Covariance map of case rates at UTLA level in England

covariance_map.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "462cda93",
   "metadata": {},
   "source": [
    "# Covariance map of case rates at UTLA level in England"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "072632d4",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pandas import read_csv, Categorical\n",
    "from geopandas import read_file as read_geojson\n",
    "\n",
    "from numpy import sqrt\n",
    "\n",
    "from collections import defaultdict\n",
    "from urllib.parse import urlencode, urljoin\n",
    "\n",
    "from matplotlib.pyplot import subplots\n",
    "import matplotlib.animation as animation\n",
    "\n",
    "import networkx as nx"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "664ff683",
   "metadata": {},
   "outputs": [],
   "source": [
    "METRIC = \"newCasesBySpecimenDateRollingRate\"\n",
    "MIN_DATE = \"2021-11-30\"\n",
    "FRAME_DURATION = 7  # days\n",
    "ANIMATION_SPEED = 4  # frames per second\n",
    "COVARIANCE_THRESHOLD = 0.15\n",
    "\n",
    "UTLA_CENTROIDS_PATH = \"/Users/pouria/Desktop/utla_centroids.csv\"\n",
    "UTLA_TO_REGION_PATH = \"/Users/pouria/Desktop/lookup.csv\"\n",
    "UTLA_COORDINATES_PATH = \"/Users/pouria/Desktop/utla.geojson\"\n",
    "\n",
    "DOWNLOAD_BASE_URL = \"https://api.coronavirus.data.gov.uk\"\n",
    "DOWNLOAD_URI = \"/v2/data\"\n",
    "\n",
    "download_args = {\n",
    "    \"areaType\": \"utla\",\n",
    "    \"metric\": METRIC,\n",
    "    \"format\": \"csv\"\n",
    "}\n",
    "\n",
    "data_url = urljoin(DOWNLOAD_BASE_URL, f\"{DOWNLOAD_URI}?{urlencode(download_args)}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ef9e8968",
   "metadata": {},
   "source": [
    "## Load rate data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "4f394469",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>areaCode</th>\n",
       "      <th>areaName</th>\n",
       "      <th>areaType</th>\n",
       "      <th>date</th>\n",
       "      <th>newCasesBySpecimenDateRollingRate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>E06000003</td>\n",
       "      <td>Redcar and Cleveland</td>\n",
       "      <td>utla</td>\n",
       "      <td>2021-12-29</td>\n",
       "      <td>1335.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>E06000014</td>\n",
       "      <td>York</td>\n",
       "      <td>utla</td>\n",
       "      <td>2021-12-29</td>\n",
       "      <td>1586.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>E06000050</td>\n",
       "      <td>Cheshire West and Chester</td>\n",
       "      <td>utla</td>\n",
       "      <td>2021-12-29</td>\n",
       "      <td>1793.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>E08000001</td>\n",
       "      <td>Bolton</td>\n",
       "      <td>utla</td>\n",
       "      <td>2021-12-29</td>\n",
       "      <td>1586.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>E08000016</td>\n",
       "      <td>Barnsley</td>\n",
       "      <td>utla</td>\n",
       "      <td>2021-12-29</td>\n",
       "      <td>1550.8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    areaCode                   areaName areaType        date  \\\n",
       "0  E06000003       Redcar and Cleveland     utla  2021-12-29   \n",
       "1  E06000014                       York     utla  2021-12-29   \n",
       "2  E06000050  Cheshire West and Chester     utla  2021-12-29   \n",
       "3  E08000001                     Bolton     utla  2021-12-29   \n",
       "4  E08000016                   Barnsley     utla  2021-12-29   \n",
       "\n",
       "   newCasesBySpecimenDateRollingRate  \n",
       "0                             1335.7  \n",
       "1                             1586.6  \n",
       "2                             1793.4  \n",
       "3                             1586.1  \n",
       "4                             1550.8  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = read_csv(data_url)\n",
    "\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "658d6420",
   "metadata": {},
   "outputs": [
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       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"21\" halign=\"left\">newCasesBySpecimenDateRollingRate</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>areaCode</th>\n",
       "      <th>E06000001</th>\n",
       "      <th>E06000002</th>\n",
       "      <th>E06000003</th>\n",
       "      <th>E06000004</th>\n",
       "      <th>E06000005</th>\n",
       "      <th>E06000006</th>\n",
       "      <th>E06000007</th>\n",
       "      <th>E06000008</th>\n",
       "      <th>E06000009</th>\n",
       "      <th>E06000010</th>\n",
       "      <th>...</th>\n",
       "      <th>E10000023</th>\n",
       "      <th>E10000024</th>\n",
       "      <th>E10000025</th>\n",
       "      <th>E10000027</th>\n",
       "      <th>E10000028</th>\n",
       "      <th>E10000029</th>\n",
       "      <th>E10000030</th>\n",
       "      <th>E10000031</th>\n",
       "      <th>E10000032</th>\n",
       "      <th>E10000034</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2021-12-01</th>\n",
       "      <td>325.0</td>\n",
       "      <td>332.0</td>\n",
       "      <td>394.2</td>\n",
       "      <td>385.0</td>\n",
       "      <td>417.1</td>\n",
       "      <td>398.4</td>\n",
       "      <td>517.7</td>\n",
       "      <td>325.9</td>\n",
       "      <td>411.2</td>\n",
       "      <td>502.5</td>\n",
       "      <td>...</td>\n",
       "      <td>423.1</td>\n",
       "      <td>492.7</td>\n",
       "      <td>630.4</td>\n",
       "      <td>441.3</td>\n",
       "      <td>467.1</td>\n",
       "      <td>417.6</td>\n",
       "      <td>726.3</td>\n",
       "      <td>460.1</td>\n",
       "      <td>660.4</td>\n",
       "      <td>495.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-12-02</th>\n",
       "      <td>333.6</td>\n",
       "      <td>324.2</td>\n",
       "      <td>413.2</td>\n",
       "      <td>406.2</td>\n",
       "      <td>411.5</td>\n",
       "      <td>421.6</td>\n",
       "      <td>540.6</td>\n",
       "      <td>348.6</td>\n",
       "      <td>415.5</td>\n",
       "      <td>496.3</td>\n",
       "      <td>...</td>\n",
       "      <td>417.3</td>\n",
       "      <td>507.3</td>\n",
       "      <td>651.8</td>\n",
       "      <td>451.4</td>\n",
       "      <td>466.6</td>\n",
       "      <td>425.4</td>\n",
       "      <td>731.6</td>\n",
       "      <td>473.5</td>\n",
       "      <td>660.4</td>\n",
       "      <td>497.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-12-03</th>\n",
       "      <td>331.4</td>\n",
       "      <td>327.0</td>\n",
       "      <td>411.7</td>\n",
       "      <td>416.9</td>\n",
       "      <td>421.8</td>\n",
       "      <td>437.7</td>\n",
       "      <td>535.8</td>\n",
       "      <td>362.6</td>\n",
       "      <td>416.2</td>\n",
       "      <td>488.2</td>\n",
       "      <td>...</td>\n",
       "      <td>421.4</td>\n",
       "      <td>520.5</td>\n",
       "      <td>670.3</td>\n",
       "      <td>451.5</td>\n",
       "      <td>472.8</td>\n",
       "      <td>429.4</td>\n",
       "      <td>734.5</td>\n",
       "      <td>481.5</td>\n",
       "      <td>678.2</td>\n",
       "      <td>507.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-12-04</th>\n",
       "      <td>358.1</td>\n",
       "      <td>328.4</td>\n",
       "      <td>421.2</td>\n",
       "      <td>425.0</td>\n",
       "      <td>436.7</td>\n",
       "      <td>455.5</td>\n",
       "      <td>529.6</td>\n",
       "      <td>361.9</td>\n",
       "      <td>392.4</td>\n",
       "      <td>512.5</td>\n",
       "      <td>...</td>\n",
       "      <td>422.6</td>\n",
       "      <td>532.3</td>\n",
       "      <td>690.9</td>\n",
       "      <td>447.1</td>\n",
       "      <td>489.1</td>\n",
       "      <td>431.7</td>\n",
       "      <td>735.3</td>\n",
       "      <td>493.5</td>\n",
       "      <td>679.2</td>\n",
       "      <td>525.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-12-05</th>\n",
       "      <td>343.2</td>\n",
       "      <td>324.2</td>\n",
       "      <td>411.0</td>\n",
       "      <td>429.0</td>\n",
       "      <td>426.4</td>\n",
       "      <td>485.5</td>\n",
       "      <td>522.9</td>\n",
       "      <td>351.3</td>\n",
       "      <td>367.1</td>\n",
       "      <td>492.8</td>\n",
       "      <td>...</td>\n",
       "      <td>409.4</td>\n",
       "      <td>533.5</td>\n",
       "      <td>691.2</td>\n",
       "      <td>452.4</td>\n",
       "      <td>493.1</td>\n",
       "      <td>436.3</td>\n",
       "      <td>732.9</td>\n",
       "      <td>495.7</td>\n",
       "      <td>684.2</td>\n",
       "      <td>514.3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 149 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           newCasesBySpecimenDateRollingRate                                \\\n",
       "areaCode                           E06000001 E06000002 E06000003 E06000004   \n",
       "date                                                                         \n",
       "2021-12-01                             325.0     332.0     394.2     385.0   \n",
       "2021-12-02                             333.6     324.2     413.2     406.2   \n",
       "2021-12-03                             331.4     327.0     411.7     416.9   \n",
       "2021-12-04                             358.1     328.4     421.2     425.0   \n",
       "2021-12-05                             343.2     324.2     411.0     429.0   \n",
       "\n",
       "                                                                        ...  \\\n",
       "areaCode   E06000005 E06000006 E06000007 E06000008 E06000009 E06000010  ...   \n",
       "date                                                                    ...   \n",
       "2021-12-01     417.1     398.4     517.7     325.9     411.2     502.5  ...   \n",
       "2021-12-02     411.5     421.6     540.6     348.6     415.5     496.3  ...   \n",
       "2021-12-03     421.8     437.7     535.8     362.6     416.2     488.2  ...   \n",
       "2021-12-04     436.7     455.5     529.6     361.9     392.4     512.5  ...   \n",
       "2021-12-05     426.4     485.5     522.9     351.3     367.1     492.8  ...   \n",
       "\n",
       "                                                                        \\\n",
       "areaCode   E10000023 E10000024 E10000025 E10000027 E10000028 E10000029   \n",
       "date                                                                     \n",
       "2021-12-01     423.1     492.7     630.4     441.3     467.1     417.6   \n",
       "2021-12-02     417.3     507.3     651.8     451.4     466.6     425.4   \n",
       "2021-12-03     421.4     520.5     670.3     451.5     472.8     429.4   \n",
       "2021-12-04     422.6     532.3     690.9     447.1     489.1     431.7   \n",
       "2021-12-05     409.4     533.5     691.2     452.4     493.1     436.3   \n",
       "\n",
       "                                                    \n",
       "areaCode   E10000030 E10000031 E10000032 E10000034  \n",
       "date                                                \n",
       "2021-12-01     726.3     460.1     660.4     495.8  \n",
       "2021-12-02     731.6     473.5     660.4     497.9  \n",
       "2021-12-03     734.5     481.5     678.2     507.0  \n",
       "2021-12-04     735.3     493.5     679.2     525.7  \n",
       "2021-12-05     732.9     495.7     684.2     514.3  \n",
       "\n",
       "[5 rows x 149 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dt = (\n",
    "    df\n",
    "    .loc[((df.areaCode.str.startswith(\"E\")) & (df.date > MIN_DATE)), :]\n",
    "    .sort_values([\"areaCode\", \"date\"])\n",
    "    .pivot_table(columns=[\"areaCode\"], index=[\"date\"], values=[METRIC])\n",
    "    .reset_index()\n",
    "    .set_index(\"date\")\n",
    ")\n",
    "\n",
    "dt.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5531b43d",
   "metadata": {},
   "source": [
    "## Load parent / child relations\n",
    "\n",
    "This is used to colour each UTLA node based on its administrative region."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "06e9c110",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>parent</th>\n",
       "      <th>cluster</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child</th>\n",
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       "      <th></th>\n",
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       "    <tr>\n",
       "      <th>E08000008</th>\n",
       "      <td>E12000002</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>E08000015</th>\n",
       "      <td>E12000002</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>E08000013</th>\n",
       "      <td>E12000002</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>E08000006</th>\n",
       "      <td>E12000002</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>E10000017</th>\n",
       "      <td>E12000002</td>\n",
       "      <td>1</td>\n",
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      ],
      "text/plain": [
       "              parent  cluster\n",
       "child                        \n",
       "E08000008  E12000002        1\n",
       "E08000015  E12000002        1\n",
       "E08000013  E12000002        1\n",
       "E08000006  E12000002        1\n",
       "E10000017  E12000002        1"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lookup = (\n",
    "    read_csv(UTLA_TO_REGION_PATH)\n",
    "    .drop_duplicates(\"child\", keep=\"first\")\n",
    ")\n",
    "\n",
    "lookup.parent = Categorical(lookup.parent)\n",
    "\n",
    "lookup = lookup.assign(cluster=lookup.parent.cat.codes)\n",
    "\n",
    "lookup.set_index(\"child\", inplace=True)\n",
    "\n",
    "lookup.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a7958be1",
   "metadata": {},
   "source": [
    "## UTLA boundaries \n",
    "\n",
    "Loads boundaries from GeoJSON."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "450366ad",
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>code</th>\n",
       "      <th>geometry</th>\n",
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       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>E06000001</td>\n",
       "      <td>POLYGON ((-1.17763 54.69919, -1.24284 54.72226...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>E06000002</td>\n",
       "      <td>POLYGON ((-1.28263 54.56528, -1.27061 54.55602...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>E06000003</td>\n",
       "      <td>POLYGON ((-1.14913 54.61433, -1.16025 54.60454...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>E06000004</td>\n",
       "      <td>POLYGON ((-1.28263 54.56528, -1.26256 54.57029...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>E06000005</td>\n",
       "      <td>POLYGON ((-1.69693 54.53601, -1.65794 54.53459...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        code                                           geometry\n",
       "0  E06000001  POLYGON ((-1.17763 54.69919, -1.24284 54.72226...\n",
       "1  E06000002  POLYGON ((-1.28263 54.56528, -1.27061 54.55602...\n",
       "2  E06000003  POLYGON ((-1.14913 54.61433, -1.16025 54.60454...\n",
       "3  E06000004  POLYGON ((-1.28263 54.56528, -1.26256 54.57029...\n",
       "4  E06000005  POLYGON ((-1.69693 54.53601, -1.65794 54.53459..."
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "utla_boundaries = read_geojson(UTLA_COORDINATES_PATH)\n",
    "\n",
    "utla_boundaries = (\n",
    "    utla_boundaries\n",
    "    .loc[utla_boundaries.code.str.startswith(\"E\"), :]\n",
    ")\n",
    "\n",
    "utla_boundaries.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9f5d2876",
   "metadata": {},
   "source": [
    "## UTLA centroids\n",
    "\n",
    "Loads pre-calculated centroids for UTLAs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "3a7930b3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>longitude</th>\n",
       "      <th>latitude</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>area_code</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>E06000053</th>\n",
       "      <td>-6.313785</td>\n",
       "      <td>49.933812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>E09000001</th>\n",
       "      <td>-0.093493</td>\n",
       "      <td>51.513962</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>E06000041</th>\n",
       "      <td>-0.883962</td>\n",
       "      <td>51.429091</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>E10000002</th>\n",
       "      <td>-0.812202</td>\n",
       "      <td>51.785405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>E10000018</th>\n",
       "      <td>-1.113623</td>\n",
       "      <td>52.667272</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           longitude   latitude\n",
       "area_code                      \n",
       "E06000053  -6.313785  49.933812\n",
       "E09000001  -0.093493  51.513962\n",
       "E06000041  -0.883962  51.429091\n",
       "E10000002  -0.812202  51.785405\n",
       "E10000018  -1.113623  52.667272"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "centroids = (\n",
    "    read_csv(\n",
    "        UTLA_CENTROIDS_PATH,\n",
    "        usecols=[\"area_code\", \"longitude\", \"latitude\"], \n",
    "        index_col=[\"area_code\"]\n",
    "    )\n",
    ")\n",
    "\n",
    "centroids.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bd999b35",
   "metadata": {},
   "source": [
    "## Processes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "e94ec9f5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('2021-12-01', '2021-12-08'),\n",
       " ('2021-12-02', '2021-12-09'),\n",
       " ('2021-12-03', '2021-12-10'),\n",
       " ('2021-12-04', '2021-12-11'),\n",
       " ('2021-12-05', '2021-12-12')]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Overlaping dates\n",
    "dates = list(zip(dt.index[:-FRAME_DURATION], dt.index[FRAME_DURATION:]))\n",
    "\n",
    "dates[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "4ddfddf9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr:last-of-type th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"21\" halign=\"left\">newCasesBySpecimenDateRollingRate</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>areaCode</th>\n",
       "      <th>E06000001</th>\n",
       "      <th>E06000002</th>\n",
       "      <th>E06000003</th>\n",
       "      <th>E06000004</th>\n",
       "      <th>E06000005</th>\n",
       "      <th>E06000006</th>\n",
       "      <th>E06000007</th>\n",
       "      <th>E06000008</th>\n",
       "      <th>E06000009</th>\n",
       "      <th>E06000010</th>\n",
       "      <th>...</th>\n",
       "      <th>E10000023</th>\n",
       "      <th>E10000024</th>\n",
       "      <th>E10000025</th>\n",
       "      <th>E10000027</th>\n",
       "      <th>E10000028</th>\n",
       "      <th>E10000029</th>\n",
       "      <th>E10000030</th>\n",
       "      <th>E10000031</th>\n",
       "      <th>E10000032</th>\n",
       "      <th>E10000034</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2021-12-01</th>\n",
       "      <td>-0.462935</td>\n",
       "      <td>-0.523445</td>\n",
       "      <td>-0.567962</td>\n",
       "      <td>-0.694321</td>\n",
       "      <td>-0.597002</td>\n",
       "      <td>-0.947055</td>\n",
       "      <td>-0.850355</td>\n",
       "      <td>-0.881834</td>\n",
       "      <td>-0.424011</td>\n",
       "      <td>-0.571693</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.602666</td>\n",
       "      <td>-0.936643</td>\n",
       "      <td>-1.374328</td>\n",
       "      <td>-0.967644</td>\n",
       "      <td>-0.822826</td>\n",
       "      <td>-1.111580</td>\n",
       "      <td>-0.996152</td>\n",
       "      <td>-0.946625</td>\n",
       "      <td>-0.762960</td>\n",
       "      <td>-0.815275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-12-02</th>\n",
       "      <td>-0.428468</td>\n",
       "      <td>-0.559005</td>\n",
       "      <td>-0.480703</td>\n",
       "      <td>-0.627650</td>\n",
       "      <td>-0.626204</td>\n",
       "      <td>-0.895813</td>\n",
       "      <td>-0.801520</td>\n",
       "      <td>-0.810538</td>\n",
       "      <td>-0.412050</td>\n",
