Exploration/Exploration.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "3aa47ace-7faa-4034-b586-20b64c8fc3e1",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn.model_selection import StratifiedShuffleSplit\n",
    "from sklearn.impute import SimpleImputer\n",
    "from sklearn.preprocessing import OrdinalEncoder\n",
    "from sklearn.preprocessing import OneHotEncoder\n",
    "from sklearn.base import BaseEstimator, TransformerMixin\n",
    "from sklearn.pipeline import Pipeline\n",
    "from sklearn.preprocessing import StandardScaler, MinMaxScaler\n",
    "from sklearn.compose import ColumnTransformer\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "5d60aba9-662e-465c-9f9b-5851d0f2a64b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>longitude</th>\n",
       "      <th>latitude</th>\n",
       "      <th>housing_median_age</th>\n",
       "      <th>total_rooms</th>\n",
       "      <th>total_bedrooms</th>\n",
       "      <th>population</th>\n",
       "      <th>households</th>\n",
       "      <th>median_income</th>\n",
       "      <th>median_house_value</th>\n",
       "      <th>ocean_proximity</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-122.23</td>\n",
       "      <td>37.88</td>\n",
       "      <td>41.0</td>\n",
       "      <td>880.0</td>\n",
       "      <td>129.0</td>\n",
       "      <td>322.0</td>\n",
       "      <td>126.0</td>\n",
       "      <td>8.3252</td>\n",
       "      <td>452600.0</td>\n",
       "      <td>NEAR BAY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-122.22</td>\n",
       "      <td>37.86</td>\n",
       "      <td>21.0</td>\n",
       "      <td>7099.0</td>\n",
       "      <td>1106.0</td>\n",
       "      <td>2401.0</td>\n",
       "      <td>1138.0</td>\n",
       "      <td>8.3014</td>\n",
       "      <td>358500.0</td>\n",
       "      <td>NEAR BAY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-122.24</td>\n",
       "      <td>37.85</td>\n",
       "      <td>52.0</td>\n",
       "      <td>1467.0</td>\n",
       "      <td>190.0</td>\n",
       "      <td>496.0</td>\n",
       "      <td>177.0</td>\n",
       "      <td>7.2574</td>\n",
       "      <td>352100.0</td>\n",
       "      <td>NEAR BAY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-122.25</td>\n",
       "      <td>37.85</td>\n",
       "      <td>52.0</td>\n",
       "      <td>1274.0</td>\n",
       "      <td>235.0</td>\n",
       "      <td>558.0</td>\n",
       "      <td>219.0</td>\n",
       "      <td>5.6431</td>\n",
       "      <td>341300.0</td>\n",
       "      <td>NEAR BAY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-122.25</td>\n",
       "      <td>37.85</td>\n",
       "      <td>52.0</td>\n",
       "      <td>1627.0</td>\n",
       "      <td>280.0</td>\n",
       "      <td>565.0</td>\n",
       "      <td>259.0</td>\n",
       "      <td>3.8462</td>\n",
       "      <td>342200.0</td>\n",
       "      <td>NEAR BAY</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   longitude  latitude  housing_median_age  total_rooms  total_bedrooms  \\\n",
       "0    -122.23     37.88                41.0        880.0           129.0   \n",
       "1    -122.22     37.86                21.0       7099.0          1106.0   \n",
       "2    -122.24     37.85                52.0       1467.0           190.0   \n",
       "3    -122.25     37.85                52.0       1274.0           235.0   \n",
       "4    -122.25     37.85                52.0       1627.0           280.0   \n",
       "\n",
       "   population  households  median_income  median_house_value ocean_proximity  \n",
       "0       322.0       126.0         8.3252            452600.0        NEAR BAY  \n",
       "1      2401.0      1138.0         8.3014            358500.0        NEAR BAY  \n",
       "2       496.0       177.0         7.2574            352100.0        NEAR BAY  \n",
       "3       558.0       219.0         5.6431            341300.0        NEAR BAY  \n",
       "4       565.0       259.0         3.8462            342200.0        NEAR BAY  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('housing.csv')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "5dc47ec4-a8ae-4245-a9dd-74b972845748",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 20640 entries, 0 to 20639\n",
      "Data columns (total 10 columns):\n",
      " #   Column              Non-Null Count  Dtype  \n",
      "---  ------              --------------  -----  \n",
      " 0   longitude           20640 non-null  float64\n",
      " 1   latitude            20640 non-null  float64\n",
      " 2   housing_median_age  20640 non-null  float64\n",
      " 3   total_rooms         20640 non-null  float64\n",
      " 4   total_bedrooms      20433 non-null  float64\n",
      " 5   population          20640 non-null  float64\n",
      " 6   households          20640 non-null  float64\n",
      " 7   median_income       20640 non-null  float64\n",
      " 8   median_house_value  20640 non-null  float64\n",
      " 9   ocean_proximity     20640 non-null  object \n",
      "dtypes: float64(9), object(1)\n",
      "memory usage: 1.6+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "787c78f4-fc9c-474d-a779-d452d683e8bd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>longitude</th>\n",
       "      <th>latitude</th>\n",
       "      <th>housing_median_age</th>\n",
       "      <th>total_rooms</th>\n",
       "      <th>total_bedrooms</th>\n",
       "      <th>population</th>\n",
       "      <th>households</th>\n",
       "      <th>median_income</th>\n",
       "      <th>median_house_value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>20640.000000</td>\n",
       "      <td>20640.000000</td>\n",
       "      <td>20640.000000</td>\n",
       "      <td>20640.000000</td>\n",
       "      <td>20433.000000</td>\n",
       "      <td>20640.000000</td>\n",
       "      <td>20640.000000</td>\n",
       "      <td>20640.000000</td>\n",
       "      <td>20640.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>-119.569704</td>\n",
       "      <td>35.631861</td>\n",
       "      <td>28.639486</td>\n",
       "      <td>2635.763081</td>\n",
       "      <td>537.870553</td>\n",
       "      <td>1425.476744</td>\n",
       "      <td>499.539680</td>\n",
       "      <td>3.870671</td>\n",
       "      <td>206855.816909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>2.003532</td>\n",
       "      <td>2.135952</td>\n",
       "      <td>12.585558</td>\n",
       "      <td>2181.615252</td>\n",
       "      <td>421.385070</td>\n",
       "      <td>1132.462122</td>\n",
       "      <td>382.329753</td>\n",
       "      <td>1.899822</td>\n",
       "      <td>115395.615874</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-124.350000</td>\n",
       "      <td>32.540000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.499900</td>\n",
       "      <td>14999.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>-121.800000</td>\n",
       "      <td>33.930000</td>\n",
       "      <td>18.000000</td>\n",
       "      <td>1447.750000</td>\n",
       "      <td>296.000000</td>\n",
       "      <td>787.000000</td>\n",
       "      <td>280.000000</td>\n",
       "      <td>2.563400</td>\n",
       "      <td>119600.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>-118.490000</td>\n",
       "      <td>34.260000</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>2127.000000</td>\n",
       "      <td>435.000000</td>\n",
       "      <td>1166.000000</td>\n",
       "      <td>409.000000</td>\n",
       "      <td>3.534800</td>\n",
       "      <td>179700.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>-118.010000</td>\n",
       "      <td>37.710000</td>\n",
       "      <td>37.000000</td>\n",
       "      <td>3148.000000</td>\n",
       "      <td>647.000000</td>\n",
       "      <td>1725.000000</td>\n",
       "      <td>605.000000</td>\n",
       "      <td>4.743250</td>\n",
       "      <td>264725.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-114.310000</td>\n",
       "      <td>41.950000</td>\n",
       "      <td>52.000000</td>\n",
       "      <td>39320.000000</td>\n",
       "      <td>6445.000000</td>\n",
       "      <td>35682.000000</td>\n",
       "      <td>6082.000000</td>\n",
       "      <td>15.000100</td>\n",
       "      <td>500001.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          longitude      latitude  housing_median_age   total_rooms  \\\n",
       "count  20640.000000  20640.000000        20640.000000  20640.000000   \n",
       "mean    -119.569704     35.631861           28.639486   2635.763081   \n",
       "std        2.003532      2.135952           12.585558   2181.615252   \n",
       "min     -124.350000     32.540000            1.000000      2.000000   \n",
       "25%     -121.800000     33.930000           18.000000   1447.750000   \n",
       "50%     -118.490000     34.260000           29.000000   2127.000000   \n",
       "75%     -118.010000     37.710000           37.000000   3148.000000   \n",
       "max     -114.310000     41.950000           52.000000  39320.000000   \n",
       "\n",
       "       total_bedrooms    population    households  median_income  \\\n",
       "count    20433.000000  20640.000000  20640.000000   20640.000000   \n",
       "mean       537.870553   1425.476744    499.539680       3.870671   \n",
       "std        421.385070   1132.462122    382.329753       1.899822   \n",
       "min          1.000000      3.000000      1.000000       0.499900   \n",
       "25%        296.000000    787.000000    280.000000       2.563400   \n",
       "50%        435.000000   1166.000000    409.000000       3.534800   \n",
       "75%        647.000000   1725.000000    605.000000       4.743250   \n",
       "max       6445.000000  35682.000000   6082.000000      15.000100   \n",
       "\n",
       "       median_house_value  \n",
       "count        20640.000000  \n",
       "mean        206855.816909  \n",
       "std         115395.615874  \n",
       "min          14999.000000  \n",
       "25%         119600.000000  \n",
       "50%         179700.000000  \n",
       "75%         264725.000000  \n",
       "max         500001.000000  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "897f250e-0219-474d-99cf-f40e006b1cb3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ocean_proximity\n",
       "<1H OCEAN     9136\n",
       "INLAND        6551\n",
       "NEAR OCEAN    2658\n",
       "NEAR BAY      2290\n",
       "ISLAND           5\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['ocean_proximity'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "20218ebc-61e9-42b4-9e52-8b749c1a681c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<Axes: title={'center': 'longitude'}>,\n",
       "        <Axes: title={'center': 'latitude'}>,\n",
       "        <Axes: title={'center': 'housing_median_age'}>],\n",
       "       [<Axes: title={'center': 'total_rooms'}>,\n",
       "        <Axes: title={'center': 'total_bedrooms'}>,\n",
       "        <Axes: title={'center': 'population'}>],\n",
       "       [<Axes: title={'center': 'households'}>,\n",
       "        <Axes: title={'center': 'median_income'}>,\n",
       "        <Axes: title={'center': 'median_house_value'}>]], dtype=object)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 2000x1500 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.hist(bins=50, figsize=(20,15))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "f4b592e1-26f6-46c6-b0f9-fd260514c3f2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='longitude', ylabel='latitude'>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot(kind=\"scatter\", x=\"longitude\", y=\"latitude\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "a2df66c0-97f9-44da-8b6c-42973e8134f1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='longitude', ylabel='latitude'>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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0WacYTkYljgqEW9ME7/xLlZAfFVGPlgVV7bg1iXm4W/N4v8A7z/tPcvCC29OEURpSNhZjPVKUfOX6AO/8lSzsr7rL8OtID12VWHnTvU89PT09l6EXPa+Yyy4Wl1mc+AxTDBdFJa5KIByIKGMdeaOYJiF311LWspwPt5bMypYwlHxjMmQQhTgPgRaUteXJsuKbt0cIKd74KMTrSg9dlVj5PHifenp6ei6i/6Z6xRwsFlVrqVqLdf7w96PkU//L0cXpKEcXpwNhFJxYYAIlD6umroqDqIQQgjTUCCF4uqiZlc2VfcYBneCxDOOALA6IQsV710f84lsT1oYha0lIFgXkTcu9nSUP9iu2FhUSzyDWlzp3r5vP8tod5bL332UYJyGbw+iwKzaevu9PT0/P54rX/QD8heAyRtlLPUlb95mkGF5FVOI88+5ZUS68wHrBMAlYloZ501K1Fi1AiG4bVWsZp9EbH4V4nemhqzJq9xPWe3p6Pu/0oucz4OhiUZuuI/Fps6ouWpw+qxTDVZpWL2PePU0QGOeYV4bNYUzTGp7MKsrGIYWgsZ4704hRHPJkVrM+iN/47sOvMz101WKln7De09PzeaX/7vqMcK6rMDpv8b/M4nRyjpUQsJY+X9XURVxlVOIy5t3TBEFRW8rWcneS0FjHR9sFSgu0kERa8PUbY9JQsVc21MaSRcFriUI8T/n58wqzq25L0IuVnp6eLzr9d+BnxPNU7py1OB0sglmoMa7rrus95I1Fl82Vla1fVVTiedJkJwWBFHBtEJFGmlTA7bUELQRKglKKaRbSWIfg+PF+Vgv7i5SfnyZqAVrnUP5TYfO62xL09PT0/LTSi55XzEHr/6eLGikEWgmUFM/lkTm5COZVS2M9G4OIKHg1pc9XkS56njTZaYLgoPeOBJJAMSsb4kAzTjXWe4raMM3CKx1AelmOithQC+rW8WhWARdfA60k8hxh03c+7unp6Xk19KLnFeGcZyev2Fk27OY193ZLpmnIJAsZJwGjJLi0R2ZnWfFkUZMGilBLntSW1jpGSUAa6WMCKgnUS/XNOeAqfCAvkiY7GqkZRgH7RcPD/ZLGOorGEiqJ8FC3lizS3Jkkn7mZ9iCCFWpJ1VoWlcE6j7EOYxxZqAmD84XYWcLGOEde277zcU9PT88roBc9rwDnPB/vLPlwp6CsDXllaKxlN68RAuq2K62OA3WuR+ZAOP3w8QIHVKup5lII0kizrAyDqCs7VlLwZF5SWXsoNk6mRF7EI/Iy6aKXTZMt6i6idWOScHOSsl/U7OYtgZZsDCPWsvC1GJUPIlitcewVLVEgiQNFLeDJsmKziLgxTs/8+fPSfvu5weEZrsZyHPAm9Rzq6enp+bzSf3++AnaWFR/t5ARK0khJEmuW85advCGvLdNBwKJquDlOuLN2dqRiVjY8ntU4YBAFeDz7RUPrPAOlj000313WLErDNAmJQ30sJXKQMnkdHpEXTZOdJgyySDNOW5yF25OEOHyx2/dlDcIHInU3b4hXQhRASUEWavLanjss9ry0X9VaEHympe2vY45bT09Pz+ugFz1XjLGO3bJFSUmoFHu2ZVG1nVhpHcJ7jLVUjSOUXSREy/pQgBwsQAejFdJIURuNxx8urvOiZVE2JKEGD8u6ZTtv2BiEh4M7j6ZEjHUXzvS6yuM/a2zF8yysZwmDJNAU3iDOEWtnLeJXZRDWSjKMNB+1lkDLLrXlHHVrmaQhfrX/Z/3jOi/tF2tFGkp2ixZ4taXtvWG6p6fni0Yveq4Y6z3OeZrW8nhR8KefzPizJzOWlaGxnixU3Jlm3J6mFK2hcZ0Acd6vJoV3C5D1nmXVcn2UMIw9O8uuE7JAICQkSpFFmsY6vINJErCWHhcwwWqIaWVfvUfkqsdWvIgf6KJ9eBGD8IERHbreSgfnapqGXBtE5I3BeU8gJeuDiFBJpBDnRmQuSvuNkxC9miD/KnsO9Ybpnp6eLxq96LlilBA0raU0jvvbBT/ZWvBw1lBUNa0DQZeKqluLcd0k8bvTlHu1IQwkWRSQhoqqMczLlkBKro1iAJa1YVm3hFLy3uaAcRLiBXjneTwX1NbiASlBy24hlYhuUT5l/MFVekSuegE9KQwOvFCtddwcx6cKtfP2YRgHz9Vl2jnPo3nOB09yFrUlDhXracidacI0iwgDxVvrKY9mJYGSRFrh4dIRmfPSfp9F5+PXNQusp6en53XSi55XgkA4z5N5xV7esLesyVvwdL8WtaGod6iMRQJP5hWDUPGtt9c+9a/EAeuDiO1lQxbr1SIkCJXkxjji2jA5/DTnPN57Pt4p0FIQaUUSyM7wOwjJV9Vel42YPK/H4yoX0KOfPU5CnPc82C3ZLRskXeTGuS6adjQFc9E+hFpeunzeGMcfP9jlf/vxNnt5Vya/ngXMhhG1sby3EiVHhUuzOp+XjcicFDYH0+qd98hV76FX2XPoKrtu9/T09Hxe6L/XrhjrPUmkCALBojbMyoayBUc33dUDFtiqYLSX8+XrAxZ1y+6y5us3xoyzT7e1lkYY63EWCt9FA+5Mn61YmpUNVevYGIRUjaMylrIxvL2esp7FaNlcqoLqRT0eV7GAnvXZAFoLbk+Sw2jKdt4ciobL7gNw6XTZh9sL/vD9XRaVYX0QoYRgNzc4B2kQsJs3h0LuIuFyEXLVj+iz9tW8zllgPT09Pa+LXvRcMX7Vr6VtPWVl2F5YDKePs9/LW3bmDZtZjJeCvaJh80jqxnrPehZxfRSd2XvnIMKRRpo4UIeRkrqxGAuNsZeuoHrRFNVVLKCnffajWUlrHJMsOozeHHAygnTRPkRaXap8vmoMH++VWN/1QRrEAVIIpBSUrWO/ap5trPgSwuV1+Wpe5yywnp6entdFL3quiINIxc6y5p+9v83v/P4Pubc48ven/Ix13aI3iAOy2FO0lqIxZFFwbAE6rzT7ZIRDSsGyNOwXbWeyFZ7NQSdwTnpEjHW0xh2KksumqI6ae5UQCCnIIsVu/mIVR2elphpj2VrUTAfPGrRPCo/LLOIn55ZJBGvZ8bllrfM0rSMOFI3xWOeRqjtfbWloW4c+IeReVLi8bl/Nmz6ktaenp+eq6UXPFXGw8N3bWfL//l9/yKPq4p/JIkmgJKUx3FkbcGMUIYV4rgXoZIRjXrZdpZfwDEJNIMSxBVjTCbS9vD4WmUgCRWMdg+jspnjSefaKmvu7BTtFQ1EblJBcG0ZM0oBQiW6wanu6oDjJQVTKWHdqauqgRL9uO2F2INiM86dGkC5axKXsfELGOiprcd6T1xYtP51bFkhBGiniQNO2LWVjsYGnbAy1saSRYmMQHhOALypcXrev5rMwTPf09PS8SfSi5wo4WPi8c/x//un7lxI8MTBOAoZxgPeCSax5Z2Pw3AvQ0QiHcY79ogXhwcM4C8jigKq1xxbg0yITO3lDaxyRVmemqGZlwwdbS+alobWOonF430V8wqATcFoAQpwqKA446d8ByCuDWnWaPjintbEMQsXOsuaRtZ0hSnS9et7dyJ45P5dZxGdlc9iz6CAadFQUxqHm7bWU7XlFGyqq1rGfdwLv7lrCL9yZsD6ID7f3MsLlTfHV9NPXe3p6vij033VXgPWe2jg+2Fnw/Yf5he8PgesjxSiJuD6JuTWJ+dLG4NOeNs/5+QeRjO1FQ94YBqFmnAWMVo0Kjy7AnBOZmJmGvD49RQWwtazZWTbU1rFfGJSALFIY57qIiHLMSsNbaylxpM9M85wmuhpr2V46NoCytewVDcuqpW4t+0WNFJo47FJp09jjvD/zfJw3pf7ksXsE0ohj5uS70wznPT95vGSraBgmATdHIT97e8z1UXpMwL2McOl9NT09PT2fLb3oeUmc88yLhkezkh8/yqmtvfBn3r4W8bM3x3zl+oi3pwNuT2M2R/G5ptfzysgPIhxJoHDCEwhx2JkZji/A50Um4kgxijV1659JD7XOsbusmZeGKFDAahJ6bYikoGotjekMv1rLMyfJn5UO2hjGLIqW/aLm8bymNC0PtnJ+8HjBojHcHCb87O0R764PaLzn492cYRw81yiKo8fuvGdetiwqQ2sctbVkkWJzmKC15MubI25PUsrWIgVk0elpqpcVLi/jq+nHR/T09PQ8H73oeUkO0iXDSBOHkkkcsV3UZ74/BP6N966xPoh57/qIUEmUPHvBep4y8jjUbA4ini5qqtaevgBbd2ZkIlKKjVXq5uRi6o2naLuUU2Ut88qggEALzCqaYZwnC/Wx6MbJNM9ZoivSilpbZqWhbAzf+XCb97dzysYjJfy4WrKT1+zcrLkxzXg0qwmU4tY4Zn0QP9Oz5zQxcDQqU7WWnWVDFEiUEoRIdvOGSKvDqFQc6kuJqpcRLi/iq3kV4yN6AdXT0/NFoBc9L8HRqEUaKL68OeQbN0d8vLtFe8bPfPN6xLVBTBqHjOKAUdI1HTzL+/G8lUGnLcBrWXBYzn7pyMRqEWT1M0IKJHRdnx3EWnQCJTdM04AkVCxrSxzKY4vmyTTPUeHhETjXdZA21jOvG95/suT7D/f57r0ZRd2yrC2hlsRBQNN2Ix+q1hGFARuDkN285kvrhrfXB4fn67xRGOMk4NGsaxoZ6E/NyOuDriz+ZFTqMkLgKgzBz+Orucoy937+Vk9PzxeJXvS8BEejFkoKbk1S/tzbE+7tLPjnj591M18L4cvXx6RRwI1RxCjWhFriXdff5yQvUhl0dAFurWNZteR1F0E5WNCGqwqtk5GJLNSUTTfqIq/tsUUwUhIp4M40pagts6ohCxRaQhZqxlHItYGgat3ZUSZWwzpjzQdbSxrTzRvrmvl5Hs0K/vn9Pf7ok10e7NfUpmvkKLGk2pKEsKwMQghuT1PyusX5gA+2cgaxRkt5oRgYJyGNcWwvaoR1KKFYH0SM4gAPFE1n0n6RvjufhSH4qsvc+/lbPT09XyR60fMS+NU4hKIxWOeZFQ1eaO5sjLi3V7FsAA9agZBgJXy4nfMXv3GTURLw/tYSj+fONOPx/NmF9WUqg/Rq2Oh509UPIhPWOBa1YScvmJct+2XLNAkYpyHWe54uasaJJos1QkqmacgtH2Ocp24tcSDZHHeiKW/MxWkeDyAQwuPxCAH7RcufPlzwdFbwcK8mP2KNssDCdL80LVIuGYSKB3slSdgySjRb84QwEMSB6iJnzqOVIOZ49EZKwfog4ta0xXtIQ/1pY8LWEkjJ8oLz9jq5yjL3190nqKenp+ezphc9L8DRlMCyNtzfy/EeAi3J25bGeYJQM5aWOApwOKrW4RzMasvusibQkqKxjNOQtTREnOinAy9XGXSZBe2gk/AnOwWP5xVaQmMcSPhgu2GcNEzSkFAJFgJGcUAgLa3zGOvpqss9zsPTRU2kW8ZJwM1xjBccS/McpIq88yxqw+YoRktx+NqsbPh4N+f+3pLlOV5wA8yK7tznrUUryV7RspNXrA0iWuPJG4t1HiUFWahQR9KHB/sxTgJ28y6SI4Q/jEqtZQF5/eqn0p95fBek1K6yzP119wnq6enp+azpv9NegKMpgbU05Om85uEs76I6QjIIFXiPl5JACrwIcK7FCUvrDPuFYWPkeWs9RQiBVOKwEd/RhfVkDx4lJNY7jPUXVgZdZkFbVC0P9gsezUtq42it5ePtglEccGOSYJ3Heses8rTOcWeS4jxkSqCEZK+o2c0tN8fJYTrt6aJmc/ipcDvpGbHes6xaro+Sw3RQ1RiezEu2FzXb5ymeFXkDT+YNo6TAjhJuTmNq4ymqlrxxDJOVh8k5nsyrTlR6jjVklHDYTLGwn0al4kAxK82Z56029pUYfi/rrbnIkwVQG3up/XtT+gT19PT0fFb0ouc5ORlBqY1llGjKOgLlGUYBW/MS0blzqUw3qLJxgO+qneZlyV7RmZiTQB0uLqc9YQ+jgP2i4eFeRe0ckZTcmsaHvpyzuGhB66IrLVVrWVSd0IqVAnJ284ZrwxgnIZQKKw114xhGnQdpXhoqYylqw81xwrVRjBSnl6if9IxUjWFetgRScn3cTYqfFS3by2bVBfnia1B7KOuGnbwh0pIbk7gTmmcs0l4cb0p4kLKqWstaqhml4bHRHKedt9pYisrwiBIQV274fR5vzWlm9Y1BiHOe+3vFpX1ILyOqe3p6ej6P9KLnOTkZQVFCdPO0JYRSM00jvnFnwrc/2uHhviFvHKEWCFY+EwT3Zw3GLfBe8LUbw8NF6bQn7EXd0ljPzUmMkALvPI31LOqWqT7bX3JeRGAtC2idp2gsTes74SUFUghGccheUbOVV9wapzTO4qwnjTRKS6Zx10W6bLuIzEGa7ICLGiFmccD6IGJ72ZDFmkBKdsuGQRgwjQWn+LlPZV4bhmXDONZkoWYUh0jZ9dMpG0vZrqI3oxghYPeMVF/ROKaZOGa0Pu28bS8qQDBW4amdnF+G5/XWnFYttqhani6fFU3GOUZJeGbk50VFdU9PT8/nkV70PCcnIyhaScZpwMe7BV74rrJonPCvfuUa/+T9Le7vlzgLaaSRAoZJiPOOxlgiLVlUhv28IY30M5VOpy2GwDNjJc7iZERACdH5c0rDbt7yeF5RNoZRrFlUBqUkoZakoaZpHUJ4hBckkWIUBYdiTCtJAkRanhtJKp2jNo5hfHwBXUsjjPU4C7kxOA/XhyE3JinDdJ+quFj5LGtwvkUKD3jGmaa13fkfJ5+KAbMaIOq8Jzhxrs7yrpw8bwIIlWK0SpvB1fp8XtRbc5AePHqfIDz7RdOV9jeW7XnNxigi0pIsUgyioBsXstrfFxXVPT09PZ9HetHznJwWCUgCzeYwJK8ty7ol1op/5d0N0lDx+z/aojGWLAoIA8XGICJQ3VDLL21ktNbzdFFxR6fPVDq9rNH0ZERgXnya4olDyTRtub9XdBGeJGBetng8WRhwbRiwOYgoGkNTebToqsFO9rw5GREpakMcSB7PK2rj2JpX1K09TIEdHNd6FnF9FHWDTIWgbAxxFPLVa0Py+3OKC6w9EigbybLxNNYyjgLaVaXZ0blaR83Jl/WunDxvxjoeUa06UT//dbiIl/XWWO+pjGVnUfGDhwu2lg2VMQRK8tZawihbI69bPtg2TJKAtSw8bEPwdFkTyOMdvC8rqnt6eno+b/Si5wU4zVPxC3emGOeYVQbv4dogYpiqblaVcUSBxjrHJO2mfAsBoyggiboy7xvjmOxESuFlq7eOGW6tI2+OVyXdGKXkteXBXtmZsrOQa6MQY7pS/L2yJQs1G8OQJFCn9rw5eR7iQFIZRxpqhnFAbSyP9ksANobxMdPtQbfjSWJwzhMGknc3h+yUDfd2qmNl60cJAC2htd38L+tg2Ro2h8kz+3MgJLVsntv8exBJedWG35f11igheLxX8u2PdqlWkbXaWh7PSvbzBrxnkMRkoaIxDmMcP3m6BDyL2pKFitZ5RnHQTZrvq7d6enp+Sum/016A8zrwrg8+FRubJuLrN5Y8WdaMIs2ydXjnMBbWsogwkHggDfRh9dZRXmSu01lVQF010/GokZSCL60PiJQkiXSX9pCCOOjMylqJY31s5IkIwMnz4J3n8bwiDfWhsLq2GmuxLA1R0EXBTka0pmnItWHE/d2CO+sZhTHEgeLRfs7T/HC4OhJQgJKgVDcs9NooIosCZoVhY+DPvC4vY/69isGgF5Wiv6i3xjnP1rziJ0+XPJnXDJMAAbiVIdsDj5cN7yURtXHslw2hFp2ZXAtirbDes7Psjm2Shn31Vk9Pz08tveh5CU7rwHvyta/eHMITQd06wFK1jkGseXstxXsuXDifd67TWVVAa2lwarTCes/mKOHaIGRed32H5pXhyaLi+vD4TKuzIgAHx1wbe6qw2hjERLrl1iQhCdQzxxoGii9fG/Bgv+DpvGaaRnz1umKSRkRP5mwtTde1mpXgkRAGklEUEEiJBIx3h/t12nV5HvMvXK5i6jLztY6K0No4BDDNAtazGOf9kT5FLWXrnttbMysbHs0rpBJMMo1GsJfXLCrLKAnxDprGIRDMy5qidizLliBQZF4zHiny2oLwzIqWQApa11dv9fT0/HTSi54r5OTTvFaSL20McL4bn2Ccp2wMQsDaMEJJyTTTzyycJ7dz2blO51UBFY0jixS7eVcTfjJaUVvHrOwiLKHq/v7JvEJKwSTt9u+iCMB5aaBYq1MFzwHrg5h3NjIezyq87yIOSnqcGzKMS3aLmsZ4rIdQCiZZyNvXUkZpSN5Y6tZeKjJxmvn3RSumLiMKZmXD43lF1RiWq9Een+wVbKQFgzhgXhnmVcty5ZfaHMWMIo0Ugrxq2VrWJIE6dfDpwTEMws5kvbsIiCPJAI3znRncO4f18NH2krw2JLEiswqtFYvacENGrA/Cw0abEx88I+b6YaQ9PT0/LfSi5wo4r7HcNI34yqZgN195e7RklOhnqmgu2s7R6MVZi9BFxudBFKGlPHXm1sNZeUwAbAwiHu2X7CxrklBdKir1Mmkg5z2TJOKX313j4+2S1jgqE3NnkrG1bJgVFftly6wwANyZxozjbo5Wax153fmCeDZLeCovWzF1GYx17OUNO8uKp4sGKQSB7CJMH28teXs9JVAKIWBRGrSSPF1UeOcRUrBfNOSNBQ/XVkLkaOTt4BgGScjbaymPZwWzoiUNFcZ1nx9ISAJJbTzjNGAQBizKbgTHnWlKbTzTTKOVYJqE3J0mhwKrH0ba09Pz00Yveq6AixrLnRYhOBAuB1PML7Odixah0yItxjmK2iLFqtJsZTA+ui+npaVGcYAdebYXNcvKkIX6UumcF00DWe9xwO3JgCwIuL9f8Gi/6LxGVUMcBtyJAm5P6RZtKTDAzVSzkUXMC8NuUXNjnF7qmn0W3Yit9+zkDY/3K6Kwi748XdR8vLXEeMesavnSNCUOFWVryPcs1wYx+3nNKAkJtGQQaZR6dkTJyWO4NU751ttr/OD+nAezEiEcN8cxN0cxG8OIx4uaynap1dgpjO2m1zdtd38474+Zy6EfRtrT0/PTRy96XpLLpkkOIgTO+WPjEA6ESxbqC7ezqNpzF6GjkZaDPi27eUPZWq4NosOS85PRitMEgJSCLNJdx+NxTKTPTk0d5TRzs5AHk9TPFhJH92GchjzYK3i0X6/EmObuJKW0jp1FxX7VIK1jaSwfWMvjRcUkDkkjySQOiaOLb+urMCdfhHfdyA3k6ve1wVhH4z3SQ1Eb9quGJu9GYljjMMbweFHz9rpgLYsZRJpQKeDZMvKjxxAHirfXh6ynEbtFwzQNiLXm490CIWCSeJJQMklDvIf9sqU1HoTDe89kdQ8e0A8j7enp+WmkFz0vyfOmSc56ep4k7th2jOsGlAoBjXXUxl5qETqIqNzbKXiyrMhCfWggPu8pPQkUO3lzuO9HBcDJUvrLcDDM9LKpkaMLeCcGDLcmCYvasJaGJJHGFyU/erTPj54sKRuHF7CWBdyeJLy1NuAHDxfcmqR87eb4Uvv4olGpyyKkIIs1TxY1i6ohVJLaOkIlUUoQSsnjeZc+zGtBGiiWrcXhqa1Dik4oLSqzOkewOTouyE4eQxRovnYjZpyEOO9pvcN7WM9C9ksDohOgaajIQkUUSKSERW0oW3t4jfphpD09PT+N9N9bL8nzpEnOe3pe1gbw1MbSGMd+0dJah3PdU7gbXm4RklIwjAPSWPGlKDu35PxouqyxjtY4ZqYhjhSRera0/Hl4kdTIOAkxzvFor8Q6z7VhzPUx4AXbecU//dE2P3q8pDCO1nU/sz1vkV4wTSKKzPDxbsHtScLgEvt9NCpVm64pUKTVlflVlBBsDCLyquWHj3Os8jjvGSea2njiQPDJfst1Kbu+TYnGAzcGEYEU1MaThKCkoGwNZdNFjpIjEZmDY0iCrtdOIMVhikoiWM8ini5qkkgjhGCvaCgay7VhxCjWVK0jUOqZ0RrD+PRqv76cvaen5/NML3pekudJk5z39NxaxyDSfLyT83Re4+hSYU3rMNaxPgxwzlO2hsGRyMtpi5D1XWebLNKoc0rOjwqTQRQQaUVet4xizcYgfuH0xYumRqQUjJKQzXGMUgIlRddfyDqeLiruLSo8kiSWBI1DaUndWvarlvt7JcM05P5eyftbS66PY9bSiDA439nsnH+uiNTzoJVkmoYUo4SisRS1w3iP15I7k5DdomUYtSAgCzWTLCINFUXdslcYtGy7+WjWYqzj+ihiWVumR3xgF/m8jkaCAi25PupSZsNI83RZk0b6zGv0qtN/PT09PZ81vei5Ai6bJvGu68tSNeZY2/8D4TKKgs5Y2liiQJEGmnHSpYm+d2/O+jBkUVs2spC1QYR1/tRF6GT06SBV1lh7KJDOEyZ1e8mpn2fwMqkRJQSxlgjheTyvu+ntAh7uF+S1JQwkUkrqoDPfCjxlC/tFxbLOcNaxW3T9dzYHEW+tZ+cKmBeJSD1PCffBPeCs59G8JAkVCBiEGuM964MxVeu5PopYH8QY5ygbQxZKysahlCeUkiRStNazW9TcmiaH5++i/T+r1P408/rJa/Sq0389PT09nzW96LkCLurhcvRpfFm1zMuW9UHEWtrNnjoQLl6ABd5aT7s0y8oXU62E0LubGVGg2F02tM6xkcWnLkIH0afH84pZ0VC27nCRe2c9RQpB69wr82y8TGWUVl2qZ1EZslBhLCybhqrpZnq1wuEA4bsoWGvAGGi84Om8ZGsUcnMSM0wC8sbyaFYBpwuY541IvUgJ98G9kYWazXHEYtWXJ68MoyhgmOiVEOrOl3WOa4OIZW1Qsps6XzQW62G5bGkah73uQKvn2v/LmNdPXqMX7U3U09PT86bSi54r5KweLkefxq+PEgIp2V42GNsN3jwQLmXbTfRWsqv2mhUNH+8UlE3XMbeoDdcn6WGU4PooOrVpHXQRhv2i4cmsazAY627IaNU6ZmXzSj0bL1MZZazDA7cnKa3z1K1jfRiylkQ8npX86OkS7ywGj3WO2oDWME4UkZY8WTR8994+k1hza5IyTcMzU2pXZUKHi0u4u2GzMcPYcosEJQSzsmUnb8gijRBQt13PobUs4OF+xZNZSWUcoZY46zDeUpjOdJweDEN9QeH6PNfoeXoT9fT09LzJvDGPbb/927+NEIJf//VfP3zNe89v/uZvcuvWLZIk4Vd+5Vf4/ve///p28gU4+TQeKMn1ccLb6ynDKOD6KDpMQ0RaMUlCitqws6zZWjbU1iKE70rWa8u8bInDrmOvOMdz4rxHCMFbaylf2si4PU24PkpII8287KqBxklA1Vqq1h6myqrWMkr0Sz/Rj5OwG+bpoWgMeC7fr8d3w0lvjGPurqXcXUv5mdtj/q2f3eRr1wcEGqyxBArWMsnb6wmbw5jaevaKLoryeF7z/UczPt5ZUlu78jkd52i04yiXMaEf+I3iQDEvu1L0szhoU3B/r+DRrGJrUVO2lvUs4uY4Bg+N6aq6bq68SINIIxDUxrG9rNkpGpzvGg0uVp/3PPt/ldeop6en5/PKG/EA9+1vf5u/9/f+Hj//8z9/7PX/6r/6r/iv/+v/mv/+v//v+epXv8pv/dZv8Zf/8l/mhz/8IcPh8DXt7fNx1tN4EmgKb44JF60kd6YJZWt5sF/gfTdoMwo0dycJcaRZ1t0g0IsWtU8/92wz86v0bLxoauToQh4H6lCWV63lW29d45s3pvzhh1v84U/2sM6SxQGDRPN0VlO3TTdryjpioZgkAe9v5awPItTG4JnPehkT+smWAudFVS6KEJ12jkaJpjIOvGcUaWCVkrSOed1ivSfS6qXMxn36qqen54vGaxc9y+WSv/bX/hq/8zu/w2/91m8dvu6957/5b/4b/rP/7D/j3/13/10A/of/4X/g+vXr/I//4//If/Qf/Ueva5efi+f1t0yziHc2PEVr0QImaYB1XXpEIFjWLaGS3JmG5y5Qb4pn43lTIxcJkfHGgDRS1C3s5g27ecViJdqs81TeYVpHECpGScjOsqZsusjIacd2WeF3cD4PWgosqu7zjHUMI404w/t96eaVJ34uVpJFVbOXt53fx3nGscZ5xdN5xdevD0GrKxGuL5K+6udx9fT0fB557aLnb/yNv8Ff+St/hb/0l/7SMdHz4Ycf8vjxY/7tf/vfPnwtiiL+4l/8i/zBH/zBmaKnrmvquj7883w+f3U7fwme198ipWB9EPHWWoL3EGtF0VqWlWFZt2ghuDG+eFH7PHg2zlo4z1vIZ2XDvLYkkeTxg4IfPJ5TNA7wDBPBrWGKlwCCWdEQSkleWT7eK9gcPDu/6rLC7+B8/uTpgry2pCsfTmsdtXXkjTm1PP55fTfOefaKmj/6ZI97eyXzlWl6lGhMa5nXXRXXrGxJ4+CwL1Oou32+bOfsF6Wfx9XT0/N55rWKnr//9/8+3/3ud/n2t7/9zN89fvwYgOvXrx97/fr163z88cdnbvO3f/u3+S/+i//ianf0JXnep3Gt5GFTOUfXKC6QAq0EG1k3xPQyC8ybWnJ80cJ5lhA5iJpY67i3nfNkUROumgkua8PWrCWSDdcmGbWx1K3jy5sD1ocxgTh9ftUBWkk4ZR7aUbKwGwnR6q7JYCAlNycJoZJnmqWfN9I3Kxt+/GTBw/2KLFA8mVfMCkPZWK6PYwZSI5A8mlesDyLyxnymAqSfx9XT0/N55rWJnnv37vE3/+bf5Hd/93eJ4/jM94kTi4JfGXTP4m//7b/N3/pbf+vwz/P5nLt37778Dr8EL5JGOipYlnVLVXcdg/PWcn+vuNTi9qZ6Ni67cJ6MQFnvqY1jZ9nweNYQBwFxqKiM7Rorak3depZ1QyA0G9eDTuSlAVncmbZfphS9dY5AS24kXePGg/NpnT+zWuq8iNtaGhwTWcY6dvKGqnUIKRBSIoXk+ijCA82q7cDGMGRZGbYWFcvGfmYCpJ/H1dPT83nntYme73znOzx9+pRvfetbh69Za/n93/99/u7f/bv88Ic/BLqIz82bNw/f8/Tp02eiP0eJoogoejOfOC+bRjpI+wzjgGEcsL2sMNaRRcEz4wIus7id97mftTfjZRZOJQTeex7u5sxXfXtqA23rSQLFINK01vP2WkqoAqaDmPVhzGjVCPJoSokjx33aINdHs4rGONYH3XT7rWXFk1nFw1lJFgbcmiakkaIx7ljTx9M4GXFTCEIlWNSGWWUORVYcdNsTCIzzh52TjfedaRpPoCRpuOrRU7VkUYBWAus8Wgli1IXn8eQ1v+w90M/j6unp+bzz2r6jfvVXf5Xvfe97x17763/9r/P1r3+d3/iN3+Ddd9/lxo0b/IN/8A/4pV/6JQCapuEf/+N/zH/5X/6Xr2OXXzmnRRyyUFE0liwKnkskXLSQvS5vxsv2llESZpUB7wmUIFSaRWUIgy7ikkaKaRIxHYSMk040Ou9pjcMYh0IwXx13az1SQNU4RivR4VbNIvfyhqfziiyW3NvJ+dOHC7aWJd4qxpng7nTA2xsDklAfa/p4GicjbvOyYTdfCb8jInYt7bw5Ho+WgBeME82sMQgLWRQwjDVVa1lPI4QQFLUhb7qWA2p1vyglDs/jwX3gnccD+3nDvDFY4xBKoOn6Qjm48B7wzl96FEpPT0/Pm8hrEz3D4ZBvfvObx17Lsoz19fXD13/913+dv/N3/g7vvfce7733Hn/n7/wd0jTl137t117HLr9yTkv7PFnU1MZyc5wee+95RtjLiJmjnxVqQd26c7sXXxUv0625aS15ZdkcxSSB5N5uSRZqjLU8mbUEWvGzNwe8c21I0VoWVcP2sovY1KbrdjyONY/mjnnZ/f2saCiM5Zs3Rnz5+ohqlT4LtGS/rPnjT+b87h9/wofblgqIgSyBW5OEf/1r1/jXvnKDSRocNn0879wd+Iby2p4a6SoaxzjRPFECZz1SCJJQs5O3hFowTkOSSDGKNXfWEx7vV+wVLcOVYDPO8WResZaGCA97ec1e0bBXNORV5/2ZlQ2BUoRK0FpP1Rre3RzypfUB1vtTI4jHOorXhv2yvXAUSk9PT8+byBsdjf5P/pP/hLIs+Y//4/+Yvb09/vyf//P87u/+7uemR8/zcFbax1q3GiVxuafry/hlDj4r1JKqtcfKr6u2S7ck4cs3KDyNl+nWvFc0PF3WTNOQr98Y8HRZcG+vwnlPrBVfWs/48uaQQEuGSlC3hqfzmkBJklCSBZo/frjPTx7N+PHjBT9+kjNvun8ENyeaf+Nrm/zcrSlvbQxw3vOn9/b4//3xPT6YfVqPngN5CfOyZJLs83/7hbtMs/hMv9BJzot0LeuW0AiyUBNpyeNFRRJofvHumFgrlOqM0+9sZGSh5vF+fepneAGzqosm1a2laBzL2vDRdt5VeXnLMAkoW0OkFU8WNWtZyPqg89adPI6j99TmMEYrceEolJ6enp43kTdK9Pze7/3esT8LIfjN3/xNfvM3f/O17M9nyVmLYRxqklBT1BYt5bki4bJ+mYPPao1jr2iJAkmoJMuq5aOdJY1x3BgnL53uepGS9PO2tagNznm2lzVKKd5aG6HJ2c4rYgUOx17e8mi/4t2NhL3CMogloe4MwXlt+JN7+/yfP3zCg+LItoEP9w27337IvXeX/F9+5jZawv/xk23uzU5vwFMBf/pwzm5RM81iAiVZVC1la0ngXF/SWZGusrEY65kOIn753Q2ezEt285aNYcha1nVpnqYhYaCojSWJFIGOKRtL2XbncX0Q4h1sLRqiQLKoPJGWzBHEgaY2lnESdONORCeaBTArDOPEPRNBPO2euj5KLjUKpaenp+dNo/+2ekM4bzGcJiGDRFHU7lyRcCBmQi1ojENKDoXS0YXsIDq0mzfEoSLSinnZMK9a0kDjV9t60UqgFy1JP8lR0WS9xzqPoBtGuigNVWPQWhLqgCxRaKUpmpatRYHzjqfLmrfXFFng8d7xk+0F338wOyZ4jjJz8C8+maNVwEYa8Whe055znPMKdueGdzY824uuSSJApOWZgvGsSFdet+A9WaQPxcWXrg25Nmwx3nN7khwTF0oIQiWJdHdujXXktWGvbKnartJvI4u6iKCSeA9hIJhXFq0ijPMoJchbyyDWePyh9+cgglg1nV+oaCyT9Pi9FoeaojHnjkLp6enpedPoRc8bwkVpn2kWYdLTIycH4sAaR161PKntyvQrGMaaUMtjqTCtJMNI81FrCbSkMZbdvAHg2jBCCkmoFFr6FypFftGS9APOMnR73y3UWSj5qDQsW4dAsjkKkVJhjGc3b0FIjOuOJQoEs9KQRYpF2bI9r87d93kD23lJoBRntlk+QID1hq15xaNZyc1JwjAOzkwpHly70yJda1nIvDIEJ87zWeLi6P0SB4q8sYefuTmImNeG7WWNkAIlxeE94BwsyoZBHHQzv1qHlgItJcY4WudZywLu7eY82OsGnu7nNTfGMe9sDtGy27/evNzT0/N5pBc9bxAXpX1OioST4iCvWnbyGhAEWuK859F+SRYpvrI5PCZcpmnItVVzu8Z4jHNcG0REoUIKgZSgeP5S5Kvo5XKaaNotWg5+TEkJEoaRpqgNkZIYoLSGWeWYZgHjNODWOOnmV4muYqpsLRet0Q5wzlEZQxKo1SunM01kF3kqDTcnCdcGMY7OgKyVYF4aslCf2UDwaKQLoGqL5zJ4H9wXW4uah/sFkVZsjmJGSUBYtjzaL6mNpRRgnWVZtWgJD2clo9oyzTRvb8SEgUIrgZKSaabZXdb8ZGvJMAlYizqz8o+eLgB4d3O0ikwZ1rPex9PT0/P5ohc9bxDP20zwZAXWk9qCFwyTbgp76xyhloRakZ3wXYSB4q31lEezEgldubWA1njWBwFadibn532af9leLueJJmc9X1rPmBVN1xFZdEKwNF011DjS+Eh0vpfVcYeBIq8tuTEME83mOOJpeboBGLp/EIqALNR89caQ2XKXvVNyXKmAf+Ur69xdHxJpySgNmVftoSkcQCsIVv14zop6HT0XL2rwNs5hHccGy47iADvyPJ1XRFpS1JCuPEG3RSeYA624Pc64vZYwWPWAMqseRcMkYBR3oubmOAHg6aJmktU425W/z1Yepn4MRU9Pz+eFXvS8gVymieFJcdCYrqtvoCVSCDYGYZcS8d0UcH/KenQ0shS37rAUOYu6XjAvUor8MiXpcIFosobb05QkUNTG84NH+1T7JUmo2BhERFriHQRKU7euayQYBUQK1tKQYaT5i1/Z5MOn98jPCOCsDwRSCeJQ8e50QNt4/uj+Hns1HCS7NmL46o0Rf+7tdYxzxEqxu6xZ1pYokKt0U8sytwgP68P4UlGvsyJ9WdgZkE+K4EPRq1U3mNZ7dpZdmnKSdtfx7lrKxiDk8aziK9c7H5CQAu88jXVIIZimn17jsrU0zjNZVQoa63Des5aFKCmItaQRL94os6enp+d10ouezyknxYGU3ZO+857WdWMMIq3OjdYcjSxtjiKWdUtRu8OfeZFS5JcpSYeLRVOgJLfXMv7i1zyjWPGDh3OaVeO9VGsGcVepNYg1a1nIomnZWRq+fC1jYxDS3Fzj3/mFmv/1e0+ZmU8/VwDTGDZHKZMk4MY4YRQF/OydKd94a8z9nZydRc0kiZkOA95aS7m1ljEvDZESPFm2ZJHqvDHOgYdJFrCsLBtHOiwY5/AeamOfiXqdjPQJD3ljeDgrn0mNOe+Pid7WeXaWNYjuda0Exno2h111lVKSNNTHokHBKeMzAikIpaBoDFULy9pgnKdqLLHuOkU/b6PMnp6enjeFXvS84ZxV9n1SHGgpGcaaR/vlqhcLp0ZrTtueVhKtZNdd+Ayz9PPwPCXpJ/fnItEkhWBnUXF/u+TDpws+3MlRUnJ7EvPutZTpIKJqu+7LWaQZJyFqDbKgW/DfuS7J4jvcGqb8s092ebCXI4AsjLi9HnN3miKEJA0lSSBxaWcEzwLNB2rBsmr4eLdi2bRsz2s2JzHzMqZ1Dm9X3ishGcYBSahYVAW16Qzj87JLfx2MolhLA9YH8akVXpquueBZhvA00sdE78GojVnRNRCcJuHhOXe+E0xlawiVOqzqOy36Foea29OE736yj7GOYRxgVuIoi0LyxjA6cR37MRQ9PT2fF/rvqDcU5zw7ecVe3uJ5tgz6NHEQakkWKUKtaFYL2uHCd8lOzZedD3Yel/Emnbc/54mmvaLmOx/v8gfvP+GjrYLGgrUO5yxKCm41lluThFuTlHEadn1ohGBWNrTOszGImSYh18cx37g95ifbC3aXDeM44Po4RkmJoIuYISDQnv2q4X//syd8717Op7VfcwRwN4Ov3h7x7saEtVHIWz5lksYUDczLFk0X1SnnthufgcdaxzAL2S3arpLulPN0kSE8CdQx0SulYJKGBFIw8QF3p0dK3F03qPfjnQK9igAmQZcKvTGKn7k2N0cJm4OCrbzuhrkqydduDBknAVuLuh9D0dPT87mlFz1vIE1r+XB7yYc7BYESJIFmECnKVf+VaRZhrCMOFGtZcKx/z1c2h2ShxguODZTcWdbs5A1ZpD+TidxwvoC6qKz9NNFkrOOjnSXff7DPvZ2KUGumw4BF0bCXtxi3YF62pLEkiwJCbRklAY1xhEp2FW61IY0Um6OESRKyNgz58OmS7WXLbmFYzyLemsaUrePxvGJ32fJgL+f9raOCp8MDn+RQ3ZujhGK/jNhbtnzrS5pJFtJaRxqqrrvyfs28bvEO4lDRGk+J4eNtwyDRgDgm/C4yhIvVe09GxFr3aUrr6LmuWsfGIKRqHJWxlI3h7fX01OibUIKb05Tb6yneCbSGWGus8yxre6lGmT09PT1vIr3oeYM4iH786PGc73y81wkbJQkDyTCJeGs9YUd0npG8tsd62AziiGCVHjq6vb28ZievebBX4hyM04BRqomUPiyrfhkvxotMab9sWftJ0VQby9N5w6w2KCUZp515OVQSR4X1EChFrAKM70RUvepFFGtJ1Vi2ljVJoFjLQuJQoYTknY0h717rmh7GgaIwlnnVlWwNY8XTeUV+dsEXiwq2lg1SacKgZa+smaQhm6MYJTofTKAFoZUkgSINAzyeR/sVlTF88/aELNLHhN8wDi40hF8mjXhwrtNV08OD62WMQ4qurUFXeP8pB6lTIQRx/GKNMnt6enreRHrR8waxV9T8+Mmcf3Fvnx882GevbCkbi1YQB5ovb6Z84/aUm6OEW9OUNNSHPWwOPDlHOYimOO/YXlQ82q/YyVsSLfny5oAb04Q4kGyOnv8p/WWmtL9MWbv1DpxHSPDOAd1YDechVIJJGnB9FOER5NawrAzXRiFV201SD7Rkv2i4v1+wnoWESjEadMbcnbzi0V7F40XF1rzuPD2uE0PtOX0Kaw9FazHOEWlFFCiUhKKxtMaxqFu2FhVhIDE2pGgccSDIa4NUEOqukeRJ4XcQybHWHVZcHURyDq7XNItIVkbmQIpnRkKcPNcHQlLLs8/1ZRplVpE58zN7enp63lT6b6s3BGMdn+zk3N8t+XBryb1ZSd1YlJLgBYW3fO/+Ai0kkzSkMW5VjXN69czRaMrH2zn/9MMdnsxLlrVHS7i/t+Tn35rw7rURy6p9RjAdbOOsKM5luy6fxouWtUdacX2QEIcBoai7njjeUzeOxloGYcDttZTrq74yzWqelUOQRl1UKY004ySgaAzGeqQUBEoyr1qezmo+3llSG0fZWnaWBW3tsM6cuj8HCKBqHIuyoWhi9vOa1niuDSLiUNG03eT2QSjJggDn4fGsIa8bbk0ypJDHtpW3htpYhlHAftHwcL+ktp5ICW5NEoYrP81lhOeLnuuDyM1u3lA0hlBJ1tKAUEkezXIWpT3Va9bT09PzJtOLnjeE2lju75cUjSWvLSCItabxlspCFgjyxvBgVlE1jnnVMoj1qbO14NMnfITn//zJDvf3SvLGkgQSJSRbecsffbLHu9dGzCtDGrVEWqGVvHAxfdmuyy9a1q6V5N1rGQ92BxRlw1ZeM88bLJ6BVrx3fcDPXB8d+n+MdV3ixnNsvINWnednUbUIYGtRspO3fLi1YGtR8eFWzoP9AuscrYO8rM/py9z9IxJ4QOC8QyKJtGKvaAhqgXGdp2jZOraXNXHQXTMtNbGWSNkJmHnVsr2sMat5WUpAZRw3JglKSKx3NNazqFumOrqU8LzsuT4pcI11zMuG3WVDXrfkdUukNRbL1sIwiBUbg5hRrI95zXp6enreZHrR84ZgrKOsO/+JkhJrHYESlLmlca6ryokUSkoezwoCKbkxSkCe/tR+8IT/4daSn2znZKEiDjTWOazzZIGiMrA9q0EIGutIAkUWKYz1bC8b4kARBd2wyqOL6ct2XYYXm7R+8Pn/2teuMcoCfvxkyX5ek8QBt4cht9cGXZpqWbNXdBGK9TREyc73k0af7lVrHaGU1NbwZ48WLGvD+9s5W7OS+3slQgoCpbG2pbGCDE/Js0MpFDCIupLx66OYa8OYorFEQUsaahrjaFrHWhYyqxoGocJLwSBUONeNyKgbS2UcT1dzwa6PYiTw0U7OJAnIos4blKiAqrWH1VuXFZ7nneuTAlcKsM7xJ/f3+d79fR7tlzxdttTGEmtJFsB71ydsjBOqxjLNIq6Por5PT09Pz+eCXvS8IWglyULNom6JVSdCGtulaKQSCLqn8DhQzAqL9Us2xyGTNKIx7pkISRfNUGwtazwglSRCYLwg0QrjHU1j2S5qNlaG27284UdPKvYWNUorJmnIKOm8JaGWhwvby3ZdhuNl7bXpIgWRVhemSKQUXBsm/OtfCfny5oCdRYuSgiRSBFIwK1u2lw1pqLgzSYlDxfai4sncsD6IiLTC0/UwCpWgNp4s1iyqlro1PNgrkUoSa0HVerTu+h+ZwHI9FLStoLaWxnqkhGkScmeacH2c8fN3xgziAOMczrMa/2DRWhBpjdKSNNCUreHxomESd/6fe3sF+2XNMA65MYyZZCFNaykbx7wqKFqHkoJBqBlEGuM7b89lhed5LQSO9gIKteDJfskfvr/N+9tLZmXDw72KRdUiRSf4BBInFoyyEONCFpVBS0ES6r5PT09PzxtP/x31hhBpxe1pwkc7niTsysqXtemmYyuorUMZz81xzOYwprWOx/s1CsndM0qPB1HA7UnKehrycL8iCRVKdD1oFqUhDlY9aXB8sluwlzdUpmVv2XJ3PaOsLVp2nX2naWcCtt4TafVSXZcPcM6zqNoXMkPnjaFqPevD6PDz87rFOc+dSUIYSiKlDj07O4uqEw+iG9FwYxiRt5ZBrNkYRNStY3OQ8gPmWGOZNZ6mtUgpUBKU1CSx5u5a10eoNIZAKW4OI7RS3BwnjNKQJNCESnBvr+DHTxeAYJRo5pXl7iQmjRTLqmZWNnx5Y8ydScbD/YL3t1pwAuEFO8sa67sIjFKCpu1SnvdNwSAKuD4KWc8CwF8oPJ9p/njkHB6kKUPdzVnbKxr+7NGCn2znLMuGsnG0rpM6QgqwHo/l6coUP0xCIgT393LWswjvLphK39PT0/Oa6UXPG4JWkrtrKYvasDaI+NZbEz7ZK3kybwgVhEqxMQh5eyNjmkbEWq6EiGIYB6eKhEBJbk8T/sK7U/7hn211Zdi+i9B477g7ztgYhqSR5pOdgr28ZmteY7zj+jghzTSt8yQK9oqG66uIEBw3uua1IdLPX7r8omboszxFdWN4NKuYZiEUgADpPY2FNNbcmiR43wkDL+gqvrQkCxUI2BhK8J6dvMZ7UEISBOBt59lJVOfVSSINQjAKFeuDmLLxeA/3dgvurqUESuOcozWecaKJtaJtG374ZMHTec2D3ZwkVESyG9q5LCwPd3L+6Qdb5JWlto5YK64NIjZHMe26ZZJEaCl5MCso2xYHaCFobNvNHQvUM52r9/L6XEF5kKZsjWOvaHHeUzUNoVJUFuaVwbsu2uV95w8LpKJqLD95PEd4hwN2y5ZF1ZI3DV+/MWaaRb2puaen542kFz1vENMs4t1rGff3Cm5OY37+7hpF05LXlmVjSZRiI+siKWuDLl1xnofmwMS6OU74+TsT7u3mzEsHeG6OI25NEq6PE7bnFX/2cE5tHPtVTSAFn+wsEWJAFgaYwFO2lkGkn4nieDxCdP9/Hl7GDH2Wp6i23eLt6eaQla3l/m7OKAn48vqw62KsuqjGojLMq5aqcUgpiHSX6ppmIVvLitaC1hbnFc4J0lChpWIQB/zcrTFZpFhUhrJ1JJFnkoVsKEHVOO6VBcM45OY0Y5poPtzO2clbfvRkn51FzbL2XZqyrKlqS2Esj/Yq9hqQQKxgEEkeJiHTRONYx0wFeI/0nkkaYR2MMk2TN8yrlsz7Y16dywjKAwG7mzfEocJ6h1KdjysNBduzLtKjlaS13fV13lLVlo+alt1lgZOaJFCUleHD7YJfurvkL//MTa5P0+e6H3p6eno+C3rR8wYhpeD6KOFr14fs5E3npVEDdoqaH9yfIZUgUIq1QcgoDg5HTZyVygDIQs0gDPnZ2xPeuz6iNZ5RJhmFIR9s5+wuKr73cJ8HswrnLHljiKRiEjVszSrUVOC85towYpp+GsWZlQ3390q8hzDoGtk9T4fnlzFDn+YpMtYxrwxxKJiXLUmkeLSf84NHCxpjebxZ0TrLe5sjAi3ZXlbUreu6JmvN+iDmwV7FV6+PCLXgh4+XNNYTC8kolYyTqBvdoCAMFEopirZBCfjarSEgiQJJ3VgezT3jpCufb62laFqezgse7la0ztE6AaZh+3HDXgnlEb1ogdxCVTiMr/AuZC9veG9zyNN5zTgNyCKN912X5M1R13Dwxjg+rL57nuaPw0jz0aqBYze/LSBSgnGkCTXsFo5laZASpIdF3Xl7QgmtsYRBN8E+XqVj/8W9GZM04P86utObmnt6et44etHzhqGV5O31DLtKwzS2xVjHZND1SGmtxTlPZeyhgfm8VIYXkMW6S/kcGU1Rt5YoUGwtS95/umB3UVA7RygVlQq4tw9OwNdvD5mkAXemKeFqAa1qwx/f2+OjnZzKeHCwMQp4ay0jXM2SOrrgnSbGXsYMfRDBejQraYwl0oraWJZVyygKCDLFDx/N+OBpQRxIslhhveeffzLDOs+d9Yy8tNyaxFhgWRlq10V5Qil4az1jGO/xaD+n8VCUpovQYGjckM1BydsbKVKIrqmgELTO82Re0dquGmsYd76sT7YrjIPtZUNpHJGS6ADKmmcEz1EssCgB3/L+0yUbo5B52VXyxbs5a1m0Sjd1fqYDEQPPJyinaci1QUTeGJwXXBtGSIZ8siuYF5aqsezlDc5D0Xb7FQgQncUHYx21dWjVzQKTAt7fKpkXDWvD+Dnu/J6enp5XTy963kCmWcRXpGA3b9heVigp+LnbE7SSzMqW+/sF1wfxoYH5vFTGwTgDD8T600XQA4GGf/KDh/yzDxYUrntNYhiomuVQ4R083qsYxV01kXNdM7/3txf80f39zvOiBPuV4cF+weO9im/cGXNjHF/Y7+dFe/VAZ4B2vvOibK1+fhRrJlnAsurmQi1rx61pSmMMe3lXcl23lv/j/W1+rmqJA03rIiZZyCDSVK2haFoWZcvHuzmPZyVPFhVP5pb26Ifv7fPPPtjn3Y2Af/NrN7g+yni8qHl7fcAkDdkvGvCexjryqmU3b9hdNFSNRytwQoBztN5emBBsgKr1zIqSJ/sNXnh2cwhV5z1ajmPSUB+KxANx6Vfn+jKCMgwUb62nPJqVBEpyYxizloW01nN3bcj2csIf/HiLrXnJ/f0WLUDJTvR0h9K1N5ikIeMkQB3MAPO9qbmnp+fNoxc9byAHJcZJoDDec20Qk8VdF95JGlI0BikEwzjAeX9hKuOouBCCw7TOw52cb99fsDzSfMYCMwt2Zrm15igay7K2/OnjOW81hlgr/ujejP2ipWoMeWOQUmKdYK+saL3j2iDi9jSlMoZ5ac/0lYyTEOMc+7mhai2xVqeaoU9GimZl0y20WcR0VXlVG4ttHFvziqrtmvwNYrkyEwdd1Mx5ytqQBpphEvBkXuHxDOOQ2nSGZ2Mdj/eWPJzlPFyc3pKwBn6w3XJv5x7/xs9c41tvreGmnnlt2C8NYSB5tFfydF5yb6/EOodSDu89Rd0ipMBauIwNylhASMJAkOgupTlOAjyCT3Zy7q5lXB9Fz1TBee8pm64VwEWC8mgfn9Y5BmHAV68PGSYB3/nYESpFqBVataig6xpd1t3+xwFUTct+0ZAECiEEG4OALDgeZerp6el5E+hFzxuMWKVOjs42OugmfJCmAC5MZYyTEOc9D3ZLdssGSbfdb3+8S2m6BnsH669f/So87Bct86ohDTXWO/704Ywk1Myqhr284k/v7bFwjpGWJGFIUVuezioe7pfcXUtJQ8V7myO+fH34zGypLNTkjSGvLQ4PAtJQHqsuOi1SlEVqVW7/qciLtOLJrBNYtyZd2X/rHI/3W25OYsZxN/HcOMeUgGESMEmDlcG4Zn0Qsb2o0UBrLcvGUTfn9WDuWHr49gdbhEoQBJIs0aynEcJ7HtYlIxVwfRixCDWT3S49VZmW1rgucnaJe0AJkEIQasE0C0ijYNWbyTIvW8aJBg9Pl8cjfWVriQMJngubP57s4+NXA1KfzEse79dIJdgYJ+zkLa2zXVpPeVrT3SdagPcOIWEUKX7+zoRBP4C0p6fnDaQXPW8wl/W9XPQeKQVSCLQW3J4kRFrxcL/kyX6FFBDAYQpH0EV7BJ1hdVl1S3OkFVXraE3L9t6SP/54lydzg/Gw6y1B0JLozucxjGrSUPOgtcxKgxBwZy3rjkl2jRd3i5rZSrwM4+DY4NQDI/RpabvHs5rWOm6s5msBGOcoW4fWkrfXUjaGEa0xfOfePlVr2MhCitZTG89711IQ3fnRUlIbizEO78EKyMsW76E5f9zWIXsVPNwruDlJ+blsTBJIHux1/XTWBhGttyRe8N7NMQebLGtLLqG1Bm84nj47ggbSBIyDeWGZJnB9GHNjHFG1ltp6hlHAbtGcGunDw/VRdCieLzIWH+3jk4WK3WULdJEe7yEOFXVuaZzvRnvoztA8SgNujRJuTVL+ra9t8s1b08udvJ6enp7PmF70vMFc1vdy0XsOq3m0QutOCA0TTRx13YmF6KI9APhO9GgBaaDxsosBtcYhRFcG/v7Wkq3c4AClwDpYrY8ME2gdSOnJ65YfP655NCv40nrGJI2YJCHXxxHOB8SBPjMlB5yatjPO8XivS60dpPycYzUUsxOB64OYf/Nrm2gh+HhWUa1mcN0ah4SR4sm8QkpBGmhuT1KuDSMGec2sMMwai3MOL+lOxAV4YGfR8NHuEkeXStstWt6aJEyTrnu1dZb1LOIr14bcnCR8vJ3T1IZHumBnZtg/43NC3aWepkmIoBOB1ndjRBaVYZoGeM43LQspiPTzp5oGccDGMGRj2O3vftmSBpJS0ZXzK5jGmnc3h/xrX91gc5KSKM0vvLVGGPaprZ6enjeTXvS84VxmRtVF72lt53WprVulSiRpqPn5mxP++Yd7LAH8p3OlFJCFXR+YgzERHk9rLJ/sLHk4bwm7KZtYA1J0N1JhIa8qnsw8Unhq69hZVDjreLJXEseKSRzyc7cnfP32mNuTbv+MczjXia9m5d/pXn92MU8CTRxJirabQK+EYHtZ8WRWMkwCoqBmGDtGccgvvbPO2nbOtWFEXhkezSva1rOeReyVDbt1zVoWMExCrIdFYRB0nayzoBsQehEBdGMl9iqK2vLn7kzZSEMqY/mTBzOSQGHxPJ3XZJHi7Y0xSSi5v1uQG8vW/PSQkgAC2YmXaRqgddcraHfesLdsaZyltjFay8N05cnZYpcdCXLqcSnJtWHMN28Ldhcl3/5olywOUUqxPcsJtebuRsrXb08YZxEKySjTXefmnp6enjeUXvS84Zw3N+ky73HO82Cv4P2tJUpJBlEXXakay9fujPjzXxrz3Qcz9vNuoVUSpong9lpGqg+Gj9YkWoAAQydGBpFiUXeNDq3tIh4WmJXQ+IZQSIzvftZbsL7oUki25f1Hu/zy7iZ/9V9+G4lkURms8xjrGEYa4btjOittt5ZGDCJF0TieLiv2y5Y70wRHlzrbmldUjaE2jkkSULSOrWVNoiXTQUQYSJJWEcSdcjPWMYoDxlnA5iihtYZ3NjL2PlnQXHB9hIA0Crk2DBFCYFfRnk92C54uau5MY6ZZjHWOJIxQQhIpjVaK4WqYq+BZT7MHAtl5coz3TNKQLFTslDUbg5gvXxt2M8NKg3OOurWsD4/PFnuekSAnOYgyLuuWjXHEjUlMYzzGezaHEQq4tZYySTsPVtkYdueOf/7RLs57plnA3WnWe3t6enreKHrR8znh5Nyky7KTV3yyVzLNugol52FZtl2DPaH4v//5d/nzewXf/WCHB/OaONCMUs0oCnl7I+bttQFxqNma19xZS8kCzf/2gy0KL4j0Qd+gT6NEoqumZquoMaYbmiol7MxblrYTRp8sGr7/6D7f+Wib/8e/+i5vr40QK59NbR15Y1bVXWen7aZZtBI2lnEakIaaedmyrA257cZRTNKAO+sZ1nm896hVBGwYB6ylLTt5Q9laKmPJK8OsNLy9ljJOFBuDhCQQfPfjObMz/D2arnppPdNEkWYUaoSQbOc1lTGMYk0aBAxjxVoWUVYtP1hUBFIigSfLmsKeXsQlgSgALwTOw81RRKA1zaLi5qqTNnAY6SrzmsJ8OlvsziR5rpEgpzFOQoraoJXmq5tjlJJkoWSWN8wbg/Oecax5ulPxj3/0hB89nlM0nRCcpPCLb0/5f/6FL/EXvnS9T3n19PS8EfSi53PGaY3+zuqHk4WavbxFS8F0lFA2hmVtKV1X4n1zHHN7knJrmvHe9RH3dgsq49jLG9azkOvjhNvjmCTSKCmIAs037iT8zM2MP7o/w4hPl2tFNz5huGrGXFlHXXciyFnIT2SKKuDbDyrM//4B/69f/TobWczmarbXbt6sSu3PT9sJKQ4HihrrGcSaQawpa8snuznrg66PjVmVeZet7UY