0_exploratory_data_analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "from scipy.stats import norm\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from scipy import stats\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Import data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "train = pd.read_csv(\"input/train.csv\", header=0)\n",
    "test  = pd.read_csv(\"input/test.csv\", header=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Describe dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1460, 81)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1459, 80)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are 80 features, 1460 houses in the train set and 1459 houses in the test set."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1460 entries, 0 to 1459\n",
      "Data columns (total 81 columns):\n",
      " #   Column         Non-Null Count  Dtype  \n",
      "---  ------         --------------  -----  \n",
      " 0   Id             1460 non-null   int64  \n",
      " 1   MSSubClass     1460 non-null   int64  \n",
      " 2   MSZoning       1460 non-null   object \n",
      " 3   LotFrontage    1201 non-null   float64\n",
      " 4   LotArea        1460 non-null   int64  \n",
      " 5   Street         1460 non-null   object \n",
      " 6   Alley          91 non-null     object \n",
      " 7   LotShape       1460 non-null   object \n",
      " 8   LandContour    1460 non-null   object \n",
      " 9   Utilities      1460 non-null   object \n",
      " 10  LotConfig      1460 non-null   object \n",
      " 11  LandSlope      1460 non-null   object \n",
      " 12  Neighborhood   1460 non-null   object \n",
      " 13  Condition1     1460 non-null   object \n",
      " 14  Condition2     1460 non-null   object \n",
      " 15  BldgType       1460 non-null   object \n",
      " 16  HouseStyle     1460 non-null   object \n",
      " 17  OverallQual    1460 non-null   int64  \n",
      " 18  OverallCond    1460 non-null   int64  \n",
      " 19  YearBuilt      1460 non-null   int64  \n",
      " 20  YearRemodAdd   1460 non-null   int64  \n",
      " 21  RoofStyle      1460 non-null   object \n",
      " 22  RoofMatl       1460 non-null   object \n",
      " 23  Exterior1st    1460 non-null   object \n",
      " 24  Exterior2nd    1460 non-null   object \n",
      " 25  MasVnrType     1452 non-null   object \n",
      " 26  MasVnrArea     1452 non-null   float64\n",
      " 27  ExterQual      1460 non-null   object \n",
      " 28  ExterCond      1460 non-null   object \n",
      " 29  Foundation     1460 non-null   object \n",
      " 30  BsmtQual       1423 non-null   object \n",
      " 31  BsmtCond       1423 non-null   object \n",
      " 32  BsmtExposure   1422 non-null   object \n",
      " 33  BsmtFinType1   1423 non-null   object \n",
      " 34  BsmtFinSF1     1460 non-null   int64  \n",
      " 35  BsmtFinType2   1422 non-null   object \n",
      " 36  BsmtFinSF2     1460 non-null   int64  \n",
      " 37  BsmtUnfSF      1460 non-null   int64  \n",
      " 38  TotalBsmtSF    1460 non-null   int64  \n",
      " 39  Heating        1460 non-null   object \n",
      " 40  HeatingQC      1460 non-null   object \n",
      " 41  CentralAir     1460 non-null   object \n",
      " 42  Electrical     1459 non-null   object \n",
      " 43  1stFlrSF       1460 non-null   int64  \n",
      " 44  2ndFlrSF       1460 non-null   int64  \n",
      " 45  LowQualFinSF   1460 non-null   int64  \n",
      " 46  GrLivArea      1460 non-null   int64  \n",
      " 47  BsmtFullBath   1460 non-null   int64  \n",
      " 48  BsmtHalfBath   1460 non-null   int64  \n",
      " 49  FullBath       1460 non-null   int64  \n",
      " 50  HalfBath       1460 non-null   int64  \n",
      " 51  BedroomAbvGr   1460 non-null   int64  \n",
      " 52  KitchenAbvGr   1460 non-null   int64  \n",
      " 53  KitchenQual    1460 non-null   object \n",
      " 54  TotRmsAbvGrd   1460 non-null   int64  \n",
      " 55  Functional     1460 non-null   object \n",
      " 56  Fireplaces     1460 non-null   int64  \n",
      " 57  FireplaceQu    770 non-null    object \n",
      " 58  GarageType     1379 non-null   object \n",
      " 59  GarageYrBlt    1379 non-null   float64\n",
      " 60  GarageFinish   1379 non-null   object \n",
      " 61  GarageCars     1460 non-null   int64  \n",
      " 62  GarageArea     1460 non-null   int64  \n",
      " 63  GarageQual     1379 non-null   object \n",
      " 64  GarageCond     1379 non-null   object \n",
      " 65  PavedDrive     1460 non-null   object \n",
      " 66  WoodDeckSF     1460 non-null   int64  \n",
      " 67  OpenPorchSF    1460 non-null   int64  \n",
      " 68  EnclosedPorch  1460 non-null   int64  \n",
      " 69  3SsnPorch      1460 non-null   int64  \n",
      " 70  ScreenPorch    1460 non-null   int64  \n",
      " 71  PoolArea       1460 non-null   int64  \n",
      " 72  PoolQC         7 non-null      object \n",
      " 73  Fence          281 non-null    object \n",
      " 74  MiscFeature    54 non-null     object \n",
      " 75  MiscVal        1460 non-null   int64  \n",
      " 76  MoSold         1460 non-null   int64  \n",
      " 77  YrSold         1460 non-null   int64  \n",
      " 78  SaleType       1460 non-null   object \n",
      " 79  SaleCondition  1460 non-null   object \n",
      " 80  SalePrice      1460 non-null   int64  \n",
      "dtypes: float64(3), int64(35), object(43)\n",
      "memory usage: 924.0+ KB\n"
     ]
    }
   ],
   "source": [
    "train.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1459 entries, 0 to 1458\n",
      "Data columns (total 80 columns):\n",
      " #   Column         Non-Null Count  Dtype  \n",
      "---  ------         --------------  -----  \n",
      " 0   Id             1459 non-null   int64  \n",
      " 1   MSSubClass     1459 non-null   int64  \n",
      " 2   MSZoning       1455 non-null   object \n",
      " 3   LotFrontage    1232 non-null   float64\n",
      " 4   LotArea        1459 non-null   int64  \n",
      " 5   Street         1459 non-null   object \n",
      " 6   Alley          107 non-null    object \n",
      " 7   LotShape       1459 non-null   object \n",
      " 8   LandContour    1459 non-null   object \n",
      " 9   Utilities      1457 non-null   object \n",
      " 10  LotConfig      1459 non-null   object \n",
      " 11  LandSlope      1459 non-null   object \n",
      " 12  Neighborhood   1459 non-null   object \n",
      " 13  Condition1     1459 non-null   object \n",
      " 14  Condition2     1459 non-null   object \n",
      " 15  BldgType       1459 non-null   object \n",
      " 16  HouseStyle     1459 non-null   object \n",
      " 17  OverallQual    1459 non-null   int64  \n",
      " 18  OverallCond    1459 non-null   int64  \n",
      " 19  YearBuilt      1459 non-null   int64  \n",
      " 20  YearRemodAdd   1459 non-null   int64  \n",
      " 21  RoofStyle      1459 non-null   object \n",
      " 22  RoofMatl       1459 non-null   object \n",
      " 23  Exterior1st    1458 non-null   object \n",
      " 24  Exterior2nd    1458 non-null   object \n",
      " 25  MasVnrType     1443 non-null   object \n",
      " 26  MasVnrArea     1444 non-null   float64\n",
      " 27  ExterQual      1459 non-null   object \n",
      " 28  ExterCond      1459 non-null   object \n",
      " 29  Foundation     1459 non-null   object \n",
      " 30  BsmtQual       1415 non-null   object \n",
      " 31  BsmtCond       1414 non-null   object \n",
      " 32  BsmtExposure   1415 non-null   object \n",
      " 33  BsmtFinType1   1417 non-null   object \n",
      " 34  BsmtFinSF1     1458 non-null   float64\n",
      " 35  BsmtFinType2   1417 non-null   object \n",
      " 36  BsmtFinSF2     1458 non-null   float64\n",
      " 37  BsmtUnfSF      1458 non-null   float64\n",
      " 38  TotalBsmtSF    1458 non-null   float64\n",
      " 39  Heating        1459 non-null   object \n",
      " 40  HeatingQC      1459 non-null   object \n",
      " 41  CentralAir     1459 non-null   object \n",
      " 42  Electrical     1459 non-null   object \n",
      " 43  1stFlrSF       1459 non-null   int64  \n",
      " 44  2ndFlrSF       1459 non-null   int64  \n",
      " 45  LowQualFinSF   1459 non-null   int64  \n",
      " 46  GrLivArea      1459 non-null   int64  \n",
      " 47  BsmtFullBath   1457 non-null   float64\n",
      " 48  BsmtHalfBath   1457 non-null   float64\n",
      " 49  FullBath       1459 non-null   int64  \n",
      " 50  HalfBath       1459 non-null   int64  \n",
      " 51  BedroomAbvGr   1459 non-null   int64  \n",
      " 52  KitchenAbvGr   1459 non-null   int64  \n",
      " 53  KitchenQual    1458 non-null   object \n",
      " 54  TotRmsAbvGrd   1459 non-null   int64  \n",
      " 55  Functional     1457 non-null   object \n",
      " 56  Fireplaces     1459 non-null   int64  \n",
      " 57  FireplaceQu    729 non-null    object \n",
      " 58  GarageType     1383 non-null   object \n",
      " 59  GarageYrBlt    1381 non-null   float64\n",
      " 60  GarageFinish   1381 non-null   object \n",
      " 61  GarageCars     1458 non-null   float64\n",
      " 62  GarageArea     1458 non-null   float64\n",
      " 63  GarageQual     1381 non-null   object \n",
      " 64  GarageCond     1381 non-null   object \n",
      " 65  PavedDrive     1459 non-null   object \n",
      " 66  WoodDeckSF     1459 non-null   int64  \n",
      " 67  OpenPorchSF    1459 non-null   int64  \n",
      " 68  EnclosedPorch  1459 non-null   int64  \n",
      " 69  3SsnPorch      1459 non-null   int64  \n",
      " 70  ScreenPorch    1459 non-null   int64  \n",
      " 71  PoolArea       1459 non-null   int64  \n",
      " 72  PoolQC         3 non-null      object \n",
      " 73  Fence          290 non-null    object \n",
      " 74  MiscFeature    51 non-null     object \n",
      " 75  MiscVal        1459 non-null   int64  \n",
      " 76  MoSold         1459 non-null   int64  \n",
      " 77  YrSold         1459 non-null   int64  \n",
      " 78  SaleType       1458 non-null   object \n",
      " 79  SaleCondition  1459 non-null   object \n",
      "dtypes: float64(11), int64(26), object(43)\n",
      "memory usage: 912.0+ KB\n"
     ]
    }
   ],
   "source": [
    "test.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Some features have quite a lot of missing values. Some are quantitatives, others are qualitatives."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Id</th>\n",
       "      <th>MSSubClass</th>\n",
       "      <th>MSZoning</th>\n",
       "      <th>LotFrontage</th>\n",
       "      <th>LotArea</th>\n",
       "      <th>Street</th>\n",
       "      <th>Alley</th>\n",
       "      <th>LotShape</th>\n",
       "      <th>LandContour</th>\n",
       "      <th>Utilities</th>\n",
       "      <th>...</th>\n",
       "      <th>PoolArea</th>\n",
       "      <th>PoolQC</th>\n",
       "      <th>Fence</th>\n",
       "      <th>MiscFeature</th>\n",
       "      <th>MiscVal</th>\n",
       "      <th>MoSold</th>\n",
       "      <th>YrSold</th>\n",
       "      <th>SaleType</th>\n",
       "      <th>SaleCondition</th>\n",
       "      <th>SalePrice</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>65.0</td>\n",
       "      <td>8450</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>208500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>80.0</td>\n",
       "      <td>9600</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>181500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>68.0</td>\n",
       "      <td>11250</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>223500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>70</td>\n",
       "      <td>RL</td>\n",
       "      <td>60.0</td>\n",
       "      <td>9550</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Abnorml</td>\n",
       "      <td>140000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>84.0</td>\n",
       "      <td>14260</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>250000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 81 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Id  MSSubClass MSZoning  LotFrontage  LotArea Street Alley LotShape  \\\n",
       "0   1          60       RL         65.0     8450   Pave   NaN      Reg   \n",
       "1   2          20       RL         80.0     9600   Pave   NaN      Reg   \n",
       "2   3          60       RL         68.0    11250   Pave   NaN      IR1   \n",
       "3   4          70       RL         60.0     9550   Pave   NaN      IR1   \n",
       "4   5          60       RL         84.0    14260   Pave   NaN      IR1   \n",
       "\n",
       "  LandContour Utilities  ... PoolArea PoolQC Fence MiscFeature MiscVal MoSold  \\\n",
       "0         Lvl    AllPub  ...        0    NaN   NaN         NaN       0      2   \n",
       "1         Lvl    AllPub  ...        0    NaN   NaN         NaN       0      5   \n",
       "2         Lvl    AllPub  ...        0    NaN   NaN         NaN       0      9   \n",
       "3         Lvl    AllPub  ...        0    NaN   NaN         NaN       0      2   \n",
       "4         Lvl    AllPub  ...        0    NaN   NaN         NaN       0     12   \n",
       "\n",
       "  YrSold  SaleType  SaleCondition  SalePrice  \n",
       "0   2008        WD         Normal     208500  \n",
       "1   2007        WD         Normal     181500  \n",
       "2   2008        WD         Normal     223500  \n",
       "3   2006        WD        Abnorml     140000  \n",
       "4   2008        WD         Normal     250000  \n",
       "\n",
       "[5 rows x 81 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Id</th>\n",
       "      <th>MSSubClass</th>\n",
       "      <th>MSZoning</th>\n",
       "      <th>LotFrontage</th>\n",
       "      <th>LotArea</th>\n",
       "      <th>Street</th>\n",
       "      <th>Alley</th>\n",
       "      <th>LotShape</th>\n",
       "      <th>LandContour</th>\n",
       "      <th>Utilities</th>\n",
       "      <th>...</th>\n",
       "      <th>ScreenPorch</th>\n",
       "      <th>PoolArea</th>\n",
       "      <th>PoolQC</th>\n",
       "      <th>Fence</th>\n",
       "      <th>MiscFeature</th>\n",
       "      <th>MiscVal</th>\n",
       "      <th>MoSold</th>\n",
       "      <th>YrSold</th>\n",
       "      <th>SaleType</th>\n",
       "      <th>SaleCondition</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1461</td>\n",
       "      <td>20</td>\n",
       "      <td>RH</td>\n",
       "      <td>80.0</td>\n",
       "      <td>11622</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>...</td>\n",
       "      <td>120</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MnPrv</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1462</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>81.0</td>\n",
       "      <td>14267</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gar2</td>\n",
       "      <td>12500</td>\n",
       "      <td>6</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1463</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>74.0</td>\n",
       "      <td>13830</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MnPrv</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1464</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>78.0</td>\n",
       "      <td>9978</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1465</td>\n",
       "      <td>120</td>\n",
       "      <td>RL</td>\n",
       "      <td>43.0</td>\n",
       "      <td>5005</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>HLS</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>...</td>\n",
       "      <td>144</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 80 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Id  MSSubClass MSZoning  LotFrontage  LotArea Street Alley LotShape  \\\n",
       "0  1461          20       RH         80.0    11622   Pave   NaN      Reg   \n",
       "1  1462          20       RL         81.0    14267   Pave   NaN      IR1   \n",
       "2  1463          60       RL         74.0    13830   Pave   NaN      IR1   \n",
       "3  1464          60       RL         78.0     9978   Pave   NaN      IR1   \n",
       "4  1465         120       RL         43.0     5005   Pave   NaN      IR1   \n",
       "\n",
       "  LandContour Utilities  ... ScreenPorch PoolArea PoolQC  Fence MiscFeature  \\\n",
       "0         Lvl    AllPub  ...         120        0    NaN  MnPrv         NaN   \n",
       "1         Lvl    AllPub  ...           0        0    NaN    NaN        Gar2   \n",
       "2         Lvl    AllPub  ...           0        0    NaN  MnPrv         NaN   \n",
       "3         Lvl    AllPub  ...           0        0    NaN    NaN         NaN   \n",
       "4         HLS    AllPub  ...         144        0    NaN    NaN         NaN   \n",
       "\n",
       "  MiscVal MoSold  YrSold  SaleType  SaleCondition  \n",
       "0       0      6    2010        WD         Normal  \n",
       "1   12500      6    2010        WD         Normal  \n",
       "2       0      3    2010        WD         Normal  \n",
       "3       0      6    2010        WD         Normal  \n",
       "4       0      1    2010        WD         Normal  \n",
       "\n",
       "[5 rows x 80 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test.head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The Id in the test set follow those from the train set."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Id</th>\n",
       "      <th>MSSubClass</th>\n",
       "      <th>LotFrontage</th>\n",
       "      <th>LotArea</th>\n",
       "      <th>OverallQual</th>\n",
       "      <th>OverallCond</th>\n",
       "      <th>YearBuilt</th>\n",
       "      <th>YearRemodAdd</th>\n",
       "      <th>MasVnrArea</th>\n",
       "      <th>BsmtFinSF1</th>\n",
       "      <th>...</th>\n",
       "      <th>WoodDeckSF</th>\n",
       "      <th>OpenPorchSF</th>\n",
       "      <th>EnclosedPorch</th>\n",
       "      <th>3SsnPorch</th>\n",
       "      <th>ScreenPorch</th>\n",
       "      <th>PoolArea</th>\n",
       "      <th>MiscVal</th>\n",
       "      <th>MoSold</th>\n",
       "      <th>YrSold</th>\n",
       "      <th>SalePrice</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1201.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1452.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>730.500000</td>\n",
       "      <td>56.897260</td>\n",
       "      <td>70.049958</td>\n",
       "      <td>10516.828082</td>\n",
       "      <td>6.099315</td>\n",
       "      <td>5.575342</td>\n",
       "      <td>1971.267808</td>\n",
       "      <td>1984.865753</td>\n",
       "      <td>103.685262</td>\n",
       "      <td>443.639726</td>\n",
       "      <td>...</td>\n",
       "      <td>94.244521</td>\n",
       "      <td>46.660274</td>\n",
       "      <td>21.954110</td>\n",
       "      <td>3.409589</td>\n",
       "      <td>15.060959</td>\n",
       "      <td>2.758904</td>\n",
       "      <td>43.489041</td>\n",
       "      <td>6.321918</td>\n",
       "      <td>2007.815753</td>\n",
       "      <td>180921.195890</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>421.610009</td>\n",
       "      <td>42.300571</td>\n",
       "      <td>24.284752</td>\n",
       "      <td>9981.264932</td>\n",
       "      <td>1.382997</td>\n",
       "      <td>1.112799</td>\n",
       "      <td>30.202904</td>\n",
       "      <td>20.645407</td>\n",
       "      <td>181.066207</td>\n",
       "      <td>456.098091</td>\n",
       "      <td>...</td>\n",
       "      <td>125.338794</td>\n",
       "      <td>66.256028</td>\n",
       "      <td>61.119149</td>\n",
       "      <td>29.317331</td>\n",
       "      <td>55.757415</td>\n",
       "      <td>40.177307</td>\n",
       "      <td>496.123024</td>\n",
       "      <td>2.703626</td>\n",
       "      <td>1.328095</td>\n",
       "      <td>79442.502883</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>1300.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1872.000000</td>\n",
       "      <td>1950.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2006.000000</td>\n",
       "      <td>34900.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>365.750000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>59.000000</td>\n",
       "      <td>7553.500000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1954.000000</td>\n",
       "      <td>1967.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>2007.000000</td>\n",
       "      <td>129975.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>730.500000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>69.000000</td>\n",
       "      <td>9478.500000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1973.000000</td>\n",
       "      <td>1994.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>383.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>25.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>2008.000000</td>\n",
       "      <td>163000.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1095.250000</td>\n",
       "      <td>70.000000</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>11601.500000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>2000.000000</td>\n",
       "      <td>2004.000000</td>\n",
       "      <td>166.000000</td>\n",
       "      <td>712.250000</td>\n",
       "      <td>...</td>\n",
       "      <td>168.000000</td>\n",
       "      <td>68.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>2009.000000</td>\n",
       "      <td>214000.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1460.000000</td>\n",
       "      <td>190.000000</td>\n",
       "      <td>313.000000</td>\n",
       "      <td>215245.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>2010.000000</td>\n",
       "      <td>2010.000000</td>\n",
       "      <td>1600.000000</td>\n",
       "      <td>5644.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>857.000000</td>\n",
       "      <td>547.000000</td>\n",
       "      <td>552.000000</td>\n",
       "      <td>508.000000</td>\n",
       "      <td>480.000000</td>\n",
       "      <td>738.000000</td>\n",
       "      <td>15500.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>2010.000000</td>\n",
       "      <td>755000.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 38 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                Id   MSSubClass  LotFrontage        LotArea  OverallQual  \\\n",
       "count  1460.000000  1460.000000  1201.000000    1460.000000  1460.000000   \n",
       "mean    730.500000    56.897260    70.049958   10516.828082     6.099315   \n",
       "std     421.610009    42.300571    24.284752    9981.264932     1.382997   \n",
       "min       1.000000    20.000000    21.000000    1300.000000     1.000000   \n",
       "25%     365.750000    20.000000    59.000000    7553.500000     5.000000   \n",
       "50%     730.500000    50.000000    69.000000    9478.500000     6.000000   \n",
       "75%    1095.250000    70.000000    80.000000   11601.500000     7.000000   \n",
       "max    1460.000000   190.000000   313.000000  215245.000000    10.000000   \n",
       "\n",
       "       OverallCond    YearBuilt  YearRemodAdd   MasVnrArea   BsmtFinSF1  ...  \\\n",
       "count  1460.000000  1460.000000   1460.000000  1452.000000  1460.000000  ...   \n",
       "mean      5.575342  1971.267808   1984.865753   103.685262   443.639726  ...   \n",
       "std       1.112799    30.202904     20.645407   181.066207   456.098091  ...   \n",
       "min       1.000000  1872.000000   1950.000000     0.000000     0.000000  ...   \n",
       "25%       5.000000  1954.000000   1967.000000     0.000000     0.000000  ...   \n",
       "50%       5.000000  1973.000000   1994.000000     0.000000   383.500000  ...   \n",
       "75%       6.000000  2000.000000   2004.000000   166.000000   712.250000  ...   \n",
       "max       9.000000  2010.000000   2010.000000  1600.000000  5644.000000  ...   \n",
       "\n",
       "        WoodDeckSF  OpenPorchSF  EnclosedPorch    3SsnPorch  ScreenPorch  \\\n",
       "count  1460.000000  1460.000000    1460.000000  1460.000000  1460.000000   \n",
       "mean     94.244521    46.660274      21.954110     3.409589    15.060959   \n",
       "std     125.338794    66.256028      61.119149    29.317331    55.757415   \n",
       "min       0.000000     0.000000       0.000000     0.000000     0.000000   \n",
       "25%       0.000000     0.000000       0.000000     0.000000     0.000000   \n",
       "50%       0.000000    25.000000       0.000000     0.000000     0.000000   \n",
       "75%     168.000000    68.000000       0.000000     0.000000     0.000000   \n",
       "max     857.000000   547.000000     552.000000   508.000000   480.000000   \n",
       "\n",
       "          PoolArea       MiscVal       MoSold       YrSold      SalePrice  \n",
       "count  1460.000000   1460.000000  1460.000000  1460.000000    1460.000000  \n",
       "mean      2.758904     43.489041     6.321918  2007.815753  180921.195890  \n",
       "std      40.177307    496.123024     2.703626     1.328095   79442.502883  \n",
       "min       0.000000      0.000000     1.000000  2006.000000   34900.000000  \n",
       "25%       0.000000      0.000000     5.000000  2007.000000  129975.000000  \n",
       "50%       0.000000      0.000000     6.000000  2008.000000  163000.000000  \n",
       "75%       0.000000      0.000000     8.000000  2009.000000  214000.000000  \n",
       "max     738.000000  15500.000000    12.000000  2010.000000  755000.000000  \n",
       "\n",
       "[8 rows x 38 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Id</th>\n",
       "      <th>MSSubClass</th>\n",
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       "      <th>ScreenPorch</th>\n",
       "      <th>PoolArea</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1459.000000</td>\n",
       "      <td>1459.000000</td>\n",
       "      <td>1232.000000</td>\n",
       "      <td>1459.000000</td>\n",
       "      <td>1459.000000</td>\n",
       "      <td>1459.000000</td>\n",
       "      <td>1459.000000</td>\n",
       "      <td>1459.000000</td>\n",
       "      <td>1444.000000</td>\n",
       "      <td>1458.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>1458.000000</td>\n",
       "      <td>1459.000000</td>\n",
       "      <td>1459.000000</td>\n",
       "      <td>1459.000000</td>\n",
       "      <td>1459.000000</td>\n",
       "      <td>1459.000000</td>\n",
       "      <td>1459.000000</td>\n",
       "      <td>1459.000000</td>\n",
       "      <td>1459.000000</td>\n",
       "      <td>1459.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2190.000000</td>\n",
       "      <td>57.378341</td>\n",
       "      <td>68.580357</td>\n",
       "      <td>9819.161069</td>\n",
       "      <td>6.078821</td>\n",
       "      <td>5.553804</td>\n",
       "      <td>1971.357779</td>\n",
       "      <td>1983.662783</td>\n",
       "      <td>100.709141</td>\n",
       "      <td>439.203704</td>\n",
       "      <td>...</td>\n",
       "      <td>472.768861</td>\n",
       "      <td>93.174777</td>\n",
       "      <td>48.313914</td>\n",
       "      <td>24.243317</td>\n",
       "      <td>1.794380</td>\n",
       "      <td>17.064428</td>\n",
       "      <td>1.744345</td>\n",
       "      <td>58.167923</td>\n",
       "      <td>6.104181</td>\n",
       "      <td>2007.769705</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>421.321334</td>\n",
       "      <td>42.746880</td>\n",
       "      <td>22.376841</td>\n",
       "      <td>4955.517327</td>\n",
       "      <td>1.436812</td>\n",
       "      <td>1.113740</td>\n",
       "      <td>30.390071</td>\n",
       "      <td>21.130467</td>\n",
       "      <td>177.625900</td>\n",
       "      <td>455.268042</td>\n",
       "      <td>...</td>\n",
       "      <td>217.048611</td>\n",
       "      <td>127.744882</td>\n",
       "      <td>68.883364</td>\n",
       "      <td>67.227765</td>\n",
       "      <td>20.207842</td>\n",
       "      <td>56.609763</td>\n",
       "      <td>30.491646</td>\n",
       "      <td>630.806978</td>\n",
       "      <td>2.722432</td>\n",
       "      <td>1.301740</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1461.000000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>1470.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1879.000000</td>\n",
       "      <td>1950.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2006.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1825.500000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>58.000000</td>\n",
       "      <td>7391.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1953.000000</td>\n",
       "      <td>1963.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>318.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>2007.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2190.000000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>67.000000</td>\n",
       "      <td>9399.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1973.000000</td>\n",
       "      <td>1992.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>350.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>480.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>28.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>2008.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2554.500000</td>\n",
       "      <td>70.000000</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>11517.500000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>2001.000000</td>\n",
       "      <td>2004.000000</td>\n",
       "      <td>164.000000</td>\n",
       "      <td>753.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>576.000000</td>\n",
       "      <td>168.000000</td>\n",
       "      <td>72.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>2009.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2919.000000</td>\n",
       "      <td>190.000000</td>\n",
       "      <td>200.000000</td>\n",
       "      <td>56600.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>2010.000000</td>\n",
       "      <td>2010.000000</td>\n",
       "      <td>1290.000000</td>\n",
       "      <td>4010.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>1488.000000</td>\n",
       "      <td>1424.000000</td>\n",
       "      <td>742.000000</td>\n",
       "      <td>1012.000000</td>\n",
       "      <td>360.000000</td>\n",
       "      <td>576.000000</td>\n",
       "      <td>800.000000</td>\n",
       "      <td>17000.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>2010.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 37 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                Id   MSSubClass  LotFrontage       LotArea  OverallQual  \\\n",
       "count  1459.000000  1459.000000  1232.000000   1459.000000  1459.000000   \n",
       "mean   2190.000000    57.378341    68.580357   9819.161069     6.078821   \n",
       "std     421.321334    42.746880    22.376841   4955.517327     1.436812   \n",
       "min    1461.000000    20.000000    21.000000   1470.000000     1.000000   \n",
       "25%    1825.500000    20.000000    58.000000   7391.000000     5.000000   \n",
       "50%    2190.000000    50.000000    67.000000   9399.000000     6.000000   \n",
       "75%    2554.500000    70.000000    80.000000  11517.500000     7.000000   \n",
       "max    2919.000000   190.000000   200.000000  56600.000000    10.000000   \n",
       "\n",
       "       OverallCond    YearBuilt  YearRemodAdd   MasVnrArea   BsmtFinSF1  ...  \\\n",
       "count  1459.000000  1459.000000   1459.000000  1444.000000  1458.000000  ...   \n",
       "mean      5.553804  1971.357779   1983.662783   100.709141   439.203704  ...   \n",
       "std       1.113740    30.390071     21.130467   177.625900   455.268042  ...   \n",
       "min       1.000000  1879.000000   1950.000000     0.000000     0.000000  ...   \n",
       "25%       5.000000  1953.000000   1963.000000     0.000000     0.000000  ...   \n",
       "50%       5.000000  1973.000000   1992.000000     0.000000   350.500000  ...   \n",
       "75%       6.000000  2001.000000   2004.000000   164.000000   753.500000  ...   \n",
       "max       9.000000  2010.000000   2010.000000  1290.000000  4010.000000  ...   \n",
       "\n",
       "        GarageArea   WoodDeckSF  OpenPorchSF  EnclosedPorch    3SsnPorch  \\\n",
       "count  1458.000000  1459.000000  1459.000000    1459.000000  1459.000000   \n",
       "mean    472.768861    93.174777    48.313914      24.243317     1.794380   \n",
       "std     217.048611   127.744882    68.883364      67.227765    20.207842   \n",
       "min       0.000000     0.000000     0.000000       0.000000     0.000000   \n",
       "25%     318.000000     0.000000     0.000000       0.000000     0.000000   \n",
       "50%     480.000000     0.000000    28.000000       0.000000     0.000000   \n",
       "75%     576.000000   168.000000    72.000000       0.000000     0.000000   \n",
       "max    1488.000000  1424.000000   742.000000    1012.000000   360.000000   \n",
       "\n",
       "       ScreenPorch     PoolArea       MiscVal       MoSold       YrSold  \n",
       "count  1459.000000  1459.000000   1459.000000  1459.000000  1459.000000  \n",
       "mean     17.064428     1.744345     58.167923     6.104181  2007.769705  \n",
       "std      56.609763    30.491646    630.806978     2.722432     1.301740  \n",
       "min       0.000000     0.000000      0.000000     1.000000  2006.000000  \n",
       "25%       0.000000     0.000000      0.000000     4.000000  2007.000000  \n",
       "50%       0.000000     0.000000      0.000000     6.000000  2008.000000  \n",
       "75%       0.000000     0.000000      0.000000     8.000000  2009.000000  \n",
       "max     576.000000   800.000000  17000.000000    12.000000  2010.000000  \n",
       "\n",
       "[8 rows x 37 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count      1460.000000\n",
       "mean     180921.195890\n",
       "std       79442.502883\n",
       "min       34900.000000\n",
       "25%      129975.000000\n",
       "50%      163000.000000\n",
       "75%      214000.000000\n",
       "max      755000.000000\n",
       "Name: SalePrice, dtype: float64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train['SalePrice'].describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The house prices range from 34.9k to 755k with a mean of 180.9k. This makes sense."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Univariate analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_univariate(df, col, categorical=None):\n",
    "    \"\"\" plot histogram of column col in train data \"\"\"\n",
    "\n",
    "    if df[col].dtypes == object or categorical: \n",
    "        # for categorical variables\n",
    "        df[col].value_counts().plot(kind='bar')\n",
    "\n",
    "    else:\n",
    "        # for numerical variables\n",
    "        # df[col].hist()\n",
    "        sns.distplot(df[col])\n",
    "\n",
    "    plt.xlabel(col)\n",
    "    \n",
    "    \n",
    "def plot_bivariate(df, col, categorical=None):\n",
    "    \"\"\" plot scatter or boxplot of SalePrice vs col \"\"\"\n",
    " \n",
    "    if df[col].dtypes == object or categorical:\n",
    "        # for categorical variables\n",
    "        sns.boxplot(x=col, y='SalePrice', data=df)\n",
    "\n",
    "    else:\n",
    "        # for numerical variables\n",
    "        df.plot.scatter(x=col, y='SalePrice', c=\"b\", ylim=(0,800000))\n",
    "\n",
    "    plt.xlabel(col)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Examining the target variable: SalePrice"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_univariate(train, 'SalePrice')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We notice that:\n",
    "- it doesn't have a normal distribution\n",
    "- it has positive shewness\n",
    "- it has positive kurtosis (peakedness)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skewness: 1.882876\n",
      "Kurtosis: 6.536282\n"
     ]
    }
   ],
   "source": [
    "print(\"Skewness: %f\" % train['SalePrice'].skew())\n",
    "print(\"Kurtosis: %f\" % train['SalePrice'].kurt())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Examining the features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/pierre/bin/anaconda3/lib/python3.7/site-packages/seaborn/distributions.py:369: UserWarning: Default bandwidth for data is 0; skipping density estimation.\n",
      "  warnings.warn(msg, UserWarning)\n",
      "/home/pierre/bin/anaconda3/lib/python3.7/site-packages/seaborn/distributions.py:369: UserWarning: Default bandwidth for data is 0; skipping density estimation.\n",
      "  warnings.warn(msg, UserWarning)\n",
      "/home/pierre/bin/anaconda3/lib/python3.7/site-packages/seaborn/distributions.py:369: UserWarning: Default bandwidth for data is 0; skipping density estimation.\n",
      "  warnings.warn(msg, UserWarning)\n",
      "/home/pierre/bin/anaconda3/lib/python3.7/site-packages/seaborn/distributions.py:369: UserWarning: Default bandwidth for data is 0; skipping density estimation.\n",
      "  warnings.warn(msg, UserWarning)\n",
      "/home/pierre/bin/anaconda3/lib/python3.7/site-packages/seaborn/distributions.py:369: UserWarning: Default bandwidth for data is 0; skipping density estimation.\n",
      "  warnings.warn(msg, UserWarning)\n",
      "/home/pierre/bin/anaconda3/lib/python3.7/site-packages/seaborn/distributions.py:369: UserWarning: Default bandwidth for data is 0; skipping density estimation.\n",
      "  warnings.warn(msg, UserWarning)\n",
      "/home/pierre/bin/anaconda3/lib/python3.7/site-packages/seaborn/distributions.py:369: UserWarning: Default bandwidth for data is 0; skipping density estimation.\n",
      "  warnings.warn(msg, UserWarning)\n",
      "/home/pierre/bin/anaconda3/lib/python3.7/site-packages/seaborn/distributions.py:369: UserWarning: Default bandwidth for data is 0; skipping density estimation.\n",
      "  warnings.warn(msg, UserWarning)\n",
      "/home/pierre/bin/anaconda3/lib/python3.7/site-packages/seaborn/distributions.py:369: UserWarning: Default bandwidth for data is 0; skipping density estimation.\n",
      "  warnings.warn(msg, UserWarning)\n"
     ]
    }
   ],
   "source": [
    "count = 1\n",
    "\n",
    "for col in train.columns:\n",
    "    # Univariate analysis\n",
    "    plot_univariate(train, col)\n",
    "    plt.savefig('plots/before_data_cleaning/uni'+str(count)+'.png', bbox_inches='tight')\n",
    "    plt.clf()\n",
    "\n",
    "    # bivariate analysis\n",
    "    plot_bivariate(train, col)\n",
    "    plt.savefig('plots/before_data_cleaning/bi'+str(count)+'.png', bbox_inches='tight')\n",
    "    plt.clf()\n",
    "\n",
    "    plt.close('all')\n",
    "    # plt.show()\n",
