elkJwjF4ZMpoQLGH2Sx42Qvvjy3YEjTisebVMKIJwQADXsihIyPgkFbPJr63KjOUWLffRfj+a+fgWuXlI7j0Q3diPfI2pMnggTC3JYd9X24fnkZpuVoURdx3iYkdzLNdJs1CvS5/LC4AyMy6EmgV8lSDjKNJAwpHJOMbHZ2NrKzs7Fp0yb4/X7s2bNn2N90sulx+LCnuR8Xz8mPuj2dIPLfX7SizKzB8gpzwvsUmdSwe4NJr2a0Wz2o63TggprYybqlZnXSrDAAsBzHB7KmxL9ANQUGHOt0iCn/uM8TLu9NVlos9M4Kpa+qcJmbQSXDgRYrWiweXLmwOOnxCoTAu83qEXv2EgXj8eTqlehJUIIrBGP6NDOyAL88fHmFGdX5OswvMeLlz1tx7u8+xsPv1gEYKC2OV+6hkvN9xcLYc47jcOVftsfshbW6A0nLTiQSfvfvu4c7se7xnTje5Yw7/MnpC2LL8R5cMif6JH1eiREne5xpXz374lQ/nL6gePIfYjlxOh1lZCe/+h4nik3qqFL2m84ow4U1+XjgnVrsa+7HA5tq8bVnvsAP/30w6XNFliM3pVFeLLwHk2Vks3VKTM/TiVejy8wasb8oOpD1pyyzKjCoIJUw4kyChl4ngiyHucXx2z4mOpmUGbR+h4Y9EULGHj/PZODzv9niRqGen7fwpaqcEenFHA8ahXREe2S7U5w/C0qy1Mg3KKFXyfCDi6r58/OugYyszRNAkOVS/s0bLEurQL/LD4vLB3OK8uZM8BWXmWdkx6RH9tvf/ja2bNmC+vp61NfXo6GhYdjfdLL5qLYLHAdcPDu2FDZZINticWNnQx+uSbEHSyh3S9Yn+5+DfFldZH+soNSsQYvFnbQM0OYNwR9iUZjkStCsQgN8QRankmSY+1x+BFku6RUlYaVOr9MHhVQiXnHRq+TwBVmo5BJcMuiiQCJCGXGHzTuQkU0SjA+Wq0+ckRWnA6c57AngpwZvuP0M/PXGJXjspiX49J7zcNHsfDy+tQF9Th+6HT6YtQooEvSombUKcd9lt8OHAy1WfDhokbjV7U+5pPrSOQXwBVmsnl+IKxcW4US3M+bff3NdN/xBFpfNK4y6fVFZFjgOMf0WiQil1L0O/rgdfhbCtxpKj6w/yGa0B5eMriPtdnFxuoBhGPzu2vnI1Smx7vGdeHxrA6rzdWjodSWtQGm3eSFUCjWlUV5sT6O0GODLiwE+EFUrpOIEzKjS4jT6hWRSCQoMKnFohrD2LN19iRPN4B5ZX4CGPRFCxp6QkeU4Dr5gCO02Dwr1idcrThYahQzuNKqL0iFsP8lPI4vKMAx+eeVc/PmGxcjWKTGzgF8d5wofi5CgyTgjq1XA4vKj3zWyGVmDemg9soqxyMhyHIcHHngAP/jBD/CDH/wA3//+94f9TSeb9492oSRLjZrC2JOd0nAgGy+IfHVvKxgGuDpJWTEQUe6WoM/V7Q/iia0NWDk9G9PzYo+hzKyByx9K2nvZ6+ZPcJINShJ+vmRlp0KWJVm/gyZ85a3X6Y+6Cidkai+syRcXKKciBK3tVg/arV5oFNKo0upUcpOUFgsDiwyqoV8pzDeo8L0LqxFiOWw63Ilue/zVO4JsnUL8dzoVDhCPDnq9+92BuDtkI108pwDb7jkP/3f9IiwqNcHmCcRknt851IFcvTJmtdDC8Oqm/S3WdH5Ecd1Qj5PPfjnC/SIMk/nUYo7jcNVft+P+t45k9DgyOpy+IBp7XVGL0wUmjQJ/umERcnVK/PLKOXj85qUAgE+OJ56Y3WH1iNnNdAJZMSObIvA6I1zRUh5eN6aSS2FQyWJKi3P1qf8wRw7XO97lgEzCpFwFNlHx63di98jSsCdCyFgqNKrg9odg9wTR2u8BxwGF+pHL+I0XrUIKdyCU8byIeOJtP0nm4jkF4iDWmQV6cBz/NwvgZ0IAyaf0x2PWKNDj8MHpC4oDSEeCQZVZj6w4tXg0e2T9fj/8fj9KS0uxb98+8b/9/uSDaia6P28+gQ+OdqW+Y5jTF8S2k724eHb8HqoyswZuf0gsF4302t42rKzKETOuiZSYYidpRvrnjib0Ov34/kUz4369NI0VPD0u/kpJUZKy3Ol5OsgkTNJAVsjiJSvFEwLWHocP6oil1MLS5DVplhUD/HAijUKKdqsXHTYPCo2pm+Qj5RmU6HP5o8rvBP1DKC2OZ1aBHjPydHhrfzu6Hd6kV8iytQrxvdIU/vdq7HWJPRhC2a4xjd1ewuqlGeG9wCe7BtYCuf1BfHysG1+eWyCuahIYNXJU5Wqxr7k/5ffwBUNi2bqQkbV5+ZPladladGWYkd1Z34cj7fa0g2gyuoTf9bnF8dcVLCk3Y8ePL8DNK6ahIkeL8mxN0h3GHTYvpufpkK1VoNmSurQ47YxsOJCdlj0wxCPfoBIrAkIsB4vLj2xt6j/qJVkDu2SPdTpRkaNNWEEx0UklTExG9v+3d+fxTRf2/8BfuZMm6X1BS2kLFMpRBFRE5fbAAwSUcigT77mpvzl1OJ3Or5M55nTObbp5ohXBg0O8mIKKiIhYRK4WoVIo9L7btLk/vz+Sz6dX0iQlbXq8no+HjweGNPn0Q5vk/XlfMllwrnITEflLbPkqqW+Wqnb6QyAbplFCEFomwp8NafWOHz2y7WW6VyeKVURdzsga1LC6L34Gu0e20WL3O+C39cTU4jlz5uCKK67At99+i/vuuw9z5syRbuurmq0OPLvtGN7eW+T313z1UwWsdmeH/liRmCFoH0RWNFhwqroJMz2UArcXa9BArZDjtIdAtsFsw3+/KsCMkXEdMmuiFPcxdDa5WAxkO+uR1SgVGBZn6DAZrbWDZ+qQEK7p9BdRLC2uMlmk7CwAnJ8WjYuGx2BaRpy3L+1AJpNJq0CK68x+TywWxRk10ofc9qpNNujVCqjPskZfJpPhmnMG47vCahSUN3Y6xMpV1uF6ARJf7AWhZRpdbZNrD62vjGxrI9xLwI+VtwSyXx6tgNnmxBVjB3n8mnOGROGHU7U+X3ROVTVB/JwsvnCKGdmRCUbUNdva7OT0JefbkwCAExWBT8Rt7aMDJdj0w+kufz25HDrjujDlKSPryYyMOHxTUOnx39zucKKs3oykSB1SYsKkjGy92YZLntmBb453XO0lrd/xkZFNitThlovTMH9Cy0WwhHAtytwVATVNVjgF1xR3X5IjdSitN8PmcOKnsgZk9NGyYgBQKeQdMrIapbxPDq4ior5LzDKW1Jqlyr3+UVrs+gxrCsLAJ0+r7vyVHKVDmFohfVYUPz92ZdiTpz+fLaNWCacAv/uJ7eLU4u7skf3888+xfft2PPvss/j888+l//785z+f9ZOGyg9FNbA7Ba+ZT0+2HipFVJgK53oLIr2s4BHT/6P8+JAkl8swKFLrsbT4tV2FqG2y4beXZnj9ejEjW9jJWphKkx1qhdznD27moM4n2h44XYtxSZGdPoY07MlkhbZVRnbGyHisvfWCgLMfgyN1KK4zo6S22ev6IG/E0eSeyotrm6xBuyI1d7xrB6XJ6pD69zyJMWhQbbJCEAScrG6SXiTFNTlipnJkgv8fruOMGoRrlThW3nIB4uODJYjRq70OGZuQEokqkxVF1Z3/LrTemSuew3p3IDvKXYrub59saZ0Znx4pQ4xejQaL3ec+XW/MNgf+sPkg/va/n7r09f3JzmMVZxXQHy6uR6xB3Wk5fGszRsbDbHNij4c1XeUNFjgF15X5odEtgezXxypxvLwRP3jIwjeY7QhTKzpUDXjyyNWjMWVYjPT/8eEa6WfPnx2yoqQoHZwC8HOFCaeqmzAqgN+13kYh7zjsiYOeiKiniW1gJXVm6bNN5Fm0bfUW4taNpiCs4BFbYfyZWtyeXC5DRoIR+aX1cDgFvJt7GuelRgXUagegzcqd4O6RdR1HfbN/5cXS1GJ5N2Zkv//+e7z99tv43e9+h7fffhtvv/021q1bhz/96U9n/aSh8n2hq5Sy9WS1zpgsdnx2pAxXjBvkNf0tlne2H4AiXjXJ8PNDkmuXbMfjWv/dKcwcGYcsd1+jJzq1AkmROqmX0ZPKJjsSI7SQ+/jAmDkoHCV1ZmkQUmsNZht+rjQhK7nz7I0YnAkC2mRku2pwhA6nqkyoaLR0KSMLuFZ3PP7BEWzc1/Khv7opeHu0hsboMd69Y7jTHlm9GjaHgHqzHaeqTJiYEoVwrVLqk915rBI6lQKTUv3faSmTyTAiwYhj7tJis82Bz/PLcdmYjmXFogkprmP9ocj1O/HDqRr86CHQ+LnS9ZjD4w1SsFBvcb0AiRdpyvzsk1333Sk4nAJ+c8kIAEChH1NtPfnf4VLUNNlwprbZ507e/u4f247h0fcPeyyd98fh4nqMHhzhdwbvgvQYaJRyfHm0Y5+sOLF4UKQWKTF6FNc1w2J3SPf1dDGpwWxDuJ/98u3FG7Uob3DvmHaXvfvTL5QU6XrNFo+rb2dk25UW2x19tkyaiPquOIMGcpnrfeBUVRNSosP6RWWIuJe8yXb2Gdky9+aNQLOoolGJRhwtbcAX+eU4Vd2EFRemBfwY3RXIiu/j/g58svVERjY8PBwVFRWwWq2oqKhARUUFqqur8cADD5z1k4bK3kJXFqG2ySZN/urMp0dK0WxzYMEE7z2dWpUCCeGaDqXFP5U2IEav9vsHNilS1yFTXN5gRnGdGRcNj/X59cPiDZ0GshUmh1/ZzMxBrjr8vJKO5cWHi+shCK71LZ0RM7IAgjJyfVCkFjVNNghC5z2+niRF6SCTAWu+KcSru07g6U9bsng1Jt/TgQNxjTsr66u0GHCt/jlZ3YShMWHIHBQuZWS/OlaByenRAWdVRsQbcNxdWry7oApNVkenk6FHJhihUynww6lalNQ14xevfod71v/Qodz35woT4o0apMboWzKyZgc0SjmGuvsV/cnI2hxOrN97CtMz4jA9w1Vuf6Kia4Hs2j2npBc/sTR2IHI4BRwpqUeD2Y58P/Y/t2exO3CsrAFjB3vuj/VEp1bggvQY7PDQJ1tc63qTHhyhQ2pMGAQBKKpuxo6fXPet9LAGq8Fsl3rnA5UQroHNIaCmydqSkfUjkBUH1X2e7wpkA6l+6G0UcplUogUAVrvA/lgi6nFKhRwJ4VopIyu23fV1Ye7Ps6YgZGRL682IClO1qVQMxKhEI2qabPjbp0cxKELrteWxM62rEIPdIwvA74FPPbJHNiMjA3fddRcWLlyIu+66C3fddRd+/etfY/r06Wf9pKFgdzix72SNFEj4U168+YdiJEXqMCml8+xYSnSYNLhHdLSswe9sLOAKuMobLLDaW/qdDroHK4mZvs4MjzOgoNzkda1JhcnuVyA7qpPJxeLxjPOxc1HfOpDt4i9sa62zsJ31+HoyKEKHT/7fVHz1wEz8euYwlNabpZ6y6iZrQL2ovlw7MRlLzhvSpvyxPfHn70RlI2qbbBgaE4bRg137e4uqm/BzhQkX+3Hhor0RCUZUmayoarTgs7wy6NWKTo9DqZAjKzkCP5yqwUMbD6LBbMfJqqY2fbaAa2LxsDgD4oyaNhnZqDC11Cftzy7ZbwqqUFZvwfWTU5AUpYNKIZPW+gTieHkDvjtRjVunpgMADhV3PZCtNllxrMx7P3h3+6agEt95KNH1l2tImOvNdc/PgT/OT6WuHar+9seKZoyMw8+Vpg6tDOJr6qBIrfQh5rMjZdJAsCoPpeRnF8i6fv7KGyzSz2acH4Gs+Bry/ckaaFVyDInuux+4XOt3Wt4zrA4nM7JEFBKJEVoU1zbjVHWT1HbX10kZ2SD0yJbVm7s06Ek00j3wKb+0ATdcMLTN7nd/tZ5UHBlgWXJnWgLZwDKy3Tq1WPTdd9/B4QjeMuBQyS9tgMnqwNVZruE3ne1sBVxlcF8fr8Q15wz2WY4r7nEVOZ0CfiprCGg3YVKkDoLQUp4HuCYEy2XA6EG+MybD4vVotjlQ4iGocDoFVDXZO129I4o3ahFrUHvM8Bw4U4ekSJ3PrEfr4DUYGdnWWdhBAWZkAWBUYjhSYsIwNFoPh1NAibu8ozbIe7QiwlT4y7VZnZZriOfuh1O1AICUaD1GDwpHs82BN92DkAIZhiUSBz79VNaI7XllmJYR5zOre05KJH48XYcvjlbgjmmuwLD1RG9BEPBzhQnpcXrEGVzTlu0OJ+otDkTp1YgKU0GlkPlVWnzAXbY8ZVgMFHIZUqLDOu3p9mbdd0VQKWS45eI0pESHnVVG9rEth7H4xW9DttP28Q+OYOlL32JDbtd6XA+7g3iNUt6lgFj8+vY7ZH25dLTrKvDHh0ra3F5SZ4ZBo0S4VoWUaFe2XvyZPmdIpJeMrM3vVVztJbh70cvqzahw76wO1/kOijVKBeLdQ+BGxBv96s/trZTtSottdiczskQUEoMjdDh4ug5WuxMprSbM92XiZ9hgZWS7MuhJJLZzqZVyLD0/pUuPEa5VQSGXITJMFZRsqEjqkfU3IyuVFvfAHtmamhpMnToV2dnZWLx4MZYsWXLWTxoK4ge9a9yrX8QyOG8+PFAMh1PotKxYlBIdhtJ6szTJ80xtM5qsjsACWQ+7ZA+eqcPweEObDKc3w+Jcgczx8o7lxZWNFjgEYLCfv0CZg8I9lhYfPF3rMxsLuJrSxatYweiRbZ2FHRxgRrY1saSwqKYJVrsTDRZ7UKe2+UMMcsVAVszIAsBbe04hIVwjBaWBGJHg+ppNP5xGWb0Fl2T6LjmZMMRVaXBeahRWzhmFrOQIfNoqkK02WVHXbEO6OyMrCK4sdr3FgagwFWQymatP0Z1xO13T5HWtzqHiOqTF6qUXu7RYA04EGMiabQ5s2Hcal41JRKxBg7FJ4Th0JvCSWgCw2p34Ir8c1SYrTnSxV/dsicOu7nv3R7y88+eAv/7QmTpolHJcMTYR3xVWdygLFwSh0zeVw8X1MGqUAV85T44KwzlDIvHRgbaBbHGrYWyxBjXC1AqcqW3GqEQjxiaFewxk688iIyuW8P/yzVz8d8fPiDNq/O7JEl8LAnmN7o06lBY7nFAp+25gTkR9V2KEFg3utr2h/SYj6x72FIypxXWWLg16EkXp1Rgeb8Dic4d0ub9VLpchKkwV9M++4e738Xo/M7ItpcVn/37l8xPEf/7zn7N+kt7g+5PVSIrUYXxyBBRymc/S4s37izF6ULi0o7MzQ939YGdqm9usrwk0Iwu0ZIoFQcCB03XSMmRfhruDn4Lyxg5fU+zOQPqbzcwcFI413xTCbHNItfx1zTYUVjVh0blD/HoMvUYJk9XR5V6A1sSMbGSYSpog1xViCeHp6mYMj3MFEZF6NYCzf4Hyl/jiIwZ8KdFhUCnkUClkaLDYcdkYz/uKfUkM18KgUWLTD2cgl8GvtU8Xj4jFoknJuHvWCMjlMlw2OgF/+/QnqfxFLP1Nj9PD4r5IU9FgQb3ZibRE1/eREK5BuTsj+/uNB/FzhQm7HpzV4bkOnamXBkyJj7nzWAWcTsFnxYPoeLmrHPtK90qhsUkR+PhgKeqabIgIsER8b2G19Ib7Y1GtdCGopzidrt7Omy9KxZnaZjzxUR7GD4nEeamep0x7cuhMPUYNCseFw2KxeX8xjpc3Sq9XFrsDD208hPf3n8G7v5yCCR7aIw4V1yFzcLjf57+1q7MG4YmP8nCi0oS0WNeV95I6s1T1IZO5su75pQ2YPjIOWqUCNU022BzONldgzyYjmxSpw21T09BkdSAhXIsL0r2X0nf42qgw7DtV26f7YwFAJZe3GfTV/vwSEfWU1u1rQ2PC0NRxJmCfE6YRS4vPLiNrczhRZbIg/iwCWQD48O6Lz7ocNypMjfAglhUDkB7P3x5ZadhTd04tfvfddwEA69evl6YWi//1NYIgYG9hDc5LjYJSIUdiuLbT0uLKRgt+LKrF1eM97+BsT8xoiAOfxNU7gfTIDopwDSUSj6ukzozKRovPCcGiGL0aETqVx4FPJe7H9Lek4aLhsbDandjVau/jYXcJp7/HI2aRg5GR1akViApTdamsuLVBEVoo5DIU1TShpsn1y9bTGVmtSgGDxrU4OtaggV6jhFoplwKpaRmB98cCrsBheLwBNoeAc4dG+3W1zqBR4qlF46U9xJeOTgQAbMtzZWV/dv8sDYs1SCXRlY2ujKx43uKNWpTVu3oUdx2vRGm9ucME3RqTFWdqmzG2VTY/LVYPi93psRTemxr3JG1xvdFYd2/n4S70yX52pAwapRxhaoXXLHJ3qjfb4HAKGBShw9OLzkFUmAr/3eF/VlYQBBwqrsPYweGYnO4Kfr91V51UNlpw/Ut7sGHfaagUcvzlk/wO2VqHU0B+SUPAZcWiK8e5Xhs/PtiSlS2pa25T9ZHqLi2bnhEnrcWpaTdlut5s96sc2BO5XIaHrxqNVQvG4Z7ZI7yumvJEvHDYlycWA4BCIWvTI2thaTERhYj4GU0hlwW8YaK3ClZGtqLBAkHo2uqd1rQqxVmXBC+cmIx57uGkwaJRuhMy/mZkHcHLyHo9G4mJrg+16enpSEtLa/NfX3OyqgkVDRac5/6g423VjUgs782I9+9DzpB2u2TzSxuQHKVrM73XF7VSjnijRnruA6cDCxxlMhmGxek9lhaLPaH+vrBMSY+BUavE1kOl0m0Hzvg36Emkd1/FCsawJ8B1USAj4eyyZuJFjNM1LWtbovTBvSrlDzHITG011U8sL/ZnQrU3YknyJaN9Z2M9yUgwICU6TOqT/bnCBLVSjqQonTR9u6zejEarUxqSlRCuQVm9GZ8cLIFTcAVIVaa2JaTiaqGxrYYKiUFOIJOLxYsP4nOLgXGgA58EQcD2/DJcPDwWWckRIQlkxbLiGIMaOrUCy6ekYltemcffX0+KqpvRYLZjbFIEUqLDkBiuxXcnqlFaZ8Z1L3yDQ8V1+Peyifj9laOw50Q1vvyp7ZThE5WNaLY5Ah70JBocqcOkoVH40F1ebLE7