finalproject.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 635,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 636,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Competitions</th>\n",
       "      <th>Rank</th>\n",
       "      <th>NOC</th>\n",
       "      <th>Gold</th>\n",
       "      <th>Silver</th>\n",
       "      <th>Bronze</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Archery</td>\n",
       "      <td>1</td>\n",
       "      <td>South Korea</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Archery</td>\n",
       "      <td>2</td>\n",
       "      <td>France*</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Archery</td>\n",
       "      <td>3</td>\n",
       "      <td>United States</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Archery</td>\n",
       "      <td>4</td>\n",
       "      <td>China</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Archery</td>\n",
       "      <td>5</td>\n",
       "      <td>Germany</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Archery</td>\n",
       "      <td>6</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Archery</td>\n",
       "      <td>7</td>\n",
       "      <td>Turkey</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Artistic swimming</td>\n",
       "      <td>1</td>\n",
       "      <td>China</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Artistic swimming</td>\n",
       "      <td>2</td>\n",
       "      <td>Great Britain</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Artistic swimming</td>\n",
       "      <td>3</td>\n",
       "      <td>United States</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Competitions Rank             NOC  Gold  Silver  Bronze  Total\n",
       "0            Archery    1     South Korea     5       1       1      7\n",
       "1            Archery    2         France*     0       1       1      2\n",
       "2            Archery    3   United States     0       1       1      2\n",
       "3            Archery    4           China     0       1       0      1\n",
       "4            Archery    5         Germany     0       1       0      1\n",
       "5            Archery    6          Mexico     0       0       1      1\n",
       "6            Archery    7          Turkey     0       0       1      1\n",
       "7  Artistic swimming    1           China     2       0       0      2\n",
       "8  Artistic swimming    2   Great Britain     0       1       0      1\n",
       "9  Artistic swimming    3   United States     0       1       0      1"
      ]
     },
     "execution_count": 636,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "olympics = pd.read_csv(\"Olympics2024.csv\")\n",
    "olympics.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 637,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\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>Gold</th>\n",
       "      <th>Silver</th>\n",
       "      <th>Bronze</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>454.000000</td>\n",
       "      <td>454.000000</td>\n",
       "      <td>454.000000</td>\n",
       "      <td>454.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.724670</td>\n",
       "      <td>0.726872</td>\n",
       "      <td>0.848018</td>\n",
       "      <td>2.299559</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1.329396</td>\n",
       "      <td>1.228912</td>\n",
       "      <td>1.110370</td>\n",
       "      <td>2.900582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>14.000000</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>34.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Gold      Silver      Bronze       Total\n",
       "count  454.000000  454.000000  454.000000  454.000000\n",
       "mean     0.724670    0.726872    0.848018    2.299559\n",
       "std      1.329396    1.228912    1.110370    2.900582\n",
       "min      0.000000    0.000000    0.000000    1.000000\n",
       "25%      0.000000    0.000000    0.000000    1.000000\n",
       "50%      0.000000    0.000000    1.000000    1.000000\n",
       "75%      1.000000    1.000000    1.000000    2.000000\n",
       "max     14.000000   13.000000    9.000000   34.000000"
      ]
     },
     "execution_count": 637,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "olympics.describe()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 638,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 454 entries, 0 to 453\n",
      "Data columns (total 7 columns):\n",
      " #   Column        Non-Null Count  Dtype \n",
      "---  ------        --------------  ----- \n",
      " 0   Competitions  454 non-null    object\n",
      " 1   Rank          454 non-null    object\n",
      " 2   NOC           454 non-null    object\n",
      " 3   Gold          454 non-null    int64 \n",
      " 4   Silver        454 non-null    int64 \n",
      " 5   Bronze        454 non-null    int64 \n",
      " 6   Total         454 non-null    int64 \n",
      "dtypes: int64(4), object(3)\n",
      "memory usage: 25.0+ KB\n"
     ]
    }
   ],
   "source": [
    "olympics.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 639,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Competitions\n",
      "Archery               15\n",
      "Artistic swimming      6\n",
      "Athletics            145\n",
      "Badminton             15\n",
      "Basketball            12\n",
      "Boxing                52\n",
      "Breaking               6\n",
      "Canoeing              49\n",
      "Cycling               66\n",
      "Diving                24\n",
      "Equestrian            18\n",
      "Fencing               36\n",
      "Field hockey           6\n",
      "Football               6\n",
      "Golf                   6\n",
      "Gymnastics            55\n",
      "Handball               6\n",
      "Judo                  60\n",
      "Modern pentathlon      6\n",
      "Rowing                42\n",
      "Rugby sevens           6\n",
      "Sailing               30\n",
      "Shooting              45\n",
      "Skateboarding         12\n",
      "Sport climbing        12\n",
      "Surfing                6\n",
      "Swimming             111\n",
      "Table tennis          15\n",
      "Taekwondo             32\n",
      "Tennis                15\n",
      "Triathlon              9\n",
      "Volleyball            12\n",
      "Water polo             6\n",
      "Weightlifting         30\n",
      "Wrestling             72\n",
      "Name: TotalMedalBySport, dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": 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GEB4ezuDBg6lXrx5ubm4YhsELL7zwUN7K8eKLL/LKK69w7tw5WrVqhbu7e4b10tLSKFasGMuWLcvw+oP8y/WUKVMYM2YMPXv2ZOLEiRQuXJgCBQowePDg+97b4MGDadeuHWvWrGHDhg2MGTOGqVOn8v3331u9ZjkjDRo0YMGCBVy+fDndW1bq16/PJ598wq1bt9i+fTu1atV64De72NjYZFj+z9kE2e3vYXoU37cHeQ5ubm54e3tz8ODBe/Z98OBBSpQogaur613rVKpUiVq1avHZZ5/RvXt3PvvsM+zs7OjUqVOmY33Yn+WjYBgG5cuXp3z58rRp0wZ/f3+WLVtG7969H+m4f5/tJCLyb6HkioiISA4qXbo0mzdv5sqVK1b/sn7kyBHL9TvuNv3/iy++oEePHsycOdNSduPGDS5fvvxQYuzQoQN9+/bl559/ZtWqVXetV65cOTZv3kxQUNA9f0zduadjx45ZvR73woUL6f6V/4svvqBJkybp/nX98uXLVhui3iumoUOHMnToUI4dO0b16tWZOXMmn3322T3bNWjQgPnz57N582b279/Pm2++ablWv359rl+/zrp16zh58iQdO3a0urfMfp75VWa/b+XKleO///3vI42lbdu2LFq0iO3bt2f4Kuw7GxP/fZnL3XTv3p0hQ4aQkJDA8uXLadOmTbqZVA/D2bNnuXr1qtXskF9//RXgrhst3/nPycN8nmXLlqVQoUIkJCRkOb7SpUtz8OBB0tLSrGavZOV7fr/lTCIi+Z2WBYmIiOSg1q1bk5qayrx586zK33//fQzDsLylB/5aspFRwsTGxibdv47PnTv3ob1+19nZmfnz5zNu3DjatWt313qdOnUiNTWViRMnprt2+/ZtS+zNmzenYMGCzJ071yruWbNmpWuX0b2tXr2a//3vf/eM+dq1a9y4ccOqrFy5cri4uJCSknLPtvB/e6i899573Lp1y2rmiq+vL97e3pbX+/79R31WPs/8KrPft44dO3LgwAHLUpu/e1izOd58800cHBzo27cvf/75p9W1ixcv8uqrr+Lo6GiVHLubLl26YBgGgwYN4uTJk7z00ksPJcZ/un37NgsXLrSc37x5k4ULF+Lh4UGtWrUybOPh4UGjRo345JNPiI+Pt7p2v2e5c+dOrl69mq58165d/Pnnn1avms5sfK1bt+bcuXNWydbbt28zd+5cnJ2dady48T1jAizJm4eVBBYRyWs0c0VERCQHtWvXjiZNmjBq1Cji4uKoVq0aGzdu5JtvvmHw4MFWm53WqlWLzZs3895771G8eHHKlClD3bp1adu2LUuXLsXNzY1KlSqxY8cONm/e/ECv8r2bzLzCtXHjxvTt25epU6cSExPDU089RcGCBTl27BirV69m9uzZPPfcc3h4eDBs2DDLK2xbt27N/v37+e6779LNRmnbti0TJkzg5Zdfpn79+hw6dIhly5ZZzXjJyK+//kqzZs3o1KkTlSpVwtbWlq+//prff/+dF1544b73UqpUKXx8fNixYwe+vr7pXvlcv359vvzySwzDICgoyFKelc8zL0pMTLzrrJ47yYbMft/efPNNvvjiC55//nl69uxJrVq1uHjxImvXrmXBggVUq1Yt2/H6+/uzZMkSunbtSpUqVejVqxdlypQhLi6OxYsX88cff7BixYpMPXcPDw9CQkJYvXo17u7utGnTJtvxZaR48eK88847xMXFUb58eVatWkVMTAwfffSR5VXlGZkzZw4NGjSgZs2a9OnTx3Kf69atIyYm5q7tli5dyrJly+jQoQO1atXCzs6O2NhYPvnkE+zt7XnrrbeyHF+fPn1YuHAhoaGh7N27F19fX7744guio6OZNWvWfTcZhr+Sne7u7ixYsAAXFxecnJyoW7eu9mcRkceGkisiIiI5qECBAqxdu5axY8eyatUqwsPD8fX1Zfr06QwdOtSq7nvvvUefPn0YPXo0169fp0ePHtStW5fZs2djY2PDsmXLuHHjBkFBQWzevJmWLVvm+P0sWLCAWrVqsXDhQt566y1sbW3x9fXlpZdeskpCTJo0CXt7exYsWMAPP/xA3bp12bhxY7oftG+99RZXr15l+fLlrFq1ipo1a7Ju3TpGjhx5zzh8fHzo0qULW7ZsYenSpdja2lKxYkU+//xzq2U899KgQQNWrFhhNWvljqCgIL788ksqVqxolVTIyueZF/32228ZbuIK/5dcyez3zdnZmR9//JG3336br7/+miVLllCsWDGaNWtGyZIlH1rMzz//PBUrVmTq1KmWhEqRIkVo0qQJb731VpY2ge3evTuRkZF06tQJk8n00GL8u0KFCrFkyRIGDBjAokWL8PT0ZN68ebzyyiv3bFetWjV+/vlnxowZw/z587lx4walS5fOcF+Yv+vbty+Ojo5s2bKFb775hqSkJDw8PHjqqacICwtLt/9QZuJzcHAgKiqKkSNHsmTJEpKSkqhQoQLh4eGEhoZm6jkULFiQJUuWEBYWxquvvsrt27cJDw9XckVEHhuGOS/tuiUiIiIikkO++eYb2rdvz7Zt2yyvg36YgoOD+eOPPx75XjQPKq/HJyKSn2jPFRERERH5V1q0aBFly5bNcHNcERGRrNCyIBERERH5V1m5ciUHDx5k3bp1zJ49W2+yERGRbFNyRURERET+Vbp06YKzszO9evWiX79+uR2OiIg8BrTnioiIiIiIiIhINmjPFRERERERERGRbFByRUREREREREQkG7TniuQLaWlpnD17FhcXF206JyIiIiIiIo+c2WzmypUrFC9enAIF7j03RckVyRfOnj2Lj49PbochIiIiIiIi/zJnzpyhZMmS96yj5IrkCy4uLgA80fd9bOwccjmaf4dtk7rkdggiIiIiIiK5JikpCR8fH8vv0XtRckXyhTtLgWzsHLAxKbmSE1xdXXM7BBERERERkVyXma0ptKGtiIiIiIiIiEg2KLkiAMTFxWEYBjExMbkdioiIiIiIiEi+ouRKPrZjxw5sbGxo06ZNbociIiIiIiIi8q+l5Eo+tnjxYgYMGMC2bds4e/bsXeuZzWZu376dg5H9n5s3b+bKuCIiIiIiIiI5RcmVfCo5OZlVq1bx2muv0aZNGyIiIizXoqKiMAyD7777jlq1amEymdi+fTtpaWm8++67+Pn5YTKZKFWqFJMnT7bq9+TJkzRp0gRHR0eqVavGjh07rK5v376dhg0b4uDggI+PDwMHDuTq1auW676+vkycOJHu3bvj6upKnz59aNq0Kf3797fq58KFC9jZ2bFly5aH/3BEREREREREcpCSK/nU559/TsWKFalQoQIvvfQSn3zyCWaz2arOyJEjmTZtGrGxsVStWpWwsDCmTZvGmDFjOHz4MMuXL8fT09OqzahRoxg2bBgxMTGUL1+eLl26WGa9nDhxgpCQEDp27MjBgwdZtWoV27dvT5c4mTFjBtWqVWP//v2MGTOG3r17s3z5clJSUix1PvvsM0qUKEHTpk0zvL+UlBSSkpKsDhEREREREZG8yDD/8xe55AtBQUF06tSJQYMGcfv2bby9vVm9ejXBwcFERUXRpEkT1qxZwzPPPAPAlStX8PDwYN68efTu3Ttdf3FxcZQpU4aPP/6YXr16AXD48GEqV65MbGwsFStWpHfv3tjY2LBw4UJLu+3bt9O4cWOuXr2Kvb09vr6+1KhRg6+//tpS58aNGxQvXpwFCxbQqVMnAKpVq8azzz7L22+/neH9jRs3jvHjx6crrzZggV7FnEP2Tu+e2yGIiIiIiIjkmqSkJNzc3EhMTMTV1fWedTVzJR86evQou3btokuXLgDY2trSuXNnFi9ebFUvMDDQ8ndsbCwpKSk0a9bsnn1XrVrV8re3tzcA58+fB+DAgQNERETg7OxsOVq2bElaWhqnTp3KcFwAe3t7unXrxieffALAvn37+O9//0toaOhd4wgLCyMxMdFynDlz5p5xi4iIiIiIiOQW29wOQLJu8eLF3L59m+LFi1vKzGYzJpOJefPmWcqcnJwsfzs4ZG62R8GCBS1/G4YBQFpaGvDXPi99+/Zl4MCB6dqVKlUqw3Hv6N27N9WrV+e3334jPDycpk2bUrp06bvGYTKZMJlMmYpZREREREREJDcpuZLP3L59m08//ZSZM2fy1FNPWV1r3749K1asoGLFiuna+fv74+DgwJYtWzJcFpQZNWvW5PDhw/j5+WW5bZUqVQgMDGTRokUsX77cKgkkIiIiIiIikp8puZLPREZGcunSJXr16oWbm5vVtY4dO7J48WKmT5+erp29vT0jRoxg+PDh2NnZERQUxIULF/jll18se6zcz4gRI3jyySfp378/vXv3xsnJicOHD7Np06ZMJUt69+5N//79cXJyokOHDpm7YREREREREZE8Tnuu5DOLFy+mefPm6RIr8FdyZc+ePRw8eDDDtmPGjGHo0KGMHTuWgIAAOnfubNlPJTOqVq3K1q1b+fXXX2nYsCE1atRg7NixVsuT7qVLly7Y2trSpUsX7O3tMz2uiIiIiIiISF6mtwVJjomLi6NcuXLs3r2bmjVrZqntnV2a9bagnKO3BYmIiIiIyL9ZVt4WpOSKPHK3bt3izz//ZNiwYZw6dYro6Ogs95GVL7WIiIiIiIhIdulVzJKnREdH4+3tze7du1mwYEFuhyMiIiIiIiLyUGlDW3nkgoOD0QQpEREREREReVwpuSL5SqPRK/LUnival0RERERERES0LEhEREREREREJBv+dckVwzBYs2bNA7cfN24c1atXf2jxPKi4uDgMwyAmJibHx46KisIwDC5fvpzjY4uIiIiIiIjkNfkiubJjxw5sbGxo06ZNptvcLQmSkJBAq1atMtVHRomYYcOGsWXLlkzH8aj4+PiQkJDAE088keNj169fn4SEBNzc3HJ8bBEREREREZG8Jl8kVxYvXsyAAQPYtm0bZ8+evWdds9nM7du373rdy8sLk8n0wLE4OztTpEiRB27/sNjY2ODl5YWtbc5vm2NnZ4eXlxeGYeT42CIiIiIiIiJ5TZ5PriQnJ7Nq1Spee+012rRpQ0REhNX1O0tUvvvuO2rVqoXJZOKzzz5j/PjxHDhwAMMwMAzD0u7vs1Fu3rxJ//798fb2xt7entKlSzN16lQAfH19AejQoQOGYVjOM5oR88knn1C5cmVMJhPe3t7079//rvcTFRVFnTp1cHJywt3dnaCgIE6fPk1iYiI2Njbs2bMHgLS0NAoXLsyTTz5pafvZZ5/h4+MDpF8WdOc5bNiwgRo1auDg4EDTpk05f/483333HQEBAbi6uvLiiy9y7do1S5/BwcEMGDCAwYMHU6hQITw9PVm0aBFXr17l5ZdfxsXFBT8/P7777rt0z/zOsqCIiAjc3d3ZsGEDAQEBODs7ExISQkJCgqXN7du3GThwIO7u7hQpUoQRI0bQo0cP2rdvf9dnJSIiIiIiIpIf5Pnkyueff07FihWpUKECL730Ep988kmGr/UdOXIk06ZNIzY2lhYtWjB06FAqV65MQkICCQkJdO7cOV2bOXPmsHbtWj7//HOOHj3KsmXLLEmU3bt3AxAeHk5CQoLl/J/mz5/P66+/Tp8+fTh06BBr167Fz88vw7q3b9+mffv2NG7cmIMHD7Jjxw769OmDYRi4ublRvXp1oqKiADh06BCGYbB//36Sk5MB2Lp1K40bN77n8xo3bhzz5s3jp59+4syZM3Tq1IlZs