    "    count += 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_univariate(train, 'GrLivArea')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_bivariate(train, 'GrLivArea')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There is a linear relationship so GrLivArea is probably an important feature."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_univariate(train, 'TotalBsmtSF')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_bivariate(train, 'TotalBsmtSF')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_univariate(train, 'OverallQual', categorical=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_bivariate(train, 'OverallQual', categorical=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "OverallQual is well correlated with SalePrice."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_univariate(train, 'YearBuilt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_bivariate(train, 'YearBuilt')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Recent houses are more expensive."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_bivariate(train, 'MSSubClass')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_bivariate(train, 'MSZoning')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_bivariate(train, 'MasVnrArea')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_bivariate(train, 'BsmtFinSF2')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These features are probably not relevant to predict the price."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_bivariate(train, 'Neighborhood')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The neighborhood is an important feature, as the differences between some features seems significant. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Correlation matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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KeHuSb1fVbd1YDhoJ87a1PY8kSZIkSdJUTeeUqN6qqk9U1SOr6rYNPRZJkiRJkiQTNpIkSZIkST0zrVOiJEmSJEnSRmrQ3/VeNkVW2EiSJEmSJPWMCRtJkiRJkqQ1SPL0JJckuSzJW8d5/v5Jvpfk50nOS/LMqZ7TKVHT6cbrm4VefszbJ+80BVu+4b3NYi/6s8ObxQbIjDSLPVjetiRwyz13aBZ7xk7bN4sNsPVzntss9o8PO7VZbICdt1rRLPadS7dsFhvggQ9ul4efs0s1iw2w9JKZzWI//OE3NYsNcPWl92oWe4+/ekiz2AA3HHNRs9g77L64WWyAwa/afb5/L9s0iw1w+6I5zWI/7zk3N4sN8I1TdmoWe8eVq5rFBrh8y3afM4N2b0cAtq92Y1/ZeOyzGv7zsQVtB7/n8naDP2d2239XW16beQ2/Aj9mMIdb273deeKqdp+/2nQlmQl8AngqcC1wdpKTq2r0i9Q7gK9U1aeSPAL4D2CPqZzXhI0kSZIkqRdaJmu0HtRmu4bNgcBlVXU5QJIvA4cCowmbArbttrcDplyx4ZQoSZIkSZK02UpyRJKFI48jxnTZFbhmZP/arm3U0cDLk1zLsLrm9VMdlxU2kiRJkiRps1VVC4AFa+gy3hzDsfMaXwIcV1UfSvI44ItJ9qm652VJVthIkiRJkiRN7Fpg95H93fifU55eDXwFoKp+AswBprTwmwkbSZIkSZKkiZ0N7JXkgUm2BF4MnDymz9XAHwEkeTjDhM2U7nzhlChJkiRJkjS5wea56HBVrUzyOuBUYCZwbFVdmOTdwMKqOhn4v8Bnk7yJ4XSpV1XVlG4HZ8JGkiRJkiRpDarqPxguJjza9q6R7YuAJ6zPczolSpIkSZIkqWd6l7BJskuS45NcnuRnSX6S5Hnj9NsjyQXjtL87ySFrcZ5HJ6kkf7y+xi5JkiRJkrQ+9GpKVJIAJwFfqKqXdm0PAJ4zpt+E4x4tSZrES4AfdX+eOsFYMpVbcEmSJEmStMnYTNew2VD6VmFzMLC8qj69uqGqrqqqjyV5VZITk5wCfGeiAEmOS/KCJM9I8pWR9id3x65OxrwAeBXwtCRzuvY9kvwyySeBc4Ddkzytq/I5pzv/vK7vu5KcneSCJAu6mJIkSZIkSVPWt4TN3gwTJRN5HPDKqjp4LWL9J3BQkq27/cOAE7rtJwBXVNWvgdOBZ44c91DgX6rq0cBi4B3AIVW1H7AQ+Iuu38er6jFVtQ8wF3jWWoxJkiRJkiRpUn1L2NxNkk8k+UWSs7um/6yqW9fm2KpaCXwbeHY3hep/Ad/snn4J8OVu+8vd/mpXVdWZ3fZBwCOAM5KcC7wSeED33FOS/DTJ+Qwrg/ae4DUckWRhkoX/fPq5azN0SZIkSZK0mevVGjbAhcDzV+9U1VFJdmJY2QLDipd1cQJwFHArcHZV3ZlkZneO5yT5ayDAjkm2GeccYZgkGk3o0E2h+iRwQFVdk+RoYM54A6iqBcACgCVfeOuU7sEuSZIkSdIG4xKv06pvFTanAXOS/NlI21ZTiHc6sB/wv/n9dKhDgF9U1e5VtUdVPQD4GvDccY4/E3hCkj0BkmyV5CH8Pjlzc7emzQumMEZJkiRJkqS76VXCpqqKYeLkSUmuSHIW8AXgryY45KFJrh15vHBMvFXAt4BndH/CcPrTN8bE+Rrw0nHGcxPDhYm/lOQ8hgmch1XV7cBngfMZ3tXq7LHHSpIkSZIk3VN9mxJFVd0AvHiCp48b6XclMGucPieOifc64HUj+68a55wnAyd3u/uMee404DHjHPMOhgsSS5IkSZIkrVe9S9hIkiRJkqQeGriGzXTq1ZQoSZIkSZIkmbCRJEmSJEnqHRM2kiRJkiRJPWPCRpIkSZIkqWdcdFiSJEmSJE2uXHR4OpmwmUZ1083tgs9Iu9jAoj87vFnseZ86tllsgFVXX9As9uJ3fqhZbIBlF9/aLPbMrW5vFhvgjhOvbhb7wBfObhYbYOkli5vFftBBuzSLDXDrt9sVTv7mvLbXfVaqWewbr9qmWWyA5atmNov9o3fe0Cw2wJxs2yx2bm573W9ly2ax79/w/QiwvNq9Z77yrZ2axQa4q2F99m/mtLsuALMa/lhntn3LsGRGuxPMovH3yLT7D969Gv5dAjht9opmsbdv/F+xqwbtvs/M3aLt5/vVtaRZ7NtmzW0WW1rfnBIlSZIkSeqFlskaaWNjwkaSJEmSJKlnnBIlSZIkSZImN3ANm+lkhY0kSZIkSVLPmLCRJEmSJEnqGRM2kiRJkiRJPeMaNpIkSZIkaXLlGjbTyQobSZIkSZKknpnWhE2SXZIcn+TyJD9L8pMkz5vOMYwZzzOSLEzyyyQXJ/nghhqLJEmSJEnSatOWsEkS4CTgB1X1oKraH3gxsNtaHj9zPY9nH+DjwMur6uHAPsDl63C808kkSZIkSVIT05l0OBhYXlWfXt1QVVcBH0uyB/BFYOvuqddV1Y+TPBn4G+AGYD7wiCQnAbsDc4CPVtUCgCSvBv4KuB64FFhWVa9Lcm/g08D9u9hvrKozgLcAf19VF3djWQl8sov1bOAdwJbALcDLquq3SY4G7gfsAdyc5O+Bz3f9ZgDPr6pL19cFkyRJkiSpNwauYTOdpnNK1N7AORM8dyPw1KraDzgMOGbkuQOBv66qR3T7h3fVOQcAb0iyY5L7Ae8EDgKeCjxs5PiPAh+uqscAzwc+17XvA/xsgvH8CDioqh4NfJlhcme1/YFDq+qlwJEMk0bzu/FcOzZQkiO6aVcLjz3z4glOJ0mSJEmS9HsbbFpPkk8ATwSWA4cAH08yH1gFPGSk61lVdcXI/htG1r3ZHdgLuA/w/aq6tYt94kiMQxhW5qw+ftsk20wyvN2AE5Lcl2H1zOj5T66qJd32T4C/TrIb8PXxqmu6CqAFAHd98DU1yXklSZIkSZKmtcLmQmC/1TtVdRTwR8C9gTcBvwX2ZVipsuXIcYtXb3RTpA4BHldV+wI/Zzg1KkxsRtd/fvfYtaru7Maz/wTHfAz4eFU9Enhtd47/MZ6qOh54DrAEODXJwWsYhyRJkiRJ0lqZzoTNacCcJH820rZV9+d2wA1VNQD+BJhogeHtgNuq6q4kD2M4BQrgLOBJSe7VLQb8/JFjvgO8bvVOV8UD8I/A25M8pGufkeQvRs5zXbf9yoleUJIHAZdX1THAycCjJuorSZIkSZK0tqZtSlRVVZLnAh9O8hbgJobVKn/FcG2bryV5IfA9RqpYxvg2cGSS84BLgDO72NcleS/wU4aLDl8E/K475g3AJ7pjtgB+ABxZVecleSPwpSRbAQX8e3fM0cCJSa7rzvHACcZzGPDyJCuA3wDvXsfLIkmSJEnSxsFFh6fVtK5hU1U3MLyV93hGq1Pe1vU/HTh95PhlwDMmOP74qlrQVdh8g2FlDVV1M8PEynjj+RbwrXHavwl8c5z2o8fsvw943wTjkSRJkiRJukemc0pUa0cnORe4gOEiwSdt4PFIkiRJkiTdIxvsLlHrW1X95YYegyRJkiRJ0vqwySRsJEmSJElSQ1UbegSblU1pSpQkSZIkSdImwYSNJEmSJElSzzglahrVihXtYi9e2iw2QGakWexVV1/QLDbAzPvv0yz2FjtsvH+Fll67smn8lctmNYu96pYlzWIDLLtjZrPYc5e2+xwAyIx2ZapLG/5MAe61dbuf69x5y5vFBrhjyex2sWe0ez8CbJd21+bGQbvrAjC72t1adHbjiu+ltPu5Lmv3T3Zz8xrfLfauhtem9WWf1fAMA9q+4VuOvbU5DX+/3fbTHbZKu++pt9Pue+S2mcVy2n0YrGj8fpfWp433f5uSJEmSpE1Ky2SN1oOBP5/p5JQoSZIkSZKknjFhI0mSJEmS1DMmbCRJkiRJknrGNWwkSZIkSdLkXMNmWllhI0mSJEmS1DMmbCRJkiRJknrGhI0kSZIkSVLPTFvCJskuSY5PcnmSnyX5SZLnTdf5JxjTN5P8ZEOOQZIkSZIkaaxpWXQ4SYCTgC9U1Uu7tgcAz1nL42dW1ar1PKbtgf2ARUkeWFVXjNNni6pauT7PK0mSJEnSRqlcdHg6TVeFzcHA8qr69OqGqrqqqj6WZI8kP0xyTvd4PECSJyf5XpLjgfO7tpO66pwLkxyxOlaSVyf5VZLTk3w2yce79nsn+VqSs7vHE0bG9HzgFODLwItHYh2X5J+SfA/4hyRbJzm2O/7nSQ7t+o07bkmSJEmSpKmartt67w2cM8FzNwJPraqlSfYCvgQc0D13ILDPSPXL4VV1a5K5wNlJvgbMBt7JsFrmTuA04Bdd/48CH66qHyW5P3Aq8PDuuZcAfwv8Fvgq8L6RMT0EOKSqViV5L3BaVR3eVeWcleS7k4xbkiRJkiTpHpuuhM3dJPkE8ERgOXAI8PEk84FVDJMlq501ZqrSG0bWvdkd2Au4D/D9qrq1i33iSIxDgEcMZ2QBsG2SbYCtgD2BH1VVJVmZZJ+quqDrd+LIFKynAc9J8pfd/hzg/sD1axj36Gs9AjgC4JjnHsThB47bTZIkSZIk6b9NV8LmQoZTkACoqqOS7AQsBN7EsMplX4ZTtJaOHLd49UaSJzNMwDyuqu5KcjrD5EmY2Iyu/5LRxiR/CtwLuKJL5mzLcFrUO8aet4v//Kq6ZEyMo9cw7v9WVQuABQCL3/fKWsNYJUmSJEnqr4Fr2Eyn6VrD5jRgTpI/G2nbqvtzO+CGqhoAfwLMnCDGdsBtXbLmYcBBXftZwJOS3CvJFowkhoDvAK9bvdNVw8BwOtTTq2qPqtoD2J+RdWzGOBV4fbdwMkkevY7jliRJkiRJWifTkrCpqgKeyzCxckWSs4AvAH8FfBJ4ZZIzGU4rWjxBmG8DWyQ5D3gPcGYX+zrgvcBPge8CFwG/6455A3BAkvOSXAQcmWQPhlOazhwZ3xXAHUkeO8553wPMAs5LckG3zzqMW5IkSZIkaZ1M2xo2VXUDE1exPGpk+21d/9OB00eOXwY8Y4Ljj6+qBV2FzTcYVtZQVTcDh43Tf9dxxrdft/nTMe1LgNeO0//S8cYtSZIkSZI0VRtk0eEGjk5yCMM1bb4DnLSBxyNJkiRJ0qalXJZ1Om0SCZuq+svJe0mSJEmSJG0cpmvRYUmSJEmSJK0lEzaSJEmSJEk9s0lMiZIkSZIkSY0NBht6BJsVK2wkSZIkSZJ6xgqb6bRqVbPQtWRZs9gAg+XtMqmL3/mhZrEBttih3dt8qw9/tllsgJXnn9Ys9k1HndgsNsCSJVs2iz33mhXNYgPcftNWzWLf9a0lzWIDzJ2XZrG3267t2O/9hHa/Q1h0wcpmsQFyY7s7Jhy/5Z3NYgO8beXMZrF/OKdZaABevKrde3KruW0/Z3bYfXGz2Jf8avdmsQG2aniDkHmr2t595I4t231Gzm5845Q9V7Qb+1WN/0fQcOgspe2F36rh77e3qIYXBlhBu+/vv1p5e7PYAA/b4l7NYlsfoo2JFTaSJEmSpF5omayRNjYmbCRJkiRJknrGKVGSJEmSJGlyLjo8raywkSRJkiRJ6hkTNpIkSZIkST1jwkaSJEmSJKlnXMNGkiRJkiRNrlzDZjpZYSNJkiRJktQzzRI2SXZMcm73+E2S60b2txyn/w5JjlyLuFskub3b3jPJki7mL5KckWSv9TD2g5McNLL/8CTf787zyySf6toPSfK7kdd16lTPLUmSJEmS1GxKVFXdAswHSHI0sKiqPriGQ3YAjgQ+vY6nuqSqVp/nKOCtwKvXecB3dzBwM3Bmt/9x4ANV9e9JAuwz0vd7VfXcKZ5PkiRJkiTpv22QNWySvAV4Rbf7mar6GPB+4KFJzgW+DbwXOAnYvhvn26vqW5OE3ha4rTvHI4FjgVkMK4me2/15EnAW8FjgZ8C/AX8D7AS8tDv+NcCqJK8C/hy4L3AtQFUVcP6ULoAkSZIkSRuZGtSGHsJmZdoTNkkOBF4GHAjMBM5K8n2GlTF7jlTLzAIOrao7k+wMnAGMl7BZneTZFpjNMBEDw0TLB6vqhCSzgQC7AQ8FXgRcDJwDLKuqxyd5PvDWqnpBks8BN1fVR7qx/BPwgyRnAN8BPl9Vv+vO85Tu/ABfrqr3j3m9R+acZpoAACAASURBVABHABzznAM5/DFTnrElSZIkSZI2cRti0eE/AL5WVXdV1Z0MK16eOE6/AP+Q5DyGSZLdk+w0Tr9Lqmp+VT0IeAu/n1L1Y+AdXTXP7lW1tGu/rKouqqoBcBHw3a79fGCP8QZcVZ8DHgF8Ffgj4Ccj6/B8rzv//LHJmu7YBVV1QFUdYLJGkiRJkiStjQ2RsMla9nsFsB2wX1d1czMwZ5JjTgb+EKCqvgg8D1gG/GeSP+z6LBvpPxjZH7CGiqOquq6qjq2qZzO8bg9fy9chSZIkSZK0TjZEwuYHwPOSzE0yDzgU+CFwJ7DNSL/tgBuramWSpwK7rkXsJwK/BkjyoKq6rKo+Cvw78Kh1GOPdxpLk6Um26LbvB9wLuH4d4kmSJEmStHEbDDbNR09N+xo2VXVWki8BZ3dNn6qq8wGSLExyPsMEyz8BpyRZyHCtmUsnCLl6DZswrJY5omt/aZKXACsYJlfewXBh4bXxTeDEJP8fcBTwDOCjSZYCBbyxqm4a3jBKkiRJkiRp/ZqWhE1VHT1m/wPAB8bpd9iYpseO7dPZvut/GTB3gnP+HfB3Y5pvp7vVeNfn5SPbl61+rqouBh45ctyPJzjHd/n9GjiSJEmSJEnrxYaYEiVJkiRJkqQ1MGEjSZIkSZLUM9O+ho0kSZIkSdoIVX8X6N0UWWEjSZIkSZLUMyZsJEmSJEmSesYpUdNpUM1Cr7plSbPYAFvuuUOz2MsuvrVZ7NZWnn9a0/hbPPLgZrHnbnd8s9gA2+yytFnsG6/ctllsgMXLZjWLPVgyu1lsgPtueUez2PN2XtYsNsCKG9rFnrNL2gUHZlze7vN9ea1qFhtgyap278mbZ61oFhtg7px28X+3aE6z2AAzrm9XUr7zynbvR4BFM9v9fWr9m8RZDS9Ny9gALSchbMy/wZ1N2893Gv9cW5rT8L96qxpOi7lwxS3sP+vezeI/dJX/BdbGw3erJEmSJKkXWiZrtB40LELQ/7QxJ9QlSZIkSZI2SSZsJEmSJEmSesaEjSRJkiRJUs+4ho0kSZIkSZrcoOUS6BrLChtJkiRJkqSeMWEjSZIkSZLUMyZsJEmSJEmSemajTNgkOTbJjUkumKTfk5M8fmT/6CTXJTm3e7y/az89yQETxHhWkp8n+UWSi5K8dk2xJEmSJEnaJA0Gm+ajpzbWRYePAz4O/Msk/Z4MLAJ+PNL24ar64NqcJMlsYAFwYFVd2+3vcU9iSZIkSZIkra2NssKmqn4A3DraluQNXQXMeUm+nGQP4EjgTV0FzB+sTewki5K8O8lPgccyTGrd0p13WVVdsj5fiyRJkiRJ0lgbZcJmAm8FHl1VjwKOrKorgU8zrIKZX1U/7Pq9aWQa0x+PE2dr4IKqemyXGDoZuCrJl5K8LMnoNZssliRJkiRJ0jrblBI25wH/luTlwMo19FudwJlfVaeO8/wq4Gurd6rqNcAfAWcBfwkcuw6xSHJEkoVJFh678LJ1fU2SJEmSJGkztCklbP4X8Algf+BnSe7p+jxLq2rVaENVnV9VHwaeCjx/XYJV1YKqOqCqDjj8gD3v4ZAkSZIkSdrAqjbNR09tEgmbbprS7lX1PeAtwPbAPOBOYJspxJ2X5MkjTfOBq6YwVEmSJEmSpEltlHeJSvIlhneA2inJtcB7gD9Jsh0QhlOVbk9yCvDVJIcCr78npwLekuQzwBJgMfCq9fASJEmSJEmSJrRRJmyq6iXjNH9mnH6/Ah410vTDsX26fk8e2Z43sn0n8MwJjjl67UYrSZIkSZK0bjbKhI0kSZIkSZpmg8GGHsFmZZNYw0aSJEmSJGlTYsJGkiRJkiSpZ0zYSJIkSZIk9Yxr2EiSJEmSpMkNakOPYLNihY0kSZIkSVLPWGEzjeqORc1ib3HfbZrFBpix0/bNYs/c6vZmsQGWXruyWeybjjqxWWyAudsd3yz2zqd8rllsgGXvfWOz2LvtdEez2ACDu9r95mDm9jObxQa4+oytm8W+8aa2nzNnz9yqWeyHL1/RLDbAKtIs9uf3vqVZbIBrLm73VeCZy+Y1iw1w3rLZzWKfOXtVs9gAr162vFnsx+36m2axAY676T7NYt+Vdn+XAGY3/MXwsrZD51ez2n2Obdn4d7jzql38AW1/29/yX+0Vjd8zvxu0+5x5/aDd5wDL4NTZy5qF33Fl2+9i0vpkhY0kSZIkqRdaJmukjY0VNpIkSZIkaXI12NAj2KxYYSNJkiRJktQzJmwkSZIkSZJ6xoSNJEmSJElSz5iwkSRJkiRJ6hkXHZYkSZIkSZMb1IYewWbFChtJkiRJkqSe2egSNklWJTl35LHHJP2vTLJTt72o+3OPJEu643+R5MdJHjpJnD2SvHRk/1VJPj71VyRJkiRJknR3G13CBlhSVfNHHlfewzi/7o7fF/gC8PZJ+u8BvHSSPpIkSZIkSVO2Saxhk+RVwAFV9bpu/1vAB6vq9LUMsS1wW3fsHsAXga27515XVT8G3g88PMm5DBM8twH3S/Jt4MHAN6rqLevj9UiSJEmS1Dc1GGzoIWxWNsYKm7kj06G+MYU4D+5i/Br4C+CfuvYbgadW1X7AYcAxXftbgR92VTkf7trmd30eCRyWZPexJ0lyRJKFSRYee96VUxiuJEmSJEnaXGyMFTZLqmr+eojz69VxkhwGLACeDswCPp5kPrAKeMgaYvxXVf2ui3ER8ADgmtEOVbWgi82ivzzUJbUlSZIkSdKkNsaEzXhWcvdqoTnrePzJwOe77TcBvwX27WIuXcNxy0a2V7HpXE9JkiRJkrQBbSoJhiuBP08yA9gVOHAdj38i8Otuezvg2qoaJHklMLNrvxPYZj2MVZIkSZKkjc/ASSPTaVNJ2JwBXAGcD1wAnLMWxzy4W0A4wHLgNV37J4GvJXkh8D1gcdd+HrAyyS+A4+gWKZYkSZIkSVrfNrqETVXNG6etgJdN0H+Pscd2twKfO0H/S4FHjTS9rWtfAfzRmO7HjRz3rLUYviRJkiRJ0qQ2xrtESZIkSZIkbdI2ugobSZIkSZK0AdRgQ49gs2KFjSRJkiRJUs+YsJEkSZIkSeoZEzaSJEmSJEk94xo206iWrmgWe9mliyfvNAVbP+e5zWLfceLVzWIDrFw2q1nsJUu2bBYbYJtdljaLvey9b2wWG2D22z/SLPZX931Xs9gAu65s93d1cWY2iw3woDl3Nou94/ZtP2dWLdqqWew9d72lWWyAC667d7PYWz35Ac1iAyy9oN3Pdf+db2wWG+Cy3+zQLPbMxr/TWtLw36YHvfqBzWID7PDe25rFnlvNQgNwR8Mf6+K0HfzWtPv3o+2/TDCv0vgM7TxgRbuf6zmz275n9prxP26uu95cO6vdz3TvwRzuavj36YEz236fkdYnEzaSJEmSpF5omazRejDw5zOdnBIlSZIkSZLUMyZsJEmSJEmS1iDJ05NckuSyJG+doM+LklyU5MIkx0/1nE6JkiRJkiRJmkCSmcAngKcC1wJnJzm5qi4a6bMX8DbgCVV1W5Kdp3peEzaSJEmSJGlyg8GGHsGGciBwWVVdDpDky8ChwEUjff438Imqug2gqqZ89wWnREmSJEmSpM1WkiOSLBx5HDGmy67ANSP713Ztox4CPCTJGUnOTPL0qY7LChtJkiRJkrTZqqoFwII1dBnvXvZjb5m1BbAX8GRgN+CHSfapqtvv6bissJEkSZIkSZrYtcDuI/u7AdeP0+ebVbWiqq4ALmGYwLnH1iphk2THJOd2j98kuW5kf8tx+u+Q5MiR/T2TLOn6/zLJcUnWW3VPkn9P8sMxbf+a5LnrGOeZSc5OcnE31i8l2W0tjtsiyT3OmkmSJEmS1HuD2jQfkzsb2CvJA7scyIuBk8f0OQl4CkCSnRhOkbp8Kpd7rRI2VXVLVc2vqvnAp4EPr96vquXjHLIDcOSYtku64x8JPBB4/lQGvlqSHbuYuyS5/xTi7At8BHh5VT0MeDRwAvCAcfo6lUySJEmSpM1AVa0EXgecCvwS+EpVXZjk3Ume03U7FbglyUXA94A3V9UtUznvlBMPSd4CvKLb/UxVfQx4P/DQJOcC3wY+t7p/Va1McjbdAj1JXgM8E9gS2Bv4ADAPeCmwBHhmVd2e5E0MV11eAZxfVS/vQr6AYSbrd8BhwD+ODO+Pk/xfYBfg/1TV/0uyEHhZVV3Snf9HwFHAW4H3rG6vquriMtLv+8AfAF9PcgpwPMOk16lTuISSJEmSJKnHquo/gP8Y0/auke0C/qJ7rBdTWsMmyYHAyxje4upxwJ8neRTD5MclXQXOW8ccMxd4DHdPcuzNMNlyEPAPwG1V9WjgZ8DqxMxbgPlVtS/DzNZqLwG+1D1eMmaIuwNPAp4NLEgym2HVzIu6sewG7FhVv+jGcM4kL3nbqvrDqvoI8DHgo1X1GOCmSY6TJEmSJElaa1NddPgPgK9V1V1VdSfDipQnTtB3dcXNLQzvX37hyHOnVdXiqvotsAg4pWs/H9ij274Q+NckL2NYZUOSXYH7A2dW1UXAzCQPG4n7laoadFUz1zBc8OcrwAu75w/r9u8myc7dGjaXJnnjyFNfHtl+HMPkD8AXJ3jNd7s92OcvvHqibpIkSZIk9VsNNs1HT001YTPera0msnoNmz2BJyV55shzy0a2ByP7A34/beuPGa6fcyCwMMlMhgmXHYErklzJMHnz4pFYY1cPqqq6CliU5BHd8auTLhcC+3WdbuzG+s8Mp2ettnhM7ElXJ6qqBVV1QFUd8Kd73+MldiRJkiRJ0mZkqgmbHwDPSzI3yTzgUOCHwJ3ANuMdUFXXA2/rHmulS87sVlWnAW8G7g1sxXAK1CFVtUdV7cEwmTM6LeqFGXoIw+lRl3btJ3Tnn91V5sBw7Zx3JXnoyPFbrWFYZ9JNrWI4LUySJEmSJGm9mFLCpqrOYrh2zNkMExifqqrzu6lNC5Ocn+T94xz6VWCHJI9by1NtARyf5DyG68z8A7AzcB9g4ch4LgWWJdm/a7qMYVLpFOCIkTtanchwUeOvjBz7c4aLAx2f5JIkZzCsBhqdBjXqDcCbkpzF3atwJEmSJEmSpmSd7xJVVUeP2f8Aw+qUsf0OG9M0f+S5YrjIL8BPxhy328j250aeesI4w9l9nPM+qtt8+djnRvpcD8wcp/0Ufr9+ztjnnjhm/zLgsSNN75vofJIkSZIkSetiyrf1liRJkiRJm4HBpMu4aj2a6ho2kiRJkiRJWs9M2EiSJEmSJPWMCRtJkiRJkqSecQ0bSZIkSZI0qRoMNvQQNitW2EiSJEmSJPWMFTbTaWW7bOSc+Ts2iw3w48NObRb7wBfObhYbYNUtS5rFnnvNimaxAW68cttmsXfb6Y5msQG+uu+7msV+2S/e3Sw2wPJj3t4s9oyDD2kWG+DqI09sFvuCW9t+zjx+5uJmsX/8m12axQa4f5Y1i33MgpnNYgMcMGj3VeDGm7ZpFhvgZ3NmNYv9tCUrm8UGuC5zm8X+13+4qVlsgNkz0yz2dtX2d4kzaDf2ratdbIBFaflb7bZjv2VGu7HPbnzdj5/V7vvSvtXuex7A8Ysuahb79Vs/qlns2RU+sujcZvF/ts2DmsUG+HrT6NrcWGEjSZIkSeqFlskaaWNjhY0kSZIkSZrcoDb0CDYrVthIkiRJkiT1jAkbSZIkSZKknjFhI0mSJEmS1DOuYSNJkiRJkibnGjbTygobSZIkSZKknjFhI0mSJEmS1DO9Tthk6EdJnjHS9qIk314Psf81yRVJzk1ycZJ3rMUxz0vy5m7775K8sds+PMl9pjomSZIkSZIk6PkaNlVVSY4ETkzyPWAm8PfA06cSN8nq1/2mqjopyVzg4iRfqKpr1jCeb0zw1OHAOcBvpjIuSZIkSZIk6HmFDUBVXQCcAvwV8DfAv1TVr5O8MslZXYXMJ5PMAEiyIMnCJBcmedfqOEmuTfLOJGcAzxtzmrlAAXeN9N2+2z4oyXe77dck+cjogUkOA+YDJ3Rj2bLFdZAkSZIkaYOqwab56KneJ2w6fwu8FHgG8IEk+zBMujy+quYzrBR6cdf3rVV1ALAv8NQkjxiJs7iqnlBVJ3b7H05yLnANw0TQLes6sKo6ATgXOKyq5lfV8tHnkxzRJZAWfv6iCYt3JEmSJEmS/luvp0StVlWLk5wALKqqZUkOAR4DLEwCwwqZ1dmQlyR5NcPXdj/gEcBF3XMnjAm9ekrUNsD3knyrqs5az2NfACwAuPPIp3sPNEmSJEmSNKmNImHTGXQPgADHVtU7Rzsk2Qv4P8CBVXV7kn8F5ox0WTxe4Kq6M8n3gScCZwEr+X310ZzxjpEkSZIkSWplY5kSNdZ3gRcl2QkgyY5J7g9sC9wJ3JHkvsAfr02wJLOAA4Ffd01XAvt3289fixB3Atus9eglSZIkSdrYDGrTfPTUxlRh89+q6vwkfwt8t1tseAVwJLCQ4fSnC4DLgTMmCfXhJEcDs4FTgZO79qOBzyb5DcOKm8l8HvhckiUMq3uWT3aAJEmSJEnSRDaahE1VHT1m/3jg+HG6/skEx+82Zv/lazjX6cBe47R/bmT7HSPbXwG+MlE8SZIkSZKkdbGxTomSJEmSJEnaZG00FTaSJEmSJGnDqR6v97IpssJGkiRJkiSpZ0zYSJIkSZIk9YwJG0mSJEmSpJ5xDZtpVCtWNYudFSubxQbYeasVzWIvvWRxs9gAy/5/9u483q6qvv//652BJBAmBSkKGLEoM0EQAVFBUdEq4lSgOGD9FduvQ6WOdaAU2/KtfivVotbYIlIHqIpArYCCIODEGMKgOAC24ADIGMh47+f3x9nR4/UmN8NdNyfJ6/l4nMfde+21P2udfc895+STtdZ+cHKz2PffvXGz2AAPL5raLPbwI23nnz5uabvXzOKPvqdZbICN3vIPzWIvOb1dbIDb7tu8WeyHJ7fN8d863O7vaeGkNIsNsKTaxd9pcdu/1Y3T7rPpgaGNmsUGoN1bJL+e3O6zA2DLoXbXfTptX++TGsdvqeVvtfWX6iW0ey/YuNq+v7eMvrTxy/EJ2aRZ7E2H23b+PTP2bBb7kWaR4W0zZ/NN7m8Wf3rTd4INgGvYTChH2EiSJEmSBkLLZI20rjFhI0mSJEmSNGBM2EiSJEmSJA0YEzaSJEmSJEkDxkWHJUmSJEnS2IaH13YPNiiOsJEkSZIkSRowJmwkSZIkSZIGjAkbSZIkSZKkAbPChE16rkjygr6yP05ywZo2nOSzSW5LMjfJ9UkOWdOYq9j+3yV5a9/+RknuTfKBFZxzaJJzlnPsjiRbtOirJEmSJElr3XCtn48BtcKETVUV8OfAh5NMT7IJ8PfAG9ek0STLFjs+vqpmA28HPr4mMcfBYcDNwJFruR+SJEmSJGkDN+aUqKq6Efgv4F3A3wBnVNVPk7w2yZXdCJmPJ5kEkGROkquT3JTkhGVxuhEo70/ybeClI5r5LvC4vrpPTfKtJNckOT/JNl35FUk+nOTyJDcn2TfJV5L8OMmJfee/M8mN3ePNfeUnJLklyTeAnUb04Wjgw8Cvkjy175w/6s65AnhJX/nWSb6R5NoknwAy1rWUJEmSJElaGSu7hs3fAn8CvAD4YJLd6SVdDuxGyEwBjurqvruq9gX2Ap6bZNe+OA9X1dOr6osj4h8GnAOQZBrwEeDlVbUP8Fmgf5rSgqp6BvDv3Tl/DuwBHJdkiyT7AccA+wEHAP8nyZ5d+cuB2cAruuN0bW4CPAv4GvAFeskbkmwMfBJ4IfAM4LEjrsklVfUU4IIRx34jyXFdAuvqT//wjtGqSJIkSZIk/Y4pY1eBqno4yVnA/KpalORQ4KnA1UkAZgD/21U/Osnru9iPBXalN9UI4KwRoU9JcgqwFb9NoOwC7AZc1MWeDPRnOs7rft4A3FBVvwJIcjuwHb3Eyper6pGu/BzgIGDjrnwBsCDJf/XFPBz4RlUtTPLF7nm9vev7j6rqp12szwGv6c55Jr1EDlV1bpKHlnPt5gBzAB58/XMHd3KcJEmSJEkrMsDrvayPViph0xnuHtCb/nNaVb2/v0KSnYC/BParqvuTfBaY3lfl4RExj6c33ep44HTgaV3sed0omtEs6uvPor7y4e75rGhq0vJeXUcDT+uSPgCPoZeQmb+Cc1YUT5IkSZIkabWt7m29LwL+OMlWAEkenWQHYDPgIeDBJNsCzx8rUFUNAf8EbJzkOfRG4zyum8K07O5Nu61C3y4DXppkRpKZ9Nadubwrf1m3ePJmwIu6+FvSSxRtV1WzqmoW8BZ6SZybgScleUJ6w32OHtHOMV2MFwObrkIfJUmSJEmSlmu1EjZVdQO9NVwuSjIP+DqwDXAtvSTHjcCngG+vZLwC/g54Z1UtorfGzIeTXA9cRy+hsrJ9u5LeOjRXAd8DPlFVN3TlXwGuB75IL+ECvXVtvlFVS/rCnENvjZ4l9NbIOZ9e0ufWvjp/Axya5FrgYODOle2jJEmSJEnSiqz0lKiqOnHE/ueBz49S9dXLOX+7EfuvGrF/Ft0aN1V1Lb11Z0bGOKhv+yJ6I31GO/ZB4IOjnH8ScNIo3fu3EfXupjctCuC/u8fIWHcDh/YVvW2UuJIkSZIkrRd6Yy00UVZ3SpQkSZIkSZIaMWEjSZIkSZI0YEzYSJIkSZIkDRgTNpIkSZIkSQNmpRcdliRJkiRJG7BhFx2eSI6wkSRJkiRJGjCOsJlAtXi4XezGmc6HFm7ULPaO+2/TLDbAjIVLmsV+5KsLmsUGGF4wrVnsyVtMbhYb4OG0iz/p2Yc2iw2w5PR/aBZ76rHvaRYbYKt//qtmsW+ZNLNZbIBZi9u9j903Kc1iA0xNu77fM6Vt37dt9xbJZNp+Ns1Pu8/VSdX2ure8NoubRe4Zot11n9b8q2nD12TavmYWNbzu9zZ8DwPYlHbfCaY3/ludlnb/v/1I4+v+6SU/bRb7+Kl/2Cz2EWzBx4ZubxZ/r2lt/+0hjSdH2EiSJEmSBkLLZI20rnGEjSRJkiRJGptr2EwoR9hIkiRJkiQNGBM2kiRJkiRJA8aEjSRJkiRJ0oBxDRtJkiRJkjSm1ncn1u9yhI0kSZIkSdKAMWEjSZIkSZI0YCYkYZNkmySfT3JrkmuSfDfJSyei7RH92C3Jj5LM6Cv77yRHjVL34CQPJJmbZF6Si5I8pjt2bJJTu+0jkuw6cc9CkiRJkiSt75onbJIEOAe4rKp2rKp9gKOA7Vby/Mnj1Zequgk4G3hvF/sIYGpVnTmizWVr+1xeVbOrak/gKuCNo4Q9AjBhI0mSJElavw3X+vkYUBMxwubZwOKq+tdlBVX1s6r6lySzklye5NrucSD8ZnTLJUk+D9zQlZ3Tjc65Kclxy2IleX03aubSJJ/qG/mydZIvJ7mqezy9O+Uk4JVJZgP/ly4Jk+TEJHOSfB04o/8JdEmnTYH7RpQfCBwOfKgbifPEcbxukiRJkiRpAzURd4naDbh2OcfuAp5bVQuT7AR8Adi3O7YfsHtV3dbt/2lV3dtNZ7oqyZeBacD7gacADwHfBK7v6n8EOKWqrkiyA3AhsEtVPZLk7cBlwIer6sd9/dkHOKiqFiQ5GHhGkrnAo4GHgff0d76qvpPkPOCrVfWl0Z5gl1w6DuCfn/Zkjt3pcSu+WpIkSZIkaYM34bf1TvIx4CBgMXAocGo32mUIeFJf1Sv7kjUAb+lb92Z7YCfgD4BvVdW9Xewv9sU4FNi1NzgGgM2SbFpVD1XVfyW5H/j4iO6dV1UL+vYvr6oXdbHfBXwQ+PNVeb5VNQeYA/DAq58zuGOtJEmSJEnSwJiIhM1NwMuX7VTVG5NsBVwNHA/8CtiL3vSshX3nPbxsoxvtcihwQDdC5lJgOhCWb1JXf8Fyjg93j34Pj1axcx7w5RUclyRJkiRJGhcTsYbNN4HpSf6ir2zj7ufmwC+qahh4NbC8BYY3B+7rkjU7A/t35VcCz0qyZbdQ8Mv7zvk68KZlO90onjVxEPDTUcofore+jSRJkiRJ66/h9fQxoJonbKqq6N1J6VlJbktyJfAZ4F30piS9Nsn36E1lWt4IlwuAKUnmAR8AvtfFvhP4B+D7wEXAzcAD3TlvAfbtbsl9M6s4lanzjG4x4evpJZTeNkqdM4F3JLnORYclSZIkSdJ4mJA1bKrqF/Ru5T2aPfu2/7qrfylwad/5i4AXLOf8z1fVnG6EzVfojayhqu4BjlxBn2aN2D9xxP6l9Eb2jHbu6cDp3fa38bbekiRJkiRpHE3ElKjWTuzu5HQjcBtwzlrujyRJkiRJ0hqZ8LtEjbeqevva7oMkSZIkSeu7GvbGxxNpfRhhI0mSJEmStF4xYSNJkiRJkjRgTNhIkiRJkiQNmPTuuq2JcP/RhzS72Ivvanvz+KFF7XJ7SxvGBsikdq/xGk6z2ABLF7e7Ng89ML1Z7NamTV/aNP5t9416g7hxsdXUhc1iA+w198PNYs/d623NYgNMmdzufeyeRW1f7wvT7m91cuPP6YcmTW4We+vhJc1iA9wxZaNmsZe0fXtnesOP7aHGfZ/f8GP7gcb/lbiEdn9P02l74e9Mu8++7YfbLmt536R2L/iWv1OARQ3jP7ravf8C/DTtvnPsVjOaxQb4UcO+b027zw6Ak2//fON34bWr5b9p16YtvnDJQP7eHGEjSZIkSRoILZM10rrGhI0kSZIkSdKAMWEjSZIkSZI0YNpOWJUkSZIkSeuHtkunagRH2EiSJEmSJA0YEzaSJEmSJEkDxoSNJEmSJEnSgDFhI0mSJEmSNGAmJGGTpJL8R9/+lCR3J/nqasS6NMnzR5S9NcnHVyPWlCT3JDl5Vc+VJEmSJGlDUsO1Xj4G1USNsHkY2D3JjG7/ucCdqxnrC8BRI8qO6spXSpLJ3ebzgFuAP06SMepKkiRJkiRNiImcEnU+8Efd9tH0JViS7JfkO0mu634+uSvfLcmVSeYmmZdkJ+BLtUsSXQAAIABJREFUwIuSTOvqzAIeC1yR5OBuBM6XkvwwyeeWJWKS3J7khCRXAK/s68dHgP8B9u/rz+/UTfLEJBckuSbJ5Ul27uq9OMn3u35flGSbRtdOkiRJkiRtQCYyYXMmcFSS6cCewPf7jv0QeGZV7Q2cAPxDV/7nwEeqajawL3BHVf0auBI4rKtzFHBWVS0bx7Q38FZgV2BH4Ol97SysqoOq6sxutM9zgK/SSx4dPaK/v6kLzAHeXFX7AG8Hlk2/ugLYv+v3mcA7Rz7pJMcluTrJ1af/5Ocrd6UkSZIkSdIGbcpENVRV87rRMEcDXxtxeHPgM90ImgKmduXfBd6bZDvg7Kr6cVe+bFrUud3PP+2LdWVV3QGQZC4wi15iBeCsvnovAi6pqkeSfBl4f5Ljq2qov26SmcCBwBf7Zk1N635uB5yVZFtgI+C2UZ73HHoJH+4/+pDBnRwnSZIkSdKKDK/tDmxYJvouUecB/4/fX2/mA/SSJ7sDLwamA1TV54HDgQXAhUme3dU/B3hOkqcAM6rq2r5Yi/q2h/jdpNTDfdtHA4cmuR24Bng0cMgodScB91fV7L7HLt2xfwFOrao9gDcs67ckSZIkSdKamOiEzWnASVV1w4jyzfntIsTHLitMsiNwa1V9lF6yZ0+AqpoPXNrFW+nFhvvibgYcBOxQVbOqahbwRn5/WhRV9SBwW5JXducmyV6j9Pu1q9oPSZIkSZKk0Uxowqaq7qiqj4xy6IPAyUm+DfTflelI4MZuatPOwBl9x74A7EVv7ZhV9TLgm1XVPxrnXODwZYsZj3AM8Pok1wM3AS/pyk+kN1XqcuCe1eiHJEmSJEnS75mQNWyqauYoZZfSGyVDVX0XeFLf4fd35ScDJy8n5leAjCj7Tcxu/01927P6tk8HTh9x7r3A1t3urBHHbuO3ixz3l59LL9EjSZIkSdJ6rYZdlnUiTfSUKEmSJEmSJI3BhI0kSZIkSdKAMWEjSZIkSZI0YCZkDRtJkiRJkrSOG17bHdiwOMJGkiRJkiRpwJiwkSRJkiRJGjBOiZpAtbTdLdCGl2TsSmtg+jbt+v7LedOaxQZYuGhqs9ibb76gWWyAmY9Z1Cz2XXdv2iw2wKO3eLhZ7BvvfXSz2AAPT26Xy75l0sxmsQFqr7c1iz37+n9qFhvghr2PbxZ7q2kLm8UGuG9Ru/exou37ew2vu2Ob95zyYLPYP1nc9j3yF1Pa/V63HGoWGoA/XLy0WeyfT2n71fSBye2u+yNt/1TZcbjdtVnSLHLPxtXu4ixK4+/ADWMvTtvbI29Pu8+me9LujeZRTGWjhp99d9Lu+7U03hxhI0mSJEkaCC2TNdK6xhE2kiRJkiRpTLXuDsxdJznCRpIkSZIkacCYsJEkSZIkSRowJmwkSZIkSZIGjGvYSJIkSZKksbmGzYRyhI0kSZIkSdKAMWEjSZIkSZI0YAYmYZNkKMncvsesJPsm+eg4tnF7kq3GK54kSZIkSVILg7SGzYKqmj2i7Hbg6pEVk0ypqqUT0itJkiRJkkS5hs2EGpgRNqNJcnCSr3bbJyaZk+TrwBlJJif5UJKrksxL8oa+cy5L8pUkNyf51yS/9zyTnJPkmiQ3JTmur/ywJNcmuT7JxV3ZJklO69q6LslLuvLdklzZjQial2SnCbkwkiRJkiRpvTZII2xmJJnbbd9WVS8dpc4+wEFVtaBLsjxQVU9NMg34dpfMAdgP2BX4GXAB8DLgSyNi/WlV3ZtkBnBVki/TS2B9CnhmVd2W5FFd3fcC36yqP02yBXBlkouAPwc+UlWfS7IRMHlkh7t+Hgfw4afsxLE7PnY1Lo0kSZIkSdqQDFLCZrQpUSOdV1ULuu3nAXsmeUW3vzmwE7AYuLKqbgVI8gXgIH4/YfOWJMuSQtt3524NXFZVtwFU1b19bR2e5O3d/nRgB+C7wHuTbAecXVU/HtnhqpoDzAG475UH1xjPT5IkSZIkaaASNivj4b7tAG+uqgv7KyQ5GBiZGKlR6hwKHFBVjyS5lF4SJqOcu6ytl1fVLSPKf5Dk+8AfARcm+f+q6pur9IwkSZIkSVoXuIbNhBroNWzGcCHwF0mmAiR5UpJNumP7JXlCt3bNkcAVI87dHLivS9bsDOzflX8XeFaSJ3Qxl02JuhB4c5J05Xt3P3cEbq2qjwLnAXu2eKKSJEmSJGnDsi4nbP4NuBm4NsmNwCf57Yih7wL/F7gRuA34yohzLwCmJJkHfAD4HkBV3U1vvZmzk1wPnNXV/wAwFZjXtfWBrvxI4MZu7Z2dgTPG+0lKkiRJkqQNz8BMiaqqmaOUXQpc2m2fOOLYMPCe7vEb3SCYR6rqyFHizerbfcFy+nE+cP6IsgXAG0apezJw8mhxJEmSJEmSVte6PMJGkiRJkiRpvTQwI2zGS/+oHEmSJEmSND7KRYcnlCNsJEmSJEmSBowJG0mSJEmSpAFjwkaSJEmSJGnArHdr2AyyBXemWez/uX3LZrEBFt4yuVnsqalmsQG23GRBs9hbP71tznPJL9rFvmryxu2CA0Pz28U/cPLDzWID3Drcru+zFrd9vU/ZqN3E4hv2Pr5ZbIA9rjulWeyr9nhHs9itnT59SdP4z1/S7vU+d2rb98hnLGr39/TCd7Z9j9zs3V9rFvt1jz2wWWyAvYemNYv9mKVt3yNvb/jNd2a1+54HcOekoWaxdxxq9z0PYFHDSzOl7UuG+9Luum9Tbf8pdm/Dvi+i3YVfRLGQdn3fxH8CrxHXsJlYjrCRJEmSJA2ElskaaV1jwkaSJEmSJGnAmLCRJEmSJEkaME7gkyRJkiRJY3INm4nlCBtJkiRJkqQBY8JGkiRJkiRpwJiwkSRJkiRJWoEkhyW5JclPkrx7BfVekaSS7LumbbqGjSRJkiRJGltlbfdgrUgyGfgY8FzgDuCqJOdV1c0j6m0KvAX4/ni0O2EjbJIMJZmb5Pok1yY5cBxizk7ywr79Y5Pc3bUzN8kZXflJSQ4dI9Y2Sb7a9e/mJF/rymclWdAXc26SjZLsnOS7SRYlefuaPhdJkiRJkjSQ9gN+UlW3VtVi4EzgJaPU+wDwQWDheDQ6kSNsFlTVbIAkzwdOBp61hjFnA/sCX+srO6uq3tRfqapOWIlYJwHfqKqPdH3cs+/YT5f1fZkk99LLnB2xOh2XJEmSJEnrhMcB/9u3fwfwtP4KSfYGtq+qr47XoI61tYbNZsB9AEm2TXJZN3LlxiTP6MrnJ/nHJNckuSjJfkkuTXJrksOTbEQvyXJkd+6Ry2ssyelJXtFt357kb7tRPjck2bmrti29iw5AVc1b0ROoqruq6ipgyZpcCEmSJEmStPYkOS7J1X2P40ZWGeW06jt/EnAK8Lbx7NdEJmxmdImVHwL/Rm+oEMCfABd2I1j2AuZ25ZsAl1bVPsBDwN/Rmy/2UuCkbhjSCfRG1MyuqrO685YlcOYmed1y+nJPVT0F+ASwLPP1MeDfk1yS5L1JHttX/4l9MT+2Kk+6/xf/2V/9fFVOlSRJkiRJjVXVnKrat+8xZ0SVO4Dt+/a3A/r/gb8psDtwaZLbgf2B89Z04eG1NSXqAOCMJLsDVwGnJZkKnFNVyxI2i4ELuu0bgEVVtSTJDcCsFbTze1OiRnF29/Ma4GUAVXVhkh2Bw4AXANd1/YNRpkStrO4XPQfg5wceUmNUlyRJkiRpINXw2u7BWnMVsFOSJwB3AkfRG3wCQFU9AGy1bD/JpcDbq+rqNWl0rUyJqqrv0nsyW1fVZcAz6T3p/0jymq7akqpaluAYBhZ15w6z5ommRd3Pof5YVXVvVX2+ql5N7xfyzDVsR5IkSZIkrcOqainwJuBC4AfAf1bVTd0Njg5v1e5aua13t27MZODXSR4P3FlVn0qyCfAU4IyVDPUQvaFH49GnZwPfq6pHultxPRH4n/GILUmSJEmS1l1V9TV+94ZHy73BUVUdPB5tTmTCZkaSZdOdAry2qoaSHAy8I8kSYD7wmuUFGMUlwLu7uCevYf/2AU5NspTeyKN/q6qrkswarXKSPwCupreA8nCStwK7VtWDa9gPSZIkSZK0gZuwhE1VTV5O+WeAz4xSPrNv+8TRjlXVvcBTR5x6+iixju3bntW3fTVwcLf9IeBDo5x7O73Fg0aW/5LeQkOSJEmSJK33ani0myWplbV1W29JkiRJkiQthwkbSZIkSZKkAWPCRpIkSZIkacCslbtESZIkSZKkdUsNr+0ebFgcYSNJkiRJkjRgTNhIkiRJkiQNGKdETaAlC0e9s/m4mJxqFhtgl13ubhb7rp9t2iw2wIyZi5vFnn/j0maxAaZv0+62ebssXtIsNsAfPu7XzWJ/55fbNIsNsHBSu+t+X8PYABsvmt4s9lbTFjaLDXDVHu9oFvupN3yoWWyAM2af0Cz2M4c2ahYbYOZwu7HNmw23/X+hXfe6q1nsL/3TtGaxAb7w6IObxX7i0PxmsQG+lXbXZqvhdp/ZANNo1/eZbb+KMW2o3ffIuya17Xy7nkPr2Rk7DLf759LCxndHXkq73+uXH7yxWWyAN246u1nsJQ2vizTeTNhIkiRJkgZCy2SN1lxV40yjfodToiRJkiRJkgaMCRtJkiRJkqQBY8JGkiRJkiRpwJiwkSRJkiRJGjAuOixJkiRJksZUrW/Npt/hCBtJkiRJkqQBY8JGkiRJkiRpwExIwibJ/FWoe0SSXfv2T09yW5K53eMt49Sng5McOB6xJEmSJEmSxtMgrmFzBPBV4Oa+sndU1ZeWd0KSyVU1tIrtHAzMB76zyj2UJEmSJGkDU8NZ213YoKy1KVFJHp/k4iTzup87dCNeDgc+1I2meeIKzp+f5KQk3wcOSPKcJNcluSHJaUmmdfVuT/K3Sa7tju2cZBbw58DxXTvPSPLiJN/vYlyUZJvu/K2TfKM7/5NJfpZkq+7Yq5Jc2cX4ZJLJjS+bJEmSJEnaAKzNNWxOBc6oqj2BzwEfrarvAOfRG1Ezu6p+2tVdlsCZm2SPrmwT4MaqehpwNXA6cGRV7UFv5NBf9LV1T1U9BfgE8Paquh34V+CUrp3LgSuA/atqb+BM4J3duX8DfLM7/yvADgBJdgGOBJ5eVbOBIeCYkU8yyXFJrk5y9efvuXPNrpgkSZIkSdogrM0pUQcAL+u2/wP44ArqjjYlagj4crf9ZOC2qvpRt/8Z4I3AP3f7Z3c/r+lrc6TtgLOSbAtsBNzWlR8EvBSgqi5Icl9X/hxgH+CqJAAzgLtGBq2qOcAcgJ895dBawXOUJEmSJEkCBmsNm1VNZizsW7dmrIl0i7qfQyz/Of8L8OGqOi/JwcCJY8QO8Jmq+uuV664kSZIkSeuucgjChFqbU6K+AxzVbR9Db0oSwEPApqsY64fArCR/2O2/GvjWGOeMbGdzYNmcpdf2lV8B/DFAkucBW3blFwOvSPKY7tijkjx+FfstSZIkSZL0eyYqYbNxkjv6Hn8FvAV4XZJ59BIsf9nVPRN4R7f473IXHe5XVQuB1wFfTHIDMExvjZoV+S/gpcsWHaY3ouaLSS4H7umr97fA85JcC7wA+AXwUFXdDLwP+Hr3HL4BbLsy/ZUkSZIkSVqRCZkSVVXLSww9e5S63wZ27Ss6djkxZ47YvxjYe5R6s/q2r6Z3O2+69W72HFH93FGaegB4flUtTXIAcEhVLepinAWcNVr/JEmSJEmSVtcgrWEzqHYA/jPJJGAx8GdruT+SJEmSJE24Gh5r+ViNJxM2Y6iqHzPKyB1JkiRJkqRW1uaiw5IkSZIkSRqFCRtJkiRJkqQBY8JGkiRJkiRpwKSq1nYfNhg/2fX5zS72Pfdv0io0AJPT7nWyeGhys9itpeF1AZjUMP6DQxs1iw2whHYLkm2RJc1iAyypdn2f2vg1cy9Tm8XepIaaxW7ttqltX++vmXtSs9if3euEZrEBHm74XzdbNH7JPGpoadsGGrp6ervPvs0bvocB3Dqp3XXfdWnb5RUfaPiV44EMtwsObD/U7o91QeM1RB9q+Nm3qPHnastLs9lyb6Q7PhbR7tq0/kbwsyxsFnsGbf/t8fHb/3O9XpX39tnPXS8TCLPmfmMgf2+OsJEkSZIkDYSWyRppXWPCRpIkSZIkacCYsJEkSZIkSRowbScKS5IkSZKk9YJL4E4sR9hIkiRJkiQNGBM2kiRJkiRJA8aEjSRJkiRJ0oBxDRtJkiRJkjSmGs7a7sIGZVxH2CQ5Jclb+/YvTPJvffv/lOSv1rCN05O8otu+NMktSeYl+WGSU5NssZpxT0zy9lHK90/y/SRzk/wgyYld+bFJ7u7K5yY5Y02elyRJkiRJ0jLjPSXqO8CBAEkmAVsBu/UdPxD49ji3eUxV7QnsCSwCzh3n+J8Bjquq2cDuwH/2HTurqmZ3j9eMc7uSJEmSJGkDNd4Jm2/TJWzoJWpuBB5KsmWSacAuwNwkH0pyY5IbkhwJkJ7llZ+a5OYk/w08ZrSGq2ox8E5ghyR7dee+KsmV3QiYTyaZ3JUfluTaJNcnuXhkrCR/luT8JDO69n7RtTFUVTeP29WSJEmSJEkaxbiuYVNVP0+yNMkO9BI33wUeBxwAPADMA14EzAb2ojcC56okl3X1Rys/AHgysAewDXAzcNpy2h9Kcj2wc5LFwJHA06tqSZKPA8ckOR/4FPDMqrotyaP6YyR5E/A84IiqWpTkFOCWJJcCFwCfqaqFXfUjkxzUbX+kqj49sk9JjgOOA/jAH+zKUVtut9LXU5IkSZKkQVHlGjYTqcWiw8tG2RwIfJhewuZAegmb7wAHAV+oqiHgV0m+BTx1BeXP7Cv/eZJvjtH+slfQc4B96CV+AGYAdwH7A5dV1W0AVXVv37mvBu6gl6xZ0h0/Kcnn6CVx/gQ4Gji4q39WVb1pRZ2pqjnAHICf7Pr8GqPvkiRJkiRJTW7rvWwdmz3oTYn6Hr1RMsvWr1leSm5FqbqVSnR0U572AH7QxftM3xozT66qE7vy5cW7EZgF/M4wmKr6aVV9gl4SaK8kj16Z/kiSJEmSJK2OFgmbb9Ob9nRvt+bLvcAW9JI23wUuozeVaHKSremNoLlyjPKjuvJtgUNGazTJVOBk4H+rah5wMfCKJI/pjj8qyeO7PjwryROWlfeFuQ54A3Beksd2x/8o3RAdYCdgCLh/zS+TJEmSJEnS6FpMibqB3ho0nx9RNrOq7knyFXrJm+vpjXR5Z1X9cozyZ3cxfgR8a0R7n0uyCJgGXAS8BKCqbk7yPuDr3R2rlgBvrKrvdevKnN2V3wU8d1mwqrqiu733fyd5Lr1pUqckeQRYSu+uVEO/zeFIkiRJkrT+q+G13YMNy7gnbLq1ZjYbUXZs33YB7+gerGT5qOvEVNXBY/TlLOCsUcrPB84fUXZi3/aFwIXd7lHLiX06cPqK2pckSZIkSVodLaZESZIkSZIkaQ2YsJEkSZIkSRowJmwkSZIkSZIGTItFhyVJkiRJ0npmuLz5zkRyhI0kSZIkSdKAMWEjSZIkSZI0YJwSNYFaDh/bbMaiZrEBZr3rSc1iX/H+XzSLDfDgpMnNYn9+o4eaxQZYXEPNYn96t183iw2w8cGPbxb7o3Pa/U4BdlpczWLfM6XtMNIdFi9tFrto2/fTpy9pFvuZQxs1iw3w2b1OaBb7Vdef1Cw2wLd3e1ez2E9987RmsQFO+2S7rzHfmvRgs9gAe7Nps9jHPueXzWIDnHbxHzSL3fp/Eie3e3snjWcJXDe53Xe9rZnaLDbAzGr3m235OwXYcrjdL/bOycPNYgNsOdzuur9o+r3NYgN8c8GjmsVue9Wl8WXCRpIkSZI0EFoma7TmyjVsJpRToiRJkiRJkgaMCRtJkiRJkqQBY8JGkiRJkiRpwLiGjSRJkiRJGlM1XIhbv88RNpIkSZIkSQPGhI0kSZIkSdKAMWEjSZIkSZI0YNaJhE2S7ZNckuQHSW5K8pereP6lSfbttm9PckOSud3jwCSzkty4nHMnJflokhu7865K8oTlxVrzZytJkiRJ0uCpWj8fg2pdWXR4KfC2qro2yabANUm+UVU3r2a8Q6rqnmU7SWaNVinJFOCVwGOBPatqOMl2wMPLiyVJkiRJkrSm1omETVX9AvhFt/1Qkh8Aj0vyceD7wCHAFsDrq+ryJDOATwO7Aj8AZqxsW0mOBf4ImA5sAnwV+EVVDXft3zFez0uSJEmSJGk060TCpl83GmZveokagClVtV+SFwJ/AxwK/AXwSFXtmWRP4NoRYS5JMgQsqqqnjdLMAfRG1Nzbjai5IskzgIuBz1bVdSsbK8lxwHEAJ/3Brhy5xfar98QlSZIkSdIGY51K2CSZCXwZeGtVPZgE4Ozu8DXArG77mcBHAapqXpJ5I0KNNY3pG1V1b3f+HUmeDDy7e1yc5JVVdfHKxKqqOcAcgB/tctgAz46TJEmSJEmDYp1J2CSZSi9Z87mqOrvv0KLu5xC/+3zWJDnSv0YNVbUIOB84P8mvgCPojbaRJEmSJGmDUMNZ213YoKwrd4kK8O/AD6rqwytxymXAMd25uwN7rkHbT0ny2G57UhfrZ6sbT5IkSZIkaSzrygibpwOvBm5IMrcre88K6n8C+HQ3FWoucOUatP0Y4FNJpnX7VwKnrkE8SZIkSZKkFVonEjZVdQUw2tirr/XVuYduDZuqWgActZxYs0Ypux3Yvds+HTi979gFwAUrG0uSJEmSJGlNrRMJG0mSJEmStHYNl2vYTKR1Yg0bSZIkSZKkDYkJG0mSJEmSpAFjwkaSJEmSJGnAuIaNJEmSJEkaU7mGzYRKVa3tPmwwbtn5Bc0udg23/cOZutFQs9h33rNZs9gA0ya16/uktP37WTDULqc6c+riZrEBFi5t1/eHh9vmmjdOu9dMa3dkWrPYM4eHm8UGuG/y5GaxW/f9jqntBqzuvnhRs9gAT7/pH5vFvmy3v24WG+D2qVObxV7S+PvolkvbfX48Mqlt5xc3DD/U+Lq3HFp+16S23wnavUPCgsbfZyaNerPX8TG18T9lpjbs+11Z2iw2wIyGr/hpjf/R/ossaRZ7o8aTTD5y+5nrdUbjhie8eL1MIOxx238N5O/NKVGSJEmSpIHQMlkjrWtM2EiSJEmSJA0Y17CRJEmSJEljckWVieUIG0mSJEmSpAFjwkaSJEmSJGnAmLCRJEmSJEkaMCZsJEmSJEmSBoyLDkuSJEmSpDENV9Z2FzYo4zrCJsl2Sc5N8uMkP03ykSQbjXMbJya5M8ncJDcmOXyc4s5fTvmTk1zatfeDJHO68oOTPNCVz01y0Xj0Q5IkSZIkadwSNkkCnA2cU1U7AU8CZgJ/P15t9DmlqmYDrwROS7JSzyPJ6owo+uiy9qpqF+Bf+o5d3pXPrqpDVyO2JEmSJEnS7xnPETbPBhZW1acBqmoIOB740yT/pxt5c0GSW5L8zbKTkrwqyZXdKJVPJpnclc9P8vdJrk/yvSTbjGywqn4ALAW2SvL4JBcnmdf93KGLc3qSDye5BPjHJDOTfDrJDV3dl/f1ZbT2tgXu6GvzhnG8ZpIkSZIkSb9nPBM2uwHX9BdU1YPA/9BbK2c/4BhgNvDKJPsm2QU4Enh6N2JmqKsDsAnwvaraC7gM+LORDSZ5GjAM3A2cCpxRVXsCn6M3MmaZJwGHVtXbgPcDD1TVHl3db47R3inAN5Ocn+T4JFv0xX1G35So9452UZIcl+TqJFefdf//ruDySZIkSZI0uKqyXj4G1XguOhygVlD+jar6NUCSs4GD6I2O2Qe4qjejihnAXd15i4GvdtvXAM/ti3l8klcBDwFHVlUlOQB4WXf8P4AP9tX/YjfiB+BQ4KhlB6rqvhW1V1WfTnIhcBjwEuANSfbq6l1eVS9a0UWpqjnAHIBbdn7BaNdHkiRJkiTpd4xnwuYm4OX9BUk2A7anN3JmZLKi6CVzPlNVfz1KvCVVteycoRF9PaWq/t8Y/elv7+H+bo3SlxW2V1U/B06jt17OjcDuY7QtSZIkSZK02sZzStTFwMZJXgPQrUXzT8DpwCPAc5M8KskM4Ajg2905r0jymO6cRyV5/Gq2/x1+O3LmGOCK5dT7OvCmZTtJtlxR0CSHJZnabf8B8GjgztXsoyRJkiRJ0pjGLWHTjU55Kb31aX4M/AhYCLynq3IFvalKc4EvV9XVVXUz8D7g60nmAd+gt8jv6ngL8LouzquBv1xOvb8DtuxuCX49cMgYcZ8HLKt7IfCOqvrlavZRkiRJkqR1UtX6+RhU4zkliqr6X+DFI8u79Wnuqqo3jXLOWcBZo5TP7Nv+EvClbvvE5bR9O707VY0sP3bE/nzgtavQ3l8BfzVK/UuBS0friyRJkiRJ0poYzylRkiRJkiRJGgfjOsJmearqdHpr2UiSJEmSJGkME5KwkSRJkiRJ67bhytruwgbFKVGSJEmSJEkDxoSNJEmSJEnSgDFhI0mSJEmSNGBcw2YCLV7U7nIPDbedS/io7R9uFjv3bNosNsBdw9Oaxb58erPQANwzdUmz2C9cNHPsSmtgn8fc1Sz2XXe3fc08MLRRs9iTqWaxAbaudq+Z1uZObfd/CJsNt/3/iS2H2sV+6pvbvYcBXLbbXzeL/cybTm4WG+CqfU5oFvuhDDeLDXDb5HbvBYcvbPs+cOOUdh9+8xv/V+LCxu/BLT2Sdn2f2nhNiqlNo7c1v+F7wRY1uVlsgPvT7sPpGQubhQYmce6MdtfdEQtal5iwkSRJkiQNhJbJGq25ctHhCWWCUZIkSZIkacCYsJEkSZIkSRowJmwkSZIkSZIGjGvYSJIkSZKkMQ27hs2EcoSNJEmSJEnSgDFhI0mSJEmSNGBM2EiSJEmSJA2YdSZhk2T+iP1jk5w6xjm/qZNk6yTfT3JdkmckuT3JDUnmdj9fshJ9eE/f9qwkN67u85EkSZIkaV1S6+ljUK0zCZtx8Bzgh1W1d1Vd3pUdUlWzgVcAH12JGO8Zu4okSZJilO9UAAAgAElEQVQkSdKaWS8SNkle3Dd65qIk24w4Phv4IPDCbkTNjBEhNgPu66t/TpJrktyU5Liu7P8CM7rzP9dVnZzkU129r48SV5IkSZIkaZWtSwmbZcmSuUnmAif1HbsC2L+q9gbOBN7Zf2JVzQVOAM6qqtlVtaA7dEk3relbwPv6TvnTqtoH2Bd4S5JHV9W7gQXd+cd09XYCPlZVuwH3Ay8f2ekkxyW5OsnVX3roZ2t6DSRJkiRJ0gZgytruwCpY0E1fAnrr09BLqABsB5yVZFtgI+C2lYx5SFXdk+SJwMVJLq2q+fSSNC/t6mxPLzHz61HOv61LBgFcA8waWaGq5gBzAG54wosHeXqcJEmSJEnLNVxZ213YoKxLI2xW5F+AU6tqD+ANwPRVObmqfgr8Ctg1ycHAocABVbUXcN0K4i3q2x5i3UqASZIkSZKkAbW+JGw2B+7stl+7qicneQzwBOBnXaz7quqRJDsD+/dVXZJk6pp2VpIkSZIkaUXWl4TNicAXk1wO3LMK513SrYdzCfDuqvoVcAEwJck84APA9/rqzwHm9S06LEmSJEmSNO7WmSk8VTVzxP7pwOnd9rnAuaOc01/nN9vd/qzltLMIeMFyjr0LeFdf0e59x/7fWM9BkiRJkiRpZawzCRtJkiRJkrT2lIsOT6j1ZUqUJEmSJEnSesOEjSRJkiRJ0oAxYSNJkiRJkjRgXMNGkiRJkiSNaXhtd2ADY8JmAi1Z2m5A043DmzaLDTD8o3aLS93LRs1iA0yrdm8rRw0taBYbYMb0Jc1iz1s0rVlsgJ/88lHNYl8zfWqz2AA0DD8/bT/mnrSk3fvMnlMebBYb4BmLqlnsXfe6q1lsgCvnbtss9mmfbPtRvfHUdi/4q/Y5oVlsgLddc1Kz2F/b/X3NYgPMm9bub/V/JrV9f1/YcHz2lkPtYgP8cnK72NNouxDnjovbxb+v4XUBWNrw0twzqe3n6sYNF1ht9y2vZ4tq94v97PSG34ELdsyMdvGldYhToiRJkiRJA8FkjfRbJmwkSZIkSZIGjFOiJEmSJEnSmKrx9E/9LkfYSJIkSZIkDRgTNpIkSZIkSQPGhI0kSZIkSdKAcQ0bSZIkSZI0puFa2z3YsDjCRpIkSZIkacCs0wmbJPNXoe4RSXYdUTYlyT1JTh7/3kmSJEmSJK2edTphs4qOAHYdUfY84Bbgj5OMen+yJJNbd0ySJEmSJKnfepewSfL4JBcnmdf93CHJgcDhwIeSzE3yxK760cBHgP8B9u+LcXuSE5JcAbwyyROTXJDkmiSXJ9m5q/fiJN9Pcl2Si5JsM8FPV5IkSZIkrYfWu4QNcCpwRlXtCXwO+GhVfQc4D3hHVc2uqp8mmQE8B/gq8AV6yZt+C6vqoKo6E5gDvLmq9gHeDny8q3MFsH9V7Q2cCbxzZGeSHJfk6iRXnz3/9nF/spIkSZIkTYRhsl4+VkaSw5LckuQnSd49yvG/SnJz3+CRx6/p9V4fEzYHAJ/vtv8DOGg59V4EXFJVjwBfBl46YvrTWQBJZgIHAl9MMhf4JLBtV2c74MIkNwDvAHYb2UhVzamqfatq35fNnLVGT0ySJEmSJE2sLlfwMeAF9JZaOXrkGrnAdcC+3eCRLwEfXNN218eEzUjLu/HY0cChSW4HrgEeDRzSd/zh7uck4P5uZM6yxy7dsX8BTq2qPYA3ANPHvfeSJEmSJGlt2g/4SVXdWlWL6c2weUl/hapaNiAE4Hv0BniskfUxYfMd4Khu+xh605YAHgI2BUiyGb2RNztU1ayqmgW8kd+fFkVVPQjcluSV3blJsld3eHPgzm77teP/VCRJkiRJUkv9S5l0j+NGVHkc8L99+3d0ZcvzeuD8Ne3XlDUNsJZtnOSOvv0PA28BTkvyDuBu4HXdsTOBTyV5C711br5ZVYv6zj0X+GCSaaO0cwzwiSTvA6Z2sa4HTqQ3VepOehm0J4zbM5MkSZIkaYDUSq73sq6pqjn01q5dntGe+KizeZK8CtgXeNaa9mudTthU1fJGCD17lLrf5ndv6/3vI47fC2zd7c4acew24LBRYp5LL9EjSZIkSZLWT3cA2/ftbwf8fGSlJIcC7wWeNWKAyGpZH6dESZIkSZIkjZergJ2SPCHJRvSWYTmvv0KSvendpOjwqrprPBo1YSNJkiRJkrQcVbUUeBNwIfAD4D+r6qYkJyU5vKv2IWAm3R2mk5y3nHArbZ2eEiVJkiRJkibG8NruwFpUVV8Dvjai7IS+7UPHu01H2EiSJEmSJA0YEzaSJEmSJEkDxoSNJEmSJEnSgHENmwm0YMnUZrEnNU69XZJNm8XeIaPevn7cTGsYfuMZS9oFBx6YP71Z7O9NG2oWG2Byw3zw8xYsbRYb4NeTJzeLPanSLDbA/HZd5yeL270PALzwnRs3i/2lf5rWLDbAVrR7TX5r0oPNYgMcOrxZs9gPpe1M96/t/r5msV944981iw3w+h0Paxb7uVvu2iw2wN7MbBZ7Wtu3SBa1/M7R9usMmw63a+BrUxc0iw2wY2Y0i71x48/VBxq+j+041PBDG/jJ5Hbf9Xapdr9Tqu11b/w2s94rr+CEcoSNJEmSJGkgtEzWSOsaEzaSJEmSJEkDxoSNJEmSJEnSgDFhI0mSJEmSNGBcdFiSJEmSJI3JFYYmliNsJEmSJEmSBowJG0mSJEmSpAFjwkaSJEmSJGnAjFvCJslQkrlJrk9ybZIDxyHm7CQv7Ns/NsndXTtzk5wxxvkHJ/lq37mndtsnJrmzi/HDJJ9IssJrkeSIJLv27V+aZN81e4aSJEmSJK0bhtfTx6AazxE2C6pqdlXtBfw1cPI4xJwNvHBE2VldO7Or6jVrEPuUqpoN7ArsATxrjPpHdHUlSZIkSZKaajUlajPgPoAk2ya5rBvNcmOSZ3Tl85P8Y5JrklyUZL9u1MqtSQ5PshFwEnBkd+6Ry2usf7RLkq2S3L4Kfd0ImN7X3z9LclU3UujLSTbuRgsdDnyo68sTu3NfmeTKJD9a9rwkSZIkSZLW1HgmbGYsm2IE/Bvwga78T4ALu9EsewFzu/JNgEurah/gIeDvgOcCLwVOqqrFwAn8dkTNWd15yxI4c5O8bg36e3ySucAvgB9V1bJ+nV1VT+1GCv0AeH1VfQc4D3hH15efdnWnVNV+wFuBvxmtkSTHJbk6ydXnPnLrGnRXkiRJkiRtKKaMY6wFXVKGJAcAZyTZHbgKOC3JVOCcvsTIYuCCbvsG/n/27jzerqq+///rnUsIgQREcQCLRIVKlUKAgMJXEC3OVusIDhWcqLZ+re1Xvw4gjYilDr/6pc44lMGJatWitYoiEWcJEBJQVBQccGQQCENI7v38/jj76vFyb26Se1dy7s3ryeM87j5rr/3Za++zz8Ana60Na6pqbZJVwKL17OfsqnrpNLT3bVX11q5dn0hydFV9DNgnycnAXYAFwBfWE+OT3d+LJmpzVZ0GnAbw9Xs9raah3ZIkSZIkbXZFtnQTtipNhkRV1TeBXYC7V9UFwOHANcBZSUbnnVlbVaMJjBFgTbftCBufSFrHH45lu41s61p6iaPDu6LTgZdW1Z8Dr58k3pru7zDTm/ySJEmSJElbsSYJmyR7A0PAdUn2AH5TVe8DPgAcsBGhbgYWbkC9q4EDu+WnbUR8kgQ4FBgd5rQQ+GXX8+bZm9AWSZIkSZKkKWkxh80K4GzgmKoaBo4AViS5BHgqcOpGxDwfeOBkkw4DbwVekuQb9Hr2bIjROWwuo9c75l1d+euAbwNfBK7oq/8x4JVJLumbdFiSJEmSJGnaTdswnqoamqD8DOCMccoX9C0vHW9dVV0PHDRm09PHiXUFsG9f0Qld+TJgWbd8+ui23f7+aJ99sd4NvHuc8q/zx7f1PqJv3bWsf94dSZIkSZJmtBGnsNmsWt3WW5IkSZIkSZvIhI0kSZIkSdKAMWEjSZIkSZI0YEzYSJIkSZIkDZhpm3RYkiRJkiTNXiM46/DmZMJmMxpueHEvWXB9s9gAv1u9XbPYd4x/g7Fpczvt4t9191uaxQaY84uRZrFfsOaOZrEBblszt1nsazK/WWyAnYeHm8UeoprFBliXduf9l9u0/YLe8dWfaxb7o3c7ollsgOXbtfuc2Z+FzWID7Lyu3TV51VDb633lvHYdhV9wv8c0iw3wyx9/vlnscx90fLPYABdu1+51vaHxNbPLSLtrZrjx/8O8Z26733qL0vZzpqV239g99xhp9/l+1VDb1v+61jSL/atmkYGCB9Dut978MuGgmcMhUZIkSZKkgdAyWSPNNCZsJEmSJEmSBoxDoiRJkiRJ0qTaDlzVWPawkSRJkiRJGjAmbCRJkiRJkgaMCRtJkiRJkqQB4xw2kiRJkiRpUiNbugFbGXvYSJIkSZIkDZgtlrBJMpxkRZJLk1yc5NBpiLk4yeP6ni9N8ooxda5Ossskcfbu2nZJkvsnOT7J5UlWduUP7uotS/L9rmxFkqdN9RgkSZIkSZK25JCo26pqMUCSRwOnAA+bYszFwBLgc1OM81fAf1XVPyU5BHgCcEBVremSPdv21X12VS2f4v4kSZIkSZJ+b1DmsNkRuAEgya7A2V3ZNsBLquqrSVYD7wSO7Oq+FngzcB/g5cDngZOA+UkeSi8BNKEki4D/Ab4GHApcAzwJeHgXbzjJ4cDbgWurag1AVV07XQctSZIkSdJMMZJs6SZsVbbkHDbzu2FEVwDvB97QlT8L+ELX+2Y/YEVXvgOwrKoOBG4GTgYeCTwZOKmq7gBOBM6uqsVVdfYGtGEv4J1V9SDgd8BTq+pzwHuAt1XVw4Fzgd2T/CDJu5KM7QX04b4hUXcbu4MkxyVZnmT5Obf+eEPPjSRJkiRJ2ooNypCoQ4Azk+wDXAh8MMlc4NNVNZqwuYNeLxqAVcCaqlqbZBWwaIJ91CTlV/XFv2i8OFW1OsmBwGH0et+cneTVVXV6V2W9Q6Kq6jTgNIAL7vX0idojSZIkSZL0ewNxl6iq+iawC3D3qroAOJzeEKWzkjy3q7a2qkYTHiPA6BClESZOPF0H7DymbCG93jSMxugMTxSnqoarallV/RPwUuCpG3pskiRJkiRJG2sgEjZJ9gaGgOuS7AH8pqreB3wAOGAjQt1MLyEz6gLgiUkWdvt5CnBpVQ1vRNsekGSvvqLFwE82ok2SJEmSJEkbZUsOiZqfZHQ4UoBjqmo4yRHAK5OsBVYDz50owDjOB17dxT2lqs5O8g7ga0kK+A3wwo1s5wLg7UnuAqwDrgSO28gYkiRJkiTNaM7xsXltsYRNVQ1NUH4GcMY45Qv6lpeOt66qrgcOGrPuvcB7x4l3NbBP3/O3jhe/qi6idxep8dp6xHjlkiRJkiRJUzEQQ6IkSZIkSZL0ByZsJEmSJEmSBsyWnMNGkiRJkiTNECNbugFbGXvYSJIkSZIkDRgTNpIkSZIkSQPGhI0kSZIkSdKAcQ6bzejmane6r77lrs1iAzz5idc2i/0fn92lWWyANWkX+/s/2L1dcOAe66pZ7EPu/atmsQHu94L7Nov9oTf9tllsgO1od9Hc0Sxyz/5r28XeebhdbIDn7XZos9j3H17dLDbAL2phs9jH/kXb9+onz71Xs9hPvL3hBQn8dM68ZrEfufMDm8UGOPdBxzeL/ajL39gsNsCVB5zYLPa8kYZf2rT9TXBD2s7s8OA57X7r7dz4vN/aMPx27X4qAXC3ht99181pe94fxPbNYq9ueL2vobjbSLt+BfuuafvdNNs1/rjQGPawkSRJkiQNhJbJGmmm8d0gSZIkSZI0YEzYSJIkSZIkDRjnsJEkSZIkSZMaaTjXo+7MHjaSJEmSJEkDxoSNJEmSJEnSgDFhI0mSJEmSNGBM2EiSJEmSJA2YDUrYJBlOsiLJpUkuTnLoxuwkydIkr9i0Jm66JPsnqSSP7itblOSyjYyzIMm7k/woySVJLkryoulvsSRJkiRJg6lm6WNQbWgPm9uqanFV7Qe8BjhlOnaepPVdqp4JfK37OxXvB24A9qqq/YHHAHcdWynJ0BT3I0mSJEmStElDonakl7wAIMkrk1yYZGWS1/eVH5/k+0m+BDygr3xZkn9O8hXg75PskeS8bvvzktynqzdR+eldb5fzk/w4ycOSfDDJ95Kc3refAE8DjgUelWS7vmPYJskZXexPJNk+yWOT/Eff9kck+UyS+wMHAydU1QhAVf22qt7UV+/8JB8BVm3C+ZQkSZIkSfojG5qwmd8NibqCXm+TNwAkeRSwF72ExmLgwCSHJzkQOBrYH3gKcNCYeHepqodV1f8HvAM4s6r2BT4M/FtXZ6JygJ2BRwD/AHwGeBvwIODPkyzu6vwv4Kqq+hGwDHhc3/YPAE7rYt8E/C3wReAhSXbo6hwFnN3FvXQ0WTOBg4Hjq+qBY1ckOS7J8iTLP3/blesJIUmSJEmS1LOxQ6L2pjcc6MyuB8ujusclwMXA3vQSOIcBn6qqW6vqJuCcMfHO7ls+BPhIt3wW8NBJygE+U1VFr0fLr6tqVZdQuRxY1NV5JvCxbvlj/PGwqJ9V1de75Q8BD62qdcDngb/shmo9HvivsSei6zm0Iskv+oq/U1VXja0LUFWnVdWSqlrymPl7jldFkiRJkqSBN5LZ+RhUGz2HTFV9M8kuwN2BAKdU1Xv76yR5Oeufu+eW9e1iA8rXdH9H+pZHn2/TzSXzVOCJSY7v2nm3JAsn2Mfo87OBvwOuBy6sqpuTfBfYL8mcqhqpqjcCb0yyegOPR5IkSZIkaaNs9Bw2SfYGhoDrgC8Az0+yoFt37yT3AC4Anpxkfpck+cv1hPwGveFTAM+mN0nw+so3xJH0hjHtXlWLqmoP4D+Bv+rW3yfJId3y6MTE0Bs6dQDwIrpeQFV1JbAcOHl0UuFuPpwBzsNJkiRJkqSZbEN72MxPsqJbDnBMVQ0D5yb5M+CbvRFSrAaeU1UXJzkbWAH8BPjqemK/DPhgklcCvwWeN0n5hngm8KkxZf8JvKRry/eAY5K8F/gh8G6AqhpO8ll6ExUf07ftC4G3AFcmuR64DXjVRrRHkiRJkiRpg21QwqaqJrxddVWdCpw6TvkbgTeOU37EmOdX05tAeGy9icqPHVNnn3HWfWKc7c7hD3Pp3Gly4L56LwVeOqbsJuBvJqi/jF7PHEmSJEmSZq313YlH029TbustSZIkSZKkhkzYSJIkSZIkDRgTNpIkSZIkSQNmo2/rLUmSJEmStj61pRuwlbGHjSRJkiRJ0oBJlTmyzeVDuz2n2cm+acL7eE2PBQ2nA79xBqcNt5/Bb59rhto2/q4jaRb7p0PDzWIDDNGu7bfQtu17D89tFnvPO9Y1iw1w5bbtOn2uafeSAnD1nHbnZtFI286w28/g2z3c3vD7o/U1c2vDf6Pcudo2/m8vPqlZ7Pfsf2Kz2AC3NbxmbkzbN9Oea9s1/vrGvyNbuj1tf8/Ma/h+Wtv4c2Zhw0vyV0Ntr/ffNfy9tF3jPgtvvfqjjV/ZLevf793u/2m3pOdd86GBfN1m8P8qS5IkSZJmk5bJGmmmMWEjSZIkSZI0YJx0WJIkSZIkTarhrAcahz1sJEmSJEmSBowJG0mSJEmSpAFjwkaSJEmSJGnAOIeNJEmSJEmaVNsbumsse9hIkiRJkiQNmKYJmyTHJ7k8ycokK5I8uOX+JmjD0iTXdPu/LMkTpynu6umII0mSJEmSNFazIVFJDgGeABxQVWuS7AJsuwHbbVNV66a5OW+rqrcm+TPgq0nuUVWT9uZq1BZJkiRJkqT1atnDZlfg2qpaA1BV11bVL5IclOQbSS5N8p0kC5Mcm+TjST4DnAuQ5JVJLux657x+NGiS53TbrUjy3iRDXfnqJG/s4n4ryT3HNqiqvgesA3ZJskeS87r45yW5Txfn9CT/muR84E1JFiT59ySrurpP7WvLevcnSZIkSdJsMTJLH4OqZcLmXGD3JD9I8q4kD0uyLXA28PdVtR9wJHBbV/8Q4JiqekSSRwF7AQcDi4EDkxze9ZA5CvhfVbUYGAae3W2/A/CtLu4FwIvGNqgbkjUC/BZ4B3BmVe0LfBj4t76qfwocWVX/B3gdcGNV/XlX98sbur9un8clWZ5k+Zdv/eHGnD9JkiRJkrSVajYkqqpWJzkQOAx4OL1EzRuBX1bVhV2dmwCSAHyxqq7vNn9U97ike76AXgJnX+BA4MJum/nAb7o6dwCf7ZYvAh7Z15x/SPIc4GbgqKqqbsjWU7r1ZwFv7qv/8aoa7paPBI7uO64bNmB//efhNOA0gA/t9pwar44kSZIkSVK/prf17pIey4BlSVYBfwdMlLS4pW85wClV9d7+Ckn+N3BGVb1mnO3XVtVo7GH++NjeVlVvnay562nLeG1e3/4kSZIkSZI2WbMhUUkekGSvvqLFwPeA3ZIc1NVZmGS8RMcXgOcnWdDVu3eSewDnAU/rlkly1yR7bGITv8Efes48G/jaBPXOBV7ad1w7b+L+JEmSJEmasSqz8zGoWvYKWQC8Pcld6E30eyVwHPDvXfl8evPXHDl2w6o6t5uv5pvd0KfVwHOq6rtJTgDOTTIHWEuv185PNqF9LwM+mOSV9Oa0ed4E9U4G3pnkMno9aV4PfHIT9idJkiRJkrRBWs5hcxFw6DirrgUeMqbs9O7Rv/2pwKnjxD2b3nw4Y8sX9C1/AvhEt7x0gvZdDTxinPJjxzxfDRyzofuTJEmSJEmaqpZ3iZIkSZIkSdImMGEjSZIkSZI0YLyzkSRJkiRJmtTIlm7AVsYeNpIkSZIkSQPGhI0kSZIkSdKAMWEjSZIkSZI0YJzDZjNamy3dgk13t3XDzWL/aruhZrEBFjQcaLlguNoFp21G9da0vSDnNzw1O9XMzTXPa/yxe2PDU/OLbdq2/R7r2l00u4zc0Sw2wPZz5zWL3fpqb/ndtLpx43du99XEvMbf2TcMtbve5420bfx79j+xWewXX3JSs9gAS5ec0Cz2vGp73n/X8OfScOPrfU7L3wSNr/eWH2NXzlnXMDqsm9Puotmh4W+xHZjDwoa/369teUFuBZzDZvOauf/XI0mSJEmaVVoma6SZxoSNJEmSJEnSgDFhI0mSJEmSNGCcw0aSJEmSJE3KGYA2L3vYSJIkSZIkDRgTNpIkSZIkSQPGhI0kSZIkSdKAcQ4bSZIkSZI0qZFs6RZsXWZED5skw0lWJLksyceTbL+JcVaPef4PSW5PstP0tFSSJEmSJGnqZkTCBritqhZX1T7AHcCLpynuM4ELgSePtzKJPZAkSZIkSdJmN1MSNv2+CuwJkOQfu143lyV5+WiFicr7Jbk/sAA4gV7iZrT82K4Xz2eAc7uyVya5MMnKJK/vq/vpJBcluTzJcU2OVpIkSZIkbXVmVA+SrsfLY4HPJzkQeB7wYCDAt5N8hV4S6k7lVXXJmHDPBD5KLwH0gCT3qKrfdOsOAfatquuTPArYCzi4i3dOksOr6gLg+V2d+cCFSf6zqq4b0+bjgOMAnrvTwRyxw17Te1IkSZIkSdKsM1N62MxPsgJYDvwU+ADwUOBTVXVLVa0GPgkctp7ysY4GPlZVI12dp/et+2JVXd8tP6p7XAJcDOxNL4ED8LIklwLfAnbvK/+9qjqtqpZU1RKTNZIkSZKkmWpklj4G1UzpYXNbVS3uL0gy0fzUk85bnWRfesmVL3ZhtgV+DLyzq3LLmHinVNV7x8Q4AjgSOKSqbk2yDNhu0iORJEmSJEmaxEzpYTOeC4C/SrJ9kh3oTRz81fWU93smsLSqFnWP3YB7J9ljnP18AXh+kgUASe6d5B7ATsANXbJmb+AhTY5SkiRJkiRtdWZKD5s7qaqLk5wOfKcrev/oPDUTlfc5mt5cOP0+1ZX/esx+zk3yZ8A3u944q4HnAJ8HXpxkJfB9esOiJEmSJEmSpmxGJGyqasEE5f8K/OtGlC/o/t53nHX/2Pf09DHrTgVOHacJY5M+kiRJkiTNSoM838tsNJOHREmSJEmSJM1KJmwkSZIkSZIGjAkbSZIkSZKkATMj5rCRJEmSJElbVm3pBmxl7GEjSZIkSZI0YOxhsxndNNQu9rzGqc4fb9uu8XMbt/3WtIt907YNg9P23LS+Zm5qmA6eQ9vz3vCtSut/l1jbMP6NQ23P+9UNv5HmMa9dcNpeM0ON36s7NIx/e+Pr/VcNT/yatG37LiPtPiTXtH2rNo2/dMkJ7YIDS5ef3Cz2qQec2Cw2wI0Nr8mF1faiuaVh20fStu03pd09cX5Va5rFBtiZ7ZvFXtPw833NHFjb8JrZueHnrzTdvFolSZIkSQOhZbJGmmnsYSNJkiRJkiY10rgXp/6YPWwkSZIkSZIGjAkbSZIkSZKkAWPCRpIkSZIkacCYsJEkSZIkSRowTjosSZIkSZIm1e5G9xqPPWwkSZIkSZIGzKxI2CSpJGf1Pd8myW+TfHaS7e6Z5LNJLk3y3SSfm6T+oiSXTbBuWZIlm3YEkiRJkiRJfzBbhkTdAuyTZH5V3QY8ErhmA7Y7CfhiVZ0KkGTfhm2UJEmSJEnaILOih03nf4DHd8vPBD46uiLJXZN8OsnKJN/qS8zsCvx8tF5VrezqJ8lbklyWZFWSo8buLMn8JB/rYp4NzG91YJIkSZIkbWk1Sx+DajYlbD4GHJ1kO2Bf4Nt9614PXFJV+wKvBc7syt8JfCDJ+UmOT7JbV/4UYDGwH3Ak8JYku47Z30uAW7uYbwQOHK9RSY5LsjzJ8m+s/uHUj1KSJEmSJM16syZh0/WOWUSvd83YuWgeCpzV1fsycLckO1XVF4D7Ae8D9gYuSXL3rv5Hq2q4qn4NfAU4aEzMw4EP9e175QTtOq2qllTVkkMX7DX1A5UkSZIkSbPerEnYdM4B3krfcKhOxqlbAFV1fVV9pKr+GriQXiJmvPrjGeTeU5IkSZIkaYaabQmbDwInVdWqMeUXAM8GSHIEcG1V3dk5BCcAACAASURBVJTkEUm278oXAvcHftrVPyrJUNfj5nDgO+uJuQ+9YViSJEmSJM1KI9SsfAyqWZWwqaqfj97xaYylwJIkK4F/AY7pyg8Elnfl3wTeX1UXAp+iN8TpUuDLwP+tql+NifluYEG37f/lzgkdSZIkSZI0CyR5TJLvJ7kyyavHWT8vydnd+m8nWTTVfc6K23pX1YJxypYBy7rl64EnjVPnLcBbxikv4JXdo7/8amCfbvk24Oiptl2SJEmSJA2uJEP0blr0SHp3mr4wyTlV9d2+ai8AbqiqPZMcDbwJuNMdpzfGrOphI0mSJEmSNM0OBq6sqh9X1R307lI9tlPIk4AzuuVPAH+RZEPnxx3XrOhhI0mSJEmS2hrZ0g3Ycu4N/Kzv+c+BB09Up6rWJbkRuBtw7abu1B42kiRJkiRpq5XkuCTL+x7Hja0yzmZjZyvekDobxR42kiRJkiRpq1VVpwGnrafKz4Hd+57/CfCLCer8PMk2wE7A9VNplz1sJEmSJEmSJnYhsFeS+ybZlt4NiM4ZU+cc/nBH6qcBX+5uaLTJ7GEjSZIkSZI0gW5OmpcCXwCGgA9W1eVJTgKWV9U5wAeAs5JcSa9nzZTvKm3CZpZYPaW5pyc30jD+0JRyjpNreWrmNW773Ibx1zS+Zm5Ju8bvUG0b3/SDcWoTxU9qbsPYtza+ZhY0fF0XNH6v/myo3RR8jS8Zbmn8fmppXstP+MbXzHDDpt+QtlNCtjw18xpfj6cecGKz2H9/8UnNYgMsXXJCu+CNz3vL6NdmuGF0WFjtBiTsyw7NYgNs0/DN+ts5bc/7nIZXze/mbMXT5k6Dxl+PA62qPgd8bkzZiX3LtwNPn859OiRKkiRJkjQQWiZrpJnGhI0kSZIkSdKAMWEjSZIkSZI0YJzDRpIkSZIkTcoZgDYve9hIkiRJkiQNGBM2kiRJkiRJA8aEjSRJkiRJ0oBxDhtJkiRJkjSpEe+6vlkNRA+bJNsl+U6SS5NcnuT1XfkTklzSlX83yd9sYvyrk6zq4pyb5F7T0OZjk7xjqnEkSZIkSZLGGpQeNmuAR1TV6iRzga8l+RJwGnBwVf08yTxg0RT28fCqujbJPwOvBV62IRslGaqq4SnsV5IkSZIkaaMMRA+b6lndPZ3bPe6gl1C6rquzpqq+D5Dk6Uku63rMXNCVHZvkk0k+n+SHSd48we4uAPbstnlm1/PmsiRvGq2QZHWSk5J8GzgkyUFJvtHt7ztJFnZVd9uA/UmSJEmSJG2UQelhQ5Ih4CJ6yZR3VtW3k5wD/CTJecBngY9W1QhwIvDoqromyV36wiwG9qfXY+f7Sd5eVT8bs6snAKuS7Aa8CTgQuAE4N8lfVdWngR2Ay6rqxCTbAlcAR1XVhUl2BG7b0P0lOQ44DuAZOx/MoQv2mvrJkiRJkiRpMxuhtnQTtioD0cMGoKqGq2ox8CfAwUn2qaoXAn8BfAd4BfDBrvrXgdOTvAgY6gtzXlXdWFW3A98F9uhbd36SFcCOwCnAQcCyqvptVa0DPgwc3tUdBv6zW34A8MuqurBr501d/cn2N3pcp1XVkqpaYrJGkiRJkiRtiIHpYTOqqn6XZBnwGHq9XFbR6xFzFnAVcGxVvTjJg4HHAyuSLO42X9MXapg/Pr6HV9W1o0+SrG9+69v75q0JTJhGXN/+JEmSJEmSNslA9LBJcvfRoU1J5gNHAlckOaKv2mLgJ12d+1fVt6vqROBaYPdN2O23gYcl2aUbjvVM4Cvj1LuC3lw1B3X7XpjExIwkSZIkSWpmUBIPuwJndImTOcB/0EuenJ3kvfTmjLkFOLar/5Yke9Hr/XIecCm9hM4Gq6pfJnkNcH4X53NV9V/j1LsjyVHA27tk0m30EkqSJEmSJElNDETCpqpW0pu8d6zHTVD/KeMUn949Rus8oW950QRxPgJ8ZJzyBWOeXwg8ZEP3J0mSJEnSbOOUw5vXQAyJkiRJkiRJ0h+YsJEkSZIkSRowJmwkSZIkSZIGzEDMYSNJkiRJkgbbyJZuwFbGHjaSJEmSJEkDxh42m9ENaTen9k0ZbhYb4C411Cz2bXPazjU+lzSLvefadrGhbQb7B3PXNowOO9Dumlmdtrn9tQ3nv1/T+N8l5jbMw99vpO1XxjVz2n2OzRtudz0C7D7c7rxfMrSmWWyA+7Bts9i3NvzeA7jfHe0+gxeOtG37e+Ze3yz2g+fctVlsgD3WtTvvv2v7VuXGhtfk0iUnNIsNsHT5yc1if2D/E5vFBri94c+lBdX2359b/o6c2/h2Oy3PzB1N7xVU3Kfhb45fNfy9IU03e9hIkiRJkgZCy2SNNNP4bpAkSZIkSZMaadq7SmPZw0aSJEmSJGnAmLCRJEmSJEkaMCZsJEmSJEmSBoxz2EiSJEmSpEk5g83mZQ8bSZIkSZKkAWPCRpIkSZIkacBstoRNkuEkK5JcmuTiJIdOQ8zFSR7X9/zYJL/t9rMiyZld+UlJjpwk1j2TfLZr33eTfK4rX5Tktr6YK5Jsm+TZSVZ2j28k2W+qxyNJkiRJkgSbdw6b26pqMUCSRwOnAA+bYszFwBLgc31lZ1fVS/srVdWJGxDrJOCLVXVq18Z9+9b9aLTto5JcBTysqm5I8ljgNODBm3AMkiRJkiRJf2RLDYnaEbgBIMmuSS7oeq5cluSwrnx1kjcluSjJl5IcnGRZkh8neWKSbeklWY7qtj1qop0lOT3J07rlq5O8vuvlsyrJ3l21XYGfj25TVSvXdwBV9Y2quqF7+i3gTzbxXEiSJEmSNPBGZuljUG3OhM38LrFyBfB+4A1d+bOAL3Q9WPYDVnTlOwDLqupA4GbgZOCRwJOBk6rqDuBEej1qFlfV2d12owmcFUmeN0Fbrq2qA4B3A6/oyt4JfCDJ+UmOT7JbX/3798V85zjxXgD8z3g7SnJckuVJll+0+sr1nR9JkiRJkiRgyw2JOgQ4M8k+wIXAB5PMBT5dVaMJmzuAz3fLq4A1VbU2ySpg0Xr2c6chUeP4ZPf3IuApAFX1hST3Ax4DPBa4pGsfjDMkalSSh9NL2Dx0vPVVdRq94VIs3ePZ3gVNkiRJkiRNaosMiaqqbwK7AHevqguAw4FrgLOSPLertraqRhMcI8CabtsRpp5oWtP9He6PVVXXV9VHquqv6SWSDl9fkG6em/cDT6qq66bYJkmSJEmSJGDz9rD5vW7emCHguiR7ANdU1fuS7AAcAJy5gaFuBhZOU5seAXyrqm5NshC4P/DT9dS/D72eOn9dVT+YjjZIkiRJkjSoRnDQyOa0ORM285OMDncKcExVDSc5AnhlkrXAauC5EwUYx/nAq7u4p0yxfQcC70iyjl7Po/dX1YVJFk1Q/0TgbsC7kgCsq6olU2yDJEmSJEnS5kvYVNXQBOVnAGeMU76gb3npeOuq6nrgoDGbnj5OrGP7lhf1LS8HjuiW3wK8ZZxtrwb2Gaf8hcAL73RAkiRJkiRJU7SlbustSZIkSZKkCWyROWwkSZIkSdLM4gw2m5c9bCRJkiRJkgaMCRtJkiRJkqQBY8JGkiRJkiRpwDiHjSRJkiRJmtTIlm7AVsaEzWY0knax59IwOLBuBrd9pOHUWD9p/A5q2QVu28Yd7IaaRm97zWxf7c7N9Wk7VdvuI+0uyrXNIvfcb7jdVfObOW3P+8Jqd03enbnNYgPc1vCanNvwvADc0PCD5nNzb2sXHFiUhc1i79zyBwdwfcPzPty26U3fqzS+3j+w/4nNYr/gkpOaxQY45cDXNYvd8jcqANXuM/L6OW3/13e/O9q9WVfPbRg71XRi2zmNf0dK08khUZIkSZKkgeBdiKQ/MGEjSZIkSZI0YEzYSJIkSZIkDRjnsJEkSZIkSZNqO8OQxrKHjSRJkiRJ0oAxYSNJkiRJkjRgTNhIkiRJkiQNmCknbJIMJ1mR5NIkFyc5dBpiLk7yuL7nxyZ5x5g6y5IsmSTO7+skeXqS7yU5P8kRSW7s2r0yyZeS3GMj27Q0ySs27QglSZIkSZpZRmbpY1BNRw+b26pqcVXtB7wGOGUaYi4GHjdprY3zAuBvq+rh3fOvdu3eF7gQ+Lst0CZJkiRJkqQ7me4hUTsCNwAk2TXJBV0vlsuSHNaVr07ypiQXdT1bDu56wvw4yROTbAucBBzVbXvUZDtN8u4ky5NcnuT146w/EXgo8J4kbxmzLsDCvnYfnOQbSS7p/j5gPW16YF/bX7apJ02SJEmSJKnfdNzWe36SFcB2wK7AI7ryZwFfqKo3JhkCtu/KdwCWVdWrknwKOBl4JPBA4IyqOqdLsCypqpdCb0gUvWTJQ/v2u2ff8vFVdX23n/OS7FtVK0dXVtVJSR4BvKKqlic5Ajisa/fdgFuA13bVrwAOr6p1SY4E/rmqnjpOm5YCewMPp5fw+X6Sd1fV2imcS0mSJEmSpGlJ2NxWVYsBkhwCnJlkH3rDjD6YZC7w6apa0dW/A/h8t7wKWFNVa5OsAhatZz9njyZLun0t61v3jCTHdcezK73kz0rW76tV9YQu1quANwMvBnYCzkiyF1DA3PXE+O+qWgOsSfIb4J7Az/srdO06DuDxdz2YAxbueecokiRJkiQNuBFqSzdhqzKtQ6Kq6pvALsDdq+oC4HDgGuCsJM/tqq2tqtFXeQRY0207wiYkkJLcF3gF8BfdfDT/Ta+3z8Y4p2srwBuA86tqH+AvJ4m1pm95mHHaX1WnVdWSqlpiskaSJEmSJG2IaU3YJNkbGAKuS7IH8Juqeh/wAeCAjQh1M71hRhtiR3pDmm5Mck/gsRuxn1EPBX7ULe9EL8kEcOwmtkmSJEmSJGmTTeccNgABjqmq4W6emFcmWQusBp47UYBxnA+8uou73rtOVdWlSS4BLgd+DHx9A/cxOodNgBuBF3blb6Y3JOofgS9vSpskSZIkSZKmYsoJm6oamqD8DOCMccoX9C0vHW9dVV0PHDRm09PH1D2ib/nYCdpwxATLy+j1pBlvm28Cf9pX9Lr1tKl/u30mWidJkiRJ0kznDDab13Tf1luSJEmSJElTZMJGkiRJkiRpwJiwkSRJkiRJGjAmbCRJkiRJkgbMdNwlSpIkSZIkzXIjTju8WdnDRpIkSZIkacDYw2aW2IY0jT+3YSJ1dUbaBQfmNjw3a9ue9qYWVNt87YJqd3Kum9P2mml5ZhYy1DA63NDw3Gzf8DUFWNMwfNuzDjen3Ydk6/fqrQ3bPrdZ5J51Da+Z+2V+u+CN3dr4u2nbhr8J5jT+h9tbGl7vrX8S3N5wB6cc+Lp2wYHXXPSGZrFbt73l67pT48/3mxt++bXuY7FtwzO/y/AM/gGvrY49bCRJkiRJA6FlskaaaexhI0mSJEmSJtW2n7vGsoeNJEmSJEnSgDFhI0mSJEmSNGBM2EiSJEmSJA0Y57CRJEmSJEmTqub3CFM/e9hIkiRJkiQNGBM2kiRJkiRJA2ZGJ2ySVJKz+p5vk+S3ST7bPX9ikldvZMylSU4ZU7Y4yfcm2W5ZkiUbsy9JkiRJkqTxzPQ5bG4B9kkyv6puAx4JXDO6sqrOAc7ZyJgfBf4HeE1f2dHAR6bYVkmSJEmSZqyRLd2ArcyM7mHT+R/g8d3yM+klXABIcmySd3TLT09yWZJLk1zQlQ0leWuSVUlWJvnfVfV94HdJHty3j2cAH+u2eXeS5UkuT/L6zXGAkiRJkiRp6zIbEjYfA45Osh2wL/DtCeqdCDy6qvYDntiVHQfcF9i/qvYFPtyVf5RerxqSPAS4rqp+2K07vqqWdPt6WJJ919e4JMd1CZ7lF9985aYdoSRJkiRJ2qrM+IRNVa0EFtHrXfO59VT9OnB6khcBQ13ZkcB7qmpdF+v6rvxjwNOSzKGXuPloX5xnJLkYuAR4EPDASdp3WlUtqaolByzcc6OOTZIkSZIkbZ1m+hw2o84B3gocAdxtvApV9eJumNPjgRVJFgOBO99Ivqp+luRq4GHAU4FDAJLcF3gFcFBV3ZDkdGC76T4YSZIkSZIGTd35f5/V0IzvYdP5IHBSVa2aqEKS+1fVt6vqROBaYHfgXODFSbbp6ty1b5OPAm8DflRVP+/KdqQ30fGNSe4JPHb6D0WSJEmSJG3tZkXCpqp+XlWnTlLtLd3kwpcBFwCXAu8HfgqsTHIp8Ky++h+nN+TpY337uZTeUKjL6SWJvj59RyFJkiRJktQzo4dEVdWCccqWAcu65dOB07vlp4wTYh3wj91jbJzfAnPHKT92grYcsWGtliRJkiRJWr9Z0cNGkiRJkiRpNpnRPWwkSZIkSdLmMbKlG7CVsYeNJEmSJEnSgDFhI0mSJEmSNGBM2EiSJEmSJA0Y57CRJEmSJEmTGqna0k3Yqpiw0QbZhjSLvXMNNYvd2u20/cCa1/C8jzRue0vzqt15AVjXMPx2jdt+c9pNBbcmbdu+TcNLsvUEeWvTrvFDjd+qc2fuRwHXzmn3ym7f+L063DD2do1f01sbXu87jbQ97yMNP8euTctXFRZUu47xLb/3AE458HXNYr/mojc0iw1wwpLjm8Vu+ZoC3NAw/NyGv1GLtr9TW54Xabp5uUqSJEmSBsJM/kdFabqZsJEkSZIkSRowDomSJEmSJEmTsv/T5mUPG0mSJEmSpAFjwkaSJEmSJGnAmLCRJEmSJEkaMM5hI0mSJEmSJuVdvDYve9hspCSrJyg/PcnTNnd7JEmSJEnS7GPCRpIkSZIkacA4JGoTJQnwduARwFVAtmyLJEmSJEnSbGEPm033ZOABwJ8DLwIO3bLNkSRJkiRJs4UJm013OPDRqhquql8AXx6vUpLjkixPsvzim6/cvC2UJEmSJGma1Cz9b1CZsJmaSV/ZqjqtqpZU1ZIDFu65OdokSZIkSZJmOBM2m+4C4OgkQ0l2BR6+pRskSZIkSZJmBycd3nSfojfh8CrgB8BXtmxzJEmSJEnSbGHCZiNV1YLubwEv3cLNkSRJkiRpsxjZ0g3YyjgkSpIkSZIkacCYsJEkSZIkSRowJmwkSZIkSZIGjHPYSJIkSZKkSY1QW7oJWxV72EiSJEmSJA0YEzaSJEmSJEkDxiFRm9FM7j625x3t2v7leWubxQbYrmFecvvWOc+Gl8xQu9AA7LG2XeM/MvemZrEB7psdmsWel7bXzJqGF812zSL33JDhZrHvM9L26+66tDvvO4+kWWyAmxpekqvT9uaf21e7c3Nj47bfY6Tdp/Dd2r2VABgeanfeW/9L4k0NX9eF1bb1c2n4WVBtf6O2/BQ7YcnxDaPDycvf2Cz20iUnNIsNbb8/5jaLDBDmNrwkb7TLgmYQEzaSJEmSpIHQMlmjqasZ3AlhJjK/KEmSJEmSNGBM2EiSJEmSJA0YEzaSJEmSJEkDxoSNJEmSJEnSgHHSYUmSJEmSNKm291DUWPawkSRJkiRJGjAmbCRJkiRJkgbMlBI2SVZPV0O6eH+VZGWSK5JcluRpU4i1KMll3fIRSW5MsqJ7fKkrf3GS504SZ/skH06yqmvT15Is6NYN98VckWTRprZXkiRJkiRp1MDMYZNkP+CtwCOr6qok9wW+lOSqqrpoGnbx1ap6Qn9BVb1nA7b7e+DXVfXnXTsfAKzt1t1WVYunoW2SJEmSJA20qtrSTdiqTPuQqCR7JDmv6ylzXpL7JBlK8uP03CXJSJLDu/pfTbIn8Argn6vqKoDu7z8D/6ertyzJkm55lyRXd8uLuhgXd49DN6KtS5O8oi/+m5J8J8kPkhzWVdsVuGZ0m6r6flWtmeJpkiRJkiRJmlCLOWzeAZxZVfsCHwb+raqGgR8ADwQeClwEHJZkHvAnVXUl8KCuvN/ybpv1+Q29XjkHAEcB/zZBvcP6hi4dP0GdbarqYODlwD91ZR8EXpXkm0lOTrJXX/35fTE/NV7AJMclWZ5k+cU3XznJoUiSJEmSJLUZEnUI8JRu+Szgzd3yV4HDgfsCpwAvAr4CXNitDzC2f1U2YH9zgXckWQwMA386Qb07DYkaxye7vxcBiwCqakWS+wGPAo4ELkxySFV9jw0YElVVpwGnAZyw6Fn2H5MkSZIkSZPaHHPYjCYpvgq8GNgNOBF4JXAEcEG3/nJgCbCyb9sD6PWyAVjHH3oEbddX5x+AXwP7detvn0JbR4c6DdN3bqpqNb1kzieTjACPA743hf1IkiRJkjSjjNypj4VaajEk6hvA0d3ys4GvdcvfBg4FRqrqdmAF8Df0EjnQm3D4NaN3Wur+vhx4S7f+auDAbrn/7lE7Ab+sqhHgr4GhaTwWkvyvJDt3y9vSG6L1k+nchyRJkiRJUr+pJmy2T/Lzvsc/Ai8DnpdkJb0Eyt8DdBP1/gz4VrftV4GFwKpu/QrgVcBnkvyA3pw3L6mq73f13wq8JMk3gF362vAu4Jgk36I3HOqWKR7TWPcHvpJkFXAJvR4//znN+5AkSZIkSfq9KQ2JqqqJEj6PmKD+YX3LHwE+Mmb9J+nmkUnyL8DJSR5dVXdU1RXAvn3VT+i2+eGY8td05VcD+3TLy4Bl47Rnad/yEX3L1/KHOWzOBM6c4HgWjFcuSZIkSZI0FZtjDptNUlWv3tJtkCRJkiRJPSNbugFbmRZz2EiSJEmSJGkKTNhIkiRJkiQNGBM2kiRJkiRJmyDJXZN8MckPu787j1NncZJvJrk8ycokR21IbBM2kiRJkiRJm+bVwHlVtRdwXvd8rFuB51bVg4DHAP8vyV0mCzywkw5LkiRJkqTBUdSWbsIgehJwRLd8Br07VL+qv0JV/aBv+RdJfgPcHfjd+gKbsNmMWl7aaRgb4OJ57Vp/l8aX4VDD2NtU6zPfztrGTW95zexXOzaLDbBwpN3JuTVtv+TmN7zi72jc9ntWu8+C2xtf7ztWuw6r1wy1vR/DbQ3v93CXavkJDGsbxr7fcNu2XzU03Cz2dXPaXvAtr/cr56xrFhvgV7WmWex92aFZbIC5DT+Cr5/T9nNmp4bXzIKGsQGWLjmhXezlJzeLDfCuA05sFvu6OW1/E2zTMPwOM/j3u9pJchxwXF/RaVV12gZufs+q+iVAVf0yyT0m2dfBwLbAjyYLbMJGkiRJkjQQWiZrpIl0yZkJEzRJvgTca5xVx2/MfpLsCpwFHFNVk2bLTdhIkiRJkiRNoKqOnGhdkl8n2bXrXbMr8JsJ6u0I/DdwQlV9a0P2a8JGkiRJkiRNasQ5bMZzDnAM8C/d3/8aWyHJtsCngDOr6uMbGti7REmSJEmSJG2afwEemeSHwCO75yRZkuT9XZ1nAIcDxyZZ0T0WTxbYHjaSJEmSJEmboKquA/5inPLlwAu75Q8BH9rY2PawkSRJkiRJGjD2sJEkSZIkSZOqcg6bzWnW9bBJz9eSPLav7BlJPj9O3ecnWZVkZZLLkjxpktinJ3naOOVHJPns9ByBJEmSJEna2s26HjZVVUleDHw8yfnAEPBG4DGjdZIE2J3ePdMPqKobkywA7r4l2ixJkiRJktRv1iVsAKrqsiSfAV4F7ACcCQwn+R5wPnAI8HLgZmB1t83q0eVutub3ANsDPwKeX1U39O8jyWOA/wdcC1y8GQ5LkiRJkiRtJWbdkKg+rweeBTwWeHNX9gB69z3fH/ga8GvgqiT/nuQv+7Y9E3hVVe0LrAL+qT9wku2A9wF/CRwG3KvlgUiSJEmStKWNzNLHoJq1CZuqugU4GzirqtZ0xT+pqm9164fpDZN6GvAD4G1JlibZCbhLVX2l2+YMevdL77c3cFVV/bB6sy5NeHuuJMclWZ5k+SU3XzltxydJkiRJkmavWZuw6YxNmN3Sv7J6vlNVpwBHA0/diNgbND12VZ1WVUuqasn+C/fciPCSJEmSJGlrNdsTNhNKsluSA/qKFtPrgXMjcEOSw7ryvwa+MmbzK4D7Jrl/9/yZbVsrSZIkSZK2JrNy0uENNBd4a5LdgNuB3wIv7tYdA7wnyfbAj4Hn9W9YVbcnOQ747yTX0psPZ5/N1nJJkiRJkjSrzeqETVUt7Vu+mr6kSlX9BHjEBNutAB4yTvmxfcufpzeXjSRJkiRJs15t2MwgmiZb7ZAoSZIkSZKkQWXCRpIkSZIkacCYsJEkSZIkSRows3oOG0mSJEmSND1GnMNms7KHjSRJkiRJ0oAxYSNJkiRJkjRgHBK1Gd3McLPY6xp3TduGNIv9k5FbmsUG2D7tLvO1jDSLDbBdw7fojSN3NIsNsNecBc1if2T1d5vFBnjt/H2bxf73tT9qFhvgwPn3bhZ7d+Y1iw1wfWbuZ+TONdQu9kjjf1tpGP53DV9TgLs0PO9XDrVt+69rTbPYD2L7ZrEBFjT86ls3p91rCrBzw3OzTeNRAi0/Cfa7o+15v7lh+Bsaf0TuPNLuN/C7DjixWWyAv734pGaxX7Xktc1iE/jT4Xa/gVcOtf0NLE0nEzaSJEmSpIHQMlmjqatyDpvNySFRkiRJkiRJA8aEjSRJkiRJ0oAxYSNJkiRJkjRgHCAoSZIkSZImNdL4Rg76Y/awkSRJkiRJGjAmbCRJkiRJkgaMCRtJkiRJkqQB0zxhk+RPkvxXkh8m+VGSU5Ns23ifq7u/i5Jc1ld+cJL/n73zjpekqtb2886QMyhJEQkKSM5BQEFBUVFBRERUMCHqVe71igkRBAUM8F0FRTEAIkpSJKgEkajkDJKUJKhIznHm/f5Yu5manj5nZk7tOnNmWM/8+jdV1d3v3qe7umrvtVc4X9LNkm6S9BNJ81Robx9Jn2urkyRJkiRJkiRJkiRJAh0bbCQJ+A3wW9uvBlYA5gO+0VJ3upMlS1ocOAH4gu0VgdcApwPzt+lLkiRJkiRJkiRJkrwY8Cz6b6zStYfNG4CnbR8BYHsC8D/AhyVdJmmV3gslnStpHUnzSvpZef4qSe8sz+8i6QRJpwJnSppP0tmSrpR0Xe91w/Ap4CjbF5W+2PaJtu+VtIik30q6VtLFklYvbe5T+nKupNskfabR3z2Lp84fgRUrfmZJhHXslgAAIABJREFUkiRJkiRJkiRJkrzI6dpgswpwRfOA7UeBu4DTgPcASFoSeJntK4A9gT/ZXg/YHPi2pHnL2zcCdrb9BuBpYFvba5fXHVQ8eoZi1f6+NPgacJXt1YEvAz9vPLcS8GZgfWBvSbNLWgd4L7AW8C5gvaEalbSrpMslXX79Y38fpntJkiRJkiRJkiRJkiRB1wYbwUD/IgHnAtuX/fcQ4UoAbwK+KOnq8pq5gKXLc2fZfrChsb+ka4E/Ai8HFh9hPzcBjgaw/SfgJZIWLM/9zvYztu8H/lPa2BQ4yfaTxQB1ylDCtg+3va7tdVedf/kRdi9JkiRJkiRJkiRJkhcT050LZjq5AdiueUDSAsArgMuAB0r40Q7Ax3svAbazfXPf+zYAnmgc2glYFFjH9nOS7iCMO8P1ZR3g5AHPDfLM6Rmanmkcm8Ckz2zsBrolSZIkSZIkSZIkSWUmOqfBo0nXHjZnA/NI+iCApPHAQcCRtp8EjgU+Dyxo+7rynjOAT/fCmyStNYT2gsB/irFmc+CVU+nLocDOxfBD0X6/pCWA8wkDEJI2A+4vnjNDcT6wraS5Jc0PvH0qbSdJkiRJkiRJkiRJkkwznRpsbBvYFthe0q3ALUTumS+Xl5xI5II5vvG2/YDZgWtLSe79hpA/BlhX0uWEseWmqfTl3tLWd0qy4BuJ0KZHgX2K1rXAgcDOU9G6EjgOuBr4NXDBcK9PkiRJkiRJkiRJkiSZHroOicL2PxjCA6UYUWbrO/YUk8KjmsePBI5s7N9PJCEepDtf+f8OItlw7/hFhJGmnyeBKapM2d6nb7+p9Q1alidPkiRJkiRJkiRJkiQZROcGmyRJkiRJkiRJkiRJZn4yg83o0nUOmyRJkiRJkiRJkiRJkmQ6SYNNkiRJkiRJkiRJkiTJGCMNNkmSJEmSJEmSJEmSJGOMzGGTJEmSJEmSJEmSJMlUmZhZbEaV9LBJkiRJkiRJkiRJkiQZY6SHzSgysUPt5SfO0aE6zNdh5+eebf7uxIGHeb4z7Vuef7gzbYAJ7u6D//TEJTrTBrh7dnWm/el5V+9MG+DJDrX/Z/ZXdagOD3S46HG/JnQnDjzT4YrNrx+9vjNtgI/Ov0Zn2lvP9WBn2gDHP7NwZ9qbPt2ZNAC/mOupzrRf47k70wb4d4faj6vLEQc8Pr477Xnd7Vpil9eZ+8Z1e418tsO+Pz57h18q3VaVmZ3uxhuh3x0PjOvWU+EL6365M+1vXr5/Z9oA31hnr860P6Hu7h1JUpv0sEmSJEmSJEmSJEnGBF0aa5JkZiMNNkmSJEmSJEmSJEmSJGOMDIlKkiRJkiRJkiRJkmSqZNLh0SU9bJIkSZIkSZIkSZIkScYYabBJkiRJkiRJkiRJkiQZY6TBJkmSJEmSJEmSJEmSZIyROWySJEmSJEmSJEmSJJkqduawGU1GxcNGkiUd3difTdJ9kk4r+4tLOk3SNZL+Kun35fg4Sd+TdL2k6yRdJmnZqbR1pKR3D/Hc+pLOl3SzpJsk/UTSPJJ2kXRozb85SZIkSZIkSZIkSZJkpIyWh80TwKqS5rb9FLAlcE/j+X2Bs2x/F0DS6uX4DsDLgNVtT5S0VNGabiQtDpwAvNf2RZIEbAfMP6K/KEmSJEmSJEmSJEmSpCNGM4fNH4C3le0dgV81nlsSuLu3Y/vaxvF/2Z5Yjt9t+yEASY/3Xi/p3ZKObOhtIekCSbdI2roc+xRwlO2LipZtn2j73mYnJb1d0iWSrpL0x2LoQdLrJV1dHldJml/SksVj5+riBbRpq08oSZIkSZIkSZIkSZKE0TXYHAu8V9JcwOrAJY3nvg/8VNI5kvaU9LJy/Hjg7cUgcpCktaaxrWWA1xMGoh+WNlcFrpiG914IbGh7rdLnz5fjnwM+ZXtNYFPgKeB9wBnl2BrA1dPYvyRJkiRJkiRJkiSZqZiIZ8nHWGXUDDbFa2YZwrvm933PnQEsB/wYWAm4StKitu8GVgS+BEwEzpb0xmlo7njbE23fCtxWNKeVpYAzJF0H7AGsUo7/GThY0meAhWw/D1wGfEjSPsBqth/rF5O0q6TLJV1+w2N/n45uJEmSJEmSJEmSJEnyYmW0y3qfAnyHycOhALD9oO1f2v4AYQh5XTn+jO0/2N4D2B/YpveWxtvn6pcbsH8DsM409PEQ4FDbqwEf72nbPhD4KDA3cLGklWyfX/p5D3C0pA8O+LsOt72u7XVXmX/5aWg+SZIkSZIkSZIkSZIXO6NtsPkZsK/t65oHJb1B0jxle35geeAuSWv3wqMkjSNCqe4sb7tX0mvK8W372tm+VJhanvDcuRk4FNhZ0gaNdt8vaYm+9y7IpITIOzdeu7zt62x/E7gcWEnSK4H/2P4x8FNg7ZF8KEmSJEmSJEmSJEmSJE1Gq0oUEEmDge8OeGod4FBJzxNGpJ/YvkzSVsCPJc1ZXncpYXgB+CJwGvAP4HpgvobezcB5wOLAbrafBp6W9F7gO5IWI0Kszgd+09eXfYATJN0DXAz0yoj/t6TNgQnAX4kkyu8F9pD0HPA4MIWHTZIkSZIkSZIkSZLMCngM53uZFRkVg43t+QYcOxc4t2x/G/j2gNecDpw+hOaJwIkDju8yTD8uIhIG93NkeWD7ZODkAe/99ID3HVUeSZIkSZIkSZIkSZIk1RjtkKgkSZIkSZIkSZIkSZJkKqTBJkmSJEmSJEmSJEmSZIyRBpskSZIkSZIkSZIkSZIxxqgmHU6SJEmSJEmSJEmSZObEzqTDo0l62CRJkiRJkiRJkiRJkowx0mCTJEmSJEmSJEmSJEkyxsiQqFHkMZ7vTPvGcRM60wZYXnN1pn2Xn+pMG2Auje9Me6XZFu5MG2CuDm2qZ/BMZ9oAy3rOzrQPe+yazrQB1ppvmc6075nwcGfaAGvPtkRn2kswR2faAI90eI381PxrdqYNcIu6u4796alFOtMG+Nf4ZzvTPnnuzqQBWI7uGniEiZ1pA6zo7vo+30R1pg3w93HPdaa9xMRu1xIfH9+dK/84uv3cl57Y3XjmMXUb4jBHh5/NBLrt++zuru+zdRxZssLE7qZ631hnr860Afa8Yr/OtA9d+6udaQOs1ql68mIjDTZJkiRJkiRJkiTJmKBLY03SnokdG0mTycmQqCRJkiRJkiRJkiRJkjFGGmySJEmSJEmSJEmSJEnGGGmwSZIkSZIkSZIkSZIkGWNkDpskSZIkSZIkSZIkSaaKnTlsRpP0sEmSJEmSJEmSJEmSJBljpMEmSZIkSZIkSZIkSZJkjJEGmyRJkiRJkiRJkiRJkjHGdBtsJE2QdHXj8cWRNCzpDkkvHcl7p0F7GUnXl+3NJD0i6SpJN0rau1Ib50pat4ZWkiRJkiRJkiRJkox1JuJZ8jFWGUnS4adsr1m9J91yge2tJc0LXC3pNNtXTO1Nkmaz/fwo9C9JkiRJkiRJkiRJkuQFqoVEFY+Zr0m6UtJ1klYqx+eTdEQ5dq2k7Qa897OSri+P/y7H5pX0O0nXlOM7lOPrSDpP0hWSzpC0ZOP4NZIuAj41qI+2nwCuAJaXNFejX1dJ2rzo7CLpBEmnAmeWY58vr7tG0oENye0lXSrpFkmb1voskyRJkiRJkiRJkiR5cTMSD5u5JV3d2D/A9nFl+37ba0v6JPA54KPAXsAjtlcDkLRwU0zSOsCHgA0AAZdIOg9YDvin7beV1y0oaXbgEOCdtu8rRpxvAB8GjgA+bfs8Sd8e1HFJLwE2BPajGHVsr1aMS2dKWqG8dCNgddsPSnoLsA2wge0nJS3SkJzN9vqS3grsDWwxoM1dgV0BNlxkLVaYf9mhP9kkSZIkSZIkSZIkSRJG5mHzlO01G4/jGs/9pvx/BbBM2d4C+H7vBbYf6tPbBDjJ9hO2Hy8amwLXAVtI+qakTW0/AqwIrAqcVYxGXwGWkrQgsJDt84rm0X1tbCrpKsJj5kDbN5R2jy59ugm4E+gZbM6y/WCj/0fYfrK89sGG7qC/dzJsH257XdvrprEmSZIkSZIkSZIkSZJpYSQeNsPxTPl/QkNbMGwWHw06aPuW4n3zVuAASWcCJwE32N5oMgFpoam0cYHtrael3cITfa8bSnvQ35skSZIkSZIkSZIksxwewwl6Z0VGo6z3mcB/9Xb6Q6KA84FtJM1TkgJvC1wg6WXAk7Z/AXwHWBu4GVhU0kZFa3ZJq9h+GHhE0iZFc6dp6Nf5vdeVUKili/6g/n9Y0jzltYsMeE2SJEmSJEmSJEmSJEk1RmKwmbuvrPeBU3n914GFS+Lga4DNm0/avhI4ErgUuAT4ie2rgNWAS0vo057A120/C7wb+GbRuhp4bZH6EPD9knT4qWn4O34AjJd0HXAcsIvtZ/pfZPt04BTg8tKXz02DdpIkSZIkSZIkSZIkyYiZ7jAe2+OHOL5MY/tyYLOy/Tiw81RefzBwcN/zZwBnDHjf1cDrBhy/AlijcWifcvxc4NwBr38a2GXA8SMJA1Lz2IHAgX3HNmts388QOWySJEmSJEmSJEmSJEmml8y7kiRJkiRJkiRJkiTJVJnozGEzmoxGDpskSZIkSZIkSZIkSZJkOkiDTZIkSZIkSZIkSZIkyRgjDTZJkiRJkiRJkiRJkiRjjMxhkyRJkiRJkiRJkiTJVDGZw2Y0SQ+bJEmSJEmSJEmSJEmSMUZ62IwiXWbUfsDPdqYNsMmEuTrTfmj2uTvTBniuQyvwxM6UgxUndPcTfcnz4zvTBlh2/BOdaV8x/3KdaQPMRXefzRpzLt6ZNsCizNGZ9j0805k2wLwd3pK6vA4AzN3hOdP1dWaODtduZuZVIXWsP7e7a2H1Z57rTBvgnrm7+2bvH9ftb3Xhid31/eFx3f5a/z1uQmfa4zo+4186oTv9hzq+0DzSof68HV4HAK4d39384BN6qjPtm9bbnT9OWLAz/f+6ct/OtJOkNjPzWCpJkiRJkiRJkiSZhejSWJMkMxvpYZMkSZIkSZIkSZIkyVTpMmokmZL0sEmSJEmSJEmSJEmSJBljpMEmSZIkSZIkSZIkSZJkjJEGmyRJkiRJkiRJkiRJkjFGGmySJEmSJEmSJEmSJEnGGJl0OEmSJEmSJEmSJEmSqWIy6fBoUsXDRtLjje23SrpV0tKSdpP0wXJ8F0kvm4rOLpIOrdGnhubJki7qO3akpHdPp85Wki6VdJOkqyUdJ2npmn1NkiRJkiRJkiRJkiSByh42kt4IHAK8yfZdwA8bT+8CXA/8s2abU+nPQsDawOOSlrV9+wh1ViX+rnfYvrEcewewDHBX32tns/18q44nSZIkSZIkSZIkSfKiploOG0mbAj8G3mb77+XYPpI+V7xZ1gWOKd4pc0taT9JfJF1TPFfmL1Ivk3R68dL5VkP/TZIuknSlpBMkzVeO3yHpa+X4dZJWanRrO+BU4FjgvX1d3kLSBZJukbR10bpE0iqNNs+VtA7wBWD/nrEGwPYpts9vvG5/SecBu1f4OJMkSZIkSZIkSZIkeRFTy2AzJ3AysI3tm/qftH0icDmwk+01gQnAccDuttcAtgCeKi9fE9gBWA3YQdIrJL0U+Aqwhe21i9ZnG03cX44fBnyucXxH4FflsWNft5YBXg+8DfihpLkIw857ACQtCbzM9hXAKsCVU/kMFrL9etsHTeV1SZIkSZIkSZIkSTLTMdGeJR9jlVoGm+eAvwAfmcbXrwj8y/ZlALYfbYQRnW37EdtPA38FXglsCKwM/FnS1cDO5XiP35T/ryAMMUhaHHgVcKHtW4DnS2hTj+NtT7R9K3AbsBJwPLB9ef49wAn9HZf0kuIldIukpnHouEF/qKRdJV0u6fJbHx9RRFaSJEmSJEmSJEmSJC8yahlsJhIGjvUkfXkaXi8YMr30M43tCUSeHQFn2V6zPFa2/ZEB7+m9HsJLZ2Hgdkl3EIacZlhUf/u2fQ/wgKTVy/uPLc/dQOTCwfYDxUvocGC+xvufGPTH2D7c9rq21331fMsO8ScnSZIkSZIkSZIkSZJMoloOG9tPAlsDO0ka5GnzGNDLU3MTkatmPQBJ80saLgHyxcDGkl5VXj+PpBWm0qUdga1sL2N7GWAdJjfYbC9pnKTlgeWAm8vxY4HPAwvavq4c+xawp6TXNN4/z1TaT5IkSZIkSZIkSZIkGRFVq0TZflDSVsD5ku7ve/pIIlfMU8BGhAfLIZLmJvLXbDGM7n2SdgF+JWnOcvgrwC2DXi9pGWBpwtDT07hd0qOSNiiHbgbOAxYHdishWAAnAt8F9mu89zpJuwM/L8mRHyCqQ+099KeRJEmSJEmSJEmSJLMOHjJQJumCKgYb2/M1tv8B9GJ/Tm4c/zXw68bbLiNy0zQ5sjx679m6sf0nYL0BbS/T2L4c2KzsvnzAa9cum5cM87fcy4DPxfbvgN8N8Z7NBh1PkiRJkiRJkiRJkiQZCdVCopIkSZIkSZIkSZIkSZI6pMEmSZIkSZIkSZIkSZJkjFE1h02SJEmSJEmSJEmSJLMmE505bEaT9LBJkiRJkiRJkiRJkiQZY6TBJkmSJEmSJEmSJEmSZIyRBpskSZIkSZIkSZIkSZIxRhpskiRJkiRJkiRJkjHBFuMfmdFdSJIxg5xJg8Yskna1ffjMpt21fvZ9xuhn32eMfvZ9xuhn32eMfvZ9xuhn32eMfvZ9xuhn32eMfvZ91mG5l641SxoQbrv/Ks3oPgwiPWzGNrvOpNpd62ffZ4x+9n3G6GffZ4x+9n3G6GffZ4x+9n3G6GffZ4x+9n3G6Gffk2QEpMEmSZIkSZIkSZIkSZJkjJEGmyRJkiRJkiRJkiRJkjHGbDO6A8mwdBkr2XUcZvZ99LW71s++zxj97PuM0c++zxj97PuM0c++zxj97PuM0c++zxj97Pssgj1xRnfhRUUmHU6SJEmSJEmSJEmSZKos+5I1ZkkDwu0PXJNJh5MkSZIkSZIkSZIkSZKpkwabJElmOSRNEe456FiSJEmSJEmSJMlYJScwSZLMilwKrD0Nx6YLSQsM97ztR9voJ0mSJEmSJMlYZiKzZETUmCUNNmMQSZsAr7Z9hKRFgfls3z6j+zUjkbQ8cLftZyRtBqwO/Nz2wzO2Z4OR9Afbbynbn7f9rRndp5Ei6eXAK2lcL2yf30LvIRj6Sm97kRbaiwFLAnNLWg3oxaIuAMwzUt0GNxB9F/Ay4LGyPR9wD7B0hTaQtGz/b37QsbHIjPitSprP9uMVdATsBCxne19JSwNL2L60dSc7QtKGti+e0f1I6iLpXbZ/U7YXtv1QZf1xwLW2V62pO5pIWhh4NTBX71ibe1PRHNaob/vKNvqNdqreV0cTSeOBxZm873e11Ozsc5f0rqlo/2ak2kV/6bZ//xC6pzL8WOkdtdvsAkkbA1fbfkLS+4mFs+/avnMGd21Yynn+Gdv/b0b3JUky6fAYQ9LewLrAirZXkPQy4ATbG7fQfIzBF30Btj2s18B0tPM2YBUmHzztW0n7auJzWQY4AziF+IzeWkF7Q+AQ4DXAHMB44Ik2n4ukq2yvVbavtN3Ks2OINva3/eWyvaXtszpo45vADsBfgQnlsNsMFMpNUMDewH3A0WV/J2Ae299sof0h4MPAmsDVjaceA46wfcJItfva+QFwuu1Tyv7bgdfZ3qOS/hTnjKQrbK9TSX9R4AvAykz+e31DBe3OfqvDtHmX7dbGMkmHAROBN9h+TZkQnml7vRaaR9repWzvbPuotv3s03/hXJF0ke2NKmqfaftNZftLtg+opd3XzpzAdsQ505wE1rp/dHm+bwzsw6TJd+++ulxL3eb32tU95BjgSx1NNhcFPsaU3+mHK+l/FNgdWIq41m8IXNT2O5V0Ttmci7iOXUN8p6sDl9jepI1+aaP6fbXorgb8GHg58AfgCz1Dn6RLba/fRr/ofJq4d99LXCsh+r56S91zhnnabb5XSUeUzcWA1wJ/KvubA+faHtagMw36zd/qr21v10avofv6svkuYAngF2V/R+CO3vivhf5nh3ve9sFt9BvtXAusQfyGjgZ+CrzL9uuHfeO063dyDS7a59rerK3OrMgrX7L6LGlAuPOBa8dk0uH0sBl7bAusBVwJYPufkuZvI2i71funBUk/JDwYNgd+ArybCEGpxUTbz0vaFvg/24dIuqqS9qHAe4ETiAHaB4FXtdQcjQvZVkDvhv1NoLrBBtiGmGw/U0vQ9gQASW+yvUHjqUMkXUz8LSPVPgI4QtJ7bB/fsqvDsb7tTzbaPbUYW1shaSXC6Llg36rgAjQmmhU4BjgOeBuwG7AzYTyrQSe/1WEGlz0PpxpsYHvtXn9tPyRpjpaaazS2dweqGmyY5EUGdc8RgEUb29sDnRhsgJOBR4ArgGrXmgZdnu8/Bf6H6PuEqbx2etAQ2zVZErhB0qXAE72DlVbuTwYuAP5I3c+lx+7AesDFtjcv186vtRW1vTmApGOBXW1fV/ZXBT7XVr9Q/b5aOIyYuF4MfBS4UNI7bP8dmL1SG7sTfX+gkh4w6XPvAtsfApB0GrCy7X+V/SWB71doovn7bG0k6GH7PABJ+9l+XeOpUyXV8MbqzQ1WJH5Lp5T9twM1vb2et21J7yQ8a34qaeeK+l1dgwH+LOlQ4v7RvEZW8bRLkmklDTZjj2fLhc0Akuat3UAJG2muMtZYXXut7dUlXWv7a5IOAlq5mfbxnKQdiYH228uxWgMQbP9N0vhiTDhC0l9aSi4n6TfEjby33Wyv1YrOKHIb8Tl3MYmypB2A48s5v0NbQUmfGbT9QoP299q2UXhQ0heJFS8D7wdqhCysCGwNLMSk8xzCQ+hjFfR7vKQMmnYvg8LzJJ1XSbur3+r+wLeB5wc8VyuB/nPFA6x3/V2USavII6Vr4+244gk0rrH9wgTC9oMttEdrBW0p21t1qN/l+f6I7T9U0moyt6S1iO91rrLd/F5rTBhaGziGYR7bX+hQ/2nbT0tC0py2b5K0YkX9lXrGGgDb10tas5J2V/fV+WyfXra/I+kK4HRJH6Deb/kfhHG1M4pxrN8b7ucVpJfpGWsK9wIrVND1ENu1WFTScrZvgwiPZnJj+oiw/bWidyawtu3Hyv4+xAJmLR6T9CVinPS6co+tNn6nu2swhEcWQNPb00Br78yZnYzQGV3SYDP2OF7Sj4CFJH2MCO/4cQ1hSe8ADiJyb/yHcB+8kVjRb8tT5f8nSxjXA8CyFXR7fIhYGf2G7dvLDesXU3nPtPJkWUW/WtK3gH8BbQ1lTZfYQ1tqDcVixetAje0XaOPOKukQ4qb0JPG5nE1jcGl7CmPICHgfEYp2mKSJxKrgTi01Ww9ippH3EZOd3iDhfMJNuRW2TwZOlrSR7Yva6g3Dc+X/fylCGf9JhBbUoKvf6pXAb21f0f9ECY+owfeAk4jf0zcIT8GvtNRcStL3iN9pb/sFKvyWFiRWFnuT+eZE3rRb8V1O0ilMMjyf0nyykicGwF8krdacIFem+vmuSTk3zpH0bWKBonmNbGtQ+Tdw8IBtqDRh6K3gd8Rpkt5q+/cd6d8taSHgt8BZitxo/6yof6OknzC5Uf7GNoKjcF+VpAVtP1L0zpG0HfBrYMS54Ypwb3xxG3CupN8xed9rhc/sDWxGGGx+D7wFuBCoYbA5V9IZwK+I7+G9wHChWNPKGpIeJa6Tcze2oU7agf8h+n5b2V8G+HhLzSZLA8829p8tbdRiB2LM9BHb/1bkhvt2W9FRuAZ36vmVJNND5rAZg0jaEngTccE/w5Vyk0i6hhjk/dH2WpI2B3a0vWsF7b2IyfcbCRdTAz+xvVcF7fHAUbbf31ZrCP1XEistcxA3xgWBH9j+W8U2ZiNy5Pyzlivx1EJweqsnI9Qezl3VbVe7ynf6qYoeL7MEjQH9QCoZypC0NRGu8Arid7sA8DWXnDwV9OcGlrZ9cw29orki8IDt+wc8t7jteyu1sxJxHRNwtu22k7RhXb9dOadNTTQph8JA2k74JV1HnO+zEcljbyMG3L0cBK3yYjTaqX6+q8OcG10j6SPAIra/XfbvJj4TAZ+3fVgL7V7OPBELH88QBrOqOfP62nw9cd8+3fazU3v9NGrOBXwC6IWinA8cZvvpFpqdXgskvQ+4zX1JyMsEeS/bI/bSnMp4w66Xb+o6Ioz0KttrSFqcGEu+fSpvnVb9dwGblt3zbZ9UQ7drFHm+Viq7N9UMp5O0J/AeYrHCRGqG423vX0l/XsIjboKkFYi/4w+2n5vKW6em22Xeo6UIj6wLy/5nmRR6/cua84OZlaUXWW2WNCDc9eB1YzKHTRpsxhhlNfpfvUFBmfgsbvuOCtqX2163GG7Wsj1RlRLR9bUzJzBXb5WnkuYZwNtrDcYG6FedYEr6PmH0uUFRCvovRDLjhYDd3W1+lWqUEILvTu3YCLXPc6Wkcw3N/7V9kKT/xwDDh+1hk+xNg35vQDOQtqFuM/PkvociAfN3gDlsL1vCCPZt640haTbbg8KhqiFp0Cr0Y20HlgPaWRh42BVuwMXg/HDvelsM8dsAdwDfr3nNlDQ7sCpwj+3/VNB75XDPe4xXEQFohioMd2wEuusB/7D977L/QcJz805gnzahbpIuA7bqLR6oJMkvRoozPXm+jDGLZtKKms0JbNkfD8xp+8mWuqNxjdzefcn7Bx1roX+p7fUV4VybE+HA19uu4QneCZLmAZ7r3SfK4sJbicTAIzYIqePqVn1trQP0Emqfb7tWjkjKd7kpsDDhSX058KTtth7VnSHpV8Axtk8r+zcDhxO5Olcay30fLdJgM7rUivtP6nECk+dMmEC9WNKHJc1HrBQdI+m7DM4HMd1ImkfSXpJ+XCz/i5VVzVrcQST/2kvSZ3uPGsJlgnk1cHrZX7Pf9X8EbGb7hrL9IWLV6zXAOsAXW2oDIOljkl5dtiXpZ5IekXStIt9BDQYZEHappH2BpO9K2kjS6r1HS82/l/+vJ0pw9z/acijhQXY38Ts9ujy25m99AAAgAElEQVSeB1ob+2wfNdyjrX4PSStIOlvS9WV/dUltQ3967AOsDzwMYPtq6oRHvpDEvHgidcGVRDLaW4Bby/btkq4sA9rpRtJXi9cOkuaU9CfiPL1X0hYV+nw8JYSzGMdOAO4iKqX9oI2wpB9KWqVsL0hUzPk5cJUiT1ErbN9ZjDJf7203j7XV79Hx+X7igGM17tk/ooQpSHodcCDx2T9CTBzaMK7P0/MEgLJQNHdLbQAkbVvOmd7+QpK2qaFd9PYmKn99qRyanQqhl5KuK/fQgY+2+oWzmfxznptIztyW0bhGfmkaj42UyxWhbj8mQj2vpGUBC0mPSXp0wOMxRfhSW06nhBBJehVwERGK+l+SDmyh+/ZhHjXH1xBj4BMIL5sHFF5ZtVAxRr4LOMT2ttRJxRDi0v7lnOntLyyp7f1jxZ6xpvCk7YNs70eEkCXJqJI5bMYeszVXRG0/q/ZVSnq8E3iaCPvZiXAhruLGChxB3Fx7JWXvJi7+pw35junjn+UxjkmZ7WuxDzHBPBdigilpmZaazVXtLSmDekfVr1rW292BI8v2joQb8XJElbHvMcntd7opk7H3Acv2Ga/mJ/IT1aDnXdMsV2smuaBPN7Z/W/7/aYt+Dad/NsRkobkKLem3QOt8EJJeCnyKSGD8MyLOe1Nigv+/Fd1wfwzsQUwKsX2tpF9SZ5L8vO1H+k7zGisxTcGNK+gN4nTgJNtnAEh6E1GN7XjC+LHBMO8dih2A/cr2zsTfsSiR7PIo2k/U5rbdy93xfuBnxctsHJOXth8Jm9rerWx/CLjF9jaSliDyN/2qpX6PyQbvxeOgSgn7QvXzXd1XdBvf8KLZATjc9q+BX0tq+70u2NzphT6Uc+YlLbV77N30LrD9cDGy/LaSfvWKmoXaE+FBzGX78d6O7ceLl0ZbOrtGSnoL4TXyck2eh2sBKi38AXhS9cUfSjodWMB2K0OZu6+UurDtW8v2zsCvbH+6jN2vYISLdC7VrbpGk5dqn0AJXyTKcFdqQhsR846PlGPjK2kDvMWNEueO6o5vpV3+uf5r+Bsb27WukTM1E0etJkECabAZi9ynKMN4CoCiDN4UORtGgu0nGru1QyuWt71Db9XV9lMVDROt8rFMA4MmmG15RNJWhJFpE0qFnzIRqbKCSfS7F6qxNfDzsmr6R0Xy5Db8hUi+/FIiUXWPx4Aqq4y2R2xQmhqSzmJwSNSbKjWxmKRlGqGKS1Mn4fEvCXfhVxOrikcA3yWMNj8hkjHWYB7bl/ad87UG3dcrcimMLx5gnyHOp7aMxuhg3YaBAttnStrf9mcVoZ4j4dlG6NObgWNLKMSNitxWbWl+iW+grHaXkNe22v2G554nxr9rXC8VlUO+zKREnRB/z7O09yJp0sX53nVFt/GaFOLyRqCZa67teXOmpK/b7p/Q7Auc2VK7xyAP7ppjzk4qajbD8BT5U9Yru5fWCAMsPCFpbZekqMV776mpvGda6PIa+U/i3vQOwgjR4zFiEbAVkv4KHENcH/8O4AqpAEaJ5uf+BkpC3bLg2rbKYM+7cW8mLWadR4QZ10o70Emp9j79LxGLITdIWo46yZ57jFdUinsGXkhxMNL7dY/HJK1g+xaYVG2xGOofH/adSdIBabAZe+xGhCsdSgxc/wF8sIawJiUDhEiwOzvwhOskAXy2XCR7g6flqViyUhGf/nliRbNZ6rFGYscuJpi7EeEzSxCeEb1SkltQQq8qMFHSkoQ3xhuBbzSea2UUKoPWO5nkMVUNRRWxV7pUQVKU3+4lczu2be6HQnMiMheR+6FmCdX/JUK6emFQryYSVLZlcdtfLsbOO12SggI3SfpUBf0e95ffaO/3+m7CQFeDTwN7Ep/3L4EzqOO5s1IJSRCwfCM8oWaC2gclfQE4tuzvADxUDK0jHXg/oyhTey+Rk+FzjedqrKr/SdLxRCWhhYE/AZRrQ9v8NQ8rQlvvIVbsP1K0Z6OC4dn2AcABkg6wXTOsop/q57u7r+j2K6L8+P3EZP4CeCHkou1EbQ/gJ5L+RoS5QXhoXg7Uqrh2uaSDmVSE4NNMPtFvS2cVNQEkvYeYeJ9LXGMOkbSH7UEhcNPL7sAJknqecUsS15q2dHaNtH0NcI2kX7pyTq/CjkTVpjPLOf8rIvFtzcpfXXGtpO8Q18lXUYyezTCdlvyMCPN+T9n/ALGY0ypnXoNOS7XbPp9IxdDbv40YZ9fiF8DZko4grjUfpv2i9N5EpbtvMKny4jrEAsPuLbWTZLrJpMNjFEWuGdl+rMM2tgHWb7oSttDakpgkr0zcrDYGdrF9blvton8mcBwx2dmNcDu9z/YXKmjPQ0wwe94XZxA5FUZcDaKhPcVgXtKG7qviMELtrQkX//HAqS4VIBQVMz5v+20V2tiQqKryGsLIN56WRj5JxwDHNbzIbgF+Skxel3d31cCqJjkuBsqVy+5fiRXfCS01r7S9dv/2oP2W7SxHeDC8ljD43Q7s5DGc5FWjkKC2hKTtTXjFiSgn+zViMLv0SELSJG1ADB4XBf6vxMBTXLY/YLtVLphi3NuBMA6fYPuecnwtYLFeeNcItVcgwiuXKH0/shx/M/Am2//bpu99bS1MGD6bBvnzh37HdGl3dr4rEvV+hCkXEz7cUndZYHFiMn9mz0O2fCfzuULJ2vK59MLR/trzbKhB8XjZi1ikgBgXfKPP07dtG51U1Cza1wBb9rxqyqLRH22v0VJ3HLAhcBnhpSWi6k9rI8goXSNfDRxA3Pua5/tybbUbbWxIXNO2A/5GhBhVM8bVpowFdid+qz8rxi0kvZYY0xzdUv9q22tO7VgL/Z8S52JXpdq7XHDttbEVca0Rcb0c8X2vobkqk/oNYTT7tu3r22rPCiy1yKqzpAHh7gevH5NJh9NgM0aQ9H7bv9AQiXRrXTgHtHux7Q1baghYCniSGIgIuNgDyu+2aOMK2+tIura3SlRjAl5Wzg+0vUeVjk6pP8Uku/e3VNKfA9jA9gWNY/MSv+3WbpuSLidWvU4A1iW8vV5le88Wmv2GiKtsr1W2L6gRKqWozNVjHLEycpjtFdpqD2jrdUS+n21sL9FS62FiJUpEGFRvwipgE9sLt9EvbYwD3m37+HKujKtpGFaEo21v++GyvzDhOfXmWm0U3ZcQLuJ32a65ct8JkubqNwJLWsQtqv00dMYTE9YaSYxHHUkfJSY8SxF5dzYELqoxoB+F8/0E4CbiGrAvkafhRtutVmEb97yzbb9x6u8YURsnEwshJ1c2pHR9X+38fJd0ne3VGvvjgGuax1poX2S7uvfqgHaqXyMlXUgYtf8fEQr4IWK8MVzZ75G2tVlpZ2XbbUNcZlokXQTs4UklpjcGvlPrHNIQJdtdKRVBxwuunV4LJK3lihWzZiVevvAqs6QB4Z6HbhiTBpsMiRo79OKvO0uOpskTI44jJuCtf3C2Lem3xQjxu7Z6Q9BbffqXpLcR8dRLtRW1PUEjrP4yHJLWJ8KJFlWE/PRYgAhFq4IjRvpbNEKXag68i97fJI0v3iNHSGobLtafzK2ZV+alLbV73ECc2yJyVdxOnbwSAL2cA+8jVgAXJdx7a1SdeWdj+zt9z/XvjwhHbpP/ItzNq54rhZf2jDWlvYckLdZWVNJpwBdtX68I97mSCOFYXtLhtv+vQhtdrgT+WtI7Xcrulr/hNCok1y3XsSclLeh6eQ1eoHwuHyMqobwwbmjrRdJgdyJXyMW2N1fkCagyWRiF8/1Vtrcv3+1RimTGrVd3gXFlIrXCoIWcSos4BxOeDAdIupSYVJ3W1ru0q/tqn35n53vhdElnMCmx9g7A7ytpnylpO+A3rrhqOhrXSCLJ+dmSVDx29pF0AWHEaY2inP2OxL31DsIzrlal1E4phpR9gFcS18leKFpb76PdgJ8rctkIeJB61TpfMMwokna7xmJfHy+x/VNJu9s+jwj1bF2kAUblWnBw+S2dQCw81ag2miTTTRpsxgi2f1QsxY/a/n8dNdNMjPg8cTN85+CXTjcXS1rP9mWV9Pr5erlZ/S8RorMAFRLdFa5SVEI6AXhhQG/7Ny005yWMD7MxeTLax4DtW+gOopPBX+HJ4sVzdTEM/YtJxsWR8rikV7mEl9i+D15w9a8yobL9iho6/Uj6GjFwv5cYyK9HJKOsUpXK9nnlOnCUOwoNK5wl6XPEBK15zrf29iByKy1t+y54wU2/xnm5bMMV+UPAWbY/WAaZfwZqTEaOIT6TrWmsBFbQhaiOc2L5rb4COIXJ89m05WnguuLh1PxOa+QKOJnIofJHoopIbZ62/bQkFMkjb5K0YkX9Ls/33mLCw8WF/t+UEr8teS+wDXEP6WQhpzF5Gk8kS/0YkS+jRl67Lu6rTbo837G9R1nk6oVHHu5G1auWfJa4j06Q9BSTJvZtP/fRuEY+XbyNbi2G0HuAGgb5/Sk5w4gcYhvbvrut7ijzU2JcegUVr5OOEKs1ep7DtmuUIn+Bct06Glik7N8PfLCicaKTBdcGnV0LygLCEkT+oMPLd3Cc7Rp5+ZJkmsmQqDGGpHNsbz6j+zG9KDL8r0Akqn0CqiYC7RRForJ+XGP1WNJyrpNEd7g2HiMGf88TN65ag7/eZPteIn/N/xDlYH/gFuWlFbk7DiZKHTeTue0FfNZ2Ky8tSS8HniyeHesSA+6/2W5dYl7SA4T3zsHA74uH020VVtD62zkDeLvttkljh9K/fcDhGiuBvVjyw5lU5vx1wK5uGVOuRsy+pLOBH9s+tv+5lm10EnrZ0P8UUSZ8GeDjtmtUz+pp7zzouO3WFQFrfb7D6J9ETDD/mzAcPATMbvutlfS7PN8/CvyaKIF7BJFAfS/bP2qrXfTfYvsPNbSG0J+bWMzZAVib8LD5dAXdzu6rRX/Q+W7bP6+h32jnpUR46pgPvRyla+R6wI1EdbT9iDHBt9wyL1/xJvuVS1WemRFJl9jeoKLe24FriycTkr5KeB7dCexue9B1bSTt/AXY0/Y5ZX8zYH/br62kvzVh8H8FkxZcv+aSx7CCfmf3vr52ViM8cHewPUdN7ZmRDImaEkmLEAtDyxBOEe+x/dAQr12AuJaeZPu/pqqdBpuxhSIj+YJMuRLYKsGgojz454nksRBusvvavrCGK6GGSHbnlknuilfHbbZ/2Hf8f4AlXCEGdoh2q3gLSVob+CJThhJUSR47syJpDeALTJnM7eqWunsSq8QTgZ8DbyMMB+sDl7llklRJsxMT7h0JQ8RZZf/ltluX72y08yNi8nQKk18HOsllVdqco5aBqExyevmsLnKFfFaSTiUSl95NeAEsa/vhMuG83PYqwwpMWxsX296wGMy+R6wEnmh7+RaazXAWERU+rgOugm6/01pI+jrwF9u1QkKGa+v1xD3w9K4MlqWdaud7lyjKyW/HlPeQfStoHwdsQFQuPB44t+Z1bDSR9ArgvZ5UWW+kOkOFFS1HGEBqeKkg6R1MKtN8bqUFhc6vkV1TjNrHePIcaDva/sGM7dnUkXQgUZjhN0yevHdE43dFla8NbT9ZjB4HE2OPtYg8cVXywkm6xn3JtAcdG8sUT/BejsKbXamSmaTXEMbs7YH7Ce+vX7skI38xs+RCK8+SBoR/PfzXNgabbwEP2j5Q0heBhYeap0r6LhGB8WAabGZCJJ0z4LDdIoeCpE8SZe4+Tww8IPLXfB34LvDlmhdmRWLHbYD3uWWlouK5s2r/ILK45F5re9U2+n2aKxNu6DsCj9het4LmTUQZwOtolAV2hWocxRg0JG2MfIpKEHsSsdIHE+VSNwX+Dny0kjFrNdvXtdXp0/wrMZiZl1iFWsL2E8XQcnXNAauiutg7iPNlA6IywQcraXeaBLDRjohS0+8jPHoWr6RbveKPIg/OvkQlju/b7pVO3RxYx3brHD9DrATuY/vUFprD5nZo+51Kuo5hQs7aeDkW771eLqh5iUnIc1T04utrbx6i+sydLqGSlfWrnu/FuPSQ7WsVZaBfR1S1Ocz2M8O/e5rbOJ2oUjZZmIXtgypob0WEzVQPc5O0FPEb2pg4hy4kvAKqhbkUw/D2xDX45cRKZaswQ0k39O4Tkr4MrORGWFGb31OjjQOJcNpjyqEdgStsf7GlbmfXyPJZf4rwfvsZUfK8Nyb43zZet33tDKqI9EJhgrFM7fF702gi6WeEIeKbZb9m1ciTCMNkr5rV+4F1bW/TUvcQhr83VQlfLB5BRxEeDSLu3zu3HXMU7YuJ8PcTPHOUmB810mAzJZJuBjaz/a9i8D/X9hTh3Yocb3sQiyXrpsEmAUDSjUQ88IN9x19CrMR81vZhLduYA3grMRDeinAR/02biU7RfWHwND3PTYf+K4nB0o5ESNEriR/PHW10G/p/tr1xDa0B2oMGBz3aGvkuJDxUermC/hs4lRigfb2G268iUeEixMrucbZvqqDZrDg12SCv5gBnQLsLAdu5ZS4bSe+xfXylbg3XzgbEb3Vb4jv4FHDKUK6b06ndWcWfrpG0se0/T+3YWGIo78Yebb0cu6R4GXyPMAx/Bfg+EYK5DPCFWi7tXZzvkr5PhEHNBdxMhEKdTpQOH297p7b9Lu1cX3Nhok97LuCTRNhoz6hymFsmHS7aZwG/ZPJJ4E62t2ypOz/xPb6PWFE/iQhRqJITQ6MTVnQtsGZvIUqRQ+iqGsagrlBU+rmcyKf0RiL8rzcm2Mn2ZpXauRZYw2VyUj6ba2cG76DalM/itUQF1tuJMcbl5bm/2l65UjsLE0neNymHzidCllqNBzREqFKPitf3K4gF4pvL/gpEeF3NaqwrEdfIm2cGz8zRIA02UyLpYdsLNfYfcl911+Jw8CfC2/qNTKPBJpMOjxHKgPJwYHnCG+PDtm+spd9vrCnHHpB0ZxtjjaQtCWPHm4FziMHZ+rY/NOLOTs6Tkl5t+9a+dl8NPNVGWBG3uyDh4vhu27dKur2WsabwNUV4yx+Z3EW2deyuu811NJ/twwEk7Wa7V6XhLEmtXM572N5UkW9mB+CoclM8zvaBLWQXVMR9jwMWKBNCiFWXBdv1GDR5xa8u+KCkDwOfdAe5jxQhl+8B7iJWjfYlXOVrxnp3VvEHXhiMfY4pQ0RqGIQOIULRpnZsulF35c6XdMv8EVND0rbAn1xCZ4uBcjPbv20pvR9RJW5B4v6xuu3biqfA2cSq6Yjp+Hzf3PbKxehxD7CYo2LJj4BrK+j3+EsX3oiFnxOJ8A8p+zsS9/AaifEXtd3MY3OkpP+uoPsf4FLCwHehbZfzsxb/kPRpYjFrbcIIhyKsqFqFRyIHTG9c1vre1KSja+Titr9cvNTu9KTQs5sUYUy1OAM4XtIPiQnybpTvYKwi6f22f6EB1dygVdjr/xGLHo8CNzaMNWsRBSBaUa5d8xdvxs80ji9Oy/F14biGfrPdxYi/qRaz94w1ALZvUXhVt0aRc/FHhCeZgGUlfdwd5hVLZiySdgV2bRw6vDcfKs//EVhiwFv3nMYmPknkwPxHXE6njTTYjB2+T9xgzyfCLP6PMILU4FFJazgyzb+AIo9I2zJ4ZxAhBJu4JEBTxOXV4qvAHxQ5FHoJ/9YFvkR4fbThPsILYHEijvBW6lSzabITsQo7H5NCokzkJmmFpP1tf7lsb2n7rLaaDZohaP031mo5DmzfQ5RN/APxne4HtDHY/JmYoAH8hcknHjUSvPYqfr2ayIvT8yDbmklJdkeM7a0lbQP8TlEe+DAmD6VrW9VmV8Ib4DBK+V5Jtc/5riv+nAD8EPgJlSpxSNqIWMlctG/QvQCRk6AGi7qDcufADygGJUkX2d6ogmY/e7tRIceRF2NvovJVGya6JBktxvLbiv5/JD3fUhu6Pd+fBiiad7qEFRUDQpX8CYVNgF0UiZOfgaoJ/Vf05OHQ50i6ZshXTx/3S3o/k8pi7wg8UEH3y0To8mHALxV5eGryEcKwtwXhudP7zW5IeJXU4ACiitY5xPf5OuL+V4vq18ieTjm/+3OS1cx79AXid/sJ4rM5k/g7xjK9yplVq7nZ/lkx9C9LeL/1+DeRpL0t3yOMYf2V27Ygrjuf6Eh/y0r6PS6X9FMmefPtxKT5QlsOJozzfwOQtDzwO+BFb7Bx9enS2KAYZw4f5vkthnpO0r2SlvSkkKhBuY42AjZVpCuZD5hD0uOeSkhshkSNEfrDNWqGb0jahIiVPoK4iJlYAd8ZeL/tC4d5+9S01yIGT+8GbiO8Vb5qe1g3/elsY1Ui1q/nFn498J0aK46KUuHbEYPJVxGrXm+2fWlb7aLfpTv7C+dIzfOl6D1J5GIQ4fXVi08XsJzttqW9e15SvWRujxGrMSfabrVyVFyot7H967Z9HKaNMwhviUfLfq/U41sq6a9BGG8fYpIR0W5Z1aZ8Nm8izvc3EF4NWwCvsF1jgtyLh++y4s8VtVydG5qvBzYjVnObCc4fA07t9/AbYRtXANt68nLnJ7X93WqYMMBaqFE1q3HsOturtdS9hvjcey7CmxHXGIBz3DK3Wpfnu6S7icG8iLDR3iq6gP+2/Yo2+o12OknoX7SPBH7Y89Aqnr472/5kBe2lgUOJwakJg/nuNfpd9Jcjvtf3Egb0vYnfU9UqQ4oQLNt+vLLuksQ4TMAltv9dUbuLa+TDxD1JRBhULz+IiAW7hYd6b4s2FwGWsl3TY22mo4vvs+gOGValOikHOtVvaM1JhLluQpyP5xPVTFvnEZN0vu3XNfYFnNc89mJliYVeM0saEP798I1tQqK+DTzgSUmHF7H9+WFevwuZw2bmQtJthIdNj+809233W6inV38Jwg1rFeKCdgORlK7mIGFjYgC1HeHGeVLTjaxSG/PVHjg1tBcjDAg7EgP61gPuYvX/VtNdsxYdG2w6z4sh6TLCwHdCbxJbC0kX2N60pmaf/k1E+MazZX9O4BrbK7XUnZNw9X83sIcrVA4Zpq25CM+gHYmBztm231e5jeoVfyTtQ6xanMTkYYZtvY+Q9MpaE8oB2l2VOx/O6FHrc/kZ8DDhCWrg00T1g11a6t7OpKTG/bQ2UPa1VfV8V/fJpBfplwQedoVBmyYlqp4dWJEIGTORw+2vNRYZJL3UFarDTWNbqxE5bd7jFhXd+jRXJVbsFyHOz/uAD9q+oYXmYoSH0KuI0PcDekb/mnRxjSzX8iGx3drDtLRzLuFlPhsxjryPmCAPDDcaC0g60/abyvaXbB9QWf/7wJGuUOyhT/dG26+Z3ufGin7RWYtYVLzBFdNISHpX2dySuC4eT1wjtyfy2LSqODorkAabKVHkhj0eWJq4r25v+0FJ6wK72f5o3+t3IQ02MxeShnO1te0Pj1pnWqJIqLQlUWKzSi6bErLwUyK3ytLFA+HjNVYCG23Ma/uJsl1l4lYGxisQHipNd/YaOTGGWuEFZppywbMTq6MGbq3o5fEV4HHCa6dZFrvK4FjSV4nElz0vnm0JA+XXW+reXDT3s10jhnxQG+OInE3HN44tQHh/jDi3x4AJ5mTUMByUdm4fLN9+cq9u8+Ogbsqd30GEJHRm9FBU/tuL8E6BCFP4Ru962UJ3E9sXSprLFRLdDtPOsi4hu2V/ASKBZ60Ql+oMYcyaD7iGqNR3RwvtzgzyihxiPyOS+E8gjCg1wlFHFUWOuz1tn1P2NwP2t/3aFpqnE17O5xPGw/nbGj2HaKf6NVLS2bbfKOmbHqJMbQ16XoKK5PWvsL33IA+/sUSfl2P14gaK6pcrEJUvn4A6YZGSziMWhi7tO74ecFBbL5JR0P8qkcz8CqJS5wG2f9xGs6E9y8zJuiINNqNLGmxeBGjosq/VYuElnUJ4S5zcdhA/hP4lhNfBKY0bY5VwI0mvJWKkqxuDFPGuU+A6Zb2HW+G17X1baPfK+U7xFJXK+Up6M1Eu/K6iuxTwMZdSpC21/zHgsG0v3Va70cZ6hJeEgQtqrH5JWtn2Xxv783b0ezq/7WBpgOaoeUt0RfFW+SFTllBuHQ9fXKl3IkIK9y0hI0v0D2bHGoqwogNt79GB9hW21+liktPXzhT6bcMMJH1vuOddqWTtgHbfRXhmbVVZd15gG6Laytta6FxLGGluUoRYfcv2sN4Z06nfvDf1rjW9606Ve1Np54WSysMdm07NyapMdX3e16QYDT5BXB/fR9913vaVldq5jghjPIowmF02ExhsOvF2lvR7wjN+4ESt7aKipPUJb4AjmTxH5AeJBddLxrj+DcB6tp8sng2n216vjeY0trtebW+nmZE02IwumXR4jKHIzr4/8DLbb5G0MrCR25UL3rpO74blICKc6ABJlxKeDafVXDX1lBm1ayXT+39EgudTSjvXSKo1mZ0A/NP2s4pcQqsDv6gh7OJyryFKEbfUrpo8bwi+C2zhSUlHVwBOBlq7ybpS/oip8BRRbtPl/9b0jDVNIyLQhUfZWZI+x5QeSCP2grG9bI2ODYWkN9j+U8NVub/9VmGjhefdomreVPgB4QnzBiKp6WOEN1WrAaakYScHbSdSjspH1fMnFJ4rK5lLDTKAtDV6KCqUrUJUj2ueNwsQ5bjbUCup5XRh+zfFg7A1isp8byUm4FsR5+MPh33T1Hne9k0Ati9R5ICpxijdmwBuk7QXk5clH+S5Mj1IUR2uN5AZ39xv64XY8TXyq8AXiYWVfu9dE9e1GuxLFLO4sBhrliMKQoxlliuLlmpsv4Dtdwx+21Q5kvBmPIowfNZMZo7tS4tR9ZPALuXwDcAGtgclSx2J/vpEfpme/vW19IkCB0+Wth4o3sOdUOZi7yVCah8hDE8vatLhY3RJg83Y40giOXCvPNgtxKRqxAabtlb4aWzjPOC8shr7BuBjhFt0ldUuotTmawGXQeZngJplz7syBv0WWK942vycyC7/S+oa0aqXIh6l8Jb/uJEg0lGK8b7h3jA9lMnayjQmZrZ/WUn7v4hBzknEIO14Sd+3/YMa+nRrRAToufM2y7EaqI0W4JAAACAASURBVOIFUyYMmzDJ+6htNSGA1xM5Wt4+4DkzZSWKkXCqInN/9fw4xCB1bUlXFc2HyrWsLQeV/+ciBpHXEOfk6sAlxPfQlqvKJOQEJjfwtf3MtybCrN5ANwaQFUsbCzH5efMYcY8aMa5TGny6kTQfka+ojcaWxMTjzUQi5qOB9V0nhHkxTV5pbbJ9VwzVLYbsXq6y8103Oe2Hga8R15VeItO2n8+CxHneHGz0DKo1rr+dXSNtnwicKGkv2/uNVGca2jmBuM709m8j8iKOZd7Z2P5OLVHbx0v6HWEsu1zS0UxeNbL1b8n2vUTC7k4ohpm9y73uNUT/Hx7+XdPM8g3jmPr22xjKQjBCR3csj+eJXDbrukU4apKMlDTYjD1eWi7SXwKw/bykVsaD0QhvKe3MTQwUdiCMBTUHtLsRHhkvB+4mVh0+New7pp0ujUETbT9XJrD/Z/t7vQlbW9RtKeJeNbGB4S20GFhK6t1Ery8312Yyt1rVub5CuFWvRKzWvZkoi1nFYEOUHV3fJQG2pP2JKii1DDZdGhE79YaR9AMiqWavnO9uirLzrX6vtvcu/1fJizUEO5f/m+E/tQxZzxWDtgEkLUqFcri2Ny96xxKhMteV/VWZPJF9GxYhSjI3V9FbG8kcOXyOVSSgrFVOuql/MnCypI1sX1RTW9KpDBGqUNpuO1kYlGR1YSIh66FttIlr4gVEdZ/bS3vfbanZ48dMXt64f78KknYnjG69c/AYSYfbPqSGvu2HiLFANWwvU1NvgH5n18iGJ9/vBnn1tfXkk/R529+SdAgDflddhRjWwJUSLg/Bc4SRfE7id1SthLpGIV1CaeetwI+AvxftZSV93Hbb0tjv7NuvZixT5LBakEj18G7bt0q6PY01yYwiDTZjjydKLGZvUL8h4X43YkbDhVjScUTSr9OJSiLn2q52YykD+51q6fXRpTHoeUnbAx8g8gNAVOaowRxEyMxsTD4gfpTI9zNiOg5v2b6x/QhhTIFY9V6sUhs7AGsCV9r+gKKE6o8qaUMMOpruyc8x2Lg1Ujr1KIMXwq6WYfLkuj+vIP16YFUXf1lJRxEVUVoh6UiXBJ2Sdu7Cw6Hj8/57hOfOYpK+QfxGq4S2FFbqGWsAbF8vac3h3jCtdGUka07O+oyTvXZrTdL+oSg3v3Fp70KixPTdLTSrTQ6GoP++beDfwPub3/MIWYdw7/+jokLlsbQ38gOTQnVHgY8QXmu9QgHfBC4ivEtHTH84Sz9tDXGNdl5OrNg3r7/nD/2OadLs8hp50DDP1QiJ6t3fLm+pM+oMY/gAYKSGD0VlwYMJT9u1e+E/FRmNdAkQf8Pmtv8GL+R2/B3QymDTsaHsPiL8b3FgUSIsL2OAkhlGGmzGHp8lLs7LS/ozcaFoNfnuR1FashkmUqOk8hFEssJqXgBNBuU3ICb7l5dV1BHTsTHow0TozLds3yZpWSZ5HrSiEYZ2ZC/srcTwzud61ZAGhuG0GVja/sAw7a01Ut0+niq5N54vORT+TaVwn8LRwMWSmlWiZhaPMopr9fJE2dTeb9ZE2F5bbiZKGvZCMV8B1AhVaCb73J26nzcAiqplnyCSSQOcC/yoRu4A28dIugJ4I2Hc28YVy5ACN0r6CZEjy0TOjSr6kpYiJsI1DR4wepOzIwjvuv/f3pmH6zqWbfx32rK3oU2iUsaIkkyRonwZUpqkQijNw9cgTSr1hUSlQqWUEtUXlTRK5mQImadQGj4KTcjOvDm/P6773etdy1p7WM/9vMNa1+84HOsd9ns9t3c963nu+7qv6zw7yeJXl9eeN9mALS8WujXKdiptIvMY77VFjH0ZcBnwQYXe2a7AEpJ+QbjdHdlg6J0xrkhUwKzO6KRELXcVMbrq8EHqJM2fBdxE3KcvrBRzFCW5tAvwW0ZffxslbGjxGtmp5GsL2z8rP/vSatiQthIfHyFsgSdtJT8/eiGXUPh7J1lT+CNhO9+IthJl5bM7SFqWaMfbX9JawHKSnuEBNwroFQ9l/qqnpEvUACJpcaL3XsD1NRYLJe5LiV2SxxMXy9WAa20/tUHMXgiBIulIor2lM0l9BSGOtgrwR9t7NYjdWjKoF0g6lljgP0i0Mi0LHGL7MxVi/6zr6SzgGcAlrmRzXI6xNrHbuxshIte4KkDSV4EPEom4PYmqo2tt79E0dtcxNiX0E0ToJwyNa4Cka4F13cINQGHluSkj7W2bEjvfHXHASe1QqyUnjjHH+DpRAddZNLwGeND2myrEfhpxDYM4F69uGnNM/FmMTjadDRzhCsLvkk4jEh7dAqy72550wqOXaHzHn8srXWs67mijcCVXtPHO9TbO/5Ls35Zwb2mcVCktBefwcMe1Eyb80KLFfy/RwtjREdsBOMb2YQ3jziASebsSOlA/B46ruWiWdD2wvu37FviPFy1u69fIEns9Hq4P1yjZ36vKpmSEtuUSutYFzyPWG93t79fbfl/D+KuVh53NrM79aXfgbjdwSh3nWI8lkqyvIuzme2FsMdCsuOw6UzKB8I9/Xz+QLlGZsBkQJkp4dKiR+FBY1m4NnG57I0lbAbvafkuDmPvb3lfh9DEW19pNk3QmsJ3tueX54kTVwfOAq2yv2yB29WRQKfn8EHA7cBjRjrMlcANhXV3FArMc63LbG0ranSh1/yCRVKlugylpFaJaaNeGcVZmRHF/BvFdbzZmF6YKZWdkds3vvMSdTZTMdu8eVxG9bDuJKOl4YE/btzSNNU7s+Vr4TrYyQdLfidYNEROn746J27h9ZoKFfVMr32UJ97NOpZGApxF29jvUqoZrk/GSG7USHiXWisR1a+wisEpiWNLphKB/p7pxV+D1trepEPvRXU9nEYuR5W1/rGHc7QkHp50J44EOs4lk6zOaxO86zvo8vAqmxnyj2vkxn2NszIio9jmlcqhm/JnEufIZ4OOupI9TKpl2ctFAq0WPrpH7As8l/lZPArYnHJ0aVYIrDAcmrGxqu6KtBkXC4IuEuO4SxNzmrqaJj2FlgnVBh5rrg/Nsb7Gg12ohabUeVicNLJmw6S3ZEjU4jKfq36GWA8oDLtZ3khaz/ctSmjtpPB+RO0k1lf2fACzNiJ7P0oT1+YOSmu5SrQVs3ZUMOoKuZNAkYx5DTDxmE5OPvYmJ33MIYdpnNhvyKB5RWjleBhzuEDmuGH4UfwHWaxJA0tmEVs33CD2GaxViblWTNZJeBaxp+0BJq0h6uu0qTjRl0voWwua1c9MyI9UNTZnF+EnEN0raqklFWWEF4LeSfsNoN6TGu5i2f1V2vp5k+3SFGPnituc0DN0tBNxWK82Dkta0/QcAhaVs0zbPA4jxbu2i61V28T8JHAi8q2F8SswtgP14uC5GjUqPf0p6NaMTHv+qELfDd4jrwYuIasHXEhoCtXgDIdR7KPF3+muaO/4AYSc75qXDJJ1LOLs04WbivHkpox205gDvaRgbAEnfIKpIrmFEzLTWfONESS+0fVKFWBPxIDFeU1eMdSZxLu5KJLO+QJ3vpMPdwOWSzmD09bdpQqUX18hXEq1Xl9l+fak8+HqFuI9jpLJpN1qobOoBhxMbUccTjn17EPPLoUCV5RLGWxe0xNKSnm37XJinz7d0jcClAvwDjLmvUs/GPkkWikzYDAg9urDdobAEPZtwVPg7YVXXFocCVcqfgYOJCc5ZxM7LlsBBkpYGTm8Yu41k0CNdLJ4lvdl2Z6HzC0mfbDbch/FV4M+Ene/ZZbHcSKi6g0Y7NixGCPk2dXOZQ9z8lmVEWLNqpl7S4URry5bEovgu4CtEe04NdgOeWLukvYs2kojd7FchxrhIejORzFqe0MlZmfjuG1UzdLQNNIGmR5PYXXwA+KVCiFXEedr02rwt0f7Qbcf6oKR9qPO77HAUsZAf1YJSifESHrW0SAAebfsoSe/2iDZXtR31svAYlYyUtBdR/dgIjXbMWYxYqDUW+ne4Zl0h6dhabdHj8Mwm1akL4N3APpLuB+6nUptFB424RJ1QYv+vKrhEKUTS1yMEUfev3bpY+Gn5ryo9ukbeY/shhT7cbKK9vnFS2KF/eDJwcldl01mSqlU29QLbN0iaUf5/ji6tgQONJpBLACYtlzAm/tGM3zZa6x7yRuAbpZrVxPy3VuzjifnL16h/Xx1qskOnt2TCZgCR9CLiQtmd6a7Ri7kDcA8xqd+dWDBX6/Ech2plHmUyfxKhoSJgH9s3l7c/MPEnF4o2kkHdu31jkyfVdgIBbH+B2AEEQNKN1BGPhdG7dHOJHa/zmgS0/SJJyxM7dZ+WtCrwKEkbV2xb2tz2xioW6rZvU7gt1eIaYlHWVsKmlYqyksg6tuXy8ncQf6cXAjjsMGu5fwF8mJHKo/m9tkgoNDzuAZ7EiIbYdRWScvd3Em/d2J5boTqwm3+7uU3qRNzdsoZEJyFxS7n/3Uwk+trkvVRI2DDaPWcuUXW3c4W4HZ4v6QBGdnhrJj7Ol7Su7d9WiDUKt+9O2YpLFKFbdRewNrBnV7Vqte/dXcK6kh5FaGJUaacttHKNLFwsaTliAXsJ8B9G9Moa0YPKpra5u8wzLpd0MHALlSo9WuYAoup7lFxCxfgndj2eRZg03DzBv11kSuX0BiWBKNtVNiwLc20fUTFekkyKTNgMGJK+AiwFbEWUmb6SCjfDUoL/E9vbEgmDXijx106/3kvcAGcBa0layw1tMKG1ZNCTJV1a4q1THlOer91owAvAtiX9DzGhmhSSVrV9o1tybLB9G3AkcKSkxxNlxF+R9Fjbq83/0wvFA2UB3rEMfjR1E2UHApdJupLRJe3z1aJaBNqqKPs98DmFzfn3iATc5U0HO4b7bN/fWego9KYaXws0ounxBI3W+JlNhUrBsmv8OdvPoo6rVYdZCvezsQlsATMrHueXkj5DLHC6z8lJJ0ElvQT4BjBX0oPAzrbb2DH+RNkdfR+x4J5Npbaf+VBlQ8Etu+cQSaWXE1ptte+p3ySSNrcS50wnKdFY/0xxAdgdWMP2AQr9s5Vcz2GlFZco24s1jbEgynX9pcQc/HLgH5J+Zfu9DeO2eo0EsP328vArkk4m9OEaXy97VNnUNq8hdGveSVy/ViHamQed6nIJ3XiM0Lik42heGd8d77HAQcSm1vaS1gWeZfuoCuF/JunthLh59331tgqxk2ShSdHhAUPSlbbX7/q5DPBD29tViP1T4DU1s8+a2FZPwNq2qyxIJL2JKLFemZjgPBM43/VEKR9F7Kx3VzVNOhmkEB2ekI5GRhNKsmDct2j43Wu028QJtluddJTJ/dLAY2z/sUK8PYhdnE2IBefOxCTwu/P94MLHv7rEvYquRJDtM2rEL8dYiZEk4m+6kog1Yq9GJMleRZzzxwHftf27CrEPBu4g+vffRdja/9b2RxrG3YBoyfs4o/VB5gC/tH17k/jlGPsTyZof1locl8XZ/KxHqyz4Jf1y/PCTv0aWa8zOtq+TtBkhOD5fUelhQdKNtldt8PljbL+uPH5tW8nt8nvdprulrmLsG4hKo7HXscaCmqWN8yGitfMp5R57qu0qbaka7RIFoeHW2CWqF0i6rFQyvImortm3M+drGLe1a+SY1r+H0bQ6VtJDRGUTjL5eVm2lSx6OQpT9ZYSu2gpEW9Smtjdv6XjrAD+3XUXfRyHifTTwEdsblE2iy2w/rULsP43zsl3JBXCYWWH22lMygfDPO383kKLDmbAZMCRdaHszSRcQu2q3ETtrT6oQ+/tEouM0Rm6MjYTuNGKrNy41Jn7lOFcR+iMXOByRnkwswHepELvVZFBbSPob8HzCiWrUW8CvbT++QezLbG809nFNJH2L2ImaS7RerQB8yvYhDWKeBLzd9p8lPZXQDxFR6lttx07S2bZrCQxPdIyqScT5HGcjIvm0vu0ZFeItRrQrbEd896cAX6+YAHmEW9L0UNicLk2ck/cyJIuFcj18AnChu5xnJG3fpE1KY6yBxz5vikZrZD2MJvemEn9+trVL2p50lfGYa2SbFsqbEi0Lv2L0Du+kr5Ndsc9s6z7X+U7GfE+NHNfGOUbHJUrA2a7sEtUWZT6zHVHh9BHbF9VI2HTFr36NHJMQfjqjhbAbJYanCmVxP55Wy0Av7kvl7j2EBldHLuE7frig+mTjd67DKj9vBT48tvKmQfyLbG865lrTukvddGf5Rz5pSiYQbpvz+4FM2GRL1OBxoqI/+GBGbog1FPghVPd/XikWEAkZRbvVKY52q7a41/a9kpA0s+z4rlMp9rsZSQZt1UkGNQko6XYmXijY9vJN4hdOBJYZr6Wl7Oo3wRM8rsnTbN8paTdCUHdvInHTZCFyDHBqKa8+2O05TFyk0JX4KaMXUbVsvcdNIlLJmUDhKvYCosJmG2Ix2OicL3FnAN+0/WoatOQtgNY0PdyC7oak+bbJuaGFsqQ9Cd2ga4GOcG/H+v1AosVgsjymVDKM+7xC0qBbI2t/YN+G8UbRxu+zO3yLsbs5kNAJmUVYBdfkOknHAj9j9HWsiitluR502lJXpEJbqqRZhJPYWkRl0Jc9jkbUgPNxIpF9bknWPJFoV61F9WtkdyVgWRi33Qo4jGzS9XgWsBMhvj+wqAdyCS1fhwHuUrS9d641z6Se8cZSRBXiqrbfIulJwDq2T1zAR5OkKpmwGRDKLtpNtg8oz5chJiPXEc4cjbH9TYXF7qq2r68Rs8R9UNLdkpat2W41hr+URNaPgdNKQqRWi0gbyaAVqoxsPth+43ze261h+A0k3UnZiS6PoW7FwRKldHUH4AiH7kmjRZDt70v6OVEOfrGkbzO61L/xrnThGeXnc7sPTz1b7+pJRABJHdvUFxOiwN8F3uIi3NmUci1YUdIStu+vEXMcqmt6SHqn7cPL46dWTvS9pPx8DLA5cGZ5vhVwFs1FNd8MPN32fyStDvxA0uq2P09zTY+vMdrxaOzzRni0+OpebbUVtcTKCp0QdT2eR9PqoC6Wd4WW6AlYkkjUdMevZev9BaJd6bGSDiT0+D5aIe43CZHqc4DtgacAe1WI2zMcDk7Hdz3/I3W1TtrUPYLeJSuHinEqUg6TdC6j29MGijbn76UC/45OXIWY8csIV9MvVZwjvJfYPFtT0nnAisT1pgZHE5vnnfawvxB/u5mwSXpKJmwGh68S7RtI2hL4FKH/sCEhztr44qMQkPwssUu3hqQNgY+7jvvHvcBVkqq1W3Vje8fycL9SmrssYQFZg+rJIIel4zwUrkizul6qpkfSBjVaYxaCrwM3AlcTNr6rEr32TXmAOAdnEovL6toPtp9TO+YY2qoo2wc4Fni/2xPN+zNwnkIzq/taUCtZdhNwdeWFSMe2GuDbQLX2FtuvB5B0IrCu7VvK85WAL1U4xIxOG1RpBXwukbRZjYYJG9uNk4SLcrgeHqsG3YL0F0/4r5pzuqTtbJ9aO3Dn3GwD29+RdAlRwSfgZbavrRB6XRdtCklHUcmhqBdIejNwlsM5T8BRxNzuz8BrK7Z0tXGNTBaARuv8LEZU3LRdXVKDtubv3ye0BP9d1hvHEzo5GwJfBt7UMD4Q+kmS/osRd8frK7YErml7F0m7lmPdU/52k6SnZMJmcJjRtYDaBTiy9HeeIKmWi8t+RGXAWQC2L5e0RqXY3e1WnUlClYuaQhPjStvrAbiyJXGbySCFRe2hRGvLvwidid8BT64Rf5ixfShd1WOSbqJhy4+kFxAtVT8FNrZ9d6NBTnycFYFPAE+w/WKFK8EzbB9T6RCtVJR1ytglrSnpLtv3lQX++sC3bN/R9BjEOG8mJqxtTFb3Bk6SVF3To9DWZGz1TrKm8DfqOMbdKmnDTmtkqbR5MaFL1Fh0Eead728mrHbnzRtsv6FG/GGkUw0kaadSMTEPSTtVPNQ7gL0VFvAPULHKUdLKhCvXFsR9+1zg3bb/0jR2YQXCEv7oUnm3hu3xRDwXhXkLMdtzh2zt9G6ibRei0nEDYA1gI6IiqdZGQPVrpEb0ptquKBtmPtf1eC6RiNu5P0NZJKrLJRSW9IhZwquBb9j+XJnTV3OnLNfbk21fI+mjwMaSPuGGQtiF+0tnQqfdak26/qaSpFdkwmZwmCFp8dKLvQ3wlq73av2e5tr+95gJTqMdGEk7ACvb/lJ5/huiHNHAB5vE7uCw271CxWq6RswObSeDCP2BLQh3jI1KS8ow2Dy2jqTZxE18dUaf402sTT8C7FS5pWU8jgG+w8g5/nvCJvuYGsFbrigDOAHYRNJaxC7vT4nKmxc2DdyDqow2ND2Wk7QjkWSarTG6M5U0Pc6SdArhyGVCP2g8Z6dFZQ/GWPaW+8gekr5aIT7AT4gWlNMZbaXcCI0WBV6qpdbLtvkwXe0t83ltUrSs/3A08XffSTC9urz2vKaBJe1LVBisU2I+Avhf4n7YhA3GnCedlt1hOGfmdu38v5hIkv+LqKI6uOJx2rhGXjzB46QwrLo+bcklMHrzY2viutiZ01c8DP9j+3hJzyaMOD4LHAFsViH2vsTcaxVJ3yGuX6+rEHfoyQK+3pIJm8HhOKIt5J+EWvs5AGVBVauv9GqFwOsMhXDWnsCvG8bcm1h4dFiCcBBYhpikVZm0AisB15SEUHfJZqN2rjaTQYW5tv8haTFJsn1a6edP4CTgUsZYyjahB61KHR5j+1hJHyjHfUBSlYVsD5KIAA+V3ekdgcNsf1FSo3J8SYfZ3kvSzxjfKaNG6yW0o+nxK6AzvrMZ0Z2BSpoett9Zvu+OztGRtn80v88sZNwJqyFsn9c0fmEp21US8N20nIxoFUnbEwnOJ4ypNpjNmARaw+NsAVxu+y5Jryba9Q6rdL9a0fbRXc+PkVRLD2ZHonLkUgDbN0tq/PvuUbtuWzxUWiFvJzbmuucCS1Y8TvVrZA8ryoYShdvi+4B1y0sXE8YHN3Rtxg4kLcolnKlwp70FeBRFv638DdTUuOvMvV5E6CH+RNJ+NQKXOfulhPGDiArEf9aInSSLQiZsBgTbB0o6g0hMnNrVe7wYoWVTg3cRFQj3EbtqpxBtHU1YwvZNXc/PLa1dtymsAmvR5q59K8mgwr/L93Au8C1Jf6cFTZUhZakhLqO+q+gSdcpkN6WO/k4vkogQDi67Aq9lJDnxiIYxv11+frZhnAVRXdOjS2fmYS0bFdtGIRLkc4nzZmi0Nwj3whfaPqnfAxkgbiYWZS9ltMXxHOA9FY9zBFFVsgGxQXIU8bf2XxVi/7MkgY4rz3clWndrcL9tqwjJV54PDCsfI86ZGcBPO5WgRX/jjxWP05ruES1XlA0jkl4BfBo4iHB4FbFx+QNJ/03Ms7fp3wgXyH60I5ewFyHxsBLw7K7qsscRa5Fa/LVUk24LfFrSTGLtVItZRJJ1cWBdSdg+u2L8JFkgypKm6YOkjSqK2nVi3mB7rQne+4PtNWserw3KZOlh1KhsKDuKdxM3jz2I1pZvZYYeJL2fWBycyOg++zsn/NCAIGkT4PPAU4ErCG2inWr9fUk6k3CJaiOJSNHceRtwvu3jyuRsF9ufahCzzQRT93HmAEsT50xtTY9LbW885rVLbD+9Quydgc8Qk2IRehUfsP2DprHbpus7v7/8NwztJz1B0iNcT+ByvPiX2t5Y0seAv9o+arzzdJKxVyXEtp9VXjqP2EH+vwqx3w88iWiv+iQh7H2s7S82jT3MlLaN+xx23usCLyDcQM92EQ+vcIzq18iuirKdifbfDrMJIehnjPvBaYCkK4GX2v7zmNdXJ363h9jep/cjWzgkXWh7M4Vd+0bltSttr1/5OI8mKkxvtH3Jgv79IsRdivg7usoh6L0S8LQaCUtJnyaSTtcwstnqihXDQ8ujlllrSiYQbv/PDQMpjJYJm2lE0cJYidgJ+W4NnY/S03mW7a+Nef2twHNt79r0GCXeMwlxxKcQZZszgLsGfcEg6aCxN+rxXpuOSHobsSvVrWNh26v2b1QLj6QliPNRwG9d0ca6zSRiW3QvIiWdYHtotJoUtulPJXZHu91/ZhNJladWOMYVwPNs/708XxE43fYGTWMn/UMh8HwAsBqxA1s1maUQjj0ZeD2x2PkH0SJVRVC6TRSabdsR38kptk/r85D6StH12Z44T04jNDbOIioDTrE9sO3SpcJrQ+DjjLapngP80vbtfRnYACDpt7bXneC9623XcHhsDYXb2hnAhwiNxT2BR9h+W8O4JwIfsn11SaJcSlSYrUm0BB/WbOSjjrUBI6Ld59i+olLc64H1bafQ8BiWXWbNKZlA+Pd//pAJm6T/SHocsUOyC7EY+Z7tSbdFSXoM4WRzH6VXnSgFnUnYeP6t2YjnHediQivneELIcA/gSTUSH20mgybYsb8iF2lRgQU8q7OAHWYkbQXsbXv7fo9lYVBoWH2S6LefZzdv+4kNYnbvzs17XJs2ND0U4ukvI9pbftr11hwiud1U6wtJV3UvsotW0RVDsvAWsDuwhu0DJK0CrGR7mNq6WkHSDcDLid3d6hOqcs/eDbjI9jmlKua5tr9VIXYrLlGSZhAJiG2bjnEqIekqIukxE7iVMGy4UyH4emGtioY2rpFdsVutKBtGSjL+JWO/X0mrAT+rXalSm1Kh8hEiuQpFLsH2vQ3jXtPZ7JC0D/Bk23uUyvPzKp7v7yZcDDtaczsSCaHG1XySfkFUT1epfptKZMKmt6SGzTTD9q3AF0q1zd7ETsmkEzZlsb25pK2JHWqAn9s+s/FgH36sGyTNsP0gcLSkxouowuGMkwxqErBUGL0NWFshWNbhkaTDQoffAgPf/tRNqXw5Ang8kaj8JPBNQjCy2u5oDyrKjibcDw4FtiJ275vepDzB49pU1/Sw/RPgJ5KeZfv8OsN8GCdrxCUKImk+LJowXybKwbcmqkn+A3yJaNub7twEXN1Gsgbm3bMPAZC0AnBTjWRNoRWXKNsPSrpb0rK2a5kmTAXmlvnL3aVl/E4A2/dIqqlt16buLa6z0gAAEt5JREFU0fMltVZRNqTsS+gGHUToWZm4Nn6ISm6pLbOO7Y9QV1cGoh2vwzbA1wBsz6l8vr8R2Mz2XTCvjel8Yg41KTRiY383cLlCY7S7dX9Y9ReTISUTNtMISU8hFgmvJLRDvkeo2jemJGiqJ2m6uLu0oFyhsL+8hejRrkILyaDvEyWmnyRu2h3mTIWKkkrcD1xW9Fq6b4RNbL3b5jCiXPh8orT9N8D+tg+pfJzqScQxLGn7DEkqehX7STqHmHhOlo7dbrfVLtSf0M+17VIV8/mi6fHaSrFvkvQjKlccANj+gMIu/NnEd1LFJapHbFZ0VC4DsH17uR4nsSA+qbQudV/HGl0TStL2U8BtRJLs28AKwGKS9rB9cpP4hTZdou4FrpJ0GqN1uKbzQud+SUvZvpuoRAZA0rLUNSNo8xp5GC1WlA0jtn8s6U/EfPpdxPX9amDnWq05LXNIaVmqJpdQuEnSu4C/EFVeJwOUirKmJgfdiBGnKMrjphtQnY3VSxhddZskfSETNtOLYwiB1/8myqsblTv2mNcQwr3vIBw4ViZ6bWtQPRlU+rlvB3aStB6xSIOwa8+ETXASw1NhMA/bp5eHPyjny6EtHaetijKAe0tLzu8lvRP4K/CYJgHdO7vdOZI+TFQDbFnaL2pN/lqpOOjiPGLXcdhcoh4o33PH8WdF0u2uw4FExdEsohquFocD+xBC9WcC29u+oOgtHUdZ/DSkTZeon5f/khG27Ghh2O7++3kE4dhXizavka1WlA0rtq+QtJ/tmm5fPcH2Vl1yCUdKaiyXUHgjoXm0LWFqcEd5/ZnEfbUWRwMXls0WiPbmo5oE9IiN/dLAvWUe1mn3nNkk9lQhLwG9JTVspgGSFifsBt8A3EhknlcmLnIfGeR+5LJDtLLtL5XnFxILSxOaIY0dVkqf8d+IyfZ7CG2fI2zfUCH2O4gk04/LSzsAX7L95aaxpyKSNrN9Yb/HMRGS/khYVXY4rPu57So7MZLOJiY5RxEJxFuA19XSPlLYkF8LLEfs3i8LHGz7ghrx26RlTY+H6UtJutz2hhViD7NL1O5EdebTicT/K4GP2p62Vr4dJF1se5MW4s477yRda/spXe9V0YjSaJcoE7bztVyixl3olOqSpEVavkZuStwzqlaUTQXKffsJwEXA2YT47VX9HdWiIelpRNXgLraHpopS0saMVK+e7XqOnRcA23Y0bCQtA5xqe/Ma8YeZ2Us/cUomEO68648DqWGTCZtpgKRDCe2U99ieU16bDXwWuMf2u/s5vvkh6TzgVbZvKs8vJ3QUlgGOtr1Ng9i9SAZdCWw+5mL/60EXoWuTUtnxCmJic4rtayW9gNhNfpQHWIRV0rfn87Zt71HpOK0lEacSRdPjX7V2eyWdTiQkuisOXt/kOtMVe6hdokplR+d7ONP2tf0cz6Ag6VPE99HYQnZM3G7XtVHi9WOfTzL+DGBP261UCOZCZzBo4Rp5KlFRdhVdVXa2968Rf9gp1dqbAs8F3gosY3v5vg5qAUwgl/CDpu37kua7geWG1tiS5vu92r6tSfxyjIdt2NTaxBl2MmHTW7IlanrwYmDt7hu2w5ngv4HrgIFN2ABLdJI1hXPLRfi2soPXhL0JnZAOM4kd5GWI6qMaO99itPDaAzTvrR12vg48kdiFOkLS74nJzYcHvdrA9mvKQudltk+oHX+cJOKvGEking80Sti0PYFqkx5peryBqDg4lJGKg9dXiAuw2JgJ8L+INs9hYSlC/NqEyHYSvAPYW9J9jFzfa2g2zU8TatbEH1s4HMLAO9BSSycwy13OKrb/o3CjSVqiR9fI5W1vt+B/Nv2Q9GyicvI5RPXqiUQb/KBzDO3IJTyLaKE7DriQ+nPfjsBzJ25njaPyeNKul13cJWlj25cCSHo6cE+FuEmySGTCZnrg8XZXyoRt0DOkj+p+YvudXU9XbBi7tWSQpMVtzyUmTBdI6izudyRchaYzmwHrl/NvSeCfwFq2b+nzuBaKMu69gOoJG9pPIrY9gWqT1jU9HLaso5JW5Xd9WNPYDLFLlKSPEbo+JxDnzNGSjq+gcTD02H5kS3F7oQl1nqTDiR31bmHgSyf+yEIzdqGzCbnQaZte6B6dLmm72hVlU4RfEWK1nwROsn1/n8czX7rkEtYk5qYvB1aWVEsu4XGE/tuuRIvez4HjXEnU2PYaNeIsgL2A4yXdXJ6vxOg52rTloezQ6SnZEjUNkPRj4Idj+5eL2ODOA76r/h3gLNtfG/P6W4me7F0bxL7B9loTvPcH22s2iN1dzr4psePS6a29aLJxpwJtlPf3GkkfJcrCxy50GtmUS7rI9qZdzw/vJCklXWD7mQ3jz2BkArU+lSdQbdILTY8Jjnuj7VUbfH4vQmz4cuAljO6zHwqXKEnXAht1dl5LovXS7t/BdEXSFsDltu8q99SNgcNK8m+gkfTLcV627a0rxN4U+C5wM7Hb/XhCF+OSprGT8emR7tEcwpShdkXZ0CNpOcJhcEuiLeoh4Hzb/9PXgU1AL+USJM0k5h2fAT5ue9KW2+PE3pFoS/13eb4csT748fw/uVCxZxK/x3WIc/06olr2vvl+cBqwzFJrTMkEwn/u/tNAbmRmhc304B3ADyW9gZESwk2JsvYd+zmwheA9wI8l7QZ0dv2eTlQevKxh7AslvXmCZFBTB5d5f/AlQTOtkzRjeLKkzu9SwDrleWfiNwzJm7eWn+/res3ApBf2hTYrynAIgJ5MVHt0JlBnSao6gWqJbleVsTv1bU4cmt68VwY+DzwZuJJoszqPaHEbFv5MtOF0SuVnAn/o22gGiyOI9qUNiAq5o4jKyv/q66gWAttb1Y5ZEjU32b6oVHa8ldi5Pxn4U+3jJaNo/RrZVkXZVMD2HQpjglWI6/7m1LWvrk3rcgllnvEiYq6xOvAF4IdN445h3+7Nj/J72JcRs48mnF/mpFd3Xijz1WGYpyZTiEzYTANs/xXYTNLWwFOJBcgvbJ/R35EtmKL5sHnX2AF+bvvMCuHbTAatKOm9E73p6e2oMLCiwguL7VVaCt1mErETqxcTqDZoVdNjPjRa6Nh+P8wTo9yEmMS/AfiapDtsr9t8iK1zH3CNpNPK822BcyV9AcD2nn0bWf+Za9tFD+bzto+SVNOiuTrzuzdB4/vTV4nzA6IFcx/gXcCGwJGEsGnSDq1fI4e5oqxtJP0BuB44F/gKIVg/yG1RrcolSPomsB7wC2B/21cv4COTZTwtuEbrW4XT2hOIv6ONGNm4mU3ouSVJT8mEzTSiJDlqJDp6ThtjbzkZNIPQHRnI0rp+YvsPAJIOsr1P93uSDiIm+ANP2T1el66JsO1jG4ZtM4nYywlUddrU9Chl/uNNUEU9gd0licnesuW/mwmnlWHgFOAMYgf/QWC8VprpyhxJHwZeDWxZ2g4HeVcdog0Cosx/U6AjRv4Swo64CTM84s6yC3BkEWg/QeHymLREj3SPhrairAc8yfZDC/5nA8Nvixj1eHIJ11WI/xqiZXxtYE9p3nS4dhvdxZIOAb5E3MffRXQTNOH5wOuISqnuBPYchmSOmkwtUsMmSVpgGHVZes1435GkKzwENsdFw2Y7os3lFOLmfq7tl1eK351EvKZSEhFJDzGiudN98U8dgpaQdCTxu5xDCD1fAFxg+/a+Dmwh6BKlfAPwf8RO5iqEAPY+FUQph56yE7sb4a5yjqRVCf2Eby3go31HYdH8ii79ikcCx9t+QYOYVwMb2p4r6TrgLbbP7rxne70aY0/6Q+e+XYTI/1oqynK+A0haGfgioWNjotLm3bb/0teBTYCkJxDVtfcwjlxCqc4feBQmIf9DVPYJOBX4hO275vvBhYv9CrfgCDoVWHqp1adkAuGuu/88kBvtWWGTJO0wkH/wg0Bp73kbsHaXlg3Eru/F/RnVIrMLUeJ/qcPqeyWiFaAKbVXD2R4mG+mpwqpEhdTvgb8CfwHu6OuIFp7PEH+Xa4wjSvkZwkFjWmP7VsoOrKQVCP2WgU/WFFYFuls27ifaJJtwHPArSf8kFoLnAEhaC/h3w9hJ/xnGirJecTRwLOGoB/EdHU0I/Q8cwyyX0E1JzHyoZkxJr7b9v8Dq47WQTnNZg6QPZMImSdphm34PYID5PtFe8UlG32TnlDa1YeCe0uc9t+xK3wo8sd+DSgYP2y9Q1II/ldCveR+wnqTbCEHDffs6wPmzIFHKaZuwkfRM4FPAbcABRFvICsBipc2ghoVy23wb+I2kHxG76zsCjZJNtg+UdAZhf3tq17mzGNGqkAw3uxAVZW+0fWupKPtMn8c0KKxo++iu58cUl8CBZpjlEgAkrQ28n0g2z1vXNnS7W7r8XGac96ZkZUky2GRLVJIkfUPSeoTNMcA5HgJ7aQBJXwU+COwO7AncCVxre4++DiwZaErJ/BZE4ubFwKNtL9ffUU2MpN/ZXntR35sOSLqY0DJYlhDT3d72BUXb6rgaFsq9QNLGwHPK07NtX9bP8STDQ6ko+9d4wrXTEUmnA8cQVWYQwv6vt50beC0i6QpC5PkSQmMNANuT1rGRtPJErWySXmL7Z5ONPVXIlqjekgmbJEn6gqR3EJbzHevFHYAv2f5y/0a16JRS/9m2L13gP06mHZL2JBI0WwAPMGLpfR5w1SCLVEr6MfDDCUQpd7b90v6MrP9Iutz2huXxtbaf0vXeZUOUsHk2IZZ6tKQVgWVsp/12Mor5VZQBw1JR1iql2uhwwh3NwK+BPdNBq10kXWL76ZVjXg883/afx7z+euCjttesebxhZMklV5uSCYR77vm/TNgkSZJ0kHQlsLnt/5TnywC/tr1+f0e2cEh6FbBmaQFYBXhMkx2dZGpS3Ct+DZxn+5Z+j2dRmCqilG3QLbQ6VnR1WERYJe1LWM2vY3ttSY8nRIe36PPQkgFjqlSU9RpJe9k+rN/jmMpI2g/4O/Aj4L7O611udZOJ+ULg88ALbf++vPZhoh1w+0EVku4lmbDpLZmwSZKkL0i6CtjE9n3l+UzgYttP6+/IFoykwwmhxS1tP0XS8sAptjft89CSpDpjRCmvGTZRyjaQ9CDhuNaxfr+78xYwy/bAC7EWm+2NCPH0jcprVw5L0jzpHVOloqzXSLrR9qr9HsdURtJ4FYG23UhXUNI2hJnEy4A3EZsVLx4Gh8dekAmb3pKiw0mS9BRJi9ueS5RUXyCpY5m4I/DN/o1skdi8WJteBrGTI2mJfg8qSdpg2EUp28D2jH6PoQL327Ykwzx73CQZj+7WzXvGvDclF26VGMjF31TC9hotxT1D0uuAs4gq2W1s39vGsZJkQWTCJkmSXvMbYGPbB0v6JSF4KeBtti/q79AWmgckLUaZqEp6NKMntEmSJIPO94uA+nKS3gy8Afhan8eUDCYbSLqTUlFWHlOez+rfsAaeTGa1hKS9bR9cHu9k+/iu9w6yvU+D2HOI352AmYTz69+L46Ntz242+uEnO3R6S7ZEJUnSU6ZC+bSkPYiKoE2AbwA7A/vb/m5fB5YkSbIISHoesB2xMDnF9ml9HlKSDBVdi/uHvQUsaTs3x1tgKuiIDTOzZq06JRMI995740BWxeVFJEmSXrOipPdO9KbtQ3o5mEVB0knA221/S9IlwLbEpGwn21f3d3RJkiSLRknQnNaxaO73eJJk2LD9yH6PYZqiCR6P9zxJhppM2CRJ0mtmAMswnDfUY4BTJX0TONj2NX0eT5IkySIxP4tmSWnRnCTJMOAJHo/3PEmGmmyJSpKkpwx7qWoR5vwY8AJioTNPu2aQq4OSJEkgLZqTJBl+poJT3zAzc9YqUzKBcN+9Nw3kZnJW2CRJ0msG8mK4CDxATBJmAo8kxYaTJBkuFrd9KoCkj9u+AMD2daGpmSRJMthMEae+JFkoMmGTJEmv2abfA5gskl4AHAL8lHC6unsBH0mSJBk00qI5SZIkSYaEbIlKkiRZSCSdQ9iPp3ZNkiRDSbYSJEmSJE3IlqjekhU2SZIkC4nt5/R7DEmSJE3IVoIkSZIkGR4yYZMkSZIkSZIkSZIkyQLJDp3esli/B5AkSZIkSZIkSZIkSZKMJhM2SZIkSZIkSZIkSZIkA0YmbJIkSZIkSZIkSZIkSQaM1LBJkiRJkiRJkiRJkmSBpIZNb8kKmyRJkiRJkiRJkiRJkgEjEzZJkiRJkiRJkiRJkiQDRiZskiRJkiRJkiRJkiRJBozUsEmSJEmSJEmSJEmSZIGkgk1vyQqbJEmSJEmSJEmSJEmSASMTNkmSJEmSJEmSJEmSJANGJmySJEmSJEmSJEmSJEkGDKWPepIkSZIkSZIkSZIkyWCRFTZJkiRJkiRJkiRJkiQDRiZskiRJkiRJkiRJkiRJBoxM2CRJkiRJkiRJkiRJkgwYmbBJkiRJkiRJkiRJkiQZMDJhkyRJkiRJkiRJkiRJMmBkwiZJkiRJkiRJkiRJkmTA+H/nfIjylBI1wwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1440x1440 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "corrmat = train.corr()\n",
    "\n",
    "# order columns and rows by correlation with SalePrice\n",
    "corrmat = corrmat.sort_values('SalePrice',axis=0,ascending=False).sort_values('SalePrice',axis=1,ascending=False)\n",
    "\n",
    "plt.figure(figsize=(20, 20))\n",
    "sns.heatmap(corrmat, square=True)\n",
    "plt.savefig('plots/correlation_matrix.png', bbox_inches='tight', dpi=300)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we can see that some features are colinear, which means that they carry the same information so we can probably remove one of them. They are:\n",
    "- GarageCars and GarageArea (that makes sense as more cars can enter bigger garages. We can keep 'GarageCars' since its correlation with 'SalePrice' is higher)\n",
    "- TotalBsmtSF and 1stFlrSF (that makes sense as the basement area is likely to be the same as the 1st floor area)\n",
    "- GarageYrBlt and YearBuilt (that makes sense as the garage was likely built the same year as the house)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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L2bW/HKnpCteUK7hsvvzTP5R8NU2e7+zSR6knX9/kcbXP3KJwVel2JzrlHnyY3PuNlCMnXwqHFNpcrMCP3yq4eMbuDCmhfP71ZM2et0CLlxTJXFqk6ppa/faocbrntptsX2v9xk167JmXNGX6HJVVVKhdmzwddsgoXXr+WcrOyox5zrLlK/Wv517RrLk/qqqmRp3y2+uYI8bownNOVWpKyu4OL6G48tuqzZUTlHbwMLlyMhXYVKLqL6ep5F8vK1RRFdc1Oj9/rzwj9m90/7LBxylc54/e6HYp5+wTlTn+cCV17SyFQvL9skLlr3+gqg++2p0hJRxXflvlXT5BnoOGb41xzVdTVfpk/DGul9S7m3LOO0WeEYPlystWqLJGdctXqfKdT1X1wRcNj+9RqNzLzpFn2P5yZKQpsHaDqj/9RmXPvqGwr25PDbHZJXVoo/zrzlLmmKFy5WQpsKlE5Z9P18aHXlOwojqua/R4faIyRg5sdP8C4/cK+/wx92UdMUJ5Zx+rtIG95MxIU2BLmbwLi7TxX5NUM8/cpTElouSObdTlxtOVM3aI3LmZ8m8sVcmnM7Xmn28oWB5fnPu99TdljR7Q6P4Z3U9rNM71Ol9zigpuOkOStOi021Ux+cf4B5HgPB3z1P/Gk9Rh3P5Kzs2Qd2OZij+drUUPvCN/edOfL2JpO7Kvxr71ZzlcTi166F0tvGdSg2OcyW51P3Ocup16iNK7tpcrJUk1a7dow7c/6ZenPlbNms27O7SEkdSxjTpff4ayxg7d+jou+2yG1j74etyvY2PSncoc1fjreE7PUxq8joetebfR46vmmlo8/ub4BtBCpHfI08gbTlLh2EHy5GSoemOZij6bo5kPvSPfLr6WOx1o6Hdv/FlOl1OzHnlX0+97K2p/Rsc8HXDFeLUf2E2ZndsqNTtdtWVVqlj5/+zdd3gUVdvA4d+WlN100kmnDUgNXUGaldcCr4ANwQJ27AXrZ+8NC7ZXVESxN7AhKk2a9CpDCYT0AOnJJtlk9/tjNiGbbJLdAJLE574uriVzzpyZOTnZmX32lFx2fr4M9ZuV2Kqqj8fltQrGqFAi77gC/xFH731Fi9eQ++p8bG7e+5LmP4NfE/e+Hd3/6/QMF3Hb5UTcdnmTZVamZrF79LXuXYQQbVibDqopiqIHLgUuAQYCYUApkAL8DLyuqmruyTvDE0dRlKuAD4C5qqpeVWd7IrAfSFVVNbGRfdtMvSmKYgdQVVV3ss+lPl1QGL4Xz0TnF0jVvs3Y87LRRyXilXwGhoSelH/xPJQ3fSOzFx3Bumah6/JDYzB27Y/tcEa9gJoBn/G3Yojvjq3wMFU7VwFgSOqFz7nXYI2Ix7q84YNyW/TOh5+h7k3BbDIRGRHG/tS0FpVzMD2TK264i7z8AsacfipJCbFs27mbj7/8npVrNzDv7ZcIDgp02mfrjl1Mu/U+rFXVnD16OFERYazdsIW3P5jP2g2bmfPqM3h7ex+PyzzpjHHRxH7yCsawEEp+X4U1JQ2f3grBU/+LefhA0iffga2w2O3y8mbPc7ndXl3vAdbLSMd3nsQ8NBlrejbF3y0GwDxiEFHPzaSgRxcOP/9ui6+rNTHGRtPx41kYQ0Mo/WMV1v0H8enVnaApF2EaPojMKbe7Xcf+484i/NE7sZeXU7Z8LdaMHPQB/nh3TcR8+uAGQTWf3t2Jfu95dF4GShevoCr7EL6D+xFy4xRMQ5LJnD4TrE0HL9oC7/goOn/9PF7hIRT+uoaKfemY+3Yl/JpxBIwcwL4J91Jd4H47zpk13+V2u6sPYjodMU/dROjl51KZcYjCRaupzi/CGBaMObk7pl6d201QzSchkp4LnsE7PJi8X9Zi2ZuBf7+uRF97PsGj+7Fj3ANU5bsfJE5/6XOX213Wcx3m3p2IuX0i1SUWDP4mj66htfNLiGDMwkfxDQ8i45f1FO/JpENyZ7pdO5ao0X1ZcuFjVHpQxwBGP18Gv3o9VZYKvBqpL51Bz8gvHyBssELRngwOfrsKW2UVHfp1ouv0c0iYNJw/LnyM4t0Zx+MyTyqfy+URUwAAIABJREFUhCi6f/csXuHB5P+ylvJ96fj160rk9AsIHJXMrvH3e/R+kfnyZy63N9aOK9JyOfJlwy+OKrPaT9ASIDAhgknfPoI5PIiURevJ35tFRL9O9Jt+Lgmj+vDVfx+nvMDDL5X8fDnzZa0tezfSloMSIlHGn0bO5n2kLNpARWEpvsH+JIzuw5kvXUf3CcP57vJnsVe3/aF13vFRdPrqBYxhIRT9upqKlHRMfboRdvU4Akb0J2WSZ/e+3FcbuffVe4YrXbONXFznDRgzGFPvLhQv2+D+hQjRhrXZoJqiKLHAd8AAwAb8BSwHAoBTgYeA2xVFmaaq6hcn7URbGam348d7zOXo/AKpXPIZVVuW1G73GjEJr/5n4nXaOKx/uL7Z1NCCaj+4Ln/sNACqtq9w2m7sOwpDfHeqM/dR8c0sqNJ6mVhXeOMz8U68+p9JdcoWbOm7j+XyWoWZt15HZEQY8bEdWbdpG9fc0rJvb598aTZ5+QXcf/sNTJ40rnb786+9y0eff8ur78zlkXtvqd1eXV3NQ0+/jKW8gteffYTRpw8FwGazcdfDT7N46Uo++vw7pk+5+NgusJWIeHgGxrAQDj01m8JPFtRuD7v3OoKvmkDo7Vdz6LHX3C4vb/bHbuULuvQCzEOTsWzaSeb0+7BbKgDQmXyI+eB5gq+aQOmSNVjWtf3eJ2EP3YIxNITDz8ymaP73tds73HM9wVMn0OHWqzn8RPN17NOnO+GP3knl3gNk3/AA1UfynTMYDc4/6/WEP3EXerMv2bf8H2VL12jbdToiXnwI/7NPJ2jqRRTOcR3YaEtinrwRr/AQMh55hyNzj76vRj80jfDp44m6ZwoZD77pdnk5sz51O2/4teMJvfxc8r/+g/T7XsdurXLOUP/30oYlPXMd3uHB7H/oPXLe/6l2e8IjVxF9/YXEzZzM/vvecbu8xoJqTdH5eNHltVsp3bqP8v3ZhE8a5XEZrVn/Z6/GNzyITQ/OZe/7v9Zu7/voZLpd/x963XcxG2e+71GZ/Z6YgleAmV2vL6D3/Ze4zBMzdiBhgxVylm9n+aXPgt1em3bK3RPoeddFKDf8h/V3/q9lF9aKxD91PV7hwRx8+H/kfvBj7fbY/7uaqOvGETNzMgfvf9vt8hoLqjWmMj3X433aolFPXYU5PIhlD89l64eLa7cP/7/JJF87lqH3TmLpAx94VOaIx6bgE2hmw+yFnDrT9XNY1obdvNvreqc2DKA3Ghj3yUxiTzuFzmMHsfeHtj+6I/rxmzCGhZD56NvkfXT03hf14HTCpo0n8u6pZD402+3yGguq1Ve6dhula7c1TNDrCZl0FgB5n/3i9nGFa3abvflM4qRrk3OqKYrSAViBFhhaCnRRVfVUVVUvU1X1fCAKuB8wA58pijLhpJ1sKyL1dvzoAsMwJPTUeoptWeqUZl29AHtlOcYeQ8HYwp5Mvn4YOidjt1ZS9bfzDd/QOVk7zl8/1QbUAKiqxLpWezA09h3dsuO2MoMH9CUhLgadruUdFdMyslj110ZioiO5bMIFTmk3T7sCk8mXHxb9TpmlvHb7+s3bSDmQxsB+vWoDagB6vZ47b9KCnV989yN2e9u/0RljozAPH4g1PZvC+c69Jo+8MQ9bmYWAC85AZzr+w139zxoGQP47n9YG1ADslgry3tIe6oImj3O5b1tijI3CPEyr46JPFzil5c/+CFuZBf/zz0Rn8m22rA53XovOaCD3/ucaBtQA6vWK8B3YB+/OCVjWbz0aUAOw28l7RftgHDjpPM8vqpXxjoskYER/KtNyOPLRj05pOa/Mp7rUQsh/R5+Qdqz3NxFx66VUZh4i/X4XATVo8Htpq3ziIwkelUz5wRxyPvjZKS3txc+oLrUQNnEk+hNQz3XF338FPvGR7Lv9dbC1/Z4mdfnFhxM1qg+lB3PZ+8Fip7QdL3xNVWk5CROHYfCgjjueM4Cky0ax6eGPsGQXNH7shAgAsn7f1CAYkblI63HiExrYYL+2xjs+kqBRyVQczCH3w5+c0jJf+pTqUguhE0ad8Hbc3gXGh5Mwsg+FB3PZOte5B/Xal76msrSc7hOGYfSgnpPO7s8pl4xk+f/NoyTHxT3QwWatbtCGAWxV1aQ42nJwUqTbx22tvGrvfdnkzXO+9+XO+oTqUgvB40/Mva8xAaMG4tUxnLKNu6jYdeAfO64QJ1ObDKoBs4FEYB0wVlXV/XUTVVW1qqr6LHAnoAPeVxQl7B8/y9bH03qbI/Xmmj5OAaD64E6g3k3bWoEtax86Lx/00Z1aVL7xlFPRGb2o3rOhwdxsOj/tgdZe2HCIQM02Q3z3Fh23PVq7YQsApw3uj17v/Jbn52cmufcpWMor2Lrj7wb7DBsysEF5cTHRJMbFkJmdS1pG1gk883+GeUg/AMpWbWjwAGovs1C+cQd6sy++fXu4Xab/uSMJnn4xwVdehPn0geDl5TKfISwEAGt6w3qs2WYa2s/t47ZWpsHaNVhWN1LHm7Q69unT9N+tITIM04DelG9Xse49gO+gvgRdOZGgqRPwHdIPXASfTY7fr+XP9Q3SqtKzqdyfhldMFMbY6JZeXqvgf5o2l1/xiobBAFuphbINf6M3++KXrLhdZtD5wwm/cSJh08YRMGoAOm/XnfsDzxyCwd9M4cIVoNMTNPY0wm+cSOiU/+DbI7HF19QaBQ7X5tspXLbFRT2XU7xuFwazL/4DurldZuiFw+g4479EXXcBwaOTG63n2nM4rRdR088j7emPKU9p++/B9UUM7wlA9rJtDeq4qrScw+t2YzT7Ejqgi1vl+YQGMuDFaWT8vI6DX69sMm+Rqg3rjBrT8P0k+kztC72cFdvdOm5rFjhMa8dFyze7bMcljnbs19/994uQC4YRdfNFRF57IYGj+zfbjg2BfoRecgZRMyYSfuVY/Pq7/zfTVsSeprXltOXbG9SztbScrPW78TL7EtXfvbZsCg1kzHPT2PfLetRvm27LjdHpdSSM0e4Xh/9u2ZQirYn/qdq1lDRz7zMnu/+5IPC80wm7YSKh08bjP7Lxe19jQi47F5BeauLfpc0N/1QUpTNQ09f3ZlVVy5vI/howDegNzAAeVRRlDTAEGK+q6veudlIU5UXgLuBFVVXvqZd2DnCzo4wQ4Ahar6+nVVXdVi9vIo75zYAuwO3AFMf/raqqBjvyDQEmAqOBOEe5h4FVjnNYwzE6hnq7GXisTjlLgZHAaFVVl7o4zofAlcDVqqp+WGd7OHA5MBZQgGigAvgbmAe8rapqm/kqXx8SBYA9P8dlui0/F0NCT/QhEdjSdnlcvrHXcACqti1vkGa3lEBIJLqgMOz52U5puiAtBqrzMYM5EMqKPD52e3PgYDoACXExLtMTYmNY9ddGDqRlMHRgstM+iY3sEx8Xw4G0DFLTMoiP7XgCzvqf45UUC4D1gOs5cipTMzEPB6+EWCxrNrtVZtTLDzj9XHU4n0NPvkHpr386ba/OL4JE8IqNwpri/HDr5QjyGAL9MYSFUH248W+kWzuvxDgArAfSXaZbD2bAsIF4JcRSvrbxOvbpqX3AqzqYQfSc52uDdTUqdqeQc/vjVKVl1jm24/eb2vixvZPi8EqMpcpFcLOt8Omk/a1WpLhuxxX7MwkY0R/vTjGwyr3hxAlvOA83tx7KJ/P/3qbw51VO2819uwJgr6pC+f1NvGOdez8U/LSStDtfwV5eQVtn6qy935WnZLpML9+fBaOSMXXqSNGfLoYFudD1befFeioPFXDggf+R9+PqBnkNAWY6z7qF4rV/kz3nxwbp7UFAZ+29r2Rftsv0kpRsGNUH/05R5P65o9nyBrw4DZ1ez4Z7mx8umvXbJtJ//IvY8wZz9pJnyV2xHVtlFSF9kggbrLDnvUVOw1HbKt/O2vtFY+244kAmkIxvp44Ur3Tv/aLzW04fF7AeKuDgQ++Q76IdA5h7JpH00i1O28p27Gf/bbOw7Ep165itXYijLRfsd31vKdyfDSP7ENwpivSVzbflMc9dg06vZ8n97g999g3xp89VZ6PTgW9oIPGn9yI4KQr125Uc+G2T2+W0Vt419779rtty5YFMGNEfn6SOlK7a4laZ8a873/uqDueT+cjbFP3cfCDTGBlKwMgBVBeVUPjDimbzC9FetMWeauejnfcOVVXXNZVRVVU78JHjxwsdrx86Xq9ytY+iKAZgcr28NWmvAr+gBYb2oc1NloU26f9fiqL8p5FT0QFfA08BucACoO7d4yngDsALbY6zBWjBugnAn4qiTGrqOt10rPV2rM4BZgE9gQNodbcR6Ae8AXytKEqrW4ygMTofbWJUe4XFdYZKx3Yfs8dl62O6ou8Qje1wBraslAbp1fu1Dypeg8aCoU4PIKMXXoOPNkFdC47dHpWUaotF+Pv5uUz399fqqbj46KISxSWOffxd7xPgZ3bK15bpHddoK3Z9LTbHNRoCXddFXSV/rCbzxv9j/6jL2dfvfFL/M428dz/DEOhH1EsPaL3W6ihbpg1tDrn2UnQ+R4dK63x96HD9pUfPMdDfs4tqZfQBjjpupL3U1L0hoOnrNIQGA+B39ki8OsWTfdtj7B86noNjr6R4wWJ8unUiavYTYDz6fVnt77exY5eUOZ1jW6UP0P4mbcWuV5Krdmx3px0XLV7L/mseZ+eQK9mmXIQ65gZyZ3+BIdCf+DfuJWDUAKf8xtAgAMKvn0DVkSL2jLuT7adMYs+4Oynbsofg/wwj5skbj+XyWg2Do56rGqvnIvfrOW/RX+ya+hQb+k9nbdIlbD59BhmvfY0x0I+ub99J8OjkBvskPjkdY4g/++544xiuonXzCtTq2NpIHdds9w5qvo4TLx1JzLkD2XjfB1Qcdu9LttXTX2XHC18T0DmartPPRbnpfCKG9+TQml0c/HYVtIP5fQyO97vqRu57nrTjgkVr2XPlk2wZeA0bOk9i24ibyHr9KwyBfnR6824CR/dvsE/2O9/z97iZbO49hY3dLmXnf+4i74eVmHsm0e3zx/GK6nAMV9d6eAdoz8oVRa6flSuKte0+gc0/r/a4ZASdzhnI0gc/xOJmWwYwdQhgyJ0XMfiOi+gz9UyCEiLY+PaP/HZn+1gEqaYtN/YMV9PG3XmOKvptDanTH2PXqVeyo/t/2X3G9Rx68wv0Af7EvXYv/iMHNFtGyCVnozMaKPhuabv4IqlVsNna7792pM31VEObDwy04JM7agJIfRVFMQKfAa8A5ymKEqaqav0xdOegzS22XlXV2sCXoig3ALeiBcMmqqq6q07aeOBL4BNFUTqpqlq/S0W847Wnqqp7XZzji8BkVVWduj0pinIBWjDubUVRflRVtWXrTmuOpd4Mx6EX2QZgqKqqThOEKYoSDfwEjEPrSdf2Z8sGtDgqLudzaI6x9+kAVG1z/Q1P1abfMXZJxhDTBd+pj1C9fzvodBgSe6Hz9sVWko/ePwTs7evN6kSp+RV5Mm9b7W+1zYSBj4GjXtyZP67wo2+dfrYeSCdv1gdU5x4h/KGbCb39aspWHB2GWDDvW/zOGo5pQC/iF7xL6fJ1oAO/EYPR+5moyjmMMTIM2sHqXE2qqeP6Q8nrZ3MMX9YZDRx+5BXKlmtvp1WlZRx68AW8OsXj20vB76zhlP681JNDNxjF3t54cp2H5zh3Yq9IySD7hXlYc/KIefwGou6ZQvHSOiua6bVFCGzlFRyY/jhVh7Q5qyxb9nBg+hMoS94m5L+jyH7hI6py8o7H5bReHlR09v+cF+kp35dJ2rOfUJmTR9JT1xJ3/2QKlhztSRIydgjhk0ax//53qTjoupf4v4Kb78nm2DD6PT6FtAVrSF/o3mTseh8vBr92A1Fj+rLpgQ/J+GUD1ZZKwgZ3o98TUxn97cOsvu612vnV2i0P2nHOe85zkVakZJLx3MdU5uSR8OR1xM68gp1LNjrlSX/CeWL+sq37SLnhBXhHR4fzTiPq+vGkPebZQhRtUe1zVzPVHBAbxohHprBn4VqPFxbI35fF63FXoNPr8IvqQOdzBzLkrglED+rGwqtepKKg7X852pSjddx8Wz7yvvO9r3J/BjkvfoQ1J4+Oj91A5N1TKWlqNU+dThYoEP9abbGnWrjj1d0nqpp8eqCDqqoFaL2kvNCGI9Z3leP1w5oNjt5r/+f48eK6ATUAVVW/A94BgoErGjmP+xsJqKGq6i/1A2qO7QvRgnUd0IaGHouW1pvBcfxjoqrq3/UDao7tWcC9jh8nHutx/ik1PdRqeqw14O2YcLyykZ5sjfExY+jSX1ugYFcjo36rKin/8kVtUYLqaoy9hmNUBmHLSaX8s2fR6bQ/a7vFsyXK26uaHmo1PdbqKy3VYtU1PdYAAhy9e0oa6d1T4tgnoJHeb21JTQ+mxnoq6f2a7gHkjqKvfsZurcKnRxd05qN/M3ZLBRlT7yLvrU+wW6sImnQuAeeNpmLHbtIvux302sNgdX5hi4/dGtR8g6xvpOej3t/slK8x1UXFWr6KSspWNPx+pGyJNszIt/fRuVNqf7+NHFtX8/tt470ua9pnTY+1+mrquLGeKe7I+/xX7NYqTD07o/c72o6ri7T32rJNam1ArUbVoXzKNu9GZzBg7tO1xcduLWp6/BkbqWeDo2dKTU+flsid/xs2axV+vTqh99PupYZgfzo9fwOFK7aSM7d9f1izOurOq5E69vI3OeVrzKBXrqO6vJKN97u/smL3GRcQd+FQtj/7JSnz/qDiUCFVJRay/9jC6mtfRe9tpN8TU9wur7Wqru0d7Pp98Xi048OfLsZmrcJcpx0359A8rW37D+nZ4uO2JpW1PdFcPyt7+2v1UtHM88UZL15LVXklSx/0bJXQuuw2OyWZR9jy/iKW3P8+0QO6MvSutr8eW21PtMae4dx8vmhK/ueLXN776vMfNQDvmAhZoED8K7XFnmqectWX5EO0IZtXoc0fBoCiKMFowx0rgU/r5O+HNgfYDlVVdzZynGVo84+dCrzuIv1bF9tqORYEOB/ohRacq/nd9HK8dgP+yQlE6tbbcWknjp6CY9DqKArwdRwnwJGlzczSanPMZaYLcb1ykD4kwpEv16NyaxYoqNq5ChobWgraSp+rF2Bd7bySoC4wFJ1fELb8nAYLHPxbJcZrc0qlprmeayk1Xdted/60mn0ONLLPQcf2xuZpa0us+7W5trwSXV+Ld4I2h1Jjc3K5w15pxVZmwRAUgN7sS3XZ0bZtt1SQ9/pH5L3+kdM+xphIjOGhVKZmYCtq2wFi6wFtvria+c3q84rX6r65Oq6Zk81eWuZ6VTNH0K3uUNqafbwSmjl2I/O9tRU1c6nVzK1Wn0+S1o4rG5lzzR32CivVpRaMwQHozT7YSrV2XLFPq7vqokaG3xRq7Vfn28LVoFsRyz5t3h7fTq7nkvRN0uZQsjQyV5U77BVWbCUW9CEBGMy+2ErL8YkJwys0iKDT+zA08xuX+53y+aMAHPi/98l+7weXedqC4n3a/FP+naNcpvt30raXpLiec61GcO9EvIP8GLfjHZfpp9w+nlNuH0/GL+tZdfUrAESfpQ25zV3Z8FG3cOdBKvKK8YsLxzvEn8r8tvu+XL5Pex9orB37JDY9d6A77BVWbKUW9MHafc9W2tRUxpqqI9qwRr25faw6mu9oy8FJrhfCCUrS2nJBM205olciPkF+XLv1bZfpg24dz6Bbx5OyaD0/Tp/V7HmlLtHmFos51f0FmFqrmntazT2uPm9HW25szjV32Cvr3PtMR+999XW41LFAwac/u0wXoj1ri0G1muGa7q6DHOF4tQE14y4WAxlAsqIovessMHAp4AN8papq3TEaNUs49lQUpbn+s+EutuWqqtpohERRlOuBl4GmJhU41jXMj0e9tZiiKN3Qegg2dQdrM+u029JVAAzxp2BFh1PfdS8f9NGdsVsrXc6J1pSjCxS0bHJPYy9t6Gi16u4o3/ZvcP8+AKz6ayM2m81pBdDS0jI2bduJr48PfXoebZpDBvTl3bmfsXLteq6deolTeWkZWRxIy6BjVARxMW17xUSAsr+0h0vzaQO0IS91gjU6swnf/j2xWcop3/J3Y0U0yysxFkNQALaSUrd7nQVO0uYHLPnhjxYft7WwOOrYdGojdZys1XHF1qYXNancnUJ1XgGGDsEYQoOpPuLcK8q7SyIA1syjHZItazcTct3lmIYPpGDOZ075jbFReCfFYc3IbtOLFACUrNYmEw84PblBHev9TJgH9MBmqaB0k9riY/h0isEYHEB1cRlVeUfn9ClxTP7s2y3e5X41263pnn3J0hoVrdQel4JG9nVRz74EDOpOtaWCkg27W3wM384dMYYEUFVchtVRz1X5xeTO/81l/oAhp2Dq3JH83zdgzcmnTD3Y4mO3BjUBraiRvRvUsdHPl7BB3aiyVHBkg8vBD7VSv/wTg6lhIDegUxThp/Ygf9sB8rfup2D70UnxDd7aPK0+oQEN9tN7G/Fy9OCyVVZ5fmGtSPEqbQXTwBH9XLZjf0c7Lt14LO8XHV2+XzSlZgXQynYyvDl9tdaW40b0alDPXn6+RA/shtVSQfbGptvyrq//xGhqGGgMTookZmgPDm0/QO62AxzaccCt8/KL0lYet1W1/aklStdo9z7/Ju995ZRt8nzRtBreSXXuffmu27IxogMBowdpCxT8+KfLPKKFZDqfBhRFuRy4EeiDNqpuF/AB8Jaqqh5VmKIoIcA9wAVoMR8jkA0sB15SVdWtVdra4vDPmsHcQ93MP9jxukVV1SoAR2XXdIu4qk7eKx2vH9Yrw+B4zQDmNvPvdxfn0FRAbSDwFtpw1HuA7oA/oFdVVQc848h6rLM3tbTedqmq6slMk421qa/QAmoLgOFAKGB0XGPNmuVtZoYqe+FhqlN3oA8Kw9h3lFOa16kXovP2perv1VBVWbtdFxLZaM82AH3HLuhDOza6QIET74ZDCfSJvTD2PxNbcT7WTW0/EOEpa1UVKalpHEx3/jYuPrYjpw3uT0ZWDp9+7Tz3yew5H2OxlHPBuWdgNh2t04H9etMpMY71m7ezZMXRYbg2m41X3tLmObl4/HkezcPWWlWlZVH253q8YqMIuvwCp7TQGVPQm00UL/gdu+Xo24BXUhxeSXFOeY2xURgiQhuUrw8OJOIpbXW/4p+WNZgfrWb4YV3mEYMIueoiqrIPUTDvuxZfW2tRlZ5F2UqtjgMvc177JeTmqejNJkoW/obdcrQng6s6ptpG0Vc/AdDhjmvrzPsDXl0T8R93NnZrFaW/Hg3Kl6/fSuW+VEwD+2AeVeftX6ejwx3TASj6su2volh5MJvi5RvxjoskdOp5TmmRd1yOwc9E/jd/OLVjn86x+HR27sHnHReJMbLhjAeGkEBiX7gNgIKFy53acfnfByhdtxPfrvF0uORsp/06XHI2vl3jqTiQSdmWPcd8nSdbRWoOBUs34RsfSeTVY53S4u6+FIOficNfLsVWp559u8Tg28W5B6FPfKTLydiNHQLo/MoMAI58/2dtPVdmHiHl7jdd/itZr31YzHp3ISl3v0nRCvdWa2ytSlNzyV66Fb/4CLpcfZZTWs97JmD08yX1yz+prlPHAV2iCeji/CXP5oc/YsPd7zX4t/8zbVXxrN83s+Hu99j34eLafQ6t1eqyx63j0Hs7f+9+yt0T0HsZydu0jyo3el21ZhWp2RQu3YRPfCQRVzmvMdbxrssw+Jk48tUS53bcOaZ21dAa3o2145AAkl6+FYC8BX86vV+Ye3VC7yJAZOqRQMxMbQaZI98sa/nFtSJFqbmkLttKUHwEfa480yltyF0T8PbzZddXf1JVp55DOkfXrhpaY/kj8/jj3vca/Nv5hdaWD/yxmT/ufY9tc48G3iP7dcboonewl9mHEY9Oqd2vrTt674uiwxTne1/E7ZMx+Jko+HaJ073Pu1Ms3p2c731ecZEYIxs+wxlCAol9/nYACn9Y3ugctyEXOxYo+HaJLFAgTihFUWYDnwADgRVonaW6oS18+JVj2i53y4oHNgP3o42iWwIsBKxoU3qtUxTFrXHibbGn2g/AS0APRVEGNbWSpWM1yamOHxfWS/4QrQInK4oyE+iMFnDKRlvhs640x2uWqqpXHdPZNzQRLZj0mqqqL7pI73KcjtPSeltQL7kmStTYMjIJLsrrDvRGW/n0IheLHhyva/xHVf4xH9+LZ+I9+lL08d2x52Whj0rCENcdW1421lXOE36arnwcgLJZ17ssr7kFCurynfoY9sMZ2jDU6ir0EQkY4rtjLyuiYsHsdjP08/flq/hjuTZP1OE8bf2PLdv/5sEnXwIgODiQe2ZcC0DuoSNcePl1dIyK4Nev5zqV89BdN3PFDXfxzKy3WbthC0kJcWzbqfLXxi0kxsVw2/VXOuU3GAw8+cCdTLv1Pu546CnOHj2c6Mhw1qzfzI5de0jucwpTLxl/oi//H5P7xBvEfvIK4Q/ejGloMtaUg/j07o55aD8q96dxZJbzPCYJP74HwN5TzqndZhrYm4jH78CyfivWg1nYCosxRkdgHjEIQ6A/5dtUjrz0XoNjJ/z4HhXqfqz707BXWvHp1RXz0GSqjhSQefMjbX7oZ43DT75Ox49nEXb/zZiGJFOZchDf3t0xDdHqOO815zqOWzAHgJTezkGagv99imlIPwLGnYV310Qs67diCAnC78zh6H19OPLCO1Sl1Qks22wcevglot97nsiXH6Z08QqqsnLxHZKMby+F8o3bKfzI9XC6tibjobfo/PXzxDx2Pf7D+lKxNw1zv274n9aXin3pZL8wzym/8vtbAGxNPBpM9hvSi9hnb6Fk7XYqU7OoLizBq2M4gaMHYAj0p2zLHrKe/bDBsdNnvkbnL58j9rlbCDz3VCp2H8SnaxyBYwZhKysn7e5X281KV/vvf5eeC54h6cnpBA3vjWVPOv7J3bT/78sg7blPnPL3W67NiLEYq9uUAAAgAElEQVSm40W12wKHnkKnF2+iaPUOylOzqSoowScmjOAxAzAG+VGyeS8Hn3QeEv5vsvG+Dxiz8FGSn7qSiNN7UrQnk9DkzkQM70nx3ky2P/uFU/5zV2iPj19GT3ZVnNv+fvV7Op7Vn8gRvTh3xQtkL9lKdXkloYO6Edq/C1WWCjY93D5+LwcffIfu3z1L/BPXEjCsD+V70/BL7kbgsD6U78sgo1477rVsNgDrY4/e+wOG9CTxhZspXrODitRsqgqK8Y4JJ2i01o5LN+8h/Snn55GIa84nZOxQilZuozLrMPYKK75dYgga1R+d0cChT34l77vlJ74C/iFLH/yQSd8+wsgnriRueE/y9mQSmdyZuGE9yd+XxZrnv3TKf8XSFwB4Pa6xKardM3DGBcQM7UHG2l0UZxyhylKBf8dQEkb1xTfYj8x1u9nwRv2POG1T1v+9iemrF+j46A219ztTX8e9LyWdnBed/2a7/aYNo93e6fzabX6DexHzzK2U/lVz7yvGq2M4AaMGave+rbvJfraROe10OkIulgUKxInnCHDdhBavGaGq6h7H9ki0gNh/gRnAq24W+SzagpI/AZNqFoVUFEWPNp/+I8A7iqIsUFXV2lRBbS6opqrqXkVRvkJbKXK2oigjVFVt7CuzW9HmJCsGZtcrZ7eiKKvR5vc6FzjNkfSxi6DPX8ARtOGiXRpbcKCFar7iSqufoChKOHBW/e0t0cJ6K0OL+tZVMyFNd7RAXd3zjQQarh1+9BozG1lF9NieAk8Se+Fhyj99Gq9TL8SQ2BMSe2EvLcS66Xesa37wLLDlY8bQtZkFCuqo3vUXhsSeGKM7gcGAvSgP64Zfsa5fBO1ogYJde1L4/mfnIT/pmdmkZ2rzb3SMiqgNqjUlPrYjn895jdnvzePPtetZvnod4aEdmDxpHDddM5mgwIZDXfr07M5n773K7Dkfs+qvjZSWldExKpIbrr6c6VMuxtu77c+PVKMqLYv0i2+hwy1TMQ8fgN+IQVQdyqNg3rfkvfkJtsLiZsuo2LGH4oW/49OzKz7dO6P3M2Mrs1C55wAlvyyj8IufwNpwyFDxD39gHj4QU3IPMBqpysol/4OvyH/vC2xtfIGCuqrSs8i4ZAYdZkzFNGwg5tO1Oi78+Fvy3/q4dj605tjLK8iaPpPgqy/Gb+wogi69AHuFlfItOymc+zWWPxt+X1KxbRcZl80g5OapmE4dgN7PhDUzl/y35lEw53OwNvmc0GZUHsxm74V3EnnnZAJG9idg1ACqcvM5/MECcmZ9Wju3WVMs2/aS/91STL06YzolCYO/mepSC+W7Uin48U/y5v+C3UU7rkjJYM/5txN522UEjBqA/7C+VBeWkP/9MnJf+6x23rX2oCI1h+1j7yH2nssIHpVM8Jj+WHMLyHrvB9Jf/oLqgubruWTrPg5/vQy/Pp0x90zCEGDCVmKhbFcqRxauInfery7r+d+iNDWX3859iJ73TCRqdB+ix/TDklvAnvd+YcdL32A9QSsWlmfns/icB+l+8wVEn9mPxEtGoNPrseQWsP+zZaizF1K8t20PFa9RkZrNzv/cTczdlxE4KpmgMf2x5uaTM2chma987lY7Ltu2jyPfLMPcpzPmnono/c3YSi1YdqWS/8NKDn28qEE7Lli0FkOACVOPRAKH9Ubn40VVfjGFSzZyaP6vFC5u9DvvNqkoNZfPz3uYIXdPJGFkHxJG96M0t4DNcxbx16xvTtjqmzvmL8VaVkFE307EDO2B0eRNRWEph7btZ88Pa9n5+TLs7WRl8cqD2ewbdwcRd0zGf8QA/EcNpOqQdu879Np89+592/dS8N0STL274Nujzr1PTaXwxxXkf+r63gfgP6I/3rGR2gIFaqrLPEIcJ/c7XmfWBNQAVFXNURTlRmApcJ+iKK+7OQy0ZiHIJ2oCao7ybIqiPIG2mGIo0BVobF59AHTNLcndGjkm9d+AFllcAlyjquqBOulewJ3A02i9wC5VVfULF+VcC7yLtojAQCAO6KWq6g4XeW8DZgE7HMf7q166H9oiB5tVVf3bsS0R2A+kqqqa2Mi13InWg2wjMFJV1RLH9gBgPtriBQCPqar6aJ39rkIbOzy3bu+5po7pYb3pgWtVVX2vXhlXAPOAA8BpjtU7URSlg+N8a7quXK2q6oeOtHC0iLINOENV1eV1yrsamIP2e3J1znYAxzBRj5TNur7tNe42xOuKmSf7FP4VUkfceLJPod3TG+St4kQrKW4fE2+3dmWVXif7FNq9NHvjq9+J4yPJ0LZXI24LVusaG3AijqfRXgXNZxLHpFfKD21/LpYmlL11S7t9SDXf+LrbvztFUWLROiFVAsGu5qtXFCUdiAGGqaq6yo0yD6CNsjtVVdU19dIMaB2zTECkqqpNTozb5nqqAaiqelhRlNOB79EijHsVRVkLpKKtJHkaWu+oUrTAUIOAmsPnaN0D/+v4eb2rgJrjmK8qipIA3AGsVRRlK7APLfgUh9ZzywyMBTyZ0fsD4Ha0Hl4piqL8iRZgGoHWaN4HrvGgvEZ5UG8VwO31A2oOX6AF3pKBHYqirAS8gUFAJtpiBE7j4lRVPaQoypto3TGXKIqyDC3I1hutR9wzHI08CyGEEEIIIYQQ/262dhtT81Sy43VHEwtArkMLqiUDzQbV0Kb8uh54SFGUi+sM/9ShDf80AQuaC6hB21yoAABVVQ+i9S6bAvwMJKHNTzYcrRfVU0AXVVU/baKMIqDuZDIfNnPMO4GRwGdACHAeMAotmLYQbRijR8s2qqqa77iOd4ESR5kDHefVHxfDQo9FI/U2Ca1HXAe0RRX6q6rqct1qVVUrgTPRFlewoPVM6462SMNpQGPjtW4DrgO2oC2CMBbIcby+exwuTQghhBBCCCGEEK2coijBiqIkuvgX7CJ7kuO1qTHGNct/JzWRp66H0Kb5Og9IVRRloWO6rN1oHX4+RluwoFltcvinOP4cQ0OXAj3RorbjHAG0NkuGf55YMvzznyHDP088Gf554snwz3+GDP888WT454knwz9PPBn++c+Q4Z8nXrsf/jl7Rrt9SE1+bfFjaIsB1Oc07RWAoigPoHWa+kRVVZeBLkVRngIeAN5VVdX1yoAN9/FDm3v/ynpJKvBiIyP3GmizPdXE8aWq6mG0Hmh70BZumO/JkrRCCCGEEEIIIYQQbpiF1qus/r9ZLvLWBE+PW5BRUZTuwCa0kXdTgGggGDgDbRqx/ymK8r47ZbXJOdXEiaGqaraiKGegzeGmA/qhLWwghBBCCCGEEEKIf4qtfaxS64qqqgWAu905ix2vTXWzrUkrbiIPAIqiGIGvgS5oCxusrpP8h6IoZ6Gt+Hm1oijzVFVd0lR5ElQTTlRVTQMeO9nnIYQQQgghhBBCiH+9A47XhCbyxNXL25QhwClASr2AGgCqquYpivIzcBXaaL4mg2oy/FMIIYQQQgghhBBCtEabHK89FUVpbHLTQfXyNiXe8drYIotwtBddh+YKk6CaEEIIIYQQQgghhGh1HKPpNgLewKT66YqijARigWygQc8zFzIdr90bWW0UYKjjdX9zhUlQTQghhBBCCCGEEKI1sdna7z/PPeN4fU5RlC41GxVFiQDedPz4rKqqtjppMxRF2aUoykf1ylqNFlgzAXMURQmss49eUZSH0IJqVWhzrzVJ5lQTQgghhBBCCCGEEK2SqqpfKYryFnAjsE1RlN8AK9pqnYHAd8Ab9XYLAxS0Hmx1y6pUFOUq4HvgImCkoijrAAvaYo1JgA24XVXVfc2dm/RUE0IIIYQQQgghhBCtlqqqNwGT0YaCjgTOAfYCM4AJqqpWe1DWYqAv8DZwBBgFnI/W8ewztFVBZ7tTlvRUE0IIIYQQQgghhBCtmqqq84H5buZ9FHi0ifQ9aD3fjokE1YQQQgghhBBCCCFaE7v9ZJ+BcIMM/xRCCCGEEEIIIYQQwkMSVBNCCCGEEEIIIYQQwkMSVBNCCCGEEEIIIYQQwkMSVBNCCCGEEEIIIYQQwkOyUIEQQgghhBBCCCFEa2KznewzEG6QnmpCCCGEEEIIIYQQQnhIgmpCCCGEEEIIIYQQQnhIgmpCCCGEEEIIIYQQQnhI5lQTQgghhBBCCCGEaE1s9pN9BsIN0lNNCCGEEEIIIYQQQggPSVBNCCGEEEIIIYQQQggPSVBNCCGEEEIIIYQQQggPyZxqQgghhBBCCCGEEK2J3Xayz0C4QXqqCSGEEEIIIYQQQgjhIQmqCSGEEEIIIYQQQgjhIQmqCSGEEEIIIYQQQgjhIZlTTQghhBBCCCGEEKI1sdlP9hkIN0hPNSGEEEIIIYQQQgghPCRBNSGEEEIIIYQQQgghPCRBNSGEEEIIIYQQQgghPCRBNSGEEEIIIYQQQgghPCQLFQghhBBCCCGEEEK0Inab7WSfgnCD9FQTQgghhBBCCCGEEMJDElQTQgghhBBCCCGEEMJDMvxTtFtVfx842afQrmWOuPFkn8K/QsLyt072KbR7X/V5+GSfghDHRYVOd7JPod0b4FN4sk+h3QuLKTnZp9DuTb+2+8k+hX+FQffuPdmn0O5tP9knIAQSVBNCCCGEEEIIIYRoXWz2k30Gwg0y/FMIIYQQQgghhBBCCA9JUE0IIYQQQgghhBBCCA9JUE0IIYQQQgghhBBCCA/JnGpCCCGEEEIIIYQQrYnddrLPQLhBeqoJIYQQQgghhBBCCOEhCaoJIYQQQgghhBBCCOEhCaoJIYQQQgghhBBCCOEhmVNNCCGEEEIIIYQQojWx2U/2GQg3SE81IYQQQgghhBBCCCE8JEE1IYQQQgghhBBCCCE8JEE1IYQQQgghhBBCCCE8JEE1IYQQQgghhBBCCCE8JAsVCCGEEEIIIYQQQrQmNtvJPgPhBumpJoQQQgghhBBCCCGEhySoJoQQQgghhBBCCCGEhySoJoQQQgghhBBCCCGEh2RONSGEEEIIIYQQQojWxGY/2Wcg3CA91YQQQgghhBBCCCGE8JAE1YQQQgghhBBCCCGE8JAE1YQQQgghhBBCCCGE8JDMqSaEEEIIIYQQQgjRmthtJ/sMhBukp5oQQgghhBBCCCGEEB6SoJoQQgghhBBCCCGEEB6SoJoQQgghhBBCCCGEEB6SOdWEEEIIIYQQQgghWhOb/WSfgXCD9FQTQgghhBBCCCGEEMJDElQTQgghhBBCCCGEEMJDElQTQgghhBBCCCGEEMJDElQTQgghhBBCCCGEEMJDslCBEEIIIYQQQgghRCtit9lO9ikIN0hPNSGEEEIIIYQQQgghPCRBNSGEEEIIIYQQQgghPCRBNSGEEEIIIYQQQgghPCRzqgkhhBBCCCGEEEK0Jjb7yT4D4QbpqSaEEEIIIYQQQgghhIekp5oQx0AXHIbPhVMx9hyIzi8Ae2Ee1i2rqfjhYygraXZ/Q7c++N31QrP5iu+7Anv+odqfvYadgyFRwRDXGX1MIjpvXyp+mk/F93OP6XpaK0NkGKG3TMU8fCCG4ACqDuVR+vtq8t78GFtR8/UMEPPh85gG9200fV+/87FXWp03Gg0EXzGegAvPwCshBmw2KnYfoPCzhZQs/ONYLqlV+XXJCtZv2sauPSmoe1MoLbNw3tmjee6Rez0uKzv3EG+8N4+VazZQUFREeGgHxpx+KjdeM5mgwACX++zbn8qb73/Cuo1bKSkro2NkBOeeOZLpUy7G18fnWC+v1TBFd6DPPROIGtUXnxB/LLkFZPyynm0vf4O1sKxFZYYP6c6Yrx5Eb9CzfdZ3bHv+S6f0Ia9cT6dLRjRZRvaK7Sy55JkWHb81kno+8czRHUi+ewIxo/rU1vHBRRvY/PI3VLawjiOHKJzzpVbHW179jk3Pf+WU7h8bxsS1sxrdf//3q1l20+wWHbs1MkaFEnnHZAJG9scQHEjVoTyKfl1DzqufYisqdauMpE+fxn9o70bTtysXOd33Im67jMjbL2+yzIrULHaPus69i2jl9OFhBEy/Bp8hg9AHBlJ9JI+KFX9S/MFc7MXuPVvUMHZKwu/yS/FJ7oc+JBhbaSlVBw5i+fEnLL/8WptPZzYTMP1qvJRuGGI6og8IxFZWSnVWNpbFv2NZ+CP28vLjfaknVU6RhTeX72RVSi4FlkrC/H0Z3S2aG4Z3J9Dk7XY5m9IOM3fNHtTcIo6UlNPBz4fO4YFcPrAzwzpHOuUtqbDy5vK/+TurgPSCUgotlfj5GOkY5MfYnrFM6JeIybv9fAyOjA5nxszrGDZ6KMEhQRzKOcIfvyzjrRfnUFRY3Oz+JrMvY8aOZMSZp9Gjt0JUTCR2m40Dew/y07eL+WTOF1RZq1zu26lbIjfdPZ1Bw/rj7+9HZno2v3y3mPden0dFecXxvlQhWqX2825ynCmKcjZwGXAaEAWYgEJgN7AK+FJV1b9aUO5SYCRwtaqqH7qR/1HgEeAxVVUf9fR4zZR9NrDI8eOrqqrefjzLb+90YdH4zXwFfWAI1s2rsGWnYUhU8Dnjvxh7DqTs+TuwlzZ9I7MdyaFi4TyXafqYJLz6D6c644BTQA3Ad+J16Mz+2EuLsRfkoYvoeNyuq7UxxkUT+8krGMNCKPl9FdaUNHx6KwRP/S/m4QNJn3wHNjceGGrkzXZd3/bqaucNXkY6vvMk5qHJWNOzKf5uMQDmEYOIem4mBT26cPj5d1t8Xa3JOx9+hro3BbPJRGREGPtT01pUzsH0TK644S7y8gsYc/qpJCXEsm3nbj7+8ntWrt3AvLdfIjgo0GmfrTt2Me3W+7BWVXP26OFERYSxdsMW3v5gPms3bGbOq8/g7e3+Q3dr5Z8QwVkLHsU3PIj0X9ZTtDeT0H6dUa4dS/Toviwe9xiV+R5+iPPzZeir11NtqUDvb3KZJ33RekrTD7lMS5wwnIDESLKWbPH4elorqecTLyAhgv98/wim8CAO/rKewr1ZhCV34pTp5xIzqg8/jX+cihbU8fBZTddxjbwdqRz8ZUOD7flqy963WiPv+Cg6ff08XmEhFP66hop96Zj7diXsmnH4jxxAysR7qS5w/76XM2u+y+3173ula7Y1mjfwjMGYenehZFnDum+LDB07Evr26xg6dKB8+Z9UHTyIV4/u+F08EZ8hgzl84y3Yi4rcKss09hyCZt6DvaKcilVrqM7KRhfgjzEpEZ+hQ5yCavrAAMwXnk/l3yoVq9ZgKyhE5++HT/9kgm6bgfnC8zly/c3Yy1oWnG5t0vJLuHLucvLKKhjVLZqkUH+2Z+Yzf90+Vu3L4cOpIwg2N//l2RcbUnh60RZMXgbGKB2JDDCRU2zhdzWTlftyuHnkKVw7TKnNX2ip5JtNB+gZHczwLpGEmH0oKbeyLvUQL/62jW82H+CjK0fi7+N1Ii//HxGXEMPHP/6P0PAO/P7zMvbvTaV38ilMue5Sho0eypQLrqMwv+m23H9IP5578zEK8gr5a+UG/vhlOUHBgYw6ezj3PHYrZ543imkTZ1BZUem0X+/+PZnz9Rt4GY38+sMfZGfkMmT4AG68ezpDTh/EtIkzsNb/wlqIdkiCavUoihIJfAaMcmzaBywFSoBQIBkt0Ha3oigfq6o65SSc5vFyTZ3/X6Eoyr2qqlY2mls4MV0+A31gCJbPZmNdsqB2u8+k6/A5cwI+466mfP5rTZZhP5Kj9WpzVf60+wCwrvipQVrZe89gyzqIPS8Xr1PPwnTV3cdwJa1bxMMzMIaFcOip2RR+crSew+69juCrJhB6+9Uceqzpeq4rb7br+q4v6NILMA9NxrJpJ5nT78Nu0b5t05l8iPngeYKvmkDpkjVY1m317IJaoZm3XkdkRBjxsR1Zt2kb19wys0XlPPnSbPLyC7j/9huYPGlc7fbnX3uXjz7/llffmcsj995Su726upqHnn4ZS3kFrz/7CKNPHwqAzWbjroefZvHSlXz0+XdMn3LxsV1gKzDwmavxDQ9i/UNz2fP+0Q9YyY9Mpvv1/6HPzItZf9/7HpU54IkpeAWY2fn6Avref4nLPBm/bCDDRQDCK9BMj5vOp7rCSsoXyz27mFZM6vnEG/r0VZjCg1jz0Fx2fbC4dvugRybT87qx9J85idX3feBRmUMen4J3gJmtbyxkwH1N/73n7Uhl88vftOjc24qOT9yIV1gImY++w5G5P9Ruj35wGmHTxxN59xQyH3rT7fJyX/3UrXyla7dTunZ7wwS9npCLzwIg79NFDdPboKC7bsfQoQOFr7xG2dff1m4PmHET/pdOIuC6aRS9+Eqz5Xj17EHQzHuo2r+fvLvuxZaX75zBYHD6sTr3ENnnnA/1v8gDgh9+ANM5Z2EefyGl8z9r2YW1Mk//soW8sgpmntWHywZ1rt3+4m9b+fivfbyxbCcPjU1usgxrtY3Xlu7Ex6jn02tGkxh6tNf7tMNFXDpnCXNWqlw5pAveRq2+owLNrLjrfLwMDWc6euD79fy0I40vN+7n6lO7HacrPXkeeu4eQsM78PQDLzF/ztFe1Pc8dhtX3nAZt91/A4/f+3yTZRzOPcLMmx5h0YLfnXqkveBn5oNv3yR5cB8uu3oic98+GnTX6/U8OeshzGYTM6bew9JFKwDQ6XS89L+nOPuCMUy9/lLmvO76y2zhJplTrU2QOdXqUBSlA1ovtFHASiBZVdUuqqqOU1V1sqqq56L1WhsOLAR6/AOn9YbjOG8cz0IVRQkBxgN2IAstYHjh8TxGe6YLi8LYcyC2w9lYly50SqtYMA97uQWvoWeAd8uGrun8AjAmD8NeWU7l2t8bpFfvWI89L7dFZbclxtgozMMHYk3PpnC+cz0feWMetjILARecgc50/IcI+p81DID8dz6tDagB2C0V5L2lPVQETR7nct+2ZvCAviTExaDT6VpcRlpGFqv+2khMdCSXTbjAKe3maVdgMvnyw6LfKbMcHdayfvM2Ug6kMbBfr9qAGmgPanfeNA2AL777Ebu9bT9Q+MWHEz2qDyUHc9lTJwgBsO3Fr7GWlpM0cRgGD9pxzDkD6HTpKDY+/BGWnAKPzylx4nCMJh/Sf15HZZ5nvYpaK6nnE88/PpyYUX0oPpjLrg9/c0rb5KjjThOGYfSgjuPO7k/XS0ey9v/mYcnJb36Hds4rLpKAEf2pTMvhyEc/OqXlzJpPdamFkP+OPiH3vcYEjB6Ad8dwyjbuonzXgX/suCeKoWM0PkMGUZWZRdk33zmllcz5AFuZBdM5Z6Hz9W22rIAbr0dnNFDw+FMNA2rQMHhms7kMqAFYliwDwBgb496FtHLp+aWs3p9LxyAzlwzs5JR24+k9MHkZ+GF7GpZK18MKaxRZKimpsJLQwd8poAbQKSyQhA7+lFdVU1anHINe5zKgBnBWD210x0EPe9S2RrEJHRk2eijpBzP59H3nIfOzn/8fZaVlnD9pLCZz021Z3bGHH79e1GCIZ1lpWW0gbdCw/k5pA09LprOSxLpVG2sDagB2u52Xn9A+tl489aIWX5sQbYkE1Zy9CXQC/gTGqKq6uX4GVVXtqqquVFX1QuCmE31CqqoeVlV1l6qqh49z0ZMBH2AZUNPN55rGs4u6jEo/AKp2boD6H/grLFTv24HOxxdDp5bFXb1OPRudlzfWDSvcmputvTIP0eq5bFXDeraXWSjfuAO92Rffvu7Xs/+5IwmefjHBV16E+fSB4OW6678hLAQAa3pWg7Sabaah/dw+bnu3doM2tO20wf3R651vLX5+ZpJ7n4KlvIKtO/5usM+wIQMblBcXE01iXAyZ2bmkZTT8HbQlkcN7ApC9bFuDdlxVWs7hdbsxmn0JG9DFrfJ8QgMZ/MI00n5ex4FvVrbonLpcPhqAvR8vadH+rZHU84kXPUyr48zl213Wce663XiZfQl3s459QwM57YVppP68nhQ369gUGUK3K8bQ+5YL6XbFGEJ6xHl2Ea2c/2na3J/FKzY1qGNbqYWyDX+jN/tiTlZc7e5S0HnDCb9hImHTtOGjOg/nkupw2bkA5H36i0f7tVbe/bWeURXr1jd8trBYsG7bjt5kwqvnKU2Wow8Pw6dfXyr/3kXV/gN4J/fD77KL8bt0Et4D+oOHX1T5DjsVAOu+FI/2a63+StWGxJ+aFIG+Xl34+XjRLzaUcms1WzPymiyng58PIWZvUvNKSK335UTqkWIO5pegRAa5NYwUYPmebAC6hQe5eymt1pDh2vPTqqVrG3wBWVZaxqa/tmI2m+gzoFeLj1ETaKuucg641Rx75ZI1DfZJT81k/95UYuKjiUtoH0FiIZoiwz8dFEXpCkxy/HiTO8Mg68+ppiiK3bFdpyjKNOA6tF5mAUCIqqoef83tak41RVGeBWYCs1RVvaOR/c5H6023XlXVQS6y1ATQPgAWA08CZyuKEqOqaoaL8q5y5J0L3OU4pwuAGOAnVVXH18kbB9wNnAvEA1ZgG/A/YK6qqvZ6ZScAlwNnA12ACKAU2AL8T1VV1xN8nET6qFgAbDkNqkrbnpsJPUEfEUv1rgax2WZ5DdceYK3LGw79/DfxStLq2XrAdT1XpmZiHg5eCbFY1rhXz1EvP+D08/+zd9/hUZTbA8e/yabtJptGKukJONRAQkdKQEVsWADBAiqo+Lv2frF77RWv5er12rsoFrAAFpReQgdlaOmFAOk92c3vj9lNsmRTNlKy8Xyexwcz5Z2Zk83s7pn3PW/9kSIOP/4qFctX2yw3FZVCLLhHhlF30LZWj3tkOAA6Xx90QQGYjkjvivTMbABioux/eIqJjGDtxi2kZ+UwcmiSzT6xrewTHRVBelYOGVk5REc6b91A3wTt9VJ2MN/u+rK0fMJTEjHGh3Fo9e522xv+3FxcXF1JvdexYYxWPYb0wr9fNKUHcilY+0en2uiKJM4nnp8lxqUH7Se6S9PyiUhJxDc+jLwOxHj0s3NwcXVlnQNDciPGDyRivG3x/by1f7D61v9SkXu0w+10VZ7x2v2wNq2V9wClqeYAACAASURBVL30XBiXjGdcBBVrO1Z+IPpV2yH9dUeKyH3oDUp/XNvuvm6hgRjHD8FUWk7xd6vb3d4ZuEVriVhTlv06fPXZ2XiOGIZbVCS1m7e02o573z5aO9k5BL78Ip7JtsMY6/YfoOj+hzDl5LbcWeeKz1VaBRlXoy8egxNx792Lms1bqFzyXcvtnVD6Ua3uX0wPH7vrowN9WJdWQEZhOSPiQlptx8XFhflnD+b+xalc/s4KJijhhPjoKSir4te9eSQE+fL0Rfa+6kC92cz/VqsAlFbXsjnzKHsLShgWE8QlSbF/7QK7gNiEaAAyDth/LWcczOL0CSOJjY9mw6rUTh3j4su00Qerf7VNnlmPnd7KsTPTsojrFUNMQjRZGfbvZ0J0F5JUa3IeWs+97aqq7vwrDSmK8gpaL7Y1wHfAaWjDLI+X99CSaldY6qDZqwB5VbNtjz2/QWi14cqBRaqqViiKsgw417Lfk20cOwjYBPgBq4BUoPFTrKIoE4CvLev3A0sBH2AkWlJuIjD7mDZnAY+h1a/bgxa3SGAskKIoyghVVW9t45xOOhe9NwANVfZn4LIudzF4O9y2rvdAdOHRmHLSMR3sHl/EOsvVR4ufucx+nM3l2nKdb/txLv91HUXvLqLmz/2Yi0tx6xmK8aKzCLj6EsJeuI+8fzxEZbMPHJW/b0Cf1I+A62ZStWE7DZbirC5engTOm9l0jr4+klQDyiu034WPt/3fhY+PAYCyZr/LMsvvz8fH/j5Gb4PNds7K3ahdR22Z/cLTdaXaco8OvI7jZ44ncvJQVs97meojHSuifaxeV04E4MDH3aP3lJXE+cRzN2qTCNSWVtldX1umLffwNbTbVq8Z44iePJTfbnilQzGur6pl24KvyVy6mfJMrfxBQN8oBt95CeGn9+fshfNZfNb91Fc592xzOsvr2NTK69i6vCPve6U/beDI/76mavcBTEVluEeGEHDJRIKuvZjoV+4hfe5j7U48EDhjkja88ZvfaOgmM/m5+mhJHnMr7y0NlvczFx/7ySArXYDWo91rQgrmkhIK73uQ2tQtuPr74zPnKgyTJxH43FMcnj0Xjunlg06Hcc7VNosqly6n9IUF0E0Ku5fXaNfc2mQAPp7a19Cymvavd1LfCIJ9vJj/7Sa+29mUxOnh7cmUxBgiA+z/PZjMDfx39R6bZecPiOK+yYPxdNPZ3ceZ+Phqr9HyVmarLbd85jL6tf1abs1lc6Yx9oxR/LlT5etPbcuwGNs5dlnpXzu2sGgwn+ozEB0gSbUmQyz/di6Nb2sWMKozs4N2hKqqexRF2QCMAM4BFjdfb6mXdgFQC9irTjvX8u9CVVWtnyjeRUuqXUPbSbXzgOXANFVVbaaeUhQlHFiElkS7GvjA2ivN0nttMTBLUZRfj5n5dBnwtaqqu49przfwC3CLoiifqKq6oY3z6lqs3dw7UQvKY+y5ANSu+r6dLYU1zh2puVXywdc2P9elZ1P40ruYCo4S/MCN9LjtGpukWvGHX+N91hj0QwYQvfhNKlZuAhfwHjccV2899YeO4BYaBCZ5s+sI66/Ikbptjb/Vzpd6cw7W13E7z168I4NIfnQWmYvXk7Wkc7dDd6Oe6AtGdKvC+R0mcT7hGv++27kl+0QGMfzRWaQt2UB6B2NcfbSUbc8vsll2aIPK8sue4dxvHiI4uRe9L0/hz7e7RyH9dnXg48XRd761+bn2YA6Hnv+Q+oJCej56A2F3z2J/W0k1F5duN0FBx1jfdNoJsqXUgYubjpJnnqNmrdaTx1RZScnjT+EWE41H3z54pYyj+