2xIppFmKsY1kZdpc1eW25Poq4NYp5sqgYJxF3pilfv7XGh1tzHuzmzKqGsvFdUz4PkYY705S3rg0RqxYCiZJYCZujhFgHaOnRqzTc46LBOYgHgr1FzYP95kzbkAa8FwyjgGmmWVQGg0UKWFQtVd0ilaSoWxalYX0Y8dZaejhbTK7OzcveX5Ms5PowYpoEVK2lsY7ad4NOdxcNf3Jvhz++v2RxVBh6yHOY/3CP3dzifkXwb37tRj+Pq6en57XTi57PCec1+jurOeEkcXi6yivnPaMkJIu6BWtRtYzTkI1BRKAFe8uGW9O0W1RLw7VhV/VTW89QCpJQUbUWQcSvfvMmCMEPnyyp2wolPFkkicOQaDWJfVE2GGORDuanWGM0XdTng92KHz6cMX03oGgErXHU1pJFis1hcm5qT3jIq5Ynte2EhRQMYw34lUjr3itXfWue7JcYD8Z4Rokm0JJ3NlPmlWU9E2SrvkdaS4QQPNhz/NKXpvzqNzaZ15Zl2XJ/r+Kj7TlbywbrYGMYc3sSIwRUxrNftwwizV5dc297l6J1NKbrd7SRaW6PE+7ttGwvK/w5lqFYwygNGUaa1ghqC9dHAZVxfLKb45wnizRPFxWBUmSRJgkVWnazxU6bX3aaYL7o/spCzXoWsbOsaaxjtmhprENJye6y4DsfLanOOIbKwoP9kt/74RZf2RxyZ31wqXu9p6en51XRi57PCWcJG2MdeWNPLVle1gYlIQkky7qLKWgpaaxFANMkIAwUIxGyMYoItUQK2Fo0CNG9t2y7CqAkVOSNxXrHWpbwL717jbvrAx7tV3y8sySNAqz1VK3BebCBp2otbXN6+kaLTrQYD+8/XXJzmvHOxgClBCGS3bwh0orpasDqaTfqrGzIG0vVWoZa4rzn0X5JHAgmSYD3nUl6b9lQNJZhEtI0FuMcu3nD2+spkyRiXhZIJTGuM3pD1xuntQ6JIA0DBlHIrtadkTqQfKm1LCpLoDvjc6BgNzcUdUNrJQ+2Ch7Oa6aJxuMpKstPioZ50ZBEIaWxmHNET6gEWgmyWLExDJGAQjLPK2a1JQsbwDMrDVnkwXucA4N7ZtzEeYL5IPpy1v21OYQ704SyteyVDWtZSBIqHu4XvL+TU59zzxqgaVp2i4Yny5obk7Sfx9XT0/Na6UXP54DzBkjulS3G+i6N47reM/CpB2YQaVrrGQCVceR1g3Ged9ZT1gfdbCQlOn+OEGLVN8exs2yohUUL2fWxcbCWBDStQ4guWvALdyf8zA3P7/6pZSdvSSNJ4wTSexCeLIrwgaWam2OG4IAu7SVslxYrW0dVdyk3PGyOYuJAnTlt3TnPTl7xw8cLrPcIIcgrQxxKQi1JQs3mKOT+bknZOLaXNXjIYsU7mxmjNMQYBwj284ateYUD0lDjvWPZWOZFS9tadvKGed1ye5KQhpJ7u11PnMlAcwuJtZ69sqW1npuTGC1jZnnLfm2YZEF3PSxEgaAqHR/tloyTht2lOVcwCA3Xsqgr69cBQnhmdcPW6lju7xdUJkbiCaTn8bzCeQi1IlRdqu2gcuuiiesXDSi9OY55ZyOjaC1aQKAly7whr84fpeHpTNpZqMFx7hDZnp6ens+C/jvoc8BZAySVFMyKhkVt0VKQhpphrBmtxi4EUrKWdhU989IQGcs0CZlkmvUsPnzKP9kPKIs0dWt5sqhJQ8/H20ueLiqK1iEQXB+GXB+GRKEmCjzfuDnm/qxgUVm892gp0VIwTELSSPLHH+3zwf6nsscBje0WxLVYYp3n8SxnkHSRHe+69FTV2lMXylnZ8HhW44BhHHaRlFVaaZyENNZ101IReDzOOyKlAIGWsptGLiWPZgWRVozSgHnRkjctH23llE032DMNFdZ5pIMfPJozzQLK1nF9FDGKNY11xIHm5gQezQq0FNyepnwsc5QU3WgM4alby/aiYlE6Gg+NMbRndSSkE4VracBbGynDOKJpDXUrCFdDPfPaEQdwa9RFwT7aKUC03BynNNays2wZxhqtJMuy4cFeSRjIM3siXTSg1AtYH0S8tZZgXTdQ1UlQWiBqf67wGSYhX7sxYJKFL1w+39PT03NV9KLnc8BZnZkPDLjTVJNXlsZani7s4QT1zWFEGCjCVdfjs/wc8GyvHzysZwFbs4o/vr9PaRyJVjjg0azi7lrEu9cGrGURb61nxKFiL29xPqNuDI2LSYIQhGd+zaL1nI+2WxpWk7qB9Uxwe31AoCVppJnE4WFzv27G1LML5UFUIo0UtelSRwfN9xrTlb0LIG8tm6MY8AQrv49WkryxDK2jMpaqdkyTkCTUaCn5cGu5KrH3vHUtYxR3fqmi6mZqRVpxYxjiV+dASQikPRRWb62NWBuEPNgrsQ5meYt1ju15zf6RNN/8DMEjgUjCIIS1LFwNFoWtvGUYSZx3zFfl/aGOeTyvWUtDpmlA21ryuiUJNBvDiKK2/IuPd/h4r2Rn2TBOAm6OI26vpcRaH0uBXabzt1aS9SziJ08X7BUN0zTixjBmPy/P7Cg9VfAvfXmdL28MWcvCPrXV09Pz2ulFz+eA0zozl61hO2/YGIRcG8TMw5Zl1ZVrLyvTzZw6UrJ8Ucn70V4/28sKYx2x0PzJsmFWtTghGCYBWaTZXVTc3yvZHEUkujPXxoHmZ28nSC/40dMFRW0YxJq8NtwcR2yM1rkzqXm030WEskhxdyMhDULGaUhtHZ/sFSjVjcvYzm2XLjqxUH4aldCY2LOz7CJIAsGyaYkCycYgZFlbAiVXA0UD9osWITpRtCgbSuMItSAMFPOqZV61FLUhCiSVdyShJgwkYxGyqA23Jwk3xjFSeO7vVYS6ixjFSrCVNySrIaZ53U2j997wcK88U+A8c43pRjpsDhQ3JgnXRwlV65gOJNdcwL3tgso6WKWwyrbh0WyJQKzErSbaLYgCiQD+5MEes8oxjhXWetJYc2834N1lzddujAm1PCZoLtP5Ows1oVIkgSYMLd96a5394jFP58dTdQK4O1b8Oz93k1+4s85Xrg9funy+p6en5yroRc/nhJORGO9gkgSspRFSCiZpyCDqUi5lY4kDjfOebgk8m9MqeqrWkUVdifJ+UaOlJgklzkHbODyC3bzm3m7NIAz5metDHJ03pzaW66ME4xzDJODprCAIJMvVXK3JIGQnb0lCyTvrGZFWDOOQ1liaxvFoVrI5iJkOQgZR8Mz+Ho1KjJLu75e1YVm3aCG4vippL5qCJ7OSynRjG1rnWC46P1NrXVeNZiwfbS+wli7yYxzeOZ7OKgIFm6MUKTxla7gzSVBS0FrPRhZStpZHswLbOh7uF+yVDd/7ZIe9omZrXvPDj5bML3ltNTCJYJQEfO32mFEcMMkCJIK29VSNY9labGupTecf+hcfV9QHKcIs4vYkZmtZs54FPN6reDCvWMsCQtXN+lpUhtvrku1lQ7yzZJqGfGVzeGSUSXd/7eYNeW2I9LOdv72ALNZMs5BpGtI2lmVr+cnTObvLBgFEgeb2JOYvfHmddzdHbAxC1gfRYSr1vAqynp6enldNL3o+J5w2CfvxXGC9JzjynsWy69uiZGdOPlmlc8BZFT1xoA79HY3pJmpb7xBSkdcNpZR4B7FSCC/YLVqGScA47crhhRQMI82jWcUw0dzfA7ynthZrPaHWTGJPHGoSrbBeUDSGsnVMEsEkDdCqmycWnLEoxkFX3QXByugsCJXkxjji2jDBOc9eXvNH9/fJooBB2G1zXhkmqebOWkoSaB7tFfzhh9s8nZV8spfzaLcmDgVf2RxStF1Zv3EerGdetjjvKVqD94LtecmfPdrnx48XbOU1s4ILuzefhQCSANbGEYEU4Lp5XmXVVc4551nkDaXponhFbbumj6tLur2saZ3FArtLydNFjVz9t5O3DEJFpBVl7VgEBukloVadwfgEHo8Q3f9PciA4Pd31uTaK+HNvTZmmAQ9nNXhLFgd8eX3Az96ZYGwXlcsbg1bywgqynp6enldNL3o+ZxxNU51MSWwvKh7NSm5OksPJ5UerdI5yVkXPWhocRlLSUHN7kvBwv+TxrOi8QqGiaTzTTHNtpHHO8ePHS25MYqTsUiCRklwfxwRSEgeCnUVXnr2exljpSAJBY2FRt5SNwziPlJIsUmwtagaR5us3x8ciAUdFWmMdrXHs24YkVERKcWcaMk5CnPO8/3TODx8vkEJStw5ra4QQ4P3hkFMlBQbLP/3xI/7ww+Ol1z95UvAXvjLi9ldvkdeexjqeLioQMXnZsmwM33+4y/c+nrFTOKrznLyXoAVmNQzyhifOsagM87brhZPo7hyWxtNYj7WOdlUWJSTgIdJdc8ayMcxLgbEgcZStoXWdWFFSICRsDCLe3kgQUuKPaI3j94M89d45mgaTApJQ887mgBvThEgKdpYNjfPdCBEluTYMCbVkXppVm4D2zAqynp6ens+CXvR8jjma8lpUXYTn5iTh2qCrzDpZpXMgIs4rUS4aRxapwwXqK9eHfLy75E/vd+XhgVIEqltE94sW52G3qJmVDR6HEIpJGvCLdyeESrKexTTGEZYSJSSlgSQUjKXg/l5J6z1rWchaFpFFmmVlSQPFMDp+ax5dlAdRQKQVeW0YxwHrg099J1uLkg93CgKt2BxFNMawm7dYaykbi1Y10yRESvj9Hzzlnx4RPJKusmxp4Q/fn3NrPODO2oBREnB7mtJazyflsutEfH/Gg5Ntpl+CWHfVeFt5582SQuCVYN42PJk5olASSIGji/CI1c4KRSfokDTGI/CEqovGWOcQomtWWLWWYRzwznpKGHRdqo11R8razy5ZP3rvHE2DtbbrCXR7khIFEqUV3neK7OYkJtZ6NRG+pTan95I6qy1BT09Pz6ugFz2fY46mvMq2az44jINj6YKTjerg7BL4g/cOoggtuyf0QEq+ujliYxCxs2iojScOFGuDgLK0fLS74E8eLKiMQWvF5iDiF2+PWcsCxnHI+iBkN28Zx90YC2sdy8YQCkFtc9JI8d7miI1hRN1atGiQStC6TwXFeSKtao+/by9vCZRkGHWVXd6Dsb5TNHTRngf7JXnd8P1HM8ruVSLZzQhzHmoLhYFPdgq+fH1M0VrSsOt4/NHWgj99vMX909pMv+h1pPPCBIFCOgikXk2xF9RG4pyjqhysZnFpsZrJpfzKseUwzlI2EGmNVN1xHPRsmtUGLQRfuz5kcxjzdF4SKsUjKrQUJIGise4ZD9Vp987Re24QaXbyrm+RgM47ZRw3Jwmx7n6itY5VkO2ZdOVp2+/p6el5lfTfNT8FaCVJYDUA9Oyy4wMuKlEOVNfg70BMCSn4ZqjYnlf88MmSLNIoAf/k/Yd8tNNVEKWBRgh4sJ8DnkESkMYBt8cJglVjxLYiDRXLVdTm0X7F2jDgw60FeVXjnCQ3Brls+P6Dfb52c8w0jY6JNOMcznUC5eSiaX3nRElDjbOO/aolr9qu2sk4okARasGi6tJqRdUJF0+3KBvTRXr86tdOadgtakZxwF5V8+MnJf/fP7rHD3cuWZJ12esnIIk1Smha02KcRQlNpASN8QxjSW0dOlCYxqMl2NVOOqBqPKGCKJSkWhEFCq0UcSiJtGSSRtwYh/zs7QlFYwHBKAmIgi7NtJM3tMYRaXXsfqhWQ0W9ezZ/16Wv4sP0VeO6RpiNsoS66710UAG2lgbkjb3UvdnT09PzKulFz08Jly07Pvle4xxKSKx3GOuPvfeomDLGMUgCJqlmURje31nw4fYSLcXKbEvX/8V57u+XfPeTXcZJyDQJeWs9JdoXLFrDg+0lP97KkVKyOQwRSD7YznkyK1jLYlCCYRjw/lbOvDb80p0p68MYKWB7UVG27jCtkgTyWOdhJQSBFLTWsF91E9e3FzV4j5CSd9ZitBI8nNfUrSWJ5GFKqz7Fl7O/WFK3a+gs5EcPZvzBT7b44IoFD0AWQqY1cdhFpZzvpsLjZXcthCCgu47WCZZ1y7I0NNYTKUGUBIwizVvTFEdXBfbWWopC0OC5Poj56vUh71zL2FrWjFX4TMRsZhryuj08j7tFzc6yZpQEPJ5Xp5qOj0Z9atOV6lfGUtTumQGxeiV04fx78zz6yq+enp6XpRc9P0VcNJX8KMMoYL9oeLhXUTtHJCW3pjHDEykOKQStsXywk+MdfPB0weNFxf6ioWxagkCzWBqkhEh3vqJF1XUgHicBtTF860vrTLOQvaLhB1s5wlluT1JGcZce2dqu+CRvSIKC8SBicxBivGUnr7DG88tfXsdax4+fzEEKAqlonQXn+bk7E6z3YB1aSYSARWUYrKJRn2wteTiryAJJURs2RyGpVozjgHc2Mv7o4332z9AxWwv4J+9v8+furPHxfsEnO2c34ntRNLA+DEkChQSysPNMBVrh6Ca0Czy3Nwa8u5HRGM/TRckydaSxIgkUWaAYxQFJrCkbwyAMUKLz+kgPYSCZpAGh7rpSn5ZmiiPFKNbUrefpsmK/bNnIItYGEdb5M03HbuXZOVqVlYWKQRwRKPmMF+gy9+YBByJHeMgb01d+9fT0vDS96Pkp4mRZ+3lPxIu6pVnNixJS4F1XHbSoW6a6W9ic83y8s+Sj3Zz9vOGTnZzv399jp2hREoraUuUtjYEwABNolrWlXc3UmvuWb3+wy4fbS26NU/LKsr0suDtJ8QL2y05COBzbRYWWsJVXfLyjubYb8zPXh2wOWu7tlCyrljDQyNVoiVAqlm3LT54s8XTl+VnUjY24PUlpnefDrQUWQRYpQikJtGRr3hBqya1JzCSL+MZmzB88OH1OeBTA7rLh/d2CvWVN8aI16WcwCuAbtwdsDhO0FJSt5ecGQ4rGM69atssG6SXTTPPV6wNGSUykIY0kT+Y1Siq0FmwMQrJYE+tuIrpbiZRhrFnPQu5MEvLmoOfS6WnNSCk2BjHGdr2Wxmlw6PFZBYVONR2fVgW4u+rJlBwpiX+ee/NkO4W86u7VjUFEGuq+8qunp+eF6UXPTyEXdV8+zRgMULX22MK2k1f8ZCunbB15bdktGnaKhsZYgiBglAQsZzW1hdZCURuM7wRPY2FhYbc2fDI3fPd+cfg5T3ZrvnKtIYpDhqFkZ1lR1jBOIA676eiP5yXOOr60MUAIwZN5xZ31rr+O855l1ZWuLxtzGNV4PKtprePGOKFsDNbDJNFoBdvzmqQ1hFoTK0kWae7tFvgw5s6k5dF+ZwT3QCy7CjOhBE5AEipmcO6A0OfhyyP4l75ykztrKTeGMa3rOlova8uNcUzZWuZlzSfbOU+XDeM05PZaQrm6BnEQ8PZ613toP2+ZV5am9WSxJdKaNNRsjEIyrZFSspM3yKLr4H13GmO6Qz01zWR9V3KeBMfvoNNMxxcNKj2tKuuiexOOC6lQC57U9rAZZRrpvvKrp6fnhelFzxeQi6q3rPe41vLRds7WvOLhfsH2subhXkFROzr7r0VLTyRhcbCBlS/GXvD5+y3884c5m8OCUGse7xmkgCxeLbzOUxnPo1nJg/2Cr1YDautxzh/7ewX4VXqja6roeLzXsiwbjIOns4oniwalQGmJ8BIhu1mkWgqe7Bc82FuwWFokoGQXsRJ0JeESyJQkCxVKnXNAz8FmBL/2r79HoBS3pinGdtejMY5xJknCg4iJ5c+9s8H2omReGTwgpaRsLJvrMYNIs18YZCaxAmbLiiezhnEaMa8NkRaICLaWFflqxligBUU14Gs3R+BhUbUI0Q03PUgznWZyN85R1BYpOGY6/v+z9+dBlmV3fS/6WWvt+cw5Z83Vo9SNRiSMZFlC2Fxdmesr7Puu7fcwJoDwRNgMMghLjsDGBosIMBgctsQNjAND+CpshGz8DDLv2pIYLAFCLWhJ3eru6q7uGnLOPNOe91rr/bGzsmuurOysqqZ7fyIU6so8ec4+J8/J/d2/4fvdz/vodv/AXC2kiqpuW7qOZLrbtnSUbDa/GhoaDkTz9+JVyH4CJjfjjO24ICs165McC+SlpbJ1anguDFlZkR9wyEUDqxNLIOoQ0p4E14Gs0LvVIkumNWuThD94bgsQOMrubp4LNiYZk6yg47tsxgXaUq9eG81z2zGTpOSp1THTvMSVktIY1scFvgPdwGFtmPDk6oSqqgWOBkoDWQ4+oF1L5ArmuiHHZ1qsjRNceEkzPS0Bb7x/hlGiWe7X21N5WaFUvdPd8VxmIo9zOzEXhilHetAOPVwl8TxFWRi2koys0NQb/YKi0qxOUuLCMAhd8rJiWtQiblVmJGU9YDxJKzxXkJQaay1vPjmDoN5aiwuNkxb1wPFlQ+7GWrJCsx0XpKVmvu0zycq9WZr9vI9u+31xlZCSsvYvMraOErkkcprNr4aGhoPQiJ5XIbfa9AJ2XXQtw6SsQzStAWkxWpMVGiEhya+/9bTv4wBaPugMcgNFYbDWYg0IK3BVPefy5ZUJwmqe25hwdhAx2/HZTkrm2gHL/RBrLevjdM8PZhA4PLM2ZifOOLs1JU4MCPA9CD2fXqgoqzp9/Ug/YBgX6Kpksmu9Y6jnWO6fDXnTqQEtX+FIRb8FG/HBnutyBF97eo6jgxZW1qv106wkKSt8o5jv+Cgpd80HJUu9kMVOwDivwHWZa3mYqA5YnWR1COyg5ZNpzeowox04TPOSUVIhhMFRip24oNKawHMZRB6O65IWms+f3aITupye7+797i+fkblU9Tm3lbA2zWh5Dkf6IaGrrrjd7WwM7perhZQjJZ3AYWWY4jl16vwls8WDPkZDQ8Orl0b0vEq52TZNaQzTvMJoi+sIQk9wYadimpVUtlYGZQHFS4xfEECv5VCaimlBbSzo1q2nuLR0PEVSWAJVkWQVsWNYHWcc7UfMRB6pWzJMCpJCkRaaUVbypmM9hIAzayO+8NyY5PIHLIE4J9qBKICFbkDL8elEAs9zSfOcONEcnw95eHmGmZbPUjfAdyVvOtFnnBbESUxym897PoDjsx1cpeiEDuNM88JWQpxWLPQDkqLefusGLjuJwXMkJ2cipnlFoQ2eUlzcSWBXEBQatuICT0iywhD59ZzTJXFaGYExFVvTfM+6WUTgIDDaMC4q0sLs5mhZpBA4SlwxI9MJXKJAccpvEXnOnriQV819HWQr62ZcT0h5u0PqnlObKL7Ux2hoaHj10oieVyk326axlSXJq921YJe25+A7BVJIuoGPkiXjWOOZlzbcKwGFQz8EKSrKCsoEhFvP6/jKUGQVF5KcrWmF3q3EPLM25aGlFjNjn8rCci9EKdBVnQB/fifhfz69eaXguYwEKDPQZPRaPoHv4rp1NWiuI/lfHj3KW++brVPqpaDlKo72IlwlUWKdPzo32dfz9ncrT0opWr4CKZBIOgFsxyUXxyn9yKM0lqfXpix0PDqhx3zbAwRaW4ZxTqENWluOz7RQLZ/cGPKqotp9nLoCU9YtstAhrzTTrPYm8l1BN1To3QpJZQRitxW1HefklUXvmg86Cha6dfUkrzSltrQuEzxw7bzO7Wxl7ZfrCakHFjq0PAe7O1fUVHgaGhoOQiN6XuVcb5tGSEHoKyaZxleKfuSxUJpd4zxDr/KQMiPJCoqU6+Rx74/Ah0lRUhSacf6iGzIluMAwsWxOY0bVlT9XFPD7L8Qc66T0fY+ZyKPnegxaHi9sx3z26Q1Wb6R4dimBrIRRXDLb8dAWpBXMdQJOzEZ0QgejwWBpBS4GeN2xGU7OdfjCCxt88fkR5zamDLPrC7+Wqp2W8wrA7gm2zThnvu0x3/bZnBRcnKScnu2w1PERQjBKSzanBUcGEUv9CAt8/uwWoafQGLbijHFasNgNKSrDxjRjnJUoYWkFam+7zdiKmdAhryyT3FCaEoHFFYqltktRGYZJSeTXAaxxUZKmhnF6aY4r4+IwxVWCxW5Idzfe5EazNPvZytovd0JINTQ0NEAjehqugxKCQeSBLdhUAs9RHO2HRK5ia1rgKaiMZrXSeOgDV3vKEvJCk15HNZXA1i18cc5PDL/1zAZxZehFHrMth7Vxxu8/u7qvx3ckFMYyTkoMMN9xOL3Qohc5VNoy03KJL61LBy7WWOKiJPIDXndC8siRHmWl2ZjkfHl1xNbY4EhQCooSYnbX90vD2ihBCEtRVGitiXyP0BUsdAOW+wFKSiZZgSMlSaHRpo6bMMbWOVooFBIhJZPM0HYNncCl5SomStH2BEoJxnlJUVoCJUFacl3hK0k7ULQDt97WavsYW+d2GWtJ8pJSG0JP8czaFG0MylFU2rAxqeeE7ptr0Q7duzpLs18h1Tg1NzQ07JdG9DRcg6Mkg8gjKw39lovFEihFMWMYxhkXxzmzaVGvUncM6xN7yzX163EYIeUXp5rTcYYFzq4P+eLZKdN9/uwgkHzNkS6zHReFwnMVvdAlLS2LSjAIfRxZ1ptMxjJMC1ZGOUlW0PNdjAdFZehHASdmW3zmyTU2JnXy/KWn5khwXUFcVayPcmQf0tIj8i1WSISFtKwYpxVZVWF1PdNUVJrtOOfCKKUfunhOPduy1PUpK835nZQor8NVPSWojEVIUbcFJcjIAQtznZCO79AOXFwh8TzJA3NtXE+xOckYF/W8VKUNZVmbQ852PR5a6LLcC/Ecxfo44+xWzGuWuy+rWZqrTQwbp+aGhoZb0Yiehuty6cSWF/V2kCMkoauwkY+UCl8pOqHLMKuYGyWsjjLGad3quZRndbcYJhW+V3Jmff+CRwBHZlq8/YE5js9EDNMKJQSL3YBO4Oy5U196Hc5uTnl6fYrWho7v0olq8WEpGCYlbc/lTafneG5txOo4Z5xpAqAXKkLHZVKWjIqKfuVS6HqNvNAlz29a0lITuYr5ts8wq+pkcmtRUjDX8ilDl624YHNar6u7jmKu7THf9dmcFsR5hREQOQobuWSFpdKaXturt6ykZRAFKCE4MRviKMkwrXBcCRmsjhLObiVYLEVpMTbCQeJIwfHZNoGrSPKKubZHL7rWAfleVVqu5wbdODU3NDTcjEb0NFyXS3MVLc8h9CXPbyaMspLQUXT7Hr6reHipwyTTDJOMrDBc2El4em1CoTXDOGc9vf3HvXR9fjtzQtpYirJi6xZzPJfz4IzgTadmONIPybWlF7rMtv292ZVRWueSuVLQ8hxybRAWQBJ6LlVlCD2n9hXSFcO0YKEdMBP5/NG5bTanJY60uEqQVAbPVQRK1l5ApaYbughreHojIa0qTsy0CHc9dFwlWJ3kLHYD0lwzySpCVzJMKs7txCx2Ak7MtznRC/FVgifqWRuDoNKGwDMM/JAocCm1pbQW15GcnAmZiXw2pjmzkccTq2M2phnr0xJHKFBgjGaaayZ5xbntlIVugJL1dtfVguZeVloO4gbd0NDQ0IiehpviuYqHFnt0fJcnVif4rsRTEkcJWoHDTGloBQpFPQfUj1y0saR5yaefWGfjNvOqrhY74jpfuxrHqdfn91td6rvwZ193jK8/NcdDC13W45xuUJsFTouS81sxa+OCQhvWphltT7A1LQg9RUVFpBymWUVRVMSFZrnnMRP5KEeyNsoQAhxlwMDKdkZa1LM9UQguFrcbMM1LsFBqjUGRFBVV5eHtbnqtT3K0qRPXx1lF6Dn4qk6Fn2QlrhQoR+G5kkE7YJKW5NrQa7nMhC5xYUhLjVKCuShgqeuTlZbNuM4eCzyF0ZaiNJSVpR06eK6k8HSdqVZUrE9zhkmJkoKZyMN3rnRevpeVljvhBt3Q0PDKp/m70HBLpBQs9kLSymAtRL5imtU+MEoJ5ls+QlistZycj9iclhhjkBI++cfrjA4w8BMCx/sOge/y5bX0pjNDK9spy/0AD6hucjuoXZHf9fA8jywN6EUeO1nJMK7zxEptePzCiPPbKZ6SzLddqtLlK1spbd9l0PIZZSVG1oJvfZRRaE079Oi3fHqRIi0KrLGcX8+52sdwksJWmhMGCUllmAs9jnQjlAPjtGS2pVFKshXnhJ5kpuWRF5pO4CKA3FpmWz6eK0nzep1bCkEndPAdQdt3KYwGBLY09COXrNK0fYkRtYAsKkNWWXaSkqSqcB1JN3BxHGj7LtoRxJlme5oTVpaVUcKRXsjyINirnFwKJd2K83tWabkTbtANDQ2vfBrR07AvHCWZbXmsT3KqXf+WzKt4fjvFWkNSGNq+YqbtESjFhVHGsbkubz5d8lvP7Nxy0PlYqxYsRQVtX/LwUo/XHu0x0/Y59vQGv/7k9g1/disHdjKW+4ozwxs/kg88tNziLffNsNSP6EV1my6vNF98fptJXjLNDJ4SpFXJ+VEtQqSUZKVFWJhve2xMSsZZwU6SM98N6Hh1yvk0qwhcF99T1wieS1TAV87FvP6Eoh+49Fouw7QizkrSUtPxHUpt6YaSrWnBxVECQmFtXe86PhMipaQ0Fk8JHAmrowwlFXNtiYesTQmByHFwlUQqxTStyAuNFoaj/Yip0fhKsp5XCGlJdu0JKm1xVS1gjg8Cjg9a+K6iqixFqYmLilFakhSajUnGfCfAU3KvnXW3Ki13wg26oaHhlU8jehr2zeWmcZnWIARzbReA8zspw7Tk4rMZcx2PQeSCtTy03GOSJHz+4s0X20sDb3tgDs9zkQgePdJjvhewOkqZ60d01DaTmyinrQLSQrMUwEZ2bejpYgRvPDXgGx9eYr7XYrblEfn127/rOYDE6Dr2QkjBfCdEidql2HcErlL0Wx6d0EXJjKSsODXX4li/hcESuophWhCnFXGW3fS5JsDFUUJrd0BZCIiCOuG8tJalfsjxXsjz21NGcUUU1m7NPeUihcRiSPKczWlBP/LoRx4rw5SVccZiL+Q1S13Gacl2mrO6lVLomKysPX1cKahOGgZhQOAoXCWQFkJfUVQVO9Mc33M4Noh4YLGDIyEpNU+sTeiNE4wRzLV92oHDTixZH2coKehH9XvjblZaDtsNuqGh4ZVPI3oa9s3lpnFJXnGhMhjXYZrXAZiltviuZJSU9EOXmbZPoSvyk/Mgt3n8fHJdTx8JTEo4s5Hw4FKPQUsRBQ79yGNzkrG+k91U8FwiAQYO/J9vXURgyXKDqySR79PzHbptF0cIvroyZH2U0PU9ZvsuLccj8CSe8klKg+8KeqFHpQ1FZah2/XkUMNcN6jkSC0cGIbNtn6TQ7CQF46RgJyvZntxc9ADEZcUkLtjwJbOtgMWOTy9wGUQuy/0Q31VIJTk136LQtSeP5+7GbSSambbPA/MtOrshoYOWx/mdFFcKepFHZQy/d3bKKC7oRB6eI+v5oNTw7HrC198XMNP22YpzjBV0PElcGISE471WvdGWFDy5OmEQeoSeZJwqur5HN3Tp+x5zHZ+VYcrWNK83++CuVloOw8Sw8fhpaHh1cU9Fz0c+8hE+8pGPcPbsWQAeffRRfviHf5j3vve9AEynU/7BP/gH/Kf/9J/Y2tri1KlTfM/3fA9/5+/8nXt41K9ujLFMspL1ac6FYco0r2j7Do4SyAoCV5FVmnFWETkSKQRL3Qh7VJBXmjOr+TXxEAZIKljZTuhEDpHbZn2SoY1hbZyT6P0PBV2Ywn//8hqvXexgpcRqQ2KmJHHJdlIyTuFySRICS23odzxOzPRYmgmZ5gKjYVrkrI1zENB2Hf7w+R1Ozbc41o84Oojohi6eU2dCOY7g8Rc0/+NLz/Pc6NbHOU1gJ8gIA8VOXDFNKxxXcdKLaAcOk7TEGMuJmRbr05xKG9K8wph6u2uuHdCNfNRuW2nQ8hEI1icZcVHVKegIot0BbYWg67sQQFZWPLEyYpwa1qcZcVrSixySrKCygjit+Nzzm8RpRegpWqHLsX5IL/A5OQvj1KXtO3RDF2Ps3mNGrnNPKi0HcYNuPH4aGl6d3FPRc+zYMX78x3+cBx54AIBf/MVf5H3vex+PPfYYjz76KN///d/Ppz71KX75l3+ZU6dO8Zu/+Zt893d/N0eOHOF973vfvTz0Vy2XNnZcKQgdyU5Srw4ba5iJPMa5BlMHWbqOIi/BcyAuciaZ5mY1kM0C/I0JnoRJWlJhOLM54ZnV21sB20hg47nJvm6bAs9NgWnBYysbACyHMNv1mZR16+uRoz2OD0KUEmxMck7MRJyYjVif5MhS4ypJVVr+8xee58mt/e2Q5cDapKQVlMz3fFqhBGPZmOSUlSGrDHmhmToVMy2XytQZWdZCy3do+84VQ7xSCCLfYVmGzHd8sqpipu2Rl5Zu6GCBoqpDWYdJztY0Y1podkYpO2lBXhgyA74DwoIRYI0gcCSt0EFhCeYcVscFgeew2AtwhCTyHY45EUu9AN9Rf2KqJY3HT0PDq5N7Knr+wl/4C1f8+8d+7Mf4yEc+wuc+9zkeffRRPvvZz/Lt3/7tfMM3fAMAf/Nv/k1+7ud+js9//vON6LkHXO2NMmhrVqc51liy0hK4gq6vCDoebd+hqAyuKzm7HrM2KgBxy7XyCxNLnI6ZbQmeH9lbbmPdCVZS2EhzIhe0nzOMA07O1pUdLFwcphzphcxELjtpSVZqvrKyw1fWb0+caQ1SwPGZNgvtgErDs5sTZqKQR4928ZRkY5IT55rZlkewe3Je7oUAVwzx5qVmc5rjKcFWLNC7szWjKieytRhxlCAtavfntVHGTpIyySxFeVl+WFEPfAMILKmjMUJwftez6NigxcZEcV+hsfbFdlbLdw/nxefOt5waj5+GhlcvL5tPttaaj33sY8RxzNve9jYA3vGOd/Brv/ZrXLhwAWstn/rUp3jqqad4z3vec8P7yfOc8Xh8xf8aDodL3iju7glhEPmcGIQIar+ZJK/wd034PKduZykM53YS8rJuUe2ncTCs4Mw9EjyXqIBxCdspPPbCNmfXh4yzuuWUlJqtpCDePfFrY3jq4ui2XahjA9NcM80qlBQICcNEo43BkZJ+5LHcD/EcyXZSIIVgvuMTuIqWV7eSsJAUFeOsBCzdyCPyHALPYa7joaRgGJfEaUmSV2SlIXQkk6Rgklmy8to1/3z3+VfUwsxaS1pUPLcZsz4pSIuKF3YSRnFRuzQfUjvLGMtOnHN+J+HcdsL5nYSduI4AOUyufh9fwlWS0tSCq6Gh4ZXJPR9kfvzxx3nb295GlmW0220+8YlP8MgjjwDwsz/7s/yNv/E3OHbsGI7jIKXk53/+53nHO95xw/v78Ic/zI/8yI/crcN/VXG1N4rcvfJ3pGA78Wh5CmMg8BQd30Fby1cvjtiOCyoDStTmegfJ6boXKMBamJSW3z87wnMDlnsBc8Zje5LTb9dDtHFeMo0PJtG0tUySgmFcMdNWOLL2QRomJZ5TC5/QVUzyksCRxLlmlFZ7MyjLvYDSGFZGGf3Iu6Jycd9cB89RDJOCnaQi8BSvO9rlmfUJua2T3wXXF6J69/lLBUJAWdUBpaGreGi+y2LPx1C31Q5rBuZutZwaj5+Ghlcv91z0PPzww3zxi19kOBzy8Y9/nG//9m/nM5/5DI888gg/+7M/y+c+9zl+7dd+jZMnT/Jbv/VbfPd3fzfLy8v8uT/35657fx/84Ad5//vfv/fv8XjM8ePH79bTeUVzI2+UyHc5NojoRh52N/jSassLm2OeWJmSlgaLBWFR/MkRPSFgRZ0GvxmXPLc1RjoCz5Mg2RMYkedw39EuPLZy249RlBXjvEJKS1oZfKUYRH5tAJlXtIN6HkdXllFW0vLdKwTBQoe91furKxeB73BkEPHG4wPSUrMyTAk9hyTXdbXH1r+Jm1WohAUsKAlzHZ9u4NFtuQzaAVmpr9sOOkh76m62nBqPn4aGVy/3XPR4nrc3yPyWt7yFP/iDP+BnfuZn+Bf/4l/woQ99iE984hN88zd/MwCvf/3r+eIXv8hP/uRP3lD0+L6P7zeDiHeKm3mjXH7F//TWiLM7GcdmAuKiYGWUUej9tbdeDkggDAXTzGKBqoKyNMxHHkZbNkY5c+1gd1ZGcmqmxbwDG7dZ8LEIjNEkRQXSZannU2pNVmq0tky8CmPrY2j57p4gsAhkJdiOC0JX3bRyEfkOke+Qlpq01Awij7lOwDgrifNdYXOd568ApUAIQStw6QYOs12PQVjP71xtRPhSNqLudqxE4/HT0PDq5J6Lnqux1pLnOWVZUpYlUl551aWUwpi7meHdcDn78UbJiopzOxkt3+X0nEPLc3ns3DYro4zIg/w287juBSF15pfnggt0fIfXHuuz0A3ZSUvODRPuX2zjKEllDI6j+KvvOMG//PQLt/U4R7oBJ2ZaHJ+NODGIiHyHs5sxz2/FeEpRWcvRXgBKYi0UWjNJa1dkrS2VNbR8RSdw2JzWL+yNKhe90CUpNO3QZaHrM8lyjCnIq9ocsgI8IPJqcepISTtQDCKPIHCpjKEfOPi7laWr20EvpT11t1pOl1ehXqrHT0NDw5887qno+dCHPsR73/tejh8/zmQy4WMf+xif/vSn+eQnP0m32+Vd73oXP/iDP0gYhpw8eZLPfOYz/Lt/9+/4qZ/6qXt52A3c3BulNBZjLB3fpdCambbHI0f6zHczngscHjs3ue2h38NGAH0PjnR9rBAYa+iEPtYWrI0rCmORuxUQ15Hcv9DmSD/EAC1fMYwLxlmJEJKs1CSF5l0PLtMPXf7pb5zZ93F0PVjsBrhSMsxKnlmf8OzmlKywLPV8HAVpViJEvfn21QtDtpKC47NtFnsBLU+xOc1Z7obMtFyGcUVWagJHXVO56IUexloubCtansuxmTbYhEmhqSqNwNIJfWbbHkhwjGFcWjzPoRs6zEYem9OC9XFKP/KvEFUvtT11p1tOxli24oyduMQCviP3qlCN2GloePVwYNHz27/92/zcz/0cZ86c4Vd+5Vc4evQov/RLv8Tp06dvOmh8OWtra3zbt30bKysr9Ho9Xv/61/PJT36Sb/qmbwLgYx/7GB/84Af51m/9Vra3tzl58iQ/9mM/xt/+23/7oIfdcBdwZe3vUqeESwJXEfqSWevjO4JJkvDU1r2d7Om78KbjPb7uvnk6YZ0OXxqDEvCF57d5/MKEoirJCks3cjk936KsLKujlI6vCJRgZZixNs5ZG6Z88blNUqM53ov4trcs839/fmVf22e/++yUEwszHJ+RPHNxwuOrY1wJM5GPsfDHL+xgrCbLcv74/ITNtB6ujjx4YCHivW88xnzH58JOShSoWkwKiDx5TVtJSoEUgoVOwNeeHrA6yjnej0hKgxSWaa5peYrFrs9mXG+nLQALnZD7F1oIBKvjnOc2Yl53zL1CVB1Ge+ryltMkKxECZiL3JbecjLE8vzXlua0ERwp8RxG6knR3o7Dx5WloePVwINHz8Y9/nG/7tm/jW7/1W3nsscfI8/rqbDKZ8M/+2T/j13/91/d1P//m3/ybm35/aWmJf/tv/+1BDrHhHhJ4DkcHIU+uTvAcCVahhMRz4M8cn2ehHbD66WcZ38NyT6ZBOQ7tyMF3Fa2gnlPJyoo//7qjvO5YQq4NF3YS4kLTDz20AW0sq+OUbuiRVyX/9Ytn+fRXp7zYsdsmAALq1e/yFseRAv+/L73A+Z0ZQlci0BSl5exWzoVtwSgr2RzlrF+V35Hn8KULCdjzCCOY74Y8vNShE7iU2rCdlLvxFC+e0C9VY/ptnze6MzztTVjx6i07R0gEBqEEgePgOIo41/RbHkf7Ab3Qp9AGR0lCT9Wr6pG/d7+VNoB9Se0pKXfjP0yd4m4txIXGSYuX5JS8Nc04uxXvrvrXbbpprmnT+PI0NLzaOJDo+dEf/VE++tGP8tf/+l/nYx/72N7X3/72t/NP/sk/ObSDa/iTy/FBC4CVYUYiBSdnInxHcmy2he+4/JmHt/mvTwzv2fGlBn7/zBYCmO34REIwyktyCyf6LU4vRCx2Atq+w05SURpDWRg8p5476QUev//MBr/51ek1933JdXo2rH1+buX6sj6F6sI2WV5vil17j1ciqD+42sDT6wmfemKVdzywyH1zLYTPbiRIPeR86YReaUNaavJqN8cr8nhoqUvkKVZGOY6C1ywO0Bi2JiWD0OGZjZh+6NL2PAptSIuS0JO4u87LVw8ux1lFoUvm2j6+qw7UnhqlBdtx3Sa71OJ6KWvrlTZspyVKSlqei5JiT5RllcGv9B1NhG+yvRoaXl4c6LP+1a9+lXe+853XfL3b7TIcDl/qMTW8AnAcyen5Dsu9kNLUq+q5NmzHBRrLQqeFw/CeGhCOKvjNr27R5kqh0VZwesbhHY8scXTQZaHjk2uNEpK0rOgGLtO44HeeWr/p/QcWWg5Mb/EkDbByK6VzGZZ67d8AsoTNuGI7LXh2c8J8XqKkoqwMudaErsJ3JZOsIq8MG+OMpCiZiXzavsNDi136UUacV4S+Q+AoTgxaeEoS+g7r45xxXlBpS6UtE1sxG9WGiFmh2YyLvcFlJQWbk4xxVtKy9oqNqP2c/O/E2rq2Fmw9w1OZF6tQjpSM05xAKbKiOnRR0mR7NTS8PDmQ6FleXuaZZ57h1KlTV3z9d37nd7jvvvsO47gaXiEEnkOw+98R1NsyxvKblb6ngudyrtYbUw1f2qjoPj+kF0Q8tNBhsR9QVXBhFLM1KjibTRmmN6/hOCEsqYBnNm+eun6rFtj1uLwz2HYEpTE8vxmzFZe8ZqmLUgIPyQtbMUoJFrohLd9hA8vjF8bMteqB5dBTRJ7DiZkrfZaUELz+aJ+nnQlbcUFalASOInBdlvoBG5OCsjL0W94VfkUL3ZBKm70sLinEvk/+d2JtXQmB79QtuWlWv+OkEFwYxrywmRC6gq+suix2Ax5Z7jLfCQ9FlDTZXg0NL08OJHr+1t/6W3zv934vv/ALv4AQgosXL/LZz36WH/iBH+CHf/iHD/sYG15BOEoyE7kYbXE52An/bmCBc9sZ47RkfZLtJqpLFBIrLJ6VOA5XZDgIrmxlHeu3WepGRK7lKyv5dUWeB7yUDf62B0uDiKqy7CRF7Sc0b5BC0I9cdpISoy2OEvVJX0gWOz55ZUgKTVxoTs9GDCKfSV5eIU46gcPpuRa5NoSeQytQ9EOPbugyzSo2JzmD1pVDxpdaUpf8i3bifF8n/xfngjjUtfVLW2FpoWkHtTHjc5sTvvzCNhcnOVlpsdbiu4KHF9p8y1tO8PBi