2axfPly1q1bx8aNG5k7d65VmyVLllC0aFF27drFgAEDeO2113j++eepX78++/bt46mnnqJbt25WSZl/unbtGjNmzGDp0qVs27aN+Ph4hg0bZrn+zjvvsGzZMsLDw4mOjiYpKemee9+kpKSQlJRkdYiIiIiIiIjkRXn+VcyLFy/mpZdeAiAkJITExES2bt1KcHCwVb0JEybQokULy7mzszO2trZ4eXndte/4+Hj8/f1p0KABhmFQunRpyzUPDw8A3N3d79nHpEmTGDp0KIMGDbKU1a5dO8O6SUlJJCYm0rZtW8qVKwdAQECA5XpwcDBRUVEMGzaMqKgoWrRowZEjR9i+fTshISFERUUxfPjwu8ZyJ56goCAAevXqRVhYGCdOnKBs2bIAPPfcc/zwww+MGDHC0qZatWqMHj0agLCwMKZNm0bRokV55ZVXABg7dizz58/n4MGDVjNp/u7WrVssWLDAcl/9+/dnwoQJlutz584lLCyMDh06ADBv3jy+/fbbu97H1KlTGT9+/D3vVURERERERCQvyNMzV44ePcquXbvo0qULALa2tnTu3JnFixenqxsYGJjl/kNDQ4mJiaFChQoMHDiQjRs3Zqn9+fPnOXv2LM2aNctU/cKFCxMaGkrLli1p164ds2fPtlo607hxY7Zv305qaqolgXQn4XL27FmOHz+eLqn0T1WrVrX87enpiaOjoyWxcqfs/Pnzd21jY2NDkSJFqFKlilWbO/d7N46OjpbECoC3t7elfmJiIr///jt16tSxGqdWrVp37S8sLIzExETLcebMmbvWFREREREREclNeTq5snjxYm7fvk3x4sWxtbXF1taW+fPn8+WXX5KYmGhV18nJKcv916xZk1OnTjFx4kSuX79Op06deO655zLd3sHBIctjhoeHs2PHDurXr8+qVasoX748P//8MwCNGjXiypUr7Nu3j23btlklV7Zu3Urx4sXx9/e/Z/8FCxa0/G0YhtX5nbK0tLS7tsmo3Z2Na//Z7n59ZLR8K7NMJhOurq5Wh4iIiIiIiEhelGeTK7dv3+bTTz9l5syZxMTEWI4DBw5QvHhxVqxYcc/2dnZ2pKam3nccV1dXOnfuzKJFi1i1ahVffvklFy9eBP5KGNyrDxcXF3x9fbP8auYaNWoQFhbGTz/9xBNPPMHy5cuBv5YgVa1alXnz5lGwYEEqVqxIo0aN2L9/P5GRkffdbyWvcnNzw9PT02rfmtTUVPbt25eLUYmIiIiIiIg8HHl2z5XIyEguXbpEr169cHNzs7rWsWNHFi9ezKuvvnrX9r6+vpw6dYqYmBhKliyJi4tLulcwv/fee3h7e1OjRg0KFCjA6tWr8fLywt3d3dLHli1bCAoKwmQyUahQoXTjjBs3jldffZVixYrRqlUrrly5QnR0NAMGDEhX99SpU3z00Uc8/fTTFC9enKNHj3Ls2DG6d+9uqRMcHMzcuXMtM2gKFy5MQEAAq1at4oMPPsj088trBgwYwNSpU/Hz86NixYrMnTuXS5cu6XXOIiIiIiIiku/l2Zkrixcvpnnz5ukSK/BXcmXPnj0cPHjwru07duxISEgITZo0wcPDI8OZLi4uLrz77rsEBgZSu3Zt4uLi+PbbbylQ4K/HMnPmTDZt2oSPjw81atTIcJwePXowa9YsPvzwQypXrkzbtm05duxYhnUdHR05cuQIHTt2pHz58vTp04fXX3+dvn37Wuo0btyY1NRUq71VgoOD05XlNyNGjKBLly50796devXq4ezsTMuWLbG3t8/t0ERERERERESyxTBnZ2MMkQeUlpZGQEAAnTp1YuLEifetn5SUhJubG9UGLMDGlPW9bh6VvdO737+SiIiIiIiI5Dt3focmJibedx/QPLssSB4vp0+fZuPGjTRu3JiUlBTmzZvHqVOnePHFF7PUz7ZJXbS5rYiIiIiIiOQpeXZZkDxeChQoQEREBLVr1yYoKIhDhw6xefNmAgICcjs0ERERERERkWzRzBXJET4+PkRHR+d2GCIiIiIiIiIPnWauiIiIiIiIiIhkg2auSL7SaPSKPLWhrYiIiIiIiGTe4/pSEM1cERERERERERHJBiVXHkOGYbBmzZq7Xo+KisIwDC5fvpytcSIiInB3d89WHyIiIiIiIiL5nZIr+cCOHTuwsbGhTZs2VuXjxo2jevXqORKDr68vs2bNsirr3Lkzv/76a46MLyIiIiIiIpJXKbmSDyxevJgBAwawbds2zp49m9vhWDg4OFCsWLHcDkNEREREREQkVym5ksclJyezatUqXnvtNdq0aUNERATw15Kc8ePHc+DAAQzDwDAMyzWAP/74gw4dOuDo6Ii/vz9r16695zjbt2+nYcOGODg44OPjw8CBA7l69SoAwcHBnD59mjfeeMMy1p0Y/rks6D//+Q+1a9fG3t6eokWL0qFDB8u1Dz/8EH9/f+zt7fH09OS5557L/gMSERERERERyWVKruRxn3/+ORUrVqRChQq89NJLfPLJJ5jNZjp37szQoUOpXLkyCQkJJCQk0LlzZ0u78ePH06lTJw4ePEjr1q3p2rUrFy9ezHCMEydOEBISQseOHTl48CCrVq1i+/bt9O/fH4CvvvqKkiVLMmHCBMtYGVm3bh0dOnSgdevW7N+/ny1btlCnTh0A9uzZw8CBA5kwYQJHjx5l/fr1NGrU6K73nZKSQlJSktUhIiIiIiIikhfpVcx53OLFi3nppZcACAkJITExka1btxIcHIyzszO2trZ4eXmlaxcaGkqXLl0AmDJlCnPmzGHXrl2EhISkqzt16lS6du3K4MGDAfD392fOnDk0btyY+fPnU7hwYWxsbHBxcclwrDsmT57MCy+8wPjx4y1l1apVAyA+Ph4nJyfatm2Li4sLpUuXpkaNGnfta+rUqVb9iIiIiIiIiORVmrmShx09epRdu3ZZkiS2trZ07tyZxYsX37dt1apVLX87OTnh6urK+fPnM6x74MABIiIicHZ2thwtW7YkLS2NU6dOZTremJgYmjVrluG1Fi1aULp0acqWLUu3bt1YtmwZ165du2tfYWFhJCYmWo4zZ85kOg4RERERERGRnKSZK3nY4sWLuX37NsWLF7eUmc1mTCYT8+bNu2fbggULWp0bhkFaWlqGdZOTk+nbty8DBw5Md61UqVKZjtfBweGu11xcXNi3bx9RUVFs3LiRsWPHMm7cOHbv3p3h65xNJhMmkynTY4uIiIiIiIjkFiVX8qjbt2/z6aefMnPmTJ566imra+3bt2fFihXY2dmRmpqa7bFq1qzJ4cOH8fPzu2udzIxVtWpVtmzZwssvv5zhdVtbW5o3b07z5s15++23cXd35/vvv+fZZ5/NVvwiIiIiIiIiuUnJlTwqMjKSS5cu0atXL9zc3KyudezYkcWLF/PGG29w6tQpYmJiKFmyJC4uLg8022PEiBE8+eST9O/fn969e+Pk5MThw4fZtGmTZYaMr68v27Zt44UXXsBkMlG0aNF0/bz99ts0a9aMcuXK8cILL3D79m2+/fZbRowYQWRkJCdPnqRRo0YUKlSIb7/9lrS0NCpUqPBgD0hEREREREQkj9CeK3nU4sWLad68ebrECvyVXNmzZw+VK1cmJCSEJk2a4OHhwYoVKx5orKpVq7J161Z+/fVXGjZsSI0aNRg7dqzVcqQJEyYQFxdHuXLl8PDwyLCf4OBgVq9ezdq1a6levTpNmzZl165dALi7u/PVV1/RtGlTAgICWLBgAStWrKBy5coPFLOIiIiIiIhIXmGYzWZzbgchcj9JSUm4ublRbcACbEx339tFRERERERE8q6907vndgiZdud3aGJiIq6urvesq2VBkq9sm9Tlvl9qERERERERkZykZUEiIiIiIiIiItmg5IqIiIiIiIiISDZoWZDkK41Gr9CeKzkkP62FFBERERERyU2auSIiIiIiIiIikg1KruRD48aNo3r16tnqIy4uDsMwiImJeSgxiYiIiIiIiPxbKbnyCIWGhmIYhuUoUqQIISEhHDx4MLdDw8fHh4SEBJ544olMt3kYSR0RERERERGRx42SK49YSEgICQkJJCQksGXLFmxtbWnbtm1uh4WNjQ1eXl7Y2mrbHREREREREZHsUHLlETOZTHh5eeHl5UX16tUZOXIkZ86c4cKFCwCMGDGC8uXL4+joSNmyZRkzZgy3bt2y6mPatGl4enri4uJCr169uHHjhtX10NBQ2rdvz5QpU/D09MTd3Z0JEyZw+/Zt3nzzTQoXLkzJkiUJDw+3tPnnsqCoqCgMw2DLli0EBgbi6OhI/fr1OXr0KAARERGMHz+eAwcOWGbiREREABAfH88zzzyDs7Mzrq6udOrUid9//90y1p0ZL0uXLsXX1xc3NzdeeOEFrly58rAft4iIiIiIiEiOU3IlByUnJ/PZZ5/h5+dHkSJFAHBxcSEiIoLDhw8ze/ZsFi1axPvvv29p8/nnnzNu3DimTJnCnj178Pb25sMPP0zX9/fff8/Zs2fZtm0b7733Hm+//TZt27alUKFC7Ny5k1dffZW+ffvy22+/3TPGUaNGMXPmTPbs2YOtrS09e/YEoHPnzgwdOpTKlStbZuJ07tyZtLQ0nnnmGS5evMjWrVvZtGkTJ0+epHPnzlb9njhxgjVr1hAZGUlkZCRbt25l2rRpd40jJSWFpKQkq0NEREREREQkL9KakEcsMjISZ2dnAK5evYq3tzeRkZEUKPBXXmv06NGWur6+vgwbNoyVK1cyfPhwAGbNmkWvXr3o1asXAJMmTWLz5s3pZq8ULlyYOXPmUKBAASpUqMC7777LtWvXeOuttwAICwtj2rRpbN++nRdeeOGu8U6ePJnGjRsDMHLkSNq0acONGzdwcHDA2dkZW1tbvLy8LPU3bdrEoUOHOHXqFD4+PgB8+umnVK5cmd27d1O7dm0A0tLSiIiIwMXFBYBu3bqxZcsWJk+enGEcU6dOZfz48Zl5xCIiIiIiIiK5SjNXHrEmTZoQExNDTEwMu3btomXLlrRq1YrTp08DsGrVKoKCgvDy8sLZ2ZnRo0cTHx9vaR8bG0vdunWt+qxXr166cSpXrmxJ2AB4enpSpUoVy7mNjQ1FihTh/Pnz94y3atWqlr+9vb0B7tkmNjYWHx8fS2IFoFKlSri7uxMbG2sp8/X1tSRW7vR9r37DwsJITEy0HGfOnLln3CIiIiIiIiK5RTNXHjEnJyf8/Pws5x9//DFubm4sWrSINm3a0LVrV8aPH0/Lli1xc3Nj5cqVzJw5M8vjFCxY0OrcMIwMy9LS0jLdj2EYAPdt86Dx3atfk8mEyWTK9rgiIiIiIiIij5pmruQwwzAoUKAA169f56effqJ06dKMGjWKwMBA/P39LTNa7ggICGDnzp1WZT///HNOhmxhZ2dHamqqVVlAQABnzpyxmlly+PBhLl++TKVKlXI6RBEREREREZEcp5krj1hKSgrnzp0D4NKlS8ybN4/k5GTatWtHUlIS8fHxrFy5ktq1a7Nu3Tq+/vprq/aDBg0iNDSUwMBAgoKCWLZsGb/88gtly5bN8Xvx9fXl1KlTxMTEULJkSVxcXGjevDlVqlSha9euzJo1i9u3b9OvXz8aN25MYGBgjscoIiIiIiIiktM0c+URW79+Pd7e3nh7e1O3bl12797N6tWrCQ4O5umnn+aNN96gf//+VK9enZ9++okxY8ZYte/cuTNjxoxh+PDh1KpVi9OnT/Paa6/lyr107NiRkJAQmjRpgoeHBytWrMAwDL755hsKFSpEo0aNaN68OWXLlmXVqlW5EqOIiIiIiIhITjPMZrM5t4MQuZ+kpCTc3NyoNmABNiaH3A7nX2Hv9O65HYKIiIiIiEiuufM7NDExEVdX13vW1bIgyVe2Tepy3y+1iIiIiIiISE7SsiARERERERERkWxQckVEREREREREJBuUXBERERERERERyQbtuSL5SqPRK7Sh7X1oI1oREREREZGcpZkrIiIiIiIiIiLZoOTKYyQiIgJ3d/eH3m9wcDCDBw/OVh9RUVEYhsHly5eBRxeriIiIiIiISE5TciUHhYaGYhiG5ShSpAghISEcPHgwt0MD0idAREREREREROT+lFzJYSEhISQkJJCQkMCWLVuwtbWlbdu2uR2WiIiIiIiIiDwgJVdymMlkwsvLCy8vL6pXr87IkSM5c+YMFy5cAGDEiBGUL18eR0dHypYty5gxY7h165al/YEDB2jSpAkuLi64urpSq1Yt9uzZk+FYFy5cIDAwkA4dOpCSkkJaWhpTp06lTJkyODg4UK1aNb744gsA4uLiaNKkCQCFChXCMAxCQ0Mtfd2+fZv+/fvj5uZG0aJFGTNmDGaz2XJ96dKlBAYG4uLigpeXFy+++CLnz59/2I9PREREREREJM/R24JyUXJyMp999hl+fn4UKVIEABcXFyIiIihevDiHDh3ilVdewcXFheHDhwPQtWtXatSowfz587GxsSEmJoaCBQum6/vMmTO0aNGCJ598ksWLF2NjY8PkyZP57LPPWLBgAf7+/mzbto2XXnoJDw8PGjRowJdffknHjh05evQorq6uODj831t5lixZQq9evdi1axd79uyhT58+lCpVildeeQWAW7duMXHiRCpUqMD58+cZMmQIoaGhfPvttw/0bFJSUkhJSbGcJyUlPVA/IiIiIiIiIo+akis5LDIyEmdnZwCuXr2Kt7c3kZGRFCjw1ySi0aNHW+r6+voybNgwVq5caUmuxMfH8+abb1KxYkUA/P39041x9OhRWrRoQYcOHZg1axaGYZCSksKUKVPYvHkz9erVA6Bs2bJs376dhQsX0rhxYwoXLgxAsWLF0m026+Pjw/vvv49hGFSoUIFDhw7x/vvvW5IrPXv2tNQtW7Ysc+bMoXbt2iQnJ1vuNyumTp3K+PHjs9xOREREREREJKdpWVAOa9KkCTExMcTExLBr1y5atmxJq1atOH36NACrVq0iKCgILy8vnJ2dGT16NPHx8Zb2Q4YMoXfv3jRv3pxp06Zx4sQJq/6vX79Ow4YNefbZZ5k9ezaGYQBw/Phxrl27RosWLXB2drYcn376abo+MvLkk09a+gKoV68ex44dIzU1FYC9e/fSrl07SpUqhYuLC40bNwawij0rwsLCSExMtBxnzpx5oH5EREREREREHjUlV3KYk5MTfn5++Pn5Ubt2bT7++GOuXr3KokWL2LFjB127dqV169ZERkayf/9+Ro0axc2bNy3tx40bxy+//EKbNm34/vvvqVSpEl9//bXluslkonnz5kRGRvK///3PUp6cnAzAunXrLMmdmJgYDh8+bNl35UFdvXqVli1b4urqyrJly9i9e7clpr/HnhUmkwlXV1erQ0RERERERCQv0rKgXGYYBgUKFOD69ev89NNPlC5dmlGjRlmu35nR8nfly5enfPnyvPHGG3Tp0oXw8HA6dOgAQIECBVi6dCkvvvgiTZo0ISoqiuLFi1OpUiVMJhPx8fGWWSX/ZGdnB2CZjfJ3O3futDr/+eef8ff3x8bGhiNHjvDnn38ybdo0fHx8AO66ya6IiIiIiIjI40YzV3JYSkoK586d49y5c8TGxjJgwACSk5Np164d/v7+xMfHs3LlSk6cOMGcOXOsZqVcv36d/v37ExUVxenTp4mOjmb37t0EBARYjWFjY8OyZcuoVq0aTZs25dy5c7i4uDBs2DDeeOMNlixZwokTJ9i3bx9z585lyZIlAJQuXRrDMIiMjOTChQuW2S7w1/KeIUOGcPToUVasWMHcuXMZNGgQAKVKlcLOzo65c+dy8uRJ1q5dy8SJE3PgaYqIiIiIiIjkPiVXctj69evx9vbG29ubunXrsnv3blavXk1wcDBPP/00b7zxBv3796d69er89NNPjBkzxtLWxsaGP//8k+7du1O+fHk6depEq1atMtz41dbWlhUrVlC5cmWaNm3K+fPnmThxImPGjGHq1KkEBAQQEhLCunXrKFOmDAAlSpRg/PjxjBw5Ek9PT/r372/pr3v37ly/fp06derw+uuvM2jQIPr06QOAh4cHERERrF69mkqVKjFt2jRmzJjxiJ+kiIiIiIiISN5gmM1mc24HIXI/SUlJuLm5UW3AAmxMDvdv8C+2d3r33A5BREREREQk37vzOzQxMfG++4BqzxXJV7ZN6qLNbUVERERERCRP0bIgEREREREREZFsUHJFRERERERERCQbtCxI8pVGo1dozxUR+dfQHkoiIiIi+YNmroiIiIiIiIiIZIOSKyIiIiIiIiIi2aDkimRZcHAwgwcPzu0wRERERERERPIEJVceM6GhoRiGYTmKFClCSEgIBw8efGhjfPXVV0ycOPGh9SciIiIiIiKSnym58hgKCQkhISGBhIQEtmzZgq2tLW3btn1o/RcuXBgXF5eH1p+IiIiIiIhIfqbkymPIZDLh5eWFl5cX1atXZ+TIkZw5c4YLFy4AcOjQIZo2bYqDgwNFihShT58+JCcnAxAVFYWdnR0//vijpb93332XYsWK8fvvvwPplwX5+voyZcoUevbsiYuLC6VKleKjjz6yiumnn36ievXq2NvbExgYyJo1azAMg5iYmEf7MEREREREREQeMSVXHnPJycl89tln+Pn5UaRIEa5evUrLli0pVKgQu3fvZvXq1WzevJn+/fsD/5c46datG4mJiezfv58xY8bw8ccf4+npeddxZs6cSWBgIPv376dfv3689tprHD16FICkpCTatWtHlSpV2LdvHxMnTmTEiBH3jDslJYWkpCSrQ0RERERERCQvUnLlMRQZGYmzszPOzs64uLiwdu1aVq1aRYECBVi+fDk3btzg008/5YknnqBp06bMmzePpUuXWmamTJo0iUKFCtGnTx9eeuklevTowdNPP33PMVu3bk2/fv3w8/NjxIgRFC1alB9++AGA5cuXYxgGixYtolKlSrRq1Yo333zznv1NnToVNzc3y+Hj4/NwHo6IiIiIiIjIQ6bkymOoSZMmxMTEEBMTw65du2jZsiWtWrXi9OnTxMbGUq1aNZycnCz1g4KCSEtLs8w0sbOzY9myZXz55ZfcuHGD999//75jVq1a1fK3YRh4eXlx/vx5AI4ePUrVqlWxt7e31KlTp849+wsLCyMxMdFynDlzJkvPQERERERERCSn2OZ2APLwOTk54efnZzn/+OOPcXNzY9GiRZnu46effgLg4sWLXLx40SoZk5GCBQtanRuGQVpaWhaitmYymTCZTA/cXkRERERERCSnaObKv4BhGBQoUIDr168TEBDAgQMHuHr1quV6dHQ0BQoUoEKFCgCcOHGCN954g0WLFlG3bl169OiRrURJhQoVOHToECkpKZay3bt3P/gNiYiIiIiIiOQhSq48hlJSUjh37hznzp0jNjaWAQMGkJycTLt27ejatSv29vb06NGD//73v/zwww8MGDCAbt264enpSWpqKi+99BItW7bk5ZdfJjw8nIMHDzJz5swHjufFF18kLS2NPn36EBsby4YNG5gxYwbwV+JHREREREREJD9TcuUxtH79ery9vfH29qZu3bqWtwIFBwfj6OjIhg0buHjxIrVr1+a5556jWbNmzJs3D4DJkydz+vRpFi5cCIC3tzcfffQRo0eP5sCBAw8Uj6urK//5z3+IiYmhevXqjBo1irFjxwJY7cMiIiIiIiIikh8ZZrPZnNtByL/PsmXLePnll0lMTMTBweG+9ZOSknBzc6PagAXYmO5fX0TkcbB3evfcDkFERETkX+vO79DExERcXV3vWVcb2kqO+PTTTylbtiwlSpTgwIEDjBgxgk6dOmUqsfJ32yZ1ue+XWkRERERERCQnKbkiOeLcuXOMHTuWc+fO4e3tzfPPP8/kyZNzOywRERERERGRbNOyIMkXsjIdS0RERERERCS7tCxIHluNRq/IU3uuaD8EERERERER0duCRERERERERESyQckVsTJu3DiqV69+1+sRERG4u7vnWDwiIiIiIiIieZ2SK3lQaGgohmFYjiJFihASEsLBgwdzOzQ6d+7Mr7/+mtthiIiIiIiIiOQZSq7kUSEhISQkJJCQkMCWLVuwtbWlbdu2d61/69atHInLwcGBYsWK5chYIiIiIiIiIvmBkit5lMlkwsvLCy8vL6pXr87IkSM5c+YMFy5cIC4uDsMwWLVqFY0bN8be3p5ly5YB8PHHHxMQEIC9vT0VK1bkww8/tOp3xIgRlC9fHkdHR8qWLcuYMWPumZg5ceIEZcuWpX///pjN5nTLgu4sI1q6dCm+vr64ubnxwgsvcOXKFUudK1eu0LVrV5ycnPD29ub9998nODiYwYMHP9RnJiIiIiIiIpIb9LagfCA5OZnPPvsMPz8/ihQpwtWrVwEYOXIkM2fOpEaNGpYEy9ixY5k3bx41atRg//79vPLKKzg5OdGjRw8AXFxciIiIoHjx4hw6dIhXXnkFFxcXhg8fnm7cgwcP0rJlS3r16sWkSZPuGt+JEydYs2YNkZGRXLp0iU6dOjFt2jQmT54MwJAhQ4iOjmbt2rV4enoyduxY9u3bd8+9XVJSUkhJSbGcJyUlPcijExEREREREXnklFzJoyIjI3F2dgbg6tWreHt7ExkZSYEC/zfZaPDgwTz77LOW87fffpuZM2daysqUKcPhw4dZuHChJbkyevRoS31fX1+GDRvGypUr0yVXfvrpJ9q2bcuoUaMYOnToPWNNS0sjIiICFxcXALp168aWLVuYPHkyV65cYcmSJSxfvpxmzZoBEB4eTvHixe/Z59SpUxk/fvw964iIiIiIiIjkBUqu5FFNmjRh/vz5AFy6dIkPP/yQVq1asWvXLkudwMBAy99Xr17lxIkT9OrVi1deecVSfvv2bdzc3Cznq1atYs6cOZw4cYLk5GRu376Nq6ur1djx8fG0aNGCyZMnZ2rpjq+vryWxAuDt7c358+cBOHnyJLdu3aJOnTqW625ublSoUOGefYaFhTFkyBDLeVJSEj4+PveNRURERERERCSnKbmSRzk5OeHn52c5//jjj3Fzc2PRokX07t3bUueO5ORkABYtWkTdunWt+rKxsQFgx44ddO3alfHjx9OyZUvc3NxYuXIlM2fOtKrv4eFB8eLFWbFiBT179kyXfPmnggULWp0bhkFaWloW79iayWTCZDJlqw8RERERERGRnKANbfMJwzAoUKAA169fz/C6p6cnxYsX5+TJk/j5+VkdZcqUAf5a6lO6dGlGjRpFYGAg/v7+nD59Ol1fDg4OREZGYm9vT8uWLa02p82qsmXLUrBgQXbv3m0pS0xM1OucRURERERE5LGhmSt5VEpKCufOnQP+WhY0b948kpOTadeu3V3bjB8/noEDB+Lm5kZISAgpKSns2bOHS5cuMWTIEPz9/YmPj2flypXUrl2bdevW8fXXX2fYl5OTE+vWraNVq1a0atWK9evXW/aAyQoXFxd69OjBm2++SeHChSlWrBhvv/02BQoUwDCMLPcnIiIiIiIiktdo5koetX79ery9vfH29qZu3brs3r2b1atXExwcfNc2vXv35uOPPyY8PJwqVarQuHFjIiIiLDNXnn76ad544w369+9P9erV+emnnxgzZsxd+3N2dua7777DbDbTpk0by1uKsuq9996jXr16tG3blubNmxMUFGR5XbSIiIiIiIhIfmeYzWZzbgch/y5Xr16lRIkSzJw5k169emWqTVJSEm5ublQbsAAbk8MjjjDz9k7vntshiIiIiIiIyCNw53doYmLiffci1bIgeeT279/PkSNHqFOnDomJiUyYMAGAZ555Jst9bZvU5b5fahEREREREZGcpOSK5IgZM2Zw9OhR7OzsqFWrFj/++CNFixbN7bBEREREREREsk3JFXnkatSowd69e3M7DBEREREREZFHQhvaioiIiIiIiIhkg2auSL7SaPSKPLWhrYhIRrTZtYiIiMi/i2auiIiIiIiIiIhkg5IrkmWhoaG0b98+t8MQERERERERyROUXMlDzp07x4ABAyhbtiwmkwkfHx/atWvHli1bcjs0K7NnzyYiIiK3wxARERERERHJE7TnSh4RFxdHUFAQ7u7uTJ8+nSpVqnDr1i02bNjA66+/zpEjR3I7RAs3N7fcDkFEREREREQkz9DMlTyiX79+GIbBrl276NixI+XLl6dy5coMGTKEn3/+GYD33nuPKlWq4OTkhI+PD/369SM5OdnSR0REBO7u7mzYsIGAgACcnZ0JCQkhISHBUictLY0JEyZQsmRJTCYT1atXZ/369VaxnDlzhk6dOuHu7k7hwoV55plniIuLs1z/57Kg4OBgBg4cyPDhwylcuDBeXl6MGzfOqs8jR47QoEED7O3tqVSpEps3b8YwDNasWfPQnqGIiIiIiIhIblByJQ+4ePEi69ev