udfbfetrSNvjDY83DUoCM+hQzDecC1Bb/2XwjvvwZR/6HheUJdkjW5H3uK/35XJv37YykSlJ9ef3odwPwN5JZW8uWYPTy/fzubMIzx3yfAW+3m66dh238U0NDRQUF7NhrQCXvntDy5/ZwWvzRxNhL/jD7+dSdPXEce/j5x5bgr3PnYbhw8d4fa586mvt18LsL1jd+a7kBDORmqqNQmy/HvY3kpFUSYpivKenf9i7Wz+7IlKqDVjnVrrajvrLkOrl7ZYVVWbQgWKonigDbVs3gZoCa+jQC9FUca1cdw6YN6xCTWL24AA4AVVVW2GeaqqmgVcZ/nx5uY7qaq66diEmmX5PrQebADT2jink66xJ5re/puxi5fBsp2DU6IbjLglj6Ghtpq69S0nKPi7sT5FdjXaj7OrpSeTuZUn+h1R+uWPNNTV49m3Fy4GfePyhqoacmbfSeHrH9NQV4/f9MkYz5tAze69ZF92G7hqnxZMRSWdPnZ3Yu2hZu2xdqyKCu13ZO2xBmC09FArb6W3QLllH2Mrvd+cRZ3l9elhtN97x9r7x9qTqjUjXrweU3Utm+5zbGbF5mKnjsHN4NVtCuc3J3E+8eoae6Lp7a5399GKYbfWW9Dq9Bevw1Rdy/r5nY+xVYPJzN5PfgMgdETH64x1VY090Vp5HTf1ZOt8D97Cz5bTUFePvn8Crt72f5cAxpQheESEdJsJCqzM5drfpGsrvaRdLJ8tGtrpJW0u0z4KN9TUUrOuZXK4ZrVWJ9A6TLTVdo4coWrpMorufwi3mGh8b+9SgzM6zdoTrbyVnmgV7fRks8o4WsbD320hIciXJ6YMJS7IiJe7jrggI09MGUq/MH9+2pPDpgy7X+EALeEfatQzJTGGF6aOIL2wnKeXb+/klXUd5aXaa9nHaL83mLf1c1apY/eLieeM47n/PkbhkSKuufgfZGe0HMJc1s6xfSyf3cscPLYQzkh6qnVcP5qGVDb3KpB+zLKTMdf7Z8BLwPmKogQdM5FBq0M/0Wb87AHsU1W1sTiGqqq1iqJ8DNyCVm+ttUfrW1RVTW9l3bmWf79oZf1mtCGngxVF8VJVtXEaQEVRvICzgWFAMFpSECDc8m+XmvPanK/VgnINtV8LyjVEq/9kLsh2qF2PUWfi4u5B7drl0MrQ0r+TujQtfu6x9uPsEaPFuS7DsTg311Bbh7myCp2fEVeDF6bKpmFNDVU1FL7yAYWvfGCzj1tEKG7BPajNyMFc2n2+MP8VsdFa/buMLPt1MzKyteXN66dZ90lvZZ9My/LW6rQ5i9IDWv0pY3yY3fXGOG15a7XArAIGxuLh583UXf+1u37AbRcx4LaLyF6ayqo5C+xuk3CFpXD+h7/aXe/MJM4nXoklxr7x4XbX+1piXNpOjHsM0GJ82a437K4fdOtFDLr1IjKXpvLr3JfaPa/qo9rwUfd2ZrhzBjUHtfueR1wr73ux2vteTSs11zqiobYOU0UVbv5GXPWemCvsD+cNvOxsAI5+0j0mKLCqz9SGD+qi7E9y4RapvTfVZ7X92cLajrmy0m5vHLNlWJyLZ8cK6Nft/hNzWRkeSd1jEiTrTJ0ZR+1/Tsq0PHCICWx7eOC6tALqzQ0MiQ5qMeGBq4sLydE9+CO/mD/zixkWE9zueSVGBGL0cic143jPAXfypR/IBCAmwf5rOSZeW55+MLPDbU66YCLPvP4vjhYcZc7Um8hMs18zzXrs2FaOHR2nLc840PFjC+GsJKnWxHpntXs3VlX1JbQkFgCKoqQDMa20lXE8T6yV8ylRFOUbYCZaz7RXLOfVBxgO5KPVMzuWdYKC9+ysewctqTZNUZSbW+mN1ta1WefL3qQo7T4t7gHkWM55FLAQrY5aa3zba/Bkqle1p1tu/YZo/Zubf5jy1KNL6E9DbTWmg3+20oJ97mPOAaBu1Y/H7VydWeVGLc6G0S3j7GLQ45XcH3NVNdXbHYtzc+6xkej8jJjLKzrc68x3upY/Lv+ue31h/iuGJycCsHbjFsxms80MoBUVlWzd+Qdenp4k9m+aqXXEkEG8+f5nrNmQynWzZ9i0l5WTR3pWDj3DQoiKsP8F3lkUrNFqI4aNH9jidezm7UXQsNOor6rhyOb9bbaT9uVq3PQeLZYb48IIGdWXol3pFO5Io2iX/dt0j6QEAvrHaIXz13X+b6arkjifePmWCRd6jhtgN8YhlhgfbifG+79cjZu+ZaLBNy6UsFF9ObornaM70incld6h8wpO1mYbLbPUWnNmFeu0yQeMY5NaxNjVW49hSF/MVTVUblU7fQyP+Ajc/I2YyiqpL7Jfz84tJBDjhGGYSssp+b57TFBgVbtFm9jIc9jQlp8t9HrcBw6gobqaut1t17WtP3AAU1ExugB/XAMCMBfZ1ld1i4sFwJTfdpK5+bFdDAYaKu0nOZ3NsBhtENC6tALMDQ02CbGKmjq2ZR/Fy01HYkRgm+3UWspsFFXar+lXVKnVvHV37dgArIqaOipq6jB4tN1DzhlsXK0N3x6dMgIXFxebYZ4GbwNJwxOpqqxmx+ZdHWrv3Esm8eQrD1GQd5g5U2+020PNasPqVObdfg2nTxjJWy/bPnyOjOlJXK8YcjLzZJIC8bcgSbUmW4ArgaF/tSFVVU/Wu+G7aEm1q7Ek1WjqpfaRqqo2g98VRYkEzrL8OFNRlHNpyQx4AzOAt+ysb+varBU/Pweq29gOoMZyTga0iQ1CgbeB19EmOChTVdWsKMoktJprXaqqUsORPOp3p+LWfyjuKRdQt6KprJ3nlFm4eOmp/f17qG36AOAaqj2xMR+y/8RH12sAup4xmHLS/vYTFFjVZ+VRuToVw5ih+F1+ASUfN8W5x02zcDXoKfn8exqaFaZ2tzwZq2v2ZM0tMkx7Ml9gOzOcq78vIU/cCUDZD7+3qI/m4m2gocJ2GJNh3DACrr6E+vzDFH/4zfG5UCdSV19PVk4ebjqdzYyc0ZE9GT08mbUbt/DpoiVcMf3CxnWvvf0RVVXVTL/wXAz6pp4kQwcPJD42itRtu1ixaj0Txo4EwGw2s+B1bTbASy86z6E6bF1ReUYBeb/tIDwlkd7XnMW+d5Y3rht411Tcvb3Y98EvmJq9jo29LDNZ7m+aZXHLg7YfWq3iLh1HyKi+5Py8jZ3PttZRGBKshfM/6j6F85uTOJ94ZRkF5Py2g4iURPpcfSZ73v2pcV2SJcbqh7/YTBZgnTHU2ssNYONDH9ptv9elYwkb1ZfsX7ax9dkvbdYFJSVQuCsdc51tXZ+w0/vR/zptxuwDX635axfYBdRm5lO2cgvGccn0mH0eR99vmgky9LbL0XnrOfrxjzbve57x2jPJmoNNPavco0JpqK2j/pBNFRB0Ab5EPqsNLyz5bmWrdUEDZ5yFi5uOoq9XdJsJCqxMubnUbNiE54hhGC65iMpFTTVXfeZeg6tBT8U3i2mobvooq7POGJrZ7DOcyUzl4iUYr5qF8R/zKHnymcYEnVt8HIZzJ9NQX0/1it8bd3HrlYApP7/l0FI3N3zvuBUXnY7qdbazLDqrqAAfRsWFsC6tgM9TD3LZsITGda+v+pOqOhPTkmLRezR9HU07oj3PjwsyNi5LiuoBwM97cpk9soTTQvwa1+05VMzPe3JwAYbFBtss7+lnwNfL9gFJncnMU8u3Y26Asb1Cj+v1ngpZGTmsWbGe0yeM5LI50/jk7ab3phvvuQ6Dt4GF739FVWXTazmul9YnJG2/7YOhKZeey2Mv3U9udj5zLrmRvOy2k8Gpa7dyQE1j2OhkUs4ey2/LVgHaUNvbH7gRgIUfnIzBW92cWWrSOQNJqjX5HngBGKQoysC/OgPoSfIzkA0kK4oyENiNlhgE+z3Rrqapjt5AO+ubm4P9pFpbsoBewGP2aqS1YhxaQm2zqqrX2lnfy8FzOGmqPnkV73sXoJ95I259kjDnZaKL64Nbn8GY8rOo+da2VozPv7Rwls4722577mO1Xmq1q35o99jup09G16s/0DTU1G3gSFz8taeC5vwsapct7NyFdTEFj71K5McLCL7/RvQjk6g7mInnwD4YRg6mNi2Loy/Zxjnmey3O+/s1xVk/dCAh/7qdqtQd1GXmYS4pwy08BMO4Yeh8fajeqXL0hZYv95jv36JGTaMuLYuG2jo8B/TGMDKJ+qPF5N74cLcZ+vnLyrX8unIdAEcKtSft23f9yf2PvwCAv78vd9+klUQsOHyUKZdfT8+wEJYvet+mnQfuvJErb7iTp156gw2btxMXE8XOP1Q2btlObFQEt86zHUGv0+l4/L47mHvLP7n9gSeYNGEM4aHBrE/dxu49+0hK7MfsGRed6Ms/KVLnv8tZix9h6ONXETamP6X7cumRlEDomP6UHshlxzO2f6/nr3wegE97XnFcju/moyd6ykitcP4X3bdwvsT5xFt/33uc++3DjHz8KnqO6U/xvlyCkxMIP70/JQfy2PKMbcLx4pXPAfBexJX2muuwoffNxF+JIH/dn1TkaYmigL7R9ByjvRduefYLDqfu+0vH6CpyH3yd+EXP0vOReXiPHkTN/iwMg0/DZ/Qgag5mc+h526Tkab+8DsDOuAsal3kPH0Dk0zdTsWEXtZl51BeX49EzGOOEIeh8fajcvo+8p96zfwJ/gwkKSl54iR5vvILf7bfgOSSZ+owM3Pv11f4/M5OyN9+22T7kEy3Zbp1cwKr8g4/xHJKM4ZyzcY+Po2brdlz9/dCnjMPF05PSV/6DKaept4/h3MkYppxPzdZtmPIP0VBerk1UMGwouqAe1GdkUvra6yc+ACfJfZMHcdX7K3nmpx1syDhMfA8jO3ML2ZRxhJhAH24a389m+4vf/BmAbfdd3LhsYM9ALkyM5tsdmVzx7m9MPC2ccD8DuSWVrNibR53JzBXDEugV3DSoZfGOTL7ams6QmCB6+howerlTUF7F+oMFHKmoITbQhzvOaO+rkHN4/N7n+Oj7/3Hfk3cyYuxQ0valMzC5PyPGDCVtfwb/fsp2mP2SNZ8DMCB0ZOOyYacn89hL96PT6di0ZjMXzzy/xXFKS8v46M3PG382m808cNvjvL3oVRa89STLv/uVvJxDjBwzlAFJ/diyYTsf/PezE3TVQnQtklSzUFV1r6IoXwLTgdcVRZmoqmrtqT6vtlh6cn0IzEfrobYcbQhlqp2ZNF1omtRglqqqH9lr0zJzaB4wSlGUPqqq7rG3XSt+RJuEYDpagq8jrH2+7XffappUoctpOJJHxZM34zllNm79h+A2YBgNJYXU/PI1Nd99DJX2Rs+2wuCDe/LYDk9QoOvVH4/Rk2yXRcWji9JG4Nar27tNUq0+K4/sS28m8ObZGMYMwXvcMOoPF1L84dcU/udjzCXtx7lm9z7KlvyCZ//eePZJwNXbgLmyitp96ZQv/Z2ShT9AXX2L/cq++xXDmKHok/qCmxv1eQUUvfslRW8txNyNJijYs+8g3/74s82y7Nx8snO1p5Q9w0Iak2ptiY7syedvv8xrb33I6g2prFy3ieAegVwx/UL+MecK/HyNLfZJ7N+Hz976N6+9/RFrN26horKSnmGh3HDN5Vw761I8PFoOw3NG5RkFLDvnAQbePY3wlETCJw6muqAY9a2l7HrxK2qLT2wNxdhLRuPu7UXGN2u7VeH8Y0mcT7yyjAKWnPsgSXdNIyIlkYiJg6kqKOaPt5axbcGJi/GBRauJPmcoQYPiiZgwCFc3HVVHSkhbvJ4/3/2Jgo2dHw7Z1dRm5nNgyh2E3H4FxvHJGFOGUH+4iCPvLqbg359iKmn/tVW1az/F3/yGfkACXv3i0PkYMFVUUa1mUPL9ago/WUqDnfc9AJ9xyXhEhlK5ZQ816gmvaHJKmHJzOXLtDRjnXoPniOF4jhqB6ehRKr5YRNk779NQ1sHPcDU1HL31TnyumIn+jIl4X3IhDbW11O7aTcVnC6lZbztvWdWK33ExGHDv3w+PAf1x0RtoqKygPj2Dis8XUvHVt1DTfXoGRgX48MmcFP6z8k/WHjjE6v35BPt4cdnQBG4Y2wc/O0Pt7XnkvGSSo4NYvCOTtWkFVNbU4+3pRlJkDy4ZHMvk/rYVZM7qE0FlbT07cgrZkVPYuH18kJFZI3pz6ZA49O7d42twVkYOMyZdzY33XM+YiSMZd8ZoDh86wkf/+5z/PP82pcX2h3g31zMyHJ1OG3B0yeVT7G6Tk5lnk1QD2LllNzPPvoYb776O0eNH4O1jIDc7n9eff4u3XvmQulr7k1QI0d24dGaK3e5KUZQgYBMQC6wGblZVdZud7U4HlqDNdDlMVdVUy/IGAFVVWx2rpCjKb8B44BpVVd/rwDk9AjwMPKqq6iN21vcG9gKHgN+BS4GbVFV97ZjtUoAVQAUQqqpqq596FUVZBFwCPKeq6j2WZVejDTd9X1XVq1vZLwrYBeiB24H/qqpaf8w2I4EoVVW/sPycjDaBQSkwwprEUxTFFXgAeNSy6++qqqa0ds72lM47W17cJ1DBqlN9Bn8PMSu7zxPrrurLxAdP9SkIcVzUOPlQaWcwxKP7PFDpqoIiumdCuivxv27EqT6Fv4Vh9/x2qk+h29t1aH23fuMrv2NKt/0+6/Pi4m7zu+seKfrjRFXVI4qijEYrmj8G2Kooyn60XlcVaJMYJNBUkP9XOj8pwYOKotzQxvp/qKq6pQPnvE9RlLXAaLSEWi3wqZ1NrRMUfNVWQs3iQ7Sk2mxFUe47NjHWxrlkKYpyEfAl2qyo9yuKshs4CvREi11PtJprX1j22aIoyhLgAmCboigrgBK0WUCjgWeBezpyfCGEEEIIIYQQojtokJpqTkGSasdQVTUPGKsoyjlokwCMBs4APNGSPfuBb4HPVFXd2GpD7YunKTlnjyOzXb6Ldp4Ai1VVtalKqyiKEZhq+dHusM9j/ICWCAsFzgUWt715E1VVVyiK0h9tGOh5wEjAHW020n1oEyocW+F5GlrPtllAClAOrEMb+qlHkmpCCCGEEEIIIYToYmT4p+i2ZPjniSXDP08OGf554snwT9FdyPDPE0+Gf554MvzzxJPhnyeHDP888br78M+y2y7ott9njS8t6Ta/O9f2NxFCCCGEEEIIIYQQQjQnwz+FEEIIIYQQQgghuhKpqeYUpKeaEEIIIYQQQgghhBAOkqSaEEIIIYQQQgghhBAOkqSaEEIIIYQQQgghhBAOkppqQgghhBBCCCGEEF2J2Xyqz0B0gPRUE0IIIYQQQgghhBDCQZJUE0IIIYQQQgghhBDCQZJUE0IIIYQQQgghhBDCQZJUE0IIIYQQQgghhBDCQTJRgRBCCCGEEEIIIURXYm441WcgOkB6qgkhhBBCCCGEEEII4SBJqgkhhBBCCCGEEEII4SBJqgkhhBBCCCGEEEII4SCpqSaEEEIIIYQQQgjRlUhNNacgPdWEEEIIIYQQQgghhHCQJNWEEEIIIYQQQgghhHCQJNWEEEIIIYQQQgghhHCQ1FQTQgghhBBCCCGE6EIaGqSmmjOQnmpCCCGEEEIIIYQQQjhIkmpCCCGEEEIIIYQQQjhIkmpCCCGEEEIIIYQQQjhIaqoJIYQQQgghhBBCdCVmqanmDKSnmhBCCCGEEEIIIYQQDpKkmhBCCCGEEEIIIYQQDpKkmhBCCCGEEEIIIYQQDpKkmhBCCCGEEEIIIYQQDpKJCoQQQgghhBBCCCG6EpmowClITzUhhBBCCCGEEEIIIRwkSTUhhBBCCCGEEEIIIRwkSTUhhBBCCCGEEEIIIRwkNdWEEEIIIYQQQgghupAGqanmFKSnmhBCCCGEEEIIIYQQDpKkmhBCCCGEEEIIIYQQDpLhn6LbqtpbfapPoVtz1Xme6lP4W/gy8cFTfQrd3rQdj53qU+j26rcsPdWn8Lfw7ty1p/oUur21dX6n+hS6Pd+Dvqf6FLq9zQ9nnOpT+Ft4S9fzVJ+CEOIkkKSaEEIIIYQQQgghRFciNdWcggz/FEIIIYQQQgghhBDCQZJUE0IIIYQQQgghhBDCQZJUE0IIIYQQQgghhBDCQVJTTQghhBBCCCGEEKIrMZ/qExAdIT3VhBBCCCGEEEIIIYRwkCTVhBBCCCGEEEIIIYRwkCTVhBBCCCGEEEIIIYRwkCTVhBBCCCGEEEIIIYRwkExUIIQQQgghhBBCCNGFNJgbTvUpiA6QnmpCCCGEEEIIIYQQQjhIkmpCCCGEEEIIIYQQQjhIkmpCCCGEEEIIIYQQQjhIaqoJIYQQQgghhBBCdCVSU80pSE81IYQQQgghhBBCCCEcJEk1IYQQQgghhBBCCCEcJEk1IYQQQgghhBBCCCEcJDXVhBBCCCGEEEIIIboS86k+AdER0lNNCCGEEEIIIYQQQggHSVJNCCGEEEIIIYQQQggHSVJNCCGEEEIIIYQQQggHSU01IYQQQgghhBBCiC6kwdxwqk9BdID0VBNCCCGEEEIIIYQQwkGSVBNCCCGEEEIIIYQQwkGSVBNCCCGEEEIIIYQQwkGSVBNCCCGEEEIIIYQQwkEyUYEQQgghhBBCCCFEV2I+1ScgOkJ6qgkhhBBCCCGEEEII4SBJqgkhhBBCCCGEEEII4SBJqgkhhBBCCCGEEEII4SCpqSaEEEIIIYQQQgjRhTSYG071KYgOkJ5qQgghhBBCCCGEEEI4SJJqQgghhBBCCCGEEEI4SJJqQgghhBBCCCGEEEI4SGqqCSGEEEIIIYQQQnQl5lN9AqIjpKeaEEIIIYQQQgghhBAOkp5qQvwFrkHB+MyZg8ew4bj6+mIuPEr16tVUvP8eDeXlDrXlFhePYeZMPAYn4ervT0NFBfWZGVT98APVy5e1ua/3rNn4zJkLQNGdd1C7ZXOnr6kr0oUGEXjjbPSnD0Pnb6T+cCGVv66l6I2PMJc6Fmf33rH4Xz0d/fDB6AL9MJdVUpuWSdlXSylf8nPL7eOjCfjHLPRDB+HiY6A+9xAVS3+j+O3PaaipPV6XeMrpwwNJvHsqYSmD8AzwoaqgmJylqex88SvqSio71WbwiD5M/PJ+XHWu7HrpG3Y++4XN+hEL5hE/Y1ybbeSv2sWKGU916vhdyfIVq0jdupM9+w6i7j9IRWUV502awDMP3+NwW/kFh3n1rQ9Zs34zxaWlBPcIZOLYUfzfnCvw8zXa3edA+GO9DwAAIABJREFUWgb/eedjNm3ZQXllJT1DQ5h85niunXUpXp6ef/XyuoxDRWX854f1rP0jg+LKaoJ8DUxITOCGc0bga/DqcDtbD+Tw/i9bUHMOc7S0kkCjnoTwHlw+fjCn94ttsb3JbGbp5r18uXonmYeLqaiuJcTfh8Hx4cw+Ywi9wnscx6s89bzDAhl+11SiUxLx8vehoqCYtGWbSX3pK2o6eb8IH6Fw4efa/SL15W/Y+NyXNut9wgNJvmkKwQNjMUYE4ennTXVxOSUZBez5/Hf2frUGc73peFxel+AdHsjQO6cSlZKIV4APlQXFpC/bTOqCr6j9CzE+f6EW4y3//oZNx8TYnvHPX0ufmSkAfDrmTkrTD3Xq2F2RvO+dHH5hgZx9x3SU8YPw9veh9HAxu5an8tNLi6gqrehQGynXn0/CqH6E9o7EO8BIg9lMUc4R9q7eycq3fqAkv7DVffudOYTRV55J5MB4vHz0lB8tJWd3Or/85xsyt+4/Xpd5SnmE9yDy7pn4pyThFmCkrqCIwqUbyX7xc0wlHYtxvy//he/oAa2u3xA3g4aaujbbiLhtOlH3XAbAHzMeoXTVjo5fhBBOzOmTaoqiTAIuA0YDYYAeKAH2AmuBL1RV3XjqzrDrUhTFCFwHnAv0B3oANUAmsB74VFXVllkGAYCuZ08CXnkNXWAg1atXYcrMxL1PX7ynTcdz+HAKb76JhtLSDrXldfZkfO++m4bqGmrWr8Ocn4+Ljw9usXF4jhjRZlLNrXdvvGfNxlxZiavBcLwur8twiwyn50cv4dYjgIpf11KXlonngD74zboE/Zhh5M66DXNJWYfa8rnwLIIfuYOG6moqV26gLucQrkYfPHrHYhg7vEVSzXNgH8LfehYXdx0VP62iPv8wXsMHE/B/s9CPSCL32nuhru0PGM7AJyaEsxY/glewH9lLUyndn0uPwQko151D+IRB/HTho9QWOZgk9vZi5L/nYaqqwdVHb3eb7GWpVGQftrsuduoYjLGh5K3Y7vD1dEX/fe8z1P0HMej1hIYEkZaR1al2MrNzufKGOyksKmbi2FHExUSy84+9fPTFt6zZsJkP33gBfz9fm3127N7D3Fv+SV29iUkTxhAWEsSGzdt5491P2LB5G2//+yk8PDyOx2WeUlmHi7lqwUIKy6pIGRhPXGgAuzIO8clv21j7Rwbv3TEdf2/7r8XmFq7awZMLV6D3cGfioARC/X04VFzOL9v3s+aPDG48fxTXnT3cZp/57y1l+dZ9hPr7MHFQAt5eHuzLPcKSjX/y4+a9vHbDhQxXok7UpZ9UvjEhXPL1wxiC/Ti4LJXi/XmEDI5n0LWTiU5J5KuL/0VNsYMPO7y9OOPFedRX1eDRyv3CNyaU3heNpmDbAdKWbaa6pAIvfx+iJyQy8YXrUaaOYfHlT9Ngcv6xMr4xIVz4jRbjtKWpFB/QYjzw2slEpiTy7UWdi3HKgrZjfKyYM5PoMzOF2vKqDu/jLOR97+ToER3CTYv+hTHYj13LN1FwIJfoQb0YN+cc+oxP5NWpj1DZgdfyyMvPoKaymoMb/qTscAk6dx0R/WMZf+15DL90Aq9f9hi5u9Nt9nFxcWHqE3MZefkZFOUcYeeyjVQWleMT5EdMUm8iB8R1i6SaZ0wo/Rc/hUewP4VLN1C1Pwefwb0Jv+58/CcMZveF91HvwGs5+4XP7S5vaOehhWFgPBG3TcNUXoWum90vhGiP0ybVFEUJBT4DUiyLDgC/AeVoyaEktETbXYqifKSq6qxTcJpdlqIo5wIfoMWqGtgI5KIlJfsCc4A5iqJ8qarq9FN2ol2Y8bbb0QUGUvryv6n6+qvG5T7/uBHv6ZfiM/dayha82G477n374Xv33dSnpVF8zz2Yi4552qbTtbGzB3733U+dqmLKzUE/6ezOXk6XFfTAzbj1CODIU69R+sm3jcsD756H/+ypBN5yDUcee7nddjwT+xD8yB3U7k8n/4b7MB0tst3A7Zg4u7oS/NiduBq8yL/5ISp/W68td3Eh5PkH8Jk0Fr/Zl1Dytv0PH85k6FPX4BXsR+oD77PvneWNy5MevoI+884l8d5LSf3nOw61OeSxWbgbDfzxymIGzZ9hd5ucpZvJWdqyV6W7r4G+/zgfU00dBxeudOxiuqh7b7me0JAgoiN7smnrTubcfG+n2nn8hdcoLCpm/m03cMX0CxuXP/vym3zw+df8+7/v8/A9NzcuN5lMPPDki1RV1/DK0w8zYexIAMxmM3c++CQ//baGDz7/hmtnXfrXLrALeHLhCgrLqrh32nguGz+4cfnzX63koxVbeXXJWh6YeUabbdSZTLy8ZA2e7jo+vecyYkMDGtfNzR/GzGc+4e1lm7hqYjIe7tpHqF0Z+Szfuo+E8B58dNcM9B7ujft8s343j3z8M/9btrHbJNXGPXE1hmA/Vj34Pjvf+6lx+eiHrmDwdecw8p7p/H7fuw61OebRWXj4Gtjy2hJG3mv/tZi/eS9vD5gHDQ02y13ddFzw8b1EjO5H/DnDOPDdBscvqosZY4nx6gffZ/e7TTEe9dAVJF5/DsPvnc6q+Y7FeLQlxtteXcLwf7b/9+4VaGTcs3PZ/+06DCH+9BzV1+Hr6Mrkfe/kuOTxORiD/fj64fdY837TA+ILHriS8deexzl3z2DR/W+3287zZ99DvZ1eUiNmTmT609dxzl2X8vY1z9qsG3/deYy8/AxSF63ki3++ianONinkeuznPicV99T1eAT7k/bAWxx654fG5TEPX034vClE3XsFaf/8b4fbay2p1hYXT3d6vXwLFTsOUJ2WT/D0FIfbEPY1OP9zor8Fp6yppihKIFovtBRgDZCkqmovVVUvVFX1ClVVJ6P1WhsDLEFLEgkLRVGmoMUlEHgaCFFVdbyqqpepqnqRqqoKWs+1L4Bep/BUuyxdeDiew4Zjysuj6puvbdZVvPsO5qpK9GdNAq/2hxv5zLsBF50bJU880TKhBmBq/cmQz3XXoQsLp/SZp8Dc/e66bpFhGE4fSl12PqWfLrZZV/TaB5grq/A5/0xc9O3HOfCO63Bx01Ew/5mWCTWAY57AeQ1NxCMhhqrUHU0JNYCGBgoX/A8A3+nnOX5RXYx3dDDhKYmUZxawr9mXN4Cdzy+irqKauGmno9N3fIhgxNlDiJ+ZwpYHP6DqULHD5xQ7bQxuek+yf9xEbaFjPQW6quFDBhETFYGLi0un28jKyWPtxi1EhIdy2dQLbNbdOPdK9Hovvlv2C5VV1Y3LU7ft5GB6FkMHD2hMqAG4urpyxz+0IeMLv/mehmMSFc4m+0gJ6/Zk0jPQlxljB9ms+79zR6L3cOe7TXuoamfoSmlFNeVVtcQEB9gk1ADiwwKJCfGnuq6eytqmdnKOaD2Sh58WZZNQA5gwMAGAovKqTl9bV+IbHUz0+ERKMwvY+b5tz95NL2j3i9Omno6bA/eL2EnJ9J0xntUPfUjFITv3ZgtznalFQg3AXG8ibZmWpPCPC+3wcbsqY3QwUSlajHe/ZxvjVEuMezsY45hJyfSZOZ617cS4uXHPaveH1fe/3/GTdxLyvndyBEaFoIwbRGFWAWs/WG6zbvmCL6mpqGbIxWPw6ECc7SXUALZ/vw6AoNgwm+WePnrOvOUSinOP8sX8/7VIqAHdYri4Z3Qo/ilJVGce4tC7P9qsy3r+M0wVVQRNG4+rA6/lzoiefyWe0aEcuO2Vbvl9RIj2OGVSDfgPEA+sBiaqqrrt2A1UVW1QVXWNqqpTgH+c7BPsqhRF6YHWQ80VuFNV1fmqqrYYO6eq6h+qql4K3Hqyz9EZeCQlA1CTuqnFh/yGqirqdu3CRa/Ho1+/NttxDQrGY9Ag6vbswZSehvvgJAyXzsAw/VI8kpOhjS/g7oOTMEydRtlbb2LKzv7rF9UF6YdrvU2q1m1uGefKKqq37sbV4IVnYp8229GFBqEfMpDqXSp1+9PxGjYIv6um4Td7Kl4jBtuNs36E5dirU1usq8/OpzYtC/eIMNwiwzt7eV1C6Jj+AOT/vrNFjOsrqjmyaS9uBi+ChnQsv+7Zw5fhz80l68dNpH+1plPn1OvyCQDs/2hFp/bvrjZs1oYEjR6ejKur7du3t7eBpIH9qKquYcfuP1vsc/qIoS3ai4oIJzYqgtz8ArJy8k7gmZ94G/dqw2lH9Y3G1dX279nby4PB8eFU19azI73t6ww0Ggjw0ZNxuIiMAtvkQ0ZBEZmHi1Eig22GkSaEBwKwaW8W1bX1Nvus3JUGwIhu0kstYrR2v8hauavF/aKuopq81L24G7wITe7Y/ULfw5eUZ+ZycGkqe7/u3P3CxdWF6IlaIvXIn50bVt2VRJyuxTi7lRjnb3Isxl49fBn/7FzSlqayr4P35NOmjyVu8lBWzX/X4WGmzkDe906OXpb7hbpqR4sHNzUV1aRvVvEweBGd1Pnn9/3OGAJA3p5Mm+X9zxyCl4+ebUvW4uLiQuI5w5nwf1MYPesswvtGd/p4XY3vmIEAlPy+vcVr2VxRTdmmPegMXvgMOa3DbfaYcjo9b7qYsOsvwH9CEi4ebQ9s8x09gLBrzyPryY+oPujcnyWE6CynG/6pKEpvwDoc8R+qqrZbKfzYmmqKoowApgETgCggADiC1vvteVVV1x/bhqIojwAPA48C7wKPAGeh9Yh7VVXV2xRFcQdmotUoSwZ6AjogHa1n2DOqqtqtpKkoShzwGDAJMAIHLcdZgDa0NQaIU1U1/Zj93IG5wBXAALThm1mW4z2lquqxhRtuBvyA7cBL9s6lOVVVbfqgn6jYWbabCVwPDLbEoATIA1YCL6qqeqC98z1ZdFHaFyRTlv0P8KbsbBg2HF1kFGzZ0mo77n20ZFB9TjYBL76ER1KSzfq6AwcoeehBTLk5NstdvL3xu/ef1O3cQdWiRX/lUro091gtznXp9pOGdZk5cPpQ3GMiqd7QIrfeyLO/AkB9Zg7hbz/bmKyzqtl7kEO3/Yv6rNxmx47UjpHR+rE94qJwj42kPtt5P0T4JmhJwbKD+XbXl6XlE56SiDE+jEOrd7fb3vDn5uLi6krqvY4Nm7HqMaQX/v2iKT2QS8HaPzrVRneVnqm9FmOiIuyuj4mMYO3GLaRn5TByaJLNPrGt7BMdFUF6Vg4ZWTlER/Y8AWd9cqRbEmAxwQF210cH+7NuTyYZBcWMUFr/QuXi4sL8Sydw/wfLuPy5z5iQmECInzcFxeX8uuMACWE9ePqac2z26dUziCsnJPHRiq1c/PgHjB0Qh7enOwfyC1n7RwaTk0/jpvNHH7+LPYX8LfeL4jT797yStHwYn4h/fBg5a9q/X4x/Zg4urq78Pr/j9wuvAB8GXj0JXLSkXOTYAfjHhbH36zVk/Ly1w+10VdYYl7Ty5bQkPZ8oEvHrYIzHPTMHXF1Z1cGhjD4RPRj96Cz2LlpN+rLuNemRlbzvnRwh8Vqcj7QS5yNp+SjjBhEcH87+te3HGWD4jAn4hwfiYfAivE8UvU8fSGH2YX545jOb7aIGxQNgqjdxzy8vEBgZbLN+xw8b+PSO/1BX7dwTTukTtPft6oO5dtdXp+VBShL6+J6Urt7ZoTZ7v3Gnzc+1h4tJv+9/FFp6BTanMxpIeOlmyjb8Sf7b3zt49kJ0H06XVAPOQ+tltV1V1Y7dHVp6Am3o6G60WmI1gAJMBS5SFOUyVVW/aGXf3sBWtDpka9BiaO3nHYrWC6wI2ANsA3yBocA9wDRFUUaoqnqkeYOKogwAfkcbjpkJ/Ar4A48DttWQbffzBb5HG+ZaAmy2nEsycDswVVGU8cck4qxFeD5QVbUz431OSOyaJd7q0BJ0uWgxiEXrabgKLbnYJbj4+ADQUGF/Rh2zZbl1u9a4BvgD4JWSgrmkhOIHH6B2y2Zc/f3xvupq9JPOxv+ppzk69xqob+oBYbzlVlz8fCm947bjcTldlqvRGwBzeStxLtOW64xtx1nXQ4uz96TxmIpLyL/1Uao2bEUX4EfA/12JccpZhL32GNmXzGuMs6tPO8cur7Q5R2flbtQmt6gtsz/TWV2pttzDt/3rjJ85nsjJQ1k972Wqj3Rsko5j9bpyIgAHPu4+T+uPl3LLfcXH2/7vwsdH+12WlTW9Zsssr18fH/v7GL0NNts5q/Iq7YuRj97+hAs+lqEvZVU17bY1Kak3wX7ezH/vR77b2NTrr4fRwJSR/Yjs4ddin7suGUdsSADPf7WShc1mO+sXFcIFI/qi93RvsY8z8jBqPfRqS+0PZ60t05Z7+rY/aU6fGeOIP3soy/7vFaocuF94BRoZdscljT83mM1sfeN7NjyzsMNtdGWNMS5rJcaW2Ht0IMbKjHHETR7KTzd0MMYuLkx46QbqK6tZ89AHHT9pJyPveyeHlyXOVa3E2bpc34E4W42YOYGYpN6NP2du28/Ht77K0QzbWWl9LPfplHkXkLs7nQ9v/DeH9mUT2juSS/51DYnnjqCmsprP73rDoWvqanSWGNe3EmOT5bWs60CMC5dtJPeNb6nYlUZ9URmekcEET59A+Lwp9H7jDtTZT1K8wvbBRezj1+IW4MMf0x76i1cihHNzxqTaEMu/LcdkddzzwBWqqtrcgRVFuQBYBLyhKMr3qqrau0NdDrwHzLPTS64EmAIsVVW1cfC/oih64DXgGrTeaP/XbJ0L8CFaQu0d4AbrvoqiKMAKoLXxZW+iJdS+BK5XVbXIsp8OeBItkfcelskcFEVxAxIt+25qpc32HPfYKYriaTnXcmCIqqp7j2m7N2A7pqaLa6yb1F6dIletSKqLzo3S556jdr32FMhUWUnpU0/iFh2De58+eI0bT/WvvwDgOXYs+klnU/rSAkx5zttD6riwxLmBtuPsYhkq5+Km48jDC6hcqRWyrq+o5PD9z+EeH43XAAXvs8ZQ8eNvjhyadg7t/DoYY+/IIJIfnUXm4vVkLelcoXB3o57oC0Z0u0LNJ4v1duNI3bbG32rnS705BevQo45c5veb9vCvT39m4qBeXH/2cMIDfckrLOXNZRt5+ovf2Lw/h+fmnGvT9rOLfmfhqh3ceN4ozhvWB6PBEzX7MM99tZIbX/+Wf05PYea4QW0ctZuw3i/auS8aI4MY8/As9i/Z4PDEAsUH8vhP1JW4uLrgHRZI/OShDLtzKuHDTuP7q5+npti5E8Tt6ejft09kEKMfmcWBJRs42MEYJ143mZ6j+vLD7OeoLbH/Jf1vQd73TgqXxvtFxz9IvXKxlrwx+PsQMSCOc+66lNuWPMlHN7+M+nvTrKnWEgl11bW8c+1zlB0uASBr+wHeufZ57l3xIkMuHsuPz31OaQfrDDolBz6s5v/vO5ufqw/kkvX0x9QeKiTuieuImn+FTVIt4JwRBE9PIW3+m9RkHjq2OXG8SIk6p+CMNdWCLP/anY9aUZRJiqK8Z+e/WOs2qqouPTYpZFm+BK04fyDa8EZ7CoFb7A07VVW1TFXVJc0TapblVcBNaImhqcfsNhZtuGMRcFvzfVVVVdGScPausx8wA8gAZlsTapb9TMB8YAcwXlGUgZZVPWj6nRe0cn1tOkGx80Ubtnrg2ISape19qqqmdeZ8T5SGcq3GiEsrPUZcDNqTo9Z6sjW2U6aVs2uoraF2Q4uRs9SsWQ2Am2WYqIvRiO8dd1GzZTNV337TuZN3ItaeaK6t9LJxtfTMMZe1HWdTqRZnc00tlas2tlhfuUJLZnoNbKrNZu2h1tqxXSw9fFrryeYs6ixPNz2M9ns9uFt6TVif3LdmxIvXY6quZZODs/41Fzt1DG4Gr25VqPl4svZQK2/lvlJRof2OrD3WAIyW1295K6/Tcss+xlbuZc7C2kPN2mPtWBXV1p5sbRdrzigo4uGPfyIhrAdPzDqbuLBAvDzciAsL5IlZZ9MvKoSftu5j076mYeGLN/zJp79v57Lxg5kzaRihAUYMnh4kJUTw8rwpeLm78fLiNVTWOPcwI2jqPeXhq7e73sPHy7Jd2/eLCc9fR311LSvv7/z9osHcQHnuUXa8s4zf579D2JDeDL/z2I9Yzqcxxkb7MXY3WmLczj055QUtxqs7eE/2jQtl2D3T2fPZ72T9ur39HZyYvO+dHNXWnmitxNnLR2+znSMqi8vZt3onb85+irqaWi574f9wa9YjuLJUi2Xm1v2NCTWrssPFZG7bj6vOlajEeIeP3ZWYLLFzayXGOstr2dTOa7ktBZ/8jLmuHu8B8bh6a/cfnb8P8c/eQMmqHRx6f2mn2xaiu3DGnmrt6QdcZWf5q2i1zQBQFCUIOB+tDpk/TbEYYPn3NLShlcf6yV5h/+YURUkCzkAbuuhN08PxWiBYUZSAZkmw8ZZ/v2ul3U/QJmY4lrWoy3eWpJ0NVVXNiqKsRuuZNgro7FDZFo537FRVPawoSjowSFGUF4D/qaq653id74lgraVmra12LF2kVo/LlN120eT6LK2wakNllf1Zzcq1cLl4al8EdSGhuPr745k8hNAVv9ttM+CFFwEoe/UVKhd92d6ldGl16Vr8rPXNjuUerdWJaq3uWVM72vqGikr7cS61xtmjxT7uMe0cu5V6b86i9IDW29EYH2Z3vTFOW95a7RmrgIGxePh5M3WX/WnbB9x2EQNuu4jspamsmrPA7jYJV1gKNX/4a4fO/e8mNlp7LWZk5dhdn5GtLW9eP826T3or+2RalrdWp81ZxIZotdQyDtvvcZB5WKvSEBPi32Y76/7MpN5kZkiviBYTHri6upDcK4I/sgr4M7OAYb212K7arT3zsf7cXJCvN7GhAezJPkz6oSL6RTv37JTFlvuFf5z9DvR+lvtFcTv3i+ABsXj6eTNnh/2hV0NvuYiht1zEwWWpLL223fKvZK7QkkA9Rzn/ZO/WGPvFtxJjyyyHJe3EOMgS46t22o9x8q0XkXzrRaQtTWX5tS8ReFokbl4e9Jk5nj4zx9vd57LVLwCwbO4Cp663Ju97J0eBpS5gUCtxDrLE+fBfKG5fXVpJxpZ9DDx7GGGnRZG986DWpuV3XFVq/4FSVYm23N3LfskAZ1F1QKul5hVvvyaql+VeXdVKzbWOaKipw1xehWuAEZ3BC3NFNZ4RQbj38MNvbCIjc7+yu1+/zx8BIP2hd8h/6zu72wjRXThjUs1ajyzY3kpVVV+iWQF+S7Impvk2iqLMA14E2ipI4dvK8ozWdlAUxQf4GG0IaFt80XqmAVi/ydhtV1XVEkVRStAmF2jO+mjlRkVRbmzneNZYHUXrROoKhABqO/u1cKJiB8xGGz56B3CHoiiHgfXAMuAjVVVL2tj3pKvdpnV/9hw6jDIXF5tEjYtej/uAATRUV1P7R9sFZ+sPHMRcXIyrvz+uAQGYi2y/ELrFWgqt5msf7MylJVR9b/+NyT1xEG5RUdSsX4/56BHq07pU575OqdqofVHSjxqidWFvHmeDHq+k/pirqqnZ0XYOtnbvQUyFxegC/dH18Md01Ha6e49esQDU5TZ1wqzasI2A6y9HP2YoxW/bFsB1iwzDIy6Kupx8p56kAKBgjfYaDRs/sEWM3by9CBp2GvVVNRzZvL/NdtK+XI2bnXpWxrgwQkb1pWhXOoU70ijaZf820CMpgYD+MVqh5nV/2t3m7254sjZ6f+3GLZjNZpsZQCsqKtm68w+8PD1J7N+UWBgxZBBvvv8Zazakct3sGTbtZeXkkZ6VQ8+wEKIinHsWW2tCa92fmZjNDTYJsYrqWrYdzMPL3Y3E2Lavs7beBEBRuf16Vtbl7m6undhH15FL6dJy1mn3i6hxA1rcL9y9vQgfehp1VTUc2tL2/UJdtBo3O70G/eJCiRjZl8O70jm8M50ju9M7dF7eYVpStaHe+cfJ5FoK1Ue2EuOwYR2L8d42YtxzZF+OWGJ8dFc6AGVZh/nz09/sthU9cTDeof4cWLKB2vIqyrLsDhZxGvK+d3IcWKdNPqCMTcTFxcVmmKentxexQxRqq2rI3Np2nNvjF6r9/ZtNpsZl+9buAiDsNPsPRq3LC7Od+7VcukbrM+E3flCL17KrtxfGYX0wVdVQvrnFQKAO80roiVuAkfqySuoKtbqB9UVlFHzys93tjSP6oU/oSdEvm6k7VESlmml3OyG6E2dMqm0BrkQr/u8wRVGGAq+jDcW8G22WzGygUlXVBkVRnkQbOtla0Qr7n5o1T6El1P4A/olW9+1IsxppuWj10ey13dZgd3ufEq2fzjcDu9rYF7RJBVBVtV5RlB1ow02HoRX/77ATGTtVVVdZhuiej1YDbrTl/y8AHlEUZZKqql1mWi9Tbi41mzbiOWw4+osupurrpqc03tfMwVVvoHLxt1Bd3bhcF6XNOGfKavbmYjZRuWQxPrNm4zPvBkqfebrxDdEtLh795Mk01NdT87vWK818+DClzz9n95x87/0nblFRVH6xkNotzvsEubn67Dwq16RiOH0ovpdNofSTbxvXBdw4G1eDntKF39FQ1RRn9zjLjKFpzXoJmsyUfvkDAddfTuDt13H4wecb4+zeOxafCyfRUFdPxfKmP4nq1B3UHshAPzQRQ8pIKn+zDM91cSHw9msBKP3C+Wc6Ks8oIO+3HYSnJNL7mrPY987yxnUD75qKu7cX+z74BVOzAu/GXpaZ0/Y3JRS3PGi/qHXcpeMIGdWXnJ+3sfPZ1uYwgQRroeaPuleh5s6oq68nKycPN53OZkbO6MiejB6ezNqNW/h00RKumH5h47rX3v6Iqqpqpl94Lga9V+PyoYMHEh8bReq2XaxYtZ4JY0cCYDabWfC6NlPdpRed51Adtq4oKtifUX2iWbcnk89XaUMxrV7/YT1VtXVMO32AzYQBafnaZNxxYYGNy5IsM6n9vG0/s89I5rSIpud3e7IP8/O2fbi4wLDTomz2WbkrjQ9XbOWMwb0wNktkfLF6B4eKywnyNRDf7DjOqjSjgMzfdxA9PpGBV53Jzvd+alw37E7tfrF640/IAAAgAElEQVT7w1+ob3a/aJwx9EDT/WL1wx/abV+ZPpaIkX3J+HUbG5+z7WkdMjiBwj1Z1B8zW5+bwZMxj8wCIOPX1meBdhalGQVk/baDqJRE+l99JrvfbYrxUEuM/+hAjNc+ZD/Gp00fS8+Rfcn8ZRubmsX46B+ZrLz7Lbv7XPDF/XiH+rPxmYWUpjt/7SR53zs5jmYWoK7cjjJuEKNnT2LN+8sa1026fRqe3l6s+/hnapvFOdhyDz58oKlnVUBEEC6urhRmtaxcM/LyM4ge3IuinCPk7Wn6fJ33ZyZpm/YQN6wPw2dMYOPnTTEePmMCob0jOZKeT9b2LjMHWqfUZByi+Let+KckEXrNORx654fGdVF3zUTnrefQB8swN4uxVy+tP0f1/qYe7J7RoZhr66izvC9auQUaSVhwEwBHv10NJu0raW3uUQ7eZW8gFSQsuAl9Qk/y3lxCabOJe0TnNDj/s6K/BWdMqn0PvIA2VHBgJ2YAnYaW9HlZVdXn7azv9RfObbrl3xmqqtokuhRF8Qbs9X+2vmvE2FlnneEzwM4qa8ZghaqqdztwjovRkmqz0XqcOeJExg7L5AYLLf+hKEo4sACtdtxraIm2LqPspQW4vfIavrfcikdyMqaMDNz79sMjOZn6zEzK37b9cBr0gfYB99AE22EVFR9/hEfyEPRnT8YtLp7a7dtw9fPHa9w4XDw9KfvPa5hy7Q/d+js48vgr9PzoJYLm34h+RBK1BzPxGtgH/YjB1KZlUfiybS2TqMVvA3Bw4CSb5cX/+xT9iMEYLzwLj96xVKXuQBfgh/eZY3D18uToc/+lPqtZ93izmf9n777jo6jWP45/UkhPCCUNCC3AoQZCV2qwYBeliQj2Xq4FC4o/8eq1V6zXawG7AnYFbAgI0nsbQgslQCgJkF5/f8xuSNk0EMjG7/v18rVmytmZk2Vm8uxznrP/0ReJevc5Il56lPRf5pG3Jxm/XnH4dTRkLV/L4Q9dp7y7m6XjP+Cc7ybS/cmriezbgSMJSTSIiyGibweObElidalZ9S6aa//z/6zR6L/l/b2D/Gl6SW+7UPPU2lmo+be5C/h9rl2778AhOyN11doNPPKkPZwqNDSE+++4EYDk/Qe55MqbaBQZzs/Tp5RoZ8J9t3PVLffx9Ctvs2jZKlo0i2bNeovFy1fRPLox/7q5ZPUDLy8vnnz4Xq6/6yHumfAfzo3vS1REGAuXrmTdxgTiYtszduSQk336p8TDI+K5+uUveXbaHBZZO2kZWZ812/eyJGEXzcJDuePikreQy/5jX5NXvvavomWdmkdyae/2fLtwPaNf+IJBsTFE1Q8m6eARZq/ZSm5ePqMHdqFVVIOifUb2i2XGEotNSQe49IkpDOjYkuAAXzbuTGbxpl14eXowfng8Xp7uWMa2rLmPTObyrx+j3xNX07hvB1ITkgiPi6FJnw6kbNnDwlJBhCv/sL8IejP6qhN63653XEzj3u1IWrSRo7sPkpeZTVCjBjQd2Bm/0ED2LNnEste/O6H3qCn+fGQyl37zGH2fuJrGfTqQutnu48Z9OpC6ZQ+Lny3ZxyPn2H383yYn1sf/JLrvnRpfTXifO6b/m8sev4bWfTqwb3MSzbq0otWZHUjeksSM578osf2Dv9n3xHHNRxUta9ShOVe/fQ+Jyzaxf9tejh44TGBoEE3jWtOoXVOy0jL57N43KSwomZ/w5YPvcPvUiYx49iY6ndeDfZvs2T/bDYojJyOLz8e9XWYfd7Rt/Dt0+O5pWjx5A3X7diIzYRdBcW3s/9+ym53PflJi+y5zXwNgYaNjsyiH9G5Pyxdu48hf68hK3Eteahq+jRsSOqgb3nUDSVu5mR1P1t4ZgUVOlNsF1SzL2mSMmYYdwHrLGDPI1aQBFXB+VVym2JUxJgw45wQOr9y2sWe+dJUK4LyTXmSMCbIsq3SV0lGld3CYATwJDDHGjLcsq6qzY74O3I0dlLzbMVy2XMaYfpZlOdN3TmbflWFZ1h5jzCPYQbUaN21aflISh265iaBrr8enZ098e/Wm4OBBMqZPI23K5KJJCCqVnU3KffcQeMUo/AYNIuDSIRTm5JCzbi0ZX35JzuLjm1GqtsjbtYfdI++g/h1j8e/TnYB+Pcjbf4jDH39NylsfF9VDq0xhVjZ7bniQ0GtHEHj+QOpecTGF2blkrVrP4SnTyfyz7IS42Ws2snvUHdS7fSz+Z3TDM9Cf3KRkUt76iNT3voDcXBfv5H7SEpOZdf4EOt0/jKiBsUQN6kJWcirWuzNZ+9JX5Jzk2fSaX34mdQL9SPxmQa0r1Oy0MWEr384oOVRiV9JediXZQ7sbRYYXBdUq0rRJI754bxJvvPsRfy5ayty/lhDWoD6jh1/KbdeNpm5IcJl9Yju05fN3X+WN9z5mweLlpGdk0CgygluuvZIbxozAx8e9a8o4RYeF8un9o3jzx79YsCGRP9dvJywkkFEDunDL+b2oG+hXeSPAxCvPpmtMY75btJ4FGxLJyM4h0M+HuJZRXH5mR87rZkpsH+Drw+R7h/PR7yv4bdVmZiyzyMsroF6QP+fEtWbsoK50au66ppA7OpKYzLQLH6XHuGE0HRBLs/guZCSnsvq9WSx55auTNvvmhk//IC8jm/DOLWnUux3e/j5kH05n/5ptbPlhERu+mENhfu34Sv9IYjJfXWD3cZOBsTQdZPfxmvdmsezlk9fH/yS6750aB3ck88olD3PevcMxAzrTdmAcR5NTmPfBDH5+ZXpRbbOK7F67jXnvzaBFD0O7+DgCQgPJzc7l0M5k/njnB+Z9MIPDew6V2W//1j28fNF4zv3XUNoO7ELrPp3IOJzG8m/n8+ukr0jecvx1xmqS7MR9rD3/fprcP4rQgXGEDupKbnIqe979gV0vfUl+auWfr7TVWzgwfQ6BsTEEdGiBV7A/BWmZZGxM5OD3C0j+6GcKc6v6p6bIP49HdaYxrikchfKXYE8E8Cdwp2VZZXL+jTF9sIco1gN6WJa11BhzL3am23JggDOIZYwJxp4U4CLH7o9bljWxWFsTgcdKLy/1fquBTsAjlmU9VWx5d2Am9uybAC0sy9ruWOcBrMSeUOB/wG3OAJkxpjXwB9Co9H6O9V8DQ4CvsWfVLFEx3ZHpNRJ4vXjQzRhzGXb9MoBngKdLTyBgjGkDPA60tSwrzrHspPSdMaYZdkDuS8uyjpRadzd2ttoGy7Lal963IvviB7jfh9uNpB+oeBY9+XssOuiyfKT8jYatdjnJsvyN8pZrdrBT4YPrF5zuQ6j1vPRkcdKF1ILsoZpumU/tCEDXdMNysivfSE5I76Sv3Lt+RSUOnF97/55tOGNOrfnduV2mGoBlWQeMMWdiDxPsC6wwxmzGrh2Wjl2YP4Zjxfx/51iR/A+wM7W6AlsdM2R6AP2xZ+d8H7juOA/t38BU4D/GmBHABuyAWF/gc6APpYZ5OmqRjQVmAzcC5xpj/sKeVTMe+AG7/llTx/EVdzX2cM7LgPONMasc5xkCRAPtsCcleBu7DprzPb82xgwBJmPXQLvHGLMIeyiqP2Ac++I4bqeT1Xf1sAOKbxhjVgLbHMfdHugA5AIPHEe7IiIiIiIiIu5H8W+34LYFPizL2mNZVj/gAsA5yPss7GGhcUAydoZTL8uyzrIsa79jvxTsSQ7eAdKACx0/f4UdLHI1dLOqxzQNOxA2GzuodTF2gOtuYEwF+63CDpx9CgRiB8maY2eKjcauxVYAHCq13xHHOY/FHkYaA1wOdMMOor0NDLYsK4tSLMv6DmiBPeHAX9hBtGHYGWOFwLtAvGVZo4rtc7L6bgtwD/aQ1vrYGW/nYU/G8A7QxbIszcUsIiIiIiIiIjWGWw7//CcxxvTDDpittSyr0+k+Hnei4Z8nl4Z/nhoa/nnyafjnyafhn6eGhn+efBr+efJp+OfJp+Gfp4aGf558tX745+Da+/dsw1m1Z/in22aq1SbGmCBjTDsXy9thZ2qBPVRTRERERERERERqALesqVYLRQLrjTEJQAL20Mrm2MM4vbBrwk06bUcnIiIiIiIiIqdMoZJK3YKCajVDMvASMAjoBdTFnnBhEfZEAW9blpV7+g5PRERERERERESKU1CtBnBMOHDf6T4OERERERERERGpGtVUExERERERERERqSYF1URERERERERERKpJwz9FRERERERERGoQTVTgHpSpJiIiIiIiIiIiUk0KqomIiIiIiIiIiFSTgmoiIiIiIiIiIiLVpJpqIiIiIiIiIiI1iGqquQdlqomIiIiIiIiIiFSTgmoiIiIiIiIiIiLVpKCaiIiIiIiIiIhINammmoiIiIiIiIhITVLocbqPQKpAmWoiIiIiIiIiIiLVpKCaiIiIiIiIiIhINSmoJiIiIiIiIiIiUk2qqSYiIiIiIiIiUoMUFpzuI5CqUKaaiIiIiIiIiIhINSmoJiIiIiIiIiIiUk0KqomIiIiIiIiIiFSTgmoiIiIiIiIiIiLVpIkKRERERERERERqkMICj9N9CFIFylQTERERERERERGpJgXVREREREREREREqklBNRERERERERERkWpSTTURERERERERkRqksOB0H4FUhTLVREREREREREREqklBNRERERERERERkWpSUE1ERERERERERKSaVFNNRERERERERKQGKSz0ON2HIFWgTDUREREREREREZFqUlBNRERERERERESkmjT8U2qtvCyv030ItVraUd/TfQgif4u85TNP9yHUet5dzzvdh/CP0Cj3z9N9CLWeBuKcfBt89Z3/yZZO/uk+hH+EXYX+p/sQROQUUFBNRERERERERKQGKSw43UcgVaGvgkRERERERERERKpJQTUREREREREREZFqUlBNRERERERERESkmhRUExERERERERERqSZNVCAiIiIiIiIiUoMUFmjOaXegTDUREREREREREZFqUlBNRERERERERESkmhRUExERERERERERqSbVVBMRERERERERqUEKC0/3EUhVKFNNRERERERERESkmhRUExERERERERERqSYF1URERERERERERKpJNdVERERERERERGqQwgKP030IUgXKVBMREREREREREakmBdVERERERERERESqSUE1ERERERERERGRalJNNRERERERERGRGkQ11dyDMtVERERERERERESqSZlqIiIiIiIiIiJSoxljrgRuBWIBL2Aj8AHwlmVZBcfRnhdwAzAa6AAEAvuBlcA7lmV9X1kbylQTEREREREREZEayxjzBvAJ0B2YB/wCtAFeB6Y5AmTVaa8+sAB4GztItxD4BtgBnAVcWpV2lKkmIiIiIiIiIlKDFBae7iOoOYwxQ4HbgL1Af8uyEhzLI4DZwGXAHcCrVWzPE/ge6Am8C9xtWVZ6sfVBQPOqtKVMNRERERERERERqanGO14fdAbUACzL2oc9HBTgIUewrCpuBM4E5gA3FQ+oOdpNsyxrbVUaUlBNRERERERERERqHGNME6AbkANMLb3esqw5wG4gEuhdxWbvcLw+a1nWCeUEaviniIiIiIiIiIjURHGO13WWZWWWs80SoLFj2wUVNWaMiQQ6ArnAbGNMJ2AoEAUcBGZblvVLVQ9OQTURERERERERETkljDGhQKiLVamWZaWWWtbC8ZpYQZM7Sm1bkVjH63bgUeyhpR7F1o83xswFhlqWdaCyxjT8U0RERERERESkBiks8Ki1/wF3A9tc/He3i64Icrymu1jnlOZ4Da5C19Z3vLYAHgY+AtoBIcAgYAPQH/iyCm0pU01ERERERERERE6ZV4DJLpaXzlKDY1lkf9d8qM7kMm/gN8uyri62brYx5lxgExBvjBngqNlWLgXVRERERERERETklHAM8XQVQHPlqOM1qIJtnOuOVrBN6fYA3im90rKsXcaYH4FhwFnYM4SWS8M/RURERERERESkJtrueG1WwTbRpbatSntgDzl1xbk8srLGlKkmIiIiIiIiIlKDFBZ6VL7RP8MKx2sHY4x/OTOA9ii1bUU2YtdnCwQalLNNQ8drWjnriyhTTUREREREREREahzLsnYCywEfYHjp9caYAUATYC/wVxXaywV+cPx4lov26mBPVACwtLL2FFQTEREREREREZGa6mnH67PGmFbOhcaYcOBNx4/PWJZVUGzdHcaYjcaYD8tprwC43RhzVrF9vIBngRhgN/B1ZQem4Z8iIiIiIiIiIlIjWZY1zRjzFnArsMYY8yuQi51pFgJ8A7xeareGgMHOYCvd3ipjzN3Aq8DPxpglwC4gDmgJHAaGlzPUtARlqomIiIiIiIiI1CCFBbX3v+NhWdZtwGjsoaADgMHAZuAOYKhlWfnVbO81YBAwA2gFXIKdePYO0MWyrEqHkoIy1UREREREREREpIazLOtT4NMqbjsRmFjJNn8Af5zIMSlTTUREREREREREpJrcOlPNGHMuMAo4E4gE/LHHvm4CFgBTLctafPqOsGZz9N8sx4+vWpZ19+k8HnfkGdaQkJuuxa9XDzzrhpB/8BBZc+dz5L0pFB6tdPbdErxjWhA8eiQ+XbvgVS+UgrR08hJ3kP79T2TO+KXEe/oP6IffmT3xbt4Mrwb1KczMJMdKIP2r78maM+/vPs3Trk5kAyLuHU3wgK54hYaQt/8Qh39eSPIrn5F/JL1KbbT8/CmCencqd/0aczmF2bku14Wc3ZP6V11AQKdWeAYFkHcwlax1W0l+cyoZK6zjOqeaxj+qPrH3DyVyYGd86wWRmZzK7plLWfPSV+QezjiuNsN6tWXQtEfw9PJk7SvfsOa5qSXW93r5ZlqO7F/O3ra989Yye+TTFW7jLvalHOXNnxayYH0iqRlZNAwJID42hlvO70VIgF+V21mxZTdTfluOtXs/B49kUD/Yn5ioBlw5oAt92jcvs31+QQEzl21i2p9r2LE/lfSsHMJDg+jSMoqxZ3WjVVR5M4m7l59nz2PpijVsTNiKtXkr6RmZXHhuPM8+9kC129qbvJ/X3/2I+QuXkXrkCGEN6jOo3xncet1o6oYEu9xny7ZE3nz/E5YsX01aRgaNIsI57+wB3DBmBH6+vid6ejWKX1R92j0wjPD4zvjUCyI7OZU9M5ay8cWvyD1ctWtyaQ16t6Xv9Al4eHlivfw1G56dWmYbrwBf2txxCY0u6klA0zAKsnNJXb2NzW//xL7fVp7oadUoflH1afvAMCLiO1OnWB9bJ9jHfYr18cZy+rh1OX2cXMv6ODiyPv3uG0qLAbH4hwaRnpzKpp+X8ecrX5F95Pjue9E9DaM+t+9781/7hnkvTCux3tPbi65jzia8fTMiOjSjYevGePl489OD77L68z/+hrOqeUIj63PxvSNpP6AzgaHBHNmfwqqfl/DjK9PIqOIz3Dk3XUybMzoQ1boJgfVCKCwo4NDuA2z4czW/vfsDqXsPVdrG+XcO5ZL7RgLw6ugn2Dh/zQmdV03iH1Wf9vcPJdJxTc5KTiVp5lLWv3j8z3ANe7dlwLRH8PDyZMMr37DOxfXC08ebFlfG02xEPwKbhePlW4eMpIPsm7OWhP/+RMauAyd6aiJuwS2DasaYCOBzYKBj0RbslL00oAF2cbkzgXHGmI8tyxpzGg7THVxX7P+vMsY8YFlWzmk7Gjfj1bgRYe9Mwqt+fTLn/Ele4k582rclaORQfHv34MBNd1Fw5EiV2gq4YDCh48dRmJ1F1vyF5O/Zi0dQEHVatsDvjF4lgmpBwy4jeOwo8nYnkb1sJQWHDuEVGWEH2np2J+2zqRye9NbJOu1TzqdpJDHTn6NOWD0O/7yQ7C27COjcmrDrLiV4QDe2DH2A/NSjVW5v3yuus4UL81wMwffwoPF/bqPBleeRs3s/h2f9RX7KEbwbhhIQ1xb/jjG1IqgW1Cycc76biF9YXXbNXMqRzUk06BKDufF8ouI788ulj5OTUs0gcaAfvV+9mfzMbDyD/F1us2vWUtJ37Xe5rvnQvgQ3j2DP7FXVPp+aaOf+VK5++UsOHc1kYKeWtIiox9rEfXz6x0oWrE9k8r3DCQ103U/FfTlvNU99ORt/nzoM6hxDRGgQ+1LT+G3VZuavT+T2i87gxsE9S+wzfvJMfl6RQERoEIM6xxDo50NC0gG+X7yBGcs28cYtl9LTRJ+sUz9l/jv5c6zNWwnw9ycivCHbEnceVzs7diVx1S33cSgllUH9zqBFsyasWb+Jj6d+y/xFy/jo7RcJrRtSYp/V6zZy/V0PkZuXz7nxfYkMb8iiZat4+4NPWbRsJe+9+jQ+Pj5/x2medgHNwun/w+P4hdVlz4ylHN2cRL24GGJuOp/w+M7MvWQiucdxveg66RbyMrOpU871ok5IAH2//T/qtmvKkY072f7R73gF+BI1uCtnfPIAqx+Zwtb3Zrnc190ENAunX7E+TtucRGixPp53nH0cN+kW8jOz8S6nj71DAuj37f8RUqyPvQN8iXT08Zpa1MehTcMZ89VjBIbVZdOspRzcsodGXVrS4/rzaDkglo+G/pus1Or1sU+gHxe+dDO5mdn4lvc5DvDl7In2nyVpyamk7U+lbuOGJ3w+NVXDphHcP/0JQsJCWfnzEvZt2U3zzq0YdN2FtB/QhReGPkp6Ffq575XnkJ2RRcKiDRzZn4pXHW+iOzTn7Bsuos+IQbw0aiK71m0vd//oDi244M6hZKVl4lfO78ZdBTYLJ/57+xlu98ylHE1Ion5cDK1vPJ+I+M78ccnxPcP1ePXmCq/JHl6e9J/6MA17Go4k7Gbn1wsoyMmjXpeWtL5hMM2G92X2JY9zdNPuv+M0/7EKCj1O9yFIFbhdUM0YUx87C60lMB+4w7KslaW28cAOqj0ItDvlB+kGjDH1gCFAIfZsGFHYhfmmVbSfHBM67l941a9P6ouvkT7t2Ey7de+6laBRwwm55TpSn3ul0nbqdGhH6Phx5G7dxsF7HqTgUErJDby8SvyYs34j+2+7m5wVq0ssP9qsKWHvvk7QqOFkzPqVXCvh+E+uBmn85K3UCavH7sf+y8EpPxQtj5pwPWE3DCHy/jHsfuTNClooad8rn1V527Abh9DgyvNImf47ux56jcLcvJIbeHu53tHNdH/6WvzC6rJ0whQS3v+5aHncY6Npe/MFxD44gqUPvV+tNrs9MYY6wQGsf+07Oo8f6XKb3TOXsXvmsjLL64QE0O62i8jPzmXrl3OrdzI11FNfzubQ0UweHDaAUQO6FC1/4au5fDx7Ba9/v4AJV5xVQQuQm5/PpO/n41vHi88eGEXziHpF667f24Mrnv2U92Yt4epBXfGpY9/e1ybu5ecVCcRENeDjcSPx96lTtM83C9cx8ZNf+d+sxbUiqPbgXTcREd6Qpk0asWTFGq6788HjaufJF9/gUEoq4+++hdHDLy1a/tykd/jwi6959b9TeOyBO4uW5+fnM+Gpl8jMyua1Zx4jvl9vAAoKCrjv0af45Y/5fPjFN9wwZsSJnWAN0fmZ6/ALq8vqRyaz9b1j14uOE6+i1S0X0P6hEax6sHrXi05PjqVOcAAJk76j/cOurxdtxw2lbrumJP2wmCU3T6Iw365yvP6pYAbMeIKOj41m3++rSN9WZoIvt1O8j7cV6+MOjj5u99AIVlezjzs6+nhTJX0c4ujjpcX62OepYPrPeIIOtaiPz33yGgLD6vLLY1NYNvnYF5eDHh1NzxvOZ8D9w5n1yAfVavPsiWPwDQ5g4ZvfM+AB1//eczOz+fLq59i3fgfpyan0vfty+t5z+QmdS0026snrCQkL5YvH3uePKTOLlg+dMJazb7iIS+4fxWeP/K/Sdp4YfB95LkYT9LniLK565mYuHXcFb1z7jMt9vX3rcM3Ld5C4Zgv7t++l99ABx39CNVDcM/Yz3IpHprCl2DNc7MTRtLn5Ajo8NIIV1bxedHY8w1mvfUfHcp7hGp3fnYY9DfvmrmXeFc9AYWHRuvbjhtL+vstpc8sFLLu38t+viLtzx5pqb2IH1P4EBpUOqAFYllVoWdZ8y7IuAW471QfoJkYDvsAcYJJj2XXlby7FeTWKwq93D/KS9pA+/ZsS6468O5mCjEz8zzsHD7/Kh3TVvf1mPLy9SHn8qbIBNYD8khlUWXPmlQmoAeQl7iDz1z8A8O3apcx6d+QTHUFw/67k7NzHwQ9/LLFu38ufkp+eSb3L4vHw//uHVnkG+RN+1xXkJO1n13gXATUAV9ltbiawaRhRA2NJ25FMwge/lFi35oXp5KZn0WJYH7yq0ceNB3ej5RUDWf7oh2TuS632MTUf1hdvf192zVhCzqHqfbtaE+06cJi/Nu6gUf0QRvbrXGLdrRf0xt+nDj8s2UhmOcOPnY6kZ5GWmUOzsHolAmoALSPr0yw8lKzcPDJyjrWz+4CdLduzTXSJgBpAfKcYAFLSKp0p3C307NaZZtGN8fA4/m91d+7ew4LFy2kcFcGooReXWHf79Vfh7+/HD7N+IyMzq2j50pVr2Lp9J927dCwKqAF4enpy723XA/DlNz9SWOwPDncV0DSciPhY0ncks/X9kteLjc9PIy89i+jhffEKqPr1InJwN5qNGsjqCVPI2ufiHugQdUEPADY8P7Uo2AOQc/Aom9/+yR6GdHXFgWl3ENA0nHBHH28r1cfWCfbxmir28UYXfbzF0cfNa0Ef140Oo+WAWFJ3JrNsyq8l1v350nRy0rPocHkf6lTjvtf6nK7EjhjArxM/Iq2CPi7IzWfrH6tJT67+vdHdNIwOp33/LhzYmcycD0tmOP7w8pdkpWfR67J++FShn10F1ACW/bgAgPDmUeXuO+SBK2kYHc6H496sFdfh4gKbhhE50L5ebCn1DLf++enkpWfRrJrPcFGDu9Fi1EBWPvohmXvL/5wGNQsHYO9vK0oE1ACSZtlfmPo2CCmzn0ht5FaZasaY1sBwx4+3VWWoYumaasaYXsAwIB6IBuoBB7Cz31Ybk1gAACAASURBVF6wLGuhi/edCDwGPA58gD2DxDnYddxetyzrbmNMHeAK4AKgK9AI8AK2A98Dz1qW5XLAvzGmBfAEcC4QDGx1vM/L2ENbmwEtLMvaXmq/OsD12AGyjtg15XY63u9py7Jcj6uyOQNoHwC/AE8C5xpjGluWVSZP1xhzjWPbKcB9jv64GGgM/GRZ1pBi20YD44DzgKZALrAG+B8wxbKswlJtNwOudJx/KyAcSAdWAf9zzPBRo/h2iwMge/HSMjeSwoxMclavxa93D3w6tiN76Ypy2/EMa4hvXCw56zeSt3U7Pl274NO2DRQWkpuwmexlK8u0X5HC/DzHq/sHewCCzrQDEEfnlb1hF6RnkrFsA8H9uxIYZ0hbUDbQ6Erdi/riEx1JYU4u2Vt2kbZgFYU5ZQNmIWf3wisogEOfzAQPT+qefyY+zRtRkJZB+tL1ZG3YfsLnVxNE9O0AwN45a8r0cV56FgeWbCJqYCwNu7Vi35/rKm3Pt0EIPZ+/np0zlrD9q/m0GFFxzTRXWl0ZD8Dmj2dXe9+aaPEmexjiGe2a4ulZMuAT6OdDl5ZR/LVxB6u376GXaVpuO/WDA6gX5E/i/hQSk1NoFn4ssJaYnMKO/amYJmElhpHGRNUHYMmmnWTl5OHnc+y2P3ftNgB61YIstb/LomX2cOMze3bF07Pk946BgQHEdWrPgsXLWb1uA727x5XYp0+v7mXai24cRfPoxmzfuZudu/fQtEmjk3wGJ1dY3/YAJP/h+npxcPEmIuJjqde1FQeqcL3waRhC3Is3kPTTEnZNn0/TCmos+oWHApCemFxmXYZjWZjjeubOGjr6eH85fXxo8SbCq9nHXV68gT2OPo4+zj5Or0V93KyPfQ7b5q4t08c56VnsWrqJlgNiadS1FYnzK+/jgAYhnPfM9WyauZR1X8+n07B+J+W43Y05syMAG+atKhPMyk7PYuuyjbTv34UWca2xFqw9rveIPcu+7u7euMPl+jZndCD+2vOZ9sQUkrftOa73qMmc/x73VfAMFzkwlgbdWpFcxWe4bi9cz+4ZS9gxfT7NKniGO+L4czFyUBcS/jerxPtHnW3fH5PnHd/vVcTduFVQDbgQO7tulWVZx1td8j/YtdjWAYuBbMAAQ4EhxphRlmWVrcRoaw2sALKwh556A84QfgTwIZACbARWAiFAd+ABYJgxppdlWSUqNhpjOmJni9UHdgC/A6HYQa6ShXFK7hcC/Aj0xZ6cYZnjWLoC9wBDjTEDSgfiHPt2xq47lwZMtywr3RgzCzsgeDXwVHnvCzQElgB1gXnAUuBgsbbjga8d6zcDM4EgoDd2UG4QMLZUm2Owg4pbsPtuPtAE6AcMdPTbvyo4plPOu5n9R2jejl0u1+ft2g30wDs6usKgmk/7tkXbN3z9xaJgnVPu5i0cHP8Y+buSKj0mj4AA/Af2p7CggOxFS6t4JjWbb8vGAGRvdV2PIXtbEsH9u+LTsjFUMajW7PWSQ8Jy96eQ9H9vc3jGghLLAzq3BqAwLw/z25v4NIkosT71p/nsvPdlCrOyq/S+NVVIjP3t7tGtrofzHN22l6iBsQS3jKxSUK3n89fj4enJ0moONXBq0K0Voe2bcmRLEskL1h9XGzXN9mQ7a6FZWD2X65uGhfLXxh0kJqdWGFTz8PBg/Ih4HvlwFlc+/znxsTGE1w0kOTWN31dvISayAc9ce36JfVo1ashV8XF8PHsFlz35If06tiDQtw5b9h5iwfpEzuvahjsuOvPvO1k3t91xTW8W3djl+mZNGrNg8XK279xdFFRz7tO8nH2aOoJqiTt3u31QLaiVffzpW13/cZq+bS/ExxIUE1WlgE/c8zeAhyerHniv0m2zDx3FP7IegU3Dy9ToCXBkTDiPz505zyGtnD5O27aX8Gr0cZdq9HHOoaP4ldPHgbWojxu0tO97KeUEWVK274UBsdRvEVmloNp5T1+Hh6cnMx85vvtebRXR0v6s7Cvns5y8bS/t+0NEy6gqB9X6jBxEaFQDfAP8aNw2mrZ9Yjm4K5mvn/2kzLZ+wf6Mff42Ni/ZyOwPZhz/idRgwc5nuC2un+HStu6FgbEEtYysUlCt6wv2M9zyByr/LO/5dQW7flxMkwt7cs7sZ0iet9auqRbbgoY9DQnvzmJzseGoIrWZuwXVujleTyRi8AIw2rKsfcUXGmMuBqYDbxtjfrQsy9VUKVcCk4GbXWTJHcauSTbTsqyiHGVjjD/wBnAtduDo1mLrPICPsANq7wO3OPc1xhhgNnatM1fewQ6oTQNusiwrxbGfF3ZQ7AHHsQ50se/1jtcvLctyTrvzAXZQ7VoqDqpdCPwMDLMsq0R1eGNMFHYfBgHXAB86s9Ic2WvfAWOMMb9bljW52K6zgK8ty1pXqr3WwG/AXcaYTy3LWlTBcZ1SnoGBABSkuZ61qDDNHrLmERxYcTv17G+F/QcNpODwYQ4+9H9kL1mOZ71QQq4fS8D559LghadJvup6yHMx/LCY0IfH4dWgPmnTvyEv0fU3du7GMzgAgIKjrmcuyncs9wqpuJ8BjvyyiP3vfE3mui3kpx7Fp3E49YYOouENl9H09QfYfv0THP3jWH0v7wZ1AQi7eSiZ67aSePuzZCfsxLd1NI3/fSuhF/ShICOLXeMqr5tXk9Vx9HFOOX2c65gBzacKfdzyigE0Oa87f948iawDVZuko7RWVw0CYMsntSNLDSAt075dBPm7LlQf5BiWcTSz8gDtuXGtCasbyPjJM/hh8Yai5Q2CA7ikd3uaOD63xY27vD/Nw+vxwldz+XLeseBz++hwLu7VDn/fOmX2+adKS7ev6UGBrj/vQUH2v5ejR49d+4867gNBQa73CQ4MKLGdO3NeL3LLmRnRubxOSEClbTUdNYCo87uz+KZXya7C9WLfLytoPmYQbccNZcktr0GBnRVRp14QrW6+AAAvPx88/epQkFXxUOqarLI+zjuOPl5SxT7e6+hjM24oS0v1cUwt6mPfYDubN+uo66Hv2Y7lvlXo49gR/WkzuDvf3PYaGcd536ut/Byf5axyni8yHcv9q/B84dTnikG0iGtT9PP2lZt5/1+vsj9xX5ltR068jsB6wbwy6vHqHLZbcV4Hcst7hnMsr1O38j5ufsUAGp/XnYU3TarS9QJg4Q2v0u7ey2l3zxDqmiZFy/fNXcvOrxcUXUPk+BVqogK34G5BNef0OC6HNRpjzsUOfJU20ZmxZVnWTBfrsSzre2PMVMf+8dhZYKUdAu5yNezUEWD63sXyTGPMHdjZWEMpFlTDzsTqgp3ddnfxYJxlWZYx5gnsGnKlz7M9MBJIBMZalpVZbL98Y8x47KGXA4wxnYpn9RljfDjWR8UrsH6HnXHWyhjT37Ks8qqD52IHFV1Nt3g39nDa5yzLmlKqH3YaY27EznK7Ezvg51y3xNUbWZaV4OiDd7CH7NaYoFqlnDV9KrmXeDiGF3l4e5H69AtkzbdHH+dnZJDy72fwbtYUn/Zt8Y/vT+Yvv5fbTt27biXgrIFkr1jN4Vdrz8yflSkqnVSFe/aB974t8XP21t3sff4jcvcdovG/byHy/jElgmp42pMQFGRls/2Gf5O3305KzVyVwPYbnsDMfpt6lw1k7/Mfkrev8qnc3Zajkwsr6eTAJg3p+vgYdny3kJ3fH98/1TrB/jS9uFetmqCgKpzDYqry2PTjko38+7NfGdS5FTcN7klU/RD2HDrCO7MW88zUP1i2eTfPX3dBibafmz6HL+et5vYLz+DCHm0JDvDF2rWf57+ay+1vfctDwwdyRf/OFbyrODlHt1SnblvRv5x/wnNx0b2v4utFQHRDOv17DLu/W0jSd1W7Xmx4birhAzvR+JLeBLVuxIF56/Dy9yXyvG7kpWWSl5GFd4BfiVpgtVIV+9g/uiEdq9nHG4v1cXDrRuz/p/YxVXuGq9ukIWf93xg2/LCIjT+6zyNqTeG8jlanztlzl00AIDA0iOiOLbh03CjGf/8s7975MuvnHJstvMvgnvQeOoDPJrzLgZ1lhzP/U3hU9ZrcpCGd/z2Gnd8tZFcVn+E8fevQY9ItRA7qzIqHJ5M0cxn5mTk07NmGzk+MZeDXj/LXTZPYM6vshFQitY07TlRQkfbYwxdL/1dirmpjTENjzDXGmBeMMe8aYyYbYyZj1yUDaINrv5QTTCredpwxZpwx5nVjzAeOdt8EcoAwx6ybTs7pZ34op93yaok5x/f8UDyg5mRZVgH2RA4AZ5RaPQRoACRYlvVnsX1yAGfudEUTFix3NaTUwfmXXHnDZ5dhDzntYowpUcHfGONnjLnUGPOkMea/xX4nwxyblPc7OS0KHNkMnuVkJng4shwKK8lMKDhqZ7QVZueQtaDsTSxrnj0k0TlM1JWQO24maNRwsles4uB9D0Gu+357XJozQ82ZsVaapyNrJP/o8WeAHPriZwpz8/DvEINnsVpU+Ufs303GCqsooOaUtz+FjJWb8PDyIiC29XG/d03g/BbTp5w+ruP4Rr+8rAmnXi/dRH5WDksert5sacU1H9oX7wC/WjNBgZMzQ82ZsVZaepYzk63iQsKJySk89skvxEQ24D9jBtMisj5+Pt60iKzPf8YMpn10OL+sSGBJwrFh6d8t2sBnc1YxakAXrju3BxH1ggnw9SEupjGTbr4EvzreTPpuPhnZlZYo/UdwZqg5M9ZKS0+3/x04M9YAgh33gbRyrvdpjn2Cy8l+cydFWQ/lZPAUXS/KyQByinv5ZvKzcln1UNWvF9n7D/PHeRPY8r+ZeAf40eKac4g8rxv7flnOghFP4eXnQ+7hdApz3bumaGV97F3NPl5dzT6e4+hjr1rcx85MNL9gf5frfYP9HNtVfN+74PkbycvK4ecJx3/fq82cGWp+5Txf+AX5l9iuOtJT09j45xomjX2SnOwcrnnxDuo4sq4D6gZy5VM3sXH+GuZ+XLuHHxZlB5fTx95BVXuG6/6y/Qy3YnzVP8tt77iY6Et6s+6ZqWz76Hey9x8mLy2Tvb+vYuGNr+Lp402XJ8ZUuT0Rd+ZumWrOemRhrlZalvUKUDQWyxizHbvIP8WW3Qy8BFSU013eVCWJ5e1gjAnCDkpdUkG7zrad0wI5C7C4bNeyrMPGmMPY9cmKa+l4vd0Yc3sl71e6r5wBs8kutn0fuAu7/tud5QT6yu2DYse1xB69WqEGwG4AY8wZwJfYddTKU6Omj8lLtAuPezd1fcjeTexfbd7OnVVqpyAjw+W3SAVH7V+Bh6/rYWN1/3UbQVcMI3vpCg6Oe5jCbPeu71Was5aas7Zaab4t7HodOeXUXKuKwuxc8tMz8Q4NxjPAl4J0+2E7e4sdmMg/4voP5fzDjiG+fq5/N+7iyBa71klwy0iX64Nb2MvLq7nmVK9Tc3zqBjJ07X9dru949xA63j2EXTOXMu+6l11uEzPaMUHBR+VnZbqj5o4JBRL3u54RbocjaNvMUSS8PH9t2EFefgHdWjUuM+GBp6cHXVs1Zv3OZDbsSKZHa/vaNG+dPRmB8+fiGoYE0jyiHht37Wf7vhTaN40os80/TXPHNT1xp+trSuIue3nx+mnOfbaXs88Ox/Ly6rS5k7TNdn3PwJauK1MEOq4XaVsqLgge2qk5deoGcsF619cLc89lmHsuY8+MpSy69qWi5TkHj7Lm0Q9Z8+iHJbZv2Kc9Hp6epKzcWuVzqamcfRxUTh8HVbOPz69CHy8u1cdrH/2QtbW4jw86anzVa+G6j+s1t/v40LaK73sRHZrjVzeQf6182+X6PncOoc+dQ9g0aylf3eTepSKOx76t9mc5opzPcrjjs1xezbWqyDySwbblm+gyuCdRbaLZsWYr9Rs3JLhBCG37dOKt7V+63O9fnzwKwNR/T+b393867vc/3Y46n+FiXD/DBTme7dIqeYYLdTzDXbLO9fWi3d1DaHf3EHbPXMpf19rPcJHnOCYjmF+2/u3h9TvIPnSUwOgwfOoFkZNSe74oFXHF3YJqy4GrsIv/V5sxpjvwFpAH3I89XHMXkGFZVqEx5ilgPOUP0qjoa8GnsQNq64GHsOu+HShWIy0Juz6aq7Yrysl1lWPv5XhdBlRW2bOoTpkxpgn2rKUAVxhjLnCxfQEQiD289F0X6yvqA+dxfYE9mUNFsh3HFIA9sUEE8B7272czcNSyrALHkN5Z1LCBM9nLVwLg27O7PRSjWEDMI8Afn9iOFGRlkbN2Q3lNAJC7ZQv5Kal41QvFs149ClJK/tHt3bIFAHl7ytaKqDvuLoKGDiFr0VIOPjgBamGmSdpfdv2n4H5xZfrZM9CfgG7tKMjMJn2Fddzv4duyMd6hweQfzSDv0LEaEmkL7GEEfm1cF453Ls/d5d7DCpwPQ5EDOpXpY+9APxr2aENeZjYHlm2usJ1t0/7E20XNsOAWkYSf0Y6Utds5tHobKWtdx+UbxMVQr0Mze4KCvyr+d+NunAGtvzbsoKCgsERALD0rh5Vb9+BXx5vY5uWV0LTl5NnZISlpri/DzuV1vD2PYx8vl+v/aXp2jQVgweLlFBQUlJgBND09gxVr1uPn60tsh3ZFy3t168w7Uz5n/qKl3Dh2ZIn2du7ew/adu2kUGU5044p/v+5gv+N6ET7Q9fWiQc825GVkk7K84uvFjqnz8HKRmRnUMpKGZ7Qjdc12Uldv4/Da7VU6rmaOgPyur+ZX8UxqrgOOPg4rp4/rV7GPd5bTx4HF+vjwP7SPdzgmwWnRv2OZPvYJ9KNJ9zbkZmaTVEkfr/3qT+q46ON6zSNo2rsd+9ZtZ++a7exbt/1vPX53Yf1l/wnSrl9nPDw8Sgzz9A30o2W3tuRkZrNtRcIJvU9ohD3LdUG+fb9LT0lj/ue/udy2Vc92RLRsxNrZyzm8L4Ukq+Ivv2s65zU5opJnuIOVPMMlTnX9DBfUMpKwM9qR4rgmpxZ7hvPysTMDfRsEl9nP08e7KHO5IKfimtBSscKCGvUnsJTD3YJqPwIvAp1L1wqromHYwZlJlmW94GJ9qxM4tuGO15GWZZUIdBljAgFXXyE4p3Rs5mKdc4ZPV9PFOe8Asy3Lur8ax3gNx4b8dqpk2+twHVSryE7sPnyi9KQDFeiPHVBbZlnWDS7Wn8jv5KTJ351E1sIl+PXuQeDQIaRP+7poXcgN1+AZ4E/6199RmHUstlg0Y2hisRt4fgHp3/xAyLVXUfeOm0h58rmiG6J3TAsCLxxMYV4embPnlHj/0IfuI/DSC8lasIiD4/8PcmrPkM/icnbs5ejc5QT370qDsRdycMoPResi7rkSr0B/Dn4yg8JiBd59Y+wAhjPTDMAnOoKCnNwytc+86oXQ5Hl7YtnU7+dCsToxWRu2k75kPYE92lN/5Lkc+uLYEIL6I8/Fr3VTsrcnkbHqxB4GT7e0xGT2/LGaqIGxtL72HBKKzdTUadxQ6gT6kfDhb+QX6+PgVo7ZpjYf+3Z5eamsBqcWI/oTfkY7dv+6kjXPlTcyHGKcExR8XHsmKHCKDgvljLZN+WvjDr6YZw/FdHrrp4Vk5uQyrE/HEhMGbNtrf1ZbRNYvWhYXY2dm/rpyM2PP6kqbxscSkTfu2s+vKxPw8IAebaJL7DN37TY+mr2Cs7q0IrjYH4BT/1zNvtQ0GoYE0LLY+/wT5OblsXP3Hry9vErMyNm0SSPO7NmVBYuX89n07xk9/NKidW+89zGZmVkMv/QCAvyPVTDo3qUTLZtHs3TlWmbPW0h8v94AFBQU8PJb9gxqI4ZcWK06bDVVRmIy+2avJiI+lpbXncPW945dL9rePwzvQD+2TfmV/Ixj14ui2Sw3H5vFes0E19eLpiP70/CMduz7dQUbni11vfDwwMvfp0TbAM2uHEj05X1IXbOdndPdP+CTkZhM8uzVhMfH0uK6c9hWrI/N39DH0cX6eGMV+7jplQNp4ujjXbWgj1N3JLN1zmpaDoil29Vns2zyL0Xr+t47FJ9AP1Z8/Bu5xe579R2zLB4qliH468SPXLbfaVg/mvZux+bfVzLvhWkn6SxqvgM79rF+7kra9+/CgLGD+WPKsbLWF90zAr9AP+Z+8gs5xfo5wnGf27fl2Ge5fuOGeHp6uqyN1vfKs2nepRWHdh9g90Z7kq6UPQf5+CHXGVdjX7iNiJaN+O3dH9k4v7p/RtY86YnJ7P1jNZEDY4m59hy2FHuGa3//ULwD/dhShWe4VeU8wzUb0Z+wM9qx97eVrCt1vTiwaCN120XT9q5LObhkU4ngWftxQ/Gs482hFVvIS68sz0LE/blVUM2yrE3GmGnYAay3jDGDXE0aUAHnXw1lvpYwxoRxLIvreJTbNvbEAK6epp2VuC8yxgRZllU6N3ZUOe81A3gSGGKMGW9ZVqVfAThmGr3G8eMYy7I+Lme7esAe4AxjTFvLsjZW1nap47oT+/dT1aBaRf0GrieeqBFSX3iVsHcmEXrfnfh2jyMvcQc+7dvh2z2O3MSdHHm75HTUEZ/bczfsPmNQieVpUz7Br3scARcMxjumJTnLV+IZGopffD88fH05/Oqb5O869nARfN1YAi+9kIKsLHITNhM8pmwX5SZsJmuu+z/4Auye8BYx05+j8eM3E9SnM9mbdxLQpQ1BZ3Yme8su9j5f8qHW/GZP1LC6+cVFywJ7daTJM3eStmgtOYl7yD+cRp1GYYTEd8MrJIiMVQnseWZymffe9eAkYqY+S5Nn7yTkvDPI3rQD39bRhAzqQUFGFjvHvQoF7l+ween4Dzjnu4l0f/JqIvt24EhCEg3iYojo24EjW5JY/WzJ4RMXzbW/k/is0ei/5f29g/xpeklve4KCqbVzgoKHR8Rz9ctf8uy0OSyydtIysj5rtu9lScIumoWHcsfFZ5bY/rL/2J/rla/9q2hZp+aRXNq7Pd8uXM/oF75gUGwMUfWDSTp4hNlrtpKbl8/ogV1oFdWgaJ+R/WKZscRiU9IBLn1iCgM6tiQ4wJeNO5NZvGkXXp4ejB8ej5en+5dY/W3uAn6f+xcABw7ZWb+r1m7gkSdfBCA0NIT777gRgOT9B7nkyptoFBnOz9NLzKvDhPtu56pb7uPpV95m0bJVtGgWzZr1FouXr6J5dGP+dfPVJbb38vLiyYfv5fq7HuKeCf/h3Pi+REWEsXDpStZtTCAutj1jRw452ad/yqx66H36//A4sf+5hrC+HTmasJt6XVsR1rcDRzcnsf6ZkteLs/+0rxffRJ7Y7dzL34fz177F/jlrSdtuD2Vq0Kst9bu2Im3bXhZf9xKFee5d68tp1UPv06+cPk7bnMSGUn18lqOPv/0b+vg8Rx+nF+vjerWwj3+eMJkxXz3GOY9fTbMzO3BwcxKN4mLs/9+yhznPlwwg3PT78wA80+yqE37v3rdeTANHkC68vf29euzw/kR3t8sH71y6idWf/3HC71MTfDbhPe6f/gQjH78O06cTezfvokWX1pgzO7JvSxLfPf9Zie0n/mYPk721+YiiZdEdWnDT2/exddkmkrft4ciBVAJDg2kR15om7ZqRlZbJ5Htfo/AfOtPkioc+IP77icT952rC+3XgaEIS9eNiCHdck9eVul4MnmdfL6ZFndgz3IZXvyXqnK5E9O/I4HnPs3f2avKzcmjYow31u7YiLzObleUE60RqG7cKqjncBvQA+gC/OWp/rSy9kTGmD2XrcDkDRGONMe85g1jGmGDsemIVF7Sp2Ebs7K/bgaeKHUd37KGhrswBVgOxwEvGmNucATJjTGvg/1ztZFnWcmPMN9iTDnxpjLnLsqxdxbcxxkRhD+F83dHmACAGSMcebumSZVkpxpgfgcuxs9UeqOzEi3kee2KIh40x+4H/lg74GWN6A9GWZTmfVpy/k0HFg3jGGE9gAvbvuUbK353E/mtvJfjGa/Hr3QO/M3uRf+AQaV9M58j7H1J4pMI5LYoUZmdz4M5xBF11Bf7nxBM49FIKc3LIWbOOtE+nkr1wcYntvRrZSY+efn4EX+36hpj+48xaE1TL2bGXzZfcS8S9owke0JXggd3IS07hwAffse+Vz4pqm1Ukc81mUr75A/+OMfi3b4FXUAD56ZlkbUwk9cc/OfTpTApzy8ams7fuJuGiu4n41yiCB3YjqE9n8g+nkfLtHJInfV4iG86dpSUmM+v8CXS6fxhRA2OJGtSFrORUrHdnsvalr8hJPf6JIKqi+eVnUifQj8RvFtSqCQqKiw4L5dP7R/Hmj3+xYEMif67fTlhIIKMGdOGW83tRN9Cv8kaAiVeeTdeYxny3aD0LNiSSkZ1DoJ8PcS2juPzMjpzXrWQ9ywBfHybfO5yPfl/Bb6s2M2OZRV5eAfWC/DknrjVjB3WlU3PXtVjczcaErXw749cSy3Yl7WVXkh0caBQZXhRUq0jTJo344r1JvPHuR/y5aClz/1pCWIP6jB5+KbddN5q6IWWHusR2aMvn777KG+99zILFy0nPyKBRZAS3XHslN4wZgY+Pe9deLC4jMZk5gx+h7QPDiYiPJeKsLmQlp7DlfzPZ+OJ0ck/S9aIgJ4/d3/xF/Z6GsAH2vFLp25PZ8NxUNr/9U5nsKnfm7ON2DwwnvFQfW6egjxu46OMttayPU3ckM/niR+l37zBaDowlJr4LacmpLH1/Fn++8hVZh0/efa/lgFiantGuxLIm3dvQpPuxOblqS1DtwI59PHPJeC66dwQdBnSh48A4Dien8PsHP/HjK1PJqEI/71i7ld/f+5FWPdrRMT6OwNAgcrNzObBzH7+88z2zP/iJlD0HT8HZ1Ezpicn8dt4EOtw/jIh4+xkuMzmVhHdnsv7Fr07a9SJrbwq/Dn6EtrdfTOTZXWg+sj8enp5kJqey/fM5WG98XyIbTqQ286jONMY1hSNg9CXQ17FoM3ZmVDp2Yf4YjhXN/x24wrKs/Y4srFVANLAfe4ZMD+whiDnAT9iBpMcty5pY7P0mAo+VXl7qmIZxbNbLPjWvPQAAIABJREFUVcAGoJHjGD/HDg41A1oUnz3TGNMZmI09zDMR+As7uBcP/IAdQGwKNLYsK6nYfiHAd9jBsizHeyZiBxKjgXbYQz39LcvKMsZ8CIwBPrIsa2y5nWu3PQQ78LYPaGJZVp4x5hrgA2CKZVnXVLBvPDANOwNtD/bv5aCjL2Icr19YlnVFsX2+Ay7GrrM2Gzhc7Lxfwg7szbEsa2BFx13a7jMGud+H240c3OP+M9m5g3U5NWqOjlppyOQaG7uvNby7nne6D+Ef4ceOE073IdR67j+It+bb4Ov+mbM1XaJH7avDWxOdlV2n8o3khAzb80mtvixvaH1Brf17tl3CT7Xmd+eWdy3LsvZYltUPuABw5pWehT3sMA5IBl4GelmWdZZlWfsd+6VgT3LwDpAGXOj4+SugK+UPQazKMU3DDoTNxg5qXYwd4LobO5hV3n6rsANIn2JPEHAZ0Bx4HBiNXYutADhUar8jjnMeiz2MNAY7u6wb9kQMbwODHQG1YGCoY1eXwz5L+Qk7EBaB3cdVZlnWbKADdrZeMtAbO6OuKZCAPRHEI6V2G4Y9ucNmYKDjvNZhByRnVOf9RUREREREREROBbfMVPunMMb0ww6YrbUsq7KJBaQUZaqdXMpUOzWUqXbyKVPt5FOm2qmhTLWTr9Z8rV6DKVPt5FOm2qmhTLWTT5lq7kuZavK3McYEGWPauVjeDjujDmDyKT0oERERERERERGpkDtOVFDbRALrjTEJ2MMj07CHf3YDvLBrwk06bUcnIiIiIiIiIqdUYUGtSeaq1RRUO/2SsYvxDwJ6AXWxJ1xYhD3BwduWZeWevsMTEREREREREZHSFFQ7zRwTDtx3uo9DRERERERERESqTjXVREREREREREREqklBNRERERERERERkWrS8E8RERERERERkRqkoFATFbgDZaqJiIiIiIiIiIhUk4JqIiIiIiIiIiIi1aSgmoiIiIiIiIiISDWpppqIiIiIiIiISA1SqJpqbkGZaiIiIiIiIiIiItWkoJqIiIiIiIiIiEg1KagmIiIiIiIiIiJSTaqpJiIiIiIiIiJSgxQWnu4jkKpQppqIiIiIiIiIiEg1KagmIiIiIiIiIiJSTQqqiYiIiIiIiIiIVJNqqomIiIiIiIiI1CAFhR6n+xCkCpSpJiIiIiIiIiIiUk0KqomIiIiIiIiIiFSTgmoiIiIiIiIiIiLVpKCaiIiIiIiIiIhINWmiAhERERERERGRGqRQExW4BWWqiYiIiIiIiIiIVJOCaiIiIiIiIiIiItWkoJqIiIiIiIiIiEg1qaaaiIiIiIiIiEgNUlh4uo9AqkKZaiIiIiIiIiIiItWkoJqIiIiIiIiIiEg1KagmIiIiIiIiIiJSTaqpJiLy/+zdd3RU1drH8W9676RAIBACHGogoUiVBAtFxQoWLCjY7vX13ivYC/be9XqtKPaKDRWwIdIJRfoBQgqEkIRU0uv7x0wCgQnMIJji77MWS3PKnr13TuaceebZe4uIiIiIiLQgtXVOzV0FsYMy1URERERERERERBykoJqIiIiIiIiIiIiDNPxT2qyaKqXLnkyB7UrZuzeguavR5lU46To+2d6etqy5q9Dmdaha0txV+Fs4a9PDzV2FNq/661eauwpt3tcPpTZ3Fdq8/NqK5q7C38IWd7fmroKI/AUUVBOR46KAmoiIiIiIyMlRpznVWgUN/xQREREREREREXGQgmoiIiIiIiIiIiIOUlBNRERERERERETEQQqqiYiIiIiIiIiIOEgLFYiIiIiIiIiItCC1WqigVVCmmoiIiIiIiIiIiIMUVBMREREREREREXGQgmoiIiIiIiIiIiIO0pxqIiIiIiIiIiItSF1zV0Dsokw1ERERERERERERBymoJiIiIiIiIiIi4iAF1URERERERERERBykOdVERERERERERFqQ2jqn5q6C2EGZaiIiIiIiIiIiIg5SUE1ERERERERERMRBCqqJiIiIiIiIiIg4SHOqiYiIiIiIiIi0IHWaU61VUKaaiIiIiIiIiIiIgxRUExERERERERERcZCCaiIiIiIiIiIiIg5SUE1ERERERERERMRBWqhARERERERERKQFqW3uCohdlKkmIiIiIiIiIiLiIAXVREREREREREREHKSgmoiIiIiIiIiIiIM0p5qIiIiIiIiISAtSh1NzV0HsoEw1ERERERERERERBymoJiIiIiIiIiIi4iAF1URERERERERERBykOdVERERERERERFqQ2rrmroHYQ5lqIiIiIiIiIiIiDlJQTURERERERERExEEKqomIiIiIiIiIiDhIc6qJiIiIiIiIiLQgtTg1dxXEDspUExERERERERERcZCCaiIiIiIiIiIiIg5qUcM/DcM4nkVj55imOfVE1+XPMgzjc+BCYJJpmp8fsv0m4CUbp1QCe4HFwNOmaW78Syp6khiG0Q/4FzAa6AjUATnAbmAZ8L1pmosOO2c/EHKMos8wTfOnE17h4+QS1o6AG6biOWwwLgH+1OzPo3TRUgrfeJe6A8UOleUWE43/lZPxGDgAl+BAaotLqEpJp+SbHyj57sdGx/qcOx73Pj1x7xGDW7donD09KXzrfQr/9/aJbF6L4d4+hI63XkJgQhyuQX5UZeeTN38Ve579hJrCErvK6P35g/gP79vk/pXRF1NXUXXUMiL/PYlOt10KwJaL76fo9w32N6KF824fTNzMC4lMiMUjyJey7ALSF6xh/bNzqSwsPa4yw08xGPvZ3Ti7OPPHC1+x7snPG+337diOi1Y+3+T5KV8v57d//Pe4Xrsl8okIZsjMC4lKiMUz0JeS7AJSFqwh6fm5VBxnH7c/xeDcTyx9nPTiV6x66rA+bh9M/E0TCe3XBb/IdngE+FBeUExhWjbbPvmN7XOXUltdcyKa12J4tg+m120XEZbYH/cgXyqyC8j8IYltz8ylys73i8OFDO3JyC/uwcnFGfO5L9n6xGdHHOPi7UGPmybS4ewheEeFUltRRcGGFHa++j1ZP6//s81qMRb++jtJ6zaybccuzJ27KCkt46wzE3li1m0Ol7UvO4eX33yPpSvWUFBURGhIMGNGDePGa6YQ4O9n85zklDRemf0Bq9duoLi0lA7hYYw7fTTTr5iMp4fHn21ei5F1oIxXlpgs25VNQXkV7Xw8SOwewQ0jeuDv6W53Oev25DJnVTJmdhG5JRUEe7sTE+rPZfHRjOgadsRr/rJ9H0t2ZbErt5j9JRV4u7nQMzyAyXFdOK1H+xPdzGYVFBHMebdcQr/RA/AJ9KMwJ591C1fx9fOfUVpk33vFuOsm0nNYXzp074hvkB91tXXkZuSweckGFr75Lfn78hodHxgezMBxpxCbGE/7bpEEhAZRUVpO2qZd/Pr+QtYuWHkymtqsQiJCuHTGFOIS4vEL9Cc/O4+VC1fwyfMfUWLHe7KHlwenjB3KwDGD6do3hnYd2lFXW0vGrgx+/3ox378zj+qq6iPOc3F14ayrzyHhgkQ6dI2ktqaGtG1pzH/ve377ctFJaGnz8YsIJmHGhXQb3R+vQF+KswvYtjCJxc/PpbzIvueLYdefRZdhvQntFol3sOVaLsjYT8qSjSx/4wcOHHYtAzi7ujDk6rHEnj+SkK4R1NbUkm3uJum9n9j45dIT3UyRFqtFBdWAOTa2RQBjgRLgcxv7l/yZFzQMIwkYCAw2TTPpz5TloD3Az4f8HAzEAVcClxqGca5pmj/8hfWxi2EYTwMzgFtN03y6iWOuBl7Hcn2lA78ABUA4EA+MAIYACU28zDwgt4l9e4+37ieaa2R7wme/hEtIEKWLllKVmo5Hn574X3YhXsMHkzXtX9QWFtlVls/ZYwm+ZwZ15eWULVlB9d4snP18cIuJxnPEKUcE1YL+fQPOfr7UFBZRk5OLc6fIk9HEFsGjczh9vnkM99BA8uavpGxnBr4DutP+2rMJTBzA5nPvojrf/gDmnmc+sbm97hiBBe9+XYn890XUFJfh4uvlUBtaOr/OYUz4ehZeoQGkz0+icGcm7eK60nv6OCITYvn+vAepcKCPAVx9PBn5/PXUlFXgfIz+ytucRvr8NUdszzd3O/SaLZl/5zAu+HIW3qEB7FqQRMHOTMIGdKX/9HFEJcQy9/wHqShwMBDv48lpz15PdVkF7k30sX/ncLqfN5zs9cmkLFhDeWEJnoG+RCXGMuaZ6zAuHMk3lz1OXU3tiWhms/PuHMap8x7AMzSAzB+SOLBzL0FxMcRcN56wxP4snng/VcdxLce/eAPVZRW4NdHPbv7ejPz6PgJ6RVG0bTep7/2Ci7cH7cfGM+yD29hw9xx2vbXgRDSx2b32zseYO3fh7eVFeFg7UtKO7+80fc9eLr9hBnn5BYwZNYzozh3ZuGU773/2NUtXruG9V58hMMC/0TkbNm9j2s13UFVdw5mJI4kIa8fKNX/w6tsfsnLNet564THc3e0POLVUu/NLuOqDJeSVVpLQLZzoED82Zebz4ZoUlqVk886UkQR6Hbudn65L5dEfN+Ll5sKY7hGE+3mRdaCMn3fsY+mubP45yuDaYT0ajv94bSpvr9xJZIA3g6Pa0c7Hg71FZfyyPZOVafu5fFBXZo7pczKb/pcJjQrnri8eISA0kLULV7EvOYPo/t0445qz6Ts6jkcvvJsSO96TR192BhWl5Zgrt1CUU4CLmytRfaIZO/0cRk0ew5OX3k/65pSG40+fOp4JN55PTnoW25ZvojCngJDIUAaOO4U+o/qz4M1v+eRhWx+HWqeIzhE8NvdJAkODWLlgBRnJe+jevzvnTDuXuNEDueuC2zhQcOCoZfQe0of/vDiTA/lFbFy+kVULV+Ab6Mug04dw9b3TGDp+GLMuvYeqQ74YdXVz5d537yd2RH+y0rP45TPLR66BiQP59wsz6No3hrcfeuuktv2vEhQVxtVz78c3NIBtC5LITd5LhwExDJ02nm6j+/P2hQ9QZse1PPCyMVSWVJC2cisl+4twdnUhok9nhk6fwIDJCbx7ycPs25zWcLyzmwtT5txG9Ii+5O/OZv3niwHonjCA85//B+37dmHhQx+ctHaLtCQtKqhmK+PMMIwELEG1/S0xI+1P+OPw9hiG4Qa8DFwHvGoYRhfTNI8ne6/ZGIbRBXgVcAFuAN4wTbP2kP0uWLLXBh6lmAf+4gDncQm641+4hASR99RLFH/yVcP2wP/ciP+Uiwj4xzXkP9Z0Fk499769CL5nBlXJKWTffAe1ufmND3BxOeKc/Xc9TFVKGjX7svE5eywh9zueIdBaRD92He6hgaTc8yZZs79v2N551lTaXz+RTrdPIeWO1+wur6mg2tE4ebjR7cWbKdmQTHnKPkInJThcRks29NGpeIUGsOKeOWx7+2AAd/CsKfS5bjzxt09i+R2OZUGe8uAVuPt5s+Hlbxl4x+SjHpu3OY31z849rrq3Fqc+MhXv0AB+v3cOG9852MfD75vCgGvHM/S2Sfx2l2N9PPKBK3D392btf79l6O22+3jfmu281fd6qGt8K3F2deGcD24ncnhvuo4fTPK8tpEd0f/xa/AMDWDD3e+w662FDdv73n853W6YQO87JvPH7bMdKrPfw1fi5ufNjhe/ofddF9s8pufMCwnoFcXeeatYff2LDUHKLY/6MfqHh+g7awpZv/xBScq+429cC3H7zdcRHtaOqI4dWL1uI9f83+3HVc7Dz/yXvPwC7vz3DUyZdG7D9idffJ13P/mSF16bw6zb/q9he01NDfc8+ixl5RW89PgsEkcNBaC2tpYZ9z7Kj4uW8u4nXzH9iqO/37QGj/64kbzSSm4/rS+XDoxu2P70L5t5P2kXLy/exj1jY49aRlVNLS8u3oqHqzMfXXkqXUJ8G/ZNyz3AJe8s5q3lO7hqcAzurpbnjL7tA3nzkmEMimrXqKxduQe48r0lvJ+0iwm9I+kdEXgCW9s8rnj4WgJCA/lg1lv8POfgd9gX33MVY6efwwW3XsZ7d79+zHLuHXsL1Tay3E+95HSmPn4DF8y8lOevfrRh+671O3n84vvYvnJLo+Pbx0Ry95ePMnb6Oaz46nfSNu36E61rOa57+EYCQ4N4477X+P6deQ3br753GhOvPY8pt13Bq3e9ctQy8nPyee7mp1n23dJGGWmePrN5+NNH6TWoN+OvPItv3jj4LD7uygnEjujPtqSt3D/lXirKKgBL1tuDHz/CxGvPY9WPK9m8YtMJbvFfb8LDV+MbGsAPs+aw+p2D970z753C0OkTSLx1Mt/ffez73v/OvIMaG9dy3CWJnPPEdBJvncxHU59q2D74ijOIHtGX3Wu28/6Ux6my9vFPXh5c+dFdDJ0+AfPHtaSt2HoCWvn3VaeFCloFzanWgpimWQXUP51GAV2bsTrH6zzAHfjJNM3XDg2oAZimWWOa5i+maT5l+/TWwSWyPV7DBlOdkUnxp1832lf42jvUlpbhM+F0nDw9j1lW4M3X4eTqQu59jx0ZUAOoOTKDqnz5amr2ZR93/VsLj6hwAhPiKE/PIuvtxombu5/+mJqSMtpdNBpnr5M75CfqzsvxiAon+d8vQW3byOip5xsVSmRCLAfSs9n2TuOR1eue/oKqknK6XjgCVwf6uNOZ8XS/ZDQr73uPsiwb1/TfjH9UKFGjYylKz2bjnMZ9vPoZSx/3cLCPu5wZT6+LR7PkvvcoOUof11bVHBFQA6itriFlgSU7MDA63O7Xbcm8o8IIT4ylJD2bXbMbZ/due+pzqkvK6TRpJC7e9vdzxNiBdL40gQ33zKH8KP3cfsJgALY+9VmjrL/K3APsfPV7nN1dib7qNAdb1DINGdifzp0icXI6/gf93RmZLFu1lsj24Vx64TmN9v1z2uV4eXkyb8HPlJaVN2xPWr+RXam7GTSgb0NADcDZ2Zlb/jENgE+/+o46G9d7a7KnoITlqTl0CPDi4vgujfbdOMLAy82FeVv2UFZ55HC3QxWVV1FcUU3nIN9GATWAriF+dA72oby6ltKqg88Yp/Vof0RArf74M3t2ACApvamBBK1HaKcw+p46gJzdWfzy7vxG+75+7hPKS8oYfv6puNvxnmwroAaw+rtlAIR3aTxkdu2ClUcE1AAykzNYPc9yTs+hbSMbMDwqnLjR8WSlZ/HDnO8a7fvo2Q8pKylj9AWJeByjn1O3pLD4q9+OGOJZXlLG169bAml9h/VrtG/ouGEAfP7ypw0BNYCKsgo+e9Hy5epZUxu/97RGgZ1CiRkdS/7ubFbPaXzfW/TsF1SWlBN7wQjc7LiWbQXUALZ8twKA4C4Rjbb3HGe57y15+euGgBpAVVkFi1+0/F6GTD3T/saItGItKlPtRDAM4wLgRiyZUD7APuAn4DHTNHcectzZwLeHnLraMIxDixpsmmaSYRhOwGRgApYhix2wBI3SgfnA46ZpZp6o+pumWWAYRjngCbgd1jZX4B/A5UBP6zF5WOYp+8XaxgLrsb7AAaDENE1fwzCux5I5ZgCFwFfAndbX8wHusbYzEkufzQYerg+KHVJevacMwzg0MFY/HLR+go42HfHxHBQHQNnKNUd8YK0rLaPij014DRuMe79eVKxe12Q5LmHt8IyPpWLzNqqSU/EYOAD3Xt2hDiq376Qiab3ND8R/F/4jLQ9Jhb/9cUQ/1JaUc2D1NgIT4vAd2IOiJfZNQxgycQQeUWHUVlZTvmMPhUs3UneUDyf+w/sSMf0s0ma9TfmuE/an3mK0H2F5eN+7eNMRfVxdUk726u1EJsQSOrAbmUs2H7M8zxB/hj81jbQfktg1dyndJo865jle4UH0uHwMHkG+VOQXk7NmB/lb287Qz8jhlj7ebaOPq0rKyUzaTtToWMLju5Gx9Nh97BXiT8IT09g1P4ntXy7FmHTsPj6ck7MTUWP6A7C/jfR16MjeAGQv2mjzWs5dtZ3wxFiC4rux345r2b2dP3HPTGfv96vZ88VSoi4+tcljPcMsmTslaUfe+kqt20JHto0PyifCyjV/ADB8SDzOzo2/3/Xx8SauX2+WrVrLhs1bGWq939afM+KUQUeU1ymyPV06RZK6O4PdGZlEdexwkltw8qxK2w/AsC6hOB8WuPTxcGVAZDDLU3PYkJnPKZ1Dmywn2NudIG930vKLScsrpnPwwcBaWl4x6fklGGH+dg0jBXB1sfyeXJxbf9ZEz+GWZ4vNv/9xRBC2vKScnWtM+p46gJi4HmxddnxTHPc/zTIgY/e2tGMceVCNdRqKGhtfprZG/YZb7jHrf19no5/L2Ja0lbjR8fSIN9i49PjmqK2prrb+t3GfBYUGAZCVfmR28D7rttgRR8/2bA2irc9wuxYfed+rLClnd9J2YkbH0jG+Gyl2PF/Y0uP0eACyt6U32u4bGgBAfvqR97383ZZt0cN135O/hzYVVDMM4yXgJqAG+B1LcCgOuAa42DpPWf08ZruxzOF2NpbJ8Q+fx2u/9b8ewMdYAkpbgI1YgnVxwM3AJMMwhpqm2fid5vjbEIslWFYGHH4n/hjL4gclWOaSywNCge7AbcB7WOYuO7zM/wLTgEVAKpY5zW4A4gzDOAP4DUtm3GJgJ5bhmQ8AgcAt1mKqsPTXIKAPkAQc+u5cnz9d3w8TDMPobprmDsd6oHVw69wRgOq0PTb3V+/OgGGDcYvqeNSgmntvo+H4sFefwXPQgEb7K3fsYv+ts6je02KmkvtLecVYPhiV77Ld/vKUTEiIw6trB7uDat1fndHo58qcAlLveoO875YfcayLnzcxz/8fB1ZuZd9b3x2xvy0IiLF8i17URMCwKGUfkQmx+HeNsCuoNvzJa3Bydmb5HfYPsYsc3Y/I0Y2/Zc5ctoUl/3qNkr2tPysi0NrHBSm2+7gwZR+MjiWwa4RdQbXRT1j6+Lc77e9jzyBf+k09E5wsQbmOo/oSGB3B9i+XkvZT0+9RrYlvN8v7RUkT13JJyj5IjMU3pr1dQbW4p6aDkzN/3HbseXcq8g7gFRGET1QYB7ZnNNrn3TmsUf0EUtMt987OTcwH2rljJMtWrSV1d0ZDUK3+nC5NnBNlDaql7c5o1UG11DzLxO2dg3xt7o8K8mF5ag5peSVHDao5OTlx5+n9uPu7dVz27u8kdo8gzNeT7OJyftmeSUyIH49PPNpMHAcVV1Tx8/ZMnIBh0U2/ZmsR0dVyfWQ18V6RlZJJ31MHEN61vd1BtVEXn0Zw+xA8vD3p2DOK3iP6sX9PNp8/8b5d53v6ejFw/CnU1tayefEf9jWkhYvsavlb3bsrw+b+zJS9xI2Op0N05HEH1U6bfAYA635b22h7UV4RHbpGEtYpnD07Gz+rR0RZMq58AnwJDA2kIOeIj06tRkhXy/NFbhNTC+Sm7iNmdCzB0RF2B9XiLknAPyIYdx9PwoxORI/sS8HuHH5+/ONGx5XmHyCE9gR2CmX/zsbP6UGdLPc9zwAffEIDKMkpdLRpIq1KmwmqGYYxGUtArRA40zTNVdbtTsD9wH3Ax9ZAT4Fpmn8AU60LFYTQ9Dxe1cAkYJ5pmg3jEAzDcAceB/4DPGM95s/UPwgYDDxn3fScaZplh+zvjSWgthM4xTTNvMPOHwTYumv5ABOBPqZpJluPDQVWAadgWYlzH3CqaZrF1v3DsATt/s8wjMdN08w2TbMCS389jSWo9kkTCxV8CjwEtAM2GYYxH0uwbi2QZJrm0WcjbSWcfX0AqC22vWpR/XZnP9sPxfVcgi3fpHmfnkBtQSE5M++jfPU6XAIDCLjuSnzOOpPQFx4l8+LpUH30oR5tkYufNwDVB2yvXFRjXdHIxd/nmGXlLVjF3le/pmRTCtX5B/DoGEropETaXz+R7q/egnnloxT82ji40OXh6bgG+bLlovv+ZEtaLjc/y8TrlUVlNvdXHrBsd/f3PmZZ3S4+lahxg1h0w0uU7z/2Ih3VZZWsf+5L0uevodj6TWdQr04MmHEB7Uf0Yeynd/LNGXdTfciwgtbI3c4+9rCjj3tefCpdxw5iwY0vUWZHH9fzDPZj8C0XNPxcV1vLule/Y+UTn9pdRkvnZn2/qGpipbP67W529HPUpaNpP34Qq657gQo7+jnrx3V0uWIMPWdeyOobXoJaS8aAW5Av3a6fAICLpzvOnm7Ulh99leG/g+ISyz3S18f2e7evr+V3dODAwXvsAet91dfX9jl+Pt6Njmutiq1DsHw9bD+i128/cIzVqgHO7NmBUF9P7vx2DfM2HwwshPh4MLFfJzoGHvtvoa6ujgfm/0FuSQWT47rQNcT2qqytibf1vaK0iWeLMut2bzueLeqdeslpxMQdXPRh1/odvP6vF8hOs28exasfv5GA0CB+eXc+mcm2g1Ctjbf/0fu5frtPgP39fKjxV51FfOJAdm1K5udPGg99TPp5NT0H9eKimyazadlGKisqAXD39OCimw7Ou+gb4Nuqg2oe1mu5ook+rt/u6cC1HHdxIh3juzX8nLE+mbk3/5f8tKxGx+34eR2dBvZg5D/PJXXZloah0K6e7oz6v4PzZHoF+Cio9ie0rUln2q42E1TDsiIlwBP1ATUA0zTrDMO4H7gA6AtcBbxgb6GmaVZjY9VR0zQrDcOYCVwNnGMYhrtpmpUO1PcswzBsjevLA641TfPNw7bXT3qz8vCAmrU+R5vY//b6gJr12BzDMN7CEvwygHPqA2rW/csNw1gEjAFGAnbPIG6aZp5hGKcD7wKxWAJ6E627awzDWAK8YJrml0cp5vChuPX+a5rmTfbWpXlZh0cca+imddiLk6sLuQ8/Q/kSy7wF1SWl5M56AtcuUXj06Yn3aaMoXfDryaxw69QwNObYQ2T3vTGv0c/lyXvZ/fgHVGblEf3ItXS6c0qjoFrQ+FMInZRAyp2vU5GedXhxfxsN8yYdo4t9O7ZjyANXkPLtSlK/tW/S+/LcItY//UWjbVkrTRZe+gQTvrqP0PhudL8sga1JeRc2AAAgAElEQVRtZNXEJln7+FhvF34d2zFy1hXs/HalwwsLFCRn8kqny3FydsInIpiu4wYxeMaFtB/cg++mPk1FQesORNjFyb73Ze9O7ej34BVkfLOCvd/Y189bn/yMsIR+RE4cim/3Duz/fTMuXh5EjBtIdXEZ1aXluHp7tplVVk+2+l+RI/O2NfxWW//oxKOqb6c9zfxu8x4eXPAHY7q357rh3Wnv701mUSmvL9vB4z9tYs3uXJ4698jhtId65tct/GhmEt8xmJmJvf90/VsFO98rDvXI+XcB4BPoS+e+Xblg5qXc9+0TvPp/z7Hpt/VHPffie65i8NnDMVdu4eOH3zneWrc+9j/CHWHouGFMm3Utedl5PHnDY0cM/5w3+xuGTRhOr8G9eeHn/7L2lyScnJyITxyEl68XuftyCYkIobaNvyc72ft55BCzz58FgFegL+37diHx1slcO+9hvrjpJZJ/O5hRuHL2AnqOH0LUYIMbf3qSHb+ux8nJiW6J/fHw8aJoXx7+EcFtvo9FoI0sVGCdE6z+qeCdw/dbV9Cs355wnK/R2zCMfxuG8ZJhGLMNw3gHy7xjtViGiHZ2sMg9WIZT1v/7BFgJBAGPGYZxyWHHb8QyJHSSYRgzDMPo6MBrzbexrX5+uW2maaba2F8/bNPhMRTWLMABWIaRPg78iiWDsH7lz7nWIalNmUfjvqn/t8LRupwsDZloTXxj7mz9lr2pTLaGcg5YEvfqKiopX3rkh7eyxZZJa9379DzuurZmNdZv2Fz9bH+b7mLNAKppIjPFHtkf/kRtVTU+fbvi7GNZWMIl0JeuT95A4e8byJpj68+n7ahqyETzsrnfzdfSJ5VNfAtab8Sz11JTXsmKOx1bwdKWuppatn+4CIDwU2wG2FuVymP0sbudfZz49LVUl1ey+O7j7+O62jqK9+ayYfYCfrtzNhEDuzNkxoXHXV5LUnXg6Jlo9VmZ9dd8U+Keu56a8ir+cGDF24qcQhaNu4fkN+bj6u1J9NQziBg3kKwf17Js8qO4eLpTVVhCXVXbmCvpz6rPUKvPWDtcSYnld1mfsQbgZ73fFjdxXy22nuPXRPZba+HrYZlOt7jCdnZ6iXV7/XFNScsrZtYP64kJ8eORs+OIDvHD082FaOvPvcMD+NHMZHX6/ibLePbXLbyftIuBHYN5+aJTGlYJbe3qM6S8m3i28PL1anScI0oKitmyZAPPXPkQVRWVTH/m/3DzaHreukl3XsHY6edgrtzM81c/SvUxFqBoTUqLjt7P3ta/75Iix77UGXLmUG55+VYKcwu4d/JdZNn44rOirIK7L7qDT1/4mOrKas64dCwjzz2V5I07uP3cmThZ5wYszGvdGVT1mWgeTfRxfaZ8+XFcy2UFxexason3r3ic6vJKznv2BlwPed+pKqtgzqSHWPzil9RUVhN/SSJ9Jw4jc0MKb503q6GPS3Ptz6oXaa3aSqZaBJYAYTmWoYy21Gdq2Z6MownWYZ5vYVkc4Gj8HSkX+MM0zak2Xq8fliDUR4ZhFJimOR/ANM391sUGXgWeBp42DGM3luGb3wKfNZEpV2Yrsw2oz0yzPSnYwf3HXr7SBmsgc7H1H4ZhuGCZy+1BLIG1fxiGMc80zR9snN7UUNwWo8o6l5prZ9uxTVfrnC9V6U11r7WcVMv+2tJS2yv0FVl+DU4eJ3d1y5aqLNkyR4NnV9uxXc9oy1wSZU3MuWaPuooqaovLcA7yw8Xbk9qScjwi2+EWEkDAqFiG7rWdqNn7k/sBSL1vNvvenGfzmNagMNkyp4x/1/Y29/tHW+YeKdp19CEsIX274B7gw6WbXrW5v/+/zqP/v84jfX4Sv0x7/pj1Krc+hLl5H9dbUItSYO3jwGjbfRxg7eOCY/RxaN8ueAT4cM0G23086ObzGHTzeexakMT86cfu4/RfLfP2dBjW65jHtgbF1jldfJq4ln2s/VycfPQFRwL7dcEtwIcJW16zud/4z/kY/zmfzB+SWHn1sw3bK3MPsPHed9l477uNjm83ojdOzs7kr99ld1vaui5Rlntn2m7bw9zS9li2Hzp/Wv05qU2ck27d3tQ8ba1Fl2BLUDAtv9jm/vR865xrwUcPHi5PzaG6to6BnUKOWPDA2cmJ+E4hbMkqZOu+QgbbWPHzqZ838cGaFAZHhfDihUPwcmsrHxlgn/WZIbyJ94pw63t1U3Ou2aOsqJTktduJH3sKkT06kbox+YhjLrl3KmdOO5utyzbywjWPUVnuyICXli/DOpdah662/ybbR1ue7fam2D/cdfhZI/jPizMpyMnnvkvuJjO16d9RRVkFHz3zAR8980Gj7WGdwgkOC2Zvyl5KClt3lnau9RoNiY6wuT/EumJnXhNzrtmjoqiUPWt30HPcYEJ7dCRzY0rDvqqyChY98zmLnmk8qCuwUyh+YUHkpuyj/E988S3SWrSVO2RDArE1mHO0Yxx1J5aAWhqWIaYrgez6AJZhGBuAfn+i/EZM09xoGMazwCPA7RySZWaa5nuGYXwPnAuciiVIdbH13yzDMEaZpnn41zXHyrn9S3JyTdOsARYbhnEm8AeW1UvPA2wF1Vq8iiTLMEGvUwaS7+TUKCDm5O2FR/++1JaXU7lx61HLqdqZTE1+AS5BgTgHB1Gbl99ov1tMFwBq9h7/zbA1K1pqmSA4YHR/y3CMQ/rZ2ccTv8E9qSmroHjN9uN+Dc+YDrgG+VF9oJSqPEsgpzr/ANkf/mTzeL9TeuMV04H8n9dQlZVP6YlZo6TZ7Fu2BYAOp/Y9oo9dfTwJG9yD6rIKctbsbKoIAHZ+vgRXG0u2+0eHEzGsF7mbUsndkEreplS76hVqnc/jgI1VpVqbjOWWPu5ko4/dfDxpP6gHVWUVZK09eh+bX9ju44DocCKH9iJnUyo5G1PZvznVrnr5RFjmdKyrbhtDM3KWWvo5LKGfzWs5ZEgPqksryD9GP6d/9jsuNvrZt2sE7Yb1omBjKgUbUii081ruPCURgD1zl9rZkrZvSLxl1b1lq9ZSW1vbaAXQkpJS1m3cgqeHB7F9DgZ8TxnYn9fnfMzSlUlce+XFjcrbnZFJ6u4MOkSE0SnSdqCktagPcC1PzaG2rq5RQKykopr1GXl4ujoT2z7oqOVUWv+u88tsB2rySy1zVbq5NB60UldXx2M/beLTdakM7dKO588fgqdb28hQq7dtuWVtrT6j+uPk5NRoZUpPH0+6DTSoKKsged3xP1sABIYHA7ZX87z8wemMuXIcmxb/wUvXPkFVRdsKqAFsWm4ZKjhgVJyNfvai56BeVJRVsH2taVd5o84dzb+e+w+5+3K57xLbGWr2OOPSMwFY/NWi4zq/JUm1PsN1PfXI+567jyedrM8Xe45x3zsWvwjLtWzvUM74Syz3vU1f6b73Z9W19TkN2oi2ElTLxBIc8jIMo71pmra+toi2/tfR2T/rFyCYaprmokN3WBdBiHGwPHvUf511RPqAaZq5WIadzrbWwQDeBoZhmSPtupNQnxPGOhfdIixBtVa7hFR1RiZly1fjNWwwvpPPpfiTrxr2BVw/FWdvLw588S115Q1rW+DauZPl3LTdBwuqqaV47jwCpl1O4M3XkffAkw03RLeYaHzOHktddTWlPy/+axrWwlSkZVGwaB2BCXGEXz2erNnfN+zrNPMSXHy8yHp3AbWHTGTv2c3yjWj5zoN/6h5R4dRWVlG1r3HSpmuwHzHPWabpy/16CVgfFir35rJr5is26xTz3E14xXQg8/VvKfr9+FarakkOpGWTsWgDkQmx9Jx6OtvePjjZb9zMC3Hz8cR87+dGiwXUrxhaeEjGz6r73rNZfrfJo4gY1os9P69n3ZONv8lsFxdD3qZUag8bEhcxojd9rh0HQHIbCEQUpWWT/tsGokbH0u+q09n4zsE+HjzD0sebD+vjhhVDD+njJbNs97ExaRSRQ3uR9st6Vj3VuI/DBsSQt2031YdlQLh6ezDy/isASPvl6PP9tBaladlk/bqB8MRYul5zBrveWtiwr+etF+Hq40nKnJ+oKT3Yz/UrchYfsnLZxnsaZ5rVi7r4VNoN60XWT+vY+sRnjXc6OeHi5d6obIDOlyXQ6YIRFGxMZfcXrf9adlRVdTW7MzJxdXFptCJnVMcODB8Sz7JVa/noi2+ZMungpNb/fet9ysrKmXTuBLy9DmaqDhrQj65dOpG0fhO//r6CxFFDAaitreW5/1lWwp183lkOzcPWEnUK8mFYl1CWp+bwydpULh0Y3bDvf0tNyqpquKh/Z7zcDz7Cp+RappKIPmQRgbhOlg/BP5l7uXJwDD3CDg6o2JZVyE/W1TwHdz6YpVZXV8eDCzbw5YZ0RnQN49nzBuHRRoZ8HionPYtNi9fT99QBjLlyHD/POfj97rn/uRhPHy9+/WAhlYe8J0dYVyPfl3zwvSIksh3Ozs7k7D7yy5/Rl51B1wHdyc3IYc+2xl++XfXYDYy+9HQ2/LqWl294qmGC97ZmX9o+1v22lrjR8Yy/6iy+f+dgVv+lt1yGl48XC97/gYpD+jkyxpKRmpHceKRH4kVj+OdTN5OTkcN9F99FTkbOMV/fy9eLsuLGw/3jEwdy7rXnsz9zP/Nmf/Nnmtci5Kdnk/zbBmJGxzL4qjNY/c7B+17CLRfi7uNJ0vs/U3VIH4dYny9yD3m+CIhsh5OzEwW7j+zX+MvGEDkghsKM/WQfdi27+3pReVgfd0vsz9BrJ1CUmcfK2W17ChWRem0iqGaaZol1Fc8hwJXAE4futwa/rrL+uOiw0+s/aTTVF8HW/+62se884NhLJzmuPlBnO/f/EKZpmoZhPAF8BfQ/CXU53FH7yzAMp6NkC9aLsv736GMjW7j8x1/AffZLBN/6f3gOjqcqJQ2Pvr3wHBxHVdpuCl+Z3ej4Dl+8A0D6oNMabS+a/SGeg+PxPftM3LtFU77mD1yCAvAaMwpnTw/yn/sf1XsaD2/0OXcCHgP6AuDayfKg5zVqGC5hljhldWo6RXMaL33dWqXc+Tp9vnmM6IenEzCyH2U79uAb18Py/8kZ7H6icVr/gMUvAbCiw8GVDv2H9qbr0/+gaPlmytP2UV1QjEdkOwLHDMQ1wIfi9TtJf9j2B+m/gxV3vcOEr2cx9OGr6DCyDwU79hIaH0P7EX0oTM5k7WEBhPMXPwXAO5HHGhV/dIPuuoRAI5J9y7dSkmkJeAb1iqLDyD4ArH3yM3KSdhytiFZj8d3vcMGXsxj10FVEWvs4LC6GjiP6kJ+cyYonG/fxZYssffxKpz/Xx/E3nUPk0F7sXbmNAxm5VJdV4NshhKiE/ngG+pC5ejtrXm79Hyzq/XHHbE6d9wCxj0wldGRfDuzIICi+G6Ej+3Bg5162PN54tdPTl1gWsf4q4rI/9bouXu6M3/Q/cn7bRHGqJbM45JSeBMd3ozhlH6uueZa66rYxn9rPi5fxy+LlAOy3Zlf/sWkrdz/8DACBgf7cetO1AGTn5DLxsuvoEBHGwi/mNCrnnhn/5PIbZvDY86+ycs0fRHfuxMYtJqvW/kGXTpH86/qrGh3v4uLCw3fdwrSb7+A/9zzCmYkjaR8eyoqk9WzetoO42N5cefF5J7v5f4m7zujHVR8s4YmfN7EyLYeuIX5szMxndXounYN8uOnUxvOsnv/WIgDW33ZOw7Z+7YM4t18nvt64mynv/c6Y7hG09/dib2EZv+7cR1VNLVMGRtOt3cFA3GvLtvPlhnQ8XZ0xwvyZveLI7BYj3J8x3Vt3NiDAe/e8wV1fPMKUB6bRa0Q/MnfuoeuA7vQa3o99yRnMferDRsc/+vOLAFzT5aKGbVF9ovnnq7eSvMZkX0omRfsL8A30o2tcDzr16kx5cRlv3PISdbUHs3sm/msSoy89nYqyCtK3pHLWjecfUbf0LSmsW7j6JLX8r/X6Pf/jsblPcu2D1xM7oj97du6mx4Ae9BvRn4zkPXzwZOMvi17+9X8AnB918FruO6wf/3zqZlxcXNi0bANjJp9+xOuUFJUw763G97KXf/0fqVtTyUjeQ1VlFd1iuxM7oj+F+wt49JqHWv3Qz3rf3/M2V8+9n/EPXEX08D7s37mXyLgYy/8n7+XXpxrf9/75i+W+92DnKQ3bIvp0ZvJr/2b3mh3kpmRSklOEV5AvHeO6Ed4rioriMr76z/+oq607rKynyNqazv7kvdRUVtMhNproEX0p2V/Ix9Oe1tBP+dtoE0E1q2eBj4HbDcP4yTTNNdAQULsHy0qU+7FMeH+o+nSWXtieCH8b0B7LHGAz6wNGhmH0Al480Y2wzqlWv5LpN4dsH4pl0YDvTNOsOGS7E3C29ce0E10fGw7tL1tmGobRDXjNNM21h+4wDMMNuBGYYN30ycmp4l+jOiOTfVfeSMD1U/EaPhivEUOo2Z/HgY/mUvjGu9QWHbCrnLqKCrJvnIn/VRfjfWYifpMmUldZSeUfmyn64HPKl6064hyPAX3xPWdso23uPWJw72GJx5avWd9mgmoVaVlsGn8rHW+9lMCEOALHxFOVXUDmm/PY8+yn1BQcM/ZM8YZk9n/xGz6xMXj3icbFz4va4jJKt6WR++0yst9bSF1V25kc2FEH0rL5dsK9xM28iMiEWCLHDKAsu4Atby5g/XNzqTxJK0Mmf7GEqPGDaNe/K5GJ/XF2daFsfyEp36xg69s/kr3KviEhrUFRWjafn3Uvg2deRNToWDonDqA0u4ANby1g9fNzT9rqm1s/XER1aQVh/bvSYWgvXL3cqSgsIWdjCsnzVrL1k9/a1IqUpWnZ/Db2bnreNonwxFjCTxtAeXY+yW/MZ9szX1B1kvq5trKajK+WEzzEIHS05QuPktRstj75GTtf/f6IDLbWbNuOXXz9Q+Ph8Xv27mOPdZqCDhFhDUG1o4nq2IFP3nqR/775HktWJrF4+WpCQ4KZMulc/nHNFAL8/Y44J7ZPTz5+8wX++9b7LFu1lpLSUjpEhHPD1Zcx/YrJuLs3PSF8a9IpyIcPrzyVV5aYLEvJZsmubEJ9Pbl0YDQ3DO9BgJd97bx/XH/iO4bwzabdLEvJobSyGh8PV+Iig7mgfxTjejWe6yqj0PIBuLy61mZADeCcvh3bRFAtJz2LByfezvm3XEzf0XHEJsRRkF3Aj29/xzfPf0ZJ4bGfLdI2pfDjW/PoPrgXsYnx+AT6Ul1RRc7uLOa//g0/vv0d+Zm5jc5p1ykMAA8vD87+5wW2imXJ57+2maDavrR9zDz7Fi6dMYW4hHjiEweSn53PvNnf8MlzH1FsRz+HRobh4mLJmDz9kjNtHpO9O+uIoNriL38jLiGengN74eLmwv6MHL567Uu+/N/nFOW1ncnz89OzefOce0i45SJiEmLpnjiAA9kFrJw9n9+en0u5HcHDzE2prHhrPlGDDbonxuEV6EN1RRX56dksf/07Vs6eT1HmkVN0b/xqKTGj+9NpYA+c3VwozNjP8te/Y+n/vqU0z77PQSJtgVOdA0vsNgfDMBKwTNyfZppml2Mc+xJwE1AD/AZkAXFYhhqWAOeapvnzYedcBnyAZWXNhVgCbwAPmaaZZhjGGOt2F2ALllU422GZ0+wnLAG3AcDgQyfXNwzjc+BCYJJpmp8fsv0m4CUsWVqH1sUTywqip2CZny0JON00zULreZcD72HJXluLJbjlAQy0nlcAjDJNc5P1eF/gAFBimqavjb46G8sCB9+Zpnm2jf1PYwnu3Wqa5tOHbO8CmIAblqy/VCxDbz81TXOhYRj3YBmGCrAXy/xp+UCItZ/CsSyefb9pmg8e9pr7rcc16svjlT7otJZ9cbdye/cGNHcV/ha2OZ2MZFg5VGmbWAe7ZetQ1XYCdy3ZWZsebu4qtHnVX9ueGkBOnH8+lNrcVWjz8mvbTqC/JYtzcnQdO3HUfWkftO4x/8cwP/ySNvt5dlzWx23md9emPkqYpvl/wEVYgj3x1v/3wTLnWNzhATXrOR8C/8Eyj9lYYJr1X6h1/y9Y5itbYN12DpbA0H1YFgw43vEcHbEMSa3/NwnoAfyOJTA4oj6gZrUIS8bdMixBtPOBRKAQeBzoWx9QO5lM00zF0u4lWAJ6U7H0V6z1kJewtOU1LHPd9bf+PBJLcG02MPTwgJqIiIiIiIiISGvS4jPVRI6XMtVOLmWq/TWUqXbyKVPt5FOm2l9DmWonnzLVTj5lqp18ylT7ayhT7eRTplrrpUw1ERERERERERGRvzEF1URERERERERERBzUllb/FBERERERERFp9TR5RuugTDUREREREREREREHKagmIiIiIiIiIiLiIAXVREREREREREREHKQ51UREREREREREWpA6nJq7CmIHZaqJiIiIiIiIiIg4SEE1ERERERERERERBymoJiIiIiIiIiIi4iDNqSYiIiIiIiIi0oLUakq1VkGZaiIiIiIiIiIiIg5SUE1ERERERERERMRBCqqJiIiIiIiIiIg4SHOqiYiIiIiIiIi0ILVoUrXWQJlqIiIiIiIiIiIiDlJQTURERERERERExEEKqomIiIiIiIiIiDhIQTUREREREREREREHaaECEREREREREZEWpK65KyB2UaaaiIiIiIiIiIiIgxRUExERERERERERcZCCaiIiIiIiIiIiIg7SnGoiIiIiIiIiIi1IbXNXQOyiTDUREREREREREREHKagmIiIiIiIiIiLiIAXVREREREREREREHKQ51UREREREREREWpBaJ6fmroLYQZlqIiIiIiIiIiIiDlJQTURERERERERExEEKqomIiIiIiIiIiDhIc6qJiIiIiIiIiLQgdc1dAbGLMtVEREREREREREQcpKCaiIiIiIiIiIiIgxRUExERERERERERcZDmVJM2q7ZaMeOTaXedV3NX4W9hoEdhc1ehzVtWFdDcVWjznJq7An8T1V+/0txVaPNcz/1Hc1ehzevw0D3NXYU2r6eTZ3NX4W9haV1Bc1dBRP4CCqqJiIiIiIiIiLQgtc1dAbGLUnlEREREREREREQcpKCaiIiIiIiIiIiIgxRUExERERERERERcZDmVBMRERERERERaUFqtdJTq6BMNREREREREREREQcpqCYiIiIiIiIiIuIgBdVEREREREREREQcpDnVRERERERERERakFo0qVproEw1ERERERERERERBymoJiIiIiIiIiIi4iAF1URERERERERERBykOdVERERERERERFqQuuaugNhFmWoiIiIiIiIiIiIOUlBNRERERERERETEQQqqiYiIiIiIiIiIOEhBNREREREREREREQdpoQIRERERERERkRak1qm5ayD2UKaaiIiIiIiIiIiIgxRUExERERERERERcZCCaiIiIiIiIiIiIg7SnGoiIiIiIiIiIi1IbXNXQOyiTDUREREREREREREHKagmIiIiIiIiIiLiIAXVREREREREREREHKQ51UREREREREREWpC65q6A2EWZaiIiIiIiIiIiIg5SUE1ERERERERERMRBCqqJiIiIiIiIiIg4SHOqiYiIiIiIiIi0ILVOzV0DsYcy1URERERERERERBykoJqIiIiIiIiIiIiDFFQTERERERERERFxkIJqIiIiIiIiIiIiDtJCBSIiIiIiIiIiLUhtc1dA7KJMNREREREREREREQcpU03kT3AJa0fgP67Ca/hgXAL9qNmfR+mvyyh49T1qDxQ7VJZbty4EXDUZz8H9cQkOpLa4hKpduznw1Q+UzPup0bG+543Do6+BuxGDW7donL08KXjjAwr++84JbF3L4dU+mD63XkhEYn/cg3wpzy4gY34SW56ZS1Vh6XGV2W5oTxI+vxsnF2e2PP8Vm5/47IhjnN1dib4skS6TR+HTOQwXDzdK9+aS9dsmtr/2PaV79v/ZprUYrhEhhP9nCn6j43EJ9Kc6J4+ihSvIeuEjaotK7Coj+qNH8R3ar8n9m4wLqKusavg57F+XEv7vy45aZkVaJtsTrrOvES2cT/tgBs24kE4JsXgG+VKaXUDqgjUkPTeXyuO8jtufYnD2p3fj7OLM2he+YvVTnx/znNFPT6fnJQkAfDRyBkWpWcf12i2VZ/tget52EeGJ/XEL8qUiu4DMH5Iwn5lLVaF91/LhQob2ZMQX9+Dk4oz53Jdss/F+4eLtQfebJtLh7CF4R4VSW1FFwYYUdr76Pdk/r/+zzWpRsg6U8coSk2W7sikor6KdjweJ3SO4YUQP/D3d7S5n3Z5c5qxKxswuIrekgmBvd2JC/bksPpoRXcOOeM1ftu9jya4sduUWs7+kAm83F3qGBzA5rgun9Wh/opvZbBb++jtJ6zaybccuzJ27KCkt46wzE3li1m0Ol7UvO4eX33yPpSvWUFBURGhIMGNGDePGa6YQ4O9n85zklDRemf0Bq9duoLi0lA7hYYw7fTTTr5iMp4fHn21ei+EfEcxpt1xE99H98Q705UBOAVsXJvHL83Mpt/O+N/K6s4ke1puw7pF4B/lRV1tLQcZ+kpdsYumb31O0L++Ic5ycnYg9ZziDp5xGSHQEHr5eFGXmkb5mO0ten0f2jowT3dRm5RsRzMgZF9J1dCyegb6UZBewY+Ealj4/l4qi47v3dRxicMnHlnvfspe+YsnTje99zq4uxF1xOmG9OxPWpzPtukfi4u7K/NvfZMPHi05Aq1qWkIgQLptxOfEJ8fgF+pOXncfKhSv4+PkPKbHjvufh5cHQscMYOGYQMX1jaNchlLraWjJ2ZbD468V89863VFdVH3Ges7MzoyaeytjLx9OhSwe8/bzYn5nLtqQtfPn6l+zenn4ymivS4iiodhIZhmEA44DBwCCgB+AETDJN89iffE5MHRYBo49x2H9M03zeenwXIAVIM02zy3G+Zkfg38BYIBrLdbYfyARWAb8e3n5H69kSuHZsT/s5L+ASEkTpr0upStmNe18D/ykX4DV8EJlT/01t4QG7yvKdePSaPRcAACAASURBVCYh991CXXk5pb+vpHpvFs5+PrjHdMF75JAjgmrBM67H2c+XmsIianJycY6KPBlNbBF8Oocx5tv78QwNIGN+Egd27CU4LoYe144nIrE/v058gMp8xwKYrj6eDHnheqrLKnDz9bJ5jJOLM6M/u4t2QwyKdmSQ/uUyaiurCR7Qle7Tx9J50kh+mfgAB7a3/odf96gIun7xJG7tgihcuIKK5D149+9Ou2vOxXf0QHZddBs1BfZdywBZz39oc3tdTU2jn0tWbGzyWP/ThuDVrxvFv62xvyEtmH/nMM79ahbeoQGkzE+iIDmTsAFd6Td9HB0TYvn6vAepKHAwEO/jScJzluvYvYnr+HCdT4+j5yUJVBaX2X1Oa+LdOYxR8x7AMzSAzB+SKN65l8C4GGKuG09YYn9+n3g/VcfxfhH34g3UlFXg2kSfufp7M+rr+/DvFUXRtt2kvvcLrt4eRIyNZ9gHt7Hx7jnsemvBiWhis9udX8JVHywhr7SShG7hRIf4sSkznw/XpLAsJZt3powk0OvYgbVP16Xy6I8b8XJzYUz3CML9vMg6UMbPO/axdFc2/xxlcO2wHg3Hf7w2lbdX7iQywJvBUe1o5+PB3qIyftmeycq0/Vw+qCszx/Q5mU3/y7z2zseYO3fh7eVFeFg7UtJ2H1c56Xv2cvkNM8jLL2DMqGFEd+7Ixi3bef+zr1m6cg3vvfoMgQH+jc7ZsHkb026+g6rqGs5MHElEWDtWrvmDV9/+kJVr1vPWC4/h7m5/4LSlCo4K47ovHsA3NIAtC5PYn7yXjv1jGH7NeLqP7s/rF95PmR3vyYMvG0NlaTmpK7dSnFOIs5sLHfp0YcT0CQycnMBblz5E5ua0RudMfvEm+p09jMK9uWyZv5qKkjLCjSgGXDiK2InDeXfqE+xavuVkNf0vFRgVxpS5s/AJDWDHgiRykzNpP6Arg6aNI3p0LB9c+CDlDt773H08mfDs0e99bt4enHb/FQAUZxdQklOAf2S7P92eliiicwRPzH2KwNAgVixYTkbyHrr378HEaecSPzqeOy64jQPHeIbrPaQPt7w4k6L8IjYt38jKhSvwDfRj8OlDuObeaQwbP4x7L72bqoqqRufNeGkmI885lf17c1g+fxllJWV0NrqQeNFpnHpuAg9cNYuNyzaczOaLtAgKqp1cNwL/OlmFG4YxFXgbmGOa5tRjHL4U2NnEvhN25zYM41RgHuAH5ALLgBwgCBgA/AO4GGgqqPiX1PNECLnrZlxCgsh9/GUOfPx1w/agGdcTcMVFBN10DbmPvHDMcjz69SLkvluoSk4l6x93UpOb3/gAV5cjzsm5/REqU9KpyczGd+KZtHvw1j/dnpYq/vGr8QwNYN3dc9g5e2HD9v73T6HH9RPoe8dk1t4+26EyBzx0BW5+3mx76Rv63XmxzWMixw+i3RCDrMWbWHzJ41BX17Cv98wL6TPjAowbJpB0yxvH17AWpMNDN+LWLoi9979G7px5Ddvb3z2NdtPPI3zmFey95xW7y8t+4SO7jitZuYmSlZuO3OHsTNDkMwDI+6htBCJGPjIV79AAltw7h81v/9iwfdh9U4i9bvz/s3ff4VFUbQOHf+m9k0IaSShDDSR0goQOIgLSFQEFxPLpa+8gqKgI2HsFxPe1YgOUIopUgdDrACmkF0gvm/79sZvAJhuyG8AUn/u6ci2cmTl75mQyc/bZU+jz5BR2PL3SpDwHPD8Ta2d7Dr+7jj5PTa13f1t3JwYtm8u5n/dg7+WKb/9OJp9HU9d96RxsPV04+uwqYj+7dL/osvh22t0zhk5PTeWoifeLrktmYeVkz5m3f6HzM4bvFx0fm4Rzp0CS1+8j6u63qSzXzoJi/bITg357kS6LZpD2xxEKYlMbfnJNxMtbjpFZWMKTw7pya8/g6vQVf5zgy6gY3t1+mgWjQq+YR2l5BW9vP4WNpTlfzRpEkIdj9ba5F/OYvmo7n+05y+zebbHWPQO7tnbl0+n96RWo/8E45mIes9bs5MuoGMZ09qOzj+s1PNvG8eR/5uPt1YpAf1/2HzrGnAeebFA+S157j8ysbJ5+6B5mTBlfnb7s7Y/54psfeeuj1Sx64oHq9PLycha8/DpFmmLeWbqIITf0A6CiooJHF77Mlm27+OKbn5g3s/77TVN385I5OHq6sH7RKv5efeleceOC24mYN4YRj0/ll2frv1e8M+pJymoEGgB6TR/ChKV3Mfyxaay5c1l1ul9oCN3G9idNTeDD8Qsp1ZRUbwufEsnE5Xcz+IFbWkxQbcSSO3DwdOH3Ras5uOrSs2/Iwhn0nncjgx6fwuZnTXv2DV08Exsne/5+fx2DnjB8LZYWFfPd7GWkn4ynID2biIcmEvHwxKs6l6bqniX34erpxsfPfciGVZfacHMWzmP8XRO4/YlZfPDMe1fMIzsji9f/s4JdG3bq9Uizc7Bjybev0KlXZ8bMGsvPn/xYva1daHsG3jyI8+p5Hrv5EUo0xdXbhk0Zzn9ee4ipD0yToNpVkjnVmgeZU+36Og4sRxtEagf81Yhl+VRV1Tvq+Nlc/+H1UxTFBvgKbUDtNcBfVdWRqqrOUFV1jKqqvmh77F0pCnHdy3ktWPr5YDegF6VJKeR984vetuwPvqCisAiHscMws7WtNy+3h+ZhZmlBxjNLawfUAMrKayUV7Y6iPCW9weVvLhwCPfEZHEpBfDrnLgtEAJxYvpayAg1tJkdgYWf8cBTfUT0JvnUwhxZ+QVFqdt3v3UY79Chl6yG9gBpA8iZt7ykbD+daxzU3VgHeOA0KpyQhjYtfbNDblvbm/ygvKMLtliGYmVDHV8tpSE+sfT0pPHgazem4f+x9rxenQE8CBoeSG5/OiVX6vU6jXltLaYGG9pMisDShjtuMDKfj9Eh2P7eGgjQD9w0DBi2bC8DOZ1cbX/hmxD7QC68h2vtF7Of69wt1+feUFWgImDIQC3vj69lnVE/a3DqYYwtWo7lCPbce0xuA08u/qw6oAZRczCP6w18xt7YkaPYwE8+o6UnMLmBPXAa+LnZMCw/S23ZvhIKdlQXrTyZSVFJ7mNDlcjWl5BeX0cbNUS+gBhDi4UQbdwc0ZRUUll56/g3r0LpWQK1q/5EdfQGIir/YwDNrWvr07E6bAD/MzMwanEdCUgq79x3Er7U3t066WW/b/829HTs7W9Zv2kphkaY6PerwMWLiEujVo2t1QA20Q7weuU97//j2pw1U1ngmNjduAV60HxRKVkI6e7/Qv1dsfeN7igs09LhlIFZG3JMNBdQAjm34GwCPIB/99w7Uti2id5/QC6gBnNocBYC9u+Fhuc2NS4AnwZGhZCekc3C1/rNv1+trKSnQ0HlihFH1XKXdiHBCp0aydfEa8q9wT64oLSd221EK0utu57UE3oHehEWGkxafyq+r9dtwX73+X4oKihg8cQg29dRx7MlY/vppW60hnkUFRfz8sTaQ1rW//vQePm201/bRXUf0AmoAezdrr39nDxfTT0qIZkiCateRqqqfqqr6hKqq36qqGt3Y5fkH3AD4Asmqqj6mqqqm5g6qqh5QVfXpf75o15ZtnzAANHsO1Aq4VBYWUXz4BOZ2dtiEXrkniIVXK2x7hlJ8QqU0Og7bXt1xnjUZ55mTte9xFQ3qlsBroHYoT+pfx2rVc1mBhgv7z2Bpb4tHz3ZG5Wfj4UzPFXNJ+m0/8Wt3XXHfXFU7rNNnaI9av4fWw7W//7QdBnpZNTOOA7oDkLejdvCwoqCIwgOnMLe3xT5MMTpPl5sG4nnPZFrN1Q4fNbM2rVO0+62jAcj8aqNJxzVVfhHa6zhx+/FadVxaoCF1/xms7G3xDjfuOrb1cCZy2VxiN0Zx9ocrX8dVOky5geDRvdjx9EqTh5k2F60GdgYgY5vh+0XmPu39ws3IerZu5UyP1+aR8ut+Euu5X9h6aXtHFZyv/WVHVZrnwOY/NHHfee08kv2DPDGvcV90sLGkh587mtJyjqZcOdDrbm+Nm70157PyOZ+pfz2ez8wnPqsAxcvZqGGkAJYW2uashfm/+5l5ub0HjgAwoE845ub6zX0HB3vCunWmSFPM0ROnah0T0bdXrfwC/FoTFOBHcmo6CUkp17Hk11/IAO294tyOY7UChCUFGuIPnMHa3paAMOPuFYZ0HBYOQNpp/Tml0s8kasvQvzOWNlZ62xTdMdG7mn/bAqCN7tkXZ+DZV1KgISlKW8+tjbwn23s4M2rpXM5sjOLkj8Y9+1q6UF0b7tCOQ7Wu5aKCIk5HncLW3hYlvGOD36OsTBtoq6jxJX+8qr22uw0IxdpG/17de3gfAI7ubFnziQpRFxn+2cTo5mF7BhgMtAaK0Q6jPAR8qarqWt1+cUAb3WGzFUWZfVk2xgwHbUjZKgFUVTVTFGUuMB/ohLZnmhtQNatwxrV+76bGKsgfgNLzhufTKo1Pwm5AL6za+KHZd6jOfGy6KNX7e3+yHLvePfS2l5yJIf3R5ylLSL5GJW9enNpqJ57OjzY8ZCo/JhUGh+IY4kP6zhP15tdzxVzMzM058ET9QzpSfj9E4oZ9+N/Uh5F/LiV9x3EqSspwCw2mVR+Fs59u0huO2lzZhGjn4yuJNXwtl8Qlw6BwbIL9KDCyC3/gu/pDlUovZJH83Ifk/ra73mMtvd1xiuxJeW4+2et3GvV+TZ2r7jrOiTH8QTQnLpUAQnEJ8SFpV/3X8aBX54C5OTueMm4Yo6OfBwOen8mZtTuJ29Qy5qgzxLGdtrdSfh31nB+biteQUBzbtuaCEfeLHsvngZk5R574rN59SzLzsPVxwyHQq9Y8i1W9XqvK15zFZWonvG7j5mhwe6CbA3viMjifWUDfNp515mNmZsbTw7vx7IZD3PbFDoa098HL0Zb0fA1/nEmhrYcTS8f1NKpM+cWlbD2TghnQP7ju9/y3iYvXBm/aBBiec7WNvx+79x0kLiGJfr3C9I4JquOYwAA/4hKSOJ+QRKB/872eW4Voy36hjnvFxdhU2g8KpVVIa2J213+vAOg5bTAurT2wtrfBu2MgbSO6kpWYweZXv9bbL/1MIrs+/ZWIeWN4aOsKTv9xiJICDV7t/WkfGcrRX3bz+4raC6E0R+4h2mdfVqzhes6KSyU4MhT3YB/ijXj2jXplDmbm5mw2Yljuv4Wfrg2XHGP4c0JybDJhkeH4BvtydNeRBr3HcN10HAdrzHEbf+Y8P3/yE+PvmsB7f35I1NZ9FBUUEdChDeGR4Wz/+S++XL6mQe8pRHMjQbUmRFGUbmjnFHMCTgPrgErAD+2k/3bAWt3u3wP9gAggGrj80+d1/SSqKMo7aOdG24V2/rQOunJWfR3XVVGUYaqqbr2e5WhM5o4OAFTkG15Rpyrd3MnwB4/qfNy1vRscRkRSkZ1D+sOLKdp3CAs3F1zvnonjzSPwfmcJSZPnQ9mVh9O0RFbO9gCU5hleHaoq3drFod68gqZH4je6F3vmv03xhVyj3n/PvLfo/MhEOj08ARfFvzo9bftx4n/cDRXNewgMgIWTto7L66jjqnQL5/rrOHfLXi588iNFJ6Ipz8rDyt8Lt4lDaTXvFgLfeYK4uS/Wu/CA+7SRmFlakP3TNiprDCdorqydtBMpl+QVGdxekqtNt9Zd71eiTBtE8OhebLnnHYqMuY7NzBjy5j2UFWrY9dwXxhe6GbLSXculdawmV6ZLtzKingNvjaT1jb3YP/8to+4XqVsOETRzKMpjk4i6553qe4OVmyNt7x4DgIWtNea2VlRoDA8Xaw7ydUPdHG0MNx+r0vPqGBJ3uZEdffF0tOXpdQdYfyKxOt3DwYZx3QLwd63/91RZWcnzG49wsaCYqWFBhHi0jGFz10J+gbYd4uhg+N7t6Kit37y8S+2YPF3bxdHR8DFODvZ6+zVXtrp7haaO515Vuq0R94oqvaYPISCsffX/Ew9H8+2D75J5vvbqyr8t+ZILMcncuHAm/WaNrE5POhrDobXbKS1qGc8+G92zr7iOZ19Vuo0R9dxt6iDaj+rFz/e9Q6GRbbh/A3td26wwz/DfZFW6g8uVP4/UZczssfQc0ouY49H8/s2WWts/f/FTkmISmfvcPMbMHludfu7oWf74fivFLeRabkyV0gG7WZCgWtPyMNqA2jOqqr5y+QZFURyB6sHsqqo+pluoIALYeT16pl3BTKC/qqr7apRxN3AY7YIEWxRF+QvYChwE9quq2uJ7sFWrGhZTz7wjZrohK2aWFlx4/nWKduwFoKygkAsLl2EVEohNFwWH4TdQsPHP61rkZklXz/XN72Lv34oeL8wk4Ze/SVy316iszW2s6PP2PfgM7c6hZ1aRtPEA5UUltOrTgR4vzmLIjwvZM//t6vnVWjwj4ocXP/9Z7/8lMUmkrVhDWXomvs/fg8/jMzl3paCamVmLW6DAGMbOm+To34oBi2cSvW4vMeuNu45D7xqNb/9O/DprOSU5hj9A/msYeV+2C2hF1xdmkvTL3yT/Ylw9n172HV6Du+E3rh9O7X3J2HECCzsbfEb3pCy/iLJCDZb2tnrzrbVEVTVrzBW94UQiL2w6wtD2rZk/oD2tne1JyS3k491nWfr7cQ4kXGT5+NrDEC/32p8n2aKmEO7vzmNDOl91+f9Nqv4MTJm3rfovp4V/yDMz8l5xuY9uWQSAnasjvl2DGPHYNO5b9xLfPPA2Z//S7+V906JZ9Jk5gq2vfcvhH3ehyS2gdecgblx4O7NXP8W6hSvZu6Z2AKPlqarnK+/l7N+Koc/N5PT6vagbjLsnC50GXMtV+o3uz7xFd5GZnsnSe16m3MAcz3c9P58bZ97Ef1esYdsPf1KQW0BwlxDmPjePxWte4KMFH/Brjfl6hWiJZE61psVb9/pbzQ2qquarqrrnKvJeqShKpYGfbQ3Ia1nNgJqujBXATcAWtE/KwcCLwAYgXVGUQ4qi3KMoSu3lLK9POa+b6p5odXyba677NreunmzV+eRq55KpLC6haGetKqXwT+1wOeuuxs9n1ZJU9Tip6oFSk5VuKfW6eqZU6f3GfMo1JRw0YXXFjvffTMC4fhxf+h0xa/6gOCOHsvwiUv84wp673sLc2pIeL840Or+mqronWh11fKknW8N7JmR+vZnK0jLsurTF3MGuzv2cBvfE2s+rxSxQUKWqh1pVj7WarJy0C5qU1HMdD37tLso0Jex8xrjr2DnYm95PTOH013+R8EfDhn00J1U9V+vqiWapq//SOnpNVAl7427KNaUcfcr4+0VxRg5/jV5A9CcbsbC3JfiOEfiM7knaloPsnvoyFrbWlOYUUFla+0NJc+KomwMqv9hwz+kCXbpjjbmiajqfmc+i3w7T1sOJl8aGEezhhK2VBcG6/3f2dmGLmsL++At15vH6nyf5MiqGnv7uvDu5b/UqoUKrqodaVY+1mgoKtH8vVT3WAJx0bZr8Otou+bpjnOro/dZcVPdEq+O5Z6NrW2jquVcYUpSdT/TO46ya9QqlxSVMeu1evbnTwiYPov+do/l71Sa2f7CO3NRMSgqLOR+l8uW8FZQUFTPyyelYm7CgSlNV3ROtjmefje7ZV1xHj8EqNy7XPvu2LDBtldB/g8Jc7d+qvZPhv0l73d93Qa5pbbi+I/vx2LtPkHMxmwVTnyYtvnaPy6GThzH2znGsX7mOte9/z8XUi2gKNZzaf5Ilc16guEjDrKdmY2tf/6JtQjR30lOtadkHjAE+VBRlIbBdVdVr1W92F3DOQPrpBuT1Q10bVFVNBkYqihIKjAP6Az3RBgx7AB8AkxRFuUlV1RIDWVzLcl43pXHaoSpWbQzPO2IVqE2va861S/kkAFBRUGjwW6SKPG3Qzdym+TeuGiIvWjsPh2NbH4PbHUO06fkxhudcq+LaLQhrFwfGn/jI4PbOD02g80MTSNoYxe473wCg9QjtHDPpu2ova59zMp7izDwcAjyxdnOkJKv5TvxeHKO9Rq2DDV/L1kHauWeK65hzzRiVJaWUFxRh6eqEuZ0NFQWGP6i43zoKgIv/axkLFFTJ1l3HLrr5ZWpy0a0Ol1PPddyqaxA2Lg7MPvahwe3hD04g/MEJxG6MYvO8N3Hv4I+lrTUdp0fScXqkwWNu3fkaAJvmvtHs51vLP6edU8axjnp2DNbdL6KvPMm6a7cgrFwcuPGk4fuF8vAtKA/fQspvUey78/Xq9JKLeRxf+AXHF+oPs20V0Rkzc3OyDscYfS5NVZC79oPb+TruefFZujnX3K8cdNkTl0FZRSU9AzxqLXhgbmZGeIAHJ9NyOJWaQ28DK34u33qc/x6IpXegB29P6oOdlTRnawoK1E5ZcD7B8L37fKI2/fL506qOiavjmHhdel3ztDUXF3TzT7Wq417hobtX1DXnmjE0uYUkHDxL51G98ergT/KxWACUodq2Rcye2m2L/IwcLkQn49s1mFYhviQfj23w+zcFmbr6cws2XM9uumdfZuyVn33eXYKwdXHggcOGn30DHpjAgAcmcHZTFD/Of/MqStz8JOnacL4hhuc49A3WpifHGj8384CbInj07cfJzshiwfRnSYkzfGzVYgTH9tSebzc7I5vEc4m07dYOv7Z+RB/7N6zXJ/7NpBXStCxHu4LmMGAzUKwoymHgL7SLFBy7irw/VVV11dUXEYDz9e2gqupRoPouqyhKd+AJ4DZgOPAg2vOt6VqW87rR7NeuZmPbv6e2a/VlATEzeztsenShokhD8dFTdWUBQMnZGMozs7Fwd8Xc3ZWKTP2lv63aBgFQlnzlBkdLVRXQ8onsVqueLR1sadW7A2VFxVw8YCgOe8n573ZiYWAVOacQHzz7dyLrWBxZR2PJPn7p0raw1n6zbGNgjh5za0usdN+8VpQ077nuCnSNIacbwmrVsbmDHfY9O1FRVEzhIbXB72Ed4oelqxPleYWUZRmeC8XSyx2nIb0pz80nZ0PLWKCgSvJu7XXsP6hrrTq2crDFp3cHSouKSTt45ev4zNqdWNrVDrC7BHvj268TF47HkXEsjovH4wDIS8jg1FfbDOYVOLQHDt6uRK/bS0l+EXkJzX90/gXd/cJzsOH7hXufDpQVFpNVTz0nfLcDCwP17BDiQ6v+ncg+FkfO0VhydPVcnzYzhgCQaORKrU1ZVYBrT1wGFZWVegGxguIyDidlYmtpTmhrtyvmU1KmHQabVWTouzXIKtR+n2hloT+gorKykld+P863h+LoF9SKN2/pg62V9FAzpE94KAC79x2koqJCbwXQgoJCDh07ia2NDaFdLq1S3rdndz5e/TW79kZx16xpevklJKUQl5CEr48XAX6GgyTNRawuoNXuhm6YmZnpTSFh7WBLYM8OlBQVk3DoyveK+jh7uwNQcdmwb0td28LB3fD8fw7uzgCUlzbvtgVAvO7ZF2Tg2WftYItfL+2zL6Wee/KJH3ZiZeCe7BbkTUC/TqSdiCPtWBxpJ+Kuafmbg6qAVtgNYbWuZTsHOzr26kRxkQb1oHF9EwaNj+ShNx7hYupFFkw33EOtStW17OzuYnC7i4c2vayZt5MbW8ueNKLlkKBaE6KqaiEwXFGUvsBotPOl9Qf6Ak8oirJIVdUXGrOMAKqqmtwfXlXVI8AM3dxw44AJGA6qNQtliSkU7Y7CbkAvnKaNI+/rS3NJud47C3N7O/K+W0+lRlOdbhUUAFzqnQZAeQV5azfgetcM3B++iwvPrahudFi1C8Jx3EgqS8so+H3HP3NiTUzB+XRStx3FZ3Ao7e4cobfaZpfHJ2HpYEv0F1spv2wiVKd22sZ+3rlL3zAfXmh4gvY2Uwfh2b8TKVsPc+JV/dW2MvaexqVTAJ3+M56L+8/oBc86PzYJcytLMg9FU1agqZlts1ISn0re9oM4DQrHY9ZNXFy9vnqb90O3YeFgx8X//kblZXVsE6LtzVAcc2lycasAbypLSilLy9TL38LNGf9lDwKQs3471DGnlPu0EZhZWpD1458tZoGCKrnn00nYdpSAwaF0uWM4J1Zemiun16OTsHKw5eSarZRdVsdVK4ZmX9aravdzhlfR6jDlBnz7dSJ+62H2L/++Ov3iyXi2P/6pwWNu/u5ZHLxd2ffqt+TG1d1obk4Kz6eT/udRvIaEEjxnBLGfXbpfKI9PxtLBltjVv1NeeKmeq1cMPXfpm/hjCwzfLwKmDaJV/06k/X6I0zXuF5iZYWFnrZc3QOBtg/GfGEH2sTgS1zb/oFqAmwP9gzzZE5fBNwfjuLVncPW2D3apFJWWM7l7G+ysLzUvYy/mARB82RcUYQHaYMPvajKzerelg5dz9bbTaTn8rlvNs3ebS73UKisreWHTUX48Gk9EiBevT+iFjQz5pLSsjISkFCwtLPRW5Az092VAn3B27zvIV2vXMWPK+Opt7332JUVFGqaMH4O93aWhWb16dCMkKICow8f5c8ffDLmhHwAVFRW88YF2xcWpE24yaR62pigzPp2z24/SflAofWeN4O/Vl+4Vwx6ejI2DLfv++7veggGt2upWDI2+dK9w9Wul7YWakF7rPXrfNhT/Hm3JTrpA2un46vS4/afpODyciHljOLFxn94k/r1nDMPF14O89CzSzybWyrO5yY5PJ/avowRHhhI+ezgHV1169kU8MglrB1sOf7lVr57ddc++zMuefVsXG372dZ18AwH9OhH9x2F2rvje4D4tXer5VA79dZCwyHDGzL6JDasuteFufWQGdg52bPzyN70FA/zaattwSdH619iQyUN5YPmDZCRlsGDa02QkXfnLtpP7TtBneB/G3zWBPb/tovCyYbyjb7+RVr6eZKZnknA24Qq5CNEySFCtCVJVdS+wF0BRFGu0vbs+ARYrivKNqqoN7zLS+DajDao1+3XvL778Nq1Xv4XHU/dj1zeMkph4bLp1xK5PGKVxCWS9q7/kt99P2v/H9Rihl57z2VfY9gnD8eaRWLULRhN1BAs3V+yHq+iSUgAAIABJREFUDcTc1obMFR9SlqDf9drxlhuxDesKgGWAtqFnP6gflt7aai2NjSdn5TfX5bz/aQefWsnQdYsJe2k2Xjd0IfdsMh5hbfEa2IW8c8kcX/qt3v6jd6wA4LvWM67qfU+99TO+I8LxHtSV0TuWk/rnUco1JXj07oBHeDvKioo5VEewrrlJXvgBIWuX4bv4bhwGdKf4XAL2PTrgOKA7xTGJpK3Qb9B22PoBAMeCb65Oc+jTFf+lD1Cw9zgl8SmUZedj7euJ05CeWDg7UnjkLCmvrDJcgH/BAgU7n13F+J8WMfDF2fhFdCH7XDJeYW21/45OYV+NIM20v7TfOXzkf3tjFLfZOvLU59yw/nlCX7oDz4FdyTubhFt4OzwHdiH/XDKnatwvhu3U3i9+9rntqt7Xws6a0cc/IOOv4xTEaXsWe/TtiFt4O/JjU9k353UqDUzy3Bw9M6Ibs/+7k1e3Hmfv+QxCPJw4lpLF/viLtHFz4P5BHfX2v+WzbQAcfuLS/aJbazfGdwvg52MJzFizg6HtfWjtbEdyThF/nkultLyCGT2DadfqUiDuo91n+PFoPLaW5iheznz+d+3eLYq3M0PbN+9eVABbt+/mj+3aaXQvZGYBcOT4KZ5doh2u7erqzOP33wVAesZFxt02H18fLzavXa2Xz4JH/4/b73mUV978kL0HjhDcJoBjJ1X2HTxCUIAfD949W29/CwsLljzzCHP/8xQPL3iJkUMG0trbk7+jDnPi9FnCQjsza9qE6336/4h1Cz5n/trnGfv8HYREdCXjXBIBPdoRMqALGdHJbFmuf694aKv2XrEg6NK9onWXIG798CESDpzlQmwK+RdysHd1IiCsHT6dAinOL+L7R96n8rKVwvet2UL3CRG07tSGh/94ndO/H6AotxDfrkG0jehKeVk56xau0jumOduyYBUzfljE8Odn02ZAFy6eS6Z1WFvaDOhCZnQK25frP/vm/aF99i1rc/XPvr733lwdpPPq3AaArlMG4derAwBJUWc4+vW2q36fxvbhgvd59YflzH/hHkIjupN4LpEOPToQGtGdpOhEvlym31Z9/0/tMNrxgZdW6+zWvxsPLH8QCwsLju0+yrCp+p9VAApy81n32S/V///tiw1EThhMcOdgPtj2Eft+30dBTj4h3drRPaI75WXlfLTgAyoqpK+VaPkkqNbE6eYdW6UoylxgIBAKVAXVqsZNNInfo6IoZqqq1tcKCNS9Nvuv4MoSU0i+7f9wvW82dgN6YTewD+UZmeT+70eyP1xDRW6eUflUaopJu/sJXO6YisOowThPG0dlcSnFR06Su+Z7inbtr3WMbVhXHMeN1EuzVtpirbQFQBN1pMUE1QrOp/P76AV0eXwyPkNCaT20B0Xp2Zz9dCMnXvuB0uyGT6B/JZrULLaMepaO/3czrYf3IGjaIMzMzSlKzyb2679Q31un1xuuOSuJTyV63CN4PTwDp8hwnAb3pCwjiwsrfyH9ra8oz6l/zrii4+fI/mkbdl3bYts5GAtHe8oLitCo58nZsJPM/22kso7hLI6DwrH296bw4GmK1XpHlzdLuefT+WHMQno/Nhn/waEEDu1BYXo2xz7bxIE3fqD4Ol3H/zaF59P5a9SzdHpiCl5DQvEe1gNNehbRn2xEfW3tdbtfVJSUkfTTHjz6KHhGar/wKIhL59Sy74j+8NdaPdiaswA3B/43axDv71TZHZvOzph0PB1tubVnMPcM6ICLgaH2hiwe3Z1wfw9+OZ7A7tgMCkvKcLCxJMzPnYndAxndSX/eriTd6rWasgqDATWAm7v6t4ig2umzMfz82+96aYnJqSTqpoLw9fGqDqpdSaC/L9989jbvfbqGnXuj2L5nP54e7syYMp775szAxbn2EMTQLh35+tO3eO+zL9m97yAFhYX4+nhzz523MW/mVKytjfv9NnWZ8el8MO5Zhj0yhfaRoXQY3IP89Cx2r9zIn2+upSin/ntF8vFYdn/2G0G9O6IMCcPO1YGy4lIyE9LZ+fF69qzcSE6Kfu/tksJiPpm0mIh5Y+g8ujeh4wdgYWVJQWYex9b/zc5PNpB0pOXMP5Udn84XNy9k4COTCR4cSsiQHuSnZxP1+SZ2v/kDGiPquaGCI0MJ7N9JL82/Vwf8dUE1oEUE1VLPp/Lo2Ie57dEZhA3uSc8hvchKz2Ld57/w9Rv/I9+INpynnxcWFtqevyOmjzS4T1pCml5QTVOo4amJjzP+rgn0Gz2AQeMjsbSyJDczh53rd/DTRz9y9siZa3OSQjRxZpUNWGJXNIxuBctIYIqqqrX6KSuKch+wtWZPNEVRQoAowA3oW7XypqIokcA24KCqqj3rec87jZmrTFGUICAWOK+qalCNbZUAqqoa7PevKMo44A7gXWCbbjXQqm1mwHjgv4A9cI+qqh9dtt2kchojrscIubivo/1pXo1dhH+FjraG5yAT187uUsPzgYhrx6dMvqn+J4x8yfBk1eLasRx/X2MXocV7vteCxi5Ci+dcaV7/TuKq7arMrn8ncVV+jl/fvMej1+P9gNtb7OfZ+xK+bDG/uybRw6mlUhQlHHj/sqTOuteXFUV5rCpRVdV+un/OB95TFCUGOA7kAz5oe6hZA19XBdR0/gZSgXBFUaKAE0ApsEtV1cZYd9ocuEX3k6koyiEgHXBGe+5Vk698hXY4qxBCCCGEEEIIIWqQrySbBwmqXV/OaBcZqKl9HfsvAMbqjhmgOz4N7eqfnwBrL99ZVdViRVFGAy+hXdAgDG1gyxJojKDaRuBGtKt7DkB7ngOBSiAF+A5YrarqhkYomxBCCCGEEEIIIcQ1I0G160hV1W2A0d0aVVVdD6yvd0f9Y46gDcTVtX2wifnFUUeZ6xr2edl2DdrA2kZT3lN37GBTjxFCCCGEEEIIIYRoLDKgXgghhBBCCCGEEEIIE0lPNSGEEEIIIYQQQogmpMWuUtDCSE81IYQQQgghhBBCCCFMJEE1IYQQQgghhBBCCCFMJEE1IYQQQgghhBBCCCFMJHOqCSGEEEIIIYQQQjQhFWaNXQJhDOmpJoQQQgghhBBCCCGEiSSoJoQQQgghhBBCCCGEiSSoJoQQQgghhBBCCCGEiWRONSGEEEIIIYQQQogmpKKxCyCMIj3VhBBCCCGEEEIIIYQwkQTVhBBCCCGEEEIIIYQwkQTVhBBCCCGEEEIIIYQwkQTVhBBCCCGEEEIIIYQwkSxUIIQQQgghhBBCCNGEyEIFzYP0VBNCCCGEEEIIIYQQwkQSVBNCCCGEEEIIIYQQwkQSVBNCCCGEEEIIIYQQwkQyp5oQQgghhBBCCCFEE1LZ2AUQRpGeakIIIYQQQgghhBBCmEiCakIIIYQQQgghhBBCmEiCakIIIYQQQgghhBBCmEjmVBNCCCGEEEIIIYRoQirMGrsEwhjSU00IIYQQQgghhBBCCBNJUE0IIYQQQgghhBBCCBNJUE0IIYQQQgghhBBCCBPJnGpCCCGEEEIIIYQQTUhFYxegCVIU5TbgXiAUsABOAyuBD1RVvaoqUxRlPvCR7r/vqap6vzHHSU81IYQQQgghhBBCCNFkKYryHvBfoBewA9gCdADeBb5XFMXiKvJuA6wAKk09VoJqQgghhBBCCCGEEKJJUhRlEnAfkAqEqqo6VlXVW4D2wCngFsConmUG8jYDPkMbH/vC1OMlqCaEEEIIIYQQQgghmqqnda9Pqqp6tipRVdU0tMNBAZ5SFKUhMa57gGG694gz9WAJqgkhhBBCCCGEEEKIJkdRFH+gJ1ACfFdzu6qqfwFJgA/Qz8S8g4FlwC60w0hNJkE1IYQQQgghhBBCiCaksgX/mChM93pCVdWiOvbZX