/yUJnybbq6Hh5cuBRM8HPvABRqMR7373u8myjHe+8534vs8P/MAP8Hf/7t897GNseIUhJHiu5GhPcnZ0r5fXr+Ry4TJOKoqqJC8053cSXCWRAhY7AWbJcrwfsLX6YhXncsHTEvC/v/EU/bbD6bUef/rBgsfP7fDsxphpWhsCKgXTl6j6Fvo+WaGpQk2WGawVFJXh6CDCkYJK5yghKSrDJKsIPUUncJnmJYvdACFACslOmu/N0lwSJ5vTgn7ostQL8R2F6wicXd8s35UYbJ2vJsVe66oydk+gXH7yd5RAm1p8Bai9k//VlaB6Lkgz16krRYextn6FEWGesJMU7KQl09ziObVQ00bypdUp/h+vMPf2gPlOeM397Hc+524bLTY0NOyfA3/2fuzHfox/+A//IV/5ylcwxvDII4/QbrcP89gaXqFUxmI0dAIPRjdv/dxLXAWuclnohRydCdEa8qpe6w5cxRuP91kfrXIxvfLnfOCvvXOZo4MQ31WcnLE8cbGk1w74cwsdkkzzwk7C+c0JO+XBwy1DwJMOBYZxUjLKSo73BQgYpwWltqxPMqQQtINaQESeQ2UMgaMIXYUQgklWklf6upWJaV6hZJ2/5VxmFGot9AOXrWnOus33xKKnJPfNtXCUJK80hTZobYkLjTYWJQUtT6FULZQmWXlFJUgJwebUMElKdGAPxSn5kqFm6Cp20gIHRVpa2p6iE9Vbe1pb0grODTPOb2UMohdF1u3O5zTZXg0NL19e0gVHFEW85S1vOaxjaXiVEGcVCEW/G8Day0v0XC5Bjg58Hlxqs9ANaHmXVtolWFjqBXzdg4t02gFPXxhxZiMms3Cy7/PeNxzhrSfm0RJWhxl5pTEWer7DAwsdjIWZjg/CUFycsnnAak8BTNIUJS25a7BAog1rw5SLCObbHu3dFe3NOAcjsFi0NvSjWkSU2iBELWKumzquDaGj2ElLtDYEnrNXfemEDmVsMNqirUVri7oswVQJQZpX7CQlnbCO0KiMYW2cMbM7P3R1GyjyHRakuGIu6LBaQZdmlYS0lKZuaYldAaKtwVECYyxxWV5Rjbnd+Zwm26uh4eXLvkXPX/pLf2nfd/qrv/qrBzqYhlc+lTZkleFI32djmuBT+9m83DjRgf/ta4/z8FKX7m7WFNQnsElWgoDXLvc5NdvmLSfnmGQlxsJ8z+W+2Q7DtKIsNVJAP/Q4NhMhbIRUgtmWRy9wGaYFcWaYriUcRPpp4MzQMJMkPLTU4ehsm5nIZXNa0gkVVWU5NddCqXp9fWuaMckrQlciRck4q/CU5MQgJK3MNZWJvNTEeYWxirzSjJKC0HMYhB4zkcskr5jrBKSFZpSWKFH7GF3YTgkdhRX1Wv3e8Zrax0cbW3/vJm2gy+eCDgslBKGnmGn5eI4kLQ2+Ux9gURmkgl7g0A+9vWrMQedzmmyvhoaXJ/sWPb1eb++/rbV84hOfoNfr7VV6/vAP/5DhcHhb4qjh1Ye2FiUlp+dafHVtiOdAfo/XuGZc6LQcHCEJXYfXHe/yrW8/hee4extIlyi1QSIw1uK7ish36EXe3mp0oQ3d3bbHUys5Qgo6ngtCEOcla6OczXGOVAKr4dhMADbny+sHd6geFhDnBcvdgPZuMGgUOnQjl27k4TmSyHMQsLu2LRHUVR+wOI6k56prKhOb0xyw9COPds8lLSuSXNMOFd3QY5TVwm6YlPiuxJGSaV7y5NqIuCzpRz7DrMSVsDmpBZcrJS3fodCaYtcjJyuqPXPIS6/xnWgDOUoy2/I4NhPy4HyLL14Ysz5OcZXAdx18IXloscXRQbgnZA46n7OfjLqGhoa7z75Fz+XOyD/0Qz/EX/7Lf5mPfvSjKFX/MdBa893f/d10u93DP8qGVwyXVogj3yH0PLqRZHIPrZlPduDb3/Egr1keEHiSftvlxKB9xeYRXNmimGm5xLneq4xcyiHLSo0rJa6SdEOPQdtDSUHgSqTI2BhnRL5iK85YGaU8uTLGGIsQLj76wBUvA0yyijgriXyHXBvKuGKhHWCsIa9qYWGs5cggInAVxoCUUGnLNNMs9wIWOi9WJgTgKUE38vcqHG3fxZGSJDd0/LoRuB0XBF5tJDhKCs5uTdmeFoDAU5K8qDg7TEHAIPLpBw7CkawOMxQCK2Cclsy2fWYivxZBd7AN1As9HljoIAWEnuKp9ZjKWGZaHm882uWdr128ohrzUudzbpZR19DQcPc50OfxF37hF/id3/mdPcEDdfr5+9//ft7+9rfzEz/xE4d2gA2vLBwlafmK0liW+wFz7ZCtSYy29cn7bidyPT+Bn/sfT/O9f/4h/l9vvg/PffE9fbMWhSOLG85sSCHYiXO2pzkG8B1FnFUs9gLGacl2XHJxmOJIgec6JEWF74IpD77Cv5NotpOCh470KCrD6jilFyjAUhlIy7qV5TuqHkje1RMCS1JUWMEVlYlKG1Z2j/1yLlU4hBR0fIezpUYpwdoo5YWthO243vgqteXCMCMrNWlliFyF50q20xJjDJ7r7LY5Q1wp2ZzWBoizLf+OtoGkFMy2A3phHYI7SnLyyhL5ktlWeI3QeqnzOY0jc0PDy4sDiZ6qqnjiiSd4+OGHr/j6E088gTEvrxXkhpcfbd9ltu1ztB9xdBCxPs7JK01lLNZC9hJO/gdhLYd//ImniFPN//aG4yz2ojqc8zotCoDSGFqec0Vl5HJBNEoLtpOSbuQyTkqyqmIjzplr+TgSsqIidBSR75KkJZ4j6UUublHRdgWpNmQZxPo2RKCFjWnGl84PaQcueVnwlYuarbjgSC9koeuzlRSsjVKW+uHeJtbVFYtLlYn9VDgGkcd82+fCMOHsVoInJfNtH99TZKVB2JLAc+gGbr3JVRmUEGQalnq7QaXG0tv1QLIWZlsurqsw1iK5c1tOl+aFWr57y9veaj7nesLm0sbXVlzUz1sK+qHLIPKuENYNDQ13lwOJnu/4ju/gO7/zO3nmmWf4+q//egA+97nP8eM//uN8x3d8x6EeYMMrD1dJ5js+AsswKRglJRvTnKLSKCHohC5xVrI6zJncpdJPAfzYJ8/w+IUh3/n2B3jk2GDv5OQoibzB2vJyL8AK9k54lw++doN6JmiUlEhgnJTMtusZG4MgVJJU1hWu+qQvCQOPOU9ibL3SvTmMuZjc+vinFZxZHXN2c0p/dw27KkpmOgEn5uph61bo8sTqhGlRt75cR5IWmqXetRWLfVU4FBwZBFwcJsy0XLqBx3ZcUGlDN1BMco3JS5JSI6xASYhcRaYrprtr8sOkIK0MgRIYC3Fe1nNIu4//cohtuNF8jjGWnTi/7ir7TpLz7MaUrDS77+8MJQQPL3d4aLF7w+fVVIYaGu4sBxI9P/mTP8nS0hI//dM/zcrKClBHU3zgAx/g7//9v3+oB9jwymPPJbfUPHKkxzgteOzckO1Jvjt063JqJuLdD3k8sbrDZ5+L71pkxa89vkWuDf/vr7uf1x3tMWj5SCluuLa80LlybfnywVcpBe3AwVMSJWFzmtMOFJ3Q5eJu60coxSCUbBmLRNFyHWYixagwHO+EhK7ErE1YvcV6V9upxdM0MWxM8r1KmdhJeOyFhM8+s8n/+rollrptvnqu4A/LTeY7ISfnW/hOPYTcCz2MtXsn3f1UODylGLQ8ysruVsAUhRaErsuFnRQpJL1I4TkKJRXbSclWXJJkBt+VxEXtRz2KX5xoClwH31GsjFKSvKLf8g51df2gXD2fc6P3RKUNF4cpo7Tk4jDhiYtjJlkdWvvM+pjt+wrecnqG+e6LBohNVldDw93hQKJHSskHPvABPvCBDzAejwGaAeaG2+LSiTNwFJ6SLPUintucoqRgseNzbCZiOy7xfZdONOVzT2+w/VLyGm6D//aVHRa7K3iO4LXLPTqBu++15UttoUvtnElWoY2lqDQtV9EJPR6c7/DsZkJVVmAtualXprO8RAqJsZrCCLKoohN4HJltUW7EjAquEX8CmA1ASUFpLJW+sjVoqS0Bzo0Nv/C7FwmBS4WjhQDeeHrA2x9Y4MRsm8VOQK4taVHRDlyODUJ6oXfTCkdeGSpt6UUOBghdRaktq5OUtDTMdxyOz7ZwEEzyiqLSCGOQQjLKCiLXIS0057bTWnAZwTApODoImWYV08Kw1PWZbfkcG4R7IvRec7NV9s24YCspGSUlX7k4Ji40/cijMIb1ScGXLoxohw6D1osVtiarq6Hh7vCSFwsasdNwEC5vGRwZhLzxxID1ccbaJAdrmBQGt9DMd30cRzCc5jx+YczkLpV8/sPnLrDc9ZmNAjxH7ntt+VIV65n1CXGuiXwHsetf0/Id+qHLX3j9USJP8N+f3OC5zRhrDT1f4Uof6YBF4DuCvDBUVYUR8JqjPfKyZH2ckWQGCRgJ2kLoObutoeqKDTBJ/QG/pBU1V4arrmbwySd2eG5twqPH+mgjcD0XT0Lku5yeC/nGR5ZY7rVuWOHo7M7rXNhO6YQKKSQWTcdz+dqTfRY7AZWt56DmPMVC12d9kqONoZgUJIXmhc0p06JEScGFnYQXtqc4DsxGPgvdkJnIZSvOKbThgd33zb3mZqvslbbkhebiMCGvDP3IJfJc3MpgTf1avLCV8fpjJb3Ib7K6GhruIgcSPadPn95zMr0ezz777IEPqOHVxeUtg2MzLUJf8dTKFAFEjsNCO2C5p9mZ1l4wT66NWJkcPLphv2TA//PlNe6b63JsNrytteWW5+ApRelYjK2jFJb7IZ6SJIVhMPD55jccZ74b8sz6hHObMed2MtJKo6QlLeu2kQUqS13hCHxGmWZ50GGU5GxNMgqjmWYahMBRgrYvSBK7l8B+VR7qDTmzXZGbEa3Q4+HFLlHogoDHL0yQFv7iW04SePVv6Xon6Pl2AMA0rWgHDn3lEjqSuND1xpir9ipFeamZ5BprLLMteHp1QlwarLHkGrQuKbQmcl1S12AMFLp2Ty61YTsubikC7sZczM0GvSNP0QkVca4xBoyBvDKUlaYTuggpKHXt0g1NVldDw93kQJ+l7/u+77vi32VZ8thjj/HJT36SH/zBHzyM42p4FSKloBt6zHV3HXPzimFa4TmSo/2QSVpweq5L5KT1AHS+v5P6Qbk4Tjm/k2F3N4z2u7ZsBbQCp04gv2zIWRu7dxJDwFI/YqkX8eXWECt32JzkrI1yCgNKGPLKUJQVLbfF6bkOpakoK8ukCEmykklWcn6YkBYWX8GW1tir9r32s0tZAZtxyWwnpO07BK4i1xYhLH/wwoj7lrZ5aLFHL/Sue4KWUjDXDvCdkqVuQKE1ca6Ji4qVyzx4KlPHPxzvB5wf1vM66+McLCgp0dqQVJbIkVgE1oKjdv1+SoOgzgLLK31dMXM352JuNejtKfgDJUjykmlR0nJdokDiCQddwWzbJbxU1Wmyuhoa7hoHEj3f+73fe92v/6t/9a/4/Oc//5IOqOHVzSXzQiEEnchF20uhl4KFXsCRfsRKP2NlmDLKCvKsYDut2LoDEV6mshS6wor65FkZwzCuyEpN4Kgb+slcOolZ6pmlS1yzHi4FpbYM2h4LnYDzWwmFMUS+Q9tXkGu0qSsB7chBCgcsvCZ0mev4jLKCZzemPHFxzOqw9gSypKyMDSUvtrX2Q2UgdAUCQVZqtuISYWFallwcZkghuW++vetRdP0TdOAoCq330toXu9d68MxELtFuO+7sZoxyoCwtyhH0fJeitGhMvQEWOvhu7TW0Fee4UmKA1ihltmWuETN3ey7mZoPexlruW2izFedsxQVSWMrKMLIlJ2cjHjnS26ueNVldDQ13j0Otmr73ve/lgx/84BXuzQ0Nt4OjJJ3A4dmNKUVlkULUbR8FDy52OdILGWe1ud/qMCPXJeuTks1Jwu89P731A9wWdYjm5jhj7EimpUZrg3IkkSdvWEHY70msF9YbTkmuycuKlUmOQNByJK5StD1B25VMC0PHcxl0PKrKEBcVvcjj5Fyb+U7E151eIM5KtuKMc9sJf3xukz98boedtG6P7acaFroglcRYy05SDxxj2c3Z8ojzem6nd9S74XObiWqn6stbX4u9kFbgUFUWz4G40Ix2h7v7US0cN8Y5xtSp7aoj2BqXOJ7Ad+oU+I1JznZccHK2xVI3wFXqGjFzL+ZibrTKXul6gP1rjg+Y7Xh86cKYrUlOaQzz7YBveHCBo72IfNeioX6/NFldDQ13g0MVPb/yK7/CzMzMYd5lw6sRCyAQwmKxKASd0Ge54+M6im5Ue/mcGESsjTOwQ1aHkhkftg8zvVTAVpzx//2jc1gUxwYhi72ATuiyqS2OkjesIOznJNYLPYZJQV4ZlKPo+vVJPqkM2lYc6QUErmSav9jOCb06UwsraHkOy72AcVrhuxLPqednHl7q8afuj/nqxTGTvKQqCz777PCG229tB07PRFhdt4fiosLaWnA+OtththOSFBWbScEkK29ozBi4ilFWXTObEroOK0lCaQydwCXyFJOsZJobjvZD5to+q6OMrbheT4s8yQMLbZSU5GVFUmiODgJes9ShF70oNMdpRegqxG4q+0uZi3kpc0BXr7K/2AJ0eHCxz/HZNklmKI1GCkG/7bE6ya5pwTVZXQ0Nd54DiZ43velNVwwyW2tZXV1lY2ODf/2v//WhHVzDq49KGyZ5xUI3wJG1QZ81FmdYt4vmOh5CCKZpyeakIK00oePWA8OOwMntoc35KCH43ac2Ka2hHShOz3Z47ZEep+bbHOmHN60g7Cdw0liLEIJHjnRZ7nh1KGem8V1J21Us9kLObScs90JOzoUEnoMSohZGV0VH5JVmBcug7QOWozMRX3/fLKW2FNrw1gc2+KXfPctzO9UVcz7zIXzdfQMePTbDMC7YnpY8P8kpK00v9Di7EROodZZnQqaZ5vxOSidwbmjMeL3W1zQvGacVR3v1vFC1m7S+0AmY5pr5jks/9LgwTEhzw+n5Fgvd4MUQ06xksRfQ8l3krsDR2rA1rZ28pRRoY5ik9bJ+5zbCS+/EHNDVMzqB4xC062y2UVywHRe0fPe6Lbgmq6uh4c5yoM/X+973vitEj5SS+fl5vuEbvoHXvOY1h3ZwDa8+Lh+UVVLsvUEHkcfFYUpRWZSyrI5zRmmB7zjo3TUYicQRmuoQlrsCwHEkG3GONrCTlkwzyzitYwWkFQSuc8sKws1OYpeea8tzac+5vO5owuee3UFry05ZEecTkspyaj7CIhACxnnJJKlwlSArqheHpK3FWEjyirjQaGNRUtDy6iT4//Mt9/HmU7P87le3eGJ1zDQpOTob8cYTfR5c7NEKHIZJwX/74/NgDSiLFXB+J+PZzYRTcxF/9rVL9CIXa7muMePVbT0lBdvTnJVxRl5qdjyFFYJg1wJgth0gyKmMpcIy1w7w+pI3nRgw3/YRUjBMc86sVayOcwK3RADWwsY0Z5JVPLgoCJRimJasTzIujlJOzbaZaftoc+vw0jsxB3Sj9macV1ig5bvNanpDwz3iQKLnH//jf3zIh9HQUHOjTZbQVcy2PSZZnWe0NsopK4O18PxOzDjLyXbnUF4qAdCNJMbUVRVHgbSQVZpzOzmeO6aoLP2Wi5htXfGzt9Mmufy5ZqVmrh3ytSctT6yM2Y5LWoHHm4+0WOyEfPnCDus7KU+uT9icFvR9l9ef7POmEzPct9Cm47ukecVOUtIJ65NqZQxr44yZyMN3Fa8/NsdDC31Gacn5nZRe5BJ6dQDp1jTj4nbG2Z2Mlu9grMRSJ7EnecXzWwm+o/YCSCtj2JwUhK7aG8iFumV3aeB7J81J8lp0ZEX9umxNc/qRiyMFhdY4jkQCvSjC2rpqHBearjagYZxquqHLKKvYiUu245x+5JEWhkHksjbKMNay0A1Z7oV74qc0hrlWcNO5mDs5B3S99uZsy2OUlbhX3Wezmt7QcPc40GdMKcXKygoLCwtXfH1ra4uFhQW0vttZ2Q2vFG50lVxoQ383uuL4IMJ3JGvDnCdXh6yOcoy25GXtr3O7SCAEum3oRC6uUCSZJt5t1yBAG5jEFaVbsT6yzEY+47RklBXMu+GB2iSXnuvKKGMnLgh9h/sWuhgjaAUOs5GL7zqUpuK3n1rh954bklQaa8GXigujmJ00pzQLPLjYhasCOrWxlNpQ2ReVYOA5OEqSlhohBBLB1iTjzMaUczsxm5OCfiAJXJdpoWvfmV0X5mGWU2hNkmu2pgXDtCAuK472A2ZbtVfPKC2Ic02pNdNcMwgdlnoh47Rka1qAsEwzjatgFBcIKZhp+SgpyEvDbNvHlYLVUYaUos4wC10clTOKC1yndrtu+RJXSS4MY6wRSFEPwHdDh5nQRSrJYte/QpBdzZ30x7lRWG1a6mY1vaHhHnKgz7S117+czvMcz2u2DRpeGte7Sp5puUzSaq81IIQgzioqY0kLTVpV2P2Y0gALPgS+ZKkX4LoueWXoBS4zkUtWadYnBWmZYUqD1Za8gkTvZlvlMFzJSfI13ni6x1MrU7AghWAzLm67TdILPYrKsDnJEdogRb2aP7sbtzDNSzanBc+sT0mKishzCX1FWlSsT0s+d2abmSgEJC1XMduuxdjF4YSyNHQij2FasjnNWOiESCkuE1spm4VmJynJKoPvOrgKJrlBKUs3dKm0ZWgNRWWZpoadacGFYcraJGU0LVnZjHkicvnakwNmW/7eaxD6Dk5cMC0M47SkG9ZzNqO0ZJpXHO2FnJ5XrIwytK5bcTNRPZu1Ma3FoxBwrB8hpYPvOPQil3knIK80aVHVq+BI5O5fsc1pQT90ifouhTaIW8zk3A1/nKvbm81qekPDveW2RM/P/uzPAiCE4Od//udpt9t739Na81u/9VvNTE/DS+Z6V8naWkZpRbB7YuiGLkcHEcf7Lf7YH7Id7//+13MgN0iVc3xG4YvdDSArcKSsLXS1RlhLaWF6VeGyAs6NKn7jsfP8H3/qNOd3VL2V0/Juu00ipWC27XNkUGJtnba+MSkwWIyxYOHiVsow00S+S9t3aiM/R6B17WF0YTsBAYPIpdKG5zYmrE/rNsps5HN8NqAbKJQQzHfrqpSxlrSsOLMRY4zFIjg6CDk92+KL58cIUTHYbW0lhaHtSXbijD86v8XqTsZT62OGcUKWVyhH8YXne3zTI0c5vdBBCgHUFZRit4XkOZJ24OAowSD0OD4T1oJAKayFyFdMs4rtaQ4COr5Drg3PrE9oBS6BoxgmJZ6j6YUuhag9hYwwKBRyd9jHijrmYT+i5V744xz2anqTyt7QcHvcluj56Z/+aaCu9Hz0ox9FqRevjjzP49SpU3z0ox893CNseNVyxVXyVZtBUghmOz4n51u8+XgXoyueyrP9WRDv8sKOZppPUBZcR+E4Dp4CKyzWQsdTrI5eVDwScAX1bYCnNhOe25iy2PHJSls7MF/GftskjpLMtupMqspYXCnYiDMcIetqi63jGFxZN7DyyqAkSAd0Vc/AdAKHNC/58sqEjUnOfDcg9BTnhwmjrNxd/zYgQFJXpbqBx3LP1CnySYEA3nCiz8VhynZaku1UeI5goeNxaiZgmlc89vwGXzk/qYXjHpovXtzgC89s8Nfe+SCvWZ5BCkFWlqyNMorKMM3qNHfPEdw33ybwHCptaPuK7bggL2BrmlHqelV+oRswTgvObydU2tKZifAcwYVhjOe0CX2n3mIrK4yxaGOZaXlYIMk1xwbevkTA3fbHuSToQ1dR7v6ub9aCuxFNKntDw8G4rU/bc889B8C73/1ufvVXf5XBYHBHDqqh4Wqud1VeaQvWMtuNePMpuLBzkfQ2fHoMMErqyk0d31ALHB+Y7UhODVoIJ+PZrRILhAo8V+I7iqIqSQvDOCuIM422lrzSuw7CNaWuoxMqbW55Jd7xXYZJwcWdjFRrqtISBLWj83I/ZK7jszHOQGoKbcHUK9Bt32Wu4zIb+Ty1luM6gl7ooUTdcuv4DkrWA8Fp23Bxp5566rdqZ+XQq1uFXidgklccG7T5utMzvLCdoK2k7ynmBiGRK9me5qyNSzZu8BqfGcMnv3iRXhiQlZoz6xO2k5Ku75BXmvluwCD0yArNxjglLjSFNuSlZnWUsTLKCD1JP/QotUFrWO6FTPOKOK8rZvfPd2A3yyr0FG8+0Ufresg8rwyuECz19i9a9mMtcJgcllhpUtkbGg7GgWZ6PvWpTx32cTQ03JKrr8oFMN8JCFzF055Lx19lM7+NUg9QXudrOXBxYrDVhBNzIReH9a3agUDuzX5IpASs5MIopRu6bE1zhAXlSHRl2ElLPCVYgVue3CZ5SaEty/0AIQXWWLLKMNvy+DMPzLMxTPnvT64zySryqgIjCHzJ/QsRX3O0j+fVa+tt3yVyLZUGT0rCtk9SVqS6Dmz1XcXFUUrLVzieQyeoj9tRktBRDCKXN5yY4YGFLqWBbuCwkxXkuaGsMuKsuOmC3DObMZ95eo3FVkic14GjgSfZjjVpFTMMS87vxHRDj8VewEwUUFnLMClp+ZLFboTnSLamOaW2tAMHay2XdEjgOghhWewExEVF4CiELwhLSWEsix2f+U54W+8BuLm1wGFyGGKlSWVvaDg4+/6cv//97+ef/tN/SqvV4v3vf/9Nb/tTP/VTL/nAGhqu5uqr8kqbXcPC2shuthvx3PjwoihWUmhNSxwLsYGksAROiUFQGst84NIOHBAQOYonLozYSQv6kU8vdBlELifn24Suc9OT2/VOYgCq1GSlYbkX8C1fe5xey+OxF4ZsTHI8R/DwYpuHjvTotXyqytANXJJC1142ot5OMhrKyqKQtBxFklesjTKyQuM7kn5LMRN5bCcFeaVJSkHHd/GU4tx2wo6tbQF6kUOqDeYWxYhCwziu8ESJkrXVgDGwk6WsjQ3aTIgzw/KMx3w7wlOCUtfBoqEnUSJjqRfiOYrNacI0Kwg9h8h3caQkLkqKwuANBMYqLg5Tcm3xleBIP2QQvXyrHIclVppU9oaGg7Pvz8Zjjz1GWdZXvF/4wheuMCdsaLibXLoqv7R9o63l6KDF2+6b4/PnDzd/a2WnInLrDCttoTb9tXgSei2XsxsTLu5M+cTKmDPbKZWGyIPFbsDbH5xjtuvT9t2bntxudRKzApYHLf7y153izz1auzZXVuMIxTAtGMUlnivpBQ7PrJWMi5L5lkdaWOLc0A8djvUDttOSC8OE81tTksLiuQJHKh5aaPHQYpeZlouxtXmeq+r5m3M7KUpSp54bS9tzqWthN/jdONRVJAnbac7WesHaKGZ9YsgvKxEJoAdIBUEblrsR9812eGCxh7aGXugjhKCyhtau4KmMAQszbY+NcYHjCJb6IUpItDUU2jLJSwbOy1P4HJZYaVLZGxoOzr5Fz+UtrU9/+tN34lgaGm6Ly+d8AlfxjY8s8Z++8ALnprducUlAcf321uXEQCBhqaeQ0qAcB085hMph0HbZHKdcGKWsjCqsBSEhLuDMZkacr+Eqxf/x1pNErnvDk9t+T2KOkix0Ixa69fcrbTiiQ87vxJzbyei1fd50csALmzHDrE6mPz7jcXq+Tdt3GKUlW7tRF4FXJ7kXleWPL4zoRy73L3RRSu5VIZb6EUpKzm8nbE4zlvsB9y92uDDKmVznhZPAkU7tufPk2ohnV2NGN8gEscAQ6jGqEVwcJTx2LuFPHZ/w+lPzPLTQoRu5KOngCEFa7hr8tX18R3J2K+ZoP6TtX4qcUGSlZjsu6gwyR912i+dOb0IdllhpUtkbGg7Ogaqg3/md38nP/MzP0Ol0rvh6HMf8vb/39/iFX/iFQzm4hoZbcfmcj+cq/uY3PMAv/vZTPDO6/u0DYKHrUAlQWM6Nbm2kWVaglEMv8pjvBnQ9RWEtvpIU1jJO6ngB3wHXkVhryEvYmpb8ztNbPLDQ47VHeniOvO7J7aAnsUtfd5Xi5GyEpxRyCd5y3yzbkxJrLIOOw8WdjLwylLokLQ3Lg4iW76C1JWhJ1icpz27EDFoeRwYv2lBIIZjrBGhrCXwHaS2d0CHLC373mfE1RpBLIcy1Pc6sTzi3md5Q8NwIA3z2XELFFoEn+brODLGuY0cWe9GeGBmnJRKx5w4NdY5ZklesTTIKbQhdte8B4bu1CXWYYqVJZW9oOBjC3shp8CbcyJF5c3OTpaUlquqwIh9fOuPxmF6vx2g0otvt3uvDabhDVNrUoZujDAn8wdlNPvPEBqMiQwmBKxVz7YD75trkxnBxmOIpyRdf2OTxleymw7ldF+a6HvORz9JMxJFuQFHBKC+4OEx54vyQpKxFT+AqSlMHauoKlgYe73vDCV57tEs/cnlgoXPdgdVLJ95xWu35zHRD55Yn3rzSnNtOiDwHddnttLEkRcViN+DiMEUJwbMbUz7//DbzHR+BYHWUsD0t2EnqfLGvOdLjT903ywOLXRyndmHemGYM44LK1sPYjoBpoTm3NeX3nt3k7NYOVSVY7EfMtkKSvOTptQnnxgd3ZZ9vCd50bMDX3z9Xr7Ybw2uPdFnuttDWEucVZWWu8EUaJgUrwxTPkRwbRFjYExO3GhDeifO9auHVQuSwN6EO+nu+EY1PT8MrmTtx/r6tSs94PMZai7WWyWRCEAR739Na8+u//uvXCKGGhrtBbXQnmW3VA8Nfd3qe1x2b4ezmlAs7Ca5Tr0LXA9CW+XaIwBB4Elld4Isb1z9JC6DUME0rfClxJhmD0KMfOljhsiLS+oayHh6uTH0SwoJyIPJcsl1B5jkBrRt4shhriXyH0K2NEvd7Eru6ZXLpJFhV9QnVlQLfkQghmO+6CES9AVZont2MKUqNFBLXhdVpwm89Vfv23L/YZXOasTJMWe6FuEpycZhwcZozCD1cRzGIAhw1V4uEQtfO0nFBXLy0GJppbFkZjfjcc5YT/Q6twOGrKzFxZjg502K5F2CMZTMu6t+RgM3d6kk/8hBCoCQEqFsOCN/tTajDXpFvUtkbGm6P2/q89Pt9hKhDGB966KFrvi+E4Ed+5EcO7eAaGm6XK9pdjuTBxQ73zbdqt9+kwBqBUoKsrNieahZ7PtL3WIxSdhIorro/C6QG0sSQFxmF0cxEHqHbIvIkbU8xaLtkOyWFhkpaEPWJeDb0eN3RHvfPR/R2Q0DtVRfzN2ut7IdLLZPVUcYoLUiL2q9GG8Op2Raeo/ZaKv0w4DWLLX7/7DYbk5y8KFHKwVOCE4OIXstjY5jx9PqEXugyySuWeyHz3fripjK1qHl6fcyZjSmb4xxjLVlh2M4KZgKHqtKYlxi9lwKPr2qeWN2h5e/w4FzE//K6ZcaZAhkS+Q7C1gJinFZM84pSGwJXMs0qJrvzTC1PoVSd1XUjgXGvNqEasdLQcG+4rc/dpz71Kay1fOM3fiMf//jHmZmZ2fue53mcPHmSI0eOHPpBNjTslxtdSRelZjvJiXNNZSwWy7id8Vtf3WSUGKRStH1NUkBurx/WPqpgslUyGyQs9yI6ocMDCy0GoeQLYsTKuKjXrwXMtB3efKzPI8sDFrshhtoJ+ep5nsPwbemFXt3e2cpwdkM6A8clqwyjtLhCCL52uU9l4HfPbJCUmk6gWOqFHOnX+V1ppKkq6gqHo4g8B2MtjpTMtHw6nsNXJgVZqfE8RV4asqrCkZJcQ6kF4pAKIxV11tmTqwmes8kbTlXEueGB+YLZts+g5bHcCyiNIS1LJqmmE6q9Ta+VUYonRR1RgbjurM6l30ecV0R+/bPQbEI1NLxSuS3R8653vQuonZmPHz+OlE0PueHlydVX0p5br1H/8flt1ndS7l/ukhealWlKK3DohQ7TQrM+ychuEtVugOe3Y977hqM8uNzbdUe2fMubBWe3pjxxYUpaVfQjn/vm2xzphSAFVWXot5wrKg2H1Vox1iKEeHGYWYIjJVmp9+7nciF4bKZuV33+hW1mQ4+ZboCxlp1pwTQr8R3FuWFMnGlC36Htu3QCh8CT7CQ5O3FBpUFYKEoLEjqOQltD6Eo6vmTnNk0ir8clyVdqeG5rxFwvYLkbsTnNsQKyyjBo1XEWO9OSUls6obv383FeMUVwZFBHPVwtKI2xTLKSOKvYmOaErmKm5RF4iqIy92QT6kYzOs3sTkPD4XCgCuvJkycBSJKEF154gaK4sinw+te//qUfWUPDIZEkJf/2c0/w858+x85lb1UJzEW10HCU3DPSuxVpCWujjHc8tIDr1BELp+ZavOX0PGsPplwcpbuhnlCaer7m9GzEbCu44n4Oq7Xy4v1cOcx89f1cEoK+o/iaYz2e3ZwwzirctCQp6s2nju8w3/EoK6gMpHm9lLA+yTDaMI4r5roeO9OSyhjiQhMahREQKknXc2iHksrEXJze9o7EFVz6VQlgnMKZlQ3KQjPXdZiPIhwXtiYlhbGM84peoDg91+LUQoeW6xJ6Dq4SOI5ESXGNoJxkJeuTnG7o4jqSYVJwfpiw2A44Phvd1U2oG7U5O77LJC+bjK2GhkPiQKJnY2OD7/iO7+A3fuM3rvt9rV9iU7+h4ZAoCs3/9dtf5V986tw13zPAegKgkWi6bkm5j8VDbWGUV2gr8ESdj2WNRcs6FiPyHcZpRVZphIBB6DLbDq45SR2Wb8tB7ufUbJt3PjTP557Z2m37Vcy3PE7ORcy2Q/otj8jfzc9am7CdFEzyioW2x1zLBWMpjMV3FWmmKUzFbCvgvrkO69MYbSWBGvPsDawD9oO97P9jDV/eMHx5YxMfaDkwaEG3FfE1x/t4SnBxlLETl1gsbzg2W7s8u84Vz/+SEMwrfUWVLfIdeqFLUlR1Zlng3lJUHGb15UZtzmFSUGjbZGw1NBwSBxI93/d938fOzg6f+9znePe7380nPvEJ1tbW+NEf/VH++T//54d9jA0NB+azZzb4xGPP3/J2BhiV4O9DZ7hOPfNijd6NppCsjrMrrsSXewFWcNMT4mH5tuz3fq44STuSN5+c42i/xbmdlAvDhPlOQH93gNmRkrU45cIwpe0rjg8iVscZxgommaYduHVgaGnJrKbjO7QDB4OhqgSn5yLum2sx/eMV1q+eDn+J5EBewfYIjpic3maC5wmmmWFic55YUQip8JTk0aM9EFBUBimh0hZ3ty1/dZXNUZKW796yynbYvj43anNqXVsrLPXDJmOroeGQOJDo+R//43/wn//zf+atb30rUkpOnjzJN33TN9Htdvnwhz/MN3/zNx/2cTY03DbTtOCPzu+wMd7f7S113EQA1xjvXU4nkBwbBASeC1jGSYnr1E7GQgjWJzkLnf1diR+WydzN7udmJ+nlQcSg5dGPXJSqh6CzypAUFRdG6e4Ac4gABpHBcxVpoekGLgMLwzBnkDr02wFH+gHWAlbguS2G05yHjvUpLgwZ3ji54iVxcaKZJEMGLYlULoU26NLymsUOQknWhilxppFCYKzFcwT3zbdrx+YDVtkOO+H8Rm1OIQW5tqirJsObjK2GhoNzoM9MHMd7fjwzMzNsbGzw0EMP8brXvY4vfOELh3qADQ0HJdeWqrB1GWefSGC2DXEGw+u0uk504H1vOsYjSwMQhuc2YjYnBVIKhBQc6fosdsJ9X4kflm/Lze7ncvO9652kA89hvuOzPsmppKXlKZ7bTBknFYEj0cZgDMy2ffJSU0nBUt9nuRvV6+DGMBN5OK5kZTvFUZI4rxgmBYPI49HlPqvjlEleke56+BgLngKtYfwSvUwnGkgM/ahCG1iPS6ZpzmIvIi41kW8RuzYCIMBeWR2rjNnL76q0vWmV7U74+tyoPWlNHaSqraEOTalpNssaGg7OgUTPww8/zFe/+lVOnTrFG9/4Rn7u536OU6dO8dGPfpTl5eXDPsaGhgPhK0Gv7dLyIdlnpcEFhBUcmw9ZLjXbaUlWGSIX3nBihm94eInXHxtQGcvvPb3F89spUaDwlUJIWB0mPLxQcWK+fVtX4tfzbTnIzMjV97Pfk/TllSKlBHMtn8CZsp3UW1G9yCVwXIy1yEojEbR8xWLXZ5SVtH0XbSyOo+h4hpVRQlYZEILKWuY7Pkf7ERdGKUlREjkK31PEacZ4XE/vCK5vFbAfkgq8QhN4Lo4SfPH8iH4r5Ph8m2ODCKVqu4DKWKa5phcZOr7LMCnqmA5j8KXkyCCg47s3fJw74etzo/ZkaSxH+iGFtmSlbjK2GhoOgQPP9KysrADwj/7RP+I973kPv/zLv4znefziL/7ioR5gQ8NBaYceDy93ODII2Fi9WcPqsp8JIIw8HCEY9AKODFqklWYmcvnTDy7w+uMDJIKNOGUjLvA8QVEZQNDzHVwleXJ9Sjty6AcOVgharqJ9G+2qw5wZ2e9J+upK0SB0GaYFT69PkAKkkKyMMwSW++YiXnesx1y73kZLS02pDQhbiyIl91bm07yk0IaWq+i1HOLCpRM6DIK6NbiqLS4ZJQcXPJeQUjDT8rDAxXHG89tTjs22cJy6tTVONaXROFKid7O6Cm1Z7gcIWafI3yqp/U4lnN+oPXlpe6vJ2GpoOBwOJHq+9Vu/de+/3/SmN3H27FmefPJJTpw4wdzc3KEdXEPDS+XNx2f5xtcscWb1LNNb3PZUBDP9kH47xCIQ1FfX7cABIWn59cdlnFdYLVBK4lnIJSgpyPI61mI4zfjcU5v8vruDtdAPFK871udrjgzwrhIf1+MwZ0Zu9yTtKAm6XkV/YL5DL3R5bjNhnJYYa1ho+3zN8T4LnXBPgHUCh2c3phRVnYu1OckYJTm6qtBYXCHQ1rIxKRFY+oGLkHVQ6lzXJ68qzg2r6ybey93/Xa8DFlCvtRug50EvdBFSILVG7BoUbk4zinMVz28krE0LtNUsd0NspfED54oKGHDLpPY7lXB+s/bkwDm82Iq7TeMv1PByY9+i5/3vf/++7/SnfuqnDnQwDQ2HTRS6/H/+9H2cHyf89lMbDKf2iiHleeDIsouwiqXZDgLwHUnbdxhnJTtxRTd06YYeLc9lbZyTFBWho+gGDmmp6buKtKhI8oppXodfjnPN/Qtt2p7LKC35n2c2kULwxpOzNz3ew54ZOchJeq865DucCjss9UKyymB3TRBnWlet31sAgRCWlq/Q2uf8TkxWGaSQ9FqSsjQMsxKJJdoNZXWUpB95BJ6DlBMubhcku3fpAi0fag0mMNqiBeQlaKDtAgaqXXcMZ3cza5wU5GXFoOUTF4bHXthibSfFSEnHdxFAXhocBQ8sdnl4qbf3NPab1H4nE85vFE/xJy224m4l1zc03C77/hw99thj+7qdaIbrGl5m9AKPv/SWEwwin8cvjhnHOUjJYsvl/sU2nuPy5OqEIz2f0HWIswpjIck1Ulj6Ye1fEwW7sQuF5kg/JHAEj50f1oaAFtLSMEpK4sJwbBAw0/JxlcR1JDvTnCdWxpyaa9G/yqTwcu7EzMjtnqSvrg4FnkPg1VUQbP39S1fw1tjav6cb4Mi6opN3NTtJjqMc5tsl53YyxmldxyktxGVF15N4jgQDhTTMdxyMLYhjKAX4rgIBejc368gg4LWLLb66NmZ1UmI0uJ5gzhXkpSHOIM9LXBc6kWIQeZSV4fx2wjDWLM9EhL4ichxybVgbZ7RDn6OD8rLXp2RtnOE5kpbnYOG6FbbDDg19JXLYG24NDYfFvv9+fupTn7qTx9HQcMewAubbEX/t7fdzbivh/DDGFfXcyTgv6YYey/2AorJ4SrEmMtbGGRY4Oog4OlO7KfcCl7Dn0PLqjKalXsTDheYL54eM04rZloPfdcm1xpGCvNQoKUjykq1pyco44dhMxGuW7HXNCuHOzIzc7kn6ZtWhuZbHJHvRIVhbyzQrWeyGe9WIotQYDMYYuqHHnLYUxlAUFcYaItdlM04xk5zNYcyFyZUWAQEQSo3jOThRgO9YTs1GeK7HTKcNMkNYUKZgdVuzfvl2XlHPGAVOiqMEO0mJsdDxBFUdgAYatuKSE6VmmlX4uxEaK8MUbSyzbb8WXbvcqML2J636cre428n1DQ23Q/OZbXjFc0lIWAv3LbSZ6/hM84pRWtKNXB5e7CAFfHllxOa4AAG9wKHlO9w/1+a+xTaukqSVwfcsc+2AdqhIcsPR2RZJVaErQa/tsT3NmRYaR0mSQjNMcp5Zn7I+znEkeHKdF7Zivu6+We6f714jfO7UzMil+97vB77lOfRCTZzrPcG10PEx1l5xBZ8VFeO0xJWS+W7AOC3ZiQt24orzOymDlkOoBOMk4/mNae0eYCErINPXptpDLYAmOfzvj8yxPBORl5YLOwmjrMJ1BIESrG0lXLjBRl5s4cnNgnFaUJl6Lf45VzLXC+iErfo2WYUnBYs9j61xwfo0Z3OSM9fxsWZ3IFuIxhPnANyr5PqGhv3QvPcaXvFcLSTqK02BIwRzHY/5boAUgje5ivPbdQBp23NwHUGl66gFgWCal3hKcmwQMmj5VJEhLWvju3C3HTPt+CR5xZnNCaOsYHuaszYuEdJwatDG81zObadIsUM/8pjvhNcc752cGbkVV89iAHR8h0FUz2Kc30muuIJvBS6zbZ/NabGbxWUASydwWOr6nN9JGcYpz6xNmWQvbmhdb2j5csYGnlqfcP9Sn9CDaaE5NuuQFoZnreYLF2/+8xa4EL/478lqyso4Z2eY0m/7zLQDFvohnlI4TsWxfkDkSRCC7aRESEE/8hpPnANwpzbcGhoOg0b0NLwquFxITPOSLK8nYONCc34n2RuyDBcVnidxhSD06mHmaVYxLUocIVjqvSg+HCUJqQefLXUGl9uSvPn4AK0Nf3RxyNa0oO1JTs72OD7bwgLTHLaTnLVRziC6snpzaVamE7j3ZGbkerMYw7TEcySR71z3Cn4m8slLwyitUFLgSsmRfsSRQcj2dIUnJhlpye7qO6T7NIu8MIyxGLJcM8kqfCXZmWQ8t3WrPbxrEUBVGc6PMpCCd79miaVOwE5c0vLd2k1bSramOQjLKC1xlLjCrLDZRNofd7Ja2dDwUmlET8OrgsvnWjanGZU2tHx37w/y5UOWC+3anVhpQydwcaXAdyWLHf+aysz1/sB3Wh5vPjXDXNvnyxfHSAlzvRAlBMZYQGCtYHta8PxmTDuUDMKAuKju6bbLrWYxQreObkjLCk8ppGTP86YferQ8Reg7SGB1XM/WdCMXi8R1qFfXsZTZrSs9AJ7jUFSW0sJS10dJSVpqpuntBRoHAnwX2k5dAeoEisVOiFACS/07A+gGtSnhKCmZ5hWD0NvzytmJ82YT6Ta4l9XKhoab0YiehlcdWWn2ru7h2iHL6/3BPtr3bvgH+3q3PzII8RzFVpKzNi7IS13nWpWaOM2Ji4ILwwRHCTylONbzefBIl6O9FpHn3JVtl6srF7eaxbCAtZbntxLE7tdbniLwFHNtjzivRURW1T4/F3dSJoWuAxQMWAdcBA52X6JnaRDRDlzm3Hrl/amNCUpK4nT/z9EFsJAUUGowBvKVKZ/80jm+e+lhfMel1AaLwBhoBw6uFPSty/FBSOA5t4zx2C+vpkpRs+HW8HKlET0Nryr2NWSp5BV/sK2xCFm7+kquvbK//A98vmscUwdaSo4NWuzEFaO4IHYURaW5uJMQV5bjMy6LnZC0qPjCCyMmecn860Ii37mj2y5Xz+0UlUFrQ+hKCgOuuv4sxjQvSQqNEpaNcUGhDUoIHl5qMwg7OLLkmfUJca5puXVExfMbDp6rkAoMAk8KHEdf323wMpZagve8ZomTsy2kAM8RDJOClZ2E28kuLXf/JwBl6syvrIQvr0z4/Jkt/tc3HNszVrw6lDTwnEPZRHo1e9Y0G24NLzea92PDq4rbGbKUQlyxnn2zk5Ux9prbdnyH1x3r4SnJU2sTNuIMXRpKK+hFDnMtn1bgEHqKYVayPilYHaa0fQdHyTu27XJpbkdKeHp1xO8+tcn5YYbvKo4NfB450uUNJ2Zpee7eLMZM5DJJK3aSnK24RElBx3VwpGA7LtlJcnqhh6cUpWOxAmZaPm85PWCSVhSVZpqUFJWm0uBRV2GkhMTUhoNQx2oe7yre/egiX3N0QG4sFovvKOY6AdqYfcVVBNStrEsCSQLC1o/newIQfOapDR491gMkQtSPc3koaaXrQfW8qtucl3Oj3831qjkvB8+aV1OVqaHhZjSip+FVxe0MWd7Oyep6t92MCxY6Pm9/cJ6TcxErw4ys0Pw/T67hOYJUG9yibnu1PYetOGeav3givRPbLpdXLp5eHfHfvrTKyijHdSRVXvLUWsVOUhA6Dg8f6e/NYgSu4uxWwuowI/RdQk+hjSUrKmxVP1dHSQJPMWh5tW6wFm0s3/CaRTqRw5m1KdtpjjGWbuiw1I/oug7r0wJtDJXWOEqw0AuxWvDfn1jhoaUe3dBlW9u6tVVobjXRM+PBXNtlmJSMsxc9gKwET4BjLGmec2bT8FtPbPINjy4x1/HQBlwlMBYu7KTspAXawMY4Iy/13pYf1/nd3Kia0/Kce+pZ82quMjU0XI9G9DS86tjPkOXttDX2MwBsESwPIvKy/tk4rwh3XY4DV6F3W2eekrWPTalvuu1y0Cv3S+09i+GPXhiyOcmJfId24FBVto5ySDXnd3K+/gGHXlg/flZUTLMSJESuQgqBUoJMwCjOuaBql+ZRUtINXea7AZW2WGCm6/ONr13iXQ8ZntmYYql9gJb6PsYIzm8nVNpQ6pIvnRvxe2e2GKZ1btfR9gbveHCOh5dmyCqNJxUu1/f3ucSp+Tb3LbRZHSaMspLzmymFBulAXsBYAzmoacl/f/IsYHjw6ICZlo+SAq01w6zkPr+917JcGdaDRHOd4Loi+UYCuR+ae+pZ83KoMjU0vJxoRE/Dq479DFnejsHarW5bmhe/H7g+r1lq87tntigmmnB3biTOKh5YiFjoBRSXmQFePTz9Uq/cL7X3tqYl20kBsh5GVkKgHEHbE2zHGVtJRmXYe12EFLQCh7VJzigr98JXJ2lFXGqOOJJeWCecXxII/Za3K2YMy/2Q0FNIJTGAKwXHZiKqyiAEnN9OObMx5smNmGmhiTyFxrKWlPzml9dwXJe3nJ7l6x+Y5en1ERcm1997jwScnonwHMlMK8BaUColLrlGKWngj1YNT66e5WtPbfAX3nSCozMtLm5nDFoukeegpGB+N01+mlb4bkngqCt+NzcTvdO8Auw98axpnJEbGq6lET0Nr1puNmR5O7M/t7qtK6/8/huPzWCs5Y/OjRilBVJ6vPl4j3e8ZoHZKMAKbljBealX7pfaexuTHCRoYygqi8ASuorCWBCCQDm4lz1HYWuhIqzlhc0YJQUzLY/SGDqBw/xudMO8ulwgKDp+nXXl7frcFNqgtWV+JsKREserw113koIz6zFFVdHyPQKnzuaapjnDtOIrqxPeenqGo/0Wbzo5S/zVDYZXrYD5wAPLIcapI0bmOx5JVdHyHTazG09O58AfnI3xvVX+1H1zOFIy065bdFCL5Ll2gCML5tr+7sbai++cm4neUhvavsMora742t3wrGmcka+lmW1quKfv+Y985CN85CMf4ezZswA8+uij/PAP/zDvfe97927zxBNP8EM/9EN85jOfwRjDo48+yn/4D/+BEydO3KOjbng1cDuzP7e6beA5V37fU7z51BzHZ1oEjmK+5zHbCm/5R/iwrtx7ocepuYj7Z1qcXY/ZjnNmOz62soyTkpbn8NBSRDd6sco0yUu2pgXjvKLUmmFi2Igzur7L198/uye4DJZu4OFIyZF+iK8kk7zkwnbKdloQZxXaGtKiFiPa2Po1aLuklaWqoBUIAlcihCBwHBzHME5KLuykONLh9cf7+K7kqdUx29MSazWDts/RfotWWFfOhBDklaXt1fNHkahIbjIBXQKr2ykb8znL3ajOD9vN6jLWsjnJmOyaL04ceUV17Vaidyby8R111z1rGmfkF2lmmxoucU9Fz7Fjx/jxH/9xHnjgAQB+8Rd/kfe973089thjPProo5w5c4Z3vOMdfNd3fRc/8iM/Qq/X44knniAIbpxS3dBwWNyOwdr1bjvTqr2AKm2u+/37Fzq39Uf3sK7cpRTMd0Le8zVHMFi++MIO47wiE9ALXb7u9IC3npy7Ymbp/HbCJKswxtbJ6y4kpaUoq9rcT8AwKZhk9fNTCObbHq12PfzrOIKj/RB3N+R1e1qgrWWuFXBkEOJ68JtfWmFzCsLWW1RaW0prCKSkFUiGSYGQFb7j8sB8l4VuiNEVz29lDFoeUkiSoqTjOfR8xflRjudJlroB65OcJLv561JYg+8oZjsek0KTlhVKumxOMlZGKcv9kE7gXlNdu5Xo9VyF56q77lnTOCO/SDPb1HAJYa3dzwboXWNmZoaf+Imf4Lu+67v4q3/1r+K6Lr/0S7+075/P85w8f9HJYzwec/z4cUajEd1u904ccsMrnNspiV+aYZlmJXGhr7mqNNbe8r5u9HiVNpzfSeoKyGUp4FmpwcLRwa2rRZdjjGUnyXl6dcL5YQLA0UHAQws9Bi1/T4zFecnvPbfNyk5KaQyBq+o4icKwNs44NRvx4GKHaaFREoy2dCMX31HMtFziXF9zzHFWUlnLiUFE4DkYY/m/P3eGf/e7zzOtNG1PoZSkKC29QPK1p+Y4NhPSjXw8KUhKzfo4JS80G0nJfMcnzSvObaX4nuTkIOLCKCVwJZOs4IvP7fD85MYtLgE8uhjynkeO8NpjfRwlONqPMFg2xzmdyGG+Hey9Jle/5pcqCeO0ojR1JaUbOve8kvByPa67yWF/bhruHuPxmF6vd6jn75dNS1drzX/8j/+ROI5529vehjGG//pf/ysf+MAHeM973sNjjz3G6dOn+eAHP8i3fMu33PB+PvzhD/MjP/Ijd+/AG17x3I7BmqMkk6xkOylveFV5o/u6VQn+pV65Xy2mpBTMtgN6pz1eV/WBXVPF622LVYa4qOiGLzpZWwu90EFI2BjnKEfQ8V16XZdu4FJowzCuMNhrfG4CzyEpKsTuiVdKwV9840kqY/iNx9fZSSsklhOzAV9/esDp2R6TQiMEuI5iMXTJc82ZaUw/dJlv++jIIy1KdrKKSVHRC2q/IyUFbzzVY/LkFts3sIJ2gZmOx/H5FrNtl9B3WO752N0WUCdwrxAJV1fXXq4OxC/X47qbNLNNDZdzzys9jz/+OG9729vIsox2u82///f/nj//5/88q6urLC8vE0URP/qjP8q73/1uPvnJT/KhD32IT33qU7zrXe+67v01lZ6Ge8lLuaq8PO7gakGzNzNzgCv3lzrPUGnDHz6/xe89t003qGdkrIWs0LhOnTAfug6hrwic2qenG7pYC5OsBFGHse7n9TDG8uzGhGc2R6AVRwYBi92Q7aQgzSuGaUnbd5BScmZ9zNmthEGgmBaarLT1tpyt6Pk+J2cjKi3YTnOSvODxc0OeOD9hdJXRjwM8vODwrW97gAeXe0yzWtzNtnxavqpneZRsqgR/QmkqPX9yeUVWeh5++GG++MUvMhwO+fjHP863f/u385nPfIZ+vw/A+973Pr7/+78fgDe+8Y38z//5P/noRz96Q9Hj+z6+3/RoG+4NB72q3O+Q8kGu3A9j4+vETMTj54ac307wXYUrJaGnUFIghUMrcAjc+t9b03o3PHBrERR5ku2k3HsdbladklLwwGKXU3NttLUIWx//1iSn2t0si3ON49TOzN3QRWG4OEzZjgvS0hA5kmhecXq+RT/0eXZjymPPD3l4ucebTs5ybmvKyk5KYSyOgHbL40/fP08n9Lk4zDg5E+26P1u24xJPifoEuY/jb3j50cw2NVzOPRc9nuftDTK/5S1v4Q/+4A/4mZ/5Gf7lv/yXOI7DI488csXtX/va1/I7v/M79+JQGxpuyUE3Zm5XLO235XZYG1+eUpyaa4EQlMYAAiVACcnpuRaB57A1zVFS4SjB1jSnH3ks9wJ6oYej5G1tL116fjtxznZS0o1cxkmJVIKyrHPCZiOXNNc8vTZlkpndlPQC31HkpeC5jZg3nQzwXcVMy2GYCYLdzTl9whJnFZtxzumFiLedmmNjWlBaQ+g5uEpyqShgjGUmckgKwyQrEQJmIveOb181HB5N6nvDJe656Lkaay15nuN5Hm9961v56le/esX3n3rqKU6ePHmPjq6h4eYc9KryTq0XH8Y8Q6UNk7zi/oUuR/oR23FBZSzGWtJC0ws9/F2FMM0qKm2otGW25e210A4yV3K5YOsG9WB0ff+WNDcM2j6eo3j8wojQF3R8D09JSmtRwvLEyphO4NHyHR5Y6rE1SbkwzgldSS/0Obs1Zabt8shSj3bkMS40oXCY5hXtwMGRu/lnuqIduCBK8kpjLcSFxkmLV9VA8J9kmtmmhkvcU9HzoQ99iPe+970cP36cyWTCxz72MT796U/zyU9+EoAf/MEf5K/8lb/CO9/5zr2Znv/yX/4Ln/70p+/lYTc03JSDXFXeSCzFecVs69ZXozfa+DoMMfWicHKIfIde5NVf04YXthNKYwilQz/yaPv1gLIUgtm2f4UguN3E7csFm5Ri7/4LbZhmFY4SuFIxaLkESrKTFZwfJmxOc7AW13E42gt43dEBZaWxQtBxFRuTkryyVNby+iN9Tsy0QYAj69ytSts9j57LE+a34/KKeav9tAgbM7yXF03qe8M9/f2vra3xbd/2baysrNDr9Xj961/PJz/5Sb7pm74JgL/4F/8iH/3oR/nwhz/M93zP9/Dwww/z8Y9/nHe84x338rAbGm7KQa8qLxdL07wkyzUWGGUlaamvO3x8kI2vtKxIcs1Sb3/zDFcLp0snDmthJvT2KlmukrsVIJhrey/5JH89websPkbkKSwWaySeo3hiZciZjQnDRCMBayxC5fzec2sYIVjuR/hKIiKfpCg5ORfS8jvMt0Mcpz7OTuCyMkzxHInF7uWfzUT12v3NstXEJZPC3edsjGUrztiJSyzgX2VoeNhi6GY2B43oamh4kXu+vXWnuRPT3w0Nd5JKGzanGdtxQct3cXcDP5NSs9jxme+Ge7e9nY2vYVKyneRkuSH0Ff3QZXBZC+pm3Ohx5toeUog75gNzs+cH8Mz6lN8/s8GvPnae1WGOFeApkEJQaksrUPyZBxf4s48uoYRklBT4ruLhxQ6DyN2zFnCVJC81m9McX0miwNl7LoGruDBM97K4LlFWhvVJtrtNJvYEZ+gont+OeWEnxXckvqMIXYnrSBZ2q1+H5Qx8I9Hb8V0medk4EDf8ieYVub3V0NBwLVlpaPkunpKMs5JJVpIUmlFSgIDZVoCx9rY2viptiAvFIPQIPOe2trhu1rKTUtyxWYmbPW6lDZ4SzHT92ilagaPAcxx8R6LLiklZJ6TnuSEKas+eyFFYoL37+lx+3w8stGl5zhX5Z5U2120Rbic5w7SkF7mErkNeap5ZnxJnJRdGGYEnWWgHSAnTXNMGzg9TXCVp+c6+N+luVq250WbeMCkotG0ciBsarqIRPQ0NLzMun2UZZyVb0xzfVbR9l2lesjrKcaQk8p0rhpSzqqKqwGAoK0te6SuiJOJC0wncA21x3apldzvbZLcjjm72uNZAK3A51mvRbzvEeYFEooDKgLYgLeSVYVpURLvBqHo35sJVktBzrrnvS8d4+XO7ukWYFRVb05y5lk/br40XC20YpwWbcYHvSALHYSsumMUj8h3ivCItNUf6EVIILHbvd3G938GtWpfX28yzVmCN4YVRznI/rCteRpOWmu1pwTSteHhJ0G62lhpepTSip6HhZcalWZasqJhkJb6r6jXsStcVAl/tzZI4UpCWFRvjjOc2YjYnGVlpWO6HKGBhd2X8sFxpDzoIeqMT+NVVldt53Euv06Dt0fM8ntMJSoBUgqLUpKVBAZ3AYaHjM9PyyCtNVVoG4YsC49J9G2PZifPrioyrK07GWrqhy0y7rppUul5nD1yFoN5q+/+z9+cxlmZ3fT/+Os/+PHevvar3ns0zY48XjLHN4iU2myGOgPwSUIyNBUFJEBCiEOFEbBLhC7KIUUKQQhCEkATFkBCcBEwUsAng3R57PPvWe+1Vd332c87vj6eqprq7qru6u7q7uvu8pJHd1beee55zb9/zvp/tPUxLpIKVYcaRToTSiqyoaoN6SYFtCRqBQ813SAt52WtwtflK219TpfRWRHCYFjy/NKSf5Cg0z17oV/VOowzLsfjaw2N86+sO8eBUa6ueyWC4VzCix2C4jZRSkZXV4LtNC4jNyML5bkKcS+q+S1ZKskIxXvcI3VcsHBqBwyefWeBLp9c538voJyWW0Iw3PKSWvGauw5GJiE7k31bH7UsP8M1UkGcLaoF7XTUnpVR045SzqykT9SpdlOaKUVZgCYFnCRq+zVjkIaVmlJWUSnNiPGK8frlp8dVExvaIk1aahX6KVBrXfiU6h4BBXFlhjNKcOFdkpeLUyoC6azM3FjHRDKi5NqVSrA5zsqJq+9/+GuxlvtL2Qu+0kFsRwbRQ9OKCtUHG+fUBj5/psjySaAm2Bc/PD3hqfp0ffPuDvOnElKnxMdxTGNFjMNwGlNIsDxLOrMcMUoktoB16HO6EdGqv1Kz04pxhVlDzHcbrlb1DXr4iVNK8Gs53rpswLBSRZ4HWLPVz/s9TS/TikgeGTd5wpE0jcFjZmJZ8pflBN6Oz6NIDPN9oxy8ci07dR2v2XHNSlornFrt87MsXeH5hyLDIGSUlE6HDyIESTehajNU8xmsuJyZrCAsm6z4TDY/xWnDZQb/XIY7bI07bU14CkEqz3M8oNFhoRrlidZAjkWjpoEKXWQ2jtCR0qzlAmZCsjHJm28FFe72XyJzv2LRCl/lewnpc4NpWtYZhSuRZnFtL+cq5Pot9SQFYgNAQZ/CV830+9qXzHBtrMNuJruNVvXcwHXB3F0b0GAy3GKU0p1eHPHG+yzCtUlZ1v5ponEvF/Rt1LJPNEAQs9DIiv/K3ysuLu5fm+wlrcYFlWdQccB2LuJA4oooA9NKcpV7Ki+GIh6YbTDX8XecH3ahH125ceoBvpoIi30FrEAh8tzpM9lJfdHp1yH/+9GmeXRzRihyaoc8wlRRacHIq5ORkAyFsPEcQuA6vmq0z1Qw5Oh5R890dr3k96b/tKa9cKULXRmpFK3RJspJMKpqhSz0ICB2bQikEGsuykFJTyBJHWLRDe6suaJO9zldqhVXKbnmQoRUUSqK1YKYZ8PzCgPWkoARswLWrSI/WkJfw/MqIM2sjJpvBng/ze0kA3Kx/D4bbixE9BsMtZnWU8sLyiEJp2pGHRjPKCxpBNfNmbZRvHfzjtQDH2tnCoVCK9UHBMCsptcKyoTvMyZG4WISei0ZQ822k0nSTgmPjtV2LkW/Uo2s3Lj3ANwWGJQSOLbA2lrCX+qI0L/n8qTVOrSWM1T3G6z5Ka+Ks5EI34Vw35YGZJlMNn15SMlZz6UQeDb+a6LzXNW5ypfTfpUXWRaGQSvHS8ohRLmmHLmM1j8hzSHJFUZbEucazLSYbPrYtKEuFvTH5eTt7nextWYKxyKceJPSTEqkhLSUCvWEXUkV4LFEJHtuCQoFUUJRVym8v9Vz3ogC4Wf8eDLcXI3oMhltIKRXrowK0RpaafpmjtEApTV5mTNd98o1v0w67dy8ppVkbZCwNU1QhObM8ZJRJ0kIhC3A9uG88wBEtmqFbWUZsFMv6jn3ZP/z98ujaiUsP8M1UUFpKZtshzobq2Ut9UVJIFocpAqj5NkpWQwAvrMUs9XK0BR9/YpFXzTV4dK5J6NusxTntqJondCUC12JtdPX033a2Rz5sz2ayEVCUisVeQqE1kesgZVXrM1b3GWQlUilsW6A1FErTCKyqW0yqi55nr5O9R3mJUtW+1l2bmmsz340BgW9DDCgN6Op/tQLLhpZv0478PdVz3WsC4Gb+ezDcXozoMRhuIVJrNNXh040L6qGD71oUpWJ1mBG6NnN2dfBfmkq4tLNnNc5xbQthQS8u6GdQbj4gh5dWUx6cjRkWDfpp5XI+3fAZr19e07Jf3V27cWkqqO475LbEc6o6lL27XlfO60WpWBnmaKU5u1bVRbkuBK7AsUrOrox4YKrBbCsicCzSUtFL8q15Rb0ko5QQOhYSWB3lpIUkKyWF1ISejW/bu9qH7DoUMHBohh5znZCz65UlhmNXYsVzBIET0Ak98lJhI/BswSAr6aXlZdGTvUz23jycJ+o+zdBlmJZMNgOSomQiKznciUiymFRCVm5EfGyoBw6PHG5zZDy86uF9LwqAm/3vwXD7MK+bwXALsYWo6irQhL5NXqqt6cGbh3/dsxmk1TTdrKy+wo9tHIZaVBYLvaTAty20gqzUuI7AyjWOroSPBSQ5fPncgMlWjYdn23RqHmtxgWNbl307v1mGp5tceoALXUUortX1ulSasbpPp+ZwvpsxSAq6wwwscCyLw52IZhTQjTPmuwmRZ9OJPAZJzotLfQSCL51a58tn1xhJxaTncHy2yXQzoOa5uE5VXzTVaDDZ2L3WZbfIx0TN41AnpJQKNAyyyofMdy1qrssjhxoc6dTQAvpJvuXnFVzBz+tKYwIu9UWr+w4T9crdfiwa4Fk2obPO2fWEUVFgYdGqubzhaJv3vHqW8drlXWy7P8ftFwC3qqboZv97MNw+jOgxGG4hjm1R9x2EgJlmQC8u6KYFRak41AmY64RINAu9lEIpklwSpyVfTXIans1kK6yKlJWmHXpgafpZiWU5NPzqAKoKZRWFhPVhRjfOmGsHTNaDjQF6l387v153+Ou5/80PHc+19zzJebO1f22Yc99UjVKN89nn1/jSMKXQEFhwpBNwdCyil0oQmvl+ypNn17Eti+eX+jw13+OF+R7z8SUXf2KJQw24f6bNsU6NuU4NqWC85lcVwDusZbfIxzCTHOqEPDLXYqYd0ItLcilxLIuJurcVZSuluqKf116jJzv6otkWCMFrDrd5aLrBQ3MNzq/HGx1ecLhT5+tOjPHATGtP9TgHQQDc6pqiW/XvwXDrMaLHYLjFjEU+M42AUS6p+S6zaOqeQy1wEECcSwql6McFhdIsDVOevNBlmJTMtQJakYdG8NjhFk3fxRUCqRQlGs+2CTwbKaspvL7nILQgcCuncpe9dSNdS/TlRrjasMPNw249zlkapJxZiWmGLodbdVqv8bBtiycvrNOJXO6f6WxMni6QUmBbgtOrI55d7nNuJWapn7Ge7/w85wdwftCl5XR57bEmgzjnyHjEiYnGZY/dUzu5azPTipio7xyZ2M9hkVc6nFuhx1QrYGVjHpDv2heJr71wEATA7agpuh3/Hgw3HyN6DIZbjOfaHB2vMd9LcW0L37XQGtKi6vjpJgVJLik2DvyXloYs9yvH7heXhgSehdaaFxZ7fNOD08yNhby43KcswPMVWlfFs77j0AgdhP3KwZoUJVpVKbJLuV53+JvJ5mGXFZK00NiOYJSVjNV9xush3/DgBN0kp5cq1uKMvJD0khwpFZ3I4snzXV5YGTJIJf1dBM9Fz1fCX7zYZzjKOTFVo+45lwmEa4l87Cbq9jN6snkIr41yRlmJ71zsizbZDLcmOF/va3o7BcDtqik6iP8eDDeOET0Gw23gosLejWGDUw2fmufQTSvRkxaSfpJzZj1hdZCzMEhI0hKhwXFhsZchBJwYr/FMM2C0kjBMqy4w37VoBjadyGei5iOEYLGXsDLKaYcuC/3d0wPXazWx32wedo4tGKSaRuDg2SGL/Yw4k4zXXKZbEW971RRffHmNbiarQ9B3ONrxiDPJ892Y/kgykNf23M8vp7y0PODkVOOyGqj9iHzcjOiJpvIUq0rlL3++G3lNb6cAuN01RQfl34NhfzCvpcFwG7jSITIWupxaGdJLCtaHBcOsYKmfsDYoKar6WKwCbFHw5JlV6p7N/ZMRvaRguV+SFqCVYiKC4xMhx8dDuklOnEkm6h5jUfWt/6C3HEutq0JuIC+rVKAbVN1eq3FGKm0E8G2vPsS7HpnmxcWYJ8+u02r6TNV9/tcT55FKM7pGwQMwkPDSyog4LXaMJlxv5GN7Ie5+RU8uTv3sXhC9H9wOAXAQaooMdw9G9BgMt5GdDpHxesDJ8Rp/3V2lm+a4NvTSklSBLcDZ+IwXFpxaK1EvrxK5Nku9kmzjGlkJTy1naLXIG451qHsOEzWfWlBN/t2c/3tQW46V0vSTnOV+SqE0w7QgLxVjNZ/Id/Adm2bg4DoWUxsThSfqIbXAIc0lpZSgBUWhUde5hjiVXOhm+J7DVPPi6Mu1Rj6uVIh7I9GTe6Gd/CDUFBnuHozoMRgOGJYluG+qSVooVkc5Td9lI+CBY4O9McPFFopRAQvdjFHGluDZznOrkv/95fM0v87n/ukmWSm3DteDPHOkt9HO3QxdemmJ51jMdxOyUlHzbJqRi7AEYzVv69DzHZvJus8wL1kf5YSug71D99VesICmZzMqSlYGOcO0IPQu36W9Rj6uVoh7vft/pdTPIC1ICkm4sc47mYNcVHwvWXPcDRy0zzqDwUAlfB6aabIyytBomsEaeVGidTVgzrMEZVmluuJdBA+ABF6a7/HE+R6WEAS+g2MJGoGLZ1s3JT1wo4fA9uhFM3Tx3YK+a1FuRH8afkjo2ExccuhVtTcehdLMNgMeO9zk+aUeznr+ytDGPdJyYTnOeW6xT+BYnF9PaIUenvuKf9he7/FmRmN2Sv3kUrLUSxmlVV7Pd6w73jLiIBYV34vWHHcDRvQYDAcUz7V57FCbUiq+erZBobpkRVWkqtFoC5wNL6UrMcw1q8OEpGgQBS5Kw3w3IXAtjk/U9m29+3UIbI9eWEJQ32jlL0qFUprAcxC7XG97RGCmHfGq6SYX1kcsjvZ+HwFgu4LFQUanFvDi0pBMSqZaPjPN6Kr3eKkg2s9C3MumdG9L/SitSXPJ6dURi/2U6VaAUlVZ80Gv39orB6mo+F6z5rhbOCjvH4PBsAOdms8bj4+z1E0YpiUL/Qy0xLJtUJrSKRjmkF+pHVtA4DiEno0QUEpdtYDnkvWoIC3UvnxD3a9DYDN6kZVVB9uF9YSnznZ5eW205SN2bLxGIdVl196MCISuTZJHfPfXHmWy5vFHj5/jVP/KFc0dr7pWJiW2ZTFe95lpBwwyydmVmPNrCa5tbU1RvvQeW6G3JYiyDYHmuYKG625N277eQtztgjIrK2PTVuAy2Qi2hN7Z1Zj5fkKcyWoydeiyHheMW9Wcpv2o8TGpnIp7oZbqbsWIHoPhALN5iL/39UfoRC7/66sLLA8KbEtzpBMy2/b4kycWGK7k7HakJxlkRcnyMCdwbWqeQ1Y6WAIC10YIccPfUPfzENiMXrywNODU6pAvvLTCVy/0SUqN51icWR3y1vsneMPx8V2vLSyB41jMRTW++2uPc99Mg798fpnPv7DIuQEU2x7rAuM1wUynTpIVlNh0ApuJpk/kOViiRGrBYj+lHrhEvrPjPZZKbQ0BXOilPL/QZ76fMV73mGuHTNY9Tkw1CF3nmgtxe0nOhQ0rifVRTjcpKaXiaCfikbkWjcAlCmyO2BHdpKDmu1XtVykZZiWhZ19kZHutmFTOxdzuNnrD9WNeF4PhDqAeefyN1xxidqxGkilsVzNZC0hzxYVezmq8yFq8c6dST8H//soFBBqpxhmv+9T8ylDT27QtoDq4Q9dGWOKav8nv9yFQ8xxsYfHM+S5PzvcpFUzX/SpVMyr49EsrjNUCar6747W317oEvsObTk5xdKzBqw51eHm5T1FohllGUsAoK3Edi7rnMK80UBL4DnXXxRaCeuCS5JJSVvfobtuXUim0hjgvyUpBUSrme9UE7XPrCbLU9JOMQZrRbUR4ts3cWHRNhbh5ITmzGjPfS1joJyS5orkh9M6up7iOzfGJCKjWGheSUm3YUlhWZaRaKDz7+uu3TCrnYkwb/Z2LET0Gwx2CLaqoz1i9SleUSrE8THjtoc7W5Obz6znJDspnOYWPf3meeuCR5SVHxmqMj70SZbCFYGmYkpUSyxLX/E1+vw8BLSpz0dWhJPRc2o5D6NogQOqMQap4fmnIQzOtHa+9U5vzWMPn0dkGh9oBFgLbtji9OuDMcswgl1W3lwXrcUHkOky1PGqeQz+tIlgzbZ9w48AXwqKfFAzSqpuoVJrItSgVLPdTFnsZjmXRajhkZUkhYZiV9NKc19bb1PzLo1ObqaOikGghcC1B4DmsxzkL/ZRRVjLICnpxyYVuTM13iDybelDdq+tYaKARuKwOq/uWSiOVopCKibp3w4XlJpVTYdro71yM6DEY7hAu/aDVGoZZgWUJHp5ukZaauJAkl9SuCKour/kM/urFZR6YbiE0TNZ9VKixhGAtzugmBa3I3Uq/XMs3+f0+BOwNP7FMKzzHwraglxVIqUnzklLBfC+hVBJrF0G1U5vzA9NNlNLMd1OWhimR6/Hm+2uEjo1Es9RPeeZCj35WIjX00gINPDgR8cBUE8uqUoG9OKeXlthW1d7eCR2WBxmDrGSQVimgZlR1ylm4ODZINGujEqUvbiHfTB2tDjPOrScs9hIcx2Is8jjcCZEb+7k0SDm3mlBqcC3BMCsQWrDUS5luBhwfr7M6ynCEoOE7DLKSUV4yXQ+YbHiVUJbqml8Lk8rZmYPcRm/YnXvxvWow3LFs/6DNSokrLOqhy3qc0wl8LH25ANhuSrA2ylmLM5640KObFXzt8TEmGwGrw4yJmk/dr8YWXs83+f08BBzbYqbj0/QdlrsJwtYIIMlLcqWxNEw1PBCCXpLvKMyu1ObcqfkcyyLOdxMCx6YWuJRKcWKyznQz4PTqCK3AdW2OdAIemWttPUepFM/NV6MEHGETRjbtyAUBF86mJEXl8l6UCoTA96wNEacrkXTJS7SZOlrsJ7ywNEBp0EoQ5yVLg5SJho9rWSz0U9JS0/CrOqxRXtKJQGvBMJWUWlKUiuWkqlhqBg5Hx5q4lqCXlCz0MmxLMNnwGK/t3XDUpHJ25iC20RuujhE9BsMdxKUftGORy/NLA+bXE1qhQxQKGOz++6Fj04k8LEvz9PkevbTgG++fpBm6jNUvFg7X+k1+vw+BY50Gbz3Z4czKiGFeorXGtgShZXO4HfDooTb1wLmqMNupzdmxLVqRj9JVO3daSFzbwhKCuU7Eq+YaBE5V7H1pKqoZeow1vA0TVEWcS7JSETo2h9ohaVYilKaflLRDKKSm0ALPtTjcCan57ta1NlNHQmvOr8VooB156I3oSik1Z1ZHzLYjppshST4klQpXiCqdJhUCUFqzNixp13w6dZ+sqFJaWSk5P8xYHxXEuUQqhe9aPDrX4sREY0/C52alcu6WTrCD1EZvuDrmtTIY7kA2P2jH6wEKTXdUkJUFs42AU0sFO3WwO0A9sDm1NODUwojVskrNfOnFZb79dYf4hodm6ESvCJ/r/Sa/X4eAZQne/qpZ+mnJl870mO8leK7NkXbIG06MMdEIsIVFoXbvSrrawXql6NRugsAWgryQdOOCRujiWNZGfVXGZN3nUNvH8wWnlmIKqbG1pu66PDBV49FDrYvWsZk6khp6maQVuHiOhVIapRWR77LQGzFIC6aaPkoq+klBWipqvkvoCiZaHq4tiPxXam58x2aYFTw/PyAtSzQWkV/NO+rGOU+dH9AMXCab4Z5ei932qeoElBft7057vv1n1kZ0znSCGW4HRvQYDHcwliWYbkZ87QlB5DuM1X0ce55PPd8j3pbXsoGpGpxbjFnY1q+tgC/OJ3xx/gW+/cwqH/iGB5hr15BKH4iizFrg8o0PzfDaI+OcWhvi2jbTzXDLSVzqnYXZXlusrz86tfPhLCzB/VNNxusBp1ZGLA0yhCWYbgScnKhdlobTSiO1Ji9LbKrUGdgbqTCB1opG4HGoFVY1OqGL69o0NiZrl0ozFvnUAofQvfjjXGtYGeUEnkUrcPCc6r5akUc/yVkZVmnBvdzvpfskNIzykgu9ZGt/G4EDGgZZVdgNVR2QjSAp1dbjtNakpSLynHuqE+xuiWzd6RjRYzDcBbRCj07k4TlNQt9BITi1HJMUEiHAswVSwYVid0OGP39qnZMTi7zjkVkmasGBKMrcTK1kpeL4RJ1+XJCWJVJBK3AopWas4Vx2iFxri/W1RKek1oS+jesEJLkkKTYiH80AxxZoAdOtiPF6QFZuWkHYOxYv95KCYVrN3vEdwfowRyqNwCJwBcNMcnw84oGZBov9jLGax9ooZ5AWZCUcHQt5cLrBKJc71tzYaISuxMZ23I3o1LUWIW/u0/oo29pfzxFkheKZ+R4IwXQ9YJAXLPZyTq8MSXLJiamIV820sYDTayPGaz5BbedOsM09vlvEwZ0w4+heEmRG9BgMdwFaQC1w6NQ8LKE4PFZnvB4SZyWjrCQvFc+e613xGomGr57v8w0PTjPd9Al2MNi8HWwKr+6ooJSV1ULkWTQCl3bkXibMbnaLtS0Enm3hO9XhtXlYlEqDZivqtGkTcenapK48xDYnO083Q1zLohfndOOCtWFK5NoErs9cO+Ch6SbjtQDHsugnJc3QQylNM3SYrAd4rr0lQuCVmhutYbYTstjLiAtJ6FURpCQvCX2HyHMui5Dt5fDb3F/PqWYA9eKC9TjnpZUhnm3xgtXnhcU+z5zv8fJqTKmhETo8OFnnOx47RLPuk5aKUikcy9pa8zArWB1mJIXckzi4Uw7qgzzj6E4QZPvNwfhUMxgMN8RWh41SZCWM13x0BP2swBKCOC15YaHH1Zw3X1we8sJCnxMTdTzHPhAffNtTK3M6RCt9xQGK21ustx+MuxVmX+vhub2wN3DtPRX2XmojsdxPaYYuzdDduKYgLSTrw4JClgw9i3rocWQsolPzr5qG26nmZrYVMFnzUKrH8jAjLySOJXAsi7HQvcih/loOv839LUrFelyQl5JBkoOCc70RC72EF5cGLPYyCgW2gDgteeJCjzgr+bbXHub4pI1SVEVlVFGpzQGQm/OHdhMHd9JBfdBnHG0XZJ4jWB/lnFsbMdMJOT5WP9Bi8noxosdguAvYPIjPrSeUpaIZOKSFIigdSimriEInYnk+vuJ14qQgk4KlQYrnWLf9m+h29pqCsoXAAlaGKfm2WhLPsWh47lZ0Y2s+zihnmJYIUbXBTzejqx6e19qef/HhYqGAXlriu1WB1dMXelzoZjguzHXq5EozSArOrsZM1AM6jn/FPdhNFCmlee1RwenVEetxgRCC8ZrH4XZ40VqvJRqxuX9roxzbgtVRxihX9NOCc92U5V5KNy5AgGuDEICwQAguDHK+fHadsbpPLiX2Riv8KCtAV4LnauLgIEdOLuUgzzjaHrEbpDlfObPOc0sj+mlO5Ni88eQYb7lvgsl6eODE5I1gRI/BcJfQCj1KpejHlfdSWmQc7gQIBC+vDDnUrvHVq4ieTIJjqX0zqLwSNys94dgWQlRO8o3QJXAc0rJkdZjRmH6l/mc9znhuoc/5bsLqKK8sK1ybNxxt89ihMRxn9zVdSwH0pd/2S6mINryweklBWpSsxdWh3ww8WjUfQWWPsRbnLA+yPb8Ol4oiyxKM1ytT0t3qi641GuHYFg3f4VQhKaVkbZQRuC6eLciLkiQvkVKBANsSiI2ib1tUE6KXRwWhY+EIa0swjtU8+ml5kcUHXC4ODnrk5FIO8oyj7RG7L55a4+mFPo6wGAt9BmnJ42fWERq+6aHpAycmbwQjegyGuwTLEkw2QtBQ8236rYDeqGBYlDRClzff1+FLzy+zdIUUV80D33XwnYsNKvdToNzs9EQpFRqYbYUUG+7mvmNTbzmAoNxwZz+3FnNqNWZ9VNAMHSxL0I1zPvvyOo3A5YHp1lWfay/Rp0u/7Tt2VY+00E3olwVFqVmPc/pZge1Y9JKcwLEQQpAVmn5SkJXyhvZ9p/qi3da3yZWiEZ3IYyxyeWE5QwgBKKY2HN+7SYEcgFTg2WBbFkWp0Qg8SzBV9xmv+Uw3/a00JUBaxFcVBwc5crITB9muYnNPL/QS5nsZgetspVt9r4rMzfdSFnrpgROTN8JBen8YDIZ9YLwe4NhV0euoXqAR2JZimCne+sgEf/iVlR1/zwJmx2ocG4sopUJpjSwV61m5q0C5HjF0s9MTUmuUholGgEajFFgWCMTWwVhKxdIwZ5iVtGsu0UbRtiUE63HG2dWUI53aVYu593L/l37bV1qjlSYpJb1RwXqSsz7MqXk2Nc+mHxe8OMwAxWQtoBE4+K7FTCvYmqS814Ljvbw21xON8FybuU7I4iDDErAW5wiqsQmtoBqdsNzLSAuNbZVVqzoWk02f1x9pEwYuwhL4zivPtxdxcJAjJ7txUO0qNiN2vSQnLSWuLVAKpISa76CEJpOKUXbwxOSNcLfch8Fg2GAz9RK6NoXycC2B59i8uNxnvBYwV4MLo8t/bzyAt943RhQ4nF4b0Qxdns8kuZRMNAIi7xVPLqX1xpC5a4vW3Iz0xKWH+0UO6669VSybFnLrYCypZuJIebFruqBK/6SlpFCaYJfnvJZolWNb1HybhV5GqRR5oVjspwSOzcxMwNn1EaOsYH2Q8hfPrPHi0pC1uKo5n63B152cYPFQh4lWyKtnm4zVq/TDbs97rZG0641GjEU+dc+mGxfUPBel4cR4hJQlkWfT8uHUWoZS4DkWx8dqvOOhKR6YamAh0EpfdL29iIODHDnZjYNsV9GJPGZbPk+fFwzTEie0aQQOtiMYJCU1z6LmX97ldydjRI/BcJex06EXehbPXOgTZ5rDEw0yOWA1feV3ZmuCdzw8yauPdFge5kzVfZqhy/luQlEqmmE1TM62Knf3U8sjPNeiGXrXFK3Zz/TElQ73vRyME5HHi3rAKKvSf0ppklzhWRZ138a9gnjba7Rqc42DpKSQinNrGf20oBN5TDYCHEsQjVzGQ5dPPHmWJy7JPZ4fwceeWCGTmofm2ozSkvun6sy2o12f93oiaTXPoRVKRpnciprsFI24aLKyJWiGLlNSUwscLCEolWKyGZLkJfVwjlNLQ9aTgpmGzwPTLXzPYpBLnKxgoX+xGNurODiokZOrcRDtKjzX5lUzbea7KU+c61MqSS4tkrSq17p/ssVMKzgwIm0/OGivgcFguEF2OvSePN/jE88uM9+NObcWM8rAAwIHZtoeX3ffJG97YAKFxVjkMt0KK3sBS2C5NutxjucKkkyyNMg4vRoz2wqwLYtOzduK2lwtWrOf6YkrHe5XOxgd2+LkZJ0LvZiXVxIKqfAcG40m8GyOjEW7prauJVq1fY0zrZDItYhzScN3KKXiucUBn35+la+eX7lM8GztDfCZF1YJA5c4L5lthdUQRKpom2ML+klJ6NpIrVkd5XuOpF0qHAEavlMNunTtXR/nWILAtfA9m7l2SFxU7ea+Y/PwbBMEzDQD3vnQDMO0ZJCX9OKcUSaZbPqMRT5S6x3F2NXEwUGOnNyJtEKPrz85iW9bPLs4optUqdbXzLV548nxAy8mrxUjegyGu4idDmSNYLGX8szCOk8upBc9Pi8hWcl5aCpjPZF0ag6lqlI/Aoizkm5SkOYlzy/0ifOSJJcsDjO6w5TFXsqrZhscHqvtKVqzX+mJvQiPnQ7GUiqKUmGL6uB8632TtMOqXVyiman73D9T50intutz7zVatdMaG6FH5GU8Pd9nmJW8uNDj82e6nF7Jrni/Kzm8PN9FTLfIpEdnaHAAAFQtSURBVGR9mJOWCqk0SmmyspoMrYHFfsp0I8BzKgPVnda2yU7CsbvRxrxd9Oz0uLVRTlEq2jWfZuRu1U6VshrSuCmwGqFHJy85DYzXBLWNqcubtqvXm9Y8iJGTOxHLEkx3Ir6lGfCW+3KSUhK4Fq3wYKYLbxTznjEY7iJ2OpDzUtEdZrxwieDZpAA+/dIKb7xvkolGVfuiFAyzqs371MqIxX7M8iBjpZ+Q5hosQRR6TNddFvsx73p0hk4U7Clasx/pib0Kj82DUSnN+ii7LBU2Xg/4+gd8RlmB0hC69lWLl7dHqzTiosP+Sp1GeSHpJQWL/YSvnOuhUTy/NGSYyavNjATg/CClFoWcWR5t7aMlBCvDjPUkpxk6TNQDXNviQrfyxBqreziWtWMk7UrCcaGXbrw2At+1WR1VgsexBVJpEBrXtkmLqtC15ju4tkVSlMSZZKZ18YG52aV16d4e1K6rexHHthhr7FbFdvdg3mcGw13ETukjqTTPLg25UixhOYXFfsKjh