UNlobXOxaWxSOGINapw7NBpxBtfPfEWr8mKL3QGr3dnl9TtnY2SiASqFDJmD+nYgq5S365HlsCciChGxDSwpUtdvKkPEz7Bn2yNbKu6Qjeja6p1gunPGMNx4YWpQH1Mmk8GoVQUwtdg97Kk7A9mpU6cCAK688ko0Njbi0KFDsFgsmDdv3lk/aU/78XQtgJaewMGR2k5Li8XAz98MZpxBA61KLvX8/VTa0KWSteSoMBwqrofTKeDgmVoo5TJpHY4/hsUZUOAhMCipa4ZaIfN7Qq9aKcclmQn4LK8MNocTgiDgwwPFGBFvQKSfGUzxKpbuLEqBW3vxF+fizwvGnfXjDInWoai6ScruBXOPlr/E50xpFcjeNjUdT8wf69f6EG/EnxV/+mM9kclkuHR0Ar45XoV3vi/CvlM1SI0Jg0Iuk46roKIRTqFlbHt8uBYNZjve/r5Iepz263jEgUyts3/pce5AttK/wA1oyeaJK5Oi9WokRepwMMA+2WPljSiqbsbszAScMyQKeSX1Un97TxEvpIg/CzdOGQqNUu53r6wYvI9174A9Py0auwsqsfSlb1HZaMXaWy/AVVmDsOS8FKREh+GvW4+2GWol9haPTepaRhYArho3CHkl9SioaESp2L7Qqof9junDsP2+GVAr5W0y+iLxym1Xe2TPxrzxSfji/hmdrsrqC5RyORyOdoFsP/kASUR9i1ha3F9W7wCuyh+dSnHWGVlxh+zZTC3u7YxaZQBTi10Z2W4tLRY9+OCDKCsrw5QpU3Dy5Ek89NBDZ/2kPa2w0pUpFT88J0XpUFrXsQRSVOqeHOzPuhrAFQCcOzQab+8tQu7JGhRUNHapZG3xeUOQV1KP13cX4sDpOmQkGAPqMR0eb0BlowV1TW2viBTXmREbpgio93LO2ETUNtnwnTubc+hMPW5zrzzxh1haHKyMbIRO5dfQK1+So8LaZmR7uLQYcA3CAYCh0S1T/TIHheOGC4ae1eMuPT8FG+6cgvSz6PdcMCEJKoUMv3vvAPYW1kg9l3qNEmFqBY6VuQJP8byJL8qHztRjlrsvV9w3KzpUXI+kSF2bCdHxRg3C1IqAVvCIFx8iWvV2jE0Kl8re/SVmnGdnxuOcIRGwOQQpa9xTqt1ZazGQjTFocN2kZGzcd0bqOe7MoTN1UMplyEh0/VtPTo9GZaMV5fVmvH7zeZg01HXRTq2U477LMpBXUo8tPxZLX3+4uK5NSXtXiOXF/9h2DAfd/wZJrao+VAq59G8VIwayrX42QhnIKuQyJEf1/Q9bSoUMttbrd+zskSWi0IgzaKCUy/pVIAu4KgxNZ9kjK2Vk+3kgW9/s/9RiuQxdmtHRns93vMrKStx///245JJLsHLlSpw5c+asn7SnnawyYXCEVgoKB0fqYHcKXj8wltSboVbIA8rWPZM9HlFhaix/ZQ/sTkEakx2IRZOSMXNkHFZvzccPp2r9LisWSZOL2/XJnq5pRrwhsPK9aSPioFMp8MmhEvxz+zEkReow348JzqJg9sgG05CoMJQ1mFHuflGJDOIeWX+JP1fBfrHXqRWYNNT/PkFPxiZF4MBjl+Pz+6bjv8sn4eErM6W/izVopP5vMSgVV6AAwC0Xu9oO2u+VPXymrkMvpkwmQ2qMPqAVPDUmK8K1yjb9IWMHR+DnSpPf5SwAsD2vDOOSIpAQrsU57iqNHwMsLz5T24xGS9ev0Fa5L6S0zsDfOjUdNqcTb357yufXHyquR0aCUVqxdOnoBEzPiMOam8/v8DMwN2sw0mP12LCvZc3P4eJ6jEo0nlXQkxihxYoLU/HBgWLc9dYPALxf/BMv3rQuOxf/zYyanv8d7C8Uclm7YU8CS4uJKCSUCjn+sWQCbr3Y/6RHXxCmVqL5LAPZsnoLVApZSJInPcWoUfldgm1zOoO2/sfro1itVlitViQnJ+PAgQMAgPz8fKSmpgbliXtSYZUJQ1vttBJ7Rb2VF5fWuXY9BZLBjA/X4vWbz5M+GAYy6Ekkk8nwl2uzoFbI0WixY1yggaw4ubhdIFtYacJgY2BZD51agRkj4/Du96ex71Qtfjk9PaAPSAZ3j2wwphYHU3KUa1/vwTN1MGiUPnetdodovSt4SemlVy0VchnS4wy4fExim77qOKMGp9093GKZuliaOS4pQpq4W94q69ZoseNElanNoCdRWpw+oBU8NU22DheXxMf1tC7Kk0aLHT8U1UpTnRMjtEgM1wbcJ3vdC9/gr1vzA/qa1qobO1YEpMXqcd7QaHx5tPNRj4Ig4PCZujZlwfFGLV6/+XyPU4/lchmmZcRhb2E1LHaHa1DUmbou98e29ti8Mdj22+lYev4QTEmP8ZrldP2uyduUFtc3hy4j21+o5DLYHII0zIsZWSIKpauyBiE1tn/skBWFqRUwncWFa8B1gT/eqA1KBrK3cmWu/R32JEAVpHPh9RPEnDlzIJPJIAgC9uzZA7VaDavVCo0m9I3KgTpZ1YTLxrT0DSZLq27MmOShmrOkrmtLi4fHG/HaTefh3e9Pd2kXKOAq1fzT/LG4750fMTnN/3USADAkSge1Qo6CVgNjaty7QJPCAw+s54xNxCeHShFn1Pi9dkck9sj2uoysezDXwTN1IRn0BLhK25VyGdL62MLwuFbZQzEAGxyphU6lwHWTkqFWyhEVpmpT6ZBXUg9B8NyLmR6rx9ZDpX6vDKlpsnbo0R7lHtZztLTer6m1hZUmCAKQ2apiYvyQiIAyss1WB0rqzNJu6vY2/XAaH+4txyuZmR7/HnBlZI1aZYeLQxcOj8E/th/rdKXQ6ZpmVJmsHi8OeHPx8Fis+aYQ+07WIjlKh3qzvcsTi9sbFmfAkwuzOr2PTObqs25bWuzKyIbrVEDHFbPkB4W7v8gpAAqZa48sM7JERMETplZI63c+PliCvYXVWDghGWOTwlHRaMHXxyoxenA4RiV6f08t7WJc0ZeEqZV+rymyO4KXkfUayH7++edBeYJQqzfbUGWySlNSgZaMrDghuL3SOnObnZeBmJgShYkedjYG4ppzknD5mMSAs5lKhRypsWFtMrInqlwZr8HhgQdts0bFI0avxv+bPSLgYwkTe2R7XSDr+revbLQGXLodLNnnJuP81Og2PaN9Qayx5XjFYzdqVfh65UwpUyqu4xG1DHrqeK6HxxvgcAr4qazBr+xgTZO1TTANuPpNwrVKaXezLyerXP3yrSs0zhkShf8dLkONyerXv4nY6/JTWQOarPYOu43XfnsK359sRElds9eVUVUmK2I8PNeFw2Lx7LZj+PZEFS4fk+jxa8Ue36kj/NsxDbh6aBVyGXYdr5QC4GAFsv6KNajbTC1u3SPr378etSdOfLQ7nVDIFbDanVAHYQokERG56N0rEwHg+S+P49CZery2qxCJ4Vrp88DUEbHIuWWy18coqzcHNLy1L9Jr/M9c25wCVEF6r+r3l25PVnb84KrXKBEZpvJYWiwIQq+4ctLVktxhcQYca5WRFXsQk7oQyBq1Kux9+JIuDSEyBHn9TrDEG7XSL0+oehU0SgVG9sH9lXEG1++EUg7oW12giDFopDL8+HBNm9LiQ2fqEWvQIN7YsZJDvOCTe7LGr+evMdk6BJoymQyjEsNx1M9AttB9Yad1f/L4Ia7ATpxu7kuJexicU2iZ/itqstqlx9l1vMrrY1SbLB578M8ZEgmdSoFvWu1wbu/TI6XISDAgLYDyLaNWhfHJEdhVUIkjxXWQy9Dp1ePuEGvQoKp1abHYIxuC9Tv9hdJdmmV3Ty72t7qBiIj8E6ZWoNnqgM3hxE+ljVg2OQVPzB+L8UMi8MDlIzF1RCx+7mSVoCAIKK039+uJxUAXMrJBmFgMDIBAVvzgmhrbtndrcITOYyBbbbLC6nBiUB/9gcscFI6TVU1S2V5hpQlyGZAY4LAnUVfr+fW9NCOrkMukyaqhWL3Tl4kZ2XCN9wnY8UYtKloNezpaVo/MQUaP90+O0iExXIvvC/0MZJusHi8+jEw04mhpg9Qn2JmTVSbEGTVtJmCPdl8l9XeHq7hqBug4JCr3ZA1s7qBiVyfBaFWjVZrk25paKcd5adH4psBzEFxtsuK7E9Ves7WduWh4LA6crsO3P1djeLyhx383Yw0aVHrIyAayb5vaUoiBrLMlkGVpMRFR8ISplTBZ7SioaITV4cTktGjccMFQ/Hf5ufj1zOE4d2g0iuuava7xa7TY0WR1tBmO2R/p1a4eWX8+i9kdQlB2yAJ+BLKvvvoqqqs994L1BSfFDEx02+zF4EgdzngIZFt2yHouCeztxrnLBg8XuzJFJ6qakBSlC1oK319T0mNwddYgJEf1vvMoDqTpz9PjuoNY1huu9R4AiRlZp1OA0yngeHmj18FnMpkM56ZG4ftC368vZpsDTVaHx4sPIxONaLDY2/w+e3tDKaxqQmq7IVuRYWpEhqn8XgUklhLFGtTY3y6Lu7ugCgq5DJOTw/D18UqvL+jeSosB4KJhMThW3ihN1m5tW14ZnAK6HMg6nAK+K6wOyqCnQMUY1KgyWaV9tg1mOwwapRSMUeDE7Kvd4YTTKcDmEJiRJSIKojC1Ak0WB464P1ePblcinBobBkFoaV1qT9zkEOpKz+4WplFCEACzzenzvq7S4h7KyOp0OvzqV7/CPffcgx07dvgVafcmJyqbkBiu7ZB9SI7yHMiK2RZ/d8j2NmL/m9ibWFhpatMf3FPS4wz417KJIZkK7IvYJxsVgtU7fVmcuzw4XOP9ZSPeqIHdKaCmyYoztc0w25ydDj47LzUaxXVmj7+LrdW6dyN7WpckrroSy4s/OViCCY9/1ib7JzrZboK5KC3W/1VApXVmhGuVmJwW0yEju/vnKmQlR2BKShgqGixtyvxFgiCgxmT1WhFw4bBY6bHa+/RwGZIidV3qb52QEgmtyvVv19P9sYArI+twCqh175lrMNs4sfgsiRcBHE5B2ifLjCwRUfDoNa6M7JHiemiU8g5tPeL/e9vCUFrn+izS30uLxZYzfyYXu0qLeygju3TpUqxfvx533303tmzZgpkzZ+Kf//wn6uvrfX1pr+D64NpxJcTgSC0azPYO+ydL6vt2IBtn1CAxXIuDZ+ogCAIKK00B9dINBFJGlqXFARF3noZrvF+cEF+oyxssOFbuCixHJHgPZCcNdfXJ+srK1jR1XFcjynAHsuLApw37zqDZ5sDB03Vt7tdsdaCs3tIhIwsAaQHstC2pM2NQhA7jh0TgdE2zFDCbLHYcOF2HKekxOGeQ62KJp/Li+mY77E7BayA7enA4InSqDl/bZLVj57EKXDo6IaDVYCKNUoHz3ZPQQ5GRjXVfCKlyn696sw3h7I89KypFS2mx1e4OZJmRJSIKmjC1AmabEwfP1GFUorHDtN1UX4GsmJHt54GsOPjSn527NofQ/XtkRfX19Vi3bh0eeeQR1NfX4+GHH8bw4cPxq1/9KigH0N1cpYQdAznxA3frCasAUFrXDKVc5rF/ra8YmxSBg2fqUGWyosFiD0lGtjcTy53ZIxsYfzOygDuQLXNlI4fHeR9sNSrRCING6bNPtrNANlyrQlKkDkdLG6RgDwDySttebDtV3XHwmyg1Vo/iOrNfL8Bl9a5hcOOTIwEAB9zlxXsLq+FwCpgyLAYJBhWGxoR5DGSrTK7XnFgvrzEKuQwXpEdj1/GqNhUwO45WwGJ3dqmsWHRJZjzC1AqM8bAOqbvFGlz/duLk4gaznRnZsySu37E7BKk3mxlZIqLgEddJ/ni6FqM9VDOFa1WINai9XgwfKKXFek0AGVmns+emFl933XWoqqrC3//+d7z00ku49NJLccUVV2DSpElBOYDu1GC2obLR4nE5c7zRnTlq14dWUueaLNaX+7bGJUXgRKVJKi9mRratcUkR0CjlXd71O1BpVQpcNDwGY+K9vxiLv1dl9WYcL29EnFHjdR8q4FoZNSElEnt9ZWRNrsoJb7t/xYFPX/1UCYvdCbkMyC9pO8lYGvzmpbQYAE5W+87KltSZkRiuxdikCMhlwP4i1+/Z7p+roFLIcO5Q1z7bi4bH4tufq2FztO0XqTK5gvLOLqTMzkzAmdpmfHywFADgdAp4+esTiDWocV5q19d73TB5KL763cyQZELFwL3SPbmYgezZk6YWO51SRpY9skT9Q2FhId577702t23btg379+/3eP/Nmzfj+PHj2L9/P7Zt29YDRzgwiK2JZpuzQ3+sKC1W30lpsRkROlWXt5H0FWJG1mTxnRCwO4TuLy22Wq2wWq3YsmULbr/9dsTExEi3AcC9994blAPoTmLjtadSQnF6WOtVIYDrB66vlhWLxiWHQxBci5sBeAzkB7L0OAPy/zQHI7wMISLv1t56AWYN837e4t2/V2J/qD8XC85LjcbRsgbUNdu83qezjCzgCmQLKhrx0cESRIapMHVEHPLbZWTFwW8pnkqLxdKgTkboA66psJWNFiRGaKHXKJGRYMSPRbVwOAXsLqhyrc9xv+ldPDwWjRa7lLEViStoOgtkF05IwuhB4Xj8w8NoMNuwds9J5J6swe+vyDyrchy5XOY1E9zdpEC2QczI2rh65ywpW5UWixdMmJElIgoefat2Kk8ZWcB1gfxElfeMbH+fWAy0nKcmPzKyNoczaKXFXi+Hz5kzR+rDal3eJpPJsH379qA8eXcTA1lPpYTx4S2Zo9ZK68xef1D7irHu/reth0qhkMuQHKXD8YoQH1Qv05UeQ/JNq1IgXKuUMrLXTkzy+TXnDo2CIAD7TtVg5sh4j/epcWcxPQ17AlwlynangI8PlmD+OUlIjNDg6+OVsNgd0sCxwqomROvViNB1fAypx8XLG5GovMECQWjpoR+fHImNP5zG2D/+D802B/7f7BHSfSenuTKzuSdrMMmdpQVcK3QA1xRfb5QKOVYtGIuFL3yDP2w+hO155Zg6IhYL/TifvVWkTgWFXCaVVjMje/Za75G1ysWMLF/biPozp9OJLVu2oL6+Hk1NTRg+fDhmzZrl8b7ffPMNDh8+DLlcjpSUFMyePRv//ve/8etf/xomkwl///vfcf/990OtVuOVV17BHXfcgW3btuHUqVMQBAEXXHABxowZg7KyMmzduhWCICAsLAzz5s1DaWkpdu3aBYVCgZqaGowZMwbTpk3r4bPR/cRMo0wGjPSyfz0tTo93c0+j0WLvsFKubADskAUCzMg6BWn45Nny+ini888/D8oThJK3HbKAa3ehXq1ok5EVBAHFdc2Ynen5w3RfER+uRbzRtQYlNSaMpWbUo+LDtThwug6NFjuG+5H1PiclEkq5DHfk5CJWr8bEoVF4dvE5ba7W1TTZoFcrvE7BHuke+ORwCrhsTAJsDicc7vU/4mAjb4PfANfrQZxR43PgU2mda7pygjuQvXZSMs7UNmNEggHjkiIwZ2xL/2qMQYPBEVocOtM2M1ztDuR89WhPSInCsvNTsHbPKWhVcqyaP65PX4CRy2WI1qtR2dBSWhzu4aIC+U/skXVw2BNRv3TixAmsWbNG+v+amhrMnDkTycnJmDhxIux2O5555hmPgWxZWRmOHDmCm2++GXK5HO+88w6OHz+OlJQUFBUVobq6GvHx8Thx4gTUajWGDRuGY8eOoba2FjfffDPsdjtefvllDBs2DB988AGuueYaxMXFYd++fdi1axeGDRuG2tpa3HnnndJx9MdAVuyRTY3Re917nuZOmBVWmqTtIaLSerPXNYT9iXie/MnI2h1OKIO0Q97rozz++ON49NFHsXjx4g4fntavX+/zgauqqrBw4UK8+uqriIyMxB/+8AfU19fD4XDgr3/9K1JSUvDOO+9g/fr1UCqVuPPOOzFz5kyYzWY88MADqKqqgl6vx+rVqxEdHe3z+TwprDQh3qiRrhK0Fx+ubZORrWu2wWxz9tkdsq2NS4rA9vxy9sdSj4s3avCte3WMP6XFYWolnls6AfuLanGyyoQPD5Tg0tEJuOacluxjTZO10ynT6bEGKOUyKBUyTBsRJ63zyS9pkALZwsomnJ/m/bUkLcZ7j4uopN16rvPTovHmrZO93n9MUoTUqy6qMllh1Cj9Wk31u8tH4cfTtVh2/lCPJdF9TaxBg8pGC8w2B6wOJzOyZ0ksLbY5nRDg+jNLi4n6j7S0NFx33XXS/2/btg0WiwXl5eUoLCyEWq2Gw+E5A1ZZWYmkpCQoFK73mpSUFJSXlyMzM1MKWGfNmoX8/HzI5XJMmDABhYWFKCkpkYJnp9OJ2tpaVFZW4qOPPpJui4lxTcBPSEiAXC6HWq2GUtk/X8/FdiFv/bGAKyMLuCYXtw5k7Q4nKhos/X7QEwCEScOe/JtaHKzqIa8/deJU4meeeSbgB7XZbHj00Ueh1br+4Z566inMnTsXV155Jb799lv8/PPP0Ol0yMnJwYYNG2CxWLBs2TJcdNFFWLduHTIyMnD33Xfjo48+wvPPP48//OEPXfrmjlc0djqxN86dtRS1/5Dal411B7Lsj6WelhCuhdPdjTDcz4FaV44bhCvHDYLTKeDyZ7/C818UYG7WYMjdpZM1TVav/bGA68P7+CGRSI7SQadWIDUmDBqlHHklrmyoxe5AcV2z14ws4OqT3Z5fDsA1BO6p/x3FvZdmYHBky4Utac90uH8Xu8YlReCzI2Vt+kGrGq2I7qSsuLWIMBU+vHuqX/ftC2INapypbZYGXrFH9uwoW+2Rdbp/6ViBQ9T/abVazJ07F9XV1di3b1+bFkBRbGwsdu/eDafTCZlMhlOnTiErKwvp6enYuXMnVCoVRowYgS+++AIKhQJJSUlobGxEamoq5s6dC0EQsGPHDkRFRSEmJgYLFixAREQETp06hcbGjjvS+yux97OztsOh0Z5X8FQ2WuEU+v8OWaBVRtbi39RipbybS4tjY2NdT2a3Y+vWrbDZXINYysvL8fjjj3f6oKtXr8aSJUvw4osvAgD27duHkSNHYsWKFUhKSsLDDz+M3bt3Y8KECVCr1VCr1UhJSUF+fj5yc3Nx6623AgCmTZuG559/vkvfWF2zDQdO1+HO6cO83ichXIuDrQaxiB9S+8OVk3HuK0LMyFJPE1fwRIWpEBPgiiO5XIZfzRyGe9/+Edvzy3Hp6AQArtJib/2xojdvmQzxdVGpkCMjwSjtli2qboYgeJ5YLEqN1aOy0YIGsw0vfvUz3s09jZI6M3JuOV+qSimtM0OrkiNc59+V57HuNTd5JQ1SNrjaZB2wq58mDY3Cs9uO4cp/7AQAhDMje1aUrdbvCOD6HaKBQCaT4fjx4zh16hTUajWio6PR0NDQ4X4JCQkYM2YMXn31VQiCgCFDhmDUqFGQyWSIiIhAREQEZDIZYmNjERbmusibkZGBwsJCvPbaa7BarRg1ahQ0Gg2uuuoqbNq0SQqY582b5/E5+6PUGD1mj4rvdPWdTq3AoAhth/YksepzIASyWpUcMpl/GVm7Q5Aqis6Wz08RK1euxMyZM7Fv3z7Ex8ejqamp0/tv3LgR0dHRmDp1qhTInjlzBuHh4VizZg3+9a9/4aWXXkJqaiqMxpaacb1ej8bGRjQ2Nkq36/X6Tn9R8vLyvP7dzsJGOJwCUrVNXu+ntJlQWteMI0eOQCaTYd9PruxNY/lp5JlKO/0+e7souxMXpoRhiKIeeXl5MJvNnZ6vgYznJjC+zpfQVAsASDIokJ+fH/Djj1ALSDQo8bePDyIJVZDJZCiraURUnDagf6dEnQN7TzciLy8Pe4pcby5CQzny8uo93l9ldt3n490HsW5PGWJ0Cnx9vBLPbPkOV2a4AtKfTpcjRuf7+xLPkabZdWVy276fYDS7Li4VV9UjTq8ckD9zlw0WEHtJIjYcrsMPzTbp34O/g755Okeny1wfkn4uLJSqIIqLTiHPUt7Th9fr8GcqMDxfvoXiHI0ZM6bNcyYluVpuZsyY0eZ+Z86cwciRI2Gz2aDRaJCUlIS8vDxERkbioosuku4nvneNGTMGgOtz9OjRo6U/A64S5JSUFOlrxNsnT25poykvL+9wfFdddVWbY+1PP1P3TzbAVlWEvCrv94nXAYeLKtt8z9+fcn2uaK4uQV6e5zWD/ek8aZUynC4pR15e58Fsk9mCpsaGoHzfPgNZrVaLO+64A4WFhXjyySexbNmyTu+/YcMGyGQy7N69G3l5eVi5ciXkcrnUiD5r1iz8/e9/x9ixY2EytVy5MJlMMBqNMBgM0u0mkwnh4d5T+ZmZmV7/7rXDPyJcq8T8i8d7HfGcWVGATUfqMCR9BIxaFT4uOgq5rBIXThgTtLHQofRW1hjpz3l5eZ2er4GM5yYwvs7XMWsx8H01stLiu3xe727U4+FNh1CrjseFw2Nhsp9C6qDYgB7vgiotPjt+BLHJ6Sg7eQJAGWZMGuO111Ye1QB8WYYNRy0w2Zx449YpePrTn/Bqbg0WTxuH5KgwNH1Zg5RYrc/jaH2O4j8pQ6W95WtMm87gvMSYAfszN3o0cMMlgNnmkPbq8XfQN0/nqFlfA6AYg5OHwO4QAJQiY3g6MtsNGxmI+DMVGJ4v33iOAjPQzteYfDs+PljS5nveW1sIoAwXjB+FeKPnrGx/Ok9G7RloDBE+vx+ZohgxUZF+f9+5uble/85ntCYIAioqKtDU1ISmpibU1dV1ev+1a9fizTffRE5ODjIzM7F69WrMnDkTO3bsAADs3bsXw4cPR1ZWFnJzc2GxWNDQ0ICCggJkZGRg4sSJ0n2/+uorTJo0ya9vsv0x7/ipAlNHxHUakIo/VGKf7M8VJqREh/WLIJYoVBLcpcX+DHry5tqJyTBqlNjyYzFsDicazHafpcXtZbonGT+y+RBe+LIAl45O6PQxxP7Z7wqrMT45AhNTorD62iwIAB59/zAAVx99oK0HY5MicKjY9bopCIKrtNjPHtn+rL8vh+8JqlalxeIeWfbIEhH1vPRYPWqbbNK6QMD1mUEplyFG3//3yAKAXqP0c4+sELRYy+ej3HXXXfjss88wb948zJ49u0ujtVeuXIn3338fS5Yswc6dO/HLX/4ScXFxWL58OZYtW4Ybb7wR9957LzQaDZYuXYpjx45h6dKlePvtt3HXXXcF/Hz5pQ0oq7dg+si4Tu8X715QLNawHy1rwIgBMCKbqDtlDg7HhcNiMMPLTlh/aFUKTM2IxRdHy1HT5HpTCLSvVFzJs/VwKa7OGoR/L5vY6foarUqBJPdgp5suSoNMJsOQ6DDcM3sEPs8vx9fHKlFW37VA9nh5I5qtDtSb7bA5hIB7h4k8UUjDnpwt63fYI0tE1OOGRLsuhhfVtLRgFtc2IzFCK71W93c6lcLPPbLO7p9aLDrvvPNw3nnnAQBmz54d0IPn5ORIf37ttdc6/H12djays7Pb3KbT6fDcc88F9DztfXm0AgAwPcNHIOvOyFY0WGCxO1BYacLlYxLO6rmJBrpwrQpv3XbBWT/OzJHx+PhgKb457mpKiexkarEnMQYNZo6Mw9AYPR65erRfbyTD4w2wOZy4ctwg6bYVF6YiZ/dJPLz5IOxOAYkBDm0YOzgcTgE4UlIvBeMDddgTBZf4QcDuFGCVMrID4wMTEVFvIl4IP1PTjKzkSABASa25zeaD/k6vUfi5R1bo/qnFs2bNapO9UCqVsNvt0Gg0+Pjjj4Py5N3ly6PlyBwU7nNKWEKrjOyJShPsTmFALC0m6gvEjO6GfacBANEBBrIA8NpN5wd0/yfmj4XF7myT1dKqFPjdnJH4f+v3Awh8qvm4ZFe/4sHTtahpck1/jzUMjDIj6l7ixRm7Q2jJyLK0mIioxyVHuQNZ9x578c+d7a/vb8LUStQ223zez+bogYzs1q1bIQgC/u///g9LlixBVlYWjhw5grfeeisoT9xdGsw25J6swW3T0n3e16BRQqdSoLzegp/KXDuxGMgS9Q5xRg3GJ0dg1/FKAAi4R7YrxNKg9uZmDcbLO0/g4Jm6gPdMJ4ZrEaNXY/XWo2i2OXD5mARMGRYTjMOlAU5av+Ns6ZFlaTERUc+L0KmgVytwusYVyDqcAkrrzQF/ZujL9BoFilsF8t7YncFbv+P1HU+tVkOj0aCoqAhZWVkAgNGjR+PEiRNBeeLucvBMHexOAVPSfX9QlMlkSAjXoKzBgp9KG6CQy5Aex72rRL3FzFHx0loRb9OGe4JcLsMT88di6ohYjIgP7GKXTCbDxKFRcDgFPH7NGPznhkkcyENBIX4QsDtaemT5s0VE1PNkMhmSonRSRraiwQKHUxhQpcVhaiWafOyRFQQBDmcPlBaLjEYjnn32WWRlZWH//v3SDqveqqja1WSdFutfQBpv1KK83gyLzYHUmDBolJykSdRbzBwZj2e3HQPQtdLiYBo/JBI5t0z2fUcPVl+bBbPNMaDe0Kj7KeUtPbLMyBIRhVZSpA5n3BlZMaAdHDmAMrJqBUw+emRtDld2IlilxT7f8f72t78hLi4OX331FWJjY/Hkk08G5Ym7S1F1MxRymd+p/PhwDcobLPiprEGackpEvcO4pAjEGjTQKOXQqfvuRaZovZpBLAVdy9RiAVb3hwPlAJmOSUTU27TOyJbUiYHswHnvD9Mo0eRjarHd6broGqz1Oz4zsmFhYbj++uuD8mQ9oaimCYMitH6foHijFp/VlsHqcOKac3p3tplooJHLZbhyXCK+O1Ed6kMh6nXE9zmbu7RYrZR3umKKiIi6T1JkGOqabWi02KVe0UERAyeQ1asVsLZ6P/LEFuSLrj4D2b6mqLoJQ6I8D2zxJCFcA4u7t4iDnoh6nz9cNVpaLUJELZStMrI2h5MTi4mIQigpqmUFT3GtGQaNEuHafhdqeRWmdn2vzVaH10DW7gjuPId+965XVNOMIdH+X/2ID29ZgzEy0dAdh0REZ0GtlMOgGThvBET+UrbeI2sP3joDIiIKnLhLtri2GcW1zRgUoR1QVTJ6jasFrLM+Wbt7gmewphb7/HRYVlaGp556CjU1Nbj88ssxcuRIjB8/PihPHmzNVgcqGixI8bJCw5MEo6uXVqWQYWgMJxYTEVHfIK3fcbgzshz0REQUMuIu2dO1zSiuax5Q/bFAS0a2qZNAVhxMqArS1GKfj/LII4/g2muvhdVqxbnnnotVq1YF5Ym7w+ka18Rib7sgPREzssPiDFxbQEREfYbYYuRwOt0ZWb6HERGFSpxBA7VCjjM1zSipNQ+oicVAq4xsJwOf7I7gZmR9vutZLBZMmTIFMpkM6enp0Gg0vr4kZIrcgWxyAD2y8eGuH7IR7I8lIqI+RCaTQaWQweYUYGVGlogopORyGQZFavFzRSOqTFYMHkCDnoCWjGznpcXBnVrs81HUajV27twJp9OJ/fv3Q60O7S7HzhRVuyaEBdIja9Qoce7QKMweFd9dh0VERNQtFHIZhz0REfUSSZE65J6sATCwVu8AgF4sLe4kIyvtkQ3S1GKf73p/+tOfsHHjRtTU1ODVV1/FY489FpQn7g6nqpugVckRZ/A/ayyTyfDenRdi/gSu3iEior5FJZfD7hA6XXdAREQ9IylShyqTFQAwaICVFof5MexJ7JHtsT2yTqcTDzzwQMsXKJWw2WxQqVRBOYBgElfvDKQJYURENHApFDLYnU7YHAJ7ZImIQkxcwQO0TDEeKKSMrNV3RrbHphbfcccdKCsrQ3p6Ok6cOAGdTge73Y4HHngA11xzTVAOIlhcq3f8748lIiLqy5RymbR+h6XFRESh1bqcODFigGZkLZ30yPb01OLk5GRs3boV69evx6effopx48bhww8/xJtvvhmUAwgWQRBwuroJQ6IG1tUPIiIauJRyOewOJ6wOJ1QsLSYiCqlkdyAba9BAo1SE+Gh6VpjK9f12lpEN9h5Zn+96VVVViI6OBgBERESgsrISkZGRkAcpkg6WumYbGix2ZmSJiGjAULTJyLKthogolMTS4oG2egdw9b1qlHK/emRVPVVaPGbMGPz2t7/FOeecg/379yMzMxMff/wxYmJignIAwXKqOvAdskRERH2ZUtFqajEzskREITUoQgeZDANu9Y5Ir1F2OrVY2iMbpISoz0D2j3/8I7Zv346CggLMmzcPM2bMwM8//4yZM2cG5QCCRVq9E8AOWSIior5MKZfB7nAFshz2REQUWmqlHBcPj8WUYb0r4ddTwtQKP/fI9lBGtra2Fs3NzYiPj0dNTQ3++9//4o477gjKkwdTUY2YkR2YV0CIiGjgUcrlsDudHPZERNRL5NwyOdSHEDJ6decZWWmPbE+t37nnnnuQmpqKn376CRqNBjpd7wwUi6qbEBmmglHb+9YCERERdQelwpWRtToEDnsiIqKQCtP4mZGV99CwJwB4/PHHkZaWhtdeew11dXVBeeJgq2q0It6oCfVhEBER9ZiW9TsOZmSJiCik9GqlX3tkg5WR9etRLBYLmpubIZPJ0NTUFJQnDjaz3QGdamCNuSYiooFNIReHPQkc9kRERCEVplb42CPbw4Hs9ddfj9dffx0XXXQRpk+fjvT09KA8cbCZbQ5oGMgSEdEAolTIYXPvkWVGloiIQkmv6Twj2+PDniwWC26//XYAwBVXXAGDwRCUJw62ZpsTETr2xxIR0cChlMvQbHPA4RQ4tZiIiEIqTK1AU6d7ZN0Z2SCt3/H5KO+88470594axAKAxeaAlmVVREQ0gCjkMpht7gXzyuBc4SYiIuoKvUYJU6d7ZHs4I2u1WjF//nykpaVB7o6en3766aA8eTCZbQ7o1CwtJiKigUOlkKPZffWbpcVERBRKYWqFVCWk8DCZ2O50ZWR7LJC9//77g/JE3c1sc0KrZCBLREQDh0Iuk/qROOyJiIhCSa92hZbNNgcMmo5hps2dkQ1WabHPQHb06NF46aWXUFFRgRkzZmDkyJFBeeJga7Y5oFXxTZyIiAYOlUKGZjGQZUaWiAa4//3vfygpKUFjYyNsNhuioqJQUVGBtLQ0XHfddV1+3C+//BIGgwHnnntul75+69atmDJlCiIiIjr83f79+6HT6XptjBWIMI0rqdhksXsMZO0OAXIZIA/SHlmfgexDDz2EadOmYe/evYiNjcXDDz+MN998MyhPHkxmmwNaTi0mIqIBRCGXo8nmCmQ57ImIBrrLL78cgCs4rKysxCWXXILCwkJ8//33IT2uOXPmeP27c845p+cOpJuJGVmTl8nFNqcTyiC+V/kMZGtra3Hddddhy5YtmDhxIgRBCNqTB4sgCLDYnVy/Q0REA4rSvUcWYGkxEZE31dXVWLt2LUwmEzIyMjBjxgwUFhZix44dAACbzYYFCxZAoVBgw4YNCA8PR01NDQYPHoyrr766zeNs2LAB8+bNg8ViwaeffgqFQgGtVouFCxdCLpdj8+bNaGhoQHh4OE6ePIn77rsPa9aswdVXX42NGzciOzsbkZGROHz4MH788UeUlZXBYDAgNjYWu3btgkKhQE1NDcaMGYNp06ahuroamzdvhkKhQEREBGpra7FixYoQncnOifOKvE0utjsEqIKUjQX8mFoMAAUFBQCA0tJSaeBTb2Kxu+qtdQxkiYhoAFG2+kDAjCwRkWd2ux2LFy/GTTfdhO+++w4AUFFRgYULF+LGG2/EyJEjcfjwYQBAVVUV5s2bh1tvvRXHjx9HY2MjAKCyshIbNmzAwoULkZCQgPz8fGRmZmLFihWYMGECzGYzcnNzERkZiZtvvhkzZsyAyWRqcxwTJkzAjz/+CAD48ccfkZ6e3ubva2trkZ2djVtuuQXffPMNAOCzzz7D1KlTceONN2LIkCHdep7OlnhB1eqOzdqzO4KbkfX5SH/4wx/w0EMP4ciRI7jnnnvw4IMPBu3Jg8XsLqtijywREQ0krSc/qrl+h4jIo/j4eCiVSqhUKikpZzQa8cknn2Dz5s0oLCyE0+kKvqKjo6HRaCCXy2EwGGC3u7KLx48fh81mk75+6tSpMJlMeOONN3DkyBHI5XJUVlZKwWZsbCzCwsLaHEdWVhaOHDmChoYGWCyWDj2zCQkJkMvlUKvVUCpdhbMVFRXSYw4dOrSbzlBwiLMavAWyNqcAVZAmFgN+lBafOnUK69at65WZWFGzFMgyI0tERAOHstV7s1rB90AiIn998MEHuOeee6DRaLB582af7ZMXXHABoqOjsWnTJqxYsQIHDx7EOeecg8suuww7d+5Ebm4u4uPjUVRUhFGjRqG6uhpNTU1tHkOj0WDw4MH43//+53dvrPiYI0aMwOnTp7v67fYIKSPr6CQjG8SY0mcg+8033+Af//gHZs2aheuuu65XprTFZfDMyBIR0UCiaFNazIwsEZG/srKy8PLLL0On00Gv16OhocHn16Snp+Pw4cPYtWsX0tLSsHnzZqjVaigUClx99dUwGAx4//338dprryEyMlLKqrY2ceJEvPnmm5g3b57UvtmZSy65BFu2bMHu3buh0Wig6MUXLcWMrM1rICsEbYcs4Ecg++ijj8JqtWL79u14/PHHYbPZsGbNmqAdQDCIpcXskSUiooGkdY8shz0REbm0znampqYiNTVV+v/7778fgGvCsTjluLVbb721w59nzJgh3TZ37lzpz7fffnubry0qKsKECRMwbNgwVFVVoaioCADaDGcaMmQIfv/730v/3/qxPR3n6dOnMW/ePERHR2Pfvn3SY/ZGvnpkXaXFPZiRBYADBw7g66+/RlVVlcd/8FATA1lOLSYiooGk9dAMDnsiIgqtqKgobNiwATt27IDD4cCVV1551o8ZERGB9957T+rvnTdvXhCOtHuIgayls2FPQZxa7DOQvfLKKzFq1CgsWrQIq1atCtoTB5PUI6tkIEtERANH6w8EGmZkiYhCymAw4MYbbwzqYw4dOrRD5re38jnsySH07B7ZtWvXIioqquUAbDaoVKqgHUAwWNgjS0REA5CC63eIiKiX0Pga9uR09uzU4v/973947bXXYLfbIQgClEolPv3006AdQDBIPbJqZmSJiGjgUCnYI0tERL2D7z2yQlBLi32+673zzjvIycnBtGnT8OSTT2L48OFBe/JgMdtZWkxERAOPQs4eWSIi6h1UPkuLnUEtLfb5SFFRUYiPj4fJZMLkyZNRV1cXtCcPlmarWFrMQJaIiAaONhlZBrJERBRCPjOyTiGopcU+3/WMRiO2bdsGmUyG9evXo7q6OmhPHixiaTF7ZImIaCBRcP0OERH1Ekq5DDJZJz2yDieU8h7MyD7xxBMYPHgw7rvvPhQWFuKxxx4L2pMHi1RazIwsERENIMo2w56Cd5WbiIgoUDKZDGqF3Gsga3MENyPrc9iTwWDA6NGjAQAPPvhg0J44mMw2J2Qyrh4gIqKBRew1kssQ1L4jIiKirlAr5Z2UFvdwRrarqqqqMH36dBQUFEi3ffDBB1i8eLH0/++88w4WLlyI7OxsfPHFFwAAs9mMu+++G8uWLcNtt93mVymz2eaARimHTMar0URENHCIpcUc9ERERL2BprNA1iFA2ZM9sl1hs9nw6KOPQqvVSrfl5eXhvffegyAIAICKigrk5ORg/fr1eOWVV/DMM8/AarVi3bp1yMjIwFtvvYX58+fj+eef9/l8ZpuDZcVERDTgiCVa7I8lIqLeQK3wHsjanM6gXnjtlne+1atXY8mSJYiPjwcA1NTU4G9/+xseeugh6T4HDhzAhAkToFarYTQakZKSgvz8fOTm5mLq1KkAgGnTpmH37t0+n89sc0DHQJaIiAYYcf0OJxYTEVFvoFZ675EN9h5Znz2ygdq4cSOio6MxdepUvPjii3A6nXj44Yfx0EMPQaPRSPdrbGyE0WiU/l+v16OxsbHN7Xq9Hg0NDV6fKy8vDwBQXlUDueCQ/p86MpvNPD9e8NwEhufLN56jwPB8+ebtHJUWNwIAZHwPbIM/U4Hh+fKN5ygwPF/+6Y/nyWm3obKmzuP3ZbbY0Njg+e+6IuiB7IYNGyCTybB7927k5eVh7ty5SE5OxmOPPQaLxYLjx49j1apVuOCCC2AymaSvM5lMMBqNMBgM0u0mkwnh4eFenyszMxMAoN5rgjGsSfp/6igvL4/nxwuem8DwfPnGcxQYni/fvJ2jImcpgHKEaTU8h63wZyowPF++8RwFhufLP/3xPBk/q4RWp/X4fQnyIsTFRAf0Pefm5nr9u6AHsmvXrpX+vHz5cjz22GMYNmwYAOD06dP47W9/i4cffhgVFRV49tlnYbFYYLVaUVBQgIyMDEycOBE7duxAVlYWvvrqK0yaNMnnczazR5aIiAYgcWgGV+8QEVFv4Lu0OHitMEEPZP0VFxeH5cuXY9myZRAEAffeey80Gg2WLl2KlStXYunSpVCpVHj66ad9PpbF5mSPLBERDThSj6yS74FERBR6aoUcFm/DnhzOnt0jezZycnLa/H9ycjLeeecd6f+zs7ORnZ3d5j46nQ7PPfdcQM9jtjsQo1d3/UCJiIj6IJV7aIaaGVkiIuoF1Eo5Gi12j39nd/aB9Ts9jet3iIhoIBL3yHL9DhER9Qbe9sgKggCHM7ilxf3inY89skRENBAp3Wt3grmXj4iIqKvUXgJZu1MAgKCu3+kX73xmmxNaVb/4VoiIiPymZEaWiIh6EbXC87AnhzuQVbC0uC2WFhMR0UAklhYzI0tERL2BStF5RlbF0uK2LDYnA1kiIhpwxABWzUCWiIh6Aa+lxe4srYKlxS0cTgFWhxNarh4gIqIBhsOeiIioN/HZI8vS4hZmmwMA2CNLREQDjriPL5h7+YiIiLpKrZTD0kmPLKcWtyIGsjo1M7JERDSwMCNLRES9icbdIysIQpvbbe7gllOLWzG7U9csLSYiooFGvLLNYU9ERNQbiBdWxVJikTS1mIFsi2arKyOrYWkxERENMGKvETOyRETUG4jvR+37ZNkj60FLjywzskRENLBIe2SZkSUiol5AfD/qEMg62CPbgcXu7pFlIEtERAOMgoEsERH1IioxI+ton5Hl+p0OzDZ3jywDWSIiGmC0KgViDWoMiQ4L9aEQERF5zciKPbLBnLKvDNojhQjX7xAR0UClUsjx7e9nB/UKNxERUVeJPbKWdoGszRH8YU99PpBtZo8sERENYEqWFRMRUS+h8TLsqSUjyx5ZiVhazB5ZIiIiIiKi0FGzR9Z/Ymkx1+8QERERERGFjlrhSi56n1rMQFbC9TtEREREREShJ2ZkbQ7PpcXBbIfpP4GskoEsERERERFRqKi99MjanczIdmC2OaGQy4I6ypmIiIiIiIgCI8Zk7acW2x3ske3AbHNAq5RDJmMgS0REREREFCoar8Oegr9Htu8HsnYH+2OJiIiIiIhCzNuwJ7FHViFnj6yk2epkIEtERERERBRi3npkxeFP7JFtxWx3cPUOERERERFRiLUEso42t7dMLWYgK7HYHNAxI0tERERERBRSah89shz21IrZxtJiIiIiIiKiUFMrxD2yQpvb7VJpMXtkJc02B7QsLSYiIiIiIgopr+t3WFrckWv9DjOyREREREREoSSTyaBWyL1OLeawp1bMNge0agayREREREREoaZWdgxk2SPrgdnmZEaWiIi6RW1tLV5++WW/7//yyy+jtra2+w6oFbvdjmeffbZHnquwsBBPPfUU1qxZgzVr1uCVV17B4cOHe+S5iYiob1Er5bA62k4ttrt7ZlVB7JFVBu2RQsRiZ48sERFRd0tLS8N1110HALBarVizZg1iYmKQmJgY4iMjIqLexHNpsRMyGSAPYka2zweyzVYHpxYTEVG3W7NmDRITE1FeXg6LxYJFixYhMjIS27dvR0FBAcLDw9HU1AQAMJvN2LJlC5qbmwEAc+bMQUJCAv7xj38gOTkZ1dXViI+Px7x582CxWDze95///CeGDBmCqqoqOJ1OjBw5Ena7HRs3bkRzczOio6OlYysrK8PWrVshCALCwsIwb948lJaWYteuXVAoFKipqcGYMWMwbdo0VFVV4YMPPoDD4YBKpcK1114Lu92ODz/8EHa7HUqlEldffTUiIiK8ngu1Wo1JkybhyJEjiI+Px4cffoj6+no0NTVh+PDhmDlzJv75z3/itttug06nw969e2G1WnHRRRd1478QERH1Bp5Ki21OIaj9sUB/KC22O7lHloiIekRSUhJ+8YtfID09HYcOHUJ5eTlOnTqF2267DQsWLIDVagUA7Ny5E2lpabjxxhtx9dVX46OPPgIA1NfXY+bMmbjttttgtVqRn5/v9b41NTWYOXMmbrnlFlgsFhQXF2P//v2Ii4vDTTfdhEmTJknH9cEHH+DKK6/EihUrMHz4cOzatQuAqzQ6Ozsbt9xyC7755hsAwGeffYaLL74Yt9xyCyZNmoTS0lJ89tlnOP/883HjjTdiypQp2L59u89zodfr0dTUhPr6eiQnJ+OGG27AzTffjO+//x4ymQzjxo3DoUOHAAAHDhzA+PHjg/cPQUREvZartLjjsKdgrt4B+nhG1uZwwuEUWFpMREQ9QiyjjYiIQGNjI8rLyzFo0CDIZDJoNBrEx8cDAMrLy1FYWCj1kZrNZunrxEzqkCFDUFlZ6fW+YWFhUlY0LCwMdrsd5eXlGD58OAAgOTkZCoXrQm5lZaUUADudTsTExAAAEhISIJfLoVaroVQqpfsmJycDAMaMGQMA2Lp1K77++mspABYftzN1dXUIDw+HTqfDmTNnUFhYCLVaDYe7L2rixIl47733MHToUBgMBhgMhkBPNxER9UGeSovtjuBnZPt0IGu2ud4sWVpMREQ9QSZr+yYcGxuL7777DoIgwGazoaKiQrp98ODBGDduHEwmE/bt2wcAaGhoQGNjIwwGA4qKipCVlYWmpiaP9/UkNjYWp0+fxqhRo1BSUiIFjTExMViwYAEiIiJw6tQpNDY2en2MuLg4FBcXIz09HQcOHEBzczNiY2Nx4YUXSsF1YWFhp+fBYrFg3759WLRoEfbv3w+tVou5c+eiuroa+/btgyAIiIiIgFarxc6dOzFhwgR/Ti8REfUDroys0OY2u9MJRRB3yAJ9PJBtdgeyGgayREQUAomJiRg9ejReeuklGI1G6PV6AMDUqVOxZcsW5ObmwmKxYMaMGQBcmc6PP/4Y9fX1SEpKQkZGBoYMGeLxvp6cf/75eP/99/Hqq68iNjZWyrJeddVV2LRpEwTB9cFh3rx5aGho8PgYl156KT788EN89dVXUKlUWLhwITIyMvDRRx/BbrfDZrNhzpw5Hb7uxIkTWLNmDeRyOZxOJ2bMmIHY2Fg4nU5s2LABp06dglqtRnR0NBoaGhAeHo6JEyfik08+wYIFC87iLBMRUV/iysi2m1rM0uK2LDZXypo9skRE1B0iIyNx6623AgBWrFgh3X7uuedKf77gggtwwQUXdPjaJUuWdLhNqVQiOzu7zW1hYWEe73v//fdLf54yZQpSU1MBwGNQOHjw4DbHB7iytOLXtH686Oho/OIXv2hzX51OhxtuuKHD44pSU1PxwAMPePy7+Ph43HnnnR7/zul0YsKECZAH+cMLERH1XmqlHE1We5vbHN1QWtyn31nEjCwDWSIiot5l+/bt+O677zwG+URE1H95GvZkczqhYI9si2arO5BV9+l4nIiIBojWWdb+bvbs2aE+BCIiCgHPe2QFqILcI9unI0AOeyIiIiIiIuo9PO2RtTuFoGdk+3Qgy9JiIiIiIiKi3sNjIOtwBn3YU58OZJmRJSIiIiIi6j089cg6nAKULC1uwYwsERERERFR76FWyGHxUFrMqcWtNFvd63fUDGSJiIiIiIhCTaOUw+ZoX1rMHtk2mllaTERERERE1GuoPEwttjudUCrYIysxs7SYiIiIiIio11Ar5XAKrgFPIkdfKi2uqqrC9OnTUVBQgLy8PCxbtgzLly/HLbfcgsrKSgDAO++8g4ULFyI7OxtffPEFAMBsNuPuu+/GsmXLcNttt6G6utrrc5htDijksqDvJCIiIiIiIqLAqZWuELP1wCdbXyktttlsePTRR6HVagEAq1atwiOPPIKcnBxceumleOmll1BRUYGcnBysX78er7zyCp555hlYrVasW7cOGRkZeOuttzB//nw8//zzXp+n2eqAVimHTMZAloiIiIiIKNTU7hLi1uXFDqcAVV8oLV69ejWWLFmC+Ph4AMAzzzyDzMxMAIDD4YBGo8GBAwcwYcIEqNVqGI1GpKSkID8/H7m5uZg6dSoAYNq0adi9e7fX52m2OTjoiYiIiIiIqJeQMrL21hlZZ9AzssqgPhqAjRs3Ijo6GlOnTsWLL74IAFJAu2/fPrz55ptYu3Ytdu7cCaPRKH2dXq9HY2MjGhsbpdv1ej0aGhq8PldpZTUUcCIvLy/Y30a/YzabeZ684LkJDM+XbzxHgeH58o3nKDA8X4Hh+fKN5ygwPF/+6a/nqarcFb8dOfoTqgwqAEBTsxlNpuDGbUEPZDds2ACZTIbdu3cjLy8PK1euxAsvvIC9e/fihRdewIsvvojo6GgYDAaYTCbp60wmE4xGY5vbTSYTwsPDvT6XJsyA8DBI2V7yLi8vj+fJC56bwPB8+cZzFBieL994jgLD8xUYni/feI4Cw/Pln/56nn6ynAG+qcCQ1HQMizMAAJQflSE6MiLg7zc3N9fr3wU9kF27dq305+XLl+Oxxx7DN998g7fffhs5OTmIjIwEAGRlZeHZZ5+FxWKB1WpFQUEBMjIyMHHiROzYsQNZWVn46quvMGnSJK/P1WxlaTEREREREVFv4alH1uZ0Bn1qcdAD2facTidWrVqFQYMG4e677wYAnHfeebjnnnuwfPlyLFu2DIIg4N5774VGo8HSpUuxcuVKLF26FCqVCk8//bTXxzbbnNwhS0RERERE1EuIQ51srdfvOIK/fqdbA9mcnBwAwHfffefx77Ozs5Gdnd3mNp1Oh+eee86vx2+2ORCuU53dQRIREREREVFQeBr2ZHcKUAZ5ZWq37ZHtCWabAzpVn/4WiIiIiIiI+g1vgWyf2CPbU5ptDuhYWkxERERERNQriIGspVVpsd3hhFLeB/bI9hQOeyIiIiIiIuo9PA17cjiD3yPbtwNZm4PDnoiIiIiIiHoJjYfSYptTgII9si0snFpMRERERETUa3jqkXU4BahYWtzC6nCyR5aIiIiIiKiXkAJZd4+sIAhwcNhTRwxkiYiIiIiIegdVux5Zu1MAAPbItqflsCciIiIiIqJeQczI2twZWYcYyCpYWtwGM7JERERERES9gzi12MKMbOcYyBIREREREfUO7dfv2N2ZWfbItqNV9flvgYiIiIiIqF+Qy2VQKWTSsCcxI6vi+p22mJElIiIiIiLqPdQKuZSRFXtkFVy/0xaHPREREREREfUeamVLICsOfWKPbDvMyBIREREREfUerQPZlqnFDGTbYCBLRERERETUe6iV8g49shz21I6OpcVERERERES9hkapgMXuAADYHeL6HfbItqFVMpAlIiIiIiLqLbQqOSw2MSPr7pFlaXFbWnWf/xaIiIiIiIj6DY1SAbM7Iyv1yLK0uIVc1rJwl4iIiIiIiEJPo2zJyNoc7JHtQKdSQCYL7gkhIiIiIiKirtOqFLC0m1qsCnICsm8Hshz0RERERERE1KtolHKYbe5hT+4eWWZkW9Fy9Q4REREREVGvolHKpYxsy9RiBrISBrJERERERES9S+v1O9KwJ5YWt9AxkCUiIiIiIupVtKpWGVlOLe6IgSwREREREVHvolEpWnpkHeyR7UDLYU9ERERERES9itgjKwiClJFVKRjISnSqPn34RERERERE/Y5WpYAguHbIij2yCjl7ZCUsLSYiIiIiIupdNEpXmGm2O2BzlxazR7YVTi0mIiIiIiLqXcRA1mJztppazEBWwkCWiIiIiIiod9G44zSL3SH1yHLYUys6DnsiIiIiIiLqVaTSYptTmlqsZI9sC/bIEhERERER9S4aZceMLEuLW2EgS0RERERE1Lto3dtlLPZWPbIsLW7BPbJERERERES9i5iRNdtaZWRZWtxCq+zTh09ERERERNTvaFplZO0OZmQ74LAnIiIiIiKi3qXt+h0nZDJAzkC2BXtkiYiIiIiIehdtq/U7NqcAVZDLigEGskRERERERBREbTOyQtB3yAJ9PJDlsCciIiIiIqLepfX6HZvDGfT+WKCvB7JKBrJERERERES9Sfv1O8HeIQv08UCWw56IiIiIiIh6l/brdxTskW2LPbJERERERES9i0ohg0wmrt9haXEHDGSJiIiIiIh6F5lMBq1S4QpkWVrckVbdpw+fiIiIiIioX9Ko5DDbHK4eWWZk21Ir+vThExERERER9UsapRwWmxN2Rx9bv1NVVYXp06ejoKAAJ0+exNKlS7Fs2TL88Y9/hNPpBAC88847WLhwIbKzs/HFF18AAMxmM+6++24sW7YMt912G6qrq70+h0wW/BNCREREREREZ0erUsBid8DudELVDQnIbglkbTYbHn30UWi1WgDAk08+id/85jd46623IAgCtm/fjoqKCuTk5GD9+vV45ZVX8Mwzz8BqtWLdunXIyMjAW2+9hfnz5+P555/vjkMkIiIiIiKibqJRymG2udbv9JmM7OrVq7FkyRLEx8cDAA4fPozzzz8fADBt2jR88803OHDgACZMmAC1Wg2j0YiUlBTk5+cjNzcXU6dOle67e/fu7jhEIiIiIiIi6iYapSsja3N0T4+sMtgPuHHjRkRHR2Pq1Kl48cUXAQCCIEhlwHq9Hg0NDWhsbITRaJS+Tq/Xo7Gxsc3t4n29ycvLC/bh91tms5nnywuem8DwfPnGcxQYni/feI4Cw/MVGJ4v33iOAsPz5Z/+fp4cNjOq6yyQy2Sw2Z1B/16DHshu2LABMpkMu3fvRl5eHlauXNmmz9VkMiE8PBwGgwEmk6nN7Uajsc3t4n29yczMDPbh91t5eXk8X17w3ASG58s3nqPA8Hz5xnMUGJ6vwPB8+cZzFBieL//09/MUvasezTYHVAoZVELXYrfc3Fyvfxf00uK1a9fizTffRE5ODjIzM7F69WpMmzYNe/bsAQB89dVXOPfcc5GVlYXc3FxYLBY0NDSgoKAAGRkZmDhxInbs2CHdd9KkScE+RCIiIiIiIupGrh5ZB+x9pbTYk5UrV+KRRx7BM888g/T0dFx++eVQKBRYvnw5li1bBkEQcO+990Kj0WDp0qVYuXIlli5dCpVKhaeffronDpGIiIiIiIiCRKOSw2J3TSwO64apxd0ayObk5Eh/fvPNNzv8fXZ2NrKzs9vcptPp8Nxzz3XnYREREREREVE30rqHPelUim7JyHbbHlkiIiIiIiIamDQq1/odm8PZd9bvEBERERER0cClUSpgsTngcApQKRjISiorK/GXv/wFdXV10m3btm3D/v37z+px6+vr8cwzz7SZtHz06FG8+uqrcDqdXXrMzZs3+3VcX375Jf75z39izZo1eO2115CTk4OSkpIuPScREREREVGoiD2yDqcAhTz4YWefDWQBQKFQ4P3334cgCEF7zPDwcMyePRtbtmyBIAhobm7GZ599hgULFkDexX8Ag8HQZmduZ6ZMmYIVK1bgpptuwhVXXIENGzbAbrd36XmJiIiIiIhCQaNUwGJ3wupw9t2pxd0lLS0NgiBg7969OP/889v83Z49e3Do0CEAwNixYzFu3Di88cYb+OUvf4mioiK89dZbeOCBB9DY2IgtW7bghhtukL52/PjxOHr0KHJzc3HmzBlMnToVUVFROHz4ML799lvIZDKkpKTgkksuQX19PT766CPY7XY0NTVh+vTpGDVqFJ5//nnExMRAqVTiqquugkqlwqlTp/Dpp59CoVBAq9Vi4cKF0Gg0Xr+/2NhYDBo0CKdOnUJsbGyH54mLi8PGjRtx2223AQDee+89TJkyBUlJSd1wtomIiIiIiPyjUbqSgM1WBwNZT6666iq8/PLLGDZsmHRbRUUFDh8+jJtuugkymQxvvPEGhg0bhrCwMNTV1eH48eOIiIhASUkJiouLMWrUqA6Pe/XVV+Pll19GUlISxo8fj+bmZnz55Ze4/fbboVKpsGnTJhQUFEAmk2HKlClITU1FUVERvvzyS4waNQpWqxXTpk3DoEGDpMfMz89HZmYmLrzwQhw9ehRms7nTQBYA9Ho9mpqaUFlZ2eF5li9fDpVKhYqKChgMBtTU1DCIJSIiIiKikNOqFAAAk9UOZTf0yPb5QDYsLAyXX3453n//fQwZMgQAUF5ejrq6OrzxxhsAALPZjOrqaowaNQrHjh3D6dOncdFFF6GgoACnT5/GvHnzPD5uSkoKxo4dCwCorq5GU1MT1q5dCwCwWq2oqalBSkoKdu7ciR9++AEA4HA4pMeIjY1t85hTp07Fzp078cYbb8BoNPoVdNbV1WH06NHQarUen2fixInYv38/IiIikJWVFdC5IyIiIiIi6g5iRtZs49Rir0aOHImYmBhpoFJMTAzi4uJw4403YsWKFRg/fjwSEhIwatQoHDp0CBqNBsOHD8fRo0dht9thMBh8PkdkZCTCw8OxfPlyrFixAueffz6Sk5PxxRdfICsrCwsWLEBqamqbr5HJ2v6DHTx4EOeccw5uvPFGxMXFITc3t9PnLC8vR0VFRafPM3r0aBQUFCA/P5+BLBERERER9QpiIAsAym4Y9tTnM7KiOXPm4MSJEwCAxMREpKWl4bXXXoPdbkdSUhKMRiPkcjnsdjvS0tKg0+kgl8sxYsQIvx5fr9djypQpWLNmDQRBQGRkJMaMGYPRo0dj69at+PrrrxEeHo6mpiavjzF48GBs3rwZarUaCoUCV199dYf77N69G4cOHYJcLodcLkd2djbkcrnX51EqlRg6dCiampqg0+m6cOaIiIiIiIiCS+MuLQbAHtnWYmNjcfnll0v/r9Fo8Jvf/Eb6/4suuggXXXRRh6+79dZbpT/fcsstnT7H/Pnz2/x/VlZWh6znuHHjMG7cuA5f2/pYRMnJybj99tu9Pt+MGTMwY8YMj3/n7XkAwOl0YuLEiV4fl4iIiIiIqCdpW2VkFdwjS+3l5OTAZrMhLS0t1IdCREREREQEoG1GVsXSYmpv+fLloT4EIiIiIiKiNlr3yHLYExEREREREfV62m7ukWUgS0REREREREHVZmqxIvhhJwNZIiIiIiIiCqq263eYkSUiIiIiIqJerk1pMacWExERERERUW/HjCwRERERERH1Ka3X7yi6Yf0OA1kiIiIiIiIKKm2bYU/MyBIREREREVEvp1TIpf2xLC0mIiIiIiKiPkHsk1UwkCUiIiIiIqK+QAxkVdwjS0RERERERH2BuIKHGVkiIiIiIiLqE8SMLHtkiYiIiIiIqE/QKF0ZWSVLi4mIiIiIiKgv0KqYkSUiIiIiIqI+RMzIskeWiIiIiIiI+gSNSpxazECWiIiIiIiI+oCWjGzww05l0B+RiIiIiIiIgqa8vBzbtm2DzWaD1WrF8OHDMWPGDJw8eRLff/89rrvuOq9fe/z4cdTV1WHSpEke/z4vLw/JyckwGo1BP25NN/bIMpAlIiIiIiLqpcxmMzZs2IDs7GzExMTA6XTi3XffRW5uLmJjY31+/fDhwzv9+z179iAuLq57Allx/U43lBYzkCUiIiIiIuql8vPzkZqaipiYGACAXC7HggULoFAoUFRUhOrqaqxduxYmkwkZGRmYMWMG1qxZA71ej+bmZowdOxbV1dWYMWMG3n33XVgsFthsNlx66aWwWq0oLS3Fpk2bsHDhQmzatAnh4eGora3F2LFjUV5ejtLSUowYMQKzZ89GYWEhduzYAQCw2WxYsGABIiIiOjxuamoqAECrcq/fYUaWiIiIiIho4GhoaEBUVFSb29RqtfRnu92OxYsXQxAE/P3vf8eMGTMAAGPHjkVmZib2798PAKiurkZjYyN+8YtfwGQyoaqqChkZGUhMTMTVV18NhUKBmpoa3HDDDbDb7fjHP/6B3/72t1CpVHj22Wcxe/ZsVFRUYOHChTAajdi5cycOHz6MUaNGdXhckZiRZY8sERERERHRABIZGYmSkpI2t9XU1KC+vh4AEB8fD6XSFdbJWwWM7cuO4+Pjcd5552HDhg1wOByYPHlyh+eKioqCVquF3W6HXq+HTqdr8/dGoxGffPIJ1Go1GhoaMGTIkE4fVxz2xD2yREREREREA0hGRgaOHz+O6upqAIDD4cCnn36K8vLyTr9OJmsbPJaVlcFqtWLZsmWYP38+PvnkE+l+giD4dSwffPABrrnmGsyfPx9GoxGCIHh9XIA9skRERERERAOSRqPB/Pnz8cEHH0AQBFitVmRkZODcc8/FyZMn/X6cmJgY7NixAz/++CMUCoVUgjxkyBBs2rQJc+fO9fkYWVlZePnll6HT6aDX69HQ0OD1cYGWHlkFe2SJiIiIiIgGlsGDB+PGG2/scHtqaqo0WAkA7r//fgDAihUrpNvOOecc6c/Z2dkdHmPWrFmYNWsWAODWW28FACiVSvzmN7/p8LiXX345Lr/88g6P4elxASBCp4JCLpMC2mBiIEtERERERERBt2BCEkYmGhGuVQX9sdkjS0REREREREGnUyswaWiU7zt2AQNZIiIiIiIi6lMYyBIREREREVGfwkCWiIiIiIiI+hQGskRERERERNSnMJAlIiIiIiKiPoWBLBEREREREfUpDGSJiIiIiIioT1F2x4M6HA784Q9/wIkTJ6BQKPDkk0/CZDLhj3/8IxQKBVJTU7Fq1SrI5XK88847WL9+PZRKJe68807MnDkTZrMZDzzwAKqqqqDX67F69WpER0d3x6ESERERERFRH9MtGdkvvvgCALB+/Xrcc889ePLJJ/Gvf/0Lv/71r7Fu3TpYrVZ8+eWXqKioQE5ODtavX49XXnkFzzzzDKxWK9atW4eMjAy89dZbmD9/Pp5//vnuOEwiIiIiIiLqg7olkL3kkkvwpz/9CQBQXFyM2NhYZGZmora2FoIgwGQyQalU4sCBA5gwYQLUajWMRiNSUlKQn5+P3NxcTJ06FQAwbdo07N69uzsOk4iIiIiIiPqgbiktBgClUomVK1fis88+w3PPPYfa2lo8/vjjeOGFF2A0GjF58mRs3boVRqNR+hq9Xo/GxkY0NjZKt+v1ejQ0NHh8jry8vO46/H7HbDbzfHnBcxMYni/feI4Cw/PlG89RYHi+AsPz5RvPUWB4vvzD83R2ui2QBYDVq1fj/vvvR3Z2Npqbm7F27VqMGDECa9euxV/+8hdcfPHFMJlM0v1NJhOMRiMMBoN0u8lkQnh4uMfHz8zM7M7D71fy8vJ4vrzguQkMz5dvPEeB4fnyjecoMDxfgeH58o3nKDA8X/7hefItNzfX6991S2nx5s2b8d///hcAoNPpIJPJEBkZCYPBAACIj49HfX09srKykJubC4vFgoaGBhQUFCAjIwMTJ07Ejh07AABfffUVJk2a1B2HSURERERERH1Qt2RkL7vsMvz+97/H9ddfD7vdjoceegiRkZG49957oVQqoVKp8Kc//QlxcXFYvnw5li1bBkEQcO+990Kj0WDp0qVYuXIlli5dCpVKhaeffro7DpOIiIiIiIj6oG4JZMPCwvCPf/yjw+3r16/vcFt2djays7Pb3KbT6fDcc891x6ERERERERFRH9ctpcVERERERERE3YWBLBEREREREfUpMkEQhFAfRFd0NsGKiIiIiIiI+j5vg3/7bCBLREREREREAxNLi4mIiIiIiKhPYSBLREREREREfQoDWSIiIiIiIupTGMgGaPny5SgoKAj1YfRqp0+fxsSJE7F8+XLpv3/9618e7zuQzueePXswcuRIfPzxx21unzt3Lh588MEQHVXf8OKLL+Liiy+GxWIJ9aH0KvyZ6rqB9Npztjo7V7NmzeLvJfgaFYgXX3wRK1aswM0334xbbrkFhw4dCvUh9UpFRUW4++67sXz5cixZsgSPPfYYGhsbPd63uLgYn3/+eQ8fYe+wZ88enHvuuSgpKZFu+9vf/oaNGzeG8Kh6nz179mDKlClYvnw5brjhBixZsqTDZ4e+SBnqA6D+afjw4cjJyQn1YfQ66enp+PDDD3HllVcCAI4ePYrm5uYQH1Xv98EHH+DKK6/ERx99hIULF4b6cHoV/kwRhR5fo/xz/PhxfP7551i3bh1kMhny8vKwcuVKbNmyJdSH1quYzWb86le/whNPPIHx48cDADZt2oT77rsP//3vfzvc/9tvv8XPP/+MWbNm9fSh9goqlQq///3v8dprr0Emk4X6cHqtCy64AH//+98BACaTCcuXL0daWhoyMzNDfGRdx4xsF9TU1OCXv/wlbrrpJixYsADbtm0D4MqC/OlPf8INN9yA5cuXo6GhIcRH2rs8/fTTWLJkCRYvXoxPPvlEuv25557DL37xC9x6662orq4O4RF2v1GjRqGkpAT19fUAgC1btmDu3LkAgDfffBO/+MUvsGzZMtxxxx2wWq3YuHEjrr/+eixduhS7d+8O5aGHzJ49e5CSkoIlS5Zg7dq1AFwZokcffVS6slhRUYE9e/Zg0aJFWLZsGTZv3hzag+5Bgf5M3Xffffjyyy8BAAUFBbj99ttDdegh969//Qvr1q0D4DoXy5cvB8DXck+8nSvy/holZrHXrVuHf/7znwCAf//731iwYAFuueUWLFu2DHv27AnZcYdCdHQ0iouL8d5776GsrAyZmZl47733cPToUamC6+6770ZDQwP27NmDm266CbfccgvmzZsnnduB4Msvv8R5550nBbEAsGDBAtTU1ODnn3/GDTfcgMWLF+PGG29EZWUlXnzxRXz44YfYvn17CI86dC644AJERER0+Bl59dVXce2112Lx4sV46qmnAAALFy7E6dOnAQCffPIJnnjiiR4/3t5Ar9dj8eLF2Lp1q8fP5z/++COys7OxaNEi3HXXXTCbzSE+Ys8YyHZBfn4+brrpJrz22mt45JFHpF8cdtn58AAAB3RJREFUk8mEq666Cm+++Sbi4+Px1VdfhfhIQ+f48eNtSou3bNmC06dPY/369XjjjTfwn//8R/rgfdlll+GNN97AzJkzPV5p7G8uvfRSfPbZZxAEAQcOHMCECRPgdDpRW1uLNWvW4K233oLdbsfBgwcBAOHh4Vi3bh2mTJkS4iMPjXfffReLFi1Ceno61Go1fvzxRwDAxIkTkZOTgyuuuEL6ubFYLHjrrbcwf/78EB5xzwvkZ2rRokXYtGkTAOC9997DddddF+Kj7334Wk6B8PYa1V5+fj527tyJ9957D//+979RUVHRw0caetHR0XjhhRewb98+LF68GHPmzMEXX3yBRx55BH/84x+Rk5ODadOm4eWXXwYAlJWV4YUXXsA777yDNWvWoKqqKsTfQc8oKipCSkpKh9uTk5OxaNEi3H777Xj77bexePFi5Ofn4/bbb8fVV1+N2bNnh+Boe4fHHnsMa9asQWFhIQDX6/gnn3yC9evXY/369Th58iS++OILXHfdddLF7k2bNiE7Ozt0Bx1iMTEx2Lp1q8fP54888giefPJJvPvuu5gyZUqvbcVhabEfTCYT1Go1VCoVAODcc8/Fiy++iPfeew8ymQx2u1267+jRowEAgwYNGtC9Mu1Li1966SUcPnxYuopvt9tRXFwMwHU+AVdgsmPHjp4/2B42d+5cPPbYYxgyZIj0vcvlcqhUKvz2t79FWFgYSktLpZ+rtLS0UB5uSNXV1eGrr75CdXU1cnJy0NjYiDfffBOA6wos4Pq5EXuDBuq5CuRnavLkyVi1ahWqqqqwa9cu/Pa3vw3x0fec9q/lnZWgDfTX8kDO1UDW2WuUSBAEAK5M9rhx46BQKKBQKDB27NhQHHJInTx5EgaDAU8++SQA4ODBg7j99tthNpvxf//3fwAAm80mvZZPmDABarUaADBixAicOnUKMTExoTn4HpSQkIADBw50uL2wsBAWiwUTJkwAAKmlhP2gQFRUFB566CE8+OCDmDhxIiwWC8aPH9/ms/uxY8ewbNkyLF26FIsWLUJjYyMyMjJCfOShU1xcjLlz52LLli0dPp9XVVVh2LBhAIDrr78+lIfZKWZk/fDggw8iNzcXTqcTVVVV+POf/4xrrrkGTz31FCZPniy9SQF8s/cmPT0dkydPRk5ODl5//XVcccUVSE5OBgAp8/j9999jxIgRoTzMHjFkyBA0NTUhJycH8+bNAwA0NjZi27ZtePbZZ/HII4/A6XRKP1dy+cD9Nd2yZQuuvfZavPrqq3jllVfwzjvvYNeuXaiurpYGhOzbtw/Dhw8HMHDPVSA/UzKZDHPnzsWqVatw0UUXSW/yA0H71/KMjAwpK3b48OE29x3or+WBnKuBzNtrlFwul87XkSNHALgu8B48eBBOpxNWq1W6fSA5evQoHnvsMeniUFpaGoxGI4YOHYrVq1cjJycHDzzwAKZPnw4AyMvLg8PhQHNzM44fP46hQ4eG8vB7zOzZs/HNN9+0CWbfffddREdHY/r06dLnpi1btiAnJwdyuRxOpzNUh9trzJo1C2lpadi0aRM0Gg0OHDgAu90OQRCwd+9epKWlwWAwYOzYsXjyyScHdD97Y2Mj3n33XRiNRo+fz+Pj46Xs9osvvojPPvsstAfsBTOyfrjpppvwxBNPQKPRYMGCBRg0aBBWrVqF//73vxg0aBBqampCfYi93qxZs/Ddd99h2bJlaGpqwiWXXAKDwQAA2LZtG15//XXo9XqsXr06xEfaM6688kq8//77SEtLQ1FRERQKBXQ6HRYuXAi1Wo24uDiUl5eH+jBD7t1338Vf//pX6f91Oh0uu+wyvPfee9i0aRPWrFkDnU6Hv/71r/jpp59CeKShF8jP1MKFCzFjxgy8//77IT7qntX+tXzOnDn4zW9+g7179w7I7FhneK784+01KjExEY8//jgGDRqE+Ph4AMDIkSMxffp0ZGdnIyoqCiqVCkrlwPoYdtlll6GgoACLFi1CWFgYBEHA7373OyQmJmLlypVwOBwAgFWrVqG8vBx2ux233XYbamtrceeddyI6OjrE30HP0Ov1+M9//oM///nPqK2thcPhwMiRI/HMM8+gpqYGjz76KF544QVotVo89dRTKC4uxgsvvIAxY8bgqquuCvXhh9TDDz+Mb7/9Fnq9HldccQWWLl0Kp9OJSZMm4ZJLLgEALFq0CLfeeiv+/Oc/h/hoe9a3336L5cuXQy6Xw+Fw4O6778all16Kv/zlLx0+n//f//0fHnroIcjlcsTFxWHFihWhPnyPZELrdCIRUR+wfPlyPPbYY1LZCwWmrKwMv/vd7/D666+H+lCIBoyqqips3boV119/PaxWK6666iq8/vrrGDx4cKgPrVfas2cP1q9fL01ZJSJqb2BdCiQiGuD+97//4V//+hdWrVoV6kMhGlCioqJw6NAhXHvttZDJZFi0aBGDWCKis8CMLBEREREREfUpA3MyChEREREREfVZDGSJiIiIiIioT2EgS0RERERERH0KA1kiIiIiIiLqUxjIEhERERERUZ/y/wE+yNnF2fmE0gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(16, 8))\n",
    "birth_by_date.plot(ax=ax)\n",
    "\n",
    "# добавляем метки на график\n",
    "style = dict(size=10, color='gray')\n",
    "\n",
    "ax.text('2012-1-1', 3950, \"New Year's Day\", **style)\n",
    "ax.text('2012-7-4', 4250, \"Independence Day\", ha='center', **style) # ha='center' выравнивание текста по центру\n",
    "ax.text('2012-9-4', 4850, \"Labor Day\", ha='center', **style)\n",
    "ax.text('2012-10-31', 4600, \"Halloween\", ha='right', **style)\n",
    "ax.text('2012-11-25', 4450, \"Thanksgiving\", ha='center', **style)\n",
    "ax.text('2012-12-25', 3850, \"Christmas \", ha='right', **style)\n",
    "\n",
    "# Добавляем метки для осей координат\n",
    "ax.set(title='USA births by day of year (1969-1988)',\n",
    "       ylabel='average daily births')\n",
    "\n",
    "# Размечаем ось X центрированными метками для месяцев\n",
    "ax.xaxis.set_major_locator(mpl.dates.MonthLocator())\n",
    "ax.xaxis.set_minor_locator(mpl.dates.MonthLocator(bymonthday=15))\n",
    "ax.xaxis.set_major_formatter(plt.NullFormatter())\n",
    "ax.xaxis.set_minor_formatter(mpl.dates.DateFormatter('%h'))\n",
    "# fig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "a5361f60",
   "metadata": {},
   "outputs": [],
   "source": [
    "# ax.text?\n",
    "# Parameters\n",
    "# ----------\n",
    "# x, y : float\n",
    "#     The position to place the text. By default, this is in data\n",
    "#     coordinates. The coordinate system can be changed using the\n",
    "#     *transform* parameter.\n",
    "\n",
    "# s : str\n",
    "#     The text.\n",
    "\n",
    "# fontdict : dict, default: None\n",
    "#     A dictionary to override the default text properties. If fontdict\n",
    "#     is None, the defaults are determined by `.rcParams`.\n",
    "\n",
    "# Returns\n",
    "# -------\n",
    "# `.Text`\n",
    "#     The created `.Text` instance.\n",
    "\n",
    "# Other Parameters\n",
    "# ----------------\n",
    "# **kwargs : `~matplotlib.text.Text` properties.\n",
    "#     Other miscellaneous text parameters.\n",
    "\n",
    "#     Properties:\n",
    "#     agg_filter: a filter function, which takes a (m, n, 3) float array and a dpi value, and returns a (m, n, 3) array\n",
    "#     alpha: scalar or None\n",
    "#     animated: bool\n",