2PfeumGfX6OdgHPuaqqNqBosvqnEEIIIYQQQgghhGiagnWv56+wT3yNfY1xPzAYeEpVVbUB5QIkqCaEEEIIIYQQQggh/iGKorgCrgY2Zauqml0jzVH3WnCFLPN1r05Gvn9b4BXgANpVPxtMgmqixcrOsmvsIrRowRZXuqeJa6WVX379O4mr4hzj3NhFaPFO2chsE/+En1+Ma+witHi+Ly5o7CK0eIuiljR2EVq8Y2EPN3YR/hUCyl0auwhCNGUPAYsMpD8PLK6RZqZ7bdDwzJouG/ZpDcxRVbX8avKToJoQQgghhBBCCCFEE1JxbWJITdWbwCoD6TV7qQHk6V4dDWyjxra8K+xT5T/AIOAFVVWPGrH/FUlQTQghhBBCCCGEEEL8I3RDPA0F0AyJ0722ucI+ATX2vZJbdK8jFEWJrLEtqGofRVG6Avmqqo69UmYSVBNCCCGEEEIIIYQQTdEh3WsXRVHs6lgBtHeNfY3R/wrbfHU/OfVlIkE1IYQQQgghhBBCCNHkqKqaoCjKQSAcmAJ8cfl2XW8zfyAV2GNEfoPr2qYoymK0c729p6rq/caUT2YOFkIIIYQQQgghhGhCKlrwTwO8ont9VVGUdlWJiqJ4Ae/r/rtUVdWKy7bdryjKaUVR9IJw15r0VBNCCCGEEEIIIYQQTZKqqt8rivIBcC9wTFGU34FSYBjgDPwEvFvjsFaAgrYH23UjPdWEEEIIIYQQQgghRJOlqup9wAzgIBAJjALOAfcDk1RVLW+McklPNSGEEEIIIYQQQgjRpKmq+j/gf0buuxhYbGL+Jh8jQTUhhBBCCCGEEEKIJqSysQsgjCLDP4UQQgghhBBCCCGEMJEE1YQQQgghhBBCCCGEMJEE1YQQQgghhBBCCCGEMJEE1YQQQgghhBBCCCGEMJEsVCCEEEIIIYQQQgjRhFQ0dgGEUaSnmhBCCCGEEEIIIYQQJpKgmhBCCCGEEEIIIYQQJpKgmhBCCCGEEEIIIYQQJpI51YQQQgghhBBCCCGakAqzxi6BMIb0VBNCCCGEEEIIIYQQwkQSVBNCCCGEEEIIIYQQwkQSVBNCCCGEEEIIIYQQwkQyp5oQQgghhBBCCCFEE1JBZWMXQRhBeqoJIYQQQgghhBBCCGEiCaoJIYQQQgghhBBCCGEiCaoJIYQQQgghhBBCCGEimVNNCCGEEEIIIYQQogmRGdWaB+mpJoQQQgghhBBCCCGEiSSoJoQQQgghhBBCCCGEiSSoJoQQQgghhBBCCCGEiSSoJoQQQgghhBBCCCGEiWShAiGEEEIIIYQQQogmpKKxCyCMIj3VhBBCCCGEEEIIIYQwkQTVhBBCCCGEEEIIIYQwkQTVhBBCCCGEEEIIIYQwkcypJoQQQgghhBBCCNGEVFDZ2EUQRpCeakIIIYQQQgghhBBCmEiCakIIIYQQQgghhBBCmEiGf14HiqLEAW3q2e0WVVV/uor3GA5sAbaqqjr8snRLoBQoV1XVssYxO4EIA9nlA+eAn4DXVVXNa2i5THVZmW5QVXXnP/W+14qVjwc+j87AOTIMC1dnytIzydm8l9Q3v6I8t8CoPNp9/RKO/bvVuf1Ih0lUFpca3OY8vA+tZt6Ifbd2mDvaU3Yxm6ITMaS99z2Fh9QGnVNTZNXaA79Hb8V5cDiWbk6UpmeRvWkvyW98TXmOcfWsfLcEp/5d69x+oO2UWvXcK7HuP9H8gyqnxz1p3Ak0A+aerXCaNwebvr0xd3am/GImxTt2krdyNZV5+SblZRkSjMNt07EJ64G5mysVBQWUxcVTtOFXijZurt7PzN4ep3l3YqV0wMLPF3MnZyoKCyhPSaVoy1aK1m2gUqO51qfaaOxauxP6+CR8BnfHxs2RovRskjZGcez1HyjNKWxQnp59OzL0+2cxtzDn+Js/cWzZd3rb+75xNyHTBl0xj9Qdx/lz2isNev+myMnHnRsenURwZCh2ro4UpGdzZvMBdr75A8W5DavngD4Kt36tredd7/zEjhXf6203t7QgfOZwvDq3wbtLG1q198PC2pJfn/yUo19vuwZn1bS4+bgz4ZHpdIvsgYOrEzkZWRzavI+f3/yOQiOffaPnj6Nj/674tvfH0c2JyopKLiZlcGLnUTZ/uo6s1Ey9/V293ek5ui+hQ8Jp3c4PF083igs1nD8ew59fbubgpr3X41QbjbOPO8MemUz7yO7YuzqSl5HNqc1R/PHmD2iMrOOB88cS3L8zXu39sHdzorKiguykC0TvPM6uT38lt0YdA5iZmxF68wB6zxiGR7APNo525KZkEn/gDDs/Xk/62aRrfaqNYvOfO4g6dIzTZ2NQz8VQUFjETSOH8OqiJ0zOKzU9g3c/XcOuvw+QnZuLp4c7Q2/oz71zZuDi7GTwmOjY87z/+X/Zf/Ao+YWF+Hp7MXp4JPNmTsXWxuZqT69JsfLxoPVjt2nbcK5OlKZnkrNpLylvGt+Ga//tEpyu0FY+1G5yrTZceMLPde5fcFBFHW/677qpkvaFEI1LgmrX1yYgtY5t8f9kQWrYAcTo/m0O+AEDgMXArYqiRKiqevFq36SuwF9LYR3oQ/sflmHl6UrOpr/RRCdi36MDnnPH4RQZztlJT1KebXx8MvWNrwymV5aV1040M8P/5ftoddsoSpIyyN64h/KsPCw9XbEPU7Dv1rbFBNVs2vjQ8aelWHm6krVxL5roRBx6tMd73s04Dw7j9ISnTarn5Ne/NphusJ6B4oR0Ln73R630kpQLRr9nU2fh64vHh+9g4e6OZvtOyuLjserUEYepk7Hp24cL9z5AZW6uUXnZ3TgKlycfp7JYQ/HuvylPScXMyRHL4CBs+vXVC6qZOzthP24sJadUinf/TUV2DmaODtiEh+Hy4P3YjxvLxbv/j8rChjUImxLHNl6M+GUxtp4uJG6MIvdcMh492qLcdSOth3Rny/jnKckyMXjpYEu/t+6mvKgYc0c7g/skboqiIDHD4LagSQNxCvIm5c8jJp9PU+Ua6MXMHxbh4OnCmU1RXIxOwbdHCL3njiYkMpQ1k15Ak21aPVs72HLT63dTWlSMTR31bGVvw/DFMwHIT88mPyMbF79WV30+TZFnoDfPrH0JF09XDm7eR2p0EsHd2zFizli6Robx8qRnKTCijiNvG0FxoQZ170lyM7KxsLIksEswo+bdzA1Th7Ls1sXEn4it3n/4HTcy5t5byIhP4/Se4+RkZOPh50nP0X3pckN3Nn26jm+WrL6ep/6PcQ/0Yv7a53H0dOHk5iguRCfj370tA+bcSPvI7nw8aTFFRtRx79uGUlKoIW7vKfIzcjC3ssC3SxAR88bQc+pgPrv1RVJOnNc7Zurb99NtbH9yki9ycuN+iguK8FYC6THpBkLHDeCLO14lZs/J63Xq/5iPVn2Nei4Gezs7vL1aEXs+oUH5xCcmc/s9j5KZlc3QG/oT3MafYyfP8OV3P7Nr7wHWfPgari7OesccPXGauf95itKyckYOGYiPVyv2HjjChyv/x94Dh/nsrVewtra+FqfZ6Kzb+KD8+CpWnq5kb/obzbkkHHq0x2veOJwHh6Pe8pRJbbiU101oKwPFCWlkGmzDXfXHnCZD2hctm8yo1jxIUO36Wqqq6rbGLoQBH6uq+uXlCYqi+ALbAQV4Cni8MQrWnPgvuQcrT1cSF33EhVUbqtN9F87Ba94EWj9+O4nPfmB0fqlvGm4oGOI5fwKtbhtF5to/SHjyXSpLy/R3sLQwOq+mLvClu7HydCV+4Sekr7xUz/7P3YnP/PH4PTmD+Kc/NDq/uoJqdSlJTDf5mObG5dGHsHB3J+eNtylc+2N1utP99+E4fQpO8+eSu+KNevOx6tIJlycfpyw2lsxHn6AiM0t/Bwv967I8PYPUUWOhvHZj2HXhM9iNGoH9hHEU/K/513+vV+7E1tOFqAWrOfv5pcBi2KIZdLx7DKFPTiXqqc9NyrPnizOxcrLn5Du/0P3paQb3Sdp4gKSNB2qlWznb0+m+sZQXlxLz7XbTTqYJG7nkDhw8XdiyaDUHVm2pTh+6cAZ95t1I5ONT2PTsSpPyHL54JjZO9vz9/join5hqcJ/SomK+nb2MtJPxFKRnM/ChiQx8eOJVnUtTNXPJXbh4uvLfRZ+xdfVv1enTFsxm1Lybmfj4bax59uN681k46hHKDPTCHjR9OHcsvYeJj93Km3e+XJ0ec/gcS6c9x5m9+gGd1m39ePbHlxk172b+/mkH54/H1Myy2bl5yRwcPV1Yv2gVf6++dL+4ccHtRMwbw4jHp/LLs/XfL94Z9aTBOu41fQgTlt7F8MemsebOZdXpfqEhdBvbnzQ1gQ/HL6RUU1K9LXxKJBOX383gB25pEUG1J/8zH2+vVgT6+7L/0DHmPNCwnudLXnuPzKxsnn7oHmZMGV+dvuztj/nimx9566PVLHriger08vJyFrz8OkWaYt5ZuoghN/QDoKKigkcXvsyWbbv44pufmDfT8L2muQl8SdtWTlj4MRmXtZX9npuD913j8X3idhKeMb6tnPKG6W04U49pbqR9IUTjkznVBACqqiYDK3T/HdyIRWkWrAO8cY4MpzghjQurf9Xblvr6V5QXFOE2cQjmdte+C7+5ox0+/5lGSXIGCU8ZCKgB1PGNXXNjHeiNy+AwiuPTSF+lX8/Jr2nr2WPS4OtSz/8WFr6tsenbm7LkFAp/0B/umv/ZSioKi7AbNQIzW9t683K6927MLC3IfuGl2gE1qB08q6gwGFADKPrzLwAs/f2MO5EmzCHQk9aDQ8mPT+fsyi16246tWEtpgYbgyRFYmHAd+43qScj0wRxc+AVFadkmlylo8kAs7WxI/G0/JZmmfYPdVLkEeBISGUp2QjoHVv+ut23n62spKdDQZWIEVibUc/sR4YROjeT3xWvITzNwTetUlJYTs+0oBemm/y6aE88AL7oO6kFGQhp/fLFRb9vPb3yDpqCIAbcMwtqIOjYU7AHYv2E3AN5BrfXSD27aWyugBpASncT+9dpjOvbrYtR5NGVuAV60HxRKVkI6e7/Qv19sfeN7igs09LhloFHXcV11fGzD3wB4BPnov3egFwDRu0/oBdQATm2OAsDe3fBwxuamT8/utAnww8zMrMF5JCSlsHvfQfxae3PrpJv1tv3f3Nuxs7Nl/aatFBZdmsYg6vAxYuIS6NWja3VADcDc3JxH7psLwLc/baCysvn3T7EO9MY5UtuGy6jRVk7RteHcpQ13VaR9IUTTIEG1RqYoyhJFUSoVRVlQx/Z5uu2f/gPFqRqqamWgHF0VRXlRUZQ9iqIkK4pSoihKuqIoGxRFGWlg/51oh34CDNOdQ9XP7zX31x3TW1GUdYqiZCqKUqQoymFFUe64Vid3LTlGhAKQt/0Q1Gj4VBQUURB1Cgt7W+zDFaPzdB07EK97J+E5bzxOg8MxszbckdRlRF8sHO3JXrcDzMxxGTMAr3sn0WrWGGw7BTX4nJoi5wjt/Bm52w8bqGcN+ftPY2Fvi4MJ9ex2cwQ+/zcR77vG4Tyk7nquYuHsgMe0YfjcPxnP2TfiEN7B9BNpwqzDwwAo3h9Vq44ri4ooPXYcczs7rLp0vmI+5p6tsOnRnZJTpymLjcM6rAcOt07FYfoUrHuGg4kfXGwj+gNQGt38e514D9R+0E/961itOi4r0HBh/xks7W1p1bOdUfnZeDjTZ/lcEn7bT9wPuxpUpna3DQHg3Jd/Nuj4pqhNhLaeY7cfr1XPJQUaEqPOYG1vi2+4cfVs7+HM6KVzObMxihM/NqyeW5qOA7T35BM7jtT60K8p0HDugIqNvS1twxp+n+w+rCcACafP17PnJeW6L5LK6wjSNychA7T32nM7jtWq45ICDfEHtNdxQJhx17EhHYeFA5B2Wn8mkvQzidoy9O+MpY1+U1DRHRO963iD37el2XtAO7RtQJ9wzM31P1I5ONgT1q0zRZpijp44VeuYiL69auUX4NeaoAA/klPTSUhKuY4l/2c4DdC2lXPrbCs3pA03EO/7JuF1l3b4qLFtOO/7J9Nq9hjsr+Le1BRJ+0KIpkGGf4rL9dG9njKw7TFgFnAaOALkASHAGGCMoigPqqr69mX7/woUACOBFGDzZdtOGMj/Jt17nEQ7F10boD+wUlEUF1VV32roSV0PtiHa3jPFsckGtxfHpUAk2AT7kb/rqFF5Br2nP2FqaUY2ic99SM6vu/XS7UO1D8bK0nI6bX0P6wBvve3Zv+7i/MNvUFnjW+bmyLattp41MXXVczIQhm2IL3lG1nPbD/RHNpdmZBO/4COyNuwxuL99l2CCX3tAL63wRCyxD75JkQkf+poqy8AAAMoTDM8nU5aYiE3f3lgG+FNy4GCd+Vh16qjNJzEJ97dfx0YXrKtSei6arGefozzJwO/SwhzH2dr5qMydnLHuEYpV+3YUHzhI4br1DTmtJsW5rbbHTV6M4Sk282JTaT04FKcQH9J2Gro96uuzfC5m5uZEPWnacI4qHj3b4do5kNzoZNJ3N/9hXFU8QrT1nBVr+MNoVlwqRIbiHuzD+V311/PoV+ZgZm7ORiOG2f1b+IT4ApAWY7iO02JT6DqoB94hrTm1+5hRed4wbRjurT2wsbfFv2MgnSO6cSExne9f/bL+gwFbRzt63tiXiooKTmxv/vP3tNLV8YU66vhibCrtB4XSKqQ1Mbvrv44Bek4bjEtrD6ztbfDuGEjbiK5kJWaw+VX9YXHpZxLZ9emvRMwbw0NbV3D6j0OUFGjwau9P+8hQjv6ym99XfFfHu/z7xMVrg5BtAgz3qG7j78fufQeJS0iiX68wvWOC6jgmMMCPuIQkzickEejvex1K/c+pasPV1VbWxCbjHBmGjQltuOD3a7fhEhZ8RHaNtnIV+y4htFnxH720whMxxD30JpoW0IaT9kXLV9HYBRBGkaDav5yiKOZAa2Ai8CigAV43sOtqYJGqqnpPIEVR+qMNgi1XFOU7VVVTAFRVfVlRlH1og2onVVW9o56iPAncqapq9SzDul5qK4HFiqJ8pKpqk1kG0NzJAYDyPMOrFlWlWzg71JtXzpa9pH/8I0UnYijLzsPazwv3SUPxvGsCQe9nIhLfAAAgAElEQVQ+TsycF8nbdimYYenhCoDXPRMpOhFD3P8tQ3M2Adv2Afi/eA+uYyKoKNAQ/1iTikM2iEV99axbyc+Yes7etJfUD3+i8EQMZVl5WPt50mrKULznjyfk/cc4e8dL5P6pHzRK/ehnsn7dTXFMMhXFpdi288Pnvom4j42gwzcvcHLUw5QaWD2tOTF3dASgIt9wHVcWaNPNdPvVxcLNDQDbIYOpyMkh85mFlEQdxNzVFcc5s7EfPRL35a+QMWsulNUYsmxhgdOcO/SSCjduJve1N6DE8PCl5sTKyR6AkjzDCy6U6q5jayOu45DpkfiP7sXOu99Gc8G4xSNqanf7UACi/9uyvkW2cdJOpqzJKzK4vViXbuNsX29eoVMH0WFUL3667x0KG1jPLZG97lourONaLtKl2xtxLVcZNH2YXs+2mMNn+fjBt0g/X9c6T/ruXHovLp5u/PHFRlKim//KlLa6OtbUUcdV6bZGXMdVek0fQkBY++r/Jx6O5tsH3yXzfFqtfX9b8iUXYpK5ceFM+s26NBAh6WgMh9Zup7So2Oj3benydc9HRwfD17ujo/Z3lHdZGyZP96x1dDR8jJODvd5+zZmF7lour2PV5Yo849twOZv3kfbRT9q2cpa2rewxZQhed00g+P3HiL5jCbnb9NtwaR//RPave9DEJFFZXIptO3+8752I29gI2n/9IqdHP9Ts23DSvhCiaZDhn9fXnzWGPVb9rGrkcq2pKgtQDiQCbwMHgQhVVffXPEBV1T9rBtR06XuADwBrYNxVlOnbywNqurxXAWcBVyD8KvL+x5mhG+pmxJwYGZ/9Qu4fUZSmZVJZXEpxTBIpy9eQ/NLnmFlY0PqJWfoHWGj/bCs0xcTMfZHCI2epKNRQeOQsMfOWUJ5fiNvEwVh5u1/r02p6qocU1l/PaZ+uI2drFKWpVfWcTNKrX5Lw4krMLCzwf/L2WsckvriSggMqZVl52jo+Gk3MPcvJ3LAbKw8XfO6ecI1PqCkyso51Q1/MLC3IeXU5xdt3UllYSHlyMjlLXqHk1GksAwOxHWxg+fWSUlIGDiFl4BDSJkwhe8lSbHqF0+rTj7Dw8a69f0uju44r66ljB/9WhD8/k/hf/iZh3d4GvZWVkx2BN/f9l04gXHVfvvJeLv6tGPbcTE6t38vpDQ2r538tM+OffVVeuuUZ5gRN5oEed7Di9hcAeG7dq3SN7FHvsdMWzKb32AGoe0/y9ZJVDSlxs2PWgDr+6JZFLAi6jZd6zGfl7drFH+5b9xLtI0Nr7XvTolmMfeFOtr39A8v63c8Lne/kk8nPU1lZyezVT9F35ohrch7/BlW/IlPmbav+rTZ8qrfmw/gmHOmf/kKuXhsuieRXvyTpRW1b2ffJmbWOSXpxJQUHTlNe3YY7R+y9y8jSteG87r7l2p5PUyTtCyH+ERJUu742oe3hVfNnZ2MWCtiBfnnWATFAP+B9RVHaGjpIURRnRVFuVRRlqaIonyiKskoXILxBt8vVTFRQ1xiv07rXJtUHvqKqJ5qT4W9+zKu+navjmyNjXPx6M5WlZdh3CcHc4dJy1uU52kk/Cw+doSxDfwLRsvQsCg+fwczCArvQ9jR35fXUs4WuZ0pd34Ia48JXW6goLcO+awjmDvVPxg+QsUY7Qbdj3+Y/KXZFvvZ6Mq/jW3Mz3bfmlfV8a16Rl6fdr7iE4j21G2TFO7Vzc1QNE60znwsXKNq4iaxnn8OyTSDODz945RNoBkp19wFrJ8M9S6x013FpPddx39fnU64pYf8zpq1eebmgSQOxtLdtkRMIV/VEs3WyM7jdxslWt9+V63nM8rso05SweUHD67mlquqhZl/HtWznaKe3nykKsvM5ufMor816kdLiEua99gBWNtZ17j/l6ZmMmncz6t4TvHnny5SVGFi0pxmq7olWRx3bOF65R+aVFGXnE73zOKtmvUJpcQmTXrtXb+60sMmD6H/naP5etYntH6wjNzWTksJizkepfDlvBSVFxYx8cjrW9jKxPFzqoVbVY62mggLt77KqxxqAk+5Zm1/HMzVfd4xTHb3fmpPy6p5ohq9lc8eqtnLDe+Vd+HqLtq3cVb+tfMVjvtS24Zz6XHmu2OZA2hdCNA0y/PP6Wqqq6rbGLoQBH6uqqjdZiaIoZsCDwBvAX4qiKKqqFly2fSLwKeB2hXydr6JM8XWkV/U/Ni7a8Q/RxGiHmNgEG4712ehWLSuObfhQlMriUsoLirB0dcLc3oaKAm0Dulj33uW5dQyJzNGmm9vW/WGkudDohvLYhtRVz9r0uuZcM0ZlcSkVBUWYuzphbm9LRUH9o4zLLmovS/MW8MGiLF47l5pFQIDB7Zb+/tr9EhKNyqeisNBgD4qKPG0Dy8zGuDorPXGKirw8rMPq763S1OVGa+dGcgrxMbjdKVibXtecKFXcugVh7eLApOMfGdze9aEJdH1oAokbo9gx5w2D+7SdoZtAeM0fRpW9Obmom4PKLbi1we1uupUOM2OvXM/eXYKwdXHgwcMfGtwe8cAEIh6YwJlNUfww/82rKHHzk6q713qHGK5jb13d1zXnmjGKcguJPniG8FF98esQQNyx6Fr7TF94ByPnjuXU7mO8NecVSv6fvfuOr+l+Azj+yZC9RJZENg5CiE2QRK22qkNrttUqHb9udNNqqwMduielUwdaoy1q1t67DrJlR/a6mb8/zs24ckNCkaTP+/XyCmefb65zzn3O832+zaCGaKV0fRu71NHGrfTXi7pqrtVHUU4B8QdO02l4L9zatyHxaDQAymCt7lfUztq1kPLSskmPTMSzsz8uAZ4kHou+5P03F34+2v0xNt74s17sWW16zfpplevE1LFOnH56XXXampLKZ7i6npWt9NN1l/kMZ+xZ+UJKz2UDYGrTqL5aXBJ5vhCicZCgWuN3VbIJVVWtABYoijIZ6ALcCXwGoCiKL/A9WhfP14ClQCyQr6pquaIo/wM+4vKS1ZtUHcY8fQFm+0EhWmp1jSCCqa01tj07Ul6oo+CAesn7sAzwwtzJnrLcAkozqmsb5G7XCjFbtTceBKmcXnw29ZL33Vjk7tBGGXMY1M1IO1th16sDZYU68i+rnT2NtvOFVI4AWhxXux5NU1N84BAAlr161mpjE2trWnTpTEVRESXHL1xwtjQykrLMLMxaOmHasiXlmZkG8839/QAoS65fnSQTa2tMbGyoKGh4NkZjk7pdazuPsC612tjc1gqXXu0pLdSRvv/MBbcT/cs2zK1rB8vt/T1w69eRzGMxZByJJvOY8eLLrUICaRnkqxUQ3mlsPJqmLU5fFNl/UOda7Wxha0Wbnu0pKdSReODC7Xxs+TZaWNcO/rb0c8enb0dSjseQfDSGlOMx/+rxNwUnd2rX5KCBXTExMTEYndLK1oq2PRR0hToiD566rP046csXGBvN885XpjD47hEc23qYD6bOpUTXfAJqANH6gFbbgV1qtbGFrRU+PdpTXKgj/uCFP8cX46Bv4/Ky6scvcwsta83W2d7oOrbO2rvTspLmkRV4uXp317rP7thzgPLycoMRQPPzCzh49ARWlpYEB3Wsmt6nR1c+X7KU7bv3MfXusQbbi09IIiY+AU8PN7y9jAdVm5LcndqzskOdz8odKL/sZzjjz8oXUjnaqC6ufs8jjZk8XzR/5fXpHy2uOQmqXXuVT4N1VQH3vVoHoheJFlTrWGPaTYAl8KOqqjONrHPp47o3UcVxyeRsOYBDWHdcJt1A+uI1VfM8po3HzNaa9G//oLxGQV/LylGQahRStvB2p6K4hJIUw0KpZi3t8dGPVpS56m+o8dBb9E8MeXtPYNerE87jhpKxdH3VPOdxQ7Fq54MuJomCw6f/3ZO+BnSxyWRvPohjeAhu99xA6lfV7ew5XWvn1G/+NGjnqhFDa7azj76dzytIa97SHv93tHbOWLnNoJ1tOgdQFJlgsG0A646+eOnrr51bvuVfOtNrpywxEd3uvVj26YXNbbdQsGxF1Ty7++7F1Maa/F9XUlFUncFnVjliaFyNEUPLyilYuQr7SXdh/78HyH59btXDnXmAPzY3jKCitJSiTdVtZt42kLLk5NpdS83NcZj2OCZmZhTt3HUFzvrqyotNJWnzEVqHB9Pu3qGcXlQ9GHKXGaNpYWvF6a83UFbjs2bfVj+i15nqbJQDs742un3/MYNw69eRhL8OcXRe3SPzBVYWEG6mw9xnxaUSteUIAWHB9Jg0hP2Lq6+NA6aNxsLWioPfbjAotO6sHzktI7K6nf+a/Y3R7Xe5fSA+fTtyZuMh/n7rlyt0Fo1bWlwKx7YeovOgbgy+ewQblvxRNe/mJ8diZWvNpu/WUVyjjT0CtWyU5MjqbJRWXi6YmpqSFl/75U/YhKEEdGvHuYQ0zp40TGKf9MaDhI0fwpFNB/jwwfmU6pr+QCbny4hL5fTWI7QbFEyfu4eya0n19eK6J2/H0taKPd/9ZfA5dtG3cXqNNnbycsHE1JRMI23ca8Jg2nQLJCshnZQabRyz9yQdhnQndMoNHP9zT1WXaoBeE6/D0bMVuamZpJ6+cOZyc1NSWkp8QhLmZmYGI3L6tPGkf+/u7NhzgB+WrWLiHTdXzfto4bcUFhZxx803YGNdnRHVs1sXAvy82XfoGJv+3kXEwL4AlJeX8+4n2oiLY265sUF12Bqr4thkcrYcxCEsBNdJN5BW41m5tf4ZLu28Zzijz8p1PMOZtbTH9239s/JKw2dl684B6Iw9w3XwxfNp7RkuY0XTf4aT5wshGgcJql17lXeNWoWG9CNzDr+6h0NlPbWaneErK97Hn7csiqJYoY0cakxlwLBZfs7OzvyUdsvn0eblB7Dv35WiM2exCWmPff9giiLPkjTfoIctHTd+AsAh3+rxHOz6BOE991Hydh9DF5tMWZY2KqVDeA/MHO0oOHyapDcW19p3/NMf0O6XN/GZ+yhOI/pRdCoOy3beOA7uRVlBEXHTF0B5k0r+q1PcC5/R4dc38Xl1KvahwRSdicc2pD0OocEURSaQMPc7g+U7b/kIgH1tqgcRsO8ThN/8h8nddRxdbLJ+lFVXHCN6YO5oS/6h05x9zWCcDNwmj6Tl9X3J2X6U4qR0/chRXjiGd8fE3Iy079aR8WvzKMSa/fYCWn36AY5PPoZlj+6UxsbSolNH7e9xceR+vtBgebfvtYevpAERBtPzvv4Oyx7dsbl+OC0C/NEdPIypkyPW4YMwsbQk54OPKUuo/tJnc8MIbEaNRHfwEGXJKVTk5WHq4oJlr56YubSiNDaOnI8+ufINcBXse+4rhq6cTc85k/AYEETO6URahQTiPiCInMhEjsz9yWD5kVvfAuAHz4n/yv7N7azxGdVXKyD8c/P43BqzbuZi7lr+EkNfnoRv/yDOnUnEMyRQ+3tkElvmG34puH/jfADe9K09UElD9X3oJlrpg3RunbT3YcF3DMK7p5bZGr/vFEeWbr7s/Vxr38z8gueXvcbEl++jY2gXks6cJaBbOzr270JyZALL539vsPzrG94HYLLf7VXTfIL8efjTp4jcr5IcnUROehZ2TvYEhLTHu6MvRXmFfDHtAypq3MdGPX4HYeOHoCvUEXcihhsfql1kPO5ENAfX1RprqclZNXMR9y97mZEv30NAaGfSziTg3a0tAf2DSItMZP18w+vFExu068VMvwlV01oH+TH+0yeI33+a9Ogk8tKzsXGyxzukLR4dfdDlFfLLtI+pKK/OgtjzzXq63hJK646+PLnxHU7+tZ/CnAI8O/sRGNqZstIyVs1abLBOU7Vh6w42bt0JQHqGlll9+Ng/vDDnbQCcnBx46pGpAKSmnWPUhPvx9HBj3TLDZ4WZ0x/mzgen88aCT9m9/zD+vt4cPaGy58Bh/Ly9ePyBSQbLm5mZMef5adz32LM8OfM1hkUMoLW7K7v2HeL4ydOEBHfi7rHNZxCkuBc+RVkxF+9X78d+QDBFp89iG9Jee56LTCBxnuGzctDmjwE44F0doLTrE4TvvEfI3XWM4thkSrPysPBywSGiB+aOduQfPk3C67Wf4ZxG9CN3xxGKE9OpKC7BKrANDvpnuPTv1pLZTJ7h5PlCiGuvWQY7mpiNaOPejFQUpa+qqrsAFEUxR+tq2eNqHESNmmpd9JNW1ZhdOVjAHYqizFdVNVW/jiVat8+6sukqA4btFEUxU1W1dj+OJqw4LplTN03DY9oEHMK7Yx/Rg9LUTNIWrSR5wdKqAQUupOBoJJkrNmPdJRDrTv6Y2dlQll9IoRpL1pptnPtuLRVGulnoohJQb3wSjyfGYR/eA7vQrpRl5ZH52xaS3/8R3Znm8xZZF5vMiRtm4DVjPA7hITgO7k5JaiYpC1eR+O6PlGXVr53PLd+CTXAgNkF+mNrZUJ5fSOHJWDJXbyft29rtnLV2N2b21lh39MMhtAsmli0ozcwle9MB0r5fR/b6pv/FrVJZYiLpUx7E/r57sezTG8t+fSg7d478n5eRu2gJFfpBCC5Kp+Pc49OxmzgO6+sGY3vbzVQUF1N87Dj5S39Ct2uPweKFm7ZgYmNDi6BOWHQOwsTahoqCfEpjYsn/8Sfyl/8GOl0dO2ta8mJTWXv9TLo8dTutw4NpPbgbRalZqF/+ybF3llOcdemFmuvD77b+tLC1IvbXHc26gHBWXCqLb5rFwGm3ExAeTGBEN/JSs9i3aC3bFiynKPvKtXNAWDA+/ToaTGvTsz1telaP4dMcgmppcSm8MuoZbp02ls5hIQSHh5CVmsX6r9awcsHP5Nfj3hd7LJr1C1fTrldHgiO6Y+tkR6muhLT4FP78fCXrv1pDZtI5g3VcvN0AsLS2ZOTDxt/lbftlU7MIqmXEpfLJqBe4btodtAsLpn14N/JSM9nx1Z9sWrCMwnp8jhOPRbNj4R/49eqAEhGCtZMtpboSMuJT2fb5anZ+9SfZSYaZP8UFOr4YPZvQKTfQaUQvgm/uj1kLc/Izcjm6ehfbvlhDwuHaNe6aopOno/jtj78Mpp1NTOZsotYl0NPDrSqodiE+bTz5ceH7fPTlN2zbvY+tO/fi2sqZiXfczP8mT8TRoXZX2uCgDiz98j0+WvgtO/YcIL+gAE8Pdx68dwJT7hqDhUXTr4lbqTg2mZM3TsdzxgQcwkJwiOhBSWomqQtXkbRgab2f4TJWbMamSyA2QdXPykVqLJmrtpNu5Fk5a+1uzOxssOroh33/YEwsW1CWmUvOpv2k/7Ce7PV76thb0yPPF0JceyYVDRiSW9SPoigxaIGmiPoMVKAoyqfAA0AJ2sicuUB3wBFtdM5HgYWqqk6psc4QYD2wQVXVITWmm+u3U6aqqkHQVFGUbUCofh9RNWa1BDoDAfp/z1FVdVaN9SyAvUAw2sABWwCdflt2wGJjx6hf97B+vRPAfrTstROqqr5z3jENVFW11qioiqJ8C0wE7jp/cIWLOeQ7Sj7cV1BpmQwefDV4+WVf60No9jZHNarBhZul2BZNvytTU3DK5OIDrYjL40nzCXg0Vi/tm3OtD6HZOxry5LU+hP8Etayu6j7i3zI+8btm/YDxpN+4Zvt99t2Ypc3mdyffihuHh4HngGhgANAf2IGWpXbkCuxvIDCpxp8RaFmLPwGDawbUAFRVLdav8xaQAgxDC4Rtqscx3gL8ArigBcfuA274F89FCCGEEEIIIYQQ4qqTTDXRbEmm2pUlmWpXh2SqXXmSqXblSaba1SGZaleeZKpdeZKpduVJptrVIZlqV55kqjVdkqkmhBBCCCGEEEIIIcR/mAxUIIQQQgghhBBCCNGIlF98EdEISKaaEEIIIYQQQgghhBANJEE1IYQQQgghhBBCCCEaSIJqQgghhBBCCCGEEEI0kNRUE0IIIYQQQgghhGhEKmi2g382K5KpJoQQQgghhBBCCCFEA0lQTQghhBBCCCGEEEKIBpKgmhBCCCGEEEIIIYQQDSRBNSGEEEIIIYQQQgghGkgGKhBCCCGEEEIIIYRoRMqv9QGIepFMNSGEEEIIIYQQQgghGkiCakIIIYQQQgghhBBCNJAE1YQQQgghhBBCCCGEaCCpqSaEEEIIIYQQQgjRiJRTca0PQdSDZKoJIYQQQgghhBBCCNFAElQTQgghhBBCCCGEEKKBJKgmhBBCCCGEEEIIIUQDSU01IYQQQgghhBBCiEZEKqo1DZKpJoQQQgghhBBCCCFEA0lQTQghhBBCCCGEEEKIBpKgmhBCCCGEEEIIIYQQDSQ11YQQQgghhBBCCCEakXKpqtYkSKaaEEIIIYQQQgghhBANJEE1IYQQQgghhBBCCCEaSIJqQgghhBBCCCGEEEI0kATVhBBCCCGEEEIIIYRoIBmoQAghhBBCCCGEEKIRKb/WByDqRTLVhBBCCCGEEEIIIYRoIAmqCSGEEEIIIYQQQgjRQBJUE0IIIYQQQgghhBCigaSmmhBCCCGEEEIIIUQjUkHFtT4EUQ+SqSaEEEIIIYQQQgghRANJUE0IIYQQQgghhBBCiAaS7p+i2SoobnGtD6FZ229ufa0P4T9hytQO1/oQmr39L8Ve60No9vIpu9aH8J+QWa671ofQ7HUwsbrWh9DsHQ158lofQrPX5eC71/oQ/hN6ew681ofQ7I2/1gcgBBJUE0IIIYQQQgghhGhUyq/1AYh6ke6fQgghhBBCCCGEEEI0kATVhBBCCCGEEEIIIYRoIAmqCSGEEEIIIYQQQgjRQFJTTQghhBBCCCGEEKIRqaDiWh+CqAfJVBNCCCGEEEIIIYQQooEkqCaEEEIIIYQQQgghRANJUE0IIYQQQgghhBBCiAaSmmpCCCGEEEIIIYQQjUj5tT4AUS+SqSaEEEIIIYQQQgghRANJUE0IIYQQQgghhBBCiAaSoJoQQgghhBBCCCGEEA0kQTUhhBBCCCGEEEIIIRpIBioQQgghhBBCCCGEaETKKyqu9SGIepBMNSGEEEIIIYQQQgghGkiCakIIIYQQQgghhBBCNJAE1YQQQgghhBBCCCGEaCCpqSaEEEIIIYQQQgjRiEhFtaZBMtWEEEIIIYQQQgghhGggCaoJIYQQQgghhBBCCNFAElQTQgghhBBCCCGEEKKBpKaaEEIIIYQQQgghRCNSLlXVmgTJVBNCCCGEEEIIIYQQooEkqCaEEEIIIYQQQgghRANJUE0IIYQQQgghhBBCiAaSmmpCCCGEEEIIIYQQjUiF1FRrEiRTTQghhBBCCCGEEEKIBpKgmhBCCCGEEEIIIYQQDSRBNSGEEEIIIYQQQgghGkiCakIIIYQQQgghhBBCNJAMVCCEEEIIIYQQQgjRiJRf6wMQ9SKZakIIIYQQQgghhBBCNJAE1YQQQgghhBBCCCGEaCAJqgkhhBBCCCGEEEII0UBSU00IIYQQQgghhBCiESmn4lofgqgHyVQTQgghhBBCCCGEEKKBJKgmhBBCCCGEEEIIIUQDXbD7p6Iol5JvuERV1Xsu7XAuTlGUzsBRI7PygRhgA/C2qqpxV+oY/k2KorgBZ4EWwHZVVQdcYNnKcz+uqmrnq3SIKIpiBowFbgF6Aa5on51M4ASwGfhRVdVTV2DfdkAukK+qqt2/vf3LZdHaGe+nxtEyIgTzlvYUp2aS8ece4t/+ibLs/HptI2jZyzj2r/vXudNvHBW6kqp/m9lZ4/30OOyCA7Dy9cDcyY6yvEKK4lNJX/E3Kd/+RXmh7rLPrTGx9XCm74zR+IQHY+1kR35qFlFr97NnwXJ02QWXtE3PPgq3/vgCpmam7H3/V3bN/8Vgvl1rZ3o8Mgq3Ln7Ye7lg5WhLYVYeObGpnPhxC+ry7ZSXlv0bp9copOQU8vHWE+yISiWrsBgXOysi2rfmwQEdcLC2qPd2Dsans2TXadTUHM7lFeFsa0mgqwMTegYSGuhusGyeroSPt/7DP0lZnM3KJ7uwGFtLczwdbbk+qA2ju/lhbdF8qhQ4ejgzfNodKGFdsXWyIycti2Pr9rF+wTIKc+p3vQi/fySB/Trh3q4Nti3tqSgvJzMhnVPbjrL1y9/JTs6oc91OQ3rQ/84htOkSgJWdNXnnckg4HsOGj38l7uCZf+s0rzknD2dumjaWTmFdsXWyJyctk8Pr9rJmwS8U1LOdh95/E+37BdG6XRtsWzpQUV5ORkI6/2w7woYvV5N1gXaudP2joxk1fSwA7018lZPbjT26NE2tPFoxfvpEQsK7Y+/kQGZqBrvX7eLHBT+QX497n6W1JX2G96XH4F4EdA7ExdOFivJyEqIS+Pu3rfy+eDWlJaW11jMzN+PGe28i/LYIPAO8KC8rI/ZkLH9+8ztbVmy+Amd67dh5ODNg+mgCwoKx0t/3Tq/bz/YFy9HlXNp9r01vhXFLtfvejg9+Zdtbhvc9U3MzQu4aglsnX9yCfHFp54WZhTl/PvMlR5Zu/hfOqnFp4dGK1jMm4BDeHXMne0pSM8heu5ukBUvr/QzX7qc52PfrUuf8g21vN3iGA+ge/1udy+cfUFFvfrp+J9DIrdv0N/sOHuXk6SjUM1HkFxRy47AI5r7U8PNLTk3jwy+/Yfuu/WTl5ODaypnBA/vx0OSJODrYG10nMjqWjxd9x94DR8grKMDT3Y0RQ8KYctcYrCwtL/f0GhUvr9bMfmkGw4eF06pVS5KSUvlt5VpenfMOWVnZ9drGkOsGMnxYBF27BtGtWxDOzi3Zvn0PYRG3XnC9jh3b8eKs6YQN6oeDgx2xcQn89NNvzJ33EUVFRf/G6QnR6F3s28oSI9M8gOFoQaxfjMzfdjkHpCjKPqAH0EtV1X0XWLQU+E7/dxPAC+gDPAbcoyjKYFVV91/OsVwld6MF1ABCFUVpfyWCU5dKUZQgtN9zB6ACLah3ENABbmhBtsHAbEVRZqqq+sa1OtarzdLXnS6rXsfC1Ylzf+6h8HQC9iFt8Zw6EqeIEI6Nep7SzLx6by/+rR+NTq84L3Bj7mSH+51Dyb3Ra5gAACAASURBVDt0hswN+yk5l4OZvQ2OA7rg/8pk3CcO5ejI5yjLK7ys82ssHHzduGPFS9i4OhK1dh+ZZ5Jw6xZAtykj8A0P5pdbX6Eoq/7tDNDC1ooh7zxAaaEOCztro8s4+rqj3NKflEORRK3djy47HysnO3wjghny9v10GD2AXye8SUVZ+b9xmtdUfGYek5ZsJaNAR3j71vi3suNYYibf741kR2QKi+8ehJPNxR9Af9ofxetrD2PdwozBiifu9tak5BayQU1ke2QKD4d1YmqoUrV8dmExyw/GENTaiQFt3WlpY0leUQl7Y9N466+jLD8Uw9eTwrCzbHGBvTYNrXzceGTZK9i7OnJs3V5SIxPx6dqWQZOvp0NYMB+Onk1BPT7HfSdch66giKjd/5Cblo1ZCzO8gvwIm3IjvcdE8Mn4V0k8HmOwjomJCaNfu4++E64jMyGdo2v3UJCZh52LI74h7WjT2b/ZBNVcfNx5atmrOLg6cWjdXlIiE/Dr2pbBk2+kU1g33ho9i/x6tPOACUPRFRRxevc/5KRlYdbCHO8gP4ZMGUnomMG8M342Z89r55q8g/y54dHRFOUVYlXHNaap8vD14I3l83BybcnutbtIiDxLu67tuOm+mwkJ68Hztz1NblbuBbfRqXcQT74/g9zMHI7uPMqedbuwc7Kj55De3DvrPvpe34+Xxs+kpEYwwryFObO+nk1waFdS4lLY+PMGAHpE9OCJ96YT0DmQr15deEXP/Wpx8nFj4vKXsHV15PTafZyLTKJ1twB63jcC/7Bgvhvd8Pueha0VN1zkvtfCxpLrZt8FQF5qFvlpWTh4uVz2+TRGFr4eKCvm0sLViay1uyg6k4Btt3a4TRmFQ3h31Fufpewin+Oakt75wej085/hKuniU8j4eWOt6cVJ5+q9z8bus8VLUc9EYWNtjbubC9Gx8Ze0nbizidz54HQyMrMYPLAf/r5tOHriFN/+/Bvbd+/nm0/fxsnRwWCdI8dPct9jz1JSWsawiAF4uLmwe/9hPv3qe3bvP8TC997AwqL+Lwwbs4AAX/7e8hvu7q78tvJPVPUMvXqG8PhjUxg+PJxBYbeQkZF50e089NA93DxqBIWFhZyJjMHZueVF1+ndK4T1636iRQtzli1fw9mziYSHhzJr5jQGRwxg6PCxFBcX/xun+Z9VITXVmoQLBtWMZZwpihKOFlRLv5IZafWgO3//iqJ4AH8A3YBPgN7X4Lga6l79zwS0wOBk4NlrdzjVFEXpCOwAHICfgKdVVY09bxlz4AbgBUCptZFmLODN+7FwdSLqhS9JXvRH1XS/2ffg+cBN+Dw7gahnPq/39uLf/qley+kSz7Gn/V1GH9TaffgYrqPDcL97GIkf1/0mtCkJf+0ebFwd2TJrCUcWr6+aPuDFiYRMvZ6+T9/B5ue/atA2B718F5YONuz/aBX9nhljdJmk/af4vPMDUGF4MzM1N+Pm756hTf9OBF7fizOrdzf8pBqZ1/88TEaBjmeGBjO+V2DV9Lf+OsK3eyL5cMsJZl4fcsFtlJSV8/7mE1iam/LD5Aj8WlW/Ob4vPYdxCzexcLvKpD5tsTA3A8DDwYa/p4+khVntSgTP/7aP34/H8/OBaO7t1/5fOtNr57Y5k7F3dWTFS4vZvmRt1fSbZt5J2JQbuf6psSx74eIBgbeGP03peVkPAH3GDeaON6dy/YwxLLx3nsG8sKk30nfCdexbtpWfn/2cshLDa4ep/vfRHIyfcx8Ork78+NIiNi/5s2r66Jl3M2TKSEY9NZ4fXvjiott5dfh0o+0cOu467nzzAW6eMY6P7n3T6Lrmli24591HiD0aSVpMMn1Hh136CTVC9895CCfXlnzx4mf8vnh11fR7Z93HqKm3MPHpu/j0+Y8vuI3MtEzefewtdqzZbpCRZmW7iDk/vU7Hnp24/u4bWfnFr1XzRtx9A8GhXTm57x9mT5yFTp+RbWltyStLX2PU1FvYs343x3cd+5fP+OobOucebF0d+eulJRyocd+LmDWRXlOuZ9BTd7DuhYbd9wbPvgtLext2fbyKQU8bv++VFOr4edI8Uk/EkZ+aRegTtxH65G2XdS6Nlc9rD9LC1Yn4WZ+TtnhN1XSvFyfjPvVmPJ++k/jnP6n39pLeXdqg/RefTW3wOk3NM4/dj7ubCz5tPNl78CiTH33mkrYz5+2PyMjM4rknHmTiHTdXTZ/3/ud8/eMK3vtsCS89/WjV9LKyMma+/g6FRTo+ePMlIgb2BaC8vJzps15n/ebtfP3jr0y5y/j/g6bmw/dfx93dlcefmMlHH1dfF96a9xJPPHE/r77yDA8/cvGvlvPnf8ysF+dy8uQZvL09iTx94edbU1NTvvzyHWxtbbjltntYvVq7VpmYmLD0h88YfduNPPH4VObN/+jyTlCIJqBZ1VRTVTWZ6oBUL33XykZLUZS+QCcgA7hfP/lufXfLa0pRFBPgR7SA2iJVVceeH1ADUFW1VFXVlUA/4IOrfJjXjKWPOy3Du1EUl0LyV38azIubv5Sy/EJcbw/D1PoKpJeXl9f55jN91U4ArANa//v7vQYcfFzxDQsmOy6VI0v+Mpi3++1lFOcX0WF0KOYNaGf/Yd3pNDaMrS9+Q15K3W/uykvKagXUAMpLy4haqyXBOvm715rf1JzNzGdndCqejjaM7RlgMO+hgR2xbmHG6mPxFBbX7opVU05hMXm6Enyd7QwCagABLg74OttRVFpGQY3tmJmaGA2oAQzt6AlAXAOyPRsrZ283lEFdyYhPZcfX6wzmrXv3F3T5RfS4dQAW9fgcGwv0ABxeo/3fd/HzMJhuaWfNkMduIyvxHD8/90WtgBrQbLoxu3i70WlQN9LjU9ny9VqDeavf/Ymi/CL63Drwstp5/5odALj51X2NveXpCbh4u/H1jI+pMHINacrcfdwJCetOSlwKfyxZYzDvh3e+pzC/kLDbIrC8SBvHnIhm669banXxLMov5LfPtUBa5/O61PUd0Q+AXz78qSqgBqAr1PHz+1qm94333HRpJ9aIOHq74h8WTFZ8KgfOu+9tf0e773W6LZQWDbjvtR3aneAxYWyYffH7XvTmI+SnZl3y8TcFFj7uOISFoItLIW3J7wbzkt7+gbL8QpxHh1+ZZ7j/kN49uuLr7YWJicklbyM+IYkdew7g1dqd8aMN/38/fN+dWFtbsXrtBgoKq7sZ7jt0lKiYeHp261wVUAMtCDTtf/cB8NOva5rF9dnf34dhw8KJjo7j408WG8yb/cpb5OXlc+fE0djYXDxjetfu/Zw4cYry8vr1wAgb1I9OHduzdevOqoAaQEVFBc8+NweA+6feVf+TEaIJu+LFahRFuQ14CK1Lpy2QDPwFvKGq6pkay40EVtVYda+iGCQ+Xaw7aKXDNf7uDqTW2IdBfS5FUR4AHkTLsMoGfgWeU1U1S1EUW2AmMAYtgywZWATMUVXV4GqjX3YacDvQFq1dzwHR+nN9VVVVY99IJ+t/foeWYRcL+ALXA6uNLF9znxZoAcQ7AR+0+mZrgFmqqibVWO524Gdgm6qqA+vYlicQDxQAHqqq5gOjgC769nryQscCoG8Tg+62NWvAAd2BGcAEIADIUFW1TY1lewAvA6GABVqttg+A5Rfb97XgOECrgZa15XCtwEt5fhE5e1VahnfDvkd7srfVr45Oq1H9sfJxp7yklMLTZ8nedpSKiwQyzuc8tCcA+SdqxT+bpDb9gwCI33qsVjuX5BeRtO8UvmHBeHRvy9ntxy+6PetWDgyeex+Rf+5DXbGdDncY/S9xQSamJvgO7gpA+j+X1pWhMdkTmwZAP383TM978LW1bEG3Nq3YGZ3KkYQM+vjX/Z7C2daSljYWxGbkEZuRh69zdQnE2HO5xGXmobg71qsbKcDW08kAtHd1bOgpNTpt9Z9j9e8jtR7idflFxOxXUQZ1xSekLWd2XPxzbEyn63oAkHTSsJxo0JAeWNlZs+u7vzAxMSH4+t608vNAl1dI9D6VpH+aRPnRelH0tSn/+fuw0XaO2n+SToO64R/SDnXHpWUzBV+nXWMTThpvt/b9goi493p+eXUJqdFJRpdpyrr01659h/4+WKuNi/ILObnvH0LCutO+u8LR7UcuaR9lpaX6n4bB3pauWleklLjkWusk66cFhwZf0j4bE99Q7XoRY+S+V5xfRMK+U/iHBdO6e1vi6nHfs2nlwPA37+PUn/s4sWI7nW9v+H2vubHvr31OcrYeNPIMV0j+vpM4hIVg210ht56f45Y3DcDC252KkhKKTp8ld8eRCz7DmTnY0mrsdZi7tqQst4CCI2coONhoqr80Grv3a1/r+vfujqmp4Us4W1sbQrp0YseeAxw5/g99e4YYrBPap2et7Xl7tcbP24uY+ATiE5LwaeN5hc/gyooIDwVg/V9ba12T8/Ly2bFjL8OGhdO3Tw82brqsCk219x2h7Xvtus215kVHx6GeikRpH0hAgC9RUc3je4kQdbmiQTVFUT4AHgHKgL/RAlMhaMGksYqi3Kyq6gb94vFoNdxGAq3Qgko1Cwuk13O3Nb+BpVzg2D4C7kMrsh+DFsx5EAhRFGUosAUtWLUVOAOEoQV9nNACaJXbMUcLnPVFyzjbBOSg1Z7rALwIzAcM0i0URbFBK/4PsFhV1QpFUZbol5/MhYNqpsBK/TFtQqtxNlB/PiMURRmoqmq0ftmV+uMaoChKoKqqkUa2d5d+m7/oA2oAla+DVqqqmnOBY6kPc7SA3wC0dj2GNtgBAIqijAB+ozqYdgRoAyxG68rb6FgHegFQFJlodH5RVBKEd8MqwLPeQTXls+kG/y5OyyL6uS84t2aX8RXMTPF+4nZAq7Pm0LcTtp39yd52lJTv/jK+ThPTMlDLBsmq48tpdnQyhAXjFOBRr6Da4LmTMTE1ZdNzi+p9DFYt7Qi+ZxgmJmDVygGfgZ1x8vdAXbGdmL8O1ns7jVXMOa1mjG8r4+OA+DjbsTM6ldiMvAsG1UxMTHhueDdeWLmPCYs2EaG0xs3OmtTcQjaeSiLQxYE3b+lldN3S8nK+2KYCkFNUzP64c5xKzaaXrwu3hfhd3gk2Am76zNH0qNrBAID06GSUQV1xDWhd76Ba77EROLV2xsLGitYdvGkX2oWMs2n8PtewO5F3Vy37sKy0jKc3vI1zG1eD+Ud+380P0z6mpKjp1zxxD9C+HKVEGb9epEYn02kQuAe0rndQLXTsYJxat8LSxgqvDt50CA3m3NlUVsz9rtayVvbW3D3/f5zZe5JNX/1hZGtNn1eAdu9LjEowOj8pOpGQsO54+ntdclDtujFDATi45YDB9JyMHDwDvHDzdufsmbMG8zx8tAxNW0c7nFydyEpruplWzvrrRWYd973MmGT8w4Jx9veoV1Bt+BvafW/dC/W/7zV3VvpnOF10Hc9w0Yk4hIVgGeBZ76Ca/8dPGfy7JC2L+JmfkfX7DqPL2wQF4PvWYwbTCo5HEfPEAopOSgCiUkyc9n/d19vL6HzfNl7s2HOAmPiEqqBa5Tp+dazjow+qxcYnNPmgmtJeK9lx+nSU0fmnz0QzbFg47doF/OtBtfb6fZ+qY99nTkejtA+kfbsACapdhqZfufm/4YoF1RRFGYMWUMsGhqmqukc/3QSYjRY8WqooSjtVVbNUVT2MNsDAPrSg2sv1zEw7X2UwaK+qqql1LGOLlokVVBlkUhTFFdiDNtjBDrQA4CBVVfP08/uhDcLwqKIob9bY9jC0gNp2YIiqqlX5x4qimKIFu4wNxXg7WtfKI6qqVj45LgZmASMVRXFVVTWtjuPvqF+3S2W2n6IoVsC3wGhgIdrgAaiqWqwoyg/Aw8AktHY/36Qa+6/UQ//zUn4H51MAM6CDkZpsjsDXaAG1maqqvlZj3nC0oGCjY+ZgA0BprvERuMr0080dbS66rYy1e0n8ZCX5x6IpyczFso0rbmPC8XxgFO0/m8Y/d79B1sbawRsTczO8Z4w1mJb682ainv2i1khTTZWFvZaurssxPuiCLlebbulw8XbuOHYQAcN78sdDH1CYXv84sbWzPX2mVdeUqSgv58Cna9g5t3418Bq7PJ32Jr2uwQDsLLXbRG49PlPDOnrhamfFc7/tZfXR6iy+VraWjAr2pU1LW6PrlZVX8Nm2kwbTRnb25vkR3bBsBvW+rOy1z2dhHdeLyunWDsbbx5g+4yLwDWlX9e+4Q2f47vEPORdr+C7JrpX2nin8gZtIPB7DNw+/R8rps7i3a8Ntr9xL8A190BUU8eOMTxt0To1RZTsX/YvtHDpuMP4h1TX9Yg6dYdHj75EWW/ud3djZk7Ftac+C8S835LCbFBv9tbagjjaunG7rWP82run6STfSPaIHUcci2fDjeoN5+zbspUPPjtz+yBiO7ThKsU4LBFtYWXL7I9W1kewc7Zp0UM2y8r6Xe/n3vS5jBtFueE9++98HFDTgvtfcmemvFWV1jKJarv8cm9XjWpG9bg8pn/1K4fEoSjNzsfByo9UdEbhNvQX/j2cQec8ccjYbBohTPv+VrN93UhSVQIWuBKu2bXB/6DZajgyl3dJXOTniCUrqMcLwf0Fevvau387W+O/Czk77XebmVo/WmpunX8fO+Dr2tjYGyzVlDo5auY3sbOP/v3NytBenTk4ORudfjspRV3OyjQ/okZ2jHZPjFdi3EI3NlcxUq0y7mVsZUAPQZ2TNBm4DOqMFdN67nB3pA3VewK1o2WTpwNSLrPZMzawtVVXTFEVZCLyKFgS6qTKgpp+/U1GUzWjBqgFUd0usLKq0uWZATb9OOVpmljGVXT+rKkqqqhqt30cEWvbYOxc4/pk1u8+qqlqkKMr/0AYNiFAUpas+UFm5j4fR6rW9pKpqVX6woii90YJ00WhZeZUqh3syGthTFOVetEy5801VVdXYt+/pxmqyoXUHdUXLXnu95gxVVdcqirKY6npzTUdlL7p6lGtI+twwKbEoMpG4N76nODmTgNen4PPsBKNBtQpdCTtajwbAwsMZx4HB+D4/keC18/hn/KvoztYVk20+qup0XKSd7du4MOiluzi9aneDBxbIjEziA+87MTE1wdbDmcARPekzfTSte7Vn1T1voctq+g9lF1LZtPWpiLLmWByv/H6QwYon94d2oLWjDUnZBXy+/SRvrjvM/rh05t9We/wYS3MzDj1/KxUVFaTmFbE7OpUPNp9gwqJNfDSuP15Ol/YFvamo/Bw3pL7LB7dq70dsnOzw6uzP9TPG8MSq1/n20fdRt1RXQajsLlNSVMyiKfPJTcsGIP5wJIumvMUzm96hx60D+WP+j+RcoNZSc3Ap7Tzv1pkA2DrZ4d3Zn5tnjOe5VXP58tF3OVGjnbsN703f0WH8MPNL0uPrep/3H9CAe9/5+o7ox30vTSUjNYN5D75Rq/vn6kUr6XdDfzr26sR7Gz7iwMZ9mJiY0D2iJ9Z21pxLPkcrj1aUN4MRmS+sfvc9hzYuDH7xLk6u3o26pukPqHNVNeBznPql4btfXVQCiXO/pSQ5A+85D+D5zF21gmoJrxoOMlFw5AzRD80Dk2doeWN/3B64lYSXm8dItlda5eW8IXXbqn6tl17qrcm4lPtec9i3EFfbFRmoQF9jrLIj++Lz5+uDOpXTwy9xN7aKolQoilKBlhkZD7wPnAVqBpTq8qeRaZVBqpOqqsYYmX9a/7NmrvA+tOvzw4qiTFEU5aJjjyuKEgAMAkrQ6qnVVHmnnUzdyoHvz5+oz56rrIIdXmP6frTaZr5oAbuaKrPUltQMttVDqH7d8/8YSyspoe7urJWBue/q2P83DTimq6by7aa5vfE3xWb6N2eldbwFrY+U7/+ivKQUuy4BmNpaXXDZ4uQM0n7ezMn75mHT1gv/16dc8n4bk+KqN/LGC6xa2Gntoqsja6LSdW9NpbSomM0NHC2tporyCvISz3F40Vo2PbeI1j3a0Xf66EveXmNRmYmWV0cmWv5FMtkqxZ7L5aXVBwh0ceC1UT3xd7HHqoUZ/i72vDaqJ508nFh/MoG9sXUHe01MTHC3t2ZUsC9vj+5DTEYeb6672KW88avMnLKu43phZWdtsFxDFGTlcXrbUT6/+w1KdMWMf/shzGv8rgpytHdDcQfPVAXUKuWmZRF36AymZqZ4BxsOUtEUVbaf1RVo5/ysPE5uO8r7d8+hWFfMPW8/Qgt9O9s42jLh9fs5uf0oW79dd5EtNW0F+nuaTR1tbKO/9+XnNOxlQ+9hfZn24VNkn8ti1pjnSYmrnQmoK9Txwu3P8tN7SyktLmXo+OEMuHkQkUdP88zNMzAx1b7AZWdk11q3KanKRLM3ft+ztK/ffe/6+dp9b/3MS7/vNVdlVZloxj/HpvrPcVnupb80S1+6noqSUmw6B2Bqe/Ei8QDp32pfTex7d7rk/TY3lRlqlRlr58vP136XlRlrAPb6DLW8OjLR8vTr2NeR/daUVGaJOToazwazt9dKe2TXkU12ObL1WXCV2XLnc7C/cCabEM3JlcpU80AL2BWhdaM0pjJLzHiH94srpTogZYE2QEAvoD3wjaIow+sYHACgUFVVY3nVlZlpZ43Mqzm/KsKhqupRRVGeA+YAXwBfKIpyBq076Apg1fkDG6AFzEyA1Ua6eC4DPgSCFEXpXTPLr4ZEVVXrKoATo//Z5rzpS4C30AJfG6FqsINxaEHBr89bPl2/DVeMUFV1CjBFv53KASDqEm+kDSpVHmd0HfNjLrDda6YwUqsnYxVovBaDlb4mSlGU8Xod9VGhK6EsrxDTlvaY2VhRnl900XXyDpymNCsPR31h9KYuM1KrKePkb3ykPUd/rY5OVh21qiq5dfbD0tGWqUeMd3Hr9dgt9HrsFqLW7mPNlAUXPa7YTVqgx6tfx4su29hVjtQZe874KJtxGdr0mgMPGLMzOpXS8gp6+LjUGvDA1MSE7j6tOJGcxT/JWfTyNXpZMRDs5Yy9VQv2xda3nGbjlaqv8eUS4GF0vov+c5xWRy2w+ijKKSD2wGm6DO+FR3tvzh7Vapyk6f8PFdYR5CjM1qa3sLK45H03Fin66617HaMfu+nbua6aa/VRmFNA9IFTdBvem9btvYk7GoWzlwv2rRzoENqFT2KMdwt//LtZAPz8ymI2Lvrd6DJNQYK+lppngPFHt9b+2j0xMdp4zTVj+t8YypPvzyArLZMXx71AUkzdvx9doY4f3v6OH942fB/p5u2Os5szidGJ5Gc37ezhDP3ns2Ud972W+hF+M6IvfN9zD/LDytGWRw8Zv+/1f/QW+j96C6fX7mPF/Re/7zUnRfpnOEv/Op7h9NN1l/sMl1+IuZM9pjaWlOcb785bU+k5LSBsanPhF6n/JX4+2teE2Hjj15TYs9r0mvXTKteJqWOdOP30uuq0NSXqKe3rdLt2xl+MtWvrD9Rdc+1ynNLvu30d+27bTtt3XTXXhGhOrlRQrSpx+gLZT5ebdKtTVfWemhMURYlAK4g/GHgBrSuoMRfrG9CgvgOqqs5VFOVb4Ba0rqEDqM7c2qUoymBVVQv1x2gK3K1ftZuiKMaqRla22WS0Om+X4vx2/xZ4ExitKMrD+q6tNwHOaF1Xzw9qHUAbJKD20DkNd/EniSYme7tW5NoprCuYmBiMHmVqa4VDL4WyQh25+y99JCerQE9atLSnNLeAkoz61UIxtbXCzN6asryLB+CagrM7TwDgPahzrXZuYWtF657tKSnUkXzgTF2bAODksm2YW9ceddLJ3x2vvh1JOxZD6tEY0o7H1Ou4bD20UejKS5t+N6Nevlpy7c7oVMorKgwCYvm6Eg6dPYeVuRnBXs4X3E6xvstVZoGxEpKQWaC9B2hhWr8E6XxdCfm6EmwsLpwh1xRE7tSKiSsDgzExMTHoCmFpa4VfD4XiQh1xBy/8Ob4YR3f957KsutvcaX1Bfo/2579nwWB6RjPoLq7q27njwK5G2zmgRweKC3VEHzxd1ybqxcld+79Q2c75mXlsX7rB6LJte3fEPcCTY5sOkJ2SSaLatEcMPrZTK9rebWBIrTa2srWmQ8+O6Ap1nDqg1mt7A28O4/F3n+Rc8jleHGc8Q60+ho4fBsDWXzdf0vqNSdwO7b7nZ+S+Z2FrhZf+vpd0kfve8eXbaGHkvtfSzx3vvh1JOR5DytEYUup532tOcndqA0g5DAox8gxnjW3PDpQX6siv5+fYGMsAL8yd7CnLLaC0ns9wtt0VAHRGRrj9r+rdXRupdceeA5SXlxuMAJqfX8DBoyewsrQkOKj6JWefHl35fMlStu/ex9S7DWsPxyckEROfgKeHG95exgPXTcnmLdpAGEOHDKp1Tbazs6V//14UFBSya/f+f33fmzZt5/nnHmf4sHDmzvvQYJ6/vw9K+0BiYuJlkILLJN1nm4Yr0v0TSEILTFkrilLXFctf/7P+rzMvQlXVTcCz+n8+rSjKVXsFoapqgqqqH6mqOl5VVW+0rLlTaIMYPFlj0WGAt/7v/mjdKM//UzmC6ThFUYzljHvqs8yM8dP/NHi9pqpqCvAH2iANd+gn36P/udjIdlbpf45SFOVKVpis/P371TG/runXlC42hczNh7Dyccfj3hEG83yeGoeZrTVpP2+mvLA6wGDd1gvrtoYfSUsfdyw8agcrzJ3tafvuwwCk/7YdatSIsQnyM9plwaSFOQGvT8HEzIzMDf/+zfNayIlNJXbLERx93AieNMRgXp/po7GwteLkL9sordHOLQNbV40aWmnrS9+w8ekva/058ZNWRjBm4yE2Pv0lR5dUj5rq3i0QcyPZOy1sLBk0+66q9Zo675Z29PN3IzG7gB/3Gb5N/OTvfygsKWNkF2+sLarfwUSn5xKdbpicGuLdCoC/TiZyKtWw+9XJlCz+OpmACdDLz9Vgeo6RUSdLysp5Y91hyitgYFv3WvObmnNxqahbD+Ps7Ub/u4cZzBv25O1Y2lqxf/nf3E89PgAAIABJREFUFNf4HLsGeuJ6XiZsSy8XnL2Nj8Dad8J1+HRrS2ZCOkkn46qmJ/0TR/Tek7i3a0PvsYa9/3uPjcC9XRvSY5KJP2xsYOimJT0uhRNbD+Hi7UbY3cMN5o18cgxWtlbsWr7VoJ3dAz1xP6+dnb1ccKmjnQdMGIJft7ZkJKSToG/nzKRzfPvsZ0b/RB3QXqxs+HIN3z77GSe312806MYqOTaZg1sO4O7jzvWTbjSYN37aBKxtrdm8bCO6Gm3sFdgGr8DaQd2I2wfz+IInSUtMY+Ydz9YroGZtV/uRqHtED26eeivpSemsXtQoxzZqkKy4VKK3HMHJ243u5933Qqdp973jy7ZRUqONnQNb43zefW/D7G/485kva/05+rN234vceIg/n/mSg183j9HCG6I4NpmcLQex9HHHddINBvNaTx+Pma01537ZZPAMZxnohWWg4TOchY87LYw8w5m1tMf3bW1kz8yVfxs8w1l3DsDUSLDTuoMvnk/fCUDGirrKMTdfJaWlRMXGE3fWMDvQp40n/Xt3JyEphR+WrTKY99HCbyksLOKmEddhY12d3dezWxcC/LzZd+gYm/7eVTW9vLycdz/RRsEdc8uNDarD1lhFRcWybt1m/P19+N9D9xjMm/3iDOzsbPnm218oKKjOb1CUQBQl8LL3vWXrTk78c4pBg/oxcuTQqukmJia88foLAHz+RaOs4iPEv+6KZKqpqpqvH8WzN1pW1tya8/UDC1TW8tp83uqV37Au9dg+Bv6HNtjAc2gjkF51qqruUxTlY2AB0LXGrMpaae+pqvpEXesrinICbQCB0WhZZjWZonXb/Pq8dVyByqvaZiObXYyWnTZJUZQ1wAi0Lq2/GFl2JXAcCNKfw4VqvF2OLcAYYIKiKPOMZDZOvEL7vWxRz35Ol1WvE/DaFBwHBlN4+iz2Ie1wHNCFwjMJxL1pWPYu5O/3AaoGFwBw6NuJtm8/RPbO4xTFplCamYellwstr+uOuaMteYfOEPuqYc9ct7ERuN85lJwdx9GdTaM0Jx8L95Y4hXXDwr0lBWcSiHl5yZVvgKtk8wuLuWPFS4S9OgnvAUFknE7EPSQQ79AgMiOT2DXvZ4Pl79w8H4APvO+8rP32fOQmvPp2JGH3SXITzlFaqMPOsxW+4V2xcrIlce8p9n/Y9L/AATw/oiuTlmxl7voj7I5NI6CVPUcTM9gbm46vsx2PhBnWd7n1c+1L2KHnb62a1sXTmZuDffjtSBwTv9rM4Patae1oQ2J2AZtOJVFSVs7EXoG0da2O0a88EsfygzH08HXB08EGe6sWpOYVsisqlfR8HX7Odky7rsvVaYQrbPnMRTyy7BVuffke2oUGkXImEd9ubWnbP4jUyET+mP+jwfLPbHgbgBl+46umeQb5MenTJ4ndf4q06GRy07OxdbLDJ6Qdnh19KMor5IdpH1NRbngZ/emZz3n459mMmXs/XUb0IuWUNvpnx8EhFBcUsXTGp7XWaap+mLmQp5a9ytiXJ6OEdiH5zFn8u7VD6d+ZlMhEVs7/wWD52Ru0bm8P+VWPHukd5M/9n04nav8pUqOTyEnPwtbJHv+QdrTp6EtRXiGLp33QbNqsoT6f+QlvLJ/H1FceIDi0K2fPxNO+W3u6hHYlIfIs380z/BL14aZPALjV56aqaZ37deHh+Y9hZmbGsR1HGDzGMHgEWl221QsNr7EfbvqEmH9iSIg8S0lxCW2D2xEc2pXs9Cxen/xqk+/6WWn9zMVMXP4SQ16ehG//IM6dSaR1SCC+/YPIiExi63zD+96Ujdp9b57v5d33APo8dFNVgM6tky8Ane8YhFdPbRTchH2nOLJ082Xv51qLe+FTlBVz8X71fuwHBFN0+iy2Ie2xDw2mKDKBxHmGj95Bmz8G4ID3zVXT7PoE4TvvEXJ3HaM4NpnSrDwsvFxwiOiBuaMd+YdPk/C64fOY2+SROI3oR+6OIxQnplNRXIJVYBscwrtjYm5G+ndryfx1K83Bhq072Lh1JwDpGdpAOIeP/cMLc7T7m5OTA089oo0rl5p2jlET7sfTw411ywzbbOb0h7nzwem8seBTdu8/jL+vN0dPqOw5cBg/by8ef2CSwfJmZmbMeX4a9z32LE/OfI1hEQNo7e7Krn2HOH7yNCHBnbh77C1X+vSvmkcee56/t/zGewvmMHjwAE6ePE3vXt2JiAhFPRXJrBcNvoZz/Kj2+TK3MAwSh/bvxeTJE4DqkVPbtvVn4ZfvVi1z35TqPJHy8nKmTJnG+nU/8dPSz1m2fA3x8QlERAygV89ubN++hwXvfXFFzlmIxuZKjv75DrAUeEZRlL/0xfIrA2ozgWC0ul3nf/uvzFzqCOyigVRVLVUU5QW0QNEURVHeVFW1rhppl01RlBFAGbBRVdWyGtNboAWtAGL105yBUfppFwvdf4M2GuZkagfVAOYoirJNVdUo/bYtgY8AG2CrqqrGUmhWobX5IGAW2u//F1VVaz2FqqparijKOGAncK+iKDZoI6Ya5PAqimIGDD9//Qb4HngF7fPwDFoX1cptDwXuvYxtX1G62BSOjHgan6fG4RQRQsvBIZSkZpH45RrOvv0TpVnGa1TVlH8kkrRlW7ENDsA2yF/fdbOQgpOxpK/cQco3WqHbms6t2oGZrTX2Pdpj36M9ZnbWlOYWUHj6LImfriR5yZ+UF9ZVcq/pyYlN5ccbZ9Fnxu34hgXjG9GN/NQsDi1cy54Fy6/Y6JvHv99MSYEOt64BePXtiLm1BbrsfNKORnN69W5O/LiFimYyypx3Szu+nxzOx1v/YUdkCtvOJONqZ8X4noE8OLADjtb1q7c1+8budPdxYeWROHZEp1KgK8XW0pyQNq24rZsfI4IMs1WGdvCioLiUIwkZHEnIqFo+wMWeu/q0Y0wPf6xbXMnb1NVzLi6VBaOeZ8S0O1DCutIhPITc1Ez+/uoP1i1YVlXb7EISjkXz98I/8O+l0DEiBBsnW0p0JWTEp7L589X8/dUfZCfVLheaFpXEuyOfY9jjo+kQ3o12oV0oyM7jwG/b+ev95aRGXnrdoMYmPS6FN0c9x8hpYwgK60bn8BCyUzPZ+NXvrFnwMwX1aOe4Y1FsXLiGtr060jkiBFsnO0p0JaTHp7D+81Vs+up3MpPOXYWzaZySY5OZMXIa46dPJCS8O90jepCZmsnqRSv58d0fyMu++L3P1csNMzNtXKMh44YZXSY1PqVWUG3rii2EhHenQ4+OmLUwIz0hjV8/W8GKT34hp55d7JqCrLhUvr5pFgOm3Y5/eDABEd3IS81i36K17FiwnKIrGDz0DwvG57x6oW16tqeNPqgGNIugWnFsMidvnI7njAk4hIXgENGDktRMUheuImnBUsrq8QxXcDSSjBWbsekSiE2QP2Z2NpTlF1KkxpK5ajvp362t9QyXtXY3ZnY2WHX0w75/MCaWLSjLzCVn037Sf1hP9vpLrfrS+Jw8HcVvfxhmQp5NTOZsota91dPDrSqodiE+bTz5ceH7fPTlN2zbvY+tO/fi2sqZiXfczP8mT8TRoXah/OCgDiz98j0+WvgtO/YcIL+gAE8Pdx68dwJT7hqDhUXTryNaKSoqlj79bmD2SzMYPiyc60cMJikplfc/+JJX57xLZmZWvbYTGOjPpLvHGExzd3c1mFYzqMb/2bvvuCrL/4/jLwRRlhtRnIh6meYemZqClaVZ2jLbQy3by7Zlw19772G7b3uXpS1XzhzlyisnKog4QJQhMn5/3AflwAHOQZHh+/l48MBzz+vc3F7nnM/5XJ8LWPTXMvr2G8akByZw6imDCAsLIW5zPI9MfpYnnnyFrKzq83lEpCR+vo7TNcbEADOAOGtt61K2fQknUywHJyNpO9Ad6ACkASOstb8X2ucinAkIMnBmssyvUv2ItTbOGHM8zkyWadbaYitnG2MW4mTKvWatvc61LL+gvsd9jTHDcQJPU621wz2sfxq4HbjDWvu0a9lE4BEgGacO2XacIZZ9gQicWUlPsNZuM8bcBLwA/GutLXFqH2NMC1zBOCDaWruxwHP/13XcgTiTDuzDqeMWiTP09iRrrcexPMaYF4CbCiyKsdYWm2dujOmCE6Bsh1OnbTnOJBNZrufXAWjqWvcpcEn+pAQF2rvKWnt8Cec4A2dSh5o42XHLcSYwGICTJXcrpfy9PZnX9NxjM43gKFkS4N1sVnJ4xk72XAtLjpz7J6neR3lLI6f0jeSwJeZWuxKmlc6JfnVL30gOyym5mi2wvHVe9lzpG8lhC4o8qaKbUO1lZ8VX/XG8JRjRcni1/Tz73eYfq83frrxqqgFgrb0ROA9nKGIP179DgHeB7oUDaq59PsYJoqzHyYAa4/opfbo4d/m11ca4AlTl5UucmT+X4ww5PRenLlo8cC/QzVqbP5VVftaVp8wzN9baLTiBSD+KZmvl4mS8PYUz2+lIwB94B+hdXEDNpeDc6huBEnPMrbXLgY7ApcDXQH1gKHCOa7nFyTTrYK29qIRZPks6x1Sca/YTTjBtBM59MgZ4wNfjiYiIiIiIiIiUN58z1USqCmWqlS9lqh0dylQrf8pUK3/KVDs6lKlW/pSpVv6UqVb+lKl2dChTrfwpU63qUqaaiIiIiIiIiIjIMax6VIAWEREREREREakmqseUaNWfMtVERERERERERER8pKCaiIiIiIiIiIiIjxRUExERERERERER8ZFqqomIiIiIiIiIVCJ5VNvJP6sVZaqJiIiIiIiIiIj4SEE1ERERERERERERHymoJiIiIiIiIiIi4iMF1URERERERERERHykiQpERERERERERCqRXE1UUCUoU01ERERERERERMRHCqqJiIiIiIiIiIj4SEE1ERERERERERERH6mmmoiIiIiIiIhIJZKXp5pqVYEy1URERERERERERHykoJqIiIiIiIiIiIiPFFQTERERERERERHxkWqqiYiIiIiIiIhUIrkV3QDxijLVREREREREREREfKSgmoiIiIiIiIiIiI8UVBMREREREREREfGRaqqJiIiIiIiIiFQieeRVdBPEC8pUExERERERERER8ZGCaiIiIiIiIiIiIj5SUE1ERERERERERMRHCqqJiIiIiIiIiIj4SBMViIiIiIiIiIhUIrmaqKBKUKaaiIiIiIiIiIiIjxRUExERERERERER8ZGCaiIiIiIiIiIiIj5STTURERERERERkUokL0811aoCZaqJiIiIiIiIiIj4SEE1ERERERERERERHymoJiIiIiIiIiIi4iPVVJNqKytXMePyFFszpaKbcEzofee6im5CtTfFP7Kim1Dtbc0LqugmHBNWB9as6CZUe3Pz9NpX3lrk1K3oJlR7fSJPqugmHBMyEuZUdBOkistFNdWqAkUdREREREREREREfKSgmoiIiIiIiIiIiI8UVBMREREREREREfGRaqqJiIiIiIiIiFQieaqpViUoU01ERERERERERMRHCqqJiIiIiIiIiIj4SEE1ERERERERERERHymoJiIiIiIiIiIi4iNNVCAiIiIiIiIiUonk5mmigqpAmWoiIiIiIiIiIiI+UlBNRERERERERETERwqqiYiIiIiIiIiI+Eg11UREREREREREKhFVVKsalKkmIiIiIiIiIiLiIwXVREREREREREREfKSgmoiIiIiIiIiIiI9UU01EREREREREpBLJVVW1KkGZaiIiIiIiIiIiIj5SUE1ERERERERERMRHCqqJiIiIiIiIiIj4SDXVREREREREREQqEdVUqxqUqSYiIiIiIiIiIuIjBdVERERERERERER8pKCaiIiIiIiIiIiIjxRUExERERERERER8ZEmKhARERERERERqUTy8jRRQVWgTDUREREREREREREfKagmIiIiIiIiIiLiIwXVREREREREREREfKSaaiIiIiIiIiIilUguqqlWFShTTURERERERERExEcKqomIiIiIiIiIiPhIQTUREREREREREREfqaaaiIiIiIiIiEglkqeaalWCMtVERERERERERER8pKCaiIiIiIiIiIiIjzT8U+Qw1GragNZ3XUCD2G7UrB9G1vZkdk77i01Pf0H2njSvjtHt6wep179Tsetnt7yI3P0HDj4ObNKA8DP60ODkHoS0a0ZgRH1y0jLZu2IjCe9NZ+dPiw77eVU2AU0aEnHrJYQO7IF/vTpk79hN6q8LSHrhY3JTvbvOUR8/RkjfzsWuX9XhbPKyDl3nxjdfROObLyrxmFlx2/gvdpx3T6KSi2gazg13XU3/2L7Uq1+XHdt38ce0Wbz29Nuk7tlb6v5BwbUZPHQQA0/px3GdDU2aRZCXm8umdZv56Ztf+d/bn5N9INvjvm3at+a6CWPp3b8HoaEhJGxNZNq3vzLlpQ/Zn7n/SD/VChPYtCHN7xhNvZjuBNQP40BSMrunLWLrs5+R42V/0fHLh6nT7/hi1y+MuoC8Av2FJ81uOZ8Wd14IwOoLHiR1znLvn0QVENS0AR3vOJcmsV0JrB9KZlIKCdMWs/qZrzmwJ71Mx2zUtwODvrwPP/8a/Pv8t6x64osi29QIDCDqolhajTqJkFaN8a9Vk/SEXWyftZK1b/xE+tadh/vUKo2wJg2Iuf1c2g7qSlC9UPYlpbDml8XMfv5rMlO9u8YnXnMGrU/sSHjbZgQ3CCMvN4+U+J1s/HMF89/6mb2Ju4vsUyPAnz5XnkaXswfQsE0TcnNySbJbWPzhb6z4Zu6RfpoVqmGThlx0+yX0iOlBWL067E7azcJfFvDp8x+T5kV/USuoFn1PO5Geg3sRfXw0jSLDycvNJX5DPLO/m83U937w2CfXqFGDk84ayGmXDCWydSTBYUHs3LaLNYtX882b37Dlv83l8XQrRFDTBnS541yaxHSlVv1QMpJSiJ+2mBXPlr2vCD+hA4O/vI8a/jVY+fy3rHjSva844blraHPBwBKPkThnJTMueKxM56+MmjVryoOTJnDakBgaNqzPtm1JfPf9dB6Z/CwpKXu8OsYpJ5/EaUNi6dq1E926daJBg/rMnbuIQbFnl7jfcce144H7b2fQwBOpUyeUuM3xfP75dzzx5CtkZmYeiadX4X6ZMYfFy1awZu0G7LoNpKVncMaQWJ6YdKfPx0pM2sHLUz5k7oIlpKSmEt6wAYNPOpFrr7qYunXCPO6zfmMcr77zP/5aupx96elERjTm9FMGMfbSUdSuVetwn55IlaCgmg+MMVOBYcA71toxJWw3CJgBpAFdrLUbj1ITvWKMGQ+85mFVFrANmA08Y639pxzO+Ya1dnyB5R2AfwFrre1wpM53NNRuFUGPqZMJDK/Hzp8Xkb4ugbDubWl+9Rk0iO3G0jMnkp28z+vjbXrqc4/L87Jz3B43HzuUljeOJCNuO8lzV5G1I4XazcMJH9aHBoO6sOX1H1k/6f3Dem6VSWDLJrT58ikCGtUn9Zf57N+wlaAu7Wl05QjCBvZgw/l3kpNSetAnX9ILH3tcnpfjfp3TFqwgCc/bhg3uQ1DntuydtcT7J1KJtWjVjI+mvkXD8Ab8/vMsNq6Lo3P3jlx69Wj6x/bl0jOvZk9yaonH6HFCN5549SFSdu9h0dwl/DFtNnXr1SFmyADueOgmTjkjhjHn3UDW/iy3/Tr36MTbX71MzYAAfvnxDxLjkzhhQE+unTCWE07qzZjzbuBAVslBoqqgVqsIOn3/GIHh9dg9bSEZ6+IJ7daOpuOGUy+2G6tG3OtTf7H1mc88Li/cXxQW3LkNzW45j5x9GfiHBvn0HKqCkFaNif3hQWqH1yV+2mL2rk2gQfdo2o0bSkRsV2ae9RBZPlxngICQ2vR+4RqyM/ZTs5hr5udfg4Ff3EujPobUtfFs+WYeuVnZ1O/WhnZjT6PV+QOYcdZD7P0v/kg8zQpVv2Vjrvz6QULD67Jm+mJ2rU8gsls0fccMpe2grrx77kNkpJR+jXteNJistP3ELfyXtJ2p1Ajwp0mnVvQdO4xuo2L4YPRkElfFHdy+Rk1/Ln7/TqL6H0/yliT+/nI2AO1iunH289fR9PjW/PLI/8rteR9NTVo14Ymvn6JeeH0WTJ9P/PqttOvanrPGjKDHoB7cfc6d7C3lda9jn07c9uIEUpNTWTl/BQt/WUBovTB6n9KHq+4fw4lDT+T+C+/jQKEg/O0vTWDAmQPZmbCD+dPmkZGWQSvTmtjzTmbgiBgeunwSK+ZV/UB8aKvGnPq901dsnbaY1HUJNOwWjRk3lKaxXfl1RNn6ir4vXENOxn5qFNNXbJ2+mLStOzyua33uAMJaR7BtxhF7+13h2rRpxZxZ3xEREc5330/D2nX07tWdm28ay2mnxTBw0Eh2704u9TjXXnsFI846nYyMDNat30SDBvVL3adP7+78+svn1KwZwFdfT2Xr1gRiYvpz/8TbGBw7gFNPu4CsrKxSj1PZvfHep9h1GwgOCiKicSM2xm0p03E2b03gkvG3szs5hcEnnUhUq+asWP0fH33xHXMXLuHD15+hXt06bvssX7WGMTfdzYHsHIbEDqBJ40YsXPIPr7/7MQuX/M3bLzxGYGDgkXiax6y8PNVUqwoUVPPNWGAVcJUx5itr7U+FNzDGhADvAH7AhMoWUCskAfi1wOP6QHfgUmC0MeYca+2PFdIywBiTCEQATa21iRXVjuK0f2IsgeH1WHvv28S/Pe3g8uiHLqfF+OG0uedC/rvzLa+Pt+npopkPnqQuXcuykZPYM3+12/K4ds3o8dOjtBg/nO1fzWHf8g1en7sya/rwdQQ0qk/Cg6+z+4NDt2OT+8bSaMxIIiZcRsLEV7w+XnFBtcLSFq4gbeGKoitq1KD++acCsPvTaUXXV0ETn7iDhuENePTeZ/j47UP34R0P3czl4y/k5nvG8/CdT5Z4jJ1Ju7jruklM//53t+yHp0KCefebV+nepwsXXnke779+6PrXqFGDyc9PJDg4iBsuu4OZ0+cA4OfnxzNv/R9DzhzMZdeM5u2XPjzCz/joi3rsagLD67Fx4hS2v3PopaPVpCtoes1ZtLjrYjbe/YbXxysuqFYSv1o1afviTaQtX0/mxkTCz4/x+RiVXffHr6R2eF2W3fc+69/55eDyLg9eTPtrhtHp7lEsu+sdn47Z9ZFLqRkWjH3pe46/5wKP20QO7UWjPobts1cyZ/TjUOBNcMcJ59Lx9nNoP34YS27z/jWhsho2+UpCw+vy86T3+eu9Q9d4yP0X03fsMGLvGMVP95V+jV8bcjc5HrIqu4+O5cwnxhJ7xyg+ueKpg8t7X3oqUf2PZ8uS//jo4sc5kOFksf4WVIvLPrmXvmOHYX9dStyCf4/As6xY4ydfR73w+rz5wOtMfe/Q695V949lxLiRXHLnZbx2b8mveyk7knn2pqeZO/VPtz45KCSIyZ8/xnG9OjLssuF899Y3B9e17dKOAWcOJM7GMeHM28gqkCl88vmncNMztzDqxguqRVCt12NOX7F44vusLdBXdJ90MR2uGUaXu0ax+G7f+oqerr5i9Uvf07WYviJ+2hLipxX9Qq5mnWCOu244OfsPsOHz2b49mUrs5RcfJSIinJtvmcgrr757cPnTT07illuu5pGH7+L6G+4u9ThPPfUq9z/wBGvWrKNFi0jWr11Y4vY1atRgypRnCQkJZuQ5V/Djj87HHT8/Pz795A3OPecMbrl5HE8+5f37x8rqrpuuJqJxI1o2j+SvZSu46sa7ynScyc+8wu7kFO65ZTwXnz/i4PInX3yTDz77hhfeeJ9Jd954cHlOTg4TH32WjMz9vPT4JGJP6gtAbm4ut9//KL/OnMsHn33L2EtHHd4TFKkCVFPNB9babUB+b/KWMaaeh80eB9oAv1hrvf+EVDFWWGuvKPAzAqftrwI1gdeNMUfqHvkUOA6YdISOV6Fqt2pMg9huZGxOIv6d6W7rNj35GTlpmUScP5AawUc+7XnnT4uKBNQA0tfGk/TdPADq9et4xM9bEWq2iCBsYA+ytiSy+8OpbuuSnv8fOWkZ1BsZi1/Q0UsvD4vpRc3IcNKXrmH/mk1H7bzlpXmrSPrH9mXr5gQ+eedLt3WvPPkW6WnpDD9/KEHBtUs8jl21lqlfTS8ynCg9Lf1gIK13/x5u63r16060ieKveUsPBtTA+Vbu2UdeBmDUZeeU+blVFrVaRlAvpjuZm7ez/d2f3dZtefpTctIyaHTeIGqU833c8p5LqNUygvW3vAS5ueV6rooQ0jKcJjFdSNucxPp3f3Vbt/qpr8hOy6TVef3x9+E6Nz2tJ1EXxvD3/R+QkZhS7HahrRoDkPj7MreAGkDCdOcDdK2GdYrsV9XUaxFO9KAuJG9J4q/33a/xzGe/Iistky7n9KemF9fYU