jupyter_notebook.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "5c99dd29",
   "metadata": {},
   "source": [
    "# California Housing Price Prediction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "eea8114e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import libraries\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "6427ec2c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "07-05-2023  15:38         1,423,529 housing.csv\n"
     ]
    }
   ],
   "source": [
    "!dir | findstr -i housing.csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "42c0b551",
   "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>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",
       "  </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",
       "\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  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "housing = pd.read_csv('housing.csv')\n",
    "housing.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "ef48d9a0",
   "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": [
    "housing.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7bdf2d26",
   "metadata": {},
   "source": [
    "207 values of 'total_bedrooms' is missing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "d896efff",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<1H OCEAN     9136\n",
       "INLAND        6551\n",
       "NEAR OCEAN    2658\n",
       "NEAR BAY      2290\n",
       "ISLAND           5\n",
       "Name: ocean_proximity, dtype: int64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "housing['ocean_proximity'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "a4c6c2a6",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        vertical-align: middle;\n",
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       "\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>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": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "housing.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "fb5ccb33",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
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      "text/plain": [
       "<Figure size 2000x1500 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "housing.hist(bins=50, figsize=(20,15))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "ee96c2cd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#median incom is an important feature\n",
    "\n",
    "housing['median_income'].hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "4457492a",
   "metadata": {},
   "outputs": [],
   "source": [
    "#dividing the income category to limit the number income category\n",
    "housing['income_cat'] = np.ceil(housing['median_income'] / 1.5)\n",
    "#putting everything above 5th category as 5th category\n",
    "housing['income_cat'].where(housing['income_cat'] < 5, other=5.0, inplace= True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "6e6b8e45",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import StratifiedShuffleSplit\n",
    "\n",
    "split = StratifiedShuffleSplit(n_splits=1, test_size=0.2, random_state= 29)\n",
    "\n",
    "for train_index, test_index in split.split(housing, housing['income_cat']):\n",
    "    strat_train_set = housing.loc[train_index]\n",
    "    strat_test_set = housing.loc[test_index]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "1907e74b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3.0    0.350581\n",
       "2.0    0.318847\n",
       "4.0    0.176308\n",
       "5.0    0.114438\n",
       "1.0    0.039826\n",
       "Name: income_cat, dtype: float64"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "housing['income_cat'].value_counts() / len(housing)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "b9c7ea5b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3.0    0.350533\n",
       "2.0    0.318798\n",
       "4.0    0.176357\n",
       "5.0    0.114341\n",
       "1.0    0.039971\n",
       "Name: income_cat, dtype: float64"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "strat_test_set['income_cat'].value_counts() / len(strat_test_set) "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b76c325c",
   "metadata": {},
   "source": [
    "**as seen above the proportions are maintained in the test set using stratified sampling**\n",
    "\n",
    "[**why stratified?**] : because the feature-space are less and also becuase its a mid-size dataset and we dont want to miss out any class"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "5e9594e5",
   "metadata": {},
   "outputs": [],
   "source": [
    "for items in (strat_train_set, strat_test_set):\n",
    "    items.drop(\"income_cat\", axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "2f1fb6bf",
   "metadata": {},
   "outputs": [],
   "source": [
    "housing = strat_train_set.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "ac0f0f67",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x27a0a355e80>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "housing.plot(kind=\"scatter\",x=\"longitude\",y=\"latitude\", alpha=0.4,\n",
    "            s=housing[\"population\"]/100,label=\"population\",figsize=(12,8),\n",
    "            c=\"median_house_value\", cmap=plt.get_cmap(\"jet\"),sharex=False)\n",
    "\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "dfb5f422",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.image as mpimg\n",
    "ax = housing.plot(kind=\"scatter\",x=\"longitude\",y=\"latitude\", alpha=0.4,\n",
    "            s=housing[\"population\"]/100,label=\"population\",figsize=(12,8),\n",
    "            c=\"median_house_value\", cmap=plt.get_cmap(\"jet\"),sharex=False)\n",
    "california_img = mpimg.imread(\"california.png\")\n",
    "plt.imshow(california_img, extent=[-124.55, -113.8, 32.42, 42.05], alpha=0.5,cmap=plt.get_cmap(\"jet\"))\n",
    "\n",
    "plt.xlabel(\"Longitude\", fontsize=14)\n",
    "plt.ylabel(\"Latitude\",fontsize=14)\n",
    "\n",
    "plt.legend(fontsize=14)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "414af5f5",
   "metadata": {},
   "source": [
    "### Looking for Correlation\n",
    "(Pearson's Distance Correlation equation)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "ab6ddd77",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "median_house_value    1.000000\n",
       "median_income         0.691334\n",
       "total_rooms           0.127498\n",
       "housing_median_age    0.108481\n",
       "households            0.060161\n",
       "total_bedrooms        0.043991\n",
       "population           -0.028239\n",
       "longitude            -0.043977\n",
       "latitude             -0.146227\n",
       "Name: median_house_value, dtype: float64"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#using Pandas corr method\n",
    "corr_matrix = housing.corr()\n",
    "\n",
    "corr_matrix[\"median_house_value\"].sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c789c021",
   "metadata": {},
   "source": [
    "always between -1 and 1 "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8d30aca8",
   "metadata": {},
   "source": [
    "## Feature Engineering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "5badb9c1",
   "metadata": {},
   "outputs": [],
   "source": [
    "housing[\"bedrooms_per_room\"] = housing[\"total_bedrooms\"]/housing[\"total_rooms\"]\n",
    "housing[\"population_per_household\"] = housing[\"population\"] / housing[\"households\"]\n",
    "housing[\"rooms_per_household\"] = housing[\"total_rooms\"] / housing[\"households\"]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "c49f794b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "median_house_value          1.000000\n",
       "median_income               0.691334\n",
       "rooms_per_household         0.151990\n",
       "total_rooms                 0.127498\n",
       "housing_median_age          0.108481\n",
       "households                  0.060161\n",
       "total_bedrooms              0.043991\n",
       "population_per_household   -0.021681\n",
       "population                 -0.028239\n",
       "longitude                  -0.043977\n",
       "latitude                   -0.146227\n",
       "bedrooms_per_room          -0.254016\n",
       "Name: median_house_value, dtype: float64"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corr_matrix = housing.corr()\n",
    "corr_matrix[\"median_house_value\"].sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e4d5bdc1",
   "metadata": {},
   "source": [
    "**[observation]:** the new `bedrooms_per_room` is highly correlated but in a reciprocated way to the `median_house_value`, so the houses with lesser bedroom/room ratio will tend to be more expensive."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "d1519536",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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HRde5ILEMgSm0Xe+z33Z3us4YigoFW+qi9ruOh207jxjqJGmGAkqWiSXEMG2nYVsGhtDohSmeZVDdoVC+7pmUHUGYZow0oaHpZAo0BRXbREcjlflaWaaODlvWbLe5z4YiVB+KhDhT2KbA1HPhY+o6rmnk988USiksIUgyhVIahpEXZSepxLUEglxYKcDQwNJ1lMwFGOTRPSVfEkUaGmg6mqaRpqMUoEaQZGRSDVObAqVAZnnRfJIpPEun5BgwFAgjoTAScZYQ6HqefgPQh5EyQ+h51E2BrmkYQhBnEk2p/H7kYk8IgWXo4z7EaUrFNvEsgyiVwyJ3gyBK88gReeQuG4pWpeUF52mW/1AqyNJcRCVS0QlSdC3vl4ZGqvL0npIKoWsYQsPSNaIkvx/D+ycShAam0BB6noJMs5ujWpvRNv2roYPKC/bzZ0TDMjQcIcaCFbX7vfbDHU8jbqZUKvHYY49x6dIl5ubmgJujRqurq+OI0tzcHHEc02q19rxmZWXlprbW1ta2XLO9nVarRZIke16zuroK3Bx924xt21Sr1S1fBQUvdxxTMD/h0osSemFCkkl6YUIvSpivOSe+K/Eo7e/13guTHucnS1t+FqUZFddgumrRCVI6YUw3jNnoRziWzvmGh22IY+tTlGZMeAYb/YiNfkTdNYgSuet99tvuTtfFaR7RcaxcbBx0HQ/btqZBzTXHUQWlKSY8g/V+RJymVG1B209oDiIenqvsuCtxpury+vMN4lSy0vXphjHdMEHKvCZpumIjdFjp+mwMQiZcg0GcbVmz3ea+GyQYGlQdwUYvptmPcA0d0xB4Vi4Uy7YApQjSdCiqdNpB3v+SKThdd/GTjNN1F8cUNP04jx7pGraVF8mPIzkqI0glJVsnzTJSqVBSEcYZUZbimoKynddYecN6plHkcKpiMYglYZLiOQY1z8wL5pGApNmLWe8FZFIyU7WwjTwdNohSoiSjEySUbZ2qYxAnGZ0gxrN0NgYRUsEjpyrILE/b6uTp00xJKm4uwjQ9r31q+xEacLbhEg5FpmcJdF0jSTPSYV2ahiTOUsQwshfLvGjeNqAXJ+jkr4dJQppmVOx8nVxTJ5NQ9wz84bOqaeBHKWkmqbsGaAohNKSS9MOUoUbaEpGSm/5VKq/ZUkoSpQpDQCIVmoKqbXJmwibNJApFkuXp18Nyx3cjbiaKIp5++mm+6Zu+iXvuuYe5uTk+8YlP8NrXvhaAOI755Cc/yfvf/34AHn/8cUzT5BOf+AQ/8AM/AMDS0hJf+cpX+JVf+RUAnnjiCTqdDp/97Gf5G3/jbwDwmc98hk6nw5vf/ObxNb/0S7/E0tISp06dAuDjH/84tm3z+OOPj6/52Z/9WeI4HttBfPzjH2d+fp4LFy7cngkqKLiLOD9ZAmCxE9IKYmxDcP9MZfz63dz+ft67+WdvvjiFlIqnFjosdUNAMd9wec2ZiS3vOa4+OaZgvuGiKXBMAwl73me/7e503TfeO4UCVnrRodbxsG3PVBze9sgcq72I1V7EVNnmNed0dDTiVGEa8MTFKZ64d2rXtv/Wa84gleL/vbTBWi/CNHT+5oNTXJws0QszljoBmQTb1JisWMzXb16z3eb+1IRDmGTcaAdjK4JXzVeZ8qZY92NWOiEzNQfPMUilRAdqrsFkyeb8ZIkzdQ9tmDW70fLRNY3IyXNrp2oOFyaz8W7EODXQgKpbpjkY7lAcRgGnqi73z1aoOgZLrQClaaSZzOuSDJ3Jik2aKc40XAyRx2WeuHeKaxsDrm74dIIITdO5UPH4pgenEZrGlXWfK00fTdM4V3c53XAp2waLrZB2mGAJnXOTHucaHhcbZV5o9bmx7hOlCkXG4+caXJgu8aWrLdpBiiU0LkyVmfAshA6mEJxteKx2Qy6t9jF1jX6QkCmFIQyCYb1Wnj3KBa9l2PhxRtU2cO1cmpQsg8myjWflOwY7QUKjZOLZPr1IggRdh3rJ5MK0R7uX4IiYki1o92PCVKGRIiVo4ubdiI5p4Nk6Bhq60CjbJiXX5FTF5tSEh9A0Kl6L682Qjh9BfPjY1h3djfjTP/3TfM/3fA/nzp1jdXWV9773vXzyk5/kqaee4vz587z//e/nfe97H7/3e7/H/fffzy//8i/zZ3/2Z1usH378x3+cj33sY3zoQx+i0Wjw0z/902xsbGyxfvjO7/xOFhcX+Z3f+R0gt344f/78FuuH17zmNczOzvKrv/qrNJtN3vnOd/J93/d9Y+uHTqfDgw8+yLd+67fysz/7s1y6dIl3vvOd/PzP//yBrB+K3YgFrzRGf2HfKZ+to7S/13t3+lmUZsNi7b09m46rT/n3+7/PftvdbWxHWcfDtr19TuNU0g2TA/lsbfQjljoBZfsln61emNANExwj99m61Zpt71v+fZ6KioZ5r9H78z6ngBp/H6cKy9CwDYGCLePbfh/byD2ykuFYNbRhGldhGTqDMGOpG2Dp+Q65siOwhM6T19rIYc2SOSxO60cJjmXw+vP18f3XeyHPr+U7BjM5KsZXPHa6ykOnavTChI1+BEDZMREaXG8FLHcC2n6Crmk8MFvmvtkKqVTD2sHcqsI29LHP1jNLXb6y0KZkGzRKNmGS0fJjHpqrcs90KS/GTyW9sc9WvhJfuNbihZU+kxULxxDEUpGmeQF8zbV47EyNyZKNROEYAnNYHxmlkjjNxnO0MYiYLNmUnDzt/tWFLpnM1yGVio4f4ycS19CYn/DIpMLQdTRdUTJNPHu0VgKGdVplR+SbOGAcGWv1Y5a7AbE/4P/z2IVDfX7fUbH1gz/4g/z5n/856+vrTE9P86Y3vYl/+S//Ja961auAl0xNf+d3fmeLqemjjz46vkcYhvzjf/yP+cM//MMtpqabC9GbzeZNpqa//du/fZOp6U/8xE/cZGq6effhU089xbve9S4++9nPUq/X+bEf+zF+/ud//kCmpoXYKigoKCjYi928yzKpuLze39NmI0wyPn+lia5pW8RqL0yQwBsu1G8SnIe1LMmk4urGYLzz1DYE8zXnlh5tTy92+JOvLlOyDequRZRK/DilUbaYq7k79vFWdMOEz11pUnetLbsGk0zSCmLecKGxY+3fgdo4wuf3HRVbX48UYqugoKCgYC92Ez/3TpXRdW1PcXNQ0XEYcbadg0ZFM6n4y0trfPF6C0PXKVsGZdegZAkenKseyqfvOMZxK47y+X1X1WwVFBQUFBS8krnVsUbbPcmAsWha7kW84UKd03V3V3GzfXfl5vvutMN0ZH1Rd60trzumoBXEw3b2Fin5ffcvZJJM8uqzE9Q9k+VehFSKsm2OheNhGG10uLTaG3+/OUK321zfrqPGCrFVUFBQUPCK5U6f3Tliv8ca7Uf8VB1z17EcVHQcVJwdhZ3m4FzdY67m4FoHE2zbCZOMesnifMNjfZDsuVnjThw1VoitgoKCgoJXHHf67M7tXGv649Rg3bVeOioJtqTNjkP8HGRX7GEiQodlpzm42hxgGToXvcMd8bXTOk+V7T0F3H7X4jgpxFZBQUFBwSuOO/GBuht7pQYXOyGn6+5Nvl9HET9C17g4Xd4z3biZ22HjcpA5OAgHFXAn1Y9bUYitgoKCgoJXFHfqA3U3DloXdVziZ7+1VPsVZ0dJyR5HbdhO/TnoOp9EP/ZDIbYKCgoKCl5R3KkP1N04aGrwoJGp48I28iOARudGjto8jpTsSdSGHWadb2eN2mYKsVVQUFBQ8IriTn2g7sZhU4MH3eV3FPYSVMeRkj2J2rC91lknP1x9ZJFxkv3YD4XYKigoKPg65m7ZrXec3I4P1IPO250+3mo3RuNYbAVcbQ7GgqobJPz1jTa9IKEXpceSkt1tDmarDt0wOfAzuNM6D6KEy+sDPEvw5RvtHaNwd2ItCrFVUFBQ8HXI3bZb77g5qQ/Uw87bnUoN7sbmcfSjlCvrA6YqNlMlh9VuyFo/phPEXNkYMFGyeGSutuX9h0nJbp8DocFKN+KL11qHfga3r3OrH4MGp6ounm3sGIW7E2tRiK2CgoKCr0Pupt16J8FJfaAedd5uZ2pwLzaPo2wbpFKx1o3oD88x9CyDybLFSidipR1QtgwenH3JNf0oKdnRHGx2yt9pLvcTPdy8zt0g4SsLHeYNd19RuNu5FoXYKigoKPg6427brXeSHOcH6m7zFqUZz6/2ma7Y+z48+06yfRxRmlFzTXphwpV1n3umPUq2wSBOmazYmJrNjZbPdDkf33GkZPd6Bq83/fHB1/uNeNmGwDYlkjzqtpnNUTil8sL60UnTtyvCWIitgoKCglcAB6khutt2671c2D5vmZQsd0OWOgEtPwEU9w1TlXdzKnb7OGxDMF2x2ehHdIKYTLp0/JhelHBhssTchEumIMok6TAle75RolGybipAP2wfRjim4MX1AS0/ZqbiHCh6uFfBvKHrLLZ8lrshC62QXphQcQ3OTnicaXgnvmaF2CooKCh4GXOYGqK7bbfey4Xt87bcDbnW9AFouBa2IV4Wqdid1n+u5tL2YxY7IVc3+mgIPFuwMYiJM8nZhsdrz02QZJLVbsh6P2KhExy61m+3Z7ATxPTChDP1/aUCN7PXxgjHEFxt+vTDlG6YIHSNrp+yakQEaQac7JoVv1EFBQUFL2NGtTe6plF3LXRN49Jqj6sbg13fM/pQ6kUJvTAhySS9MKEXJczXnCKqtQub5229n0e0AFAwV3NolGwqtsliJyQafoDfjey0/n6UUi9ZvPp0FV3XmalanG24xJnk0moPpRQVx6TtJ1xt+gd63vbbh16Y0A7yiNP2dKxjCqI0G3uA7cb5yRL3z1SQQCuIkcD5Rl5EbwkdP86oOCbTZYeKYxLEEscQJ75mRWSroKCg4GXKUWqv7lYrgrud2apDP0q50fJp+QkN12Ku5jBXc4GXTyp2p/U/V/ewdR3HMghiiR9nuKbBfTMWmqbRDeJjrfXbqQ8PzVZY60WHjrrutDEiSuU4Chdn+UHekNdrdaMEXdPGQq7w2SooKCgo2MJRaq/uNiuCu5kwyfDjdJg+i4kyidA1psoWZyc8pirOlmsPm4q9nZ5nu4mSxW7Ixak8nRanEms4jlYQ04vSY6312+0ZtIe7FEf3PkxB/uaNEUqBLXSSTGKJfJyGlf9rCYFU6sTT54XYKigoKHiZchy1V3eLFcHdyOZ6uKvNAavdiHMNj3OTJZJUsqxCrrV9bFMcyTj1Tnqe7SRKwiRPtY2eqV6YYBuCim2cSK3f9mfwuKOum2u5PEuw2ovw45QsU0xXbcI04/6Gd6K/B4XYKigoKHiZcqeOHvl6YVQPZwtBnChKtsHGIKZkG5ye8Lg4XWalExJlkmC4K+8wouBu8Ty71fNUda3b8ryNIl5TZYtelFJ1zFtaatwqKjhakxutgDCR+X09g5mKw5m6e+Lp80JsFRQUFLyMKWqvTobN9XC6piFR1F2LKJOs9WOmKzYly6BetnjsdBVrGNk5qOC4mzzPwiSjXrI43/BYHySs9kJ0TeP80BoBbs/zdpBI336v3ZyyfM25CTRyq63CZ6ugoKCg4Ja8HGqvXo7nL26uh1MKLCHy+TV1umFCkimkzGuUKo65r3HtNA93g+fZdsFiaBpJJlFKITVY78dYxmAsYE76edtPpO+lMx19rjb9Ha+dn3C3zPd+n8OTeF4LsVVQUFDwCuBurL16OZ+/uLkeLrcKsLjW9PETMA2dMEmJUrmv9Nle83CnPM82C4qFVrBF3Fxe7/P8ao/7ZyrcM1XeVcBUT8At/1aRvtmqzbUNn2utgDjNWGgFTFdsZqsuQtMwhU4mJV+42uLqxgAJCA00NDTATzJ0Dc41Stw/W9nyHJ7k81qIrYKCgoKCE+FuqUU6DNvrlybLNv04t3yYthwMITjXKO0rfXarebiddXfbBYUGbPQjTlVzE9E4lQSxpFGy8ROJQg39qDL+3+fXma3aiKFAPAnhvFekb6Mf8efPrfHMcg9T6Ag9j7plknEdHUAnSPIDtD2TRsnmxfU+z6z0qHsmrpEfQ/S1pS4r3ZC/ef80SSaHUbJ8I8ReZzUelkJsFRQUFBQcO3dTLdJh2Vyf1I0S5mouj87XmKs5uNb+Ion7mYfbWXe3Xfg1BzEvbvg4pqDmWUPhkVFxDPw4I0wy1noRX1nocHl9wIOzZe6dLmN51okI570ifev9iIV2QNU1qXsW/ShlEPmYQmOtbzJdsVEKFtoBFScXWlIp/DhDaHB9w+fB2SqzFYdWEPPk1SZJJnFMQT9KubI+YKpiM1txEbp20zrF2d6GqntRiK2CgoKCgmPnbqhFOirHUZ+0r3lwxG2pu9tJ+E14JjXHYLEdcnrCwxQ6lhD0whTXMmj2Y663fTZ6MVMli5prsdgJMUSeRjyMcN6rJmq3HZEb/YhE5sKo7loYus6EazFbdVjqhjhGRDDpESaSTpjy8FwFU+gM4hQ/zogThdB1LENgCJ26Z7HcCXnyWos33TNJ2TZIpWKtG1G2DE7XvXH7o3WyxOFTusVxPQUFBQUFx87mCMVmXo7nL9qGoLrPIvjtHGQejtLOfhgJP8d86f62ITg94dILE5qDCE0D19JpDiIMDdYHEVmmSJRktupQcy08y2CtH6Pr7OsInRFpJrm81ufzV5p87kqTz73Y5PJan0yqLdfteOTOVImpcr4DdHN78xMuZUuABv0oRehwz6Q3FreGrqFr0IsTPFNgijzl2Q8TklTiDAWfYwpqrokQGmv9mGQYxdq8Tpvn7aAUka2CgoIT4+W4C+0kOMouqIPO4UnM+W73PEyE4ii1SHfqedre7kHXc6psc7WZnx24eR7O1b2xcNjpPkcZ707v3Z6ii9KMVCo82+DCZAkhdFpBzEzFYbpsEyQZX1vqUrEN5msujikIhik5P8nohxmOtX/hfJBdhqfr7pZIn1LQDRL8OKPZj4dzptMJEiqOxbc+OM2F6fKWgn891HDM3Iw1iDMaHqBB249Y78doOtQcC8vQMYXOdMXmxfUBnSBmEKUIXdvyvHaKmq2CgoK7iZfzLrTjZL/zsNN1s1UHDVjuhvuaw5OY893ueXrCZaEd3LKt46pFulPP006WCOOfKbXv9TQ0DccQpFLRCuLx92u9iMVueNN9jjLevd47EsDPLHVZ6gR0w4RBlJFkktedq/OGexqkUo0FWjdI0DUwdJ1rTZ9nlroYQkfTwLME0yWLi9OlY6ldm63arHSjPcc8P4zAUbboByntICaVed8fOT0xvm77czdf9/ib901xo+Xz9FKXJJVoei7egjRFH75vruYyiFLW+jGDJKVsm9w/U+H0hMvltT6XbrT2++jcRCG2CgoKjp2X8y6042S/87DTdZ+6vA4K7p+p7GsOT2LOd7vn9aZPmGa3bOu4PJnu1PO0vd29LBFutZ69KOF8w2O+7m3Z9VYeRro23+co473Ve89Plrje9HlutYeh65Qtg7Jr4Mcpy51wvOuuGybYps59MxX+4vk1WoOYqYpNJ0jphvnhzTXP2rdwvlXt2gtrA5Y6wZ5j3iyi+k7eh3N17yYLh52eO0Of4v/3zApPXmtRcw1qjoWfprT8mBdWe8xPuAyiDNvQ+eYHppive+Pn9fLwrEadwwv7QmwVFBQcK6+EXWjHwX7nYafrlIIwkqCDbeYpjr3m8CTmfLd7RmnG00tdHj5V3XdbR/EAO86xHSQtt73d3SwRtvdjr/6uDxLmJ2C9H+06nqmydejx7meulMrFyGvP1rENMU6h9cKE60PvqtFh27bQaXgWjqHjOQaGrjFZtqm5JhOeiRA6qZQI/dbzv9cuQw2NjT3mZDTmg4r3zc9dmGQ4puBN90yOx61rGs+tdHhuOf8DQgiNuaqD0HVKloHQtS1zqunpLce5Gy+fCsWCgoKXBTsV4UL+F+xBimlf7ux3Hna6LskkmgYakGRq1/cetK3j6L8p9KEx5Na/8k9qfY9jbPstzN6r3c2WCHGajddlr/WM0oxBnBJn2fj7XpTsOZ5elB56vPuZq9E1FcekZBtjUeOYghutAU8v99A1jbproWsaz672SKXiG87UeGS+xqvP1Lh/psKEax1ovUcpzF6U0AsTkkzSCxN6UcJU2UIOr9nPmA+zkWCncQtdw7MM9KGI+xsXJjk94XF5vc/VjcGec3pQishWQUHBsXKnHLHvNvY7DztdZ4q8IBiN8e6pnd570LaOo/9JJvFMgVRbhcpJre9xjO0wabnt7W63RBity07rKTR4cb2fWw4MjUPNYQ1SxTb3HE/FNg493v3MlVLseE03SOgFGacn3C3RpZYf8VwroOHZnBnaIRx0/kfsVsM3V3XoBsmJ/j9jp7mJ0oyFdsCEZ3Gm7m1pexRR2/y+o1QHfn38X6+goOC2sddfsPM15+sihQj7n4edrovSDMfWcQydKJG3nMOTmPPd7hlnkodPVQnT7Las71HHtj21ZgqdimNSsXOPqCjdeYfZ9nY3WyJ4po6Gtut6amhcWu0xiFIGUcql5T6femGdZ5Y7rPcjZqvOruOputahx7ufudrtmnYQU3EMqk5eUxWlKU9ebfJXLzR5ZqnLH//1In9xaQ0/Tg+93qM04Bsu1HnDhQZvuFDn4nQZzzZO/P8ZjimYLFms9EI2BiFJJmn7CZ0wZX7C2SK0NkfUNs9XPzx8GrGIbBUUFBw7t9MR+25mv/Ow03VvvjiV70bsRfuaw5OY893ueabucaPl37b1PcrYjmKuur3dkSWCpmm79mMUAblvpsKNDZ+FTkjJMri3WkbXdb622OGhuSr3z1R2Hc9Rxruf9+50zUNzVVa64Tjy85WFLk8ttLENwYWpEkLT+NpShyTLePzC5JHWe6cavpP8f8Zoh+ZaL8KPU1Y6IRXHZLbqbPHkGrE9ojbqw6Ub4aH7oCmldk9aFxw73W6XWq1Gp9OhWq3e6e4UFJwoo78Ov959tvY7Dztdd9A5PIk53+2et3t9D9pemOTRt68sdPIU3aaDk3thggTecKF+y3ttb3evfnTDhM9daVIyDZ5e6pJJRc01Qct/dr5RwrEEb7hQH9579/EcZX73897t1zyz1OWZ5S6WrvPpyxtkSmEbgrmaw0zFYanjE2eKd7zpPJNl+0D9Oc5+H5TRbkJrmA4OkpRBlPHQXBXL0McpZsfM7S7aQcxDc1UeOrX1M3qt2WJmsnGoz+8islVQUHBiHGUX2iuJ/c7DTtcddA5PYs53u+ftXt/9trfda6rZj/DjjIvTZUqWcWBz1e3t7tWPUY1PP0qQ5ELLGB4bYxmCsiMYxLmguFWR91Hmdz/vHV0z2kCw0g0ZRBnPtnvcaA+4MFVmruowVcqFVb1ksdQJCXdJvR4Hx/1MhUnGteaAfpiOa+gsoeNZgtVexOuHovd6K+DF5Q6tfoJrCW60fCxD3+LzdZR+FTVbBQUFBQWvKEYF8aNddaeqLmiwMkxRSbhlimrkNbVbTddujGp8wjQjTRV+kg7P50uZLltIORIUu3/8HrbtwzKaL1PoPHyqymPzNUqWidBgpuKMTT97YYpnGVQ3RQiPm1uN/aBzE2eShVbIai9C0zSqjommaaz2Iq43fVKpuDhdZqpk5jVZuiKTihdWB/zF82tcXusfy7iKyFZBQUFBwSuGnbymap7F/XqFKJM8djr3B9stSnEcbvUjERckkhfXB9Rck9M1h5Jt7BlRuxNO+TvN19lGiVfN1/jaUodGyadesuiFKc1BxBMXp7akY4+L7WPXFExVbO6bKeNZxqHnJoxT1vohlhCUrFzyGJaeF/pHKdpwDr621CWMJZNlG9vQiVLJRj/iSzfanJv0jhxtK8RWQUFBQcErhr0K4oM0w7pFmuo43OpHu+7mag7Pr/bZ6EdIQNO0PSNqx9H2Qc9T3G2+Hj9fJ8ky4kyx1AnxLIMnLk7xxL1T++rHQfs2GrtnGvhRymIr5AvXWjy77PH4+QaZVFxe7+84N/MT7k33HYmzS6t9NvoxUSKJE8nchEOaKbJMUfUMFHn93nI3ZKKUe3ABGEInU5LlTsB6L6LimkeKNBZiq6CgoKDgFcNRfLmO24nfswxefWZi16LvzeJDKY7U9mEjP5vnSypFKhWm0Mik4vELkzw8VyFMM6qOuWNEaz/i7lZ92zzv3SBhqR1Ssg1sS6fpJ3z5eotUKk5PeFvmJpOSL1xtcXVjgIQt9x2JN0voXJjyWO1GrPQCEimZq7lMV21mKk4exUoyULB9t2AmFa1Bwpeut3AsgzQY7DqPt6IQWwUFBQUFrxhGNVOjqIczPHtwPwXxR7GJ2IvtRd87iY+qaxIkGZOlrbv89tv2YaNijimYrdj8+aV1BlGKYeSmrI4p+MZ7p3bddXgQcXervo3mvWQarPVjPMugZBukUpLJBF3oLLcHnGtsjQh2goQrGwMmPJNGyR7fN07lliORolSSSai5Jjoap2o2mVKcGQrYigNzNYfFdoih6+M04tWNAQooD++zEfi7zuOtKMRWQUFBQcErisN6Nt2u0w92Eh9X1weEaUbJMm5rRC7NJDdaAdeaAwaxxNQ1qq7BXM25KdJzqzHsJO7207fNOzjjLKNq59dFqcQyBJOuyTWVp/u8Yd3VyP294uRCa/P5oddaPlIqZioOAHM1F4ClbkhrcPMGCccUvPZsHT9eZxCndANJFGekUvGaMxM0hgK47BxeMhViq6CgoKDgFcVBDywecZSo2H7ZU3y0A5p+dOC2jxKRu7TS40s32pyue1Qsg0GcEacZFcdkpRftWBx+EHG3n75VHZP5CZevLXXyHZx6isjyIvZzDQ9d1zlVc8enFjimGLu/PzxXucn9vRsmaJo2Fs1C0zg94eGYOqdrLk9cnLwpJXrPdBkFfO7KBouthAyFZehomkYvSDANjcVOsOsa3IpCbBUUFBQUvCI5jGfTSZ9+sJf4mPAsZqo23TC9LRG5MMm41gowhU7dszB0HccyGEQp/SCl7yQ7CrWDiLv99m2nHZwzJQsdjeYg4jVnJ9B1bbwuQmdX9/eyYzJVMrna9Mf9CpO8bu7+mcqOtWdC1xB6bg0xc87FEPDpFzb41PPrzA2P82l3Onuuw14UYqugoKCg4LZx0N1yt5vDRsX2Q5hkRElGmkmag5h6ycQSYvwzxxI8OFcB9naW385hI3JxJlFKUbIFUSoxLJ0kk0ilaIcx85q7o1DbLqDiVI7P9Nwu7vbbt807OJ9d7vLMUo8b7QC0gLlqntI8P1nasi4LrSD3Uwu1m+57frKEZYh9i+ZRtK5Rsqk4JgvtXKhpOnT8GAV0+9Et12I3CrFVUFBQUHDi3AkPqaNwnE7mo7Ffaw5YaIVc2egziDLONlzO1j1qnoUfp1vEx36PIxoJ18NE5CyhU7Zzk9K1XsRaL8SPM9pBQppJHp2vYeg3i62RgHpmuctiJ6AX5MatqZS89mz9pvccpG+eZVBzLSquwXQlFz4j24eRIBvNzV73Paho3hyti9KMtV7E6bpHzbW4sjEYC+XDUoitgoKCgoIT5zg8pE6C2xFpG429H6Z0w4Spko1SEe1BwiDqcWGyxOvO1/edqtxLuB4kIjcSTd0wRRGy1A1RSoHK/cDiTHF1Y7Dj+pyfLHG96fPsch9TaJQcg6qd13xtf89BhM84wuTZN6X7tteD7ee++xXNm6N1uq4RZ3ktGUrR8Cyurg9oB+kt77MbhdgqKCgoKDhRjtu/6ji4XZG20dgtoePHeeF5yTIo2SZpJpmt2TiWwem6u+92byVcDzKX5ydLxKnk2obPfNWlZAvmqg5nJ0u5uegu65NkEqFrvPZcDcc0MIWGJQS9MNn1PfsRPocp9j+OKOTmdKcldHQNWn7MRj8ikxLHFlji8LtRC7FVUFBQUHCinJR/1VHYSbB8balDP0p5cC5P5x1H1Gs0dlvoL0VLIPdyyjLKtkks5b7n4LiFq9A15usuF6Y8yraBa4lxHdlO6zOakzjNxmu6fTfgrdZ0r3k9qv3GftZst2s2pyUtIdjoBaAUk2WbMJZHOhOyEFsFBQUFBSfK7fKv2i/bBUsmFd0gYaEZ8uK6z2o3xBQ6GpAodaSo12jsSSaxhD4uRI9SiSUEUqkDzcFJCNdR7ZauaWOhBVvXZ3skME0lK72INJXUPGsc2dprTXeKJk6VbeZqDq6VR6cOW+y/n0jlra7ZnJZ8dL7KC2t9PvXCOkppGEJwruEdaF43U4itgoKCgoIT5Xb4Vx2E7YJluRNwrenjWDpaCkudkIW2z30zFS5OlY9UX7Z57J4lWO1F+HFKlimmqzZhmnF/Y/8HHZ+EcN3P+lxe6285u/DGRsDXljoEaca5Ron5CZe6Z+JaBg/N7bymm6OJVdvkanPA5682mS47nJ/0xsLnMMX++6kJ3G/d4Cgt+ch8jW6QkEnF2brL5cW1A8/tiEJsFRQUFBScOLt9gM5WHbphclutIJRUZJmkFyaUbXN8RAwamLoizSSNkk0QS4Bxuu6w9WWjsd9oBYSJpBelVD2DmYrDmbp7IA+vkxKuewmcnc4uDNMMxxZIoBskaBr0o4TXnt250H97NHGh5dMcznssJamUW4TPQXYS7ie1epizJx1TcH6yxKXVHnXPYq7mHGpuoRBbBQUFBSfK3e4rdRzsZ4zbd44JDVa6EV+81rptVhCb00hrvZi1fshk2WYQZTiWTpxIpso2LT+m4hj4cUacSkyhb0nTKcWB1nTz2F9zbgKN/NDjwz4TB4n87LY221/fa2ffIN56dqEpdKI036VXcxRTZRshdM7U8vf6cXrTTsLN0cQ4lWOBa5s63TDBMQ0sobYIn82F73s9Y/tJrQKHSr9unmvXLo7rKSgoKLireLn5Sh2Gw4xx9AE6SkvdTiuIzWmkB+YqOBs6l9cG+EnKXM3lfMOjUbIYRCm9MMU1DaxhWi5MMgxdZ7Hls96PD7Wmx+XdtR/Lg93W5vSEy0I72HXNdurj9rMLTV0nlRJd1zAMnbJjsNgOyTKJn2SA4r5Nfleb7xEmGbqmjc9AHJ1/aAoNTeg3CZ/9PGP7Sa0qxZZrojQ/+zBM0j3Tr5vneq15+N/b21uVWFBQUPB1wuiDXdc06q6FrmlcWu1xdWNwp7t2bGweo2cKwkTytcXOljGGSUY3TIjSbMtrm1M6ptCpOCYV22SxE2659rjY3qZjCB6YrfKGe+rcM1VitmJTdUwMXcezBM1BhGvlH5G9MKEXJaAUV5s+uqZRMo3xDsY7taa2Iag65p71Udufv7+6vHHg53KUugzTjDRVxFkuVPphQt01We9HtPwIqaDhWtiGuOmeo3v0oiQXXGi0ghg/TpkuW6DyY3l0TQPF+JnZz+/R5nv3woRkmCLuRQnzNWdL4X3bj3lupctTC20+f6XJF6+1CeOUIM5uekY3P7ejuT4sRWSroKCg4Ji5G32ljpvRGL3hwb9rvYg4k6SZJEwkFdtgqRuy0Y+QsCUicSesIHZrs+pYnKqpYe1YfibhdMVhqmyjado4TXe+UWKlG+KZBt0gYa0f56IjVQSJZK7m5HVfdwG7PX9xKnl6qcdDp8oHfi63n11oGxqmLkgzyUIrYLJsYegaczWHRsne0W9ri7WCqdHuZpyecIhSyeevNGkHMWXHYL0XMuFZCE1jYxAxV3Nv2d/9pFZHRqzPrfYwdB3XFOg6/PVCm5VuxPlJj9mKDZrGSje8KSL44nr/0GtydzwZBQUFBa8g7kZfqeNmNMZgaHzpWfmxL70w4QvXWlxr9kmVRs0xOD3hYnnWOE04P+HediuIvVJNrmXseCZhlGbj76NUstAJ8MO8QNyzDKq2ia+nvLg+4PnVPq8+M3Hs/T4Muz1/Qtfwk/Sm43T281xuPrvw+dU+a92Q5V7IWi/GMXWmyw6nJ1zmau6u99yckntkvspKJ+CpxS7PrvSouSYTnknbj4mSDMcUuKbg6oaPawomNo3lVvfeLbU6NmI9W8c2BGu9kKVOSNnWx0X6n7q8ARrcP13Zkt6+3vTZaBdiq6CgoOCu4W7zlToJrKEP1UI7oGTnrugA3SDFj1OW2pKHTlWwTYPFToghdKqOOY5I3G4riP3u4tvc9ub6JaVAU7DYCinZBqVhsbTIdGquyUY/Gh/EfNLcakPCbs9fJhWeaZBKedP99vtcepbBq89MjIVonEi+cK2JbQgaJXtf9xzNq2sKljohVdugH6Y8tdAhVQpDV7yw0ucN90xSsU0WOiGnJtwth3bbhhinGzfPw151cZtFqFKw1o/zlLAt8Ie1ZGGSAfnB1qbQt0QEz1YKB/mCgoKCu4a7zVfqJHBMwVTZ5vNXWzhmnk7qxwnL3ZDZik0nTDGFGIuwtX7MhGcOa2PkobyUjspR2nRMwVTF5gvXWthWXiA+2nl3uuYg4cQjlvspFh8JsamyzdXmYNz3MMmIsoyHT1UI04xemNz0XKodxMtujEWNA/fNVLi02tvxnrc6/FmSR5wWOgGpUky4JnGqWOiEnO+GzNcdnl7u0RokNEq5GGr7MSXb4K9vtA+0UWEkQgdRylov4oW1HpYQKKDqGiil0IY1Y6NdqPBSRFDKQmwVFBQU3FXcCTEx4nbZTdw7XeaeSY/mICGVCVIpGiWTCdckSkFKBeQWB90woR9mOFYe7TjI4cTHxVHbvG+6zLOTHk0/IZMJlpG7ipdsA03TTjxiuZcp57mGt0WIGZqGYwhSqbY8f2fqHjda/pbn8uJkiUwqPn+leahdlod91jdHRyt2brWRqXydSpZBO0i4MOlxz1QJoUMriNEBTYNOEDNVdg60k3X0R9BfPL/GejdCRyNTua9alGh0gjQ/iBttvAsVIE4zwjjj6YXDb4QoxFZBQUHBCXAnxMTttpso2QaPn2/wtaUOjiGwDJ2nl7oEseTClEecSgZRSqrkeJv9xenSrqm628Vh2/RG413s4JgGZUcgJbclYnmrTRdxmnG16W8RYr0o4XzDY77ubXn+tj+XC63gSDYch33WN0dHR7tBb7R8FHCqZjOIUzphwuPn6sxWbV5YG7DUCXh+tY8l8jMcPcs4kOnsXNXBMwVl1yRTiuYgYa5mU3VNljohxtDOIk8n5vN+ox1gmzqdIL3lmHbjrikceN/73oemabz73e8ev6aU4hd+4ReYn5/HdV2++Zu/ma9+9atb3hdFEf/wH/5DpqamKJVKfO/3fi83btzYck2r1eId73gHtVqNWq3GO97xDtrt9pZrrl27xvd8z/dQKpWYmpriJ3/yJ4njeMs1Tz31FG95y1twXZfTp0/zL/7Fvxiq4IKCglcCO9kUHJW9tucfN3fCbuL8ZIlXnarhWAaJVEyWbCbKJhcnS5yacBjEKeu9iIplcG6ydCQX7sMwWtNukOx7bTt+zELbpxcmN/3s/GSJV83XcCzBIM6QcFsilqN6I8e82eW8HyZcbQZYQkfXNRRqbKWxPngpLbj5+R49l9ud1aVS6HoepdvJhmOv35GdnvVb/U6NoqNhIrEMnZmKzXTFBvI/Ds7WPeZqDivdiKvrA8JUInQdx9K51vRZ7gTjeRjVke1FqhSNss03nKnxjfdN8433TjJZdkgzRZxJHj/f4M0Xp5AwLMLP8CzBG841uKdx+DW+KyJbn/vc5/jd3/1dXv3qV295/Vd+5Vf4jd/4DT70oQ/xwAMP8N73vpe3vvWtPPvss1Qq+c6Rd7/73Xz0ox/lIx/5CJOTk7znPe/hu7/7u3nyyScRw2K6t7/97dy4cYM/+ZM/AeBHfuRHeMc73sFHP/pRALIs47u+67uYnp7mL//yL9nY2OCHf/iHUUrxgQ98AIBut8tb3/pWvuVbvoXPfe5zPPfcc7zzne+kVCrxnve853ZNVUFBwQnwSjAgvVN2E9ujGoausdwJ8x2KGNw7XRofwrzWj+gGyW2Z29GaXmsOWGiF9MKEimtwdsLjTMPbsf0wTvnMi02eXuriJxmeKXj4VJUn7p0ap5XuRMQS9t50oZRipRMiUUiVXztdsZks23TDBD9KWWjtbGQ6EnFV22Ch7Y8tPHQNLCF4dL6KbYgD/47s9/rt0dGKY9KPEp5f7VOxTdphwl9eWuPSah8dDV3XWO2GTJRMGiWbtX7MTNXZd5H/aB6lhKpjUnVM4iyjNUgQOjw8HO+5SS/fAJBKvnyjTdk1j2S2e8cjW/1+nx/6oR/igx/8IPV6ffy6Uorf+q3f4p/9s3/G93//9/Poo4/y4Q9/GN/3+cM//EMAOp0O//E//kd+/dd/nW//9m/nta99LX/wB3/AU089xZ/+6Z8C8PTTT/Mnf/In/If/8B944okneOKJJ/jgBz/Ixz72MZ599lkAPv7xj/O1r32NP/iDP+C1r30t3/7t386v//qv88EPfpButwvAf/7P/5kwDPnQhz7Eo48+yvd///fzsz/7s/zGb/xGEd0qKHiZ80owIN0r8rGfv/iPyiiq4VkGF6fLvOFCnTdcaHCm7qHrGq5l3Na5Ha3pRj+mGyboukbXT1ntR7u2/5kXm3z68jq6rnGq5qDrGp++vM6nX1jfdby3KwW6l3GnoefO60mmcE1BlEour/W5tjHANgQr3WjX53skPnJh6qNpGlXHJMkUa/2Q5U4IHPx35CDXb46O9uOUpp8gdI3Jsk1peHj3Uwsd/CSlUbKYKJlcb/qs9UKCOKU5iLYYmG5nc3Rtp3mMEkmm8k0bm3c1Vh2Tsm2MRa51hJq8Oy623vWud/Fd3/VdfPu3f/uW11988UWWl5f5ju/4jvFrtm3zlre8hU996lMAPPnkkyRJsuWa+fl5Hn300fE1n/70p6nVarzxjW8cX/OmN72JWq225ZpHH32U+fn58TVve9vbiKKIJ598cnzNW97yFmzb3nLN4uIiV65c2XV8URTR7Xa3fBUUFNw93Ak385Ngc+RjM3fKbsI2BJbQWe9Ht31uR2tqCR0/zqg4JtNlh4pjEsQSxxA3td/xY55e6tIo2UyXHRzDYLqcG3Q+vdzbMaV4nP3dT4rz/GSJ+2cq4xSXBM4N67FO1Vw2ehHPLfdZaAVca/p8+XqbkrX3GmgaTJYsrjV9IDefjRIJCs7UPdYHMd0g2fI7ohTowwL83VKNB/mdGkUL33ChziOnKiSJJJOKG22fry12WWoHTDgmvTB/35mJEmcbHuu93IFeCH3HVG6a5aLz81eafO5Kk8+92OTyWp8zde+meTzfKNEoWTf1bbM464eHr9m6o2nEj3zkIzz55JN8/vOfv+lny8vLAMzOzm55fXZ2lqtXr46vsSxrS0RsdM3o/cvLy8zMzNx0/5mZmS3XbG+nXq9jWdaWay5cuHBTO6Of3XPPPTuO8X3vex+/+Iu/uOPPCgoK7jyvFAPSu9Fu4k7N7ahdW+jEmRwfs2IbOt0oQde0TYalefv9OMVPMk5tqymrOAZLnZBumNx0uPJROWhqbqcUZpRKFrshjiHyMicNQGHpOqlUDOLslmswN+EyU7VJEkU3SrBEvstysmzTjfLoWZ5qNFlo+WP3fB0Ny9R4ZJh62z7/B1132xCs9mIWOwFTFZuSZdAJYtb6MSVLpxcldPyYmmtR9yyCJOON9zZ43bnGuCZtEL+U2t2+e7MbJPz1jTZxKnnoVJXTdZdBlLLaDVnvRyx0gh3XYCTiLt0ID73Wd0xsXb9+nX/0j/4RH//4x3Gc3QsmNW3rAzf2wdiD7dfsdP1xXDNKH+7Vn5/5mZ/hp37qp8bfd7tdzp49u2f/CwoKbh+vJAPSO2k3sRN3am5H7Y5qxaJUYlj5v5YQSKVuar9sGXimoNVPmPDANHQMXacXpmN3/ONmLyuHveqDdjJbXe6EnK2XsE2dJJVjweNHKeY+Dmk+38jtH+zhrlJT6PTCBNsQVGwTW+g8v9pjvRdT9XL3/FYQ0+5mrHQC6t5Lwuqw6x4mWb6ZwjYxtHz+q46FZxr5YeEVG0PPBXOaKc41SlycKo+PDNosWqfKNivdkIqdp7aXOwFr/ZhOELPciQDF/bNV2n5y0y7O7WswErkVcfjo5h37v8iTTz7J6uoqjz/+OIZhYBgGn/zkJ/nX//pfYxjGlqjRZlZXV8c/m5ubI45jWq3WntesrKzc1P7a2tqWa7a302q1SJJkz2tWV1eBm6Nvm7Ftm2q1uuWroKDg7mE/h9i+XNicjnnDhQZvuFDn4nT5jhX536m5HbUbZxLPEvTChLV+XiTvWjphmt3Ufsk2mPBMvrbc4Ys3Wjy92OXZlQ7r/YiH5yrHHtU6rvT1yGy1FyWkKq/Lk+TRpdM1ByF0Jsv2vg5pDtMMOQwibL7GswRBnPHZK02utQfcaAYsdHykVJxruKwPtqZAD7vucSZRGszXHfw4ZRClaEDZEbSDhLmay8PzVc5MuBgCLKHxlcUu/+upJf7i+TVQjOvDnlnucqMV4JiC5U6eVtWAybJFKiVPL/e4tNI70Boc5Xm9Y2Lr277t23jqqaf40pe+NP56/etfzw/90A/xpS99iYsXLzI3N8cnPvGJ8XviOOaTn/wkb37zmwF4/PHHMU1zyzVLS0t85StfGV/zxBNP0Ol0+OxnPzu+5jOf+QydTmfLNV/5yldYWloaX/Pxj38c27Z5/PHHx9f8+Z//+RY7iI9//OPMz8/flF4sKCh4ebFTLcydjAgdldtdvL0Xd2puR+1OVxyqjolUUPUMZirOju1fa/qUbZNH5qs4hqDlx6x0Yi5OlXji3qlj799xbmi4b7rM+eHuuW6YoMhNTmuehW0I7psp33IN9lqna02fbpgXp1cckyDNWO5EOKbg3GRpx/4eZt1HEbG6a3Gu4aGAbpTgGDoPzpaZKlv045RulJ/vOFdz8UxBcxDT7if0h1G8Ub1gy49Z74es9WM8Kz9iKZNQ8yzqnsm1lk8/Sm/LphJN3UVb6b75m7+Z17zmNfzWb/0WAO9///t53/vex+/93u9x//3388u//Mv82Z/92Rbrhx//8R/nYx/7GB/60IdoNBr89E//NBsbG1usH77zO7+TxcVFfud3fgfIrR/Onz+/xfrhNa95DbOzs/zqr/4qzWaTd77znXzf933f2Pqh0+nw4IMP8q3f+q387M/+LJcuXeKd73wnP//zP38g64dut0utVqPT6RRRroKCu4zNBw/fDULllcSdmttRuxqgYMf2wyTj81ea6JpGxTEZxEnuZi4lrmXyhgv1Y+/z9jZH9MIECQdu8/Jaf2y26hgaYZqbyL5qvjZOh+1nDbZfM+pnmimutwIylWEJQZxmCCE4W3cwhNi1vwdd98tr/XFqNf++