5/XXX8fJySnddXd3dwAKFCjAnDlz+OWXX1iyZAnff/89w4cPt6p77do1ZsyYwdKlS9m2bRvx8fEMGzbMcn327NnMnDmTGTNmcPDgQVq2bMnTTz/NsWPHALh16xYtW7bExcWFH3/8kejoaEuS5ubNm3e9hyVLluDk5MTOnTt59913mTBhAps2bQIgNTWV9u3b4+joyM6dO/noo48YNWrUPZ9JSkoKSUlJVoeIiIiIiIhIXqTkSh5w/PhxzGYzFStWvGe9wYMH06RJE3x9fWnatCmTJk3i888/t6pz69YtFixYQGBgIDVr1qR///5We7bMmDGDESNG8MILL1ChQgXeeecdqlevzqxZswBYtWoVaWlpfPzxx1SpUoWAgADCw8OJj48nKirqrrFVrVqVt99+G39/f7p3705gYKBl3E2bNnHixAk+/fRTqlWrRoMGDZg8efI973Xq1Km4ublZDh8fn3vWFxEREREREcktSq7kAWazOVP1Nm/eTLNmzShRogQuLi5069aNP//8k2vXrlnqODo6Uq5cOcu5t7c358+fByApKYmzZ88SFBRk1W9QUBCxsbEAHDhwgOPHj+Pi4oKzszPOzs4ULlyYGzducOLEibvGVrVqVavzv4979OhRfHx88PLyslyvU6fOPe81LCyMxMREy3HmzJl71hcRERERERHJLdrQNg/w9/fHMIx7blobFxdH27Ztee2115g8eTKFCxdm+/bt9OrVi5s3b+Lo6AhAwYIFrdoZhpHp5A1AcnIytWrVYtmyZemueXh43LVdRuOmpaVletx/MplMmEymB24vIiIiIiIiklM0cyUPKFy4MC1btuSDDz7g6tWr6a5fvnyZvXv3kpaWxsyZM3nyyScpX748Z8+ezdI4rq6uFC9enOjoaKvy6OhoKlWqBEDNmjU5duwYxYoVw8/Pz+p40LcEVahQgTNnzvD7779bynbv3v1AfYmIiIiIiIjkNUqu5BEffPABqamp1KlThy+//JJjx44RGxvLnDlzqFevHn5+fty6dYu5c+dy8uRJli5dyoIFC7I8zptvvsk777zDqlWrOHr0KCNHjiQmJoZBgwYB0LVrV4oWLcozzzzDjz/+yKlTp4iKimLgwIH89ttvD3RvLVq0oFy5cvTo0YODBw8SHR3N6NGjgb9muIiIiIiIiIjkZ0qu5BFly5Zl3759NGnShKFDh/LEE0/QokULtmzZwvz586lWrRrvvfce77zzDk888QTLli1j6tSpWR5n4MCBDBkyhKFDh1KlShXWr1/P2rVr8ff3B/7as2Xbtm2UKlWKZ599loCAAHr16sWNGzdwdXV9oHuzsbFhzZo1JCcnU7t2bXr37m15W5C9vf0D9SkiIiIiIiKSVxjmrGzIIfKQREdH06BBA44fP261Ae/dJCUl4ebmRrUBC7AxOeRAhCIiD27v9O65HYKIiIiIZNOd36GJiYn3nWyg5IrkiK+//hpnZ2f8/f05fvw4gwYNolChQmzfvj1T7bPypRYRERERERHJrqz8DtXbgiRHXLlyhREjRhAfH0/RokVp3rw5M2fOzO2wRERERERERLJNM1ckX9DMFREREREREclJmrkij61Go1dozxUREckW7YkjIiIiD5veFiQiIiIiIiIikg1Krsg9xcXFYRgGMTExAERFRWEYBpcvX87VuERERERERETyCiVXHgPnzp1jwIABlC1bFpPJhI+PD+3atWPLli0Pfaz69euTkJCAm5vbQ+9bREREREREJD/Sniv5XFxcHEFBQbi7uzN9+nSqVKnCrVu32LBhA6+//jpHjhx5qOPZ2dnh5eX1UPsUERERERERyc80cyWf69evH4ZhsGvXLjp27Ej58uWpXLkyQ4YM4eeff6Znz560bdvWqs2tW7coVqwYixcvBiAtLY13330XPz8/TCYTpUqVYvLkyRmO989lQREREbi7u7NhwwYCAgJwdnYmJCSEhIQES5vbt28zcOBA3N3dKVKkCCNGjKBHjx60b9/+kTwTERERERERkZyk5Eo+dvHiRdavX8/rr7+Ok5NTuuvu7u707t2b9evXWyU7IiMjuXbtGp07dwYgLCyMadOmMWbMGA4fPszy5cvx9PTMdBzXrl1jxowZLF26lG3bthEfH8+wYcMs19955x2WLVtGeHg40dHRJCUlsWbNmnv2mZKSQlJSktUhIiIiIiIikhcpuZKPHT9+HLPZTMWKFe9ap379+lSoUIGlS5daysLDw3n++edxdnbmypUrzJ49m3fffZcePXpQrlw5GjRoQO/evTMdx61bt1iwYAGBgYHUrFmT/v37W+33MnfuXMLCwujQoQMVK1Zk3rx5uLu737PPqVOn4ubmZjl8fHwyHY+IiIiIiIhITlJyJR8zm82Zqte7d2/Cw8MB+P333/nuu+/o2bMnALGxsaSkpNCsWbMHjsPR0ZFy5cpZzr29vTl//jwAiYmJ/P7779SpU8dy3cbGhlq1at2zz7CwMBITEy3HmTNnHjg+ERERERERkUdJyZV8zN/fH8Mw7rtpbffu3Tl58iQ7duzgs88+o0yZMjRs2BAABweHbMdRsGBBq3PDMDKd+Lkbk8mEq6ur1SEiIiIiIiKSFym5ko8VLlyYli1b8sEHH3D16tV01+9sOlukSBHat29PeHg4ERERvPzyy5Y6/v7+ODg4PJLXNgO4ubnh6enJ7t27LWWpqans27fvkYwnIiIiIiIiktP0KuZ87oMPPiAoKIg6deowYcIEqlatyu3bt9m0aRPz588nNjYW+GtpUNu2bUlNTaVHjx6W9vb29owYMYLhw4djZ2dHUFAQFy5c4JdffqFXr14PJcYBAwYwdepU/Pz8qFixInPnzuXSpUsYhvFQ+hcRERERERHJTUqu5HNly5Zl3759TJ48maFDh5KQkICHhwe1atVi/vz5lnrNmzfH29ubypUrU7x4cas+xowZg62tLWPHjuXs2bN4e3vz6quvPrQYR4wYwblz5+jevTs2Njb06dOHli1bYmNj89DGEBEREREREckthjm7m2NIvpCcnEyJEiUIDw/n2WefzdVY0tLSCAgIoFOnTkycODFTbZKSknBzc6PagAXYmLK/T4yIiPx77Z3ePbdDEBERkXzgzu/QxMTE++4Dqpkrj7m0tDT++OMPZs6cibu7O08//XSOx3D69Gk2btxI48aNSUlJYd68eZw6dYoXX3wxy31tm9RFm9uKiIiIiIhInqLkymMuPj6eMmXKULJkSSIiIrC1zfmPvECBAkRERDBs2DDMZjNPPPEEmzdvJiAgIMdjEREREREREXnYtCxI8oWsTMcSERERERERya6s/A7Vq5hFRERERERERLJBy4IkX2k0eoU2tJVs02aWIiIiIiLyMGnmioiIiIiIiIhINii5IhiGwZo1azJd39fXl1mzZj2yeERERERERETyEyVXHmOhoaEYhoFhGBQsWBBPT09atGjBJ598QlpamqVeQkICrVq1ynS/u3fvpk+fPo8iZBEREREREZF8R8mVx1xISAgJCQnExcXx3Xff0aRJEwYNGkTbtm25ffs2AF5eXphMpkz36eHhgaOj46MKWURERERERCRfUXLlMWcymfDy8qJEiRLUrFmTt956i2+++YbvvvuOiIgIwHpZUP369RkxYoRVHxcuXKBgwYJs27YNSL8syDAMPv74Yzp06ICjoyP+/v6sXbvWqo+1a9fi7++Pvb09TZo0YcmSJRiGweXLlx/VrYuIiIiIiIjkCCVX/oWaNm1KtWrV+Oqrr9Jd69q1KytXrsRsNlvKVq1aRfHixWnYsOFd+xw/fjydOnXi4MGDtG7dmq5du3Lx4kUATp06xXPPPUf79u05cOAAffv2ZdSoUfeMMSUlhaSkJKtDREREREREJC9ScuVfqmLFisTFxaUr79SpE2fPnmX79u2WsuXLl9OlSxcMw7hrf6GhoXTp0gU/Pz+mTJlCcnIyu3btAmDhwoVUqFCB6dOnU6FCBV544QVCQ0PvGd/UqVNxc3OzHD4+Pg90nyIiIiIiIiKPmpIr/1JmsznDZImHhwdPPfUUy5YtA/6adbJjxw66du16z/6qVq1q+dvJyQlXV1fOnz8PwNGjR6ldu7ZV/Tp16tyzv7CwMBITEy3HmTNnMnVfIiIiIiIiIjlNyZV/qdjYWMqUKZPhta5du/LFF19w69Ytli9fTpUqVahSpco9+ytYsKDVuWEYVm8kyiqTyYSrq6vVISIiIiIiIpIXKbnyL/T9999z6NAhOnbsmOH1Z555hhs3brB+/XqWL19+31kr91OhQgX27NljVbZ79+5s9SkiIiIiIiKSVyi58phLSUnh3Llz/O9//2Pfvn1MmTKFZ555hrZt29K9e/cM2zg5OdG+fXvGjBlDbGwsXbp0yVYMffv25ciRI4wYMYJff/2Vzz//3OpNRSIiIiIiIiL5mZIrj7n169fj7e2Nr68vISEh/PDDD8yZM4dvvvkGGxubu7br2rUrBw4coGHDhpQqVSpbMZQpU4YvvviCr776iqpVqzJ//nzL24JMJlO2+hYRERERERHJbYb57+/cFckhkydPZsGCBZneqDYpKQk3NzeqDViAjcnhEUcnj7u90zOetSUiIiIiInLHnd+hiYmJ990H1DaHYpJ/uQ8//JDatWtTpEgRoqOjmT59Ov37989yP9smddHmtiIiIiIiIpKnKLkiOeLYsWNMmjSJixcvUqpUKYYOHUpYWFhuhyUiIiIiIiKSbVoWJPlCVqZjiYiIiIiIiGSXlgXJY6vR6BXacyWf0f4mIiIiIiLyuNPbgkREREREREREskHJFRERERERERGRbFByRbJs3LhxVK9ePbfDEBEREREREckTlFzJAaGhoRiGke4ICQnJ7dAsgoODGTx4cKbqDhs2jC1btjzagERERERERETyCW1om0NCQkIIDw+3KjOZTLkUzYMxm82kpqbi7OyMs7NzbocjIiIiIiIikido5koOMZlMeHl5WR2FChUC4NixYzRq1Ah7e3sqVarEpk2bMAyDNWvWABAVFYVhGFy+fNnSX0xMDIZhEBcXZynbvn07DRs2xMHBAR8fHwYOHMjVq1ct1z/88EP8/f2xt7fH09OT5557DvhrZs3WrVuZPXu2ZVZNXFycZdzvvvuOWrVqYTKZ2L59e7plQbt376ZFixYULVoUNzc3GjduzL59+6zu3zAMPv74Yzp06ICjoyP+/v6sXbv24T5kERERERERkVyg5EouS0tL49lnn8XOzo6dO3eyYMECRowYkeV+Tpw4QUhICB07duTgwYOsWrWK7du3079/fwD27NnDwIEDmTBhAkePHmX9+vU0atQIgNmzZ1OvXj1eeeUVEhISSEhIwMfHx9L3yJEjmTZtGrGxsVStWjXd2FeuXKFHjx5s376dn3/+GX9/f1q3bs2VK1es6o0fP55OnTpx8OBBWrduTdeuXbl48WKG95OSkkJSUpLVISIiIiIiIpIXaVlQDomMjEy3lOatt94iMDCQI0eOsGHDBooXLw7AlClTaNWqVZb6nzp1Kl27drXsm+Lv78+cOXNo3Lgx8+fPJz4+HicnJ9q2bYuLiwulS5emRo0aALi5uWFnZ4ejoyNeXl7p+p4wYQItWrS469hNmza1Ov/oo49wd3dn69attG3b1lIeGhpKly5dLPc4Z84cdu3aleHeM1OnTmX8+PFZegYiIiIiIiIiuUHJlRzSpEkT5s+fb1VWuHBhli5dio+PjyWxAlCvXr0s93/gwAEOHjzIsmXLLGVms5m0tDROnTpFixYtKF26NGXLliUkJISQkBDLEp37CQwMvOf133//ndGjRxMVFcX58+dJTU3l2rVrxMfHW9X7+6wXJycnXF1dOX/+fIZ9hoWFMWTIEMt5UlKS1WwaERERERERkbxCyZUc4uTkhJ+f3wO1LVDgr9VbZrPZUnbr1i2rOsnJyfTt25eBAwema1+qVCns7OzYt28fUVFRbNy4kbFjxzJu3Dh2796Nu7v7fWO/lx49evDnn38ye/ZsSpcujclkol69ety8edOqXsGCBa3ODcMgLS0twz5NJlO+2/BXRERERERE/p2UXMllAQEBnDlzhoSEBLy9vQH4+eefrep4eHgAkJCQYNkENyYmxqpOzZo1OXz48D0TOLa2tjRv3pzmzZvz9ttv4+7uzvfff2/Z8yU1NfWB7iE6OpoPP/yQ1q1bA3DmzBn++OOPB+pLREREREREJL9RciWHpKSkcO7cOauyO8mO8uXL06NHD6ZPn05SUhKjRo2yqufn54ePjw/jxo1j8uTJ/Prrr8ycOdOqzogRI3jyySfp378/vXv3xsnJicOHD7Np0ybmzZtHZGQkJ0+epFGjRhQqVIhvv/2WtLQ0KlSoAICvry87d+4kLi4OZ2dnChcunOl78/f3Z+nSpQQGBpKUlMSbb76Jg4PDAz4pERERERERkfxFbwvKIevXr8fb29vqaNCgAQUKFODrr7/m+vXr1KlTh969ezN58mSrtgULFmTFihUcOXKEqlWr8s477zBp0iSrOlWrVmXr1q38+uuvNGzYkBo1ajB27FjLXi7u7u589dVXNG3alICAABYsWMCKFSuoXLkyAMOGDcPGxoZKlSrh4eGRbr+Ue1m8eDGXLl2iZs2adOvWjYEDB1KsWLFsPjERERERERGR/MEw/30jD8kzDMPg66+/pn379rkdSp6QlJSEm5sb1QYswMakWTH5yd7p3XM7BBERERERkSy78zs0MTERV1fXe9bVsiDJV7ZN6nLfL7WIiIiIiIhITtKyIBERERERERGRbNDMlTxKq7VERERERERE8gclVyRfaTR6hfZcEckB2itHRERERCTztCxIRERERERERCQblFyRLAkNDdUbjERERERERET+RsmVfCg0NBTDMNIdx48ff+Rjz549m4iIiEc+joiIiIiIiEh+oT1X8qmQkBDCw8Otyjw8PB75uG5ubo98DBEREREREZH8RDNX8imTyYSXl5fVYWNjwzfffEPNmjWxt7enbNmyjB8/ntu3b1vaGYbBxx9/TIcOHXB0dMTf35+1a9da9f3LL7/Qtm1bXF1dcXFxoWHDhpw4cQJIvywoODiYgQMHMnz4cAoXLoyXlxfjxo2z6u/IkSM0aNAAe3t7KlWqxObNmzEMgzVr1jyqxyMiIiIiIiKSY5RceYz8+OOPdO/enUGDBnH48GEWLlxIREQEkydPtqo3fvx4OnXqxMGDB2ndujVdu3bl4sWLAPzvf/+jUaNGmEwmvv/+e/bu3UvPnj2tEjT/tGTJEpycnNi5cyfvvvsuEyZMYNOmTQCkpqbSvn17HB0d2blzJx999BGjRo26772kpKSQlJRkdYiIiIiIiIjkRVoWlE9FRkbi7OxsOW/VqhWXLl1i5MiR9OjRA4CyZcsyceJEhg8fzttvv22pGxoaSpcuXQCYMmUKc+bMYdeuXYSEhPDBBx/g5ubGypUrKViwIADly5e/ZyxVq1a19O/v78+8efPYsmULLVq0YNOmTZw4cYKoqCi8vLwAmDx5Mi1atLhnn1OnTmX8+PFZfCoiIiIiIiIiOU/JlXyqSZMmzJ8/33Lu5ORE1apViY6Otpqpkpqayo0bN7h27RqOjo7AX8mQv7dzdXXl/PnzAMTExNCwYUNLYiUz/t4fgLe3t6W/o0eP4uPjY0msANSpU+e+fYaFhTFkyBDLeVJSEj4+PpmOSURERERERCSnKLmSTzk5OeHn52dVlpyczPjx43n22WfT1be3t7f8/c/EiWEYpKWlAeDg4JDlWO7V34MymUyYTKZs9SEiIiIiIiKSE5RceYzUrFmTo0ePpku6ZEXVqlVZsmQJt27dytLslbupUKECZ86c4ffff8fT0xOA3bt3Z7tfERERERERkbxCG9o+RsaOHcunn37K+PHj+eWXX4iNjWXlypWMHj06033079+fpKQkXnjhBfbs2cOxY8dYunQpR48efaCYWrRoQbly5ejRowcHDx4kOjraEo9hGA/Up4iIiIiIiEheouTKY6Rly5ZERkayceNGateuzZNPPsn7779P6dKlM91HkSJF+P7770lOTqZx48bUqlWLRYsWPfAsFhsbG9asWUNycjK1a9emd+/elrcF/X2pkoiIiIiIiEh+ZZjNZnNuByH/LtHR0TRo0IDjx49Trly5TLVJSkrCzc2NagMWYGPK+r4wIpI1e6d3z+0QRERERERy1Z3foYmJibi6ut6zrpIr8sh9/fXXODs74+/vz/Hjxxk0aBCFChVi+/btme4jK19qERERERERkezKyu9QbWgrj9yVK1cYMWIE8fHxFC1alObNmzNz5szcDktERERERETkodDMFckXNHNFREREREREclJWfodqQ1sRERERERERkWzQsiDJVxqNXpGnNrTVpp8iIiIiIiKimSsiIiIiIiIiItmg5MpDFhwczODBgzNdPyIiAnd393vWGTduHNWrV7/r9aioKAzD4PLly5keN6syE6eIiIiIiIjIv5GWBT2A0NBQlixZkq782LFjfPXVVxQsWDAXohIRERERERGR3KDkygMKCQkhPDzcqszDwwMbG5tcikhEREREREREcoOWBT0gk8mEl5eX1WFjY5NuWVBKSgrDhg2jRIkSODk5UbduXaKiou7Z97Rp0/D09MTFxYVevXpx48aNTMW0d+9eAgMDcXR0pH79+hw9etTq+vz58ylXrhx2dnZUqFCBpUuXWl2/fPkyffv2xdPTE3t7e5544gkiIyMzHOvChQsEBgbSoUMHUlJSSEtLY+rUqZQpUwYHBweqVavGF198AYDZbMbPz48ZM2ZY9RETE4NhGBw/fjxT9yciIiIiIiKSFym58oj179+fHTt2sHLlSg4ePMjzzz9PSEgIx44dy7D+559/zrhx45gyZQp79uzB29ubDz/8MFNjjRo1ipkzZ7Jnzx5sbW3p2bOn5drXX3/NoEGDGDp0KP/973/p27cvL7/8Mj/88AMAaWlptGrViujoaD777DMOHz7MtGnTMpyJc+bMGRo2bMgTTzzBF198gclkYurUqXz66acsWLCAX375hTfeeIOXXnqJrVu3YhgGPXv2TDfTJzw8nEaNGuHn55dujJSUFJKSkqwOERERERERkbxIy4IeUGRkJM7OzpbzVq1asXr1aqs68fHxhIeHEx8fT/HixQEYNmwY69evJzw8nClTpqTrd9asWfTq1YtevXoBMGnSJDZv3pyp2SuTJ0+mcePGAIwcOZI2bdpw48YN7O3tmTFjBqGhofTr1w+AIUOG8PPPPzNjxgyaNGnC5s2b2bVrF7GxsZQvXx6AsmXLphvj6NGjtGjRgg4dOjBr1iwMwyAlJYUpU6awefNm6tWrZ2m7fft2Fi5cSOPGjQkNDWXs2LHs2rWLOnXqcOvWLZYvX55uNssdU6dOZfz48fe9ZxEREREREZHcppkrD6hJkybExMRYjjlz5qSrc+jQIVJTUylfvjzOzs6WY+vWrZw4cSLDfmNjY6lbt65V2Z2Exf1UrVrV8re3tzcA58+ft/QbFBRkVT8oKIjY2FjgryU6JUuWtCRWMnL9+nUaNmzIs88+y+zZszEMA4Djx49z7do1WrRoYXWfn376qeU+ixcvTps2bfjkk08A+M9//kNKSgrPP/98hmOFhYWRmJhoOc6cOZOpZyAiIiIiIiKS0zRz5QE5OTlluJzl75KTk7GxsWHv3r3pltf8fdbLw/L3txTdSXykpaVlqq2Dg8N965hMJpo3b05kZCRvvvkmJUqUAP66T4B169ZZyv7e5o7evXvTrVs33n//fcLDw+ncuTOOjo53HevvbUVERERERETyKs1ceYRq1KhBamoq58+fx8/Pz+rw8vLKsE1AQAA7d+60Kvv555+zHUtAQADR0dFWZdHR0VSqVAn4a9bLb7/9xq+//nrXPgoUKMDSpUupVasWTZo04ezZswBUqlQJk8lEfHx8uvv08fGxtG/dujVOTk7Mnz+f9evXW+0JIyIiIiIiIpJfaebKI1S+fHm6du1K9+7dmTlzJjVq1ODChQts2bKFqlWr0qZNm3RtBg0aRGhoKIGBgQQFBbFs2TJ++eWXDPc/yYo333yTTp06UaNGDZo3b85//vMfvvrqKzZv3gxA48aNadSoER07duS9997Dz8+PI0eOYBgGISEhln5sbGxYtmwZXbp0oWnTpkRFReHl5cWwYcN44403SEtLo0GDBiQmJhIdHY2rqys9evSwtA0NDSUsLAx/f/9ML3cSERERERERycs0c+URCw8Pp3v37gwdOpQKFSrQvn17du/eTalSpTKs37lzZ8aMGcPw4cOpVasWp0+f5rXXXst2HO3bt2f27NnMmDGDypUrs3DhQsLDwwkODrbU+fLLL6lduzZdunShUqVKDB8+nNTU1HR92drasmLFCipXrkzTpk05f/48EydOZMyYMUydOpWAgABCQkJYt24dZcqUsWrbq1cvbt68ycsvv5ztexIRERERERHJCwyz2WzO7SDk3+PHH3+kWbNmnDlzBk9Pz0y3S0pKws3NjWoDFmBjuv/+MDll7/TuuR2CiIiIiIiIPAJ3focmJibi6up6z7pKrkiOSElJ4cKFC/To0QMvLy+WLVuWpfZZ+VKLiIiIiIiIZFdWfodqWZDkiBUrVlC6dGkuX77Mu+++m9vhiIiIiIiIiDw0mrki+YJmroiIiIiIiEhOysrvUL0tSPKVRqNXaM8VERERERERyVO0LEhEREREREREJBuUXJH7Cg4OZvDgwdnqIyoqCsMwuHz5MgARERG4u7tnOzYRERERERGR3KbkSj4TGhqKYRjpjuPHj2e7738mQERERERERETk/rTnSj4UEhJCeHi4VZmHh0cuRSMiIiIiIiLy76aZK/mQyWTCy8vL6rCxsWHr1q3UqVMHk8mEt7c3I0eO5Pbt25Z2KSkpDBw4kGLFimFvb0+DBg3YvXs3AHFxcTRp0gSAQoUKYRgGoaGhlra3b9+mf//+uLm5UbRoUcaMGcPfXzS1dOlSAgMDcXFxwcvLixdffJHz58/nzAMRERERERERyUVKrjwm/ve//9G6dWtq167NgQMHmD9/PosXL2bSpEmWOsOHD+fLL79kyZIl7Nu3Dz8/P1q2bMnFixfx8fHhyy+/BODo0aMkJCQwe/ZsS9slS5Zga2vLrl27mD17Nu+99x4ff/yx5fqtW7eYOHEiBw4cYM2aNcTFxVklZ7IqJSWFpKQkq0NEREREREQkL9KyoHwoMjISZ2dny3mrVq0oX748Pj4+zJs3D8MwqFixImfPnmXEiBGMHTuW69evM3/+fCIiImjVqhUAixYtYtOmTSxevJg333yTwoULA1CsWLF0m836+Pjw/vvvYxgGFSpU4NChQ7z//vu88sorAPTs2dNSt2zZssyZM4fatWuTnJxsFWtmTZ06lfHjx2e5nYiIiIiIiEhO08yVfKhJkybExMRYjjlz5hAbG0u9evUwDMNSLygoiOTkZH777TdOnDjBrVu3CAoKslwvWLAgderUITY29r5jPvnkk1Z916tXj2PHjpGamgrA3r17adeuHaVKlcLFxYXGjRsDEB8f/0D3GBYWRmJiouU4c+bMA/UjIiIiIiIi8qhp5ko+5OTkhJ+fX26HYXH16lVatmxJy5YtWbZsGR4eHsTHx9OyZUtu3rz5QH2aTCZMJtNDjlRERERERETk4dPMlcdEQEAAO3bssNpkNjo6GhcXF0qWLEm5cuWws7MjOjracv3WrVvs3r2bSpUqAWBnZwdgmY3ydzt37rQ6//nnn/H398fGxoYjR47w559/Mm3aNBo2bEjFihW1ma2IiIiIiIj8ayi58pjo168fZ86cYcCAARw5coRvvvmGt99+myFDhlCgQAGcnJx47bXXePPNN1m/fj2HDx/mlVde4dq1a/Tq1QuA0qVLYxgGkZGRXLhwgeTkZEv/8fHxDBkyhKNHj7JixQrmzp3LoEGDAChVqhR2dnbMnTuXkydPsnbtWiZOnJgrz0FEREREREQkpym58pgoUaIE3377Lbt27aJatWq8+uqr9OrVi9GjR1vqTJs2jY4dO9KtWzdq1qzJ8ePH2bBhA4UKFbL0MX78eEaOHImnpyf9+/e3tO3evTvXr1+nTp06vP766wwaNIg+ffoA4OHhQUREBKtXr6ZSpUpMmzaNGTNm5OwDEBEREREREcklhvnv60hE8qikpCTc3NyoNmABNiaH3A7HYu/07rkdgoiIiIiIiDwCd36HJiYm4urqes+62tBW8pVtk7rc90stIiIiIiIikpO0LEhEREREREREJBuUXBERERERERERyQYlV0REREREREREskF7rki+0mj0Cm1oKyIiIiIiInmKZq6IiIiIiIiIiGSDkivyyI0bN47q1aunK/P09MQwDNasWZMrcYmIiIiIiIg8DEquyD2dO3eOQYMG4efnh729PZ6engQFBTF//nyuXbv2QH3GxsYyfvx4Fi5cSEJCAq1atXrIUYuIiIiIiIjkHO25Ind18uRJgoKCcHd3Z8qUKVSpUgWTycShQ4f46KOPKFGiBE8//XSW+z1x4gQAzzzzDIZhPOywRURERERERHKUkityV/369cPW1pY9e/bg5ORkKS9btizPPPMMZrMZgPj4eAYMGMCWLVsoUKAAISEhzJ07F09Pz3R9jhs3jvHjxwNQoMBfE6fu9CMiIiIiIiKSH2lZkGTozz//ZOPGjbz++utWiZW/MwyDtLQ0nnnmGS5evMjWrVvZtGkTJ0+epHPnzhm2GTZsGOHh4QAkJCSQkJCQYb2UlBSSkpKsDhEREREREZG8SDNXJEPHjx/HbDZToUIFq/KiRYty48YNAF5//XWaN2/OoUOHOHXqFD4+PgB8+umnVK5cmd27d1O7dm2r9s7Ozri7uwPg5eV11/GnTp1qmeEiIiIiIiIikpdp5opkya5du4iJiaFy5cqkpKQQGxuLj4+PJbECUKlSJdzd3YmNjX3gccLCwkhMTLQcZ86ceRjhi4iIiIiIiDx0mrkiGfLz88MwDI4ePWpVXrZsWQAcHBwe6fgmkwmTyfRIxxARERERERF5GDRzRTJUpEgRWrRowbx587h69epd6wUEBHDmzBmrmSWHDx/m8uXLVKpUKSdCFREREREREclVSq7IXX344Yfcvn2bwMBAVq1aRWxsLEePHuWzzz7jyJEj2NjY0Lx5c6pUqULXrl3Zt28fu3btonv37jRu3JjAwMDcvgURERERERGRR07LguSuypUrx/79+5kyZQphYWH89ttvmEwmKlWqxLBhw+jXrx+GYfDNN98wYMAAGjVqZPUqZhEREREREZF/A8NsNptzOwiR+0lKSsLNzY1qAxZgY3q0+71kxd7p3XM7BBEREREREXkE7vwOTUxMxNXV9Z51NXNF8pVtk7rc90stIiIiIiIikpO054qIiIiIiIiISDZkO7mSlJTEmjVriI2NfRjxiIiIiIiIiIjkK1leFtSpUycaNWpE//79uX79OoGBgcTFxWE2m1m5ciUdO3Z8FHGKANBo9Io8teeKiEh+oP2hRERERB6tLM9c2bZtGw0bNgTg66+/xmw2c/nyZebMmcOkSZMeeoAiIiIiIiIiInlZlpMriYmJFC5cGID169fTsWNHHB0dadOmDceOHXvoAYqIiIiIiIiI5GVZTq74+PiwY8cOrl69yvr163nqqacAuHTpEvb29g89QMm7oqKiMAyDy5cv53YoIiIiIiIiIrkmy8mVwYMH07VrV0qWLEnx4sUJDg4G/louVKVKlYcdX75y7tw5Bg0ahJ+fH/b29nh6ehIUFMT8+fO5du1aboeXLcHBwQwePNiqrH79+iQkJODm5pY7QYmIiIiIiIjkAVne0LZfv37UrVuX+Ph4WrRoQYECf+VnypYty+TJkx96gPnFyZMnCQoKwt3dnSlTplClShVMJhOHDh3io48+okSJEjz99NO5HeZDZWdnh5eXV26HISIiIiIiIpKrsjxzZcKECQQEBNChQwecnZ0t5U2bNmXz5s0PNbj8pF+/ftja2rJnzx46depEQEAAZcuW5ZlnnmHdunW0a9eOnj170rZtW6t2t27dolixYixevBj4a4bIgAEDGDx4MIUKFcLT05NFixZx9epVXn75ZVxcXPDz8+O7776z9HFnec6WLVsIDAzE0dGR+vXrc/ToUUudEydO8Mwzz+Dp6YmzszO1a9dO93l9+OGH+Pv7W2bdPPfccwCEhoaydetWZs+ejWEYGIZBXFxchsuCoqOjCQ4OxtHRkUKFCtGyZUsuXboEwBdffEGVKlVwcHCgSJEiNG/enKtXrz7Uz0FEREREREQkp2U5uTJ+/HiSk5PTlV+7do3x48c/lKDymz///JONGzfy+uuv4+TklGEdwzDo3bs369evJyEhwVIeGRnJtWvX6Ny5s6VsyZIlFC1alF27djFgwABee+01nn/+eerXr8++fft46qmn6NatW7qlRqNGjWLmzJns2bMHW1tbevbsabmWnJxM69at2bJlC/v37yckJIR27doRHx8PwJ49exg4cCATJkzg6NGjrF+/nkaNGgEwe/Zs6tWrxyuvvEJCQgIJCQn4+Piku8eYmBiaNWtGpUqV2LFjB9u3b6ddu3akpqaSkJBAly5d6NmzJ7GxsURFRfHss89iNpszfF4pKSkkJSVZHSIiIiIiIiJ5UZaXBZnNZgzDSFd+4MABy1uE/m2OHz+O2WymQoUKVuVFixblxo0bALz++uu88847VKhQgaVLlzJ8+HAAwsPDef75561mAVWrVo3Ro0cDEBYWxrRp0yhatCivvPIKAGPHjmX+/PkcPHiQJ5980tJu8uTJNG7cGICRI0fSpk0bbty4gb29PdWqVaNatWqWuhMnTuTrr79m7dq19O/fn/j4eJycnGjbti0uLi6ULl2aGjVqAODm5oadnR2Ojo73XAb07rvvEhgYyIcffmgpq1y5MgD79u3j9u3bPPvss5QuXRrgnnv0TJ069V+brBMREREREZH8JdMzVwoVKkThwoUxDIPy5ctTuHBhy+Hm5kaLFi3o1KnTo4w139m1axcxMTFUrlyZlJQUAHr37k14eDgAv//+O999953VDBOAqlWrWv62sbGhSJEiVokIT09PAM6fP3/Xdt7e3lZ1kpOTGTZsGAEBAbi7u+Ps7ExsbKxl5kqLFi0oXbo0ZcuWpVu3bixbtizLm/DembmSkWrVqtGsWTOqVKnC888/z6JFiyzLhTISFhZGYmKi5Thz5kyWYhERERERERHJKZmeuTJr1izMZjM9e/Zk/PjxVm+IsbOzw9fXl3r16j2SIPM6Pz8/DMOw2uME/trkF8DBwcFS1r17d0aOHMmOHTv46aefKFOmDA0bNrRqV7BgQatzwzCsyu7MHEpLS7tru3/WGTZsGJs2bWLGjBn4+fnh4ODAc889x82bNwFwcXFh3759REVFsXHjRsaOHcu4cePYvXs37u7umXoOf7/Pf7KxsWHTpk389NNPbNy4kblz5zJq1Ch27txJmTJl0tU3mUyYTKZMjSsiIiIiIiKSmzKdXOnRowe3b9/GMAyaNm2a4Z4b/1ZFihShRYsWzJs3jwEDBtx135U7ddu3b094eDg7duzg5ZdfzpEYo6OjCQ0NpUOHDsBfM1ni4uKs6tja2tK8eXOaN2/O22+/jbu7O99//z3PPvssdnZ2pKam3nOMqlWrsmXLlrsu5zEMg6CgIIKCghg7diylS5fm66+/ZsiQIQ/lHkVERERERERyQ5b2XLG1teW1114jNjb2UcWTb3344YcEBQURGBjIuHHjqFq1KgUKFGD37t0cOXKEWrVqWer27t2btm3bkpqaSo8ePXIkPn9/f7766ivatWuHYRiMGTPGauZLZGQkJ0+epFGjRhQqVIhvv/2WtLQ0yz4yvr6+7Ny5k7i4OJydnTPcXycsLIwqVarQr18/Xn31Vezs7Pjhhx94/vnnOXHiBFu2bOGpp56iWLFi7Ny5kwsXLhAQEJAj9y8iIiIiIiLyqGR5Q9s6deqwf/9+y6ak8pdy5cqxf/9+pkyZQlhYGL/99hsmk4lKlSoxbNgw+vXrZ6nbvHlzvL29qVy5MsWLF8+R+N577z169uxJ/fr1KVq0KCNGjLB6A4+7uztfffUV48aN48aNG/j7+7NixQrLhrTDhg2jR48eVKpUievXr3Pq1Kl0Y5QvX56NGzfy1ltvUadOHRwcHKhbty5dunTB1dWVbdu2MWvWLJKSkihdujQzZ86kVatWOXL/IiIiIiIiIo+KYb7bu3Dv4vPPPycsLIw33niDWrVqpVsC8/dNVSVjycnJlChRgvDwcJ599tncDidfSEpKws3NjWoDFmBjuvveLiIikt7e6d1zOwQRERGRfOfO79DExERcXV3vWTfLyZUCBdK/YMgwDMsrmu+3L8e/WVpaGn/88QczZ85k5cqVnDhxAlvbLE8e+lfKypdaREREREREJLuy8js0y7/sM1oOIpkTHx9PmTJlKFmyJBEREUqsiIiIiIiIiDwGsvzrXnutPDhfX1+yOFFIRERERERERPK4B5o6ceLECWbNmmV5a1ClSpUYNGgQ5cqVe6jBifxTo9Er8tSeK9rHQERERERERNJvoHIfGzZsoFKlSuzatYuqVatStWpVdu7cSeXKldm0adOjiFFEREREREREJM/KcnJl5MiRvPHGG+zcuZP33nuP9957j507dzJ48GBGjBjxKGKUHGYYBmvWrAEgLi4OwzCIiYnJVp+hoaG0b9/ech4cHMzgwYOz1aeIiIiIiIhIXpDl5EpsbCy9evVKV96zZ08OHz78UIL6t/tnIuKOqKgoDMPg8uXLOR6TiIiIiIiIiGQsy8kVDw+PDGcxxMTEUKxYsYcRk4iIiIiIiIhIvpHl5Morr7xCnz59eOedd/jxxx/58ccfmTZtGn379uWVV155FDFKBv7880+6dOlCiRIlcHR0pEqVKqxYscKqTnBwMAMHDmT48OEULlwYLy8vxo0bZ1Xn2LFjNGrUCHt7eypVqnTXfXOOHDlC/fr1sbe354knnmDr1q2Wa6mpqfTq1YsyZcrg4OBAhQoVmD179kO/ZxEREREREZG8KMtvCxozZgwuLi7MnDmTsLAwAIoXL864ceMYOHDgQw9QMnbjxg1q1arFiBEjcHV1Zd26dXTr1o1y5cpRp04dS70lS5YwZMgQdu7cyY4dOwgNDSUoKIgWLVqQlpbGs88+i6enJzt37iQxMfGu+6C8+eabzJo1i0qVKvHee+/Rrl07Tp06RZEiRUhLS6NkyZKsXr2aIkWK8NNPP9GnTx+8vb3p1KnTA91fSkoKKSkplvOkpKQH6kdERERERETkUctycsUwDN544w3eeOMNrly5AoCLi8tDD+zfLjIyEmdnZ6uy1NRUy98lSpRg2LBhlvMBAwawYcMGPv/8c6vkStWqVXn77bcB8Pf3Z968eWzZsoUWLVqwefNmjhw5woYNGyhevDgAU6ZMoVWrVuni6d+/Px07dgRg/vz5rF+/nsWLFzN8+HAKFizI+PHjLXXLlCnDjh07+Pzzzx84uTJ16lSrPkVERERERETyqiwnV+44f/48R48eBaBixYp4eHg8tKAEmjRpwvz5863Kdu7cyUsvvQT8lWiZMmUKn3/+Of/73/+4efMmKSkpODo6WrWpWrWq1bm3tzfnz58H/tqc2MfHx5JYAahXr16G8fy93NbWlsDAQGJjYy1lH3zwAZ988gnx8fFcv36dmzdvUr169azf+P8XFhbGkCFDLOdJSUn4+Pg8cH8iIiIiIiIij0qWkytXrlyhX79+rFixgrS0NABsbGzo3LkzH3zwAW5ubg89yH8jJycn/Pz8rMp+++03y9/Tp09n9uzZzJo1iypVquDk5MTgwYO5efOmVZuCBQtanRuGYfncHpaVK1cybNgwZs6cSb169XBxcWH69Ons3Lnzgfs0mUyYTKaHGKWIiIiIiIjIo5HlDW179+7Nzp07WbduHZcvX+by5ctERkayZ88e+vbt+yhilAxER0fzzDPP8NJLL1GtWjXKli3Lr7/+mqU+AgICOHPmDAkJCZayn3/+OcO6fy+/ffs2e/fuJSAgwBJL/fr16devHzVq1MDPz48TJ048wF2JiIiIiIiI5D9ZnrkSGRnJhg0baNCggaWsZcuWLFq0iJCQkIcanNydv78/X3zxBT/99BOFChXivffe4/fff6dSpUqZ7qN58+aUL1+eHj16MH36dJKSkhg1alSGdT/44AP8/f0JCAjg/fff59KlS/Ts2dMSy6effsqGDRsoU6YMS5cuZffu3ZQpU+ah3KuIiIiIiIhIXpblmStFihTJcOmPm5sbhQoVeihByf2NHj2amjVr0rJlS4KDg/Hy8qJ9+/ZZ6qNAgQJ8/fXXXL9+nTp16tC7d28mT56cYd1p06Yxbdo0qlWrxvbt21m7di1FixYFoG/fvjz77LN07tyZunXr8ueff9KvX7/s3qKIiIiIiIhIvmCYzWZzVhp89NFHrF69mqVLl+Ll5QXAuXPn6NGjB88++6yWBskjkZSUhJubG9UGLMDG5JDb4Vjsnd49t0MQERERERGRR+DO79DExERcXV3vWTfLyZUaNWpw/PhxUlJSKFWqFADx8fGYTCb8/f2t6u7bty+LoYtkLCtfahEREREREZHsysrv0CzvuZLVpSciIiIiIiIiIo+zLM9cEckNmrkiIiIiIiIiOemRzlz5uxs3brBq1SquXr1KixYt0i0LEhERERERERF53GV65sqQIUO4desWc+fOBeDmzZvUqVOHw4cP4+joyO3bt9m4cSP169d/pAHLv1Ne3dBWRETuTRt/i4iISH6VlZkrmX4V88aNG2nRooXlfNmyZcTHx3Ps2DEuXbrE888/f9fX+IqIiIiIiIiIPK4ynVyJj4+nUqVKlvONGzfy3HPPUbp0aQzDYNCgQezfv/+RBCn5j2EYrFmzJrfDEBEREREREXnkMp1cKVCgAH9fQfTzzz/z5JNPWs7d3d25dOnSw41OckVoaKjeCiUiIiIiIiKSSZlOrgQEBPCf//wHgF9++YX4+HiaNGliuX769Gk8PT0ffoQiIiIiIiIiInlYppMrw4cPJywsjGbNmtGsWTNat25NmTJlLNe//fZb6tSp80iClNzj6+vLrFmzrMqqV6/+/9i787Cqqv7//88jMx4GZ9BAVBAhFVO0lBIw/YCmOaWVppKm3ZWaJqaUY2o4VjZJo6i3lnelZFaakjjghHPdIalpUqF2m4I4IML5/dHP/fXkBDLr63Fd+7rOXnvttd77LLw/nfdnrbWZNGmScX7gwAHatm2Lo6MjgYGBrFmz5qp2fvjhB9q1a4eTkxPVqlVjyJAhZGdnl3D0IiIiIiIiIiWvwMmV7t27880339C0aVNGjhzJ0qVLra47Ozvz7LPPFnuAUr7l5+fTo0cP7O3t2bZtG3FxcYwZM8aqztmzZ4mIiKBKlSqkpKTw2WefsXbtWoYOHXrddnNycsjKyrI6RERERERERMoj28JUvjxr5VomTpxYLAFJxbJ27Vr279/P6tWrqV27NgCvvvoqHTt2NOosWbKECxcusHDhQipXrgzA22+/TZcuXZgxY8Y1l5PFxsYyefLk0nkIERERERERkSIo8MwVkWtJTU3Fy8vLSKwAtG7d+qo6QUFBRmIFICQkhPz8fNLS0q7ZbkxMDJmZmcaRnp5eMg8gIiIiIiIiUkSFmrkid55/viUKIDc3t8T7dXBwwMHBocT7ERERERERESkqzVyRG6pRowYZGRnGeVZWFocPHzbOAwICSE9Pt6qzdetWqzYCAgLYu3cvZ8+eNcqSk5OpVKkS/v7+JRi9iIiIiIiISMkrUHJlxYoVpTJbQcqfdu3asWjRIjZu3MgPP/zAgAEDsLGxMa63b9+ehg0bMmDAAPbu3cvGjRt5+eWXrdro27cvjo6ODBgwgB9//JF169YxbNgw+vXrp9d3i4iIiIiISIVXoORK9+7dOX36NAA2NjacOHGiJGOSMpafn4+t7d8rxmJiYggNDaVz58489NBDdOvWjQYNGhh1K1WqxPLlyzl//jytWrXiqaeeYtq0aVbtOTs7s3r1av766y9atmzJI488woMPPsjbb79dqs8lIiIiIiIiUhIKtOdKjRo12Lp1K126dMFisWAymUo6LilDJ06cwNfXFwBXV1c+/fRTq+sDBgywOm/YsCEbN260KvvnPi1NmjTh+++/L4FoRURERERERMpWgZIr//rXv+jatSsmkwmTyYSHh8d16+bl5RVbcFK6Tp06RXJyMklJSfzrX/8q63CuacPUx3F1dS3rMEREREREREQMBUquTJo0iccee4yDBw/y8MMPM3/+fNzd3Us4NCltAwcOJCUlhVGjRtG1a9eyDkdERERERESkQjBZ/rl+4yYmT57M6NGjcXZ2LqmYRK6SlZWFm5sbmZmZmrkiIiIiIiIiJa4wv0MLnVy57M8//yQtLQ0Af39/atSocSvNiBTI5T/qoGFx2Dg4lXU4hp2z+pd1CCIiIiIiIlICCpNcKdDbgq507tw5Bg4cSO3atWnbti1t27aldu3aDBo0iHPnzt1y0CIiIiIiIiIiFVGhkysjR45k/fr1rFixgtOnT3P69Gm+/PJL1q9fz6hRo0oixiJJSkrCZDIZr5KWm5s0aRLNmjW7YZ2wsDBGjBhRKvGIiIiIiIiIlGeFTq588cUXfPTRR3Ts2BFXV1dcXV3p1KkTH3zwAZ9//nmh2oqKisJkMl3zzTTPPfccJpOJqKiowoZ4xzly5Agmk4k9e/YU+l6TyURCQkKxxyQiIiIiIiJyp7ilZUG1atW6qrxmzZq3tCzIy8uLTz/9lPPnzxtlFy5cYMmSJXh7exe6vZJw8eLFsg5BRERERERERMqpQidXWrduzcSJE7lw4YJRdv78eSZPnkzr1q0LHUDz5s3x8vJi2bJlRtmyZcvw9vbmnnvusaqbk5PD8OHDqVmzJo6Ojtx///2kpKRY1fnmm29o2LAhTk5OhIeHc+TIkav63LRpEw888ABOTk54eXkxfPhwzp49a1z38fFhypQp9O/fH1dXV4YMGUJ8fDzu7u6sXr2agIAAzGYzkZGRZGRkXPfZLi9J+vrrr2natCmOjo7cd999/Pjjj4WO59VXX2XgwIG4uLjg7e3N+++/b1yvV68eAPfccw8mk4mwsDAAUlJS6NChA9WrV8fNzY3Q0FB27dpl1S5A9+7dMZlMxvllixYtwsfHBzc3Nx577DHOnDlz3Wc9deoU/fv3p0qVKjg7O9OxY0cOHDhgXL+V709ERERERESkIih0cmXu3LkkJydz11138eCDD/Lggw/i5eXF5s2bmTt37i0FMXDgQObPn2+cf/zxxzz55JNX1XvxxRf54osvWLBgAbt27cLX15eIiAj++usvANLT0+nRowddunRhz549PPXUU4wdO9aqjUOHDhEZGUnPnj3Zt28fS5cuZdOmTQwdOtSq3uzZswkKCmL37t2MHz8e+HvWzuzZs1m0aBEbNmzg6NGjREdH3/T5Ro8ezZw5c0hJSaFGjRp06dKF3NzcQsUzZ84cgoOD2b17N88++yzPPPOM8bam7du3A7B27VoyMjKMRNWZM2cYMGAAmzZtYuvWrfj5+dGpUycjSXI5MTV//nwyMjKsElWHDh0iISGBlStXsnLlStavX8/06dOv+4xRUVHs2LGDFStWsGXLFiwWC506dTKes7DfX05ODllZWVaHiIiIiIiISHlU6ORK48aNOXDgALGxsTRr1oxmzZoxffp0Dhw4wN13331LQTzxxBNs2rSJX3/9lV9//ZXk5GSeeOIJqzpnz55l3rx5zJo1i44dOxIYGMgHH3yAk5MTH330EQDz5s2jQYMGzJkzB39/f/r27XvVni2xsbH07duXESNG4OfnR5s2bXjzzTdZuHCh1Wycdu3aMWrUKBo0aECDBg0AyM3NJS4ujuDgYJo3b87QoUNJTEy86fNNnDiRDh060KRJExYsWMDx48dZvnx5oeLp1KkTzz77LL6+vowZM4bq1auzbt06AOM12NWqVcPDw4OqVasaz/DEE0/QqFEjAgICeP/99zl37hzr16+3us/d3R0PDw+r12nn5+cTHx9P48aNeeCBB+jXr991n/XAgQOsWLGCDz/8kAceeICgoCAWL17M77//brWfS2G+v9jYWNzc3IzDy8vrpt+ziIiIiIiISFmwvZWbnJ2dGTx4cLEFUaNGDR566CHi4+OxWCw89NBDVK9e3arOoUOHyM3NJSQkxCizs7OjVatWpKamApCamsq9995rdd8/lyrt3buXffv2sXjxYqPMYrGQn5/P4cOHCQgIACA4OPiqOJ2dnY1EC4CnpycnTpy46fNdGUPVqlXx9/c3Yi5oPE2bNjWum0wmPDw8btr38ePHGTduHElJSZw4cYK8vDzOnTvH0aNHbxqzj48PLi4uBXrW1NRUbG1trb77atWqWT0nFO77i4mJ4YUXXjDOs7KylGARERERERGRcumWkislYeDAgcZSmHfeeafE+snOzubpp59m+PDhV127cgPdypUrX3Xdzs7O6txkMmGxWEolnmv1nZ+ff8O2BwwYwMmTJ5k7dy5169bFwcGB1q1bF2iD3lvp71bavN735+DggIODQ5H6ExERERERESkN5Sa5EhkZycWLFzGZTERERFx1vUGDBtjb25OcnEzdunWBv5eZpKSkMGLECAACAgJYsWKF1X1bt261Om/evDk//fQTvr6+JfMg17B161YjUXLq1Cl+/vlnY0ZKccRjb28PQF5enlV5cnIy7777Lp06dQL+3pPmf//7n1UdOzu7q+4rrICAAC5dusS2bdto06YNACdPniQtLY3AwMAitS0iIiIiIiJS3hV6z5WSYmNjQ2pqKj/99BM2NjZXXa9cuTLPPPMMo0ePZtWqVfz0008MHjyYc+fOMWjQIAD+9a9/ceDAAUaPHk1aWhpLliwhPj7eqp0xY8awefNmhg4dyp49ezhw4ABffvnlVRvIFqdXXnmFxMREfvzxR6KioqhevTrdunUrtnhq1qyJk5MTq1at4vjx42RmZgLg5+fHokWLSE1NZdu2bfTt2xcnJyere318fEhMTOTYsWOcOnXqlp7Pz8+Prl27MnjwYDZt2sTevXt54oknqFOnDl27dr2lNkVEREREREQqinKTXAFwdXXF1dX1utenT59Oz5496devH82bN+fgwYOsXr2aKlWqAH8vo/niiy9ISEggKCiIuLg4Xn31Vas2mjZtyvr16/n555954IEHuOeee5gwYQK1a9cuseeaPn06zz//PC1atODYsWN89dVXxmyT4ojH1taWN998k/fee4/atWsbCY2PPvqIU6dO0bx5c/r162e8xvpKc+bMYc2aNXh5eV316uvCmD9/Pi1atKBz5860bt0ai8XCN998c9VSIBEREREREZHbjclSyE1D6tevT0pKCtWqVbMqP336NM2bN+eXX34p1gArsqSkJMLDwzl16hTu7u5lHU6FlpWVhZubG0HD4rBxcLr5DaVk56z+ZR2CiIiIiIiIlIDLv0MzMzNvOBEEbmHPlSNHjlxzj46cnBx+//33wjYnUigbpj5+0z9qERERERERkdJU4OTKlRvFrl69Gjc3N+M8Ly+PxMREfHx8ijU4EREREREREZHyrsDLgipV+nt7lmu9PtfOzg4fHx/mzJlD586diz9KueMVZjqWiIiIiIiISFGVyLKg/Px8AOrVq0dKSgrVq1cvWpQiIiIiIiIiIreBQu+5cvjw4avKTp8+rQ1bpVS0HfdJudrQVkRKjzaQFhEREZHyqtCvYp4xYwZLly41znv16kXVqlWpU6cOe/fuLdbgRERERERERETKu0InV+Li4vDy8gJgzZo1rF27llWrVtGxY0dGjx5d7AFK+ePj48Mbb7xR1mGIiIiIiIiIlAuFTq4cO3bMSK6sXLmS3r1783//93+8+OKLpKSkFHuAcnNRUVGYTCZMJhN2dnbUq1ePF198kQsXLpRIfykpKQwZMqRE2hYRERERERGpaAqdXKlSpQrp6ekArFq1ivbt2wNgsVjIy8sr3uikwCIjI8nIyOCXX37h9ddf57333mPixIkl0leNGjVwdnYukbZFREREREREKppCJ1d69OhBnz596NChAydPnqRjx44A7N69G19f32IPUArGwcEBDw8PvLy86NatG+3bt2fNmjUA5OTkMHz4cGrWrImjoyP333+/1Syj4OBgZs+ebZx369YNOzs7srOzAfjtt98wmUwcPHgQuHpZkMlk4sMPP6R79+44Ozvj5+fHihUrrOJbsWIFfn5+ODo6Eh4ezoIFCzCZTJw+fbqEvhERERERERGR0lHo5Mrrr7/O0KFDCQwMZM2aNZjNZgAyMjJ49tlniz1AKbwff/yRzZs3Y29vD8CLL77IF198wYIFC9i1axe+vr5ERETw119/ARAaGkpSUhLw9wykjRs34u7uzqZNmwBYv349derUuWHybPLkyfTu3Zt9+/bRqVMn+vbta7R/+PBhHnnkEbp168bevXt5+umnefnll2/4DDk5OWRlZVkdIiIiIiIiIuVRoZMrdnZ2REdHM3fuXO655x6jfOTIkTz11FPFGpwU3MqVKzGbzTg6OtKkSRNOnDjB6NGjOXv2LPPmzWPWrFl07NiRwMBAPvjgA5ycnPjoo48ACAsLY9OmTeTl5bFv3z7s7e3p27evkXBJSkoiNDT0hv1HRUXx+OOP4+vry6uvvkp2djbbt28H4L333sPf359Zs2bh7+/PY489RlRU1A3bi42Nxc3NzTgu7/MjIiIiIiIiUt7YFqTSihUr6NixI3Z2dlct9/inhx9+uFgCk8IJDw9n3rx5nD17ltdffx1bW1t69uzJvn37yM3NJSQkxKhrZ2dHq1atSE1NBeCBBx7gzJkz7N69m82bNxMaGkpYWBjTp08H/p65crM3QTVt2tT4XLlyZVxdXTlx4gQAaWlptGzZ0qp+q1atbtheTEwML7zwgnGelZWlBIuIiIiIiIiUSwVKrnTr1o1jx45Rs2ZNunXrdt16JpNJm9qWkcqVKxvLdj7++GOCgoL46KOPrkpqXIu7uztBQUEkJSWxZcsWOnToQNu2bXn00Uf5+eefOXDgwE1nrtjZ2Vmdm0wm8vPzb/l5HBwccHBwuOX7RUREREREREpLgZYF5efnU7NmTePz9Q4lVsqHSpUq8dJLLzFu3DgaNGiAvb09ycnJxvXc3FxSUlIIDAw0ykJDQ1m3bh0bNmwgLCyMqlWrEhAQwLRp0/D09KRhw4a3HI+/vz87duywKtNru0VEREREROR2Ueg9V67nt99+Y8iQIcXVnBRRr169sLGxYd68eTzzzDOMHj2aVatW8dNPPzF48GDOnTvHoEGDjPphYWGsXr0aW1tbGjVqZJQtXrz4prNWbubpp59m//79jBkzhp9//pn//Oc/xMfHA3/PcBERERERERGpyIotuXLy5Eljg1Qpe7a2tgwdOpSZM2cybdo0evbsSb9+/WjevDkHDx5k9erVVKlSxaj/wAMPkJ+fb5VICQsLIy8vj7CwsCLFUq9ePT7//HOWLVtG06ZNmTdvnvG2IC39ERERERERkYrOZLFYLMXR0N69e2nevLmWBkmBTJs2jbi4ONLT0wtUPysrCzc3N4KGxWHj4FTC0YlIebRzVv+yDkFERERE7iCXf4dmZmbi6up6w7oF2tBWpKjeffddWrZsSbVq1UhOTmbWrFkMHTq00O1smPr4Tf+oRUREREREREqTkitSKg4cOMDUqVP566+/8Pb2ZtSoUcTExJR1WCIiIiIiIiJFVuBlQT169Ljh9dOnT7N+/XotC5ISUZjpWCIiIiIiIiJFVSLLgtzc3G56vX9/rYeXktV23Cflas8V7QEhIiIiIiIiBU6uzJ8/vyTjEBERERERERGpkIrtVcwiIiIiIiIiInciJVdK2ZEjRzCZTOzZs6esQxERERERERGRYqDkyv8vKioKk8mEyWTCzs6OevXq8eKLL3LhwoWyDk1EREREREREyjG9ivkKkZGRzJ8/n9zcXHbu3MmAAQMwmUzMmDGjrEMTERERERERkXJKM1eu4ODggIeHB15eXnTr1o327duzZs0a47qPjw9vvPGG1T3NmjVj0qRJxvn+/fu5//77cXR0JDAwkLVr12IymUhISLC6b//+/bRp0wZHR0caN27M+vXrAbBYLPj6+jJ79myr+nv27MFkMnHw4MFrxp6UlESrVq2oXLky7u7uhISE8OuvvxrXv/zyS5o3b46joyP169dn8uTJXLp0CYA+ffrw6KOPWrWXm5tL9erVWbhwIQD5+fnExsZSr149nJycCAoK4vPPP7fq32QykZiYSHBwMM7OzrRp04a0tDSjzt69ewkPD8fFxQVXV1datGjBjh07rvk8IiIiIiIiIhWFkivX8eOPP7J582bs7e0LfE9eXh7dunXD2dmZbdu28f777/Pyyy9fs+7o0aMZNWoUu3fvpnXr1nTp0oWTJ09iMpkYOHDgVW9nmj9/Pm3btsXX1/eqti5dukS3bt0IDQ1l3759bNmyhSFDhmAymQDYuHEj/fv35/nnn+enn37ivffeIz4+nmnTpgHQt29fvvrqK7Kzs402V69ezblz5+jevTsAsbGxLFy4kLi4OP773/8ycuRInnjiCSMpdNnLL7/MnDlz2LFjB7a2tgwcONC41rdvX+666y5SUlLYuXMnY8eOxc7O7prfT05ODllZWVaHiIiIiIiISHmk5MoVVq5cidlsxtHRkSZNmnDixAlGjx5d4PvXrFnDoUOHWLhwIUFBQdx///1GAuOfhg4dSs+ePQkICGDevHm4ubnx0UcfAX/v/5KWlsb27duBv2eRLFmyxCpRcaWsrCwyMzPp3LkzDRo0ICAggAEDBuDt7Q3A5MmTGTt2LAMGDKB+/fp06NCBKVOm8N577wEQERFB5cqVWb58udHmkiVLePjhh3FxcSEnJ4dXX32Vjz/+mIiICOrXr09UVBRPPPGE0cZl06ZNIzQ0lMDAQMaOHcvmzZuNfWuOHj1K+/btadSoEX5+fvTq1YugoKBrPlNsbCxubm7G4eXlVdBhEBERERERESlVSq5cITw8nD179rBt2zYGDBjAk08+Sc+ePQt8f1paGl5eXnh4eBhlrVq1umbd1q1bG59tbW0JDg4mNTUVgNq1a/PQQw/x8ccfA/DVV1+Rk5NDr169rtlW1apViYqKIiIigi5dujB37lwyMjKM63v37uWVV17BbDYbx+DBg8nIyODcuXPY2trSu3dvFi9eDMDZs2f58ssv6du3LwAHDx7k3LlzdOjQwaqNhQsXcujQIatYmjZtanz29PQE4MSJEwC88MILPPXUU7Rv357p06dfde+VYmJiyMzMNI709PTr1hUREREREREpS0quXKFy5cr4+voSFBTExx9/zLZt24zZJACVKlXCYrFY3ZObm1sisTz11FN8+umnnD9/nvnz5/Poo4/i7Ox83frz589ny5YttGnThqVLl9KwYUO2bt0KQHZ2NpMnT2bPnj3G8cMPP3DgwAEcHR2Bv5fsJCYmcuLECRISEnByciIyMtK4H+Drr7+2auOnn36y2ncFsFrmc3lZUn5+PgCTJk3iv//9Lw899BDff/89gYGBVrNlruTg4ICrq6vVISIiIiIiIlIeKblyHZUqVeKll15i3LhxnD9/HoAaNWpYzQjJysri8OHDxrm/vz/p6ekcP37cKEtJSblm+5cTH/D3nik7d+4kICDAKOvUqROVK1dm3rx5rFq16rpLgq50zz33EBMTw+bNm2ncuDFLliwBoHnz5qSlpeHr63vVUanS338Cbdq0wcvLi6VLl7J48WJ69eplJEoCAwNxcHDg6NGjV91f2OU6DRs2ZOTIkXz33Xf06NHjqr1lRERERERERCoavYr5Bnr16sXo0aN55513iI6Opl27dsTHx9OlSxfc3d2ZMGECNjY2Rv0OHTrQoEEDBgwYwMyZMzlz5gzjxo0D/t8sjsveeecd/Pz8CAgI4PXXX+fUqVNWCRQbGxuioqKIiYnBz8/PahnRPx0+fJj333+fhx9+mNq1a5OWlsaBAwfo378/ABMmTKBz5854e3vzyCOPUKlSJfbu3cuPP/7I1KlTjXb69OlDXFwcP//8M+vWrTPKXVxciI6OZuTIkeTn53P//feTmZlJcnIyrq6uDBgw4Kbf5fnz5xk9ejSPPPII9erV47fffiMlJaVQy65EREREREREyiPNXLkBW1tbhg4dysyZMzl79iwxMTGEhobSuXNnHnroIbp160aDBg2M+jY2NiQkJJCdnU3Lli156qmnjLcFXV5+c9n06dOZPn06QUFBbNq0iRUrVlC9enWrOoMGDeLixYs8+eSTN4zT2dmZ/fv307NnTxo2bMiQIUN47rnnePrpp4G/N6xduXIl3333HS1btuS+++7j9ddfp27dulbt9O3bl59++ok6deoQEhJidW3KlCmMHz+e2NhYAgICiIyM5Ouvv6ZevXoF+i5tbGw4efIk/fv3p2HDhvTu3ZuOHTsyefLkAt0vIiIiIiIiUl6ZLP/cRESKVXJyMvfffz8HDx60SsQUxMaNG3nwwQdJT0+nVq1aJRRhxZCVlYWbmxtBw+KwcXAq63AMO2f1L+sQREREREREpARc/h2amZl5031AlVwpZsuXL8dsNuPn58fBgwd5/vnnqVKlCps2bSpwGzk5Ofz5558MGDAADw8P4y0+d7LC/FGLiIiIiIiIFFVhfodqWVAxO3PmDM899xyNGjUiKiqKli1b8uWXXxaqjU8++YS6dety+vRpZs6cWUKRioiIiIiIiEhx0MwVqRA0c0VERERERERKU2F+h+ptQVKhtB33Sbnac0WkuGj/HhERERGRikvLgkREREREREREikDJFblKfHw87u7uxvmkSZNo1qyZcR4VFUW3bt1KPS4RERERERGR8kjJldvQn3/+yTPPPIO3tzcODg54eHgQERFBcnJyge5/9NFH+fnnn697fe7cucTHxxdTtCIiIiIiIiIVm/ZcuQ317NmTixcvsmDBAurXr8/x48dJTEzk5MmTBbrfyckJJ6fr72vi5uZWXKGKiIiIiIiIVHiauXKbOX36NBs3bmTGjBmEh4dTt25dWrVqRUxMDA8//DAAr732Gk2aNKFy5cp4eXnx7LPPkp2dbbTxz2VB//TPZUFhYWEMHz6cF198kapVq+Lh4cGkSZOs7tm/fz/3338/jo6OBAYGsnbtWkwmEwkJCcX49CIiIiIiIiKlT8mV24zZbMZsNpOQkEBOTs4161SqVIk333yT//73vyxYsIDvv/+eF198sUj9LliwgMqVK7Nt2zZmzpzJK6+8wpo1awDIy8ujW7duODs7s23bNt5//31efvnlG7aXk5NDVlaW1SEiIiIiIiJSHim5cpuxtbUlPj6eBQsW4O7uTkhICC+99BL79u0z6owYMYLw8HB8fHxo164dU6dO5T//+U+R+m3atCkTJ07Ez8+P/v37ExwcTGJiIgBr1qzh0KFDLFy4kKCgIO6//36mTZt2w/ZiY2Nxc3MzDi8vryLFJyIiIiIiIlJSlFy5DfXs2ZM//viDFStWEBkZSVJSEs2bNzc2oV27di0PPvggderUwcXFhX79+nHy5EnOnTt3y302bdrU6tzT05MTJ04AkJaWhpeXFx4eHsb1Vq1a3bC9mJgYMjMzjSM9Pf2WYxMREREREREpSUqu3KYcHR3p0KED48ePZ/PmzURFRTFx4kSOHDlC586dadq0KV988QU7d+7knXfeAeDixYu33J+dnZ3VuclkIj8//5bbc3BwwNXV1eoQERERERERKY+UXLlDBAYGcvbsWXbu3El+fj5z5szhvvvuo2HDhvzxxx8l2re/vz/p6ekcP37cKEtJSSnRPkVERERERERKi5Irt5mTJ0/Srl07/v3vf7Nv3z4OHz7MZ599xsyZM+natSu+vr7k5uby1ltv8csvv7Bo0SLi4uJKNKYOHTrQoEEDBgwYwL59+0hOTmbcuHHA3zNcRERERERERCoyJVduM2azmXvvvZfXX3+dtm3b0rhxY8aPH8/gwYN5++23CQoK4rXXXmPGjBk0btyYxYsXExsbW6Ix2djYkJCQQHZ2Ni1btuSpp54y3hbk6OhYon2LiIiIiIiIlDSTxWKxlHUQcudJTk7m/vvv5+DBgzRo0OCm9bOysnBzcyNoWBw2Dk6lEKFI6do5q39ZhyAiIiIiIle4/Ds0MzPzpvuAKrkipWL58uWYzWb8/Pw4ePAgzz//PFWqVGHTpk0Fur8wf9QiIiIiIiIiRVWY36G2pRST3OHOnDnDmDFjOHr0KNWrV6d9+/bMmTOnrMMSERERERERKTLNXJEKQTNXREREREREpDQV5neoNrQVERERERERESkCLQuSCqXtuE+0oa2IFIk2DxYRERGR4qaZKyIiIiIiIiIiRaDkSgVlMplISEgok77DwsIYMWJEmfQtIiIiIiIiUt4ouVJO/fnnnzzzzDN4e3vj4OCAh4cHERERJCcnl1oMSUlJmEwmTp8+bVW+bNkypkyZUmpxiIiIiIiIiJRn2nOlnOrZsycXL15kwYIF1K9fn+PHj5OYmMjJkyfLOjSqVq1a1iGIiIiIiIiIlBuauVIOnT59mo0bNzJjxgzCw8OpW7curVq1IiYmhocfftio97///Y/u3bvj7OyMn58fK1assGpn/fr1tGrVCgcHBzw9PRk7diyXLl0yrufk5DB8+HBq1qyJo6Mj999/PykpKQAcOXKE8PBwAKpUqYLJZCIqKgq4elmQj48Pr776KgMHDsTFxQVvb2/ef/99q1g2b95Ms2bNcHR0JDg4mISEBEwmE3v27CnGb05ERERERESk9Cm5Ug6ZzWbMZjMJCQnk5ORct97kyZPp3bs3+/bto1OnTvTt25e//voLgN9//51OnTrRsmVL9u7dy7x58/joo4+YOnWqcf+LL77IF198wYIFC9i1axe+vr5ERETw119/4eXlxRdffAFAWloaGRkZzJ0797qxzJkzh+DgYHbv3s2zzz7LM888Q1paGvD3u8G7dOlCkyZN2LVrF1OmTGHMmDE3/A5ycnLIysqyOkRERERERETKIyVXyiFbW1vi4+NZsGAB7u7uhISE8NJLL7Fv3z6relFRUTz++OP4+vry6quvkp2dzfbt2wF499138fLy4u2336ZRo0Z069aNyZMnM2fOHPLz8zl79izz5s1j1qxZdOzYkcDAQD744AOcnJz46KOPsLGxMZb/1KxZEw8PD9zc3K4bc6dOnXj22Wfx9fVlzJgxVK9enXXr1gGwZMkSTCYTH3zwAYGBgXTs2JHRo0ff8DuIjY3Fzc3NOLy8vIrylYqIiIiIiIiUGCVXyqmePXvyxx9/sGLFCiIjI0lKSqJ58+bEx8cbdZo2bWp8rly5Mq6urpw4cQKA1NRUWrdujclkMuqEhISQnZ3Nb7/9xqFDh8jNzSUkJMS4bmdnR6tWrUhNTS10vFfGYjKZ8PDwMGJJS0ujadOmODo6GnVatWp1w/ZiYmLIzMw0jvT09ELHJCIiIiIiIlIalFwpxxwdHenQoQPjx49n8+bNREVFMXHiROO6nZ2dVX2TyUR+fn5ph1kisTg4OODq6mp1iIiIiIiIiJRHSq5UIIGBgZw9e7ZAdQMCAtiyZQsWi8UoS05OxsXFhbvuuosGDRpgb29v9Wrn3NxcUlJSCAwMBMDe3h6AvLy8IsXt7+/PDz/8YLV/zOWNc0VEREREREQqOiVXyqGTJ0/Srl07/v3vf7Nv3z4OHz7MZ599xsyZM+natWuB2nj22WdJT09n2LBh7N+/ny+//JKJEyfywgsvUKlSJSpXrswzzzzD6NGjWbVqFT/99BODBw/m3LlzDBo0CIC6detiMplYuXIlf/75J9nZ2bf0PH369CE/P58hQ4aQmprK6tWrmT17NoDVsiURERERERGRisi2rAOQq5nNZu69915ef/11Y28ULy8vBg8ezEsvvVSgNurUqcM333zD6NGjCQoKomrVqgwaNIhx48YZdaZPn05+fj79+vXjzJkzBAcHs3r1aqpUqWK0MXnyZMaOHcuTTz5J//79rfZ8KShXV1e++uornnnmGZo1a0aTJk2YMGECffr0sdqHRURERERERKQiMlmuXDciUkoWL17Mk08+SWZmJk5OTjetn5WVhZubG0HD4rBxuHl9EZHr2Tmrf1mHICIiIiIVwOXfoZmZmTfdB1QzV6RULFy4kPr161OnTh327t3LmDFj6N27d4ESK1faMPVxbW4rIiIiIiIi5YqSK1Iqjh07xoQJEzh27Bienp706tWLadOmlXVYIiIiIiIiIkWmZUFSIRRmOpaIiIiIiIhIUWlZkNy22o77RHuu3IT2kxARERERESldehWziIiIiIiIiEgRKLlyHSaTiYSEhFLvd9KkSTRr1qzU+72RK7+LI0eOYDKZ2LNnT5nGJCIiIiIiIlJe3LHJlT///JNnnnkGb29vHBwc8PDwICIiguTk5GJpvzwmSYqDl5cXGRkZNG7cuKxDERERERERESkX7tg9V3r27MnFixdZsGAB9evX5/jx4yQmJnLy5MmyDq1MXLx4EXt7+5vWs7GxwcPDoxQiEhEREREREakY7siZK6dPn2bjxo3MmDGD8PBw6tatS6tWrYiJieHhhx++5j0TJ07E09OTffv2ATBmzBgaNmyIs7Mz9evXZ/z48eTm5gIQHx/P5MmT2bt3LyaTCZPJRHx8vNH3U089RY0aNXB1daVdu3bs3bv3qv7ee+89vLy8cHZ2pnfv3mRmZhrX8vPzeeWVV7jrrrtwcHCgWbNmrFq1yur+G8UH/29mzYcffki9evVwdHQE4MCBA7Rt2xZHR0cCAwNZs2aNVbv/XBaUlJSEyWQiMTGR4OBgnJ2dadOmDWlpaVb3TZ06lZo1a+Li4sJTTz3F2LFjb8uZPSIiIiIiInLnuSOTK2azGbPZTEJCAjk5OTesa7FYGDZsGAsXLmTjxo00bdoUABcXF+Lj4/npp5+YO3cuH3zwAa+//joAjz76KKNGjeLuu+8mIyODjIwMHn30UQB69erFiRMn+Pbbb9m5cyfNmzfnwQcf5K+//jL6PHjwIP/5z3/46quvWLVqFbt37+bZZ581rs+dO5c5c+Ywe/Zs9u3bR0REBA8//DAHDhww6twoviv7+eKLL1i2bBl79uwhPz+fHj16YG9vz7Zt24iLi2PMmDEF+k5ffvll5syZw44dO7C1tWXgwIHGtcWLFzNt2jRmzJjBzp078fb2Zt68eTdsLycnh6ysLKtDREREREREpDy6I5Mrtra2xMfHs2DBAtzd3QkJCeGll14yZqVcdunSJZ544gkSExPZtGkTvr6+xrVx48bRpk0bfHx86NKlC9HR0fznP/8BwMnJCbPZjK2tLR4eHnh4eODk5MSmTZvYvn07n332GcHBwfj5+TF79mzc3d35/PPPjbYvXLjAwoULadasGW3btuWtt97i008/5dixYwDMnj2bMWPG8Nhjj+Hv78+MGTNo1qwZb7zxRoHiu+zixYssXLiQe+65h6ZNm7J27Vr279/PwoULCQoKom3btrz66qsF+k6nTZtGaGgogYGBjB07ls2bN3PhwgUA3nrrLQYNGsSTTz5Jw4YNmTBhAk2aNLlhe7Gxsbi5uRmHl5dXgeIQERERERERKW13ZHIF/t5z5Y8//mDFihVERkaSlJRE8+bNjeU7ACNHjmTbtm1s2LCBOnXqWN2/dOlSQkJC8PDwwGw2M27cOI4ePXrDPvfu3Ut2djbVqlUzZs+YzWYOHz7MoUOHjHre3t5W/bVu3Zr8/HzS0tLIysrijz/+ICQkxKrtkJAQUlNTCxVf3bp1qVGjhnGempqKl5cXtWvXtuq7IC7P6AHw9PQE4MSJEwCkpaXRqlUrq/r/PP+nmJgYMjMzjSM9Pb1AcYiIiIiIiIiUtjs2uQLg6OhIhw4dGD9+PJs3byYqKoqJEyca1zt06MDvv//O6tWrre7bsmULffv2pVOnTqxcuZLdu3fz8ssvc/HixRv2l52djaenJ3v27LE60tLSGD16dLE9V0Hjq1y5crH1aWdnZ3w2mUzA33vD3CoHBwdcXV2tDhEREREREZHy6I59W9C1BAYGkpCQYJw//PDDdOnShT59+mBjY8Njjz0GwObNm6lbty4vv/yyUffXX3+1asve3p68vDyrsubNm3Ps2DFsbW3x8fG5bhxHjx7ljz/+MGaQbN26lUqVKuHv74+rqyu1a9cmOTmZ0NBQ457k5GRjNkhB4ruWgIAA0tPTycjIMGafbN269ab33Yy/vz8pKSn079/fKEtJSSlyuyIiIiIiIiLlwR2ZXDl58iS9evVi4MCBNG3aFBcXF3bs2MHMmTPp2rWrVd3u3buzaNEi+vXrh62tLY888gh+fn4cPXqUTz/9lJYtW/L111+zfPlyq/t8fHw4fPgwe/bs4a677sLFxYX27dvTunVrunXrxsyZM2nYsCF//PEHX3/9Nd27dyc4OBj4e0bNgAEDmD17NllZWQwfPpzevXsbr0AePXo0EydOpEGDBjRr1oz58+ezZ88eFi9eDFCg+K6lffv2NGzYkAEDBjBr1iyysrKsEjS3atiwYQwePJjg4GDatGnD0qVL2bdvH/Xr1y9y2yIiIiIiIiJl7Y5MrpjNZu69915ef/11Dh06RG5uLl5eXgwePJiXXnrpqvqPPPII+fn59OvXj0qVKtGjRw9GjhzJ0KFDycnJ4aGHHmL8+PFMmjTJuKdnz54sW7aM8PBwTp8+zfz584mKiuKbb77h5Zdf5sknn+TPP//Ew8ODtm3bUqtWLeNeX19fevToQadOnfjrr7/o3Lkz7777rnF9+PDhZGZmMmrUKE6cOEFgYCArVqzAz88P+HvGzc3iu5ZKlSqxfPlyBg0aRKtWrfDx8eHNN98kMjKySN933759+eWXX4iOjubChQv07t2bqKgotm/fXqR2RURERERERMoDk8VisZR1EHLn6dChAx4eHixatKhA9bOysnBzcyNoWBw2Dk4lHF3FtnNW/5tXEhERERERkRu6/Ds0MzPzpvuA3pEzV6R0nTt3jri4OCIiIrCxseGTTz5h7dq1rFmzptBtbZj6uDa3FRERERERkXJFyRUpcSaTiW+++YZp06Zx4cIF/P39+eKLL2jfvn1ZhyYiIiIiIiJSZEquSIlzcnJi7dq1ZR2GiIiIiIiISImoVNYBiIiIiIiIiIhUZJq5IhVK23GfaEPbm9CGtiIiIiIiIqVLM1dERERERERERIpAyZUKLD4+Hnd3d+N80qRJNGvWrEhtHjlyBJPJxJ49e65bJykpCZPJxOnTp4vUl4iIiIiIiMjt4I5Nrvz5558888wzeHt74+DggIeHBxERESQnJ5dK/z4+PrzxxhvF2mZ0dDSJiYnF2ua1tGnThoyMDNzc3Eq8LxEREREREZHy7o7dc6Vnz55cvHiRBQsWUL9+fY4fP05iYiInT54s0X4vXryIvb19ibRtNpsxm80l0vaV7O3t8fDwKPF+RERERERERCqCO3LmyunTp9m4cSMzZswgPDycunXr0qpVK2JiYnj44YeNeiaTiXnz5tGxY0ecnJyoX78+n3/+uVVbP/zwA+3atcPJyYlq1aoxZMgQsrOzjetRUVF069aNadOmUbt2bfz9/QkLC+PXX39l5MiRmEwmTCbTDWN9+umnqVWrFo6OjjRu3JiVK1des+4/lwVd7vvVV1+lVq1auLu788orr3Dp0iVGjx5N1apVueuuu5g/f/5Vbe3fv582bdoYfa5fv9649s9lQZeXJ61evZqAgADMZjORkZFkZGQY91y6dInhw4fj7u5OtWrVGDNmDAMGDKBbt27XfXYRERERERGRiuCOTK5cnuGRkJBATk7ODeuOHz+enj17snfvXvr27ctjjz1GamoqAGfPniUiIoIqVaqQkpLCZ599xtq1axk6dKhVG4mJiaSlpbFmzRpWrlzJsmXLuOuuu3jllVfIyMiwSkJcKT8/n44dO5KcnMy///1vfvrpJ6ZPn46NjU2Bn/X777/njz/+YMOGDbz22mtMnDiRzp07U6VKFbZt28a//vUvnn76aX777Ter+0aPHs2oUaPYvXs3rVu3pkuXLjec1XPu3Dlmz57NokWL2LBhA0ePHiU6Otq4PmPGDBYvXsz8+fNJTk4mKyuLhISE67aXk5NDVlaW1SEiIiIiIiJSHt2RyRVbW1vi4+NZsGAB7u7uhISE8NJLL7Fv376r6vbq1YunnnqKhg0bMmXKFIKDg3nrrbcAWLJkCRcuXGDhwoU0btyYdu3a8fbbb7No0SKOHz9utFG5cmU+/PBD7r77bu6++26qVq2KjY0NLi4ueHh4XHeJzdq1a9m+fTvLli2jQ4cO1K9fn86dO9OxY8cCP2vVqlV588038ff3Z+DAgfj7+3Pu3Dleeukl/Pz8iImJwd7enk2bNlndN3ToUHr27ElAQADz5s3Dzc2Njz766Lr95ObmEhcXR3BwMM2bN2fo0KFW+7+89dZbxMTE0L17dxo1asTbb79ttRnvP8XGxuLm5mYcXl5eBX5mERERERERkdJ0RyZX4O89V/744w9WrFhBZGQkSUlJNG/enPj4eKt6rVu3vur88syV1NRUgoKCqFy5snE9JCSE/Px80tLSjLImTZrc0j4re/bs4a677qJhw4aFvveyu+++m0qV/t8w16pViyZNmhjnNjY2VKtWjRMnTljdd+Vz29raEhwcbDz3tTg7O9OgQQPj3NPT02gzMzOT48eP06pVK6t+W7Rocd32YmJiyMzMNI709PQCPK2IiIiIiIhI6btjkysAjo6OdOjQgfHjx7N582aioqKYOHFisfdzZfKlMJycnIrct52dndW5yWS6Zll+fn6x92OxWG65PQcHB1xdXa0OERERERERkfLojk6u/FNgYCBnz561Ktu6detV5wEBAQAEBASwd+9eq3uSk5OpVKkS/v7+N+zL3t6evLy8G9Zp2rQpv/32Gz///HNhHqNYXPncly5dYufOncZzF5abmxu1atUiJSXFKMvLy2PXrl1FjlNERERERESkrN2RyZWTJ0