1r005KkKDm/ltBPCpK8ZJiULA9SLnQzEFSWBlpRlook79IKXL7+wWlm95D/34/0xLWmya5W59KK9t41VrWcO7y0PCQvqxST0hrPEZycfGWK7eYas0KSS8X59YTlQcpKPyN0Bcujkm4isahSjTtL0ldYH8JyOOLFZZdemlMPPGwB63HBoXZAoTTCqnzWzg0y1uOMuXZE3XdwHYuZ5sWvjdSarKza+TctIXIpeXa+y5fO9ChV1cE3VfcZa3pM1UIcqzIPTXKJ71hYtuBIO6SUipVhSpopQt9mkJQ4VrZVr3Mndl3dqdwp9hy3CyN6DIa7iN3SR8UVjEY3kVJR8xzGax5ZoVnsp2gFnbrPYj+lLDW2bWFbgtBzQAukVoyKkucWh7zt4elritbcSHriWtJk+9kxtnmgVLN+BEJoNLqaOowAffGh0wpdXlga0k+qehYLkEDg2ISOTeBZZMXG7+srPXPVzTVMSxb6KcuDgkOdkOPjdQLPop9I5tcSItchKzUTDX9DsEryUnFsPLrotVFK049zlvspCog8h0bgcHZ1yGdfXiMtFa3ARQjNc8sDsnMlkVulDFs1i4lGxCCW1AKXnm8TOJVwmW0HBNu6/IAtJ/fN16tUCltYlWiWesfXyxza186dZM9xOzGix2C4y7g0feTZFm84Oc4fP72K2uV3LOD4VJ2phk+n5jNMC15e9ehboJIqRea41ta3dtex0FKjlMK3PEa5ZG2Y06vne2pb349Dba9psqyUxLmkHlx/amU376yZVoCmiurkpeJcN2E9qawlHEvgWqC1QmnophlSgmsL8Gx0DJauRIm1B9HjWlBowUIvpRZ4iJ4gcG1sRxBLSakknbpPPXAIPZt64DDV8NEaLGFVYwY2piP3kpy1uKAZufTjglxKTq+lfPlsF6017ajqgFsfZcyv9HluMUZqoFo6E3WPsXpAJ/KZbPmAxaOzTR6ZaxN67FjY3vBdunHOhfWUTCl8y2KuE9Dw3cv22Bza186dZM9xOzGix2C4y9gpffS3XneEj33hNI8v7JzkevORGq89PLbVOhz5DtMNn7VRRq5KhG3hW4KqZ0hQSo1WCoGFsKAdOkSuveOHbCkVcVZSKEWcF8SF3jrgI9emFTj4G7NAdnMl3+nvLr3PTSPSvJTVgEKlKxfwtGB5kLI+sphoVK34lhDXlFrZ3TurEhebNVALvZSZVlVEvDYsWB3l5FLiCIGUmk4twKZKJXoIQIAQWBbsqkipRKltVemgrLCIPMUwK1gZZYBAS43v2Uw0htw/3UQpzXjdJ/JdpNK7FlhHrl0VrOeSPNcMk7KqA7IthknO519a5slzMaNLBNlinMNSTgCM16DdiFjqpqwMMt58cpLpTniZqBxkBbnUzLYDhFXN6cmlZpAVdBzfHNo3wJ1mz3E7MaLHYLhL2Z4+6tR8fuG7X8dP/dfP8ZXli0/Xr5sL+Gff8WpqvnPRB+Sx8RrdJGeYFAQ2+I5DYNsUKKSUaKVxHAvXtphphTi2hedYW+3TC/0RF7oZZ1aHvDg/4JnFAaUuODJRw1aCU0t9+knKeLPJm09M8NChNpNNn7lmSDPyGOW7T4LejlKac90RC92UQVZUaSTBhueT4FA7oB25rI8K5rsJSmki39lzx9hO3lm+YxEXJefWYmqBQ1kqnlvss9xLUWjiTBL6NuORBxZEnoctLIZpzlgtwLYFhdI0Io9mzaUXl5xfixlkVRpru8YQgCvAEaC1QKMoZBX5GWWKmmvTDF0C12axn9MKU45P1LcKqC8Vd1kpGWVl1fUl1Var+njDpV3zEBqKUvHMfI9nl0aXCZ7tpFSzhAZ5TD/NWB6m9JOCd71mhlbgvzIMcodDGaqi+c33y7Ue2jcaMbyb0mh3mj3H7cTsg8FwD2BZgkePTPDffvxb+NRLS/yfL8/juYK3PDjNqw91AC6LCHRqPq893KG14cfj2ANqgcVaXBBnkkLB4U7A6491eHimRTepWqZX45Q//OJpPn96nafPdFkpLl7Lp05dYnq62ucvXu4TAMenAh470uH1h9vMtCImmz6R5yCEuOxbv1Ka5WHCH3/lPJ99eZ1uklMUitBzONLxCDyf0LPpxhlHx2o0wqreZWmQctiJLkqFlVKRlRIpNbYttkw5S6lIiio9FnkOuZTEmWSUS04vV51X9081WB0m/K/Hz3J+veqaEhtpoMlmQDsKaUUOk42Auu8RZ5KlQUorcnGdOsfHa9i24Kvn1vnqhT6r3ZT1vKr9samiPI4Nlg22pfCdAM8WtKJqnk6hFErAw3MNkkKxPsqoBS5xLglda6uI2RKC9VHG6ijn5ZUhw6xksuHT8F2kVPQzScO3ON9L6MYFXz3XZXDlTvotigLiVLFiZ3zlQo/Qd3h4rslrD3dwbIuslFc8lAu190P7RtNgd2MazRSK7x0jegyGewjHtnjLySmOdOoIIS761n3pB6RlCcYbAa3I4/6pBqdXhlzoZSz1E86vpSA0JycbHBmPqPsuhVKcW4v5q+cW+er5AatxcpnguRIp8MJSSlks8/LSkEOtgLmxiFbg8cBMgyOd2kXf+leHKR/97Cn+9MkFklyjUOR5ie87DLOcVlhwbDIizKvhipYlaAUuWti0ApdG4FZdR/2UlxeHnF6LiQvJWM3j2HhEO/LQGtZHOadXR4S+g+/aSKkrPyzHIS80Ly31+bOn5nl+OSYrqihNvnFPy8OUZpTSCT1mWzmznYj7Jxu4VuWllZZVSq4euLzh2ASWEJwLPBb6MaujEq1ACQgdQRQ4RG4VgYsCF1lqsMDGYqLmE7kuSkmC0MK3KqGR5OVWEfNm+sixBZ5tE+cZzy8N8eyq0qeflLg2PDDV4Ctnu8SFulLG7TIklXAptSYtFf2kpFTVFTbfU6OsJPJtHMu66D3nWns/tG80DXY3ptFutj3H3RQVM6LHYLjHuNYPSMe2aEU+jx31eTAvGeWS82sjFDBIC3zXrg76UvLC8pBnFwf0s5Qz3b1Mn7mYEjizXnK+P+Dp+QGRB77vMha6vPX+Cd7x4AxTTR+lNH/+zCJ/+tUFFnoZjmORySpSo7XCtiSOI+knkiyPsbDoJhmL3RTbEhxu15jphAihePpCj6fODxgWJYHn0A5cTq8OmWuHHOpEoAWN0GNlkFapscAFNIWq7Cs+8+Iazy/HjIoqOrOdHBim4FiKdqEoysrry3Vt4lwy2/KJC01eVG3gzVrA35hp0QgdXloesTzIkVLiOhbtyGWYVh1TM82A5WGKVIpm6NKJAgZZSSvymKj7TNQ9hCUoS4UlLPKymhHk2GKj604T2jZJLlke5YzVXNCK0POZaoYcnyirqdxLCfHlL9NlKMBSIASElkU7cKkFDr20pBNJRnnJKC1ZHmaErs1YzSPwbPJSMdXwCTxnT+/JG61duZtrX26GPcfdGBUzosdguAe53g/IwHNwbIvBRhQk9ByGG3N98kJTlIpekhPnlx7/eycHhKzSOq4j8LRgZZjzyWeWaQYuRyYi+knBXzy7yGpSoqwqypAXGq1hoEssG9qBS5KW5LbFubUBT5xf40K3wHMEjQ0hNdsKWE8LhrnGcyxQmtVhzsogxULgWjaHx2vUNlJA59YTPEexmJSUWuA5mvl+tqPg2cSxQCpFXFQmoUorsrwgKywmah6uXUU4hIC5ZsCbTo7TDj0emctZ6lciQGnNZM3jheUhUlcGnmhNXEiagUvkWfiOTehY1ANnawigY1XpoaxUrI4ySglxUXBmdbTRpl7VAk03AxYHAteyyApJWigmah4LXkKc73Jj21CAbUPdd5hpB5QKtAStYS3O6CUlzdDFdSy6cc65bsx0PeDItlb6vbwnb7R25W6ufbkZ9hx3ZVTsdi/AYDDcem7kA3J7pChwbULXJislQ7ukEzooIZCq+nC5huzWxeujKtz1HYvItZDKop+XPDc/4itneyz0Yy70M9AKSoUUoCQUqjqApSyp+xmuY1GWJU+ezVgelVgCbGHRS3K6Scbpbkw9sJluVjYaw0ySFUVlPOoMq72xLRzbYm2U8fxCl8ABz/E4MlljsZuwOsp2FTwAwxKGpSIrEsZrAWkBCkHNs7AdC4GgkJqZdsB0PaAZVr5XE3aA59isDjMKqWhEHl9zfIw4k9gWWHNNenFRTWMOXKSERuTQDNyt595MD8VZSTfOKaUmLzVZIVka5HgOHG5HVdG3BqkV+YaH1lQ7pN2LGa0VV30dI1HZThybqDHTDol8Cy00AujFBZYl8ByLyK8iOnFebrmvb7bSK10VmIeuvTXB+dL35I3WrtwLtS/7Zc9xt0bFjOgxGO5hrvcDcvu38lwpPNtmtu0wzOrM1AOW+xk1D7p7iBLshm+DZ9uAqKIlpWCYF1WoXULkWKS5pL9Dx9NQwlNLOcFSjqb6eweoBWDZFo6o/MX6sUQqiW/bFEqTFxJE1b20OrRp+XBhZcRCb8DTywmjtIpeOBbcP+Ex0fBZG+7tJvsFfPbFdWqBYKoRMtsOcG1BLfDoaOjUPWaaPt2kSgu6tkXg2rQjl7Gax0S9KkbuJTn9pBoBUKWiatQDl2FasBYX5FLh8kp6aKzmMsqqCcorg5TAs+nUA0oSFtZSGp5Lu+YzVvPIy8qbrBU6TEYe042AwahgkG1E4KiKq9XG/w/sqotsdsxjshZyqBUyWQ8Yr/tIVYmrtTjHtS08p6ARuNQ9h3TDvy2Xippftc1rXV13ewrlUm60duVm177cTdytUbE7cc0Gg+E2s1OkCKCfFrzt4UlWhhnzvYSrjJ+5DAFEViVgPE/gOQJLCGQpCXyLuu9S9x201ji2IMmuHE3abu0gASsFpcpqMrKCXIKbw+ooJcs1xUZdSlnCYDTgqbMDhju0bGcKvryU42+Iqr2SAn/85BozATRqDr4jeHCyzUOH2zxkN7l/so7n2BeleGZb4UU1FLsZqdYDFwTEmbooPRS4NmujAltUaaxCavJS0vJd8oYkLiRro4zAtqj5Fr1EEro202MhJ5KctWGObRWsJ6oaxAiEFmgLGj40Ao9XzbY51IiohU6VXnOrVEhRVvYWjm2hlOZCNyFOc+b7GXFaslz38V0Ly7Y5NhEy3YyumkK50dqVm1H7cjdyt0bFjOgxGAzXzaWRosl6wGsOjZHlis+93KWX5BS6ROclEkleKOZ77FgcGwCvOVzDsQUvr8UUeVXc67lgC2h6LkfGQo6MRZxZT5BKofcwyXg7CZBcGpgpINuYVaMkVOP+YLSH6+2xo/syFlJYSKuIzlcXl+Gry3jA+79+ju99033UQptAO9Q8m/ouEY/djFRrnk098HE30nKlVAigUIpOzd+YuOzwbNFDSUGhJXFa4tc8PNtmruUQFwo3E7RrPoc6PkVZkuQwkpV4lKoqXJYeYMEz80POryXMtQN6acGhVkgj8vBdG9eGtUFGKiXPLfT54svLrI1K4qLEEhauY3PfeMSbH5jg9UdgohkQuPZFKZRLu4euNzW7eZ1G4BK6VXTPtS43Qr0Z3GkdUHdrVMyIHoPBsG+0Qo/7JuvYtqAV+ZxZG5IXilboMtuukcuSL59Z4+XlERe6I4ZplcY6PhXxppMTzLZrDLKC6YUeLy0NSXOF79rMdEKOj0e84UiHiUZAPykQloW6ljDSLuRUEZ/tXEv0Zr/Igd/4qwv8xl9dYMqD2TGLN52Y452PzvCauQ6uZ29Nnd48OHcqNF2LCxzbqvzRYEMkuJzrJozygprn0k8qs9PDYyGdmkcncpEalFb0kwKtBYv9nIVeyjBRCGFRDxVeoclKyORGREwBShDnOd2R5nw3oRPGPHq4xdHxiLrn0JWSNFesjTKeWxxwrpuSZBLHEYAiKQq+Op+Ta1BacHKqwWxzY4CjVAzSYsfuod1Ss5eKi1IqCqkYpgWjvDJ/TbISEIS+jbdxuNc8By24bI+vdO29cCd3QO0lKnbHibnbvQCDwXD3sH22z6tmmqRFiVYC16kG/kmlecOxDo+f7nF6LUZoxXQz4I0nxjk5UUfYlV2D1IqFbsx8L0dSOX1Hvk0pIZeKZs2jEXgc7CPj+lnKYWlB8eWFc/zGp85x1IfXnGwy3awz1444OtHg0FhAVioi10HKarqxJUBovdUaHngOpVQ4lqDuwtlujGNZDJICx6o8stqhSz3wGGYFZ1cSpBIEDqzECcvDlAu9EYNEU8hKDEqqSNimSeogl7i2DRQoDRIFWjPfSwkcm5rv4rsWeaEoZDWk0HYFru1Wru1FSV5qlocpaVEwSAq0UkzWA4ZZwdqouGr30Kaw6cYZg1SyYROG0grLEgzSkn5SMF73sRGsx1VS1HUCXBueXehXNUVaUyhNM3Bphy6dmrd1wF+vcLmTO6Cu1PBwp4o5I3oMBsO+42ykVmq+e9nfPXpojPsmmwzSAgQ0fHfH9EKnFvDAzCvfIrcX8Xq2xQPjNf7KhfR6W8TuIM5kcObpPtDf+tm4B3NjHpNRQL/ICb2AyYbPsYkas62QQVLg2rDQT3nibI+n5tfoDSSuC67j4DsWk42AlbGITs3HEvDc4oB24DHIcs6ujHjmQp/VXXJ4hYI0AycraQYlYqMGBC0YZCWB1pxdj2mGLpN1n2FekGUKqSrDWjRYYiNVJqpxB3FR2WREno3Uil5SXrF7aPM9sR5XAyQXeykN38GyBKujlEEsGW/4RJ5NM3DpxQWF0rTCypOsG+esDiTPLQ1Zj3N826YdeYzVXGwrolCvxPyuR7jcLR1QO0XV7lQxZ0SPwWC45QSes6c6iks/bLd/6/zWx+b48rk1/vzF3s1b6AFmNYfVhZxX5j+/Urb9QB0OTdUZFIr19ZiVGPqXpALbDoQelblsM6BTCznfjYnTaq7OYrK3dZTAWgqB0LRCje9WtR9Nx6Hu2yz2UpJMUSgFtsAWGqE1wraRWmOhsTda5vtxRi9yOdQKcGyLvFREl7xPtncPDdKCpUHG+ijj/FoCCE6tDlnqp6wMc6TSeK5N5Dk8NFNnrhMxTEuEhrRULPYTljdmMkkFfmCTS83KMMe1bU5MOKyNcjT6uoTL3doBdSeLuTtxvw0Gwz3MphA6OdXgO15/hFGS8dkL6VV/717i+SE8Pxxe8THdsvqPuOTF9SFw5cdfjVSDXyq0FqS5QpYaS1SF1Z3IoRH4rA5SFl2bXlrgqgK0RqPRjs2hdsAD0w0OdyIKVXUJhZ6za/eQVpWP2tnVEc8tDLnQTRhmBYv9hLyEXEl8W1D3K8uOUysxlrDICoVUmsCtrl35rlWRpsizycqCvJQMswLPsQhci0boEnkXRy33Ilzu1g6oO1nMHdR1GQwGwxXxXJs3n5xgmJVMdZb5n0+u3u4l3fP0cjizMqBd81iPq66yB6crnzeFzVQr4FgccmpNk5eArfEsm4nI403HxzkxXif0HUZZiW1ZtEKHtdFG/Y1tkRQlcSaZanp0k5wvnV7jQi+jN6wc3rujnNU4Q+sq4iQth8B1EDYMM0k/qaI/Nc9GUKXOpNKkeYnrWOQb3UlxLqkFDlophpnCdQSFdK9ZuNytHVB3spgzosdgMNyxTDYCXndkjLHI5/nFPs/uweHU5fonRRuuznoOaZHTjHKGacZolHNsusnDcy0m6wFyWvPokQ6NwCXOJN205JHpGscmmwirqt2aagY4G1Eax7LoxgXzw5g0U4S+zYX1hH5WsD4qqHs2q2jiXIGwsLEo0WhlkUmFsKoJ02hNUigi32Ks4eHaNqujDE31PLZT1SJZiKogHIGwLKbqleXKKHtlaOS1CJe7cS7QnSzmbuvKfv3Xf53HHnuMZrNJs9nkLW95C3/8x3+842N/+Id/GCEEH/nIR27tIg0Gw4HFc22OjkccHY/4jtcfZja88uMfnvR4x0NjfOvD47xxLqBxDZ+ANRuaDty5R9WtI9GwOIJTXclnzw74zEtLvLDSw7MFkWfjOQ4PTDf52vvG+boTY8yO1Zlo+Ew3fGZaATXfwbdt3I2ZPHXfxndsJhsezdBlkJYME4kQYqt1PvAErg2WpVFqY4iiayFVZb1R9x2Oj9d4aLrFfRN1Hp5t8sBUnblmQD10cIUAVQ1urAcOYzWP8brHWOQTejbjNQ80xHkJmj0Ll80OqEOdasbUoU5YFY4f4A6nvdAKPaYa/nXtye3ktkZ6Dh8+zP/3//1/3H///QD8h//wH3jve9/Ll770JR599NGtx/3hH/4hn/nMZ5ibm7tdSzUYDAeUVugx11G8+tA43/sN8L8/f5pn1i+u2m048Mhcg5NTTY6Nhxwfb1DKgi+f7fKlM+ucWRkxSKvhhTvhAe3IwrE2UiC5Yv0GLDbuJQrg7FrBXz27wuiopL3h6F4qTcd1IYAz6zGl1NQDh9CzcS2LmY1i5lIqBmmJ0pp+JkkKyfIoA6XJSonvgO8IItdGK0Ej9PFdRegKpBLYtmC87nGoFXB0PGS6GZLLqiZlrOYz1wmZ72cIAbVC0vAdppo+Td9jrOZTKo1v24zXq46k651Js1+eWLea3ebw3AyD01vBbX0NvvM7v/OiP//CL/wCv/7rv86nP/3pLdFz/vx5fuRHfoSPf/zjvOc977kdyzQYDAcYyxJMNkJePQeTDZ93PDTDS8tDHj+1RlIq7p+MePhQB9uyqLk2a0mBEIKaF3ByusV3vP4wn3t5jbOrMUpKlkc5S72EtVFBqWV1ADcDfM8hySVJqXAFLAwyuqOS0fUbyt8z5MC51Yy8XOXERI123UefViCgHjjMNEMC1yIrFaNccqRTTWXePHBXhxnDrMSzBcOs5OnzXc6vpfTiDN93qHs2rm3TCi2aoYvSirKoipln6j7TrYgHZ+s8MN2kFXgMsoJ+UrneH2pHdCKPZuiQFJJuXGBbFs3IpVT6spTNnShcroe9zuG508TcgVmrlJKPfvSjjEYj3vKWtwCglOJ973sf//Sf/tOLIj9XIssysuyVwRL9fv8KjzYYDHcL4/UqMtBPSh6eczgx3kALCD0b37Zphg6t0GN1mLI4yIg2hveNsoJjE3UenG5yYT1GIoiTknPdhLQomKj7tCKfvJQ8vzgk9ARZqSh1dTAUQ4kJ+lydFDjfK+jFXSJf0Kn7WFiM1z3ect84xybqtEKPbpyx1MtRWuDagqJUvLQ8IiklSVZwamXI8wtD1tIMJSvzVwXUAof7x+scm2xQD2yUhMNjIUfH64zXPSbrAd5Ge3XHeSVCITSM8pJ+UuI4Etey0QIcW9wxKZsbYbdIzp06h+dq3HbR88QTT/CWt7yFNE2p1+v89//+33nkkUcA+KVf+iUcx+FHf/RH93y9X/zFX+Tnfu7nbtZyDQbDAWU3E9RLP9C3i6M4L6vC2bpPPXAJPZtz62kliHxBXmrGah6uLQhsGyHYKNhU+I7N8bEaj59b43S3vJ23fscggV4BeamxbYXQJcO0qgfpxSX3TzeQWlDzbWbbAcO05OWVIf00I8lhfZTy4vKI1ThFAr5t43s2spDUXJtDYxHHJ+pMN32OjkVMNIItD7JL2R6h8Fz7qu+b6+EgWzRcKZKjtL5j5/Bcjdsueh566CEef/xxut0uf/AHf8D73/9+PvnJT5IkCb/6q7/KF7/4RcQ1tL/91E/9FD/xEz+x9ed+v8+RI0duxtINBsMB5NJw+6UfcjuJo80hdxONgMCxWR3lBJ5F3Xdo+C6l1uSF4pFDLdJc0aq5FJnkfC/BcgTWqRVe7po819Ww2eieEeDZoLQFlkU3KTnfS4iCygfMtavXZHVUkBaK1WGBbcFiL2VlmG6kuiwyqypQDkMX3/UolMB3LPJSk210E/mOfZVV7SxObuRwvBMsGq4UyYl8546dw3M1bvu6Pc/bKmR+4xvfyOc+9zl+9Vd/lYcffpilpSWOHj269VgpJf/kn/wTPvKRj3Dq1Kkdr+f7Pr5/54beDAbDrWG7ONreVhz6Dkd8h7rv0ImqQ0pqjVYaDQzTgjhXZFLSrLlMN3xOjEf80RdP88L6Pjig3sG0XYgLdkz32bxi5CpVZfJqWwJLKTSarFAUhWSUw1QzYKmfsRbnBK5DFFgkmWJ1lNJPCkYpBI5CC1AqIfQsbAsGaYFlV2kxrblqOuZmiZPbkRq6lqjS1SYqh659x87huRq3XfRcitaaLMt43/vex7ve9a6L/u5bvuVbeN/73scP/MAP3KbVGQyGu5GrdaJs/6AMN0w8Nx+nlObVRzrMNEP++Imz/MULA+7FmE/LhlcfrqG0xfn1AcMBDDZax10XpKz8unKq/SyVwrFspIYkLShqPkmhsGyLYVoyzAvqroMQmprrstIbVAXmG8O3N8bm0C8UForBaMh0M2B9lCNLxVjdI3SdrUN8J+f0myFObrVFw/UIt6tNVBYb17gT5/Bcjdsqej70oQ/xbd/2bRw5coTBYMDv/d7v8YlPfII/+ZM/YXx8nPHx8Yse77ouMzMzPPTQQ7dpxQaD4W5mr50oFz3OhulWyHc8dpijExH3zyzyG3959iau8vqxqIp+b9bF12JNu27xNcenWewlnFsfsh6rygVesSUGLaCQEreqFaYUFpHnUPOqCENalgyTkrprk+SSQpa8vDxkcZdWOQUsZfD0+TXG6gGPzLVYHmSM1ysD01RuWMQLGAtdxuvBTatbudUWDdcj3PYyUfluHKoIt1n0LC4u8r73vY/5+XlarRaPPfYYf/Inf8K73/3u27ksg8FguGai0OXN900z0Qj4q2eXeWr5YPmBWUDTh+4uruk3ilSQFTll7jDKS2wblKyc03cq81ZSI22NY9vUfItWzSUKHZTSpLnCdS0KpZlpBiz2Es734q3ozm68sK4ov3qeblzw4FSDZs2h7ntM1HzSUtJPCqRWvHquzYnJ+k0RJ7fSouF6o0p7nah8J87huRq3VfT85m/+5jU9frc6HoPBYDgopEVJI/TZ7np+EAgtmG359Jayrdqaq7F5xNlc3bpDAWmp6cZVLU5Z5iwNdxY8OVBkEPqaum9R8xxcIPJsbARSQ+gKummBQlMUEq1tbEoUXHH9p4ea5MVFXpxfxXM9pjshqtSsJ3nVdefZ/EVzie98bJYTE619Fye30qLhRqJKe43k3GlzeK7G3XQvBoPBcFsppWKUaDo1l5kaLIxu94peIXTgwakGUkmeW9k5ZOIB4w3BozMdmnWHcysjzq+P6I5A6iunxnJZpZKE1kgNq0N1xflFGlAK0ALPcajXPabqPoNMkuYSqcER8NJSzHw/wxUQ7SFSpaksMLqjkppXstCN6SWQ60q8OTa86AxY6Y74vree4P7pNrC/4uRWpYZuJKp0pTq2g9xqf6MY0WMwGAz7hNSa0LOYbPrU/ABrlN68GpprJM5hfZQx14iQZcz5bklJJQTaIbiuQ6fu8s4Hpzg6XufZ+R7nGFELAzy7ZGVUMix3j7KUQFmCsjRK6z0Vc2dl1YEllSLLqvRTLjVxXtJxPe6bbJIrxUJvRC10iEpJlpW72oVcdG2gzGFtm/IqoCoskvCFszH5X7zMB992H4fH6kQbfl/7IU5ulUXDfkSVtkdy7oRW+xvFiB6DwWDYJ2whaEYeD081+NKZdcYCWDkgWa4Y+IuXB5f93LXA812OtkNmxyLGmgHdpOD0WkpcamSpSUpFeQXBs0khIZcaWTlMXBWhoZSawLGpBw79VDLIcibqAXPtkLpfWUGcnGqS5CXpmR55UZLsRfXAFYVXATy9GPOJpxf59te5TDZ8ppvhvoqTW5Ea2s+o0vnekLOrKYFr0wwrwXY3TGHejhE9BoPBsE9sfvN+eK7DY4f6ZKUklxn9qxXE3CY8qhSSLUoemmlw/0yL+W7M2fWE5WFOzXPIcklcKCRVVGg3IWFTpbjGXYFjO5SyYHCVwuPAs4k8h3rg0gidavK1tGgGG0eTAI1moubzyOE2riN4/KyN34tZGUh2ynQ57FxHtBO5gi+e6dJpBFhYeLbFeD24o6Ia+xFVipOCx8+u8cnnV1gZZCihOdQMec2RNtPNgG5s3dFTmLdjRI/BYDDsI63Q4/gUvOvhGUoJF+ojzq8nvNw9eA5dORDZkBU2cSKZaUWMUolWCQJFUQpsy8YRlceVTSUULhU+m0ehBiLXw3Is6m7JqNS7pvdcwLMtAtfioekaD0618F3BqdWEUmlWhjlZqfAdC98TNEqPr79/mslmnWGSsdxLeWllwMurMcO0itw4G2uRXD0qBdX9lBou9FKWhikTgyoldCdGNa4nqrSZzvqr55f4xLNLnF0bIbXAtgTnVmPWRylf98AUh7RmrhPeFYLhbrgHg8FgODBsfvN+6/2T1EObpy4MWR9lPHVhnc++uE5vlzDE0ag6rM/Ht3S5ZCV4jiTDQmpFzbeJAhvbEmRSE/k2Nd8lLQqkBt+CRL0iKgSvHCSeA64jqAUWnaBOcxRzdlUSX6JAXGC8Bs3I4/7JOg9Mt5hth0Seg1Rwdi0mK6s+rUY7JIklxyZqtCKXmu8xSAt6Sc7rjo9zYX3E50+tcrabohRYqqRfQLoRXdst6uMDNb8SXkKDlhp/w5PtIEU1bmZRcS/JOb0a8/TCgEFakpcCS2hsx6KQmmcWRjSCdVq+i1Z77fk72BjRYzAYDDeBwHd44/FJjozVWB0VvO54h9fMrfOVs0v89QtDNrXNVATf9OAkf/9tD6CU4PRawvnugE+9sMBXTg1YvElzdTaxrCpKoHXJIC7wXAupK7NVrTWFUNiWwHdBZiAsCG2IN8I9mipi4rnQjhxCz2asHhK6DidmW7zxPsXZtRGqLHEch1bgkUjF0WbIZCvg2HgTiaafFGSlxBIWzcBlkBUopfFtm05NMBb5uI5FK3SY7yf4rkPkCaYaAY3Q5+xKn+VhQVzmvLQUE3kSz3ZwLFjvl/S2hZwcIPTB9Wxs26IR2DQiD9exSUtJUkhCuK3C52YXFW/O+JFKM0oLpBZEvk1WKqSCmmvTS0teXk94TVZNab4bMKLHYDAYbhKWJZht15hsKO6TdY60I151uMU7H02Z72bYQnGoU+eNJ8c4Nl7HsgTHJ+tk5ThvPTnF4+fX+Z+Pn+EvXxretDWWCiwEdc/BtS2m2gG9OGd+vYq2jNIcLQShZ1XCR1YTljeHHDsCbLtqBUeAwKIeuHiuTct38R3oBD5ZoehnOaHvcDLwmGsGKFvQCC0WehlfPrdG3feZqHtMtUKC2K6sKAIbIRwyKdGA51k0fIekkJRa0w497p+qEfkOtfUYWwjmGiMWhgWuVaWvmmHK6eWEQoIQlS2GEICCyBZMNAI8W7AySsiyKqLhO9aOIuNWtXPfbP+uzRk/rlPNRcpkiSUqP7S8VKSq6sJzEbDhPXc3YESPwWAw3GQc28KxLU5ONmiFLutJQSk1rmXRrjmM114png08h8CDRuDSqXt0fI+Jxln+7xOrDG5C//vxtsfDc3VadR/ftXEsi5NTDQqleXF5wPrIQStFNynJyhKtIC8kVlLiOgKlFGWpCTwHz7EoESRZSehYKDS9VDPV8Ah9gWPD6qjAtyWrSUEzqLyx6oHDfDfBc0pWR9BPCwqpCFybc+vJxqBCiWdbOKIygA1dm5lWiG0JhLY4MelwfLxGO3RJypKF7ogXlmIW+intmserZ1tkUrE0SOmmEpQm8i3um6jTqfksDzJ6acED0w0agXuZyLiV7dy3wr9LaBilBb2kpBW4JKkkLSSWVdX0CCFoeDa1wMZ1bBPpMRgMBsPO7BYNsCzBZDOkU/OvGi2wLMF0K+Idj/i8+mibb3t1l//1lTP80RNr+7bOEPi2184y3YrISxhlJa3IZa4dMRZ6ZLmi5uU0fYeVYU5eSrSA890Yzy2x0KwlBaWS+LYFWDgW1Hwb17GwBTQCm14sEZbGdx3akaAZupycrJGViriQCFXN9UkzzfJgBAoeOdRiLPJZGCR0Y+jUHDy7Sj/lpabuCULPZnWYg9DYCMZbPu3IIy0kM82Ir39AkOQay1bUXI/nlvqs9gpeWhugSkXgu9iWwNkY8lfzXTqhh22Jy0TGIC1umXP6rfDv6iU5w7ykkJJHj7RYHiR84cw6Aqj5HjXf5lA74OHZJpFrm0iPwWAwGC5mr9GAa+m08VybQ50ak/WAxw53+OZHV/jPn36Jvz514+OeE+DJc2u8/vg4tmWTFYqphk/kuywWksh3iHybds2jWfPIcskwL5FKY4mM/igFIWj4No5rY4sqUjXZDMgKzSiTzHUC6qFmuh4wzKo5MtUQR4dcFmSFYnVUMNXwqHkueqTJcolrW5QotIJO5BJ6DhN1DyEEeS4ZFZKy1Izykrrn0Kq5NAMXeEUcNMKIiUYlHLJSMlYLGIsC6jUHfyP6VkrFKC/RGgLXplSKMqtCarZlkStFVspb6px+M/27lNKsjlKeXRggtUYIgWvbvPXBSYQWrGUlE6HLdCvkyFjIWN0nChwT6TEYDAbDxdzMOgzPtZntRHxz/RCvPzbOk+f7PHl6nUGWEueKr15Y5pkltecZNZt85oUBX/tAjzcem6SUGq0rgbCe5DRCl8mGRyfyGaUF53oJF87E9NOcPM1IColvCRqBA8Km5tvMNgO0sihVydHxOp26S2A7jNc9LvQSUJq272KL6nniomSi5jLTCunFBWio+S79JEdpr5rl41fpJktYeI6FY1lgCabqPsIGVwhqG4IHdhYHm0KiSo05CAGeY6OBmucS5yX9pCDOSgZ5iQA8y2ay4TERebfUOf1m+nf1kpyFXoYCGoGHRhNnJZNjDdqv9VkapLQil8B1Kk80R9Dw3H01Sr2dGNFjMBgM+8Be6zCGSU4mNb4tqF/H1NztkZ/XHmkzzKpD96lzk/znv36JL52Pr2oOup2+hk88vcJjhyY4Nh5hCYteXCBLONoJUXqjYNkRfPn0Mn/1/DpxXlBqsCQEHgjhEXhWFZ1Ril6SM9MOmGtV051bTQvbqg7quJDcN9WgU/cIPIfkQp+679AIHaTSLAxSAgc0grGaWxXVliW+Y7NxiS1RE/kOU9pnaZCRFnJLHIyykvHa5caZm0LCswW9tCQrJUpqmpHLMNUsbXSF1XyHQVpwuh+zGrtIBVprxiKXdiPYuubmOopCkpcK1xIE3v4cqzfDv2vzPVp1aTloNL5TvUdLpWmGDprqdXM3UlqF0rRrB6eF/0YxosdgMBj2gavVYaSZ5IXldZ5bGJJIRWhbPDhT55HZNt4lv7MXPNdmuhUyvlE/dLQdcXyixm984gX+3wur1zQFeqGf4thwpFNjPc4YFQIsUBp810IpzV8+t8RnXu6RFCVSQV5W83pECe0iZ25M4FgBFmAJTc23cRyLY+MRtrBIirJKf7kOgWMhEDQDl2ZY1eqUUtMMXB6drTNMJPXQZazm001y5rsJ9ZaDQJAW8qKIx3ZxMMwK0qzq8uqlBUkhL0ovbj62GxcUSpHlish3CB2bWmDRjDyEqGqbhplkrO6SpiVfOrOGpuroemi2ydFODS2qQuC8lJxdG5ErjWcJDnVCjnRqOM6NiYSb4d/1ynvUoQx0VQ8FCATDvKAduVvCt1CVoOvUnH03Sr2dGNFjMBgM+8DV6jCeXuzymZfWcF2LwHFYz3L+8oUVFJo3HJu47ufdqg9y4HXHJvjJ9/i87ol5Pv7Ey3z+wtWTXQKIXJt26DHICtbigprnMNsMWOynlJnEsTTPLY3IJVVNjpLYohoyWFK1hTu2hdKaduQy1QzxhMXqMMVuhKBLclW1Q7dChziXKAG+bfOaQy2GaUkmJXmhkFpQ6GowYVpKGp5LY9oBxI4Rj+3iYGWYUkpFzXcRArJCMd+rzM86Nf+ix851QrTSaGBtlHF6TZKXVZ3QWpIT2A6L3ZSVUcaRsYhDrZBBVvLS0pBSak5M1MlLyXw/pRV5tH2XtCx5brHyNzsx2bju13TH13cf2P4ebYZVOnCYVWLREYLZZsB4PagMY43LusFgMBh240p1GDXX4qkLfSxLMBb62JYgcm2WZcpT5wc8ONW8rlTXThwZq/OuV88y2w558MVF/s+TiyxfwaAzsOBVM03akXNRes5zLCxLsDrMOL08YmWQURQZeQnFxkRmxwKlqj8P4pLxSGNbEGcS17LopQUrG63gM82AB6ebzLRCslLSDBwm6gGWEJxeHbK6mmNZgsh1GKt52Iitx2wWHF/tIE4LReg5pIVkkFYF16VUlKWi5jl4G2nH7UJifZTRS0o826aQml5SsNZP0Vpwrp9QFpLItZlthXTqPpFrIwDf1awlJQ3fpRlUr53nVP87302ZbYX7luraLy59j1YpV4FnW8y0fCYbIVDNbTpYK98/7tb7MhgMhlvObnUYaSHpJSVjtWqqMFQRimbgsRZnjHJJPdyfNViW4Nh4nXrg8NBsm9cfneCvX1jhucVFnlx85XGCyorh/gmfb31shkbo003irfScJQTtyEMozRf6qyz3YwZJFdWRsOWpJQBLQ6IU3TjlmXnBXEchhKCb5CilaEQeRQkXegmeYzHRqLq7ANRGB9HRsQjHsbZETVrIrcfA1SMem6mbolSsxwW+axG4NpmAxWHKVOwz04ou+p3NGpeaX1359NqItFD0ckmalyipqAcuiVSc7yYcbkfU6j4L/ZQzaykXugmd0MWyBHW/+t/AcegmOYXSBJes8VYNNrwSO71HD3e8uyqFdSWM6DEYDIZ9Yrc6jLVhupFWkGz/2C2kxBMC197fzhjLEkw2QjqRYq4dcHKyzuPn2jx0dpWvnOsxSAsCx+aBmSZ/541H+YaT05el58pS8dlTS/zO/3uBZxYykl3GtGgqIVQUkpVBTj/T2DakpSSwLdISPFsxFtm4ls3p1QR7YyaO1NVFN+tM7G1t0dfaGbXZXbQ2ygk8e6tA17YENc9hlElKqS4SG9vrsGq+w0Tdpx8X2IBCEPkundDFdi2STCK1YnWUkWaSyLGp+w65VKyPqtqYZuiRliWBbeFaYkvkCA2jvLwlgw2vxs2oFbqTMKLHYDAY9plLoxLN0OP4RMTT8wOEEESeQ5yXrI1yHplt0LxJ37I3J0G//tg4c2Mhbz4xST8t6Kc5zcDmoekmY41XQkybqY84yfmPn36B//L5pT25lefAIAEVSqZCD4ViuZ/gOzaB67A4VIS+jW1rklyRl5JDnZCxqDr492MmjWNX9hQvZuWGHYZAo8kKSTvy0HCZgNou9By7imxNNj0QdbTW5IVkaZgTSIgihzhX9NOEB6ebTLZCklLy0nIMKLqjyitslJfcP1knKSS9fkqpNKO0JJeSiUZA5Dmkecn5bkIpFZPNfQrxXSP7WSt0J3Ev3rPBYDDcUhzb4muOjlVze7o5S1mKLyzun6rxhqNjN/2btmUJZls1JutXTq9spjj+3Z89w3/+/NI1PUcGlAmUScLqeoLjQD1wmGiF1DyXvAw4t57QcG1E4FD3HdbiYtdaqJ3azq+EUhq0RinNfDfGti3agcdMOyBwbCwhLhNQ2587wKbm2fTiSoyO1zzaDR/btiqfLgGeBYc7dY52agDMdap02XwvZS3JCX2bB6cb1ANna16TZwsW85KiVDT8qrV9kBbEuaQX5yC4yIbEcHMxosdgMBhuAZPNkG96cJr5bkpclESuw2w7uKW1FFf7dm9Zgqws+N9PnLuu60ugD1Bs/JeULA8GPHakVvk62QLL9phsBEw1AhRVbclsK2Cqsbe2893oJTndtOTQWMj60KocRTUUpcISYtehfttrXDIpqfs2nchBa4FQ0Kl5RJ7FZCPk5EQNqUFvLMOxLI6O12lFHkWhOTZeFS+fW4+3CsKzUmJbAm0Jnl/q49oOYzWXuu8yzAoWehmOZe27lYVhZ4zoMRgMhlvAnVJL8exCn/n+/l2vW8LT50e0azVOTjXw7UqAeK6NVJo4L9GCPbWd77Z32wdDNgMX37EZpiWjvGSYllcUl5uvS+japFLytSfGSUvJhfWUYV6lrBqey6umG0w2w62p2/BKVKqUivFGNWzx0nlNWmoWegmnVoZc6Ga0Q5cj4yFzjZBmzSPy7ZtiZWHYGSN6DAaD4RZy0Gsp8ty6ponOe2E5h26SYtNA2GLLvDIpKtd2vdFanpWSYVZe1nael5KlfsJEw8e1bXzHuij6s11oWFZVm7NZZJyXishzKJTC1rsLTWFV6a/Ic2iEHp2aT14qpNJIpWnX/YsGHG5GpZJcgtb005K0iKl5NpZgq0ZpaZhybm3E2ijHty0i3+LMSkwvKfi6E+OErrMvVhYHoTPsTuAg/9szGAwGwy3m+FRAw4H+tZp4XYWVUU5cSGra4+nFPue6MQjBRN0nzgtAYNvVXCDfsSgVhF41L+jC2ojnlgfcN1Fnph1S851KbFBFiHYaDOnYVmVhUcitSNGVuqYuvYZjWThe1TrvWq90h22P2K0OM0qpqfnOVtRnLS7wbEE/KVjuJTw730dYgsl6SFaW2LZNI7SwlCArFOlG2/j1elvt1eTWUGFEj8FgMBi2ODHR5J0PtfnDJ7v7et0skzRDl1GS8+VzQ/JSMteKONaJiAKHVuQxXvORWnN6JWa6FeDaLufWRjyzOCDJS06vxcSFJPRsZlsBgWtvpYV2KoZeGWaAph15Wz/bzQD2ekw+k0JS852LvNZKpTi9MmKxn3BuPePM2ojIs3lkrkHkBwzTEtuyiIuSYS6JC8mhtnfd0ZmbaXJ7N2JEj8FgMBi2cGyLH3n3ozx14VM8t66u/gt7RcAgz0kTSS9OKUrBcr/L0ws9JiOP+6YaHBqvETo2/bQkcAukUpxaGZHmkshzKpd0qVEKFns5vmMz1wlxuHzongA8W9CM/CsawG7nWkw+d/NaW+mnPDXfoxV5nJgIycqC092Yr55THO9EtBsBcSFRZZWK6oQuteuc3LxXk1vDKxjRYzAYDIaLODRW56f+1uv4Vx97nK+s7I/wkUry8vKIJC0ZFoDWgCZOFUu6gNURgefwqrkm7kiwPEjopw5CQ8138d3KVT3wHBRQKMUwk1v1QZcWipdSMQ9bQwo3udLQw2spNt8ppZaWJadWYxzLZrwWUGrJUj/mq6fW6CaK0BNM1hwemG7w2LExOjWHpFRc6CXXlZK6msntjdYJ3Y0YCWgwGAyGi3Bti+