bike_sharing_assignment.ipynb

{
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  {
   "cell_type": "markdown",
   "id": "ca5f2165",
   "metadata": {},
   "source": [
    "# PROBLEM STATEMENT\n",
    "\n",
    "A US bike-sharing provider BoomBikes has recently suffered considerable dips in their revenues. They have contracted a consulting company to understand the factors on which the demand for these shared bikes depends. Specifically, they want to understand the factors affecting the demand for these shared bikes in the American market. The company wants to know:\n",
    "\n",
    "**1. Which variables are significant in predicting the demand for shared bikes.**\n",
    "\n",
    "**2. How well those variables describe the bike demands**\n",
    "\n",
    "You are required to model the demand for shared bikes with the available independent variables. It will be used by the management to understand how exactly the demands vary with different features. They can accordingly manipulate the business strategy to meet the demand levels and meet the customer's expectations. Further, the model will be a good way for management to understand the demand dynamics of a new market."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bf42dfbd",
   "metadata": {},
   "source": [
    "## IMPORTING ALL REQUIRED LIBRARIES"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "61691d8f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "sns.set(rc={\"figure.figsize\": (10,6)})\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "import statsmodels.api as sm\n",
    "from statsmodels.stats.outliers_influence import variance_inflation_factor\n",
    "\n",
    "import sklearn\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.feature_selection import RFE\n",
    "from sklearn.metrics import r2_score\n",
    "\n",
    "\n",
    "import datetime     \n",
    "from scipy.stats import pearsonr "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "870e096b",
   "metadata": {},
   "source": [
    "## Data understanding, preparation and EDA"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3bda705a",
   "metadata": {},
   "source": [
    "### 1. READING DATASET AND UNDERSTANDING DATA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "900240b5",
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>dteday</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>01-01-2018</td>\n",
       "      <td>1</td>\n",
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       "      <td>02-01-2018</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "      <td>17.68695</td>\n",
       "      <td>69.6087</td>\n",
       "      <td>16.652113</td>\n",
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       "      <td>801</td>\n",
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       "      <th>2</th>\n",
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       "      <td>03-01-2018</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>3</td>\n",
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       "      <td>8.050924</td>\n",
       "      <td>9.47025</td>\n",
       "      <td>43.7273</td>\n",
       "      <td>16.636703</td>\n",
       "      <td>120</td>\n",
       "      <td>1229</td>\n",
       "      <td>1349</td>\n",
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       "      <th>3</th>\n",
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       "      <td>04-01-2018</td>\n",
       "      <td>1</td>\n",
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       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>8.200000</td>\n",
       "      <td>10.60610</td>\n",
       "      <td>59.0435</td>\n",
       "      <td>10.739832</td>\n",
       "      <td>108</td>\n",
       "      <td>1454</td>\n",
       "      <td>1562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>05-01-2018</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9.305237</td>\n",
       "      <td>11.46350</td>\n",
       "      <td>43.6957</td>\n",
       "      <td>12.522300</td>\n",
       "      <td>82</td>\n",
       "      <td>1518</td>\n",
       "      <td>1600</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      "text/plain": [
       "   instant      dteday  season  yr  mnth  holiday  weekday  workingday  \\\n",
       "0        1  01-01-2018       1   0     1        0        1           1   \n",
       "1        2  02-01-2018       1   0     1        0        2           1   \n",
       "2        3  03-01-2018       1   0     1        0        3           1   \n",
       "3        4  04-01-2018       1   0     1        0        4           1   \n",
       "4        5  05-01-2018       1   0     1        0        5           1   \n",
       "\n",
       "   weathersit       temp     atemp      hum  windspeed  casual  registered  \\\n",
       "0           2  14.110847  18.18125  80.5833  10.749882     331         654   \n",
       "1           2  14.902598  17.68695  69.6087  16.652113     131         670   \n",
       "2           1   8.050924   9.47025  43.7273  16.636703     120        1229   \n",
       "3           1   8.200000  10.60610  59.0435  10.739832     108        1454   \n",
       "4           1   9.305237  11.46350  43.6957  12.522300      82        1518   \n",
       "\n",
       "    cnt  \n",
       "0   985  \n",
       "1   801  \n",
       "2  1349  \n",
       "3  1562  \n",
       "4  1600  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#read the dataset\n",
    "bike_share = pd.read_csv('day.csv')\n",
    "bike_share.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "6be04aba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(730, 16)"
      ]
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     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#shape of dataset\n",
    "bike_share.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "deee3770",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 730 entries, 0 to 729\n",
      "Data columns (total 16 columns):\n",
      " #   Column      Non-Null Count  Dtype  \n",
      "---  ------      --------------  -----  \n",
      " 0   instant     730 non-null    int64  \n",
      " 1   dteday      730 non-null    object \n",
      " 2   season      730 non-null    int64  \n",
      " 3   yr          730 non-null    int64  \n",
      " 4   mnth        730 non-null    int64  \n",
      " 5   holiday     730 non-null    int64  \n",
      " 6   weekday     730 non-null    int64  \n",
      " 7   workingday  730 non-null    int64  \n",
      " 8   weathersit  730 non-null    int64  \n",
      " 9   temp        730 non-null    float64\n",
      " 10  atemp       730 non-null    float64\n",
      " 11  hum         730 non-null    float64\n",
      " 12  windspeed   730 non-null    float64\n",
      " 13  casual      730 non-null    int64  \n",
      " 14  registered  730 non-null    int64  \n",
      " 15  cnt         730 non-null    int64  \n",
      "dtypes: float64(4), int64(11), object(1)\n",
      "memory usage: 91.4+ KB\n"
     ]
    }
   ],
   "source": [
    "#info of dataset\n",
    "bike_share.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "b8edb74a",
   "metadata": {},
   "outputs": [
    {
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      "text/plain": [
       "     instant  dteday  season     yr   mnth  holiday  weekday  workingday  \\\n",
       "0      False   False   False  False  False    False    False       False   \n",
       "1      False   False   False  False  False    False    False       False   \n",
       "2      False   False   False  False  False    False    False       False   \n",
       "3      False   False   False  False  False    False    False       False   \n",
       "4      False   False   False  False  False    False    False       False   \n",
       "..       ...     ...     ...    ...    ...      ...      ...         ...   \n",
       "725    False   False   False  False  False    False    False       False   \n",
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       "728    False   False   False  False  False    False    False       False   \n",
       "729    False   False   False  False  False    False    False       False   \n",
       "\n",
       "     weathersit   temp  atemp    hum  windspeed  casual  registered    cnt  \n",
       "0         False  False  False  False      False   False       False  False  \n",
       "1         False  False  False  False      False   False       False  False  \n",
       "2         False  False  False  False      False   False       False  False  \n",
       "3         False  False  False  False      False   False       False  False  \n",
       "4         False  False  False  False      False   False       False  False  \n",
       "..          ...    ...    ...    ...        ...     ...         ...    ...  \n",
       "725       False  False  False  False      False   False       False  False  \n",
       "726       False  False  False  False      False   False       False  False  \n",
       "727       False  False  False  False      False   False       False  False  \n",
       "728       False  False  False  False      False   False       False  False  \n",
       "729       False  False  False  False      False   False       False  False  \n",
       "\n",
       "[730 rows x 16 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#null values check \n",
    "bike_share.isnull()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "8605f0df",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#dimension check of dataset\n",
    "bike_share.ndim"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7aab4fe0",
   "metadata": {},
   "source": [
    "#### There is no null or missing  values in our dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5679cea5",
   "metadata": {},
   "source": [
    "### Let's Convert the datatype of dteday column to datetime."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "89ed1774",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dtype('<M8[ns]')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bike_share['dteday']= pd.to_datetime(bike_share['dteday'],format = '%d-%m-%Y')\n",
    "bike_share['dteday'].dtype"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "57a6124b",
   "metadata": {},
   "source": [
    "### Extracting Year and month from the date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "ba336a09",
   "metadata": {},
   "outputs": [],
   "source": [
    "bike_share['year'] = pd.DatetimeIndex(bike_share['dteday']).year\n",
    "bike_share['month'] = pd.DatetimeIndex(bike_share['dteday']).month"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "04d54dfc",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>dteday</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>cnt</th>\n",
       "      <th>year</th>\n",
       "      <th>month</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>1</td>\n",
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       "      <td>331</td>\n",
       "      <td>654</td>\n",
       "      <td>985</td>\n",
       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
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       "      <td>131</td>\n",
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       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>2018-01-03</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>2018-01-04</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
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       "      <td>8.200000</td>\n",
       "      <td>10.60610</td>\n",
       "      <td>59.0435</td>\n",
       "      <td>10.739832</td>\n",
       "      <td>108</td>\n",
       "      <td>1454</td>\n",
       "      <td>1562</td>\n",
       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>2018-01-05</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "      <td>1</td>\n",
       "      <td>1</td>\n",
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       "      <td>82</td>\n",
       "      <td>1518</td>\n",
       "      <td>1600</td>\n",
       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   instant     dteday  season  yr  mnth  holiday  weekday  workingday  \\\n",
       "0        1 2018-01-01       1   0     1        0        1           1   \n",
       "1        2 2018-01-02       1   0     1        0        2           1   \n",
       "2        3 2018-01-03       1   0     1        0        3           1   \n",
       "3        4 2018-01-04       1   0     1        0        4           1   \n",
       "4        5 2018-01-05       1   0     1        0        5           1   \n",
       "\n",
       "   weathersit       temp     atemp      hum  windspeed  casual  registered  \\\n",
       "0           2  14.110847  18.18125  80.5833  10.749882     331         654   \n",
       "1           2  14.902598  17.68695  69.6087  16.652113     131         670   \n",
       "2           1   8.050924   9.47025  43.7273  16.636703     120        1229   \n",
       "3           1   8.200000  10.60610  59.0435  10.739832     108        1454   \n",
       "4           1   9.305237  11.46350  43.6957  12.522300      82        1518   \n",
       "\n",
       "    cnt  year  month  \n",
       "0   985  2018      1  \n",
       "1   801  2018      1  \n",
       "2  1349  2018      1  \n",
       "3  1562  2018      1  \n",
       "4  1600  2018      1  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bike_share.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "155fb140",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>weekday</th>\n",
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       "      <td>108</td>\n",
       "      <td>1454</td>\n",
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       "      <td>1</td>\n",
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       "      <td>5</td>\n",
       "      <td>2018-01-05</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "      <td>1</td>\n",
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      ],
      "text/plain": [
       "   instant     dteday  season  holiday  weekday  workingday  weathersit  \\\n",
       "0        1 2018-01-01       1        0        1           1           2   \n",
       "1        2 2018-01-02       1        0        2           1           2   \n",
       "2        3 2018-01-03       1        0        3           1           1   \n",
       "3        4 2018-01-04       1        0        4           1           1   \n",
       "4        5 2018-01-05       1        0        5           1           1   \n",
       "\n",
       "        temp     atemp      hum  windspeed  casual  registered   cnt  year  \\\n",
       "0  14.110847  18.18125  80.5833  10.749882     331         654   985  2018   \n",
       "1  14.902598  17.68695  69.6087  16.652113     131         670   801  2018   \n",
       "2   8.050924   9.47025  43.7273  16.636703     120        1229  1349  2018   \n",
       "3   8.200000  10.60610  59.0435  10.739832     108        1454  1562  2018   \n",
       "4   9.305237  11.46350  43.6957  12.522300      82        1518  1600  2018   \n",
       "\n",
       "   month  \n",
       "0      1  \n",
       "1      1  \n",
       "2      1  \n",
       "3      1  \n",
       "4      1  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Dropping the columns that we extracted the correct year and month from the date\n",
    "bike_share.drop(['yr','mnth'], axis=1, inplace = True)\n",
    "bike_share.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "8f8accc7",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Dropping the redundant variable holiday as the workingday column covers enough information that is required.\n",
    "\n",
    "bike_share.drop('holiday',axis=1,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "f74d72b5",
   "metadata": {},
   "outputs": [
    {
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       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
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       "      <td>1600</td>\n",
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       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   season  weekday  workingday  weathersit       temp     atemp      hum  \\\n",
       "0       1        1           1           2  14.110847  18.18125  80.5833   \n",
       "1       1        2           1           2  14.902598  17.68695  69.6087   \n",
       "2       1        3           1           1   8.050924   9.47025  43.7273   \n",
       "3       1        4           1           1   8.200000  10.60610  59.0435   \n",
       "4       1        5           1           1   9.305237  11.46350  43.6957   \n",
       "\n",
       "   windspeed   cnt  year  month  \n",
       "0  10.749882   985  2018      1  \n",
       "1  16.652113   801  2018      1  \n",
       "2  16.636703  1349  2018      1  \n",
       "3  10.739832  1562  2018      1  \n",
       "4  12.522300  1600  2018      1  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Dropping the dteday,instant,casual and registered columns.\n",
    "\n",
    "bike_share.drop(['dteday','instant','casual','registered'],axis=1,inplace=True)\n",
    "bike_share.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "6fa5562e",
   "metadata": {},
   "outputs": [
    {
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       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>season</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>humidity</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>count</th>\n",
       "      <th>year</th>\n",
       "      <th>month</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>14.110847</td>\n",
       "      <td>18.18125</td>\n",
       "      <td>80.5833</td>\n",
       "      <td>10.749882</td>\n",
       "      <td>985</td>\n",
       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>14.902598</td>\n",
       "      <td>17.68695</td>\n",
       "      <td>69.6087</td>\n",
       "      <td>16.652113</td>\n",
       "      <td>801</td>\n",
       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>8.050924</td>\n",
       "      <td>9.47025</td>\n",
       "      <td>43.7273</td>\n",
       "      <td>16.636703</td>\n",
       "      <td>1349</td>\n",
       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>8.200000</td>\n",
       "      <td>10.60610</td>\n",
       "      <td>59.0435</td>\n",
       "      <td>10.739832</td>\n",
       "      <td>1562</td>\n",
       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9.305237</td>\n",
       "      <td>11.46350</td>\n",
       "      <td>43.6957</td>\n",
       "      <td>12.522300</td>\n",
       "      <td>1600</td>\n",
       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   season  weekday  workingday  weathersit       temp     atemp  humidity  \\\n",
       "0       1        1           1           2  14.110847  18.18125   80.5833   \n",
       "1       1        2           1           2  14.902598  17.68695   69.6087   \n",
       "2       1        3           1           1   8.050924   9.47025   43.7273   \n",
       "3       1        4           1           1   8.200000  10.60610   59.0435   \n",
       "4       1        5           1           1   9.305237  11.46350   43.6957   \n",
       "\n",
       "   windspeed  count  year  month  \n",
       "0  10.749882    985  2018      1  \n",
       "1  16.652113    801  2018      1  \n",
       "2  16.636703   1349  2018      1  \n",
       "3  10.739832   1562  2018      1  \n",
       "4  12.522300   1600  2018      1  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Renaming some columns for better understanding\n",
    "\n",
    "bike_share.rename(columns={'hum':'humidity','cnt':'count'},inplace=True)\n",
    "bike_share.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4226cf5e",
   "metadata": {},
   "source": [
    "## 2. Encoding the labels and visualization"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9c31ae65",
   "metadata": {},
   "source": [
    "- 1) **Season**\n",
    "    - 1 : Spring\n",
    "    - 2 : Summer\n",
    "    - 3 : Fall\n",
    "    - 4 : Winter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "63b31035",
   "metadata": {},
   "outputs": [],
   "source": [
    "codes = {1:'spring',2:'summer',3:'fall',4:'winter'}\n",
    "bike_share['season'] = bike_share['season'].map(codes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "97533094",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='season', ylabel='count'>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot('season','count',data=bike_share)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7671477b",
   "metadata": {},
   "source": [
    "**`Bike Rentals are more during FALL (MANSOON ) Season`**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e12fef12",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "a6b62f1b",
   "metadata": {},
   "source": [
    "- 2) Weathersit \n",
    "     - 1: Clear, Few clouds, Partly cloudy, Partly cloudy\n",
    "     - 2: Mist + Cloudy, Mist + Broken clouds, Mist + Few clouds, Mist\n",
    "     - 3: Light Snow, Light Rain + Thunderstorm + Scattered clouds, Light Rain + Scattered clouds\n",
    "     - 4: Heavy Rain + Ice Pallets + Thunderstorm + Mist, Snow + Fog"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "bae4317b",
   "metadata": {},
   "outputs": [],
   "source": [
    "codes = {1:'Clear',2:'Mist',3:'Light Snow',4:'Heavy Rain'}\n",
    "bike_share['weathersit'] = bike_share['weathersit'].map(codes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "ebd5ba85",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='weathersit', ylabel='count'>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot('weathersit','count',data=bike_share)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3ad4d2a7",
   "metadata": {},
   "source": [
    "**`Bikes seem to be rented more in Partly cloudy weather`**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5df5493c",
   "metadata": {},
   "source": [
    " - 3) workingday\n",
    "     -  if day is neither weekend nor holiday is 1,\n",
    "     - otherwise is 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "b1f7e592",
   "metadata": {},
   "outputs": [],
   "source": [
    "codes = {1:'working_day',0:'Holiday'}\n",
    "bike_share['workingday'] = bike_share['workingday'].map(codes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "0677d11c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='workingday', ylabel='count'>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot('workingday','count',data=bike_share,palette='cool')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f6a9d94a",
   "metadata": {},
   "source": [
    "**`Bikes seem to be rented more on working days.`**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f5d68e03",
   "metadata": {},
   "source": [
    "- 4) year\n",
    "     - 2018:0\n",
    "     - 2019:1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "4e3c5778",
   "metadata": {},
   "outputs": [],
   "source": [
    "codes = {2019:1,2018:0}\n",
    "bike_share['year'] = bike_share['year'].map(codes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "165ad782",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='year', ylabel='count'>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot('year','count',data=bike_share,palette='dark')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0ee55b1e",
   "metadata": {},
   "source": [
    "**`Bike Rental popularity has increased in 2019 when compared to 2018`**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0b03a5ca",
   "metadata": {},
   "source": [
    "- 5) Month\n",
    "    - 1:Jan\n",
    "    - 2:Feb\n",
    "    - 3:Mar\n",
    "    - 4:Apr\n",
    "    - 5:May\n",
    "    - 6:June\n",
    "    - 7:July\n",
    "    - 8:Aug\n",
    "    - 9:Sep\n",
    "    - 10:Oct\n",
    "    - 11:Nov\n",
    "    - 12:Dec"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "3abcea1a",
   "metadata": {},
   "outputs": [],
   "source": [
    "codes = {1:'Jan',2:'Feb',3:'Mar',4:'Apr',5:'May',6:'June',7:'July',8:'Aug',9:'Sep',10:'Oct',11:'Nov',12:'Dec'}\n",
    "bike_share['month'] = bike_share['month'].map(codes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "3f469ff6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='month', ylabel='count'>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,5))\n",
    "sns.barplot('month','count',hue='year',data=bike_share,palette='Paired')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e1547371",
   "metadata": {},
   "source": [
    "- 6) WeekDay:\n",
    "    - 0:Mon\n",
    "    - 1:Tue\n",
    "    - 2:Wed\n",
    "    - 3:Thu\n",
    "    - 4:Fri\n",
    "    - 5:Sat\n",
    "    - 6:Sun"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "ee2af8c9",
   "metadata": {},
   "outputs": [],
   "source": [
    "codes = {0:'Mon',1:'Tue',2:'Wed',3:'Thu',4:'Fri',5:'Sat',6:'Sun'}\n",
    "bike_share['weekday'] = bike_share['weekday'].map(codes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "a3af475d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='weekday'>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bike_share.groupby('weekday')['count'].max().plot(kind='bar')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "17872483",
   "metadata": {},
   "source": [
    "**`Bike Rentals are maximum on Sunday and Monday`**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b38e744e",
   "metadata": {},
   "source": [
    "- 7) temp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "ad1dd6d8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x2c05e3e44c0>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter('temp','count',data=bike_share)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7e38a890",
   "metadata": {},
   "source": [
    "**`Bike Rentals are observed at higher temperatures.`**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c81118f2",
   "metadata": {},
   "source": [
    "- 8) atemp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "14cd7689",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x2c05f8e5d60>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter('atemp','count',data=bike_share)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "36d7f668",
   "metadata": {},
   "source": [
    "**`Bike Rentals are observed at higher \"feel-like\" temperatures.`**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b7f7df4a",
   "metadata": {},
   "source": [
    "- 9) Humidity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "e0a9ccfa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x2c05f784880>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter('humidity','count',data=bike_share)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c8118ce3",
   "metadata": {},
   "source": [
    "**`Temperature being directly proportional to Humidity, Bike Rentals are making during high humidity.`**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "75127216",
   "metadata": {},
   "source": [
    "- 10) Windspeed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "43ba58f1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x2c05f7d7b20>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter('windspeed','count',data=bike_share)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "21ecdd80",
   "metadata": {},
   "source": [
    "**`Wind speeds increase with a greater temperature difference.Wind speed near the surface is most highly correlated with the temperature.`**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "7dd85d85",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='count', ylabel='Density'>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(bike_share['count'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a35813db",
   "metadata": {},
   "source": [
    "## 3: Visualizing the Relationship among variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "42e72f5f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x2c05f7af2e0>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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/8sfwMSwXIRGnhtkQESFxluv0r3wzVA7AC2mjHQ4f/t/a/ZhRlC5o4ny5/xQerpqM5HMIw7+cGe5j91LS7vAJpa15VLQcT913jcheBrJREiFBIBAIFxIZV5P56KlevLxe7C0enaTD8dN2rK2pRdmsbMkTiIwUPTKStAOHgYZP6IVF0AjZgI44pELdEb3gXDJ3Ah6qmAivj8XzEWU8VyyYiEnZ8QCAX70uLuG4tqYeKxZMFDay868dhzUfH4lpF+29XjDBEFxeBiZ9RNg9sYWhgwLaut2oslrwya4mWKdmCSVgjzR1i/ox0aSGdWqWyD4iS4RWWS0YlaCFhwnAG2Dh9jJwegL4cz8n1vY9zXC4GIwyazFxbPxZ+35QWhMkpYNwKeDnqow4jDZrkZMeJ5QH3ba7KSpiqMpqwc7aM6iy5iI9RQ9PIIi20x78MZz6oaLleGTxFFhGG6TtNSKSTWoM8BpOP18yBcdbHPjLewdEGhKTshOAUN98H2tuPt3lhjEjTki1kxKbHYwDcDghk4Xw0xsm4FS7C2woBEomw09vmACKIhMDIZqBImoG68AiDgkCgUC4UIRPR2QymeCMAACDjkZ7jwfmODU+2dWEspnZSInXosqai227mwSRLxUtx+jEszgjCJeGGCddoxO1UQvONR8fxpP3XoMnX/lG9PpL6w/g6eXT4PJIl3BMCAtB3ThtDNZ8fKRPX0RCG0BOUfjj2/tE+csixxXZVF5aZMDJDjf++PZ+GHQ07ro5X3A2QAawIXE/zinOjFL9X1tTj/9Zdg0cbj8MOhobPz+G3DFmwamx8YuGqPfzp7p/ee/AoDY5Z9WaiLBzg45GaUkWMlL0GJ2og/kKj9wjXDwihSWrrLmg5RS0agX+rWoyQgihx+6FQk7hxuljRY79KqtFpP/w7Nv7pMdBxHyo09JINWvR0uUW/qyi5chOj+MiIwIs/vDSvn5zdy2eXj4NKprCyXYnymZlI3t0nORYOtnmxGizdkDnx0gTm1Uo5Ojo8QhRK/y9T0vSDXXTCMOQOD1Xard/RE2cjohaEggEwiXH6Q3A6fFjlFmHslnZAID9R9owrTANNbuakD3aGKUZEHlKet+tBZDLSTXm4UD/ky6DjsbJdmfMcqw9jti17EclaCUXso0tdlRaLUiO1wg6BGolhTvm5WH15jrBRu67tQAKClh0nUWUo/ngoklI0Cth1Ktwss1JdAIuIXY3g2OnbPAxQfhsQTS1OkT9++X+U6ITX4pClH0YdDRsDi8aWx1cGsbEtL5SoLLo9/uYIFLMWozPiMNkSwpaezyATDag8+lsOiO8nRt0NG6aPlZ0Qj3g6TOB8AOxuxm89VGdMOfF6Wncdp0F735aLzhcx6TFoaPHjdc//F40B/sYFoutE9DW48b2Pc3otHmjN/sSzuQVCwpRva0eLV1uQUPirxtq8djS4pjlt+1uPxxuRtiU33Xzj7CsLB+vbux7fldaLfi69gwKss2wOf0w6JX42U158Pq56/ERTSNNaNjlCQiHJ/wG85NdTcjJMMGkHjmOFcKlIRgIYsncXJzucAsRNUvm5iIYDJ79w2GIQ4JAIBAuBDKg3eaBnKLw6zf6SmXdc0s+PtvTDOvULDSctovyZPlTz8duvwoyGfDX92vx4KIi6EyDVyYmXBwiT7oSTWphs1Y2K1vSuWA2qmO+TsmAKqtFJKq2vLwQaz45jHiDCvN+PE44DefLQi6Zm4skkwZqlQJuL4O6JluU7fz5ne9QNjMbFCWL+ttIDBMeSdicfqSadaI+5/9/+55m3DR9LGrCC3qKAn401hyl+j9v+lhBL4R3Tl4/NQurt9SJrsejouVwuv24fuoYvLrx4OCcT/2qdfTXmrC5ODsvK86OiuCIefpMIJwHTg8D69QsocJQnE6FN7fWCSlPkQ5XqTk40hlQs6sparMvlTbx0vparKoswsk2B8akxuG9zzjnhM3lhzlOeu7WaWj87s29wusubwBsKITy2TlgQyEgBHxdewbTC9Pwq9d2CeKZ/dNO0pP0I0rbBwACQTaqPyqtFgRYEr5JiEapVKDT1hsVUZNiHnxEDTmKIxAIhAuA3c3Az4TwSnijkGhSo2xmNrrtXvzs5nzo1HJkjtLDoBMv7n1MECdaeuH2BdDS5YbXFxiiX0CIhA91B8Th9nx1BP5v/IYwyaTCigWFotdXLJgIs1GJbrsPm3eewKrKIlSUWlA2MxtGHQ2Hi8FkS4qQuwzwKSBHMG60CWqVIix4SCElQYtK63jccVMeKkotqCjlQpeVNAU2FIoZJky4OJgMKnTY3LhjXh6qrLlQKig8umQKpv4oGXfdnI94gwoPVRQhOV6NzBQj3v64DpVWC/KyTPjF0mI8sHBSXzQE+pyTKQlaAJC0s0qrBYEgKzgj+M89X/0t7G4mdmPDufSZiTrOucBvjGSATCbjviNGRAaxIcKFRqVUoCasubLxiwY0tjowoyg9yiF2psMlOQfzf19XU4/7F07iNvsRxEqbaGp1YG1NPZ59ex8mW1KE1CWzUYnHfnYVqqzcvJpq1mLFgkJ4fQHhWV5xnQUp8dzYNOpobNzRgO17m1E+azzn0JuVjbKZ2ZJjOsmkHlHOCABQKxWS91tNk3NsQjRef1CIqKkotaBsVjY+2dUkRAoNBmJZBAKBcL7IAKcviCDLCguYyNOcDZ834L7yQuzYexLzpo/F5nC5MYDbaIxJjcPamsNQ0XIkkpJaw4LIUHeNWi4KXf269kx0GbogMCk7QVTLPicjHj09LpgMKjhcDJpaHdi4g4uEGJ8Rh2VlBejq9Uinetg8WLftSNQpVZXVgv1H2lA8YRR+OjcPSSYNTrbbB9YJIFxwjBoFLFnxONXmwobP+9JrlpcX4q2tdUJo+L1lBQCCuO7qLOw+1ALr1DF4fl1sgTzeQdBp86JmVxN+ubQYJ1rs8DMstuw8gRuuGXPBctTtbgYvrT+ASqsFfoYlNkS4JLi8TJQDQiqladvuJixfUIiX19fGdJjJKVnUZj+Wbgr/Pj6FalVFEYw6GnWN4vSOBxdNQsFYE+yuAFLN2qg5eMncCbhzXh4UCgrPreMENlPNWiyZO0GyjS09Hrh8QRi0NPQq+YhwTvTGECnsdZGyn4Rogqx0RA17DhE1JEKCQCAQzodwvuqvXtsFuZzbTEid5vx1Qy3mXct5jUtLsgD0naJv3Xkcza3OvtxuwtATDnX//cofI8GoxsYvGlC9rR4bdzRgWmEavvz2FOeM4E+cZYDdxcDlYTAqQQuzQQmFgnvE8s4NXldARctx9GQvtu9uwsTxScIpII+KlqO12y15ari2ph4Lf2LBhs+P4bl1+/Gr13dBraSxqrIIVdZcjM+IQ5U1F6sqiwCZjHOiyLjyj8fbnGixeeH0BwXnCmEQhO9fc4cLdm9AuHd+f3S0wssbajlhr/C/X9l4EHF6DfRaJW6ZmSNogACQ7HetRoGn7rsGVVYLZhSlo7ndgXc+PYrqT+sBAOkpBsnP/RDHgc3pR0uXG1t2noCKpnDPLfmiiIxHFk8h8xHhwhEeR0yARd6YeFRdb0GiSY3te5oxNi0uyq4dLgbJJjUqrRZMyIqXtPsgG4qay/j5tn900fa9zcK/i3OTkZcVhy67Pyq948/vfAe7k4FRo8CKBROj5uA1Hx9GWrJe0JIAgBlF6TgdEdER2cYTp+3439d2Ye/hdjSccYyIuddkVEnPM3rijCBEo6alI2pU5xBRQyIkCAQC4Tywe/ryVbfvbsZ95YXo6HGLcl/nFGcCMiAYZHH91CzE6VX4+U+ngGGCyEzRI/7acVg6d8KIyzO97AkBLBvCi+8eiHrQ/scdJXB6GE5UUKtAXVN0RQ5zgl64Tl5mHB5bWgynl+Eqb3gZ6NQ0Xv/wIJbMzRWqbPC6I9Wf1mPOVZmSp1SNLb398qMPoKJ0PADglpnZ6LR58LdNh0DLKaxYMBFubwBNrQ5s290klJhMT9IjO40IFp6VAaqt1DV2S/aPkqZE/27tduOvG2rxUEWR8H4+JWNdP12RtR8fxrVFozEmNQ6NLb0IhUK4c14e3thchznFmVi96VDU55aVFYCizn2Xw58kd9q8WL2lDokmNcpn5yAnPQ6JRhXGpsejq8t5fvePQAAkx1GV1YIFs3Ow/vNjeHd7Pe5fOFFUenPJ3Fys3lKH4gmj4PYwWLGgEC9FVNyotFrwl/e+w6OLp8DlYUTVhSJ1U2QyGV5afwCdNm/f3GxUoq6pFyfbHZJjmI84CsVIh3O4GCEack5xJlIStOh1eaMEifm5nHcml8/OQZJJPex1WdQqBZaXF4pElJeXF0KtJttGQjQ2pw8GHY2y4r5I0u17mmFzDj6iZlhZ1nPPPYePP/4YMpkMt912G+666y7s3LkTv/nNb+Dz+XDjjTfikUceGepmEgiEKx2+pJjLDxYQwvnHp8fhTKcLk8YnYcPnDZLK9cvK8pGcoMHpdidGmXWI19GI508hyeZw2BErH7nhtA1vbuXSbB6/s0SoVMA/kE+2O9Ha5UL/ZWcgEIJeQyEzSYfmdhfqmmzo6PWionQ8zEYNkuI1OHbKBoeL0wSQCj3uHwXpY4JIMGrw0vq+xfwd8/LABFiRwGql1YItO0+MqIXxkBEe4512H062O0WlBp+v/ha/WFocVdoT4P6dnmxAokktbIDUSu49tIIS3t9p82LLzhMon52DMWlGnG534J1P63H91CxoVDSefXuf0G/33lqAn900AWolLUQ0CClEIcDp8aPb4YNedW5Luv4VOBwuBhnJeowbpQdC+EFODgJBILL0poaOikTg56E5xZnY+EUDdGoFVlUWoanVAYSAD786jk6bF0dP9qKi1AKNSi6y+y3h1Me9R9qxtqYeKlqOny+ZgiSTWih/nBkuU/nY0mKRqKvdxR0kxBIp5iOOTHrp9A+KksVI58hFldUCjz8ISiaDy8MI6Zk+Jgg2FBoRJUBdLgY1uxqxqrIIXn8QaqUcm75swFLzj2CMI6LbBDEJcSrMmz5WJNxdZbUg4RzSe4aNQ+Jf//oXvvnmG3zwwQcIBAK46aabMG3aNDz++ON48803kZqaiuXLl2PHjh2YNWvWUDeXQCBcqYRPet76qA6lV2ciI1mPMalGdNs90KgUUCspBNkQHqqYBErWl2MKcAuSVzceQkXpePgYlhOwI06IYY1UPnKqWYtRZh0qSi0AgMaWXknn0yizFhPHxQMh6VP2jBS9cEL95tbDwrUXX5+LO+flwR9gcc8t+aIyscvKCrD+s6MA+qJvKApQKeWiTbPdxURV3lhXU49VlUX426ZDI2ZhPCRInObyzpxOG1ciUKNSRJX25E9EV28+JGyylpUV4P0dx5BoUsPm8IqqrThcDNJTdFBQMoRCwIzJ6UhL0uOPa/aJ+u2V9w+ionQ8el2MYC98CoeKlqN8dg50ahqguLShTrsPGpVCnLMesTmMdZLcvwIHgfCD6TeGqqwWSccuGwphlFmLspnZONXhhM/PCjo7PLz+g8cXFKoRRf6Nd9AadDROdTjxhzX7RPNsXmYcjBq6b64L9TmapSKVIsviGrUKrFw0CS+88x0MOhrzrx2HzFFG2F0+PLioCL96bVe/dI4jKJuZjY1fNAglvSPbSslk0elVMcbmUOJw+1HXZENd017x6y4/UuPUQ9QqwnBFFpJJCrr+avm0QV9j2Dgkrr76avz973+HQqFAW1sbgsEg7HY7srKykJGRAQCYP38+PvroI+KQIBAuBsPwoTgc4Wuoz58xDgDg9ASEsMZUsxYLfjJeWKTEWoQxAVZ6YUIYPoTHg9PDCAvSyD5+PqJc4z235GP+teOEtAuAdwAcQdKiInh8AZxsdyJzlB6TLSlCBEWKWYP/vOtqdNu9iDeocKrdgZQEHTw+PzRqGm+8dwAGHY3y2TlIT9FDq1KAlsuw6DoL3vm0XlJEit80x6q8cbLNgXnTx4KiiP3FQqps4LqaepTNzEb1p9xJLCWXodKai3U1R4TSnpHlBMdnxOHxO0vQ0unErbNy4GdYtHW7sfdwq3DKq1Mr4POz+NO6vUIfRqZ18PARMP/87lSUg6rKaoFKKce72+sxbdJo/OXdviiZZWUFMOmVSDJp0NHjkdyo8RU4Ih1Tdg/3HPCHZFBSIM8BwjnTfwzFiiaiZDK0drlR/Wk9Ek1qLJydE1Ui+e75+XB6uGovv/zZVXj1/VpBNJaf8wBg3vSx8DEsymZlA+BCxoXyx1patL6JTFfiI44oCiiyJCHABGH3BGDUKtBw2gG7y8elWAZZtHW58dvVuwd8vqcl6lBROh4qpRy0nELFdRZQFDidDAUldvrFSAmLWcb3EmEyqJBq1nJ6OOFAqS/3n0Ic0ZAgSNDrii2Cmqgf3Dpj2DgkAICmaTz//PN4/fXXccMNN6C9vR1JSUnC35OTk9HW1nZO1zSb9Re6mReMpCTDUDdh0IyUto6UdkYyHGyUZUP4urZFFCb8yOIpmFaYesnCdkdK37Uc7cDN144FEwjB4wsI+aIAJ2wVKXIXaxE2JjUOtILC2PT4c7q/Q3WPBrLRkdBvLBtCS6cL3XYPEowapCbqBrzv/cdDqlmLJ+6eCiYQhFqpwFOvfiParL72wSE8fmeJqJ8TTWpYp2bhf8POKRUtx33lhXj3U27DmmrWIjleI8rRrbRa8NoHB3HP/AL8/h/cJtVnC2JtzRGoaDl+sbQYXW4/1nxyGMtuKcCzb++P2jRXlI6Hz89iTKohZrrH2pp6PHH31HO2v4vBhbKfC2mHTd+3Si6uIIPgBPj//rEX868dh9tv/BGa2+xgWeDVD2rRafMi1ayFzenH+s+Owjo1C3/b1LfZWDI3VwhFv/3GCfhrhMiljwniVLtTst/aut0ovXoMVm8+JGyexmeY0N7tRn1zN+ZOG4tn/r6nXzQWF1nxh3/sQ5XVEpV28tyjszE6uW9sBwIs/nngDP4UTj8qLclC5igDxqYakZakH3JbORvDeS4ayXPoD2lf67EOkQ1LRSLwzrT1nx8T3uf2BZCeYsDjd5bA6fEjTqtEa48H1duOCp+7f+FEGLQ0WDaE1z88hE6bF4kmNXQaGmtrDonm0y07T8AbZNF62oHVmw9hRlE6KArIH2vG3fPzhc9v/KIB95YV4Lm1+wVnx/9ZMgXtPW68ufVweMzJRFFnsZ7vapUCW79uRFKcGpXWXJEuxr8tngxzQt9YOt3ujHJ+So3NS0GkjZ7uduG268bjrxsORjy/ChAIBIe9vV5KyL3gaHf4JMeCXqMc9D0aVg4JAFi1ahXuvfderFixAo2NjZDJ+h6AoVBI9O/B0NXlBMsOP/d+UpIBHR2OoW7GoBgpbR2qdp7vhDQcbNTuYYTNF8A9FJ99ex9GxU+/JCHdI8XGIANomkJakgG/Xb0bVddbROUglQrqrIuwB26biNFJWuiU8nMSjDufe3SxbHRE9NsPOIGKHA+JJjVKr85Ep82Dtm431EpKcrPKBMVlE2NVWuFP2WcUpYsqLkSewtvd0roVdpcf8QYVaDkFjy8Y8yT9pfVcZEX/k0Z+ge5jgvAzAZw41TOkEVGR9nO+Nnoh7VBJyyUXV/njEkDJZELZ3g+/Oo6Fs3OgouWi+3zHvHw8+/Y+lM3MFmyAT6/x+AJYdksB3vvsKBKMmqg+3La7SVK8b8vOEygtyURL+DSZb9Nd83+EGZMzUN/cI2kPSfFaVF1vgc/PYt70sVi9pU74W2uXE0pZuNNlwMlOt+CM6J9+NBxObQfiYs9FV+oc+kPbp1UpRGOo0+bF7kMteHrFNLh9AXj9QcQbVDhxuhdzrsqERsVFS0SK+95bVgCFnEtZ6h95tmLBRDj9DB5cVIR/bP0ehTnJQuRQ3/s4jQqEgNWbD0VFlD20aCKeuPtq2Jw+JBjUeGvr92jpcgufP37G3ueAkCEq6kzq+c6nbJWWZGHcaCP+v3+I11X/7+39SOWrMwFo7XRJjlvR2DyHvjofIm1UqaTxr4Mn8PidJbC7/DDqldjy1XEsmGMZ1vZ6KRnuY/dS4nQzUWOh0mqBy8OI7tFANjpsHBINDQ3w+/3Iy8uDRqPB9ddfj48++ghyeZ94SkdHB5KTk4ewlQTC5Uks4T6SYy7G6Q3AHwiCVsjwn3eVIBAMob65B2yIC2e84+b8qEVYza4mPH5nCQJBFmaDqi9cc5gu7C83pMLvhTDeGLbNj4dEk1q0MUs1a7GsrFBys5poUIlSOygKMU/ZAQAy8d8j1doTTRqkmrXC4pj/DpVSjr++X4tltxTg6KnemCfpPiYIA2iolXL897KpaOtyQ62UY8OOY4LQIhMI4bEXd46YDeclQwaoVXI89rOrYHP4YHN6UbOrGddPzYKSlmNtzRHhrZ02L977/Bj+z0+L8T/LpqLH4YNKIUeA5cLGx6QaYNDRMEBK3LYAdpcPeVkm3DwjG15fEBq1HB9+0YCkeA3KZ+eADYUE8T6Hi5EUM43Tq3DiTG/M09ozHS6wbAgbv2jAPbfki8Q2I1N27G5GqBpSVpwd5Uw725ghECLpL5iaatbi5hnjcLChS+S8WzJ3ArbvaUZpSRZ27DspcvC/99lRLLrOEjVPWqdmicR6ly8ohF6tkJxvUxK06HX6okooG3Q0Omxe/OmdA6INVEevVxCh7O+AoGQyyec7L8TJi1i2dLkxLs0AtVKBRdeNR1qiDr0uH4w6FVo6XXB6A8I6QEqj6IeW8b2QsKEgrilME93nFQsKwYaCZ/8w4YpDq1Fg96EWTgTVF4RGJceHXzZgwpj4QV9j2DgkTp06heeffx5vv/02AODTTz9FVVUVfve736GpqQnp6enYtGkTFi5cOMQtJRAuP4brQ3FYIQP8bAi9Dh8YhgVksqgSZRs/P4oVCyaKqh0s+Ml4+P3BvhKLV/qG7xJzVmebhHYKPx76RzlwKTm1UScBKxdNglFLI3+MCY/fWYJDJ7qRmSKdMhHZ//zf+zs++NPB9z47KoQP33drAexOH1q63HB4GGzb3SRZNnLNJ4eRaFJjwewceP1B/O+ru0QLbqebQUWpBas3HxItzk+2O6GkKWjVtFgM8UogomqOnKJwqt2BNyJK992/cCJSzBroNdypr0FHC6V8KZkMOqUcTDCETpsHWjUtpG2paDnunJeHeKMajS12lM3KxvY9zei0efHqxoNYVpaP0qljRHoky8sLYXN4oaSpqJPXDRGh7QBnPyE2hFSzDm9urZM8rY0sH/vaB1y6x5ffnsKKBRNhc/m5srUaBWxOv+DU6O8sA7h/n+5yw5hBnFaEQdBPMFWnprH3SEeU0O6aj7l0CJWSktTEMepokZZB1iiDMF74a7y8vhZP3nsNqqwWsCEIY0xFy9Hj8CItMQEUBVEVpP7XMeho+BkWi60T0NbjxvY9zdCpFaiy5oINhaBRyWE2qrFk7gSs+fiw0Mbrp2bhb5sOweHiTog37zwhpGy9tma/yAH51tY6YT7vE9sUO276i2oOFTJQQpQWf59fWl+Lp+67ZugaRRi2aFQKlF6dJXqW3XdrATTnUPlp2DgkZs2ahQMHDuDWW2+FXC7H9ddfj3nz5iEhIQEPPfQQfD4fZs2ahRtuuGGom0ogXHYM14fisEEGNLe7oFRyIlijE/VCjj/Qp65dUToeahWFJ++9BkeauzEuLQ7xBhV0yitoczfMGNDZFiudIysOqyqKomvUyyBZdtGoo9Hc4YJOTUNJU9i4gyv52n+DGFkh48v9p7CsrACvbjwomd7xysaDopO3OJ0SATaEVLMWiXEaOFyMqB2UTAajlobDxXBpHzGqbDx+ZwkaW3qF6AspZ0iV1YL0JH2fE+1yRsIG+ust/OW9A3i4cjKcTgY//+lknGp3iU55M0fp4fYG4PEFRcKmBh0Nrz8oaH30Fx41x2midB9e3lCLRxZPFvo2xaxFW5cb/zrUgjvm5aOxpVeIyKoozUVbjxuUDLBOzULNrqYogU2HixH60McEkZtlQkaKXnTyef/CichI0aP2aDsqrRb4GVZyzJxsc2K0WUuiJAiDI0IwtbnDFVNoFzIgOV4b5WhYV1OPX/y0GAvnjBfSNmIJSX53tEMo/VlptaBmVxOun5oFlVKONzYdwk/nThClVkVeR9IhfGsB1Eo5/lT9XYSzsACWLJMQvaSiKQBAaUkmMlOMeH3TQThcDB5ZPCUqBfbVjQeFdL3+EUfDsdJNbwxHfq/Tj2QDEbYkiHF5Avhrv9Sqv75/EP91z1TEDdIpMWwcEgDw0EMP4aGHHhK9Nm3aNHzwwQdD1CIC4QqBlH8bEKc3gG6HD+09bmSkGGLm+Mcb1FAqFDjd7sDbH9fjmQenQ0cTZ8RQMpCzbaB0jrzMOCTHa7Dh8+gyc/3LLlJUjiA8ece8POEUbcvOE3hk8RRuE8kCn+xqFETVxqQa8d5nR1E2MxupiVpJe2pqdaB6G/c9FaUWbNzBlZGUy0NCJA5f9WFZOKKi0mpBKBSCj2Elr9lp88LlDQobTilnyNpw7nWSSX3Zbz6lbGBtREUN/rXmNnvY+WCMKm/W3OrEhs+PoWxWtuiezynOjHovrxOy8YsG+BlpHRCXNyAI7ZXPzsH2vc24afpYkejwigUTkWRSwe1lMCpRh1ffr0Xp1ZlIMGrQ1u3Gqx/UCqe2fBUCFS2HUavE794UO1P/8t4BlM/OwfXXjMEn3zTi6vxULC8vjBJc3bLzBCZkmS57myBceEwGVVTKA8DZZNYoQ8yx4PD4RRoSsVKT+HSmSMfr8dO9WP85l6bW1OYQjcXI60g6hN8/iPLZOf2chQfxb4sni9K2eH55+1VYcv0EtHa5caq/Ixv90vUQHXHUvyzpUKNVKyTvs0Y9rLaNhGGCy8tI2rzbywAYXJlY6iK0i0AgjETCD8XMRB33YBwGD8XhgssXwDuf1iMjhRPkUas40btIVLQcCXFqfPLNCXT2+rhNL1m4Dz0RzrYnl00VnA2Rtegj4dM5EALMBiVWVRQJff3l/lO4r7xQ+Dd/mr5td5Pw2Q+/PI70ZB0eWTwZy8snQkZxVS2qP63H0ZO92L63GSzLnShMzk3B9r3NaOv2SNoTPwb5/+dP2npdAbAhFo8umYJVFUUon52DT3Y1ojAnGTIZMCErQVj897+m28cIYmwDheezoRBsLj/sHgbNHS7YvQHRgvpyIZYNRP7WyOokcrlMdLJacZ0FSSYNymZlQ9N/XohxbykKuH/hRBh1Ssk+Uivlgqr9+AwT7r45P2rD9NL6AzhwrBt/31KHti4XfnrDBFRvO4p/fMyJVt5+Yx4eXTIFNbuahPD1VRVFMReObCiEl9bX4u75BRibZkTWKAPKZ+egopQT7uV1LM4rjU+Gy96eLjnD+Z5GtA0AJmSauMoaEfPnfbcWYNOXDZxGjsRY6L8pFs1d4fdUWi3YvrdZeI+PCeLQiW6s3lIn6EH0upjY1xlgDuz/mk5NS7aztcuF1CQd52gMsAPO5/y/T7Y5YXczZ7+PQwBFyaL6qspqgXyYV9ohDA0apfT4VSvlMT4RDXF1EQgEQixkgN3LwOlmYJ3K5cdVWsdDTlFRFQyqrBb02j2YNnE0xqUZoFdd+qoFhBjEOIE6q3ZKhDOj0+HDsZO9+OjrvjSJMaMMeH3TIWHRywuu8SfQKlqOR5ZMGVArospqgVGvxJK5uSKF+apwPnLk6TQQXiizLN799Cjunp8Ph9uPBKMKza1OHD3JCV0+ungyjBJVNlYsKITHFwAA1OxqwsOVk6HTSJ+EUTIZZDLZZS98GcsGqHBFL14f5sOvjnPRCx5G0JHo35dL5ubijnl5QingWCfCY1KNWL35eyyck4P7yguF0p98H8XplPjlz66Cx8vgd2/uiYq8APqcJj4miNWb6/DUfdcIoeQsG8KbW+tAyyk8uKgIgUBQiHqzewIxtU246AwGmYk6zr5TjaKojPNK4/sB1W4IZ2E439MYbSuyJCE7PQ4+hkW8XonXPjiIkvxUSQ2UJXNzoVKKnRKRQpIyGWDSq/Gn6v3CHAyIxy9PLEHKx+8sAcuGBpwDIl87caZXcq5OT9JDr1GgymrBJ7ui9X34ks/8dZaVFeCTXY3DNuJIqaCQGKcW5hRKJkNinBq0gpxjE6LRqBSSa2L1OWhIyEKh0FBPWxeV4VBSUYqRVC5mpLSVlP0cuQxLG4tYUK2qLBLyWxNNaiyaMx4sG0KvixEe1unJOpgMKqQlaAD27Jc/V0jZz4vAuSzoJd77+J0lQi4+AFRcZ8HGL8QpHqlmLcpn5wiCgv3/zjscvq49g4U/saCxpRe0goJCTiElQYvGFge27W4SFtwqWo6K0vGQyWTwh9ML+AodvKZFdnoc3th0CNdPzUJyghZeXxC9Lh8ykvX4wz/2oXx2Dow6Gh5fAAq5DPFGDf78zneihURKohZvbq6LqvRxISstDIuynxL9unLRJJhNarR2utHj8GLr141ClMHSG7lc9G67T6TRAfT1DRMIIT1FD7vThyAbwltbD4s2WR9+dRydNi/+rXIyfEwAaUl69Dp9ONXuwrbdTXC4GKxYUIjqbfVo6XIL6Tr9vysyreT2GycgwaiOKhe6+1AL7rg5H15vgBNt1SpQ1yT+vbzDy+FiRP1rNuu50rAXII3P7mEE51bkb7hQ9nQllv282Pf0B7UvLBDbaffh2KneqLmrfHZfetv9Cyeiq9eD6m1HhWfrnOJMUBSQPToOzW0OJBg1MOqVePX9WjBBFqUlWUhJ0MLm9CIzxYh3Pz2CslnjRdoqC34yHkwgKDgGVbQcP18yBf4AK2n3ABdR9OK7YpFqpYISidvyIrEAcOO0MTDp1VCruMjIFKMKTm8Ah050o9fFQKWkkBKvAxtiYY7T4O+bD6EwJ1mYo7/89hRmTclA3ph4ZCRqL4gD6ULaaLvDh227GvGTq7Jgc/pg0qvw2Z4mlE4dQzQkwoz49c8FpNvDoKXDidMdbmFNPDpJi9QkPRIi5qIRUfaTQCAQhhN2D5dbzqtvR56svLP9KOZNH4u8sfGwOXzotHnwj48O47GlxRfFGUG4SJyLdorUe3U07l84Uai2IlXqs6XLDZeXE5ock2aQPOlOMKpx66wckRAawDkzKq25nDAhIFpExxtUWHpDnqSy/JK5uai05oqqwNx3awHae9wom5WN3EwT2nvcwkYg1azFL35aDIfHDyUtR3u3G45wqTw+BJy//mVXCliiGoDPH4A+HJrN3yP+VNPp8SM5XgtaIZfsy+QELdq73UAohL++fxCJJjVWVRbhZJsDLAvBGcFHWfzlzQOSjqqX1tcKDgc+vLx/BY2af3GpQipaDp+fRfW2ekEIFSHg69ozmFaYhv/56zdih1sW93tPd7lxss2Jr2vPoLQkCxkpekAmEzZNFCW7YLntpLT0hWfY3VMJ516kiGtkGgSvXbK8vFD0bK3+lHOwJsdPEI29h6uK4PYGBD0Jfk6bMTldFMVzzy35CASDWP/5MVRZLchOj4OfYZEYp4ZRq8DTK6bhZJsTKqUc7T2cs9XhYjAuzYjH7yxBXWM3WBb46OtG3H5THiqtFnj9QSDE5ck7wqkfb249DKDPAYQQ0G33Yfvek1j4EwuCLAu1So7WLg9oBYW6Jhvqmmyi25WSoMVL6w/gsaXFw24MBIJB5I1Lwv++1lel6b7yQgSCpOwnIZpuuxcffHkct87iqnuplXK8v+MYKkpzRQ6JgSAOCQKBQOAJn+7YPX7I5eFyjnol5HIZUs1a4bS40+bF2pp6VFot+PuWuvMPZyYMHeciKNb/vSwwLs0ohLXGKvXp8Qax8YsGPL18muTfjTolTpzplXRm9Dq9eHr5NNhcfjSc6hVO9Kb1qxHPn4aXzRoPgIVeq8KjS6ZAqaDAhoBOmxt/39J3Ul9ltSBzlB7XFKTCpFfDHwzCoKHx0vu1AMTRHvz1a3Y1XZ6lgMOVUnrdDPYeaRdOWu++OR/PPDAdXQ4fmEAIqzcfEsr2PdovFYc/2ZXLZNj6dSPunp8PFc0JoP5t06Go9I4HbpsklAcdSGsC4Oabr2vPiARSN3x+DNapWUIZ1398fBidNi9OtjmwfU8z5hRn4oZrxqLD5hFVDIlU9zdmxCEzRY/cLBOONPWgqdWBt7bWYekNeVyU0AWElJa+8Ay3eyolELsuQiC2v46CjwnCHKeO+g2lJVmCoCr/Pl44NvK1v0oIT274/BhWLJiIG64Zg7QkPf7y3gFhzPJREi9vqBVSru6eXwC9RoFQCMhI1gIA6hq7MaMoHTv2nsS0SaPxl3DkRKpZK1RGkkpjSohTo7QkC40tduGUODleDb1WKek47rZ70NLlHpZOOTklF1LJgPD93sCVVyUQ+qNT00gwqKDX0GDZEPRa7t/acxBBJQ4JAoFAAITTnbc+qouqh15ltWDJ9blY88kRYXHzwG2cKN0vlhZzpfCIM+KKRK+SIyNZL0TT9M+j5DfyqyqKYDYqsXLRJLwQkR6xZG4uTrY5kJNuktxcuDxB+JgAkuJU8Pl1KC3Jgk6jENIAAG6xWLOrCZXX52L15kNh++07pVxWVoD3I0L+fUwQn+xqwsKfjMcrEYvrKqsFC2bnIBQKcVUj+NKm4DQnViyYeHnauQw41GgT9Uul1YLXNx3Co4unQKVU4Hdv7hLdvzc2HRLKuPafLyqtFuyra8VjP7sK9c09YEPA7kMteOxnV3GOJz8Lm8MjODjVSiqG1kSc8HrxhFFRETR8NQG704s5xZlQKSn8aJwZaYla/Pnd6AoZ/Cl15AaoscUR9bvf+qgOjy0tRtI53kO7m4HN6edSQzRiDR1SWvrCM9zu6UACsZG6ODwqWo4Eowr/cUcJDjd1C47AlIToqkP9S4byTsCMFD2euvca0AoZvP4g7C4GdY09QupTpO03nLFjw+fHYNDRmH/tuCgdiLREHd7Y/L0oTa25zYmnV0xDe48HJ9uc2HXwDB6unIwQQkg2aWA2KvuiIkMhuL195ZZVtBz3lhXghepvhXUD/zywTs3ClrBG0HB0ytkcPunoG6cPKUaSskEQY9DTmFogPiRZXl4Ig37wjjbikCAQCFc24YW0N5xfWjYzW7IMYqXVgttv/BE8vgAS4lRobnUgzaxDVpKOW/yRRfUVy+hELX6xtBgalQJGHY3J4xNhc/lh0Kng8foxZXwxt0lggXi9UtjoG7Q00hL1OHqyB8fP9ArlQiMdCXu+b0FGih5/fvcAZhSlQ6WkkJFiEE69+YV5SoIWrZ1ulF4dXcLu1Y0HRXoDADCjKF1wRvDv48t95o2Jl9xkyyn02flZNqAjCbubETblgPhk90BDJ6RKqLZ0uZGSoMZDFZPx1KvfRH328btKUHeCc0ZQMhnmz8xGR49b0KOoKLUIaRtxelXUyeuSubl47zOuP8amGYVrR+Jjgmhs6YVeqxJFs1RZLaKoiHU1fakcX+4/JWyA+N9t0NEoK+Zs0s+wuH5qFldpZrAMRouFlJa+8Ayze9o/YiPRxEUMjE0z4unl0+DyMKL0s58vmYLmVqfIbu65JR8enz8q+ijVrEOVNVeoaBQZcZRq1kY5V3lHRGSEBu/UKCvOFpwRgHjum1GULponW7rccHkY5GXGIU6vhDlOhefW7YdBRwtpTqMTdTBqFLB7AlFlfl+JmHv5sfhw5WS8vukgHC5G2oE0DObW+DgVUs1aUdrel/tPIZ7oRxAkcLkCUVFNL4cjavTGwVXaIA4JAoFw5RIRFXHnzfkDhk+b49Ro63HB5w8iOUGDNLMOZoOSLKivVGSA0xvA8RaHSKuB34gZNbRY9CpsJ3qtEhu/aIBBR6PiOgt+9+Ye4bN3zONyluN0KrR1u7H+s6NYuagIL7zzrWTUzs6wRsA6USWNiQOG//NI6V3wOd4uDxPl1FhXU4//vmeqsDgdtur+P4BYJ7sUBYxOMqDb7paMYGBZGQ6c6JD8bE+vT3RSWmW1gKJkuGn6WGzZeULQhZBTMtidfnyyqwllM7NBUcCY1Dj02D1obnVieiGF1AQNXL6gZBsSTVpBcJf/7rURmzD+taZWBzbuaMCKBYUw6jjnmM3pl6wWsqwsHwnnsPGQCtWPTA0ROJf0KMLgGEb3NDJiw6CjMW/6WFG02KqKIvx+5Y/R7fAJTrFIUU4fE8RrHxxCRel4USRB/3mPDYVE85OUczXSEcHPWUIp5AHKfPafJ/kIBruLwcGGbiHCov+YWVVRBJVSWlcmshSrjwnC6w/grpvzpSMrh0nlFIVchkXXWYRNJn/irVCQsp+EaHocXunnoGPwETWkfguBQLhicXoDONnuxG1zLFBH1FHm/8ujouWg5XKkxOswPiMeei2N7DQDWVBfqYQXjTsPtgnOCKBvIzZQbXmjToEHF01CaUkWXvvgkHAKWDYzG3aXH6MStLC7faj+lKuw4HD7MaMoXTJqp3zW+KjX27rdkvabPdoksu/crHjJ91EyGWSUTHJxcbipG05vAF0OP062O1A2KxuJJvWgfvdwhj/ZjYRPmVi9+RAyUoxYsWAiqqy5SDSphUocL284ADYkPV+0druj+ivRpMG6mnrMKc4Uyg6OHR2HtTX1YIJc3DcbAhpb7EhP1qN8dg5XTlCtgF6rwL1lBaI+rLRa0NLpOusmiM/d9zFBvLS+FvbwKbXJoEJpSZZERM2hc6r8NJC4IuEKIiJi49+qpkRFCzxf/S1YNoTMRB2MGjqm3TABFlt2nsA98wvgZ1iUzcpGRSkX9bO2ph6jzDrx52I4GPhUEYTHaHaaEasqivocExHwc1/emAThb6lmLR6/swQ2l59zCCop+Jgg5hRHR6E9X/0tjDql5HUj1wkqWo4ehxfPr/tWuGeRxHLuXeq51e8P4Z1POadORakFZbOy8c6n9fD7yaKHEE28US1p++cSUUMiJAgEwpVDRChkQpwap7tcAIC2HjfSR+lw+40TsPmfJ6IU7SutFrT1uJAcr8XWncdx87XjEHcO9ZUJI4BzCJPlF41ls7IlF8K9bj+cviCaOlyIj7wWBXx3rBvV2+px2xyL4Izof9p2zy35SDSpQcspmAwqjDJrUTYrWxBE478nhFDU92/b3YR7bskXnB38qWK33YMqqwUef1CoKd8//7zKasGoRK5KhNRpvJKWR0WEROZo21x+GLX0kIcbn5X+fa2NzsW/55Z8vPcZ5xQ6dLwLa2vqhddDoRASjGrMmJwOk57G8vJC0UnisrJ8rNtWL/pK/l6WzcrGmFQDUs1azJ8xDoEAi0XXjUd6igGrN/WJZo4yT0RJXjIcbj/sngCMWgUS49ThVBCuEsCWnScw56rMqL5KNWsxZpQRFaUWUDIZjDoa6z8/JrSD15AwahTISNHHdCawbAh2j0Rf9rt/vEPHoKOF8rOUTHZOURaES8ClSAUIR2wMWAEkPEcoFNLaKVNyk5E9Og52j18UZcTPNbKwo6H/5/r/m5LJsHLRJMQblJhekAKjlobTG0Bnrwf33logqthRZbUgPUmPjCQtnnlgOpxeBj0OvygnfllZAVLN2pgOEIfbH5V6xevM8G1aXl6IFLMWhdkJcHo5J0NkfwyXyiluL4P5M8bBHlHafP6McXB7GSCOjGuCGL8/IGn7fiYAYHD2QlbUBALhykAGNJxxoOEMp4A9ISserZ1uYcFzTWEKTAYVbr/xR+iwubCqsggtnS74GRY1u5owa0oGWrtcqG3oxtK5E4b61xAuJOcYJmtz9S0apTaD7T3eKCX2vMw4dNn9eGk9t3Ft6+E2nlKnba99cAhL5ubCqFOKSjZGbv5VtBwyie93uBikmrV4uHIyznQ64WdYbN55Ag4XI5SXXFVRBJ1Szp1mPjgdrT1esEEWbd1ufLCjAfNnZkeJcy6ZOwFxOiXe/kSce83rE7y1tQ4mnXJYhBsPSKy+zorD08uncVU2WKD603rhPrNh0Tofw6n4l8/OEZXDe/C2iUKqTYfNA2dErjyPipajrduN6m2cY+PfqibB5Q3imb/vkezfv7x3AOWzc7C25ojQxoxkHXqcPqQm6vBiWPn/y/2nRA6RVLMWC+eMx3Pr9kf0Xa6oHYKIXggYnaiT3MyZdEp8XdsiKqnI36e6JvH9+/mSKfj5kik41eEU2UxGsn549f2VzCVOBYhVAUSlUuBQsw0vVH8nKQJcZbWgrrEboxP1eHl9bdRcUz47ByqlAveVFwpVIPqPAX7j73D7oablSEvQCjpP3XYf/rbpeySa1KgoHQ+TXg21So6EODVS4lSwuziHjU5D44V3dveLHDoYrnRjl/xtRq0S7T1uoeoSQsAnuxoxa0oGxqQa0NjiwJpPDsPhYrBiQSFcngB+9fpuUX+MToo9Hi8lRr0SJ9scUWlnRv3wE+AkDD1qFY3tu49gVWWRUPZz05cNuHN+waCvIQuFQpf1o6Kry3lOoYeXClFu8TBnpLR1qNqZlGQ4r88PVxu9lFyKvnP6Ath7pANra+ph0NH4t6opONjQCTYEyEJBTModhQNHO6CkKaiVCqzeXCd6EKuUcnz45fG+kniXuMvO5x5dLBsdKXPDgMiALocfT7z8ddQiMCoHPkyXk3u/VC7xL2+/StCFiLzW08unoaPXg8YWriwjwAmz+cPh/P351fJpePr1f0Vdh3cqVFot+Lr2DH5SnCE6xTLqaPiYIFZvrou65s9/OgW0Qo5EkxqO8KkcJQN+8cI/Rd9z180/QnqyAT5/AB5fEDanF98cbEHxhFFIMmnQ1uMWRWtUWS1ISdAiJz0OP3/+q0Hfx0j7OV8bHawd2j2MKG9d1EYtHbVpi3QSAOJyqJGf54VKq7fVS0a9LJk7AV99dwqTLSlQ0hTyxiag9lgXt3EBVw6Qdxrx2g8VpRZUhyMtVLRccFCkmrVYsWAiQqEQTDolFEoKzS0u+JkgkuI1grOkf/t4Z5Ro/oqxUc1I1kXZhYqW46n7rsFza/eLKhGoaDmeXjENT7zUN4Z4QcOc9DgkxqkveqTMxZ6LRvocOqDdD3Dy/oPbJ2FXvP5D9bajQnTYjdPGIN6ghsmgQlOLHZvDUT+UDJLz4r9VTkaPw4tPdjX1CS6GgKYWG26ZlYP2bjeUtBweL4MX3j0Q9Rvt3gAe+3O0Xf9+5Y9xst0ltJd3lPTnv+6+Ghq1Au3dHlGk2P0LJyI73Yhehw8n25zojZiT0xK1eDtcoSvyO/nxPFA7zsVxdCFt9HSPR/L588TdV2N0vOa8vudy4bJY/1wgOl1+NJy0iew+TkcjO8OExAhn2kA2SiIkCATCFQGvgM1vIn8VXrTnZZmwqDQXB452gA0BNbuaccO0MUJ4e/7YBKhUcnh9ATy2tJgow19OhBfNJ9sd5xQm6/MHhLSeLTtPoHx2DlIStOi2e9DY0it5rb1H2oWwf36Tu2XnCdw9v0A6/NgfFFU/ALhN65g0A8pmZmNLuHweE2BFp1j8abjUNXscPqiVCvxxzT7RQpqvyMDj8gZwpLlH2AxLbbD53+BwMWBZ4KX1tfive6YOi3DjgThbSHRk1QKdmsYf394nOCOAPjFQXv2f75vMFD0oistN77R5sWXnCUGksjA7EW9sPiQIkHKVNZSS4ej89frnnvuYoOC8aOly49dv7BY2Ws0dLvzurT0AOCeG1O9LMWtRPjsHkIWETRyAmJUamtultSnOdLhQUZqLHocHW3Y2CqVEu+1ekTNCSvSPREsMHZc8FSDCrjrtPhw71Ss4G2KlqlVaLaDlFBDiKmlKzWEOjx/JCVrMmJwOACLn7v++2he1tGJBIRJN6uhUMpcfj99ZgpfWHwATZIVKGT6GxVsf1Qnfx2vD9P9+hZzCU6/sgkFHo9JqQXK8BqfaXXjrozo4XAx+sXQK/P3m5HtvLRA0YiLvPT+eI+cShyeAvKyhr5zi8gYknz9ub+DSNoQwIrC7/KAoseApRcngcPlFDomBIA4JAoFw+SGRK+v1BeBjuJJf/CIo0aTGT67KjAqb/ujrRswoSsfGLxowaXwi3G4GY1L0pLznZUakFoTk4lMhh90biDrd1WuVqNnVJJRSZNkQ/vFxnVDOUapcGsv2LTz9TBB335yPN7fWgZYDKxdNEspO8pu35HhNlEp9ldUCc5waz63lTs8qrrNEla9b8/ERVJSOl0i5yEVaol4UveFjgvjLewfwcGURGlsdQtQDJZMJ98DHSIu48eHTSprClp0n4GM49Xip+5hgUElrEQwBsULJI9MYjFpug+bxB7C8fCION3WDDXH9ODYtDqlmbZT6/7KyAnyyq1G47502rxDJIlcA5bPGo7nNHrY1Cq9uPCR5P1k2JERUfPhVg6iN/R0UNpcfRh0NtZrTwFCr5Oju9Ur+PpvDK6R/PL18GswGZT8dDXGlhlj3qb3HI1yHd6LQcgoqWjGgvUhW3SBcMs5q9zz9np3m84nejNCT6B8JEGtOeWTxFLz6QS1oOYV7ywpEpTyXzM2FnJIJVWVUNFeZKMGoxrNv7xdd66X1tUJUUIJBFRWt8ejiyfAyQSH1ideHqflXE46e7BWq4ESO8Qdum4iX1nPv99mC8PqC+FP1d6J76mdCUXPyK+8flIyGoGSyKMfMxh0NWLloEvLHmMSVUy5xKdAEo0ry+WMaZMUEwpWFUafEydboFB/DOaQaEYcEgUC4vIgVgpyi5xb1EYJUc4ozBfE/QFwujKKA5QsKEWegoY1Xc0c2hMsK/tRQavFZZbXg/63dJ9SKjzzdNWoUWHpDHk62ObFxhzh8v+mMLapc2rKyAuw6eCbqRPDBRZMAyNBt96KidDyYAIu8MQnISNLC7mKiVOrX1tTjsZ9dhSVzc7Hm4yMxxdVSEnTo6vVwOdIGNdq63GDZEI6e7JF8f2O4JCRfas+ooyGnZH1hyzG+J8mkwds1hwWthUSDKkoc8udLpsQOQR4CIksTRrZHOIUMa82c6XJBo1KIxEEfuG0ianY14o55+YK2An8vXt14EGUzs7FZiJjRoKXTjd2HWpBk0ggOp1SzFrff9CPJ+5merEOvw4eHKydDpaRQWpKFbbub4HAxqLJasDkcFQNwGxpznBrfNXQLuiQqWo6Viybijnl5kiln/Ilxj9OH1m53lBOsv40/sniKSEMisg2RTpS8MfF4af0BYQzFspfhFClzpXFWuwckn52PLJ4Cy+jzqygV6QzZvqcZS+bmwhM+IIjExwRxqt0Bh4tBpdWCj3c1oqJ0PBKMGqQkaHD0pE2wawBcZJc/iMYWu+S1Rpm1+Pc7rgIbCkVVrjjR0rd54l977YNDgkOEr4Lz9PJpaLd5cLLNiW67V5R2IWXnZzqdMca2XrgHvMMx0SRd5eaFd77D43eWICNRK8xJl1qbRwZIPn+ezp52cb6QMKLx+gKS9vKf6SXAIJ0SpOwngUC4rIhVNsvHBPHAbROhUXHlPRNNaqQkaCUXDxQFTBqfhKYzNgT8LHFGXKbwC+XIEPtVFUUon52DzWHdAN5+RGXXQkBeVhyKJyThoYoioRxkXpYJ82fmCM4IoG+z+pOrok8E//zOdzjV7oTHF0SCUQMlTeGl9Qc4YTWXdIh1fXMPlAoKqyqLMCFG6c62bheMOiWqtx1FW7cbG79ogMcfjFmiUkVTKJuZDT8TxMNVk/Hl/lN4ZzunDP9viycjf1yC5Oc6bB7BGbFy0SQ4PQwyUvR45oHpeHLZVDzzwHQkmdTDooydQEQoOd/GyIW90xvAqQ6uT/o7K1989wByMhJwKkaKD2RAp82LbbuboKTloChg6Y0/wpqPD8PHBDE+Iw53zMsHEJK8n04PA1+AxXPr9uNXr/8LGz4/hp/OnYDfP/RjpCfpBaFMfkPi9QUFZwTfhhfeOYCcDBPKZ+dw5frCTpLVm+swp5iryKFV04IzAuA2difbnTje6oTdGxBSOqYVpuLp5dNQZbVgVWWRMCYif3NOehxCoRBautzCGBqTapD8fZdamI8QgYTdZyTr0NzuEvpc6tn57Nv7znus8s4Qfq796OtGFGYnStpIblY8VlUWgWVDmJybgm8OtqDH4cWfqr9FnF4lGndzijOxtqY+dundLjd+u3oPTne6o8YrG4quUORjgmhs6RXGydIb8qCiKTy/7lusrTkCjy8ofE+iSY2sUQZUWS2oKLUg0aQGAASC0mM73qASjckPv2rAW1sPI3u0UbIddY3d6HL6Y/bLxZ5DY6b4OEkpX0I0Xn9Q0l68/mCMT0RDIiQIBMJlhdSD1KCj0W33IQRgfEY8fnH7FJxsdaLD5pEMYx2TGgeHy4eNXzZicm4KjGpyqnc5EnlqyIfYr6osEoXWAhKnuzJEVRp4uKoIgWAIBxs6JR/MPokHtkFHQ6ehsbam7xT+nlvy0eXwQaehJW2TVlCQy7lFspRK/bKyAmzf3YS7binAU/ddgyNN3bjnlnx0233Yse9kVCTIsrICMIEgqrdxJ48bPm/AigWFqN5Wj9Vb6lBlzcV39W14YGEhWro8gmDV2FQDEk0ajEk1wKBV4q2t36OuyRZ1etfcIa1FYHMN4cI2HEouCokOw2vNLLpuvGS7Ryfr0Blj3kCI26jMmz5WCCvf8HkDlszNhVJBQaVU4Nm390n225K5ufB4A1FOq5fW1+Lp5dOQnWYQyhGqaAVcXgbdDp/0KXObM8qGAU7/4v7bJqLhVF+kzEB6DxQlg9mgREayASfbnJKVQxKNKkDWp51R/Skn6tn/90WdxhMuPbzdS4i3rqoogk6jOP/IlhipBbwz5HSXGyfbnGhus0tW8nF5GLy1tQ4zitJBUcDtN+bhZJsDMyanI8GoRqpZ2xelEI5QkIpw49OJfEwQJ9ucUeOVCtts/zHMssC40UZB5DZSS4X/nppdTZg/YxxOtjnBhrhrLZidgw+/PA6jjsZ9txbgrxElRSutFhw71SM5JtUqRcx5/nS7Cza7DzRNXfKII51Gul06Ndk2EqLRa6XXK/pzsE9iWQQC4bKif65sokmN+ddmC0J+qWYt7isvBBsKQUnLosKb77klHxt3HMXNM7LJqd7ljoSgH2IsVCPtQOrEqrnViQ2fH4upR2E2qaNeLy3JijqFf+2DQyibmY0vvz2FFQsnorrmiLA4H5MWh16HV/iMzxYUUgSSTBq0dbux/rOjuPfWQlTXHEFORjzW1tQLm+Ty2TlcG8MpSWNS49Bj94jCoCM3wS4vA5kMMOpo2JyMKD/0gdsm4uDxLri8AVAyGWZMTkdHrxedNq9IL2DQuevDhGAwiLKZ2UhN1KHKmottu5uEqABuQU6DNbCSm6kPv2pAaUlWVOjqmo+P4OHKyUIpzv79lhivxkvvHcCMyemSG48uuxdmPSdud7rTjeeruVKBVdZcyXurVsolXy+yJCEQ4IQpB6P3kAQIYyQjWYdRZq2oskCV1YIOmxfZow2idACHi0F6kn7IhfkI0sQ6cX96+bQfpDMh6BmcJbXAqKFhzIyDXkPD4fZDq2KFEpmUTIasUXq8vKFW0Gcx6LhNDj+eNoYdqOs/O4qWLrfgVOgvIpuRYsDfNh0Sxu223U1YsaBP/0FFy2HU0VhWViAqz8w7G6YXFHMb/X5aKvz3rLh1Ik62R+fL3z0/H9Wf1uPWWTlC1R2EgC07T2Dej8eiypobVVXH5wtKlj6lKBlauznHS3Fu0iWfQ73+IO6YlydZwYlA6I8ynC54usMt2MvoJC2USvnZPxyGOCQIBMJlRf9c2dKSLCFkOtGkhnVqFn67ek/ERiJXqKiRNcqAt7bWodKai01fcuJSZCF9mdP/tFyGs+ZaS0Xh8CHAfI40L2ymouW4t6wAb22ti1p4ZqTo+xauQF8pTRlXSeGbA6dRac0VbQJXLCgUVcXotHFihQ9VFGH7Xu7zZzqcaGx14CdXZYZL7UHI/S8tyUKSSQOb04tuuwf2GKkhLi+DzEQdupx+2F1MVL71i+8eQPnsHFRvqxcW0fOmj8XqLXWi07sBc9eHGzLA7mKEsp7879pZewbFE0YhJUELhZzCi+/Vcgr04b7jS/vNuSoTSSaN5P3snzPP91uV1YLsNAMeW1oMpzeAjTskREGNasnQ7W27m6JsqtJqwYYdx6JOjFcumgStUo52NwONSi44YmPpPbT2eKBWO6GkAIQAvUqBcakGYQOJsE05XIyQ9iLlgJCKQiEMLbHC8X1MIGqsPrJ4yll1JninQyxHh6jspovBr9/YjbJZ2fhy/ylB/JdlQ+hx+DGjKF2w27Li7Cjn3qsbDwpiwiqawpK5E7Dm48NChNvKRZPw1tY6UWqRw8VgTKoBD1dOhscXgEYlx4Ydx6CgZPiPO0o40VoWqNnVhKU35Il+b//5i5ZT0Ki5SJKyWdnCnL22ph6rKoswvTANMshAUYCSpiCDDPN+PBYGrRJrPzkomldUSjkaW+346JtGkQNj884T+OncPHz4VV24Kkl0v1zsiCO9hgYTCPWr4DQBWqIBQ5DA5w+g2+6PspeEuCAwSJshDgkCgXB50e/UmwmwwoJG6jRwzcdHBDXu/7z7atx87VgYdUpUXT8BGUlaoh9xpRGjDGLkwk/q1J8/rQMAWkGhfHYOFHIZ0hL1gCyEaYWpOHS8E/9+x1U4frqXi05weEWbX/6Ejv+urFST4IwA+qIXpBTbO3o8uGn6WNTsakJKghYV11lEavT33JIPjy+ARJMab209DCbIYv6141CYnYgNnzdEbYL50zeXl4mZb82f9vmYoLAg7//5wdzP4YLdzYi0Ffjf9cvbrxKqk1RZLUKUQ/Wn9cJnK0otqN5WHzNqIVZIa/5Yc9/mXUfj/oUTo6IQTpyxo9egigrd7rR5sXnnCTz2s6tQ39wDluVOYzttXjjdjGjjJpfL8IsX/tnnJLu1AD//6RQo5JRku46ftuPZt/eLTri77T7JsPM+55N0GgxheBErakmvppGWoBWN1bHp8ejqcgrvG8jpEMvR4fRyqT42px80LUfmKD1UNIWK0ly0dbsF4dZ//9lVaOuOSPGK4Szz+YNChMEvb79KPLfoaCy9IS9KWPdMh1hYt8pqQXqSHpnJWph0NGwuP6YXpETPTRHzl9PLoMfhx/++tks0Z/NjLsSGoNfSQiQU/z0sG8Ir4RQO/jesralHRel4BIIhOFyMaC5R0XJ02z1wuBhQMplkv1zsOdTPsMJBDt/mNR8fxn/dM/XifSlhxBJkIWkv/3n31YO+BnFIEAiEy4+IU2+7N6IUYYwFDkUB9y+ciJYOJ/RaJRKNKujVCuKMuFKR0hiICFNOiFNHnVhlpxmxqqIIJ9udWL25DgYdjZumjxUtTpeVFeCvG2rR0uXG7TdOQPW2o6IHeGTZO4DL+ZeyV75iTP9FscPF4JHFU9Dc5oi69msfHEL57BwgJMPjd5bgZLsTza1O1J/siQpd5kOGAcCkV8XMt+5fhtLri3F6N4BmwyXlLKXzYm2oIquT8AJ6UvdCRcsxOkkbVa6wympBp80tGZodp4u4TyxiRiGUz86RDN12uBg0ttihpOWiiIjy2TlC2HqVNVcoFcv/plfePyikBvV3gkTm31+09JtLXMaQ0MfZKm5EjlV+HgAAyACnj4sMAPoiuviIGnNcdFpaqlmLHocfv3p9tyhi7L1w2gU3L+bD6WbQ0uXE2LQ40TWk7K29x4OlN+RhXKoBGaPi0HTGFp6jZdJpeAAee3FnlEPgmQemA2zE75WySfS9ptPQeOGd3VFzNn+gYTZp8OQr30R9z323FkrOK0yARbxBHRVRd88t+djw+THBaSLVLxd7rHh8TMxILwKhP94YVXO852AvxCFBIBAua4wGBf79jhIcaepG5iiD5AInI8UAFU0h0aRGWoKGc0SQxTGBRyJM+edLpkSdzDk9ASgUlBBu3D8ahy8NWf1pPXwMK/kAP93hECpXjM8wSdprcrwG/3XPVBw41inkKPMhyq3dToRC0o4Mvvzdbx/8MSgZF4vv8QXxr4NNeOKuErAAnG4GPXYv7G4/9CoFjBoFstOMMTUTItuVmqgVxOCG3fgZROm8WBtuNsIxKSWgt6ysAIFgEA9XTgYTDMIfCGBZWT6SE7TweAPQqBRobOnF5nCee2Ro9tg0I/RqhbDpoWm5SLeCRyGXISTjShG/HFHm875bCxAIhvD+jj5tEEtmPDp63EL7M1L0kvYAGcAEWXi8nMMjKV6DtnC1DP77fcwg02/Opb+HoIwhIYIfErUk0WeRjtDjp+1Yvfl7rFhQKCpDu2LBRPz6DfEm/hXRPBjEqxsPCdVgFl+fKzhIt+9plkxJ2hKRKrTvSDuOnrSJxHbHZxiF3wmZDE63tKOx0+ETUsfsbkYQ3OQjNn6+ZAr8AVb4zXx0VP/rUBSX5ufzS2/KNGppTZfMFCPaul1R80JCnBoPLiqCUaPgDkaGYEwYddJzoXGYav8QhhZtDHFWjWrwbgbikCAQCJcvcqD2WA9efJc7/Us1a7G8vFAoy8ifRry1tQ4PV01GslFFoiIIUUiFKf9hzT4888B0ZCbqRFU3eFHLgaJxeKQe4BOzE/GLpcU4Ga6UILUg/+OafVi5qAgbd/SlWiSa1GF9CC30GlqsRo++U3yDjkZTmwN/ebfvRPyOeXk4fsYhhFyqaDkeXDSJ0w7QKpGdbkBCnBrZ6SZ4/QEYtDTsLn9UGcpRJjW3eB6Gm8rB5LdLbbgfuG0i1n7Sl6bQafOiZlcT/mfZVLi9ARw71YtPdjXi2kmjhWiYvCwTrFPH4Nd/2y26Di2nokKzTTpl1EavymoRldhU0XKkJxuw73AHduw7Kdq8vLv9KK6fmoUHFxWh1+nDyTYnXnzvOzhcDO5fOBHjUg0DRnXMKc7EG2FR04pSC7789hTmFGcKuiZf7j91wdNvBtMXhIvMOZ64S/XZupp6lM/OgZKmBCdW9bZ6QRDXpFPC6WVi6uQA3Lw1pzgTKQmcBstHX3Nj6b/vmQqb04dOmwePLJmC46d7o5yvvW4/mlvtorz1O+flofZ4UHjm8/op/HzIfx9FcWkJZ7rc6HH6hVStVLMWy2+dCKfHD4WCwpkul6DZE2scFecmw2xQwu4JSP69rcuNe27JF8SI+Xn89U0HUVqSKVSn4d8vGgdDFk0Wior0uresAJANw8mdMOSo1Vwa4CsR1WXuvbUAahURtSQQCFc6MqCj1ycsTABOKPCdT+vxf346Rcjj37jjKBZdZ0GySQUQAWmCBDFrsodPjiMX6/wJup9hRYtT3mGQOcqAKmsu9h5ujXI2rFw0CWqVXCh7Nzk3BZABlVYLTHoVWrvc+Lr2DGYUpaMjvFBfvekQmCCLedPHiq51760FeG97X1g0f7JYWpIlOCP43yElWvnnd77Dqsoi/Pm9A6goteCTbxpRkp8qRAakmrV4/M4ShEKhYa0LwXO2PgQg2nB32n1QqxTQaRS4fmqW6N5ePzULerUCfn8Qa2uOhJ2affmzN8/IFvQ7+O958d0DIi0KFS3H/QsngqJkURu9teGN3tqaI0IExurNhzBjcjpautzYvrdZcBrMmMxVYFEpKNF3AsBf3jsgRKzwjhaDjkZpSRZSErTocXggk8mEz+w/0oYFPxkvSt9ZsaAQRh3d56i9AKHjg+oLwrAiVp8lmTR4u+aw4CRo6XILgriQASc7XDF1cqRKzlZZLUgz66BTy/G/r30rOMoina8AXxpTESV62etiBAcb/9oL73yHx+8swUvrDwgVPCIjOKq3cekSiSY1bpg2Bn/4x15RexbMzsH6z49JRketXDQJPn8Adg8Fo1aBlYsmCc4N3kHi9gWgVSvwcOVknOl0ws+w+Lr2DEpLsjAm1SBU83G4mGFTHtfnZ/HeZ0dFzs/3PjuK+2+bBOiGtm2E4QfLAu9t72cv24/ikSVTBn0N4pAgEAiXJS5/EG5vIOp0pqXLjVAIyBltAhticcfN+cQZQRiQs+XORy7W+dJw86aPFcKXDTo6ymFw/8KJyMkwIjcrHq1dbqiVcnz4ZQPmz8zGDdPG4KOvGzGjKB0+fxBj0rjynNv3Nkct4O+5JR9GvQrPhsvaAn0aAY8sngKPL4C2brcQ5pyWpBP9jkSTmqv2IZEXfrLNAevULFRvq8cd8/Lx7Nt939HS5cav39jdd5o3jJ0RwNn7MBKutOa3guNl6Y0TROUJ05P00KsVYENcjnySSYOymdnQqOVIjtciFIJIgR/g+sTh8osqcwSCQbSH73UkPiaIsWlG/OddV0OnViAQDArRLqlmbdSm6v6FE+ELBLjKH8Xi+Y7f5OdlxuH3K3+M4y0OkV7EsrIC4fR4siVFcEbw7Xhpfe0Fj1wYaaVgCbH7rMPmEaUXRfaj3c1gzceHRc/gml1NuK+8EM2tdtx9cz7e3Cp2HqytqcczD05HR8S4kHIErKooktQ5iCXAGwqF8FDFZDz16jf97PuAkD4ypzhT0HKIbE/57BzMKc5E9af1qNnVJDgW0pMNWL35kOD0XVVRhJQENVZVFsHrC8JkVEKloHDweDfae9yQUxTMcRp4fH5cOyldFJHGRzMNVYpGfzzeAJhgRLiokN5FNCQI0fQ4fJL2YnP4kDjIeZ06+1sIBAJhBEEBPW4GLl8ALk8AFCXD9j3N2LijAfOvHYdUsxZqlRx6HY2/bfoeagVFnBGEAeFD+VU0F34oyp2XAToNLfwNgFAGzqBVonx2Du66OZ/7t45GxXUWlM3KRo/Di1NtLjz16i48X/0tnlv3LUryU9HR48FHXzfCOjULG79owNqaeqzedAgpCTr8dO4E+BkWBh23OfQxnFilyy0tQHb8TC/+8XEdWDaEOVdlomwml07Ct5U/oXxrax0QAigZsKysEOMz4gTthHU19Si9OhP+QFAU7VFxnQWLrhsPN8PiTLcbdm9A2HQMRwbswwj6h6a3dLnx1tbDKMlLxsScROSkxyEpXiNc88FFk+BwM/jy21MIhYDn132LNzYfAiWT4adz8/CzmyYg0cSJ/dE0l7JRva0ea2uOwKBVQUlTItvh2xYIsnj9g4NwuRmEQpyo6PY9zbhjXn6UNsm6miMIhbjvi5zv5k0fC42ahtMfFuRkQ1FVW17deBB33pw/YJqRzeUfkr4gDBEU0OX0o/6MHfXNPQAVu8+y04wx+9HpYYR5rHpbPTbuaIB1ahbOdDjxt011eG7dt7BOzUKiSS18tY8JoqXLI6RHAH1O3vLZOXj8zhKhzKzZqI4aO5HVjnh4J4nbKz1PCml0MeyfDYUAGYToqNc3HYSfYfHs2/sER6GPCeKtj+rQ2u3F8+u+xds1h3G0uRc9Dj/GpsVh96FWsGwI//i4DnZXIKoiwV/eOwCWDYmdETLA7mHQ3OG65PNrvFGJRXP6xI0pmQyL5lhgMhKnISEag5aWtBf9OczpJEKCQCBcPlBAXbMN7d0eSSGsNR8fwS9+WgzGHwTLhrBk7oRhER5JGObEyp0HJ/T21kd1kid4maMMcHoYnGxzCFU3+ocn8/nJfE72qsoizChKF96XaFLDOjULz/x9T5Q985EM8Ubp00tKJovKT66yWoS2zinORM2upqgT92VlBWACQawPp3HEG9Q40+GCipZL/g4+DHvpDXnDV5hwIP2DCHX9ABt9wsoEWZxsd4oiCwQRRsgEsdJ1YaeTVD8nxqnx/o5jwjVVtBwnztixbXeTpE7IW1vruM1blwsffd0o3OP+p8K8fTz9+r+i7GNtTT0qrRbIAKQn6aPKhgIQImHKZmZjTKq06O+gIhfOpWrGCCoFe8VBAd81dPcTpixETnoc4nS0SB+CnwP5ftSp6XD6QgBGjQIqpULCedZXHpj/Nx+hAHD2JpPJoJDLROPC4WKgUSkQb1Bx5byDIQSCQTxUUYQ/ReivxBtUUVVjVi6axKUdxagWNCY1LizAJ0eVNVcoZ8yXFqVkMhRkmzExJxH/b+0+dNq8UEqMpRlF6fjzO99JzgHLygqwfXcT5hRnxoziEKUsDbHwK0VRcHsZkT5HldUCOUXOsQnR0HJpe1HIB28vxCFBIBAuG3pcDDQqGj7GJQpBj1z0MEEWrV0ujE7WI3+MiYhYXukMdiMlkTtv9/Sdpm8JK6VTFDAxJwl6jQJJJi10KjsyRxlRWpIVtThf228x7mOCYBhWVO5zTnGm5KKe/5yKliMUgqBMz2sEjDJroYsQt1TRcixfUIh3tnFjoHx2DjJS9ADSJauBVJSOF6p9JMSpseaTw1gyNxceXzBme4a9MGGMcq6RC/8qa27UpqW0JCsqsuD56m/x9Apuc+Zj+koKS1VXWVtTj/+8qwTNrU4AfY4hXrhy884TeLhyMprb7GDZPuG+dTX1+I87SjCjKB0qBYWKUgvauj2i9kXaBy/Y52eCuPvmfLy+6RC8/iA27miIWTZURcvhZ1hs/KIBP18yJUrUc+WiSXB6GEAmiz02fsjmabiUgiWI6LL7BWcE0Je283DlZPzurT19ztYkndBnRi2N051u/Gb1HlH/6zQKyY13S6dL9G+dRo6K6yygKGBMWhw2fn4UC+dYoFBQWFVZBI1KAYUcCASBvYfbwYY4sVXr1CzsPtSCJ+66Gj4mCHW4KpBeq8Djd5agrrEbLAus+fgw5yzNiouy7xULCrFxx1H87KYJ0KppkSOmymqBWslFWxg1XIqWw8Ug0aRGekq0846ft2NVWFpVWYT2HjeS47WoslrAhvpS5Po7/oZa+NXtDeBfh1qE9BONWo4Pv2hAdoYJCcN1ficMGR5/EJ/sahKlZ32yqwnZGaZBa44QhwSBQLg8kAPdvR44PQGRl5Y/LeRDLjVqBT7Z1YTHbi8mzogrnfM8hbI5/VF5+9t2N4MNARt3NOChiiL846M6MEEWP52bJ7k4hwwi5fdksxZGvbJvsRsjjJi35yqrBW3dLvj8Qfzip1Pg8ATw0vq+08F7bsmHy8sgK8WIdz49ghULJgpClJDJcLLNIXl9X1iU8/4FE2GOU8HhYsCyISTHa2K2J+qUbwTQf+EvFbGQnqyT/M2n213ocXpFIeux+svjC+Dhysnw+ANINKnx1tY6Ife+0+ZFY6sd1dvqoz5nd/ux8YsGlM3Mxt+3HoZBRwsRLgYdjVFmreCMkIrM4E9yuVPZgKTDId6gxPSClKgTb4qi8Jf3vhPlyEuNjSHZPPVzJJpZ4tG4EHTZpTVNPP6A8P/9+zZW/z+9fFpMBxhPqlkLo06FNR/3OQKWzM2FPxAUhGL5Cg/vfSYW6a3Z1YQZRel4+m//6muPDOjq9XPOiBCwfS+34efb3D8yx8MEcHV+KkYl6PC7t/ZGORIfWTwFr35Qi9TESchM0mFVRRE6ez040+HEigUT0dbtFgQpc7PiB5wDQqEQdGpaEJ/tH10WGSU01MKvlCyEOSVZorYuKysARapsECRgAsGoSMtKqwWBwOAX2ST2hkAgjHxkQFuPD0paHnW6s66mHqUlWaBkXAgoy4a4h/8I2jQRLg6xFtJ2NzOozyfEqTFv+lhRjvS86WOhUXKL8D9Vf4sZRenotHnh8vglc5t1agVuCl9jbU09nnrlG5zucOKBhYXijW6/z41NM6JsZjY27zwBjYrG2pp61J/sFZwR/O957YNDCIUAjz+AuiYbfv3Gbi7cWkPDqFEgb0yC5PWzRhlQPjsHvS4fggyLVRVF8DFBtHa7Jd+PEP976GGtJdE/L9vmEi/8+YiFVZVFqLJa8N/3TEWvU7rvWrvd2PzPE1gyNxdf7j+FSqslZg47rZDjza3f40/V3+LXf9uN6YVpotz5WJ870+ESOXz4fPoqqwUV11nQ3sNFTEhF0qytqYc5Tiuk7+jVNDKSdfive6biibuvxu9X/hgZSToEAiFAFu60cOSCSafE//3bv0Q58rHGxkCbp4tC2JH42Is78eRru/DYn/+Jr2tbhrfdjRDMcdG6DCpaLkQKAGE7tPtijqFEkxplM7Nhd/uxctEk0Ty2YkEhvvz2lPDv5eUTo57Zaz4+guZWp+i1VzYexIyidOHf62rquX9HOEJ5u3ji5a+xtoabj2+aPhaJJnXfe8L2nZmog1FDQ6Ok4WNYHD1lk7Th42d6Qcsp6NQ0mjtcSE7QINWsg59h8Y+P67Dh82OouM6CKqsF7d2u8KZdeiwnGNVC6c/I37FyURHyssSOPl5EtP81LpXwq5ySRwncvrrxIOTU4Ms4Eq4cdGpaMnJSoxp83ANxSBAIhJFNeBFCUSycnoDkoiItSQeNSo6kBA0SjKrhm+dOuKSc70aKDbJRZec+2dWE1EQdKko58UqdRo5EkxoUxTnEIhfnS+bmIiVBF/Ugf2vrYXT2elFlteBHY+KxvFzsnLi3rABuL4Pte7kc57Zu94DRFEnxGujUCqFNTm94UxkCMpK0UZuGSqsFf9t0CGtrjsAV3nDkZcahODdZ2Hj3f/+X33Kv//Htfahr7h2em0OJjaxMYvPgcDFoanFgbU09jp3qgUyGqL5bsaAQew+3CjnhS2/Mg0pBoSA7Iaq/Kq0WvPJ+LZbemCdsjtaGHaX8e4w6GkvmcukiiSY1qqy5WFkxCUpaJjguIkX+PD7O2bRtdxPXH0ppfQivP4AqqwXZaUZ02Lz4xQv/xBMv7cRrGw+i4YxddC8i++1cxsal3jxJORKffXvfoB2JhNiYDUqsWBA93/TXPzl2qldyDPGROhu/aMCvXv8X1nx8GI/fWYInl03FMw9Mx6TsBDy2tFj4NyCtp8DrOES+Fjmn+JiwGGWoz9ak7ILXyollj0aNAhkpepGIZuTv5OfNJ17+Gk++ugtPvPQ1TnU4sWPfSdw0fSwMOjrsZGDR1euH0+OHOU4leQ97XdJjqrahE3aX2HaHWvi1J0akTI/DG+MThCsZVwzBWLdv8HMySdkgEAgjGrubwRf7T+KG6WOFhVH/ENF4gwoJRjW0agrGYVJWizD0nFf5QRnQafdFnQxap2bh2bf3R+QoT8T8a8dh9eY6Lr1jZjZSzFq0dbnx4VfHMeeqTMkHuUIuQ5AFDjfZsGPfyah68LOmZKC0JAvmOBXWRYT6S/2e0+1cznb1Nk5zIiNZj7QELTcOWCA/y4Snl0/D3iPtIg0D/mSdX+z7/AEsmTtBKOWnUlLIzUpAU0svZhSlC58bci2JGLogUhuWl9YfwMpFk/DCO99Fp3kBSDRp8fy6b4W+40t2JidoMb0wTZTaUWW1oOFUL9hQSNRf/H052ebATdPHCv9OMmnwUEUROno8WP85t+GrsnLK5K9uPCRqz9e1Z0TCqXy+us/G6Zc8tKhIsu9TErQYl2oAAPzihX8Kf59RlB51Mh3Zb+cyNvjNU//Up4slVDnU4eyXNSwwKTsBTy+fhi47Z6MOl19S/wSIHkP9I3WiygOz/bRDYjyzKZnYo8lHYUX+O39cIlwePx5ZPBmQyWBz+iTtgqLACVtK2WMIGJ2ow1tbo4WJ7184EaOTdHjipa+jnBy8iC2v5ZOSoEX1tiO4fmoWHG4GOrVCSNFSK+V4f8cxFE8YJflbWRbRtjvEwq8J4UiZ6LWUeoBPEa5UtGpa0l60qmFQZSMYDOLIkSOgKAq5ubmQyYbjcQmBQBjR0IDPGULZ7PE4cLQDKqU8alFRabWg1+mD28PAkmUizgiCwA/eSIVP2k+2O2MKDAJ9i/XHbr9K2Dxu39uMu27OB0UBc67KhFpJST7Ic7MS8D9//QZls7LR0uUWhC952FAI2aPjQCsoOMKna9v3NOOeW/KFsODIzfWcqzKFNr3wzndih0GIOxnNSDaI7kWV1YL0JD06bF78Yc0++Jgg8rJMWLmoCA63H2ajGoFgEK9sPCRq25BuDgfQBZHayLZ0uRFvUOKZB6aj0+HDsZO9gsMAAFq7XELfRfbBuNElUdExa2vq8T/LpiIQZPF//7ZbcuPBb2I2ftGAtm43tu9txvxrx8Hh4k6YfAyLtRujw7orSsejZlcTHr+zRMhF3/B5g5DGcfxMr+Tc5/IwSDGpcKbbKxL6laoS4GOCON3lhjEjDkaNAo8snoJn394nCKVmpOi51I6wo0XgEm+ezsuRSOAYSMyXBcx6Jcx6JZKSDOjodAh9q1DIhUoTPEyQhTlOjV8sLQYllwHo09ThRRuF+aDf99ocvijNlvtuLRA0cvjXeA0JoC9C6VSbHW9srhPe8x93lEjaRUaKAXG62PZo1Ciw9IY8vPVRnSBMnDcmARnJWhw/45QcJ0I0WridPQ4vrp+aBTYUQvW2oyiblY2/rK8Vfa7H4ZOcn2t2NWF6QUp0w4ZQ+FWhCOGhikk41e4CGwqBksmQnqwDTfx9BAlcbibm8wdG1aCucVEcEnv27MEjjzwCuVwOlmVB0zRefPFF5ObmXoyvIxAIVyI0cLrNjbYeDyiZDGwI8PnZqNPkml1NWFZWwIVFq0lpucueS1B+kD9pjxQYjDy1jsTHBNHj9EFF95XMjBQKu2NenhB1ELmBdnn6QiBjnSCeOGPH3sOtWLGgEC+trw2H8gdQPjuHC3kOn847XAyyRhlQUWoBwG0SBjqR67T7BMV6oO9kPdGkRkl+Kv73tV1CW1cumiRU8ohs31BtDgcSWIy1kdWraSEU2peiR2lJliBUl5Nukj75UdOSfe1ngkgwqiVLeW7ZeUKwk8jSrd/UnsF/3V0Cu4tBUKLsqI8JIiVBh//42VXQ8xFeMoicabHmPuvULHh8AVEEyJK5uUhL0kv+rpNtTow2a2HU0JhWmIo0849xvMUhXfK0n1PiUm2epByJjyyeQkqHDpZzFfON6Fu7NyA4QAEuKmze9LF46tVd3HxYmouNXzREbbh5bZn+31tlteDQ8U48sngKGlt6wbLAu9uPYvH1Fjx13zXosfugUSsgC4VQNisbalqBpHgNjp2y4aOvG1E2MxtKmkJaog6nOxz45e3FeHXjQZH45Vtb6/DY0uLY9yM89z22tLjvOaCjUdcY7XQGxJo5lEyG+xdOxLhUA9q6PWg40xtz3na4GLg8jDBGs0YZwpEZucPOdkMsBadHXMbxrvk/QojVDnXTCMMQrVqBmsgqG+Hnz8qKokFfQxYKhS74ELj11lvx6KOPYubMmQCA7du3469//SvWrl17ob/qrHR1OcEOQ/XlpCQDOjocQ92MQTFS2jpU7UxKMpzX54erjV5KzrnvKOBgow1nOlzY8PkxPFxVhDe31GH+jHHw+YOijcCDiyZhbJoBun4hnyON87Hvi2Wjw25uuBS122XAmR4vDhzrBADsP9KGW2flwOcPQq2U47l130YtXpfeOAFqpRxdvT5hgRf591/fPx1yGYTFcIfNi4Yzdmz4/JhkTfsqqwUJRhXe/OgwOm1ejM+Iw8KfWNDY0sstkilK5ODor1BfZbWgODcJ+kEITjV3uPDka7sAABXXWYTNRmT7H7+zBL9+Y/c53/NI+zlfG+WvE9neSJ5cNhWZSTpp+8iKQ12T+HV+k6HXKKL+tqqiCBkpevziT19F3YtnHpgOo5ZGc7sLNC1HbUMnWLZP7V9Fy/Hfy6bihepvhf74zzuvQsNpO1cGdlY2Nu6IvseVVgumjE8UO5F455vLD4WCQsMpu6jfl8zNBcuGRJEc/PWWzM2FRqWQjKZZedskZCbqkJRkQENzNx57cWfU559ePg1mg3Lo5tSI327SKTE2PR5dXc6L9nWX0xxq9zCSfSqVZhXVPokyufycFmt+eGTxFOg1nONP6ntXVRYJTtrI15+89xrsr++AWkkhTq9CR48XbCiEUQla9Lp8CIUQdSJbs6sJ5bNz4PExSDRp8dbWOq7kZ6z5KFZ6V/geSc2//PdUWnO5OSLCSdjl8OOJl7+O+bnIdLhVlUU42ebE9IKUQc3FZ+NC2uipbg/+79/+FdUn/3nX1UhP0JzX91wuDLv1zxBi8zI4fsqOV8JCqPy6Y+xoI+Ij5pSBbPSipWzwzggAmDNnDp577rmzfuaFF17A1q1bAQCzZs3CL3/5S+zcuRO/+c1v4PP5cOONN+KRRx65WE0mEAgjARnQZvPi7Y8PY+mNeSiblY3uXi8WX5+Ltz/hcjgfriwCRclgNqm5RXMQI9oZQRgcA5Yf1NKDj5yIhYTDo9JqQXuPGx5fEF/uP4Ulc3Ox5uMjIueBOU6NVLMOcsoutI0v9QkZ4PUHkRqv5k4gPQz+sGafKPpiy84TKJ+dg/QUPRRyCi0dTnQ7fMJJ5dGTvXj1g1qUlmTBqFPB7vLhkSVT4PYw0KoVWL35e1G1hLU19Zg8PnFQP1kUVTBAObuhynUesL1hhIiNGBExdpeUGN4RPLp4CrrtLoxO0uH3K3+Mboev7/cBsdN9ALi8AXS22aGk5VGbksbTvUKFAISAAAvBabB9T3NU6GuV1QKVUg6nl4mKajFqaTDBkLAJitS5YMPRFlJ95vIGwIZCktE0kdEtsfQa9h5pR0ay4Zw3eheMfhEZFEXSggfLeWlw9BtDgWBERE+M+eF0hwPFlqSY3+v1S9vod0c7UL2tHqlmLRbOGS84PqqsuRibZsQfw2lk/Pv5dKjXPjjEafUkyPAfP7sKLBtCc7sr2g4HcGDz+kC8RgsfifGjsQlgWRZTxhfDqOPmjshrmw1KYV7g5+20RC0MOiX+uqFWcEbwkRtLb8jrc2gMI9w+aYFwjy8wRC0iDGfcHgZmoxKP31kCu9sPo1YJNhiEx8uIHBIDcVEcEhMnTsSWLVtw0003AQC++uorWCyWAT+zc+dOfPXVV9iwYQNkMhmWLVuGTZs24Q9/+APefPNNpKamYvny5dixYwdmzZp1MZpNIBBGAL4QtzFadksBjp6yAQA2//MEbvrxWNw9Px8ONwOTQQ0mEOhzRhCuCGIteJ1eBqc73ecdORFLxf3hysn48MtjuGNePhQURJu8zeFN3jMPTBdK6vU/Pdu4owErF01C/hiTUEIvciEMGTAm1YAkkwaP/2WnkD4RuXF1uBhoVHL4mQBSErQIBlnEGZTw+YKYMZkrl8fncw968wFxeDwgnT7SV0b00uc69+esuiASqQX97YYXJ33i5a+l7SX8+/iNmdPLQEUr4PIysHsCoGTA89XfomxWNr7cfyoqjHXpjXnY8EWDsDkZnzGl7z0Avq49IxI/5W3oyXuvQXNHxMYKvJaJQ7CZSJ2LKqtFKOsqlfKz+Z8nRHaYatbi8TtLwiUUZTCzoZgOHpZFbPHSSxGpRPjBnLcGR78UjshrSV03J93Ejb8YApYapUL0eqJJjdKSLCSZNKgotUBFU3jl/b4SlHsPt2J0km5AbQeKAtLMWpxsd4nskJ9nwUbP5wYdzaVoKOXQaWghFa3T5kX1p5wg8H/dMxVp8VrOxiUip/Iy45CRrBOeASwbwt+31oGWU3h08RS4vAx0aho+JiByalw0x90PJN6glOyrOD3RaSFIQMnQ7fQLUUyUTIakeDVSzINP8bkoDomvvvoK1dXVeOqpp6BQKNDV1QWVSoVt27ZBJpNh3759UZ9JSkrCv//7v0Op5Iw9OzsbjY2NyMrKQkZGBgBg/vz5+Oijj4hDgkC4UqEBW5cfHh9XN5wNAV/uPwXr1Cxs+ecJzJqSARVNYXSyHqPMOoA4868oYi20VbQCz1fvFjkSzrkShAxw+oIiYUB+c69SUrj+mjF49u19KJuVjept9VEft7n8yEzWYeWiSTjd4YoSv3zhne/wH3eUQKPpU6uOXAg/fmcJvP4gfr5kCv6whhOVq9nVhCfuuhpefwBBFmCCQSgVcryx6RD0Whq3zbGguY0LKf1y/ymhwkP/U/ABCYk33hnJepEewcWspvCD+AG6IP3tRkqcVNJewhEKnLOrL2XlgdsmwqCjsX1Ps2TY9ltb63DT9LGo2dWE22/KQ5ANgaJkwkLuJ8UZ+PDL45hRlC5yMHx/ogtvbj0s3PfRiVrB8SFl98W5yTAblZIOGqWCwgYXI5ziZo82wusPilJvHlk8BZZ0Q9TnI/UwpBxbA0YqxRpvA0VUXOxoiyuMC1kVJfJa2/c0R2mnrFw0CRlJWq66hlYh6N3wf1+xoBBZaTr8+x1X4UhTD5Q0BZNehfYeL9p63KBkMowyi50Pky0pON3hGlDbIW9MAlg2FGWHL7zzHR6/swQZiVrBEcnrYOg0tCiF6d6yAny6uwmFOcmgKGBsWhwnjomBbdzm9GNtzZGoe+XyMshM1IX/pRzQqTHU9s2yLJaXF+LlDX19tby8EKEQO7QNIwxL1LQcgYDYaAOBEDcmB8lFcUi8+eab5/yZ8ePHC//f2NiIrVu3YunSpUhKShJeT05ORltb2zld12zWn3NbLhXnm+91KRkpbR0p7YxkONvopWSgvmPZEE53ONDU5IDTzeDViDw1Pp9zRlE6UhK0UKko5Iw2Qakc/EQ4Uhgq+x7IRofTmDOzIaEyQOSmyh9gJU/T3EwQ2ZkJwmssG0JLpwvddg8SjBqkJuq4jSIbwte1LaLr8psyh4uLyPndm3sHPCVMTtAhyWzAzHg99h1uk2zP4aZuTMhKkFSrPtXmwN+3HsYji6fg+f8zG112DxIMGqQkaLHrUKuobXfMywOtkAshzZHjpLQkC2NSjRibHi+EuXPjy4m2LhfUKgUSjGqMMutEYfD8k5hlQxifEY9uB/f9/D36oVwo++l/naQY75Oiv93EEiftby8AcLLNEbUxefHdA3h0yRS8srEWW3aeCOeKO0QlVdfV1ONXK6YBAA41dInE46qsFiwrK8Rf1n8nfI+KlmOUWYdEk1oorfrvP7sqZprHQxVFyMmIh0JBwRyvR3a6SdRnAPDco7OF19hQCI88u0P0O559ex+ee3Q2ri0ajVGJOuz+vjWqLOwosx5JSeL5ofVYh+T9a+/1Qq1WRtmM1Ph6ZPEUTCtMBYCYf+tvd8NpLurPcJtDzQnRNiE1jlk2BH9IFjUnRv49JyTDk/deA68vgFGJOkwtSIXN6Y267ul2J6q31Ysihqq31eP+hZPw29V7hCidhT8ZLxoPyxcU4om7rsbJdgc8viCUCgoffdMoOU/W7GrCA7dNQmqiDh09Hkk7rGvshl6rhEqlQKpZC+vULPgYFmtrxNVt3vvsKCpKc/HS+gNRttd6vDPmHDEqUVowtv9YOd3ulHRqPPfobIxOvvTrwkgb7XD6UbOrEasqi+AN6yNt+rIBd84vGNbj7FJD7gVH2/FOuL1M1HMsEAwN+h5dFIfE6NGj8e2336K3t1f0+mAiG44ePYrly5fjl7/8JeRyORobG4W/hUKhcy4fOlwFA0eSGMpIaSsRtRy5DNh3MggCcU0tDpEoYGTeKEUBSfEapJnV6O11S19rBENELQeHZbQhWiPAE5BcIGppeV/7+4WZp5q1WLFgolBikd8QAX12Vz47BxnJeng8fSH//OaQd5LxJ2vtXS4EmAC67T7otdI1u1kW6LJ7JdWq75iXD4OOa8czD0zHKKMaQAhNZ2xRbbO7GGz4vE5ynOSkx2HcKH2fAGAM5fv0JD2y0wySJ3VKGYTvPx8hwYshavlDibSbyJKaPIK9dDpEp/UdvdKbHpeHwbzpY7F55wmcbHNgbU191Hs6ezxQqxSS5UMfv6sEtJwSvnvJ3Fxs+rIBy24pxKl2B/wBFho1F+reafMK6T0UBWSmGNFhc2PngTPCaatUn0W+1tzpkvwdrV1OKGUhxGsVUWVhV1UUQUmFou69VqWQtO9jJ3vx//1jX9QpsN3DRNnws2/vw6j46QAQ82/GfmJpF3Muuhzn0LOOYxlQf9ohcgaJ+i5i7uBLw7p9AYxO1GFUnBoIia/b2umSLGH8/YkuoX9nFKULwngA198vr69F+ewcKGkKX+4/hTtvzocjHN3TV2VDD7VKjttv/BHaelzYvseFiTlmVFlzufQ5cHOzw8WAZYHd37di2+5mLLulUIhs62//M4rSBWcE35Zn394Ho+4asGwo5jNFSYWwqqIIb31UJzwD8sYkQCkXj5XWs4y5c+VC2qjby6AkP1VUEarSaoHbxwy7Z/5QMRzXP0MFE2Aln2P/effVont0yUUtH3nkEezZswfJycnCazKZ7KwOib1792LVqlV4/PHHMW/ePPzrX/9CR0eH8PeOjg7RNQkEwmWODHAxXNnEtm43V9pT4gFOUcCErASkJaiJZsSVjoRGwGBClCNDcHkNAT58vcpqkbS7sWlGpJq1osVpp82Lr2vPYMFPxosieaqsFjS1yfDhV8excHYOlpUVSEb63D0/H1VWC158r1b0t9WbD2FOcSaqP63vC5OXQRBfi4QNSZeOpCgg0agSbagRig5rXltTj4cri9Dl8EdXUhhM+PxIDLGPtBtZDMFKHR0VYv3vP7tKOk1IKcfamnr81z1ToVJQUQ6OVLMWHn8gpqBfl82L8tk5cHkZ+PwslAoK1xSmiTaHGSl6PFxVhOfWfotOmxcbv2jAPbfko63HBSBC42EQgq5n1RXolwqjU9Pw+QOwewJR15Mab5FpHv3TNwYSWUSMOX+wGiiEH47TG0Bji12UpvZ89bf4/cofg2VD6HL4IKNk+NmNE2CO12L1pkNC5ZifL5mCJJNaZHOxbIxWUKi4zgLIgFSztDYEGwoJTtU3Nh0S5k8+pe3RxZNxss0pVJlJNWuRZFJHndiqlHIhHarT5sWpsP4K35bI744VKXXgWAe27Y5OT4l8puRlxWHJ3AlR6W2Rjrjz1vK4iKiVCpxpt+O/75kKm9MHk0GFz3Y3YcKYhLN/mHDF4fHGEEH1Dj5v+qI4JA4ePIhPP/1U0IMYDC0tLXjwwQfx7LPPYto0Loxx0qRJOHHiBJqampCeno5NmzZh4cKFF6PJBAJhuCEDznS5QckpVG+rx9Ib8yCTSYfD52YlIDOZy1MlEKIYhK5A5KZoTnGmKEohc5RBEDjjUdFyNJzqxR/X7MPPl0zBykWThMVn8YRRgrMB6Nvkr6oswo3TxuCNzXXIHKXHI4unoLGlFyzLRUFcPzULZzpd0GloVFkt8PiDQvWDTpsXkEUsWMOnkzanL3ohHUM8Ln+sGQ5PAIdOdAn6K0tvzJNcSDS2OvDcum9jnohGLbLBOSGcHgY9Tv+AC/FhT9hefr/yx7B7AvD6AkiMU8PpCeCtj+pEApS9Ti/uLSuIKndmd3KOIqfbD32CVtD+4N9zX3khfrt6Dyqt4yX7qsfhRfW2o1hVWYSmVgeS4rX4/Vt7RTb1QvV3+L/3T0Ol1YJ4gxpt3dzps8PF4J5buIiawQq6SjkRqqwWnOl2g0rSQ6+SizQzfhMOsZeyAZvTL1QmOdPlxvHT9j4bRrRDYcCNWQxbHg6bthHHuTgKZcDxiIhE3qn0de0ZHG9x4C/vHRC9vnrTIU7LaecJAMCpDqfI3ldVFCFzlB73L5wo+uy9txaAYYKo3lYHg47GvWWFMbUhfAwnWtnS5YbT48f/LJsKnz8ImpZDTsnwx7f3iyIt/vp+9BxcabWI2ukPsFDRcnR0O/HYz65CfXOPMDfmZsbHjGTrtHmxOay/kpMeh0SjSvRMcXoCON3hinLmRDriLqSWx4VGRrH40bgk/O9ru4S2LS8vBEWRRRYhGtMFEEG9KA6JcePGIRAInJND4rXXXoPP58Nvf/tb4bWqqir89re/xUMPPQSfz4dZs2bhhhtuuBhNJhAIwwynN4AQAIfLD+vULDy/jgsL7X8q8cBtE5E1SksELAkDIxE5EUnkpkijlsM6NUuUn7ysrADrPzsqnABGnvj+Yc0+/PL2YmGjmmTSSG7yGYZFgpH7G1+qky/9ufTGPPxt0yHMuSoTaz4+gvLZOSJxTBXNVUbgF6x2N4O3PqpDldUSNSbiDSo8cNtEvPhu38J/5aJJcHkZPBtetPO/odPmGXADELmIlhJye+ujOjy6ZAraezw42eYErZChettR0XvOWUB0mNBfof+B2yZi/oxxWL25TmQX23eLU2ze++woSq/OhIqWI8iG8M2hVuSNScAfVl0Lh4cBTVHo6OUEUbfsbIwqFbtkbi4+/Oo4fEwQTa0ObNzRgIcqiiRtqsfhR1qiXpTWAACvfXAI5bNzBi/oGoKoOkBkhRg+NSkvMy6mmN/vV/446n6tqihCRopesDme/g6FATdmGKC86khxcA0HzrHyid3NCI4DoC/t6/E7S4TIscjXy2ZmY11NPSpKx2OUWSeE+vPveb76W5TPzsG23U0on52DMWlGNJ6xw+cP4O9buKiGsmIu+qG/NsQ9t+QLkRC8aCUlk6Gr1ys4PqOi2GKUIM1IMeD1Dw4KzrHte5qxvLwAMhmFZ/6+R/SdH319QuRojpz3Ac4psbbmCJ5cNpUbSxEirFLOnC07T4gje36AAO+lIsRSgqAlEE6d2VCLJ++9ZohbRhiOMIGgpAhqgB18yPJFcUhUVlbilltuweTJk6FQ9H3Fb37zm5ifeeKJJ/DEE09I/u2DDz644G0kEAjDGBngC7CgKApBFsLixGcLCqcSY9KMMOmVSE5QAcxQN5gw0oncFCXHa6MW1K9uPIgn7r4abm8AgSCL9p6+aAmDjoZCQYGiADYE9Lq8kpt8tUqOxhaHKL2DX2iXzcyGw8UIjoD0ZJ3wPhUtx/0LJ2JcqoGrWQ8uVWNGUTpefK8WBh0tbIgpmQxuL4PRSVrRQtftD+KpV3dFbSQqSsdHOS8iF92Rp9kxy2O+1Fcec8WCiZdFiL3UxvvFdw+gfHZOlF2UzcyOyotnAiyWlRXgra11ghNr5aJJuHbSaDSdsUEXof/w4VfHBf2HjBQD/rbpkCAamTXKgLJZ2ejqlXYcqWgK9S02yXuePdoIX4CVrAwj1R/ddp9kdQA2nNbDVxCQ+i67JxCz6kCs9JfIcod5WbE3ZsN10zaSONfKJ7H6uTPsSOv/Ou8AMMdpcLLNIfkeNhQSNvG8E7WiNMKREI5+iCx3jBBXncLhYoS0tiqrBePS4vD03/4lfJYNSUdP9v93klGFu2/OR8MZu1DVZpRZj6de/UZ0b1774BBWVRYhwajCMw9OR6fdB7+fxZtbvxecGfw1+0frxHLmlM/OiY7sOYujfKjotkv3c4/DixSjaohaRRiuyCk53vlULFj7zqf1WFU5edDXuCgOiT/96U+49tprkZmZeTEuTyAQLmdooLXLCybAwusLQqdRwKCj4bNxD0d+QfPL24uJM4LAcSE0CyJOq9ps0kKFNqcPaz46LGwwl8zNhVJBQaGg8NJ7BwQBs4wUI+6en4/XP+wrIXf/wolQUDKolBTuuSVfVF6OX2jzjgAVLYc5ToNKqwVefxCUTAadSiE4I+qae3Gy3SnkOPtsQdGGuMpqgV5NCwtdpy+A9hiK80yAxdhRnKBjh92HhlO9gjOi4joLKArQqTldBXO8Gr9cehU8vgA0ajl6HT68EY4WSDSpMac4E6FQCFXWXGzb3SQs3EdiiH2sDRkvkBf5GkWJP6uiubKDL60/IKT5+Jgg1nx8GDKZDH+q/hZV11uwZO4ErPn4sKD/cG/YgdFp8yLVrMUd8/Jxqt0BSiaDWinHg7cV4s/v9p1A3RmuppJgVKPKmou9h1sx2ZICyACNSg6WDeFXESHXkZVhEgwq2D2MSA9Cp6UlU5N4J5nN5UdCnFokFLj/SBuKJ4yCwxXtrJpTnInWHo+QvtHt8HEOBQktDv60XnJjNkw3bedFeM5qPdYBrUpx0XVWBtLpkHJIxEqjUSvlMSOqVLQcrV3umM6BrFEGVJRauH+Hr8P/jX8v76Tj5zMVLccjiyfjqfuugc8fgGVREYwaBexuv7D50ajkUMgprFgwEW3dbmzb3YTao+2iE9tUsxb33loIm8sPpVKOHftOCvN4Rope8t40tTrw/LpvsWJBISblJKDhlAM3TBsr6FRERevwfRpjrs1I0Y8YZ1pCnFqyD+MN6iFsFWG40uvkxLqzUg3w+rgo0/31NHpdvkE7sC6KQ4KiKDz55JMX49IEAuEyhGVDsHsYBMCi44wXrZ1uUQj6krkT8OFXDaINTpJJQ5wRhHMORR7oOrxTI8EovRg73e7CjKJ0VH/K2eZHXzdixYKJaGzpRfnsHJGT4YHbJuKJu0rQYfMiOUELj4fB7/+xT1gcP7pkCvyBIGi5HEGWxawpGcJmsdJqwfPr9sM6NUs41VbRcjzzAFd1gFe1XxYj3zpvTIIQ7m53M3B4A2gNL76l3qtXKwR9AL8/CFpOiVJWNnzegP/42VXocfrw0vq+DfF95YXIHKVHj8OHm6aPFYVZV1ktQsj/SAyxj7Uho/pV+lLRcoxJjRNFszxwG2cTkRt7gMtr/1PYTjf/8wQWzM5BpdWCOJ0KGpUcifFqPLp4CnpdfjjcjEjAsspqwZg0o5BSYTaqkBSvxXdHO8CGgNqj7Zg7dYxIy6LKahGcuZGntNlpxqj0Ct4ptqjUgne21YtSk76uPYMqay5kMqCpVRyKfm9ZAd777ChmTE4X7kGiSR1lD5Fj0u46t9P6y44fMmedp9M1lj3r1DSaO1zia8oAm8MXpY2yrKwAn0mUmOVth0+tABD1nnv7RQstmTsBjy6ejDc2fy+8d/+RNkk9FjUtR7JRBYRUwr1oanNi4xcNMOhozJs+Fm9t7XMS3L9wIjKS9fjDP/aibGY2NGrud0amZPDOuU6bF7IYOiW8I+6l9bV4evk0ZI82gA2FhDFIyWRQKqioPi2blS15veR4zeA7bIiRUyHJEHy5fARN4oRLRnKCBnOnjhFVZbm3rIBbpw8S6uxvOXfy8/Px+eefX4xLEwiEyw0ZV2f+5fdrwTBAU4szqnzQmo8Po7QkCwCEBYfZMLJOXAkXh1ihyHb3OXirwovJx17ciSdf24U/rtmHFQsKRSd4lVYLtu1uEsQMIytxuDxBwRnBt+HFdw+gtqEbL2+ohdPNCAJvABeW/Mc1+9DR44FaKYdGpcCk8YmYf+04lM3MxpadJ9DS5ca6mnpOYwJ9p5mRJ51dNjeWl4vbuXLRJGQkaQEADWcc+Ob7dthdfmzbzUVgRL73/oUTuffya8xwlMiji6cImwn+u92+oOCM4F/764ZalM8ajznFmVHvX1tTj3+rmoJnHpg+sgQtw/ApPJH3a1VFEbLTjKLXqqwWvPcZF6paUWpB+ewcjE01CE6KSCJV+zttXqz//Bi8Pi7CQqmQ40ynG0+8/DXqm21R5QbX1tSDCYRwzY+SMTE7AZrwBmttTT027mhA2azxUeUS10bYD/9aTnockkzqqDGzrqYeM4rS8fL6WtwxLx8//+kUlM/Owde1ZzC9MA0bPj+GQ8d7hHx6/nOvbDyIGUXp2H+kDffckg8VLZe0h8gxOWBVjSuAc56z+s1Pj/35n6hr7hXmosEgZc8rFhTij2/vi7qm3c3gcLMN7312FGUzs3HHvDysqiyC3eXDnKsy8XXtGZTPzsHjd5ZgVWURZDLO2canVgBAKBTCfbcW4pe3F+PpFdPwXlh/h/+9az4+jJQEDR5bWgxLRhyeuu8a3H7Tj4TvrCi1oGxmNt777ChMenGlH7ubEexwTnFm1HrhL+8dgMcfFEqMerzR83Pk3Lrh86NYLjHfb9/bLLy/3eaB3cXgj2/vx9qaI6jeVo+1NUfwhzX7YHczoj7lSz/3v94f1+w7534bKoKsDN8f78B/3zMVv1hajP++Zyq+P96BYHAENJ5wyfH52ajnzysbD8LPDF4E9aJESOzcuRPV1dWgaRo0TSMUCkEmk2Hfvn0X4+sIBMIIxu5m8NmeJpROHYNuuzdmycIkkwa/vP0qxBtUSIlXkfKeBADnHoosRf8NQkuXG3aXXyTwx0cv8Atj0aYrhoAa/3pjS6/k39OS9Hh5wwHRafT2vc1CJJBBR2N8Rhx+sbQYPn8QBp0SLBvC7TdOwOhkA1ZvOgQmyHKigyl6jDZruUgEFnD6Auh2+AAAMhngcDGi3GxKJkOKWaIyTQhweZio9np80mW92FAoZnm8QCAIo0k9/JwRgzltlhCcoygZXF4GT913DbrtXqiVCrz43nfotHlx9GQvAM5RVZBtRigUwn/8/+z9e3xU1dn3j3/2zOw5n5LJmRyAJAMRAuFkhJZDKREVNQUkiRQPLSioiD/7tPWud71tn3q3t3f7bR+trdZqq5UiYIWiomiQolQsRQRBDAQC5AA5J5M5z+w5/P7Ys3dmz94TJhCSCaz369VXJTOzZ81e11p7rWtd1+e6Z5agf8fmmAQnp1yqxqN3Tsfp83185EE8e/L6AsgxsyHTP/uTUFgwno1Fb35UtBxpRpVkqdjo7z1zoQ/7Drfg+6tmYnKhhU/7iNcuJS3D7IjTonJeIbIs2gHHZDKXOxwOBjtnDVb/QRKJsq2/fv1zgZMgWickFA6jtduNPYeacMuccYKTT658Zq/di14H+15QwP6jF3DvkhJ4/UGR8PSN5QVs1SD0a5nYnH7kp+n4UrsnW+y8E0Fwv2Lui+D+xRsr/kC/jQ0wPwNAU5sTFoMKT6wuh8vD4OwFYVUYFS0HBQpddh+r1zOjv8rOns+aROVpu2xefq7NsmjRFtHF6LJ5R00kkNvDoDg/FccauhEKh9FMOVGcnwq3jwFANCQIQoZCc+SKOCReffXVK3FZAoFwtSEDfKEQKucX4bV3v0JVxYS4JQs7bR5Mn5iONIOSOCMIPEOxuZHaILz9zzNYdVOJoETdumWlfOWL2E14vJBfIL7g2rkLdsGGgFOr3/phPYrzTKj+5gQ4PAzae9w4dKINc0pzBAt9Lux4c+1JqGg5W6YystFWqxUIhULYvve0oDoNJ6J5X+VkXpMikXuqiYgwxv4GhZzClOJ0bN/bINkHds9lansMNYMJl+e0C7Q06pr6sHFXnSCVpaZiAn8iDLDOiCVzxgl0Gx5aMRVapRx9LgZdvW7cs6REUKVj3bJSvLrzOOZOy72oPaWZWN0HqRz1eDbGpZhw32Vz+nG6pW9AHQCEWaecjwkgwAQv2q7stP6qCls/ZIUKBxqTUlU11q+YCqOOFjrIhkIbJgkZ7Jx1WU7XmHsok1EIBMPw+ANggkJvJHdNs0HFP4fjRT/dfctEeP0hQfpOTYUVmRYdnv7LZ4KNe2uXGxqVHFt31wtSPHgdE6cfOi0dV58i9r7E3j/JsWJQ8TYW7z2cvVdXWHGm1Y7NH9Tj3iUlSE/R8OOaS1XZ/tEprL59MpbMGSeYg2sqrEg1qETjj3M2xgreDtZZPlIYdUo0xaRn1VRYYdReG05DwuCwDIHmCBUOh6/I9L5r1y7U1dVh3bp1+PDDD3Hrrbdeia+5KN3dToRCyfcES083oLPTMdLNSIjR0taRamd6uuGyPp+sNnrFkQPnu9xggmFo1HIEmDDqm3qRn2VEV6+bF8vj8k0zUzWw5huv2fKel2PfV8pGk2JuGAINCbs3gMd+94noYfrkmnLQchm67V5YjGpYTErYnREhQA3NV5eQypmPzlHOtmixcvFEQfm4B5ZPwcZddQLFdoAVpDx0oh23zBnPh+2raDkevXM6fvP65zDoaL5UKLtpkOHVd+uQZlaLHCicjkOXzYs0sxqLZhUgL1OPxlYH9h1pwWOrZvQvjKM1NExqNLc7Bff0/qWTEQ4Df/y7MKd8z8FGPLBsimTJR6VChj+9c5wX+ywZm8qmiET2QdH2c7k2mqgd2j0MHvv9flFfP/3gHL6cauwGmPtM5bxC7Pi43/GSZlbjtq8X8iJ3NRUT+qMcoq69dEER7zRadfNE5KTpcaq5F6EQoNPI8ed36lC1yIodHzXEtSfufv5q0+eonF+IHR81CGxBo5ILqsOoaDnuunkiMlO1sLsYaFRyvL2vAVOtmdh9sFHSXmsPsCUZXV4GPn8I35iRC4+X4ceGVLvWVE6G2+vHn9+p43/zxTQkAAAyoLnTjbpzPQiFgH1HWrDqppL+91BsylF0NYTCHCMKcwyS4/pKz0VDOocOcs5y+oPYf6yNFxLd81kTHC7m4iftEt8Tre1SU2HF/mMXeCFUGUVhzuRM6DUKtPd54fYE0ef0oa3HzUc1cPxg1QxBJSKAtfXvrZyOP+44Jup/Tl+C08N5YvX16LX7BHPiw1VT4fUHRXNMRooaJp1Q44L7XZyGxGYpW6OAbocfvQ4faIUML24/xkcrrb59ElxeBh5vEPuOtPDaQFWLrEgxKGHSqeHxB6BWyvH3j06jqc2Jp9bN5uf86N/MzR2x93r9iqnY9P4JkUjslYqQGEobPd/rwe//9gXmluXy0SD7DrfgwTumYswo0sK4kiTF+idJsHkDON/uwPkuNz9fj0nTYkymAeaog4+BbPSKREi8+OKL+OSTT9DW1oZ7770Xzz33HBobG/HQQw9dia8jEAijCQpw+YPo6vKiqc0Os16FblsYL8UIWX3/29NhdzFIT1FDJqOQk05ELAkSDEEtd6NGwS8euc3zuBwT2rpd+MP2L0ULXaOWRsMFBx910GXzovZAIx6/dxafovjCtqP84nvl4omYNM4sDP+XywSn6wC7WC0cY0Jxrhn/u/GQKCTfoKMlF/qcsyG21NzmqIgLrjrNwyvK+BM7/qROYuPy/ZXT8dP7b8CR+k6EQsDrH5xEikGFR6qnIRQOgaIovLOvAbd+vRB6tUIyveEXf/lMEFHALdInFZhH7KR7oNPm811uyU0i/5mY0O8umxehUIhP7Uk3a+KmtXD/vfG9ExEHBdsHXDTBniixwFh74u7nD55jHQOHT7bj4aqp6Oz1CDZi373tOvxs3Wz09Hlh0CrR2GbHr/76ucDpQFHCkHJQQGmhBT5/EPcsmYRXdx5Ha7cb2RYtrhuXilAohMfvncVXDKk90Igf3TMLDedt8PlD+ODAOSydXwQVLRc4SOQyCk+tmw2Xh5Eck3YXg5+/clBwv6LD2Z3eAFo6neIT+FQN9KorsnQdPqLmLDcThJaWx5+zKKC5XXwfctMHqNgQcS46fUFRqkf0nPDBgUYs+0ax4NlbmGNEO4CWTqdkNBY3p3l9QUlb12toLJpVIIqqePmt4/z3+pgggqGwSI/kt1u/wMrFE/DondPR1uNEVqqet0eBowFAXoYOT6wuB8MEYTGqMK04TTj/A6JKLmsqJ8OsV/KpVtGpclx1I4SBN/9xGssWFMHuYhAKhzFjYhaqFholU9miIx5EzyEdjXuWTBKI044WgV8mEBLN3dUVVjCBxDUBCNcOdpcPNpdfME+tunkiDC6fwCExEFdkVt+5cyfeeOMNVFVVISUlBVu3bkV1dTVxSBAI1zqRUy+PP4ALXW7kZeoFiy2gXwyHO438rzXl0KoVxBlxrZJgvv9llQUMA2kmlahSRmyVAm7DBAC/2sRGK0RrMug1NFJ07AZ/3bIp/OnvpvdP8Ke/0REJsWHr1RVWNLU7wARCkiH58Rb6SxcUITNVOm8/VkOAzQEWhkJL5aj/atPn+OX6ryEzVcuLWTpcDDw+Bl5/AA43g5obJwoiHqL7oKmTrUgS297n3vhiRHOo45YzVClworEXlfML+dNgrr+5z3Dvjf4st8kDEDdVIdoeox0UAASOiHf3n+X1QDJSNPD5AtBHToabOlz8dadZM9HR6xHd2z+9/RUfjfHDVTP51BDu9S219XgkUheeK62oouWYWpQGrVqB3249grlluVDSMuRmGvB81KZt/YqpSDEooVfTcHoYvPbeCf43/Omd47hnSQl8MdoBglP/mDF5sTQEuycgEivcXFuP4vyUoXdIjERqSGTOKsxPZU9Z43yf1NjcXFvPzkNxnBHR1R4GmhPmluXyzgjutYYLdgAQPZO5dLIdHzdgTeUk9Lm8krZu0ChQkGWQ/N6cNB2qFlkhoyjYHNI6JkwghN+8/jk2VJfxG3nuNW48xnMcRs8p3Q6/6L69tONLLF1QhBuuy8Bjq2bgfLcbze1OQXUjruQxEwgLNlcbqsqQnqIZOKUk9jkUAmaXZiMr5dKd5SOFRq0QzS9bauvxk/tuGOGWEZIRpULOV7oB+p3vT64pT/gaV8QhoVAooFT25xkZjUYoFKPco00gEC4bu5vBhW4XDFoa+ZkGyGWIWwNcJmM3dR4fg+wUtVh8j3D1M1QlPRNAIZeLlNijTxO5v0ULmPlswRgBtjAKc0wwG1WsMyIMXqTy2a1H8MTqcujVCnbDA2BMmhY/WDUDGpUCaqUcv/rrIcydlgtAvPHdd7gFKxdPlBwrBdkGdNs8F9UQqKmwIhAIQUXLsXZZKZ+zH7s5TDOrsXBGPi50uzEu24ifPzAHHTYPwiFg+0eneAHHbIsW37tzOnsKHrORY/PVpcXkRjKHWkq/YO2yUjyz+bDoxLTL5oXN5Ud+ug4bqsrwzj9ZAcpzrX0Ihdk+KRmbyt/3PRIlEbmw+KpvWnnHlUbVX32Di4b46f03wObwwWJSw2b38aHhnM3nZer7+5cCvH7pE2rO2XGhyym94QsG+etwv/V0Sy/GpOklT0S5+yBwJMXo/HCh/D4mhMr5hQBYR8tAAn4X01HwxhFR9fqGOGdvGOeYSyGe48bp7a9YIkgvinFgDOQgkxqf0dE8sd+ZadFi6YIimPUquL0MHloxFb+LSrnYUFUGvVqBtDj55Eq6X0fih3fNlHxPboYBBh0NPxOSFJDstPsGFviM9GdzhyPu+LC5ImKaeSaMsWgxscAsiGqrqZjAp2FFf8cv139NNHdsqCqDTEaJS6eCu8fU5TnLRwi7U9phZHf5ExYpJFw7OOJEDzk8DLJMielIXBEvQXZ2Nvbu3QuKouD3+/Hyyy9jzJgxV+KrCATCKMLm8qMgy4Aumxdv7zuNb8zMR4/dJ7kwmVyYBiVNIc1IKmokHZETxbbTndCqFFfsRHFI1OUTxOWVfqDGRhjo1DRohUzSZlW0HC2dTr7EZ+ym7ujpLuz4qAHfXzkd/kBItLB9aMVU2F1+vPZunWBjm23R4r5vlUIZ53sbWx3QqNj0jegIj5WLJyAUCqNqkRUIAzv3n8WdN05E5bxCvLG7HuOzZoiqHhTnmVBxfYHgOhuqymDS0fjxi//iv5cre/rjPwg3ztxGzqhRCDbr0e0d0WoKUeHy57vdUCnk6LF7sOrmEmhUrBDom3tOYeGMfOz4uIFtaxgoKTAhFB4vCL9ev2Iq8jK0/CaFcy78xz2zcOa8DQBg1CtFYqQPLJ+CbIuWd4BULbLyDpFYHYpom48W6Ysn/suNQ3/E8SRlo49Ul6G91w2PN4jaA41smpJcJnkiGh1mzzmSYp062RYtNCqFQKyTs/t4zicpx1B0OHu8TW3aEG+GhnOOuRSkHDfZFi16HX6+0opkehEQ10G2M5KeMC6m6gsAgQMz9t539nqQalThQpcTY7NNyMvQSqbK+fwB0fdWV1jR3usCwEUrHMODd0zB7/92VPCeV3cex21fH4+MVLWkgCQVpwoXH1kT6c/K+YVxHbSSEQ0U8NiqGbC5/AgE2e/gHLPcM8Du9ovSMjptXj6VKtmcWZeDSS/tMDReI5VwCIMjJY6DOcWQ+Hx9RRwSjz/+OH70ox/h5MmTKCsrw9SpU/Gzn/3sSnwVgUAYLcgAWiGH08NAJgPuuuU6/PSlAzDoaNHi5f5vTYZaJUOqjlTUSDqG8URxKEp6Joo5zgIseoFeXWHFr1//HN+9dZJkukUoHMbW3afihjpzkRUNF+ySm86lC4qw+2AjlswZh38fb8WG6jIwgRBMOiVe/PsxMMEQr1sRu/H79uIS/OvYefznd65Hl80Di0mNzR+cQF2jTfB72qPK6nXafXB6GKhUCmyoLkNHrxu56Qb86q+HRG17au1swf2RUt8XbOTCQF66FutXTBUI1yVFDnXkuze+V4c7Fhbj5be/Emx6bp4zDh4fIzj91GloUc47FzUQu0nx+AOgKApbautRtahYYBMGHY22bje+e9skaNU0HxnT2u1GmlnN61DEboacXob/HqeXgcsTENnCysUTEQqFULXICrVShnuXlAjEgWsqrHjprS/58PR9R1pQUV6A2gONyE7TDeiQiw1Njy0hyTmmuM9tqa1nT9PjbWAuov1yMYfFUDGcc8ygoYDOXo+on9ctmyLQ34gee9EODE4rZOmCIqSbNbA52UiW1bdPhkGrhNlAi8ZnYY4RAETf+eAdU2AxqvG7v30h0nTgNvRc2otOS+Pg8VY+nQ1h8I4vjtZuN7QqNs9cq6KhVsnR0esGEwyhMNcEjycombLz6MrpAzo5uf4809KLdcumCISB11RORrpJLW1DUc4JuzeAbItWFDGUl6FHTqq2/30ehnc+x/bDiNvOZSKThbF2aSn+sP0Y//vXLi2FXD7KPS2EKwIF8ZxRU2GNPs+5KEPqkLDZbACAdevW4S9/+QvcbjdkMhnkcjnuuusu7Nq1ayi/jkAgJDucuJaXQY/Dj9+98QXys/RYXD4WR093wcewYe/RAmvjc4zoc/qhlMlImkYSMpwnikNR0jNR4m2AsixaAGGEQuAjHTh9hWjRx3f3n8VNN4yV3NzIZBDkJ4finPKFwmF02bzYf+wCbiwfK6iYwH1+Z9QGo73Hzec/G3U0Zk3Kxn//+d9RG5dS2Jz1olQE7j7KKKC+pU+w6F63bIpk21xeRnh/lDLJ97X2eGDMo2F3sZuTgizDZQmOXilsTj/mluXixb9/Kdr0LF1QhKnFaQgGgtj/ZTtC4TCy4mh0nO92w6g1CU5amWAY4XAYj1SXwcf064FIVZ94YPkUMMEQ/1qnzZPQZgip7El5cX4KvL4AdBoFOns9+F3UifP935qMJ++/AXaHD+daHXzFFQDYUluPDdVl2PgeW+EjI05+PFcaUeQMiNrANXW6JO9NXuYAwosx1+D+Hf3a5YrVJsJwzjGDxe5mJLVqAkGxxgznROHSi7hx6nAxUNIyvF57ghekjK4Ksen9E6icV9hfBSdDi4YWB2QyChuqy+DzB5Fu1sCko/GLv3zGa4zkpOngcPvQYfchEAii1+EXODa4Esnc3MNFZnCoaDlCYQpqpQIv/v0YDDpWDPPbi0sgl8nQ2N4r+Rtb2h2iA4xo2zQbVCgpMKN8cg4++NfZ/hSrELDtH6ew6qaSi953o0Yh6fSJ1b9JamfWZRIMUnjjw3qBU+mND+uxIaJBQyBEY3P6sDNqHc9FZOZm6mFJcC4dUofE//k//weffPIJAGD27Nn83+VyORYvXjyUX0UgEJKdyEn6xl11WHVzCX73xhcw6GisuqkEP3/loCCkMlpg7dE7pyPVoIJefXXUnL/aGM5F2HCdkgKIuwFq6nDxooUcPiaIHocPChkFJS3Hltp6GHQ08jINkpub/Ewj/vTOl/xmMDrcnjsJl8mA/EwD0sxqTLNmisTmosPnN9eeRE2FFXsONWHRrALkZuigVirw5h7hZ17YdgxPrimH2xtAIBjGqzuP85uSmgor3/boz7T3uONu0PLTdfz90agUku8Lh9lyjtxiXhRBkyRjeiCNi1A4jNYuF2g5BSUtg9cfhE5DS/7e5nYnxli0cauV/PCuGfznpKJKnn/zKFulIxTm7WjN7aUiQT+RGGgY0KsUvMBjt9PPOyO4z7z49y/xSPW0iKPlpOh3UhSFVTeXoKPXjaJck+i0/OGqMpj1NOZMzhxwzMXb1GdcbnnAyxWrTYBhnWMGAwWc73bzTvtorZr/XjcnvhMlMo/9cv3XYPcE4HT70drt4t/D/bZox/KeQ01YOCMf51r7oKLlaOpwwMeE8PY7/fPF4/fO5J1kXLWfdLMGR+q7QCsoUWTYC9uO4T+/cz2+OtuNsTkm9PR5+KpCnHNURgEv7fhSsnpQvEgIPxPCnkNNvBNl1nVZSNEqBJE1q26+Dv/35QOonFcoGEcAEnOeh4HwRVJDgOR2Zl0ufS4fmGDUiRAFMMEQ+lw+oiFBEKHXKuFwMYJ5SkXLodckPhaG1CHx8ssvAwB+9KMf4Re/+MVQXppAIIwy7G4G7/yzAfcsmQR/IACDjmZLabnZDa1UfuuDd0xFjkVDnBFJzLAuwobplDT6+2I3QAP+XopC7YFGVM4rREG2Aa+8c1xk02sqJ6PP6RUsxk06Gt+97Tq4vAFYTGrQCjnae1xoandi2YIiuL3Sgn7R4fMzJmYIKmDE6lVwn+no8SAnQ4fTzTbMn57H1whXKeWwu8TOpd0HG0VaFOtXTOXvO3d/LvS44+aJ+9qDgs1JMoYxD6RxIaMoGLQ0WjqcAh2P2BBm7n5PLDAL8tejf/tLO77E6tsnYfve03EroWSmatHe4+I3ny1xBPnabV6AoiQ1W+JpoFzocqI4zyzpAAOAP79zHA4XgxSDGlPGpwjG2rjcFHR3O9k3DjDmZJQ4XLe6wopfb/qcry6TtPP5cM8xCWJ3M2hud0rap+FiThQKaGx3CpxLDyyfgvHZBv7ZyjmW08xq3Pb18dj16TlUlBfgyT/+S3I+oRUKgTMikaiqr852Y3NtPaoWWbHvcAt/eqpRyhEG4GWCqJxfCI1SLkrPePWd41hTOVlQkpSLuuiyebHj4wZsqCpDUa6530YBIAw4ImsMJS0dxWVz+XmnTLzKKvFS+KKfc0nrzBoCUo3SGh6pxsQECgnXFi63X3I94PL4gQQdWFdEQ4I4IwiEaxyKFbBcdfNEhMIU9JQC91WWwu0NwKhT8oJuXKqGTAZMKUpHVpqKLe85yh/mVzPDvggbhlNSSbicaJcfj987Cy9sOyrIneZq3a+6qQQbd9UhO80qsGkubNHvD2D7xw34/renQy6Tweb0wetn4A+ERQ/vjz5vxo3lBXEjLbjw+eoKK5hgiHdGAOIoCu4zbT1uWMxqvL3vDJvDTQGhUBhv7zuDu265TvQ9DheDcDjMh2tnpmqRbVGLtFz0WiXvjInOE58/PQ+hmFSrpAxj5jQuqqbiua1fCBbdFpMabT1uwSaptdsNR2TRZdKp+Jx3Wi4T5a9H09rtRjAUwtIFReiMUwnF6fEjP6rP4wlShsPAY7/7BN9fOR3pZjWv3+DzB+JGcASCYT7MvfZAY9xKGs+/eZR3GnH9JJMllgHcY2fDdTdUl6G53SFIb0pGZ5SIkZpjBsDm9GP3wUbRIv+B5VNgd/mRl6mXdqJQbIRSrN4J17/RVXBUtBw3zx6LTe+fROW8wriipjs+boDHxzq8KmeI3xcvqoqbB/Z81oRb5oxD7YFGLLo+H2aDGu09bry68ys4XAxW3z6JL6/M0drtRopBhVU3T4TLw/DpJOOyZsDpZaCiFXB5GbR2uaCUQdBnnMBeTppOsl06NY2GCw40XLDzDtrCHCMKcwyD0zBJUmfWUBBdwhfoT2f7cd71gG6EG0dIOvRaJQ5GdK+8/iDUSjne2deAkrGTEr4GqcVJIBCGFgrocfrh8QcRCsvx/qdnMPO6bMFJx/1LS/G3D9n80h0fN2DtslKkmBSsM4KQ3EQtwtxMEFpaftUswngkQu/Xr5iKFIMSejUt+L0lBSbcuXgiLnS6oKLlfPoRAD5k/7avj4fDzfCn61KVFGoPNGLVzSVobnfAZFDiidXX48uGbr685NIFRWCYIDZUl8Hp9sHhlj4R506+ozebRbkmrLqpRCTCuedgo+gU8ru3XQe5TCbQr5ASLTVqFKJr1lRYkZOmwys7vxK0K2nDmEPApHwznn5oDjpsXijkMgSDIWz9sB7TJmSK7u8/vziPm2aPw4tRURLrlpXCqKeBYPxoGqNOhWe3HJEU8K2psCIrVYvmDgfuWVKCV3fWYc9nTVi5eCJfepB7n8/PoLQwFTaXX1TJ5eDxVqxbViqImHlg+RR4vAz6XAw++rwZq24uwcb36vqdSGCdSAtn5GPrh/Wik2N/mBJt9qQwG1RwuBg0tjmwdbc4vSnpnFGjAO6eRjs4ZRSFPqcP/2/z4bipUHY3g7pzPRdNN+A23D4myEdfxZtPNlSVwWJkq55Ive/QiTaR7d33rcl4c88pAGxZ2E+PXcCybxQL5hpufnr5reNYuqBIkFakouU43dKH7DQtphZa2MiOIGDU0jjf5cazW/tTwngHXSTagaLCeOiOKZDLZVi3bArae9zYfbCRF3N1+xjYXD5+DubGV2aqhk+BStjZkITOrKHAE6fsrmeoy+4SrgoUCgo33iDUvVq3rBQ0nbisJXFIEAiEoUMOfHnWJqhN/tjdM/H0Xz4T5jZvP4bH752Frj4vsixayOWAipJfNQ/zq57IIqwwPxWdnY7R129RivBS4bpSofeCHP6o9zo9AdYZoZSJUh3uWVICu8sPjy+ITe/3RzPEilpyJTS5h/n2vQ2oqbBi98EmOFwMHrhjCj794jwmjLVg43t1qCgvQK/DHlevgivzyQlemnRKWLKVeGJ1OY6e7gLCwKfHLmB2aQ62/eMUqhYVw2LUoM/lg0mvwm9eP3zxlIuoBXuX3Qd1pPyrXsJRkdRhzGHAqKZhzKYFTqgZE7NE93fGxCzeGQH058o/fu8s5KVpYdQq8Pi9s1B3rod3JFWUF6C1qz8dI3qDWZBlwJ/fOY6FM/Ox46MG3HXzRPzXmnLYHD6YDEpWWyIc5gXCHC4G//md63nhUq4NfGTM7nr85L4b4PKyff7rTZ+DCYawZM44LF1QhC6bWzJCgqJY20k1qC6pgo5Ro8ADy6egz+lDTcUEts1gT8YdLiY5nVFJTvQJPaevVFNhxdv/PAMg/ri0Of0IhaXLdgr6ITJ+W3tZjQjuPbGf4TUawDommjuEaSRpZjXmlOZg6+56PtpxbLYJerVcMA/MmJg1oC5ObkZ/NEO0s8LhYlg9jKgKHl19HlTOLwQAHD7ZLiq1/EhNGYKhMH4d9bfVt0+Cy8PggwONyLr5Ory047jo9L84P6XfIRG5R1ejsyER4pVxNA+ijCPh2sHrE0dsvrDtGJ5YXQ4kKCVEHBIEAuHykQMdNh+YQIh3RgDspFTfJK2WffxsD3Z81ID/fmA2ivNShXmgBMKVIoGypQkLd1LAmVYHf9JWUmDGf37nenT3eZBqVON8pxNbd9dj1c0l/AJ6z2dNAISLfymxw81Ri/Xn/3YUT64px09fOsCelDMhSQfIfd+aDLksjB0fNQgW9r9+nc3lz8/WQ0ZRCCGMpfOL8Np7dWjtduO1906gOM+EG8vH4lyrfVB514IFOwCERmkYc4wYYDAYxJgYkccsi7QGRN25HqTolWjucAns6oHlU/D+p2dRWpzB93e0gG/lvELQchkKsgyonF8IpyeA0802/Pmdr3DXzRNFQpQAKzYX2waDjkZBtgGgcuHxBfDyji9RXTEBTDCELpsXr75bhzSzGg+vKMPPXznIVm2YwTpF/EwIRWNM2FBVhlA4LFlB58k15dBGHE6S/RgGivKMaO/24lRzLwDWGbNkzjjkpOlGR/8nGzEn9AqFHP9v8+e8PgzA9k9br0egK2I2qLDvcIsoEidaByYap9uPmgorPjggnR6iUwsjBrIsWlhMat65sGhWAR/aHx0Z9vSDc5CTpuUddFw522i4yAwVLYdBp8Tj987CmQt98HiDfMpPmlmNM20OPB9VPWbl4om8s+v7354hKlPc1OYURaBxURjLvlGMPpdXsi1ecvrPI5NRoqiXdctKIU8wjYtwbeGOo2Hk9jIAEtMdIQ4JAoFweciBI6d68MaH9ahaNEE0KcU7rZFRFDZUlSFVp0w4V5lAuFwSKVuaqHCn3c3g+TfZhXKaWS0qu/lw1VTcNFtcvvPTYxcEIoDxqj1wYfU+JojWbjcMOho6DY3Ntcd5B8gP75qJU829CIWAN/ecwh3fLO5P94jK5d+4qw4rF08UhClHi9ZxlT2iq99E/3a9hk789Hw0nCxKRckAAqdCtkWLH90zCw3nbfD5Q+ixS2tAhEKA3RMQ2dXzbx7FE6vLcaq5V+Q84tIsln2jWGAfq2+fhOI8E8ZkSOuIyKMqtADsCfWSOeNENral9mRks8g6NbpsXpxusUmKEj6wfAqmjE/BmVanpB22drnx4t+Pxe9vCjh73iFw3lRHNrmP3TUjOft/NBA1juzeAC+My6Gi5Thz3o7fvH6Y7xsulWrjrjo+YmHSOAtMOrZiUHREmN3N4NevH4ZBR2PhjHxQFPDondMhlwFMIIwLXU7s7XYL9BUcLj+27D6JqkXFSDVq4laj6LL70GX34XRLH3YfbMLCmflx1wE1FVb8dusROFwMXz2Ic7zcMmcc74zgrr3p/ROoWlSM9z49B6dHvBGKV1Y53azB3/awZX05HavotqSR6hE8fU4/QuEwHqmeBo8/AI1SAY+fQZ/TjxSSfkWIQR2n6pZalbibQXYlGkYgEK4dOmw+/GH7Mcwty0V7jxvZFi2qvmlF1SL2f8dOdWD17ZMEYaEPLJ+COZMzk1t9nXBVMlD0AwcXLh1ts9FClqAAu4dBu80zYJRDS4cLm94/KQpTnjExC2olm870/6uZhvwsI/9dHCpaDo1SjqpvWlFTYUWaiVXD5za1AFBalIH/fe0zbK6tx9aIJsuL27+E3enn/8Yt7OeW5YqE7rbU1uPm2WP53+Rj+qvfRP/2mgorgmFIOnLs7lEo/BKJknns9/vxk5cP4LHffYK6pj44vUKnQmu3G7949SCyLDqAAj491iqay6orrNh3pAUuiY2RjwnC6WGw+QO2LyrnFWLVTRPxSPU0FGQbcdvcIlEY+/a9p7HqphKc73Dg0ZXTkW3R8t+1+vZJ2P7RaUH/RJ9Qc9fYUluPuWW5yMvUC9palGvGolkFkqVH7S6GL+UaDbuolA/Y33Y3I2lbc8tyYXP6Re8nDB6pOak6snkX9E2Y1bX53p3TMX6MEbNKMmF3+fGD5z4R2Dqo/rmQi9p5dWcdWrucaOlw4pkth7Fx1wls33saLZ1OOL1s9ACnbeHzh/DCtqNoiwhaRsPpPzz1539j+97TqPqmFWdaekXzytqlpdCo5NgZcYpykWGLZhXw78lO00mOK7OerRbDCWqmmdX8umNstpEfN9Ftau9xo7XbjZffOo57lkyKP78ToFbK8bcPT+Fcqx3tPW6ca7Pjbx+eglopv/iHCdccCjmFe5eUoKZiAqoWWVFTMQH3LimBQk40JAgEwpVEBnTb/ei2e6FRK5CfpUdmqhafHjuPNZWl7IltJId62TeKceDLC/xpzeTCNGg1CjZXkzgjCMNMQtEPMeH7Xl8AaaZI2GFUyscj1WX915IQe5PSilg4Ix/jc4wIhcPwM0G0dbtx6ESbKFz63iUl8AdC2PFxf/rF2qWlMOhoGMCeaGamalE5vxB7PmsSlPr0+IPi36iULoFnMWqQZlazpUAjopzR1W/yMlmdg6w4G4PRKFgYL0rmidXlkr+xsc2BHR81oLrCin8fb8Wjd07HudY+hELgK1cA/ZFg0aU19WoFHrpjCn73t6N8qsaaysk4+NUFTJ+YJfi+4jwTKq4vwM9f6RfsW337JLi8DDzeIFxeBqea+9Dr8KFyXiFy0nXQqBSSbVYpZRhj0QpTZ3S05Iky14+pRrWofGdNhRUdPW7+fee73TDmmfiKDnY3g7Zej+Q1ZTIIx9VFtFsIAxCVwtHW68GZ83a8u/8sAKDqm1aAAly+IIw6GnWN/ZFMUgK6XESY1FyYmarFM1uEYyNaX4FzjDRHStNKle++d0kJ3L4AqhZZoVHJ4fQw+Ob1BTBqlXjs7plwuP1IMarR0GLDzk/OYuGMfD4abM9nTUg3a3gdHG3ck1dWYPPQiTY8uLwUPXafwG45UU2uMhI3jtLManTZvGjpcGDpgiLkZeoxxqIlaUUx+ANBLPtGEbr7fHwlkmXfKII/ELz4hwnXHEpaBotRBZNeDY8vAI1aAQUVhlKReNwDcUgQCITBIQOOnunlQ9VVNFs1I82owtemjsH/vvaZIGx32z9OYW5ZLnZ83IB1y6ZAo5aTiYdw5Ymz+RlM2dJYTYANVWXIy9Dx4dChUJhfjAPi1CRZVHh9mlnNl75Tq+QiYcFPj13gxQ5LxqYgEAiLcqP/sP0YfvDt6ehx+ETh/1zqhYqWw+bwCjYJ2RYtxmabUFJgxq1zC+H1BaFRy/H2xw1o63Hju7dOQnuPGysXT8Cm90+iy+bFjo/ZDfif3zkOh4uJL3I2CgUL40XJeP0Byd+IcP+pPys0GYJBS8NsUCMz1Yo+lxc9dg+fi39TpJQi1z/3LCnB/107G063HzoNjZONvZh1XTZ6HT6BfSz/hhW/ef1zQZ+//NZxVC0qxo6PG1j7APj++T/fng5aIZNsc3GemdcW4B1GIWBMnFKIZp0SepUcuel6LF1QBIWcQk6aHmGE0d7jQppZDYeLAQWg2+GHxajkN77x0nxKxqYKylFeimAmIYpICgcoCr+JpFpEp9/s+KgBD62Yil67h3dUxktfsLn88PmDIgeUTEZJvp+vrhBxjGSkaLB9bwNfQYMrE5ydrkNTqx1bd5+CQUdjSUx60H2Vk2HUKtDQYoOMorBkzjiRA8zu8mHrbtZ5N2FsiqSTzO70YWJBCiYWpAAAfv+mUFDvj3//Ek+uKUevw4fmdie2fljPV9moPdCIiWNToVdFVYgiNihAr6HR2OoUpPitXDwR+lHmfCYMD6EQYHcH8MeoKjr3VU6G2ZT4NahwOHxVD8PubidCoeT7ienpBladfhQwWto6Uu1MTzdc1ueT1Ubj0e3y48cvfCpafD5SPQ3PbDks+nvlvELkpOnQ1uPGpHEpUKnkSNOrBAuA0WJjI8nl3KMrZaNJ228X2/xwzooBRBftHgaP/X6/yJ5//N3rcarZxirEzy/EvsMtmFuWC42arW+/fe9pzC3LhUwGXDcuFT12H55/8ygq5xXym0ou6iH6upyAJedgSDGo8cyWw6Kf9oNVM3i9gNjPc06Ed/efBS2XYdXNJWhsc6A41wS72w8KFF96lIu42H/0PL4xMx/PbjmC/Cw97rr5OthdfsgoCts/OoWmNieqK6woGWtGT59/SDeU0fZzuTY6GDu0ewN47HefiO7hU+tmo6PHIyqP+umxC5hmzQQoYEqhBTotjdPNNl6pn1usj8nQIhgEr+4ffe0f3jUDLm9AUIHoniUlYAIhbHr/JB+Rsrm2XtTe/1/1NMhlwKYPToIJhrBoVgHGpOuQYlDh7X0NmDDWItj0ramcBKeHwQf/asSqm0qQl6FDj8MHnZpGCGF8daZHtMGbMSGdjVqjAKc3gDOtDoHTuabCCrVSjjf3nobDxeDxe2fxkRycsy1WRHHSWDMQitzzOONJVL3lErnSc1FSzaGR+a2rzwOPLyiqahI9F1AUsPmDerGtr52NX7/+OW4sL0BGqhbhcBgKuRw6jQJP/enfovc/uaYcWaYocToZ0NzpxrnWPmhUtMBBWlNhxc79bOSD1Fz3xOpyyCggGApLflfVomJs3X0KNRVWjMs2ggmE0HDBzp/UW/NM8AWCaOtys+K/8wtF5WYB4OEVZXjx78dE1+eq4gyHE2I4n5FDaaMXbF787OUDkn2XY05MpPBqJ2nXPyNAW58XP31JbC+x88ZANkoOKgkEwqDosYtV3tkwcem61TIZoKRZhXqVSo40g4pfpBIIV4KLClcmILoY7xTd7vLzG689nzUJNmIlBWZUV0wQbOQeXF6KqkXFyEzRonJeITJTpSs1cGrzXHk6Ljc69gHv9QUlP1+QbcDSBUV8qbx1y0qx8b06MMEQ0s1W6NRKgcOQi7h4pHoaciwa/HL913Cm1SEQ5YwulTe9OA0l+ZrRVz0jFgpAOIwN1WVobndi98FG/uT015s+x3dvncSWMnX4cLq5jy+P2n8KLcejd04XlQ3c9P4JPP3QHHTY4ij4+4OiCkSv7qxDTYUVlfMKkZ+lR1O7U7LP23rcuG5cCpYvLIJcJhMo39+/tBQUwlh180SY9Cpc6HRhy+7+0+CNu+owf3oeNteehIqWY92yKdgZVXqUKyk6LsfIp9GFQmHehrm2bq6tR9WiYj41qO5cD/96dJrP+DFGZKVoWNuImucTrlxDuDgRnYijZ0LY9H7/XMM5I7n0sS2RPouNMNhQVQaXl0FFOas/wkUycP+9cvFEbHr/hPBkXB21XaDQHx0zrxCb3peuECSVxuZjguiyeVgn7fxCyddz0vV4YnU5W0Y48r3pZjU/7wDAv77qEKSixEvrkLp+OFJKlxAft5cRVOMBWIfXYKomEK4d4s3vfU6/0JE5AMQhQSAQBibqNFmnpqFVx8npVMol/z422wRaQUEuA3FGEIaFodj8xNOaoBWy/s0cwKdaZFm0UCnlgugFHxPE7988hpWLJ8DtC7AREnHC28dmGVA5rxAeH+vY231QnJtdXcGmB0h9foxFizEWLSYWmHm9gHFZM+D0BfGzlw/g/m+VSi/OEebLecZuQrlSeatuKuGdD0lfPWMgJCJn1lROgtPN8MJ6v9r0OZ5+cA7GZ+rh8wUBZIlEIM+19knbl5OdI6X6J57Wg48JYs+hJmyomoZ9h0+I+nzdslL89f0TGJttgEZFi+zrxYhTSatWCtI9ALBRPPMK+RN0HxNEe48bDhfDl2jk2hedehNv/PiY/sk7tnoSl0YS7fSLJtHKNbH9RTQnpLG7xOOVTykK9fc3EwjBqFOialExmEAIMyZkQEXL0NLp5u2sckYh77Dw2YJ4+58NWLqgCOlmDTptHuRYtKxjIHLvBQ7fOE4Hbn6UdLB1uwd0JGhVCuSkqAWpFNHzTlOnS5CKIqVjUV1hRUevtFN3NKaZDTd6LS2ZTqMjwp8ECcwGpeRYM+kTH2ukygaBQIhPtBr9Swfw4z98Cpqm8MDyKQKF6poKK/7+0WmRAv3q2ydhx0enoFEpUDzGSJwRhGGB2/xEo6LZlIqmThfs3gC/YI6HlKr9ysUT4PEy2PFxA7burseOjxowuzQH+460QKWUg6Kk86/zMg3Yvvc0KucVQqOSi8bJhqoyGPVKyGTs6fTEghQ4XAx/6vxwVRkf/fDu/nMitfp1y6ZAJpfBqKWRn6ZjF+4hdhEfiGx6NWq55D3JMGsAAE5fEJXzC1G1yIq0SEiujwmiKNd01eT5S0XO7DnYhPFjTLizYiJ+eNcM5Gfp2YorkVz5olyTqE+5zXg03EbHoKVRI1WlJBgSfCbNrEZNxQQUjmErIuz8ZwOWfaMYtQcaUTmvEDUVVvzwrpn45IvzcLgYKOSyuNExHn8grpNEJgMQBl+FQKWUYd2yUrH9RVWQ0Wloyd8XbQP7Drdg/Yqp8a8Tw0Ur18QSpxLKxcbttYLNJe00ykzVYs+hJgD9Oh4+Joj3Pj2HzbX1cHkZ9Nh9uNAVVeI14lTgbGThzHyEwmGY9DRmXZeJwjEGQd93xURJStmKjKKw57Mm0VhYUzkJuw82AoBkRZ/qCite2HZ0wOo9ZoOK1+cB+iN0li4own/cMwv/cc9MUBSw/+gFVFdY+cpfNRVWPH7vLBh1ZFOdCLHVezbX1pPhR5BESbNCstFj+b5vTYZyEFVZSIQEgUCIi93NYOMuNqw4I1ULrVIOjzeIPqcXG6rL0NbtwrgcE2wOL5ranKj9d6NAgX773tOoKC8AEwheFRsawuhASrhy3bJS/Pr1z3nV9YvqH0Sp2nc7fPD5Q6AVFH71V6Ho4Jbaejx653S8uvM4vv/tGaipmBARBNShvdcNnz+EYDCIivICgcjko3dOhz8QRHaqFhYDe4qgmpCBr851w+0L8GHWWz+sR0mBGRXlY9lye0wQtQca8cO7ZsLl9eNCpxs2hxc/+O1RPLB8CsbnGKFXyXmtDG5zuX3vaaypnMyXmVTRbPndQCiI4402vmxjdOi3w8Ugzai6asZu7Ml/cZ4JC2cJq1rcVzkZFi7ENAykmdSik599h1tE93JDVRlkMgp2pw+ZFm1E/JLNeVcp5dj6YT1/ihsdIs/Zwz1LJqHL5sYDy6fA6wsiEAxjc+0JXsPDxwSh0yqQbdFiblkuvzHfd7gFaqUcoTAkXyvOS0FHrwtV37Tyef6c/dEKChaDSiQ8uXFXHS/+x+mhFOel4G8fngTALjZX3VSCkgJT4ik8UeMpkfdfNO3qWoYCqCjBXA4VLUevw8uL29ZUWPHbN47w6TsHj7fCoFXCFwghEAzzn1crZci2aAVzFOs8mIyX3zrO9nXUXKmJqnwhFZ2wcvEEhEJhLJyZD5mMwqN3TseZC31AGHB6GNByGV8ZhKKA6gorTDoV2nvcvDjvQNFsRo0ChTlGQSqKw8VW0Hj1neP8HH/PkhIoZBS+fVMJWjrY9KztexuImGoCuL3SKbhubwAwjlCjCElMCCYdjUeqp8HjD0CjVIBWsH9PFCJqOUKMJjGU0dJWImo5RESFyarVCjS3O+D2BvGvY+dx69xCNLc7+YW2UUfj7X1nsOj6fPj8IXYDpFYgy6KD083mwe870oLHVs0YcBE5WmxsJCGiloMkJtWIc0ZwqGg5frn+awiFwtIh4VGfpygKL2w7irnTciXF0+66eSLyMwzwB0IiQcTaA41YU1nKV5+J/v4n19wAo14BrZwtYXeh14v2bjc6bR4cOtGGb80vQlu3C9b8FPz+b1/0bzbDwL4jLbjr5uvQaXPjn1+cxzRrJmQyID/LCFpGoTDXgOYON0632DAmw4BX3zkOvZbG0vnFAMJQKRV4accxvgJObNuWLihCXob+ii7ch1vUMlbMMp5A6FNrZ8OiV8YVeOSELmdMzMLYHCOyUtTo7GXTPXxMEN+59Tp4fEEo5BRyMwx4dSe7Scq2aPHA8qkII4yf/5l1ghTnmbD8G1bWiRsplXzT7LEAAL1GCbvLhzCAVKMamRYt2rpcAg2JtUtLEQqHEAyGQCsUQtHSZaU4cOwCCrLNkn0cu7mPFp7kSpBGixVypROL81L6Q+qvEE2dLvzk5QMA+svlggKmFqUhW+K7ryVRS7uHwR/+fgyV84sFdrP8G8VwuP3ISdfj7AU7dh9s5DU/VLQcP7pnJs5esOODA424be54+PzsqXdNhRXZaXpRyo+K7hfLjZ4rOVHXV3bWCRxqYYRx9rwdew71lyEGgKpFVuz5rAkLZ+TDpKeh0ygF42ndsilwe/zoczO8MOdFhSdlQEefD25vADaHD1q1Aq/u/Iqf49PMalHKQbSjdbgcW6NV1LLD4cOTL/5LZA8/ue8GZBpVl/U9VwtJvf4ZZrpcfrS0O6BW0nzZT6+PQW6mAWlRKVJE1JJAICRGTI713beUAGBzkb//7em40OUWlYG6sbwAHn9QkJNctcgKANjxcUPckooEwhUlSu/gQo9bcHK85zM2pDl2o8mfnEGsNcAp1kudSk4pTAMtpwRVBLjoicp5hTjV3Ct52tTe44KPUcFsUKGrx8NvaFW0HKtungibw4vsND36nD5h+yMLfiYYxD+/OC8QXVTRcty7pAQeJiio6LD69knQqhVoaneAVlDYuvvUgDngRbkmjM/SX1XjNjZyxueXToHotnthMSh5GzDoaCxdUITMVC167B7+FPdUcx+eWnsDmGAYDg+DR2rK0N7jxrHTnVh0/Vica+3DhS4Hbpo9FhazBlmpGshlMpy9YOdD5CuuL+A3gpyd7fr0HO5ZMglv/qMec6L6tqZigkDIz8ewwqScbsCOj+uEr207hkdXTkdLu0Na8yLmFDo6gmSaNZN3RnDv5zRF+AicKwiXdiVV2vJaP+F2ehjMmpQtsJvVt08CE2QdDD9YNQOba08KPuNjguix+/BBJOrF7Q0gL9OAH3x7OnyBEFo6pG0EFGDQ0aK58oHlU7By8QS4vAHIKApqWgadhkZjqx0LZ+Zjz2dNfKSGTq3g+7ByXiH+8u4JgV29sK2/ClFNhRUqpRwvbDs64EGG3cXgmc2HUbVoAp7degRVi6wCh/PCGfm8SCcnzOhnQlgyZxxefbeOiKleBKfLL6nL4fL4AeKQIMTgZ4JwuAP4w/b+qMGViyfCHwhe/MMRiEOCQCDwOL0BNHc4UTmfrXefmaqB1xeCjwmCVsh55W2gX1n+eyuno6Glj78Glz86udCCOZMyiTOCMLJQQK/Tz58QcwsrACJROC4kHAC/Ea2aXQyzXs1rMNyzpASvRk4GOSeGxaBEU4cr7oI+VgAQYP/d2uXGC9uOYU3lZAQCQRh0NHw2dpO88b0TWLqgCNs/+hLViyaI2l97oBGtXW5Ms2aKRBf7XAx/esn97eW3jmNDdRk2155E1SKrqC2x/76aUjV4YtIGokPPOVS0HBajWpAy4LMF+SoVlfMK+dPfbIsWvQ4/nnujP+Xj3iUlmF2aI9os7vu8GbOuy8Yfd3zJC5sunJEv2vRzmzZ/IIhvzS8SRHBEC/lx+JhI2cc4jiW/P4AJY1NRU2FFKAzBRjFW3E8gPBnnenmZ+sub0xMUquScR80dTpF9X+upGyqlQnRPXn7rOB6pnoYNVWWSaUYqWg6thhalZVRXWDEmXQ9aIUNNxQRRCVGEgVvmjBPNlc+/eRRPrZ0NHxOASqlAR68HJ5psOHSiHTMmZuHbi0tgc3qh19Aw6lT9pXAHEMHkdAqqFhWjtds9oNPA5vSjtduNXodHkLfOXzviSIktR7v69knItmiJsOVF0OuUvJ4NF5VXe6ARG6qnjXTTCEkJJbk/eGJ1ecJXIA4JAoHAQrEnxtEREA8snwK9ls1B9zLSOYUAGz4O9Au4ZVq0IpVsAmEksLsZXh8BiNZ9mCZpz112HwLBEAw6Grd9fTw2vX+SHw81FVbotTRWLp6AMel6pBn78+/jVRHg0isevGMKfv83cYk+HxPESzu+xNIFRVg4I5+PNOI2mgtn5PNaBdHt/497ZoIKA25fgHcgcpvNeBtXhgmJFu9SOeA1FVbIZNTVXeUgDGg1CqxbVipIgVi3rBQWoxJN7dIOJllECpwLNef0J7jX+1wMtu+VdgZxzgXunvsZ6QgNmYy1p6/OdItej2djiBO9o6QVeOrlAyJnVnTlFI7oCJJ43zXGouW/b9C2IVHlJG60Q8R5pFJKl2685k64o+53ICQ9vlVKGcZl6gFApKHzwB1ToKAoXsMkOmrAqFPA41MJSojWVFihVSuw91Azlnx9vOT3ubwMXJ4Ant3KjoFsixbLvlEs0Fa5/1uT0dXrFtmRpA2jv5qLlMMsGm6+fXf/Oay+fRK27z0tmMdkFIVFswokHTeP3jmdnd8IcaFpGaoWWUVzo1JJaiEQxLi9jOQcMZgyscQhQSAQAArodvjR1u1C5fxCfmPz/JtH8eR95aipsIKCtIgWRQEP3jEVdpcfANBl8yA3TXf1bFwIo5p4avQGrXSZqtMtfQiFw1g0q4B3RnCf2Vxbj5WLJ6A4zww/E2QV2SJICWlym7+K8gLs/+I8fvzdcnT2utHW3S/exl2bO+WObgu38ZNqP0UBLk8AG3fV8cKDaypL8eaeel6BPva3pRhV2FBVhnf+2YDVt0/Cy28dR5fNi9oDrBhtS4cDfiaEnfvPojjPhOYOV2Kbx9HiuJDYEP/o7pl4au1sNk3DqIbFqARC8R1MMyZkYGJBCsw6paRtxXMGRTsfuKoA3711kuR3jM02we3xY1yOSfA6V7UgthTfzv1nAUDkWFp9+yS8ulMcgfHU2tmskKpEH+Vl6PDE6nIEQ0HkZ5bhtzH9z1XFSNixEEVCQpUxtpSRopG8R9fUCXeM3dZUTJCO7DH0RzWV5JvwxOpynDjXg3E5Jijk7IXWLZsCrVqBV97p1zWx5ptFERCba+vxX6vLcfeSSfjiVFdcZ9cvXu3Xxplblitynr749y/xX6vLB3SAcs5Z7royirpoqmf0fFv770bc961SNLbZsaG6DK1dLshlFFKMasmx2NLhgFopg15FtkDx8PqD8DMhgTivnwnB6w8C6mvIEUhICLVSLjlHqEmVDQKBkDASi3RugdBl88LhYmAxqSGXUZKL4dYuF7IsOjS2OnjNiOia5QTCiDGAGn0YYZEDgdvcpRhUuH1uoWgxa9DR0KgU+OlL/SfO0ZUtSgpMePzeWXB7AwiFw+joZbUruLFUNiEDWak6Xngwuj2yKOdGdFsWzsyXbL9OReMP245JKuOnm9RYv2KqqHLGC9uO4vF7Z+Hmr43H6++fQOW8QshkwNhsE978Rz1ONffx11fRCv7kExggVH4wp94jjNSG+Bd/+QxPPzgH1pyIdHxEFFzKwcSl51i42uoSthXPGZRqFIbRd9m8eO29OjxwxxQ8HxU5w5VKrqqYgI4et6iSQKpRhVU3T4TDzaAo1wSvjxFUX+EcS9lpOnT0ugV59dxv7rZ7QStkIhHX2H784V0zJati2D3SjoUnVpdDr1bEdUjFlovkPttl97E2FceWvr9yukBf5VrTJYq1290HG0XPYql7olLIQCtk6OhxwRsRsIx9xs8ty0V9k7TGzbGGLj7NJ9aJsKZyEk429Qg/F8d5eqKxBw8sn4Ln3zyKLpsXB4+34j+/cz16HV4YdSq8uP0on0b0wPIpGJ9tuPgaIhJB88z3FqCt2wmdhsbmD+oF33/PkhLJsRgIhq8th9YlEAyE8ae3j4vu3X9+5/oRbBUhWdFqFLivcjL+GBUddV/lZGjUibsZiEOCQLiWkbGRERQFrFs2BRqVHN02D1JMGqz9VimYYAhGvRJ9jhDOdzqRZlYLPOZqpRwGnRKhUBATCszsZuUaWigSkhu7m8EL245Knhz/7o0v8KO7+zdcCoUc/2/z5+iyebFwRj66+jyixeyiWQWinP/n3zyKpQuKUJhjhNmowukWGyYWpGLje1+htCgDoICFM/Ox73AL+pwMEHaJSkbWVFiRl6lHMAQ8vKIMOi0NhENwuBjBqbhBR2PRrALkZerBBEO4sbxAVCv+pR1f4pfrvwaVWoEN1WXw+oPw+hh4/UHMnZYLu4vB6++fQGu3m08PUdFsVY1TzX385sYVJwTTFomE4k6wZRRGTXnG2LKfwADh/wmUqYx1WmRbtCgaY8L6qqk43+HC7oONcLgYrFw8AW3dTqxdWoo3PqznI1rG5phw4Nh5PH7vLHT3eaFSytFl82DutFw0tTmw6f2TyM/S44erZuBUiw2hELC5th4V5QXYd7gFCAMatZyfkxEGXnrrGBwuJuJsknaOnDlvx29ePyxwHEk5a/73NdZZk5+m4+/JQPfx6OkuNF6woXJ+MWxOLywmNdJNKiDy1niaHerISfVAERQJlxe92qDEjpwumxc795/FE6vLEQgE++8JWGcRVxlo8wcnsGLRBNQ32bB972lJgUdQQEaKVlJjJBRiv9/hYvDu/rO8noCMomDWq+Bw+wWlZsdmG5Bt0YqqGfn8IQSCQTx653S09zihUdH47z//mx8z65ZNQTgcFvZtIv0bBsZk6KGk2OiyDVVlgoix4lyzKFWupsKK3PTL1EG5BvD6pVN0vUxghFpESGZCQaC5vQ9PrrkBvQ4vUo1q/OvYeeRnJV75hTgkCIRrFRlQ12RDR49HdHLy2rtfoaK8ALUHGnFjeQHSTGwOmFwmw5RiCxwuBhqVAgoFhcYLdry170y/IjZ5yBOSBE74LHoxjTDg8jJo7Xajx+FDfpoORg0NuzfAirgBAAXs/OQsVi6eINCQyEzVSi7SVEoZWjqdglNcbvPZ2u3mTwtMeho+JoTOXg9W3TwRWhUNtUoOu9MHpycgULFfdfNE3H3LROjUSvS5fLj7lolQ0nK8tKO/DOOaykm8ECZHrCI+l9fNKdvv+KhBEAHF/YaiXBN+sqac3xTYPYE4KVr91US4E83YNsTd5I8w8dIw4p6WRlVq4f4d+3pJvglPrilHT58XTDCEX/71kMDx5fEFoFTIMDbHDCUtE+XYr1w8ES4vIyjXuXLxBD71Y5o1E/+78ZCgzawGynS89NYxABAJ962pnAynxw+EIbLhaO2SaMfRYJw18e5jRooamak5+OlL/xKMg7LiVCAIGLS0ZJSdUcMuRQdqAzdOJfvhaiUSMdLc4RTdb4eLgV4lh9Hcn58tFenoY9hoLSmBx/u+NRm0nOK1TaLTzKoWWWFz+gCAP/nc+mE9/54/vX0cd3yzGMsXFuOPf/8y7rzH2dvCmWzVi+/cOkkg1Nra7cbPXznY78C81L4NAyUFJqxcPFEQGfb9ldPx9ENz0NXng1rFRu+QCM6LY9ApBc4mgC0ta9CQyBKCBFQIBdlm0dwPKpTwJZJOncTpdOLWW29FSwsrkrd//37cdtttuPHGG/Gb3/xmhFtHIFw9dDv8aG53iU5Yt9SyJ3jc/2+urUdnnxfjcoxINalxqsmGC51OtHQ48Pjv9+OVnXX9AmkEQhLBbZy6bF5s/bAeW3fXY8fHDfB4g6KNKHfazYk+OlwM3v7nGVQtKsbDK8rwSHUZ0s1q/nUOFS3H+ByTaBz9YfsxLLo+H1XftKJyfiG6+rywOf1o6WDH3MtvHcdv3ziCX248hD4XI8rh3vjeCfQ5GWx8vw6FuWYUZJt4ZwT3npd2HMeiWQWC9iyaVSC4llRe95baeiyckS/4DWlGFfLT2ZPwpg4XAOD7K6fzv1dFy7F+xVS8sE2sth/bhmTN8Y/t41hdhEuFCYTQ0uniBeCAfgG9NLMGb+07Aw0tQ4AJifpi0/sn0NTmjPnbSWSm6Nh2xgmDb+lwoMvmFYTA//CumXhidTk+OHAOr+6sw6vv1uHtf55B5bxC/PCuGaicVyhyRHERL9xYiUbQjxR7+t7UKW0b1RVWZKTo8OL2Y6Jx0GFjN7Z6lRy56XosXVCEqkVWLF1QhNx0PbtBTKQN1wqRe32mzYnmDicOnWhDdYV1QLuVii7ZUlsPnZqGjKIEzgju9T/+/Uu0dntEn3m4qgxuLwOPLwifPwSdRo7//M4s1FRYeRtq7Xajs9fLOyO4z/9h+zGsWz4F/3H3TPz0/htQe6CRtzeHi0FjW/wStJeL3SUWMP7Vps+BMDA+U48cs5rVjSDOiIsSDASxfGExdnzcwD43P2rA8oXFCAaDF/8w4ZojGKQEqajcXBAMJi4em1QREl988QV+/OMf49y5cwAAr9eLxx9/HK+99hqys7Oxdu1afPTRR5g/f/7INpRAGO1QQHuPJ64AG78Ijvx/ikHNhnD72ffmpuuRmaoRnKiShzwh2RhIaFKUcx0Vot/Z5+XTKl577wQfCWDSK0XXW1M5GadbbJLjKNWo4TfwXETD2Gw9Vi6eyJfIGijygguX1qvkcU+P8zL1/OmpipYjL1OfUF53dLWI9SumwqijUdcozt//5fqvocfhg1mnhNPDSGoSxLYhaXP846VhIBLqfgminFxaUNWiCZL3ubndgZtmj0VLlwtNcTZjXKnF6L8xwSBWLp4Ajy8YNw8eYEuPfnNWAR8Cz0Ud9Dp8vMNix8cNeGrtbDyz+YjoOtxmX2qsPHrn9AFFLH+5/mvo6PPidHMf3t1/Fvfccp3k7+uxe5EREVwszDEg3ayWTL+Ip9uRlLZ0pYij6fTpsQt8lNeUorT+KlYR4s0PPX0+pKeooVRIVyuRsr2OXg8fUcXZU6aFwubaesF7460fjp/pwY6PGvDgHVPw3Vsn4VebPudTz7gKGglHKQ2CQaVkEQZEJpOJnE1//PuXeHLNDSPcMkIy0mP3So69XocXmUZVQtdIKofE1q1b8eSTT+KHP/whAODo0aMoKChAXl4eAOC2227Drl27iEOCQLhM7G4GLR3OuAJsCAv/v9fhRZHJDIoCphZa+AUir1J9rSwWCaOLmA2oTk3DxwQwvXiG9CaHC9HX0nB6A3hidTm8voCgvCd3vfPdblCg8Np7X2HutFzJcdTe4xYs6F7acRyPf2cWlAofHqkuw7k2BxAGeh1ivQqR2nycsdre48bj987ic7DjvS/232OzTfjhqhmQyShkpWphd8XP3+c1BOJce4xFi6cfnIMueyQsOpmjpWLTMCDeAH5/5XR205yAg4JLC4rXh6EQsOn9kxGdB+m+iBY05f7WZfPgvU/P4bavj8fapaWClI4Hlk9BRqoW48cYodfQvMgq0F8hYemCImyuPdkvxmkUO9MEm30JZ8243BR0dzvjilg+/eAcjM/Uw+djBTeNeunKNanGqLJvA6XBJKDbcbUTL9Khcl4htn5Yj2yLFrMmZqCp08XOZ/4A9FoldJHy3LH3nqZl6Onxwh/HESBle23dbpE9/deactHnB1o/+Jggfv+3o3j6oX79j1QDuzHJsmgF6WlD5XQadEoWIS5un7SGhMfHAEhsg0m4dkg1qSXHXoohsZKfQJI5JP77v/9b8O+Ojg6kp6fz/87IyEB7e/ugrmmx6IekbVeC9HRW7IMJhEArEs+eGez7hwKurcnOaGlnNCNho22nO7H7YCOWLSgS5fRyJ8jc/9dUWKFSyuH3B3C+y4XySdlITxv6No/GvhtuRuoeDWSjo6Hf0i/+loQ+EwqF0drlgtsfRFGuGec7nWjtdkuq0K9dWopNH5wQfN7HsOUfJ46zwOsP4JlILnWaWS36/IN3TMXEghRkWXSQyShYQmE8eud0/Ob1zwVj9d39Z+FwMXjmewswJkOPUMz79h1uwbplUwSRGg9XlSGMEP/9KlqOR2qmSS5A3UwQhfmpACDZhkfvnI6CHDMOHG8T/X12aTZksoFDNofKfi71Ouc7nIINoEFHi/RABvot/jC7KXt3/7m45Qy5k2gpO1m5eCJoRf/Gjou62bL7JBwuBlo1DYtJhZ8/OAd9Tj80KgVSjWreLo6d7pTstwn5Zvz8wTlINWiQnRaxoRQ9CnPN6HF4BH8X3EeJ+9oW5zvcTBCFaamwpLLXdfv9IufJ2qWlKM5NgXIQ5d8uZbxybU1WEp1D491rUGw0TNWiCfjxHz4VPa9vnztepBfycFUZUg1KhMPAKzuPi2zvgeVToIkq18f9beOuOtH3e3wBPFwlLANbnGeOOydxn+t1+DHzuizB9QpyzJhYkDqgHQ4G7v7Fm5/G5aZc1vUvl2S2y2iibbTT6ZfcYOq1ylHze4YDci9Y2p0eybkfslDC9yipHBKxhEIhUFHe23A4LPh3InR3OxEKJZ97PT3dgM5OB//fP3jmo4Q/+8tH5vOfHQ6i25rMjFQ7L3dCGjYbjdR3d3oY0LQcDheDbXtPY8mccdhQXQYmEEKqUY1AKIS7br4O7b0uzC3Lxc7IhufJNeV4+59nUJBlYFWth5DRYmMjyeXcoytlo9dEv0XGTZfdB1ohw7lWO97+5xk4XAwev3cWr1HBCWfKZEB+phE2p6dfJDOCipZDp1ai2+ZBRoqGP7HusnkFJRv9TAhmPY3WTic8XoY/obeOMeCJ1eU4eroLCEOgB9Blc8Hr9cPm9CMnTYtfrv8a7J4AvL4AMlI0glNnmYzCD577RHAK2tTmkFyAamm5oI+tYwyiE+zGCzZ+E8Bd7zevf46slIErbcQ+By+HS7XDti6X4DcvnJEv0gPhfotMRvH3NM2khlGjgFIGvh/f3X8Wj1RPQ1O7HaFQf/9wJ9GxdnLdOAsaWmzwMcCG6jK0drngZ0LQqORYODMfCIN3TPxy/deQqlfC5vTD42XQ3eMEwoA2TuWKFL0ycu/D6O528q8pKSDLqBb9nbPz6KiQ9DS2f+J9R7RtKClAqaJRVpyKn95/A3rsrNK6XqvAsdOdg06FGSxXei4arjk03r2eUpSGWRMzeGcEIIyeeGVnHa/xoFLKUJyXgkAwhF6nH2qlXLJSRkaqBjKKwn8/MBs2hx9qlQJKWiY5b2lVCmSY1GzUmD+ANIOKj4R6+sE5aLd5cfaCXTAnqWg5VEoFOrscon6Pa4eDJPb+Sc1Pl3P9y2U4n5FDaaMOl1/Swepw+a/+Z36CXBPrnwShwjJ8daYT/7W6HDanD2a9Cv/4rBHZaWMF92ggG01qh0RWVhY6Ozv5f3d2diIjI2MEW0QYTowmDVTKxE2UCSSu5nrNEclL3birjq+e8d3brkOvww+PP4jmdifGpGnx/JtfYPENBXhlZ53oEmfO98HhYkj4I+HaQSKfu6bCijtvnACbw4dzrX14aMVU/O6NL/hc/ZWLJ8Lm9OLtfWdFC7r7Kifjt1sP8wr03185HT9/YA7ae9zw+IK40OXArn+dg8PFQCYThtxz5Rn1agV2fNQg2LBkW7Todfjxsz8dhI8JRk5SrbzIYuw1mjqFm3AA2H2wEQ8snyIdSk0B3XY/uu1sKUeLQSlwNDh9QVTOLwTQXzZwtORui8K842hutPZ40NbtEkSTcakdOo0CT62dDR8TACgKGhst0AjZUFUGhZziRQllMgpZFi1CoRA+ONAoqEiw70gL5pbl8iVZAaA4z4Ruhw8nG3sRCrNq96tuKkFJvmlodBck7PyB5VNQEqZAU4PUdggCGQYVMowq1DX14ckXj0jaIEEaqXu9fsVUmHQ0zkuMWy56wscEEQyFsedQE277+niBpsi9S0pw/7cm48W/91fKqKmw4tebPgctl2H5N4rxx4jYarZFi/u+NVlQOeOeJSWgZMD+L9v5kt/hHCPf/0YtjWAYsLt8vDODs+ffbj3M2+qw9PvFKuMQEkKnpVF7oFFQnar2QCM2VE8b6aYRkpBAMIjxuSk41tCNUDiMZsqJ8bkpCIYSF0FNaofE1KlTcfbsWTQ2NiI3NxfvvPMOli9fPtLNIlwig3UwABh05AhBGi4vtXJeIbbU1sOgoyGXybB972l+0bHq5om4afZY5GUaJE9onJ7AtScwRrimkcrn3hwpufji9v4F/I/umQWb04e2bjfe/mcDAPakXS4DHr93FphACH4mhNfe+4oXhfQxQfzpneOiMnU1FVZo1TTe2FPPvy+6PKPUhmXdsin4+SsH+XbOLcsVVXyIvoZUrrXDxWB8tvh0ERTwRUOPwLmxblkpphamAmFpAT4ujWQ0OC+NGgXWr5jK90G8vPhwGILICanUjvUrpuLdT87g+knZ2FBdBq8/iD6nDyaDEr974wvUVFhh0qsEYa3RJVi31NbjP+6ZiRe3H+O/O82sxo3lY/E/r34m+MzGXXV8qeXL1V2QsvPn3zyKpQuKkJehR0m+adDfIXXNaBskxCFSvvLxe2eh7lxPRIPkBG4sL0AY4QE1n3IzDLh59lg+bQNg7/srO+uwcvEEPH7vLPiYIM6ct2NnxOaqvmnlnREAW4bzzT2n8Ej1NJxrs7ORFCkaNDT3CdYLNRVWZKZqoFcr+DnAoKMlI4RIv48+aIXQUcU51Gk66YozEpIAFa0AEwgL5oiViydCRSe+50tqh4RKpcL//M//4OGHH4bP58P8+fNx0003jXSzCJeISqkgDoYRglefjpykVM4oFCxCfAxbZrByXiEa2+yik911y6agMMdA6ncTriniqbafa+0TLOB/8epBPH7vLPy/zYf593En3D9YNQMKOYVzbXZRhYq5ZbmiMnWba+vx/W/PEH0nH20gIfxnc8W0M84pP3eNeKeweo0CCEFwutjt8IucGy9sO4an1s4GLackBfi4jeyocF6GgRS9kj8JVNEyUS7+A8unoL334qkdz73xBX64agb+d+MhgfOgocWG1m42CmZz7THR/eIECzmtiRvLC/hrL5pVIFm2tXJeocAmLudUOJ6dh8LhGGdY4t9BKh5cOnYXI3AwAqwzrKbCKhlGz2k+vbrzeNxqLy5vAMfP9kBGQVgtQ2KuaO1241ybHVt3s++rqZjAbzS4622urUdxfgpCoTA/B/hsQcHnor+f9Pvoor3bjfcPnOMdq2qlHH//6DSWLihC6hjTSDePkGR4/UE+KhDoL2n94+9eD+gSu0ZSOiT27NnD//fs2bPx1ltvjWBrCITRj9mgQrZFi7FZbPTDQKUAPd4g9hxqQuW8QmRZtFArFchN15L63YTRjUSO/MXsOZ5qeygmO8zHBMEEpVXs23vc8PqlT95lMulx2HDehoUz8nmnhkgpPnYDmmBlDf4acU5hpUKru+OU8+q2e6GO+Q7utaJcE8Zn6UfNfKHXKrHj4/40mDSzGksXFCHdrEF7jxtpZjXaImkVF0vtOBVVApZzHmyoLhvwM4hIY6loOSx6FULp4UhVjjAyUjRx52q2qsrg7TqWeHbOVUu4lM0kqXhw6cRz5nj8Qez5jH02jxtjRCgURkevG3PLcvlohFSj+L6zz34jPL4ANGo5si1agXM0Xt9zxCvv6fUFEGCCotdIv49+Uk1qNLU58cuNh/i/DbZqAuHaIV5VFrcvkPA1SOzNKIQJsKqlifzPaNKMdHMJIw0FyOUUViyy4rX36lBdYeU3R9GoaLYU4J5DTXw+vFZNQy5j89YJhFFLJEf+sd/vx09ePoDHfvcJ6pr6+I1gPLhIAm6scBUQ9h1pEbxPRcuRZlBJvvfTYxew57MmGHU0W7Em6vWSsamS4zAUYp0V3L83VJXBqKNh9zBo6nTB7g30t50CZBTwwPIp/LX2HW7BmsrJgu9av2KqoBwndwq7ubYeWz+sR2u3G89uPQKnNyD4nvQUjWQbLUY1v+kU3QujKvmdERT43ymTUYK+c7gYKGkZXq89gR0fN6ChpU/Uf/HmUClnVZfNg6pvWjE22yD5GS7kfv2KqTDqaBTmGHDDdRm4bmwK8jL0kp8pGZsKo44e2K6jfqPAZmKQsvPqCiv2HGq65M2k1DX5lD/CgKSa1KipmICqRVZULbIizazm7YR7NqcZ1Xh2yxG8urMOWz+s58VT27pdeGjFVP6+Z1u0WP6NYjyz5TB++8YRPLP5CJZ9oxjZFi0Adq64L2auqIn0PUc8W08zqkRzwJ7PmkTzHOn30QetANYuLRX049qlpaBJNxIkSImzFkjRJ14ilgqHw8m+bLgsrtYqG4m+fygqcgyVkuyV/J3c+0mVjSi4kzOXH7SCPalVq+TYc7AJ0yZkQKOiRbXt3//0LOoabfy/s9O0SDeqgCusF0rUii8OqbJx6dg9DB77/X7RqV1Cec1RVTbUKgVoBYXmdqdA9I0X66OACz0eON0MgqEwFHIZNCo5Gtsc8PmDyMs0QK9VwOMNIs2oglFH4/g5m0BDggvBvuvm66CkZfz76hr7RKKCJQUm/u8GHY1FswpQkGWAVq3A5g9OoLQoAzIZUDI2FXnpWsE4bup04ScvHxD81DSzGqtuKhEJW4IK49kt/W0cSENiMMKFI1ZlQ0LE8fsrpyM9RY3zXW40tzux+2AjHC5GUAZxyZxxyEjVwusLIi9Lh/Zuj6DvVt8+Cdv3nhadPj9290w8/ZfPYNDRWDJnnEAYc92yKbC7vHB5gth3pEUcpSLR1vUrpmLSODO6+/w4dLIDoTBw+GQ7plkzIZMBMyZkwGJUSttMzLW56IpUkxqhUEj0+y9LiDLqGXQp2haD4WqpshFPSFetlOPNvaf7+2SsCUdO9+APUdouD90xBX0uP9795CwWXZ+PVKMGGaka/N+XDojmvp/efwOcbgZqlQImHY1gIASbyw+dhkanzYNnNgvHhj8QkrYliNv7SE0Z0s0auDzMqO/3y2W0Vtlot/vw7JbDmFuWy4ta7jvSgg3V05BpTHyTeTWT7LY3rMiBow29grXDA8unYEphChAVODFqq2wQCIRLJLKoeeefDfjm9QWCzdOaysn44MA5AKzgXnefF2lmDT7+vAmV84sxs9OBkrGp0KsVbGQEKV5CGOVcVj57VHqE0xfAoZOd+CCiPi6TAWOzTRiTrgXCgNMbQEOLXVBh4b7KyXj3k7N8JYX1K6ZiUoGZXaCHgEnjzHhidTk6etxQKeV4Z18Dli4oQnuvC8W5Jhg1NOwuaYHAp9bOFuRvc1U5frn+a1j7rVLhRjBmHEuF1C+aVcAvKKK/5+mH5uCptbPZKhtGNSxGJX+9yxVUHAmkBBd/telzPP3gHJTkmTDGosXEAjNbIlXOlkH0MUG8+i7rmMi2aLFy8URsev+EwA52//scKsoLBDn+61dMxR//fozvo537z/LpIGqVHBvfqxM4MJ7degS/XP81hEJhOD0MVEoFTHoaT62dDZc3ssHT0ag7J9wErqmcjG3/OIXWbje2723A+hVTRTm9AnFBiY0v5+Tifn+WRQ+lLHzp/UkqHgyaeEK6T62bjfV3TOXHmN3J4I3d9YIqCF19Xl60mqOjxyOdctXnRUlelKNJKcf5Ljd+8SrrOFu6oAh5mXqMyzFBHTn4jDfOuTngfDfrzPrT28d5x0l+uo70+yjE5WXQ2u0WVPvh/g7ikCDEEgbMehqP3zsLdrcfRq0S4XBoUGOfOCSucrj0jkTx+QOw93kSfv+lVM4gXCGiTrt0GhrPbj2C//Pt6fj//vq5YHHz0o4vsaG6DM9uOYLjZ3r4MmAbqsvw0lvH0GXz4idryqE3qclCgnBVMFT57HZPgD/d3nOoCQtn5ONcax9MeiV0KjnsnoBoE/jHHV8KRAufe+MLPLV2NiwG9rulNpYfHDiHpjYn1q+YipxUbVyHSjx9hx6HD/lpugE3glLClnmZemnHjdOP/DQdLPrI/Yp2bozCTefFHFRCfQ4MWNUkWudj6YIivBtxOORl6jHGooXTwwgcDl02LzbXnkTVIisAiIRODToaLV0utHW7kWJQo72nVxCtkJ+uk3RQvSRhZ9y/pX7jxapgGDU00tP1l3YCOAS6Ftcq8WzT5WGQnxZRhwsDNpdftGGsWmSFQUfjljnjeKdYTcUEybmvud2JMRYtb+fR9hDt3PzJfTfAr5TDqFHEH+eR/352yxHB95DqGqMXvYaWtBsd6UuCBN12P37x6iGRvTy1dnb/uuEikJ3kVQ6tkF3RyhaDqZxBqmZcQWJOu2oqrMjP0kNJy1E5vxAAm9vZZWM3MD5/kC83B7ALnsY2B5+HSgSoCFcTUpvvSylh640IN6WZ1YJF//a9DVi3rBRGnXJA0ULu34dOdiAvw4Axadq4G8tTzX147o0v8PSDc+I6VCxG9aU7WiSqdYCikG3R9ofpgs0xv9rmg0E5qBKpagK279LNGiyalY8ZE9JZh1MYcQVHZRSFUFhcxvG2r49He7dbVEnh3f1n+Q0et2lNM6uxcEY+31calVzQHlmMSlj0b0wkaigUCsPuGaRjIV7kxaWmfVxjJGSbFEBJ2JVOrcB3b52MpnY7KucXYs9nTdh9sBE1FVZBmhBnTxMLzHxfx7OHw/Wd2PFRw0X7kFRVuboIhEIiu6mpsCIYK5JDIIAVvzboaFTOKOSfR3s+a2KjKolDgkC4duBON7gJITddj8xUHX4ROcWLXoQ4XAwyU7XY9MEJdNm8AITCapeyUSMQkhqJTeWgbDxy4gsgcuIoE5V8fGHbMfz0/hsuqljPCR8+u/UIfrBqxoAODG5Bn5+uk3SoWExKrF8xVaBjMKjxGxvdIGNPWV+IyktnHS3ilI/RzKAdVAlWNem0eZBl0UGl7HcMxPuuvAwd7G4/8jL0gv4bm20UlHz0McLSoF12H9JMamRbtKL0kNW3T0KaWc07lieNs6CmYgJC4TBkFIXCHCMrjupiQNPygTe+MuCLU5346mw3QmHWMSVVhSWWi0VeEAYmEdu0uxm8sO2ooARotkULo06JZ7YcFj3zd+4/i0eqy3CuzQGEwa8Dop0cF6u0crE+JFVVri7cngB27j8rSAnauf8s7s8oBUjVT0IMaSa1SB+ppsIKiynxqizEIUEgjHYo4Hy3GwYdjWULimB3MfAxIXTaPDDoaPhsQX5Ru3RBEdJTNJDJwnC42A2WipbjoRVTkWpQYs7kTOKMIFydXGpqgcSJ75rKSfzY4vAxbDWFB5ZPEQg73Vc5GW/+4xQACDYJPiYIjUoxoANDRcuhU9PSDpWIjkC0joGUeOXFflt0aL2MAu+M4H7TC9uOXX2byct0UEltGtctK4XHF0Cv3Yv93S5BX0R/V7Qug16lQE6qVtCOLrtPYA9cFERmqhY1FROg09IwahSCtBGA7auX3zqOynmF2PExe6Lt9QWwfe9pwca24bwDv9r0OQyRqiHRC8joaghSYqsbd9XhsVUzBrQFclJ+mVzMNiPP+9ZuN96N2jAWZBkEKRPRjqwdHzdAJpNhx0cNfH9+f+V0AKy4rdmgglGnwLplpQJnZLTe1MX6cKii0AjJgVGnhMPFCFKCVLQcBuJgIkgQCIV5bS3uQOWDA40oGZea8DWIQ4JAGOXY3Qya25247evj4fMHBQtQbvPDpWrkZ+phNijx4b+bhCJp0YsGsnggEHikTnxf2nEcSxcUYXPtSf59KloOiqKwpfYEnlo3G30RLRe9RoFH75yOz092IBQCPx5VtBxqlVy0iK+psGLn/rP8+PUxAQBKkUMlWkcgWscgYeeBhKPlgeVTJB0tV+Vm8nK0L2I2jTo1jT+9/SVmTcoWCVpyAqZxdRkGiL6ITQ1S0XKMSdch06hCOByW3PiPH2PE0w/OgUxG4QfPfSKKVFi6oIjXCeAENotyTWw1l8hzwO5heGcE91luc3sxWyAn5UPAALbJPe9VtBxdNi8/9msqrJL2IJMBayonQauW4+5bJiIzVYcMsxrNHS6+8hBnqx/865zgRHzbP05hblkuTjX3XbwPLzcKjZBUKBQyrF1aKqjEtnZpKWiF7OIfJlxzeH0BUcRedYUVXn8AQGIiqMSyCFcNnIBnIv8zmjQj3dzLI6q+vMsXxKETbcjLNIjCyLfU1rM5xkBkA6TAjo8akGrSweVl+oXvyKKBQJAk3olvboZOUKN9TeVk/P0jtuRjn8uP8Vl6TC5Mg46WIxjRCtjxcQPvjKipsMIfCPGL+B9/93pUV7BChwtn5qNyXiFqDzRCr5be/A10Ep0IUo6W5988ikWzCgTvI5vJOEQ2jflpOrg8DEqLMvjFGMDez+fe+IJP9UkU7qRZRcuxcEZ+3Gua9dJ137NSNDBqaPTERFpwnw9FVXrnBDYVckrwHIhnWzIZLmoL0e0H2Iokj987CzaXH3ZvQKCnQhg8Nqcfuw82orrCKph/xuaYJO2hZGwqnG4Gz795FGa9GuOz9AiFwqKx/9wbX6C0KANbP6zH1t312PphPSu4SsWkcg5E1Jgg64rRTSAYhE4txyPV0/BwVRkeqZ4GnVqOQPAqyt0jDBlKWiF6Vm2prYdSkXjcA4mQIAiIV5XjcusbDweDEfAc1QKbEiebKxdPhM8fjJuPzm2YXv/gBE4192HcGDPZZBAICRDvxLe9x42lC4owJkMHWi7Hm/+o508STzf3wecLwpKqBwC43IxkPm5epgEwqNjTUC0Nny+YcMjz5Z5Ex9t05mXq+euSsOvEMBtUkMkwNKkKUSfNbb3SJRttLj/yM3Si9KAHlk/h9T7i2YeMEnoEpGwm3mdLxqZe3Bai2u/0Muh1+PnUEiJwefmYDSo4XAze3X8WVYuKkWrUoL3HjTf31GNN5WS8tENY4tvh8iPTosWGmmnINKrYCh0DOJyiUdFyTLOmY84kksp5reFwMqj9dxNum1uIYDgEnUaBt/c1YPHsccjQk7KfBCEeHyM5p3h8DBKNkCAOCYIAqU09TSvAMAHJ94/qjf1ohAK6HX7R6cam90/geyunSy4ix+cYUTmvEFt2n+RPZxNaWBIIBMnc6OhUKO7fnDMiWjy2MNcMJcUKPknl46ZF13MfZMjz5eZsx9t0jrFoSdj1IDFqFCgZmzp0qQqRk+Z44plmnRJOTwAeL4OlC4p40UqPl4HTE4BepYhrH0qF7KIOJ6nPrl8xNXF9Eq79AH72J6HOBRG4vAwoAOEwNlSXobndifc+PQdaLsODy6ciL1MPp9uP//zO9TjV3Isx6Qa8uvM4WrvdfP9lRuabeGN/bLZJYBvrV0zFdeMs6O52kjngGsNiVmPS+DSBM7GmwgqLkTgjCGKMOqXknGIcxPOPOCQIhNFCJDKiucMh6Ym80OXEysUTsOn9k4LFppyisOPjhktbWBII1zpRjoILPW6cu+DgnREAl76hR9UiKxAGPj12gS/F2Ov0ItOoStx5MBhdgysgzBjdpkvSVrhWCQN56drLq3gSTURs1Olh4l7zQq8Xr+ysEy0An1hdDr1KEd8+gIvbTOSzz3xvAdq6nf3vG8wzIyK+SAQuh4g4mi/jsw3QqxWgEEZjqwOhcBjjckx4+i+fiVIynlo7GxaDMq6T9c1/1AuiuFIMSshkJMfmWsTrC4pSgDfX1mNCQQpAxi4hBp8vINp/rFw8AT5/AEjQKUEcEgRCshNZnHbZfWjucEKllC7X5vEGsedQE7+gKC20YEwqq5UhWoASZwSBkDhRGzbOuQewFRAWzSpAOAzIKAqHTrZhdmkOn0u546MGPkT9igi+DaEwI4mGuExCwKQC8+Xfz5iNJ6fBEA6HBdf0+gKSm32vLyqaMY59JGQzYWBMhh5KKjzw++IQLb446KiRmOovRo3imrfLeJovTz84h63YolXyc9OqmybyJcA5zY49nzXh0MkO5GUYRPORTk3j169/jtZuN0419wFg+2nO5MyR+rmEEcbllZ5f3N4AKftJEKHXKvGvYxewoboMXl8QGpUcb+9rwNRCS8LXIA4JAiGZkdSLmIB7lpTg1cjpWLQyP6e6raLlmDMpc3ALUAKBEBeb04/2HjdfKtGgo0V1t9dUTsa2f5yKG6KedOPwchwaBDFDcD9jN56t3W78/JWD/WkOkWummdSSm/20JAmpjhZfjFZef2D5lIEdNRLPPKI7cfFyqtFRD3I5JZqbaiKCuZLzEQWsuqlEOlqKcE2i19CS84uOREcQJDBqFbjxhrF86WGuFDanaZQIpMoGgZDESJ2KbHr/JDy+ACrnFWJDVRmqFhVDpZTD4WLV3AWLPgKBMCSYDSp88K9GqJRyLF1QhO/cOkkU0vrSji8xtyxX8LnBVL4gEBKtnhJbzSLZNpHR4ouV8wpRtciKpQuKMD7bMKBjQeqZ9+zWI4OuVnK1wek+RCOINomKeJqQnyIZbh+KlIoVzUdRn/3JmnI8/eCca94BdK3jZwKiSi7VFVb44+jJEa5t7C4GL2w7JphzXth2DHZX4vM2iZAgEJKYeItTHxPCjo8b8Pi9s/CH7cfY8MxIqoaMoi666CMQtAyWGwABAABJREFUCIPDqFFg1U0l2LirDnPLcuNWtZFSqicVbQiJknD1lCRPuYk+seei9jZUlUGvHjj94mKRANcqCenQRCJ0Blo3xJ2PSLQUIQqTToXaA40CTZHaA42YvmrGSDeNkIQMxbxNHBJXCKNJA5Vy4Ns7GkppEkaWeIvTyeNTMWtiBiwm5SUt+ggEQoJE5bOPSdfhR3fPRI/DB51aOqQ1utoCKZtJGCxGrQKP3zsLded6EAoD+w63YNVNJXHFJ5N2E3mJDpPLLWd71TKI+zlQydeLzkcx+h2WUDIZFWG44Bzwl1rFiXBtMRTzNnFIXCFUSoWofGY00aU0SelMQjykTkVqKqx4dusROFwMm1tbkLynZATCqGagfHZA8sQyL72/bGaWRQ+lLEzGIyExKKCusU9UbrOkwDQ6hYgvwWFyueVsr2oSvJ9S9zC6Isdg9DsevXM6rGNIxOU1R5QDzM0EoaXlZAwS4mLUKrBuWSmftnEpGhLEIUEgJDNhoKTAhKfWzkaPw4ezF+y8eCUgFqjiPkMgEC6fePnsT6wuh16tEDsDdTTsrv7Txew0Hbq7nSP8KwhJR5wqElL29twbX/QLWg7BdyQ9SZ6KkjTE69/I3006Gk+tnQ2XlxHew0Hqd/zm9c8vzf4Iox8KYIJhONwMaIOMT90gEGKxuxhs3S0sG7x1dz3GZc0gKRsEwlVB1InZim8WY3PtScHLJLeWQLhyxMuLPHq6S1DSk1Oqjz3dJqeLhFhCoXDcqJsh008Y7ZUqkjkVJRmI178FJtEctKGqDPnpuoTuIdHvIPDIgC8aekQn3lMLU0dntBbhimJz+tHa7cbWD+uFfx/E3EGqbBAISUz0iUVOmk5SZVunJgsFAuFKEE/ZHmGx+n+808VrvToAQUhrlytuFYmLVlJIEFKp4uomXv922/2X1e9DZX+E0U+33S9ZNaHbTipGEcQMxdxBHBIEQhITfWLR3uuWLMPkI2WYCIQrglRpxeoKK/YcagIgLMeYaLlGwrVNj90zwCn00JTyJLZ4dROvf7vt3svqdyn7e/TO6UlTSpYwfMSzpW67d4RaREhmhuLZRVI2CIQkJlq51uMLYt/hFnEZpmJSholAuCJE5bN3OXw43dyHd6M0XKJPAEh1AEIipBo18e1kiPQTiC1e3cTrX4tRfXn9LmF/43JTiA7ONYjFJG1LFqN6BFtFSFqGQASVREgQCElMtNdxz2dNuLG8ADs+bsDW3fXY8XFDfzk4AoFwZYjks4/P1CMvQw+Hiw1/jj0BIKeLhETITtMNfJIUsbf8NB2be3sJ+glDFWlBSE7i9a/FqLz8fo+xP5mMuhI/gZDkWAxKrFtWKrCldctKYTESpyYhDpG5o7Qw/ZKeXSRCgkBINmLUs6OV/FMNKkwrTiPq4wTClUZCxX7A02tyukhIAJmMEtmJTEahqcM1dNUwSKWKq568DB2eWF0Orz+ANIOK7d8Q6XfCEBECphal4qf334Beuw8pRhUyzCogePGPEgiXAnFIJIjRpIFKSW4X4QozgDp6tFItUR8nEK4gFxmHccdfTHUAcrpIkISzEy195aphkEoVVydx5iZjvol9nfQ7YSiggLpzo7hSD2HUQXbYCaJSKvCDZz5K+P2/fGT+FWwN4Wolnno2qQNOIAwfZBwShgNiZ4TBQmyGMBwQOyMMN0RDgkBIIog6OoEw8pBxSBgOiJ0RBguxGcJwQOyMMNyQCAnCNQkTCCE93ZDw+33+AOx9nivYIhaijk4gjDxkHBKGA2JnhMFCbIYwHBA7Iww3xCFBuCahFbKkTMHh1LNF+aFEmIpAGDbIOCQMB8TOCIOF2AxhOCB2RhhuiEOCQEgmiDo6gTDykHFIGA6InREGC7EZwnAQZWduJggtLSd2RriiEIcEgZBsEJVsAmHkIeOQMBwQOyMMFmIzhOEgYmeF+ano7HQQOyNcUYioJYFAIBAIBAKBQCAQCIRh55qNkDCaNFApr9mfTyAQCAQCgUAgEAgEwohy1e/IZTJK8u8qpSIpRQ0JyUs8W0rW6442yH24OCN1jwb6XtJvA0Puz8AM1f0ZTfeZtPXKkMxtHc1zKGnf5ZHs7eMYzTY6UpD7Is2l3BcqHA6TrCACgUAgEAgEAoFAIBAIwwrRkCAQCAQCgUAgEAgEAoEw7BCHBIFAIBAIBAKBQCAQCIRhhzgkCAQCgUAgEAgEAoFAIAw7xCFBIBAIBAKBQCAQCAQCYdghDgkCgUAgEAgEAoFAIBAIww5xSBAIBAKBQCAQCAQCgUAYdohDgkAgEAgEAoFAIBAIBMKwQxwSBAKBQCAQCAQCgUAgEIYd4pAgEAgEAoFAIBAIBAKBMOwQhwSBQCAQCAQCgUAgEAiEYUcx0g240nR3OxEKhUe6GSJSUrTo7XWPdDMSYrS0daTamZ5uuKzPJ6uNDiejxcZGksu5R1fKRkm/DQy5PwMTfX8ux0YDgeCouc+jySZIW/u5VudQ0r7LYzjbd63a6EhB7os0A92XgWyUREiMEAqFfKSbkDCjpa2jpZ0EMaTvLk4y3qNkbFMyQe7PwAzV/RlN95m09cowmtoaTbK3m7Tv8kj29iXC1fAbrgTkvkhzqfeFOCQIBAKBQCAQCAQCgUAgDDvEIUEgEAgEAoFAIBAIBAJh2CEOCQJBCgqwexg0dbpg9wYAaqQbRCAQrkrIXHP1QfqUcK1CbP/qIdKXx053kr4kXHGuelFLAmHQUEBdUx+e3XoEPiYIFS3HhqoylOSbgGtbe5JAIAwlZK65+iB9SrhWIbZ/9UD6kjDMkAgJAiEGu5vhJ2EA8DFBPLv1COxuZoRbRiAQribIXHP1QfqUcK1CbP/qgfQlYbghDgnCtY1EeKHN6ecnYQ4fE4TN5R+hRhIIhKuRIZlrSIh0UjGszw/S94Qk4qK2T+x11EDWwYThhqRsEK5d4oSkjUnXQUXLBZOxipbDrFOOYGMJBMLVhtmgury5hoTVJh2X3aeJQvqekGQMaPvEXkcVwzaPEQgRSIQE4ZolXkiajAI2VJVBRbO1dLkHp1FLj2RzCQTCVYZRo7isuYaE1SYfl9uniUL6npBsDGT7xF5HFzIKqKmwCvqypsIKmYyEtRCuDCRCgnDNEi8krcfhQ0m+CU8/OAc2lx9mnZJdTBIvPoFAGErCuKy5ZqCwWqOGOFBHhMvs00QhfU9IOgawfWKvo4seuw87959F5bxCNrUmDOzcfxbjcozQq8jWkTD0EKsiXLMkEpKmkFFggmE0dbpg1qtg1CiIY4JAIEhDsSfXNpcfOjWNTmcXVAr5wPNGGDBq6P5F+SDmFxJWm+SEAVBxThQ5W3H6YTYM/tlC+p6QdAxg00NmrzHfYQmRBdmVwGxQgZZHBdFTAC2XkfmFEJ/I2Gw73QmtSjHoZ1pSOiSefvpp9Pb24n/+53+wf/9+/OIXv4DP58PNN9+MRx99dKSbR7hK4MILY3MajToadY192LirDhXlBdhSW09yHgkEwsBI5EhXV1hRe6ARq24quSLzRtw5jER0jRyJ5MoPQT496XtCUnERmx4Se5X4jkfvnA7rGAOx+SHGqFWgapEVL2w7xt/rdctKYdTRQGikW0dIOobgmUaFw+GkGsaffvopHn30USxYsAA/+clPcNNNN+G1115DdnY21q5di7vvvhvz589P+Hrd3U6EktCDmp5uQGenY6SbkRCjpa2X1M6oE81UgwqhUBhddh9Ot/SBVlDYuvuUyKP/9INzBCGG6emGy2p3strocDJabGwkuZx7dKVslPRbP3YPg8d+v180X1TOK8SOjxv6543LPBkXETWHjbb0smj7uVwbTRY7jGcHXP+npxvQ0NQj+Z6n1s6GxaAc1AbtSvb9aBrfV7qt1+ocmmj74tn9L9d/DaFQmJ/vZBTQ4/Bdkr1ebGwlI8PZv0Npo3YPg6c3HsLcsly+Gsq+wy14bNWMpL3Xw02yj93hJNGxOZCNJlWEhM1mw29+8xusW7cOJ06cwNGjR1FQUIC8vDwAwG233YZdu3YNyiFBIAxIGLzYWHOnC83tTuw+2AiHi8G6ZVNIziOBQEiIeDnSoKLmDS0tOEXItmixbtkUhMPhS08Ju4yUD8IQQwFOXxCV8wsBAHs+a0KXzSt6bsSzlUMnO5CXYUj8VIn0PSFJkLJpg47GmVYHnn/zqPSp6SAdb229HlTOL+THFUDWZFcKp4cRRQhXV1jh9DLkXhNE2Jx+GHQ0KmcU8g6sPZ81DWpsJpVD4r/+67/w6KOPorW1FQDQ0dGB9PR0/vWMjAy0t7cP6poWi35I2ziUXK43czgZLW0dbDtDoTA+PdaK37z+OT/prl3KhqUFQ5DMecyy6JGePnR2lcw2OpyMFhsbSUbqHg1ko6TfWPxhSnK+QLh/3mDCQHOHE5XzC6FRySGjKPz8lYOC8OPZpdnXlJL5UNnPSNuh1LOkusKKd/efhcPFCJ4bWWl6SVsZm2PCuQt2FOWZkTOEz5jLYaTv62BI5raO5jk0kfZJzX+LZhXwzgiAdR5s3FWH76+aCZ8/gFSjBtlpugHnu4HGVZfNG3dNFgqF0drlQo/dk9D3XEmSvX85om201xNA7YHGflFLALUHGjG1eOao+T3DAbkXLAwoLJkzDpujHFg1FVZkpyW+X0oah8Qbb7yB7OxszJ49G9u2bQMAhEIhUFGCUOFwWPDvREjWcPjRFOozWtp6Ke20exj+QQewD8w/bD+GpQuKYNLRWLusFH+IyqHbUFUGpSws+B6SsnH5jBYbG0lIykZyo5QD65aVCnJu11ROxp6Djey8IQ/j6JlebN97Gj4miJqKCfx/A+zc85vXP0dWSvKGHw81V1PKhtSzZEttPZYuKEJehp5/bqSnG6CUhUX59DUVVvT0efDR583IsmhBU+ERj3gYTeObpGxcGRJtn1IGkU3nZeoFDoo0sxoV5QV4/PefJJxnHm9ccalwj945XbQmG4p89qFitKZseLx+yQgJj9ef1PY6nCT72B1OPF6Gd0YA7DjdXFuPada0hPdLSeOQePfdd9HZ2YnKykr09fXB7Xbj/PnzkMvl/Hs6OzuRkZExgq0kXG3EC50NhcN4ZWcdVi6egJ/efwO8vsCoy88mEAjDh93FYOvuekGZtG3/OIXv3TkdFoMSdhcjOC0MhcMkJewqIt6zpCjXhPFZeuFzIwzkZeiwdEERQuEwX1LP4WJQOa8Qz795NKnz4gkEERIlP0EJoyYWzsjnN7gAOz6e3XpkQFuPN67GjzHi6QfnYFxuCrq7nYLX7W6Gd0Yk+j0EISpaIeqrLbX1eGrt7BFuGSEZ6erzSY7Trj4fjOpRlrLx5z//mf/vbdu24d///jd++tOf4sYbb0RjYyNyc3PxzjvvYPny5SPYSsLVRrxSVAizg8nlDcDrCyA/Tce+SJwRBAJBApvTj9ZuN7Z+WC/4u8vLwKJXSi6sSdnGq4d4z5I0o0ryudFj92Fz7UnxCxRxTBFGKbGaJpQwakImw6CdsPHGVVaKBkYNLZmGEc+JQcZU4ri8jOQ95J5nBEI0GpVCcpyqVYm7GWQXf8vIoVKp8D//8z94+OGHccstt2D8+PG46aabRrpZhKsIrhSVimYjcVS0HKtvn4TD9e1Q0WyON9kgEAgESSg2pLip0wWdlka2RSt4OdrBwC2sOfZ81oSaCqtg7uHL4BFGHVLPkoH6M9YeuM9wmiPsCXO/fdm9AT6Xm0AYFURFTfxkTTlmTMiQtPmB1liDHVdA/LE14FqOjDUBZv0l3EPCNYtBS2Pl4omCcbpy8URWqDtBkq7s51CTrPn5oyn3aLS0ddDtjCg3e/wB+AJhnDjXg1AI2HekBTeWF0CtlCPNpEFhzsA1romGxOUzWmxsJCEaEkmGRJ7yumWl2Lq7Hq3dbl6k0jomMn9IvP97d06DQaeE2xdAmkF1zaWEXU0aEgAGLsMZec3tD0KrUsCoVaCuUWgP1RVW1B5oxKqbSlBSYBK9Ptx58KNpfBMNiSvDkLZPYg5cv2IqJo01A6GBPxdvXEm2b7AaEldQc2K0akgkkw5HspLsY3dYkQF1TTY0t7sQCochoyjkZepQkm8WjO1RoSFBIAwLUQ82WiHH6ZZe5KTp0dzhRLpZC41aDo26AB/8qxHfWzmdDU0jky+BQIiGArodfjR3OARl6F7YdgxPrZ0NHxOAilbAHwjB7gnw5Tyjc6wVChnqm2zwXrBDRlEI5xj7T/24ecrph9lwieVACcNDpK+67D5oVAoYtDTy03XCsoYyoLnTjbpzPQiFgX2HW3inA2cPOjUNHxPA9OIZMGpp2F1DmAdP7ImQDISBkgITHr93FjsWQsCm90+wY2Ggje5gy9tK6FlIOQe58YBwGBt31QkqSmzcVYfHVs0QjjUKcHoDsHvYVN40k/qqHktKhYzXuZFRFJSKpA6qJ4wgdheDjz9vwS1fGw+7yw+jXol3/3kGYyy60Vn2k0AYcqIWi3otjU6bB89t/YL3+N6zpAT+QFCgJFxTYcVtc8fD5w8AYRKeRiAQopA4OYouQ+djAuhzMnh2a385zweWT8H4HCP0Kjmf93zoZCe21NbDoKOxaFYBnN4Aup1+WAxK6ZPxAhPsrgE2lWTTOfxI2EJNhRW56Xpkpmpgd/mhUinQ0etBc7sTuw82weFiUF1hxcZddfjR3TPZ64QBWiGDxaDlHRlDlgdPTjoJSYTdxfCljjl4R5uWFs5hWsXAc95AhME7eG1OP2RyGULBEGwuPyiKwgvbjvKRbN//9nTJihJOLyPQw2i44EBLp1NQ2vBqHUt2N4Nte0/h1rmF8PqC0Kjl2Lb3FNZ+q5TocBBE+ENB3FCaIyhjvm5ZKfyhIADikCBc68QsxO6+pUSkGvzqzjpUV1hFpWqWLiiCiibDg0AgCJFScI8uQ6eiFbwzgnv9+TeP8uUfS/JNsHsC2BxxRtwyZ5xgIfz4vbMkT8Yfv3eW4GEvWAiTTeeIIGUL3PPjQrcLwVBYtMl5d/9ZbKmtR9WiYpxpdfCVV2L7LJ6Y32BzuEnFAUIyEc/R5vQyON/lHjAFblBzWtScaNDRWDJnnMCREO1EZgLhi1aUsLsZNFywi0o1X61jyeMPYOGsAjy7pb8/1lROhocJXHW/lXD5hEIUX/IcYMfGC9uO4af335DwNUj8DeGqhVuIGXQ07rp5IjJTtZIPQpNOJfpbKByGy8sMZ3MJBMIoIN6CWiZjFeXjqZOHwmE8u/UI7G4GPn8APiYoKIOXZlajcl4huvu8kp+vO9cjWgjb3ewcFW/Tyb1OuDJ02aVLnYXCYaSZNZKbnIUz8uFjgkgxqAVlYLk+u9Drhd0bgFErFvN7YPkUyOSyQQnuDRRpwUME/QjDRDzBSZVSwa/Xqr5pReX8QrT3eHBjeQGAwc9p0XPiwhn5vDOCuxY3FgHgQpczbkUJDpvTP2Cp5qsNSibDtn+cQuW8QlQtYvtj2z9OgaLItpEgxuaUfhbanImPDXIETLhqsbn8yM/S446FVrR0OKDXsCr4rd1u/j0qWg6NSvxwJNU1CASCFPFOrlkFeRkcnoDk6ypahsp5hWjr9cCgVbIVOSIlHtPMaixbUAS7i4FaJZf8fCgEpJnV7CI6smHkQopJmbuRIV6pMxlFwc+ERH1i0NEoyDagpsKKTIsWBh0Nn63/PT4miKOnu7DjowY+TefpB+fgfLcbze1ObNxVB4eLGdRJ8UUjLWTA8XM2PPfGF3z6UF6mHmPSdLBc42LLhKGHq5rBOR8WzSpA4RgjOno9yM/SY/k3rDjX2odQGPjo82YsXVCENLM6kg6X+Jzm9DC8JsTYbIPkWOPm0UAwfNFoJLNBBU2cudkcWwYzKn3OH6aglGHURaq5PAxumzsedhfDa0jcNnc8XB4GMKgufgHCNYVew65p5pbl8uNq3+EW6Aex/iAOCcLVCQUoFDLcWD4Wv970uSDkbNs/TvEhgDUVVqijFpXROcDXmuI9gUC4ONEL6mil+M4+D57ZzC6yayqsgvDglYsngFbIsHV3nWAucnr8UNFyLJkzDj5/ENv3npb8/JrKydhzsFGU3pGXoUdOqnbIwvsJg4Mrdbbp/ROC50d2mhYUJRP0SZpZjSVzxvEh0Nv3NqCmwoqdkbBxoL/sZ3QoOAD+MxyDCROXstfosonNnW7eGRFrX4IqMQTCUBARnPzl+q/xKUuV8wqh0yhwY/lY/Ob1/vXa6tsnweNj8N1bJ+FP7xyHw8UkNqdRQK/Tjx0fNwjGpdRYU9FyFOYY44+RiO0bNQoU55klx3t7jwfGMfRVlT5n1CnR0uHiU1S4Mo4G8kwhSKDXKrDim1b8Yfsx3l7WLi2FXkvKfvIka0nF0VQuZrS01WLR42xLL2xOP3QaGi0dDryw/UvRIn1DdRma2x3IzzQCVBhvf9yAmddlIcWghsWkRopeCb06cfEkUvbz8hktNjaSkLKfSURUtR6KonCu1Y5N758UbD5vmTMOmalaNLc7oaJlgpBhgJ2L/uOemehz+aGUy/BM1KYzzazGolkFGJttwLlWB9q7HVhUPhb/96UDoms8sbocRi2N5nbnwIvgJBS9HDVlP6XuHViRO4fHD51GiUAwBI1KAbVSjlAY+N0bRwRCeTUVEwT55wDbf49Ul+FcmwP7DregatEEfPJFC8aPSQEoYGpRGsKhEH784r8EzUkzq/FI9TQEgyGY9Qn0ZZyyiXYPg3991Y7NtfWo+qaV38BFt2+05MeTsp9XhiFvX8QW221enL1gx+6DjVg4Mx8qWoatu0+J7K+mwgofE0JmqhZpJjXGpGlEZQRj22f3MHjs9/tF11q6oAiba09CRcvx0IqpSDeroKEV7HiggG67H912LyxGNSxGpagUaVOXC2cv2OFjQgiFw0AY2HOoCbRchu/dOR0uDwOdhsavX/9cFIk7HONoKG30gs2D373xhejE+6EVZcgxqy+3qVcFyT52h5O2Pi9+KrE+eXJNObJM/fZCyn4Srn4o4LO6dpxqtiEUDsNiVEGroSXDmBvbHNi6ux4PryiD18egtCgDPiaE9BQNxqRqhOXaCAQCIZZIGToAeOz3+1E5v1Aw13TZvPjLu3V4+uGvYYxFi7Zej7SQm5vBlg9OYtXNJaLPb649icfunolDJ9pwY/lYHDvdJXkNLsT/+yunxy9zF6/s5Cg7tRsR4px45mXo8Kd3juOm2WPxh4jjm4uW0aoVaO124939Z/mw8XSzRrL/PL4gZBSwpnIyfH4G10/KxstvHYePCWLHRw1Yv2IqSgrMKC3KAChAo5JDRsnw1J/+nfgJbJyyiWxefOS0OJI+FNs+kvZDGDIk5qFb5owDRQE+f1AyxUmnobG59vigog3ipbCNyzGipsKKUAh4nS83qgEA6cpG+SYA/c5InZbmhWs50sxqVJQX4Md/+FRSMJP77tE2jphACDfNHss72rlIPyYQvPiHCdccfS7pMWd3+QUOiYEg6iSEqwKXPwgmEAIQhlopw5gMPRgmhJqKCUiL8uZGh+l12jzoczHY+mE9dnzUAIqiyOKcQCAkTPTCV0qozaRVw6ihkZWqlXz9fKcLrd1utPe4JF/XqhS4Y6EVL+34EqEwkG3RouqbVlQtYv+XbdHyIf6/2vQ5ACA/LVL3OxI+bPcwqGvqQ925Xuw+2IQdHzWgorwAG3fVEdHLBIgrGOoJYG5ZriAyxscEsen9E9Cq2bSbhTPzsedQE7burkenzSPZx502DzbX1uN/XzsEfxB82g4n7He+04WViydix8cN2Lq7Hj5/iA8ZF7TnEvrSbFBh3+EWVFdYIaMoyfaRtB/CkECxWiU/f+UgNtfW8/NQ7YFGhEJhjM0xiexv0awC3jkHJG7r8YQzz16wY3NtPbZ+yFbu4K4Vb4w7vQHUNfXhsd/vx09ePoBfb/ocxXkp/LXTzGqs/VYpslK1uP9bpbj7lokw6GiBYCb33aNtHKmVCom57STUSnKOTRCTYlChpMCMH6yagYdXlOGHd81ASYEZJn3ieiPEsgijHwo4c8GO3/+tv3wal58NAMsXFOHNvafhcDFYffskbN97GjUVVlhMKvzlvRN8WCAXhksgEAiJwC1893zWhOoKK2oPNGJuWS5kMqBkbCoyU7Xo7XVJ5vGvWzYFf32/DgDw7v5zuK9yMv6440vBadQL247i7iXXwccEcfhkO5Z9oxgv7fiSF4NbedNEuD0ML/pmc/lh1NKwuxk4PQx6nX4898YXopM7rkzpaDu1GwninbZ6/QHoNHI+AgIADp9sx9enjsFP/vgvQT/u+vQcjDoaKxdPEJw4cnnt3DWf/9tR1FRYEQYEWg4W0yRelE8hp4YsksGoUWDVTSXYuKsON5YXYE3lJLy0o/80+tE7pxMtJcKQYHcz/FwECMsl+5gQduw9hQeWTxGUwY1XGa3L7uPTp6SEV6Xm2weWT8HGXXWC9xl0NJy+IJxuPyrnF2LPZ02CqAa7JyBwVLR2u/G3D0/y5UhvmzseLR1OkV7Q2/88gyyLFsV5JswuzUFOmg4uXxAyuQx6lXxUjCeHW3rec7j9yDQSUUuCkFA4hBtvGCsoE7tuWSnCsXlPA0B2YIRRj93N8M4IgJ00X9rxJR67aya8TABqpQLr75iKE402pBhUWLd8ChAOIxgCFs7Mh4yikJuuH5RuBIFAuIaJysl//N5ZeGHbUXx67ALuvHECLnS5EQqHUXeuF4FgGOMydbyQG5dSoVPTCFOAw8We9HXZvHB4/P2b2zDwzy/OY25ZLpQKGX64aiZ8TBDtPW7kZ+kxuzRHsGHlNr2pBhWfXlA5r1CgCRC9Adj6YT1kMoy6U7uRIJ5gaIZJDaeHwa5PT/JOqJobJ+Jvu8Wnik/eV47fbjkCJhhCTYUVBdlGeHwBtPe4BN/lY4LITtPhN68fjnmeHcejd07Dm/84hdxMw9AJmEbs8rFVM2Bz+ZFqUAnSfsblpqC723kJd41AEDJQueS8TAN0agXyM/X48Xevh8vDQK9RorHNLmnrp1v6eC0ISeHVmPnWrFNCJpfx8y3QLzL7s5cP8A7eu2+5DipajgtdTnzwr0Z4fQFRm+sabbh+sg+rbi5Bc7tToAvDjfdHqssgl8tQOb8Qv93S7xDmBNMLc5JfKFYbp4KQRkW2jQQxMkqGF7YdE4yFF7Ydw0/vvyHhaxDLIox6bHFyl0409WLHR6ySeUaqBkYdjT+9fRzzp+chI0WDwlwTrhubIs63JhAIhHhIaAqsXzEVmRYtjjd0C1TJayqsSDepoI8s4mQyCjanH7949TPkZ+kFURE+f4h3IBTnmVBxfQG27z0NtUoucD5wUV6iTe+acrh8QTR3OFA5vxBKhUxyXgTFLixLxqaSeS8B4lWpCIXC2PLBSYFwJXcqFAidxanmPgDsPW/vduPG8gJ8cKARMhmFp//ymehEtcvmhYqWg6KkIyDOtdpxx0IrXnnnOKorrILvXFM5GTJZJExjsOKlsfoS6NdH4a9JIFwm8Rx7Y7NN2PHRKdw6dzy+ONUliDZYf8cU3P+tyXjx718K5tToqKLfvP65tGBkrF1TEIzjRbMKsLm2XrK6TE2FFatunog0kxoqWg6DjubLLcsoCjKKQmObg29DND4miHNtDn7tyUU2cdoTSxcUId2sTvrINK1GIYrau69yMnQkkpgggX2AiJqMBMvEEssijG4oQC6TST7ouNzqzbX1eKR6GpS0DBXlBXh3/1k4XAyeXHMD8tN07AfIopxAIMQisbmTyjd+7o0v8OSaGwSVNLi5pzg/BXq1AnVNfWju6D9RYzes5/i5Sa1SYEy6Dl19HuRnGvG/r32GynmF/EKZu+bLbx3noxw4fEwQPXYvfru1/zTu0ZXTJedFGUVh/YqpyEvXilTkCRJInLYatTSaOlyYW5Yr6p8Xth3Do3dOx0tvHeOdDClGNdLMGpSMS8WTL/6Lf79BR8PjC+LbiyeypQN1NBQK6edZKAScvdAnEstEGHB6/Ohx+Hg7G+0lBwlXH1KOvYdWTIVJr8B3b5uMQyc7RY7W5/52FD+8ayaqK6ww6VRIMarw+ze/4NMquPcllK4UM44DwTB8TBCVM8RzLOc4yEvX43t3TsOFLpfAUXLftyajON+Mo6e6JcdqQZYhInQcwpI54/Dqu3X8tUPh8KhIlXN7g3jzH6cE88yb/ziFh1aUwaxO7rYThh+DRik5FnSaxCP3iKglYfRCAb0uBjI5hTWVk3ihIS5Xes+hJgDsQ6Cp3Q65TIZPj11Al80LHxNEn8s3kq0nEAjJTCQSghM0e/q1z9Dc5Y5bMaPP5ZPWGvAFeCdGKBwWvOdUcx/+9M6XsLv8+NnLB/D/bfocmz+oR4/dA4OOjlv5QBbz5FbRcrR0uASL6lffOY7VtwvnxXXLpmBWSQYmjTUTZ8RgiJy2RguGmg0qyGRxTkhb+7BwRj5/2nr2fB+e+tO/YXP02whXGnb73tN4ZssRbN97GkyAFWWO9zzjKmJ02bzY+mE9tu6uZ6Nq/CGYdUo4vQE0dzhROb8QVYvY09lLFbwkEIaUKIfAT9aU4+kH52BygRmZRg1cHkY0NwL9YwkAXvz7MTS22bFoVgEv6ptmVieWrhQR923qcAEUhfx0HR/9EG+ODYXD6HH4YNApBY5mg45mU+xcfljzzVi5eKJgrK6pnIyN79Vh6+56bN97GjoNzQurcw7h0ZAq5/IwYIJRDwkKYIIhuDxkLiGIcXsZrFw8QTAWVi6eAI83cXshERKE0YkMuNDjQVu3G3/8OyvytnRBEcak69Bp8whKLnGnSy9sO4bKeYU41dwHFS1HmpHUUiYQCNJER0Jwpd1+/spBVM4vlDwJSDOq4/xdJarGEf2eRbMK8IftwtzLl3Ycx9IFRQiFw5LXLM4z839X0XKsXVaKTe+fELS/tdsNj4/B4/fOQq/Dh7ZuN/76fh0cLoacmg8BRo0CJWNT40YzZFq0WLqgCCqlHNsilTPoqOiHhTPyRSezm94/geoKKygKeKR6Gpra7QiFwD/P9h1uwZrKyXhphzCEPTddD6OOxtEzvYKUIU7EdDScyBKuQiQizKTKz5oNKr7KS+xYyrLo8OyWIzDoaMgoSpQSp1bKEYxUFJKcz+KU7S0pMGFDVRmaO5xxI8nMOiW67GInYnR6x4bqMnxv5XSEw2GEQsBr732F1m43AGFE246PG/rH6ihIlUs1qbBkzjhBZEhNhRWpRNCSIIFBp4RSIePXLTKKglIhg2EQzjcSIUEYfUTKR33Z0IM/RnILu2xebK49iefe+AJ5GQZevCj6dCk6f3rtslJYjMnvpSYQCCNDtBNhyZxx8DMhVM4vhEYlF50EbKgqg8WkxPoVUwV/56oUxFbjiH5PPCX5zFQtX5Ix+v0PLJ+CLpsHG6rL8P2V0/HondMgoygsmlUgKnFszU9Fw/k+PP/mUWyuPclHhz279Qi6HX6+OgThEggDeelaPBTT59UVVuw70oIUgwqhUBjb9p5Gl82LhTPy8dKOL/v7c4Dol52fnIXN6YVGRWPHxw186seN5QWQyYDqCiv+8zvX44nV5ZgxIR2FYwzotvv5CgXctbbU1uO7t05GIBiG3RtIrL+50+ROF853OImNEC6NmAizx373Ceqa+gBZv31xNmnUKFCYYxRFGzxwxxR02dy8Ay+2DOXm2nq4fQEcrGtnry1hq3HL9roZKBUyaFRsVEP099ZUWFGYY4RRS/dHUgC4efZYkRPx2S1H0NDSh9ZuNkKNc0Zw+Jggxo0x9o/VUSBoCQBMIIQPDjSich4bbVU5vxAfHGgURk0QCBH8TAiv7KzD5tqT2Lq7HptrT+KVnXXwM6TKBuEqhisfddfNEyUXdB4fgyfXlOPo6S7B6ZKKluO6camYNC6V9fKSeZVAIMSBcyIYdDR0Ghqba/vLId6zpARVi4qRnaZDukkDi0mJunN9ePeTM9hQXQafn3UoTCxIRV+fW5A//e7+s2x+cqYeWRYtOiNzU+wJndvrx6qbSxAOh/Ffa8rRa/eipcOFXocXr+6s44UvX37juOAEa/+xC5gxMQtjMnQIIwxZnI3voZMdyMswkEiJeCQiDhkCJo8z40f3zMKJxh6EQkDtgUas+KYVoVAYOz5ugEFHo+qbVmSmajF3Wi4+PXYBlfMKMTZbulpGfoYRKQYVtu09jbXfKuVPnBAGdkb0jyrnFYKWU8gxqwEZ66A/3+mU7OfWbidei5S3vmhkTLzTZGIjhEEi5QjYuKsOKxdPFJQiXr9iKow6GmajCoFwWHDC6vMFkJdpRLZFi4JsVpcBAF+e08cEwQRCyMs0oLndgSyLFnIKgjEb7VhOM6t5cco+F4Nte0+hrtGGNLMaVYuKkWJQIz1FA5OW5quuGbUKPH7vLJxr7UOKURNXKHjnJ2exdukUyTGdYlDB6wsgFB49Wy4/E8RNs8cKyhSvXDwB/pjfTyAAgMvLSI4Nt5cBkFg0+ugZHQRCBKePwWN3z4RMJh3i19XnhVGnRGaqDi9sOypYrDe22jE22widcnTUgiYQCCMD50Ro7nDi5beOC/UZdtZh6YIinLvgwDObj+Dxe2dh4646VJQXCOpwP1xVhusim7mSAhN+/sAc9sHtDyI9RYPOHg9elaiasOrmiUg1qtDY5kQoHEZLhwvZFg0OnWjD0vlFyLZosfwbVvzm9c9FJ4aP3T1TUMXhP+6eKTlP0goZG66slCPNpL54NYZriUQ35hRQd64PG3fVYW5ZLlRKGdavKEMgEMSFLhf+456ZsDn8aO9xY9e/zmLGxCzcMmc8eh0ebN97WpR+UV1hxR93HMO9t07CH3ccAxMIsc4IAHsONfFpiFkWLVINKoACmjvdeO6NL1BdUSzZz2PSDUgzq9Fl8+LZrUekKxJEiHeaPNBnCAQppMp8Lro+n3dGAP2CwJXzCiGTUQJRS4C135/cfwOqFlkF8+o9S0rg8QXABEKYPD4Nf931FTr7WMeuoErHiqnIy9DzjuXYdIsHl5di5nVe+JgQfEwI7316FvcsmYQeuw+hiDOirrG/jLLH54orYnnLnLFwuHxYt6yUL3/IaUo8s/kwWrvdo8rBp1YqsOvTc/2ilgB2fXoOj9RMG9mGEZISs166io5Jn3iKD3FIEEYXcqDPyaC53QmFnML3Vk7HK+8c5yf7mgorVEo5AqEwQuGQwNuuVsqRalQTdXkCgXBxIiJsKqVc0vOfmarFX9+vg48Jou5cj2TFhd9ymznt/5+9b4+PorzXf2Z2Z++72dwTyAVI2BBzIVwiwilCMRERNQQkiRRFBQQV8dhfW1uPPbU9nra2PfXosV7RSqXKRUAERA0iiGKRm3IxEAjkBrknm73vzu7s74/ZmezszIYgt6DzfD79VLK7M+/OvPPu+/1+n+/zUKg7a0dzh0OwYZ43fRToAIMvj5zDY3eNBe0P4GyHE0qSQGuXW9QvfdfNo7Bu+wksnlWA2sYeyXGF/92op3CmxYaH547GuQ4ntu9rgN1JY/GsfAQCDN7Y/K1cCZdA1MD84UkwhSnMh7+Pcz1Jjddh/oxceHwB/HElmxhKjddh9o9HCpIP86aPQnyMOmRLrYPHG0Cv0wM6wIBSkvjJ9FF4LiwIqyy14MsQ+wUAehw+ECSBmvpuGPUUNCqlZIJj5dZjmDYuA2s/Yeddf3oSUkHk+T4jQ4YUIm0+E8waxPXDMIgmatnT68Ha7bV8YKxVK0D7g1i7/WRontexuiuAyOXohXXf4NcLr8eDcwrR2uUSrM9GPYVumzfsOKyt5d/Wfc3vJ5+4t7hvHSCA7fsaRMnjqlIL/r7lGOxOmmeolU/NRkayAQYdhZNNVkwek8azOq6VBJ/b65dkSLi9fmCANo4yfjhgggE8UjEaze1OPuZKS9KDCQ6cUSMnJGRcGyAAh8cPN83A5aEFG/VFZfnQqhRobHPwlNYn7i3GOx+fwLRxGSBJoDA7AQaNgqXhyckIGTJknA8hyr5OoxRl/lPjddBrlZg2PgMA2KSFLyDaUBv1FOweP7rsXqjVSny8t0EkYlhRMhIEQWDl1mMouT4DSbFaJMfp8MI6YUDM2hcXoSA7CWfO9fKOC1KCigD6WjrePxa2VubBbFDjXKdT0I9t1FMyWyIMvS6foDLIBRNnO10wZcTA5mRbOfyMMIhKMGtw/+15oP0hS8EpWTjd3IPbJ2ehpr4bZVOy+GO9/dFx/Pwn40CSpKD6O2/6KOg0Sp7lAvTpQTx211ieFcP12KtVCpQUZ2Ll1hpU3WwR2PTx4s6h76GmFFAqFbB5/JL3ODyI5OjtJAnoNVR00UAZMiQQafNZUpyJtm6X5JqFkCil9HoWROmETD4JUFWag407a0XPxvLKIsmExtG6LhTnJoOJeFanjcsQu2f0enDnNAvaelzYsb8RNfXdgs/YnTQ+2HMGFSUjkRKvR1Noz8kxl1ZX16KiZCRIgoDTQwsSiotn5SNGr0JDqx1Ob0AobDmQ9rArDK1aKdLsePujE3jqgRuu7sBkDEooSAWsdq8gNrt7xigkxekGfAw5ISFj8EMB1DbZ0NbthtvrF3lVr9h0FP9+1xi+QgUAPXYvOq0ebPqsDssripBiVrMLvLyhkiFDxvkQouyv+rAGt08egapSC795TY3X4c6bLPiffx4UBJH5I8yiiuDMScPx9BtfCSrW4Q5AXjqAlHg9Vm2rEWy6o72XIAhoNQq4vQFe8DL8M0tnF2Dt9lokmDWSLR0rNh3D8soiOD1+wTgjqczL5o7+YVmDRgQELm+AtdMMuxfVexvQ1OaAQUvh5Q2HMbkoDSnxOlSV5mD7vgYAwOyp2bA6vFix6Zhgrvz+zX2S9zUQDOLtj46LklS/XDBeMriqb+kVvPeldw9j4e3XwWxQwksH4A4bNwcu4OOS9/+7+mBUpxUuiOTaj7g5sXFn3Q9vTsi4OITa1J5eMhFdNg8MWgorP/hWtGYtKsuHw+VDgAni8XvGo77FBo8vAJIgYNJTUCpJAbMhGpOCIAhUlVrABPsSiFyC1u2lER+jQWq8DpOL0gACSI7V9bsGcm433Jq+Y38jFt6Rh407T4EgCDS12bG6ulY0jjiTFm3dLqzeJGzze+29oyifmo3V1SeEjDQMTt2W3ihsKZvDh2SZISEjAl5fAG9tE/6WvbXtOJ5ceP2AjyEnJGQMbpBAfasT5zqdWFNdi7IpWZKLJMP0rdyccv2vFhQj2ay5JiyWZMiQcRnRXwVK4jWOil92YxZWbq2BUU+h7MYsqCgSloxY/PffvxIFkc8sm4SH7hyNF9/9hq8IRlKI11Sz1GMueaqmFCAAyXYPyfcSBPQaCl8dbUHphExUh1TQSRIYlhqD7V/Vo3RCJnw0IwheOXjpADxeof2olP3kC+u+wRP3FiM9Qff9Xzsl9CKqSi0w6il4rQEBO2HF+0dAKQlR8oizH4wxaPDcmkP8tZxclIZXIyxdufu66bM6+AOM5D1ye/39sl/C32syqEH7AwIXl8iAz+Xx4bG7xmL9p7XotHqQYNZEZcSkJ+nxSMUY/HbFv364c0LGxYMAr78Q/pzsCYm6ggBIgkCcSYMVm1jr9pkRSYF500ehy+oWPSNSz0ZjK5sgCE8gcmtkcW4S4mNUqCix8PoOVaU5/a6Ba6prcc+to/CL+eNwstkKJggEGAZ3z7gOz605FNX+ua3bFTVpwunBeOk+bRYAg1K3xaCjJL+fQTe4W01kXB24vX7p3zKPf8DHkG0/ZQxq9DhoeHx+pMT3ZbM5CyYOakoBpYLk//uB8nw43T6MHGpkF3R58yRDxg8X0ezniOivOdw03zfspVlb4bWf1MJHM/j2TJfkD++5ThfijSo8fs94VJRYkGiW7pfWaxWouMmCqlILfnH3ePQ6vSDJ6BaQAHj2g1IBbNx5CndOYzfcnJBiTmYsemxuHKnrxgd7ziApVsu3dIRDTSlgdXiwY38jq7fTj/1kTX03bC5aZNH3fYOUXsTq6lpWjT8ENklAg1KQSInX88FLglmDshuzwASDSEnQo8PqFF7Lfqw9503PgUFLSd4jkiRFdq+LZ+VDr1WiosSCihILEsysHWF9ix1MEHi0qoinlJdPzcajlWNQWWpBWrIBWWmxWPH+EZxs6uWrwRt3nsLTf/8Kj//tCxw+0wOHL4C6c3b8/IUv8PXJjn7nxHcGIbZ8lHGRGKTXNNpzNW5UCtZ+UotNu+owNFGPFZuO8EmByATu2x8dR6xJK3hGBGsX+mw6OZYSl0yYPyOXT0q4fDRsDppPRgCsHsT51kCTQY0/rTqA1dXseHVqJQIMwzMmIp/RRWV5/DiknuvwvaiXZrVZ+tNtuZqglKTkdaaUctgoQwyNWik55zXqgfMeZIaEjMELJeD1s0rKlJKMWgGaN30U9FolqkotGJYag7ZuJzKSjTK1VIYMGf06BwDS1amnl0wUbMT4DSOBqNoN9efs2PRZHX4+fxw27aqTrKClxutg0qvx9kdHwtavHGSlmSWPmZ5sREWJBQgCVocXL284gspSC5hgEPNn5KKpzQ6vj8HbHx3HpIIheLSyCABgMqix7pNa0Vr54JxCrPqwBnYnDbVKwVuXRqvGn+1yCfQNBgOV+FIjWkAQHtixlU837rzJAofLyycjImneC+/IQ2q8Di1dLsFnI69tQVYCXlj3NW6fPFzQDsRt+ls6HHxiYdgQEwCApv147b0TgvepVQps2HkKdieNn84by1eeGSaIf35Ug06rB08sGI9YkwYlxRmhuUuKqsEvrT+M8qnZUFMkjHoq6rgZBt9d4FK2FL30GMTXNNpzlZ0Wg6cWTYBZr4LDTaOly4UEswbJcTrB+zkNEyYYxC8XjMerG4+gpcsFu5OGRqXAz34yDk43DY1GiZYOB6/nw7VreHwBTC5KQ/XeBvjodKQnGwTH77R6sHXPGTxaWQS9VpoNcLbdKXhOXlx/BE/efz3UlAKdVg8+2HOGZ6iNHpkIp8sHu5OW3KdWlVqwdc8ZwfEVJIkYg0ry3Ga96tLekAtEd68He46cw/LKInh8AWhUCry36xRSE/VIuMpjkzH4oFQQkr9lCsXAM6RyqkvG4AQJNLU54fUxePHdw2jrdqGq1CKoAP175Rj8dN5YxMeo8c9tNVBTCvj9fiTGahFvlBdMGTJk9O8cEO01p4ftsed0GrjkBEkQor9xgeiOA40w6il09LBrldT7FszME1Tp2CrgCXT0uLB0doHgvZUh9fa122ux6bM6uD197QMqSoFV22qgVSux6bM6nGzqxerqWrR1u2B1eNHQ0oubw1o6qkoteOyusUhJ1OH2Hw1H2Y1Z+PRAE7w+Bh09Ljx852jRuXd/3YymNocoWXNRFfJBCE7IMRxqSgGSIPj/XngHW/l8deMRpCYYoaYUkjTv198/hgUz8/jj7T7UjCXlwvu6uCwfPXY3bpk4DJt3n4FapUD51GxUlFhQPjUbGpWCF2dOitVi086TON3cixfWHRZVm91ePzqtnhDrgsCmz+qwdnst1n7CtmakxuvQ66Tx5Mtf8lXeaE4HTDDIM0O4fnmpOfFdA6VoicHv23y6khiU1zTE2PAzQVSV5iDBrOFfUlMKJJjUyEjQw6SlYNCpkBqvw62ThqPD6ubnG5fs2/RZHf7yzwP448r9mP3jkVhSns9r4NSd7YXZqILd6cPq6lp2ndxVh1snDUdqvA5tXS5s+qwOpRMysX0fq/8S+ZzbnTTqW+x4ecNhPDx3tGhN59gOHLx0AI2tNn5d53TK0pOM0GuUeH0za+HM7VMfmzeWX3s1KgXsTpo/flWpBafP9YIJMFheUSQ49/KKIrbV+CoiPkaDGROHgQABBAGCIDBj4jDEmTTn/7CMHxxUShIaid8ylWLgaQaZISFj8CCsl9tkUkNFKdHZy/YPbv3iDGZPzeZtPAFAqSRgMqgQZBjMLcmBSkVCp6Zg1slOGjJkyGARaT8HhFWgCCLqaxmJejw+fxwcHhpPL5mIHocXBIAE80is33FSoN3A9eZX3GTBmyHNiWnjMkAQwBP3FaPmTDcYBmhut0tTg/Vq2Jwe/HTeWDS32zE00YiVW4/xwmycECL3/jMtvbh98gh4fAH8e9UYaFQK+AMMmtsd2LDzFEqKM7B9XyPbdkAADAOseP8I7r8tD3EmLZQKH348Lh0rt7K2pbmZZjx+z3jUNvaAYYDqvQ2oLM3Bqg9rRGP9vllARroBcKw7hmF41h13fwG2cvjLe8bj9DlpjY7mdjs/N/JGxKPX4cFjd42Fn2FgNqhxtt2ON7eeAKUgsXhWAVo6HUhPNqC1ywlLhhk+Ooi7bh6FhBgNVn98HDUNVhSMTJI8l5dmf+jUlAJmgwoPzinES+sP899jwcw8rNx6TOAYYnV4JOc8gn3MkE6rB9VfNeCxu8aivqWXnxPzb8n9zppMsqXopcegu6ZR9Fi4BNvyiiKQJIHGDier16NTYunsQvz+zX0w6imeVSCV7Nvw6UmUT80WMLYevLMQGz49KdJ+ePye8WhotYVELoOYNj4DahWJh+4sxIvv9j0f4QKzeo1S4FDj9NB8AoGDmlIgPkYHJQn858IJ8Pj8iDeq+eTBXdNHYdsXp/HYXWPgDwRhNqqQmqBHfUsvtu9rFBx/654zmDY+A1anD7kZMXjmoUmwOn0w61WDQvcsCPZ3g9PE4ZKpMmRIwerwgSSFbAiSJGBz+hA/wCS2nJCQMTgQ9kNWkBWHGZNG4GRTDzJSjHwmesPOU7wNWe6wWNS32GA2qNHr9KKt243MFBOGmOVkhAwZMvogFXCGV6CivhYETFqK39hTShKP/+0LPtkAAshINmHl1mN9FP1QL7LXGuDFKBPMGlTcZMHr7x+LKoTW2Mq2ezxSMRoA0NLlwPwZufDRAbR1uwVuGxzVl/YzIkrwniPnUFKciYwUI0qK2cpg+Oca2xy8ynu4cGNNgxWvvXcEd8+4DvWtNkwZm44Es0ZyQ361qcSXHEHwAcHZLhcrSscwiDGo0d7jxor3jwiu4blOJ17acBi/uHu85L300Qw2fVaHB+8sxIvvfgM6wPDzpUvjRk5mLBaXFUCvpfC3dV/zcyfBrAHtz0SiWYu2HhdsTi9qGqyCY0slEbhq7l/fPogFM6/j3QGSYnXw0n4suC0PK7ewc5RNUuSKArN503PAMEFUlVqQkWJCglmDxlYHKCWJG65LhtXpw6T85IsKlPpNDMr4Thhs1zSabsSvF06AQa1Ah9WDn7/whWCt1WuV/JrJtUBEtm8ArEAsZ2HMHfuldw+jomQkvD5GYNHr9QXw8b9Y/Yi120/y5/vpXWPw9JKJOHCiHQwDfHnkHL+nNGgp7P66WfA8SlHQex0erNtxEnYn3Sc8GXomhiRoccuk4Xj2nb4g/t6ZuSjMTsDGnXUCJziOhWXWq0S/NVc7GQEAtJ/Ba5uOCq73a5uO4j8XTbjKI5MxGGHQUnh901HexYZhgnhvVx0erRoz4GMQwWBwEEz9y4euLofAgWGwIDHRiI4O+9UexoBwJcZqc9N4ZtUBlFyfgZR4PQiCQFu3EwAQb9LgbxFZba6CNzLDhI5uD8x6FYanxaKry3FZxymFxETjRX1+sM7RK4lr6Xm4WriYa3S55ug1c9849pVUBaq/1yKOEVn9+9m8sfD5Gf5vVaU5AltiAHzANyzVBAUJ9Nh9eGHdN6IqHQDMnDRcsAG+//brQPsZvLXtOIx6CiXFmUiO0yEpVosXwoJZgNWnCFeRj6xOcv8dHlyX3ZiFHQf6mBTDUo14YzPLzMjNNKOydBSON3SDCbLtB/Nvyb2k/enh8+di5+jFzkObm8bjL+7h7x1n2xp+P8IrqqnxOsz+8UisCG3a1ZQCD91ZCEpBoqXLifQkA0412wSBUqfVg/83byxWfvAtZkwchre2HefPJaVHsXHnKb7HPvL1pbML4PH50WPzQatRYOVWtm3x1/cX8y08UuNWUwr8/sFJUBCsRkivw4shCXq4PH64vQHYXF4kx+mQlqBH5hDzwH9T+3OyCb1+OfUOLvdaNCjX0CugIXEh42vscOKp1/eK/s5pRoQ/XwC7Bj29ZCKefOVLwd+l1lEuORCJx+8Zj4YWG79G3TwhEwYdBaNOLbA95s73l+U/QrfNi9YuBxJidLyDxu5DzagosWDt9lo+eXf/7XnISDHC5vSFnmsHdh5sxhhLMkAAo7MTkBqr4a91u92L37z6L8n1P86kEaz7nDNPQowWWUOMomel32cpCi7lHD1x1oZn3toves/j94xHTkjX5oeOa2b/cwVg8wXQ3uWEP8A6bmg1SihJICleD5Oqr1WqvzkqMyRkXH2QgIsOsGJeXW6097iQHKtHnEmDbpsHbm8AP/vJWDjdfqgoBTRqBf79rjFIjFEDASAjQc8eJoIuJEOGDBkA+q9ADbQ6FVZJtzp9iDOqwTBBWJ0+PL1kIlxeGiqVEkMT9YKN54NzCjEi1QiDht1UmnQqlE/NRmKsFm1dLj5QrLjJIlKZf2Pzt/jtkhswb3oOtGolXyGMTGRMG5eB5Dgd2rrdMOopGMGyOLx0AI/MLQIdYPDyhsN8MoI7vlajEAW6laUWfHnkHIrzUvGHlfv4vy+bOxq5mTHfWwZaJP2dE7177K4xCIQ26e09fQmgli4XkuM0+OWC8WhstSHBrENrlxNDk4yoOdOFRLMWJEmACQZBEgRmT83G5t2noaIUmD8jF7GGvur2jInDJPUoHrtrLJ595yA6rR7sO9YiaKtZu70WpRMysfvrZrYqBcCop8AE0a/drJcOwO7ysX38GTGobbbhzDmbIIExb/oopCXoB/6bOpDAOOL5GSzU9Gsag+ya9sfYiNZe4mcCeOLeYtTU9yU+TXoK86bn4MMv6zG5KA0kCRRkJWDXwWaRYGxDi9Du86tjLbhnZh6sDi/KpmTxiUCAfT7qztqwpvoEyqdm40+rDgjWvbXba3mWGILAuh21sDtpPmli1FOC9XLTrjrBPLfavTDqKVRMHAmzQQOtps8GNNaowtNLJ7JaFioF2rtdWB8SpBVYfA4SodK4GOl7GWtSX7lByLhm4PHRYPkNfb8ZwWAQHp9fkJDoD4MqIfHcc8/ho48+AkEQuPPOO3Hfffdhz549+MMf/gCv14sZM2bgscceu9rDlHExiMz86pU4XNeDXocXDBPEroNNuGXiMEHf2rzpo0AAONfpxNpPavHk/dcj0cAmI2TIkCHjkiNahYpLXugo6U1jgh7JMWo8vWQiumweJMbqEKsPtZGFfqubOpxYXX0CFSUWbPqsDl46IKkyD7Ab9h6bF063H29/dEIUZFaVWhAEBAmFBTNzQfsZ/v1cUoSKEJdSUwqkJxpx6mwvyqZkAWCr+Guqa7G8sojv1ebO98K6b4Qb5+8Z4mI0qCrN4TWKduxvhN1JQ0GSePadA6JEkN1JQ6ui8Nd3DqJ0Qqawt31OIZxumq/ychXRRWUFaO92Yv3OU6AUJBaV5WPDpyejCk16vH5UllqQkWyETkPhtyuE1dc11bX4xfxxeGnjYZ7R8e2ZbsljcfvEPv0UoMvmQ32LXVCN9tKs3WJW2gQwTBA29/krtf052QjmyyCkpl/zGETXtN/2OAm9ntR4HTqtXkECd+Edeaj+ihWTDGcgbdxZh8Vl+Vj/6UmewTBv+ihs/rwOQN+a+NhdY/HUa/+SZAeVFGfipfWHUXZjlqj9g0va1bfasHa7kInhZwJYNnc0znY4BZa/08ZloKndjqSQkHpirBa3/ygLb390XLB/HT7ECLcvACYIvP3xcUFiGBA61wz4WbrMUCgILJ6Vj9fe62OALZ6VD+UFuCbI+OFAQZJwuP14NWy+PDArH3Hmgc+XQZOQ+Oqrr/Cvf/0L77//Pvx+P2699VZMnDgRTzzxBN566y2kpqZiyZIl2LVrF6ZMmXK1hyvju0Ai8/vbJTfA5aGRlWbGf72+FxUlI0Ub77c/Oo4n778eOw408irNMmTIkHFJEda6QRAEXt5wmN/4RlaowjeNkRtTq92LN7Ycw+SiNNS32JA7LA7piTqAYT/X3sMek3My2LjzFEonZPIq85EbdrNBjZR4naja56UDyEw14Zl/7BeslzYnLQowX1p/GD/7yTj85Z99gfVjd42BwyMMmrnNu48OwKinUDYuS9By8L0VICSApjaHKIGgUSnQaXXxWhtc4MK14HTbPZg/I1eUvOFsNCN76f/9rjF4c2sNz1bYsa8By+YWweGmJauR3XYPkmN1GJFiQF2rtCCq188g1qhG+ZSRaGyzISPFiNxMMwqyk/h7t/tQM683sbyiCCY9hZqGXjS128FwYpYRx/V4/fjySAtPexc8BxAm7KxOn+BZ4M7r8NDfz/kiQxr9MDZMOiWWzR0tSD4sKS/kWVhAHzOo7EY2QbpCQsNgeWURGlrt0GuUSE3Q8Xafh060YYwlGS4PLVgruUTDps/q+qw/Cek5T5JAeIWXa5XqtvmgohRIS9Lz8zycKbFxJ8uUGJqo45MR3DHf/ug4yqdm89o9i8ry4HDT2PoFy24rKc6EPxCEzeOHSascNEKlHi/DizdzQpzrd5zEw3OLAO0VG4aMawS0n+GTEQA7Z1997yh+s3jgmiODJiFx/fXX4x//+AeUSiXa2toQCARgs9mQmZmJ9PR0AMDtt9+ODz/8UE5IXKOIzPxOKkhGd68HXl8AR+s64aUDMBs0kouxw0XzKs3hIkIyZMiQcdGQSJaGV9YiK1ThAVjkxvT+2/Nwy8RhAobCw3NHI3+YmQ88uX5op4fG3TOuw3NrDglU5r10AKnxOsz58cio1T41pUCPzStaL5lgUHINdXpYHQm3LwAEAb2W4sXXuPesqa5F+dRsJMXpRPoJVaUWxBm/n8ngaGJ8FSUjsXb7ST6BALC0b6NOhd+/yQZSVaUWyevNRMhzeekAXG4/HxCNTI/Bj8dn4Hev74VRT0kK6BVmJyBWz845FaWQTFp09LgwY+JwnlWYGq/DnTdZ8OrGPi2RpbMLkBKv5YUpbU72+5ZNyQIZxWkmxqDCky9/Kbgm3HNwttMleFaeuLcYqfE6lE7IFLB10pMMGBKnk3+vf0iQYmwQQE1DL97+6DjKbsyCWkVi+JAY1J21Rk0MREuUtXQ6sWN/I26dNBz/88+D/JyP1HMJXytHDDXhmYcm8SwNQFokNndYHBQKAlWwQK1SgCRIAdth4R15SI3XYXJRmqjF6vm1X+Pn88f1uxZ46QBWbDqG8qnZuP1HI6BSkngz5HTEJfyGJuoHhVCp00ODDoT15xEAHWDg9NAAZOtPGULYnbTk3Lc7aaQM0Cp20CQkAICiKDz//PN44403cMstt6C9vR2JiYn860lJSWhra7ugY8bHGy71MC8ZLlaA5kriYsfKMEEcP3yO769LTzLAqFejtcsFL81ArWI3W1qN9KZLp1Xi2cemYGiiod++1mvpmnIYzHP0SuJavHdXGlfrGvU3R6/1+8YwQZxqtooC0si+excdQFZGHACgx+2HmlJI2tP12L3YdbBJYLX4zkfHsayiCG6agc1J48DxVr4KGGAYttIdpjIPAsgbHscHvZFj2vRZHSpLLeh1evgNMncurVp6DW3tcoFhglj7CdtvnZUWI7mBSEvSo6HFJtIhWF1di+z0WGQOMV9SvZ5LNX8u5jitpzqk2Qc0I2h3ANiK5iuhYB9gAyep600SwmukphRweWlUleYgOU6H0bfl4cipLr5dZs+Rc6y2iFmLtm4Xtu45g5xhsUhMiMPZdgdeXn8Y86bnCBJdlaUW+AOMYDyTi9L4ZAT3PV7ecAS/XjgBARCIMelwvLkVXjqAHfsbMXtqtigZ8u93jYma2Opx+ETPyssbDmPJ7EL8IWK+vrDuGzz306kYmnRlfuMG81p0La+hFzu+s+0Ofs6s/aQWFTdZ8Mw/9kd1HcodFgenR5o1lJZkFGmuTC5KE7EpwtfKxFgdsjJiwTBBPFJRhH9+WCNI/nKCtGq1As+9cwgtXa6QsKa0rkt9i7Tlr1atjOqGE/4+JhjE2x+dELGonl/7NZ7/f1N57Zg+NttYZA4xo63bhW6bG3EmLVIvRONlgAifo602j2RS2qijBv18vZKQrwWLsz1ihicb0ykHfI0GVUICAJYvX47Fixdj6dKlqK+vB0EIBTII4sIewMHqYHAtqbNeirE6vH6oFCTuKs3B9q8aMDRxJL452cGLGN0ycRgWzMxFR49bslIUa1BBQ6Jfxe+rdU1ll42Lx7X0PFwtyC4blwEhZkRTuzQdPrzvXkcp+O/qdvtQWWqBjw6IPqdWkaJKcWWpBaeaerD58zMoKc7ErZNGoMfuxp7D51BRksP/kHdaPXzCYGRajGTbxLAhRpTdmIUP9pxBrFEtqgwuu7MQD8zKF/RyctXCaeMz+DX1bIddcgOhVCqi0oaPne6EUaNgq5/fUQk+HIPFZUMXJZBQUySqSnOQFKtFRYkFuw81Y2hiH2172rgMqJQkHps3VmCtOW96DiglyR9TTSkwf8YoKEkCG3eeYtkwJRbJdplp4zP4OcDNudZOJ1q6XNj8+Wmeso4g8MGeM5j5b8MFyS+VkpS8dx09bqzdfgKVN+eg1+6Fmuqz0y6fkoXH7xkP2s8gzqRGvFEFm8svfU1USoHmSKfVg5Yul+Sz4KUDaO1yQEVc/t+3H6TLxhXAxbqA2Fw0WnvcwpazUMvEjv2NosRAZakFqz6swbRx6VhUli9iPazcegxzb4pgJUVpwVCrSFSWWuD2+PjvcF1mDJbOLkR9Sy/+30/GIsAEEWSCaOtxYfXHJ1A6IRMf7DkTNSF3tsOOjGSj5LNxqtmKB+cU4qX1hwX7160h8WHufQgKmRPhrU5t3U4MTdIJ2170FPYcPndeoctLOUdJgpBMSv/2gRsG9Xy9khjsz+6VBKUkce/MXPQ6aV7IOUZPQUWRgmt0Tbhs1NXVwefzITc3F1qtFjfffDM+/PBDKBR96pwdHR1ISkq6iqOU8Z2gAGwuH1QqBRydPtx8wzBB9rey1IIPv6xHyfUZIAkC8TFqlE/N5id1aoIeBvWFb3ZlyJAhoz9wVP1olTpB332Yer1Bp0L13gYsnV0o+lxyrJ6nzwNCsTUpa8cNO2r5TTln7ZmebEBcjNh2sqrUgjiTBm99UINp4zKQmWoUi0++exhPPXADv4ZygavdSSNvRBxIguA3yJHBwLzpOWjpdESl8VNKEg4PDYC1jGxqc2D7vga+ne5KK8F/Z0QmU3RiMb5503NYSvX2Pkr10tkFsDl9ku0JS2cXglISaG53YvPnpwEAZTdmgSSBwpGJUCoItHe78MR9xfB4A/jr2wdFc6R8ajYYJshXbAMAQPa5F3RaPWhotWPTrj4xVL2GwuqP+8bx2LyxkveurduFyUVpeOndw6goGcnfewDw0QyvRcIHO5kxokrtktkF+L+1h/jEC5dEoRQkVEppZs6VpprLGCTopw1Oq1bwArIaFYnH7hoLl4dGfIwGqz6swcmmXvTYvVgyq0CgYcC5CiXF6STnWuS/s9PMeHnDYYwdOY5/5jttXug0ShRmJ6KxzY4XJSzlp43LiHrM1HgDep0eLJldgFfCLJYfmJWPD/9Vj8qbcvi1V02RUKsUsDtp/vPcNeBYVAlmDW7/0Qie+bQpJIQ5JF7H24FyLVaRbIrLKXRpd9EoyIrD7ZOzYHP6YDKosPmzOthdNJK+p617Mr47lEoSKkqBjTtrBM+EMkJMuz8QwWBwUGwfdu3aheeffx7vvPMOAGDp0qWYM2cO/vSnP+Ef//gH0tLSsGTJEsyZMwczZswY8HEHa/X5WsqsXdRYSeB4cy86uj18/yCnLM9BTSn4H51Nu9gebIfbB9rPwJIRi2Ep+gE5asgMiWsX19LzcLUgMyQuPRo7nHjq9b0iLQg1xdpcxhpVMGgosZUeAdSds4MgCPQ4PFixqc+O86E7C/HsO4dE53q0sggvbzgiWvt+9pOxCAQBr88Pg5bCik1H0dLlwj235gpoydz7F95+HRRKBV7deARlU7JEivAA8Iu7x6GjxyPqf3Z7afx9Sw3/Pq4ylxyvQ0ePGyY9hU8PNKGkOBMuDy2ygtSoFDAbVPjrO4dEQYbIvm4AuCoMiWi2epkxsDlZUVO9hoI/GMRTr/5LdP2rSi1ITTDwgXr4axUlI0EQBKr3NvB2haOGxYGm/Xhj87d8EiPaffvpvLHosbmRHGfA+k9r0djqwNLZBRidHYeaenbMRj3FJ6qkfk9T43WoKMnByxsOi+7RtPEZWLuddWfZvq9RMqnFfZdnHpqE4WmxONPcg7NdLhAg8Na2b0W2i+VTs5E7LBYvbzgsStIsmzsaeZnmK5KkkhkSlwffdXw2N43HX9wj+fyQpFCbgWMR2J20YD15tLIIz4XNTc5J5uO9DYK5Fk1DQkECMQYNCkfEoqZB+MyHJ9vCx8ftRXfsbxQlhJfOLsQ/P6rBzEnDoVEpRNVgjy+AABPEqg+P88fk1tjMVKMggcslPN2+gOQ6X1lqQUFWPOINKjS2s79TkXhq0QTe9p67VxeD8Dlq8wVwurmXbwdTUwosKS/AiLSYAds4ft8x2J/dK4nmbhf+++/7RPP4P+67HmlxfSqo1wRDYsqUKTh8+DBmzZoFhUKBm2++GTNnzkRcXBweeeQReL1eTJkyBbfccsvVHqqMgYIAOm0+aFXKPuXhftSNrxsRj3GjEhFggrDafTDqKKhVhGzvKUOGjMuC8Mozp99AksC4nCTEG1V9gZREQOXzM3yAWD41G2lJBjS22tHVK91LqYr4GwBkpBhAEgTqzlr59jWOMuzxSVPgFQqFQCNA6lwOpw+JcRpWkyBWi44eN5weGm5vQPD+TqsHmz6rQ0XJSNbi0elD+dSRMGiVoP1BPFpZBLc3AKvDg8+/aca4USmglKSkiv3aT2qvCReO89nqce0oZ9ocgkCIo1Qnx+vQ2uWQvDdemsGhE20on5rN2wpyAVfJ9UK9EUkhSb0K5zqcWPH+Ed5N5eUNR/D00okC94I4oxpjRiagpdstGkdLlwuJZrUkQyYzxYiqUgsKshKw62Az1n5SG1WU0+r08T3qz69hWUThyQjufdlpMQgGg2jpcgk0ULQqBeJjNGhsd37nlh4Z1yDC2jSk5lW4MxD3XHnpAO6/LQ9vbDmG6r0NuP+2fHjpALptHjw0pwAvrmfXu5LiTD5B8MGeM1heWYSmNjvSk43YsrtOwKao3tuAxbMKYAwTcQ1/5qPpQJAkwDCsSF9aokHQOkEqSNidNJLidJJJvOWVRbyLUuQa++T914NhgqwrSBA8i2pxWYHkOGL0apxtd8Jq8yIxVnvF2Uduj1+gTeOlA3hl4xE8tfgGOSEhQ4Ro+xWPzz/gYwyahAQAPPLII3jkkUcEf5s4cSLef//9qzQiGd8ZoSrUqg9rMH9GLt9zGk1wbVhqDLp6XPjnxyfQafXg//1kLF589xs8Pn/c1foGMmTI+J7DpO2j6nMbx+UVRcJkhATCg1qvNYDV1SdQVZqDTZ/VISPFIOp9XlJeAIfLJ1j7Eswa3DxhGP60qs+KU4oybNRTfDDMVeK4Y0j1YFeVWuD0+BFr0iAj2YC2HhfiTGp027zYfahZ9P5FZfmg/QGsDWtNWFSWD4fbh5Vba/ixRjJIwlXsQVw79Pzz2uqRQFOHCx5fAFWlOThwvBUTC4YIvvtPo7RFIAiMsSTzyQju2Kura/HArIJ+79u86Tk4fa4Xq6tPiMbW1u1GvEEldC8A4DIEJMdRd9aGxFitwGljUVk+Vm2rQUuXCxt31vEMIDWlxMadYtaiUqnA2XYHHO4+9fRobTwxehWf2Fv7SS1fyf7tir399rzL+J4hjH0UrQ2OcwaSWlM47RWu5U1NKbB4Vj7vDpRo1goC/YZWO9Zur5U8VlWpBS+u/4ZtJ6ssEunxqChScnyjMuOgVIB3pOFcQ7jvt7yiCN4owVcwGESiWSvSQZs3PQfnOhwgSYJNEobGYHfSUCmlx6FVK9DYxmqmJcdpRS1lkW2ElxrdNo/kd+yxe5Bskls2ZAih11Iige3dh5qhv4ACxaBKSMj4HiCUHXd4A9jyeR3Kp2bzmWRuYV4wMxcrw6yOFt6Rx9NTOQqqgiAx/5bcy7rgypAh4weOIASVZ7NeNaA1Ryqo3b6vAQ/dWYiWThc2fMpaRaooEqkJenRaXRiZEYtHq4rw3Oqv+WpfNGV4jjJ8/+15otaJB+cUIjVeh5YuF8/sKJ+ajaRYLXQaCus/rcW4UclQKkkEgqyLiEmvglmvQnKJBWu31/JMkGGpMeixufn1mBvHik1H8WjlGH6jLOUmsqa6lq9Q5g6Lw3WZsey1w8WLXV5OcKwYyWojARyrt+KFdd8IAvkNn54UfPc3txzDQ3cWCvrPOdp5SXGG5EY+3EEq/L4lmrWINanx4vpveNHRyLE1tzuQlqiDSdMXGNlcNGh/QCSiV1lqwebPT4NSkFheWYQOqwsj02LxwrqveYaDl2YdMH69cALUKoUo2KkqteB/Vx+E3Ulj2dzRSI3XRRUgfHnDYfzqnvGCY4RXsrnzXe6edxkDwCUQou3vOOGJ2vD5Eq6No1SwAbjUmiLlPPHae0dRPjUbO/Y3YtEdbHKCCbLrIwBJhltGsglvbDnKs4w6rW5R+8W9M3OxeFY+XgsT/102dzQyknQA53YZeW2CQG5mDNp7vYJxcDbMJr0a//33r9jkR2gdJwkCKiUJjy8gELGtKmWtRVu6HJJC7mqVEtv3NWDa+Ax0273f6XfqYhAfo5EMMGONsuWnDDHUKgXmTBspeJ4Wz8qH+gLYNHJCQsalQ1h2/J4Zo1A2ZaSgR4/7waksteDxe8bj9Nle+GgGaz+p5X84SBJYMrsA6cl66FWKQbWRlSFDxvcQoQoYHygNYM2RCmrtThojhpigphRY3eXCjgONuHXScEFClqv2mQxqEIjevsZRhpPitPjjSmG1/aX1hwX9z3YnDRVF4u2Pj8PupFE+NRsj081obHUI+rQrSy3Yd6wFi2cVoKnNDrVKgQDDoNcpzRjwBwL8RllFSTs3NLXZsbq6lhd8zEjR81oHg7UyHs6Kiaw22lw0n4wA+pIzXEsKh5YuF2KNKjy9ZCIOnGgHpWSFu6aNz0BGikkyqWB3+gTMGbuTFfHb/lU95k3Phd1Js0FXWZ5Ak4RjoqQl6XFdphkggJYuD9q6XdCoFTh6qh2/WlCMb+u7+fYM7veUqyBXlFgk2y0On+rEpl11+Nm8sXjmoUnotHlxqrkXW8OO8cK6b/DEvcX4/Zv7+CRKcpwO3TY3f67IgMkfkHYouBZaer63iKadciHPZigREU3QNjxRyyUJqkotMBs1vKZJarwOi2flo9Mq3dLBBIOCFikAyE6LQYI5B89GaNfsO9bCP1Mcw+3BOYWCZAQA+AMM1m6PSCpurcFvFk0QuVk43H7Y3H54vH4kxGiESRsCIi0KjtV2y8ThqG3s4Vlz4evFz+ePE4kPr66uRUXJSGz/qhFVpRaBkHtSnBarq9n1nCQINln6HX6nLgZKCqgosfC6R9warxr8JDgZVwFuj59PRgB9ycQn778eGOCaLyckZFwakEB7rxcMgviP+66HTqPE/po2yR+cOJMGSgWBdZ+cFG3aCrITYNJR0FNyMkKGDBmDCGFVwbgYjWRQGwyxEaQqgEY9hU6rB0mxWlgdHmSmxkhWoHIy49De7cQT9xYL6PIcvHQASgWB/7ivGEdPi4PQIYl6nOvsS0Zwn+HYF8/8Yz/+uOzf0GPz4sy5XuQOi+MZFxzUlAIp8Xokxunwm8UT4PUGJMfKMH1jenkD2198pdXgLwihe6jXKvH0konw0n6BaGm0dg4yQig8NV6HYJBAl82DnIxYvPreEdABBiXFmVCQELEW5k3PgdmowZtbjgn63Dd8ehJLZxdiaKIWTy+ZiC6bB3EmDeZNz4HT4xfoP7T3uJGaoEdDqx3rttfyopkTC9Ngd3mxaVedqL3HqGO3eNFcUzj7wTe2HMNP7xoLf4CRbBkJBoNswsLuxammXvzzoxp+vvHskrCAyeaRtgwVtPRcqmq9jAEhmnbKrxdOgEGjPP/178c1gzuOXkeJ9BO8NMMnIwA2mbd+x0lJhyI1pYBGpRC0X6TG6zAqMxa9Dq9Iu+aJe4uh1yrw1OIb0GP3INaogU6rBBWh7E/7Gcnn2uX1I8Ws4XVj6s7a0dzhELAVllcUIT1Jj26bF3otJbqGa6pr8ZtFN0BNkfD6hS1UXCsJ997I89N+BrN/PBJbvjiDMZZkfm1t73ajsZVlTqQlGq4KU9hPQyDCzK3xv33gBkAmSciIgNvrl5zjbu81qiEh4xoFCXxT142122txx+QRMOlUaO9xIX9EvOQPjlGnwtbPT2NJeYFAwbey1ILaxh4MTzVBH6YcLEOGDBlXFRKbca6qzFXXOqwe/PyFL2DUU7xQYOTGVKjdkCdZgcpM1aHH5sHv39wXtQ/bRzMIMGw1bfv+BnRaPUgwa1BSnAkm1Mds1FPwWvs+56VZUWGjnkJDqx0vhbUbLCrLx459DSjITgJJAsOHxIAkCbicNPQ6Cm9t/1akYv9AeQE+/PKM4PjR+o4HRWU8SoV4SJyO3+xHa+cYlhrD/51T9P/9m/v6mC9l+VBRJP4Wuqb33ZaLqlILkuJ08HgD6HV6cK7TgZYul6ByCgDBYFDEKllSXoAPv6zn7TW53vq2LjfWba+VtBz9+fyxaGoTBlMPzMpHbqYZWUNMfAKNo88nx+nQY3djZHoMJhYMwZOvfImyKVmSiSezPqRfoaPg9QYENoZSvez9sVAQjH4vBhOT5vuGaMk2jiVzvusvldAIF7Q9fKoTuw81Y+nsAsGalp5sEJ23pcuF0+d6RS1AD84phFGnwp/e6hO9LJ2QKbCkDdeuaW6zQ6elBOdbXJaPJeX5OH3ODo8vAJIgkJ8VB/VOBX/MaeMyQJKs3W1juxNxJjV6XTQUSlKy1aiy1IJ/fFATVQD265MdPNMo/Dm7/UdZrLtclHU8d1gcXB4/xo1K4dkmy+aOhklP4dcLJ8CkVcKguTqJumjMOZvTJ9t+yhDBpKek4z29rCEh40qBBLrsPug0FO6ekQu1SomXNxxGS5cLqfE6yaTDik1HMLkoDSqKREXJSHhphldFnjI2/ZoQRpMhQ8YPB1Kb8b+8fRDPPDQJGYl6dNl9+MvbB3m67tY9Z3D/7fkiDYZwYTW9VoW3PvhWsgL1ysYjMOopaFWsxk64Y8PSOYXYvPsUahqsfL/xniPnMKlgiKgPOZx6z1XES4oz+WQEd94Nn54UJUeWzC5Ar8MLhgmiIDtJpHfx6sYjKLsxCyebevnjxxj60We4yjifuwbABtLL5o4WaEgsvCMPm3ad5BMMANDU5uATPl46gNdCmhuceLOKUsDjDQjadRaV5UsyUVSUEn9YuV8wrlc2HsET9xbjZJMVPpoBwwSxcmsNHphVgMlFaaLe+7XbT2B55Rh46YCgivzqe0fx2wduQFJIhO7Py/4Np1vsAvbGwjvy+N72QyfaRImnpbMLYNJTbF/9QDVXzvO+gdwLGZcW0ZJtHEvmfNc/WkKDE7RFkE00rN1ei6eXTITTQ/POFFWlOayYI1jNBbuThtsTwKHaNjx211jUt/SCYYBeh0fQyhFNu4bTGktLNvKJQe719Z+eREVJjiDRkZ5UhJ/NG4s3thwTJfMemJWPli4n3txag7IpWZLfMdaoQYJZAyYoLezKXcO/vH0Qv39wEsqnZiNrqAl1Z20om5IFrZpNKr790Ym+xMmsfH6vzCVjRqQahQmIq8gi0qmV0gwWtRw2yhBDo6FEycilswug1cgJCRmXGyTQ6/KjpduJtk4XPg7zXV9wWx7W76jFyaZerPuEpdUdOyOkFpMkq8rK9fVxG+irRU+TIUOGjGiIthl3eGic7XShqd0ueL3T6sEbm4/yomkcM6Ffp4rQMbt6Pfx7V1fXIiPFINi0r60+gdIJmejo9aDT6sHqEHU5cmO+uroW5VOzsbr6hKDX+a7powRjTTBrMH9GLpra7IJg9pUNR1A+NRvDhphQfy66RR4AvjLZ2uUQVT0vtxr8QHFedw0ACAKxBpXQPvCrBvx4XDq8PmGCIfzeeekAGtts2LG/ESXFmYgxaNDrsAuSFis2HcVP543FX0OJKy5JcaKxW3JcNfXdUFMK7DjQyAtlGnQUOqwQ3b/SCZl46rV/SY7NavfyFU2GCfLJCO48r79/jK9yj7EkixJPL284IqL1D6iXvZ/3DehenA8RwVo8I28a+oMUa4WbJ8D5r3+0hAZJEILjtHS50OvyYUSyAQBQd87Ov58kCMyZmg29lkKXzYPyKdlYufUYn6SrKLEI24v6sYlfVJYPl0dME59clCZoEQlPtjxSMQa/XfEvYWI1JJrppQPQqhWSyZO2bhemjcuIKuwquIYOLyglAbcvIDjGgpm5qCgZCbNRA61Kibe2fSsQmX1p/WE889AkoV7FVWQRkSSwpDwfGhUFt9cPrUYJj5cWta/JkAEAXh/b2vdo5RjBfPH6AgA1MGFLOSEh48IRatEwG9RobHHgm9o2LJiZx26Yg8DKLcdQPjUbPfZatHS50NXrwdrtfTRVNaWAJSMWMQYV/rzs39Bu9UCjVl5VepoMGTJ+oBhAFSraZlxNKfH8WunWCruThtNNo6JkJEYMiQFJEFGrfRyNX00poFCQKCnuq+KNsSQLxIEBCD7npaO3SmSkGHH3jFFIiWedPhbMzEOn1cWPlWslWbWthk8oLyor4BPKTDCIlVuOYVFZQVTK8SMVRdCqlHD7aLzzMfs9yqdms0J0JnWf84b76uoFnM9dg5sDeh2FTZ8JbTDDbT8B8b1j50Jf7zvXFvGT6bnosbvxwZ56lmLebhc4nKz/tBZjcpIlx8UwwOrqWvxywXiolArsOtgMq92D4UNiBO8/XxU53tTX8H1ejYwoAeBAaf2X5F4MBBLB2mN3jYVlqFHeP0RDGGuF0wL5IIJBFfkshCd6pBIaD84pRK/Di82fnxYc51RTL7zeANKT9GjucIjcJYIAVm6tESXPduxvxOyp2Zg3fRTe/ug4fzypdWf1x8dx1/Rc0eskKT2H+xNb5YQ0SYKQdMLYsPMUpo3PQKfVg+q9DXjsrrFggkE0ttoF1zA1Xgenx4+120+K1oDNu09jyth0tHW5QsK0YpHZ8ITQ1WYR6bUUCIIQWLAunV0A/QVUvGX8cEDTAXh9AbT3eHhx1hg9BdofOP+HQ7gsCQmn04m//e1v+Pzzz6FQKPDjH/8YS5cuhUqWZ/1eoMvmQ/05K67PH4L0ZANGpsdgxaajPPWsstSCjTtPYdq4DGz6rA5JcTr+R4OrCr3z8XE0tjrEGxx5MyFDhowrhQFWoaL1xDs9NIx6CmqKxNLZhWjrdvG9wPOmj0JWmgknGnpQ32JDSrwuajDI6T8kx+mgJAlh33WUIJHr8VdTCsSZNIIkA9cjTYbEDRta7SjMTsDf1n0NOsDwVb5p4zJQvbdBRGNeeEceHK5TPA07EAiI6JjzpufgXIcDQ5MMcHn8sDl9ANhETHqSASNSDPw1jHqNryCi6hroKYFyvlSrYVKstl+6emWpBUwwyAciUkyY6r0NSI03IIggDDoKq7bV4GRTL3rs3qhVVy8dQHevF+/uqMWCmXl49p2DyEgx8G08Rj0lmFfh7gTDUo14pGI0gmBg8/hh0irPq5HB/fs70fovgF5+Xo2J80AqWHv2nYNyy8f5wLFWommBhJ6FVR/2JShtLhppiVrYHDRi9JSgHYN7f/hxuLlrd9J48v7rRZoMq0N2wdy/wxN7nVYPNu8+jYfnjkb51GyoVaSoZY2zmi2dkImtn9fhgfICvBr2rEYm7LhxEQSBhJjoLI9p4zL4lorwsVaUjGS/X6hdo3RCJrp6XfDSDJLjdCgpzuTX/AfKC/DHlfujrgHJcTq8t+sU5vx4pKRtaHhC7pKwiC4CXl9AUtTyd0tuAOS2DRkRIEhC+u+E9N+lcFlm1ZNPPgmSJPGrX/0KwWAQa9euxdNPP43f/e53l+N0Mq4wSGUQI9Ji8bsVeyUpotwPDGfhmRBH4ZmHJ6Gj14u65l6s2X6CzyjLfaMyZMi4WhhwFSpKT7zDGxD52y8qy4PZoMYr7x2B3Unzm+1Fd+RJboazh5oRZ9IINt2RegPRgkRu7Q0Gg1hUlo8Nn56UTC58dawFORmx/GucfWN6sgGAWJPg9feP4bG7xmLF+0dYnQOVEmc7nbw1nZoioVQQ0KgpfHumh9+QS/VB93eNEy/jvRUhvEJs87KsPB0Fm1M4vpYuF9Z9wgZNDa12IAi4orhGDEsx4on7ivHy+sOYPCYNXjqAsnFZkoyFX9w9Hr0OD97++ATsThpVpRb02L28PeKjlWPQ2GYDw/S1NrI92wq0dLnQHGoLYpMYtagqtUCvpdDe4+bFw27/0QhBn/rdM0ZBTSnwxuavMf+WXOQOixFpZFSVWrD+01q+7z3y9QHR+i+UXj5QLYoouNrB2jWPKNff5qSx6sMa3D55BGxOGkwwiG/PdMPhMeCtrTV80Wl5RRHijGo0tjmRnmzArxdOwOFTnSLHH6mWCi8dgMcrFNsNb/0qnZCJ4/U9vNtLglnDt1Blphjx9y3HBPtMH+3HY3eNARMEDFoKb237VpTgW3hHHl7ecBi/ume8KBG2dHYhPF46qogj7WewqCwfSbEaTMibhOMN3TDq1bB3OPHPj2pgd9JYeEcenG4avaF5GW0N+OWC8fjR6KEi+9LqvQ2Yf0uu4Bm4aBbRRaLHHuUZs/uQaJBFLWUIQQDw+AIihtHA0xGXKSHx7bff4qOPPuL/fcMNN2DmzJmX41QyriQIwB0IoNfux4sRomiRFGKSBEaPTIRaRUAVVEClUcBq90laismbCBkyZFwNXFBgI9ETzwQYUQVwxaZjqCgZyW/KOQYESRKoKrUIkhfzpucgCPDJiL5jHMVjd43Fs+8cxI79jbh7xii8te04/7nFs/KhVStRUTKSFwPevq8B992WJ/K7f/39Y3j8nvEgCYAggOWVRVAqSCSbNQBBoKnNLnkNmtvtbJJhdiHiY9R4ZUMDyqdmY+POUyidkIl/fHBcsKn+YM8ZcR/0ea7xZUM/1fqznS5h4FxZJBpfS5cLDa12rN1ei5HpMbj9RyNE9+7BOYXYuOsUpo1Lx503WdARSgxEY7TUt7Din9y8CNf4sDtp9Do80KqVgoTCwjvyYHN6UVWagyGJej5A6bR64PayFVyjnkJlqQUARBXet7Ydx0/njUXphEys+rAGS2cXsqr/oYJBYXYCKCWJ1AQ94k0axJtY+87z0voj8J3o5QPVopDA1Q7WvheQuP5Whw83T8iEVyKwuHlCJlZ+UMPf23B9mifuLcamXXWi+xFnkr5PVodH8O/soWb8fP443pGGUpKCuc61RZXdmCXQ20mJ1yEYBOpb7JiUnwwmCDS2OtBjP8MnMUiCgNNNo6XLhW67V5yIMVJo7XKDYaQTvxnJJujUCsToVTjb6YLd5cfGXXWwO2l+3Xv9fbZNWRUad1RWG8TP6JrqWjxaOQZpiboBsfKulB6PUUtJOu7o5b26DAkEAkFJNtST918/4GNcloREUlISuru7ERcXBwBwuVyIjY29HKeScaVAAm29HgAEaht7zkshzsmMhcmghFahGDQZXxkyZMgIx8WuSVLBtlFPISvNjEcri2B1eJGRbAJAYOXWGtZl48YsqCgSaUlGrNx6DDeFBAvD4aUDONthR1WpBelJBngDDM9OIAkCPjqA9TtOYsrYdMy9yYK3Pz6OTqsHDa3SyYXaxh4ABB9ALJs7mtd2yB0WJ3kNUhP0KJ+ajV6nFwGawfxbctHZ68L8GbmipIeAdm33Xt1KXz/VeqnAuanNEZWBAgCzpmTj+TVf8/eOC3ISY7WYVDAEb26tQUaKAZU35WDp7AK0dbslj+f1MUiO1yHBrOGFMDNSjHi0sght3W6s33kKAFB2Yxb0WgWy02Nx5mwvEmN1eP+z06ADjCApwvXKe60BfLDnDO67LU/y3vsDDNaEaPJdvR5MHpOGHfsb+XGFJ1mWzR2NvGFmntbv9wfPa/EJXHnGglSw9thdYweFeOq1DLNRjWSvDs9FPN/hbRbc3zjhR5bKf1jArMnNNGP+jOtgc/rw8NzR+FsY4+bBOYVYEypMqSnWPtnhoQXOLw/MysejVUV4bnXf/eVcgziwiQ0vPF72Weh10jAbVXhwTiFeWn+YT2JUhj7HrzmRiRg/6yjxzFsHJG1I05P1aGx14A8S1qPh615ynA6bd9dh4R156LZ5JdeAHptXOlnZaoNOo4AhvBXiIllEFwu1WoE5Px6J18IcdxaX5UOjHphAoYwfFtxeaTaU2+sf8DEuS0IiJSUFc+bMwS233AKFQoFPPvkECQkJePrppwGwLR0yrh34/QyaO10IBoNweQP9Wh9xi3hirAZaUjGoMr4yZMiQEY6LWpMIVvgrfC1MMGswc9Jw/CHkeKGmFFgwMxdpiXo+eOQELBPMGjwyl9WhkFpPC7MT0NzuxKmzNr5aGf562Y1ZyEg2oMPq5oNG7rXI9zIMAKIvgHhh3Td89To9USdJ0+eo0RUlFlidPqQn6REbo8Hhkx1RE9Jqqk/QjqPr93uNLwP6q9ZLBc7b9zXwQRLXNz8yPRbvfsIGTV5fQHTvACAtaSwfzJ9s6sXTb36F1HgdHps3FinxOkGAxdGyp4xNx62ThvM99i2dDnhpRiD6vONAI26dNFyyJXJrqNUmOy0GMXoVNu6s46vIBCF970mSCCVe7Fhd3RekUUoSq0KsG+46vbDuGzxxbzHSE9hq7cSCVKTEnj8guuJJJ4lgbXhaLLq6HJfnfN9HSLCITFolWkPzJRxeWthmEZ6wA1hGUaxRhWcemgQ37Udrlxu/e52dv6nxOp6hxelODJs/jr9vIIC//G2PYB6++t5R/Md9xXwCUE2RUKsUguTYvOmjQCkJQQKBs0Aun5qNoYl6dFjd/LP24JzCqPPXavehpcuFD/acETjsJMdpWPvetdETsNy612P34Pq8VHx1rAUzJo2QtLy3OjxRNSwkn5WLYBFdLFxumk9GAOz3fm0Te1/iZJaEjAjoNJTk3NZdbdvPzMxMZGZm8v+W2zWuYZDA7m/O4p2PjmPp7EIEg0HsPtQsyiQ/dGchmACDRyvHwGSgoFMqxIvnVc74ypAh4weAC/Fu/65rUqgKv+rDGsFaWFKcKaItrtxag8fmjeV/rMNFJ0EAmz+rE62nS2cX4EhdF7vxnZIlGSCQJDvMzZ+f5j+/Y38jFpXl89aN4cHw5KI0wef56jUD5GWa8fSSiThwol2kYUASBAiCwM9f+AJGPYXFURw3wu3/7E66j65/hdf9/qr1UoGz3Ukja6gJ86aPEiRlFt6RhxsKUpGaoJf8vkadSrLVw+Vmjxdu1coJh3LXpnxqNlQUiQ/2nMG08RmC40dzzagoGYm3th3H6uoTeGrRBMQbVYJET0ePW9RWUlVqQWunsy8pFXa8R6vGSF6nmvpuxOjYIIgkCZ4tYXPRaGx3Sj5TV6XYEBGskVFE1WRIoB8WUUqYCDkHNaVAr9PL/3ckWyE1Xgc1pYTV4YNGoxSIIbZ0ufDMP/bj6SUT+fUAAPv/BIEOq1tyHjrcfoHbTYJZg/Kp2Rg+xASNSoHTZ3uxcmutYE310gGUT8nGG1uOwe6ksbyyCNPGZ4AkCIxIje7Awq0LXHsI952yhprg9EiPj0tEkATBa+e0dbvhpRn86a39qLrZwrPaOG0NSiEW6awqtSA5Xjfo9sIeX4BlhY3L4tnPO/Y3wuMbuGuCjB8OSBK8Ow43t+dNHwXiAmxiL0tCYtmyZZfjsDKuNEigpduDHpsHi8ryYXf50GF14+YJmfh4b4PAvkxBMLA6GehIYEicFmCiHPMqZnxlyJDxPcd38W7/DmtSeBX+gz1nsLyyiN2oBaV7hz1ePx6+swDvfFzLC0sa9RQAArf+aARsDh+qSi3w0gEUZCXghXVf8yKJgHTle2SaGc0dDtidtKCyxzAMfnH3eJxs6uGD4VsmDgfDMKgoYbUGdh9qFlbkgkC8UYX0JKPg2lWVWjAkQY+XNxzmWQLVe+v7jh9kj1U+NRtON42tYXoDArr+FVz3+6vWRwucA36GT0YA7D3buPMUHq0aA4/Xj1/eMx6vvneEF/VbOrsAKhUZ9TxdVg9WvH8EC+/Ix5lzNkwuShNoMWSmGPGPD75Fp9WD3Yea8UB5Pt795CQmF6VFdWOJj9EiwayB3Unz1PPwRI9SSeJsu1PQ2qPTKPHerjqBMCV3PCAYlU0juHcDeabkYsM1hX41P3SU5DOSnqTHiCEmmPUqdFg9PFshNV6HihILnnzlS3jpAO67LbePZYA+F4kumwfxRpVoLkUK+ALsPDRolXhwdiFeCq09dieNhBgN3t1Ri3GjUgAEYdRTqJg4EnEmrcDhiJvvDa123q62P0t5qXXh4bmjcbLRCi/NRE3APlpVhESzFk43DSYIZA01gggxTLZ+cUbabeerBv76jMqMRVObHWkJ+kH3rJj0KpFgc1WpBSaD3GItQ4xgMAijTolHK8fA7fNDq1LC46OB4MAn9mVJSHzwwQd4/vnn0dvbK/j7l19+eTlOJ+NygACO1VsFFaOlswvw1dEWTB6Thilj00M9hASCYKDVUEhJMECvUkRPRsiQIUPGZcQV8W4nAIc3gLIpWQDYDXdDqx1kyN5KavPa2uXC2JxE3D3jOjy35pCkLRxXZeu2ewXuGjv2N0qqxm/78gzGjkrmq+Jcz/Sisnx0Wl0oHJmAHpsXMYbhMOpU+Nu7hwVruUlPCddqKRcKrRI2p48fT4JZg+tGJOBPb+0XbNy3fXEaNQ1WwXe+WtpA56vWSwXOje1OwT1LMGtQOiETv3n1X4LvqdcoYdKpWPFHQNTqwp+HIEApSOjUSkmxP4IALxZHEgQSzVrM/vFIrNh0FGVTsqLOoVsnDUdybFg1NZToAYDHX9wDo57ibT8BIM6kwfwZuVi1rYZPhnDHa+tySVoqVu9twKT8ZP690Z6pp5dMRLxRJUhKyMWGawPn0/wIf0ZS4g1QkWyVn9M4MOko/nW9huKTEQlmDbRqCm9/JLa8jTdpJOfSik1H8Yv54/CnVQcEn3lp/WE8Nm8sHr97PDw063IDELjlhuFISzGADr13dUTAz2k7lE/NRn5WPCblJfefHAsx6vRaJZ5eMhFe2g+DhnVQCheNjVyrs4aa0NjqwJMvfylM3CQbeLYFlyhOidehvcfNJyVPNvWySY2p2UhPMvSbLLmakBIp/O0DN1zlUckYjFCrlAgGgefW9DnIPDArH2rVwNMMlyUh8ec//xlPPvkkMjIyLsfhZVxuEIDVTeNsh1Ow6X55wxH84u7xWLHpCN9ra8kww6BTIsGoZje3g3BRlSFDxg8D/W60Q7TzAbVyRINEtbiy1IIvj5zDtHHpAIBFZXlYsemYaJM8KtOMIILw0tK2cC+tP4ynl04EpVSIEhGcTWdasgFtXU5WPNLqQX2rHUtmFbAMDW8ALi8Nvz8Ak0GNHhtLsTYbNWhqs6NsShZfrXx5wxHpJE1kUAkINIOk2gn+FtId+H2YbsZV1QY6X7VeInCOZFVE+578NQslcvIyzXjmoUlweGioKSWcHho2tx8mvRIVJRbUt/SKgpnKUgv8AQY7DjTySYL/euAGdPV6UDYlCxoViQUzc7Fya41oDj0wqwA6lYI9Bzd/CaAzJJYXqXNRUWLB7kPNonaUZXNH4+2PjsOgo0StJZH2g9GeqQMn2pGeZIzOPrqQ1ikZVxTn1fwIe0YSEw3o6LALDxD2emOHU/DcRDoGramuxeP3jEe8SYXGNqfkXLK7aIF2w5dHzmFyURqa2xxo7XbhyMl2lEwYhlfDNBl+s2iCKGAO13ZITzZgSKwGQD/zMGI9T43XYensQpZxpCBh1FOCxAIIoCArHkPjtP0mvzlhzU6rB5s+q8OCmbnQqoUaGLxFslYJm3PwPSe2KDaoNqcPSUbZ9lOGED5fAO/uOClgR7274yQeqSgCBlgMuiwJiaFDh+Kmm266HIeWcblBAFa3D70OGtyquPtQMy/E1dRuw/wZufD6AkhJ0MOoU0JPyawIGTJkXH1E22jHGdUX3soRCQLosvvQ1C4M7rlqXGq8HnodBZ+fEfUOczR7s4EdXzRbuLPtTnz+TTMeKC/AqxuP8ImIoYl62JxepMbp8H9hCvidVg/qztqw62ATSq7PQIJZC41KiTe3HINBR6GqdJSgtYJbxzutngE7IIQzDqKNOxgMDi66/gVW6yNZFZyDRTjCK8iC8+iokJXoPkHAv3Z7LSaPScPuQ82CYCtS3JJSkLC7+0RJfXQQeg0Roker0RYS27M7afj9DJ58c1/f/M2MQU1DL5rapZ1CSILA/FtykZsZkaDRU5h/Sy6eX/s1Vrx/BCXFmchMNeBHhePBMEFeKyKeCUZ9phgG0dlH36V1Sk5gXDFcSs0PwfyIsj6QBAAm+vqs1Sh5vYgEswazp2bD5qTR2u0CSRC486YcnpUFsE5GrF5DdG2HofE6AOJ5yDnJgOlj/xj1FKomWaDXUoLEKieSOcaSzLOZYkLXqL/k94ghJsFvwIadp0ApSDy9ZCKcHrpvjQRQ03CRv0uXCTEGleS9ipFbNmRIwEMHMGtKFnrsPr5lcJaE/lV/uCwJiVmzZuGZZ57BjTfeCKWy7xTFxcWX43QyLhVIwOELoLHVKakQXlKcCZc7gOc/+hqLyvJh0CqglxKvlCFDhoyrgGgbbYYJDqyVIywoiovRgAkw/H83tTlEzAguuB+ZHgOnx48//GM/jHpK1Hu7bO5omAwUHC4/HpxTiNaQFoGIlt/twu2Ts/DyhsNhmhBBvP3RcSy4LQ8eXwA/mzcWf3n7IH/sURlmJMdpeSE5NcU6e1BKhaC1glvHp43LwKbP6oQtFf0Fg2GMA6c3INmCwOozXMN0/QhWhV5D8Q4WHPgKcsS18gcY0dx6Yd03eGzeWKzf0acZEjlv7E4aP503FjEGFWrOdPNOKlwgRJIEOnrcfCtOVakFbd0u/hxc2wQXUImFpkdjxBAj30YpuD+MBItET4mCo8fuGgtLmlH0THHfQTJJg+htHr9eOAEGjVKcbDhfAkNOVlxaXELND5NOybcuAdIta9xaQxKQFF5NNGvwywXjcaKhB9lDY3C20yV4HpbMLsDPfzIWTR0OuL0BqCkSbd3SaygnMkkqSMl5yDnJxBpUaO1x8+1zXprB6mohu+PjvQ18KxU3lqGJesQaVNDrpF0FzHoVDGoF0pMMovkcb1Qh3tDHQrG5r0CL4XeEPxCUvFf+gPzgyRDDqKXQ4PGLfscMFzCPL0tCYu/evfjss8/w+eefC/6+efPmy3E6GZcCJHC20wmlUsknIwAhDS4tSY+uXjd+cfd4KAjAoJI3BTJkyBhEGKBGACBR8Q4LiiKTClWlOQLrzfB1cdNndTDpVPjTW1/ytPmte85g3vQcpCcb0WPzorPXjeONBN76oAZ0gMHcaSOxdHYhLxYZHuQlxmrR0uUSUO8BwO3xY+WWY5h/Sy7+vOzf0G33Is6ohpdm8Id/7BeMzeaksXFnjeR4SZLVPnC4aYAgYNIpRYFoeBWRu66c28KAKqvXYgAZzqogIP09JYL2aG4VLjeNiQVD8OWRc1heWYSGVjvPmOFaNRREX292ZK/2f9xXjJZOJypKLCAJAglmDRxuGnfPGAUvzd4Ym8vHz7lwWvmozFh09DjR2Opgg/rzfV8ANqc4OHr2nYN45qFJyM2IierCIqUVEq16fPhUJy8yGF4FPp/I4kWzm2SIMRAWEQE0tdlxrsMBrVoJo46CQR1WhCLYCv8HX5zGY3eNRVu3Q6RLwiUHQADdNi+2Rlhrbt1zBinxejS02sEEgUAQvFI/wM6FVzYc4Z1pdh9qRkVJDv75UY2EO1EhjFoKTR127DniQnZajKTAZk19NwACTDCIkuLMqG5Gk4vS+GQEN5YX1n2D5ZVF6DzXiwfvLMRLYdo8kVo1f172b3B6A3C6WUHOSJxPy+Nqwumh0djai/9cOAFWhxdmoxrb99ZjaLIBkPguMn7YcHuj/I6lXQ/oB3aMy5KQ+Pbbb/HZZ59BrZb7jK4JEEC3w4deJw2C8EtT7kggxqCG2ahBjIFi2zTkzYAMGTIGGwagEQCIhRfDg6KycVm8kxAIICPFAKOegtfa93luXVxeUQSvT7xuBpggnvlHH0OhqtSCmydkYuueM3B6/PD4ApKtHTF6aapsW7cLk4vS+EAtI1GPmsZeNLXbRedmgkHJdVytIpE7LB419V1oandg96FmLJ1dGLWKGBNyphiQm0IoCeFw0+hx+ERij9dUABkWUNjcfni8fiTEaOBw+0XXKppbhVqlwJrqWiyvLAJBENh9qFngJJCbaYbdTSPooiXvVafVA4IgoFUr4PUx8NIB+Ogg1m4/yV/Xh+eO5h0KOMtCTiwvzqTGqg9r8Pj8cQPSTzlfcCTlwhIebIbPAT8TRFVpDrbva+CTL+rQnkGqCtzfuQEM2iryNYcLSRRKsFaqSi1ISzQga6gRNieNLrsXBElg5r+NQH2LDdv3NQAAKkpGIt6kRWu3C6s+rGEtOEOCj3YnLUi2siKvBDbuPAWjnkJqfK7kXGCCQT6p2tbtErkLaVQKKEjgz/9kxTFT43VIidfxrSDhLDGGAUAEsWN/I34ynT2f2UChqjQnJNbOJi+itW41tdmxuroWqfE6/GpBMYCgJMukqd3ZbyJtIL9LVwuJZi1Gj0zC717f2/e8zy5Agll7tYcmYxDC7ZWOHd1e/4CPcQEOoQNHQkIC/P6BD0LGVQQB1DT14j9e+hJ/+edBNLU5QmrGfVBTCuRkxsJL+zEkUSO3aciQIeOaAtfKwa1tgmpWCOFBkVajQOmETGz6rA5rt9fiudVfY+ak4Ugw91WG1JQC43KSkJsRA4NOJVg3pUQRV1fXIilOx7+2+fPTUFEkNu2qw9pPamF30qgqtUCrUeChOQWCsVaWWtjNPtEXqHEJFIOWEq3ZJEFIruPDh8Tgtyv+hbe2HcemXXUonZCJ+pZeyY3EsTPdePxvX6CmsZevMAoQBBByFuGCl8df3IPDdd0iC83n134Nm4uWOMjgRlO7E//1+l48/fev8PjfvsDpFjsyUgyouMmCihL2f70OL+ZNHyW4X/Omj0J7twteOoCGVjueW30IFSUWpIb62tWUAvNuycXLG47A6vBI3qseuwevv38Mbk8Aq6tPIN6kFVWO/7buGyydXSg5V15//xgmF6XB4aH5e/PU63uj3lMuOIoch1KpgM3D7ue4ZNTP549D+dRsrPqwBj//v8/Z45F9c+Dpv3+FjTtP8c8MN64dBxr5sXPJhv7ObdarzpuskDFAhD2j/c0DDlKsldXVtWjqcOBYvRWPv7gH//XGV3hu9SG0W93YdbAJt04ajlijGinxery04TBWV59Ap9XDrwFeOoAH5wjn60N3FmLlVpZRMW1cBt+KEY7wZBYIYPu+BtaKPpTc2LSrDsOHmHgnIYBlN0ixfRfMzMPur5uBIKvB02N3IzfTDDWlxMadp7B2O3u8mZOGI294vORYmBBzrKXLhT+s3Me3rIXvix0eP5raHSibkoWKEguMekq0Dg7kd+lqwUczeCnUBgiEhJc3HAFNy4JxMsSIjbaGX4AA6mVhSCQnJ6OsrAyTJk2CStWX6XvyyScvx+lkfFcQQLfTh+fDRNK272sQ9Y09OKcQMUYVzDoKuPb2lDJkyPihYwA90+HVqqRYnWBd5Dbj5VOzsbr6BN/W4PX5YXOTMOmVWDq7gNdxiFZZ83gDUFGkJM0+M8WIv285Bi/NilPOm54Dp8cvYE8g2Beoddq8MOopGHWUaM2ONarx0J2FeDGMTvzQnYV47b0jog368soiySqdZDVbomr6s3ljYTaqebFPlZIctDTkC4FUQPbS+sN47K6xePadPg2Pu2eMQmq8lme7kASBWKMKmz8/DTWlQGaKEWVTstDW7cbPfjIOXn8AFEmirYcV5ftgTz3mTc/B2x+d4I85b3oONn9+Gl46gOR4HapKc+DzM5LX1R9g8MR9xTh2ulvUEkKSgJpS8oKb3GekGAZS+iuLyvKxcusxNLY6+qq7gODZACDQs4h8Zp68/3ocO90tGFdkFbhfkcVQcm0wVpGvJVyoJXK0RFBynHht5JgLa6pr8dN5Y3HmnHSS88Dxdmzf14jyqdnITDFCp1HC7uqzFeaSDVI2xxz7B0HA7qTh8tB4eulEOFw0KEohrtBGEw7usPNMNQD4YE89lleMwX///SvR3P3PRddH1U8JP6ZobSOA0y12QT899znBey+hlselhtXhlV7HHV4kysKWMiLgZxhJzZEAM/AE1mVJSGRkZMiWn4MdSqC9x4tum1egGN9p9WDrnjN4/O7xsDq8iI/RwKCjYNZSwMDFUmXIkCFjcOE8PdPhQVFLp7TmRGqCDk/cWww1pUB9iw0rP/iWFSe8awxMBjUerSyC2xeAXqOUDKI8PhppyUb+tXCafdmNWbA7aTAM8Np7R/H4PeMFLR8c3Xh5RRE6rB7UnbOhpDgTL64/AqOe4hMbJEHA5aExNFEnEGmsbeoRtAxw36m1y4mH547G38JaLDgr04qbLAABOL0BmHQUnL4ACILAA7MKoNUosGNfI5o7HPjL2wdh1FMoKc7EkESDJF3/WgsgowVk4YwSLx3AW9uO84kqDmpKgfKp2bh5ggarttWgJSRimhKvw4/HpaOr2wE6wEBNKdBp9WDz56d5fY/0ZDYxBQBVpTnQqBTISDHCpBPPqdR4HTRqJdq6WDeC7fuF1zw/Kx5ePyOw7+Yq1lKOIbmZMXji3mLU1HeDYYANn55E6YRM9NjP8MFrtOvSZfMI/p5g1mDauAw43TRyh8Vi18EmflycHke43aHICSQUmF1KR4hBhVD7ROupDujUEkKflxgXqlcQrZ2A+1zkcbgEwJlzvQKr4PDPMgzLSlhdfYLX5aksHSl4b2QrBkkQcLpp2J00vwZWlVqQNcQEl8ePE409UKsUGJJgQFWpBUyQnefcOSPHUJiVAKebRklxJp9AdLilr01blxuZKUZ+XlJKBV5Y9zX/jHHHjFzbbC5akp1RPjVbvA5eoCPQlYJGpZC8fhqVop9PyfihwuGisSekl+TxBqBVK7Bx1ykMTTIApoFpjlyWhMSyZcvg8XjQ0NCAkSNHwuv1QquV+44GDRTAkboeQfUsXDHe7qRR22SFmiKh0yiRPyIBvb2u8x9XhgwZMq5hDE3Q4efzx0GvlVZQ16spvkdZTSlw/+3XId6khdvnx5kWO7bva4DdSWPBzFzMmz6Kp9hzQVRSnBbfnukSCb9xG+1w9wKHm0ZFyUgEg0Bqgh6dVhd+etdYqCkSP3/hCxj1FN//7LUGBH3ZVaUWGDQUv9E91+1Cglkn+Z2y08xIT2ITLV29HrT3uPHlkXOYWDCEr1Ju2lWHX90zHt0OL14Jc/N4oLwA2/fW80r1ayKqI1tDzI5rMYDsz+4yHF46wPedh/8tI9mAt0LJCO5vL60/jNxhcXC7aRBEkBc27bR6sOmzOiyelY9V22oAQOTUsnhWPh67qwjPvsMG5rmZZtx5Uw6OnOrkbV3nTM2Gy+sH7Wdw3fA4uN1+gSNLuMMHHxiF6QrotRRe3nBYkLjiqt9rP6llkwUR1yXBrEFJcSbfOuSlWevGyPmwbO5oxBpV7LyUEAflGBiiwGwQV5G/M76LLepF4kL1CqQSQfOm56C9R9rdgmNvMQyw40CjiOUwb3oOGCaIihIL+xkVKWIIHTrRhsVl+Xht01E+UftAeQGCQQa/feAGeH1+WOYWIUZPob7FjhfWfcMLEP81Yp6fqO/CkvICvLKxb71aOrsA8TEqtPe4BeyF/1w4QfI7tXa58MrGI1hWMRp5mWYAwLzpo0T6OJE6Oq090pak6ckGmPRUn1jwIIZOrZSseGvVlyVslHGNI8aowqSCITx7ipsvF2ITSwSDwUu+/H3zzTd4+OGHoVQqsXr1apSVleGll17C2LFjL/WpzouuLgcYZvD9ciUmGtHRYb/yJ1YAnTYffv3yl6LFl1OMX1SWh7RkIygliTg9hcT4qzTWC8TVuqaJicaL+vxgnaNXElftebiGcDHX6HLN0UFz3y7W1SEiQEiN16GyNEdgf1xVaoFGpcD6nafQafUgwawRBI2p8TosmJmH5nY7FAoCo4bFwu8PwuMLIDFGjY4eDx8ccu/ttLowfEgMTjX3wOkOYMeBRt69oHxqNkx6KkRFZnewhVlx8PuDeOr1vQCAe24dhTXVJ0Vr+RP3FiM9Qcdfgy6nD399+6DIgvLhuaORz7lpEGzf8+kWO1q7XAJXEQD4xfzxeG7NIdG5llcWoaHFzovHhb/264UTYFArogaQ4fPnYufoBc3DgcwXiaDx4bmj8c5HxwUBO3evIhkST9xbjN+89i/BIRPMGsy/JZefV7mZZsy75TrYXV4Y9WrQPj9qm3qRnmwQtUWoKQV+s2gCDp/qglpFwmzQCFxaFszMBe0PCpJgXFIonDVRPjUb6UkG5GbGwOakcbbLhaY2B59MCy9OcFgwMxdeH4PstBgkxWrR6/Dh2JkuqCgSWpUSb26tETjTcHuJyPFz7QE2N43HX9wT9fXvgsu9Fl3KNfQ7ff9LvMadNwlCAiebbTjTYodaRSI5Vg86EIDd6QNJElgZuuclxZlIjtPB6vAgzqjG6upatHS5eIYMSQJjc5JQ12zFm1trBO1AGz49KXjviKEmrNz6LSYXpfFCqbu/bsbkojRcNzwWGQl60fWruMkiOdd++8ANeG71If5YWpUCQQDpSQbUnbUJGFy5mWZMnzhcZHcf7ibz5H3XY2i8FiCALpsPXTYP4k0axJtU/PrJXd+yKVmS9siVpRYkx+ouW+LpUs7R1l4XvD4GJEnC5vTBZFCBCTBQqxRIiZELzMAg2v8MArTbvfjNq/+SfA6TwnQk+pujlyXV9cwzz+DNN9/Ez372M6SkpOBPf/oT/vu//xvr16+/HKeTMRAQgMPnR0+3D26PtBrqkAQ9Hq0sgj8QQJfVjYxkwzWRyZUhQ8YPGJeg2hjZX93S5UKvwytwweCq/Vy1eNq4DD4ZkWDWoHRCpkBbIJwh8Pg94/lkBHf8Z985iLIbs/DCuq9RdXMO3v5IuBn+8sg5TCoYInBVyBpiQlyMhqcmf3mkRVSJfHjuaChIwOb2w6RXoqvXh45eD1q6XAIqNIKA2UAJrD0NaiUKh8fCoKVEvxHRVLS9vkDUfm2/PwCoFWhsdw4e+8+BzpeIyjxBEFj98XHcMnGYSO+BUpJ8hTU1XocHygvgDzCoKs3BgeOtGGNJBghgWKoJb33wLX+tahqsePqNvaF2DQefBKoosUhez16nDzdclwSHN4D/Cqnfc6+xVq9Ca9rVYewG7m/ZaTEYkWoQMRS4AGxNxGdS43UwaFVY/fFRkR0uN8+Neopv9yyfmo2MFGO/7QGD2e7wSuCCv//FrHFhiYyhiXreMrhfpgkBNHW48Nd3DvHsJy4Zyc35+2+/DipKKUiKzZ8xCndMHoE3t7IsH5IkkJ5sAEEA7+8+LZibKzYdxRP3FuP3b+5Dp9WD3V83IyNllKTlMUlCwOQQXL8oa4/V7uWPJcXYCU841DRYcd8dWvxyQTF6bB60htZKLmHhpQPosLoRo6fQ1u1G3TkbmGAQ9S12ZA0xIWuIUfAbsmO/mCESzk66FhxiVCoK5zpteO29owKW1rAhpqs9NBmDEFZ7dM2RpAEKW16WhITH40F2djb/7ylTpuDZZ5+9HKeSMRCEMt3nOp1YXV2LR6OImKlC/YHJCQa4XTQM6kGweZQhQ4aMfnChYm1SkAoQnB4/1m6vFb+Z6Pt/7jPRXDW4wK62sUfyx5okgZsnZGLL56dRPjUbyXE6dNvYlolZU7LR1GbnNX4A4FynE399py8wWHhHHoJBBv+5cAJoP6vvwFHu1ZQCS2YXYN32Wkwek8brFXCbfTWlQJHlBsH34gKXGIPYelQbRRcjwaxFe49b8jWCIPhK5pWgpQ8EFzRfQv3dAPD4i3tg1FOglCSfqBqWYsJb274FHWBQdmMWtBoFDFoV/riyT/tjcVk+1ocqwZGBEHd+FUUi1qgRXT/RtTZpogb00axew10U2GOoYXOKr0F4IoIk+97/QHkB/33KxmVJes2X3ZiFHQcaMW1cBphgEHqt9FzhgsrBbHd4JXCh3/87r3HnS2SEtRmEMy9sLhr1Lb0ouzELyXE6dFjdvO2xlw7g7Y9O4D/uu14kBLlq23H87Cfj8N8PTsTZDmfUtmDu/cFgsE/nRkvh6OkuyeuSNzxekDyJvH5Sn4k3afi/S63P4fNdTSng9xNYW30cVTeP4ts8wo+nVing9AXQ3OEQtHtUlVqQHKcVPJOdVg+f/E2O16EtIsFxLSTevL4A1u842ZfABrB+x0ksqygCBvnYZVx5xERZ02L0A3fZuCy2n0qlEr29vSBClmCnT5++HKeRMRCQQHOnC63dLnhpVtxKoSCxYGYuL1DE/VgoFQRABGHQKpCRpJeTETJkyBj0uBS2gFK2g9GsM8nQ75rg9ShVOm4jx4m8RR4rI9mErXvO4GRTL1ZXn8DLGw6DJAhMLBiCVdtqwDAASQAPzi7E0vJCrK6uhVFPoeImC8qmZKHb5oXLE8DvXt8LgiDw+zf3CTQLXtlwBJOL0viKXeSaT3P23BGWgH99+yCWzhZaj7q9NBbPyhf8bVFZPt7/7BRGWxJEdn7L5o7mq6fceAaD/We0+dJp86Kx04kuhw/nul2s1SUh/My0cRlYubUGq6tPYO32Wryx5Shm/3gkbz/o9TFYsemo4Du/tukoSxtHXyA0bVyf6LeaUiA92YgOq5u/flL3i+t/t7lpqEKCcwlmDW9BOizVxNuKhh+bm69c8EQqCHTapKtZIEIB4Ih4/PfSSXj+/00FgbC5HWWeqygSt04aztvkvrz+MJZEzJ9wO8PBbHd4JXCh3/+7rnHREhn8M0gCxxqsIitQXyAAk16NTZ/V4f/WfY2NO0/h1jDbYy8dQFevtE5Ce48TDpefT0Zwf19TXYv7bstDRYmFt4KNC1VO/YEg3N4AcjLMojWmqtSCGL2QyRF+/Xbsb0RVxLOyvKII8SYVfjZvLKpKc5Acp0PZlCyBbXP4fK8steBkUzeK81JxtsMuOl5VqQWdVjf8fkYyIWdz+0W/IZwuTEePG2s/qb3mBH7dHr/A+pqziXaHLIBlyAiHx+vHgpm5qCrNQUWJBVWlOVgwMxce38Dny2VhSCxduhTz589HZ2cnfvrTn+KLL77A7373u8txKhn9gQDOdbvh8tDQqpURNNNRqCq1wO0LAEGgem8DHq0ag6Q4NWvtKScjZMiQcQ3gUlRbpQTcsoaYJNX905P0GJVpRnyMBqkJOrz47mH+nJFj4NbR3YeaRU4WD84pxBtbjgp69b00a6v31rYaSb0HKfHIhXfkwainUFPfHTXIDK/YZaQY0dhqR/XeBoy9exwA6ZaVtdtr8dvFN+Drkx1gGOCdj08g1qjGo5VjEAgyIAkC7+06hcZWB+ZPJ1E4PFYgPOhw05KuHle7Ohhtvpxq7uUtXTmR0fm35CI3I6Yv2IgIyDutHjjcPr6KmGjWnpelwDFjuPMuKsvHm1uOgQ4wPM270+pB9d4G/GpBMbx0AHFGNeJjVKipZ6vdVaUW3DszFx5fQNA+saS8AOs+qeXZGPNnjEJKnA6PzC3iVc+T4nRoanNIXgOSIFBVasFzaw7B7qTx2F1jkRKnPW81ekiCQaAv0tLlwrrttXh6yUQ4PbS4PeD7KFR5IQj7/i46AB0VXWcF+O5rXL+tIToKTR0uXqCRe23VhzV4oLyQtzDm/h7JKOD+FzmmYakxON4gvRa1dDqxaVcdqkotGJ5qQkO7Ay+s7VsTORG8n/1kHBpabfDRDLbuOYPhQ0wsYzfK9TOolRgzMkE0l3x+RtJ6k9OFyEwxouzGLFTvbcDkojRs+owdm06jFNj4alQKJMRo4fUFJL+Xx+vHkFiN5O+FRt3HFhIkngb5XNdrKUlWyVOLbzjPJ2X8EKGiSND+oOB5mzd9FM+8HwguS0Ji2rRpyMrKwhdffAGGYfDwww8jKyvrvJ974YUXsG3bNgBsm8cvfvEL7NmzB3/4wx/g9XoxY8YMPPbYY5djyN8/EECXwweHi4ZRr+aVuQGEKHesVdna7eyPy0N3FvYlI2TIkCHjGsElsQUM2+B22rzQqJUw6SgYNArJoMmgUaKmsRerPz6BshuzoNewCYZIEcyte85ATSlQUWJB/nCz4FikgoTdKVxw1RQrvDa5KE20GTzX4URJcabo76+/fwxlN2ZFtdrjrgFXsXvi3mJs+qwO86aP4qvnUoFLS5cL/gCbIOGCE7uThsfn54Pe1HjWncPq9AEEAZMuzL4uxCAx6imWERCy8IsbYD/p5YLUfOHuFSAMvnhavI7C8ooidPa6UVWaw7tq7NjfCK+P4UX1Kkos/d4D7t8ZySbWbSAIONw+PnETrvFRkBUPIhiEOVbL0ugdfUkjt4919uD0Rbhxv7LxCCsy2mrHiKEx6Ol14y//FOqadFrd2L6vQdTjvqS8AHaXD5s/P80nyZ595yD+vOzf+OvFVaPDkyDzpueACTKS88fpoXkhQtGzGATPCLA6QvMnUmPkYoUcBzNC7UBZGXGsMF4/38ukU/bZsYYcVebfktuvBoTNRYOKkjRQKEi09npxqtkqum+Ti9JwIkpCgWMUzJs+Cht3nRLNhWVzR4P2B5Aar5c878h0M8qmZMFLM1CrlfhDyNaYO/7qkDVme48HDBPEjgONKCnOhD8QhM3jF97/yOuHvvYqBFnhy2htSVzi4e9bjgmEXLlna+ueM7h10nCkJxuhDVmyGjRK2Nz+KK1U6qhJtvg4wzWZeHO4ack54HDTSDZd3TVcxuCDgiR5QWWgL8787QMDT2BdloTEE088gd///vfIzMzk/7Z8+XI8//zzUT+zZ88efP7559i4cSMIgsCiRYuwZcsW/OUvf8Fbb72F1NRULFmyBLt27cKUKVMux7C/P1AAx85Y+cx3Vam0QNawVCN+Pn8c4kwaKBRBORkhQ4aMaw+XsNp6ttMlCFR/Nm8sEs2aUK91X5k7nFEQLv7HV4QNKgQYYGiSAbEGNavEHojwmycgCIw55w0gCJIUVuJZijOJhNjoFfjdh5qxdHYBnzzgqu8bPj0JoI+a7KMDKLsxC5s/r0NmigEGtVJQgQ1Xx1dTSozOjsPTSyaiy+aBUafC+5+dwuSiNOi1CsQYNfj9m/sEiSCuP92kVeJn88aiucMhCFrSkwxXV0cibL6c7XJBrSTRafPgvtvyoFUrwTAM1myv5dkQHKMjNzMGx+qDAss/rtLbX8AeeQ8imTHhSQxO44NjK3CMjeUVrNVh+L2n/eIkgJcOoKHVjrXba3H3jFGihMXq6lpUlIwUMGZAAHkj4nCuw4G/b/lWdLxuu1fwfMUZ1cjPiseB4+1gGGDz56cxbXzGhVfwz6dvQAB15+y8gCBJELyA4LUQ0F0yEBAJkC6bOxq5mTHSouNh19WopyStG3kGzLyxovtGkoia3MxMMaJ8ajaGJOgwJicZo4bHidZdm9uPhlabpKhjfUsvXwRLS9JLzl8u2afVKHD7j7JE1skDXTuisUNSQus0SRLs+RgIWBMIAnYnjeRYHbJSDbA5aXTbvGCCbGKo3+R3MGKND7LCnpF/uxagpkjJOaCmLkunv4xrHA5X9ATWVRG1/M1vfoO2tjYcOHAA3d3d/N9pmkZzc3O/n01MTMQvf/lLqFTsD1hWVhbq6+uRmZmJ9PR0AMDtt9+ODz/8UE5I9Acl0NrlEdDwov24EAQBj5dGY6sNOenmqzRgGTJkyOgHA6mSSmwELxQ2F41VH9bwQZpGRaKz1827Y4RviKMxCpweGhmJethcNOxOHzKSTVCRQb5iJ/gOAIYm6PDz+eOg0yphc/jw7DsHYdRTWFxWIEgQ3BpyNqgsHRmVal8+NRsen5+nGo8YYsKmXacEFnrVextQcn0GH/TqNcKe/lUfsq0iHIX5wIl25A6LQ3qiDpSiT6By77ftqLjJwjuDABJCe0Eg0awRuIuI3nO1EJofq7bV4M5pI/H3zd8KArY7fjQCDjcNNaWARq1E7TkbzEa1iN6+uroWzzw8CRlJekHAnpMZi69PdgJB4OO99bh5QiaS4nRQKkgkx+tw66Th8PjY4xw60SYZNIYzNp5f+zWeXjKRv/c79jdiUdgc4RDOxvDS0gkL2s9GseHJj2EpJsToNYLjJZg1fdVpt1/Afum2sQLZHHbsb8SCmbmwOWlB8qC/xOD5hBodHn9UAUEBff9SYBAzMaSu0wvrvsGfl/0bGCYoGnP4+73WAO98MmKoCafP2gQ2sCu3HMPCO/Lw+vvH+Gs8KjMOr2w8LEooLLwjD3/fcgydVg8qSizYtKsOk/KS+9Zd7ho6fchOi8Wqbd8KHH24NYX7Ds3tzqhrGQDkDosT2Ajyz8HSiXC6aME6KoVobS49dg/iTGpkJOqRnmQUJXpijSpMyk+GyUAJCnv8+p8ZkfzWU7A5B+fcuRjotRQWl+XjtU1hLhtl+dDJgpYyJKDXUpLPm0498PlySVf1O++8EydPnsSJEydwyy23IBjKdCqVShQWFvb72ZEjR/L/XV9fj23btmH+/PlITEzk/56UlIS2trYLGlN8vOGC3n8lcbGewZHw+QL4qqYVHq+wz03Kgqiq1IIYowpOtw8JZh2Gp8WCJImox77UY71cuFbGGY7BPEevJK7Fe3elcbWuUeQcZZggWjqdOHKqA3EmLVIT9P2uH98VDBPEl0daBHaaj901FhMLUi/5+TrOdIp0GzhLQ05d/vm1X+O5n05FSoJB8sfXoFPhxFkb/jfMCeOhOwuRYNbihbVf8739v7h7PGg/I7IJ5ewT391Ri0Vl+Vix6ahAIf6DPfWSgYLTTUOnUWLngSaUXD8M9S29ONfpwNRxGXhjc1+wMW/6KGz+vI6vWAYQ5OdUfJwBKQl6/GXVftF1eKSiCImxQhcIFUVKBrwtPW7+96T1VIfke1x0AFkZcQAu3Zy+0OO0nurA5KI0vPqeUISSo41fNzwOj1SMxnOrD6GlyxWVaXiuy43hhbFITOibj7WNPdi0q45PKAUBPL/ma942M3KOpSUZUFlqgccXwLAUI97YcgwAUHGThdefCCCIx+4ai2ffOci23+w8iYfuLBQ4GXAaEkCf6GrkHB2WGiPoaa8staCtx4k4kwb3zsxFr5OGUkEgPdmIN7cc41ka4c+dLyg+dmT/8CMVRYg166FUSldUzzc32uo6JQUERw2Lw/C0WMljfpe5dKXWmP5+5/sbd8tJ8XUy6imcabUL7j035tbTnYL3d1o9WF19Ao/MLcLq6hPCY3e54PbSIdtZ4Lrh8cgbHo8FM/Owcusx/u/DUmOw/tNankUwLMWI/7jveqSnxKDD6kav04OOHg/+Lyy4Xzq7AGu314rcZThs39eAJeUFvKMF9yxoVKxzj9UhLbza1ObA2x8fR0lxJmsvGwCGJBoE94phgvB3O0W6PdzxUxMMSEwwID7OgKw0M7rtbsQZ+37HGCaIb052iBKQ3PrPrV0DnTvXyt4mfI6eO9mB9Z+eFCSV1n96Eg/PLUJi6PvLuHbu7eVGU5dTkhVFB/xITEwY0DEuaUKioKAABQUFSE9Px+uvvw63241gMAiGYfA///M/2Llz53mPcfLkSSxZsgS/+MUvoFAoUF9fz78WDAZ5546BoqvLAYYZfOnKxEQj3/d2SUACrT0eNLSwxwzfLHACWb9eOAGHT3WyGxWVAm6PH9lDY2DQKNHV5bhyY71MuFrjvNgFabDO0SuJa2WOXU1czDW6pHP0fFTrSwibm+Y3ewC7KXz2nYNIib30FXYSRL/WndzfmjvsGJFiEFF3K0stONHQjX98IOyjfPHdwyifmo3SCZk8NfhkkxW7DjYJLNU+3tuAaeNY9sLJpl702E9geWURfHRAsJaH28lZ7R44Q72+ZoMaU8emCTbHD8zKx4KZuYiP0eJshwMMw2Da+Ay+Ynnd8Dh8c6INapUSTg8NSqlAyfVii7z/i6jQA8CQBOk+8SADnGnugUlLQaeWtn/UUQp0dNgFc/pi5+iFPhs6tVLUGgP00cY7rW7QfgYl12fASzPISDFKfpfGVjuGxPUIWnG8Pj+Wzi5EW7cLlJKdV0Y9hftuy8Pza74WzbHKUgv+8UENEswa3H9bHigFKUoKpScZkDfMLKrO8raJGgpvbD7KM2LUFIl500cJKO8P3VmIrl4XHq0sQq/TC5NejdYuJ1LiDXB72fu/cWeNYE5zczb8uVORwnajkuJMUf/w/639GkYdhfQEneS6cL654YzSw+5005L3+ruujwNdYy7X73y/4yYAf4ARXaeS4kyRiwU35mjXVauOLkJJBxgYtBQ8Xj+a2mywpBvx07vGotvuhVqlwCshK2Guray53Q5K6Ua3zYOX1h/mdRnCx/PyhiN4tHIM6lttyB8Rh5fWH+aZGRz7RqtW4sn7r4fX54dGpQRJEnC4aQSCgIKUTqhpNUqRsK9Uq09zhwMkSfCMMQSBrXvOwO6kkZsZy19zFQGkmDQAgvw+2Oam8e2ZLsn519rlgIoI8u8739y5knubSzlHnW4adCCsJ4gA6AAT9fn7IULet/ZBRSlRvbdBxIrKHTZGcI36m6OXRUPiqaeeQllZGT766CNUVVXhk08+wc0333zezx04cADLly/HE088gZkzZ+Krr75CR0cH/3pHRweSkpIux5CvbRCsddPZdgeYoDQjYvaPsxFkGKQnG0ASBFZtq8Hjd49jqY8/7FhYhgwZF4DzUa0vJfpVib/E53J6pAOgcIcENaXAqaZeeL0B5GbG4LcP3ICva1kXii+PnMOtk0ZEDXAFKvUqccC58I48xJnUSDBr0Gn1gFKQIEInryrNwfZ9Dei0enhxynnTc0AQhIjqH87oePW9oyi7MQtJsVoAELy3stSChpZeOD0BwTiWzi6UDgQ9tCAI7bC6JCsibT1O6DSKEJX7EgiOXiaYtErkDouLShs36ig0tzt4HYbUeJ1Io4ML2EdlmnnaemSy7pGKPneUpja75LX1+Ppac97aVoMFM/NEgc4L677hnzF+7jN9rUqNHU509PY5trh9ARw6cQ5P3FuMHrsXRp0KKzYd4SvWi8rysWpbDf/vXy4Yjz+uFIoMhs9ZwXMXodviDwQlv1dNfTdiwoVOI65/f3MjIUYjeW8SLrGg3pVcYy4UNheNlzeI2yfSkw1Rx5yRqOfbryYXpbEMhyEx2L5XzK5aXJaP1R8fR3FeKp80KynORFqSHh1WN7Z+cQaUgsTS2YUAgmjv8fDzsqo0p69lK4odbH2rDWu310I7Mxc3T8jkbYtnhlrQwplblJLAyq19ybDlVUWihFpVqQVKUpw4Dv/9sblo1J2zYdfBJlSU5ODvWw6Jruv57q3V4Yva6hyuizKY587FIi5GLbpPVaUWxMmCljIk4HTToj1NZakFTg8NDHDOXJaEBEEQeOCBB9DT04MRI0bg9ttvx5w5c/r9TEtLCx5++GE8++yzmDhxIgBg9OjROHPmDBoaGpCWloYtW7ac9zg/RDi8fpxtdyLRrINWowSlIAWCVSRBIM6kxelzNiSatWhsc7AKzdqrvymUIUPGtYUruQm7FJaeAz6XQfpcXE9zeABqd9JsMGb38r30FTdZ0NbtitrXH57cSI7VC2wSvTTrlvFo5RjMnpqN3YeacfMNw/j3hOsK2J005k0fhZxMs6jHWorRQZJAjF6N6r3HRNWLpbMLeVFK7v1t3WwllNeeACuYadarkJGoF1Tk//rOQdExp4xN77s/g9neMQikJ+qwrGK0yHowPkaD1m6XoGWgpcsFm9OHylILYvRqaNQKtPe4QClI/vtKJeua2/vcUcqmZEWdY+GtOc3t0omLNqtH2o0CQFyMRjKAqG+xIcGsxZ/eEiYbVmw6Kkg2nGjo6TchJ3ruwnRbbB5p9wGG6Sf4O8/cuFLJrCu5xlworA7WgSV8P4cgEGvqZ8xBIDczBvOmjxLoH1SWWvDlkXMon5qNrLQY6DUU/m/tId7RR8pSmFvvfv/mPjx5//VYsamvvYkJBkXnj7Z2bv3iDOZOG4l503MwLNWEmvpulE3Jwo79jei0enjXN0GSYfXX+MXd40X2m80djn5/f6wOH5/wVaukWSF6DdWvbojZqMbuQ82iBM6yuaMF828wz52LBU0zki1Tv8mccJVHJmMwQq+jsO9YC5ZXFsHjC0CjUmDL7jrkDht4e89lSUjo9azNU0ZGBk6ePIlx48aBJPtXZn399dfh9Xrxxz/+kf9bVVUV/vjHP+KRRx6B1+vFlClTcMstt1yOIV97IACnLwCXl7WDC+/dXFyWj/WfnuQFqx6cUwja74dKScKgU6I4Nwmx+kGyKZQhQ8Y1hSu5CbuSFfZo54oza3jK7wdhgnBWpw/x4VVcApJ2igvvyOPXYoSqbnRA2s++sc3GfqasAPtr2lE2hbXL3rG/Eaura1lLxxY7Nn9eh8TY/AExOvJGxINSkrj/tjyBQGdlqUXS9u/A8VbMvcki6O1eOrsAJj0lqMiDAObfkiuyz0xLNIiF3nSDVGWeAfIyzHjm4Ulot3qgVJAIBBis/aQWY3KSRdfm82/O4paJw/Fq2LVZMrsAJgMFBKSTddv3NeCeW6+Dlw5IshcXz8oHQQAdPW7+sz6/mKavphTwBxg8/rcvJFukmIB0AFFRMlKkK8W9Hj5X+rONPd9zZ9IqsWzuaFEAXL23AZPyk6Nf//7EaK9QMmsws3i4tZYTIAXYe/GjwpR+x2xz0iL9gzUhbZT0JAOyUgxobHeipcvFa8GUjcsSMQ/CGTIuj59/LcGsQWaKEVWlFjBBVpg1cl7Pm56DxFhtX3ITQZiNaoErT3hLEOeuwcFLB3DmXC/bQkAAlJJAjFGN3laHaJ6mxuug17AsIb2OQnqiEX/+5wFU3WyRZHF5aT9qGt1R2w5NWiXm35LLixyTJHhx33Bnk8E8dy4W9iiuCXYXjZQYzVUalYzBikAggJIJw/iWRDWlwAPlBQgwgfN/OITLkpAoLCzEv//7v+PRRx/FkiVLUF9fD6Wy/1M9+eSTePLJJyVfe//99y/HMK9dkECn3QuHyw+P14+XNwh7CV/bdBRP3FsMp5sGSZKglAQ6rW7otRSYAORkhAwZMr4zrugm7EpW2KOcy+b28wKFHLgEjElP8TR+gLWLi2SnOd007E4aC+/Ig06jRNmNWejqdUetKH+8twGxJo0gycxt3Fs6nQCA2380HHFRqqThjI6qUgua2uzYvPs05t+Si98/OAn7atp4q7tIu8YEswblU0aK2BsvbzgibskJu16dNi80aiVMWiUMWqXIpvByaYxcEgQBk4aCKZUStFuMG5Uiur7jRqXwyQiAvTavbDiCXy0oRkaSDnExGlSV5vDB1Y79jbA7WbcOLrDk5gdJAunJRqzaVoN7Zl6H3GFs8NbS5ZJMXFSWWtDe44JRT6Gp3QG1SoGkWC2YAAOrwwc/I902QfsZ9Do9/HcJt3XNSDbyLUK7DzWLkgqPVBTBbKBY14HzPHdGLYWfzhsbCiJZtszNEzLRYfV892f2ErjnDOQcg5LFE0pSRTqwLK8ogkGrhEpJCtgDqjDx0Ggstuy0GIxIMQDBvmQHpwUTre2C1SNR8OsNx6QIDzwWzMwFADx+z3j0Orzotnnw4Zf1+I/7i7GkvBDHG7ph0KlF+ilcwmPTZ3X8usVBTSmQlmzEik3s2lpSnAk1pcC4UYnITjPhVDNrB6vXKBFjUOPJV74UJFCNegpubwC7DzWLWFwFI8bi+bVCZlikQ1BuRgwenz9OOCcibVYH69y5BDDppV0TjPpruxVFxuWBglSIfhtf3XgETy2+YcDHIILB4CV/dILBIL755hsUFRVh586d2LNnD6qqqjBixIhLfarzYrAKBn5nMRQCqG9zwO6m8eK7h1E2JQtrt9eK3vbvlWPg8tLYvPs0HpxTiGAQiDWoYNBcuGbEtSLcIotaXru4VubY1cSgEbUEeLqriw5ARym+N5swAcJs7AiCwMshYTdRgK0AGttcaGjthVZNCSz0ls4uhEmvhFZNwe7ywahTo8fugUatwLkOJ1ZtOy5KOkwblyEQiAPYjWD51GyMTIvBiveP8tackT2bi8vy4fTQcHr8QBDYcYANiLlN/1MP3IBDxzv4yvihE22YWDCEp2zPnDScr6xH4qlFE5CRoD/vZbO5ad4eNHz8UhojV1PUUhIE4PD4YXP7EQgEBJVmjrL9P28fFH2sqtSC/Kx49Np9IsaIWqXApwea+OssVR3mbBQfmJUPh5u9f/EmNYYmGWFzeqGhlOi2exBrVMPmpGFzekGSBAxaFdq6Xdi+rwElxZl8EouDmlLgVwuKsab6OG66PhPrd5zE7ZNHCOw5TXqKT1jlZsawzJZQcDU8LbZfwWsO3D1nnUgYnlHEzb8rYfN6uX9DrrSoJXdNjXoK08Zl8AnO4twk9Ni9ONXcy+vKAMJnzObx4/G/fdH/MxjSO+nsdSHAAD6akZw/HKsiNzMGNQ29aGp3CN6XYJZuFRqeaoLd3ff8cImVSFSVWpAUq4NWo8D/vtP37Cwqy0N8jBYujw9dvT6BlkS4g0dVaU7UcW/f1yApgBln1uB4fTeSYnVo6XTC52ewY38jlt05ekBr3IXgWhW17PX5cabZJmDKLSkvwPChJsRcatvdaxTyvrUPdW0O/PffvxL9/T/uux5ZyX3uLVdc1JIgCBQVFQEApk6diqlTp16O0/wg4fQFQFEKvPjWAX4BlspiatRKrNl+ApWlOdCqlYg3sL2F37ugQYYMGVceocplVkYc+4P8fVtXJMQJOY96g4YSJGBsDhp/WLmPrz6HV7+37K7DjEnD0dDqQKxRgzPnOrF9XwPsThrL5hbiF3ePR31LL1Li9WjvcWHa+AzoNcL1HGCrDUMS9Vjx/lG+59tLB0TV9k6rC3/fUiP5fYx6Cm1dLj7ZwbWTHKhpxZP3Xw9/gMEfV+6PqnMw0Jaca0boTaqHHEBTu5O/76nxOvxywXj02n2gKBIOly8qs8Xm8In0IzgHjZNNvXC4aPzHfdfj2zNdPEOl0+pBarwOmSlGlE3JQofVA61agR37GzFnajZONvaIxP8+/6YZkwqG4O2PTgiSG18eOSeqpi+dXYA11cdx2+QsrNpWg/tvz0NzWEDJBY8/+8k4ljnJCBkJA7W95O652xeQLJAMunt/DYC7pl5rgG/XYBHE6upaUVIr/Bkz6cQtNCIWW6i632XX4q/vHMTNEzKx8I48vP7+MV7ccmiiHglmLZJj1UCAfb9aJZz/08ZlSLYKPb1kIv7wjz7dkmgtQSOGxsDj9aPH5kVlqQWxRg3aul1Ys70WdieNX9w9vk88E32MLa6VJFLLgntPWrKBZ6yVT83GkEQ9NCoFdGol/rHlGIrzUgUsj6pSC+KMsmAjB48ngHWf1ArYJes+qcXyyjFyQkKGCHqttLuPXjPwuSLPqmsJBODw0ggwQb63WKp3b1FZPiglgXtvy4NSQYAiie9fwCBDhgwZ3xX9CJoB0uKE4S4H4e8ND8DDe70rSiy4Pi8VXb0eycr4C+sO4zeLb0CMQS3YGD94ZyFP3Q+n15sNataGLYxaHX6+RyqKkGjWRdUBKCnOxEvrhRv7198/hl8uGI/GVht0GlVUnQNeQyLY/3UDrhGhtyjWtelJesF9b+lysUmaEMNkwcxcLCrL58X9wrUSUhMsURJJBlSUWIAg8Na2bwVMidR4HWb/eKTg/j80pwCL7iiAy0Oj10kLXFPe/ug4llcWRaW+b91zBr9eOAF+f4AXHW3pcqFgpB0tXS74/NI6EyMzYhGr++4JA+6ea9UKyZaVQXXvrxFEe46YUNtApMYD/4wRQE1DL97+6Hi/+gcAgCAQb1TxWjBGPYV503Ng1KvwSpibzLK5o5GXaZZ2P4nS6tFudQv+LrWuVJVaQAD427uH8cCsAljtPrxcfVjwuZNN/YutctclkkmSFKtFRclIBINAWpIRK7ce4xluC+/IE7AquOdgzMiE73Svvo+wOrxo6XJFJMOAXocXybLThowI+OgAFszMFbHvfP6rrCEh4xKDBHocNGgmAI+HVcMGWOXz8qnZCDAMHq0cA4UCaG53YM32E1h4ez4IgoBa9T2lU8uQIUPGd0GUYDRc4+BCqvzRdAMQBJLjdHguFDxyyQUfHcD9t+XhjS3H4KMDeO29o4LXWzudWDa3CKu2fcvb8YUnm7UqBe677Tr4Awy8NAONioSCJEEAaO12YsHMXIF9Hhcwz5+RK/mdTjT0gGEAu8vfr87B8JRxONvpOq82xKAXeiOALrsPTe12gdL/82u/xpP3Xx81+PHSAazcWoP7b78Oj98zHmfOscyWTqsLC27Lg0pJSuo0xOhV2H2oGS1dLgBAj92L8qnZGD7EhEAgKNDrMOopdNu8WF0tthblquBSApVGPYXMVCNKijOgIAmYTBrYQgEFBzWliCpu6fH6+/5AAl02H7psHvS4/YjVK8WBbARMWiV+etcYtHa7sXGnMOAckqAfPPf+GoLUc8TNBQ7hGg/cMxaeTA0XwuyvbWZogg4/nz8OKoqEz8fgz/88IAjWBZazOqXA/pYkCMnEiUFL8aKX3DNWvbcBv144AZ09bsSbNXhuzSHce+t1KLsxCxq1AsOGGPkEHIdozIrMFCMWzMyFVq3Ez+ePg93lE1jyGrRKDEuNgc3pRX2LjU3moi8RG+5GxP1dZvL0IVpCLMYgJyNkiKHTUFCrFICT5v+mVimg0wz8eZITEoMdJHC8qRe9di+USoWoMrNx5ylMLkrDm1tqsKS8ANu+rIfdScNkUMHr9WNInPa8mwkZMmTI+KFAiv0gEDTDBVT5SeD0OZuIAq9WKbB592kMH3odH6BG9jJXlVpA0wHJ1zfurMOvFhTzrSDcOFdsOoqqUgsAYO32k4Jjvf3x8ZAlaA7mTc/hvwOlJPGre8bDSzOiAIGvuIYcQjjKf6fVg02f1aGy1IK/bzmGTqsHnTbvea8bgMEt9CaRjAoP+Dt6pMVGtSoFKm6yAAQwNNEAs0kFm8snZLbMKcSCmbnYvPu0QNtj4846LCkvwLpP2J53u5NGcpwWKfE6nD5rOy/9PbIKrlULrQy5Hn5uLBt31vGJgEiRTJvLK/n9EriKJwl8U9ctCOyWzi7A6Ky4/vcRQcCoV+Gv7wjFUFdX1+I3iyYMjnt/rSHiOeIYL5xmBMDeu8LsBEzK6xMdvaCWKRI4Vm8VtHY8WjVG8vOdNi+rT+GksXZ7Lav9EKdDkAli8ax8PrGqpljnmXDNHS4pevOETPzv6oOgFCQenluE2380HP5gUNBGxtkbc9/zyMl2LJldIGBsLC7Lx6f7G1GQnYS/b/6WZzCFz723trFWoqurT0gm9iKN/wYdi+sqIxAIiNhgi8ryL8g1QcYPCUHYHD7RXgjJA1/8+/filHHV0WX3obHVgV4nLfCA5jYqnFe8lw7glY1HUFKciQfnFMKgpTAs2SAnI2TIkCEjDP1t2Dlw1Uk1pQAQYXsYhi6bT9QGsbq6FhkpRiyeVYDuXjbonzYuQ2Spt7q6FgoFGfX14w3dkuNMitNJ0u6njcsI0fpPIMGsxVvbavDsO4eQGKNBU7sTT77yJVZX12LTrjrcOmk4UuN1qCy1YPfXzUCQbf/YuucMfrNoAqpKLSi7MYvfwKsphah3XOq68QhpjGQk6EUtLlcTUsmoNaFrp6YU6LF72IRS2H1fMDMXJElg02d1WLu9Fv/1xldobnPhpXeF9/2l9Yfh8QUwf0au6F6+svEI5s/IxX235eLXCycg1qiGw0XD6fbx5wLAWzCGI7wKPm/6KGzcdUowxpLiTMn5cKbFjqWzC3nWS/XeBoxMN+OhOwujzusuW1+VmTvWyxuOoMsmcY8jEG4LGT52l8cf5RMyzouw54hrrYi8d0PiWAvGxnYnbB4/4kItFeGQDLYJoKnDJbIHBYKSn9eEdAOsDh/oAIMggOfXfI2/vH0Q63ecxC8XjMdTiybg6SUTsS4kOMkdc011Le6ecR22htgdpRMy8V+v74XTHRA9R6ura1FSnMmft/zHI7FuO5uUqyhh16X1n57Ej8dn8EKX0dpGONYaN4b7bstDgpm9PsNSY867vv+QQRIkduxrwPLKIjwytwiPVhZhx74GkIQcNsoQw+OTbgf0+AYehMoMicGKUI9zh9WDRLMWbT0uyQWXJCHoKRw+xASTgYJRrRg0m0AZMmTIGCwYEPvhfFV+fn0W9klzVH2bk0Zjqx0Hjrdi/oxRcLqlPd3dXj+WzR2Nsx0O0evRqMrRaPdcT7WXDqCh1Q5KQeKJe4thc/v5IDy8beSRiiJs2nUKpRMyeRq43UmDIAlo1UqBaOK86TmgwloSol63QQ6pZJRRT2FYqhFLZxeix+7GniPneB0GgiBQd7ZXlGCob+mVvAfJcTo0tdklX2vpdIIkCfzX63v563rvzFzMm56Dtz86AaOeQnqyUfIaj8qIhXHGKGSlxSBGr0Kv04uKkpGg/QwyU41Rg7FgMMjP4TijmlXQN6rx+wcnwe1jWzUSYjT857psHsljdfS64fMzMOooGKLsLZJitZKtSwlyv/mlgdSapKckLXZ/dc94HG+08r3c2Wkm0EwQjZ1OmA2s9ovNRaOmXpz0bOt2icRRq0otvOir2ahGSXGm4JngtFaeeXgSOnuFrUJA6JlptbGOMjf16UhESyRkpBjxyNwi9Dq9CASCkloGPpoRPSeR/w6fp146AK8vgMVlBaAUBLQaBZ5eMhFODz24WFyDBD5/QCT8WVlquSBNABk/HLii7HEuJCEtJyQGI0jgZLMNZ1rsYIJBZA2NQYdVuk9vWGoMVrx/hP+3UUchOUYjMyNkyJDxw0YU4coBaxwEhY4DAGvF53DT6HH48MK6b/BoVZFANyCyLaOy1AKSADJSTJLrd1ObAyPTzciQCER3H2rmVe/Dj9fr9PS7+VZTCoyxJCA9yYDfv7kPZVOyoraFPHRnIT4MJSOqSnOQnmwApSBg1FEon5rNBzQqJQm9ZpBrQwwAkcmoBLMGc6Zmo7HNwX/XaePSYdIqYVBrAJIV6xposmhovA5JsVps3Cm2bU1LMuLZdw4KEhtvbq3BvOk5KLsxC6OGxeK1946IhP8eurMQH+w5jSN13Xji3mK8tEEo+ldVmiO9N0gxQq+hWDFSAE0dTjS1OXDgeCsmFQwRBJycFkh8pGBh6FjBIPC71/eiqtSCtEQDsoYYhfecAJraxO4daYmGa2p+DHpErEk2p3T72RP3FgNgk0KUgkSCeST+vOqg4H7H6CmoKAndEwJIiNUJnn+Nqo8xYdIqkZ5skAw+mjuc6LC6Rc9YSXFmSGTSApWyjwWkUUknORPNGjjdNDvPJDQqUuN1MOkp/u/RBDO3hultqCkFWkMuQ8vmjmYZxEGwDnShayujDyqlAtV7G/pcNgBU723AIxVFV3VcMgYnYk1RCj2GgRcs5ITEYAMBnOt241ynk/9xv++26xCjp0RZ6wfnFGLTrpM8pfbhuaOREqcB5ASmDBkyfsg4j3DlBWschB0vvF95485TeKC8AK9uPCLZdrGmuhYPzCrAG5uPSiYXPthzBomxWrzz/9n78/io6rP/H3/NmTmzz2SZ7GQhBLJIAoGIAaxCaSIiagSFBEqrFgS0FD/4tfW+ra22t1287aP96d26Vdt6y60QFUVFwSAVtShFEVkMBAJZgOzJZPaZM8vvj5lzcs6cM5OE7PB+Ph591AwzZ97zPtd5L9f7ul7XhydFC+ry0izU/Du4IExL0EGtUuDlXSfA+PySJ5i7Dpzj/tti8/SFMwMR00KeeeMoHt84Dxc67FzqSTBXeDpUSgq7/tWXsvHEffPHrzbEAAl3Rt3ynSlweXzivFeAq1bQ3G6TdBbxhf34zhmbyyt5f+SU9GnwpMRgjXaHy4uWLgcnKMqW2pNTMswtTMMNpVk4c94Mg45GRUnfJuGrk60i26oqz8Xf3jsBq53BxuVFqA6F0KtoObasmi1yjLBaICaDUvS71lUU4u39Z7gQ3GULpyIxVi101EmkwmyrqcMT982fUPYx0bA5GcGGkdWGOXGuGzv3BzVgZACn7wD03e/HN86DRqlAVXkuPjzYKNA9STVpcefS6TjfboWH8ePNj88gNWEm9KqgU3dSgk5y89He44QM4MYyg47G0vnZgmdhy+rZ3GdlkEk+KyoFBVOCLnhhGUSO0DuXTseLO49z38OmJP1sTQkaWi3ISjGiq9cZFBcOtY0db91MWMUkgiQer09gEyRCghANOqQ3FK4/pFTK+/9wCOKQGA/wTvJ0GhoWm0eQi2N3efHul01YOj8bmyuL4XL7YLa5oFXJseJ7eeixumG2uYL1XslYQSAQrnD6Fa4Mj37oZ9MkuJ4Mgk1hQowKW1bNBuPrE6hky88BQIyehtXOwO5iuFNHBID3D5yD1c5ArRRWtkhP1iHeqMFfXj+Cli4HTjf3YmVZLvZ92SS47sqyaYg1qGG2upCRpMeiqzOBALArdF1WCHHfl01Ye+t0dEcIx++1iXUwXtx5AssWTsVN87M5HQlWFG8w/TbuCAAFWTF4fMM8dFlc0GloPP63f4s20tMy4+D3B7hSiFLOog+/aMCWVbMRCASQGq/hnDPdFjd2hTkVdh04h1U35EcUlLQ5GShpOaf3wK+OsLmyGH/deRyPrisFRclEG7yq8lyuxKHJqIGSlqOtx45FV2di35dNeG7HMc4W3IwPFzqkU0rY+zszJx6Pb5iHjl4nAgHg7f1ncLq5l3tfYpwGdrdP4IwalJAiYXiQAT02j0AQkhWPRKDPIbq5slj6ubd78I9dtTDoaNx983RBKdmWLgf+9NphcUnREJQMko4EAPD5A5BTMmyuLIZeS+O3fxcK87783gncd8dMPPPGN3B6gtEN4c9KUrwWBRmh6j0SDuQuq1vSedfUbsUrH5zk2rO5shhujw+tofeyQpnENvtHRSskHeyP3TN3jFtGGI+0dzvxr28uBNNEHR4YtUq8+2k9tGoasamGAV2DOCTGGt7JW2aKHmtuLICMkokmEKudwa4D5wR1lhUKOZ558xvuBOvxDfPG6EcQCATC+GHYNkghZ3Gb2Yn7K4vR1uNARpIeOnUOF4HAqr5bnR6kmrSiU6V7b5+B+24vwraaOu7fMlP0+NHNhQggAKWCwrSMGPRY3aAoGZQKOerPm3HjvMmcjgMlk8FqZwR51CpazkVrhJewA8CpyHeaXaj5dyN+sOQqyQ2xWqWQ7Ct/IMBVeNj5Sf2E0oqISCjqgXUubV4pvVlzub3whlI13GafYOOTlWLgKo+cfe0wntx0Lfz+AJo67NCpaSiVcsl7pdPQuO+OGXjmjb5IFDaqgvEF8Ld3j0uq2rPRCT1WN/z+AFddhW3rtpo6VJbnQqNSgPH5uZQO/qkw68QCgFST9Om2ji3P5g+GsauUchw41opZecmYlZfMaUK0dTnwwlvHghFHWTGw2BnQtFzymlJCilJpVITBY3EwIkHK7TV12LJqNpfG62Z8cHl8kveGllOcfTe2SjupwkuKsvcq3OmmUcrhDwQQZ1AjIVaD1/bU4uqrUpAq06Hqhlz4/QG4mWAe8b4vm2DU0viPO6+G0+2VfFaa22yYZNIKHJ8CR2gojSPceVdxfQ7X9hi9Cm/vP4M7FuUKKnCw770sxrMRxGx1S8+hNjeSiS4MIQydWoELHXacONvNzTcXOuzQqgfuZiAOiTGGPXnLTNGj4voc1Db0ICtVj1+vnwerwwO9lkan2YENywrRy4ucUNFy/GBJPgBwoTEmo5JoRxAIhCueSMKVOjWNpg77wDZDEUpEXuiwc44CILhI++vO4/j1hrmYlh6D42d7ULEguDDe92UTnn3zKFaWTcPN38nGpEQDHvrh1bDYPXhq+9d9Do3bCqFWUjjf7sDZixZQMhnSk7T4+d1z0Gl2IS1Jh9zMWNQ19cAfCKYMlJdmoeZgI358x0y89uFJQdNVtByFU0ycyCAlk8Hl9nDpJfyQSqOWluwr9pSVojDhtCIiER45Y7ZJ63EkGFWC3HV248NuetiTVoOOxtkWqyDd5b7bi/CTlTNwvt3B9b1RR+Pl905gc1UxfnvvfHSYnTDFqOH1+dHcaYeSVuCGuZOhVdP41fq56DQ7IZPJuOgEFS1HjF4lqWfBbjo9jB9vfVwr2qAuWzg1KGYZosPsEEV8VJbnws14AYQ2aRE0IVRKOXaEXtu6uxarF+fjz69/A4NESqnIZvpJoyIMAhnQ0euSTNc4327l7FNFy9Frc4ue+3UVhWhosQhsX+o5KJwSj9LpKYjTKQRry1iDinMksNo0/DLE99xWiDf3nQbj82Np2L9tXF4EWknB4/HDqKWxYVkRnue1jXWi5WfFRnQeS+kAVZbn4vNjF7Hye7mgKECtUqCyLBfxMWo8fNccdPW6YLa5UHOwCWtuLLgsxrORJLImAHFGEMToNDTWLMlHc5udm/fWLMmHbhAHQMQhMcawJ3lrFufj7EUL9h9uDp2i9Q2091QUIjlBi+ffEuYBvvLBSTx89xxolQrijCAQCIQQUgvWjcuL8MfXDnO59P1thiKViIwUAs0wPnT2ugWbuLW3TofdxcCgoRGADL97+ZBAg4L97F/fPo6f330N3vr4qGDc/7/dR7lFPX+zd98dM6DXKLBx+QxkJGux5sYCwW99cPVsdFlcgrasqyjEvkONghDn6r11+M8fXi25uH8/pElRkpcEk0F5WSzewyNn3j/QwFW5EG2kIc5dDxfKK5uTJVn2tbI8T9D3qxfn447vTUNdYy9e3XOSy63/8GCjIBKG/Q5TjBqvfXiSs9X1txXiQrsNPVY3Uk1artw3EHROIQD4EZC0y/RkPbrMDqwsy8WnX59HZooRL7x1TGAHNQcbMXtaCfe5SJoQK8umcZvd64rTuRN6t9mHXQfOYdnCqZiaHoMEo0q04es3jYowYGwuL8wR0jW8vmCns1owNgeDvQcb8LM1JWjpsiPOqEbAH8D2vac4x9S+L5skUzCerj4Cq50RjZX88VVKm+avbx/nohXCSwE+t+MYli2cChVNITFOg5z0GMlUNplMxtmnCF4aR5vZBVpB4fW9pzCvKE2gg7H6hjx809Yp+F2bVsxEQVYMWS/3g0JB4Z6KQvyVF7F1T0UhaJqU/SSI8QcCaO92ipzYySbdgK9BHBJjDHuSJ6MobAuFx4oG953H8dAPr5ZcbDhdXmTEa8ngSiAQCCxhecc6Nc05I4CBbYYipX1ECoFW0Qo8+6YwX/qld4JaDFkpGjzxv19yYdBS1+3klRBlx/1Ii/pn3jiKn999DQw6GhYrAyVN4f7KWbjYaYPXF4BapcAfXhUKF74Yul54ake31c311YUuB5rbbNymYPPKYqhoCk3tA4wqGeeER850ml3Y/XlDxPJ/4bnrHWaXQChPqtrAdcXpIifFq3tOYsuqWXghdKhQUZLDzffh0TascOR9d8xEl9kFmqZgtrrwv++fRGaKHsu/O02U1vHhwQaU5KdICw12O/C/79ci1aTFhmUzoJCDi2yIFM0QyfbZsHsgmBLEf0+n2YVtNafw2LpSTqeFD9GZGD4sTi9nA0Cfs/Q/7rwaJoMKU9NjcOZ8L7bvreMcSP+99StsWTUbL+86gR8sKYDVznCpSBq1HBlJBmxZPRtqpRxexo/tH53iPisaK3nja2uPU/K+8ssQh/+bPxDg7Dw5TotJiTqBPVaW5+K5HUfx0JqSyLYRSuPITo/D2QtmfH/JVVxJXSD4HF7odHAbJPa7iaDlwOjodmLPwYagbp3HB7VSjrf3n8Hy705DPOk7QhgOl1e0TtlWU4ecjNgB2wtxSIwxRq0Cv1h7DWwOJupi1eXxSi42TEZ1+CUJBAKBwMs7buqwc84IFjfjg80V3FxK5bRHSvswW12S4el2l3Qdbn8ggLqmHtF1wv8Oz7Xsb1Hf1euEzelBU6tNkBqw4+MzQITTcop3uMWW43N5fLA4vTBqaRi1MZhk0iI/K5bbgP/0z/+6bELspSJn1txYAJNBKV3+Lyx33ailBQ4KqZKE4Rt1IHR44Pb2vS5D1PmetZlXPjiJhFg17r55OioW5CArxSAQH2QdTfdXzkIAAfz4jhm42NmXKhJnUOH1fcGw+vLSLPzu5UPc6fHDd81BIBAQV0uRBcNvpWyUksm4/y6YHD8w3YgQkZ4nkss/QHj6G4zfL2k3vTYPHE4vdBoFttWcEv37hQ4rykuz8MoHtX3REV814Zbv5ODJrV/xnFzTUXVDPrZ9eBKnm3ulHUehZ0PqGWBTvlgNCrHzlkLF9TlIjNXAzfiQFK/B+tuKoFHL0dblwK4wId1oUJQMskAA7d0OYZ/Igqe2xAl2acQaVVBQoQkoAMhkgIKSkZQNgiQOp/T6x+HyDvgaxCExlsiA+gtWML4A4mKCkzUgPYDLKQr33j5DkKt67+0zSKoGgUAg9EN8jJrTUwCC+da0nEKP1YP/+tshyQ23UasQlbFae+t0fFXbipu/k4OfrimBRqWAQaOAXq2AxSntNA6G0/eN6/u+bBLl8N9zWyEcLgYJsWpB/ne0Rb0pRoP682ZRiOTS+dlwRojiyMuKg4qWS5bjY387uwG3OBlRlMWED7G/lJKvYZ8XiusBm1bMFJzuTk6Lkez7+Bi1KGef/X+pjX/OpBhOJJV1QlSV50ou+praLNh7KLix5NvDPbcVIs6gwqzcZEHkZUuXA7/9xyFB1Rn299Q29WLr7louBeC64nRQFJCdFoPuXieqynODaTxGpci5E01rRMoZ1K82CRHBDBKmv1FVnidpN129TlTvPY3HN8yT/PcUk46zJTY6YnKqAU+JnFzByK7ya7LQY62D1c6EHHDi+2HUKkTPwIZlRXj9ozrJEsWrF+eBVlCo3lsrGLfY6kCVoWodA3JWyYAL7Ta09jgl9WCoCM6SqOkgBACATqtAeelkzl7Y+6rTkW0jQUxsRM2RgTucZYFA4LJ+JLu6bAJBpzGFN5inJOjh8TD46lQHttXUYePyQvj8wJv7TotU2u+pKARFARkpBjjdwTSNeKMqmNc7Cs6IxEQDOjqsI/9FQ2Ss2pmYOLCSNpEYVzY6RkwUGxtLhtJHI2WjE+K+SYjpVZXnYmp6LB7/+79FEyi7SbM4GTz/9jEs/24urA4PVEo5LHY3jDolnt7+jWgjD0iLYL5/4BxoOYXK8jzOoZxq0mLdrYWwOoLlHnttLvxjVy2WLZyKbTWnJIXh+Iv69cuKkJmsxyPPfS5q/+bKYmz9oFYUlr9pxUwkxKrw7bkeZKfF9KWQ8D77i7Wl0KsVMGoUaGq347GXDoq687F1pchMGHheaDT49jNUGx2SHQ5l40sBzR0O1DZ0w+8Hjp1px/fmZAlyryvLc5GeoEOvg8GLO4/3qyGhVsqRkqCDw+UVRESsLMvFzv3iigFsao9UNYGfrSlBa5cdf33nhKjp4ffS4mTw0DMH4GZ8mJYRg/JrsvDSOydE9rzpjpnBz7H9NlDnzmDeP0gRzJEei8ZyDOXfFyAY3RQ+JqxenId3PzuLTrMLj2+Yi14bI9LQsdjdePezc4LywUoFha27T4q+k7W1ZQunIiNJj4KsGEGFGlarxuP1Y+vuWs5xlTMpFhaHG3EGNSw2D+IMSmg1NNp7nGhus0FFU4LQbqDPhlnhWO47o0Vj8eyjYkEOPv36vOBZSjVp8f0b89HR4xT10+7PG6KngwwjozlHDqeNtlnceOyvX4ju02P3zCVVNkJMiPXPKGFhfDh3vldwgLNxeRGy02NgDDnfgeg2SlxdowVv8DToaJTNyUJhTjxUSjke+sHVYHx+XOy0Yc2SAlgdbjy6rhQ9Vjf0GhqtXXaoVTT++H+H8cCq2UiP0wSvSSIjCAQCISqRBPp+uqYkajivzclg+XenwWxz4cWdJwQbRoOOhtvsE0UNFGTG4NF1pejsdeFih53TYqgsz4Xb48X9lcVoaLUCAeDZt45y0RAry4In3znpMagqz4XfD+z5ogFrlhSgsdUKJU1hy6rZsLsYqJVy6NQKfHWyHW7Gh4RYtWCDEQgE8KObpyM5XoNfrC2Fy+NFgiEoMmhxesF4xSkk7G8/eqYTO/fXY/PKYkxKlC4PedmF2A+1+oMfiNMrgxeSBVA0NQlfHL+I+ytnwRfwg5LJ8N6n9XBNTYJOE9x4KWkK6Ul63HnzdMgQwJZVs+F0B51T7d0OvPnxGaxZXIDOXmF+vlR0DeskWHR1puQ9bWi1IH9yfNCuAn3VGKTuJV/nYVZuMueMYK/FVu3gPhceMdJffw3i/UQEs49w/Y1Oswu7DpzDIz+6BifOdsHvB+eMUNFy6NU00uK1Al0Yl8eLrFSjyJHxwOrZks95VooBFQtyUJRjQqpJja5eD1q77bi/shg9FhfijGr4Ae4esRU3VLQ8zAGQj/zJsYjR0kguSER7j0vSTvnpaVPTYzAlRT9g+9j3ZRNump+N3Z83oOL6HFAUMDk1Bnv/3YDpUxKCOghuH3RaGi/uPDbgdJArmR6LCwYdjYoSYSWXHquLOCQIIjq7HdCp5fjl2lKYbW7E6lWwO93o7HbCmKwf0DWIQ2KUsLm8aG63YcX3pmHKpBhQMsDmYDApSY+LHTZkphjg9vi5UlsGHc0tMimZDPFGNVq6HLC7mL5cVwKBQCBExWyXFtPTqBSRN9wU0G3z4GKHXSSKxooRsuKQBh0Nm9vHna7rNTRON/dARVPYcFsR5BSFXrsbWjWNi502yRNuBIL/T8sp5GfG4Xeh6IXmNun3B1XpwYX08zeoW1bNgsfrF2k/GDNjYNQokJGsR2OrNWK1Bnbj9+SmawceYj+BQ+ulNr5bd9figVWzYXcy/f8eGdDcYedy9hNi1Vi+cCqa2qyclsPN101BYpwafr8MR+o64PH68fzbwY1RVXke9h9uFtwLWk4hxqCERi200U6zCzUHG7G5shjNbVYUTI7HczuOCtJ8wm1lUqIBv37xoMCBUXOwUbL0oUDnIYK+RUayflRKJhIRzD7494V1QFIUoKblyEmL4VKrwp9Ro4aGMSMGGYk6uLx+ON1exOhVqCyfhs+PtWBWbjJau2y4944ZePaNvnTgH98xA23dQc2duuYemG0aQVRYZXkuXvmgFivL8gT3aFFJpkjY7tU9J7Fs4VTsPdSIpfOz4Wb8kTUnwCu724998e2j0+wKOuVKMpGXFQudhsaJs12Ykh7H6VGwURiRnHEEIQlxGpHzqqo8FwmxmrFuGmEcotXQ2PfvRnz36izutX+faMV352RF+ZQQ4pAYaWRBZ0T9Rasgt/OupQVwuL1gvH5kp8XA6fYiLUEDQMbl3LHha6sX5+N8u40MogQCgTAYZIAsQh6xIUJOO0XJ0NzhwGt7TuKORdI5+5D1hU3rtTSn7q6igyU5czNi0dBixfl2m2BB94Ml+bhzaQFe3tWXP7321ul46+MzuO/2Ipy92Iu0BB3+a8M8WB0exOpVyEjSC9p47+0zsHV3LQBg3a1F+NNrQp2HhharyInCP1melKDDe5/Wi6o1rF9WhN2fn+M+w6++ETXEfqgRBmNM+MaXFYB85PnPB/R7LA4mFIoetLGl87Ph9vhEZT8VFIU/vvY1FyH5/cUFMNtcSI5TY0VZLp7nhbquqyhEe7cDb++vF0VELFs4FW/vP4PTzb24c2kBli2cipfeOSFZunHtrdPx8i5xlMOj6+ZCrxEv//h6AEAEB4dJy2mbjKQTKtImXKemr7j8f1Z/Y+vuWoED8q2Pg9FMT266Ft1Wt/AZDd0fm5OB3eXFxU67wDbuvX0Gem0u2F0+fHHsHB764dWwOxlolApc6LQLbK6qPBeZKXrMyk0GZICH8eOG0iy0dTsEjs3JqQYueozFzQRFWllnhUFHi0rtshoSA9IVCSFVMefTI+eRkazHf7/SJ9DJOuBuKM0a9Hdcyfh8fsmqCY9NLh3jlhHGIwY9jeK8ZByr74I/EECzzIbivGQY9QN3HhOHxEgSWqi19TgEglIGHQ2Xx4fqvacFC5BJSTp097qQnx2PB1bPhs3BoNfuRpxBiQ8OnCODKIFAIAwCi4PBczuOijZ16yoK0dbtREGWuKzjT//8L1TdkIvy0izYnB6RGKbVzkCnVuCm0Gnftp3CDd8zbxzF//f92ei1MyLHwCsfnERleS4XVjwtPRbtZgduKM0C4wuIQvFfPHgcP7p5uqCNlJyC1R5UtD7fbhU5TKIqy2tpdPQ4UbFgmsiR8cJbx1BxfQ5ON/f2Ob8HEGI/0UPrwzc2i0oyRaW32d9DUTJYnF643F4kxKhh1Chgtnmw91AjZ2NJ8VpRJQz2lNigo3HT/GzBfV5/WyHe2Hda8P4Xdx7H5spitHQ58Pmxi/jZmhKcPm+G3w+89fGZoG06GDhdPhw4ehFbVs1GQ0svAKCyPBfxBjW6LE443YxkdZkjpzu41BzO0SIDaht78eqek6i4Pgc6ddC59gzv5Jxbg2AITigK6LJ40GVxwRSjjqiF1d8mfKI4vIaFkBjrA6tmc44yoM82f7G2FLF6FSgZ0NRuR3yMGs1ttqC+wvU5oCiZaCx69s2jqLg+Bzs/CTq9Xt97ChULpoGmKby656RoI7pl1WxuzGCdXSfOtuCO7+Xihbf6nGmsc0FKnNfN+GAADVpBhaK8AlAr5ZiWGYtNaTMHJTIrJZK6cfkM/PYfwtLL22vqQiKfFLLTjIMXsr1CsdilqyZY7AySSXU/QhhOpw8dPU6RyHZSvBY6nbz/C4A4JEYUi4PBe5/V45brp4rC2j482BgUogqFaO7452n8YEkB/vB/h7kFs1atgNkWwGsfnsIDq2YHJ24yiArhndJ4AjIoKZA+IhAIAIKn3y1dDk5Rnj1ZtTk9eHHncW7THF5VIilOi60f1OLGeZNFE6xBSyMtUY9fvXgQFQtyJBdtDpc3omNgUqIe5y72wu8Htu09hVm5yZJK99tDqSF/ePUwnrhvfp/4oAzcQtzjFYc/SynLp5q00KlpnG21of6iBQaNImLkx2BPEG1ORjCXsRoFEyW03qgRVgmIVLazpduJ1i7hKfODq2cj1qhC2ZxMyGTAD2/Kh15Do2JBUGSS7Qv+KXG4s+OFt48LUoDY192hSimzcpPx36GSjCzbQxvEF98Jpn3s3H8a319SAI/HDxfjQ6xeiV67C4mx2ojh8eGOI75jiW1LqkmLxzfMg93FCDZyFuclOqEo4Jv6bpHw2cyceLFTop9N+ERxeA0bAcAeobReW7cDf/moDrdeNwUOtxfdVjfae5ww6GgoaQoer3SZUNZJUHOwEcsWTsWfXjsccUxraOkV3IOX3jmB+ytn4antX4ucF6xWzqdfn+ciExZdnQkVLceikkwuQoyFLyY8mIo3BZkxeOqBhWjtsiFWp4yYnhdMddZBr1Jwnx1WJnDKWiTiIpTpjTMQ/QiCGKfLK9rXfniwEVPSY4ABRvYTh8QI0uvw4LtXZ6Kp1Sp4sDVquSjvt7I8F0oFxZV9e3Hncawsm4ZXPgiqHxPtCAkmeKgwgUAYWdjT706zi9tksbnEXNRAaFPDD91v6bTjuuJ0LqwY6Fts//CmfJitblQsCJbMSzVpBafQKlqOhBg1Wrsckgs6hTzoMPjwYCM3D0TaBLAbBsHmnle60uZikJGkF1TTMIaFRKeatLj9u9MEKQhrb50u2e4ZUxMwf3rywE8QZUCPzcNVd+CHSE+Y0nqBoCglu5DKTDZI3rdAAIIQZoOOxvkOG+fESjVpsfy707gTWr7gpNXOgJLJ4Ie0k4qihE1S0XIYtEqsXpwHp9sr+ZkLHVZ0ml1INWlx07XZON1kFlUTeGv/mYgimOx1WNuS0mxgdas4Z1joXkbSd2jtcQIyWcQNWZfFwzkj2M88t+MYHt8wr299E7a5c3ukf/9EcXgNJ+HRPEDQVjp6nLjluinweAOCyNvK8lxkJulx5oIlqm7DdcXpAgFTqff6wxxGrJNN0nnRasXO/fVYHyo7a7UzXEqRm/EN3/0MAJOS9FDKQj8kQnreiKY6X6br0AACohSwqvJcBCbyjyKMGP5AQHJfO5gKgsQhMZyETaS0QoGX3jkBg44WLAqS43R45YNvBZ6kmoON+MGSq3DT/Gy8Hwp3czPBGYBoR0gz0UOFCeMfY4wGKuXAhkm3xwtLr3OEW0QYDFJhveyGLHxc5S/2PV6/5Em5QUeDVsi5aAY2mm3HP4PlOcvmZCEtUYfGVisS49SiBd29t8+A1+fHrgPncPfN0wWh/ZE2DJLjPy+VIi1ei1+sLcXRM51AANjx8RkAQMX1OUg2aaFWykUpBC+9c0IUgr15ZTHS4oKhuKLTPqnXAsHXWGcIe2329P65HUdHrbTeJcGbr3VamnOqJMSqRZv4jctnoK3HLop05DsoritO5zQ5AGFViowkPRRyGc61WCXv8+TUGO51Nmqg+qNT6LG68aObp0t+ZlpGHKrKc5GRbODEsPnf/eqeU6i4PoeLDsqeZERji5VbX7DXYW0r0mZXau0R6b1nL1jw8q5vsXH5DAQCAcTqhafFXRbpCgtdFlfQISGxudu0Yqak8+yKWhPx9CD40Tz88axsTpbIBrbX1OE/75yDxDg17qkoxJv/PM2V55yWEYcPDpwFAMFYJ1XJhS1BzEdFyxEfI20HbATOC28fxxM/ns+lnMUbVHAzfrz1sViodzjup9R4P9KpzpfrOrSr141dYZGFuw6cQ4pJh0Q9iZIgCNGoFKgJi5CoOdiI+6tmDfgaxCExXEhMpPdXFcPNBHPmZAAe+sHVONnUAzkFSU9Sj8XJhenu/KSeW4wS7QhpiAo3YaRRKRX46VP7B/TeJ+9fMMKtIQwaXjQBW/6OPbEOH1f5i9l9Xzbhnooi0WK7bE6WqBTiizuP46ffL4HV6RGEoq9enAe1Us6VnNNraei1NI6d6YLVzqCx1Rp1E8CKXVaV56LD7OJy96UcA3q1QlSNY+cn9dziQGqcPN9uDW6Wk/WYZNJG1QZQKihBJAC74fT6pE9Iz7db0dLlGL9jcdh8HfxNRXhuxzGuksWWVbNxvt0Kry+A1AQt2rrDIl7C+zVCP2enGaFSUHj+7WO4oTQLG5YV4Xlezv26ikL0WJ1BzYhOO7y+AMxWN043BzUhXvmgFvfcVoi/vt0nQLpxeREAP0ryktBlcUU8qYYsKPa385N6PHHffPh9AVjtDADx2kJqM7dl1WzJtUckR9/nxy7ipmuzBVEi/NNiU4xacgNrMvY5wsI3d39+/Rs8fNcc0TWvmDURBTR3OFDb0A1/ADh2uh0P3zUHJ851AwFwDqZINtBtcaHX5sGhEy2cACp/jLE7GRTmJKAK4MrCvn/gHJYtnIrEWA3auh3Y80UDVnwvV2C3VeW5MGjoiA4S9vs7LW5MSdZz44BejZFzGvDG+6hCvMPI5boOjTcGI1v4qWQqWo5YkrJBkMDp9krua50eL4CB2QxxSAwT4ROpQUdDTlEoyIpFxYJpaGjphYvx4tjpdhROMYnySIOnSrO48M1775iBBKMK8wsHET57hTGYEx0CgWUwUQ+EywBe+btJJi3ys2KlF6phi1lTjFq02E6O10ouPlUqOZ78P2EoOntC/fzbx6Gi5fjZD67GmeYeTgDREyp/x5Z49vsDuL9qFvx+P7RqGt29TlxXnI5dIQfKk5uuRXO7XRwanBUsI33v7TPw7JtHBRuGXaGTU6lxMn9yPPQqOShKhm6LG5DJQMmA5nabQAPh6eojWLZwKhc9UF6axW0Oq8rzJK/N/rbxOhaHz9ctXQ5U7w2K37WbnWhus+HFd47Bag+eSL/83glcNytdEPEipdURKdWjsS3ooHn5/VpsWFaI+ytnwc14YYrR4LU9tahtNHP3LDVBi62hVE0VHayqkRKvwZZVs8H4fDDqlLjYbsOzb9bhoTUlSInXoiFC5EX4oYYx2mZNYjOXnR6Hri5b8N/DIkBZQdjWHifOXrBwkRhbPxAKIj5dfQRP/Hg+jGoaJoOSc/zwnSsmY1DYMtLmLhAIjOomc8wJCX92W11Q0Qo8/9ZRtIRSwCrLc9HQYhE5ICPZY4/VhXijBkVTk0TO1JfeOYGfrSkRVAliU66UNIXXak5yZTInJelwf+UsON1eaNQKaJVy6JRyTJ8ci0fuvgZWpwdNrTZRBM6Z5l643b6+FIaRdhoMQIh3OLlc16EUFRA5TzcsK4Jcfjk/eIRLRUVLR0j8ZCWJkBh1wifSRSWZ2HeoEYvnZQvCYtcvK4LNKT3putzB98yclojkWFWfyBN5/iUZi/A8wsSHRD1coQxkoRr2nqxkPacGjwDQY3VKLj4jic2xIpFrb52O9h477C4frHYG7x84h6Xzs3Hf7UXotrgFaR33VBRi12dnUTQ1SXA6ZXF6JUOD2dNjg47ui3hI0IKSyZCdZkS8QVw6dPPKYqTFq1HbKIwSWFmWKxDxZE872Soj4aKMew81itJS2A3NeB6Lo+klFIQ5rmxOBrWNZnT0urB0fjYX8ZKerBP066dfn8f6ZUWCigOV5bl4edcJrFlSACBYUtTD+DkhQPY9Hb0udJpd2FZTh0fXlXJlFBEAav7diPJrsgQn25XluWB8fpjtHmQm6pCTZhTdh00rZiLOoBQdakR9BsLsn6JCK8toefIyGf70WvD3xBvVks9BR68bRjUN+IGZOfF4fMO8YJqGUc05I4Dom7vR3GSOKRLCn+xz2Gl2YXtNHVaWTRM5IFNNGqy/rRAv8CJp2M/dNH9yRLHW0+fNosOxX6wtxV9eP8I5Ix5cPRudPS7R/QcQTN2ye7hqKPwIHL6GiiCFYZSdBiPJ5boOZbxAzcGG4Hjn8UGtlOO9T+ux5qarxrpphHGIxysdIeHxkgiJUSfWoBLVY54yychN1EBfabWH754jOekqaQoblxcJnRGEyIR52lNMeiipwISeBAiXBol6IIwEQWfBKe5vKX2ByvJctHTZJcf06dnxmJJmxJv/PI1Zecn49Ovz3Odffr8WP7ypQBQt99edxwWnDOy1Ion71TZ0w8344Db7sK3mFFR0ULFer1HA7w+g2+JGRrJedCJpsQujBK4rThcJDrIaCBxhaQmdZhd2HTiHX6wthdfrg05Nw814MXtaybhekEc91QzfLIVOnjvNLrz8fi333ic3XYsUkxb3VxYDAFq7HfAwXkHONbuJZLx+rPxeLrJSDSI9DzZNs/qjoB3YnAynZwEAK7+XKzrZZu8L296cNAOS4zWYlhkXLElqVImiH/pFqlJAiKh58lqa25BpVArJflXRPNVOP2DSK/tELHlrnct1czcYpIQ/w22E8foxJdWAxzfOQ3ObDSqlHO09DqhoCvdXzkJTmwV+f5/91RxswjqJFDQVLS1W6fX68NCaEm5d5XJ58NAzByTvPwDufr1/4Bw2VxajsdUqsH8AEz6FISJjkCYyGrCO2NrGr0SvI4aU/SQIoRVyycj/X64rHfA1yAp+mDBqFVhRlovneV7tn6wsllxA9vS6JdVrE+I0SIhQk5sQAd7iMTFRj44O61i3iDAGkKgHwkgQvnFl9QXCF90ARKHoVeW5+J/Xj8BqZ7B6cR6+OHYRK8tyUb03uLmgKCAtQSc5RwSrLgQ9EuwJpUJODXhDYXMxuNDpiKz8HpCIEoiggZCRrIdOpUBVeR4yU/SiNljtDPQqOYyx7CI1tNEcxwvywWx8pd774OrZovSZyvJcuDw+gTMBCN6jGL0Sz755NGo1Ffa9aqUcqxfn49U9JzlbiHRfuPYGAL1K0VfWEBhc/0tEQNx7+wwUBGSgZf3nybMbMo9fWplfpx7gRvQy3dwNhkjCn3wbKZgcD71GgbNnewQh9XcuLYDV4YaKlgvuwY3zsuF0e7CuopATXlXRcmy8fQaqeQ5X9voymSyY4hNaV331bWvE+88KWALB8bExVGHjckthiMplFPHBEqtXSs43MaTaH0ECW4Qo0cE4sMadQ8Jms6GqqgrPPfcc0tPTceDAAfzud7+D2+3GkiVLsGXLlrFuoiQWO4PndxyDQUejoiR4QmLQ0ZIPdJfFCY1KwYUCUzIZkuKJM4JAIBBGjEuoFS+1GV3+3WnY+kGtSPU/J82IX62fi+5eF5rabNjFOx18dc8pPL5xHlQKCj9eUQyXx4sEgypimbrstBi0dtnxyN3XIMEYDHd8YutXouiMH6+Yidf2nBS0OXgircDT1YekT7RDi+ZIUQLhf09K0OJChwNvfXwGBh0t2nBOyBPswWx8Jd4LQHRizIbSh9+jTStmcmkcQPRqKpXluXj2zaP48YqZ3PogM8UofV9M2mB7L8Guw5GKgHj2zaNchZBJibroefKhDRkoICleI1rbeBgvLK7I5UDD+/ty29wNhkjCn6yNbFoxExmJWljsDJeyAQTv2cu7arF6cR4Kc0x4IHE2vD4/FHIKMQYljpzqhEpJCcRTJ6cYUHVDHp55oy/1o7I8V1QhJ2pEUdgYxpb3nPBjxBUOJZPhB0vy8UpIE0ZFy/GDJfmQy2T9f5hwxRGrjzBGDKIiy7hySHzzzTd45JFH0NDQAABwuVx4+OGH8corryA1NRUbNmzA/v37sWDB+DvhNNs8MOho3DQ/m1uMFGTFik7N1i8rwhsf1XEl4jKTg6GWJuKMIExgBpMywXh9oBVy0euJiQbB36SMJmHYuNRa8RKbUbmCQmV5niB/e/PKYujVCnRb3GhotaJ6b53gMm7Gh/YeJxeuzxekDHd4rL11Ot7YV4fTzb14bF0pjBoaTR12tHQ5OOFANiUg3qDEmhsLRL/L7pI+reCHTYc7Wz79+rxovtq8shiUTMa9x232YVdIgX9qeow4NWAiMZiNb9h7mzrskv3LeP3Ye6hJUL3E5mQ451Wkaip2F8OV6Ow0u+D1+jH3qiSuVGLEaA5col2HESkCwh8I4OnqI3hy07UDiyjxAwWZsUiK1aLL4oJBq8TWD77lRDsvpW1XGtLCnzPgcHnw+IZ53Fox0j1LiNXA6/XhQocN22vqgmXnJbRh9n7RgPysWJgMKsk0o2hjRbgN8v/NameQnihOESP3fGJhsXtAUTKBc5GiZLA4PDBdztEuhEvC7/dh/bJCvPDWcd5+txB+v6//D4cYVw6J6upqPProo/jZz34GADh69CiysrKQkZEBALjllluwe/fu8eGQCJ1KdFrc0KgU0GlprFg0DQatCutvK4JGLcdbH5+By+MViKLt/vwcFszOQF5mLOL0vIGaOCMI44zB6jIMJmUi/L00rQDDeEXvIxCGgyHVihdpCgBTUg34xdpSLtKBHcdjDSro1MH0BlYI8utTbSjJT4Hb40PFghzs+7IJnWYX9/0FmTF4fMM8fHWqHX4/UP1RHScmx55AsyeUnWYXJ3SpouUhwUKlqC0Wp7d/5XepKAEdLdpINLULN99B8cVTnLPkStxoRDoxnjktEVMmxUCjUiBGp4ReJRecIHeaXYKSimqVXDLaJlzEUTKaA0CX1YPmdisqFuTg61NtmJWbjOZ2K5LiQoccGFj0RKTfw4bjd1vdA48oCWlE0HJZRN2By1JLYLjwAynxGoGY4Nv7z3AOSlZ7I2LUgl4FGSXjnF4VJTl4cWcUDRKZTDLNSKem+3Rs+oko4v+bTk3D7fECMhkyE3VcShFhYqFV03h5V63ILh67Z+4YtoowXtEoaewNpbPyRVA33FY04GuMK4fEb37zG8Hf7e3tSExM5P5OSkpCW1vboK5pMumHpW18/P4APj/WwlXPKMiKxY8qCkEr5AL17HUVhTh4/CKumZ4qUMheeq0Ws/OT+xSsJwDhp9fjlYnSTj4jYaPDxcPP/GtA7/vtfdeCpgc+nEi9V+q1wdzPoX7/cLx3pO1vrOw7mo1OhGeu9UyH5Gmig/EhJzN+wNfhj/0GHY2yOVnwpBigUtFIS9Qjzh9AQ6sVr+7pi564p6IQb/7ztKBsH3sKaff4kJ0eB5fPhswUI9q67Vg6Pxtuxoersk3ISouFQkHB5A9gy6rZgopNW1bNRpfVg/9+5UvBa9npcTABku/PTo8TzTuJYb8x0ST82+OXTitJMemRmDj0sWu47Gc07VDqftx7+ww0XOzFP0KLeLbPS6enCN5rtTNIjteieu8pMD4/ls7PFoS3b1k1GxkpMWhotaCr14lYvQr+QACxejVmhe5f+BqEXW/sCNnZWx/XY8uq2aAVlMg+5hWlimxA6vewdsrd6wS9yFaiMVzP3GAYz2PRYMZQT0CGx178d9RnTuqeVZXn4h+7TuC2BVO5qIfkOOlSxZkpBmSnxwEQjxWV5bn442uH8f0bC5BodSNGp0aqSYfEhMhrVlPIJn/38uf92ttwM57vOzD+28fCt9G6Fouk3VjsHhTmJIx208YtE+XejjQxHh/KSycLokA3LCtCRkoMlEpxRLQU48ohEY7f74eMl68UCAQEfw+Eri4b/P7hdc9anAw3eE/LiEHZNVno6HZx4kJA8MF9cedx3F85C23ddm5yoGQyTEk1gKJkE0aAMTHRMCHaOlbtHOqANBI2OhwkJhpEUQvRGMp7pSIkAAz4fo5mW6MxkvY3FPseKRudKGODNoL6v5aWD6r9FieDl3edCAr1aWiBo3nzymJMStCK8rrZqhmsQj6rmL/zk3qoaTk+O3JBEApdVZ6LvYea8NbH9YIQ99xJBsEJJUXJ8NM//0vwXX967TBS4oIn0OHvN2ppdHXZBt13SgqS4dpKKjDke8+3n6Ha6GjbIb9/dWoa3zZ049U9p0T344n75gvem2LSQykPIDulhEvJmDUtoe8+6Wl8cuS8qOxjzcFGrLmxAAWZMbA4+tYg7He9GGZnf3rtMJYtnBrRPgAI9CfSErR44sfzcaHTgeY2G1eu8VLv9XA9cwNlpMei0RxDB/rMsXbVaXHjzPle7AqVE3a6vVzUQ1V5nuR9SIvXcONB7iSDIEqLdZj+T/URbqzqL92Gvy4GItjbCDDe56DRbN9w2micQVrLJNagGtf9PZqMd9sbTbpsHrz+UZ0g/ev1j+qQkaTvq6iE6DY6rh0SKSkp6Ojo4P7u6OhAUlLSGLYoCD93b+X3clF/wYJJiXJBOC4QHJADCODDg43c6Riba0wgEAiE0WG4ygnanAzKS7PgZvzYViMMg366+gh+uqZE8lSJX8LTzQQrJ6xenMd9jn+dbbwSf4IQ9wHqGHC535cqDighknilVz6QhNe/TR122F3SZVnZ+xFeDUpwbwDuv7t6I5d9ZO2BXYMkxKqxqCSTsy+NSi74bjZtSKo9EXVVsmIwyaRFflbskEppkxKeQ2Agoqu851SjUmDvoUYAwJRJMaht6ObWo3sPNfYvMhkA7E4G22rE2jds9Z3+0m36q8RCmFjIZJCsmEM0LQlSdPa6wPh42gMygPH50WlxCRwS0RjXO+OZM2fi3LlzaGxsRHp6Ot577z3cfvvtY90sLnfPoKNhdTAisSDWu6yi5aAVFB5YNRt2F0MWcgTCIGC8fhIORxgehqmcoEqpCG4OI5Rv1EQ4FeZ/j4qWIzPZiF6bC0639CaW3WBGW9BHVb6/VKKIf17JlQ/6I9agAhWhYspg70e0so+sPcQaVEg1aVFemiUSyEyIVXPrDyps98BvT3+6KkMupU1KeA6NaA5Fief0rqUF8Hj9+O0/DonWo7sOnMP/WzULjS0WlOQlBfVFwu5DNB0RoH/nwoiMR4Qxo8fixq4wEeVdB84hLVGPBHJPCWGYYtWi9MOq8lzEGwdW8hMY5w4JlUqF3//+9/jJT34Ct9uNBQsW4MYbbxzrZsGoUeDB1bPhCwANLb2CyAh+OO6GZUVQyimYDMo+DxGZjAmEAUErqEEJZRIIURlKOcHQaWSXxYWKBTnQqOSSi2+DxKnwxuVFXNUNdpPwt/eOw2pn8PiGeVE3AdEW9MNyAh0WDUHJcOnin1cwRo0COWnGYSl3GF72MSFWjbI5WUiM1aCqPA8GrRJGjQIbl8/gNp9A8F699M4JQYg9X2CVksmQk2aEUUfDYmfQ2uMc+RPtK7yE50gh5UzqtfcdjrGv8dej5y5YUP1RHfKz4oLr0fBIKK14PFm9OA/vfnYWQP/OBRIRc3mhVStgtTOciDIQSrkiEd4ECSgZ8OHBxj4HFoJ/F+WYon+Qx7i0rH379nH/PW/ePLzzzjtj2BppPF6/YODlR0ZkpRrwyI+ugVGnhEElJ4MxgXAFMNCIDlLOdIIhcRq5enEe7lxawKmQ89Px+KfCrF5AYlwxjp7pFJTVAwA34xUt4qvKc7ErJCYYdUE/1BNoid917+0zYNDRcJv7Nqok7HoABICctGAJ72mZcXC5vZdcEpVf9tGgo0WnTqkJWsTp4hAIBCQdClMmGYMOJB2N2sZeQQTn5pXFqL9gxR9ePYyKBTn9nmj7/QFYnP1X6RAhkfZD1kHDhAy40OUQ3Xt/BHugKAgESoOVNaQjoXRqhaDMo1JBAcDAnAskIuayQqmkJFM2lDQ11k0jjENcbq8oYq+yPBcujxcYYETNuHRIjGtkwVJb4d5pvidaIafgcDKYFK8hgzGBcIUw0IgOEs0xsZA6jXx1zymsLJuGZQunIjleix6rCzIK6LEzcLoY6LVKZCbqkJgQDHlXKSjs3C8uraeiFSjI1HKLeDlF4ezFXiy6OlOwIYjIEE6gpX7Xs28exbKFU7Gt5pSgnSTsegAEAL1KAb1KIXht0PiBmTnx+NX6uXC6vfj9y18K7tEzbxzFE/fNR6xeOkQ+JU4DoyYYBSEV7cIKXe77sgmV5bmCBaRg00kB35zuwLfnuuAPAJ9+fZ4T1Yz6u6Kk/ZD10NCxOBg0t9lE9z5SylBmspGLyNq4vIiLkIlkG+HP/mP3zIWGpgbmXCARMZcNSoUcibFqgYMqMVYNJT2wigmEKwuFQs7NJUDfvvhX6wdeJpY4JAYDBTR3ONDVK53jSVHAhmVFaO2yY9a0BDIYEwgEwgQnklhbcrwWlEyGt/afwenmXqhoOZYtnAolTXEVEUzxwTJqbo9XtPmrLM+Fm/ECASW3gH/omQOiDcVIpUtE+l0ZyXpuY0PCrscIP5BkVKG2WXqtYbZ7kJmkw723z+CqurARLkYdDfgj319W6LLT7ML7oRzxKZOMQUcGe59lwIkGM/78+jcCe926uxYPrSmJao/9aVMQhobZ5sHeQ42i8cSoo7FmST62fnCSe21dRSH8fj9+dMt0tHU5UL23LljdpR/b4L8WQIATySVcOXgYH3b96xxuvi4HLrcPGpUc735aj7tumQ6oyNaRIKTX5pYcU3ptHiQZVAO6BrGqgSADbC4vzrZY8eybRyOGOmYmB+vIv/x+LbLWlQpPSggEAoEw4Ygk1tbUasPOT+pRWZ6LHqsbnWYX/IFA0BmxpADNbVacOW9GnFYBvVaJGn5+ZQCoOdiI2dNKuGuOtkp9pN81yaQlYddjTSjlIVIURKxOCZvTC6eLEZxgOl0MbE4v9CpFxPvLF7rsNLuw85N6QSUXIPjdrDMCEEaB9mePpNrCyBJrUMFqZ/D+gXPYXFmMxlYrEAB2fHwGS+dnY9nCqVDIZchONeLFd45zFd7W3jodN8zNgs3FDMg22NfiDRqQAeDKw+70Ym5RGp7eLkxVtDu9SNQPbINJuHKIN0qXiY0foDMCAEgyUH+Ewg8PHG/jTiL2fdmE1YuDtZ0BcLlVZpuLy/0lIa4EAoEw8WHF2vjjfWV5LvZ91cRt1BaVZEJFy6FRylFemoWntx/Btpo6PPzMv1Db1AujVoE1NxZg5yf1qN5bh52f1GPNjQXBzX4IdpPAZyTnEqnfxUZDGDU0MhN05GR0LAitOR565gD+tO0wqspzJe+RxenFP3bVYlvNKVTvrcO2mlP4x65aWJxeAJHvb06aUfJ6fCI5FSgK/drjaNvxlQZ7X612Bo2tVuzcX4/qj+rQaXbB6fFhW80peBg//nvrV2jpcgDoEzx1e/zosXo4AcuB2EZqgm7Mfith7FCrFHh1zylRqqKaHLQSJGC1j/jjx8blRTAZBz7uE8vqBzb8kF/mrdPswrufncXKsmlITdBBrVSguc2KHR+fgdXOkBBXAoFAuFzgibW19jhx9oIlTJiyTzjOHwigeu9pyXD1/gTfRl2lnojQjUv4KQ9usw+7DpzDsoVTMTU9RiCU6YpQMtblDjokIt5foN97HukEvWByfL82QqotjDC8+2pzMchI0nPRLKyOBFsilg+bkvHn17+JPB5BbBsUJZNqBeEyx+6QdkranQxgJBEShDBC2kePb5iHHpsbcXpV0BnhH/gliEOiH/gnBSpaDoOOxqKSTEAGMN4AOnqcePezsyibk4W7b56OSQlacqpEIBAIlxMhsTbIZHh517fcHAAExf5Y4biyOZlRw9WjCr6NhYOAiNCNO8KjEzrNLmyrOYXH1pUK1hYJMdIhsgn8zUKE+9vfPZdyKmxaMRMZidr+F5hhdhxvUMHvD6Cp3U4qbgwXvPuaFt+XYqVQUNCo8uF0eyOWE444HoFURiH0oVXTkjakIREShEgEAFoug15Dg1ZQgx4/iGVJwStZpdPSSDVpse/LJty5tABuj09QBmfTipn4f5XF0KvpvsUjGcQJ4xRjjAYqJXnsCYQBE1bCcM2SfDy9vU/sb+PyImQk67DpjpnQqBR462NxNY0Bh6sTB8EVT3yMGlXleZzA4L4vm2C1MyIbGtFIhJBT4akHFqK1y9bnHBvoaRdrx1qaVNwYafhjhiz433aPDykmrUDwVFT6kw+vMopBR6NsThYykvWYlKCDyU9u1JWIQUtLlv00asj6kSCBDKi/aEX9RQunaZSTZkROmmHAYz2xLD5h4pX8BWf13jo43V5ROC4b/kaiIggTAZVSMaDSlAApT0kgSJUwrCrPhUFHw232wc348NyOY3jivvnITNABFLBpxUxBdQISrk4QIYtwGi0DmttseOvjMwJ7S0/Ui21opCNqAsCkJD2UsgD392AhFTeGmUh2wxIA9GoF/P4AEowqPL5xHtp7nGhus+H9A+ciphSz98mgo3HT/GxB9Y4tq2Yjd9LANxWEywO9So70RL1ANDc9UQ+9mkTOEMTYXF6c7xDPXcnxmgEXeCAOCZbQwrO5va9DAXALzl+uLUVbt4OoRxMIBMIVgtSGaluo2kD1R3Xca2a7J3ga3NiLV/ecRMX1OaAo4KpsE9ITNIPKoyRc3vj9gYhRA5Hs7Yn75ktvAsZzRI0MuNBF1kzDhoRzVBRtIvGeB1fPxtyrkpCfFRvRacWmCVWU5HDOCCB4r/702mHiQLoSkQEen/DZ9fh8XJUoAoGPxenlog6U0BgAAQAASURBVGmAvrlrWmbcgB0SpMpGCHYh4A8EJCfQY/WdaO12EPVoAoFAuEKIVG0APJ03dg5g55CWLgeqP6rDtpo6/Obv/4bFzoxyqwnjmZZOu2TUAHvyHWkDP9GwOBg0t9nImmmYiBRtYnEwUd/zh1cPA0DUqjlcZZQIYpgT0f4IQ6PL4sHT278RVPF5evs36LIQWyCI6VdkeQCQCIkQ4eKV7H8nxKpRNicLibEa9NpduHNpAV7eVUvCcQkEAuEyJ1K1AUoW9EikmrRYv6wIZrsHtELOpXKwkNNgQjjdFmfETV8ke7ukDXx/4f0jjNnmwd5DjagszxWkANx7+4z+10xj3PbxSLizKiFWjUUlmWjtcQIyGYwaheA97L9DBtjdvqh9zuqRNLfbhs/+CBOaLotLcpzqsrhg0hN7IAhJiFEj1aTFdcXpAsHvhEFUZCEOiRDsQmDfl03cBGrQ0Vg6P1sg6rJ6cR6qynPhZnwoyUuCyaC84idKAoFAuByREg5cvTgffr8fd99cAKNOjd+//KUgZ3IXryQoWcwTwok3aiJu+oZNqHIg4f0jTKxBBaudwfsHzqHi+hxABlAyGaak9qNHMA7aPh7hO6sSYtUirYfNK4sxKVHHVYPj//vO/fXR+zCkR5KRpBOJYW5ZNZscul2BmCJU8THFqMewVYTxilGrwMqyXDy345hAf9GoG7gYMknZCEHJgKryXG4CXbZwKn58+0xRTsyre07BzfiRkWQgzggCgUC4nOEJBz5y9zVYtnAq3v2sHi+/Xwu704fndhwV5UyWzckCAOFinkAIkZqgw+aVxVwqQ7jTgbW3x9aV4on75l/SRnwg4f0jDetcsdoZVH9Uh53765GRFBLFi8J4aPt4hO1PFS3HopJMkdbD09VHQMmAzSuLUTYnS/Lfo/ZhANCrFJiRHSewv3lFqWSdewWiUlCoKs8VjFNV5blQKci2kSDGYmc4ZwTQp784mJRVEiERotvixi6eJ9/vD6D+Qq9kyNLU9BhMSdGTQZpAIBAud0LCgWabB9tqTvW9HiHfemp6DB5bV4pYnRLZ6XHo6rKNcoMJ4xmKkkWvjjEMQpXRtChGLX3oEquAjIu2j0d4/dnaI5320211oyAzBiql/NL7MMz+KEoW/f2Ey5LwPRECwK4D55CdZhywSCHhymE4xu0rz6oi5Cay4YWscjoAVJXnSYYsJRhVxBlBIBAuCcbrR2KiYUDvdXu8sPQ6R7hFBEnC5opI+f1S8wNZzBOiwt/0jYBewrBqUQyFS3CujJu2j0dC/QmZLHIfBYL53KQPCUNBak9EbIgQieEYt68sh0SU3ESp3M2cNOPw5HMSCARCCFpB4adP7R/Qe5+8f8EIt4YgSYTyefz54NOvz2Pj8iJBziSZHwiDYoT0EoZNi2IMmMhtHxVkQEePE1XluQJ9M34fkT4kDBWjViGa3warCUC4chiOMeeKckhEyk1kayxLhhcCgw45JBBGG2OMBirlFfU4EwgjRqTyeU9uulY4H+hoMj8QLpn+1iSXzCWmS4wLJnLbRwGLg8EfXj0Mg44WiIVmJOkEaT+kDwlDwWJnUL23TpCyUb23DtkpJVd26hRBGt6Y42B80NLyQY85V9QOpt8clwjhhUPN5yQQRhqVUjGgU3dy4k4g9E+kuaLb6kZmgq5vPvCT+YFw6YyoXsIwaFGMGRO57SMMazNus08QTp+fFSvM7Sd9SBgCZpsHLV0OgY0BIFouhMiExpyczHh0dFgHPeZcUXKpbI4LH5ITRSAQCAQ+ZK4gjAbEzgiDhdgMYTQgdkYYba4ohwS/bBIQVm6LQCAQCASQuYIwOhA7IwwWYjOE0YDYGWG0uaJSNkheHYFAIBD6hcwVhNGA2BlhsBCbIYwGw6AJQCAMhivLIQGQvDrChIEIVRLCS4RGKxdKSoQOM2SuIIwGxM4Ig4XYDGE0GKImAIEwGMhuh0AYpwxUqBIgYpWXK/wSoTStAMN4I76X2ACBQCAQCAQCYaJx2TskKEo21k2IyHhuWzgTpa0TpZ18JmKbCeOTkbKlaNcl9hsd0j/RGa7+mUj9TNo6Mozntk7kMZS0b2iM9/axTGQbHStIv0hzKf0iCwQCJAiHQCAQCAQCgUAgEAgEwqhyRVXZIBAIBAKBQCAQCAQCgTA+IA4JAoFAIBAIBAKBQCAQCKMOcUgQCAQCgUAgEAgEAoFAGHWIQ4JAIBAIBAKBQCAQCATCqEMcEgQCgUAgEAgEAoFAIBBGHeKQIBAIBAKBQCAQCAQCgTDqEIcEgUAgEAgEAoFAIBAIhFGHOCQIBAKBQCAQCAQCgUAgjDrEIUEgEAgEAoFAIBAIBAJh1CEOCQKBQCAQCAQCgUAgEAijDnFIEAgEAoFAIBAIBAKBQBh1FGP1xTabDVVVVXjuueeQnp6OAwcO4He/+x3cbjeWLFmCLVu2AABqa2vx85//HHa7HVdffTV+9atfQaEYeLO7umzw+wMj9TMumbg4LXp6HGPdjAExUdo6Vu1MTDQM6fPj1UZHk4liY2PJUPpopGyU3LfokP6JDr9/hmKjXq9vwvTzRLIJ0tY+rtQxlLRvaIxm+65UGx0rSL9IE61fotnomERIfPPNN1i1ahUaGhoAAC6XCw8//DCeeeYZvP/++zh+/Dj2798PAPjpT3+KX/7yl9izZw8CgQCqq6vHosnDjkIhH+smDJiJ0taJ0k6CGHLv+mc89tF4bNN4gvRPdIarfyZSP5O2jgwTqa18xnu7SfuGxnhv30C4HH7DSED6RZpL7ZcxcUhUV1fj0UcfRVJSEgDg6NGjyMrKQkZGBhQKBW655Rbs3r0bFy5cgMvlQnFxMQBg+fLl2L1791g0mUAgEAgEAoFAIBAIBMIwMiYpG7/5zW8Ef7e3tyMxMZH7OykpCW1tbaLXExMT0dbWNqjvMpn0Q2vsCDLU8KrRZKK0daK0k894ttHRZCLeu9FmrPoomo2S+xYd0j/RGa7+mUj9TNo6Mozntk7kMZS0b2iM9/axTGQbHStIv0hzKf0yZhoSfPx+P2QyGfd3IBCATCaL+PpgGK/5+YmJBnR0WEfny2SAxcHAbPMg1qCCUaMABtElw9rWIbYlGqPap2HfOxTGq42OCiF7cHh80KoUw2cPI2hnY8VQ7HukbHSsnrmJAumf6PD7Z6g2Oqz9fBnOUxyD+G1j3tZBMNJtHdMxdDTns7Dvyp4Ui64u2wh92dAZ7zY6mu0bdhulgC6LB902N+INKpgMSsA/xEZeRox32xsrovVLNBsdFw6JlJQUdHR0cH93dHQgKSlJ9HpnZyeX5kEYIDKgtqkXT1cfgZvxQUXLsXllMQoyY0Z/gzae2kIYe0bKHoidEQiES+VyHj8u5992uTKa90ziu7asmo3cSQZiH1caFPBNfTee23GMs4WNy4swMyeeOCUII8K4KPs5c+ZMnDt3Do2NjfD5fHjvvfdw/fXXY9KkSVCpVPjqq68AADt37sT1118/xq2dWFgcDDe5AICb8eHp6iPosnqAwQWbjFhbLA5mdBtCGBdEs82mDjssLu8l2SixMwKBcKlc0vghAyxOZkjj1mhAxsaJx5Dv2SBsU+q7/vTaYWIfVyBdFg/njACCtvDcjmPosnjGuGWEy5VxESGhUqnw+9//Hj/5yU/gdruxYMEC3HjjjQCAP/zhD3jkkUdgs9kwffp0/PCHPxzj1k4szDYPN6CwuBkfvjrVjowkg9DLPsJhgZHaYrZ7YNTQw/dFhAlBNNvcVlMnPAnCwG2T2BmBQLhUBj1+jJeogwHM32RsnHgM6Z4N0jbDvyshVo1FJZlo7XECMtllkfpIGBjdVpek3XVb3TDplWPUKsLlzJg6JPbt28f997x58/DOO++I3pOfn4833nhjNJs1sQlblMQaVFDRcsHAoqLl8PuBp6uP4In75gcntWgT1zARqS2xOjK4XfZILJaj2SbQdxL05KZr0dxuH/CiitgZgUC4VAY7fkQ6webm1tFggBvPER0bL0PdnjFHBug09CXfs8HaJt8+EmLVuGl+NrbX1JH0niuQOINa0u7iDKoxbBXhcmZcpGwQhonQouShZw7gsZcO4qG//AsdPU5sXlkMFR2sC6ui5agsz8W+r5o4LzswOqGcRo1C1JbNK4tBUbJxH+pKGAISdlnb1AujVmwPrG2yuBkfLE7voGwzkp0ZtfSECa0mEAhjQ9TxQ4JoJ9hDYoih9lJj5GB/22DaKjXGk/F1CIT69I+vHUZlee4l3bNIttna45S0Kb59LCrJ5JwR7OdIes+Vgy8QQFWY3VWV58IXIN4owsgwLlI2CMOD1KLkD68expObrsXjG+bhq1Pt8PuB9w+cQ6fZJfCym+0jtKjiEwAKMmPwxH3zYbZ7EKtTosPswk///C/igb+MiXZKw9qDg/GBpij88bXD6DS7uM+qaDlcbu/gQlYl7IxdvI2L0GoCgTB+iTR+RBgjokUdWJyXGDEwxFB7IMIYOcjfNlDGRZTIZQa/T98/cA4V1+eAooCSvKRgtYMB3LNItunzB/DFiTbkpBmRk8YTrOTZR2uPk6T3XMHYHB7sCtkdZAACwK4D55CebEAyiZIgjAAkQmI04Z14XGi3DfvpQaRFSbfVDZNBiYwkA3Z+Uo9OswupJi0evmsOzHYPLC4vFAqK84SyjEiYewAwamhkJugAAH949TDxwI8XRih6IOoJYsgeinISYTIosebGAqhoORJi1agqz8PmymJo1QqkmrSCz/drmzw7M2qCC24i6EYgEAaExPgRiUhRBx1mV+SIgX7GWouDwdbdtai4Pgcry3JRsSAHW3fXRhyr2I0nn4hj5CB+20AZsSiRKxh+n3aaXaj+qA7baupgdzHBezaA+VrKNqvKc/H3907grY/P4HyHDTaXV/ihkH2kxGtHZ004HJDIx2HHoFPCamdQ/VEdqvfWofqjOljtDAxDjaYiXL6EnsNjZzou6TkkERKjRT8aDcORexk1P5Tn+ba5GPRYPfjtPw5xbVm9OB93Li3Ay7tqudc2rZgpHRZ4KbmiEp8hAlvjiDD7TDVpsXH5DAQCAcTqh5YPPOC85ZCNPrnpWpxtseLZN49ytriuohA7/nkaLV0OoW0OVJBVBnRa3MTeCATCpRNhnAmPOqAoGRf5BwgjBkz+QL/RDzYng/LSLEH+fmV5Lmwupm+s4rUlPkaNzSuLRdccjuiHgUB0e4afqH060Aganm22mV04d9GCXaEIWQDYVlOHnPQY+AMQzZmsM+OSbGoU9UT8A3ieCIPH7w9g9eJ8vLrnpGCf4CcpGwQphkHcmTgkRprQwNxpcaO53QaDjobb7Ltkwb5oGDUKPLh6NuovWuAPBEDJZMhJM/ZNICHPNwD8198OCRZLr+45iS2rZ2Nl2TS4GT8QAOKkwgIvxegifGZSoo4sYsYJ/BM5JU0hPdmA53Yc5RwAQ5ngpRY2D66eDQBo6rAj1qCCyR+6cCA4EbLOCCBony/uPI6H75qD081meBi/0Db7s8nQvze324i9EQiESyM0jmzdXYvritNBUcD0bBNidDS6LW7EGlTITNQBAaCp084JAy4qyeROimwuBi2d9n7TG1RKhSh/f3tNHR7fME/QlvAxdbhTMQbKkDavBEmi9elgU2QudDrgZnzYVnNK8Lqb8aGjx4Xf/P2QaM60OBjoNAr89r5r4XR5oFfTQb2vdnt0J8MoV53p93kiYquXhN3J4LNvzmNzZTFcHh/USjne3n8GaYk6wDjWrSOMN4YjbY84JEYSiYG5sjyX03CIJth3qbmXHq8f+w8344bSLCTHa+ELBGBxegWDcKTIhIaLvVDScuz7sglWO4P5hcmi60sZ3dbdtXhg1WzYnYzkgB/JUJ/cdC1ZxIwTIp3IsbY6pHzgsBPEeIMKbd1OfPFtO1RKCsluHVq6HUiN10aNnKlt6IaSluPTI+cFthluXwYdHXQ+KOVIiFGDkgUryhh0NCrLc0Wq4cTeCARCf1gcDN77rB53Lp2OhpZe+APAM29+gxtKs7DrwDlY7Qy38dKpaaSatKIxNT1JD7VK0ZeXDWDfl03oNLsEkVp2FyM5BtpdDEx6ZUS9qCfum8+lQwK4dA2LwTJC2hRXNFH6dDDRpaytVJZPk3TIm20u4bpTS0s6FJwuH5diK+lk6Ofw7ZLWDwNwJnRbomhdRPgtJHqif2INKswvSsPT2/v6rqo8F7Gk5CdBArPdA4OORkWJcG4bTAQycUiMIFKLhu01dai4PgfVH9VdmmBfP9+3dXctbrluCtweH57aLj0IRyu3uL2mDssWTkVGkl5yQSFVp7q8NAuPPP951PDTlWXTEKtXQ6OWo63bgV3/OgeLw4NJCVr8dE0JNCoFjDoaPq+/fw88YdiJdCLH2uqQUxtC0TlGDQ2b24vzHTbsP9yM8tIsPLX9a4HtZCTro9rnw3fNEdgm3yalSpXde/sMGHQ0Os0uNLf24pdrS2G2uREfo0ZynArwjeLCnUAgTEhsTgaL5mThT6/1bcoqy3Px4cFGLCrJRPVHdXi6+gge3zgPHp8P99xWhCf+90vBmPranpNYtTgfOz+pF1yj5mCjIFIrVh89BaLfDekon1IDEIzx7N+EIRKhTweTIsPayvsHGrB6cR5e3XOKF4Kfh3c/OwtAqPkhdYC0bOFU0Wu/WFsKvVoBo1aB2kbx4dvnxy5iVm4yIAPsbt+g0j1sTgY9Ng/+/Po3wvVBko6LSDJqFIg3aiKLyhKx1UvG4/FjW9iacFtNHX6ZWTrGLSOMR/RaJZbOz+ZshnVg6bUDd2ARUcsRJNKiAbI+4auEGPWwCQeZbR5cV5wOi50RDSR88T4poSN+KdCp6TERFy7h4llL52fDw/hRsSAovmXQ0UKhQBnQY/egeu9p/M/rR/DUtiNAAFh9Qx56rB489MwBPP73f+PXLx3EmfO9eGLrV6Rs2BgQ6USO7f/hTG2wOL3YVlOH64rTJcuK+X3+qPYZCAQEtsm3yUUlmag52CgQg9tecwplc7JwdX4iCqcm4dcvHcSTW7/CYy98gSN13bjY5SDl6ggEQlRUKgVe3Hlc5LS9rjidGy/cjA8X2u349Yv/xtkLvaIx9bridPwltMHiX2Pj8hkCvab+ynP2J2Jpc3nR3G6LPC8TJjSDKd/K2kqn2YV3PzuLiutzsHllMZYtnIp3PzvL6Umw9hNJaylcO8DN+HD0TCce+su/0NzhkDx8u/27udj5ST2q99bh1y8d7H9u5ZWPPVrfzTkj2Gs+XX0EB463Cebq5HhtxL4gYquXjiPCYanD7