/Srl07/v3vf7Nv3z4OHz7MZ599xsyZM+natatV3c8++4yPP/6Yn3/+mYkTJ7J9+3Zjw9q+ffvi6OjIgAED+PHHH1m3bh3Dhg2jX79+1KpV64Yx+Pj4sGHDBn7//Xf+97//XbNOaGgobdu2pWfPnqxZs4bDhw/z7bffsmrVquL5Im7gnXfeYfny5ezfv5/nnnuOU6dOMXDgwFtub9iwYcTGxvLll1+SlpbG888/z6lTp274piQRERERERGRisC2rAMoC2azmXvvvZfXX3+dQ4cOkZubi5eXF4MHD+all16yqjt58mQ+/fRTnn32WTw9Pfnkk08IDAwE/t5nZPXq1Tz//PO0bNkSZ2dnevbsyWuvvXbTGF555RWefvppGjRoQE5OznWX0HzxxRdER0fz+OOPc/bsWXx9fZk+fXrRv4SbmD59OtOnT2fPnj34+vqyYsUKqlevfsvtjRkzhmPHjtG/f39sbGwYMmQIERERhXrzkYiIiIiIiEh5ZLIUZWOM25zJZGL58uV069atrEO57eTn5xMQEEDv3r2ZMmXKTetnZWXh5uZG0LA4bByKvhfN7WznrP5lHYKIiIiIiEiFd/l3aGZm5k33Ab0jZ65I6fv111/57rvvCA0NJScnh7fffpvDhw/Tp0+fQrWzYerj2txWREREREREypU7cs8VKX2VKlUiPj6eli1bEhISwg8//MDatWtveZNcERERERERkfJCM1duQCumio+XlxfJycllHYaIiIiIiIhIsVNyRSqUtuM+KVd7rmh/ExEREREREdGyIBERERERERGRIlByRURERERERESkCJRckZt6//338fLyolKlSrzxxhtMmjSJZs2alXVYIiIiIiIiIuWCkiu3iT///JNnnnkGb29vHBwc8PDwICIiosibyGZlZTF06FDGjBnD77//zpAhQ4iOjiYxMbGYIhcRERERERGp2LSh7W2iZ8+eXLx4kQULFlC/fn2OHz9OYmIiJ0+evKX2LBYLeXl5HD16lNzcXB566CE8PT2N62azubhCFxEREREREanQNHPlNnD69Gk2btzIjBkzCA8Pp27durRq1YqYmBgefvhhjhw5gslkYs+ePVb3mEwmkpKSAEhKSsJkMvHtt9/SokULHBwc+Pe//02TJk0AqF+/PiaTiSNHjly1LCgqKopu3boxe/ZsPD09qVatGs899xy5ublGnYyMDB566CGcnJyoV68eS5YswcfHhzfeeKMUviERERERERGRkqOZK7cBs9mM2WwmISGB++67DwcHh1tua+zYscyePZv69evj6OjI2rVrad++Pdu3b8fLy4saNWpc875169bh6enJunXrOHjwII8++ijNmjVj8ODBAPTv35///e9/JCUlYWdnxwsvvMCJEyeuG0dOTg45OTnGeVZW1i0/k4iIiIiIiEhJ0syV24CtrS3x8fEsWLAAd3d3QkJCeOmll9i3b1+h23rllVfo0KEDDRo0oE6dOlSrVg2AGjVq4OHhgY2NzTXvq1KlCm+//TaNGjWic+fOPPTQQ8a+LPv372ft2rV88MEH3HvvvTRv3pwPP/yQ8+fPXzeO2NhY3NzcjMPLy6vQzyIiIiIiIiJSGpRcuU307NmTP/74gxUrVhAZGUlSUhLNmzcnPj6+UO0EBwffUv933323VeLF09PTmJmSlpaGra0tzZs3N677+vpSpUqV67YXExNDZmamcaSnp99SXCIiIiIiIiIlTcmV24ijoyMdOnRg/PjxbN68maioKCZOnEilSn8Ps8ViMepeuR/KlSpXrnxLfdvZ2Vmdm0wm8vPzb6ktAAcHB1xdXa0OERERERERkfJIyZXbWGBgIGfPnjX2ScnIyDCuXbm5bUnz9/fn0qVL7N692yg7ePAgp06dKrUYREREREREREqKNrS9DZw8eZJevXoxcOBAmjZtiouLCzt27GDmzJl07doVJycn7rvvPqZPn069evU4ceIE48aNK7X4GjVqRPv27RkyZAjz5s3Dzs6OUaNG4eTkhMlkKrU4REREREREREqCZq7cBsxmM/feey+vv/46bdu2pXHjxowfP57Bgwfz9ttvA/Dxxx9z6dIlWrRowYgRI5g6dWqpxrhw4UJq1apF27Zt6d69O4MHD8bFxQVHR8dSjUNERERERESkuJksV27EIVJKfvvtN7y8vFi7di0PPvjgTetnZWXh5uZG0LA4bBycSiHCgtk5q39ZhyAiIiIiIiIl4PLv0MzMzJvuA6rkipSK77//nuzsbJo0aUJGRgYvvvgiv//+Oz///PNVm+FeS2H+qEVERERERESKqjC/Q7XnipSK3NxcXnrpJX755RdcXFxo06YNixcvLlBiRURERERERKQ808wVqRA0c0VERERERERKk2auyG2r7bhPytWeKyIiIiJy59G+eyLyT3pbkIiIiIiIiIhIESi5UkFFRUXRrVu3Muk7LCyMESNGlEnfIiIiIiIiIuWNlgWVoj///JMJEybw9ddfc/z4capUqUJQUBATJkwgJCSkUG3NnTuXstouZ9myZdqIVkREREREROT/p+RKKerZsycXL15kwYIF1K9fn+PHj5OYmMjJkycL3Zabm1sJRFgwVatWLbO+RURERERERMobLQsqJadPn2bjxo3MmDGD8PBw6tatS6tWrYiJieHhhx8mOjqazp07G/XfeOMNTCYTq1atMsp8fX358MMPgauXBYWFhTFs2DBGjBhBlSpVqFWrFh988AFnz57lySefxMXFBV9fX7799lvjnqSkJEwmE6tXr+aee+7BycmJdu3aceLECb799lsCAgJwdXWlT58+nDt3zqqvK5cF+fj48OqrrzJw4EBcXFzw9vbm/ffft3r+zZs306xZMxwdHQkODiYhIQGTycSePXuK6RsWERERERERKRtKrpQSs9mM2WwmISGBnJycq66HhoayadMm8vLyAFi/fj3Vq1cnKSkJgN9//51Dhw4RFhZ23T4WLFhA9erV2b59O8OGDeOZZ56hV69etGnThl27dvF///d/9OvXzypRAjBp0iTefvttNm/eTHp6Or179+aNN95gyZIlfP3113z33Xe89dZbN3y+OXPmEBwczO7du3n22Wd55plnSEtLA/5+fVWXLl1o0qQJu3btYsqUKYwZM+aG7eXk5JCVlWV1iIiIiIiIiJRHSq6UEltbW+Lj41mwYAHu7u6EhITw0ksvsW/fPgAeeOABzpw5w+7du7FYLGzYsIFRo0YZyZWkpCTq1KmDr6/vdfsICgpi3Lhx+Pn5ERMTg6OjI9WrV2fw4MH4+fkxYcIETp48afR52dSpUwkJCeGee+5h0KBBrF+/nnnz5nHPPffwwAMP8Mgjj7Bu3bobPl+nTp149tln8fX1ZcyYMVSvXt24Z8mSJZhMJj744AMCAwPp2LEjo0ePvmF7sbGxuLm5GYeXl9fNvmIRERERERGRMqHkSinq2bMnf/zxBytWrCAyMpKkpCSaN29OfHw87u7uBAUFkZSUxA8//IC9vT1Dhgxh9+7dZGdns379ekJDQ2/YftOmTY3PNjY2VKtWjSZNmhhltWrVAuDEiRPXva9WrVo4OztTv359q7J/3nOjvk0mEx4eHsY9aWlpNG3aFEdHR6NOq1atbtheTEwMmZmZxpGenn7D+iIiIiIiIiJlRcmVUubo6EiHDh0YP348mzdvJioqiokTJwJ/72WSlJRkJFKqVq1KQEAAmzZtKlBy5Z9v8DGZTFZlJpMJgPz8/Ove9897Lpf9856C9H2ze27EwcEBV1dXq0NERERERESkPFJypYwFBgZy9uxZ4P/tu5KYmGjsrRIWFsYnn3zCzz//fMP9Vsozf39/fvjhB6u9ZlJSUsowIhEREREREZHio+RKKTl58iTt2rXj3//+N/v27ePw4cN89tlnzJw5k65duwLQtm1bzpw5w8qVK62SK4sXL8bT05OGDRuW4RPcuj59+pCfn8+QIUNITU1l9erVzJ49G/h/s2lEREREREREKirbsg7gTmE2m7n33nt5/fXXOXToELm5uXh5eTF48GBeeuklAKpUqUKTJk04fvw4jRo1Av5OuOTn5990SVB55urqyldffcUzzzxDs2bNaNKkCRMmTKBPnz5W+7CIiIiIiIiIVEQmi8ViKesg5M6zePFinnzySTIzM3Fycrpp/aysLNzc3AgaFoeNw83ri4iIiIiUlJ2z+pd1CCJSCi7/Ds3MzLzpPqCauSKlYuHChdSvX586deqwd+9exowZQ+/evQuUWLnShqmPa3NbERERERERKVeUXJFScezYMSZMmMCxY8fw9PSkV69eTJs2razDEhERERERESkyLQuSCqEw07FEREREREREiqowv0P1tiARERERERERkSLQsiCpUNqO+0Qb2pYSbdQmIiIiIiJSMJq5IiIiIiIiIiJSBEqulCEfHx/eeOONG9YxmUwkJCSUSjwlISwsjBEjRpR1GCIiIiIiIiIlRsmVIjCZTDc8Jk2aVNYhkpSUhMlk4vTp02XS/7Jly5gyZUqZ9C0iIiIiIiJSGrTnShFkZGQYn5cuXcqECRNIS0szysxmc1mEVa5UrVq1rEMQERERERERKVGauVIEHh4exuHm5obJZDLOz549S9++falVqxZms5mWLVuydu3aq9o4c+YMjz/+OJUrV6ZOnTq88847N+wzPT2d3r174+7uTtWqVenatStHjhy5Zt0jR44QHh4OQJUqVTCZTERFRQGQn59PbGws9erVw8nJiaCgID7//HPj3sszXhITEwkODsbZ2Zk2bdpYJY8mTZpEs2bNWLRoET4+Pri5ufHYY49x5swZo84/lwW9++67+Pn54ejoSK1atXjkkUdu9jWLiIiIiIiIlGtKrpSQ7OxsOnXqRGJiIrt37yYyMpIuXbpw9OhRq3qzZs0iKCiI3bt3M3bsWJ5//nnWrFlzzTZzc3OJiIjAxcWFjRs3kpycjNlsJjIykosXL15V38vLiy+++AKAtLQ0MjIymDt3LgCxsbEsXLiQuLg4/vvf/zJy5EieeOIJ1q9fb9XGyy+/zJw5c9ixYwe2trYMHDjQ6vqhQ4dISEhg5cqVrFy5kvXr1zN9+vRrxr9jxw6GDx/OK6+8QlpaGqtWraJt27bXrJuTk0NWVpbVISIiIiIiIlIeaVlQCQkKCiIoKMg4nzJlCsuXL2fFihUMHTrUKA8JCWHs2LEANGzYkOTkZF5//XU6dOhwVZtLly4lPz+fDz/8EJPJBMD8+fNxd3cnKSmJ//u//7Oqb2NjYyzLqVmzJu7u7sDfiYtXX32VtWvX0rp1awDq16/Ppk2beO+99wgNDTXamDZtmnE+duxYHnroIS5cuICjoyPw9wyY+Ph4XFxcAOjXrx+JiYlMmzbtqviPHj1K5cqV6dy5My4uLtStW5d77rnnmt9fbGwskydPvt7XKyIiIiIiIlJuaOZKCcnOziY6OpqAgADc3d0xm82kpqZeNXPlcnLjyvPU1NRrtrl3714OHjyIi4sLZrMZs9lM1apVuXDhAocOHSpwbAcPHuTcuXN06NDBaMdsNrNw4cKr2mnatKnx2dPTE4ATJ04YZT4+PkZi5XKdK69fqUOHDtStW5f69evTr18/Fi9ezLlz565ZNyYmhszMTONIT08v8POJiIiIiIiIlCbNXCkh0dHRrFmzhtmzZ+Pr64uTkxOPPPLINZfvFFR2djYtWrRg8eLFV12rUaNGodoB+Prrr6lTp47VNQcHB6tzOzs74/Pl2TL5+fnXvH65zpXXr+Ti4sKuXbtISkriu+++Y8KECUyaNImUlBRjVs2VcfwzFhEREREREZHySMmVEpKcnExUVBTdu3cH/k5oXGvj2a1bt151HhAQcM02mzdvztKlS6lZsyaurq4FisPe3h6AvLw8oywwMBAHBweOHj1qtQSoNNja2tK+fXvat2/PxIkTcXd35/vvv6dHjx6lGoeIiIiIiIhIcdGyoBLi5+fHsmXL2LNnD3v37qVPnz7XnNGRnJzMzJkz+fnnn3nnnXf47LPPeP7556/ZZt++falevTpdu3Zl48aNHD58mKSkJIYPH85vv/12zXvq1q2LyWRi5cqV/Pnnn2RnZ+Pi4kJ0dDQjR45kwYIFHDp0iF27dvHWW2+xYMGCYv0errRy5UrefPNN9uzZw6+//srChQvJz8/H39+/xPoUERERERERKWlKrpSQ1157jSpVqtCmTRu6dOlCREQEzZs3v6reqFGj2LFjB/fccw9Tp07ltddeIyIi4pptOjs7s2HDBry9venRowcBAQEMGjSICxcuXHcmS506dZg8eTJjx46lVq1axma6U6ZMYfz48cTGxhIQEEBkZCRff/019erVK74v4R/c3d1ZtmwZ7dq1IyAggLi4OD755BPuvvvuEutTREREREREpKSZLBaLpayDELmZrKws3NzcCBoWh42DU1mHc0fYOat/WYcgIiIiIiJSZi7/Ds3MzLzp1hzac0UqlA1THy/wfjMiIiIiIiIipUHLgkREREREREREikDJFRERERERERGRItCyIKlQ2o77RHuuiKA9cUREREREyhPNXBERERERERERKQIlVyqY+Ph43N3dyzqMm4qKiqJbt25lHYaIiIiIiIhIiVNypZiZTKYbHpMmTSrrEEVERERERESkGGnPlWKWkZFhfF66dCkTJkwgLS3NKDObzWURloiIiIiIiIiUEM1cKWYeHh7G4ebmhslkMs7Pnj1L3759qVWrFmazmZYtW7J27Vqr+3NycoiOjqZOnTpUrlyZe++9l6SkpOv29+effxIcHEz37t3JyckhODiY2bNnG9e7deuGnZ0d2dnZAPz222+YTCYOHjwIwKlTp+jfvz9VqlTB2dmZjh07cuDAAeP+y8uQVq9eTUBAAGazmcjISKskUl5eHi+88ALu7u5Uq1aNF198EYvFctVzDR8+nJo1a+Lo6Mj9999PSkrKLX/PIiIiIiIiIuWFkiulKDs7m06dOpGYmMju3buJjIykS5cuHD161KgzdOhQtmzZwqeffsq+ffvo1asXkZGRVgmPy9LT03nggQdo3Lgxn3/+OQ4ODoSGhhrJGIvFwsaNG3F3d2fTpk0ArF+/njp16uDr6wv8vTfKjh07WLFiBVu2bMFisdCpUydyc3ONfs6dO8fs2bNZtGgRGzZs4OjRo0RHRxvX58yZQ3x8PB9//DGbNm3ir7/+Yvny5Vaxvvjii3zxxRcsWLCAXbt24evrS0REBH/99dc1v6ucnByysrKsDhEREREREZHySMmVUhQUFMTTTz9N48aN8fPzY8qUKTRo0IAVK1YAcPToUebPn89nn33GAw88QIMGDYiOjub+++9n/vz5Vm2lpaUREhJCREQE8+fPx8bGBoCwsDA2bdpEXl4e+/btw97enr59+xoJl6SkJEJDQwE4cOAAK1as4MMPP+SBBx4gKCiIxYsX8/vvv5OQkGD0lZubS1xcHMHBwTRv3pyhQ4eSmJhoXH/jjTeIiYmhR48eBAQEEBcXh5ubm3H97NmzzJs3j1mzZtGxY0cCAwP54IMPcHJy4qOPPrrmdxUbG4ubm5txeHl5Ffn7FxERERERESkJSq6UouzsbKKjowkICMDd3R2z2Uxqaqoxc+WHH34gLy+Phg0bYjabjWP9+vUcOnTIaOf8+fM88MAD9OjRg7lz52IymYxrDzzwAGfOnGH37t2sX7+e0NBQwsLCjOTK+vXrCQsLAyA1NRVbW1vuvfde4/5q1arh7+9PamqqUebs7EyDBg2Mc09PT06cOAFAZmYmGRkZVm3Y2toSHBxsnB86dIjc3FxCQkKMMjs7O1q1amXVz5ViYmLIzMw0jvT09AJ/zyIiIiIiIiKlSRvalqLo6GjWrFnD7Nmz8fX1xcnJiUceeYSLFy8CfydfbGxs2LlzpzET5bIrN8J1cHCgffv2rFy5ktGjR1OnTh3jmru7O0FBQSQlJbFlyxY6dOhA27ZtefTRR/n55585cOCAMXOloOzs7KzOTSbTVXuqFDcHBwccHBxKtA8RERERERGR4qCZK6UoOTmZqKgounfvTpMmTfDw8ODIkSPG9XvuuYe8vDxOnDiBr6+v1eHh4WHUq1SpEosWLaJFixaEh4fzxx9/WPUTGhrKunXr2LBhA2FhYVStWpWAgACmTZuGp6cnDRs2BCAgIIBLly6xbds2496TJ0+SlpZGYGBggZ7Jzc0NT09PqzYuXbrEzp07jfMGDRpgb29PcnKyUZabm0tKSkqB+xEREREREREpr5RcKUV+fn4sW7aMPXv2sHfvXvr06UN+fr5xvWHDhvTt25f+/fuzbNkyDh8+zPbt24mNjeXrr7+2asvGxobFixcTFBREu3btOHbsmHEtLCyM1atXY2trS6NGjYyyxYsXW81a8fPzo2vXrgwePJhNmzaxd+9ennjiCerUqUPXrl0L/FzPP/8806dPJyEhgf379/Pss89y+vRp43rlypV55plnGD16NKtWreKnn35i8ODBnDt3jkGDBhX2axQREREREREpV5RcKUWvvfYaVapUoU2bNnTp0oWIiAiaN29uVWf+/Pn079+fUaNG4e/vT7du3UhJScHb2/uq9mxtbfnkk0+4++67adeunbEPygMPPEB+fr5VIiUsLIy8vDxjv5Ur+2vRogWdO3emdevWWCwWvvnmm6uWAt3IqFGj6NevHwMGDKB169a4uLjQvXt3qzrTp0+nZ8+e9OvXj+bNm3Pw4EFWr15NlSpVCtyPiIiIiIiISHlkspT05hkixSArKws3NzeChsVh4+BU1uGIlLmds/qXdQgiIiIiIre1y79DMzMzcXV1vWFdbWgrFcqGqY/f9I9aREREREREpDRpWZCIiIiIiIiISBEouSIiIiIiIiIiUgRKroiIiIiIiIiIFIH2XJEKpe24T7ShbSnRhqkiIiIiIiIFo5krIiIiIiIiIiJFoOSKlKioqCi6detW1mGIiIiIiIiIlBglV25jJpPphsekSZNKPIa5c+cSHx9f4v2IiIiIiIiIlBXtuXIby8jIMD4vXbqUCRMmkJaWZpSZzeYSj8HNza3E+xAREREREREpS5q5chvz8PAwDjc3N0wmk1XZp59+SkBAAI6OjjRq1Ih3333XuPfIkSOYTCaWLVtGeHg4zs7OBAUFsWXLFqNOfHw87u7urF69moCAAMxmM5GRkVZJnX8uC/r8889p0qQJTk5OVKtWjfbt23P27NlS+T5ERERERERESoKSK3eoxYsXM2HCBKZNm0Zqaiqvvvoq48ePZ8GCBVb1Xn75ZaKjo9mzZw8NGzbk8ccf59KlS8b1c+fOMXv2bBYtWsSGDRs4evQo0dHR1+wzIyODxx9/nIEDB5KamkpSUhI9evTAYrFcVTcnJ4esrCyrQ0RERERERKQ80rKgO9TEiROZM2cOPXr0AKBevXr89NNPvPfeewwYMMCoFx0dzUMPPQTA5MmTufvuuzl48CCNGjUCIDc3l7i4OBo0aADA0KFDeeWVV67ZZ0ZGBpcuXaJHjx7UrVsXgCZNmlyzbmxsLJMnTy6ehxUREREREREpQZq5cgc6e/Yshw4dYtCgQZjNZuOYOnUqhw4dsqrbtGlT47OnpycAJ06cMMqcnZ2NxMrlOldev1JQUBAPPvggTZo0oVevXnzwwQecOnXqmnVjYmLIzMw0jvT09Ft+XhEREREREZGSpJkrd6Ds7GwAPvjgA+69916razY2NlbndnZ2xmeTyQRAfn7+Na9frnOtZT6X216zZg2bN2/mu+++46233uLll19m27Zt1KtXz6qug4MDDg4OhXwyERERERERkdKnmSt3oFq1alG7dm1++eUXfH19rY5/JjmKm8lkIiQkhMmTJ7N7927s7e1Zvnx5ifYpIiIiIiIiUpI0c+UONXnyZIYPH46bmxuRkZHk5OSwY8cOTp06xQsvvFAifW7bto3ExET+7//+j5o1a7Jt2zb+/PNPAgICSqQ/ERERERERkdKg5Mod6qmnnsLZ2ZlZs2YxevRoKleuTJMmTRgxYkSJ9enq6sqGDRt44403yMrKom7dusyZM4eOHTuWWJ8iIiIiIiIiJc1kud4GGSLlSFZWFm5ubgQNi8PGwamsw7kj7JzVv6xDEBERERERKTOXf4dmZmbi6up6w7qauSIVyoapj9/0j1pERERERESkNGlDWxERERERERGRIlByRURERERERESkCLQsSCqUtuM+uS33XNH+JiIiIiIiIhWXZq6IiIiIiIiIiBSBkisiIiIiIiIiIkWg5MptZNKkSTRr1qxU2gkLC2PEiBFF7ktERERERESkolNypZwymUw3PCZNmnTVPdHR0SQmJha6n4SEhOIJWkREREREROQOpA1ty6mMjAzj89KlS5kwYQJpaWlGmdlsNj5bLBby8vIwm81W5SIiIiIiIiJS8jRzpZzy8PAwDjc3N0wmk3G+f/9+XFxc+Pbbb2nRogUODg5s2rTpquU8KSkpdOjQgerVq+Pm5kZoaCi7du0yrvv4+ADQvXt3TCaTcX7ZokWL8PHxwc3Njccee4wzZ85cN95Tp07Rv39/qlSpgrOzMx07duTAgQPG9fj4eNzd3Vm9ejUBAQGYzWYiIyOtkkgiIiIiIiIiFZGSKxXY2LFjmT59OqmpqTRt2vSq62fOnGHAgAFs2rSJrVu34ufnR6dOnYwkSUpKCgDz588nIyPDOAc4dOgQCQkJrFy5kpUrV7J+/XqmT59+3ViioqLYsWMHK1asYMuWLVgsFjp16kRubq5R59y5c8yePZtFixaxYcMGjh49SnR09DXby8nJISsry+oQERERERERKY+0LKgCe+WVV+jQocN1r7dr187q/P3338fd3Z3169fTuXNnatSoAYC7uzseHh5WdfPz84mPj8fFxQWAfv36kZiYyLRp067q58CBA6xYsYLk5GTatGkDwOLFi/Hy8iIhIYFevXoBkJubS1xcHA0aNABg6NChvPLKK9eMPTY2lsmTJxfkaxAREREREREpU5q5UoEFBwff8Prx48cZPHgwfn5+uLm54erqSnZ2NkePHr1p2z4+PkZiBcDT05MTJ05cs25qaiq2trbce++9Rlm1atXw9/cnNTXVKHN2djYSKzdrMyYmhszMTONIT0+/acwiIiIiIiIiZUEzVyqwypUr3/D6gAEDOHnyJHPnzqVu3bo4ODjQunVrLl68eNO27ezsrM5NJhP5+flFivdabVoslmvWdXBwwMHBoUj9iYiIiIiIiJQGzVy5jSUnJzN8+HA6derE3XffjYODA//73/+s6tjZ2ZGXl1ekfgICArh06RLbtm0zyk6ePElaWhqBgYFFaltERERERESkvFNy5Tbm5+fHokWLSE1NZdu2bfTt2xcnJyerOj4+PiQmJnLs2DFOnTp1y/107dqVwYMHs2nTJvbu3csTTzxBnTp16Nq1a3E8ioiIiIiIiEi5peTKbeyjjz7i1KlTNG/enH79+jF8+HBq1qxpVWfOnDmsWbMGLy8v7rnnnlvua/78+bRo0YLOnTvTunVrLBYL33zzzVVLgURERERERERuNybL9Ta9EClHsrKycHNzI2hYHDYOTje/oYLZOat/WYcgIiIiIiIiV7j8OzQzMxNXV9cb1tWGtlKhbJj6+E3/qEVERERERERKk5YFiYiIiIiIiIgUgZIrIiIiIiIiIiJFoGVBUqG0HffJbbnnSnHS/i0iIiIiIiKlSzNXRERERERERESKQMmVCs7Hx4c33njDODeZTCQkJBRb+/Hx8bi7uxe5nZKOU0RERERERKSsKLlShrp06UJkZOQ1r23cuBGTycS+fftKOSoRERERERERKQwlV8rQoEGDWLNmDb/99ttV1+bPn09wcDBNmzYtg8hEREREREREpKCUXClDnTt3pkaNGsTHx1uVZ2dn89lnnzFo0CC++OIL7r77bhwcHPDx8WHOnDmF6iM9PZ3evXvj7u5O1apV6dq1K0eOHAFgw4YN2NnZcezYMat7RowYwQMPPGBVlpCQgJ+fH46OjkRERJCenm5cO3ToEF27dqVWrVqYzWZatmzJ2rVrCxWniIiIiIiISEWl5EoZsrW1pX///sTHx2OxWIzyzz77jLy8PAICAujduzePPfYYP/zwA5MmTWL8+PFXJWOuJzc3l4iICFxcXNi4cSPJycmYzWYiIyO5ePEibdu2pX79+ixatMjqnsWLFzNw4ECj7Ny5c0ybNo2FCxeSnJzM6dOneeyxx4zr2dnZdOrUicTERHbv3k1kZCRdunTh6NGjt/zd5OTkkJWVZXWIiIiIiIiIlEdKrpSxgQMHcujQIdavX2+UzZ8/n549e/L+++/z4IMPMn78eBo2bEhUVBRDhw5l1qxZBWp76dKl5Ofn8+GHH9KkSRMCAgKYP38+R48eJSkpCfh7adL8+fONe7766isuXLhA7969jbLc3FzefvttWrduTYsWLViwYAGbN29m+/btAAQFBfH000/TuHFj/Pz8mDJlCg0aNGDFihW3/L3Exsbi5uZmHF5eXrfcloiIiIiIiEhJUnKljDVq1Ig2bdrw8ccfA3Dw4EE2btzIoEGDSE1NJSQkxKp+SEgIBw4cIC8v76Zt7927l4MHD+Li4oLZbMZsNlO1alUuXLjAoUOHAIiKiuLgwYNs3boV+PvtQL1796Zy5cpGO7a2trRs2dIqZnd3d1JTU4G/Z65ER0cTEBCAu7s7ZrOZ1NTUIs1ciYmJITMz0ziuXIYkIiIiIiIiUp7YlnUA8vfskWHDhvHOO+8wf/58GjRoQGhoaJHbzc7OpkWLFixevPiqazVq1ACgZs2adOnShfnz51OvXj2+/fZbY1ZLQUVHR7NmzRpmz56Nr68vTk5OPPLII1y8ePGWY3dwcMDBweGW7xcREREREREpLUqulAO9e/fm+eefZ8mSJSxcuJBnnnkGk8lEQEAAycnJVnWTk5Np2LAhNjY2N223efPmLF26lJo1a+Lq6nrdek899RSPP/44d911Fw0aNLhqtsylS5fYsWMHrVq1AiAtLY3Tp08TEBBgxBQVFUX37t2Bv5M6lzfNFREREREREbndaVlQOWA2m3n00UeJiYkhIyODqKgoAEaNGkViYiJTpkzh559/ZsGCBbz99ttER0cXqN2+fftSvXp1unbtysaNGzl8+DBJSUkMHz7c6vXPERERuLq6MnXqVJ588smr2rGzs2PYsGFs27aNnTt3EhUVxX333WckW/z8/Fi2bBl79uxh79699OnTh/z8/KJ/MSIiIiIiIiIVgJIr5cSgQYM4deoUERER1K5dG/h75sl//vMfPv30Uxo3bsyECRN45ZVXjOTLzTg7O7Nhwwa8vb3p0aMHAQEBDBo0iAsXLljNZKlUqRJRUVHk5eXRv3//a7YzZswY+vTpQ0hICGazmaVLlxrXX3vtNapUqUKbNm3o0qULERERNG/evGhfiIiIiIiIiEgFYbJc+Q5guWMNGjSIP//8s0hv+ClJWVlZuLm5ETQsDhsHp7IOp1zbOevqBJmIiIiIiIgUzuXfoZmZmTfcagO058odLzMzkx9++IElS5aU28TKlTZMffymf9QiIiIiIiIipUnJlTtc165d2b59O//617/o0KFDWYcjIiIiIiIiUuEouXKHK+xrl0VERERERETEmja0FREREREREREpAs1ckQql7bhPytWGtto8VkRERERERDRzRURERERERESkCJRckRIRFhbGiBEjyjoMERERERERkRKn5EoJiYuLw8XFhUuXLhll2dnZ2NnZERYWZlU3KSkJk8nEoUOHbtru5bqnT58u5ohFRERERERE5FYouVJCwsPDyc7OZseOHUbZxo0b8fDwYNu2bVy4cMEoX7duHd7e3jRo0KDU4rNYLFaJHxERERERERG5NUqulBB/f388PT2tXnWclJRE165dqVevHlu3brUqDw8PB2DRokUEBwfj4uKCh4cHffr04cSJEwAcOXLEqFelShVMJhNRUVEA5OfnExsbS7169XByciIoKIjPP//cqg+TycS3335LixYtcHBwYNOmTVfFfeTIEUwmE59++ilt2rTB0dGRxo0bs379eqt669evp1WrVjg4OODp6cnYsWNvmKw5deoU/fv3p0qVKjg7O9OxY0cOHDhQuC9VREREREREpBxScqUEhYeHs27dOuN83bp1hIWFERoaapSfP3+ebdu2GUmT3NxcpkyZwt69e0lISODIkSNGAsXLy4svvvgCgLS0NDIyMpg7dy4AsbGxLFy4kLi4OP773/8ycuRInnjiiauSImPHjmX69OmkpqbStGnT68Y+evRoRo0axe7du2ndujVdunTh5MmTAPz+++906tSJli1bsnfvXubNm8dHH33E1KlTr9teVFQUO3bsYMWKFWzZsgWLxUKnTp3Izc29Zv2cnByysrKsDhEREREREZHySK9iLkHh4eGMGDGCS5cucf78eXbv3k1oaCi5ubnExcUBsGXLFnJycozkysCBA43769evz5tvvknLli3Jzs7GbDZTtWpVAGrWrIm7uzvwdyLi1VdfZe3atbRu3dq4d9OmTbz33nuEhoYabb7yyit06NDhprEPHTqUnj17AjBv3jxWrVrFRx99xIsvvsi7776Ll5cXb7/9NiaTiUaNGvHHH38wZswYJkyYQKVK1jm7AwcOsGLFCpKTk2nTpg0AixcvxsvLi4SEBHr16nVV/7GxsUyePLlA37OIiIiIiIhIWdLMlRIUFhbG2bNnSUlJYePGjTRs2JAaNWoQGhpq7LuSlJRE/fr18fb2BmDnzp106dIFb29vXFxcjMTI0aNHr9vPwYMHOXfuHB06dMBsNhvHwoULr9okNzg4uECxX07SANja2hIcHExqaioAqamptG7dGpPJZNQJCQkhOzub33777aq2UlNTsbW15d577zXKqlWrhr+/v9HmP8XExJCZmWkc6enpBYpbREREREREpLRp5koJ8vX15a677mLdunWcOnXKSJTUrl0bLy8vNm/ezLp162jXrh0AZ8+eJSIigoiICBYvXkyNGjU4evQoERERXLx48br9ZGdnA/D1119Tp04dq2sODg5W55UrVy7ORywxDg4OV8UuIiIiIiIiUh5p5koJCw8PJykpiaSkJKtXMLdt25Zvv/2W7du3G0uC9u/fz8mTJ5k+fToPPPAAjRo1Mjazvcze3h6AvLw8oywwMBAHBweOHj2Kr6+v1eHl5XVLcV+54e6lS5fYuXMnAQEBAAQEBBj7plyWnJyMi4sLd91111VtBQQEcOnSJbZt22aUnTx5krS0NAIDA28pPhEREREREZHyQsmVEhYeHs6mTZvYs2eP1d4noaGhvPfee1y8eNFIrnh7e2Nvb89bb73FL7/8wooVK5gyZYpVe3Xr1sVkMrFy5Ur+/PNPsrOzcXFxITo6mpEjR7JgwQIOHTrErl27eOutt1iwYMEtxf3OO++wfPly9u/fz3PPPcepU6eM/WCeffZZ0tPTGTZsGPv37+fLL79k4sSJvPDCC1fttwLg5+dH165dGTx4MJs2bWLv3r088cQT1KlTh65du95SfCIiIiIiIiLlhZIrJSw8PJzz58/j6+tLrVq1jPLQ0FDOnDljvLIZoEaNGsTHx/PZZ58RGBjI9OnTmT17tlV7derUYfLkyYwdO5ZatWoxdOhQAKZMmcL48eOJjY0lICCAyMhIvv76a+rVq3dLcU+fPp3p06cTFBTEpk2bWLFiBdWrVzdi+Oabb9i+fTtBQUH861//YtCgQYwbN+667c2fP58WLVrQuXNnWrdujcVi4ZtvvsHOzu6W4hMREREREREpL0yWK9d2yB3vyJEj1KtXj927d9OsWbOyDseQlZWFm5sbQcPisHFwKutwDDtn9S/rEERERERERKQEXP4dmpmZiaur6w3rakNbqVA2TH38pn/UIiIiIiIiIqVJy4JERERERERERIpAM1fEio+PD1opJiIiIiIiIlJwSq5IhdJ23Cflas8VkeKi/XtERERERCouLQsSERERERERESkCJVfKUFJSEiaTidOnTxf4nkmTJt3SW3z+2Vd8fDzu7u5Wdd5//328vLyoVKkSb7zxRrHFLCIiIiIiInI7U3KlgOLi4nBxceHSpUtGWXZ2NnZ2doSFhVnVvZyAOHTo0A3bbNOmDRkZGbi5uRVrrGFhYYwYMeKGdR599FF+/vln4zwrK4uhQ4cyZswYfv/9d4YMGXLNdkoqZhEREREREZGKSsmVAgoPDyc7O5sdO3YYZRs3bsTDw4Nt27Zx4cIFo3zdunV4e3vToEGDG7Zpb2+Ph4cHJpOpxOK+HicnJ2rWrGmcHz16lNzcXB566CE8PT1xdna+5n1lGbOIiIiIiIhIeaTkSgH5+/vj6elJUlKSUZaUlETXrl2pV68eW7dutSoPDw8nPz+f2NhY6tWrh5OTE0FBQXz++edW9f65xOaDDz7Ay8sLZ2dnunfvzmuvvXbV8h2ARYsW4ePjg5ubG4899hhnzpwBICoqivXr1zN37lxMJhMmk4kjR45cdf+Vy4Li4+Np0qQJAPXr18dkMl23nestL1q9ejUBAQGYzWYiIyPJyMgw+rp06RLDhw/H3d2datWqMWbMGAYMGEC3bt0KNwgiIiIiIiIi5ZCSK4UQHh7OunXrjPN169YRFhZGaGioUX7+/Hm2bdtGeHg4sbGxLFy4kLi4OP773/8ycuRInnjiCdavX3/N9pOTk/nXv/7F888/z549e+jQoQPTpk27qt6hQ4dISEhg5cqVrFy5kvXr1zN9+nQA5s6dS+vWrRk8eDAZGRlkZGTg5eV1w+d69NFHWbt2LQDbt28nIyOjUO2cO3eO2bNns2jRIjZs2MDRo0eJjo42rs+YMYPFixczf/58kpOTycrKIiEh4YYx5eTkkJWVZXWIiIiIiIiIlEd6FXMhhIeHM2LECC5dusT58+fZvXs3oaGh5ObmEhcXB8CWLVvIyckhLCyMwMBA1q5dS+vWrYG/Z4Vs2rSJ9957j9DQ0Kvaf+utt+jYsaORmGjYsCGbN29m5cqVVvXy8/OJj4/HxcUFgH79+pGYmMi0adNwc3PD3t4eZ2dnPDw8CvRcTk5OVKtWDYAaNWoY9xW0ncvPf3kZ1NChQ3nllVesnismJobu3bsD8Pbbb/PNN9/csM3Y2FgmT55coPhFREREREREypJmrhRCWFgYZ8+eJSUlhY0bN9KwYUNq1KhBaGiose9KUlIS9evXJzs7m3PnztGhQwfMZrNxLFy48Lob3aalpdGqVSursn+eA/j4+BiJFQBPT09OnDhRvA9bCM7Ozlb7y1wZT2ZmJsePH7d6DhsbG1q0aHHDNmNiYsjMzDSO9PT0kgleREREREREpIg0c6UQfH19ueuuu1i3bh2nTp0yZp/Url0bLy8vNm/ezLp162jXrh3Z2dkAfP3119SpU8eqHQcHhyLFYWdnZ3VuMpnIz88vUptFca14LBZLkdp0cHAo8vckIiIiIiIiUho0c6WQwsPDSUpKIikpyeoVzG3btuXbb79l+/bthIeHExgYiIODA0ePHsXX19fquN7eJf7+/qSkpFiV/fO8IOzt7cnLyyv0fSXRjpubG7Vq1bJ6jry8PHbt2lXU8ERERERERETKBc1cKaTw8HCee+45cnNzrfZNCQ0NZejQoVy8eJHw8HBcXFyIjo5m5MiR5Ofnc//995OZmUlycjKurq4MGDDgqraHDRtG27Ztee211+jSpQvff/893377baFfe+zj48O2bds4cuQIZrOZqlWr3tKzFlc7w4YNIzY2Fl9fXxo1asRbb73FqVOn9DpnERERERERuS1o5kohhYeHc/78eXx9falVq5ZRHhoaypkzZ4xXNgNMmTKF8ePHExsbS0BAAJGRkXz99dfUq1fvmm2HhIQQFxfHa6+9RlBQEKtWrWLkyJE4OjoWKsbo6GhsbGwIDAykRo0aHD169JaetbjaGTNmDI8//jj9+/endevWmM1mIiIiCv1cIiIiIiIiIuWRyVLUzTGkRA0ePJj9+/ezcePGsg6l2OTn5xMQEEDv3r2ZMmVKge7JysrCzc2NoGFx2Dg4lXCEIqVv56z+ZR2CiIiIiIhc4fLv0MzMTFxdXW9YV8uCypnZs2fToUMHKleuzLfffsuCBQt49913yzqsIvn111/57rvvCA0NJScnh7fffpvDhw/Tp0+fQre1YerjN/2jFhERERERESlNSq6UM9u3b2fmzJmcOXOG+vXr8+abb/LUU0+VdVhFUqlSJeLj44mOjsZisdC4cWPWrl1LQEBAWYcmIiIiIiIiUmRaFiQVQmGmY4mIiIiIiIgUVWF+h2pDWxERERERERGRItCyIKlQ2o77RBvaiojIbUUbWouIiFR8mrkiIiIiIiIiIlIESq7ITZlMJhISEgA4cuQIJpOJPXv2lGlMIiIiIiIiIuWFkivlQFxcHC4uLly6dMkoy87Oxs7OjrCwMKu6SUlJmEwmDh06VOxxTJo0iWbNmt2wjpeXFxkZGTRu3LjY+xcRERERERGpiJRcKQfCw8PJzs5mx44dRtnGjRvx8PBg27ZtXLhwwShft24d3t7eNGjQwKqNixcvlkqsNjY2eHh4YGur7XpEREREREREQMmVcsHf3x9PT0+SkpKMsqSkJLp27Uq9evXYunWrVXl4eDhRUVF069aNadOmUbt2bfz9/QFIT0+nd+/euLu7U7VqVbp27cqRI0es7m/VqhWVK1fG3d2dkJAQfv31V+Lj45k8eTJ79+7FZDJhMpmIj4+/KtZ/Lgu6PJMmMTGR4OBgnJ2dadOmDWlpaVb3TZ06lZo1a+Li4sJTTz3F2LFjbzpLRkRERERERKQiUHKlnAgPD2fdunXG+bp16wgLCyM0NNQoP3/+PNu2bSM8PByAxMRE0tLSWLNmDStXriQ3N5eIiAhcXFzYuHEjycnJmM1mIiMjuXjxIpcuXaJbt26Ehoayb98+tmzZwpAhQzCZTDz66KOMGjWKu+++m4yMDDIyMnj00UcLHP/LL7/MnDlz2LFjB7a2tgwcONC4tnjxYqZNm8aMGTPYuXMn3t7ezJs374bt5eTkkJWVZXWIiIiIiIiIlEda21FOhIeHM2LECC5dusT58+fZvXs3oaGh5ObmEhcXB8CWLVvIyckxEjGVK1fmww8/xN7eHoB///vf5Ofn8+GHH2IymQCYP38+7u7uJCUlERwcTGZmJp07dzaWFQUEBBgxmM1mbG1t8fDwKHT806ZNIzQ0FICxY8fy0EMPceHCBRwdHXnrrbcYNGgQTz75JAATJkzgu+++Izs7+7rtxcbGMnny5ELHISIiIiIiIlLaNHOlnAgLC+Ps2bOkpKSwceNGGjZsSI0aNQgNDTX2XUlKSqJ+/fp4e3sD0KRJEyOxArB3714OHjyIi4sLZrMZs9lM1apVuXDhAocOHaJq1apERUURERFBly5dmDt3LhkZGcUSf9OmTY3Pnp6eAJw4cQKAtLQ0WrVqZVX/n+f/FBMTQ2ZmpnGkp6cXS5wiIiIiIiIixU0zV8oJX19f7rrrLtatW8epU6eMWSC1a9fGy8uLzZs3s27dOtq1a2fcU7lyZas2srOzadGiBYsXL76q/Ro1agB/z2QZPnw4q1atYunSpYwbN441a9Zw3333FSl+Ozs74/PlWTP5+fm33J6DgwMODg5FiklERERERESkNGjmSjkSHh5OUlISSUlJVq9gbtu2Ld9++y3bt2839lu5lubNm3PgwAFq1qyJr6+v1eHm5mbUu+eee4iJiWHz5s00btyYJUuWAGBvb09eXl6xP5e/vz8pKSlWZf88FxEREREREamolFwpR8LDw9m0aRN79uwxZq4AhIaG8t5773Hx4sUbJlf69u1L9erV6dq1Kxs3buTw4cMkJSUxfPhwfvvtNw4fPkxMTAxbtmzh119/5bvvvuPAgQPGvis+Pj4cPnyYPXv28L///Y+cnJxiea5hw4bx0UcfsWDBAg4cOMDUqVPZt2+fMcNFREREREREpCJTcqUcCQ8P5/z58/j6+lKrVi2jPDQ0lDNnzhivbL4eZ2dnNmzYgLe3Nz169CAgIIBBgwZx4cIFXF1dcXZ2Zv/+/fTs2ZOGDRsyZMgQnnvuOZ5++mkAevbsSWRkJOHh4dSoUYNPPvmkWJ6rb9++xMTEEB0dTfPmzTl8+DBRUVE4OjoWS/siIiIiIiIiZclksVgsZR2E3Hk6dOiAh4cHixYtKlD9rKws3NzcCBoWh42DUwlHJyIiUnp2zupf1iGIiIjINVz+HZqZmYmrq+sN62pDWylx586dIy4ujoiICGxsbPjkk09Yu3Yta9asKXRbG6Y+ftM/ahEREREREZHSpOSKlDiTycQ333zDtGnTuHDhAv7+/nzxxRe0b9++wG1cnmCVlZVVUmGKiIiIiIiIGC7//izIgh8tC5IK4ZdffqFBgwZlHYaIiIiIiIjcYdLT07nrrrtuWEczV6RCqFq1KgBHjx61eq203H6ysrLw8vIiPT1dS8BuYxrnO4PG+c6gcb4zaJzvDBrnO4fGumAsFgtnzpyhdu3aN62r5IpUCJUq/f1iKzc3N/3jv0O4urpqrO8AGuc7g8b5zqBxvjNonO8MGuc7h8b65gr6/9zXq5hFRERERERERIpAyRURERERERERkSJQckUqBAcHByZOnIiDg0NZhyIlTGN9Z9A43xk0zncGjfOdQeN8Z9A43zk01sVPbwsSERERERERESkCzVwRERERERERESkCJVdERERERERERIpAyRURERERERERkSJQckVEREREREREpAiUXJEK4Z133sHHxwdHR0fuvfdetm/fXtYhSRHExsbSsmVLXFxcqFmzJt26dSMtLc2qzoULF3juueeoVq0aZrOZnj17cvz48TKKWIrD9OnTMZlMjBgxwijTON8efv/9d5544gmqVauGk5MTTZo0YceOHcZ1i8XChAkT8PT0xMnJifbt23PgwIEyjFgKKy8vj/Hjx1OvXj2cnJxo0KABU6ZM4cr3ImicK6YNGzbQpUsXateujclkIiEhwep6Qcb1r7/+om/fvri6uuLu7s6gQYPIzs4uxaeQm7nROOfm5jJmzBiaNGlC5cqVqV27Nv379+ePP/6wakPjXP7d7N/zlf71r39hMpl44403rMo1zrdOyRUp95YuXcoLL7zAxIkT2bVrF0FBQURERHDixImyDk1u0fr163nuuefYunUra9asITc3l//7v//j7NmzRp2RI0fy1Vdf8dlnn7F+/Xr++OMPevToUYZRS1GkpKTw3nvv0bRpU6tyjXPFd+rUKUJCQrCzs+Pbb7/lp59+Ys6cOVSpUsWoM3PmTN58803i4uLYtm0blStXJiIiggsXLpRh5FIYM2bMYN68ebz99tukpqYyY8YMZs6cyVtvvWXU0ThXTGfPniUoKIh33nnnmtcLMq59+/blv//9L2vWrGHlypVs2LCBIUOGlNYjSAHcaJzPnTvHrl27GD9+PLt27WLZsmWkpaXx8MMPW9XTOJd/N/v3fNny5cvZunUrtWvXvuqaxrkILCLlXKtWrSzPPfeccZ6Xl2epXbu2JTY2tgyjkuJ04sQJC2BZv369xWKxWE6fPm2xs7OzfPbZZ0ad1NRUC2DZsmVLWYUpt+jMmTMWPz8/y5o1ayyhoaGW559/3mKxaJxvF2PGjLHcf//9172en59v8fDwsMyaNcsoO336tMXBwcHyySeflEaIUgweeughy8CBA63KevToYenbt6/FYtE43y4Ay/Lly43zgozrTz/9ZAEsKSkpRp1vv/3WYjKZLL///nupxS4F989xvpbt27dbAMuvv/5qsVg0zhXR9cb5t99+s9SpU8fy448/WurWrWt5/fXXjWsa56LRzBUp1y5evMjOnTtp3769UVapUiXat2/Pli1byjAyKU6ZmZkAVK1aFYCdO3eSm5trNe6NGjXC29tb414BPffcczz00ENW4wka59vFihUrCA4OplevXtSsWZN77rmHDz74wLh++PBhjh07ZjXObm5u3HvvvRrnCqRNmzYkJiby888/A7B37142bdpEx44dAY3z7aog47plyxbc3d0JDg426rRv355KlSqxbdu2Uo9ZikdmZiYmkwl3d3dA43y7yM/Pp1+/fowePZq77777qusa56KxLesARG7kf//7H3l5edSqVcuqvFatWuzfv7+MopLilJ+fz4gRIwgJCaFx48YAHDt2DHt7e+P/oF9Wq1Ytjh07VgZRyq369NNP2bVrFykpKVdd0zjfHn755RfmzZvHCy+8wEsvvURKSgrDhw/H3t6eAQMGGGN5rf8d1zhXHGPHjiUrK4tGjRphY2NDXl4e06ZNo2/fvgAa59tUQcb12LFj1KxZ0+q6ra0tVatW1dhXUBcuXGDMmDE8/vjjuLq6Ahrn28WMGTOwtbVl+PDh17yucS4aJVdEpEw999xz/Pjjj2zatKmsQ5Filp6ezvPPP8+aNWtwdHQs63CkhOTn5xMcHMyrr74KwD333MOPP/5IXFwcAwYMKOPopLj85z//YfHixSxZsoS7776bPXv2MGLECGrXrq1xFrmN5Obm0rt3bywWC/PmzSvrcKQY7dy5k7lz57Jr1y5MJlNZh3Nb0rIgKdeqV6+OjY3NVW8POX78OB4eHmUUlRSXoUOHsnLlStatW8ddd91llHt4eHDx4kVOnz5tVV/jXrHs3LmTEydO0Lx5c2xtbbG1tWX9+vW8+eab2NraUqtWLY3zbcDT05PAwECrsoCAAI4ePQpgjKX+d7xiGz16NGPHjuWxxx6jSZMm9OvXj5EjRxIbGwtonG9XBRlXDw+Pq14ycOnSJf766y+NfQVzObHy66+/smbNGmPWCmicbwcbN27kxIkTeHt7G/9d9uuvvzJq1Ch8fHwAjXNRKbki5Zq9vT0tWrQgMTHRKMvPzycxMZHWrVuXYWRSFBaLhaFDh7J8+XK+//576tWrZ3W9RYsW2NnZWY17WloaR48e1bhXIA8++CA//PADe/bsMY7g4GD69u1rfNY4V3whISFXvUr9559/pm7dugDUq1cPDw8Pq3HOyspi27ZtGucK5Ny5c1SqZP2fjTY2NuTn5wMa59tVQca1devWnD59mp07dxp1vv/+e/Lz87n33ntLPWa5NZcTKwcOHGDt2rVUq1bN6rrGueLr168f+/bts/rvstq1azN69GhWr14NaJyLSsuCpNx74YUXGDBgAMHBwbRq1Yo33niDs2fP8uSTT5Z1aHKLnnvuOZYsWcKXX36Ji4uLsYbTzc0NJycn3NzcGDRoEC+88AJVq1bF1dWVYcOG0bp1a+67774yjl4KysXFxdhH57LKlStTrVo1o1zjXPGNHDmSNm3a8Oqrr9K7d2+2b9/O+++/z/vvvw+AyWRixIgRTJ06FT8/P+rVq8f48eOpXbs23bp1K9vgpcC6dOnCtGnT8Pb25u6772b37t289tprDBw4ENA4V2TZ2dkcPHjQOD98+DB79uyhatWqeHt733RcAwICiIyMZPDgwcTFxZGbm8vQoUN57LHHrvmaVykbNxpnT09PHnnkEXbt2sXKlSvJy8sz/tusatWq2Nvba5wriJv9e/5n0szOzg4PDw/8/f0B/XsusrJ+XZFIQbz11lsWb29vi729vaVVq1aWrVu3lnVIUgTANY/58+cbdc6fP2959tlnLVWqVLE4OztbunfvbsnIyCi7oKVYXPkqZotF43y7+OqrryyNGze2ODg4WBo1amR5//33ra7n5+dbxo8fb6lVq5bFwcHB8uCDD1rS0tLKKFq5FVlZWZbnn3/e4u3tbXF0dLTUr1/f8vLLL1tycnKMOhrnimndunXX/L/JAwYMsFgsBRvXkydPWh5//HGL2Wy2uLq6Wp588knLmTNnyuBp5HpuNM6HDx++7n+brVu3zmhD41z+3ezf8z/981XMFovGuShMFovFUkp5HBERERERERGR2472XBERERERERERKQIlV0REREREREREikDJFRERERERERGRIlByRURERERERESkCJRcEREREREREREpAiVXRERERERERESKQMkVEREREREREZEiUHJFRERERERERKQIlFwRERERKSVHjhzBZDKxZ8+esg7FsH//fu677z4cHR1p1qxZmcWRlJSEyWTi9OnTBb4nLCyMESNGlFhMIiIiBaXkioj8f+3da0hU3RoH8P+kpakNWoZl3rpYjDpMWtHFMhNvYWaFBJKhmZRUmKZWQjUykY5dtTCEIisoJdSk0oYgu5BdTEvDKLtK9zSxIsq8rfPh0Jz2O+rrcXzpcPz/QNj7WWuv9az9SR7WXkNENGhER0dDJpNBq9VK4iUlJZDJZH8oqz9LrVbD0tIS9fX1uHz5crd9fr23uLg4g7b169dDJpMhOjr6H86UiIjofxeLK0RERDSomJubIzMzEy0tLX86lQHT1tbW72efP3+OuXPnwtnZGaNGjeqxn6OjIwoKCvDjxw99rLW1FadPn4aTk1O/5yciIvp/wOIKERERDSr+/v4YM2YMMjIyeuyTlpZm8IlMVlYWXFxc9PfR0dFYsmQJ0tPTYWdnB2tra2g0GnR0dCAlJQUjR46Eg4MD8vLyDMZ//Pgx5syZA3Nzc3h4eODatWuS9rq6OixcuBBWVlaws7PDypUr8enTJ327r68vNmzYgISEBNja2iIoKKjbdXR1dUGj0cDBwQFmZmaYOnUqdDqdvl0mk6G6uhoajQYymQxpaWk9vhMvLy84OjqiuLhYHysuLoaTkxM8PT0N5s3IyMD48eMxfPhwqFQqFBYWSvqUlZVh8uTJGD58OBYsWICGhgZJe3NzMyIiIjBu3DhYWFhAqVQiPz+/x/wA4PDhw3B1dYW5uTns7OwQHh7ea38iIqKBwuIKERERDSomJiZIT0/HoUOH8ObNG6PGKi8vx7t373D9+nXs378farUaixYtgo2NDe7cuYO4uDisXbvWYJ6UlBQkJSXh/v37mD17NkJDQ9Hc3AwA+Pz5M/z8/ODp6YmqqirodDp8/PgRy5cvl4xx4sQJDBs2DBUVFcjNze02v+zsbOzbtw979+7FgwcPEBQUhMWLF+Pp06cAgPfv38Pd3R1JSUl4//49kpOTe11vTEyMpFh07NgxrFq1yqBfRkYGTp48idzcXDx8+BCJiYmIjIzUF5Fev36NZcuWITQ0FDU1NYiNjcXWrVslY7S2tmLatGkoLS1FXV0d1qxZg5UrV6KysrLb3KqqqhAfHw+NRoP6+nrodDr4+Pj0uh4iIqIBI4iIiIgGiaioKBEWFiaEEGLWrFkiJiZGCCHE2bNnxe//FqnVaqFSqSTPHjhwQDg7O0vGcnZ2Fp2dnfrYlClTxLx58/T3HR0dwtLSUuTn5wshhHj58qUAILRarb5Pe3u7cHBwEJmZmUIIIXbu3CkCAwMlc79+/VoAEPX19UIIIebPny88PT3/dr329vZi165dktiMGTPEunXr9PcqlUqo1epex/n13hobG4WZmZloaGgQDQ0NwtzcXDQ1NYmwsDARFRUlhBCitbVVWFhYiJs3b0rGWL16tYiIiBBCCJGamirc3Nwk7Vu2bBEAREtLS495hISEiKSkJP39/PnzxcaNG4UQQhQVFQm5XC6+fv3a61qIiIj+CaZ/trRDRERE9GdkZmbCz8/vb3dr9Mbd3R1DhvxnI7CdnR08PDz09yYmJhg1ahQaGxslz82ePVt/bWpqiunTp+PRo0cAgNraWly5cgVWVlYG8z1//hyTJ08GAEybNq3X3L5+/Yp3797B29tbEvf29kZtbW0fVyg1evRohISE4Pjx4xBCICQkBLa2tpI+z549w/fv3xEQECCJt7W16T8fevToEWbOnClp//2dAEBnZyfS09Nx5swZvH37Fm1tbfj58ycsLCy6zS0gIADOzs6YMGECgoODERwcjKVLl/bYn4iIaCCxuEJERESDko+PD4KCgpCammrwSzdDhgyBEEISa29vNxhj6NChknuZTNZtrKurq895ffv2DaGhocjMzDRoGzt2rP7a0tKyz2MOpJiYGGzYsAEAkJOTY9D+7ds3AEBpaSnGjRsnaTMzM+vzPHv27EF2djaysrKgVCphaWmJhISEHg/vHTFiBO7du4erV6/i0qVL2LFjB9LS0nD37l1YW1v3eV4iIqL+4JkrRERENGhptVqcP38et27dksRHjx6NDx8+SAosNTU1Azbv7du39dcdHR2orq6GQqEA8O+DYx8+fAgXFxdMmjRJ8vffFFTkcjns7e1RUVEhiVdUVMDNza3fuQcHB6OtrQ3t7e3dHqTr5uYGMzMzvHr1yiB/R0dHAIBCoTA4O+X3d/Irz7CwMERGRkKlUmHChAl48uRJr7mZmprC398fu3fvxoMHD9DQ0IDy8vJ+r5WIiKivuHOFiIiIBi2lUokVK1bg4MGDkrivry+ampqwe/duhIeHQ6fT4eLFi5DL5QMyb05ODlxdXaFQKHDgwAG0tLQgJiYGALB+/XocOXIEERER2Lx5M0aOHIlnz56hoKAAR48ehYmJSZ/nSUlJgVqtxsSJEzF16lTk5eWhpqYGp06d6nfuJiYm+k+YustlxIgRSE5ORmJiIrq6ujB37lx8+fIFFRUVkMvliIqKQlxcHPbt24eUlBTExsaiuroax48fl4zj6uqKwsJC3Lx5EzY2Nti/fz8+fvzYY2HowoULePHiBXx8fGBjY4OysjJ0dXVhypQp/V4rERFRX3HnChEREQ1qGo3G4LMdhUKBw4cPIycnByqVCpWVlUadzfJXWq0WWq0WKpUKN27cwLlz5/Rnl/zabdLZ2YnAwEAolUokJCTA2tpacr5LX8THx2PTpk1ISkqCUqmETqfDuXPn4OrqalT+crm810LTzp07sX37dmRkZEChUCA4OBilpaUYP348AMDJyQlFRUUoKSmBSqVCbm4u0tPTJWNs27YNXl5eCAoKgq+vL8aMGYMlS5b0OKe1tTWKi4vh5+cHhUKB3Nxc5Ofnw93d3ai1EhER9YVM/PWDYiIiIiIiIiIi6jPuXCEiIiIiIiIiMgKLK0RERERERERERmBxhYiIiIiIiIjICCyuEBEREREREREZgcUVIiIiIiIiIiIjsLhCRERERERERGQEFleIiIiIiIiIiIzA4goRERERERERkRFYXCEiIiIiIiIiMgKLK0RERERERERERmBxhYiIiIiIiIjICP8CtmcsLVlqKacAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Q1\n",
    "medals_by_sports = olympics.groupby('Competitions').agg({'Gold': 'sum','Silver': 'sum','Bronze': 'sum'})\n",
    "medals_by_sports['TotalMedalBySport'] = medals_by_sports[['Gold', 'Silver', 'Bronze']].sum(axis=1)\n",
    "print(medals_by_sports['TotalMedalBySport'])\n",
    "\n",
    "plt.figure(figsize=(12, 8))\n",
    "sns.barplot(data=medals_by_sports, y='Competitions', x='TotalMedalBySport')\n",
    "plt.xlabel('Number of Medals')\n",
    "plt.ylabel('List of Sports')\n",
    "plt.title('Total Medals Won in Each Olympic Sport')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 640,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NOC\n",
      " Albania            2\n",
      " Algeria            3\n",
      " Argentina          3\n",
      " Armenia            4\n",
      " Australia         53\n",
      "                 ... \n",
      " Uganda             2\n",
      " Ukraine           12\n",
      " United States    126\n",
      " Uzbekistan        13\n",
      " Zambia             1\n",
      "Name: TotalMedalByCountry, Length: 93, dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3000x2000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Q2\n",
    "medals_by_country = olympics.groupby('NOC').agg({'Gold': 'sum','Silver': 'sum','Bronze': 'sum'})\n",
    "medals_by_country['TotalMedalByCountry'] = medals_by_country[['Gold', 'Silver', 'Bronze']].sum(axis=1)\n",
    "print(medals_by_country['TotalMedalByCountry'])\n",
    "\n",
    "plt.figure(figsize=(30, 20))\n",
    "sns.barplot(data=medals_by_country, y='NOC', x='TotalMedalByCountry')\n",
    "plt.xlabel('Number of Medals')\n",
    "plt.ylabel('List of Countries')\n",
    "plt.title('Total Medals Won By Each Country')\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 641,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Q3\n",
    "total_gold = olympics['Gold'].sum()\n",
    "total_silver = olympics['Silver'].sum()\n",
    "total_bronze = olympics['Bronze'].sum()\n",
    "\n",
    "medals = [total_gold, total_silver, total_bronze]\n",
    "labels = ['Gold', 'Silver', 'Bronze']\n",
    "colors = ['#FFD700', '#C0C0C0', '#CD7F32']  \n",
    "\n",
    "plt.figure(figsize=(12, 8))\n",
    "plt.pie(x=medals, labels=labels, colors=colors, autopct='%1.1f%%')\n",
    "plt.title('Ratio of Gold, Silver, and Bronze Medals')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 642,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              NOC  Gold\n",
      "0           China    40\n",
      "1   United States    40\n",
      "2           Japan    20\n",
      "3       Australia    18\n",
      "4         France*    16\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Q4\n",
    "gold_medals_by_country = olympics.groupby('NOC')['Gold'].sum()\n",
    "\n",
    "top5goldcountries = gold_medals_by_country.sort_values(ascending=False).head(5)\n",
    "top5goldcountries = top5goldcountries.reset_index()\n",
    "print(top5goldcountries)\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.barplot(data=top5goldcountries, x='NOC', y='Gold')\n",
    "plt.xlabel('Country')\n",
    "plt.ylabel('Number of Gold Medals')\n",
    "plt.title('Top 5 Countries with the Most Gold Medals')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 643,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              NOC  Silver\n",
      "0   United States      44\n",
      "1           China      27\n",
      "2         France*      26\n",
      "3   Great Britain      22\n",
      "4       Australia      19\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Q5\n",
    "silver_medals_by_country = olympics.groupby('NOC')['Silver'].sum()\n",
    "\n",
    "top5silvercountries = silver_medals_by_country.sort_values(ascending=False).head(5)\n",
    "top5silvercountries = top5silvercountries.reset_index()\n",
    "print(top5silvercountries)\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.barplot(data=top5silvercountries, x='NOC', y='Silver')\n",
    "plt.xlabel('Country')\n",
    "plt.ylabel('Number of Silver Medals')\n",
    "plt.title('Top 5 Countries with the Most Silver Medals')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 644,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              NOC  Bronze\n",
      "0   United States      42\n",
      "1   Great Britain      29\n",
      "2           China      24\n",
      "3         France*      22\n",
      "4       Australia      16\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Q6\n",
    "bronze_medals_by_country = olympics.groupby('NOC')['Bronze'].sum()\n",
    "\n",
    "top5bronzecountries = bronze_medals_by_country.sort_values(ascending=False).head(5)\n",
    "top5bronzecountries = top5bronzecountries.reset_index()\n",
    "print(top5bronzecountries)\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.barplot(data=top5bronzecountries, x='NOC', y='Bronze')\n",
    "plt.xlabel('Country')\n",
    "plt.ylabel('Number of Bronze Medals')\n",
    "plt.title('Top 5 Countries with the Most Bronze Medals')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 645,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Competitions  Gold\n",
      "0    Athletics    48\n",
      "1     Swimming    37\n",
      "2      Cycling    22\n",
      "3    Wrestling    18\n",
      "4   Gymnastics    18\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Q7\n",
    "gold_medals_by_sport = olympics.groupby('Competitions')['Gold'].sum()\n",
    "\n",
    "top5goldsports = gold_medals_by_sport.sort_values(ascending=False).head(5)\n",
    "top5goldsports = top5goldsports.reset_index()\n",
    "print(top5goldsports)\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.barplot(data=top5goldsports, x='Competitions', y='Gold')\n",
    "plt.xlabel('Sports')\n",
    "plt.ylabel('Number of Gold Medals')\n",
    "plt.title('Top 5 Sports with the Most Gold Medals')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 646,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Competitions  Silver\n",
      "0    Athletics      48\n",
      "1     Swimming      38\n",
      "2      Cycling      22\n",
      "3    Wrestling      18\n",
      "4   Gymnastics      18\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Q8\n",
    "silver_medals_by_sport = olympics.groupby('Competitions')['Silver'].sum()\n",
    "\n",
    "top5silversports = silver_medals_by_sport.sort_values(ascending=False).head(5)\n",
    "top5silversports = top5silversports.reset_index()\n",
    "print(top5silversports)\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.barplot(data=top5silverports, x='Competitions', y='Silver')\n",
    "plt.xlabel('Sports')\n",
    "plt.ylabel('Number of Silver Medals')\n",
    "plt.title('Top 5 Sports with the Most Silver Medals')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 647,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Competitions  Bronze\n",
      "0    Athletics      49\n",
      "1    Wrestling      36\n",
      "2     Swimming      36\n",
      "3         Judo      30\n",
      "4       Boxing      26\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Q9\n",
    "bronze_medals_by_sport = olympics.groupby('Competitions')['Bronze'].sum()\n",
    "\n",
    "top5bronzesports = bronze_medals_by_sport.sort_values(ascending=False).head(5)\n",
    "top5bronzesports = top5bronzesports.reset_index()\n",
    "print(top5bronzesports)\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.barplot(data=top5bronzesports, x='Competitions', y='Bronze')\n",
    "plt.xlabel('Sports')\n",
    "plt.ylabel('Number of Bronze Medals')\n",
    "plt.title('Top 5 Sports with the Most Bronze Medals')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 648,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Competitions\n",
      "Archery               1.436782\n",
      "Artistic swimming     0.574713\n",
      "Athletics            13.888889\n",
      "Badminton             1.436782\n",
      "Basketball            1.149425\n",
      "Boxing                4.980843\n",
      "Breaking              0.574713\n",
      "Canoeing              4.693487\n",
      "Cycling               6.321839\n",
      "Diving                2.298851\n",
      "Equestrian            1.724138\n",
      "Fencing               3.448276\n",
      "Field hockey          0.574713\n",
      "Football              0.574713\n",
      "Golf                  0.574713\n",
      "Gymnastics            5.268199\n",
      "Handball              0.574713\n",
      "Judo                  5.747126\n",
      "Modern pentathlon     0.574713\n",
      "Rowing                4.022989\n",
      "Rugby sevens          0.574713\n",
      "Sailing               2.873563\n",
      "Shooting              4.310345\n",
      "Skateboarding         1.149425\n",
      "Sport climbing        1.149425\n",
      "Surfing               0.574713\n",
      "Swimming             10.632184\n",
      "Table tennis          1.436782\n",
      "Taekwondo             3.065134\n",
      "Tennis                1.436782\n",
      "Triathlon             0.862069\n",
      "Volleyball            1.149425\n",
      "Water polo            0.574713\n",
      "Weightlifting         2.873563\n",
      "Wrestling             6.896552\n",
      "Name: Total, dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2700x2000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Q10\n",
    "medals_by_sport = olympics.groupby('Competitions')['Total'].sum()\n",
    "total_medals = medals_by_sport.sum()\n",
    "proportion = (medals_by_sport/total_medals) * 100\n",
    "print(proportion)\n",
    "\n",
    "plt.figure(figsize=(27, 20))\n",
    "plt.pie(proportion, labels=proportion.index, autopct='%1.1f%%', startangle=150)\n",
    "plt.title('Proportion of Total Medals Contributed by Each Competition')\n",
    "plt.show()"
   ]
  }
 ],
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