    "#     backgroundcolor: color\n",
    "#     bbox: dict with properties for `.patches.FancyBboxPatch`\n",
    "#     clip_box: `.Bbox`\n",
    "#     clip_on: bool\n",
    "#     clip_path: Patch or (Path, Transform) or None\n",
    "#     color or c: color\n",
    "#     contains: unknown\n",
    "#     figure: `.Figure`\n",
    "#     fontfamily or family: {FONTNAME, 'serif', 'sans-serif', 'cursive', 'fantasy', 'monospace'}\n",
    "#     fontproperties or font or font_properties: `.font_manager.FontProperties` or `str` or `pathlib.Path`\n",
    "#     fontsize or size: float or {'xx-small', 'x-small', 'small', 'medium', 'large', 'x-large', 'xx-large'}\n",
    "#     fontstretch or stretch: {a numeric value in range 0-1000, 'ultra-condensed', 'extra-condensed', 'condensed', 'semi-condensed', 'normal', 'semi-expanded', 'expanded', 'extra-expanded', 'ultra-expanded'}\n",
    "#     fontstyle or style: {'normal', 'italic', 'oblique'}\n",
    "#     fontvariant or variant: {'normal', 'small-caps'}\n",
    "#     fontweight or weight: {a numeric value in range 0-1000, 'ultralight', 'light', 'normal', 'regular', 'book', 'medium', 'roman', 'semibold', 'demibold', 'demi', 'bold', 'heavy', 'extra bold', 'black'}\n",
    "#     gid: str\n",
    "#     horizontalalignment or ha: {'center', 'right', 'left'}\n",
    "#     in_layout: bool\n",
    "#     label: object\n",
    "#     linespacing: float (multiple of font size)\n",
    "#     math_fontfamily: str\n",
    "#     multialignment or ma: {'left', 'right', 'center'}\n",
    "#     path_effects: `.AbstractPathEffect`\n",
    "#     picker: None or bool or float or callable\n",
    "#     position: (float, float)\n",
    "#     rasterized: bool\n",
    "#     rotation: float or {'vertical', 'horizontal'}\n",
    "#     rotation_mode: {None, 'default', 'anchor'}\n",
    "#     sketch_params: (scale: float, length: float, randomness: float)\n",
    "#     snap: bool or None\n",
    "#     text: object\n",
    "#     transform: `.Transform`\n",
    "#     transform_rotates_text: bool\n",
    "#     url: str\n",
    "#     usetex: bool or None\n",
    "#     verticalalignment or va: {'center', 'top', 'bottom', 'baseline', 'center_baseline'}\n",
    "#     visible: bool\n",
    "#     wrap: bool\n",
    "#     x: float\n",
    "#     y: float\n",
    "#     zorder: float"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "97b126aa",
   "metadata": {},
   "source": [
    "## Преобразования и координаты текста\n",
    "\n",
    "Существует 3 предопределенных преобразования м/у различными системами координат:\n",
    "\n",
    "- ``ax.transData``: Преобразование из системы координат данных\n",
    "- ``ax.transAxes``: Преобразование из системы координат объекта ``Axes`` (в единицах размеров рисунка)\n",
    "- ``fig.transFigure``: Преобразование из системы координат объекта ``Figure`` (в единицах размеров рисунка)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "2f579333",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(facecolor='lightgray')\n",
    "ax.axis([0, 10, 0, 10])\n",
    "\n",
    "# transform=ax.transData - значение по умолчанию\n",
    "ax.text(1, 5, \". Data: (1, 5)\", transform=ax.transData)\n",
    "ax.text(0.5, 0.1, \". Axes: (0.5, 0.1)\", transform=ax.transAxes)\n",
    "ax.text(0.2, 0.2, \". Figure: (0.2, 0.2)\", transform=fig.transFigure);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "890790f2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(facecolor='lightgray')\n",
    "ax.axis([0, 10, 0, 10])\n",
    "\n",
    "# transform=ax.transData - значение по умолчанию\n",
    "ax.text(4, 5, \"o Data: (4, 5)\", transform=ax.transData)\n",
    "ax.text(0.5, 0.1, \". Axes: (0.5, 0.1)\", transform=ax.transAxes)\n",
    "ax.text(0.2, 0.2, \". Figure: (0.2, 0.2)\", transform=fig.transFigure);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "165d5a43",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-6.0, 6.0)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXYAAAD3CAYAAAAJxX+sAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAAb90lEQVR4nO3deVSU9eIG8GdYZdNQcUGTRI9IlOZ21eNyz1GUStN7UxCRUUtDzS1NxYA0OaACAqXopRSVRkXDqGvmvXXUk5qKJG6IoxS4ZNIFYhFhGLb5/eFxfk1s+s4rDF+fzz858y7zzNt3Hl6+zLyjyMjI0IGIiIRh1tIBiIhIXix2IiLBsNiJiATDYiciEgyLnYhIMCx2IiLBWEjdMCUlBT/99BOqq6vh5eUFT09POXMREZFEkor96tWruH79OsLDw6HVanHo0CG5cxERkUSSiv3SpUtwcXFBZGQkysvLMXPmTLlzERGRRJKKvbS0FPn5+fjggw+Ql5eHjRs3YvPmzVAoFPp1tFqtbCGJiJ4l1tbWRm0vqdjt7e3RrVs3WFpa6v97//59tGvXzmC9QYMGGRWuOajVari7u7d0jCYxp7xaQ87WkBFgTrmlp6cbvQ9J74pxd3fHxYsXodPpUFhYCK1WC3t7e6PDEBGR8SSdsQ8ePBjXrl1DYGAgdDod5s6dC3Nzc7mzERGRBJLf7sg/mBIRmSZ+QImISDAsdiIiwbDYiYgEw2InIhIMi52ISDAsdiIiwbDYiYgEw2In+hOlUompU6dCqVTC19cXK1asQFFRUaPbHDhwAFVVVZIeb/Xq1SgrK9PfXr9+PZKSkhrdpri4GEOHDoVSqYRSqURiYiIAYN26dSgoKJCUg8TCYif6i4iICKhUKuzfvx+jR4/GmjVrGl3/008/RW1t7RM/zpEjR+Dh4QE7OzsUFhZi7ty5OH78eJPbXbt2DRMnToRKpYJKpcKsWbMAPPyhFB0d/cQ5SDwsdqJGTJo0CZmZmdBqtUhLS8PMmTMxc+ZM+Pj44ObNm0hOTkZ+fj6WLVuGmpoaBAcHY86cOXjzzTfx8ccfAwDOnj2LuLi4OvtWqVSYMGECAKCsrAyLFy/G5MmTm8x09epVZGZmwt/fH0uWLEFeXh4AwNXVFTk5OU3+hkHiY7ETNaFt27a4f/8+fv75Z0RFReHzzz/HmDFj8N///hfe3t5wcnJCbGwscnNz8corryAhIQFJSUn6KZXhw4dj0aJFBvusqKhAbm4u2rdvDwB4/vnn0b9//8fK4+rqiiVLlmDPnj3w9PREWFiYwbILFy7I9MyptZJ8rRiiZ4FOp0NBQQE6dOiAzp07Izw8HLa2tvjf//6HgQMHGqz73HPPISMjA6mpqbC3t0dlZWWD+y0pKYGjo6OkTMOGDYONjQ0AYNy4cdi8ebN+mZOTE4qLiyXtl8TBM3aiRhw8eBDDhg2DmZkZQkJCsH79emzcuBGdOnWCTqcDACgUCtTW1iIlJQUODg6Ijo7G22+/jYqKCv06f+Xo6GjwR9MnERISgu+++w7Aw2keDw8P/bKSkhJ06NBB0n5JHDxjp2dSaWkpFi1aVO/cd2BgoP6MuHPnzli7di0AYPLkyfDx8UHbtm3RsWNH/dz24MGDERAQgDVr1mD58uVIT0+HjY0NXFxckJeXh5ycHKSnpxtMx1hZWaFjx474448/Gi3iZcuWISgoCE5OTvr73n//fQQFBSEpKQk2NjYGUzFqtRorVqww7uBQq6fIyMio/5TCSFqtlt+gJCPmlJcp5Dx8+DAKCgowe/bseper1Wr85z//wfz582Fra9vk/n755Rfs2rUL4eHhMidtnCkcy8fRWnKmp6cb/dV4nIohaiETJkxAZmZmo1Myvr6+j1XqwMN32SxdulSueNSKcSqGqIUoFApERUU1uo6zs/Nj72/dunXGRiJB8IydiEgwLHYiIsGw2ImIBMNiJyISDIudiEgwLHYiIsGw2ImIBMNiJyISDIudiEgwLHYiIsGw2ImIBGNUsZeUlCAgIAB3796VKw8RERlJcrFXV1cjPj4eVlZWcuYhIiIjSS72xMREjB8/Xv+djUREZBokXbb3+PHjaNeuHQYMGICvvvqqwfXUarXkYM2loqKCOWXEnPJpDRkB5jRFkr5BKSQkBAqFAgqFAjdv3oSzszNWr15t8OW8/AYleTGnvFpDztaQEWBOucnxDUqSztj//B2La9asQUBAgORvXCciInnx7Y5ERIIx+qvxQkND5chBREQy4Rk7EZFgWOxERIJhsRMRCYbFTkQkGBY7EZFgWOxERIJhsRMRCYbFTkQkGBY7EZFgWOxERIJhsRMRCYbFTkQkGBY7EZFgWOxERIJhsRMRCYbFTkQkGBY7EZFgWOxERIJhsRMRCYbFTkQkGBY7EZFgWOxERIJhsRMRCYbFTkQkGBY7EZFgWOxERIJhsRMRCYbFTkQkGBY7EZFgLKRsVF1dja1btyI/Px9VVVWYOnUqhgwZInc2IiKSQFKxnzx5Eg4ODli6dClKS0uxYsUKFjsRkYlQZGRk6J50I41GAwCwsbFBaWkpVq1ahX/9618G62i1Wtja2sqT8imqqKhAmzZtWjpGk5hTXq0hZ2vICDCn3MrLy2FtbW3UPiSdsdvY2AB4WPBRUVHw8/Ordz13d3fpyZqJWq1mThkxp3xaQ0aAOeWWnp5u9D4kFTsAFBQUIDIyEl5eXhg1apTRQYiISB6Sir24uBihoaGYO3cu+vXrJ3cmIiIygqRi//LLL1FWVoaDBw/i4MGDAIDg4GCj54WIiMh4kop9zpw5mDNnjtxZiIhIBvyAEhGRYFjsRESCYbETEQmGxU5EJBgWOxGRYFjsRESCYbETEQmGxU5EJBgWOxGRYFjsRESCYbETEQmGxU5EJBgWOxGRYFjsRESCYbETEQmGxU5EJBgWOxGRYFjsRESCYbETEQmGxU5EJBgWOxGRYFjsRESCYbETEQmGxU5EJBgWOxGRYFjsRESCYbETEQmGxU5EJBgLKRvV1tZi+/btuHXrFiwtLbFgwQJ07dpV7mxERCSBpDP2tLQ0VFZWYsOGDfD390diYqLcuYiISCJJxa5WqzFgwAAAQJ8+fZCdnS1rKCIikk7SVIxGo4Gtra3+tpmZGWpqamBubm6wnlqtNi5dM6ioqGBOGTGnfFpDRoA5TZGkYrexsYFGo9Hfrq2trVPqAODu7i49WTNRq9XMKSPmlE9ryAgwp9zS09ON3oekqZi+ffviwoULAICsrCy4uLgYHYSIiOQh6Yx96NChuHLlCoKCgqDT6bBw4UK5cxERkUSSit3MzAzz5s2TOwsREcmAH1AiIhIMi52ISDAsdiIiwbDYiYgEw2InIhIMi52ISDAsdiIiwbDYiYgEw2InIhIMi52ISDAsdiIiwbDYiYgEw2InIhIMi52ISDAsdiIiwbDYiYgEw2InIhIMi52ISDAsdiIiwbDYiYgEw2InIhIMi52ISDAsdiIiwbDYiYgEw2InIhIMi52ISDAsdiIiwbDYiYgEYyFlo7KyMnzyySfQaDSorq7G7Nmz4ebmJnc2IiKSQFKxf/PNN+jXrx8mTpyI3377DbGxsdi0aZPc2YiISAJJxf7GG2/AwuLhpjU1NbCyspI1FBERSafIyMjQNbbC0aNHcfjwYYP7Fi1ahN69e6OoqAjh4eF466234OHhYbCOVquFra2t/IllVlFRgTZt2rR0jCYxp7xaQ87WkBFgTrmVl5fD2traqH00WewNuX37NmJiYjBr1iwMHDiwznKtVotBgwYZFa45qNVquLu7t3SMJjGnvFpDztaQEWBOuaWnpxtd7JKmYn799Vds2rQJ77//Pl544QWjAhARkbwkFfvevXtRVVWFnTt3AgBsbW2xevVqWYMREZE0koqdJU5EZLr4ASUiIsGw2ImIBMNiJyISDIudiEgwLHYiIsGw2ImIBMNiJyISDIudiEgwLHYiIsGw2ImIBMNiJyISDIudiEgwLHYiIsGw2ImIBMNiJyISDIudiEgwLHYiIsGw2ImIBMNiJyISDIudiEgwLHYiIsGw2ImIBMNiJyISDIudiEgwLHYiIsGw2ImIBMNiJyISDIudiEgwRhX73bt3oVQqUVlZKVceIiIykuRiLy8vR2JiIiwsLOTMQ0RERpJU7DqdDvHx8ZgxYwasra3lzkREREZo8nT76NGjOHz4sMF9Tk5OGDFiBF544YVGt1Wr1UaFaw4VFRXMKSPmlE9ryAgwpylSZGRk6J50o4ULF6JDhw4AgKysLPTu3RthYWEG62i1WgwaNEielE+RWq2Gu7t7S8doEnPKqzXkbA0ZAeaUW3p6utEzIZImyLdu3ar/9/z587FmzRqjQhARkXz4dkciIsEY/ZaW+Ph4OXIQEZFMeMZORCQYFjsRkWBY7EREgmGxE/3FZ599hpEjR0Kr1T71xzp//jwSExMBAHFxcZg6dSp8fX1x5cqVOut+//338PT0hFKphFKpRFpaWoP7vX37NqZPnw4/Pz+sXbsWtbW19a53+fJlKJVK/e2kpCScPXvWyGdFLe2ZLPbVq1fjjTfegFKpRHBwMJRKJe7du4fw8HDcu3evWbPEx8fj6tWrqKiowOLFi+Hn54d33nkHhYWFddbdvXs3vL294e3tjbi4uEb3e/z4cUyZMgXTpk3DF198UWf5vXv3MHv2bCiVSvj7+yMnJwcAsG7dOhQUFMjz5Fqpb775Bq+//jq+/fbbp/o4Op0OW7ZswfTp05GZmYm0tDQkJycjJiYG69atq7N+ZmYmVq5cCZVKBZVKhb/97W8N7nvDhg147733sG/fPuh0Ohw7dqzOOtu3b0dISIjBDzBvb29s27YNNTU18jxJahHPZLED0L9AwsPDoVKp4OzsjODgYDg7OzdbhtzcXGRlZeGll15CUlIS+vTpg3379uEf//gHtm3bZrDu77//jkOHDmH//v04cOAAfvzxR1y/fr3e/VZVVWHDhg3YuXMnVCoVDhw4gPz8fIN1PvnkE/j7+0OlUmHevHmIiYkBACiVSkRHRz+dJ9wKnDt3Dj169ICvry/27t0LAKiuroavry9OnTqFgoICTJgwAbm5ubhx44b+7Hnx4sUoLS1FYWEhZs6cCaVSCV9fX9y4cQMAsGrVqjonDadPn0bv3r1hZWWF9PR0jBw5EgqFAs7OzqipqUFJSYnB+pmZmfjyyy/h5+eHjRs3orq6usHnkZmZqS/+0aNH48yZM3XW6dGjB7Zs2WJwn4WFBTw8PPDDDz888bEj0/HMFnt9lEolsrOzUVhYiLfffhv+/v748MMPMW7cOADAmDFj9Gc3mzZtQkpKCs6dOwdvb2/4+fnh66+/RlpaGqZPnw5/f3988MEHqKqqQnFxMRYtWlTn8ZKSkuDl5QXg4afNRo0aBeDhC/Gvvw537NgRO3bsgLm5OczMzFBdXd3gp9Oys7PRo0cPtGvXDlZWVhg0aBDOnz9vsE5gYCD+/ve/AwBqamr0+3J1dUVOTg6KioqkHsZWLTk5Gd7e3nB1dYWVlRUuX74MCwsLbNq0CREREVi5ciVWrVqFrl274sMPP8TatWuhUqkwevRo7NixA1euXIGDg4P+bPjBgwcAgMjIyDonDWlpaXBzcwMAPHjwAPb29vpldnZ2KC8vN1h/xIgR+PDDD7F3716Ul5dj//79DT4PnU4HhUKh31dpaWmddby8vOq9iJ+bm1uj0zxk+p7ZSzNGRUVh+/btKCsrw7hx47BgwQL9svj4eIwdOxYzZszA6dOncfr06Ub3pdVqkZycDJ1Oh1dffRX79u1Dhw4d8PHHH+Orr76Cj49PvVMnaWlpePPNNwE8fGE7ODgAqP+FaGFhgfbt20On0yEyMhIvvvgievbsWW+eP+/r0f4eFcwj7du3BwDk5OQgIiLC4NPErq6uuHDhAsaOHdvo8xZNSUkJTp48icLCQqhUKjx48AB79uxB//790b17dwwcOBCXLl3C6NGjATz8AfpoyqSqqgo9e/bE6NGjcevWLbz77ruwsLAwGFd/VVRUhP79+wMA7O3tUVZWpl9WVlYGOzs7g/WnTJmCtm3bAgDGjh2L7777rsF9m5n9/zlbWVmZfrvH4eTkhNTU1Mden0zPM1vsK1euxOjRo+u9fkR2djb++c9/AgAGDx5c7/Y63f9fYudRwRYWFiIvLw/vvfcegIcXHRoxYkSDGYqKitCxY0cAhi/shl6IWq0WQUFBsLOzw9q1axvcb30l8eeifyQ1NRXr1q1DZGQkXF1d9fc7OTmhuLi4wf2L6tChQ5gyZQoCAwMBABqNBmPHjkVhYSHu3LmDn3/+GUOGDMHOnTsxZ84c9OzZExEREXB2dkZ6ejry8/Nx7tw5dOrUCTt37sTFixcRExMDlUpV7+O1b99e/wN84MCBiIqKwpw5c/D777+jtrbWYAzodDpMmjQJ+/fvR5cuXXD27Fl4eHg0+FxefPFFnDt3DkOHDsXJkycxbNiwxz4O9+/f1//gp9aJUzH16NOnDy5evAgAuHTpkv5+Kysr5OXlQafTGcxvPzo7cnR0RJcuXbBt2zaoVCrMnz8fQ4cObfBx2rdvj/v37wN4+MI+ceIEAODkyZN1LqCm0+nw7rvvws3NDaGhoTA3N29wv7169cLt27dRXFyMyspKnD9/HgMGDDBYJzU1FeHh4dixYwdefvllg2UlJSX6i7yJqrS0tM70WHJyMiZPnqy/bWNjg/Hjx2Pfvn0IDg7G+vXrsWrVKvz73/9GRkYGPvroIwQGBsLPzw/R0dFwc3ND37598cUXX2DatGmIjIzEvHnzANQ/xz506FBcvnwZAPDSSy9h8ODBmDZtGhYvXqy//tLZs2cRFxcHhUKBsLAwLFq0CP7+/tBoNPDx8QEAg3e1PBIYGIgtW7Zg2rRpqKqq0k/51Zfjry5fvozhw4c/yeEkEyPp6o6PwxSu7lhcXIyQkJA60yCrV6/G66+/XueMXalU4qOPPoKjoyNWrVoFrVaLTp06ISMjA99//z0OHjyIhIQEdOvWDQ4ODhg1ahS6deuG/fv3IzY2FgDw448/YuvWrdDpdLCzs0NkZCTMzc3rzREbG4u+ffvitddeg0ajQWBgIPLz82FpaYno6Gg4OTlh165d6NGjB+7cuYOYmBi88sor+u2XL1+ONm3aICUlBcHBwQb7Pn78uD7HlClTMGPGDIPjMWnSJFRWVsLJyQnAw986QkNDAQA+Pj5ISEio9yy/Ka3lCnqmkLO2thazZs1CQkICrKys6ix/3IxhYWEICQmRJVN1dTXeeust7N69u9GThz8zhWP5OFpLTjmu7ih0sT+O+v5nnzhxAo6OjujXrx/OnDmD+Ph4fP7557I/9m+//YaIiAhs3rxZUk7g4TdZxcfHY/ny5bJk+uWXX7Br1y6Eh4dL2r61vHhMJWdqaiquX7+O2bNn11n2uBlzc3PRtWtXWfLs3bsXLi4uGDly5GNvYyrHsimtJWeLXbZXdN27d0dQUBDMzc1RW1tb52xYLt26dYObmxsyMjLqTIc8rpqaGgQEBMiWSaVSYenSpbLtjxo3bNiwJ5r/ro9cpQ4AM2bMkG1f1HJY7PXo1asXDhw40CyPtXDhQqO2lzJd0pj6PhhDRK0L/3hKRCQYFjsRkWBY7EREgmGxExEJhsVORCQYFjsRkWBY7EREgmGxExEJhsVORCQYFjsRkWBY7EREgmGxExEJhsVORCQYFjsRkWBY7EREgpF0Pfaamhrs3r0b2dnZqK6uho+PT4Nf+kxERM1LUrGfOHECNTU1WL9+Pf744w+cPXtW7lxERCSRpO88jYmJgYuLC65fvw6dToe5c+eiS5cuButotVrZQhIRPUue+neeHj16FIcPHza4r23btrCyskJQUBCuXbuGuLg4hIWFyRqMiIikabLYPT094enpaXBfTEwMBg0aBIVCAQ8PD+Tm5j61gERE9GQkvSumb9++uHDhAgDg1q1b6Nixo6yhiIhIOklz7FVVVfjss8/w66+/AgACAgLg6uoqezgiInpykt4VY25uDgsLCygUClhaWsLGxsZg+U8//YTk5GSYm5tjzJgxGDduHGpra7F9+3bcunULlpaWWLBgAbp27SrLk2hIU4956tQpfPvttzAzM4OLiwveeecdmJmZYcWKFbC1tQUAdOrUCYsWLWqxjIcOHcKxY8fQrl07AMC8efPQtWtXkzqWRUVFiI2N1a978+ZN+Pv7w8vLq1mP5Z9lZWVhz549CA0NNbjfVMZmUzlNYWw+Tk5TGZ8NZTSlsVldXY2tW7ciPz8fVVVVmDp1KoYMGaJfLufYlFTsaWlpqKysxIYNG5CVlYXExESsXr1aH3737t2IiIiAtbU1goODMXjwYNy4caPBbZ6WxnJqtVokJSUhNjYW1tbWiImJQXp6Ovr37w8AdQZwS2QEHg7EJUuWoFevXvr7UlNTTepYOjo66o/XjRs3sG/fPnh6eqKyshJA8x3LR77++mucOHGizh/wTWlsNpbTVMZmUzkB0xmfDWU0pbF58uRJODg4YOnSpSgtLcWKFSv0xS732JQ0x65WqzFgwAAAQJ8+fZCdna1fdvfuXXTp0gX29vawtLSEu7s71Gp1o9s8LY09pqWlJdavX68fCLW1tbC0tMStW7eg1WoRGhqKtWvXIisrq8UyAkB2djZSUlIQHByMlJSUx9qmJXICgE6nQ0JCAgICAmBubt7sx/KRzp07Y+XKlXXuN6Wx2VhOUxmbTeUETGd8NpYRMI2xOXz4cEyfPl1/28zs/+tX7rEp6Yxdo9Hof4V5FLCmpgbm5uZ1lrVp0wbl5eWNbvO0NPaYZmZmeO655wAAR44cQUVFBfr37487d+5g0qRJ8PT0RG5uLsLCwrBly5anlrOp4zJy5Ei8+uqrsLGxQWRkJM6fP29yx/KR8+fP4/nnn0e3bt0APHzLa3Mey0eGDx+OvLy8Jp9DS47NxnKaythsKidgOuOzsYyAaYzNR1PWGo0GUVFR8PPz0y+Te2xKKnYbGxtoNBr97draWv0D/XVZRUUF7OzsGt3maWnqMWtra6FSqXDv3j2sXLkSCoUCzs7O6NKli/7fDg4OKCoqemrv/Gkso06nw4QJE2BnZwcAGDRoEG7evGmSxxJ4+InkiRMn6m8397FsiimNzaaYwthsiimNz6aYytgsKChAZGQkvLy8MGrUKP39co9No9/umJWVBRcXF/2y7t27Izc3F6WlpaiqqsK1a9fQp0+fRrd5Wpp6zE8//RSVlZUIDAzU/9p77NgxJCYmAgAKCwtRXl4OR0fHFslYXl6OZcuWQaPRQKfTISMjA66uriZ5LAEgJycHbm5u+tvNfSybYkpjsymmMDabYkrjsymmMDaLi4sRGhoKf39/jB071mCZ3GNT0tsdH/2l9vbt29DpdFi4cCFu3rwJjUaD8ePH6/+6q9PpMGbMGLz22mv1btO9e/cnfWjZcvbu3RurVq2Cu7s7FAoFAGDChAkYOHAg4uLiUFBQAIVCAX9/f/Tt27dFMo4fPx4//PADjhw5AktLS7z88svw9fU1uWM5fvx4lJSUIDQ0FNHR0fptqqqqmvVY/lleXh5iYmKwceNGnDp1yuTGZmM5TWVsNpXTlMZnYxlNZWwmJCTgzJkz+ukg4OEHQCsqKmQfm5KKnYiITBevx05EJBgWOxGRYFjsRESCYbETEQmGxU5EJBgWOxGRYFjsRESC+T8oLTRxCjAB1gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# если поменять пределы осей, то это повлияет только на ax.transData\n",
    "fig, ax = plt.subplots(facecolor='lightgray')\n",
    "ax.axis([0, 10, 0, 10])\n",
    "\n",
    "# transform=ax.transData - значение по умолчанию\n",
    "ax.text(1, 5, \". Data: (1, 5)\", transform=ax.transData)\n",
    "ax.text(0.5, 0.1, \". Axes: (0.5, 0.1)\", transform=ax.transAxes)\n",
    "ax.text(0.2, 0.2, \". Figure: (0.2, 0.2)\", transform=fig.transFigure);\n",
    "\n",
    "ax.set_xlim(0, 2)\n",
    "ax.set_ylim(-6, 6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "e57b4a06",
   "metadata": {},
   "outputs": [],
   "source": [
    "# %matplotlib notebook # бэкенд запускается только в начале ноута, и потом уже не меняется\n",
    "# кстати бэк notebook рисует график только после fig\n",
    "# тогда точки Axes Figuer остаются неподвижны, при прокрутке осей"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "fd7e19ef",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ax.set_xlim(0, 2)\n",
    "ax.set_ylim(-6, 6)\n",
    "fig"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9be84518",
   "metadata": {},
   "source": [
    "## Стрелки и поясняющие надписи\n",
    "\n",
    "- ``plt.arrow()`` - не рекомендуется, созданная ею стрелка подвержена изменению в зависимости от соотношения сторон\n",
    "- ``plt.annotate()`` - создает текст и стрелку, с гибкими настройками"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "bff8fe3e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    "x = np.linspace(0, 20, 1000)\n",
    "ax.plot(x, np.cos(x))\n",
    "ax.axis('equal')\n",
    "\n",
    "ax.annotate('local maximum', xy=(6.28, 1), xytext=(10, 4),\n",
    "            arrowprops=dict(facecolor='black', shrink=0.05)) # arrowprops - словарь с параметрами определяющий стиль стрелки\n",
    "\n",
    "ax.annotate('local minimum', xy=(5 * np.pi, -1), xytext=(2, -6),\n",
    "            arrowprops=dict(arrowstyle=\"->\",\n",
    "                            connectionstyle=\"angle3,angleA=0,angleB=-90\"));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "9ed9bcb2",
   "metadata": {},
   "outputs": [],
   "source": [
    "# ax.annotate?\n",
    "# Parameters\n",
    "# ----------\n",
    "# text : str\n",
    "#     The text of the annotation.\n",
    "\n",
    "# xy : (float, float)\n",
    "#     The point *(x, y)* to annotate. The coordinate system is determined\n",
    "#     by *xycoords*.\n",
    "\n",
    "# xytext : (float, float), default: *xy*\n",
    "#     The position *(x, y)* to place the text at. The coordinate system\n",
    "#     is determined by *textcoords*.\n",
    "\n",
    "# xycoords : str or `.Artist` or `.Transform` or callable or (float, float), default: 'data'\n",
    "\n",
    "#     The coordinate system that *xy* is given in. The following types\n",
    "#     of values are supported:\n",
    "\n",
    "#     - One of the following strings:\n",
    "\n",
    "#       ==================== ============================================\n",
    "#       Value                Description\n",
    "#       ==================== ============================================\n",
    "#       'figure points'      Points from the lower left of the figure\n",
    "#       'figure pixels'      Pixels from the lower left of the figure\n",
    "#       'figure fraction'    Fraction of figure from lower left\n",
    "#       'subfigure points'   Points from the lower left of the subfigure\n",
    "#       'subfigure pixels'   Pixels from the lower left of the subfigure\n",
    "#       'subfigure fraction' Fraction of subfigure from lower left\n",
    "#       'axes points'        Points from lower left corner of axes\n",
    "#       'axes pixels'        Pixels from lower left corner of axes\n",
    "#       'axes fraction'      Fraction of axes from lower left\n",
    "#       'data'               Use the coordinate system of the object\n",
    "#                            being annotated (default)\n",
    "#       'polar'              *(theta, r)* if not native 'data'\n",
    "#                            coordinates\n",
    "#       ==================== ============================================\n",
    "\n",