lGyLseO05jn06J+W6V9llPCpRS+F4lYiSglUIp6CUSz7ZpeDaDtJppY1mgtaIoFa4Nji2IsxKhNXXPRliXz97xnWoi86Yo2c5ehh5uXuPSDrGsrKY6bz6mFbpbru9SaYaJJM4lNd8mLUr+7xPn+fSLq6wOFZmEfqI5tVbwhVNrrPQSHGEReQ5CCJYGGb0kv6Y93S68rvUe71WM6DEYDAbDRTi2RStwiQKHw+39mSOUAXFWoLUgV4pRWlBIjdaaflIQZwVCK9bijKxUzLYDmpGL51rkShG4As+x6acFeakYb/h0In/Xg30nUbL5/5uhs+e0j1Ka9VHGufWYs2sx59Zj1kcZSmlaocdUwwdNlQ6zBZN1n1Ipnp/v8+zSiCTTWC4EDrQii2ZokUjBs0tD+nmBRm+lp/pJuSWq9sJ+3eO9hIl8GQwGg+EyJhsBh9sRh8dDTq3nu3pvXQu9pCQtRliWg+8KlK4MSx3HrvzHhCDNFeP1gLHIw3cFK8OCwHVYG2YUpQKpGa+5KFX5WQ3SYte00LXU6Oy+5isXCl+aDrME/OlXhyzEGcMkR+oqulALXFxHYAFFkbM8KFnpFRzpKNTGLMV8o+38Wg7m/bjHewkjegwGg8FwGZ5r8+ihFk+c67AwzHhiPr3ha65nQKaBAhdo+jmdmksnCmkEHh3fxrcFgWPRjFzqvkNWKnqxjW0J0kISehYz7YiJejVQ8EqdSpYlaAQu3oaz/aUpq6ux10Lh7bOXZlshJ6brnF+PKWSV1nIArQqUdCg3JjoXUjLIExb7AYLKnLThVzVM18KdMvTyoGBEj8FgMBh2ZLoZ8rqjbV5eGe6L6NlOAXQzEFZBK/BYH2U8oTTnhzkPTNeYbPgM0oJCwmTDZ7zukRcKJTQTNY/xeiVyrELu2Km0H/NrrqdQ2HdtJuo+M62ATs1haVSQADIGIUp8B0K3EnayFJRS040zBkle2XO0fCbqwTULl4M+9PKgYPbIYDAYDDviuTaH2iGwj63r25DAWgJ1N8FyLLAqMfDMhT5FqZhqhoS+jYVgrOYzzEssIUhKRakUjmXtKkD2Y37NTh1acHmh8OY0ZK00UmvWhhlPz/dIco3c+J0cQIOjqmjQY0da9LOCP/rSGeb7OVoraq7Nk+ca/I3XzHGoFd2yAYM7TXO+Wyc8G9FjMBgMhh0ppeJCL2Wxn9y051DA8lCh7Jx64NKKXJJc8sJSnwvdlPun64zVA9CazfO/3JjVg7Vzp9J+za+52sBCSwjWRxkrg4y1OCfOSvJS8n+/eoG/fGqVnSzMRhIenakx3Yh44tw6calpBA4KiyRTPH5uwERzHfdEtd6bOWBwezQsKxUCaEUOjrAYZOVdOeHZiB6DwWAw7Eiclby8ErN+E0UPQK7A1gotIS8klhAobeM6gvGaTzN06WcS14ZRVuI5FppXOpUunZiclVXreD24+Ijb6/ya7VGOKxUKr8cZLy0PWR3l9OOCpJTMr494cmGwo+DZ5OW1hFRbLAxzOjUPLQQ2FvWgsr04sxbz2qPqpg8Y7CU5C/2UNJeMckkhFc8s5NQ9lxNT9cqz7C6b8GxEj8FgMBh2pKppUazHN/+5Cq3JtWKQSXKpmKp7jEU+m3W9ji3IClmlq1ybvFSXdSptRi5WRxnLg5T1kcVEoxJNlhBXnV9zpTqgSwuFS6k4txbTTwpKqan7Dt0kZz0uWO5eWSQ+fnqIkoqkULS1i9xo8SpKiWsJ4kJSlJrCvfZurr1SSsV6nLM6SFkc5Dh2ZbjaGxWMMslMKyDynLtuwrMRPQaDwWDYkdC16YQOhbz6Y28Ex6oGNFsbbdvDtGSy7nJ4LGSmGZAUilIqcqU5Oh4wUfOxHeuyepPtdTyTjYClfsp8N0EpTeQ7V/TRuvT3t9cBlUrRDL2Lni8rJetJge85ZLLypU9LTSvwkFfJAsVAqhWeZTFISnwfPMvCsar7j9wqynUzBwxKrVkdZiz0c0KvEpJpoUhLRSCglxa0at4V66buRO5syWYwGAyGm0bgORyfqBG6N/d52iE4wsa2LDxHUPddmqHPXCtivBEw1fDxHQtbQFIoloYZcVYVNW9OSk7z8qI6nk7kMdsO8RyLpUFKKRVTDZ+a51w0WXmTS+uAbEvgORZZIXlufsipldFFgwlhY8YQbHiCKYTQ+I5NM7r6PV9YTcmLjEIpPKGRWrIeF2SF4uhYhGtbN3XAoFaaQSbRaELPxrIEvle13xelfqVuirtrwvOdLtoMBoPBcBM5Nlnn5FTI8rmbU9fT8mGuGTLeibh/okHg2bQjl4ZfpVKk0qwnOSvDjNlWSCNwKaRioZ/SjXOEEJRKo5RmmJVMNQKgml/TjjxC12aUl0w1fEqludBLdizQ3ak9vZ8U9NISjcZzrC27CIBG4NIOPdbjvIqEZCUWgqQoeezQBC+vrex6z3UHRiU0lODBsYi4UJSlohHYHB8Lec2R9k0fMCgsQcO3WR1CkpeEnoNUmsC1GKYSpfUV66buVIzoMRgMBsOudEKfb3hgls+ce2nfr32iCTPjTdo1j5PjdY6N1ZlpVZGdTGkcWzBICwZJwWwrZLIZYAmBbdn04pzFXsrRsYjIc0iKkm5S4NiC6Wa49RwaiNwqtbUWF7u2sF/anl4qxSAtsS3wbQdvYwghvFLfcrgTkktFVigiz6Hh2cSuzaFOnW99JOP/PjWguOSemw60ai6jvEBYNo8dHuPIeEQpq+60sbrHfZMNav7NDa/ZoioSz0rF8iCjVAW+bdOpedQ8SdN3d6ybutMxosdgMBgMuxJ4Dt/6ujn+/OmzfHHh0iP8+nn9XMSrZttVakUIHppuMdnyyQrFIC+5f6pBI3BJNgqKGkFVjAxQqqoI2LIEjmNhW1VKbKLmsTbMqXuVG/tme/lYzWWUyau2sG9vT9cbfloWUK+9kmbaXt/SqfncbwnWRjm5VBwZiyikZLGb8aaT43zrozn/6VMv85VzQxwHxiOPMHRAa5q+gxKCrCypBQ6R6+A6gobnXuYMfzNwbItOzSMrFTXPJs4lhazSdg9NNzjUjtACM6fHYDAYDPcWJ8Yb/Iv3vp5f/KMv8bn5Gxc+r58O+I43HMYW1lbkZbLuI0RVR+M5NjWvEhoh4DvWRQMClaoKiQPHvqjOZKzuUyhFqfVF7eWBa9NLyqtOVt7enp6VEhtBI3JoBq9EXbbXt+xkAQEQ+UO0hhOTdSxh8e/+3wvEWUEU+NQ8m5pbGaeCZq4VMdsKK08upWnXbl2H1Pb7jXyJENAJXcbrwV0xk2cnjOgxGAwGwxVxHIs3nJjkP/zwO/ji2TX+95fO8LHHlxhcx6Dmh8Zd3vLQDF9zdIy1UYEtYKYdUfcdpNagqw4mvXHm7jQgMJeSUmkCz7pIIEilmagFTDd9hCUuai/fy2TlS0XMWOSyFhfkUuFy8WDC7c97qQXEeM3fWK/ggZkGr5lt8OlT69haE7mCuChJSskbD7e4f7oBgG1ZdGrOLU0j3Yu+XUb0GAwGg2FPRIHLNzwwzaNzLR48cpb/8dmzfGl+7wXOsyG88cQkM60QW1j4tr0VSbEsgQOkhbysU2inAYEnxqOqxbqQl01KDryLj7arTVa+9KDfFDHjGx5Y1+pgvn29ti34jjccJnAtnlkcsjoqqPsWb79vjP/f1x1ntl277Wmke8m36165T4PBYDDsE43A4/WHxtFvEDz3v55ltMffe/P9U3ztfePMtEKOT9ZJ83JPkZSdIhKWEPSSfM+C5EqTlXfjeiMhl/7eyYk6X3dikjNrA7ojSbvmcHSsftdHVQ4iRvQYDAaD4ZpwbIvDYxHduOA1h+t8+tzwqr9zvA5ve3iGkxN1GoFL6L5St7NXIXJpROJaBMmNpHKuNxJy6e+dnGzB5HVcyLBvGNFjMBgMhmumE/k8dqTNd3/dUZb6T/NSX+/6WAf4O2+9jwdmGjiWRTt6pVj3RmtKrlWQ3EupHMPlmNfeYDAYDNfMZuTkPa8+zGwz4L989jSffGqV4SXaZ9yB737TIV4116buuTTDy4t1jRAx3CrM+8xgMBgM100UunzDQ7M8dniMF75hyFPnu3zu1Cr9vORoJ+LNJyc5OVXjcKeG79qmjsVwWxFa691jkncB/X6fVqtFr9ej2Wze7uUYDAbDXc2WF1ZRYgmL0LUv66YyGPbCzTi/zTvRYDAYDPuGs2HXcLNtFAyG68HEGQ0Gg8FgMNwTGNFjMBgMBoPhnsCIHoPBYDAYDPcERvQYDAaDwWC4JzCix2AwGAwGwz2BET0Gg8FgMBjuCYzoMRgMBoPBcE9gRI/BYDAYDIZ7AiN6DAaDwWAw3BMY0WMwGAwGg+Ge4K63odi0Fuv3+7d5JQaDwWAwGPbK5rm9nxahd73oGQwGABw5cuQ2r8RgMBgMBsO1MhgMaLVa+3Ktu95lXSnFhQsXaDQaCCFu93K26Pf7HDlyhLNnzxr395uI2edbg9nnW4PZ51uD2eebz172WGvNYDBgbm4Oy9qfapy7PtJjWRaHDx++3cvYlWazaf5R3QLMPt8azD7fGsw+3xrMPt98rrbH+xXh2cQUMhsMBoPBYLgnMKLHYDAYDAbDPYERPbcJ3/f5mZ/5GXzfv91Luasx+3xrMPt8azD7fGsw+3zzuV17fNcXMhsMBoPBYDCAifQYDAaDwWC4RzCix2AwGAwGwz2BET0Gg8FgMBjuCYzoMRgMBoPBcE9gRM8t4Bd+4Rd461vfShRFtNvty/7+y1/+Mt/7vd/LkSNHCMOQhx9+mF/91V/d9XovvPACjUZjx2vdq+zHHn/iE5/gve99L7Ozs9RqNV73utfxn/7Tf7pFd3BnsF/v5SeeeIK3ve1thGHIoUOH+Pmf//l99de507naPgP82I/9GF/zNV+D7/u87nWv2/ExH//4x3nzm99Mo9FgcnKS7/7u7+bll1++eQu/w9ivfdZa8+EPf5gHH3wQ3/c5cuQI//Jf/subt/A7jP3a501u5Aw0oucWkOc5f/tv/23+wT/4Bzv+/Re+8AUmJyf53d/9XZ588kn++T//5/zUT/0U/+bf/JvLHlsUBd/7vd/LN37jN97sZd9R7Mce//Vf/zWPPfYYf/AHf8BXvvIVPvjBD/L93//9fOxjH7tVt3Hg2Y997vf7vPvd72Zubo7Pfe5z/Ot//a/58Ic/zK/8yq/cqts48Fxtn6E6aD/4wQ/yd/7O39nx71966SXe+9738s53vpPHH3+cj3/846ysrPBd3/VdN2vZdxz7sc9QHdj//t//ez784Q/zzDPP8LGPfYw3velNN2PJdyT7tc+wD2egNtwyfuu3fku3Wq09PfYf/sN/qN/xjndc9vOf/Mmf1H/v7/29a7rWvcR+7PF2vv3bv13/wA/8wD6s7O7iRvb53/7bf6tbrZZO03TrZ7/4i7+o5+bmtFJqv5d6R7OXff6Zn/kZ/drXvvayn3/0ox/VjuNoKeXWz/7oj/5ICyF0nuf7vNI7mxvZ56eeeko7jqOfeeaZm7O4u4gb2edNbvQMNJGeA0qv12NsbOyin/3Zn/0ZH/3oR/m1X/u127Squ4ud9vh6HmO4Mpfu4ac+9Sne9ra3XTSU7Fu+5Vu4cOECp06dug0rvDt54xvfiG3b/NZv/RZSSnq9Hv/xP/5HvvmbvxnXdW/38u4aPvaxj3Hy5En+5//8n5w4cYLjx4/zgz/4g6ytrd3upd117McZaETPAeRTn/oU//W//ld++Id/eOtnq6urfOADH+C3f/u3jQHePrDTHl/K7//+7/O5z32OH/iBH7iFK7u72GmfFxYWmJ6evuhxm39eWFi4peu7mzl+/Dh/+qd/yoc+9CF836fdbnPu3Dl+7/d+73Yv7a7ipZde4vTp03z0ox/ld37nd/jt3/5tvvCFL/A93/M9t3tpdxX7dQYa0XOd/OzP/ixCiCv+9/nPf/6ar/vkk0/y3ve+l5/+6Z/m3e9+99bPf+iHfojv+77v45u+6Zv28zYONLd6j7fziU98gg984AP8xm/8Bo8++uiN3sqB5nbssxDioj/rjSLmS39+N3Gz9nk3FhYW+MEf/EHe//7387nPfY5PfvKTeJ7H93zP99zVReO3ep+VUmRZxu/8zu/wjd/4jbz97W/nN3/zN/nzP/9znn322X17noPGrd7n/ToDnX1azz3Hj/zIj/B3/+7fveJjjh8/fk3XfOqpp3jnO9/JD/3QD/Ev/sW/uOjv/uzP/ow/+qM/4sMf/jBQHRJKKRzH4d/9u3/HBz/4wWt6rjuBW73Hm3zyk5/kO7/zO/mVX/kVvv/7v/+arn8ncqv3eWZm5rKIztLSEsBlEaC7iZuxz1fi137t12g2m/zyL//y1s9+93d/lyNHjvCZz3yGN7/5zfv2XAeJW73Ps7OzOI7Dgw8+uPWzhx9+GIAzZ87w0EMP7dtzHSRu9T7v1xloRM91MjExwcTExL5d78knn+Sd73wn73//+/mFX/iFy/7+U5/6FFLKrT//j//xP/ilX/ol/vqv/5pDhw7t2zoOErd6j6GK8HzHd3wHv/RLv8Tf//t/f9+e+yBzq/f5LW95Cx/60IfI8xzP8wD40z/9U+bm5vb1Q/Kgsd/7fDXiOMa27Yt+tvlnpdQtW8et5lbv89d//ddTliUvvvgi9913HwDPPfccAMeOHbtl67jV3Op93q8z0IieW8CZM2dYW1vjzJkzSCl5/PHHAbj//vup1+s8+eSTvOMd7+Cbv/mb+Ymf+Imtb8G2bTM5OQm88s1hk89//vNYlsWrX/3qW3ovB5X92ONPfOITvOc97+HHfuzH+O7v/u6tx3ieZ4qZN9iPff6+7/s+fu7nfo4PfOADfOhDH+L555/nX/7Lf8lP//RP39XprWvhavsM1ayS4XDIwsICSZJsPeaRRx7B8zze85738K/+1b/i53/+5/ne7/1eBoMBH/rQhzh27Bivf/3rb9OdHSz2Y5/f9a538YY3vIEPfvCDfOQjH0EpxT/6R/+Id7/73RdFf+5l9mOf9+0MvOZ+L8M18/73v18Dl/3353/+51rrqkVvp78/duzYrtc0LesXsx97vNs13va2t92WezqI7Nd7+Stf+Yr+xm/8Ru37vp6ZmdE/+7M/a9rVt3G1fdZa67e97W07Publl1/eesx/+S//Rb/+9a/XtVpNT05O6r/5N/+mfvrpp2/9DR1Q9mufz58/r7/ru75L1+t1PT09rT/wgQ/o1dXVW39DB5T92uftXO8ZKLS+iyvaDAaDwWAwGDYw3VsGg8FgMBjuCYzoMRgMBoPBcE9gRI/BYDAYDIZ7AiN6DAaDwWAw3BMY0WMwGAwGg+GewIgeg8FgMBgM9wRG9BgMBoPBYLgnMKLHYDAYDAbDPYERPQaD4YZ5+9vfzo//+I/fNc/5gQ98gL/1t/7WTbm2wWC4fRjvLYPBcEfy3/7bf8N13a0/Hz9+nB//8R+/5eLLYDDcORjRYzAY7kiMCazBYLhWTHrLYDDsK+vr63z/938/nU6HKIr4tm/7Np5//vmtv//t3/5t2u02H//4x3n44Yep1+t867d+K/Pz81uPKcuSH/3RH6XdbjM+Ps4/+2f/jPe///0XpZy2p7fe/va3c/r0af7xP/7HCCG23Np/9md/lte97nUXre8jH/kIx48f3/qzlJKf+Imf2Hqun/zJn+RSS0KtNb/8y7/MyZMnCcOQ1772tfz+7//+/myYwWD4/7dvLyFRdnEcx79eaCIcg1JUVPBKPW4ktGRUsE0IIohkURHmxl0iQ0IJ4mJm4QUVwfuiJgi3KYqaIkKiXaQoiBJykbmxDDWFolJnWvXgvL75asyrxvw+MJtznnOZZ/Xj/M+zZxR6RMSnSkpKePbsGX19fTx+/BiPx0NeXh5ra2vmM1+/fqWhoYF79+4xPj7O3NwcFRUVZn9dXR3d3d24XC4mJydZXV2lt7f3t2vev3+fmJgYHA4H8/PzXgHqvzQ2NnLnzh1u377NxMQES0tL9PT0eD1TVVWFy+Wio6OD169fY7fbuXr1Kg8fPtz5ixGRfafyloj4zMzMDH19fUxOTpKZmQlAd3c3sbGx9Pb2cuHCBQDW1tbo7OwkMTERgOvXr+NwOMx5WlpaqKyspLCwEIDW1lYGBwd/u+6xY8cICgrCarUSGRm5qz03NzdTWVnJ+fPnAejs7GR4eNjs//LlC01NTYyNjWGz2QBISEhgYmKCrq4ucnJydrWeiOwfhR4R8Znp6WmCg4PJyMgw244fP86JEyeYnp42244cOWIGHoCoqCgWFhYAWFlZ4ePHj5w5c8bsDwoKIi0tDbfb7dP9rqysMD8/b4YZgODgYNLT080S15s3b/j27Rvnzp3zGvvjxw9OnTrl0/2IyP9LoUdEfOafd2E2t/+6ZwN4fXUFEBAQsGXs5ue3m3s7gYGBW8ZtLrPtxK+gNTAwQHR0tFefxWLZ9Z5EZP/oTo+I+ExKSgrr6+s8ffrUbFtcXOTt27cYhrGjOY4ePUpERARTU1Nm28bGBi9evNh23KFDh9jY2PBqCw8P58OHD17B5+XLl15rRUVF8eTJE7NtfX2d58+fe/0ni8XC3NwcSUlJXr/Y2Ngd/ScRORh00iMiPpOcnExBQQGlpaV0dXVhtVq5desW0dHRFBQU7HiesrIyampqSEpK4uTJk7S0tLC8vLzl9GezuLg4xsfHuXTpEhaLhbCwMM6ePcunT5+or6+nqKiIBw8eMDQ0RGhoqDmuvLyc2tpakpOTMQyDpqYmPn/+bPZbrVYqKiqw2+243W6ys7NZXV3l0aNHhISEcO3atT96VyKy93TSIyI+5XK5SEtLIz8/H5vNhsfjYXBwcEtJazs3b97k8uXLFBcXY7PZCAkJITc3l8OHD/92jMPhYHZ2lsTERMLDwwEwDIP29nba2tpITU1lamrK6ysxgBs3blBcXExJSQk2mw2r1WpeoP7F6XRSXV1NTU0NhmGQm5tLf38/8fHxu3gzIrLfAjx/UigXEdlDbrcbwzC4ePEiTqdzv7cjIn8plbdE5MB5//49IyMj5OTk8P37d1pbW3n37h1XrlzZ762JyF9M5S0ROXACAwO5e/cup0+fJisri1evXjE6Orrjy9AiIv9G5S0RERHxCzrpEREREb+g0CMiIiJ+QaFHRERE/IJCj4iIiPgFhR4RERHxCwo9IiIi4hcUekRERMQvKPSIiIiIX/gJ8JQxUPVUMkIAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Rendre compte de la densité de points\n",
    "df.plot(kind=\"scatter\", x=\"longitude\", y=\"latitude\", alpha=0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "873ce2f4-7bd4-4419-8a3a-08bf0da3675c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fff33f7f610>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x700 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot(kind=\"scatter\", x=\"longitude\", y=\"latitude\", alpha=0.4,\n",
    "s=df[\"population\"]/100, label=\"population\", figsize=(10,7),\n",
    "c=\"median_house_value\", cmap=plt.get_cmap(\"jet\"), colorbar=True,\n",
    ")\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "64bd9c71-f0b6-4b85-9f8e-65229cef22a8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='median_income', ylabel='median_house_value'>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Tracer median income en fonction de median house value\n",
    "# On voit la borne supérieure et une forte corrélation (nuage non aléatoirement dispersé)\n",
    "# D'autres traits horizontaux sont moins évidents\n",
    "df.plot(kind=\"scatter\", x=\"median_income\", y=\"median_house_value\",\n",
    "alpha=0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "65280cbc-9f5b-44b4-ab75-59d2adf5ca13",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "median_house_value    1.000000\n",
      "median_income         0.688075\n",
      "total_rooms           0.134153\n",
      "housing_median_age    0.105623\n",
      "households            0.065843\n",
      "total_bedrooms        0.049686\n",
      "population           -0.024650\n",
      "longitude            -0.045967\n",
      "latitude             -0.144160\n",
      "Name: median_house_value, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "housing_num = df.drop(\"ocean_proximity\", axis=1) # Drop de la variable catégorielle pour l'instant\n",
    "corr_matrix = housing_num.corr()\n",
    "print(corr_matrix[\"median_house_value\"].sort_values(ascending=False))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "30a4e191-688b-4d19-adad-045b14c67567",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# Plot heatmap\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.heatmap(corr_matrix, \n",
    "            annot=True,       # show correlation values\n",
    "            cmap='coolwarm',  # color palette\n",
    "            linewidths=0.5,   # lines between cells\n",
    "            fmt=\".2f\")        # format numbers\n",
    "\n",
    "plt.title(\"Correlation Matrix Heatmap\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "9a443cc6-14b8-4972-a9c4-583655c8e2f0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       longitude  latitude  housing_median_age  total_rooms  total_bedrooms  \\\n",
      "3364     -120.51     40.41                36.0         36.0             8.0   \n",
      "13034    -121.15     38.69                52.0        240.0            44.0   \n",
      "16669    -120.70     35.32                46.0        118.0            17.0   \n",
      "19006    -121.98     38.32                45.0         19.0             5.0   \n",
      "\n",
      "       population  households  median_income  median_house_value  \\\n",
      "3364       4198.0         7.0         5.5179             67500.0   \n",
      "13034      6675.0        29.0         6.1359            225000.0   \n",
      "16669      6532.0        13.0         4.2639            350000.0   \n",
      "19006      7460.0         6.0        10.2264            137500.0   \n",
      "\n",
      "      ocean_proximity  rooms_per_household  bedrooms_per_room  \\\n",
      "3364           INLAND             5.142857           0.222222   \n",
      "13034          INLAND             8.275862           0.183333   \n",
      "16669      NEAR OCEAN             9.076923           0.144068   \n",
      "19006          INLAND             3.166667           0.263158   \n",
      "\n",
      "       population_per_household income_cat  \n",
      "3364                 599.714286          4  \n",
      "13034                230.172414          5  \n",
      "16669                502.461538          3  \n",
      "19006               1243.333333          5  \n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df[\"rooms_per_household\"] = df[\"total_rooms\"]/df[\"households\"]\n",
    "df[\"bedrooms_per_room\"] = df[\"total_bedrooms\"]/df[\"total_rooms\"]\n",
    "df[\"population_per_household\"]=df[\"population\"]/df[\"households\"]\n",
    "plt.scatter(df.index, df[\"population_per_household\"])\n",
    "\n",
    "# Certaines valeurs avec beaucoup de population / household : \n",
    "print(df[df[\"population_per_household\"] > 100])\n",
    "\n",
    "# Données aberrantes ?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "8079bbc9-279b-4c66-90b3-fc9a4260444d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "median_house_value          1.000000\n",
      "median_income               0.688075\n",
      "rooms_per_household         0.151948\n",
      "total_rooms                 0.134153\n",
      "housing_median_age          0.105623\n",
      "households                  0.065843\n",
      "total_bedrooms              0.049686\n",
      "population_per_household   -0.023737\n",
      "population                 -0.024650\n",
      "longitude                  -0.045967\n",
      "latitude                   -0.144160\n",
      "bedrooms_per_room          -0.255880\n",
      "Name: median_house_value, dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "housing_num = df.drop(\"ocean_proximity\", axis=1) # Drop de la variable catégorielle pour l'instant\n",
    "corr_matrix = housing_num.corr()\n",
    "print(corr_matrix[\"median_house_value\"].sort_values(ascending=False))\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.heatmap(corr_matrix, \n",
    "            annot=True,       # show correlation values\n",
    "            cmap='coolwarm',  # color palette\n",
    "            linewidths=0.5,   # lines between cells\n",
    "            fmt=\".2f\")        # format numbers\n",
    "\n",
    "plt.title(\"Correlation Matrix Heatmap\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "a4ec74b5-f09d-4f29-aaa5-c34cb1692f7e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "income_cat\n",
      "3    0.350581\n",
      "2    0.318847\n",
      "4    0.176308\n",
      "5    0.114438\n",
      "1    0.039826\n",
      "Name: count, dtype: float64\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# On rajoute une colonne \"income_cat\" qui est la colonne median_income stratifiée\n",
    "df[\"income_cat\"] = pd.cut(df[\"median_income\"],\n",
    "bins=[0., 1.5, 3.0, 4.5, 6., np.inf],\n",
    "labels=[1, 2, 3, 4, 5])\n",
    "print(df[\"income_cat\"].value_counts() / len(df))\n",
    "df[\"income_cat\"].hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "82604a07-62eb-424a-8d61-8328bce98985",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set de train et de test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "99473af2-f517-4ad6-8f32-2eab8e39a071",
   "metadata": {},
   "outputs": [],
   "source": [
    "split = StratifiedShuffleSplit(n_splits=1, test_size=0.2, random_state=42)\n",
    "for train_index, test_index in split.split(df, df[\"income_cat\"]): # split stratifié sur income_cat\n",
    "    strat_train_set = df.loc[train_index]\n",
    "    strat_test_set = df.loc[test_index]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "1057970c-ca4d-4e2a-bf12-601e512e300a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "income_cat\n",
      "3    0.350533\n",
      "2    0.318798\n",
      "4    0.176357\n",
      "5    0.114341\n",
      "1    0.039971\n",
      "Name: count, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "# On vérifie que les proportions sont respectées\n",
    "print(strat_test_set[\"income_cat\"].value_counts() / len(strat_test_set))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "c9aa9cc9-81b2-456b-8ffc-a58bb9b4f614",
   "metadata": {},
   "outputs": [],
   "source": [
    "# On enlève la colonne qui n'a servi que pour le split : \n",
    "strat_test_set.drop(\"income_cat\", axis=1, inplace=True)\n",
    "strat_train_set.drop(\"income_cat\", axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "b2cc529b-94e4-4f4f-87af-e6c11121cdab",
   "metadata": {},
   "outputs": [],
   "source": [
    "housing = strat_train_set.drop(\"median_house_value\", axis=1)\n",
    "labels = strat_train_set[\"median_house_value\"].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "b2361ce9-b707-44c7-88a2-e854850823b0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-1.18510000e+02  3.42600000e+01  2.90000000e+01  2.11900000e+03\n",
      "  4.33000000e+02  1.16400000e+03  4.08000000e+02  3.54155000e+00\n",
      "  5.23234164e+00  2.03027043e-01  2.81766108e+00]\n",
      "[-1.18510000e+02  3.42600000e+01  2.90000000e+01  2.11900000e+03\n",
      "  4.33000000e+02  1.16400000e+03  4.08000000e+02  3.54155000e+00\n",
      "  5.23234164e+00  2.03027043e-01  2.81766108e+00]\n"
     ]
    }
   ],
   "source": [
    "# Instanciation d'un simpleImputer pour la médiance :\n",
    "\n",
    "imputer = SimpleImputer(strategy=\"median\")\n",
    "housing_num = housing.drop(\"ocean_proximity\", axis=1)\n",
    "imputer.fit(housing_num)\n",
    "\n",
    "# On compare les poids calculés par l'imputer avec les valeurs de la médiane\n",
    "print(imputer.statistics_)\n",
    "print(housing_num.median().values)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "590e46e3-de4e-46b4-839a-c165577456e4",
   "metadata": {},
   "outputs": [],
   "source": [
    "# On utilise l'imputer qu'on a fit pour transformer les données :\n",
    "# Le \"transform\" d'un simpleImputer est le fill des NA\n",
    "X = imputer.transform(housing_num)\n",