0ANYPXUBQA0aN3EbXmH03sD8OfL3x0MqAEcyNjP7Be/BaDPFUO8fzKVVETLCLoP6sH2zYn89L77694nz/6PjLQMYs6JpVYp13jj6o3M+nZmkT45Iy2D7950AmnHn+heEqFJK+eaL5/7j1tADWDhL87fpU7Dur4/qUompGU4TWO6sG9zEmsL9RUrnv6KA2mZRPnYVzQ7rSdtRsew9P4PyNhefF9RnNbnDSAgqBZbf/6LrN2+ZchVVlFRLRkyJIaNGzfz6mvvua178OGn2bcvjUsuPpfg4NKzphcsXMLq1f+R6+Vr16CBJ9LxuPbMnj3/YEANnPcXd98zGYCrx13q/ZOpxPr07EqrFs3w8/Mr8zG2xG9j3qKlNGsawYXnnum27voxlxAUVJsfp/9OesahIbOL/17Bhk1b6NXt+IMBNXACmrdd5wzo+vzbqcq0kmOCgmo+stb+D/gaiAReLLjONezzemAPUOzw0MrMWpsN3A3kAc2AdkfouCnW2jXW2u1H4ngVrf4Ap6ZR8sx/inyAyknLZM+iNfgH16ZOT+8vX/iIfrS8cSTNrxlOg8Hd8Av0PZE0z/XmOS8W5ejdAAAgAElEQVSnenxgDj2xKwD75hT9oJqblkH6kn+pEVyb4O7ejxyuc8ZJNBp/Hg3HjCR0UE+fr3P9C08Hqk+W2gkDegEwb+bCIm980tPSWbZoOcHBQXTpWXwdr9Lkf6jLyXb/cJd/7rkzFhTZZ2tcAhvXxdGsZVNatGpW5nNXBnUGOB9c98wq2l/kpmWy9y+nvwjt2d7rYzY8qz+RN5xNk6vPpF5s91Lv4zr9jqfJ2DPY8uhHZG7Y5vuTqALCBzi1KbfPWlHkOmenZbLzr/8ICK5Nw55tvTperYZ16Pn0GOJ//ovNX5VcryvVOsM6mwzuBoU+2DQ9pTsASXNWenXeyizKVf9zw+yi1zgrLZMti/8jMLg2zXt4d409aX+KE3xPWuNeuys03AnmJG9OKrJP8hZnWVS/4uuTVhVd+jmve8vmLCvSJ2ekZbBm8b/UDq6N6VH2ihnZrr44t9Bw8c3Wuead+3UhsJb7kK3ep/QBYPmff5f5vJVFhKuvSCylr2jkQ1/R56kxbPn5LzZ9Xbbafm0vigVg3UczyrR/ZRQb0x+AX3+bXeRe3rcvjXnz/iIkJJi+J/Q88ueOdc49/ZeZRdZt3LgZ+996WrduQZs2rY74uauihUucIcf9+vSgRg338EBISDDdO3ckI3M/y1f9W2Sf/if0KnK8Fs2a0rpFMxISk9gSXz3fc4gUpOGfZTMeOAm41BjzpbX2+0LDPm+21m4tvJMxZrhr3z5APWAn8Afwf9baIuMVjDGnAyOA/jgBrlCcmmczgMestf952OdT4ALgQuA/4D5gANAIuN5a+3ppT85au9cYk+Y6X83ijm+t/dTD+R8H7gLusdY+XmC5x5pqnnio+bbNGFNwkwofDhoU7XzIT1+f4HF9xoZEiIXgNpGkePlBqtObt7o9ztqRwtq732bHj0UDDp74hwYRPrwvebm5TrCvGghs41zn/Rs9X+esTQkwsAe1oiJJm+fdc275kntafPbOZBImvU7qz6W/EQ6IaEjYoJ7kpO5jz49zSt2+Kmgd3RKAuPWea3DEbdhC/9i+tG7TkoVzFpfpHGdf6Hzr+ecf7vdy/rk3FXPuzRu3ENW2Fa2iW7IlrurWogqKjgQgc4Pn+zhz4zaI6U5Qm0hS//Qw5NiDdq/f7vY4a0cKm+59i91T5xfZ1j8smOjnb2Tvwn9JfHtqkfXVRVh0UwD2rvf88rBvQyLEdCG0TROS/lxV6vF6PD0Gvxo1WHpn6UPAtv22jK1TF9H8jD6cOuNxkuasdGqqdYmiUR/D2inTWVdgiFlV1bCNc413bfR8jXdtSiR6UBcaRDVh49zSrzFA99Ex1GnSgMCQ2jQ2LYgacDwpW3bw++PubzHSk/fSkKbUaxHOznXu/5fqt3AyBWvXDSEkvC5pO7wrfl4ZNXO97iUU018kbEyg+6AeREZFsnxu2V7rTxnllDBYWqgu6Ob/4vjurW8ZMW4kr8x4ncW/LyIjLYMW7VvRY1APZn83i4+eqvrD8evk9xUbPN/Hezcm0jSmC2FtmrDdi76iz1NOX7HYx6Hl+Rr2bEu9ji1JXZ9A0ryiIxGqKtM+GoC1az2XI1m7biNDhsTQrl0b/pjx5xE9d3vXuf8r5tzr1m7EtI+mfbs2bNgQ53GbY8mmzc7H1lYtPH+J2ap5M+YtWsqmLfH07dXdbZ/WxezTskUzNm2JJ25LPC2bR5ZDq0UqDwXVysBau8MYcy3wJfCGMeZP4GGcoZM/WGvdqsQbY/yA14GrcSYDWAJsBdoDFwNnG2NGWGt/K3SqKUBDYDUwCyezsDNwBXCeMeZka21xUz3GAh8AcThBuDpAhjfPzxjTESeglglURE04C7yPE7yrDXyOe9u9eh7lKaBOMAA5ez3PDpXtWh5QN7jUY+2c/hdbXvuevSs2kZ28l1rNw2lywSBajD+Tjm/eyopLHmP3H6V/M2yeHU9g43rEvzON9LVVNwBRkH9YCAC5ez3PdJbjWl6jTmipx0r9bQE7p3xNxqoN5CSnUrNZY+qfezINx5xNixfvJG7sw+wrZeKB+hcMwS/An5RvZ5JXTWalDHVdu317PQ832ee6xmF1S7/Gnlx41XmcdPKJ/LvC8s0nP7itCyvl3HtTD+/clYV/mNMPZBfTX+S4Zkv0rxNS6rF2T19EwuvfkbZy48H+Ivz8WJpecxbtXr8Ne9mjpMxY5rZP68ljCagfyurzHjjMZ1K51XT1yweKuc75y2vWLf06tx49iGan92LB1S+yf2fJk3TkWzD2BY677RyOu3UkdU3zg8u3z17Jlm/mQW7VHwJTy3Uv7y/mGucvr+3FvZyv+wWxbplt8X+v5+ubXiE5zj2xfe3vy2jRsz0Drh/BpnmryXYNHw2oHchJNx6q/xNUN6RKB9WCXdcuvZjXvfzlIWXsF4ddPpyesb3YsHI9v332a5H17zwyhfgNWxnzwFiGXT784PJ1y9fyx5e/sz+j6r/21XTdx1nF9RWuPjnQi/u4zehBND+9F39e8yKZXvYVhbW9ZDAA6/9XfbLUAOrUdWaL3LPH83VJTXUm26hX78gPjc+fqbK42cv3pDptqlsO566K9qU5/UpoiOd7PjTU+T+zt0C/tHefa59Qz/uEhQS7bSdlk0vVf+9wLFBQrYystV8ZYz4GLgKmAicAu3ACZ4Xd7Fr+NzDKWrs2f4Ux5gLgY+ATY0wba23B3v9G4HdrbWqB7f1cy18A3sCZWMCTq4H7cbLgvPrf6KoR1wt4zrXoRWvtUe8JrbUzgBmuTL3aOJl/lW6ighLlj/7x4spvfcM9cyRjfQIbH/2ErMRk2j02hqh7Lyo1qBb90OU0HtGPlPmrWVeNZv4szcH6EV7Ua9j1znduj7M2xrP96Q84sH03kQ+NJ2LCZSUH1fz8qt0EBd44dIl9f1E/ZVgMdz1yCzu27+TWMfeQXcrMlMWd25u/b5Xm532HkfiW+9wxmesT2PL4/8javpuo/xtHi3sudguq1R96AuHnx7DxnjfZv7lajL4vM2/7i+Dmjej68KVs+X4BW38ouRh2vhq1atL7xfE0GdyVZfe+R8K0JeRkZNGoT3u6PnIZMd/cz/yrX2Tb9OoxY3Bx/PC+T873ztlOqdWgeqE0Pb41sXeMYtyPk/nqhpdYP+tQQfyF70ynw9A+tOxtuPa3J1k742/8/PxoG9uVWiFBpCbupk6TBuRWk/IHxfLhda+wvqefyNhJ49idtJvHxz9Kjoc+edxDVzP00jP439MfMvPrGaSlphHVqQ1jHhjLgx8+zBsTX+OnD6pvxitw8BrnldInhzRvRI+HLmXz9wvY4mVfUVjNsCBannlCtZugwBv5fXJF1NyqyHNXRfmXyZe6bQevbNlLvYlUGaqpdnhuwBmO2Reny7i+cPDHGBOIMwQzFzi/YEANwFr7GfAuzvDM0YXWfVMwoOZalmetfRFYCnQzxkQX07bllB5QO80Yk5f/AyTjzAbaDLjGWlu26WOOAdn5mSVhnjPRAlzf6ORvVxbb/vc7uQeyCeschX9I8UXi2zxwKS3GDydl3mpWXPQYeVnZxW5b1RzMRAvz/C1YDdd1Li6TzRvJn00n70A2QZ2iqRFSfLHc0JieBDZrXG0mKMi3L9XJEgsN85z1EOL6BnJfqm/XePDQgTz1xiPs3pnMlWdfx9a4okOZ9pZy7lDX332vj+eubPIzWgOK6S/8w5z7Lucw+oukj38j90A2Ice3oYarv/CvF0qbJ8ezZ85ytr9f/QPB+dklNYvtl4PctitOr+euJiczi2X3vFvidgV1uOFMWpzVl1WPf8HGD/9g/449ZO/LIPGPf1gw7gVqBAbQ7ZGqXxQ7PxOtVjHXONB1L2cWkwFUkoyUfWz4cyUfXfo42ZlZjHx2PAG1DlWgOJCxn/fPf4TZL35DTlY2PUbHcvxZJ7Jt+UbeHjkJvxrOJ7f0XWXLFqos0l39XXAxr3vBrte9NB/7xROG9GXCy3eyZ1cKE0fdw3YPQfbB553M8CvP4sd3f+CrV79kV+IuMtMz+fev1Uy+6mH2Z2Ry2d2XU7uUiWsqu/ys1cBi7uOaYd71FSc86/QVf93rfV9RWOtzBxAQXLtaTVCQLz9LrG5dz9lgYa7X/j3FZJMdjj2uLLj8bLnC6oSVnMl2rMnPUMvPWCssLc35v5CfsQYQlv/+sJhMtH2ufcKKyX4TqU6UqXYYrLXJxphHgZeAJa4AWWG9cQJmS6y164o51CyciQ1OBN4quMIY0woYBhggDPB3rWro+t0eWO/hmN94kaGWgBNEy1cbaIVT8+3/jDHp1tqPSjnGMSljvTO8Mjjac42AoDbODFrpxdRE8Ubu/gPk7MukRv1Q/INrk5OWWWSb6Icvp8U1w0n+cyUrLnmM3IysMp+vMsra4FznWlGer3Nga2d5cTXXvJGXdYCctAwC6oVRI6gWuWmeRxc3GO2aoOCTnz2ur6o2rXcKU7eKbuFxfas2zvJNGzZ7XO/JkDMH88RrD7MraRdXnXsDmzd6rpmWf+7WxZy7ZZSzPG699+eujDJctRdrt/F8H9eOcur7ZBxGf5G3/wC5+zKoUT8M/+Da5KZlUqtZI2o2rEvdk7rQN+Frj/t1/OxBADY98A6JU370uE1VsXe9Uww5LLqJx/Whrn55XzF1lPLV69yawLohnLXK8wTex90ykuNuGUn8tMXMv9JJ7G5yqmsygrlF6yHtWb2Z/bv3EtIinMD6oWQlV90Pzrtck1w0jPJ8jRu6ZuzcXUzNNW/sT01n69K1dDi9N+Htm7NtxaEqFAcy9jPzmS+Z+Yz7TMX1WoQT1rg+uzYmknkYwenKIN71uhdZTH8R6Xo9TPDhda/fGf25/cU7SNmRzMTR97Ftk+d98ycjWDF/eZF1KTtS2LpuK9Gd29IsuhnrV3h661k1pOb3FW0838dhrvu7uJpr+eq7+opzV3ruK46/ZSTH3zKSrdMWM+eq5zxuE32xa4KCD//wqu1Vif3PuUfatWvjcX27tlFA8TXXDsd/rnO3L+bcbds55y6u5tqxpnVLp2RB3BbP5WPitjrLC9ZPy99nUzH7bHYtL65Om0h1oqDa4dtX6Hdh+b15T1c2WEnCCz4wxjwG3MGhQJonxRUD8Kbq5gpr7RWFFxpjOuHUYfvQGJNira3an7TKQbKrcG39mK7OMIEC6eP+IbWp26cDOen7SV2ytrhDlCooOpKa9UPJ3pvOgd1Fv3lv99gYml11Ortn/sPKy58kN7N6BdQA0hY4b+xDT+pe5DrXCAkiuOdx5GZkkr5sTZnPERjVjIB6YeTsTSc72XOGQ0DjBoTF9nYmKJh6ZIvpVrRFfzrD0frFnICfn5/bUIjgkGC69+lCRnomy5d4N+HGsHOG8OhLD5C0bQdXnXu9xwy1fAv/XMw1t15J/9i+THnxA7d1zVtFEtW2FfGbt1XpSQoAUuc6kw/UHVS0v6gRUpuw3h3IydjPviVF5p7xWu3oSALqh7n1F9nJe0n6uHCpTkfYCR0Jio4k+fclHNieTLqt2oFLgB2ugFbEoM5FrnNASG0a9W5PdsZ+di0p7vstR9wXfxIQFFhkeWibJoSfeBzJKzaRsnwjKSsPvcz6BzoZVbUaFs2KqBEYcDDzJbeKZxJvchVRbzOw6DUODKlNi17tOZCxn61LS77GpQlr0gDA66GcPUY7gYmV35Zt5sXKJD+g1f2k7kX65KCQIDr0Oo79GZnYpd697g0cMYhbnruNXYm7mDjac4ZavgDXfVynQV2P6+s2dJZnV/H7OD/43aSUvmJnKX3Fxi899xVhUU1ofOJxJK/cxO7lG0le6fktecPu0dTv1MqZoGB+kfnKqryZs+YBcOopA4vcy6GhIfTr15v09AwWLDzyw+JnzJjLvffczGlDYnjiyZfd1kVFtcS0j2bTpi2apMClT48uAMxbtJTc3Fy3GUDT0tJZtmI1tWvVokun4w4uP6FnV958/1PmLlzMuMsucDvelvhtbNoST2STxrRo1vToPIlqSkOUqwYN/yx/+QGxzTjF90v6mZm/kzHmYuBuYC9wJU5wLsha62et9QO+cW1a3Ej1Mhfzt9auAp52PfR1COgxcU9lxm1n94y/CWrZmGZXnea2rvWdF+AfUpvtX8wiN/1QQd/gtpEEt3X/5rl2q8YEuj48FFSzQRgdXrgOgKRv55FX6INF+2euodlVp7Prt6WsvOyJahlQA8janMje2UsJbNGEBpee4bau8S0X4x8SRMo3M8grUDg5sE1zAts0d9u2ZosIAiIaUph//To0f/IWAPb8OBuK+QBXf5RrgoJvZlSbCQrybYmLZ+6MBTRvGcmFV53ntu76O8cRHBLMD1/8REb6oUzJqLatiGpbdBr6s0YN47GXJ7EtfjuXj7y2xIAawOJ5y1hvN9K7Xw9iTjvp4HI/Pz9unXg9AJ9/4DnDqirZH7edlJnLqN0ygogrh7qtazFhNP4hQez8Yia5Be7j2m2bUbut+7e7tVpGUNNDfxHQIIzo524AYNd3fx68j7MSdrFhwqsef/Ytdj6Qb3vzBzZMeJXUOUUzU6qatLgkEmcuJ6RlY6KvPNVtXcc7ziUgpDZxX/xJToHrHNa2KWFt3d/w/3P/ByyZMKXIz6ZPnXpHib//zZIJU1j/3qFE750LnevZ4aYR1Ah0/76y44RzqVEzgN3L1pPtIeO4KknenMT6Wcup36IxvS93v8Yxt51LYEht/vnqTw4UuMYNo5vSMNr9Gtdt1oh6Ldy+Rzyox0WDadYtmj3xO0la4x7sDQwtOkS/bWxX+o4bRuq23Sx8p+oPc06MS2TZrKVEtGzCsMvdX/cuvO1igkKCmPHVDLcJA5pFN6dZdPPChyL2vMHc8vxt7EjYwb3n31ViQA1g9SLnC8MR40YSXGho5OmXDKVRZDi7k3azZa3n7OOqYl9cEttmLie0ZWPaFeorOk84l5ohtdnoRV+x9P4PWDRhSpGfDZ85fUX8b3+zaMIU1r5XdEIIgOj8CQo+ql4TFOTbsCGOX36ZSVRUS6679gq3dQ8+MIHQ0BA+/OhL0tMPfWQxJpriK9t4b9bs+az+9z8GDjyR4cMP/Y39/Px47NH7AHjzrao/k62vDmRnsyFuC5u3ur8/a9k8kn59ehC/bTuffOU+qdQrb39ERkYmZ55+MsFBh4Z+9+rWmTatW7D475XMmHNodvfc3Fyee82ZCXfUyDN8qsMmUlUpU6385b/z2OwpK6wE57t+32Gtfc/D+rYelh1J+Xn9xxVanh+9KW7aqaKftKup/+6aQo+pk2n36Bjqn9SZtLXx1OnRjvoDjid9XQIbHvvEbfs+c18AYGbE+QeX1evbEfPseFLmryZj03ayU/ZRq1kjGp7cnYC6IaQuW8eGh91f9Fvdfh6Rl5xCTvp+9q3aRMsbRxZp275Vm9j581/l8KyPvm0PvErQl08R+eB4Qvt1Zf/6rQR1be/8e8NWtj/tnuHU/rfXAVjZ5tCsZSF9jqfZYzeRtmglWXHbyNmzl5qR4YTF9MK/Tijpy/8j8fFiaqL4+VF/VPWeoGDyXU/x0dS3uPfR2znhpF5sXLuJzj06ccKAXmxcF8cLj73utv0Pc52R7sdH9D24rHf/Hjzy/H34+/vz19wlnD16OIWlpu7lozcPjZLPzc1l4i2Tefurl3luyqP88uMfbIvfTt8BvTi+e0eWLvyHD974tJye9dG18Z436fT9Y0RNHkvdAZ3JWLuV0O7tnX+vj2fLE/9z277b7JcAWBB5zsFldfp2pM3T15E6fxWZcYkH+4t6g3sSUDeEfX+vY/Nk9/8Px5pld79L7A8P0v3/LqfxSZ3YuzaBBt2jaTygE3vXJbDq8c/dtj9tjvP90ZdNLz6s8/77wnc0PbUHEQOP57Q5T5E4Yzk5mVk06t2eBj3akp2xn7/vrx5/m58mvsuVXz/I0IcuJ6pfJ3auS6BZ92jn3+sTmPGU+zW+/g/nGj/c6tA1btKpFaPeuIUtS9aya+M20nakElQ/lObd2xJxXEv278vg21tfI6/QjKnX//EU2//dzM71CeRkZRPZJYqo/seTtnMPn455usoP/cz3+sRXeeLrp7j64fF06d+Vreu20r5be7r070r8+q189KT7vfTqDKePHtHyUL/b+cTO3PjUzfj7+7Ni3nJOHuUePAJIS93HD29/f/Dxzx9MZdDIGKI6RvHazDdY9Nsi0vbso03ntnTt35Wc7BzemPgaublVfzKIxfe8y6nfP0ivyZfTZEAnUtcm0LB7NBEDOpG6PoHlT7jfx8NnO/fxJ5GH11fkCwgNouVZfZ0JCr6ovhMU3HDTvcyZ9R0vPD+ZwYMHsGbNWvr07kFsbH/sf+u5/4En3LZftcK5FgGB7l8q9e/Xm6uuugg4NNtk27ZRvD3l0LDaMWNvPfjv3Nxcxo69jV9/+ZzPP32Tr76eypYt8cTGDqB3r27MnbuI519wq7hTZf0+ex5/zJ4PwM7dyQD8s/Jf7pv8DODMrnrHDeMASNqxi7MuuprIJo355Sv3ic0m3n49l4y/nceef52FS/4hqlULVqy2LFr6D61bNOPmay53297f35/J997GmJvu5taJ/8eQ2AE0jQhnweK/WbVmLd27dOSyC4p+RhGpjhRUK3/zgFTgBGNMS2u9HmOTn45Q5OtAY0w3oNMRal9x8r8mKjysNX8cVofCOxhjQoGTCi8/DPkBvEp5n2bGbWfJkLtpfecFNBjcjQYn9yBrezJb3/qJTU9/QXZK6XVz9i7fwPYv5xDatQ2hnVrjHxZEzr5M9v27mR3fzyPhg9/IO+A+zCKoZQQA/sG1aHXzOZ4OS+KnM6tNUC1rcyLrR9xK41svJnRgT0JjepG9I5md737Pjhc/JmdP6dc5Y+U6Ur6dQVDnttQ+Lgr/0GBy0jLItHHsmTqH5E+mFbnO+UIH9iCweYQzQYGtnsMEtsTFc8GQK7j+zqsZMLgvA0/ux47tO/norc949em3SU0pvfB3ZPOm+Ps7ibnnXHSWx23iN29zC6oBrFi6itGnXcn1d4yj36ATCAkNJmFrIq89PYUpL33IgawDh/8EK4H9cdtZOfQOmt9xIfViulNvcA8OJKWwbcqPbH32c3K86C/2LV/Pzq9mEdIlmuBOUfiHBZG7L4P0NXHs+mEeSR/+Uux9fKxIi0vi99Mn0umO84iI7ULTwd3ISEph7ZRprH7maw6klM+kF5mJyfx22n10uP5MmpzSjdYXDMSvRg0yklLY9Oks7Cs/sHfdtnI599GWvDmJKWdOJOa284iO6UK72G7sTUph4TvTmPX812TuKf0ab1u5iQVvT6Nlb0O72O4E1Qshe/8BkjcnMf/NqSx8Zxqp23YX2W/Ft3OJHtSVFj3bU6OmP3vidzL/zanMfe0H0ndXn4LjiXGJ3D78Vi66/WK6x/SkZ2wvkpOS+eGd7/n0uY/Z58XrXnizxgf75FNHD/G4zfYt292Capnpmdx9zh2MGDeSvqf3Y+CIQQTUDCB19x7+/HEO377xDWv/Kfsw9cpkX1wS04dOpPMd59E0xukrMpNSsFOmsfLZr8kqp74iX+tz+lEzpDZx386rdhMUFLRhQxwnnDiMBydN4LQhMQw9fTDbtiXx4ktTeGTycyQnp3h1nOjoKC6/bJTbsoiIcLdlBYNqAIv+WkbffsOY9MAETj1lEGFhIcRtjueRyc/yxJOvkJVVPUZ5rFm7ge9+di/1sDUhka0JTk3AyCaNDwbVStKyeSSfvf0ir0z5kD8XLmb2/L8Ib9iAi88fwXVXXUzdOkXLG3Tp1IFPp7zAK29/xLxFS0lLTyeySQTjr7yIsZeOIjCw6PBokerIT+N0D48x5gqc2TtnWWtjitnmLuBx4B/gKmvt0kLrQ4GRwML82UGNMW8C44CvgQustdmu5U2Bn4Burt0vtNZ+WuBYnwIXFF5e6HzjgdeA6dba0z2s74QzFLUR8JK19qYC607BmdxgN9DHWrvetTwEZ5KFC12b3mOtfdzDOd+w1o4vsLwD8C9grbVugTpjzHycmVWHWGs9586XYGbE+bq5y1GjkDKPMBYfjE7bWdFNqPam+HsuCC5Hzta84mfWlSNntT6/lLsleXsqugnV3uhszzXd5Mi5dOfMim7CMSEjYU5FN6Haq9moTbUeX9q1Sb9q+3n2n8R51eZvVykzgKqhJ4GWwHXAYmPMcpzhlQFAc5whlkFALJBf2f5ZnADVOcA6Y8wiIASIAdYBUwH3Yhu+62yMea/A49qudp6AUxttKTCp0D6/4wTVTgX+NsbMAfKAXsB+4EPg0sNsV75vcIJqXxhjfgXy38neZq0tPXVGRERERERERKScHBNF5SuatTbPWns9MBj4AmgIDAcG4gTTvgVGAwsL7LMG6OHaPgA4C2gPvAz0p/jZRn0RCVxe4Od8wABzgZuAE621yYWfC05W3dM42Wqn4GTNfYcTWPN+jvfSPQs8BGzHef5jXD/BJe0kIiIiIiIiIlLeNPxTqi0N/yxfGv55dGj4Z/nT8M/yp+GfR4eGf5Y/Df8sfxr+Wf40/PPo0PDP8qfhn1VXWYd/GmMuAq4FugD+wBqcclyvWWu9mknHGFMDZ0TcMGAQEAU0BpKBJcCb1tpvvW2Thn+KiIiIiIiIiFQieVTbmFqZGGNewSmplYlTluoAcDLOaL6TjTHnW2tzvDhUG5zReeCMvlsM/OlaPhQY6iqTdZVrpF6JFFQTEREREREREZFKyRhzLk5ALREYWGCCxwhgBnA2cAPwgheHywP+AJ4Cfi0YiDPGDMKpX38FMBsnC65EqqkmIiIiIiIiIiKV1T2u33flB9QArLXbcYaDAtztGtpZImvtemvtydbaaYUz26y1s4DHXQ8v8aZhCqqJiIiIiIiIiEilY4xpDvQEsnAmcnTjCoTFA01waqUdrmWu38292VhBNRERERERERERqYy6u36vstYWN1veX4W2PTiNot8AACAASURBVBztXL+3ebOxaqqJiIiIiIiIiFQiuXnVd6ICY0w9oJ6HVSnW2pRCy6Jcv+NKOOTmQtuWtV3BwE2uh195s48y1URERERERERE5Gi5Bdjo4ecWD9uGun6nlXC8fa7fYYfZrldxAnOrgTe92UGZaiIiIiIiIiIicrQ8D7znYXnhLDUAP9fvck3dM8bcD1wO7AFGWWv3e7OfgmoiIiIiIiIiInJUuIZ4egqgebLX9Tu0hG3y1+0tYZtiGWNuAx7GyXgbaq1d5e2+CqqJiIiIiIiIiFQieeWbmFWVbHL9blXCNi0Kbes1Y8yNwDNABjDcWjvfl/1VU01ERERERERERCqjZa7fnYwxQcVs07vQtl4xxlwPvAhkAmdZa2f52jgF1UREREREREREpNKx1m4BlgKBwPmF1xtjBgHNgUTA6ywzY8x44GVgPzDSWvtbWdqnoJqIiIiIiIiIiFRWj7l+P2GMaZu/0BjTGGfGToDHrbW5BdbdYIxZY4z5oPDBjDHjXPvtB86x1k4va8NUU01EREREREREpBLJzVNNtXzW2i+NMa8B1wIrjDG/AQeAk4E6wLc4WWcFNQIMTgbbQcaYbsAbOLOKbgRGGWNGeTjtTmvthNLapqCaiIiIiIiIiIhUWtba64wxfwLXA4MAf2AN8A7wWsEstVLUwwmoAXRw/XgSByioJiIiIiIiIiIiVZu19mPgYy+3fRB40MPymRwKqh021VQTERERERERERHxkTLVREREREREREQqkTxUU60qUKaaiIiIiIiIiIiIjxRUExERERERERER8ZGCaiIiIiIiIiIiIj5SUE1ERERERERERMRHmqhARERERERERKQSyc3TRAVVgTLVREREREREREREfKSgmoiIiIiIiIiIiI8UVBMREREREREREfGRaqqJiIiIiIiIiFQieaimWlWgTDUREREREREREREfKagmIiIiIiIiIiLiIwXVREREREREREREfKSaaiIiIiIiIiIilUhunmqqVQXKVBMREREREREREfGRgmoiIiIiIiIiIiI+UlBNRERERERERETER355GqcrIiIiIiIiIlJptGnUvdoGazbsXOZX0W04UpSpJiIiIiIiIiIi4iMF1URERERERERERHykoJqIiIiIiIiIiIiPFFQTERERERERERHxUUBFN0BERERERERERA7Jy8ut6CaIF5SpJiIiIiIiIiIi4iMF1URERERERERERHykoJqIiIiIiIiIiIiPVFNNRERERERERKQSySWvopsgXlCmmoiIiIiIiIiIiI8UVBMRERERERE5BhhjGhtjwrzYLtQY0/hotEmkKlNQTURERESOGGPMYGNMh4puh4iIeLQNeN6L7Z4DEsq5LSJVnmqqiYiIiMiR9BvwLjCm8ApjzIvAAmvtx0e9VSIiAuDn+vF2W6kgeXmqqVYVKKgmUsGMMXWB3kA4EGetnVfBTRIRETlcxX0QuwEIBRRUExGMMamHsXuetbbuEWuMFFYXyKroRohUdgqqiVQQVzDtOeBiDv1ffB+Y51p/HTAROMdau6BCGiniBWNMb+A8oD1QB88fpvOstScf1YZVA8aYKJyg+0JrbVyB5V2BV4CuwCbgTmvtzxXSyGpE97JUNcaYm4DV1trfKrotImUUWtENOBZ4qI0WVEK9tADgOOBUnPcYIlICBdVEKoAxJgSYifOBOAlYDAwrtNk04GVgJKCgWimMMTmHsXuetVb9YRkYY54DbuJQ8CEP90BE/mPlr5fN7cC1OEEeAIwxdYBfgUauRZ2Ab4wx3ay1a45+E6sH3ctSRT0PvIcz5NaNMeYPYJq19smj3ahjgTEmEOgBRAK1i9tOQ51L5alg/sPA9Tj39occCuy0Bi4BrsD5YmlSeTeuGtlW6PEo109J/HASAESkBPoQKVIxJuAE1D4Cxltr040xuQU3sNZuMMb8BwyuiAZWQYdT80H1IsrAGHMhcDOwBXgEJ8PnVOA0oC1OFmY/4AmcILH4biDwr7V2fYFll+AE1D7FyWY9C3gWJyB03VFvYTWge1mqqRiUZVIujDE3Ag8C9bzYXEG1Elhr0wo+NsZcitMfD7XW/lpo83hgrjHma+BnYDnwwVFpaNW3g0NfCjUG9gN7itk2C+daf4Pz/kIqSK6+x6sSFFQTqRjn48ymM85au7+E7TbjZKFIKay1ms346BsHZAODrbXrjTH9AVxvgn8FXjPGPADcB3xVcc2s0poCCwstOw3IBW611m4HnjfGjAEGHe3GVSO6l0XEK8aYy4EXXA/XAmuAw6kLJu5uBOZ6CKgdZK391Rgz17WtgmpesNY2yf+364v8T621V1Vgk0SqDQXVRCpGG2B6KQE1gJ1Aw6PQHpGy6Iozi9/6ErZ5BLgMJxhx9lFpVfVSF0gptKwvsNwVUMu3GifYJmWje/nIa2iM6VGGdVhrl5ZTm0SOhFtwMn6utNYqoHPkdQS+82K7rTiZ2uK7awFb0Y0QqS4UVBOpGAcoof5GAc2BfeXcFpGyCsF5U5tvP4AxJsxauxfAWptnjPkLDWMuq7049XoAMMYYnJmCvyi0XS6gbM2y07185A13/RSWV8K6/PV6fyqVmQHmK6BWbrKALl5s1wXn/bT4yFr7RkW3QaQ60RtwkYphge7GmGIDa8aY+jjZEyuOWqtEfJOEeyblDtfvtoW2q4tm9yqrf4B+xpho1+NxOEGHmYW2i6JoEWLxnu7lI2v3YfwkV0B7RXyRAcSVupWU1TygozHm7uI2MMbchVMeZe5Ra5WISDH0TaBIxfgSeNz1c0sx2zyK8+Ht86PVqOrIGHM+TtHx9kAdPE9KkGetjfawXEq2DieYk+8vnOs7HrgGDmZWxeLUnRHfvYlTbHypMWY9TqB9B/Bj/gbGmDCgG/BTRTSwmtC9fARZaxuVvpUcQW2NMZeVYR3KtiqTeThDFKV8TAJOAf7PGDMaZ6KHja51rYGLcLLUsnAmi5BSGGNWH8buedZa1XeuIHl5mqigKlBQTaRivAxcDtxojOkFfO1a3toYcy3ORAaDcLLU3q6YJlZtxpgaOMHLERQ/u2eea51escrmV2CyMeY4a+2/wHSc2aLGGmO648ykOBgIBD6suGZWXdbaT40xHYA7cAJnm4DLrLWZBTYbhXONZx71BlYfupelKuvv+vF1HajIe1k8jDMD5SXW2o8qujHVjbV2iTFmJM692QXoXGgTP2AXcLm1dsnRbl8V1eEw9tV7ZJFSKKgmUgGstenGmCE4dZH6ASe6Vg1y/fgBS4CR1tqsimlllTceGAn8Ddzpenw2zhuLtsAlwGicjMC3KqiNVd3/cMoIBANYa/cbY0bhTMHey/UD8APwXIW0sBqw1j5ojHkUqGOt3elhk1+B7kBJRfalZLqXpaqajT70litjTD8Pi58G3jPGDAWm4szWnutpf2vtvHJsXrVkrZ1mjGmLk5U2CKfGMDhfdswCPrbW7qmo9lVBx1V0A0SqMz+lFIpULGPM6cAwnBlB/XEyIn4GvrXW6j9oGRlj5uMMlYuy1m43xryLk+HjX2CbK4EpwOklTd0uvjHGBAEDgQbAGmvtsgpuUpVljHkWSLHWPlzRbTkW6V4uP8aY03C++AjHmSTiM2vt/IptlUhRxphcPAcuvcl0z7PWKolBRMqkWf1O1fazYHzyquJGElU5CqqJSLVkjEkBllhrT3Y9fgdnyG1AwWClMWY5kGitHVIxLRUpnjHmAPC9tfbcim6LiLeMMYNw6iJNtdY+42H9S8B1rocFAxMPWGv/7+i0UsQ7xpg/OYxsQGvtSUewOdWeMWYzzpcYel8mx7ym9TpW22DNtpTV1Saopm9ORKS6qgVsL/A4vwZVXSClwPIVwOlHq1HVmTEmEGcGxf3W2t0V3Z5qIhHIruhGHGt0Lx+2YThDtopkWLpqJV3vergGpxZgS9c+DxljpltrFx+ldoqUylo7oKLbcIxpCHgqdSAiUikpqCb/z959R0lSVn0c/86Sg6BIkpzkJ5KTSJAgSREECYqIsCQxIWYJ4gvi+yIiYCKpRJUMAoIKiC5RclDSJUjOUcm47Lx/3Gq2d7Z7pnt2umu65vc5p89sVz3Fuactu6tuPc+9VgJJawJ7AL9uVmtD0trAbsCxEXF9N+OriCeA+ereP1n8fR9wbd32+YEZuhVUFRWd5fYiC+mPA04Gdi32bQtsDewfEQ80/Y9YM38BNpY0fUQ4udZhPpdHzFrAC2Tto4H2Lv5OADaNiP8CSPoK8BPgc4CTaiNE0vTkZ16/1Pb0iPh1qYGZNfcv4J1lB1Elko4mZ1seGBHPFO9b1R8RXxp6mNnYNa7sAMzGqM8BnwZikDFBFmj9XFciqp4gGxLU/J1cZvRtSX0Akj5Ezqa4p/vhVYOkk4ATgVWB15i60+ojZEOIbbsbWWX8DzALcKyk2coOpsp8Lo+ohYGbB9YFlTQ7sA55c/e9WkKtcDQ5u3iwTpU2gKRtJD0taapls0UX7IuAH5Gf69JkF9vjJLmL7TBJukTSN1oY9zVJl3Qjpoo5DVhP0kJDjrRWfb54vWvA+1ZfZjYIz1QzK8fawK0R8VyzARHxrKRbyBsQa9+fgU0lrR4RNwB/JZcabQk8LulxYDnyxvmY8sLsXZJ2BnYiO6zuDtwCvFU/JiKuKz7rjwKHdT3I3jeebFyyC7ClpEuBh8ikz0D9EXFwF2OrDJ/LI24e4MoG21cjG/K8CFxdvyMiJkq6FSfV2rUBuVzu7Ab79gA2Lv59AXAJudT2y8AOkn4XEX/uSpTVshE5428o7wc27HAsVXQYsD5wmaSvR8RFJcdTBV8o/j454L2Ncv1u7twTnFQzK8cCwM0tjHsIWLbDsVTV78iaHP8BiIi3JG0JnEMm0+YDJgFHRcTxpUXZ2/YAXgK2iIjHACQ1Gnc/sFj3wqqUA8lZPX3kjfP2DcbU9vcDTqoNj8/lkdVH4+VbqxR/p5rFVngOmLFjUVXTB4AnmnSm3ZP8Xjg1Ij5b2yjpWuBcsnmPk2qdMyN5nWHtuYm8R30vcEHRsOcRmj9MWrGbwfWiiDhusPdmNm2cVDMrx1vAzC2Mmxkv0x6WiHiWTKzVb7sXWEF5tzwXcG8xzoZneeDaWhJiEI8Dq3chnir6PtPQdc5a5nN5ZD1KPrwYaF3yfL6uyXHvAp7pVFAV9R5yhuUUJM1N1gbsJ5d/vi0izpP0AD6XO6YoM7EqLrg/HPXfHX1kcnLJJmP9+2hmpXNSzawc9wNrS5opIt5oNEDSTOQymH91NbIxICIGq2VnrZsBeLmFce8G/jvkKJtKRBxYdgxjhM/lkXUFsIuk3WsF8SUtxeROy39qctyKZOLSWjc32RRioFrC7KmI+GeD/XeS9dWsBQ1qo20ySL202iyrBWi8LNcGt3zZAZiZtcNJNbNyXAh8FzicrG3SyI/J2VS/7FZQZm16mMazUd4maTpyCfP9XYnIbHh8Lo+sn5A16o4tuqY+DWxGJi//ERFXDTxA0spkEuKCbgZaARPJGnYD1Zba3tTkuP8wdTMOa26jun/3k+fqAkMc8w/g2x2LqKIi4o6yY6g6SW2dlxHxo6FHWSf093syZi9wUs2sHD8hi2F/QdJKwAlkEX0AAbsCa5E3IkeWEmGPk7RTO+Mj4pROxVJhFwNflrRjRPy2yZg9yeVJJ3QvLLO2+VweQRFxu6Q9ySYwm9TtepZMtjWyZ/H3L52MrYIeAFaRNGNEvFm3fUMy+fP3JsfNS3ZbtdbUGj70kQ0fLiYffjbyJvBYRHilgY1WP6S1pbO1eq1OqpkNwkk1sxJExPOSPkY+kV8LWHPAkD5yCcyWrvk1bCfR3gWDk2rtO4wsdH2CpPczeZnLzJKWAbYD9iOLj/+8nBCrQdLMZJe/pYE5aDzDxN0/h8/n8giLiBMl/RXYikzgPAycGRGNlioC3AccAFzapRCr4hLga2STku8ASNoAWK/YP9XMv6Le18pMfphnQ4iIy2r/lnQ1cHn9NuuMYobwdI32DUgiW3t+RONr5HHAosCHyIdIpwBPdDEus57U5ymFZuWRNDs5Y21T8kcMsuPnxcCvI6KVGj/WgKSTGPyCYRVgNuB84N8RsUv3oquO4ubtHGDOBrv7yCVGW0bE5V0NrEIkbQMcSy4Hb6aPTKo1vPmwoflctl4kaUGyPtrs5MO4Z8ilzNMBl0bERxocswFwGfDjiPDyRCudpO+QKzV+Xt/JVtKJNJ/dOkVXWxs5kmYDfkU++F/ND/jLM9+c76tssuapf99dmRIETqqZ2ZgkaV7yCdwCwFpOYA6fpPnJmRIfBZYgb+YeIYuRHxYRj5YYXk+TtAZwFTAJOIu8WV6eXLqxFLkkaU5ySeKjEXFQSaFWgs/lzpD0deD2iGhW2L02biNghYg4ojuRVYOkdYHTyJklNbcCm0XEkw3GnwN8AvjIUP+bmHWapPcCdwE3RMSaA/adSM4ibmQS8L6IuK/DIY5JkmYlm6X9PiK+UHY8Y5WTar3Byz/NbEyKiKcl7QDcCxwIfLPciHpXcdP2neJlI+ub5OzKrSLiouIGY/mI2B9A0tzAiWQR+FWa/2esFT6XO+bH5JL8oRI4nyJrijqp1oaIuELS4uSSrdpS22siotnN2EnkQ6UJXQmwoiTNB3ycoZfl79lgu032KfKz+98m+/uBdzDl5/sR8kHTDsD3OxrdGBURr0q6EdgccFKtJJNaqmRjZXNSzczGrKK23Q3ANjip1jZJ5wJPRsQXy46lwtYiZ/hc1GhnRDxbJIcfAA4CPt/N4KrC5/KoMY7WamHaAEV9qcskzUEmcpp+jhHxh+5FVk2SvkzWYpyxbnMt6dNf976fyU04rLH1gZeAPzYbEBGv1r+X9Huy1td6jY+wEdJH4+7CZlbHSTWzLiiKNfcDO0fEo8X7VvVHxIYdCs2yS9d7hhxljXwMOK/sICpubuDquvcTASTNEhGvAUTES5KuIJcs2vD4XB4dFiNvrm34XgBuBNYoO5CqkrQx8DPyXP0pOUPwg8CXyGX5WwOLFGP+WVKYveT95NLPSa0eEBGTJN0NLNO5sMY2SUuQ57YbFZgNwUk1s+5Yn0yqzVr3vlV+at8hRf2ktcnCzta+x4AZyg6i4l4AZqp7/2LxdyFy6XJNP7nsy4bH5/IIK+qo1Vu2wbaa6cmb4/XIGoI2fC8z5XeDjby9ye/cTSLiumJZ/gcj4hgASfsBRwPjgVVLi7J3vAt4usm+yykeJjXwFDmb29ok6ZOD7J4deB+wC9nQ65iuBGXWw5xUM+uODYq/Dw94bx1SFG5upnbB8CXgnWSBZ2vfhcCnJc06cGmGjZhHyBkPNbeTyzE2B46Et7t0rUMmhmx4fC6PvB8z5UOh1YpXM33kzOH/62RQY8BdZNLdOmd14KaIuK7Rzoh4Q9IXyLpf/0Pz7pWWJjLlw6O3RcRJZA3ARmYE3upMSJV3OoM/tK8tZb6UPIetJG4q2RucVDPrgoi4fLD31hETGHqWXx9wC/DdjkdTTQeSy+bOlrRnRDxScjxVNAHYW9I8EfEMmfx5FTikmGn5KHnDNjdwbmlR9r4D8bk80o4gv4P7gK8DdwAXNxn7JpkUvigiHupOeJX1K+A4SatGxE1lB1NR7wT+Vvf+v5APOCLiFcgad5KuBj5cQny95hlgyWEctyReaTBcZ9L8Grn2fXxZRFzWvZDMepeTamYlkHQE8GJEuGNR51xBCxcMwJkR8d+uRVUtPyZvlDcH7pV0M/AQ8FqDsf0RsVs3g6uIs4CVgJWBSyLiOUnfIJcW1Zpr9JEz2g4oJ8RK8Lk8wiLi7eYvxbLPGyPiWyWGNCZExPGSVgQulXQo8HvgoYh4o+TQquRZshtlzXPF30WBO+u2zwTM1a2getiNwNaSFoqIR1s5QNIiwArAOR2NrKIiYvuyYzCrEifVzMqxF3BB2UFUWUSsX3YMY8B4JicuZyQLNX+wydh+wImINkXE9cDGA7YdV7S535a8YbsbODEiXmzwn7DWjMfncie9g2I2j3WWpPrlcP9XvJDUaHh/RPheoH0PkQm0mtvIhxufolgqJ2keskbgw1MdbQOdR/6e/QjYocVjDq071sysVP4hNSvHkzQvvGrWK3YpO4CxqljW5aVdI8fncgfVlsRZV/QNPWRYY22yy4B9JS1cLBW/iGwqs7+kpchl+duRyeTjyguzZ5xOzrT+lKSXga9HxMuNBkqaHfgJmcC8pzjWrLImuaZaT+hz8Tuz7is6RW0MLBYRTq51kKQ+cjbP9MDzXuppZlYOSXOTTTUWAGZuNi4ijuhaUGZtkrQsufz+pFqNXElbA79jyoL7/wDWaZYgssmKz/QaspHUS+RqjhuZXDNtHrLRycfJZOUrwFoRcXv3o+1tkt5Ldrt+ICJeq9u+GfAdshPzy8D5wIER8e9SAjUA5nrHeyubrHn+pXsr82DHSTWzEhS1IG4ha53s7af4I0vSXGRnz48DKwLTFbsmkUvlzgeOiognyolwbJE0DtgsIi4sO5ZeIOkMYCnyu+GqIcauA/wUuCsiduxGfGOZz+XhKR5uHEaWPhhslUQfuSRxukHGmI1KxbXdFkxeln+eH+S1TtIywBnAcsWmgTeptRvwO4DtI+KObsVWBUXS7FhgwWLT68BPI2I/SZ8BTmHK2av95Iz4tTwBoDxOqvUGJ9XMSiDpe8DSwKeB58mW1YMVxT64i+H1NEmfAI4H5qT50pZ+soPiVyLixLpj+4CVIuKWjgc6BkhaGtiV7E45r2v3DE3ShuT3wZmtFhKWdBrwSWD9iLiyk/GNVT6Xp42kA4CDyAcbE4B7yZkQDbmhgdnYJenjZHJyVbKzNWRziJuBPwAXRIRvYNsgaQXgBnKGWj8502/24t97krUX+8mmPfeTnVW/Bbwb2Csiji4hbMNJtV7hi0KzchxI/nj1kT9YjW6ea/v7ASfVWiBpO+A0YBzwT/Kp2w3AU+RnOS/wAfLGeDng15Kmj4hfSZqBXLpxOzmL0IZB0mxkrZNdgTWLzX1M7o5mg/s0+f/5A9s45n/Iz/wzgJNqI8Tn8ojalZwVsUFEXFd2MGY2ekXEBbiZ10j7BplQOwrYNyJelvR+sibdD8kH0StExF21AyT9kWzC8Umy47iVwBOgeoOTambl+D5TT2u3aVB02jq+eLt3RPy8wbC7gSuAH0vaGzgc+KmkK4EjgE3JZJy1qViGuCvZwWs2MvnwBlnA+TfAH8uLrqd8ELgnIu5u9YCIuEfSXcDanQtr7PC53BHzAxOcUBt5kv41DYf3R8SSIxbMGCZpFmBHJtej+kNE3FBuVL1J0iz1tb5sRKxLdqLdOyImAUTEnZK+DlwC/L0+oVbsv0PSdcCyXY/WrMc4qWZWgog4sOwYKmgvcir7Pk0SalOIiJ9Kmhk4hCyGOyu5JOmEjkZZIZLeA+xMdk5cisnLbScVf+d3gdu2LQL8ZRjHBbDRCMcyZvhc7rjHyOVGNvIWm4Zj/XCvRZLeBewDrE/O+LkTODIibpK0BLmsecG6Q/aXdLCv94blSUlnASe7pMGIeQ/wp1pCrU4t8ftQk+MeJld4mNkgnFQzs6r4KLks6/A2jjmcrBkxF1n4dqOIeKoDsVWGpOnJBhC7ApuQTSBqS+J+RyYljyIL2zoJ0b6ZaFxbcSivATOOcCyV5nO5q84CdvMMlI5YvOwAqk7S7MDVgJiccF8J2KqY2XoMsBA5071Wj2p54ABJf6t1CLWWzU5+L+8i6QHgJOA3EdEs8WNDmxF4YeDGiPi3JMjl+Y28TpZUMbNBOKlm1kWSPgxsByxKLie6Ffh1RDxWamDVsARwdUS81eoBETFR0jXAx4D1IuL5jkVXAZKOIJe3vJu8sXgL+BNwIlk4+L/FuNJirIDngAWGcdwCNLhgtsZ8LnfdweTy+vMk7R4Rj5QdUFU40dAVXwfeRybMfgw8CaxRbD+KnMnz1Yj4We0ASV8ly0rsCTip1p6FyNq3O5Of+0HAgZImkAm2c5ycN7PRxEk1sy6R9DPgS8Xb2pPOjwNfl7RlREwoJbDqmA14aRjHvQRMdEKtJV8llws9AfwMOCUiniw3pMq5A1hL0mwR0dJyuWIWxRrANR2NrFp8LndRRLwqaV3yHL1X0t3Ao0xeXluvPyK27GqAZoPbipwN/KG674nzJT0B/BS4vz6hBhARP5H0ZSY3ObEWRcQTwKHAoZJWB8aTTWM+DGwAHOXloTZWTPIq/Z7gpJpZF0jaEvhy8fZKsobXHOSSo4WBUyUtHhFvlBRiFTzL8GrLLAo8M7KhVFofWXR8U+AxSef6ifGI+hOwIbAv8N0Wj9mXXDbqAvrt8bncJZLmJM/tZcnPfYXi1YjvINog6SvAnRExnFqM1pqlgGsaJN7PIZNqdzQ57nby+8WGqWj2cEMx8+/jZIJtUyYvD/1XRLy3xBB7ycZFR8929jX7njazOk6qmXXHHuSNwlci4qjaRkmzkh3l1gW2AM4uJ7xKuAnYTNIiEfFwKwdIWpSc4eNkRGs2BXYDtiSfFq8PHC3pDOCkiPBMqWn3S2A/YB9JTw+c/TBQcUO9D7n081ddiK8qfC531yFkZ9sHyS7N95EdEm3a/YRcEjdVUk3SX4E/R8SPuh1UxcxONtsY6Inib7OZ7i/gWpcjoliSfw5wTtHt/QDyYfUSpQbWWxZkymYare7zgw6zITipZtYdqwJ31yfU4O0lMfsAfy/GOKk2fGeQickTJG0WEW8ONljSjGQh8nHFsTaEiLgUuFTSO8l6VLuSxZp3J4uQ3wOcTM7CtGGIiJcl7QRcABwpaWfgN2SHrqeLYfMCq5M1Z1Ysto2PiOEsfx6TfC533Vbk+bt6RDxXdjBjyPpkItOm3VRLlSOi33UXu6d4EL0dWWtt3ZLD6TVfKDsAsypzUs2sO95N80K1/yj+ztWlWKrqNLJo8AbA5ZK+FBE3NxooaVWyanlXQgAAIABJREFUuPDqZLOI07oWZQVExIvAL4BfSFqBTER8muyM9r+1cZI+DZznJXXtiYg/StoaOAVYmUz2NNIH/IdMqF3YrfiqxOdy18xJzphyQs3M2iJpfTKRtg1ZP7ePLPlxKtlcxoYQEceVHYMNT3+/Jwr2AifVzLpjeuDVRjsi4rXiSecMXY2oYoonxluRNevWIGtw3AFcDzxVDJuPXIK0DHlR9jCwZUT4F2uYIuIfwFckfQP4BDnjZyNyBuBvgVcknQP8zjV/WhcRF0haAvgKWUdmBSa3tZ9EJuMvAH4REc+WE2W1+FzuqABmKTsIs2mwhKQd2tznpYnDJGlxMpG2E1n7tg+YCFxILnf+Q0RMLC3AHifpc8BrEfGbsmMxqwIn1cysMiLiUUmrAEeTSwSWK171SbM+MilxFvAlz5wYGUW9kzOBMyUtCOxCXhAvWfz9LP7NaUvRkfZA4EBJ05EzXgGei4i3Sgus4nwud8Rx5HLmxSLiwbKDMRuGDxWvdvb14XpUbZN0ObBO8bYP+Ce5HP+3EfF00wOtHUcDfybLS5jZNPJFoVn3rCTpe8PZHxHf71BMlRMRLwCflrQ/sDlZq26eYvezZEODCyPi/pJCrLyIeAz4AfADSeuRBeG3Ljeq3lYk0Xwz0WU+l0dGRBwnaXlyaf63gYuLpbdmveAanBzrpg+RzR9OA05sVsrDpsmzZPkIMxsBfV6na9Z5kiYx+AVZX/F34Jg+oD8iputIYGZdImn2iHC3v2kgaVlgTTJJfEdEXFBsHwdMP1RzDhsZPpfbJ6l28zZb3ebXaFD8nfzNm7PzUVVDcX1xFfDrBrtPGmQfABFxSmciMxseSdsAFxSzhq0DilIGy0WEO22McrPPunhlkzUvv/pA39CjeoNnqpl1x8llB2A20iRdRxYJPn2oWSdOQgyfpEXIm+P16jafTNZUA9gLOELSJhFxWZfDq5wWkpc+l9s3e4Nts3Y9iupau3i1uw+yIYrZqBER55QdwxjwA+BaSftGxCFlB2PW65xUM+uCiNil7BjMOmB1YDWyVtL5ZOLnYjd+GDmS5gauABYhmxNcBXxxwLAzgcOBLQEn1YbJycuOekfZAVTYFXhpolVUsWx8fWAh8jx/HJhQNJax4Xsv+VD0B5K2A84DHiJnEE8lIs7sYmxmPcdJNTOrBEn/mobD+yNiyRELZuz4OFm4fXPgk2RziCcl/QY4OSLuKjO4itiXTKgdCuxXdLmdIqkWEU9IuovJhZ2tTU5edlZEvFJ2DFUVEeuXHYPZSJO0KHA8sEGT/ZcDu0XEA10NrDpOJ5OUfcBKwIpDjHdSzWwQTqqZjQKSZiQ7+71RdPyz9i02Dcf6Kf8wRMSFwIWS3gnsQCbYVge+DXxL0g3kzJ8hl4daU1sAD1Ak1AYZ9wiwSndCqiQnL82sIUnTUq+yPyJmGrFgxgBJ8wNXkrPTXgMuAR4sdi8GbEzOXrtC0gci4onuR9nzzsTXvj2h3/8z9QQn1cxKJGkncknRSsA4cqnRrsW+bckuc/v7SVxLFi87gLGqSJgdDRwtScB4YEfgA2SS7UhJ50fE9uVF2bMWJrvVDnVV9R/gXV2Ip6qcvOwgSXOQN8iPRcS/67bPAxxMzpJ4EDg4Iu4sJciKkHQCcFVEnDDEuPHAuhGxa1cC622+X+qug8nvi3OAL0bEM/U7i5nFRwPbAgcBn+t6hD3O12NmI8s/EmYlkXQS8Fly6vXLTF3I+RFge+AW4LCuBteDIuKhsmMwiIgA9pW0H7ARsBuTl4b6Iq59rwHvbGHcooBnAw6fk5edtR/wLTLJfjOApBnIZbZLkb+DawAbS1reM0+myfji76BJNbJ5wc4UD/JsUDOUHcAY8zGydtpnGnW1johnJe0IrEWWnzAzK5WTamYlkLQzsBNwK7A7mTh7q35MRFwn6XHgozipZr3n/eQSjXXLDqTH3Q6sKmnO+hk+9SQtSM70ubyrkVWLk5ed9WHgoYi4uW7bdmSx7GuAH5GzBXcDvgR8t+sRjj0zAJPKDqIXRMRbQ4+yEfQu4LxGCbWaiHhT0lVkjUszs1I5qWZWjj2Al4AtIuIxgFw1N5X7mbZaYWZdI2ku4NPkTIlVyNknkDfNJ5YUVq87lVzmcpyknQbeZEgaB/wMmAn4bQnxVYWTl521MNkAot4WZE2fXSLiXuACSRuRs1ScVOu8ZXGC2Eanh2mtY/DsxVibBpIWB5YG5mDyddsU3P3TbHBOqpmVY3ng2lpCbRCPk8tlbAhFHZnh6o+I3UYsmDFE0nTkbMrx5DKMGciLskeB3wAnRsR9pQXY+34NfIZcQru6pIuK7ctJOhTYipztM4FMwNnwOHnZWXMBzwzYthZwX5FQq7mJLEBubWjw+7fOIL+J0wPLkA8+LmoyxqxMvwO+I2nxZjWFi0TQh8lZrjYMklYDjiPrOjfTRz78cFKtJJP63aigFzipZlaOGcg6akN5N/DfDsdSFeOn4dh+ctmRtUHS4WTCZx7ywut14AxyVtpfWqhPZUOIiImSNgN+RSbWvlzsWq14AZwH7OzPe5o4edlZr5OJNeDtWX8Lk92B670BzNK9sCpjfN2/+8k6dUsNccyTwP6dCqhKJF0yDYf3R8SmIxbM2HAIsCZwuaT9gdMiYiKApOnJ+qw/IGcN/29pUfYwSe8F/krO9ruZvN9YhLyeWIqcydpHJt5buV8xG9OcVDMrx8PAcoMNKGYALUsuAbWh7VJ2AGPQ14q/15GJtNMj4j8lxlNJEfESsL2kg8hZgUsA05HNTP4UEbeUGV8VOHnZcXeTs6dqy2s/RSZ/rhgwbkHgqW4HVwG1378+skHBVcDxTca+CTxGzpZvWrPKprDRNBzr74shSBq4NBxgHNkB9CTghKLGMMACxT7IZM+N5LJ8a8++ZELtKxHxC0knAjtFxDYAklYir+sWIpuamNkgnFQzK8fFwJcl7RgRzZYS7Qm8h6E7eBkQESeXHcMYdChwUtHx0zosIu4C7io7jqpy8rKjfgf8BLhO0vVkk4JXgfNrAyTNSC5JvLqUCHtY/e+fpAPJhJl/E0fOxmUHUHGDPWTuI7+HF26w7/04aTlcGwD3R8QvGu2MiFuLB033kjUu9+tmcGa9xkk1s3IcRrayP0HS+4Gzi+0zS1qGvOHYD3gO+Hk5IZoNLiL2LTsGs5Hm5GVHHEV2At6aLIj9GvCFiHihbszHyJkTA2evWRsiYrGyY6iaiLis7BgqbvmyAxiD3gP8se79W5APN2ozWCPiCUkTgG1wUq00/a6p1hOcVDMrQUQ8KukTwDnAd4pXP7kk5lPkk7n/ANtGxNOlBWpmpZK0SItD3wSe93IuG40i4i1g2+Kh0XzAPyPiuQHDHgc+S9atsw4o6iitADwUETeWHY8ZQETcUXYMY9DLwKS69y8Vf98DPFS3/RUazxI0szpOqpmVJCL+VsxS+xoNlhoBh0XEoyWGWAmSZianuQ/WLrw/Ig7uamA9SNL3in/+IiKer3vfCn/Gw/MgrS9vmSTpTrIOys+LRIa1wMnL7hhsFmBEXEfWZ7RpIGlrYHfgoOIzrW3/LnAgxW+gpNMiYsdSgjQbAZIWBXaJiAPLjqUHPQYsWve+VsZjXbJze6228weAZ7sbmlnv6fOUQjOrKknbAMdS13WugT4y4TNdd6LqXZImkQmeZSLinrr3jRKVNbX9/oyHQdKD5GdYf/H7b/IJ87vqtj0MzA/MWIy/DPioE2utqTuXWzEJcPLSRiVJ5wKbAPNGxKvFtuWAfwATgWvJJkjvBLaLiHPLirVXSfplG8P7I2LPjgUzxkiaiVyOuCuwPtDna4v2SToG2AmYLyJeLh4s3U+ukvkm8CjwOXLJ/lkRsX1pwY5xM8+8SGWTNa+//vBg9w89xTPVzKySJK0BnE7eAJ9GFsJdHvgh2S58Y2BOskOaZwS25vtk4uHZAe+tc5Ygz98ZgYOBU2sdViW9A9gBOAC4HtgRWAP4JbAh2ezk6BJi7kUP017ycnngcGAzSU5eDkLS4sAM5JLDN+q2b0KWPliGXIp0PvD9omGEDd/KwG21hFphR/L83j0iTpG0BJkY3gNwUq19uw+xv/a72Ff820m1aSRpNTKRtj157Vb7bC8vM64edh6wOXmtcH5EPCzpx+R38q+LMX3kstD9ywnRAPp9md0TnFQzs6r6Jtl2fauIuKhoF758ROwPIGlucqbJZmTHORvCwCUWXnLRFV8DtgBWjIh763cUyYfjJP2VnIXy1Yj4UbH86x/Ap3FSrVVOXo4wSZuSM4VrS2tfk3RERHxP0qeAU5lyluvXgQ9JWiciJnY53Cp5N3DDgG3rkYnLUwEi4l+SriITmta+PZpsH0cm5j9CXlf8DPhnt4KqGknvJuss7krOroT8zriLXKL4W5dJGZ6IuJgBtdIiYl9JtwPbkis87gaOiIj7SwjRrKc4qWbWBZJOmIbD+yNitxELZuxYC7g9Ii5qtDMinpW0A/AAcBDw+W4GN5ZIWgmYIyLc1a99uwATBibU6kXEvZL+RnYU/lFE3CXpJibfhNjQnLwcQcVywwvIGWoArwOzAvsXS5p/CDwPHEEuOVoS+AawOjkL6NjuRlwpM1GXrJQ0I7AScPmAZOWTwNpdjq0SIuL4wfZLOoA8xz8HrNqVoCpCUh9ZZ3hXcibVDExu3tVPXkv4t61DIuJ3wO/KjsOs1zipZtYd46fh2H7ASbX2zQ1cXfd+IoCkWSLiNcibZUlXkBdw1jnHkDfL/s1p3xJk4mYoL5L1ZWoeJJeBWWucvBxZ3yRvho8D9omIf0tagZwpdSi5pHbF+q5/ki4EbiU7YDupNnxPAO+ve78umWi7esC42clEhY2wiOiXtB+5VPFg4DMlhzTqSVqKTKTtRHagrC3vnECuKjgHuIR8YGpmNqr4BsesO3YpO4Ax6AXyRqLmxeLvQkD9jXM/MG+3ghrDKlOMtMteAtaUNF2zul1Fh641i7E1s5M1waw1Tl6OrHXJTtZfrp23EfEPSV8H/gxcW59QK/b/U9J1ZP1LG77LgR0lfZv8rA8mf+f+PGDccrieaMdExFuSbiaXiNsgioebtVmTfcBDwMnASRHxYN247gdXcZJmI5O/awLzkA+Xjiz2LQksCFxXXw/TustNJXuDk2pmXRARJ5cdwxj0CJNr+QDcTl6sbQ7ULhhmA9YhW4ubjUaXkssLj5H0tYh4pX6npFnJJXSLUNRLKryX/P+AtcbJy5G1APDnBp/l9cXfB5sc9xA5q9WG73+BrYBDilcf8JeIeLvOmqSlyUSyZwR21jvIovo2uHXIxO9jwOciYmAC2DpA0ofJWqJzM3lm4HN1Qz4InELOHj676wGa9ZBxZQdgZtYhE4BlJc1TvL8QeBU4RNKhkvYqxsxNJi7MRqPvkrOjdgMeknSSpIMkHVg033iILJr9AvA9AEnvI5Nqfy0p5l50KZmYPKZItk+hSF4eVYy5pG6Xk5eNzUjWTJtCRNRmDL/e5LjX8bXpNImIe8hZPycDfwIOBLYcMGxD4Dbyd9E6oOhA/iGaJ5BtsolkUmdB4DeSjpS0YskxVVpxnXAB2djkBLKswcAVBeeR38lbdTc6s97jmWpmVlVnkcWZVwYuiYjnJH2DLCj+zWJMH3lDfEA5IZoNLiIelLQe2elsRbLeTG0tQO0C+B/AThHxQPH+ETLZ83Q3Y+1x3yVrK+4GbF3U93qI/KwXJWe4zkXj5OXhZQRs1kxE3E7Wp2q2/xiy1qUNQ1EvrZnZgfeR3xnTkfXAbHALkkmd8WQ9wL2Br0i6jfz8To2I55ofbsOwPzALsH1EnAUgaYpVNRHxiqS7yGtpMxuEk2pmJZI0M7ABsDQwB43rTvVHxMFdDawCIuJ6YOMB246TdCNTtgs/sW72hNmoU9wgryzpQ8B65A0IwOPAFRFx+YDxr5AdFa1FTl6aWRt+wOTvh4Fq3xf9wC+Bw7oSUQ+LiGeAHwM/Lmb47QZ8kkzm/AQ4rHjQsUB5UVbOh4Hbagm1QTxKzrg0s0E4qWZWEknbkPVM5hpkWK3GgZNqIyQibgJuKjsOs3ZFxJXAlWXHUVVOXo64DSVd0OY+z4joEkl/B1aPCN8LtO//aJ5Ue5OsDfbX+iL71pqIuA64TtLewHbkjMsPAVtTfOaSDgd+GxG3lBZo75ub1q4nJgKzdjgWG4QbFfQG/5CalaB4Enc6MIksErocsDzwQ2ApcobVnMDxuDvXsEh6Hrg9ItYtO5aqkLTTMA+dZ+ghZqODk5cjZuHi1e4+30F0j7syD0NEfLfsGKouIl4ji+SfImlxcvbaZ8nvja8CXy2WJv4mIg4tL9Ke9SKwUAvjlsSzsc2G5KSaWTm+SRZj3ioiLioKji8fEfsDSJqbrCOxGbBKeWH2tBlxAfGRdhLDu+Gtzbi0aSRpTpovFSciHu5uRGYN7VV2AGYjRdLHgYcj4tayYxmLiiX335V0ALAJmWDbgqy/9n+Ak2rtu4GcMbxERPyr0QBJKwMrAGd2NTKzHuSkmlk51iJnUV3UaGdEPCtpB+AB4CDg890MriLuI6e328i5AifHuk7SXOQS8G0YfNZfP/5dHxFOXk6biDiq7BjGCklbD/PQwUpP2JTOIx8qTdX8QdIJwFURcUK3gxprIqIfuBi4WNK7yJlr40sNqncdSz64P1PSdnW1QgGQtBDZFbQ21swG4Ytvs3LMDVxd934igKRZiinvRMRLkq4gO9JZ+34LHCxp8YEXCzY8EbF+2TGMNcWNw3XAEsBbwGtkfZMngPmZPAvQSZ5p5OSl9aiz8QziMo0v/jqp1kUR8QLws+JlbYqICyX9CtgDuEdSrT7dBpIuB9YgV3wcNbCeqHWXv6R7gy8KzcrxAjBT3fta98mFgHvrtvcD83YrqIo5ElgH+KukfYDzIuKNkmOqFElzkN1pXyo7lgr7DlnT5ARySd0xwGcjYkFJswKfIZe/XBURny0vzN7m5KX1sNo91xVtHrcKMPsIx2I2zSSNA2YG3oiIt+q2zwR8jezQ/CDwk4h4qpQgKyAi9izq0u0PrFZsXrR4/Qf4XkT8qKz4zHqJk2pm5XgEWKTu/e3kTdvmZDIISbORSaHHuh5dNdxLfqaLAqcCSHqavFkeqD8iluxibFXxIlmXY42yA6mwLYBngC9FxBuS3n5oGRGvAr8qnjBfK+nvEXF0WYH2OCcvR9A0LEkEICLOHalYxoB7gKWBXduZlV10//xAx6IyG77vAQcA61M0jZHUB/yNvN6oPeTYXtLKEfFik/+OFSQtGhEPDdweET+RdBSwOvlQaTryHuWaiHi9y2Ga9Swn1czKMQHYW9I8EfEMcCHwKnCIpPnJjp87kctEfXMxPIvV/btWF2m+JmM9u3p4XmLKmZU28hYDJtTNsuwHkDRd7Ql+RNwo6SqyeLOTasPj5OXIGu6SxJrpRiqQMeBGMqm2ClmH1azXbQQ8UXRirtkC+CCZRD6aLI2yCfA5wLOphvYPSd+IiF8P3BER/wWuKV5mNgxOqpmV4yxgJWBl4JKIeE7SN8gLhW8WY/rIp0UHlBNiz1u87ADGgLtorSW7Dd9b5DKMmleKv3MD9cteHidnutrwLIaTlyPpXPywoltuIGdSrg6c08ZxDZtwmI0Ci5PXF/U+QX6n7BARN0s6mrxG3g4n1VrxDuC4Yhbx7hHxeNkBWWsmvvmYv6t7gJNqZiWIiOuBjQdsO07STcC2wLuAu4ETPa19eBpNc7cR9yvyIm3ViLip7GAq6nFg4br3DxZ/VwX+WLd9GcA1A4fPycsRFBHblh3DGPJn4KfkDJ52fIHscGutmV/SusPYR0S0W+9urHs38OSAbWsDj0bEzQARMVHStcBa3Q6uR21Aljf4CHC7pK9ExG9LjsmsMpxUMxtFIuJGcimH2agXEcdLWhG4VNKhwO+Bh9wQYkTdDGxSN2PqMnKGyQ8lPUAuFf8SWbj5r+WF2fOcvLSeFBH3kMXb2z3ulqFHWZ1Ni9dA/YPsq+33/VZ7JlKX8JX0bmAp4LQB414hZ2DZECLicknLA4cCXwROlrQNsGdEPF1udGa9z1/yZqNE8eO2FTAPOaX9jIj4S7lR9T5JcwI7AmuSn+1ltW5GkkQ2MrgyIho1MLBBSHqr7u3/FS/yY51Kf0T4N6d9fwK2J58uXxQRt0r6A1lf5va6cf3A90uIryqcvDSzZh7Gy5m76T5gTUkzFPW+tiI//6sGjJuPrIVpLSjqg+4l6Wxy1tqWwNqSvhgRZ5cbnVlv8w2OWRdI2ohMOJwbET9ssP8EYOfibW3t/K6SDo2I/boUZuVI+gjwO+CdTO4WVd9NdeVi/w7AGV0PsPe1U+fBNSGG5zQyifPvum07AD8kl4rPRS4V/76XGE0TJy+7RNL05MOMOWjyvVBb4mU2GkTEYmXHMMacAxwE/EXS5cCXydlr59UGSBpHNue4rZQIe1jdrLUfkcvAzyjKz7zc5JD+iNiwawGa9SAn1cy64yPkMqKvD9wh6ZPA+OLtzeQN9CLkDfN3JF0YEe7I0yZJy5HFsqcni4pfwdSJswuA18indU6qtSkixpUdQ9VFxESmTAQTEa8AexUvGxlOXnaYpIWAw8lE5UyDDPVyObOx7XBgM+BDxasf2Ccinqgb82Gy/vCVUx9uQ4mIVyUdQCYmPwisNshwz9I0G4IvWsy6Y03guYgYOHUd4CvF34uBj0XEJABJewDHkZ3mnFRr337kjdsnIuICAElTJM6Ki4q7ySVdZqOOpCOAFyPCs6M6yMnLzpI0P3AtsADwIvAqmaj8J7AkMCt543Yb2TTCzMao4tpsHWATconnjRFx+4Bh0wEHAGd1O74qkLQ5eY8xP/AEuZqm2Uw1MxuCk2pm3bEQOQttCpLmIJ8Q9QMH1RJqhROA/8GdjYZrfeCWWkJtEI8A63U+nGqTtAjZKbGRhyLiuW7GUyF7kTMqrYOcvOy4fciE2hHAt4ATgc9GxIoAkj5BdrB8nJw5bGZjWFHb8k+D7L+YfBhtbSjuO34GfJZcfn8q8OWIeLHUwMx6nJfumHXHPDQuproa+f/DFyLi2vodxQXFP8iEnLXv3WSx26FMAmbpcCyVIelkSddLGrhU4CDghiavgR27rHVPkrVkrLP2wjNWO+kjZMJsn4joZ8Byooj4Pdk9cWMalEkwM7NpU9QZvgPYCXgW2DYidnRCzWzaeaaaWXf0k7UfBlq1+NusKPPzwAwdiaj6XqC1hOSSwFMdjqUSJK1OPt28ICJubDCkD3howLY5gA0lrdbkGBvcX4CNJU1fLFG0znDysrMWITsv1z7jWpmDt8/riLhL0hVkt+bDygnTzEYLSXMD65CzXGduNi4ijuhaUD1K0q+AXcnrtHOBz0fEs+VGZVYdTqqZdccjwAqS+oqn9DXrkQm365ocNxfwdKeDq6jrgU0lvTci7m00oEgSrYBnUrVqO/J8PbTJ/v6IWLx+g6S1yULCnwKcVGvf/wAfB46VtHdR58tGnpOXnfUmUH/u1v49LzmDreZZsiSCmY1RkvrIxPpeDH6vWuvq7qTa0HYjHzbvFRGnlh2MWdU4qWbWHROAPcgLhJ8BSFqWLMIKcFGT41YCHu50cBV1FLA5cLakT0ZE1O+UtARZt64fOKaE+HrRWsDTEfH3Vg+IiKsl/QvXBhyu8WRdmV2ALSVdSs4GfK3B2P6IOLiLsVWJk5ed9Tg5W63m/uLvB4Dz6rYvz5TJNzMbe75LLgOfBPwNuBcX0Z9WfwR2j4gnyw7ErIqcVDPrjiPJm+MjJX2SnH22Idm96MaB9dTg7VlU8wNndzHOyoiIiyX9nExk3inpDjKBtpGk64CVye/AI5p0ZbWpLc3wZpvdTyaIrX0HkudtH1kncPsGY2r7+wEn1YZnPE5edtL1wFaSZoyIN4FLyHP2cEnPAY8CXwTeD/y5vDDNbBTYFXgd2CAimq3ksDZExOZlx2BWZU6qmXVBRISknYHjmXLGzuNkwdBGvlD8/UsnY6uyiNhb0l3A94Dlis0LFa/ngIMj4mdlxdeD5iQ/t0ZOBW5tsu+Z4lhr3/cZUNTdOuJAnLzspD+Rv3WbA+cW9dN+B3yGnMldMxE4oPvhmdkoMj8wwQk1M+sVTqqZdUlEnCFpAnlTMS+5rPP8iGg2pf1G4Dbgsu5EWE0RcaykX5IzpZYgZwc+Alzv2kltew2YvdGOiLgUuLTJcbMBb3QqqCqLiAPLjmGMcPKyg4rfv/OYshnErmSH5m3J+qF3Az+IiJtKCNHMRo/H8DJwM+shff39voY0M7OhSbobGBcRS7d53D3kkjl1JjIzMzOrAkmHkIX1F42IRkvwzcxGlXFlB2Bm1gmSDpX0vrLjqJi/A0tKWr7VAyStCCwFXNOxqMxsVJO0iqRFWhi3sKRVuhGTmY1aB5N1Fs+TtHDZwZiZDcUz1cyskiRNIpdz3QCcBJweES+WGlSPk7QxcDFwJbDhUMtnJU0P/BVYG9gsIi7ufJTVJGlmYAOyWcQcZG2vgVxA30al4vv4xIjYbYhxvwJ2jYjpuhOZmY1GkmYnH8YtTS4Nf5TsBjpQf0Rs2c3YzMwGck01M6uqI4AdgA8Aq5OdV88nE2wXR4SfKLQpIi6VdDmwLvAXSV+MiDsbjZW0LHAMmVC7ygm14ZO0DXAsWXeqGRfQHwFOXnZUo8/SzGwKkuYkm5ssS35vrFC8GvG1nJmVzkk1M6ukiPimpG8DmwK7AFsAnwS2A56U9Bvg5Ii4q8Qwe9GnyGWg6wL/lHQb2VTjmWL/PMBqwIrkxfCD5OduwyBpDeB08gn9aWQX2+WBH5LLajcmO6seTz7Jt2Fy8nJUmBt4vewgzKxUhwAfJK8fjicbmjRr6mVmVjov/zSzMaF48vlpYGdgjWJzP5kQOjEiji0rtl4j6V3kLLRtydqcA39IaomHs4EvRsRz3Y2wOiSdBWwNfDxDWQvqAAAMdElEQVQiLpJ0IrBTbXmcpLmBE4FVgFUi4qnyou1dRfLyKjJ5eRbNk5cnAI9GxEElhdozBtRGuxH4A9Dsc5seWAY4GrgvIlbscHhmNkpJepy8tljW1w9m1gs8U83MxoSI+Dc5C+VYSUsD44HPkEtDVyv2WQsi4gVge0lLAR8DViVnmAA8C9wMXBQR95YUYpWsBdweERc12hkRz0raAXiATFh8vpvBVcg3yZu4reqSl8tHxP4wRfJyMzKBaUO7kSkT7psXr8H0kTNTzGzsmhP4sxNqZtYrnFQzs7HoPnJWigB3lhqmiLgP+GnZcVTc3MDVde8nAkiaJSJeA4iIlyRdAXy0hPiqwsnLkXczk5NqqwLPk8u5GnkTeAz4fUSc1vnQzGwUC2CWsoMwM2uVk2pmNmYUxfPHkzPU5iNnRbwGnFNiWGaDeQGYqe59rYPtQkD9TMB+YN5uBVVBTl6OsIhYrfbvovvnHyJi1xJDMrPecBzZXGqxiHiw7GDMzIbipJqZVZqkucguoOOBlZncge7v5HKuMyLipXKiMxvSI8Aide9vJ8/hzYEjASTNBqxDzvSx4XHysrO2IM9lM7NBRcRxkpYHLi8aTl0cES8OdZyZWVmcVDOzSpK0BZlI+xgwA5mIeAw4BTjJ9b6sR0wA9pY0T0Q8A1wIvAocIml+suPnTuRMq3NLi7L3OXnZQc2W1ZqZDSTpP8U/ZwNOLba9RjaSGag/IubsVmxmZo04qWZmVXV+8fd14AzgJODSiHDLY+slZwErkbMsL4mI5yR9g+yS+M1iTB+ZFDqgnBArYQJOXnacpDnIDszrAwsWmx8D/gacEhH/aXKomY0dszfYNmvXozAza1Fff7/vL82seiRdSy7vPL3o/GlWGZJWBbYF5gLuBk708pjhk/QB4H+BwyLikmLbnmTysqaWvFw1Ip7tfpS9TdIGwOlkYrJvwO5+4Blg+4iY0OXQzGwUKWYFtywiXulULGZmrXBSzcwqTdI4MvEA8HxENFo+YGY2FScvR4akJYFbyeVct5Mzh+8nk2uLk0v1lwdeBlaOiPtLCdTMzMysTU6qmVnlFM0Jvgx8HFgRGFfsmgTcBlwAHO3ZJtZLJC1CzvJp5KGIeK6b8Zi1StKvgV2BgyLioCZjDgAOAo6PiD26GZ+Z9SZJC0aE61yaWamcVDOzSpH0CeAEYA6mXmJU0w/8B9g9Is7pVmxmrZB0MrAM8MWIuLFu+4lkXa9GLouITboRX9U5eTnyJD0IvBoR7x9i3J3ArBGxWBfCMrMeJWkBYH9gl4hwvTUzK5UbFZhZZUjaDjiNnJn2T7LT5w3AU2SCbV7gA2RiYjngDEk7RMSZ5URsNiVJqwOfBS6oT6jV6QMeGrBtDmBDSas1OcYaaJa8JGdLNU1eAk5etm9+oJUHGLcA23Q4FjMbpSTNDcwHPNVoNYGk9wD7ArsDM5MPSc3MSuWkmplVgqR5gOOLt3tHxM8bDLsbuAL4saS9gcOBX0uaEBFPdylUs8FsR94kHNpkf39ELF6/QdLawJXApwAn1Vrg5GXXvUIm1oYyXzHWzMYQSSsDxwCr1227HtgjIm4v6uPuD3yb7ATaB1wP7FNCuGZmUxg39BAzs56wF9mGfb8mCbUpRMRPyQu02YEvdTg2s1atBTwdEX9v9YCIuBr4V3Gstaal5GX9i6zR2EcmL609NwMfKho/NCRpFWA94KauRWVmpZO0MPA3MqHWV/daA/iLpPmBS4ADyWYn9wDbRsQH3S3YzEYDJ9XMrCo+CjxHzj5r1eHA88BmHYnIrH1Lk0vg2nU/sNQIx1JlTl521zHk6ohLJX1b0ny1HZLmk/Qt8qZ5XDHWzMaOb5AzgW8DPgK8B3gfOSttdjLh9mHgdWBvYLmIOLecUM3Mpubln2ZWFUsAV0fEW60eEBETJV0DrN25sMzaMieZHG7kVODWJvueKY611izN8JbK3g+sNMKxVF5EnCvpKHJW8CHAIZJeJ2cLzlIM6wN+HhG/LylMMyvHhsBLwEfqSnE8RZbqeAP4KfldsVlEXF5SjGZmTXmmmplVxWzkRVm7XiqONRsNXiOfzE8lIi4tli03MhvwRseiqp6hkpdfb7LPycthioi9gO3JZGYtmTZr8e8bgO0jYu/yIjSzkiwGXNektm1tRtoNTqiZ2WjlmWpmVhXPkhdm7Vq0ONZsNHgSWHYYxy1bHGutGTR5CVza5DgnL6dB0Wn5TEmzko0L+oAnIuLVciMzsxLNBjzWaEdEPCYJ4L6uRmRm1gbPVDOzqrgJ+ICkRVo9QNKiZCFcF8a20eLvwJKSlm/1AEkrkvXUrulYVNXj5GUHSTpB0q7N9kfEqxHxr4i43wk1MyNnrA7mza5EYWY2DE6qmVlVnAFMB5wgacahBhdjTiC/B8/ocGxmrTqVnL3zC0lDziYvxvycvCE5vcOxVYmTl501Hlin7CDMzMzMOq2vv3+oBwNmZqOfpD6yLs/KwPXAlyLi5iZjVwWOItu33wqsFhH+MrRRQdLfgHWBK4EvRsSdTcYtS3ZKXBu4KiLW616UvU3SxsDF5Ge8YURMHGL89MBfyc96s4i4uPNR9i5Jk4CTIqLpbDUzM3j7++K/NF9aPxswscn+/ohwnUszK5WTamZWGZIWIm+SFyVn7txBJtieKobMB3wQWIacDfQwsE5EPNr9aM0akzQvOZNqcfI8vo0s7v5MMWQeYDVgRfI8fhBYMyKemuo/Zk05edk5TqqZWauK74vh6o+I6UYsGDOzYXCjAjOrjIh4VNIqwNHAdsByxav+6UEfMAk4i5zN1qwDoFkpIuJpSauRiZxtgZXIBFq9PvK8PotMCPk8bt+nyOTlusA/JbWSvPxk98M0M6u0lpfhm5mNRp6pZmaVJGkJYHNgVfLmGLLL503AhRFxf1mxmbVK0lLAx8jzeO5i87PAzcBFEXFvWbFVgaR3MTl5OY6pi2XXkpdn4+RlyzxTzczMzMYKJ9XMzMxsTHPycmQVSbWXyc+wXf0RseQIh2RmPaJYcfBsRDw8xLiFgXma1c81M+sWL/80MzOzMS0i7gN+WnYcFTN78WqXn/aajW03AicCuw0x7nvArmTndzOz0jipZmZmZmYj7c/AoWUHYWY9qa/sAMzMWuWkmpmZmZmNtCcj4vKygzCzypobeL3sIMzMnFQzMzMzMzOzUhR11Oq9u8G2mumBZYBNgPs6GpiZWQucVDMzMzMzM7Oy3MiU9RQ3L16D6QOO71hEZmYtclLNzMzMzMzMynIzk5NqqwLPAw82Gfsm8Bjw+4g4rfOhmZkNzkk1MzMzMzMzK0VErFb7t6RJwB8iYtcSQzIza5mTamZmZmY2YiJiXNkxmFnP2gJ4pOwgzMxa1dff3z/0KDMzMzMzMzMzM3ubZ6qZmZmZmZnZqCFpDmBnYH1gwWLzY8DfgFMi4j8lhWZmNgXPVDMzMzMzM7NRQdIGwOnA3GSXz3r9wDPA9hExocuhmZlNxUk1MzMzMzMzK52kJYFbgdmA24GTgPvJ5NriwHhgeeBlYOWIuL+UQM3MCl7+aWZmZmZmZqPBvmRC7aCIOKjB/iMlHQAcBOwD7NHN4MzMBvJMNTMzMzMzMyudpAeBVyPi/UOMuxOYNSIW60JYZmZNueW5mZmZmZmZjQbzA7e0MO6WYqyZWamcVLP/b++OUaSIoiiA3gYTxbwXMMHLnVRxF8bmExiI7sHEZILJZgGuQDQSJlTztwINDFWMpg26R51gwN9I/wLPgYIq6hfc9F9+8QAAAJbgW/6uLFvv1gJMpVQDAABgCT4meVBVxzctqKp7SR4m+XCwVAA3UKoBAACwBGfZDtN7W1XPq2p99aKq1lX1LMmbbPexZ5MyAvxiUAEAAACLUFWnSU6SXG1Uf+zub++eV0lOu/vJhHgA1yjVAAAAWIyqepTkaZLj/P676jLJ+yQvu/vVrGwAf1KqAQAAsDhVdSfbwQWrJJ+6+/vkSADXKNUAAAA4uKo6T3LR3eezswDsw6ACAAAAZnic5P7sEAD7UqoBAAAAwCClGgAAAAAMUqoBAAAAwCClGgAAAAAMMv0TAACAg6uqyyRfk3zZ4/NNdx/940gAQ27NDgAAAMB/6+7uGuV0CDCdUg0AAIBZXid5MTsEwD6UagAAAMzyubvfzQ4BsA+DCgAAAABgkFINAAAAAAYp1QAAAABgkFINAAAAAAatNhuTiAEAAABghJNqAAAAADBIqQYAAAAAg5RqAAAAADBIqQYAAAAAg34CzLd+KwZRr/EAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1440x1440 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# only show the 10 most correlated variables with SalePrice\n",
    "\n",
    "k = 10 # number of variables for heatmap\n",
    "cols = corrmat.nlargest(k, 'SalePrice')['SalePrice'].index\n",
    "cm = np.corrcoef(train[cols].values.T)\n",
    "\n",
    "plt.figure(figsize=(20, 20))\n",
    "\n",
    "sns.set(font_scale=2)\n",
    "h = sns.heatmap(cm, cbar=True, annot=True, square=True, fmt='.2f', annot_kws={'size': 20}, yticklabels=cols.values, xticklabels=cols.values)\n",
    "plt.savefig('plots/correlation_matrix_small.png', bbox_inches='tight', dpi=300)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here I noticed 2 other colinear variables that I had missed previously: 'TotRmsAbvGrd' and 'GrLivArea'."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f13bbc5b590>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train.plot.scatter(x='YearBuilt', y='TotRmsAbvGrd', c=\"b\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here I wanted to check the inverse colinearity between 'YearBuilt' and 'TotRmsAbvGrd'."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Pair plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1260x1260 with 56 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cols = ['SalePrice', 'OverallQual', 'GrLivArea', 'GarageCars', 'TotalBsmtSF', 'FullBath', 'YearBuilt']\n",
    "\n",
    "sns.pairplot(train[cols], height = 2.5, kind='reg')\n",
    "plt.savefig('plots/pair_plot.png', bbox_inches='tight', dpi=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}