x3I34lTNZX7CoeIYdPwEd2hmOohTvrrYwdA1UBqNkkk7SAnilKVuwIRromka0xWbTIIfp5xreMxUHFZ7IZqmUbGNfa3BUT6/7wqfrd34J//knxAEAT/xEz9Bq9XijW98Ix//+MfHQgvgN3/zNzEMgx/4gR8gCAK+7du+jQ996ENjoQW5bcNP/uRPjnctfu/3fi+//du/Pf65EII//uM/5id+4if4xm/8RlzX5e1vfzu/9mu/Nr6mVqvxiU98gne96128/vWvp16v81M/9VNb6rEKCgpe3twJN/OvF+7U3O6n3e0F3SXLpGSZJJkcF3QrxY5HIB32aKTj2NCwue3zkyWyTPK5K6384G8dTtddMqnIpELo2r7mYvs1m+dmOsm41vQxNLBNwUY/pmwLvuFMadf7HnTdN9cdXt3os9ZPuGeqxLnJEkkqud4K8OOUh+dqABi6hiV0MqVY64V0gphGycYydWYqDjqwMTxwuublEbO5mosfpZQdk6mSydXhTsyT3FRyV0W2vh4oIlsFBQUFx8NxnQG5V5QpkYrZisV6P96yY/D0hMtCe2ej0P3WyGVScXVjMK4Psg3BfM255T122sU4W7G53g548moLnfxg5UbJxrUMHpqrHNqQc/PcbC80N4TONz8wxf2z1ZsNYretzUHXqhvEfPpyE9vQmCy9tIluvR/y7HKPh09VaZRyK6aFts9XFzusdSPuny1jm8Y4glV1TK5uDDCERs01cU0DqRRhmo3TmrutQZLJLX1+xUa2CgoKCgoKtnPcjv97RZkcQ+y4W+160ydMs0OfJwiHd6PfaRfjJy+tca3pc6buUfcsolSyMYiZ5GgnCGyemziVlOxcrBg6PDJf46FTtS3Xb18boUGSKjIpQdcoW8aeazUSZXEmMYRG1cmjjVGakUqFa+Uu8y0/xhQ6jpnXZ5m6jmXqZIpxzdpczUVKRaNkI5Xk8pqPn6R4psHDp/JDuXdaA6FpuQDb9nzVzcPHpgqxVVBQUFDwsuKwlgl7sZNtxvlGaWwfsPkIpDiVPL3U46FT5fHrUilErHN1Y3BgYXOQVNtOxzJJpRhEKX4sqTgGhq5jWPn+t26UUgqTI3manZ5wud70+cpil4XWgDCWzNdd5qoOl9f6W4TT5rWp2iafv7rBVxe6zNQczk54VFxjbBC7ea22izRNQXMQIYAwleNjhNJMMuFZPDBTYa0f8eL6gF6YUPVM0BSeKXhgtoxr5vLGT1K6UYJr6Dx0qoyh66RSEqYZN1r+uA+b12Bz3djm52vOLcRWQUFBQcHXASd1BuRuhqELnYDKtt1qQtfwk3xHXCYly92QtV5EkGREScZk2eaR+dqJWG5srqGKU0mSSRIpMYWOoUFnEKNcDVPkh0m3uzF6TTuSp9lCO2AQp8gsw4/zaNVaL+LplS7h0B7h4nR5y9pYhs4Laz1eXBtQdU2EpqPr0OzHULZuWqudBLSfZHzhWguh69Q8E0PX6AeS0MpwLMFs1aHlx5ypu1QckxfXc5HkWIKLU3l/mn4EKo9ubU8RX93I+1ZxjHE/9nq+lju9Q89hIbYKCgoKXiYcV43Sy5mTdqXfbhi63ZwzTiX9KMEy8gjJcjfkWtPHs4yxQei15oCybRzp4OLdsISOoWlcXu8TxJI4y8VOaxCRpBnPrvRxzADH1FGAZxmcaxz+EPKR+Gj7MQudiHrJomqbdMOEaxsBDe8l4RRnkiDOiNKM1V7EM8tdNgYxczUHKSWmriMsnX6Q0ndeirZtFzhRmqHrGpOeyXNLPSZKFlEi8SyDB+cqlG1jfMbiTMUZi6J7Z/LNc2v9mLITUrZNzjVKrHajLfYOmZQ0B3lUrB+n1F2L+Yk8UtcKYvpxykx5q9m6YwrWs8MfL1WIrYKCgoK7nOOuUXo5s9mdXClyl3hDPxFX+s31SplUtIOYxVZIL8rNUZ9f7ZOkCtcWoCBKJOcbHlXXPFKU7VZ9Anh+tTeM1uRWCM+u9PHjlEbZZq0XEg49or7h7MQwAqcO9azEmaQfpXSDFEOHqmMgNI2qY5BkGW0/YaKUDN359XyO2iEl2xivx1I7YLbiYBo6KGgH+e7A0VqNBHTVNlho+yx3Qpa7AdfWfa63fc7WS8xPODx6usbcRF6Htdj2URrUNoluoWncM1WmZIc8drpGxc6F20Y/2iKYl7shL6wNcEzBTNkhTiV/8fwanpnXg11ZH9APU+6broznLEwybHH4tSzEVkFBQcFdzknUKL1cccw8ffSpy+uEkUTT8giUY+u8+eLUsYubUS3Xk9davLg+oOaaPDR0lH9muctqP+SU7iIs/aWibKVO7OzH0UHj989U8BOJH2d0wxRL6FQqLrYl8KMMz9I5XXOZKts8s9xFH6ZJ93P/zdFTS+joWv66axnEmcI1yP+1hlGooXAaexuoXPg4Q3f6bph7baWZpBelpFIOD9DO52YkoK81fTYG+eHSC+2ApXZAL0xY74cEcUovzE1L655FyTbG/d1+JJBrCnpByotrA6JM0uxH+HHGxekyhp4Xv6PgfMPDswxaA592PyG0JWcbHtMV+6Xfr2E6shclNLzDS6ZCbBUUFBTcxZxUjdLLmeFZyy+dgTJ0LD2JGJ/QNeYnXK5uDKi7FvWSiTWMcDwwWyHJJGcbLrNVd7wufpgee5RtvEsvlaRKcc9UGUVeGB+nHaarDqaugQb12QpCAFJD1zUc07jls7JX9PRco8TXlroIHfwoJUwyZKZw7TxVORJO3TBhwrNwTEHbTzENDcsQXJh0SaRioRMgNJ3Xnatz/+xLfpmOKag4Bn/5fB/PFHT8lGY/JlMwWbJQCgyhsdIJ+eK1Fq85O8Gr5vNdkJt3kHaCmHaQULEFV5uD8R8ntq7zwkaflU6IY+aHk1+cKTFXc4lTyVo/ZqJkEiaSQZxxbtIDXkpHuobAMQTrff/Q61eIrYKCgoJjYj81VQetuzrpGqU7RcfPa2OqjnmgcwfDJGO5G+amk6ZOkilMoRElkuVexNlJ79jnoxcmDKKUqYo9FlqQp7Dqnk2UynHE6aimmKPnAwVoIDRY6UZc2RiMD5Xuhgm2rlPzLBJDoWs6hg6ZUli6oGybJDJjw4+pl03KjmAQZ3s+K3tFT++frbDSDXnyaotYV8M5B0sIXnv2JeFkCR3XFJQsg9MTHvdOldjwI65t+PSjhPtnyjw4W9niyzUSeUvtgEGU0hrErPVCWn48PrdxEKe5fcTQuPTUUASOuN70x7sSHUvkacuqw2zVRQzNTO/XK0SZ5IGZ0jjFKXSNMMmIkpROmNALUtDAMwV1z+Rcw+Wx0zV6QcrV5gBNO7ycL8RWQUFBwRHZT03VYeuuNtcobU+XHHf05HYQximfebHJ00td/CTDMwUPn6ryxL1TWPsYy2bxaQoda6gdNLRjF5+jNbuyPuDFjQEL7YDzk3lERGj5B/XZhsdMxWZ9EI8tIw5z9uOorWvNAQut/NDsimugqbzGyDENQJFkkiiV9KOMB2craFr+3iQD19CQUrLc9Wn7CX4imS5bLLQCpivOrs/KfqKnf/P+aWarNteaAXGaYRmCcw13i3Da7ldmDnd0BknG1PCMSqWgGyZ4Vr4RYSTyHNPg4lSZXhSz0vGJU0nDszEMnbKe13q5ls6pusf5SW/c5sXpMnEqx7sSdU3jyzfarPYiSrbBdNkhySRC15CpouJanJ8sjfuoaxpr/YjFdsC9M2UaQ4+yF9YGnJ5wqdgmzy73EJrOehBvn7p9U4itgoKCgiOyn5qqw9ZdHcexLvvldux2/MyLTT59eZ1GyeZUzaEXpnz68joAb3lw5pbvv53ic/OaXZgscXl1wLPLPdJM0ijZ4zW4OF0+9NmPozlfbPlcbfr0wzQ/TFrCQjNgtRfmYqVsYxmCIMnohylxmnG65ozd3HUUhiFYbocsdyNsU+O+mby27NJqj6myvWu/9hU9dQQPnapxz3R5z3Fu9it7brXLajfmnqnS2HH/S9fbzFRtzjdKTJYs1noRtsgjWFNliyBOcUwDXdfphQm2qWNoOu0kg0hxpl5ivRdR9+xxZGq9H413JcappOZaDKKEry11mXADFJCmikbFwtC1LX3sBjFqaHza8Ow8ojj8SpXi0kqXry50ELrG9eX2vtd1O4XYKigoKDgC+4kKKMWR6q52Mtw8TPRkN27XbseOH/P0UpdGyWZ6uLXeKecfQ08v93jd+fotU4q3S3xuX1fPMjB1natNnxc3fEq2sWUNDnoG4OY570cpV9YHTLgmfpJbJ4SJYq0b8sKaT8MTLGWKC1MlJj0bXYPVXkwvSinZgicuTtGPU65t5Pc7U3c4Xfco2Qa60Dg/6aFp2vg4mu0cRMDeapwjv7KpssUgSjk94TJZclho58XvJdsgSfLzGr+61OVGy6fmWEgUQtMRukbFNZkuW4SJJE4zIiQlW+BZBhemPK42fSxD5FGtbULRMnSmyxbXNvp5dGu+im0K+mmKH6Usd0IuTpfHnmrr/Qip8v60/dwA1RKCizMl2kHMC+uDPHWsKdIjnG5YiK2CgoKCI7CfqABwpLqrwx7rsl9u127HfpziJxmnals9jCqOwVInpBsm+6rfOmnxCTevq9A1Ttc96iWL1X7IY2cmmCrb+77f9qjh5jkvWQapVCx3Q1a6IZYQeLZB1TVJZcZaX1IvkftU6RquKejruUB7/YUGjZLNFDAxXLuSbTBTsdkYxEipCBPJ9abPq8/Udnxu9itgDxT51LTxcTtRmrHWi3IvMqHTjRJsQxCnGVfXfS5OaXi2QZjmtVlV1+B0vcF02eavb7TJULiGoFG2efhUlSRV4z9SdhKKjZKNpudnOYKGkoqzDY8Jb6slh20IJks2VcdE1zROT3jEaW4l0g0SFlohZ095uIbg+ZUemipqtgoKCgruCPuJCuxkjrn9mv1w0OjJfridux3LloFnCnphOo5oAfTCFM8yqO6zUP6kxSfsvq6ZVNS93N9qP+wUNZwq29xo5TvzbFMHpVFzLVr9iI1+bgLqmoJMSiYckw0/JkwkmZIECfSClMmyhSSvORrhWfnh09dbPkkmqZdsbEOn5cd0gpDlTsiEZ+3Yz7mqQz9K2RjEBMMI2EjAHibyuXn+dF0jziRVxyRK5HiTgR/nf4g8tdghThUaCscQmKbGXMVltupwYaqMruXF/xenyjiGgdDk+I+UqmPeJBS7YYwldB4/N4EudDp+PJyDGB2N8w2XmaozLsDfSWi2gxjPyp/VjUFCqqAXJfta850oxFZBQUHBEdhvVOB21V0dlNu527HmWTx8qjqu0ao4Br0wpTmIeOLi1IF2JcLJiM8Rx5Wu3B41HEQpn7y0ynIn5FTNxe0Ipis2jbLJWi9EKkWQZLSCmEwqzk569OMMqRT9MMUQgopncG7Cy93OoxTPFlhCYBk6tqnRGsR5jZbQiZJ8Z+OZusf6IL4plbhdSOnAdNnmvpnyMDIEl9cGB458bp4/S+hIqVjuBBi6zj1To8hkvgMxSFLCVJFlinUVMelazNVs9OE5hpYhuDjcmAA3/5GyPdKp6zrnJz2kgmY/j6gZusaVjT6r3QiAe2fKY8G4U6T0obkqX7re4vLqgMmyzYXJEp4W7fv52U4htgoKCgqOyH7SWrcj9XUYbvduxyfunQLyGq2lTohnGTxxcWr8+q24nUcWHXXNdooaDqKUvp8SxBm6Bpqmca3pc2bC5VTNYbkb4g2joWVbMD1domwLVnoxFcdksmxTtQWDODd0fWqxQ61pcHrCpeZZ+QHaUx6eKcb1R+caHpNlm25084HUO6WQlzrB+Liho0Q+z0+WyDLJl290WOwENPsxcxWHaMKhPYhZ70bEaYZnm0xVBDoa3TDGjzNaQcI3PzRL1RG8uD7AMXPB1goi2kHCw3MvCd6dIp2XV/v8yVeXc5sHobPQCljrRkxXbKQGYSz58o02cZrx0KnaTe9XCp5aaOfmbcMv6wjPWyG2CgoKCo7IftJatyP1dRhu525HyAuY3/LgDK87X6cbJvv22boTRxYddc22Rw1HBppTVZsMRRBLHCOfk+vtgNM1h+941Sz9YeG7axqkUjJXsTGFjlSMI1y6kDw2NUEnSlhshzyz3OPCZIlH5qtMl20UeeTPGgqHlh8hhL5FPI+ElC3EOB05WourGwNsI/cx60cpM5Wbzwq8VeRT6BpC6DiWzpsuTuJHKav9mGdX+8xVbeZqNs1BRFnXsIUglQpLCGxXsNSJeG6lhx/l4vqrix3STGEJnapnstqNsIz+lvUfRTrDJKPkGDRKJkpqNAe52emZusdszeZGKyRNcwuNlU4IaNw/W9kSKe2GCXXPxjUFrWC4Q3TfK38zhdgqKCgoOCb2k9Y6ydTXYbkTUbfKAc1MrzV9vrrQwbUMyo5ASo5cxL/fKNnmNTtIZG171DDJ8oOjha4xW3OpeyYdPyVO8tfPTZZ4aK7KjZbPYiccp/wenMtTXamUdIOEryx0mDdcKo5JvWxzesKjOcjF1MWZMrYpuLTaQ9c0FtsBN1oD/CTj3ukyC61gLFD8ODfrjBOFJBc6FVvgRwnPrPZ58koTITT8OOP+mQoPzFUR2ktnBerkAnK3XY4jMdfw7PFan5vMWOmGxJnk3qkK1zZ8pIIwzRC6TsnJz5ns+hGXV/ucrns8PFfj0kqXZ1Z6PDhb4YHZKt0g4a9vtIlTyUOnqsDNOzyDWDLhmcxWbcI0P1x6pRfS8iNmKjZlx2CjH/PMchfL0Lc8R5bQcUwdz7I5NeGSZIrIP3yUtxBbBQUFBV/n3K1RtxGDMOHJq02agxhD6FhCZ7piU7JvfQzNThwmSnaY92yPGuqaRhCnDOKMV81VuTBZJpmQY6H04Fxl/KG/01ok2UvRss0HMJtCp1Gyx5Gm85MlMqn4+NPLfG2hgyEE89XcQ+qZ5ZcE6konZLWbm39WHZPldshfXe6x3g8xdcFjZ6pMejadwYAvXGsh9Pyg50GUcHl9gGcJvnyjPZ6L2apDptS4z9sje6MzD5v9iG6UUnMNHEugVH6wtR/nuxalUpQsA6ny0wGag4jmIGa6bBMmioW2T9tP2eiHXNkYMIgSLs5UWOkEXG36VGyTmYpDN0j4wrUWniUIYslCKxdh982Wh15c6fAUAOum52i0dpsFfpwU1g8FBQUFBUMOW9d0N0bdAF5YH3B1w2eqYlOyDKI0Fz7zNQfXNm5ZxL+X7cJ+C74Pa48xig5eb/rcaAV0/YR+nHGjFaBp+aaBTCkuNrYeM7R5LXby5OqHKfdNV8ZCb3ONndA14lSy2PRxzdxGIkgUz6/3uXeqzGInZKpssTGIOdfw2BjELHcD1voR/SghSDJmJ13CRBGnioszFa5u9Lmy4WMbOmEiQYNTVRfPNhhECX9xaQ3Pyu0ZRuJrrupgC51BlDCIM55e6rLQCTE1mCznxqatQcKNls9qL8rFj2NSL5kITePZ1R5fXewSphmrvYjJkoWl60xXbXRNpxMkXG8GPL/a58yEi2XonJ5wx8f0lG0D29Dxk4yybbDaTQkTiYbGIErx45RzDY+KY96UEk0zSSYVYZpxpZkfXF0T6X4f2ZsoxFZBQUHBK4Q7Udd00oRJxnovomKbGJqOoesYVp7OWeiEPDBT3rWIf6f5GLmWH6Tg+yhF4qOo4ehImddfaNAOEtZ60bjO6nXn63umbDcLvZmKwyBKXxJ6U+WbauzCJOPJa036UcZs1cU1deJM0fFjrrV8qq5JL0qJMsm5yRKW0HnyaptUqjyVZxnM1RyEptPsx3i2ziDK0HSNIM4IknQstEyhM4gz2n5CmEjONfKo2qh/8xMuf3FpjfV+RHuQUhr2JckkqVS86Z5JLldtljohGjBTdmiULS6t9Hh2uUsi4XzDxRY6NzYGZEpDCA3TEHSCBFBIqXhqoYNjCFa6EUEqeXiuysYgzh3vE8nF6RK9MOVzlzdYaIdMuBbnGh5zNRc/vvng8GtNn8vrfU5PeJxrlOiFCc12e48ndW8KsVVQUFDwCuF2mZPeTuJMojSYrzsstUMAbEMnk5JOkDC5xzE0O83HMys9/Djl4bnalmv3Kvg+qj1GmOR1SqlUrPRi4izDswxqrkG9ZHG67u4qhncSevfO5Ac/r/Vjyk5I2Ta31Nj1woSNfkTNNfMidV3H1UG6BivdgFedqlIZ7tJLUsl01eHUhIMpQKxqrHYD4lRStnTW/Jj1vsIydGbKDv0k5QtX28zXQs7US9Rcg5YfU/NMMqlQ6qUi+8VOyCOnKniWwNR1EpnhCcFcNfcpW+vHTMyYVGwDUXc5VXWZ8CyUgmeWusSZQtPyeq4olbSC3ALj8npeGN8PUxxDoMg3Gei6BiieWe7hWTpxJjGG5qaTJZu5qoumFF9b6jJXs5nwLNb7IWGa8apTLxm+7jTnnmWgomDXNb4VhdgqKCgoeAVwO81JbyejInPbtTB1nbV+TDdKSDPFPVMl7pvZWUTuNh9RmrHSyQ96LtsmSZY7hu9ldbG90D1KM1KpCJObIyI7EWeSG22frp9ScUyqtkmUSnphgtYN9hRrOwk9oeW1UyU75LHTtS3nHobDsxM1NDxb0A0SMqlwzfxcxShRzFZtqq61xQfLMjSiJE+dJanixfUBupbfb6ZsM1W1sEydQZhStgR+LJFKcnXDJ0hSZqvO2OsLXhKifpJRcUxKMwa9MI9+9cKUfpQiNFBS0g3z9ewHGecnPaqOiWsLyo5BexCz2A6GgrLE1abPSjem4dqUbYMMhZIaE64FQyuNTEpWO9HwkG54cK4y/l2YqjrcJxXtIOH5tT5ZpmiUbcI4I5MqT8Fum/PReutHcEEpxFZBQUHBK4DbaU56O9lcZF51TeolK//QHkYjRsab29ltPmquRdk2eGalC1JD00ApcGydN1+c2vM4m2eWuix1ArphwiDKSDLJ687VMW7xKaykohekCKFRsvP+GkLHT1J6YcZeCV4lFVmWC7NG6aXjgcIko+yYY6G1OWXaCRIW2j6tQYxj5dGsfBw6r5qv8fCpPKq3eReqJQQvrg2whc4jp2ssdkIW2gFBlHCm7nLfdJlBnBfmaxpc2chd6h1TZ6EdIzSNR+ZrY1ETJhlKKq41Bzy/2qM5iFnpRGjAqQmXKM1Y7oRs9CPedO8UtqHzwlp+0PfZhgcyL6jPAEsfnsJg6pyt5zVmpqHjWQZL3RDHEJQcg5IlyIC+n9CPUk7XveEuS522HyNVXoM1V3VoBzETrkWUZHSDhP/ztWXW+hF/8/7psbge1Zqt9SKiJOP66sae67wXRxZbYRjiOM6tLywoKCgoODFutznp7WSzKAjiFMfKDTdHr++0IWCv+bAMnSjVSEcv59mnPUXPXNXh2eUuL24McAxB2TIou0Zun7AxGBuA7rQxQdM1Ko6Zi7Q4xTZ0ojSPIlUdc0f/ps3iaa0Xs9YPOVP3ON8okWTyJh+0zSlTqRSuabCShQx6If0oI0wlDddk4j5zLA6FrjE/4VJ1Tc7VXXRN0Q0zDKHRKFtcmPS4vD4gkxrrvYh+lHF20qPsmMzXHISujyODhqENfbnkeLdiP0oYxJIoSVnshNQckyjN2OjnUSdT12mUbc5NljCFjiHyg74XOj5SV+iAHyUMQgiTXChNl0zOT5aI0gzH1MkyCUKjF8Ss9TLiFGyRR/UenqvQi1KeXe7jJymeaXDvtIeSijTLnfo9y6Dm5UcaffF6i9mqw0OnquNas7afUPNMOkEyTmMfhkOJLSklv/RLv8S///f/npWVFZ577jkuXrzIz/3cz3HhwgX+3t/7e4fuUEFBQUHBwbnd5qS3k92sKdJMcnltsOOGgN3mY/RB//CpGraZm3aaIk+hLfcizk56W1Jyfpyy2g1Z7IQ8v9rHNQWnqi5nGx6OKeiFCddbAXGasd6Pd9yYYAmdM3WX9b6On+RpM8sQ1D2TCc/aUeRtFk8PzFVwNnSuNQOiNOP8ZHlLjdbmlKltCNp+yn0zFbphzHMrfabKDo6hY5k6z68N+PQL63zjfVNbNg+kmUICD81WyJSiHcRIBecnPZZaIUGSsd6PyJSkUbJ56FSVRsniueUe0+X8MOevLHVxLR3PECRSItCZrZjEiclCO0QpRXmY0r1/pkzbT9A1cgHt5X5hE57JUjvE0DXiOGP52VwsOqbAMXX6kWRjEDNZcbhvpky9bPH8cp+On2Dq+thOQgM+eWmNqbLNQ6fKGMOjf1p+QifI++JZBqVhZLTuWsSp5FrL557pErNVB88ShIkkjPPU5+iYocNwKLH13ve+lw9/+MP8yq/8Cn//7//98euPPfYYv/mbv1mIrYKCVxAnfTxKx4/pxylVx0RKNf7vg56Ttx+Ocyyje6EUaNr4nmGS5bU4Wl4oPHrtdhwxs5s56VzVoRsmh2r/IH3fvJa3Wr+d7rv9te3fbzcXfW6lx7XmgIZnjwvgv7bUoR+lPDhX2XE+zk+VWOmGOKbAFDrWcEga2jjdKoZH6Cy2A55f67PSCZitOeiahtA0VrohniU4Xc8F14vLHVa6uXnndsPV+QmXOJPMVnPfJ88WmLrNWj9kuRuRSfjy9TaTJYu5CRfPEijFTfVmD8xWmSxbxKniG87Uxq+HScbGIKLlx5i6TpiE9KMk95aKJFNlh4szZUqWYBBleIbOF6+3sA2d9UE0nrvWIObZ5R4vrPapuSZrvYjJsk3NMUkqCs8QmEJjsR1yoVFismxzaaXLC+t97psuU3NNBlHKQjNA0xT3TFdASjzTwNAlNcdAojjf8EilwjEFy+0uiYKybXBqIqNRsuiHGaausdwNafoJnmUg9Nz5XgFRKolTScM1qLoWF6fLVGzBF691SIaC0RQCzxasdiNcQ1BxzPHh10rB1Q0fUMxUBEGc5WI7lZSH3l5Rmh+Q3SjbnGuUGMQpmqZw1G02Nf393/99fvd3f5dv+7Zv48d+7MfGr7/61a/mmWeeOXRnCgoK7h5O2kYgjFM+82KTp5e6dIOUtX4AGsyWPcqO4OFTVZ64d2pccHu3jGV0r+tNnxttn16QFz3PTzgoBWu9kNV+BAqmKzaz1fxDOlXqxK0YtkeAhAYr3YgvXGsdeNwHmbPNa+knGZ65+/rtdN/ZqoMGLHdDoizvt4aGBiTb5k0pxbWmz5WNAV9d6GAJgaHlYqwbJCw0Q15c99noR+NDhrefedcNkj3TrdeaPk8ttNkYxFxa6pFIyYvrPqnMmKu4GIYgSrL8vMEg4cqGT90x6YXp2HDVMQVPXmtxdWNAmik2BhEbg4hUKtqDGKk0Hp2vcrbhsdAO+NyVJjPV3Huq6pqEiaRR2lpvVnUsWkGM2jSPL6z2eXaly1+9sE6QSFxTkElF2TZY7gV4pkmrH7GWKaRSbOgaa/2IaxsDzjVKXJyBc/USYZLSC1LW+iHTZYe2H3Ntw8e1xHDHoY4pNKquQZBlPHWjzXPLPTxbcKPtc2lVDq0UHC6tDljvhkgJnTBmuRNyrTmgF6R0BymNikU/SrFMQXkodD5/pTk+3sceii0/yZiu2PhRxpVmn0yCawk8S9AKEq5sDLi03KXtJ6SpHLvyg0arH9MJEjKlSDI1FtU116LqGDy33GO5E+KaRl4PZmjcO1umbJvj58QW+jjVaxuCxbXbvBtxYWGB++6776bXpZQkSXLozhQUFNw9nLSNwGdebPLpy+s0SjZBkpsTKjTKlknVM/j05XUA3vLgzJHbOs6xjO7VC1O6fl703A0TOksJ15p9bMPg4nQJRb59/UvX27zhQoN7hn5It8OKYRQBurzWP/S4DzJnm9fyVM2hF6a7rt9O9/3U5XVQcP9Mhbpr8eJ63u/7ZipjH6lR25BHjYSmY5sviaPlbkicShxLR0sh23acz+ao3F7p1iSVPHm1yaXVPqvdiF6Y4pkaUZoRRBkdM6Fe0rnRCnhmpYsfpwzClNMT7hbDVaHBhp9Qd618B2Q3F+CnJlw0BYlUVFyTdpCwMYgp2QZJosiGReVBnOWWCbsIwhfX+nzq8gaL7YAvX2+x2AnRNThd9ehHCVebAYYO9alcEK71IyY9C6XlQm2xExGniuVuxOp0yMYg79+El28gWOoGtPoxrqmTpA6arpFmGbM1h3B4XuFs1SHJFE8vdkikIkwyTtVcLJGLpvV+yOW1PkGSoekAuft7K4ipnjP5G/c00BQ8t9pjrR/hmoLXnpugOYgRuk4U5zspB0lKkEg0YMKwiVPJC6t9kiSDYRSyHyakSpFkbm4lITTCJAMFptC2zGHZNmiULZa7IZqWYWoaYZobnc7XnPGzMnpOKphkUvLCWv9Wv3q7ciix9cgjj/AXf/EXnD9/fsvr//W//lde+9rXHrozBQUFdwcnbSPQ8WOeXurSKOWO4Gu9hJmKi9IUa/2Y+2dzH6Gnl3u87nz9SCnF4xzL5oN7V+M439JuG3T8mOfX+kiVbz33rPyvZTQdTVN0gwSF2uI/dNJWDEcZ90Heu3ktp8v5ZimnnH+0bF+/ne4bJZLOIMYQAtvUkUrhx1kuwuM8nTO69sqGj4aiYptYho5rCjRNwzLgyrrPhUkv95SydOolkyiRO451r7Mgv7rY4fnVPkGUp7XiVLLUCamX8nMILUOglAJdY6Mf0fBMzja8LYarSSZ5drnLubqXC5dOwGQ5Py6nE6R59MbUub7hYwgNU8+NOoM43zFqCp2FJKA5iPL53CYIlYIv3Wiz2gu53vRZ7kRIqYgzuNb2Kdk6FVtH0zUGYQYaTDgGvShDkUfMxHCHn6HDX11epxullCyTkmUw4eUF8HGS0RwkTFWg4pp0AkkvSFnvR5Qtg8VuwGIrj0aaus5yNyRTCscQZFKy0s1rzAyho6Risuxi6RpKU0x4JnO1PBq80gt5+FQVDZiuOPSjjIvTJQTw/FqfxXaAoeeRNU1TNP0E19DphhmeLdB1jUzBaifK6+iCGEPkDvKWqRMNXeM31+w9ce8U7UHMci9EDncoVOy8T5ufkyjJuLw+oB0kVOzD/74eSmz983/+z3nHO97BwsICUkr+23/7bzz77LP8/u//Ph/72McO3ZmCgoK7g5O2EejHKX6ScarmEEQZcZpRc000Pd+iHSYZFcdgqRPSDZMjia3jHMvoXpauE2cZVTvvlz481Nc2dDQUSSqB3FbAFDpBko1TGbfLiuEo4z7Iezev5WZ2Wr/N982kYrkTcL0VcL0VYgiY23CYqzrEmaQyPCsvTiWm0HFMwYYfoak8FWQO03XXmj5KKQZxSphl6DJPZ1lCbKnD2jzW3Qruw2EReMkyGMQZFdsg8iyWOyHdMGW6IrBELuReXfcwhY4QGnXFFsPVOM3ohilTFRu0fNxVJ4+OrDfzOdE0jTjLAI0J1yRMMgxdZ37CYa7mMuGaeZ1XmN4kCJuDiOVOSJJKljoBcZanDTM1tEvINGYqNo2yxUzF5vLaII/6hDGzNZt7pyp0o3x3ndChF+beXCXLpOIYNAdxbodh6Og6wy+NMxMefpxxo+WjlMZqNxcqhtBA5A71hq5z75SFa+j04wzXMnEMHYXCMw0SqWj7MR0/IclylSMB1xToWi6gLaGTKcXchItU+e9TP84d71GKKEoJE41+nDHhGjiGjmcJelHGajfEsQSTnsUbLzZ4/FyDZpDcVLNXsgwmXIv5ujvsh2IQ535a8FKadmMQE2eSJJXUvK2/DwfhUGLre77ne/ijP/ojfvmXfxlN0/j5n/95Xve61/HRj36Ut771rYfuTEFBwd3BSdsIlC0DzxT0wpSSZWAZgihVKE1iGWK4yyvFs/IDcu+WsYzulWYKSwiiVGIIHSnznU1xlqHQMIc1H0pBkuV1NKNUxu2yYjjKuA/y3s1rOYpoATuu3+b7doOEa01/KKR00qH4Moe793phimsa45qvMMkoWSYaatyvuZoLwAurAxR5Cu7CdGn8+q3Guv0syDiTKOBs3WWpG9CNUqquQdkWtIfmoLYpuG+mQsO1SGQeeTN1/SbD1dN1l6mKjTEcT5RK1nsR3Sh3vV/v52cBtvyEKLGpl2xqnslSJ0+HztZcHpzLI7zbD6SO0oxBlNHqx+i6jiU0NE3D1HPbA1D04oTzjsc3PzjLbLXDajdkvR9hmrn47wYpqZRcb/kYQs+jQEKn6pokWcZiJyGVMF9zmZ/whq8r+lEe7RKankcyNVjth7T9BKFr+FHCUtcnTG2my/bwjEGoujbGUNhFacaGn4xNYdNM0g8kD85VKNsm0xWbZ5d7eaSrapMBfpSilOJ62ydRCpUpLE2j2U/QhUbFFkyVLS40SoRpimsZfMPZOq86XSMaOtDvVLNnCYElYL0fkmVqvDN0lO62hcA1BArFYvsOOMi/7W1v421ve9uhGy4oKLh7OWkbgZpn8fCp6riuZ7pi8vRSD4XGq05V6EcpzUHEExenjrwr8TjHsvlerqWz1o3wk5RMKuYnXK41+yil8OM0905SEqUUVddEQ6MXJrfNiuEo4z7Ie7evZcUx6IU7r9/ovl9b6rDQDHEsHaHnUQnIjT7X/RhX6CwMIu6bySMJm+cN2NKvqmNyftLl4rQ3LmaWUuWGoQec65H/Uq1k8eBslWeWeySZzNOHIj/k+JH5KlMl+6b+bDdcfdQ2CdM8Mlf3TJ5Z7rHYDpivu8yUHYI4JUwMJlyNXphyYarEfM2lEyZcawY8Ml8d93v7gdRXNgb0woQrLR9NKhwzF6e6nkfWULkv1ahQP1V5bZahw5U1H6UktXHaN8Ix8sOdRzVnUoKh567y83UXqXLxHKd5FLpsm+g6mEaeDjWEy2InyCO7uoZnmdw/Xeav4y5Xu31cc7jLL1P0o4QJ12CmZNL2EyDfvepYkrJtkGSSkp2nMg2h0xxEVBwD19KJEoXVizB1kadDK3khf5hKoiTDsw36cUYYSyA/2ieT6iZRvfnZNoXG86t9rjZ95moOX77eZqpss9gOaPsJC60uG4OI9V7EjeZt9tkqKCh45bNXXctx8MS9U0Be1+NaJucmPUCjZJlIBU9cnBpfc1SOcyyj99xo5fUovTCj6picnnB5eK7Caj9itRcCGq+arzFdsRG6fuh2j2IbcZRxH+S9m9dyqRPiWcau63d+skQ/Snlx3UdLwbV0vuHMBEqDtU5EcxBz6lSVJyZcNE3bte3N/XrVfI0zdY8bLf9QY928Q3K9H7LajTg94fKG83UW2gGuKZiYKzNbdqg4FhJ27M9mw9XN/XFMg9mqwyBOKFsGmqbxyOkJVroBlqGz2o2oOib9OMXSdUpVwewwOreZzZsLXndugoV2wHInxDZzWwQ/SkFBtWTy8GyVi1MVvrrcIYwlr5qvoWmwPohZ76VUHEXNzYWwhmKq4vDAdJnlbsh6L8pFZdliuRvhxylhkqfYJPCGixMEseRGK6AbJBhGfnj1ZMnCEBqvv9CgbBm4Zp9+lJLJ/HxDBUgJk57BpdU+G35Co2RyuuZybsJDwnjtvun+aeZqDs+v9rmy1qcZJPzFc2ssd0OEANMwUCh0TaGUJM4EE67FTMUiG5q6vrg+oOqYN23oGK3b9abP5660uLLuU3ENBlHCQstnpRvx4nru3RWmKbqmo2uQyPSWz9JuHEps6bqOpu2+bTjLskN3qKCg4O5gt7qW48IydN7y4AyvO1+nGybjdNPov4/TZ+s4x7L5Xq9JJ0bm4+N75gIshWFB/Oi1g7Z7HHYVRxn3Qd6701rutn5C13hgtsJGP/eYqpde8kAqWwbzmcsTFyepDN3Gd2p7t34ddqxbDERnqtjGgBstn+myw2NnakyWbe6bKSN07dD9QcGTV5tkUtEo2UilGEQpQZJxpl7igdkySuUpQiFeivaN2Ly5wLMErmVwtuHSHEQEccZMxcGpu6QSSpbgVN0BcpuJ+ZrDQ/M1emGeCu0GMf1QMl2xKNkG3TBBydxRPUklGYqZqs03nKnTjWKeWeyxMYjJpKRiCabLDp5lYBs6vSDlanNA249Bg/umy3TDhJVOHrks2Qa6lhf/e5bOxRmPtp8QRBlpptA1nfV+QorPGy9MMl93t9TQ5fV3Ok9eawHgWYLpioepa2wMUkxTMCEEaBpVz6TsWjiGRt2zqXvmjhskRs92P0zx45TJsomm6Sx1Iq5vBFgCXlzzUfpLG0Nqbv4H1WE5lNj67//9v2/5PkkSvvjFL/LhD3+YX/zFXzx0ZwoKCu4+tofgj5vKtg/mkzAzHXGcY9ntXrYhsMtiX9fuxXHaVRxl3Ad57/a13A3HFJyfLHFptbdlp1iYZtw/UxnfY6+295x/42ahslt0sOPHPL/awxmaXwI8OFtlumwTZZLXX2hsGdNR+jMac5jkjuieJVho+9w3kxf8j+egsdXFPs4kvSCh7cdMVWyWuyE32gEPzFQpWYInrzTpBgllx2O2aiE0jShVY5G33A0pOQanai4116TsGPSDFMfUhxs4Ui6vD1jvRVyYKvHY/ARRlvGJp5dhaFNxquZwcbqcG72u9rh3qsyFyRJfWeiQZoozdY97Z8pMl22eW+5hC51Y5q8LTWO5FyAldMOUMM1r2uqeTSrzMoIwlix1Q+6ZLiE0jcvDXYhRlls+aCjefF+Dz15u0QkSUj3f6atkfubjTMXhgekSaBpSQd3LjyXqh8mOm0HCJGO5G5BkijQD28zF/mIQcHkjJJUSRxP0w4Q4U3mNW3ibI1t/62/9rZte+zt/5+/wyCOP8Ed/9EeFg3xBQUHBEThp6427gZNOU8Pe0cGROeql1T5fXexSdy2CoeWEVGpc67TTuYWHZfuYpysOU2V7x3TpqO/XmgMWWiGtQcSGH9NwLVKV7z5sDiJ6YUbJsTjlmjTKFqcqLiXHIMsU1zZ82kFClEnW+xGvPjtByTL48kKL9W6MKTRc08CxdOaqNo4hOD3hYgqdlW6IJXQWOyHzNQc/zjc13Ded16mt92NmdR1DCL7x/kkansPKcHeiVLDQCZksmTwwWyFKJd0ooR+mNAcxDS+vb9OVohelZJmJBvSjZLyRYPMfGs1BzI12yIOzFe6dSfiryxuoVGEIjapjUrJ1DB2eX/cxdR1DaLkzvKFjCZ0LkyVKs8aWiHCcSaJUEiaSQZig0MmkpBXEpFmGZ+RnX95opiSZxBQw4R6+8upYa7be+MY3bjm+p6CgoKDg4Jy09cbdwEmnqWHv6CDkhe2W0Kl7JlGS8cVrrbzo3jNJU0WjYmHskbI9aD3dbmPeKV16eW3ApdUe/TClGybouoZMFVebA5qDBEPX8joolT8Xk6X8yB1D0/7/7L15rGXZWd79W3seznzHujVXd7u6293tGWMIH0YMhmA7IQpRsLCwhHAQUQBhkgiSQCBgEiCQiBCGKAoQcBiSEMUhsYy/fMzGE213t3usqq66VXe+Zz573mvt74917umq6qrqqtuDp/NILXXdu/dew977nve87/M+D51ag904ZXucshg6jAY5u0nOMC3xTMEoLTGEIHBtHFvrhnmWyUrTY3+SAxA42l6n7MXUPAtD6G7LpbrLyU5AlJakpUT3bwpsU3C047MzzChLRVoUrDQaLNY9skLS8G0qpTXURmnJE5vD6XkGeamoeSZ3Ldegqp73RaMV2DQ9i8u9iLpr8caTbeJCkWQlgWuzXLfZGmoivYGgH+dsDhM6gcPZIw2e2B7Sj3MeOPqczZFjGliGYH+Ssj1IcR0L2xD0kwJTwErdpuPbbJAQOjqolOXhRdtfsmArSRJ+4Rd+gWPHjr1Ul5xjjjm+CPBK+QJ+MeHllt74fMLLVaa+VXbwUjcCmP0uKxUPr/fZjzJC26Lu607COCvZHqbPK9u+WD7d9R6P1/tBjtOCS91oJoGRFpKsqCiqit4kYz8qUFXFsY5P3bEZJgW9qMC2DAZJwc4wYXOY4Fta0qFQFZZhYgnB3lhrbTU8m+ML2tsxSksudWMKWZGXioqKZddjkpd4005C3zYYpVoba6OvVeBffaRJWigKqbgySDjRCXjt8RYCxaevVLiWwUY/YmeUsdlPmSQ57dBBqYqtYaa7R32LKCtxLIO7l+skhaSf5CzXvGv2a7Xh8afn9imkon5V1+KDxxpMUsmRpmC54fLE5hjLMrAr3TSwO0xY7yWkU2eAB4+2eMtdi3i29qDsxyWBa+GaJlFZkheShZrDYt3l7EqNzWHC7jgjzhVNUx36eTxUsNVut68hyFdVxXg8JggCfvM3f/PQk5ljjjm+ePByeyt+MePllt74UsCtsoO9KKMSWhw1LxWeZWKZBoFrzYKNs6t1Qte6Ydn2peDTXf9+XO0HOUoLnu1GrDY8tkcJca4IHYuGa7FjCFqezTArWAo9moFDP8757OaAlm+TlCVPbg4BON4O2BwmSAWd0MG1TDzH4ljLpxuXqKrCNkxqniCYliVDR+tt9ROd4Tq1GJAXirzMsS2DSVKyPpVJqHs2izXJ1jAFAVujFM/W+mdfZpt84tke26MU19SK8oFn4doGWa6oOQbjTFGqisW6w0Lo8MiVIaNEk9Y3eyknFwJWmz6mIabithAlkiuJ1vnyLMneOEPKilpgs9YK6EUFSa5FWp/enpCXpW4e8EwKyUyi5M1nFhACTnZ8BkmJaQjqgUXLs4hzhSEqjrR8Xn+yw+MbI3KlCI1XWEH+53/+568JtgzDYGlpiTe/+c202+1DT2aOOeb44sHL7a34xY5XgtP0hYwXypjeKjsYuhZSVVzYn5DkinGqyecNz6LV8nnwqOY2FVI9r2x7u3y6F5rf9e/H1X6QR1s+G4OE87sTtkcZ7dDBt00GicS2LJZqFrKvjaW3RwlRVuLaBiCQSiCVoigUF/Yj4kJyeiFkue4yjAuSvCAudGfgOJFYoqSstGK/Yxo0Apu8lOyOck50fI5OJSyu9GNaps0wy5FVRZRJPrs1xJzKIuSlYpAUHG36nF1tEKUlj2+OONYKsE3B7jij7los1l36UcFaO2CSl4yzkppjszVI2R5nTKb+hP04JypKCqX1t64MEo53QlwzZZDktHyXioqntsfUPJPXt3386ZeS/bG25InzEscSbAxTgsSk6dqYpuDxrREnOwFpoRsyRtOuUK0vBr04p+27FKpiseay1HRZrXuUWXTo5/VQwdZ73vOeQw84xxxzfPHjS4Hg/XLjTjhNX0ql2tvNmL5QdvByL+bc7phO6FJzTZSEy/2UlaY2lIYbl21fiE8XZSUb/eSW87v+/chKeY0fpGvpbs3hVOk8LUr6QFEofFvP5eRCSDOw6U4yfMdACIcol/iWQBg20tZZo6ZlsT/JeGxjiGmamEJwfnfCA8eaHG177I1zxmnBqYWQ159ss9r0yErFzjBhPyqI8pKlmkvLtymn5cKNXkLZVJzohOwOM64MYxzToBM6HGl6rDQ8/nx3jyNNn4XAIVOKmpdQqgqpQACDpKAodSlQVoqtUQaqwhCChdBlP87IC8nFbsSZxRoN32J/nFMhsEyL/SjHMQW2JVgIPahgd5ySFYpMalmJUimENBCCqeCqwSgp2BokLNa1DdMkKUAIjrV9LCGYZBLXNvnyuzvcvdxAKoWqIFeK4eE1TW8/2HrkkUdu+6IPPfTQoSYzxxxzfHHgS4Hg/UrhVpymL6ZS7e0GjLebMU0LSTt0ONkJ2I+Ka7KDKw2Py72Ye5brxIUiLyXLLRcnEqS51P6Cqrph2faF+HS7o5RLvfiW87v+/ShV9Tw/yNWmT5JrzpgpBFUFjcCibTiMk4KlxlRHqp/Qi0vcqWVNVRnIShBNS5OOaXJlHJOVirWWh2kKulFKUdZpBg7t0GUhdLh7uYYhBLlUBI7JqcUai/UCEOyPMy71IjzbwhQGK02XvXHGMM4ZJzqAlRU4luAvzu9r4nwFoaP9GpueQ1ZTbA4S4qLEd002htqEe8l1teWOEDRqFqWqcGxtBVRKxWrT47XHW/y/T2ZsDhJWGx4t3yEpS3qTnIXAph3YREXJs92IrVFMzbVxPYOL+xMqYLnuYVna8HuUFPTjnLpr4y2YnNuZMExyepMcxzTYjzJWGi7jVPLIlQENz2al6WEZIMPDv1O3HWy99rWvRQih3c5vASHEXNR0jjm+xPGlRPD+XOKLoVR7JwHj7WRMTSGed73Fmstq08N3dOA6SgvKquL0Yo2KikJWmAbsDFOe7cbsTlLagXvDsu2tMmYnOyH7k+wFM7rXvx8H/olX+0GaQrDS8HnjqTa2adIOHDxbm1xfHiSEtkXNszjWCYizknbdZW+YsjNOMYRBLisdbNkVzcAlcE1tVo1goaZ9BF9zTHfnXb1ncSEZxpqv1Q5cDAO6k4wjDV/7gFJxYiFkkhY8vK65YXpfBWmueHxrxM4o4+7lkNAzGUS6g68Z2PTjjFFacWTRJcoKLbuQF0zSnMAWmMKgKCUXuzGgbZoC1yRwLCyhTb9zVeGJCtMwcCyDflJi2zlvOtnh9EIN2zAoK8Xxjs8oLdgd5UhVYSvdpdiLc1abHq3AQQCFrNgaCm3m7ZmEbsBdSzUmWcnGIGGYloSOQc21WfEPLwRy28HWs88+e+hB5phjjs9vvNRlqC9UgvcXUjnupSzV3u66X479udrw1zEMpKpuGjDmUjHJSmquNv0+UJ6/OmN6vUZTWkgu9SIcy+BMoK93dbBT92wOxNo7oTvtcGtR96xr1nj12m/Gp+uEDhe70TXzy0rt0TfJyllG90bvx9UCp/CcH+SbTi1gGoLNYUpWSlzb4qvu1lY2pdL+h70oZxDlxIUkLyugxLNNclmxPy5Ya/ks1lw6Nd0J2PRtRlkJ6IzZ49sj1nsRncAlKySbfU14920Tz7Z4thvrOTcDHNNkfT+iFxdUKI62Qgop6cUFo7QkcAy6UcZi5OC7Jp2awyQpGSR6Tt/84CoPHG3x8KU+H7/Y5cJeRC/JoQLDKOiELoaoKCRIVVGU2ix7ueFxdrnOM7sT0lxS8y1Cx+RyP+a+I3U6oQvA6aWQJ7fGbA8y7lmqYxqa91ZVFZ5jcqSpr7M3ShkkBXGuGwUcIViueXRqLqO0YHOYEro2nm0yTHImWUGZ5od+zm872Dp58uShB5ljjjk+P/FylqG+kAjeX4jluJeiVHu763659ictJJd7MeO0ZDfPZwGK7xhc6SfXBIylVGz2Ey7uR5qL5Nss1V1Wmz5pITFgJpnwQgHoC30ZWKy516z9mZ0x6/2EaiomerD2q/l0ptCGxgfzq7nPfbxOshLLENeIa96JwKlpiJty9+5dbXD/kTofPd8jcCzKQJHmippnYwlBL8owhMC1BJ5j0fZtDAF744xHLvcpJDy9M8IxTZSCflywUHNhesyJBYuabbI5SFmqeWz0Iz56vkc6taVyzISyVES55JEoxzLAtSzWmh6dmsNCzZ3qdAlOtAPuWaljGoJhusvGIGW1qQPBjX7M1jTAycoKqRSvOdbiruUau8OUvYkWTO3UHYZxzijKyWWlS7BFxXpvgphqbMlKsd5LWaw5OJbJ6YUA3zGxDMEwLSlVxcVp80CUaR2zvFSkZcVbag5744zAsfAsg91xwe4oox04xPkrEGzdCI8//jjr6+vk103gne9854u57BxzzPEK4eUsQ70SopV3gltlZb4Qy3EvRan2dtf9cu1PLhVXBjGjuKTu2TRcrXm1N8rISslry9bsXq33Yi71IhbrLnujjKSQPLsfMUoKkkISOCaT9ZKLexGnF0MC18Kcds1fHYBWlR53tal1nG71ZaCUij8/t89frfexTYPQNfEtk51RSl5K7j3SvEqEdHLN/LZHCTvDlJWmR9PTuk2zDNtS7Y4ETuHm3L3QtXjoeJsr0yynaxnsjLU2VNN1CF2Thmdz92qdwNGcsse3RrPM6GLdxTENVpsWl/ZjkrLkRCegF+W6rFhKkkLSGyRMsoJLvRjbAkOYlFKxNcwoyhLLNACD0gCpCv7q0gDHNPm6+1dwps/jwfyHcU43yjmzFILQpVFZQSorLMNgpe5yaiHk+EKIUloJf5KX5KXiaNPHRHBhf0LHdzjabiAMeOTKVO6iE7LW8nFMg6wscU2DpaY38zAtSsWTOyPKUtGNC2SpMC2Dlm/zxPaIdmhRoZXpu1HOlX6MY5ksN1y2duNDP+uHCrYuXLjAt3zLt/Doo49ew+M6kIOYc7bmmOPzH69Ux+DL7a34QnihrMwXaufkiy3V3omEwcu1P5WqGCclpikIp5mgCiiVoh8XHOTMrp7DSt2n5ljsTXKGSc65vQkrdZcjjRqWabDZSzm/F2GZBkdbwex8yzDY7MfsT/LZc7AQOtyzXMM0tK9jVUGUl7PA4NzuhIcv9wldi4Znsz1KeHo0xrct9sYZILhnpU4h1Wx+bd9FyorNYYJlmaRFxf1rPifaodaPum7PDt6PtJCM0gLXMmam7LeLu5dq3LVUY3+iOUmFFKzWfXxHl/FC10QBl3sJF/bHZEVFJ3BphTZJLtnLMgLXpOU7dPdzrvQTelGOY5l0fIcRBfuTjGd2Jri2yULoUfcsoOJT6z1200qX6VxB3dWisFFe8tTOCDENXK5e3yTXJdWTCyEC2OgnZI5Jy7NJSkngmnRqLlIpRknBOC04O7X92RymjNKCTuCy3HQ53vJZ7ycMYj3fJCs5tzcmyRXdOMMWBot1h1evtfBdk8c2hjyxPSYtFVkp8WxtqN3wdXD1xNaI0ws1hqpia5hQAUeaHgKDUr0CnK2r8X3f932cPn2aj3zkI5w5c4aPf/zjdLtd3ve+9/GzP/uzh57MHHPM8crhS6Vj8IWyMl/I+/BiSrW3u+6Xc3+EIah7NqO0mHGU9kY546yg4Vs8ux/x6rXmNXPQJbWA5YbHIM75zEafkws1moEz3ZOAp7bHXOrFtAIbpWCcFXiWOesSbLgW672Yj57v0q7ZnOqEswAyKSRCCI40PTb7MZZhzPz5hrFWVEdAWkqe3B7hWAaLdZe4kGSFZBCXjNNiqudlUvO0HZBpiBvu2Ysp0V6drX3DyQ7/35M7UAmOtT0s02AYFzQ9m9NLoc4YjhNCx+bUgoNUWkE/dxWFUmwOUmqujWkyU68/1gq0VIMQnFoM+dizXdqhjYnu1Awdi3bgsDfMMaY+he3AmYqQ6hLdlV7M3jhjf5LN1tfwdAauO8rZj1I2+imWZZCWJZO05OFLAzYHCU3Pmfkf+o6F74AQOjNW9216Ucb+pCDOSnbHmX5ec0U/KVisuZRSkZSKz26O8RyLB9aa5KWi7jnIJGchcPAdCwUkpWJlmuXzHZONQcIkk5zoePi2ySjJeTGEgkMFWx/96Ef5v//3/7K0tIRhGBiGwV/7a3+Nn/qpn+J7v/d7efjhh1/ElOaYY45XAl8KHYO3k5X5Qt6HF1Oqvd11v5z745gGx9o++xOD9X7MxiDVnKimR+harPeiGUfKNbVGkmebOJaBbRqoStvQ1Lzn1twJXY60CjaGMfvjjFbocrITsjNKZ8/Bei/i6d0xo6ikF2Vs9RNGWcmpTkjgmkSZ9km0TGj5LlFe0p+NLehOMsKmRztw2BymLNZchnHOZj+lFThkRcnmQGeHmoENCu5fa1L37dmeHQRKm/34GqmIYZLzmSuDWZnyRrhRgNYOHGquRVnp4Mg0jJkKvpra4ggEJlAqSLJS31tbBz+WIYjzEs8yaIc2wdSmp5CKE52AfpyT5Fq/aq0T0p2k7I1zylIRuCYrDRfPsYjzUtv+yBJTCP7kmT1kVXGsHXCyE06tfWKUUnz8Yo9ulBPYFqFvkhUS24RJWhBlJZ1QZ8JcRzBMCuJcMkwKhonuMBQI3nDK4fRijVGa6yxYXnK0HVD3LEZZSWgZtH2Li/sxJzoBWalYqNts9WPyUuFm5bS0LGmv1mmHDl9//yrbw4S/fLYLiGnw7ZMlr7CoqZSSWk3X6RcXF9nc3OTs2bOcPHmSp5566tCTmWOOOV45fKF2DN4Jbicr0/DsL/h9OEyp9nbv/8v5nHi2yfFOwCgpcA2De5ZquLYgLypOdAIavs3mMGWl4SJVxaev9LEMg9CxqPsWjilYbbgopTvXtofJrLxomyZHWh73HWlSqoqNYULdNhmnBY9uDBhMCpqBQ1KUJLliOCl4PBvxplNt2oFDUSoudiOcFQOhDCZpTst3GKWaO9T0bVzbIMolWTmlzgjoxRmXejGlqhBCYCDYHqVMspLTSzW+4q7FmejpJCu5uB+xVHdZDF12x6nWr0oKdoYpB2XK6zNcN8vWlgpec6zJgTG0Y5oUUvHE1gjbELR8m7RQUGnF991RSjN0kBUsBw5rbZ8jTY/ze5NpGVePm0vFIC44OQ1WorRkIXBRqiLObE5YBoWskFJpeQpVUpYVXmhqWYqaS2+SU3Msjk4thKJM0gkcxmmJrGAcSxq+QzuwGSeSVmjz6rUGO+OMJ7cndMcFvm3hOdq4emOQsFz3mKQSJ7RoB/o52BplHG17FKrCMfX8DWEwiDN2RxmFVHR8h5pnMUhLhIAkL8lkxXo3wbdMJlnJ6052qHk2T26PaHg2gyRnvfsKB1sPPPAAjzzyCGfOnOHNb34zP/3TP43jOPzqr/4qZ86cOfRk5phjjlcWX0gdg4fB7WZlvtj34Wa43XW/nPtzciHUQUcvwgJMYXKi47Da9FFVRT/JOb8XEeWS4+2AUVYSpSWDpOD1J1ocbfmc35+wOUzYG2WYpsA0BMt1l/1JzvYwZa2l1cEv7E/YHaU8uT0mtC0MQ+DaJgKFaQiSoqQXF+RlRlZoovqVbsL9R5vsTnTQlBSShdBhmBR85vKAhdClqrQmlWUIPnWpzzjVquurDY+sUBiGIC0VjmVQlIoLA53JCh0t4rk7zmaZo7pns1Bz6E5yntweUVUVRzvBNUbVN8rW5qViezgmLSQ116aQFSBnnKf7jjRoBDajtGSUloSeySgp6Ue682654fHQsRZKVTy5fXAdC1UpntwaMUwK3nJ6gUFacnE/Zj/KcCyTN51aYK3t8j8e3iLKc1QpsNCdl2fX6ozzkhNuiFSwN8lpBQ7jpMQ2Dc4sa2FVRQUIdkcppQQMQTNw8BwLVWV0AptCKhzbwDQMbFNgCkGpFJ+5MuS+I3VefbRJnBb8waM77I1zVls+dy3V9POzMyGTiu1RzGLNZWeYcXatzkYvYWecUZSKduAQOCZHOz5Pbo8AuGelDsDHL/XY6Cc0gjvj0l2NQwVb//Sf/lOiSEd4P/ETP8Hb3/52vuqrvoqFhQV+53d+59CTmWOOOV5ZfL51DL7UuN2szOfjPrwSml+3u+5CKhbrLkt1lwpeUusg0xC8aqVOd5IhVUUndGeBcZyWlKUumdVck+PtBrmUFLIiLUpM02Ct7VOqij96Sperao7NUk0Ha3H2HCEd4NxUz8s2tFL6zijl9GKAMAxSqShkxe4opR26OJbBUt2ZioMK7l4OeXJrgucYnF4MMQzBIC0YmDmXe/GMZL/c8FBAx9cZIykVqy1tgeNZJhe6EZ5l4NkmVYX2/evFrPdiFuoOzVzhmQaBazKIc/7fJ3e4e6VOzdHl1E7o3DBb2/BtQtfgqW39rF/dvFZzLeqeTTNweM2xiid3xuyNU4QQvOZYk9edaPOq1TqGEPzlhX0C28QQgsv9BKhwLRPfMWmEDnetNLjvSIMo0/pUnmNxz3JImmtvxElaMkwKTi2GNHyLJ7fGRLmk6dmMMl0C7EWakO9aJpWCYVoghC6PxrnOYC2EDlSCpJDUPIu0UJxeDBinkiQraYdSS3RUYAqBYxgsLtR406mM/Sin4ZqUqqI/yfEdkzeutXngaIv9SY5pZFgYVAjKUlHzbS16a5skecU4Tdjsp1zpR4BBb5wR2iYnp8HXYXCoYOttb3vb7P/PnDnD448/Tq/Xo91uX2NQPcccc3xh4HPdMfhy4k6yMp8P+/C50Py62bpvNZeXct6erb0AH98a0osy6p42Q76wHyEE7E9y2oEuga02fRxTK673k5xSVay1fU4tBtRcC98xnyd2Okq0ivk9y3XN+3JMolTSDGyEELimYJIWGEJbzOgym+7YC1yLlabHvSs1bNNgnEoUICpBM7BJc8lfXOiyEGgLGdDK7VEhoYLVhqfFTQttaj2MNbF8a5ixVNNZna1RSpSXHLN9kqzkwjDBdwxs0wSh7WZqtsUzu2NOdsJbZmtzqXR2qAIQWCbYlpgJuB7vhKw0PXZHGapS/D+vWp5lyEZpwUZfd/st1bXHYZxLkqnw5yjRjQaerf8bZwVrTY+m73DXcp1SKYyp96JtmVBBy7cZJzlpUZLmiklacKkfTf0WHXKlCF2TYVJiGgZpVnK0pfW5kkJSSkXN0TIeSkGUlWRSAbAzSvFtkyWpxWSPdXze9uojbI9SHt0YcmFvgueYPHi8xYNHW1oOotAlUdcxuX+tQSuwcUyD3XFKXlb4joFjWTyzM2bvfMqZxRqBqzsW9wavsPTDr//6r/O3//bfJgyfe+E6nc6hJzHHHHPM8XLh8zFrdSt8Pml+3clcXsy8S6lQqiLJJc/sTChVhWcKaoHNyWaIlJBkkmd2xhSl4tRi7ZpS8EGGyBBiFmiBDkAEgigrSUo5s+epT7k4mawYpiVrLY8ziwE745ykkJhC0PB04LbW8jANgWkarDR97lqyqCrYm6RsDVJ818QoFQs1l+2RwjQNpIIozzna8rGnhPqyUjiWLlU5toEAzu9NSEvJUs0hzkomqcQwwDQgziTLDRvbMulOchqeTcO32Y9yPNvg6Z0JS3WHhdAjLSTdSUahFCc7Nd0wUAmcKRF/Y5jQizJAB6C6tAlnl5uzQAumUhxpgWmImRm3b1vsVRVSVZxZDBll8oaiqwcZ5LqrxWaf2ZkwjHMCT8tLXNoc4dkm9601WA49nt4eEeWS0DaoeQ413+Ir7lrANgW745z9SYZrG6w2XEaZZLnhMclKLvdjokyyENpUgCEEO+OcVFZ8xd2L3L1S5+yRBves1PjzZ/ZZbXm0fM352+jHPLs34WI3InRtTi8KAsckLxVJLmkHLoFtMclLVCVYrjuUUmEbuuEgcA4vTXqoM3/wB3+Q7/me7+Ed73gH3/7t3843fuM3YlkvSh91jjnmmONlxedD1uqF8Pmk+XUnc3mx817vxTy9M8YQWqepG+Wc68WcPaI5PaIfs96PkZVid5QTZSWNwOHe1edKwdeXi6Os5EJ3QmCb5KXk4n7EJC25e6muy3KexYXdCXEhefWRBl9/7wqfudxnPyrwbAPHNGn6NjXHwrZM6q6Fa2o7IdcyGcSl/vAV4Dtay6nuWSSF5MtOdTi3M2E/yonykqWmiwEcbQdEWcl6L8ZyDIQQPLMzpubq8mNWSsq8ouZZ7AwzlKo40tCdmXuTnNC1+NR6b6r0nvHI5YrVpseDR5tYpjaMjjKpsz1TdX3PNmn5NisNj1Fa3jK7KwxB3bcYxSVRpvXGslIhZUUjsDi1VJv97PovLVdnkIUQWkBUVfi27pSkAsMUjOKcJ7eHbA0zHdxZBssIVloubz69wNkjDZ7cGvKp9T7dSY4hDBZCUxPnUx10B47BUsOn4VnUHJN+XGJbcHrxuSxq6Fg0p9IfABf3J3z68oB+nKMqMAVc3I+pexZlpQg9C9fWgrCFVISOSTt0iHNJO3DYn2TISh32dTpcsLW1tcWHPvQh/st/+S/83b/7d/F9n2/91m/l27/92/mKr/iKQ09mjjnmmONLGZ9Pml93Mpfrj81KSakqDAOSXN5y3geBWlJILQPgWKzZJvtRxqX9GMfoUaqKlbrLJC/pTXIu9mPecl058/pycS/SfnurTZ/QsYiy8rlM22KNhmdzYiHgxELI2WnQFrgWj24MGKUlaSbZHCas9yNed7xN6D7XtRrnJUle4tgGeaGlERzTRCBISsnZ1QYPHWsxTgtAkJUlf7U+wDEN6k3NH9ub5HSjjEFccGRK5n7kSp+nd8baiBoDwxC0Q22Y3Isz/vzcLhe7KQ8da3D/WpN+VOgM2zChFTp4li53iamxNDDTqDq7Wp/em5tndx3T4HgrYNfKGCfaxiawTZYaLst1j6yQjNNiqpN17fmmITjRCchLxTDOEAYcbfmstnw6oY1hwOYg4k+e6RLnktC1kFIRZQVjy2B3lPOZjQGnlkJ8x6ITOKw1A2qethHqRRmnlgIMUzCMCipgmJRsDxPysmKtrb0iry5n741zdkYJlil4entCL86wDW3I3am5pIWkEdicWQj5k3P7bAwiENAJbAyh5SZC1+Z4x8c1BR99cv8O3qBrcahgy7Is