       "      <td>-0.601909</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.624963</td>\n",
       "      <td>-0.895008</td>\n",
       "      <td>-1.282380</td>\n",
       "      <td>-0.888091</td>\n",
       "      <td>-0.824605</td>\n",
       "      <td>-1.083495</td>\n",
       "      <td>-0.982072</td>\n",
       "      <td>-0.900974</td>\n",
       "      <td>-0.762960</td>\n",
       "      <td>-0.805700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-12-03</th>\n",
       "      <td>-0.437285</td>\n",
       "      <td>-0.546240</td>\n",
       "      <td>-0.487592</td>\n",
       "      <td>-0.594000</td>\n",
       "      <td>-0.572492</td>\n",
       "      <td>-0.860253</td>\n",
       "      <td>-0.811756</td>\n",
       "      <td>-0.766566</td>\n",
       "      <td>-0.410102</td>\n",
       "      <td>-0.641386</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.609201</td>\n",
       "      <td>-0.857365</td>\n",
       "      <td>-1.202892</td>\n",
       "      <td>-0.887304</td>\n",
       "      <td>-0.802548</td>\n",
       "      <td>-1.069093</td>\n",
       "      <td>-0.974368</td>\n",
       "      <td>-0.873719</td>\n",
       "      <td>-0.679109</td>\n",
       "      <td>-0.764209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-12-04</th>\n",
       "      <td>-0.330275</td>\n",
       "      <td>-0.539858</td>\n",
       "      <td>-0.443962</td>\n",
       "      <td>-0.568527</td>\n",
       "      <td>-0.494792</td>\n",
       "      <td>-0.820938</td>\n",
       "      <td>-0.824978</td>\n",
       "      <td>-0.768765</td>\n",
       "      <td>-0.476306</td>\n",
       "      <td>-0.522957</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.604588</td>\n",
       "      <td>-0.823715</td>\n",
       "      <td>-1.114382</td>\n",
       "      <td>-0.921960</td>\n",
       "      <td>-0.744558</td>\n",
       "      <td>-1.060811</td>\n",
       "      <td>-0.972242</td>\n",
       "      <td>-0.832837</td>\n",
       "      <td>-0.674398</td>\n",
       "      <td>-0.678948</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-12-05</th>\n",
       "      <td>-0.389992</td>\n",
       "      <td>-0.559005</td>\n",
       "      <td>-0.490806</td>\n",
       "      <td>-0.555947</td>\n",
       "      <td>-0.548504</td>\n",
       "      <td>-0.754677</td>\n",
       "      <td>-0.839266</td>\n",
       "      <td>-0.802057</td>\n",
       "      <td>-0.546682</td>\n",
       "      <td>-0.618967</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.655332</td>\n",
       "      <td>-0.820293</td>\n",
       "      <td>-1.113093</td>\n",
       "      <td>-0.880215</td>\n",
       "      <td>-0.730327</td>\n",
       "      <td>-1.044249</td>\n",
       "      <td>-0.978618</td>\n",
       "      <td>-0.825342</td>\n",
       "      <td>-0.650845</td>\n",
       "      <td>-0.730925</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 149 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           newCasesBySpecimenDateRollingRate                                \\\n",
       "areaCode                           E06000001 E06000002 E06000003 E06000004   \n",
       "date                                                                         \n",
       "2021-12-01                         -0.462935 -0.523445 -0.567962 -0.694321   \n",
       "2021-12-02                         -0.428468 -0.559005 -0.480703 -0.627650   \n",
       "2021-12-03                         -0.437285 -0.546240 -0.487592 -0.594000   \n",
       "2021-12-04                         -0.330275 -0.539858 -0.443962 -0.568527   \n",
       "2021-12-05                         -0.389992 -0.559005 -0.490806 -0.555947   \n",
       "\n",
       "                                                                        ...  \\\n",
       "areaCode   E06000005 E06000006 E06000007 E06000008 E06000009 E06000010  ...   \n",
       "date                                                                    ...   \n",
       "2021-12-01 -0.597002 -0.947055 -0.850355 -0.881834 -0.424011 -0.571693  ...   \n",
       "2021-12-02 -0.626204 -0.895813 -0.801520 -0.810538 -0.412050 -0.601909  ...   \n",
       "2021-12-03 -0.572492 -0.860253 -0.811756 -0.766566 -0.410102 -0.641386  ...   \n",
       "2021-12-04 -0.494792 -0.820938 -0.824978 -0.768765 -0.476306 -0.522957  ...   \n",
       "2021-12-05 -0.548504 -0.754677 -0.839266 -0.802057 -0.546682 -0.618967  ...   \n",
       "\n",
       "                                                                        \\\n",
       "areaCode   E10000023 E10000024 E10000025 E10000027 E10000028 E10000029   \n",
       "date                                                                     \n",
       "2021-12-01 -0.602666 -0.936643 -1.374328 -0.967644 -0.822826 -1.111580   \n",
       "2021-12-02 -0.624963 -0.895008 -1.282380 -0.888091 -0.824605 -1.083495   \n",
       "2021-12-03 -0.609201 -0.857365 -1.202892 -0.887304 -0.802548 -1.069093   \n",
       "2021-12-04 -0.604588 -0.823715 -1.114382 -0.921960 -0.744558 -1.060811   \n",
       "2021-12-05 -0.655332 -0.820293 -1.113093 -0.880215 -0.730327 -1.044249   \n",
       "\n",
       "                                                    \n",
       "areaCode   E10000030 E10000031 E10000032 E10000034  \n",
       "date                                                \n",
       "2021-12-01 -0.996152 -0.946625 -0.762960 -0.815275  \n",
       "2021-12-02 -0.982072 -0.900974 -0.762960 -0.805700  \n",
       "2021-12-03 -0.974368 -0.873719 -0.679109 -0.764209  \n",
       "2021-12-04 -0.972242 -0.832837 -0.674398 -0.678948  \n",
       "2021-12-05 -0.978618 -0.825342 -0.650845 -0.730925  \n",
       "\n",
       "[5 rows x 149 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Normalise data\n",
    "normalised_data = (dt - dt.mean(axis=0)) / dt.std(axis=0)\n",
    "\n",
    "normalised_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "d8d458cd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Between 2021-12-01 and 2021-12-08\n",
      "Between 2021-12-01 and 2021-12-08\n",
      "Between 2021-12-02 and 2021-12-09\n",
      "Between 2021-12-03 and 2021-12-10\n",
      "Between 2021-12-04 and 2021-12-11\n",
      "Between 2021-12-05 and 2021-12-12\n",
      "Between 2021-12-06 and 2021-12-13\n",
      "Between 2021-12-07 and 2021-12-14\n",
      "Between 2021-12-08 and 2021-12-15\n",
      "Between 2021-12-09 and 2021-12-16\n",
      "Between 2021-12-10 and 2021-12-17\n",
      "Between 2021-12-11 and 2021-12-18\n",
      "Between 2021-12-12 and 2021-12-19\n",
      "Between 2021-12-13 and 2021-12-20\n",
      "Between 2021-12-14 and 2021-12-21\n",
      "Between 2021-12-15 and 2021-12-22\n",
      "Between 2021-12-16 and 2021-12-23\n",
      "Between 2021-12-17 and 2021-12-24\n",
      "Between 2021-12-18 and 2021-12-25\n",
      "Between 2021-12-19 and 2021-12-26\n",
      "Between 2021-12-20 and 2021-12-27\n",
      "Between 2021-12-21 and 2021-12-28\n",
      "Between 2021-12-22 and 2021-12-29\n"
     ]
    },
    {
     "data": {
      "image/png": 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9fSVyTjO+D+ztnfRZCIJwmhARJgjCmca2Vcuv1zv93qurV6UaJgjCISLCBEE48xiGEmLD4eluT9q2+jotE52CIJwsIsIEQXhmaDROz7Tk/UgSSdUXBEEh/ysQBOGZwbZPd0syz9X5yY5JQRAAEWGCIDxjnIYU/fvB5d/j8UmfiSAIpwERYYIgPFOc9inJclm1JAVBEESECYLwTHHaRRggnjBBEBTyvwJBEJ4pGg0VV3GaOQtCURCEJ4+IMEEQnilME6hUTrfvqlZTy71llZEgPN+ICBME4ZmjVDr9eWGtFjCbnfSZCIJwkogIEwThmWUwON2RFYIgPN+ICBME4Zmk0VAVp273pM/k3mTZ6Y7TEAThySMiTBCEZ5b5HDh37qTP4t5kGWBZJ30WgiCcJCLCBEF4Jomi051ML5UwQRBEhAmC8MwxmSjTu++f9JncH8uSRd6C8Lxjn/QJCIIgvF+mUyVoTFNVmHxfJdOfZixLRVWMRkC9ftJnIwjCSSAiTBCEM81opARNu33SZ/LomKak5wvC84yIMEEQzhxhqCpecawWYp9m79eDmE5Pd8tUEIQni/wbTBCEM0WaKr+X6wLN5tkVYHmuRKRMSArC84tUwgRBOFPQ9+U4J30m7508V/stO52TPhNBEE4SqYQJgnCmMAwlYs7yEuybN9XggERUCMLzjYgwQRDOFEmi/jzLAubKlcPXIQjC84uIMEEQzhRpKhOFgiA8G4gnTBCEU8VgsFzlms8PvVPDodoH2WyexJk9XhzncMBAEITnExFhgiCcGno9JbCKla4sUz83DBVuaj8j/9eqVIB+X0SYIDzPPCP/OxME4awzHCqRdbTVaJpnM4j1OMznSmA+q69PEIQHI84KQRBOnMkEKJXOduzEe2F1FWg0VEVMEITnD6mECYJwIkTR4QJr1z39ux6fFBLWKgjPLyLCBEE4EcIQaLVO+ixOB2c5bkMQhPeOtCMFQXjqRNHzW/kSBEEgIsIEQXiqTCZKhHneSZ/J6UCWeAvC84uIMEEQnhq9njLfPws5X48LyQoThOcX8YQJgvBUCAKgWhXBcZSzvANTEIT3h1TCBEF44qQpEMciwO6FZanrIwjC84eIMEEQnijzObC1pYJYTwt5nuNH//5H8Ze/6W/hZ/71x070XOp1YDQ60VMQBOGEEBEmCMITxbaBixeB7W3lfzoN/NDf/TH8tT/wnfi3f/ff4y98/V/BL/z/P3Gi5yPVMEF4PhERJgjCEycIgAsXTk878mM/+nHE0xgAMIsSfOInPn2i5yPVMEF4PhERJgjCEyfL3r0T8iT55V/7OXA9pQgt28Qrv/zFEz4jqYYJwvPIKfrfoiAIzxr9PjAYKBF2mlLhv+TrvxBf+yd/NYwrM/zKP/g5sNo5hsMh0hNUQVINE4TnD4moEAThicD8q0rlpM9kmTRNkWUZ/MsOPvTrX8DVz76I0WiEwWAAwzDgOA7K5TKME1CNrIbJPklBeD6QSpggCE+EIDh9AizPc6RpitlshiiK0Gq1YFkWNjc30e12MZ1OkWUZgiDAfD5/6ucn1TBBeL4QESYIwmMnz09X+5HMZjO4roterwfXdbG6ugrTNJHnORqNBiaTCabTKRzHQRzHiKII+VNOUxVvmCA8P4gIEwThsdPvAwcHJ30Wy8xmMziOgyRJMBwO4fs+KpUKKpUKkiRBtVpFHMe6EuYuRjnjOEaSJE/tPPNc7dYUBOHZR0SYIAiPlSRR1RzPU8upTwPz+RymacI0TUynU4RhiEajAd/30W63MRgMYFkWzp07h/39fRiGgSAIYFkWTNNEmqZaoD3Z81RTpKetjSsIwpNBRJggCI+NwUBVcRoNNRF5GnLBsixDlmWwbRtZlmE6nSLPc/i+D8dxUCqVYBgG8jxHnudYW1vTJv1oUZJyHAcAkCQJZk8ocTbLVAXxNG0WEAThySIiTBCE900UAb2eEhAUEWl68tlgeZ4jSRLdWpzNZpjP50jTFJ7nwbIs2LaNcrmsW46e5yHPc8xmM+R5jjiOMZ/P9TEMw0Acx489zmI2U9dMFnoLwvODiDBBEN4zea6qN2kKtNvL0QoXLwI3bpzcuQGHRnxCf5dhGPA8D4ZhwDRNuK6LJElg2zbm8znOnz+Pg4MDGIYBwzB0BaxUKgEATNNElmVaqD0OymVgbQ0YDh/L4QRBOAOICBME4ZGYzVTbcTBQgqHZvLeHyTRVVWxn5ymf4AKKKuZ9JUmCOFariizLguM4sCwLlmXpycg0TWGaJubzOTY2NtDtdmEtlGWWZQjDUD+OLU5W1x4Hpqk8dVINE4TnAxFhgiA8EmGohBe/HhRFsbYGVKuqInbjBrC393TOka1Cq1Ca48/iOEapVIJt29qs7/s+8jzXYmo+n6NarcK2bYxGI+0nA4AwDN9VPeNxH0dVbD5XrV1BEJ59RIQJgnBskuTRM6yqVeDqVfXl+8DW1pM5N0IxRTM9AN06BJQYs20btm3rSliaprr1yInIOI5x7tw5TCYTJEmi88QMw0AYhjAMA6VSSRv/Kcreb5zFuXMn76UTBOHpIP+pC4JwLOIYmEyU9+u9Uq0++SDSoz4wAFocsfJVFFyscvm+jyRJdDWMgmt1dRXdblc/BlAVtiAIAKjJSbYlHcfRAu79xFmcxqBbQRAePyLCBEF4KEGgvGCt1vs/lmE8OZ8YhVBx72Oe58iyDHme6zR8+roMw4Bt20jTVIe1slLGiIparYZKpYJer6cFW5ZlcBxHCzHTNFEqlbRRv1QqYT6fv+eqmHjCBOH5QESYIAgPJAjU1OPjyq+6dEm1Jbe3D382nQL7++/vuMVA1qM/z/MclmXpKhdblaZpahHGahYrWHmewzRNJEmCVquFNE0xHo/huq7OFHNdF0EQaC8YpydZjbMs6z1VxcplSc0XhOcBEWGCIDyQJFGi4HFSryuD/82b6ms0AmwbuHXrvR2vGMh6r9vCMITrurpCVjTlW5aFPM/hOA7SNIXjOJjNZrpSRkHVbrcxmUwQxzEcx9FCrFQqLQkx+s04iVkqlfTS8OMa9z1PTZ9OJu/tegiCcDZ49/+xBEF47slzJYzy/PELMPLii8vfR9F7Fx1JkugqVBFORDJ0FcCS8OL0JP1enuctebvm8zksy8JsNoPnefB9H6PRCK1WSxv6AaBcLmM6ncL3fZ09xvbkfG6i21WibTic4bXX7KWpzfvRbquJ0ldeeW/XRBCE04+IMEEQ3kW3C6ysPN0pvTt33i3MjsO9jPhkPp/rycXxeKw9YJx0LIowAKhWq4iiaGkS0jRNLcwajQa63S6CIECj0dChrZyUnE6n8DxvIeCA69ddVCpzbGyoWIydnRI+/ek5XDdenLOBixfffZ339lSl8MoVJYbr9Ue/LoIgnH5EhAnCc0ieq697iaw4Vjsfz0JMQpIkum14FLb+wjCE7/vaTJ+mqfaH0T/G8FXXdTEajVCv15EkCcrlso67YGJ+o9FAv9+H67qoVCpIkkR7yooVMds2US4Dly7ZyHPlDfN9B45jo91W1TXDsPCpT9nwPCW6ajXVipzPgfV1oFQ6PUvQBUF4/IgIE4TnkPFYTTs6zuEkHnWMaaoQ1qfN5cvKH3b58vHuT7P7/Vp7FGicjiwKtaPmfVa86AGzbVt7vorJ+K7rwvM8JEmCIAhgWZbeO0mx5nkewjBEuVxGpWJhMgGqVVUpG49nyHMDhuFor9hLL8V6ovOtn7+BW3sWLn3gElxXna/vKyHm++/hogqCcKoRESYIzyH1uhJieQ40Gid9NorR6PhVHy7mvpcP7Oh9XNfVRnt6vAzD0O3IPM/1hKTjOKhUKksTlcVk/DiOUS6X4fs+ZrOZTs+n/4vPVy6X0etFGAzK8P1DkVivu7h1K0W/Hy/M/hbqdVUV+2v/3XfiP3z/f0SeA1/x238l/tDf+m8BqGpYvy8iTBCeRc5Aw0EQhCdBrfbkg1OPw9bW4aLvD3zgeI95kA8MgG45siIVx7GudrHiVfw7TfZ5nqNWqyEIAhiGsRQtQf8X25bVahWz2UzvjqTXLAhivPOOgTj2cOFCDM9TF1k9Drh2zcJLL7k4d26GgwN1/Hmc4sf+wY8jCmLE0xj/5u/8GOIw1s/tuqpNLAjCs4WIMEF4TglD5T86CeZz1Xq8cUMNAFy9evwk/nsFsr77+HNd7Sp+z8lIAEsJ+BRYzA2L41i3JAEVO1H0hgFYtBsrmE6nSyLv9m0bGxsxzp83UC6XEYYh/tLv+Rv4Kve34OvPfxNufOLW4nldZJmqpsHMYbuHjYmS5y59X6moSuH7COEXBOEUIiJMEJ5ToujJxU88jNu3gYsXlfh6lHNI0/SegaxFONVII32SJLqqReFF8UWhxnYkj8vKVpZluoUJHIo13rdcLsN1XcRxjCiKFu1LoFRyEEURDMPAmz97Ax/9/v+IPMvRuzvAX/mmv4X5fI633krheS6yDJinc3zz3/5GGH6OUsvBH/37v3/J6zaZKP/eYPDo11oQhNOLeMIE4Tkkz092P6FpPvr0JcXPg9qQALR/KwgCVKtVbaDnMYoijNUu3s7Q1lKphDiOdSWM6fnz+Vx7zDzP00b90WiEySTDG2/EuHChjCxT1booijBP0qWLHYczGIaBl15KEcc5ul0Hk0mGaXmEl3/nBj77sz8b5XO2bqlmGTAcqpbkSYlmQRCeDFIJE4TnkPH47GVP0fT+MDjVyIoY24jFTC/+HThsSxZ3TFarVUwmEy3SsizTJn4KOK5AKpVKqFarSNMAnpehXld+NVbLXv78q7j22VcAE3DKNn7Xt/0WvVPStudYWZmj2x0jiiJ0Oh1UKhWUy2VsbW0hz4GDA2XKX11VE62nwccnCMLjQSphgvAckiQnlwM2nz/6XsSHGfEPjz3X+xpd10WWZXqKktUsmvGLFbCjPy+XyxgOh9oLxhwwPofjOLriZpom+n0HvV4Ze3sxTFPFbLAF6vkevvJPfCFKn5Xi13zNV6C24WkhpzxmAbLsJg4O6gBewWy2gVu3DAwGGabTCVqtKlZW1OvrdNSOzXb7bOS4CYLwYOQ/Y0F4TqCpOwiU0fskUCnyj7aKpxgr8TAolhglQT8Y24o09NP7VbwNOPST8U9OTRqGoduDfBygqnOvvw40my5efrmEl1+eoVab4pOfTGAYDlzXRbfbxWAwwNVXL2N1YxW+72N7e1uLuyAI4LozXLiQY2WljIsXc1y9auLChQw/+y9+EN/00m/D163+Lvzcv/s4ADXI0OuJSV8QngWkEiYIzwFxrMzdlqW+TkqEzWaP5mtie/Bei7mPUmw/Hm1FHjX0F4359xJ3XMJNPxknJ/l3xlTcuDHD1asOHCdHHAOtlo8wDPHyy8CnPz2BZZnY25thOGzCcWqL1Pw27tzJsLs7RqlUwmgUwvNK2Nqq4vz5ALVaDQAQTWb4x3/uX2I+myMKYvz53/yX8S/6fw+AEmL7+9AVMkEQziYiwgThGSDLlMDJsnuHek6nqpV10vi+Oo8bN1RI7INiKY4TyFokSRI4joMwDOG6LvI81+KL/i+2HIvRFKyEUWBR8Pm+j+l0ilarpYWXZVmF45lIEgPz+RSmqQJaad4fDoe4fLmKJIkw6O3g0nkgNz3cuqWS819+OcVsNsNwuI9SKcbBQQ0XLowwHq9gOLTR6aTIwvnS64vD2ZIn7Ri6VBCEU460IwXhjBOGh9EFlqVaVUFweHsQKHG28IKfONWqiqaYTB58v+P6wEgxmqJcLms/WDEbDDisgtEjxr9blqUN83meo1QqIYoibbIHDqcrASCKZiiVDN22ZAWuVCrp6cof+rs/hj//ZX8Nf+3rvgcf+2cfw7VrDs6dA+I4RhiGSJIE0+kAlUoXrhvh1VdNxLHaQbl6YQWf87WvITdyGLaB3/1t/81S1a7QRRUE4YwiIkwQziBJoqbmbt1SH8bttmrzlUrq77atxFgUqfvWakqsHRVoJ8mDzoNVreP4wIDDXK/iuiEKMHrAODFZFF6ELU/eXpyiLPrEiuGvjmMAUI9hwj4FGFuZ3/dn/jnSJEU2z/BT3/dzGPcmGI1GenhgPB5jc3NTB9Datg3HcVCv1zGZTPDCV59D+2tsfNn//Ll47atfWgq5XWTGCoJwhpGCtiCcQUYj1da7X4uxVFJf06kSYvO5iqpynJPzgx3l6lXg9dffbdKnEf5BgaxHSdMUpVJpYXJ3daYYW4zAYQXsXlWxYohrUYCppdtjPV1JcVgqlXDjxgxZFr8r6JWC7l7nz9ZqcSozCALEcRkHBynStAzDcPHWWzEODgLcvg1UOq+gufYh/OIvDpCmI3zwg3WYpgS3CsKzgFTCBOGM0e8Drdbx7uv7wMaGqoR1OqcrG+z2bRXlUIQ+ruMY8QlFU57nOky1mGrPnZBsSx6diCSsmhW9X67rYrrYKs4pzTzPsbMzh+8buHrV1oJrNpvpTLG9PbVT8tf98S9DbuSAkeMLf8dno9qqYDabodvtIk1TeJ6H69dz+H4VL75oY309wqVLAZrNMcrlLlZXI1y5YuLqVRtXrhgwjNswDHXue3unp8UsCMJ7Q0SYIJwxLEtVuADl9XqYtwpQVbHTBCt5RyclH9UHBhy2LtmKZFuRoqm4hLtY+QKWjfpHF3ZTuAVBAM/ztN8sTVN0OiVMJg76/Vyn7L/xxhzvvDPCm29mmE4t3LxpI19bg/Grpzj3W9fwypdfxmAwQK/XQ7vdxmw2g2VZuHBhjm5X5ZqZponJZIIwDDGZTGBZFtbX12FZFqrVKgzDwM7ODsJQhbeG4Xt8AwRBOBVIO1IQzghJotqJ9br6e7+vfp5lyux+luj3310Fey8CjFAg8fFFPxhbf8XqWlGMHRVefDwAuK4L13URhiGyLEO5XF4ItjkuXDDxqU+Z6PVipKmBzc05kqSEjY0cUZRiNhtiPr8J3/8wZomPWq2Gg4MDVCoVxHGM2awBzwN8P0cUDRGGh56yvb09AKrK12q1kOc56vU6RqMR+v0+2u02HKckE5KCcMaR/4QF4QzQ76t1NZaloh0cR/08zwHPO9lze1T299XrKPIogaxFmFrPypfv+0jTdMmjZds2ZrOZvh8rXKx+0XzPeAnGYmRZpoWdyvfykSQJLMtCv28hCDJ84AMxTNOE49jIcwuz2QxxPEcQBOj19pGmCV54IYbvr+LWLQP1ugnbTvGzP7uPj3zkEu7eDWHbuzh37hym07e1ry1NU8zCBB/9P34O/XdGuPThTfzBv7MBv+bBtm1sb2+j1bp65sS3IAjLSDtSEE4xaapES6OhgjlbLbX3cThURvt2+965YKeVrS21bufChcOfFTO4HhU+7mgr8ujibf69+GeRNE2XhCAFGPc4hmEIZ6F8kyRBrxfj8mWgXC4vVg/N9CojVqtGoxGq1SpWVlZw8WIF5fIu+v0a7t610emM4brBYnighNEowsWLF9Hr9ZAkCXzfx8f+f59E/50RsnmGrU/cxQ99579Hs9nUr284HD7y9RIE4XQhIkwQTjH9vhJfxUG7RkMJr/n8/o87rbTbh3424DCQ9b20IZliDxy2MosGfUZW3GtNUXFyMU1TnYCfZRmiKIJtq6wuQK06iuMYSZJoscXzZRSGYRgYj8daII3HY6RpCsdx0Ol0tLi7di3H2lqAPFeTm44zwnjsYzSKcfeui91dHzdvKsGXJzmyNFucY4Y4UMZ/13XheR6CoIfpVLZ5C8JZRkSYIJxSBoP7J8o7ztlcWeP7h+n+wPvzgR1tRXI9EYUX9z4yN+yoD4ziy3EcZFmGOE6wteXh7l0X168DgKmPx7BW3/fR7+eo1dQ6pTiO9W0UdnEcYzKZ6EXgzA3zfR+VSo4oitBsNrG9vY2VFReNxgQvvDDFxkaMc+cizGY2+v0+Pu/rPgKzZCAzUni1Er70G75At0Nt20alYuLOnd77ej8EQThZRIQJwinmEaKyzgyXLql4iuMGsu7vv/tnbCkahqErUZyEZFsRwJLfi/ensCq2F7PMxM2bLq5dM3DlioGLF+f4pV+Ksbc3Q5I4aLVamE6ncBwHBwdzVCrJ4nEZfN+HaZoIwxBpmiIMQ0ynU1SrVV1dK5fLaDQaiOMY9XodQRAgCAIMBgN0Oh0MBoOFnyzG+voKRqMREitG7atyeF+S4jf8778apm/oaxZFJu7eLWNvL9YRGoIgnD2ewf/FC8LZJ4oebdH1WSNJlqtH92M6BXZ2VKRFkaMiqhiOyqwuHp9+sWKbko8zTRP7+w62tsxFaGy2yPtK8YEPOLBtF92uC9O00e+Pcf36HKaZ6dBVisjZorQ3nU4RBIE2/vMcm80mfN/HcDjE5uYmDg4OAACjxQvrdDqYTqcol8sIggB5nmN3dxdepYxrH74Ku2RjMBig253i5k0TgwHwoQ/5uHTJxDvvDJcmPAVBODvIdKQgnELC8PiBrGcNJYhSOM7925CTCdDtqkrga68B168vB80W24hZlulEe37Ztq2XcUdRhCzLcOdOCZZlIstUS2869ZBlwKVLBjxvjjhWx3ZdF7ZtwzAMtFoZGo0UP/mTGTwvwxd+oYvZLNPVN1bioiiC4zgYjUaYTqdYWVHVrDAM9WLvNFVLuw3DQLPZRJZl6HQ6uHnzJmq1mg57zfMMYRgiCAL4vo9ms4lSqYR+v44sG+LzPq+l26uuayHLgL29ATY2HrANXRCEU4lUwgThFPKISQ1nitlshk7HfVd1i7DydfXqYZZYpwNsb6u/F+MnilORjKZgBYperizLEIYOyuUEV64YeOklFy+8YOH8+TkuXEgAREuLt9nS5Jfr2visz3Jx5YqFNE30c7H9OZlMUKvVMB6PMR6PYRgGarUasixDEAR6gtIwDHQ6HUwmE6ytrcEwDEwmE5imib29PVQqlUVS/xQ7OzEMw8DKygoqlQryPEez2Ua5rEQeBxrq9ToMYw7DSBBTRQqCcGYQESYIp4zp9GzFTjwKnC5cW1OVrqP0Fj7zzc3lnzebqj27vb3ciuTxKMrYYmTel+u6yPMcBwc5Njcd3YqczWY6sb5cLmuDPz1dRVGW5zl8H6hUKjrDi2uNptOprnKNRiNdHYuiCGma6rDXUqm0tPYoyzI0m00tIoMg0IMEpjmCYXQwm83geR4qlcri/mXYdhVbW1uYzWb6OrRaJQSBRFYIwllERJggnDLiGHiPA4Onmvl8DtM0tWBaX1dtxv19FbextaXakBsb9358uw2USjnu3lXfZ1mmJx9JkhxWhDgBmecePM9ElmX6dsuy4LquFkX8uW3bKJVK+picpFSBrA7G47EWfVEUaT/azs4O5vM5wjBEs9nU4a6lUgmmaWI0GsHzvKXXPxgMUF2krVarVXS7XeR5jsFggBdfdBAEbXiep1cWDQZTVCqWDo1NkgTT6RSdTg1hqIThQLZ6C8KZQkSYIJwynsVWJL1bxdVB1Srw4ouAbasK18aGmpx8ELVagmbTwa1bwM2bKijNtm2d4cWKVpZl2NrycPMmsLNjotOZaVN+qVRaCmRlRYmCidOaFHkAtP+M8RcAdOUrDEPMZjMdRWHbtp6OLJfLyHMVS1GpVPRS8F6vB9d10Wq1MB6P4Xke4jjWImo+N2Hba0iSDezve+h2yzBNFX+xurqKbrcLwzAQBAFc14Xv+5jNZkiSBPOzGCAnCM8pIsIEQXiiPCyQtdlU4us4exCVN8rEpUvAfD7DW2+ZeOutFNevZ3jzzQTjcYpqtYrx2EKzmWNtLcTVq6luCZqmqatehmFo4VSc0mR7kUKNYa/cJxkEwVKlazQaoVwuI4oi1Gq1pWlMz/MQhuEiI6yiq2KWZaFUKmEymWA2m6G+mDrY3d1FpVLBaNTFiy/O8PLLHs6fz+B5++h0plhdXdW7I/v9vvaVVSoVAGqooM+looIgnHpEhAmC8ER5P4GsRejF4t/r9QT1uoGrV4FLl1JcuQLEsYsbN4CbN2OsrEAHm5qmiTiOdTWMrchigCuhr4vVuyRJMJlM4DgOms0mwjDUr6eYkj+dTuF53mJq0UWapoiiCADQbrd19MR8Pke9XkeWZRgMBtrEP5vN4Pv+Yrn3FJ5nodlswnVdrK+vY2trC4Zh6GpekiRI0xRBEKDRsJHnvj7PyWTyvq+3IAhPHhFhgiA8MeiZetTF3PeiuIooiiL0esDKiqFFlRJmIS5enONDH1KG+6JHjCb5o7skCc8xTVP9ONM0Yds2HMfRzzMcDnV7ksu+gyBYallWq1Vtzq9Wq4tIjKk+pzRNtTh0XXcplb9er+soi3K5jGq1ikajsVgc3tetR+aOqcdGsG1Pv7YwDCU7TBDOACLCBOGU8ax4wigq3sti7qNwcpGtPtVOLKHR8HTSPCtQXKjNyhl/xvR87o9kxYvnSqN9sU3JvDEa8zkNyfgKvsbpdKqFoGmaetKR+WHMBeNrmUwmsCwLs9kM5XJZT042Gg19fsPhUAu1UqmETqejzfhRFGF9fV1XvFSVL0W1WtftSWlLCsLpR0SYIJwi5vNnQ4QV9zm+X9I0xXQ61blcABbRE9BVLvq28jzXsRUUUcDysu9inAUN/RReDGrl8xT3U3Iht2VZGA6H2uDPtUGsaNGkTzHFdiPXF3GAYDgcwvM8vVaJxw/DEBsbG0jTVD8Pq3BsV/KanDt3DoPBAEEQoNMx0e9Di0XLshCG4fu+/oIgPDlEhAnCKSFJVEhpMRn+rEIh8n5gu6+4aNt1XcRxvBQnQT8WoBZsW5YFy7K0gOKxAGiRxDVDpVJJCytCsceqFvdNMg6DeyLjOIbruphOp1q4lctlZFmm1xe1221UKhWMx2O4rosgCFCtVhGGIcIwRKVSQRzHeidkMfPsypUruHPnjg6HtW0bnU4H8/kcpVIJg8EA9XodlmVhNBohjmM0myaSRE1alstljMfj9/UeCILwZBERJgingDgGgkBlYZ11WIl6r3CasjhlyJZdHMfIsgye5wHAUuZX0evFdmDRQ0bhxQR7CrSj3jBWpYrHYWuTYbAMek3TFJPJRCftMz/M8zwtGrmuiM9XqVQwGAy0V47Xq9FoIIoibfqnwAqCAEmSwPd9pGmKWq2mK3OTyQTVahWGYWA4HKJctuA4JtJUmfMbjYa0JQXhFCMiTBBOmChSX83mSZ/J++doIOt7eTx3KFqWpf1deZ7r1T8UZ6xgGYahq1cUbWpVUahFU6lUQrlc1m3LB0GRRTFEoUfDfqlU0m1QLutm67Xf76PZbOqcMNd1dbQFz3M4HMIwDDQaDcRxjDAMYRiGjr3g67ZtG61WC/1+Xx+PVbxWq7XkfavX6+j3+wuxaCNNS5hOI+1b4zkIgnC6EBEmCCfIdArMZkCjcdJn8v65VyDrcaH4yrJMx0rwZxRf9HCVy2UMhyW028o8xwoX/WBxHOsqFCtkR6czj1a/jp6L67rIskwfiy1I+r64migMQ93SpJhqNBq6RUlfFtuU6tyHWFlZQZqm2N/fh+d58H0fYRjC8zzYto1yuaxbpJ1OBzs7O7qCx+M5jqMrZCro1cPHPz5GFJmIIgfb2zZ6vRFarZYk6QvCKUVEmCCcILu7wLOSJPCgQNb7kaapNpozDoLtPybhMxuLeyDz3EAY2qjVlPmfgacUQ8VWI0XhvSIy7lUVKybk8zxY6cqyTIuzT//4dfzV3/ud+PF/+DOYz1WwK8NYOXXJCcpyuawrYtPpFIZhoFqtYj6fYzweo9ls6oqd67ool8uYTqeo1WpI0xTNZhNpmqLb7erIiyAIlsSbWlpeQ6Wyh2ZzhmvXHHzgAx5Gozm2tgJ4ni/ZYYJwChERJggnRJIAa2vPRhuSJvXjwnBSio+i+CouueY6IYoaAHj77RybmzGiKNJVI7YmKZoYQcHK2oPgFCO9aKy8sQ1ZNOknSYJP/8e38D1/7Pvxiz/yKfzw3/wP+Pkf+CQA6BVF4/FY/z3Pc1QqFdi2rZPyuTR8OBwiyzL4vq/FGqMuiuuVarUaPM/DeDzGZDJBrVbDeDyG7/taYMaxhVLJ0KKWorTdtpHnA4RhGfv7kh0mCKcNEWGCcEJMJsBi28yZ5lECWYstQ1a42MYsiifXdfXtjLsIgmAhVmx4Xkmb/4vRFQB065LHKx63eB7Fv1PkFQVYqVTS1SxWzdI0xaf/01tIE5UPlkRzvPEzb+vICLYwp9Op9pVRPAZBAMMw0Gw29bLvWq2mrwWjMgCg1Wotvf5GowHTNDEYDJZyzsLQwa1bOYbDBhqNCdbW1rC9va2vSbVaRZ6n2NsbI8va6PV67/8NFwThsSEiTBBOgCQB3qN3/VTxKIGsSZLoNT5FIz2FR3GdEJdez+fzpWqZqg45uoXLKcViG9CyLJ2uD0BXpI6KxOL3xXMp5odNp9Ol6pJhGPjcr/xMGJaJHDks18RnfPmriOMY+/v7OuvraGWu3+9rEaV2W44RBAHq9Tru3r2rReFsNkMURWg0Gvo82F5NkgTValXHUQDAfJ6j1aphY0Mdd7Q/xt/5ln+E3/eR/wEf/f7/CMuyUKvVEIY9XLigdmhKdpggnB6egY8BQTh7jEZn34x/3EBWVn2K1S7gcEcjE+0B6HVBxRww+rA4MfnCCwY+/ekcWabuz7Ylz4fVNYowtjgpuijK2P5klY0tUqbYs1XI9qHruoiiCCtXW/jCb/kMWNcSfP7v/Qy89CsuY2VlBQAQRRF2d3fheZ6OpaCBvl6v60lNAFhZWdHnZRgGOp2OPgfmnxVT9ulfi+MYe3t7i6GAOQzDQhRFMAwD/+cf+l58+qeuY/vNXfx/vvm7sPX63cWAgoO9vT3U63W971IQhJNHRJggPGV6PaDVOumzeP88bDE3W3SMrShWpIpVLwqvJElgWZb2QhXDXostT9MErl1LceeOjZs3DfR6mfZ/AdAtPIobii0KLHrRiin61WpVC8FKpbIkGLn8m56wXq+HyA3wylddxsXP3IDruhgMBphOp+h0OvB9H3me64Xds9kMQRAgTVO9eFsl3Hf0NRyNRvB9H5VKBXmew/M8eJ6nRWi1WtW3c+IyjmPcvWtjbU1VyPb397F9fRdZqq6DZZnYvbkH13VRr/sYDqcYjUZoNpsyLSkIpwQRYYLwFJlMAN8/+63IYnTEUZjRNZvNlipfFFicPDwqvIqBqwCWKldFgQWo63fx4hzXrtkYDA5beRR0DHZl6CtFX/GL1TO2MimIWCUDoNP6bdvWrcmdnR14nod2u63bj67rYmtra2npdq1Ww2QywWAwQKVS0RW90WiEIAhg2zbCMIRt25hMJnrVUHFPJjPLKBp5fhRdlYoHy7KwtrYG27bxRb/llwEWYDiA1yjj5c97EfP5HCsrJaRpDd3uwdJ6J0EQTpYz/lEgCGeHwUDthSyXT/pM3h/3C2TN81yv4wGUGGO7kRUzCor7CS/gsOpVfD7gcOcjw0fH4zHm8wxBkGrzPP1TFEbcu1jMCisu8abAYgAsE+ppmLdtW09JTiYTDIdDdLtdXLx4Ec1mE77vYzqdotvt4sqVK9jd3UWWZRiPx8iyDPV6XVfhkiTBZDJBmqZotVowTRPdbhe+7+sVTayC8bownqJWq2l/l7rPKt5+O8X+/gB5bmB/fwLTNNH6sI+Nr6ngS//A5+FP/PM/gBRz7Zm7eLGM7W2g291HudyQapggnAIePVVREIT3RKl09itgnGQ82oYsGtdpjmflhwKJ4ug4z8HICu5hpIDin67rYjKZ4fZtGx/8oAXHsXVLklUzthRZ1So+nv6xSqWiDfC+7+vYCybNc01Sr9eD4zjY2trSx6zX6/A8D91uF3me4+rVqzAMA5PJRLcv2X5knpdpmtjd3UWlUoFhGKjX63AcB/V6XQ8CVKtVANAVPLZhWSUbDn1EUR3z+RZWVsb4hV9QVUbfH6Pf7+PCB87hI1/8QTQ7DX39VAisg9VVD9NpgH6/igsXlMm//iwsKxWEM8oZ/0gQhLOD5wFnfTDtaCBrHMcYjUZ6SpFVL7bUHlTxAqDvx2lETkSy+sX0fNd14fu+boGapolbtyy88MIcpdJhC48CiiKOU5sUdEzhj6JIfz+ZTPTOR4onJuFzhyQADAYDuK6LlZUV+L6vVyExI42iq1Qqodvt6pDX8XiMlZUVXUFcXV1FpVLB/v4+bNvG7u4u1tbWtMjiMEAx5oKTlL1ehHLZx7VrATY3E9y5k8Ew+lhfH+D6dQNZVkKr1UKpVML+vonpVLUz9/dNDAbA+rqP6dRCmg7R7wOTSbwkUgVBeLqICBME4VgUjfhJkmgzOitcnPQrTjUWl2pTABW/KLYotAzD0GKLEQ8AdDuRLUSV45XrKhYnKgHovC4evyikWFmyLEsvAWfYKwUQAH3ufD6GsFLglUoleJ6nXx8DVtl6LJVKWtSpxxqI4xL6/QR5XkGeVzCZTHH+/HmdHzaZTHT1juuLuAicPre7d020WtOF6Exw+bKJZjPB7du3cf58AMtqYD4/j7t3y/B9A0li4/r1HP1+iErFw3BowPOqKJenqFZDuG4VN270MRic/X8gCMJZRNqRgiDcl2iqzNuWY2hRNBqNdEuSE45smTFd/mgyOz1kR/dKFhdu0xdVrJhxJQ9bmkURtrLiYTIBzp0r6QXVpVJJ71bk3kd6vQBVWWMQK2MzuFKIr4HREhRzw+EQ1WoVaZrq12iapg5D7Xa7WjyORiPM53Mt8A4ODtDprOL11wOoH9mYTlXFbm+vhHPnarqixuoX/WkUqIOBiyBYwZ07Ni5dSpDn0BXDKIqwv7+PcrmMO3du48UXm+j3+7hyxUKpNIPv27hwobpI8S8hy3xMJjksq4zxeIxaDeh0LDhOAMOo4OBATe6e9ba5IJwV5D81QRDuyb/4vp/Cb/rib8XXffG34l9870/h4OAAe3t7cBxHr9Jhtag4lVicOORXse1Y/GKVivdhFYwGe9M04TiOrggVc7aazQxBsJzUz2GAe01tFo34eZ7rNiKnOG3b1m1VTlUCWAimPb3zkYLO8zy945GP44RjGIZoNBoLQTpHqTRHqTTFuXNlrK1ZMM0+0tTHzg7QbDa1sHNdF61WC+NxgF4vw8FBjOk0xdqagSybwzTnaDabWrj1+30tKCeTCaIoQrvdhuM46Pf7ek2SaZoYDgMMBsDqalmLSgrmIAhQKuXodIDhUKpigvC0EBEmCE+JNAWOESx/KpjN5vjOv/xvMZ9nSOcZvufb/x2mQQjP83SVhtUpfpmmqT/0LcvSYupBX2wNFjO5SHEK815p9yp3y8L+PnOx3r2+iN+zmsbjM5C1GBzLn1uWpQ364/EYnufptiaFYZ7nKJfLiKJIV71YWfM8T+eCVatVlEol9Pt9PXHpeR7CMMSrrwJxPMDa2hpu3Iiwt+dhNGqh2y1jMKigVCphOrUwGkX45CfnaDZz3LqV6msGKE9ep9NBkiQ4f/48JpMJqtUqDg5C5Lm6z2QyQavVxptvztBsBvB9tY+zXq/r88zzXK80arWAPFd5dgsdKgjCE0LakYLwlAgCYDH4duoxDMDAsvChaGEGF4BjL4QuCjXg0OPFP4sTjRREURQtibNi8CpT8c+fB/b2cmxt5bh4cXlHJFuGfGySJPA8T+9qBJTQo2iMogiu62I8HqNSqaDX6yFNUz0ZGUUR0jRFs9nUVaZqtaqrf8z2AlTgq1pR1MbOTg2OE2qvGPO5LCtHkuRIEgOjkYXNTVV929xM0WjY2N7OYdspNjdt9PtDrK1t4vr1AYbDoX4fODWZJAkajQaq1eoid6yE2Uz54lSkRYqrV23M51MkSVlXF3l9kiTRk5mlUgm+r/LsxmMlxAxDCTPTPPubHgThNCEiTBCeEll2drw2jmPjm/+nr8Vf/9YfQJZm+JJf/yLGkxFaTgutVutYuyKL0PtVNLoX/84difR2sUVGv1mx1RkEgY6TKJVKMM0caTrHL/5iFRcvzpBlcy0+igu8WfUaj8cwTROTyQSNRkOb5xmcSjHFfLDxeKyHEigE6S1rNBro9XqLqtVUCyLHUdWmu3ctfPCDCYZD1e4MggCz2Qy+7yOOY7zwgoHd3Qzr6wEMw9SVtWKeWpbN4fu+NuvHcYwgCNCsN/E9f+r7sfv6Pl7+4qv46m/+VRiPx4t8NAubmxnW19X7dOfOFI1GDXt728iyDGtrazBNU3vnarUa9vb2sLOzg8uXL+v3rVZbfh/nc+DgAKjXAcdRwgxQIk0QhEdHRJggCPfkq37j56B9PsMP/MAP4JXPamM2myHLMuzt7aFcLqNWq73LaH8/ij6towKOxvnimiKKHk5NAoe5WcPhEOVyWcdlKKP9DJcu+fjEJwycO1eCZUFHRBR9afP5XAsmxlmYpokgCPSf9J5Np1Nd8ev3++h0OojjGOVyGdPpFI6j9jFyz+PW1hbK5bKOqDh37hzSdIbbt7s6oiKKIty5cwcvvfQS+v2+WnE03cZP/uDPoXWuibXPaOpKGUWb4ziYTqcYDmM0GjUEQRe2beP/+u6fxuv/19uYz1IMd8fYeHEVlz/vNdy6ZWF1NdH5aqVSCRsbAXZ22tjYWNOJ/RS9FL4bGxv42E/+HP767/1uBL0pfuef/3p8/td8ztJ7ZdtAp6M2PwTBYYWMt52VSq8gnBZEhAmCcE/SNIVbcrBxbl1PC4ZhqI3kw+EQtm1rM/17hZWjo899L4HHdiMXhxcnM32/jFdeidHreej3E1y6VNLVM2ZtsQJVXB7OSljRg8bYjel0iiiK4Pv+kvCLogivvPIK3nzzTTSbTbiui4ODA50TxnPrdBq4e3eKjQ0bzWYTk8lEV/EAwLN9/K/f+Dcxm85gORY++JUv4vM///N1ur4Kd53g058e4tVXWzDNOxiPla/szht3MZ+pCI95kmL7+g4ufM5lhGEOyzLxo9/1E/hrP/Td2HxxA7/jf/s6lOsmDg5amM+Vd21lZUVnujGr7B/+jz+A679wE3mW4y/8138F3/36t2P1Qudd78O9xFaSqCrZdKpalpIBKwgP54w0RwThbLO3pxLzzxKsGm1ubgLAUqCpbdsol8s634otO7b8HoWjhnzGVeR5/i4hRhFEMVb0fNFXdvGiCdvO0e0aesclzedsF7quu9RWJFwZFAQBKpWKfv6VlRWUy2WUy2XYthJUKqXeR7VaRavVQhzHaLdVxZATjPM5sLKiQlhLpZKOzWCG2Rv/6W0gB7I0RxLN8fZPb2FnZ0e3LZMkwdZWhM3NGLXaRBv/XdfFh3/tq4AF5FYG27Xxka/8EJrNKioVD5/+mTfxM//wFzG4O8LrP/0Wvvt/+lHcvRsjz1Xrsd/v4+7du5hOp+j3+4iiCFtbW9i50UWeqffQtE10b+8f6z2cTIDtbbWa6/x5wHVVpUwQhAcjlTBBeMLkuRJgiyG6MwOrTdVqVQsXx3G0d4qBrBQ4URQttRHvlZB/lGKqffF5jxr5eT9WpWiAp6+MJny2PNtt4O7dFLWaudSG5PlxxRIXY/NYzPhidSzLMpTLZX1sTjq2Wi2EYYharabN/ZyYHAwGi1iLJvr9HBcuVGFZythvWRba7TaCIMD6+jqG+RjpXD2/6Zi4/OHzWFlZQaVSAYCFX+s80lRlm62trWl/26wyReVXZWi7K/iK3/SrUWraCII2rlyZY/imq69FOs+wdyfBxoaN1VUHvt/QorXVamnheHBwgA//2lfwk//oP8OyLbQ3mrj2WVeP9bty9y7w0kuH35fLarrS98UvJggPQiphgvCEGQ7PnleGoatcGs2MLE4QhmGoYxuKS7NNU63JCcMQcfzwlTj0eT3sZ6x8Facji4n2zP4CoP1fnpdha8vCG2/EWoCx7cmq2GQy0e1FetJGo5H+Ga8BK2jValUvKJ/P52gsRgWjKEIUdfDpT4fY3S1ja6uG9fUZPvMz55jPLfT7Pj7+cXV+FIHVahWtzQa+6Js/AveCgZd/9SV81R/+Ep2fNp/PFyGuOfb3k6X9mXfv3sXBwQE2XljFK7/iBZy7sq7ax66JjY01vPT5V2CWDORmBrtk4Rv/xOfBNJu4c0e9pk6ng/l8rr1wo9EIN2/ehHlthrWvrOAr/uAX4Y//0z8Ap/TwNvPNm8DVe2i1VgvodlV1bDCQypgg3AsRYYLwBAkCNUV2VvLBCNPhaYzvdDoYj8fwfV+n2s9mMx3ASlFEjxaXXM9mMz3ZeJRinARhGxK4t4GfcQr0brF1eTQjLE1TnDvnYHNzWbwUYyum06kWW/SGOY6D8XisfWRsdTJVv7g7k4n5tm1jZ2cHjUYL1eoBOp0JXnlFVT4dx0KzGeGll8pot/vY2ythe9vF/r4J3/fR7/fhrBp48Tds4PN+64fRXmmh2+1q4z8A1Otj5HkJW1vqOg4GA721YGNjA6urqxiPx6jX6+h2+4iiGbZ2buMjv+8FnPs1DfzWv/r/wEtffAWXLlkYDKDfi1qthsFggL29PYxGI9y+fRuO4+Dlz3sBn/s1nwnXczAcDh/6u2IYypR/r5+vrQHNpvoCVOSFIAiHiAgThCdEGKpW5KKzdKYoeqgMw0Cj0UAQBDpo1PM8LdTSNNUtymL2V3F5NvdGJkmiRRbFW5Hi2iI+nmKNBv5i+7DYtmSFrHg/VsnYWgUOhV5xCpHny4gHrkZijAOPOZ1OUa/XtT+OS74BwDAsfbw4DlGv13X4KwCUyxkuXMgRhjOkaYjr1x1cv66Wnq+urmoRWK1Wsb+/r1ugYRii3U4QhkoMDgYDpGkK3/fh+74WhbZto90O8eM//g7u3nUxGK/glV/+y+E0lNAcj8e4eNHFW28leP31SG8IuHPnDu7cuQPP82BZFtbX11GtVpfWMD0OKhX1DxIRYoJwiIgwQXhCeB6wGII7k7DC5DiOFiKWZaHZbCIIApTLZUwmE92GDMNQp98X1xZxfyOFXXFl0VHf2L08YkUDPQUHz48tSeAweJUtUorF+fxw8Tifczwe6/Yjz80wDPR6PdTrdd2OpQ+MfjH+eXBQRbdbx507pg5hzTIVaDufzzEajVCpVJAkiRZqFIWXLiVwnAC12h04zgayTK0uchwHg8EApVIJlmXh4GCIT386QhT5CAIL1aqBra0t+L6Pg4MD1Ot11BZBXvSujUb7WF+PMJtNsLJSxosvrmA+72Bry8LP/3wP+/sZ9vdnmM0SRNEcW1slfPzjY+zseDBNFdR64cIF9Ps5trYslMtKiL2XgYt7US4Dcawy8wRBEBEmCE+UZhPo90/6LB6NYoWLIizPc9RqtaV8Lcuy4HkehsPhUrYWAF3hYkXKtm2dcs8WJgAtxvi8pCjEKABYwWJ1rmjKp1mdpn5W2ZIkQbvtYDQ69Ioxib9YtcvzHP1+H82myulilaxcLusKIJP0uQD8xReBUinAnTslTKcRKpUKHEe18Or1uvbMse3I69Lr9XQMxsrKAEnS1N4yirg0TTEeDxFFJqLIwe6uhUolRK9nYjSaI4rKep8mK2bqMcEigDbFxYs2ms0yrl51sbIS4PJlwLLu4IMfTHHuXIrXXx9gZWWMF14wsLIyxnCYYT6/gOGwjSRJceFCjm63jDfeSDCdRsgyNQF586b6unEDuHXrMCfsuLRaapqSXrHd3Uc/hiA8K4gIE4QniG2rithkctJncnwoZBgRwS/P8xBFkV55MxqNdFRFv9+H67p6eTWF19EICZr4i8/B6lgURfcMdOX96EOjUZ6PZcq9Mqa7SzsiDcNAu21jMMj1fVgpA5QIHI2A8TjW8Q9RFGE+Vyn1xfVGALQ3DMBCkPXw8stlvPGGiytXVODsYDDA5cuXtek/jmNEUYRyuawHFnzfXywjH6HRcDEcqqyxrS0Lk4mNT30qQLNZh+smaLVGmM9Von+er+PNN4cwjOaSb20+n6PXGyAML+ITnxjj0qV1vbsyz3M0Gg1Mp1OdPxYEQ3heD6YJrK+vL85viA99qIIXXzSxvu4giqa4cCHFtWsOrl+f4ebNOdpt4PJl9XX1KrC5+eh+R8tSGWL0ilUqSoyNRu/9d1YQzioiwgThCVMuq3/pF+KoTjVFgzuT7FnZosBii473Ua2w0VKMBYVTsUXIlh4rZ8U2Jdt1vA9w2D5ktMSh/8pY8nwV4yk4BTmfzxfC0FCLyBctQVbT+v0M77xjYWcnxfa2hVLJ04vJp9OpDl3lCqVKpYK7d2MEwQYsq1dYAD7HlSsj1GqerqCVSiX0ej3UajXtc+NUJTPD+PoaDQPVqo1SqYXJZIq9PRtRVMVbb8Wo1+sYDoeo1UbY2SlhZSVCqXQXnufB932kqTrW7u4Yu7tNXLkyR6s1QrU6xcrKiq7uUZhWKhXcvHkTvV4PjUZDvze+72MymaBSqaBareqKXxRFaDbrWF+PsL4+Q7m8/Lti28CFC+/v961aVdUx3wf2jxdLJgjPDCLCBOEpUKupScmHJDacOBRObElyMjDLMp3PxVYfq2EUVAC0QZ8xFqxWqeDSQ88WAF1hYwJ+USCxZclKGkUY4fkVJyZpNGccBY8dRUCWRTpnbDar4vr1DFGU4soV9bW2FmM4rOKNN2LcvauiJ1jxsm0b3W6AwaCDMIzx4ovKZB+GISqVip5MLJVKGI/HWFlZwWQy0aG2WZZpUcdqH4NuObTQbMaYTEqwbRPnzw/xwQ+GcF0b4/Fd9PtleF6MS5dyjEa3Fs8V4c4dH7dvr+Hu3TLStIqXX06RpvHSPshms6nXFzWbTWxvb+vKJauKSZKguRhfpIePGXDFSdE0TZeCbR83tq3EWK/3xJ5CEE4dIsIE4SnRbp9+fxiFEqthbCUCSoywrXVYZbL0h3m5XEYURdrA7ziODj1lJYyCSxnm53qikZOOFFXFANYkSXR1jGKv6AVjq5ATkMVJyG7XwC/8QoowTHH9+hwHBz6ybI6LF+eo12f6WJ5nYWMjwfq6akUOh6rkk+cGbt1yEEU+zp+PsLZm6nYihWAcq4pVEASwbRv1eh27u7vwfR/T6VSb5jmQUKlUYBgGgiBAqVTSHrYPf7iFRmOgfXOdjolbt0qo1dT1DYIAQRAswlwTXLgQYmPjNl59tYTNTQM7OzsolUp6QKJcLqPRaGA2m8E01XkXryv9fdwJevHixaW2Lv1p0+kUtVoNYRjqquWTwrJUZewYyRiC8EwgIkwQniLt9un+lz7N+PywBpaFGD1X9GWVSiW945Dm/clksjRZWUyfp++KVSKa5/nBz8oRcBgYy3MIgmApRZ9VNnVbgtu3TbzzTo47d0zcuWPi9m0VE/Laa+HCw2TixRddVCrJUswGW5phGMIwDLRac9h2ju1tB3t7Dur1A1y96sD3fX2N+Fr4Oj3PQ7/fR7lchuu6emqU+yrzPMdoNNKTl1EUaW8c1yPxeK7rLqpmPbz0koHpdAbP8zCZTPT7w6gKbi6o1+sYj8dI0xS1Wg3lchlpmqJUKqHZbGJrawtpmqLZbMI0TdTrddy5c0ffPwgCrK6uLu3WZIWs2+3q58yyTLdVnxSuK2uPhOcHEWGC8BQxTWVEPs1ZSRQ2rHjw76Zp6j2MFEr8cGb7bz6fo1qtYrx4gXwMg13pTWJsA0UFK2QUZmwxMpqC50CBWJyq3NoysL09x6uvejh/fo5r10q4eBG4eBFYXZ3qc2abknlcxSw0TnbmeY5qtYpSKcBLL7moVvvwPPU4GvWn0ym8xQ6qNE3heZ5uLTIJPwxD/Rys9nF1Es+bQw407wPQsRaj0QilUgmtVorV1QqiKEKv18PKyopenk6PV5IkmE6nOkg3jmNUFysaiq+LXr44jlGpVFCv13H9+nVdsWu327oNyzy3arWKOI61J47tZnrfnhRnLdxYEN4rIsIE4SlTKikx9oQLCo8MTfD882iivVqhY+kAUbb9WKUBoOMsWA1iFc1xHC2cKFgcx9FtNq49Kprtmb7PUFQGrDKHLIoiTCY2gBBXrzpatHGykgvFKbRUiGqMMFRBqqz4mKaJyWSCcrmM6XSqH2/bNiaTCer1un5u3/cxHA5RKpW0D61cLmM4HOpKHv1Y4/EYjqN2RrKqRz+W7/uoVCra/8YMNFb8gkBFTbDSNhwOYRiGDoBNkmQpRoSTpxSUSZKg0Whgb28P0+kUFy9e1GuYuJeSr31vb08vJHddV5vyDUMtQG80Gtjf39evleuonmRbMgjOZsixIDwqIsIE4QSoVNS05GMKI38ssGJTnDSkOZ/meq4yYjsNgG4x0gDOSlee59p3BBwm3LOyRbFH0zcrNRRYPFZxRRGFB7O+xmMbrVaqfVAULazk8BiMzgiCQIfN8ucA9BCB53kIggD1eh2TyUR7v1hxYrQGxSXbfmxvJkkC3/d11pjv+4gWib1F/xuXohdjOfjccRyj0+no9h8AvWIJUBU0Rmk0m03t1QLUVCZN//R6eZ6nBRT3X/J9qVarOi2fj+d7QL9d0RvGShrXPT0pznrQsSAcFxFhgnBCNJuny4B8NMG+mHoPHMZCFMUBhUW5XNaVJ+ZWsWpT3IPIaIY4jnWrsSjwaPIvrg5iFY2VOIo4AJjPIy36+PhiO62Y4M/cLk4pUnCGYYhSqaRT7vkaDw4OdLwDW6RBEOgIDl4fRlCwMkRxQw+bbdsYDAZwXReNRkNfK7YRy+WyrpABaqej4zg4ODjQrV2K1sFgAM/z4Hmejsjo9/vwPE9nppVKJQyHQ+0BoyEfUJlg/X5/6ZoXA2z5miqVio7ryLIMzWZzqRoWBAEsy3psK42OUi4D06kIMeHZR0SYIJwg9frpCKksth7ZEiy2IlmJAqDbXsUIB1ZMion5URShVqthNpthPB7D8zzdNgMOM8co7pjLxYXf5XJZx1aw9ceQVu5x5JQlAL3/MUmU8Z6PN01Ttwu5D7EYq8E2Zp7n+nGcMqzX63o6kGGnjKWgKKQPjNeO7df5fI7xeKwFITO/eJ9iLAcFEVuBwKFgZdwFcJjJ1mq1kGUZJpOJ3ufJdi7bwJZloVqtYj6fa09XlmV6kpPBufS1dbtdtFot3SpmtYv34XJzBtbytT8p2m1VKT7N/klBeL+ICBOEE8Rx1B69k84Po7eIBm5WVQAsBa5yl6LjOPrDntOS9AsVxRp9UGyZsfXIuApWYOjd4vGZE8aKGluQALSRvVqtIk1jdLupjsvghCB9T/P5XIs94FAc8jw4UDAcDlGtVnUuGncz0stFUVVspdL3Va1WtUDh5CcHAXq9nhatjUYDvV5PV8r29/d1xYkL0hmMSyFqmiZ2d3dRq9VQr9d1/lq5XNZ+M65A4u5LtSWgrd9LnhMrhdVqVbczKcAsy8JgMFiKI2GljQG61WoVo9FIv9cUok+yLVmtqknJgwNZbSQ8m4gIE4QT5jS0JY/6wdjKA6A/5GmY5zQkfUh5nmu/ke/7S626o6Z45otR0DGIlfen4ZvChe1Kx3G06GDL0jAMXL7sIgyVWGS7kSKJFTJWvFzXRa/X01OOURQtLf+mv4v329zcxHg8RrPZ1C1O5qDRNE+DPK9bMTeNVb9iThirXoPBAAB0y5aVueL9JpMJdnd3F7EZLV1h4/tlmqbO76pUKuj1evr1VKtV7Ter1Wpa1LLCd+7cOQwGA8RxjLW1NT1gsbe3p99fVsOKgblcHk5vW7Et/aQolVSI6+KSCcIzhYgwQTgFeJ7ywJwUxbZgMSyVUNgwboIeqeIHdNGoTnHCCcNGo6GrWRQ6jGigr4qmeooYALrFyYobW4wqssHG1pYFz1veIcnz4vHCMNReMIanRlG0NEXJ185qHp+bPjG2OCkem83mUpQGK1+GYWB/f/9d5namz7MaxeoiryvbsWxTMk6jWKGjEG42m9jb24NpmlhZWYHjOOh2u0viiRVFLh3n2iRWtVhZGwwGekqTDAYD3QotJvtzcTnFbbEa9iST9NXv3xM9vCCcGPKrLQingJOcBisKrmISfXGZNkUKM6Icx9EGbbYSOR1YKpUQLJI2GVcxm810RYaRDayysMrF6hqrSIymKFaaOIW4v2/Btk1sbMRYWztcsu153lIsRJIkuqq2v7+PZrOpn4vCajKZYHV1VafyD4dDrKys6O8ZSOu6LoIg0GGonMikR2o+n+vl3+12WwtSmv9ZfWu1Wro6GASBXhbOKlXRqxZFETY2NnQblD4yXk8OLlDctdttTCYT3T7mlCpbvOPxGKVSCVmWodVq6SojAB00y3OiWC6+/2EYotls4uDgQBv5+Z4/aSFWq4k/THj2EBEmCKeEZvNwrdHTTAtnK7JIcY0QcFgJY5WpOI1YFHCA+jAHoL1RbLWx0pSmqc4VY/utaPanECsGwFK07OykeOONGL5fwvnzqto0Go2WpjQ5uccoBgA6mb8o7igEOR3InyVJoqtEnGT0fR/7+/t6cXaSJHoatNFoaC9amqbaS8aWHaM7uNycopRp+nwO7sekGCtGRBSrjPTsVatVvZ3AdV3t/eIAANuuzDVzXRfD4RCtVkuL506nowUkBx9c10W/39cimQG6rHByApZ7Oin6eF5PCts+XZEugvA4EBEmCKcE01QfNIPB0/WIUfQQiq97ZYWp8zTh+76udtHbxbYbK1JsPbL1VhRbcRxrEVOpVHR1jefDdiZzxXgupZINxzHQbivBlySJrn5xp2UxpqFSqaBcLuu4BwobVq3o+WLsxHQ61bsdh8OhFjZs7TWbTS2smK3V6/V00jwDbLnwnK1JThFSiG1vb+u1T5w05J7H+XyuRRn9aMwQYxTFfD5Hv9/X58PJT8uyMBqNtH+MobnFiU8K2zAMsbGxoc+X15vVs9FotCSeWV0Lw1ALT3r+ZrOZfs+fJJZ18kMsgvA4EREmCKeIWk1Ngy3WFD5VihOKRfg9RRgFG3dDci0OjelsYzFaopgvFkWR3qUIQAssChVWvGjQ57JstvNWVkx0Oi5u37Z1/IPv+zpxnxObFA/MGKMoYcuMYo2VHbbuKKLCMNTiiO1ZxjsUk/iLU5cMR221Wro6x6pT8bVTyLCVt7GxAdd1ddXOMAwMBgOYpolWq7U0cTqfz3VcB7/vdDra18YpSQa59nq9pSgJTjPyNTEpn0I8SRK4rqvPN47jpaXjFMgM2WXGGiubxeiSJ0G9LgZ94dlCRJggnDKepgArVsE44VYMaC1+XxRaFAL0AhVN6GzrFZPyebtt25hOpzp2ojjFSCFGsWQYhg48pQfLtm3UajnW14EbN5aT8cMwRKfTAQDs7e1pccbBAK4kYssSgA4+DYJAt9eKk45RFKHRaGBra0tPRMZxrFuDDCzl8/N1FMNP6bOjAJxOp7p9Wq1W9WTobDbT4o/tQ4qqYgArozA4qco/+XytVgtJkugsMG4gmM/n2NzcxO3btwFAP44tYWahFY/HYQIuGmfreTweo16v62lVijb6455kW7JWOx3ZeoLwOBARJgjPMfRbAYeeLgDvEmG8jRUQJt4DWGodFicoi1lgPB7FCFtcfDwFIP1SNIyzGkbjP0WQ7wOXLxvodg8rS8XJPc/ztPeMgpALqLmrMo5jnRvWbDZ1O7NYgWNu1+7urq5qcYcjIzf4XPScMVOLt9FIbxiGbiFysIFijIvFWZUCoM30nuehWq2i3+/rzQEUPqwaUjjx7/S0cRJyNBohz3PUajUMh0Mt9LhtoBjsSpHHdUWj0Ui3V+n94qQoJyM5ecpr/yTbkq6rsvUE4VlARJggPMcUJyNZsWK0A6HAKgqpNE21MZyVK1a6KGT4AV/cuUjxxdZjMZiV1TVO6LFCQ1jxoqjr9Rxsbh4u6OZ9RqORDjal0OLCcf6M3qpqtaqjIFhx43WhF4stOa4Q4r5G+spYDZtOp9roXvR6xXGM3d1dVCoV7fsyTROVSkVPXfb7fdRqNW1uZ+uy1WohDEOMCqWfLMtQrVa1uCxWDhuNBsIw1KZ8touL06eO4+gWKcUuNw+wcsbXwEonBxE4dMA1ULx+XL/EtvGTXGkkCM8SIsIE4TmFQukoNNMf3RlZvC/N4AxyLVZx2JLkB35RJDBigR/unPxjhQtQPjFWbHzf19W3KIr0Gh1VgUkRx4GOUaC4oGBkdYwhqL1eb2nikm1IVqJqtRqCIECj0dArl5IkwcHBgfZecRqSbbiix4wLtjmAMJ/P9a5HXhNmjlEEZlmG8XiMdrsNx3HQ6/V0ZanVaunH7ezs6DVD4/EYtVpNi9xiu7PZbOqMNAB6hyW9dv1+X1evOBBRbCtXq1XdwuVUJL8vRpYUYzmKC8FZDWNFUxCEByMiTBCeU4qtyCLFSTngsDXJ1hd/xsoXzd58DB9P0cb1RWzXcVqSxniu7mGVi9Urijq2+xgY6nnewkN1uIS72A4txmBwIpLnySBStkv5eEZBUNBxSpJLs1nB4mth+KnjOEvVIorGOI6xs7ODZrOpxVye5/B9X/vFuAaJa4OKFcGNjQ0tbCj4KCZZ1WK1iQKUeV6cKPV9X1c1i4MSnGTk/dna5DnxWBSxTOWnX43Bu4ZhYDQa6SlRTm/Sb/cks8McB1jMAgjCmUZEmCA8pxRN+UUhw7ZfUYSx5cf2YHGirmhQL05Y+r6vBRXFBKG3iZUxVmXY2qJAK0Y/ANDThTxWuVzWoofHZAI/jfXlclm3G+mjms1m2kje7/dx7tw57YWiCX0wGGAymaBWq6HZbOq4iTzPsbOzg0qlAs/ztBEfgDb33717F7VaTe9bbLfbWpAU23eM5fA8T++ILJrkuSaJ+yBHoxGq1areH1nc58lBCAbKsoXpuq72vBWrZBx0oBD0PE8n4LOCyNuK7UyKNv5+FBecF1dN0T+WPQEDV6VyuFNSEM4yIsIE4RSSZY++sPi9rD3iB2mxesW/H70fq0AAdPSD53l6LVBxZ2LRD0TxQyN7ceURP9y5f5ICii093oeihS3UoqDjubCKk+c5wjBEtVoFAJ2ezx2LjIfwPE+HkjYaDd2i7Ha7uvrGcwDURCBbhDwefXFRFGFtbQ2TyURX9SiKRqMRLl26tOQj8xcjsMXrxeMyDBaA9lixlckcMbY+KXZ4vKJgsywLvV5PVw6LgaoUz1mW6cwz+tj4PhR/PzilSSFWXO4+nU61aOMS8uL06ZMy6cexiqwQhLOMiDBBOIU86lLvIHi0tUdsqRW/Bw6rXvx7ERryAWifF4URze801xdbifSL0fBdjK9grAL3SLLlV8zFYoYXqyr0iLHyUpxmzPNct8UotJi5xarOeDzWLVH607jOpzi5SY8UBVIxqoHtStu2MRgM9DJwDhsws4znXqlUdK5ZcTKUApXCsBjgyuGAo0MQvN5M9Oe1ZIuXOWecluSOR96PIth1XT35yHR8tmrp+StGT/C84jhGFEWo1+v6ulCgjkYj/bvB9/BJtSVLJSXEBOEsIyJMEE4h1EfH7eRkmaqEHff+91tVxDwv4N0xFcX7FPOvWPWhYLIsS7cneTzuL+TkH/1IPI97VckALFWtaLZnFYiVOeZz8Xu2QFlVY5WOa3uyLEOn09GttZWVFUwmE4RhqIUl/2QyfavVgu/7i72V+3pyk8/Nig/FIkUJA1F3dnbg+75eqA1A+6kcx9GrhXjdisu4+dpGo5Fuz3IlEsUSAL0knEZ5vi/8niKa58XfA1bEivEjfF760Oh/YyuUIouikRU7z/P062I17EmtNHJdtcZI4iqEs4yIMEE4pTSbx08H7/eVWfm49z9aCSvyoNT8ovAqfs+2Ib9nO5LVFU4h0nPFihpN8DSsx3GMtbU1TKdT3WKkeFCCq4peb4b5HLBtR09V8hyCINAix7IsDIdDvbqn0+lgf38ftVpNTxkycJQtPRrgeU6j0WipCsS1TJZl4c6dO9rr5Xme3t+4s7OjBwFGoxEqlYo28LP9ybZdcahhPB7DdV0tdJiNxveJ7VG+RzTb09DPcNqiH6vopWO1rlqtan9fpVLBcDjUOWaMqKCJn2K2+N5S9A2HQ52X5jiOju/gNStWw/g6HzfNpvKFiRATzioiwgThFOP7x1vmffGiqgxQVz2oTXNUZBUrFPdrRRZhy5LiiAKlKL4AaGFEIzzjLNiWZHuv6DtSH/4GRiO1aqdSqSCKIty+PcPOTglZZmI6dfCJT2S4dAn6eZnuTuECqEoTYxmazaaOTFhdXUWv11vyZlFk0A+1t7enW3+O4+j75XmOfr+PKIpw5coVvbibLVAAurJEgdhoNHRVihUhih3XdbGzs6M9aKy+FSMk2Iqs1WoADuMfeB05tTqfz1Gv1/Vybt/3UavVtPArtn05+UnBxrVDaZrqdis9gpy+5HN5nqe9YYzT4OBFlmV6iKE4HPAks8NWV4HxGOj1ZK+kcPYQESYIp5hyGZjNHv4v/YMDVRWoVIC331ZtmvtxdGH30cDWewmwYvxEsRWZpulSBYnen+JSb3rDOD3JvxerZWxt7e+X8M47IYLg0Gw+nUaIYwMXLqS4eNHGuXMZPvMzTYRhsLS6h61BikSKIE4b9vt9nfXF5wyCANVqVcdGUCTVajUdT8EpRHqt2DalYZ7XgDlmFEOs/jDJn+uSXNdFpVJBtVrFYDBAEAR632a5XNZGd/rtgiDQ5zafz7X3rZhLBkBX9ehHY2WMVUS2ZDnAQPHM94/rlDiByvYuIy2K4o8Ckb48CtjhcKjz1orvP7C8DeFx02gA7baKrej3RYwJZwcRYYJwymm1Htxm7PXUB5BhqJZkq6XE2P046gcrthiPhrKSYnwFYXWEC6JZESlGVlCYFUNF+dz80FfTjBZefz3BxkYJ8/kIaeqi2/Xw1lsz7Oy42NzMdXWmmNXFSU4KOrbyRqORPl9OSTJKIQxD9Pt9rK+vo9FoYG9vT18X+tTq9bpexVNc28TKX3EggNemXC6j3+/rYNe9vT202+2lyhh9arzGBwcHWFlZ0R40+qgcx0EURboSSCHH2A4GqLJqxWwv3pfnQ2M/ByUoHhm2mmWZbqlyUpLxIpzE5ORq8c9i+5lVQL4PcRyj0+lgZ2cHjUYDw8KEyZNqS5JGQ/3+B4ESYxLaL5x2RIQJwhmgUrl3OOVopFoxLF6FoWpLPgiKgTwHkmQ5nuJBXrHi4wHoD/KiaZ8GdYo1mu75d+CwSpbnOSaTKW7fthHHDjY3I5RKOYLAwWuv2Vhfj/Haa3VcupTBdQ8rQQB0rAInC2ezGZrNpg4jNQxDp7czX4tTeswOY5uNexCLYaV5nuPg4EBXrIrrhNhGpDG+uKw7TVOcO3dO721kha7dbuvJQ64VOjg40JOOjuNgdXUV/X5fCy/HcbR/jFOdDJOl0GIwK8Ul25kMqWXLshjoyvPIskxXvHiN6J/jdeUABSNDeK6spPG1syLm+77edMAWKf1lAHR780mvNKrXVWtecsSE046IMEE4A5RK6l/1R9ss9bryg/X76vsgeHAVrFjpunv38HgUYveamgSAPDcwHAL7+9bSMm8AS2t4WI0BoANXLcvCYJDpCUr6g/b2Urz1VoqrV22sryuD+Tvv5Lh2zVnaGcnpPh6/uJqIq4o4xUePFk30rGJxnyQrQ4yI4P07nY5uNfJaDIdDrK2tLQkuVqMIozH4M1bR2IZjFYrXggu9J5OJHhbgNCGrkeVyWXvp1E7JOv7pj1zH9/1IH9/zA69jnh5mn1Go8Vwo/Bj3wZYjK2QUv5xU5fdM1+dkaTFGhMfl9S5WNZkTxxy34lRrp9PB7u4ums0mBoVS7tNcabS+/lSeRhDeMyLCBOGMUJyWjCLVhpxOD/1gef7wKhhF1mSi7ktrGD9Uj3rCJhP1nEFgADDQbpu6bff668DWlqEXO7M1V2xZxnGMXs/GcGjixg1ge9vC9eszvP12jnLZwQsv5DBN1dKaTEysrvpIUzXtyHYnPWU8r/F4vCQmoyhCo9HQ1adarbaU+s/8MibBD4dDXeGZTqe6ZUgxs7OzoycdixOWtm3rLQBRFOnqWRAEaLfbur3HadDZbIZz586h2WwiiiI9KRkEgTbeM2G+Xq/rViBFyurqKrrdLt64HeITb/URJzneuNHHD/77N3Q7lIKKgozvDY/LqtjBwQE8z1sSxvSfcUiAIqq4zoptSopZ5r0Vjf2szvX7fe1lY+4aoKqWnJYkT3KlEXkC1jNBeOyICBOEM0SjoURRkigfmGkCKyvqz17veCJMebjU44bDd09K8nt+RjabquKW5zkqFeX5evNNE9euGWi3U1y/nmN728HNm0CS5LpNpdpQKaZTC+fPz/HiiyauXrWxthbj6lWg07F0BtVkMkGStFGvR0vrhSjC2OrkBzrN3sUl3/zgpxBjgn+/38fKyopei0TBUvTAmaapxVmn09GVGorWYpAsw2cZLeF5HpIk0Z6z2WymW3u+7+s2HoNOi8vFx+MxOp0ObNvWzz+ZTNBsNhEEgcoQG0dIU6Uo5mmGwWSmYzGAw/YuJzBZseK1YwWsKNTYtuS1ZMu03+/ryh5XLvH3gqKJk5YMpeXtrP7xfEajEVZWVrC/v6/DasmTyg4rYhhqqEUQTjMiwgThDGHbShQt0gpQLqsPmzRVwmzRZXsotH01GhmGw3v/b2AyARaedqQp8M47wJ07Fj75yQzXrhkwzQylUo5r10xcuWLA83JEUaarHGmaYn/fw/nz86X9gfw7k/XVsmsHly+rNlar1dLVmizLtMeLE4iscEVRpNtgQRCg2Wzqqg1DXlkVIru7uzp4lZ4xhqUCqvVZbMeFYajFTpZl2N/f1wJnfX1dV9O4LJweKcuy0Gg0tOdrNBppcchMMHrN2u320nJwrkSaTCawLAsbjQSWmcM0Uji2gS/4jI6eBGWiPb13lmXpFiEALRa5uYDXkOKJVUaGrRYnOrMsQ61Ww2Qy0fsgKZq47JxCtrg0nRlp3AHKEFn620jxPB+V7W3g5k3libwfjYb6h0RB+wnCqUNEmCCccXo95QXb2Hjw/YrRFCx+5XkKzzPBz0JWwkYjJfbUfQ2YZo4rV4CrVy28+OJMG+Udx9Ema8cxsb9vYGvLQBimGI8T2DbguqYWW6zMLCe2l5DnKfI81h/mxWk+BpJOp1O0Wi29eHpvb0+v7SlWrCjO2CLkNB/3NjIzrHhbEAS6WkaRyJYg/WG8X7PZ1O1SChPHcXDnzh00Gg19m23bS8MA3AvJqUVON3J9EI3z5XJZe8ZmsxmMPMaXfWaGL37Nxn/7G6/i4kZNtxpN09RCsdgyBA6HFyjSisvLi34xtl7H47E2+NO/Rh/fbDZbigHhlGtxKpKiOggCPQgwHA7RarUwHA511bMoyFlZfBRu3FC/m5cvP9x4X6up6nCvJ+1J4XQiIkwQzjiGcVixehD0+iTJoRdMtRgNzGaHE47qw/zwPoePP8zg4jJniqY8z3Hhgo/NzQQXLhjo9y3cupXg3LnlChg9U5wqnExc7O46WF2d6am54i5KepUomOiBGg6HekovCAJdeWF7ke3GwWCg87IODg7QarUQxzGGwyFM08Tq6ipGoxFqtZoWaqxKMacMUG3P4kqmJElQr9exu7uLRqOhj8Gpx3K5rB+/v78P4HAJNqczWWli1YsChTEb/FmtVkO96uGFCw3YptojGccxms0m+v2+Fj7F9mRxDyavN9cxcTqSvriir4uCFzgcMqDQDsNwqXLFaprv+7oVyhwwevBYQSuXyxgMBnrFUfEYj9qWNE0VYqwe//CdqaWSEm3b28cLPhaEp4mIMEE4w8SxCnI9zig+Bcp4vCzailNyKrMLmM/fvbao0cgxGBgYjw+rWPwg5hJoNSWY4cIFExcuHE4RUkQBh1OT168DpZKDzc3JUtWKX6ZpLvmwWHHheqN2u60FIRdU876NRgNBECAMQ1SrVb3IuyhcbNvWVZtarYb5fI79/X2sr6/rtUXz+VynyReT+FdXV7Xoy/Mcs9kM6+vrOq6BCfhRFOnWKo9HocL7sgLGqpVpmjg4OIBt2+h0Ovq5Kf5o5Gc4ar1ex2g00u1bvi/FuAkKrsPfATXc0Gq1dIAs32f63/i7wXYpr31RMNEXRsM+/6TQKpVKS61aViop9ID3lx124YKa8r1xQ7Unr1+/9/1MU/nDbFtNEg8GsupIOB2ICBOEM0oUqQ+gdvvhhnx+6I/Hh34yMhhkqNdN9PtKZBkGsLb27tR821ZBmGl62PYqJumzDcbnYuYWRUcxUNSyLFQqDiqVRLftmMbOD2i2uCiIGO0QRRHW19dhWZYOZWVVrtjaKoqR/f19bVAvlUp6jyODXLl0u9ls6vae4zjY2tpCo9HQhnMOAdC3xenJRqOhn7NareoWI0Ui26WDwUCvH2JlktOlURShXq/j+vXrqFQqqFQq2lzPeI1Wq4Ver4dGo6EFYPF8Gc/B6iBT8g/b0IaubLFaxSgNVsRoyGdlkAKQr4/+ORrwXdddivFQvyu2FnfMYfM8D71eTw9usC35flcaXb2qvi5fVl/XrwP7+0qU0TeWZUqIlUrqd7jROEzXX1gDBeFEEBEmCGcUx1FTi8dpsagPOAtpqh4HHGaDxXGG6dRArZah1aLZ/1CEFcNY1Qdmhuk0QRTZ6HbNpQ/fYhArK0EUC1yZw8k+/pwtPv6dLUkeazwe67YVl3pXKhUt0FjRGY/HekKyUqlgNBrpib+trS1cvHhxaZKx3W5jOp3qQFO2zYoBsBQg9GBlWaZzwJgwz3gLHpuihtUwDgCwgscWH83/bCf6vo/BYIA0TbWoo4CtVCq60kSv1mQy0YKK3jjGQrDaxABXis84jpdyxY6+D0WxSZM9jfdsN7Iax8EHRoVUq1Ud4cGfhWGISqWiz5W/I1xQTo6THTafK4G1KEjeE9sGzp9Xv8MUZbMZ8Oab6ueHv9Pqv51WS7Xd+/17hyELwpNGRJggnFEsS/3rvpAdel/U5JqlzfYAdPWq01GVgSxLlyom90JFMmTo93NEkYV2O9PTggC0+ZrGbE740cdUNITbto8wjJeCXpmyPpvN4Ps+giDQk38UBJ7n6aytVqulH9vtduG6rl4cXZxU9DwPnudhNBrpfC96uSiGuDqI4orG88lkos+Z18V1XZ0Sz8XWNOrTd1Wc5GSVjxW/VqulM8bYzqSAzPMczWZzqYJWXKRNXxyjJIqLvGn+p1idz+f6mEWRc689oKxeqiplRYtGpvPzedluLLYsuc6I7UkOYLAyyeomW6hsQT5KW/LGDVXxWlt78O96ubzcbl9ZAV55RQm0e8HqmG0DhQ1LgvBUEBEmCGccw3j45NdgANRqy8Lq6J5IirL7maT58yzL0GzaaDRMmOaheAKgg0rpEQvDULeqaDLntN61axZu3MCSsGGLisb92Wymq0oUHBQLFHy1Wg2DwQCe52nBcfv2bbTbbW3Iv3z5MsIw1IZ++qhoju/3+zoNvtvtolar6b2XFHkUaczZYvQDBRKrYAxt5eth5elofAQ9dFEUwXVdlEolDAYDXLhwAQcHB1oo0k/G6cU8z/WSb0At7qZ/jlUmijW+X4ymYI4aRRgrX/TbFduK7XYbw+EQs9lMt21Z0WQ1jOLbtm1d1WOFjO/bdDpFtVrVOWH8feF1KG5gYN7Y/XjIRq33RamkWvziFROeJiLCBOEMk+dKhPFzK8/fnZ20v5+iWjXf5Rs7mo7P74/+HDj8gFQfrjmiCKhUDF1F4uRjcbF1scVYNKvTA2SawLlzJm7dOlwyTRh4Sq8ToJLyLcuC67pwHAeDwQCu66Jer+uVQww9nc/nS/sQbdvWYociIEkS1Go1LdR839fn3mg0dHWJE42HXraK9juxvWcYBvr9vg45pTikL664z5GtTBrw4zjG5uambrfSLM8JTE4yUsTRz0UhRpHF60p/VxRFehigUqnozDUKJ7aHOSjBCUeKXQoyikvug2QbkyKVURn8nWk0GkuxFYZh6HwwTr6yush1VMTzvHe1JdmGPHfuEf/jOAazmap+DQaqJbm29mSFniAcRX7dBOEMU6upD5FKRX2QHByoDxH603s9wPNS+P69ezFFwXUv8QUstyZVBcOBZc2XWlkAliorxXU8nNyj74dCIs9z1Osqb+r11yMcHBi65VZsE9JEX1yZE8exPj5N6EEQoF6vY39/H+12G5PJRBvlWdHiObBCxYR6iiu2GClQmAI/nU51VYqCMY5jBEGgQ1hd19XJ8PP5XGeCZVm2FJiaZRnW1tbQ6/WQJIk24AdBgNXVVUwmEx2rwZgORlewPej7PrrdrvasFVuAzG+Loki3hmm4H4/HWlSygkfxx/VFHLjgsAPbnTwntogpqGazmZ6apCAtlUq6bcz2KCcluf2A05asmgEqRiJND9uY29vAnTvAiy8eL4bluAwG6ms+V96wZlMNuNynCy8ITwwRYYJwhrFt9SHCCa+VFfVhNZmoCbF6HTDNdKntWISTjPz7g7xgACcOyxiPs3fdxqoJzfVHc7FY0Sn+3HEcXL7sYm0thONYeOONRHu2KFqGwyEMw0ClUtGVHMdxUK1WkaYp9vb2YJomLly4gP5ikzl9ZjSEMwCVa4Z4rgAQBIEOgWUlxjRNnY4/mUx0jhirdQxv5XlSnLFFmKYpms2mHkRgVWowGOh8M/rDeB/btlGr1fSuSoqfWk2Fs1JEcbqSgalFbxYrj3meo9VqAVChrayGcWCC1Ti+HopNtlA5pcoBB4pXvgcUcUWPGJ+f4pbBs1EUoVKp6NfFqimHBtQSdQOvv56h2QSCwML16xneeivXoayPk+FQ5Yw1m+pPEV7CSSIiTBDOOM2m+iApelnCULVaLOvewuqoKfthjEZAr5eh31feslbr0LdT9BRRaBVT0Y+27Sj22B7kzyxriKtXbbz5pgnPqy3CXCd68pCepqJJn0KO7bMkSTCbzVCr1XBwcKA9YkEQ6Puw2jMej+H7vq7OVSoV7Qdj9YtVLrYr6X0CoFtpFHjcx8i1PdyfePfuXVy8eBH9fn8ptb7RaOj70s9FgVScOqzX61pYDQYD1Ot1LWgYVUGhR2FGMUwBylYkE+6ZT8b3i4+n540TktxOQIM/hRsri3x/6UljhbNcLuutAfwd4QAHQ2npj9vbm+Gdd3Jcu5bD99Xmhw9+0MPmZqhDWR8X06mKc3lYpIsgPC1EhAnCM0C5fCi8ABViqZZ6L3utCKtNjKl4EFEElEomKpUEa2sOPO8wyws4zHliqGkxEb9er2vRBED7o/jBro4f6Q/2arWMSiVd5DqZ2gBOMzzXDLEaRgHH8xgOhzh37pz2hbEVRlM9Bcp8Pker1cLe3p429LOlyTYaJxMPDg7geR5qtZqOluCUpW3bOhmfURO2baPZbOqUeLb1eJw8z9FoNLC/v69XKLF9xwobs9FYXSuuZQKgXwNzyyiaWBUrVvWKrVcKYr5P9JVxcILL01klpHhiW7RarWqhlaapXmfEa6uqWocVNd/39fMwQNdxHIzHKd55J8fNm4BleVhZGS4NeABY+h15XMxmD464EISnjYgwQXgG8H314cK2ZJapioLvz7UAKnK0AsZW0r0EWRiqY7N1SZM+sLzGiCKMYZ/NZhPT6VS30yj6CKccR6OR9jmFYYgoylCpONrQz9VFALS/rFKpaPFHv9Hu7q4OSqW4YGArTf4UcXwsvV8UTIykYFUIgPZhsX1YbBfatq3jHIqCtlar6bYdpx55DS5cuIDRaATTNHUILQBdbaJfihUzRlTM53PU63VdwQOgF37Tv9Zut7VQi+NYi8b5fI5ms6kHJthe5JSi53nY359hNjuM6zAMSws/Clm+Xj6Wgq5YYSxOx3IpeDG3bTwe45d+KcPKSoJr1xxUq1PdHi6Kap7jo6w0ehBZJq1H4fQhIkwQnhFqNWU2vnkT+NjH+NOH+7yAQz/Y0fumqcojo2grTlACh1OTnDa0LEuvCqJ4oWmcbTaGrDqOo4NMq9WqbmcxeoICplqtYjqd4o03AjhOQ+dWcZ8jV+KwnUdhBagPch6H7UOm1NNYXqlUMBgM0O/3EYYhVldXtXeNLT7XdXX4LNt4FFFsxdGE7vs+XNfFcDjUMQx8zQyI5XVcXV3FYDDQYpLXttPp6P2WxdYxq3WlUkn72Ni65Gtmq7OYoM9jM3mflbVSqYS7d+e4fdvAnTsOtrdTbG87uHnTxs//fKJb3BSn6vestrQ4nK+n2IblJCsra2zjsp25tpZgNDpcom7btt5+UKyGsQ39OJhM3r0tQhBOGhFhgvCM4DjAlSvApUvA53zOu6tdD6JY2SoyGChzPytKR6sSKnE/1llSbIdVKhV9HwqY4uQkhQdN+swTU5lYAW7dMnD7ton9/Qo+9akQt24ZWF0F+n1l5mFbkfD4jD+gUGAIqu/78DxPe7toDgcOc6r4GtSezAYODg60wdwwDC1mmALPytR0OtXZYKurq7BtG/1+X3vRWJFjHAaDUxuNhhYZxeEFLt1mBTDLMnS7XbRaLT1NySoXoyMoFimw2GLsdDo6i4yiOEkSLVR7vRKybIYXXrDxgQ8k8P0+Ll7M8KEPlfHyyzPcuAFd4WK1z3EcfQ58D/gn0/yLqfgchqBJX61emqFSSfXvFcUqK38UYu93pdFRpBImnDZEhAnCM4ZhKD8YRclRKKSK7Ue20ooijNOV96uSEcYTFNuUnMQ7XHVkafM5/VZs77EKxDac5+W4dClHrdbDBz9YwauvlnDxYgbHOVxxxLYkDf+sxjmOg36/j3K5rJP6ORk4Go20qZ0Te6zMUGhQGLKKtbq6uuRxYkuRq4Q42ZhlGSqVihZVWZZhb29Px15wpQ+vNQC9L5LVKoo2mtq5FBw4XDFEz1mxOschB4qfYhgrrw2rUWwV9no1vPVWjnLZQKOR6Uy0RqOB4XC4aFsaWFtzsLubaE9ev9/XVS1Oe7JKVxTZbE/evh0gjlV7VEWNVPGJTwR47bUmJpOJvnZ8HD1l92pLCsKziIgwQXhGORqASig8ipUyGvWLQqvZBMZjaBN8cUck/87ICLYQuaSbVRr6iSi02FpqNBqYTCZaKLCSwsf1ej2srq4uTU+qVuUM83lZm/WL7TA+LwAMBgM96ddoNHR0RZ7nGI1GulLHqUb+yVVJg8EAGxsb6PV62iDPll8xwZ9DAtVqVZ8LrzGrYFwFxHacaZpoNptwXRd3797V5vXhcKinF7nwnBUlikkGpFI48mfFkFZWFCnkOLVZKpUWAjOH76e4fHmOtTVbi1m+LkZlhGGIUilAEBzGgbDSZprmwm9m4vbtGd5+O8XWloH/8l8SbG0Z2N52sL3toFRycOPGSE9K2raLl192kOexHtIotqZZzTvalnzYSqPj8JisZYLwWBERJgjPGUV/VzFo9Wjr0rZVRY33o0Djn1EUaYFGIcJJP1bOii0/igcKF/rD6KUqLsTmxCKPTwHTbud4880E/X6sxYfv+9jZ2cH58+dxcHCg21+suvF5mDtGk/14PNbmd3rGuAJoMBig3W7rSg3Pm/lfvV5PH5eihFWn+XyOnZ0dXeliBYyZWK1WS3vJirsfOczA1uRRQ34QBGg2m1rUMq2e58HXSyFMochq42w2Q71eR6+XY2PjsLJHAU1Rye/V/koHSRLp6charaYHF27eLKHXc9BuW1hfj/Diiy4uXZrh4kUTly7leOEFCxsbZYRhjjfeCDEaqVwxtkLb7bbeAcpgXlYDec0pxPj7WhzsEIRnARFhgvAMcr8qGLCcEXavtPzltuMceW4hipQ/rNfL0e0aOtKAYoYttKKQo8epOEHHygdXGIVhiEajgTAM9SQlW4WsBlGk0MsUxyPtTeIeRa4cGgwGWF1dRZ7n6Pf72jxP4cTICrYYmU5PAcZpQz4nAF1VKgpKCj1W0I5WyopZZJz8nE6nMAwD1WpVDzDkeY6VlRXs7e1pwUn/U3HPZJZlOn+LURHj8VhPKbJaR1EHQIsmNeQwR7drIUlSXZ2rVqtLrUBuGCCWZeHtt01sbtb09CWgKqP9vo3NTRPnzwOAEprq+rrI81Qfx3VdfOhDNi5cyBdVuVwPLwyHQ6ysrCCOY4xGo8JUprHUpmT19f2a9Eulw00SgnBaEBEmCM8gbIEdl6NTj8R1UwyHNkajwz2Vvn+YNs8qEqcUKWLUY12Mx2MdIQFAf4jGcaxzrehHqlQq6PV6qNfr2uPF5HYAekdkHEcol4F+39PxC+VyGXfu3MHKyopug7K9ReFF0z4N791uF+12W5vOGUYahqFu7XHKE1DhrK7r6nYfXw8rgdxnadu2FlZ5nmN1dVVPC66srGhhub+/j3q9viSKZ7OZPn7RzzcajVCr1bQgPGwHZtovNZvN9M9YHWOlrtdzYFkpbtywUa0Ce3uZbimzMkg/HaDawnEc4+rVHHHs6oT/Xm+OW7csjMcR2m1bx4hweKEYqEvY4qzXM7TbSsj5vq+jLii+6Lebz+dafB5tSxZzzh6Vclll3gnCaUJEmCA8gzzKZGSRo7skbdtAu60mL0sl5ROz7XjJE8YP8eIgAG8DDisYDA9lu5FhpUyDZwBprVbTx6cHCoCOfbh2zcbbb6colRLs7rq6BZmmKTY2NpBlGSaTCTzP088ZRRGq1apOnKePbGNjA7dv39YeMdd1sb+/j0ajoQNGKcwYjloqld4VbMqJT6bgJ0miq2CcrGQUA4XEbDZDs9nEwcGBfh7LsvSORQrbYsu3+Jz0wTUaDURRpCuSxfZoFM2xv1/HZBJhOAQ++EEHYWjDcdR7zMoZK4MUROr6OPjpn1b3uXvXxdaWhd3dMl56yUatNtbVSFZDi+8XK3p8TVxhBGBpqwAHHMIw1Eu9GR9SbAVTiLEt/biywwThpBERJgjPGEWv171ue1BCfvF2fvg7jqqC+T60x4hVrKL/ir6eYsuRAoQm82IFjXlabEPu7Oyg3W5rsznFAdtgFG9RNMHq6gQrKy6CYB+j0Sp6vRp2d8u4fn2OT3wiRxSpD3xWvChg6LWKogjNZhODwUBXzhzH0fsiWRnic9PjxsoSPWQUVcX4hmL7lN4vTk8y02t3dxetVktX8iiaiqKFLWX60zj56Pu+9tcxqwuA9lQVJyR3d228+KKFtbUQV67kyPMU167ZWF119KRllmXY2hnix//zLex0D7cepGmMz/3cGOvrEV55pYz19RkajVxvF5hOp6hUKkuBrxSsrKoWY0RYReQ2BWbAUYxOJhMEQaBfe3HIgb+bwPtrS7qutCSF04WIMEF4xnhQK5JVkqMVL3L05/y75wHdbo69vUhXYriWphjcmqap9klxarK4Z3A8Huv2FIVW8YOb553n+cJE3tPCJ01TBEGgl1o7joNmc46rV4FGY4CPfKSJWq0H3zdRLgO3b/sYDCJtph8Oh2g0GkvxGHwd9CGxqkUBUUyCL14Pru4pLsvmgIDv+9rjlKapXqTNQQNWcnzfR7/fR6vVwnA4XJpAtG17kafV021RXmMOCRQnNLMsQ7VaXbqeAPRUKv/ka2dQa5Ik+NSbO/hTf+mH8Y//9SfxJ//iv8U7dwYAgErFg22beop1OrXhuunSMnVW6zhsUVwVxUooxSSfmxlojN1gRYzL0tkK5eBA8XeLvNfsMN9XGyAE4bQgIkwQnjEeZso/Gk9xtHLGSgpbi/O5ShuPoikqFSVAWNniJB6N26wGcSKPU5UUC0y3Z9WH5v7RaIRWq6WT74sLoRmfQP8S1+AMBoOF0d3HeDzW8RaNxhzDoYkXXkhw/XqACxcu4ODgQFdUfN9fmtKs1WpLk5IMPz137hy63S6azeaiHZnhU5+q6HBVx3FQr9exu7uLdrutKzxc3UMTftEv57outre30Wq1dFuSlTN60hjYyjVOrKBRbKksNU8/hiKJ7T5W8aIowuZmju3tXL+XnIbk+50kCX74P/wS4lmKWZIhnqX4Dz/7thY4jUYDpmliOp2i1TIwHh9WNnmfarWqBZRt2/o9pUgrLifn+fFcGT5rmmpyMooijEYjPcTB63i0LSnZYcKzgogwQXgGuV/LkdWcoyKMjzmsWKUYjZSQSxJgMpmhXp/DMA59QBRGpmliOBzqll4xjR6Aro7QQM8qCB9LczYFHVt73PdYDBplJAUFFCcQW60WJpMJDMNAu23C94cLM3hNV4VYIfR9JdoajYY2gfP1hGGoW3Svv67yrvb3Pdy4McdoVMVrr+W4ceNw0EA9n2qh7u7uYnV1FWEYYjxWnqlWq6V9cxS2rACGYajbevSOlctlbcIHlGiizww4jPoori+iMGNrmG1QJVpixHGqg1E5vZkkCYIgUJlppRSOrX4XXMfCWrushRcAvfuzVCrBslIdg8FIDNu2dVux2E6lEAPUUEPxd4IToxzA4Ovleie+v3xPinEn/B1llMaj4jiHi+4F4aQRESYIzxBsNz6Mo2n5ABYfqsDBQQbbNlCvA92u+r7ZDHSFilUMVsC4cqjoCQOgKzbF3ZEUW6PRSJvIWTVjMCl9RK7rLsVcFKcG2bKybRt3797VIowVGopBih+2AJlgT1h5YkUGAPr9PkqlElZWKlhbC9FsjnHxInDuXArPMzAaxQBM7O42cPeui52dEsbjUD8fpzI5mcnrnSQJBoOB9oJRFCVJglarpV8ThwiKKfhcFXT7dh+3blnY3/ewve3gZ3/WxmAA7UFjltl8PteVKUaA8DaKNq5b+s1f88vw+a918OKlFn7Tr/0wfsUvu6wnKzn5yMelaba0q5PnzyEItnR5PVntow+vWL2iJ4yeuGJQLathSZIsvV/FtiSv8aO2JSuVw0X3gnDSiAgThGeI+60qehBJkiIMTQwGBmwbqFYTVKsOLAtYXQVqtbH+cKSxnR98FBzAoXmdVTbP8/QHJScU6/W6bl3x8YZh6GT34nogGuGLU3aMZlBRFbH2kRUjEsrlsq4sVasJXn89Qrfrw3GaCIJAt07Z0jJNE61WS0/1WZaF4TCBbR/GRgDQVbdLl3J0uzVkWQmbmwna7THefDNFo9FBlmW6NcqJx6LnTlWTLN1KpODsdDq6fcdW8mg00q+XRvT9fQPr61M0m2Nsbib4jM9Q0RfdbhNRVNJLutkWTtMUa2sp+n0lZkejkRa+tVoN7XYb/X4Pv/nXvoY/94e+DL/9v/o8PZnKa8ocMv4MgBaIeZ4vVUGLC9i5foiDA57nLWWb8XrU63VdaeMqJj4H29H3a0sWq22CcBYRESYIzxAPiqZYbkGq8NV+H9jezjGfG2i3DSy6bLpKxgT7PM91axAAgiDQ3i5WuIqGc1YsKMKAwyod4yFmsxkmkwkajQZqtRoGg4EWaNw/yBDV+Xyul15Pp1OEYYhWq6UnB4uGfaa7qzboHJubCa5eNRGGOXZ3a7rKMhwOUalU4DiODg9l7lUQNLG5mes2H1+PqvYBr7xi4UMfmutpyhdfTHHnjovXX59iMGhhOEzQbDZh265OgI+iSK9QosBklWg0GunXyN2VbJF2Oh1sb5exu+ui2czQbrf1Lkflbevh3LkcP/uzh3EZFH7KK2Yiimzs7+/r61oqlbSvLkkSnDt3DgB05Y1ikNeRRvz5PNMtULZ2udSc4pntaEZ18DjFfZs07nPAgBUx+ssYk8FKGkX7vdqSR3PJjoPjqDa7IJw0IsIE4RnhYdlJRRE2n6sPolYL8LwchgFtoD805M91qjsFGCsfFFeskLFlVqyUsf3FvYiVSgWTyWQpT6rRaOgK2nQ6XYproK+IlSWu6uHUIgVguVzG1taWPhZX9HAyk1lh5865uHIFePNNtcNy2etk6SqZ4zh47bUK3ngj1kKhmHnGwFSmzLPqdPXqHJ3OFJcupYjjDnZ3Q9y5U8Pbbxv41KeG2N31kGXQnjHbttFsNhcCJ8PduzYGgwZGoxY+9akQwIp+7yzLRqMxQq2WacHLqc7JZIJWy8Wrr861/4zX2DRNjEYjrK2FuHWrjHq9iXK5jHq9jvF4rKc4i1lvrEZSIDGzCzBh246uog2HQ70OihOotq3EHsU2j8X3lZVaij3mpXH3Joc34jjWS9f5e8lqGLDcluSQxaNkh1UqQBAc++6C8MQQESYIzwgPmork7axIWJahFxpnWY5K5dAfxkrKaDTSU3f0gbHiRBHChHd6n4qtSVY8uA+wXC7rD8tWq4Xt7W1UKpVF+2+ofUPValVPKtI/xqgIVka4h7HT6ei1RRQOrIrQ3M2WlfKwRQByfS6z2QyVSkWbwCnewtDEaGRjOAy1WZ/nx2lFJu73ej04joNut6sN8xcu+Oj1Snj55TmuXMnRbid46aUKbt1ysLvroNut4o03gJs3V9Dt+nj77TKazQAvvGCh3R5jYyOEYSQYDlu4fdtEu53rwQIKpWJw661bOYCZ3rMZxzEODg4AYOHXsnD+fIitrRKyzF2qlnHfJVuBxcEKCmzLsnD7to1z5xI9yVipVDAcDjGfz/W0aK1W01U+tiyLXkG+P2xt0gcWhiF839eDG77vY3d3VwtkTk1SeBanfPka34tJXxBOGhFhgvCMUIyVuB+HoaomOKzWbOZw3eWJSXp3GAfB/C+2qmhCL3q/+IFIcUa/F9tQfH62/NgWGwwG2h/FJHVWTvb39/Uy7+IgQZIkuorFGAf6h4ofzqzehWGoozMcx4TjVHQrsFwu4+DgAJVKRVeD9veBa9eGCMOhvqYMfOWx2RJUnjcfOzsl7QULgjnOnVOBtrNZBMcxUK+XcelSjGp1gFdecfHCC3NcuzbGlSsGNjf34ftlXZFTYmOMS5cyXL1qot02tcAeDod6V6R6L104TgmNhjLaD4dD5HmuK1N8Tx3HwquvWtjft/D22z09ochMN1Yz2Q6kSFMroIAwXF44TjFaLpcRRZEWwxT6AJbWUhU3GPC94u8sRTzFJXeIGoaBwXCkhdh4PNYVWAr64nk+SlvS86QaJpw8IsIE4RnhYWn4RFURDkUYH8IPyziO9Qoctobo0+J9WP0qxlsUK1+cZuSHNAUQzdpBEKBer2MymegP6qMJ8mypcdLv3Llz2Nvb061MesVYecmyDIPBQItGepGCINAVmtFohBdeKGNry9RVvSAIdGwDKzO1msqsKooUVgQp/LjiqNlsYncXWFlJsL3t4/ZtE3luYzo1tHjgdCOrRmy7WZZqtY1GIx2ZUUznZ2uRgsTzPB3VwWtUrfrak1XcRMDj8D3gMMXaWog0ddHr2Yudm7mugs3nc+zs5NjaKmF7O18IHQO7uxk8z8LHP27rahbFKfPS+v2+HpIYj8e6esnfBwouXgcKesZU0GPGQN3M9PHf/ZkfwLf8+R/GX/o7P4EgmGI4HOrfIf5+sC3JQYTjtiVLJRVVUUjOEISnjogwQXgGeNiuyHul4o9G7749z3McHBygVCrpaAMKALaQarWa9vQweoFTfsWssGJ1jDlf9HgxZb3f7y8l6AdBsBSmSi9Wu93W/qbxeIxKpaI9S5yupI9oOp3qqAd6yFhxUxWmHFevlnDjxlyvwKlWqzpJni1ORmxMJpOlVUH0uTFzS1XqxkjTJq5cmaNaPcALL9i4cEGJ16IYHQ6H8DxPG/FZ8WG7l9U1TnByU4Bpmrpqx2gQGuI56FCr1VCv17WgYQuWnj7efzabYXPTQJ4nODhYh23P8NZbWMRteKjVgE5ngCyz8cYbCba3LVy9auOFF+aw7cNqJiul0+lUT7aGYYharaYFd3F1U5qmegKVk5W8D8UbW5Ttdhvf/29+CZPpHHkOvPFODx9/Yx+j0UiH9PL362hb8lFWGjWbakBFEE6KR5tlFwThVPKwaIqjIo2a7M03MzSbBkxTGdx3dnYAAK1WC+PxWAsPmu6La3f4QUtBVmzTMYy00+noTDBWvCaTCVZWVrTwY5UJgM6gYhI9vULValUHjtJw77oudnZ2UK1Wsbe3p432gBJ9lmXpCUBmkrG6pdqZ0B/m43GAnZ0mJhMDpmnD8zItFDi157ruwgSvpjJ7vR42NzcXEQwhbLuJnZ0cs9kcaWphOvVQKinhxyXVnOpk64+LwVmBNAxDi5bpdIpms4kkSVCv17V3isKX91cxE2XEsWoHMowWgBYqjLkYDoe4ePHiIgstwLVrbVy/nqJaHaLV6qBWyxBFLvp9E43GCGtrDrJsiixzcP16hldfnevoDNu2MRgMCtcz1sGzQRDoShUN95zMnM1m+n1l5XQ+n+uWdBzHuHHjBvYPegByAMbCnK88Zb1eT0ed3M+/dpzWPKCqwOWyWmW0SNIQhKeKVMIE4RngYaZ8fgge3h9ot4EXXshxcGDqvYzD4RCdTkdHF9i2jVqtpispFDKseDFLqghvpxk7SRK8+clt/LHf8b343V/91/Ez//5tXfXg/YqrjZgrNhgMdDZZFEV4++23dQuUsRKcsLt8+bKOzGCVppjCX0xzVyGkA6yulnD7tqrA3b5t4dVXTaytxTh/fo6LF1V1bm9vT/vR4jhGq9XCP/mhj+P//Xd+Dv/qJ7owLBV14bouWi0DQB/jcRXTaYh6PcTbbyeIIhe1morGYFuWvjZW7YotySiKtO+KrVdOCU6nU+zv7y9atjb29ip4880ZTHOCJFFTn/v7+9qkPplM0O/3sb+/j36/jzAMcXBwoKub4/FYe+aCYKxXRFFEz2Yz9Ho9BIEBz0tQKll6STkFI/1+nU4HpVIJrVYLzWYTpmmi0+nA933UajXUajVYloV6va5vdxwHea7anjdv3sSNGzewvb2Nzc1NfN1XvgzbzGGawJXzLXzVl35YV0P7/T4A3LMt+agrjWSfpHCSSCVMEJ4DWA0h8zlg29AfgFmW4e7du1hfX0ev14PrurplyErFbDZDvV7X4qC45gjA0goiVqxowv7Lf/oHMDhQLuh/+b0/jy/6sg+h2ano1qJpmuj3+2g2m8iyDNPpVLftfN/Xq3K4U5FLwpkzRqHCx7DFSWN/FEW6ihUEAYIgQKvlwrYtvP66h2azjyia6qyxPM/R6/V0q5M+q0++2cWP/uQ7mCUZgjDFP/uRN/B1X35Ve5yaTRtZNkeW5XAcA5a1Bcv6MACg2+3C87xFDlmAlZWVpRR5vkYG27J6xdbocDhEuVzWVbQ0TTCblXH5co5KZQ7fr2hfFcUrByh2d3exsrKiRVOe51hZWUGaprqF6fv+UmCqZVnazxdFIfLcgW3nunrIahZ/r/hcYRii0Wjg7t27euCB+XJZlukoEIawjsdjzOdzdDodeJ53OBlpxfh/fsMrWFk9h431NkxTVUoPDg70/k0KwmJbklsdwjDUQbEPg23JZvN9/ocmCI+IVMIE4YzzsCpYEbZsmBNGz9GdO3dQr9cxHA5RrVb14mb6dVhVKsYksF1HsizDZDLRxvHhcIjJZKLyxqazpXN44/W3MBqNtDmeQancE3j79m1d2ZjP5+j3+/qDn9Wz3d1dmKaJSqWi25E0bbP6NZvNdKUHOIzYGI/HCxN3AscZwfNmulIUxzH29vbQ66kJwl6vp43l19/ZRpap15xmOXa7Y4zHY0RRhG63iyiK0Ov19HWdTi202672zDWbTaysrKBSqWiT+traGgzDQKvVwq3tEf7VTx7gX/2Hu7Ddqq5KlctlrK6u4sqVK9pjVq1W8eEPl7C3V9eiuVhhpIhj9ZIZb5woZAvZcRwEQbA0DMF2Lo/TbtfB7UCsRLJ6yYnF0Wikv2frkc8VBAGm0ymm0yl6vR7G47Eeorhw4QJeeeUVnRV2cHCAwWAAz/Pw0kvXsL7WQqPR0Flz1WoVYRjq1vnRacniz4670sg0AcuSnZLC00dEmCCccSiMjgMrBUmS4Xv/5o/iv//678Df/5s/ivFYiaXV1dWlakvxw5aepKLpPY5jbd6P41hneTH5HFD+st/2B74Utm3CtIBrr63i0gvrOgZhf38fURTpVTf0e02nU7TbbW3G52Jnftjv7e3BcRwtmFj5YkZVFEUIgmApAoNeIbZR2+02ABWaWqvVsLq6ilarpQ3llUoFnU5Hv571Zq5aZEhhW8AXfeaazjXjBKZpmmg2m9ja2kK1egGOE2jxQ8HmOA62t7e1MT0MQximi2//Bx/DW7fG+MT1Pr7jH/+8niIthqayUkgDfxCE+nnn87mubnLCkovC6/W6rh5SBHL5NrPfgEN/4Ww2W9rnyUonW5xMqqc4px8NgN4KMB6PEQSBFlYMyW21Wrhw4QKazSYajQZc19VimhUy+u0ajYaO3JhMJtqft7W1pT2AxbYkhRcrscelVgMWwfyC8NQQESYIZ5zjTEYWM7ZM08RHf+jj+Of/4Kdw6+0ufv4n3sRP/5hqBQLQwmo0GulptF6vp6cg6d2iqOEKmtlspr06g8EAw+EQBwcHiOMYn/MrLuJ3/Y+fiy/5Tav4yq9/UU9BFlfksIXW7XZ1uCtN6OVyGb7vo9PpoFaroVQqoVar6eoJVx+trKzgwoULWgjRL8bvKSjUFOUcn/50jsUp69VFNNBnWYZutwtAGf1/6Zd+CRtrLXzlL7PwkasJfttXn8e1SzW4rovRaIRarYYgCHSK/nw+1+3VJEnQ6XR0FhnN+jTgA0B/HOsqW5YBuwehvq4HBwc6F8x1XT1Rmec5Ll3KsL3t6egQBuzyvWLljNsAWJ2i54+CdDKZ6PeUMRRc4K1+j2xYlloxRLFjWRZGo5EWfvv7+yiVSnqIgkK40WjAsiz9/rmuq0U+z6/X66HZbGI8HmsfIv14rKwx3qLVaiGKIty4cQPA4YAFK4c06z/qSqNaDUtTw4LwpBERJghnGP7r/0Es74xUgmz7dg9xrFpktjHBL3xsC5/61Kewvb2NwWCgKy68/2HS/mFiO9tWxQRzhpeyGsYKVLVaxcZmG5/xWS/pjCzbtrG+vg7btpGmqV54rdpfbZ1FxvbmYDDQuWKj0UhPDsZxjHa7jclkgna7racJ3377bbz66qs6GBbAovIF9HolxHETH/iAiQ98IEWv10Ge15a8RUEQ4Pz583qX46VLlwAArm3gtZdW4ZdynabvOA56vR4A6D2Y6+vrOumdXi+2dul1Y8BoGIaw8xC+Z8EyAdcx8cEXm1qkpGmK8+fP6+vOXYoqjmGKUinCO+9Euh3MKVQKPE6FFlf/UCCxWsTqGQ3z9FNx48ALL2S4ft3UopjPwwEKTstyiIDiOMsydDod7SdkDAenI6MoQr/fR6vVwmQyged56HQ6S0Gzxd8/TtK2221sbW1hOBwuftNNbG+bGI8PA1wfdaWR4ygBvOiEC8ITR0SYIJxhjtOKZHWgyBd/+Wsolx2YNmBawC//sg66XUPnTvV6PfT7fYzHY/T7fV39ojCqVCraRE3RxRwrtrkoEGluN01TfxBz7RCXbfM+3W5Xt+i4zJthrcykKmZOvfPOO5hOp7pNRmHIv7MiwhZXkli4e9eDZU3w4Q+3MBwOsbJSx4ULIUajBLdv20u7KtlGLJfLWFlZQbfbheu6aDabqNfrerH1yv/N3p8HS5bn133Y596b92bezJv7+vbaq7p7MAsa6wyGBLgAgkFxEWFKDlnWRolm2ArZli1bYYeDDv8hh+iQQmEzTMkK2iZDJmlKBCHKlLjBhABiGWD2mV6qq6qr3pYv9z1v3ryb/7j5/VW+mu6ergY50zOTJ6Kjuqrey5fLzfqdPN/zPadWU32Kch8ODg6UglOtVvF9n6urK1arlSJJ/X5fqYX1epV/6ReO+AM/Wuef/2fu8fOfbargWiktF6VNNhGfG+2z7O1pqgNSQmIdx2G9XjOZTNQoVwJjxS8HqNuW+waonDZRoobDJfl8qEix5Krpus7p6anqj5T7Fccxh4eHmKapnkdZmJBlEN/31UKGjLrlNhzHIY5j9fUSXCsNDJIn95WvvMWjRzHn57C3p3F5GQPPtyVfttKoVALF63bY4Z8ydtuRO+zwPQwJDv0gvJdadny7wX/0n/9p/uZf+3u4wYCT21WCoEqlkiTFS2imKENSni3KiSTpi1JWKBRwHEeNFiVdX0ZO4rGS7kUxWsPzTLJSqYRlWSwWCxzHUeGuhUJBqSv5fJ5sNstwOCSTyajR5LZyMxwOGQ6HSp0BFJmbzbKUy8/odmeKoMm2YrFY5ORE5803Y8Kwy3q9UkqOxElsx2/IEsB4PFYbmoVCgdPTU2zbVp652WzGyckJ6XSa6XSqIirOz8+J45iTkxNVNJ6aTPjJT++xt7d3rZexXC4r9UmItyhoyWscMpu5apkCUARO0zS19VgqlZS/arFYqMqg7WytOI7VY10sFmoLst+PaDQ8JpMl3W6X5XJ5LY4iiiJmsxmFQkGVti+XS6WWiioqI0UJz83lcqqSyHEcReSFzAJqdC3kXcjacrnmi198l0JhwGc+UwM07t7VefQo5O5dXanAokSKIvrtkM0mlUab9I0ddvinhp0StsMO3+P4MFVF3/o9UChn+OwffMDdV454912N4+NkBFmr1SgUCko5kc068fJUq1VKpZLy9wghuLi44Orqina7zenpKd1uV6krElkhxEkCXOXAL5cTVWq9XiviJeGx218rtT35fF6N2oSwNZtNRUgNw+DmzZvKBzUcDjckcKHGlYvFAtu2lSk/6TY0MYxnjMcNfH+fy0uT1aqJ7+/T7SY5ZAcHB8znc5rNJoDqwLy4uFBEptlscnl5ydWVR7+fYzxOyPBoNGIwGKjn07ZtlYM2Ho9ZLpfKlyW+NFHP5vM58/lcGeildFvUKiEcMlIsFotqdFcoFAAUIZbRqKioEu0xGo0UuXYch1wup+qAUqk5T5+OyOVyVCoVGo0Gy+VSba4ahqGCbNvttiqBl6JvWUyQUe/2lqVsVEoxuJSTb/u8dF3HcRwcx0HTNNrtCYNBlRs3GrTbX1CEO5XSaTZ12u3rvZKytPBhkMkkm5K7seQO/7SxI2E77PA9ivcaM34Qtg3643HEu+9GuG6VbLZENmsQBMlhLkGexWKRbDaLbdtqO1E6A0Xd8DyP9XpNPp+nWCxydHREo9Gg2Wyqw7TT6XB1dcXZ2ZnadByNRkwmE1arFaVSidVqRRAE9Hox7bbN2dnzcFVA9Uxqmka/31f9gnt7e0pRkXLoKIoUiRT1KSECDpVKou5YlnVtO9M0Ta6uruh0OlQqDj/8w1lKpQk3b+o0mysaDZfZzGUyKTEe22o0Jj93W1UTdalQKHBwsKDV8hgOV7z55pynTx2Oj485PDzE930qlYraRJUMtFwup8z9EoQqReqiYkk0RyaTwbZtcrkMs1mkYiiEvIxGI1XpNJvN1Ou2XC6ZzWYMh0OVwm/btiJpQpiGwyFXV1fous7hYQXHaagoEiF6kl4v5n4h6/KzstmsIpVBEHB6ekq/31fP2ZMnT9TjFYImm5hSTyUVTqKGFgoFqlUb01xzclLlV377jJ/9H/5f+YV/5S/wtbcuKBY1DCPm/FznyZPnY8mXqTQql3eVRjv808duHLnDDt+j+HZVRfDcbC3/L6TNtn2OjuD0NI3vtzg+TkaNrVZLjRSXyyWmaaptOPFozefza74tUSkkF6rX66mRnXjIxMDuui6O4/DOO+8oEmkYBl/+cpv12uD27RI3b6bpdAI6nQGtVk5tBYpiIv2TUiPkOA6FQkEZ6CXK4uDgQI1PM5kM0+kcwwhV5pYc+uJZktyqpMZoph7fer3ejEYX3L+f49GjNXfvNtUWommaKnpCFCTxWzlOkm1Wq82x7RTrdeqaIiNl5rItaBiGGuvKOFKWHSS4dW9vT3mlpOS7Ugn4whcibDsZ08mmp6hJ4qUDlK+qXC7jui6FQoFCoaBCYsXILkqYGOkTcm4qL6D8mSwKyFhT7q88f6PRSFVNSUl4tVrFNE3G47HqmpTnQ1Q6iRlZr9dKIRQCGgQBT58mSmG7O+d331oQhBGTmcuf+w//a/7mf/pnaDR0oijk7Oz5WPJlKo0ACoXEH1YsfqS36A47fFvsSNgOO3yP4ttFU8jXiJoURZE6fHK5kKsrnb09g3w+zWy2JpVKxkaNRkN5lCTxXAzohUJBjbGm0+km8DQxrstYMJfLMZ1OaTQadDod1XHoeZ4yc1uWtUlq32O1SlGt9tnfL6k8stHoil6vi+8nIyqJvhC/k6T4A0qFWS6XaJqmMrBktLZcLikUCuztZXn2bEkmY6iRXyaTodPpUCqVaDQaKpxW7q+QAblfSaDshGy2xPm5RybT5OxsTquVxCBIJlcyijSYzWL2928QRccMBk+5dctQ/jJRv+SxpFIpyuWy8mU1m001xpXHKGpSGIZKAUxITMTRUYbBIODwMKUiH+r1ulIcbdtWm5uisEVRxGAwYLFYEIah8twVi0WCIKDb7aJpGpOJThgWOThYY9sFpU4JERUFTAjz9rhXRo39fp96vY5lWRSLRUajEXEcKwIqWWjbhF4iNIR4y7LAl7+8QtMu6Haf8PhplyjUkMHOap1cI/LecN1YdaVK/tyHJWGmmTRLrFbJiHKHHf5JY0fCdtjhexAf1tuyXVe0nZKuaRDHmjqM8vm8+p7lcqlKoOv1uipllhocQCljjuMwGo0UKYDnCf5iYpdoAVFHJEOq0zE4OvJIp+eAw3g85u7duxiGQauVJ4qK5HJJ3c7p6Sn7+/ucn5+rINT1eo1t26oQW8ZuYv6GxPSv6zqLxQJwmM+nOE5KGfHlsUnWl6g4URQpE3uxWGQ+n6sFAfD5yleWFIsRDx6EaFqXZ89s9vYSEpbLFRkMYg4PGyyXz2i1QuIYSiWb5TIAkj7GRqOhCG0yBq0oIiIbpJLYXy6XlSFfSAokpGIymdDpOMTxgkplDVSU3yqXy3F5eak8djJKHI1Galxr2za1Wk2RWsn7kr7HN9/02NszODwM8P2Q9TpSr618vWySivdqPp+rOBOJFREvn2maDAYDtRkrRebSTyq1V8lrBpPJRMV6JN4yk9GoSrOZ58GDB+zv7/Pm2ZfpTROS/Gf/xZ9S12Aytg3wfQN4XsUkOWsfBrkcDIdgWUmy/g47/JPEjoTtsMP3ID5sVdG2D0wgPYeOE7JcpplMdGq1Aq7bx3Ec5dOSDTkJxhyP50wmqY3qtVQZVhKJIKqOJNRLpIVUEUlemPQVel6edNqn0+moDUtJw9d1DcNIwjnPz885PDwklUpRrVap1WqUSiXG4zGVSkVtCXY6HbVVN51OqVaramQbhgbzeY5icYXn6fR6PVKpFJVKRRnbZXHADwIuOnP63R53Mplrz/VqteLkxKJU0mi1DhSRWa/P+dKXVjjOgkKhSbW6Jp2eslrpG2VxiOuWGI8nDIchtp1RQaji7RKFTEaArutSLpdVzth0OqVcLit1SbZIfd9nOPSwbRPfX6hNQyEZ4pMTIilxI5KoL+XhQkiDIFDm98SvlsK2PWYzX32PKHPb6qeMPn3fJ51Ob2qblqqB4ebNm8pHd3V1pa41IfbvvPMOuq6rLVrf9xUpBajVatTr9U23pEW9Duv1lPPzc37svs7hyT1unLxCq1Gl3w+wLINiEaJIJ5UK0bTnY8k4jl+q7qtcTohYtfqh36I77PChsCNhO+zwPYggCL5tNMUHfW9yuOpUqzpRpJPPZ2i3AQxmsxSjUZ9Wq8JwOGY49ND1NLoes1hMKZU8TNMmnbZUDEIqlVLma9u21UhvMpmoYFVRniTnyfPmDIeJv+fw8BDDMFQV0Xw+p9sNyOfTihCGYcjJyQmdTkcpPUJeJIQ1n8/T7/epbk5Lz/O4vLzi6sqhVvsy3W6XdDpNvV6nUqmwWCyU92q9XrNYrvhP/4u36A4WRFHMv/6Lhxw3dWzbZjweK0+R+Kr6/T6z2YxbtxrM51Oy2WPS6RzZ7ILFwmc4HKoMs3I5KcA+P19Srzv0ej2lvE2nU0Uos9kKmpZEaiRRF4lR/uzsTI3pkqoonek0zWIRsL+f+LVct0ihkBCdyWSiKoOOj49Vy4C8NlLcLaNnUTYBFTORSqU4PBwxGDikUolPsFi0OD42VThrNptVHjgZL4qnTrYityMpZDtzMlnjuk3K5RWViqXaE2SkLCSsXC4r8p4QyBRxHOD7c2azOeNxxIMHP45lpahXdTKZFfm8jWGsmc0sokhH15974XRdV0XqUrP07aBpSZr+bJb8usMO/6SwE1d32OF7EO+lcL3M9wl5kgPJNGPKZY1qNcXxcaJ+9HpLcrkszWZMtTrjzp00N25YKqtKFJMwDJWx2rIspYoZhqHCXCU3ajweKyN9Oj3n/Hylev/CMKRaraoRnab5rNcpdZuyENDpdFStznq9ptFoqGDQfr+vPESi+sBtPv1pR+VESWbXcrnkm9/8pjL4LxYL3nzcpzdYsPYjgjDmb/2Dh6ohYLVaKeUIoN1u43meyiorl2dMJgGplK78URLHIebzbrdLp9MhCCKVayYkJnmMWc7OIt58U+PZM3jyJGQ4tHnnnYBeL8d0mqXftxmNSkSRw4MHaR48SNNqOVQqOmDw6NGV2tqsVqvcvHlTERl5nkVxlGYDCT+VdH4p207GhQZHRyFHRxGf/nSZ5TJgsVioCBOJJ5Gaql6vR7vdvlawLdESybixApTwfRPH6VAoRHiexnyeJpcrqc3Svb09VXe07RUzDI3pdE2v5/P06YhXXz3mwYMW+XyMrifj0SQ/LSaXC7hxA+bz640Pcq2+TKWRRIztSr53+CeJnRK2ww7fY/gwhvwXv26bfEk5M6DymCQOICmJNjDNBctlElqZzxeZTNbXxpPL5ZJ8Pq9yq3Rd36g4yVZeqVRSJdXiA3JdV20SSn2N1BXJ6CsMQy4vrhgM+pycnHB2ZnB0VFCG+W984xuqyFk8TuPxmFKpxGQyoVAoMJvNCMNQxV4YRsxymShL+/v7ZDYjxiAIaDQa7O3tKY9UZ9ghjMRvF0O0VjEPl5eXauPv+PiYXC6nAkafPXuG42RJp4dUKi3eeWeNpk0U8chmsypy4hOfiLm6MsnlmlxcjMnlkny2djsknV7z6qs6Ydhlb2+Pg4M0pZKDpnlomo9hZDg8TMZsQYDaHpRYkf39PF/9qsNiUWM+n3N2tubgoKBe/8lkslEhvWsF30JI5BoRojKdTpnP53Q6WTKZFGG4YL2OGI9Xaqy3Xq9VHIVcb8XNOmGylTpV0RnTqUY2O8K2dcrlGq5roGk2+bxPqZQmihLFzbICPC/C83SWy5hyOaOS/9Npi1deyfL224/J50P29poUCgXVYxqGNuPxgjt3ktT+dNogDDVFwOR+C6F+mQ80+TwMBlCpJOrYDjv8XrFTwnbY4XsMHyaaQr5ODkUhZNsp6qIuSC2MRCusVuC6GY6PTabTiVLLPM9TWV3lclltws1mM2WSl40/8R05jkOxWFR1O+J/ktT0OA65vOwqovJX/2//mP/o3/1H/JU//w2evt1nb2/J228ncQ2z2Yxms6nGmsViUZGzXq+nsqbE5zMejzfPU5vT0/DafU6lUvT7fQAVKLter6kVdT776QYpPaaY0/lnf/+BGlvKIS9+tPF4zGAw4PT0lMFgoIJsdT1A02IKhcImwyunyqyTLUCTUmnC8bFOsZjiyZMinpenWCxRqSSqolQ6SXitLBtE0RxNCxkMBgyHQ0XscrkchUJCtu7fT3N4GHLzpk6xOGI4NFmtUK/1dt2QRGQ8fjzji18c02536PV6zGYz5vM54zGMx1lWqzn1+oq9vYB790zV7ykjTllikAUN8QAm/kCHq6sUcVwmm03huj66XmU8XrO/71Au58hkkq5Ix4kwTY1OxyMIdBoNm0bDIpNZEccjms005bLO+fkTqtUqBwcHRJHOeAypVI35PIVta5hmQKeThPkmDQ8wmWjX/GDw8pVGkPjDpPR9hx1+r9gpYTvs8D2GMAzVZtoHYTuSYpucyFhGxmoS7FksFvna1+boOty9m2a1WpDNZhkMBjQaDRX26XkepmlSLBa5vLwkjmNFsOS+OY6jDPmGYahAV/m5UvC8txdwfl7g6mrFsNPmt/5/7xBFMUTwN//Sl/gz//ufpFwO+fKXz3nllRoAo9GISqXCcDhkb29PjTu3K3vG47HyFxWLaabTFPm8qUik+IMqlYpSwYrFIo7j8HoQcFhK8sJa9YLygJ2cnKhSbxmZRlFEGIaqesd1XS4vfSYTn3v3kpFno9HY/PmlMrIHQcDlpc3JSUgYTnn0yObgIIXnJeG4UgMlKtdsNlOBucPhUEU6yIhRVKjtgvPxOGAySVEup+j1Avb21vi+j+/7qgNT1Mjl0uDBgzSPH+vEscVioWFZAYaRYX8farUs1WpZmdml51HXdcbjsQp8DcNQmeclr80wdCxrSBiWiSKXQiFFq5XGdZO/S6Ui5nN9kyc3I52OODjIba71gPU6ZDhcY9t5FguNd999l1yuwHweUalUNgsI800dVn6j0qbp9SbUag6pVAz4ZLMm06mO4wRKFTMMQ210ftjYCl3f1Rrt8E8OOxK2ww7fx5AxixyQ252H8ncSyTCdprh1y+TyMkTTUJtycqjbtn3NHyUHvySRi1G9VkvIkuRdSWm0bdsUi0WllAC47oI7d8pMpyVCra/ynOB5L+Z4/JRcrsDpqUm5PMI0QxUgK5ucomyIV0wiHWRUGkVDul0dTYsplxPiIL2In/zkD3N5eapCTSWQtlarEcex2toUIimhpBLDIffTdbM4zh7Vqst4HOK656r02zRNzs7O1JJBMhJekMm4hKFLvR6pRYPnFUsrVesknrIgCKjVajx9+pRqtaoWDcQEH0WR6uc8O8vQbAYcHYFh5Oj1ko3W1WqlCJiu67iuh6alyeVsfuiHYsBSSfzJz/dZrZLICBlZStSJkG7Lsri4uFALFpPJRGWNdTodGo0K3S44TppyOVEhK5WKCszV9SlBUMYwarTbMaY5I5PRSaUMRiOP27erBEHA48ePqVYNLCvaxI