    "\n",
    "# Reconversion en DF : \n",
    "housing_tr = pd.DataFrame(X, columns=housing_num.columns, index=housing_num.index)\n",
    "\n",
    "# On met à jour les colonnes déduites :\n",
    "housing_tr[\"rooms_per_household\"] = housing_tr[\"total_rooms\"]/housing_tr[\"households\"]\n",
    "housing_tr[\"bedrooms_per_room\"] = housing_tr[\"total_bedrooms\"]/housing_tr[\"total_rooms\"]\n",
    "housing_tr[\"population_per_household\"]=housing_tr[\"population\"]/housing_tr[\"households\"]\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "31091fe9-d082-49c5-b063-4c9fb3af6903",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[1.]\n",
      " [4.]\n",
      " [1.]\n",
      " [4.]\n",
      " [0.]\n",
      " [3.]\n",
      " [0.]\n",
      " [0.]\n",
      " [0.]\n",
      " [0.]]\n",
      "[array(['<1H OCEAN', 'INLAND', 'ISLAND', 'NEAR BAY', 'NEAR OCEAN'],\n",
      "      dtype=object)]\n"
     ]
    }
   ],
   "source": [
    "# Ordinal enconding of ocean_proximity\n",
    "ordinal_encoder = OrdinalEncoder()\n",
    "housing_cat_encoded = ordinal_encoder.fit_transform(housing[[\"ocean_proximity\"]])\n",
    "print(housing_cat_encoded[:10])\n",
    "print(ordinal_encoder.categories_) # Affiche les catégories dans l'ordre des indices associés"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fcafdb86-ba24-47b2-86ab-5c5a1e5587d6",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "3bf84431-3ce4-419f-a83f-3aa50e88fda2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " ...\n",
      " [1. 0. 0. 0. 0.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]]\n",
      "[array(['<1H OCEAN', 'INLAND', 'ISLAND', 'NEAR BAY', 'NEAR OCEAN'],\n",
      "      dtype=object)]\n",
      "      <1H OCEAN INLAND ISLAND NEAR BAY NEAR OCEAN\n",
      "0           0.0    1.0    0.0      0.0        0.0\n",
      "1           0.0    0.0    0.0      0.0        1.0\n",
      "2           0.0    1.0    0.0      0.0        0.0\n",
      "3           0.0    0.0    0.0      0.0        1.0\n",
      "4           1.0    0.0    0.0      0.0        0.0\n",
      "...         ...    ...    ...      ...        ...\n",
      "16507       1.0    0.0    0.0      0.0        0.0\n",
      "16508       0.0    1.0    0.0      0.0        0.0\n",
      "16509       1.0    0.0    0.0      0.0        0.0\n",
      "16510       1.0    0.0    0.0      0.0        0.0\n",
      "16511       0.0    1.0    0.0      0.0        0.0\n",
      "\n",
      "[16512 rows x 5 columns]\n",
      "      <1H OCEAN INLAND ISLAND NEAR BAY NEAR OCEAN\n",
      "0         False  False  False    False      False\n",
      "1         False  False  False    False      False\n",
      "2         False  False  False    False      False\n",
      "3         False  False  False    False      False\n",
      "4         False  False  False    False      False\n",
      "...         ...    ...    ...      ...        ...\n",
      "16507     False  False  False    False      False\n",
      "16508     False  False  False    False      False\n",
      "16509     False  False  False    False      False\n",
      "16510     False  False  False    False      False\n",
      "16511     False  False  False    False      False\n",
      "\n",
      "[16512 rows x 5 columns]\n"
     ]
    }
   ],
   "source": [
    "cat_encoder = OneHotEncoder()\n",
    "housing_cat_1hot = cat_encoder.fit_transform(housing[[\"ocean_proximity\"]])\n",
    "print(housing_cat_1hot.toarray())\n",
    "print(cat_encoder.categories_)\n",
    "\n",
    "# Conversion en Dataframe :\n",
    "housing_cat_1hot = pd.DataFrame(\n",
    "    housing_cat_1hot.toarray(),\n",
    "    columns=cat_encoder.categories_\n",
    ")\n",
    "print(housing_cat_1hot)\n",
    "print(housing_cat_1hot.isna())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "4bd0d810-fccb-4f6b-b434-c91d6d729c17",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<Axes: title={'center': 'longitude'}>,\n",
       "        <Axes: title={'center': 'latitude'}>,\n",
       "        <Axes: title={'center': 'housing_median_age'}>],\n",
       "       [<Axes: title={'center': 'total_rooms'}>,\n",
       "        <Axes: title={'center': 'total_bedrooms'}>,\n",
       "        <Axes: title={'center': 'population'}>],\n",
       "       [<Axes: title={'center': 'households'}>,\n",
       "        <Axes: title={'center': 'median_income'}>,\n",
       "        <Axes: title={'center': 'rooms_per_household'}>],\n",
       "       [<Axes: title={'center': 'bedrooms_per_room'}>,\n",
       "        <Axes: title={'center': 'population_per_household'}>, <Axes: >]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 2000x1500 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "scaler = MinMaxScaler()\n",
    "housing_tr_scaled = scaler.fit_transform(housing_tr)\n",
    "housing_tr_scaled = pd.DataFrame(housing_tr_scaled, columns=housing_tr.columns, index=housing_tr.index)\n",
    "housing_tr_scaled.hist(bins=50, figsize=(20,15))\n",
    "# Une seule barre pour population_per_household car c'est un nombre compris entre 0 et 4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "e6c4038c-5294-4a9d-b491-b44ab0c8c348",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 16512 entries, 0 to 16511\n",
      "Data columns (total 16 columns):\n",
      " #   Column                    Non-Null Count  Dtype  \n",
      "---  ------                    --------------  -----  \n",
      " 0   longitude                 16512 non-null  float64\n",
      " 1   latitude                  16512 non-null  float64\n",
      " 2   housing_median_age        16512 non-null  float64\n",
      " 3   total_rooms               16512 non-null  float64\n",
      " 4   total_bedrooms            16512 non-null  float64\n",
      " 5   population                16512 non-null  float64\n",
      " 6   households                16512 non-null  float64\n",
      " 7   median_income             16512 non-null  float64\n",
      " 8   rooms_per_household       16512 non-null  float64\n",
      " 9   bedrooms_per_room         16512 non-null  float64\n",
      " 10  population_per_household  16512 non-null  float64\n",
      " 11  (<1H OCEAN,)              16512 non-null  float64\n",
      " 12  (INLAND,)                 16512 non-null  float64\n",
      " 13  (ISLAND,)                 16512 non-null  float64\n",
      " 14  (NEAR BAY,)               16512 non-null  float64\n",
      " 15  (NEAR OCEAN,)             16512 non-null  float64\n",
      "dtypes: float64(16)\n",
      "memory usage: 2.0 MB\n"
     ]
    }
   ],
   "source": [
    "housing = pd.concat(\n",
    "    [housing_tr_scaled.reset_index(drop=True),\n",
    "     housing_cat_1hot.reset_index(drop=True)],\n",
    "    axis=1\n",
    ")\n",
    "housing.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "503a9508-5da6-4fab-a28e-75d6d21dbd90",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>longitude</th>\n",
       "      <th>latitude</th>\n",
       "      <th>housing_median_age</th>\n",
       "      <th>total_rooms</th>\n",
       "      <th>total_bedrooms</th>\n",
       "      <th>population</th>\n",
       "      <th>households</th>\n",
       "      <th>median_income</th>\n",
       "      <th>rooms_per_household</th>\n",
       "      <th>bedrooms_per_room</th>\n",
       "      <th>population_per_household</th>\n",
       "      <th>(&lt;1H OCEAN,)</th>\n",
       "      <th>(INLAND,)</th>\n",
       "      <th>(ISLAND,)</th>\n",
       "      <th>(NEAR BAY,)</th>\n",
       "      <th>(NEAR OCEAN,)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>16512.000000</td>\n",
       "      <td>16512.000000</td>\n",
       "      <td>16512.000000</td>\n",
       "      <td>16512.000000</td>\n",
       "      <td>16512.000000</td>\n",
       "      <td>16512.000000</td>\n",
       "      <td>16512.000000</td>\n",
       "      <td>16512.000000</td>\n",
       "      <td>16512.000000</td>\n",
       "      <td>16512.000000</td>\n",
       "      <td>16512.000000</td>\n",
       "      <td>16512.000000</td>\n",
       "      <td>16512.000000</td>\n",
       "      <td>16512.000000</td>\n",
       "      <td>16512.000000</td>\n",
       "      <td>16512.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.475534</td>\n",
       "      <td>0.329364</td>\n",
       "      <td>0.542224</td>\n",
       "      <td>0.066555</td>\n",
       "      <td>0.085686</td>\n",
       "      <td>0.039706</td>\n",
       "      <td>0.092422</td>\n",
       "      <td>0.232823</td>\n",
       "      <td>0.030615</td>\n",
       "      <td>0.063689</td>\n",
       "      <td>0.001935</td>\n",
       "      <td>0.440710</td>\n",
       "      <td>0.318677</td>\n",
       "      <td>0.000121</td>\n",
       "      <td>0.111858</td>\n",
       "      <td>0.128634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.199385</td>\n",
       "      <td>0.227201</td>\n",
       "      <td>0.246565</td>\n",
       "      <td>0.054393</td>\n",
       "      <td>0.066174</td>\n",
       "      <td>0.031269</td>\n",
       "      <td>0.070145</td>\n",
       "      <td>0.131373</td>\n",
       "      <td>0.018552</td>\n",
       "      <td>0.023550</td>\n",
       "      <td>0.009323</td>\n",
       "      <td>0.496487</td>\n",
       "      <td>0.465978</td>\n",
       "      <td>0.011005</td>\n",
       "      <td>0.315201</td>\n",
       "      <td>0.334804</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.253984</td>\n",
       "      <td>0.148778</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.036552</td>\n",
       "      <td>0.047358</td>\n",
       "      <td>0.021890</td>\n",
       "      <td>0.051718</td>\n",
       "      <td>0.142553</td>\n",
       "      <td>0.023524</td>\n",
       "      <td>0.049762</td>\n",
       "      <td>0.001399</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.581673</td>\n",
       "      <td>0.182784</td>\n",
       "      <td>0.549020</td>\n",
       "      <td>0.053747</td>\n",
       "      <td>0.069427</td>\n",
       "      <td>0.032540</td>\n",
       "      <td>0.075803</td>\n",
       "      <td>0.209766</td>\n",
       "      <td>0.029137</td>\n",
       "      <td>0.059850</td>\n",
       "      <td>0.001710</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.631474</td>\n",
       "      <td>0.550478</td>\n",
       "      <td>0.705882</td>\n",
       "      <td>0.079743</td>\n",
       "      <td>0.102932</td>\n",
       "      <td>0.048096</td>\n",
       "      <td>0.112024</td>\n",
       "      <td>0.292784</td>\n",
       "      <td>0.034991</td>\n",
       "      <td>0.073214</td>\n",
       "      <td>0.002084</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          longitude      latitude  housing_median_age   total_rooms  \\\n",
       "count  16512.000000  16512.000000        16512.000000  16512.000000   \n",
       "mean       0.475534      0.329364            0.542224      0.066555   \n",
       "std        0.199385      0.227201            0.246565      0.054393   \n",
       "min        0.000000      0.000000            0.000000      0.000000   \n",
       "25%        0.253984      0.148778            0.333333      0.036552   \n",
       "50%        0.581673      0.182784            0.549020      0.053747   \n",
       "75%        0.631474      0.550478            0.705882      0.079743   \n",
       "max        1.000000      1.000000            1.000000      1.000000   \n",
       "\n",
       "       total_bedrooms    population    households  median_income  \\\n",
       "count    16512.000000  16512.000000  16512.000000   16512.000000   \n",
       "mean         0.085686      0.039706      0.092422       0.232823   \n",
       "std          0.066174      0.031269      0.070145       0.131373   \n",
       "min          0.000000      0.000000      0.000000       0.000000   \n",
       "25%          0.047358      0.021890      0.051718       0.142553   \n",
       "50%          0.069427      0.032540      0.075803       0.209766   \n",
       "75%          0.102932      0.048096      0.112024       0.292784   \n",
       "max          1.000000      1.000000      1.000000       1.000000   \n",
       "\n",
       "       rooms_per_household  bedrooms_per_room  population_per_household  \\\n",
       "count         16512.000000       16512.000000              16512.000000   \n",
       "mean              0.030615           0.063689                  0.001935   \n",
       "std               0.018552           0.023550                  0.009323   \n",
       "min               0.000000           0.000000                  0.000000   \n",
       "25%               0.023524           0.049762                  0.001399   \n",
       "50%               0.029137           0.059850                  0.001710   \n",
       "75%               0.034991           0.073214                  0.002084   \n",
       "max               1.000000           1.000000                  1.000000   \n",
       "\n",
       "       (<1H OCEAN,)     (INLAND,)     (ISLAND,)   (NEAR BAY,)  (NEAR OCEAN,)  \n",
       "count  16512.000000  16512.000000  16512.000000  16512.000000   16512.000000  \n",
       "mean       0.440710      0.318677      0.000121      0.111858       0.128634  \n",
       "std        0.496487      0.465978      0.011005      0.315201       0.334804  \n",
       "min        0.000000      0.000000      0.000000      0.000000       0.000000  \n",
       "25%        0.000000      0.000000      0.000000      0.000000       0.000000  \n",
       "50%        0.000000      0.000000      0.000000      0.000000       0.000000  \n",
       "75%        1.000000      1.000000      0.000000      0.000000       0.000000  \n",
       "max        1.000000      1.000000      1.000000      1.000000       1.000000  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "housing.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "9f2b0062-4c4d-4f68-b51b-595a5d1b7c3a",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>longitude</th>\n",
       "      <th>latitude</th>\n",
       "      <th>housing_median_age</th>\n",
       "      <th>total_rooms</th>\n",
       "      <th>total_bedrooms</th>\n",
       "      <th>population</th>\n",
       "      <th>households</th>\n",
       "      <th>median_income</th>\n",
       "      <th>rooms_per_household</th>\n",
       "      <th>bedrooms_per_room</th>\n",
       "      <th>population_per_household</th>\n",
       "      <th>(&lt;1H OCEAN,)</th>\n",
       "      <th>(INLAND,)</th>\n",
       "      <th>(ISLAND,)</th>\n",
       "      <th>(NEAR BAY,)</th>\n",
       "      <th>(NEAR OCEAN,)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.287849</td>\n",
       "      <td>0.635494</td>\n",
       "      <td>0.549020</td>\n",
       "      <td>0.098362</td>\n",
       "      <td>0.128061</td>\n",
       "      <td>0.062614</td>\n",
       "      <td>0.131441</td>\n",
       "      <td>0.115426</td>\n",
       "      <td>0.030938</td>\n",
       "      <td>0.060836</td>\n",
       "      <td>0.001993</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.709163</td>\n",
       "      <td>0.058448</td>\n",
       "      <td>0.117647</td>\n",
       "      <td>0.135168</td>\n",
       "      <td>0.137403</td>\n",
       "      <td>0.056392</td>\n",
       "      <td>0.143017</td>\n",
       "      <td>0.402574</td>\n",
       "      <td>0.041176</td>\n",
       "      <td>0.044594</td>\n",
       "      <td>0.001554</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.528884</td>\n",
       "      <td>0.300744</td>\n",
       "      <td>0.843137</td>\n",
       "      <td>0.041003</td>\n",
       "      <td>0.049613</td>\n",
       "      <td>0.018610</td>\n",
       "      <td>0.055639</td>\n",
       "      <td>0.163798</td>\n",
       "      <td>0.030281</td>\n",
       "      <td>0.055723</td>\n",
       "      <td>0.001232</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.719124</td>\n",
       "      <td>0.022317</td>\n",
       "      <td>0.450980</td>\n",
       "      <td>0.047591</td>\n",
       "      <td>0.083280</td>\n",
       "      <td>0.025085</td>\n",
       "      <td>0.089806</td>\n",
       "      <td>0.119067</td>\n",
       "      <td>0.019575</td>\n",
       "      <td>0.086324</td>\n",
       "      <td>0.000939</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.562749</td>\n",
       "      <td>0.184910</td>\n",
       "      <td>0.509804</td>\n",
       "      <td>0.089790</td>\n",
       "      <td>0.103737</td>\n",
       "      <td>0.051403</td>\n",
       "      <td>0.107916</td>\n",
       "      <td>0.275617</td>\n",
       "      <td>0.035276</td>\n",
       "      <td>0.052514</td>\n",
       "      <td>0.001992</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   longitude  latitude  housing_median_age  total_rooms  total_bedrooms  \\\n",
       "0   0.287849  0.635494            0.549020     0.098362        0.128061   \n",
       "1   0.709163  0.058448            0.117647     0.135168        0.137403   \n",
       "2   0.528884  0.300744            0.843137     0.041003        0.049613   \n",
       "3   0.719124  0.022317            0.450980     0.047591        0.083280   \n",
       "4   0.562749  0.184910            0.509804     0.089790        0.103737   \n",
       "\n",
       "   population  households  median_income  rooms_per_household  \\\n",
       "0    0.062614    0.131441       0.115426             0.030938   \n",
       "1    0.056392    0.143017       0.402574             0.041176   \n",
       "2    0.018610    0.055639       0.163798             0.030281   \n",
       "3    0.025085    0.089806       0.119067             0.019575   \n",
       "4    0.051403    0.107916       0.275617             0.035276   \n",
       "\n",
       "   bedrooms_per_room  population_per_household  (<1H OCEAN,)  (INLAND,)  \\\n",
       "0           0.060836                  0.001993           0.0        1.0   \n",
       "1           0.044594                  0.001554           0.0        0.0   \n",
       "2           0.055723                  0.001232           0.0        1.0   \n",
       "3           0.086324                  0.000939           0.0        0.0   \n",
       "4           0.052514                  0.001992           1.0        0.0   \n",
       "\n",
       "   (ISLAND,)  (NEAR BAY,)  (NEAR OCEAN,)  \n",
       "0        0.0          0.0            0.0  \n",
       "1        0.0          0.0            1.0  \n",
       "2        0.0          0.0            0.0  \n",
       "3        0.0          0.0            1.0  \n",
       "4        0.0          0.0            0.0  "
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "housing.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "bce22b26-9baa-41df-a3cb-c021df4c732b",
   "metadata": {},
   "outputs": [],
   "source": [
    "housing.to_csv(\"treated_housing.csv\", index=False)"
   ]
  }
 ],
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