3v72t/P2t7+dOI75/d//fT7wgQ/wNV/zNRw7dozz588fekJzzDHHHF9qOCCVU1WfN5pfd6KvdXBslBVEuWRvnE25Q4qFUHfp3QwH5tKjtCBwLEJHmzi3fIfeOOfCXsyrVmqsNHyGSc5q0+fUgo9pGpRKYRrPb3IYJQWPbQxxm/4s03bXsg429iY5NU8LeN6/1mSlocnroAO2y72YC3sxtikIPYuGaxHlkkvdaBbQXezGZFJSCTjZCVidBlBX741rmZi+DnoudiMu7kVs9lJOLujjW75Nb5LxwFqTVmjz9M6Y7ljzxspScXTBJylKLvciSqW40kvYHqWsNDxMw8AxTI40LagqHtsY8XX3r3ByIWC9FxM4Bo5lcKkXs1xzZmt/oeyuZ5scafk824uI8xKpKqKqolSKvJQ8vjkkLiSBbXLfkQZvuWsR56rn4MBSSet5CRzbZH+SYaB5dx8912NrmGIZAqUqqgpM00AJzcV6amfMp9f7jDNNil8ItaVSXirNEUtKTndCnirHXO7GurRnW4QuSAU7w4S+Zc7Kma9arTNKcz55qU9/krHc8GkHDkkhGScFdd/SArRSEtgGLS/kzFKIZRo8sz1mY5DwuhMtskIxTktK9Qpntq5GEAS87W1vo9/vc+nSJZ544okXe8k55phjji8J3IhULlXFKC+Bz63m153oax0c+6fP7DGIC5qBFsmcJIrIKdkepjflbTmmzsREmWSlYU9/ZhI6Fl0yJllBJSqivCSfCmwuhN5NM32uZeLaCjWd1wFMITi9WCN0Ux482qTl2+yMMh5e78/2/sCA+nUnmni2NdOqGqfFrBx6ENAt1hzWuxENz9Z6U0X5vL25msd2ejHk/F7EU9tjorzEsgzivOTB4y32xinr3RjLFCw3PMZJiWOZeJbBZ670mWSKumdRUWGagovdiEJJjjZDfNckKnRgtHpV1izNJBujGAF4dsIoKW6rYUGg/QOlqrBMA9MUXOpGZFJxqhPSDjQH66MXdJbnq88uA9eaio+Skp1xih2btAKLC/sll7tau8sywDYEUS6xDGg57lSjS//30fP7KASLNYcok1q7bFJMtbAkJzshaSE53gmoTfc+l4qF0GFrmALMytl5qai5DmdX6jwmdXNFJ3CI85JBklPIiigr6Y5z3nx6gdCx2JtoPa64kHTHCR89L3lsY4QClkLnJrv2wjh0sHWQ0fqt3/otPvKRj3D8+HG+7du+jd/7vd879GTmmGOOOb6UcCNS+TjX3WoKPueaX3fSybnS8Agck7TQH9SOaXJ2tU7NtW7J2/JskxNtn0euDNgepizUbZQUuLbB6cWAjUHKMClYqJmcmGaR4qy8ZabvVlm5mmezWHPZ6CfP2/snt0dEmeS+I41rzru+dOpaJq9ea87WdqO9GcY5z+xOcC2DumcTuBYCeHRjyEfPd1ltelSqIkoLpIIjTZ9mYFMqxSQtsS2TvVFCXCjuW61zYsHnT57e59J+RHOakRHVlJ9kW5rEP7UyWqi5/Nkzu4ySkjjUwW6UW9Oy5s0bFqK04OHLfc1Lc0wMoO5anCslSaFtcHpxPjWdhse3Rrz+ZFsHNteZiq81fa70E670cqJUIgxtmm0LyFUFaNHXoiopc0HpW1gHRHTLpJAVj1wZAHC8HeLYBqVU9KKcSlX4rqW1tyyTE02PhZrLzjChEtCclrMLqcilZLXhcbkfM8kKfMfEMgWWaRBMZTxWWx5Hm4HWK1OKC3sT+lHO3qQglxBnpeZ2vYjE8qGCrW/7tm/jgx/8IEEQ8K3f+q380R/90ZyrNcccc8xxB7gVqVyhlcBfSNPq5caddHLKqqJTcznRCakqZpY6hVS35JuVUs0++J7cHuP2DFYbHicWAuquxX1rDcaZpO7YeI5WAs9KdctM3wtl5aqKWwqDjtJ8VsKCG5dOb7Y3pVRc2Is4tzvms5ujayQrTNMg9CyEENy7WmcyLZ0pqSUHslKru59erOE5gt4440jD49XHGowTSeBYDJOSOJdYpuSpnRGBY/HaEy1kpTsJPdvk3O6Y8/sRx9o+R5ta9b03yaHm3DLwPb8fcakbs1h3CR2LrFRc7ifT0p+BbFTUXYtcagPxKEsYpYU28b7OVNy3TV2O25nQixPWmh53L9cYRBmjVGeWclkRp1rD7eRiyGrDI3BtWoHF5W7MMCmwLYNcSnZGKZ5tkscFe+OclbrHmdUGhhAgIMqKmZn5ga0T6CxpUpScWqiR5CVJIckLiaJipR7w5WcW6cc5aSFRVcWFvYjdccYgzrVuWs1naxyzOUoZ+4cvIx4qThNC8Du/8ztsbm7yi7/4i4cOtH7pl36Jhx56iEajQaPR4C1veQv/5//8n9nvq6rin//zf87a2hq+7/PWt76Vz372s9dcI8sy/sE/+AcsLi4ShiHvfOc7uXLlyjXH9Pt93v3ud9NsNmk2m7z73e9mMBhcc8z6+jrveMc7CMOQxcVFvvd7v5c8z6855tFHH+Wrv/qr8X2fo0eP8uM//uMz0bg55pjjWqSFZJQWz1mZfAGMfbPzXsxabnbuAan86lIXTFvzS0kFNyQify7gWuYLzuUgmyRVpTMY08BxlBRTH7sbY70Xc2F/wmuOtvmas0scbwdIVWEgOLva4CvuWqITOJzbG/Pxiz0e2xiiVMVS3b3lnE8uhNyzXJ9lCBXMMk8HPLGkOPjQ1/em4dvUfZN+XNCd6A/crWHMzjhlMbzx+q/fm4NspWOatH2HQlas92LWu5HOMGXaHmhjkJCVFTXXmlkApUVJw7cIXZPdYYZEcbTla42uOOfMQshdSyGl0k0IrmVyfCHgGx84Mlvr7jhlZ5yyXPc41g4olMKxBYFjMUlKJlkx46jBc8/n3jjhci/SmR9hYBkGjmlgG4JhXEBVTfWuDHzLnPkmetN1C0Pg2QZRVjJMMhT6OVhruRzvBKw0Pe5aClhtBaw0fZq+1rdaabh87f3LHG0FqAqWag7H2yFHmj4CQZpLdscZCFgMXTqhjWUKntwZ8+nLA57YHvLJiz0+8WyfeFpq/vSVPp+81OOJrRHjTMtIHG/7vPZ4i+XQwbUMzq7U+cq7Fzm9GNLwbXpxxt44Y3uUaskQIViquVRo7TCjYqbXdhgcKrP1gQ984LaOe/DBB/nf//t/c/z48Rv+/tixY/zLf/kvufvuuwGt3/U3/sbf4OGHH+bVr341P/3TP83P/dzP8Wu/9mu86lWv4id+4if4+q//ep566inqdU34+/7v/34++MEP8tu//dssLCzwvve9j7e//e186lOfwpzqrbzrXe/iypUrfOhDHwLgve99L+9+97v54Ac/CGivx2/+5m9maWmJP/uzP6Pb7fId3/EdVFXFL/zCLwAwGo34+q//er7ma76GT3ziEzz99NO85z3vIQxD3ve+9x1mG+eY44sSnwtRzhc79s3OO9ry2Rgkh1rLC83lC9kA+0a4PptkmwaXehFX+jFLNY/PXB48b++uz+41A4dTCzV6UYZpGhxt+2z0E9JS8qqVGt1Jzu445dHNEZOs5A0nOze9F7fKPF3ej/jUpR79WBsdL4Qu967Wqfs2a80AqSSf3RqyPUwpSq0A3/ZsHMu85b2/fj1pIXVXoNCZtK1hzDCRnOwEND2HrWEy9euTWKbNoq/LcZ++PCDJtAhpbSrFMEkLWoEzVdgX3Lva4HgnoBJgXLXW/UlGWkjO7U44tzvBMnTJrOHpEuWa8HEtY/Z8Xu7FXBnE7I0zupNcewbGBYFlEpeKQZySlZI4k7OM0STVSvFnlkPs6bU2+wlxrrsVh3FB4Fos1Rw826IV2PTjgryU1BxLE/hNgRBw/5EGdy/XWe/pjNpq09edjQshm6OEtFA0PAvXMolzydYoRVGRF4pPXuxy97L2jlSy4k/P7WMLg7W2hzOV/8hKxZnFkNWmT1ZI2qHW9GoHDo9uDHl0Y0jDc0hyyThNGcU5uVS0AgfL0oFmIRWVIdgbZYd+P15WcayLFy9SFDePBN/xjndc8++f/Mmf5Jd+6Zf4y7/8S+6//37+zb/5N/yTf/JP+Ft/628BOhhbWVnhAx/4AH/v7/09hsMh//E//kf+83/+z3zd130dAL/5m7/J8ePH+chHPsLb3vY2nnjiCT70oQ/xl3/5l7z5zW8G4D/8h//AW97yFp566inOnj3Lhz/8YR5//HEuX77M2toaAP/6X/9r3vOe9/CTP/mTNBoNfuu3fos0Tfm1X/s1XNflgQce4Omnn+bnfu7n+IEf+IG5cv4cc0zxuRTlPOzYNzvvci8mLeWh1vJCc/lcGoG/XFZAV3O8nt4dsTvKOdHR8gpFqZ63dzeSl7BNg07ozpTfD4KXUVrQTwqagUtNKXpRweNbw2uudyNc34G33ov55HqfXCpMBJYh2BmnjJKc00s1Ti2E5BUsTM2oHctEAPtxTrarbjne9es5IKxvD1O2xgnjRLLS0KXW/Wk5zTQEzcDl7qUaz+yOyQrFiXbA8akN0TN7Y0LHQgjYGevOvtWmj22ZPLM7wTIMTnViwpUGrmWyELoUUjHOCoqiwvUtVFVxfnqdE/cHuJbJhb0Jz+yONaE9LnEMnVH1laH3PdWBiWMa3LUYYhgGl7oRhVLYhsFSw2Wl4WEZYtaFuNzwEGiNrbyUTLKSKC85u1LHsQweuTJga5jSCV3+2j1LvOFEm1NLIaWq2OwnXJp2QR5kd2ueBVXJMC0wKNgf51TAYt3l2b0Jo6Rkc5AQOCbLDQ8zNygr3eW4VHNZPuKRFiWWafKaY02e3Y/IpKQTuHSjjM1+qnXSlkxWGz69SYZtmZRJgZCK7ihnkOZkhaKqdLb5sPi8+eokpeS3f/u3iaKIt7zlLTz77LNsb2/zDd/wDbNjXNflq7/6q/mLv/gLAD71qU9RFMU1x6ytrfHAAw/MjvnoRz9Ks9mcBVoAX/7lX06z2bzmmAceeGAWaIG2JMqyjE996lOzY776q78a13WvOWZzc5OLFy/edF1ZljEaja75b445vlhx/Td729Tk4LprszlMX9aS4mHHvtl5rmnyxNZ4RnC+k7Xc7lxuVep6OaD5RBNddrnY4xPP9riwN0Gql4YOcZBNeuhog8Wax+tONHnVSgPPMm+4/quze1fjILsnhCCTCiFgb5zNpCEC28IyBZ5l3tFzlRaSi92ItJDcvVjnzFIN37Gxp0bRQmghTsc0KFTFYt3jyFQ+IsnVC453/XoOCOunl0LuW2vy6rUGrcBhlBXsT3RpzDYNmr7NiYWQ5YbHWtvny84scPdKg3tWG5xdaeDaFqc6IYs1m6Md7eGXlRLTECzVHS71Yi51o2vm0vIcluseqhLEWUkpK5qhw2rTmz2frmmS5Iq6Z3Ok5bPW8ulHJYqKVmBrzlc74E1nFrEtk6TUkhzLDY9g+uVgvRvPnvW7l+qcXgxnPLiNfsKphZAzS/rLw7F2yKnFkJpncs9yjVNLIYFj0fBs7lmpX/MuFKriRCug6dts9BIeXh+QFJKjbZ9hnHOpG1OUiu2RLsd2JznJNFBzLINhXOKYBg3PISulLpcmBZ3AnYnSLtRcFmou/USLvaZFxWrD5WjLR8qKQaoNwstKYQgD/5VWkH8p8eijj/KWt7yFNE2p1Wr8/u//Pvfff/8sEFpZWbnm+JWVFS5dugTA9vY2juPQbrefd8z29vbsmOXl5eeNu7y8fM0x14/TbrdxHOeaY06dOvW8cQ5+d/r06Ruu76d+6qf4sR/7sRfchznm+GLA51KU87Bj3+w80xDERYllXPud9HbWcrtzeaWthF6xrKMQWKag4d16/S+U3atNVdujTGfiGtMP8axUOKYO4CZ5edvPVS4VcVYihMBzTGqeTafmkOQuUS71+HlJK3CuGc+1DEZZgSEEWXlzkdabrSctJWdXauwGNvuTjF5cME4LfMcicE0Wag5QYRsGV1P4rparePVag35U8Bfnu5RK4TvWDQ23D0pgnq0DCi8rGQjdVVhVFR97tseRpkdSSDzLJJeShqvXudrwmaQl+5OcAp3JObNUI8kkWSG1JIdrY5lgGQaha7Hej1GqYrnuzYLL5YbH/sQhVxVHW4GWtujF03tusN5L+MgTO1zux9eUgq9+Fzb7MZd6MWeWahgC/ux8F9MU7E1SLu7HmIag4WsZh6SQOLZgkklCvyJwTZJckpcKVVXTwJ3ZO5mX6rl1C9gdpQzijNAz8R2DdqhtegqpcEzJQqB5XoNh/rx7frv4nAdbZ8+e5dOf/jSDwYD/9t/+G9/xHd/BH//xH89+f315rqqqFyzZXX/MjY5/KY45IMffaj4/9EM/xA/8wA/M/j0ajW7KYZtjji90fC55SIcd+2bnSVUR2NbzhAxvZy13OpdXwkrolbQCupP130pe4sBz77MbQ0qptD6VMBglOUea/h0/V45pEEyDjqxUWI6BqrROk6oULd/BNsX0Q9aYHXMQ3B18cN9qvFutx7Uj0lJqAvwoYZDkRJkmog+TAllVGEJgm899phzIVSw3PDzbZKXh0gq0T+L1htt6nga+bWIbBi1f88KUUoDAMHUAd2k/mnoyTk2yS90ROvsSIHR3qWUI8lKxM0mpuSahY+LaBoYQlFXFejfGs0zcaVB5cK9tU3eiNlwtN7HRT3Bt/TxsDTNqns1SzWVrkPKIOQB0UHdQ3s4KbWl0kBG9Z6XOzjhja5jw7N4E0zI52QmJipK8EJgGRKkEoU3AJ6nEMQyd0SrlNHC3Z8+ka5mzLsVenLM7zMirCt/SnpXLDZfXn+xw75GSRy8PMQzoxfmL+vv1OQ+2HMeZEeTf+MY38olPfIJ/+2//Lf/4H/9jQGeNjhw5Mjt+d3d3llFaXV0lz3P6/f412a3d3d1Zh+Tq6io7OzvPG3dvb++a63zsYx+75vf9fp+iKK455iDLdfU48Pzs29VwXfea0uMcc3wx43PJQzrs2Dc7L5OS+47USUs5a6m/3bV8LvfhZnips4634n3dyfpfKLt3ELxkpZqVPC3T4Eo/5tLUSuf67OPN4Nkmp6Yq8XujlB0qBnHOKClp+jYPrBkcbfmc358QOCa740wrqcuKpYarP7g7wS336VbrOVjLp9b7RJlEKjjadGkGNhf2IrJC0gzsqSWOmO3ZmYWQjX7Cxa5uONgdmTMletMQ1wSdphBIVfHpK33KUrE71p2BljDo1Fy2hprjVFUwyQt8x2BvlBEXJXujlEJqb0bbMqjQZtmDKGeSa4PuJdfCMQVJobjcj1lpeLxppcalqT3Qwb1OCkkrsHl0c8D2IKPuWYyzEscUOIbFfpQxTrV4b1ZIklyyP8muIeufXAw5lktWmz73HWkgp5ITzcDGs03MROBYJkkhkariVUs17loK2R7nhA0T0zS4pxM8zyw7KyWeLfjUpRH7k4yjLR8hYZSWZEVJ4Fks1jwGUYHnmLrLsaho+Id/bz9vOFsHqKqKLMs4ffo0q6ur/OEf/uHsd3me88d//MezQOoNb3gDtm1fc8zW1haPPfbY7Ji3vOUtDIdDPv7xj8+O+djHPsZwOLzmmMcee4ytra3ZMR/+8IdxXZc3vOENs2P+5E/+5Bo5iA9/+MOsra09r7w4xxxfynileUgvxdg3O+8tdy0eei2fy324EV6IH3W739pvl/d1p+u/mbzEQfDy1x86woPHmti2ge+Y1AKb4+2AKJc8vT26bWmOkwshX3nXIq6tuyWTouJ4O+DskTrdyXMaXkt1T6vDV9AILJbr3mz+tyMFcqP1HHzgL4YOb33VMm89u0w7dIlTHdDn08zUk1tjntgakeSSI02fXFY8szvGs0yOtX26Ucpfrfe4sD9mnBaMs4K1podrmaz3YsZJgWOa7I1znt4Z89mNEWkpOd72EUKwO87IS8WJTshy3aMRWOSlolSw0vR48+kFXne8je9YCARRIQkd7SmI1iMlyUsqCVBx4gb3OnQsaq7NyU5I6FmMUk1wLxXkZUWpoOFqsdfPXBny/z29w+VexM4wo1IQ55L9aflxe5iw2vQ51taSEa5lkE7n/+VnOhxtetQcg9W2x/HFGt/0wAp//cE13nSqzZml2qx79GjLx7NMntgc8cmLPT57ecD2MOHCXsz2MGWS5kyygvM7Ez56vsvj20OOtn3OrtYJXB1gHhYvOrOVpime593wd7/yK79yy6zPD//wD/NN3/RNHD9+nPF4zG//9m/zR3/0R3zoQx9CCMH3f//38/73v5977rmHe+65h/e///0EQcC73vUuAJrNJt/5nd/J+973PhYWFuh0OvzgD/4gDz744Kw78b777uMbv/Eb+a7v+i5+5Vd+BdDSD29/+9s5e/YsAN/wDd/A/fffz7vf/W5+5md+hl6vxw/+4A/yXd/1XTQaDUDLR/zYj/0Y73nPe/jhH/5hnnnmGd7//vfzIz/yI/NOxDnmuAqvNA/ppRj7Vucddi2fy324EV6qbNvt8r5eivVfnT0zhKDu2bzxZHtmpWMKwfm9CX/89B6nlkJqjvWC0hymITjWCbjvSIPTiyG+bTHOCgax5j3tjnPeenaRN55q89oTLQTMxGVNoa1rXoysSS61lVA7dOhOMgQwSHIGcU7Dt7lrqTbrQtwdVxRKcXE/ohM65Lni/H7M9lATty/1Iv6fe5b5stMLsyDwYG6WKTi1GNCLcgqlSApJL8pZawXEeckkl5xeDKmqiruWQ4qy4rGNwVTQdMrhakqShQB/02RzkODZBklesBHljNKSlYZHL8o5tzvh1WvN2b2mqnjkypBO6HByISRwLc7vTLBEzCDWDglmJViouwgqelHGMNYsMSV1cCuV4nI3oe5abA9TfMekXXP4uvuXGSYluZTEmeJiNybOJXct1TjaDFgMbe5ZadzwfmwMtIxIp+aw3osIfJvAsWj7NnFRaj0xIEFSSkU4bcio+zavOd7h0lZ5R8/v1ThUsKWU4id/8if55V/+ZXZ2dnj66ac5c+YM/+yf/TNOnTrFd37ndwLMgqKbYWdnh3e/+91sbW3RbDZ56KGH+NCHPsTXf/3XA/CP/tE/IkkSvud7vod+v8+b3/xmPvzhD880tgB+/ud/Hsuy+Dt/5++QJAlf+7Vfy6/92q/NNLYAfuu3fovv/d7vnXUtvvOd7+Tf/bt/N/u9aZr8wR/8Ad/zPd/DV37lV+L7Pu9617v42Z/92dkxzWaTP/zDP+Tv//2/zxvf+Eba7TY/8AM/cA0fa4455ngOrwQP6aUe+2bnvZi1fC734Xrcif3OjXA7vK+q4pry4gut/0blyBtplDV8m1Gi1cqdKSdoYxCzO860kKptYQhxW4T/g4BnpeGzO0rZGqQEjsVCzaE7yXlie4xjmdfwiODOGgzSQmerhNAq5ggdsB1kGC/1InqTHMcyEMLAsUzGmdaRChyTNFOAZLVpUKqKp3fGjJMCwzA40vTo1Bx2R9rKSKqpd2SpxVp7UYYhDDzHphXYDNOCrFBsDVNCz0TKitAzeXY/YpQUuuOzgqSQFPK5DKVjmsRVSehaWAK6UUGSFRSq4tVHmyyGmgS/3o2ouRZnlmq4lqmzfleVrE+0QxzDIMlLLvZiTezvhLi24DNXhuyOU5QSyEqT+6u4ouFZpJVikBRksmJN+tyzXOdYO+DC3oT1fswwHkMFrz/e4uxak6JUXOrFs3t3o2fXNU3iXGFbJst1H0SFQnOv656LYwuqqiJ0bALH5Eo/ZkW53LNUYzgc3PoFuQVEdQgJ9B//8R/n13/91/nxH/9xvuu7vovHHnuMM2fO8Lu/+7v8/M//PB/96EcPPaEvdoxGI5rNJsPhcJY1m2OOOeZ4JfFcR92dZZtGacEnLvZo+841xPdCKrqTjJWmN/vwfqGsz61EXy91o1lQ49kmUVbw1M6Y3WFKI3Bo+g5N36Ifa66Zb1u8ek37GY7TAgW86VT7pmtLC8knL/YoZcXlfoJA+/ZFeUkFHG9rvaiVhsf+JJsFI90oY7Xp07qK93b9eKVUPLsf8enLfTYHCYOkwDIEJzoBR5o+yw0PKRV//MwegWPhWSZP7ox0lyRCc5EMQSvQgdKrVuqc253w5NaIQVxq6QTXIiklUV7iCGiFDncv11FK8ZnLQ3bGKe3QRQBb/ZjhVKHed7Wn45mlkAoIbZNO6M6ynM/s6eDlnuX6cz/bHYPQZcHL3YhLvZgKONEOqPs2JzqBLrdO96Cq9J48tjHEnRLc81J39u2NEz55sc9CzSX0LPpRzrmd8SzTVpRalT5wLCwTFusedy2G3LfW4KvuWcK3dZl0vRdxfnfCY5sjGq7FmeUaKw1v1pmZloqHjjW0hMv0GTh4dh3D4JGNgS5pyop+pO+vIUBV4Dsmdy+FXOjGDOOcqoJ7j9S5e6nOk5d2+Gd/+02H+vw+VGbrN37jN/jVX/1VvvZrv5bv/u7vnv38oYce4sknnzzMJeeYY4455niFcNhs2626DIdJMROMvB1ZiZtlifJSsT/JrsmeRbkkyiTCEFRUJEXJ/iRlnBa0fIfFmks1lZy8HcK/Z5sshA4PXx7QjVJWGh5RXhLn5TR4cHhia0Q/zlmue7R9h16Ucakb49vmNcHW9eOt92L+4sI+g0lBqSriTEsQ9KOcK70Y0zJZrjkIdEkzKSRJJilVxWrTI8lKHZiMspnPYCtwZhISFYqklEyyAqEq9rMS17EYJQXn9yY8tjkgziVUYFsGu+Ocioq1dkDoWhho25mmb9MJ3WsylHct1Ngaax2xpJQYgGUImp6N71hsmwnjVFJIPecvO9Nhua5pRPtRxlPb41mw3ZtkTDKdFYtSHRiWSnHfWoPA0QHlKMnxHBOBYJSWiOldHCYFVaXIC0WaS+5faxA41iwI701y9sY5Yto12Yv0/ktVoaqKi92IONOK+wcB/MGzW8oK37aoKt1daFmCpFTkEgwBJzp1TiyEjNICJSvqvibLX+pFXBnGd/zOHOBQwdbGxsasg/BqKKVuqRg/xxxzzDHHy4eXSxn+ADfjfXUnGRUVncC9LVmJq8uRjmXoOdsGYLPej8kLOdW6klSVFjRtBjaha7EQOkxyySQp2BmmGEA30tYsS3WX0LWeR/i/el9MoRXP98YZuZRsD1JGScnJhZATHd3h148yxmnBsbY/W087cKm7NhvDlCMtfya7cHWDwTDOeXxrpLsJA4udUUan5jKIcrZHCb5jcarhEWWSQlWEtsnacsAoKejHOVJVmp+mKuK8RFRQlBWdwKYT2ozSklFSIAyJLBXdOKOqIHQybFOQFRWnl2psDzI2h4km9/sWpiHwbYPF0NGSEbapAy8hiLJyZhoeuBYd5fDgsRamgGd2x5zbm5DmiklWUJQVoWPQ8FwkmsS+O05peDbDpCAvJJ1QB9uOafCJZ7s8uTki9Gwavslq3afm2gSOwcYg5cJexDgtCRwT2zIwAJmVjDNJy7No1xw8xyDOSp7ZGbM9SuhPcp7a1h2FeaGNu8NC0Q4MHt8akUtJ23dZrLsoxTUB/8GzW3NNRmnGpf2ETEoC20AIQTNwONJw6cc5i3VP+0DaWqPLs0zc2+x6vREOFWy9+tWv5k//9E85efLkNT//vd/7PV73utcdejJzzDHHHHPcOa4vyQlgseZy93KN4EWoXt8IN+J9nVwM2RmlNzTVvlGWKZeKJJdkpdSeeVNdq4Zr0osLhmmBZWhl9dC1yEqFbQo91kJIRcV5U7A7yXAsE8c0kFXFU9tjWoHNV92zNCvpXV+q1PwmiW8b3L1UxxSCC/sRrilYrnvEWckgKaj7Omg7CEYcS3vuPbE9ph8VdMLnSzOc2x3z6MaAUVywVPcopMIWgvF0PQKBbZogBI3AZmuU0Qgs6p6NYcDeOKcT2tRMA9sUDJOCT1/uU6oKhWCt6VJVgqKUWKZBXlaEjskgKWn4EsuEwLBJAolhVGz2tT5W4Fq84WSb450QyxDsTzL2JhmXuwmWJXBMk6Wao0VkLZO6Z7HRT3jkypBBXOCagixXZKpCKlDoEl/gmFzqxSzXHKi08bQxzT6aAjaHCRf3Y71/psHxdsEDxxpEucA1BXcva07c3jinUhmGJbBNg8XQ5sxSjdC1afoWzcBlvR+z1U+miu4VCzWXCtgeJRSlgkry+NYE3zUxF7WcxfGrntWjbX/27H7iUk9b8AhFzbHwXBNLCJZqDkVV0Y8LOr7DA0ebM+ugJJdsBPah35tDvYU/+qM/yrvf/W42NjZQSvHf//t/56mnnuI3fuM3+F//638dejJzzDHHHHPcOQ5KcoFtkmQlG4OET17qc3o7uKVZ82Fwoy7DqtKlqdsVcXVMg0GSszlIWai5NDybrFT81eUBFdqcuB8VJIVkkORM0pLAtji7Wsc2jWmQlnNqIeRoy2cw7U7zbB1YHFjSPL0zZr0XzUqbo6TgU5d6+I5F3bPIpcIyBMt1l35SsDnQ5OpTCz5P70z4zOXBNcFI07U5vRhiGswCzRPtgF6cs95LaPoWi4HLMC640o9nOlL9OMcQglaglckdy9R+g2KigyelhUtftVynU9NG05+61OOZnQmtwKbpOSwfbdKPMs7tRQhDE7qXai4rTZdJWpKVFaYQbI9SJrnkSEM3KwSujTstRzY8reEVF5KyVFpg1TCJZcFntxIW6y5fdfcSVQUXu9E0mDNY7+ryoe8YFAIMA2q2iVKQS8ly3eXZ/Xh2jiFga5jy1NaIUsFiGGCZBs92I6Ispxm6fOVdizQCh4vdCNMw6McZ3UmhzbKbAcsNH9/W2mA1z2RvnNFPcgwEldKlw3bokJWK3VFKnEvSXLIYOgyinD96eo97lhPuO9IgKaYcRU9nZts7NmdXG7zuZAvHsECAqioyqViueXQCh3Fa8vT2mGe7E/YmGVmhKJLJod+bQwVb73jHO/id3/kd3v/+9yOE4Ed+5Ed4/etfzwc/+MFZJ+Ecc8wxxxwvP64uyY3Sgs1hSjgllt+uWfNhcD3v61CyEtVz/xVSMk5Llmoudy3V6foZe5OcvFRUQM3TOk+FVAzigmFact9qnVMLNQqpyKfehqOk4NzuhP1Jxmc3hjimiSUMTUa3TeJCsjNOuf9IcxbkKQVpWVKqCouKc7sRG/0EgUHbsVGV0lmzms1X3b3E0bYuNa7vx3ziYpdHrgwRBqw1A+quhVQVl7oxo7TANrXIaMOzSbKSnXHK645rEe6TCzVec6zJSkMHK3XfwrdNhklOWii+7HSHUwu1WZlvZ5SQ5Ir71xr4jkk/LrjcjYkybVlTc012xylLdQ/TMvBsk6pSdGo+3XFOw8voxRnJlJt2qRtzfj+ilBWgMBA0fZtcKkZpycXuhO4kR1U6qMpTiWUI1po+bzrdoZAK0zSoew474x5JprsZx2nOIxtDRklBw7eJc0XDN2n7DnuTgrLSjQC1aYl2b5KTFhLTiFkMXY4t+NiGQVJIOoGNUmCbgjwveXRzxP4kJym19teBlU7d136ZwhQkpWR3lHFud8wT22PuWgxZqrvcd6RBlJWaE0aFY5r4jollGJRKkcc5qqoAwacu9RklBeO0ZJCUxEWJkb3C0g+gTZjf9ra3HXrgOeaYY445XjwOlOED27zGrLmUilIVM/Pkw9rx3C4P7E5kJa737xtlBaqqWKq7tAMHqaqZx16UlYyzgmPtgFGqDYNNA04vBDNpgQN7mHFazIj6nmXh2jqrtj5VN2/4NlmpPf8c08AyDCzH4Eo/YneU8ZpjLWquzaW9GIGgHdqYhkFeSjzXJLQtFmsOG/2ET13q8fD6QHcjVrDScNkbZWyqBCUVjilwLWNmGu1aBqGvbXRcy9Dlx8Uae+NMk+il5MmtMXXPZqHmsNzQQedBaTYvFQJBJcAQBi3fpe46OIbBKC3YGiUsBjarLZ+8kJzfmVD3LVq+gyEM9ia6TEcFO8OMJ7fGDOJ8Oj9FVVU8vTvhDx7d5MtOLTCY5Gz0E+pTax3PMdgZZlq+wjLIpURVcLTusjvWAdwT2xM82yDKCnpRRl5WWKagF2ux0KZvU0iJa2rCf9N3ODo1m647FkeaLlUFz+xFCKDl21zpJ/TinCN1j0u9hG6U4dompgFxrtjIY5brPq9aqRPnkiv9RNPsqwqlKp7dHWMbkDwu+csLXRqexZM7Iza6Kc3AYaXpsRA4BI5JKXXGbG+cMUpKepOccVZgmoZuohgfnpN+qGDr8uXLCCE4duwYAB//+Mf5wAc+wP3338973/veQ09mjjnmmGOOO8NBl9WNzJoPOt4maXHHdjy3kma4UUnyTkRMD/z7QsfiaCuYZq8qHrkyAASO9ZzH3oHh8NnV+mxdrmWw0U94ZneMkYobEvUd64DcLAgcg71JTuhZOKZBUWixUFsqJnlBL8ppBTa1qSGzZQnajoNpGNyzfJAR1Fyvi92YS/s6ONMSDQ6bg5RhXNIMLPb7GZ3A4fjU1ufMYkihFHuTlNCxyBUUVaUV11U168i8b7XJONVE+bWmP8vi2abB9jBhb5IzTHKSVHKpO8G1DULHouHb3L/W5LXHW5iGweTCPj1Zcd9ag2NtHxDsDBMtCuuYer79hEvdiFLpkl9aVFSVYqHmMEwKntga0o0zPNtEqopcVtRcm7Fbap/FCqKsZKXhU/NsPnaxyzApWam7lKpic5BMs1EQ2Bam0B2lWSE52gk4taDNqQ0hiPKSK92EK4OYwDVxp2Xo0DFphw4IQZ5LPn25z3ovIs4VVSUIbItWU5eUXdvUnpKWYCHUXLhCVgjB1GtSex6e35sQ2iZ5oTAN2B7GqKpiGOXYpiDwLCosQLBYcymkYpQV1FyLlucwHNyxUtYMhwq23vWud/He976Xd7/73Wxvb/N1X/d1PPDAA/zmb/4m29vb/MiP/MihJzTHHHPcGofpOHspu9Re7o63F4PP1dxe6XGvHu+gQ/DArHkYF+SlFsdsetZUBqCi6dnctVyjGTzfEudG197sJ1zqRTcU8Fxr+Vros6pAiNm6b3cfbtbV6NkmhVJsD5OZ3tSBkfDB9Q7G6YQOJzsh+1F+Q6K+bRos1V3We5qgnReKUZJPpRRs8rIiLTIMQ1BzLY61Apwp/0ybTivyUpKXEscymSTaL1OrmVv6g9zQ/CGpFBf2IxZCi1FS4hgCyzI40vKp+w47o4Q4V1imDniPNDxWGh4fu9DFFGI2306oMzvb45TVusvWKGVzmMxkIExDcM9qjVFacHE/YqnuUvNsHjza5ORCSJTpDFfNzVip+7hTc+kKGMQ5imBWMotzSaUqClVNM06CuFBMkhKzowOeu5dC9saa4yWoONr2oALfEVzsxlzYj1Fyn2f3xzimwVo7ZJTqoHap7jJMShQQOBZClPSinCQr2Jvk7EclD18aYJiCumsROCZN3+ZyL6Ed2jQ8m6W6x8mFgMc3Rzz81C6FqlgMHFJV0U9y4lxwpOHSCCz2Jhmyqmj7DpuDmEwqSqmoew5RXmpOViHJshIlIHAtXSrdn9DwbELPZFl41B0LVVWYhsCxDQzDoJjy2w7kRQ6DQwVbjz32GF/2ZV8GwO/+7u/y4IMP8ud//ud8+MMf5ru/+7vnwdYcc7wMuNNMw2HPeSnHf6XwuZrbKz3uzcY71g6QUnGpG/GX613Gqf5wWa7p8ohhGTy9N2Yh8Lh/rc5rj1/rGXf9tSdZycX9iMW6y0pdmx3b006+T633ubA3YWecMk5K6p7NWsvDEAKBztrczj5cX3a0DINjLZ/Ht0f83yf3KJViuebylrsWONYObrr+xZrDSrMxM1e+mqi/2vQBuNSLyaXEEIJO6LA3yqiqYsrZMTR5PLBn5P6lmsPjWyMyqW1bdkYZ/ShnteXiTUnxjmUyinPiQpdEoWKUlmwPU4qq4v7VBnFecqkXsTXQQqDtwGYhdLmwP+FKP+bc3gTXNNkaZnRCG1HBzpQILo80sIRgd5ShqoqaY9MJbBDQmxSMUn3O4tQSxzQECM2n6gTOrDwrpWIYa4/E/lRtfhBnZIWkkIpCVTRci1ZgUZQV46wgdE0MAUt1j9C1ME1BlGmj6IvdmP1xxr1HGoSOxcYo4fxeTKkkuxOtmzWOSxxLd/cJQ5AWuvtUAJ26S9OzSQvJRqItihzL5EjTxxCC7VGGrASBYxJNhU4naQkVeIaBElCpilJWpIUiyiPuMQ3OLHl8dmPIs7tjRqnENASqglJJnt2bME5LSjX1dKRite7TrjsopVDTbOhyw6Ph20z6CaVSWAIMKoZJjqwqsuIV5mwVRYHrugB85CMf4Z3vfCcA99577zVmznPMMcdLhzuxCnkx57yU479S+FzN7ZUe91bjmabOJi3VXEQFCEEvLtkZZxxpBizWXcpKBytxIWdlvxtdu+ZalKpib5RRcyyOToOdQZLz7H5E1vAYpyWmKRilBcOtglGac/dynTOLtdvah+vLjpv9mI8920MpuPdIDakqJlnJ+iDmZD/mzFLthus/sGdpB3qc6zNmDc9mteHimAb9OGdvpDMgpawwREV3UnC05RM6JuO0wBACQ+gP6SST7MqMKCtZbrh4pg4A1vsJgWOSlxVFqTsaqQSGMDjS1iKoay2PnUnGU1td4lJLDMipdMJ6VxEXJasNH8fWJa5HrgyggoW6Szt08G1j6iNocNdyHd8x2RtlrPdiPMdAGBauZXFub8wkLTi1VMMxxaw8u9rwuNJP+MTFLk9vj8llRZyV5GVFLyowBPiWSZrkjNOCTGmO01JddwgOkpJJWmKaBlFaTpXyBaFjslr32J/k7JOzEDq0A51N6kYZLWVjmhBniuWGx0PHGgzjgqd2Jxii4uLuhMc3xpRKq8U3PIsokxxpu1iGbhBIsgLT8MlLSVSUREXJQs1lWyo2BimGAZ5pEOUlaaWD8AfWmmS54k/O7+Fg4NoGSlX0puT7A16jrCqKsmKU5hjTbKEnBOMDUdUKjrYDHDtjoebMmk6oKpwXkbU+tM7WL//yL/PN3/zN/OEf/iH/4l/8CwA2NzdZWFg49GTmmGOOG+N2POmuL9sc5pyXcvxXCp+rub3S495qvIvdmKLU39BftVoncC0sQ3ClH7M/1qWPumsR5VqKYZIWXOrFszlef+2slDR9m6SQ7E1ylhseVQWb/ZTQMcmlou5pDaxhnHOxG7PccEhy7SF4ML/NYcpizZ35At7Md7Kq9LFpIbWVy1QbLHRKorzkUi9msebc1n7fiKjf8h2GSc44kaw0PUzDYJTmrDZ8OqGNIQwWQofHt0dsDxNKWVHIirum3ojH2wGBYzFKcpJCq6EnuaRdszEj6CUFpVSsNX1OLYYkucQ0TAaTjN1JQSewEULzzwZxrku7Qs8/LxUYME5K8qln4YlOg4XQg0qwPcwolYLKYmOYYBhQTT/4+3HGZzdGDBNtML3cdFmtu8hKkOQll7oRW4OU0LNZtAy2himdUAt+XuknuKbO/uxNMkK3pOE7PL095nI/4VXLNfzAISm0zMZKw+XUUo3HN0Y0AoeNQQwIbMvAd7QgatMzSXKFYwmSVPs1XurG9NOcJJekeckYQ2fqXJ1J60W62/HUYsirVhq4pkG/kAzigppvUUlQssIxQRg6MM3LClmWmEKw3PBYqLtand/UFkRprihKXQYexgVKoAVipQ6mHEtQKEhyiWsbFFKxO0lpDW0u9xM6oYNnmdyzWudEJ0SguNRLGI1c/u8h399DBVv/6l/9K77lW76Fn/mZn+E7vuM7eM1rXgPA//yf/3NWXpxjjjleOhx0nLWvsgmBW1uTHOacl3L8Vwq3O7eXmlf1Su/Jrcbrxpku0whNHPZsi7yUgAECpFLsjFLSQlualNNuvdcdb+Fa5vOu7VomS3WXZ/cjhklOlJVkpZZyONkJGGXlTDvLMARpWeI7vpYHKNW0O1Dw9M6EeNrNdavSYi6V9gac8r8O4FoGcQ6TrGCclbe139dnzKh01ihwLCwrJ7AtrGmQFuWStZZHlEtkVeFbBvetNjGMisc3x/TinKyU1CubzUHK/iSlF+VYhiDOS62/VXd43VILQ8Bqw0cqqEJdfipK3VFXc3WJMsol0qqYZJLVpott6iDvyZ0xVwa6Y3KxbusMWFXR8G3qvsn+OOdKP+HczhiEQKkKyxD041yXTUvFJJNc3I9ohzZnV+tM0lLf76pipeHS9F2iXJIUEt8xEZVikmm9Lsc2qbs2WSHpxSXLosIwDSxT4ChBzbNYafic6oQ8uxsRZQUCQDCT5hDAJJPICpYDj6ZrM0hK0qLiVLvGs3LCMM6xjIqab2MagsC1GCYFhSy50osppGSQFFQVXNibcGoxwFmscbTt8fTOiGFS4DsmAWgphkogDHh2L2azn04J/4KGb7Pc8NieGpWXssIyTZh6NAaWQTXlZakKJnmJbWgng36c8/T2hJavS7avO97mgaNNPnGxhyjcQ7+/hwq23vrWt7K/v89oNKLdbs9+/t73vpcgCA49mTnmmOPGuJUn3Y1EIw97zks5/iuFF5qbKfQf7peaV/VK7MnVAeKtxgsdG8cw6Uc5Cmj7NlcGBaWUKKWYZCVZqTjS8ggcg1Eq6Sc528OUVuDc8NqrTZ8oK9mb5ESFDixOLgR0Qpe0rMhKhWXqUo1nWSS5pO45s07C9V7M3iSdWd7cqrToTK1iqmp6XUdf44DcXXNtnKmv3SjNddbnqvUb6A99LbHwHJHetUxGqfbqq7k2AsEwyWlOtZlGacEklZgGdCfZzCswLxVNP2Oc5Kx3I/qRDi7GSUkpFWkJbd+ZZsUEVQWygnFWImWFbQou7MWM8wKBFhqtuRYKKAuJQnB6MdBimkDgGCzXXTzbYLXhszFIdBemZ7Na94gKybndMYWqCCwDZcK5/QkmglwqBklBKSuagYUw4FI3ZrnusFR3eHIL9ic52dTkuSgVuSxxTIvAnXZ8Cs33ymXFct3Gt22KsuL8zoSqgqgoyXOFZQpqnsGz+xlxXuKaJnFasDVMyHJJ3bdxLYOmbzFKJUsNg6bncM9KjTgv2BhmZGWJJw3GqaJSFZVSVJWpleBVxdG2z9q0rOuYBk3PYtMwWG56THJJb5JTKP2lwRDgmgYVsDdOSQqFbxs4lklaaHPrUlUYQN01ME2D3iQnKSsatknDt8gLRVxIOk0HVVUM4oIoLwgcnXU8tztmqeZq8+/i8H8vDq2zZZrmNYEWwKlTpw49kTnmmOPmuFn31q1EIw9zzks5/iuFF5rbzih7WXhVL+ee3IwIv9LwuLA/ueF4oK1LupOMhmfR9G22hwkAaS5ZXnAJXZtRUtLwbE4t6E6+rJTPW4shBJOswLUN3vqqRdbawTVyC76j7VDiokSqiuWGyyjV5UaA/UnKei/meEcHZ/Bcyezc3oSl+nMeigdoevaUjJ6wUHMRwCAqaPjaPPmp7TH7k5TdUcaRhsday6dUFZf7MYFj8pkrgxsG0o5pYAnBlUHMIM7ZHCbUXJu6ZxI4FmlRcmIhZG+SzTStHMtgqebQjzLiQqJURVJqk2PLMHBMaAU2d6/U6UcFnm2wP8kBCFyTUVKSSh34VWZFP5ZEQpdX00pQcw2SvCTLJT2V4dkWCzWXg2a3olQ8ujGk6VnUPItulFP3LNqhQ5pLdsYZtjDoTjKyUtEOHeqeRVZWTJKSsV2wP8moFFimwd4kZZDkRKmkUBLTMGh5trYtcgwWay67w4RCKiSCNM653I+mgWiFnHanPjl1KTBFRaGm5eJpwJNVkjiT+GjvyVJV3L2kBVlVBQsNj7Yfsz0o2B4kFAosU2AZAkdqeYmlmsM9yzUWQgfPschyyTO7E670E1610uBoK+CRywM2BgmWEBSlIikUlgGmYWAJncmzDMHlfsL+OMUUAsvU3s3JtDM3kxVZUTCIdPauEzhYwBObI5JcYlmCQVywOUhY78VEecnX3bvKk71XWGfr9OnTCHHzCO/ChQuHntAcc8xxY9yJaOSLOeeVuNZLjZvNbaXh8fB6/yXlVV2dbbrVnryYsuXNiPB3Lda4Z7l+03ugVMWnLw/YGqW4tsFX37uMIwSPbg4pJaSFNmu+d6XOUsNjlD2nv3VyIUSqik9fGUyDNMFqw8UytJ6TaYjZOFf6iS4rppKGZ3O05aOTI0J30kkdgJ3s6OOlqtgeJmxN511VcM9yjaMtn/VuxKevDNgcJPSjgjgvGaUFndBhrROwGDjEeUnTd7hrsc4wKfj4xR6ha+HbBq5t8saTHRxLa409vnmtYv5BAHVud0wrcDjR8dkapmzvJjx0tMn9a01WGt7z7IZWmz77k4y6YxO4BpNBiu9q4cvFmqOFNYWgGdicXgiZZCXLdZdPXx5iGFrvzLcMdicZi3WXtNRBQSe0ObUYkBUKwxD0k4Kl0OXVa012xymfuTygO8kZphnLdY/XnWiTFRW+bRDnOrhNcq2hFuclrm3S9C1MYZKjg4FelBMXkoWaw+kl7Yd4bndEWmjtKaUKslyXfMepLttVQiCEIM1KClXRswzqnkU/KhjGBa5l0A519scyTTqe4DUnWsSFpB9ldKtci7lKhTAMyqkH5ZGWh6Ki5dlARVxKCgmOCQZQSsiKEtvUUhF/9NQelgHCEBiVfl8zqZBKcaQVcM9KnVFWkuYS09S6WmVZgdBZUEtoD01VaaEGzxJUCCa5LnFigC3QMhbCZDBJMAV0I8U4LXEtkyJVjKuC/YmDbZn8xYUuJ9ohp1/E37pDBVvf//3ff82/i6Lg4Ycf5kMf+hD/8B/+w0NPZo455rg57kQ08sWc80pc66XGzeZ2UEJ6KXhVt5J5uHpcUwgudaNDly1vRYTfHme86VT7pvfg7pU6xxcCxmkBCOqeRVXBUkN7BdZcTWo/UFu/utxpGroz64C3VPO09935/QnGdH+v3ufXli0EOhlzMI+slNfwpAqp8GyT7aHOECCgHTq4luCZ3TGXe9pPbxAXNAOHVuCwP8nwbIMvP7PIPct1HrkywLVN6p7NRj/GEgZ3L9eQVYWsFJUUPLsfYRq6pFZKRVooVpveNHMlAbhnuU5caD7Zq1YcbFNwpOnPAu4bZSmbvs0bTrVo+g5X+jGygt4ko6zANs2pEr3miXVqLnev1BkkWgSzF+c8uxsxTgsc0yEfp0glWG272kaHirZvE6UFldBZs71xhm1oEdZ+LNgeJnzwM7HumLMtlKqmMhyCQVJQqApRKLaGKZ5lkJUVoWORlhmBY9PwHKSCxbpLP/YYJ9rmJq2gUCCriijWAZopBLKCcqp2P4gLoqxgnEmoFIFpUQGFVNR9i0LBzkjLT+RlRd23qfStRxhgIehHOUcaizQDmz9+apdRUmAApqGPK6uKwBK0fK0Hd7kfaVNudMYrKSWOKRAVfKyfsFiPWG36LAQOZam5V2utkK1hghJQSgNDwELNYZIINg0DDAgdC5ELbMPQ4q6+xUPH2mwMEoZxRlJIKoTej6zEEDrYm6SS4y0HKSs+uz3iWK1+W38rboRDBVvf933fd8Of/+Iv/iKf/OQnDz2ZOeaY44VxvSfdy3XOK3GtlxrXz+1Aj+dGPJ875VUdZJsO+E2lUteUIw/GvbA3uWnZ8kAM9FaB6s2I8IYQdKOUcVqyWHNver5rmbi1a393ciHkmd3xLNgbp8Xzyp0HQd4Bb+lqXJ8FvH6f00IySnX240DBfrHm8uT2iCgr2RqmmkENHGl4LIQe3UnGIxtDTLimA9EUuqV/lJbX7EVeKvYmOYFj4doGu+MU07BIZMlTOyPOrjRoeDZRXnKxG3Fud8JDx1o6AKsqTi/WqNBdhrYpEIhrAu4bZSlffbSJVBUX9id0au5MXHR/mLLS9BjGOgM3TgvuX2tScy1qroUhBCfaIVTQjwtGWcHdyw1ec7yBhcHFXsRy3ce2DXJV8dHz+whh4JkCwxDEhdapGsaKcSpRSlIJsA1tlWMZgmGaY2Dg+YI4VwyiUvsPBibDpMKzDDYGMW3fwXdNbEsQFZK8rGj4DpWqiHOtBJ9kOb7rTN8HcybgaQkTC8ikNtMeJDkCrZtlWwb9uCR0DMpKUnd15iotK0aJ9oR88GiDdk0r1seF5ORijcDLiJKCafsGvmtRCablbYvlmskgKXBMQZRLdtKcLJcoYBBl9OMcyzQoZMlIGohhwigtycoSIcB3LGQFUaFYrjukpcQyDBJhYBoGpqkbGS71YiZpiWXqwNqf+k8OsxzDMHTAHOU4luBEJ8S1DB7fHN/wnbsdHJqzdSN80zd9Ez/0Qz/Ef/pP/+mlvOwcc8wxxx3h6izUAc/nRCfgxEJIUao75lWlhWS9FzFJS+Jclwcd0yBwTK70k5tKKADXiIFe6kYouGW263qy+kEJ7lI3JleKmjPg5EJ4RwT/2ykBH6a78kbZvpWGhwB2RilRJrnYjehOck4thRxt+jOhUdPQvLCaYz2vA3GYKvZHKdlybbYXhhDkUtJwtXm071jIUrEV55iG8ZzXoTCoezbdKR/t6v2sezbOdAkHmT2qahYo3ig7KqfZpIPSqeYomcR5Sb/IqESFa+v7ZE/v6+NbQ+K8ZKXhce+RGk/tjLl3pc7JTo3PXB5gmQa+o7sMj7YDKuDRjSG9QuFYBgt1l93RiH6sS65lpVAVpJVCpbqk6Ewza2mhWG44VJXeu8B18GyLQlakpSKVFaGAfpQzTkoagUPTt+hHOaXS1jdZCa3Q4PRCwJVBSiQEpdLG3r5rkkhFXkh826SqKpJcZzAdUzCMKywLTHT2zTEgdE0C2+Cu5RoGsB9lOLZBq7LYHWX4roVUugFClhUILcnQqdlUlb43hiFmpuOgs1OGIaiqirJUZIVCGBX9JMM0DMKpPpxvGxxp+/i2wWqjxYX9ePosaFkSz9L3bnuUauHbmsto2ulqTTVLVQWVUmQFWq4iK0j2JOfSyW29bzfCSxps/df/+l/pdDov5SXnmGOOOe4YV3OeXrXcwLUiLvdj0kJxcjG8Y65ZLhUb/ZRRWlD3tJVIVip2xxlpoXjtiRtLKBzgQAxUd7DdmqR/PVm9G2Vc2I1AwF1LIa5l3jHB/3ZKwHfaXZkWkqd3xqz3IjqBO8vi/cWFfah02e6+Iw1WJi6fXO8T2AZHW891q0ul/fZMmHUgSqXYGCRsjxJyqa9vCME4L/BtC2OajQI40QmIc8ljm0Oano0wdJYmzkvWWp62Zyk1d+pGJcJBkhM6Fo9cGT6v3Ot6z+3N1Xt3X1KnkLpstz61Mqp79iz7BTqBl+SSZ/djoGK57vH/3L2EaRrsRSm5Upzo+AxTSeBYOJbBcs2l7pj0pGSUlYBimJZIpQCdhTvo3EMAQtAOXUqlxWmlAkPoUmArsElyiVFKQtekn5SMEp2N9CwD39Jk/qyQmEJgGxVlBWmp6MclUSZ1+U5ALCWObSClFjwVaH2vOJd4lsFC4DBOS9JcsZGmWELgWQaBZ5IWFVuDlBPtGk3fZneUsTPJtHWOqrRHZVkSywrH0vY5hawozQrPNqjQwdbB2sa5xBaCwJWkuSQuK04taP0zE1hteZQKtoYJZVkROKYugVLR8EyaXsgwyTGESVJIhACqippn47sWl/sxpYJm6FCUikoILANyWXFuZ0Lds1n1b+t1uyEOFWy97nWvu4YgX1UV29vb7O3t8e///b8//GzmmGOOOV4kbpRdOrvSYKnmkknFa441n1cmeyFUqmKcFpiGmJW7LEcTlsdZeVAhu2HAkpeKzX5K07dph/ZUg+pakn5VcU158SAQvNjVnCbPNTnZCVht+rpNn2tLe7dLxr9VCfh2uysPslkXuxGf3RjimCaWMHR5zzJJMy3S6dp6nStNn3uWCy73Y9aa2UwGIpOSh442p5mvjDJQdMcZz3ZjFgObu5f0mIOk0BpISmEYFVEiOdHxWai52HFO07fxHR0AOKbJiU5AzbXAeE6z60aZvdDRIq8tX5d7h0nOZ64MyEvJvUea1+xNKRUb/WRK4s95amfEYs3lWCucEfABPn1lgG/poPJ4J2CSStKi5OSi5vWNkmKmJN+dFMSlYpSVbA1jhtN1RrKgn0iU1KUzy9ClRakUwjQwDIEpBKYpMEwTA7BNgWkaHOsEWKbgyiDFswRJLsmVouH6nF4MSQptP5RkBbathW+jXFDJCpOKYao5VQYCwxSUpcK1LDpBpYVYDYNCKYSoONpyNcepkMip6bRUFRKIc8VC6OI5msdXSK20L6Z8s7gs6SYFZVXhWwLXdrFNk0FUMopzZIX2o8wkhdRG07YhdCl9kpMVCscyqTkWNc9mnJUkZcWpjk/gGJzoBDx6ZcQoKadK/5qjWPe0VMfOuKQTOJRSsTWMCT2bcVKQFJJ24LDgO4yyXAeyssI0oOYZTLL8hf9Y3ASHCrb+5t/8m9f82zAMlpaWeOtb38q999576MnMMcccc7xY3Cy7VPdsyiQ/lJWsMDSpdhSXRFNBz6xUSFnRCKzZNW8UsPTjjHFWcO9qHcd87oPZs026k4yntseMkuJ52ZUzSzUavkWcFSzWXULHvubcfpITZ+UsCHgpNMRup9z4zM6YJ3fGeLaJa+uM13pPC3K2AoeD7+HFVPUb4MRCSFro+1JOr3uiHbDU8FiquTy+NeJKP2ZrmHK06fGaYy3WphZBm8OE/XHOsbbHcsPnaAvAYHukJRy+6p4lelFGw7fphC5SVc8LEJ8vdFrxyJUhLd8mcEy2Ryl744xhUrAzTAHBPSv12R6u92Ke3BoxyUqe2Rnz+NYIIQTn9yK+/MwCR1uB9vUbJty3+lwwHzo246ndy9G2PzVWLnl8a8juJGUUF1hCMIoLVpsehWTKMSywTIFZ6o5AECiVkxUVVDpojrISU2iZiHpg4VSCXqTLjq4Jo7TQDQmBw6nFGrYhuNKLudyPyStQuSRFa125lkGpwK4qhCkQSu9Z3TVxTEFguyzUdQNCXujnzLFNNocpvq2Nm6sKoCJwTQLbYrnh0Q5c9iY5pawQBjiGgWOYKBsQurNyteGiEKzWPULPZn+Usj5IaBo6s3QQzOs5VsT5VN4BrT5vWyauYbA7TFCyInQMnt4eUypF4OiAv7QUca4wBTR9i7prs9Bw2RkkPLM7wbAkoac7bl3LoBnaOI6Jkrrjtu7ogLybpXf8Th3gUMHWj/7ojx56wDnmmGOOlxMvh9ioYxocbwXsWhlJrhhl2sR4qeGyXPeuueZBYHKpG9GLMhzT4ORCQDO4NvhLC8kwKcikvKYMd3WJsObatAIHpXjeua5lsjPKuDQtZ70UGmK3KjeWUnFud8IfP71HqXSZJspKfMslcCz2JjmtQHOHtBXNc8FeUery7WuONXVmrBuz3k+41IupuRYPHG3y+hNtPr3R52hTl4YANvrxzMswcCwKKbnUTbSKuGuz1df2NYWsuNRN6MU5x9s3LxNfL3Ta9h22R1oTLHAsFmoO3UnOk9sjnCmH6yBTmhSS83sT+pEuP8qq4ko/5uFLxlTLSQCCmndt5vBqzluaSyxTBxYPqz6740zzrkqFLysMDB5Ya5DLiq1+wsX+BMswEUJQSBtRlQhDZ1pCR3cfKgFNz6VTc0mLksHUGmdnlHKk6dPyHbpRjkHFsYUAISDJFf0kI0oFzjTDNYhzJrlB29eG19p2R3fvtUKHvFCEjslIlLNMX1lVCASebZDLCtfSDga6E9SklApJhW0JQtcmLyrqgaRj2IxTnRVWaJ5fK3BwLEHsWzRSE8s0ONKw8cyCTEmSXJEVJeU00yQw2R6mxIXEsQzyQlJ3TVYaNTaHKaGrg9SGZ2EaTHl8Bfet1pFVxXpPd5eeXAhpBQ5y2sm6F2WYCJZrLnmpSMuUpmtSCS3ge1gcmrMlpeR//I//wRNPPIEQgvvvv593vvOdmObtEU7nmGOOOV4OvBxio55tcqwTkJSSpZqJIQSqqkhLybHrtLqq6rk/yJUA2zJYrk+Nm4WYzac7yaio6ATuTTXAbrWWE+1A60C9RN6XV5chb1RuXO/FPLk9olQVCzUtKZAWKVeGMUeaPnmhmGQFnqv7+rNCTTvXntt73zb580t9/mq9j20ahK42ih6lJWcWQ5ZrHnL6gXbQfSimljAHRPutYcJSzeVVKzU2hwlKwd0rIcc7Pv24YLnuvGCgeRCQD5OczUGCmpowS1XR9KfGytM9zKVW4N8eJDrAmGZOo7zENg1GWcGF/QlHWp7O0twgMBYVfPxCl3O7E+Kp4n2SS440PSoqutPsj5QFexPFStMncC0anj2z3HEtQSf0cExBVuhMUs01WW34NAOLI02XjZ4kKRUrTQ8ENDyHvXGKqirqnk3gmtR9h7qrTb5rnuZ7KaU4mHZWKFxH0PJsmoGNZQnuXW0wTAo602D04n5EXiqMqkJgTFX0ddkzznU2qOnZTNIS39HBXCkVgWtSKIvA0QKsTiGRqqLuWXQnGXEuKaTWVIvzkklW4thgKIs0y3FNgWWalFJqbTAgK7Q8hGWaHG0HmAIsYeBZOlNVKt0ZO0xL0qJkd5JSVTCcKt+v1l08R7BaD3lia4whoJ8U9KcSHveu1onykiu9iMvbg9t6n26EQwVb586d46//9b/OxsYGZ8+epaoqnn76aY4fP84f/MEfcNdddx16QnPMMcccLxa3Uw67U9HRq695YAtzTyd4XgblanJ+c5ptGk7J2Apm8zm5GLIzSq/h/MDzu/9utpZ26LA5Sl+UhliUFpzf15ypW3VJHmR3Wr7DOJVICaFrcbQd0JtkxJlEVgrTNPiKM4sItCbY9Xv/zM6Yhy/3CV2LduCQlYpulLMA7Ec5izWHS9OSpFQVwyRnGOcYhkAENrlU1DyL3XHGMM3xbItSKv5qPeehoy0W6y77UXGNbc/NELomf3ZuwGMbA6SsqNB8ooeONXHMkLiUjJICqRSbg4RPrvfZHGhFct8xKZUiSrX0wXLd566lOoFtcv4GCv/9KOdiN6ITuhxpeuwNM87vRZxeCHjwWIv1XsyzexGTQlIBC6EzC2gWQmfGSRvEBcstj8Way/m9CCUgVyVbg5JhnLMf5wSWxULocaIT0vRtNkcJvXFO6FrUPYu8VFzuRRRVhVIQ5dqTsuZaiEprlAWlpNnQ3o3ltBvzW15/jJOdgE+tD3jjyZwPf3aX7jgjLiWTtKSqFKXSyuueDftjME3B0bbP5iBlc5CiKt1FmJWKXCpkBaMo4zPrBUmhEEJgG+L/Z+8/g23Lzupu/DfnXHHnk889N3VUJgohZMACu4DCYBX4g6kCY4Q/gEkyBZQxdtlluygDtsEm2BQfXMh24Zc/9RZVGGNc4iUIsBISKLbU+eZ78o4rz/D/MNc5fW7o7tu3u4Vkn1GlcO9ZYc6197l77OcZzxicHUnOjVKy0jCvG1Y6IQKHsQHTQmOMJAq92L/UjuVuTBoqLh3kzEuNc47rE29M240DitpXYbV1fHp7RidUDNOIh1Z7WGAQh3RjxbysKRt7/PqBY2uYsLuo+czNGbPKPt/b6UVxX2TrXe96Fw8//DAf+MAHjqcPDw4O+Dt/5+/wrne9i9/5nd+57wWd4hSnOMXLxYu1w57PnPSFdE73MtH3QoakFviic8NjE1DnuMO1/Ogat5uN3u2+ZWPuu126KBue2c/45LUpN6Z+vVtLCXEa3bUNeVIHt9aYY41WqASBkqz1I167OeC1m89VDs+vdO5Y75XDjEBKltLI2zS0GYizStMtG964NSAKvBYoqzU4H3R9dqlD0I79p6FinDXsjSseXe/hHGxPS+blAeeXUs4MU960Nbgr2Tr52j97sOCJmzP25zX9OMA6y7wwfOzqhPGiZtT3LdGdackT2zNuTgqqxtBLfGBzoCS9JEAiecNWn9du9gmkF7CfJMab/YSndxcsd2PWet7rbbUPozTgyb2MeWk4yEquT0qMhaVuwM6spBcr3nR2RDcJOTeMuTatyCtNFEi+6pFVesmYx3cWaGM5txozKzXFuKCqvSXDxjDh6jhnVvjIIyUgrwwPrHbZn5do7YPLR52QbhQwqzR52ZCEil4SkLRtWxxM84ZJVhMqH+DcGP/aR4HE4aiUQBtvihoHgjND3zZXUtKLFZ1EstYLeXJ3QWMde/MSWqG/sY69WY2UkEYKKxSXDnPGecNKLyGQCgS+Miwl64OI2oAQoAQkkWSQBMwr7802TEICJZkVDVcOczaHMQLvJn92lJDX1k87OpCRj3F6elfz6ZuWm9OKQArWBjG9JKSsDU/vZQRKkAbqji9GLwX3Rbbe+9733kK0AFZWVvjpn/5pvvIrv/K+F3OKU5ziFK8knq8ddr+moy9WDXsxryoHx6afR/d77OaUSV6ThN6JvNTmru3Ok3s5WsfJStC9tEuPdFcfunTgM98KzeogJo0VNycloZQM0pBLB7nfY6i8C/0Jc9gjn6y9Rc3BwhtMfsHZIY9uDPz6Tzyjk3utjfeK6kbBcYi135dkMquRQ0EnUix1niOWa72IP3x8rxVgC7R1zEpNpHwky6zQLGrfqlprW1zAccD27Th67WPlpya7ScC6jSm0JpaKQerbds8cLBhmId3Qx/Os9VOUnKKEoDEOKQXSWZQIKLVmuRseP+8jYjwrGmptOcxqstpwbum59QRK0o1Cnt3PMW2FJwkVUkCi/JRrYxxbo5jGOISUKAGDJOAwa2iMRUmJ1hapBP0kJAkU88JPzArpSfByN2JWNAzTiOVuTGMtnSAgCUO6YUDlHGvdmEE3hElJUWvOjGIe3RjQSwL2FxXnljqM0ggHXN7PuDLOyAtP1JQUGCcoWpf+s8OIUTdmrZ8wSkMa63j/s/tI532whmnItNBMdCuyjwSZgLAlP8ZBRwkiEVBqP+hgnaUT+wpVrS3L3RjnBFnVUBvH2UFCoBRSGLpRwKgbkVeabhJA1dBoy81ZyTD2OrE0CkhCn4k5LWpCIZgWDXuLyldEQ0UUSGKlyEzDwhjODGOGnZDp7P7D5e+LbMVxzHx+p5PqYrEgiu58g5/iFKc4xecCnt901PLnl5/fdPReq2EvRZyvW6PIywc5z+7laGtZ78W87eEVzi0950d1ErevIxSCJFBo625p2W0OkmOjzpMVvf/91D5/dumA7VlFIAS5NgR542N8ooDtWcWibvjU9Tl/fvmQQPnW2movptGOvcVz5rBppBjnitdtDnjdmQHaWJ7Ze/6Yokh5V+5+GnDYkqI4kIyLmsY4Lizf6VD/0GqPT92cMS81SagYpf41W1SWfqLYX1QoKdjoxZ4IWcvmID4O2L7d5f7otZdCUFtLGgakQ8Wz+xmhkgjptXi6NXd6rNXwLHUj1gcJVWPQ2jIpNVlpKBvDUjdiZ1LxzN6CiytdnHM8tT3nI1cnHC4qGuN4dm9BYwyvWR9iW1PQRaUJpGCUBHTiiEnZUGtDPw5QQlBpw2FWs9SNCaVgUWl2phVSOp7eXbAzzSkaTVkY5qWmFykGSYB1kASSM8OEB5a7KCnZHCa8bmPAwaLi6jgH4eh3Q1QrUp+3+iglvKHn7ryiNJYHVnqs9mMEguVuzFTWTPOGRakp2+reas9P3OaVJgwDzrRfWD5xY4qSgr1Zyfow4eJSj41+B21y5qFCSMG5lR5inFM1hkleozWIVBw5i6Hb9q4Uvrr75M6C/XmNkpDVvuqWNYZCl/TjkPPLMQ7IK02jDVmlWRSaUPmJz0nRoITg3HLKA6tdDhc1SazoJiGFtqyoiMpYticleWralqJF25g4lO0QxP3hvsjWN3/zN/M93/M9/Kf/9J/48i//cgA++MEP8vf//t/nHe94x30v5hSnOMUpXk08X+VpWjRcOsgYdbx9wO1TfS9UDTvZbnsxQfuRi3UcKK4c5nzw0iHaOF53poexXrR8ZZJzcZzfVeR9t3XMq4aLy122llKU8Hl1f35lfAfheXJnzp9fGRMFin4cIvCBxWEbhtxPFbvTgsd3vObp7NKQSV7z1E7Gaq/iSy8skUTqFnPYLzw3OtaUvdgzOno287KBXsSi0EwK72L+pReWeHRjcLzPk6RSCUlRecH1ax9Y4uphwYeePaQbeTPRNFQEbS7g1tBrp/I2o/Ek2Tr52jsHaRjgXA0CokCytZTgHNzUhpmBYRJSa3/O3tRX/SZNwyAKCELFotDEka/8zaqaJ3fnGOu4MSn4/c/sMC00gzhk2AkIQ8knr0+Z5g3dKOQwr9ldeO81pbwreycUhDIgUhKkoBMF7M5LeoliZ+bYn1XMWguRUhuuHBZktTcuXe7ESCGIQ9hf1FwdZ0glSEPFai8iDXy1bH2QoKRgPys5O0p5es+TFwR0QkWYBAxTHyyeV177VNaGC8sdT0bbdt5RLmNjLNJAP1HU2qKNJ5Kz4jnvOeMcVeMjk3ppgJu0P3COUPjon1pbEL5NXDeO2mhiJQmSgEEcUhtDoD1Zn5UN2lqSQGGxTIsG5xxRKAkQbC9Kisb7dY2zmtVuCAgKbQmVr45uT0vyyjAray4s91gfROzNvalqAOSNoRMpOpHy7cp2CKDR9/GPTov7Ilu/8Au/wHd913fxtre9jTD03zS01rzjHe/g53/+5+9/Nac4xSlO8SribpWnShuuTwr6iSdat5uOrvai59Vh3W3q73ZBe9BWn/bmFTdmJbGSrPZiro0LysbckgvYjTRZrbl8mN9x3RfSg+1nNQ+udbk+Lu5KeKrGcGVcELatpbzyUSzLXd96i4KaceTzBhsDD652GCQh+4uatb6vFhzkDV94bnhXc9gXWtvJZ3Ty2SySps0Q7NziaQW3JQBs9klCyZXDAiHh4kqPtX7M/rziIKuIQwVOUGvDQ2u9VhN3p2YtUhLh4DCrWO7GbA0TdqYFO/MKY6GoDNo6rBOsdhJPKIwjkHBzUpDVmqK2NMZQa0sv8h5Uaah4ejdHILhymLM7LWm0ZWMQ+5zHynBuqUOjDVfGOWv9hF4U8NBqj3FWkdcaGYd0kxCjnfey0paHVnuA49qk4FPjGUmgeN1mnwsrHS7tZ8ShZC/TKCnI6saT5swQhYJeHNIJFOO84dJ+xjAJ2RjWDDsB55e6fOn5Zd77+C4rvYhO4CuaQag4v5Qy6EScG6U8uZuxl1U8utk/bh3fnJRMcu8Bdm6t0zq2lyzqmk4o2Z6VjPOG5U7Iaj9CCsFSJ0ZK2F9UbA1jurGPGRIIstpX08DnPjppsc5PGsahb0NLwFqojSdAk6LicFEjpGCYKM4MU1a6IU/uZTyzuyBoW8wHWU3eutWnreFup21F5rVmXjTU1hEHBUL4nMZKW4rGawUDKYgCxYXl1LceI8mVG5/lytZoNOK3fuu3ePLJJ/nMZz6Dc443vOENPPLII/e9kFOc4hSneLVxt8rTJG+YlprXb/Zvaf0d6azmbW7avU793S5ovzEujr2wem2l6zPbMw6yGmPdcdsqUN64Ma9hUTUvWJm52zpmRfO8hOeZ/aw1YxVYB0vdkO1pST8J23sZ9ha+DbnSDdgcpGhj0cbQjRRZ4yfzJkVDN1Jo524xh73XXMX7HTJ4zcaAlV5ErR1fdG5IJwq4fJDxwWcOeGZ/wSiNuLDinePvplk7GgjYnpbHAwErvYjNpYSs1m0MUMMoDdlaSqkazdN7GVujlDiUOKBoLL1EMkxjdmclQai4sNJlmATcmBb82bMV00KTRIpIwagbkQbea2qaNXSCgLNbHb7w/IhhEvLYjRnvf7ryFaHQsigc87phvRvz2o0+D691MQ4e3ujz+PacQRIgEAzTgG4UsNZPvD9XqCgay7xsEMCFlcGxd5d10IkCysa3XTtRwEo35FJVc3NWggMhBEkkWO1GPLjWo5+GvGbDT7s+vjuHNqtwnNd88vqUJJTszEuK2j+PRak5zBoCpUgDR201ximKxmvOzi93uXKYUTTGO/YnAf0kpB9JwsBrBONAte9D0NohBb56d5AjJZxbStHWsagaitpgcUjnqLXg8mHO4UL5yVEhiKziMCspyoY0VlTGYGuHttZnRWpNogJW+rEnutI77adRwKxqqLVjrR+x2o/ppyFvPDvCOcfNWcnW8r1HfN2Ol5WN+Oijj/Loo4++nEuc4hSnOMVnFbdXnpSEB1c6dxCFI51VPw7ua+ovDhTOcVcvrKI2fOzahKzURKGiF/konzT03/p7cXjXyswLrUMI7iA8xjoOsoqndheYtu0DNWdGKav9iGvjHKkEX3JuiddvDdibV1w5zNBtdl2g/IfgrNRo7cX1OMdKNya4T63a0bN5PmuG5yNugyQ6HjI48jJbGyTkjaFoDLPSC8FPWnwctSM/cvmQZw9y+pFvk+3OKz51c8pKL+K1GwN6ieJgUTMpNNfGGUVluLjSIY0U21Ovm9roJ0ShYKOb8BiCIJCs9WL25hVl4+hEkqzSWBzX85pxrhmmIUiYZg3GOlYGMcY4ntxdcOUgZ5RG4EAbzbyyCCExznF2lBJISSdQDGLYSct2EhBuHJaMF/59u9FP2RjGhEpwc+Jd8I11vt1XNHSSkDQN2Z37ilQ/CXjvE3vszSs2B4n3u2oM1yb+fTkpNMNORBzI4zbgB585YF7pVuxfsdFP6IYB27OCq4eWNJQ45+ODtpZS5oWmaAxxIFjvxzzYGsMuqgbhHJW1xIGgNJY6q0lbrdkoVRgnyBvNOKtbp3pBZR2TvCEKhXefB6TwQwHeOBWuTUqUFCz1ImIpKWpHGByZwfo2ZtQLENIRSEE/8cHlZ9Z6GAd5ZZHCsdpL0Lbg3Cjl/HKXc6OUs0sd9mZ+elPfbqL2EnBfZMsYw7vf/W5+//d/n93dXextC/iDP/iD+17QKU5xilO8mrhbdeWo/SZLccdU3yCNbqmGSSFYVA2lNrzhzPAF/ZyejzjkjaZqLEoKGm3JRcNkvyJRkgc3elxc7txx3Rcza+3F4R2EZ3ta8MxuRicOWO9GXDoomBY129OCUEqGacRffXSNt792nU4U8Mzegt15ycGi8oaWEi4fFID1JquBZJI1ZJFme1oe68peSSPZFyNuOMdjN2fHAdhfcn6JWVnf1dD0ymHOx66NuTkpWOmExGHA1XGGc45H1/skkSQMBI/vzHl0vc8btgb8yZOGDz07JghkK5q3DOOYXqLYnZdcHhfkWmNLuHqQMSsbBmmEthYn/LTlOKt9SysQdBM/1dhPQnZnPu7lKNaonwYU2tCNQt50vkM/VtTGx9BsT0tWehGLynCwqLl8kFEZQ1EZX42TgovLHcrGMM4M46xmf1FyY5LTjwOElIzS0NszOMfVcc6HnvE+b7241WU1FcaAtoZnD3zQ+us3vEbxib0Fwnkheq0NNycljXV0I8PZUUIvCfj09pxFZRh0Qi4sdYhChbGQNRrREtI0kDy43mWa1VwZF3TCgK9+zRplZfizS2O2pwXGQT8OSSJJLwqoasv6IGS1EzGrvBi/ahy5bpACojYnMVSyNTi11FpQ1RYRQhKFBMqwKA1SQKC8iawxkqVuSBL5fM5hJ6LWlqws2c8qVrsxK52IRW3YnuRIYFI0rbaQY8Pd+8F9ka1/8A/+Ae9+97v5pm/6Jt70pjfdEkp9ilOc4hSfDzhZXXkxE9SLK12MdXz02oTtaQGI1i3cu44/nz/XCwVTn1/usDVMeXZ/wX5WY5wlikK+7MLyXaNmbl/n7rxsP3C7xxN/t5PCywc5CI5DrKNQ8fFrE3amFRvDxOulTpChiytdrHV89OqEm7MSiWCtFzLsRgyTCCkkr93s04uDO/Rq92Ikey94PuI2aY1hP3x5fEcA9ko3IVLqFkPTRdnwkcuH3BiXXJ0UdKOA5W5IVVlQgpV+yDz3bufL3Zi8sRwsvPnn5tBPHtYm8LE1ymBzRz8KGaYBewu/Rzv2r/0wjRDSe2cd5n4SsrYWrCSvvIbpkfUuNyYlz+5lrA80N2eFz9qstc86rH2VaJCE4ODT23PSQHJxtUsaS/LGsjOr6MWSlV5MrQ21dkzzmqy2WOFQQlBrx8RpGm25cZiDlAxiiWz1esaCtpZn9hZ0ooClfswgCam0xSE4zCoq60ik5OnDzFdzHCwqjcMxr2rGheLcUoeDrOL6uGJrkLRtTU0SeBI/rxpuTnNevzngrQ+s8Ox+hgOGacQwjdidlQzSGbNSECrohpIb0xIHKCGIjWE3KxmlEaU2gCWrKxojkMpXAAttMM4hhMAaR9kYstah31hHqTWxEgzTEINguRMx7IT04oBFBZOsJgoUjbY0xrGXVQzigLPDhJ15xfVphRS0YdaWWdG8pPfySdwX2fr1X/91fuM3foO/8Tf+xn3f+BSnOMUpPlfwYloiJb2nUBpIXr85pJcorIWn9xfI9ty74cWCqS+u9Di3nJLXPvOt0pbzK53nJW9KCi4sd6jbsXZrHfuLiiiQXFzp3kJ4DrKS2loeXuuyOUxRwptI9uKAaEnypRdHxEFwyx6UFDyy0ef8Sod52TAvNY/vzI8n+KK22tMYe4de7V70WPeKzUHCotIcZDVFS566UUBWG09gbwvAPrvUuUMf9sx+xtN7GQJHVhnGWcPVwwzVmqTmlUFKsM4ySENmhaasNaNOzBvPSJ7YnbHZj+lGgo9dnZFEijP9lO2m8sL+5ZTVXoITzudlFg3DNPQVkDjEWO9Sv9KNePPFFWa1r5AcLvwajfM+UlmlkamPnbk5LejF3lQ0aDMfn9lb0FiDxFuDrA18pfXmpMBYUAourva4Ps4JhEDImv15SdkYjLVIKTgwgl4ScrCocTi0djTO0BjH67YGVI2hE4dsjWIOi4asNGzPcsa55uwwxQmwOMrKMBUaY0ucs3TCgEBVaGN57OaUsrGkobeJUFKyNeyw1o/ppwGV9l84pBSMs6o93ovXa+P8tKCExkJWNeS1RrVDDQ7HLNOURngzUgGhAGsswoGQ3mR1uRszLxsOFxWV9QRHhBKHohcrvvKRFS6sdHl6b8FnthuuTQqff9gY7wumLaV2lI3PsWy0pZt6fWNeN0yy6r7ez3CfZCuKolMx/ClOcYrPKbzU+J27nXcUa3gUKXLS/fzGpGC5+1yO4RFeLIfw9oqPlLcGU0dKEaWKedkQ3kNQ9pXDnMuHuW+7tFWfkxYLJ001e+0Ulq94+KzBOFSMujGDNCJqs2xv30McKOKeohcbro+LNr/uuX37GBuHaJ/fvGwQQtBPgruar97ra3K7j5gE1nox6/2Yj12b0okkvdhr24QQdCLJ3qJm2AnJKoOS3rurbAz7iwpnLdPKf5DOCk2lYXvmpzLX+zHnljpMC8281EjhXf4D6SdUQbCXVRzMSxaVZnOYePPXacEgCVnrRzQWuqGirH1FLQkTrPN6t0EaolpiWFvDzqREAJujhK1RyrXDgn4UUFSavXlNo33WZmMsT+8uEEJgnOXybs40rwkDb+MxKwS9KMQ5wf68wAnB1jBl1PFatFj5VrhxII03ybXOKUSwzAABAABJREFUMYjAWkccSRaFRghvUvv07pz1fsJKJ+RgVnFzVjGvaq4d+KDmovZDEnVjQEBlNB3nJx2tdSx3QqJQ4cqG2lqKzNIYeN1mH60tv//YDhvDmE9dn7G/KIlCxbhtkwoEnVgRKxjnPiqn0NavUwkiKbk5LUljyajnK37aWnZnNbX2TvBprBilvmLXiQSLyqEdCEBK75pvdAGkPL2bMeqGVLWPnIqkBOUtJ4z1hHJRav7kqT0cjlApzljLQd6QV751e7+4L7L1oz/6o/z8z/88v/RLv3TaQjzFKU7xl4r7jd85eV7eGKZ5jTGunXrS9NOA86MO55Y7LHejlzSReBIvpBE7GUx9L/qme7VYiAPFWl9xcUUfE7GjrEElBWu954jWC+3h9spcqCSXDzOujXOWOzH/4+PXOcwatPEVlM1BwhefX+LCcofrk+Ilvya3e3VlVcNfXBkjhPePWuqE7ah/xLVJQSAFu7OSw6ykMo4HVzpcHxcsd70WJ1QKgaHfCQmV4CBzCAR5bVjuRj5A22Rcn1RcXO5SasNTe3N2ZxXnl7ts9GM+XGiGnZCtQUIUBezMCvJG85mb3hbj3Nk+S52IovHRS9r4aU+EYHtaESvH7rRECkEgJd0oIFZtWoDxDvDSOKTP72ac1UyzmkEnpJ9E9GKFtSHWwv68ZF5qBmlEPwkwLqHWln4S0FjbVs0MRVsBFIE3By0ay6LWCC1wOTTW4qwjCqT3oupEPLW74CCrAUEkHQaBtpadaUkU+lgdYyyVlmz2vcB8Uje8brPH+eUun7wBcakJA8UoURjr+NOn93HW0o19VXKaawSWJAyO7RyMswyTEOsc80pjfNeSQDnCQFAbQaMFcUeSxAGPrPV4cmfOjUmJkLCUxjy83uXmtGR3VpBVFiUhEL4daRyEgcA5y6e3Z1yf5gzSkFEaURvLxiBhb1EyyWp2JzUB8tiwVWCZtX5jDoFznwWy9bf+1t+65c9/8Ad/wO/+7u/yxje+8dhr6wi/+Zu/ed8LOsUpTnGKl4J7NRx9ofOqxnBjXHKYV4SBZL2fMMs1u0FFoQ0Xl7v3nUN4hJeiEXs+3KvFwhFO3ierNYH0OYZHvkn3soeT13hid8burObCcodASf7i8piDrOKB1S6rnYgb45K82efGxBOXl/Ka3I1IZm34ciAF/cibTl45zDk7Srmw3OGjV8ZcPSx4eL3LI2td1nsJT+7Oubjc9ULqUHJuqcNhXrd6oZAzDy6z2o1IwoCDrGK9n7DWi7EOPnL5gE/fmNNPQopa89j1inHR0I0Vn7gxY9QNqBpL3npyKeUd1411XFjucnG5w15eszOriKVgsx+RN4ark5xeFBIpgTGOSV5jjSOrNMJBFAgWlTditdYHMk8LTVlbRp2IlVYofpjV4ODp3QVhIBklAaNOyKeuzyi1YZyVGCe8EacEbUA7T/izxqDw0ThCQq0diYKs0lybFBzkDQLntVeNJZaCsvLB1I2T9BMFTtKJJWmkCKT03lhWsCh99XC1G9NPAp7anXNzd87+vKKsLWkctMMgBiEchXYkgSQWgkAK5rUmbzQO6IQShMRai7GObiSxCIJAsdqJ/Ws46hAHkk4S0otCHl7vYIGdaUUUChwKKcVxnib41qRS3m5ikudM0pqiNmxPc2rj/FSpNgTCoa0kjTw5nhQNsRRECmbavODv5wvhnsnWcDi85c/f+q3fet83PcUpTnGKVwL3Wul5ofPiQDHJNYNOwLiofWWiE1E1lqK2rPUU+1n9knMIXwj3q296qRYLt99na5Tx9N6CSV4xSKJ72sPRNVZ7EVmlOTtK6ccRH702BgGr/YTGeD8nJSTTouYT16e86ezgJb0m87Jhktes9mPAt/L25n4q0ljHchqxt6hAwO6i4swgZlFq1vqRr5xUhkWk6cYB+1nNcjdiUWmstVjn26jGOjqRt9ewzlI23nX+kfUen745ZbUX88h6l0Ao9uYlO7OSNAo4N0h5an9BVlrKxmvlVroR64OUSaHpx4rVgc/PW+pHREpybZyxqAx1O0mXBo5GOzJd0SkVUnktUl5rOlFIL1FM84bM4FuBgcRYWNSapBuz0Y+ZlzWzUjOvDUudkLrWjIuazb6fFB2kEftz/4UBB1EkqRoJgcNq4ycEpaQxjlB58nNzXDBeVFgEcSDppyGHi5K89oRSSsA5rIFuEnjyLWCl6wOfkY6rhxlCCjqh4vJhxaWDnHFeUVaWQPlnL6XFWMEoDegnEf00IGhjiK5PSo7euUIKIiWYV5ZJ3jBMQtJIUFSaYMn7ne3MC6rGMurEHGQlsys1jbYsGv96CwDraKzDOR/7Y5yjlyh6kaLWvsqGgNm0ar3UfNXTOIex9tgtvtLeZLWXBAyT+3fLuuczf/VXf/UlX/x//+//zZd92ZcRx/FLPvcUpzjFKV4ML7XSc7fzam2pjSFUwssiHDQtAZpV3uW80oaN4YAoUC972u4kXshv6m64X4sFJQT784pJ66q90xqanl/u3PsehCBQgkHin1ml/YdaN/JrOHpmxjqyxlfRbl/70WviHMdaLiW88/ql/YxnDzKuTwq2hilJpMgbgzX+w29lrYdSghuTgv15RaMtDriw2vXVSe3bwhv9mHHRMEgCskrz5M6CYRqy3o8x1vHsQQY4kjBgXvo25XLXv3/8ZGFMJxJMipp+ElJpw9P7C7RznB3E7C2gFwcM2vecNoazox6VMcwqzaX9jP1FxUYvYWuguLTv441mRcOoG2GRTIqaRemDqkGwqDXWOUIlWeuGZK2xZxBJNvsJo25EN5Q8ubfAOscwDuiEAYtSU2Q101yzNYxZ7UdklQHnhedSQhMZtHFESmGdt3GoGu/Fpa3XNtVOIPGTmVf2c/LKgLBEgUJJkFICvpU4yWqshaw0KAE3xj5fUQpPxvZnNZWx/vURjihUNI1DCIkUUBvoJ8FxW3WjnzAtNCIOCJWPASq1wVqBwZLVmiQK0dZxbVz4CnTW8MBqhzhSzEpf+XSBIBCCUjuC0Ffd8tpQ1P59Eik8QTVea+gAo53X6QlBANTt+7TCD6scdQ0D6SttvfCzHER9r/jGb/xGPvrRj/LQQw+9mrc5xSlO8X8pXmql527nxYEiUgptTdtyEISB9EaISmGd81EfkWKp8+LVqPsV6t/r+ffTgjzZMn395vDYEXy9H79gq/Ukbn9mStBO1Wk6UXD8zJQU9OPwDgPIWeHJxaW9BbNSH2u5jHXeWTwNubDU5c+vjHl8Z84gDnn2YM68MKz1Y57ayxjEAcNOiMQRCDi31CGSvqUVRP4D8f1P71M0lvPLHYyzLHcCFpWvkhnnEDj25zWrvQSE1+cdZg0b/YiNYcrBouDKQcU41/QSRVZ5e4aislxxOUoKzm92eGitx7zycTkOx+FC88atPnVtWepE4Bx5benEAQNjKWpDHEimhXd2H3UiauNNNg8XFWnoDTtjKUgjX9nSziGFYG9e8UxRM8srAqWQ+EzBylhq7X2oGmOIQ0UnVsyKGmOtF+gfv4ccZSO9Y70D4aATChwghcNYiXE+yqY2DiEhDqCfhgzjkHnpLSb2FzUWi104ytoPHQRSIJVgUWga69uitPYMpiXLpXF+gtA58sawOfDDBAJBIPzk5YNrXXamFTsLRxw6QumrbYGUKCXIKkMSKDaHEUoJdqYFy2mIk4LZvGGtF6KErxj2Yt92LoQPrE7jAG3BtlOaSkpqYwmEIE0CKmNQ1hIFkqoxWOcHZQIp6KbekqPKP8vWD/eKo17pKU5xilO8GrjfSs/t5406Ac/sVjjnv/VuT0vAcWaUUmrDoydMRp+vGnW/Qv2Xev5LbUHerdV6lAG5n9XHvlQvhqNn9pntGXkbNnxjUrCoNK/Z6LGoIma5ZtQLeaAVm8/L5hZRvQAe355xbqnDxeUuWaX56LUx55c6nF/qMMlqkkBSG8ml/YzDvEYisM4dm7GeX075wnNL3JyVLHdC8lq3r4vk5qTgqf2ML9gasD5IfEyMhuVehLGWLNfsLyoEZZuDCL1EEUsfabSfNUgJ27MKcEwPa7LasDFMGCR+Uq3bCWmMZVr6icxeHLI9K7mw3GGQREhVcKaTMi0bbk7nKCkw1peQJlnNYd5QN5o0CuiEitVBghSCw9yL0wMpWO2GCOFbZnuLirxukO1rLyUcZg1xYHC4toUr6cSBD4/GG4T2Uh82Ps58jI9uEwSc8zmABpBSIISk1hoJpJECBNr6Z2qd133ljaWxjk6skMA4t2gLeQM4iENvC+KE93fzOUCeYFSN130JCWksCaXAWZ99OEojT5gDwQcvjdmf+6nL5Y6vfCnpCVYUKpJIgfNkLQ0UWal9iHVjqIyjHyseXO2ylDZcnfiBhF6siAKB1l7w3hjro4AaSy+WCCdR0hPCOFAI5yvbDj/JGEiJEAJtLEabe9JmPh9eVbJ1ilOc4hSvNu5XbH7yvCRUbAxjlPLxOj7LULExSHh4tXdPbbb7Ferf7/n32oK831br3XBxpcvVw5zP3JyT1b5VZ6zl6b2MstF86cVl3rg14pH1ng/ePiGqPzNIWNTehuBwUdOLAkadiEBKZpVmUTUc5A3nl7uUjebGOOcNZ0Y4HFcOCgZpQNhRGAPnlzvH3mRnR143dZDV3JiWDOPQE1QhsEaQhJK81jTGG9BW2hBKX/2x1nGQOQ4WFYvKV0d7sbfKSALf7tta6nBmmJBVmkVtGHZDnIC81vTjkG4csNZLuLDSRSKIlKLS1mvDWnH6OGuY15o0UAgESkhmWcNEePIVSEGoBLESzEvNHo5+GnmyY/20npLesNQ6gZYW4yzW+T2FgaATKWaFxliHDL2n2iAJ2JuVgGDYCXEO8sbgDCg8qXBW0xgvqA8spJFEoDwxwROwstYcZA2jNKITShoL1nri5oCycUjh6MQSnKAxFmMshfaE1gDK+rzGQRqx1gupGs36ep/Xnxnwmo0+01Lz1M4cBKShIlCSad6gpGMQhcwqjRBea/dM3hAKnxMppWQYBGTaW2iEoWS5GxIGgjRSWOsraVXjbTVsG1o+NRBH3jduVtRY5wm7Q5CGElCESoDwLvWzWpOYz9HK1ilOcYpTvNq4X7H53QKjn9qb87rNwXGFrNQG2RqavhBeSKh/6SBnkPrw3edb1/0K/e8Frh3Zn5cNy93n9LMvZZLyCI3xbcKtYUKgBA+sdIkCxc1Jwc68wlrHYV7zsasTtkYpbzzTPxbVJ2HAp25MWUr98MHeombUibxZaenz9GpjGMQhk8LnBC51Q3CCg0Xjn4HywwrzqmG9F/P0fkYaKVZ6MZ+6MSXXvq339G7Gaj8miSR16Z3hV7ohWkq0dhBYFrVlnFcUZUNjffVrmIQcZA1F0zBKfY7iSjemMQ4pJQ+udHloze95Y5AQSP86RYGgqn38y1ov4tJ+xrioyRvNtIB5pSmahkgJBCAE1NahjsTnrZ+VSkJqYznIDAZPoCSCadH4ik4ceI+zljg6PCFa6UQsSp/dt96PUFIybKOAkD7WZqUbIYQkKWsmpQbrtUoIhZJeswgWrR3WecF4ZQxZ0RAoTyJ9/uYRafVh5EpCqKAyBipP4hsD1gli5chrX0mTApJAkQSKSaVxBXTjgE6kuD7OOTNMuDkpGOcNUhgOs5pSGyIpeWJ/jkKwPoiYZg3TsiEMvDt/bXzFLQwC5gJwljQMcM5nVc5KQxIqhp0IYyzjrEYIycbIe+bNi4asNpRa01hJP1IIoNCGQnsC1jQG4yCrT8nWKU7xfwRert7nlbjPZ2sNLwe3G5HWR+Y8L9KtOzoP50CI50xLa8Plw5xe7KNfAIYp7C9KntpdeBfs28xMT+Ju1aOjEOhLBxl51dCJAlb7MY+s9+hEwV3P74Ze1H0EJQVFre+oPt1t/7e/Xifbknvzmr1FeUv7bm9R3lIxm+Y1i1ozSDzhu9v7oDaWRaUptI+46bb7SKOASnvH8dduBhjreHJ3zplheiyqt22Ldlo0dENFrg21tgSBYDHTzMsaZx3jVm806oRU2hFKX10JhGR3UbIovIjbm5p6c9On9uY8sT2nqg3SwTN7C3ZmJf0kAByNcUSBotSabhKgjUMbQ9VoisZP3PXigG4U4BAUtUQ7X4UZpSFhINHGsdIL/YRiHPC6zf7xc9qelTx9sOBR2ffE7+aEJ3cXbPYjev2QrG44WPiKTSgtV8YV1hjyyntgdUJ1bBAbKl/56kSKUSdESsFkv6bUjgsdRRpKrh960b2UsNqL/fukqrHWsj9rCENBEgTewkEJitpwICpiGWDDgLA2NHhPOSX9ZKJAYIXXV0kBSkoEgtr6GJ/1vs8MrI0PbVbCV6w8eZQ4a2m0wVpLZbwAXwivZwsErHQDpAqojaWuLQbH1cPcRzBdOuTK2A8uNFqzPzc0zhOUUlqMhTCAom4wAO3PCu3tM7JGs96T1Ma74leRI1CCrNIM2nbqNG9IQsUgDVtS7O0+VtZi0rjgyn6OxNvRl7pBa0cUCEIpyB1Y7fzP7xOvKtk6NTw9xSnuDS9X7/NK3Mc591lZw8vByfUXtWkDYi3aeL+gk0akJ9d9dN7Vw5xrk5x5oeknIVsjr5cpas1j23OWOiFlY1nrxewtKm5O/TdtcDzStibv9izuJtQ/CoGOQi/Evb6z8OLv7Q5vvrh8y7UkcLioeGI2Z1435JWlGyv6ccDKICa4bR8n9w9ebJ22mqqj655sS75ms09yILl8kHP5IKPUFm0sNycln745RSKYFA1lWxlc6UZs9BOs4Jb3QaS8hiWrDBsDTz5rY9idlwySkCT05O+ImO4vaiT+tckqzbRouDEtUXgiuSgbtqcl2jk+etUPKFgneNPWgE4U8PFrE5SQDJOAZ/cXTAofc9RLAiZZw6gXMkwC/uDmnCd25z5yp9EoCWmg6KcBK/2E1232ODNK+fClQ2IliZT/kDbaYZ3FWjhY1MwKQxwI4lBgai/czmpNT3qPrGuHBVfHOW84O6CoDcM0op+EPLTWY2daMi8bPnFtwievz5DST/uB48wgQWtvPyCl/wCXoaIwGmMsC+foRoqsNujGMOxG1I3h2tjgrI9maqyjqn2lpm6nFb3+SLMzE+SNQWtHTkNqFbvznEY7FlXTTohKImUQOOJQIRqv+eomMd1IkVcNi8oL3BGtOD4OqYwlry3WacLAG52alkw563282o1SWlA4nnOjckj8MbPKECpIwsh7YAnJY9cmfOTyITenrdWEse17oP19x7cfhQBjYao9cQvb7xRhIOlLxaw0aGdJw5BAWYw1fhqzNbANpKAyPpYnrxp6SegJoRQkRY10sNyNyGrD4aKk0hxPax7ZR1QO1HPfg14yTgXypzjF5wBert7nlbgP8FlZw8vBLUak2nBjUjLOakIlWBvcakQKz6376Lx5qZnlGqUEs7JherNhVtZcXO6ylEY0LZnZnpa+AgYspxFxoF7wWdwuuD8ZAp1Giv25DziOI8lh3vDYjSm1tmwtpcSBZHdekdeGnXlBoS1JINmfaxZ1Qxortqe+CnW3/eP8/btRcHz/rVF6R1vyNRsDGm356LUJy52IsytdBPCRS2N25yVfcG7ExZUulw8yPnZ1wpdcGPHWB1fveB9cWEp57MaUcV6zlEbMS/8hfWaY0IlCorYtmYSKQhtWezF/cXXMZNEw7Hin8E9dn1HUmtp4wrLaj2m0ZZiGrYhZsNSJ6ESKw6yh0JpZ0bDW8xE7JwOx//DxHT56dYw23igzkAFZY30LSkvefGGJ5W7Mhy4dUtS+aiOkoh9LGm2oDQjlW2OdWOKczzqMAsmDax0eWutz5SDn2qRE4Liw3OHcqMOVw5zGWNb6CZGSngDmDftZzUovZn0QszMr+fj1GRvDlFEv5JldX70JlMAZ6EUBSoA9qgJZx6KxzA9LlPIf+LESLUmDvazylbC2Cle0WrQ4cIRC0e94Afm81GxPdavpgm7kxeLaOooGerEPpc4bQxoqpADjQDvn1yelnzS1DXEowVk/GWkUSnon90Z74uacf49XtUEAkfQkycffPIe8ccROE6rYC/EF3DzMmVeaxvpqszbO68FOnGfwk5PyBJ0IpPQmrdoRKh+xlJcNQUcek7VJrikq7YmbeI6PFLWj1jUrbeJB2VhmdYNAMEgDitrg626OWjvK5jmGZW4dsH1JeFXJ1nw+f/GDTnGK/8vxaup17vU+lw5yBO5VX8PLwcn1R4FknHuB9jivaSxeC6SfMyI9WrdzcGNSECvFbu29k7pxwCSvuHyQsz5I0BZWexE3pyXaOK4eZJwZxQRSsjlMjgNuX+hZ3C0E+sJyyrQ0dKKAbhygraXRNZO84Y8e3+OB1Q5RIDlYVGwNU+8QXmoCASLxDuHnlzvcmJas9uI79r/Si6H9YDk76hzff5AGd7Q1K22YVxptHcu9mGESkdVerxIFXnjuLIBktRezM6upjTl+Pxzt/TWbA3bnFX9xdUytPSlZ6YRIfAzQ0fvmSBN2finlk9cnIH3Ysg9oDujGisOsZn2QstZNKBrjfbOWEz5zc8bOvGRaGgZJwGov4qG1Hp3Ia6UurnQJlY+aeXrfZ/gFStCJQx+JUzdklaGfhmyOUt724ArzqkEbx/a8wFlBJxRYAdpWFLWhEY6sbGiMJQ4lX/7AMo9uDKmtZXvuA4jPDFPStnU5KyuePVhwdpR6K4vaMC1qolARKl/NtM63DrPK+2DtpZ5USwQOT6qlFMwrTzyTwGu6GjzBcAZE2/IeJoraQBx4089YSYI0wlpDVRuSloBN8hrtfNWnaQxh6FlbYwEEnUggpaAbhywqzayoMK3flrYOq0FJb0lhnMVYSRhKJF6c7u0lAnbnjkEq6CcxcSC4PskJrKWx4LSvulnnidORKjCQ/h5784ok8FE6xvpqpnUCh+FufMZxgoA5P0XZPhYWlSEJJVYIGmuRSGpt/KSi9i1IT7C9RYVqY5HyUrMjKiTiOF0hUCCVYBCENMYw1+ZYnSDhRWUKL4T7Ils7Ozv82I/9GL//+7/P7u7uHRUsY+7f0v4Up/i/Da/ktNj93ucgrxAOhq/yGl4ObjEiNZbaWN/WAmh9em43Iq3a9kZlLJGUxwJsgEBJSu3/oa6NYbnrP8AvHWRMyoqzIuHCcofNYXrsPp41d+qnjqCkYGuUeqLTdOhFXrt0mDd023tW2jKvvC+SEIJe7HU1zx7kPLAMgzRkYxhz5KZYND7jzhOl5o79DxIfzjurvIeVFMI7apcx2vig4ZVuQqUN09ZbK1SCbtRqsNrQ3zRQlNoPBGhjGKYh47xm0toRSOkF3JW2xIniqx5dY2OQcGWcY51juRORNbr1NrLH9hsPrfa4Oi44aKuP01z7Kb40IAkkz+xpDhY1g6RiuRMxqxqe2Jnz0WtTerHizCAGIdiZVwySkKWO1w25Vjtz1EbtxwHTwldynPWtOm0daRDg2orNA6s90kDxoUuOURoipEQeZORl0+7bi/+7iWK9l/D6MwMfejwt0NYxTAO0c9wYF3zy+sRrpoRgZ1r61vMgpqgtvcSHXt+c5hxmtX8ercnnxZUO80IzixXzUnOY197d3Posv1AqosAitK9kWQmREijhdVE4P+V4ZONgnfcoW1SavoOi8u9PHK2gXTBMvfdUUVuUcKwOYvZm3ty2aiy1NjTWEUpFiKQUlqKxBMqb4YaBIJSKRanR1tBYWOlF9CLvkRYoRxL6CU6vyfJTg+YELWg7kzgL81Kz2YtZ6UWUjSUTIJ3DOod9gcqRO/G/Ze21bUkkKWofsI1w7WviqLUnq+AJn5KeLHnnfL+OsrHUriEN/BBCUXsNXxIF4HwVKwoFpvZtUYknd/eL+yJb73znO7ly5Qr/9J/+U86cOXOqzTrFKV4G7teY85W8TzcKEbhXfQ0vByfXHwU+CFcb7w6Ng1AJKn2rEemRgDxW8thFu9KWoD03CRRlY+knIWnkxbNKesPIh9e7rPVStqcFe4uaaVETSMkDyzndjcEt2q27aeGkEMxrL7TNpUYZP2IugDhUpFFAGik/KZUE7M0rOlGANaIN7tVEgUJbT+76cXjH/o8+WJWQ7C1Krh0U7GYll/czLwK3jk4UEAeSeam5dliQRpLGOhK8N5KUgkKb40mxQCkmWUVlLFcPcq5PSrSxrHSf044pKXjdmQFbo4R5pelGAYet9cJJ+42yNnzmxgwJRNKT27LxE56NtvSS4LhKFyvf1vvEjRl1Y8kAITSjNjR4UjRkLaksakMlvP3BmUHqx/vbQQIj3LH27MJKh1Enoh8HxEqyMfTas/1ZSW0Ms7JBSq9JE0Kw0vF6olEn5Oa85PphQWUcVWOYOIvIBZcOM/bnJYH07y0pJWEAeeVJW2MMFsHOzLvcIwSxVKShYFFqxnntW5SrPcrtGfOyoRsJQhX51yX0xyK8i3kgfRah1n56sTEWi9cS6aP7OagbzcJ4XywhIAwMOK8PC0NJ0TiUkkwKjTa+ZbsoG7R1hMLRiSQSQZPVbZyRzxWc557QIiTgsNYbfW4OOz7mRsBSErbvE//eLCp7i5RcQdvKg36iGHYCJi3ZLGqDbX92L5IogdeAOeOwtdfnaesIpJ+87SYKZy21aRX8+Gdy9OtaO7DWB10Hzh1r0CrjLTGcMwjli0Z1c3yJ1ibjpf6r9Rzui2z96Z/+KX/yJ3/CF3/xF9//nU9xilMA92/M+UrfB3jV1/BycHL9fUKWOiFP72Ut0cJPsRnHqOurMq/bHByv++i8NJLszSryxvsRrQ8SZmXN+sBbIszLBovjSy6MKLXhqb05e7MKpbz9w1rf5yNGgbpFu3U3Ldys1gzTiMo4nt3PGKYha72Ym7MSYx1rvYhI+fWdHaV8ZnvOoONH0Y/X14+ptOXCcpdBGrLai/nM9oylTnTL/ruJ4pndmnFetVYECiEsi6zm0kHG+iDhwqjD67b6XNrPeHp3zoNrveO4nd154zVCEsByZZyz1o8I2ym5RWHJIn2sHXu+QYsvvTDywnNn2Z1VvO+pg7YK49hf+MDfQRpyuGgoMax0o+OpzUR50rczq3hwOcXizUAPsop+S8r6cYh2sKg0vSTki84tMUoj/tcntskq3bZJLdI5ziwlPLDqw6EHacTWKOVT16fkVcOVw5zSOPZnZVvFEUjhiUwaKHqx4vJ+xmHW8OBaDzohT+7M2VvUZFWDtiCFN/Z0xlIaOFg0hEpg7dF0pqGX+OrmxZUuW8OUp3bn9OKAM8OUWVETK4mLFUoq7wdWeXPROJDU1hFK39/TxiKkpKN8pdkPIvhAZ20csYDGelJh8PqmovZV0YNF7St+CIyC0vicv2muqRovHhdCoo1v88VRQN1ojHE0LWOKFHQiaIxACkE3DOgm3rer0L7imoaC/dJXFY+I1RHi8KiFJ6kbw5VxwUo3phcFPtRb35u+W7b/JdrWoLP+3wXwVW0phRe049uToZI+57B1zFeew6LxLdo4FHSjgLLxgwEy9G3axkGl23Zue18LvJye3X2RrfPnz5+K309xilcQ92vM+Wrc59Vew8vBrUakAWdHKZvDhFpb5qXXvYwzsCnszEqiQHJxpXt83rVx4VtypWGQhJwdpccj6if3fG6pwzN7C/7o8T0fYBuFrPUiNocpeaVv0W69kBbOAl/3+g2uHOYcLCoqbTnIGtb6/lpHGHYiHljpstSN2BbF8fpGacTaIGa1Fx3bGWSVYXs69222YYJ2jr1ZSRBIhp2IlV5MPw6Z5BV7xvGajT5pGPD6LU8+17oxT+4tmGQ1Sgm+/KEVnHVMS83NaUknDHjdmR4r3QRjfTXwSIx+tO/r4+IOcvmZmzOuHvo4m8uHGdcOcyrteGi9i7X4HL+qwjlIIsmFlR5xoLh6mKOtpZcG2MKyNYgZdCJAcLDwWqndWcVyL2KlF/H6M8PjwYI4UJxb8lq1P35in6d359TGsTmMeOvDq3zZheXj1/7iSpcPPXvAjWlJNwmIjWN/7sgrzagbsdqLyRvDvK7ZW0jOL3VY6Xl9VN5YikYzLWryY2sOiZK+0mjb8TlrBQdZRdpW7yIleHCjz1I3ZlY0VNry4GqXr3xkhcsHBa8/M6QwvvpXNj4ourEVRZs7GSmJcVBbTSQtzvnomrw0VNpnE4aBQCIQzpFEXohu8ZXeQHjXe+O8I7oLFeFRRmDjyWIcePlAYwylsdSFpratZqzdaWWA0tJNJL1IcpDVlK0tSK0N40VDqBRLXd/6rhpPto7ab0kgGSQBReMF8JGEB9e6RIHgsKhprG+lqvZ35kgnpURLdJwngkEgsMZhlSdbcagYJqGf1NQaTGv/0HhtohCCSHliZZxfUyChadeWN8aTMAW9UCGVop94LzOpQLQv9SshjLovsvXv//2/5x/9o3/Er/zKr/DAAw+8Ass4xSn+78b9GnO+0vf5bKzh5eBu6wevhbq8n/HU3oKlTsgguXOa8ui8L9aj4yDaoz0e6btO7nlrKeWB1Q692Lf7jqpQt+vYXkxzJ6XgC8+Nju/xwErO5cOcvNLHFcS81nzpxaXjfRljvdZpUbG3qHh8e0beGB5e6fH6MwNmZc04b3j9Zp/VfswHnj6gEyue3c9J2/UfadKOdFRZpQmV5OH1Pv1OyOs2BvSSgH4SEAeKedkwK320y6e35/Qir3eKAu+y3RjLuKiZFc1dyeXNacETu3PeeGZI3Tj6ccSkyNifV1xc7vHgao80VDTWt7C+5PwSRaMZdUIeWeux3Iv4xPUpwzTisZsz+klIPwnYnVWM85o3bA34ovNLd9hvSOGJ1Nsetjy63iMK4ME170x+0s9sUTZM8oY3bo0YpSGzwv85DPwxG8OENAjYX5TktWZzENMYuDoufKXR+ay+QPmpQecEVeMtNGzrFC+FJxOi8QMLD60P+KKzQ8Z5xZXW6FQcQu9KgFKSC8sp9dyy0otYFJrDRdUGo3sN1zCNOTtKuDYtmeU1RWMw1t/DAUEASeR94gDSJERIT8Rq4yja47qRJIkEnSSirC3aOs6vdNtrCIZJyLzSLKYljfHXdY5bWEbtwJaWrLIEqmFTpQQi8JE/SnBmEGOdYH/ho5CaxlBrSEJQSjKrPIFU1lIaw/68ZFxoAtGK/SNPuKrGYVph/RHJQvrq2uaow7yqmecGh6Ubh4y6IduTklp7zzDroDDOV64iX90SyofLH7E4iSdyaSgRwlFoSELBIJIMOyGBUlSNptKOo38BX0YH0f8+3s9J3/Zt30ae5zz88MN0Oh3C8Fazv8PDw5e5rFOc4v9O3GsEy6t5n8/WGl4Obl+jc7C3qI4JQKjkXacpn29vd/v7SEl6sc9oOyJacKeO7V41d0f36G4MiAJ11wpi086W78y8x1c/9hl5T2U1ZW1Z9LSvXnUTIqXYzxq2RimjTnSLJs3ifaSk9JOY2oBAtDoxyXo/4cwouWXP/RNmprHKMNbdYuR6tB/vIn7npOOsbHxgsBRYHGv9mNoatqcVozQkDhVRKOkHAcu9mEWtiQPFF53rHu+9FwU8st5HKcmlfS++X+pFvGFrwHf9lQf89OVtONnCXe0llI1hf1EdtzyPsKg181Kz0osIA0kUSp/PJ0PySrexLn54AQSztoI1K2qkAB/BKOhFAULAtNLHRMuLpx2hCgiVIA38NOLhouLaYcYnb8zYnZdeuK8dT+4uCCQctMTEOcdhUWMRDNOIpW5ELw4YJgHnlrs8vXedWalbewj/HrEOFjVUjfaZhHCcEykRNNp7YUUKpJI02nmrCQzjrGZjGHNuJcVor3Na7oS+Zd56lJWtlcPJHpZ1viqkLUyzilp7y4xAwiSTdBP/+2Kt52kWf2zZWJy1hEpSWZ9FeGNaYp1/TzamoWoc2j0naE8F5Abq1tDUOEFeNlSNxTpLKKVv5Rqw+DYp+IxEbaBqvYstEApJmiq0cUgssrbHZE44h9aO0giWElhKY9b7gu1pgUQjResl9jJx35WtU5ziFKf4XIA2lid25nzq+tQLz6eKtX7M5jB9WdOU96qle6mau7tV55QQXD7IuHSQMc0brk9yNocpG30fhB0oyair2FvUrA8SQiWP94YQx3ok6yyX9jJK7cN5i6rmcpnzpq0h/TRgXmquTyrWevE9h3Tfvp/eCaH+EbnU1pFVhl4U0ImCY9K3OfCTnI1xLKqaKFC8/TVrXFjpoK27pZKo5HP3fc16n4fXuoyzhrLRvO7MkF5y58fVvdqmaGPZn1UcLCp2FyUr3YQklAzSiP15QRL7aJ5JVlNb2xJ2xbzwrdZupEiLGm0U3UhinWOcNRx1FCPl1x9Id+zA34kVaaT46LUJ1yYl/Thgox/7CdXMV7CujQs2BwnaOvLS0o19rFOlDWUb9v30/oKdqSdlSeiFdc7Z5yotbeCzARalPbZcEAKcpNUxWYx27C8qhmmAcJDlmlE35MH1Hg+udqmMZXte0miLE17YL47nPo9v1WrKQFuBxFtMZJXmZl2ybCIa7X3EAinJnK9mWevQFpJIEAaKRlumhc+EtBby2h63HI/ahjWedCnpq1ChEuwtanTbbux0BMIJbk5zKuNIWq+zJArIKouxmjjwr/G0qNFaEAbeFT8IJbX2bMwKPwhQWYdAYLDUldcvileIaMF9kq3v+q7vemXufopTnOIULxNXDnOuHGZEyleRhPDu6QCDNo/wfqcp71VLdz+au5PVtCe3Z7zvmQPKxrRTgJ50pZFiozXNNM5RGx9xE7ZkJw6Uj02xjlIbntnLuDpekIYh6/3YC55DRxQp8tq7aj/ajRCtNcbzEa4X2s+RxcVJMubNNb3uygczR/41ELA2SDg/6jCvfNvzdWcGd9zvKBpoc5gc37dofHtWCMHurGJWNHckGtyrbcqVw5ztecnF1Q6Pby+YFTXTAvKq5iBrfNB0qdnL/F5fs9Fnc5iwaNuq80LTiRS9JKTWlsOsphdLtDNoc1T9sWirMNabjn7h2RFhKJjlDRdbC5F5qTnMKgZxQI6mMIZnDzKa1j9rpReTBBKtNZPWykLgK4XWQWMMzonnqmlAN5REgWRRe63VUfBz2Pp0NTgc3lZhd14zLxrSOGBaaaxwfOUjq3zBuRGP3Zyy1ovZnpSUNUhpiPCCevB7NHii040DnPDtwUESYIFJ1rA/L33bDkcchYTK21NY59uukQpIQpBJiFKCw3mJOaH/PmoOC+dJjhI+RkkJcAgq7egEMEgCKgNZ7duq1lpEoFjtRSAkZhAzL6Unju01s8Ygtfd5iyPJej/GGMe8nWiMBESh5OakJJCC1U5EWWryV8jJ6mWbmhZFQdPcGs44GNz5y3SKU5ziFK80jioby52YQEiuHOZ0Iv/hc/kw5+ww4Q1bw/tui96rlu7laO7KxvDRaxMmrUlpHzicNxzmNU9uzzkzSFnrxzy+PScJfRtvXjbHlaadWcUz+wtWezHnlhJWehE4x2ovYVFpolDirOORjb7PEkS8aLXv+fZTNoasvpUUHZGxL72wRF5r5qXfx6LWXBvnrEUJSaR4aK17B/l8oanGp3YX1I3PYDyqrp10yD/KuHy+Fq4E5kXDvGy4fJDRj0O+/MFV0ijg0n7OtXFGbeCLzw2RSvDsXkbRGC4spaSB4rHrvvV3Y+KF/lujhEgIdFtp7KcxYaAptKNqWu1RIAmU4qHVLhdWO1yfFCx1YxrjSYE23opjXta+GhMqL3pXXk/UNJbtWYU22gdxpyFRKNmdlcyqhsaAce4Oh/W88TYPcei1ek1jfEXGQm08MTviDJV2DDuC9W5EHEj+5Mk9ntrNWOsnJKEiiRQOQV2aW7yyjgqL2nmvrE4UMEoDSu3zFMHh2qBqZx1lrbFO+Aqb8/mLo1QhlaQTBozSkKxqkAhqXVM1DiE5jupJQ4iV4swwxeIoKgPOoZSilwQE2rIo23BvESAFHCx8OkQoIVHeHmWS1yxKXwlMhK+UmcbStB1piSQJBUnon7dxEAjJQsrj9uzL1WvBfZKtLMv48R//cX7jN36Dg4ODO35+amp6ilOc4rOBk5WNIzH03qKmbiy1MVxYufMD/n5wrzq2+9G7zdt8wGEnPA52PjNMKPY016Ylk6IiUpIklPTT4Fjr9Oh6n81Bwp9fGdOPfWCxlJKVbkjRaLLKT4hpbalanU+kvBD+Xqt9R/vRxvLM3uKupOioHRhIyeWDjBtTTww2hylv2hqyOUxIo7s/l+eLj6q1ZVY0LHd9u7PWliT0VaM/vzzm8kGGxfunGev1TnntHdgXteHqYUZtLJ+8PqXShqw2fPG5ERdXe7z5wjIPr3b5yGUfinxxucuVQ5+XKbOay+Ocp/cWFI3XLM3Lhijw9gBFrTnIat9jcvDAahclJc/sZczzGmMdRWOY5jWHecVKJwIHl/YzJnlNVmtCIZnkDYM0YNiJ0aamMpai0hy25q/aeKf2IGj9v/oRed1QnqhoHfEgaywIiVKOQCqU8vmFtiUv6kT8jcO3PL1oXFI7y/X9Eon343LW/0xGgA3IpcFVFiu8wamUwJG2qo31kUK3KxI02udbSgRCSV9Ta01m4zCgl/j35jiv2J0XZLUlDRXGOaIIokBR1T5gW0mBc4I0VD7X0DREgSJQEgTU2qCEoBsr4kixqCwHiwJjHd1Yte1TyFvPLyUgio5iHAXzQmNxDJOQYeqtOrbnNcvdkCSWbCSKJ7b90MPRw345jqL3Rbb+4T/8h/zhH/4h//E//kf+7t/9u/yH//AfuH79Or/yK7/CT//0T7+M5ZziFKc4xb3jpDi9n4ScXeqwPkg4zCqU8vl5nysh2i8I4aelikYTKN9OmlcNNyYlT+4svBlkGrDRi1nrxTyy3qMTBczK51zltfEE5WqRI/Ci9X4csDOvCQNBLCVL3Yg0Cnjd5kvzTrvX7M6XUt17Pr1VrS2f2Zn7KoYUTHJv6REpRa092Rl1fN5hVmmeOViwKBoO84Z5oWm0pTGGUS/i0bU+aaS4MZ7x51fHxKHi7KhDGPgP4+m84UPTAxA+LHtRNexMK4R0dEKfsegMDGKBtrDWS2iMY1425LVle1LSiQNvbxAFLPciEFBqy8G8YrQacm6UcnNasjMvOVhU1NqgjePsUkJZGw4WBdPSInDHxpuNhiBw9CNPCJ11nlDhNVCi9YtKYwiUOk4CaJwjUp445c61hreQKE8yrPVmpXlj2Zt7v7eyNlyfFJTGteafgso6lvoRaWOZypryaJIP79purEMJT4hWejGzvCEOBEIGBEKQ1RZjLUkoSaMQY71T/c1ZSSQBKbAI4sBPdgZthk6sFI3yaQ3OOHpxQC9R5DP/ukaBz3GsGktWe9sGqQQbgwjpGrLSt3YXlUFJgTbPDQkkgc91FMIiEAjpEELSDRVZZcjrhlBKpu1AxEo3IggExno3fyng5dSR7ots/fZv/zb/5b/8F77ma76Gv/f3/h5f/dVfzSOPPMLFixf5tV/7Nb7jO77j/ld0ilOc4hT3iOcTcxvneGi58zk/VQnQaYOAP31zRifyzvLdyI/UP7CastyJGHZCOpHPVrw5LejFAQ+t9W4hm7M2dqZuLGEgyCrNOKuJQ8lGv0upLVfHOV/S2ifcK15qdue9Vvdu11tN85rL44x54acG51WDdPDQep9BHLKoGz51Y8ZaL2a5GxMqL8yeZZq8MfQihdGWpyY5jXEUjaUfhrxmc8D55Q5XxznP7GWMOiFFbdieFFw+yOjGEUr6adb9eUnRGIJAEQW0bSvhY4kdTIuaRWV8lqJ1zMrG5xo21mcclg2D1mrjxtRnDhaV5mBe+upkoMjKBikFs8LnNzYGEiW8gazwU6OrPUmoBNcnhW8btp5RaShaDZS3RHBCUtQGJ3zbrJsEjDoB+7OahbAYB73IV5UWZUNlvd+W11UJpkXtXeIrQz8xdOOQKEh4dn/BtGjohgFOCIKW3Q3SkAvLHRprOVzU5I1mUji08xOJlYEkVsShoG7aGCIpGHQilIP9rGZeObpxwGvWe+SN4dJBRhQonHV+utM4FJJhKji/krK/aNiZlV6rKCFJIorW28w5i7OCvXnFtPDmrbGUGPwEpPVFP0IpvNu9E+AEuj0vUjDOfWXRWkutfEs0DgICIRklIRN3pHrzU533i/siW4eHhzz44IOA12cdWT181Vd9Fd/3fd9334s5xSlOcYqXis+WIeyrhZ15RScOGMReaLyoNIeLmvVBxOZSByl99EttCiIl6USKa+OCs0vpMdn81PUpN6YFm/2EVGmuTwusg1EnZn0Y89YHl5H4jEWlJNpalLw3IvpKZHceCeBPVruOiOK0qLl8kPOxq2N2575lujGISaOAvaymNyvYGKZU2h0HLIPPddxb1HQTxe6iZJAEGCfaiCNNGimePcwZdEO2Rumxn9n+vKIbByjl9UWjQFA2hka3JEZJ2rQchkmIw1HUlqKu8IE13mj0iOQK/DSbkp7suRisgLzSPFM2HGY1ndBbQkSBZLWfIAWMc03TGG/WGXrNURoHVNoySJT3nNLaxxwZi8CilCRQfr2hVAgJUSyREgKhCKWkMX5fQeBF8kkYeL2W7/RhrScUR6ahdSvMCpRESchbRbyENspHIANFGiocvk2/3o9509kR1vmILyUFi7LB4DMmG+31XoM4YNTxMURnl1IGnYiq8dRluRcTlRpJjgJkKAilN4ptrKGyvmG60Q+ZlTWu0mS1wbqGpa7P1iy1Y1EapoVuiZ1/XwYSaI63jJKKpq1yWfzQRSQEvTSirBoaJ0BKqtq28V6OvUWFw1fdEiUIAkHu6nv6nbkb7oumPfTQQ1y6dAmAN7zhDfzGb/wG4Cteo9Honq/zUz/1U7zlLW+h3++zvr7Ot3zLt/D444/fcoxzjn/+z/85W1tbpGnK13zN1/CpT33qlmOqquKHfuiHWF1dpdvt8o53vINr167dcsx4POY7v/M7GQ6HDIdDvvM7v5PJZHLLMVeuXOFv/s2/SbfbZXV1lXe9613U9a0P9xOf+ARvf/vbSdOUs2fP8i//5b88ddM/xeccjiodlf4/Qz/5Qvs5EnO/5YEl3vLAMm95YImtUUpW68/5/R9VjR5d7fMVD6/y4GqPc0spF1ZSlnoxeW3YnVcIIRgkoZ/Mm1dcPcyPQ7YvrnS5uNqlNt5iYdgJedPZAY+s9XjDVp9BEiKFvMVW4Ojck+t4vucbKYlwcJhVNMa2GijNrKzv0H7dfp0jrdeHLx3yZ5cO+bNnD3lmb4FpbQy2Ril/cWXMh549YF75AGzn4PqkYF5qRmnAEzsLPn5twrVxRi+ShFJQa2/SOi8bX8FwUBpLN1b0ouBYlxNIOJj7/L3lXszrtwa86ezQu/WnMedGKa6N/4kjxagT+f1K6b3K6oZ50XgD1KJhVhsa641iV9vJQSW8YF1KCAKvrau1d6bfn9eMOhHLvci7nbceWoMkJGqrLdZ513XvRG+pas3NWcWi8mYIo27I2iCiG/vaSCAkSRgQh568daOAfhyQhl4jFQWCfurJu3SgnfUTf85bNnTigCRUdCLF5iChGx8RF8P1ScnNWUFVe9f5TqjYHCY+WNo6GuOrevNKUxnDUi/itZsDVloH/iTwmZ6yrcIp6VuXvSggqy3LacxKL6YXh9TakATeTb7UBm39NODWKGG9HxMHkp15xfasYpT4qKtuFLSZqD60fZCESEWb5QiN8dcqaj91aPA+XdpojLHkVUOtHaMkZGOUsDWISSJFIMBo76ivnY9tyhpLUWvAURqHFJL13q1fOF4K7quy9d3f/d187GMf4+1vfzs/8RM/wTd90zfxi7/4i2it+bmf+7l7vs573/tefuAHfoC3vOUtaK35J//kn/D1X//1PPbYY3S7/lvpv/7X/5qf+7mf493vfjevec1r+Mmf/Em+7uu+jscff5x+3+e5/fAP/zC//du/za//+q+zsrLCj/7oj/LN3/zNfOQjH0G1ZoTf/u3fzrVr1/hf/+t/AfA93/M9fOd3fie//du/DXhR/zd90zextrbGn/7pn3JwcMB3fdd34ZzjF3/xFwGYzWZ83dd9HV/7tV/Ln/3Zn/HEE0/wzne+k263y4/+6I/ez6M8xSleUTzfdNftrtufL3gp+/E2COLzav8nq0ZHUTtXD3MOs4q9WcXuomJjELPWS1BSEETST/xV+lisq6TgNRt9dmclN2elN2hsDONcU2jDmWGHUPmjbzdafbHnq43lxqTgIKt4Zi/DtlNlUaAw1vGlF5YIpHze6xjreGZ/8bxar1EaUtaGNFI+JkZbolBRG99W3RrGrPQTHlrtEQWSZ/cX7GUVlw4WzAvNM/sLmqNA8cqglTcvLWrNtUnOKAmZJ5rtaUEYSvIq5On9jKLybcqzyykHi5pGW7qh5NPbNVVjfUSPwTuzC4ikIFGSMAxQEpJA4ATEYYC1hk4o6LXVqGnRsL+oiZVAKkXVWPKqRikvMh9nFVLSOpX77MJFUR+3XxfCsCg1QgqW0sjH7VhHEgYI4c080YYk9FUgJWjtExyjbsxDKz12Zjnb0wqLr9CFQlIL2lBrnxpwYaVLP1U8sb1gnFUUrTWIcZayNuSVQYqaR9b6CCkYZzWRCBmlIZuDmEgpytqy0hEsqoaDRY1odVyh8uHoznkhexxIGmMQMiAvfOt1nFc+9N346pHEVwuDQJIQ+CGJ0g8VdOMAYxx1GxQtlSMJfF5mXmucdccxP671Pjv6OuErdBAqrwHbHKY8utbj8jhnUtRklaU6YRHhgKJxRIEfykiUImh/f4qX8eVNuFegLHPlyhU+/OEP8/DDD/NFX/RF932dvb091tfXee9738tf/at/FeccW1tb/PAP/zA//uM/Dvgq1sbGBj/zMz/D937v9zKdTllbW+O//tf/yrd927cBcOPGDc6fP8///J//k2/4hm/g05/+NG94wxv4wAc+wFvf+lYAPvCBD/C2t72Nz3zmM7z2ta/ld3/3d/nmb/5mrl69ytbWFgC//uu/zjvf+U52d3cZDAb88i//Mj/xEz/Bzs4OceznRn/6p3+aX/zFX+TatWsI8eL/mM9mM4bDIdPp9NQi4xSvOJ7ZWxwLmW83ozwpZP58wUvdz+fL/o/aajj4+LUJUgj6Scj1cX7sT2Wd4+a4YFpqHljuHgvP52XDoBPwN7/oLIMTDu/vfXyX9z+zz3I3pp8EXNrPeHY/44vPL/EVD63c9Vm82PM6+nknCnh8e85jN6cY4zi/1OGBtS6REjyw2iNSgsuH+fF1pkXN3qJCG8sDK71bnOh92De85YEl9hcV/78/u8ooDfjktRnz0jvka2v49PaMNFQ8tNLnLQ8sYRzsLkryqiGJAk+wtGHRiuIvHWZY5yNYokAxyWpKbdgYJrzh7IBBFPHIRo9ACsZ5zf9+ch8lYZBGPLOXsb8oeXY/o9YGB1S1r3SEAax2Y5a6IUoqFpXGOstSGrI3r7DWsjpMqBvn9Vu1JQoE68OESnviEgaSJJAUjWF3URNKeGStT6kNh1lFKBUOR2MsSkoqbRml3hh1f9HQSwQCwbw0LHUierFi2InIKk1jHKYlxQ7HxjChanx1RwpBVmtfOau9LimOFUmg+KJzIx5e6yMkfPCZA6ZFg3WOrDRoq8lrgxSSQRLSSQKKsmHUiVnpRmyOEqwTLHVDjDF84JlD5pWm0Y7SWIaJYmuQUlmDtoJREjJMQ/ppwI1xwe6sRAOR8gL0o9dqmPgUgM/sTJlXzxmqhgKWuwGh8vFY2lmUkEjnWif/O81HBd4TLI2hHwV0kpBzSylnRx32Fw3P7i/Yz2qKyltXCQF140OqOXHfQEE3Vix1EiJT8D9//G/c1+f3y/bZArhw4QIXLlx42deZTqcALC8vA/Dss8+yvb3N13/91x8fE8cxb3/723nf+97H937v9/KRj3yEpmluOWZra4s3velNvO997+MbvuEbeP/7389wODwmWgBf8RVfwXA45H3vex+vfe1ref/738+b3vSmY6IF8A3f8A1UVcVHPvIRvvZrv5b3v//9vP3tbz8mWkfH/MRP/ASXLl061rGdRFVVVFV1/OfZbPayn9MpTnE3vFQh8+c6Xup+Ph/2f7cKkLGOed1Qa8vNaXk8X352mJKGihuTgknRtI7kAWuDmPV+ckf7DuDR9T55Y8lrw9ZSh1HHP4fdeUkvCW/Rsp18XiftFcA/r9VedPzzKJDEgeQLz47QrdForCQ3JiVP72WESnBmmLLajdmdl+zNq+NKm29ZBceVxZNar14U0AkVZe2IQoWsDeB8laUNzXY4ZpX3dXpgucvVScZrNvosdWKkgL1ZxYcvHzDOal/dSEOWuzEPrXVptGW1H7e5jF5QvzevqI0ljRT7i4q1QcLGIGZ3VjJMQ+a5o9KWNPIRN2Eg0c6bgq72InqJYn9W01hfmYwC5X3elOD6uGDqNJESVI3xgu1AogLRivYNgYBepJiUDY32k3GdWJGE3nH+wnKX3ZkPI49CQS9SzErTOsg7honP6jxcVMek3TmHVNAJAgR+cnKQBGgnmJYa4dpQaynQGqZ1w1PbM1672aMfh7xmvceNSckzewsWtUbh9Wra+qnWybgCBLm27C0qCm1484UlgkDyqd0FSkg6UUAlLUoLJnnDPNd0E/+e3dOGXurTBc4upyxqzcNrPealnyLV1lHMLYd5w/Vp6YOvT6BxsL/QrPQhDQMmucEKb/ALftoQfStRCgCpvI+WExIpJEVluHpY0E9CzgwTJnlFYyBUPtpHc+d9tfadr8aUJKa479/9eyZbv/ALv8D3fM/3kCQJv/ALv/CCx77rXe96yQtxzvEjP/IjfNVXfRVvetObANje3gZgY2PjlmM3Nja4fPny8TFRFLG0tHTHMUfnb29vs76+fsc919fXbznm9vssLS0RRdEtx9wevH10zvb29l3J1k/91E/xL/7Fv3jxB3CKU7xMvBJC5s8lvNT9fD7s/24WCrNa040CqjboeakbcWaQsDlMCQNJXvtg4YsrHV990oZztxFH/23f8eBqr62Q+HafQLC7KPmCs0NWb4voqY0lbwxVY26xVxh1vKbH63L886yNpTbWV9IcXDrIyCrNsBNSGUHVOHbnFfNSUxtLJwpY7cfcnJU8tbOgEwacXeoAt7Yy40Dx+jMD/uiJXSqt6cWKSdGwKBtWezGv2xrQiRSPbvQYpRGHWYWcSpY60bEnmZI1nSjkwbUuZ4cJWe2rSdLBoxt9lPS2DpPcsr+oGKReMyVHtFOMAWtnYora8Pj2lHEGSRQSKsgbi3OWQErv6xVK5osGJxxbw4S1fsygdUOf53X73EFIgROCsrasDSIqY+hGiigUZKUB4VhKQgbdkF4UktWa1V5EGgYsqsYPAxiLxbuxCylY73rS20tCprm3Y1hUvgKlhI/lmZUNjfXmoraWhMpSa58cWBgvjE8CSSDh+qzm//3wNV67NUC05qPnl1PcoQ+67iUBSggWlfa5jDhGHd+CnJWap3bnnFvpkNUaFUCx8O3bvLbkjUU4qI2mG4fINm9xmIYo6XVlaah4cnfBrGiIQ0USCPYzTf08nToDTDON7Epk6yhvaT3H2jzFk1JE4e24KBtLpWvyUrO/kKx2Y0ptW7+y9guLAHM70zoBJ6BqDIvi/tuI90y2/t2/+3d8x3d8B0mS8O/+3b973uOEEPdFtn7wB3+Qj3/84/zpn/7pXa95Es65F23Z3X7M3Y5/JY456sI+33p+4id+gh/5kR85/vNsNuP8+fMvuPZTnOJ+cK+ByJ8veKn7+cva/8lJO+e4Y+ru5HG3V96sc0TKZ+196fmRn4QKBCtd79C+OUx9NWZRH8ejXOjHLHWjW+J2bvcbi9pbz8uGXhzeQbSOzpnmNTfGJSu9mEEcUmnLM7sZW8sp/Tg4vmYUeDfuSlu0sWSVYa0Xo6T/8Md5v6ZL+xkPrHbpRgFZpdnoJzTW8vT+nKVu5Kt4t2VGvuWBZa4eZvx/j/lMx14c8gXnh7xuvc+1cYmUfgKzbAylNmwOYlqP1ucmEqOAtV7K1lJKEgRcPsiYlBo1LphXXhydNQ29OEJJSRLGhEpxcbnL2eUObzwzoBeH7M0LrowLwgB6cUhjahaVI1YGIQKcdcyKhlEastqPGXW8ma42hk+V/u+TMG1DviWP3ZgwK2oaYzGR8xN9TnsCEBuqWjJMQqy1zIsa14rlk1ASqpDdeYkx8OBah1HHtzKrxrLai7B2wSSvKbUjCcBZ3zLMK0vQTlpaZ72ppwPT5iVWOM9O8HmWWa4xAoxxxIEgCgIC520bQgVhIBilIQgYtS3MSdHw2M05B1lNEimmWX1codItkXECGuMrfD0VcvkgI40k1w5Lbk5Krh96U9NO1OoH2/W9EGoLxvk2baV9tdECznptVoivTrn22JMQwiIa62OaGoOStFVB72smb0/dbnH0r4a1vtJ1v7hnsvXss8/e9f+/EvihH/oh/vt//+/88R//MefOnTv++83NTcBXjc6cOXP897u7u8cVpc3NTeq6Zjwe31Ld2t3d5a/8lb9yfMzOzs4d993b27vlOh/84Adv+fl4PKZpmluOOapynbwP3Fl9O0Icx7e0HU9xilcLLzUQ+XMdL3U/n+39n2wJ5q1rOMBSJyYJ7xTmn6y8GWvZnvl2W9FWl1Z6MQ+vdnl6f8G8bI7X30sC3rg1YGOQsDOr2F9U3JiVt4jZX+rey8YwLxsa7Z6bjz/xH+EgPnHNPiFLnZCn9zIWlUbgK2l1rbmw3AEHn96eMS297mde1lyfeKsKATy7lxMIv96tpfQ47gdge1ayNkj4629Y5/q4pBsrcMIHFQcwjAOy2hPLN5wZYq3j49cm7C8q4tB7RSkpeGC1Q20s47xgXnmz18O8RrYfquNME0rFlcOMojZ0IsXWKMFa/wzSQHozTCEoaktjGqRw9CJFY523hsDx6HqXN54d0YkVRW0JpD9+nNWs9mOSQLHUiQilr5vcmHjLCBVoFIKi8aTsoKh99VBbOqHialay3ofVbsSZgdfnTbKGyhk6oWKQBNTasTMrKbXmqf05i0ITh4pQSa8laxXxEkGoBNYK3x5rSUIowVlfuVKADhzb85Jzyx1UKCgbH4EjpGC5E6Gt9a1OIZBCkFcN29PCt62da33BHDszL46XAlopovfECgWVcchGc21c+zBy5Schd2YlWaWpGj9IcPT2eyGE+CED6zzRlm2WjpSe3DnnidftkIA13pIjayw0NVIIOoEiDqDQ/tzb+ZaAtorm9/Ny/gX5S/2q65zjB3/wB/nN3/xN/uAP/uCONtyDDz7I5uYmv/d7v3f8d3Vd8973vveYSL35zW8mDMNbjrl58yaf/OQnj49529vexnQ65UMf+tDxMR/84AeZTqe3HPPJT36SmzdvHh/znve8hziOefOb33x8zB//8R/fYgfxnve8h62trTvai6c4xV8GLq50eXS9jwXGhdewfD55Tt2Ol7qfz+b+j1qCUvhv7zfGJTcmJWXjR9+f3J1z+SA7Pv5k9Wl7VnLlMPfap8ALuq8cZrh2vbev/9GNAeO84fJhhhR+Su32e9zL3k9aMXzg2QP2FqWf9GoNOh3w8FqXUSei0vaWawbKG23WjWZ3VvH4zpRISdb7vuW5MYiJlfQ6nMz/G+n1UAmDRPHU/pwPXzrgj5/Y4//9yFU+dX1KXunjat8XnFviC84NqYzjkzcn/OETe+zMKozzbt5femHE1jDhyjjn09sz/uAzO/zuJ7a5cpDRiwMeXu+x2o04WHjbhEBKhknAg8s9lju+Zbs9LdieVlw+zFjttdOROzN+/YNX+H8+dNlr5pxFG4MxhqJxXhfkHJ1QsN6PGaQxu/OaWd4wyWuuHGa+lSYFG/2ICysdjHVcPsi4Oi4w1pMCax15o9HWC79HrRZuWtQc5A2hkgQCamM4t5TwtkdWePODI7ZGCXlteHI349M3p0TKtyKLVsflkwc8w3H4sOpF5Y1hi8Ybm/o6lndAr9tqkAaK2rI7LXlmL2d7mpNVPpS5ajTjoqZsNNOsZlLUlFq3IniLs14nNi0bDrIaY+FoUK+NZDyeDswqzc1JwazSXDnIOchqH1WUhgggbxxFpXHWvCghCQLIK4Nt/dQ4qthJT8Rur2YdQQl/jLGwqCxZZclLQ6n9sIbEV/HuBut8VUuplxfXc8/TiCdbYS+Ge7V/+P7v/37+23/7b/zWb/0Wr33ta4//fjgckqYpAD/zMz/DT/3UT/Grv/qrPProo/yrf/Wv+KM/+qNbrB++7/u+j//xP/4H7373u1leXubHfuzHODg4uMX64Ru/8Ru5ceMGv/IrvwJ464eLFy/eYv3wxV/8xWxsbPBv/s2/4fDwkHe+8518y7d8y7H1w3Q65bWvfS1/7a/9Nf7xP/7HPPnkk7zzne/kn/2zf3bP1g+n04in+GzgyEvppQQify7jpe7n1d5/2Rg+fOkQKQRxoHjs5sz/Q9x+C37DmT5VY4+n7o7W8Mze4tiANA4VgfCj6xeWOwzS8Ph4v4dbA6CP7vd8k31H93ihvZ+cPpRC8LGrE0pteGi1y9ogIVTiruuutOHT16d85MqYqrHsZSXjRcOwE/LmC0us9hPmVYMSgsNFzc1Z4cfmQ8WNsRf419p/QHfjgEWlGXVCvuKhFUKlWO5GhEpyfZLz4UuHHC4awkDw4FqXqrGMOiFf/egaVw/z44nLNJQcLmoeuzkjiSSPrPaZVQ2X970j+eYwIQp86PGNacE4r0lD307OG8sDyx0qYzDGsj2rmRY1k8y7he8tvIWGdn4abRiHCCk4O0p4cLXP/qJib1FhnSMNFBuDmMNFxbwybAxSBPCpmxO2pyWdKGCpG2OsYW9RY50lQLK5lFBW3v09kJLlbuiF4o2lHyled2bAM3sLDvOGlW6EcY61Xkxea66NC29x0SrJk1BinWBe1ORtrysQLal6gU94CXQjr16qjSENJRv9iHntbQ7SQJCXmqJ1b1dKUtT2uI2r1HPRQYWBWHptlbG3EZh2ShTlBy06oUIIwWFWkh2FRIfeQqR8HllUPwIhvDu8wscKKQFFY3370r68wOgk8GT0bq1CgRfhV3nO5X//t1/dacS/+Iu/uOXPH/nIRzDGHJOkJ554AqXUcRXoXvDLv/zLAHzN13zNLX//q7/6q7zzne8EfA5jURR8//d/P+PxmLe+9a285z3vOSZa4PVkQRDwt//236YoCv76X//rvPvd7z4mWgC/9mu/xrve9a7jqcV3vOMd/NIv/dLxz5VS/M7v/A7f//3fz1d+5VeSpinf/u3fzr/9t//2+JjhcMjv/d7v8QM/8AN82Zd9GUtLS/zIj/zISyKip/j8xt2csD8XcT+ByC+Gv4y9n7znkWYIOCYgz7eeV2L/L3T9o5ZgJ1RMy5q81vQS76m0KDV53aEbBXcI8y+udFlUmkuHGQKBiiQXljtsDlOsc+zOS/YXFau9+BZbh9rYtn0HBwvvgD7qRHcV/5/8+ny7nux2zdjFlQ6Pb8+5MStZG8RUzXOaKudgb156t20leHJvwaLy7c6VfsyNScG1w4KPXpvy1Y+Gx8HY731ilw9dLhD4qp219lhDt7+oGHYiljoh88rwwWcPeWilSydSWOe4cpBT1Jp+6ltjnVC1hpuWT9+c8ux+xiAO6cUBgRIkUUAnDqgby6xquDktWZSazVFINwx4+mBBUWmU8qJqJQWV9u7pV8Y5j6x3uXpQePNN59tRee0nDBvTsNZLiJUnQnllmRaam7OCUEmMtpTaYIyj3Nc44c1Wn9yZUjaG/UVNZRyRtUzyyuf64askKN/uKo2lGykqbdhb+MnExlr2ZiWXDhYIIVntxYSBZDavsbZiVtbUxpIoRSlN68huEc54HROeOIRKHle8jiCh9eXyf1YCEA7hLGmgaIzhMPeax5XUe135ymdN0YBtiThArEBJiXUWpQShdRi8XYLB/8caf884hDD0ZgyRhHmlUYI2EUDg8KTN4UnJSa26oG1/Io5DpcEfmwSeqDbaxwXdtt2XhEZ7Yh3YuxPUynyWKlsn8XM/93P80R/9Ef/5P//nY53UeDzmu7/7u/nqr/7qU4PPF8BpZevzE/+nmYW+FPxl7P3kPYvaMCl8W+rI4fv4OOde8fXcy36zsuF/fvImh5nPY3v85pysMhx9FLxuc8ADKx02hilvfWj5DouK9z+9j7HuOOPPWMvTewv25hUPrHXpRcHxPZ1zfOr6lP/6gUtcOshpjCUNFQ+v9fiC80O2hh3e+tDyLYaud9OQDdKQnVnJSntP8K7gV8cZlw4yHlzpMurGbPRjjLF84saU7daKohMqroxzzo06dFuiE0rFQVYyyRu+/a0X2Bp1jit3Vw4zlJJg4TM7M7BQWkvZGAZJwKJomBXeDuD8cofzy3668uPXJuzNvVP9UhqxuZT6STvhI3we357TjRWyVVJPi8YbW1a+9VZpy5PbM65PK9JQkdUNs8JXDh/d7JOEAQeLkmEcMi4aklDw8etzrPV2GbFq3elrS15rBp2QrUHC1nIXrOPmLMc5eM36gKd3Z+wsaiQOKyTdUNKNJVcOCzqh139ltT2ueMaBJJCCvDIECvpxSN1OL5baESqJFIKi8SamkYQgUKz3Y6IgIK8bKu3bgmFLLHTrOm+AojbUGpC+wnQ0mWdazZbCE6QgEOSth5XCk6IwwOcAlk3bDo0JpOQw95Oht08IHhEd/4yND7Bur3X0c8FzlaYAjkO2lWzF8HjCGQQw6kbgYF5qnLOU2lfmwvZLQqWtJ1PtDY5alCehaLVZJ9bxQribHl62f3/7+aq9rq1yrrzala2T+Nmf/Vne85733CJIX1pa4id/8if5+q//+lOydYr/43C3kf2TTtj/J+MvY+8n71lpw41JCY7WMLPhqd05j673eXC194qv5172uzOvyFujyMZaDhYVO/OKUSfkwnKX7Zl3Xf/GNyV3FfJfXOny5O782B/r2X3f3ntkvc96L7nlngD/32d2uHJYUDReLF1pwydvTBjnFd/2lovEgbqlRXikIUP4D0QlAz6zPUMbSzcKjsmWkoKVbkwvCfmCs4PWWLXgfU8fMsl9m1AA1w4zPn1jxiTXrPUiAuXtF8LAR85EbaXxxqRgpa3EXDnMCSM/SXjlIPftsTigahyL2veZHIBz7C9qstI7gWvrp8y083okpySHWYmxptUUCZa7MdvTnKf3cqKgraA5306qjENKL6Sutb9eVjfeqT4M6Mch01KjreUwMzSNaUm1YFpoGttO5UlQwtFYx7yoGaYRaaCYN5rtecl+3mCNI40ltfXO9Y2RhFIhpUBKixLPEYTC+inB5miS0nqildeGvHbEgY8BigKJMV7p3RhHFAYM45BAwrVx4Y1JEx/PM20MQiokjjQSREojkNTWYXCe6LWMImgnC8v2+QRKIJ3zbTsHjbMECKz1uY1SQlVrtH2OOJ0kJ5WGpjWAPapkHSGgnSx0z51n2//ftMQsjQTatHmUQhCFkqxqqFrfq0j54OiyMf7a5jk92N1g8WRStyL52487IldHhOxuROuFrn1ETO8X90W2ZrMZOzs7vPGNb7zl73d3d5nP589z1ilO8fmJzwezzFcLfxl7P3nPKJCM84aVXgwO9ue+WrPcjb0HEu54Xfeynhdrhd7Lfo/acQ+v9DhMaz707CFhIFnr+4pRL1YgJHHg425OWjQc4WR49u685Oa04Nyow4XlDqGSx/e8dJC3E2Al/dh7HPmMuqOIEUHRGGZFfYtB6STXrPRirHM8ubdglIRktT+uqA2v2RzQjYJbJhZXW5J36SA7rkBFbfBxHAZo49iblSylAdo6ntmbk4YBbzw3pJ/4AOWjactOHNAYy/asohMphBTeEiCFReUnFvtJwHI3wglBLwoYpSHDJOS9T+xRat8P2p4WSOENQcvakETCtworQ1lrrDHsl5qzww5P7WQY57wrfBySBpJxIf00oYZr45JAScZZjbaO1V7EXm0ZdSK2ZwWNFVj8+Q7oJhFR4LMYd6YFe/OKQAoEjt1ZSSQlhbOePDlPbIo2WHqa+5ZvoCQIR60dxj3n5RS1ZEJiabRvv+Xa+1IlofCtUyNQziEF5I2PXpLCT/dNC00vCVntRywqg7AOqSTjzOKQRMqi217hUWuvn3qtnNGeWFRtxE0g/DrnpSFsRwKnxXNxUEcE4/aa8ZEI/nZIfBtQuuf+bHiOzIQCupFg0IkoqoZFbTlY1EgBdRsGLgRU1lfxjlqKL2CDdQwhfYi4OaGUD/DaMmP8NV6IUD0fXojk3Svui2x967d+K9/93d/Nz/7sz/IVX/EVgI+/+f+z9yexlqXpeR76/M1qd3P6E21GZFNZxapisZGurHuvrygJuiMbIAw1JmAYFgQb8ICCABmyoYEkwPZMZWtiSRA89MCGR8bV5IoCrkhRVmOyRJEsFsnKyi4iozv9PrtZ3d/dwb/2Pk1EZEZGRmXDOh9QlZFxduz9r3Uicr3xfe/3vP/1f/1f8+f//J//jEe6qqv6ctVXAZb546ov4trPf+ZlmGbcmAtsDlKqzsW/+avnn2cprpSAvWn7iaPQF7leYPUarSQ7o5QQAuM8obGO1zZLih4KWhv3zHu0DM++Ns743QenmB4w+sMnM3ZGGdfXCvJEcVS1HM1bThYds86QqZjNV6aaYRZHU9PGXASQWk/VWopUclJ1PJw0jK4lbA3T2DkKgb3Tho1hSqbVhY3FznlmjeV4YfDBr/xfp7Vhd5wxWXTcO6oAgXGO9TLhG7u3ooeuc1gXOKlajA1MKov3gWGW8NM3Rzw6adibtdTGsjXM2R1m6J5M77zHB4FxnkQKDlvDo5M4NtscZnxtp2TaWFKV0JqW/Wkdx5laknjF1jBjUnfsTRqsh1JLklThXEAJARIWrWHWGDoXIaXWe1zvN5IC6i52c8pkGTIteDhpeXLasOgsZSJJ+kzIWWsYFxotoTZgrEeKOERufWDeBlIdR4Xz1qwe1MvxWm3A0+EcNOee4i7EkWJnHd5DkcC07nqTeqBMJdfGKbMuMsdMzzwb5pJSS/TS19iLwOVbpwK8c3h3Jp5WZwrgel5DUCJ21c6d9/yPxTN+/nydH835cz93/t8j70viAmRJQm1aXOgN7ktxFXj+hzynAtAav2J1yf5/KkZJfqau1Pnzv2y9lNj6R//oH/E3/sbf4D/9T/9TjIm5Qlpr/vP//D/nu9/97mc80lVd1Zer/qjBQj9N/Tiv/XldpvOfeR6mGTea4utmjaVI9QsHLB/PW6rO8ebO8GNHoS9yvSGwek2mFaM85WRhaZwnSzXDnocUgFRLZv0m3ijXT4muvWnL0aKlTBIyLRG97wpgnCcM0oR9H03f0asVTcmzxqKlYFykrJfpCkAaSekdj08bWuM4WrQMc80wUzTGk6eKN7YHKCVXY8PL937RWJ5MG0aZYr1Iqa1jf9aiRMwRzJRkYSxaSBZd7IQVqWZv2nA4b/jh44jDuLNdkiWSxgi2hjm3N0qqzvLu/gIpJGtlSqoEnfc86uNpBmkk5KdSkKeqv2bB/qylNZ4bazlfvzbm3f05wzx6t7RSUaz5gBaCIOMoUTmHlpqmDzK+vVkyyhIGmUYK2J925L3Ya0zGSdXhAwz672FjPINcsTAmPsCFYJBpjHUsWphU8bxFKkmEYGY8MgikBNlzGCpj6fpOUjj3Pw8szNN/JgJxk6//OFzfRQ0hGsG9g6qLyQCKQG0iwrPuIltrvciojeFgGjvASw+SELDooqBZniHp/4mIjKpcqxjA7eOBhSR6wC6d71kluOjZuvy18/4tQeRdESIMvMySfszoOV18NknkiR215bgwEHEQL2uaf5X1UmKrLEv+4T/8h3z3u9/lvffeI4TA1772NQaDrybL56qu6uPqjxos9NPUj+PaP8mAfv4zz8M0CfDm7oDW+ujZGqR9OK956jznfVeDRPPufE5jo+dnvUifOwp90es9/5qdUcr9wzkHM8MbWyVV5ziZd9gQ+NH+jB8+mYGA6+Ocn3ttgzd3higpViPLYZqwUToeTCo2y4xUS+4dV9xay3lje8gfPJ6gJEwXlnnrGGSxYyME/MxozNd2hqRaMS4SfvPDI+a1Y1Qopk3HvLNkWvD7j6Z0LrA5SNDHkjQR/Nxr6099/6zznNQtdWM5WbQcZ4YylRjjmDnHN6+voZRkV0YoaWUcv/H+MQfzlm9eX+PmuORHe3NOqo5yprmxXvCN6yMGmeaj4wXrZc5P39IczDryRHFctRjryaRi5m00ZS/i93OYJ6yVMZ9v1nSs9WiMRWuiGdw5TmrLnY0CISBTmjyzDBCcNgaHpOssLnjqzpJrRZYqro8zPjyqKFJJ3TkOFy1KSHaGCQezLgYye0gSWDQWY1wEg/rArDZordBK4kyg6fMPO+/pTGCYKW6tlzymZtHG7UDLmcGa/sfPevif7woJFcd7SkqKROCIHIfWQRDRdN95aLoQN/1URCksukirT3QUU1IqpIhZj5096045YsdH0HeTLAxSyFOF82C8JQRB+ASZsvzdc9mzdb6WkTrnoaUiCHyIvKs8keSJwjrJVDhEeLaf6kWaXZdN+vLc5uXy65+1Q/Wy9ZmCqB8/fszjx4/5hV/4BYqieKEYnau6qq9inffYnNTdU+OXP8r1qq/9RQzo5z8zTzS31ov4t+9EsVak7AwzhBDPPM9l39WitWgtWEsTDuYdO6OMVKnnjh5f5Hovnk/xzdtrHM1arAvMGkuWSFzr6GxgY5AigEcnDZU5XI0Qq87y/uGcvdOW40XHorV8JOsYdlxo7mwNVmOin7mzznB/wf3jiuO5Yb3UvLkz4E9//RreB7734TFH85b7RxWJkuyMM26sRX9Z3VnuH1d85/Yat9dLThvDZOrYO63ZKC+OS98/XDBrHV+/MWRv2nG86Ji3lnGhoYpm7q2BIulF6PVxxoOTilllOVq0PJk0NMYxSDU+eN7ajliHBycVB7OWQR4xDVJEYed8iAHWo4x39yMR3fkQ2VRFQtU5Oh/xA1miCd5zvDAkSfSAeeeY15EWb/pRWBcCzga64JC9eEcIgg/cWMv4xu6Y40UkiM/bCucDtYnU9FGu0ULy6LSmc47OsWJKWevotCNxUT6UmaDqPLWJ1PkyjaHRaSK5uZGzP433zvmzp/1ytPUs/9ESyRD6Hw8zhQuCNFExlFpF0/+is5heQQgg09Es39o4OjSWGLkjo/ldChk7bb10Wj6hl0Z93augebscuQsUAi8FkvDx4zfBBRP+uZ9e/dSyP6wlPdwVamNpemp7HPVJpk23uv5nVdL/2qW5/Xy3bFnn76vjotDiGa//POulxNbR0RH/8X/8H/Orv/qrCCH40Y9+xJtvvsl/8V/8F6yvr/M//o//46s+51Vd1RdaywfkrY3ijxQs9EXqVV77ixrun/WZcBH0+Tx452XfVaIkqVL44Onsmc/reaPQF7ne551v1lhaY/m9R1M+PFwwyJKzwGQhWXQ2dq02CvZOG97dn7NooodpnGuOq46TRcdrWyWvb5V878MT1vKUQaZ5c2vErDGcVA0uCH7+tQ3WCs07+zOqznE4a5nWkQC+Pcr409/Y4cFJxb9455Ayh51hjukf/Hc2Cw4X5oJ5P7KhWjaKhEGWcHdzSG0c88bwZFrThYa905pFZ9kcpLy+NejHePG6PjyoGBWaUZ7SWcvhvOPJtKFMFe8dLNBS8tb2EOcD89ZyfZxzsGjZHcbInJNFR64V26OYufjWbsn+acuDk4qqi1T04AOplrx1c40npzWZVhxXHZNFx3qZoJWk6xybwwSEIE80SDiZdfzWgwm1iSDQ2kQzuHOB9TKh7QJKQGMtPnhmS7JmOBv7WaAzkAdHCIIilWgFEokTcQPOOJhWsSs3ylO88xjnVvE4EEXAZUEh4ILQSGREnrfGkycwzCS+z2WsbDSZJ1qsWFohOPJEsV5IJv1GZZ5ohInXal244Bvj0hnKBOYdWBcQy6+IiyIRzrpUyzMr0fPJOBMyeT+CNJYVnT1LBaUWzBq/orE7F6954hzTxj3zvizLE7cXB6lmWhnm9mx0+UUKqE9TLyW2/vpf/+skScL9+/f55je/ufr5X/qlX+Kv//W/fiW2ruqPbP04YKGfd70snPTTXPvzPuPTGu4vf+azvtYYx7Qxq8+67LtKtWRnmPLDJzPyLA5xnjV6vHzmF7nep843VBzMAtPK4Hy4IOQyLam6uI03rQ2Ppw1FouIDTkRO0rSxzGrD2mHFj/bnuBC4uZHzeNIAmjxRDPOU48qwMUg5nHdUneN43pElku1RxqK1vLe/YLNM2R3nbA5TOhuorSOREZJ5fS17yrzfuWjwvrVe8Oi0gVRTpIr9ecOTacubWyWH8y6K4xBN84LI6jquOm5vlozzlNZ47h3F+Jn9aY1xnpN5xyDT/P7jKWWi+804R6HVSkwdzFr2ZzXWO6z3LBrXx8T4Hgvh2QswyhPkSU3VOTaGCZ11WKvjxqL1zJuOkGqUkmQ6EByUqcT6wIPTGGxtnGdadwyyBGM9PniOF8sFCH+hI3L+YR7oQ49FYNY6tIAyU8jgCErSOIevHY2JUTmti3wo3/uGlj6syyLhcpcmCBE395Rg0VryVPXbnj3kU4NSsX+khGBh4vZgkSo2hwmTuSGE+BeNaWWeoqKfH8vZAI2NZ1vCXZ3vcwYvvf78nwbVz0ajhzH+2kRJIpoVEhW3ZmNeYeCkCqvOk3MXhdWLCKZUCtbKlJvrOU+mHdO6pWrPumiX3+N5zKwvql5KbP3Tf/pP+ZVf+ZULodEAb7/9Nvfu3XslB7uqq7qqV1ufB5z0kz7jVRruP+6zLvuuhplmfRj9W8tQ4+Vo8FXdl+X7fHi04MGkZu+0obWeOxsDZE8uD8AwSxBCULWWzUHGWpFw/6TmYNqQJZpro4w8Vbx3MEcAN8YFEsEP92YcLVpaG9gYJPjg4yZibSlTzSCLpu6DWcPxouM33g/c3iqwzvP1a0MGWcJp1XFSdRzMItxUn7u+5fcmLeOW5cG843DW8P7+nFRKNoc5ded5OKkxzvKDR5ZUKrpwtrzwrZtrlKliVGpSKZlUhtOmo+k8lXXIqiORkjyR3Nku2R5k/OHeDCV6IW4DxwtDmSj25g0nlaFIJHmS0VnH0SJCN9fLhLVMczBtOG0sxset1c7YmMdnPMp6NgYJG2WGs57auR4xkTLvLIezljz17M8bpJB9kHL8vsDzBYCUEaOwqHvpEDypSihStQLwJtJTZAotI/phKTqUhOBi50cHVoBST4SQagmZFiRS9BuOEIJnVjs6E1+X9uT2tvNYH99TCrAqMG8seSLJUsW0tlTGgIgPek/sRCU6bmIuQaWxS6ZQwaMFkUgvYmPLnft1NpxF8yDjkojU0NizbpWUEiX6UOcgYs5i52PQ87l7+KwO1mVy/OVadJ4wa5koGan7WtO09rli6vzI9MtQLyW2FosFZVk+9fOHh4dkWfaZD3VVV3VVr74+DzjpJ33GpzHcf1IH7uM+61m+qz/1tR2ur+XYvuN0lle4eCX35fx53t4dMqk63jtYrDLtJgvD+jDh7mbJMIsxMxAo0rgtONgaoFTcANseZuyOMg5nHZMmdncSJbk+zkHAzbWCvdOWk7pj0VmujfLVOawLZFrFB6YQrBUJe6ctiY6QUg3Ma88itTw5bVbXeP57M84T1suE375vaIznG9eH7Awyms7xZFozbzzTxjLKBamWdNbzuw9Osd7z7Vsb/PxrG5GRNm/59R8d8NFxjVQCGSBNJJlSWO/ZeSNjo0z46KhCSclr6yU31jKmtUEI2fu7BNvDjM56yrThtIkdtSxV3D+OAcepjCZxFyQhWJx3KK04mndUrUNKSZFIjIP9Wc2siUHL887Q2gDe4aEfM585ji6DLBURuJknMZrJuBgCnesoeEQ/TiwLxcYgY1Ybqs71UUFx9CdF9DanGuo29EZ1gRKBLJEM8oTOWIQHRBz/LYWR7H9sXDTJL4WWEAIlBUrFLc5BqqmNJwuaslAE+ogcAlorOgNCeJyDVEMiA9bHzdDzUTWCKAaFiN6u4PvOnI8j/SXwdIlXgHitEknrHK19sa5VzDrkmeb41VkENJ1nERyzqqMPKPhYsXX+a1/0yPGlxNYv/MIv8L/8L/8L//1//98D8Rvtvee73/0uf/bP/tlXesCruqqr+uz1ecBJX/QzPsmA/iKdphf5rBfxmb2q+3L5fcpMI4Xgdx9MeHLaoiTc3hzwc7fXV9fx+taAj44r9qYNizZiBOa1Y1RqbqzljPMU62C9TPjehycIAWtlxs4w5fpaQdVa5q2lMY6TumOYavZOW8ZFwuYgZa1M+M6tNarW8W/eP6RIIyMqVYpvXB8xzPRT17j8Hnx0UvPB/ox39+ckSrJoPfuzaH6/Ni54NGkYZpq3todIJTipOuaN4XhhuL0eqfmz1pBoyZNpS20chdARw1FF5oEn8FPXxxRa841rY1KtIspDwP2jBfPO4j0MsmgAv3dUsTVI6Kzn4aQiUYrOOQg+PtSDIFUQvKSyHikCpnE0nWOjzAg6LlTkSkb/V4jCVIpIc3chktWFPNvCu/xwziTkqY5G/B7AKQUsOkvtPJ2JwdIhgDGOYR67mB5P08VeS6IEWoINAqUcQggyET1aWkXjv5ZxHXFatRD67lMmqE1YxfAsjemplmwNEhKl4gKC9Sglub5WUOjo6ZJAWRvmXVwWiSR/y6SKmAfTk/u73gul+4Bp73uhJQWpFizamI2o5MUxo1YRjCoRMbYquNUZX0TkLOGql8XWeX9YbUDjSRRYEf1zz+uEXdjshF4Axvt4nj/2edZLia3vfve7/Jk/82f43ve+R9d1/Df/zX/DD37wA46Pj/mX//JfvuozXtVVXdVnrM8DTvqin/FJBvQX6cC96Gd9ku/qVd2Xy++jhOC1zQGbw5Qnpw0/99oGN9YvRvfc3RrgfeA3Pzxmf3bCaeO4uV7y9d3RSkzlqeL17ZLDecswix6qVJ1hKnZGOetlwh8+mTNtDK1zbA8iwf219ZJBmmBdIE8137o5pkhiHEyiom/pfPD1+e9NZx0PTxS3NwukEDyZNHxwtIgPX+K46o3tAcM8wQXPONesZwkHVceT04bXtgbc2Sj5g0dTtIgjxqazSCEoshhHM60M94/nJFpza62MtHVgUrUrPpfWInaiasvRInbxuj4n79ZGwTBTaCGwPuBEBIIiBJlmRYL3xK6OTgTG+J4gH7fuMiVwIQoFa2KodGcvhh2fL+Ohah3G9WOzIAkhfu+li49wCdTWk2jPeqZxPoqW+OWAcVGo5Ylks0yjgAl+lVsYgsD7gDEuUuddT1Rvz7YJz/utygQ2BylPZl3sHgqBFjDOFMYTY45MFJLjPG44WmfJtGZ3rJhUHbXxdP4slmYJs02UYJhLWgOjXGNdS9edCbHlOWoDayKQJlCFi7iHFxE2gXg/fTgbX54Xasv36IgdtI/DQChY+eRs/z6pOvOcec42TD/Peimx9a1vfYvf+Z3f4R/9o3+EUorFYsGf//N/nl/+5V/mxo0br/qMV3VVV/UZ6/MAs37az3iWEHrRTtOrup4fx/v4ELsEiYo5c9uj/CmhBXGj8WvXRry2VfL160PeP6jYGaWM85SqtavR6jBLGPadsqXQWp4xTxX/zztbvLE94L2DOT/am1OkmrubJdfXCiCOnMokAkAHWfxPvvOB9w/nq/ijYXYWfG2c53DecXOt6I3SgUwpHkwqHk0aci0Y5Jqy37KM+Y6CIlPsqpQ/fneTu9sli9by6z/apzWBg1mDkjFDMUVQd45USQ6mhta11J3j7lbJ/iwS2/MkwmA/OokjP2MDnbM0q3maQomYnZemipFWHM5qnPex+yniStxGqXv4quG0p4iKEBimGus9tY0w1DJLyJMoAqtnwEbhDNlQd5EOP84TWuOZtxG5kCpBmSgaZ/HOx0ihtqK1gaaH3LZdFD3BR6+TIGIcjA94BAMp2CgTjhZdhH7S+6R4fp7fae0RoqZzkCnB7ihlWht8ECQqfv+t98wbh5CBzTJDoRkUkqQH09bWE3oBshRc3oMTgdYScyTn7QrE2l0yuAdg0gW0CRfE4ItWXLSII01je8r8c97n43TS8k+rkDBMI/DCWI+QcRyKiB9gvipiC2Lw9H/4H/6H/Ik/8SfwvUz8zd/8TQB+8Rd/8dWc7qqu6qpeSX0eYNZX8Rkv2ml6VdfzKt/n2ijjX71/RGPiaCiEQJ4o/v23tj/2fUKAN3dGJFLyZNayP28YZslqtKqkeOYZj+Ytd7fj13/qxhpv7Ax5bXPG/eMF4yLBh0DVWDrn+eaNMY11zBpDnijeP5yvwrx3RxeDr7dHGW0v0AaZ4slpzThP+fq1ISEEQoA3NgOTpmNuYsBzohSPneeb10fsjmOX7P39OdPakiasRl+NMdQmZh3e2dTc3R5QtZYfHSzYO21IE8nmIEYOZUkUmFEMKUIXGGRxTGZd7ILcXi95NK1ZyxSzSlJ3vvfkxQgeHwRbo5RtUvbnLWmicDZgnKNINWUqWLSGPJFMa4dHUiYB6fyK/A5ngExkFCJFqlk0hs7G9UARIq5h1fEJ0f9Vu7MAZkkktS83CoUl5kUKyBL6Dp3gqFc0Lnh8b6p3vcY83+1J+s3GzsfO3dYgo8g0wyxlLiyz1lHVbrURqbRgmCZcX8tprWPRWB4tanzfxsp131laXnP/g9Z4fIhojGXH6nlCyn4ahdXXOI2burWNG4dCBDARzLpcCnjRWr7WW/Dek/Tdzc5C5SGRMZIpl7FL+XluKr6U2Pon/+Sf8J/9Z/8ZR0dHhHDx7gohcO7Lsmx5VVd1Vcv6PMCsn/UzPk2n6VVdzyu7L8sWBOIsB0V8zIOp96Z9dFzxYFIxqy1Fori2lrM9SC541O5uDWiN46OTmpOqpe5iCPfetGFam1VX6ts311ZerPPXcnuj5MFJtQq+Ppx1vL074q3dEUqIC93DjSLheN7y7qJDSkFjPJ1tkFJwa6Pk7d0Be/OWX/ndx+zPOopEo1VAAfPO8v/5dw/59q0xh7OWzUE/VpUQRAxjNtaxO8pYK1NmjWFYaLYGCR8eLbizWbBRpEwby0YhqfrQ6mGeIOegtWRHyQgSBe5sD0DAwaLFB8i1JIgIJ01kHC9OasPrWwPmnYtRLgpqC6ZzZIlEyxgYnmuB7btByikkS29ZFIt9MhQhwPG8obFnXSBH3JZrvUeLKEe6niOVKPD9KJBLcTlCRnjp0ky+W6oIF7WO+nyXSJyN9hwRtZBISec93kGmFG9uDSiLhFltmFQWhSPViq1BwsIEtHXUxvPgZEFnA1XnmLWWYSoZZdFQ73owKsTrFQJSHUiFxPaK+fwo81VUZfrP6W9wquKosLPwnCbjJ1YgitDOX2SEWU9cpkgk9nM2b72U2Pqrf/Wv8pf+0l/i7/ydv8O1a9de9Zmu6qqu6sdQnweY9bN+xqfpNL2q63kV79MYx9604e2dEXmi6Kwn1VE07s1a7myVT73n0ps2ayzTyqKUoDIxUujecUWqFW/uDFei7GjR4QkcLTqM9Xz9+phBqp/ytD3vWpY/fzhvAdgd5TGk+dy9P6k7PprUVMbRdJ71QcLmMOVo3lJoxZ/++i5f2x3yux9NeGd7xrjoqFpL6xxb6wWdDfz//mCP//NH+yBhkCa0FtbyhEVncAG8EOwOMo7nMe9we5ixaB3zzrA/lRgLXf9gfzCpmbcxm9CHgDGeuQssOsNakbI3rRnmmo1BwpMsYZxJHs86tBAMC82itTTGk8rI2cLHbUgJmOCYLKLg2sgTjPN0TWQU5EmE4Bob4syvN26Lvsu0zC+Es+6IAwZSIKWksR4TolhKAljVQ0vPKRRH7OR4orjwPsYKdS7Q2bMcQw3IS78dJZCnEu0FEhjmCSYEQoh5iYfzBuM8WSIxLsX6PpCbwKyNB3E+IIFpEzcIAxFrQa9BfIh4CuOgDf7C6O1VCS1JFI4OjzGCzoY4AeYCUxX6+4DsGWCf4jMuc9K6/vfX590Seimxtb+/z3/1X/1XV0Lrqr7wellA509yfVow68vc45eBvzYmjrmGmebu5oDDRfdUp2n5GtF3L14UPvq8a4pAILG6thDowZZ8qvdcjj/LRNE5v6J7AxfGn+c/98PecD6tDaM8IdUxsmTaWLaG6cqj9v7+nD/cm7FRJpRaczI3NNaxMWspt9TK2/botGF7mK6uZxXgfe5aMq3YGsT8xSfTmiyJrytTzay2zCrDw6MFQgpurOe0NtA5F31jvah5d3/GvZOKnXHOrfWcf3v/hNpGH1jwgcY6po0HH5inDhEit0kKiRNx6++DozmjIuXO1gAX4KOTinltEUGwN22oWkuidcyErC2tdREAaz1aa5SUjHLd+8Akf/zuOo9PW0aZ5rjueHdvTgiBzTKhNoHaGgieykRze2c8885BEBSp4sZ6QWMcNlQ4D1VjaU2ME1qOBR2QA06eiS1F3KLr+vFb6wPCOaw7y0A0Ina2bP/apVLwgHcBK2P24vL3niQKnOVLHfHXL0sTO4V153AhsJZHoOu8sX0AeRyfWQd166iaiizRCBnFnVYKrQXWOVKl6KzFicj3Ok+a59xnv8oG0AXavIYsUYQgcCp296SP4rK59Os88WufReh95dAPf/Ev/kV+7dd+jbfeeutVn+eqruqF6vMAdP6k1+d1j63zfHAw57cfTHhy2qxCm791Y8zNjTFlqlBC8P7+7KnXnA92/jTXdH50N8oTbqzlq/ewIXzqa1WwGr1pFQXMziiLmX5aoQS8fzDn0aSm7hyPpzUfHC5YLxKenLaUmUJJibEe4yMGYlwk/N6DU37zw2M66/ngIAYff3RSY6zj4aTiZ2+vc2ujZL1M+eBgxqK1SGBSR+P7eplS9N3Cu1sDQgh8dFzxg4cT/t39CdZ7Cq3JEhmxDPOO/WlDIgW7axnfubXOn3xjm4N5w0fHNb/+zgFH8w4t4WDeclp1HM4MQgQeTxqKVHI0N3jvaZ3Fz+LmXWsdQgkyCd4HnjSBhXHkTxTTuqN1gURL9qcNzvs4QhOW9SIa130IkbQvBdujlPUioe4ciYrX+v/9/hNyJRmXKULE0OjTXqzL/j6cVoZFF+NzbL/uJglMFi2/8cERqZZslwltCHQ2biY6H7tZiYpeLBPO8vmIb7Gis/vV/xG9XT201Lozr5Psk5JXGYkBTHcmIGZNfAPHRVr7cpNO9lwt4yI6I07eJKkWHM4b5l1cECgTSYGgtjGfs3MWYQVTE9DakCuF8QEtHUpFU7oxge6Skvm0RvcXqfOCp7JgnGOYSYyLOYzL63vWr/sixdJnrZcSW3//7/99/tJf+kv8i3/xL/jOd75DkiQXvv7X/tpfeyWHu6qrel59HoDOn/T6vO7x/eOKf/X+EZMqQjcFy9Bmx59KNRvlkPcP5s95zVmw86e5pvOju2ljmDYdp3UcVb6xPfzU13r/uFqFNm8PM1wI/ODRKcNM86e/vsPetF3dy9Y6DqYtpwtD1vuPHkwW3F4fMCo0wSk+Oq4oUsW8MXH8JQIH85ZJ1XJaWQaZZt7ELEMX4IPDOYvWsTnIqFrLo0mzGocNUr26FoB/9f4hB9OWVMVx13tHM6ouYK1FS8GgJ9wfLwz/+v0jPjquUUqQ6EgE/4PHsxic3UOZjA2MC83+rMGFuNWWaUHTRpHV9YZ1EQSNiVuakZDu+Oh4gQ2B6+sFiRTsTWqCjOJhaQ4KwDjX3NwoybXiG9dGfHC04Mm0QXeCk0VEF0BAHM1j926UM8oVR4solmZNjM+JIEyJEp7aRE+QCyC8jwDV4BlkCbc2SoaZYm/a0tiA955Fa2nPdXlUz25aii0JjAtF1XmMidE0SsQx2ZKgbl186DrOaOznBYTgbCy5NMFnOo6+fIBRCsj4GTLEmCdCXFBwXiHwKAF150EGFIK8b6d1Np5JA3kqsK1jESfKcbz2qlXVC5YJMGn8WUD2F3SOH3e9lNj6X//X/5Vf+ZVfoSgKfu3Xfg1xbu4vhLgSW1f1Y63PA9D5k16f1z1ujOPDowWNcWwNs2eGNm8P0098zYucZ3lNmVLsdx2jPGGQaSZ1x72jit1RSmWi8XyUR1H07v6cnVHGKE+eOU61zvPu/px//s4BnYupcIezDhM8k3nHqTb8/sMZrbO8tjGIVPXKcG0t8qsenTaE4JFCclR1SAEbg5TGOhZdFH/TxnH/qGKUxVFfmngQIYYuu0DVGn7v0Yy7mwX3jyoeT2rWBwnjPOHJacPuKGeUJdw7WmCsZ15ZpFQR9ImIsS+2oXIBLSWjLKXrZ2fTyvAbp8e8vjnkjd2S9w/mfHAwR0jB+iAhU4oPjhZ0M9cjIAJlommswxI7UcEHlJQUWlIZR+sCMgQaBwiHEpK6dRglUFKRaEGZRqrm9XHOcdVRJAmjLOFk0fG9eyd8dFJRNRaPJ1EKH8B6x6xxbBaBUeGwLvrmQoDDRYsUAonAuUhOX4ma0NPRgVnnaZ3hrWFG3fumfLhoUF9VuLjNpsUSYRBW3SCtwPePR0k0f2sdA6alZAURXZrOl69bdsKWeYNaQtV6OhfxEoMUOhf7TjbIyNaSAWPjaDTC3AW5lvigcCGA8KS9uptU8YO/LN2iH0cH7ctWLyW2/tbf+lv8d//df8ff/Jt/Eyk/O5/nqq7q09TnAej8Sa/P6x53zlO1NlK0nxPaPGvtJ77mRc6zvKZUSjrnGGdRRCopaIylSAs6G0XDwazl8WnNSWVw3q+YUpdHjPePK/7wyRTrAzujjMZ4PjiY4QNsDlOOFx1/sD/lyWnDz952fOvGGp3zjPOEm+sF885yWgfWC8G0NbTOc1pbtIwZgSdVx1quYxcJRQghbmxqSaEVi9ZincdYz84wp0wVxnk+PFwg+21I6wK3N4vop3IeFwI+eJrexO+I40nrAkYFFtYyzBSThY0Ud2B3nFJqxe8/nGK9pzWRvH5nM+XWWs7j04ZMSYz3uOB7IRDHb60BawOVdzgfH6u+952bzmMVHM4bUiXIEklnQwypTmSkugONtXx0UkX8QICqM9TGU3cOqRwbZfSUTWvLpDH4SWB9kOF97K61NpCqQBCCzl6Kcem37pZRO04EpnVH0/vVAJrOPR1jo8HaM2GUqB6q2v97pqHMNPPWniETRBRjUp7BSmU4h5Y4J+AkcWtua1iwaGNkUyBufQYRQ7aFEDgfmFcNTe+36nzvBfMhoiV6+rt1AaXiRp69AgZ87vVSYqvrOn7pl37pSmhd1RdSnweg8ye9Pq97nCpJmWlCCLTWo9P4vudDm0d9juDHveZFzrO8JutiZE1rPVpJnA/kiabuHKMi5Xje8Xga7bmbRcppbfidB5OnRoytcRwtOtaLlElleTJpWHSOh5MYazMuNLujgtfWC+a14fcfTdko0zPjeoBb6yU3xp7aOKrOkSrBRplhvafp5jw4qXhze8TNtZzjRXzgKgXfuDGm7PP5qs5wYz0nz6JZ3DjP49Ma6yJZ/NGkZu+05mvXh+wOcw5Ei3We1sY4nLpzMYiZKLgmiw5rE1rrUUKynmt2Rxnzrj9jIvE4fBAcVx2jXHNzraCxnmlrsMbFQGMXN74iQsDjiOwxG/oRnIymcWd7HlKQDDJJqj0uCDoXeHhcgYjdHB8Mt9aL1VahD72Z24celeCinyrArHFoaaJYDlGgCKJf7JytKpque16VpMczhMCs7lBC09oQxawLK8ioJgqrjVwzbR2NjWPSMpV0xsWOHfE969ZGUdV/Vm0jgf98J2up4fyl1o4D2tYThp6NQUaZKiaNwTiP8b6n+YMPnjbEmKHNQYL3cFoZHNHIX4rAeplhfUvdhZWYWxr4/6h3lL4s9VL/xfzLf/kv87//7//7qz7LVV3VC9USDzBrDbP+Pz6zxjBrDTfXniZ1X9Wnr8/rHueJ4vWtAXmiOJq3nDYd06bjaN6Sp5K7myXjIv3E17zIeZbX1DqHkoGDecPj04rGODZLzcG8hRA4PGdk2RqmGEf0Qp0bMY6yhI9OauadZVwkQODBSUXdOZSULFrLSWXItGSUp7y2WeICPDypGWbxOo7mLTujlPVBymnT4UNgc5ihtcQTBZWSkr1Zw93tko1Bwu445dZaEQWb8YxyRUDw9u6QReM4XnRMKsOiiSPPtSJBa8lhZTied2yNMvIsjp1mtWV/1qBExAgkWtDZGK5ctR2tdbjg2RmlWBd4MqmxznNaOwSCUabYGmYIEXP4Xt8quDZIkTKOAYdpvA4h4jjMh0Dne5JCAHwUJPgohBEwq7u4Tadi5IrrNwpvbeSkSjBtIhphfZjgQ9zckzLS2KvOIUQUGM4Hqi524IyLrxFEwuVSeJ0XPCpE0ZXqSLmf1J5FZ/A+GsxDiN4vJeN7BaB2Ad933kLfHWx6MJQgdo+anoa+FHi6/9zzsNSPKxegtYHXt0pe3xmyNchorMf1VPjOeYyFtg8JTJQiTRS7azkbhSLpR4WLzq42KlfvzZdjhPhVqs/yX72X6mw55/i7f/fv8iu/8iv8zM/8zFMG+b/39/7eZzjSVV3VJ9fnAej8Sa/P6x4vMwJ/+6NJ31EK3Nws+Lnb61wf50wbw/W1nH//re1nvubTnOfWesFHxxWTynC8iOPQsqeWrxUJh7OW46rl9a3IpBrlCfvzllGuqTqHcYFUReF2tGhxPnA0bwHBaxsD5sbSnlgQkltrJUIIjI+BxHc2irhBJiW31guCiO+zVqQMUsU7e3Na6ylSyZ3Nkt1RzqNJxQdHFcFHsvvuuIAQmHeOcam5NirQSiKA07rhwaTm8WmDVoL1MmWQaxIlWS80944qbm0sGKSaaxs5k7pjb96ykWturBUc5A2H05bGeBrjKTLN5iBllKc0zjNvLVoJWutYK3KKVDOtWk5ry/j6mNvrAw5mbR/Q7MmSBKV8P6Z1dK1FhHNATHHWTeqsJ081Ukfx4j0QPFopylRzOOt4OGnIU0Gm5Kqb2RqP7btFS0r7in8V/IrurpXoPVCSLBE4Atp7puYMWKoDjLIELQOLLnrLQk8Zl/S4BxHDqKWMGYmOKAqtBSeiP2sZpvysSd0yOHk5VoQzKOr50iJ2zyTQWcverKFMVCTkOx8FnO+3E+m3HAMsGkOZJiSJJNeCRd9BrE2IHepnrfld1QvXZ7l7LyW2vv/97/PzP//zAPze7/3eha+dN8tf1VX9uOrzAHT+pNfndY/PZwTOGgMIikSyN235rfsnF7AT/8HP3KDqYrzskrP1aerhpKaxjm/fXOM7t9a5dzTnvcMF18Y5b18bczhv+K37Jwwyxa2NMsJJlWLWWIpUkyhxIVewSCQ/fDKjtY63does24TWWA5mHUUqmbeG47lBSnh9e8DmIOU7t9cZ5fE/vcv7GvrNQedhY5CsMhDXioTtQUqWKga5JtOSrWHGnc0SKaOH7d+8d8S/fv+QzUHG13ZKHp1UOO95favk69dGnCw6TqsOIaOozLRimGl+/rUNfv/hhEUbzdpPpjniBpxUHUoJXlsvOKw6DqYt09owyDWDTDFMNbr3izUG7myX/L+/tcu8sfzeo4hpkDKGLO+uZZzMW94/qqLA6nMB+2kdUkT8gXCgvesDsgPOujhe1IEHJzVFIno/muOk7Tit7SrLb1nLUd3yX0K/rRdN64IiiYKrcQ4tFDe3hpRVx+GiQwvJOFe80Yd+Z4mNqAYhkH0gtPfR8F5mMdU41Wf+s85GuZcqSdP6T0U+P0+hV/R0eB3hqCHEMebxouNECE6qZgX1VD2SQknRjwcDjQ8oG7uaURxDpjVCBtI/gs/mpYA5b/S/PJ49X4IXD8c+T55/FfVSYutXf/VXX9HHX9VVfbZ6GaDlVX26+rzucaYV2TCCP9/Zm3H/aMHmIPtE7MSLQlcvb1h21hOQ3Fgr4niLwI21krd3oxn7xlrLKE8oUsnDScvbgxSB4N2D2SpX8M7WgExL/q8Pjnlvf84bOyP+vde3+MO9Kb99fwLE8dnNcYEv4cZazvYwu3DNy7q7Nei9YJ7Oehat497RHK2jcFnS9B+f1gwzzZs70T8mgK/tjlg0lqNZi5LQmMDDSc24SJlUBus819cKtJTkiWJzkOGBX/j6Nd7dn6GkJFFzPjqq2Rik3NooWMvjCDI4aKzj9vURErizNUSEwP6s4d2DBX/yjU06G9iftlwfFxzNOlyI3KyDWcvhvAMCG4VmUlta3wsXcS7Ljgg9tS768qSIYzgboherTTS7azmtEbSLQNU6pIzBxTZSH+g9+TEayBOFR/907UwftCziBiA47h0v2Oi7iqM8YVwknNQdB9MGY2NHTvbA19bGKJ5ECNJEMV1Y1ocpZap4cLRAKYFzgqaLocef9ISWnHnFznfBHDE70YQAIcJOozA1lKnGB0nA9yNP0FLjvUfK2BGM1PXY5QuBiPEgRMCps888y5e1zoumpVfuvIhNBGSJwNi4rOH7sXQiQCkQiNXCguIsyPt8RzGc+9/lWopg8Zyvf9p66SDqq7qqq7qqV1lL4OiHhwt+8PiUVEl0b6A/T0lfYh4+LXT18oalcZ7OuadGhHe2BjQmvtbWHbujnJ1hhhDimbmC3761DsCHJxXXxymN8WgheWN7QJ5IrA28f7jAEbg2ykj1/JlnvLs1wDnP7zw45fFpHX1HreXt6yPKTD+VYXhro4ienRB4c3vIw0nFaWP4udc2uH9ccVpb3n0yw/rAuNRIKXhnf0aqFOulJk8U12+OSbXkUR8CPess64XmeGF4PKmxHl7fKak6y7dvrKOU4GDe0TmPlJIyUSxax7sHx2gZv1eDQlO1jjJRfHhU01pHCILOnQUpLztby6dYpgEiuFQrie0R7TGmJ44hq75Ts1EkHDmHDyCVJJWBts8RXMFDeyGnJHgvEETvlk7ie9oA8zaQKssw11SdZbLoMN7TmF78uIA2ljIThNCb+UMAL5Ayfi+si0saxvq45fcpHOchPPulS2P7+Zo1jkUXO2wuYtcwHWhpVyHfy5FsZQOpBKUka5miMp7W2NWY9fw/l6WBQQbT9qz783kNHCVRODoXGVuCONZdCk048/1ZdxZhlKWiH6XGxQsfzolYD0qG/vdV9OI5FzudTQ8UW4qvjytHzLBc+ts+i2C6EltXdVVX9aWoJXBUCUGmFGkiuX9cAXFr7zJ24tNCVy9vWCZKPjUihPjgvLs94GdvrxFg1TFrrXturuBb10YrM/OHRwvKXPPNm2Ma47h/XLG7llMmmgDPPaOSAqUkeSp5cyf60H60P+dw3jHKa26tl8BF/Mbymk7raIzfHGQUWqGl5LjqyHUEpOaJYmeYUSRxC/OHT2bsjrMLo+Kv7QxYNJb7hzXgKBNNkSqMDaRaURnLTp7x9u6AeeN4b3/KINf4EEh6PlZnAtdGOU9Cw6RpmXeORAm0jJ1DIUTswsj4QLU+xsFoKSgSTcCRa8mii3CrRMUHXXCBzvnIvnIxp0+K2Hmw/YNW0HciBH08UGSxmRAFkVLxgdee843NGkehJYvOUXdhxdtalgWmbUDL6NVaLxK0FD2/K4JOEQLxPOX0nFp23ETvCVv+TnpeQyzQj13p78fyfP7ij7dHacR99N6seefYyFN8iAHg1TkJdX5MJiSAQIuw6rip8GKC5Pz7fdqRWyZAJ/EDgwTlIE/in4POOpSIdHsEbAwThmnCrO44ri2tiVumeSJwCLSKmBPbRyOlAVItMD0CQ4goypIef/Fx3zIBlCpiNJbfp0RAmr78KPZKbF3VVV3VF17nR3yZVhRpG0cHqeRg3rEzymiNX2EnXga6+qyQ68sjwuXG5du7oxXI9Hy+4NYgY5jpp5AYS4H25nYJIbA9ytBS8gePp2wOMjIlmbaGTCsSJZ95xsY43t2fMakMxsZNs8nCkKeOvalmZ5SRKnUBv5HpeE2/82DC0bxlrUyw1jPINF/bHTLINK1zDLLY2XLBc7hoeDipWXSW7314zN2tAXe3BqyXKTd7tMJakZJIQWs9HxzO0UoyzDRH8wiDvTbOGeYJX0s1p5WND60gEDJQpJo/9fYWP3g0o+5itqBSMQOyTAWLzuJDQGvFehqvZ3OQkiea/WmDDYFEKUaZpMxSqsaw6Cy5lhxVhq6LgkH0zK1uyasisq+WWYYCgcdH8QUxTDosu1090d3DpIkP7hVIVDz9IHYeRoUiSxRCCoQNHE4bfDSH0blP7gSdX/3XqhdQ/YO8TEAIiSUuCyw7OP2xV+fn0rP+vAcphOX2ZgZF4LTqkEIwzDULG8OmZXP2xsvzaiJsNdOC1sQcSy3ALLdGX6Bkf99EePo+nN+8PP92y9/5bRdQGrQQPQIEQv8NMj0TTQNrRcbN9Zy6y0mOZ5wsDDbErdBECoapxLqYT9l0EScyKhK0jKgVJaE1vo8nCjSto7l0fZqz7uggVygT8HhCEKRKoezL2ymuxNZVXdVVfeF1fsSXKMnOMOX+cRUz+6znZGFwwfP27ohMK6aNeSno6uUNy/MjwvMbl7fWi1WW4eUR5WXB1hi3Emibg4z1MsV7sIQVwLQ10Wif6qfDqSGOUN/Zm/Gv3zuOYdx5ws4oZVRoPjqu6WzgrZ0BrfCrz1r+2lvrBX/4+JT7RxX2ILA5yHh9u+TmeslJ1bI1yLizUTA3nvvHNSdVy+2NgkGa4HxYXcv2KGOjzEil4IOjir1Zw5NJw7w1DPLYPdwdpQgCR4ua/XlLoVUEmXrPcWMoU8Vaobm1MWDWetZzzfcfTnEhEId50YckpSDXimGekCrJ1iBjc5jhQ+Bo1jHIBK9tFigp+chaCvRqPJilMvqcXKDrWzuSfhMQKHONcZERlmpJ03Ys+paLkBLpPUJFU34cAYaVqHDhTMCcfw4LYJhJci1pbEAJie/FjXmBoGZB7IwswajLUZfrW0fWR1N8ImJszuVR39IALp8hflJ1lr84rTsyJZAyIkF2hhnjQUqSSo7mXYTX+j5+yJwJVC1V3AYVMUQ8TwV166jPKaelzpOc80CJs26i82ejzEzHxcfOP/veLH9NRHKAlhLrPbkC68UKiiv7D8oT2DutOa06ro3j793jhYnizkd+WiXjjZMikMjo71q0ljKL4fCFjHIn8kE9OgHZXRSBS1ebJG5wLsfQUoDxlrp7ed/bldi6qqu6qi+8Lo/4rq8VANw7ruhc/Fvpm1tn2ImXha4+b8MyUsbP/v39g/lzR5Qfh8RQUqzEWKokUsTtPgLc2SxJlGTWmKfOeP+44t29GU1nKTNNkSgOZx27o4xr44zT2jCpOtYH2QX8hnWef/P+Ee/szxnnmtMm+poWreWDozl5Irm5nnNtreCGEDSdZbfvunXOkSUK5z2PThu2hyl5IjmtIU1iJwsRcQmnleFHBzPeO+i7RUiGqeLaes7OMI95hz0g1gN5Erf7EplRJpJHs5baWqwLlJnm5npGKiVSSXSZ8o2bI0ZZwjDT3DuaU3We/ZnB91ua10YJk8awrQSjLOX+SYV1BtvjGNJlxA+wOy44rTsEsD5IGWdx8WDaOEKIwmrZuUokJFoi+ggfy7Phk4WGaWupO88w16joRF+JnE+qQBRYpYZEK0IQGDyhB5IGG5cQAhcF1uW6/HNL29+y6eW94LQ2SOnwwTOpBUIJXlsvIQhO6w7XRohtrmMeYaoVZRrZa+tlgsfggyCIvoMIjHQvAntlInt3uQixAyZ7T1vW89H6ddCPvR9h2ZUECB4PVH0LzzhI+9BtB9QGpHd0Ngr7RWvpHKwXinnjaF0EwC7Bs0tx6pynNXFpQYT+LoXYxbPd883vcYM1oKWIAfHOYe2Ld/qeVVdi66qu6qq+8Lo84hMCtJLsjlLe2h3xjeujC52qZ40Ez3eYPml78vKG5fl/f5ER5Zs7Q7aHGbPWMM7PXgcXxViqFKd1w+2Nkq1hdmFMefnzxkXKxjBl0SPIUyXYm7ZsDRNuruf8/N0NtofZhXP/aG/Woyo0128VPJk0PJk1+NCilOTPfH0HLQXvHc5RInaEfPB8dFKTacU7e7O42aYUP31zzNYg5Tc/PCZTMTansY7OBUZ5JOwv4ba3Nkq2xpFOr6Rgo4yLATc3Mt7aGZEqyf605WDasjHMCEJwomHeeIaZYpAmbA8z1oqEr18fcmdzwDeuj3lwsuC3P5rw0dGC330w4WhhMS76jZo+esYFTyIFixDzAJ0/Ex1lphjnGhcCw1RyZ2vIzjBjvUz4/oMpC+MAQ+fiqKxMBEJGy75wF8XO+Wos6BBocNQmRh5pIYks/U8uSTR0j/Kk7wIJEhlzOdvGfypv1PkK4UzwaQkCT2Ugk/GmzBrLrHXsTxuKRMcxm4v3L1Ux/qmxUZgp4wh5RIO0xiJE7Mb5AHN7cYqZBii0pDF+1XFMBRRJDDfvbPhYEboc1QXOtgIF0SS/eo0H0f9WD713y4mAcTaS8VOYt/4sHPzSDVz+Kek8pMTxbJHpGCfVeepLsU363FsoRR8tJckTiQLSVGK7l5dMV2Lrqq7qqr4UdXkbDwHXxzlFEg3fz3o9vHro6iflQlat5eFJ/dwtyPPds7d3BjyY1Ewbu/JsXT7j8vMGmeLaKOdEdzQmjiCtD6wPUu5uDp4SWo1x3D+pSZRko0zRUkbv1UDTdJ5b6zk3NwoGafRr3TtaxIihHje+PcrQQnC0aGltx5PThuvrBbvjjFltmdUG4+Lf7oOHJ4uGYY9BMM5zaz16ziaVRcpojv+/3d3gaztDfuv+CTfWCt7ZmzFrLIvOYV2Ei47LaDIf5Zq1MhL6H00avnVjTGcDW4OMRyc14yJjq8iZdIZHxwtaC0UWRdxpYxAhZv0JCVpHRlndBYaZ4uZaxv68Y1J1HMxapnVH3hPtFYEhkCR61dk6mLUfu+LviNDTREMqBQ5J8IEkAW8+3q9V9BBUENF43g9UbQhYL8gVlKmi7i6O7V6klsBVRd9R6hEIQkgGqWCQJZxWHXvTLi6F9K83LiCFI9GKREqc9VRtwLqOVItVB3BZy1HbsmtkPeA8SkVjepFIjA9IBK19ceG4vOeJkrgQ/XWmH+9aenAr0Q/m6bcSxVnMkvkYUeeJnbbQb3B6D8I4ci2wziP8RbzEMlpKncNIGO+5XubMW4eScFK9PHXrSmxd1VVd1Zeizm/jffPGmFGerACiSwFz+fU/DujqJ40o96Yt944XH7sFaZ2/IMgksDPM+NrucBVqffnzQoBrazmt86wXksbETb+NMuH2Mwz/nfOEEBhk6kJm5CBJmDcNWRJHlefv0yjT/Oo7B4wyzby27M9b5q1hq0j5/qNTro0z7m4OqDpL5zzHi4Zp6/HBIWVvBjd9wLGQXB8XVN2cxjgkItL9BdTGMak6jmYdRSbZHA4wNvDgZIGWgixR3N0esDXIOKk6Hk9qfrg3Y1objheRYl8bx4n1HM2aPo4mRGOzdStDu/a9uVuJVddOS8lamROk4MODir1ZS/CBzYEmJAJrFVJ5UiUoUkXTWYwLzzTGnxdg1sdxHzqOUbuexfVx0kITvVhBSoQI1I0hCIVYjSEdw0yzVmo668n4ZA9Y0bdgGheFSJFG/5sPYHv/nJLQBYnqLLM2dged8/gk3ifjlqMy1zPmomDrjI+oDCXitmg482HZ8AxwaAgoKbBeELxn0vkXElrLu7bEgMToobNtSzgTd1KebUWu+GvAafvxnxE4Q0W4/id8F2j6fMjL5wzEa1wtUYSIiThaNCRaYU2gtldi66qu6lPXi8Iwv8j6Kpzxcr3smZfjtM0yuzCWg+dvGMInQ1c/DfR01hiEEGwPU+712InzI8o7Gz1hXClkj35YnvXDo4pxEZlgD0/qlW8rU5Kqs7x/MCdVkp+6MX7qbMvPG2Sam2s5D08bTqquRzI8u1uX9huC4zzhaNH190JyUndY77mzUT41Kn3r2ogf7s94PGnYm7YMUs0bWwPKTPHB4YKPTurVeHa9SHAeEhk7MsEHOjw7owirqjrLaW04mLYMU8XaIOHdvTm/c/8ERMDaQGc8wyJllGsWnWGtSJlUHWniUEIw6zMuCYF/e+8Y52FSGR6d1hzP2whVRZAnksZYGmMRQqxGRHHcrNAqCkvjHA8mNaetwfu4AalCYG2U4BxoocjSgBKKtSKhTBXvzFpc8Cs0RGcvPvCX5Ymbg3UHjj6XUUWUgD/HfzpvoQ7EcdQolQQC884ipCVLFK3zhBCN17MGjA+4F/CAGXveWA4hCGrjSLVEicj+mtaOPAt4GT1VgkibL1LNrI5oUAuc1w5pT6SvTED0mwJL79PSC7W87z6A78+RqEBn7Qud/fx9WXbjXC8cl/f4fLkAwZ1jf/mL9/fjSvD0a1+kceg421Z1wLRxpNLTufCZ4KZXYuuqfuLq08Iwv4j6Kpzxcn3WM3/S+O55G4af9TzWeT44mPPbDyY8OY2dmd1hxu4ox/pwYUQ5yjW/9dEJnQl4AqlSbJYJ1gfunyyoWkOZafamNVpKFq1jf9ZQtQ6lBI8mMdfxje0hDydnna9ExO5ECFEUjTNNnki2BxmH85ZUy9W5z4vHm+sF08ayRTRwT6YdxgX+2J0N3r42euqeFInixrhgsjB849ooBlUryaKzrBUJR/OWr+3G7lwIsDlKOZ63ND23KYI1A3mimCw67k8qch15XFIKTpuWH+3NeXhSA3FEV9aq9/IElAhM6w4p4PcfTYFobn/7+gjvojD5N+8d8mjakqqYP9gZS5nqaFT2LmYiWt+LJ1AidruMizmXs8awXkamWWM9WgkKrTgxlp1RxtBqjhYdHmiMp2otzkahIaRCS/cUVBTOujHLB7YnCg5zrhv2TLO1gIWxeN93VDzQxVzFEGDWwELE2duLmu07vzTEg1cRfSACVJ1dCQzT+ouh20Ku4K7P9KX1UNbluTIZR7TdOWjqUhwttyqdB3MOhLqsZcfq48SNI3q/lpuXkoviaCnuliNMz1lKwIvUZxFG57+fnQWhIsLkOXs3L1RXYuuqfuLq08Iwv4j6Kpzxcn3WM7/shuFnPc/944p/9f4Rk8qwViYI4MlpS+M8f/L1LW5uFKuu2B88OmV/2jLINBtFSms9v/tgQmM9NzcKtkcZ88bx/QdTBqmizHTv9xC0xnM4b/mDJzP2pi2NdRfONmsNdzcHveh0bJbZqqv2o/0ZznmUkhfE47Vxztd3hzyZtQwag1wT3NksePva+JkCN08U26OM+r5jkMdtw0VnqTrLrbUcT9xk3B5ljPv8xn/5o0Pe3Z9xfZwi+gDmyniM93z7+lovahyntWV/2rFoI9er7kzMiZy2EGBcRHCs7EnzO6OU2kRf2mllCc5TW4exnqo1qFSTJpLaCBbGrjxEiZJkKpqp/XIbzgcsAZlKWgcL40mExPvA3Hr8aUORRcyElpLSRNHWuRC3RqXvt+NcDMF+Ri1/evm7UBA/X54bPwqeRjYYH1/ozj2sjT+joi+v40XFwfmum1Ig6VEUnMNgXHqtIv5lppn7jwWnmnOHsD2/7Pzn+h7uucRYnBcll7uAL/Kndcm5Wo4Uz599udQoxVl37kXrecPdlwGv9toYrWJn82XrSmxd1U9UvQwM8/Our8IZL9erOPNn3TB80fOcH/eFAB8eLWiMY2uYMej9VErEbs/jacMbOwMyHc9ytOi4s1lytOiiF0vCaWPonOfmeINBmhB8HLmd9qHagzSiHE7qLqIMtOIPHs/4qRvDp872+DR2hM6PUpdf+50Hp+SpZLM8y4t8/3DO27sj/sTrGy/sW/vazpAfbpUcVwbnDalW3NmMhP6DecvvPTztzcVRrMxay52tko1BhveexsStwCJRXFsv+PBgwaKzQOC0MuQ6juhmjWJvWiNEREFsDCIbKdUxb3DROpSSaBn43Y9O0FJgfSSFnzZxa6/MEhIlqY2jajqCEAgEWarxOKwLBOfJC0WqFIvOU6SKRETv3zDXHEwbjlvLphA8mcYg50EaheppbRjlCYvO0liPc+GFRk1ZIhilEiEi3iPyqyLN3to+k7EXI0tafCD+M+2vk97vNNCRfO6JXa+lhwo+uUPk+03Muuu7cb2A0yEKuKU36VkRQJ9Uuu9sYc86TssO0ygTzNuACU+PTuEsU/BF+GOKiJIQRC+Z4mxMmiU9TsRHir/3Z9E5H1dn6QJnQnB5L1+mlp/XfYYMoyuxdVU/UfWqR1U/jvoqnPFyvaozv6oNw2edx/nA0aLlw6M47lsvU8ZFwqyJPqDznbNMS6oO5q1Znb1znnlr2RpmpFoyqS0nVYcQgp1hzlYfMC1k3Lh7MmmYYtgoU07rDmMd4yJBSaiMfWrDMk8Ux4uWIGDt0n0UIgqx5eIAPC1mx5d8bs+rMtP88bub/P6jU/JEM8wV3sOPDmaRQbRWrITuSdUR8AzyHOs8WiuuFSlZKjleGDaLhB+0hv15xyjV1H3HSCtJouI2XDRaCzyScZGwUaZslinGB4x3TKuO/VnLZpnELhBQpnFFX4nA1jjneNFG/1ceNwrbVjDOE+ZNhw0iGr57Y/71ccbGMKVqY/SP1hIb4lalsdFAP84Vx1Ucud7dKpg1lvvHNZ3wK5H0cQ90YwKtjBEwkoDxHiUUWsTYmUDcvPQh5vF1MdWn37aL8UIa6Hwgl5I8k6SqN923bkXFF/1m3HPPEaKHayXO+vf1oh/LveQsbZwJPAIVAuiA79WUJAowIRVZ4vDds31MjjiGJJyFbV+u/svRd9fnGy4xEj7Ez1FCxM/TMWi78xfDqC/XyngvoEgEVRtF7IsItI8rLaIQ9p9hNnkltq7qJ6pe9ajqx1FfhTNerld15le1Yfis8zw5rXl/f0GexVFa03l++GRK1UbY5fmNvtbGraphlpDpaDp+2IdkL+Ns1krNa+sFgRgvkyXx12opWC9SWus4mhsO5jMyrfruTkYIUCYae+kp2pg4flv++Px9XLTRJXx5ceBlBfh5UbvoHAJBmSiurxUXxNzOMKfQcWS6XiacNh2z2vHhcYUgMG0MRabYe9hwEOJ9yxOJ7jNyhpmmTCRSSL59a8xpZWisI9GSG+s5rfH8/sMJs8YyynTcCpSxo9EYEEisDwyyFOdhrdCc1IbOeIKAIk1wwXNzrUBI8CEwbR3ytCFR0Vy/lmk2yoRbawVZohhmms573tuf8/VrQ7aGBceLJjK4ZOxKmh4wWptngEQ5ww503qJlJKC3LgZF02+zpRo6KzE+ju6GqaRIFJPaYPtARCnjNmVj4jiwTBMyJTmpzQpZ8EwfGE+P7uBsFPiy8M3ldqMQkq5zpKrfEhYh4hMA6WKIu5ThmSb0ZS1Hf5qnBZKgRyz0Hbj4GYLGemyI4maYKpQSNJ0n7f8MflxjSQGjXGAdSBWzNl0wq+Dpz1pSxfHpy9aV2Lqqn6h6laOqH1d9Fc54uV71mT9pw/DTnkcKwb2jCgTcXo8G8YN5x2ndcdoYEiGoOocdpAhgsjCsDxPubpYrovz9k4qdUcb+rKU2lvmxoRv7KE5CzF0TCDrrKTPFyCS4nlM1yBTGRXP4k2nDN2+MmLUG6+oV4mJ5r4AL5563hmltuD7Oe9DiWb2sAL8sajvr+J0HYTVGXda4SNgYJhz0iIhFayNiwMax6+89OuWt7SGDbyh+8GiGncSNzhAC09asxmO7w+hfa63jaNFgvUcQOF50LEwMg47bbwEtJToIUg1vbg/YHecMMsnvPjhl3lhurZdsDx2H8w7rPNfGOXc3SyaVoUwlj09aprVlo0woEsm8DeyWGdfXS3yAUa4oM4Xzgdubg/4ea9bLBGMCLnhmxNGeEh7diyLXz+S0BmvPaPNaSVIlaNvY/cgSie/zEqX0pEhsj/HUMv7lwXsX/V4BGhfDteceUhlHn1oK5q2nNhbXe8I+qTOT63hG85LaQgGDVLA7zjiuooQyHjIVKDKJ6wPAlYh/men6ueTSHP8s39bztMkSswBQJFFYdc6vXq/7tlfdeZyHgO87wf5jeWgCwVou+cb1NQ6rFjGNQ1TrfMRfLN+f6MHSMgrqjxNxgih6E0AlL/8X3SuxdVU/cfXjgmG+yvoqnPFyfdnOfP48R4uGznve2hmAiKb4MtVsDVNCCGglCSEwa6L36OZmwc/dXufu1uCC/+vauGCQ6SjUqo7Decef+to2mZY8mbWr6/4Tdzf5/qMJZRZX7avOs1YoRrkmSxSbg5T9WcMHhxUQuL529nkQR55xO7IGBNfHGVvDjNM6Ih5elQBfitrGXOwEOh94clpz76gi1QotBO8fVCRasl6mvLk9QEtB5wONDfyx17e4tlbwvXtH/N5HU44r00fBCEapZpxr9iY1rY8+pVQrGuspEs3OMEeKgFaK7UFG1VqOmw5rA9vDlG/dHHNSdbx9fcSPHs9wITBIEmzhOZwbMi04XHQkUrJRZoj+8b89ypnMW0KIm5rHiy6yrjrJ7c2Cb95YY3uQ9sHFjrU8xbvAaW3pjKPtNzCFjGLA+cjxal1Ayti1g0DVeYyIniILaBkIITq7cy2jINMJkoDzgkJLnHNUpjfP2yjIAZIkjhNFCjd7zMikjiK3s2eC5rLYSCQMUx2ZYfbpr4kQ43Y+riLvKiCEYJzrGBreBkKIANY8URRSMEw1ZZowbzuUdEgRQ52fBWQ9v735rK8pYlJCYy1NrxIV0bu1CI5BKpGJwthAqgWDEFiYOIZ9lvhMtcSGOENNtGJ3LUfNDa111K1l3n9GIPqvlhwuQR++fekerTY5gUQJVHj51taV2Lqqn7j6ccEwX2V9Fc54ub5sZz5/nmltGKYageCjk5oy1QwyzaKzrA8yXtvICQG+cX1EqntR1J990Z35v5QQ3Fov2Rll1J1j3lpe2yoZ5wmvbZWr626t5/Gs6cVT/E92azw+BO4dV7x7MOfWeslrmyXzxtEYu6LPL89eaMk3r6+tPFWT2jBINR5euZi93Ak8WrS8v78AAW/vDMkTRW08r22WfON65IT94NEpo1xTdQ7nAlIIhmm8D69vD0hkDD/2IbAwjmndsT3M2CgSEIHjmWFtkFAmisq6PodO4EXPBNsu+DPfvIYUgoN5y84wQ9+UGOt5PG3YGAxJVUWiFetFyrVxzvEiLiEkSjLKFCeLmLM5rQ2ndYcNARFgb9byf39jk7UyoUgVb20PeG2j4DfvHzOYtZykEnNSMeuBS1pK0kRirIt5fSGOtpwPCDymh6wKD4lSIASJFOyMUlIto0gtUmaNYd5aTuaSsQ9Mmy56vbRgnGpe3xqyMJbGOr5za40PDys+mlSYzmLFx28t+hAQSpAvXxFirqXtDeYfV5rI2dJ9xqXxjkGWMEgFs8YwbQzWixhpE+DGWsasVRSJIc8Uh9MG1Viazr9QZ030nydlFHh1d9YJS2Xkf1kPJgTGWiKF5/XtAa0JvH8wxfhlAPWZv05L2OzH9I9OGqx3pFrjnMc5T5pIMudo/ZkAzHX003miyFM92mI5vj2/qOB8wHwa9sQz7vFVXdVPZL3MqOrzhox+1nHaF1FftjNnWrEzUtzdsvzugwmndcfWMF0hD+70o8KjeUsIgfTSSO5Z/q9UKVrhGebJaoR3/rpDWG7zQZlKnkwbDmYtR/OWJ6cNP/faOmWmUUIwSBNmjVkZ3UMgwl0HT8NdPfCztyNu4VX/HlyKtg+PKj48it62u5sl19cKnAvsDHPmjcM4RyIVqZKczA1Kwv3jOb//aMakNlRdFE4310tGeUJrHIkWPJjU/PTNNd7Zm0V2l/WMfeDaWs4HBwsa69kcKHaHiq1hwvWNojerxzFb03m+dWPM1jDjwXHF/eMFJ1VHoRU31grWSs3RvCXViuujlCzTtM4za+JYzwdWrIZhlvRk9UCOoHWerVHOONfMastaISgTzXHVcrzocMAokbQCskJyOI+iyTofuyO9gTpu1FnyNGE80IzLlINpg/URjpkpiUAipCTXgc5pylQjRRSaLgSUlCyalo9OataKhONKMyxSTNXFz3qG4DIepnWMlBmkasU48AQ6Fy54phRRbKwo8Mt/ihhKnScKpSTH845BqihSRd1FAeilpBI2Et+tw/lAqSV5qulcwFkfeWnETtHHmeNTJSgzRdVZZI94WAZPCxnFVNMFCm1Jk4SmC9jg2Rxm1J2n6izOxU4pQpAqgSf++/6si+9Ls8qOLBMZtyvPccPOiyoTYgcw0ZD126MunBn5/WfwwsGV2Lqqq3qh+ipCRq/qYt3dGtBZz5PTlqN5x1qZcmst+qD+3f0JB/OGD48WbJQZtzcKXtssubs1eCE/2mURfv7XPD6t2Z+18fdJgDKPJu8npzW31svVey6N7sDHbnYGYJwnNMYxbcxLi67LZ152AseFpmoN26OMQdqLPRmZTj94PKUxlrUy5clpzeNJTdGP2GrjGOeaYaa4d1QxbQySSLQPPrA9ytgaJLQ9VV4rxfGi47XNkhsbOZN5R5lIvrY75N97Y4tES/ZmLa1xbA0yJqrrN9WiQLPBU+bR/P7guOa9/TnTxmKdY9opNrVCAPPaxgBoIhA2es8MHxx4EiX5udfWgT5iqLb4PgIpL1OKVCOkYNFatJYMCo0E9qYN9flxVv8QFkBtoTWGzjimc4sNnq1BRmc8WsLJIvLHEq0jQd551npa/95pQ+s8i9Zw/7hia5DSmLMz1a1DB1YjuyViYTk5HGQq/hoX4jLBoqPquhViQfU6bIkwWIJEHZHUnljHaR1xIMY6jm2MYZJKIH38C0SaKO4fVQyLhN1xFoPI84STRYvttwi1f/a483wl/daqD5KAXyEfvOujkYgCaN56tpPAojM0xlNqhdeCEDwtEViWqBg0/eAodjpDP/Z0zmF8iJuEBDItcd6vOmKIOGZdgluXY0Nz7vCtj0sMUoqnllo+TV2Jrau6qheoryJk9KoulpKij8oJ/MGTGRtlwryxvLc/53jRkaroJZo2hsO5pLHxifTmzvC5frRb6wXvH8yfKcLvbg1ojeOfv3OA84FhlnBjnHO0MHTOcTDv2BllpEpdMLovu2LP2+xUgud+5osI/0/6i8MwS1gv0wvIgSenNbPacmMtZ1wmPDqteXLa9GLA40PMMswSQZ5o3j+Y896+59ZGTt77s7wPHFeWMtMsWsswj4b5qovRPeuDlDtbA3bXco6rjpvrBX/szjqNcTyZNPzg8Sk/3J+z9Lh968Yah/N2Rdh/fXtInkg+PJrz8LhFhMAoSyiyuGAge/TDvIndt0RLsqNIt18Yz821+L2oTcu0cRTKUlmPjHKD2jjyRKJEzFTsrF1BOc+X7xEBi86zaDuKTJGmEu8CqRSkicR5xfVxzqRqmVSGg3mLc9EflSVR/G4MUia14biySCHYGWbs09EZj+zN6Vr26ARiFE+RSsZlSmqj58xaT6YFW6lmVKacLFrmrY1oCnFGZE+IgquxIUJ4TYynsSGqkjLRKBkRF3RghGCQa+5slkwbh/EtiRTkScRdWM9T3rHVn0Oijqmso8wSikxh+u3fZfD08rZq4gZu1XmECYwKRaIlJ61B9d2saeup2h4VIcE7RyJ675uStLaLwFob2CgVhCi6ne9jlsLZCFP0auu8IFUSMr0Mpv7EP17PrSuxdVVX9Qn1VYSMXtXz6+1rY1KtuHe04IPDGIy8ViRsD7MV4LIynq2hvPD9fZYf7f2D+ceK8FubJa/vDBgk0SOWKEmiKj44XHBaddSdoxX+KaP7x3XS9qbtZxL+n/QXh+dtckop+Pk7G6wXKd5NkAQWrcMRWC9SrHU8OW14fWtImSpOa8O7BxU31nI2ygQpBPvThjKVKKGZdY6yH1XO+5He168PGecXzwTw0aRaedyOFx2L1qIk7I4yfuv+CZmKInRv2jCvHbvjBBBsjVLyRPJrPzzA9GT+1niGWcQwGOf56KRmZ5RBEKwXCe/uR/F3UEX8grEBiaczUHW+J/lrtPYk1vf5kbEbsySuR0yAwLiAMY7GOMZZynFl2Czj2DDRkKUa1UZhJHAgJFkSR7Sz2qCljHgIKWicJ7jQb3LGLpBSUaCkWlCmkpvrOa9tFOxNO/ZMgxCCPInE0EVjsD5gfE9FD2ejxJUu8rBoI4w3+r2AEH1pcQMxRF+XllSt4w+fzFgvU4ap5vpawcG8Y1q3WPv8rtZyhCl7YTXKE4x1zBv/FN9smEtGeUptLWWquDHKGZWazloWnY8iTcRfkxBzPIOI7z9vDYlkBUPVWiJC9H+pvpt1fiy4HBs6d/bvEMeZoQEhw8cyzz6prsTWVV3VJ9RXETJ6Vc+vs3FZwryzpFLy3sGCRMdHT6Yl0yY+6FrrLnx/z/uyXkSEp0oy7D05y69dXyuYd5bDece8tQzz5Cmj+/M6adfHOb91/4RRlpDquH4f+V7JCwn/F/2Lw/M2Oa+vFTSd47TpaEzsBwwSzaTueHASX7d32nCyaClSya31AdfGGUWqeGdvhj7uDetN7CT+1PUxu+OMd/bmvLUzYGuQXzjTvaMFAKMsQUvBw0nNpOpYdI696R7fvD7Gec/jRQy0rjvPa5sFb+0MOZp3GBtYH6RsDxIeTVsSpciVYpDpSCPvR0p138l5Y3vAO3szjhYNR3ND0uMoskShZMD5wKSx3BhneB89SyGEM4HQM7aUiP8iZASMntaWUiuC9+zNDFpITiqBloJhqkgUWB9F1u44I/ho4r85ztgdZswb2ycVOExv6Bb9qCsAzkVv1qJ13DtqMN4hCEgpkEg651i0jlGuGWRw2s8hJVEghhBFUCTCS1IJQgRkiOJs3sWuqiDmY+Y+oDJJYz3TpkMQReL2ICF4j/eG9hmdLU0UosGD0jIuoxSazjqarl2N8+BsO7I2JlrQfGDWOVrnKRNNwLFWpgxbw/G8w4VA2sOHGxu9dDWx4xUC1K3Hmo5cCxIlaM4RX8Olf14uAyQhCtyXrSuxdVVX9Qn1VYSMXtUnV64lTee4f1rxaFqzP1PcGOeUqUIgmLUxeuZ5398XEeHjPHlml2qUa76+O2JrlDLOk6eM8M/b7Jw2JnbDrOOkijFBqZJslAl5op8r/Jf+rM6+2F8cnrXJGUeYghCgaj0+wNogZdEY7h0vOG060kRhbSTt390e8va1IYvWxvzB3jM1LhR1JzmYtcCUvWmGVoLbG+VTZ9qbNrTGkSaSe0cVj04bSh27PdPG8u7+PG6EbhZsDTNEAIng3YM5Esl6mTCpDDc2S25uljyeNlSNQ0pBZy2zOi72781qUgnf+vouP/faOv/X+0fs0yKkZJAorIPKOBrraEzgaNGhlCSRcVy2fG4HAB87JD6cAVCr1vLYB2aNwQNrRQJC0C5hukqwM0xQSlEZj+/ne3vzNprOASmiqFP9HE4CUkpM51kAvjEoAUrGsePWIC4BVK2l87ED11iLCGGVERj6851bYEQKT5poOhsXQIz1VMYhjCPLNM5FDIILAWcDg1FcKlh0nq1BSudDFD7GMm3PYnsEUfjIfmw3TBV5IjhZtEwrgxBxE3G1cRmg6gLGdpS5ZiuN4eyzxlLbKJK9j16qPNMEH3MuvQ9U55haSyWsYRWppKSk0DGayTlWwNaPq9D/+petK7F1VVf1CfVVhIxe1SfX/qyNINMQ2BikHM5a/vDJFCUFW8OUw0XLG1slD0/qp/xQTc9hkjxNe78swi93qbSU5FpxUnUcLNqP9VxlWhECK+N8qiSTuuPRpGFrmDHOE1rree9gwa314oIwbIyj6iz704bDecxyFMDxvCWTkrXyTHCd1h3OhacglOc3OZe//50PeOGZVC3eBx5OauaNo7ORqiQV5Imm6Rwniw4lJUfzlo1hynquuT4qSIVklCvmjUMIwYOTmt+6f8z/482duJXnPR8cznk8qdmfN5xWFikF24OMeWt5cFixOUgYZgnWBvanLUoJ7mwMeDSJCwk/fWuNtVKzP2swNjDMNDfHJXvUPJhU1G30bXXeRaSArtgcnrJWJozLhDd3hhwvOmyPhR+kOvqdnGeycAzzhDLVKOnjOLXvDlmioFgKLYgRPTNv8B6yVKFlpKUrEbtbUghq6zmZ1DGqhxB/T/UA0XEmOaljmLUU0W/V2jjWXD7/rYsm8RAciIAUnkwpfOLpmtjdaUz0cCV9t8eF2GVKtAAbsIDtApU3aCWpu9ghcz526HzfiX2th8EezDokcVRZGYuxjtOFpTJn6mUp6paeLAPkKi55KCl5baPstx0FEoHxMdEhIHq0BjgX84vWipTT2hB8YJDpflwdaITDCVBKkCOZNj0jjegRY0mrJ9L613Ts4tl+lLhkbC07W88Cp36asPBn1ZXYuqqreoH6sgE7r+qz1XKc9uZO7LzszaJwuHdcUdWW17fjJuJGkV7wM102lx/Po2B7c2fIINUrEX53c7ASSJf9Xo9OKu4dV3GU1wv3Z3munmVk3x5mkSK/fHqd+9+St3j+1907XrA/bbmzWXJnaxC7FJ3jvaM5b8sRiRLcP654/2DBxjAh+VCszP3nhd/S7P/hUcXDSUXTxTHNvZMFx7OO7UHCXAvmraVzgTLRK7bVxiCldZ7tYcbWIKO1HuMjYV0rwfW1DB88v/dwxiBTvLE14tGk4oOjBXc3B9QmipujRUeqYkC4EoKqtVgXH7prpebeUcP+rGHexM7OorW886TDBShTRaolxhtOqw4QCBHFSgiBG+sFSgj++Q8PubtZxK3KNHbfOuejqBKBzgmUkFHkhJiNWGYaH0IM6A4X0Qxn7CiB7mOL1jLFrPUgPE5EFSAA5QPBxxBr48B7x7jMUNJztLCrcObgQeqIOTjfaPEh/r6G2G2btx3reTxbcFFQKAlCSBCOQgscYsU3q7zFeqLp34AyUZyn6iyvMIqTwHHVMcoThoXi9mbJou+gzRpL6x3eO4J7Oox6FQbtI8ttUwp205y1IiMxDu89oQsMU8W8c5iepyEDBOeou7iZuehs9J85x7R2zBtH8B7jIu2+SCWN8WjFU7gMKcB6gQtnId+ZjNuYS0TG80TVZ9k7vxJbV3VVL1BfNmDnVX22Oj8CXC9SdkYZb2yVjDPNonP87O0N1vvOj2zEys/08KS+YC7PpOS9ozl7pw0bw3TVtdqbNjw8rS90rZZdqsN590LLFs8ysv/hkynGBd7cHTCpLNPWkCrFm7sRUdFaz+EsGugzpehMFCNHi45Bprm1XvLmznCFGHj/oOKd/RmFUlgbeOdJjCWqWsud7QGZjtt3948rjhYde/OGo3nLjXGO94EiiyMk4z1ZohlkCVJKhFyKLslmmTKtFjyZNIzzhECIG4hSUGYpeaJ4bWPAwbTh390/5f5RzdGi483tktfWSxatI9WSHzyyPD6taYzleN4xayw+RGP4z99d5+Z6xrxxHM8bWh+wLj7ttwYZsybO9TYGCcNM82BSM+0xGpVSzBrL9jBlXKRsDxNaB48mFaNME7BkWuCCYKPImNUtRkEQAhvA9wHjaRIjiNrOUpk47hM9fwsZCF6QZwoXoqHd9Z6xWWNJtGQoQGrJ7jCn6xzHdUemAq2LWIq1IiFPFNYHnPcoEX1bnugRExIqGzs5UsQuUhS/Z1t2vhdxhBgTNM6jf602LmIbOONwLUGfxkf2lOj9aJ3xPDltOK0Mu+OMR8cVNgSqzhKQJFJihMQIf0GcSGA5LU+kojGBzjgWraFMBI0F42MGo+3/XGQ6XpgLnuPaIk4rdgcZ08pwOGvRKhrOrA8kSqC1ZJxpgifGC9mnsxtdIHoxz20+Vh+X19PXskP3snUltq7qj1T9uKGjXwUQ6h+F+jT37GXu72UfXqoURgdsiA/nZSA0nPmZprXhw6MFSkiyRJKoOIp7W45onec7t8Y8mjS8dzBno3z2pt95kddah+27VD4E5q1deaaeZ2RfcsJe2yy4tV7S2Ugyb0z0cc1qw72jBaMsbv95Qvws51eoiUGq2RimfH13yEfHC9byGEOUaUltLO/vL3h4VPHH3thkmGqcDyw6R5kogoONQUbdxbHeKJUUWnFcdVwf54wKTdV5NscFmwNHZQMewa2NkmlrmNWWqjOc9DT86+OcRCoezubRH6UliYyC5KPjhiKZopViXGje2h7wvXsnfHRcseji9zuVgcY4vvfBCXe2Itl/3sU8w6rzpFqQKUmiotl+1tp4r5xHIAnBY72nbiLd34XAewc1O6MUgWRjELcZp42jNpYQokHeu0AhJcEL5tbhQiToOwKdF2gdKJKERMWxqwtRbFnnsE6w6CwCQZYItFaUWjAusx6U6qitw9rAk2kLRMFmvY/fU+9WWAIhzozyy005B6QCnDjzGCkBRSrpTEDr+Pu/7an/nQu4EN9wmMYtxKpzGN8Llb7TtewwFYlgnEqMC3Q20PrA9VHEStw7qjAuoMVFztYyDsf7OOpLFLgQ6KynszFHc1ob2j69umo8rgfRLjt9qYLTBcwre9bZ6v/8JEpwY1wwyKOIs67F+GeLI88Z1uEzWLA+dV2Jrav6I1FfRujol/FMX2S9iCj6NPfss9zfZ/nw6s5inGdY6Kc8WFoI7h9V/ODhKVmiKE4VO6OM62sFeaJYtJYPDyu+9+Ex1gfmjWVn5Lm+VgAXtxOVgA8O58waE0nXbRwR7QwzXt8aMLimn2u+HxcJo0JxUsWOVvxsw/uHC8o0nuODowWvbw24Nioi6d7GjcVpYzAu4P2Zif607uGlvbisKx/Bn10MRbYu8L17x1wb5wy3SjyBcR5HhJNFx/ogZXOoeTxteHCyoD2IG3jXxznfuDbm2jjnO7fXGOeahycNv/3RMfePK+adZXeYY5znZNGyN21QIpquN4cJNsTtuR/tz9kcppwsDIezhsOePC8JSEH/QPXMK8ukNry9MwARmDYWKSxCCfZnLalSBDzWeSaLjkJJ6hBN/pFvBVXryLXlR3tTxsUGQhD5XEKgRKDpDLM2bgMGoKv9aouvto5CgxKCzsbxnnOGpMckhADOWyZV71vqVcC8jQwnIyOGItOCycL0HR5Pa8+CnheNRao4/lz6j5admZUo6qv1fbdLxH8miSTVmlTHs2UydiW1FHH0Z32PrQg01j0lVAy9qHPRP2WcJ9GKQarZLjPWioTNMuXJaYv1UXwuye3Lo7l+xKp775hSgkXr+MHDCT5ERMMSvVAT0ECWnEX3BMB3ETVizcVOU7CBx9OGspGIHrmx/N5crvMi8POsK7F1VX8k6ssIHf0ynumLqE8jij7NPfus9/dZPrw/dmeDqrPMGnNhESLXisfTmlRF47voR2sQjb6ntWFSd1gf2BqmOM/q67uj/MJ2okCszjlvHD4EqtqxPcq4d7wg1fH+PG8D9rWNAbujlMOF4aTuOJl3IODGuECpiEd4f39BIiU7w5T7xxWVicTuxsQH69u7oxhLdM7L0jnHSRU3CrWPXY+TRReJ+4uOprPMO8e0MswaS57GkOWq9dQmbhyWmaJMFc7Bu/szNsqUUaY5mnd8cDhnsjAM8oQ7myWT2vLO/pxr45RcSRad48Z6wfYwxwdobc1x1dBax3qZUBlHligSKVEqbpV1LuCcJ/iAE4G9Wcsw09TWIYVA2AjZdEkUmU1nOaktozR2tZxfJfjg+u7iovM8Pm2oje/5X455bZk1LqIRZHx95y52bowFJ8LqYW495CkUuu8UudihuhxT6Dw0JjCpGqSQVNYSvEQIKJLoPfL9+xU6XrvzjsY9XzgkvTnK9YIndB6FQ4iYTmCEYGct5fZazr2jis7YmALQRbzBs95z6b+K1xZIfOwGfjSpOKoUomdZ0dqVWDtvNHdA0ivHzgZKGen5zbkuXaqjxwoHWsdPDQQSHTtjIYQLENKl4LTETmbczhU0Jn4flh6xF5gSXrjOH4cYuxJbV/WVry8jdPTLeKYvql5UFH2ae/Yq7u+zfHhaSu4dLS4IsDsbJQezls0yQwvJ/eOKMpWkWnLvuGJ3mBGI2YGNCTjHqlN0MO/IeyJ41o/7BHBns+SdJ3MQMM5TdoYxIzHXanX+j9uAfXNnSGsd09rwew9PuamL1X24uzXgh09m3Duu+M6tNTaHKQ9OKnbSHK0UdzajAd44z/X+YWtdNGbPW4u1nuvjnFljeHxaU6YxzFhIyaJteHzaslYk7I4KEJ6Tx4ZBpkmVWhHjD2YN+7OW9w5mbI0iZf60sqyVCUJItocJtzdKqs7RWUdeKqQSXB/HTuDWMGPaGB6deLyUbA1yvr4LB7OWyaKlNQGtBZJA1z/VRQCtJJWxgCBNIsLD+vgA7pBoGen8tfHYXvgIeoq4jw9/6zzv7S8oUkWZKDrnmPVzJ7Xc4nvGiMpzNtZbdqOUkNQ2oJQgE5JECeaVW8E000QivCfTUXC1LrbNBJ4ylZSZBjpaA3mq2BqlGBMwfbrBUlAsf7w8U+sjRmF5ZkEU08vPzXLFINHM2tj9KxO18jE9b7a2/GnZg0JtiCZ37yO+YpRL6sasooQ4dzaIYmP594YskVjnafvXJv3PWy/iPfZxFJn0eI3Guvh9PifiVufpO33LyKHgA0HQM9LiPzv3tHfreSX5dOLsRetKbF3VV76+jNDRL+OZvoh6UVHUGMdRHyWyO8ovvMez7tmrvL+XfXiXBVhrPY+mDcNEUaZ6dfZ5Y3B4rq+PmTfRJL1j3KqjpRQczTuGmeJnbw9WnCwTAnc2B8waGyNW+s+etnFktQSpftIGbKYVWRK7Hnlydv7rawXWeT44qjiqWq6vFfz0zTWur+UU6fmwbMHWMOP7D0/Zm9UQ4obf1jDj9e0hk9oy7v1ee7MWraIIenBS01nPRhkDiK+NMnaHKc7FMdpxZcgSzVoRaJzne/eOubVW9J6jSDkfZJoAfOPGiElt2B6k/Jv3j5k2ho1C0FpPrhXX1nK2yoz1QvPegeVw1tE5z7x1aNs/mAmIvkNXm9i9kYA10fcjBJRlivaxC3Z9nPHhUbViY62YU6HvVvkoTFzjqTpD3fYiRcbXLo3V5zKNV/E3WkDX/5yWsavrA2il0AKkkCSJx3ah3ywM/YhNoFRA+Tjykz0SQgBKSbTziABN5xjkCeshwUzNClegAK16e9V5saMg06JnUkVPYqklm8OMyliOTjsyGQGfwp+Z4y/X+Z8PHoSOIvZg1q7GhbP6LP7nWbX89XEsC1N7ZsJPtYwCtu822hDFSW3jMoC5dM/PR/pc/kwb+sWBXhg3/uz7vBo7Pv+YPzYf15XYuqqvfH0ZoaNfxjN9EfVJoqhqLQ9Pah5Nauat5cPDBYvW8tbuCNVnnzzrnv247+95AXY+q3AptgSRnZSlikGaYEw0ai89WgfzjqN5h1aSb14/E0jLc5seJyCEQCvZgz8VPoTV+V9kA/ZZ90EJwWZv8v/O7XVGuX6m8Lx/XNEax8/cXmdSdZxWlpOqYa1MKFPJ/sySJpIiVfzU9RFKSDpr0VJyd7vgOzfXEUKwd9rwcFJT5pEfNSpSOhM38wotmdSGqo1hy69vD9geZHgC08bQmsBGmfGzr63T2cC/++iEznqKJI75Fo2l6SzvHsypGkueRFBp1cXlAhdih7JIFVJEoGki6XMMFUoorI+ia5hKiiQuJqRaUPejpuX3M+tp77HbqKmMY94t8R0CY8MFcXX5gR2IHS/oOzoibiwmUvSE+LDqbArRh0iLOK6FmD8oiR23zjqsELTWxvFj/6Y+gHfRWC4V5GEZkBy7OaH3aiUKykyTqChcqz57MBEwyAQHszgmFQTQmsp4LFEgZiJ2gbpzqms5tlv6w5ru7N4tX2aeoWDOC5dAP0YFTIibiok6Y5GlWsZMydavXqtkbBPac2eQl953KaKWgncpolX/uuXoc5nJ+Eldq8vjz1dVV2Lrqr7y9WWEjn4Zz/RF1CeJor1py73juD23O8qZt2fwzDe2h8+9Z5/n/T3/WY9Oaw56gGaZKXZHGY9Pa3KtmLWR0rM7jh2kk0rxU9fHffj10+9VpqoHq1qcC+yMMxrreHuzvHD+j9uA/bj7cGejjL6sZ9Sy47hWpNzeSDA9Xb7qsQpBCFrnCAJe3xqwM8r56HjOewcdrXH84NGUo3nHT99c58ZazgeHcyAKC60C+9OGPJV87dqYeW05bTrGeUJnXY8Z8L34sLy5M6BMNf+vt3e4Ns65f1Lx+KTGA2/tDvjgsKI20WyutGScp/hxBL26EAWdQ2CsQ4rA+iDHzVukkGwMEprOxYdxkKwVCQdzz+2NkkHaMG+ioR8EWkHVWJyCuotCThJHXtFn5XuBcvFBvEIl9KOspU8ojhRjsHRkrkm0cKsNOlQcDS7FN8D1tZxZbdifO0wPmQ1EAaUALWUURiH+mOCj4BQghKAlbvCNUsX2MGPROVobGBdxRJ5qhfMxzkZLQWsC3ttofu+vQci4HGGcv3Cd539sWYrFaHiXMgrNT+oKKdW/k4dhLiIB38cOn3OW5ly3SydRHtlzJrcAKyV0XnRp4o1fnkFw1tFKBCuf14sKqCvP1lVd1XPqywgd/TKe6fOuTxIDh/P2wojxazsjIHaGBlnzzNzAZX2e9/fu1oDOen7thwd9lyRhZ5hyfa2IcE0fuLs54HDRrc7yM7fXP/bcD05qGuOZtZZxqdkd5dzeKD71+Z8i1AvR+6ZaHk2bZy4kXO44xoDs6EMLwM/eXuPGWs79owXjPOHRpOK3759yMG/YGWcsWssPn8y5d1zx87fX+Q9++gbv7s95Zz+Krs1ByjdujHl9a8iDyYLWeXbHGU0Xs/SqzvH61oBv3VxbnV9JwU/dGHNzveDfhENe3x6gleS0j4IhBLSSfPvmGh+dVNStpXaOycJgvevxArFLmEkZo2GEIE0kxgaC9kwbS5lIpEiiYFEWJSXOeRbGkaUxn9CFHgXhPS5IhIdRpnqBd9YlWXZOlmM8EeKGpOh9UrFTYwkBUhUIQvRh0wERPMJHJHwQEiUV62WCFoLOxaUDY6OgyXX0b5WZYtFYVIgIBxskrj+TJJCrCDztrOPhpO49WoGOiGwYZIJFF+isi0R4Intr1TULYC0kwq9E4zLOx5+7Xug7RL3oEf7FfE4+QKoEZapQUmKsQ2uo2kjEDyF6zYZp3LrMEoUkRIp9oA+WFgQRsPbckoI8dyYubVKGMxjpi4io8yLueWPVl6kvVGz9+q//Ot/97nf5t//23/L48WP+j//j/+A/+o/+o9XXQwj8t//tf8v//D//z5ycnPAn/+Sf5B/8g3/At7/97dVr2rblb/yNv8H/9r/9b9R1zZ/7c3+Of/gP/yG3b99evebk5IS/9tf+Gv/4H/9jAH7xF3+R/+l/+p9YX19fveb+/fv88i//Mv/sn/0ziqLgP/lP/hP+h//hfyBNz8Yf3//+9/mrf/Wv8hu/8Rtsbm7yX/6X/yV/+2//bcQy6v2qvrD6MkJHv4xn+iLqeaJoY5DyaNpcGDEqKXhze8gwb/jOrTW2h9lz79nneX+VFNzcKHh9u2SYaYpUkca/pq9Gojc3Ct7YGXziWc6f++furK+6Fy97/sv34dFJveoWDp9DqP+kjuMoT/j2zYxhpvnwqOLd/TmtcWwPM0Bwcz1je1gwqTpq6/njr2/yiz9/m393/4T39mdMG8vuOKexjlzHMWQQ0LmOu9sDXtsoubNRIlX0/ih57rpF9CmN8oQQ4jbnrLGkSqCU4mu7A7QSvHcwZzfPGSUth4sOrQSpVggfWBjH5iBhlKdMGsPdzZy1QcK0MgTgtUHCaWU4WLQILzipWirr2Swz1gcp1nkO5i0hxIWHVAmElIzzGNkDPSiUuPGX6Gi+b13M7As+igKtBNbFkXOqJWWqGaSSUZGwN+tw1jMqNN57ilRzMG2ZNR1KKspE0wnP1jBllCdMakPTb8p2LkJNkYJBosj7rUWlYsrzSWURRL+Y6lWTEpCnCbqN1Hzbt3qkuujz0kCZCmZtQAHDQiNCoLaerp8VXiDX88kdLYgdJimjdDI+sFZqWiuoO4dWcQwqAyil0FqSa4H14IIkT+IYVoq4dNDaGLOVJwJBwAuB8OG5bK3laPBFSskzZhlEgWdegZHrCxVbi8WCn/3Zn+Wv/JW/wl/4C3/hqa//3b/7d/l7f+/v8f9v78+DJLvqM3/4c+6ee1XW2nu3dgltIIGQMZsBMQq8MMyCN1mK0RhsNmMBM2Mx8QM8DHLYYZsJGxNm3gnE2DjwhMdge8wi2RgEyGBJIECi0a5uSb3UnvvdzjnvHyczu6q7uruqt2qpzyeiQ11ZN+89997Mvo++y/O98847ueiii/joRz/KG97wBh555BEqFfN/wO9973v5u7/7Oz73uc8xNjbG+973Pn76p3+aBx54wHzwgF/8xV/k2Wef5ctf/jIAb3vb27jpppv4u7/7O8D4hrzpTW9iYmKCb37zm8zPz3PzzTejteaP/uiPAGg2m7zhDW/gta99Lffddx+PPvoot9xyC6VSife9731n4nJZ1sCJmI6ebs7GNZ1JjiaK4kwe9YFfDv1jCq3lrPf6nqjJbOA6lEPPREvcQ+9bXie2nrWsZds4k7TiDCHEUWuvlu/PONQnx21IWGsa9ryJMtWCx1w7xu17MnmOQ8F3CVyB0j6uI9i70GPXRJlrd9QpBh7ffmqe+XZKrRiwc7zEdK3AUjdhS63AS3eOstjNeGhfY4UVyFQ1opvmph4JExHqJDmNXsZcO6GX5UxUCvTSiJFCyJVbPcbKIT94Zokc41OmFMy3YzqdjGKgmKr5CAGtOKcYOewcLzFW8phtZdQij1acs5hmFEPjfq9QJJliohJQDj26qaST5viuQyvOCHxzXbtpbmYBSiiHUIp85toJUkI4cI5Hk2QaVwiCwKFU8NlSi1hopySZSeP5ocNLto+y1EtZ7GYs9FK6qSIMTIF/rjRJlqMR9DI5jMKlg3SbMHMBnZ6kEJgoXrub9xsHGFaTR44wg8NDD6UVqcyRsUS4hyJ0YAQZGpLcCBsjKAW6/3fP6/9eHj9KdHhtldKQqUNdoKNFTa3g00uMb5fW4PkergNZrvp+ZhKtBYXAR2ozeUCqvrWEgkLoGJ+zVCLVoVqr1Wqu1poadPuFYQNDWNEv1j/ZCNeGiq0bb7yRG2+8cdXfaa35+Mc/zgc/+EHe8pa3APCZz3yGqakp/uIv/oK3v/3tNBoN/tf/+l/82Z/9Ga9//esB+PM//3O2bdvGP/zDP/DGN76R3bt38+Uvf5lvf/vbXHfddQD8z//5P7n++ut55JFHuPjii7nrrrv40Y9+xDPPPMPmzZsB+P3f/31uueUW/vt//+9Uq1U++9nPEscxd955J2EYcvnll/Poo4/yB3/wB9x22202umWxHIfDxcWZrms7WZPZ07Heowm/XCqemm3z4LNLHGjEIIxR6NXbRjlvonzU9a6nS3OtadiB8N2/1KOXScaKXv9Ypkh6pBCQScUjB1rGBVwq6kWfVpyzZSRipBDQTQ75ey12sxVWIJ0k4+uPzNDNchNRECZ1tdRNacbSPOwcYfadKqqRx1VbR7h62wiBL5hvp2yqRRxoJTyyv2mGRWvFbDtD6ga51My1M3bv10xWC+yoF3EcjVKC+U5CJ5VEHgSey1g5IvJdDiz2SHNJqnTfh0vgu4KC7xF4Ln7sUFE+zTijGLgUQ492InGD/sNeCGNtkEuEIwgcSFJjvNrLczqZ6EezXLQwx17sdCh5HirSdOKMJDMF+wdaOVLnpsCdQ/P7wBSDO9rUUIlMk8mMODeCYTCyR2joCk2c5zwx1ybLVb87sW80umx/ArMvKQ/93EszXEf0i/77xfhH+TwvL2A/PBgkAZmZc/D6ysNxHMoF0/AgtbG0UI6JdmotyPpDuVs6JfQ805m4bARPL1f4rkDrlQX6J1Jz5WFSwY4DruoP/HbBcR3STK2Idp0IZ21L1FNPPcWBAwe44YYbhq+FYcirX/1q7r33XgAeeOABsixbsc3mzZu5/PLLh9v88z//M7VabSi0AF7+8pdTq9VWbHP55ZcPhRbAG9/4RpIk4YEHHhhu8+pXv5owDFdss2/fPp5++ulTfwEslnOAHWMlLpysoIDFXoqC01Z3NfD7coRgtBDgCGMuume+c9LrnapGprsuX9v//+ZS8eRsm/ufXuC+pxe476kFnpxtmyHT/bXe++Q8+5ZiKgXf1E0txtz75NxwvXEmjzjm8vTgclbr0hxEHF+6c5SX7qzz0p2rC7nId42zfejRTXIWewmd1Ax0Dn3BaN9wdO98Z3htt4+WiAKXhXZ6xHVabgXi981Mn57v8ORMl0JgXMn3LcTc99QiP97X5Mn5NvOdlELgoQU0uykXTJbYNVGm4HsUfAffM75NrutQCj3qpYBcSp5Z6LGvkaA1lEKXLJc8vK/BozMt9jW6FEIzMqgahWS5qWXqphkHWzGz7RRXCC6eKlP0TQiom+b0spxUKlqpJM6M436aSwJXUA5dEynSuv8/4AIHM3i7l0kWOv0IVjthqZfR6OY8frBlxtwoTanogxa0MyMotDaCaiAeMo5kmCIT0OtHvAYO8xLz/nRg3oqZiZjmhywy+m81Qksf2qfGiI3QFX23fk0v08aL6ygMuv2OJXZcF8bLIdVCQC6NsMyUcZzvZppWouhmxvg09ASB1+9glBJ5mF9WKjWdRB1zTeuhHJrvD/2uxiSHdn//J3uIs7ZA/sCBAwBMTU2teH1qaoo9e/YMtwmCgNHR0SO2Gbz/wIEDTE5OHrH/ycnJFdscfpzR0VGCIFixzc6dO484zuB3u3btWvU8kiQhSZLhz81m8+gnbbGcY5ypuqtTZTJ7+HpdAQebCd/bu7iuaNmxjF43jxR4er5DnEnGymaWIZhalU6a8+RchzSXzLXTI44Z+aYLzQysVlQi/7jRt7WkM3eMlXjNRZOkueLHB1r0/JypaoHto0U81yHNTep3YGNw+MzISuQPfcaWR96S3NwXpaEQuhR9n1aS0ckkuYJK6PVn6EnGywGOcDjQSvjWE3NUCwGbRwpUI5/vPDVPmismKyH7Fru0EmmKqpVCK6hVPEaKEWme04wV852cQpAxXo7wPYFWpq7q0QMtENDsmWptYyHhUC36xEsa1xEE2qStklxRDl0cx3RC6r5tR4VD0Z8sz3FdD60lmRKkuSLPNa5rvLcyqZhpJYS+mUEZOYJcyaHJp1rNY+IwhkJsmb6WHKo7GvhSOf2aMi3lsOtvtV2LZX88zyXwBO04H6YuT5ZcQSIl3dRMHWjG+bCLcPn+JeAIjcYhcIQxwNUrU4QnWks1OD84JCwlsNRTw+Hep9rY9KwVWwMOT8/p4f8xHJ3Dt1lt+1Oxje7b8R5rPXfccQcf+chHjrlei+VcZ631Syc60PtUm8wO1vvkbHvdI4OOJ/yqBRNBEkKsiESFnkM3hafnzVzFqUq04piyH9k52IzpJJIDjRaVgsu20dJJRwtdR7C1XuTfXLOVRw40mW2lBJ7DaCmkFLg8/FyDp+Y6KDSB61IreIwUfJJMEiy7t4cX5g+8p6TSlENTELTYyfpGr6ZTsxS6BJ7DQicj6o8c2rvQY/f+5rCrrtHLaCc5tYKJlmUyw3EEvuchlEYpI+y66SASpQh8M7MwzTRL3RStjaN54JoRMbmCPJM8crBFKXDIpPG08hyHyHfwhCmADwOXyVJArjW9VFGOoJ1KklTiux5CaIR2cJ1++g7TAegKidSw2E6JQknJd+mkOanU/QHWpk5qLcHSQfpuuY/UcjEhAHLokZPIldusJrgcYUYFha6p0+vlRiwMRuOcDLmG+VZOs5cbE9h8Zd3YAI0RU46jCDD1iCdarDO4Pk4/YuUCkW8O0uuH4pZHBE8HZ63Ymp6eBkzUaNOmTcPXZ2ZmhhGl6elp0jRlcXFxRXRrZmaGn/iJnxhuc/DgwSP2Pzs7u2I/3/nOd1b8fnFxkSzLVmwziHItPw4cGX1bzm/91m9x2223DX9uNpts27btOGdvsVgGnIqB3qfDBPVEo2XHE35aG0NKrc0YFK8/d6WT5ix1ErQDO+rFI475/WcbRIFDvRhy6aYqzdikrCYrwUnN4hxc/70LHZ5bjM3cyMBlKogYL/koBbPthFLoUY08DjQSHt7XoBg4TFai4XBt1xFH1L2JvgdSnEkmKiGyX+DfijPSXNPLUrLcdKdpZWp6HFewZ67Dl5KcK7bUOG+sxKWbqvxof5MkM3MUN41EHGzGHGzEOJ7LWDlAAWluqqhdz8EVpttNiH4hei7xXRepNK5wcV2T/oszTa4UvtAUQ79fu+VTHfXJMkk58oYRsscPtonznILv4LkCxxFIpWj0chzHpRiAahtRF2eY+YVKk+Y5TjHH9wR5roZ1U+4aPt6DT67EdM7JZREtlv1OwhFK6ai1V31D1kHhOpj0n1bg6pOP+gyK97vHSc8ZE1eItcTpz9E5kXqsYdH8MqEV+R6NOB+KOLf/WTxdnLU1W7t27WJ6epq77757+Fqapnz9618fCqlrrrkG3/dXbLN//34eeuih4TbXX389jUaDf/mXfxlu853vfIdGo7Fim4ceeoj9+/cPt7nrrrsIw5BrrrlmuM0999xDmqYrttm8efMR6cXlhGFItVpd8cdisaydU1FrNXjIt5KMVpyRSUUrzmglGZtr0QmlLgeiafmonMGxBiN3ViNwHYSGhU4yNLOEQ8KvWvDZ2U8JzrcTFrsJjx1s8q3HZnloX5PHDrb5/t4Gexc7wxovIRiaqw5qocZKEVOViLnO2mvJljOoCXt8psVjMy3m2ynN2ESMeonp0nt8ts3D+xtsrxcBONCMWeymOAI6iRE+exY6K+7V8rq3biaZqkZsGTXO+3sXWhxY6tLspUyWQ0q+S6OX0eylxLlEArXIpCsX2jGzrZgn5juEvks58Pp1NorpWoHJSmRqrQTMtVKene/SSlLS3AgntCaTOa1eRiYlaa7JpemME8IUxktp6pZcYQqwFQockyIseG7fBywjySQCE/07b7zCjrECF09WjMFt6FOOfKTSNLqSbr/uKNN9iwjRT2F1Ya6dmhqrfvQpXfbwH0RnljPwwnKB0DtkR7E8TbYeBu+TCnLZjwTKQ/ty3JMXWk5/rWuxjFDKRPaSzPxXc+KiJadvEOtALzMpXr1MmOanQEQeiw2NbLXbbR5//PHhz0899RQPPvgg9Xqd7du38973vpePfexjXHjhhVx44YV87GMfo1gs8ou/+IsA1Go1br31Vt73vvcxNjZGvV7n/e9/P1dcccWwO/HSSy/lX/2rf8Wv/uqv8qd/+qeAsX746Z/+aS6++GIAbrjhBi677DJuuukmfu/3fo+FhQXe//7386u/+qtDcfSLv/iLfOQjH+GWW27h9ttv57HHHuNjH/sY/9//9//ZTkSL5TRxKgd6n2oT1BOJluVSsW+px3wnYc98l0ros3nUpAM7Wc6OeqkvFiJecf44Dz6zxMMHmjw928Z3HS7bXKWdSPY3e2RK4SLYMlqkk5gn4uAaDTiRNOnySOJghFKt4JPmpgasFHh0kpxeqvAdhz3zPV62cxTfdfjunkWk1pRCn8AVbBstIYS55uPlAPqp0eV1b54jeGa+y1ce3s/ufS3muylSKWqRR+AJ4kzSzhRF1yMKFM8kOY4wD85UQuS32FkvsXW0gOtoHpvp8uN9SziOIPRd4iyjlWYmdec5CGHsBOJMkcoMrY09g7FsEMSpcYlPB27kChCawIWpSkgzlqS5Ee1aHyo32QRcMl0lV4oHnl6gEJr0azc1qdBelrHUWdnJJ1kmcACp1DA6dfiDv9C3XRiM0Yl840BvrBhMG6eUyji7c2LpvoE5a9bvVtTKiBvfMcLzVAR+FKaQfy2fxlyvHLQ94Gjpz6MxGN0zeFQroJmeHqf4o7GhYuv+++/nta997fDnQbrt5ptv5s477+Q//af/RK/X4x3veMfQ1PSuu+4aemwB/OEf/iGe5/Hv//2/H5qa3nnnnUOPLYDPfvazvOc97xl2Lf7sz/4sf/zHfzz8veu6/P3f/z3veMc7eMUrXrHC1HRArVbj7rvv5p3vfCfXXnsto6Oj3HbbbStShBaL5dRyKmutjleMv96asPVaQcSZ5NGDLfYudJiuFSj4Ls81YnYfaLG9XmRT1aS+nmv0CF2H8XLIy3bV0WgqgUe97FOLQmaaMXvmOzTjnGeWTAdfL82ZrkbIfjosV9rMxcvUCuG3lnNcXrxfCjxypTnQjMmkYte4SUd6ruCZhS5LHYc9822U1sbmoWQ6J11H4AgzV1EqzaMzTTpJjuea4crj5ZALJstU+wX8iVRMVCK2jRaZrEYs9TLmWgkaM/dQKVPf1Y5zypFH5Lt0U8WBRky95OM4gqX+AOzRos98J6UYOGytFykVMpY6KVJCJnOSXCCEQGhFIo1QMo7mHnGa01F9KwXMg97MGhQEvkch8ElVjisESksQTt8d3unbU5jPZC9TtOIejiMIHMFsOyFJlanFWqaiNCbCNRBIaQZh4BAJ46Wl9aHROIFvauF818VzTJ/jZDlgtpMw004RWtHRDp6r8BxQ2crI0UDUrRZNGoQLagWzEuEM5oEqukluiuzXaO45uGbyOPVPa4kiDX2zBBQ90x2o+k7yuTqyyP9oImzYJCBOX03W8RBan84speVwms0mtVqNRqNhU4oWy3GIM8n9Ty/gCLEiatOKMxTw0p2jJ929eCI1YQPR4jmCA42YfY2YJDcRrc21aMV7B/t/er7Dw881CFyXHWNFpmsFpFYsdjJmWzGVgke9GOK7DnsWOjy72KUS+Sx2EjKp2TVe7pvB5hxoxuxf6lEvBbxkZ50LJsqkmeQ7Ty+YYcdCoLUm8l1ecf44O8dLazrHw693mit+tL9Jq5cy00rYOV6iVgjYM9dhf7NLJfI40EzMwOhcEbiwqVakVvS5cusI2+slHjnY5JmFHldtrdFNc55b6tGIc7aPFthUK5gOx4NNpIQ9821KkTG6bMUZs+2ENJc0k5w4MV5TlcgnkZrQETSTbBgpSzJTX+S6MNNKUFIzVg4I+/YQzy50WeqmRIExh20lOb00w3ME9UpIyXM52IyZa2WHZv855gFd9D1qRY9MabTU+J6DFuD369C2jRUpex7NVDJZDnhirs2+pRjd945a6GZIafaVHuOJ6/SPGwWCrO9jlvfTeOXIZboWMVIMOH+ixEI3o9VNeXq+TSOW5P1ZhsYXDOJ+aGt5+vFoAid0jICul3ySVCFcSDNFqz9gcLUxOAM8DkXRPMww68B36WXGaNTBiKXVBlWvBQeT+vNc0NLMPByMS3I5lB4cnOuxDuMtMys9EVTS5ZmP//sTen6ftQXyFovFciaMT49lw3B4YXkuFY/PtNm70EEB5cBj80iBl2wfIVd61YjRYP+ucAh9E2Xau9AFYMtokVKo2L0/YaISUol8nlvsstBOKQYeWmkCx2HfYpfQcyiFPovd1Bh3Cs1UNeJlO+uMFAMeO9g6ZLik+//t/3Wt53h4JDHwHCbKAe1+rdZSN6WbSPY1eggBi92MkYKJZNHLaPZyZtsxUd/3ar6d8Oxil+31IqlU7GvElEKfyHd5aq7DE7NtdoyVCF0X7UIvUyRZTDPJafYy9jUSHMyoGzOrUBD3HdUd18MRDlIZq4ZMaTwBVd9nrByC1KQaap5D5HtmLp/vUo08SpFHOfSYaxv/qMBxiAKPWjEkV5pUagqBS5ya2EkpdIYO+uXQRJdcVyCVZLGbkeRtqmGA78FowQdhjFi7iaSXKoQ4FIU52ry9oSASxsFdKXA9E1FSytTAzXcSSqGL4zgUfYfdSzFSCwquoKMclFYoCemy/R5P4wR9IRO40OzmCBdkokyd1HHeC2Z9Qd8LLPCMiapU/dmKfbGqtHl9vXprEI0LnH5XZt8bbHD9VutgPBZyo8JaWLFlsVjOck7nwOn11ITlUvGtx+f43jOLeI5DKfCoFDxasbGaXK3jb/n+A8+MuTFpK4fZdspkNVpRb5Xmitm+0Ap9h2acsXWsxEI35ccHWtSKHgXfJ88VRd/HcQULnZTIN1GZCycqRL5rrA08U0/27KIRdms5x9Xq0KZrBdppDgKKvstiLzPpQEcwUQhMLVchYOsIzLZiasWAkaLP3sUu53kOE+WITbWIJ2Y7/dmAHr0sp5NIJqshqdRmfwKmKhF7F7vMt1M6icSB4dDiJFNEoUMxdFnq5oShw6hr0pDlyAyJ1koMB2oLIZhrmchYJk1nYeA6jBQDQJCLvD/vL8fvF4E5AsLAw1OKzSMFstykZaXSOEIwVg7ZVI2Yayfk/eaELFcs5MbgNPQcqoUEoQVT1ZC9CzmpUiaqhUmtDR66hwsuvz+8OlYm+hU4RqCgjaABiNOcoufQTTIOthI8R9BRGiGMJ1kjNgayy6NNcKQoWT5KJ++7peMYRZTlJiq21kpkpaAQmrSxEEYQB44xCE1ySTsxMxqPJ4SGRfgcqmUDCH0j1rQ4VDe23pqtARuZxrNiy2KxnNWcTuPT9dSEPXawxXf3LlIKPUYLAUmuWGinUA6OWqy/fP++6zBRCdm70CXwzAiQhU5CL5XDeiutFamUVEOfJFcEnsu2egGlFPsbMVmmCV3NdDXiwukKtcgfenMtP87ygv2FToIWUFvDOR4tkliJPC7fXGPzaIE0k3zz8Xmenm9TLwXsne9ScAVprqkVQybKARdMlegmkqu31nhqrks3VaRSUe2LvW6Sg9CMFn1SqRktBsy1EoqhQ5LnRH1Xz9Az9gm+69BNJBpN4LmUA43MNVm//myxk5Hkik3ViC0jEc8t9ZhrJUilacYm7VcMXHzXiKNEKaQ00ZdS4OM5gsVeRuS5lEOPdpzT6OYUfSPcZF+oFQPPpDRz49eltZmBWHAFke8w0p+3mOSKSuQxUY5Ick1HZaT90TmIQ/P2NFAK+kXv/WhYmGmSvjhxHHCFMNGtfg3UbCdlsZfjew71SohUijh3KAUO7UzgKU3kmfoqz3WRUpL1j+32a8Zc75B/l+67yyeyL2z6tWJrDQLp/j583wwCBxMRnRop8Pj+xtCVfi0MasoGqUOtzdryvnJ0HVMPlq6h4GsgKAcdm6t5eZ1JrNiyWCzPC07HQO+1dhTGmWTvYg+BIPKMnUApNP98tns57ShbtVj/8P1P14zFwZ6FLqmUuK7Di7aUkUrz5Fyb0HVxECz2TCJoe71I5HmMFEMu3Vzl0umqiQ6FXt+8Uw29uY52HoN1rrVrcrVI4vbRIlO1yERuIp9Lpis8Pd+m3csRApqxcaasRT6FwMMVDiMlj/GKERsPP9cgl4pOmuMJhzTX1IshvUxRCDy2jhYo+i7dVBI4Ll4kqBccmqkEbZzbs1zhe6ZgPs1zJCbqFXguDppukhNnOd0kpx3nZLkm8E3t2eZagYuny3RTyUPPNTjYSnAdcy7Vgs9UNeJAo0cnUSipKYfG1iHTmoLnctFkCdcxw7GzlmK0GDDfSWj1C6OqxYCpaoTvuLTijHacEmfGoNR1THG96NtLCGFEVBQI8lyQKtUXWpi0sQdZNphvKBCOgytA9cfVLHYyCoFLpIx3Weh7aMzvVK5xXFPg7gGq722g+0Oas9ykDD3HQStT45YBfr9dTykXqeS6RImZIWg8udqJxBHguGb2oxYOgaNI17jDgdO90ub8XVegtB6atfqAkCsjW34/zTqIhg0iX6s1BBwe8TuTWLFlsVhesByv+26tNWG9NGf/Upf5dsJcJ6Ec+owWfGpFn6VejnOY2/ux9l+NfLbUIraPlbh42hxDKvNQ3teICXzBUlOyvV5grBzSijN6ac6WkQKVyF/RKLDcm+tY5wGsue5teSSxm+QcbCbMtRP2NeNhYf15E2VevG2U7+5dQiroJBn1UoDnCQqBQ5xLLqwXCT13KN6SXPH0fIdK5LNtrEAvkzw52+bCUoDnOFQLPtvrBQqBoNHLqfYd6GdaKWjNUinFcQRTlZDZvudXmikmqhH1os/3nllkpp2CEExWI7aMGgFw2aYaV2wdQQhBKXTpZoooMNfMdwSL3YxMamrFgGqk8T2TwKoWAsZKAedPlDl/ssITsy2+/PABhMA4yPecviAwHYndNEeqDEc4lHwz0biTxEhpDDl9BIHrINHkucIXDq6nacemtilX4AkH3xUUHYXnmNCO6zkoqZDabNfuW18EnsNiO8dxTT1bKo1PgqtNKjDwHHwEPSXRwrzX7UfMpDJOnlk/LaeUcc6H/oigdSCAJDOpwkwZ0egLQSuWJMp0YDrCRM6OtmsHKPkmsqeEQCqNlBrfNcJ6cBytVhbEw8oOyWMtfdAlid4YwWXFlsViecGxng7DtdSEHWyawcGlyKWXqv5MPzOUOfJN5OdoUbfV9n/Z5tqKtSwXOC/aXOVgo8dcJ6MZZ4Sey4u21IbRL1hdMK3lPNZT9xZ6Ls8t9tiz0Fm1sP4nL5xgqhry9HyXg42YXq6oRC6TlYito4XhvgfnNl2LeHzGDJVWWlP0XSpbRwg8l5mW6dyrFnwypdgz3+NAI2ZTLWKk4LOv0aNS9NlWL1INfTy3Z2qZCoLRUoAj4PyJErXIJ5OasWJAuRAQeoJKMSD0zcDr7fUKL942QsFzqRV8ygXfFPEv9fBd2DlR5uU7x9i3FDNS9BkpBitq16arEfsWuix2c0LfwUsdXFeY2qRYMFkNCRwHrxKyqRaxe3+TJ2baBL4DfafyauSZOX9SkUqN4yqkgsiB0bKP6zim81IYgapzRdx39PRdo5p6mcZzjcXHZORTCty+7xk0uml/iLRj5ne6gu2VgFQpWolCKeOY74hDzulosz3avL6W4qahP1jf+8vBCK3QF5QCF4Gi19N4jpmxKLUczkAcMPC/KvgwXikAmk5q0rO5owg9QaYcCr7uNy6sre5qcAoDgTMY4K0HxfqrnKLAiEKhD0XJTmXa0Yoti8XygmM9HYZr8d+aaydsHS0y20qIPEUnkywlCc1E86YrNnHhVIWjsZ6as0GqdLQYDF3oB9svj36tJpiOd5z11r2tpXngkk01dk2USXI1fIAdbd/FwOPKrSN0kownZjvMtxNcHA42e8YzSSqW4owttQIv3THKjw+0eHaxx1g55GU761y6ucpFUxVyqfnqjw8SBQ5T5QiNGd4c54odYwG9TDJdKzBVjcxQ6TijHcthNOvCqQoHWjFL7cz4SfVrrbaORLz6ogl2jpfJlbG/WJ52RcPWkSJRf6B20Xd4fKbNbDsdDp4eL0f4jsDzTKSuEnkUAo9C6BC63nCwtutmSK1wheBgQ9NJc+McnymmR0ICV5BLTSEwI5syrfGFoBh6SDRpppBKkylFLfLZPFqkFLpUQp+vPTrD3vkuaSrRjqAaemwbKzPXSXBIybRLu5sitcBzjeTQCjKljEHr8nY/DllHHF4mNRBXQhhLBqf/mlKabpyjHVNrlQtAyyM8sQa1VGDS7VJrUP3zkhJwyLQCadKQx/PtOpyh4HJNBG8gpgbHBlMDVi14aC3oZhmu46D7x+tPdjplRfVWbFkslrOWtRqNLt9Oa07Idf5oNWGDIvcd9RLlwGO2nVJIc8aKPlHgcs3O+ppmNK635uzw7dcq2o51nPWsYa3NA0fb59Hu3cFmwt6FDpHn0o4zZpspuTb1Q9WCz2I3Y3u9yBsv38TBZg8FvOrCCXzXIe337m8dLfL4wTatNDfCNNbkUlEu+owWfZO2yhW5Vv1h1znnTZQIPZfpasRVW0bYfaDJXDsBBDvGSly9bYRdE2VcR6yakk2k5PzJEp1MUil4NOOcKPAYK5u0otQQeC5bRwq4jmC06PPwviaOo/uO9ZJumqO0qS8br4SUQ9/M5xMQZ4perphpJfhCUI48XFdQyPvu8Erhew6+NoJGaY3vmByd7zn4vsNIKWB7vUgvk0SuQ7cfEWvGGVIpFALf0UShR5KZDk3fcQhC0fdnc/BdjRB6OCB6hSgSUPAF2hFIqQldlzjPh87shcBFaU0nU+SZee9IJGj09Ko2DbK//2asSGRMNfRRUpnaNiRpDvExiuEHaxvs2xODsUqHfq81+AOT1WUCStPv+BQYUexBLDUdqXGFpj+f+pRhxZbFYjnrWGsacLXtqgWfXiYZK4Ur9nkirvNwqMg9k4otfYfzNDepRNc1XW5nktPRKLAaJzq8+1j3rpfmPLBngYV2Rq40zy50GK+GVCKPvQs9No8U+oOtjS3GVLXAXCfhqbkOC51kOAi7FLqEgeC5xR5JpigXPLbXSyz1UraMFogCl31LZtudYyUu21xjy0iBJ2fbw3VNVyMumqqwdbTASDFYcU2PlpKdKIe0k5yFbkbgCuZbHrWCR9H3aKU5oSdwHRPdqxQ8RooBu8ZKtBJjDeF5ApkpmnGO7xoBFboObuCT5SlxJglcl1LJROEiX+C5LtNK88Rsqz8Y22zjOZp6KWSiEjJdi3hkf5O5VsL+Rkyam0J1Xwh6StFLjf3FSMGjnUhGyx651AitiXONwHRbdjMzH9JzBNrRpk6s/3XzNYyUPKqRTzdVKK1MnRkujiNJJWRK4ixr+zMzGz1qBRN5TLNDXYEDIef2jV67GWR5NjRlRRzfgHRgczEQRa5ruimX+3BJBZ53qEnAwQgygSmu9xyHVpLjCRgreYSOYLaTnfLORSu2LBbLWcda04CrbbdnrkOcS0qBty6RcDRWK3JXWq8oAn8hcqKGsse6d+0k58nZztAg9EArZraTsnUkQilFN5XUIp9mkpHmCqU1jV5GmpmUajPOcB1BO5ZMVwoUAw+hYbQQsH3Uw3PMKJ5MKS6arjBWCrhgskwx8Hhytn3EuubaCaPFgKnq0ZsEDo8iXrOjzo/2NVjsZkxUMpq9DC1gx1iRdpzzXCPm4ukyjnCoFTy2jdbZO9+h0ctxXEG7Z5zx81zR6Uer4ixDa4XnQqXg4LkOO8ZLXDxd5qmZLou9FNdxcTW4gakryrXAd2CundFOlti/1MN1BM04J3CFKXTXxni3l0q8fjes6wgcx2Gpm9KIMyCn0cvN4G3V9zzTkDsaIaHoC3zPJZGKbqoQ5Pi+S8kPSDOJlzvkUqO1Js/1cKaki5nf2E4lnnBwhBrOgBx0DEZuXyhJI0akXubvtUYT1OXF7nnOcLYk/TX4nolouRgRJ9WherMkB9VJSTEzMHtJhhAuroCyB938UBTsZLFiy2KxnFWs1Wj0mNst9VjoJsCpcZ0/ncaqp5r1zng8Fus972Pdk6fnu2QDAdXOKIUetUJAL5U8OdthshbRTTOUNo7uSW7uGVpTCj0Wu70Vg7C7qeyndRNGMYXd2+pFpmvREW7+a/lMac0R1221YXY7xkokmeTrj85SLwbUIh8FVAoe1SigErm87tJpXAfmOjEHGzGJ1Piu6dJMcoVGcbCVIoBKwSeXmlgam4l6MWDLSJELJko0ujmt1NiK7Bwr0knyoaHqdDmkHHlIJXn4uS6RJxivRAid43su9VJAvRxxwWSRHx/osNDq4TsOhcAn1wpPaHpxjnBA9yWOg0JqAVqbwd0OSCXwgZLv0U1zEmkSgEmWU/A9SoFgsStwHI3sK5+BTxaO6ZRM8pxMHxJZYP7eXZYiHIgmFzOA+kQETs7KaJgaHMicEplcOfcyUZAsO26iIJeSXEOALZC3WCxnAafyob6ctdYKHWu7kWLAZDWkGeenRBydTmPVU8WJzHg8Hus972Pdk/luQp4b0YEAz3MohS4zzZilnnHBb0Q+czLlwukyruuwvV5ippkM67UGpqih5/D0fA/fFXiuw3gpxHUEj820SHPF5tECSXaoweDwdQ2GdTsOdHo5jxxo0exlQ1uFLSNFQs/hQDNe9VpuqRfZOVGi5Ht4rjAF8loTei7tNKcQuASuw7aRInOthKVuajyz+g/9UuCDhk6as2+pB46m4DmUQlML1jnY4onZjrlOrkArPZyVmGTGq8t1jUdXlmvKBY+pcsj2esmIFA3FyOsPBXcoBg690GMpzkj75rl7FmM6SU419Bgr+7S6OR0lkPmhGYtl3yEIPBylSJREaYXfn5splVlbnJmaMlc4CE8hpRk1JBVIqUA4JNKI4UIgSHJNro4uptYyoHqtaIzAMitkaCgr6LvyH6amHA5ZX6ScWqzYslgs6+J0PNSXs9ZaoWNtFwUuF0+bDsFTKY7OVL3UibCeDsz1stbzPtY9KQU+PXJCz2XraIFmIokzSa41I4WAcuhTK/iUQpcrtoxw6aYqWkOzl5FJRdC3MvACh3aa0UlyJqshlSigFHo4QrCv0eOru2coRi5xKqlEPltHTWeiJwSdJKOTmihXL5eI/lO4lZjC9VYvp5PmfOvxOWoFn5fuGqPou3QSyfefWaKd5Fw8XSFwHSLPYaYV0+hl9DJJ0Td1VhOVaPh5GysFzLdTSoEZ69RJJEE/AoXWOB1BL9O4rqbke+RK044luVIUA4/Rko/SmqVuhiMEE9WQUuAy20rYu2DmU5YDj5GST+CZeY31UkA7zmnFGaHrsqkWMl4K6cRmLNHeBTMIvNXLCHxMzZYDCo1WGt2fP+i64Ajj0i+laWDAcfpDzo0LvVIKITTjlYA4lexvJuTLBkWnEjxHGSd3Tf/fB31GxuYMCuGXD9EeRCo1/TFF/e0Gqc0sP30jfazYslgs6+J0PtRh7bVCa93uVIij0xXFO1WsZ8bj6Tp+K84QQjBeDtjTH7R9+D1JMsmP9jeJPJeJsk+zm7BrrMhEJaIUepw3XkIBM82YraNFKpE3vMfFwGWmldBNczpJjuOAlJpyv0HhQKPHbDNhrhNTkX4/SpQx1zbpu8hzeXymw9MLbZQ0xenNOEOjyKSk4PsUA496MeDZxS57F3pUC008RzDTSllsJ/zguSV+8vxxdk2UyaTmvqfnAWNom+Sm7PuNl20aXutOKulmktFigOcK2mnPmHUGAi1BIRgt+RQDl4LvMddJyKUiy0zt1Hg5opPkNLvmfOfbKWluugjRZnh06Jv6q2ack0tFM8k5uNQj8h2UhCSVFEKPbn+8ULFvP2EEMWilaMWaZpwP/bKKnhFb7VSDzvF9CFwXR0MqNY1ugurbvPdS870Y/I/WIIKkdF/cyEMdg71M9UccnTkGhfhevyNxIL4cVooxxekd52PFlsViWTNn6qG+1lqh011LdbqjeKeK9cx4PJXkUvHUbJsHn13iQCMGAZPlkMmKqZtafk+2jBTYu9ClGDj8+EDLFCtLzbZ6kTiTNHoZzyx0aPQyZK7ZM9/loqkKm0cKnD9eZl8jJs4UrcS4y3eSjFaaM99JWexlLHVTAk+gtBEwtSikk+Z0M0UlgvlWwsFml0Y3oxSYKJLQcKCZMN/OuGZnnXopJM3NCKF23OPH+1tMVyMaXeNMv9hJ2deM6aaSpxfahJ6HEAKBJvI9tNbMtBP2N7o8dqDNvzy1AFrguYLN1QJoTTOWzLVi5jpJf2ahJpaKMaAcunQTyD1FrRBQjXzacUboO6SZpJNJAtch8IQxBNXGxLSTSTOAPJM04oxUKgIvBDStNCeVklZiZIXnCCbLEQXfZaGT0k5Tupki66sOhRlEbVzqBVprtBR0czNjceWsQ/OD1ApfGNNVpUwX42Cz5bVY8oj3nz6WH0ZhRhJ5+lCdmNMXX2cKK7YsFsuaOVMP9bXWCp3uWqrTHcU7VZyoTcPy7U4kcrd3ocu9T86z1M2oFX0EcKCREEvFdTvH2DxaGO7zydk2T861uWrLKJtqBZ6a7QwtHUS/P0wD3USSKcX+pR71UmC6PicrXHdenau3jyCAp+Y63PeU6W70PEGcSvbMd6iEHlHgEjrmHDxHsGeuzZ65Ns8uxix0EibLIW4kcIRgpFigmykOtrrMNhOqoc9oKSCTil6miQLY3+yR5AqlNEku2TvfxRsr8sj+FhdNVZmohMbLyXNodBO+88Q8D+5d4EAzJc0lE6WA2VQz305JMjPEutlN8dBk2piW5gpQmtB3idOcwHPxHJMCl9rUa0kNIwWfauSTKkk7liSppBOnuK7pkM2lQiuoeC6ZVGQaar5DJ84RGgqhR7OX0esX0efKRJ9kP/rku/0Zjf0i+TTTeD4IYYrfjyaUUgnaAVfoYSTp8NorCScd0joZk9FObgTfRg2ltmLLYrGsmZN9qK+XtdYKnY5aqo1Oza2HE7VpOJHI3UCYoTVPz3eIM8lYOaQUmMeJKxw6ac7+ZsyuvpHo4deyVgzYOVam/uwiD+xZpBS4lAOPmXZK4LlMlwoojI3BWDkYXu9q5BNnkmYv46LpCp0kZ7adorUkzzVzMqWmfB452GbTSEQ7yXhmsYfnOpRDh17mDJsmto0WmQgjRkoeB1uCTErm2wmh7+A7AJpuIullOQXfpZNKlFLc9/QCP3xmkZl2QqObs2W0wM6xEiPFgEcOtNh9oEm9FBB6xjj00Zk21chDSRDCAZ0jtSDwXQIh0crMkxSOIM1MKrIaukileHaxQzvNyaTsdxKaQdfDlKDv4ggfpQV+37IhdMWwDi2Z6wCaYmDq4WquGacz35LIxKQRU9cBoXA0FDyH0HfJlCROjLEnamUX4dHI1KGxOKfrW6Ex6cATjY5JjDFr6BvfvGMZpp5qrNiyWCxr5kQf6s9HNio1d6KcSEp1PZG7w4WZlIpnFnsAK0R26Dl0U2gn2TE7R33X4byxMj8+0ERKiHNJriRTlZBaMaCd5nTTHK9vA7HavkYKAROVkD3zXWaaMQu9jGrRp9XN2L2/QTcxUaKi7zJVDVEaZps9uqminea0k4zAcTh/oozjOsx2EuqVgAunKiS5ZqGTgIalXorQAkdoemlOT4AjBL0s50AzZq4dE/guj+xvoDFF5KMlH8eB2VZMrhRbR4v9LjzFCMZLK8gcCp7G9xxypagEPhPlAKnNa0muqJd8AtehnUracU6utOkUjFwjzoRDNfIYLwfsX+r1jTw1nhBD76xemjNa9GnGkoLvMFULmWlnCMdBKmj1chwXEIJukpNKcwyJcV9X6vgGo7CyKH3gZQUnHkXqL2mFuHLhpNzdzfVR5GdQaIEVWxaLZZ08nzynToYzHcVbjWOl9w7/3VpSqicz1uhwYdbsZSy0U3KlKIU+XmDem/StA8qhf9zOUQ1sHS2hlSJwXYqhj+cMrBTMPMVcqRXXO3AdBLDQSRkt+aAFnUQyNRJRK/pUCj6+IzjQjEmlphw5FEKHTqpwhCCT0Esl862YWsGnWvS5fss4nSTjYDNl60iBkVJIteDztUdm6MQ9nlvokkkzP9DrzyicrkZm9E6a00pyioGHQrCpEpJLRauX4QpwHEGzl7NPxFQjDweBQJDlirwvqsA4uVcjSPvGoi/ePsrO8RLl0ETz7nl0hsVeRqeX8lwzIUkVSa6oFlxGij6Bb+YLyv6cRs9xTBegY4raYykRwEysmK6EXDhZQkrNc0tduolLIiVKSuKsP0ZH9MfcKBO1WgvL04ca8/4TjUINOhoP9zo7UQ+uAUKbtOcZ1lpWbFkslvXxfPCcOhVsZBTvaOm96WpEkksONhPm2smqqb/VUqonO9ZotZTqWDlk10SJHz7b4GDTDIwWwFInY6Tss2OZu/7RrmUiJVduqfH0fIelbkbkC2abCZlS1IsB1cgjyRXb6yYdmUvFvqUe8+2Ep+a71CLTPbjYNV5cl2wyNVSZ1PSSjO88tUA3yemmZlTNplrB1F5JheM4TFZCzpsoM1oICD2HF2+rD+vMHjvQIk0VrcSMokkyE/HxBdSKHgJNnCkUCkdA5AHtr0IAADNGSURBVAnKgUsUuLjCYaYZ43mCwBUQekyUA1r9sTmOY7oBtYI4S5FK9+cSCpa6KRp4cO8Scaa4aLpsnOmXukgNaW6iVkHkUdKactFnx2iJp+faZLmpHTPeYpqCK0hySJTCAaqhx1KSsL8Zc2m5yvRYge1jRZ6YbfH9vUt0M2XqrjQUfHCFoJ2sXdo4fR+xgTaTJyGMjiaGBlGzE92v7r/5VA6ZXgtWbFkslhPibPacOlVsVBTv8ChSJ8n5xuOzFH2XNNfMto01wo56iUyq4xbtn+xYo6OlVHfUS8SpRANLvQzQbK4XuHrryJo7R7eOFtkyUuDBZ5Z4bqlHIXSpOj7b6sYSYuuoEZJxJnn0YIu98x02VQtEvpl/+MRsG6Xh4umKGUcjBIFrhjXvGCvx0HMN0lwitUJJI/Qu3VRlpBiwY7xkIkuO4MLJClPVyESqeulwLYHnUAk9aiWPTixpxxlZrunmGtc1KbxOX9DFmeLxfo1WL80pBD5ZrvE9YcRtqliMc5RSSARpLumkCs/RbB0N8RyHmThlvOzjuQ4L3Yzv7V2iE2coJagVPHqeKZoXCDyn7x0WZ3iuoBwKUuUwWYkIXLP2+XaK1BJXCJ6Y79BOFMXAYfe+JgeWYq6/YJyX7azTSyRzrQSpYLadmI5NrXCzHKGOn7pbnjYcsN7okQuUA2ilx049noxIOlPdkIdjxZbFYrEchZON4h0tDXi89ODhUaROkrPUzui4OYHnUAw8Ftop5cBjy2gRMONwqgWPSuQPi9IHhezrGWt0sNVjulogXRbZOloaMJOKnRNlLpmqmPonz2WsHKx6jY51LS+YqrBtrEgrzkgyhRAYkRP5uEKwZ77D03MdHt7fIHBNvdO2eoktI0UWOgkz7cTUiiX5igjkpZurSKU52IxZ7IvBeiVkJPLopDlZPz82XQlpxznffPwZ5jspSSbZtxjTjlOmKxGpNJ2IxcAjzxWNJKcYelQKHp2epJdKyoWAiapLo5sw106JM8UoglLoMlmN+pFERSNJ6aawtRaSKs2zi106cU6rl4Mw0TFjCKpIc0krNuavI8WAVn9mZC+RLMUpUhlRmUnN1dtGeNmuOo8caDPXTnBdQZxLEJrRgs++RoxCMFUNEAI6qaK31OP+p+bZXi8hHIdaMTApx1z1xake2j9ICXHfCHQ1IaQxA6UHomu5pllrFEkAwnEYL8BCT62Ye3imcIDAMwanpzLVaMWWxWKxHIf1RvGOlgbcMlLguaXeMbv/Do8ipblitp0yUvLpJDmJUkyWI5LMvD5WDpnvJDw936GbZJQjr18VBJnWSKmYbaVc1HfUH3D4WKODrZgn59osdVKenOny/WeWuHRTlevPHz9qGnCpm1IKPX58oDk8nzg7djfj0a6lK/q1TYddG6k0T861cYUgdF0C32Fv3zR1y0iReilEA1PV6IjxTFPViHacs7Ve6K9HsNRJeXymTZxLlnopvabin348QytOKXo+whEsdRP2LXXpJJLNo0XqRQ8wtVNCK9qpGSAdOC5+aBRG6AmS3IhRrQGhSaXEzc15bR0VjBY8FjoeExUPpSBOEgLPQ4SmEDzLTL1bL1c4TorQmm5f4LqOYq7ZYynO6aWSTGpj04A2syADlzyHSzZVWOxEzHdSQtdhoWOMYPNcM1HyGSmFzLVjMzhaap6Y7ZApjSMEhcBDJpKJcsBiLzOeXZmp+xpI7OOVby0XVYMZia4DMj/UrXg0ciDOFNp38VyOW8R+NOF3ovgYoYUAdYp9uKzYslgsllPEIJq0b7HHnoXOEV1+zyx0iXN5zO6/w6NImVTmoe0ICr4RKYPIUDPJeHahyxNzbQLXYaQYcLAZ89hMiwsmK5w3XqbZy5htx0TzDhdNVVesdflYo6/uPshSO2WiGlGJPFpxzj8/OQfAqy+eXDUNWArNcOJaIThpH7LVUp0PP9cgzmV/VqFLIUgQgBc4zLZTJiohSWZMSI82nmkgEiuhjxCwr9Gj0ctwHWPFIKVkthnTjDM2VR3mOwmNXg7CIVM5zy12kTLqF/y7bB4t4buwdbTI9rESi92UHz7bYL6d4AiB1oJi5JL3JLkyHlYLnZjv7s3ZWi/iCIfRgs9SLyXLwEHjOg6NOCNyFRJj9pqmGc5IgSjwQAhavYT9zRRXmMikRuEKgdaKdpzyvaeWGCkHOEKzs15kquJz3niVRw40+M5TC7TTHKk0B5oJmVQUAhdHQKok+5sx5cCjHHjUCh6NniLNTdpVA6jjC6XVGES55DoK0jWQ53JN6b5T7ZWVYUTh6Wh9sWLLYrFYTpLlkax2kvP0XIfxSshUxURUfNchzRW797e4ZFP5mN1/h0eRHCHIc007z4eCYu9Cly6glebh/Q3mOymbahGPHmzR6GWMFAN6qXkUjZVDto4W2bvQY6wcUI2CIwr9G92UPfNdJqoRE+UIgKhsHg+7D7R4yY5RKpG/Ig2Ihh88u0StEJy0D9nRPM2MU3uH7fUSgecwUQ7Yu9Al9I0twmInQ2p1zPFMy0XiUjuhHedkUqEQPLto7pnqz+3b1+iRSWMuGrgCV0Czl9OOJaHvUQlc6gWfTfUC1dBnS7XA3vkuc80EiaZWMCOCHCB0PYRjxEwuNZ0kZaISsXkkYq6d0M0kUSAoOgGzzQQpIUWitHnYd1PBnsWYbaMRUyM+3djFcwRLvZSgHz3TaFJpit+TvEMpdAl9l0dm2giMXcNCNzUzF5OcVpyjtRkgnSlzD0ciH1845LliJonppKa+Lc81rgOBA90TnBkoMd2MgrULGK1B9GfpnKki9uXHGYztOdXVqFZsWSwWy0myPCpTDs0omNlmsqKmynUE3cz4Ri1nte6/5QKhl+XUKwHdJKcUekS+SyfJ2bvQI8slM+2YHf36pXaSsb8Rs220QOpK0lzhuw476iWSXJLmetVC/3aa080km2rRirVVIo/9DRP1GYigQRqwGWcn7UM2iASmuVx1X6XQBQ2tOKMYeEzXCmRS8eRcB4VGacWmWoHpw9a9nOW1Ys1exkwrYe9ij6lqiCNMujXOcpLMFL87jkuooZdpapHHRDlEI9g1VuKl59XZOlpg80iRZi/loeeaNOIM4UDZN40GSx0z/iZwjMD2hCBXRvjOthImNgckS4rJckjQH2YttaLSF0pKG7f4XpITZ5I4M/5bjW4O9IvjNeRaIZVGKvpdiop9jS6R75mIj4a59jyTlQjXcXCFGcPjAlJokkwjBIReTivJyKSp/coVeO6hrkLfM12G6iRUz/IZhMdDaJCYJodU6mNGuHxM6nFgurrcfHU9y408SPKVkbJTbQ1hxZbFYrGcBIdHZZJcUuvbKsy2UyarEb7rIJWm6HvDB+/y9x/e/Xd4MbnnCA40Yvb1hc9UrcCFUxX2zLUpRR61yBSlO0JQ9D32NWIumiwT9PeZScWOsTJXba2h4YjC/HLgUfRdWnE+jGgBtGLjH1XtC63lnIwP2eE1bULDQicxqdBlgktr2FQrmPqqbspSL2XfUkw7ySj4LnPtBCEEzV52XOf70HOpRObcXSDLNcXAIXA9Qt+j0c2IM0UUGM8prSHLFdWRAgXf5ertIyYtG2fsPtBEaMik5FUXTDBWDHhspslCJyVTijjNSAREvkch9BApSK1pxxlKw2Wbq2itTRF+YtzhA1eQKnOvC55DnDu4WtFOJU/Pdwhdh3IUkEiNkiZappWp9dL9ezzXTqgVIXBNbZoRKsYdvxi4ZFIiFTj9aJPQZjxSriDpfyzd/nWX/Q7EZnpiQuHweqrB4OfjiaBMQ6CN11goIF+WvxwMlM76lhK+a15LJX3X//4xFesqrlfq+A75J8vpd+WzWCyWFzCDgvbIP5TGmqiESKVp9FI6SW667KTk0k0VklzRijMyaf7bSjI216JVo0Ch51KNfIqBx3kTZV66c5SX7qzz0p3G8LIY+UxXIxa7KY3Y1DOVI5eFbjoUQMuPUYnMbD2tMZGpfgVyrRhw6aYqC52E2XZMnOfMts0swUunK8Oo1nIG6c5Wkq16PocfYzmDSKAjBKOFgMh36WaSJ2fbR+zr6m0jXLapxoFWzO4DLXBgqlpA4DDbTIkziSMEj8202DPfOe69mqxGXLalSjvJmWsnBD5UI49S4FEKfbppTrObg+jPEuxmlHyX0VLA/mYPRwhKvke7H13UGGPSOFdUIp9tI0VcxyGRRgD1EglCUAldxisR9WLI9eePc/FUhU21kF31IrWix0I3Y7admu7KVko3ycj6MxkPNmNyqXEdwXgpPBRlEibq5PQFl1RGaEml0MLMhmzHGQudlJ7UOE4/ReaYQnDHNaJELlNFg7u1PAC73q5ABwhcI4D69eYEHhQ9E41azmqxT98xn/1C6OOZ6UOELoyXfbbWC9SLgqIL5cijEjrD2rBBIb+zbKcOEDlm5uPRBFWmzHVxlv1ZDe8kFJmNbFksFstJsFqEZ7pWGM7t62Q55dAfeko9u9g9Yd+u5Z18ea5YaBtz016WM99OKIUepdDlyq01NtWiI45xrFmI158/Dpgarf2NmGLgcf1548PXV2O1ovnzxssopbn/6YVVOy6PVp91/liZ/a2YJJf0crli3ZlU7JnvMFoIKIcuj820iaqhGaXTzdkyUhyuY7VasUM2GOC7glrBZ6JiuvI8R1AOPUZKPmPVkGY37dcNucR5juf4XLOzbpzr+1G02XZKN8lZ7KR84/FZtDb3XGlYbEPkOaRSmZE3WuHjgoCS7xhLi8DlWwda9HLFlnqRRs/McMyk6cALXdmPWJkOR7evIsZLIZEv6KQ5fqbQmDSlVII4zxECuqnCFca2wXMFi/2aLbnMyiDvF757jonqDLTWQGSsZTQPQIARYodv7vatO3KpkMIIDd811+TwQnvJyk7H0IV6KcBzHHq5ptC/lgXfCNZCZCYTLDoZ49WQetHnoecatFKJq02kbxABc4Bq0aUc+jR7Ke1UITBpQ6VM6jDv14a5fTGmtIn4LT+nwDGC1DsJxWTFlsVisZwER7NFKEceL9pcZfNocUXa7lS57x9smSLrNNNMVSMyqVjopISew2svmVr1GE/Odo45C/HVF0/ykh2jNOOMauSvGtFazmreWc8t9o55jKMZpBZDj7oKuGLrCEHfBX2w7k6qUJiHcCoVqVQmtamh2feeWl4rprWJYrkCDjaTFeLyQMNYXIyXIzbVQha7plvTEQW210t4fRf3birppjljpZBrdtZ5dKZFN87Yv2SEaL0UsNQL+PaT84yVAi6ZrpIqiS8E87UYmqYerFoKKPRnOi4lGY6A+W7CbCsFoWl0M5pJxmghIE0TZL9AvOC5CCFwhHGhHyn4XLl1hKVuynw3Z6kd080cKgUPT8BzDVNcr5TEcQW+75JLSa40viPIMWN8fOPhSiaNwHB0vz6rP3Da7bvAL49HehjxoTk0kidwoBK6JFIjMPVfaV+5eP0IWiHwyKUkldqM/3EEWT+RuLwoPXTBdR1CTxAFHt1U4jpQ7Z/bfCdhomIEe5or0tzDdR0cIZBCcNXWKg/va9LNFb5wKEU+uVSELmRaMFIMKAUei11j2lqOfAq+Sy/JWOwmpFqglUJrE7rS2oi8rB/yi3wfqRRFcezvw7GwYstisVhOkmM5za9WQ3Sy7vuD6ND5Y2XaZRNBE0JTKwRUiwHT/bTk4Uaqa5mFWFmDyDra+azlGMer9apE3hHXZvl7As8hcJ1hR+TAKT3OJJ4Q7FvsDUcZLbQTuqkcjuRp9FL2LfUYKQYUfI9USkaLIaOlgCcOtnAcjI1F2aebGLPSejkg8h2Ehn2LcT96aB6d9WLAWH9w9HwnoVYM2VRz2dcISTMjJiqhhyP6D3FlUo6R71Ev+7RjyTPNjilWR1ApuCS5Igo8fMdBoxHASMFHAaXQQSkPR0AiD1VAFQKfelGitSbyHHINY2XPjD6SksgXCKFRaEJXIIQgThWF0CGTGpFJXNH3tVomtAafXKcfJcq1SdUVPYGLQGlN6Dt4jhk11E1zcqn7QldRKfr0MkhVjtvfBm0sKHJp9hV5IHGpFTy2jhZIMsVcJzUeYlqweaTIppEIhKCTScaK5n70Up+i7zBajuhlOQdbGUmWE/oe50+WGS8HHGwm7G/08BxBo2/FUS8FbB4p4HsuT860maoV8VxBo5fhOw6J0iy0Y+qlgFrkI7WmHHkUApfFpea6vhfLsWLLYrFYTpIzPS9yeXSoVgyYrEakuXFeb6c5+SqtY0eLKK2ne3A96zraMaqRv+6Zk8ujhxV8Ros+T8x2QMN5k6Xh+yPPHfqblXyPx9vGvLST5IwUAgqBR+C5FD2Pi6bKaG3SXWmuWOgkjBYDYyqaKkLPM6avFeP+Pl4J+e7eRcLAIVdmCHSmFZdMV2nHGaXQZ7Ia9uccgh8ICq5Lrsw8vpGiOfau8RKTFSOGn253TcpS0L9nglJgOk7jXOGiKRUCtowVuWSywo8PdEgyyWWbKkxXTVQuV4p6KWK06HGwFdNLFZ0kIwpcpmoRbjshzhTjFZ/IcwkDlzRXdOIMrTQtmVMt+DiOoBVnxvIBCD0o+h6NXj7sbvT75q2j5ZDQNcO9ZT+SVgw80Jq2zvEx4rSZSAIXapGP6zrkUhMFDlKZ881yhRSCNJXkvqCXS5pxRpxLpishE7WIS6YrXL55hG6S8+hMi4smK4xXQuJMkuWKbn/01NZ6kW6SUy8HVMOASsGn3b/vE5UQRBffScilohlnlAOIc0kt8njlRZN0k5y9iz16SYpUklrRp14MKQYelYJPJnO8PDzis7lWrNiyWCyWU8SZmhd5eHRo8KcVZ0ftBDyZ7sETXdfRjnEiMyeXvyfyPbaMFNDCCDEFbB8tMttKhlG1TpLjeYJa4A8NUD3HjM9pJ8ZvahChijPJ5pEihf6IIEeYqE2cS7b2I34XTJR5ZKzIQjdDKjOa6LzxMq1exjNLXTbXCsSpotnLUFpT8j0umq4Q9P3CFtoplchjohyhlEaj0FqT5pJuKlHaFMBHvlljkitC36Ve9LlyywhTlcjUdSnFhaNlzpuoMNNKeHqug0YzVYnwPYdOkrPYdVEaxisR46WAx+c6FHxvGDVs6Iwd9SKR75HkksVuSjn0yKRiXyMmzRWB71DuD9B+rpGQKjP2JwpcSoHPZDWgm0qkVES+R5yZ9G6ojE/ZSMEncAVxpgBBveSz1MuYayeYDklT/O86DmGgSaQ23bCeSy6hEedEQc5YMWTLqBFS45WQK7aOUIk8PMfhsYMtvvbILKHvMl0tAJpCYEYxLXQyqlHAjrESF05WeGymxYFGzCMH2+RS4bgwVgrIpUYpzflTFXzP4bklh6Lv43oOW0YL7KgX6aaK2XbMq3Zu5v93gt8NK7YsFovlecbR6sTWGh1Kc4XrHBIUR3vP6VrXiUQCV3sPHHKMT3LFvmZMud8V6rsOgeuitPHxyqSm1LexaPRMl+Qg/dhKMq7eOtI3NjVF+qHncmG9OBR5xdDjmh11frSvQeR7lCPXFJdruGZ7Hdd1aCemaBs0890MVzgmted7TFYFke/Sy4wQiDPNrokyBxpd5loJaGF8szDeUrWC6by77rwxtowWeXKmg+eaFKQjBGmuuHiyzJaRAvfvWaBWDPA8F1VWjJdzDrYSpFKcN1HCcx2eXerRTXLKkcdlmyqUQ5+pasjLdo7xwN4FvvHYHEkvY7wUUi34pNJYl4xVQvzARLjqpYCRyO97nNFvutBkSjHXSvAcQTH02VyN2DleZrTo8+xi19S7ZQqNphubuZKh5+I7Dkpo8kyRKIWLwHUdNo/4NHo5IwUPLWCpm5Dkxrx2vHwourR5tMDO8SLl0GOhm3JgKSbwBVqHzDRNFGvHWInxcsSzSz081+HKrTXiLGfHWJmlbsqj+5s8Pd9hoZuitGC04PPSy6bxHcFjsx1m2inVyOc1F03yoongiM/lWrFiy2KxWJ6HnEh0aMtIgWcWuuze36Kb5RR9j0s3mS7JjVjXiUQCD3/P4O9asyKqNnCcf+RAiyh0AU0rzigEHi/eNorrOqvW1x1LAC4/t04qEQi2jha4YLKM6wiS3Ai7sC/i5lsp3UxS9F3GKgFLvZSZVsJsM6HgeXiuYEe9zHnjZTINs40uQeCzq15EA1tGI84fr/LIwRblyCXoOICgVgxIMkUzkYyXfbaPFblqa40nZzrs3t+k2rfTeG6px575LldvG+Fnrt7MM4vdvhu+y6ZqxNXbRtg1Uea8yTKOIzjYSEj6qbwkNWOQHOGwfbxEMfCIU0kvk2weCamXIrbXiyRS8aPnmsz0xwDVIp9d4yXGKyFJrmjGOVprSoFLOfCYCRJacU7gO2wfLdDLFPN5auq+PAdPwEghoF40qcC5dsKOemnVz1DgmuibIwTbR0sEjhnj1IjNzM56yTRpBJ7DaDFg9/4mpcClGASEnkMl9LlwusLexS6jhYCJakQ18ljsZpRDlwsmSuRac/54mcs21+i0W+v6rC7Hii2LxWJ5HnIi0aHnlnrEueSSTWU8x9Qexbnk2cXuumcZnsp1nQpWi6qVQ4+Rsqnf6qQmWnXJdN8Go193dfj6jiUAB+c2VQ15YrbDfDthtp2sMFUNXIeC71IKPLaMFE1Kri++aoWAUuhysBlTDB2avYzJSjT0Kyt6Dq+7bJLLNo8M52s245ReasRJ2DeLSnKF68J8OyXyBVtHCjg4+J7L1tEiidRIrdkxVua8iQLb62V+8kJj4dGKjed6JfKH5ym1ZstokYunqvTSnD0LXX68v4kQMN814592jJVoxzkHGz1ee/E0o6WAx2ZajBYCXnXRBCMFj68+oigGg5mZkoVOzFIvY9d4mcu21Jhvp8RScnApJlOKWjGgihjehy21Aq7rMF4OmChHBL5gx3iJ688fO6bX2+CeT1YjU8jedblkukrgOcbPLRZMVULGij5zrYzpER9HOGwdDXhuEV60KeCKrVWKgWkq2L8Uk0rFVVuLKGXmaZZCj/ETL9myYstisViez6w1OrRapyAY09P1zDIceFYdT0Sdqfq15awWVXvlBRNM1yJypVes2XVOfH2DLrdK6A9TpcvtLY6VSt08YsYGZbkRe0u9vD8kGi7aVOXKraMUA4/SlEfgOTw93zWO9gKu2jqCBha6GfPtFM91uGLLCJ4jeGhfg1acMT0SmahX7LBr3IxxWt6cEJaPPOfANeN8nl3s0k0lcWYGn48UfTaPFpmohHSSHKk1F09XuXRzdXjt9jViemnOxZtqlEKP3QeazHczfEcQeC6V0OXiqQpbakWmKhHV0OPxmRbPNXq4rkO9FBB5Dq04p5FkbKkWGC0FaDSlyOfS6eoxu2NXu+dXbh1ZEQXb14hJpOLCqSqTtZRtI0VqxYBWnNFOcy6ZrjBSCElzxWw7ZaTkDxsWKpE33EelfuKfZyu2LBaL5SxgrSLmRDnZbsRjGaIebUTOmeZ0RtUOGaPq49pbHM8KZMdYicdmWoyVQyarEa1+B95lm2qmq69/LptHClQLHrWCx/6+ZUXku5RCl3Locul0hUs2VY2VgtIcaCTMt1NqxYCLpipM1wp0k/y4DRCR7yIwLvz1fs1WKfR4aq7D1dsKXLqpQjuWxFnOZZsPrfHwa/2KC8Z57GCLJ+baw7mc339mkTAw98BzHLbXS8S5pBB4nDdpIke1LeY6zrVS4wXmCaZrBa4+TDStxvHu+dHGXrXTHMdx2DFmhBcYx/9UGqEZeK6xqmD5d+TEP+dWbFksFssGcqZEzMl2Iy4ftr2aWenZxKmMqh1+f6RUzLZSLpqurNhuhWiN3GMKgBWDxtOcqD+OafD64cf0hKASmWjLQLxdtbU03N51BJdsqgKa3QdajBZ9qpEZXn6spokBcSYRwAWTFXqpopua7sxa0UcAS92McuRz3kTpCPFz+LW+ZFOVXROl4XlXQo9/fnIOR5goUSs2Tvf/6vJpXnbe2NDcdPD5a8UZg4jSeu7hse758t8dzYTX7RvI5rmmnedcPF0hcN3h9TnZjl0rtiwWi2UDOVMi5kQ6GAes1RD1hcjh98eM64mJ5h0umqoOt1vtgXw0AXC8aMxqn4lWYuwaDp9IsJwLp6oEnrvucVCpVGRac964+bwN6swAZtoxV2ypMV4O13yPl5/3scZABauIl9XSnKea5etbIXyznHrFiNRS3wpj5XdkjXOMVsGKLYvFYtkgzrSIOZEORjgzhqhnI6vdn7FyyNbRInsXeoyVA6pRsGbRejiribFjfSbmOhm7Jo6eGj3RNOryqGcl8lcMMS+H/rqE1hH79px1j4E6kxx+zZanGg//jthuRIvFYnkecqZFzKl4GJ8uQ9SzkaPdnx31EkkuSXN9QgPFT+SY6/lMrDeNejJRz7VyImOgziTHSjWeivO3YstisVg2iI0SMWfjw/hs5Gj3J5OKHWNlrtpaG9YbnaprsFGfiRONer4QWK055VR301qxZbGcY5zurjfL2nk+iZhz8WF8vPtzOiI1G/WZ2Ch/tI3kTHbYWrFlsZwjPB9a989Fni8i5lx8GMPG3J+N/ExshD/aRnEmO2yt2LJYzhGeT637p4OzNaL3fBMx59LDGDbm/jzfPhNnmlPxXT7TzSlWbFks5wDncuv+8yWid66JmOcbG3F/7GdiJafyu3ymm1NemC0kFotlBYN/WCJ/5T8eke+S5JIkP3H/mLOdQUTPEYLRQoAjjFP2nvnORi/NYrGsg1P5XV7eiLCc09WIYMWWxXIOcKb/YTlbODyi57uOaUEPfTMvLZfH34nFYtlwTvV3edCI0EoyWnFGJhWtOKOVZGyuRac8ovjC/BfWYrGs4Ez/w3K2cC5H9CyWFxKn47u8Y6zEhZMVFLDYS1Fw2hoRbM2WxXKO8HzpejuVnKtmnJZjc6qbJc7W5osXEqfju3wmGxGs2LJYzhHOxQ6n55OPleX0c6qbJZ4vzRcvBE7nd/lMNCLY/62zWM4xQs+lGvnnjNA4k6kCy9nNqW6WsM0XZ5bn83fZRrYsFssLmnMxomc5klNtf3Iu26lsFM/n77KNbFkslnOCcy2iZ1nJqS6wts0XG8fz8btsxZbFYrFYXvCcavuTc9VOxXJi2E+DxWKxWF7wnGr7k3PVTsVyYtiaLYvFYrGcE5xq+5Nz0U7FcmJYsWWxWCyWc4JTXWD9fC7YtpxZrNiyWCwWyznFqfZVsgOjLcfD1mydAH/yJ3/Crl27iKKIa665hm984xsbvSSLxWKxWCxnKVZsrZO//Mu/5L3vfS8f/OAH+d73vscrX/lKbrzxRvbu3bvRS7NYLBaLxXIWIrTWeqMX8Xziuuuu4yUveQmf/OQnh69deumlvPnNb+aOO+447vubzSa1Wo1Go0G1Wj2dS7VYLBaLxXKKOJnnt41srYM0TXnggQe44YYbVrx+ww03cO+9927QqiwWi8VisZzN2AL5dTA3N4eUkqmpqRWvT01NceDAgVXfkyQJSZIMf240GoBRyBaLxWKxWJ4fDJ7bJ5IQtGLrBBBi5TR3rfURrw244447+MhHPnLE69u2bTsta7NYLBaLxXL6mJ+fp1arres9Vmytg/HxcVzXPSKKNTMzc0S0a8Bv/dZvcdtttw1/XlpaYseOHezdu3fdN8tyamk2m2zbto1nnnnG1s9tMPZenD3Ye3H2YO/F2UWj0WD79u3U6/V1v9eKrXUQBAHXXHMNd999N//6X//r4et33303P/dzP7fqe8IwJAzDI16v1Wr2y3OWUK1W7b04S7D34uzB3ouzB3svzi4cZ/3l7lZsrZPbbruNm266iWuvvZbrr7+eT33qU+zdu5df+7Vf2+ilWSwWi8ViOQuxYmudvPWtb2V+fp7f/u3fZv/+/Vx++eV88YtfZMeOHRu9NIvFYrFYLGchVmydAO94xzt4xzvecULvDcOQD33oQ6umFi1nFnsvzh7svTh7sPfi7MHei7OLk7kf1tTUYrFYLBaL5TRiTU0tFovFYrFYTiNWbFksFovFYrGcRqzYslgsFovFYjmNWLF1BvmTP/kTdu3aRRRFXHPNNXzjG9/Y6CWdk9xzzz38zM/8DJs3b0YIwRe+8IWNXtI5yx133MFLX/pSKpUKk5OTvPnNb+aRRx7Z6GWdk3zyk5/kyiuvHHo6XX/99XzpS1/a6GVZMN8TIQTvfe97N3op5xwf/vCHEUKs+DM9Pb3u/VixdYb4y7/8S9773vfywQ9+kO9973u88pWv5MYbb2Tv3r0bvbRzjk6nw1VXXcUf//Efb/RSznm+/vWv8853vpNvf/vb3H333eR5zg033ECn09nopZ1zbN26ld/5nd/h/vvv5/777+enfuqn+Lmf+zkefvjhjV7aOc19993Hpz71Ka688sqNXso5y4te9CL2798//PPDH/5w3fuw3YhniOuuu46XvOQlfPKTnxy+dumll/LmN7+ZO+64YwNXdm4jhODzn/88b37zmzd6KRZgdnaWyclJvv71r/OqV71qo5dzzlOv1/m93/s9br311o1eyjlJu93mJS95CX/yJ3/CRz/6Ua6++mo+/vGPb/Syzik+/OEP84UvfIEHH3zwpPZjI1tngDRNeeCBB7jhhhtWvH7DDTdw7733btCqLJazj0ajAXBCs8cspw4pJZ/73OfodDpcf/31G72cc5Z3vvOdvOlNb+L1r3/9Ri/lnOaxxx5j8+bN7Nq1i5//+Z/nySefXPc+rKnpGWBubg4p5RHDqqempo4Yam2xnKtorbntttv4yZ/8SS6//PKNXs45yQ9/+EOuv/564jimXC7z+c9/nssuu2yjl3VO8rnPfY4HHniA+++/f6OXck5z3XXX8b//9//moosu4uDBg3z0ox/lJ37iJ3j44YcZGxtb836s2DqDCCFW/Ky1PuI1i+Vc5V3vehc/+MEP+OY3v7nRSzlnufjii3nwwQdZWlri//7f/8vNN9/M17/+dSu4zjDPPPMMv/Ebv8Fdd91FFEUbvZxzmhtvvHH49yuuuILrr7+e888/n8985jPcdttta96PFVtngPHxcVzXPSKKNTMzc0S0y2I5F3n3u9/N3/7t33LPPfewdevWjV7OOUsQBFxwwQUAXHvttdx33338j//xP/jTP/3TDV7ZucUDDzzAzMwM11xzzfA1KSX33HMPf/zHf0ySJLiuu4ErPHcplUpcccUVPPbYY+t6n63ZOgMEQcA111zD3XffveL1u+++m5/4iZ/YoFVZLBuP1pp3vetd/PVf/zVf/epX2bVr10YvybIMrTVJkmz0Ms45Xve61/HDH/6QBx98cPjn2muv5Zd+6Zd48MEHrdDaQJIkYffu3WzatGld77ORrTPEbbfdxk033cS1117L9ddfz6c+9Sn27t3Lr/3ar2300s452u02jz/++PDnp556igcffJB6vc727ds3cGXnHu985zv5i7/4C/7mb/6GSqUyjP7WajUKhcIGr+7c4vbbb+fGG29k27ZttFotPve5z/G1r32NL3/5yxu9tHOOSqVyRN1iqVRibGzM1jOeYd7//vfzMz/zM2zfvp2ZmRk++tGP0mw2ufnmm9e1Hyu2zhBvfetbmZ+f57d/+7fZv38/l19+OV/84hfZsWPHRi/tnOP+++/nta997fDnQd795ptv5s4779ygVZ2bDKxQXvOa16x4/dOf/jS33HLLmV/QOczBgwe56aab2L9/P7VajSuvvJIvf/nLvOENb9jopVksG8azzz7LL/zCLzA3N8fExAQvf/nL+fa3v73uZ7f12bJYLBaLxWI5jdiaLYvFYrFYLJbTiBVbFovFYrFYLKcRK7YsFovFYrFYTiNWbFksFovFYrGcRqzYslgsFovFYjmNWLFlsVgsFovFchqxYstisVgsFovlNGLFlsVisVgsFstpxIoti8ViOY18+MMf5uqrr97oZRyXnTt38vGPf/yk9nHLLbfw5je/+ZjbvOY1r+G9733vSR3HYnm+YcWWxWKxWCwWy2nEii2LxbJu0jTd6CWcFWityfN8o5dhsVjOcqzYslgsx+U1r3kN73rXu7jtttsYHx/nDW94A1//+td52cteRhiGbNq0if/yX/7LCuGRJAnvec97mJycJIoifvInf5L77rtv+Puvfe1rCCH4yle+wotf/GIKhQI/9VM/xczMDF/60pe49NJLqVar/MIv/ALdbnf4vr/6q7/iiiuuoFAoMDY2xutf/3o6nc5xz2GQ4vrIRz7C5OQk1WqVt7/97SuEo9aa3/3d3+W8886jUChw1VVX8Vd/9Verrvnaa68lDEO+8Y1vrOka/tmf/Rk7d+6kVqvx8z//87RarTVfqzvvvJORkZEV+/vCF76AEGL48/e//31e+9rXUqlUqFarXHPNNdx///3D399777286lWvolAosG3bNt7znvcccd263S7/4T/8ByqVCtu3b+dTn/rUit//8Ic/5Kd+6qeG1/5tb3sb7Xb7qOfc6XT4lV/5FcrlMps2beL3f//313StLJYXHNpisViOw6tf/WpdLpf1Bz7wAf3jH/9Yf/Ob39TFYlG/4x3v0Lt379af//zn9fj4uP7Qhz40fM973vMevXnzZv3FL35RP/zww/rmm2/Wo6Ojen5+Xmut9T/90z9pQL/85S/X3/zmN/V3v/tdfcEFF+hXv/rV+oYbbtDf/e539T333KPHxsb07/zO72ittd63b5/2PE//wR/8gX7qqaf0D37wA/2JT3xCt1qt457DzTffrMvlsn7rW9+qH3roIf3//t//0xMTE/r2228fbnP77bfrSy65RH/5y1/WTzzxhP70pz+twzDUX/va11as+corr9R33XWXfvzxx/Xc3Nwxj/uhD31Il8tl/Za3vEX/8Ic/1Pfcc4+enp5ecdzjXatPf/rTularrdjv5z//eb38n/AXvehF+pd/+Zf17t279aOPPqr/z//5P/rBBx/UWmv9gx/8QJfLZf2Hf/iH+tFHH9Xf+ta39Itf/GJ9yy23DN+/Y8cOXa/X9Sc+8Qn92GOP6TvuuEM7jqN3796ttda60+nozZs3D8/jH//xH/WuXbv0zTffvOIa/9zP/dzw51//9V/XW7du1XfddZf+wQ9+oH/6p39al8tl/Ru/8RvHvV8WywsJK7YsFstxefWrX62vvvrq4c+33367vvjii7VSavjaJz7xCV0ul7WUUrfbbe37vv7sZz87/H2apnrz5s36d3/3d7XWh4TLP/zDPwy3ueOOOzSgn3jiieFrb3/72/Ub3/hGrbXWDzzwgAb0008/ve5zuPnmm3W9XtedTmf42ic/+ckVa46iSN97770r3nfrrbfqX/iFX1ix5i984QtrPu6HPvQhXSwWdbPZHL72gQ98QF933XVaa72ma7UWsVWpVPSdd9656hpuuukm/ba3vW3Fa9/4xje04zi61+tprY3Y+uVf/uXh75VSenJyUn/yk5/UWmv9qU99So+Ojup2uz3c5u///u+14zj6wIEDWuuVYqvVaukgCPTnPve54fbz8/O6UChYsWU55/A2LqZmsVieT1x77bXDv+/evZvrr79+RRrrFa94Be12m2effZalpSWyLOMVr3jF8Pe+7/Oyl72M3bt3r9jvlVdeOfz71NQUxWKR8847b8Vr//Iv/wLAVVddxete9zquuOIK3vjGN3LDDTfwb//tv2V0dHRN53DVVVdRLBaHP19//fW0222eeeYZZmZmiOOYN7zhDSvek6YpL37xi496LdbCzp07qVQqw583bdrEzMwMAE888cSar9WxuO222/iP//E/8md/9me8/vWv59/9u3/H+eefD8ADDzzA448/zmc/+9nh9lprlFI89dRTXHrppcDKeyGEYHp6erjO3bt3c9VVV1EqlYbbvOIVr0ApxSOPPMLU1NSK9TzxxBOkacr1118/fK1er3PxxRev+ZwslhcKtmbLYrGsieUPWa31CqE1eA3MQ3r53w/f5vDXfN8f/l0IseLnwWtKKQBc1+Xuu+/mS1/6Epdddhl/9Ed/xMUXX8xTTz11Uue2/Bh///d/z4MPPjj886Mf/WhF3RasvBZr4VjntJZr5TjOcLsBWZat+PnDH/4wDz/8MG9605v46le/ymWXXcbnP/95AJRSvP3tb19xXt///vd57LHHhoJsLes8fI3Ltzucw9drsZzLWLFlsVjWzWWXXca999674oF67733UqlU2LJlCxdccAFBEPDNb35z+Pssy7j//vuHUZQTRQjBK17xCj7ykY/wve99jyAIhqLieHz/+9+n1+sNf/72t79NuVxm69atXHbZZYRhyN69e7ngggtW/Nm2bdtJrflYrOVaTUxM0Gq1VhS0P/jgg0fs66KLLuI3f/M3ueuuu3jLW97Cpz/9aQBe8pKX8PDDDx9xXoNjr4XLLruMBx98cMUavvWtb+E4DhdddNGq5+X7Pt/+9reHry0uLvLoo4+u6XgWywsJK7YsFsu6ecc73sEzzzzDu9/9bn784x/zN3/zN3zoQx/itttuw3EcSqUSv/7rv84HPvABvvzlL/OjH/2IX/3VX6Xb7XLrrbee8HG/853v8LGPfYz777+fvXv38td//dfMzs6uWcClacqtt97Kj370I770pS/xoQ99iHe96104jkOlUuH9738/v/mbv8lnPvMZnnjiCb73ve/xiU98gs985jMnvObjsZZrdd1111EsFrn99tt5/PHH+Yu/+AvuvPPO4T56vR7vete7+NrXvsaePXv41re+xX333Te8Lv/5P/9n/vmf/5l3vvOdPPjggzz22GP87d/+Le9+97vXvM5f+qVfIooibr75Zh566CH+6Z/+iXe/+93cdNNNR6QQAcrlMrfeeisf+MAH+Md//EceeughbrnlFhzHPnYs5x62ZstisaybLVu28MUvfpEPfOADXHXVVdTrdW699Vb+63/9r8Ntfud3fgelFDfddBOtVotrr72Wr3zlK2uur1qNarXKPffcw8c//nGazSY7duzg93//97nxxhvX9P7Xve51XHjhhbzqVa8iSRJ+/ud/ng9/+MPD3/+3//bfmJyc5I477uDJJ59kZGSEl7zkJdx+++0nvOa1cLxrVa/X+fM//3M+8IEP8KlPfYrXv/71fPjDH+Ztb3sbYNKr8/Pz/Mqv/AoHDx5kfHyct7zlLXzkIx8BTC3W17/+dT74wQ/yyle+Eq01559/Pm9961vXvMZischXvvIVfuM3foOXvvSlFItF/s2/+Tf8wR/8wVHf83u/93u0221+9md/lkqlwvve9z4ajcZJXCmL5fmJ0DaxbrFYzgFuueUWlpaW+MIXvrDRS7FYLOcYNp5rsVgsFovFchqxYstisbwgKJfLR/2zVpf3E+FFL3rRUY+73GrBYrGcu9g0osVieUHw+OOPH/V3W7ZsoVAonJbj7tmz5wgbhgFTU1Mr/LUsFsu5iRVbFovFYrFYLKcRm0a0WCwWi8ViOY1YsWWxWCwWi8VyGrFiy2KxWCwWi+U0YsWWxWKxWCwWy2nEii2LxWKxWCyW04gVWxaLxWKxWCynESu2LBaLxWKxWE4jVmxZLBaLxWKxnEb+/17c5p6MdDY4AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "housing.plot(kind='scatter', x=\"rooms_per_household\", y=\"median_house_value\", alpha=0.2)\n",
    "plt.axis([0,5,0,520000])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "216d2288",
   "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>median_house_value</th>\n",
       "      <th>bedrooms_per_room</th>\n",
       "      <th>population_per_household</th>\n",
       "      <th>rooms_per_household</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>16349.000000</td>\n",