Y3wCcKVjMfrk3Rgeby+fj7ZB4mQGEEiebFnTE3A967OgNPpgdnmxsN3zRHl619KuGOsQQWKAvyBQL9RFxlJOjy6bi6OnukQlQKNkdp4sqFzdg/XXsbnh16rxLbQIo0f5s9+l8XB4M/V34iM9P7KWdzJOJtn29btwA+WFOBv750YepoAYWCE7iutkEvaKgIYkk1KwUUFyRDRTqPZp8AxIgMQCGBzZTGa22yI0dOSqScZSXoUTI7jhFzZ73r+rWP45dpSVCzIARAMMSN2RyAQwumNsLmhKMDvD/6touVQ0nIYdDQ8Xr9oTKUo6TEv3MmKAFCQFYPHN8xDl8UFk1ENk1EJhL4nXF+AFSE22z2g5BTOtljx1sdnIs7Lw44s6ASxOL3w+XzQqmjYXcyQBZEJEKy9dGoabo8Xeq0SBVkDS5Hh20qn2YWdn9TjwdWzoaLlsNqDDir+HO/w+CTXApRM6Elg1wdsOqXk5tXFRE/d4NmNy+1FjE6Jrbtro64PWMcIe72c9NiIqS1EbPXS0Wtpyb7TkXURQYJeq/T82GvzIMWoHtA1iENiBIkkSpQWr0bdeYsg9HPTipmIMyihV9OXrGJs1ChQMDketQ09kgOJQiGHzeNDc5sNW3fX4ubvZCM3Mw5mqxs3zZ+MmoNNKC/Nwh9fO4w1NxZwURJSKsabVsxEUrwGv3z+C5FXfNnCqVAo5LC4vDDbpY3U6fFyzojwEHu+dgGpgDCC8MJ6DToaVeW5gnAr1ibnFyYPzhnRT94nPypIyk5lsqBCfVFOPG69fio6zU786JbpePeTelwzPRUdZhd3EhRul/fdMRPvfHJSZJOPrpsLs9UlaYvH6jtRvbdudBbuBAJhQqJRKSTHq8mpMXjxnWPc+PHKB9/ipvnZ+PzYRay9dTpeeucENz5NTosZ2AZJBlEIvCDlgleRyObyosfqRm1DD/YeakTZnCzOGQEI5+WoGzGpcXsgyID6i1ac77Dhw4ONnEPYoKNRNicLGcl6TErQEcdEOKH+bj3TAa1KId0/EXTIag42cms0yRSZsHsp6bwAJDfxbKg1fy2wenE+EmLVnO3y50oA8Aek5/L2Hidu+c4U+P0BOD3Bf+MqxfDsZpvE+o+9htQhCQDuIKuxzYLkWA2MWnFqCxFbvXRkMuCeikL8lXfgeE9FISgSV0+QgD8+sKhoORIG6IwAAFkgcHnXcOnqssHvH8OfyPNus4O+xcHgoWcOiG7cgE9lo+WHyoDT5y242GkXTSjvflaPsjlZ2H+4mdOZ4L/nnopC7DnYgNPNvYL2eAIy3P/Hj0XtfeRH1+AXz38uat7/q5yFrXtqYbUzXDQFP6z106/P4wdLrsIrH3yLNUsK0NxmhT/QJ+6louWouD4HOz+pH9RJdWKiAR0d1gG9dzhJTDQM6fNjZaMWp9AOE2LVKJuThanpMUgwqi5t0h5I7jJPrT48muHeO2Zg+4enoNfSuKF0MhciraLlWL+sCJ8fvYBj9d144r75ACD5HLG6F3zuuXU6Jk+KwbEznfAHgK9PtWFWbjIoCshMNnBROSpajmULp2LuVUnjziExFPseKRsdq2duokD6Jzr8/hmqjY50P9s8Pnx1sl0wZ25cPgOZKXocr++E3enDvq+Ec5hGLYfb4w+e6gaAr+vaML8oTXANKW2H8LEZCI5tXM5+yFkgtVmVyYCXd9WK2v/TNSUoyIigIRFh3P5O8SR0ddmi9ovFyeCLb9vx1sdnuHnboKNxy3emCPQKRlrDYqSftWEdQweo8RHJDqKuj4aoH9LUacef3/imrzpMANj3VROWXZ+DXjuDZJMWHT1O7D3UyKV7pJq0WL04X6D3wDoWrHYGyxZOxbaaU9xBR1ayHu1mFxAAzlzo5aIeWEH1iutzsO+rJtFh1bqKQnx4sAE9Vrfo3yL+Rok1+Gg6I0ZzDhhOGz3f48Szb3zTt3YPAJ8eOY9775iJ9DjNMLR24kPm9z6cfh9ONfTi+beOcc/khmVFyJscAw3Vl14YzUZJhMRoEUDQ5YjBKSRL0Z9Qz7RJRqSatJiWGQen24vmNive/awenWYX/IEApzMRfory153HUXF9Dk439wraE0nF2OHySnrEuizOvjrXH57EyrJcPLejz0jvvX0G4mJoVN6QJ1Dw5UdGUBSIJ3sk4J2ceP3C1J5Oswvbak7hsXWlQTu8hH4fkIhU6HTvgVWz8W1DFzZXFqOl0w4P40ev1YWWLgd+uqSEsw32Oi+8dQybK4vx5cmOYA5oQDqkM9yDn2rSgqbl+PWLBwXOjTc+quPSpPi2l5EsLehKIBCuECSiBfQqOdIT9agsz0WcQY22bgf+L+R4ZzVu2HmPDTn/8ItGLP/uNIFjdcUiPR5dVwqH24sEQ5jjlz0175Gec4+e6cSnX5/HxuUzwHj9omoG22vqsLmyWHJenmTSRhzTIo3bKQk6xGmjRzaYbZ6+NNFQmP3KedM4ZwT/eiQVLsiA5kkZIuo5sP0crarGpfa9Tk3DamcETn0VLUdv6DU2qpWf7rHmxgIUZMXgF2tLcfRMJxDoS7MEIEiz+PPr32DZwqnYe6gRlWW5kqlFOo0ci0oyoVPL8R93Xo1TjT3w+4Ed/zyNG0qzAEBSJy1iqU+J6AlCdJwuL1q6HKLDHaeLaEgQxFjtXtQcbBCUiX3v03qkJU6HxiDv/wIgDomRJYKnelKibkh5bf06NAKAXqWAXqVAU4cd//t+32mJWkkhEADcjD/iRBfenkgqxgatOMyfH24HAEVTkzhnBPsdz755FD+/+xo8+8ZRUVgp6/kvyUuCyaAkk8dwEmaPVeV5w55fOWBnWyBY5/rv7wlP8laW5SLVpIXfL62D4grlt8bqlIBMFjGEmh9aeufS6Vx6FHudF946Jqggwre9aAt3AoFwmRPlhDknzYBYg4qrKsXCr0gEBMehrBQDUJyODw82cGU+r8qOx/PhelGZMaLvrViQIzm2aZRylJdmcVo44c5UN+NDS6ddNC/359yPNG4f+rYVGUmGqKfrsQYVqNBYzLYzVq+WvF6nxU0cEhh4lZTmdltUbadoVTUiXrsf3B6vqDz2XUsL4HB7sbIsFwBw6EQLHl03Fw430+dU8wN6tQI799dHTLNg2+IPBLCoJBMv7jwhWgNWlucizqjBq3u+QcX1Ofjbu7WC622rqcPP754T+TeSUp/DQoxeiVSTVhTdbCT6GwQJeu0e1DaaUdv4leB1i92DJINqQNcg2UAjSCRPNSUDtqyaLakKPBD6U9iO9N6EWDVi9CpMTo0RLCD41xCJGAJITdBh04qZgvZWlufilfe/RVqCDssWTsXKslzcXzkLNQf7wviAyCJenWbpE6AUkxYPrp7d54yQBcMWmzrssLi8pPrBEAi3x72HGlFVniu4r1Xluegwuy65ny/VNlkaL5qx4nu5kMspyetolArONo0ahcguVy/Og8PlwbKFU/GTkJL4+XZrVOcb+zdrexGfQ2KLBMJlT6R52+JgOEdqtMgsNrR86we1qP6oDqebe1H9UR0+/fo8HE4vrpuVLln5gv+9+75sQmXY2FxZngt/ICBZnnlRSSb3PoqSIT1Rjyfum4/H1pXiifvm97sZizRu+/3otzqHUaNATpoRVeW5+PTr86gsz4VGLZe8nlqlIGMo+p8nWVvYe6hR0g4+PXK+b40WNi/FD7Fym16rFFSq+uFN+VDSclTvPY3qvXXYub8e35uThb+/dxxPvvIVLnQ6uM9KVf+oCkUP8duiUcqRHK+NsAbU9VWiiSBsyQrGSv3GqM8vYcAoaTlWfK+vSsrO/fVY8b1cqJQDO+0mXFlolNJj/mDshURIjCCRwu3azS7MK0pFShxPUEhHw2KPLATIZzBCPfz3LirJREePC298dBq3LcgZsIghRckQp1dypzz8cLzvaxQoyUvEV6fa0dZtx43zJgvyRiOJeKmU0lUdzDY34owqnGuzwahTwmx1o/6CBXsPNcJqZ4inewiEn5x0ml3YdeAc7q8sRkOrFQgAu0I5n6Lwzn6EKlku1TbZ9956/VT8+qWDyEzR457bCvHXt/tCnTcsL0JGsg46Zd+JS7hdsjXVH1hVgtPN3Yg3qtBtcUcVx2L/bu9xQqdWoNXsgsPlRUKMGpQMXM3zjh4n/vDqYcHvIrZIIExAooxn/Z0wR1Lunz7FhN9snA+DRgGL3YM7l05HQ0sv/AHg2Ol2lJVO5ipL8SMb2Ovyv7fT7ML7B86h4voc5KTH4NxFC94/cA43zp0s2TaNWo6q8jwkx2sxKVGHhFBFjoGGqUuNxWz7+j1dDwA5aQYkx2swLTMOPp8POrU4erKqPBdAgNNEuJLH0P7mSdYW3GYfZwdKmsK0jFicvdiLBbMzkJGkAyAdzfPg6tmiuSpqGmLY8/Cjm6dzn68qz8P/vi8Uiuan9wpSJULpmHyxzA6zS5DecdfSAni8fnSYnZLPkZySiV4L/zvBoBL134OrZwMAWnucqFiQw2mSsW3mR58MZC1zpeNweTk9AKCvKtkv1pYiVk22jgQhapVCcsxXKwduK8SqRpBIqtxqlQIUJYNRQ/eF50VT1OYTGkzjY5R47J656LG6kRSrhkIuQ1O7XTjAht6r0yjw+IZ5sDg8ONVkBuPzw+cPgKJk2FxZDLfHB1OsGhkJWq6sWPj36rVK7PxEHIrHVgXJSDJw1RqWLZyKtEQdlLQc/zzUiB+vmMl5vNmFznuf1mNdRaEgt3b14jzQCgq/f/lLwXv3H27GTfOz8f6BcyQPdQhILaStdgYNLVZRnqBgATpAoUpWOCrFpMWj60rB+HzQKoPl32xuH/w+Py+nUwGLvc82/bIAVBTF5U73WN2QyYD7K2fB6fFCo1RAq5ILnBFANLuUIyFGi627a3FDaRY2Li8S6JisqyjEjn+e5t5fWZ6Lz49dhIqmsO21rwUDKuukqSrPjV7CjEAgjH/6Gc/6KxVo1Crw8F1zUNvQDX8gGMZ8Q2kWntr+Nax2BptWzIRaKUdDiwV7DwVF+jYuL0L1XnFkA7/yRfj3siUan9x0LbxeP2g5hfRkg6htqSYtYvUqwfi2acVMTJ8c2zefR+kLdnM2KVGH3947H4dq20SlluMNKlicUTZxgWC4vt8fgNnmg5IO6m0sWzgV/kAAlEyGtATeyTeucF0J3sbdwfigpeUChwHfFjrNLlR/FKwCxU8LKpwSBzfjR3O7VbABf7r6CJ748fyIJWNFUMCJBrNAkHLzymI8ueladFvdoRTfyBGGIodVAH1rWwBGLc05KOINKthcXhw90wklTeHOpQV4eVct97333FYIFU1xv52NFNouEJItglFPo8NMcfalUytgd3vxB56zi5/K1JfmOTTBzysJp0s6EszpJhoSBDFajRyTEnXBNbvbC41aAQUF6DQDj5AgVTaGSpi3lX+iKlfI8OW37SKPUUleIrLT4zh11khKylKn1OHVCQw6GkvnZ4tVu7NiRE6OTStmotvigtPtEwhast/3+IZ5sDsZ0YIjMdGAjk6rYCBn654HAoFgrXGtAjaXF91WD7p7XTDbXKg52ISVZbmYOS0ezW2O4ALOH1TqLS/Ngk6tgEGr5E7nNSq5QKiIbReb289Oxo+tK0Vmgk50K0iVjTBEwk4KSZt4/19nUTQ1SZAn+NCaEs72+rVPiUn+zqUFYLwBvLrnpKSNsgt0Npd6y6rZyJ1kQJfNg0ee+5y751I2KtAWCfvucLuUK2To6nXD4/FCLpfjdHNQHOvYmXasKMvD2Qu98DB+7PuqCYtKMiW/k7W78AUhgIi2OBKQKhsTD9I/0RmLKhuXMp5xmxaI/21dRSEOHr+IKZPiABlC6ZAUtoXy4dlKA1LVfwSVL/r53i6rB3987bCoMtF/3Hk158Tn/56H75oTPGTgHU6El/SU+j6lghKcrj+4ejY8Xv+AKieFn1gnxqq5k3Kbk8EjL3whuh/DNYZOqCobYdcVtTtCuU92gx2pqsXnxy5iVm4yslINaG6z9R9ZKgOaOx2cJgkL/3mIVGVtc2UxGlutoGQyzC9Mhl7Vz/mmxG9avTiPKwmalWJAr82Ndz89K7DxVJMW6yqKcO5icK7+9Mh5PLBqNv742mFO3yArxSAQwWbbyK4j2N8/5Ap3od8xmAiLiVxl4zd/+7eor37+o2tIlY0QZH7vo9vB4GRDN1754CT3fP9gST7yJ8cjnpcGTapsjBQSAyz/RHXzymJkpxoFpwTZqUb4/QEc49WeHojAkcXBoNPiRnO7DTeUZuHDUI5fVqpBVI3g6eoj+NX6uaI8uj+//g0eufsadPa6JL/vq1NB54nkgoPn0be5GPRYPQJhrQdXz4Yr9B38CbJ6bx2yU0qQkaBFjJaG2e7B7PxEnGrshkIuR0OrlRNBWnNjfkRPPPv/g8mFvKKJtLjl1SOPN6jgDwSw9DtTcL7dzi1eNi4vglFHcycqkezT5gqGYbJ2yY8eYKu4GHQ07r55ushGn9shFJX802uH8cR982EyKLFxeRHauh0RbVQgshbFLlNNWkGFl1STFncunY4LHVb86NZCMD4/Xv/oNPc9Sprq9ySIn/NMbJFAmHhIjWcGHY1etjSgXiUYJ/mlAi1OcX76izuPY8uq2fjTa4dh0NEom5MFU6wGleXTUHOwEYtKMlH9UZ2o+o+KDqt8IRHuzj81tzsZtHQ58Pmxi0Elc7cPGpUcTrdXctyqbehGjJaOKPKXkaSLWI2BbUOKSQ+Xy4OHnjkAg45GRUkwPa653YaMJB23CZXK2//Dq8ExnXM2RBAhJmOoNJMStPjpmhJoVAoEEMBfXv+GO+3fuHwGfvuPQ4J74mH8qCrPx3+/IowwjRZZanEwqG3ojrr+TE3QidIj7glppLAHChlJ+n6jDKRs5NU9pwQHTsnxWrR0Obg0FTYV0+f1wcP4ARlw3ax0OD2MwGlRVZ4r+RumTDIGf3dYKkyk39ovV1CEBU3LsP62QrzAS5tdf1shaPoKFX4hRMXuYrDrX7znFsCuf51DRopB4JCIBnFIDAGpAXYbT22bnQTmXpXEbQCb2+343f9+KVwYJOsjT9QSA+B9txdxWg0VC3IkB9iLHXbJ1+0uJmKVD7+/732SE1igLyf1v/4mnAwZX4BzRrDXYJXH2cGe/V9Thx1/f68WK8v6RLC219QhLUG6XazQJiWTkVKgA6S/0l9Si1R28fLcjmOCey8Vwpxq0qLH6sF//U1a7d0fCMCgo3HT/Gw0tw1MVPJClwMUpUNirBqpCTq89bE4WoEVWQsvIypll+HOupYuB/702mFUXJ8Du5MR5bylJUo/h6ytsTbI/jexRQJh4hE+niXEqrF0frbAwc5uMvjzn8UZuRxnQ0svN95tD6s6JQs50vOy4rnvjTh+hIW78/8t1qBCqkmLeUVpgnLZG5cXIdUU3MixsGOlzcWA8QUk54JfrC2NuDnLTNDBqKGRmKjHV9+2Sv62FJMWM7LjBrzRG4y+0BVNhE3vf/7wanRb3YjVKWG2eyTvybqK6aIysOx6VGrTbbZ5oOSlSLDwHUUUJRM4ynRqGn987TBnbxHXi2GY7dI2olJS3NrhR7dMh4qWc2kqQHCtkZqQy0Uvqmg5JiXORM3BRu56/oC01kRKnEZQwjxqOtYAIh+GWlJ1IqGQUfAwPsGBqofxQSEjtRAIYgKBgCh6r7I8F4NJwiCWNQQiTcJSuXWZCTr4/dILA7/PL1ImZidqqQGwpcspqPHNfo5FRfeJRoa/fvaCBX967TA2Li8SfB9bRz0hVo2V38tFxYIc2FxeSQsx2/omQ1aBt6nNAjfj4z6/six4jcwUPVQqBWweH6cErdPSSDVpse/LJtw4bzJqDjZiZdk0KORUREXptbdOR0q8GnFGFeouWNBl9xDrjUK0BSIgPbGyau389wHSytkbl8+QdECxau+UTIayOcHBiV0s8OFv9Nm/m9tsOHC8DY88/wWe2va1pI1+XdeGiutz0NrjFKm0h9tlY6s1ok1qNDQoSgZTjBr3V83CPbdOh1Ihtj9WIZwNL9Wo5PjpmhI8uelaZCTpcLHHhbNttitaMZ5AmEgYNQrce/sM7jkvm9MXcciOEVt31/ap8oc2iA89cwBnL1okxzK/H1hUkilZAWNyqhG/XFuKQMCPX6+fiz/c/53+K1+EKiecbbOhtdeFHgcDm9ODDctmiL7juR3HcOfS6YJx6947ZqC7144eqwdfnWqXnAtcHq/kbwmPWIg1qLixnP+9z755lOujAVVX4kWADLT6x5VIpE2v3x/gHEWxeul78uLOE9wczL4WLbI0PkYNjVIhqra1acVMrtqU3x/o26jrVbC7GIHzi/0e/ppBCp2alrSRaRlxXKl4pZzCXUsLUFWeh5Vluagqz8PaWwpFpeOfeeObYLpGiPCqNKkmLR6+aw7Mdo9gbmb1X6rKc7kS45tWzIRRT6P+ohVffNuObxt78MWJNtRftIrm9P7WVZcTLo8P/9hVi201p1C9tw7bak7hH7tq4fL4+v8w4YpDRSsk5z8VTUQtR4VI3lb+iSp/Eog2mIV7oL0+H7qsHnRZXCLFYH8gwF1HSvRn9eI8WGxurL11Ol5654TkCXb13rqgZoSL4TzeAAQe9537g6cvC2OE+Z3hC5SEWDUykg34wZJ8TEoy4OX3TnChfOsqCtHWaUOv3YtX9/TlFm1cXoQPv2gAraCwYHYG3IwfAYArN6WkKaQm6NBpdmDNkgL888smlBam4VcvHhRcY2ZOfP/CXVcg/QmzRXOmCew2dGoQo6M5e2FPaPgnjItKMgEZMDnVgFSTFkYdDa2ahpuRFqbasKwIr4dOQPi2uejq4GKqpcuB6r11+NX6uThS1wG/H/j82EXMK0oTXCdcjI61S4OORlaKtE2uv60QZ5vN+AdPTGtdRSG0agVnf8F+oEBRMqy+IR+tXQ68+9lZLn/3rqVX4WKnXazdQhbYBML4JgBMSetLpZySasBkXkWMT78OahzZXAyMGuGhgNRYdu/tM7C95hSum5UuOaZ2W9x446M6lJdmhZzveZg5NQ4Wm8RpbGi8vdDlEGgAsKmgS+ZJV9m40GHFz+++Bt+e64LfD2z/8BRWlOUG9YGmJUnOBVKVCqQiFowaBTKS9VEjIAYc/RAlAoQQZKDRJpHuSXhaISWT9TkYwvREdBoa/9hVG4wqDM17lEyGrGQ9997Pj7XgT6/1aYo8cvc1l5R643AzomensjwXgB83zc9GnEGNLosLSqUcb/Hm5k0rZkr+zvAUKAB48PuzodPSsNo84ognCV21tbdOx2dHziMxToPzHTZOW409jEiO1wi0MfpbVwkI9XMrLz17Itm7yyOdCkYcEgQpzDbpqpJmmxvJRtWArjGuHBI7d+7ECy+8AAC4/vrr8dBDD+HAgQP43e9+B7fbjSVLlmDLli1j3MoQMgCBADZXFksuHKQm5KiDWSCoRnyh04Hn3zomGfrCOhMoXi4mWx5s2cKpyEmPgd8fQHevk5tkli2cipR4LdQqBV585xjn1GjpcsDuYoL5nTJgzY0FaG63SZ6+ZKYYEafpMxX+ZJgQq8ZN87MFIaRrb52Omn834nRzL5df++yO46Lr/mr9XDz6whei0NkPDzbiuuJ0NLdZMTktBm/uq8NtC6ZK6hA8vmEeTHqSg8rBq3bx8F1z8NyOo9xGnG+PkWxRkBYD6dDRzEQdlw8sFTb64xUzkRirgkIu58Iv2ZxQigKuyjbhtT21uK44HRQFTE6NwZv/rAuWBuNN2C1dDni9PkxK1OPPr3+DiutzRPYpSEMJ2SXbpnCbZHPcXnj7OJYtnBp2snQcqxfnicW0bi3EuRaLYJF3XXE6zrVYBcKwl3PoJoFwuaFXBfPet+6uRaopV1ChorI8FzUHG1E0JVhGMFI5TlY4cNe/zuLGedlwur2SY2pHj5NzRlxXnI7ndhzFL9eW4tcvHRSMq1IbJlao0M34sao8Hxq1dLnsySlGPPvmN4KT6+d3HMPmymL8/b0Too0gO8YbM2Pw5KZrYXF64XIHSx2LCACTIqRTchuxfvQvCANnoJteo1YZcQ5n/3tdxXSkJuiQFq8JHtzw0kEMOho/unk6KhbkAIDg0Cs/KxZ6lQIWB8M5I4DgPHf2Yq9keT+Kih4iqJDLBQ5/BIBDJ1pgilHztCDyRPPqhQ67tM2nxnBrkHDRbKmKWI9vmCeIPDHoaHRb3FhQkgkP48eHvBQQNxNMv56WGSdwSAzI8SYDbC4vzrZY8eybRyfsgYVBJ21fhgHqARCuLOIijVv6gTkjgHHkkHA6nfjNb36D3bt3w2g0YtWqVdi3bx9+/etf45VXXkFqaio2bNiA/fv3Y8GCBWPbWIkcv3tvn4EpqUH10Ow0I3RqGm6PFxanl1O0pmTAvbfPEA1SnGBW6CRGauPF5gLu/KQe2akGrF6cz0UcWO0MTDEq0HIZ6lstqN4bFOpzm33YVnOKW9iwkw0gvZhQKKRF/bp6nYjT8JRReQsUqTDVl945gS2rZnMOEH/AH+HkSBj90Wl24cCxi/jh0qvQ2GKFPxBAw0ULbr42G4qw2tTcNaxuYdWFKxkJu9y0YibiDEquPCvbT1ITK2vD+lCN6S6rR7qkWEgkavPKYkkn1l9e/wZP3DcfFCXj7J0tYbf21uncwrm20QwgaIvLFk7F/CIKu0Khm+zrenWwzazgVdSTo5BdSoWyvvTOCSxbOJUrH+sPy2tzMz7otUp8fvQCNlcWAwDUSgVe3HmMc+iwTg2/PwA3I23TAxbHIhAIY0dozntg1Ww88vznorn2we/PBuPzC1IM2c0+O5Y9cd98TDJpkZ8VC4NWiTPnzVi/rAgvvCV0bvCrbLACzb0hDYBoGyY340PNwUYsWziVi3RMNWlFQnP33TEDMgqSYfRuj0/kEC7JS+qbM2VAc7u9X5G+AW3ESPTDsNBvX8uCc3Ndcw+2rJ4tiP778YqZmJyix9T0GKhDp/J6tYKLImXXmKzT/qntRyRtNVIkZUKsGgmxGrR02nF/ZTHaehxwunzYdeAcstOMwc17BC0Gg5bGDaVZAscBKwbLfgc/+pdl76FGyWjfN/8ZLJtbmGPCf4Wce4BYy419rcvSJ+bOHqRFOvRjP+MKL3HZn+MttAZrbrdJHliIqoSNY6w2D1YvzuPSw9noa5vDgyTDwDeZhCsDhYKKIII68Nz6ceOQ8Pl88Pv9cDqd0Gq18Hq90Ov1yMrKQkZGBgDglltuwe7du8fcISGV4/fsm0e5jVpzux2/e7lPuJJfNouNWshMMSAtXiMYzNjBP5LaP6sYbHMyePezeqwsm4Z4owZt3Q5s31uHsjlZAMQDupvxITley3mvIi0m4o3SHi5TjLjEDztpNrdLCxY2tPRyZRQRkFbXbrhoxc5P6gUTwXdmTkJrp10UOjctSyN5jXMXLfB6/VxptCsZKbv8c8g5wBd2YlEqKIFgkU6l4JwR0cpz2d0+GLU0CjJjoFLKJe//hS4Hnt4utPemVmvE/NPczFj4vP5glATCRCNlsqAK94Kcfk+OooWy+gMBbK8JLmLCUdFy2BwelBYKBeP4tsk6NfIyY3GqySzZFplMxp3+EAiEcUwgWLkifKww6GiYbW784f/6wtTDyxTz50+jhkZTpx1dvW58euQ8Vw4RAQg2OBQF+P3BcaKp1YpbvjOFSwML3zCxXFeczm3EAIDx+UVCcw4ng65eJ3dazKbPUTIZkk1aLkpt5yf1qCrPhZl14mMQIn0kAmL0iNbXEocOG5fPgMXugt3pw2t7TmLNjQWiCmks7BqzokT60GvZwqnISNJLRlJKRcOy2mOcEyNKFQq9So70RD2WLZwKlZJCcpwOPr9flJIcPq9a7QzsToZzqGUmG/G3947DamewcpERlghimeGpKyajmrt2JL0XvhNDRcuRIBVqHsXxxh0qRhCbF1UJG8cYdErsfveEIKJl9+cN2Fw5a6ybRhiHmC1ueH1+wdzk9flhtrgRP8BDunHjkNDr9bj//vuxZMkSaDQazJkzB+3t7UhMTOTek5SUhLa2tkFd12TSD3dT0XqmQ3KwcTA+qP1K0QRff9HCbbD5UQt/2rIATECGbosLLrcXRr0KBVmxSE82RAxRS03Q4cx5M8rmZCLVpMMrodJLQNCTfE9FkeRnU006PPXAQnRbnYg3aJCaoBOF2MXF+bFx+Qw8t+OoYLKbkhaMngjHFK/HmfPmiNUQKApYe+t07PuyURTix270wqM/JqcZ8du/HxL037aaOjywejbuqSjEX3ceF13Damfw1AMLAQy9DvNYMFw2Gs0uczLjBa9faLdxteZZVLQcTz2wEP6AWHz11T2nsGzhVFTvrcPO/fX4ycpiXDsjDel+aWdTc5uNWxz7AwG0dduRmapHU4tN8v1pCXqkJkjbqMkfwJZVs/HyLnHo8ZZVs5GdHiewZbdPWnEbgeBvmZSog8frEzjoKstz4fX58eLO4xEXKaxT44W3j+Hum6djXUUh9372Gs/tOIpH183DpKThH3eAsbPvaDY6EZ+50YT0T3SGq38u5ToeCWd52ZwsvLjzhGAceG7HMfzXhnlgfH6YjOL5s8fpBRWKUmjklbJmYedvdgzjR01Uf1SHVJMW8UY1qspz4Q/0hc9TFATXWVSSyWnf8K9dVZ6LO5cWwO3xCeZZo47mSiJmJBvw9/dOwGpn8Ng9cxFnUMPu9vU7Z/D7NRHjm/H8rA12DJXq6wvtNtHc/NyOo4KN9NPVR/DUAwuRmqBDS6cd3RYn4kM2y9o7V0qdh5vxITNZj9REPUzxesHc+6fXDkfcxC9bOBUqmoJGo4QnVAWLdWAsKslEc7sVKQk6TE2PhSlej/QUA0429OCp7V+L1nL7vmySTAfZFXpetqyajew0Ix5YPRvxBg38gQAOnmjpN3Vly6rZmJoRx/2WSL+f1aVgI4/C1xb9wV+DSbWJrRL21AMLR2yNMBT4Ntrr9uL7N+bjfLs9uMGkZPj+jflQq+Tj+jkbbUhfBGmzuPHk1q9ENv/YPXMH3EfjxiFx8uRJvPnmm/jnP/8Jg8GABx98EA0NDcETxxCBQEDw90Do6rLB7x9eV6RWpZAcbLS0HK2dNtFAJxWG5mZ8aGyxoLVLKIz30A+vxl/fPibaeG1aMRNKeQCfHbmArbuD+fdNbVbcefN0vLmvDqebe9FpduGNfXXYuLxIlBPrcHkQq1EgxagGEEBXl038w2TA1HQjHl03F712NxKMapiMSigUFDo6rJJ9EadVYNOKmVzFBX4O7polBdj6QS3KS7Nw4NhF3F9ZDMiAhotWfH7sIneSAwB5mbF44r756LRIC6PYHAz2HGzAz+++BsfPdolOn1q7bJiUpI/YzpFkqAPScNloNLsM75fWTumysJ1mO3rt4lNDdjPO/vf/VB+BQUsjI1Ermfqx619ncdP8bC5v2u3xQUUrkBSnxrqK6dyCn31/aoIOXV02KGWQtNHcdAMeWDUbFocHv1o/Fy63lzs5CrdllRyiNrELHhUtR4fZCTklw4Pfn43T53uBQFAw88a52VFPWlinRkuXAwoFBVOMWnB6wNrj+Q4rlFRg2E9AEhMNl2zfI2WjQ2nTlQDpn+jw+2eoNnop/aykxGNFpNSww6HTzdQ4Nc6d7xGEpPt8XuRlxkFFy6WFL++YgR6rE9cVpwvmLciAgqxYLJ6fjV+EUkf4c+i0jFjhmB5hI+X0BMdnNl2Tff3lXbW4v3IW3IwPbd127vWv6zqwc389Hr5rTtQ5YyLZ70i3dTyMoZHm7fAS2p1mO+rPm8WRCpNjsHF5Edq6ndJRqy1WPLX9iCBtZ15RKlLi5qPNLF3yNiVei617apGdZuSc/uEpEW99XI9NK2Zi+uRY2Bwe7tCLvcb2mjpsrizG1g9qkZKgxW82zoPNGYy6oCgZstOMfZEiCHBrbRnV55Djr6N/vGImJifrkZ8Vy32up8eO3EkGPHHffNjdPkmnYUayAT9ZWYxemxvpiXp8fbItYglQKdg1mNQYwD+Ea+2yQSkb/hCJ4bTRLrMLNgcjiFa+++ar0GV2IUY1McaEkWYijY8jjdUpHalkczKCPopmo+PGIfHZZ59h3rx5MJlMAIDly5fjpZdeglzeVyaoo6MDSUlJY9VEjqg5fjLxiQsl8ZqKliMQADeIAsGbV9fUg5YuB5fzyW524mOUaO91IwDgx3fMxP/trkVto5nLbe+x1qHT7EJTqw1mqxvLFk5FYmwwnaPmYCNmTyuR/jEhAZ5eRzAsrqXLjl3/CnqjN68s5kI7IxIApk+OxcN3zUFtQzf8/mCljPLSLPz9vRPoNLs4L3pDixWT0ww4dqYd5ddkCXICN62YiexkvWT/qWg5HG4GTa022JyM5EQik8mG3fE00RhMnfdIwlkqWoHmtp6IEQYsbsaHrl4XGK8fGcl6ThjN6WKgVdOoLMvDm/vqROKsrOApa58dZiempBqkTyF4Ap0KOYW6ZjNcHh8omQw5acbIIcO8kFdWrZ49keSfTt5fOQs799cjM0WP8muy0GGWXqQhVLaU1ZBINWlR12SGPxDgaqPz33+muRdut29ChGUSCFc0obHi8Q3z8NWpdvj9QI9VehyYnGpEt8UVzBHnCVnfd8cMJMVp0NJlx4ZlRXj+rWP4/NhF3F85C/5AAEadEi2dNvzjPXFkQ/G0BFw1OR6/e/mQaIP2i7XXwOX2YdOKmbjQYcfeQ40R1xLBjaC0rk1TmwXbauoEjg524/jcjqOiAwW+qPGFdhtaO+2D2pQRRo5I83ZWigEry3IBBKvEqGgFnq4W2hSrYVC9tw43lGZFrMLGvpdN26EoGYwaGowvIPndNE2BllPQqWn02j2oKs+DiqZEa9s/v/4NHr5rDmwSaVJuxofmNiuWLZyKd/bX4+bv5AjmT76wJF+U8ycrimGxe6CkKVSV58IZWh/0WFyQy2R91wjXOdHSIru/c2kB2rodiDOokTMpBsfPdsHu8nLrjZw0Q7/2z1+DsWLzKfFadFmcnCMyPM10vKLX0njpneN9+xAAOz+px/1VJGWDIEajlD4QVSvlUT4lZNw4JPLz8/Hkk0/C4XBAo9Fg3759mDlzJt599100NjYiPT0d7733Hm6//faxbmrUHD+pTWFOmlH02n13zEBbj9jb7Q9tfjrNLi4EL9WkRVqiTiCGua6iEF5/AKebe/HSOye4lIfK8lwcOHYRs3KToaIp5GbEYnpOPDotbkAmg1GrgMUeFByKj1GjpdMuKl+4enEe3v3sLDcpmfwBWJx9IkWUDOi2uPsWKX4gI0ELrUqB5nab6BTIzQQ1LKr3nkKcYQru+F4e/vuVL0WT1RP3zYdRR2PTypn4c/U3vPbkQ0HJcOfSAuw71CgIlU81aXHn0uk4c94MvVYJmgpr25W0gBpEnm8k54XdxWDvoUaRd58Nm2RR0XK09zjxdPURpJq0WFkmVKqvKs+VvM+sre491Igf3TwdOZOMcDN+nDjbCblMBruLgSlWDY/Hj6Y2G57bcZRT0Q5vT0qCFj6vv++kkmfbwb9pUJQOMiBYTjQsqsbr82HTHTNA0wr86bXDMOho0e++744Z0KgUwXSVj4KVQO6pKMSegw3osbolRZ8+++YCgBSolHIkxKhFJf1Epf4IBMLownN26tQ0AvAjLVGPv7z+DQyhNIfwFMOXd32LG0KOdr5z85k3juKhH16Nl0OVrVYvzoNBqxSEpK+/rRB3LS0QlBretHImDFoa/zraIloHGHQ0WjodgpSwDcuKMClZh8RYtUA4jB2by+ZkRQwTB/ocHazgNBCM9oozKMVzBiJrAYjGLDKujRpS8/aGZUXYGkrdDabZFsHNSJds7LK40NLlwMvv1yIhNhjhl2zSoi10CMZfs5ntnmDlt5BTSkZB8tSflsuwsiyXE4cNrk+nc6Kt/O8/c96M1AS9pJ1mJAer1nyneFKfAKRRCYudgc3JQKVUwOLwoLndhswUPeYVpQlKe1aW53KpTivLcvHqnihVrwLA9OxYPPTDq1HXFDyAYbwB0Rpj35dNXPU8rgQoBXRZPOiyuGCKUQcP7fx91y3IiuEO6GiFDE43w0Uusc8RRcnQ1DG+HX1Otxc3zpssWt+4PF4ARNSSIESvozmHPH9s0g+iKossEAiMm0fhhRdewI4dO0DTNIqKivDoo4/i8OHDXNnPBQsW4D//8z8HlbYxEikb/cJb7PAneP5rWq0SZ5p70dRmEeSMppq0WP7daYKFyM9+cLVgYweERP8qi/Hk1q8ABMNOW7sc+LquDfOK0lBzsBG3XDdFkFMavnGsKs8DAIEaMHttNifx8Q1zYXP6BHWo+Tl9/EVKU4cd3zb2SEYwVJbnYlKCDgHI0NDSi201daJue3zDXPTaGHT2OuF0h1IEAuBEk9YsyQfj9XNpADqNHEadWqB5sa6iEDanB26Pf8Be7aEyXlI2Bk24nepodFk8+OpUO5Q0hYwkA+ov9IJWUNCoFHiZt5hmbaDT7MLK7+VKRgo8sHo2fvfyIdHXrrkxH3JKhg9DkTRsRM32mjpkpuixuHQyOntdnF1Guv5/3Hk1fs8Tj5USntNpFPi2Qdomf373HLR22tFtdXP2mBCrxpJ5kzmx2PCTHvazFdfnYN9XTVi+cCosdoYT8UmMU8PmYASTOBsq29zuCEYRBYKnWCLxsX4gKRsTD9I/0RmTlA0J4b11FYXYd6gRN1+Xg8ZWKzRKOVITdGhoscDvD85B7OkmOzfy/5t1YCTEqnH3zdPR3GYVzOsqWo5frZ8LtycYWdZjdWHvv5tQdUMeunqd2F5zWjDGhJc/BMCldL724UnctmAqXB4fdGoaXb0OxOjV8Hq98AdkggXh+mVF+PzoBXx5soO7zpob87F190numoJNW2hOsLl9gsoFku+N0JdjVd7wSkjZACBypv3xtcOcjlhCrBplc7KQM8mI+gsW7D3UKBCLfHzDPEFVGUDa1lJNWjz4/RI0t9u4g7Cq8jzsP9yM64rTARmgoiko5BQykg144n/F69NlC6diW80pwWtbVs1GjzW4vpM68LDaGWxYXoQPDpxDSX4ykuO1+PCLBsyZnirSjuJX52Cvzx7Msc/lIz+6BlOS9ZK2aHEyeGLrV7iuOB1ZqQZBWXn+9dhn/RdrS5EWr8Y39d2Cw5eNy4swMye+r5KJk8FDzxzgrsXek6npMUgwqtBhdnH6XcP9vAynjbZb3Xj0hS9EffKr9XNJlY0QZH7vo83ixv/uOoGbr8uBy+2DRiXHu5/W44dLpyOZJw47IVI2AGD9+vVYv3694LV58+bhnXfeGaMWXSIRVHi512RA3QWLSNSn5mAj1txYAJ1awSmVqpXyiN5ul6dPPMcUo8bzbx3jSoZWXJ8Di50RTDTBGujHuL/5mgDh1w6GwOXB6fahocUiKFHGL6n0dPUR/GJtKfRqBWINKnz69XmJU+aZyEk3oPGiDc3tFi4KJHygk8vleLr6ECoW5KB6r9hhYTKqORHPfV814e6bpwsmETfjw4s7j3OTksCrTRATENpkbaO4skaMTol/hE7+2PBDlUqOl945LsiDlrIh1gnGr6qhooMClk9t/1pgq6y93LZgKp7eHqZSHeH6PRa3oIb6czuOCQQon64+gl+vnytpk/fePgOxBhWsDgadFjdnj51mF9weP+fkWlmWG/H5WFSSyZ2KLirJhB8BaJQ0XnhLKIz5dPUR/Oedc7iwbPZ537q7Fg+tKSFlQgmEUUSqsgQ7b/AFKVeW5YrmITfTl6/P/jcbhRCpCgF78myxe/D3d08IxsNn3jiKO5cW4L7bi9DS5eQcm5EqBTndXpTkJ6O9xwG/P4C2bkdIzdyJhFgNtn5QK0j1fOOjOqxZUsA5JFS0HF5fgPvv8HKSrHMhUpWA8LLGA67SQRg+ePN2U4dd4IwIL2XJ3+jfe/sMqNXyfiN42YOrQ7XtgvXj3kONWDo/G9tq6rioxVf3nIpoK+lJOm5e7YsyOoG1txSiud2KX6wtRXu3A+09Tu5wAwCe33EM91fOQkOLBc/tOIbNlcVcxa6KkqBtO93Sa2IqFMXB6kVFS5802zxo6XKg+qO6qPM8+99ujxftvW7BGtrNBAVvH98wDya9dKnUTrML22pO4bF1pQAgEBMfz89LpOolFjsp+0kQY3N4MGd6qmj+szs9gFS1GgnITm0MsDgYgXeXDaV8dN1c6DUKWGxuZCYb4HR7kRCrBuP1R8zNYTdXcQYVntx0LS52ObiFEiumyaodJ8drcefSfMQbtbA7GSTEqVF7TlovID3JIIiK4C+swhdlR890Yuf+ejy4ejZ+dPN0dFtd+NmaEpzvsCIhVovWLjtidEq891k9iqYlSW4Q1946He09Dq4dUm1qarOhvDQL357tRNk1k+FwMVzJKACcSObkVAMMOhrbauowLTOOOCQGgNTC8tU9p/D4xnmCcF65goLFzqBsTiZ3AghI36+LHXasXzYDv+dtxO+7YwaMegVnQ+z/G3Q0Vs6bBpVSjofvngN/WL6q1PXbe5yo3lsnsM9wca+Tjd1cFMaaJflIitXA5wcudtrQ2uVAbmasyB7Dle0jPR89Vqeg9O7eQ40om5MpmsQNOpqzVSDYZ6wjJnyBTyAQRhZzlDKBfDE6IHK1Hva/KZkMa2+djrc+PhO1lODOT+px9oIFVeW5UKlo2B0Meu0uvH+gAZkpejDeALex3H+4GbcvmibpzA1qVzRh6fxsQRj46sV58DA+boPFJxAIYGVZLpcLnxyvQX5WLOINKvj9ATS1B0PHAWF1JanfLsh9l0EgQs2uMyADVxp6PIaiXzbIAJ2G5iqzqGhKZH/baurw8F1z0NBiQVevE61ddhTmmPDEj+dzaRC9oVSb3947H043AxWtwCPPfy5yNHSaXdh14Bx+sTa4seZH0EjaikGNh35wNVyMFwatEufbrbhhbhasTg/n1Pj+4gJBFAXb7gAC0KjlqFiQg4A/AIOOFjhbgjoV4u/klwTl60VJbfjD9TgizfMJsWpY7QwUcgpH6joEjhEA+PpUG5weL5o6GMQaVIiPCZYXDS/BG29QoTuCaPt4XAew+4vwPlENQhOAcOWg1yol57/H7pk74GuQndpoEJZjGWlBdOR0Bz79+jxu/+40QXnLNUvy8eM7ZuAvb/SlJmxYVgStqu+klU2fyEgO5ucBwUEw1aTlwuFZrzbraEg1afH9G/NF+bL/b1UxLnbaJDdQbIkyVkSJkskQo6NRcX0OLnbZEGfUoMfqwdv761FemiXwlvEFDd/6+AxXV3paRhxau2ww6lWoKs/DVydbJXMVvz3biRvnZiPeqBY4S1YvzgOtoAQpBexk5HJ7R/12j3skcn7DvfpA0CbtTgaZCTouiuJEo1lUUeXQiRZR7hjb//lZQsHTbR+ewurF+Ug1aQEEJziNSo5bvpOD3Z+fE9gqa5fhpcBY3ZDz7VasLMvl7HPZwqnw+wPcwpiigBSTHt29TqytKIRKQeHM+d4wvZR8rFmSj60fnETF9TnQaeSYmhEHIKjn8vWpNoEtppq0WHdrIdxeH3QaJSdUx9qhPyB0pCTEqrF0fjaekjg1pShMCHErAuGygQJohfRCG4HgposVo8vLikVirLC0L3vizIZqW+we1Pw7mHLmYaRLaLKntp8fu4j5RWnYVtM3Tt5TMR2dZrdAH2rtrdPx0b8bcefS6YJ5bsOyIhi0NJLjg+J7/KjFV/ecws/vnoNUk5YLqQeCqWGUjOIct5tXFkOvVkCvVohSLf6/1bO46AqNSi7SxxFEU1DAiQYzLnTYuc0Xf8O4c3/9mKVuXBFIpMpsXD5D0v7OnDdDo1KE0mCB4/XdyM2IgdPt44Qv2Tk1EAhApqNg0AU3x+HPidXOwOfzI8CrHCdVUWL9bYVobrUINFNWL84DJZNxEQZusy+igKycCq7n2OeMb1tAMFojfN26enEeOswOfH9xPlo6hZoYUht+vh7Hvi+bJMt4v7zrBG75zhRkJBvgcHkxLSOWixrte4YL8eybRwWpov/5w6txrsWCD0PpxZAF0GPzwBSn7t/RN05QqxSSJVg15ICPIIHdJS1W63AxA46QGFcaEiPBmOXns4Qmbv4m7uG75nBiPCwqWo6VZdPg9vgl8+XXLMlHvFENl8cHjVKBuBglnt52RHSC8sR983Gh04Gtu2txy3VTEG/UcIsaqVz8VJMWm1bORK/VA4qSISlOg+Z2G57hOT/YDdSiqzMlHSYblhXh9Y/qcF1xejB/b0EOEIDk76i4Pgdf17WhqiwPp88Hq4RQFIVX95zkrnfX0gJ4/QHo1DTiDCpc7LTh61PtKC1Mg9XhEUxM7HWl8hWXLZyKuVcljbjneUJpSETI+Z2UqMNDf/mXqF8f3zAPdmfQ849AQJAbyb5ny6pZ0KkVOHGuR6T7IZWzyj4Dz+04ivLSLAAQnCTyN/Nlc7IwOdWApDgNXB4fGK8PZptH0j7vvOkqvP+vs6J806ryoPp4cryWcwzw2/L/fX825DIZzndYoVHReOmdEzDoaJTNyUJyvBYOF4MUkw4dZjtUNI3ndhzFyrJpghJ77LVYnRP+SY5ULviyhVNRMDkOGQlaoiFxGUP6JzqjqiERcqi+uuekqPrPuopC7PjnaW5Tce/tM5CWqEWv1Q2lUoHac92gFRQomYxT8s/PisXZixZO+2bNjQWS8/ojPyrFzv2nMWVSnGhOjDQ+bFk1G11mB3rtDHfCOi0jltOSCo9aBIBH116DHqtHJCp2gKchwa4RAIjy3CvL8gQbsjuXFsDl8SEz2YAEo0qQ2tHc6cBv/3GIc0R4GL/k7xjNUPQrRkMCYp0CILottXTaBBtLvr1HSvU4cOwi5hWlCV5nbSI3Ixb/9bd/i+fqNCNMBhW+bejmnFn8tvB1z9jPhX+3lM3eXzUL//3Kl4I+SIhV48d3zMSpxh74/cCnR87jhtIsqJVyvPnxGQDgDiZK8pKC4pMRBFlbzS4oKBnqmsxcutO+r4LRn6tvyBc8U3z9LLZ97GEdEFxT3181C6cau7n1BPvZTStmQk3LJ4SGRHO3HRfa7QKNLKOOxqQkHTLidUNv7GUAmd/7aLW48au/ijVHHl03FykxE1BD4rJDBjR3ODhnBNBXausnK4vxP7xNYVV5LlRKOQIB6dw4u5PBS++c4N7b1mMXOCOAYGi4ze2DSinHj++YCZVSjl5+NIZELn5LlwPdFjfiDGqkxalhcTDcZo/9bvb0OSNZjylLr8KfXvtaELbW3uPEDaVZcHr6TojCw97Za1EUcLq5F+c7rPD7gaR4rUAHwqCj4eIJcbILr8VzJ+MP/3cY628rkryuP8yv5mZ8mJxmhFFH9ykgEyLm/D656VpRbuk9FYWcYBa7mJC2TS9e3vWtaJG/acVMuD1eUYjjvi+bEAgE8MCq2ei1u+EL9IVMh4eIbqs5hYfvmoNYDQ1oaFicDH77jy8l7dNsc+OW66bilQ++FZSq+vBgI9YsKYDTLX2CaXMw6LW7kRSn5XJVwxdJqxfnIy1Biz/8X3AhEatXS14r3qjGe5/W4+d3z0FdkxmmGI3k+zKS9chI1BLbJBBGCYuD4eZitqy2SklhWkYsfL4A7rp5OpxuL1q7HFzU4Z1LC5CRrIeSlosi9s61WPD+gXOoKs9FrCEoriwV2ffMG0ewZkkBGlutorHAzztpZnEzPjS09CIj2YC/vnOCe72qPFc07vFF95RKBV7/SFim7/WP6lB2TSa3uXMzwfBwtuwny6KSTM4Zwb7v5V21+I87r0ZWok5QOtHiYFDb0M2dcr9/4BxWledL/o5Oq5ukbowAUhGNew81YuPyIoHg4qYVM6GgxOXlWc2U6o/qJFONtoXmVDZaKOiY93DO9vBKNFY7g0mJOuROMqCp3Q67K7LuGT9CoNPsQs3BRjy6bi5au+xQKeV479N6zC1KQ0OrlUsR1mtoyWgNt8cPQAbIAriuOJ3Ty6gMHUKwv+utj0MRO1kxYZW4FGB8ATicDJJNWkmHIeuM4PcN3wHBrl2AoJOkvDQLj77wBSquz8Gre8SlT5/cdC0e3zAvWKXDqIbJqByX6wC5jMK7n57lIq78/gDe/fQs7rtj5lg3jTAOcXu8kvOfmxl4VRbikBhB+BM3n5YuB2JDIoHsiTI7kN5fWSwZ0lWSl4T8rDgoFHL8/7YdxqKrMyVDw//rpYOC092UBC1STVowPj+yUgxcviFf/Vsuo6BXBUNWI4XupyfpsPWDWlw3K11yw7b21umcwFcw/K1I8ndkJAfbMDU9Dr9+6aAoT3FRSaZo8txeU4eHfnA13IwPGrV0uC0VVnlFRcvRcNECn9dPwkZ5RLq/3VY3MpJ0nE1mpRi4UmLse5rbbJJ9r1bJ0RIqG8YXVIszKKFR0ZwQlsD5ppLjq1Md8AcCmD4lHqkmLTQqOarK8zjnEltyK07fN5hFSndiy8quWVIgcoxUluciEAjA4nBLtl+noWGKUXPPakVJjmiB9uqek/jF2lIuTDqSHcoAfG9OFl75oBY2B4P1t0k/B5NMxBlBIIwm/LGPX1Z788piThA6fEPy8q5a/PT7JQCA9bcVQaOWo63LwYViBzdMfSK47BhIUUBGsgF/fy/oUNCoFEiJ16KqPE9Q+YCSySTHB78f6DA7sPJ7uVyEhCoksMfCboTYMa7X5pYc+zKTDZiWEYPTzb1ceDglpwRjrVJBSY6rAIRzpwy40OUQCFN3ml1o63FI/o5oooKESydc/wAIbtAtdk8wqtHFQKem4Wa8sLsipxIBiCgaPTU9BlMzZuBMcy/+b08tFpVkcs+H2+zDrpCzIilOA1OMOuhgDwAymYxLFw5PHzJbXRIldfPwP9VfCw7Yzl60YmXZNHzweQPK5mShx+rCf/zwarzw9jHugGT14nx0mR0iDQog+Oz97R2hc+69z+rhD0wRRCtvrpyJtm4nXB4fjKGSvfw0peR4rfRzwVtusuleAITOHYl+NehonG2xClK0xmtqk0opxw2lWeK1G9GQIEggp2SoOdgo2APUHGzEvbcP3IFFHBIjiNnmiVxRQiGXHEg7zA6Rl3vzymKYDEqY9EpYXF7QcgoaZdAJwIaDlc3J4oSCwp0F628rhIfxidRPaw424vZF06BVyblTDKmJTkXL0Wtz486lV8EfCKBsTpZow/bSOyewsmwa7lxaAIudQWunDT/7wdV4cWffBLKuohBv7z+D08292H/4PH68Yia6eoU5hEpaemHE+IPCnm3dDoncwXzE6vs86Gw+4bufneXSBti0g/Fa83m0iHR/Y3VKdFvc2HuoEYtKMuFy+0QROHsPNeLe22cIJtPK8lx0moP3kL/IV9FyTJ8Sj5ON3SIH04cHG6HXKrnwUhUtx/plhfB6A9j24QnB5Jds0gpOEHRq8UmJipYj3qjCmiUFkMvFwl7ba+rw87vnwOcP4IHVs/GP905wNrlhWRHe2FcHm4PBhmUzgouLCAu04/WdWDo/G7sOnJO0w6ryXLR1O7Ctpg6/WFsKJU2h9ly34DllT6344c/heh5Xsn0SCCNFpLHPFKuOuoHosblF6R1rlhSgx+LC3TdfhYTYvigo/hi4six4Srt0fjZXFpEf8m21M0iIUUmOqTUHxRoSqxfnIyFWLQgVn5xiQMX1OXj/wDmsu7VQcuy7v3IWyq/Jgs1xBmtuLIBRR6O2sVcw/j6wejbXN3wNHqNOxS0ugeBY1dxmEwkBf/r1edG6pT9RQcKlY9QoJO3m3c/OImeSEXanF78LlcSOJABZMDk+ON9Beo2qVgW1RmQZMrz18ZmIEYwry3Lx/FvHuFSg53YcxR3fmyZK7b3ntkJ89O9GLJmfjTVL8uH2+JCaoINCLhOtNdyMD8lxWtFhxr13zICCkoGSUZBTAahV0usBvZYWOefW3jodr+45yUVsKmkKCrkc/3/2vjw8ijJb/+2let/S2UMWIEknMSSEBAjgIIgJiKiRLQkRBxQU3PDidcY7jo7O73pnxnHueJ1xRtzHEZFFQVRECDIiMyADihAwEAiQBbInnd67q7v690d1Vaq6qkMAFZQ+z+PzSKe7lq9Ofd/5znnP+9bua2LjgcWz8ujWaZIu4HVGSLQxBTBu+wsgRAaH/7ZsXAb7zJj7vFJVNqwOL7aEFZm27DmN1EQ94q5AzouoXV5TKeWiCSyVcugJrGhC4js0k16JuhOdArKc5XMKEBMhOLpmeCxiTQr8+p4J6LV5YDaokGBSAqGvGTRyVJZZsGpjHSvFOCxei0AI+ilW3X35/SOYPTVLEKg8dTet6qENZTxtbhION4n75hXyevRrZuRg065G3HlzPmxOL4YlaEU3bMEgQPqDvEBnacUoaFRytPc4sfEfJ+iMOYC512dDLpMiaWQsb2OXEq8Tr2KrCNw7txDrao/jlskj2Uq+VCIBIZfgo3/RE2dirAZdfW4Q8gG5pi+Pd2Jt7QCp15WYjf6+jEvkxE14GTQEpDIpGwBUTMkUrcCMTNazcEOTXolgkIJOrcDwZANNXBmkKyE1M3KxdvsxTJ8wQuArk4tSBfDglzcJfXRtbQOeuX8SnYwIbdxdXlI08PWRAeg1BMgAJeqbJ1qseGvrMTqomVsInZpAW48TtfvOYP4NFlrJRiXFffNGo63bGbFqyUBZt/zrNOZOzeL5oVIhw8aQ7/c7vHB5SKzZdpx9TxPNGvTa3Ihhelkj8Hlczf4Ztah9VyY291WXWyCTSiJuzG6aNEIwV4VLS/fZPKLzBYJgCwXh89pjd46DVCJBS4cd+79px88XluBEqxUURVeV5lyfjTe3HBWgtBiuJGZz1mfzsNXa1k6H6Nx3rtuBDZ+ewFN3T0BijBI2h7Bt728fHcUD80cL+DVYqHtoTnK4SRByCSrLcmBzelFZlg3STyEnIwYJZhUe/elYHGvqA4I4L6mgwKLJ2fMbZ4zSEnU8lC2T/FEScpasEhAngLx3biHMRiWeuX8S+p0+DIvnx3zV5Rb839qvYHeSWLmgGM8+cC3sbj8ricsY4+dekm7PUcmlaOtxwWr38jiWvGQAr7x/BI8tHoe1249h8phUEHIpK/Ed/v4kx2pgNqrR2uVgldS6rR68+O5h9t1bNrsAGpUQ1fDA/NEIUkHRoll1uQVBQIAiYnz1b1vqMXtqFtbvaIhI+n7XLdcgzqSh0cYUsHN/E5bNKYTH64eGUzARI/uMJOd7JapsqBVyxBtVyEjWw+OlUaHxJ1VQRRESURMxl4eERiXnxcQalZwmtRxiAiuakPgOzaCWo3p6LlZtPMzLMq7f0YCn7p4oCI4emD8asSYFDp3o5W24ls8pwOhMM0ABNifJJiOmlaSDCgZxtssJS7pp0OquGMeC1+dHokHJcl3Un+mFUiGDRkmEbfilIGRSSAD02XygKPGMuiU9Bv/zxr95i8Crm4+gsiwbb209hjiTCllpRqQl6tDR64I/QMFsUCGIIE08KAH0armgolxVboHD5aVRGjfnQy6TYFi8FCdbrfD6KGz87CS6rR40tzt4PbUM8SBFDdyzIBt9tQVBQSAv3ciT8mSq9VSAYhfenQeaRVnWO3rdPEKmR2qK0dvv42mYL5tdCJ8/gFsmZ6LLKmTRjsQvIuajVocPBg2Bli4XzrT1Q60keAotw5ON2LzrBBLNmfjD21/hqXsmiPom3WtKH/PF92hSyi+OtGHu9RacOtsPpUIGq92DGIMKWcMMuOe2UXj5/YEkIoO48ZIBJMSoMW1sOhLMWpiNFE6f6wdFBVk/VBIy6DUKFpHktQbYTcTsqVnQqWjfi8TnMaRqydXmt1GL2qVaELy2NKbiR+yTspvxcEWdeJOQA0avJZCRrA+1G1LITDUKNi3L5xTCbFDA4xNPkPbZvEgwq2FzkshIMaG50w5CLgXpp7B8TiHOtPWLVo1HpBhw583XINGsxZtbBpBei2blwWxQibZk+kj6Gg6d6EKiWYMYvVJwTW09LsToFXh4QTGPhJg3J2kI9Dl8PLnRJbfSvBtxRhVONNvQ3uMS3bSeV0Ugmpw9v4WNUXKshi1OcccsnO2eK9fZ7/CipcPBU2bLSzciLU6LZ+6bhG6bFydb+3mkjc+98xWeuW8SkmNUgph1ya35cHpIJMdqcLKlH8PitUiO1cBLivt9/ZlejMtPBumn2Nhi54FmFllLBYPQquTQqQn8+tUv2PMsmpUHt9cPL0mxsu4vbarD7KlZiNErWFQDgkBcjBrfnOoRPX84sTVTnGPiRi8ZwMhhBjy1tJSOjfQEzumUeKiqCG5vAP1OL+RyKfrsbuRkxKDP5kVGcib8JIUzbXbs+qqFJxssk0rwi8Xj4CMDSDCpAIi3aIXL6V4Ja7tGQ6C8dDgPWb1sdgG0misrcRK1K8NUCjkIuRTpiXq4fX6oFXJ4fCRUF6DKEk1IXIqJTRzgfxYMBkW1wXtsbuRlGHmSiHRAlAOb08eT9Fq1sQ5PL5+IWK0CVodPtC1j2ZwCLJs9CioFIRqUiHEsmLQKmnmcowJSXZ7Dwua53125oBh9NjcSzRp4fKQoXN3uEtdYNhtU+OlNuVAr5Pjft79i5UfDddQJuRRPv7FfUFFm4Ktrth1nN6I79jfjpkkjsPnzxhDBUg4SzRr02d0srDXWoMaiWXnYGGJcZq6HzUZfTUFQuK9qCBg0BGwuktWhD+dnIORSXmJKKpPA6w/goeoibPqMbr1pPGdjETEModNv39zPe66LZuWxkqzJsRpcMyJ2yD5q1itZ/+SSRHFbQxgW8fQkHfxkQKRHla6AMEZfqxq3TM7EmTYbvjzWgUkFKfj7xwNKL/fPK0RVuQWeEKM+g7hREjK097iw88tmDIvX4q2t9ey7yPjhsAQt3F4/+w5zz5uWqGMTQJH4PM5bLbma/DZqUbsYixDU99q8oq2SMXoFHl1YAjfpx6/vmYA+uxcmnRINzX08roWDx+m5ghukJ5oLsKfuHK/o8PGeU5heOhw9/eLoCbVSjo4eFw9NyGzunB4S6YkG0d+d7XLA4w2wrRwAnSDx+gJ47p2DvDmvdh8tR/pxSKaUkEvR0etGnElNJ01DRQ1IAK1KDqVCjp5+T8Q5CYCAoPu1D47iscXjEPBTePG9w9BrCUFVmNeiFsEuKTn7YzQR/3V4/Gjp5Muxr9/RwHJGmLQKSKUS2N1+UXSjMoRI4H7OTTZJpZIQoTj//eCuSXnpRjxz/yS0djnR2unE+k8bYHeSWFoxCtv3ncGmzxyhmLYvIspwXW2DgCCb9A+otFSX5/AUOhj/5saLzJoeb1Kjy+pCeqIer390FHYnCUu6CV6SEm1B0mkI0XWZQRkpCRkSjCrW5xxOP46c6mXf/1OtfSgbPxwenx8+ksKGTxvQ1uNi45m2Hhe+OdWNX945Dh29Lry6mdOqWTka+RmmiAjVKw016fH4UbvvDFZUFbEIiQ8/b8QdN10DRKU/oxZmEgng9QXQ2edh9wxGLQHJ+X/KWtSrLtZEJo5Haorh81O8zx5bPE68512vhs3pE8iEvfjeYcyemoWbJo1gYWReMoCOXjdidQqY9EpRDocNOxow5/psPL9OGJTcOHEECPlAZpaB7EllUh7zOBCZ9ZsMBODzU+h3upEQo8amXccEvWX3zx0teq9t3S4W3soEQeEw1jXbjrOQ/fCKctX0HGzedYJdOKggvcDurTuHR24vhsNNCiD8tfua0N7rgoKQspl+5nqYbPRVEwRdhK9OK0lnkwiMKQkZC5dcWjEKwBmev4ixda/ZdhyVZdlYUVWEbqsLaiXBomi4z+qma0dAIZfyfHRFZREoKjjgnxHQP17Sjz115zD3eguOnu7Fjv3NrG8y5JzhPtDW7WJ9bOWCYl6A7yUD+EsIGspNfMyemgWzQYnafzdh1qQRUCnkPD+0u8jzyoMlxKjZBNBgfB6D2VXjt1GL2sXYIEF9pHdOp6ITtF3nPGg8ZwMVDMKSZoRUKhG0IG78Bx+KvmpjnUB2urqcltAU26DfXTEKUgnYNYs5zmsfHMXsqVlwuv3Y9NlJQWJ1aUU+YnRKtHTxWzMiEUE/VDUGr390hN0wkv4A1u+ox479BBaH5BsZ3qlZk0bg8VV7ccfMXPE5SaeA1S6eQA0Gg2xylVHdYObf/BHmIakJXXRy9sdoEdZrl8/P80VmU+70kEiP17K/CVfAYPzf6xNXvnB4SJztdqGl0wFAHP3KrkkhtZU/rz/E+w7TxnSipR/BYBDXFiYhwazGSyKcIl4yAC9HbWNaSTovAREeg0by79lTs9BldbPtuNXlFiSYNTDqFCzHCZOUC5c0DV+XEeJ6C08OnGqzs2OeHKvBvBssPF4X5p6o4ABBbdn4DHxzuo8nweolA3hh/SE8vWwi8jLEEarAlbW2k/4Apo3L4CVfl1aMAhkInP/HUbvqzE8F4fEFeHNUdbkFfhGp40gWTUhcpIlNHNxqMfPZqo2H8cD80Txm33vnFkIiiawYQAWDAkmv1k4H0hO0QDCItEQdr68OEO/LX1fbgCfvnoA+mwfdVjcWzsyFXq1Ae++ArJmYlKPYgkTIZGw//P1zR8PuJHmoDyUhg1wmEfBlMBO2XkvAS1JYUJ7LXp/YfYd/Fm9SY9324ygvzUBXP32vuw+2YtGsPHh9ATSeFY45TWI4Hg3NfRiRbEByrGZAupKz4FwtQdDF+GqkzT/z+aubj2BFVRFfeUMCUYlP0k+hqd0OBCGQwVpX24BfLSmF0+2D2+vnITIUcqngHRHzzW6rG2MsiTjT1s8mqxjfjDOpUFWWw/NJJiBhKieuMIgr9165/443qfHuzgaUl2YgNUGH1z88ivvnFaKn3yPqh2trG2iUhZdmNM/JiMHrHxxBfZOVDTIHrZZEsKvFb6MWtYuxQYN6DSH+zmkJ9DlIWJ1eXqU2/J3myiUy5iUDSE/SsQoadidJr9Eswz/dkuj2BTAyxQCtSg67S3zOoYJB9hyMikFGsh5NbXas20FXo5fcms+uaQAiztVBBFE2Lh3Dk43os7nZBLPXGoDL62crzhUlmeyGL9GsEUU/BqjBCZHBUQthiD2VhAyT8hOHpCZ0scnZH6MNdb1mNuUmrYL3G64CRlaqEXEGGhFpE0FOKAkZGM4JJqYMT6Atn1PIk0+PtP5AQnM/qJRydPS6YXf6sLKmGGfO9YOigL1151ikQkKMGvfPK8Rf3j0MtUrGU8NQK8MUrCL4d5JZg9Xb6tl/r61tQGVZNlZvrUdlmQXrdzRg4cw8HiqE+R6Xi2VpxSg43D7MnpoFBSGBzU3CavdBqyawrnYgUTK5KBUvcyRA9VoCPpLC7TNyoVERoKgAFs/Kgz8QjFjYO9zYjSSzFnnpRhala3PR3G1KhRy9do8gtr9ca7uCkIvy5zx194Tv9Tqi9sOwgJ/Cdq7KBoDt+5qQmWoa8jGiCYmLNLFJWWwSYnozn7lvEs72uHj9e5HQE6xGeEjSa9GsPASDQTSes7PyYtzNfrfVE7Ev//CJLqytpQl67ps3GkdP9YBJWHlJoZTjzgPNgoBk5YJiyELH91oDaOtxsN/hSowGgkGYjSqsqCqCRAK0dTtZqDy3xSQS67MYZL+j14W2HheboNl5oBmVN1jgcJP0Z2Gyocx9fXO6h82cM1BYr49CWoKW3exdLUHQxfiq0xuISGAFMBwkAWSmGLCisgirP6mHJdUItUIo8TkyxQBIJeixisOB6xq7Q8+BYpNSO/Y3YZOTxK+WlLLPSDxYKsD6HQ2YPCaVJdRkvsP4ZrxJhccWj6NJYo0qrN5KBzGMT4qRanHvlfk31xcfvWMsyAAFnUZBoyki+GFCjAZ/5mx+qsot6Or3oNvqwR/WfIVnH7g2YrUkkl0tfhu1qF2MnS9hJ+DQ0RFo6XTB6SZZiDUQGS0o5atvhtYuKd0/XmaB30/B4/WzEonMe7/7YCtGpuTj6Tf2s3MOt22CkfZk1n5GxYBZaxl77YOjLKpLryUwPMkg2gKn1xCwpMfglffrMHlMKnsvcSYVkmK1LPRfrRyYS2xOUpRZPzlOC8swQ+QEKoBHaopZdIlUIkFmimFI8xkwONny1daGNtT12ksOtAA2dzp5f2d856mlpfRGNhh5jLmcE3YnyUO4SCUS2Jxe2JwkuyGOtP6oFDLMuT4bT748wP1QMyMHBq0CH+4+hRsnDudxUt1z2ygsnpUHtYrA2u0Dce3CmblYPCsPfwsl0CJJ4/bY3Dzko5cMwEtSdIv0jgY8vKAYdrePt0Fi3o94kxqVZRYMT6JbPbqtHsSZVFASI/CHt/koY5aclZMYiTOpBG3TNTNyMCxeB5+finjNw+L1eHPLUTy6sAQGLc2NdbLVimEJevzlvcNs4Yx73su1tvfZxeO1PruX5p6LWtQ4FqCCgne8ZkYOAtTQ9e2jCYmLNLFJOdIkxJDYhffviaEnmIlISciQkaRHdTmtAOD2Btged4BPxrP580Zkp8WInpuiwPb2P/36AFR+ya35qP13E3bsb+KRSNqdZEhCMRdON4mSnARkpcXgCLtpDGDjZ42YMzULNTNyoFbK8doHR1nYZ/hmFBBC+cVYnxkOCS5kn9v7zwSC3VYP3F4/TLoBYq5I98387rUPjrJVrdwME3Sh/rerJQi6UF81qGn4ciTfZL6bEq9FgkEJSIEFM3LR3OkQtGysrW3AY4vH4TecIFxYoZFBqyawtvYozz+dHhKtnTbWP7utHtTua8LPF5agtcuBa4ab4XSTmFKchvQkHd76uB7lpRmo3Uf7l05DYOM/TkJBSAWQTQA8As/wRAdXykvMF70kLbXb0Nw3qB9yme+Zd5YhefWSAfTavUiP0w5UP6LBe9Sidkl23oRdEPQcF6pQHj0d4qgRSSqKHYe71jJzw5tbjoZQikfx1N0T8NQrXwje+58vLMGrHxxh5xwG5Re+DibHatj3mLuWMabXElAqpHj0p2Nhc/pE2zTn3WCB2aiEhpDh4QXFcPv82BxKgNw0aQQPhs1FXKhVMlH0Y6xBNSghMiSAj8MDwMxJQ7bBjn2V2YWs18NCvjKkJLXYGGsJ9Nh8UBIy3jrIIFyW3JqP9Z82ICNJz65RYuvPfXMLYDaqcfRUD6/Cz7RsciVsAfqdePn9I3jk9hL84e0veZ+v3noMj981Hv9z70S097jR0+8WEGzfO68Q67bzuS64RYS2Hhf8VAA2FylIDNbua0JHL91GXHFdJpvUiNQaEt66qdcSuPPmfLR02AX3eu+8Qmz55ync8pORghh34cxcdp5weEi0dDlF46tuq4cX21+utd1sUIn6VIw+moyImtC0aoLXeuUl6Zbt/142ccjHiCYkLtLEJuXMFEPEKkF4BjvOpMLkolQoCCmeXjYRVocXjWdtrHTTiqrR6Oh1wahVosvqhkohFc1WJsZqUHFdJt799LioOsXHe06L9vYzVZY3txyF002isiwbZoMaHb0uvPXJMZaBOVavQEevC3997xCPPdjjC2BYvA6nz9ki8kIw0Ljw7D7D+syVCPvwn6cAABXXZSItSYeznU6ebJiSkCE90YDKMgtS4rSgQj1/YptJMRLD4Sl6/PyOEug1igFd9askCAr31eRYDd3bm1iEbqsb/gAF0k8hb7h5AJoZBGJ0ClRcR+t1pybQmX0mY798TgG0Kjk6rG4EghK8s+0Y5k2ziProyVZrxI1/VbkFVDDI+i3zG6afWqsi8O+jbVi5oJhuyaCAVz84goU35kFJSPH4S7TWOlOx2H+0DQtn5gEAWjocKBsv9P21tQ14iNOq1G31sFWhxFgNOnpc2L7vDC1RKwGvigKEOCh6nEiK1eBcSCI0UlJj3Q4hQVicSY1FN+XBSwagVRNweP3otXmHzqh9lfht1KJ2MXYhCTubi8SabTQfUmKMhm276LZ6RNGCy+cUQqOmFZykUgkSYjRo63Zi8phUqJX0ZqWn3y06D9pdJNtmwSTWw6UR12w7jpULivHqB3XshnATh5Q5zqTCrEkj8Ls3D7AblvAN1IqqIqzeWo97Zhcg1qBCrF4BQIEVlUVoEUkacxEXO/c34+d3jMWJlj4WcVZZZkGsQcGuC2wyBxDtfWda4Vo67UiIUdPnH8rcFOHYV5tFii0jtRrZnCSsTh8eWzwOqzYeFm1PZY07xlKa0Pzjf53CwzXFOH2uH0AQNTNyYDaooFUTeGc7HQtGSmy0drvQ0++G1eHDX98T8kXQHGhUxLbIQFBcjcNLBqBXyRFrUCDOpILD5cOTS0thd5FQK2UIIoh5N1jw7qcNmFyUCqkUyE4zobPPhcoyGo0kkUjxYkjKlDnuutoGPH7XeKz5pJ6VkWctQmsIg4jafbAV/1kzBv1OkpfQ496rSatEc7sDH/7zFCpvsODRn46Fx+uHQi7DqvcPs2hmJSHHCxv2C64tXO2DaTO7HO+CRArcXTEKr3DaXe+uGAVpVPUzaiJmtXtFW7atDi/idFHZz+/WImSb65v6RasE3Ay2GNxrRWURri1MwqjMWHh9fsikUtTuO4a2HheSYzW4+7YC0WxlB0fBY/yoZFRcl4nhKXqYDSocb+rDtLHpSIzRiE60Z9r6sWhWPl79oI6FrJWNy8Dy2YVs3yHNTO5GW48LH+85jepyC7Rqgpf4WDQrDzEGFY/9mSHjHJFigE5NCOD/dicJt5evax1nUkEqlcDvpzA8xQBCNqBsUDMjB1aHB5t30aoaNdNzsHxOIVZtPIyPQ/2SiWYNEsxqvLD+awGJYTBII1Sqyy1IjdchM0XPJiV+9EEQx1cdHhJ9dh+efuPfomonXEZnnUbBBrxMkKlVy5CTYYbN6UN3vweEVIKz3Q6a40NE4pOBKTLKJ8zGn+ujOrVQhs5LBthERcV1mXj1gzq2//ThBcWI1St4Sb5uqwd7686hfDyfhGlFVZEoZFPOQeMwv9/8eSOtQR56n/rsXpSNywAkEpSNy2D7wxk0T5/dw2sR4fphr82NGJ0CdifJuy8lQRNqAjRCY9NnjSynBVeGbShJiR+930YtahdjF5Cwc7hJEZhpLj78ZyOtTKCQ4ac35cKkV6Gj1wWr3YOOXics6TE42+UQIA1u+clItHY6RedBguDPOZGkET0+PxbOyEOPzY3af/NJ+crGZbCtkolm8XW9qd2Oth4Xjjf1AZAgLUGHvHQj8tKNUCpkor8h5BI8vXwiOnrdONFixY79zbA7Sdw/fzRGjTAB/J8IjGkzCI9tNn3WOPicdoVIHF5RFsl/AdF4M1w6PkavoJGOTLJCTAXO6QMhl+Hjf53CuPxk/JEj5b3k1nx8/K9TmFCQAoeLxMoFxTwkDPd5ZSTroNcQPHJ27uZ68+eNyE41Qq0kRN8JtVIu+rlCLsNL79dhXH4yT4Z37vXZ+OMaeoOcl2FCVXkOXnyP38a8+2ArFs7MjagY09Dch+kThuPIyU5UTc9hkxZiKJTkWA1GZ8cjI8kAk0EJkgzgf9ccjHivTe02LJ9TgFUb6/DS+3VsO3N7r5O9t+HJRthckXk4mPPGGlSwOnyARHJZ3gubw4dtjMqGLwCVQob3d51EZVkO4rVRlETU+KZVy0VR8toL4D6JJiQuxcI2BTbn0Mi0xBALf1r/NX6xaBxPMpHJvE4uSsUr79cJKrAMnA6gJzq3J8CqWXT1edggKxJnAw0FDbKbJruTRFqCDiOTdbA5B+QgY420TBhd1QnwiEvUShlIfxD/946w787uJNHe48Q1I8wsASKzqVtyaz5sTi+L6hBr+Vg+pxB6jRxN7XZ8+M9TiNErsaKqCFQwCIVcBh9J4r8WjUW/3Yf2Xhfe3laPxbOuwS2TR7Ka1lKJBAYtgc4+Fw+1EW8akHa6KizkqwDw36/TPsYlMwOEjM7cSg1ATzhGnZLXI1pdbkHOCDN+/fIX0GsJUZTOm1uOYlpJOtZ/2sBu/Lk+OhiHA1OhYH73SE0xCJkEzZ1OaDUEj9xtjCURmz47yfNNt0gv9/6jbaAo4MHKIrR2Dvjk3beNYpU+xP2xAAatAqfP2RCgKIxMMWL21Cz2nEqFFCNSjHjl/Tq09bhw75xR+PnCEpxotbLVRkaGb9rYdHbM13IqI1G1jKhF7VuwISbslEq5CMyUhox39roRoChkJBvwf+98hfLSDHY+ECO8fO2Do/jlnePw1tZ6AbnzstkFMGjkuHduIbuBigTDjzWqYLV72ESxw0Xi0Z+ORVs3vR4zbReREsCMYgBFAZAEeXNKnJEPw2aKEKSfwpfHuti5kFnD/7Lh0JDmI6bgEim2ET3GhUgcXm2Jiwj+e7548wXmeWmEyQoxZS0xhSmmCLBm23E8vWwiLBlm9PQ4BM8rOVaD5XMK4fSIq3ckxWrw85+OxbkuBz7+12lB/FpdbkEgEBQlUW3ttOP6sem8d2xyUSpbrQeAgqwE9l1izskkB1o6nEhP0kcskDCtE3EGJX59zwQ4XD7oNAokxWrQ3uPCjv1NIGRSzL0+m22/YhI+kVAUVeUWfPjPU7jlJyPw8zvGos/uwSvvD8wBi2flITVRB7vLD5WSH7sw14YgnYyoLLPg8Zf2nv+9+A7NoFXArFdCpyZAUUHoNATMofknalELN5lUKoqS//U9QydBjSYkvkUbKplWe584pPNYU6/o5AoJWIQCl2zK7SVZCD3TG7fk1nzYXT6s3TbAN7Fjf5Oo+kXtvibkjyzEsw9ci167N2LWfeWCYjxSU4w/rPkKMQYFZk/NYjeddGAmLslk0BIg/RQeXzUwsd47txBmgxInW/vh8QWgVsrwyzvHQSaTou5kN68nb9XGw3jsznHY8e9mAMDEMP33mhk5sDlJGLVK5I2IQUaSHmajEj39Xh5KpWZGLo+MkQoGr1pFAp6PRoAosmMTqtQ8+8C1ONVmR3uPC2u2HRZMOCsXjIGXpAlPnR6S56Nc0lUAbCKN66ODtd0oCRlKchOQmxEDs16Jlk4nHv3rHl6SYP0OWgs81ij0zbXb+SzRtfuaUFmWw5PuWj6nAHq1AmfabVAr5XjqngmwOXxsO5LXSkNIufJ+SkKG5XMLQfoDuGNmHjr6XHB7Atiw4zgWzsxDZ58LSiWB36/+kpdArP03HfBzAwtuZYQ3/lGLWtS+U+uPsGZ39bnx5w1fh1qv8jGdk4wAIpMMdls9KMlNwsZ/nODNgxs+bUDZ+HQkmtX41ZJS9Du9UMjovvLVIT4ZZo44dbYfX9SdoyuTXnqN3Lb3NErykug2tJDst5ikKLOuLwrJehq1SlRMyYTDQ4a4geRsBVcs6crMu1z4+FDmIyZ53dJpH3xN4diQJQ4vJHFxFdlg8SaAISl1nGnrj1ip95L0ei6V0otTeFtOeWkGfvO3yNxQ7T0udPa52XMy8atUClwzIhZdVhc27DiOWT8ZwVPXUilkCALY9NlJlI1Px1tbj9EHDY9XBlECo4JBbPrsBIuiDS+QMG0eAQr4y9qDAmnQJbfmw6hTssgR5thnu8TRT2mJerzx0VHYnSSc7gBOtFh5Y63XEvD4Anj69YGC4z2zC/Dupw1si81980ZDp5ajJDce/7f24Pnfi+/YCEKK0lEpLPqFSawqCOn5fxy1q8767F7x+cjuRcIQeUeiCYlv0YZKpoUIlZFw8iruRoVBKOz8spmFrmenxeDuinyY9Cp0W11YeusobN17GtePTRe0T2zfdwb/tWgsjjf1gaLA6jOv2ngYD1YWwaSjqw4Otx8tnQ7e75975ys8saQUv7l3EmwuH3735oHzBmbxJjWsDo+gR/bF9w5j5YJigS77e/84IcowXH+6F4tm5eNMm01QeVmz7Tiqyi1o7nBA2gWMHGZEZ68La7YdC/veMSycmcuOo1QigVZ1dW74wn10UH8FgCBAUUG8+F5kJQm3d0BOzO0NYPfXrSz/wrSx6dh9sBVpiXrceXMeRg4zobHViuQ4LbvZZ1o5KsuykWjWoDXEH2J3kjSSwupGarwOCAYFvrlqYx0ev2s8CLkUbm8Av3tz/6C+ObkolQ1QmOsPTzRwWyj4vbAD0rReMoBV7x1GxXWZ+Oifp7FoVj7Odtlx29RsvLuzASW5SYL+VYYXY1KBFFs4HCdMZUR0/KMWtah9ZxYJMq5U0I3SXjKAVzcf5XHOcL8X/junh0Sima58cokhGXO6/ejs60OiWQNfIAC5TIKFM3OhURJQKWVQElLYnBJUTMlmZYx3H2xlkVhkgMLtM/LYBDC3SDFqpBlt3Q4smpUPj88Pm5PEO7XHWORjilkDm5PE+h10siEjWS+QROSR+EkuYD4KJa8TYtTY9JlQnUnsGEOVLx5y4uIqs8HizaEqdTBcXOHHYFA27HOTAN22gQ0HFwkzWEFh2th09jfc+LXb6ka8SYN5N2RDp1VCKpHC7QvAavfgvc9Owu6kCxuxBjXiTCoAdHy3orIIKiWteBUMBkXRPvEmNXQaArEGJfQaecQCSU6GGas2HsbkolRRXpVHbi8WjFc4CTzDFcUkIxbNyguRrqt4vxXjWHt5Ux0eub0EEglAyKU8/g+eugcuT6HC66XwEkfm1EsG8NKmOlr2M9qxEbUwM2oVonOJ/gLi2WhC4lu0iGRa4b18GjkPKsdMagyrP2PMwrD761Ysm12ADZ828DK5mz5rxPI5BQhSQcSbNLC7vLhmZJwo4U5zuwPN7XZQFCCVAotm5eO9f9DZ2bZuF15+vw6P1BTD6fWzmd3kWA2W3lqA1k47bE4vGppd8JGBIQVmKqUMMRKVaMDBzcp7yQBe4Wi7c4OizZ83gqKAYDCIhBg1m5lnZNIAID1Rj/d2NqAgKwGnzvZjeLJB9Jw6tSIEhcuBTAr4qfM0xf5IjeujYqRtD8wfzdMcB/iBo9izNuqUWDa7AC9tqsPB4x2Ye302jwhp2ewC6DUEApQaR0/1srBgZuPfbaVlMNfvOMEqYCy8MQ8qpRyvbq5jeRsMWoWob9pdPrT3DM03I8njchMN3BYKboDOvI9cH8zLiEF2mhGkP4hgEDh9zoZbfjICgET0PMlxGjjdJNsmxU2AsPNFlKAyalH7XkyvIUQh4529A1BqujDALyIcPN4hQB1Wl1uQZNZE3ORZ0mNw6qxNAFtPjtPgXLcLHX0BaFV0Wxw3Nqgqt/CqxX32gVaNbquHnZvyhsdAqSAEv/14z2kWym91+NhkSWWZOAkxk4iQSiR8/oDzWRCI1SuGTCg6VPnioSYurjYblLxVpOgl1iK0+2Ari5jh+kztviY8UlMMADh8ogv+AIWzXRyJeA46gcsNlZGsR1ObXUBIzsRuXH6R5FgN5lyfjd+/xfdXYKANor3XhVt+MhIA8ByH56K63IKEGDXbAiWG9rm7YhTOdjl5xK/M9VjSY0CSfkwekwqFXJwwXqMS8l7QCAg6WZIUq4FOQ4Q4zXKhVROw2j3Y8e9m3DEzj//bCGgOnz8AvYbA/7wRmeCSuebvu1DRZ/OIkhT22T1R2c+oCUyjlrP7AG7sr1EPPc0QTUh8mzYI0WX4ojGpMIX9nkopR1ObjQcLZZIUaqUM984djXe21WPhzDxBRWPVxjp2837fvELU7msSTGyzp2ZBSUjx4T9P8RaJiusy0dzugCqkQ86F9DGQPEbrvGxcBlITdGjusPMmWrFN7T2zC2BzeuHxBS4YCcL8m+nJq93XhEmjSkAGgkiO1QigdffPK0TZ+Ay8HOrVi8SX0dHrwv3ziyCTBlF/xgq1Ug61wv/j70UNtzAfNeuVyEo14ejpHlAUsGbbMdx1cz7iTSo2gcYEjjsPNIu2/rR02PHJ3jMRq24vbeIjEJggmeHz4H7OJCiYViHGX+NMava4XN9kAps7broGZ9ps5/VNS7q4PO5gLRRMgF5dbsGeunOiQVX4xiQrzSR6HkImw8bP6jF7ahaGxWvh9wcwLFGP5DgtzYjPsNlHLWpR+85Np5QhNV4ngIy/x1G2UBIy9PS7eXxHkwpS2LYMqRQYnmzEe/9owJicROw+2IplcwrwUtgmD8GgAL1Ht7wNIAary3MEbXHM5iTWoEZ2mhESSARVWrrv3sG2f4T/dv2nDei2eQGAVRJh7i18jpJKJLh3biFGJuuRkWKi+QOGahdAKDpUNZShJi6uOhtkrIeq1FFZZoFWRRfIgCBiDSp4ST/G5owVtEfWzMjBoll5eHNLPQC+7zAcTw9VjeElALhrcDi/CC2Te0TUXzd/3ojhyUa8+kEdHpxfJCDN3L6vCXOuz8bGf5xAZVk2RqYY8bu/H+B955XNR1BZli1AbyyfU4gNO46jvslKxxk1xeKVXbVcVPqcQU/+8s7xsNo9+N+3v+KMUS5umTwSb22t5503El+MWimH1ycspDAxMPO9y1GoiI9Ri5IUxpnU399FRO0HY14fhQ2fNghaFf9jQTEwxKn6ikpI7Ny5Ey+88ALcbjeuvfZaPP7449izZw9++9vfwuv1YubMmVi5cuXlvkyhhRMuac5PdJmZaoJBQ+BstwsvbapDZVkONuzk952u23EcS24ZhV6bB/VNVhRki/dnMtnXv757mJdVZf6enqjjyRYyn0ulQHW5BQq5FHEmFQ/SxyweDIHWutoGVEzJ5KkKeMkA7E4SsUYVKsuy4SUpIAi8+2kDphSnwaAlUDMjlw3CzocE4f47LVGP1VtpkkqXLwDSH8Cy2YUs6SdzD+e6XbxevR37mwSbUGYDnJlqQHuPS6Bu8qPvRRUhBGPIsWxuEk+/8W92/OJMKrR2OfAHTjXikZpiNpBxuH0CCOS0sennrbpxEQjcIDnRrMYjtxejud0hgCi6vQMoAi76gRvYMMmJ5nb7kHxzw47jopXNwVooctNjkFlTjABFoSQ36bxB1draBjyxZLwojFWllOGuW/IhlUjxjwNNGHtNMp5YdXnJq6IWtavWgkBmih7xJhXO9rggl0nR2+8WIJg2f94IQibFoz8dC9JPsb3l3Arm7KlZoKgg2npc2LCjAb+8czy+CSV6a/c1ISXuGtG5kUEMxplUiDepI25O2ntdmHu9hS0SMEnNLqsbW/acxoLy3IjxgZKQ4WRrP68tbU/dOcFaubQiH8lxWqSY1QAFmj/gQgklh6oANMTkxYXIuF51FgSrwBGuyJCXYcTTyyaix+YZSHYHaaWOsz0utHQ48Pa2Y2xrYu2+Jjy6sASxOg1sbmHcumbbcVSWZaPiukyolTLcN68Qf313gJ9h+ZxCbNp1QrAGJ5jV+NntJUJliUFkNpfcSiN47U5SVC2Du+56fRSON/eJHstLUth5oJmNWa4ZYUZTmw1d/QNxxpsfHRUk+FZUFkGnlkOloCV+zQY1OnpdvFbSxlaroA1jzbZjmD01i+V8o8nc7SiyxEGtlPNiYUaBQBmmvgPQ72tJDs2ddblkvf0BSpSk8KkRpd/vhUTtB2F9do9oq2Kf3Yv470P2c+fOnbj++ushkUjO/+XzWEtLC5588kls2LABsbGxWLRoEXbt2oUnn3wSb731FpKTk7Fs2TLs2rULU6ZMueTzfWsW0nLmZlG5m4pIcMNeuxsaQsZO+n12OghieuwgAcrGZdDygXqaGRsQr2hkJOlRWWbBzgPNbFaV+/cgICo/mJ5ogNXhwesfHsVNk0ZAIuEcP7RYVJRk8noFb5o0ArUhlQ1G+3lt7XGcaOnnHZ8KBvHmlnpUl1vw+F3jYXP6IAHQ7/TipmtH8Ii8GGJC5rrunz8aKoUMD1WPwckWK/4YUvC4Y6Yw4Arvi+y2erBlz2k8VFWEM+12dtNsd5LQqhRYvZVPUvSj60UVJMfkogidSP4p1uv4hzVf4dkHrsVji8fB6SHx1sf1PI4ItVLG88uhIhCUhAxKQg6VUiYKq1QQMnbh1mkUAt9krpebOBuKb44flYzZU7OQkaSHRCIB6fdHbKFYPqcAr2yuY+V377gpbFMRIahyuP3stTDJm9p9TVg4Mw+rt9bjntkFuOknI/GbMKjmj84foxa1K91Cc9Of1n3Nkioz760yROC2eNY1iDWq8fctR1GQnSD6zieaNXh7G109butx4URLX0jpAphemsGfw0LGIAYZOHsk5QymWlw2ju7J91oDbHKh4rpMdFs9UKtkor+VSiS8pCuzsVhRVYTOXhcqy7IB0ESDPtIPg0bBtph6KKCl3cauwd960nQoyYsLQF1cdRaJ8DPDGHndB3goxjiTCj6SwrxpFji9ARg0RMS41UtSbIvQE0vG45n7J+FsN53csDo8aG53oM8+wGuSP4LmaSADFO6bOxrV5TlscUKlEN+I5w03488bvmY3/maDECHDa72URObCyEjSs4pWuw+2AkFg8+eNPI4GmhBbhaeXTYTTQ7L+ZXOSaO1yYP2OE9BrCUwrSceC8lw2Acjlx+COEXN/3VYPmtrtWL+jAUadAjF6BQ+JFWtUoa3LDq1KvM0pVq9ArG6Af+77NruLFL0/u5NEol71/V9Q1K5o04q0OCkJGTSq76ll46233sLTTz+NefPmYf78+YiPj7/oY9XW1uKmm25CUlISAOC5555DU1MTMjIykJaWBgC45ZZb8Mknn1w5CQkJ0NLlYpMRwMCm4ullE+F0k9BqxB9SrEGNLqubJejbW9eGu265Bi6Pn1exqJmRg027TrIZbDHpJIZQp7rcgux0E5SfyXiIhI92N4rA1grQ0etkIfK1+5rwYGURK8+pDC0WYr2C00rSMXKYAVo1gZOtVjS38yGdzAaUyXb32b34Cydhs2hWHqrKLUg0azAsVgODjkBqfDF6bB7oNQqs3voN6pusItJqFA2lCy0OkADDkw0C+SS7k4RUKsXugzS5Ytm4dAxPMcLhisAC+2PpRRUJTh5bPE4UoRPRPyUQ7RvstHrw7OovkZ6kE7QoPFg5moVyHjzegbsrRvE4JO6uGIVt+86wl8kEycvnFOCtrd9g+oQM0T5uhVyKiusysafuHCYihZXpVHIDmZB/MgRvjF9cM8KMxrP9or7p9gSw88tm3D4jD6s2HmarjakJWqTGayGVSJCWqIdaKccLG75mfautx4XmdjvPBxNjNCwEmkF3JMdqoFXJUVmWg45eF09Kz2rz4MaJw/G7Nw9EJAn90fhj1KL2QzAJcLbHxb6L3MKAl6QglUjQ1ecG6adCSMUE0TW91+bmtUSOHGbEy5vqQskIAm9v/YZNvjMs/9npMejuc7EbnS+PtYvKezPVYkIuReUNFt7czBQhOnpdooiHJLMGz6//WoCQZDZLTDLkqVe+EO3FX1oxCtXTLXB76aLEZUmaDhV1cZVZJMLPp5dNjEgEyk02hPM6MJvhYfHaiIUFBu33lw2H8PCCYqzeShcoAoEgVtYU482PjmL9pw1IjtUgf4QZk8ekIkavQJ/dw1M/WzwrD/fMHoWXN3H4puYUQKchcNct+TDoFEBQgsZWK/7z9mK88eFRlvRxRIqRd33h6EglQfevr95az/7m7ttGYdsXZ+AlAwJuqNgQspmQSdBt88LpDUAmk0Ahl2JpRT5e3UzfE/N+ccckfIy0Kjn7jg5P1iM5VoM+uw+ff9WKmydnwuMLQKWQ4aPdjSjISsDmz4/g2QeuveISbhqVOOHvhWwwo3b1mFZN4IF5hTjb7WKTbsPiNNBdwDpxSZ71xhtvoLm5GevXr0dlZSUKCwtRXV2NiRMnXvCxmpqaQBAEli9fjra2NkydOhXZ2dm8JEdCQgI6Ojou5ZK/VbO5SNSf6RXdVHx5vBM79tOIggcrR6O104kvj7WjJDcJmcMMONFixZ85G8eaGTlINGvw2zf5fXBrth1HxXWZqN3XhOVzCmF3+vCftxcjEAiiqd3OJhQAYG1tA361pBSP3TkOp8/1w+UOYPu+M5hUkILt3MpxqglrdwxUjhnY+69f3TewibxtFO6fV4hz3S7RXsEnloyHzUGCogYWoXCGYCUhQ1ZqDP7fa/t49/Tmlnr8akkpks0qIAjUn+Fvopfcmo/xo5Jh0Ch5Y7vzQDMWzcqD1xfgBUwM4Sdz/qUVo/CPA008CUgmCSOm/Szai/oD1D0XC04G88+1tQ3IyzDh0Z+ORUNzH5QKGdKTDIg3qfDqZn5/slZDwEsGMMaSKGhR+PP6Q/j5HWNRVW5B5jAjVm08zEMGvPePE7hj5jV4/aMjsDtJ3Du3EKkJOrwWQh5s+ddpzJmaxaseKBUyvPR+HQAIAibGN//y7mEAA0EBQ/CWHKtBcU78oL5ZNi6DVdvgVhufuW8SWrqc+NN6ulrK9RWAbgm6b24Bem1eQQJly57TtHb5tGw8/fq/ef7sdJPYHkJIcKtTYgv+BfdG/wB9NWpRu+wWem+6bV5IJBIkx2qw80Cz6PtdMyMXOjWdvBVTFWCUogD6Hb5n9igE/H4sn1sIh4tES4cD4/OT4SMDmDctm+U8Yo794T9PsEnLvXXneDDx9Z/SyYi7bxsFkgxg/Y563ryTnmSAkpBhy79OY27YPKqQS3Gi1SqKkGTmCG4LXEVJpgAh92qIdJpbWRZNmkbnoe/duMoXjHnJALpt/DYHhoj5bI8LCTFqdt0J53VgEhf/+x8/wS8WjcOxpl6e0gsj682gC2wun4DXa2nFKCSZ1ei1e1nuh58vHIvn1/GlLP+2pR5P3l2KxxaPg8vjR5xRBaebxGN/3SOaGLt3biHkMgkkEgmsdg9LxrnzQDNmTRrBi3HzR8bhr+8OFBO8ZACvvE/78YkWukVKrZKhujwHaYk6QCpB4zk7r1W1utyCWKMKPTYP+06lJ+rZgoSSkGL5nEJe0eHBykKQfmDNtuO8+HTfkXOYNi6DRzi/tGIUtu+jEyS9di/S47RXVMKNGYPwOIdBa0ctalyjghR67T5e0rFmRi6SE4ZOinbJqa709HSsXLkSBQUF+P3vf4+HH34YcXFx+J//+R8UFhYO+TiBQAAHDhzAW2+9BY1Gg3vvvRcqlYrXDhIMBi+4PSQ2VndB378Qaz/ZxULFuFV7qUQCIwdCPrkoFUqFFDXTc/Hy+3Ug5OkCOcw1246LSosxKIO507LR3uPE+7saUV6aAV8Idhn+3UMnu7F5VyOWVozCvw6dwYmWfvTZvbjr5nycabeDkEtBBYMoyU3EmJxE7DzQLLoovfI+TQikVsoEzKn/WVOMxlabgBtCq5KjucPBtkg8WFnEHi9cHYOiKLT3eaBUyAWb6Nc+OIqK6zLh9fHhq91WDzy+gOBaX9pUhxVVRWhqt0MqkSDBpMKNk0bw5Em9JE0AGq5usnJBMTJSTOjodaHX5obZoEaiWYN9R9sF35tYkMxqcn+b9m35aPvJLoH/UEG6Ys+0WAB0cEFRQHaaERVTstHQ3AcFIYWKkOFEs1WgVb62tgH/vWwikmM1EVsUTrT0YXiyEXaXT7SPrLnDhqoyCxwuEutqj2N6aQYmj0lFVz+tsLHxs5OYVpKO5DgNzAYVzrT1Y9rYdCgJaUTfnD01C6nxWh4nBK2kYsGTL38xqG+mJ+nEkSD9Hp4/hicM7E4SSgWBtbV1gjH6jwVjoFHKBQRcjNxneWkGOvsGKrFiG5uVC4oxIjWG9TOKCqKt24lemxu+oATJcTqeD1JUEHvr2r5zXx3MR+Pj9d/aeX6MFh2fwe3bGp8LOY7Ye8PwG9lcpGhv+MKZuez7+vGe05g9NQsjUgw4fc6GbfvOYHJRKhSEFClxOqiVUthcJP769n7exsTnD+BdLlcUgE/2nsbMicPx1tZjbOX2ra3HkByrwQPziyCXSZAcp4XV7sHfPxaSYj51dymeXFqKjl4XNCoCBCGFTq2AUiEDFQzik71nRBGSTJtkOPxdbH5PjNWgYgpdGCkbl4GkWB3i4wfmhO9rHjqfXcnv2ncxh3bYvOIIXKOKbY9QKaRQKeR4c0s9u0Yun1OIVRsPiz7v9CQdTjT385Q37ptXiLoTnTAbtTw5b71WIVifX918BI8tHsfySwCA2+sX9at+hw8jko1IjtOirduJP77zlSg5tl5LoL3HhUSzGm09Luw80AxCJmXjPgAoG08jmtIT9eizuQXFBC9Jt1UxRJ4mvZLHgVFdbmGlyJl366HqMdj+RRObdNFrCSyelQdPWFFsacUomHQKqJRythjBnPOlTXV4bPE4tlCjIKRIjtOi2+rC7ClZeGtrveB9ulzG9dHGjjbsqTuHFVVFLKrj/V0nkZqoR+7w2Mt4lVeWXclzzvdpZxs68cne04K1beQwA+LThzZGl5SQaGpqwvr167F582bk5OTgsccew/XXX49Dhw7hP/7jP7Bz584hHysuLg4TJ06E2WwGAJSVleGTTz6BTDaQjevq6kJCQsIFXWNPjwMU9d2kGzVKOXYfbBWt2i+tGIX9B1sF2eOaGTmIi0Bc5SMpXo/dzgPNtIZ4oh7dVjcAWq7zuXe+QsWUzIg9cxVTMrHxHyewaNY1OHXWBqkUMOqUqDvRiHH5yfjD23yZpWCIh4GbNFArZRiebIDL44dEIsFT90xAwB+ATkXA5QtgzZpjgkXoqbsnwEtSuOuWfHT1uaFTyaGQS3HHzFwMS9DzKtXJsVp8vOcUSnITIwZAn+w9LcjQRiL98vgGSC0JuSTi91o77WwWPT3RAAoUvjh6Dv/3zkDm+oH5owVs6M+98xWSYsRhqpc6IX1bPqpRCiF2dSc6UVlm4QUXSytGYd+Rcygfn8ELIGtm5CI1Xis6bnWN3bhndgGsdp+gRYHpg/b4/Oi1ifdAUxTw6uajqC63YHJRaugZa7HstgKcaKWROvS7lM9u6OnAuVDUN4fF63C2ywG9ToHus/148u4JoAIBSCRSASLn1c1H8LPbSzA82YA7b85HgkkNtVqGpbcW4ExbP1sBmjVpBCQYCNDEEgb3zitER69TdIxOn7NFlBAbnqzHm1u+weQxqTxEB7OxSYhRI8GsgZKQoqmtHzolPe+J9gdz+rdtbpJ9hsy5xHz1u/LR+Hg9urrsl3TsH7NFx2dw447PpfrohYyz2Hvz6uYjdPDtDQjmHJVCiiSzBs0ddvy/eyaADK2FVqcPa2uPIzvNiJHDjPD5A+jocyI90cDbkHnJADZ82oClFaMEMUFVSC40HOZdXpqBFzZ8PZDIjMDG32314IUNh6DXErjlJyOREVq3fSSF9z87gZuuHQG7i8SKqiJ4fQHEm9QYFq/GiKQSWJ0+aFUENn02wOEjNn939LhYhERagg4KaZA33kOdh75VC0NkjBh2gYogF2hX4hyqVckFMdLiWXno6HXxKpXhbTfrdxzH08smwuensHkXn79p3jQLS9oKhBJf24+jenoObwN/79xC9NsjIDTCiCjD+U3iTCqUjcuATCqB3eWFoi+I7j4XykszULuvCRnJeWw788HjHZhYkCJoY3J6SHRbXWxiDaB99ed3jIVOHknVYmA/Ef5+cuW+mc86ep2oLMvB+h3HWanP+Bg1m3Rg5oiefjdS4rRwe/28QodaKQNFBWFz+TB5TCp7L1ykxIqq0fB4ffjym/ZLRhZ9mz5qCKkJca+VSdpE1zTaouv7gPkDlOja5g9QvDEazEcvKSExf/58zJ49G6tXr8bw4cPZz8eMGYPx48df0LGuv/56PProo7DZbNBqtdi9ezduvPFGvPzyy2hqakJqaio++ugjzJ0791Iu+Vs1g1qOhTfmoaPPJZolXlFVJJBApJEQY0QnS4NWgRc38jO2SXEa6NUE0uK1aOlywummiWbENktcPomqcgukEglLFrjps0bcP3803tkmlAX7f/dM4Elq6rUE5k7NwplzNt5Ct6KyCClmDXoiLEKHTnRhbW0Dm3hp63Hib1vqec7JQP1WbTyMlQuKca7bLjoWXX1uTCxIwZ66c/jlnePR2++BSilHW49j0ICputyC1AQdyAAl+j0fSWHz542omZHDthDMnprFG5MXNhwSVSu50nv7xdjIq6fnCir2kX3zWETfHJ5kYBEn3BYFLkP35KJU7PxS6JfMc9drCWjVhKDHmUm8LZ9TgM27+Mihjl6XwDdnTRqBNz48ivLSDJYUkkkk9drcor5pd5Nsiwa3Qsht5di+rwl33ZIfMWHQ3uPCuu3HsfS2AtExQhDwB4LifaVqAlOK06BUSHkcG3YnCSUhhcfnx182fE1/h5AiNV6HeJMqYh8w44eRyMeudF+NWtQup0V6bxiUnZjEdHW5BVv3nsH6HSfYtRASCfIyTJg2LiMMbZHPVluBgbZIr48SxArrahvw+F3j2bWa2XDV/rsJbSFVqJU1xSBk4iSAZ7uc0GsJzJmaBa8vgN/yEroFAMBWx5l1fFiseoCTQQJ23RCTSmbmb+Zan142UbBh+t7nIRG+pJULimEZpr8i4O7fl4nJ1qYm6HnKWcyaH9524/SQSI/XCmKGYBhROECrWoRv4F9873DEeEGl4CcgNn12kl33xNoxls8pQHqiHrX7aDQCdxPMRbUy52ZQh0mxGrYNV0nI8PCCMXB5SfR2ulEzI4fXOlFdbsHrofh4ya3895M5Lld+XknI4PVRSE/UYUpxGqhgEP0OL+ShokM4/8amzxpx922jMHdqFv62pZ69TwYNzbzXXASqXkugs9eNP60TJ8W/nEb6g6IqG08siapsRE1oSoVcdG178u4JQz6G9PxfiWxPPPEEfvGLX/CSEe+//z4A4He/+90FHWv06NFYunQpampqcNNNNyElJQULFizA7373Ozz44IO46aabMHLkSNx4442XcsnfroXYn9MT9aKLcaSKxrluB6o4vVjMRLXhUzoLW1lmQcWUTGzf14Tefg90KgI6pRxpCTrExahQXW7BtLHp2Ft3DhXXZWJFZRFmT81i+SQYR1AqZDzn+MuGQzR0P+x6qCCFe2YXshu+O2/OR79TCFv90/qvYXORMITYwrnGVMGZ767Zdhz9TlLgnNNK0tl/n2nrhwQSwVhUlVuwY38T1tU2oCQ3Cd+c7g1Jyjiw5/A5LK0YJfj+zi+b2QkzEKQXwPDv3Tu3EOmJOlSWZePDf55ix4pBpHDHREyt5IrXPeewkT+1tBTP3DdJNLi4GN989YMjvEVUKpXgwfk0CaqSkOGWySOx88tmdhO/oqoI1eUWXr9p2bgMltODOd+rm4+GyOPolpqCLD4C6stj7QLfXFtLk8KFT34vbDiEOJNG1Dc7el28767aWMe+C4xvTi5KhdPt590/kzBYs/0Y1od4Sl59v07UB3d/3RqSus3h/a263AJbqJL65pZ6rN1xHCtritnxA4CNn51EWw9NBrS2tgGN52wR+4OtTh/7b5NeKXq/V7yvRi1ql9EivTeFWXGYNCoRy+cUCuaXtaH1i7cWquX46c356On3oGIKvXbrtQRe3XwUZeMy2GMzbZHnuh2i73QDR7aQ2XDdNiULcSYVvGSA5qD54jTunVsomJt37G/CtJJ02ETW7FUb63C2iz/3MdfONYVcitlTszBtbDqkUgkev3M8frFoHG/+Zn7v9PB/O9h4CuYhCY2maO5ywubx8zaAF2JifEnPvfOV4L5+9BaSrZ1wTQKuGR6DCdckIEBRoj7GtGesq21A2bgM+tmIxAwMVwrXeG09nGN2Wp2i8dv7ISJ2JSFDnEmFktwkqFVyPHFXKZbfViDqpy6fX3RdZ2Rxw89NBYNYV3scy+cU4j9vL8ZD1WMQH6PG2U4ndGolhsXrUFVuwYPzhfHxax/w30/m2qWhlnBm3TZqCdidPqQl6LB5VyPe/LgePf00CjRSqzMT904rSWd5LZiYftNnJ3kxuJiqmdj7eTmMKX5yjZmLoha1cHO6xZPSF+IvF4WQ2LlzJ/x+P55//nmoVCoEQxs6v9+PP//5z7jtttsu5rCYN28e5s2bx/ts4sSJ+OCDDy7qeN+LBYE4o0o0S5xo1oh+7g8EseOLM6xGMUUBAYrCuPxkQZ+n2aCEw0PCoCHQ0uHgZbKZynT19BysrT3OuywvGcDptn7BZ+Eb7eRYDbqtXgSoICud2NJhBxUUX4Da+9ww6ZWC7DOTded+V2yjzwQgSkKGtEQ9OvtcqP2iCY8tHoejp3tZmU4mAEo0a0KtHUlIS9Rh9tRsfPj5SVRcl4nEWA06QnrPvIDJRYYIO8/giSWlONLYDYqidXLXbm8QPA9pGC+JkpChIDMOu75qZTPvPxjd83A2cok4dDESi7aPpLDzywHZu4wkPWxOL6aXZiDBrEGQCoIKBtHT7+G1VtwxM5c9TrfVg9Vb61EzI5cnh5to1kQMlJj/5/pnnEmFSQUp6Hd4eb7JDa7Cj0X6KYFvLrk1X8BpEV4NYc4dY1Riy55TqCq3IN6khkwqwesfHUW31cODcMfoFagsy0YwCKTE6UBRFCYXpWLjZyd5va16DYFksxYERxmk2+rBqbP9Aqgsg7Jg3h21SAtOeJAvhor5wfhq1KJ2mSzSe5MSQxMt90ZAAXLnKqvTB4OWQEcPHx7PrIXc9Z/Z0Pn84sg9r48SnKulw46bJo3A/qNt0KoITCgYBqebxM/vGAur3YsYgxIUFQQhkyIjWc+2moQfR2wd5iIXbC6SJfPjXtOv75mA3V+3YlpJeogbQ4suqwtqpZwlLGbHUyPHA/NHC+TPefNQJInKi6gGR5FhHIuw5ofzmjEStnotgbzhMXRiWyKBQS3n/V4qkwpQMuGqFgDtIwkmLV7/6Agbj3X1udl4rM/uRc2MHBh1Srz43mHeeiyGTnB7/FAqhC2PkSQ9lYQUt0weifozfaCCQWhVcvjIAO9dXHJrPpSEVPQdSOK8nzSqaRQcLh+qyy3IG27GqbP92PllC0pyk5A33MTKgpr1SiSYNGjptA/6vqlVMlEIu4wbg0eIY7rt3su+hhv14jLFRl202BE1oWmUl0n2s76+Hl988QV6enrw97//feBgcjkWL158MYf8QVuk4CY5ViVYpO+fPxpymQR2J8nKbgHAzxaW4G8f8TP+DAkjBQoKu09QEVhX24CVC4qhJMShnB4vP8hRErTGM3cSXj6nEL/52348VF2EsnH05FkxJTO0gAmPeeqsDZs/b8TiWXnshiw7zcSSEO48QFfJI230ubJRq7fWY8712aiZnoNT58Q3aC6PT9A/yAR808amszBX7m/6nV4AgMNFAkE6AFwbqrCHL7Q1M3JAyKW8MVlyaz5OtvZh2exCKBUSqAn5ZV8cLtYi+Wa8USls7wi1YTBqFcxnZoMSHm8Af1r3dYh/QyIgvnxr6zE8tngcuq0e6DQEDDoCAT8VIltzQ6OSw6ATX+CYcQ33z7JxGSFiKb5vcqsx4cdq73HBqCWwsqYYZzvtSE80QAKgbFw6qCB4/sl9nkpChuHJRqx67zCml2bAbFDig92NmD0lC3YnKSqPVlVuwRdHzmGMJRFJIcJPQiZFZZkFH+1uxPj8ZKgUMjz79peonm7h+d7ug60CeVSuOo1UIoFRT+DeeYV48V1+q4lBSwDMq82pcF1JkmFRi9oVbed5b0w65XnnKpNWgZYuF7vZAgbW5dlTs9Bn97B8RaNGxkJJRFDouG0U3ttJK3QwSU+a40iPD3c3YvqEEbx2kOVzCuAPBOD2+hGggrjntgKs33EcN0/ORHW5RTDPia3D3KRmpM29y+MXSDxXlVvwf2sPYuGNeQOJBAlQ39SPNduOsfebN9yMtHjNwDyFyBKVFyMhyiAyBkvW/ugtgqqJQS3HIzXFaO1yCGKd7DQjJhWk8IoJ4UkhsTYQmQyiRShCTseyjLpVZZmFVXShyaMN+N2b4iTP3CKakpAhGARy0s2C57r7YCuW3JrPU0yrKrdArZDB4xtIQFSX52DNtsOCc1WWZUMqkeD2GXnos7vx8Z4zsDtJxOgVePyu8ei2uqFUyNFv92BtbQOqyi3484avAQwofK3ljFV6ghZpCVrEGFU87hXmPpj3LSFGI2iLXVfbgF/eOX4gURkhzj7Z0g+vN4C8DCNszsujXOPz+bFwZi5Wbx0gr184Mxc+0g9A+f1cRNR+MEYQwkRmdbkFhHzojRiSYDB40e799ttv4/bbb7/Yn38v9p2RWnIkw3QaAoRcCrc3AI/Pj7iQpjGCAGRAc4eLlk+igN1ft+Kum/NhNqrQ0efC82vpCWvxrDz8bUs9e3gmMEmK1UCrJkAFg3jm7wcEl/FfPx0L0k9XXbmOsHBmLuRSCY/DYUVlETvBOTwklIQcPTYPTp2z4VRrH6YUp+F/13yFOJOK7UcNX9CYVgfm3wEqKNik1e5rQs2NuVDIpPjjOwfZv903rxBWuwdOd4CF93M3YmIbvmAwyFMkAegJu+K6TBxs6MD00uG8gGnZnALkZBjR1euBVk3gj2u+wi2TR8LmJKFUSJEWrwehkMLp9qO9x4mPQ1KNSysK0NppR6JZize3DJBvPjB/NPIzTIMuAlcKqSUAXpBiNqpABSg4PCTkchlsTh8MWgX8/gB0agUMGjlsThLtVg/OdTkQa1Dir+/V8SYTKhgE6Q+yi35lmQUKuRSrPzkmODUzGSXHarC0ogBt3Q7Ex2jwtxCZaXKsBnOnZeMVjuQdl4si3D+DkKCusQcGDQGTXoU/vP0lmxhgek3FElV2J4mHa4rh8ZKwOkieGgzjn/NusOBdjlQs07N9oqUfSkKGlTXFeG7NVywyw0dSvCQMMECg9fu3Brg1Hpg/GvkjTTh6yoqzXU72N8w7xfhhYowWEmkQMqkUbq8fbd0D0mHV5RaMSDbA7qavfXJRKqRSYHiyEZt3ncCy2wouOIC/EgnZrgaLjs/gdllILYciTylSzQ+fq9IStNhzpF2gdgUAj9xeApOOwJFT9Lpfd7IT5ROG46WNddBrCZSNy0BynAZKQg6ZhN63v//ZCQFKkuk5D5eqfrimmCUe5CY1yACFsnEZSDRrYHV4EG9Sw+km8fqH3/DigLQELXptXpj09Mbi0b/8SxQhwagVcT9nuAiYRILNTeLRv+4RfO+Z+ybBoCHYsfZTQTz9xr8FY/XU0lKkx2mH9uwGeT7fNYfEFTWHSoGjZ6wCREpeuhEAcLbHzeORAMCOEZePgfn8mfsnwaDirCnMO+L0ISlWBx/px2/f3D+g1hWkY9lHF5YAAKxOHyQSCdZuP4ax1yQh1qBGe68LiWYNnl93UHD5D1WN4XE6VZdboFTIcKihExMLhwkQFQGKQoxeDY/Pj/Yeeq286+Z8PL/uaxYJkmjW4J3aYzw1t50HmnH7jDzBudKSdOh3+PDypoFY5N55hUiO1eL/3vkKbT0uVN5gwebPG3lIE61KDrNBxZLIhnNhLJyZi5Q4HU609IXu/WvBvS+9NR82JwmpFCjJTcA3p/sEMQoTl4ajTM+HKPo2fbTb6UNjixX9TpJNTBm1BDLTTIi7mhJ/g1h0fR+w42dteO3DIwPvXxDY+WUzltw6CjkpBvZ73zqp5ebNm1FRUQGv14s33nhD8Pc777zzYg77wzHOYig2Ka2oLIIh3QhIgJZOF37LyRADwB/WfIU//edUdPS52E1cQswAfEysGvtwTbFoJlWtlOO5dw7SzL4hmL1UIoFUAnh8ATx25ziQfmogSUIBBg2Bs90u/Gn9ft4k6PKQUBIyVoZx1qQReKiqCHK5FC0ddjYZAdDZ3rQEPZ55iy+tua62AQ9VjQEhk0CnkQ9IwAQBh9OHNz6q5w2llwzAqKODoo/3nGZlkTJTjXh5Ux0mj0kVrd4kxWow9/psvLnlG945NuxowN23FWB4ohan2hxo63Gx96JVEXj27S95C90tPxmB7DQzSL8fTrdfQJ70woZDF1XBuSw2iF8mx2ow5/ps/C9HYWVFZRGGxWlw5lw/1tY2IDvNiJULinGmrR+EXAqVQoZ+p4/XvqNWypASpxP1RYoaIG/jbtKZBbatx4X3dp7AygVj0NrpQGqCHnqtHGlJhUiJ00ElQ5h/DgSb/3l7MeubH+85jWkl6ZBJgafunoCjp3rgIyle607j2X4oCalAXpfxT7vLi5t/MgIGnRIt7Q6s/7SB59vtPQ6exF/N9FxRPzzR0ifwl6eXT6SJUadksn/jvlMmnYrVZGcSe7S8biHUSjkMajkoKojf/p0eQ6bdhNkMXJWw5KhF7duwobYNiCAopFIJRqQYWDTFqXZHRDh5rFGFp17hb+atjgb8amkpHC4ShFwKm9PHQz7cN2801m7nk04zEtjhBMunz/XzvsdIIUskEl7csHBmLo6c7MKvlpTC7vIh1qCC003it38/wCY6R2XGiqLoPBGkGhmYOTMPDdY+wZ3Hq8tzvj1Ug8jzGZEa852qbFwxJgHOdrvZjSrAR5sAwNHTPaLPJBK/RGuXE9dkmHiIFgADqAmVDAtvzBu0NZBJShVkJbDk7D+/o0T0mffa3CyaZniyATv+3YQbJ4zAhIIUrKs9zv4tJyMGnb1O9Nl9eO8fJwEAZeMycOfN+YBEwhYM1tU2oHq6RRCL0/xNXt44rQ0Rsz77Fj/We/Hdw3jmvknsfUJCS6DOvd7CqnEFqCA77l5rAFtCpNdZqUZo1QT67B429onk73EmDd7/vA7dVg+GJxvw4T8bB+RLOS3LlTdYIj7j72P99/oCbEGTe/2P3zUeuMD8YdR+/BZjVLJoKcaUhAwx+qGjaS6K1LKpqQkAcOLECTQ0NAj++7EbF3rIJaWJM6lQcV0mWjrt6LH74PD4UX+mV3QB6LG5kWBSQ6OS47HF40DIpaF+N3GynL99dJT9OzDQ9uD1BVh5pPWfNmD9jgasrT0OjUqBtbUNePLlL/DsW1/ibLdL9PqZ46+rbYDL46cz1aGN39raBvj8FDKSDFi/4wS7YWPO3xehz/ZMuw1/WPMVZDLZgAa5BPCFlC+4piRoRY2bJo1g72HDpycQq1fi0YUlGJ0VJ/qb9h4XzrTZ0NbjYu+bIR1saO5Dj83H9uB3Wz1wewMCQsXXPjiK4clGJJmUMGqVEYmbuCSCV7IN5pcLZ+ahp9+NiimZLFHan9Z/jW6blw2qT7T049UP6kBRAOmnEG/SYHiygYUVArTe/N8+OiogslpaMQo7v2wW9d11tQ2YOXE4AKCtxwW31w+pVILn3vkKv3xxL55960s0t9tF74M5xhsfHmWJJLutHmz+vBEBCpBIgA2fnuAlFBhotZcUD77OtNvw+offwKRXodvqxubPGwW+nWTWYW/dOcyemoWa6blsPzjXmCRM+PF7OWSU3N/QhFoUW61hvr9m23EMTzYgM0mHFJMKOqU8YpAvleLqgiVHLWrfokVqGxAlkQv15qfHaWHQEHTlMAh60gGgDsl+i5EANzQL1/22HhcOnejGH9d8hWAQglaPv74rTjotRrAsNu+YdCrB3Lt66zHMnDQS/++1ffjd3w/g8Zf2oqPPjbtuGQWplO7P/8uGQ5DLJDxiw7x0I9u2En5upu2SmYciEVpqVQRvrHfsb2LjC+Y77Kb2Yoz7fNTEQKzxIzebi0SXVVxNqtvm5a3pXFMSMkggEf28tdOJHpuPJR2tb+nHF9904oX3DuGhP36G+qZ+5GUYBT7CJCOsDh/0WgKVN1iQaNawcUZHr0vwzKsYtZpPG7C2tgE9VjdKR6Xg5Nl+rNpYx8Z0a2sb8Ls3D6Cn34fNuxpx06QRIGRSKAgpOvtcaO9xsK2cXjIAihJXhfAHhPwsPXaP6PhZnT420VWcE4/ppcPx3DtfYW1tAzbvakSMXsX7HR0nH8fJVisOHu9iEc+AuL9XlVvw5pajuPPmfFSX5yDepGbbtzfvauTFMZc7HnVHSEi6vf7v5fxR+2GZRCIR+Ht1uQWSC5iXLwohsWLFCgDAb3/724v5+Q/eeJuFULVATALo3rmFUIbJHwE0kaSSkKPL6kKcSYNVGw9j8phUNJ2z4ud3jEW/Q7jRb+txwekheWSDq7fWY3JRKk/KiWmDYFQFmNaPlk47EmLUiNUrIm52jDol+h1eVJZlw0tSkEokGJmsR1KsVsCFUVVuQb/TI5oBZoj5znU7eQRDNTNy8cC8QrzA6YnnwuwZKOiKyiLoVKF+SC0heu6P95zGrGtHoLo8hyURYuQjKQrosXmQEqdlESiRyIOCwSALTeQSWXLv54eyARzML7kyWlxf4QbV62ob2M3+g5Wj0dbrhE6tQG6GiW0p8pIU2kJEolxkisvjoxfSCONsNqgRZ1LB7iQRa1Sho9fNJtJ2HmjGc+98xWb+xfyzrccFtVLG+iaCQO2+JozNiY/IhTFtbPqg/tnSYYdaKefcW4AXNEwpTkNSrAYjk/XQiXBx3H3bKDjdJCrLLOx92J0kNCo6ESbWL56WqIu4yNvcfhY+HqlHOm+4OcoREbWoXaRdFBmiCKrigfmjMWKYHtNLM1gmfaat6r1/NGBSYQq7NqkUUkgggZcMID1RD72W4CGruNchlnywpMewc4GSGJAsDv+eSikTPeaxpoHkiF5LwOUh8fqH/H78v235Bo8uLBlonQhxEXAh/tyWN251nMtTxLSjpCXS0ttc8sJuqwdb9pzGE0tK4fcHonw3F2lWhw8qpTCupH1ADgnAW9OZZ/dg5Wj02NxYPqcQHb0DLYIM6XN2mhGdfW4BcfrHe05j9Sf1eHhBMZxukm5zCrV7Mm1PZqNKgE6oKrdgz+FzuL4kDVXlFiTFatHcbuchGZWEDKmJevzmb/t5iELGuIicdbUNWFFVhNVb6zG9NAMyqRSpCWpOAkK8AEH6hVxqhEzGyoVyP2eURwxqAnCTbDswc6yOXldEdGh47MP4uxj6gUlApCXo8EhNMV4PFXm4z4vLpyW4xu/BzEbxGCTGEOWPiJrQeqwe7Kk7hxVVRfB4A1ArZdi06ySS4rSIH6LPXlRC4o477oBEEjnrwSW6/DFa+GYhEqrhxfcOo6rcwpto8jJMmDFxBB7767/YiWfJrfloae/H5DGpaO20R2Q0dnsCLNng7KlZKC/N4OmDMxv6e+cWYvUn9aJJkhWVRREVFhLMalgdXph0KqhVMhi0CujUckilEuQPN+GxxeNwstWKYfF6vLnlKMgAFVGznEEx8CvBx7BwZi4eqirCmbAJGgBGDjOwfadiZFlJsRq0hzbDAN2awk14MASMa2sbMC6vmEfOlJ4k3mYgkUhYqCE32PvBqWtg6H65rrYBlWXZIP1B+AMBVE3Pwbrtx1FdbkFKvA5yuRQOl49HZnTv3EI8sWQ8AAk272pkiS+Z8/x8YQkvMxo+zh29LpSNy4CSkEIqgSgrPbMpENuMJ8dqEKOnKy7Dk/TosrqwfE4hdGo5W9E42+OiAwaFDHYniZ0Hmgf1T4oC1mw7jieXlvISHYxPZqUaMTJJRz97CsjLMLJqMEpCikCAEuicxxqVMGoINkD/OATpTEvUYVisJqLqyamzNjz3zkEWPi5GRvpgZZGAKC5qUYva0O1iyBDFUBUvbDiExxaPQ0aSHjf/ZARiDCqcOWfHqx/UARBfm3bspxOWVeUWAEHR67Ckx6C6PIfdLFaVWyCVIDRfUxg5zAidWo5Fs/JZGPnug62Ye302Tc4XabMUMjGZQWY9ECRlgsDEgmQkxdBtEVoVAS/pR3F2CX9NDLVPPPvAtTjVZuf1/3OJkgGa6JBuSZPB6hhQefghrK9Xipn0SjSdtIsSyBm1BDy+AGpm5KK7343qcgu8ZADZaTHod3h5a/qSW/Ph9vrhdJOwO0lo1QR+/9aXAt+oLrcgCODxl/aKxknJsRo8VD0GRp0SP1tYDD8FtHbY4SMpTCpIwYe7T+GB+UV4YcPXKC/NYEmiGa4Tp8fPi1nC/TcjSc8m/butLtw2JRMymRSvvH+E18qsUoiTu4cTuVeVW/Dq5josmpXPS7atqCyCQUuwiRY/JZRM37G/CffPK8C5bjfLq2DQEtj42UnRAojdSaKlw8FLIHKLIkwLxqMLS+DwkKySh0mrgEFLiLZSfV/xqFQiwV235KPP7mXvNUavhOwqQSJF7cKMUcXjFj/pmFg15GNcFKnltm3bAAC1tbVwOByYO3cuZDIZNm/eDIPBgP/+7/++0EN+Z/adkFqK9OpTwSDe2iok+lu5YAzWbj+OyUWp0KplIdbhA4JJ878WjUV7txN/21KP9CQdZpQO5zHw310xCtv2nUFzuwPLZheg3+HlLfQA8GBlETp6XLCkG/Hs6q/YBEX4uZ594Fq0dDp5E90jNcXw+SlBpXlEsgEJsVp09jhh0isRoII4cqobcSYNSJJCn90DuVwKnVohmnXnXh8A3H1rPkwGFSstevB4B8ZYEmmCn5wExOoV7GQbTpZVWWZhlTgYwqHwe3u4phguD4nRmWZ64xYiZ3J4SPTZfTykxQPzR2PNtmMgAxRPHmtcXgLsrlAA5vNDp1EMGjRdMaSWIn7pJQOipGv/UTWG7fNkSCitdg9eDvUiixGJMkSpHhGyUwUhRb+DJmw06ZRYtbGOFwB8vOc0FpTn4p3aYygbl867JibBNuGaBDoglgFHTlvxl9CzYti7w49Zu48mtoo3qWB1+KDVEPjmdC+oYBAjU4w40WKFTCqBXC6FXqNgybCYQJ9JPPzXonHY/NkJFGQl8OTtslJjkGxWsQkAm5vEF990YtNnJyO+W08uLUWSiZ6AGeQNrxIoUm1dNCsvBI+kUUmTRiVCF5LW4x5DrVagrctxUWzbVxQh21Vk0fEZ3L53UsuLkJ481eEQJWOsLrfAoFVAq5KDIOR4fu3BQdcmhguCmTNjDCp2juNu3u1Okl3jt+9rwqKb83HmnA0ZyTpoVXJYHSTvd0srRkGtlKLf4QMhl/HUCFgiaU8AB4934MYJI1gFAa79R9UYjEzR8+Ydh5uEWq2A3emFSaeEVAKWCFNs/olEbskoKkSKMy5W+jPcvut37YqZQyVA4zk7uvvdPMLB3HQTnB4/b2yXVuTD4SKhIKT4+8fHBM9m5YJivLnlKCrLLIjRK/HUq/sEp/vZwhKeWgTz24rrMlmJ8NVbj4nyqd07txBpCTp0Wd04dc6Gg8c7MKkgBVo1wfppdXkONn12kscHwfXtjf84wRaI7ps3GmaDEk+/ThN2LpqVBwSB7fuacMvkkSD9QR5BZHW5BXEmFd226wuwRHvdVg8W3pgLH0kBEqAwKw4pZhXqm/p5nCfhRNbJsRosmJHLe/9qZuTiw382AoDg+u+5bRQIuRR/EUEFM7HxoKSuYTGAVCoZ9B38Nn30bJ8L/Q4fWjudrI+lJmhh0imQEqO5pPP8WCy6vg9Yp90rSoL863smIIHDI/Gtk1rOmDEDAPDaa69h7dq1kIZwhlOnTkVVVdXFHPLKNhFWbqYq223zQqshIAE9WbEsxKArF2qlnP3Mkm7GoRNdorCy4019QAjWOcaSiPf+cYIHiX/vHyewfG4hnKHF5aVNdcIqdI8Lmz9vRGVZNhbPyoNRp+TB4uke9gBsLh8gCfJknRQKGU+LnNnIrlxQjJXP7WIn04eqi+APBNHUbsfwZD2272tCW48LcSYV7rw5n5ZXpACnh2TlnxhLjtVAq1HwMmjcBWfTZ420SsFwE0AN9CVWlNDjoFbKWOmpSK0BMqkEo7PMAPMnjkZ3ilnDI8FyuEmQAUqwiCTFaqBVyvH4m3u/9aDpOzGOfw6L1+LZB65Fr90Ls14JL0lh11etAr9s7x1Ar7T1uHCixcouviadSnRszQYV/hRiteYSqKbEadHa5UBaog5/Wvc1qqdbWN9iEAd2J4mOXhfbUsO0EjHXlJVqpDftEuDQyV6s39EwIJmXGYf/fm2faFWvtcvB+m1yrAaLZuWjtdMOp4fEp/ubWUjmopvykDciBkAQFAV+e1OPE+Wlw9l3igkaXtjwNRbMyMWo4SaalNUbgFJBc7302sR7UH1kgPURnjZ8WDXxmfsmob3PjbZuJ0g/xSaAGP8rHBEz4LsaIrSJ2vPD8MeoRe1KtYuQyWW4iMSQB/EmNVo7Hdi+r4FFQkZamzKS9XhwfhH6nXQ7oU5L4KGqMfD4/Ojsc/MKDC9tqsPsqVmYNy0bff1uAEGoFXIYtAr8zxt8IulXNx9BVbkFf/+4HtlpRqyoKoKPDCAhRoPVW79BfZOVXWttLq/ovbT3ujA8SccmbFZ/Ui9QMRIoIoXNP5HaYbJSjXhqaSmLQuEmLbhV4ihR7xAtCGSm6JFoVsPm9sPj9SPOoAQkYImQAcY3juLxu8ZH5AOQSICHqsfA7w9AQYj7uS9CKwQkNOKGQV1UlGQK0DcvvneYl5CqCil3cfm8GK6FtSEC6dlTs5CaqINJp0RjqxVkiAPCS9I8K8tmF7C/3fKv05gzNQt3zLwGz687iOpyfuzB+OvsqVkClIKPpNgEYf4IMxxuvyjnCTfBcvdtBXgmbIzXbDuGh6rG4Ey7DRIJ8MRd49DvpFtbHE4fzvU4afSKTonOPregZWXQFgxBDPDtJ/IimUohx8m+fgHSK9EcTUZETWg2p/j8b3P6eAmJweyiEhKM9fX1wev1Qq1WAwCcTif6+/sv5ZCX18TkwBC5osLdcHT0uwWa3UsrRkEhl0KpoBM2/Q5vRFZuugctyF4HQ+zDtfrTvays4j2zC/AyZwNVMyMHn+w9g+VzChBrVKKzz4PnRXgD7E5aAvJP6w7xroGB9nHNSwZwpm2AzVuvJdDR4+JtnpbPKYTNSVdgPtrdiOkThmNVSNpsacUo3nhwIXLM8V/dfIStHHnJAShsWpxGtC9x8aw8PL18Iry+ADbvEl8868/0CydqKdBj86HH5kGsUQWDlgAkEh4pEnNNL753GA9VjYFeS0APQsDBcVk3geE+qpHzsvrhC5VODQG6YNnsAmzde5p3WCo4AE9Uq8T7U9VKObwkzS7N9U0GuXLv3EI8cnsxvGQAbm9AoF9fu68J99w2Cv4AhcobLLxK3oOVRQDoZ8RcK3OOakTipVCx32XUPbgQzHvnFqLfQfsmFQyGek+HC67LH6B4CT4m4VFxXSb+suEQHr9zPGxOHzvGybEaPFhZJKpBrhWRTuu2eaFWyqHXENApZQM9qhIJzrTZeVUYxv+4knndNi+6+90DbSUAVn9Sj0cXlkSD+KhF7UItGCFZGEEOVK8RrmXMfJabEcOuTwyvzvBkvej82dLhYDdm980rRBDA6x8dwe0z8rC29jjvEr1kAPEmNd7d2YDppRnYsb8Zmz5rxINVRaJzYYxeheRYDSaGQWaryi3o6veg2+rBq5uPoDrUQlq7r4lV2Rg5zAiHywebm0RXvwctnQ6UjRe2+q0NzYnrP20QTSJEaoeJMyjZ7zV3OUWvP6ocdIEWBHRKOY1oAehEUku/6Nj22b3QqsSTDQpCiufXHkR5aQZkUoloG0icSSX6WyUhBY+3IUIiTi6TsP+/rrYB99xWwPsew7Xw5N2ldDHLTSIYDOJESx+2f9GEmyaNYDfxXjIAo07B4w776lgHbhiXQccdvoCAXwUAS0odnlxj3pFVGw/j/vlFotfFcJ4oFXJ8E0G9pLnDhvU76OTGPbML4PP5Be/h1r2nMakghS3UMSjdobRgRCLj/S4TeW5vQJQk9JepUZWNqAlNjC9RScigVMgG+RXfLikhcfPNN6OyshLl5eUIBoP45JNPUFlZeSmHvHwWAco5LE4jOhE8saQUOpWcDVrkMpmAAOfVzUfw8zvGshv46vIc7D7YymqLMwHB8BQjNn92AqMtiQBoJEAkskaATla8+2kDm5WVSiSINapwy+SRcHv9+Oa0W7DJWVfbQPeyJ+jQ7/DykAdAZGc6X//pqo2HWfj6A/NHI3+kCb++ZwLOdTmh1xA8lEdrpz1ipp377/ozvTCGmLfDz/e3LfV4cmkpAhQlIAFacms+FIQEr33wDX+zJgUONfbyNuXL5xQgO92I1ARxksHmDhvmTM0C6R/gCWA4OC5bZVrERx9bPG7QhcrmJNn7Zv7OVN9OtNDJwziTCsOTDKgut4AK0okzscAkEKBEUUBMP+SL7w34wqJZeVg4MxdGrQJymQwdfU6Ul9IcEl1Wj8A//xy65h6bZ8i+GWMYQHJE4nCpLMvG5l2NeOKu8SxnBsMDwaA3po1Nj+iXXjKALqubl7CgESV9ov7npyj2usOfVXW5BanxOiSa1ei1eWE2qiKSXHIl8xgoLDcRWFVugcNDRoP4qEXt2zCRufWRmmK6HcxJI89+dnsJTp61gqJoQt3ppRmwuweqQgyvTpxJhSW35vMSrswGCGAqvYdpKU4niT67W3Re7eh1oa3HxUsEtHY4ROfCXpsbC2fm8aD13MQqk/B3++jWjdlTs3jXd/dto/Die4dZaPz980dHnBMZdFt7n5vHAcHw3qz+pJ6NbfKGm+nkfyiOuBgOj6id3xwePyQR+InkUimLouEmonLSY7C+lm4nXlfbgIopmdh5oJkXs20JkYczyFSuP6sUMkgkft45xc6fzGlH8JIBxBiEPkDIpOixengttdXlFtwyeSQ+3H0K00rSsf5Tuhhnd5Fs/JAckn8PYkBVhHtshqsCCOLhmmJo1XI4PX4gCMy6dgTcngCb7PD4/ILrYjhPWjq9ONbUN3hBMXR/L4fiK7H3cMue03j0p2Nx6mw/fCSFmCEWuC6KjPcSzRVV2YjaBZhGKRflHFErh55muKSExEMPPYRRo0Zh7969AID/+q//wpQpUy7lkJfNImUgf7awRPSlPHyyG5t3DWxQnR5S9HtcNu0d+5swa9IIfFnfjsqyHFb+j6laSyV0W4MYIZZSIcPGz06yx27rceFMu43NBjOb08HYihmSvj4XKUAe1MzIxYqqItF2CtYiZMCZz9dsO4aaGbnsolJdnsPrpa0ss4hO5twJmZncrU4fu9ENP983p3vhDwSx66sWVJZlw2xQo6OXRpQw/BUePwVDaFHlVt2ZY6zaWIeHqsags88ZcYGxOUnBxvlywkvFfDSSrOzZHhcMacaICxlTMWA2u8+vO8jxhRwYdQpeS49KIcO2L85g7vXZPG6TpRWjsH3fGfa4jC+8uaUeD1WNwVtbv2ED7YwkPf607uuI/ml1+hAfoxb1zYcWFOH5d/ib+9Pn+geeXQTfNOlU0GsJNJ61sc+yujyH5SJhLJJfMhne8GM7PQHsPtgq6n8PzB+NjESd4FmtDSUFG8/Z2Erp43eOFz23VkXgtyGuGTEo7LqQlnrUoha1S7fwuVWvJXjtYEw1c7QlHk4XiUkFiejq84CCcO6wO0k43SRLxKxUyPDGR0d5fEpeMoCTrXRSc//RNlF0Zfi8CtAxRHiyY9mcAmzY0YDJY1IHTfgzc9oYS6JAAvuV9/lIxXNd4uuiWiETtDhyk/R5GUZeDBD+90iKHJBI2E1w1C7QJMCpNjvW1R4X+MaSW/PR0edEW4+LlbHm/r2q3AIJZ+20O0ke+lFJyJAQo4HV7hFthXjqngl4oFKDF9Yfikgi3dnHV7JoarMJvrd8TiF+87f9ouslEz/Q70UBfv/WQMvE5KJUvLL5CKqnDyB/mEKBGKcFt+2oqtzC8kkoCRni9EpREkmKCuJP6+m4RUy9hEEfM+YlA2wxkfsZJPT4nj7Xj9WfHIOSkGHSqMQhPeLLkciL0StEz2nURZOHUROaRBKEgpDy9q7L5xRAKhn6pC49/1eE1tjYCAA4evQokpKSMHv2bMyePRtxcXE4evToxRzyslukjRvTP8o1ZmHXawm0dDpwqt0BrZoQ/R4XYcBAwCqmZLHJCOY8L22qQ4JZg/vnF7GZaOZva2sb4PEFeAFN+EbeSwZ4fe1i1xJnUAJBQCYRIg/WbDsGq92DlQuK8VBVEWZPzcL2fWdCVW36WFKJuIZ1/ghzqCKexwYigFCHeffBViytGMXLZC+fU4DdX7ey/15yaz60anpDZjaqRM9nSY/ByZZeTC/NAOkPYtXGw1hbe5yF9L32wVF83dCN+uZ+QEJLgIpmen1+fLznjEBHnlmouG0M3N99XzrQ4Sbmo5H0xjt6XbC5yIga8b02Nyquy8R9c0aL+MJxJJi1uGaEGcmxGowcZsDwFD2mjU1nkxHMd1/dfARjQsgerk96yQBkMglumTwSmz9vxPodDWjpsA/qnyatIqJv9vXzfXPLntPY8q/TgmcXfswYgxIPzi/CJ3tPX5BfVpVbsPvrVtTMyGHZ67m2+2ArqqfniPrfCxsOoS/CfEIFg2yw4iUD+Ot7h/DA/NG8c6+oLILXx6lOREi2OD18jpaoRS1qF2fhc6sYGvCFDYeglksxMlEHg4pAZooeKoUUNTNyBHPHlj2nsf7TBrT3utDS4WCVBSpvsKCyzEIjIENcNjdPzhRFV4rNq9xkR2WZBZVl2TDplJg3zYL8keaIsQoDJd/9deughQXGduxvwvI5Bbz7qg71/4cj0f60/mvYXPRcZHOSvBgg/O9cRY6FN+Zh02cn8ezqL/HoX/7FrtdRuzCzuUgW3cJIw1eWWVBxXSZdKPNRUBIy0UTUutoGJMTQxQlGplpJyBBnUqG6PAfL5xSis88Fk16FtbXHsX5HA0tW7iUD8Hr9yE834X+WT8TdFQWQSiWoLMtmz1+7rwleHx0EM+/G9n1NUCro/3/8zvF45r5JCEaItahgEFIpTTr55NJS+MgA/3sSpmofYNEfEgmwoqoIS28dJdpyMK0knb33aSXp7Jpr0BAsv8zTyybg6WUToVXL0W3zwksGsPNAM8pLM1AbkvmtLrfg8btKUbuvSRCbS8NUCJnPllaMwta9Z5Acq8EvFo2D1emDzeM/r98zibzwOMGg+e4KYx6fH/fcxo+L7rltFHxkFCERNaGRfogWfi/EXS4KIfH73/8eL730Eh588EHB3yQSCT799NOLOexltUgZSIOWwGOLx6H+TC8rsVVemoG9ded4lYLkWA2WzyngtQUIEAYIQdP6xTfI9Wd6kRSrHbSiHZ7p5V5rrFHNW1jCCam6rB4YNASsdvHNUr+TxN8//gr33FbA9rT22b0shC9rmEEA3WP678pLM9BtdfGOy/YGLp2Awye7QFHA9n1neGSFH35Ot64oFVIMTzbi1c11PMnNhxeMwR/fOcg734vvHcLsqVmo/XcT5t0gzn1BBYMsmiHWKN4DqVLI0G314OOQVnRLh51HeCiNAIH83uGlod5mPxVkJeGYBXD3wVbcN68Qf32XL7WmVMjg8JBIMWsEWX+uZNeKSvGe5K4+Nw/B88D80dCo5BED2fBKgZKQ4fQ5G5SElNWiZ5InYv65bHYBDDoCze3iPcZubwDPvcP3TQBs33bmMIOgz7u63IK/vndIoKox4JelsLlInDlnw/Z9Z1BZlo04kxpEqMVkSnEaFHIpkmO1eGD+aF7Vr7w0A5/sOY1bp2SJXm9Pv0fUd6QSCY9pva3HhRi9QkCyZ3OfHwobhTlHLWrfjgnW/wibdh5EOggYtUp8sreO1l730fMml7Ru98FWLJyZh8Wz8kTUiXIBAE3t4q2MyXEaJMdqML00g+1358poxplojiWGZC85VoO7K0bxEGxLbs2HRiVHxXWZ2Hv4LJbPKYTTQ0ZEhDFmd5KwOX1YuaAYAYpCr80DigoiwaQZdFyGBC0PAhQVZOVBme/w0IcR+DyiJjTumLu9ARaVGmdSYebE4UiJ0+DhmuKILbPtPU52Pf54z2nUzMiBXqPgkTwvrRiF5FgNSxINDMimA4DDReKVzXW45Scjea2FjMqGJd0Et9ePzj4XJhelYuNnJ9Ft9eCppaUsn1Kk9dKSboJRR+BMmz2itO3OA80C5M7yOYWDJt68ZEAoNQ/AoCFC7ZI0YqO6nE44MrHitJJ0th1p864TAvLX5XMKIJMOrNnJsRosvXUUbC4SZoMSc6/Pglwmw2/f3M/+5rytwBdBxnupRshl2PHvJnZuUylk+Gh3IxbedM13d9Ko/WCtL0Lht8/uQaLhOyS1fOmllwAAO3fuvJifX5HGhRIyk8QjNcVobneEySjRUMoxlkR2EspOM+K2KVkIBoP49d0T6AVfIYdRS2DhjXlhEn/5ONNmE51UC7PiQMjEtZQTYtT45Z3j0NBsRUaSAW4vySPHqSq34J1t9Sxkj2ErTjRr0GtzY0/dOZTkJkEilcCoE4di0SRFAR6pIdMXqyRoiahP9p4R3byvq23AiqoiwXHtThI6lQxpCXp2HJrbHbhv3mh8+PlJ7PumE/u+6cQdM3N5UDwmQHlyaano+V774ChmT82CWSeeSGLaPaxOH9ITtIJk0d0Vo/D+LroFptvqwUe7G1FVnotjTb2YNjYduw+2IjPFcFl1oAGI9jZzYYcLb8xDSrwWs6dmQS6TIDlOi84+F2xOEmolHQCmJWjxxJJSeHx+xOmVMGgJjEgqgdXpi8gg38FR4WCqg08vmyj63VEjYzEyxYg3txxl4Y9cElUGCsxNRHD90+H2we7yofGsPWJiMDVBD72WEBBudls92Px5I6pCPa2zp2Yh3qRGl5XPWs/tpQYYv6SJJr0+P5rbHRhjodjEDvfcTy+bCKVCKuqHo9vsotfbZ/fg3rmFbNDNPDeVQob3OK1XSkIGnYpgKx1Wh4/uy9YMzEdiUNjv3Q+jFrUfsYWv/0NNRhvUciy8MQ8tHQ7s+qoF5aUZvHV5zvXZ0CjlkEmlAkLnNduOsTB48TnYjXnTspGaqEOMQYVEswb9Dg97/LJxGbwKcFuPC+/94wSPI6f23024bUoWTV6ZGoPVn9Tj+pI0wXyybHYBNnw60P5ZVW7Bh/88xSoUpCXq0NLhQLxJPei4DBVaPmji4jIoCvyQjTvmzBpbu69JsFH+xaKx4nFnZhy8pB9PL5sIp4eEgpDj169+wfPVVzcfwWN3jsNv3hjYRDPFqEcXlsCkV8LuJPHhP0/x2hhXf1LPtjF+/K9TKMhKACQ0f0MwCPgDQdg8fhg0cjxQORovrOdzSMQaVejocaKhmVYBqy638Hx398FWNgnHxBTD4rWwOb3QaYhBE29KQgadRkG3CwE8EuqWTgdbSOGqbXDjjT9v+BrdVg/OtNtRcV0mMpL1GBargYyQoqPHjdlTs6BUSKFVEfj96i95ScKN/zjBG182GRcishZNxEUi4/2OTEHIUDY+g9fGfc9toy6IpDBqV4+ZIxR+Y/SqIR9DEgwGL9qtu7q6sGnTJlitVt7nP//5zy/2kN+6RdJ+FrUwzV8AEXW1qWAQ63c0IDvNKGDuXz6nAKMzzTSRU0jdodPqhkQiQWevEx/967SI3nI+TFolMofpBaoJy+cUYPsXZ3Dz5ExIADwfklZ0ewJs3yXTC7doVh68PgqpCVo0tzuw88tmAHx95DtvvgYUFRT01gE0XP5ntxfD4fXjRU7VnbmGgqwEJMXSRJ/htvDGXEilEvH+UgnQ0uWikSYUsPtrGmnCVNRvn5GH59cdFBzz8bvG42SLFWtrhczJP1tYgrwMI1o6XQIEC7MZZisuMqDT6kWvzQOzQYVuqwt/Xn+YzWDXTM/B2W4Xy5kwIlmP7FQDEOT7hNgm8LvSJwcia7s/saQUOqUMBg2B5i4nXnj3kMCnHqouQpBC5MBOQpNhNZ6zCQg/3952jAdDBICnl01Av4PkHe+B+aNh0NLViwSzBqfP2Xj+CNDcIQzXCY0kKmQD5oMNHZhYkMJDGlWV5/A28kyANaU4DUWWOLT3uHh/X1FZBEiCWL31GCYXpUb0TyaoYJKNPj/F62VOTdDhD29/Kfq7YfE69NrceOOjevZzpgKVaNaitdOBHfubWDRG7b4mPLZ4HDzeALptHhi1SqhVMhw73Yu/bannvXfj8hPQY/XyfHjhjXnIyzDC5qR9z6xXQk7I0dnrvKjqyHflo1Ed7sEtOj6DG3d8LtVHL3mcOeu/Wa9ES6dTlJQ2M0XPf/ckgNMXwInWfprLIUQaaEmPQbxJhUAgiC+Pd+KtrccEp/z5HWNByCRwhq233IQuVzZx4cxcUFQQZoMKMpkUv3/rgOCYTGIlzqQSrAkMZ8W8G3IglQBWhxd6jQLv7WzArVOyIs7fDL9VcrwO57qcgvmXu6ZEIvPljpvN48ejf/mXYF175r5JAMTjrvNxN33X79oVO4eGjXlyrAb3zh2N/3nj37wxFFtbV1QWDawzoU1wd78HT7/xb8FpHllYgq5eF9y+AM9HnlpaivQELRvfDU824M0t3wjQFI/+dCye+fsBUW6HFZVFyBtuxNkuN7qsbigVMnRb3SDkUmz87CSmjU3H+h0NqCyzYOeB5gHJ8FAMMXtKFmQyKbqtLhi1SvxhzVeisTm3mFMzIxcf/rMRdieJR2qKAQCN52wcQj4FNuw8waKR/qO6GH5/AFoVgT++85Xg/rjonsZzdrR2OeAlKR4PGfNdbnGEscfvHA8vGUBLx0AscaGJuG/TRztsbvTavGjpcLJjkpaohdmoRKJefUnn+bFYdH0fsLZ+N9p73Dz1x3tmFyA5Vo0k44C/DOajl0Rqee+99yIpKQlpaWmXcpgrx8IykJEkqjJTjaBC8PnhyQZB5WPVxjo8vWwiYvUKQXLhvxaNhd1JslBzBSFFSpwOFEWh8ZwNiWY1D5qlUsrR2GpFxdRsvPnRUZa4igvNY0xJyOD1UUiJ16LL6mb/XnmDhdf36fT4RdmUy8al4755hYgxqDBST+CZ+ybB4SGhVilgtXtwy3VZ6Oh1QhVB9cBHUtj9dSubaedunGwukkdaBAxUrQGgo9clesw4vRLEcLPo39Litag/0y+KYGEmc6byHP69mhk5qC63wO0LIDvViNZOh4BINDlWA51S/r1mpcMtUiXJ7w8AShmaO53Qagjc8pORAu6R5nZHZFJOThVKryVQVW5BSpwWWjUBry8AQsanl1ESMkAiRVqijvVNiUSCVRsHmNkfrikWJYtk+imVhAwLb8yDWilnvxfum209LvQ7PDzfZNAIaYk6JJiUSDAoWd9UEnLYXD40d9gxvTQD7hC0UNRfEvWoLregJCcBhEzCBr1eawBra4+z0Mzw31EU8MKGQ/jVklL272LB/tKKfDhcJLbva8JdN+cL0FX3zi3Ezi9bePe2p+4czEYVr+WmqtzCk/VkfC8+Xg8V81iilcKoRe3btbD1Py1BK0rkJ7Yx9ngDsDu9WDgzD23dTvhICq+8X4dHF5ZAJqfbEcXmluZ2O9bWHkdyrAaP/nQsjjX18eY8ADzOmdVbj6GyLBsvbDiEJzjzEfeYBg2NgBRTHmKQjC9uPIRpY9MhlUjYZHTBOVvE+XtEigHtPU6srf0K00sz8FBVEaQyKZJiVPRYcKq44ePGRWfGGVUwqOWiiFRmvT7X4xqYI0GrjHVbPei2e6OoMDHjwPm77V6cbOlHQ3OfIG4gAxR0Kjkev4ve+DJoSSZGZRLz14yIEfWr1g4HAPBkNZWEDGa9UhDnLrk1H04PCbc3wD4/5prESJqZuGRYrBp6tRztfW443X5eYkxJ0JV5MeJNqVSKd3c2oCQ3CcPiadndEy39mFTg46CQ6MWzbFw63R78QR2bbJDJpWhqswliwNlTMvHK5qM0olIpg8GkAiQQIJ95iMUgkJmiR6JZjbZet2j8Jg1j71MSMpxs7WcTj0xC8nKSqEskUvxp3SGBH/z6ngnf+7VE7co3igLqT3XhV0tKYXV4YdIp8Y8DTUiISR/yMS4pIUGSJF544YVLOcSVZWF9i5Hgh42cieOBCPJY3TZ6Eg1n2n95Ux3bj77zy2aBwkFSrAaFI2LYPjaGaZ+ZpCSSyH34984txMhkPXRqORrPytiKsFg/rNiknjfcjHPdDjz24h42c36224X/fp0P09u066Qo03DtviYsvDEPsXoFYhkm3lDwEGljLZXSxIw79jeJ3o9BQ8CgJQQ9/A8vGAMvSQnG99XNR0LQegcUcnrWF1OnWLPtOJul/tnCElHyo+z0mAGd78tkkXwwiIEqEjNWTIIFoIM4uUwSERYLDPimHvRi9xyHq4PhP2GSDUsr8vF/a79iEz1pCVr87IV/8cbsbx8dxb3zCnmVvpoZOQDo7H+cQUkv2hKwLTRivun0iCfbrHYP6s/QwVd4nyfjgzsP0IggMf9cvbWe9c/mTmGyUYzBngkMvGQApD+A++ePxjvbjolK7L26+SgeqirC8jmFMGoJPPqXPby/v/jeYbbayVh1eQ6vTYTZNFRcl/mdSnpFLWpRG9x6bV7eu8oY770UQQRw2futTh8UhAyvbq4T5XVieKDaelxoaLaKJgTCyatNOlru2B8ICDb1980rxLpP6bUt0SzO99DSYUe31YPdB1tRc2Mu+52dB5pF5R3jjDSi8JO9NMk1t7L9wPzRyM8wRRw3scQtU/UV7YkH0OfwsfM/N7Y42dIPrzdwdbducGJUs1EFKkANwPtDsZLb48fZMJUUhm/k2be/4j0HqVTLJiOY57RjP4GlFfl4dbNwHbzz5nz2uMwxGBUK7hr22gdHWQlw5vmxBO/n4WcxaAj0u0heDMC0LW7fJ4wT75tXiH6HB2NyaBLYXpsb99w2Ci+/fwRuX4CXQGFs4Y25mFaSDgUhRWoiXbEViwEfvWOsaMLhvHwOQUCnksMcIX7jJijD5wJuDLD+04bLFgdEitn7HT4k6IfGCRC1q8c0Kjlyh8fh/722j/XruytGQa36nmQ/8/Pz0dDQAIvFcimHuTIsgg55+IIfPnGET/wAPeEoZFIcbuwWvNBtPS6oFDL85t5J6Oh14fmwTc2L7x1mYYvhk/y62gZUlmUL+vBTE3RIjdMMTIrUQIY2Oz0GCAaxeZdMMLmHyzOt2khvmNKTdGjpdEBBSHm9dNyJkjl3dpoRBo0CXtKP4uySgWsYYnKnyBKPXpuHhxqBhFb0GJmsZxeA/OEmllxUScjQ3uvG6Tab6ITZ1G7H+h0NLIxusGQIAHh9AdG/e64AvWWDRi7gv1g+p5CFRQH8zS5z3zUzcjAsXic65hKJBFbnwJiIVdKYxE5Tux1SiQQOF8lWKv60/ms8saRU1LfdHhIrFxTjTFs/KAr4ZO8ZLLwxDyOTdOyzRBAYnWnG08smwu3zY3PYNTKqF+FQS4lEgtWf1OMXPx0LL0mhpdPOaqczPCbMIl67r4lF6mhVBLykHwUji+H1+WFz+0X90e4kYdYrB0hsOVwRzLht/dcpzJ6axVMMYcxLBnCm3Y7NuxojygWnJep4gUhaoi6ib0ZJK6MWtctnQ+FDYJLdei2BihJ67fKRFAtJN+uVaOmiZRe561tGkl4gBcooW3DnejHyapWSRoDJZTIo5BRPnjnWqEJzuwMnWvrx05tyI26G6DYMCeI4nBDdVg8+/OcpVJVbkGjWAAA6e11Ys/045k2zYHJRqmCdeGHDIUEFlztuYmsLF6UHIBQvSNjxDFfpWFfbgJULivHqB3URESpXhXFi1EhtDwq5FGu2HcOtk0fyOIzC+UaY58Cs4xUlmexz8loDcLhJHsqFaR8aFqsRbMQjIYmZxMO62gb816KxeHlTHfv3wd4rm4vEqo2HeYkHu5MmhCwbnw6ZFPj1PRPg8fojtk8srcjHygXFoIKU6LlSE/QssllJyLBywRjReyADlID0EsD5+RxCz2r1J/WihbZh8QPjKJfL8H9rvxLIAjNk4ZcrDtCqxPnFLmSDGbWrx1wev0CF75XNR/D4XeOBIc7Xl+RZxcXFuO222xAfHw+5fOBQP0SVDbEq+h/WfIVnH7gWTy+biJZOB1QKGV7nBBFxJhUIuQQPVhYJeshf/eAI7piZJ/pCt3Q6kJ5kQHuvS3QStDp98AfEZZC8JIWdB5p55H3pCVq6kh+eoVXK6c8l4CVW7E4SqfE6PLm0FIdPdvM2Xps+OymqVc38nZko7U4SaQk6jEgMbTTBQUQMMbmzorIICUYl7A4fmyBhCDRXVBZBpxq4J5tzoOWj8gYLNn/egIopmaLjqySkqLzBAkgAFxmANgK5UUlOAnIzYljJ1vC/xw2RGfa7NJuTxPodDTyYv83p4S3AwICySJxJhWkl6XB7/QhQQSyalYc3OZwFS27Nx6qNh/HwguKBe45QsWgKba6rwoJiLxmAx+cXHbM+mw8ffH4KD8wvAukPYNKoRHGYLQUaRSNRCPyisswCHxkQhUtXl1twqs0u4JhgIc6SgdYQFqkjAeqb3Tw0RSR/DAbBqsasC6sErtp4GJOLUunqTwTfG5FiwENVRRHbRsIDukjs4nnDzVF4ctSidhlNrK3ggfmj4XCTNPGsWg6rw8erLjPfW1qRj0dqikFRQbR0OKAkZCxBNEAjoxhySsbsThKpCTr89KZcaFQKaFRy9Pa7eSSZ1eUWdFvdqC63QK2Q4b9D1SjGkr/SsGhCCSSCwkN1uQU9/S5s3tWIB+aPxt8/OirY+AEQJEvUKhmk0iEoj4SN22DVcBrhxp9/tWpxJafWTjt7PVcrcowbo0Zqe5g9NQttPS702X34/GArWxyIN6lFx9XpJpEcq2HRNEz8EAgEMTzFgDc/OspTPWPWJO74SyKsYVwJcIoKsm0O5yNptjp8ggQegkCv3YsD37Rj4cxrYLV7EWtUwe8PiMZCDIks044avpa/uWVA/lSvJaDTiBO9mw1KfksSMCQFGO6zYu5DKgVKchIQq1fQ3ydkMKgJ2Dx+wVygJOhWqctJXi2XS0XnD0IuPf+Po3bVmdvrF51j3BdQ2L2khMRrr72GP/zhD0hPH3qPyJVq3Co6MylDAtjdfgQpCu299KTHTBxiUMQlt+bD6SZZdv+OPhfuvm0UXnmfX+lVKmSwOj0YFqeNWME+2WqNOMnbnSQUBN0zt/DGPN7GnbWwSTMvQwgxa+5yCsgimQ1XeIWCqTwrCVoNZFJ+hI0mBk/uCGBuYWgOj9c/AO3nHJv7fBQhNRCxtpWFM3Mhk0qwfge9Cd+8qxGLZ+UJoKgrKot4G9bLrqYRwZjFmQlk40wq3HlzfkgTfqC/VknIoFbIBD7J5cpAEHB6SLT1uOAl/WwFBRCvWAxP0uNXS0rxQohNmvs3pVwmWKxqZuTgk71nUDMjF8lmFU3qCpx3Mc9LN+L5h6eivcdB+4WWwKk2B17cWIdwSzRrBKgixj83f94o6psX5I8AHl1YAoeH5HGhONz0uDEBdiRp3dc+OAK7k8SiWXmomZGLNduOifoUF/IttulJi9cMjF/Uoha179/CoNnhnDkrKoswLF6LsnEZIgizo3hyaSmsTp9oO2J6kk6gwlNVbsEf13yFGycOh8dLQqeWQ69V8BAQZoMSVocPCWY1fKQwAGRkhJ9YUoquPjfe3lYv4Iq68+Z8PL18Ivz+AOqbrOjq9/CQG6u31gvm+64+N4aniPNgCCq4oXF7YkkpbE6v6G+0KoJtR2XG7E/rv46o5OQjqcjnu0qMh/SMkOhh+EYgAf1sP6jDtJJ0gToVQI9lZ58Lc6/PRpfVjeRYjSARf9+80UiMVUMlk4rGQ2JoBm6RgDlPrF4JQyLBvktmvRJjsuNEWx4YhA3XpFIJCrLiYNIp8f9e28chotbi7opR2LTrJI9rIj5GzaI9uImNwqw4gKJ4SYxpJel4e+s3bJsHi2SYU0gnD7jrsEixTYx4kvusuInI3IyYgXbmkIklPtn2a7HY/nsyQi5BolnNm38SzWrI5ZLLc0FRu6LNoBVP6hkuYL6+pISEwWDATTfddCmHuGKMmQTDqx1MJUGrkuOTvWfYiVcMisj0zTEbRLcngLR4JWpm5CDOpIbHG0C/04MPd5/CIwvHik5E980rhN3lg04tF61uk2QAD1WNgVYtQ/HCEvFNcwSEQrxJxYNHmg0qVJfnsIvYzgPNEasgTOV5RWURUmJUA/B7EYvUItFr9yI9TiuEuXHRHAD/byLPJzVRz1acuNnn9EQDFHIpnn37S95z+duWelSXW8Sz1KFzfd8az0M1LvyVSYJxZZiY/szppRkh5Re+nBSXK0NJ0OzOSiIkNamlfTMlTotlswt4uuNV5Ra8/tFRZKYYcM/sQhxvGlCAqJmRi7++dwhkgOK12KTEaTGlOA0ZiTrxzbQIG/jyOYUIBoNIitUhPV7LthwlxKgFvml3kpBKxXkxpFJE9M0L9UcuFJMNHkJVIAAC30uK1aCzjy8z+mbI52ZPzUJWqlE0ycacU9T3osmIqEXt8hsnechVfmA20M8+cG3EtqvDJ7uRm2EWbUeMN6nxzeke/PKu8fjmVA8Ppbhm23HMnpqFl94/guRYDZZWFKC1045EsxYyKeAPAJ19biSZtUiO1WByUSpLALn7YCt0KgKQSGBTyES5opra7PjTuq/xwPzRSI7V8BLeybEa1MzI5fE1MZxBTi+J++ePxl84f7t3biGkMimb8OCOm04lx182fC1aofb6xKtpXtIviImWVoyCw+1DdXkOMlMMV8za/H1beAuRWPDPEEgz/2Y2w3EmlWibrt9P4ZWtR6DXElh6a4GAoP2v7x7CL+8cj4RYpeiYh6MZFIQUmalGnOtyYEF5LtQqekNi0NJrGq/NAXykhc09wI3xSE0xWrsc2L6vKeTfQTicJLZ/cUYUkcRVz1hRWQQjZ3PEla6flJ8ISMJaEULJGz8VxIqqInhCxNhGHYHmDicPBSFW3BAjnhyq/C2AwePPy+jnFAV4fAGkJ+rh9vqhVsnh8ZIIRmOTqImYRALBnnXRrDxILiB/dUkJiQkTJuCZZ57B9OnToVAMvGj5+fmXclg888wz6Ovrw+9+9zvs2bMHv/3tb+H1ejFz5kysXLnyko4dCW7FJAdaOh2ifZKP3zke00szsH1fE7sJGWzjzmwULekmBKigYBNJBgJAkK4OP3P/JHRaPVAr5Th11gqnh9ZXvunaEWx1OyNJj/d3ncQYSyL6XSRGZ8UNGaGg1xJo7XLgD2sGeuYY2UOGVTg5VoOltxYAoNVDduxv4mWcz4eK4NoFTcZDNO7zeZMDM2V0oZfcmo/XPzqCJbeMEocN+QKDZqm/b43nQS2MuIoJ0CKxpj+9bCKsdi8az/UPySfZSr2Ezmr+4W0a2jh7ahaS4zRQEjK09Tgxf1o2dBoFfvfmQKvD8jmFiNErQAaoAekt0P3PVJCW5srNMImSgXL9Ms6kQnlpBtuGw6s0AGjp4KueLJ6Vh6Q4LWxOn6h/CpJMHPs2/JHxv9Wf1LPEl4zvLZ9TKCC/Y31uRwOeWloqhH1y7UryvahFLWoCGyypGQnpSFHAS5sOsy0UzKZo+ZxC/HEN3ffOEk+HHZdJxLb1uPD7tw6gutyCc90O3ibMPE+FO2++BqfO2dl20eVzCujNXxDokkkiVq6ZuOaxxeN4czAjN8xsjpJidVBIg2zRINGoxjP3TcLZHhdaOhzY8q9TKMlNQlqiDsPitDBo5DwJybtuzsfrHx1liwF5w81IS9Cgp98nivLTqQikmDWDolKuVuMWsA4e7xDwLDEcEkqCJj2/Y2Yu3tpKI/TsThJGnQKP/nQsrHYv2kNJhGlj01kkQY9VXN3km9M9MKgTRdtkmLWV2fRnpxlhNqjw0T9Ps/K3I1KMONNOk4zrNAphi4NIAe3xO8dj+74mAWKDQSGLEVBypdCBQVCvYX+ThooNfXYvmtrsbNKw2yrDGx99w4tNIs0Dg7UtDQl1ewXGAD4/TWD5Ui0f4Z0QGzj/j6N21ZnNSeIfX7bwknrv7zqJhBgN4nVDa3+/pITEhx9+CADYtm0b+5lEIrkkDom9e/di06ZNmDp1KjweDx577DG89dZbSE5OxrJly7Br1y5MmTLl4g5+HrhVXroRSoVMdMIJUBRKcuLZtgJjBHhKYVYcxuUmgCF5JANB0U3kb+67lr2m9l437C4S/8thQK4qt+Djf53Gwpl5WL21HurSDEwsSOEhN7gbOG6SxeEmedc1rSRdMIE3nhuQOGI2h1ySH27GeeWC4vOiIrh2wZPxUIzzfNbWHhf0Fzo9JOxOEnFG1aD9jExLjKCic6VYBHTLM/dNQnufuISU00MiM0UPk16JTZ8JWdrDfZIrxcoQqHmtAezY3yQgyqout/BITVdtPIwnlowX/R5zPnajL4nsl4ORnQEQJNQ8vgB+x1GcCa+IREpGAN+SP4b879GFJfD4KTxUVYQz7XYgCPTZ3RF97or3t6hFLWrnNW5SMzvNiNumZMHrC0CtlMOglQtUoLi8NjF6BbvBDifho4LilW5mrmDaRxPMGrR08Amm//ruYZ6Swcd7TmPVxjq2WhtvUuP1D+lkQGKsBh2hTSiTyPWSAQSDQVF0FrM5io/XoavLPjAQoev607qvBZXq5FgNKsssPFLOFZVF+MVPx6LX7mXb8cIluLkKXeEtbWKoFEZS/aqbT0Nr0LMPXItTbXasqz3OT/TEa4AgeG0Rz9w/CV39XigJKVQKOZ54aS8qpmTyFCwY5ClByLD582OC50JRoCVXtQQv2SQm3zp7Sjbe2vqNIJGwtGIUHC4f1tY2CFocxApodpdPVMnqtQ+OYkVVkWgc5PcHaFnO0DG1ajmeXjYRXtJPI0I56z0XkWDWK5GZYkBrl0PQghpnUqHb6mFjkyEXNzioBxcZgIaQ/eCQPRQlrjzyy7vGX+Yri9qVaDF6JSYVpPCK79XlFpguQJHlkhISO3fuvJSfC8xqteK5557D8uXLcezYMRw+fBgZGRlIS0sDANxyyy345JNPLjohcV64VRARN7QmrYLfVhCBd4DduIdIHpu7xRmIPT4/oJGjpcuFM212NjnA/J3pi2/psGP+DRa4vST+/vEx0WsPJ4fiQjGZaw2/Bio4QJoptjlcW9uAXyweB5OGwIjUGPT0OIY+0INB0IZACDTYcZnnw+3LUxIyzJ6ahepyC5xuMqIyCrPIrtp4GI8uLLkiibEi8R08c98kJJk1kRfDIBCrFxJEivlkJClWscTVWg5/CPOZj6REv1dVbuFVIcITKzy/HITsDEEM6boY/zzvQn8hLTmD+SdTxZACbo+fleiLM6kiyuBe6f4WtahF7fzGbLw++mcjpo3L4AVdy+cUYHS2Gb9aUoq6xm6BOo9ORbAb/OaQ4gZjYlw0SyvysW5HgyhPlRjBNDde4MoEGtRylkgwfBMK0O0ZWhVxwWsxs25wlRkAmn+KSUYA/BglPU4LgK6iiamHiSUZIlWjvzzeibQE/dUp/xkEKCrIco9wYyAmjhW0Rajo/2fUMLg+xxBMeklKlDts5YJivLnlKLRqOexOnyDZFC7f6vYGRNVYGNUuQcwNIX/bTZNG4Pl1tM+KPX+vLxA5DopQdEwxawZVyaBMKhZBzJyH2+6q1xJweANwe0hRZEqkdkyDmkBmuplO6v3AfNUTgaTwSlCfi9qVZz5/QDROzxkeA+B7UNl44403RD+/8847L+p4v/rVr7By5Uq0tbUBADo7OxEfH8/+PSEhAR0dHRd0zNhYHfv/7Se7RF8wFxlAZrqZ/j4VxMoFxWGSQMUYkRoDqZTfDBNr1iEz1YReuxtmvRrJcVrBd3xBcQbiWIMaPgq0vGBQfHMmlSIE+6zDIxFkBPscPsEC/8IGuu/vf974N30cERZk3mcRNofHzvTiujGpkEoliI/XD2m8uRYf9m+KCmJvXZtgbCcWJAvGLZKJPR8umajdSeJP/zkVzz88Fb12N6QSCepP92La2HQw8lXdVg/vmV9uG6qP5o+IO69vDsUnGRP4ZgQ/AOfnSkIWkU13RLIBxbmJkEolONvpGNQvmWOFvxdJobEYynUx/hkfNzTfDPfHcBuqf57tdGD9juO81o3afU34xeJxIP0UfGQAnX0uTC5K/db97WLew2/DuD4abpfrmn4oFh2fwe3bGp/vepxjzTrEx6jxxEt7efPaqo11+M191+KaEbHos3vxZ85mKHx+Dp9zmbmDK7GcGKOG3Umi4rpMUXQllxOIq2TAtOYlxeoQH69jr3nEMCN6rS4Mi9fhr+8e4qAZcvB46F4GW4vDx5W5B4ZcmrUI87SLDGBEagzaup3o6PeIfoekKME8Hil2oigaQff8w1MxLIE/L13J79q3NYcOJY4VM2Y8u60e7K07RycIfAGkJupgc4onf8522VFemgF/gBJNNj3/8FQkx2nho5xQ+ALQqAg0tYvLsXu8A7/lXiv3OYcXx8Sef3yMWsB5xbxnbf+fvTePj6q+9/9fs++TSSYrZAECgRTCWkSwCleJotRGQJJAudUqCiritbf32lq9t73112rtvX5rbdVWba2KiApigaKg1VqxuICyFAkgJCwJ2TOZ/czy+2PmnJwz55zJTDJJJsn7+Xj0UUkyZz5z5nXen8/n/XkvrS7JQ0cprSRyT6GIOEmWLhjPdbQpsBtx76rZONfcjUAwjIlFNuRky18bSG9d8uFrtDHqUI29/0a9Zth8nsGA7kWE4+eln/supx8Vpb2tviP0yyFRV9eT++j3+/HJJ59g/vz5fbrWq6++ioKCAsyfPx9bt24FAIRCoUi4c5RwOCz4dyK0tTkRCkVmbaNOuq+uUaMShCWWjbWITlPlIgS0CiDfqgcQlvwbrVI6kqIg24SDX16EVqOEnwlLjmtcQQaeeTNidOXGron5GRDNQQ1F+ic7vQx0WjWK8sw4e7GnNemUYhsXZspeS2riP32hC2NzzMlFSMjg8DCioknP7zwKu1UHl4dJ+JSG/X6aOjz46rwDW96pE1QFb2x1ojjbhHyrHg5vQOC1Yz9b7HfeH/prkBLVaFubMyFt9qZJ7u+U0rmUse/NFspi859tZumwxUyzlnu/JpnIIFaXHiaAr43LwpcxxTK1qki+ciLjYvWpVyElpw8OD4Pndx4V5NE+v/Mo8jP1ghOnplaXqDo9woBaCdgy9LjvNx8OiN5ycix9vkYqNZqqMY0G6P7Eh39/+qvRwbjP7Q7pDXVLhxuZBjW+JhGJxbfBWiVETuWr55XgDzuOotvF4PZlFdj5YSQdkW3FGPterOPhpqXl8PgCqF5cBqVCAYMuWkdAGRbcC70SGJNlxBhey2GTXsM5I9jrPvbyAeRn8orzKQB/SIGmVqdgbtYqEWlpCvG6QarIplGjwt8/P89FaiSyBmPvVezaiV8Do6nNCa2ixyYN9LOWLjY00XVsLOz9fHH3McyPCa2+/+a5MgcEJvxhx1Gu1gQf9js4da6T+47KS2yoXjxZ8lqdzp6aT/yx8r9nvlNLKnqoprIMv3rlIDQqJdcFi61z0tbmlF13xGol0XuKMLB4bolgDdnY5sZjLx/gHINTSmzQxC5AeJGW+dk9dVgGmpRqVBEWdQpbfc0UKBRhmtOi0Pzeg80qk85k1gnuUTyN9ssh8fOf/1zw74sXL+JHP/pRn661a9cutLS0oKqqCl1dXXC73Th//jxUqp72Py0tLcjNze3zeBPOJU9lgRmZcHGlUgGbRQfVRSUyTOJ+v7d+aype/2sdF/ZpiTN2ufA1q1ETTef4RHDdcDiMTpefy0E06VWSLcj27K+HUlmExlYXtCno9BMbgsnWruCf0ki1UJK6p1ZDpJL4Yy8flPzsLANSz2IA6XW8A6jNLIsOY3JMgirqq6+ZDCCyYMi06pGTqYMxOqZ49zRerqXVqMH5BmGa0a3fmopdH34FpaIU5SUZ0KqVXLspgy7SguvJrdL6HGs3piQdwulhRLmvNZVlcHoZyQrasWlDC6blDTu9EQSROHaZlE67NZK73qt9DgPzKwqQnxldD5i18DIhZJh10GlV+NuBs7i0Ygye2npYdvM+fowV//mvX8e5ZifXVYlNiSsvyZDv0MMbGxu+z8fH8Irz9VJvK8emxyMvfibYMB4+0YyVV5UJTq7XL6+ASq3kriO1yYxnH7VqJe6pmYWGiw5RKsxobf/Z5zkmDJSXZGDDypn4n+hpP8BG+RwS1UGprSzDH3YcFRSPjtVibPvWY/Wd2P3RaVE3ltXXTMGf/35Keqy8dYjLF+RSIdlOVssWTcS4MVacueDArpi6UXazVlDnpK8FrOVab3Y5vTAbdHEdg6JrJ9gaNN3RaVTQqhWCtp9atQJatar3FxOjkBBuX1aB3/Hs/+3LKgBF4m1ZFOFwOKWPyLXXXou//OUv/brG1q1b8fHHH+MnP/kJrr76avzpT39CYWEh1q1bhxUrVuDaa69N+FoirzTruRzi9o45ORa0tHbj2Nku/GHHUSxdMB65WUYwTAgGvRp/3HFUUFlaULySP3bIGz+HmxEUhQKirTtrZgqKBQGRk427Vs7EkWgO7Aefn0PlvBLs2nca31s9O3riHkOS9SAc3oDg9Lj6qjJRXis/F7LX9zOqcaw+AcM/wN95yk9OhlCjF7s86HIFcKaxi9PBskUTMSbHhDFZhp7Fbm9jjDMpy+mSLdD20Lr5gtM7IL4+N9w4g8tR5r9/srVK2px+0fvqNKpIfrNZWKiTrTLPRhwJdDdA3x9FSAw/6P7EZ7hFSEAJfHGqXZBLv355BWaUZiXcqlekiVh7ES0e6PQy6Oj2CzaJ65dXYMveOiy+pFjQ4hmI2KpHN1yGUCjcq91z+oPYd7hJ1FaZnXsdHmkbzf6+ocWFHz+7nyu6CQVQkm8RrSt0GhUevHUeHnhqH/cz9jUTxlqRn2mQ7xYWHYNUm0epeX60REgA6PMc4/Aw+Mc/L4o6uwDAQ+suhVmv4a7Z0unl6irIFSzNMGnwwO/+0eu1lEpFT2HTeGOVWzeUZEQKakp8XsH9648zgHdP9To1frX5IBrb3KheXMY5SVh0mkjdstIxVuTY9ILnzekNYN+Ri7LP1kCSSo1e6HSjvcuHC61uziExJtuIrAwdxtiMqRjusIfm9x4uOnz4086j+OblpVyXjR0fnMJ3lk5FnrWnsOWARUjwa0iEw2EcPnwYdru9P5cUoNPp8PDDD+Puu++Gz+fDwoULsWTJkv5dNJUnzP0lDIzNNqHbxeD5Xce4HxfYjfjeqtlweRmR8ZUau1zBPrmiUF5/UPTzxjY3fP4AAAWgCHP5790uBlkWA0Q3qg+GP9YLrVTKFzYUGe44E5VUi7LY+5w233kiDOF4DToNHt/yBRd2e/nMQmx77yTuWzNHuOBO4CQwWV2y4ZptEmHR8fSZkhMKBeBwS4/L5WUiDgmJ696xYjomFFhg1ksUvxwueiMIIjFCwIzSLDy0bj7aHF7YrXrYrdqEnRGSxNoLXpcLfgtM1lkxPn+OZMcli0mDrxq7BZGOgs0cz5Ef21a5trIMhTnmXm00OzdLRYlFiiNKrTcCoroZ2/92SlBMXAp2DL7OoKCr1vSJ2bxCzaOUPs4xnU6/bGcXfvFVALAaNcIuESaNaD53eAIJXQtAT0H4vhSgDiX+eYtyTXjw1nnw+gPItugSPxDg3dO6Cw6u+KxUVM8dK6ajdKwVDU1OznGn00Q6orl8AcGzxaYZSa5r0xgFlPjwi/O47rIJcLj9sBq12PXhV7j+iolDPTQiDXF7GcydWiBIBaupLIPbxwAYhLaf/BoSCoUCY8eOxQ9+8IP+XBIAsHz5cixfvhwAMH/+fLz55pv9vma6ErtJL7AbsX759Igzwpxg5WuZyUkufE2vVUmHnVp08OaaJetdxNYi6LVjicw42cnmfJsbCpnaAFLhdb29n2SLMiJp+JXZ+ZMsEKnSnVRnlCR1ybbJtFtlwqJl9Bm74Eham1FHw9lmZ1w9Sl33ydcPRVqVjubFMUGMJkKA3aztiZrqjzOiN2ScFZCYOxfPLeGcEUCP3bv/5rn42R970jbvv3muyI5t3lMnsGO9hb5LhbiXj8uSfE22RdenFAP+GFjHh06jwoKpeWRv+4jNosMHB8+JNtgbVs6QTV3mukRIOAVSkqIoEc3YJ4e+zEGENRpdnAz81Cx+6khpYQZyrBEnh9R64NQFh2THvGWLJg67FCOrWYO5XysQ2I7bqqYhwzR8nCrE4GHUaySLMP/4tksTvka/HBIrVqzAE088gba2Nu5n77//Pv785z/357KjC94mnQ3R5BuA/uSeSU0WNZVl2PHBKaxfXiEKv7MaNbDK1LuIpbcTlHifF+jpY55oPmmf349IDom6EmebXYJTgP7mQ8rpcs/++khuqFW6famcPvurFXZh0ZseSYMEQaQDUjZUrgjmsTPtgkUi/9/8v+PbsURqGYlOsk2aftntRD4j1ePpH+yBw4u7j6HqilIolUD5uCwU5Rj75liLEwmZECmst9CnQzIZ7BatYI3c7WKQl2VAaYE5cp9k1gOhcFjy2SrKMw873QaZEH4fbW8KRD7H77cfiTguNVRHghDicPkkte9w+QUpG/Hol0Piv/7rv1BdXY3y8vKku18QPNgijQB++twnSZ3sxs2Tj5ksTHoNfEwAsydlS4bfxUsLiaWvxYOAvoVi9uf9iCThnco5PH2Y5Pugy5AiHNFlNDwz3iKnN30mq5VE9UgaJAgiLYja0IfWzcdnx5sRCgEd3R5J+xSK2WjKhewL7Fj0+r/63iI0tTmlN5oS0RvlJRmy6SxJn3r3d7NLiIne0/vWzBGlRPTnmn1NUUylE6HT6YfFpEHVnJ4uWe9+2tC3A4MEUrOk1gNyHcHG2o3DTrd0AEMkg82sk+yylGFOfH3cL4eEVqvFzTff3J9LEDySMgCJepZjJwuKW6ZWAAEAAElEQVT0hJn2J8+9P6cXfQnFpNOSoSHpSamPuuSKA6WgDkOyWklUj6RBgiDShjDg8jBcgcJsm14yFH/TW18KXvbBwXOijgpy3cbG5pp72iUmUBQwoSLTSX5GqseTYtLonqZy05uVocfSBeMF3epqK8uQZUnsdFZEL6lZUuuB0jFW0c/uXTV7WK4R6ACGSAaFIowbryoTddlQKhMXfr8cEhMmTMDhw4dRUVHRn8uMLPpQ3Z8lGQOQSs9yn+jH6UWfNnZ0WtJ/+qDNZCelIdclkLRWkmkHTBokCCJdiHWmsrnuEwszkG3VwWrSiGoCrVlSLigGnSo7lha2n5CmH+vSgSSVm95QMMQ5I4Ce2iizJmWnbLwC5NYDgOBn4wszRTXYhgN0AEMkgwJKzhkBRJ6/3207jIfWzU/4Gn1ySFx//fUAAJfLhVWrVqGoqAhqdc+lRm0NiT5X949MFFkZepEB2LByBpweBlAoBJPIoIRTRcfWdLIFRp1aMvS+T572vm7s0sizP+xIRpt91CQwiGF+CaSFJKyVZPRIGiQIIk2wGtW4Y8V0rphlt4tBvt2ICWyuu1z6m1yEZIxdtUu0qZRDzvY3dXgk5wpikJDrDjXGCrNOJf2d8HTgDyugVWJAvrtUbnrjrT3Y36fcGSOzHuD/TKoG23DBpFfjnppZ8PgDMGjVMOqodgQhjcvLSD5/XJe6BOiTQ+LBBx/sy8tGPH2t7s/vsHHXyhlcyyKdWoXfvv4FGtvcog3kgIdTpbDYkCSp2Nj1Y/E02khYm/3QJDBIYX4Doc1k9Jimp00EQYwunJ4APF4GyxZNRCgchlKhQCgUQlu3Hy43k1zXAgVw6kI3Tl1wcNdqc/gwPs+UkH2Ts/1fnXfgsZcPpnb9QCSMXHeoZYsmoijXLP5O+jq/9mVe7E/UYcyBmZz+FApFSotyjxac3gAa21zocjGcPcgwaZBl1fW0cCWIKDZz/9f+fVLVJZdc0peXjXj6Ut2frXZs0Ktg0mvw02c/FuS/McEQdx1hm8uBDadK+/BLiUnz3lWzUTbWQhONBIlqk99xonZBGUyGxDUJDE6Y35Bqc6AddQRBEPHgbfy0WjX+uPMYZwuzbZE8+qe3fZS0fXJ6AzjX4uTaFrL2PicjsQ2IXPekXftOp9/6YRQhN/frtMpIq2utCtkZes6B0Kf5tT/zYl8OpyTe7/urZ0tGcz61VdwKl3TYO05fAF5/UGQPnL4AOSQIEUoFUFtZJqrhkkyEEKkqhSR7Ouz0MKicV4JX9tSh6opSbH5bnP9WdUUptrxTx/2M20AOcD57ulfYlZo0H3v5AE00MiSqTbZS9XULxsPHhLB5z9HENQkMSp2FodRm2jvqCIIYucRsxGorywS28Mo5xaI8+kTtk8MTkMzBn1ScmdgGhGf7mzo8+Oq8A7v2nUZrp5e7XrqsH0YTUnN/gd0Ik16DzW8fFTkQ+jK/Dva8KPV+v9x0AI9uuEyw9nB6GDS2uZP6LESEQDAsaQ9+dAsdSBNimju92MnrUocwsHPfaRTlWWDOMyd0DeXADnF0wZ4Q6KI9egWnwxLotGquIjYUkJwE2PYp2TY9aisnIxAMw+ENcF+41aBBcbaJc1KkCnYSE4w3jSrs9pYvSAhJVJs2iw6L50acZHI9tcFzeLILm4YW16Dokh3jUGmTdEcQxICjABweRmhXId6IsS08+a/rq33y+gKSr/X6AomPO2r787OM2P63U5wzAkiv9cNoQmruv2npVDz75lGRA8ERTfNJdn4d7HmR/37ZNj2qrypD1cJSdHsCsBp71h5mozat17HpTErsATFqMOjU6HYx2PJOHbbsrcOWd+rQ7WKgTyKahiIkUkmSp8OxRUCkTrCVCgUXhskPhRnoMPF0r7BLLYmSJEFtWg1qFOWZufsqp0kg4oyoXlyGB55OPjy4PwylNkl3BEEMKHHC32M3fu9+2iBo9alUKPpsn7Iz9JKvzbYm3zYx3dcPowre3H++zY2zF50419wt60AozjEl/d0N9rzIvh8bzcnqf/v7pwRrENJh3zEbNZLfqZkiSwgJrGYNbquaht9vP8I9a7dVTUOGKXG9KMLh8Ih+LNvanAilYbHDnBwLTp3twH2/+RA+Johsm15gWFnDWZRrgsMTwE+f3S8yDAMeJh7NVXX5g9CqlPD5AzAbtelRxC+Nakjk5Fj69fp006jDG8B9v/lQNNnzNdne7YNJr+GcESx91WVOjgUtLd2Jv4DNo446V5RKBdodvoEvMjmENSSSvkcxr+0Pchrtz5hGA3R/4sO/P/3V6HC5z71pwuFhuCJ8LKxdhULBrRlYCuxGfG/VbPiYAHRaNZo7PDh70Ym9n9Sj28Ukbp9SPafG2OiB3gQO9LM2Imwou6bzBfE/8daUvO8u326GVhnutaDloM6L0fc72xypeWIxaXDlnGJAASgVCiyYlteTZjTIOoxlML/fVGrU6Q/iYF0rNr31Jfedrr5mCmZNslMNiSg0v/fg8DB4+o3D+OblpfD6g9BrVdjxwSmsu6FCsB+Ip1FS1RDC9962dnqxZ3897r95LsLhsMBwtjt8Q5MzHwasRg2aOrx47OUD6VXET+LEf7j2e043+Lpk+9oX5Zkx1m7kNGnWqdHQ4hq6OiNsISyjZnAXQoNQI4MgiNFLvPB3qdPrNUvKYbdqcazeg8e3fML9/I4V0zGhwAKzPkEHbarnVGqRnH7w5s24kQO87y4nx9z7pmuw58Xo++m04igJnUaFfLsR08dnij4L+1qid8w6FcbYjYIOPmPsxsTtCTGqcHoYzJ1agMdfERY1dnqZhPcD5JAYSnoz4oPZSlEGh5vhnBFAmhXxi5lohnO/57Qini55E1E6pC8MSZFJWuAQBDFAxLWrMrbZ4ZJu7fjInQuSs080p44OBsKBMNjzYjiSZsTWvJLS/pCvUYczYaB0jAU5Nj3cTBBGjYoOXwhZBDUREXkOX9lTh4fWzU/4GlTUcqhJoABgssUyE0KmaFYsVMRvlDJUugQS1iZA+iQIYmTRq12VsM19soNJ2FliBDLAxacHA6tBjeJ8y+CuAUbTcxPVSEVpzrDVCDE4xNZEBCLPocvLJHwNipAYDqTam51Evl86nIITacpAnLIkmYtK+iQIYkTRB7uatB0cwlo4BJEywsD4AuvgrQHouSEISWzm/q/FKUJiuJBCb7ZcmLvDLfZkWQ1q3LtqdupPwYmRQYpPWZLRJjCAURoEQRBDRZJ2NVk7mKydJYh0ZUyOedDWAPTcEIQ0SgVQW1kmeA5rK8uSSvujCIlRSLzwTlHOXRiYX1GA/Ewq4kcMPElpE6AikwRBEEnawaTtLEGkKUqlYtDWAPTcEIQ07Q4fdu47jaorSiNpTGFg577TGD/GmnBXFnJIjEKSDe9UKhVUxI8YFPqUgkFFJgmCGO0kYQcp1Y0YUQzSGoCeG4KQxmbRodvFYMs7ddzPKGWD6BUKcyfSFdImQRDEwEJ2liCSh54bgpAmFc8GRUiMRijMnUhXSJsEQRADC9lZgkgeem4IQhres9HXNrHkkBitUJg7ka6QNgmCIAYWsrMEkTz03BCENNFno7Q4Cy0t3Uk/G2mVsvHEE09g6dKlWLp0KX7xi18AAPbt24frr78eV199NR577LEhHiFBEARBEARBEARBEKkgbRwS+/btw9///nds27YNb7zxBo4ePYodO3bg/vvvx29/+1vs2rULR44cwfvvvz/UQyUIgiAIgiAIgiAIop+kjUMiJycHP/jBD6DVaqHRaFBaWoozZ86gpKQERUVFUKvVuP7667F79+6hHurwQQE4PAwaWlxweAORViwEkQ7EaDMUorhHgiAIYggYyWulkfzZiIElqp3DJ1tIO8SAowiHw2m3Ezhz5gxWrVqFNWvW4PTp0/jlL38JIBJF8cwzz+C5554b4hGmP6FQGB8dbsRjLx+AjwlCp1Hh3lWzMb+iAEolWRVi6CBtEgRBEOnASJ6PRvJnIwYW0g4x2KRdUcsTJ05g3bp1+M///E+oVCqcOXOG+104HIZCkdyD0NbmTMvT15wcS6ToxwDh8DCcIQEAHxPEYy8fQH7mgp5iPAky0GNNFUM1zpwcS79en64aHShSqc3RRH/0PVAaHS62YcBRKuHxB0U/1mhUUCsAhEKDP6ZhAF8//dXocNHhcHpmRsNYE52PhqMNTcVcm+4aoPEJ36s/8DVK67TeSXftDRXx7ks8jaaVQ+Kzzz7Dxo0bcf/992Pp0qX4+OOP0dLSwv2+paUFubm5QzjC4UOn088ZEhYfE0Sny0/GhBhSSJvESMPjD+LXWw6Kfq7RqLF+WQUM6hSeKMk4PwDAoFWR84MgkmAkz0cj+bMRAwtphxhs0sYh0djYiLvuuguPPfYY5s+fDwCYMWMGTp8+jfr6ehQWFmLHjh1YsWLFEI90eGCz6KDTqAQGRadRwWbSDuGoCIK0SRAcMs6FeI4FOecHAHzv23PABMSnsOSoIAhpRvJ8NJI/GzGwkHaIwSZtHBLPPvssfD4fHn74Ye5ntbW1ePjhh3H33XfD5/Nh4cKFWLJkyRCOcvhgNaixsXomHt/yOZf/tbF6JqxGDfVNJoYUKW3eu2o2aZMYdcg5F+QcCwDiFhbzMSH8RuJ6d1fPSm2UBkGMEEbyWmkkfzZiYCHtEINN2jgkHnjgATzwwAOSv3vzzTcHeTQjgDBQXpyBR+5cgE6XHzaTlgwJkR5IaHN8YSba2pxDPTKCSAvkHAsAcFf1rEEeDUGMYEbyWmkkfzZiYOFpx80EYdSoSDvEgJI2DgliAAgDVoOmJ9+LDAmRLsRok6o2EwRBEEPCSF4rjeTPRgwsUe2UFmdFihSSdogBRDnUAyAIgiAIgiAIgiAIYvRBERIEQRAEMUBoNEp4GJmCkhQYRBAEQRDEKIccEgRBEAQxQFA9CIIgCIIgCHkoZYMgCIIgCIIgCIIgiEGHHBIEQRAEQRAEQRAEQQw65JAgCIIgCIIgCIIgCGLQoRoSBEEQBDGCiVdY06BVASGZopsEQRAEQRADDDkkCIIgCGIEE6+w5t3Vs2BQU7sPgiAIgiCGBkrZIAiCIAiCIAiCIAhi0CGHBEEQBEEQBEEQBEEQgw45JAiCIAiCIAiCIAiCGHTIIUEQBEEQBEEQBEEQxKBDRS0JgiAIYpRCHTgIgiAIghhKyCFBEARBEImgVMLjD4p/PoybVFAHDoIgCIIghhJySBAEQRBEAnj8QfxaYvN+V/WsIRgNQRAEQRDE8IdqSBAEQRAEQRAEQRAEMeiQQ4IgCIIgCIIgCIIgiEGHHBIEQRAEQRAEQRAEQQw6VEOCIAiCIFjkClcCw7p4ZV+Q68BB3TcIgiAIgkgV5JAgCIIgiChyhSuB0Ve8Uq4DB3XfIAiCIAgiVQyLlI0///nPuO6663D11VfjpZdeGurhDA8UgMPDoKHFBYc3MOpO9og0hrRJEMMajUYJTyAs+T8oh8WyYvRBdnd4Qt8bMVREtXf4ZAtpjxhw0j5C4uLFi3jsscewdetWaLVa1NbWYt68eZg4ceJQDy19UQDHGrrw+JbP4WOC0GlU2Fg9E+XFGUB4qAdHjGpktGnPMg/1yAiCSBC5yAmAoifSEloTDE/oeyOGCtIeMcik/VHGvn37cOmll8Jms8FoNOKaa67B7t27h3pYaY3DzXBGBAB8TBCPb/kcDjczxCMjRjty2mxsdQ3xyAiCIEYmtCYYntD3RgwVpD1isEn7CInm5mbk5ORw/87NzcWhQ4cSfr3dnr4nrzk5lgG5btPJFs6IsPiYINxMEKXFWX265kCNNdUMl3HySWeNpho5bbZ3e1BRmiPzKoJlqPQdT6PD8ZmLR2OrCxqN9NSoVEDyd3I/7+vvhvP1NBoVcrJNkr+TIlX6GU46HOyx9mdNQPc1NfTFhg7EWq4vpPN9BWh8qYKv0XTRXrozXL7bwaYv9yXtHRKhUAgKRU/4ZzgcFvy7N9ranAiF0i++KCfHgpaW7gG5tlGnhk6jEhgTnUYFo0bVp/ccyLGmkqEaZ38NUrpqdCCQ02aWxTAsNDaU9EffA6XR4WIbkoEJhMEwAcnfhcKQ/J3czzUatezv+nK9vv5uMK/HMMGENcHXT381Olx0OBTPTF/XBMPp+R7osQ6FDU31Wq4vpLsGaHzC9+oPfI2mg/bSnXTX3lAR777E02jap2zk5+ejpaWF+3dLSwtyc3OHcETpj9WgxsbqmdBpVADA5X5ZjZohHhkx2pHTZkESJ6oEQRBE4tCaYHhC3xsxVJD2iMEm7SMkFixYgF//+tdob2+HwWDA22+/jZ/+9KdDPaz0JgyUF2fgkTsXoNPlh82kjRiR0XEIT6QzMtpUKqkIHkEQxIBAa4LhCX1vxFDB056bCcKoUZH2iAEl7R0SeXl5uPfee/Gd73wHDMPgxhtvxPTp04d6WOlPGLAaNLAaNNy/CSItIG0Sg4VSCY8/KPqxQasCQqEhGNDIR6NRwsNI31u670MI2d3hCX1vxFAR1V5pcVYkBJ+0Rwwgae+QAIDrr78e119//VAPgyAIghhGePxB/FqiPeX3vj0HTEBmdUXBOv2CWoISBEEQBJEMw8Ih0R/SORQ8nccWy3AZ63AZJ5/hOOaBgO5D7wzVPYr3vkP9vYUUCngloiAAyDoX/EwIT8hsmjdUz5J9L7lPGu8O9OV3I/Z6CrFeUqWfodZhMtBYB4Z0Hms629DeoPH1j3QfH8tw1uhQQfdFmr7cF0U4HKYgHIIgCIIgCIIgCIIgBpW077JBEARBEARBEARBEMTIgxwSBEEQBEEQBEEQBEEMOuSQIAiCIAiCIAiCIAhi0CGHBEEQBEEQBEEQBEEQgw45JAiCIAiCIAiCIAiCGHTIIUEQBEEQBEEQBEEQxKBDDgmCIAiCIAiCIAiCIAYdckgQBEEQBEEQBEEQBDHokEOCIAiCIAiCIAiCIIhBhxwSBEEQBEEQBEEQBEEMOuSQIAiCIAiCIAiCIAhi0FEP9QAGmrY2J0Kh8FAPQ0RmphEdHe6hHkZCDJexDtU4c3Is/Xp9ump0MBkuGhtK+nOPBkqj9L3Fh+5PfPj3pz8aDQSCw+Y+DydN0Fh7GK02lMbXPwZzfKNVo0MF3Rdp4t2XeBqlCIkhQq1WDfUQEma4jHW4jJMQQ99d76TjPUrHMaUTdH/ik6r7M5zuM411YBhOY+WT7uOm8fWPdB9fIoyEzzAQ0H2Rpq/3hRwSBEEQBEEQBEEQBEEMOuSQIAiCIAiCIAiCIAhi0CGHxEhGATg8DBpaXHB4A4BiqAdEEFFitDnaa2gQcSA7RhAE0TfIfhJ9JaqdwydbSDvEgDPii1qOWhTAsYYuPL7lc/iYIHQaFTZWz0R5cQZAez9iKJHQ5r2rZqNsrIW0SQghO0YQBNE3yH4SfYW0QwwyFCExQnG4Gc6QAICPCeLxLZ/D4WaGeGTEaEdKm4+9fIC0SYggO0YQBNE3yH4SfYW0Qww25JAYoXQ6/ZwhYfExQXS6/EM0IoKIQNokEoW0QhAE0TfIfhJ9hbRDDDbkkBih2Cw66DTC1is6jQo2k3aIRkQQEUibRKKQVgiCIPoG2U+ir5B2iMGGHBIjFKtBjY3VMzmDwuZ/WY2aIR4ZMdqR0ua9q2aTNgkRZMcIgiD6BtlPoq+QdojBhopajlTCQHlxBh65cwE6XX7YTNqIIaFiNMRQI6HN8YWZaGtzDvXIiHSD7BhBEETfIPtJ9BWedtxMEEaNirRDDCjkkBjJhAGrQQOrQcP9myDSghhtKpXUT4qQgewYQRBE3yD7SfSVqHZKi7PQ0tJN2iEGFErZIAiCIAiCIAiCIAhi0CGHBEEQBEEQBEEQBEEQgw45JAiCIAiCIAiCIAiCGHTIIUEQBEEQBEEQBEEQxKBDDgmCIAiCIAiCIAiCIAYdckgQBEEQBEEQBEEQBDHokEOCIAiCIAiCIAiCIIhBhxwSBEEQBEEQBEEQBEEMOuSQIAiCIAiCIAiCIAhi0Ekrh8SvfvUrXHfddVi6dCn+8Ic/AAD27duH66+/HldffTUee+yxIR4hQRAEQRAEQRAEQRCpQD3UA2D5+OOP8Y9//ANvvvkmAoEArrvuOsyfPx/3338/XnjhBRQUFGDdunV4//33sXDhwqEeLkEQBEEQBEEQBEEQ/SBtIiQuueQS/OlPf4JarUZbWxuCwSAcDgdKSkpQVFQEtVqN66+/Hrt37x7qoRIAoAAcHgYNLS44vAFAMdQDIogYSKNEOkP6JAiCSC1kVwliaIg+e4dPtvTp2UubCAkA0Gg0ePzxx/Hcc89hyZIlaG5uRk5ODvf73NxcXLx4cQhHSAAAFMCxhi48vuVz+JggdBoVNlbPRHlxBhAe6sERBEijRHpD+iQIgkgtZFcJYmhIwbOnCIfDafeYejwerF+/HnPnzkV9fT0effRRAMCHH36I5557Ds8+++wQj3B0c77ZiXv+7z34mCD3M51GhV99bxHG5pqHcGQEEYE0SqQzpE+CIIjUQnaVIIaGVDx7aRMhcerUKfj9fpSXl8NgMODqq6/G7t27oVKpuL9paWlBbm5uUtdta3MiFEo7nwtycixoaeke6mEkROxYm1pdAtEBgI8JoqnNCa1i6O71UN3TnBxLv16frhodTFL93aWrRvtDf+7RQGl0ONmxoUDu/oxEffYF/v3pr0aHiw6H0zNDYxVevz8MVxs6nMaXjnZ1MO/faNXoUEH3pYdEn714Gk2bGhLnzp3DAw88AL/fD7/fj3feeQe1tbU4ffo06uvrEQwGsWPHDlxxxRVDPdRRj82ig06jEvxMp1HBZtIO0YgIQghplEhnSJ8EQRCphewqQQwNqXj20sYhsXDhQixatAg33HADVqxYgVmzZmHp0qV4+OGHcffdd+O6667DhAkTsGTJkqEe6qjHalBjY/VMTnxsrpDVqBnikRFEBNIokc6QPgmCIFIL2VWCGBpS8eylZQ2JVJKu4fBxQ30UgMPNoNPph82ig9WgHtyCPDHvP36sDW1tTum/cflhM2kjohvi20wpGyliCPSX8HeXzNjSUKP9gVI2BpkUPAcJ2fne9DnU88EAQikb6Q2NVXj9/jBcbSg3voG0Q/24tuj+pdm8P6xTNqL30u0PwqhTj6i5JxWk+7M76CiBNocfHU4fMs062K1aICT8k3gaTZsaEkSUoa4SLPH+966ajbKxFuH7hwGrQQOrQcP9mxgBDLX+Ujk20ijRVwbjOUhEn+n8PBIEMToYSDuU6mvTvJ8aaO4hkkEBHKvvn17SJmWDiOBwM9wXCkSKgjy+5XO0dfv7109ZCbQ5/ai74ECbyy/7zUu9/2MvH4DDzfTjzYnhQjz9pbyvd7Rn8VcXnThyqhVOfzDuteXGRtokUkZUkxc6vHh8y+ewmDSovqoMVQtLcbbZCWdU/4PV5540TxBESumD/UrKDiV5/bjXHkRbSwihuYdIBoebwYu7j6HqilJUL46smV7cfSwpvVCERJrR6fRLVir97HgzinItffNOKoEvTrXjqa2HOc/V+uUVmFGaJQqnkXv/Tpe/x+NMjFji6W/znrrUecklvO+1lWUozDGjdIxF8tqkTWJA4WmyamEpLCYNrlswHq/sqeM0mm83wqRT45ebDgzKqRFpniCIlNHHU++E7VAfri93baeXwflWN53QDxGdLpp7iMRxehlUzisRrJdqKsvg9DIJ64UiJHpjkD20cpVKQyH02TvZ5vBzzgggYlSe2noYbQ5/wu9PVYqHkEHUYDz9Aanzkkt53zfvqcOpCw7Za5M2iYEkVpOL5/ZMrkBEo0++fginLji4n1lMGpxtduKrJueAPJukeYIg+oTEuqGvp96J2qG+XF/u2jqNmk7ohxCTXiP5vZj05IwgxKjVKtF66ZU9dVCrVb28sgdySMQj6u2977f78ONn9+O+33yIYw1dqV10xkwaVqO4UmlNZRne/ayB804mS5vDK+npbHN4RX8rVSn13lWzqUrxUDEYGoy+j8PDoNPpw/03z0WB3QhAqD+WvuqQj9ypSCgclr02VdAmBhK+Jt/9tAF5WUZJjeq0SlRfVYY1S6ZgbVUF3j9wFg/94eMBeTZJ8wRBJI3EuuHUhW64/UFULYyEVGfb9AASm88TtUPxIimSvbbLyyR9LSJ1+PwB1FSWifYiPiYwxCMj0hGHy8+luFYvjvzPYtLAkcTzSikbcZDz9j5y54LUhCzJhbeVZOChdfPx2fFmhELArn2n0drp7fPJmD1DD51GJTDuOo0Kdqte/MdhoLw4A4/cuYCrUjy+MFPcZYMYFAZcg4CkDjesnIFMixY6jRr/9/IBtHb2OK9ScULLnorEalKpUMhfW0KbQ11Bmxg58DXZ2ulFR7dHpNECuxFmgxab3z4iCEtkbXTKn03SPEEQSRK7brCYNDjX4sTmmHDqXftOo9vF9D6fJ2iH5Ob1uNeXubbDE0j+WkTKMBu12LO/HlVXlEac7GFgz/56zJ40Z6iHRqQhWRYdli4YL7AxtZVlyLToEr4GRUjEoS/e3mSQDW9zMbBbtCjKtWD7305xzoi+nozZLVqsX14h8HSuX14RackSjzAABVURGkoGWoOAtA6fePULmPUa2C1arFlSnvITWqlTkdrKMpSOsSZ2bdImkWJiNblnf4OE3ZyOZ7YfEYUlXjmnmPt3yk/wolXji7NNEUeHXGtQKv5GEATE64Yr5xRzGwWgx24tnluS+HyegB3qc0RX7LUBIBzGxpqZqK2cjGybnqLDBhmrQY01S8qx/W+nsGVvHbb/7RTWLCmn+09I4g+ERDZm8546MIFQL6/sgSIk4tAnb28S9FYoKGUnYyFgRmkWHlo3H20OL+xWvWR/WACJt/0kBoWB1iAwiDrkwzsVaXX4YDJoYNKpYNbH6XNNbaiIgUTqpM6kEfxbrtAX6wAYkhM8ei4IguAhWjcoIGm3JhZmYEK+OaWtjPu9XpCwZ3esmI4JBZb46wMitfC+SzcThFGjoug8QhaPLyBpYzy+xFN8KEIiDgOdv9troaBETsYSJQTYzVqUjbHCbpZxRoDafqYbg5FDPqg65BO97oQ8M6aVZsOsi7/YoDZUxIATq/WQ8N82s/SzgvDQ1Xeg54IgCD6x6walQiFpt7KtutRvMPu5XpCyZ0++fgihUJg2w4NN9LusKM1J7dqPGHFYjVpJG2M1Jn5AQxES8Rjg/F120og92RoQL2S0wnKn0w+bRQerQXrzR23m0oxByCEfVB3GEtVl08kWGHVqWV0CpE1i6JF6Vth6Kwum5Q3cMxPHftNzQRCEgJh1Q5ZFh6Jcs8huWU0a2cOpoYLsWRqRxPqMGN2wRVBj235GiqAm5pQgh0RvRD2EPXltqb32oBQsixfSC+FCN2UpAgk6QIgEGEgNRq83JIXzegs1V6RQm6RHor9ENZRh0uChdfPh8jI9zwoiv2todqVeX708J4OR1kUQxDAjZt1QXpKB+2+ei2Nn2hEKAZve+hJrlpT3P7UrxXNrSu0Zzft9h1IBiSRIRRFUckgMNQO92YR8SO+jGy7D2WaXwOB8f/Vs0Qkg1/Yz0bGRIRt+DIIOY4nbQcSoEWlISpsJRXKQHon+IqOh4hwTgPgO3/7SW6edIY1wIghiWOBwMfjZHz8RbPT73RVoAObWlNkzmvf7xaB0eCNGDFajGtWLy/DU1sPc87Z+eUVSUVjkkEgXBtCTKxcC5/AERAbnl5sO4NENl/Wr7ScZsmHMIJ4o9NZBJBFtJrJIIT0S/SWehgCxVtnf+ZudaGrtX9REryHM1BqUIIheGIhUCNYuWkwaVM2JnIyebXaiKNcUqQnVF1Jkz2je7x+tDp+kXlodPrp/hAiHi8GWvXWCCIkte+swPn9Ownohh0Q6oABOXejGqQsOhMJhKBUKlI6xonRMajpbyIXAeWWqorZ3+wTtl5TK5HrIpXTio5C7wWOAdRhLvNBMOQ3FajORcaVMj6TF0QebQ9vhQdXCUrz7aQNaO70AeM6zsHQF+/Ntbjz+yr5+n84lFMI8UBFOpHmCSG8SfEZ7tSN9eNY7nX5YTBpct2C8IHc8327E9PGZfbcVKbBnVIuifxh0ahTYjbh8ZiHXReqDg+eg76ujiRjRdLr8YIK8UAgFwARDST1vpKw0wOkN4FyLE9veO8kZ9NrKMuRlGYRe5j4uDuVC4LIz9AOSe5zKOhQUcjd4JKxDICUblbihmdGq4KnQZkr0SFocfUh85zWVZdi17zRaO709GpLR6tmLTvnTuSSenyFLySDNE0R6k8QzGteOoG9pZzaLDovnlnDOCKCnK0ZfbF0qodo6/cNq1mDFv0zC77cf4TRxW9U0ZJjImUOIsRi1WLFoIrpcDHeguWLRRFioy8bwwuEJYHOMQd+8pw6TijN7NoL9WRzKhcABkhOUUqlAQwsvzDhJUrWAppC7wSUhHQKp26jE6XMtqyGTBg5XcoubVOiRtDhK4C2eTQaN6Dt/ZU8kJHH7304JFvOx+rpjxXS8uPuY4NLc6ZxEfZS4z88QpWSQ5gkivUnqGY1jRxwe+evkxHl/q0GNojyzfCRCsrYuhVBtnf4RZEKcMwKIfKe/334kkqYY096RIAKhELz+oOhAMxBKvI0POSSSZQC8vXKpE15fgPt3vxeHMiFwsRNUS6cX//HEhwIDbs8yJ/eBUrSAppC7OAyRDoEUb1SiuiwtzkJLS3fPZ5DSkEmDY/V9WNykQI+kxVFAjKOttrJM8jsvLczgumw4PAFYDWqRvpQqJbpdjOC17Olcn56fISg6S5oniPQm6WdUxo70Vs8pHlajVjYSYUidmlRbp190usj+E4njZ0KSB5oP3HJJwtcgh0SiKCIh7V81duPJ1w8lviFKYOMolzqRbdVx/x6wxSFvgnJ4GPxy0wHR5FFaaIM2uTISKVlAU8idBH3VYfS18bSYiA6BQdyoxGjI4erH4qafeiQtjnxiF8+hMCS/c51GhQee/kj07An0pZCPPrvQ5h4WCz3SPEGkGcm0wk7i0KKvz7rDzeC3r3+BmsoyQQ2JDStnwGrUoKHZNbS2bggcuSMFk14jqQmTPn3mKCJ98PmDks967M/ioUz1oEYk0ZOzfUcucptAoGdD5HAzcV9332/34cfP7sd9v/kQxxq6uAIxLGxomS4aBhWb2wf0TBh8+r04VERC9RpaXHB4A3B6GIF4sm16VF1RivqLDji8AdG4B5pE7suooq865L02nhYTvd8DokWZMcvpM9umR/VVZahaWAqXLzjg2iQtjgBi9BSrmVhH27ufNqCmskzwnd9x43Q8vS2BZy96Over7y3Cj9fOwyN3LoBWrcR/PPEhvrrgGJznp59Iaf77q2cDgOw9JAgiQaL26PDJlsSeJYk5vKXDIz0vmTQJrT1ZlAqgNsbW1VaW9VrQvNPpR2ObG7v2nUbVFaWoXlyGqitKkWnRAuFBXCvEoxe7T0jjYwKi+a+msgw+JtDLK4nRSIZZK/msZyTxrFOERAKwJ2dVC0uT8vbGC1cT5OUlEFqW8nw4iToAG1bOQIHdiMY2N7JtelHl5JTn/vXmwaeQOwF91SH/tXGjCxK834OSmxlHn0wwJNDm9vdPJa/NZFNeSIvDmwTqnsSeErZ2erFnfz2XnmHSa/DPM21obHMLLi377IWBsblmaBVhQfQZ6+iIta1pp6cYzdsz9DjT2I37ftv/ziEEMarpQx0mqTlcrhV2stGE7Q4fdkadCmzLvp37TmP8GCvGx/kYrM1s7fRiyzt1ACKbkAXT8gAksFYY6IKXVJi3z2jUKuzZXy/QxJ799fja+FlDPTQiDQmHQ1i/vAJPbT3MPWvrl1cgDKohkVL4J2eyuXIesVGNF9oeCoVFr4kbWpbiDZHU5PbEq1/g/pvn4md//ARXzikWVU5Oae5fohMFhdxx9FWHsa9l8TFBOL0M9/uEdBj92UBvzuPp89iZjv5ps6+LFNLisCURh5zU4nnNknLYLVrYzVo0tLjg8gblw1ijizYp+M9fa6eXO1GcMNaK/ExD+jkjWFjNGzU42+rGE69+MTT54AQxgkiqtkIvrYelWmEnm1Zps+jQ7WI4pwKQWCRDrw6HeGuFQXAWUGHevuP0MLj+8glwsF0TlApcf/kEuDwMYNH1fgFilKHElr11AgfWlr11uHfV7ISvQA6JBGC9wHInWy2dXu70i29U5fLysiw6fHGiGU53AB5fAG5/EJ1aFYpzTcltiADhBtSoTrgDgdyEFQ6H8cidC9DU4RnQ3D+aKJKnrzrkh07yv9MCuxEuTwCnzjuQbTOgvduHHJsBY7MN6NWpGW9zHnvqkYQuWeLpc2JhRr+0GVd7Rs2QtCgjBpZYPWXb9LhyTjGaOjyAQsF1ExqbbcR/rJkDg04Ni0ENs77n+7dZdPjg4DnRs1dTWYb/e/kAbvnmVOTY9ELtoOe1sdEX2/92qsfepTKyZwBOHR1uBsfOtEs+d+fb3LAW0YkjQSRKwg6DRFsPxyC39lSrleJDCwAIh7GxZibOXnRi7yf16HYx8VMSeTZmbI4Jj264DO3dPunDCZm1woCsAWNsX2waMvs+A17DgjcOf1gBrRLDzj7aLDqca3YJuiasvmYKbOSMICTo6PZhbI4JUydkweHyw2rW4qvzHejo9iHbnFjaBjkkEoDvBd617zSWLZqIojwzxtqNUCoVXFcKQLy5kfIeK5QKNLd7RP197TY9TIm205GYqNYtr8Cre+vQ2Obm8n1zMvVo7fJFFthGDcw6lewGNTJhqQCFAmOyTQNa0ExuQqbFrTx91qFBI3mScdfKGTjb1I1QKIzHXxGmRkwtsaUsFUhKl3lZBjg8AXh9AWRn6GEPCd8snj5NBiWXWsT/XaLajLcYPN/qpvDOEQhfT3LpaFq1UuTQK8o1od3h4xxra5aU48Xdx6KL926EQsCufacBAOdanKLXM2EFGqMtlL+/erbo90lFRiRyoqgEjp7p5CIZ+qzhmIV9p8svW+Tz7EUnxtqN5EgmiARJtIik1KadbT38wefnsH759EgnDNapGn3GrUY1fnjTXHxZ345QGPjg4Dlcf/kEnDrnwKa3voxr9+5YMR0TCiwCZ6yA3uxQgnamX8WxpTb8iJ+GHO8+x16zX47cEZImEgqFOa0Ake9m01tf4qH184d4ZEQ6YrfpsGD6WPzsj5/0rP2XVcBuS9yBRQ6JRIgTdtbQEr+KsNTrmjp9kv19/3vtPJhsqoSMltMbwNlmJ6oWlgKIFGB7euthVF1Rii3v1MFi0uBCm1sw0dRWlqEwx4y8LAOcbj82rJwhWLjWVpbh/20+wHnHE1pA98WIKwCTQbqC79mLTuTaDHB5GDqhjqUfOpR6rdMXRJeL4Tzg7GueePWL5E8pojpodfhwttkJi0kDX2ekwm6sLlu7PDjX4uRaBOk0Kty7ajbKCi1cJEVWhl7kQOHrc/3yCmzhOTmSyUuVWwxqNWr8/PlPRU6dB2+dB7NeTVocxvAdcnLpaMsWTZT82eY9x3sWlSUZuG/NHDR1eLB5T094c/VVZaKWV1Kvf3TDZXC4/dBp1D1tQxOMIEoksqfLzQjSKiwmDc42O6HTqpCdoU/YPscuqO+/ea5kdMit35qKLe/UYUqJTXSyS5FGBCFNonWY5FovTi6xoSjPLFj8c5teQNQe+9ZvTeU2lL3ZvSdfP4RH7lwgu84zGTS9RzYk8Pyz87DFpMGVc4oBBaBUKJBl0cV/vcyGf2y2MW4acm/r2FQ5EUZK9G+7wyupvXaHD/Y0K8BMDD0ME8bT2w4LdP/0tsP48W2XAobErpEyh8Qbb7wR9/c33HBDqt5qaJAJO+vV0y3xui6nT+ZB96LD4UuofeNXjd2CUCo2jI+tIHzlnGLR5LN5Tx2WLZqIUxcc2LznOArsRvzwprkIhEI4ebYLO6NhgAA4A/rInQvgZoIwalSpMeLR17y4+xhu/dZUPPvmUfFnQBib99QNW8/ygNJXHUq8ttXhQygc7n+kSi9hpT4mKNCllBPksZcPiBYO99TOxEPr56PL6cfJc0J9PrX1MFdsMNm8VKnFYG1lGY43SIekHzrZ2rfCmUT6wHPIyaWjhcJh2Z+JFpUKhfB5UyDuNfmv73IyeHxLROcFdiOqF5cJCkHJ6SxeVFlLZ+SUk1/wtq+FiaUW1E9tPYTV10zBpre+RNUVpVAqgXEFGXj9r3XodjFCOzNCTggJYsDg2aN46ytFrJ1BtGaNQYNfvPCZ5KYXgOj5ffbNo7j9hoqE7R4/SiEUCgue59rKsviHHwk+/1aDGt9fPVt0OFGUa5aMVmNfL7fh/481cyTHxaYhx6t3lUongpwTKd3aOveGXaYNvD2DUjYIMR3d0g6sjm4v8qyJaSZlbT93796N3bt344UXXsBPfvITvPXWW3jnnXfws5/9DNu2bUvV26QdfWkHmG3TS7ZHUauUvbYRdXgYXOjwito+vrKnDovnlgi8yHKTDzsBNba58fPnP0EgEMLmPce5zR77t6wBrSjNkcxzljPi8dpPsq9pbHPD5WWwbNFErlXUrn2n0e1iEAoh4esREfqkwww9lNEFDx82UqW3NqJsK622br9kWOmVc4q56/F1KecE4eeo+5ggfrX5c7R0eMHI6NPlZXqKefWSlyr4LLzF4APfvQTLFk3Ezn2n4fEFJe8FwqTFEUHUIZefZZT8npUKhehnfJvH2kRA/LzJPUexr291+AT6vHxmIeeMYP9GTmdyLfTOXnTi1AUHdw32b+QiQS50eOO2v5NyfDS2uZFp0eJ7q2djTLYJgALPvHkYDU1OUXvAvswLBDHqiNqjeOurp7Yekmy9ePSrNtlNr5zj0qBXJWz3OAejAjh5rhNnm7tRtbAU2TY9l7ol9xqHm8GLu4/1tAFdWIoXdx+TbI2cY9NLRpbx7Vms/ZD9fDq17LisBo1orcAnXvpIspj0GslxmPTDxxkBAKEwcPPSctRWTkb14jLUVk7GzUvLESKnMiFBplV6X5tp0Sd8jZQ5JJ566ik89dRTsNvt2L59O5588kn8+te/xhtvvAG1egRnhvA2N2y/+d5OguwWLdYvny6YZG67YRpe/+sJeSPI60F96GSrpPEcm2vCB5+fAyC/QFYqFKJFcigcjjvByNEXI85/zc4PT0OrUWL7+6ew5Z3ISVtNZRne/awh4esRUfqgQ6tBjdIxVlH/8dXXTMbeT+rl73tMP/TPjjdL6gCKyPVuX1Yh0KWcNkMxhTR9TBANFx1QKqX/XkqfCWsyuhhUKxWcs4MtFhq7+GP1SFocGcg570rHWAU/q42xRTqNCgqFgqsgzX/eFkzLE11T6vV6nVqoTxnHsZTOrAY17lgxXaTPvZ/Uc05mgYZlrn3oZCvu+82HONbQJemUkHN8mPUadDn9ePGtYwiFwrjy68WouqIUO/edRjPPWZjKxT1BjFY6nX40trmxa99pbKyZidrKnoMbHxOSnRPlnt+8TKPIfqy+ZjKsJo3IFlqNPZEO9//2Q2zeU4ft75/CdQvG4+Dxi6J5kn/44fQwqJxXgu1/O4UteyOvq5xXwnX0iv2MyURtAPL2ydKHQxkWuWv2pWaazx+QXEf4mEDS1xpKHE4f/IEQtr13Elv21mHbeyfhD4TgcJIdJ8QEmADWVk0T6H5t1TQEAsFeXtlDyj0FjY2NKC4u5v49ZswYNDU1pfpt0guZMHpZQsCi2YUoyDbiQosLRr0aHQ4vZk3Ow5wp+ZEcuhhiT52kQqkMWjUWzi6KOhiUWHPtFLz4l54CRrWVZdBrVXj9vZOC111sc0t2beit4FqihZnkXsO2v1u2aCImFmYgw6TF/718QHAS3tdJYVSSrA7DQOkYC7Iy9MjLMsLjC6LT6cXfvziPxXNLEAiG4fAGRPmfsVqUK3Y3dXwWlAoF/ExAoEujXo3ayjJBmOaGlTOw6a0vBcNjnRR/3HEUd944Hb997VCv+kxWk3J6LC3MwKlzXVzaSW/XIYYRcrVYADxy5wK0Onww6tVwuPzodkUW0eyi8qmth3DfmjncSRv/eYu9ZkunV/B6VrNS+kxIr2Fgwhgrli2aGFmwh8FFlbGnnHwNTy62SV6bH/EjFZIcL7/d5QtKtgfU6+Q7isT9TARBSMI+R62dXtQ3dWPL3p5nTq7TFmvHpJ7fTJMGmqj9UKsUKMg2obnDDSYQwkPr50fqdvFSGhwe+YKae/bXS6dMAtBp1aLIrFf21OGhdeJiiHK2Il7Uhpx9MuvVfW5HnmhNj0QwG7XYs79e0P5wz/56zJ40J7kLDTEmgxab3jog+B43vXU8UhOAIGLQatV495N6bKyZCa8/CL1WhR0fnMJN35ya8DVS7pDIycnB448/jmXLlgEAXnnlFRQVFaX6bYY9arUSuVYdup1+yRy62NNtvidZajLasHIGTAYVxuaYuKJmBXYjHvjuJfAFgtColDjf4kQYEC2yd0arxFddUYpxYyzIyTDAbtX22voxKSMeLVLk9DCCYprdLgZjc0zQa5TQaVVYs6Q8JZMCkSBhINOkQVMb8Ls3DsNi0mDpgvECPcbmf8aeasgtjopyjMgwauD0MjAb/AJd3rVyBh68dR68vgB0GhU2vXUMlfNKRO0UWYdApkWLh9bNR5vDC7tVL6vPhDXZix7N+sizJLWhJC2OAKScdwoIuqx895vlgkUlq0XZXOCYa1qNGvzqe4vQ1OYUOD34+vzg4DmsX14hqiEhpzOzLjI/xOpbq1ZyC/tuF4OCbCNMRpXo2j11euLkNccpnmsxakTOxNrKMkGL01Qu7glitMJ/jgCh47K10xvXKSD3/Jp1KpSOseJci1PQWUuqS4Zc9IJSCaxZUg67RQu7uadWGovLK91q0+Vlev5e4jNya9nqGdCrVdznFdmPGPuUbzdDqwzzakQlcSjDEsfmJYvVoB4R61i3T/p7dPsYAFRHghASCoWw+JISgV25/YZpCId72UjyUITD4ZQ+Is3NzfjJT36Cjz76CEqlEpdffjkefPBBZGVlpfJtEqatzYlQGiY95eRY0NLSDYeHwX2/3SfyEMeeXDm8Adz3m562jtk2PRbPLcHEwgxkW3XiDgM8o+pw97xHtk2PK+cUozjfDKVCiQutTvgDIbz7aQO6XQyqrijF9r8JC/ixY5VE4v2knBH8IkcFdiPuXDGDc5ScaXTgz3//Ct0uJtKq1Kbv06QQd5wDSE6OpV+vTwuNsht0XxA/fXZ/XD3GahEACuxGfG/VbMnFEf/6sd8rX//ZNj2++82paO10I9tmRGOrC/5AKLppmy5dUVzqtvWmyRg9lpfYsObar6Hb7YfFqMWLf/knjtV3osBuxPrl0xEOh/u1QEkV/dH3QGl0qJ65gSDWFlcvLsP290/1aps5JCrD52RL3J9YfZo0kS4bido8KX0rgDaHH20OLyxGLd7820n8y9dL8PzOo7h8ZiHy7Ea0dHiw95N6QcRPX7rpnLrQjVMXHAiFw1AqFCgdY0XpGEtCz3ssfP30V6PDRYfD6ZmhsQqv3x/6ZEPZednLoKPb3/92vhDbOSCxNSf7d/fUzEJhjhFmncR5pgI42+rm5up412f/3ukNoMPpR1uXFx3dXnz6zyZ88/IJOHvRFd/GREn4ex/Mzj88+xfrMBlIUqnRNpcfDzz1keh7fGj9fOqyEWU42ceBps3px2vv1uG6yybA4fbDatRi14df4cYrywSOyHgaTXmERG5uLn7zm9+gq6sLGRkZqb78iCPRXsyxnuRuF4OiXDMm5JsFXm2pkz/+e7R2evHuZw24/hsTsOmt44JTLp1Wha3R7gf8dnLnm51oanVJG/EE0gRiQ/yZYAgnz3UKTtnYk7tfbjqAR+5cgOJsk+z1iAEg+j0mokepU414Jyb868fqJFabb7x/ElfPGyfwsq5fXoHNb4vblT264TKEQmHxAqMXTfL1mG3TY+7UAvxP1AnDarGly4vGtsjCiltIkRZHNIlE/tRWlkGlVsLhiVnYQrqyvD3LLH6jWH2Gkk+1Evw9pNv8nW/pRmObG1veqeM6bvQ74iea5tWr0zjZ9DGCIMTwnqMxWcaUnOAns+a8Y8V0roA6Ozc+t+MINtw4Q9IhwS/EGRvBm0iXtprKMlwytQCPv/JF4o7gRIjX+QMD4KjgfW85OeZhuWl1eRnR91hTWRaJdCGHBBFDIBjEJVMLBAeHt98wDYHQENaQ+Oqrr7BhwwZ0d3fjtddew80334wnnngCpaWlqX6r4UnUc9p0sgVGnRpZMq11pPJti3JNkTB3fwDZFl3CE1Jsnl6kJehxwQZv8546VC+exJ2e+ZggnF5GEMLcV6987AR45ZxiUWVlNjdxyzt1w6490rBF4sQg0fahbHhjq8MHvU6dUOEoKWLfb1ZZHp7ZfkSgjae2HkbVFaU4Vt/Jvc5i0uCrxm7BYilRbfL1KNWJgK9F2bB2YsQRq0U2LHpjzUzUN3UDYWDf4QvItOoFutuwcgaKck2SnSVKC23QynSzSBVSXS2effMo7qmZKVuvRxBVxyeRU0RyNhDEwCLzHKbiuUu4xkucmjVy9WA6nX4wwRAUAJdL3tkdSblMpEvbK3vqsLFmZkIOk2SI19YzFWvckYhGrcInRxtFNQEml2QO9dCINEStVuG1d0/0pLkCeO3dE/je6tmJXyPVg3rooYfwox/9CI8++ijy8vKwZs0a/Nd//RdeeumlVL/V8EPGS/v91bNFPZcFi0WZ11mLE4tAiT3RViqlq6/7mJ5cH51GBZ1Gjce3fCJI9Tjb3I3cTAPsEhOMHKIJUKb6O9uVgYqfDQJyJwYlGQnnf6diIk9Um8qYfkCL55Zwm8JktcnXo1ajlNUiQHocTUhF/lw9rwR/2HGUc9TWVk4WtVx+4tUvcO+qWZI6arjoQK7NINzYpzh0WO7Es6VTWKyYrY8iiqpjkbAJd6yYjgljrDDrVKN+gU4Qg0K80/wUPIPJ1Hgx61QYV2DFYy/HWZ/yyMrQi2pQ1VaWwWrkzaHsoVyHR9Juef3BlBfFlbORjR0enG12wmLSwNcZFEYHGzSDm+aRZoRDIVw5V1gTYG3VNIRj26ERBAC3l5GsA+dOIqIm5Q6Jzs5OXHbZZXj00UcBAN/+9rexZcuWVL/NsCSel1YyFI+X1y/1uofWzU/MMRBTsMdk0GDbe+LcaL1W2C6JLU7EhvuyQtv23qmkJsjYCdCgU0lOOHrt8Cz+MxyJp0XZ4k68ydlk0PRPkyxRbbLF/+S0OXW8XVDkqijP3Gdtsnp8cfcxFOZZZDsRDNdiVEQfkShsFtspg9UdHx/T0zo5Vkcnz3bhf186IAgP7nWzkeQiWO7EMy/LjOd3HkXVFaVQKoHycVkoyjHKFiuWsglPvn4IyxZNlCy0TBBE6ok3Nydauybucyph55RKBRqaJdJyw8D8igLkZyaWKhIKhkTRr5v31GHWpGxurKz9q1pYKmm3upy+pAr9JoKcjTx93oHtfzslKKDNRWMYNQPqGEp3dFq1KFr1me1H8NB6cbcUgtBqpLvrJNOVJeUOCQDw+XyRfu0AWlpaEBrJHrUkJoN4uXvF2SZhQSEPg/Ntbpy96IROKzzF7TkRdsLt08ddZHLwwv2cvoBkpfTpE7Px47XzeopheiIdEKTC2tnNp8vD9D4JxkyAFqMWqAT3/gV2I25aOhUqlQI5Gfre7vio9lr3SoL3prc80tgcdb4e935Sj8Vzi/uvSZYwMDbXDK0iLKvNDJNGsICCQhFXm2z9E8l7EdXj91bNxv+9fECUJ3nvqlmwmrQoK7YhW0qPpL+RS0xYtNUorbvYhe3FNrdkvvWufacFmlQqFTjb7ETVwkgK47ufNuDxLZ/jwVvnQadWwscEEAgCT287hMY2d0KLYMlK9StnIMOsFheajfNMytmEUDgcf0NEEETKSLTGA4C+R1Owdi6BTbdSqZBPFYmZC50e6c4M7Nj5zhapGj331M5Ejs0Al4fBz+5YAB8ThNsbkJ6HAUAJ1DV0oKXDDXuGPnIYkmD3Lb595qdpstEYSTuGRhgOlx/F+WbcsHAivL4gDHoVtr13Eg6Xn2pIECKcHmm75fQwyLMm1pUl5Q6J1atX49Zbb0VbWxv+93//Fzt37sTatWtT/TbpgRI42+LGsTPtCIWBDw6ew5ol5bKTQUK5exITzK3fmoryEhsqJuZCq1GiMM+C53cc5RasG1bOwNQSW8KbonaHDzv3nRa0tNu57zSK8ixQKxVA1JnEGvGzzd2SQvvseDM276lLbBLkLfQbWlzc+xv0Kpj0GlFIYLwOCvGKE41aogsDvtOg28XI3suE80hlCk8ZdCrUVk5GKByGXquEXqvG8zuPCTZEyWiSRU6bBdkm5GcZUZxj4qI14mmz0+WPn1ISBlweBo1tbuzivZ9BG7knP3lmv/TrBjiclkgzYvO2FcBdK2fgN7xq9zWVZXh7fz3uXT0bP103Hy2dHtQ3dnMnbkBPTZ7WLh+2RQsH8xfFh062Yvv7kZO6PfvrUTmvhHt9r4tgiRNP/mmioNBsHGeanE1AuP853ARBJEbCczPkoykSPSzq16abNxdaTBosnluCojwzblpajp0fnhZ084k4c4FWh497L7auTdUVpZgw1ooxdiPONrvwwFMfJdR+HErgi1PtgkiK9csrMKM0S+yU4NnIpg4PvjrvENlnNmWYjcZoaHYl7hgagWRYtLgmpsD4bVXTkGEmZwQhxqBVy0a+J4qy9z9JjhtvvBH33HMPrr/+egQCAfz0pz/F6tWrE3rtE088gaVLl2Lp0qX4xS9+AQDYt28frr/+elx99dV47LHHUj3cvqMAjp7pxM/++Ak276nD9vdPoXJeCV7cfQwONyP5EnaDr9MIUyP4BQHlCpTdeNVkbP/bKby4+0s8tukAKueVINum53KY5d4TisjpdkOLCw5vAFBEJrxuF4Mt79Rhy946bHmnDt0uBifPdeHHz+7Hfb/5EMcaugBEjPjcr+VzY2bRaVRgA1/YSUx2DDHw39/jjXy+2AlR7lqxHRKqrijF2eZutHX7h7515lARXRjc99t9ePTFz7DtvZO4bsF4WEwa2XuZiBYB+cJTWVYDtr13Elv21uGVPSfg8wdhMWm4v4mryeiY+bpkvzs5bX513tGjy6ijorw4A3Mm50pq06SXTinhj4ld+LV2ern38zEh/Pa1Q7Kvi6c/tu4EMYyRsJcCwkBOhg73rpqN2soyVF1Rij3767Fk/jg0tjhx4HgLzl504oPPz+HKOcWoXlyG6sVlKLAbodOoRfUnXtlTh8VzS7hN/yt76nD5zEK8sqcOV84p5v6u0+WPP+6o44SLtIvjzL3vt/uEdj76GaVsQk1lGd79rIFqqRDEIJHo3AwIN/gs7GGR1DMeS7xojN5g50KLSYPrFozHtvdO4tEXP8Pmt+uwdMF4ZNv0PWM3RSIxTp7rEszXrZ1ebP/bKeRnGhAKhbm5Varweez83ebwc84I9m+e2noYbQ6ZsUdtZH6WEdv/dopzRgCRezx9YjaXsopwz/qAT4HdCJNeIz8/jCAYJozfx6Rs/H77ETCBUbrOJuKi00a7NfLsVm1lWVIOiQFJ2SgqKsIll1yCyy67DM3NzQm9Zt++ffj73/+Obdu2QaFQYO3atdixYwd++ctf4oUXXkBBQQHWrVuH999/HwsXLhyIYSeFw81wPaEBYXV+WQ8qz0vrZoIwalSivDi5CeLE2Q7Re33nuimwWfTw+oLwMCFYTRB6hpMoXLj6mikIhUKoXlwGAHhx9zHct2YOrAYNJhbaZMPd+GNk8+74J3BKReTUW1gpuid8Tq7Apdw9ZO+PVO2Au6tn4mslGYmnCowQ5JwGcbuW9HKqyiKnx9MXugTvtzn6fu9+1oClC8YjN8uIi51eQKEQn9BI6PLeVbNRNtYiGVp567emwuVlULWwVKBLhAG7RStZoMvnD3DjY9NJoABcviCsJg0crkiP8PtvnountvaEx8vVCGDvYTz9bVg5A5lmLcxGLaVxDEcSjH4x6DT4065j+OblpfD6g7jl+qlQKBQ4ea4TxfkWvPtJA5b/yyQu/1anUWHd8gquJg8fHxNEXpYRL711jNNpXpYRVQtLYdD1TOyyzgBlZGHe5vAiJ9MAlQLo7JZOJer1NJRnE9hIK7aqPtVSIYhBIsG5GQAMOulTydjDIrmIh2SiMWJh58KqOaWitMnNe+rw4K3zYNZF1rgOV4/zIjZNQzIiId66MLrGbOmSLorZ5vBGosJio8FMarR1+eFw+/Hfay/FibMdcHkDXGTzmEx9T7FfBdDS4RGkjxbYjaheXIYHnv5oVERHtju8kve3o9ubcAg+MXpwuPzYd/iCoCvLG++fRHGBZeiKWr733nv48Y9/DKVSic2bN2Pp0qV49NFHsXjx4rivy8nJwQ9+8ANotZGBl5aW4syZMygpKUFRUREA4Prrr8fu3bvTwiEht1FTKiFKwYgNkbUaNCgtzuJ6E/N72stNELFlOCwmDQw6jSCcKjZcLdHChVqNCmcaHXh+Z88kcdPScrj9QXQ6/fCHFSgv4RXF1Gvwfy8fEHmYsyw60YK+trIMO3mLWtZ4s+/v8gWx/X1xEUO5CZG9P1K1A3695XPcf/NcFGUbR+QEIYecFiW7lsTq0SiRG8ovXmnUJKRHHxPpWLF80UT4/EGBLmMnbSldPvbyAS7MtCjPjEfuXICLnV6Ew8DzO3vSk2oqy+BhAtzntll0Am3G1j9hT29YrWx//xTWL6/Alr11gpSnTIsWZr1GtkYAew/j6e+JV79A1RWl2P635Iq+EoNAVNOtDh8MOjUsRo2oc0Si4ctWoxpXXxoJZZUKLf7Pf52DX7zwmeA6T289jIfWzZfUVrvDAwACnbKOuAK7EauvmSK9IeGFLPca4qyQP00VOCzZFJWiDIy1GzGlxBZ5plgnHtVNIYiBJwwuIqLT6Zd27AOwGDWimkuyh0VSXSOMwgOAArsR65dPR6fLDyYYhs8fgD+sgFYJ2bRPOedBIBCE1RbZ5LNrFF9nUJAiOX1iNucIiF37StlK/hpTriim3aqXdC6vW1aBPfvPYO7UAoGd3bByBspjDrIcbga/3HQAFpOGG+u4fCt+9crBXueHkUJWhh4FdiMun1nIRYJ8cPAcMi0J1HkjRh1WsxYLKsYI1v6iDju9kHKHxG9+8xts2bIFt99+O3Jzc7Fp0ybcd999vTokJk2axP33mTNn8Je//AVr1qxBTk4O9/Pc3FxcvHgxqfHY7ebkPkCC+MPSG5evjbdjfGEmlEoFQqEwPjrciOd3HsXlMwuhVAJfG29HRWk2N7aPDjcK6if8579+Hf+2ahb+38sHuZ+trZqGrX89IXj/xXNL8PQ2cbjaz+68DGXFkT7BLadbBT1h3/20Aa2dXlxod8NgsMHtDyLfbobL4+fy/4GIs8PnF+bR37tqNuZXFHCf66alUwXjvnfVbKg1atGCfjPvpP7xLZ/jV99bhLG5ke8kB0AoFMa9q2aLrsXew1js0b8/09glOQkeO9OOvCwT9x6hUBiNrS60OzzIshpQkG2SvO5Q0l+NymlRqVAI7mU8ParVkewt9m/Y76PAbhQV65PSo06jwphsMxoudnM58kDPpM3/3ptOtkQm+jlCbfJrkty7ajby7Eb84Im/C661Z389sm0G/ObVjyW1yd1TTicOkePgqa2HOU2yjgR2fL3pMTMQwvrl03GxXTq/lF2cxX5mPv3RZE6OJaG/SzXxNDpUY0qUWE2zE2VxvhVfL8/j7n3TyRbJ79TNBFFanMX97HyzkwsVrppTirf31wvs7JlGh+R1ghBri32WpBxcz755FP+1dh6+Ns4ueD5Z7ahVymiaUWQcUiHOP7tjARwuPxQK4Gxzt6SdyLebkZMj/n7ZmZd//9hc8eJ8C8YXWDEmx9xve5oq/aS7DvnQWAeGdB5rMjZUymbJzXMtnV4sWzQRoXAY4/KteOEv/wQAVF9VBigApUKBgmwz7HaT5Hpz/NgMPPjduVBrVGjr8uLYmQ6uBlVNZRl+8/oh3LR0atw5tje7wl+jsCmSEcd+EXKyzYLrPfbyAbz7aYPI0XJ39UzBGlOqKOb65dMxsSgTjW0u0Vr06W2HsbFmJrdhYn/On/9Z2LnA1xnElnfqIvdzcVlC80Mi32+6wteoJxzEyqvKuH0G69SxWtTD5vMMBnQvIjSdapXssPPf4y5N+B6l3CERDAaRm5vL/bu8vJzruJEIJ06cwLp16/Cf//mfUKlUOHPmDPe7cDic1LUAoK3NOSC1BbRKSFY2L8w2oK3NCSAS+fD8zqOi3qwbVs7AFbMKcfpcBzc5AJEv8BcvfIqf3bGAm2AQBt7efwZXzysRGOfCXOnQ8pYONzINakABNLd7sP1vpwSe8z3769HQ5ERDkxOb9xyHTqPCv9XOElxLKn/vsZcPID+zxxNcNtYiOpWWKwIERU/Y/JnGLnh9jMDbL3WttnanbPG1srEWZFq0ku0hQyGgqc0JrSIs6SXfsHIGpo6zpTSto78Gqb8aldLiHSumY0KBBWa9OiE9sgUoHR5GoMnGNje6nL5e9bixeiZMBhVC4bCkBrjvBIDZID7Nra0sE/z9Yy8fwIO3zhNd6/KZhVxBQf7f8rXJUjbWArVKIatJFotJg9YuD5panbBZdCgrjOjR6WWg06jh8jI4fb4TVoMaDjeDLXuP41+vLZctACj1mTn6ocmcHAsXVZUsA6XR/oxpsIjVNDtRLls0EXaLltONUSb82ahRCT5jU2uPnTPoVYLnKeLAmyF5HRUUAlun16nh9jL4t9pZ6HRKRy8wTBAdHa7ID2QKzO7ad1r2lPKTYxc5J99NS8ux+prJ2PTWccFzq1WG436H7P2LjTZKRcgyXz/91Wi665BlODwzLDRW4fX7QzI2VMpmyc1z4/NMsFu06HT5kWXR4ZZvTsW5Fqdgfi3KNcPnE17TYtKgocmBZ7YfFq0JWLvCpn7Gm2PH2A3ItxsFhxaxdkVqjSJle8rGWvDgrfNw6GQrAKB68ST4mFAkgsKsQXNbj+3lF8UsyjdDpVCiKM+Ejk4X6mWcwn4m2Ov6BApAo1KitrIMoXDPQZ4yGj1pMWm4FFClQgGFQoFTZztko8YG8xlKpUYd3QHRoefT2w7jx7ddihbF8LAJA81wso8DTWe3TARmt09wj+JpNOUOCYPBgAsXLnCOg08//RQ6XWL5Rp999hk2btyI+++/H0uXLsXHH3+MlpYW7vctLS0CZ8eQIpfnx9tUdDr9XIGyWI/spKJM2VD7lk4PNu85Lvh5R7cPD946D4FAEDaTFkxIuu+93RoJp5KrcXHvqtl45s3DuPLrxZyTwOMLoLZyMvZ+Uh9Jw4iTv8d+Lqlwf7l0E51GGX8hy2tB5XBHCspp1CqcPNcBlzco7l4SBhgmiFu/NZUriMl3uCyYlsfdg1gv+ROvfjHy0jri5ZzG1CeR0yMbdiilSZc3gC176wQ/i9Ujmyah7CXlAZDvVV69OBIlxeqy2+UX6hKAUtl7binfiZWdoY/rOMi26bF0wXj89NmYrholGeh0+uFweeHxBeD2BdGpVUGtUqCxzY3ndhwVnc7wQ2Xl0o5GjSbTiHjtLPnpClL1S6RqJ/DtXIHdhMei0WzZNj0q55Xgyde/kNSGjwkA4cizcr7VjZ8//yn3+we+e4n8cxMNs/YEQqKWoeyGgf17KQct+3mf33mMK8QpCJeGMG0wdmEdL1d8JIcsE8RQkVTrz5hOQCGbHr/cdED0nMY6+NmDp6orxM81vwYVux6Ue2+zTo3p4zPj17wIA+UlGXho3fxIjQerHnarljsE4dses14tmca7YFqeKKWSLYq5sWYmzjQ5YDWpEdRrEIZMyodVej1g0mu4Q4pYp+9NS8vh9QdRlGvG91bNwoVWl8DZY9CpsPujM3E77CVNGrQWpxoSRDJkWaX3f5mWxLWScofE97//fdxyyy1oaWlBTU0Nzpw5g1//+te9vq6xsRF33XUXHnvsMcyfPx8AMGPGDJw+fRr19fUoLCzEjh07sGLFilQPue/wJwIJA2Kz6GQ3UO3dHtkNvF3CaHa7mEiBIFs0f0sJrF9eIWp5ZLdG+jDLTWjnmrvR7WJg0KpETgK23oPcplKhUOC+3+4TtHgam22SLFYZe/ItFU4sWMjKnP59cPAc172EK2YIwGzU4q9vfcmlb4RCwJ799T351gDOt7kl78GxM+3I4DtTRgKx7QklWvxlZejjb+gNGklNSulBpMfo9186xioKtYzd1Mlp08eERMUiY+uQlI/Lkt24HWvowou7j3HpKOXjslCUaxRp8raqaXg9mnKyeG6JpDYfvusytHZ5uSrT7OtKCzOg06gEpzM6rRKlY214etshtHZ6ZTeyUIwyTaYJcnZWqVAInUYJFpOzGtXYsHIGNr31ZVS3kevy0y5YbSiVQFGeBS/+5RhmT5oDQNop9dWFLtFzU1tZBqVSgWMNXdjx91O48coysIP54OA5XLdgPHbtOw2lEtj7iTjEWSqX3OMPcuHSC6ZGHLdyhY/ZmhEmowYFdmPSBYgJgugbqSg2ycfHBOHxBYTXZJ9nmeearUGFcALvLbX+4KMAjtWL7YxWreScJ1y04HhxEXV+lxGpNeYfdhxFt4tBUa4ZgWAYF9tdkk7hpjan5M//7+UDWLOkHEW5JoFtZtOX9+yvx+UzC1GQbYKPCUV+3hmx/ZveOo6qK0pT55xNk9bi2TaD9P4kwzB4gyCGDUplGOuWVYhSfFSqxEWbcofErFmzsGXLFhw8eBChUAgzZsxAVlb8/CoAePbZZ+Hz+fDwww9zP6utrcXDDz+Mu+++Gz6fDwsXLsSSJUtSPeT+E6ebhdwGKstigFYZljS8dqt05wDB4jgEzCjNEnqcM7RwOOMXIwwEw6itLINWo0S3OyA4bWMrI1sNahTlmkVh5U9tPRQ/bBeR3sVseL9OE8l7zjDrel3IxusUwf5/q8MnKMb0zW+UCuoh3LEikjKDUMTrfvaiU/bUcMQvomU0OXW8Pe5CR8qpVDrGmtDJMcJA6RgL8rIMmFScCa8vgGyrTvh3CsBkkNamUqHAlXOKsScmJ//t/fX4t9rZEQeISSM5lmA40hlGKh0lO1MvSDl5a/8ZLJxdhImFEc1KadPtC0i2vPrvtZfi/pvn4tiZdoTC4KJ3inONuG/NnLgbWYd7lGtyIIlzoiTnKC3MMUtqOJGF9aa3vsSaa8uF3ydvYc/mSQNAbWUZ1iwp595LLgrp3U8benQfBnbuOx1xZuw+hmWLJuIXL34mWETv2V+PxXNLUD4uEzmZRliNGnznuinIyzIhw6SVLDzMbi7Y51eukOf9N8/Fz/74icDZ7XD5+7xJIggicRKN1pJCzplx9mK34BDLpFejtnIyivPNsvMxa2f622VHzs4sWzRR8DM2WlCqUDV7nQyTBg+tm4/2bh9OX3Bg577TnJ174tUv8NC6+fD5Q3j/wFmBPd2zvx7rl09Ht9uPH992Kb440YJQCNgVfb1cFMnb++tlU1paO70C25+KOTzR4soDjVIBrL5mCud412ki3fjSrAQbkSaEEal8e0/NLHj8ARi0anj9TPTniTEgbT8PHjyIDz74ACqVCkajEfPmzev1NQ888AAeeOAByd+9+eabqR5iSolnQIpyjNiwcgaXPsFOLAXZJrS1OWXTPiR/DnF4m92s5VocHTvTswEtsBuxbnkFno6JoAiFw7AaI6H52977UmRgA4EgzDq94P1zs0w439yNxjY3qq8qkw3bBYAjp9qweY8wvL96cVn8MDmZRTrf0CuVwPkWJ1yeAHf6XT4uQ7AJHF+YydVL6HT6sfeT+l7TOkYqcpp8dMNlknrkp3jIaU/y5FhiI2jWRf7HwXNGsFEMsacU65ZXwGrUwscEodeJJ3+EQ7Aa9JLPRkunF58cuyibjnJPzUxRCtSJs1144JZLkC0TwtklFzLr9KGhqRuhcCRy5OalX8OkQisQ6mUjC9LkgNHbiRJP060OH/Q6NRcaLKdhQNrBwX+u6pu6BYXVAOkw4ekTc5CfqRNEHEhFIXW7GM6Jwb5Wq1Fh/Yrp+NkfPpF01uZlGfHrVz8XOB4evOUS+PwBrL5miuA5X1s1DRkmDR65q6fNp5zdPXamXfB+T209jIfWzxcVuKV2oAQxACQYrSWFlDODXd9pVMrIhp0JoKPbjyde/QLF+WbcVjVNEA24fnkFivIs6HL68P01X0emSd33ulsKwOkLCg6/2I28WqXgim+yv+NHC/I34CIbLzGvRyLWAigdY4VOI6xztWHlDKiUQGG2CZ0uv2id6mOC8PrFUSRS6wp+SosoiiRmPrEnWR8sqXSdAaTL6YNeq+QOc5QKBfRaJbqcvoTbOBKjB68vgKe3HRGtf+7/7lxgqNp+/vrXv8auXbuwZMkShEIh/Nd//Re+/e1v4zvf+U6q3ypt6M2ATC2xiSYWrlqx3Ilc7M8hNMhse6ZwOAybWQeVSiHKL351bx1+9N1L8M/TbQiFgC1763Dz0q/BZtbjly8dFBnYZYsm9px28d7fH1bg1PlIJeV4YbtqpQJFeRZRMaAPDp7D2qppeIY34fHD5MqLM2S9+qyhnzjWhvOtTkGRTrYYI3uP+BWgbRYdul0M9nxcL0rr4J9WjlTkNNne7ZPUYyKnxFIpIawm5dJ4BC1EDRq8uPsYGtvcgpD24jwrtr1/AnOm5ONr4zPx+Cviyf+hdfMlx+fwRNpzVS0slU1H8TMh1FZOjkRIIKLLbheDk2e7EB4jjlKKhMpLby7NBg3XRYT92wK7UeiAkWG0a3KgSOhEScKexmqYv8mODSVmHRyxz1W3i+G0bNCpcNeN03Gh1c0t4DItOiiUwNkWN57aegiNbe6o7Ram20lFIdVWluHxLQdx7fxxkrrOtxth0At1p9Oo4POH8NPnPkaB3Yh7V83GueZu+JkQXtl7HN0uJuI8juos0TbTPiYIl4fpPVecIIjU0Fu0VpzXlRdn9BSHDPdEAQCAy8vAZtLip89FnJyzyvLw+l9PCKIJtuytw8LZRVzh8z6nDPAOIdhI1rVVFXj93To0NDlRmGsRdP24eWk5Mq0GNHV4BK1OpWw8G50WW2TSatRiTJa6l0hN6bTkbItOYIeVCgWgkC7Uzaa0CKJITBpRasq9q2ajbKxFMtpOyundn3SdVGIxafHoiwdE4/jJ7ZcO6jiI4YHPH5TsnufzB+O/kEfKHRJvvvkmtm7dCoslUknzlltuQW1t7ch0SEQNikajim9A5CaWJArX8A0yWzwtNqTWoFPhz3//imvXtGvfafzzdBv2ftKAK+cU4+pLS+BwMzgtU4G4KE8ihBlAu8ODvZ/Uo6ayDH4mJPtZz7a4BCdyrKGunFeCt/efwT01s9Bw0SEKk3vkzgWwGsWh+Ozr77xxOi52uLjq8Ox4+cUYY+GfEjzz5mEsnluCkgIzFkybM7IX0YloMoGw9ER0yWpSNo2nJAOnznfj1AUHt0G7/vIJ2PreSUFI+7/VzELlJSV49s2jCIVLJbXp8jKRSKAY2A3iu582YG1VheRnNujVIieCTqvC1vdOYpuLwaMbLsMjdy5AU6cXZ6IhoJkWnciJtm55BV5+65hAg5v31GFScWZCDolRq8kBpj8nSomGErN2ir9YfPfTBi7aZcs7dSgvseHqS8cJtLZ+eQXe/ug08uwWVC+ejI5uD3btO4MteyNONnZzwI9CanX4cPJcF3ZG6z+MzbVI6rqpzY3tfzslqLFSU1mGi9GuHI1tbjz28oGe4nTs/eIVJ87K0Et2i9r01peC+5Sw7ZAiDQq0EcSwJvYZMqq5iCvJZyoM2eKQNpNWaDMVEVvBtxEAOAe+pIM3iTWCVCrl2qppsBg1eH7nUW4cFpMGXn9Q4KCQcwQDwN5P6nHXjRVo6/KJOoqUF2fEjdREOIyNNTNx9qKTa3HKRntZeZEpWRYd2rulU9XKSzJRUjMTzR1u3LVyJsZk6uFwieeTx14+IF6nxonq60+6TipxuKTn1W43g9wkChUSo4OsDD2u/0apKMUnK0Of8DVS7pCw2WwwmUzcv61WK4xGY6rfZuiJOR3urZBfLKFQOPHCNQqg1dHTUkWqZ/1TWw9j2aKJXKGzV/bU4Z6aWfAxAaytqsDzOyK1Fja/fQRVC0slDexYu3SV/yyrgTsJXLpgvCjkfP3yCiiVCsmuHhtrZuIPO46itdOLM00OUbcG/saBH6Jo0mvgYwKYPWkOlCol9h1ulN90RHOhm062wBgNx06088SIop+ajL1Gb7rsrfr+Q+vn41yLU+QMWHdDBU6c6wIQqcGg1ajw5NZD3OuTOR1gN4itnV68/m6dSJt33jgdf9xxVDA2tqMHe2LU3u2DzaTFmQtdXBhn5HdnsLFmJhQKICfDAF8ggGP1nYL3Z0+OHXp17xutkaTJ6II09pkbCgaiABy7GOf/rNXhg1qlwP03z8VTWw+BCYaQZe2pTzJ1fBbnJGZf89TWw7jvO1/HI3/q6ajBOoubOz0oL8oQfP9spxs2FLn6qjI8H6ejC6vnjTUzUd/YzRVf44+b3+JWp+kpTsxe6/urZws1adJgzZLy1CyI06RAG0EMW5TA0TOdgsOe9csrsGVvHRrb3NLPlAJo6fDg5qXl6HIx3IFA6Rhr5DmOiRCQi05liV1rnW9zizbzUs+008NEa+10o2phKRc1+8z2I3jglkvQ2Obm/laq3Txb14EtrMv/+24XA61Gg817DovXHuvmw27RStcAirFH/BbpUtGgLi8jmWZ5psmB53ceg06j4qLOEnWO9xbV19d0nVQiV+vLpB+QTH9imMMEQpwzAohoetNbX+LHSUTUpFxZc+bMwZ133omamhqoVCq8+eabGDNmDN5++20AwNVXX53qtxwS+AbF1xnEzn2nsWzRREwszBCHh0nQ2OqKH2bMeqBdfigUCpxt7pYsnsbCLqL5uW0NFx1cD/qayjIooq/j5z3zF4lKpQINLS6Rx7sg24Tvr56NUxcc8PiDUCoV+P6356C+yQE/E8KWvXW49VvTJMfU2OriwunGFVhFk0rcSBJEf65Ar90V5Ba8vXWeGEmndf3VZOw1AGHtiVAoLOoiEy+Np93hk2zveU/NTGzZG9HlbVXT0OXqaS+VrDbZ04QXdx/DrLI8eHwMfvTdS/DVhU64PUF0dnsFemPHEQ5HNntKJWDSa+D0MAiFhQuzE2e78PgrPc+kw6uU1OC55m7836YDiW20JFIH4rVcTEvSbJM5EAXglAph5S6dRoWT57q4EOYNK2dApVLg9XfrcOXcEjyz/QgK7EbJ56CuoUPkqF22aCLOXnRirN0oiuKwWXQosBtx+cxC5GUZcfmsQnx0+EKkZoTdiIvRlCfWoeZjIvUs+NESUp+FHfdTPOefjwnil5siJ3jF2dGDhDAwNtuI/1gzBwadGhZ+vY0kSZcCbQQxLFFE0r1iD3ue2nqYW+dJPVMON4PndhzFkvnCiK0NK2cAENrMdz8Vd+hZWzUNb+8/ww1Dp1Ehy6ITpWh++5pydHR7RF3Q2LF3OP2iqFnWdnn9QVG9Bin7eehkK7a/f0rkhKmpLMO55m7J15xtdqKzW4PSMcJUCSl79OTrhwRpbLEYdJE0TTalRadRQqVUwGzQorZyco+TRyLdItumx+K5JQgEw3B4A9z83qvjoq/pOikkFAyJokTXVk1DKDafjyAA2bprDqcfeQlG1KTcIXH06FEAwHPPPSf4+QsvvACFQjFiHBKxBqW104vNe47jx2vncQYlHu0OT9wTf6leyKuvmYxNb0VOzuQ82qzDgp8HzI9WYE+T+Tn8cybnorPbh/944kPZDYY/EBJMbKuvmYzd/zjDLYoNOrXkmGJzBG+7YRpef/cEmGCIqzkAhYLLXZQkDNnioEqlIvEFb5ptpFJNfzUpdQ0gEkr5VWO3qJhdeUkGNlbPxNlm6c4RBr1aUuMen7BzBatLHxPktMl3pLR0euW1GY70N48t4FdTWYZ3P2vAlV8v7lWX2947hQ3VM2Aza7F++XRcbHdzJz8bVs7gFhtSG9/V10zGn//+Vd82WsNUj2m3yUxxATi2hgSrGzayh93o+5hIutiyRRNRMTEXW/96ArWVZciRaZMmVY+hINuIF/5yDFN4NXC4MRnVqF5cJqgxwS7kr/x6MVdHh/8eJfkW1FSWITcrEs3G/nxj9UwU5ZowpcQGm0kLp4eRdNBxC+F4muwD6VKgjSCGIw43IygwyxIb+RT7THU6/bh8ZmHcNNfymNSEiYU2HI3WG9v61xO4el4JOrp9XAREKBSWTdGsqSyD08uIogCkomarrijF9r+dQk6GuF5DvHXtU1sP4ye3X4rP63q6Y8jN780dHnQ5fcjLMgjSNvpij6wGNRcxZjFpsHTBeO6+svbR6Q2g3eETpMCxfxsbpRqvZlo6dSxSKpXYGlNbZOtfT+Du6plDPTQiDTHppfeAxiQialLukHjhhRcE/2YYBhrNyFt48E+x2Inhg4PnEjYoWVbx4rXAboRJr8FXTU6cbXYKeh0/v/MYvv/t2dhYMxOdDi/uvHE6fvvaIdGClT0Rk+pB39jqwk1Ly+GICeHTaXoKuLF/y99gSEVzsL2X2SrDFomF/YaVMwQ5gj4miN+/cQT3rpqNbrcPz2w/KjTUJRnCvMiYPMmp48TFGBuaXQlPMGm3kUox/dUkew1Wl9k2Pa6cU4x8uxFNbW6BHtmwyPJxGcjONCA30yDoP1xTWQaNSnqB0ens6QjA6pKNiuAXx8zO0EOpQFxtAoDDJb/w+eDgOZEj6y4JXT6xJbLB/N0bR6InAVNRkG3CmCxDpKiWh0Grwwe7TY+H1s9Hu8OHU+e68Oe/fyU4qU5mozVc9ZiWm8z+FIAryRC2T7ZGQn1ZW6NWq/D/NgtbaPqYSIV4fziMxjY3PL4gXtp9THSidOu3pmLbeycFb6nTqKDXqqFRKZFl0YkiZBwuhnNGsO/F13NsQcyayjIuLa7AbsRPbr8UXl+AS79wuJhodJgCVrP4+WajhKAE2hz+lGpyOCy8CSJd6XT6RZF7gDilIvaZsll0kkWeLSYNnL5gj70xRQqsO70BHD3dBp1WhVAojMtnFcLHhPDv356DTLMeWlUYF9q9qFpYinH5Frzwl2Mi+yQoPA35eUKpRCSCzSCu1xDbbp6/jvUxQXh9ARTlWri/+eDgOVHnH/Y13S5GVN8prj2Si57lObydviB++ux+kX1ctmgiFz33w+98HQ+tmw+PP4D/L6Y7UryaaenWscjlZSRri7i8AaBv/mliBKPXqUSRVrWVZdBrVQlfI+UOiU8//RQff/wx1q5di29/+9uoq6vDz3/+c1x33XWpfqshReoUa/3yCljNGjicvYdgF2SbBAapwG5E9eIyPPD0RyLDyrZIOnGuC9vfj4TlThhjxSN3LuBy+VgDfOu3piLTosNzfz4qWEAX2I0ozLXA6w/A4WK4TgPfXz0bTm9AsiUTu8GQi+ZgIzG+v3o2QqEw1x+aLdQmdRpnMWlg1KtxprFLkFP44u5jolNuuTxJfkpLIBRGbeVk7P2knvu8cgvetNxIpZD+ahIQpkD01nv7s+PNyMsyYsveOjDBEJYtmoi8LCPaHR7s2V+PGROzJftY//nvp7j302lU0KiVCARDuGPFdGSYtPjdG4e5bgS3L6vAyqsmwR8ISWoTkP9e86OdaIpyjQJHlpwui/LMqF5cBgDY+teTuO9f5wBh8YlxbWUZxmSb8MHn5zjNyYVmxmO46nFEbTIVEFVF59uZSKpOgIs64G/ip07IgtPNoLayDMX5Frz7WQPe3n8G9988FyfOdqIg2wSHy4dliyaK8o//uOMo7lo5A2ebXaL3VioVkrqYMNYaKYBq0kSKsHZ48NV5hyB9o7HNjc/rWlCUa0Fxrknysz146yU4Xt+BsbkWPL/jKBrb3Hj/wDlULy7DxXZ3cprsJQUuXQq0EcRwxGbR4YOD50RpjHesmI5X9vREy3LPFCLPo9PDYEqJMM0126bH0gXjuQ11gd2INddOQXO7B5ujhwFLF4zHlr0nuPfJyzLCbtWL7Ah/LQBEaynFFJ6WmyfmTM6FTqNEQ3M0BdPY40jm2jN3+3DybJfgPdg5pjjHJHBitHT5cE/NTJxp6hZ1FHF6GCBLzx1syRXxtZo1OHYmfutotr6PlH1kaw5ZTBqcboykSlctlC7QLVUzLaGovkFONzZopU+8k9lgEqOHrm4/zEaNoE2s2ahBl8ufcJvYlDskHn30Udxzzz3Yu3cvbDYbdu7ciX/7t38bHg6JZLpeSJxiPbX1MO6/ea6g+4VcCLZSqRAVcWSdEez1pHod+5hIHv6sSdmch9ls0ECjVmBsjgXP7zwKJhgShIoV2I248aoyQepETWUZPjp8AedanAKPFt+7zG4wpKI5dBoVpk/Mxjcq8nG22SUokraxeiaKc0yiwknshPj//eFj0ThuWDiRK3x08PhFzCrLw8V2N/712nI8Fz3943uXYzeJbM5jQ5NTdsE7bDdSiVa07qcmAXCnAd9bNbtXPYZCEOSysicEyxZNxJol5eh2+aFVKzgDpdeqkGXVCkLKb7n+a1CplPj9G0dEmphfMQYPPy8uBsjXJiD/vTa1ufH0tsNCRxYgq8vHX+nJja1ePBkubxAqlVLUTndztAbA+uXT8bM/foLifDOunjdOcDKeSOrFcNXjSNpkJhKlolQAtZVleDvaMYiN5NFpVKLTgJ37TuN8SzdUSgUef6XH2Xzvqtnw+gK40OriLZil083uqZ0lGcVgt+oj9ziEqFNWgcdePijQT4HdiKI8C85e7Ea2TY8Xdx8TXZ9/msc+U4svKY48yzIFjyU1mUjKUT/SaQhitMOmC7y4+xiXYjuuIAN7Pz6DJfPHYVyBFUwghOwMvci5Wl5iwx03TseT0UjaxXNLOMdD1ZxS5GUZoYCSs2FVc0pFNZ+e2noI99TMEtkp/loAkLYRcvNEZ7dPsqUyf+NvNWrg8wVF6Wc96ZM9bb9/8cKnqFpYKtlRxOn24eiZoOCg6/urZ+OB716Co6fboFEr0e7w4lh9F5o7xVGgsZFh8drTA+LCnLHrjNhDi4Sj+oYgvVOnVUkeKJFDgpDCatbC4fKhOM8Cjz8Ag1YNr5+BNYn1bModEsFgEAsWLMADDzyAxYsXo7CwcHgUQUnygZfzlPLz/RIOdw0DXTItdtgohFu/NZUz/nwvq8PFcJvNbJse3/3mVNQ3dcNs1OCBWy5Bp9OHLIse/xMTZsbWlGAXzfyfL1s0EUW5PS1AY6M52HszJlMPpzcg2rDJhaWxEyL//fbsr8eyRRO5cbDOha1/PSEoXsQu4lscPkAB0QT5zPYj+MFNX4fdopMtwDYsN1J96HrBJ2lNRp0fbQ5vXD3yq/zH5rJOLMxArk2P/3jiQ0GP8PwsI7a9fxLViyfBbjUg06pDOAz8/PlP+qxNQPy9FtiNuGnpVJxrjji4Ygtuxf49f6EWmxu7bnkF3j9wVqTFUDiMcDiMRzdchrZuH+c4SegeQ3rcw0KPgGCT6WaCMGpU6T9mGRKJUml3+LBz32l895tTOU1KLd5ZR5XHF+ROGYGe9pvViycJFvAeLyP53hfbXYKWyawet713iqsJ0e7wwWbR4furZ3OL+wK7Ecv/ZRI3xm3vnZI8yeS383sl2nEmy2qAj5EveCz6fhVAW7cfZ5uF1fMldZ8GBdoIYlgStbX3rZnDtQN+5s3DAICvTcgWHDSw7XpZm3KsvhOdzuNc1GogGBbNcbWVZT02SKaoZDAckvy5TqsEIHYWxI6d74xUKhVcPSj2OnI2Q+q1XFRFTHFIKbtVW1mGDJMev3zpM8H7/XLTASxbNBF7P2nAdTH1IGKjQGMjw6TmbEEhYd495I8pXj2JROzhUKR3BsNhFGTpcU/NLHh8ARj0aqgVYQTDZMAJKcLocvrx9J4jgmejMC9xvaTcIREKhXDo0CG89957WLduHerq6sAwTKrfJuUk+8DLeUqlCphJhbvGtv2srZwseSpWPi4LZYU2tHS6uY2dUqFAVrRqKX9B3drpjVRbj/EU/1vtLMkJxesPSv58YmEGJuSbOUPJj+Zodfig16mjraOArxq7BcUuWYMeG5Z2vs0Nn8T7XT6zkAtnZt//me1HBBWk+YWQTp3rgs9vEtwndkPc0OSAWW+HWa7t7TA8rUtGl/3VJN/5EXtSynr3i/MtuP/muXhx9zEuZ70k38KlOnxw8ByyrTq0R9vU+jqD3CasenEZGpqcOHH2S+4tBQsi3vgS1SYAQR2ALpcP7Q6fKBootuCWVq3kIjeK8y3cJjO2fenTMdXMWacIAITCkV7tDU2OnsJP6El7anX44ke1DEM9ckQ3maXFWWhp6U7/MctEGSUSpWKz6NDtYlDfxKvoLrN4z7EZuG5Gsb9jAiHu+uuXV+Bci3Qx2HA07JjvAGGvERvhsLF6Jv5n3XwcPN6McQUZnO7Zv2cdDn/56Aw3pxTnWZBtixjJK+cUIzfTCJVKyXVAii14LGqfJ+Ek5S/k0z3liCCGFbx0AX474Ni56olXv0BtZVmkaDRvLnJ5GRRnm+DwBrB4bongdbH1KaTskUop3V2qdKwND627FGa9piddJFpryaBTw2rWIMiEBDaXrfnFX7vptUo4fYHIHGgW1m6wGjSwmjRc21N+jamx2SZB22++3SrKs+APO45i8dxiwbjZ982xGSTta2wUqCgyTGLObun0cpEc/MKc/ALdUydk4aHnPu6zQ2Eo0jsZfxD+YBjnmp1cCH5hrgmMP9j7i4lRh9cfwtv76wVr4bf316O0yAaYErtGyh0S69evx7//+7/jxhtvRFFREa688kr86Ec/SvXbpJxkH3gpTynroeYjF+4aWyjysy+bcFvVNLz+1xOi3P07VkyHQafm+kkDwMV2D5BlENVQOHj8Iu5dNRtnGrug1Shh0muQYdKKJpQCuxHZGXrUVpYhFO7ZROk0KmSYtEJPdJTzrW6uevD135iA8WMyoFEr8b3Vs9Hu8MDtDSAcDuPulTMB8HLpATz+iniTC0Cy8JLUqbtSCS6Uvzh/EgrsRlTOK8Ge/fW4fGYhlEqgMNeCry50otmgi5uSMJxO65LRZX81yXd+vPtpA9fVRcq7X1NZhiyLDtfMH4+6hg4AiOa6ToZSqZCs7XH4RDN+eNNcfFnfjlA48u+K0mxse08camk1alBbOZnTO1vzJNuqE28s0ROqurFmJv76aQPuXTULTCAEq1mLplYXLCYd2px+tDm8yLTosPW9EzhW3wkA+M51UyJhlzIbyVgt5mcZoVCEcfaiA3pdJox6LTa91eMVvmlpObz+IBwuP5ra3fjg4DmsWVIurclhpsdhSZwoI6tBzbU05hf6lYrAie0mI7VIv9juhkGvktTuxLE2/OS2S+EPBHGu2Ymjp1px54oKNLZ5uPfOMGlgNmqQk6FHOBSWdHTxIxwe3/I5Hlo/HxkmLTy+ALfYv3b+ONjMehj0kWcpL6sc55rdEQfaRSdWXT0ZTjcjOB1cv3w6HC4vXN4g9yz7/AE4PEqBQ03KScp3Gqd7yhFBDEcEzlOJucoStR2xaWTs4ZXVoEZRnlnwOv4pvlT7z5rKMmx774SoWG9NZRme3nZIEHnIt7EFdiNW/Msk/D4mjbEoz8yt3WKjGXZG0zHvWDEdE8ZYYdZFUgPYtqfF+WbUVk6Bzx+AxxfEwRMtmDIukxszEDk8y8sy4mK7C5kWHYryLNwa9+Dxi5hfMUY6OiQKe28TilaMFgrOzzbiwVvnwesPIC/TgPJxmTh2JrLGqb/QiYqJdnQ5fVwkGQDOGePyBfvVnnogba1ep8bJc12CA8fayjLkZRkH7D2J4UsgEMINC0vx3J//yenlluu/hkAg8QyJlDskrr76akFrzz179kClSv+co6QfeKnTTbMG65dP54wRuxGRMjixhSJnleXh9b+ewJpry0Ve2ydfP4R7V83GtvcOCwzDhTYX/rDjn9y/9x2+gAUVYwSnw2urpmHL3uOCcLYCuxErF5cJwv3YEOGaysn455k2blG6Zkk5Mm0mLjy39uoyGHVquL0BQS2I22+Yhjc//koQ2r5nfz3WLClHhkkDi0kDgzaSesIv8Da5ODNuTh7776I8C954/yTmV4zBC7v+iZu/ORV/jPbZ5i+q71gxXbon9jAlKV1KadKkwS3fnBp3w8Xi9DCCDRAbRVCUZ5Y8SfjBTXPx8PNCDb2y5zgWzi7iTnDZhYZGpcTVl47j0jPYU+IX//JPkSbuXFEBh9svmgjzs41o6fLi1HkH15ZzY/VMFOebubQhi1GNqy4p4XLrdZpIq9mL7S7870sHBXr9xsyx6HIxUCgUXPeZRLRotxnw29c+R2ObG9+5rlxw4mQxaeDzB0XFQEeSJtOemGgIpUSKFz+tLLal8cbYtmbR5yo/28h1k5FbvH90+AK+MWOsSLtjc0xwehk8+dIhgQaZmPe+aWk5dn14Gt+8vBRub4Br8cm3qRPGZOA/1syB1xdEl8sLnz+AwlwLjp5uR4HdKLKJtZVlyMk0CFKP7l01G7/bdkRwT57aeggba2bCE3VYeHwBPPC7g6Lw4k6Z9EKuej6vuN5gFWAjiJEO/8ABEDtEF88t4TqXAcJ6YwCAMDA22yR4XWunF3v21+N7q2fD6WaQnaHDf62dh6ZWNww6Fd79tAGzyvJg0KoE7R9jo6FinZSXzyzknBHsWB7f8jkeuWsBbl9WIUpx3MyLTHjy9UjdijDCyM004ExjFywmDb552Xg0NDkENve2G6Zh3+ELuHlpOQx6DddtIzZ9jU17Zm0tII4OYe/pzEk5KCuyRepyxCLh3GbX3t+YMRbdLj9Xx6vAbsTKq8rwP8/sF9h3JhDi7PP2908llLoxFOmdHl9QMi3xR4WXJHziTYwerCYNHvnTPwV6ee7P/8T/d8f8Xl7ZQ8ocEj/84Q/j/v7nP/95qt5qQOjTA88/3VRAVKV3w8oZKC/JAPgOouhi2ecPCk+QFQATDMHrkw5VP9PYJfii395fj7tWzsSaJVPgD0RCZe6unoWfPPMPwd+x6Q9sOBsUQEm+RXKD+cAt87iNFmvAnR4/Pjx0Ab/mpZb4/H6BYfcxQfzujSPYWDOTaz/Hnpg9vuVzPHzXZahZPBnPbD8CiylShTU/y4gxOSb84c9HRLl/7Eld9eIyfHDwHJb/y0T8YcdRXDmnmMvH8/oDWHxJsajP9pOvH0L14kkjJmw4aV1KnLj3uuECAAXQ4fILNkC33TANez85iSWXjpPU5PH6dpGGIo4DE5fC8fb+evxb7Wzo1EpRkUy2IKbLywgWO61dXkEOPjsR1lSW4U+7jnHadHkZtHZ5EAiFuc83bs3XuQKZ7Gt//8YR3H/zXEGu++/eOIJliyZiy95IaObd1TOQbzfhthumCQps3n7DNLz27gkAPbVc2Gck26ZHpkUvuDexRa34p8cjRZNpjcSC8Y4V07liZSxslBEQx1kRk9OcadSg3RCxXzmZBjicPlQvngSbRY+WDg927TuNK+eIbdLmPXX4r7Xz8L+b9otsZg3vlM7HRNo7RyLcHCIb+8qeOtz3r1/HxXYX/rjzGPf57l01CyaDBnlZRtx140z85rXPRe+/bNFEXD6zkEs94s8n/HvCpvzVVpbBYtKg+qoyQAGcbXaiKNcEs14NhUK6nS+X3oHBL8BGECMe3oGD08ugKNcsKNYYG/0AiKMppdYT37p8ApraXNj90RlR5AJbz+vyWYXc2oCFOxhRAl1uBlULS2HQRdqG2sx6wXzLjqWpwytbO4c9CPExQTRcjDge2DGsunoyNGo1fIxbcN3fv3EEq6+ZjEyrQZCudvnMQi6ig73ms28eFRTilKo7sX55BX695aCos1u86LDNe+o4m73prcOCMbCt0Nm/dbgYkV1PpKZXp9OPsTkmPLrhMrR3+wYlvZONuOPjY4Lw+AID96bEsIVN0+bjY4Jod/iQZRzkLhuTJk0CABw4cAAXLlzAt771LahUKuzatQtFRUWpepuBo5/53FKG6olXvxAaGhnv6s59p2HSq7F0wXg43L5e6wBk2/SonFfCtW9iT8+63dKCUCojnnDWEMuFqh39qpVrh+hjgtj23kmuk0CPV7knXDj29WcvduO6BeN7iqgpIifGnU4fNzlYoEEoFEZTuwu5WQZcPmss/vrZOVRdUYqxuSboNGo8v/MoNyGsrZqGwlxjJEcvGqZYNacUja1u5GYaJMeRadGPnLDhAdDl41s+x0Pr5gtywx1uBk9s+UK0kf/OdVOQm2XqVZNAT8jo/+NFJ9RUlgHhEFweaUcbFBFPPH+xU71Yvq4E+9/b3juJNdeWQwHgVzznmtwk2trlxfb3hUX++K26zjW7kG83Ii/TgJrKMnj9QSgVCgSCIVw9rwQ+Johppdk4da6De0aunFOMi+1u4b2RSftQKjFyNJnGSOn9ydcPcXUXWHQaFWxmbXKpemGgdIwFOTY9XL4gfhddbGbb9LhuwXiBjYq9XlObdDvNTIse2Ta9qOhkKByW/HuH2885I4CIdhtbXZKdkkSFLHmpR3Kng2wnp7ej0XJ8B2W+3YgJBRY8tfWQaCG/YeUMzp44PINfgI0gRgW8A4cxWcJ21rHdo4DIM23SawAluNaXRXlmPLRuPj473oyiPAua2lzYsvcEqq4Q11BiD7Rki93G1HeIbRvKt0U6jQqhYAg6rSpuJCJ/beFjgtj61xOoqZyMX70iXFd8dPgCZpXlYVyBFSfPdQrtZZx5mIWNDrl31SwoFAoY9Wp8db4LTDDE/X2s3ZKbL840diEURq9jkLPrnS4/rEaNMKrMqJZtSc3W2BhIMiziVG+dRoUMM61jCDF6medal0RXlpQ5JG655RYAkRSNl156CQaDAQBQXV2N73znO6l6m4Glt3zuqLeSLdpjMWpg1qvgcDFo6vBIeoTPt7lhLYoYEDnv6n3f+Tr8TAjP7zyK6y+fIAoFvu2GaXg9ekoLgIsUiD09++/b5kkKYlxBBgrsRq7WQkVpNt4/cI7bWLF/J+X04HdoYFHKTHyhEAS5xAhHwgiP13cIFu78qvG1lWVYPLcYr757Amu/VSEqyvbM9iP46br5+P63Z8Nk0GD7+6cABbD3k3rctWKG5DjsGfrEN+2D3Nu5TyRSZ0AJtDkiNRLsGXpuc+D0BQUdUNjq0Z8db0ZRroWb3FplvJvZmUa0drhFmuT3QWeRChl9ZU8dfnzbpVAowrKLkHc/a+BSJkLhMMYVWLkCe/y/1WkiqwlWm2xdEv41DXppo6jXqrjx8PUZq0l2scOvqbJs0URkWfWob+zCZH5v96gO+Qs1uWejfFxWak80hoNuhwC5BWNRnpn7XlhHcEunB1qNdK91znkkcZ+tRg2USgXuWDEdT75+KPqaSC0ds1Ej2X5ObrK+2B4pVszvvmHUq2HQSf+9Rq3k2vZBAYzLt+CFvxwTPXOxLfmUCgVCoR6BfHDwHO68cTp++9ohge53RavFXz6zkAt/Zq/75OuH8OPbLsXiS4oRCoVxT81MXOxww+MNIpPn3ByKAmwEMeqIXRcoIKqHYzVp8H8vH0D14jJs2VvHHfTcXT0Tm/fUoXpxGZTsxrmXGkrhcBi331CBLKsOOq0KZr0aF9q9XJSGVOch/nxbW1mG53YchUalFNWkYA/mYu0QIG2L2IjebpcPDpcfBXbpQxN+ly+lQoFpE7IE88CS+ePQ4fAKIs7iddqIWzhcIe3k5f9bbn1gM2tFh5X33zx3SB27LjeDNddOwYt/6Wn7uebaKXB5GCBal4QgWPQ6NW5eWs7VOmRrYhl0ibsZUl5Doq2tDVptjwdNoVCgo6Mj1W8z+EhEN8TmrfFDyT2+SA2GsxedGGs3clWSpU9+A2ho6sblMwvx/M5jkQVnNIRdqVAgO0OP6sVlXG6aXCHI4/Udoo1jbWUZ9n58Bsv/ZRI3AWx77xTWLavAq+/0TFDrl1fg7X+c4a7HOj1iC1G++2kDVl5ZJnqf1ddMxp///hU3Pq6GxLXlqG/qhk6jknSksOHEV84phlsmlO/A8WZs3lOHArsR65dX4GK7B90uBo1tTsnPmxlbFT6J73RYhhYrgS9OtXP60GlU2FgzAwgrBJ+N1ebb/6hHKATB5GbQSW/MTHoN/m/nAZEmbWatKFd9bI5J8vv74kQL9n4izrlfv7wCW/ZGNk1MICxIK7l92TS89k5P69fV10yBRq3gqmTzdcQf97b3TorSLtZWTcMb75/kxqNUglsAyTn3+J01ivMteGHXP9HY5uY0+NTWSOu1bhcjSIcy6FS4rWqaoJjXhpUzUJRjFKZu9YeRotsBQG7BmGMzcF1VEAZ27juNxXNL8P6Bs6KTvztWTIdSpQSUkDyh0qqV+OWmyDOx+prJyDDrBLnLsd9/TWUZ3nj/JNYtq+BCePkL38Vzi7lx1laWob7RgeI8q6QT0On2SxaYjY2IYE8C2WvmZBrw0u4vuZ8tmT8O4VAIP7hpLjocXjRHU07Ya8jNMRfb3KIT0A8+P4cF0/Lg8EQcNyajJr6ThyCI1KMAXL6AYB5dfc1kMMEQtuytw/rl09Ha6YXJqIYh6iA9ePwiaiujRZ0hvaEeP8aKtVUVeH5HT+QqW4D98lmFPX8v49Aozjdj2aKJ2Hf4AucccHsZ3LtqNkKhEJraoxGHXy9GSb4FL/7lGGeHAHlb1NbpwZNbD6FqYSlMepXAjn9w8BzuunE62rq8AltZlDsTD956CY6cauMO4PgRZ7Hzv06jglqt4gq0S6W8sGktTDAkGsPtyyq4SLpIWo1Jsm3oxXYPXtwtHIfUYeBgOnYtJi1MTp+g7afXx8BCdpyQwM8EoNWosO29Hufe7TdMg58JABjklA2W+fPnY+3atfjmN7+JcDiM7du348orr0z12ww6UtENXS5GZMzYPLXtfzuFtVXT8Pb+M5hSYoPVoJFdLOu1anxtvB3/PN0GHyNslQhENk97P2nAskUTkZdllD09y800ornDjZrKskhrN6sOSqUCE8ZmCNIufEwQT287jHtqZuFMkwNKhQJeXwA3XjUZv3jhU4HTIzZUr9vFYGyuCafOdeG+73wdnd0+dHR78ee/f8WdKFdMzMbFNhfurp6FcDiMFw8eQ01lGfyMdNh+KBzGhLFWZMbxPmfb9Lh8ZiHaHV7MLMtGYa4JL+3+EtdfPoHbaCgVCuTZjWACYTR0uZCVoUcoGJI9RR6K3s4DQZujp5ASwKbPuES5is++eRTLFk3E8n+ZhLf3nxFMbhajRtK542MCkpq8p2YmNLzWmUqFAnoZp0ZRngVXfj2yEOFr02rSYHz+HDh9QS79iB3r77YdEehTo1bgzx98xbUu5DvI+PpsaHJibK4J99TMQjAcgkqhxLb3T+DE2S5uPDMm5cDl8ccNsWdPhXQaFRqaurloDSYYQke3D//+7dkIh4GNNTPw+CtfcIuXmsoyvLX/jKBtok6jRMPF3vWYKCNFtwOBXM2VbrdfkLIBRMJn2TaX1YsnIctqwMV2N17cfQzdLgYbVs5Au8MriDBi226yz4TLExDUjGhsc+P1v57A/TfPRWuXl6st0drpxXeu5fV016mw7f2T6HYxKB+XFT2pVECnVWHre5G6LSqlAhtrZsLrC8LtY5Bh1kKp0IlsuVRExISxGbh75UzodSp0dnthMWiw5tpI95fObi92f3QGa64tx8PPfwKLSdOTchJ9fWmhTfJZbmp3i977/pvnoqXTi19uOsA5ZVinHf87GDYtbQliGNLm8IsiCTa9dRzViydBoVAIipjfdsM03L5sGlo6vHjtneNcwcdY52xtZRmeffMIul2MwPH5+2gqB9B721C9Vg2NWoHrFkzAxXY3V5B6bdVUmI1a/GnXMe7vpSIWp5RIFz53ef2ouqIUWrUS48fY8OTrXwhqUUVsfp3kPHnp1/Lg9DIIQyEZQcpGO9RWluH5nUcxZ0o+12q0vESYQusPhbHiykn4/RtHuDaf+XYj2ro8+OjQedy7ahYCwRCyrHpYTBqEg2GRc7zbxQhsOCCfVjd4jt0wupx+PL1HGMlSmEdGnBCjUqrwu5j6bb974wh+fNulCV8j5Q6JBx98EC+99BL27NkDALj22mtRW1ub6rcZdKSiG+TywdhNzjPbI4XzWAMitVi+88YZuNjmwpsffIWbvjmVM0DsSbBSCZQWZqB0bEWkC4BWBbeXkZw4/rDjKDdx6LXKSPVjDyPraT3T5OBOqHUaFX7wna/je6tnIxAMcYXLYvs7z5mcC5eXwR92/JObPGJPzJ7Y8jluvHISTpztQCgcxvJ/mYR3P6lH7dVTJA2sUqFAfqYBVrNGdIp4+7IKaFXAt6+ZIljg/uu1U7C2qgLnmh0oyjOjqc2FCWMz0NXtxS9f+gxXzytBS5eHSyGQOkUeKaHFbQ5vwtoMhcNcXmhDk5PTplmnQmGOWeBgyLbp0dQqrJGQbdNj8dwS6LRqdDp90GmU8PiD0GoUaO/yiL6/tVXT8OJfjgm6r7DaRCgSciqXLhKrz6orSlGcb0GmRce1CuX3+p5YmIFsqw6dLj9+8eKnnD4bmpzcNWoqy/D4KwdRUzkZG1ZWwGLUS2oS0cXA7csq8NGh86i+qgwGfSRihN8R5I4V0/E/6+fjyMlWjM2xcPVPGpqc2LByBlweBp8d74ROq0RLl1cQptrXqIaRotsBQabTTEuXuDaPkmfjfP4Qntp6SPD7J179QlD4lF2Qs7VHAEg6tBrb3Oh2+9Hl9CEvy4jFc0tw8mw7Wru8AhsWSVfTgGEiR3WhUBhb34s4KQLBMF6MRjRk2/RYumA8Hn7+U1GKEiAdEdHa6cHW9yJRQUsXjMfPolXt2WijtVUV8AcC3AJeoQCqF09CXpYRapUKHl8A31s9G3/knYquXzEdnd2RYsP8xXsgGOKcEezn37K3Dg+tmw+XlxmUAmwEMSrhpZQpVQrJ4r02sx6/e0N4YPH7N47g3789G5lmPULhMJweP66eVwIogPtvnou2rkjU1E5e1BRbtNrji6xxxxVYBE4Mqc5Dq6+ZAh8TlKwrsfWvJ3HXjcK0W7auw/e/PRv+QKTIOxTAHcsr8CTPdq6+ZgosRi3+tOtLzgn67SVTcK7ZFVm/KBXIskrXGOt0+VGcY+La2MeOq9vFoKLUDqVCgX2HLwhahfLnbXaudfqDYJhgj5MBgEoB7P24AUwwhIvtHmx6qyftYWPNTJFzHICgvgUQSavbsHKGoHDpYDp2vf6QdJeNIuqyQYjpdkuvS7s9fuRZE0vxSblDQq1WY9WqVbjhhhsQjj6cDocDNpst1W81qEhFN8jlg7HGwsdEcpc5A8JbLLuZIDQqJXz+AH77WsTgvP5uHeepjten+fZlFTh+pg0/uClSe+L0BYdo4nhoXaTVSqfTH7eAGYuPCcLjD8KkV4MJKGCzaHFP7Uz8avPnaO30YvvfIu2J7BYtNGqlpLOiKM/Cddlguxhs3nMc5SU2XH3peMliaLWVZSjMidwjh5PBq+9ETvu0GiUKsk1o7XRjXEGGYLPgY4J44S9foqayDApEHOJjss0IhcJ46x/1qJxXAh8TwuaYegaxp8hD0dt5ILBniDfV8bTJbmAEkxuvYF9ThwfBUBgv/uUYmGAIq6+ZjE1vHeeKVsVGUbz7aQO6XUy0/VUkkmdsjgk2iw6/fe0LQaFUvjZZ5NJFYvWpVAKZFh28/gB+eNNcPL3tUGTz54pUHJ+Qb+Z6g/emzydfP4T//Nev4++fn+VqAbCfiU1tqV48CU63H1ddUoL6xm4gDM4Z0fN5juOuG2eiwG5CY5uTK4BZPi4LWVYdPj3WjG3vnUTVFaXY/LZEG7Q+RDWMFN0OGLHdj+q78OLuYyLbww+flYuU4RfxfSWaXhZL7HdRYDciEAwL00BunI5X3hZ33/jvtfPQ3uXBBwfP4fKZhVg8txiTSzLh8vhRWzk5UlMl38oVdJN6P51GheI8a6SzTcyJm1KpEC0qN731JW6Kphvyi1betDQSQfH7N3oWwOuXV0CnUUGnVeOZ7YcFjkV28a7TqiWdMi4vg+JsE/edEASRQuIUSWfXgjqNCgadStK2+ZkQ/ndLT4v4msoy7Pow0qJ7zbXlok2zxaSByaARpepq1UrcUzMTYQDN7W5UL54EHxMCwkAoFJLs6MZGbfzmtS9EdvmGhaW40OoSpIPedeN0rtg0e93fvNazJmSCIbR1+QTpKj+8ea7sPNnW7RdFGbL2vSjXDEU4jM17jqP6qjKusxtbt4ffccjhZuD0BQWR0uz7PLRuPphgCD95Rhj9efaiU3Jc5eOE9S3WLCkXRWMMpmPX45XpsuGlLhuEmAyzdBFUa4IdNoABcEi8/PLL+PnPfw6GiYR/hsNhKBQKHDt2rJdXpjdS0Q0ZJo1oM8MvyKPTqDDWbhQakOhiubQ4C4dPtqC5o+d0u6PbByYQxF03zsRPnxMaMX6f5t9tO4wHbrkEHl8AHl9ANHH4mCBcXgZ2sxY2iw4fHDwn6QjYySscpNOooFUpBWF9G6pn4Me3XwqvN4BMc48x5N8L1llRE43QEFV2B1AxMZdzKPA3iNMnZkOnVcHjYeDwBNDp8qOxzY13P2vAdQvGC3pI86sqs+H0ZUUZaOn0cl0WdBoV7l01G4+9fED2JLGpwwMoFLL5gMMxtNhu0YpCpKVyFVlt6jS8Fn0S2mSCYXx2vJlrbRkKhbGxZiYMOjUe+ZN8/3D2vzfvOR79LmYJClOyr3G4/bDzKjXLpYvE6nNSUSaeeLWnLe2dN06HzaJFhkE4USeqzxNnOzBrSj7MBjX+e+08dDn9OH3BwYVNXrdgvGBRdOu3pqI438xpUK9VQq9Vc88qO6YJY6wwaVW40NGTvyq34e1LVMNI0e1gwE9v4duemWU5yM3QAWHgkTsXwOULShajZAufsrnP5eMyEQ71FGj94OA50Rxw09KpouK8T752SBSS62OCuNjuhp8JCmoE6TQqrFtWgfcPnEVjm1vQFUmq2v0dK6bjuR1HBHnXADCpKANarQqhsDgkOT/LhEdeED7LkZZ0whTEp7YexsaamVwqH/tz/uLdSjUjCGLQkSuSzh4ERSIUp8Iqs1FQKhSSz3TpGCuMBvEzvXhuicghv+mt41i2aCKefuMIaisnY9t7JwWFJPPsRi5qg29Hx4/JwO/fOCxImcu06GGz6KBRK/HQcx8L3uc3MfYzthNXpN3yl4LXPL31EO64cTqe5BXu3Vg9Ey2dXpy6IN32eFJRBuwWHVodPtRWToZOq+RS2vg2tyDbCKNWjV9ukl9ruryRSLfY3+39pF40Z2ysnomiHKPY+RBKoKD5ACF78EEFLQkJAsGw5Do+GEpctCl3SDz77LN4+eWXMXXq1FRfemjhRTe0OnzQ6yIbWrNBzRkRhUKBp7Ye4mopsG2RHK6Yzhy6SAEhPxOEUa9GbWUZtBolTHoNnvvzP2UNHL9Pc2e3D0+8+oWo6CQgXAxaDWqsvmYKNr31JbcYn1KSCbcvIMgZvu2GaXj2z8IT3Ce2fMHVw9hYPRPW4gzBveC3jootRCQ44eZtxvjtR4vyLAKnw/1Rj7ZUocE9++uxbNFEQbh8gd2ELXuFf3emsWeikbov51uceOzlg7hjRWTjOJQe6JQRAmaUZuGhdfMjXTasetitWm6zdb7NjbMXndyJJhvpAkRa9HW6/DDpNfD5AzAbtfAFAvjaeDv+9dopGJtr4YpZybWL5euS/W+LKbKgkfoOtBoVl+cJAAiHodequJBHvVaFnEyDQJ/rl0/Ha+8cF0Rb/Pa1Qz2bIlabiFy3KNfEXU+qUJZOE6lN4vMHuaKzRp0a/29z5CSaPRnha2vbeycFxWFZg8suuNgx/fCmuehSRdqZxn722H+rVEquYFbCuutnK9jRBD+9hW97ppRkAqHIwspq0MBq1EgWG9t3+IJoMXrHiul4+K7L4A9EThmDwRAevHUeul1+1Dd141xzt+RzEhuSyz4LWo1KdIr49LbD3AKcH+HGT1HKsUVqXlhNWu5ZYSmwG+H0BPDUSzEnoFEb4PGLT7/k0ry8funaPxMLMyJRSQA5yAhikJFL3SstzMAPb5qLDLMWXl8AwWBIMhV22/snRK8tKbDAZtHhn2faRZsLuaLVoXAY2TY9NOpIzRu3NyCaI2NTHwrsRty0dCrONXdDqQT0WjU3Prl1hpT95P5OJnWuq9srSB1TKhX4jyc+lF03q1VK3PfbfdzY11ZNw/XfmCCoE8Rfe8Rba9pMWrh8QdHvul0M8uzp5XyQIowQbr9hGlcXQKeJFCkMp6w6NzGS6HYz2Mkr8M5Ga47JMQMZ+oSukXKHRHZ29shzRrDEhAI73AwaLrpgs+hQnBMJTb1vzRxB7nJslXY2RSHTZkKXyy9ou1ZbWYbifDPG5VvihrBHNtYu+Bhx0UnWiLZ0erkFYaZZi8tnFgIKIBQCnnjtCwDAg7fOQyAQhFqtwomzHZKn2VqNEj5GOry8yxUpGiRViEjqhDv285y96Iw5jTuEO2+cjsZWl2hyuXxmocg7/9RW8akju3iXui+1lWXQaSOtoJ58vWczy88HHOpJoM+EALtZC7tFK9Cl1aiB1ZiBsXYjppTYeiY/iMM9ayrLcPxMG+bPGCs4VWCjU4rzetcl+9+L55bgd28cltTmV+e74HD6ufoJ7Q4fXn/vJHd64vUFsf1vp0T6PFbfKfjI7GJIoM3oc9nU4eEih7JtelRfVSZwZrFdYDas7Nk4KRXgFmFSC5zLZxZyCy32/fkRIuzPvqxvRygEKJU9aTNSelx9zRT86pWDnJMoqXoSibSCJRJPb+E5eZo6PDjf4oROq8KcKfkixxSb7tPQ5BAs2DesnBEJ811cJvmeZcWR4mwWkwaL55ZgbI4Jnd0+ZJi1cR19UoWFtRolXt7zJbpdDCYWzRZpSypKgz0BtWfooVYpRWOUS/OSa1mqUStF944cZAQxOMh2FLLqcL7Vjf/+3T94Dohp+Pdvz4afCUGrUcJq1sLpZlB9VRlnZw6faEYoFMbZZidyMg1cqiGbPitlMyKHDkpu/cceYMXOkffUzOLSzti23ax9inXsy6UYl/GKW35w8Jygdaic7cq2GdHm8CI/ywirQY2GZvl18503ThelBj+z/Qh+ePNcWUcMIB21xjpklSql5KmxSauCWadO6/nb4WSw+x9nIoWV/UHotSq88f5JrLyqDLnmxDaYxOgh0xI5GOHvx3QaFTLMQ5iy8Y1vfAObNm3CVVddBZ2uJ7RnuNeQECCRu7dh5QxkZxrgcjPIztDDalDD4ZIPqcuyGThnBPu7t6NRAC/8RZzvzO/TvH55BV56K1LwjJ8nn283wqjX4PW/1qGhyclt0sxGrWCSACJCMetUsNr0cHgD8PlDkga9MNeCbJserZ3envDy6Oc/2xzJhYvN1R9XYEWX08ed2n1w8JwopeCOFdPx4m5hGk9jmxs2ixY2s0S9DpnWT1KFgG791lQ8++ZR7iQxL8sIp8ePQCAEh8uPW745Fc/tOCrczBo1XHGo/nRAGFLkdJmhg1qliv5NZPUhFe7JVsyPreK/5/9n78vjo6jv/t8zu7P3bjbZnJADCITEHIQjIrQoaiIiaAQkCYjigYLWH9Y+PZ7HXraPbR/bPu2jPUSrtlaKiALiCQbxLJaiohwGwpUDyH3tvTu7s78/ZmcyszObBAgQ5Pt+vXxJ9pidnf3M5/v5fo73e4h2Kf13WpJJbMeUZkxNBi1e2n4ILg8r2qfdqld1ZEOxT4ETo9cThM3EiN9fWgHp7PWj9t+NeGjJFDS09IHjgNpdjVhcnocMhwGIHrLbGRAzvGMylMmXeDYoBHTCOWWlWUFRwI7dTWLQJJB1PbRkCk60uxAKR8BxnNi1sXZrHb6zZAo8Pvbitb8RiNMab4kmeUBR+P2Le2A1M1hSka/6m0c4DgGWQ811eUhNNKGl0wONhkaGw4Q9h9pEHyS9D3d+eQI/WTEdbV1eWbXy/ltKkOEwyRLC0uSe1HZ8gRDaur1ip8N9t5SApihQ0WSaLzpj3datTOoG2DDSk0xgGBqvvn9YUf1KMDOKxwTJ0tj7vroiD2s27cUPlk3lrxlJkBEQnFfYTFpV0kOaprB2a13/ugvglXcPY1ZpJnZ81oS75hfh+dcPKLr97l1QLCOglnY2PPHSF7Ca1UcrAQw6mshFOPHxePLvQmJfbYNfXZGHEMsTR6YkGtHW5cU7UTWrNIcJTndAVe5b+n1WV5UiK82iGrMWjEkCEFEtyvU6lYTIwsgLAKgRa9M0haZ2XlkrO90mIwvPTLHAYhj567vFxKCp1Y3frP1MfEzPaGC51ImzCVTBRZSdWCsXFJ9WR82wJySefvppBINB/PznPxcf+zpwSEihtpkTGNmF2b3VVaUwG5VkX0JmtbPPN2AXgJxrIQVchMOt1nzoGJ4BndHQYnbbqNcgEt3sARHMLBmFHtdxMYGgFpR/d+kUAEBTpwdmI4O8bDu+f9tUPLNlv+jAl86ZiC0fHMad8wvR2uWBUa/FqW4v9Dot1m6tk+kuC7P6NRV5eOa1/QAgO3+rWSuroNEaGi4PK5srpCkKiWY9up0B3FNZhL9IFssxoxJUF4UxGQnIcJgwqzSTT4aMSsD26EKVkWxCS6cXb+08pmBKFhbSABuG288qGJfPVAHhQiKeXfK8Gv+Wfbd4tulUYcqNZ5djMmxo6fSgvCxb9u+xoxJgNTPIcJhQfnk27BYDjAYNOnp8MOg0vAQoALefFe1T4P6Q2ScFHGvjK9VFuUkYlVwiElnpGV4L/V/7T+H7y6bBFwijwxnAGx8fVa2ANLW60ef2Y0xGAjx+FrfNvQxpDqPs95UmRpLtBpHMU/i8sXFs0GzQouraPNA0Pxv7yo56uL0sFl49AZveOyxerwmZdrz9yXF8erADAD8HC0CsGP3oqU8uavsbkTiD6r3gL9durYNBz/sKLtLPwZDhMMHpZfHB582omJ4jGztbtbAY/kBIrC7SNDAxJwlmI40vjnTh8qJR4oIN9Lf//ufyafgfiRLGisoi7NjdKNrVmFEJ2LijHj2uAMrLcrBsTgEMeq2o6sK/pxCggHf+1ahgrwf4MY5Emx7dTj9unJWLxAS9TH5u4/tHwGhorK4uRUunB5mp/aoxbi8rJtMoit/nzJqcCU8g3H89Bcb/mBEwklwjIBhmUMDRky50O/1YXV2KQDCMFLsRo5ONONXpVZCiV1fkgaIARkPDbNJi/qxcxZjY05v38YSUQS6aWOBQfe1E/OYfnyHA8jLHb0Y33qmJRqTYjfAHQgo+BiEeE5IhH+05gaQEY78/GkBqW1AUykq14Id38mof3U4+ISsQbVaV54kFth5XAHfOL4SbBuwWPR6smQwgAkZD47nXD8hGPIXiUyy/VE1FHl7/6CjmzhwnnqNU5c6g5wl/n48SVwrrs05Ly2LPgjGJyEo1oa5BXhT69pJSTM1P4YsNF1H3mFZD4455BejzsGIyJcHMQKulB38zwSUHmqJRu6tBlCo36jV4/aOjuOPGoU9MUJFI5CK4Nc4cXV1ucKdBqqEKibSS3apHrzuAR57ZpXjZ/6sqRVu3V1QdeHTlDHGTIUDP8LPyZZel4eE//1P2nNguHoNvV09Gn8ePcaPt8PhZmPVankPilb2qygd3zCtAerIZ4XAECWadGBjSFNDtCiDJqkdzu0fRrl+7qxELr56ABDNfJezq8yHIcrJNmcDEnmg1oMflwyf7WkSSv7GjbOhx+mWOW6oOIttkUcDRUy6c6HDLzn11VSkKchLgCYTh9oXw5eEOcBywp75NkVSorsjDV8c6cXlhBja/f0SRlKiYPga/W/e5oo1Q+B2qyidgw/bDcX+noSogpKRYh2pJqjhrG5WMKfzP3z9VPL26qhSt3fzCPJhtxnZIAPHtsqo8Dx/tOYF7Kovh8bOwGBno9Rr0ugJ4/cOjKL88R1ZtranIg8nA4OUd9WA0NFYuKAEQgdnAIByJQENRCLAh2Ew6hX0K781INsHjCwEUYDVp0drlE6siGQ4TVlQWo7nNCW8gjD2H2jA5Lw0ZySYY9Yxs8ybYe1V5HiblJgEcFB0mGQ4T7ltUggDL4eiJPnx2sFVhg3fdeBkMeq1s9EpQfxHsWhrcXDbWgRfe/gpNrW6xIlR1bZ6qfcbaX0qKFR0drjMykXNlo2dzTuccMX77tDbGNHCgoVdWfRRsZsVNRfj12s/i+hUhMS197D+XT4PHF0Rbtw8vvH1Q8XH3VBZhVIoZhxp7wHFAY0svZpSMxku1h2R+bcv7h3H1tGwk2Qz4zdrPFJ+9dM5EZKZYEAiFQdM0trx/GMXjU2E2amCzGLBGQqS2ckEx1r1zUEGGKaxjew61Yfm8QoRCYZgNDH734udgw5xiPE/w2bHjicL1WnZ9QdzkmtR+ztZGR6wdxmBE3zMxIOcqP/7ZYDh9qDsQwmeHOrA+qgBRXpaDtCQT0pNN0NIUfrRGubb/bOUVaO/24U9R7jFBUluKB6sni2MLGQ4T7rm5GMdO9iEY4sSELAD87J7pSDDp4PaxYBgNfhIdD5mQlYDrpo+RdV7cc3MRstMtaOn04s+v7EXlVbmqBMK8JLgGgWBYFhPec3MRLEYGWg2NZ1/bL/qg2l28otruAy24elq2rCNN6CKO9W2PrJiO7BQznF4WHc4Ajp7ow/bdjbhzfiHWvl2Hiuk54nHl45UTwXER+IJhlIxPxqhEA0Dxa8S6bQdFH52fk4SXag/KxkuFNSF3lA0pdsM57cIdThs91u5GV68PPa6gmJBItOrgsBsxLtUyHKd70eNi8o/nGs3dHhw94VTs0XIzbchK6teJHchGh61DYsuWLaisrMRf//pX1efvvPPO4fqoc4+YQLajxyfqrAubNrVKaVuXV2T0f2vncQTYkCpRmkGngT/IKph241Vgu128U330uX/LFp/qigmgIJd1s5oZ+INhWbUtNjCM165feWUuntnCy3VyHK/lLMgoCccOBMMKgxPahxfMHo/tu/n2/qw0C9q6vdi575TYAdHZ50O324hedxBGvRZJdoNMv16axbYZGXT1+WUb4R5XAJVX5iIr3YLmVp6k8Zqp2aoyqasWluDV9w+juiIPQVadlI0NcVhdVQqPn1V9/kwUEM45YjdZJq24EYhH1NTe48OG7fWy30vNNqsr8vDRHqUM5oQsu+pxx41OQIrdKLL1C/adYNGh8qrxaGhxovKqXDGQEcaV5s0ciwiAXz2/W9VGLQYm7qhTjysAAFhfewjfXzZNTEYIXQa/fkFp97NKM/HRFyfwrcWl2H+0ExwHfLLvFGaVZsLpCaCtNwCnJ4AkmwEFY5TV9KZ2j7jBFGwQFJCTbkVbtxfPvf6V4l5aXV0qnlfsBm5FZRFMBg3WRjem8UZBRqT9XSxQGV86na4Tp4cVkxGAfKSpuc01YKVPq6Fks9k7Pm3CocYeABSyoy3DsfeS3apHU6sTXDQxduWULKx9uw43zhoHZ7RC1XDKifmzcvHep034xqRMxWdbzQyMei1+HU1UCG3Yr7xbj1mlmVi3TT4i+NTmfarJE2Edq6nI44mb9Xzwvez6AjS3uxXt1k9s+AKPrpwRd005U3lbAgICdTh9ITEZoba+CHwMAoTY7U8Sn6Yaw3Z7+dGMmXkwGxlRVUsaOzAaGk4Pi1/+7VMxcSGM5E7OS1PwLP3l1f2orshDWpIJlVfmwqjXKEbals7Jx6hkE46edMpiTuH9QvL33puL8MqOw3hr53HcNb8IL7z9lciXI5XmbOv24cZvjsNf3/hK9v3sZp04XtbrDoq+zx8IiyOmd84vVHSPrNt2SDyHmYVpQISPw9ZtO6iIPe++qRAdfX6ZoleChUGvJyjbR4jrEc4icX4OkWDWobnVJZNSranIwziinkSgAh2jRe2uRtmoWO2uRhSMmTzkYwxbQqKxsREA8Mwzz+Cyyy5DcnLycB36/CKOtrOUSX/Npr2K2b3+jV4/eZjFwMBm0uE7S/nZcL1Og/ZuL3Z81oyZxaNA05SsZfaVHfUDzuipLT5331QoW3yumZqt0J2PDQzjsTOD4heurDQL33Jj0Azp2A9WT0YwFIZRr8X9iybBamQQCofx1zcOiOcrdHL8cM0nkoWzULFwihsxMwNATlQktNitri7FR1+cwDVTs5GWxLfMxQbJAuHlWzuP457KYtXFV5C+dPpC6puEkeZ443BECHJX8Yg8BXJRqW3qGS2yUnV4sHoyWrrcSHeY4fQEUJibgpdqD2F1dSma21zgOH7zrzbT2SLpbhGO/060y+b3L+5R3BudvX5wkQjSk834v+jz0vMSbPR7y6bG3ehlJJvhD/AyiRw38FzqS7X1+M/l0xBgOZ5HxBvE9t1NACCrsDzyl37yr1ULizEpN0k2Cy8lDxOUGoSqSbpDnXncH+SPp3Zez2zZj0dXzsB/3T4N3a4AzAYGm99XVoxGnP1dRFBLup7Oxjiej6xr6BYTdIB6e3JmqlVB2AYAvmAYfZ6AjIxN4JDQMzRS7Ca8/jEvTVtVnofrpucgEAwrAsI5V4zB0ZNO6BmNTGJvTLpNJI4TzvfpqFpHvOTJ6BSzaNvCelL770YxCTh5QnQdj46+6HUa1eN0Of2qjwufS5JrBATDB3+AV8mpnJqrur5IE43CGETd8W7xdWqxwqqFxXhr53HcMHMsAiyH9bVyEnEhdigYkyjromzp8mLD9no8unIGOvvU/UCCWY/mNrfYUZZsN4gjbeNGJ8Cg08DlZeMq/Qh+5OlX9+PHd0/H/qOd8AVCmFWaiYaWPtXYeOWCYpGbR/CdtIbilcXcQZhNjPi80aARuSUaW9VVktIdJnx36RRx5KLXHVSNPZ997YDY/ZhsN2DBVblIshkR5njOoTf/ycdCwno0UseF/ZJOFeG7ra+tx4+yLgfMg7yZ4JKDLxBSHRXzBUMAhiYVO2wJidWrVwMAZs+ejQ8//BDZ2dm4/vrrcd111yEtLW24PuacI562s5RJv6XLi0SrDo/dPxOnur1oOOUSN1zCezKj+uxN7R4cPdkna4+rujYvboLh6qn8KIHdaoBRp8FzbxzA9VeMQYANY9mV+Vj79kGF85NVuQaYzxMCw3jszFYTnzSQzkQLG9rOXn/cYze18WzzQnvdX17dh6Vz8mXfrXJqrsK5PbPlgGqFzm7WobnDi6c278XyeQVihZCmKGSlmWHSaXDLtXl8sH1V7qCEl119PkWiR5S+jJwm8d0FRDyOCME2pURN40bbYNRr8YeXv5C1LQbYMNKSTAiwIXh8ETS0OkXb5EcH+HEbaTIpwIbFGXJ/IITWKKmeYJcAH/TMnTEGYzMSxI4J4fOk7Ns0RSESGdhGTUatqn1mpVnxO0mFYdXC/oAjnm26vawsccjzAUTEc1Imsvbh0ZUz4BCYgWlezuiBxZNwssOD7bsb4fKw+HbNJATYCJpaXarn2ucO4N4Fxejo8aqe12eH2jE6xYJEiw56neaisL+LCfESCkPdGMfzkRwHPLNlP1YuKEbtrgZVYrgtHxxWrB/L5xVgVIoFWg0FvU6Lh5ZMBheJoK3Li/XvHBJbhRfOHg9fIISMZDMQAR5/SbkW/eD2adi+uxHL5xXI2psHk+VV+z5GvVZG9ip0m/W4AgoiY6eXhVGvfm86bAbVxxEhyTUCguFGcgJ/v8Vb90ZJEo3lZTl8DBtD9BwrH+wLsKKqUDzp+fGZCYioJA1aurxo7/Whuc2t6gcMeg22725UcI6tqCyCyxtES2cIvkAorlqGsA4G2DDau73gIoDRoAFNAzqGRnlZjmItf2rzPqyuLkV7j1ckHu5xBbFm014xSbFqYTE2bK/H5vePiLxlwmfGnkN7j09MRAP8GjFQ7DkhKwFzrhgjI9qsqcjDwtnjsen9I+js9aPDGcDarXVnnDg/l/D6ldLQATYMbyB0gc6IYCTDqNOqFgV/es8VQz7GsJNa/uIXvwAAfPHFF9ixYweWLFmC1NRUrF+/frg/6pxgoO4BAXpGw3c/GBmwdiMeX/+FwnmlJRnF6qrCyUY7Ea6Zmg2aAh6+owwubxB2mx7HTzpB0xTMBi0iAOZ9Yyyy020oyLHDbtGrZ26TTOLxB3LoQmAolTeUOsqMJDN+84/PYDUzqJoxQSQjvG/RJDS1OJHmMMUN0oVz+cur+3H7Dfk42eFBdrpFbNmPt3CmJZnEKqNeRyM/JwlOXxAefwgWEwM2xMkqhPfcXASdVoOno8RwOz5twoo4HRBjMhJQXpaD59+s49v5opVCmqLkUjQxxHcCIZvTFxox7XNAfNuUKo0IC/1j988EKEpUOhGgZzTocfkxNt0CUJTcXmJ+I0bLE9xZTAwiUTkwGsBlY5Ng1PMjRhkOE9gwJ2p1xwtkaJq3udQkE9q6PQPaqF6rUdjnisoi/O2NA2J1Ze6MMYhEgPsWTUKQDYnHiD2mII8r8DgE2DAmZifCamZUbdJqZhAMh3Gq149wOIw+Dyu2uQoV5HCYA01r8ORGvk1UKW1aCLeXxSd7T+KmK8fHvWeEZNKWD4/iu0unKIkXAbGaY7fq4ThbLpxLCEOW+4wDm1HJYC/t9LGZGdw4a7yiI+GVd+uxfN5lKD7lhEFHgwKFMBdBhsOMDdsPoawwQ9Hhdt0VOQgEOcz/5lgEgmFs2H4YVjODu24sUr2XfIEQXB4WvkAIG7b3Jz9i5fKEcaG0JBM0NIXv3z4Nz7y6T0KCWYRIJIKGFie27+6fD5cmEO1mnawzS41pf3VVKRw2neoIWO2uRpJcIyAYZghFFEHpLNbP6RmNqEhBAWKsFE8+uLPXj2S7AbfOKRCPpXbcZJseoCjVzrDmNjc+O9iqICSvqchDe48XLg8rU92iKQp2i04cA7OaGSycPV7hX5bOmYjXPz4mnoMwgprhMOGBqkno7vMjFFaPL0NhDpkpVhw92QsuAqzZxMu91/67EYeb+8QChMfPwpFgwC/vmwlvIITsNCtOtLuxfXcjGA2N5fMKcaLdheZ2N7JSzVHJTi0KxiSpd9/mpyIvO1EceRHORxg9vWZqNrZ8eBRHT/ShYnqOoqA5EjrKLEZG9buZDaTTjUCJeKPvXj8L2M5zh4SAYDCITz/9FB9//DH++c9/AgAmTJgw3B9z5hiE6CxeICtI/MRWLx1WnULSctXCYr76zvELR+4om8zJmg1aBRHl0jkT4fIE8dY/j0c1mvdInsvHshsuw74jXarnlpRgwO035KPPw6IoNwlGvVwdQBYYmhkca3GL8oaCHOObO4/jrvn8CIWwuZQuKAadBpvfP6JYLIQgXQA/x8zg728dlL2GotQXOJtFhyVz8mWbPpE8rrJY5AQA+hMeP7qzTDx3g46G1xdU/Q26er0oGJOI7WZGbLUXUFORB4shTdaabzMxONnpxa8k/BsXpH0ujo3Gs03poiizT0CVwyQzxSI+L7VN4XiCDQjdOHqGV7TY+eVJlBVm4Bd/7VfsWFFZBK+fFe1FOEbsORaOc+BIcy8YDYU3/3lcdQRk94EWPHxHGTp6fQr7dPuCaOnyItluULVPk4HB/6uahD9s+FJyboV4aXu9Ko9DTQU/4x+7gVs0ezzqG3vFrqhYTfVnXzuA1dWlOH6qTzWpmGgzoKnVKXYV9XmCinlZ6XiXkBT57brP8dj9M5Gd3N8LGTue89CSKcgbbSUbuyHgrLueIryutjC6pGc04CIRXDMtGzRF8YoxekZm5wKPidR311TkYeu/GuDysGI1LtaeBDtbuaAYb3zMPx/oDaO7z6d6L3U7/WKnj/Q56YaDv4dzxXEu4Vxuu6EALk8QyXYTntmyT0byKgTFQgJRuF7Sziwp074gcWczMQCnktRlQ5gyYSpJRhAQnANkpZqRZDcg3WGScT7VVORBr6WRO8qG5g5+HLOmYiK2725USF2u2bRX3Ah39vrR6/ZDz2hURzpE/0nxhNbSeGvlwmLs/PIkZhSPwru7G/Gjuy6HyxOEycjA6Q7gxXf6xz6Fkceaijyc6HAjwawXfcum949g3syxWF1dCo2Ghpai8OzrvGy2ntHg3puLsPVfDQAANszBHwjjjy/vRXXFhDiJGS1++4/PZGvv5veP4K4bi/DUq3vFNVpL852brV3y8Yn7FxUjFI7IRvAykk1ITTLB42WR5jCqSq/qtTT2xqiPALzP5yIR0DRk/GvSDuyR0lFmMGhw29x8vCCJA2+bmw+jXjP4mwkuOdjMOvU93mnY8rCrbJSUlCAhIQF33nknrr76aowdO3Y4D3/akDEbD4XoLM5rslLN6HYF1GV7aKDLGUSX0w+HzQCDXoOuXn//ZpICulxB9LgCfLU5Avz8mV2KH04gk/zoixOK7PM9Nxfjzxu/VOWQENpsa3c14r5Fk/Dkxi8xqzQTOoZGRrIZnb1epNjNyEozo6nVjeZ2t4w4SPj8n9w9HfuOdqk+J5zbjs+aUF6Wg6w0CyhQeOHtr2TazTUVE1XfX1U+ATRFKZIZAGRtPsLrhUUzVt2Bl2PMx1OSxfC2ufnQ0BQSLHz23qDT4C+v7gMb5kQC0B6XD2/tbBAXtqryCZiYkwRwHPQ6La9eEmWSl34fPTO42sawsm8PZKOI81xOApweVl3WMJrc6HQGYIhm9S1GLf96dxBJCQYE2TC6nAFYzQy4cAROT1DWKi5ch9XVpVj7dp3SNiuL8fPndom/j9rmX6/T4PWPjuGBxaX4+bO7xM28jqExKtkCrQbws5zIAB7Lwi3Y1UDKBjqGRnqSGQ2tTiDa0rn+HWViQXhPrP3VVEwEANF+q8rzVJnI/+PWKejs9YGmaNmGb9ncfHBcBMl2I2xmHY6e6IU3EMa+w+24fV6hqBiz47Mm0Q5vvyEffW4WoIBJ45ORkWjgCbN8LH7w552Kcz7TVs6RxBB/3iCRoTxtuTUKaO70Ys2mvagunwA2DNloxtI5E6HV0Pj7W/3ttvHUUoRgU/pvKQQ7E+6xxlYX31UGKJJv9y4ogkGnhS/AItFmxDOv7pPdj/sOt2PJnAK4vUG8oHKvXjUlC2MybGKAHe88H105Qxxpa+rw4JFnlapSj6yYLkugnQmIysbIBjlX+fHPBsPmQ6MxwtqtdbLO0jAXBk1rxDX+6EkXjp5yyiQbN75/REyOvvOvBkXH1neXTkEwxIndUEKsNzrZxK87A6xND1ZPxgtvf4XrZ4zB1k8aROWJ3Ew7Onq8SE4wwmbR4cCxLgB8h0SawwQAsi7jZLtB/Ny2bg8oUPAF+e5fo14Djy8kqlOlO0x4YsMXqnGHEBvHxnOVV+ZiVLIZPa5+ou31tYdUY9d48exDSybj2CknPtpzAnfNL+TVM4R1xsKgoy8Ir4/F/0g6JIT3CqTvf33jgJgMEopCZ1sEG04b7fIG0d7tRXObRzYynZpkgsN04RMmIwEXk3881+jwBHGsuVchEzsuy44USVLivKhsCPjlL3+Jjz76COvWrcPOnTvxzW9+E9/4xjdGRJfEkIjOBtCtt+i14mtk4ACHRQeHVafYMEodfH/1viRu5tRo0KgSg3Acp9ry5vGxaOny4qXaevz47ul4/cMjWDB7vKIi+9wb+/HtminiQhOb/X5g8SS89uERXBVta1c7N1CIqiUcwuqqUqx756BiERidok7yNzrFglEOE4pyHfjsYLtYcUyyGfFgdSnaerzwBcL90lKUsgUZAMrLcsRkhHDsF94+iOqKPDy19jPx+t505TgwWo1sfm9FZRF27G7EFcWjYDUxOHqiF0a9Vnat7r6pEB4/K54LALgD4fPGgDyYjaraJsezRkttWEQk5jkKoiqHmmRsTUUewpw6sVSEi6japjfAir+T2myqIPv6X3eUoaHFifsXFePPG/eJm5/qijxEIhGx/VytOpOaaBDJYePZpz8YlnFiJNsNA6qsZKVZcarDhdXVpeh1+pGRbEGfJyjaY1qS+oiShqKh09JiF5BwvLVvH8TtN+Sjrdsr42G5b1EJ2rrcKBmfjLZuH+66sRAdPT6kJRnh9YfF42z54KgYjPS6gzLWcKNeA46L4GSXF0g2j6hRohGLWNs/jevl9LJYs2kvbrl2Amxmg4IXZesnDfjO0ilYtbBElMmLN08sJASE10ihZ+Tz0Y2tLmz5oF+paesnDWKXxpiMBBh0NA429iI/x46THW4snZOPzj4fEOVlqaqYiO4+L8xGneq9SlFAWEIGG3ue4ghGNBkBnP34CwEBwfDB6WWxdmud4v5+YPEkFOaYox2FIZzocCsIcf/j1qkwamnYzAzGplvh9rPiyIIYT0Q7/uoausFxEax9uw7Lri+ALVoUiTc6GkEE5ZdnY+snDaqqZy/vqMfU/DRZkWlCVgJum1sgbsjVYpLqijwxLvx/VaUYnWLGbXPzYbcY4LDzXBpC3CEkdBHhW8ilyQjhPGkaaO32IjvNgjvmFcAbCKGqPA8pdqPie8Uj2fT4QqApYEVlEd75VwOWVExEdooZnmAYXxzphssTBIAop5p8fMWg08iSEcKIR1FuMvyBEJITDMNjKGcJluXwxEtfKvz+T1dMv4BnRTBS4XQFEIwZsV86ZyJc7oAsITEQhj0hMX/+fMyfPx8A8O677+J///d/8dhjj6Gurm64P+q0MWSiszMMZNU2k0dPKWWM2rq9ccdCUhNNCsmhl2rr8f1lU0V2dulGTqqgsP9oJyaOcSDMcTL1DkGqyRed8Qn0hmWJjeJcBygqgoljHHFJ+miKEjOnekaDZLtRTJBUlUf5JvT8+Ija+9MTjbDoteh2erB9dxNumDlW3IAK3+WjPSdE9QNEgI++OKFod89MVU94JJj14r/XbNqLh5ZMFlunhcef2bIf379tGlweP3pcQQRYTjZqEGDlLdTL5xWADUXw38/uit9RM8wY1EbPYpMFyG1UjWh0fW09HqwuVf0NrWYd/qAihfgft07B0jn5YrdA7GyqgK+Od2PLB0dxz81FWDpnIjz+kGifc2f0E2RKyTnHjLLCbtXjcFMvntq8P660qTBSJUVnrx+7D7Rg2dzLVFUsjHot/vpGnVhdeSxGMvT1KOmWtDJeXZGHzR8cxsLZE1R/J7vVoLh/n9y4F99ZOgU/e6bfjmoq8hBkObz8rlJC8bH7ZyIpwSAGZkKQJr1fRgoT99cVvW5+RMhsYFDf3CP7rYXRjB+t+QRWM4MFs8cjLckEq1l95lb4jTIcJlw21hEdt+A7FoT5YelrhftK6PoRglehg+KDz5uRmmiUjcXVVORh++4mbH7/KO6+qRCGCFQJph6sngyDXqN6nsW5DpSMTxbHuQQMefxlkHFIAgKCs0c8dYc/vvylWLjo87LqCgl3XQ6bVa8oYogkzlE5S6mKBgBZUSRegjLRakAgGB5Q9Sy2yDSzeBSa21xISTTiwZrJoGkKv4+Rgpdy2jjdATjdAXEtzHCYRM6Kzl5/tHORAodI3ILCmIwEPPPaPtx7czGCIU48Vk3FRMXr43GydfT6xI6GVQtLEOTCqGvygqIovLy9XiwKCsW/dIdZHFtu7fKI3F6CL+11BtQlQS+g/3THKf64fSwwQpImBCMHFpMO67bJ79112w7hkdMgtaQHf8np4V//+hd+/etf48Ybb8Svf/1rXH311XjxxReH+2POCIIjlUJW6aH4drSmDg+c/pCMyHIoUNtMqmVYt+9uxN03FYrnImSSEswMWrs8qk4gEAojOUGPh+8ow/dvm4oFs8fLiHD0DK9CEGTDSE00IXd0AmiK/04pCQZUleeJUnEARE6FLR8cxYFj3aBA46Xaemzf3YilcybKzq2mIg8JZgY7PmsSK75Ojx/33lwERkODoig8/eo+/HrtZ3h8/R6sWlgse7909tBsZHDX/ELVYFlYyJbPK8RHX/DB+nufNmF1dSmqyvNQeWUurEad6m9okMy1BdgwQmH1zPbh5h6kJpmxvrZ+UIkpp4cVN9nCc09s+AJOr5wocjhxzm3UI7HROESjbT1ehQ3cU1mEhhan6uvZEAeLSYtlc/Px/WVT8fCdZajd1ShLRugZDXLSrai8KhedvX6MHWXjkwgUT9w6USKlCPSTczaccoEN9SeOdnzaFNc+czIsyEw1i89lOEwonz4Gf3z5C1RX5ClsMsHCoKZiIu6MY4/F41Ox6b3D+OGdl+O2uflYXV2Kt3Yex+HmPhh0GtXfyajTxqmosDyRJvqDw1OdXr6lPua1vZ4guDAnBpRqcrvn2g4vdQj3occXEoNoAVIpV6FjbM2mvTDoouNJMba547MmZDhMWHj1BPzir//G+tr6aBfEROw+0CImG+6+qRBGgwbJdgMCbBgpdqOC7Mwf4AP+pzbLu8TW19aLpK3PvnYAvjgM6aFwGK1dHqyoLJKd56qFxfjzK1/iR2t24nt/+Bh1TX39vkXSNfjIiul47P6Z/cGy4I86PWju9OKxtZ/hkWd34Qd/+qf8GAQEBMMCu1UPvY5Wvb+7XAGc6vbCF1C//z1DiBkGKooA/QlKefyaj9YuN1KTTEh3mFB5VS6S7QbZ+0H189zwRS0DLCaeb+y3//gcj6/fA5ZV72YUOBe4SES2FrZ0ebHxvcN4sHoyls8rgNnIYPP7R7Bhez1eeKsO98T4ubtvKsTG9+rh8rCwW/XwBcKovCoXVeV5+Oxgq8J/52RYsHROvsKnb9/dKJ7bmk17EQ5TeGLDF6IUqVBE6+z14+9v1eHx9XvQ2OLCwYYebIqOntZU5OHRlTOQlWoWkxHCMUfC+q5n1GMcvY5wSBAo4Y1HahkYuh0Pe4fE//zP/+C6667D//7v/yIvL2+4D39WGLDSgyHwSwwCtcyx2aBFTcVEvlsBvEN2eViEwxwerJ4MigISbXp4fEFoaRo6nbqsWlOrG6V5yfjp0/8S5UKlWdYVlUVY+3Yd2DAHPaORtbx9a/EkvLjtINgwJ2uFz3CYRPZgZ3SjGugN4/WPj4ldDw67AXqdBuFQGOVl2chKs2Lt23Vo6fJiQlYCVi0siatJHdsG2NzhRV1DN1LspgETAf4g79RrdzWiYnqOrEKYl21XVQhp75bPCSYOINvn9PYvuANVNOMlLM4lA/K5tlGzob+Ka9RrVG0TESDEcVi1sARJNj3YMAcDQ4OLqFccmtt42/QHQiIPR2zLpmCfLV1eZDhMSEk0xrR25WP5vAI8/2adaJsrbirC8RYnvL7+4Kqz1y/a5+gUC0wGBsFgCM3tbvz9zTqsqCwWu4PGjbKJXTJSMq+pE1PhsOlw9CQ/++cPqAdBoHh7PtzcA5qiZG2WYY5TtUOO41SvkUGnlcl9Bdh+cisphOSTLCiMkzgaCUzcX1eIQbdOA7dPTkwabzSjzx0UyVjTHCb0uvzQMTRunVMAPaNRKHI8uXEvHloyBZWIgOOA9h4P0pLMuHN+Idp7vHD7goqkXq87vvyydDREr6NV7TDBqodJz2Drv46Ls8ypiUb8bl0/d460U0dG+hvbmaXCdyMlxxwp8nUEBF8LSDhxLhvrUL2/2VAEja19cUnEKfDHGOiejNcBkWTVi6pPo1PM+M0D30B7rx/tPV6kO8zocwex/2iXKI0t9QXSuAoAvnvrFJiNOvzsmX/JfOLJDnUFrqw0K/76xgFcM005UizIfuek2WSjdUKy4j9unQKvP4TWLi82vMsnI26bm4/OXp8sBqmuyMPOfadkYx9OdwAGHS0qlhh1GjwniQOE8+5xBRBgwzCbtKB71f1zWpIJ/9hWJyNYz89JhMcH2XgmwMdiF3p9Nxq0uGNegYITwKAf9m0jwdcAJgODghw75s/KhT8QhtGgwesfHoVJP3QbHnbLevXVV4f7kMOHAfghnL4h8EsMAptRi/sWlYiMxxkOEyxGRqEIkJJogC/AiQGqUKHyB0J47aNjcVn5x2cmROeJ3fhk3yk8WD0ZTW1OWZKg6to8RTX1T1F5wQ3v1osbM6NBA7tFL5KbLZ9XIC4Enb1+vPD2QfGzi8Y58MhzfNKhqjxPDFwPN/fhwPFu1QWi2xVAhsMELszhVJcX3e6gqKSh1honLFh6RoMkmwFdfT4sn1eI59/sT0asqCxER48XGckmPFg9Gb5gCEadFjQdwfNv1onHWbWwGB09XsWG8b5FJehz+2G36JHhMKlyFUhVQ+K1653T2elzbKOBYEhUMaEpSjFjmmDRweVlsX5b/zW55+YiaGngpe2HsXJBsVidlV6vcaNtSE3giZ1WLSzB+ncOovLKXKQ7TDDotDLy01mlmaJsq/A91m07iKryCaJtmg0Mfr32M4VtAtHunu2H+VbIJDN+vfZT8fsdbu4RZ1SryvPk73mXV9woyk1Gc4cHvZ4gT5QZZwxEsMfRKVawbEiWAGS0NBwJPEdFglkPo14Di4nBmx8fU7WpF97+CtdNz8G8mWPx5s7jKC/LQWqiEcl2IzIcJlHtoL+bSG57590OL3VEgIKcBBxo7MW6bYfE0Yz0JCGZ1j8CJJCwaTQUystysH13I66Zli0SsybbDVhSka/esRAKi+2/Unup3dWI6vI83Dn/Mnj8IdAUhcxUM7Z8eBRXTc4cMJGqZzRo6/LKxqgE/xfwh3CsxYVryrKRlWpBOMShtceHWZMz+/l7oJLwUhnHUBtRFNqrN0RHkS50UE1A8LVATPIvw2FSHScMhcKiys7SOXK1tXtvLsIrO+px65z8Ae9Jm1GL7y6dIiPEzM+2o7ndoyiGJNl00GpoUd5SGhNIRy2WzsnHx1+ekPFD1FTkKXyi0D0sjX9XLSzB2rfrZN3Asb6PpijFaB3Ax6IuL4utnxzH5Lw0lJdlY0yGDS2dHhmRpuC7BKJr4Zp7/CFoolUDpycAu8WqKqWOCN+R6fGxmJCVqHqOPS6/IsFsN+tAa2hVLq8k69CkEs8V9DoNDHot/hYtEgmxtYF0SBCogkP59DEy/rR7FxQD4IZ8hBGX6nK73aipqcGaNWuQmZmJnTt34le/+hUCgQDmzp2Lhx566Ow+IM4M/pD5JQY59rhRNrFCm5NuVcyT83N80/GHDbtkj6/ZtA8LZo9HS5cXHj+r4IBweVgcOdGH9bWHxM15n9sPs5FBc5sLbJhD1bV5SEtS7z4QKrHCxqymYqIo2wQAb/7zuCKAvefmIthMDCKIwGpmEOjt3xwJKglpiSZRUkrQsi4vy4FWS+Nwcy+efnW/QuVg++5GVfnQ2l2NuO+WEry4rQ51jb1Itht4WUUamJqfCn8gjGOneuHxhfC0hCjotrn5WFFZjOOn+hBkOTg9QXETISUAtRi0+L/1dWJw/lLtIZGAMTvdArOBEWWw9IwGuaNsZycdeKY4hzZqMelQu6sRy+YWqNrmD++8HE9t/rfs8b+8uh8PLZkCNswhNcmoapuMViMyb+sZnmAr0aqDUc/gRIdbTEYk2w1xbTTAciJ79vp36ge1TauJQUePD8l2g7jQc9HAYFZpJjIcctuckJWA66aPwX8/u0tmk/ESU7W7+ODomdf2gdHQePiOMoTCHIx6Lbr7fNBqKCRaDSKpoRA8hcNhPHxHGY6c6EUgyIlVovW19fj2ksmK4EO4VnpGi0AwBKcvBJupv1Nmx6dNivvlvNjhJQ6nh8UfozKygd6wzPcORMJWE620Ca/p7PWjo1ddwjPRZlDlZam8MhdPRtcEQYFj6Zx8zCwehfQks2p3zps7j4u2++8DLZg7c6x4r9IUBZoCXn7vMJpa3bhjXgHC4YhMru7umwpR++9GHG7u6094RUcyTnZ60dzmFqufq6tKYTaqjycJVT6SNCMgGB7EJv9aurzY9N5hWTVfWNcFf/X6x8fE+Cc/OxEv1h5EU6t7SPdkLDndw3eUqRZDHrnnCjF5IDwuTUpmpVtw+w35yMmwITezUOTjSrYbkJVmFfl0hGSoy8OCDYWxuroUgWAY6Q4ztnxwWOy4VFsLl83NR1efFxOz1RMBHT0+zCgehdpdjbh+xhg889p+lJepk7enJhrxxkdHUdfYy3cX31ICiqLwv+s+BwBMy0/BvQuKxYKKnuHHWXd82ojl8wrx+xc/R3FukkKGfkVlEWi6P5kiXcOdcfg+Jk9IPnvDOQv4AiHZHkHYp/xs5RWwMiQpQSBHBLSi0Pj05n346WlwSIyohMSXX36JH/3oR2hoaAAA+P1+PPzww3jhhReQkZGBlStX4oMPPsBVV1017J89XEziFoMGBWMSUdfQHZfdv6PHq/q40Dr/5j+Pq0onSgksn9lyALffkI9RyRaxPXd9bX3cam+hpMVPz2gUm0K+Ff4ofnz3dPgDIdA0hb+82q9TL3z+jk+bsHxeAQLBsGoQPrN4FH8e0iRETItxZ68fb+48jgerSxEMcUiyGdDc5sR9iybhxW11KCvMQEefX1bVTksyi8RI67btlxn9C2/z1fW1Ww8C6K+MB3rDMom9/7e4VHzPkxv3RmVOO8FxEbz+4VEsnVOAu28qglGvhdWohcXA3x5q3QoXAsNhozajFnfNL4QrDmFRZ69P9fGGlj5cMzUbjaec0DG0Ql7r6c17Zb+JSLBlYRBgjWIS64aZY+NuzgRiytiW+MFsU9oauu9wOxaX58lkYQXbXHR1Xr/cocQmY0k0aYpCW7cH9y2ahBfe/kpMdnQ7/Ui06mHSa/CHbYdw141FePylz2IWbN5G23v9CsnQABuWSd9Kr9VP7p6Ozw61i2SHy64vQEFOf6dMklWP6UUZaO/2XHA7vFQQLwGYZDNgfJYdedmJYMMcfiUZWROCyR/fPR0BNowf3XU5vIEQzAYtjHplUu1go7LDTGqfwpoQYPkuoh/cPg0ePyuOhvDKGHy2+a4bC2E2MAiFORSMScIjf/mX4h57aMkUPPPaPvR5WLHyJRz/2dcO4KElU/D8mwd4Vn0zIyryxFY/n9jwBR5dOWPAziKSNCMgGAZQwMkuZczY0uVFc5tLTFiuqCyC0xOQdboKBOi4MhdNre4h3ZNqnU91Dep+qqVTnfNMUOxJtBqQlWyGzcSgqd0jJiNumDlWVkkVCgDXzxgLiqIUz32y75Q4cjkh246f3XsFWju9cPmC0NAUnn+zDlYzo1roEoomD1ZPxnNv7IfLw2LMqARV33Wi3YPi8amoa+xFgA3jT6/sxY/vni6+dtzoRLzybr3oexEB3t3diPmzcuELsKi8Khc7Pm1CQ+tB8TU56XwH87xvjMUv75sJl1ceSw5LMfQcwOlRPy+nJ4hUy4Xt3iAYeeiLji1JEWDD6HMHkG4bmr2MqITEhg0b8NOf/hTf//73AQB79+5FTk4OsrKyAAA33ngjtm7dek4SEkNmEh8IEknFABt/NEGvU2c5FzZkUunE3MwEGPVa/N/6zxVza3arAb9+4VNUlU8YUDKxpiIP/kAIj66ageY2Nww6fhY59hxcHhYWvQYWvUamMx1gw3hnVyPuml+Eth4PMlOt+Op4l+h8hervw3eU9fNJxCQh1D6Lpmms3XoALg+Lyitz4Qv0oK6xF8dO8VKMf33jAADgrvlFePylPbCaGYwdbUPlVbkA+rPqATaMjGQzJmQl4HBzX9xRi163/PrtO9qJ9bX14gL56F//LfvtBW6Gs1G1GE4Mi42Cr36096gnBRxxVFI4DgAF9HlZfLTnhGxB9gXU5bW6XAE0d3iwbtvBqPwmJ7aTxtroqoUlmJBtQ+G4JDg9QVlnAxDfNq1mBkGWw5KKfLh9QUzIsmPvkU5V24wNqmLHQLZ8eBS335CPPjeLDe/W49vVkzF5Yhp6XAEwGhrJdiM4jsPJKBlle4+n/zqg3x51DI1gSJ1LIgL1+VLBFoUgau3WOvxg2VSZ7aWkWGEQOCfIJu+cQy0BmOEwIRTi8MWhDjEBrPZ77pf8nvffUoLWTje4CFBVPgEBlsOYdBteePsrzBpg/EI6hiEct8cZgNGggcvDypKtekaD7yydgj+8/AXKy3KQlWaR3QPC+71+FvNmjoUvKE+WC91oXj+LB2smI9Wuh9M9yEhGKIQHFk+SdVkI3T4zi9JIMoKAYBjg9LJobnOr+omi3GTUAOA4YNN7h3H9jLEyLiY9o8F3lkyG1axDXrZ9SJKS6uTs6qMSguymWiy7uroURp0GrT0+sFxEVGCTkgID/X7lpyuugNfH4jf/+EzxnNAJsn13E7LSeOUtHQMkMf2qVoHesFjoaoh2jUhJgf3BEK6Zlg1EgI076rGishDPbOkfDVk6ZyI4LgKbWY+q8n6p0aMnesTxGIFXSvC98ZIrn+w7BQCgKUDH0LjrxkK4vCxCHIfsVDPfxT7CZZUFAvnY87IYSdcbgRIJcexYUEAcCkZUQuIXv/iF7O/29nakpKSIf6empqKtre20julwWIb+2iQLcjPt6Hb5kGQ1IiPZDJoeOk34yXa3LIBTG024+6ZCvPHRUcWG7P5bSuD1seIP6vKwSLEboGdoJNkMqnNrzW1u3hGz/bry0mpvmsOEti4v3oxmiBfMHi+2HS+dM1GxcH1r8SSEIhGwIfmIhiBz98LbX6Fieg5+Idm4S6vTnb1+kZxnTIZV/C5qSZJVC4ux8b16cbGgaSDI8rNGATaM5jYXFs4eDzYUQVObU6yu/9+LexSf7fKwaGp147rpY6ClG5GZasa9NxfJxjqWzsnH6x8flV2/rDSrGIjHLpBPbPgCj39nNkanDt1+zhQXwkbVkgLCRliNw6R2VyOumpKF7bsbFS3q31k6RdURBYKcuFl5a+dx3DonXwwcpLKzQgXh3gXF+J/n+2dRha4cl4fFfYtKEIzKzgq2KQQDQpJj3syxMmlNKR+I28fKgqp4ibsgy4nVnVOdHmz58CjumFcAnU6LR5/7d7RKQ8GRoINOx8ikF4XrlJlqxcb36hX3/tI5+WjpVA8sBVvs7PWLmz4vG0ZudpLs90tJsQ75tx5ODGSjF+qczjUcXAQPLZkidtXoGQ3uWzQJXx3vlkk5x03ggfclf35lr5g0rq7gA91rpmWjpcs74LiQtCtOOG6v24/t/25VtATXVOQBEQ41FRNluvexxHLtPT4k2fSijUsrlrEJwqw0dYllUHxipqsviPXv8N1piVaeANlm1iPIhmAw6OBIGppvGi77uZjskJzrucFIPtcz9aGtRzqwfXejSsw4CX96+QtZMWDdtoP42b1X4Jf3fwP+YAjJCUYcP+UU18UMhwn3LZoEDU3BkWBEWpIJbd1edDt9SLLx8UQwoizofLTnBP5fVSn+ICmGLJ2Tj7Vv1ym4LO6+qRChMAeaBh5+cqfEd5bgoSWTcbLDrepXXN4gOE6dSLyx1YUtHxwVCcyfeOkLrFxQDF9AXpXt7PWjIfraWJ+ckmhCe48PHCKYmp+OlMT+8VM9Q4PR0rJ4WPDDHl8YYzIM+OGdlyMclhca4iVXYtcNaSyzamExrizNhC7KxaC2zjy0ZArGZiaeVmw3HJDaaGufV8EZtnJBMRDhRvR9dr5BrgWPDk8A99xcJIs/7rm5CLR26NdoRCUkYsFxHCiq/4aMRCKyv4eCri43OG7oZRodBaTbDAAi6Opyn9Zntca0rwmjCdI5v/c+bcIN3xiHddsOii1oE3MSYbfqUd/Yg9XVpfAHwuh1+/HKjsO4fsYYGPVaxeZmRWUhXoq2hBtiGNWFaq9QyRIgb/89hGVz8/HQkiloaOkDxwEvbjuIiuk5qN3VKJLvdfb6RadbeWWu6HyFjXyQDeOu+YV44e06JNr0WDR7PPo8LE51ePCdpVPwtzcOoKXLi9pdjXhoyRScaHchyHLodQdwuLkPQL829Mb36nHb3HwkWg2wW/XguAiefW0/Zk3ORHlZjqrjXzB7PHQMLSYmfnTX5Xj8pT1gNDQeWjIFATaEBIseLR1uGSlhdUUe1r5dhxtmjgUVh7W+tcsNHTW47ZytQ7oQNqqWFBBUJLR0E/5reRkONnaD4/jZ1KVz8pGZagEQQWaqBdUVefAHw9HZ1QZVgq22Hvn9YJQofEjbSSuvzEVLlxeHGntkv+/62nr85/JpONTYi7Vb6+DysKipyMOi2eOx8f0jsmCgcmqueH9IbXPFTUUIhcOwmBiYDVp8/7ZpeGbLPlWb5Mkms0FTFJbPK0CYi+Dem4uRZNOjqc3Fy3ZSfKLxO0umiEGecL4v1daLx79tbgHaur2orshDotUAq4mBxxfE+tp6BdmY1BaFzSNNAyZGg44Ol3j9UlKssr9PB+fKRs/mnC4G5I22yka2ej1BmfrOYMS4QLSbzWKQVfsEFnxpAlmvo5Gfk4Qelx/zvzkWCWadzGctnTMRWz9pwA3fGCvjcjHqNOAiEYQ5iMGA8LlSYjlpAvfHd5XhW4sn4U8vfyneR1Km97ZuryihGxvYj0m34bIFJfjV87thNTOgKEpBdFu7q5EfOxpEAUhqP2droxeLHV5M9ww5V/nxzwZn6kNNei1cHla2XtMUBbuFUe1M9AdCSLXqAaMWTl9Q3OgKhSVpQWnVwmJs2F4vI1UuyElQdGIuu74AZoNWRuJsMmqh1WTCqNPIOiY3vMtLED8fMxL25Ma9+Nm9V8CoV1eSMxsZNJzqi9sxJsQE314yGZVX5eLld+vxwOJS1eSJ4NuE879tbj5c3oCMF+OuGy+DUa/Bum2H+Fh5e51yPV82Fa/sqMeU/BR8Ud+B8ZkJuHdBEV559zBmlWYi3aHOh3WywyXrnnxnVyOumZqNDe/WY82mfUhNNCEj0SD6xth1xmZiTju2E2zpbCC1UZrWoHZXg7gnMeo1eP2jo1g+v/Ci8QnnGheTfzzXiHB8R5BUcMAfZBHhoIhj42FEJyTS09PR0dEh/t3R0YHU1NQLeEYDQ631yuXh2+2EOb/VVaUoGJOA7946Fa3dXlAUhXXbeLKh1dWTwGhp+ANhUBRgMTEw6rX47GA7PjvYhu/eOgUamoYvGIKe0YDR8P3bFKi4JGcC1Np/zQamf6Y+CiGAXR/d7K+vPdQ/0x/duMdW1DIcJtxzczHCXARJCUa89tExcYFbtbAETo8foXAELZ1uBEMcaJoSx1P0jAYP1pTC7QvguuljZJvamoo83DhrHN77rBk3zByn6vhT7Ea8WHtQ7LTocQUA8G11v3/xczxYPRmIRJCRbMaP756O/Uc7wXH9rXzCBkFtETTotag/5YQjwQCHVXc6ZLEjFlIblSYFFsweL1ZR538zF9npJjBaGm3dXtw2twCvf3QU188ch3EZNpiMDITE/Z76NswoHoUduxvx8B1lcHmCsJp1OH6qD6lJJlFB4pqp2Xj+jQOqm/G3omR8XMz1DbBhHGrsV80AINpleVmOXJY1xjZrdzViVmkmTna4MW5UAtZs3Cva5N03FcJk0KK9xyfaJCiA0dAoHJuEEBdBV59flumtqcjDwtnj4Q/yahsdcbg2/MEQ2DCHhlaXyCGhZzR4sHoyup0BXDc9B44Eg6iQE2uLwuaxYEySvOWd4rtbWjs9osqB9LlYBQTSKj9MiB3ZoijZSJh0vC410QiH3YA1G/eK/kgg+TXoNWIbcHMb33osJb3c8iFf/fv9+s/FKtr7n5/AgtnjkZNhBUPT0DI0Fl+bB6+fhS8QAsdFoGNoZKRY8PwbBzBrcqaqTWalW7C6uhSvfnAEAFB5ZS46ev3w+kP44Z1l6Oz1IzvdgkVX5/HJ6QjwwefNSEsy4b9un4aDTb0iMWZmqlkcNRESgWqJ4sorc4nsJwHBMEA6qims16urSpFgHrzVXzp+MW/mWARYTjbyumbTPlRemYsdnzXhmqnZaG53ITXRiIIxCXh05Qx0Of1ISTSBoYFf/f1TVEzPwdOvyjuz2nu9MtJyQMkDBfRzVHX0+lTl57udPozLtOPBmlI0tboV8qHCMY6fcmLLB0exfF4BIohg1cIStHV7xdffOGscGC0tJmzNBi1Gp1pw7GSfbIztude/Qk1FXpSwW53vzRsM4ZZrJ+KL+g5wUeLQiuk5WHj1BDyzZX9czrbRKVY8/+YBzCrNBE0Dy+cXosfpAxDt8GTDONbqRnKCQVyvR8posAC3l0VZYYZiHMXtZfmEFwGBFFQEGQ4jItAg4oog0aYHIlpQQyjqChjRCYlJkybh+PHjaGxsRGZmJt544w0sWrToQp8WD5VNQOyMf4bDhFULSxAKc/jl/d8Ay4aQaDWgrkFJFAacQnu3XP7tnpuLsHHHYVx3RQ6umZqFE+1u2fNCdtsX5FvQq8onIMlmRI/LD71OI6uuCcR+VdfmiRn29GRldtdqZpCTYUXlVbkoHJeEO+cXIMVu4hMa0WNJK9NC1l1N9qmz1481m/bi4TvKcOxkn+zcv7V4Eh5deYWowtDZG5C1QQvZ8AWzx2NyXhp6XOqcBwa9Rvb3qQ5+rj/JZoA/EEaCVYeuXi9OdfoARGSbW+FztBpaMQu9ckExHl+/R5JYKcak3KSLMykhsdWkBIOqjQZDHH5+7xUwGxgkWhkcONYrux7VFXnYuvMYrp6Wjf+VjM3cfVMh3vu0CWWFGVizaS8qpueIqgF6hmeg3vjeYYAC2DAHRkuLXQNt3V6xYnv3TYXY/P4RsbtBsFGBsE+A1cwgK80CmqJgMmrFhAfQb5tC0KBWte7s9ePZ1w5g2dx8WE06WQJs1cISeAMhHD/limuLeoY/f0arzgNDgZd+FKoMyXYD5s0cC5NRC7tVD5OBwd+im0dV0ksaeGDxJGSlmPptLUbyTUxsZicAGOC5ERDUfN1gM2qRO8omSwC7PCxGp5ph0GrQcMqJ66bnDKjAAfR3z1VX5CEj2YzGFpfYkQZAVF1KSzLitQ+OoKwwQxbAL742T9wECPYtdF3E2iRNUWhuc+P6GWPg9rKyhODSOfnIy+HVZ6Qtw9UVediw/RBWLSyRVRWXzskHG+bEY8dyBQHy5PWFJmYjILjoEU8KHIjPKQV+zWcYfp2ymhmYjQzW1yrl5I0GjazAtPn9o8rOiepSzCrNVCQf19fyo4mxhYaxcUgjrSYdTrR78MHnzTKJ71jf88Hnzbh1Tj6cniBe//iYTPITkeimPhjGfz/7b1ks4vGx8AfD4mivUKCQjoJKY4E0hwkaGjjV6VU9X4uRkb337psK0d7jg9PDE1gadLRi9Pn+WybJlEGk8fqErATMLB4li5dH6nptMjDqXB+noZpAcOnAbGRwuLFPMeIzISdhyMegIpHICLsNgGuuuQZ///vfkZmZiU8++USU/bzqqqvwX//1X6c1tnG67fBDwiAbBKeXRZ83iF53EH9+Za/MEQIQ22OlG6/c0Tb89h+fKxyi0MrLhiKyTZLw/MN3lEGjofGnl7/ArNJMMUiVSmaOHZUAty8IpzsolxusmoR1Ww/KJBljA2iBoEeQTaqYnoNgdCECgCpJYCw9r6ryCXjhbV714uE7yvC/Kt+NJxrsweb3j6DyqlzFBg3gFTNoCti+u0n13IRzEv7/1s7jWH7DZbLN9D2VRQAiaO/1q84WPnb/TABApzMAo14LHUPjd+s+l7VD6hkNHl05Aw6LktDnfI9snBZUbPW7S6cgxW6A28+i2xUUWxuFSgVFAcdPOWWkkkJQIpUKjX08Vt5VeP4nK6bD7WUR5iJ44a2v0NLlldlndpoNmz84jKunZinUWwTuD0FSNtYGVlQWYdN7h8GGuWgFKAyOg+p5CESpnb1+/L/FpWKlR/oaoaoSzxYBviX0gapJaOvyyZzvvQuK8cnek/jmpEys3VYHAFg4e7zKd5oILhKRSZsKn/9g9WRkpphg0WvF36/LFRQVOITqjtRupSSfwnFiK9NkZOMsEJt8Nmnh9vHyrP5ACMk2PWwmBm5/CHWNPbCYGDS3eZCVZlG9X6S+seraPNA0FIlSAPj+bdPQ0+dDn4eV2fNAPpeiKFV1JkZDR/kvuhR29KO7Lsejz/1bsW5kp1nBRSJoanPLXl95ZS721Lfhuulj0NXnV12XBF8wWIcEGdkY2SDnKj/+2eCc+NCob+p0BmDQa5FgYRAOcaJM72cHW/HNSZnwBUKq9+mC2ePj+inpyG9NxUSoFXQAfl006jQIsJwoB76nvk1UXJOu1bv2n8KU/DRxTYwXMwiP//DOy/Hkxi9hMTFYcNUEcJEItFoKHT0+rH37YNzv85u1n/HnFsdXCscXOKE++LwZ188YI0uqCLGFNA4UksHSdV8gw7Rb9Uiw6OF0+8EwWtVr+mD1ZDz+0p5B1+szxXDa6NE2N37x138rXvPDOy9Hbtq551a7GHAx+cdzjTZnAE+8tAezSjPFUaWP9pzA6urJSJOobFx0Ixs7duwQ/z1jxgy89tprF/BslFCTRRLbU00Mvxi0uxVV1pdq63HvzcUiQaM0cFy5oFhGJCm8h2996yd7lCLAhnHgeDe2fHAU9y4ohtvbT/AjtOMD/ExPnzuoyHb+ccOXMmWM8rIchSSh0H771s7juGZqNjQ0UJybjM3vq0t6Cu9LshmRbOfJOA06jepr6hq6wUX63x+vuleU6xAf+49bp+DYyT7VsYu/vsErdpzs8Mi+w1+27MdPVkzHxveOKOa9H1g8CR29fvx2XX+GftXCErEKKD3fLqdfNSExkqFmq79d9zl+88A3EOYgJiOETpfYSoVwjQNsGIGgeluj+HgcW9h3RK4gIRxTap9NrW74AiFRLUZ477ptB8XRITX7fGbLfpGjhaYpXDbWga+Od6meR3ObSxznMOjVbVLgWYlni9lpFhin58DlCeHlGPmvV96tx1VTspBg1YnKMU4Pq/AD67YdQlX5BFXugefe2I8HbpnEJyRUkknS69frCYqztbHfg1Smhwkqv8EDiyehcIwdFoNWTFSAouALsqAoCmvfPohZpZnx7xe237fQdHwG+9YuD/zBsLL9Oc59FmA57Pi0CQtmj8fYUTYcP+UUx/YGIiMW5N3UyC3vvqkQH+05IeM3AQVMzkvDpvcO47rpOXFJcB9YPIkobRAQnGOc7PSKRNVqRRudloLVZFT1GaNTzGjtii/dKWD77kZ865ZJqn4KEcAXDCuS+D2uAH545+Xo7PVBr9Pg1Q+O4HBzH052eHDPzcX4z+VlcPvUpSUFH/fV8S7cfkM+fAFO3MgLPljtfSl2I9p7JN0OcXwlTUP0gYlWPRZePQGb3juMyitzke7gyS/dvqCCo2NWaaaYjBCOtW7boSiXmQZ/eXUfqsrz0NzmUv3cCNRJO0fiep1gUVfZSLjIYmCC8wO3N6jamezxBYGLUfbzYkE83eCTXV4AJjyx4Yu4cnBGg0aVoPGpzfvEjZcAPcOTPTa0OMW/1RaDABvG05v34ZF7rlB9TY/LjwSzXt1BRiJ47P6ZcPtZRECBi/BtaEadFjaLHv4ATwi44zO+6ry6qhQsG+6XQYpzXm3dXpSX5SAtySjTxpa+JivNCo2Gn8eWksNZzUz0vSYkJejx+odHkJNh5+UUWU517KKx1SXOXve6A6JigfB8e7dX7KToJxNNgsmgwU+e+pfst1izaa/qb+GwDS6ZNdIQz1Z73EGZDGY8tmihSqJnNEi2G1V/R+Fx4e/Y56WKA9JjCs93O31YMHs80h3qrP4TshLw3ytnwOXl2ySPnejB1dOyeaIlgwZ97oDIwP3C21/hlmvy4p6HQDypZ9SlYWmKwvbdjVg+rwBODyvOzieYGdA0xWuIWw1oaOmTyX8JGJ1qxpsfH8OD1ZPBRXhSXjWZWjbEYfvupuj3NsGg06Kly43yshwkRecz1ZJJUp4Ju1kHxJG4vdCSYV8XSH8DoXvgZIcbjgQDPF5WTGRmOEy4d0GxuDHf8G49qsrV7VDKn5OXnYiGFqdiDvq+RSXgOA697iDGZthUj6O2Frg8LBwJBpj0GnBcBNdMy0ZOulVWrYu1Iwq8Dan5gGdfO4Cq8gmy1xt0GqQlmQAqE75gGDv3nULllbnQMTwp59GTPbxKR4oJiABOH+E3ISA4F5D6JymxMyBRfFg6BVxYXYba42cxIStR9bmcdKusKzAl0aBQ97mnsgjbdjVgan664hguD4sjJ3oBQDZudu+CYhw90QeDToNxcUY7BNljjgMiERpPbf5S9r1Odnjixp07Puvn5xEej33dmAwbWjo9mP+NsRg32o6WTjdWLSyBx8/CkWCERkOh2+lXvDceN0ZakgntPV6UX57N83LE4ZZIshlQU5En61LLcJhgNjBo6lDhh7qACHNh3H9LiazL+/5bShDmwoO/meCSg8WkU91DPHIaIz4kIXEGiKcb3NzmlnUDqL2mzxXA6BT1jddoCas53wJehO3/bkDx+BSkJBpVZAQn4vWPj4nv73MHVGcKs1LNcAdCquej1WpAa2j0STTnMxwmLLp6gozM5v5bSjA23QqLgTcZiubJ0RJMDFYtLMGaTfLRlLd2HseSinxs2F6Pby2ehHsqi/CXGMLKv75xAIyGFp97a+dxLJ0zETazTrboCWMjPOmaU/V7XDY2CTRF4R/bDoLR0FhxUzGvnhDi8NGeE9AxGrHLAxSv293U2gePPyxjlwf4hSIz5rdYtbAYDtvFR2wZz1a7+vzyyuwAs+BCpfS9TxsVv+OqRSXYfeCU2N44FMUBmu4/jwcWT0KiVYdkuxn+AKt6rjRNiS3lGQ4Tbrk2T2abKxcW47erv4kIF8HYUTY4EgwKlm3hPAJsGM3tTmz7pBH3LijC05v3y+4nnZYGo6HBhjjZ7Py9Nxdh678acEVRBja8/lXcgCPRasA3Jo0Gx3EIcxxaungiK5qisHD2eGx6/whcHhaleSnIz0mEVquB2xtAQ4tTTH60dftgGWWNm0yiachmhePOEY+AoOZih/AbxHYPbH7/KFZUFqHmujz4AmHoGVqmEpNsN8Co0yi6B4T23jvnFyAvOwltPV4EWQ7/2MaryKyoLER6kgkaDYWGFpeYoJX6/o/2nFCo2ty3qEQkcntnVwPmXDFGbFWuqciLa0crFxZj8wf8fRtk1Ts6UhJNqLmOH527b1EJaAoKojOBC+aHd5ZhUm6yaH+E34SA4AwwRKJi2RoRZw0PsmG8uO2gYm1eUVkEtzeIJzd+qXhu5YJirH27TuSQWLmwGCGWw4bt8q7Aje8dxrcWl8Jm1CIr1SK716VKcFK+CCknw70LihSbXqHD6u6bCuHxswiwIcX32r67USFJefdNhfj3gRZcMzUbYS6Ch+8ow6lOt8JX3nNzEXqcflksvXxeAU60u5CUYESP0w+PL4icdJsi5o7HjdHj8iMSiSDFzneixJO6f+Klfl6y6oo87D7QguuuGIMfPfWJImbvdgYuaIKC0WqgoSlxjJWmKGhoCgyjGfzNBJccXHG6ndy+oGxkYyCQhMQZwGbU4r5FJXhyo9yJfrLvFCbm2GUVf4Htn6aBMaMS0N3nQ2efOkGjkdHKbv5gMIzCccn46xtf4dGVVyAzOQUTshPh9bM40e5WkP3YrXqk2vRK8qOoM1NT4vi/9Z+jvCxH1lY+qzRT3HQCvFH9+ZW94sy608uCDUVgNGjgsJvQ1u0RzxsRiMFpW7cXLV1etHf7YDFp8J2lU+DxsWjv8ckI3Da+d1hsu0+2G1WreQ/fUYauPj90DKUgEVq5oBhPbdorchNcP0NO0LZqYTE+/LxZNiagZzTiIqlGPJedZhFZph02w0WZjADi26rXz+KjPSfERRNQT6DlpFvFjoZrpmbj3d2NMqnYDbWHxE3QtxaXAhEOj66cgV5PECzL4YW3vxJ/Z+GYUyemIj8nUWafKSkWHD/RoyJvW4SnJS2Ss0ozZX8H2DCe2rSP5/ew6sBFFTKS7QY8cs8V+PJwh2y8R89okGLniTAtRkamdiEk9+6aXySb8wywYTz96n4sm5uP0cmWuGRWNRV5OHqiFznpNoRCHJrbXbKkxorKIiy+ZgL8wTAeX78HS6/Ph8OmQUunV/a6moo8pCUZ4yaTpk5M5VVfove1KuEZ2fANC4TfQK174Jkt+8WugVULS9DSxVfthJE8gdjywepSNERln1//+BgSrXpUXJ6DR/7yL8Wm/pktB6L3l1O0iUBvWCTATLEbcbLDg3d2NWDB7PHITDUjyWbAqU63eI9XXZsnk/+MNxKSlWZFZ68PTa1u9LiO4675haqvO9XhAQBkJJsxbrQV3338Y9l1qN3ViLvmFyHAhmHUa0X7c/oGGG0cYe3JBAQjBgNxlMX49dg1It7929LlFWVD6ejYLcuG0dXnkz0nSIC/8dFR2Sz4y9vrcfdNRapdgaFQGBa9AQU5CXh01Qz0uKJcXFFi9QAb7Ri7Nk/GmxRgw3h6835879apWDB7PLQaCnnZiXB7g7hqShY2vFsfTXJertp9kWDR4/u3TUNDSx8CQQ7vfdqEa8pyFPLjn+xrxo/vng63N4hjJ50IBEP4+1v9/BMCQWZsDOgLhPCm5LogAryyox733FykUODS6zRgQxy0UbJrqZwzTQMl41Pwhw17xBEQafVYWAeEx5/Y8IXYoXshk7gsG8EfNnypsKdH7rkCuPiahQnOMWwm9REfq2no3bokIXEmiADjRtkUm/AbvzkOx0/1t99+daxTlAeSVrLe+6xZNXv67Ov7FUSKgiSlxcDAotfys+UaA9xeVqaisXJBMVLteiCsLh/U7QyIzjUtyYSO3v6kgEw+EYibae/1BMV5xf7zLsHrHx9TnT0WWv31Og0aWtxxyStburxojMokVpWrV/PqGrpFHoKlcybyC0YwDJqikJpkFK/bXAkxkfDeNZv24Xu3TsUXh7sUG4C5M8YoeAvW19Zj8oRkOCy6fs6IizAZASCurS6+ZgKWzyvEyQ4XHqwuRZANKSoOqxaViFUSAAAFFI9PVUjFPvvaASyYPR4WvQY2I79SOWw61DX1iooD0sDKYZVcV8kiq2ajijnOOLbZ5fSjvccns83/WDoFOkaj6NgQZkyPn3KpElg2tDpVP8Nu0eOxF/qrO4IdBtgwstNs6HX7sen9I2A0NFYtKlHlu/jB7dPw4js8kewfN3yJH9w+TfG69bX1mJCdiFGJBtXuB2kyQriGI00y7OsCm1GLBxZPwskOt6pNCPbY1u0VE3xBlhNtLtAbRkOrSyTTTbYbsOjqPNk9JASnQuLvRLtL4ZM7e/34+1t1WD6vAACw6OoJaGhx4W9vfiV2VogcRDH3iFq1rjraoQZAvO+fe+OAIiEo+MlrpmXjz6/wnEPSYwvcM9L5biGAjtfhMxLnpc8FwhQFrz+keJyJSlMP9fUmgxaakcc9TnCOMCBHWcx9I1V22/Fpk+L+XbWwBP+IEixLCzLjs+wYl26B2chg8/tHZc/dOb9Apuoj+AGTUau64eBHB4G6RiV5tnT9ijfu0OcNiuOxt83Nl8VjAPDitjpFbHJPZRE4jsOm9w6jrrEXAE9g+UxMIe2lqDqWRa+BxWDC71/coxinvmZqtuoa/GD1ZLg8rCwBo2c0cHmCqCqfALvFALNRC4uJT2hEIkBzu0v0tYKcc3VFHnpcPgUfRYANx+XvELisLmQSt9vpVz23Hpd/yBVvgksHFA1FB/U9lUWg6MHfK4AkJM4QFr1G1qKW4TApRg2+v2wqfr32M5mje3Ijz0/w1s7jokxnW7cXjIZWdViBYJhvwTYzcHr6W/jychLwyD1XwOkJwmTQIsE8cAXfbtWLzrWqPE+xCVNbaGL/NhsY/CrabiecX1u3Fy4PK8uw0xQFj4+NcjqU4L1Pm3D1tGxUXpWLMRlWFOTYUTw+FaAAg46GhqZhNel4tma9upyilIdg3bZDYmXyW4snyTJzdotB1Ym6fEFZBWDt23XReX7uax80q9mqjtHIuki+v2wqnnltv6wa8M4nx7Fg9nix5ZymKIBSJ2XKSrP0V+YpwOlhYTYwKBxnwiP3XgGXJwijPmqncaBmo/Hm8BVBkVWPnz4trzSEuIjIGaJjaGQkm9HZ60VKohnfuqUEf3+7DtdMy0aGwyRWgww6Gtlp6jP7sWSpAplVWpIJfdFkhNAN4o9DaFjf1IPJeWk43NyHABuGL6BsRw2wYfgDIYXcW7rDAh0dIQmH84kIUDjGjiSboZ/INwo9oxF/i+27G3HrHH5E7ZZr5ElVaULgmqnZfEUvTnJDz2gQZDkYDRrUVEyEVkNhVLIZbT1e0BSFtCQzjp3qAxWVxL1mWjYAYNN7R6Kkr4fEcxM+o7PXj9pdjVFVo25Fx5A/GMIPbp+G+qYeZKZaUF2RB38wLOt2E6T2wlxENgOt1jkiBNDxOnwuFX4Trz+EJzd+qXj820unIhBQzmFHAKxRef19iybBqidt0pcKTiuRJ1kjTnZ50dnrQ1X5BLAhDgVjkpAYXVOl0DMaHGnuQyAQRkFOgiLpPT4zET9/dpdiY//L+2bGHQ9U49o5eqoPZQVpIkcZo9Wo+lCjrj/RoRaPdfT5kZpoxA9unwZ/MASaorHxvXo0tbpRU5GH4vGp0DE0xo1OwI7PlMTwYmwCfryxud0t90txihz8uEchntkiJ+yVdvcCfOfxFZelARSFIyf6RElTIY6q3dWIVQtLVH2hI0Gdl0sqd36h4tGkBEPcsVQCglj0uYL41/5TePiOMji9QdhMOrz+0VHYLGOQYiYjG+cWMZsFs4ER58AA3okcPtEbd/Pm8rB44e2DyHCYsGphCRiGjtNWa4HDpsOB470yKculc/LBaCk8/2adSAKZlWbB6GQzaAqK+TNpJl04tvBZew619bfhR4B9h9sVma7VVaUIBNVn+YQ5aaEj4u6bCuELsPj+sqn4+MsTuGxcsjiGIXAAPC3JdtdU5GHdOwfh8rD41i0limy4Gg9BusOE/1w+DTkZZrjdIXEO0WhQT2joGY2Y6ZbKR8ZeC+Hvr1XQPERbVWvHvKI4Q2w7LMpNQjgcUb1eox0mAIA7EMKxFpdsROSeyiK8u7sRxeNTQdNAwZgkZKWa4HT3J9gcXETVRnd82iQjmDQbtApirVULixHhlIHM5vcP45Zr8/DKu/WomJ4jm3u/5+YiMBoaew61KbqYls7JV4xjSOdhBQRYntV7w3b++NLrkRRnM8ZxENtg9YwGWo36fZ8sVCAk3Q8pKRYiMXU+QQNdziC6nH6kJBrxQNUk/HGDkpcE4FuIs9OtuGpKlsIHCQmBB6snIxzh0NzmVv3NaYrC0jkT8fGXJ/HNSaNlYzzL5xWADUVkScSaijzs+LQJjIbG8nmF4CIcaiom4rODrYpKacX0HKzdWifKNwvSnhOy7DAZtUizG5Bk0aHPG4TVpEPtrsOYVZqJ8rJsjBmVgO27GjBv5lg89vdPZd9fQ0OVg6fXE0R2ipnwm6jA5w/hqU3KxMO9C0ouwNkQjDScdiJPWCOyEuB0mOSje1ByDEk5Xx67f6Zi5K/Xo54QcXmDcccDB+La+e7SKQiGOKzduldBFj0q2QSTUYM75hXgb2/Wid9V+HwhVvvv5+QKQT2uAKxmBhYToxi1kCYM9IwGWalmkY9jdIoZ2ekWpDtMYoxCxyGGDoUjSLIZ8eiqGfD4+ALL7178XDGCWjAmSbzWuaNs0DM54rheeVkOqsongg1xiphi6ZyJ8PgCWDonH+u2HZR9B71OIxKzX6h4lKI41ViLoi/WdmGCc4nkRAPKLstAXUOPeH+XXZYBh33oCSySkDgbSDYLTR3K1qt4s7ujk014/Duz0drlHnDhENqzm9u9YjICEKqzvByimoRoTUUedu47han56WKSwmbU8jN+K2fA6Q2KpH9WM4OZxaNkge6KyiJoNcB/Lp+GUDiC0SkWGDSA06ckxnR5WHh8vMShXkejcJwDoVAYYQ5Ys2kvZpVmyipoahwA6yXtyn96ZS9uvyFfMXsXuwi0dnnx1OZ9+MHt0/DY3z9FdroFDy2ZAq1GnStDL8nCuzwsRiWbxcx9VqpFluz5WgbNZ2irl411wONj++2UAh5YPEl5vcwM6hr7VOVuN753WNZpoWd4kqyXt9eDDXMoL8vBqS4vRjlMKBgjt9EXtx1UEEyuqCzEd5ZOARvikGw3IDVBD6dXaZtNrW4EgyGsWlgiStsK5/SXV/dHq8K9ijbPddsOoqp8gmiD2Wk22Mxa1UqTwJMiVSEQ7tvY6yTllOkPSIKKgORraX8XG2jgy6PdsmBsdfUkPPatmeh1B0FRFNZs2isGjKurSpFoZpCVasELb9Vh6ZyJMk3766bnRBVa9DLuFuH5+xaVICXRgD9u+BKzSjMVY2dq8rHra+tRVT4BFEUpOHMcCQbcfkM+UhL5zr3H1/fPL8fei6urSpFmM8BmZNDrDuKdXQ2KJJ1AWquomt4/E2lJFjGZ/dGeE5g3cyyvFBMh/CYEBKcLaWL+tNaEOKN7BdkJ+PHd07H3SKfY9dTZy/MsuQNhsSiQnWKOdjgOQbkp+joBA3HtHD3F8+FYzYxiLV86ZyJefOcQFl09Ad+/bSoASkY2feM3x8EXCMuUqoS1lqYpsXtB+Kz10RENgX/hrhsLceyUvECyuqoUJeMSRb9kNemQkWySEWvWVOTBkWCAhgI/umvWATRQVZ6n2KBnpZqA6KXKHWVFWpIR+WOT0NbllX3u0jn54qix8Nv83/ovUVORJxupfTOaLJLGExfCb9KUBuEwJ+O1C4c50BTp1iJQggsDHCdPVnEch8hp5K9IQmKYoJbV/mjPCcWmpKYiDx09flxelAgdFfUwccjpaJrCsRa3qBMvRYDl58zUFoB3djWqBp06LS2TqXv4jjJQFCXq0wvvF8janty0H4/dPxNZaVZ0dLhUF0pp8iPdYYaB0cAWre7+YNlUtPb45Oc+gJqD8O8+D4uPvjiBlQtKEAqHFMGxVDGhvolntj/c3IdnXtuHG785DmkOk8yJpiWb0NnrwerqUrR2eTA+085L0nH8Aj4qyXRJBc2nY6u9zgByR1n56xH9rzDHLuu2CARD6HIGsXZrHWZNzlT8vrNKM0VbBPqJKGsq8hABFFwqG7bXo6XLiwyHCd9aXIr/jmkffWbLAXGxfuz+mdHfUat6/js+a8aCq8arSm82t7kwJsOqao8BlhO7RX581+UwGhjV9k2hQh5gwxg72sbPepoYgONb/aVt8rW7GlF93UT0ufyovDIXWz9pwF3zCzF+dAJyM6fDHwgh2ab/2tvfxYAuZ1AMPIHoKMJLX+KnK66A3aKHzaTFD5ZNlfsMjvfh31kyBV81dOF7t05FMByGQafl4/dIBH/Zsl8hP1wwJkmUyFT1mYCS5wcCr4kBT78qP881m3gJaR1DgwLw+Po94mfefNV4NLe5UHlVrngvSGeU7VY9puanK5J0wpog7aCymhk0tboVCkvv7GrE+Ew7r8hE+E0ICE4Pw53IiwAWg1bksQGACVkJuG76GHFtFWLEgpwEdPT4FEUdadFBjWxTiA2b210KP6XX0ai8Mhc5GUr5YWH89i9b9uPhO8qQlWZCXQOLBbPHQ6/jR3nXbVN2y9I04qrVpdiNqCrPw5h0K2iaVvD1SP2d4JcSx/AJik5nAHqdBlotDbNOI/owgB9DjVUZ2bC9HmPTp8r8m0WvBcdF8FLtof7XAtj6yXGerHN7fTTWKUGADcMXDCtGqAFgnDSeuAB+M8hy2PjeEXGclYtEsPG9Izx5OQFBDAJsCP5gWEHQzt97Qxs3IgmJYYLaZn3Z9QXISjOrZj9//9BVMMSSfQjBm4mRsSwvn1cQt8WXgzJQVdsACsy9wmMtXV788m+78d1lU+ImCAIsP7smPb+C7AT85oFvoMcdRLczgASLDlazTsY6LC5SZgaBkLr+dezfgsPVMxqUTkhGVqoFv3p+t5g8kbIpS+efYxJy8PhCyEzVYOrEFHj80cq+wL/hCWJqXoq4eVBc90skaD5dW1UQKkUAm4nByU6vyCkitJUn2ZRzh/HIrFKTTIoAZc2mfeLGp6XLi/1HOwe1T5uREWf9f3z35XBG20cTLHok2gx4PI5E4ZgMG3xx5HCl9qjV0Hj4zzthNTOiskF7j0+0Q+F1VpNOPBcAAAdkJZuQYGLQ6wliZlEaaJpCu4GBUa/FN0vSxYDHope44q+5/V0M6IpD6NXS5cHTm/dJAvEYnxEBHFYdRjksaG534R2JylLBmCQ8fEcZ+twBFI+bAo+fRZJVD46LoKktqkFvYlQrlPHaig16jep5cpGIqE40a3Im7BYdqsonqsp1dvb6xfvIZtQiK82iekw6Zr0qL8sRkxHCa4Tq5YHjXbAa0742PDwjEYQE82uMYY5JpGu+1cyoEus+seELPLpyBn677nN+DEvCCZaVaobTIyfbtJoZno9Bp0FyAq+ykZpolPFEJNsNsJp0WP/OfgWZpPC5wloeiUTQ1RfEEy/xRQVelWOfwr8smD0el41NQlOrugR8W7cXWz48KpJjq32mgpMh9npLHhfQ6w6CDUsCRwpgw5zyWDTQ5QqgYnqOghh0fKYNj66aCZ+fhcXMc58J5x37PdITjfJ44jyDDYVVvwMbUvLfEBCEw1Alh/3hnZcP+RgkITFcUMlq0zSFli6fSDQmRVuXBzkpZtVDxRIECZkmacZ65YJiaDUUTnV6h7wB5GKClAAbhk6rzrmASPy5xeZ2j3h+NRUTFa3ET2z4Ao99ayaOt/DKGdL25I/2nMC9C4oVHBJv7jwOPaPB/beUwKjXykZUWrq8+PULn8pIQvUMz1Wx+f0jAKCYXRQSI9kpZrET4lJJOAyK07TVTmdAsVDHMoEL0lnPv/mVoh19Ynaiqo35A+rEj+jvBI07SqJqnxGeWGcg2xQCGkeCAWs27QUb5lRHfAR7/NYtk7D+HX6cItAbFltBH1oyRaZyU1ORx/O1qFxrtSSjNHFHMPLgiEPoZdBpFFU2BSJAit2A5944oAjoHlg8CYU5djFxoWYT2ekWhU0mmBnFGMiqhSXoc/tVzzMn3YrKq3LR0NKHHZ82YcVNxXGVPbZ8eFR2H6Xa1YnWCsYkiY/rGU3cYJ+mAY7D14oYeCQiHmkmIcEkkIHi1+sEM4NHV85AIMTFTfQLidhAb1jWDZUf9VnSRINavBVLknnDzLEyCeLB1vITnd7+5+N002ammnGi3Yl/fnky7lik8P/b5qoX81Q5GaLXSRhhEfjXBCQlGFQl4pOsetkxDjT0QkPTis7ll2rr8ZO7p4uEoTx/XLEiRh4pY5tShTLZd1gx/cKdFMGIhV+FYzDAhhFglUnzeCAJieGEyubjwZrSOJWt+JdeyrJ8zdRskbhSmrFOTzbhcFMvrCatSCopOLOxoxLidlRIoWc0aGhxxnXqolOUIHYjGq+VuKMvILY8x+pft3V78P3bpuFwcw/MRgajki0oL8sGxwHr3zmEhVeP75ewkxyztcuDh5ZMQQQ8sWK3049lc/PxxEtfDsj2ToJiFZylrcYygUuls6S/96QJKWjrcivIkVZUFsHpDQzYnQDwoyQrKosUIzsy+xRaKodom1lpFpmc6Zs7eTWR1EQjPH5WZo8vvnMQFdNz0NHnF7+noMaxdM5EcJEI0hLNoCg+eSK0csbidKTcCC48HFadqs2++gGfAA2wYbj9fEJKLYDtdQcV/DkBNow/vvyl+JvHs4kf3XW5KH8rsMf/ObrxlLYLOz1+5I5KwH2LSmSzyjVRSU+Xh8XdNxVi3syxcZU9aBoyP1/X1Ie1W+tUA+SsFJNsVGv/8S7V+3dMRgKef/MAZhalptcrswABAABJREFUnbPfh4CAYAigoEx6VpfGTfQ7VDocxQ28pEtroHhLKHa4/SwioMRxyT2H2lTlh2t3NeKBxZNA0xROSBQwDDp1wuceVwBr3z6IVQuLUTjOjl/e/w109flgMjA4eqIHs0ozUburERXTc/D6R0excmExnpJyAalt9tWuk1AwiL6OC3OqFeDJE5LFwzi9LP748pdYfO0EVX97sLFbVmjbsL0e31kyBQE2hEdXzoDHz4pjsE5fSJEUOZ/w+llVwmKvPwSQOgpBDCwmRvV+NRuGHt+ShMQ5gDTQbOv2qlZgk2wGxPM0SQkG1FQImx2Tasaai+Rhywe8xvH7n59AVfkEJNuNMOi00DO0QqlidVUpKLp/ERIWg9c/Pob/WDoZj66cgS6nH4lWPbgIhykTksVRh9YjHTDptbAZtaqSVGpGqGdo8TGpxnVqognr3jmEG2aOxZgMG2wWPf7w0h6Z5OkzWw6IxEQCMhwm6HRaBct8gsmC//32N9HdF5Q5TYEngFTpBsZQbFWt8i/loUi2G2TVUunvDfBtXBkOE76zdAqCoTA0FI0+jx9ZKVbFpk8guwR4O6qYnoN3djXgkXuvQDgcgc/PwmxiMG1iCixGrUwK1+1jh2SbAGT21tnrx/raQ/j+bVORnmzCH176Qvb8S7X1qnwX91QWQcdQeOHtrzCrNBONrU7k5yQhO62f5ErAaUm5EVx4cMCk3CQ8unIGOp1+RDhg8weHcbi5DwDvj3pcQfz3c7sVFUKnh0WIiyDdod5BIHQcuaNkwLF+q6PHJ8rfJtsNWLmgBC4Pb9vCfaVnNKi8MhfBcATdTj/uu6UESVY9jp9y4vWPj4mjRM++dgCrq0vR2Orix4rMjJhUoykK40cnIBLtnJP6AmlScerEVDisOnmnGQVkJis7OVZUFmHLB4ex7PqCC17hO1+INzpxCXx1ghEOtaRnc5tblVj3gcWT4LDpFOOcDy2ZoiBej9e9II5+RUc6hRGR8rIc3DBzHHyBIKor8pDuMCMSiaC9x4tZpZlItuvh9IWg1VB4aOkUPP/GAVCgVOORUIhX1FqzaR8evqNMJKzOcJiwfF4hWrvdWDa3AO09XkzKS0NedoIY3zpsBjhsuv6R3WhXhDsQxtqtdTJ/vHZrHX6wrJ8fQm0Nt5oZGTGoEIME44wqA0DVtXkyn+/xs8hONgMU0N7jk43BxiZFzicsRgaLZo9Hn0QVZdHs8TCbyLaRQAmOi+DOGy/DX1//SrTfO2+8DNxpGC+xrHMAqeN685/HsXD2eCydMxHJdiMCQZ50JzXRhJ4ej/LNFNDc1q9UUFMxMW4VWdp2+/YnDbjxm7lYt22v6Jy/s3QK/MEQuvr8yEo1AxQl4wh4a+dxMBoanb0BhWpCQY5RlcAoK80iO58dnzYpFo37FpXAZNCqnrfJoFQFkc4yA/z3SksyyZIny+cViskIQec6wIYRBtDU5sbjL6rzBHyt5DvPAdRsVSCUGqjyL8ykrt1ax3cQ9PpUf2+B46Oly4u/vXEgSlDab2t33XgZqivykGQ1YHSqGQa9BldNyVLaaI9PYaNSklYhoMpwmMRkgppt1lTkob1HOeakZzRoOOXClg+/iGuPj0v4LqxmBp19fqQlmbB8fiGef+MAWrr44953SwlKxibKeEpOW8qN4MKDizKsR0crmlrdACCOS8Qqt6zdWoelc/JFO43nuw16LUABPe4gtnx4VFEtNBq0+O6yqTjV4caoZDM6e7yqXUK7D7RgdKpZ4UulCLBh+IP8qNzyeQUIBMPi/ZDhMGHsKBtOtLtgt+plss7SpGJ+TiIcVh2cPnk7s8AoPyE7Ef5ACAkWHQLBEFbeXKxagRyoHfpiRrzRCSLjSXBOcBr3ktomevvuRiy7vkAkXZQR63IQ1diEDfz4rEQxVhW6HzyBsIwkE5CvZ0IiRE0F7p7KIvS5/Hjq1f0A+ORuVppc6ezumwrBaDX4x7Y6WVfYmzuP45pp2QB431bXIO84+P2Ln2PB7PH46xsHUF6Wg9zRNhw/6VLGt9FRSaEroua6PFW+BLefFRMSsWu4KEkqIQYVYpAdnzYpEj7fWjwJHm8QG7bXyeIRq0l+zUZKF6VWS6uSFDKxZEIEBACsZh2SrHo8WD0ZvkAIRoMWWhqwmIYe45KExDlArOOiANjMOhmh2ENLpiBvtFWxkMQ6pe27GxWbqqVzJoLjIqgq54NPo16D8rIcUToQ4J3z79bxzpnjIuh2BZCdYkZWqkWWZJBmmAE5uVE85yjNoLs8LPQ6DZbNzYfVqENrtxdrt9YhJcGg6NJYUVmErj6v6lyalMGdb8vzi5W94lwHvH5WTEaoyZwKIx7C8RbMHo+sVMslU6U7U0httbPXj/c+a0b1tRPh8rF4/KU98TP1kX5FgR899QmsZka1HfOTfafEikBOupJl+7nXv+IVXWr34sd3T4fDohuyjUpJWgMs3w7/X8vLRDJUwTZvvyEfCVYD2ru90Os0eP2jY6rnKii3qNkjTVOyQGSgpNqTr+zFoytnwGHpd8RnLOVGcOGhwrnSq6J8NKs0U8Z9o+a7hY4jobU31g8+tGQKnnltH1weFjUVeQhHgL+9WSfKGje09ImKLWpJETXb7XX5cd30HPiDYdFmk+0GVEzPwe8GSOgJ77eb1bkuCrITYNFr5YSsQoJtqO3QBIOCYTRwBZREcsRtXIJQuZceWDwJiRYdLCadIjmhlgh3eViMy7CqqgSBgqIQJYtVJaOeA61nQiKkcmquIt77y5b9YuI0w2HCA4tLse9op0z559nXDuDBmslip5gA6UintOAhIMCGUTDGjnSHCU9u3Cty5KjFsQDE809NVBJsv1Rbj0dXzhCPHbuGl5flKEY4/vjyl2K88lZ0FHRUihleP4skqw5/ivH562vrMTEnEQAz4roofYGwOklh1uWAOv0dwSWMQDCMkx0eRbxjtxkAZmicRiQhcQ4QWz3u87D425t1shv79y9+rpr5jHVKnb1+vLnzOH5893T4gyE0tbrAaGk8/2Z/lvX+W0pgMTKqzoyLREDT4DPXQwysA2w4Lst8ryeIgpwE/OjOy9HV50drtxeb3j+C8rIcrH27PyHCV5cb8OiqGfAFeDmYjh4fgtF2u9jj0jS/0Ssvy0FakgmJNh2a29ygKcDAaGA18vNJc2eMUSxw62OC8AAbxthRNkwYpUz4EMgRy749s3gUjpzsUycqVVHb8ERbFAO9/W3eoIDiXAfWba3DjOJR4u/VLwHUjwDbz7LtD4ROy0bVSFqBCP5reRkONvJSm69/dEzRXTNv5liMSrHgoSWTRR6VN2M6ItIdJlSV54GmKIzJsICm++dn1WxQuhEU7h9pQmLYpdwIzi9iWdjVlDBiyIQF3/1gdSkaWl2gKQqZKRZYDFo0tXtUbfpEu0u0w/W19fj2ksmwmhlMzkvDiXYXstOsaOvx4r5Fk8Bx8X0pALHS6PGzyMtORGdvv5yo2gy4NJiWbjJomjqryt1Alb+UoV7/Sxj+QAhPb96reJx0YFx6ULuX/vjyl+LGO7ZwEC8RLpXkBRCXhylurDrIeiYkQuKNdmSnWfHoyivQ4wqKJI+xiX2O41T5cUTC6cWT8OK2g7Jj6xkNTHoGv/zbp7LYIvbzez1BGUlnS6e6P/b42f51POY7s2F1/xsKc/jpiivQ0uWBQafBe5824epp2Th6sk91RE/gZBhpXZQ+vzpJoU9lPI2AwOcPqSawHs4s6y9UDAKSkDgXkFSPf/fi57jlGvWNmFrmM15G26LXYFSiAYyGVlTF/hytyKo5M5qiUJSbBABo6uiXlhsosB6M3MjpYfHoX/8tziNfMy0bqYlGxXfs6PPjZIdHtqCsqCxSrcJNzU9FusOMJzfuRXa6BYuuzoPHx4KLAL978XPcNb8Q3106Be44TlKqzKBnNDzzMdnsDQ7JIusOhPHfz+6KS8g0mL0Kbd56RoOZhWmouS5fZqvxiLT0DI0MhwkJZt1p2agaSavdrEOfN8hXTii+an0iRhs9AsgqwzWSNnchKSbgy/o2JNsN2LjjsNhSn2RT2rrUBoX7R+1aE7WXrwfUAn2pCoUAl4dFit0Ik0ErC9rjBZ9Btr/kF2DDYDSUKrO72aiF0x1UPUZWmhU1FXkoGJOEY6f68M6/GqHT0sjJkJAdxwnUI5GIYpMRL3ky1MrdQJU/AgKCoSPevSTcz4pE4Wkmwges0psYxaiIwC3R6w4CFCV2aAj+sVlCUilAz2iQbOOVKQQOHuFzXqqtx+rqUqx9uw5NrW589MUJPLpqBtp7fGjr5mPG8rJsfsQk1YRl1xcoki0eP6v4PNVNviSuiMf5oEgGSDpEGjs86nEJTeFnz/wLAZYfi1ty3UTotTSsJj3WbevvGBbiCeFajLQuSptFhwyHCbNKM8XY5qM9J2AjY6YEKgiw6qp5gaCyuy8eyDDQuUIECARDsvl6KeJlPgWnJLw+1ilF4igHBNgQVi0slr3vnsoiFI61o88VxA/+vBOPPLsLP/jTP1HX1Cc6mHifJ5AbSR+/b1EJaA0tEvd09vqx47MmIAIY9BrFdywvyxGTEcJ5PrNlP1bcVCQ77rcWT4JeS+PJjXthNTOouDwHv3/xc6yvrceWD46iYnoOnnvjAJIkEqhV5XlIthvEYwibU36+u5gnLiIYGqKLbIgNw2pmkJlmVbVXs4GRJX6Age011laFuUrpa2sq8mAx6rBsbgF+9NQnp2WjuaNsqvap12mx5cOj2PFpEwBgVIpZfJ1aZXh9bT3Ky3LE7onN7x/BExu+wJYPjuLqadnYuOMwWrq8eGvncSybW4C2bi8yHCZUXcvbYVV5HjIcJlG+jNjfJQBJoP/Iiul47P6ZyEo1KXzwqoUlcNh0yE42yzTl1Wy6piKP96dR6BkNQmF1bW82xOHpV/cp7qdVC4ux9u066BkN/vDyF1j/Tj1uuTYPew61gw2FFa+Xgv+bgtvHwm7RK5Insa8dauXubN9PQEDAI969JPgV1URfdH2P9UGnc/wkqx51TX2KOPLoKZfssaOnXHD6WDS1ezA6xYxvlKTjvkUlqvFBvORHc5sLC6+egD31bWjp8sLjY1GQlYApE5IxdpQNV1yWhqxknji6IDsBj39ntuiDC7ITYLfw3yHZboBRx3eJST//gcWT4PbxCknfXToFekYj8k0pztPM8N+nwwOnPyTGJE4vi6c3q/nfElHSHgCum56Drj4/jpx0iuPLwvd8qbYeKxeU9CvZqawpF4rQEgDMJi1uvT4fNM1/aZqicOv1+YTUkkAVcdd5qSzuICCWdQ6h12nxUm09rCoa8jUVeejo9Suzn1Gn9JsHvgGnLwR/IITkBAPc/hC6nQGY40ir6BktNmzn28ZNRg3GZiTA5Q2CYbRw+7yi9NKOT5vkWfR4GXSu//FT3T40tbqwdmsdXB5WnDVmw5w4S281M4p56aw0i+qC09DqFMmU8rITMSbdjKZWvgpXOTVXlDAVXv9SbT2qyiegqdWNNZv2KjLM1RUTkZVqwbjRNiRa9HIWZYIhw27Vo7wsB8+/cUCVY+F3L36OZdcXKLkkYkiwHAk6ON0sGK1GZqudvX7U7mrEg9WT0dDqhNXEID3JBJeXhdWkwx3zCtDj5oMpGcN1PBsF8Nj9M3Gyy4vmNne/fVZNwsoFRehzB7E+xjbjVYbHjLLh2zVTRIIq4fFnXzsgjmJ09vrR2OrCnkNtUXLOfpLBlQuLkZygR1nBDGJ/lwpiOl6cblb0wQIJ24bthzA2faqyk0DFpjt6/XB5+EBZuOdiu3sA3i67nX4xSSb9PLNBi9vmXobn3tgvjn48vXkfHloyBVYTg9pdjai8MhdGvUahcHP3TYVobO1Dit2EP23ci+qKiRg3ygab6ewqdwNW/ggICIYMtXtJGHMAzj7Rp3b8h5ZMAcdFVMeupDxOVjODEx1uGdH06qpSlIxLxGP3z4SPDYGiaPS4AmjrC8BiVo9lGS2NZ7bsR+WVuWhqdYvjxqrdhRFgdKoFOjoCp5dPhNitevzX7dNwvMUprv8LZo9HTroVJoMWazbtFQmoV1eV4jcPfAPdrgCSrHpMnpDcH2OYGVVi94LsBPS6g6r+12LUyrp/U5N4borKq3LVO1sQUcT/I6WL0u8PIxgdrxFICv0BFv5AGBbt0DgBCC4duL0sls8rkNEJLJ9XALeXRTIZ2bjwEFrHAr1hcFxEpnDxZlQFIt4cbnO7R+YIl87Jx+sfHwWjoRWB5OqqUgSCIbR0ebGnvg3XTR+DNZv2RtvV3ZiQlYjdX7Vi39FucfGStdsO4OwB4PH1e2TOVJg1rmvoETetgd4w3oyS+IzPTODb0OK02heOc6DXFeiXYAoPPnOYaDWIyQjhsZdq6/Fg9WRkpphg0WuRl5OEjg4X2QyeIWxGLbLSLOJCu7q6FM1tLnAcxLlORUuoCgnWfbeUYNvO4+jo8yuSVNUVE/HcG/uRaNXjxm+Ow9GTTnCRCNp7fBidbMKOz5rR1OpWMFwPtFBLyagA4I8bvsRPV0zHU5v3K2yzaFwStnygtMl0uyFuxSaWVHpqfrqYjBBe89Smff3XhdjfJQkhSJWSsAGIP9ogtWkK6Oj1Y8Hs8chOs6CpzY23oozyeoaX65w3cyxSk0wIBMOwW/Xi6JuUwFIgAhaSEQBvn23dblCI4Lrp/URsd84vQOWVudAxNDJTrXj+zX6lGD4heQhXTclCVqoFBTlnwX9C+FPOK+KRYJoMWmgi5KJf1Ii5lyiKwppNe9HZ6x+eFn+Ve3VsZiL2HGxTXRulPE7XTM1WdHOJ8YKZwfGjLlnc+sAtJaocEXod7+9oGkP6PhwXUSX6fGdXo7j+b9/diLvmF6GuoRuzJmeK/A3C+WUn97M0iglmDxtXClSIV6VqRHpGoxid9gf629iHNBIyghCOcOA4yMjN76ksQjhCAhwCJQx6DXRaWtzn0hQFnZaGXj/05BVJSAwnYuSYhNaxABuGLxjGhu31ireoBatqxELrth1EVfkEvPD2Qbzzrwb87N4rZJt6pzcEPaPBzVeNx9q36xQSRqsWFqOh1SUqUAzVEcbbpEUiEYzPTJA919nrx/raQ3hkxXQxyFarjKXa9EgV2niivm2wmUNHgkH9PBARCZoIzhASu01NNIoLbWOrS2GzsbPjarb65Ct78dCSKdj4Xj24SAQrFxQjNdHIBxYUBZeHxcqbi3Gi3a2QlKq6Ng+/+NtuBcN1PMSzT6dHSQ67vvYQHl15RfxqbZwEWl52ovj4R3tO4Nbr889qpp7g64kzJiWjgC5XEEdP9YGLAH2eAHQMDZeHxY5Pm3DHvAIAgD8Ylik1rVpYjA3b68Ukwr0LivHGR0cxKS9Ndng9o0Fakhm/e3EPrGZGDLBTEs1Yt20PKq/MFUlfATlJKxeJyJKQZ1y5G0GVv6874pFg3rdoEqynERwSjFDEJDIVahmAQqL3tO63CGTcEC2dHiQlqHOKyXicBiCQZMMRMRkhPP7HV/bie7dOFTsmpYW6BbPHY+rEFDisukHPvaXTE5foc8O79aIqlnRjLSXPjLduu31sXCnQUUkm1ThCGHUWHnd6A+JISGzX6UhX2eLCwF9iCi9/2bIfP1kx/QKfGcFIhIam8JctBxQ+4ucrrxjyMUhCYrigIsf03aVTROcEDD1D2ukMqDp2u8WAZLsBZYUZ+OnT/5K3keUkRDslwphVmqmYk1+zaZ/ooLPShi6HOWCQHWcDJ36noVTGJJvhrDQLslLNomSTNNudGOc8Rkdn9wnOEDF2m+EwiR04wOA2Gy8h0NDSh0VX54kbnVg71Who1dn4H9w+TfxbxnAdB/HsMx4pq8XAYFSSSWaTNE2hqZ0PumKDjAcWT8KYdLPs9YPaPcEliXjtzgP6WpV14+6bCrH7wAkxcZBoM6KhxalQvlmzaR8evqMMnX1+JCcY0Nrlwfxv5kKr6bdPIYj2B8NitVCo6CXbDbhvUQlau9RJK2ka4Dj+352uwIgOngkILknEJvowgMTuUO/dODK93106RTGOodPSoq+hB1gXW3t8qj6mzxtEW7dXUfjISrMMnoyIxo5tfeqKcEJnoxpvlJBw3fLh0bjrtjByHfu+R1fOGNKoc68niCSrHukOM/7vxT2iDGhWmgWjHaYR70/74sR2fe4gMhJUSLsJLmnEsxenh0WKZWg8EiQhMUxQqxT/dt3n+M0D3+AVDPwsslItovb8QBlSo16r6tgTbXrcNb8QL7wtlxAVKlgF2QnocAbQ3uNVNQxQvO5zqt0oztoNlj23GbV4aMkUxcZSyKAPOls8UGUszsInzBzGZv1HEgPx1wWxdtvSxQcHj66cgQAbGtRm4yUEOA7w+lmZtrjUTo+0qM/G+wIhUekiFI7A6Q8NaKPx5tNjKxWx5y4wZaslERW2F46VfCS2SKCCOO3OXV1u/vmYDjqbUau6bjz72gGZz62pyAMnkagTEGDDOHC8G1s+OIr/XD4NBTmJfLcYhehIHS99W7urEasWlqgypqc5TBidbMbm948q7uExGQl45rV90DMaHGnuQyAQvqAkawQEBANjIIndoXbvDXQMxdpIoZ8/KsGA3FE2RdLCZmLAchHVOMGo06qqZQ1aaJLEjtUVE1SPLagexevcGGwkJFatQ3ifWCgZYNRZ+vjM4lHISDQqi3Ij3I8m2fSqa0biaZAUElw6MOjU962xRJcDgSQkhgnxKsXdroDIbiytzKY7eCIeRKAIVK0mJUFkTUUeGqMkPdJ2M+FzhLazlAQ9JkpazAXoGQ0MOg2qyvPwo6c+GXr2PALMKM5AeuJMGdmP09Pf1XCms8GDLZ6xjp7MIQ8/1Oy2pcsLj59FdrJZ0U0gXvOozbp9LL61eBL+JElaCGSjs0ozseXDo6rtkal2o6qNurxBhczhgDaqVqmI2meCmcGjK2fA42dV7SVeElE2UzrUzyS2SAAoglGBoTxe8jXBzKiuGyc7XHj4jjJEIhGYDQw+O9QRt2X6gcWTkJNqBiL960hSggFXXJaGXk8QZQWpoGhg0dUTxBZcYR7YYtDCrNMoEmwrKouw8b16uDyseP8OxHlEQEBw4REvDnX7WfH5wQpRA0l/ikodUaiRPgokkdJ10WHVKbjP7qksQpANwSYhtxS6EgdbT4W122pmYNBpFfHy6qpSJNn0+PHd04FIRJU3aurE1AG7MKQj19L3nW4nJE1TF+W4msmkxeJr80R1ED2jwcoFxURlg0AVOoZW3bfqmKGLeRLLGiYMaX5YEqympFh4AsY4ox6ZKRYZOYhep8GmaMuu0G4mJdMRP4cDctLNik3iispCZKVZxVEPYOjZc5lDVSExlG0YVRIs8Ra/ATWvByOBi/5NcHYY1G7VrnmMzRbk2PGD26ehvqlHrMhWTM/BWzuPx22PVOtsuHdBEdKSTPjvZ/99ejYaM1OrZp/ZqWYxiSbY5GnbX7zPFK4LAUEcxEu+xpKgAfz9V5Kb3B8sU0DuKJtisb//lhKMTbeKHDpq64hBr8Vnh9oxZlSC6jzwY/fPBBiNmGDrdAXQ1OqC3aLD5IlpmJyXJkt+X8o8KWGKgtcfUjxObn2CkQK19TzDYUKPK4j/fm73kJL8Q+XCGaigpEjoc8Ck3CQ8unIGOp1+JJj1sJq0aO304qWoMhFNAwVjkpCVYhqUGFpYuyun5uL5N+tk3Dg0RSHBqsN3n/gYAVY+hirrohxkJGRAdaBL4KZ3e1iFVOlTm/fhp/dMh8VGuGgI5GA0NAw6jWzfatBpwGhIQuK840yd10CjHil2A1p7fDh20olN7x+RdUQI83GqnxMGinLsfIDpDMCg18Jm1KLbpc5NcTpB5qAtgXEqgWqL3xmTwBEMG87EbmNtoK6xF395dR++s2QKupx+AJmKDh5Fe6Sky6DTGYDZyMCs15y1jarZ59qtdVg6J18xepKVZiH2R3BeEC/55fGz6iNH0mA5AuSOsiItyYgJ2Ym8FLRNL7uXnD653QsSfEICo6Yib+D7SjLGFAiEcfSkE1s+UI5xXMr3htcfwpMbv1Q8fu+CkgtwNgQESqit56sWluCXf9s95CT/UGOC007oc4DDopPxQuWOsipJOYcg4iDEjjqGRoCVc+MAwG3afuJp6RhqvG5JVVzinZAeX5yRFV8IsF2gkyIYsXB5g9j4/hFcMzUboHj1m43vH8EDt0xC4hAlvklCYrhwhs5rsFEPUBR+/+IeRWA4dWIq8nMS43+OCtkRFzl76aHBFqHTmWG81DPQIwJnYLcDjXmkJ5ni2quiIiHrGLKio8N11jaqdm6zSjPFZAQgt0lifwTnAwMlX7NTzIPffxHAotfCotfKHhMQa/exEnxDvq+i/kCNXJjcGwQEIxwq63mv5/Q7UaXHkI0XSzAsBaUz7DQUYkeKVifSTHeYZa+XjqGezudcyp2QZgOjem1NBrJtJFDCbtHD5WFlicHT9QdD76UgGBxR5yXO2Z2GioUU0h9RcLzCa6QVtNP5nIGOZRti9moo5ztQwkIBycL3yIrpIuHhpeT0RwRO024HsoGB7HUov+vZ2qjaudF0fDkyYn8E5wMD2vUZrBuxUNh9DJGbIDs3pPsqmvwoGZt4yd0bYYqCKxBW/e9i/+oMo1H9XqE43zkcQzZIcJEgxp8IXAhSDLpRkBxjdKpF9b4fjnjyjBGNHc0GjcKvVVfkobPXK3v5pd7ddSYIhsKq15YNhQd5J8GliOHwByTVdYExaJfAcLaNDcOxBjvf086aX8IZ6IsVg9nAWdnYWb5f7dwEtm1VmyT2R3A+cI7bf2PtPlaCr7PXj9pdjfjJ3dPBhsJD+/xL8N6IN5YBXPyjGf5ACE9v3qt4/N4FJaqP37do0vk4LYJzjHPWiXqhRxoiQIJZj9pdjSJ/BCL9qkJSokzS3XX6sMe5tj+4beqFPjWCkQiJP/CyYZgYzWnfcyQhcaExFKc+nIHh2R5rkPMlYxiXAAaz2WGwsTN+v9q5mRlikwQXHudygx9j90lWPbJSLTKbXzonHxlJhv4ZbWL7BARff5zLxMEFTlrajFosn1eokKXPSomjDkYwZNiMWiy7vkAZN51hFx/BJYCoP8jNTuJFG07TTkhCYiTgYqlExahnZKeYxS4OERc6a05wfjASbTaefXLEJgm+pohVNDL135OqNj8EwjgCAoKvGUbien22iPq+RJtOSVjJfQ2/7/lGBCjIScCjK2egxx1AokUPh01H1hCCcwaSkCAYGk5DPeNrufgRjGwMZp/EJgm+biA2TzDCEE8a1WTQQhMhBkgwTIjj+8QiBMHZI46E+qXAJURwYUBILQmGhHjqGU4ve4HPjICA2CfBpQdi82eOeOSVJM7uB8No0NzmOi3CS4GDI/Y/tSQFAcGZgvi+cw9yjQnON0iHBMGQcNqa0wQE5xHEPgkuNRCbP3PEI6+82IkrhxP+QAh/feMrsKwymXDfokmw6jUq7yIgOPcgvu/cg1xjgvMN0iFBMCQMJvdJQHAhQeyT4FIDsXkCAoJLEcT3nXuQa0xwvkESEgRDwgXVnCYgGATEPgkuNRCbJyAguBRBfN+5B7nGBOcbF8XIxuuvv44nn3wSoVAIy5cvx6233nqhT+nSA1HPIBjJIPZJcKmB2DzBBQLDaOAKhBWPxzO9eK8nZJcEZwSJ7/OyYZgYDfF9ww1yjQnOM0Z8QqKtrQ2///3vsWnTJuh0OtTU1GD69OkYP378hT61Sw+EtZ1gJIPYJ8GlBmLzBBcA/kAIT2/eq3g8HgdHvNfH46Igah0EgyLq+3Kzk9DR4SK+71yAXGOC84gRn5DYuXMnrrjiCtjtdgDAnDlzsHXrVjzwwAMX9sQICAgICAgICAjOCAN1WqxRIR0lZJoEBAQEX0+M+IREe3s7UlJSxL9TU1Oxd68y0x4PDoflXJzWsCAlxXqhT2HIuFjO9WI5TylGso2eT1yMv935xoW6RgPZKPndBga5PgNjuK6P2nF6XQG4vEHF4xRNgWGU4Q9FqT8+0HOn+ziAYTnO+Xj8XJ9rIBjGc68fUDx+142Fqq/X67Xwc8oyrdXEE+0N1Zbi2YXVpIPdqh/SMU4XF7MPJed3dhjp5yfgYrbRCwVyXdRxJteFikRGdv/bk08+iUAggG9/+9sAgA0bNmD//v34+c9/fmFPjICAgICAgICAgICAgICA4Iwx4lU20tPT0dHRIf7d0dGB1NTUC3hGBAQEBAQEBAQEBAQEBAQEZ4sRn5CYOXMmPvnkE3R3d8Pn8+Gdd97BlVdeeaFPi4CAgICAgICAgICAgICA4Cww4jkk0tLS8NBDD+H2228Hy7K45ZZbUFKizuRMQEBAQEBAQEBAQEBAQEBwcWDEc0gQEBAQEBAQEBAQEBAQEBB8/TDiRzYICAgICAgICAgICAgICAi+fiAJCQICAgICAgICAgICAgICgvMOkpAgICAgICAgICAgICAgICA47yAJCQICAgICAgICAgICAgICgvMOkpAgICAgICAgICAgICAgICA47yAJCQICAgICAgICAgICAgICgvMO7YU+gXONri43OG7kKZsmJprQ0+O90KcxJFws53qhzjMlxXpW7x+pNno+cbHY2IXE2Vyjc2Wj5HcbGOT6DAzp9TkbGw2FwhfNdb6YbIKcaz8uVR9Kzu/scD7P71K10QsFcl3UMdB1GchGSYfEBYJWq7nQpzBkXCznerGcJ4ES5LcbHCPxGo3EcxpJINdnYAzX9bmYrjM513ODi+lcpRjp503O7+ww0s9vKPg6fIdzAXJd1HGm14UkJAgICAgICAgICAgICAgICM47SEKCgICAgICAgICAgICAgIDgvIMkJAgICAgICAgICAgICAgICM47SEKC4PyCApw+Fk0dHjj9IYC60CdEQABilwTDi6g97TvSQeyJ4MKA+DQCAgICgvOFs4x7vvYqGwQjCBRQ19SHJzZ8gQAbhp7RYHVVKQqyE4BLW2SC4EKC2CXBcILYE8GFBrFBAgICAoLzhWFYc0iHBMHZ4TSqME4vKxorAATYMJ7Y8AWcXvY8nSzBJYch2CexS4LhxID2RKrWBOcCMXbl9oeITyMgICAgOC9welms3VqHyitzUVWeh8qrcrF2a91prTmkQ4LgzHGaGbFed1AMkAQE2DB6PUHYjMx5OmmCSwZDtE9ilwTDiXj25PazONnpJVVrguGFip+7b1EJrGYGgd5+OyQ+jYCAgIDgXMDtY1ExPQcv1daL61B1RR7cfnbIaw7pkCA4Y5xuZdlu1UPPyPVp9YwGdrPunJ8rwaWHodonsUuC4UQ8e9IzWlK1Jhh2qPm5JzfuRXlZjux1xKcREBAQEJwL6HVaMRkB8OvQS7X10DND73sgCQmCM8ZAlWU12ExaPLB4khisCxVCmymaPSPtzATDiEHtM2pvbm9Q3S7NDLFHgtOGzajF6qpShT15/Oxp+UsF4vlH4jcvLC7w9Y/n57LSLPHX2lgQGyIgICAgOEPEi288fjKyQXAeIFQCpUYYtwpDAXWNfVi37SAqr8wFTQMFY5KQlWICOBASLoJhx4D2GWNvGQ4THr6jDJFIBHazDjYzg7pGYo8EZ4AIUJCdgMfunwkvG4aJ0cBmYuD0hYbuL2MRzz/mJBA7vZAYAetWPD832mHCY/fPRK8nyPs0E6N+TgN9BwICAgICgkFgt8SJty1D78ojHRIEZ4x4lUC1KoxAeDKrNBOgAC4CrNm0F04PKz5P2pkJhhMD2WcsAc+syZlYs2kvH7gbGTg9xB4JBsFAVeUIYDMyKM5N4ecnI6fnL2MRzz92OYPETs8lBukcGAnr1kB2ZTMyyE42izaohpHwHQgICAgILl6EuQhqKvJk61BNRR7C3NCPQTokCM4ckkrgYFUYgfCkdlcjZpVmgqaB5fML4WNDsBkZQixIMPwYwD6lBDxWM4PyshxUlU+Elw3DZiL2SDAIzqQyHgEKchLw6MoZ6HL64bAZ4LDp+A6xQRDPHrucfmKn5wpD+I1Hip/ISjXjx3dPhz8YQrJVH78bQgWnO3pJQEBAQEAgRWefD2/uPI7KK3P5xH0EeHPncYxKsSBxCEUXgCQkCM4W0UqgGHzFBkEUX4EJcRGMTrGgumIi+twBhMIcGk71IT8nCaBPc/xD5fi97iCCEQo6WuUcCC5dxLFPo4GBhqbw0NIpQCQCjgNOdbrR1u2FZ5QNKYnGwe1RYnt2qx42o5bY3iUCtz+E5nY3Kq/KBQDs+LQJT2z4Ao/dPzP+RjQ6tibd4D6weBIKx9jjJyUk/rOmYiK2725EZ68fAG+PZiOj+jghLzx7xOscEH9jCtHrnwcuwttAZ69/4OtPASfb3Wjt9MBu1YOmgG5nQOk/hupb4iRNbKcxbnHGay8BAQEBAQGARKsBjEYydEEBjIZGolU/5GOQhASBOoZjox8NltZurZNVo+fNHIsN2w8rgvLVVaXKwGqgSs8ImN8luAA420QABbT1eMFxETz/xgGFVFFNRR7Sk00D2yOxvUsXFHCsxYXN7x+RyVu9tfP4gJVxtQ3uum0H8cDiUrChMOwW5aY01sZqKvLw5s7jcHlY1FTk4fGX9oj/Fh4f1G8SDAkDdj+YGAUHzYqbinGyw4XxmXbYzIwyyTTI7ynlbRiqbxk0aTIECCMfqr6OgICAgIBgEGgZCrden48T7R5wkQhoiv9bywydIfmcJiS2bNmCp59+GgBw5ZVX4gc/+AF27tyJX/3qVwgEApg7dy4eeughAEBdXR1++MMfwuPxYNq0afjZz34GrVaLU6dO4Xvf+x66urowduxY/Pa3v4XZbD6Xp00wTJstIViqvDJX3PBVTs3F+hhpmD++/CV+fPd0ZKVZhkbCFXP8swnGCC4yDINtOr0smlrd2Pz+EZltArwNra+tR25mwoD2SGzv0oXTy+LJjXsV8lYLZo8fsKocu8FNthtQMT0HP392l6otq9nY+tp6/Oiuy3HgWDfe3Hlc7IpYX1uPH989HRa9hiQjhgkDdQ5Ifxvhd/z9i58P6JPi/Z6VV+Ziw7v1ov8AMGTfMiwjI6cxeklAQEBAQBCLIMuho8cnK9TUVOQhOdEIDLFJ4pyRWvp8PvziF7/ACy+8gC1btuDTTz/Fjh078PDDD+PPf/4z3nrrLezfvx8ffPABAOB73/sefvKTn2Dbtm2IRCLYsGEDAOBnP/sZli5diq1bt6KoqAh//vOfz9UpE0RxxiRXMQRgbl9UBoZCf9Ak/XcUATaMvUc68b0/fIyTnV5kpwxMwiWAzL5eejgj21SxSy4SUdpmFAE2jP3Huge0R2J7ly4GklkcqKosbHAFXDM1W5EMk9pyvM8JsmFwXATXTMtGVXkeku0GBNgwQqHwkPwmwdAQlyzSzOBkl1f8bQb7HQXE+z0FokzBf5yOb4m1KeE8Bxy3UCPqjI62DUaASUBAQEBAEItAMKwoNq+vrUcgGB7knf04Zx0S4XAYHMfB5/PBZDIhFArBYrEgJycHWVlZAIAbb7wRW7duxfjx4+H3+1FaWgoAWLhwIZ544gksXrwYu3fvxp/+9Cfx8WXLluF73/veuTptAgyx6hLbNm/Sqs5HZzhMACCrNKlVnRA5/SozmX299DDkimDUPt0+Fj3uIP748pcyuzQbtLKNxunaI7G9Sxexv32y3YDyshzoGQ2cvlDcESKbUYsHFk8SbZGm1ZNhgi2r2ViGwwS3L4QtHx6VjYvU7mqE2UA6c4YVcToHnB4WzW3u/t8mTlIz1ifF8xmCrfRLElND9i02kxYP31GGuoZucBHgoz0nsOz6gjOT+CRJCAICAgKCM0CQDccpoAxdZuOcJSQsFgsefPBBzJ07F0ajEWVlZWhvb0dKSor4mtTUVLS1tSkeT0lJQVtbG3p6emCxWKDVamWPnw4cDsvwfKFzgJQU64U+BVUEI+oBUbrDAofDjNYuD46d7EVji1ucFSoe71BUrv/48pf44Z2X48mNX2LpnIlYt+0QdnzahJqKPDGTJp2/Ft7nZcPIzU4CAHBcBC2dHnQ7fUiyGZGRbAZN8yUlBxfBQ0umyFplH1oyBWMzE8XXXAwYyTZ6PjGU+2Ew22zp9MDtC8DtC+FgQzey06xYt+2gwi5/dNd0LJ2Tj62fHEd1RZ6MQyLWHnvcQXiDYZn9XSjbu1A+YyAbHal+7FxB+tsLnDhSf/bQkimYUZwh2oH0+nzTbkaCRY+vjnchO82qass2sx6tfX44EowKG7tv0ST84q//VoyLPLRkCjgqgpQUq6rPBBDXj15oDJf9nCs7TIn5u/VIB7bvbhT9BqCe1LRGf0fhejsAxe8pcEjoGQ2+f9s06PQMepx+cd1s6fLG9S0cF8En+1pkx/uPpVOQmWZFa69f9Xc+2e5W7TB7/DuzMTpV/R6/mO7vkXyuF7MPJed3dhjp5yfgYrbRCwVyXXi0uwLIcJgwqzRT7Pr7aM8JWE3MkK/ROUtIHDx4EBs3bsR7770Hq9WK7373u2hoaABF9S+OkUgEFEWB4zjVx4X/SxH792Do6nKD40Ze6j8lxYqODteFPg1V6GioklzpNBF8/MVJdPb5wHER2ayQI0EPq5lBoLc/KBPai1ctLIY3EMKC2ePBRSLQ6zT46YrpcHlZHD/lxFuSWWg9o4GJ0fDXJqaak+EwYdXCEkQiEZEALm+0VaxgpTss0NERdHW5z+v1OluHNFJt9HxiqPfDYLa5dmsdFswej2dfO6BIMAg2FmDD8PpZpCUZcdWULOi1NB6+owz+YFjVHg819WJ97SGF/eVlWhXV03Npe2fjM86VjY5kP3YuIfgddyD8/9n78vAo6nTdt6q7eu/O0tlXIKEhhkDYBYdFTERFjCwmIaKIoKDj4NE7jnPUuY73eI/HM97x6HHBXQ8MAgqICqJBRFGUQQRZDAQC2cjeSaf37uquvn9UV3VXqjoEEQGp93nmGelUV1VXffWrb3m/98O/hTUgANa2nn33B6QlsKwas9mAU809AgHWLLMWJm0qnF5awJjgAtRjDd3YsPMEHC4af6wag6d/PxmdvT6oKRK+GFWI050OpCUko7PLIVkBVylJPLOmf42DC4Fo+zlXGz0vdkgCVrsf3Q4v4g1q0IEg1ColHC4aW8MjzrRqBZaWjcDrmw/z13f53CI8s/p7PqHAXW9LphHPPTgdbVYn4vUqkCSBwRkmJBrVaOpw4YFnvxQwuRKMKhg0lOTaYvfQfDICAIx6Cqc7nfh//dznti6XpP20WZ1QEZf2832+z/VyXUPl8zs3/Jrnd7na6IWCfF0iCASDmHv1UMF7cGnZCASCQcE16s9Gz1tC4uuvv8akSZNgNpsBsO0Wb7zxBhSKSL9jZ2cnUlJSkJaWhs7OTv7zrq4upKSkIDExEQ6HA8FgEAqFgt9exnlGH6oqF+jbXWz//oqKYjy/TlhleX3zEcyZno+11cf43agpBU4094JhQjzFOClegxsmD8YTr+/hq4uUgkT5NRaQJDA8NxEefwAgCCAUwvPrD8Cop1A+aSgSTVrU1Pdg39E2jB2ehuxUAzKT9DDp2LGOyckGeXH4raMfGjUnoMolI4BIBZkTjgNYuwwEGTy/jrWtGyYPxr+/vRdGPYV50/NRMj6XZ/7E6Sls2HkCSfEazJ4yBDX1PWBCIeg1SgzJiEOQYcTTEWT89hHuue+vhYgkCRz6oQkvvX9QGCDmspMUAoEQMpL0fKKWm9vtcNFYUVGMD748gV63D5RKAYfLjyanF0QMOn9+Vjz7HMTQWJkzPX9AIokywiDY0a51LXas3HhIkNzce6QVy+cWYeXGQ1j/eS3UlAL/UjkKjy6eAGuvB+lmPd7ZcgStVjcA8fXOTDFEgn+CZTrYPQFJhiF/jyTWlr62N2NsjqiH9/n1B/DkskkwG1VASG41kyFDhgwZvzxIguSTEQAXFx7G40snDngf5y0hMXz4cPztb3+D2+2GVqvFjh07MGrUKHz00UdoaGhAVlYWPv74Y8ybNw+ZmZlQq9XYt28fxo4di82bN2Pq1KmgKArjxo3D1q1bMXv2bHzwwQeYOnXq+TplGdEIO9zRgb7N6YdRzzqwUk54RrKed3a4at/uQy24eVo+yqblAQC0KgXvNPlsQew+1CLKqi28fji2fnMKC68v4ANGjlKfbtaJto8elybjMkCUbXL/5mwzNVEnaZtkWL5XTSlw5+wroFCQKJuWh0FpRqz6pAY+OggjKPgDjID5UzVzGABg1uTB8PmD2LTzBJ9IezJMnb+YKs4yfl3E1AUAgd2H23lbAiIB4iN3jMe/v70XPjrIt6/1RZfNjdm/GwKXh0ZDqx1J8VrEGzRIMKpx5+xCvPlRhAF03y2jkJ2sA5jYGitMKCT67KwmMVxOIIGmTjesvV509Hh45p8gubm9Fn+960q0Wd2wu3zo6PFizdofBYmLzl6vgJUlpXPDsVnKpuUJ7ltSvAYzxuagtccDEIRkwlNkezG0LPYd60B2ihEFOXH9j/iU1y4ZMmTIkPEz4PIGJN8/Lm8AGGB4dt4SEr/73e/w008/Ye7cuaAoCkVFRfjDH/6Aq666Cn/4wx/g8/kwbdo0XHfddQCAZ555Bo899hicTicKCwtx++23AwAef/xx/PnPf8bLL7+M9PR0/P3vfz9fpyzjDEiM02DW5MFCQa8w1JQCvU4fyqbmgSSBKwabseqTnzCpKINnU6gpBZbcVCho7RhtSRVl1VZ/chTlJUPR1O5EyfhcgYL5lOIs0fbPrz+AJ+6+Egnx4XGwfQU35er1bx6cbXbaPJK2ecVgMxZeNxyUkoRapcSzUbRmrqVjxtgcrPn0mMC21nx6DGVT85CSqOPtWGp07fPrD+DxpROhUyuF9ibb4m8aJAGRJs7SshF4ZdNBTBmdJRlkWnu9KJuWhx3fN4IJSesPJMXr0GXzQKUkwTAhwRp6980j8JelE+DzBWHSqeDzB2B3s2KasRIkZJ9WR7kqHgMEcKTeJmijiW754kQsW61uOD00Vm48iLKpeTwDEIjNyiIIAlaXHwkJrMhXXzYLd984FmG0ro0g4Rlmb3joIO6ZN5IfQUvGYM8wDAQMDXnEpwwZMmTI+CVh0qtiaGIN3M84bwkJALj77rtx9913Cz6bNGkSPvzwQ9G2w4cPx/vvvy/6PDMzE6tWrTpv53jZIlagJPV5GEyQwdrqWhj1lEgIcOH1wxEIMCwFNQS4vTQmFWWIxqG98WGf1g6Jqo5RT2FwehxOtvRiaHY8tkdrU8SoAh2o7URrlxuj8hNQ1+xAXYudp93nZZiQl2GUna5LCTHsMFZw359tLrmpEB9+dQJDMhOQnqQXtRtxwQMI1vbKxubxojw7vm8ESQJeX1TvfgwbbO/2YP32Y1h4XQHP2KlrkW3xtwy7yw8mFMLdNxdBq1Gg3eqG0+MHHWQwJMMUM8hMN+uw9KYidNnceHTxBJxqscHlDWLX/maUTsxFa5cL6Ul6NLU7RSyLVz84jEfvnAA6EMK+Yx2C6QoFuXHSGitKUsBe46vikBNmPAjA6ohM5AHEyQVuKoaaUkCrVvIJijOxsipLLfjv9w7A4aKxfO5IjMpLELBZdnzfyLeDVF47HNZeL+6vLMamnSdwvKk3klDQUahrcaC508mvd3Om5yM71YDsZD2yUwyCe88lUziGBgD+Xuck69l7fbnebxkyZMiQ8YsghJCoOFNZakHoLF4w5zUhIeMiRT9ikQRBYOXGgwIxLjpEoLXThQAT4qntBIAVFcXw+oOIN6gAEDje1AOAdY6T44ciPUkv6ahlpRh457hvVScpnq10P73qe4FRb4kSGpRScmUYYOXGg3ji7ivR3OkU0O4rSy1ITdTCoJbN/ZKAhH3eO28U7G4/mtqd2L63ge2zD/fj21002no8fBvQt4daeNtMSdCizerCVaOy0N7tRmsMUTeSBNQqhWhiQmWpBUNz4vkgJLqaadRTmDE2ByAAkiBgd/kwpTiLDx5IkpBt8beIqJGy3U4/1m8/LmjxGZRmREWJBe9s+YlPjs0Ym8MnI5LiNSidmCuYjlBRasGu/c2YMz0f1f9swOhhqfD52VYLSRqkx4//ejfyfCyaVYjTnQ6kJGhRkMtWwLvsPmjUSmhVCnh8NJ5cNgk+OsCLJALyCEge4TWnqcMheb1BgL/O7d0u/O8lExFkgqgsHQa1ipSsDGWnGvHQwrFoancK3l/ce4qiFIJ1xKSjUHrlIL6dh2PbAPU43tTLJxTqWuz8muKzBbG2+hjUlAJ/u+8q6DXsGFBrrxdqlQIffHkCXTYvz9B4+KXd8r2WIUOGDBm/KHodPmwJCz2DAK+JlZFsQIpBPaB9yF7xZYhoqijnHEc7QdEUVU4QbW31MVSWDkO6WYfSibl80JZu1uHW64ejud0FJsQGZrOnDMHGL47jvluKJR01pYJE1cxhyEkzwh9g8Kfbx+H1Dw6h1epGyfhcER1+bXUtfw6Hjndg/jUWvLopIjR295wibPs2XAVy+CS/PzQnAQaNUq4GXgKQss9ovQbOPqP78cum5fHO/aSiDKz+pAYlE3JAEgSsvT4+ifFA1RhJmxycEQejjsITr+8R2c6S2VdgcGYc7p0/Ei+9fxA7vm/EHbMK4PUHBcmLqpnDoNUo+GqkUqmIaYsME5Lt8GLDQNprovv+Jaj6az49hgerxsDa68OU0VlAuGoQZ1Dz20UnJ7jvcVX4Nz48grKpedi1vxnL5hSho0e6BYkACaOeghEUrps0SJDceLBqNAKBkKhSXr2nAVUzh4eZcBHRYO45mzE2B00dbFKDE0G8XMCtOdw60vd6F+WZkZlsECWRvvyhCddNGoxFswrwzpYa/m8PLBgNa68H8UYNVBSBWZMHw+OPsCHarG5s+eYkHrp1LBweGu3dbhh0Kjz77n6BXby++TAvIk0QBGxhRo5kksofxKlWu2ikttNNo2rmcKzceFDUZvaLCpuGW0nsngC8vgCS4jTy2iZDhgwZlwESTBpQCjLyAQFQChIJpoElIwA5IXFZIpoq2p9zvP5z9nNOEG3f0TYsLSvCf4bZCwBw7cRcdHZ7BFXgpWUjcNOUIfB4aRF9vqLUgh6HB0EmhP94J8KCWHJTIUIhBnFGraSzNSjDhEcXTwBNM3hundBpe3XTIZRNzUNjmzNCo0WkZ5vN1oVQ1+K4KEffyRDibOyzpr4bPjqI/cfasbRsBKy9XlTvaUDpxFxR24bLS2PzzuNYclOhYCxo1cxhsPZ6cKqlV9L2TEY1fjrVDSYUwiOLx6PmVDcSTFrByD0uGF1RUYx0sw4atRI9dh+vFRAtbuf00PyoSNkOLwKEExGnrW4xA6fPfRH0/ceg6vvooGA9rCi1oNfliwS6Mb7HfT4k0wS9dhA+/vokpo3OEo2UrCi14J0tR3D9pEHITDaK7PBUi0PU5sE9My+89yOfSFlRUQwfHcTQ7DiUTsjln4lNO+suO5vk1hyudSJ67WBHlzF46X3pVo41nx7FA1VjsKKiGDa7F7kZJrRb3fifrUcF+9h9qB6NbU5UllqQnqzD70Zl4m//2Mdv84fyYml78gdx180jUN9qxxWDE2NqRQQCjCgBuq66Fo8vvRJ0IMBP/Yjed1s/oplnBQKCVhJ5bZMhQ4aMywckSWD+jKF49YOIr3L3zSNAksSZv8zt4zyen4yLFPFGNdLNOpRfY4k5lYBrh+B6ZgFWgLK+VRi0pSTqRE7Q65sPIyVRB4NeBQVJYEVFMf5QXozykqGo3tMAk14tqS0RZ9CivsXOn1t5Cfu/dLMuTJkn4Q8EJc+XJIGlZSPQ2cO2mgzNjkP5NRZs/qoO67fX4t/e/CeaO52CKSHPrz8Au5s+H5dYxjlgoPbJCbYBrG1u/OI4kuO1mFKcJWlfPj+D8YXpCDIM5kzPx59uG4cVFcXISNLjnS01vMAgwCazyq+xoLLUAoYBVEoSW745hZUbDiIpTit6Drjj2Bw+zL16KB5/9Ts8vep7bP6yDuXXWLBoVgGS4jVQUwq0dDpFlUrZDi8QwoyHh1/ajb+t3odNO0/ghsmDYdRTkvel7xQLzl6i/93S6RIFhaEQ8Pv5I1FZOgyD0o2S3+PagupbHTDpVTjd6cI7n9RAq1agbGoeykssKJuah627T6HV6kaiSQuPT6xsHauCzidCwv/f1O5EulmHeVdbRKNyLzeb5MRAu2xebA3TTitLLbi/YjQYhoHDJT29hLuWze0OdHS7oVIpcLium3fKuO1e33wY8662wKinsLa6Fn4/IxLQJUlC0i5SzTqsrT6GNZ8eQ6fNg7wMEypLLfy2akqBe+aNjIhu9jlHu9uPmnqb5L5Pnrbj4Re/QU1jL//O/zmwu2nUtdglxX4vJzuSIUOGjMsRHm9A9N579YPD8HgDA96HnJC4DGHSKVFewgbr7eEAPhrRznFlqQU79jWyfyAAH80ItheI/YXho4M43mSD001jzafH8LfV+/DqpkN8O0esPv761l7sO9qGuVcP5RMJm7+sY//95XE43TS0aqXk+RblJ8FPB+Dw0PjDLSMlney14V7u6GNyfbkyLh4MxD5JgsB9t4zCrgPN7Idh5fv2HjdIUroCzYRCWFddizi9BqmJWqza+hP+tnof6k73Cqqj6WYdbpg8GJu/qsPa6lo8t3Y/vP4gZk0ejFarGxu+OI5RQ5Mlz2tQhkk0BYZLhsyaPBj/sqAYW3efEp2bbIcXBn0nHXAJhBljcyTvCxe4AhEhwujAcGlZIbbvbRB8x0cHkZGkBx0eKfvmR0dEAWVFqQW7DjRjadkI7DvahpUbD+G266/AjHFs2xG3Hq7/vJbXBGjvdiPOoBLZIVdBj4aaUkBNkYIE8/a9Dbh7TlHs5NplZJMmrRL33TKKT0ps/qoOiSYNOm1uMEwIei3V73syK8UIH83g9c1HYiaE6lt7ebvqDGveRGPTzuO4e06RwC7uKhuBxlY7n2x4bu0BpCZqMXZYMv6yZCIeWzwBTy6fhHXVx+Dy+CXP0WpzY/veBpGtVoTf7b9E4sDmjN1KcjnZkQwZMmRcjpAqjvjoIDw+OSEhox/YXTRWbjwkCMKiHZX7bhmFkfmJePreychKNsDhYh0VkiCwa3+zYHu72yfpBDEMcKLZJkoIeP1B+ANMzO9IjQF9ffNhFOWnwOMLoqXLKelYOV1+/M/Wo3hnSw06bN6YTnZ0FUhNyaPvLkacyT7vmTcSk0ekonBQPBZeVyD4247vGzEoIy5m8OCjgyAIYP32Wp7CzDEjuOrowusLRAyLtdW1SEnUAWATHy4PLWmHLjcdMxmytroW8QYNrp80COUlFiTFa/jvynZ4YdCX8QAIGTh974tJq8SK8mLeXqr3NOCRO8bjL3dOQEVYsJRbLzmwNkLw1YMumxdbdp/CnOn5uL9iNFZUFIMg2JHGG784jtGWVDaAbbNj/fZavPnxEZGt3XXzCGzf2wCGYUTJjYwkHapmDhd8VllqgVJB8kEoADhcNBgmJGAGRZ/zZWWTISDBoBIwUdZ/Xou3Pv4JJoMar28+LPm87zrQjN/fMgrvbBEmImK93zi70qgUom0a25wIBIJ47M4J+OOtY3F/xWgQJLBh5wl+Gx8dRLfDB4NGCYNaASVJwE8zoIMM6IDYFipLLfDTjID58YfyYp5pE91Kdi6Jg3ijOmYi7LKyIxkyZMi4DKGLUSzWnoWAu6wh8VtFPwJt0U54tKMyJNOEtAStYC65SUfhuQeno83qRKJRjewUA1Zvq0HZ1DyQJJCTasLdc0bg1U3CHufqPQ3sJIwo+Ogg4vRqKEgf7p0/iu/J5Xr8N+08gSmjs2K2ZPS6fPD62dF4nJKrmiKhIAnQQQYrKorR2uVCmlmH9m63ZJ+tRhVx1vjRd3J/K4uBiPqdp2OZmciBBmyfDFCQw04UcHppZKcY8MJ7P2LDjlrJvvutu09BTSkQCoUE/dTRfeNdNi+a2qWV9r2+SLDBhIDqPQ0CReHqPQ247YYrRHaXbtYhN82Isml58PoC+OTbejhcNP+cLLyuQLbDCwSO8dB3nSAJQnp9CEVszubyI16v4idWeH1BtHa58fv5I9HS5eZHvSYY1QgyjOAYXTYv1lYfQ3mJBeu31wpPioicA7ft1nACIzvVgKZ2JxJMGjhcNJo6nNCoFJgzPZ8/nkJB4qOv60Rq13eVFeGDncd5hsWK8mKYTRo+yRytm3DfLaMuO5s06FQCkVIgIsLcanXz65CKIpGepIdKSeLhhWPR6/bz6wmXFO17PatmDgMAGHUqPFA1Btv31Iu0bJbcVAiPL4CTp3thyU0AAeDISSdmjMvhdWjUlAKJRrVoOkplqQUEAXz8jVjlvGQ8ywrssnmx/vNaVJYOk/yd55I4MGmVfCtJXw2Jy82OZMiQIeOyAwnJsZ/EWdAe5ITEbxFE/+Pc+jrhHEWVV9wORfZjd9Nw+4OIN6hh0ChRkBOHBxeMwb5jHWAY4OWNPyLBqMYDC8agvrUXDMMGZpXXDsfaz44KTktNKdBp8yBOT8HrozFnej6UCgIZSQbotQpUlA5Dm1U6kTAkMw5WmwfVexowZ3o+3vjwCIx6CrMmD8Z3h1pw9bicPkKFw0XK50vLRmBIhgl/XToxEkjIjhKLM9jM+T7WAwvGwJJp/Fn2ySU1Msw6PLlsEvYd64DT7cfC64fDoFWhvZsNJhwuGsvnjkRKgla0/+o9Dbi/YjRaupyw5CRI2qDN6eWr0+99fgxzrx6K1zcfhlFPoWR8LspLhsHm8OCum0fgtXA1PN2sw9yrh+L5dQdEyZF11bV4ctmky26iwcUEjvEQbYv3zBuJIelGGDQxEnIhwKSlItMJwtsU5MTB5Q/iRHOvQNTy7jlFMOkoyUTVoDQTykssANjEmMNFs+1I5aNA0+xYSS7REKen0NHtxtrqY0g36/gk7uwpQwSnp6IUcLhorP88kuhQUwqcarHjhquG4NbrVILRnwuvKxAkmQsGJSI7WQcwv9x1vhTQ1xbSzTrcPacIgSCDytJh2L63gb+makrBr0cuX1CUiOASSGmJOjg8fihJAm9HvYsqSi3455FWPFg1Bqda2Pfmpp0ncO3EXGSnGtAdnnAVnaz44vtG3Pi7PDBMSNRm9NmeBiwtK5K879HrmZpSIDtVL7L5c04chIC8DCNSE7UYmpPATtkwqeV3rAwZMmRcBtCqlEiO1wiKI8nxGmhVA08zEKFQ6Df9urBanWCYi+8nJicb0dnpOC/7tntoft44h2gHakDBZ3/bgP3b6m01uHZiLlITdTDolGAYAkcbusEwwKETHbj2ykE89Z5z9JNMavgCDF7ffFhQpVZTCvy/f/kdPN4gmjucgu/9/pZRSI5XQ6+mwDAheAMMDtR2ITvVgNWf1GDRrEKB0jy3v4pSC7w+ll0xKD0OG76oxa0zhyMnSf+LXu/kZOM5ff9isNEz2syveaxzsc/cONQ0RGwzO8UAtVoJu8vPT1CgFCTKSywCG1s+dyS8fho9Dj9ONvfgyqIMPqnA2aBOo4ReQ4FSEnj05W9Rea0FJEFAq1YKkmH3ziuCXquC001DRSkEU2G438pRwv+6dOKA7fFc1ozzZaPncx371UACVrsfVrsXZpMGZpPqZwfjsWy7opRNOnBV83SzTmSDlaUWmOPUSE8ywOcPoNPmFfz97ptH4NtDLRiSmQAQQOHgBHh8QQSCDMxxWtQ29sDlCWB/bTsmFWWIphtxSTnRM80l9qIZH7/SchRtP+dqo7+IHRLsPbQ6/LA7faL7syV8DaPXI6c/iH1HO7C2upZPTqYl6pCUoIXHSyPIhATjPIHIGrDrQDPunD0CTo8fKkqBLpsHVwxOxGMrvxVt/6+LxiMnVYeTLU48+dY/Baddfg3bPtJ3utDvbxmFT745iaL8FJ41setAM/719nHs6GHunusp2F1idtyl9Hyf73O9XNdQ+fzODb/m+V2uNnqhIF+XCLo9NI439KDXRQuKKENzE5AY5W/0Z6MyQ+I3iFh90TaXn68wS9KOY423g3hueUFuHO6YdQVaulx4bt0BfpRc9HFtzlo8uXwSOno8aGp3YvW2GjhcNCpLLZg9ZQg27jzB97Aa9RRONNnx8oaDMOopnp6cadaJzs2kAIbnJqDb7sXC6wti6kUkGNVop918MqKxzSn3s8bAGW3m1zzWOdpntG3+7R8/SNrmZ9/V48+LxuFYQw8YBli//RhKJ+bi0PEOzBifiw07jseuGBPAivJifPx1HRbMLMD/feufgvN4acMhlJcMhUFLxRR6U4UFBmV7vMAggJqGX4gZRACnrW7pdh8/q4fC0elz04w8a4bbZm11LcpLhrLtHgwENuujWcXqBxaMwbPv/gCjnoJWpRDQI5fNKcK2b+vRanXD6abxyB3jceRUNxCCQC9A9EzHYHxcrmjqcOF0p0s0OnVtdS3+smQiDGqFYD0yqBXISjbwlSEVRcKoV+FofTcCwRCyUw2SNpGepMOiWYV48yM2Oc/ZnssjrUNztKEbBAGcaO4VsW1IEoK2Ei75oFUpUNNgQ02DTbC/bocPOUn6SAI41jMgQ4YMGTJknAEuD82zADmoKQUeWTxekJDoD3JC4jeIWH3RksFPCAAhnvd1pqDR6QkgyLCflU3Lg1atEG3PCm2F0NTuAJd05Ry7OdPzMWNsDk8vLRmfi5c3HISPDsJnC2Jt9TG+ai5wkEngxxPdfOVq8Y0FyEk1Sv7e1i431n9eCzXF9ljf+Dsdet3+X2bu+m8MZ2Uz5/tYA9Cy6M8+SZKIaZtJ8RrMGJuD1EQdjjXYsH1vIx+orauuxYqKYj5QjKZnC1orQkBBbhyY0BD8dMoqOg+jnkKaWY/WLheuGCxtmxlJBtwzbyS8AQakPwiDWiHb47ngZ+qfnCnxejb7d3oDIMLCflKaFF02L3bsa2QnLfilpxMlGDVISdDB45MOSrnka9nYPNGIxVc2HcIjd4yHw00jOUEDOsCAJAgwCPE6BA4XDY1aycpZx2KB/JpaMhcZ7G4aL7z3I8qm5Ule/0AgCFO8RqQrkpdpRLxRDYeHhrXXi/9c9T3PltBrxO06akoBFaXA5i+P48EFY9Dr8kOjVsKkY1mAUtszDFBT343te8UaFVJCviRJgIC0PcbrVfx9dvqCfMsOJ/q8elsNHl44Fsm/3KWVIUOGDBm/UXhj+DQ+fzDGN8SQExK/QUj1Ra8oL47QMl1+EASBlRsPCiozBblxPG1TL9HzHO3InGx18AkErsc13azj2zCS4jWYNXkwnnj9OxFtuMvmZSk9ZGS/WSl6SWM+bXXDlM1Walg9C4ZPRiTFa6BVU1j1SY3IQVtyUyEfUProIHLSjFi19SfQQQYl49k+3cwk/WXlbPeHmDZzHujbUsd6YMEY9lgE0NTpRk19N5gQsGt/MxZeVyCwzXijut+kRizbpIMMbpg8WJLKzo3VizXGdt+xDmSnGPnKud0VCVyiz4Ozey6pkW7WSQpsMiEGq7fVgFKQWDSrEKFQCOlmnWyPPwfnoH8yIGbQAFuITrY6sK76GL8WcQFpZrIeWrUSBbnxGF+YjnXVtSK7AVj7bbO68cqmQ7jr5hGC9ZT7u5pSoPwaC1ITdSiblseLHXLnfeRUNzZ/WYeHbh2L010ugZZFZakFapUCz63dj/ISC0blJYqTEr+mlsxFiGh7GHCCNophsKKiGBu/OI7ykqFINGnR3u3GPz6tEYl9VZRasPqTGtx63XDQQQZ2lx+N7XZU72nEnTcW4r5bRuGF934UbM8JRUcL/bKtO4lY+9lR3DuvCN12n+A4C68fjvsri7Fqaw2mFGfxjC+TgUJNPXvOlddaRK0eFaUWOL0/fwyoDBkyZMi4fJAYp0a6WccOMwgntnftb0aCST3gfcgJid8ipCjvekpEy4wOxlZvq0HVzOG8E5Ru1mH53CJBDy0XoDq9AbRZ3SiblgeAFWN748MjPJ3YRwdRMj5XVMFbV13L0+dJgkB2qoEVdAsBnTaPpAPY1O5EWqIOTR1OvLzhIO6+uYjfZsbYiJAl56CRJFA4JAn/s/UI76irKQUa2xySAWnfRMzlVhHkMYA2ifN5rMFZCbB2O3Gk3iZyxD/+ug5MaIjg8wcXjJZMoCiUZEzbrG+1i8Z5cjbJMWm0akXM6uTz6w+wlG2NEjYXG7j0VdTva/etVjc2fnEcKyqK0dDm4KdxcBNoSifm8s+MmmKnGxQOir/sBAXPBQNmOUigX7ZOVAX5TPu3u2k+CbZ19yksLSuEUkGKtHDe/fSopN1Er8c+OojXotozIjZfDLs7gLXV4ukx3AQGNUXCRwdBkgTWhI/FnTPXEtJqdWPlxkMs68cgDLDP5Vr+FsDZg9T9ue+WUXB6aIAgQBJAt92HeKMaCgWBpg4nyqblQaUkJYP73YdaMGd6PlIStGgLt1YAQGePB/+9PrKuLS0bgY07j+Pe+aPwyB3j2cRsWCi6auZwrPmUFYrmJmaoKQUmF6Zi2c1F8NAMXtpwSHDvVn9yFP93+STBu537LZx9pCToRO1D66rZdsvTHU60dbku3/eiDBkyZMg4IxQkiVuuseCVTRGfZ9mcIigUAx+zISckfqvo0xdsd4kdzehgbEpxFu+wAGwgtX47OwWAZhjoKAWvyn6y1SGovHFO8elOBx6sGoOmdgcSjBrJyiMZHg2jVinw1seRpEFSvAb3zBspqGxz+81JNfCfazVRASMB/hicgwYADy00wulmqzusYGERtu4+hRljc0QB6fPrD+CRO8bj39/ee1lWBAX4NXvJ+xyLJAmeLt3XRqPbKLjP//7ufvxlyQRR0u3gyZ6YtpmTZpS0SW7MYkWpBR/tqhNMyegbKB480YXNX9bh8bsmQk0pBNVKkoRkv3ir1Y2mdgfWb68V7E/KHl9470c8csd4ZCfpLj/7+5k4F/2TmMwgA4WmDpapkxyvO+P+o88hwahGokmL/1z1veDevvjej/x6G203gzKMqG9xCHQefHQQzR0Ovgqu1yhBKZV4fbP0Gr75qzp+XU036+DxB6TpkzTD/7fV7hUlJH5NLZmLEdH2wE3KyEkzQK+hBIxCTuCSUpC4pcTCrzl/XjQ+ZtKTH/Mafk+VX2MRJe1f38wmotqsbuRlGBGno2Bz+TF5RCpMegoLryuIyWKzuVzS987pF62rL7z3I8pLhsLnZ+CnGcnvdfR4eHHNy/q9KEOGDBky+oXXG+CTEUCkjfTxpRMB9cBSDXJC4jJBLEeTo9aQJER/b7W60evyY+KIdFZJNsQqkK+rPiboN63e0xCmJhvx2uZDAIA7byyUrDwW5SXB4w3gjY8O8843ADhcNLKS9bwwGCfE5nDR8ETR6DftPMFT4Ll9SrEq7pk3Cj+dsoYFC2tx7cRcBBlpgcGa+u7LtiJ4MSGWjcbqtz9cZ8WVV6TyUyrsrti2mZ1qRCgkbS9FeWYMSjOhvceFovwU0HQQ91eMRmO7HQwDQQUaIfbYbjfN2yE3lrSy1IL2bpfkMXJSTbi/YjS0GiXe4RJxhPiZ4+wxTkfJ9jdAnJP+SQw22ZFTEaZOZemwM+6fOwdjOGiMXlM4cAlZDpzdPLlsEp5be0C0fz/N8MHrohsKYHP6JPeZatahbGoePwHigQVjoNNIM324YFJNKWA2aX7Za/lbgIQ9ABBMTuHYJmVTWRbWKxsjTlhzu6PfpCcZrdcU4/mvb+1FTqoJdhctTBAzrHbNk8smSU6EiTdI3zuNWil5HLNJi3Xbj2Hh9QWoLLWACYFvAeLeo/J7UYYMGTJknAmx/Pdepx9pcWJfQwpyQuIyQSxHE+EgbVhuZFY5J/xHkoBOSyEQYOD0BWD3BOD1BSQpqdkpBiAEUAqWsiql68D2xR6I2Trh9QegokjRvntdXv7cjjf1AqjHo4snwOcP4J75I/Hy+2JWBRDC2urIPPa11bW4v3J0TDp+NC6niuDFhFg2mpqoE+k0lIzPRXK8Fi5fECYDBWuvH70un6Rtppl16LJ58NGukyKbXFFejEyzFjVOP9Z+VhsOQC3YsPOEpN7Et4daUH6NBb4Agz2HW/CnhWNxvNmG7FQj3vr4CABIUvHf/PgwGyxWjcG8GUPx2gexE2oMIzEJQUZMnLP+iQSbLLqivH1vg0gDoO/+TVol/lg1Bs2dTl7/ROreDs9N5D/n1kRzvErEDuMq8ABr7wYdhY4e6ba2dqubT1wAgNcfgNPjw52zr0CPwy8YwbVh5wmeNSY13vTX1JK56NBHzDMnWQ+EgMZOaeYBl/SM/ps/wEjeI5IgsHxuETRRLWFklABq9Ds3J9WIEBh2bYu+7hLTMO6ZNxJDMkzs5I9+7p3UOXHrJcc+i9aqKC+x4B/h9pDo39zW45FFoWXIkCFDhgAJRmkNiTjDwDUkiFAo9Jt+rcSaq3uhcd7n1/ZVStcpRc7MfbeMQoJRBYOGgoIi8f1PHfhsT4MoqLtn3kh4vOxIl770eUA4hcDq8OOxV74VOVljh6XA5w/gsVe/AxCZdgACGD0sGVoliS67D00dLBPD4w8iN82I1Z/UwKCjcO3EQXh982EY9RRumDwYKQk6dNrcyM+Mw5FTPTyrYsc+Vkmeo0ZH47E7xsPhCWDlxoOCa7Dm06Mi8bizqQSdr9nPv3lE2WhakgEqRUjSRgsHx/MVa6OewqzJg0XjDt/7vBYLry+QtM0n7r4Sj7/6naRN8pMzCKClx4vjTT0YkhGHmvpuqCgSBAiYDGp09niw72gbfjcqE9u+rcedswvh9ATg9dNIitOBDgb5Knf0MbhEBccGKi+xYNf+ZiyZPQKkgoDD7cdLfRJq1Xsa8PDCsSL7O5c14zc/n5yzpV9A/6Sx04W/vrFH8FlSvAZ33lgIFaVAkkktuX+7h8bDL+1G2bQ87NrfLFpH750/Cl6fHwadGm1WFzKTjdj85XFUXjscKzceRNm0PCQYNdCqFWjtcuHNj37iGRpf/tCEayfmQq+leN0cTnNg3fZjAr2ch24di163DzTN4K2Pf+K3vXtOEewuH3x+BpNHpMIQi0b5C17LMyHafs7VRn+2HYZ/72mrG03tTmzf2wCHi+ZbFOyeAB5+8RvRusIxsTZ/Wcc/97MmD4ZRrxK0fC2fW4T0ZD0CdBB2N436FgdAsCM5TXoV3t9xXGQrS8tGYOMXxwWCvk5fEP/2xh7RecyZno/sFAM/plN07yAWKr1n3khYez1Yv/24aH8rKorRZfNgzafHJH/z5q/qLsr2jfO9Fv3m19AYkM/v3PBrnt/laqMXCvJ1icDmC6D+tF2kITEo04T4KF+jPxuVGRK/RUgopd8zbyTyskwCKipJEui2+wCCgF7FzlK/7for8Ny6/QKq5ssbDmLO9Hz46CBau6SrRd0OHyglCZc3Mq4uWtdheG6CgFLK/S3drEN2ikEguFVZasGO7xtBKUiUl1jQ3u3Bxi+Oo7LUInLI75hVAK1awTtPakqBe+aPxLrPjgnOUU0pUNvUi10HmnmBwZH5SchI1PTblyvjPIGESMCSExjlbFSvoeDzB2B3BVA4OB6P3DEeLg+N5/roSbyy6RDKpubFtM1oqntfm+R76EPg73m0nkhFqQXb99Tj2isHYVJRBrZ9W4/Sibl45h8/COx196EWnhkR3cIRnYzgGEmtVjf+9o99ePreyRiUqheJ1y28rkC2v7PFL6F/QrCjO1Vqpaii7HDR0GupiLZHSPg9u5tGW48HPpoVrLxh8mBU72lA2dQ8qFUkBmfE4bUPDvEaBBWlFryz5QimFGehpr4brVY3unt9eOujn1A2LQ96jZJvX8tK1qN0IiuWatRTmDM9H6mJOpjjNejqccPhiujlVJZa0N7jgo9mRFoGr246hNtvGI6UeB0Mmn4q3L+mlsyFhsS7kmPZ8S0KOkrEPIjWkFg+twjrt9eidGIuPtvTgNlThvD3jgwLYD737n5cN2kQ8rPisfmryPq17OYRuGfeKPzft/4puFevbz6Msql5Ao2jWKNImVBI0E4hde/6tqGQChJtVun1sqHNgR3fN8bUdJLbN2TIkCFDRjQ8MTQk/vfSiYKERH+QExK/QUgppXNJhewUAwpy41DT0IvV22pw7cRcpPp0aCMJpJl1sPZ6Yzo9QGxKal1zL/6+5gf8ZckEVJYO47ff8T3LWIjXqyQppcvnjuQDQO5Ya6tr2WkGagVMegondU6srT4Gjy8oEgF7ews7Uo3XDQgBKgWJitJhks5Ul82LhjYHNn9Zh8mFqWxf7q81XUIGi/Boz75Ca9EBQKfNi5/aupEUr0WHzYvkeC2yU3Q42eKUtE8QsW2TABHTJqPBBBnJyTBPLpsEs0mFuhYHphRniQI9rp88ehRfUZ4Zze0OQbAYaScStgVlJ+mE4nWy/f36IIC6FgeaO534bE+DqO3mnnkjkWCUoB5GBbTcKE9OsJJjyVwx2Iy/vvadyK44W+HaOzhNgR3fN+LWmQV46+P9AICHFo7lz8VnC2Jt9TGoKQUeX3ol1nx2TLD2bdl9CjPG5SA1QVqIMzlBBwVJoLXHC6OOgkGtuKxtTepdGS32zD2jooCeJDA4w8RrjmQlj8Fjr3yLsql5eGdLjSSzIDPZgPREjWB6Sq/LD1djj+S9UlEkyqbmwdrrRdm0vJgTgDhdG35EttT97JtkItjxn7H253DRSIrXYM70fCQnaNEengwSLboqt5XJkCFDhgwAcHloyfeYy0MDsobE5YtY4iJcJeXJZZOwelsNZk8ZAp8/yFec1ZQCj9wxPmYPLIB+x9UZ9RROd7j475EEgXnT85EUp+WDrL6OHTc+se+5BgJBQK1AY7sLcQaVwGHvu63HH+Sr3tz5jBuWjCeXTcK+Yx0iYUKSIIQsiMupIngRwO6mY4r+2Vx+kCSBrl4PGCYk6G++75ZRyE4xxHSid+wT22bVzOGwObzYtPMEjHoKJeNzcevMAiTFaWDSU4Ie+ljPjdXuBaUkodNQkuKvXEKk7yi+pDgt79B39ngEDr1AKFC2vwsOu5tGXYudn5awdfcplJcMhdmkRVu3G6u31Qho/Nw9ig5oo9dGjiXzwIIx8MWYeEGSAMMAuw40475bRuF0p4tPaPQ4InoRsZg/Hh8Nh4sWtKZxz4I2hqjlydN2PqFRWWpBVrIBeRnGy9bm+hN77vcZBSItL0yUMxbjHUWSQFKcGnYXDaWCwP0Vo+GjA1CrlGhsc0jeq6wUo2Dsa9XMYVg0q4BPeES/ezkRykyzbmBJghCQnawL6zoJxyxX72nAfbeMwovv/YhWqxvlJRZs/qpOdH6XjdCpDBkyZMjoFxqVtM+hUSkGvA85IfEbRH8CllyANaU4C3YXzTvgAPu3lRsP4vdhZ4RzUu6dPxLBIMM7y9V7GvDIHePh9bOj6QgAM8blIC8zDt29HsHYxcpSCxLjo7Jj0Y4dAdDBkHRVmyB4ZfN0sw73zB+JHrtXclsuWaKmFLjt+uFITWApyQYNkJ1iFIuApRv7pyzLOK+wOf0xRf/i9SrYPQH0StjmC+/9iH+/Z7KIZXPPvJH49NtTvG0+fPs4kASgohRweWjUne5FRelQaFRKgTPfN7iM9dycPG3Hs+Exo/lZ8We0QS7ZZdJRSI7XwOmloVKSAraE3BZ0cYG1ycgUni6bFz4/g5fDejMc+lLVowPa6FGeQzJNSEvQQqtVocsmLUY5KD0O72w5gmsn5iLBoEJGkh6piTqs3HgQW3fX80KasZg/Og2FFRXFAt0DLqAcmT9KJMS5tGwEPttTDyDC7JkzPR/J8ZrLttId65kXJa37AwHow8KR3Pf77m9wRhzauz14e8tPmFKcBZIELDkJcHv8iNNTqJo5HGs+Pcrfq7tvHoF3thwRrH9rPj2GBxaMxvK5I5FoUqO+1Y6Pvj4Jh4tG1cxhYJjQ2YlOMkBhbjyevncyWrs9CIWA9h4Xpo3JhkJBgA6y2VqpIoS8fsmQIUOGDA5atVL0HquaORyaAbZrALKo5QXDeRVD6acv1uGi8cTdV+JAbSeYEDsSM1pgEgAyzFqYDBrUNvbwFbyqmcORlKCFy03zom5OXxD7jnYInF6utza6Enx/RTFCYXaEQDG8kW0b6SvoJSU0OfGKFJROzEUgCNS39oIJsQquFaXD0Ov0weUNgCQIDE43YmiWKVL5jhJo06iVcHlomPQqVswwWmGeBKx2PztOLU4j/ns/kEUtzw52bwBPr/pe8r4XDopHXYsDx5t7sX57pPLL2WiaWYdUsxbBYAg/nerm7XPBzOHQa5Qw6VQwx6ngdAdwqs0hEIyUsk0+uIyi7K8VMCyG4aOvT6LL5kVBbjxmT8lDe7eb7+cvGZ+L9CQdNCol2qxODEqPQ3ayjrWdKNHOxDgNGIZBV68PGrUSpmi6fHi7LrsPWrUyJpVeFrU8f7B7A/juSLsgCbZoVgE83sg0hf3H2jHakoohmSZkpujh9bLJXa1aieZ2B3rdNN8O9PS9k3G6y43n1x+QFGJdPnckvH4aPXY/9te2Y3JRBj7b08C20CXqQCpIpMRr4PUHQQeCgskfakqBu8pGYMMXx3lNinvmjUR2igEeHw2DhoLJROFEox1MiGDXy/BzMnvKEHh8AfhodnHTqhUYnG5CTrKeXyc57RaDTnXepylccFHLGHpLfNIa6P+6EEBjhwsMAGuvBxu/OCEWM51XBKNeDbvLD6OOwuubD/P37ffzR8IfCEKrVqKp3cXrTmSl6PH2lp8Eo7EB8EkmLsHk9PjBMCFo1TGSregjbi1xPzkx1r5JlDnT87G2mtVi4iYb5WfFxRR15a7nmY53viCLWp4fyOd3bpBFLX+7kK9LBK29rJ4VwxDw+APQqpQgyRCMegrpcTp+O1nU8nJDVGsEpxzOJSOWzy3COx8fQdn0oahvsSPdrBM5UMvnFvECbBxeeO9HPH3vZKSmGvjPep1+Uc/92qj+W+4zjy+IVz84JKgsRlOduapi9DSO6GMDwPBBZjS1O0UVP58/gLc+/onfTk0p8Lf7rgLDhCJOkYHCqTYHVr7zveA3jspLZANHEvixrhsrNx6S/ruMXxQmrRILryvA6m01/H2/YrAZWcla1NT3osPmFo3E6zuCs7LUgu17G3mH/cWwfZp0FGrqe9HU4RQxLKRss8vug0lLwe6m8cyaH2DUU3xPPkkQYJgQf4yi/BQ8t44NMKUEVitKLVi58SA7IUNHoa7FgboWOx9kZKfqsfqTo3wwwol49p0sIlPpf32YtErkZZj4gM+op2DQqrD2s8OC9WbjF8exv5bCzImD8Nrmw4J7v2t/M2ZNHoysZANIkuDvqc8WxJbdpzBnej7ys+KgUSvxX2t/iExeucbCTzda2zdBlxsPAHAaAvjLkonw+AJgmBDe/vgIv0b6aFYj6Ol7JyMjgX3xW3v8aO50CfROkuI18PmD/GQF7jfFGdQ4eKpHpLnDCaxebNMUflFItBFGB9tSif3o6+L0BmB3+9HS5YZSQeC2G66AmiLxwIIxaO5wQEESsLtpvLThkGAfXPvWi+8fjDm5KjohwH3Gjaj20azw5Zzp+WCYENZvrxGsdRyTh0uKxWKFAbHbVrJTI+1xDheN7BQDhqQZxKKuHCSSOxfjNA4ZMmTIkPHLQqVUorWrV1SgTowzD3gf5Hk8PxkXEuHWiILsOFx5RQrumz8KTy6bhPXba1HTYMOGHbVIN2uxaFahSKRv5cZD7CzZKPjoILocPr5aaHfTOHLKGrP/loOaUsDto3l9AACsmr0viLJpeSgvsQAA1n9ei7XVtXB5aRh0Kp7+yiE1USdKfry++TAMOmEfq1FP4WSrAw+/tBt/fWMPHn7xGxw+ZcP67eLfaLWz52O1+/lkhNTfZfzCCAcBDy8ciysGJ+DKK1Ixamgy7E42SbXlm1NIMKpQWWqBmlJgxtgcSSHJGWNz+F1y9sUluqLp99Hb9LVNjk7m9LCjYmeMY5lCO75vZIVU/ZF9cPoRXTYvPL4gn4zg9r2uuhZTirNgc/nh9AbQ3MkmRdZvr8WmnSfQ0e3BtRNz+e2fX38AVrtfJKq3troWdS122N30L3/tZUgjBORlGDF2WDL+smQi7q8YjdfDCQcgst5MKc7CzdPy+WQE9zfu3q+trkVyvAbddp/A/rpsXqytPgalgoBBo+TbdwBW72Hh9QUiG3/hvR/h9AZQ09iLh174Bo+t3I1nVu9Dr9PH0+k59F1fO2weeP1BwTnMGJsjuYa2d3v4ZETf3/P8+gO/fTsMvytzkvRswlxCHwSQvi4ufxDWXlajZvW2o3hu7X40tjlAKUm89/lxeHxBrP7kqGgf3Nrlo4Pw+oKSa1VWOCEARLSRduxrFGyTnxWHYbnxKJvKvkvLSyxs4imcbO17/lL3k2tbiYaaUiDTrMNzD07HX5dOxNP3To4wLjw0GjtdsHsDgvVU6npdFvYjQ4YMGZc5PH7x0IG11bXw+oNn+GYEckLit44oZ8vloUEHGZRfY8HoYanodvjgo2MLrkVDTSlwoqkXNY29ACHUAei7XXQ/fdXM4SCjBcLC1PjDdVYAbBV67vR8JMVr+G1MOiUeuWM8KktZByvdrANJEpLnSRBs5Y/DDZMHi5zrF9/7UTLBYrWzFUqrXXqyCPd3GecBfYIAkiQESQG3LwAVReKRxeORZpaeGNA3uUAQ7D64bc9km5WlFpZSTAIBBrzN79rfjBsmD0a6WQe9RonyayyoLLWgKC8J6eYw9SyGeJ1aRUKpVKDXTUsuzunJBsH2sWyPCYUiAaaMXwchVqgwI16DYICJaXOxAkjOJmwuf8wgL3rakJpSICleA4NWhaZ2h+Q+7Z6AKMh748MjKBmfK963gV1frU4/FCSBQekm4TnEsFk6eObfczkiluBy9HUJBMSTedZW1yIQZPD40itjrl2pZh2S4jVID/+/lK3E6VV8omFFRTGq9zQIWjjUlAJJJjXc3gA2f1WH9dtrsfnLOtwweTAKcuOh01B80p97R0rdz2h75PbLaURkphgiiRqwDIjoZD/nDwCxmRaXq/3IkHHJg2ATkIdOdIoSkDJkRMPtlY4lPd7AgPdxXls2duzYgRdeeAEejwdXXXUVHnvsMezevRtPPfUUfD4frr/+ejzwwAMAgJqaGjz66KNwuVwYN24cnnjiCSiVSrS0tOChhx6C1WrF4MGD8cwzz0Cv15/P0770MMAe9MQ4jaiX+cGqMZIiXEOzE/jP1ZQCS24qxPrPa/n+6HijOqzh0HeqASuuVV5iAULAR1/Xoera4byDE105jqb1zP7dEHYah55C3WmO6s4mLO6YdQVSzTrJ82xsc2LW5MH8TPjkeO2AEyxmE+ukmeM0kvvm/i7jHECcoQc7DIYJocfp59XcuYrg2k+PoqJ0+BmFJJfcVIiVGw/iwQWsPUsJsUXb5vDcBAQDDAxaJY7U2ySV5ldUFsPnY3C0oRtMCHjhvQMoL7Hw2hb9CRVeP2mwpB36abYFhZv4YjZJ2x5JELKK/QVEf8LAsSZYICROOkTT1/9YNQYAqzmQmazH3+67CjaXHy9vOIiF1xegstQCJsSyczj78PqkX/JpUesht4Z22jw43Rmh6KebdbirbATP5ohug4o+b0qpkByLG/17LjsQABHjekVfl64+TBggKqHo9KKt2y3aR7pZB62KbVuLN6iw9rOjorVq+dwi6DRKfj3s27aWbtZh+dyRsDp8ON3pglFPwWdjE0vVexpQce0wPPH6d4I1jWvblLqfmUk6PLRwLOs/aJWSos+xGBBcK2asZ+aytB8ZMi51yC1YMs4C8eFpiH3Xf5Nh4Ov/eUtINDU14fHHH8d7770Hs9mMRYsW4csvv8Tjjz+OVatWIT09HcuWLcOXX36JadOm4aGHHsKTTz6J4uJiPPLII1i/fj2qqqrwxBNPoKqqCrNmzcKLL76Il156CQ899ND5Ou1LDxKLRqwedCYYqeZwIoE2h0c0VWNp2Qh4fH6UlwwFHWAwKD0OG76o5aszNpcfOcl6kQ5A4RAzXnr/R4H+g5pSIDlBi8xELRAC7J6AZEXpsTsnIE5Hob3XJ5mwyEjWS44o45ys+yuKoddSqKnvkXwoLDnCBMs980ZCTZFo7HTBnKDB8rlFIg0Js2ngwpYyJBBDXFWqN721y8XfW842FSRw2w2FUCpDuGfeSEGP+903j4DXH0BlqYW3z1arGy4vzQeCW3efwv0Vo9HYbgfDgBenVFMKFN05AYNS9AKxQCBCqa4staCj2yMQxawoZZMR91eOhstD4975o/DS+0J7fH0z2+5kc0pPhGnpdGHG2Bxs/qoOK8qLYTapRIEr9/zKKvYXDlIJheVzi7B+ey3211KCQF+QxOKmD4AN8v58+zioKAVMegqNbU5ePJBz7pISNZgzPV8w3jb6GYmL8ZJPM+tY/YBQCAgBW3afQsn4XIFuSqvVjQ1fHMcjd4yHxx+EhiIlVLCHoTc8Fjfa/tQqBT7adfKynaZgd9NYufGg5IhrwX2OkbTo7vXAHKfFrv3NqJo5DGs+PcYnEuZePRTPrdsv2Oe3h1r492h2qhGrP6nBI3eM599L3AShP902Dl02NzRqCv/+9l7Ru7DLxk7Qevl9cQvO/RWjQSkI4f3sL+iIRlSbJRBJmnEMCHZylviZuVztR4aMSx12N42Pv67DiopieH1BaDUKfPRVHTJvLrpspzLJiA2dTikZR+l1A08znLeERHV1NW644QakpaUBAJ599lk0NDQgNzcX2dnZAIDZs2dj27ZtyM/Ph9frRXFxMQBg7ty5eP7553HLLbdg7969ePHFF/nPFy5cKCckoiBVtYg1zo2jVHLVluqwkNoHXx5FeclQJBg1MMdpYNRR8AUYqFUU6pp78fqHhwSTCeL1KoEOACec2dzhwE1ThqDXRfNCfnF6CnFRDkmsip/LG8CTb/4TKyqKJRMWQ7LisObTo1hRUYyGNgcQAu+AAUB9mwOpCTps39sgciLvmTcSg9L0eHLZJH6Khs3uw0MvfMNv86+3j4v83aSRkxG/AGL1YJdNzRONT+y2eyRtk6vyFeTG438vmQiHm6XDKxUkvq9pB8OAt0/ONnOS9bxInVqthMOtQY/DhxnjckQ2GYtmnJqow3PrpM/9QG0n1lbXYvGNBbwApsAeCWDr7nosLRvB6xBEBw1LbxrBC3AiBKiUJCpKLYjTq6FVsxnljEStbH8XElJihwYKCcaRONrQDToQxAMLxiDIMDDqVHB6/Fg+dyQ7YSUkDPLSzTrcd0uxZHX5/orRklokf73rSujVCnT2erHkpkKReKrT7RcIHgKAWkVG7BFs0NhqdePIqW7kphkRIAl89HUdyqbmIdWsQ7vVDYYJ4c2PfhKttw9WjcEfbx0LRXiKxK89MeFCw+b0o9Xq5gWXVRSJ9CQ9NCoFL1rLtp0pce/8kaJpPgRBwNrr4RNA/7JgNE612JGbZhQIWEavK5zYbnmJBa1WN6y9XqQlatmAwB+ERqXAJ7tP4upxOf3ug9O6iYaPDqKx3Y7sFKNgEoZeS2H1NqEg5uptNXhwwRi4PDT8IQIqBUTCu5KMizMIhMqQIePSgccfwIzxuYJk+dKyEfDQATkhIUMEpyuA9dtrBT7x+u21+EPFaBhMijN+HziPCYmGhgZQFIXly5ejtbUV06dPx9ChQ5GcnMxvk5KSgvb2dnR0dAg+T05ORnt7O3p6emAwGKBUKgWfnw3MZsOZN7pAONcRPQwTwtGDLTEpo246iLycRP5zf4gQiASWTc3jA/dVnxwFIFT3TjfrUF4yjBdgU1MKPLBgDAZnJYAkWa83GcDgrAS0drngcPvQ3OHE21Hjx5bPLUJmigkqlYKdfOENxKgcO+GjYwt8uTwBGHQUCACbv6wTU+XTTFApCThcNO9EcpMShuUmwB9g56oPSo8DQQCPrfxW4IQ99T/f47kHp2P44IErwv5SuJht9FzQerxT8l6qKBI+Oiiwz/5sEwBqGmz4P2/swaOLJ+DxV7+THKUYbZvcauL1BtDW5RZUgO++eQRsLj+y0+LQ45G2RyKGZglJAgzD6pYkx+uw5lOxOr6aItFl88LtpQVVbM6BjzOoodGoYE7Uo7XLhWfW/CDax3MPTkdmitguznXN+Lnoz0Yv1Dn9GkiO+u/THU489c5e0b16YMEYvPnREThcNJ57cDoA8MFbUrwGpRNzcaiuS9KeYmn4dPa48ddwkJtu1vFTG/w0g+o9DXhggbDVjtOiiJ4KwlXzNSoFBmfEgSTY9XH957UoL7Fg81d1KJuWJ3n8EIAepw9/W7VP8HxNKkrn1/5fCr+U/ZzLfhgmhNYuF7rtHiSatEhPZgUlu2xePlEQ67nM8QZFbBWHi8ajiycACOGhhePQ1u3C5i9jX28uicStH5WlwxAKASoVhdWfsKxDLlkbS28EYa2m/Kx4yTWNYYDV22pw63UF+G+J5EKXzcvb62OvfMv//Q/lxfhHn6TFunDRY1C6SeAPAMJn5tfGxbwWXcprqHx+54aL/fw4RNtol9MvKez8b8smXTK/59eAfC1YHGuxo9Xq5t+XHHqdPhTlJQ1oH+ctIREMBvH9999j1apV0Ol0uOeee6DRaEAQkRdXKBQCQRBgGEbyc+7/o9H332dCrLm6Fxq/xPxau4dGY5sjZg+6jlIIjqEigRXlxWjqcMCop5CbbpSkYHK9xK1WN9ZvP4Z/v/cqOFw+vuJhtTpF56IKZ8SkplUkxWth1FLo7PHgzY+PYOH1w3nlcTWlwL3zR2LVJzUAgF6XNNW9x+5B6YRcrPqkRpJGu+qTnzB/xlDcObsQb350BOs/r+Upo81tDj7o4xgTXM8tBx8dRJvVCRVx9rZyvmY/X+pQKUnJe5mepIeaUgjsMz3JMCDb/Ck82aXvKMUkk1rSNu0elnodbZOvfnAY91eMxp4jrehxeEX0+3vnj4SClKZiD82Kx9rtx3DD5MGStlhZakGiSY2C3HhkmPXwBxhRO8b/W7MPDhfbWhKnpySDCylbPJc1Q55Pfu5o63JJ3qvmDgcfzHX1euB0+1E2LQ87vm+MJNim5Unr1MRppRO0XW5B68Wz7/6Asql52PxVHf5YNQYaFcm3kEwpzsKgdKMko4dlcQShUQIIhXhK/Y7vG1FZaoGPZiSPX99ih5oiBdoEz777A9ISJv+i1bFo+zlXG/3ZdhijbeGPVWME740V5cVQkSHRcXodXhFbBQBOttjw7qe1+MuSiXjzoyOoKLXAH+N6c7oUVTOHQaUk8fZ2YVKfu8/92VJRnhl6jRLWXg8/vpbbR9XMYfjo65OYMTaHT0YAYnaF1ESj/15/QMDg4FrqctOMSEvUwtrtvChYEOd7Lbpc11D5/M4Nv+b5/ZI22h1DcLvb7r2or/eviYvd9n5NxBvVSDfr2AEC4TB91/5mxBvUgmvUn42et4REUlISJk2ahMREtgJaUlKCbdu2QaGIUDc6OzuRkpKCtLQ0dHZ28p93dXUhJSUFiYmJcDgcCAaDUCgU/Pa/WURRKRPjNGCCDGxOvzRdNtzTqVQQeKBqDN4Jz6VnaVWFiNerxXTJMKWSE0Tr27fMVXARijgdIAB/IIicZH3s+eNhxJoYcKjOis1f1qGy1AKDjoKCJPiKEkkQ0FAKUApWdXLr7nrcdfMIvPbBYYEz5acZ/M9WNonBMSC4ftu3Pj6CLpsXr35wGI8uHo+nfz+ZvW56FYIhYG9NOx8gAECb1Y2qa4ejrdstEJCTxbf6QZRtxrJHwd91StBBBsvnjkR7txvb9zbA4aJRUWpBl80t6i0mSWJAtsmxEzjbZEIhaFSkYFxfNGK1ZDS227G2mk1a3TGrgNdLGZ6bCHO8Gj8c7RAlG5bcVIiuXjdGW1L5z6Vs0eGi8ZclExEIsGr6T987GV12H04092JLVJvR6m01uL9ytKSYoWyLFx9iifb5aQZJ8RrM/l0e/u2NPQK7JQh2FLGaIkXPwl03j0BzhwP3zBuJNmvk83vnj0S33YvyEosgGZeTZsCDVWPgDzLYfagd7VYHykuGYeXGgzEr780dDrz3+XG+PSqaUp9oVANgRypzSbu+z1t0IOqjI3oBvyU4vQE0dTgFCVCupWwg7QfxBmm7cHuCMOophEIhlIzPAUEA5jg1ls0pwiubIn22/7KgGPEGNfKz46BVK3HydK8gEbRy4yE8uWwSusLvVynB3hXlxSBCIbg8Aaz59BiMekrAEmSYELps3pjtHJzoc6y/67Wsq9hXXFMWupMh47eJhFgiteH3hgwZ0aDpAG65xiJ4ty2bUwQ6EAAwMJs5bwmJq6++Gg8//DDsdjv0ej127dqF6667Dq+++ioaGhqQlZWFjz/+GPPmzUNmZibUajX27duHsWPHYvPmzZg6dSooisK4ceOwdetWzJ49Gx988AGmTp16vk75wiI8DrOuxQ6lgkB2gMHbUUmGFeXFKMiNg93FTiwgCAIrNx7k/77kpkIEGQZxeg0oikRynEa0/+i+0b46DRwFU02R2H2oReB0bP6ybkBOR6xpFQhFepNXVBQL+l+5bR65Yzz+/e296LJ54fIIqe4ffX0SJeNz+O9E02jLSyx8gMdW0Ltx5RWpyEnWi6pei2YVgA4wvMBYXwE5ud81BqIqiEY9hZLxuchONSAzSc8mJiCuMN4zbyTWVR8T2KfLQ+OfR1qx6MZCeH0B2D0B/vunO5xo63L1a5uZyXps/eakyCHOTjEgI1EnHSzEeKkyYX0GHx3E21tq+MBLTSnw9L2TMSg9jg30ovrhNu08geVzR6LH0X1GWzxc18UnPDgmRHQVlaNGP/7qd7ItXiLoK9qXbtZh0axCNHc4sLSsCM9Gtd7wDIWqMYLWonSzDvfMHQkmrB3Sdw33+AJwe2hs+eYUn8DbuvsUkuM00KqUON5sAxNiKw/lJRZ89h2bEEtN0KGydBi2720Q6P34aUaYSAiP241OKuRlmnB/RTHqJbR5+o7W/c0lygjgZKtD0NLFXXNOvBlgE5sgCEkdDZNWKRLdXTSrAEEmhFtnFuDIyW5s38tOLllyUyH2HG7BAwvGoL61F2pKAavNi/96V2hTt11fAGuvB1t317PvRC+N9EQd30YSnQgdOywFZqMKdk+ATyj4bEEBdfYP5cWoLB2GwsGJkuvh2GEpGJ6bALVKiU07xS2R3NQtKQZFXz0gGTJkXPpgGEakg7W0bARCIVncSoYYGhWF9z4/JNCxeu9zlqU5UJy3hMSoUaOwdOlSVFVVgaZpXHXVVViwYAGGDBmCP/zhD/D5fJg2bRquu+46AMAzzzyDxx57DE6nE4WFhbj99tsBAI8//jj+/Oc/4+WXX0Z6ejr+/ve/n69TvqCQGocZ3dv5/PoDfNAu9fdNO09g7tVDseqTnzClOAt1JFAwKJEXWeOSHUwohEHpRsmWhfysOGjUSsQZ1Ojo8SAnzYDRllSAAJo6nMhO0cOgjm0yZqNKpLLKnSN3DK9fWiMiFAoJKndNHS5BgFswSNqRinYOuUCTm3veV0TO7qIFKvRc0PDkskkwG1VyABgDnDilUU9JVseyU/Sia/3yhoMoLxmKVeHWnDc+PIKqmcNw7ZWDeA0ILrFh0qmw5tMaFOWnIM2s49ks0Ymm/Kw4JMWpUTYtH/WtDoFtnu50ITfVIGmbUsrv0TbJ7Z9bQLngLSdFj6qZwwVTXe6ZNxKJcWqMHZYi6bRz9tM34fH8+gN4ctkkgf1KOfayLZ5nnInlcyZEifY5vTR6HH48+y6bhGDbHyQqzwQEk41KJ+biP6N0GaLX8Dc+PIKyqXlY81UdnyBbV12LqpnDYNKr8Z+r9wmC1tOdDtx6XQFeDE824lqCOA0Dbt9nSiQY1ArotZSkNk/0aN2YExPO9bpeQNjdNJ9IAIQJ0ESjWnoCBVcYiPq9QzJMqCi1IMGogd3lk0x8b919Cm98eAQrKop5u7nt+uH8GsnZB/e36CRl31GyXTYv375DKQheeHREnhnqneL3ZLvVjc1f1SEvY4zkJAyzUQVKQaC5yyXZEunxseO+23o8knYuyZw5W1bdJWQ3MmT81qFVU/j+p1Y8csd42N1+mHQqbP3mJIZmDrvQpybjIoTbS+PmaXnocfh59vvN0/Lg9tHAAEd/nreEBADMnz8f8+fPF3w2adIkfPjhh6Jthw8fjvfff1/0eWZmJlatWnXezvFigdQ4zHVhRgHXklBT3y34e/WeBiy+sRANbQ4MSjPio111KJ2YK3Amfn/LKAzJNEqO0oymj6spBQLBkIByvLRsBDZ+cZx3dtPMOowcnNCvUzEqPxFPLpuEbocPp1rsgmqbmlJAq1JK08D0qkjljmCrh9FtHSEmFHMMH7cPznmbPCJVkqrPhEKSzlSvyw+Xh5adohiwOf0w6iksvrFQpO7+/PoDeOzOCYLryrVUpCToBLTz3DQTnnpnryixkW7WYd6MoYI2nehAjbPNh1/c/bNsM05P4cnlk9Dr9EOnofDf6/dHKsAQJxPi9eyElcLceDx972R+iszqbTXsiNnKYtxXPgovrP9R9DzFSnhEjyPlKNJStujy0jCfxdxmGQPELz1TnSAF42KZsAaAUU/x7UQkQUCvi2iExEpCcYm7aO2UQelGDM2Ow2hLKnLTTXgqnIiOFbRyz8ra6lo8ungCnG4/2nvcoBQk7rtlFEx6KvbUlhCQnawTjVXmko3Dc+Njtyxc4rPqY7V0ZacawDAhUaJ19bYaUaKSS1KkJuiwelsNFl5f0O8UDF84KZ8Ur4E5Tsv/9+IbC9HU7hAkZNdV1+LRxeNBB0No7HQhM1mPv913FbodPj5x33eU7F/unIDDJ608k6Z0Yi627j4FHx3EM2t+wN/uu0qyFcXm9IMkCew90hoZ9adW4KNddSgaYg6/m6W1dUQJrzPZxSVuNzJk/NZh0ikxbWw2aup7eD982tjs/t8lMi5baLUU3N6AKM7UagbOnDuvCQkZA0escZhN7Q5+DCITtQhwjml0r/2SmwpFDIAX3/sR/3vpRMlRmtw0De6772wRjp97ffPhiBMVrnoLqJkSTsUfq8YgOV4DNUWiYFACvvyhCUCkwpaTrheNSetbebO7acnJA39ZMkGQpEiO02D53JGoqe8Gw0BIdw87TtEBwqB0E9LNOrRa3YL9nmju5a/DfbeMQoJBBYNOJScnwkiM02DW5MFos0qL+nl8kUkVUj3GFaUW7D3SCrubdf7LxgonaEwpzuKTEdw+OQd+81d152yb0WyMpDgN7ryxUCBWF51MENhi+N73bTF6bu0BVM0chkfuGI9QKIR4gwpObwAldA6yU41Y/UmNKOERPY7U6aWhVLJaOn21IwiC4FtE+ib7zL9B4dNfC1IjaM+aah5lU301G3Z834hFswrg8wcFYoLpSbrImkNIJ6ESTVoMzY7D5KIMwXp+180jsGHHccH3YiU1op+Fn05Z+XahJTcVYus3J0ESef0HewxQOChecvSxQa2MWc3+Ra7rBUSsli6TTgWrwye6X1OKswSJqOjfy43BjsUiUFEk0s06pCXpUVlqwaB0E1qtLqSbdaJ3eXSSydrrw8qNEWYkF7jHuvbsez1y/6v/2SBgm3U7fMhJ0kfuTyhyLb7+uhkzJw0WnMuyOUUwx6mAoDTjTIo5cya7uNTtRoaM3zqcngA6e7yCALNq5nBkJfXPlJZxecIf5fsAkTjzsewJgH5g+5Ct6gKBYUKweyIOXlIM/QWGAdZV1+LPi8bh1U2H+L9JOaYc5Te6d9RHB2Oq5Q7JNKG8xAKEAJeXFgTq3DbRPcQ8NVNHwekNwOkNoqnDIRCMbO50CoK9+24ZhQSjCgYNBZOeQk1DL9Z+dozvf+XbSqKSLbGqVofrWEc7+vo8s+J3GDssBVa7FxNHjEOCXgkwrOP0x6oxaO50CgIEjlXRl+LMHeOF937kA+HLumLTR3Pksz0NuO36AmnnXa/iVd1jBUyPLp6An051s2yEvoFZjEAt1axD2dS8s7PNMMPG6vBj9bYaVJZaoNdSeOPDI8Iq4pIJOFxnBaUkQZIEFt9YiEyzTuRYx7JFOsCgpr4H+VlxAAhkJGphUKfC6aUlK6jcfk06Cqe73Hh+vbD1qnpPA0on5mLlxoN4eOFYmHSUKNn3wIIxsGQaL097PEfEuo/9ijT2CcJJQtgGFv0sdNm8CIVCohfyS+8fxMO3j0Ntow1qlfTUmfZuN+ZMG4rn1u0XfPe1D9ikm+BYMZ6V6LGR0e1C3DvhjMEeAdQ0xKhYI3Y1+2dd1wuNPuLRfZkhFaUWvLThR9x2wxWi+xWL2cT93v5YBIPS2PftE69FdGMWzSrA4tmF+H//EOuPcO+h9m634G/cvYx17bkpWdH3/3hTL38esdp3TDolrirOwn+8873geK9sOhSxnai2pf7EPs9kF7+I3cgJWxkyzhscngDWfHpUsBas+fQo8rMmygkJGSJ4YhTVPb7AgPchW9WFAAF8e6hVQLv9Y9UYEXOAq5L46CBaOl2CdowzqWVz4Ko9Ug5SglHN9w2Xl1gGpNEQr1ehrsUhCvQrSi2SDvkL7/0YqYq4IlWR6NnuTy6fBIokeMciMU6DytJhvGO14/tGfsJCNHLSDOjq9eJYQw9UFIn2bjeS4rW82GJyvEbAtPDREcVyV7hK/V9rfxBUs6Od/su2YiPBfKkotaDH7pXsL/bTAWhUCsyZno/keK2kXVp7Pdi+t6Hf0Xd9/93Z48H6z2vPyja5c+/qdaN0Yi58NIO11UJ2RXQVMfr7Ty6bhBarG2qVEj46ADWlRIAJSYoFZqUY8ey7P8CopzD7d0MwKN0EOsAgKU6DjPBkDSmHXaoy2Lc1K5YGyrPv/nB52uMvgL6V8KR4DUrG5yIQDMHuDYAkgG67L1L9h7RQK6e9IzXpIMEkbftHG3qw+cs63HfLSDxyx3jU1HdDRZFQkCRMejV6HB4Q/SQaoo8FSD8r3NjIWPooPjqILrsvZr9+fxVrQGyL3N9iMQwuWvFLKVbfrWME4rUcM6G9W6ynMDxXWstIr6HQ2OWCXkMhEAzi97eMwot9khynu5y8rgTATl+xu2iY9GrJe69WkVhyU6ForruPDqKtx9OviHT0tpxPwBUIYlGu7S4axxp6zpwo6CuMKtEmF2vd5OzinO1G4j7KCVsZMn45uH205FrgPosAU8blA51auh1fexbJKzkhcQFgd9N8MgJgH/Jn1vyAv9w5AfdXjEZjux0MA0EPfVK8Fu/vqEVlqQUpiToAkHzhc2rY3Eu6stSCNqtLpJbLCVn1nUsfnWRYNqcI70UlDlaUF4MkCdS12CXFIe++uWjAVZHo0Y1ON41XPziEVqsbBbnxKC8dBs6r2LW/GbMmD0aiSS0IIJPiNbh24iC+msP9Vm7s4oryYui1SsnzcXlp5CTpYfcG2DGnUYh26C76St95Qqyg+f6KYqz6pEbgvFfvacCg9CLsO9qOIZkJ0GoUkrOItRoKDheNrbtPYdbkwVhyUyHPWti1vxl3lY3Aa33sU6VkK8pStnlX2Qhs+OI4AKHgHnfu3DSXWOMQuWQXB6OegtXuRZAJQeELwucPoLWrhx/FGC0WyLWQGPUU5k7Ph88fFIjNctVjKYc9VmWwoc0hGPl5SVaeL2JEU82Nekow+SKaKcWtHZlJOkmhVq7NjZt0EL1ek0TsZIFRT6HL5sUL7x0UHPMfn7K6JH+6baz0y1zFTjZgmBDurxwNnVqB5Hix8nm8QYUHq8bg7XBSq+/xo1vT0s06LJ87MtxuxCYnYtlbl92HQJCRFJrlplAMhMJ/sUBqbas7bcfmr8SCnh5vEDv2NfLrXeHgRLRZXaiaOZyvHHKtNX9/9weedVdRaoFeoxAlOWaMyxG8/7jWtrJpeZLJssxkAwiC4Edic0g36xBkQvjplBX3zB+Jl98/KLLj6N+RnWoMt4jEYfOXx2O273TZfbwWys9KFEgkCfo+VzxTbICtH2dzH+WErQwZvxz0WipG8lUOG2WIoVErcOfsQvQ4fHxbfYJRDY1KMeB9yJZ1ARCzJeGkFdv3NqL8GouAYl5RasHbHx/Bjb8bDB/NCPo7o1/4VTOHIxAICHQWNCoFgkwI2/fWo2xqHoZkmpCWoGVf/EyEftll9+F0pxPlJUPho5lwsFmP266/Alq1AgkGFUiSQIvVHbMKrtUo+nVmuKqI1LSG5XOLEAwyUChIQZKhotSCz/Y04IarBmP2lCGwu+jwpBATVm39SeCQrI3qpZaabND3fM40geGirvSdR8Syzx6HF5XXDhOxeF774BCWzx2JI6e60ev0iQQq7yobgdRELZaWFeL1zUfwztYapJt1eGDBGDR3OBAIhkCQwONLJ8JPByOsAoBnGhh1KoQAeP1BIAR8uqce08ZkIyVBi+wUA8wmFewuGm09HpRNy0NnT4TmLGUD0YtkUjyrkfHOlp9EorCcPaytrg1Xt3vg8tKggwwW31gIn5+d3sJVzs/ErIlVGeSCRt4pH6h4nIyBIXpChi/Ii/cC0mvHQwvHSj4D2akG/r44XDT/XQBYNKtAFKxy9jNjbI5kfyV3zNc3HxZNKLpv/kh0O/zY/FVUIu7mEfhsTz3KS4Yi3qCBVq2AOV4Lr4/Gf7/3o6R+S/WeBv49wWkP9U2gZacaJFlp0fo6fYVm4/WqAVP4LxZIrW37jrbhz4vG4VhDDy8Eee3EXF70mRsHTBIE33bDvWMHpZmw6pOf+JYyLnn7yOLxePOjvYJjkVHPdHRrWzQDRipZFi3gm27WYe7VQ3kfIN2sw78uGg+PL4BuuwdGnYpPsnPf/eDLE+hx+FAyPhc3TskDQQA9LhoJeuF90qqV2LW/WcQKuXf+yAHdU6kkwdrqWvxlyUQY1ArhPs7RbuSErQwZ5xc+fxCLZhXwPjdJEDDpKdFzJ0MGwOqhKRWEQHPk7ptHnJUrICckLgBiBSUMw/Yi03RQkkKakWwQ9Xeura7Fw7ePg8cXwAdfnsDkkRlQUSQykw0IBhm0d7t5x6qxzSkIlKI1LDQUibc+/kl0rkVD7ZhQmIJeN82KR4YAvUaampOaoBPNY79n/kiYDJRAEKu9xy3SGVi58RBf1e5bmS+bmgeDloKfDsYci8ptHz2+0UcH+q/C9HGKCILAyo0HeYf7Yq70nU/Ess+8rHh02TyStllT343122tRWToMm3bWCO7ha5sP4/GlV8KgVeH+ytFgGAYdPR60djnhD7DJr/c/P46HF45FWpyGP2Z0f7DT7cf/bK0RnOfxpl6Ul1iQnqRFU6ebt89d+5ux6MZCnl3R18FmK8oU0s060EEGd944As+t24+yqXn9Cgb6A0Ekx2uRmqjFvOn5MUXo+nOMpZJgnM7K5BGp/VYQH1gw5rK0x7NGrHGCYap5rGAmeu3QxqAfZobbcawOH7z+IJSKiC7Elm9O4b75o3B/xWh4/QF09Hgi69MZtB9arW7YnD7MmZ6PNLMOJr0KGpUCL7wvHEn52geHMWd6PlZ9chRqihUZe/PjIygZn8szkMqm5kFFkchOZcc7ZyYbcLrTAUBae2j1thpUXjtcpI6tUSmwYecJfrtoXYO+66hJS/EMJW4E5cUoCty3HXD/sXZMLsoQJMHvu2UUjFpKENjfM28kVm+r4ScNcWLJHl9AUt/meKNNlJzKSNLxSadoe+DYNmVT8zB8UAKe/h/hO/71zYfxxF1XwulhE2DR78hWqxtPvbOXTZAwIXz89SnB+rzxi+O44arBUFMKQZHjjlkFyEoxIsgwPEvGqKNw7cRcfLangdd4GpQeh8zw6PAzIdZzFQgEYYrXiPfRX+vHGXDJtQrJkHGJQadRgmFCgvfCbdcPh1ZmSMiQgNcXxKt9xOlf/eAwHl0si1pe1DBplXhgwRiBhsR9t4zCmk+PAgASTBr8zydHRS9bP81IvvC5HuXKUguGD0qEVklGBCSjAjHeiYSYWvn7W0ZJTqDQa5Ro6XQL+mGrZg7DHbMK8PaWGsG+KQWBT789hT/eOhYOtx9qlQJdNg+ON9kxNNPEJgBy4xCK4Zz76aDk5yQJtHd7oKZIQSU6Oljkzjd6fGOQYY/XbxUm2ikigIcXjr0kKn3nE7HotAE6CJIkJOnNnL5HrNGqB0908srv984ficwkPf7+7n7pYFuC+nvv/JEx7bPT5hP1a2/eeZxvC9m6+xQqSi1IM+tBEEBHtxuBQBB/um0cGtocaGy388FhrKCR+43vVh/lWzhi2WK/jvGZKoP9VBAHZyXAanWew529DCBhO/fMG4khGSYY1Oz60B9LhftvY3+UcgBNnS688N6PMOopvp0IYIOyli4XdnzfiBsmD+aDWjIG4yX6mEMy4qDTKOHxBdDe7Ya1V1qMODlei/ISC0iCAMMw6LJ5sX1vA38e6z+vRbqZHbn79zXC8aAMwz6f0S1zuWlGUSJ4bXgcaV99nSGZJjap3XdtvBTGOBJAU7sTX/7QhCnFWSBJ4Lbrr8D/feufgt/O6R5xz55eQ8Hto1EyPhedPW4Bw69vuwUQeVdv+64et98wHEnxOigVBF7ffBh0kMGc6fkYlhMv+F6XzYvNX9UhNVG67fHA8U4kxWvh8vQjZEmwCYq+mhPmOC2eWxsRTDXqKXj9QTwZ/t38vcqNQ1ayAdPGZIcTNgQoJQm9SjGge/hrJgnkhK0MGecXBAis+kQoarnqk6P4P8smXeAzk3ExwuuXFrX00rKo5cWNEDCpKB1pCVFBiZ7CwusK8Pz6A2jvcYuqunfOvgImvbQ4JUIRJ5JnQDCxAx+7R0ytfPG9H0VJkspSC4ZkxOGlDT9Gqi4Atn1bj0U3FuKxOyfA5w8iyaSGSUehscOFCYXpaO5wiPqz0806GNRK2F00mtud0gyLRJ3k50OzE/Dyxh/hcNGCBASXrOC2ix7fWFFqiUwsGGgV5hwqNr8pSATDJEnA4Qngo6/qRHokFaUWfHuoBeXXWDAo3Sh5Dykle6N8NDt5INrh7xtsS1F/X3r/IB66dSz+9o99gipfbroJB090CXrcOZFIo06JJ5dNgtNLo8vm5Z1yzlb8AQYvbzjIBxXcufY990FpJiyaVYC3Pz6C6ycNwqpPjgro9tw5comLqpnDQZJRI0Akru+A7KzPdv3uUwYAadvhtB+yUwxhbQ9xMNN39KtBo+x3/eSmMvhsQew+1IKHbx8HHx1EQ6sDJEEI2AogAK1aIWKPRR/z3vkjkZ2iw5FTNpzudGHTzhMxg12NmrXV7XsbMGNcDgA2oN2y+xQeXzoRbm8AOg2FJ17/ThCE+mkGhYMTcPsNBUgwatDe7cb2vQ0oGZ8j6UjQAaHyoZpSIC1BCwAiFsSlMMbR7qaxeluNoC2rstQi+ds5fYzTXW48FcWeeLBqDErG5/LtFWqKxPK5I/lrybZODsPXP57GjLE50KgoBJkQ3v74CJ9M5XQ8+q6jS8tGICk+9rSt18LVJqm/kwQBJhSK4R8Ik8RS7UPPrz+AvyyZiFSzDsnxGt7ms9PicPK0jR0FG6eB2aiSFMQEzl0X4qwgJ2xlyDiv6Hb4YNRTKBsb8f13fN8Im8OHZIPMRJIhhDFGfGrUDtxWBpSQaG9vR2pqquCzEydOID8/f8AHkiEESRLCoCQqgWD30GygFHZm4/QUlAoSz6/bLznlgNM8EFHFYwQ+Npd0laWt28lTNUfmJ8OoU6Lb7pXsq2+3OpFo0qIwN56n7cYb1Uj16fCcRLVtaE4CDGpWPI2bthC9zyU3FWLV1p9EfdTL5haBRChSqQsvjJzw15BMEysIp1KisdXOOuhRrQRyT+nPRBQNm6t8cv3NO/Y2YEVFMXx+djTn6q0/YVJRBtZV1yInzSASqLyrbAToQMTeeIc/SS8ZbMei/rIjNYchI9kAk55Ce7cHT7y+R/QsdNm8aGp3IDPZgKxcPbxh2nNfm3xk8Xj46EgPd/WeBlTNHMYr4XNsoFWf/ITrJg0CHWQQb9Dw++hri7npRjywYDQ2fHEcmSl6GFINl29S6wKhv1GIXNBl0ChFzCmSJDA4wyRirEiun32OMdqSitpGGyglge17GzB3er6ArcAFm59+G0lQqCl23Oyds0egzepCmlkPa6+fHTscFmKVajeKFu7l2irKr7HwSY9elw//9a5QzJUTUKze0wCtWiFay4kYYpzDcoUCyffMG4lOm1cw1vmiHf8p0bZjc/oxpThL0LLSn4ijVJLl7Y+P4NbrCiR1kJbNKYLD7YdBR+F3ozIF60jf9sJWqxtJ8RrcfsNwxBs1aGp3wun2Y+MXx2O+4310EDaHVyAIrKZYXRE1RWLNp8dE310+twjtPW7hb4zBBDt4ois8DWYUEgwqKCgSXx04jZUbDwr2NyovUTop8WvricgJWxkyzhtiiT8b9LI/LUOMYDCIu24eIdSPu3kEgszANUf6TUjYbDYAwF133YVVq1YhFO67DAQCuO+++7Bt27aff/YyxAi/uF/ecBDXTRrEOzR/WjiOn1HPVd1IEigYlIj/fu+AYMqGXkPx/aMAJB0zvUZaPTc5Xoe/fbwPADBiSCIa27wgCEKyr57Te3hy+SS43DS7b50SbSQhTdvxBQCCVe7tWz0kCQIuD43OXi+8PqEop88XABWuynGVIE6EsK/w12d7GkAHGcwYm4MZ43JAEgQSjerzd78uA0Q75T5bEFt2n0LJ+FyoKXZsbEOrHbeUDOP7nkdbUrHhi+OCPuYNXxzHwusL+H1ydtrY6RKMWeQQi/rbZnWDYULQqkh4fUG+TQMQ97gzDFjq9e8nx6SS+cO2w/Vwz5o8GAlGlcD+KCUJOshgzafHMGd6Pl+d7s8Wq2YOBxigpqmXH0ErJyZ+HfTXjhEddIkmoQCR2ep971WfNTSx77hFghVGXHxjIdZvP46NO09g1uTBfNIuOVGLE0021DSw/4tGZakFDAO0drr4didNWDgxWlsgzaxDR4+H1wMCgLXVtexkjajWOa6ViPvdPjoioFg2NU8wdpJ7ZspLhkoGsuurjwm0BHqdXp7hwX3/ohz/GaN9JDNZLxqXLZX04ar6jR0u0brRanUjMU7NsySir8Urmw6hbGoePL6g5BSqvu2FJ0/3giQINLU7wi0yFrRa3di6+xRWVBSjqd0hmralVJCo/udJPLBgDOpbe8EwwIYdx1FZakHpxFwQBLCiohitXS4EgiEYtBTWb68V/Mb+2od8NNuyUjY1D4PSTXwygvsd3Nhs85kqpCEAhJwgkCHjUoWSJCWFmOWWDRlSUJAKbNjRx/ffcRwrKkYPeB/9JiT+1//6X/jmm28AABMnTox8SanEzJkzf95Zy+gXNqcfrVY3Pvr6JMqm5iHVrEMwFNGO4FS/AbBaDVHCWwuvH46/v/sDFl5XwPbuQtoxizNQklWYjh43vy81pcTz6/filmuGSgZzrV2ss9bc4UJrl4tPkKSZpdsukuLUqGnsxeptNXwVmqseVs0cho++PokZY3N45zr6u3++fRy/nVJB4PfzRuE/JIS//rxoHOpb7ILgkKNpAzGE7s6EWAJ5lwn6Vj67bF6srT6Gvy6dCJ1aibe31GDBtVG05xh9zD5/ZOLFPfNGCsbkrSgvhjnRwG9r0ipF9HauSlgyPgdqSol9xzok7ZIkIagotvdEknV97cqgpXhbZMUoGbz4/iHRdlwgkZaoQ0e3m3/WMpMNyEk1iBhBaz49yo+HlBqx+LPshwBOdzjR1nXxCgZeDOhvck500DXgdoIYwe0fq8bwTAGzSY15V1twvKmHrxC8s7WGT07ZnF74aWk6PcMAJAm0dbt5yj0BgmdYcNoCy+eOxNrqY4JT89FBnGrpFTmMKyqK8cGXJ/g1nq+Ix6iM+2gGu/Y34/6K0QghhJR4Lf98cgkUNaVgEywxWBAX0/jPWO0jf7vvKhQMShRpN1TvYRlfCpKITKDqR2vEoFYiO9UgeS1AxNbRiW4v5No6rhyRjpw0EypLh0FFEXwi6q2Pj4gYGEvLRoBSkrh5Wr5gbDgAvLThkKjlsqLUgvWf14qEKkcMSUB60kjRtCSOaWnUU8hNZwUvpX6H1e6VTkhcCjoiMmTIGBBsTp/0eu+UWzZkiGFz+iR9/16nD6mmgRWG+01IvPHGGwCAf/3Xf8VTTz31M09TxtmAc4K4xENSvAYrykdLOkYJJjUerBoDp5tGr8sHBUmADjK8sw1A0jF7ctkkVIcdFC6TVb2nAVOKs6CmWIHNbgcrqOYPMJLH9tPs53EGlYDS+eCC0ZKOKUkQPO2fUpKiKjSAmA6zxx/AA1Vj0NPrgVqlRI9DeqF0emhRRnf1tho8WDUGHT0eNLU7+T7fATlKsoPVb+WTC/6aOoSaIFLb6zQUL8TXG164gIhNpiXpkaCLTEMYkmHibYRrwXG4aAzPTUS3wxuTap2dasRbHx/hK4rBIIM3Pz4iUry/d/5IaNRKqKJsMSVBepytiiKRbtYhOVELggQeuWM86GAQtY02KBXSjKDkBC1uv2E4NCqlaMTiWduPbIcDRxRt/LTVjaZ2J287/ba3xUCs4PaJu6/EMyt+h16nD90OP5599wcY9RTmTc/vs7YR+HpfK64emy2pvVK9pwFLy0agsd2BI3VdeGDBGLi9NNZ8dlSwPvc4PDETGtHw0UE0tTsw88pBoANBVJRaMCjdxCZjIP3MkASBitJhyErWAQBarG7JyRE+f1Dy+0qlAnZP4MwCwr8SYrWPdDt8yEnR4/e3jBKI4JZOzMXqT2p4vaFIu460JoJBo0Rmkj4myyDW+OsReUn4U5oRGpUSW785iamjs7D6k8iadMesAkGCtHpPA/60cCzq2+zITDbC5fXjlQ8OYcY4ac2P5g4Hq5WSaoBWrURDmx1ON42sZINArJkkCbz4PtsSmp6kQ3t3ZBoMx/h6ft2BmBomZpMGUrgUdERkyJAxMOhiTJrSqWXpQRliJMSIFeIMA2epD8iynnrqKZw+fRq9vb182wYAFBYWnsXpyhgI+jpBDhcNEiGRtsLyuUX48MsT2PNTB//d6GquzeWHyytNVffRAV5Ak9sfN3qwcEgiVm48iCmj2eSEFKWVc6TvmFUAOsCgbFoeAJb++vd39+Nv912Fp++djC67Dxq1kh0HF862lo3NwzsSLIiyqXkxqaT1LQ5s/oqdIrJh5wm+ZUCUoDFqkJNmwPGmXgBs73TpxFw8tvJbUSVoII6S7GCdWaisICcO2Sl6pJl1eHnDQez4vpGv7nLb31U2Aq9/eIinmpeXWATH8NFB7P2pDdkpRj7INqhZdotgWsL8kVhXfRRFQ1Owa3+zBM18JFZ/UoMumxfpZh0WzSqExxfAjHE5+PrHZsyZno/cdCNCDNDe44JapcSHu07ywVd5iUXSrgalm1BeYsH/6aNX8eUPTVhaNkLyO+1WN2+z0dM4fo79yHZ4luB6y7PjkGnWIT87DieaegU9/ANtJ4gV3B6o7URqog6D0434tzf38mubFMOrbGoeNu48gXnT8/Hw7eNQ29gDhmGTwHOvHoq11cfQ2ObEsjlFeGfLEUwZnQWHixZUGjimTXTyd2nZCGz84ji/DadlkhyvRafNA5Oegkmnwq79TXhgwRi0dztF+gNLywoxJCMOCQZ2KtPz62MHosnxWkkx0P9a+4MgyXuhRYH7bR9hgBGD4vHIHePZMcHh+7DwugLJCUxccsvppaGmlHB5adg9ASgUBO6dL2QZLLmpEPtq2nDVqExRArSy1ILGNjs+2nUS100ajBuuGiIa7/n2lho8dOsYrKgoRpvVhUHpcVCQQGayAXFGFd7ZckRgv31/XyAYgooi0WVzw+UJYvNXdbjrZpZVYdJFtBYaO11otbqxY18j5k7Ph5oieaZlyfhcfu2Wevcvn1sEs0la2PKi0xGRIUPGz4ZWzSZJe100n2CP01N826oMGdFQqVgdpVc2RWkAzimC+izsZUAJieeffx5vvPEGzGYz/xlBEPj888/P/qxl9I8YwlAZSTo8uWwSS5c0aUCQIaiobEwozIBWo8CmnSfYQJyI9OgfbbBJU041FDISdaJj2N00nl69D1OKs6BVK/gkyNbdpzBnej4yU/RQKRVo6XLiukmDoFErRWPltu4+Bbvbj15nJIhKN+uwbM5I3Hb9cKQn6fkAjYOPZsURnW6/SBAxmn7PjaIjCQJLywrx+uYjgu1efO8A5l49FD0OtsLE9U5HO33Rvby8oxSjLUN2sDCgMZUGtRIjByfgL0sm4mh9N7JSDHigagxcHhpuL404g4qfBrBrfzPIPr3FXKVXEGT3Oa5eQ+HNjw6jKD8FWrUC5SUWrN9ey9OQB2fEgQ4EMG1MNtQqEgatSkBfXjSrAEEmhECAwelOF8+UiRabi5V8O93plOy9L5uah/c/rxUFJqyeST1vs32ncZyV/RCA0xcUJP3Y9pLLzA5/DqKEWX2+oKC9baDtBLGCW4YBVm48hP9165jI3/oZG9tl84YDzrGglCTSzXqQZDY+21OP0ZZUjB6Wio4eD66dmIstu0+JEgdzpufju0OnsaKiGA1tDiAEfLannn8OSibkINGkRXu3mx9Nu2xOEar31GPG+Fz+WUg36/DwonFwuv3o7PFg3fZa3Dd/FBQEeAab1OSI+24ZhcxkLYxaJR5aOBYalQJ1p3vx0dcn+SD5YkmSnXHaAwNkJ+kQp6Ngc/kxeURqv7ZAkgS6en14eUOE6XTn7EJkJOnw8O3jYHP40OPwYtPOE7hzdiGCDJCWqMAji8fjVEsv3B5We4ebErXm06N4MNpuwvDRQTg8NJsgDQEvb/yRF2nedaCZF5fef6xd9J78Q/koaCglGtrtGJyRgFWf/AQfHcRrHxxGRakF8QYVf184m54xNgfvbKlhlfTDbJxolli0hsmgDCOS47QxkxHR+5VMBMmQIeOSAs0wMOoo9IbfmwBg1FEI9KXlyZABoLPbDbvTg7/edSW67V4kmjQ4Vt+Fzm4K8enGAe1jQAmJDz74AJ999plo0oaM8wSp6RghwGxQsb2bJPBjXbeAMbG0bASUZANIgsCK8mIEgkFQSkLkWN4zbyTvfPU9htNDY/aUIbC7aHh8QZCEH3+8dSwa2uzw0ww+/KoOoy2pSDPrkGbWC8bKcUHanOn54PQnfHSQZyk89U7EmePG3UVXe9rDFZtlNxdhRUUxCAJo7XIJqpo+OohEkxYrNx6EUU9hzvR8pCXqYLVHKKevbz7M9+/3FTDj9qGiyIij1A8dXnawwhjImMoQYNJRUJAEnvlHJPiZd/VQ/t9chS3BELmuHJOhucOBsml5cHppySkxLd1ujC9M51uLSMKHe+aNwskWG9yeIF7bfAgAsKJiNEJMiG+TANieaJ8/KGBtcImI6AQVR5N+5I7x6Or1wuZgHfJYFGkVRWJ8YTrWfiYU/9v85XGMtqTieFMvH5ACkQp2IBiC3Rs4sw6EhG1y5+1w0ZefHf5c/Fz1fwLo7PGIGD/RSVK1SkjPj0Xj56oFNpcXRp0Kje0ObN/bKNIJWHITyzoMMoxAuHDTzhMonZiLjh431m+PCCOmJ+tRce0wvCyhB/DKpkO8+DB3Tq1WN55+53vMmZ4PrVoBSkEiXq+CzemXnByxfN5I5KQY4KcDOHLKxo875Y6TYFRjxtgc3sYFz++FwkDu90DWtPDz19Th5EUqk+I1uH7SIKgoBY6c6hEkNjOT9eh1+gWJgqVlI/DNj/WCKVE+OggNJd3WoVVT2PF9IwDwbBetRoEd+xg+OZCbbsTqT2oiI2VVClh7fVjzqfDe9Dh86LJ5EadXC5KXkVY7B8uYtAX5hGlflhinYRI9TjwWftWxnzJkyDivYIJAp83Lr32c754Qr73QpybjIkRqkh50gMGPx7vAhEJoanciK0WP1CTdgPcxoIREenq6nIy4iGC1+/lkBBARdfzLkokwaZUwaJU4Um/D+u3HI7T5m0cgXq8GQQJ2j3QwpNWwgVvfBUhBErzD0tjmRHnJUFBKUjJIy0oxoDdqrKgUS2FtOHGxtvqYoHp968wC1J22805eZamQ2q+mFGjvdvNOFPf9sql5gqRFTpoRlaUWDM6Ik3T6slKMeHDBaJ4VEpMOr6NkB+sswAQZgYbHlOIs3jkHIirtT987GU8um4STLTaoKKWAyZCdYkBGok50fdUqJar3NIhG0C65qRAffx1RoQfDwNor1BiZMTZHpC0SnYiIFpu7dmIuVm+rwdjhaUhN1OGGyYOgIElJO0pP0vPBXrR6Pt/7j/6ncawoL0ZBbhzsLmnRVCnb5JJ+2SkG2Q7PBgMJQPvA7qbx5sdHUDIhBw9UjQbDhNBudfPJVDWlgIKMCFBKtSstLRsBp8fPT2hhGBLNHS6oKFJyUsMbHx5BeclQmPRqkXDhuupa3B9WrFZT7Ehku9PPJyO4fXBTkBraHAjFEFhkQiGs+fQYHls8ASYdBVJB4s4bR/DTnLjtVm44yGpiMCFs/qpO8LfqPQ2YMz1fwOSI9fz+6vgZ97svuOev8loLyqbmQathmYfRvzc6sfnIHeMFiVDuvfzAgtE4edoeTliasPjGK+Cng6IWnCU3FaK924l/qRyN+hY7Vn0ibPnYsvsU1n8emcbBJxGusWDzV9Lr2+av6qBVh6dvRV2bgpw4pCRosWlnncA+du1vxn23jBIkngb8zjsfYz8vc1FpGTIuFBgmJDll47E7J1zgM5NxMcLvD6KzxyOKH1MSdQA1sLaNASUkJk2ahP/8z//ENddcA40mImgka0hcGFjtXkkn0+n2IyNeA7uL5h0K7m+vfXBYkASQEsXzhKvIRj2FsrF54WoOg/xMEwDwiQ2Xh4bT40dl6TBWdBAsldzhYj+nlFFj8WLQmNOTdLi/YjTsLh/oACM5s71v4uKum0dIKs0jqgOAq0gyIYAkINLeqCi14J0tR7Ciohh2N422Hk+/bRm/6lz1SxyiFpcY977L7oNSQSA5QS/qo37hvR8lad8uL40pxVlCMVawleMZY3Ow+as63DuvCKdanfD4AlBTChj1FGaMzUFqoq5fpsygdBP+cEsxOm0e7D7UgklFGYKkx903j8D9lcV4bu0BQfDgdEuLq5IkwDARNX2GCeHeeaNEv/X59Qfw2OIJePKtf4rYOf21DOVnxWFImkG2w/MMp4cWJcCWlhVi1lWD8dl3DZh39VB8sPMExl+RFhGyJAn8edE4eHxBNLY5sG77MQETjAsSF80qQKKJirE2GuBwSdsWHQzy4rA0zSColk44tHa5sPnLOtw7fxTSzTqBSCW3RvroIP/dpnYnXzHvuy8mxGoT9P3blOIsPjjnto31/F6K4Fgjeg2FtZ+xAf7az2InNu1u6ec1EIwkczgn7ZUPDmH27wajbGoeVBSJrBQj3tlyBK1WNypLh4nGhq6trsXtNwxHr5OGJTtO8O5VxSgOkCQ7VlatUsLto2E2qgTBvdmkEiXcF15XIBAnTUnUI0AH0NgxwOk+55II6pt80Cl5XROp9VGGDBnnD15/QBALAKyf7/UH+/+ijMsSHm9AMoH1SNZ4YIBs3gElJDZu3AgA2LZtG/+ZrCFx4WCOiwr4w1BTEfVra4wpFJwDI2ABcI4DAXi8tDRtd24RHlo4Fu3dbgSDDDKSWGrqpp01AidLo2LP4c2PjkRGzkGaxqymlNj85XHcPqsQf31N3PrBOXkpCVreAdeqlaAUpOB3cRVo7r+XzSnCqk9+Cjt2FmQlGwRq9VxrR7fd16+SOE+H/wUqbZcLYrW49P33ieZeMEwoZkuNQBsh7KRSSgX0WoUoQKwI3+M/LxqHYDCElzYcglFPYdGsAr5NI9Y9zkox4vfzR+L1Dw9jxrgcrN9ei/JrLKKq9asfHMbyOSMEgoSbdp5AeYlFMtiz5CSgoc2Osql5+Ojrk3C4aNx9c5Hkb7X2emOKXsa6nkkmtWyHvwLUKqXIFl7ffARzpuej8trhCAaDKMxLgkYVyf57fEH4/UEoSMRMnvroIN7Zwk7/kbq/jW0OpCfpJG3rdIdLwMZ5/K4rY9q2UU/hpfd/xMO3j+OTYdEJXzWlgEat5JkAsZ4TNUUiM8Uo+tuAnt9LGPFGNUrG50aSLv1ohKgpBUw6leT1IwlCYEOcrozLywpPlk3NE7BhYo0NNRnU+PjrU9BrlYIqVCw7ykk1gQ4E8P7nx3D7jYXSrYn9TEZRkgROnu7Ff0slBCDBXJD6bKDrlER72n23jOKFQblrcLHolMiQ8VtHvEEtYnVWhvVoZMjoi+gCh+Czs0hgkWfeBNixY4fof3Iy4sLBbFRh+dwittKFCH3XFwjA7g1Ap6X4v3HgqmIcjHoKTl8QjZ0u2L0B1LU40NXrwZ03jhA54Ss3HkJTuxNeXxBvfvQT1CqFiIq/troWbl8AdjcrysX1u3LimNHnyrEUyqYNRW1jT79OXpuV7ZleW30Mz687gLvKipBu1qH8GgsqSy34X7eOQZyeQmWpBY/cMR7vfV7LO/FMCOjs9WDzV3VYv72W1wlQUwo0tTvhoyNK4tHnx1NUZZwVuB5i7lru2t8suvdLy0Zg39E2gAA/ujMaaoqlFzd2uuD0B3Ha6sF3P7Wjoa0XQ7MTJUVKA8EQjjXY+AWxy+aFxxcQqMUvualQ0gbjwkGHVs32dMcKOjQaCk//z/dYW83aUavVjZUbD+He+cVIN+sEv0+tIrH2M3Y7rr/c7vZJ/ta2bjcW31iIpHgNfyybyy95PWXb/HXh8tIxE7svvf8jOnq88HiDeGnDIaytPsavU29v+QlxBjUqSy0oL7Hw9zZ6DfbRQbR0OXHXzSME97dq5jBs39uAl94/iKVl4nVzx75Gwbm4PXRM254xNod3CB5dPAF/um2cQIOkstQCk1bJMwG0KoVoX8vnFsGSHY93Pj4iWieH5yZI2vQlr21CAHYPDafbj+xUgyjQjwaXcFg+twhMkGFVxaPfy3OKsOnL40iK16D8GtYeyqax7R87vm/EolkFGJRuRNm0PLGtAPz32NZJEiUTckQCu29/fISf9sN99555I+H2+bG2uhYTCtOhJAnJ1kS7i9X8yEnS80F+TWMvHn5pNw7WdfPJCMF33DS/zV/f2IOHX/wGdS0O0Wc1jb0C9mJ/kGpPe+G9HzGlOEuwXfT6KEOGjPMHb5TuFhDx82WGhAwpmAwqyfej6Sz8gQExJN566y3JzxcvXjzgA8n4BRECkuM0eHTxBDjcfpj0aqzZ9hNqwlM1/mVBMRZeP1ww45zrQQXA97P/2xuRMYZ3zCpAgAmhsd0e0wlPTdSxwoMe6XGidICBJizy1mXz8pW8u8oKJVkKXTY3ggwTs6rEOc/Rx2jssGPu1UPxukA4rBCWnAQEgoygorj/WDtuu74Ad908Aq99INz+sz0NKL/GAhAAQQDlJUORmWxAWoJWbsv4uejTQ8yEgPe2RwQfLTkJ2P1jMyYVZQAIoXqPeKrFPfNH4u/v/gA6yPDZeaOewqzJg3HwRKek3bV0OZGcoIVRR/G25KMZftsumxcuLy1pg0dOdmPzl+x4vPvmj8TpLrekPXLH6nvsIye7MPfqoXB6/AiFgHSzFnYXjUcXT8CpFhsYhjWllATx2MYlNxWi+p8NAFJRfo0FLi+Nz75rELBzoq9nmtkAFRmSbfPXAMGyACVtIRTFOItKYCXFazBvej5SEnQ4UNsJJsQm5W6YPBjVexowe8oQeHwBnvE1JN0Ely8QafcgCFBKtkbgo4Po6HHj9huGwxynhVatRH2rXXCKakoBnVaJ053Sts0ldRvaHHzb2/K5Rbhj1hXo6PEgK9kAg0YJEITgWeMmKmkpJd746DCmjM4SJJm54wAQaWZc8ho7fSr1i2YV8DYgNYVnadkIpCZq8fKGg2i1ulGQG49HF0+AtdcDNaUEQTBQkoSkeGmCUQ06EMJz64Sitd8eakFlqQX/PNKKq8flCDQrls8dKVqHWq1uGHRK/HnROBxrYBlc66qPYd6Mobhu0iBkmPVweWiBnXJCpC5fUHC/ohMDUm06PjoIq8MnSh7UtdhFbSZnw2aI1Z5G9imZ/SYSXjJkXALw+KX9fI8/cIHOSMbFDLcnIIo7F14/HG5vADCqB7SPASUkamsj89D9fj/27t2LSZMm/byzlnFmnEHIyekN4HhzL0/93PxVxDkw6ik0tDqRnxWHBxaMRnOHEwQBaFQKyVnjALvI9LpobNp5IiZtlyQIdNo8WL+9FpWlwyS3GZQehw1f1Iqc1EHpcfg/4eRH9PY5aUY0dzhF2y+bUwSTToU3PjocUScPfyc5XidQjY+mUacmRmjOSfEa/G5UJv7vW3t5JzsjWY9epw+BIIPJRRkiKlqGWQeDWhbNOiP6s89wiwsdDOGxV76Fjw6ipsEGgL1/jy4ej6Z2B3QaFRbdWIjNO4/zCYvhuYlYV30UrVY3yq+J2ETZ2Lx+Wy8CQVZs8P3Pa7FsbhFe2XiI/xu3rccXFIjycX/ngsvXPjiMP946FvmZcZIjZdusLsljMwzw+ubD+N9LJqLb7sW/vRmZJrOiYhS8/iBe3cQmw9LNOjx82zicau2Fz89g084TuHZiLgDgjQ9ZGy4vscCkj1Kzj2oZSk42oLPTcX7uqQwB7G4aKzceFAWgS24qxPrPayNsh3DQb9RTmDs9H3othePNvWENGwKzpwzBR7tO4v7K0TjWIBQaHnLrGF6XhIOaiuhMZCTp0ePw4dl398Oop1AyPhe3zixAj8OD6j2NuHZiLoxaCrlpJjz1zveSa3Z0Ippju3FrYV6mEWAAhomI0UaLBc+Zns8nePsmmdWUAiSZj+17I5ouJEEgO0V/Sa+ffSv1W745xb+fuCk8DywYg+YOB/w0A6fbzyfHAaCmwYaXN/yIhdcXoL7NDpIgsPCGK/B/Xt8jeGe98eERSRFMTrQ2I0mH8tJh+I93hLoz7d3SCVOGgWBbAHjtg8N4cvkkmA0q2D0RXZ3o5MjmL+ti6tZkJOklj6VVi7VPYrWZDLR9J1Z7WsGgRP7z30TCS4aMSwRxeukWNJNOTgjKEEOnVWLrN8KixdZvTuH+ytED3seAEhJPPfWU4N/t7e149NFHz+pkZQwQ/Yyh5KsYnijxkD4Vur6VmIpSC6r3NOD2WVfggaoxcHlokBK0dM6hkKoCVc0cDpWSwIadJwAA2/c24I5ZBeh10XxlLzvNAI2KxOwpQ6BVKfFg1RiQJIF4gwq9Lr9onxWlFnh8AdEcdI1KAYOOwsoPDkpqWfSnGr9y40E8sGAMnn33B8wYG6G2RjvZDywYA2uvW5KKNnpo0nm+ub8BDMA+AWnhVaOeQnu3G/+zNZJBvWfeSCQYVUiK16HX5UPR0BQUDU0RCrWF7TWWbVJKAht3nmADhu/q+TnIf7ptHF7ffAitVjd27W/mkxXRNrg1KlirO23D9r2NmDs9H3Om5yM5QYv2cGUYAKpmDpMUX/XRQXh8AZGQbFO7S1A1bLW68fSq71FeMpQP7NZW16K8ZGiUDR+Se6QvAticfklWgMtL8+0OXKBfUWqBn2ZABxhYe8Vj0q6dmAuGCYn64U+e7o1ZFa4otaC+1Y41nx5DTpoB8662oL61F61WF3btb8bcq4ciOU4DvUoBxqQRsW+Wzy1CcoIWXl8ACUa1YAqRWkWipdMFnVqJpDgNrPb+NYeknrt75o3E6m01giQFAAzPjWeTupconB5aIJq7/1g7AODRxRPQZfNAp6Xw+uZD/PUsL7EIrh035vr5KNZDaqKO14nh4KNZ/Rip6z4ogxWRPtYgbmfcvrcBy+YU4ZVNwnWso8ctua9epx9mvSpq1KdT1PYWS7emvcct+d6mgwFRoELGYBMNlM0Qa2RodrKOZ4jpNRR8/kDMKWEyZMj45eDyBnD3nBHo7PHyfn5yggYe38Ar3jIuH/h8AcyfMRSvRrHR7755BHx0AMAvyJDoi9TUVJw+ffrnfFXGGeD0BtDU4UTZtDwArDO4elsNHlwwBj5/AGqVEg6XHxWlQ0GAgEmvRmUp23csNWJzXXUt/nrXlaht7IbLG8Su/c1YdGNhTIeiy+blnXB2TFkcQmCw8YsTAraCP8AIHO+qmcOw+tt6VJZa0NThRGqiDia1Cn9f8wNuu6FAOB0hBFTvaeDpp0ZEgi+CAEx6FUrG5wAI4fYbhkOnUaG9241/fHoUJeNz+6VRn+50oGxqXszJCvWtvchONZ5TNeeyQxQjQq+lsHobK2bKUX+bOhxIM+ugIFiHXq1SQqEgebvk7KZkfC7PPADYa/7yhoO4/YbhcHoCaGp3AmBtMTfdJLjPsWzT56fx8TcsRT0pXoPxhem8SCpHqfb7A0gwaZFgpPhEQ2ePJ0JtD+8/O9UIANi48wRmTR6MpHgNOnvcmDEuB/uPtYNSkri/YjQa2+1gmAg1Xk2x4oADrRrGGzSCf/toRmDDsh3+iojB9uECs76sgEfuGI+nfz8ZnT1eOFwsDb56TwMWzboCQSYkYm+tra7FAwtGo1tCaJjTUJGqCv/3ewcwY1wOjHoKpRNyBaNxF80qAB0IQqEkcbLNCYoi8dl3pwStUe9tP8a38C0tG4E4fQsKBpuRaNIiwahGQ5sdKzcdhMNF45HF42Oy4gDwz92c6fkYnGFCokkNkiBQMj4HTIh9R3HPwSVLpw/bQa+bBkkS/OjppWUjsPGL42jdWsMzZKSElblrx72Do9Xp27vdmP27IXjr458E3+HaG/te9/oWO58M6vt3h4tGr9PHttUk69HR48a3h1owZ1o+z4Dg2jFIgoBeFxFjLsiJg1qlkFyT2no8AEHApIskBjw+1l/o+94eYxkrml6VnarHH6vGoC587iRBIC/DNHA2Q6yRoQxg0lE43eXmWUCxkuAyZMj45WAyULA7/QI//555I2E0yL6JDDFUKiUa23rx+NIr0ePwItGkwXeHTiMj2TDgfZy1hkQoFMLhw4dhNpvP/oxl9A8CONnqEAX6lJLE39/9QTRhoLLUgnerj/IVu1iCfO1WN77+sQVjh6ehvGQYeuweka5CVrIOVTOHY82nR9Fl82LzV3WoLLWgtcvJj9883tQLAAL2AXeMNZ8eQ3nJUHTbfaKKyo69jSLdh2Vzi6DXKXH7DQVIMGrQ3u3GvqNtmFyUgcdfjQSUS24qxPrtx3jq8Pa9DaIWj2jV+MxkI55994eY9H6GAXz+4DlVcy4rSDAiuD5nbjymUc9qN3y2p0HSRreERfRiJYnijBr4+vQlOlw+3kZ3fN8ooE33tc2yqXk43tQrmZB7ffNhnjXDaVG8/3ktZk8ZgpLxubzzbNJTWP1JDW6YPBjfHmpBCMC/v7VXYIebdp4AHWQkmTuUUlwhjFU11KgVgn9H66XIdvgroh+2j0mrxH23jOJZL5zdr9x4EA8vHIu8DKMgeAJB4GSLtP4OQRBobneIbGHX/mbcM28kXt5wUPC8nDzdiy6bF2aTGn+4pRg19d0om5aHHd83cqcNrz+IJ9/8p+A98dHXJ/nEQNnUPNSEhV43fnEcFaXDBMdZWlaIe+eNwtZvTqJFom3u7jlF8PsjlXCHi0ZSnBodPW64vQG0d7uxfW8jL9pavacBC68ruPTo9ARbBDjZ6uCvT7pZh6U3FaG5wwFrrxfXTszFO1vZJOwbHx7h1xMfHRTdQ5JEzElVXDshl1TqcXix5KZCgUYEt17OGJeDXfubY7YMcff5oVvHQqkgseqTGsFkIW77zGQ9UrmpPCEgKcaELoDAd0faUDAoEQWD2MSA00sjJ9UomrIRZIBuuxf3VxSjvccNjzeIj3edxA1XDRH4LivKi+H0BtBt953TyFApwUt52oYMGecXATrEr2tApID0xN1XApozfFnGZQeFIoTc9Hg88Xokfls2pwgK5cAdgrPWkACA9PR0/OlPfxrQAZ5++mn09PTgP/7jP7B792489dRT8Pl8uP766/HAAw8AAGpqavDoo4/C5XJh3LhxeOKJJ6BUKtHS0oKHHnoIVqsVgwcPxjPPPAO9Xj/gH3epwe6mRQvAmk+PYc70fEwpzhIFW1wwtv7zWnbea4xKV7fDi9IJuQLH5w/lo3D7DcMRZ1AjKV4La68XH31dJ6iGcI6Rjw4iO9XA7zvWuLd4gwavfnBIxNAom5qHz/bU44EFoxFkQlCQJALBAI7U9Yicrb7CWG98eIT/jQBbrduy+xQeXTwB3b1etHW7edX4qpnDsOEL9nhxegr3zh+Jl96POOGc47x4dqGIfi/3pkpDyhlcV12LFRXFfDWY13iYmidpo/dXFKO+1QGb0ytpnx3dbhh1KhHVfVhuPCpKLUhN1KGj2x1ubWBEtskJn8Wyy/pWlhrvswWxZfcpzP7dEGjVSryzJTK2tmrmMNBBBuuqayV7u6PtMJrGn5tmxOpParBk9ghRUJebbuCTfNG/q8vm4X/7sjlFcLj9/HhQ2Q5/PZwp0EkwqCTFIjkGiyB4IoDkeK2kfRMEm0jtG1zeco0F3x48jUcXT0BtYw8CwRA0KgU27DyBgtx4UJSCt0Nu/QqFQrzeT9/3BGefPjoomG4wpThL9F7hdHeuGpWF9duPgQ4yAi2I5HgNmtodWFFRDK8vCJZ2SQgEq7gk2rrqWjy5bBLMRtWlZbfhhFRTh5O/nlzLRTQjZclN7BScLhvbYtHc4cCc6fnITjUgM1mHbrufv3aD0k0oGZ8rWgdXbjyEx+6cgGMNPRg+OAF1TXas+fRoREQ0WQ8VpcBr4XaQHd838mKo0YywDV/UCtpvSAXBv8c8vgCvUcL9/YX3fhQE7lKtEZWlFvTYPdi+txGbdtbhvltGoTA3HiYthaJ8A7KSdHzirdPmxSMv7xYWHPY1YsbYHFHL2vPrD2DO9Hy+XfLnshpiCV7KTDIZMs4fel3Sz12vy48UuWVDRh8EAwTfSgiwtvLKpkP4611XDngfZ6Uhcfr0aQQCAeTm5g5o599++y02bdqE6dOnw+v14pFHHsGqVauQnp6OZcuW4csvv8S0adPw0EMP4cknn0RxcTEeeeQRrF+/HlVVVXjiiSdQVVWFWbNm4cUXX8RLL72Ehx56aMA/7qJHH7qwLbwARKtgA4BaRSIYlKZ/c9v46CDcnoCISllRagEBRGaph7f97/U/4om7r0RKnBpWux9N7U44XLSgH5ijkaspBRKMat7pykkVz6TnKr9S55hq1mH0sFS0d7t5x5kkiTMmH7jP+yptO1zsSLbVn9ZgxtgczBiXA5IgwDAhHG/qxfGmXtx2/XB8feAUHqwag1MtvWAYlm5aXmLBWx8dAR1keKcywaiGQXZsIoiyywATkrRJgZYHEbFFqfsfApBq1iFOpxJVhDn7fF1ijOyjiyegKM+MwyetAs0PQGib2alGlJdYYtolw0TOp8vmhcsTkGT4cLYXq7ebs0OOxs9VolutbpwI609EB3XmOC2UBCmYoqDTUAgEg7i/YjTau9345NtTGDs8DYtvLERKghY+n9wj/WvhTIGOQaeSFELlGSx91u/MZK2IVfH7W0aBJNg1KzqRRRIEHG4/hg0y41SLDUNz4hGno0ASBNKTRkGjVvJMMe681lXX4u6bi9AeQy+Af19QwhHPsRJ1ahWJ9m435s+woL3HzbdeAMDC64Zj9baj/Pbl11gE1yI62bz+81r0uvwwX2Lz6bmEVNm0PP53SbGsot9LakqBwjwzlAQBl5dGr5NGKBTir01SvAa3ziyQduSdfmSnGqEgCD5JGa1vtKKimBee5tpkSsbnIifVAEpJoqnDidHDUjF6WCp2fM+yU2xRrUA+mhG0igDhdhqHL5LkDAHZKXp+TeKSuw4Xzf/G6CQGSRJ84s3uofHMmh8kbSCWjXGtJ+fCaogleCkzyWTIOH8w6iikm3Xs6N3werJrf7PsK8uQRI9D2m/ucfhYlt4AMKCERENDA+699150dHSAYRgkJCTglVdeQV5eXszv2Gw2PPvss1i+fDmOHj2KgwcPIjc3F9nZ2QCA2bNnY9u2bf+fvS+Pk6I61366uqur91l6VpgFGBiYzAwMmwgJYpARDeoICDMSIiSgqCF4zRejl2gSb/xuYuIXb4yJW0xi5CKigKiIOLhiMAQXBJF9GbZh9p7eq6u76vujumqquqp6emCAGaae38+fTHd11alz3nPOe97leTF8+HCEw2FUVVUBAObMmYMnnngC8+bNw86dO/GnP/1J/HzhwoWXjUGCZTlFuPDKxROR77Ypwt6X1lRobsqC4pnvtsFhI8FEY7inbiya2gMIhWNxpaZIVVDCdBRgKQTCjMKDl++2YdGscpxu8eFn378CLgevnLAch7PtASyaVabwMFMm3tuSmFfc1BbExo+OYNnsSjjtJGDQzq9XK/M1JD9NfHfBo9Ppp2UH5K07GzB9QpH4uwynBfsaPGjZuEe8bmpVAeyUCdPGFWJEYRpMRgJPr98thtHqealQhLHXVY9Ulcm7bxkjhiADXaUx1WS0odGHjR8dwdKaCnx9tAUrF09EqycMK2XEhg8PY/yoXFVZiDAxsDEWm/55TFM2H/rBFWg4y5dDVJPLO+eMhjcQxvwZpaJMainPuW6+SotWbnci47s0zYIijQp5HF6QhpJBTmSnW9DqpRFhYvjrm3tFvovp44swdmQuyodlIhyO4sGnP5FF7Ax4WbzA6O6go0W054rn5aule5QPSRdTOQwGA55evxtMjBWjZ4RDrVDydfyoPBTmOhAKRxGhYygZ5ITDYsK+k+qEl1aLUTMVSDDQCbwHwuejijMU1+e7bbBbSKx5Z69Cnn0BBtEYL3iCnOa51dOthCojln5IZCk1SIn9o2FUFd7zJwvGod0Tlo377TdXYPGsMvx9E0/yqRUJ1tQeABPlUJjrEFNwpNEOZ9sCsnXOF2DgTrPAYSNx7IxPkQpHmY2yZ1kpo1i+VXodWGDfyU4MzrLDZTWh3UtjTf0BZYdInBuK6AMD0KpBfkoQkK2N0neWrl/nGtWQdB7q66MOHRcEsSirSlLIxtjuf6xjwCHDpZ4OmN6DaJqUtIj/+q//wtKlSzF79mwAwLp16/Dwww/jH//4h+Zvfv7zn+Pee+9FY2MjAKC5uRnZ2dni9zk5OWhqalJ8np2djaamJnR0dMDhcMBkMsk+7ync7tQJNS4mTjf7FeHCT6/fjTtmj8ZvXpCHi/9l41dYMHOkIuRXyDfNd9swb0apLKe4Lh5K6QswGDooTVVQ8twOZGc7EOEMMg9emp2EzWoWw1bz3TbMnzEygdtiFH6+dBLAAVbKhKaOAH73v5/JlNv6OKeAUIngmQ18yTkzaUCE4VTblGh8+I9bxyLdZcY9tVUIRWLo9NMYku/C6Ra/6JUS2mMxE5h/TSkIAuLhsrEtKCOlW1FbhTX1B/Dru78pkh8K/fzE2l144v9cDY4D2r0hZLqsyM+ygyAk8c8XAH1JRhPlcuvOBiy9qVKUBYDvqz+/+iV+vnQSnly7S+R4eGeHMiz9zjmjYbPw/f7+pydQPixLFoZeV12KkgJ1+RyU7eA9yRqy6bTzHmWpAi6VyxjL4al1X4oGJ0Emh2jMh5aOEOZ8e4RqVYEfza+C3WrCf981Bc2eEBoafXhr+zGQRgIPLbkCja1BrKn/SvZeg3McyM5yIhtA8HALTjb7RN4KAKKXc2xptsLzqCaLLMshO9t5kSRBjmQyeqnadL5ws5yMD4Ai+So8QwsyxDnvznSgpCAd7b4QMp1d64Ha+v3E2l34w4+vRklRJk43+3HP7z8Qv98UJ4UsynXAQpkQCNKYOWkIntsol5mifBc4DjBoGB3MRiOK8hyK9KC75o5Ghy8spscJXq3KYZnwBiOK6xfNKlfMaaHkZH6WDTmZNlgpI3Lddrzw5l5MHVug2h6htGh2uhXZPSCvkqK35Ken94lwfB+/9+kJLJpVBm+AQVGeQ/U9q0qzMak8D0w0pohcee61r/CfiybgntqxCNFRpDmUkWACF9TarV3GUsEAJBjuC3Kc+Pube2UpGtFYFOFITFGhRajOs/mT4+JaxbKcImVjTf1B1FaX4h9xUs57bx2H4jz1SDLhcC/VDQB+7n+ypxHHG72qv5v4jTwMG5SmmEvSSjRq9+0JtOZhIvryWtSf11C9feeHvt4+AVIZbfbTePW9Q7KqQ6++dwj31I3tN+9zMaD3BY/2IKPQM+qqS2E2ESn3UUoGiba2NtEYAQBz587F3//+d83rX3nlFeTn52Py5MlYv349AL7WucHQtYFwHAeDwaD5ufB/KRL/Tq3tfrBs3zOjt6uURWxsC8IbUPdCBMJRvPdpV0g4RRIoyHFgxsQiVA7Pwp7DbbLKHGvqD+I/F0+EAQDDxBQK0vJ5Y2AmOLS0+GAmIHog1r57EHXVI/GPzV0K0NSqArGknNCe1Vv2i+GX3hCD/3lJnWfgb3GPsPB5bqYN3gCNNDuhyK+vrS7Fuvd5pbikIA3ZLgotnjB+8cy/ZO3OcJnxm3/sV7TnoSWT0OGLgOU47DnchgXXjsTqdw6IB9K66lI0x+u4B0I8Q740FcFKGbG/oV3GO5GKp/p8F6S+JKNnWwMy+Wv1hHGq2acqk01tQSybPRpm0oBDJztx26xv4GxbACtqq9DYGkCEYfG/W/ZhxsQibN15Aj+4oQInmrwy7+Ca+oN4cMkkRSm75fPGwGIEYODEMPhE2RS4K9TkEgDu//N2VZlc995B1XJ2b0lClwUDCGUmUDI4Hc9skEfSTKnIRcWwDHT4IvjqSLsi/UgoI9vS4gPAE90NynLg2BmeGHbbF6cwa8pQuNMsiDBRRf867ST2HW+Xzdl7bx2H0sFOXhY1qkNo4ULJaHa2U3zH/ojSwU4Fs39bm192jdkA5LksADjxu8R5AvDjfqrZh7OtfjHVSQAv6wfEDbuueqSqzIwckgmPj4aNMqoeap9+bTfmTR+OojwXVn5/IkJ0DCbCgBZPEGve6ZoLh052giKNKM5z4omXv4TTTmL+jBHIdFnR1B7UnNO5mTYEQgyeWPMFplYV4PiZTiy6oRxbdxxXzJmlNeXIcFjAcRxIA3dOciCVn/OV0Z4+X9j33vz4CPLcdqQ7omBjnILwecX8KgQCETy8midLTkyL+OJAE1o8YRlp84/mj0ZtdSmyM6w4eZafO0LkFiBPd9j40RHcOacSHl8Y3/nmULhdFhBGAhaSQIuHxalm9WgZjuPlqn5HA+5bOB40E1O9LhzpeubjL32O3y3/piqPxKZ4tNeK+VW8btDqQ4Q1oLUzJBqAE2VgxfwqZNhM6OgIKOZSiycspqDI7nuO64XaPJTiQq9FA3UN1dt3friY7etNGQ2Go7jlmhGwmkmE6CisFhNyM0cgREf7dH9fTPR12buYaOsMY/ueMzzvVCQGi9mI1z48jEHZDlkfJZPRlAwSsVgMHo8H6enpAID29vak17/11ltoaWlBTU0NOjs7EQwGcfr0aRiNXezyLS0tyMnJQV5eHlpaWsTPW1tbkZOTg8zMTPh8PsRiMRiNRvH6ywWZLnUCtAynetgLYTAoStDdU1uFsSOz0dgalEUvCIerDi8tGhLy3Tb89HsTcLYtgCH5LnAcC28oCsIAtPtouOxmLJg5EoFwlM9llyo2GmGsQvilVi72ySafrFQoRRrR7g0h3WHB2/86hhu+ORT33joWR894ZaRxh0524pdLJwGAwnP85Ctf4iffHaf6PG8goiBGXHJjBQ6e8vBhzmYj3th2FCvmVyErzaJIRairHikaI4R7DjQ2b7Uw9mhMPZrlbFsQz2zYg7vmjsagLDuOnPbKDlnCdWNKs5HntuMPL3+h6h3ce6QVW3eewOyrh6Mgxw53mhUOqwknWgIwGAx4659HJV5DScnWJHIplNBM/K7hrA+HTnaiw0fzZJtnfTLZA/ice6Gax/23TcCvEyKWBJlwWEj86q87ZTnoie1wWfkUpeNnfIqKDe/saMAP51XBYTEp+nfGxGIFEeHjL33Oy6KN1KwOoYcw9xAazP7dQSvd40STD/94ax/qqkeqfi/wmWilrO0+1II19Qfjh9oxqK0uRTgSA2EwIN1hxtxvD4fLbsaJs96EqhgVuHtuJf68Ts4f1Bg3nNCeGF7cvF80wA4fokzjoEgjzCSBtVuPKlK0hBSTmqtKkOu2oaktiJe3HsSds0ejJN/ZP+WOA8qK02A0DkdDY1d/5rtt+PGCcTAZDXA7KRCEAfc9+U/QjHpahJAiI52rf1y7Gz9eMA4xlsXGj45orhHF+U78Yukk/HHtLjH9bdGssvj6xZfW1qoYVZDjRL7bhrnTR8BMGnCyOZhS2oQ3GMHgLBvuWzgeVsoEl51EOBJDfpYdbpcFbhdPTiqsMULbaU9MxoMyengWBmVYuu6fMJdcNlJZxrM/yokOHQMQThuJjs6wTG+74+YKOGwDQxfW0TM47SSmVA4Sye6FM5jDnrq8pGSQWLhwIWpra3H99dfzB4S33sKiRYs0r5eWCV2/fj3+/e9/4+GHH8a1116LhoYGFBQU4M0338TcuXMxePBgUBSFzz77DOPHj8fGjRtx1VVXgSRJTJgwAW+99RZuvPFGvPbaa7jqqqtSfrG+jvwsu8IDtuSmcry0ZZ/CC3HHzRUwGQ0iwQxBAKOKM2AyAXSEVRxchNDbpvYu8rPGtiB+++Kn+M9FE/Ffz+9QeEaE8m3vfXoC0ycUqSo2iX8LudbpTkpsm5kkMCjLjhZPECOKMmClTAiEoyAMBqTZSaz74DBmTCzG+FF5+PO6PaiZVoKNH6oTx2kZOiiNHH9IlHzB4/jgD67AN4ZkwG4hQTNR3L9wvJgDfuec0bJqClqHhIHE5q2Wr+uyk4qqJItmlSFER1EzrQRn24IYOzIbFSWZyM1UkqruO9auIIqTegdZtsuDTJFGzL56OCiSkMmlYDBIPOhpymU85L0oz4Gbpw1HmI7BajEhEmHEtB6XncLGD3cpfi+QZIIDjp1R904mGj2SzQ9vkFEw0AvvH43G4LJaFH1emOvQfi6gl8G7GEgShaJVrYAyG5GVbsFn+89iaU2FzGsuyDHAR2PVVY9UpO8IBgv+UPuljORXmBsZTqsiMujZDV/h/3x3HO5dMBaUyYhojMWWfx1XrOWCoc1KGVWjhJo7gqoVnQRix40fHcGK2irAwBvNctIt/fqQ6Q0wOC4ptQ3we+XvV3+Oh5ZMgstG4kxHGPOuGYFBWXZYKBMe/censr75y8avVMmYz7YFUDY0E3XVpaAZVnWNONnkR5qDEo0RAMTUC8EQ8N6nJxTlQWurS/HCpr24/eZKHG/sxLr3DqGuulQR3ZGYNpHvtqHDF8Gv/tqVNnfX3NHY8skx7GvwiMbNwhy7bI0R2i4l9J1SntvzMp49jOzSoUPHpUE0yon8EUB8n3ntqx5VTdAxcEAYDHgnXhVKiB58Z0cDyoZmpnyPlAwS06ZNw1//+lcwDIOTJ0+iqakJ1dXVPWosRVH4zW9+gx/96EegaRrTpk3DddddBwB47LHH8OCDD8Lv96O8vBy33XYbAOAXv/gFHnjgATz11FPIz8/H73//+x49sy+DIAwYNsglsl0X5znR6gnyRIydYVm5OYo0wheKYP6MUtlhb9nsSjBR9TDNQdl2/OOtrxWf729oVxzaBWVKOCQl5tBv++KUonqHlFTKZTMp2lZbXYo/vrwL104qFpXt5fPG4D9qq+CymXGyJSAqW2phoC4bKR4qE5U4u4VUzVVqag8q3peOxDAsV8iLi7NyxxUgLsEAYTETSQ+WAwIcUFaUhkeWTcZnB5rBssD6Dw4DAO6pHYtwJIpOPw0myor5yhRpRG6mFR4/jcIch6w85yd7zuC6K4eqyihBQHZIEz5nOU5VLte+exBbdzaIhjyBu2KNmuwA+M/bJqC1Myyz2C6bXYk9h5uxr8GDfPcpRapIbXWpLM1o/ozSbo0eajK8fN4YuOwkwGpXcyAI8PeJ97nUm6gl+8kMdQPJcHbBYVAnrRSjUJJUKxAME8Ewg/u/NwEePw2bxYQXNn0tEpoSBoMimosyG8W5BsgrZwh/Z6dbEQwzquN/9HSnGF2xYOYoXDW2AC9uVhq4l9aUwx9isPOrRjywaCIiTAxpDjP+sOYLTB1boEn6ShDA7TUVWLV5n5i+VJjj6NeROR5/RNMQTUeiChlYPm+MZt9IwafLuPD46s9x49RhIAiD6lrz1vZjGF4o57ShGVZmCGj1hBEIM6olaPc3dGDjh0dQG18Hr5s8BPfeOg6nmn0oyHGAAyemTeS7bVg+rwp7jrTK0uaeWrcb9946Di2v8yVHn1i7Cw8tmSS2Ieke3ZNx725O6dCho8/Aq1H20xuIpFw1QcfAgT/EKCIra6tLEQgxQIrElikZJB544AF897vfxW233QaapvHSSy9h5cqVeO6557r97Zw5czBnzhwAwOTJk/H6668rrhk1ahReffVVxeeDBw/Giy++mEoT+yUclBGDs+148hU+x/f2mkpRAUn0irEsh40fyXNQn9mwBz9fMkkj9NYoKiIAz5Y+Y2IxstOtsooDUqXXaSdRnO/E9AlFMBiA/75rCnzBCPLcDpiNnGb4pTfAiMYIoW3CIVJ6sBTKiTkoEwZn2cV3lebrlw9zI8rE+NKHNt4LuertfWJkSNmQTGQ4SRRkO2TlFN1pFrz0jpw5nCKNyEqycKY7usKus9ItsJhN2gfcgaQwcTxHCUUaZX3R6Q8jP8uB5o6QIv/96fV7UHNVCX636nOeUPXTEwCA70wZihZPSFVGy4Zk4un1u8XDv1RGa6aVwEoZxftbLUYxsmFwth2/W/5NtPtoZDopjB2RpSqXdiuJXyd4M5/ZsAcraquwr+EzNLYF8cq7B/HwHVei0x+BzWLC0dOdsq7Y9sUpRSnHnywYBwDw+GmsXDwRT6/fjbfipIV5mTa0eUNYvWU/Fl5XhrKiNM3w/rIhmbJyfDJvogGqHvgWTxi5bptuOLvAEEpCJotC0apWUJDjwKlmfwKJZBmumzwEq7ccwPTxRYqyswL5YGKKm3TdoUgjWjwhsJx6ChXLdlXFCNEMsjOsYGKsuL4SBFCU68Jf3/wKvgCDu+aOhttFwRGfZwuvK8Oqt/dh0Q3lqvevKs3GH9Z8IXrzhT55aMkkOCymfuntTndSmlVLXDYzfvviJ7JxOt0SUL02kYz57ltG45kNfIUVjuNQmOMEZ+CNumda/YgwrMhZI1SnEuTFShkVhs4QHVMtQStEaQn7bSAcxeMvfY7ZVw+HlTKhMNuGR++eAn+YQYcvIouOlEaeHW/sxPTxRVj7Lt+GcCQqi4oQ1rfhBWnIclHntCemMqd06NDRN+CwkuoOQX2u6lCB3UKqRkL3JKImJYNER0eHGLVAURQWL16M1157rect1iEHB2Q4zKi5qgRmkoCVMirCfBfMHIU3Pj6C6RPUS3d6A7SKB6wCGz84JH5elOfAtZOGyO675KZyBMIM3vlXA8DxiuysKUNl3uSc+TaUFaUhO4snJdHKtdby2Io5/irlxKQhz62eMLbtOoX5M0pFBnPRezIkDQtmjpIdCFfMr0JZcZpYTvHwqU688bEy77k7Y4K0DdPHF+GFTft4wrK4J4owGFCYY+93SnZvoN1LY5MkXxgcsO6Dw/jp98ahIEc9nUAY7zXxlCGW5fBy/UFVMrTbb65AhzeEaycVY42GjN5eU4GsdAtIIxEvUcj/fsMHRxSeNTW5bFMhjuWV7a7PGtuCaEuIopCmMS28rgxlxV3RC5lOCiebAyJhpjQaYt9xD1Zt2SceKkVl20YqjAvL541BYbYN0KqglcQD/+jdU/QyeBcYqUShaBmajAShSKl4YdM+1FWXouaqEs0SmjkZVtmhdtnsSrwiMUxLw+8T59OCmSPx8Zen8Z0pQ2WfL7x+FPIybfAGGFgtvFERAGquKsHZtgDMpBEkYUDJICfKitJw/8LxCDFR/HDeGPwpYc2NMjFZaoHQ7t2HW7HxQ+Wc7A9wWU0oGeRSNUQHaWUkytadDYr0iSU3lWPd+7xBoDjfiZNNfrR7w2BiLOZcPRx0JIZHX/xUtr4IFbCWzxuDP6/7EkyMFdfa4ryu9giGgKJchyLFUxpdJkRpUKQRNVeVoDDXgbR49JUgr0KahnB9YtqcsE9TpBFZTkq2xvgCDApzHBiW5xANqAp0k46hR3bp0NF/YDIRqpHIpIno/sc6Bhz8IfX13R9KPaImZVLLpqYm5ObmAuCJJzmuH2kdlxpqG3UcDptZ9HyMKEzD3G+XYkVtFU8cw3E4etqL6ROKMCRfvVSX007h3Z0nsKK2Cg1xgr53dhzH2NJcGAzAQ0uuAB1h8dsX5Z7i51/fi9lXD8fcb4/Alh3HMWNisUKJFg5U2ZJ3aPXy4ccUaYQvGEG6g9JUzIV0E2k5MdGLmxCmbreQePCZTxTPf2TZZEX+vdSr4vFHRC9lh4/WJtxSg6QNZztCfJiuJybLBR6S70Repq1fev9SgoYSme6k4AsweO+zE2IVkhkTi8FxBHIz1QlZhf6hmRiGDnIhGmPF0GApGdqQPCea2oPYtP0YZk0Zivu+Nx6EwaDIzX5u41eorS7FsEFpmsSSLhvJtz8uQ0GagclohNNGwp2mThBrMRtlf59s8iu81Q8tmQQHZeQP+WxX9II3pPTyPfnKl3hoySSFt1yqbCemZAj3TQYtD7wnEJHdL9NJgWU5nGgO6HnZvQRhTRMMlJkuC2yUifcOmQCvj5e5lYsnYs07+1E5PCfO7ZMJFuopAKEI7+W+d8E4Vbns9NMyhuqPPj+JRbPKQTNROG1m/Hndl6KxS5hPRXkOmExGvjSnCvfDqs37Mfvq4SI/y7LZlbj12pF4doOcZyA30woHZRLlPDfNqpBXbygq9omwJvDRBUT/jZbggJJBTuRmWjGiKANhOipGAJyNl+OUjpMvwICJxmRG60CIwaGTnThx1i/29fwZpZgxsRjeAKNaTUVYX0LRKBZeX4YIwyLTReFUkw8hOopN24+hrroUOZk2hOkYzrYHUDY0A7+8/Uq0doZgJAhs+OCQKA8UacSIwgycavbJymELRqJkaWNCOeSpVQUy46arKA1/+PHVONvm1yalFPaPQAQGgwFPr5dXI5IaqLT0hKSRXTrnhA4dlwTeAK1aNaEg14lshx6NqUMOp82sur47rKnLSkoGicWLF+Pmm2/G1KlTYTAYsH37dvz0pz/teYsHIhLyJvPdNtw5ZzQaO8KwW0xw2U1YPm8MVm/Zj8mVg2R1vO+YXYl3djSgsS2IsuJ03DG7Es9KclCX1lTgfzd/jW9PKEKrJyQjhxTKvq2orcLJJvUSbyzH4bmNX+GhJZMQ0shL9gQiYFlOkfsp9SL/ZME4hcdWUHKk5cSWzxsDf4gBDAZRsRAU4BMt6mX02n20rJypkGYiHPSkSk6PCLcECB4kjbDdo6e9ePylL/ql969baMgmx3FId1C4/3vj0XDWJ7OQWykT3GlmRT700poKvLPjOAC+346d8YqHIMGTJ4zNfy6eiHd2NKDVE8YLb+0TUzHUxr8w1wloHPD8YQanW4OqcnftpGKMKEhTcJ8sm12JN7cdEdt555zR+N8t+xT3jkZjcAmEfRKlmIwfyGhPTHa9NMRZQKIBrqfVHJIq8ML99IobFwQuqwk/WTAOTR1BvLh5v2zdy86wYtPHR0USwDvnVGLt1oPiQWz5vDEoK05H5fAc0eu87YtTGD08C2OGZ2HV5q8VEQ53zqnE/27ZL0vZAIBRQ90gDAQaW4OyFDyBnLLmqhK899kJfGfKUEQYdT4hgTiTZviUpXtqxyoOyCOLM+GwSA57KvIq9MmpFnk6yoKZI5GVbkGrJ9w/oyU4wEGZ4KBMss+E8U70EEZjnLiWSfe3u+aOxqq3+bXkvU9P4Lszy9DYpr6vRaMxeJgY2ny0bE/n03ZCII0EOEDOfzOnEq9I5KyuuhQdPhq+AIMf3jIaMZYViYaFvVIw3GqtJYW5TqzavA+1145ElovClIpcmeFhcI4DZkPXIHpDXcbfaCyG1k5aUT1ISANJTMdQI4JNGtmlc07o0HHJYLeqV02wW1M6NuoYYKCZqCpRdiQaBdCLERK33HILKioq8K9//QtGoxFLlixBaWnp+bT98oSKNV+aN5mVbkH1pGKxsoOgxGQ4zIqKDzQTw7Mb9oj8C5XDc/DquwdlIfTr3z+EqVUFeP71vXjkzsmqRoGzbQGwnHoVACH/tNNP42STX/Pw09gaUHiFpdwQj63ma5tLox1oJopxI8aDIAwYOsh1zt6TY2e8WLv1oEzZ8QUY8aDXYyVHA2r3EdJaaqaVYNXb+/gKHf0xtFTDy9SdbPJGhgbZuK/esh/31I7FK+9+rSqLJ876ZaHliaHBd80djaIcGxZeVyY+myCgKaNWyoRYTJ2hniJNeGKtehiykDbyzdF5eGTZZLR5w3xJuzQzhuU7cbotiJNNfnj8YdlBT7i3aEhQUYqF95N6JxNDnHsjjUJNJu+aOxqEkRD7Xc/LvkDggOx0i6LssCBXN0wtwb6Gz0AzXfwpQv79W/88iuumDBVLCFOkEXfdMhosG8OR015MHVuAN7YdFXlzhuSn4VSzT1UORxRm4FfP71BNe7pzzmh4A2FMn1CET/acwexpw5NGLgnvEIpEZc+hmRh2H25BR44z+WFPo09Wbzkgzm9hT+l3MqiyRvqCEUXa2qbtx7Bs9mj8cukkGAkCR890YvqEIhAGA7LSLPAFGJHHA+AwJN+lnodtIdHiCYvGCKBr/Zo/YwSW1lQqohqfSZCzNfUHcf9tE2A2E2jvpPH//rfLmSE1DJxuC6KsKE2xlvxw3hhYzEb8+NZxfKlPIWIrRePAvbeO06weJLRRlo6hQt6bbH3U1zYdOi4dDDAooqbX9JATQMfAgZk0oV5aZYMD6nc0oGzI2JTvkbKpa9SoURg1atS5tHNgQMOab7eaxAk9fXyRIqT2qXW7Mfvq4TAZDaqeFMHDZrUYMbWqQPz7vc94D0hupg0100oQYVgx190bioA0mdAZoJHhoPD3N/cqlNklN5WLXp6TTX5s3dmg6rVz2UkxnUGrbTQTw5m2IPIybSjKFjgXusJ0WJYTc+6F61PxnqgdbGdfPRyFOQ4ZGaCg5ASZGGyk8dwOgZL7NHnC4DjghU17RQNKbXUp/GGm/ylCSbxM0jBeNdnUKmcXoqNgYqzsGUyMRX6WDfd/bwL+vP5LGVHl9PFFKMxz4J66sSjMscPrZ5DpMuPhO66Ex0cjw6kuo0trKmA1G/HY/+5S/a61U50jQuCyYDkOTe0hmAhDV9pN/HLB6p+VbknKIK+mFAuHUiECRBrinKqynRIkMikYUFa9vQ++ANNtKLael52Acwj91upbluNkPCTStTAr3YKaaSPESDfh+6de3Y35M0Zg7dZDWDBzJK6dVIxQJIbhBen477/vVDU41FWXYv9xvioS7YnhLUkYv5EwoLEtgE3/7CqN+8a2I4qIILWyj1lpFr6sLeTlRlM57CX2iTC/89w23LtgHNa9d1B8534jgxprZGGuA74AI1v/KNKI7Hg+rHRPA/i+vefWKjS1BkVFPt9tw+01FXhOwo3zfxaMQ4zjwIGTRTMAfL/RDKvJcJ9YdeXgiQ6wLGSEl4lG4Kb2IAa7bcmNAWrpYwbgdLMfZ1sDsFtJrHpbTqp9vFG9JLKUi0KRjsFBrILk8Udk0ZKJ0Nc2HTouHfwh9ahpf4jRq2zoUCAYZnDztBJ0+PjKVQRhwM3TShCkezlCQkf30LLmP3Ln5C4PiUDyKAHNxGAyGlCs4UmhSAJZ6RYZqZ80NL3FE8LarQfFMFm7xYRjjV5ZmOmdcyrxzr+Oi0zrQ/LTsO79g/AFGDFkXVrtgifW4kM5h+aNR4ZTPRdfyg2RLLUhJcUiwXtiMhnxP2s+l4Uw00wMwwvSuoi1BMTDi0uKMtHS4jv3Q2D8PkyMU/BZvFx/EI8sm3yON750SOZlkkWlaMimWjm7dBeFWVOGKkKZPT4alLmruktWukVBsifUvJ9Ynq/w9r7zr2MyGTWbDPD4aTS2BWWyCY4n0PGHIppySZFGEAYDDp/qlBkOEg/xUrkfNtiFvAyrTFHXkt3hBWn45dJJCsW+p2kZ3SJ+D8GAIqC7UGy94oYE5xj6rdW3hMEAu8WE+deUyngUAN6wp3VQy3RZ4bSTYkTB2ncPYsX8KpnBQZDx8mGZ+OPaXZg+oUjWhsQwfsETLqxP0VgXv4HTRiLNbpaVfZx3TaksCkpabjSVw560T9Tmd60kjaC/yGCyNVIr6ulEszIVo7EtCKNBTmja2BbEuzsbcP9tE3DwRAco0ojGtiD+32r1aAZx/TIbu412oUijSEaptXYL4ysY01Nen1TmjLSdgHZUm7D+qkaI9WAu6mubDh2XDvY4V1zi/LNZ9GOjDiUcNhIeLy0rZ37HzRVw2FKXF50utZegdnBx2km0eEK8UkDyRHrC/7PSLZh/TSnqqksxojAd7Z0hLJg5SnbdgpmjYDISmD6+SGT1BroOyItmlWPrzgbxsyfW7kKQjinCrJ5evwc/uLEC3xiagSu/kYtBbitunjYcs68ejhAdERVWgYNh44dH0NDoQ2NbEJ5ABARhULyDwBQuKCrvfXZCbIM3yPAeyRCDEy0B2G2k+FsBmt4TK4miLDscFpNqCHOWi7rg+aMBDT6NQJjR+EXfhdaB2h9m0NLRvWx+Y6gb+W6b+P3SmgpYKaNqKB8HoKktKN5TKyLohqklis+fXr8bP7ixAqVF6agoyYLDZsJzG79Cw1kvKLKrFO7arQex8aMjCIVjAAdF+2urS7Ft1ynUVZcizU6K88NpJ3Gy2Y+jZ/0KeRTy8fMyrLyyLpEvQSmWQpDDoiy74voLgeQGPT6ySNoH4kFABwDtA6c3qDKfJesWQRiworZKse4V5NgRDDPY+NERrN16EBs+OAyC4A3H0vQjKSjSiA5fGNPHF4kGQIo0wp1uUVxLGHi7G2kkxNKPWvPp5fqD4j0DYQZWihTb9fzre/HGx0dxT+1Y3H/bBNw5Z7TI+yL8fk39QYToqHgY7u6wJ5U3rfbMmFjcr2Qw2fwSjOS/XDoJj949RTw4a60L/qBy76gcnoNH//FpvK9jePsT3vA0f0YpaqaVoH5HA6aPL5KtXyGawe03V8hk7/aaCmzbdUr8e8HMkXjvsxPi34ltKcx1YtP2Y3hh0z5QZM8OEWpzRpA1Adu+OIUlN5XL2rh83hiMHp4p6ysA4rw60xFWnYttvogs+gOAvrbp0HEJEYnGxL0H6NKvmGism1/qGIjgWODV9w7J9rZX3zsEtgfiopu6eglq1vwZE4vxhzW7RKZ2oazn+vcPKUpU3n5zBRw2QizzRxgMIE0GDM52IESrk5WdavYpIghiLKt5mC7KsgMGoM0XwckmH8wkAcpsQl11Kd6Js2wTBDB0UBpefY9P5zAYDGj1hGS5tII38Ac3VuD4Ga/MayIcdqVkgzxZojyUuCclOVP9TW8h3XH5eGa0vEwUacKv/rozJdkUctUDoRjWv38IC2aOUpWxPLcdja1+jCzOwKM/nIKz7eqpPlrke4Ewg2G5DvjpKLZ/1YRrJhahMNeFxbPK8Pq2owr5HD8qF1t3nhDL5uZn2dHcEcRdc0eDJI34f//7GVo9YYUntyfyeCnlUEB35JY9ycseiEg59FvFe/uTBePw6PIpaO7gD+xGowGd/jCeiVepEO61est+/MetY8GxHF7cvA8LZo7E6i0HFJEIhrghojjPidlXD4c7jRJJjRPnnTAfhdKPhbna5XYp0ggLZYLHT2Pl4okiX8+Js35wHIdRBWk4cNKr+nuaYVOXa5XKRIn3U41i62uQpPDYbSTy3TZZSVOK5HkeAPWoJ5eVJ6NOJHT0BmnFXJUS9lotRsU411aXoijXgZ8vnYTjZzoxtaoAr757CLdcMwL33joWBoMBx854sWXHcTFtkzDwp/dWTxhfHGhSlAtfWlOB1z48LO7LgTADdw+Y8bXmDGUmxP6pnlSM9z89gZWLJ/JEyIlrj8QYIcyrmmklqvf97EAzChM5TPS1TYeOSwYLZcLOvY18lQ06BitlxBvbjuAbQzMvddN09EH4gxHVvS0QigC9WfZTR/dQO7gICqS0lGRWugU/mlelILB87rWvxLx0ARRpxCPLJsNmIVUPJNGYfGfmFWZC+/CiQdC392grZl89XFZbva66FN8eb8TT63fjJwsnqObSPrJsMv6w5gvVw66UbLCxLYi1W/mQ4kCYSU2xuITKSF84hPYWtN5FiAJJRTafXr9bxiVxuiWgKmNGwoA8tx0HGjowvCAdeZk21evcaeplQwUZPdrok4V9Lbx+FOqqS/HndfLc+KJ8FzZ8cEQhl4/ePQUwGMQIm0RPbo/ksQ8oxd3K4zlU8BhISDX0W80r/Njqz/Ho3VOQk2YROQPmzyhVPVQ1NHqxdecJ3PitYQAgGpcFMkRfgME9tWNRW12KVZv34Qc3lKPhjB+rt+zHwuvLZGk5NMNzuKyorYLFbITLZkYkqk7uShgMWFpTgT+s+UJW6SPDaYbDQooeZZddvSzX6OFZmFKem7pcd1OZ6GJEsZ0XVPbBxEoptdWl+P1Ln2PhdWX8IRlKDpLyIelYuXgi9h1vB8vyBF4/uKFcMVdHFKaL/ZSTYVOM88v1B7Fy8UQ8/tLn+MEN5egMMJhaVYCX3jkAX4DBfQvHi3rBoZOd4mv8R+1YUKQRY0tzsf79Q6okw0K1rZ4a07XmTMngdDyy7EpQpAk8cXWWuhFCgsR5pXZfTQ4TfW3ToeOSIBqL4fopQ3GyyS86Sa+fMhTRnri8dQwY2K1m1YjJnpCg6gaJ3oLKwUVNYfMFGIQjycuzST9r84bR4Q0ryo8tvH4UjETX/YUUj05fGEtuKpcZF4TDixZB34raKqzavK9LoQHwzo4GzLiiCI1tQUTZmELJWj5vDKKxmMJLJD3sCshKt2BqVQHavOEucsEeKL4XXRnpA4fQXoPGu3hDyjKVvgCDEB3V9MIK2LqzAXfNHY2n1u2WyV5bZwgvbNonfnbvrWNx9y2jZdUG7r5lDDZ9fERB4PcjiYwK9xWevWozX9lDWv51Tf1BLLx+lCohJUEY4A1ERNmU5liLDPgGIBJlu0hYuzGOXVKlOD6Gf/jx1Tjb5u/f8ngJkKqBMVkkhVA9QoDaoapsSCY2fHAEb3x8FEturMCjL36qaIvRaEBhjgP3LxwPoIsYseGsemnms20B5GTY8NsXP4PTTir2gaU15chOt+LoGb56BwB8caAJp1sCsFImOKx8/sfe4x6s3rJfMV+WzxsDl9WEdi8NwkiAjbHwhxhQZhNvrHNQcNlM8AaUhKAumzJKoD8YbtX2wafX78HDd1yJXQdbwLKQla783fJv4mRzQJX3oDDLhjQbCU8g0lUyE8CjP5yC0608Ee2a+gPiuDW2qpcBPdbYCdJIIM1BgTD4YDYTuPFbw5CVbkWaQ92Q1OYNiZEza98NygyzAMTImRXzq+Cyk/wYClWwIlE4bGbNvVgrAuSZDbsl1aa6ShonPldqvJGS4wkpSIletLe2H1OPWtKhQ8clgdlkQltnp8w5VFddirws+6Vumo4+CF9QXX/yhSIpk6DqBoneROLBxQBVRTg3Q91DLIRhSj9jWeDvm/aJofVCuGY0ymKjJI3iG0MycabVL147++rhyM20ISvdgsFuK8ACHg3mboZhVUNthPDiNJsF2Q5KPNRKS3jmu22KkE1vKIp8tw1TqwpgJgkU5Drxwpt7sfZd9ZKffRKX+hDam1B5F61DmlZUg/T9fQEGw/KdePTuKWj10jh8qhMsy+KFTXLr6OMvfYHbvjMK9946DscbO8GywJp3+ND0T/ackXn0sjMtAKctoyeaVMq/Bhls++KULNKhxRPGfU/+E0JqxsrFE2EyEtj44REU5Tkw99ulfFs44MlXdnV5QPv6+HLA4BwHzAZO/FtHikjRwJg0kkJiXFY7VK2YX4XCbFtX6WOrelSb00YiL8MCsMCJloDi+8S/RxVn4r+e3yFGM22Kp28U5TpgMZvwUv1+VF+hnuohkLmuXDxRPFgKxJkEAVSUuMFxwOHTXgTDDBrbAnh921GVlC159MCK+VUoK07DvoZOrN6yX7xf2ZBMFGbb1Cs29CFoGp58NNbUH1R87g1Fk5afFNdWaRqIlcSqzfvENJAOH43ZVw9HyeA0zQiB+TNKxbEWlP+/vbkXpJGQpZjlu21YNKscp5p9YDkOFKkeFVk+NJOPfLGT2NegJKis39Ggvf5xQIbDLFujBSNNUqOBSvTJ8nljxJQYgUT4ntqxONHklRl/+mtapA4dlyPCdFSVK+xnBRMBfZ7qSICW4dxlS11WdIPEhYSWIgzg3lvHiaXhBA6JWKwrJJci+YoETR0BRWg9wCsvAtGfoHwI3mnaExOV0Xtqx6KNNMLtNMOukfqR4aLw1Hq5V/rl+oO4p3YsVsyvQn6WHW1tflEJkZY7a2wL4r//vrMr1DLuOZs/o1SWoy9l6NZrifcBJJHNREPFHbMr8Wpc9oQDicPCe9Y8/gjW1B/QDGO3mElZCUQAslr1wj2vHs97d7VklGW77imUfwWAhdeVwe00w+0wwxti8NjqzxWy+bvl38RPFoyDJxCRzbna6lKsenufxOOn47JFCgbGpJEU6JoXrZ4w6nc0yAyxBGHAiaYA0p0UH3UDKDzMC2aOxB/X7hLlTWoAUTNyLJ83Bhwn5wRq9YSxpv4A7v/eBBw86cH4UXkKwuO/bPwKddWlCNF8ZFObpDyusGdkpVvgTrPgLxv3Sto3CtdOKlYlRRbmq3AYf2TZZLGfpPO4P6zrWoYnt0u9mlRYI2qs1Ud3GbYSDuJSo0Ekysajug5g0awyRZTLXXNHozDHgZVPyUtjr5Gsk2u3HsTDd1yJAw3tsFKkXHeoqcCiWWWy6LTl88aIxiFvQJ2gUoiM1Fr/HDazrJyo0B/JjAZq0SdPvvIlVi6eKKYC+gIMSKMBhTnOyyItUoeOyxFakdzSktc6dAhgORZ3zK7Esxu6zn13zK4E1wMPhW6QuNAwAEyMr1vPWDne28ACk8rz8MCiCTjQwNcRX/feIdw4dRjmzxiB4nwX0mxmeIMRmEmjKuGWEE0hHKxONqmH/DZ7AjjR5EVhjhNOu0mh9C68fhRYjlP9LWUmMDTXAYLoitxIhSDOG2BEY4TwvfQQqodm9jFwACTROUV5Dvxi6SQ+jNtgwHufNmDauELkZtpgs5iQn2kVlUYp27yaMm+hjKryIpQTFQ5Cja0BZKdR8AYjmiG90t8X5DhQlGMXDSOAtmy2+2hkp1tkxgqpTOqyqAOAwkiX6aTAshxONPOGhrJidQNe4kH0zjmjwXEcsjOsmD9jBGiGBTjgjY+PdnmYbSTAcVhRW4VWTwjRGAuO4/DzJZMQY2MgCCNcNhIsy6nOK5vFhG+OzkPDWb9C5p12EnYrKR5666pHKu4xY2KxaIwAuog5V9RWqc4hacoWzfCphMJ10jSoAB3r84dKLcOTO83cxQnB8VUkFl5Xhqw0dUPF4ZOdoOkYyorSZAfxrHQLqicVK4yf9TsawLIc/vVVI1YunohAmEF2mhVulxknmtRTOYR+b2wLIhqNYUh+mpJ/auNXmD9jhBjNMHp4FgZlWsQ0G5I0wmknQXtisnufbPKhelKxWBJUrZ8SHSfdGQ201mCO41TnTsppkQYlh0dfljEdOvo7tJxDNouuK+lQgmMJbN1xXEGC+r3vlKd8D90gcSFBAF8eaZdFCtw5pxJjSjLR2BbAb174VDbZ39jG5x77gwx+9+JnMg/IuvcPyUJmC3PsGF6YhsMnO/HW9mP4wQ3lqotHTrodxxu9eGLtLtxTNxb1Oxowf8YIpDsssFn5OsMnzvpSDrVJ9C5lpVswY2IxojEO3nAULqtJUykRlCs9NLMPQKMevN1iwrFGr8yDt+SmcgTCDNZuPYCF15eh3UfDQfFLh6Dcr3p7n6ohobkjqCpbhblOzJ9RCsJgAMuy+O2Ln4okgHsONWNFbRUiTAw5mTaseutrWTUZijSiINvGt0GlRKfTTooHJMJgQKaTQruX1jSM6LKoQ4QQSWEjVedHWVGaLMrCG1IeRIUDI0UasXhWGYAoaIbF9AlF2PbFKWQ6KfHeTjuJWVOGYu3WQ7JQ/U3bj4E0EvjhvDEKHpba6lI8vZ7P5S/ItqsaG6RRE1t3Nii88rmZNk3vV+L98t02FOfx8xUA9hxqRoZkrkkr2Gz88EjfT8lTiw6zk9h3XJlqUFbMv0eiAUNMGwsw/H0ke55WOdR7bx2HQDiCb40pkMnIivlVKMx1JE2Vo0gjYCAQjqiXpE53WtDUHsS2L07hW5V5shSNfLcNS2+qlEVr+AIMWJaPVntk2WTNfppcmY+8jNSNBlqpSul2s0a1khTSIjX2qj4tYzp09HPYrCbcNacST0nOL3fNqYTNqh8bdSgRiUYxsTxfJG0W9slINApA55C45GjzRhSRAk+v34NHlk2WET0BEJXZw6e7SGSE3zy38Sv8YumVCIYZZLkoUSlw5DpA03wIZFNHUPVAyIHDe5+dgNNOgiAMWHh9GYLhKJ59rWuRWTBzJBbNKsMbktKKQwal4a9vfIUbvlUCd6ZDbKfUuyQo02sScqkHqyjJgnKlh2b2DaiF1j6xdhfuqR2rCNl+/vW9mH31cFRPKobHF8Zgt6TsU1y5v3/hePjDjMjnIPCMMDFWcRiqjedGC0aGhdeNQs1VJchOt4JmGMy4oli2qC2tqQAAVA7PAUEAIwoz4PFFxBQhAS6rCT9ZMA6nWvyy5xXmODRlsmxIpi6LOhTQmh+JKQnJDqJOO4lwJCYzNtw5pxIAxHvXjC9RzdOdP2MEDAYDfvX8v1F3balmLn9Rtl1xWC7IscvkvNUTxqbtx/DgD65ALMbCbiHx1bE21fnQ6adl+0i+24Z515TK5uOy2ZX4+5t7eWWDYRWHb4EIkmW5vuvRTkjhUUtrePKVL8XxLitKw0NLJmH34VbZGAA8743MUC8h0RVAM3yZ7miMU+zvglwljqNgmBL+/T9rPseMicWq49bUFsTGj47wJZrDyaM1hBK06+PtSFYSlCAM2kYDSdRCZpoFJ5v8qobp893vU52LOnTo6D1EGBYhOio6igiDASE6CoZhUz1f6hhAoEiTXmWjL0Ma1ipACHdNc8gjDQRlVqtOd4SJYlhu3DCgUqc7QMfw5Cu7ZIprfbxSBgDMmjIUj6/+HDVXlcjyQvlQ3QO4b+F4zPn2CFktcyHHvqQgHWaD8pl+OoZfxUm4hHsJyqhaVY4Mp7mLibwvKacDEFpRLKGIer40y3F4uf4gfr5kknL8EpR7t4Mv33n/wvFi6PvYEVlo9dFiRI+gzPMHKKeoMNdVj8SGD/bLZOovG7/CTxeOx29XfSZTqjNdlBipIbRDLTUjmUz2BxI+HRcfqaSmAUh6EJ0+vkiVj+GhJZO6rtM4vKY7LKLROETHtHP5e1Dd6dBJD0oGp4FmohjktisMhd+7fhSYKMuTMddW4WxbAOXD3PjFs/+SvcMzG3hOibe2H8Ot1aMU7XfaSRxt9Mmq8PR1j3a3480BDosJGz9UHwepoV74PPG6CMNqjrcnEFGMI0EYUJjrxOFTndgUXzPVol2kVSqeXr9blnajFq0hGLzOi0hSErXgtJP4wQ0VONnsw9SxBSJhMaTNKIIAAK3TSURBVEEA40fmwO00n9e4pzoXdejQ0XsIR6L4e5yXRgBFGrHy+xMhVtjRoSOOTr96FHJngNarbFxUaOQ3ujVyT90uC1wOSqZYEESXoqIV8qgKSYjxwuvKVD0sN35rGEJ0DDXTSjAk36maT+oNRERjhPCZkGPf7gshz2VRPDNZzn5SVvs+qpReltCQTS1iN6vZpBndQjMxMNHYuZVsBeCykWJEj3DfJTeV44VNe/kqMuNLkJtpRc20Erz36QnRaEEzMRw65VEo1SOKMuQGCSTnkVCVSd0YoUMFSStuCDBA5IE42eQHZU6odqBx+AxH5CV31Z5jt3VVVbKYCQVpoczrnEJ1pwUzR4I0EWKqQL7bhh/OG4OHlkxCmI7CZjHh9y99LkuNAoAHbpug+g4w8JEXTSopWTMmFitK9/Z1j3Yq491d+VjRUB9mUJjjUJTMfGv7Mc0IB8G4lFixIxpjZeXAhWiX+2+bgBAdBQA0dwQxfUKRuGbK0m40ZJBm2POKXhCiFoSUnT+8/IXiXVs9YYwqztCMvkgVKc1FHTp09CroSEzUy4R06/c+PQFaJ7XUoYJEJzsgpP6nHk6jGyTOF0nyG91OM+6aO1rmKbr7ltHgDCw6/TTy3HasXDwRp5p8yEjjS4Gqsa3fNXc0CCMhLgr+cBT+cBSBEAObhYTTRsJBGWUHLruVRJTlMKzAhQ5fBKu3dLVBMFRIvdSUWZt8MNNphZrGku6kkO+2YcYVRUh3WGC1GNHSEUKmk7q8ymb2VySRTS3lOjvDgmWzK/HKuwdl6Tvr3jsoKoHekAq5WEL4Lhtj4Q8xoMwmviSng7+2rDgNjyybjHYfjTSHGYEQAybG4sZvDcPqLQdUlVqK7KqyIYBmYgjHFXIpePLBdNwwtYQn1rEY8cZHR5QKP6DL5EBDqsR4BqClI6TwRMsObwke4hkTi5GdbsPPvj8RT63jSyITKpEKFGlEmt0szr0vDjTh9psr8NxrXZFpd8yuAMNExagIwaCwYOZIDM52yNL2VBE/HEtTDExGg2jQAHiSxF89/288evcUDEq3wBuOioZCaVu1Kk9QJIH515QizUaKBhkhrLdksKt/eLQT5OEnC8aJ0VWqh3UN7glvgOH3XAsJOhKFw2bGoCwbHrlzMpraQzjV7MdbcU6QipJM5GfJOUFWzK/iq7S08OSpLptJtUynsB76AgwaGr1w2MyKiMb6HQ3w+MKiDgGoG7xGD8/CxFE5oCNReENR1XU83UnBzaoLmWD4rRlfohqmK0Ri9obRoDtDkA4dOnofaU4zbvxWCVZv2S/Zh0Yh7TwNjDouTzhsJiybXYlnJFU2ls2uhNOWupnBwHHcZb2kt7X5wWpsqproAaOzN8TIymACkvJnNhJHzvhw5IxXVNaG5jsQCMdkg3bH7EoYwMEXZLB6ywFRwS3IsaO5IySSZwmkgw1NftkiUVddioJsB0oGOQHID6G3fadMpjAI7Zt99XCxNGhtdSkMBmDNO8rrVi6eiKrSHLS1+ZUvTwC7j3bIDC6ytmgo+xeKLTs724mWFl/v3KyHzz0f9EhGe0s2JV44TyCCdIcZp1sDeOLlL1GU58C1k4bIlN266lLkZFphp0j8+h+fyg0cxWmiAi3wiryzowHVk4oVucRmEyFT+lcunogjpztVZVRQapfcVI4NHxxWVJpR9bgagV2H2uWL4pxKVI3IBJT2i36F85HvCyWjl2rO9Rg9IMYT5o1AjmomCQzKcsBuNSLNzs85b7DrGimpo8B5YreY0OELIxrjFIa2+h0N+MEN5cjNtOJUawCdPhqdAUbcIwZl2fDSOwcU8r5y8UQUZtm62pu4FthMYmWFdCcFgjDgvj9+DKedxHdnluEPL3+h6JZfLp2Eoiy7dv9I5ra4X91cgQgTw9837YPTTiqU1uXzxmD1lv2K9j+ybDICIUa2bknl53xltEdyqPG+hTl2tPtoMWWi3UsnNbyebPIrDAf1Oxowb0YpXtl6EEyMxYyJxSgZ7EI4wvNSCPt7Ya4Dg7NsaOkIy9bEB79/BR75278118Pa6lJwHCdyk0ivuffWcfjL63sA8JEqBdl2hCIx2Vqutg5rjfW9t45D6WDlXu4NR3H/n/6JmmklWLv1IBJRV12Kwhxn76XpSPcqDXLNC70WDdQ1VG/f+eFitq83ZbTFT+Pnz/xLscb817Irke3QSSSAvi97FxMhNoZjp3041RwQdZmCHDuGDnbCShjF65LJqB4hkYieMDobAH88FQIAvjjQhLGluWL5MwCyfHYA8Rx5OanVsxv2YEVtFVa/cwA1V5Vg2GAX3GkWfH2sHeFITAzHFEgHBeVP+P2a+oOorS5FupNCZyCCk81+MS0jzU6pequGDnahrroULAuxpGKiR1DIsZeW/ZTCG2AUoblr6g9i9tXDkZ1uUR4Wdbbs80Mq/SdRmIVyb050VZ0A0FXmTRIx0OaP4ImX+RDjsaW5ivQdQcbyMg2ylIon1u7CI8smK0j6aq5Ses4E+RXmy3ufnsDT63dj0axvqMportuGmqtK8P6nJ1B37Sj8+dUvZe+tppS2dUZEY4Rwn2fW78HPl0xCfoZFl7MBip4Q4wneX9oTw3ufncB3pgzFi5u/FiOGyoZkwhhPsVPzEP9l41eorS5FbqYNzR1BPPiDK9DqCcNMEmjuCIKJsXhs9ed4ZNlknDjrl+0HQNfhc+27XQc9muFLJ0rnuTRC48ZvDYPLbpZVdFoxvwo/WTAOR8540dSuXu1G9GCref/jKU3C561eGodPdSIcieIfb+0X3z9xP3rylS+xcvFEWSWJO+dU4vcvfS6rFFVWlNbbw5wykslDUbY9JeOM2l4uRAc8s36POIZr6g/IrqU9MdEZ8MiyyTIdwWkn0dqpzj01dLBL5O6YPqFIcY3TTgLgMH1CEQiDAS47iY3bjmBK5SDcU1sFGIDsdCsoE4H7nvyn4t2FdVwapn280YtBbqsiNU6IWjjZ7FeVq97gjpBBj27ToeOiolMj/bXTH9ENEjoU8Pqj+OPaLxV7wS9vvxJWlzHJL7ugGyQS0K3iGj/w+UMMOvwRMU80322TkUJu/PCIak13luNUJznDsJg+vggEwXNPtHhCMs+aUHqRg/rvM5wWPPjMJ4oQT6vFqKowGACYSaPMszcoy96jHHutfH2W41TDc3W27PODVv89smwyr/xBabBYPKsMkSgrk6XCHAcGZdpkSp1AwJqVbklaEvD4WR82fnhElC8ACEWiopHBbCL432rkLp9o8mLt1oMyGbVZ1HkrBOb4uupSDBvkTKlmvRaRbFN7EHbKqMvZAEVPiPGkOeuzpgwFB2D+jJFoag9i684GbPjgCH54yxjku22acp7htOCJl9UrEQly3+YNa+4HBCFvv2g8iO8/rV4aJ5v9KMpzYHLlIIToGFZv2aO6thoIA57esFs1FTAxJUH10CfhDFpTfwDzZ5R2tVnj/TmO60oftJCiMSKxbdmpDV+vI5k8ANBcZ6Wfa42d2CcSO77WtYnr1fTxRZrGI4vZCLuk5J70mqx0C09c/VIXl8PC60fh2+MLZdwjd80djSyXupOizRtWjfjJc9swemiGgsi4rCgNhTl25LltCgJTmTGim0iePleBRYcOHbCY1c8OlDm1w6WOgYUODd27wxfWSS3PFUkVV0lt+sRqFVOrChRe5ZNNSu+BVl6x027GxvX8pr7hgyNYMHOUGOVAM3zpxZqrSlTvSZFGNLUHFZ6a+TNGoKk9qIh8qKsuhc1iQv2OBpENu2xIplhxIFUvhBbZFGEwqOaO6mzZ5wet/vvsQDMKc5wYnGVTKNKdAUbhxZOWsxPgTrMg321D9aRitHhCquM6JM+FEM0bH+p3NOD6yUNAGAz4v3/r8oTeu2AcKNIo/ibxHgIXhCCjtdWlsFtIhYwuramA1cynFhVkO2A3GwHS2K1sahHJUmajLmcDGD0hxhO8v6ve3ge7lcTzr+9VGBP+9OqXuPfWcTje6E26HquV9Xw5HkXmdllwvNGnPtfy08TPxYggO6kIqb9v4Xj8btVnmtWZPIEIstIs8AUYvLX9mEiUSRgMyHXb5PwBapAcJu02kjfCQD63tfpVMG6caAnI0jekbbtUSCYPWuusmrFT7R7ggHy3DcV5TsyfUQoAsFLqyr2Co8MAbN3ZoDAeLbmpHM9u2INp4woxa8pQbN9zRrZmzphYrJCzVZv3Y/bVw2WfPbVuNx78wRWoqx6Jz/afFSM6CYMB2elWzJhYrIj4eWrdbnWnAQc4KBNGD83QNhYnRPXlu22YP6NUEcmjR0nq0NG3YKFMqmcHK6UfG3UokZmurntnSgsidANdshKQTFGReagTPUMqnqKtOxtw19zReLn+gBjuO6IoHd+7fhQ2/fOY+NnI4gysrT8gUwJWb9mP+TNG4MXN+8XPBGVlwcxRspzdpTXleDkhj5NmYnCnWbHlk2O4YeowWS3hQVl2DHJbxbKM51pxQI1sSuCQUPNg62zZ5wet/mNZ3qN338LxChlU88w57ST8dExGQBkIMVg+rwpPvrILTIxVKMS311Tgxc1fiyHXQkj6Ey/LDSAvvLkXd84ZjbVbDyjuIY2qEK7PybAiw0miKM8lk1GnjUSag0RBtr1H5GVupxl3zqmUKbxLayrw5rYjWHZz5Tn2vI7+jh4R48W9vz++dZwYdQbIQ/LXvnsQp5p9oEgCS2vK8ZeNXUaLZbMrsfodft3WiiAozHXA7TKjZJBLofQtmDkKZpMBj/5wCu9Fjq/P3gCDVW/vk1XfoJmYpmEg322D3ULC46excvFEPL1+N9a+e1Bcp//f/34mchMJ6RNST7bRaMCR016Z9/vOOZV451/Hxbn93qcnkpN/om+u+0nlQcNpkGg8UHv32upS7NzbiHnXlIprI0UasaJ2jOrz3C6z7HPCYFA1HgVCDBrbgmA5DmvqD2JFbRVaPSE8tGQSX24tElOVMzaBIoxmYthzpA3bvjiFud8egeck3BIlg1woG5oBlutKqWv18EaYVi+tHdGgUlFJID62W0mseruLTHVqVYG4Ngvt0aMkdejoewjTDKi4U0jQyyizEWGaAXSdXUciOGDxrDIZH1aanZRFCnYH3SCRgGSKyonmgEJJSfa3L8CgZLALtdeOxFMSVu3/892xuHXmKPwpoSxYS2dYVuow3WGR3RscX/brjY+P4Gffn8hXIIiHVakxpJ9tC2LRDeXIyaDgsJqx73g7WJbD3zd9jQUzRyHDYRarH5yTd4KT5xdbKBNcVhMcFvX76WzZ5we1/pPWoLdSytSHxIgcIbT3V8/vSBpOLlWIK4a58dS6L2Uh1y/XH8TPl0xSKMGNbUF4A2FMrSqAkQB+9v0r4PGFYTIa8eLmr2VlBSnSiFPNARRk2VE1IhtGwoD9DbyMvrDpayy8rgxlRdaeyQYLjBmeiZ8vmcSHPpuNeHPbEdzwrRJdzgYytDgSklSqCIQY1UMeDLzsRhgWa989iKx0C1Z+fyIYhoXNQuLQyQ7Zeqy2Twx289FoJYOcyM20YkRRBgIh/jdnWvx4buNXcflPE0t7+kOMgih2aU0F8t02RXUmwRMtTeP74bwxSHeQ+PqYR1Zl6Ym1u/Dfd03B2baggtAwkSPo6fV78MiyyaCZKE9SGWbgtJkxsjgDwXBUtQJI0nX/UiGJPGi1N9F44AswKMh2iPcgTUYcPtWBG6aWKAy1T7z8JX63/Jt49O4pCDIx2EijgqPDE4gg00mhMMeBJ9buEo1HtfGqWIIOQDMx0JEYvjEkEx4fjVZPCNkZNs1oRSkokq+QMrWqQDRGALyR+lSLX3Uv8AUYHD7VKfJeJI1oUOE5klYI0TLQ6dFrOnT0LZAmE97YdhRTqwoAA8CyHN7YdhQrasde6qbp6IMIR6KIRFkxIpt3rozkq+GlyDlyQQ0STz75JDZv3gwAmDZtGn76059i+/bt+PWvfw2apnH99dfj3nvvBQDs27cPP/vZzxAIBDBhwgQ8/PDDMJlMOHPmDO677z60tbVh6NCheOyxx2C32y9co5MoKlJPT6ICuO2LUwrP7Ir5VYhFWdEYAfCb79HTPk0yLIHIjCKNsFJdoe9S77IvwODrYx1YU38AAH/ITPTSdV3PoWxIpkgwJo7NK1+KaScphUxqVXdQ8Y4kq66RZidFRbbbQ4EOOeKy+ciyyfjsQLNISCqUxnSqKNIlg1yyz6ShvVrh5IIcCgpx+dBM1ZBrbzCiqgQHQjGZHP/s+xPxxNpdmH9NqWr4+6jidHiPteHXL8hlNGXPmYps5mdYYKf4NI1lN1d2lefT85YHHhLkoyjbLq5dyZAsJS1xPd53rANXfiMHHn8Eb3x8NPUIgnjYO8ty+NXzO5LKP2U2qRJo3nvrODz+0ud4a/sxPsUpx4HcDKsiuuNPr3yJld+fiK07G2SGQZrhOVYS072ON3aqHh4DYYavzAHALZSAM5BiH8NgkM+vnhqDLhaScGZoEnzGyxa3ecNwuyxwu8xiZKFQ0UjGsREHzcTQ7qNRlGVHSVEmz8yuxt1h4Hl4aqtLkeG0oKk9KBoFBJkTUtBaO8NoOOsDZSbw1ze+UuUICYUZWepPXTWfQpJoGJg+vkgztYgiCWyKy3p3EQ1qPEdquk1fipbRoUOHEqFIVGEAr60uRSgSBaCTWuqQgyJNIlcdIET6H8Avb78y5XtcMIPE9u3b8fHHH2PDhg0wGAxYunQp3nzzTTz22GN48cUXkZ+fj2XLluHDDz/EtGnTcN999+GRRx5BVVUVVq5cibVr12LBggV4+OGHsWDBAsyaNQt/+tOf8Oc//xn33XffhWo2Dw1FReo5EXDvrWPhtJnhtJrgsJoUSkxiVAWgTXAlEJkJigNpIrDwulEoyHHihU17xYNnYopGqycMf4gRQ6vAQVRiWBbYd7xd09OXSsgky3LnVx1DozqEeDDQkTo4Pi2hMMep6E+HxaSuMHMQ5TIak8iehrdKKodLbipHjOVUlUiHlVQY4dTSMiJRFr4Ag0BYXUYtlAm7Dracm+csSeURqZKfmHuv5y0PEPS0sk9CWcdEA9/Smgpkuiz4y8Y94nosNaylOyllyD1hwCN38iUv7RYSdCSq4G7Q4i1o8oRBGAk4KCO8QfVrTjX7xGcBfKqGL6B+bUcnjRu/NQx/e/NrALwxe8bEYsRYTlY9BwBYLsXDYyp93N+qJKi1N8k6kjh+av1mMBi6DV/1Bhmx6kZWugXXTx6C22+qQIwFzrT6MWNiMQZl2bBq8z4xfW7JTeUgjYQizcNEGLDug8NdssEBm+IVOixmQsFdoSYvwwa78OxrexQGLIFTK9EQrCXHwp6i5bjpEwYqHTp0iKBMRpFnTlg/6nc04Ifzqi5103T0QXT6adW1vzNAX3pSy+zsbDzwwAMwm3nlpaSkBMePH0dxcTEKCwsBADfeeCPefvttDB8+HOFwGFVVVQCAOXPm4IknnsC8efOwc+dO/OlPfxI/X7hw4YU3SGgh7jn53fJv4mijT8EsLTsExa9X87JpEVsW5bowf0YpTzCVacVf39iLxrYg8t02LJpVjlPNPkQYFv4Qo0jReOdfDbIqH0K4zBsfH8X0CUWa5FtA9we/xtbAeVXH0Ktr9DK0PHjQVpgFufSGozJZUJOLipIs1AFgWWDDB4dx87QS3HFzBZ59rUu2ls2uxOq39+GKinxxwyrOc2LV5n2KtIwsJyWSBKpZ3P1BJvXDTwJSkS1d/gYuejT2KgfrnywYh0funIzP9vMRSS9v5aPSZkwsRna6VebBTrebQRi6yidL+RooE4HmUBS/fuFTOO0kZkwsRmGuA4Oz7HBZTZrRGMfOeHGmxY+h+S6YjITqNdEYJz7rzjmVyHCQMBLqe8zZ9iDKhmTwEVVJUrZaPWFs++IUltxULotqUjs8DpT5lew9E6MnE/uttroUT6/fjfsXjk9aWUR6oG/1hLH5k+OouaoEqzbvl+zro8DEWLENz7++Fz9dOB6/XfWZLM2jpTMEX4CRlY8V9n0jQcgid7R0EpuFVE0HzXRSirmyfN4YTVLh8SNzMKo4g9+r7GTq0TJakZk6Lns4XVaQJqLb6yLRWLfX6Og5SJLAtZOKFaSWZrL7MdEx8KC19rudfYDUcsSIEeK/jx8/js2bN2PhwoXIzu7ajnNyctDU1ITm5mbZ59nZ2WhqakJHRwccDgdMJpPs857A7Xac55soEWn2K3Jrn1i7C3/48dUYnCN/XrTVj9trKmTkUYOzbPjR/Cr8UbKZL5g5Ek3tAfF3NorEwuvLQBAGNDT68JfXu7wU+W6bQuFZNKscwwa78NCSSWhuD6LDF8YbHx8VFcu7bxmNP0t4LKSebIo0Ij/LgQgHtHtDyHRZkZ9lB0Hw7pw9h9W910EmhpKizG7762yS3w8tyEBja0D1ueeC7GznOf/2UuFcZTRRsT3d7FdVmKVy6WY5McRbLZx8yU3l+NMru2QpGn9942vc9p1R+PlSXrYyXRaseWc/9jV4UDkiR6w2k5VuUZSMu/uW0RhakIGhBRnIy7LjqyMtWFFbhcbWACIMi/odDfjed76BbV+cUoQc/2h+FYYWZACApowkky1BNqXXZKVbMH18EWAAQlEWQ92O85K3i41LJd/JZLQvzzkt+ejwRzC0IEM29iebfIr589jqz/Hfd09BTqYNz0i8ujkZVrzy7kHRS33vreMwtCADe4+2YpPEUy14pYvzXVj19j7UVZcqKnfce+s4TCrPE+dl4hrtCzC4p3YsWjzKiknfu34URg3JxLDBLrjTrBg2KA0mEwF3Boe75o6WGc2F+w0dxBPIFuY6FFwHQnj9xo+O4NpJxaj/dwNmXz0cRXlODMl3YXC2cr4IfSzMLTNJYFCWHe2BCCwWc7drem/Jz4WUQ5blsH/3Gc21pnxoljh+rZ4wQjSD+TNGIN1hgYUyorkjCCbGIhj/vVZbI1yXYSAr3YLv31CuGKPVW/bLUiBoJoaTLb541ZdOsCywc28jbrlmpEIGltxUjhDNYFC2A89s2C3KKUUSWDBzpKw8dF11KdxpFoVc3nvrOJhIk2KuPPnKl6irLlXI6L23jkNpcaZMBrLdqfX5J3saFc+eXJmvKU99eS3qr2socGnaF2M5PPT09m6v+9WdU/T+6yVIZfTA6dPYe7QVKxdPhDcYgctuxhsfHUFelh1lQ1KYwAME/WVsLzR8jEdx1r29pgJmyphyH11wUstDhw5h2bJl+OlPfwqj0Yjjx4+L33EcB4PBAJZl+XDGhM+F/0uR+Hd3aGvzg2V716R+tlWZhkEzMZxt88NskD+r2RPGuvcPyRTUt7Yfw5KbK/HzpZPg8dEwEgase/8QDp3sFH83f0YpNn54BLffXAGXvctLQZFGVEsUxeEFaRIiMQ6DMizo9NFYu/WQzKPy8a5TWFFbhQjDV994acs+MeT4JwvG4fBJj2bIbabLqu49IY18Lmw3sKmQLVKkEQ7KhI93ne61UPrsbGdK7eltnO+C1Fsymqpclg52ih4qijLhp9+bADoSRYiOwWEjwcRY2cEdAKIxFnsOt8FMEvD4aexr8ACAjEul1RNG/Y4G3HvrOJxq9iEa4zA0z4m2Nj8AIMNmQlaaTcY+v3hWGdo6Q5g/YyS8ARrzZ4wAE2XFMrRt7f6k4eBasiWVTeEap52UGUw2fpgif0ofwfnI94WS0Us151KFlnwcOOFBMByVjf2ZFr/q/Glo9OGVdw8mhK4ex49vHSfjwmlr94M0EpgxsQgsx88NgI+mYKIsFt1Qjqa2gGiMEO7/+Euf49G7p6B0sBMPLZmE3YdbxX1CTJ9gWURjLPLcdtxTOxZnWv2IxjhkplmQaSeRaefD57882Cx6kocNcqmmSJ1u8WNN/QFNroM8tw0rF09EpovC0EEumRdbmMuJfSyUDE6Mfnpuwx45OWcCpPJzvjJ6IeXQG2Jw4qx6iVYbaURbm182fkPyXAhFWN5AwPGpCrOmDIUjXjJPq61mAmJlrupJxTjZ5FMdI2nqhxBd2dDoBWkiQBAGfHtCEX77Ih+NM/vq4cjLtKHNG8KGDw5j4XVlyI6XgpVGT+S7bbindiyOn/WCMBhgMRtxpiWA0gJnSqmoNBNDKBLDFweacE/tWBgMQFYanzaoJjcAkkZAeEOMaIwQ7v/4S58jL0M98uZCr0UDdQ3t7falGvkAA8Aw0ZTuOZD6r7tnnQ+kMpqTacWVFYNE/jnhgJmdYe3T/X0x0dfn7sVEY0sAe4+24OdLJsHjp5HuoLD138fhsJFwkkbxumQyekENEp999hlWrFiBlStXYtasWfj3v/+NlpYW8fuWlhbk5OQgLy9P9nlraytycnKQmZkJn8+HWCwGo9EoXn+pkbQ0aEiyudpMCIX5cl3Cxp+VbsGcq4djz6FWmRfh9psrMGV0BJv+ySuNApv2c6/xZFXzZ4xApkseInzzVQ4My3PICdpUwvlDkShGDnHLDoJLbirHLdeUwu3kc3sEQi5AGXKbn2U/r+oYWqzlLMsNiFDfi4WUy+txEFM8vKEIvAFaltN7+80ViMVY/PWNr8XP7pwzGh9/eRQnzvqxorZKfE6rJ4y3th8Ty4CebPLjL6/vEcsJyiquJMgmRZlwsKFD5pVbclM5CvOcfM4ZyyulyWQklcotwjUnm/0KUkBd3i5vJKtM4wswsrFXq1JDkTyBYOIaPn18Edq8YeRl2vhDFJTpHrffXAGzicCfXpV7qJ12ErSn6xk0w6fMAfw5c+OHR2RtyHfbwMQ4mZGZ93RHURAnl1Q12hWniRUbpBFLL27eJ3s/RVpHWxDPbNiDR++eIpJXJlvnXVYT7pwzWkacLI226HNz7BzSADz+CLbubFAljvSHGJHI02ExYc+hZuS77Xh6vTw65Z0dDRg7Iiv5gzigpMAl9mfNtBLVMRKqZwj3bjjrFfWJ+deUYs07/L9pT0ysjnFPbRXunDMahdk2gINiXiyYOQotHj4yjmU5rPvgsGyOdJeKSpFGWM1GTK4chD+8/EX3TgYt7pHiNHgDDM52hBS8JsJc6TOypKPHIE0EHnhyW7fX/eZHV12E1ujQAhNlZZV4aCaG5zZ+hYfvSJ2kUMfAQa7bhvKSbPxXnJxb0IFyM20p3+OCGSQaGxvxwx/+EI8//jgmT54MABgzZgyOHTuGhoYGFBQU4M0338TcuXMxePBgUBSFzz77DOPHj8fGjRtx1VVXgSRJTJgwAW+99RZuvPFGvPbaa7jqqku/SGkdglo8Yfz1zb2YWlUAggBGFmWgtTMk27injy+CN8Aoqmw899pXmH31cMyaMhQ2iwmvvHdI/C7TacFT63eLucfLbq5EuoNCIMwoyNEAdBFyxUmnoiwUB7HnX9+LR5ZNhstK4kSLurdD2PgJwnB+LOkanAdaXhZd4Tg3dHs4FxTxQAQGgwFPr9+NqVUFYsoFIJdF6WdPr+fDew+d7ERja0CmmPsCDHIzrRicxZeeqywZx5O8qpV/lchms5dWsPIKctkd2Z8oI6kw+MevocxGXd76I84njzw+9g8tmYT9x9uRn2VHc0cQ0ycU4b1PT8jG3mkjFeHmtdWlaO4IysLoE9OSVsyvwuAsm8JwpjaPnn99L2ZfPVyskAR0ER7e/+ftcNqVbVg0q1zhKX7+9b1YuXgiHBaTJrfB75Z/Ey67GctmV8JCGdHSEYI77hkHoKgUJTXW9GhecHxUo5Ynv0/NsZ6SnMahSlZqMKDTT+N/1nzRdZ8haZg3YyQe/cenqsYZwfCUrH0nGv042cxHRqiN0YKZIzE4y4G75lQgz+1AuzcMq8WEZbMr8MyGrzQJKo+f9WHjh0dEA0PiuukPMfh/qz9XNElt7LQMfSzXZTgTnqtlkFKT21Vv78OCmaPwZEJJdGk1qQtSkUPnqtChQ4Z2rzpJYbuXRo5Tr7KhQ44ow+K5175S6ECPLJuc8j0umEHi+eefB03T+M1vfiN+VldXh9/85jf40Y9+BJqmMW3aNFx33XUAgMceewwPPvgg/H4/ysvLcdtttwEAfvGLX+CBBx7AU089hfz8fPz+97+/UE3WhspmlbiZE4QBv/7Hp4qw1dtrKrBoVhle2LQPNMOzTWtV2WA5DmvqD+In3x0vfk6RRtitJH6+ZBJ8wQiy06042xaU1ZdXVagkilfNtBJRmZaG4dNMFIA5Nc/6+bKkq/w+ZY++juSQyGdhrkP9cK5RH55ltWUx8TMzyZPqRRgW23adElMzivOcfNnAl79UyqRGe/ed6BSVbimcdhJ0lMWJlgDSnRQyNYhyeiybHB8+rMtbP8M5HiBliEcEGQmDLEqsrroUmRLFykEZUZDtENMchuS58OLmr8HEWPFQOH18kWqUzU++Oy7leZSbaRPlUPCyH2/0wmkn0eoJY1O8fGdJQRqslAl0JKp6by6eiqFmtHPaSQXxcm11Kf538z4snzcGT77ypZhi9fMlk7DnSKuijHDK88LAp1JqeczrqkciGuPgDasYzy8yzpWA02Uzif0mJSt94+OjAPj+Ptnsh5kk4AsyquNFEIDdQiZNzxPaJ0RGCBFoNVeVgCCA0cOz4fGF4Q/RIE0mWTj1stmVuGN2BbLS1FMshajLsx0hMaJDtm5qjKGqHCQYgkUD99iClI2+anI7tapANEYIv5XymlyQihy9scbo0HGZIcNJId9tw9SqAvHMsO2LU0h36MYIHUq0doZV1/5Wb7irPHg3uGAGiQcffBAPPvig6nevv/664rNRo0bh1VdfVXw+ePBgvPjii73evpRBACdbgth3vB1mkoCxiUBWupVnR7d1lRU81uTH1KoChbL6XLxO/IraKoQjMWSnW/H1sfakCsOR0x5cP3kImCiHQdm8Ry8aY/G3N79GXfVIRXSFmkKVqHip5fgW5jgwKB5yfD4pGeeKS/Xcfodk3pu4MrXq7X1dkTnFGchKt8BuNsIb4H9nt5Kq9eHvkaRfCJCGBEs/G5TlwNKaCkRjMSy8vkzkieAAvBhngRfunUqt+sRw5Kx0C2ZNGYpfSUK+Vsyvwk8WjBNL4Z2PjOjy1v/QWxUc2BgrRh0I91lTf1AeQs8BJYOcyE63wBOIINNJYeF1ZXhi7S68FTcSFOY6VDddrQoYavOo3RvC7KuHoyDHgeaOIFa9vQ++ACPzBK+pP4BfLp2EQekWRWUc4T7CQVHNsDtjYrGCeFk42KU5SHlp4DQzPD5lGeFU54U3yODp9bsVnvxFs8rARDls+EAeTXIpD3rdRlypIV7uUyCTJAigbEgm/vjKLrR6woqombrqkarjNSQ/Db9/6XMsmlWO0gKnuDYL6Z3SNIUvDjTJuHk2fnQEP5w3Bi++tRctnWGsmD8W//dv/5aN7zMb9mBFbRWeXr9bNJ4kRhlQpBFHT3vx+EtfYPm8MSgfmg6vX7vM7b23jtOWA6kh2ADcv3A8AnRMkXJEkUaYTEaFQUq1AhmhHt1RUsAbPy7EWj1QqsTo0NETUJQR864pxTMbutJ5l82uhMVi7P7HOgYctBzMafbUDVgXnNSyX8MA7D3ukW3sddWl+Nube8Uc+bLiNJxoCgAwaG6mp1t8oCMsCALITqdQkG1ThOUKJTop0giWBXIybLLnLpg5ElnpFpiMBg0rFA1/iAFlNiEQZkCajGKu8nufnsDSmyoVYb9PvvKlZvjmRTmkpRJuP9DRjffGG2RUy2kuramAzWIUoxa+d/0oVblp6ghiaU2Folys2dR1wBIUWqvFCILg0Ngawd/f7GrP8nljVO/d5qMBICWlm2ZimDGxWHFoFBTDXpERXd76Hc7pAHk+90mItpHKi91C4lijV3XTPd7oVV3TyYR5tLSmAmk2EhRlQpCOwhwnd5MaDAQPPGkyAoS6Ia2uuhQtnnDcKN71vbSkqJaXPsZCGWFXnDAv7KT8wJwkssHjj6CxLSh68s0kgfwsO1x2Mx75679V5/OlOuidS1Se9MAq8IjUVY8UU18So2a27mxQrV607n2+KsvjL32OlYsn4r//vpMnnZxWgjSHBaea/di6s0E0Tn2y54xoACnKdcGdQaFyeA5voA6oy7PBADAxFhlOMx69ewpOtwVxsskvcqZIU3KefOVL3H/bBDG9hCJ5gmupHAwtyNAmpJRCmDd2UmEMqasuxf+s+bxLZ4rvXWpyXTYkU3V8LGbjBVure2uN0aHjcoIvEJGTOQN45d2DuGvuaKRT+tFRhxwOm0m1yobTlrqs6FIlRYInGhynCB9cI1Ean1i7C7+8/UqEGRYbPzyEW2eWqW6mg7OdstJV/1E3BiMK03HvrWPBgS9p+MbHR0WFoX5HA6aNK5Q9d/WWA6irLkV+tkP1Gadb/IixnOxQWlddik3x0p4hWj3sV5qLf14pGeeKS/XcfgIt781DSybBYTHBE4ioRub8ZWNX/npWugXDC9JV5YZlORgJyErGvf3Jcdw0dRjmzxgBmmHjVQUa8MN5VTh6ulORI5zIkyLc22QiRLLUfLcN82eUysgza6tL8fXRVqyorQId4St8aMloUZa9d2REl7d+hd5K6zrn+0jk5URLABlOSpVnQlhnhRKZJ8768MbHR0EaCdx76zjEWBYeXxgEAZxuDch+v/D6UYhGWYQiMQzJd4rRbE++sgsLZo5CeXE6CnPssooZmxJIOcuK0vC75d8U0zS0yBBHFGbg2bjHC1AjiSXFiABVIyiU0VpC37Z6wuKBnSKNuG/h+D530DuXKCm1A+vWnQ1iSc1EzgYh7UZY187GCVGlxIyHT3lQV10Kh80sMwYLBgNpmsKSm8rR4Q3BajFi265TaGwL4qffm6A6vifO+jFrylC4bGY4KBNchWkY7LZhSL4TR097ZZVbaCaGgyc6xHs47SSOnPHCQBiQlWaBy2ZCY2sAZ1sDqfEqqESSDMlPw7r3u95dZpBSMxCrGDRqq0vx9PrduH/h+AsiN3rqqA4dSrAsp1o5KdbLVQt1XB7gYhwIArindixCkSisZhPCEQZcD+RFN0gIUPNE11apKlRdHAwxtHvDaPUEMbE8H0+t+1IRtrrkpnK8sEle5u1/1nyJX905GbFABLEYi9LCDBi/BQRCMdTvaMCcb4/Ay1sPKJ6bk2nDC2/uVTxjaU0FvAFacVBcU38QtdWlAICm9qC+6fZDaHlvdh9uxcYPj2Dl4omakTksx4nhxGoh1UtuKke+24ZH/sZ76mZNGYq8LDuGDPoG7BYTnl6/G41tQTHP3WUjwURZxbPAQXFIq6suxfEzXvHaqVUFojFCaN/L9QdlNe61Qp11GR246K00m964T7qTwtEzXsVhU3rIW1N/AN+7fhRIkwG3Vo+ChTKiqT2AYYNcaGj0wReMKlLuVm3ej9lXD8farQfFeVn/7wY0tgXFKDaPPyIjwhQgNSizLCemaSSSIea7bVhaUwkmGsPUsQVJKxckC2E/3RpUrYqg1rd9krOFU0a90JGoOjl0HGoHVl+AwbB8vhymNE1B4GkiCMBhJeFOs4ghzwIEJ8XxRi/WJLDYS6Nk8rNsuPfWcXhh015xHRYMFhs+OKTwRkmrxyRW83DazDLyYqEdLMv/W42s9c45lVi79aD47O7SbdQiSSjSKJIhC+8oM0glGohZIMNhVpRJb/WEL5ghS0/l69+IxVhkZtq7vY6JsvB5QxehRZcHLGaTwtH1cv1B/PJ2vcqGDiXavTQ2f3IcN08bHl83OWz+5Di+O3OUWO66O+gGiTjUlLCTTX5Nrgfh3y4bCYc1DfuOt2Pq2AJZmOXoEdk4dKIdjW1B2bOcdhJnWgIywrElN5XDZCSwbPZoNJz1iuGgAvLdNljNJkwdWwCAQ111KUKRGMAB/lAENKM8KNJMDIW5Tjy26jM47aTiQKpvun0fWt4bgW/k6fW7sWz2aNVr7BYTvn9DOU42+RSyWZjrxKrN+zB/RiloJgYnSHAA/uelL2QyGQgzoCMshuU74aCUIbVZ6RbkZtpwpjWAe2qr0NQRRCgcw6btxzB9QlHXi2gxvzd2Jg111mV0gKO30mx64T4uqwm5mTb4Agz+9uZeLK2pVD3kCRFxQvrEoGw7jCYCdqsRgXBM03go/Pv51/eKhzjhAJeKF1dqvJSSIZYWpyMQYvDbF7tC8zUrFxiAls6wLExXMF60emlNQ4Vq30JZWrJPzOc4yenp1iB+/cKnsrapHbi1DqxCFSGXjcSK+VWqqXMLZo7Cj28di99L1tUfzhuDFzbt1SSAhCFebpY0KdIspQYL4DgeWnIFOv0RhOkYOgO8gclpJ+GnYzKySSbGKlLzltxUjg0fHAagTDvh95Y94rMSI2nUoGU8h4RGJRWDlEPDeHLBDFl6Kl+/htFI4IE/ftTtdb9ZPvUitObygcdPw2knUTNevhd0+mm+LLsOHRJkplkwpXJQUuLw7qAbJOLoLixT2sGb4uRQi2aVobkjhGdfU3opWj1hWCkTCnJcKRGOCWXcCrNtyHSakeagxGuEcPdHExTK9z49AV+AweyrhwNQrylvpUygGb4eubRk2ejhWRiUYdE33T4OrfJqb8VDxBvbgiAITqFs/uDGcphJQrY4SGWzrroU1ZOKYbOQoEijqkIqlCgszHGIyndhtk0MqRWiKv6Q8Iz3PuPlUo3QT8tDB3SFOj+0ZBKi0ZiuGOrg0VtpNr1QKSjNSeKO2ZV4dsMerHvvoGLe1VaXYt37B1FXXQq7lcTzr+/t8jjPHQ2ATmrkBuSHOOEgpunFlXA92G2k7N4CGeIjyybjdy9+pnqwTaxc4A9H4fFHxAOh8E71Oxpgie8lUkg93mp921cPej0iMuzuwBr//kfzx+Lhv/xLds/VW/bjF0snyX4bjrKik0JNFgiDAQtmjgLLqjsZBNnwBxm0dYbx51e79BOB/0dKDCys++/sOC5LzXv/0xNiGp2WwVhqTFBENyRAy2gm7AOpGqQuScSCnsqnQ4cMmWk8yXhi5GuGy3Kpm6ajD4JlNYjDS7O6+WUXdINEHN2FZXoCfKWCr4+149ZrR6GlI4QQHRXLeQJKRS8QisJkAu6+ZQz+/GpXTuSgbLvq5s9xHMACDsqE0UMzZGGlDz7zicxaGWFY3PitYchKs8JsIvBXlVQOYRMX3kvI8aVII6aU5+qbbn+ARBlu9dE4fLJTFiJOkUaYSRPWv38I82eMQLrDAgtlhMlI4Per1b1rGz86gtHDs7H+/YPIybCitroUEUbdcztkkAulg52AYDhggfLidDx69xT46Zio+AK8Zy7CsFhw7Si40yzgWE6UvW1fnMKdcyplHBLL543B6i37Zc/0BRg4KCNc6Rbx/XXo6CtobQ/j7U/4lI0IE0N+lh33LRyPTn8ETjuJv73Bh9ePLc1VbM5Pr9uNBxZNUE1vEjgogC4DReJBTC3fXsr1kO+2KebYivlVfJSTytwWKhcQhAEnmnmeAH84KhpYhOterj+IBxZNkO0l0rYm9Vz30YNej4kMU3gPX1D9nsFwFHlpFpGfw9vGc+4kptXw6ZflGJztQCQSQ5COoa66FCzXFaUilY1ls0fj1y/sTDCAHBC5g4TPpFEVf3l9D/6jbhyi0RimVOTCZScVaScCEg1l3Y21miHh7ltGoyDbgVHF6akbpPSIBR06LjkMHPDOjgZZtNw7OxrwjWHuS9swHX0SrZ206v7X2knDZUkt1U43SMTRbVhmnNTsb29+jax0C+pmjERrZ0h1AAgColcpzUGiOM+Fld+fiDZPGB2+MNo0SABlm308FBQA2nw05s8YgUyXFU3tQZGJ+665o1FWzIeY3r9wPPxhBo8sm4xAmOn7YbOpIlnJy4ECQRm2kaDpmJjOI4wlx7KKUOE754zWlM1lsytxptWHq8cXgSAMqN/RgO9dr07IeqbFj7x0iTItI31lxc3KYiZgMZtEA53Qtt8t/ybafbR4gEo8UAllFfuFbOqyOOCR7qRw4qwfv1v1GYCuUrXv7GjAjVOH4dpJfKUYLY/z0dOdIAwG3FNbBcJIIC/DgpaOsGxO335zBdLsZiybXQmX3Szm0ovgABgM8IeiMi9/Y1sQa7ceFPcAgR+Bokyqc9tiNqLFE5aV1P3p98arpmuEIzGwLNdrJXgvNZKmwJzDPPeHo+I9Eu+Z5aLEe7Z6aZxs9mHRrDK8sGmfrJxshpOCw2KCw2bC7iMdsshMQZ9YMHMUstIpTCzLQUsnX60okQ9ESP8RII10UBh82a69JVFPEDgkstItmDGxmE9XCkXhspNdBmopkhgSMmySkuShFPq2jxqydOgYKAhFGFVSy3CEAaDzeumQw6qlZ/SgIotukBCQglVeyibuC0XwjaFu1QEQ8vOvmzwUTpsZv4qXPhMm9PbdZ7rPlY+TbK56e1+c8OyQIgTzqXW7ZezowubtdpjFdwL6sbehm5KXAw4aMuoNRVG/owEraqtwsskHlgU6fOpGr28MdaOx1Y+/vvG16FWd8+0ReHHzPoW3rq66FJTZCH+YgctGysYi321D7bUjZaHdddWlYqlZaQh0UVaccIpNUDLZrvcJMjHYyAtX2u28ocuiDigN174Ag4JsB+6pG4tfPPsvPortqhIMyXeqzr/RJVlygzEHuAbxhrpWL40TTT5EmBge+9+uQ//yeWNQPiRdUfnirrmjxfkmoLEtCJqJIhCKivwI+W4b7rplNJ56VX7AfXr9blk1J6edRIePVk3XOHbai/956QulkbGvztdukCwFRrPCSJL39Iai+LtKlOLdt4xWveeCmSNFHiiW5ZBmJ5GXxhsJ2jojipTOl+sP4uE7rkROGqW4VyIfiFqqnFrEjQwqe4vRROC6yUNgpUyy1KPl88agvDi954YEfQ3VoaPfgNIgtXx4mU5qqUMJl4NULfuZZk+diHjgGSRS8X7EPVCJkCoxITqGY2c8qhUvmjuCmFpVAJZl8adXd8sUvgjD4rorh8IbpPHjBeNgJAzIclEKY0SbL4Kz7QHcOWc0nl6vVE6EEMyzHSHAYFB/j4R3Lcq289f0k82/R3m+lxMSZdRmEvPE+b/lCp/LasLC68pwssnHe2fBe24XzByJ1VsOyJTgI6c8slDyxrYg1r9/CAuvLwNJGLBy8US0e8Mwk0a89uFhnDjrxyPLJotj4bSTmD95BPLcdpxs8ssMEGtkhGuSEGgbqZxzkL9j+dAsvt59H5XNASuLAxlqewWAwVk23LdwPKyUCU6rCQ6LCSdaAqAZnqtn7bu8V1kthc5CGUFHWbR6adm67bKS8MTJCROVwCdf+RKPLJuskL+n1u3G7KuHy6pvCGSIT6zdKUvxc1hMsjK+wgFW6k2fPr4Iz72mTNf42fevwIubv1Y3MiYcOPtNBJGWcTdwbvM8TEfRGK+4Iq0Qke4wq97z7U+OY+H1ZWg460OGywwzacLBM1640yzwhdRTP7yBCCwmQnEvaSreXXNHwy7xVAmGqzy3Dd8anSdGfGr1idSYcKIlgEAoKu4hwvOEyi+K/uhm/PU19PKG02UFaSK6v1CpWvdLpPq+kWis22v6InwB9XXIF2CQ49BJLXXIEWNYvLuTd4yGIzFYzEa8ue0Ihg92AaQxpXsMLINEMgs9UrDeS5QYf5hBNAa8XL9fJIoqzHXib2/uFcMnhQoGADCiMA1zv12K442daOoIYtsXp1B77UiMHprBhz9y2m2UekAAORP30dNePB73XMnaehl4I3qc53s5IGHcBELTxLxwNbnMybBiwwddecCkicDsq4eD5TgQBgPMJgKBcFTRp41tQTR3BOGwkvhLnA0+323DolnlONXsQyTKgo6wcNpJ3PitYTIjh1Q2paHBQFcIdKIc/mTBOESirOyze28dx3NV9FHZHJCyOJChsn6qya0wF9Md8hSAVk8Y9TsacE/tWHDgMDjLBo8vgk/3NSsi44S5nO6kNEv4tnnDqp8X5jpkh0+BM8JpJxVlHOviRMjCPpLvtmFIngvzZ/Cloa2UUfUZXx9rw+TKQejw0drlF/vjfqPizRfmuVC+UySQDDNJ57lQ4lTgaQL49W9KxRTF2pGVbkH1pGI88fIukRj4oWc+kRkQ8t02WXUugQC4sV09TXTIICceWTYZbpcZ4MCXaG0L4mSTH6ve3gdfgOkajxQNR8nkUSEDKYy/voZe3iBNBB54clu31/3mR1ddhNZceFzu72s1a6f66dCRCH+YwZUJVTYWzBzZ7d4pRQrmzMsHWhZ6b5BJ+p0McSVmUKYN4Djccs1IPP7S51hTfxANZ32Kcp0UaeQVkCuKxes2fniEz8165wC8CdertePl+oO8ciS5J2EwiBUN1Nqa8vv0YQgpMlJ0S6LWz5E4blOrCkRjBJBcLt0uM+6cUwmK5KtmvLBpH9bUH8DarQexpv4A/r5pH74xzK3ap7kZdvxl415RGa+exMvrqrf347+e34EOfwTfmTJU4S2TyqYaozpBGBRyeOSMV/HZ4y993qdlcyDK4kCG2vqpJrfCXBSi5wQZ4Y11I1FSkIayQv5Qtv+ER0F0KZ3LLqtJLKsrBUUa4XZZVD8f7Lbh0bun4JfxSg6CcWTGxGJFpMWa+oOYMbEYAERD5x9e/gJrt/J7ksNqRr7bpngGy0Kc51oyfznsNwA/z/PdNnxnylBs/OiI2DcdvkhSz67a+AvpEYlrh7Si0fTxRQqZeGrdbtwxuzJBlkrxwqa94OJ/S0GRRgzKtPGpmhLnxhMv78Ka+gOisVgYj30nOnH/n7fjl8/vwP1/+if2nehUfTeX1SSmpSY+L1EGUhl/fQ3VoaP/wGyOp+1K1iEhjVeHjkSYSZPifLB6ywGYydTjHgaUQSKZhT7ZdwB4r0KIwYmWALzhKPzhKH79j09x7Eyn+DuBNVuYwEJlgRkTi8UcTOG+L9cfxNSqgq77d9NGIj5SAmEhRRKiZzor3YKaq0pwtiMEbzgKGJK/a+K79NUQumRK3uUKxbhpkONJx1qAN8Bg7VY+fDc306b6OzYWU/TpXXNHgyQJ8Xq1EqBPvvIlBmWpV4cRonVWzK/ClIrcrsNRcRq8oShqppVg/oxSZMWJ1FiO69Fc6wvyORBlcSBDbf1MKreS6DlB/kcPzcCgbAfAAa1eunu557rK6ibKmdtl1pQ/l5Xk0/EAnGgOgCAMKMx1qD5reEEafrl0En586ziFofMvG7/C4hvKFQdhwehNEOgqNZowP7vdP/sJXFYT7pwzWnX9S2pcURl/ITogce2QRR1orO/hSAw1V/HrZs1VJXhr+zE0tgXR1B7AXXNHd7sOaY1Hq5dO3XDEAZUlWaryqHieRni3JxARZYUgDPoa2ofgdFmRmWnv9r/+mnKg4/zQ7uXLsEvXoU3bj6HDG77UTdPRB9HhV6+y4fHTKd9jQKVsJGfWNiRl3U4MRxQIxSJRVvxdqycssmYPL0jjuSHsJI7a/JpGBtE7EA+jJEmjJlFmXXUpxo/MAWU24r4/7ha92YmhuSvmV2Fwtl3zffpNaO0ALP+lJaOJf6ul6nj8EZ5p/92DmD+jVPV3Dgsf3aNGjCler6EkO6zqZf+G5MXDhZ18uLCDMvFzRoN8jejhXOsT8jkAZXEgQ20eJpVbICmhn5Uydf97QFZWVyZnrIb8gTfeCeH5QgWmB79/heqzslyUWDFKbY6fbPLJyHGlZInjR+bA7TKrkj5KU0c0360/gAO4JIajpKGnWuOfsHY4bGYABrAcp0l+muGk8D8fKctw0hFWVopcax3S2kdIE9GjdzOZCHV5TOAOMWjItsFgwP1/3i7Kyk8WjNPX0D6Cyz3lQMf5Id1JgTRKfNYGgDQSSNP5I3SowK5RZcPagyobAypCIpmXM9l3auGIT63bjRkTixVREb4Ag8IcB4blOfgNngPS7GbVUMWyIZn8hhw/hN3/5+14fM3nijCp2upSrNq8D4U5TridZjgoo9hWNW/2E2t3gTBA1RMe44BVb+/rP6G1cSWvKMsu9ufljEQ5FKJstLyW0rGThsQmyqXMG5XYpwAIAxSeNyko0ogjpzsV96yrLgVpJERjhACt1KMZE4tRMsilkM27bxkNwkjAH4723dDvASaLAxlq+8HQfCcWzBylkH+C6D6Ex2kjkWYnFWv78nljlB5iLTlTmbfCvvG7VZ9hwweH8Z0pQ+G0k/jzui+Tera1wucjDItVm/chN9OGjR8dEY0RfF8QONMeVp2fbIzV9n73wYinZBD4QKToLeOKiTDgbFsQGz44jLVbD+LFt/bh9poKWb/dOacSOemUoj/rqktRMsgFh8XU7TrkspoU419bXYrjjV4+XeeaUsyfwf+X77Ylf7du1j1vkMHT63cr9oYfzhujIOR+bPXnAKCvoRcQqUY+9PV52NuIsVxK/eJ0WS91U/sEKNKIudNHyFLX5k4foads6FCFy25WTfFJ60EE3ICKkOjOy6n1nVb4Y2GuA74AI6slPtht67qnpHRnIuP6j+ZXIcNhxonmAOxWUlTyaE8MmyRRFml2M2gminEjxqu29WyHOsmVNxhBYY4dv1g6CR0+WkZupUaSqRNL9RGoyaidFMf66Gmv5thJq8AIpHorF08Ex3Ha3igCONkSxL7j7TCTBBbMHIlBWXYsnzcGT77ypSivddWleOPjowCAmqtKQBDA6OHZcFiMqsztWnNmeEEahuU74A9FZbL54mZeNtVKGery2QcRj+g6e7gFNsrUtysqnAtU5qE/xOCNj4/Iqihs2n4MQwe5+KigJHBQRmSlWXGmLYAVtVWgIzFkp1sxOMvK5/2fA7SMfkKlmwynWXOvUyt7uXzeGGQ4zZhSkSuuOcJvWzxh3PfkP1EzrURWvQPgjZ+eQEQzgqNPRjwlgWZJ0HP15kuivoRqGMKYNbYFse79Q3j4jivh8dFwuyw8MWWsS/5avTQs8TmWtEqGFByQ4TDLZPWTPWdw9bgCBUnynXMq4bKT5yyHQmSeUGHETBLIz7KDIglMHVsgI1LV1/ILDz3yQR1GI4EH/vhRt9f9ZvnUi9Cavg9/kFFUXXruta/w4A+uQFoPvN46BgYclBEF2Q4ZkX5BtiP1PQsDzSABJK+TrfGdVvijQCimUPjiv5MqjMJmTRDA+FE58AYY3PfkP0EzMdRVl8ru3eoJY039Afxy6SSeqApmWXukbU1MNclKt+DGbw1DayeNX/11p0IBAiBTWoV36XehtZczEuWQ7Rrrx+NVMAQkhownTStQKQu797hHZniorS7FX9/Yi/+8bYJ4H5PJiP9Z87moVApyM6o4A440SpOhPVEuZ0wsBmkyiM9Uk02tUoa6fPYh9NW0mt5G4jw0GOALMKL8Az2QTQ4oGeREdroFnkCky3B9jodAQNvoJ3C6OCxk0r0u6VrBdr27N8TgsdWfg2ZisFJGzJoyVFYppK66FJlOSt5fcYOVn471v1KPvZyeJTMcqaTDNbYFEaajKB3k4j8QZCJR/uKfpQqHzSyur0Jqpy8YxT/e2i8bj6fX7zmv8RDW+lZPGO99dgLfmTJUxrQudYDoa7mOvg4hkqJbXOYRJiFaWZGNZmII0dFL1CIdfRoSHSfIxGAjjT3eNweeQeIc0J3HRFXhA68wJnqTtu48gYqSLPz2xU/Fyc5y6jwBqWzc0rYJJcRCdAyrt+xOygcgJck8L++PjouGlDx3yQxugKzkm91KisYIQO5hbffRYlitNxxVrR6TTD7V5HJN/UGwUiOEhmyqlTLU5bPvQItRv08fMnsB5+05725u9hBahnLCYEitXSm2R7qP5Wc58HjcOAF0Ve8YOyKr6wfSiIBpJefGx3Cp0YtjlWg4ulhcG1J5FVI7UxoPyR4R4QwwE0j6/mrPUdtTNn50RF/LdfR5pBxJcZlHmFg1OAEsenSEDi3E982Soky0tPh6vM7rkpUKeuIxkR74bCTmXj0cf9+0T1RgF88qA8dxqJlWAoAPdxXy/ROJKVPauCVt89Mx/Or5HQqlQ21RGT8yB6OKM3Riqf6E8/XcJXi2b68p7wrpBcTQWhnZKs7xIKYil2pGiB5FHunoE0hWUaFPHzLPF32M2FRtXt59y2gMG+SC3Ww85/QCYf9Kd1JwWU3ITLOIBsVUDrSJBqvLguwyGVT6TNr3UsPRee31PQWnntqZdDySRT9B4z05oDDHjtlXD0d2ulVVPoYNdvEGS30t16GjX4AggLrqUkU0HDGgmAd19AjnmcqrGyRSRSoeE5XNvK66VMyJd9pJhCMxPPLXfyvCGet3NOCRZZMRCDM9V3TjbZMeFLpTgNxOczwdRONddPRNnIfnTnpQGFGYBpvVLIbvCrJYv6Ohi2xVgyU+ZflUkUuge9nsLvJIx6VF0mpFlzt6OcrhfNtSVpyGlYsnYt/xdrAssOadA1h4XZl4gOwRNA6jhTl2USkFujcwSOf7RT2AXwqkkL50Ttw+vYWE1M7uxkMr+ul3y7+Jk80Bzfds99JYU39As7pTXoZVJ7HUoaMfwWQiYDEbZZwAFrNRXnlDhw4BvZDKqxskehFqm/kaCV/D9PFFMsVOCGecffVwFOY4zttIIBwUpErHRVeAdPRZSA8KN08bLub5Al2y+MCiiSjMtilz28/jIKblIZTKpslEwG7uec6ZjouPXif903HO8AYY/Pffd8oOgOeaPqN1GH1oyaQeGRik8121FPZlJCcppS8lGHTz3A6YCU6b2+cCQDpnNUm4oR395A2pVz8S3lNN99DXhssDsRircyqcB1LtPybKwucNXYQWpQYjQcBhJdEpSdd1WEkY9RAJHSrojVRe3SDRi0hGMgZAM2d+eEEahuU5znvDTlXp0BWDgQnpQSFMx1RlMcLEzotoTw2peAizs5znlHOm4xJAcsA6V/IiHb2D3kyf0bpXOBLtkYEh0WAlLYUtJX2+HJBy/0sMutnZDn6tu5hIFuWmkV4igCKNCGsQ3KlVeEqqe+jod9A5Fc4P/bW6RyAYQSTGoijXiVAkCqvZhFCEQSAUQWYPSjnqGBjoDV1EN0j0IpKRjAEAkVARQ/g+y6VeqaDHSFHp0DEwIVUarRajqixmOqnef3BPq3/o6Ps4T/IiHb2D3kyf0bpXlpPqmYGhj3FtXEj0q/SlFKLctKKfstIsyd9T1z106LiskGan8PT6PZhaVSCWDt626xTuXzj+UjdNRx9Eb+yFukGiF6G1mRfm2DGqOB2ZTgqFOY4LG+rcl3KcdfQtSJTGEBPFnXMqFfXo3S5zr0dICM/W5VKHjt5Fb6bPJLuXq6cGhgEy3y+79CWt9BLg/Cs86dCho9/AZTVh4XVll8/apuOCojf2Qt0g0ZtI4iVwxEvl6KHOOi4pJEpjbroVjyybjDZvGG6X5cIZI3To0HFh0JvRCN3cSz9squByjAbRSC+57N6zn8HpsoI0pZC/r3M56OgN6KmZOnqCXpCXfmGQeOONN/DUU08hGo1i0aJF+O53v3upm6SN7rwEfSnUuZtyZTouc7CA2yEhUu1rxghdPnXo6B696Znu7l76nFRioEQG9PQ9dVnpVZAmAg88ua3b63QuBx29hr50XtHRf8ABMPTcMtrnDRJNTU14/PHHsX79epjNZtTV1WHSpEkYPnz4pW5a/0YvlGjRoeOCQZdPHTr6FvQ5qSNV6LKiQ4cOHQMHvbDm9/n6Ldu3b8eVV16J9PR02Gw2zJw5E2+//falbla/h1aJFm+Q6eaXOnRceOjyqUNH34I+J3WkCl1WdOjQoWPgoDfW/D5vkGhubkZ2drb4d05ODpqami5hiy4PJCvRokPHpYYunzp09C3oc1JHqtBlRYcOHToGDnpjze/zKRssy8IgyUXhOE72d3dwux0Xolm9guxs5yV7doRTL0Ga53YgO1vZZ5eyrT1Bf2mnFH1ZRi8mpGPXU/kcKLhU8p1MRvvjnLuYuFz650LNyd7qn/7Uz5d7Wy/V+t2X+/V819AYy4EkU1PZ9ev64XUGwyWXX32f7zn0fuHRG2t+nzdI5OXl4dNPPxX/bmlpQU5OTsq/b2vzg2X7XtJidrZTZK++FDAT6mW8zASnaNelbmuquFTtPN8Fqa/K6MVE4tj1RD4HCs5Hvi+UjPaXteFS4XLqnwsxJ6X9c74y2l/6uT/JxLm29VKs3xe6Xy/1GpqZaQfDRFN6ln5dP7yO49DS4k/pflq41DI60KD3SxdSXfOTyWifN0hMmTIFf/zjH9He3g6r1Yp33nkHv/rVry51s/o/LsdyZTouH+jyqUNH34I+J3WkCl1WdOjoEWIsh8xMe7fXMVEWPm/oIrRIh44eYCCU/czNzcW9996L2267DQzD4JZbbsHo0aMvdbMuDwyUcmU6+id0+dSho29Bn5M6UoUuKzp0pAyjkcADf/yo2+t+s3zqRWiNDh3ngPMsE9vnDRIAcOONN+LGG2+81M3QoUOHDh06dOjQoaNXEInGUvKMI3XqNB06dOjod+gXBgkdOnTo0KFDhw4dOi4nGIkUPeM/uuoitEaHDh06Lg0ue4MEQfRds3Jfblsi+ktb+0s7peiPbb4Q0Puhe1yqPkr2XH3ckkPvn+Torf7pT/2st/XCoC+3tS+3TUf/woWSJX2f7zn0flHHufSLgeM4PbNPhw4dOnTo0KFDhw4dOnTo0HFRQVzqBujQoUOHDh06dOjQoUOHDh06Bh50g4QOHTp06NChQ4cOHTp06NCh46JDN0jo0KFDhw4dOnTo0KFDhw4dOi46dIOEDh06dOjQoUOHDh06dOjQoeOiQzdI6NChQ4cOHTp06NChQ4cOHTouOnSDhA4dOnTo0KFDhw4dOnTo0KHjokM3SOjQoUOHDh06dOjQoUOHDh06Ljp0g4QOHTp06NChQ4cOHTp06NCh46JDN0jo0KFDhw4dOnTo0KFDhw4dOi46dIOEDh06dOjQoUOHDh06dOjQoeOiw3SpG3Ch0dbmB8tyl7oZCmRk2NDREbzUzUgJ/aWtl6qd2dnO8/p9X5XRi4n+ImOXEufTRxdKRvVxSw69f5JD2j/nI6PRaKzf9HN/kgm9rV0YqGuo3r7zw8Vs30CV0UsFvV/UkaxfksmoHiFxiWAyGS91E1JGf2lrf2mnDiX0sesefbGP+mKb+hL0/kmO3uqf/tTPelsvDPpTW6Xo6+3W23d+6OvtSwWXwztcCOj9oo5z7RfdIKFDhw4dOnTo0KFDhw4dOnTouOjQDRI6dOjQoUOHDh06dOjQoUOHjouOPsEh4ff7UVdXh6effhoFBQWy7/bt24ef/exnCAQCmDBhAh5++GGYTBe42QbAG2Tg8UeQmWYBG2Ph8UeQ7qTgspngDTDwhxhQlAneQARWC4lIJAoLZYKRMKCtMwx3mgVupxkwAK2dEXj8NOxWEhzHgjQZ0RoIIxYzoN3LX0sQHAwgwHIc/EEGNiuJTh8Np80MC2UERREIhWNgGKEtZphJI+hIDHQkBpuFb4vdQoIyE6CjLGIxDqFwFGlOM+xWEwLBKN8OCwmng0Q4HEO7N4wMpwUkSaDNE4LLQYHjWBAGAp3+CKwWE5p9NExGA8JMDGA5WC0kmBgrPjsjjQLHAu1eGnaLCRazEZ3+CBw2EmazEYEggxAdhZUygSAAi9kEOhKDP8TASplAmgjAAITpKCjSBCYaBWkyocMXRobLArvNBK8vAoCDkTAiGGZgs5Dw+GhkplEwGvm2NnaGEQwzSHdSAAe0+2g4bSToSAxmkxEkSSASicJoNKIzQCPDScEADqTJhHAkhg4fjXSHGWazERRJwE7yYUeCLKQ7KbisJuBi0z0Y5G0gDPy72S0k6EgUDpu5q10E0OaNoC0uVxRJoMUThs1CIhBikOYww+0yw+tnEGKiIAgjPH4aTiuJSDQGM2kCHeHHKkRHQRgMsFlMsFiN8PoYEAQHcAQ8PhrpLgp0JAozaYSVMsEXZMBEY3DZzOjw0aBII2wWEwyEAd5ABBbShECYgcNGIhaLwUgYEQgxsFtJnGwPwGwywR/ivycIgI6wCNFROCwkrBZ+jDr9NNxpFkSjLHwhBra4TJEmIyLRKCiTCTGOA8siPh+65NFKmUBRRphMBEJhhp9nFhIsy8JMmvi5QZlgNhvhC0Rgs5Do9NNw2s2gSF5Go1EOHh+NrAwrACASiYnz0Wg0gIABUS4GsAQ6/TTSnBQiTDT+bhE47WawLAsDur43EgZ0+mlYzSaQZgI2yiTKnj8chTcUBR2JoiMURSgUkY+3Dh5qa3Z8PRTmiNFoQGeAQZiOIifDKl7jsJGIsUCHL4x0B4UgHYXZZITNYkQ4EkM0xiFMR+GymxGORGEx8+t8h4+GjTLBajEhEI4CHAez2YhOX4SfM2YjmgOtiERYhOkonHYSRoJAqyeMrHQLWJZDu5eGO40CYIDHH4bLTiEQ5OeAhTKiw0vDTBoRDEfhspPgwMtgiGb4d2NisFlIBMMMjIQBJhMBo9EAcADDxGA0GtHho+FOp2DgDOgMROCwxtcCpxksC7R1hpGZRsFgMICmGZAmfi6kO/n5bTAYYLfw8yIUjiEciYKOxJDmMMNhMyEYjKG1M4x0pxmkyQh/MIJ0xyVaK1OBICtx+eAMLGIxg7jfGAl+IQ3H9zehvxw2EoQRiDIc/CEGFrMRFsqEYJiBhTIhFI7CZjWBYwFvMAKnzQx/IAKHne+nMB0FwwBnPEEYCSM6fGFkuizg0LXfUqQRDhs/roEQA6fNjCAdhY0ygWZ42WM5fv3w+CNw2kiYjAZ0+vm1BWABjkCHN4yMNAsoswGBYAxWygiGZcEwHAhwMJv59Z2OxOBymEHTUZCkEWE6hjSnGTTNwuOn0eKneZ0kwCDDZUGIjiIcn0+RSBR2KwkmxiEQZJCXZUUwFAPNxPdYH42M+B5BmU0gDBwsZn69bfGEQZmNsFEm/n5Ws1y3MpvgDfL6B2kk0OGjkWY3g4nG+GutvA4o3Rfd/Y2HKS6HZw+3wEaZ5PPFkETviH/nDzMwmYzwBiL87+1mOKxGtHVK9n8TgXYvP5dddhM6fAwCYQY0E0OGiwIT5RCJRHl9ys/vlzQTE+W4vTOMJh8Nl90ENgb4Q1F0xp9ns5jAxGKIxeL7p4/XcSNMDBbKhGiU3+NphtcnvIEI0hwUoiyLYIiBw2ZGICh8xqHDy88HwsiBMPC6bZjmZcwXjMBhNYvz0Gw2wuMNw2kz43RHM8KRKNIcFBiGRSDcpVeazbxMC31ktRhB01GYzSaEpWudg4LDboI/GEWnv0tviMR10TAdRTgSg91KwmY1IRSKweOnkemiYDIRaOsMwxKXZ5Ik4AswiLIsLKQJB854kWY3w2IxgmE4+AIR2K0kAmEGNosJLMvCSBjhD0VgJo2wUEaYCAIRhgUTjcJq5q9Nd8R1P2E8++r6qkPHOeKSGyS+/PJLPPjggzh+/Ljq9/fddx8eeeQRVFVVYeXKlVi7di0WLFhw4RpkAPad6MQTa3fBaScxa8pQrKk/CJqJgSKNuHNOJd7513FcWTkIq7ccED+vrS5F/Y4GXDupGJu2H4MvwOA/F42Hx8/gqXW7xeuW1lTgVFMnivPT8cyGPeLny2ZX4uujLSgpyEAkysrufcfNFXCnUWjtpPHca1+Jn99eUwGT0YAgHcULm/aJny+/ZTTafRGs3rIfNBNDvtuGeTNK8cx6+fNeefcgGtuC4r227DgOf5DBvGtKZW2rqy6FzULCZDIg02FGh5dGa2dY1i911aXie/PXm7DuvYOonjREdq8FM0ch02XGk6/sVtw/xrLY9sUpTJ9YjL9s/ErW1oZGDwpy07D+/UOonlSMlyXPXjBzFEiTQdYH0vYIY3Pd5KHIdJmxessB8b2Xza6E3WLE71/aJetXp80Eu4VEZ4DBE2u7vlsxvwplRWkXbyOQyGOyd1t4XRnKhqThy8PteHr9Hs1rd77XiOpJQ1C/4zhmTCrGsxu+Ushw9aRi2f+vnVSM7Awr2juDcNgssvEUfnPL9BHY+u8GTB1bgN/+4zPZ83MyrQiGo/jLxr1dMj27Elt3HMfE8nzxWdIxvb2mAuvePySO0x03V+DV9w6BibGKOVlXXQqL2QiXwwyOo0FHWDwrmSd11aWgzEa8se0obpk+AhbKiCde/rLrWTdXYN17Xc9Sk6fbayrgspPY8MFhRFkOt3x7OHyhqGI+2ixG0AwrjkG+24Y53x4hk2dhDdnX4FGM0YKZo5DpNMNpMwMAjjV6Ze8qG++LKYd9Gd2s2bXVpdi5txHXTCzGcxu/Ur1GbU4tuHakbB2lSCMWzSoDQRjwtze+lo37zq8bcUV5vkzuhLF88lX5Wrd9zxlMqRyENfUHNdsrzKlojMVf48/Kd9swd/oImcx1rW1D8PYnx3HtpGJYzEY47STCERbPvab+vgtmjkRLB4G/S2T8BzeWw2Q0yN5BuP+sbw5FToYVp1sC4n3KitMV67u0Hy/6WpkKEtbTsuJ0zJg0BM9K3uFH88fAG4jI5r8gQzOvHIKnEtZXYW25eVoJTEZCtf/mXVOKnHQKb3x8DFdUDJI9b9nsStTv6FoPEtc+6bq8c2+j2Odq43rH7Eq8KtnXl82uREuHH2aSRFa6BR/vOo1vjhmMts5OhTy8/clx3HLNCLR7wzIZS5RZpewNxfEzHRhTmostnxxT7N+331yBd//dgFnfGoZAyCfKs7T/tn1xCtdeOQRrtx5U7AVqc/MHN5QjEmVl++K9t45D6WBn35I3Lajs6+J8QfffrXp7n6KfFs8qg4Uyqe7/2WkWzPrWMLR0hGRjuGhWGYyEQTYmC2aOhNkkXxt+NH8MmCiruHdWGoUoC9nnwhjNnT4C7/67ARPL8zXHc9GsMpxuCcrW2GVzKmGnjPj7JuU7Cvf+7nWjwDAxNDT6NNfR710/ChkuSrbX11WXIjvdgk3/3I/qSUPwyrt70NgWRL7bhvkzShXvl59lQ1O7T96+BN1Z+j6LZ5XBTBrx6ntKPVWY54n9sbSmAusl872uuhTZGVZs+vho0r7rk+urDh3ngUuesrF27Vr84he/QE5OjuK706dPIxwOo6qqCgAwZ84cvP322xe0Pd5g1wF0+vgicYEDAJqJ4en1e3DD1BLRYCB8/nL9QUytKsCa+oOYPr4INBODwUCIxgjhur9s/AqTKgaLSpzw+TMb9uDbE4rRGWAU9372ta9gMBCikiB8/tzGr2Amea+C9PPTrV0LPABMrSoQjRHS502tKpDd6+Zpw/lrE9q2pv4gOnw0WjrCIIxGnG4NKvpF+t789RHcMLVEca/VW/bjdEtQ9f7eAIMbppaIyoy0rZMqBuMvG7/C1KoCcYGW3jOxD6TtEcZGeLb0vZ/ZsAcx1qDo1xhrQIyDKAvCd0+s3QVvkOkdYUsBUnlM9m5PrN2FZg8tbqha1wpjcsPUEtEYIVwr3Cvx/2vqD+JUcwAjityK8RSuefa1r3DD1BJRiZc+/2RTAG2dtFym422QPitxDKTj9Oxr/N9qc3JN/UF0BhicbArAaaPEA4H0e2+AEdt5sikgf9Zr8mepydNzG79CNAbcMLUEN08bjhhrUJ2PdqtZNgZTqwoU8iysIWpjtHrLfpxuDSJIxxCkY4p3lY73xZTDvozu1mxB7p+Lj4OWDCXOqcR1lGZi8AYY0RghfPbcxq/wnW8OU8idMJaJz7l52nDx+VrtFWS1wxeRyVKizHWtbQfEudoZYOC0UeK1as9YveUAOhNkvMNHK95BuP+Lm/cjGoPsPmrru7Qf+6KMJq6n/Doof4dTzQHFOibI0FMq66uwtnT4Ipr998yGPTAQRl5OVPZ+6XqQuPZJ10hpn6uN67MJ+/ozG/Zg9IhcrKk/iNMtQXznm8NwRmX/FuTHaiYVMpYos4ntWr1lP2ZcMQRPrdutun8/F98bTjUHxINvYv/dMLUET6/fo7oXqM3NI2e8in3x8Zc+73PypgW1fV2YL6l8p9ZPnQFGc/8X+j9xDF/YtE+2xmitDaeaA6r3NhpNis+FMRLGPdl4egOMYo19Zj2vk6m9o3DvU80BNHWEk66jL27er9jr19QfxKmWoDiPhLkytapA9f1Y1qBsX8Ick75PZ4ARdZXEtj8j0Xmkn/8lYb4L+lZ3fdcX11cdOs4HlzxC4v/+3/+r+V1zczOys7PFv7Ozs9HU1NSj+7vdjh5df/Zwi7gAwICuf8dBMzE+lFPlc/F6A/+ZNxBRva7DF1b93BMPj1T7zhtUv1coEgXLyU2kintovIfQTul7aV0rPMMbjGi2UbifcL1WPyW2V/pZmFb/jdhn3bRPqz3C71iOU7x3KBJV/DYUiSLGsarPCjIxlBRloreQTEZl8ihpg9q7tXvpbq8V+lern6UynNhv7V51uRWuSXW8E9uSqnzK3lnjGVrzRBj37mRFq80yOeG026F4fpI1ROvdWI7jn8Vp98uFkMNkSCaj51tq7HyR0potlfdu5E34t9o619P1WU2OZPMkSVsUv+/mWulvZHtPimtmsnVdkH/p98nWEOHfqchob8lPKvdJXE/V3kGrH5KubxryIu0/j58Gy2rfO/E3avdIVXakfwvrtiAXydoZoqPq7etmv/D46aTXhSMxzefKdIXzmJsXe03sKaRrqNa+HmRimuu+7DuVfko2rmE6ef9395nWbxPXBOkzu5Ob7u6bTBaE9vV0jVOTt2S/15oPWrqJ+D6p7ENJ7pdMf+7p+toT9OV9vq9C7xd1nEu/XHKDRDKwLAuDoWumchwn+zsVaNXV1YKNMoEijeJCIP238LfFbFT9HFzX/wHA5TCrXpfhsqh+nu6gcNLgV/3OZVe/l9VsApHQJ4TBoHqtWnsT30vrWuEZLrtZ8/7C/YTrtfopsb3Sz6wW9d8IfdZd+7TaI4wNYTDI5EHow8TfWs0m2K0m1WfZSCNaWnziZxeq9jOglMdk7+Z2Ud1ea6X4/tXqZ6kMJ/ZbZpq63ArXpDreiW0R/u5OPsEBMHQjnzb1eSKMe3eyotVmQSY4cOC/Up8DWs9XW0PUni8822o2ab6r0N+JcpgMF0pGs7OdKbfhQiGVNVuQtWTXJM4pglCOsdbal0zupFCbJ8nGWO333c1ZwmBQ7D2ptC3Zui7Iv/T7ZGuI8O/uZFQqP+cro6nIYaKsqL2DVj8kW99YllOVF2n/pcfz53uyHiTeI1XZkf6dGd87CYOh2/3balHfbxLnj+LdnFTSfcViNmo+V6ordPdOyeZmT9fEnqI311Ctfd1GGgGNfpJ+J3yWitzy45q8/6XoydqQuCZIn9md3HR3X7V3lI5/4vc9eTdR3hLmiqIdGvNBVTeRvI/m/brpD7U29mR9vVD7fHqGned6SxF0JApvZ+i82tIf0Bf0nwsNV5oVlLlnpgImysLTEVD9LpmMXvKUjWTIy8tDS0uL+Hdra6tqakdvwmU1YcX8KlCkEe99eoLPcZQsMHfOqcSb245gwcyRss9rq0uxbdcp1FWX4r3PToAijeBYFnfNHS27bmlNBXbsOY1lsytlny+bXYn3P21Amp1U3PuOmyvAsSxuv7lC9vntNRWIMDzZmfTzwVk2LJg5Svxs2xensGyO8nnbdp2S3eu1Dw/z1ya0ra66FBlOCtkZFrDRGAZn2RT9In1v/noz3tx2RHGvBTNHYXC2TfX+LjuJNz46gqU1FYq27thzGktrKrDti1OoTXj2gpmjFH0gbY8wNsKzpe+9bHYljASn6FcjwcFogCgLwncr5lfBZSN7R9hSgFQek73bivlVyE6ncOcc5dhJr30jPiZvfHQEd8yW97Nwr8T/11WXoiDHjkMNbYrxFK654+YKvLntCBbNKlM8vzDXDncaJZfp2ZV4Y9sR/vcqY3p7TYVsnO64mf9bbU7W/f/27jw8qur+H/h7Zu69s2WDkICKoqIQC0Gs+mUTKCgEIZH1pxgBLRrQavkWWxUrarWKSrVU0FpBv/pYNxAUBZVFqJYCpe5IyyJQNpEkJGSbzHJn5vz+uJnLbAlZJrPA+/U8PmZm7pz7ued87rmXk8l8RvRApl3GuZ3tqK13Y0bYeTJ5RA9k2GU9znM720P3NS50X9HySfu+FmD1pn1479O9MBlE1PPR4fSEjMGmr49E5HNgDok2RsUFeTinkw02swk2xRRxrMHjHc88TGanmrMDeV/SMA6N5VD4ORU+j5plEzLsMn5e9JOIcf9o8/6IvAuMZfh+Vn62V99/Y/EGcrVDuhKSS+E5d3Ju66mfq5l2GbUOt75ttH0UF/REZliOd0g3RxxDoP2p1+ZBMiGknVV/j5zfg/sxGXM0fD7V5sHQY+iaa4+Yx24Y0QOrN+3DHVHm18Dc0iFdabT/Zo7Ph/D78NE/9kfsb+b40PkgfO4Lno+Dr6nRxnVG2HV95vh8bP++FJNH9MA5OTZ8tHk/zo5y/Q7kj9OtRuTY5BE98F5QzobHVVyQh0+2HcAdE/tEvX6XNFwbuubaMT3s3An03+pN+3D7hPyo14Jo52b3szMirouzb/xp0uVbY6Jd1wPnS3Nei9ZPmXa50ev/qr9r/R8+hjePuSRkjmlsbuiaa4/ats/njXg+MEYl43rr1/jGxjPDLkfMsTMnaPdk0Y4x0HbXXDs6d7A0OY9OvTYv4lo/eUQPdM2x6edR4FzZ9PWRqMdnNIjI+MLOseDjybTL2r1KlNhnBt3zBD9/W9j5HrjfWn2Kvovn/CpLRtzz7GfN/q+l/4Cl5GVWpBaN/T3PftaixatgBiGifJ46AYYPH47XXnstospGYWEhHnnkEVx++eV48MEH0a1bN9x2223Nbreln5AAEPIt3B3TzfD7BaocHmTZFWTYZe2boF0N3wTt8MBqluHxnvz29YpqF7IzLMjOCKqy4dCqIgSqbBgM4uQ3e6dbYDIFVdlwqrCZg77hXzHBYjbC5fLBo/pRXedBZkM1CLfqg9utVdmorddiMStGeIKrbKQpsNsCVTa0b4DP0KtsaN8wrChGVFS5kGFXQr7122rRvq1YMjV8z0K0KhsZZggBnKhxw9rw7cR6xQ9zZJUNsyLBE1RlQ5KMMEStsqFVwrDbJdTUqgC0byOud2v9U1WnvS5JRtTUeWBWtG+jz0rTvhCwstaNtIZvfZYlE5SwKhtZaWYYjQKySavgUFXr1n+zaJaNsDf81iqQC1l2RbsAhKVTe35CIjwfs+wKjEbDySobqlaFQo+rqSobLhWZNgXZmZFVNtKsMlSvD4okwe31wtrwLexGowFWswRreJWNhm+mdqtaRQKrJVBlw490m1YBxayYGsbcgFqHB2ZZ+0Z6u1WGz99QZaOhYorq9epVNuxWGSYT4G6oTmCzyLBZtMos1XVudGyoshHIH6PRAFky6m34IOD3oaFShgSzYkJNQy6bleAqG17YLBKE3w9ZlrRKFw2/Eamt92jnoEOrdKPIRhgMBni92rfPd8o6WWUjcD6aJAMMMMAXqLLhcCPTbobq9UKSpIZvzZf1b8mvrnMjM82sVX+o88CiaDlqM0t67gVX2chKM8PpVkPHu5lO509IAGh0zg4+R0yS8WSVjYYqF1UNVSd8Aqiq1apcuDxeyE1U2TArEqSGKhvWhm+bd7i8MAgBWTbp86ZFMcEPcbLKhk2GyaTNsx2zLBB+gRM1bnTINMMAA6rq3MiwKVolGmtklY10u3bzqVXZ0HLXo2pVNpxuFUaDESbJAMloAAyA6tGqbFTVavswwoCaeq16TH1DxR2/0L5Jv0OGGQZjWJWNhvNbr7Ihm+B0n6yykWFXkG5vqLJR49KuSYEqG43MleHi/QkJAE1X2Wi4Fje3yobZLMHpUmFpmC8D1QlOVgXwwG5VkGY/WWXDDx9MBpO+Pxj9MAgjahzaNSxQqcDh9CLNKsPp0ebjwD3GyflDqxBjMmrjmm5VAENDlY2Gts1mrcqGxWyCN1BlwyCgyEFVNuwK3KoXksmkV09xe/x6FQEBoK5eRYd0c0OVDV/DddULu0WG6m+kykZDDnlULxRZgskkYJEk+IVAebVWhclqNmlVcCxy6L2V3FBlo6FawolaNzLsCrxe38n5D6HXxQu6dkBFRV2bcqgpMZ9DG/KwXvXBJptCzxdDE/cdUapsWM0SMm0y0mxSZJWNWrfWRpocVGXDjw7pClTfySobgXnLowZV2WiowpaRdrLKRmB/WpUNP3w+rTpXdZ0bNktDlQ1Fgs/ngzG4yka9B5n2QJUNb8N5FVxlQ7ufM0mhVTZsFhl1DedRfcP9gdlsQlWNVkXN5dH+JCgzTYHq9cPh1KreyJIR5oYqG7UNMVvMJr3qlctzcq7LbKiy4aj36vcKFsWk34uGVNmwSHC6fPr9pywZUVnj0u93lLAqG4H7eGugyka9Nu84XFqVML8IVNlQochGWBQTJFOUKhtB937xvhfNyUnHPc9+1ux2/vC/Q5PjvqCdJc39Tztq6dgDTY9/UzmalAsSJSUlmDVrFvLz87Fr1y7MnTsXdXV16NWrF5544gkoitLsdlu1IBEHqZTIqRJrouJs9wWJM0Cq5FgitaWPTvsFiSTF/mlaQhYkEiyVcoKxhrbfFqk6hzK+tolnfFyQiK9kz71YiOeCRNJ8rmbjxo36z0uWLNF/zsvLw/LlyxMREhERERERERG1k6T+DgkiIiIiIiIiOj1xQYKIiIiIiIiI4o4LEkREREREREQUd1yQICIiIiIiIqK444IEEREREREREcUdFySIiIiIiIiIKO64IEFEREREREREcccFCSIiIiIiIiKKOy5IEBEREREREVHccUGCiIiIiIiIiOKOCxJEREREREREFHdckCAiIiIiIiKiuOOCBBERERERERHFHRckiIiIiIiIiCjuuCBBRERERERERHHHBQkiIiIiIiIiijsuSBARERERERFR3HFBgoiIiIiIiIjijgsSRERERERERBR3XJAgIiIiIiIiorhL+ILEqlWrMHr0aIwcORJvvPFGxOv//ve/MXHiRFx33XWYOXMmampqEhAlEREREREREcVSQhckSktLsWDBArz55ptYuXIlli5dir1794Zs8/jjj2PWrFn44IMPcMEFF+Dll19OULREREREREREFCsJXZDYsmUL+vfvj6ysLNhsNhQUFGDNmjUh2/j9fjgcDgCA0+mExWJJRKhEREREREREFENSIndeVlaGnJwc/XFubi62b98ess2cOXMwffp0zJs3D1arFcuWLWvRPrKz02ISa3vIyUlPdAjNliqxpkqcwZI5R+MpFccu3hLVR03lKMetaeyfpsWqf1Kpnxlr+0jmWFN5DmV8bZPs8QU0laOy3LJ/LqbKMbfVmXCcLR17oHX9ktAFCb/fD4PBoD8WQoQ8drlceOCBB/Dqq6+iT58+eOWVV3Dfffdh8eLFzd5HRUUd/H4R07hjIScnHeXltYkOo1lSJdZExdnWCSlZczSeUiXHEqktfdReOcpxaxr7p2nB/dPWHE2Vfk6lnGCsoe23RarOoYyvbeIZX3vmqKp6W9RWMo9JrCR77sVCa8YeaHz8m8rRhP7JRpcuXVBeXq4/Li8vR25urv54z549MJvN6NOnDwDghhtuwL/+9a+4x0lEREREREREsZXQBYmBAwdi69atqKyshNPpxLp16zBkyBD99W7duuHYsWPYv38/AGDDhg3Iz89PVLhEREREREREFCMJ/ZONzp07Y/bs2Zg2bRpUVcWkSZPQp08flJSUYNasWcjPz8cTTzyBX/3qVxBCIDs7G/PmzUtkyEREREREREQUAwldkACAoqIiFBUVhTy3ZMkS/eehQ4di6NCh8Q6LiIiIiIiIiNpRQv9kg4iIiIiIiIjOTFyQICIiIiIiIqK444IEEREREREREcUdFySIiIiIiIiIKO64IEFEREREREREcccFCSIiIiIiIiKKOy5IEBEREREREVHccUGCiIiIiIiIiOKOCxJEREREREREFHdckCAiIiIiIiKiuOOCBBERERERERHFHRckiIiIiIiIiCjuuCBBRERERERERHHHBQkiIiIiIiIiijsuSBARERERERFR3HFBgoiIiIiIiIjijgsSRERERERERBR3XJAgIiIiIiIiorjjggQRERERERERxR0XJIiIiIiIiIgo7hK+ILFq1SqMHj0aI0eOxBtvvBHx+v79+zF16lRcd911uPXWW1FdXZ2AKImIiIiIiIgolhK6IFFaWooFCxbgzTffxMqVK7F06VLs3btXf10IgTvuuAMlJSX44IMPcMkll2Dx4sUJjJiIiIiIiIiIYiGhCxJbtmxB//79kZWVBZvNhoKCAqxZs0Z//d///jdsNhuGDBkCALj99ttx0003JSpcIiIiIiIiIooRKZE7LysrQ05Ojv44NzcX27dv1x8fOnQInTp1wm9/+1vs3LkTF154IR588MEW7SM7Oy1m8cZaTk56okNotlSJNVXiDJbMORpPqTh28ZaoPmoqRzluTWP/NC1W/ZNK/cxY20cyx5rKcyjja5tkjy+gqRyV5Zb9czFVjrmtzoTjbOnYA63rl4QuSPj9fhgMBv2xECLksdfrxb/+9S+8/vrryM/Px5/+9Cc8+eSTePLJJ5u9j4qKOvj9IqZxx0JOTjrKy2sTHUazpEqsiYqzrRNSsuZoPKVKjiVSW/qovXKU49Y09k/TgvunrTmaKv2cSjnBWEPbb4tUnUMZX9vEM772zFFV9baorWQek1hJ9tyLhdaMPdD4+DeVown9k40uXbqgvLxcf1xeXo7c3Fz9cU5ODrp164b8/HwAQGFhYcgnKIiIiIiIiIgoNSV0QWLgwIHYunUrKisr4XQ6sW7dOv37IgDgsssuQ2VlJXbt2gUA2LhxI3r16pWocImIiIiIiIgoRhL6JxudO3fG7NmzMW3aNKiqikmTJqFPnz4oKSnBrFmzkJ+fj+effx5z586F0+lEly5dMH/+/ESGTEREREREREQxELMFiU8++QTXXHNNi99XVFSEoqKikOeWLFmi/3zppZdi+fLlbY6PiIiIiIiIiJJHzP5kY8GCBbFqioiIiIiIiIhOczH7hESPHj3wwgsv4IorroDNZtOf53c+EBEREREREVG4mC1IfPvtt/j222/xzjvv6M8ZDAZs2LAhVrsgIiIiIiIiotNEzBYkNm7cGKumiIiIiIiIiOg0F7MFicrKSnzwwQdwOBwQQsDv9+PgwYN45plnYrULIiIiIiIiIjpNxGxB4le/+hUsFgv27t2LgQMHYsuWLbj88stj1TwRERERERERnUZiVmXj6NGjWLx4MYYMGYIpU6bgrbfewv79+2PVPBERERERERGdRmK2INGpUycAwPnnn489e/agc+fO8Hq9sWqeiIiIiIiIiE4jMfuTjezsbLz00kvo27cvFi1ahLS0NLhcrlg1T0RERERERESnkZh9QuLRRx+Foii44oor0Lt3byxcuBC/+c1vYtU8EREREREREZ1GYvoJieuvvx67d+/Gr3/9a9x1112wWq2xap6IiIiIiIiITiMx+4TEN998g2uuuQYzZ85EWVkZfvazn+Grr76KVfNEREREREREdBqJ2YLE/Pnz8eqrryIrKwtdunTB/Pnz8fjjj8eqeSIiIiIiIiI6jcRsQcLlcuGiiy7SHw8dOhQ+ny9WzRMRERERERHRaSRmCxKSJKG6uhoGgwEAsH///lg1TURERERERESnmZh9qeUdd9yBKVOmoLy8HHfffTc2b96MRx99NFbNExEREREREdFpJGYLEitWrMDUqVOhqiqEELjzzjvRvXv3WDVPRERERERERKeRmP3JxsiRI/HBBx/gtddeg9vtRnZ2dqyaJiIiIiIiIqLTTMwWJK677jq8/vrr+POf/4yKigpMmjQJ99xzD7Zv3x6rXRARERERERHRaSJmCxIA4Pf7cfDgQRw4cAA+nw/Z2dn43e9+h4ULF8ZyN0RERERERESU4mK2ILFgwQIMHToUL730EkaPHo1169Zhzpw5eP311/HGG280+r5Vq1Zh9OjRGDlyZJPbffrppxg+fHiswiUiIiIiIiKiBIrZl1pWVlZiyZIlyMvLC3neZrPhmWeeifqe0tJSLFiwAO+++y4URcHkyZPRr18/XHTRRSHbHT9+HE899VSsQiUiIiIiIiKiBIvZJyR+//vfRyxGBFx11VVRn9+yZQv69++PrKws2Gw2FBQUYM2aNRHbzZ07F3fddVesQiUiIiIiIiKiBIvZJyRao6ysDDk5Ofrj3NzciC/BfO211/CTn/wEl156aav2kZ2d1qYY21NOTnqiQ2i2VIk1VeIMlsw5Gk+pOHbxlqg+aipHOW5NY/80LVb9k0r9zFjbRzLHmspzKONrm2SPL6CpHJXllv1zMVWOua3OhONs6dgDreuXhC5I+P1+GAwG/bEQIuTxnj17sG7dOrz66qs4duxYq/ZRUVEHv1+0OdZYy8lJR3l5baLDaJZUiTVRcbZ1QkrWHI2nVMmxRGpLH7VXjnLcmsb+aVpw/7Q1R1Oln1MpJxhraPttkapzKONrm3jG1545qqreFrWVzGMSK8mee7HQmrEHGh//pnI0plU2WqpLly4oLy/XH5eXlyM3N1d/vGbNGpSXl2PixImYMWMGysrKUFxcnIhQiYiIiIiIiCiGErogMXDgQGzduhWVlZVwOp1Yt24dhgwZor8+a9YsrF27Fu+//z4WL16M3NxcvPnmmwmMmIiIiIiIiIhiIaELEp07d8bs2bMxbdo0jBs3DoWFhejTpw9KSkrw3XffJTI0IiIiIiIiImpHCf0OCQAoKipCUVFRyHNLliyJ2K5r167YuHFjvMIiIiIiIiIionaU0E9IEBEREREREdGZiQsSRERERERERBR3XJAgIiIiIiIiorjjggQRERERERERxR0XJIiIiIiIiIgo7rggQURERERERERxxwUJIiIiIiIiIoo7LkgQERERERERUdxxQYKIiIiIiIiI4o4LEkREREREREQUd1yQICIiIiIiIqK444IEEREREREREcUdFySIiIiIiIiIKO64IEFEREREREREcccFCSIiIiIiIiKKOy5IEBEREREREVHccUGCiIiIiIiIiOKOCxJEREREREREFHdckCAiIiIiIiKiuOOCBBERERERERHFXcIXJFatWoXRo0dj5MiReOONNyJe/+STTzB27Fhcd911+MUvfoHq6uoERElEREREREREsZTQBYnS0lIsWLAAb775JlauXImlS5di7969+ut1dXX43e9+h8WLF+ODDz5Az549sWjRogRGTERERERERESxkNAFiS1btqB///7IysqCzWZDQUEB1qxZo7+uqioefvhhdO7cGQDQs2dP/Pjjj4kKl4iIiIiIiIhiRErkzsvKypCTk6M/zs3Nxfbt2/XHHTp0wIgRIwAALpcLixcvxtSpU1u0j+zstNgE2w5yctITHUKzpUqsqRJnsGTO0XhKxbGLt0T1UVM5ynFrGvunabHqn1TqZ8baPpI51lSeQxlf2yR7fAFN5agst+yfi6lyzG11JhxnS8ceaF2/JHRBwu/3w2Aw6I+FECGPA2pra3HnnXciLy8P48ePb9E+Kirq4PeLNscaazk56Sgvr010GM2SKrEmKs62TkjJmqPxlCo5lkht6aP2ylGOW9PYP00L7p+25miq9HMq5QRjDW2/LVJ1DmV8bRPP+NozR1XV26K2knlMYiXZcy8WWjP2QOPj31SOJvRPNrp06YLy8nL9cXl5OXJzc0O2KSsrQ3FxMXr27InHH3883iESERERERERUTtI6ILEwIEDsXXrVlRWVsLpdGLdunUYMmSI/rrP58Ptt9+Oa6+9Fg888EDUT08QERERERERUepJ6J9sdO7cGbNnz8a0adOgqiomTZqEPn36oKSkBLNmzcKxY8fwn//8Bz6fD2vXrgUA9O7dm5+UICIiIiIiIkpxCV2QAICioiIUFRWFPLdkyRIAQH5+Pnbt2pWIsIiIiIiIiIioHSX0TzaIiIiIiIiI6MzEBQkiIiIiIiIiijsuSBARERERERFR3HFBgoiIiIiIiIjijgsSRERERERERBR3XJAgIiIiIiIiorjjggQRERERERERxR0XJIiIiIiIiIgo7rggQURERERERERxxwUJIiIiIiIiIoo7LkgQERERERERUdxxQYKIiIiIiIiI4o4LEkREREREREQUd1yQICIiIiIiIqK444IEEREREREREcUdFySIiIiIiIiIKO64IEFEREREREREcccFCSIiIiIiIiKKOy5IEBEREREREVHccUGCiIiIiIiIiOJOSnQAq1atwgsvvACv14ubb74ZN910U8jrO3fuxAMPPACHw4ErrrgCjzzyCCSpDWEbgJp6FVV1HmSlm5FhlQDR8JoRqKjxoKLGhexMC7LTFcB/8j3V9R4osoQ6pwq7VYJFMaGiyoWsDAUGgxGq6ke92wuLYkK9S0WGXYFZkeB0e1Hj8CAjTQb8BjicHpTVulHnVGGzSHB7fEizyvD5BSprXMhKN8NmkVDv9MKl+mCRTXC4vEizyfALAUe9CrtFhiQZYDQaoHr9qHWoODvXhjqHF1W1bmRlmFHvUmG3ylBkE5wuL6rrPOiUaQEMQGWNG3aLBKvZhBqHCrtNggEGON1euDw+ZKYpkExG1Do8KK/zwO/3wWAwoqrOA5tZQkaaDKfLp+0r3QyfzwepYT92qxZnZbUbHTPM8Hp9kGUJNXVu2CwyzGYTHE4Vbo8PWelmGIyAx+NHTZ0HWRlmeDxeyLIERTbA6xU4UaMdjyQZ4PcLGGCA1+eH1yfgdHmRma5A+P0orXXBZDSistqFdJsCq1UChEC9yweHS4XNLMFoBMyyCYCA1wecCIo/w2YGhECN0wuX24sMu4Laeg8y7MrJXIiH8By1SahxaI87ZlrgVn2oqA7KUQHUub2odqiod3uRZpFhNAE2iwyP24dapwdWs4x6twqbWUa1QztmIQC3xwuLIqHG4UFmugK/T6C2XoXVLEFRjBACqK71IMMuw2QyovyEE9mZFsiyERVVLqTZZEgmI9weH5wNfVbvUmGzyHB6vLBbZHhUP+qcKjqkK1ouur2ocajIsMuQTUZU1rhRWuuGAUBljQudsqwAoO/LbpNQV++F6vWj3qUiK90MiyKhrLIeHTLMcHv8cLhUZKUpMJoMUFWBWocHdqsMWTKg2uGB3SzDrJig+n1QVQGn24vMNAWyBHg82n47Zlq0c7raBbtVhqNehdUiwayYYDQa4KhX4XR7YTNLUBQTahwepFllyJIRDqcKl8ennZeyAfVOL8yyCRaLCW63H1W1bmRnWaB6/XA4tVw0Kya4PV5IknY+pFll+P1+WM2yNi9By4PjNW5YzRKq3T44HG6k2ZSInPD7/NHntHbO0WN7y7X5oD332dSc3cz317m82n9OFRbFBJtFQsd0BfBFtu/zC1TVuZFhV+ATAjAAPq8ImZ+sFhkAtHNFMWnzi0WG1SLB6fLC6/PBLEvY82MtbGYJVosJbrcXFrMMAYGqWjdsZhlC+CFJWi6l2xX4hUCdQ0V2pgV+v8DxamfI+dAx0wKzol1rahweZKYp8PmAE7UudMiwwOPxQpElyLIRx6ucyEzT5jajwQgBP4wGk76tz+uDJJkAg4DT5UOGXYHL44PX64MiS6iqdaNDhhmybERdvTZfp9lkWMwS3G4fahwe2CzavoQfDX0gwaNq17PAedkxwwyPquW93SojzSojzWxq3xxtLGcMQI1TRZXDA1nSxi3TrsBkMqDe5UO9S0Vmmhkmo9aI0SigqsCJGhc6ZFpgMgr4/Qb9Omi1aOeuzSLB59PmkexMCyTJAEDA5zOgqs4NqyJBkgyQJSN+2H0MkqTdR2SlKTAYDXC5vfALwOX2wmaRkZkuw1GvXcvtVhlWs6TnpNerzacZaTIMMKKq1g2rRYJFMQIw6PNSdZ0HVrMEi9kERTHC7fbD5fHCo/qRbpPh9nghSxLqXSrS7DLqHNr/FdmEWocHLo8PlU4P/P6Tc7EkGXCiYT6ymLVc9/n9sFtkbZ61yPCoWg46XNp9kmQ0orbeA5tFhternRfafG2GyWRAtUOFy+1Fp0xL5LndMI51ThVm5eT7Yj7ftHWOibWge067VYHP74fX54fPD+2eJ03RrosOL5xuFVazjKpaNzpmmmEyGVFd50aaVYbX50ed04usNAX1Li8UyaTPDR0zLJAkI8orncjOssDj9UNVtfHx+rS5yun2Yu+xWqTZZCiSCZU1LpgVE6xmCZJkRL3Ti3qXNqdazBI8Xi8USbvn9ag+ZNjNUH2+hphPzgMZaQpkyYgahwd2iwSPxweTyYjahnPCJBlQW6fCYpZQV++BVdGul1W1biiKCRbFBJPJAOEHfjhRBqfbq98T1zhUZKYpMBiAepdXn7fSLDLSLNr9rtPjhcGonTsd0s2h191EjjvRGSyhCxKlpaVYsGAB3n33XSiKgsmTJ6Nfv3646KKL9G3uuecePPbYY+jbty9++9vfYtmyZSguLm7dDg3AzkPVWLjsG7hVH8yyCbOu74tLzssEDMC3+yrxl3e/01+7fUI+Lr2oI3YeqMbra3ZiRL9uWLp+j/765BE9cOhYNQbkn41apxfLN+wJ2easbBv+39U98OJ73+G8Lmko6Hc+Vvzt+4h2plybhyy7gueWbw953zth7QX2+eGW/6LWoaK4IA92iwmq14+qWiccThUvvncy/htG9MDn//4RI/qdH/J8cBuTR/RARpoCVZVw9Hg93g7a18zx+RAQWLZ+d0QbM8fn450Ne/BjRT3Msgm3je2NjZ8fxMBLz8FHm/+LUQMuwKp/7INsMup9EHhvydjeWPG37/X3NtbWiH7nhzw/c3w+crLMOHrciXqXGhLr7RPy8c/vjuInF+bo+71pVB4qqt14c+2ukGO3KCak2xW8sWaX3nbJuN6oqnWj/IQrpN3igp5Ys/UArr+mBy7t3rH9FyXCcvSsbBuuv6YH/vLud0i3yxgz8IKQ+GbdcCkUyYQjZXUhz0+9Ng9Z6Wa8sWYXRvTrhvXbDkbk0i1jLoHXL/D6x7uQbpdRdFV3va/OyrZh4rCLseT9HVHzpmRsb/xzx1FcntcZLo8vZN83jOiB9dsOYtSA86FIRrz64c6I8yG4zS3fHcXA/LND2gje18zx+QAEXnxvR8h47z9yAh0zbRE5G5wz4edLx3QFb67brb9++4R8LPskNMe2bP8B3+2r1I+jeGRP+PwCLwTNDcUFeZAlA1Z8fQRXX9ktpJ+KC/JgUYxY+dk+/TxWff6IsSsuyEOHdAUfb/kvrux1FtZvO4gJwy7Gxs8PYsLPLobH6w+ZqyaP6AGzYsKqTftx/TU9sOyT6O3qc1o7LhA0Oo/Gep9t3ZcB2He0Fkcr6iPmgZwOVvzkgizs/G9o+8UFeUizSThe5YIsGeD3I2R8Z4zrDSGcWPG3vVHn+/XbDuCa/+mGxSt3ROzPUV6P/1v1b337CcMuxkth51hzzodtO46istaNgn7nh8QWmDuv/p9uWPvPA6irV/WcGn5lt5B9BW+bYZPw3x9c2BC2XbRzNvgcizZP3DzmEqhegTfX7oo6ZxUX5OHsbBu6n50e42Q5Rc50y8TOg9Gv5eHXpBnjesPc8A/8Rcu+DTn29dsOYOfBKn1csjPNqKhyhYz3L2+4FD6fwJ8brumBbTPTFAgAi98LzSeP6guZJwNzfvB702wyyivr8eqHO3FelzSM6n9+RI5lpilwuLx4/ePQXO+cbUN1rTtkH+G5V1zQE//ceLTJ+4WSsb2xdtsBHDpWh5KxvbHh84O4stdZIX1529jeeDeoL6demwej0YBVm/afst9Dzu2GcYw2XjGdb+I5n7UgntfX7MSkqy9GTZ0HdQ0L3uHXuvXbDkT0f/j9XeDnwPVsZL9uEdfxXhd2wrqGe4T12w6iaPCFcIftr7ggD6v+sQ+1DhW3jLkEVrMUck2cPKIHcrIsqK2v0/OsqTltxrjegAFY8t73mDT8YizfeDIP7pjYBz6/P+Q8CT+u3I5W1NV79fk0Wq6uCMvDjpkWfPblYVzxk7OizoWFV3VP3LgTneES+icbW7ZsQf/+/ZGVlQWbzYaCggKsWbNGf/2HH36Ay+VC3759AQATJkwIeb2laupV/aIDAG7Vh4XLvkFNvYqKGo9+AxB47S/vfoeyKjcWLvsGg/t21Sf9wOtvr9+Da/7nfHh9wOL3vovYZnDfrvqFfdzQi7Dk/R1R23n941344Xh9xPsa2+fwy8+DW/XhzbW7cLzajWqHir49u+j7Cmy7dP0eFA7uHvF8cBtvr9+D8hMu+PwG/WIR2O7F976DVZGjthGIL/D4pfd3oHBwd7z+8S4M7tsVb67dheGXnxfSB4FtA/1wqrbCn3/xve9gNJpwotYdEetf3v0OowddGLLfI2UO/R8hwcde7VBxpMwR0vaSlTuQbjNHtPvm2t0Y3Lcr/vLud6io8bQ695orPEcD+3arPgy//LyI+A6XOrDvh5qI5//68S79GJeu3xM1l6odqn7jOvzy80L6anDfrvo/MoL7LpA3S97fgaLB3VHtUCP2Hdjfm2t3o9qhRj0fgtscN/SiiDaC9/Xie9/BosgR4z2gT9eoORs8ruHnyw/H60Ne/8u7kTlWNLh7yHH8cLxev/EKbPfm2l2ocagoHNw9op/eXLsLJ2o9IedxtLF7c+0uHD1ej8LB3fV9BXJ/39GaiLnq7fV7UONQ9ZxorN3AnNZemppHk21fNfUq9h2tiToPHClzoLTSHdH+m2t3warIOFHrhkWRI8Z38codOF7tbnS+LxzcXf+HYvj+TtS6Q7Z/Kco51pzzYfSgC/VrSvB2gfxZsnIHxg29KCSnwvcVvK3dasaSKNtFO2eDz7Fo80SNQ9X7u7G833e0pt1ytLGcqajxNHotD78mLV65A0aDCUfKHBHHXji4e8i4SCYpYryPlDr0xYjgbS2KrP8jK3hf4fNk+L3I2+v3oKLhWh+4n4iWYxZF1uf04OcPHauL2Ed4Pry5dvcp7xeWvK/lVeDnwNwVnlfBffnXj3fp89ap+j343A6MY7T3xXK+ied81pJ4BvftCqsi44fj9VGvs4FcbOoeMfjnwDUm2nX87aB7hMF9u6Imyv4C91aBe4fwa+Lb6/fgSHl9SJ41NactXrkDVkXG4L5dsXhlaB68sGI7yk+4mjyuw6Wh82m0XA3Pw0PH6jB60IWNzoWJHHeiM11CPyFRVlaGnJwc/XFubi62b9/e6Os5OTkoLS1t0T6ys9P0n4/tLdcnoQC36kO96kNtvRr1tcqahgnPgKivV9W54XL7om8T9LjRbRra8QsR+b5GtoUh8n2VNa6o2+r7PUUbTo836nZOjxcQTceh78sTdoxB+zjVe5tqK/j5qjo3/EJEbbOm3hPynsa20/va0Mj7o8TqVn04UedG3gXZiLUmczQ4B6LkQ+BYGj3OJnIppH+ayN3gNoPHtKbe02gfB94fNa/Dtm1Ojjo93ojXT9RGz/nGciu4T5ravqbeE/JaU3nUWOzhfa+3F62NsPPG5fE1nbvNaLde9aH7eR0RK82dR2O5z1js69je8ib78kQj86bT7dXmRXf0eTFkHAIMTedzyLkQtH34ds05H2rqPfB4/NHf35BPLo/vlDEFtq2qc0ff7hTzQIvnlaC+qG94PicnHbEQaKexnKmsa/paHj4POD3eiDHT+zV4uyg50ljONXadbc48GbxNY+PZrPab2Edzci9w/M3ZPmT/zez3wLmtj2Mj74s2B7Qml+I1nwXPoeGC4w4+7sA8FIgpPMbmjFf4z9HmkvDXmrquA824t2pmnE6PNyKmxtqKei2Psq9oxx78nhpH9Pu8wFzYHtexWM1x7a2pHJXllv1zMVWOua3OhONs6dgDreuXhC5I+P1+GAwnZwwhRMjjU73eHBUVdfD7tYnLZpZglk0hk5FZNsEmmyCnG6O+lp1hbvjOAUR9PSvdjGqDp8lt3KoPVoupyW2MYcfV1LaBj5MFv69jpiXqtlazqVltWJXofWNVJACiyTYCjy2KSX9ef93Q9DE0p62Q/k4z47ChLmqbGTYlZL9Gg6HJvg7kRfj7o8Vqlk3okGZGeXktwrV1QmpOjgYeh78WOJbGjtMvRKO5FN4/Te038Dg4bzJsSqN9HOizaHndmhzV8jC0nQ7p0XO+sdzS+yRs3MO3z7ApIa8ZjY3nUWOxB/ZzqvPAaDBEnDcWxdRk7janXZtsCsnVeORo+D5joa37spmlJvuy0XnTor3Paom+/+BzK/K9jedEuNaeDxk2BQ6jGnW7QD5ZlJPnfWMxBbbNSjc3ud2pzrGWzitGgwG2hnkpMI5tzdFAO43lTMe0pq/l4cdkVaSo81egX/XtouRIYznX2HW2OfNk8DaNjVNz229sH83JvZC8OsX2wftv7HwJ3zZwbgfGsbFYo81xrZl/mjvHxHIODRYed/BxB+ahQEytGa/wn6PNJcH9DDSev4H3nereKlhTcVoVKSKmxtqKdi2Ptq9oxx78ngx79Pu8wFwY6+tYa/Oytftqi6ZyVFW9Ud7RuHgdcyLFc2wTpTVjDzQ+/k3laEL/ZKNLly4oLy/XH5eXlyM3N7fR148fPx7yektlWCXMur5vyOQ76/q+yLDJyE5XcPuE/JDXbp+gfWfBrOv7YtPXR3DDiB4hr08e0QOfbDsAyQjMGJ8fsc2mr49g5nitzfc+3YuSsb2jtjPl2jyc08kW8b7G9rnxy0Mwy9rf9HXKNCPTLuObXcf0fQW2vWFED6zatC/i+eA2tL9t1r6sa3LYvmaOz4fTo0ZtY+b4fGz65oj++LaxvbF60z5MuTYPm745guKCPGz88lBIHwS2LRnbO+S9jbUV/vzM8fnw+33okG6OiPX2Cfn4aPP+kP12zbWjuCAv4tgz7TK65tpD2i4Z1xu19e6IdosLemLTN0dw+4R8ZGcorc695grP0U1fH9HzcuMXhyLiO7ezHd3PyYh4fuq1edoxNuRQtFzKtMuYcm2e3nZwX236+ghKxvZuNG9KxvbGqk37kGmXI/Z9w4geDTnQE5l2Oer5ENzme5/tjWgjeF8zx+fD5VEjxnvr9iNRczZ4XMPPl3M62UJev31CZI6t2rQv5DjO6WTDHWFzQ3FBHjLsMlZt2hfRT4Hvhtj0zRE9nmhjV1yQh7M72bB60z59X4Hc7352RsRcNXlED2TYZT0fG2s3MKe1l6bm0WTbV4ZVQvezM6LOA11z7cjtYI5ov7ggD063ig7pZrjcasT4zhjXG50yzY3O96v+vk/7DoIo++uQbg7Z/rYo51hzzoePNu/XrynB2wXyp2Rcb6z8bK++j1V/3xexr+BtHfVu7ZwO2y7aORt8jkWbJzLsst7fjeV997Mz2i1HG8uZ7Ayl0Wt5+DVpxrje8AsfuubaI4599aZ9IePi9XojxrtrZzt+MalPxBi6PCpmjI/Mp/B5MvxeJPBdFYHt3vt0b9Qcc3lUfU4Pfv68LmkR+wjPh+KCnqe8XygZq+VV8DUgvC9vC+vLqddqc2Vz+j343A6MY7T3xXK+ied81pJ4Nn19BE63inM62aJeZwPXqqbuEYN/Dlxjol3HJwfdI2z6+ggyouwvcG8VuHcIvyZOHtEDXXNsIXnW1Jw2Y1xvOD0qNn1zBDPGhebBHRP7IKeDpcnjOrdz6HwaLVfD8/C8Lmn4aPP+RufCRI470ZnOIESUzz3FSWlpKW688UYsX74cVqsVkydPxu9//3v06dNH36awsBCPPPIILr/8cjz44IPo1q0bbrvttmbvI2LFL/Btyg4PsuyKNvlEq7KRYdH+ARqlykbgW7UtigkVNW5kpSswGAxQVT+cbi/Mign1Li/S7TIsigSX24vqkCob2reN17u0agZu1adVpvALVNa4kZmmwNbwbe0hVTasMvzQqmzYLFoFAaPBANWnVdk4K9cGh8OLqjo3stLMqHdr1TgU5WSVjexMCwwG4ESNG7amqmzYFUhSw7djm2W9ykbgm7vT7TJcbu2jvplpZvh9PpgkE1zuk1U2TlRr39Lu9fkgS1olB5tZarzKhsODrDQzPKr27d+K0lBlo1bbhywb4PMLGMOrbKQpEEIbKJOpocqGXYHVcrLKRqCv9SobBgGvt6HKRpoZPr8PGVZtwaHG6YXL40WGraHKhk05mQtRxHxVOjxH7bJWUcHhQcd0M9xev1ZlI5CjYVU27BYZJpMBNrP27dW1Tu3YA9/GXe3QjlkAIVU2MtIUCL9WZcNilmCOUmXjeJVT+2SCYsTxKhfsNq1SRqDKRrpNgdPthdUiwe3RvjE+8M3amWkKzIpWZaPWoSLdplWoqKxxIyNNOVllI9MKGKDvK81+sspGYLwt5oYqG+lmuFWt+kZGmvZt+eFVNmocWpURS1CVjUAVFVnWqmycqHWhQ7oFFnNDlQ2LDIdT1X/7aTSdrLIReK7WoX1zvCIb4WjIGZtFhtxQZUORTQ3VFfyoqnMjO/NklQ1rQ5UNj8cLk8mkV8QRwg+rLOk3RYEqGxaz1FD5w400ixyRE36/iD6ntXOO1qs+2GRT1H3GTFNzdjPfH1xlw6yYYDNL2rnjC2s/TYHPj+hVNoLmJ4tZhsEA1NVr3zDvcHm1+bRh3vb5tEoVgfnSajbBrXphUQJVNrQKFcLfUGWj3oN0qwI/Gq+yoZ975kCVDa3Sgt+nzWMd0s3weBvmzkCVDbs2txkMRiC4yka6BT6fDyaTCQZjI1U26rQ2Q6psWBuqbHi0KhtWi7Yvvx9adR2zBI83tMpGh3SzlvcuL+wWCWkN/0GE/oYpVp+QaDJnwqps1LtUpNsUSJJWZcPp8iLdrkAyaY0YTQJq0PxgMmlVNoLH1eHS5gltHLTtZMUACK3KRnWdGxZFgkkyQDEZ4XJ7YZJMqG+YEw1GA1weL/z+KFU26rQ8sbWgykZg7gvEaDaboMhGeDwnq2ykWbVqGLIsod6pIs0mo65e+7+iaHOb2+NDxwwz/OJk7smyASdqPLCYtUoLwVU2tHyQoTZU2ahvqLoimYyordd+DqmyYVdgkownq2xkmCPP7UCVDZca8r7G5rhW/7ayGXNMvD4hERxP86psePUqLB3SzZAkrcqG3aJVbqtzapVknG7tmiRLxqDxPFk5S/X64VF9MCsSvN6TVTYCVSqCq2xYFK26TmNVNlxuL9yqX8tXnw/1Ll/Dl6c3VNmwa1U2auu1HFVVH4wmox6rJDdU2VAkvTKSRTGhqs4DRTbCrJggNVTZcDXce9gaqmzUOrQ2DMagKhtWWZt3rFp1Kqfq1arG1QYqjgVdd2N8HTtdPiFxz7OfNbudP/zv0NP+kwPAmfMJiZaMPdD0+DeVowldkAC0sp8vvvgiVFXFpEmTUFJSgpKSEsyaNQv5+fnYtWsX5s6di7q6OvTq1QtPPPEEFKX5v6lu7ARLtFRK5FSJNVFxttdF4EySKjmWSG3po7jeTJOO/dO0dluQSGKplBOMNbT9tkjVOZTxtQ0XJE5fyZ57sRDPBYmEfocEABQVFaGoqCjkuSVLlug/5+XlYfny5fEOi4iIiIiIiIjaUcIXJNqb0diyL8GMp2SOLVyqxJoqcQZLxZjbA/vh1BLVR03tl+PWNPZP02LVP6nUz4y1fSRzrKk8hzK+tkn2+AJiGWeqHHNbnSnH2VKt6ZeE/8kGEREREREREZ15Elplg4iIiIiIiIjOTFyQICIiIiIiIqK444IEEREREREREcUdFySIiIiIiIiIKO64IEFEREREREREcccFCSIiIiIiIiKKOy5IEBEREREREVHccUGCiIiIiIiIiOKOCxJEREREREREFHdckCAiIiIiIiKiuOOCRJzU1dWhsLAQR44cAQBs2bIFRUVFGDlyJBYsWJDg6E567rnnMGbMGIwZMwbz588HkLyxPvvssxg9ejTGjBmDV155BUDyxkonpVKOJdpTTz2FOXPmAEiuPlq1ahVGjx6NkSNH4o033khoLMli6tSpGDNmDMaOHYuxY8fi22+/TaoxS5TmXvt27tyJCRMmoKCgAA888AC8Xu8p206FPOS1P/ZOh2t/InM32ljff//9GDlypD5/rV+/HkDj5+XRo0dx0003YdSoUbjjjjvgcDhiFl9L5tJExPfOO+/osY0dOxaXX345Hn300aTqw9Y4VU62Zo4+HZyqX5577jkMGzZMH/dkvRbFWvi1LVirckVQu/vmm29EYWGh6NWrlzh8+LBwOp1i6NCh4tChQ0JVVTF9+nTx6aefJjpMsXnzZnHDDTcIt9stPB6PmDZtmli1alVSxrpt2zYxefJkoaqqcDqdYtiwYWLnzp1JGSudlEo5lmhbtmwR/fr1E/fdd19SzRnHjh0Tw4YNEydOnBAOh0MUFRWJ77//PiGxJAu/3y+uuuoqoaqq/lwyjVmitOTaN2bMGPH1118LIYS4//77xRtvvNFk26mQh7z2x97pcO1PZO5GG+t169aJwsJCUVpaGrF9Y+fljBkzxOrVq4UQQjz33HNi/vz5MYmvpXNpvOMLt2fPHjFixAhRUVGRNH3YGs3JyZbO0aeD5vTLzJkzxVdffZWgCBMj/NoWrjW5wk9IxMGyZcvw8MMPIzc3FwCwfft2dOvWDeeeey4kSUJRURHWrFmT4CiBnJwczJkzB4qiQJZldO/eHQcOHEjKWP/nf/4Hr732GiRJQkVFBXw+H2pqapIyVjoplXIskaqqqrBgwQLcfvvtAJJrztiyZQv69++PrKws2Gw2FBQUnPHjtX//fgDA9OnTcd111+H1119PqjFLlOZe+3744Qe4XC707dsXADBhwoRT9lUq5CGv/bF3Olz7E5m70cb66NGjOHr0KH7729+iqKgICxcuhN/vb/S8VFUVn3/+OQoKCkKej4WWzKWJiC/c7373O8yePRtWqzVp+rA1TpWTrZmjTwfNOVd37NiBF198EUVFRXj00UfhdrsTFG38hF/bgrU2V7ggEQePP/44rrjiCv1xWVkZcnJy9Me5ubkoLS1NRGghLr74Yj2BDhw4gI8//hgGgyEpYwUAWZaxcOFCjBkzBgMGDEjafqWTUi3HEuWhhx7C7NmzkZGRASC55oxkiiVZ1NTUYMCAAXj++efx6quv4u2338bRo0fP+H5q7rUv/PmcnJxT9lUq5CGv/e0j1a/9iYw32lgPHjwY/fv3x7x587Bs2TJ88cUXWL58eaPn5YkTJ5CWlgZJkkKej4WWzKWJiC/Yli1b4HK5cO211+L48eNJ04etcaqcbM0cfTo4Vb84HA5ccskluOeee/Dee++hpqYGf/7znxMRalyFX9uCtTZXuCCRAH6/HwaDQX8shAh5nGjff/89pk+fjnvvvRfnnntuUsc6a9YsbN26FT/++CMOHDiQ1LHSSamUY/H2zjvv4KyzzsKAAQP055JpzkimWJLFZZddhvnz5yM9PR0dO3bEpEmTsHDhQvZTmMZypzU5lYp5mOwxp9K8nMrX/mTIg+CxvvDCC/H8888jNzcXVqsVU6dOxWeffdZonNHijVX8LZlLExFfsLfffhs///nPAQDnnntu0vRha5wqJ5MhZxPhVMdtt9uxZMkSdO/eHZIkYfr06fjss88SEWrSaG2ucEEiAbp06YLy8nL9cXl5edSPvSTCl19+iVtuuQW//vWvMX78+KSNdd++fdi5cycAwGq1YuTIkdi2bVtSxkqhUiXHEuWjjz7C5s2bMXbsWCxcuBAbN27EO++8kzR9xPGK9MUXX2Dr1q36YyEEzjnnHPZTmMZyJ/z548ePn7KvUjEPkznmVJmXT4drf6L7Nnysd+/ejbVr1+qvCyEgSVKj52XHjh1RW1sLn88X8/hbMpcmIr4Aj8eDzz//HMOHDweApOrD1jhVTrZmjj4dnKpfjh49iuXLl+uPA+N+JmttrnBBIgEuvfRS/Pe//8XBgwfh8/mwevVqDBkyJNFh4ccff8Sdd96Jp59+GmPGjAGQvLEeOXIEc+fOhcfjgcfjwYYNGzB58uSkjJVOSqUcS5RXXnkFq1evxvvvv49Zs2Zh+PDheOmll5KmjwYOHIitW7eisrISTqcT69atO6PHCwBqa2sxf/58uN1u1NXV4b333sPdd9+dNGOWLBo718855xyYzWZ8+eWXAID333//lH2VinmYrHNdKs3Lp8O1P5G5G22shRCYN28eqquroaoqli5dihEjRjR6XsqyjCuuuAIfffQRAGDlypUxi78lc2ki4gvYvXs3zj//fNhsNgDJ1YetcaqcbM0cfTo4Vb9YLBb84Q9/wOHDhyGEwBtvvIERI0YkMOLEa22unNnLOAliNpvx5JNP4pe//CXcbjeGDh2KUaNGJTosvPzyy3C73XjyySf15yZPnpyUsQ4dOhTbt2/HuHHjYDKZMHLkSIwZMwYdO3ZMuljppFTKsWSSTHNG586dMXv2bEybNg2qqmLSpEno06dPQmJJFsOGDcO3336LcePGwe/3o7i4GJdddlnSjFmyaCqPn376acydOxd1dXXo1asXpk2b1mRbqZiHyXQeB0ulefl0uPYnMncbG+sZM2bgxhtvhNfrxciRI1FYWAig8fPy4Ycfxpw5c/DCCy/grLPOwh//+MeYxNfSuTTe8QUcPnwYXbp00R/n5eUlTR+2RmM5WVJSglmzZiE/P7/Fc/TpoDn98uijj+KOO+6Aqqr46U9/qv8Zz5mmrbliEEKIOMRJRERERERERKTjn2wQERERERERUdxxQYKIiIiIiIiI4o4LEkREREREREQUd1yQICIiIiIiIqK444IEEREREREREcUdFyROc9OnT0dlZWWiwyA6pe3bt+Ohhx5KdBh0Btm2bZtemi3WSkpKsHfv3ojn16xZg6lTpwIAnn32WaxcuRIA8Nxzz+GTTz5pl1gotQXnSXO9/PLLmDNnTvsE1EwzZ87Eu+++m9AY6MzAe12i1CYlOgBqX5s3b050CETNsnfvXpSWliY6DKKYWLJkySm3+d///V/9523btuGiiy5qz5AoRQXnCRFF4r0uUWrjgsRp7P777wcA3HzzzfjLX/6CefPm4ccff4SqqhgzZgxuv/12HDlyBDfffDMGDRqEHTt2wOfzYdasWVi6dCn279+P3r17449//COOHj2KqVOnYvDgwfj2228hhMBDDz2EK664IsFHSanG7/dj3rx5+Pbbb+FwOCCEwCOPPIKFCxeitrYW999/P5544gls3LgRL7zwAlRVhcViwX333YfLLrsMixYtwqFDh1BaWory8nL06tUL/fr1w8qVK3HkyBHcc889KCwsxKJFi3Dw4EEcO3YM5eXlyMvLw+OPP460tLREdwElkfr6esyePRv79++H2+3GY489huXLl+Piiy/GrbfeCgCYM2eO/nj48OEoLCzEP//5T1RXV+O2227DV199hX//+9+QJAkvvPACOnfujOHDh+PZZ59Ffn4+nn32WaxatQpZWVno1q2bvu9AuxaLBTt27MD8+fPh8Xjw+9//HsuWLcMFF1wAALjlllswZcoUXHPNNQnpI2pfY8eOxZw5czBgwACsXr0a999/Pz7//HNYLBY88MAD+Nvf/oZbb70Vt956K/Lz8zFjxgxs3rwZZWVluO2221BcXAxVVfHYY49hy5YtyM7ORnZ2NtLT0wEA69atwwsvvACDwQCTyYR7770XV155JaZOnYqf/OQn+PLLL3HixAmMHTsWs2bNAgB89dVXePrpp+F0OmE0GnHXXXdh2LBhAIB33nkHb731Fvx+P7KysvDggw+ie/fuKC0txZw5c1BWVoazzz4bFRUVCetTSh7Lly/HK6+8AqPRiA4dOuCpp57C3//+d/z1r3+F0WhEp06d8OCDD+KCCy4ImWuByLl3/Pjx2Lp1K3788UeMHTsWv/rVr0LudRcvXoyzzjorkYdLKWru3LnIzs7G7NmzAQDvv/8+1q1bh4kTJ0a9Fz1+/DgeeughVFRUoLy8HOeccw7+9Kc/ITs7G8OHD0efPn2we/du3H333RgxYkSCjy4FCDqt9ejRQ1RUVIipU6eKDRs2CCGEcLlcYurUqeLDDz8Uhw8fFj169BCffPKJEEKIhx56SAwbNkzU1tYKl8slBg0aJL788kt9uw8++EAIIcSnn34qBg0aJDweT8KOjVLTV199JX75y18Kn88nhBDixRdfFDNnzhQrVqwQM2bMEEII8d///lcUFhaKyspKIYQQe/bsEYMGDRIOh0MsXLhQDBs2TNTU1Ain0ymuvPJK8cQTTwghhFi/fr0YOXKkEEKIhQsXiiFDhojy8nLh8/nE3XffLZ588skEHDElq3/+85/ikksuEd98840QQohXXnlFTJs2Tdx3333ipZde0rcLfjxs2DAxb948IYQQH374ocjLyxM7d+4UQgjxi1/8Qrzwwgv6dtu3bxfr168Xo0ePFrW1tUJVVTFjxgwxZcqUiHanTJkiPv74YyGEEI899ph46qmnhBBCHDx4UAwdOlR4vd727g5KkEWLFulz07333isGDRokNm3aJPx+vxg0aJCYPn26nic9evQQf/3rX4UQQnz33Xeid+/ewuVyiVdffVVMmzZNuN1u4XA4xPjx48V9990nhBDi6quvFl9//bUQQohNmzaJRYsWCSG0nCspKREej0dUV1eLgoICsXHjRlFVVSVGjhwpDh8+LIQQ4tixY2LIkCHihx9+ENu2bRPFxcWivr5eb2/UqFFCCC3/FyxYIIQQ4sCBA6Jv375ixYoV7d+BlLR27twp+vXrJ44ePSqE0ObYkSNHimuuuUZUVFQIIYRYsWKFuPbaa4Xf7z/l3Bs4T44dOyby8/PFoUOHhBAn73WJWus///mPGDRokFBVVQghRHFxsXjrrbcavRd99dVXxYsvviiEEMLv94vbbrtNvPzyy0IILVefe+65xBxIiuInJM4ATqcTn3/+Oaqrq/Hss88C0H4ruGvXLvTp0weyLGP48OEAgPPOOw+XXXaZ/lvk3NxcVFdXIzc3F5mZmSgqKgIADB06FCaTCbt370bv3r0Tc2CUki677DJkZmbi7bffxuHDh7Ft2zbY7faQbQK//bvlllv05wwGAw4dOgQAGDhwoP7bv9zcXAwePBiAlr9VVVX6e0aNGoVOnToBACZNmoR58+bhvvvua8ejo1Rz7rnn4tJLLwUA5OXlYcWKFaf8DdvIkSP193bq1Al5eXkAtPyrrq4O2Xbr1q0YMWKEPqdOnDgRf/3rX5tsv7i4GFOmTMHs2bOxdOlSTJo0CSaTqVXHR8lvxIgRuPvuu3Hvvffiiy++wC233ILNmzfDbrfjvPPOQ05OTsj2V199NQCgV69e8Hg8qK+vx9atW1FYWAhFUaAoCoqKirB7924AwJgxY3DXXXdh6NChGDRoEEpKSvS2brjhBsiyDFmWMWrUKPzjH/+A0WhEeXk57rzzTn07g8GA3bt34/PPP8fBgwcxefJk/bWamhpUVVVhy5Yt+vzarVs39OvXr936jFLD1q1bcdVVV+lz6i233IKysjLIsoyOHTsCACZMmIDHH38cR44cOWV7gdzv3LkzsrOzUV1djXPPPbf9DoDOGJdccgm6du2KTz/9FBdccAHKysrg8/kavRe9+eab8cUXX+CVV17BgQMH8P333+v3EgD4CfIW4oLEGcBgMEAIgbfffhtWqxUAUFlZCbPZjBMnTkCWZRgMBn17WZajthN+Q+z3+3mTTC326aef4vHHH8fPf/5zXH311bjwwgvxwQcfhGzj9/sxYMAA/OlPf9Kf+/HHH5Gbm4v169dDUZSQ7SUp+lQWnJ9+vx9GI7/Hl0IFz3eBuTLw/wBVVUPeE5x/jc2XwYLbas6cecEFF6Bnz57YsGEDVq9ejWXLlp3yPZS6evbsCVVVsWHDBpx//vkYNmwYZs+eDUmSUFBQgJ07d4ZsbzabAUC/bgfnV0Bwns2ePRsTJ07E5s2b8e677+L//u//sHz5cgChc6cQAkajET6fD927d8c777yjv1ZaWoqOHTti27ZtGDt2LO655x4A2rxaVlaGzMzMiPOmsXmZzhwmkynk/tLlcuHw4cO48MILQ7YTQsDr9Z5y7g3kPoCIbYna6qabbsKKFStw/vnn4/rrr2/yXvQPf/gDtm/fjokTJ6Jfv37wer0h+Wiz2RJwBKmLd+enOZPJBEmS0LdvX7zyyisAtN9m3HjjjdiwYUOL2qqsrMTf//53AMDGjRshyzJ69OgR85jp9LZ582YMGzYMxcXF6N27Nz755BP4fD6YTCZ4vV4AwIABA7B582bs27cPAPDZZ5/huuuug8vlatG+NmzYgNraWvj9fixbtkz/G2iipnTo0AE7duwAoP1D7F//+ler2xoyZAjWrFmDmpoa+P1+vP/++1G3C85/QPuUxPz589GnTx907ty51fun1HDNNdfgmWeewaBBg9C9e3fU1dVh1apV+qdxTmXw4MFYuXIl3G433G43PvroIwCA1+vF8OHD4XQ6ceONN+Lhhx/G7t274fF4AAAffPAB/H4/qqur8fHHH2P48OHo27cvDh48iM8//xwAsHPnThQUFKC0tBRXXXUVPvzwQ5SVlQEA3nrrLdx88816DEuXLgUAHD16FNu2bYtpH1Hq6devH7Zu3arny9tvv43PPvsMH330kV4VY8WKFfr367R27g2fP4laI7AAvHbtWkycOLHJe9F//OMfuPnmmzFu3DhkZ2djy5Yt8Pl8CT6C1MXl69PcqFGjMHXqVCxatAjPPPMMioqK4PF4UFhYiOuuu65ZH5ELMJvNeP/99/H000/DYrHg+eef5yckqMUmT56MX//61ygqKoLX68WgQYOwbt069OnTB88//zzuuusuPPfcc3j00Udx9913Qwihf1lg+J92nEqnTp1QUlKCEydO4Morr8Ttt9/eTkdFp5OpU6fiN7/5DQoKCtC1a1f079+/1W0NHToUu3fvxsSJE5GRkYG8vDycOHEiYrvhw4fjj3/8I1RVxfjx4zFs2DDMnTs35KPxdPoaMWIEXn75ZQwcOBCA9mdpu3fvbvYX9E2ePBmHDh1CYWFhyJenSpKE3/72t/jNb34DSZJgMBgwb948/VM+LpcLkyZNgsPhQHFxMQYMGAAAWLhwIebPnw+32w0hBObPn4+uXbuia9euKCkpwfTp02EwGJCWlobnnnsOBoMBDz/8MO6//35ce+216NKli/6nTHTm6tmzJ+655x7cdtttAICcnBysX78en3zyCW6++Wb4/X507NgRL774IoxGY6vn3uB7Xf6ijFpLURQUFBTg+PHj6NixIzp27Njoveidd96J+fPn49lnn4Usy/jpT3+q/1kxtZxB8PNO1AxHjhxBUVERvv7660SHQtQsixYtwokTJ/DQQw8lOhSiFvv6668xd+5crF69OuQjz0SxMnXqVNx0000YNWpUokMhIkq4+vp6TJkyBQ899BD69u2b6HDOKPyTDSIioiRy33334e6778bjjz/OxQgiIqJ2tmnTJvzsZz/D4MGDuRiRAPyEBBERERERERHFHT8hQURERERERERxxwUJIiIiIiIiIoo7LkgQERERERERUdxxQYKIiIiIiIiI4o4LEkREREREREQUd/8foc5qPA0zzXsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x1080 with 42 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(bike_share)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "4da73d45",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (12,6))\n",
    "sns.heatmap(bike_share.corr(),annot=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "5cdba092",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data= bike_share[['temp','atemp','humidity','windspeed']]\n",
    "sns.heatmap(data.corr(),annot=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b3578e74",
   "metadata": {},
   "source": [
    "**`It is observed that atemp and temp are highly correlated and one can be dropped to avoid multicollinearity.`**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "01b44691",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>season</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>humidity</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>count</th>\n",
       "      <th>year</th>\n",
       "      <th>month</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>spring</td>\n",
       "      <td>Tue</td>\n",
       "      <td>working_day</td>\n",
       "      <td>Mist</td>\n",
       "      <td>14.110847</td>\n",
       "      <td>80.5833</td>\n",
       "      <td>10.749882</td>\n",
       "      <td>985</td>\n",
       "      <td>0</td>\n",
       "      <td>Jan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>spring</td>\n",
       "      <td>Wed</td>\n",
       "      <td>working_day</td>\n",
       "      <td>Mist</td>\n",
       "      <td>14.902598</td>\n",
       "      <td>69.6087</td>\n",
       "      <td>16.652113</td>\n",
       "      <td>801</td>\n",
       "      <td>0</td>\n",
       "      <td>Jan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>spring</td>\n",
       "      <td>Thu</td>\n",
       "      <td>working_day</td>\n",
       "      <td>Clear</td>\n",
       "      <td>8.050924</td>\n",
       "      <td>43.7273</td>\n",
       "      <td>16.636703</td>\n",
       "      <td>1349</td>\n",
       "      <td>0</td>\n",
       "      <td>Jan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>spring</td>\n",
       "      <td>Fri</td>\n",
       "      <td>working_day</td>\n",
       "      <td>Clear</td>\n",
       "      <td>8.200000</td>\n",
       "      <td>59.0435</td>\n",
       "      <td>10.739832</td>\n",
       "      <td>1562</td>\n",
       "      <td>0</td>\n",
       "      <td>Jan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>spring</td>\n",
       "      <td>Sat</td>\n",
       "      <td>working_day</td>\n",
       "      <td>Clear</td>\n",
       "      <td>9.305237</td>\n",
       "      <td>43.6957</td>\n",
       "      <td>12.522300</td>\n",
       "      <td>1600</td>\n",
       "      <td>0</td>\n",
       "      <td>Jan</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   season weekday   workingday weathersit       temp  humidity  windspeed  \\\n",
       "0  spring     Tue  working_day       Mist  14.110847   80.5833  10.749882   \n",
       "1  spring     Wed  working_day       Mist  14.902598   69.6087  16.652113   \n",
       "2  spring     Thu  working_day      Clear   8.050924   43.7273  16.636703   \n",
       "3  spring     Fri  working_day      Clear   8.200000   59.0435  10.739832   \n",
       "4  spring     Sat  working_day      Clear   9.305237   43.6957  12.522300   \n",
       "\n",
       "   count  year month  \n",
       "0    985     0   Jan  \n",
       "1    801     0   Jan  \n",
       "2   1349     0   Jan  \n",
       "3   1562     0   Jan  \n",
       "4   1600     0   Jan  "
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bike_share.drop('atemp',axis=1,inplace=True)\n",
    "bike_share.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8633085a",
   "metadata": {},
   "source": [
    "## 4 : Dealing With Categorical Variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "d7cf6b0c",
   "metadata": {},
   "outputs": [],
   "source": [
    "seasons = pd.get_dummies(bike_share['season'],drop_first=True)\n",
    "\n",
    "working_day = pd.get_dummies(bike_share['workingday'],drop_first=True)\n",
    "\n",
    "weather= pd.get_dummies(bike_share['weathersit'],drop_first=True)\n",
    "\n",
    "month= pd.get_dummies(bike_share['month'],drop_first=True)\n",
    "\n",
    "week_day= pd.get_dummies(bike_share['weekday'],drop_first=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "a1ea2faa",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>season</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>humidity</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>count</th>\n",
       "      <th>year</th>\n",
       "      <th>month</th>\n",
       "      <th>...</th>\n",
       "      <th>May</th>\n",
       "      <th>Nov</th>\n",
       "      <th>Oct</th>\n",
       "      <th>Sep</th>\n",
       "      <th>Mon</th>\n",
       "      <th>Sat</th>\n",
       "      <th>Sun</th>\n",
       "      <th>Thu</th>\n",
       "      <th>Tue</th>\n",
       "      <th>Wed</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>spring</td>\n",
       "      <td>Tue</td>\n",
       "      <td>working_day</td>\n",
       "      <td>Mist</td>\n",
       "      <td>14.110847</td>\n",
       "      <td>80.5833</td>\n",
       "      <td>10.749882</td>\n",
       "      <td>985</td>\n",
       "      <td>0</td>\n",
       "      <td>Jan</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>spring</td>\n",
       "      <td>Wed</td>\n",
       "      <td>working_day</td>\n",
       "      <td>Mist</td>\n",
       "      <td>14.902598</td>\n",
       "      <td>69.6087</td>\n",
       "      <td>16.652113</td>\n",
       "      <td>801</td>\n",
       "      <td>0</td>\n",
       "      <td>Jan</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>spring</td>\n",
       "      <td>Thu</td>\n",
       "      <td>working_day</td>\n",
       "      <td>Clear</td>\n",
       "      <td>8.050924</td>\n",
       "      <td>43.7273</td>\n",
       "      <td>16.636703</td>\n",
       "      <td>1349</td>\n",
       "      <td>0</td>\n",
       "      <td>Jan</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>spring</td>\n",
       "      <td>Fri</td>\n",
       "      <td>working_day</td>\n",
       "      <td>Clear</td>\n",
       "      <td>8.200000</td>\n",
       "      <td>59.0435</td>\n",
       "      <td>10.739832</td>\n",
       "      <td>1562</td>\n",
       "      <td>0</td>\n",
       "      <td>Jan</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>spring</td>\n",
       "      <td>Sat</td>\n",
       "      <td>working_day</td>\n",
       "      <td>Clear</td>\n",
       "      <td>9.305237</td>\n",
       "      <td>43.6957</td>\n",
       "      <td>12.522300</td>\n",
       "      <td>1600</td>\n",
       "      <td>0</td>\n",
       "      <td>Jan</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 33 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   season weekday   workingday weathersit       temp  humidity  windspeed  \\\n",
       "0  spring     Tue  working_day       Mist  14.110847   80.5833  10.749882   \n",
       "1  spring     Wed  working_day       Mist  14.902598   69.6087  16.652113   \n",
       "2  spring     Thu  working_day      Clear   8.050924   43.7273  16.636703   \n",
       "3  spring     Fri  working_day      Clear   8.200000   59.0435  10.739832   \n",
       "4  spring     Sat  working_day      Clear   9.305237   43.6957  12.522300   \n",
       "\n",
       "   count  year month  ...  May  Nov  Oct  Sep  Mon  Sat  Sun  Thu  Tue  Wed  \n",
       "0    985     0   Jan  ...    0    0    0    0    0    0    0    0    1    0  \n",
       "1    801     0   Jan  ...    0    0    0    0    0    0    0    0    0    1  \n",
       "2   1349     0   Jan  ...    0    0    0    0    0    0    0    1    0    0  \n",
       "3   1562     0   Jan  ...    0    0    0    0    0    0    0    0    0    0  \n",
       "4   1600     0   Jan  ...    0    0    0    0    0    1    0    0    0    0  \n",
       "\n",
       "[5 rows x 33 columns]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bike_share= pd.concat([bike_share,seasons,working_day,weather,month,week_day],axis=1)\n",
    "bike_share.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "c980d229",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>temp</th>\n",
       "      <th>humidity</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>count</th>\n",
       "      <th>year</th>\n",
       "      <th>spring</th>\n",
       "      <th>summer</th>\n",
       "      <th>winter</th>\n",
       "      <th>working_day</th>\n",
       "      <th>Light Snow</th>\n",
       "      <th>...</th>\n",
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       "      <th>Nov</th>\n",
       "      <th>Oct</th>\n",
       "      <th>Sep</th>\n",
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       "      <th>Wed</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>14.110847</td>\n",
       "      <td>80.5833</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>8.200000</td>\n",
       "      <td>59.0435</td>\n",
       "      <td>10.739832</td>\n",
       "      <td>1562</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>9.305237</td>\n",
       "      <td>43.6957</td>\n",
       "      <td>12.522300</td>\n",
       "      <td>1600</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        temp  humidity  windspeed  count  year  spring  summer  winter  \\\n",
       "0  14.110847   80.5833  10.749882    985     0       1       0       0   \n",
       "1  14.902598   69.6087  16.652113    801     0       1       0       0   \n",
       "2   8.050924   43.7273  16.636703   1349     0       1       0       0   \n",
       "3   8.200000   59.0435  10.739832   1562     0       1       0       0   \n",
       "4   9.305237   43.6957  12.522300   1600     0       1       0       0   \n",
       "\n",
       "   working_day  Light Snow  ...  May  Nov  Oct  Sep  Mon  Sat  Sun  Thu  Tue  \\\n",
       "0            1           0  ...    0    0    0    0    0    0    0    0    1   \n",
       "1            1           0  ...    0    0    0    0    0    0    0    0    0   \n",
       "2            1           0  ...    0    0    0    0    0    0    0    1    0   \n",
       "3            1           0  ...    0    0    0    0    0    0    0    0    0   \n",
       "4            1           0  ...    0    0    0    0    0    1    0    0    0   \n",
       "\n",
       "   Wed  \n",
       "0    0  \n",
       "1    1  \n",
       "2    0  \n",
       "3    0  \n",
       "4    0  \n",
       "\n",
       "[5 rows x 28 columns]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Dropping the categorical variables as they are already dummy-encoded.\n",
    "\n",
    "bike_share.drop(['season','workingday','weathersit','weekday','month'],axis=1,inplace=True)\n",
    "bike_share.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3ccc89da",
   "metadata": {},
   "source": [
    "## 5: Splitting the Data into Training and Testing Sets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "43d3657b",
   "metadata": {},
   "outputs": [],
   "source": [
    "np.random.seed(0)\n",
    "df_train, df_test = train_test_split(bike_share, train_size = 0.7, test_size = 0.3, random_state = 100)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "808cd194",
   "metadata": {},
   "source": [
    "### Rescaling the Features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "f8c3e628",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import StandardScaler\n",
    "scaler= StandardScaler()\n",
    "\n",
    "# Apply scaler() to all the columns except the'dummy' variables.\n",
    "\n",
    "num_vars=['temp','humidity','windspeed','count']\n",
    "\n",
    "df_train[num_vars]= scaler.fit_transform(df_train[num_vars])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "8c73582e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x2c06096eb80>"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter('temp','count',data=df_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dbaece06",
   "metadata": {},
   "source": [
    "### Dividing into X and Y sets for the model building"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "ec0c90f0",
   "metadata": {},
   "outputs": [],
   "source": [
    "y_train = df_train.pop('count')\n",
    "X_train = df_train"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "98300e9f",
   "metadata": {},
   "source": [
    "## 6: Building a linear model"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5b878c64",
   "metadata": {},
   "source": [
    "Using Recursive feature elimination(RFE) for automated Feature Selection approach"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "d1410a33",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Running RFE with the output number of the variable equal to 10\n",
    "\n",
    "lm = LinearRegression()\n",
    "lm.fit(X_train, y_train)\n",
    "\n",
    "rfe = RFE(lm,10) # running RFE\n",
    "rfe = rfe.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "865f2561",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('temp', True, 1),\n",
       " ('humidity', False, 10),\n",
       " ('windspeed', False, 8),\n",
       " ('year', True, 1),\n",
       " ('spring', True, 1),\n",
       " ('summer', False, 7),\n",
       " ('winter', False, 2),\n",
       " ('working_day', True, 1),\n",
       " ('Light Snow', True, 1),\n",
       " ('Mist', True, 1),\n",
       " ('Aug', False, 13),\n",
       " ('Dec', False, 4),\n",
       " ('Feb', False, 6),\n",
       " ('Jan', False, 5),\n",
       " ('July', True, 1),\n",
       " ('June', False, 17),\n",
       " ('Mar', False, 18),\n",
       " ('May', False, 9),\n",
       " ('Nov', False, 3),\n",
       " ('Oct', False, 15),\n",
       " ('Sep', True, 1),\n",
       " ('Mon', True, 1),\n",
       " ('Sat', False, 16),\n",
       " ('Sun', True, 1),\n",
       " ('Thu', False, 14),\n",
       " ('Tue', False, 12),\n",
       " ('Wed', False, 11)]"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(zip(X_train.columns,rfe.support_,rfe.ranking_))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "fe27d3f4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['temp', 'year', 'spring', 'working_day', 'Light Snow', 'Mist', 'July',\n",
       "       'Sep', 'Mon', 'Sun'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "col = X_train.columns[rfe.support_]\n",
    "col"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "669e8856",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Creating X_test dataframe with RFE selected variables\n",
    "X_train_rfe = X_train[col]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "ca1c1382",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>OLS Regression Results</caption>\n",
       "<tr>\n",
       "  <th>Dep. Variable:</th>          <td>count</td>      <th>  R-squared:         </th> <td>   0.816</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared:    </th> <td>   0.812</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>   221.2</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Date:</th>             <td>Wed, 12 Jan 2022</td> <th>  Prob (F-statistic):</th> <td>3.16e-176</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Time:</th>                 <td>23:30:29</td>     <th>  Log-Likelihood:    </th> <td> -292.12</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No. Observations:</th>      <td>   510</td>      <th>  AIC:               </th> <td>   606.2</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Residuals:</th>          <td>   499</td>      <th>  BIC:               </th> <td>   652.8</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Model:</th>              <td>    10</td>      <th>                     </th>     <td> </td>    \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Covariance Type:</th>      <td>nonrobust</td>    <th>                     </th>     <td> </td>    \n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "       <td></td>          <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>const</th>       <td>   -0.5893</td> <td>    0.136</td> <td>   -4.340</td> <td> 0.000</td> <td>   -0.856</td> <td>   -0.323</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>temp</th>        <td>    0.4029</td> <td>    0.027</td> <td>   14.765</td> <td> 0.000</td> <td>    0.349</td> <td>    0.457</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>year</th>        <td>    1.0473</td> <td>    0.039</td> <td>   27.009</td> <td> 0.000</td> <td>    0.971</td> <td>    1.123</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>spring</th>      <td>   -0.6760</td> <td>    0.057</td> <td>  -11.825</td> <td> 0.000</td> <td>   -0.788</td> <td>   -0.564</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>working_day</th> <td>    0.3710</td> <td>    0.134</td> <td>    2.777</td> <td> 0.006</td> <td>    0.109</td> <td>    0.633</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Light Snow</th>  <td>   -1.2971</td> <td>    0.116</td> <td>  -11.212</td> <td> 0.000</td> <td>   -1.524</td> <td>   -1.070</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Mist</th>        <td>   -0.3619</td> <td>    0.041</td> <td>   -8.739</td> <td> 0.000</td> <td>   -0.443</td> <td>   -0.281</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>July</th>        <td>   -0.3136</td> <td>    0.082</td> <td>   -3.834</td> <td> 0.000</td> <td>   -0.474</td> <td>   -0.153</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Sep</th>         <td>    0.2874</td> <td>    0.074</td> <td>    3.884</td> <td> 0.000</td> <td>    0.142</td> <td>    0.433</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Mon</th>         <td>    0.4613</td> <td>    0.142</td> <td>    3.259</td> <td> 0.001</td> <td>    0.183</td> <td>    0.739</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Sun</th>         <td>    0.4451</td> <td>    0.142</td> <td>    3.131</td> <td> 0.002</td> <td>    0.166</td> <td>    0.724</td>\n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "  <th>Omnibus:</th>       <td>59.984</td> <th>  Durbin-Watson:     </th> <td>   2.027</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Prob(Omnibus):</th> <td> 0.000</td> <th>  Jarque-Bera (JB):  </th> <td> 132.927</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Skew:</th>          <td>-0.645</td> <th>  Prob(JB):          </th> <td>1.37e-29</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Kurtosis:</th>      <td> 5.143</td> <th>  Cond. No.          </th> <td>    20.0</td>\n",
       "</tr>\n",
       "</table><br/><br/>Notes:<br/>[1] Standard Errors assume that the covariance matrix of the errors is correctly specified."
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary.Summary'>\n",
       "\"\"\"\n",
       "                            OLS Regression Results                            \n",
       "==============================================================================\n",
       "Dep. Variable:                  count   R-squared:                       0.816\n",
       "Model:                            OLS   Adj. R-squared:                  0.812\n",
       "Method:                 Least Squares   F-statistic:                     221.2\n",
       "Date:                Wed, 12 Jan 2022   Prob (F-statistic):          3.16e-176\n",
       "Time:                        23:30:29   Log-Likelihood:                -292.12\n",
       "No. Observations:                 510   AIC:                             606.2\n",
       "Df Residuals:                     499   BIC:                             652.8\n",
       "Df Model:                          10                                         \n",
       "Covariance Type:            nonrobust                                         \n",
       "===============================================================================\n",
       "                  coef    std err          t      P>|t|      [0.025      0.975]\n",
       "-------------------------------------------------------------------------------\n",
       "const          -0.5893      0.136     -4.340      0.000      -0.856      -0.323\n",
       "temp            0.4029      0.027     14.765      0.000       0.349       0.457\n",
       "year            1.0473      0.039     27.009      0.000       0.971       1.123\n",
       "spring         -0.6760      0.057    -11.825      0.000      -0.788      -0.564\n",
       "working_day     0.3710      0.134      2.777      0.006       0.109       0.633\n",
       "Light Snow     -1.2971      0.116    -11.212      0.000      -1.524      -1.070\n",
       "Mist           -0.3619      0.041     -8.739      0.000      -0.443      -0.281\n",
       "July           -0.3136      0.082     -3.834      0.000      -0.474      -0.153\n",
       "Sep             0.2874      0.074      3.884      0.000       0.142       0.433\n",
       "Mon             0.4613      0.142      3.259      0.001       0.183       0.739\n",
       "Sun             0.4451      0.142      3.131      0.002       0.166       0.724\n",
       "==============================================================================\n",
       "Omnibus:                       59.984   Durbin-Watson:                   2.027\n",
       "Prob(Omnibus):                  0.000   Jarque-Bera (JB):              132.927\n",
       "Skew:                          -0.645   Prob(JB):                     1.37e-29\n",
       "Kurtosis:                       5.143   Cond. No.                         20.0\n",
       "==============================================================================\n",
       "\n",
       "Notes:\n",
       "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
       "\"\"\""
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Adding a constant variable \n",
    "X_train_rfe = sm.add_constant(X_train_rfe)\n",
    "\n",
    "lm = sm.OLS(y_train,X_train_rfe).fit()   # Running the linear model\n",
    "\n",
    "lm.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "df4fc047",
   "metadata": {},
   "source": [
    "### Now we have all the variables with p-value less than 0.05."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "1c50a8a1",
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train_new= X_train2.drop('const',axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4c8c3628",
   "metadata": {},
   "source": [
    "### Variance Inflation Factor(VIF)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "f584a33d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Features</th>\n",
       "      <th>VIF</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>working_day</td>\n",
       "      <td>2.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>temp</td>\n",
       "      <td>2.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>spring</td>\n",
       "      <td>2.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>year</td>\n",
       "      <td>1.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Mist</td>\n",
       "      <td>1.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>July</td>\n",
       "      <td>1.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Sun</td>\n",
       "      <td>1.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Sep</td>\n",
       "      <td>1.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Light Snow</td>\n",
       "      <td>1.06</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Features   VIF\n",
       "3  working_day  2.14\n",
       "0         temp  2.01\n",
       "2       spring  2.00\n",
       "1         year  1.81\n",
       "5         Mist  1.44\n",
       "6         July  1.35\n",
       "8          Sun  1.24\n",
       "7          Sep  1.16\n",
       "4   Light Snow  1.06"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vif = pd.DataFrame()\n",
    "X = X_train_new\n",
    "vif['Features'] = X.columns\n",
    "vif['VIF'] = [variance_inflation_factor(X.values, i) for i in range(X.shape[1])]\n",
    "vif['VIF'] = round(vif['VIF'], 2)\n",
    "vif = vif.sort_values(by = \"VIF\", ascending = False)\n",
    "vif"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c64ba9bf",
   "metadata": {},
   "source": [
    "### All the variables have VIF less than 5 and it's perfect!"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1fbc1980",
   "metadata": {},
   "source": [
    "## 7: Residual Analysis of the train data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "9363e934",
   "metadata": {},
   "outputs": [],
   "source": [
    "y_train_pred = lm1.predict(X_train2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "67890b64",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Errors')"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "sns.distplot((y_train - y_train_pred), bins = 20)\n",
    "fig.suptitle('Error Terms', fontsize = 20)                  # Plot heading \n",
    "plt.xlabel('Errors', fontsize = 18)     "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "52a739d3",
   "metadata": {},
   "source": [
    "## 8: Making Predictions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "0e9e62e7",
   "metadata": {},
   "outputs": [],
   "source": [
    "num_vars=['temp','humidity','windspeed','count']\n",
    "\n",
    "df_test[num_vars]= scaler.transform(df_test[num_vars])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e1242de3",
   "metadata": {},
   "source": [
    "### Dividing into X_test and y_test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "f1e12056",
   "metadata": {},
   "outputs": [],
   "source": [
    "y_test = df_test.pop('count')\n",
    "X_test = df_test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "fd05b1d9",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Now let's use our model to make predictions.\n",
    "\n",
    "# Creating X_test_new dataframe by dropping variables from X_test\n",
    "X_test_new = X_test[X_train_new.columns]\n",
    "\n",
    "# Adding a constant variable \n",
    "X_test_new = sm.add_constant(X_test_new)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "094d0a2e",
   "metadata": {},
   "outputs": [],
   "source": [
    " # Making predictions\n",
    "y_test_pred = lm1.predict(X_test_new)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1f4cd467",
   "metadata": {},
   "source": [
    "##  9: Model Evaluation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "9090276c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Predictions')"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting y_test and y_pred to understand the spread.\n",
    "fig = plt.figure()\n",
    "plt.scatter(y_test,y_test_pred)\n",
    "fig.suptitle('Actual vs Predictions', fontsize=20)              # Plot heading \n",
    "plt.xlabel('Actual', fontsize=18)                          # X-label\n",
    "plt.ylabel('Predictions', fontsize=16)                          # Y-label"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "ae46ec2c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8035305530955212"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.metrics import r2_score\n",
    "r2_score(y_test, y_test_pred)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a6bc3ecb",
   "metadata": {},
   "source": [
    "**Conclusion:**\n",
    "- The top 5 variables that are seen effecting and benefitting the Bike Rental count are as follows:\n",
    "\n",
    "   - Spring season : -0.6842\n",
    "   - Temperature : 0.3999\n",
    "   - Mist : -0.3647\n",
    "   - Sun : 0.2749\n",
    "   - working_day : 0.2327"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f0706b3c",
   "metadata": {},
   "source": [
    "### Assumptions of Linear Regression:\n",
    "  - The error terms are normally distributed.\n",
    "  - The training and testing accuracy are nearly equal hence there is no Overfit/Underfit situation.\n",
    "  - The predicted values have linear relationship with the actual values.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b26cadeb",
   "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": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}