9olEo23e5MdZpK60OxqHF6Oubu3crmujXIZnWmU4NC4flY0jTNl8oOgyQzbDJJRsIv8W077PAt2I0jd9jhewgvs1b/IuTTvhy+2yTM81JkMjG5nIXjrJnPDZVyXiqVuLi4UKXegKqXkXiHWq2mcp1SqZQqWc5msyqKQBQUOfwkpd33U8TxBLsAr7xeR9PASMHP/IkbGIaxSfKHO3dMVqvE4L2dqXV1dcX5+bkKF5XRq/ysbDZLuRzx7rs2o1HiWXv27BnTaUgc3+LXf72vvE9nZ2cqKkKCRYW8ZrNZpfrJ40mqgXTG4yq6HlKrzUinlxwcJEn+R0dHnJycUCgUuHnzJtVqlVwux3JZZ29vTRi6tNtter0eDx8+5NmzZ5yenqpNQqn/MVImv/7Fc77ycEq3N1LRH6JEiRqXz+eJ45jz8zG53GITW+ErEu44jlqoEMWy1yvyiU8UVbaa67qMRiMVDCuKn5BpyRaTSA+JwBBiPBwOVaiv7/usVhUuLlJMJjG2XVLXjGScrddrisUitVqafD6gXl8RBGk8L8b3l+ztJTVRV1dXKjtNXhMZfxeLRbWhKR7DxNA/YjCI1HjUsiCfT8Jnt8eSmUzmpceSxWJCxHbY4feCHYffYYfvIYi68+3wYpjrdk2OjCaFhAUBRJGBaQbEcYpCQWM0MlTQq2z3SUWQKFCiupTLZeWVcl1XFU8DanNSjPqiwi2XS7UR6PtlGo0pFxc9fuaP3+bu6zZ+sObwsEK1WmUwGKhanPNzjxs3CmiatomlSGHbSTjo+fn5JlT2JsOhD4RUKpWNIdxmb+8ZqVSWyaRBv5+jXs/RbM5xXZ/1OsL3pyrzSsqvxTMkFUGQmM6fPVvypS+NMc2IKOpz/36L1cpQh38q1SeOs/T7SfbadDolm80q9fD2bYflskirZSlVSLY/JRX+8vKS09NTstksf+tXe5y258TA26e/wr/7p38EfeMxK5VKzGYzSqWSiptYryu0WjqGoanbE8Ihwbuu6/LkiY9pBoShrzxo4h0Ulcq27WubsKJuSjyI7/uqL1IqiZLFB3jjDZ/9fY3j4wyTiUc+b3F6ulYKqxSLi7cPwLY1isXJZoM2IfCPHz9WRG80GtFqtViv10rxFJK8Wq1Ip9PUajUuLy+xbYvxuEuhcIhhrNWGbKGgMxgE1Gr6tWDXlxlLApRKSb9kqfShv2WHHa5hR8J22OF7CC+zGbmtmIlysE3ORA2bTKBS0Tchqfq3JOzP53Oq1aoyr8vIR1QRURmCIFDF2nIwL5dLJpOJOqSFaKxWSZF20l8YKdXH8zyMlIZuWBwfH6s4ikajsfG4xbzzjo9hzLh712I+d/D9LpmMSRwbwCu0WgaPHi3IZh36/T7D4ZB2e06l4nF8vI9pxkwmLq+//urGC3fFZJKnXF4qEiT+Ns/z6Pf76qAuFosMhyt8P4tlvcGtWy1GI1PFcci4r1gsUiqVqFarXFxcqCwwx3E2CwNZ2u0Yz0sWFvb29rBtWxnnIcnqGgwGLJcu717M1evWHy15/O45N45aaqlCCLOMljOZLLa9HetgUCgUWK1W9Pt9lTd2cJDHdWe8804aMCgWM0SRxmIRoGnFjR8uYjIJyOeXHB4mR4aUcqdSKYrFotp6TafTdDoWZ2cRljXmk5/MYxhJhZJUF5U2jEWItaTkSxTFcDikVCopFXAwGACo5RBR8WS7U0JoJZpksVhQKpUoFAqbuqs1g8GSVitDGPqbEapBuWzQ74fUavpmizL90mNJw0jGkb6fVBztsMPLYkfCdtjhewSyzfhh8KIRX0qYRQ0BNqMsqFQ0gsBUmVe9nonjeBiGrbw90lHYbrevjSSFkHmepxQKSTuXLkfxT0kPpZQ2C2lw3QW9nstkMlI5YcPhUHUeyiZfUqNU4kd+pE673SYINLLZU955Z8nduxni+Cb37oUsFlMcZ8pi0aDd7nFwYG2qedIqxDSTyah0+nq9TL+/VEGz4mkrlUq0222GQ4NazcEwPBaLMr5vks93iOMkdiMZua2u5W+JWjgcDhkOhyq9frVaMRiELBYR9+8vSKfTTKcJIVqtVqqv0nVd+v2+SsWvFEyG0zWgkbYMXr1/G9NMqRGclHv3+31OT09JpzP4vks+n6dcLmOaz8eSkr3leSGLRYrVyiafTxNFKabTCY4TkcutcJzBFnnOsF6nOD838H2PYnFOsZhThCjZ1LQ4PU1zcgKG0adeL+N5yVKBruvKRO+67jVzvyyKSH9luVzeqImJd2y5XHJ4eKgqqUTxkm3Q5LF46lqTmqpqtapG5p53xXh8k2JRV6qbaWqUSjr9fkylkiyxvF+l0aNHcHICy2USU7H9NnScnRq2w0fHjoTtsMP3CMSf82Gw3Rm53fe47fHxPB3LSj7NQ1J4XSpVgDS53EKpW8l4a63CPUejEYZhkM/nFdmQjkgZRQrha7fbSgGTiiNRLoIg2KTED3j7bZ90OlLkrdls8vBhmkplzt5eWW01JnVHifHesgLmcwjDmNPTLuCTSj2PM9/f95hMcpyeLsjn06RSPu2kFoBms0m1msQibPu7ZrMZlUpi5L66umI2a1Cvz5jPI5bLNHfu+BQKMY8edTdxFLoqN//dNwb87jeH5G34oz99hL2JpZhMJookZDIZms00k0nAcDhVaqOE2YoZX1TFdDrNK6+8AkaGv/F3vkHOKfAv/rEfxnFyqtg8l8uppYcwDOn3+0SRia4n24tvv70iitqk0xqLRRbP86lWAxaLInfuhJTLIcfHBoahMx4ndVGLha/KwyVTTdcD7twpMBr5DIdlPM/cdJCOGI9NfN/gwQNjo/hlVDCvpmkq1kMIllwPV1dXHB4eMhgM1HaqVCqNRiNmsxnlclmFquZyOSqVCpeXl0r1k+d1Mpko9UxG5Xt7ezx58mSj6M3wvAKm6amxpGXpFIsBo5FOpRIqNW47O2w+T3LBRiOo1ZLfR1FCxDbT1B12+MjYkbAddvgegWzhvSzkwJHbEDLmeQblcqxIWhRFnJ2luHlTZ7nU6Pf72LatTNQSQyHbe5KflahnPVVXk8/nGY1Gm9wnRykT5XKZ09NTNVIVz9VoNELXHTUuLRQKuK6J4yzw/SrFYp5OZ8B8XubwMMVw2FV1NknQaJZqNWK9rnJ1dUWn06FcLm8IT5ev/MYpX/+dZ9SPTH7uT7yuug0dx2E4HDKdTlkslgRBQu6kA7PddqhU+vj+EvDY2yuSzT7P25L6p9VqxUXX5Ve+0CUIY8Yz+Hu/1eGP/XQS5yG9l0JqWq0WcWyxt1fk9PSUIAi4urpiMpmoMnJRq2QEPBv3+NmfqFMoFEhpnoquSJ67532N6/WaSqVCoWBycVHmxo0i2WyDOJ6xXsfUagGnp1e8/XbE/v6F2gaNohX5fB7P89Q4VpQhXddVuO90OiUMfZpND01b8/bbORzH5ugoi65PN9EYY0zTVKXw+/v7asszqW8q0+/3yeVym+d+oWqKhATJooSQbhkzFotFNe6Va1KImGkmVUqZTEaNtuM4pl5PlNO33upzcJClVrNIp9dqnGpZybbkaKRhGDGaZjOfL0mlkkojx0n+EwjxCgLo9xOClkrtNiV3+GjYXTI77PA9hI9SVSTF2du3MZ3GFApsDtiIt96KcN0sn/iETyZj0esltTRS3m1Zz7v9xGvTaDTUIS0Km6Syy/2Ug9227WvqhZj9Z7MZppmm31/Rah2xWIzI5XTW6yJB8HXS6Zt85SsjMpkG5XKeanWOaRZV2rlhGDQaMy4vTdLpGfv7GVX0fHV1xW/9ylv8g//yIYEfc/qOwa07fU7uF0ilEuWv1+uxWCywrAlvvx1w44aH61a4uspw586cMHTJZDLX6oo6nQ66rquxpm3bdAc9IPHbRTFMFxGFQoFut0sQBIpodDodXNdlPM4zmyWbo9sjw0qlQqfTUcqYxDLImC6fz6NpGq7rqi3F+XyuCNjzNPwQw7DodBzq9TWWlRjoXTegUnF4/fU1YZihXq+rPDmpsZrP58xmM0WopFZJfH6FQoFMJsP5ucuNGyGVSorVasJ0OlM9lUnzQkKCSqUSnU6HfD6vRpD7+/sMBoNNfEUD4NoI0nVdFYci417HcVSEh/jKtrs0RfkVwmjb9iYkOE+nMyOdHlOtLjAMh9nMwHF8dc2apk65HBPH4aZFwMIwnn94eS+kUokyNhwmuWHz+W4kucPLYxdRscMO3wPYTr//dhBlYPv3EgshYxbfj0mlEkL29Cncvr3mtddSpNOeUq6kFkg2GrcrgcR0LwffZDJhuVwq5UvTNPW1Yjj3PA/XdVkuV9Tr9Q25y/LwIdy6tebkJKTTmTIeF9nbSwhNrbamXl/yqU9VKRZ9rq5Mlc4eRRGdTofJZIDnBRQKdRVZ0Ov1mE6ndC9cAj+5LX8d8s0vPSUMQzU2lRaAZ8+WzOczHj8u43mXlMtDUqnksYvaJ5uSQkSFuIxGI44aFpapY2gRhg4/+ak6i0USdut5HkEQKBWsUChw65bB+bmJ6/rKJ+V5HsPhUI3/xJQ+GESkUhm1AShK3WKReMrEByW+sDiOGY3YVPPMcJy1uq+lUkmVnXuex2AwUNdLoVCgWq1Sr9fZ29vj8PCQVquFbdvq+pEi7nfffZfHjzu4boeLiwvlhZPXVe6PZVn0ej3iOFYqKcBsNiOOYx48eEC73VZ/3u12VTSGKJ2i1EoemnwgkJBh27ZV9Zau6/R6Om+8EfLwoU+/nyOfD/jc51rkcjHn5+dYVkSxaDAc6nheQtjk8ckHDdtOqZDeb4dKJVHBZrMP9fbcYYdr2ClhO+zwPYAPW1UE1zcot3PF5LB1XQPHSQ7py0uNvb2EsEmExGQyUcqZbJpJ32QYhmqjbTsXTDKn5GvCUOP01GA8DjFNnfncJJ83GI9LPH26Yn9/juPk+d3fHdBsjigWE39Vs6lz757DYDC4lt0UhiE3b1Z5441kBBdHGv/V//sfMRpOefDDVe7cLzMej3j77QnZbKL8eZ5H89gkZeoEfoiR0jm6m1eHtShNScwC/PAPO2haiiDYx7aT5QHpisxkMoxGo822HWrL03EcqtUqvV6Pn3t9QX+aopQ3+cSdEv1+H03TVGG5bEZK5EW9vubx4zKaZjMYzKjXNRUJEcdput0z5vMylhUSBE2GwxSFQszFxZxez+HVVxMfWK/Xu7aIkRAgi0ZjSatVUbENMmoUci0xI9s1RkJipRVBCOi2IpTJZDaVRj6WFWPbNhcXF6TTadrtNsViEc/z1MhWrg/JBROvWBIVUeQv/tXf5i/89Xf41IMW/9wfvoNtZ2g2m0wmE9VtKduPg8FAjWyleUH+M81kS3W5XHPnjs7paUyttqZczjGfzzk6OuKNN95gf38fx3FotUza7TW1mk8mYypfoDQqSOp/Npv9tu85x0k6JcUrtsMOHxY7ErbDDt8D+LDRFPK1olBt5x7JZmQQaJsqF/B9jXTaJ4oMpXRIptVoNFLdgNukYzgckk6nqVQqqjdSCpzFJ9Vuh9y9myEMF5t6ozFf/WqOw8MBn/1shcXCZrnUKBa7ZDLVTTFzmpRu83f/5pdIpWHvZkZlkyXhrxaG4dLvj/hrf+FLnD4aEkUxD7885M/+uRZBMOH8fLTZYksOz/uf2gM95s2vnHL/Uwf86E+9xmJxyGo1Zjpdk0qVWa3SpNPfwDQr1Os5Tk8jej2XZjPZGLUsa+OFCpWyBVCv19VI1fd9MmmDG3spKpUKvu9z48YNVqsVz549U4sM4lcSUpTNrtjftzBNj2fPbOI4oNks0etBv5+n2fTI5w2azdImBqJMuXxJrWbz7rtrbt+eKRIFqKULIcnL5fIagZINQikfB5SaJtuH4/GYSqWiirclpFe2MK+urliv69y8mSGfT9SpSqWiNiVN06TdblOr1dQ4VrYNLy8vVdyI67p84RtD3nx3RhDE/OoXnuDYMf/yf//zBEGgitolYkOyy4TcuW4yKpbsO/EU1usZFgufW7dCOh2D6dTj+Dgpp280Grzzzju8/vrrRFHI3p5Jp7OmXDawbf1at6Rkw32Y7LA4hvV6R8B2eHnsSNgOO3zM8WFGIi9+/fMg1kAdwon6oZPNJuQrGVfpqnomjmPOzs5URINsMIrqIHlfruuSy+VUJ2TiqUqCOhMfVB/fLzAen9NqtTYq2pSTE5vZLM9qVeTwMGQ4HHJxMeDevXtcXl7y7Ok5//l/+FU8L0Qj5hM/3uTTv6+m6pKePBniOCM0Lc3pO0PCMHleXNfn6btpSpUMh4chd+7cZzgcKgXm8FaR5tED0ulDfvu3x/z8z9cIAphOV1xdTXHdx5jmgtnMpFarkUpdcXYWUCqdbxSruvIrLRYL6vW68nbJqExCa4W0tNttZRQX/9J24GkYhpyfm9y6lVPfB3263T6FgvjpvI2fLIm6sCwL05wTx2PiWGO1igjDKsPhU7UZmc0W6PeLWFZPqXDiHxMiZBiGIoOu66pKJskUy2azTKdTNE1jvV5jmqYaJbuuS6PR4PLSJAhmzOe+2nqUtoLFYqEqifL5vMoxGw6HOI7D5eUl4/EY3/f54tfnBEEEaKz9iPE0GQ/HcbxpFkgqm2QUWSgUlKIrit12Mb1pmvT7AffvJyPLZnPNN76hE8ceR0dZms0mFxcX9Ho96vU6ALWawXi8Jooy5HI6nheQSmnKk/ZhssOePoUbN17qbbrDDsDOE7bDDh97fNSqIjmsREFLzNJgmpEa4Uj2mHh4RNURw3jiLxqpQE1RwyRdPZPJMBgMVEyArqd4/DjFvXuxuu/L5ZLz83PCsMutWxqe1+VLX5pthcUmBvfu+YIwiAn9iMCPefjVAa7rMhwON12VPrduPUDXdRqHObTNv17pdIpmq0i9XsR1y0ynU3K5nDqw4zjm2TMby/I5OVkyHHZ59913N+NCF8NItj+73S69Xo/z83Pu37eYTGo0Gg1WqxW9Xo/5fK68bcvlklqtphSjTCajVMHBYEChUFCF5UK+giBQWWDiMctm4eLiQhG9er2qnlcZA4qCVqlUFBl0HIdiccGTJ2mm0zLttkW/n6fdhr29JaVSUpA+GAyU2X65XCoyLVEYUo8UBAGA6s+UzUhIVEV53YVQiqFdMt+m06kiQ6KgXVxc0G63abfb9Pv9TX1UmePjYz73uc/xMz/zM/ziL/wIhg5mCjLpFD/1I8e0221Wq5UiupPJhNlsRrfb3WTS+WpDVfxwMl7t9Txyuec+xnQ6zac/reN5sFoliwu3bt3ii1/8ovq+ZJMzJgjWDAawWBgMh7F6z3y7SqNeL6kw2oW17vBRsFPCdtjhYw5Jpn9ZSGiojFhWKw3bfq6seZ7GaBQwH/UZDebYpWTsUigUVCyBBK6KuiYHm+/7KiYBYDweKyP2eu1xcZEcuuPxWEUzVKtVoiiiVLIoFEweP55wfHxMFEVUq1W85fO4DN3QaB46FItFbNvemPFdvvnNIc2myZ/8Nz7F3/+lrxOFGn/qX/v93LxTpN/v0+87hGFCkkajkUpltyyfMJypkFYhld/44ilPHw6ptEx+5HP3VW7YcjllsVhxdnbA4aGlCFS9XleGeFk+WK/XyrSfy+WU8nN1daX6M7djLZKsNIiiNeXyHhcXF6RSKcbjMbPZTI1fZWvQcRy1IVgoFK6F5bZaI4ZDn2x2pLYHw9BQfil5PiXvS+5PGIYqn0sIoaih4oWS11zudyaTUWPAqyuf+fycQqHAxcUFjuOocWW1WsW2ber1Op7nkcvlVLWSjK1XqxXj8Zjp8Jw/+tksulXm5//wZwn9BZqmqagQUeGkn/LsbMq778bcuhWi64nXTa4r0zS5vNS5eTNS25zpdBpd17l1K803v+ljmmvS6Sbp9BPeeOMNXnvtNfV1mrYmlws2PjSd2SzGcULll3u/D0OWlZCwHXb4KNiRsB12+Jhje7z47fCiKV8OveQA1qhWn2+BXV1pfP03/xG/9Jd/i5iYajPHv/1//FmlfGyPkcQLJcqDbFACVCoVRS6SdPMW+/saup4chhcXF1QqSQ+kbMW57ojxeM2rr1YVkTGskF/8M5/mV375DYoVmx/9g3sqP+rx48eb0u4U7Xbim/qT/+pPMJ1OSWeT7cyk4PmIdJpNfU6HIAhYLos0GiGatmS1WmHbSRPAtAf/+G93CIOYi7d9mo0ZjWMLy7Iol8sUixGpVI6zMxfb9igWi7RaLR49ekQ6nVbF2bqu02g0VEr7bDbb+ODSTCYDyuVkSzJJnU/T7U7J5yMKhQnTaeLNOj8/Z7VaMZ1OFfmS0aYQiWw2i+u6ilzt7++j6yG9noPjWNi2oZYjlsvlJgsu8Xmdn5+r/C8x5Hd6I37pV06JfuWKP/6HHnDvZtL5OBwOqVQqpNNpldkluVsg48zEH1etVikUCoqg1+t1HCepi1qtVlQqFSzLUpuilmWpCArpD/3UD92n0Wjge7PN8zSn2+3SbDYB1AeCTKaC56X4/Ofh2bOIxcLabMImt+W6Ea1W4gPLZrPq2pfr/7XX0kSRzZMnLp/85Cf5O//N3+PddkixkOUnPnOiCscTD5zOeh2wWmlks5G6tt/LpL8jYDv8XrAjYTvs8DHGyxjyt7/+xe9Ltuc0FeyZjAJj/vZf/QLeKsm/6l3O+MKvf53XPnNTjSJlXGWapjrA5XBzXZdsNstisaDRaPDGG29QqVRYrRbMZonSlJi4ExVDkvZHoxHn51cYRoNOp6PGnNlslpUz5Mf/e0mEQnOvxunpqQouTRL4M1gW9PtXqk5JIif29/c5PV3g+1nCcKkiBhYLn729NYtF4mcSr8/Tt68Ig83YNIh58saQlPM8/iAhYwGDQcDv/M6MT3865Bvf+AZXV1fUajWGwyG2bVMoFJjP53iex3Q63dT42OTzcywrYLUq0utlKZcDdP0Kx5lg2x6+H6tw1WfnQ/72r49BM8lXfF6922I4HKpUfvE8ifdrsVhsNgGX3LgBV1cG7bbGnTtLpXgJ2ZbU+X6/rwhvLpfjP/nrX+H8yiWKXf7jv/w7/B/+rc9Rq+QplUoq/w0SM78QLlEYDcPg6OhI5Xcl1UCJP+vy8pL5fM7+/j5BEKjS+UwmQ6fTARLSLOXme3t7wHP/oox8RT1cLpf0esm4++QkMec3m2sMI/G05fNp5nP/mtq4Xq+Zz+cq003IWKfj8MorFlGs88u/NmEy/wcYRoqf/X0P+F/+m39YlZ2n02kKBYPhMCSVgnQ6VkT0o6jSO+zwftiRsB12+BjjZaIp5Osl4FLqW+TP41i/RtDm85ByrcBy3ku2u4IM6dwnWK1K7O0VKBSeF0NLp6IYtsMwpNVqMZ/PuXHjBrquqzywcrlMOj0hl8upDCg5IL1lxBf/uzMmiwE37h+SSsWqtLrdTrxnkqL/ta9dYJo1stk1uVwGx3H47Gdtzs6WjMcHZDJJlpR0QCbqiMb5uQdMyOfHBMESXS9hmrGKXxBTOOk5egqiAIyUxq1XapRKuvI7SaRCHPtYVkSpVCUIQqCqPEimaVKv1xmNkt7LxIyfx/N8Dg4crq7mGMYUx4lwnBLTqaZyrQDeffddarUaf+X/+4TlKgYi/sY/uODfPargeZ4yvQ8GA1VlNB6PlR/reYl6xHpdYjj01LIEoMZ5nucxmUxU1+TZ2RlXvQXRZudD12A88zk+THoZpRNTekGlyFx8g5qW5eLiQhG07XLy4XBIs9lUaf/iSYMkzqTX69HpdFiv17RaLZU9ZpqmGn+v12u63S6Q5QtfWFMshjQaOl/5SsRyqbG/P0XT4mtl8NtRLLI0Aijlr99f0e3OefJkxONnfUaTmDDW8AOfv/9rb/E//9f/gHq+ZCOyXE66JUulEMtKqf7NjxKavMMO74UdCdthh48xZHPxZSBREZJ0Dmy8PjHjsYZlxUQR3L4d8q/+O/8S/9n/+b/AnXf5kT/QZO8gx8lJwGJhYZozlRafz+dVKr4c/pZlMR5DNpuMGEUhEJO3xCHIlt5qGfDv/y/+K1buGohJa08pFF4jm23juof0+yGjEViWTbVaYzr1ee21AnHcwnV9ul0oFHQuLzV03aLX86nVLCqVCufnl4RhkWq1T6kU4fsr+v08QVDl6ChguVyq6qRKpcJyueQnf/oVzNRjnr6t8+CTafZvJ36xQqGQRE5kkvT98/Nz0uk8i0WF9dqnVrPpdrtUKjlM0+TsTGc+T288VVAuBxwcGMojJ6/DZDJRr6nrukpVHAyHLFchkBzsYRQzXyR9loVCQXnQSqUSuVxOjSmlssc0TSaTCbY9p9Mpk80OABTRk6R70zQpFosq8PWT91y+9EYfzdDJ2ib3b7fUEsBkMiGbzWLbtvKgjccO43FMFJkYRpIfls1mr438yuWyMvDLJuloNCKfzyfXwGrF5eUllUplU55eJwxD6vU6lmWp8FWpKPJ9k898ZkSjUdoKD455/Nji4MBTVV7r9Vpda9sqoHw4WK/XBIHDK6+UqFTucvvOjF/75q9BCIaucXJQUSqalJ3L2L1cDhgONer1JMPtw2aH7bDDh8GOhO2ww/cZ5ADa/sSehFkmJuKzs6RmJZeDn/ypEtn8z3F1tULTzlgsXHzfZH/f43d+J/E2maZBJhMThjO1DZj0GhZIpXJcXa0pFJLMqeWyieOMWSzWyv+1Wq3I5XI8fdgnCEI1Avzqbz7h1R9v8vbbBrXam9j2DHCp1+sUCjUmkw7LJZRKfVx3TKPR4CtfGQIeh4ce3a7LkycVarVLPM9ltSpycaFz82ai2mQyc1KpPeJ4n1TqkmLRUHU6o5FLKnWCketz90dylKoFnjxZcuNGlSiabTYXsxuTtsnNmwXu309zeTnYKHVpTHOPIDDJ5QJ0PVHxpKA6n2+ojdPJZIJhGKoLUsa52WyWbDapLvqhuz7ffGcIGhzUs5SLWcIwraI/pH3guYn8OcHQNE0Rol4vR60WE4Y5stksuVxO+cm2exan0ymv3zPJZxzsbJE/9nM/SrVSUrEQ2WwS5zAcDjfXlIHrLrl1yyCdziqj/mw2U6NSx3EwDIPJZKLuZ78/3JCzIoPBgF6vRyqVYjqdcnh4SBwnI9nnvkVP3cfFYrEh8h6rVUp9IEl8biHjsU8uZ6gA2u1qLllGkW3SVCrFK6+EPH4cYBhdFvMRn/+EwdNBluPDFv/2v/rT6kND4oUUH1qG9dpgOAzwvCTeJYpMwnBNPv/+lUY77PBhsSNhO+zwMcXLRlPI1qN8mn/RHxbHMZYFtVrEYhGrA75W0ykULL7+9Tq1msVkkiSav/pqhjD0MAybbhfq9cRPlmRGOfj+lONjm3ffTXF2pqNpJZrNPJAcXt1uV4V8GoZBsZomDGT7EfZOinjegGYzOUSLxYbqYiwUcpimw2Ri0eloHB7WieOYVismipK8rpOTGmFo8o1v5MjnC8RxzK1bVYrFuarmMU0TTQt5440cjcZ6kyVVRNNCDg5SaFqJ8/NzHMdjby/PbKYxmzk0GhVefbXBcNjHMHKkUivl0Xr06BGp1ILFIsSyMlxeQr2eUoRoPB6rfLB0Ok0YhmQyGdLptCqeXiwWDIdDMpkMvu/z+h1wRwNM0+Ln/+A9PM9TBenpdJpsNotpmgRBwHy+pt9Po+tZ9eeTyQrXNcnnc9RqKWXMl3H2cDjcqDplRqORInU/8ekTSqUSUeip3LPpdAqgglY9z+PiIiSKNLLZhrotqYfK5XLs7+8zn89ZLBaqhSAMQ7rdDLZtMRh4XF7OCQJzUyR+i2fPQkqlFKb53M8lwbGSzyWhraLe6XqWTidNPq9zdBRe84/JAkMcxyo9XzyQokTO5xqeN2Y+n/NHfu6z5PN57ty5o0b3uq7z5EmIZZn0eh6FQkK27t9PCPxwGJDNmqxWS1zXol6H3WRyh98LdiRshx0+phAy9WEhh8h2nICMWOTQBAhDiCKfVCqj6mmCIOCHfihREgYDnXa7zf7+PplMhsvLDJZ1uQl6zWIYBotFzMlJCsuyaLUmZDLLTbbVmLMzg8ViSTqt43kehUKB5XLJ0c06f+R/9Aq/9t88xLRDfvQP16lWq8RxrFL5pUpotVpt0tlXHBxAu+3zpV+7YDb2+MxnD9k7Lm2iIQxefz2riqyfPdNVqfN0OqVSqW3KuCfk8we02wPa7Yhmc8mjR11qtRqe57FYLLh79y6WNaTRMPD9Ob/6qzk0bY7nBZRKaeXFkm29w0OTVEpjuZxxeupz924S3ZHL5cjlcqTTac7OBrjumnI5IQZS2QOoOAwZpR01LFqtFit3SeCnKJVKarRcKpU2+V1ZPK/Jq696m21Mm+FwyGgUsrcXk05PmEw8FcQqHrhks9Tm6upKpemXy2Wq1arKDFsulwDXitqjKNqk1j8lik5YLiOlFs1mM7UZKgn4Qmam0ynNZhNNW1MqzVguL2m1YhWzsb9f5uLigiAoUCjYpNNpXNdVxFUUrMSfVabdTvxfxaLO3l6IYSQBrzLCFFXQMAzVK+p5ntryFa/heHxFtRrRarVoNBpKKZYICiFwrdaaw8P0pvLJQNeTxZBKRUPTInI5m3bbRdNslstEWd5hh4+CXVjrDjt8TPFRNyOBa+PI7dDW5JBJEvMB5alJAiuTEmUxeydjn5ggCOl2c8SxTbvdw/M8HMdRtzubzRSZCYKAmzdTzGZTvvGNGe+8YzCZzCgUCgCYzpLf/8/t8fk/csLB4R7lcll1FErOlvi3XNfA86bYtslv/J0LvvyrHd7+4oj/8j95g/nEU8Gjo9EI13WZz8E018oTBFCplPC8GZeXQ/r9IW+8sSSX6+D7PrPpgne+2WE68iiXy+ogXiwWrFYV7t4dUa8vqNeXaJqnzPjL5VJ5sZJapQjTTFL9B4OBUi+Hwzy6XqZeP+LqKs3FRYp+P0enk+HiIsL3nxOzy8vLa4GslUpFdU8CG2KZ5tGjNeXyANM0VYdn4h0z6XYTxUzKxW3bJp/P02q10DRN1VAJ6To4OFBRIxLgKuGw6XR68zysmM/nFItFXBeePk0M/zJiLRQK6jkR9SrxBtZot9O0Wgk5ex4zkeHo6IgwDKnVaqpTUwq7tyuY5HtGI4/j45i7dy329nTSaXPTHpBUJKXTaaWCSTiw5NdJm4OmaZsRdVKFde/evWs/C1AbuPC8R1VaD+T+SPhvEk6sM50GLBYwHMJymdQX7bDDy2CnhO2ww8cQkmT/MhCl68VtSjk4hIQlypihVIJUKqXUIzmE5ID9ylfm/NAPxezt6Zyfh1xcxFQqFTKZNePxGIB8Pq9iJjKZDOPxmExmSS7X58aNAldXWeK4zWQyoVqtqqiLi4sLXn31VRaLhQrXlO+/desWb73l0mhEFItFzh6NlZdM0+DqbMqd+yfMZjNF4oJgxcVFhG0n/YTT6XQzGhyzXhcxzRwPHnj4fprpeMGv/o0B3iogCmOaVZ9Wy2U8HqPrGfL5SKXda5pGt9u9FkgqBFRUF8cpsFqtsSyLYrHIu+9Cq9UnnQ5w3SGlkks+nzzXvj+m0xnh+zdZLNIUCjkcZ6xiQJKRb57Dwyrn56eY5g1WK5tUyuDTn14wGo2UWR7YKI1XeN6ar389wLZjDg/TlMtlNYqTFPzRaMRisVAeKs/zlMrWarXU3wnRlO3G1arM4WGI5+m02x71epLmL+Z/GW9KBEgcZzg8DFguNWazRJHdJoiTyYR6vU6vt8BxkmtOVFwJjRUF0PchilJK9ZK/FyM+gOu61zxgEh+S/IyeCqk9Oxvx4z/+iWs1R0LYp1MYDg0cJ0DTnmeMybamdFhKLEqlkqbfXxLHKXQdXDf5r1p9qbftDj/g2ClhO+zwMYRsIn6U73uvSIttX1hSQWOwXMbEcbzxilnKP5PJZDDNNKen0GhEW96iHjduROzvG2QySQr8aDQiCIKkeshy+O/+7jf59V/5qsqmms0mwIjJpMRwmGwriqIUBAFPnz7FcRweP/YYjfaYzZJ6GMkWy2QyjEYjTu6XSZnJP1e+n6JUv83lpUUc59XB6Hklmk2LO3fuEAQBx8fHGyO8RTbrMh5/nW43yS1740uXrJY+wTomCuF3fyWp2PE8j+EwjW0nVUmSzWXbNs1mE8dxODg44Pbt2ziOg2VZGxJTZzZbcnWVpt/PkUpZlMs58vk8jUaDvb09TNNUdUCOY6HrZzhOn/PzNoNBhfF4uSEwJnGc5elTDcs6JAyh0ZjSaMzwPE+RK2k2EEP75aWOYWTI5zNcXDhKBX3y5AlBEHB+fq5G1Y1GQxVeSz9mKpXakJ6ktipZ5khzdZXD8xa4bo9KJSKKbGYzn2q1SjqdVrd5eHi42Sh0GI+TTsrZbKaIWi6Xo1gsslgsFPnRNI3lcqkqkhzHwbZtRXIzmQyl0op+37hGvuRxu67LYrFQywee5zEYDKhUKmSzWdrtNkEQqHH1T/xEGs+zVQtBJpNR74HlEioVjUpFVx9OoihS5E+I2zb5rlQyFAor8vmktkjTEjK3ww4fFjslbIcdPoaQMeHLQD7Rb2cYbZMvud1kUy9ktbIwTdSB47ou/b7BcmlTKJi47pp8Ps14HJLJJLU5h4c1PG9Ft5vCslI0GklY63Lu8Rf+3K/iLjzCKOIzn2/wuZ+7g23bpNMRQXBFsQialig9Yuj+6lfnNBoWQXBJOh0wHjeI45her0etdkImY9Fs1vhj/1IBp/Q2V1cZPvVjZe69ksIwXJ49WzKZhBSLWTodl+H5Q37tfE2hEfP7/pncRk2J6HRsNC3PZHKRxEbkTTRNByI0HWqtghrxRZGpMtGKxaIiGZZlcXV1pYJcZaxnmiaf/OScL3zBYG8v4vbtFOt1pPx22wXnQlwXiwV7e3sbQuyRTvucnhZJpVLM51VeeUWn1xuQTteZTm1MM9nYfPfdd2m1WhQKhWsEJIoibt0KMIwBqZSFrpt4Xsh8Pufg4IDFYkGtVkPTNKWiiXqVTqdVmK4sEAixW69v8tprU05Pu6RSaSwri65r5PMB3e6Y2WxBreYoM71lWbzzzppSqctw6Ktib+mclFwvGbtGUeI9ExVVRrzJ82ZycZFiPjc4OvKBjFJvPc9TG6aO46gcNensHI1GymsnIaur1YpXXnmFi4s1T5/G6HqKUomN0hcxmRi0WgDP/WGJcumrsaQQQAkCfv5BKaRQMAhD2ESi7bDDh8KOhO2ww8cULxMIKZ/MRQWT8aMEV8qYURK/E/+PRhCkMM2EqPV6Iwwjz4MHAauVi23rrFYwmZis18/DXxNT+ph33gHbnpHL5Xj8Rh/P9fHXyUj0rS8O+bk/mXQ/Xl1d8eTJE0qlFppWRteXrFaQTh+wt7eiXF5QqexTq9V4+rRCGEaYZolUKkWrldt0QNrc/uQ9fuT3T4miUGWR3bqV5+nTU2zboHs25rf+mwuiICBlalSqRX7yDzxgNBoBGobhc/v2baIo4hOv28xH8NYXB1SbWf6Zf/41XG+6GTVFXF5eslwuqVarKtl9NBqxXC6p1+tKzSuXy6rA+vh4zWTi8NZbKY6OXLVUMZlMqNVq7O/v8/TpU9XPKdET4sfr9daEYch8PubsbLrZFPWZzxN/UhiG5HI5VRAuYadyX2RMJqS73+9Tq9Vot9uqE1L8fKIOSe6VFJJXq1V83+fZs2cUi0WWyzn9fpd8Ps9yuWQ89rEsm04nhaatyWQczs8TlarX89jb05nN1kTRlFqtxmg0SpYNNtEcQvhs20bXdc7PPWy7jOu6eF5606EZk8kYNBppCoU5YBLHKzzP2hS5J0RSxqbD4VB53AD6/b7yqAlh6na73Llzh9Vqxd5eMnp/+NAkDI3N/bHQtJD12sCyUKNoibeQDy/Sg7o9lpT7kSytgGHAagUbcW+HHT4QOxK2ww4fM8hB+rLfs03CZJwjHhshYev1emOydkmnfUajmEbD3MROBJTLaXK5tFIvdN3Htn2ePElGRb1eT5G4+XyF6yZj00hbEoYJAdM0ODipMB5bDAYxritFyznKZYPf+I0WUWRTrc43HZYj7t+/z3w+J52e4vtdomhELlfGdXOMRjMGg6R6yPNC9vf3sW1bmbDz+RwXFwvOHicEDCDwY4adJE5jNssynYLjPE9v932fG5+wePXHElI2X45oNps8efKEVKpArWYpP1RCBlv4vq/iGTKZDKenp6q6R0hho+GTTi/xfRPDCBgOh6rIejabMZlMaDQamKbJ+fm5qgN68813MQybxcLl4OA2pdJCbfWl0waNxj7d7qUa4YVhSKlUUuXf0vMpheXLpcfNmy3VoJDNZtVosFqt0uv1rqXKp1IpDMPAdV1ms9mGdK2ZTAbcvp1X6pimLUinB9RqedJpe3PNadi2yWq15rd/G/b2+vh+SpHLpNR9rUaIYpT3fZ/Pf94hlYpZr3Wy2UR57fdDcjnIZDSWS0Ol9DuOo8aIvu+rbc5qtYrruqopwPM8VUguOW2JjzGjFCyJOxmPU7RaiWfy7l2db34z4hOf0NVzIkRMFjFWq5VSxuR2ZGQpH3AcBwaDHQnb4cNh5wnbYYePGV62qgiem/KFvG1nhMlmpPx/8rUput2ASgVGoxRf+9qY9bqObUfqNuWwAWg21/R6EVenc/7+L32d3/hHX2O1ChkOpwwGA378c5/mX/6ffZ5yw6R+bPDJny7Q60VUKilGI4/1+gjXdXn8eIrv61hWRpHBVCrF+fn5Ju7AI4oOMU0zya+KIvp9m2x2oLb1oihiMplsxqd9RiOHfN7mh3/SIWXqaBqkTJ1XPr23ydUKMIx3uLiwePYsYDSKNiQ0rRSqZCMwx2x2yL17OrlcjlKphOsmHrWLiwuGw6HawttOwxdju2wjGoa7qStKCMRwOFRVQIZhUK1WcRyHbDarMsDC0MCy8sznLWq1hcrZcl2XTGbEP/7HZ6xWK3q9nhrBhWGouiUPDg7UlmAURdy+XebRo6Ei9NtEUUJ0ZVTnOI5SfCTVH+DhwxEnJ1m1KSuxIScnJ8RxrFLlhZxcXMD9+2vS6ZCDgwM6nQ6VSkWNF3O5nCIsQiRlIUSImgS3yvUn3sBarZZUTYHaiM3n81QqSdK9dEWu12uy2axSA9frNa7rcnJyoqqN5L1lmjGLhY6mGaxWEW+/DXfvauq9JO8neT9uV4Jtj/llbCkjTEi2JLduZocd3hc7JWyHHT5mkH/sXwa+71/7nu20fDkwkkPTYDAIgRSG4ROGBuv1imbTp9ksMRgM0PWSOijT6bTq+bt8GvDLf+lXCfwQTYef+mN5Go3bmOaYdrtNoRHxIz/vUKlUiOMIx+nz6JFPHHe5c+eQ8/MMzWZAOj3YZIE5ygQObNSyKuPxBMsqbVSGRFk7PNwn9HX++l/8AuP+I3749x3yC3/qdVw3ZLGw0LRzbt6v8i/8T36Yt79+yc37NU7unfD0qUc2O2e5XPHKK/uE4YLxuES/b1Kv5xkMujSbTSDDN77hEgR9TLNFp9PBsizOz88pl8vqoNU0jVQqRbvd5s6dO9cCdZN8qdZmGzEik0krY77ETUj0Q7/fV52M6XSaOJ7gOBqHh1lM08G20/T7/U3+VczxsUMUmVQqSROBjPYuLy+xbVsRok6nQ6vVIpfzcV2Lhw894ji9GQc6ZDIpGg0oFouKnIVhuAkznXF+PqNarVGtmphmhUrFUSS51+tx7949TNOkXC4znSbj21wuR7/fZzJZA2NqtRqDwYCjo4R4S2BvLpdjMpmQz+dVHIn45sQrJkXoQqQcx1GeusvLS0VeDcPYPG8xk8mEKIpYLBaUSiWCIFDKoGzaSim3KFtisL9/X+fddyNMU+fOnXCjesXXao/eyx8matv2WDJRIJOxpGUlali9/k/iX4Qdvp+xI2E77PAxwkctBxaPz4u3JQpYonKEuK5Ova4Rx7BahXhehsXignq9pozmmqZRrzf4xpfeJWNbGJnkUPzybz7EXydjzTiE3ukp5k80ubjQuXs3CdbM5/MbUpNgOFzjOA7zeZeDg9zmYMuq2Aw5xH3fV1tte3saX/6yy2KxJAga1Osj5vM1v/z/+CaXT+ZEEfzGf/uUe6/tc/N+HXDp9Y44OIhwHJ/6gU02W2I41Hn1VYPpVMN1c5ycVHnzzS6p1JhaLSCVKtLrZZhMPMplnSCIsKwB0NqQwTFHR0fXvD9y+FuWxcHBAfP5nOl0qrxH0gk5m+n0elMWiwXPnj0jnU4zm82Uod4wDBXGCjprSgRYWJbOeDxWhKFYLG7ytZYMBha2fUy7PePp0y7NZuJFK5fLPDs94x/+dpvHp2N6y2f8kZ+5z40bsSJ9nhehaT7Doc6zZ2BZAXt7iVQzGtkMBj4PH/bY28sSBDaXlzF372qKGBUKBYrFovJFSeTEarXi9PR043EbMRhYZDJzTk5OmE6nilBJ96iQGiFeQmDDMFTPj/RcyjgwiiKurq6UJy6fz6u6JCkGXywWHBwcEEWRGjkul0uKxSKFQoHxeKx8dNsxLIahcfu2ThSF17xf2/ftRX+YKGUSW7E9lpTeyULBZDLZecN2+PbYkbAddvgY4WWrigTvFewqo6jlMmK9jrBtA9P0SKXSrFbJplfyyV1juYwxzcTfZds2/8H/5pd48ytnRFHMaz9+woMfvc3tBzlO3zTw1yG6AQc3S3heikYjVIfccDgkl8up+IPlssNnPvMKw+GQfD6/MaabPPzyhNNHfe58skytliSfC6FJiKDBbKZx48aU0cijXG7gzkM14tF0jcfvtKm0LNbrFJlMlum0q3K8fN+h1ZqzWPhcXl6i6zpvvfEOF6cDTDuiWCzQasWk0xF7e0Xm8zm1WpGHD/e5uIh48MBQ9TvJhmdavTZCDKbTKet1okxJOGgURaTTaSqVNcNhnvHYp1JZqDBbqQ0KggDHcRiOJvz1v/8uk5kPGvyhn9D5mR8/wTRNbNtWm39JbtuCIPAIgjWpVFaNAtvtNv/wN5/xhW9OCMKYv/X336JWzvLpB3XW6zWpVIp+v0+r1dok7PvYtkM6DW+9tSCfD/C8h+zvF7h1q04mo2+2NH263a6Kr5DRnjwvQjykQ/LgwGCxgNPTFMfHUiqefDDIZrOcn59Tr9eZTqeUSiWVaA+o8FXZkITkg0W/31ffL2NRWSyYTqdYlsVwONzKJ0vGrPKa3L1791u2G+X1284ZkzGikMQXidi2P0yUas/zvmVb0jRNlsslcWxyfg6FAhwdvfTbeYcfIOxI2A47fIwgafUvA9/339ND5vsRi0UKXY8oFIJNWGd4TY0Yjc5otapMJmtsOwnEPH/a5Y0vnynV63f+UY+f+vnP8EM/5OAuerzzjQ77t3LUjgwgy+GhSacTs1x6HBwckM1mmUwmKg1+MLCVSpBOp/mdX7nga7/RJfAjzh7NcAoZssVYjUAvLhYYxpq9PYNCoawUiE9+tsav/e0LNB3sbAojm6PXq5PPr7lxI+b8PFHiNC3NYmGoKhyA0LX5G3/xq0RRRLGa5hf+5Ra9Xk89fwl5u+TgIGQ6jRgMBmQyGeVrki1GKQDPZrOs1+stM7ajRmpBEJDL6di2x6NHU5rNkloI6Ha7KkwU4K1HHSZzn02lJr/+5S6f/XQLSBQYqUpaLpcbwuJjmjHD4ZIwvGI+nyedhtOQIEyIhB+EdAfJZufV1ZUKkJWw2WIxpNNZ0O2WSKXGaiQsOV+u66oC7Xw+r5QeIeialpDm7RgIyemazTq8+uqnePasDaCiPSTZX34VMpfL5QDUskMQBFiWxWQyUSM+CfeV+zSZTFRW13w+p1qtqudeRoLz+ZzDw0NVKC49nEKettVmuS35f/FNbveuyuuxnaIvtyXjUVFMbdtmtXK5c8cmimA2g00ZxQ47fAt2JGyHHT5G+CjjSPG7bN/GdKoTBD6tloXnoQ4POWCSKIQ5xWKKwcClUskDMYvFhPlydu32q1Wfw8McvZ7JKz/yoxy/MtkY6CNcd8zlZYvRyKLbNSkWfdZrE8uKefr0nKOjfVw3CeNcr9fEccyg7RP4G9YRQ+9iwY/fv6W23i4usrz6qkmxmARsyobnJ370kHuvHeHOI/ZvFFi6cyaTJYYxZjxOFJHLS42TkxNeeUXD9zUVKfB3/vI31c+cjtacPpxy+xNJhpV0CC6XS3y/zI0bOSwrUIXXjuNQLpdZLpcbz5xOoVDAMAzq9Trj8Vh5nsRYXqlUODs74/79FLNZCsMoEscVDCNWyfLpdJqjgzp8vZ08EUCtnPROilleSMl4PFZhp9XqkvG4rLb6stksP/MTAe+cfg1NS8jCp19p8OzZM2zbZr1eU6lUlLJTKDiUywZf/eqS9XqIZTns7+9vliAS5alUKpHL5ZQHznEcXNdV3jNZbJB4i4ODA66urjg8PCSfX/P1r3vcvJl4qEqlkvKxzedzbNtW25gS7yCdj1JFJTEegGotkHwwwzCUv2x/f19tRMp4dLVaUSqV1CalPI/bJEpGqu+F7Z7VbUK2rZpJ36psmG6PJcUGYBgB6XSKTbHEDju8J3bbkTvs8DHBy3ZFCtbrtRrhRBFcXUWUSjrF4vP8MFEhRM0RD5aQB9Nc8+RJkiZfrZf4H/97P0uhnKZYtfhX/p2folBIsb+/ZG9vhWlmmM2SeptsdkUq1cb3A157bc3hYeKd6veLtNt5ms0kJkMOyHQ6zWd+4mSTfp8QzpsPapuw0Vs0m00ODq7Q9TrLZR3Pu02xWFamd9OOOLiVJ4qTcd7eXgpd32dvb4/9/X2CAPb2ki3Q6XRKt9ulWq2SsZ8XoWtAytSoVqu0Wq1rdThBkEPT3GRUOBwqVUZGYOJvyuVyLBYLtYFnWRbpdGLEz2azSnUBuHEjzfFxSBA4xHGiJrVareTXep6ffr1ENg03Dwv867/4SWWaFx+VkB8JiO31InR9qVL8J5MJ9SL8+N0VP/uTLf53f/ZzHLaKyWPVNBzHUV420zRxXZe33/a5cSPJfKtWq5uokCsVYyH+LyE0Qi6CIFCPTbYeLcui1+tRqVQol8v81m/1uHvXUsrmYDBgPp8ThiHlclmNq7dJzXK5VARQth5FPZXGhslkQqFQYDAYqPstG6SitknIrPgS5/O5WgCQkbKMFD/ow842EZP7CM/VMFHM5LaEkMn7LZ1Oq/iPHXb4IOyUsB12+Jjgo0ZTbHtbdB0MI0LXDTVmkVT05XLJ6aM+f/+/+jKauebHf+Ym+Xyefv+S+dykXM4RBImn6jM/eZNs5ac2Rudk7NbtLun3U0BIEGRJpVKsVmva7TK+36NQqGxS5uc8etTh7l3I59PEcQZN09Qm3E/+4UP64zb99oKD2zmK1TS+73N2draJENA3PrNLul0L180SRR1u3kyiHcR3k8QRwHjskE6P0DSNXC6nxkQSM1EoFPjpP36LX/rPvslsvObep2qc3C+pMaJt21xeThgOHQ4OXBynymQyUf6yYrGIZVksFotNT6SjoiUkj0oM28nzeb14u1wubwiLhmUl6ppt2zx8+JDVasXtfYujWpnPfvazrNdJJ+e2kR1QRCoMQ6bTFY1GonCtVisMw6Df7/Pgzj4nJ3vUK1nVL5nP57Ftm+FwqLYzk5FgGlir/CzJMGu1WlQqFUajkQpFFWVHfE9Jkv7zWikhKxIGa1kT2u0yN28mxEjiKKRjVBQx2dgdDAbqeZLnepskiWnfcRxms0SllTHmdJqE2kpsxHQ6Tcj6hmzK+0niLSRWYrt+6P3I2LYh//38YS/6zV4McV2tVuRyGRYL2NzlHXa4hh0J22GHjwlEjXkZvJcfbNvDsz1W6bbH/G//7F/Bc32MlMbFswE//y+8SqlUYj43aTTWuC4Mh55a48/lcip/SddTtFopTHNBFOU3SfYFDg9XQLLNJ3lNvV6fSqXEer2mUCgwm802war5ZOvwrsODTzdpt9s4jqPUpH7fAI4Yj/O4bpW7d3tYFnz5yyFnZ8mm2XKZZjbTqdeT8ereXgtNe7rxFaWVibzf76vtQC3l8yf+zKfw/URNmc8TI30mk6HdNmi3SxwdLahUMuRyOZ48ecKdO3e4urpSfiIA27YpFAqsVitVRu26rnoM4kE6Pj7GdV0uLy+VT8w0LTKZWHmZJExX13UVtzAajajVauRyOabTqfJPScn61dUVJydZ5vOIJ09c7t4tMRqNVOZXvV5XI78gCK6N3aSaKAgKmKahiEy32wWg1WqRzWaZTqeKgCVEe6WIWiaTYbF4XiIuRKXZbJJKpXj27BlRZNJopIjjZPPVMAzOzs6ulchDkvclCqLkiMn4T+IhJLdM1EVN02g0GsqjJ2NN2VDNZDLkNwas2WxGvV5XSrEoaoAiTHJf3g8ftDG57Q+T50lI6/Zj1fUkiX9HwnZ4L+xI2A47fA/jvbYpHQeGw5BKxdgoE0lv4dN3ehgbZSUMYs4fT1QpdaKsaBwe6tj2GM/L02jsYRhQLpc3itgCXT8gm+3hed5mC6xEFA1ptVrousEv/7++zOM3e9jlCp/8ZEJEhsM8p6cer71WBCKVpC4G78FgQK1W4/zcoF5Pkc0GaFqfZrNCrzdH03K89loN39c4Owspl2ek0zadTgZNi2k2hyyXIyYTmzAscHGhk8slxCZZRkg6EYfDMvO5jqYVCcOATsdB1w18v82dO0uePdO4ebOmFBJRmURxkjJveO5Tmk6naiSWzWYZDodks1lFYo+Ojja5YUtMM027naFeN5nPnykfUVJSXVLF1a7rKqVGFBXZTJQxoWWFhKHN1742IZVylWfLNE2Vyj8ej5nP56ocO0nTL2AYGhCrfLCkhuoQ13WT0Wa9rsqzV6sV6/VakX0ZK4ZhqDY+4ziJwpAlAsvKMR6bpNMxuVwSAHt0dEQYhvi+v6ko8hTRkgonUcDkmh6NRpTLZRaLhSKAxWKRyWRyrXtT7oOQQfl/UYhFFZUFDMn8gudjxw8iY9sbky/6wyT+RTYzRRmT0ajUQiWxLIlSvcMO29hdEjvs8DHAR4mmkMPjRR+ZaYJpRiwWhjo8wzDkzit7ROJtScErn9lXqksuZ6LrKZIQVyiXQzwvzWSyVonwEOG6K1Yr6HY1Li/TWJa/WQSI+Qd/622+9tuXTAYevadt/tHfOeXpU490uottewTB6pqHplKpUCwW8TyPd95Zc3ycY28vtzlM61iWrsaoyehPY2/PwLY1bt4scvu2TjrtAAuGwyqOo/G5z9lkMgNOTyf0+zl6PYfxeEwY2qTTHrXajPv3MzSbHg8emLRaS1KppMbo5k2NXk9XW4Gz2UwpX77vKyVG7o8YxW3bVv6n0Wik/FIyskxS7zNUqzGFwoA4Dnj6VOPi4jnxyGQy1yIdLMuiVqupzUMxwgvpqFQqmOYSXe/R6yVj0WKxyLNnz9RGYiqVolqtKp9XOp3m9BTa7RXp9PP+zXK5rDYiRZGT75eu0OQ5TL5nMpmoa0IS6iXdvlgscv++w82bIVdXkSJVQkpHo5HKk5Nux22PFST9phK8KkZ9yQcD1M+UoFkZV9ZqNeV5nM/n5PP5az5LSeuXEalgO/n+vbC9Mfm8cYJvIWWiigkxEyuAZVnY9pqtMoIddlDYkbAddvgYQD65v+z36Lr+nmb+dDrGNGE2e55/VG3k+fN/6V/jZ/7ZV/i5P/Uan/+Fm8xmM9XrVy7rzOdJrUtibrbQNIPx+HkeVLXq4roZXDfLwcGaQmFNHOdYrWIuThdqAzEMIJNy+bEf2yObzfCpT+2zWjWZTssUCgXK5fKmpqiBbefx/TxXVyaQupYALzVBnucxn8+VQT4hRTOKxTVvvBFw82ZEOp0YocPQ5/g4zd7emuHQ3ZAkHd83VL6Upmlks1niOCEIiVJlEse+8q5lMhkymQyDwQDP85QfTMhDHMeMx+NNGO2c5XJJLpdTW31CBsRUL+PaVGpOoZBiMIiALNlsVsUzbCs2cpDLRqDnxYxGjor+SGqUYmW+L5fLSl2cTCZqVJiEvWYol8tY1hWLRchwmIwbhUQCSvnTNE0pfqICWpaF67oqaHYwGGyuszTFYpHZbKbGiqlU0hvpODbtdlttQEonpShomqapgOCkuilUylsul1OvlTw/mqYpo71t2ypvbbFYqF7J5PUPrymJ2+P6bUK1je3R/XvhxfeYELZtfxiglidE5RNbQEJ4Y77N9HOHH0DsSNgOO3wM8FE2I9+LhInROPlkHpBKGUyngTrQW0dF/oV/86f4Q3/0U9TrNTVKk8PPslasVpaqxXEcDdP08f08vm+Qy2Vot0MqlRnFYpHz8wXZbIkwXPOH/ugNUpaOYSbdjZ/40b2NkXxKNgu2rWHbSZG1rusbIqExHud5/XUdw/CpVotKqZBRpahBovxJ0KfjOBSLEQ8erGi3L9A0TRGFZLQHcbwC9jg99anXfe7du8d4PKZYLLJYLBgOh4xGo2vbgOKBk8NViEmpVFLbgKZpous60+mUyWTCfD5XKfLbSo38uWSWVatVzs+viCKLe/cims3EOC8eLilil1yxycSl281zeqrx9Oma27cd3nknxWKxIJfLbXK/inS7EW++uaRWq2HbtnoMi8WCcrlMECRl4p6nUavVuHXLVNuHUoQtpEWKw4XMSDG4eKvkWorjeJOJlcRCyJg5UdUSv9VisVDhqJVK5Zr/az6fK3VJCGscx5vy8CTrq1RKFihkrCg/U/LGJJ6iUqmo615M/IDaipRrR37Wi9uP8r3iGXsvbPevbqtm4g+T50XXdeUPFDUsm81imi7T6Uu9xXf4AcCOhO2ww3cZ7zVS/DDfIyOV7dHKdpG37/tUKml8P2K91tX4TMzLshkoHpYE/iYWIVDjKdtOsb+fwXU9ZjONV1+N6Ha7pNMt0uksrVYSVlnfz/En/s17fP6PHPLP/1uvkcnHykPk+z7ZrMtsluatt9IMBnmePNGwrDQnJxFnZzNSKVfFZsjjkPwzGfPk83mVxSVLAJBsD4rCEoYhi8WC5XJOtTqm1coQhkM13sxkMti2rTw7qVSKUqm0+Z4lvu9fM1nLKFBCVoW4+r5PsVhUAbuu66qfvX0Qy2ajaZqbVgGHdHpJKpXBdZPnxvM81ZWYtBwkylEYahjGmkplxp07KTIZHV1fKSJaLBYJwxSeN6XRCJnPq2pTUIiPaZpcXV3x7NkC297jxg0f206rmIhCoaBIxHgr1EqiIOQ5lefg4OBAkQvf99W4U9S+5LGvGAwGhGGRfD6vtj3la8IwpFKpsFqt8DyP6XR6bSlFVDMZYwoBsyxLXRumaapEf/kzIYdCqIRAi4dv+30mo3F5v4hq9UFETP5exqjy/hNiJqRdHuP2WDKdNlmvg5d6n+/w/Y+dMX+HHb7L+CijSDEAv3hgbPvEZDOuWNRZLiGKAjwvptPJUq2CZYXKyC3erCRPymM+T7O/b6kDNjk0MzQaNsOhi+NoWNaCajUmCFZAhqdPn1FvHdM6WAA65+dJ1Y4oIhcXZVIpk5s358Sxi+eNaLUajEYBmUyRdDqm2+0qsiUZX51ORz1m8Q+JEVxyumQzTjYipVw6UYV6NJumSlOvVCoqf2swGKi8p3K5vAlVnVMsFlVQrIzgwjBkuVyq50OS3J+HoCZjSCFvElAqhFF+vmVFBIHJ2VmBOE5Rr8fYto5lBaxWa955JyCfX9No1JjNdO7etRiN8moMmM0GPHzoMZ9DPm9wcJDh6krfhMG6zGYz9vb2lAdLvGC3bh0SBFdkMjfUfSuVSippXkjlcDhUG5/jcZKoL54sUdkkfd/zPDVSNE2T+XyujPcPHuR49920Ur9EaZS4C0CR11KpBKCaAcrlstpoFFIuI0vZRhyNRirUVcizbOBKh+S2CibKlHxoEYK2Tapka/KDPJrbG5OiWspj2i5zT+IpcorgJYqoy2yW2iXo76CwU8J22OG7jI9iypeD40XIgbU9chGFYTYLN2XbMB5bdLvWJoqgzJtvrri8NAlDg/Nzjfnc5PzcUz9DRmrPno0Yj2OCII/vR5tMqZBmM814bDObeQwGDv2+w+3bMBqtWS4PePw4j22PuXt3jWkmwZvValV5j2x7ASQqznw+V8qRHKziE5ItNCFGjUaDxWLBdDplPp+rXC/JshJFqlarKU+R+Issy1JZXxI1IflV6XRalWhvG+NLpZIiA+PxWI27RAkRsiGbj0EQUKvV1HM4Ho8pl12aTTg+nnLr1oR6fUW3azEeF3n7bY9Wy+PkBGo1l0ZjSS5nKx/afD6n0TDJ5focH8fcuGGQSiWG/sNDi/U6YDotMxhkOD1NFgAePQrIZPbo9z0VEbI9ZpXnSdeTzsjpdEoul1NKmJA6USOTbswKg8FAVR7FcUy/31fLBdJrKeZ6IUHS/xhFkRpVVqvVTd+nr64LIUWymSmK7Wq1UjlchmFQqVQ224fPiZBc9zJO3h4dbhMlUbDea0Py2yli2wsFosIJOZPlAMkq2x5LOk6G2cx9qff6Dt/f2JGwHXb4GOBlqorksJCD7b3+fjvBO1GOQno9gxs3ksPrxg2dYjHk/NxiPNZ49VWbXG7IZJLi1i2bcnlAuRzjunkePpwShjkcp8B87mIYS7JZjyjK0u1GWFaM70+5f9/i6ChNo7Fgf3+5qW4ZcnCw5LXXknHkeDxUPYZhGDIajTBNc+OZMRVhPDs7UypDs9mk3++Ty+UYj8fKkyWEQYii1N0IeZKRUDIWC9U4TMzUohRmMhl1qAvR0HWd1WrFaDRSpCybzQIokiBjR/m+7UO92+1iWda1A18ITRiGFItFTFOjXM6Tz+fY3x+Szfa4eTPGcbIql6xYLKqICkmq7/V66LqObduUy2XVQxnHMXt7KQ4PQ/L5JZlMwK1bGoeHAZ/8ZEwuZyvvlih6cr9F8ZxOp2obVJ6XRqPB+fm5qr2ybZvFYqF+L2NJ8eslCfYO3/zmc1O6kFJRBsfjMUEQ0Gg08DyPIAhYLpe0Wi2ldIm/T0iujFhTqcQTV6lUlDK3HWnxfgQMrn942R7nb48XBR9ExLZHkNvvye38MLnP2/cljmMcR2c2e3+Ct8MPFnYkbIcdvot4P0Xrg7Cd4v1B3ytp+gnWFIsas1lKKR7ZLNy+rdFoJLdTqZQwzT7FYm6jmAw4ODDR9ZhMJuDsbEU2a6HrSbegpk3Z37fwvKny8Eh1TxAErFYrZZAWQ7MUaotyIX6jxFydxnUbzOdVzs9dNb6SDT95rOJ3kyT6QqGAbdvMZrNN9+SFUiPW6zVHR0fXaob6/T7dbld5yprNJkEQqPsqB3Imk2Fvb48gCBgMBqpzUMZry+VSkRAZoUESAHtxcaHqgGQ8J74kGeNJtIUEvQqpFrK1vbUoj1k8UhKUenV1BUChUFDkNCFEPoaxoFAoKFIKmloekHJwMeVLnpX4wySXTDost0e48rin0ynD4VDFY4jqmoSzxty6teLoiGuvv6hdhUKBfD6v1DDP86jX69+yDCALDpLBlc1mmc/n6nnbboUQFWw7QFVUM7netg362/ggIvZ+W5PbZG7bi7Zt/pdtyW1lOp+3mE69D3yP7/CDgx0J22GH7yI+SlXR9ifrF0nYtlqwvTqfqC8+i0WKIDCUDwqekw7ZWhsOh+r/k4N/RKHgUK9H5PMwHA7Vppsk0r94v+TPJYBUktPl/vq+rw51UZmWy1MOD0OOjiI0Dd54o7fJMMtxcnJCv99XIbHyOOWAEwWiVCohxdtRFCnytD1Kk22+7SBPyfYSgiOVNGJGF8VNCKPv+2qcKl41WUI4Pz9XhERCaSXx3TRNFQ0h0Rjdbldt9w0GA9UtKePC4XDIcrlURFMeh6Zpql5JqnvEXyUHfjabVZugljWh08monC8J8hWiIdEX8nxJPIiY6SV+Y7FY8OzZMyAh46J2lctl5S9Lxr0ZVqulIlCLxUIRMCErkrtWq9VUFIYsKsjSg2yqAte2MEWhNE2Ti4sLlSMm7wN5HPI+EVK2nUm2jfcjYu8VaSHY3pjcXorZfm8KEZMPRGEYUiikmUxWH/Ytv8P3MXYkbIcdvot4WSVMxh7vdYjIp/xtBWz7cJjNYhxHI5dLqU/tMk6T+yG+nfF4kwrrMAABAABJREFUrEI/TdNU1TgSdyC5WpB4YfL5vCIn294rGe3JeGtvb0+ZqEXVkdgBKWn2PI9GI8VqpbNeRzx86LJc5lR8QbFYxHVdFSQqCosoK4PBgEwmo3oKp9MplmWRz+cplUpEUUSxWFQKynQ6vZZwbtu2UlIkj2t/f19t2Y1GI/V4pDKnXq+rMNXhcHgtT0xqfiS76vj4WP1seR7FzybboLIwIfU8BwcHTCaTa4RZRoemadLv95XRPpVK0e/3ldlelJnRKEOxmIyJhbyJ905Gj+l0mm63q4idqHRyn66uroiiiGq1qkz96/VaZXzJ7d24oTMcJo/FsixGoxHL5VIRviiK1GNPitcDZrOZeo5F6ZXHID4yIYOZTOZaPZCQ2hdJltze9ljyg0b/70XE3i9bTLBt5N+uRdquIZNxtHxIyWZhuXz/gNgdfnCwI2E77PBdwgeVB78fPsjEv90ZKT4cQAWfWlZMKqWpr91OEhevjviyRKEANluDBr1ej8ViweHhofJDScWO3I4cQmKeF4OymKu3SVmxWFTp86JuiYqyXq9ptTwePowolVxMM+bJk/DafQLU6FPKtUW9EtN4tVplb29Pec+kB9FxHKXaFItFRTSiSFMHdzabVWXg8vWWZbFcLpWKJQsDsiUoZK5arV5Lgk8KvM1rGVhSdSSp6gcHB2qzTzLMhFQvFgul3gkJbTQaqlvS930KhQK6rtPr9Uin01SrVabTKb2ey8WFRSZjYNsJOZD4h8VioVRJUUclg0yIrATOih9PXtO9vT2lhkZRRL/fVySo3zfZ3zdUl2Yul8N1TS4uJmoBQuqatqMdRIkTMrS9KNHv9xVJFsIl3r3tDwFCduS5F2+kqGnf7j33UYjYtj1gO1FfiJgoq9tjyUwmo8bzO/zgYkfCdtjhu4SPshUpKoEcdtsQEiKGa/kULgd5JmNQKmmMxxrjMcznKXz/+W3JAZGMSwoq80pGeMVikV6vp8ZOjuMwGo1Uir0Edy6Xy2sbiJKXJWOlIAiUIpVUHk3V9puUVQu5a7XGZDIpSiWNVGrG5aVNp5PEPTx9+lQVS0ti/Hq9Zm9vj3a7rVSlVqulsrqE/MxmM7WJJ9VImUyGbFaj1/Ou3Qd4Tvp6vR62bSsyJSn6MmqV/kSA8XjMdJPOKSRA0uOlMUDGbeIPk9dvm2SIErSdPyXbn0IyWq2WUv22TeyJP8vl/n2Le/fS6n4vFgtFtkRJ9H1fvb7T6ZRKpaIM9IDqkkylUmrjUyqZ4jimWq2qUFhdT2EYSTRJu13m/NxgtfKYz7N0OgM17t72S2mapsaqUsIuECIn9/dFpUtaC4RMbnu5ROGVv3s/bP+d3MbLELFtAvaiP0w+4Mi2ZHJ7IZpmXnucO/zgYUfCdtjhu4SP4geTg/m9EvZlxCWf/LfHJKIAJb2QUCpBtWoQBCGDwfNqI0B5mCTeIY7ja/198udSVSPxD5J67nkeruuqr5eNOYDFYqGIUKlUUurN1dWVGov1ej3y+Ty5XE5tLyZKksvhYcjl5Ypyuax8b1KYLYZx+Vm5XE6N9YTUbJv8JbtLvGnJuFRnNsvieUlUxnQ6xXEcpeZJwKgYw4U0itldVKFSqaQ8YkJk5WsXi4Uag26b7CX7TcijePLa7bZSVKSzUkJnRYWLoojz83NFaA4PD9XYt1SqKpVSFBsZBYpfSYzwkrmVzWY5OzvDsiwqlco1xUZUNCFNi8VCPb9CpsNwydtvr+j3c1QqPs3mikrFIJfrMJ9XKZfLShHcHitvkzOJI4njmOVyqbyDoirpus5sNlPLB6JEbm8syocWec/Ie+O98F4E62WI2DY53B6Vbm8xJ/VTCcnP5WKWy+eZaTv8YGJHwnbY4buElx1Hbhvtr28+Jtj2pWwb4EVVkIMTUAeerq+oVHSm0zSgq8PNNE112IvhG1CEoVar8fDhQ6XgCNGKoojhcMhkMkHTNFqtlqruERVAfj+bzchkMsrsLabrVCpFu91WeVPZbJYnT3xKpSNSKYtKJUu321VqkBjR5RDs9/vKHyaqzvM8Mlv5qSTmQMq2JWm+2VwSRSdKxdv2uklgqRDF9XqtCII8PiEYpVIJx3GIokh1dMrrJiR6e4NPRsCGYdDv99VrLv4s8edNJhNFwsRAL6XYshRhGIaKwzDNJXGcVypnPp9nMpkoAibbnaIUZTKZjZqlk8vl1M8SVU9uXwJrZYtSFLpEwYQHD+yN+rZmOk02aEulErZtqhG49FzKtS29oDL2lPYAeeyAWhYQkiZ/Zts2g8HgWzYh5bneVqfeK3piO3JiG+9HxN7ra7c/yLzXWFKUze3RpW3bu7HkDzB2JGyHHb4LeK9x4rfDNgl7LwIn8QkvKmwvHgjyZ3IYGYZGs6kzGMT4fqg276SD0TRNZrOZIgNykIdheO12hVyEYajS7rcPSkkwl/soMQj5fF4Rivl8jm3birwkRc4QRTrzecjpaZbXXquoeh3pNJQIiu3yb0lcj6KI0WikCND+/j6rVaKm+b5Pv99XqfAA06mJ7y84PzdV5c520fT2yFf8UaJ2yRKAKC7D4ZDj42PlZZPXplgsKtWs2Wyq11T8WXKfhbCK8V2ysLY3JfP5vMrKyuVyqgdTvGmDwYp8PlZkcDgcKqIoXiyJikjCYBtKJZT7KFVO8rrLc7xYLNA0TcVFSGOBbHvK9SCv8/boU9Q/GVvLeFfywSSI1TAMMpmM8n8J1uu1ItfyfpLg1m3Favu9sp1e/0FhrC/ieQn38/eUqF0vYlupftGoL4sL22NJIWQ7RewHEzsStsMO3wX8XkaR74dtHxh8q3ImhmN47qUBlEpVr+vMZhZhGF/b7JpOp1SrVcbjsYotkKTzMAyZzWYYhsGbX77gq795wXyaHKDdblcZ0mVMJAZ52eKTv7t//76KjFgsFjSbTcbjMbZt8/Wvu9y9a1Eu+9y6NScI1irzq9FoEAQBZ2dnKsVdKoNOTk4A1AHvOI4y0HueR7PZxLZttWE4Ho9ZrVaMxxL1EeB5z5XFQqGgxmdiWN/f3wcSzxKgVCEhsdlslk6nQxRJu0BSI2RZlsrWkvsoJFdys+I4VrU38jpuh8lOp1P1/MttmqapxqTyq5j3hZTU6/Vr963X6ymVql6vq/soPjfJRBMCvk08hJB2Oh08z6NcLquvk+s8iYvI8fbbGp1OhnrdVKXxi8VCjVhFVRuPx4q4yfO03UspREw2VCVEVyI95Hl5McJFyJj8KsRoe+P4g7YVRakTCKH7IPVsO8JCyKEoea7rUiikWCxiFaexww8ediRshx2+C3hZU/63+3oZJckBLURJ/DPyvdtjmRdHYpoGjYbOaKQTx6gDSg43SVSHhHTcvHmT2WxGsVjkr//ff52//he/yO/+wy7/8K9ekTLSrNdrZfCW7K7tHK9SqaTiGXK5nBrNJJ4ZS6X+r1ZT4jitxpbi65pMJsqUbpomw+GQ8XhMsVhUJFNM2XEcbyqDyipYVvopU6mU2rpLxnkamnbOyQlcXS2Yz+ucnyeESMicREdIHEY2m8V1XRXhIX6kMAy5urpSQbaygSjPv4TKuq6rFEcZE8rXiddP0zQODg4UYRTCls1mKZVKaqw4HA4xDEONoRNCmZRiy/2TPDjJhKtUKmQyGaVIRlFS9q5pmgp7FUIo/Y5SWbRd3yTqmDz+xSKm06nQ72e4dy/i+DimXH4es7Gd5SWPWUijqJe5XO7a1qyu62pTElAj1PV6TaFQUBEi4rGD5x9CtkeSgLo2tv/+g/AyRGx7gWbbH7b9uhpGSBDoKh5kN5b8wcOOhO2ww/cAXlS1XlTERJHYjkWQg0ZCObfJF3zrNljyyV1jf9/i7MxF0577yiT8VGpzJMQUEoXhN//hO/jrkCiEwI+ZDyMODg4oFAoUi0WlYJRKJUUYZfQmyfeysl+pVPj61z2GwzyPHy9otZYsFjr9fp43vjzgP/0//UN+9b9+B9NMtgmFCIkxHlDeMnlc9XodKcCeTqdq5CbKRBL8GpBK1fD9mUrbr1R87t5N4Tgujx6FXF3ZzGYLtTSgaZryr8nYTHxvMoqUuAxN02g0GuTzefU8Su2OGPZlFCmvt2SBiT9Oxo9ihpd8NPHmiXIlZE/XdYrFNU+fzhVhkg3Gq6srjo6OcF2XVqulroNCoXCN1EuArJAkyX9br9dqS1YIn4ykJXttPM7y6qsat29rKmpCrinxJcqIc7VaKTIqY12JQQGU0ictC3Kty5hZ4kZkRC1keFuN2r7eBfJeej8y9SJehohte9O2l2Xk+hSiK+/r9/Or7fD9ix0J22GH7zA+SjTF9ve8V8CrEK3teAIhSaIIbI9jhIiJP2t7TJlKGeRyLp6XVWZ527YVYZnNZur3uVyO9XpN86iAkZLDDPIlS5GD0WikRo3L5RLP8xgMBmr7cDab4XmeCka1bZtsNiaX69PrDRmPVxwdWZgM+aX/5xlvfKnNwy9N+e2/d6HUA9mqEyXt3r17dDod4DmBzefzTKdTarWa6mLUdZ3zc5tnzyJmswyGkabZjFRdjigxcexxfBxyeBgymZR49iwhBsvlUvmSer2e8oONRiOOjo5Udpb4zYQobxdoC+kSRSx5DmMV+CrhuEL85GeIL04IsmysCqkRBSudDoGcUkRnsxmr1YpKpUKv1+PmzZtMJhMVySGKpCxXSBWVqGupVIpOp3MtgkRiPmTku16v6fWyNJueIiCylRnHMZVKRT1+GTvquk6pVOLq6kpFmQiBn81maqQKqBHkcrlUiqMoY+VymV6vpzx28p6R94Bc59uQUeGHJUAflohtfxiS95z40bb9YfJelVy6HX5wsCNhO+zwHYaM2T4sXiRtLyphQrrEJP5iav628rU9ctnefgTU9lYSHmri+57KtpJA0cVioUzS83mirkwmE/7M//oP89qP7FHbT/OH/tQNckWTy8tLdd9932dvb49SqaSUIDlIZSwpfYKJamdsCpqHzOdFHj3yefbEQ9M39z2EQXutDvXEy5WEiQrJEHVJssveeAOePEm8TTL6GwxMGo2YRsOj1YoxjJEad4qJXzYSk+7CDMfHic+p2w3USC3x9xQ2pO78mulfRp0yGhUCJa/FYrFQSwpCsrLZLI7jkMlkgOcZXeIFk1gMidoAFFGTkd3FBTx+HDAaFTCMPuPxWBFVeZ1rtRrlchnLspR3TgJw4zim3W6ra0p+vnjGHMehWCxeG3m3221SqRTVahKLcXER8fRpzHz+PBNN/FhCvkRFS8hurCJStoNi5VoejUZqBC4bvBJWm8lksG1bVWaJmV5Gk9uK13stxbyXT+yD8H5E7EXIz9026m8vDxiGrl4zeZ/t/GE/ONiRsB12+A7j2xnsX8T2KFKwfYi86PnaHr1sZ4fJz9weWcrK/PXv0ZhODXx/oUiBmPdlIy2XyylPFkAun+YX//Tr/PE//Qp3P9Ekn88zGo2Uj0p8Q2Jwl1gFGStJun69XicIAgoFn9EoISFHRylu3sywf3xILjNH08AwNV7/qRvqIGy1WkynU1qtlgpEFaXBsqzNwXxFHHu8+67Ow4cug0GWIPBx3Q65XE6pLev1mn6/r0jJer1Wozc59Mtln9VKJwgyiihtp8+HYag8W7lc7lpGl4zYZGNS+jOfp/YnSpQE2oryVSgU1KaijN8kcX46nTKZpDk91RgOfWazIvP5BYeHIZbVJorm1Ot1ZrMZgFoKKJVK9Pt9RSZlA1TGeFIkLuRmOp2q0nNJ0dc0TRnspWUgaQAIODpKfGDdrq+IxjYBETVSPjTI8kepVCKdTqvOUdkEFVO+VDhJ3ZX41CzLUq+H5LnJhuY2ufogkiUj1Y9KxN5LTdt+X25HZogiKuRU7tuLVUs7fP9iR8J22OE7iBc3tj4Mvt34UjbQhKgFQaAMyaJyyehHvl4OADk0EkVFZziM6fc98vmQcjmtDNdyKAjRkZ8noZ+j0QhAbceJkXq5XLJarajVaiyXS5bLJZNJTLebo9d7PiI8O1vz6FHMYlHZbMmNWK+T8dzRUZVczuTWvYh/49/7LLc/k+Fzv7DH67//UBnIhSjO53OOjo7UIb5cLqnX63heAdeNePCgwf6+y+FhTD4/plBwFcHJ5XJKeREVKp1O0263qdVqZDIZ5eFJiFCb8ThNHCfmbgmpledWNhzDMKTf77NcLhmNRrxz2eOXfucNOktfbY/KqE9iPESRkT5GIUbyWolimIx5DZ49M7HtLHt7a6LIxPdHRNFUqaL1ep1er4fU5WiaptQkqXwSoi6BovP5nGw2q8Zj8noeHBwoJS4MQ5URJpluct1JiKwsIBiGcS3EVm7X8zwymYxaNnhxg3F7HNrv97dM/wulzGqaphLzpWi83W4rb9x2HMaHITfbhv1vhxfjLl7MFdv+822j/rY/bLsOS16jnUn/BwMvtyO/ww47/J7wsqPIF1WzFw8QIWiilm0ndQMqpFV+5rYSsO2DWa9ThKFFoZD8wz+d+ipCQlLRV6vVtdoYMVZPp1OWyyXNZlONmMSkLqOg5JDN4/t9BoMmr74KV1chFxdZut2YQsHl1q0Yx1lyeZnb5EpdYppJZ+PR0RGPHj3Czuu88qNlms0GURTR6/UolUo8efJEqWgSUAtsFDAb1+1SqXgUCjWlQIk/y7IsNcYT4iH5WKJciKIiKo8oY/v7Lk+fOpRKvlowcByH4+NjhsOh6p2UnK23Lvv8pa+3iWP4tV4fp1ThOJ/4ofb29lSxthR+y7jRdV2CIFB5ZTICTIJ0Y/b3LSoVn/k8JI57GAYb8umpCioZ84mnL5VKcXl5qQiSKHKT6ZTfPu1j2Uv+udY+WSulrhchqBIYm06n6XQ61Go1HMdB13U1vq7X66odIZWy1HUqsSTyM0U1VarqZiwpauZ2rle9XlcblbLE4Hke1WpVfRjI5/PKFyZjZSGY8oHlvXyVwDUCKGrVh/FwbueAvdfvBfI45ANR8vtAPU7P8zaNA6F6nNIBu8P3J3ZK2A47fAfxsqb8F0eRL5Iy2WLbHi2++PXwfHy53a0Hz037mUxEva4zmYTqPnqepypkxANWq9VU7cp6vVYH72q1UvdVNuAymQyTyWQTcJpH1+cMBimOjrJE0YxUasmdOzHHxz6VirUxl88plQb80A9VmE6n12psHMfh/Pxc/cwoipRSI2RzO+ogWSrIM52GZLMu2ezz/kbJVLNtm+Vyieu69Pt9lX0mJdmSJC9Gd/HQpVIpWq0WhlFkPD5V6lUURdRqNWVsF7WwXC5Tr9d5e+zhRxDEEEQxXzgfUq1WFUFIpVIqZ2w6nZLP55WJXQiFEGEJpi0WHVw3GYlNJhNFkMQvJxEQvu+rMFa5DdlilA3O8XjMf/wrX+VvvnXFX/vyu/xP/8rfZb5I0v+lzmg2m5HNZpWCZpomxWJRPU9y3cn/S9aXbG4K6ZXnX3LRRPETUghcqyN6cQtWyP5isWA0GjGdTq8tLDSbTZ49e6beA/LzhSC9l/frRV+XvK8+jGH/RQXs/RQx+RnbQcfv50fbBbh+/2NHwnbY4TuMl0nKfy8Stk3i5DAR4iObatvYJm7yj7/cpud5aqvMNGN8X2O59NRhJcROIjAkV0yS7eWQKJfLjMdjlbQexzG2bZPJZLm8HAJFjo+LZLMjisW5UpSkEmixWLC/v08QBGpTr1gsqsoaIV0SyQCohHwhK9uxB6LcnJ9rtFrJz7BtWz1/0jmo67oKNZ1Op8q0L96v/f19Op2OGrkBqtInQZbj4ya9Xk+pKKIIiuIh+VuWZXFYymEZyfemNLhZLShzu+SnSRXSwcEBUkMkfirZshR1LCHEEe32UKmQx8fHXF5eUq1W1eEu+V5imNc0jfF4TD6fV96yYrFIJpPhi2d9/Aj8KKY3W+KSbHtKvMVqtVLbrTLKFY+bkHEZZyavr00cP49Q0XVdjWrL5bIKlpU8sEKhgGVZKmFf4hxkk1euGd/3laFffIBXV1fKt1YqlXj72QX/7Vfe5mI4vZaaL2rTNnEUvNeG44c17L/4de9FxLaV5BdVMfnwIIR+lx32/Y8dCdthh+8Q3m8E8n54ry2ubUIlitVqtVJE6sWtyO1w1hdX6OUQkFFIUvYcMZvFjEahOvDjOKbT6bG3t6cOiO3HMpvNqFarZLNZlXkl/qrptIimVQmCjtqAlIgKGdNJ7pWMYxzHwTAMZQYfj8csl0sWiwWlUkkFsW6PVEUB206rHw6LZDJt9ecyhpRDdbVasbe3RxiGPH36lEKhQLlcVqPXKIqUkidp7kJewjCkUChQqQQbX9jzfkdR5sRfJf2Mq9WKHz2s8LlWlqO8xU+0cvzCp26r+A75FZJNR0ny3z6kpeBbtiWTYNc5pVJdpeWvVivq9boi2oVCQf0qxeOGYah8LwlhlRHlQSmHXHUpQ2evUlLdlPJ4ZCwpBEk8TaKQyagwlUpxfh5TqSQJ+cPhUBE2z/O4vLwkCAJms5ky6kuaviw5yHXaarUolUqKdNm2rf5fSFkqlWIwGHB6esrf/c3f5T/4x4/493/51/gf/F/+P3zzvKPIPKDI/fupYi/iw/rEXjT2y++38fw9rKHrkXpPbYfVbi9y7LLDvn+xI2E77PAdwstWFW0nfn/Q38vhIwnxgu0RHTwfTYpSJv408R7JYZTPRziOznKZYTo1ODsL8Dxd9SZKrpWoZLJFJ32Ez555jMdFTk81DCPm3j2H/X2HXq+nKmhM01Ql1bquqzGgVNmID0g6CAeDAaPRSG1BVioVPM9jOBwqY3ahUGA4HNJsNhkOTWx7RTptqAgDqU6SMaek98vvs9msStAXBUbKlqUovN/vs16vyWQyKter2Vwyn9cYjUbs7++Ty+UYjUZq21FUQnlNfqxh8+98/gG/+JnbjDcbpIvFAkBFbFQqFaWAyDhYvE2alnQ0ikevWq1iGBqLhasWJbYVGfGj1Wo19XNmsxmO46jrIggCptMpnufxp3/4mM/fOeAzh1X+/J/6GQyS66ZerwNJX2elUlEETMhiqVRSiyBRFFEsFnEch9des+h0skrpMk2TVqulysGz2SzlcplcLofjOGrsKyPv7XJveU5FLQTUJmm1WqVSqVCv1ymXy/z2sz7rMGIVhKz8gF/+nTeuje7FHC8K3YchYvL+elkith2SvH1brhuTTqMI63aiviiWYg3Y4fsTOxK2ww7fIbysEvbt/GPyj7zc5oujSyFI8gleFCS5zSAIrqkBkCgwvu9TKGRpNFJks2uCYM7JSU2pO2IOl2BU8QOJSjOf+zjOgOPjmP39+NrPk+dAfi5Av9+nVqsxmUyo1WrK2+P7Po1GA8/z6Pf7NBoNVquVUtwkv0uMy4PBgHq9zsXFAsMwqVR0FVngeZ4anUqemNxvUZSkCNt1XRWwKpVGotRIT2OxWFSRFhBQr2dZLMxrB2gmk6Hf7+O67rUYi8PDQ7UNKWRURqCiIG03C4RhqAjMcDhUheP5fF7VPt27Z9PtptV1IWGn4uWSmAwx+mezWeUzm8/n6s8XiwX3Tg75t//gp/lzf+yn2M9nVACsKFz1el2Nfp9vihqqOgpQpefJ1mKKfD5Qxnwhk1LRJIrndseiqHJyH4WwycgunU6ronfxiEkGmmzn3miUSW0kvbSZ4qRaAr41Lw9Q15CMKD8IHzbYdZuIyc/8VvJmoOvJnwkplJG/kG8x6W+Xl+/w/YMdCdthh+8A3i8g8oO+Hq77x7ZvQ1S17TR84BrJk80u+To5PLarVGSFX/xW8mlcao48b00Yrsnn8+oAWS6XyqAun9Sl1kZGX5K+Lgn14lfa3u5LpVLU63UGgwGr1UqRPFE9ZNtw+3EIoSiXy0wmExzHYTAYKPN5Llfn/HzB/n4yNhR/lowWpfYnm81uUt17Khx1Op2q9P3lcqmS2m/evIllWVxeXqrHIfdLbr9atVivk7Hc1dWVMr6LyX84HCp/lyhIjuOo510WBLZL1WezmXqNxBe2HblwdXWlqqBmM58gSF4nITdS4SNG/MFgoHxb4qfL5XJq1DqfzykUCirrK5VKMZlMVIyFLElIZhygjPYSG7EdiSLkoddbU60aSlXMZDKMRiO1Zbq9NCJ+sfV6TRiGqp5Jrl25bmRMK+RpOp3S6/XUUsJ6veb1Vp6ffXDISbXAn/yxV/nFn3jtAwmW3K6oph+kdm37xD4I346IhSHqPbed1fdimr68v3djye8/7CIqdtjhO4CXHUW+V0DrtpImRnnXdZXCIAfVNuQff1HVtquMhHzJgSs+LTEtR1HEcDjFtgukUs+T+MWPJdETokqt1xlOTy3q9eemeiE1okbJ1p5s+YlPTTxH/X5fjfNu3rypRn66risiIPdN/ECDwQBNqzCfW2QyPoeHPuNxxOmpBaRYLCwMo6+UlOVyqbxgQgzy+bwy01cqFRV1sFgsKBQKygQuIbPr9Vr1Ldq2zXhsc3gYqIqm2WymOjfFKyaEQ2IVKpUKk8mEZrOptgmF1EhlkKhGg8FALSTIpqr87NVqRaczoVxuMR6fKaLjeR6lUkmN3K6urhR5qtfrysfWbrcpl8vKtO95njLMizdre/tTfpWWgNVqhed5asMxDEPG4zGlUmnzOAPefden0YjVyFmuY2lLkJGbEFTpwhSiLc+fKFXiHRPfoyh+g8FAxY006nX+V6++qvx78l6Q7LL3gqi08n4Tder9sO2PfL8PWe/1NbNZRBjqbARS9cFoO3JG1FF5rwpBlSy2Hb4/sFPCdtjhO4DfazQFXDflb/tNhJiIt2v7+7f/8d9W0l5U5iTsUtLaRX0KgiU3bhTo9WJFYLYJZRRFqi9wMNC4cSPANGdKZZFgziiKKBQKTCYTyuWyOnBXq5VS2UT9kQNHFJtUKsWtW7e4uLhQ5C0xeecYDvNMJjV03eTmzYhabUKno9HpLLh/36BSmW0UlSQDS+IVZDQrVUySMSVxC9LH6Ps+p6enirBJXU8mk1G1SI7jEAQjdD1Jr3/y5InybomnTSql0um0WiKYzWaUy2UAZVYXAiHXi/iepFTbNE2CIGA+n3NyckIcx3z968lzWK3O1c+V+yWZXrK9KffHMJKS8U6ng23bivzI9ZIQy7GKgNjehJX0+jiO1QakbBzKluP2yK9Q0AlDA8OwlbojSo+UgW+P1eX3EiMShiGz2YzpdKoIn6Zp1Go1stksURSpoFZpKRBPmhDgFyuL5IPJ+3nAtn113y69/sMY9rcVsflcQ9c1CoUI4VPbG5Pb/jBR5uD5B7ldpdH3F3YkbIcdvgN4mXHke40i5c91Xb9mVBZlYrsOBVAhj9vjl20VbJuwydcLSZS/ExUrnbaAWPlzxNcj4xvTNOl0YnK5JPlcNhE1TaNUKjEYDLAsS41OZbw2m83+/+z9e4wseZodhp2IyHdm5Duz3rfqvrpv9/TM7I5Wu0uaJoiVZJAERQqiAZoGaVEgJNsSLMiGZMGwYUAUYEEyQQrWAzbtPyRZtkjQJGTJIgV5RcIkuORyObuzOzPdffs+612V74yMjMyMyIjwH788X/4yu+o+erp3bk/nBxRud1U+IiMj4nfinPOdT8AWPwd9WXz89bUaKUQmxDRNVKtVHB97KJeTyGSu8eCBgXx+gkqlguvrNlKpChKJFqrVKrrdLra2Ijx5YmIwMKUpgF2cruuKf4kyKeMO2Amp8suWUQjpdFqkMcMwFl424Pp6LgPPCbho6mdTQxiGYmDnoqzLWvSf0T+3tbUl37XneahWqyuRHKenPu7dS8OyhgJC2C1IX5EuHY7HY9i2jZOTE7iuK8PHLcsSOZYyJtPwC4XCYqh6TgAARxSxo1P5CIvS/MA8MZre9/djnJyYMpuSgJbHGn1lfP50OkW73RYgyoR/euPIHHHCAb+LOFazOO/cuSND2PkeZJZ4U6BL+zcVWTGyvq8CWW9i2LcsC8NhBMuKkc9/3pemn4/6BAMy3gRmm+ywn63agLBNbeorLv2C/yb1OtZMZ8n03C8d6FGe5CKvR1cwm0i/6NN4zoXVNE1JQldxBhGurlRukZ7mTjmzXgdOTlSEQ61WEzmP8wb5nsViEZ7nSZQCwz7JApApohQ1mUxQrVbR6XSwv7+P2WyGdnuIVKqKdHqMMAxFulKsXA5BoIz2nU5n4VdLIpN5gSCYoN2uCYCi5EfQwqHb/D1H4JAJYpMDGTR9RiG76wiI+X1MJhOMx2P57PyuEokEms2mTBygOf7q6gpBEGBvb08WdMp8xWIR19fXYtrv9/uYz5OwrJmAkTiO0W63JTaCkR0MPc3lctKYYBiG5J+RmeK8yk6ng2q1KuOJOEmAAJyADlhleRhhwe91NBphPI7x8mUBicRYmDAGrRLUsYOVDRSO48gQc0Zp8H1ms5kE0eoD67mvt7e35fHrSfkENetgTJco18ERWUKC6NtYsdcZ9kcjIJ22kE4vPWLrsTE8Z/UbMR4vPA4YB7Kpn43agLBNbeorri/iB7stmoIX6PU8sJtAm+4xIThbD27lAkVgx4WE7E82m4VhGMjnUxiNXGEXaH7mYm5ZBmx7gIuLNHo9E+12EZ43XWm756Kdz+fF03VxcYFGo7FgCYYybLtUKgkTMh6PMZvNMBqV0O0WcHYW4vAwElaARnsuUtlsBMOwcXZ2JkxMMpmEbccA2nBdU0b0kJFR439UaKjv+yveGzI9zWYT4/FYtlWXtUzTRDqdlIwux3GEqbRtW0ADpStKvslkErPZDFdXVxiNRtLkwAWfHiqCE0p97ATd3zdxejpHLpdDIpHAYDDA9vY2bNsWJozPIYjiCKRmsyljkuI4Fl8cJWPKxGROadzn8UJZmNtLjyDlyTA08IMfzDGdJvDBByFs20M2mxXmj4PRKb8CkBR9JWMWpZGBxwDN/6VSSY5rNmWwCYF+yfV8NWA17oNM8apRPpRzQy/1/abls9/GeN0W7Oo4QCIBZLOroHUddAFLeVP/O2VZbiPZw019/WsDwja1qa+43tYPdhNzxt8R0OmZYLfNwNNHx+gDvfnfvJizK0/3HTmOIwyEikowkUwaK4ByPp+LzKbknhDFYohEIotHj7J4+jSG4yiQNBgMBLTQe0RGaTAYoFKpiMxi2za63S7S6TSq1SpOTk4WrJuBoyMDlYoj+6NcLot5ngt4JjNCr2dJx+F4PBbAeHWVxmw2FGZpNpvJmKPt7W0YhiGMURiGuLq6ws7OjshuURTBcRwJsu12