       "      <td>16512.000000</td>\n",
       "      <td>16512.000000</td>\n",
       "      <td>16512.000000</td>\n",
       "      <td>16512.000000</td>\n",
       "      <td>16349.000000</td>\n",
       "      <td>16512.000000</td>\n",
       "      <td>16512.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>-119.574918</td>\n",
       "      <td>35.643021</td>\n",
       "      <td>28.655947</td>\n",
       "      <td>2622.391231</td>\n",
       "      <td>535.213224</td>\n",
       "      <td>1418.527798</td>\n",
       "      <td>496.885841</td>\n",
       "      <td>3.870790</td>\n",
       "      <td>206426.578428</td>\n",
       "      <td>0.212956</td>\n",
       "      <td>3.103945</td>\n",
       "      <td>5.434839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>2.005139</td>\n",
       "      <td>2.142811</td>\n",
       "      <td>12.534525</td>\n",
       "      <td>2171.363228</td>\n",
       "      <td>421.124070</td>\n",
       "      <td>1137.469909</td>\n",
       "      <td>382.194131</td>\n",
       "      <td>1.903757</td>\n",
       "      <td>115101.402421</td>\n",
       "      <td>0.058306</td>\n",
       "      <td>11.603188</td>\n",
       "      <td>2.520729</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",
       "      <td>0.100000</td>\n",
       "      <td>0.692308</td>\n",
       "      <td>0.846154</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>1446.000000</td>\n",
       "      <td>295.000000</td>\n",
       "      <td>785.750000</td>\n",
       "      <td>279.000000</td>\n",
       "      <td>2.559950</td>\n",
       "      <td>119175.000000</td>\n",
       "      <td>0.175447</td>\n",
       "      <td>2.434051</td>\n",
       "      <td>4.443640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>-118.500000</td>\n",
       "      <td>34.260000</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>2123.000000</td>\n",
       "      <td>433.000000</td>\n",
       "      <td>1159.000000</td>\n",
       "      <td>407.000000</td>\n",
       "      <td>3.533000</td>\n",
       "      <td>179650.000000</td>\n",
       "      <td>0.202963</td>\n",
       "      <td>2.817634</td>\n",
       "      <td>5.230475</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>-118.010000</td>\n",
       "      <td>37.720000</td>\n",
       "      <td>37.000000</td>\n",
       "      <td>3122.000000</td>\n",
       "      <td>641.000000</td>\n",
       "      <td>1715.000000</td>\n",
       "      <td>599.000000</td>\n",
       "      <td>4.739600</td>\n",
       "      <td>264700.000000</td>\n",
       "      <td>0.239314</td>\n",
       "      <td>3.273248</td>\n",
       "      <td>6.056697</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",
       "      <td>1.000000</td>\n",
       "      <td>1243.333333</td>\n",
       "      <td>141.909091</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    -119.574918     35.643021           28.655947   2622.391231   \n",
       "std        2.005139      2.142811           12.534525   2171.363228   \n",
       "min     -124.350000     32.540000            1.000000      2.000000   \n",
       "25%     -121.800000     33.930000           18.000000   1446.000000   \n",
       "50%     -118.500000     34.260000           29.000000   2123.000000   \n",
       "75%     -118.010000     37.720000           37.000000   3122.000000   \n",
       "max     -114.310000     41.950000           52.000000  39320.000000   \n",
       "\n",
       "       total_bedrooms    population    households  median_income  \\\n",
       "count    16349.000000  16512.000000  16512.000000   16512.000000   \n",
       "mean       535.213224   1418.527798    496.885841       3.870790   \n",
       "std        421.124070   1137.469909    382.194131       1.903757   \n",
       "min          1.000000      3.000000      1.000000       0.499900   \n",
       "25%        295.000000    785.750000    279.000000       2.559950   \n",
       "50%        433.000000   1159.000000    407.000000       3.533000   \n",
       "75%        641.000000   1715.000000    599.000000       4.739600   \n",
       "max       6445.000000  35682.000000   6082.000000      15.000100   \n",
       "\n",
       "       median_house_value  bedrooms_per_room  population_per_household  \\\n",
       "count        16512.000000       16349.000000              16512.000000   \n",
       "mean        206426.578428           0.212956                  3.103945   \n",
       "std         115101.402421           0.058306                 11.603188   \n",
       "min          14999.000000           0.100000                  0.692308   \n",
       "25%         119175.000000           0.175447                  2.434051   \n",
       "50%         179650.000000           0.202963                  2.817634   \n",
       "75%         264700.000000           0.239314                  3.273248   \n",
       "max         500001.000000           1.000000               1243.333333   \n",
       "\n",
       "       rooms_per_household  \n",
       "count         16512.000000  \n",
       "mean              5.434839  \n",
       "std               2.520729  \n",
       "min               0.846154  \n",
       "25%               4.443640  \n",
       "50%               5.230475  \n",
       "75%               6.056697  \n",
       "max             141.909091  "
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "housing.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "65ae6847",
   "metadata": {},
   "source": [
    "# Preparing the data for ML algorithms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "9ceb4b3f",
   "metadata": {},
   "outputs": [],
   "source": [
    "housing = strat_train_set.drop(\"median_house_value\",axis=1)\n",
    "housing_labels = strat_train_set[\"median_house_value\"].copy()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1ddc1bde",
   "metadata": {},
   "source": [
    "### some data cleansing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "5e960432",
   "metadata": {},
   "outputs": [],
   "source": [
    "#using scikit-Learn's Imputer class\n",
    "from sklearn.impute import SimpleImputer\n",
    "\n",
    "imputer = SimpleImputer(strategy=\"median\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "bf2af239",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SimpleImputer(strategy='median')"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "housing_num = housing.drop(\"ocean_proximity\", axis=1)\n",
    "\n",
    "imputer.fit(housing_num)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "dffd8cfe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-118.5  ,   34.26 ,   29.   , 2123.   ,  433.   , 1159.   ,\n",
       "        407.   ,    3.533])"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "imputer.statistics_  #to see across all attributes using statistics method"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2189e122",
   "metadata": {},
   "source": [
    "using imputer we created above,transforming the training set by replacing the missing values by the learned medians"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "a76d2206",
   "metadata": {},
   "outputs": [],
   "source": [
    "X = imputer.transform(housing_num)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "4906394f",
   "metadata": {},
   "outputs": [],
   "source": [
    "housing_tr = pd.DataFrame(X, columns=housing_num.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "b3331ba5",
   "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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [longitude, latitude, housing_median_age, total_rooms, total_bedrooms, population, households, median_income]\n",
       "Index: []"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#cross-check for missing value\n",
    "housing_tr[housing_tr.isnull().any(axis=1)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "fa9c4b5c",
   "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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-118.11</td>\n",
       "      <td>33.85</td>\n",
       "      <td>36.0</td>\n",
       "      <td>887.0</td>\n",
       "      <td>163.0</td>\n",
       "      <td>482.0</td>\n",
       "      <td>157.0</td>\n",
       "      <td>4.1250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-122.04</td>\n",
       "      <td>37.33</td>\n",
       "      <td>26.0</td>\n",
       "      <td>2690.0</td>\n",
       "      <td>401.0</td>\n",
       "      <td>1264.0</td>\n",
       "      <td>429.0</td>\n",
       "      <td>7.7643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-117.74</td>\n",
       "      <td>34.10</td>\n",
       "      <td>29.0</td>\n",
       "      <td>2742.0</td>\n",
       "      <td>488.0</td>\n",
       "      <td>2477.0</td>\n",
       "      <td>532.0</td>\n",
       "      <td>3.5072</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-118.39</td>\n",
       "      <td>34.23</td>\n",
       "      <td>43.0</td>\n",
       "      <td>1193.0</td>\n",
       "      <td>299.0</td>\n",
       "      <td>1184.0</td>\n",
       "      <td>320.0</td>\n",
       "      <td>2.1518</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-117.11</td>\n",
       "      <td>32.76</td>\n",
       "      <td>21.0</td>\n",
       "      <td>2226.0</td>\n",
       "      <td>600.0</td>\n",
       "      <td>1085.0</td>\n",
       "      <td>533.0</td>\n",
       "      <td>2.2604</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   longitude  latitude  housing_median_age  total_rooms  total_bedrooms  \\\n",
       "0    -118.11     33.85                36.0        887.0           163.0   \n",
       "1    -122.04     37.33                26.0       2690.0           401.0   \n",
       "2    -117.74     34.10                29.0       2742.0           488.0   \n",
       "3    -118.39     34.23                43.0       1193.0           299.0   \n",
       "4    -117.11     32.76                21.0       2226.0           600.0   \n",
       "\n",
       "   population  households  median_income  \n",
       "0       482.0       157.0         4.1250  \n",
       "1      1264.0       429.0         7.7643  \n",
       "2      2477.0       532.0         3.5072  \n",
       "3      1184.0       320.0         2.1518  \n",
       "4      1085.0       533.0         2.2604  "
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "housing_tr.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "01bddde0",
   "metadata": {},
   "source": [
    "### handling categorical values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "61245d8b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8007      <1H OCEAN\n",
       "18096     <1H OCEAN\n",
       "5981         INLAND\n",
       "3669      <1H OCEAN\n",
       "14092    NEAR OCEAN\n",
       "15992      NEAR BAY\n",
       "10537     <1H OCEAN\n",
       "6544      <1H OCEAN\n",
       "948       <1H OCEAN\n",
       "6193      <1H OCEAN\n",
       "Name: ocean_proximity, dtype: object"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "housing_cat = housing[\"ocean_proximity\"]\n",
    "housing_cat.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "fd90d46b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# panda's own factorize method to convert into categorical features\n",
    "housing_cat_encoded, housing_categories = housing_cat.factorize()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "dae09c1e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 0, 1, 0, 2, 3, 0, 0, 0, 0], dtype=int64)"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "housing_cat_encoded[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "5d506059",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['<1H OCEAN', 'INLAND', 'NEAR OCEAN', 'NEAR BAY', 'ISLAND'], dtype='object')"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "housing_categories"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "a2faf87b",
   "metadata": {},
   "outputs": [],
   "source": [
    "#using Scikit-Learn's OneHotEncoder\n",
    "\n",
    "from sklearn.preprocessing import OneHotEncoder\n",
    "\n",
    "encoder = OneHotEncoder()\n",
    "housing_cat_1hot = encoder.fit_transform(housing_cat_encoded.reshape(1,-1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "c95f84f7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<1x16512 sparse matrix of type '<class 'numpy.float64'>'\n",
       "\twith 16512 stored elements in Compressed Sparse Row format>"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "housing_cat_1hot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "8ce4f951",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1., 1., 1., ..., 1., 1., 1.]])"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#since 1 hot encoder returns sparse matrix we convert it to a dense array\n",
    "housing_cat_1hot.toarray()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "72144a1c",
   "metadata": {},
   "source": [
    "### Custom Transformations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "f9f9d44c",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.base import BaseEstimator, TransformerMixin\n",
    "\n",
    "#column indicies\n",
    "rooms_ix, bedrooms_ix, population_ix, household_ix = 3, 4, 5, 6\n",
    "\n",
    "class CombinedAttributesAdder(BaseEstimator, TransformerMixin):\n",
    "    def __init__(self, add_bedrooms_per_room = True):\n",
    "        self.add_bedrooms_per_room = add_bedrooms_per_room\n",
    "        \n",
    "    def fit(self, X, y=None):\n",
    "        return self\n",
    "    \n",
    "    def transform(self, X, y=None):\n",
    "        rooms_per_household = X[:, rooms_ix] / X[:, household_ix]\n",
    "        population_per_household = X[:, population_ix] / X[:, household_ix]\n",
    "        \n",
    "        if self.add_bedrooms_per_room:\n",
    "            bedrooms_per_room = X[:, bedrooms_ix] / X[:, rooms_ix]\n",
    "            return np.c_[X, rooms_per_household, population_per_household, bedrooms_per_room]\n",
    "        else:\n",
    "            return np.c_[X, rooms_per_household, population_per_household]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "ad335480",
   "metadata": {},
   "outputs": [],
   "source": [
    "attr_adder = CombinedAttributesAdder(add_bedrooms_per_room =False)\n",
    "housing_extra_attribs = attr_adder.transform(housing.values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "98434198",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        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>ocean_proximity</th>\n",
       "      <th>rooms_per_household</th>\n",
       "      <th>population_per_household</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-118.11</td>\n",
       "      <td>33.85</td>\n",
       "      <td>36.0</td>\n",
       "      <td>887.0</td>\n",
       "      <td>163.0</td>\n",
       "      <td>482.0</td>\n",
       "      <td>157.0</td>\n",
       "      <td>4.125</td>\n",
       "      <td>&lt;1H OCEAN</td>\n",
       "      <td>5.649682</td>\n",
       "      <td>3.070064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-122.04</td>\n",
       "      <td>37.33</td>\n",
       "      <td>26.0</td>\n",
       "      <td>2690.0</td>\n",
       "      <td>401.0</td>\n",
       "      <td>1264.0</td>\n",
       "      <td>429.0</td>\n",
       "      <td>7.7643</td>\n",
       "      <td>&lt;1H OCEAN</td>\n",
       "      <td>6.270396</td>\n",
       "      <td>2.946387</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-117.74</td>\n",
       "      <td>34.1</td>\n",
       "      <td>29.0</td>\n",
       "      <td>2742.0</td>\n",
       "      <td>488.0</td>\n",
       "      <td>2477.0</td>\n",
       "      <td>532.0</td>\n",
       "      <td>3.5072</td>\n",
       "      <td>INLAND</td>\n",
       "      <td>5.154135</td>\n",
       "      <td>4.656015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-118.39</td>\n",
       "      <td>34.23</td>\n",
       "      <td>43.0</td>\n",
       "      <td>1193.0</td>\n",
       "      <td>299.0</td>\n",
       "      <td>1184.0</td>\n",
       "      <td>320.0</td>\n",
       "      <td>2.1518</td>\n",
       "      <td>&lt;1H OCEAN</td>\n",
       "      <td>3.728125</td>\n",
       "      <td>3.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-117.11</td>\n",
       "      <td>32.76</td>\n",
       "      <td>21.0</td>\n",
       "      <td>2226.0</td>\n",
       "      <td>600.0</td>\n",
       "      <td>1085.0</td>\n",
       "      <td>533.0</td>\n",
       "      <td>2.2604</td>\n",
       "      <td>NEAR OCEAN</td>\n",
       "      <td>4.17636</td>\n",
       "      <td>2.035647</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  longitude latitude housing_median_age total_rooms total_bedrooms population  \\\n",
       "0   -118.11    33.85               36.0       887.0          163.0      482.0   \n",
       "1   -122.04    37.33               26.0      2690.0          401.0     1264.0   \n",
       "2   -117.74     34.1               29.0      2742.0          488.0     2477.0   \n",
       "3   -118.39    34.23               43.0      1193.0          299.0     1184.0   \n",
       "4   -117.11    32.76               21.0      2226.0          600.0     1085.0   \n",
       "\n",
       "  households median_income ocean_proximity rooms_per_household  \\\n",
       "0      157.0         4.125       <1H OCEAN            5.649682   \n",
       "1      429.0        7.7643       <1H OCEAN            6.270396   \n",
       "2      532.0        3.5072          INLAND            5.154135   \n",
       "3      320.0        2.1518       <1H OCEAN            3.728125   \n",
       "4      533.0        2.2604      NEAR OCEAN             4.17636   \n",
       "\n",
       "  population_per_household  \n",
       "0                 3.070064  \n",
       "1                 2.946387  \n",
       "2                 4.656015  \n",
       "3                      3.7  \n",
       "4                 2.035647  "
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "housing_extra_attribs = pd.DataFrame(housing_extra_attribs, columns=list(housing.columns)+[\"rooms_per_household\",\"population_per_household\"])\n",
    "housing_extra_attribs.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8fedfb77",
   "metadata": {},
   "source": [
    "## Setting up Pipeline for all preprocessings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "88d0656a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0.73060355, -0.83678622,  0.5859237 , ...,  0.08523298,\n",
       "        -0.00292009, -0.45066285],\n",
       "       [-1.22941925,  0.78729756, -0.21189695, ...,  0.33148459,\n",
       "        -0.01357928, -0.97149216],\n",
       "       [ 0.91513496, -0.72011354,  0.02744924, ..., -0.11136143,\n",
       "         0.13376642, -0.53762897],\n",
       "       ...,\n",
       "       [ 0.201946  , -0.63144229, -0.85015347, ...,  0.13786673,\n",
       "        -0.02720971, -0.4451879 ],\n",
       "       [ 0.63085685, -0.73878116, -0.37146108, ..., -0.91194187,\n",
       "        -0.01098173,  1.88075105],\n",
       "       [-1.30921661,  1.0019753 ,  0.90505196, ..., -0.3666513 ,\n",
       "        -0.02289502,  0.4161723 ]])"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.pipeline import Pipeline\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "num_pipeline = Pipeline([\n",
    "    (\"Imputer\", SimpleImputer(strategy=\"median\")),\n",
    "    (\"attribs_adder\", CombinedAttributesAdder()),\n",
    "    (\"std_scaler\", StandardScaler())\n",
    "])\n",
    "\n",
    "housing_num_tr = num_pipeline.fit_transform(housing_num)\n",
    "housing_num_tr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "023da0af",
   "metadata": {},
   "outputs": [],
   "source": [
    "class DataFrameSelector(BaseEstimator, TransformerMixin):\n",
    "    \n",
    "    def __init__(self, attribute_names):\n",
    "        self.attribute_names = attribute_names\n",
    "    \n",
    "    def fit(self, X, y=None):\n",
    "        return self\n",
    "    \n",
    "    def transform(self,X, y=None):\n",
    "        return X[self.attribute_names].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "id": "920fae0f",
   "metadata": {},
   "outputs": [],
   "source": [
    "#complete pipeline\n",
    "\n",
    "num_attribs = list(housing_num.columns)\n",
    "cat_attribs = [\"ocean_proximity\"]\n",
    "\n",
    "num_pipeline = Pipeline([\n",
    "    (\"Selector\", DataFrameSelector(num_attribs)),\n",
    "    (\"Imputer\", SimpleImputer(strategy=\"median\")),\n",
    "    (\"attribs_adder\", CombinedAttributesAdder()),\n",
    "    (\"std_scaler\", StandardScaler())\n",
    "])\n",
    "\n",
    "cat_pipeline = Pipeline([\n",
    "    (\"Selector\", DataFrameSelector(cat_attribs)),\n",
    "    (\"cat_encoder\", OneHotEncoder(sparse=False))\n",
    "])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "f69839b3",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.pipeline import FeatureUnion\n",
    "\n",
    "full_pipeline = FeatureUnion(transformer_list=[\n",
    "    (\"num_pipeline\", num_pipeline),\n",
    "    (\"cat_pipeline\", cat_pipeline)\n",
    "])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "id": "a5993e11",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0.73060355, -0.83678622,  0.5859237 , ...,  0.        ,\n",
       "         0.        ,  0.        ],\n",
       "       [-1.22941925,  0.78729756, -0.21189695, ...,  0.        ,\n",
       "         0.        ,  0.        ],\n",
       "       [ 0.91513496, -0.72011354,  0.02744924, ...,  0.        ,\n",
       "         0.        ,  0.        ],\n",
       "       ...,\n",
       "       [ 0.201946  , -0.63144229, -0.85015347, ...,  0.        ,\n",
       "         0.        ,  1.        ],\n",
       "       [ 0.63085685, -0.73878116, -0.37146108, ...,  0.        ,\n",
       "         0.        ,  0.        ],\n",
       "       [-1.30921661,  1.0019753 ,  0.90505196, ...,  0.        ,\n",
       "         1.        ,  0.        ]])"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "housing_prepared = full_pipeline.fit_transform(housing)\n",
    "housing_prepared"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cacffd27",
   "metadata": {},
   "source": [
    "## Selecting & Training Models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "id": "8d26d329",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LinearRegression()"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.linear_model import LinearRegression\n",
    "\n",
    "lin_reg = LinearRegression()\n",
    "lin_reg.fit(housing_prepared,housing_labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "id": "7b4c19a0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# trying the full pipeline on a few training instances\n",
    "\n",
    "some_data = housing.iloc[:5]\n",
    "some_labels = housing_labels.iloc[:5]\n",
    "\n",
    "some_data_prepared = full_pipeline.transform(some_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "id": "d71a7146",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "predicted: [232035.89112672 380482.2530773  112115.91222308 157188.4422259\n",
      " 182226.68776252]\n",
      "Actual Labels: [219500.0, 474700.0, 121900.0, 161600.0, 126300.0]\n"
     ]
    }
   ],
   "source": [
    "print(\"predicted:\", lin_reg.predict(some_data_prepared))\n",
    "print(\"Actual Labels:\", list(some_labels))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "id": "48e41ca1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "67932.7700373929"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.metrics import mean_squared_error\n",
    "housing_predictions = lin_reg.predict(housing_prepared)\n",
    "\n",
    "lin_mse = mean_squared_error(housing_labels, housing_predictions)\n",
    "lin_rmse = np.sqrt(lin_mse)\n",
    "lin_rmse"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "id": "81e3b32a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DecisionTreeRegressor()"
      ]
     },
     "execution_count": 114,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.tree import DecisionTreeRegressor\n",
    "\n",
    "tree_reg = DecisionTreeRegressor()\n",
    "tree_reg.fit(housing_prepared, housing_labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "id": "8ed98ed4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0"
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "housing_predictions = tree_reg.predict(housing_prepared)\n",
    "\n",
    "tree_mse = mean_squared_error(housing_labels, housing_predictions)\n",
    "tree_rmse = np.sqrt(tree_mse)\n",
    "tree_rmse"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "95f75188",
   "metadata": {},
   "source": [
    "#### Cross Validation:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "id": "22b90117",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import cross_val_score\n",
    "\n",
    "tree_scores = cross_val_score(tree_reg, housing_prepared, housing_labels, cv=10, scoring=\"neg_mean_squared_error\")\n",
    "\n",
    "tree_rmse_scores = np.sqrt(-tree_scores)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "id": "9bfceec9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "scores: [68128.93340916 71388.27126195 70480.88065583 71411.98275389\n",
      " 67275.38569177 70828.10611464 70965.47314437 69015.31323265\n",
      " 74442.59868368 71199.14159723]\n",
      "mean:  70513.60865451554\n",
      "std deviation:  1902.6519179570075\n"
     ]
    }
   ],
   "source": [
    "def display_scores(scores):\n",
    "    print(\"scores:\", scores)\n",
    "    print(\"mean: \",scores.mean())\n",
    "    print(\"std deviation: \", scores.std())\n",
    "display_scores(tree_rmse_score)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "id": "80341800",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "scores: [66658.67084538 70302.86819962 71566.38526718 65233.82017541\n",
      " 64574.58761208 69256.95688732 66787.77183138 71451.60918566\n",
      " 65360.54454616 72249.20183707]\n",
      "mean:  68344.24163872632\n",
      "std deviation:  2792.9756994233758\n"
     ]
    }
   ],
   "source": [
    "lin_scores = cross_val_score(lin_reg, housing_prepared, housing_labels, cv=10, scoring=\"neg_mean_squared_error\")\n",
    "\n",
    "lin_rmse_scores = np.sqrt(-lin_scores)\n",
    "\n",
    "display_scores(lin_rmse_scores)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "id": "87cd407c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RandomForestRegressor(random_state=29)"
      ]
     },
     "execution_count": 126,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.ensemble import RandomForestRegressor\n",
    "\n",
    "forest_reg = RandomForestRegressor(random_state=29)\n",
    "forest_reg.fit(housing_prepared, housing_labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "id": "1d7a4b77",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "scores: [47810.25107843 51241.58204009 51344.54612338 47222.7603412\n",
      " 47491.26556067 52464.13388224 48163.00514217 48820.31796374\n",
      " 47462.08506298 51591.93026549]\n",
      "mean:  49361.18774604013\n",
      "std deviation:  1946.3745280089033\n"
     ]
    }
   ],
   "source": [
    "housing_pred = forest_reg.predict(housing_prepared)\n",
    "\n",
    "forest_scores = cross_val_score(forest_reg, housing_prepared, housing_labels, cv=10, scoring=\"neg_mean_squared_error\")\n",
    "\n",
    "forest_rmse_scores = np.sqrt(-forest_scores)\n",
    "\n",
    "display_scores(forest_rmse_scores)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ecde252d",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "id": "b8cf27e8",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6780ab45",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "id": "fcc2dbfc",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "52e58586",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7632cdfe",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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