    "#       Note that 'subfigure pixels' and 'figure pixels' are the same\n",
    "#       for the parent figure, so users who want code that is usable in\n",
    "#       a subfigure can use 'subfigure pixels'.\n",
    "\n",
    "#     - An `.Artist`: *xy* is interpreted as a fraction of the artist's\n",
    "#       `~matplotlib.transforms.Bbox`. E.g. *(0, 0)* would be the lower\n",
    "#       left corner of the bounding box and *(0.5, 1)* would be the\n",
    "#       center top of the bounding box.\n",
    "\n",
    "#     - A `.Transform` to transform *xy* to screen coordinates.\n",
    "\n",
    "#     - A function with one of the following signatures::\n",
    "\n",
    "#         def transform(renderer) -> Bbox\n",
    "#         def transform(renderer) -> Transform\n",
    "\n",
    "#       where *renderer* is a `.RendererBase` subclass.\n",
    "\n",
    "#       The result of the function is interpreted like the `.Artist` and\n",
    "#       `.Transform` cases above.\n",
    "\n",
    "#     - A tuple *(xcoords, ycoords)* specifying separate coordinate\n",
    "#       systems for *x* and *y*. *xcoords* and *ycoords* must each be\n",
    "#       of one of the above described types.\n",
    "\n",
    "#     See :ref:`plotting-guide-annotation` for more details.\n",
    "\n",
    "# textcoords : str or `.Artist` or `.Transform` or callable or (float, float), default: value of *xycoords*\n",
    "#     The coordinate system that *xytext* is given in.\n",
    "\n",
    "#     All *xycoords* values are valid as well as the following\n",
    "#     strings:\n",
    "\n",
    "#     =================   =========================================\n",
    "#     Value               Description\n",
    "#     =================   =========================================\n",
    "#     'offset points'     Offset (in points) from the *xy* value\n",
    "#     'offset pixels'     Offset (in pixels) from the *xy* value\n",
    "#     =================   =========================================\n",
    "\n",
    "# arrowprops : dict, optional\n",
    "#     The properties used to draw a `.FancyArrowPatch` arrow between the\n",
    "#     positions *xy* and *xytext*. Note that the edge of the arrow\n",
    "#     pointing to *xytext* will be centered on the text itself and may\n",
    "#     not point directly to the coordinates given in *xytext*.\n",
    "\n",
    "#     If *arrowprops* does not contain the key 'arrowstyle' the\n",
    "#     allowed keys are:\n",
    "\n",
    "#     ==========   ======================================================\n",
    "#     Key          Description\n",
    "#     ==========   ======================================================\n",
    "#     width        The width of the arrow in points\n",
    "#     headwidth    The width of the base of the arrow head in points\n",
    "#     headlength   The length of the arrow head in points\n",
    "#     shrink       Fraction of total length to shrink from both ends\n",
    "#     ?            Any key to :class:`matplotlib.patches.FancyArrowPatch`\n",
    "#     ==========   ======================================================\n",
    "\n",
    "#     If *arrowprops* contains the key 'arrowstyle' the\n",
    "#     above keys are forbidden.  The allowed values of\n",
    "#     ``'arrowstyle'`` are:\n",
    "\n",
    "#     ============   =============================================\n",
    "#     Name           Attrs\n",
    "#     ============   =============================================\n",
    "#     ``'-'``        None\n",
    "#     ``'->'``       head_length=0.4,head_width=0.2\n",
    "#     ``'-['``       widthB=1.0,lengthB=0.2,angleB=None\n",
    "#     ``'|-|'``      widthA=1.0,widthB=1.0\n",
    "#     ``'-|>'``      head_length=0.4,head_width=0.2\n",
    "#     ``'<-'``       head_length=0.4,head_width=0.2\n",
    "#     ``'<->'``      head_length=0.4,head_width=0.2\n",
    "#     ``'<|-'``      head_length=0.4,head_width=0.2\n",
    "#     ``'<|-|>'``    head_length=0.4,head_width=0.2\n",
    "#     ``'fancy'``    head_length=0.4,head_width=0.4,tail_width=0.4\n",
    "#     ``'simple'``   head_length=0.5,head_width=0.5,tail_width=0.2\n",
    "#     ``'wedge'``    tail_width=0.3,shrink_factor=0.5\n",
    "#     ============   =============================================\n",
    "\n",
    "#     Valid keys for `~matplotlib.patches.FancyArrowPatch` are:\n",
    "\n",
    "#     ===============  ==================================================\n",
    "#     Key              Description\n",
    "#     ===============  ==================================================\n",
    "#     arrowstyle       the arrow style\n",
    "#     connectionstyle  the connection style\n",
    "#     relpos           default is (0.5, 0.5)\n",
    "#     patchA           default is bounding box of the text\n",
    "#     patchB           default is None\n",
    "#     shrinkA          default is 2 points\n",
    "#     shrinkB          default is 2 points\n",
    "#     mutation_scale   default is text size (in points)\n",
    "#     mutation_aspect  default is 1.\n",
    "#     ?                any key for :class:`matplotlib.patches.PathPatch`\n",
    "#     ===============  ==================================================\n",
    "\n",
    "#     Defaults to None, i.e. no arrow is drawn.\n",
    "\n",
    "# annotation_clip : bool or None, default: None\n",
    "#     Whether to draw the annotation when the annotation point *xy* is\n",
    "#     outside the axes area.\n",
    "\n",
    "#     - If *True*, the annotation will only be drawn when *xy* is\n",
    "#       within the axes.\n",
    "#     - If *False*, the annotation will always be drawn.\n",
    "#     - If *None*, the annotation will only be drawn when *xy* is\n",
    "#       within the axes and *xycoords* is 'data'.\n",
    "\n",
    "# **kwargs\n",
    "#     Additional kwargs are passed to `~matplotlib.text.Text`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "be12cc1f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(16, 8))\n",
    "birth_by_date.plot(ax=ax)\n",
    "\n",
    "# Добавляем метки\n",
    "ax.annotate(\"New Year's Day\", xy=('2012-1-1', 4100),  xycoords='data',\n",
    "            xytext=(50, -30), textcoords='offset points',\n",
    "            arrowprops=dict(arrowstyle=\"->\",\n",
    "                            connectionstyle=\"arc3,rad=-0.2\"))\n",
    "\n",
    "ax.annotate(\"Independence Day\", xy=('2012-7-4', 4250),  xycoords='data',\n",
    "            bbox=dict(boxstyle=\"round\", fc=\"none\", ec=\"gray\"),\n",
    "            xytext=(10, -40), textcoords='offset points', ha='center',\n",
    "            arrowprops=dict(arrowstyle=\"->\"))\n",
    "\n",
    "ax.annotate('Labor Day', xy=('2012-9-4', 4850), xycoords='data', ha='center',\n",
    "            xytext=(0, -20), textcoords='offset points')\n",
    "ax.annotate('', xy=('2012-9-1', 4850), xytext=('2012-9-7', 4850),\n",
    "            xycoords='data', textcoords='data',\n",
    "            arrowprops={'arrowstyle': '|-|,widthA=0.2,widthB=0.2', })\n",
    "\n",
    "ax.annotate('Halloween', xy=('2012-10-31', 4600),  xycoords='data',\n",
    "            xytext=(-80, -40), textcoords='offset points',\n",
    "            arrowprops=dict(arrowstyle=\"fancy\",\n",
    "                            fc=\"0.6\", ec=\"none\",\n",
    "                            connectionstyle=\"angle3,angleA=0,angleB=-90\"))\n",
    "\n",
    "ax.annotate('Thanksgiving', xy=('2012-11-25', 4500),  xycoords='data',\n",
    "            xytext=(-120, -60), textcoords='offset points',\n",
    "            bbox=dict(boxstyle=\"round4,pad=.5\", fc=\"0.9\"),\n",
    "            arrowprops=dict(arrowstyle=\"->\",\n",
    "                            connectionstyle=\"angle,angleA=0,angleB=80,rad=20\"))\n",
    "\n",
    "\n",
    "ax.annotate('Christmas', xy=('2012-12-25', 3850),  xycoords='data',\n",
    "             xytext=(-30, 0), textcoords='offset points',\n",
    "             size=13, ha='right', va=\"center\",\n",
    "             bbox=dict(boxstyle=\"round\", alpha=0.1),\n",
    "             arrowprops=dict(arrowstyle=\"wedge,tail_width=0.5\", alpha=0.1))\n",
    "\n",
    "# Метки для осей\n",
    "ax.set(title='USA births by day of year (1969-1988)',\n",
    "       ylabel='average daily births')\n",
    "\n",
    "# Размечаем ось x центрированными метками для месяцев\n",
    "ax.xaxis.set_major_locator(mpl.dates.MonthLocator())\n",
    "ax.xaxis.set_minor_locator(mpl.dates.MonthLocator(bymonthday=15))\n",
    "ax.xaxis.set_major_formatter(plt.NullFormatter())\n",
    "ax.xaxis.set_minor_formatter(mpl.dates.DateFormatter('%h'))\n",
    "\n",
    "ax.set_ylim(3600, 5400);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b0ef36d0",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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