u6hWq4sg0xCtVqhNIFCsT7/fFzBDjxYX2evra5HiDg4OVjLd9M/E79u2bTmeVHr8CP3+WKS2w8NDlMtlhGEIx3Fk35ydnUmkCEf+kBUieGOAqmEYqFQq0s1JFpNsERsl5vO5bBunJJCNC8MQ19fAo0eAbU/Qbl8LUNalcB4TnKBAGTqfz4skq0du8DziUHmyqGQrecwyOoPvASzBGL8LZsHxRmSdSb6puN8Ikm8rAq0giNHrAamUAmDrf78NiPHmRT/f2NTCG6UNCPvZqA0I29Sm3qG6yZAPLNkuLtgEZLxI6wsIDc36gq4nhQOQxYwXei64vLhzbuQyTX+GZNLCaOQik8nI63ExdV0X+XwepVKManWGXC6Fhw9NXF5GwoLZto1MJgPHcWTcULVale5ImqF1vxgX1X6/j9lsgnK5DNd1V3xPukGeQCWOQ2QyOfy43cKf+/RH+CuRj8vAh237qFYLArYsy8LW1pbMVSRDM5/PcX5+jlQqhUajge3tbZycnMiCH0URRqORAFrF4PWQTJbQ7boCLij3MUoil8tJMC0DV23bRrFYXJEsCaDJEtEsTyM8mULKefRtEZRw6LplWQJy9f3l+z4Gg4GY13O5nIArvg99VATZPC514ERmjcDTcRyJIpnPlfzW7XYBqIw0NjRQLqRxnoG7zCqjVEnWivuELCI/N/cRg30J8ihF6iCOxyrBGIEdPyfPv9d1UfIYZbPGbfLkaGRhPI5RLkfSBbn+Oq8CYrrPjJ+H3kh6Mjcjjb7+tQFhm9rUV1hfRlckX2c9I4wgaB0QEYTxYk2PF2UafZsmk4kYqfla/X5fAjS5KCiwFmE2mwrTQrYgl8uh0+lIAjsXZ9ctoVJxxTNVLBal+4/SEn1IFxcXwjKQQaJJnQBlPleLfLFYxMXFBXZ2diT5naDAdV0UCgU8eJDFVTuBv9S9xrOJh3Yygf/EHUgOFkFUNptdMEozCW1lwny320Wz2RQ5Uw83LRaLKBaLyGQyItERqMSxLw0G9EYxK204HAorx0kBBCkEQJT6yOLN53MBoxcXFwAUoGFemmGYmExmAvgIagmwp9OpGPYZIjsYDJDL5dDtdoUZqlQqAnwJXsi2jMfjlWR5GuT7/b7InuPxGJVKBZ995uHlyxjFoiHSNb/rXC4nQ7h5DBNEMdpDP7bZucpjgtuvG/gJ4ghU9G5hPRdvHVQRDHI8Ep+r35jwfLsJaFHy1OVUAIgioNMBbBsol1/tE3sVENM7TPVMP8rwevzMpr6+tQFhm9rUV1i6hPImpYOp9SL4IoiazWaSabQeX0EWgB4VMlyUY3jB5/gXGrLZXcZxMrPZTC7y+XyA8TiHdDqN8XgsYEbPU5rP55IpZZpJ+L4nixXBjGmaIjeGYShSFrOm6F/iAg1g4RMDzs99yUti59poNML29jZ6vZ5kj83nJZgpYMZF1zAwiWOU6wZOTixZoBmjUalUPhcESmYwk8mg1WqhUCig1+uhWCzCtm0BS1EUia8sioA4Xh2qTunz8vJSzPyMUuC8ReZlkeViPARrOBzi+voatVptBcTFcYy9vRiTSV0yvZhGr/LMIoxGWzg9NXFyYqHTMcXrx++KniP66waDgQAhess4MJzHBhkoFc8xl7E6rjuFZaVwcBChVAqFoeTxRJlR9zzxe+f0Au5byqYEcPR+EUzx2CyVSiKPktHV2TBK19xfBJgA5LPzJoX+RT5vXYpdLx4vZMV8P0a/D9TrAL8+vvfbADHWTfEyeqcwZfJNfX1rA8I2tamvsPT8o9fVm3RF6iZ7LsY3vY+eXK7fSesGfX3+IxdWemt01mw5LBsol5OYz01hQxiaadu2LAaWZaHXS8C2p8I0cK6kLt+x7Z+G+FqtJmN+qtXqSh6SyhBLoVZT7F2lUsHl5SUajQZ83xdpkMxeIlHAo7sFPMrbSEQRElGMX240kTTGiOMBnj/vYXt7G5eXl7IwMzuL3i36pdTn6cF13RWJkaGtHKbN0UBMs69UKsKetVot2LaNQqEgQMIwDIls4LxEjmxi9xtZMIIr0zQxGAwkvb7f7+PgYGcBZtR3cnZ2Jt9zr2djf9/Hhx/mkc+3UK2m8cMfhjBNJeGapont7W0BGxz74ziOyNIMsWXA7HI4uyNAiA0Fx8dJNJuWGPkZd0FgREBC5msymWA2m4n3kOcBG0AYKcJjXGed2JlLeZJdj0sJfbnPeFOidxXrDNdNkuT6DE6+5zoYo7duPgf6/QCVyufB2m2Gfda6GV8HbPrNFZtnKPnys21GGn19awPCNrWpr6jeJhsMuF2K1CUKsklcCHRvF7BkxHinTHmFbILud5lMJsL0EBQMh0OZqciFUfei5fMGHMeC501l0fK8pdeI29fpRCiVVPL55eUlZrM6ptMla6Yn0dPwns1mkc1m0Wq1RPI0TRO9Xg/zeRWjUYT5XC22DH4NgkDmTgIQP1MuZyGKUvif7x7g97lT/LFUFv+zg7sLWdPHZGLj+rqPZrMpWWCe5yGRSMC2bfR6PQRBIF4pPd6A7A+ZE8q5vd4UrqvM5Ht7exgMBhgOh8J+2bYN0zQlOoO5aGRiOKaI4FM3YNfrdZnNyO9jNpuJFLqzM8f1dWKlCUGBUaBSKeH6+hrVahWlUgLD4Riuu5QHuZ8ZKUGvFgG0DsIY3UF5kwCR3Z8ffGBhNiusyIyZTEZiHvhaBMvMU5vP5+j1eqjX6wCwYuBn4wSPf+4TxnDc1FmonwsEfrp0z/27ngGmR1jwRkZvZOH3fROYmkySaDSW8uZNpbNe68Xt0Zns9c9FwEswpg9Mf1VG2abe3dqAsE1t6iuqt5Uib2PCeIHVE811Fkwv3ZSvR1fo/hEuBABkbuF6JxbB42oEgxr7U6uF6PUCDIcmhkMDjhPAddOIIhO+D3z2WYxSKcb5eRqtVh5Pn4bY2krA8yp48WK4GPLtynBuLmjcX41GA0+ePEE2W0a7XcDVVRqWNUG1OsF8nhIWhebzdUlUDX/uod0Gri8v8cvNLfzhDz7E9dUVAKBQmCOfN5FMqoBSyquU6PSZjWSkGDBKsEnpTIGSCM+ehRiNTNy96wuIsiwL29vbItvRDE/wROmRcu1kMpF5lo1GQ0JjWRwETnCkD7Cez32MRmMMBgPk83mJcbBtH7/2a2NkMipqxHVd/NzPJfDkyUxex/M8Mcjz2CDD0u/3pSOvXC7LaxMExnEszRUqAT8F35/LzEnOcuSNA8HFejgrv7f1Y5aAhccHPwNZRobMUsLk+aL7q3gsk2XSTfs6MNNzwwhKCcb4vfM8WZcoJxPV/cjzhPL6bcZ+frb1uslSwNKnVBAs6vNbdTbs6gq4vAQGA2ATsP9u1waEbWpTX1G9jSn/VY/lxV5v7Wc3IYsLDS/KAFZ8WusXcHZV0ewLKPN1rVZbSVvP5XLC5oRhuJDeJqhWLdj2HKVSjGIRKBZDTKeA6xaxt+dhZ8dAozHCnTsxDg8jGMYMH3yQwXjsodNZdqdxkaQJm34wBQCSKJeHeP/9DMJwhFIpgX5fAU8m0xeLRXS7XZimiVKphNFohHK5jJOTMS4uTpDL5XD37t3FIq2GeKvZkSnMZhWRMpmJNRwOJReMKfH0HE0mqjuT+9k0TbRaMY6PAcM4Rb0eSOMAF8ZcLidMF0F0v98HADGpz2YzDIdDmVW5u7uL6XSKTqcjsQ2cSUlfVLlcRrVaRRSp1HjF4vmYzdTCXSgU8KMfFXB5OcfW1hShaeG//v4neHw9wHzu48GDAi4vcwLyMpmMNEMMBgM5Juv1uoBdHjOlUkkaIbj46z4+1/UwnTYFjA4GA9lunb3iscoAYHbdZrNZTCYTAXx6RtlwOJTzgL66dZaLQGo9dFUvPn7dM0aZngBJ76TkTQq/Rz4mDEN4XrwSQcFmgtuiLMjQ3fY3nqvrQGzp5QSCQO2r4XACwzDl5gwAFtOwMBgArRbw8iVwegpcX6vQWKZbjMdqiLg6p4DbMmCnU6DXu/3vm/ritQFhm9rUV1hvKkfeJkUCS4Cmx1Gsh7XqwEt/vXUQxqIEw44wZYyOkU7nhE1jRxxDOAnO4jgWYMAxPmEYIJ2O0WwuE9MBIJNJoVarod1uL7oBgeFwKvMm1YJs4MkTG1dXqouv1+vhwYMHuLjoIQyXbInrZlGtqoHOo9EImUxGwBPlLqbzl0pzXF8Pkc/nsb+/j7MzF51ODa2WAgKFgolORy3Y29vbcF0XvV5PFnwCGe53Rijk83k4jiMZZUAO2ewVgmCGXq+Hcrkshn6+FpmuUqkkIbCtVmsl6DSbzUo3JgER9xHHGFEG9X1fmB82EagIjBmurpQ06nkedndDNBo+Urk5/uX/x6/i//6bL/Dn//YP8WtnAygsORdPFsfipFIplEol6R71fR/1el3M+YplTIhBnyCazRWXl0lkMj1E0dKDyA5UHouUdwm2GZzLAGAyfuzuJQvM2Zo6Y0sWjzccZKh4DqxHs9xUtxn418EYmUMeb/w8g0EM216ysSyyYmxiWAeErzLs3wbEDMNAv29iNovg+yb6fRPtdhpnZwGOjw202wGGQ9Wdmc0C+/tAoaA6NXd2gDgG8nlgNgP6fcWSeZ4CZ5MJYJoKbOkWszBUYC6RAFxXAbqXLzeA7MuqDQjb1Ka+gqLU8TaPv40JW+9qXE/U1zsjKcHonVb635hzxTt8Pqbd7iOKKhgOl6Z+LmDslOOiAUC61VZDJYEwNEXGm8/nKJVKwhwMh0PkcjmMxzN4XhEff+xjNstgPE7j0SMT7fYQ19cFdLs2Li/TKJVcFAoJPH06QxgmZZvJoFDeq9frYvyP4xi9Xg+GESOXS2AyiRcsWwqp1DPkcnWMxzbOzpIoFAYCKugJu7y8hGVZEsBKkMQcNIKVYrGIyWQiRn6yekdHRyJh0bsGqEW83W4DwMJbpzLYyP4RgLEZ4uOPI/T7DbTbS98Z2bDd3V14nif7mGAGAHx/ma5vGGkkkxY+ueph4gfwwwh+GOFv/OjlAmh7aLdTYrafTCZwHGdFtqPni7Mhp9MpPE8l31P+IoA6P5/DdcfY3i7B86YrgbDT6VR8ioVCQQKBJ5MJptMpSqWSnAP0ZLHrkt6nXC4nzRIEPDwOyTzyOKdkreeL6Sb822RCSoVkqtaZsc93UqagXnbZLLD+2mQMb5InX2XY14GYAmsROh2gVjNh2yZsO0KjYeLhQwvVaoDDwxj1egLJpIe9PaBcVsCpXAZqNcWAbW0poFUoKLasUlEAzTAU2Lq6Uo+7uFD/3e+r/89kVPRGOo2Fz1C9zmCgfhbDMDb1BWoDwja1qa+g9Lv119WrYin4WroUSe/U+kVa98SQpSALprNn+kDnRCKBq6sArjvH0VEephnC95djfZR5vwbPm4iERCM1F2qCQrVdhjAzpmlKLli5XEa/30c6nV4EpmZQrw8wm6UwHBaQSEzRbAK12gAPHyaRz7dx//4Ozs5cDIczxHENgCdAjPMH4zjGwcEBxuMx2u02KpWKLPhbW3P4/g7+0T8aIp1WQ7SLxQC1WhKZzCVqNUMW2+l0iuvra1QqFXkNJsIDkIU+itS4pdlMMV+z2WyR1WXITEeCxCAIUC6XFyyeK/lrajuKEjVAORXAAtBFaDbzSKeP0Wpl0OvZ6HTyePkyxHyeluR0siOUCi0riWp1R8BJq9VHLpeC5XsII7XAW4aBO9UiEokE0ukJymULZ2fLuZ2TyURmRebzeQFbBB8ET7qfS0liMa6v2/jooxI8z0OzmcHFRVrkVv0YpreLBnMekwQj/FwEZPTt6TlZOlDia7OTl6/B19fz9W6TJ/XSM8xukim5HwxDMU/V6upw8JuM+2x2IKBd347bfGLLcz5Gr2egUolgmp9nyvL53Epw603sWqWiwNZNVS4D8zmwvQ0cHgL37qn/rlTU3/hTKgGNhvo3k1n+PpVaArLBQDFtm3qz2oCwTW3qK6i3YcJeJ0Xq7Jd+oV5nuCgXskORi5XekaU/VxmkU5jNetjdLcI0DWQyAYAEut0IjhOh1wOazQw6nTlc10K3GyKRWAI8fRv4L0HgbDYTGY8eM0BdtJtNtTgXCgN88EFGWDLKWq1WC+NxHr4P2LaFctlFpTKXyIdldlle2BF2SFarVYmTqNcjNBoOslnVjRnHI2SzsSTgsxOSwJYxEmRxCHCYrs8uQeXryuHwcEcM9QyLpY+L7BIN7vQJkQmiBEnTu2EYcBwHvV4GtZpi+Q4Ph9jfD5HPd7C1VYNhqOkEetQCgUcmkwIwE+CYSjl4/NjF/a0a/rU/9Es4qtn4fe/t48/+8nvodoHjY2A0SsAwLJEM2YDApg96stLpNAaDgbBWjuOIjA0Anc4M1Woavj9FpVLB1lYCvj+VEU+UdnXzeDKZFEmbYavM3OJnZIwGvXVkgNnFSamcv+fxT9DM80sPLdbZMdZt3Ypk124CY75vwraX3cc6eOPPOhgimPR9/1bAddPvHQeo1WKY5lJu1Zk/euTIHL5tZEUqpUDXTcn+67WIv1upZHIVrMXxKigbDLBg2d9qs74RtQFhm9rUl1xfVjQFsMwC4125nn20DvLIWOiLDx/HCzWN2Msh0QlMpwPUajV5TqEAVKsJxPEMOztpWFaMSgWoVi2Uy0C77cudPyWmOFYDl3u97sr4Icp0AGT8EBkXghTbjoU5y+VyKBQK8DwPw2GEctnHgwdZDIdDAWCe54n5nRlROqDRx+okEiMAkZj21SBvG61WC4ZhiPzI7SWDSE8Yt5kLMn1SSpqr4c6dpDAbBwcH4uHi90afWrPZRKVSgeu6wipxoHll4aJWAbY7mEwC+L4nwJKsjucl4HkGbNtGPp/HcDjEaDSSEU+UN8ng7e5mcPduHWdnFo4yMf5Pf/KfwL/xh34JV6d5eF4C3/52EXfvmmg2J/A8T1glgmF2nuoDsDnSiccSvVqOM8f2dlFYOKb0M8RWN+KT4dLHJHmeJ7K77/sroa6pVEoy5vTORga5EtSQbeINBo35BFw6G6fHQfCcva10MBZFBrpdA2dnETqdOTKZpa+SoIvnoJ57pgMrXVZfn/94m2HfslZvuHSvGn+nz8HUm29+GqWzZPwpFpUHbR2cfdOTNTYgbFOb+pLrbaTI1wG22WwmCw8AWVBueo4u43AR4H/HcQzHMdDtRuj3Y4zHCTiOiVRqIp4VAHKXH4Y+LCuUjCudQUgmVXcWFwu1wKbhOCZcdyy5WWQyCCDv3buHdruNZDIpI30ajQYGg4F4hSh3drsFZLMtiXHIZDLiiZrNZiiXy+KfiqJIOjmDIJCsrHq9LkGhHH+jZ4CNRiNJvKevin6fUqkkLBYBAuciVqtVnJ4msL8f4Pr6WpgsMoAEWgQs9ChxrJMuywEq/sJxHHQ6xUV2VwstZ4y/8A9P8Bd/PMS/+6s/gF0qY2/PRbGYxLNnSfR67kqKfa1WE/BF5i2VSsG2Y9y5k8X19dLbZZoTvP9+ShZuApnJZCJgixEgZFZ4TOssJMdFffKJg/feszGdutoUhwxsOyn+QH6vBE7sSq3VatpxlRTGV/eepdNp5PN5YbnYOAEsDfN65ArPBXak8jzjDx9LdmvdO3ZbKX+bhVrNQDptoNFY9YzpnZQAVgD9ukRJdpHnuP6+uk8MABxH+bbWmW+dEdP9dLwxuomJ+2mWYaimgHVwNhwqw/83tTYgbFOb+pLrbaIpePd/UxG86Ob4dfaLF2RdDlw35hMszWY+isUQu7s5FAohajULnc41ms2mPHc+n8uFnJ6xJdBSC1ytlobjRPI41zVg21lkMlMUCnNZBLiIU44kYGLSvmmaKBaLuLq6kpDUKIrgOB5su4j5fOnL4udwXVeiH3RW8OrqCnfu3EEURSIz0ljO2ZW7u7vwfV+ysRgkypDaYrEoMhG38+TkBFEUiWRGP5ZlGbAsQ4ZAk9nwfR+1Wk0yr66vr5FIJGR7C4WCxErQ7N7pdNDtlvHgQQr5vPKY/erxAP2pWsw/azv4+y+vF4B6jExmjslkJCOaDg8P5Ttmsj9lWnUcerh/v4JORzGKBIVxHEsQqu/7aDabGI/HkuPF7DBAAQVKrWRuTdPEYGCgVMpgNuvCMAzZ762WgXJZSZV6QwdBC31b9FfpQaRktng8kNkkECTjpUuSOjNE9o2/52fg+aCDMQLQdXbsto7KKAK6XROAhVRqybqugzF2UgIQloygSAdGlFjZTKHX0iMXg5eTm4CYDtp4blA+/zok6VcqSs7s9ZQv7ZtWGxC2qU19yfU2cuSbdEXqni8uUiw994tyDQABU/rFmotfNpsVhoPBoXEcizzE16d/ZT3EUoVvzhGGSfR6M1gWYNtJeQ9GHRCAzWYzAV4EOq7rolwuC2uVz+cxnU5RLBbx+LGHg4PlwOJOpyMMA+c1xnEsAMp1XZimid3dXVxeXsooIT26II5jiXzgdqTTaXQ6Hfl8DBWdTqeI41gyqYrFooA9sg2lkoNeLy/jiriAh2GISqUiURbcv8rX48igcC7WBKulko3xeChJ8rP5HORGYsSIDXMRhprBfK5GSDFglp2SURRhdzeP0aiOq6sE4thYSK4NuO4czeYMnhehXFbyHpsPuPizU5TsK7s/s9ksGo0GWq0WfN8XZnI2m+HycoJKRUVUkOlSnqxYGFwClfF4LOCO2WL8fnjMUuImiGX8BR9LmZdAkYwr2TU9tJfghDcQ/L3e1MLvbD2L7zbv2NWV8k8lk0vGSj9ndDBGeVBvYtFZMd2fyWP186yYBcNYNeyvAzHecPEY1Bk5nn/veqXTQLWqYi8W1s5vTG1A2KY29SWWntn1uuLF9rbH65KL/ngdtLE7iuGtevaQ/rhOZ4ZCIZaFn8nwHNCs5EpHuuHorSEjRrMzgEXXo4nRCJhMpqjVstIBR6BAloWSFxeefD6PbreLRCIh/51Op0WKVJlaE0wmBqrVKtLptASscjA4xy3VajWkUik8fvwY9+7dQ7fbFZZkMln6nBh/QNCSy+VWgB+jA+hzIkBlRhrnPTqOI0xZPp+F7ytAOBgMUKmo4NfxeCyhqzobQq8UB1kTAPV6vUUjwBBPnyo2bjQa4VfulJGxDKQsEzulAv7wz78P3/dxdmZhMOgKs0b2jQv53l4ee3s+7t7N4uXLCI7j4OHDAoLAWnRiprC7q4z7yWRSYjP4XVPGzufz4m0j67S1tSWy7mAwwGefjbC1VYFpRmKOZ5PC9naEk5O8ACQCBzaJTKfTlVwwzuPkzQTBML1/3Ie8CWDsBW9O+H2RdWLHqw5QdIlOB2QEMjo4InDU2THfj5DNLmMd+n31M50aK6/F85Lgluclzw9Al/2XEqXOihF0OQ5QKn3eJ6YDsfVuUfroKIXrM1jf9SoWlWTZ7X5zOiw3IGxTm/oS61Um+7d5LBcCSjB6YCuw2knFxUPvzOKd92AAtNtAEPiwLIi0F0WRmON54ab5OY5jATz67Ei+Ptk0254imw2F9fJ9X8IpKSnFcSzddAR7rutia2tLgBrlIyail8szdLumhIZeXwNXV2mcn6vOPUpeURSh1+sJWHJdF7VaDfl8HqenpwIAAcjoIHrJuO9c18VgMEAqlUK73ZYOSQKyWq2GwWAA27YlF43bWq0GcJyssC3szuz1etINenh4uEhU91a6RnVA3e/3EUUOxmMLrVYW/b6FasrEX/xnfgn/8b/wT+M/+tP/A0T+DGdnHny/g6OjhERiAMqb1e12BQgqFmSKMJyjXq+jWg3RbAZ4/DjCzk4GnucIUGa4rOd5Mq6JwJ6sFQE2PUzD4QiffDLH9raNvT0IqCVAms1msG0LUWQIeGdcCT1s5XJZwL3uXdKT9XVApRvdaYRnUaIkIOO28nhjbAjlTz3UVfdR6oCMf9MZ4GTSQKnEEWKx5GwZhpLSZrNl7MZtYAxY5pjpna3rrBjBNaBeX7+5YunWBL0TmoCMjDeDl78ulUioXLMgUCD3FTa9n4nagLBNbepLLC5gb1KvAmG8u9fzo24KTeXrkGnRoyOUyRzIZn3kcpE8JgiCFRmNr0F2QTfjcwEZjUaoVCpyZ01JSZfh+Po668CFHFDp5vT6KD/RYKVTjAu4YvZGuLzMo93OIZGY4MGDJGazgfiyarUaut0uAEiHHpkmAj4u1v1+H/V6XRLnk8kkKpUK5vO5DAEnO0OpiyN46B9jJya3cTKZoFJJYzRy4XkNOE4JL18auL5OCuCiJEpAR7AYhmp0EZP4ATUK6OFDE0HwFL4/QhTtoZDLwk6aSC4W9V4vwN5eTiRILrbD4RB7e3vyfU2nU7TbAebzJfOUTMb48MMkstkZZrOZfA52jeqBomyoYJ4ZTftXV1Ocnyfw9GmMDz5IIZ8PBfRxwacvbDKZoNEY49NPTSSTWWEwyXARhPCYJjNULpdFrtWzs3h88XzhEHEeLwR6OiDjuUCPFm8q+LPeKUnWkkBqnR1bl/14w5PJKCktihQY8328FowRhNMywIwz/l7dzFgIw8lKI8F6sOtNQIzglaw0Je6vEyMGqEDZUkmxYj/LXrENCNvUpn4K9SZSJNvwWfpdun7x5f+TLSAAUuwD0G6PJYKBCy3H55Dd6PV6sniWSiVZwPi+BGlcgPh73XDMz8Lfc7HnAhbHsbAg9AjZti2LODsNC4UCtrbmsKwems0Jms2CyIk0HlPGGgwGKBaLwh50u13M53Ps7OyIfFgulyX2giOUOBw7lUrB9X38YDxCN5nAxcUFisXiSvMAvw/d0M19XK/Pcf9+Aru7Ifb2fJTLES4vi/D9JSM5HA6RSqXQ6XQwnU4RBAHu3r2LWq22YhDv9/uI4xjVahJhaKLdzuHiIrMyQoYeJHqgJpMY6XQJT59aODkxcHGRwJMneTjOCI8eKUBM0EOpK5fLod1uI5vNChule6zI3JHhpCwYRVnkcmPs7Xmo16vyPJq/6ePi953Px3jwYI5WKy1dk5TAGSlBlpcjiXSDPeVF3WDPfUVmcz2glN8LsOxO1GVIAhl9OLceHrv+WAI7fvd6ev56Z2U2G6NaVSN/+J3pYIzMNtll7nud5dLB2GxmoVbLfi7KQs/907eD1xUyYrx+8P2/Dt6w9TJNoF5Xqf1fw81/o9qAsE1t6kuqt+mKfNVj+Tca8/XU+3XQpneyAZCAVAKAZBLwvKnkZhmGCgRlKKru0eH28HFsBPA8T5ghnTkjINMXI8o9vLtncOlwOFxhp7pdlSfGhTWOY4xGI1moqtUqPO8SpVIJlUoF/X4f+XweAOT5BJXVahWj0UhiDciIMc0+m80K6KI8NhgMEMcx7GoV/0k4w38T+vhrRohf9yeSD0YARRmSERO2bcuMy0wmI4tcHMfI5YBGY4DjY+DZM+BXf7UFw7gLz2vg/DwB1/XFh8f5i67rotPpIAgCNJvNxdDxGPfuWTg4CHB+HuOzz2ao11W+mj7C5+zMwmiUwZ07E+zuBjg6MlEo+KjVlt2pDEwleOF3zKw4zq7UOxSz2Sw6nY7EhygzvoHp1JDUfHY2KoC2BAV8TdU4EcP3PXjecg4k35+5Zgqwqe3zPE8mD/D1eJzyHNADVOmfIujQOyB1czoZLD53HWTxmOb76nlkOni7iZ1b944VCtHn5irqDQG8qVkPeNUbFNR2LMGk7nHj6/H9uC90IKY/hqw19/fXsSoVBcJ+FudVbkDYpjb1JRUvqm/62NuiKQi6eFHl/9/EgAFY6SYDlhff2Qzo9WYolyO5kNNgXq1WRdpkHpbvq9E+/Bxc1AaDgYzf4fuzS40eHt18zMWcQapk3wgqye5RquPAafpj6GNhi70aMp3G9rbyrzG5PZVK4ejoCBcXF+LDIphIJBLY2tr6nAzIjkcuyNeWiZkBzE0ToWHgtw2ILMuuRkqc1WoVjuNgd3dXJEkyNWwKUAsycPduhLt3I/z8z1v48MMcGg0Pe3sRRqM0zs9TeP68D9/3haWKogjNZlMAQC6XE2bwgw/S2NnxUSopWWwwGCCXq+Px4znu3Suj2ZzJa6j9PEez2RTzP48LvUmAAAyAyMyU9kajETqdDnZ3d5HNZmGaJi4vx5jNgHTalUYHAnt+h5wuUCqVZLRTMpnE/n6MFy/mEilB4KM3MlAqJLCgsVyX5dcN+jTjs6FA95et3xzoo7t0QEUGimBKZxoJwHSGjM8nSOexTq8WAVkqFcHzPp87xvflsULApb8eQeFksgSFescxGWp+Pv299SYD3f+mR7W8S9lhb1OLMaxwnJ/udnzZtQFhm9rUl1Q6SHldvaqLkovJOvu17jfT7/zZ3abLl5NJhDheJtEDkCBRnU1g+z4XVYI9bkcQBDIDkt1u+ufgQk+DPUtfbGnuzmTUiCIGfdLbQxlGXyhKpZKwN/O5jUZDLV6MTeDCRBYJUDJWo9GQhZISGD1Do9EIxWJRPlsmCBBSXgJQT6iQ1eFwuDIqajKZSCMDTfgEN5PJRJjBXC6He/fu4fLyEpVKBYVCQXxnyaSFRiNAo+HCcaaYzUoSZru/vy+SHVm7QqEAx3FWFl01j/IOTk4meO89C/m8J74iAtZ6vS7bw9BWSnrb29uyPTrDR+ZVX+TVMWKi3y/i/NyDbTuLOZFDlEolFAoFCaQl4Mpms9JBSfCtvqsIrZYamM7tJUAhW6X7uPgYsrFsiODxqUdQcI4oQYkusfL45vm2Dor4HAIjHtMEeTzeeYwTZK0DMn3boyhCLgdMp7fnjhEg6Q0FPOcBUwZ1k+nm90mWm80d64Z9nZXj9YHfJYG69zWmk3I5FWfR7/+0t+TLqw0I29SmvoS6SSq8rV5lyGeX47oUyb/pjAAZAP5dn/kHAFEUIIqCFbPy1dUVtra2xOjPyAUuOGTnaOzlAsduPxrX2W6vS0HKF7NkWJipxdE7qVRKgEUYhiJjEYSxY5P7kozIZBJiNlMAkXEQBHE//vGPZWGK4xiNRkNkSzWCqYCzszOUy2X5DFEUYTQaod/v47sHd/BH0nk0DBMPEin8iXJVIiSYm8ZQV4bA0oBOiZbfE/cJgQeDT3u9nhwjTNa3bQ+WFePyMhYzOxd8jp/ivmy329LJ2Wg00Omk0GioyI5yuSwAl8wcF9vJRJm6i8WiyLkEJuyK5XffarWQTqeF+eJx0GrFyOdd7Oz4EjQLLFP/dbM7n0fwxRgQ9XkdzGZ1iQ5hBy7nXPLYIWjm+7D5g4/RDe165yRvRMicAcs0fe57HRDpMp4OzHQ2jGCL70GGed0Xxu3Su3EVOzwHLWs6cNPfj/uQQG40CtDrRdjeTiCZXDKAZAV5TvA406XSdXlUv56Q/eQ2fB1CXG+rdFpFhHQ6PxudkxsQtqlNfQn1tlLkq7oi6Z3hHS5flwuJzozpYGi9BgMPmYwpYIFsiW3bcnGmJEYmgYuCvlgR2JFNoheHrA09QPQWEUgwmJUeNEqSBEkM4SSDN5vNFvJhBqenPk5PTThOBWdnDZTLbXS7Xezv76NQKGA8HuPq6gqmqYJqq9WqeL+437rdrvJ92bbIrgwprdfrMqz6PRj413cO8KeKFWzZRYmaAIDhcCiLMP1fZKe47dlsVhY4glsAAi6LxaLMqyQ4aTQauLjoIJ02Ua1W0ev1RPakL4zbmsvlcHl5iUKhgFKpgmzWFNmW78X5kZST+b1ub28LwCqXy5K3xgV7Ngvx+LGDbjclUSKAiWSygskkQBgmMRq1hV0pFAqoVCqYTqeyH0xTjW3iaCcykHEcS2epCsIFgkAxmQCkWUSPVwHUUHY1lcCSxg4eo/r5oce1cC4lQZjeJKJHvfD/dfCkR1HcxJTpLBlfUwdHeuekDsjG4wR6vWXjBZ97EzumOmgtGEYStdrydbnNfH9OfODxyOOA+1OXXHUgRnBIRnsymXxtZUlgGWPR7QJf448BYAPCNrWpL6XexpS/7u1a/5suO+rsms5c6N4r+pJ07woAzOeBSIyU0EqlEgCI1EN2iDIbPwdlizAMxZCuL1AMTKXvC8DKQsrPwG3TQUsymUS5XJa4CsdxxItUrVbx2WdAJjPF3t4cpdIAjx6NcHZmYT4vi6x6fHwM27ZlSHg6ncbW1pbMpKQ8BkBM5v1+H9lsFpVKBePxGIVCQaRN7kfDMKTDkgstvWZbW1vigfM8D7ZtSzArYynIRnJ2ZCqVElDB71Y1GsxgGEUcHOSE+SLg4gI8nU5FGi2XyzBNEx9/PMb+vvLbcX9SyiWjNp/78LypSNRRFImPiyB1OBzi+XMD7baJet0AkMXLlzHOz028fAlMpzH6/TSSyVhYK+bAjcfjlUgLHv+MROA+IjvDfVWteri4WJrsaarn/ieY0sN+yXICS/aN/im+L4eB38RQ8bjUIynWX48/OiBbZ6x4/uleMv6Ov+f7EwQ1mxHGY8BxTIxGFi4vY7Rac/R6EQYDYDQy0elECMMI3W6MVAqw7dWsMV1m19k4ysY81sgg66zhTYwYWVB+L1/nMgzVOek4X+/OyQ0I29SmvqR6EznyVWCNDBkXJP0OluBLB2GAAkb6eCIuJipaAEgksvK4breLer0u26BLEpSF9M/Bjiwmy+vhmgBkbNB4PBYgRDBBAMO8Kd3AHEUmOp0s+v0lWzYajRZ5XwkYxhRB4AnLBkT48MMsXNdAHBvo9XpoNBrynMPDQ/FwkR3gexLg0b9E8AVAWC1+JgIlMjeKnfDEd2SaJvb29uSxrutiOp2KJFgul1Eul0V+ZRzHZDJBu91GIpFArVbD9fU1bNvC7m4G02kJhmGg1WoJA8a5kpw5yQyuXK6OIHARx6FIxxcXFwhDNYlg6dtr4/Q0LfIegeJkMsHpaYizMwMnJ0ncuZPH7m6MRCLC/fsGajUX9foE3/lOAanUCFtbASqVqQzZZuYUj0HLskRudBxHwDZjLnjM8HhVwF116+kSNmVrAnSyXrqvSTfbAxD/IRsndCZalx71c+t1dRMo0xnhV/m6eL7wd/xsyWSMchkolWJMJkC9bqJWs1AqxcjlApTLMS4vgWQyRjK5KpPyJuYmMEYWjjdAPEZ0tlrvAOV+0TPT9EDYr3N93TsnNyBsU5v6CUs3wL6uXiVF6nfrwCpjpr+H3v2kP0/3x6iLcYBiUUl/4/F4cWFPywJBRsS2bbnr58WbCyJ9PpSxeOFPpVJagvpQsrv0GXg04fPOmwzK1ZWN/X0DcZzH48chRqM0PvsshOtu4fx8hlIpjbOzORzHEQCxt7eHROIKz59PkMlkUCwWhQEhg8L3tCwLw+Fwkepvr/h46LMaDAbSOZnJZFCv18X/xn1fKBSQyWQEuOnhrhyQzUWvWq0CUJLQYDDAbDbD/fv3MR6PcX5+jmw2i1qthrOzM9n31WoFQbBkTijT+r4vUmSlUsFkksCnn1o4O5vg4cMlqwYswQinC3S7XRSLOezuTnFykoHrThdxHx5++EMPxWKM3d0QDx4YSCbHKwwoF20u+mT1KIEVCoWVjl5KwZTGdAaVw7/pFysWi4vB4gZms2VnILsq+b5kHgnqfd8XBk6PddAfz20hWNMZM/6N58nyRuD2Id2sZbfr0pt1Gyhb95KpfWMglzMWrKZK2ef5y+0yDKBSidDrLf1cOhPH19VjY4DllAAAK9MqeMPA7deBGLeXNyVBEHxtIyvWq1hU/rCvIxDbgLBNbeonLFL9b/rY25gw3nnr8RAsXaLkYkIQtA7eCEzKZROua6HXi9DtDhFFFQwG1koMBNkaXvgTiYSAEZrO9c9ICaNYLAq7wJgBXQak+Zqfl4tfIpFYjLSZ48GDEiqVLs7Pbdh2C4eHc6RSSRSLE/R6IwFPhUIBvV4PnU4Fh4eZxVgcW6REjhEaDFSifrVaxWQyEaaODQnMS2IsBLvNyD6y44xgkt4ZSra5XA6WZaHVauGDDz6QTlN2e1YqFQRBgOvra+zs7GA6naLT6cAwDJFffd9HsVhEt5vEeDzF9rYyzicSCbTb7ZUFulgsotPx4TgZfPvbOZTLI/lcLN0jpQeyNhoV3L0boN1O4ckTH8fHFj76yEaxuPQb6v4+Spd6gCjzxTzP+1zXo84WMf6DHaucjMDYk2QyKV2p1WqMdjsSaZTHCCVMAjddfuOMSAIUfl42iVAu1QeSr9+wEFyvM1dL6X5+I7BaN+3rIOtVoEx1plrY2lLvd3Fh4OBg6QfT/Z2ZjIH5fHmzRZZ7/XUJxnQmXO96pDRMVkyPmuFj9UYDnYX+Wah8XvnDvm49BxsQtqlN/YT1Ko+XXq+TIvUwS2Zv6e/Bu379Qs67df3vlNCKxTxKpQip1BSzmYWdnRSSyVjeS0/u1tm18XgsIIRGe7Ie9B5RhlofkkxwyMWSniT1+km0Wj5MMy0sBwD8wi/MpWHANIF/9I+6yOUMVCoVnJ6eyud/770CXFcFqR4fH4shniwN2QKyWIyVoGeK5n09goGSL7efC9l0OhWvUi6Xk47V4XCIer2Ofr8v+4hhsfTm6CwD5cAnT/o4Pk5gMChhMCjBdU3YtpJ6FTBVXZdnZ2cwDDV0XC2SMbJZF4YxkwYL7tv+ok+fUR6UCjngutPpYGfHx9bWFL/4i3WYZiSgicfLaDRCqVQSaZrSajqdFgZT79bk/qYUTJBCppPAPZ/Po9VqyTHBzxlFc8TxcrIDj1+G1wLLUT46gNIz2YAlQOKxS6C83tTC85K/J/DR5ft1xktnotgAsO4P4zasS5g6cLLtCIYRLzppLbTbloB/XVKM4xi5XAzfX27TOgDTt2kdjHE/8PjV5VzuE+5Lff+w8YHy989C2baSJr9OKusGhG1qUz9B3XRxvq3epCuSF2Bdall/Pz1fCVjOotOlRLbLK1/UADs7+UVQaohWy0e3a+L8PFgwWKueM32hSiaTCxkpL4skpadkMonBYIB8Pi+sGp9HdoTMTBRF6PfVsOhq1YNpmsJkDYeq63E4HKJScZBOX+Du3byY7MlYvf/+FuJ4jJcvlR+rXC7Dtm0x2AOQjshMJoOtra0VVoEMz2g0kggQJuu7rismcEZnjMdjCX8lIzQej4XxmkwmqNVqspi1Wi0ZjaRLSfP5HI4TYW9vip0dHwcHEWq1Lra3t2VoNlkhAEilChIGGwRpWFYgQIlsHrA0hZMV0hsg+v0+KpWKfJ800pONWx/bw89BuZks13A4RK1Wk+OPMh9vJpbep6SwZNzHZLt00LfuW9I/E79HympkyZbhpZMVCZiAn+cOc910v+S6JHeTN2yd8dJBFT8Pj6FXecTWn1upLH1l29sRRqMI/f4yRFX3fG1tGUgkVlky3ZagS6g6EOf3ys/MGzeec7wx0G/udOY0m82KhP6zUqUSMB5/feZNbkDYpjb1E9SXIUXqbAK76tZZMAIkXmzpm9GBG9kqQHmF9KBJAoVkMkSlYqBaDVEsRvC8NHq9ZdSF4zhiSufdNZkQ13VXTOt8bbJLZB5o5h8OhxgMYnS7Zbx8WUKh4GJvL48wHK+AxEQigWaziZcvX8qCwNebz+col8vIZrOLBXoMwIRlNcQHRjagVqshm82KXysMQ7iuK54mfiYuREEQCNCjLEkQUyqV0Ov1YJqmGN4p+VSrVcxmMwF5CmD2ZXt4PPC7nk4NeF4XzWZThqfrg6p938eTJ96CIauh0wGePUuj3c6jXI6QSkGyysg+MbKCYKbT6WA2m0kQLRsTdMYJWE5qIKvHsVL8XjmLk8caJU6CBoIYys4MluX+zeVyIj/yPev1unjM2G2rQKyBTsfC+fmSreTr0dtEQEIwQemN3yF/dPaLIEVnp7kPuD/0mxm9dO8UgM+xZq9ivnS2Sn89wMSLFyYaDRPlMj73WB2Q6aBPv4FYB2R6J6dpmpLlR/CmS+x68O26pEsWdjqd/szIkoAy6w+Haqj6u14bELapTf0E9abRFK+SLPWxRJQodGCnXzT5GuuP48WXYIEX9n6/L54vSo1kp/L5JKrVJHx/2aWmD93mYgUs5wHqIZ/0ndRqNWGiUqmUeMQmkwmGQwP1+hDf+56FfH4ujJLruiIZ0tuWzWZxfn6+2LY8ut0udnd3kclk4DiOsD3b28D1tYtUqo5KpYJcLifsXDabFVaFbBUAMb1TbiRYIqszHA5hWZb4yLjY0atEoz+3kUO++f04i1kqNKDTrB4EAY6PZ3jwQHnmKpWK7E/TNJHNZuE4LkajGer1Md57L439fRN37rh4//00KhUl041GI2xtbUnorGEYApiSySTOz8+FeWPMBR9HoBdFEfL5vAAwsm/0EBHE67EQjEBgphxlPx53OlijPM3f2bYtr63YmiRevAAcZ4qLiwR8P4ViMYbjWDg9BY6PAdddGvrpS6QUTMnSNFXXKhsyCK7oZ9SjXPTjWAdf62BLr7dht28CZtwvURRhMIjw5EmEg4MI5fLrfWUABJCRJePn0zPA+Hi90YDflz5jk+c69w/9dfp+SaVSC59i92udHbZetRrQ6737ga4bELapTf0EpXuxXlWv64rUM4CA1bgLMkx6Qr4u1fCCygssTchxrIZiK6+VKfKT7pNJpy3k8zG6XVN8N1zcyD5QLkokEissGLsLOXyZ42v4/gQ29EmlUik4jiNSGE3wADBNJPAfDDr4Pww7+GS7CcdxBFgRKEynUwRBgHq9jvfey8L3bcxmy0WKHi2yNWSouO/JCHIOpp7sPx6PUVwMp2NwLNm1Vqsl3wOlRu5/gqFCoYBarYZ+vy8gMIoiTCYzmObSQO15nsztDMNwEQYbI4oU21UqlQT49ft9AdPM+aJcuLu7CwBwHAenp6d49OiRsF+u6wrY5PHRbrclGHXZvTeR3DUO0ubQbzJjuj+LsjDlL0aR6Plwas6ngZcvTVhWHrNZANct4ckTH91uhG99K4d790JUqy5KpRnq9QLq9SHu3DFw/776jk5Pl+fJusymM2X8PY9Zyp06QNG/K92nuF46KHuT8/lVRaB1cWHC80y8/76JZPLzJn6+323sms7AUaLVmUBeK8h48vjQ9wtfwzCMlU5iPfKD4DyTyaDdbv9En/1dKwKxd7k2IGxTm/qC9Sp2a71uA2G6FKmPK7rpffRFgiGVfC4XVQIWAGKwp1mboIlyJ5mSdDpCLmeg2w3heerz8C6ZF3zP85DP51fa4g3DEKaDcib9Y8PhcNG1ZiCK1EJeKBTQ6XRQqVRgWRZ6vR7iOEapVMJf+O3voxXOEZomHlvA80j5fZrNJhKJBOr1On7nd0aYTg/Q75sYj8sYDn34/tLYTbBH8AlA3ufo6EjmPXJf6x15XNj5HQRBgHQ6jUqlgm63CwDChhUKBcnzok/uzp07AmKZ/D+bzXB6auIXfmFH4jPICiUSCTHzp1Ip1GoJdLtLPx8BkOd54l0zDBUkS8DO5gjKwSqodS5jk3TT9mQygeu6K54t+onYREBWk981ZWiCW8pZnH5A/5U+yuriAnj+3MF3vlNAv2/h+jqFQmGMw0PgwQPForJzkr47PXJidzeFra05rq+XeVgETQRaBBL6ecFzQb8p4f+vS358Pb0j8nWy4qtKyceKyTs+Br7/ffX/1SqwwMq3ypk8x/Sf9cfyMXwd3X/H64N+rvKGiFI/A3p5s8JZsXqobhzHEmL8sxJbAahA12Lx3R76vQFhm9rUF6xXsVt6vYkUyTvW9SHcLJ0hUwzLROQw/UKuy5WO40g0QiqVEjaLC7MCIhGGwxiWFSy6sxQA1Ds1uUizC48LoGVZsvC7ritG6TiOMRioYc253AjzeQVXV2m8eOHDspJytz4YDFCtVtHtdjEDoC95I38mr9vtdhezHrvY2/Pg+2MUCmNUqx2022NZcPQh4ZSrCF4oGxuGITlbzOMClgs8ADHuUxZbyrdKyuNIoVarhUqlIp2Nk8kExWJRZjVeXFzg53++iasrC6NRHR9/3EY+n5fZiOVyWb7PXC7CdLqcbjCbzcSoTiZzPp+L4Z1eLvqBisWiSIH8bik5Oo4jkxK4T8gSAsDV1ZWwcPz+uD+4b3UTPI/ppc9QAZvzc8Cyxnj4MLuYYBDg4CBCMrn0VRH46361dDotoFAd2yGSSVOOU8tS0xQoFeveNMqRBBKMqiBLyfNGlyb5Pes5Ym8KkKIogucpifHFC/WvZcW4fx84PFQ/9Tpw/74aNv26ep2cqUum+t/1xg+dDdQBGcEY9xG/K9M05Vwhc8zX3t7exvn5+c+ULJlMAqb57nZMbkDYpjb1BYsL0evqTaRIgiO9KwpYer24GFLKo1eGj+GMPnbzUXojM8D/Zzca2aDRKEQmA8xmJtJpYD5fmtO54NILVCgURBLkyCFdQqUMxxR6lS+VxtGRhUbDQ7Ua4Pg4D8eZr3jXcrkc/vS9B0gZJpIAyqaFpqvCYVW2VBWuC9y920Q6nYZtx8hmk4iihHixKNcy24ugqNvtolar4erqaqWrlNtNea9QUB2JZKq4UFGmI+PE/6cEyTE+vu+j2+2u+KsUeJng6MhAodCGYShfWK/XE0CrcprmOD6Osb29nElIRk5nodrtNlKpFBqNxkrkAoGm3mE7mUxQLpfRbrfF+6VnnjGc1vM8GWcVRWqwue6rIzOnd1/yJoE+LR5L0ymQTM5E1qVEzmgNsjHj8ViYRnY6ZrPZRTdogHI5gTCMcHpqot8PRPIcDAYrTQQE2mQ3CWB5rvBveh4YsBpi+iq262aAZOL83MTDhybu3lX/lkpLsOb7EYCfjFl7XROA/jp6FzUBGb2OwNKzx7mt3Hf6aCge9wT0pVIJFxcXb7StX5cqFN7dINc3a+va1KY29YWLUt166VIkFyQuovpzuaDzgqsPiQaWsgoXK8NQo33YvWdZloSnAhBfTDKZXHhJpqjVlPRVKsXw/UjYjVqtJrIm5bFisShxFNlsFr1eT+7KuVhSFrt7964W1lnF9bWDcrkksiTlkPfyNv7NO/cwsUzkpjPYiyR3elQuLpL4zndKIoMq0FXCRx8pULC1tYXhcCjJ6mRVSqUSTNMUcNHr9WQ/07/GhPfRaLRIqJ/I8Ovz83MUCgUBsByyrSfx61IoYxe2t7dFsqQMWK0WUSqpZgFKPonEHVxcXOLDDxNIp1MiY25tbaHX64m0fHp6KiOMCKrp0ZvP5+h0Omg2m2JMZxREsViUyIparYZOpyPeQOZD8ZhjNhqnI+geQYI4dt2yWzWfz8vfczkPrluR9HbmVanPufTkEQDxXxVTMhQwMZvN0GzGsKwkzs4inJwY8H0DppnB1VUf1WoaW1vJle4/vbP4VZ2PlOj0ZhgAK9ujd0SuVxQB2oQveV1WpwPs7Cjm5fPPfTMgdls8zU1s+k2flc/VR56R2aIUySYUNtiQEctkMiiXy3j58iXG47Gw7Zv66mrDhG1qU1+g3rQr8iajPWvd/3UTs8ZFQo/C0M3vXBxN05SZfTSd64O9aUxm55wCFQZMM1wJtdTDImn0pWGbi54e4qoHnlI2CsNQgKJt2+j3+0ilUvjssxiVykjeL5fLyUI9Go1QLxTw3b195Be+q1KpJIZiyojsqlQLZSRsj2masg0chzOZTNBsNoU1qlQqK6OM6J/zfV8M6hxTxAw0XcIJwxC9Xk+ATTKZRLvdFoAXRRHOz8+lM9Q0TWEPVbhrjG63gPNzEy9ezPHZZwWkUlNUqxMx1Y/HY4nAACDp/WyI4OBuABKKms/nhW3SYzZqtRpyuZwwa1xkyVKS2Wo0GitsEpmsYrEowIVjhMhi0XdH1m0ymaBUAqpVC6enpvjqdEBD8Mj3J8umJ7rrMqMCoyaazQn29kLs7ka4dy+Ji4uRSMuU2cnk0D/nuu7nmE+eL9wm3djO417/+03nbSLx6tiDIABucBMAuF32fFMZ9CZm7SbWbH2byUAStJN1536jtB0EAfr9Pnzfx/7+Pj777LPbP+jXsFKpd1OS3ICwTW3qC5R+YX/d426TIm8aJ3LTY3hR1uUWfcYhF0V6dhgoqvt5yHpxsVegJoZpetI1R/aIpl0yC/STTCYTAV28mLMbrVAoSLcfJbf9/X1Mp1NhUGq1FrrdLNptSEclt5mSGhdHeq+UDNhAsWhJqj4AXF9fo1AI0Ostu8Bs25ZB0qPRSDrK2JCgd3oSdBHY0IwOQACmPjyZ+7DZbMrn5QBvPp9ysfLCKd8YP4PyqrnY3p6hWh3jW98q4qOPgONjT16fwbeDwQCO48iiOhwOVyIgCDwACDAlcGNcRy6Xg+M4wgyVSiXEcYwnTxwMBlV0OgMBYvyeCdDpBeMxxu+JQJA+QAI6veOy2cwIGKTnbT6fS1MHpTK+JyNPKA9zlicfw2OB/jeeL0zn57nBaQ7AsiuYgE+/MdG7JtkBy/1/048OHJevtQqE3lRmfNP6ScHaTcyYPvibzSCMXOE1hN+P67pwHAfb29v49U9+B3/9+Lfwm92TL/Uz/jQql3s3JckNCNvUpr5ArXu3bqvbQBhBl94VuS5F8n10rxg9NHoyNgABMfR+sEuQTBolImApj6oRMkufGV8/lUrJHEY+VpenaP42TZU7xsWZkobe9UdQBqhuzUePMgjDKQaDKsJQdUzqswaZL8X9ofxcAb773T0AkMHWaqxPBMcZoNPJ4rPPZnjxIkKvV8FsNkOpVFqJ4yB4YT4Yjfb8lx1zo9FIgBfBRr/fx87ODnK5HMrlsrB8/F6n06l0lT148AAAZDB6v99HqVTC3t4e0uk02u02DMNAPm/j9NRCOm3A82yRCx3HkW5W27ZV08KisxIAarUaut0uoiiSrrdEIiHRH+yM5HdHKVRtYxbFYgG23cV/8es9/Hs/6uNP/8f/Lf7ekzPxCBHw8HvWZWvKWGRPKGVx/5FVDIIZ4tiQxxM08FjvjMb4/otLePOluZzsqx6oSmZTB1Lttolq1RKfJLv/9JsN7iuyRATT/M4SiYTc0PC99eBX/Yc5cnyM75sAlnIhz01uYxCEeP48RLd7M6j7Mn9uAls3MWP6dUB/LP+eSqWQy+UEwJMVe96+wL/0+L/Cv/WDv4E/+/f+M/y1l7/12uvdpt6+NiBsU5t6y7rNL3LT44Cbpch1Jk3v4tJ/R7aMCz6fx9fUDfmAyo2ih0lPy2fQKv1jjC3gYsQiI0ZQwjtnPRBSjyUYDodoNpvS2RmGIY6Pj3FwcCCeIwIDMivb2xncvWvg+XMTjuOt/J2DwGn4VrMZlS+tVquhUCig3+/L4lcuB/jggwJ2dnxksy14nrPwFDXlMxBYEkhyvzHigQZ5dlUyD6zf74uZPZvNolKpyN/15HtKpdVqVRLj8/k8rq+vZWHTQU4QGPjkkzkODwMcHiYABDg9Vd9xrVZDGKrE+16vJ/s+CALUajXZx4y7UF6snCymTKrnvEsyG8oXF2F3N4lcsYjfHABer4hRN49/8//5Q1xdqQWZ3xewDLRlEwX9btwG7jN2I1K6tW0D4/Gyi5EMZyKRwA9fnOF/9dd+Df/23/yH+Of+r/8lnl11V+Ij+FgyYzz+gASeP48RBBNUq6awx5xdmsvl8PHHMzx9GuDyMoWrqyy63aEc17rMvn5OqsYWFSvRaql/nz5dyo7cJt8HLi4MHB5+HuzwMzx4YOHePQuuezOo+zJ/1j8DWT5KwfzhdeBVP2y2IRtp2zaexCOEcYRpNMc0DPCfv/iNV1ztvh5lWe/eOKONMX9Tm3rLelMp8lW+McpdBBtkCvR4Cj1ygnf+623sZLi4aA2HQ+zu7sqCSYaK8o5ubJ9Op2g0bFkoASX10IPFRVTvpCKQ08NAyVb4vo/hcCjS1tnZGfb39yXpfHd3Vzrx5nMf3/lODs+emTCMJdijjMjP1+2OUavtIJ+PcX19jXK5jEwmI2xZq9XCwcEBarUa2u02gmCCODZxdXW16Kp0Zeg02alutyuAg4Z8fo52u42joyMkEgk8edJCOp2HYRRhmhlhhwhEAMC2bZyenkpyPXO84ljlLhEc8XO32xP4fhmVyjmy2Z3FkG8X+XwVcawaKnK5nHivxuMxEokEKpWKAOFCoYDhcIgwDAVwEygVi0XpdrNtG2dnZ8LetdsjZDIRev0+rJwH04hgJiIkTBP5QoSzsxSqVbW9rutKEC/ZLsdxhB0ClGxLkEeAqqTANOr1GabTuRx/ZEb/Pz94gkmgVkFjHuKv//oP8a//sT+wYogny/uDH0TIZAyEYQqpVIyjI0MYNt1POZsF+OyzEFtbJjIZb+EntPCjH03wy7+cRyJh4vw8xngcwDSBO3cMtNshqlV1TLtuAo4T4M4dYDw2UK9HCMMYjx/HMAzAshgYa+HoCHiT9IYwfLPHva54g0TweJsJ/1W/W2ft1iVUPeqCkm46ncaj2i7w0gSiCCnTwgel7Z/8A/2Uy7aBwQAol3/aW7KsDRO2qU29Zb2pKf+m4FVgCa74OgRkwOoFlMZmgi6dxQIgeVeFQgEAxFBOCUJFRGQFPOmvPZ36sKzl2BQCKdM04TiOMGsEiVwk2QWoohVGAg4CAP/ffgd/+flT2I2GsDiZTAb1el0GM5umiXq9vvAvZdDtusjlCsLmMW+sXC4vPi9QLObQ7/dF3stkMqhUKjIn0XEU+6VGG1nI5Y7EqzYej1dALv1E9CnRJ1csFnF2dgbbttFut1EoFHBx4aHTGeB736vjRz+aYzqdYjqdSgcjAVij0RCwxM7QdDotr39xcaHlq9Wwva1iPnq9ngDB3d0khsOUSF/83jignBIbc80oAc7nc+lUZSMFjwVAzW1UwKmAfD6Bq6srvOyNkEnNYSYiWKaBP/N7PkCpaKJen+Ply1AaEhgZwfma4/FYuj3J0jI2g36kVstCs7mcOamb803TRCWTRMpSx3MqYaFh58TPRfDI4/zOHSCbDfHgQRK7uwZOTgycnpo4O7MwHsdotWZ4+jTE8XGIw8MImYwvzQO5XA57exN8+mmEFy9M1GoWHj400Wwm8eyZiULBxNVVFs+eAb6fwN27JpJJC9VqYiFhWnj0yEQ2q5ite/csHB2tMlG6EV4/ty4vY6RS8edAzxf54Wtzf9Kbp4+T0iXT2xh6Ai167ugHo+TLawybQDzPw/10BX/u5/8IvlvZxx+78138b77zB197zdvU29eGCdvUpr5AvakceZsUSXDzqsdRRqNnjJIfzen6eBkAaLfb2NraWukK03OnFFsVYzRKoN+foNHIrFzs6akZj8doNpsSkUATM7BMIOf/cwH+V//u38aTQQ/zYh7XvWv8hw8eILcYpm1ZlrAxxWJRGBMV2zDAxcUW7twJxCiuG4lNEwiCSAAJO+roISOI7Pf78DwPhcIcw2EC87mDXC6HUqmEs7OzlUDL4XAoIIY/29vbAjJzuSJevPAxmwG7ux6ACLVahIuLENmsh1qthuFwKECHUqlhqCT63d1dAbWWpRL7G43GojPTxePHE3z721Xx9SSTSXheiFRKMTylUgmTyQSj0UgCVMmQEcyl02lhzPL5PKrVKubzubB09OupZgUTL14EODxM4+wqj//sR0/gL4iQci6D/9F/77uLcUQBDMOS/Ld2u41GowHHcUSmol+OXamUPgEsmBQDtr2cN6r7IQ3DwB/+6AiX7gy/c9bBP35vB3/i934HCWs59YAyI6CYpJcvYwRBEvN5gIcPMzCMEFEEdLsG0mkTDx9GC5O+JU0Ay+5cEwcHY9i2iUwmAmAgnw/w8KGS7vb3I8xmc6TTAXw/kuOJgFFJ1Sbm8+V5ett1gGBJdWwaiCLVSfk2dZPJn7+7ydOlXzMIsl73+usBsDoAY0MOb5hKpRL+qNHAH73z3bf7IJt6q9qAsE1t6i1Kj3N4Vb0uoJWgQA8OXS+9XZ6yIF+XjAEXQPp06PGiEV2fiajkrDkMI4FsdoZMJiuSJdk5+kqYW8a7ZjJUXOzH4/GS4cpm8Wm/pxLvTRPDKEJ/NoUBrHhN+v0+ms2myHcnJycAIqRSL/D8+R6SSQeO08aDBw8wHA4X0Qcxut0WyuW0eKDm87kEd3IOIzOrrq4i2LaHdnsqeVsMj221kvB9oN3Owfct7O0lZOEtFosL/8weJpMkRqMfolrtIZ1uwjRNzGYJVCojYSOGwyGm0ym+973vCTtFAMbuS3Y8FotF2a8vX47w0Uc2Go0GHj9+jGazieNjE5blwrZVRyK9aMwAK5fLIgXu7OwIY5TP55FOp3F1dSVdr4zQIBDJZDJ4/jxCJvMCYVjANFztnht40xXfWTabF8+Znr9FBoXAjscsgSbBMGAJsCQLSeDe6/VgIMb/7p/5/dJYEIUh/MVrsLszjmMMBiZ8P8KHH0a4uIhwdORjPl96u3Z2UpjPY0TRMqaCNx1xrKI+FJt5gffff3/lRoedprpPjIyQ7s1U224hkVhK9W9SzabKCzs/j7Gzc3Pn5G2y4E1S4qsYrlfVOujSGxVu2hZ2nNq2fePUjp+V+gK78iutjRy5qU29Rel5Xa+qV3VF6tKfHhqpgzvGTqwHSuqGfAACwgaDASqVivzdcRyJR+CMQPU6EYIghGFYMpaHd9G+70tSut6iT1YqDENJhCdrEccx8tksDgo2LAAGgGIyCXM6E2M+wSG79uI4RrFYxGg0klDTjz5KYzRKwvO2kEhUFxEGZdRqe0inHezu7mIymaBSqaBWq8lsQw4GZ1ZWHGcAuCtSTqVSw8lJAun0BB9+mEU6fYXRyJSOQpWyb2A2u4PDwwTC8DkMQ2WiUTqtVl34/r546chAsZtzOByiXC4LaOGwbnZzEnCbpgIBvV5PzPXVagaAimugET6bzaJer6NUKskcTna/cr+7rovRaIRGo4HLy0sJky0UCqhUKiiXywuwPMd0WkUqlUE6CnCvVkAmYSGTTOCf/YUPBAAdHydweLjswE0kEuj3+yJNEtAzX4rHDqMkABVSqndS8vOwCaRUKkkziW7yJ2DwPA+TyQzt9hxbWzEyGeCjjyxcXGREsubxzMDRQqGAZrMJ27aFJY2iCP3hEP9t7yn+b8//Ac68wQoAuUmGv4ltuun8fd3PfD5HqRQgmQxxfn67zEgfFn94Tq1Lnm8KwNaN+bQR6K+/fgPJDld20ebz+Z9pAAYAX3KiyE9cGyZsU5t6i1oHS2/7OMYm6HfB+oLAIkPGnCuawrlo8L+5eIzHY+zt7cnFl/8yFZtAqtsNsbWVQBSZsj16VxpT1plDRc/JaDQSwKcDPNu24Xke/o+/+Hvxl37wfURxjD/z0Xdxr9lEu90Wz5brusLoMGuLXZgcB1QoDNBs5uA4E0wmKQwGMb773Qjn50r2G41GODg4EN9Tr7ccYwMAzeY2Xry4XEl29zwP43Ed778/wfV1D0FgIwxDbG8H8LzDhYzZRDKZxt27QDKZQDKVwg/DABeFLN6D8smUSgVMJmN0uwWkUtdoNpuSxXV4eChxFrlcDr7vYzweYzgcYjQaoVqtChtZrdYBhCI1qmPEw5MnMY6OYkm0t20bvV4PtVpNGCI9ER6AjKDie9LLxsR/zoHMZEI0GmN88kkShpHBv/iPHWGSLaFWLuHAzuO3f9tFMmlhZ2eZtO+6ruzzSqUio5bYgEHAQSbM87wFQ7vqB2NulQD2xfxNMrb8/vmcZDKJ588DPHiQAMAssgCJxHJ8FrDaOcx/Kd1Xq1V0Oh38xed/F782vUT04gn+8ulv4r/5p/4XqGbyKwB9PZSYrN4SGGIFnL2uM5rgyjAM1Ouq0/INCbS3Lj0nje99E9P1queyW1iPO9nU725t9vimNvWGdZNkeFO9yrjPu1N9dAqAFcO9nnkEQBZ3jpMhC8YASxrpaRR2XVdAGw32vNtXyeIZJJNpMUCzI5KgkSwFvWaUAOlVosF3MplIblU6ivDPHd1HNptFehF/Ydu2MHn0mVxeXqJcLqPT6Yi81Ww20Wq1kMlkUKvV4LpDPHy4Lf4eBqOS8VJdkAGur+swDDVbUW2bhWp1gn4/Whi0DZydBUinZ6hW0xiEc/yd509xNffxT1pzJJMuHj1K4/zcxM5OD5NJBN8P8f9LWfjt0ELUqOH/Murj3/F9HJbL6HSeYjBI4969Anq9Hj75ZIhqdRu5nCcxCcoTlMLl5SUACJC+uLjAvXv3kMmYCIKBBJLS01cqqZT9KIpQq9UwGo1kZNRwOMTR0ZE0BhSLRfR6PYmEYHJ9uVxeYTLL5TI8z8PFxQVqtRrSaRcff5zGRx/ti+fnyZMx7t8HMpnEAkAUJLaATFocx+JB48gmSq4ELMpDBjSby2T8+Xwu8x0JIAHF4rIhhREgBGzquFLhoZPJRDpb5/OEMIq88SCQIIAKgkDeL5VK4cdhH3NjkYoP4Ef9c/y+rQdyvnG7KfvqifkENoVCjNEohm2/vSz44oUa5P1llM6icdu4PW8Culh6zAz3J4/DN5Vbv+61kSM3tamvaf2kUiQv+np35E2PI/ggW8ALP4ER2TQyYYPBAOVyeSWYlQsnL6xhGGIyCZBOp8STRkBIWZRgj6CJWVOTyURABtkILpiU58i2setqOp2KNJRMJrG7uytdXYZhSLffdDrFxcUFrq+vYRiGAAiGz5qmiWKxKGGmfF/F8Ezx3ntpFIt9NJsTPHwIDIdd5PN5bG1tLQDQFO+9l8QUwF8aD/G3Zh4+2d3Cr2dSSKcnGI8tRNFUPDGGYeDH0wlCw0BsmggQ48QdYTgc4vLyEvO5at9//BhoNJJ4+DCJ4TBAp5MVZo9AKZFIiCdNRWOEmM8DiRYBVKirku2U/6rf70tOGDsTlWneEo9Wv9/HeDzGYDCQqA6CP5r42STQ7/eRy+XQbrcxHI7RbNaEtfr+968RBEVE0TIHjM0eBFC6V5DHFRdwPdA0kUjg6iqE4yTR6RgruVVkWHK5HCzLQrFYlOeS4ctms0in8wsvmpqRydiPXi+J3V1r5UaDgEmPbEkmkzJU3bZtfNveRnKxxIVxhAd2Q1gznd3ia/HY1OXAWs3CYPB2siCgYhBs++YZkm9S67lfBJq6vKib6l9XujeMDTBki79JAOxdrA0TtqlNvWExeuB1RRBx0/MJwl4la/COV89Y4utSCuKIHcZQENQxmgFYSgxBEMPzYnS7Y+zvF+Sun4s3L/AApEOQ/pFEIiHmfZrBu92upGyTeSA44mtQNuU2Uo6r1+swTTX65vz8HJVKZZGVpTxjV1dXiOMYrVYLALC1tQXDMNBqtbC7u6tJkT1sbe3j44/HqNfvIwj6kveVzWbRaDTQap0hCFQzwzNniAhAbBiILQs/9qf4FbOEdtvF0ZGBq6sr3L17F57n4TCTwVPPQ2QAMQzs20VcXl6iUqmgWt3HZ58NsbsbYmenupC/Qriuj9NT5btSBucEgAROT0ewrBIymTqSyQA7OxFMc5kDlslkFh2aI1xf51EoFISFYu5bNpuV/cnoDmavOY4jI4sIwpjVpvu1LMuCbVdwfp5EMpnHkycxHj4soVAI4HlJ6Twlq8jvlUGzDEUl6M4uOl8Z1GpZFr797Ri5XAJXVyrqotk0BCTqzR88pnicX1/PMJ0Cl5dAtWogkVDhqWSHXXeOnZ0UwjAtAJ4ghawyP28cq3mgrVYL/+rB78WD8hY68wn+x/f+cewWKrINPF+4XQSXqqlFbYt6vQjNpgEgfuU5u17lspIim803evhKDhg/F9/rbZiu9dI9aIwBIdgkgPumATDDUL6wd4UR24CwTW3qDetNLsJvIkXSL6P7W/i69HvpwEtnywiIyEZ1u100Gg0BbOyMJNiZz0O02wZsGygU5iteGHZQ0hfGu2XOPKSZfDabCUPFhY534TTf5/N5Wcg4NmkwGCCKImHX9G40mskZV0GA0ev1xBxMb1IYLgc+s5lApdpHqNfVotzrVdHpfAbTNEWynUyKuHs3gzAcYyeTRbQAmhaA/URqIcXmYRgqYX82m6FWq+EPvniBvx0BcTaNP7K9BysI0F3MwiwWx0gkgHI5J/tyOBzi0aNtXF4m0GyOYZqJhUzswzD6ODo6QjodLI4N1dlKVnAymWA2m6HRCGDbFl68qCOX8zAajZDP50XSZXcsM7t00zu/E7JnqVQKFxcX4p9jZtnWVh39/im63S08eBChUMisgGidSSU4LBaLMpqKBnsylnwe33MymSxAXBpB4OHqysT2NgS8kzHleKN8Po9nzyIUCsDBQYS7d1MIwxjJ5LIbUd0cJOVzzmYh+v00xmMTjhPj4UMfqVRC8q1msxnOz89RLBZh2zb+p+E2CoXCioRHIEaAEoYGOp20hMuq7QESCQNRRHny7UAYANRqqkuyXv/833QmTs/hA34y0MVazxljjh0ZaD0E+ptWjgPk81+dV+9t65v3DWxqU1+g3tSQ/yZS5LoRX39tPTtKT8inNKGn6rM7jdIkJaL5fI5sNru4qMdIpyOYpi+ZX5Q0wzBGrwecn/viLyLTpjN5ZJiYms5oBM6SZKcg5z1yAWBSPLvYuIDT6M/XYfQFsGTRJpMJisWibFej0cBgMEC/38ezZ89W2JpSKUYiMYPr2isdk9/9bhbTqYXxOIRtGPjnSzV8mEjhl7M5/Kn6FqLIRSZzibOz3OK9LTx+fIap4+CP15v4nzR2sJtUnXj0w7luhCgaiYEdgERCvP++iRcvllEL3W5XmCAGknLB5ffHxyqmSslDhUITg8FApiEQiLXbbW0+YyDdggxM1bvr0uk0BoOByGj8fkqlEB9+qI4fAvpsNgvHcZBOp+U4071RzIvzPA+DwUAA+2w2W2FfdYY3mw0QRep9uM1sIlDPTeLpUwN37yZQr7Nb0EAqtQwQ5rYfHBg4O0ui08ni/DyAbYeIohkePAA6nbTsv8lkIs0JpVJJthNYRk4AgOuq/LGzMwvHx8DVFbC9bSyAoInt7QiWtfSF8ft6U08oq1wGul3IOc4fdj7zZ70z8ictfg9ku8fjsUjawJL5+iYCMAAIgneHBQM2IGxTm3qjelXul163MWG6j2sd0OnZY5Qj6NNipxXlG8MwZCHr9/siW9HPQ9aKbBUAWFYAz1OgTzFwSXS7IVzXRLE4R6mkFibOHmQWFkGD8l8paZPgiQ0BvGvn43WzeCaTwWAwQLPZFPBGs3W/34dhGKhWq5hMJqhWqysSCcEJM8kajYYMpQYgktZoNILruuj3HYThFDs7O+j1egJgDw9T6PdVQOuHlSr+VLWBP97YQXYh52WzJZimi1bLx9OnIc7ORhgMKiiVGnjxwkQymUUYKvBare7j9DRAqaSGdVuWJZ2iKtvKlUYCNk+k02kx1E+nU5FLAUiyO1mt6XSKR4/ScBwDo1ENvp+Q95nNZrJfbduW/RAEgcR3+L4vpnf+nRMOMpkM2u02qtWq5HeROaXnr9frAVBxJ4zL4LHADkJ+3zyWyZCR8SQQV9+VGjOkHyOpVArn54Dvp3H37hyWtWRreLNBoL5kc2bY2/OxvR3g3r0MslkDcawaG9Jp4PnzEJ9+OsHTp654whgiTO8jt1mxxybu3Ilx966Jg4MI+/sQ9o3n4xfJ5WLxHO71IiQSN4Mu3Xf2ZRVBHs8hNlVkMhnZv7qX7pta5fIX9+p9FfUObcqmNvXu1nqExG2Pue3ixgskO8F0QKfftepSn84I0OhOrxazgOgNY7ZTt9sVA/uy23GK2cxYDKg20OtFKBQi5HKcf5iG78eS20QWjaBLSTQKWPCCThau3++jXq+LNKYn9DuOI+Atm81KzEUUReh0OmLopqmcd+tkfiixkkUJw1CksTiOZXTRfD7HyYmPZHIoUi0fl05b6HQmOD834TgNtNtbcBwLZ2cjDIdH8P0GPK8M152i0XBgWdcol0e4uDBQrY7QbicwGqWQSOziyZMBvvWtrIxjiiIVODocDtHpdBCGM2xtBRiNbGGnCAAY+8Hf+b4v4590uTcIAmxtRdjfn8M0K3jyJEK7PUQqlUKhUJDB4voEBbKb/X4fnU4HvV4Ptm1jNpuJhBkEAXK5nGSbFQoFOb54XNJ8TwaJr53L5UQG5ZgqAn+9SUOfM5pIJLC7O8PlZVZ8aXEc4+LCQC4XYH/fksHpLAI7Suo640cTP4+ZRCKCZcWo1UJUqyNsb89Qq+XRaiXlGCUbq5vax+MY2exyKLduuOeNhC4VvknpoajsDFWNHjGq1fhz+V9fdungi+fMZDKR84kgl5/zmwbAFmk7Uu8SCwZsQNimNvWl1W1sGX/PheC2O1H97zrrAChJUB8Rw3BW3SzNO30+Rl8sOfg4ikwUCgHiOBQvlupEhHQH8vnszmMILIdhA0vQp/vJ+C/ZMibk9/t9GSzNTDAyHmQIyVxxGgCZL26jnj2lAwV+5sNDE+12UWIZstksLi4ucHZ2hr29MYrFIQqFEEdHQKczh+8bqFZD7O7GeP/9MRoNA91uF67rolTKY38/gG1n8f77Ofh+BNc1UC4PZb9yMdXT5I+Pj2FZEzjOROTS+Xwun11fhMnUkLXS4wJGo9GCverj4MDHixceLi8VKKJnjplrlUoFtm1LDMRoNBKgx8HfzJErl8vodrsiYepAn2GqZMAASEOADsAZlKpnaRGIMcQXYLBwjGRyeZMxGCiA02zmxBxOeZ3y7mQyWfEk8nvXJXwFwE10OnMZxq66cg1YVlI8dHzfZDKJ4+MA8znQalm4vFx6G/kvzz+C5leVDrh0GZY/BF2eZ8FxrJ+IVXuT7dBZRJ394vegR8980wDYkydArwccH6vIkHexvlnfyKY29QXqVWZ7vV4Fwsga3PZavKDe5BMDIH4vyisKLJRW7tw9zxODvL64Tqc5pFImBoMZ4jgpd+vAcoQLc5boBeNCNp1OUalUJNSR3hp6gWjQ5gJMQz0BVqlUgmEYkpJeqVRweXkpfjCCAnp6CKIqlYp04VUqFbiuKx4kfjb+qx6v8vqVRJWWgNTRaCRM0eXlCPO5g1Kph1otRCqVRxSp/LFisYhzb4xPph4S+Rym06nMbaxUbNy/r6YTHB8fS2TAMsNqDsdxhBHUpUiOWPI8D2GoBl7P53MZtcMA016vJ9lwZC04Mup732tgPh/gxQsDppkTMMSuSMqv7KR0XVey44bDIYrFogB1Nmzk83mMRiPprAUgYJI+PxrdAch26gGpeniqLuGR0VPfsY/LSwWELi9j7O0tjzk9GkXl15krzJoOvvRUfhWl4uPqarISW5HJAKaZkW3QWa4oSuLFizkOD4Gf+zlz5fjhYwhS9CwuvtZtgItAT2e6+Ho7O8DiNPtSS++g5GckgOW5pN/s6Qb9b1I9ewYcHgK7u+rfvT0Fynz/q/levmhtQNimNvWaojfrVfUqKZIXzfWAVj6P8h6wzCzS3288HsvdPgCZk8gLLVkwAJLlRRZNeXQMmGYCUTTH9rYlPiDFmKQWZmGVb1WtVgVkcUwNE9Ep89D8P5vNRJ7iYkCQSVmUgKPf78O2bbiuK5+PIIb7h0Gc7CDVwav+LxcXSm3qrn853omG9tFoJF2P5fJ9xLGH2UyFzbZaLUwmU5nH+QwR/rIZ4wfbTfwHwx5mhoHxeBsnJwYqlZQwduz6HA6Hwraw+4++vGo1id/6rRT6/SF6vR4mkwl2d3flc+Xzefl8lCErlYqEl/q+j1wuh8FgsAidHaNQMFAqdXF1FeDly1gaJegnu76+RjqdRr1el9l/tm0LcKH3jJES3EeMLGAenA4ACSYpCTKLjsBzMglwfJzAyUmMwWAqfkd+NgWGAduO8Ru/YWF3dy7fNY8DZlXpWV18zHqHH5sGfN/HJ59Msb0dixwPKMP5wYFiPfROxtNTZby/f98EMF9hwXjOscjEBkEg5+ebgq71KhbVgn9y8spLxxuXDg51FpPsF6V+soU6+/5NA2DHxwp06ROYUing7l0VTzEe//S2bb02IGxTm3pNvUln5KtYMB1Qrbe56xdNPSqAd/6GYchiTImh0+mgVqvJ82ncB7ByIfY8b7EYh2g0kkil1EWcC3E+n8d4bKDd9pHJrHZqTSYTjEYjlMtlWYR1sKQ3GuggjGGf7Jgkg8JYhm63K543Ltr8XASU9KRxASQzQxCWy+VkXqMCBQaePQtx/35efGetVksW9Gq1Cs+bII6TEmHR7/dxeJjF06dqQfsbrSvMDSBMWJghxgsjRi6Xws6Oj0zGXelCHAwGODo6Qi6XEwBmWWr2ZrlcRqtl4oMPPNTrVVQqFdTrdbRaLZEaPc+TeX30vJFNI/NEeZKLq2VZaDQa2NqaY28PuLrK4fo6lKYA7nuCLjZP8Ltgx6u+XwuFAhzHwXQ6laHcjuOsSL9kgWjOZ5OAYRhot7M4OgpxcGBiODRweZnC6amJZ8/mODtLwvNMnJ9HuLqK8PM/H8IwAvHFcWIA2TACcH0sl85K8fwYL1bPBw9i9HpJvHhhIgwN6Ri2rHAx4sjE+bmSoGwbyGaXFgBdBiZjS4DFv+ugS73u60HXenkeEIbAnTuf/5tmhXuj0vcB35/BwBz7pMvz+uf7pgEwQMWDDAaf/30iAWxtvVvzIzcgbFObekW9aSfRq7oidfZoHajpEgeZMr4OF4HpdLrCtAAQgMFxQ1zIdNmG8qI+a5IyIrcjkYhg2xGSySUA031dbCQgYCJ7wv/WX5ePYdgrpUEucvoopFwuh36/L2wQF2TOfeQ201M1nU4lRqFcLktERi6Xw4sXwM7OGOWyAg+UTpVfqIHTUwtxHOLRozx838fl5SWCIEC5nEKlMkU6fYBGKr1yMawkkhKBwe/i/v37+P7JMU5SCXQXXYvLzsgErq8zODkx0On0MRh0VkJ7KW9SNgyCAMViUaRblc5ek25DwzBQKpVQKBTQarVQKBREevN9D3t7M2SzCfz4xxN4XiR/7/f7iKII29vbAjBoyuf+p4Ge+17/fvW5kAT34/EY1Wp15ZhQDJoh0RLVqo+9vTnu3bOwvT3D+++ncHU1RqEQotkcIZNJoFgsyjFMaV1nPOmFTKfTKzKaDlIplyaTSezszHHvnoHT0wjttiXH4e5ujJcvTeRyMe7eBapVU84J+hh1uVH3huksNEHhFwUxuRzw4AHw+LECZM+eKYbm+Fjlh/G/bwIL69cHSq4AJDeP55EuqQL43I3RN7EKBWAyAd6yx+KnUhsQtqlNvaLeRIrkBX79gsff0yR9EwjTJRd6q7hwE9CQTQJUUnylUhFQx9gJGqZ5QWaGFxmCdnuC2SyD6+sZer0IQZBHvx8jjgNZrHVZiNEG9ADxffTuNaas07tD3xMXLia4dzodFIvFFaaB3in6WHSJh6BkPam/0+kglUphb29P4hRarTT292cCOk5PT1fev9uN0Gx6uH+/giAI8GQ2xf8rmOB3SjbihIXJJIutLQv/dKGEe6aFWiKJP9rcwc/V6kinfTx+DAyHEwwGA/zdTgv/3sUJ/gtvhD/3/DNcLMYDzWYzTKczAQjVaoTBwBYfXy6Xw+7urox0qlarmE6naLfbmM1mAoood/q+L/uZxwwBaa1W0zx2Du7fN9BuRzg7M0TmjONYgByN+QQeBK4ExjxGOJc0mUxiOp3K/7PxgscxAOk4NM2EyM1k4WisD8MQe3smGo28dOwByyBSgkEyc/r8SJ5veqI9I044ZYCMLBDh/v0EJpNlplccx/jggxil0mrXIs+NZDIpNzP68UpDfSaTERZQP6+/CKDJZID331eS6P37ypuk+5QOD9XjnjxZfd5N4IvSN7teCWApO/Kx+mf6JtfhoWJCf/zjzzOPqRSwOAR+6rUBYZva1CvqTUz5r5Mi9Q6s9dJ9JsDng1sp++nRBvRmMUOKsgOjGyiNqeypGMOhBcBHrZZANjtDuQzs7GRRLEZIJn1ZbLjIUcakLEWvErvk2NnG9yIIpNGc0hI/HwEhWTQa0MfjMXZ2dlbAJOddUjItFAqYTqdwXReGYaBYLEqau2JxDIzHQ9knANBoNPDs2TM0Gg143hD1uhoG3vJ9/BXPwVU2g2d2Dv/p2QkAE67rYOY4+Nfe+xD/1r338MeP7iGOYxwe2shmkwgCJa3+1WdPEADwAcziGCdYguc7d7LY2pqiVnORy5UX0p4KaCWQGY1GKywPzeeUKCkHlstl8bx5nod6vS6gajqdikTseR4cx8HduynUahE++UT9rVKpiMwIQBorCHj0kUEEq9weMrcEfvw72U+Cl8tLE6nUXBjL8XgsNxCMGNEla4IfvWNXPzfIfvL1CdDI+PCGIJPJiI9NBx7r5wt9lpTj+HnJgLHzll2qumynS7Z6veo8fl29//7tfyuXgUpFJbnfBL742fgdkn0lYNWvM2/aRPRNKNNUwLdU+jwjlssppuxdqA0I29SmXlOvu6N8FQgDlp2GN40jobn7psdMp1PMZjOJINA73ciSUBbUpT61YJtwnATGYx/1uols1pLIBI5xIdvB53Bu4XS6NKyTsZjNZiKfceQMFysapmlm5qLKRZQMXS6XE9M/5aVGoyESWDablRiLbrcrpv/ZbIbBYIBqtSoggp16lrUMA6VcxoRwz/NQrY5xfa08bj0TsAh2DQMfXwQAphgOh8jlCjCMPQF52Wwex8cp7Oxk0Gw2Yds29vMFWOy2i2NsL5LmJ5OJdHfO5xFsO49azcPFhYqI4D4cDofCnBUKBViWJVIfgS5DbgEIqGFwLQGEYSwHnfN5cTzB7m4BnpeUEVAARJ5kwwZjSLLZrPi+yNbpY6z0bDq1fxWjysiH6+shKpW5TFPgTMv1Gw8Gk/J7J7gj+8XjlywYH2dZFkajEQCI9y6bza74JXWmKgjCFQ8XAZrOrvGHII2gRb9h4N94U0AmTr9J+iqqVotxfb3seGSRdSb7RRaSj+N+BN68i/tntS4ubv79bKYYyfV6V6TKDQjb1KZuKf0CfVu9Topc90zppd+Bk+VIae08k8lEDPRxHK+k1VPqmk6nskgpWclAqzXHaGSi2Uwimw3lQk1JiGyCLlvwok6mSy8yOWSqmONE0GgYhiTtc1HngksfD/1hnufBtm2cnJygUqlIFx8lS3rc6BmKogjX19cLma8qDECpVFq8hw9ADf5uNpswDJX3lcvlFrlXWTAj7W46C8QxLADmKI8PUmmUSlNEUQrDYQ1hqFLrO50ORqMqjo5iFItzOQ7+7N0H+K5dwk46g3/x0Yc4yqr3aDQauL6+XkRRhJjNhotuwghXVzPZr4VCAZPJRI6JdDqNXq8nw8vJFnLcE03XDC2lx8x1Xcznc9i2DQDSTVmrAe12JCGd9Pg5jiPdtYwQ4ffuOM4Ko0RgP5vN8PTpFK5bw5MnPi4vgdFINSUYhoH9/RjtthoPxO0jYAAg0h6PGR146SwV2SjO0CSj2ev1pHOSn5ugSPd3scplNSOVTBv/Ttb2JmaLkq8e+cBt4vvq2/lFWbBXlc7O7eyYeP58eR0hwDZNU7L79Bs+3b/2swrA1v1yx8dqugewCqLOzpTE+OzZ8ndXV8CPfqTmgK5XEADaZLafam1A2KY2dUsRSLzuMTdd/HRGYN04yyIo0ke08P246JJJcF0XudxyaDTN77oMFwQhZrMYlUqMSsWAZZkrTBUHYOu5XvSZ6AZfAindVL/0ASnPCYEft9HzPEynUxSLRZEy2erPXCpuh23buLi4EFBFPxSZCXrACDrb7bYsQuz6pHG9UvFxeRkLa6N3n3ImYjKpZj8mfB//UrGGP2SX8T+sF/H7c00Mh2VMJkUcHgYolUx0OnUcHwPJpIcwnK0wjIVEAv/Gt76DP/+d7+FXGlvo9Xool8vY2dlBMpmEbdvo98dotc4XsvEEo5HaN+w4VaxlDqenJnw/QquVh+t6mE4NvHyZhOdlhNnLZDLCgpBVpUmdkwzoM0skEnBdF/fuJXB2lhCWhHlpk8lkEXWhDPwqP075+giAKPElk0l8+mmIeh2o1Vzs7gaoVkdIJtMYDss4OTFwfp7G7m4gEiGAFVDIY4VZZDwedLDHY503E/z+Pc8TSZtSN8OB6VskMFvKqiqIWA935XlIUM99qJfeDEOgpjN5+vH0ZYOw9Y7HQkH5mD79NIbrTsX/RiuCDg6BZZzN+jUoit7dYNK3radPVWPDdKr+3dlRIIxNDs+eKQYsitSgdEaUHB8rOfLRo9WYCtZopIZ4vwv1+mF4m9rUN7TeJJqCF8r14oWdnqqbpEgyTPRw6T4QduYxrmEwGGBnZ0cuxgRP9AelUim023PUakAcJ1aAHaVCAis+l91qfF+ya1zg9PEnOkNClon+IYKlyWQC27YFuFxfX4uUms1mcXZ2JuCNciVlJg4XZzccx+pcX18vhloXZCGdz+doNBqI4xjPnz9Hv99As7mc5VgsFmVMkuqiVHMRk8kkdgoF5B0HW3cq8DwXiUQC29sWkskShkMPOzsRksk8stkApmlJFhkB52QywcHBAfr9vmzj97//DIbxEJNJG/0+sLNjwPP6C/9OF9//PvALv7AlTND5eYBmc4LPPqthb+8CZ2cxkskU7t+P8PTpGONxEqlUCb6fXXixkgA8kZAZFMs5krZtYzQaYTgcwrZtJJM+Op0I+fySUQzDEKenp7BtG7lcDp1OBwDEY8QIkFQqhd/8TXfRfZlZWdxLJR+ZDEcsvYRpNpFMpjUW1lvxKxEQUWJkc4EuY+tgh0PO2YRC6Zzgja9BZpLgJJ1Oo9328eBBhDBcAifKnXz8bV2DBLsE23osBY/3L7P0rK/P1xwHBwFevrTwrW+lZD8QGCpZ24LjGAvg+flxar6vwMiTJwqA5PMKoHwd68MPVVPD9fXSV7e9vfoYx1GZbID6vGx2uK2m05vlyZ9WbUDYpjZ1Q73pXa9+p7z+XD2356YL7rrXZL0LimyAzgKsz9MjA+L7KeRycxhGcsUwT4AXBIEAGcdx5Lk0zZMB0bvYyGJEUSQsCQNdgaXnTY/A0KUt5oyRmaC00u12ZWA3f18ul2XMkeu6AtzOz8+xvbjqcrwPw0gNw8Dz5xNUKglcX0colRQ7VK/X4XkexuMx9vb28PTpFfb2kjKGybYb6PcLyGTU4PB2O4RtmzCMEtLpPuJYSZr37t1b2Q7dT6cHsPb7Br773TH6/RiGcQXLyqBcLi/GD6UwHJrodBw4Tg6dToytrQDzuY9czkClkkOhkF7EZtRQKHioVPIoFDzYtgIBl5cmwrCMVCpCr9eTfcD8tWq1KkbzwWCAcrmA589NPHhgrhw39XodcRyL+Z9djDxeZrMZTk5SePjQQjKZF1mansB8Pi+ewWazjna7jb29PQHV4/FYjiEyXQRKlMAJujiXkt2YjuOg2WzK9lDGpGdSn2eqT2WIoghnZ8D+vgXDiIXR4vGoh5rqTNI6EOPveUwS9LA7+cuoV4EvxoMoZjiFQsHCkycRTDNCMskbqhCGkUCpBBwdsaHndgny4UP1749+BFSr79bQ6jepiwuVbJ/JvBpYEYC9aU0mqhHiXamv2deyqU397tSbSJGv64p8FQCjiZ1Mgb4ocHGkrDcYDFCr1YTVIjDjHbqSGROYTKbio1KdkUuJh9IFpUN2henbk0wmZR4hWS+yCXw9+ru4oNK31Ov10Gw2JVm/3W7LwknTN5sJgiBANpsVCZQdcVxg2Yk3GAwQx7F0C3qeh3a7gOGwjM8+m+EHP+jj4GAXBwdDmGaIH/7QQTr9Hj7+eAjfV5+N+4DAYDbLwHVtpNMRhsM6Li/TME0b5+dzDIczWJYhkwI4YHowGCCXy6Fer0vWF/d7pxPh6Ki8aEAI0WjU4LqueLoMw8DOzhwnJzGKxQyOjgKUShZGo4xIvZz3eHp1hb836OHvts4wX3gBlf8qCc8LcX09W4l4aLVacvxQnk0kEuh2u9jbC3F6asj3lk6nxVvIhgACj8ePXYzHORSLRVSrPq6vIzHgU26mz6xcLsN1XemG5eQFHksEULyR0DsV9WYSADKQm/Mw+XeyowRNZLD0LmIA2vkSI5PBCvDS5W0eW/r5o3ux+HfdE8bPAixlwy9at3U8svSxTRw71GqpvLP79xPY34+wvx/h6MjC4SFQKsWf2xe31cWFCov9OgEwyo3lstr21zFbb1vvWnLH1+ir2dSmfvfqTfLBXgXCuIDoOUt66UZgvZUfWAIHLghkEnTAwnwnSjmp1BxBoN5HB3R6DhXfS++WAxQAozcoilTwJ2cH6n4Zmst1IzPb5sMwlO5Genw4ooeeNi4cXCgJ5Lig62n/XOCz2SwKhQKGQxVDkc9ncXRkIJm8wJ07Md57r7zoruzh6MjA0ZGBdHqAbjeBly9jnJ6a6HSAbtfGxUUSlmXj4cME8vkJ9vdDACEOD000m3WY5gSffqq8RTTE03tnWcpX1u12JUQ1n89jOs1iOr2AZVmoVCqqw7Ro4889/wx/YdTDPxyr+Il792JUq4HIxNNpAo8eZcXnN/N9/NvPH+M/PXmB//Dxx/h3fvTbsnCr7CofhqHkst3dXZimKble9HsxvkQdJyMAATodJTGTkaLZXIGkEGdnWezuZhHHPl68sNBup1CtqmOMgJqMrN65SNDAGwX+njceHLRO0EUgz05Sevscx0Eul0OpVJJ9TQmfIIk3ROv+rDiOcXmZQDYbI4qWHYPAcg6kzozpURZ8DP8bgDyWf+PveM69bennyW3s13Q6FTuBYviAH/94jp/7ORP5vLWS08fnvCkAcxz179syRT/N6nTUdqtZrV/Ne2xA2KY29TWom2TG9bqJ5eLzeKG86XW4SNGfRbmEwIRxDXEco9/vf07+46BuACI5Kpkwi1ZrjihKrsg6wDIXSY8RYFFq4gBodtSl02npbCMrRt8MGRBKlExSZ7BmsVgUI7hhGBgOhxI7kMvlJKDVMAyJlDBNU+RRffA290mxWFxJWOf+pj+LLFuxmEM+P8DRkYFGw8OdO23cv2+hVBrg8DAloMSyYuzsqA60vb05Pvqoinz+ApeXdQHYBCxM6E8kEuh0Osjn82i1IjSbqnOtUCgIS/gXn3yCdhRhDOD//PhjuKaaxTgej8Vov7Mzh+NUFh6uJIZxhHYQIAAwiyL8nfNTGWsUBAE6HQOJRA/FYlEytRhTkUgkkM1mZTwRgYxtu+j3lXdvMpkI4Mnn83Ac4PIyhXv3QuRyQL2eQK02RLM5lrgJ27YFtLNJw/d9uSlwXRdRFImniscSWUR9vinlNsqZs9kMvu+LH5A3C/l8Xro39eHylOR5DpAt2doysbt7O0tFWXFd9tdZMb2jUje+009H6fNtLAq69HjTdeQm9qvXi3B8PMe3vpVAMrlksNfjMd4EgEWR8lHt7r7RJr8zNRp9/bb5J60NCNvUptbqTQz5rxpTxAvnqzonKQ2SKSMDxM4/MhoEMgCka4wLHwBJlU8kEsjlTBSLcwAJtNvzFQA2n8+FBaGXiAsRF/MgCMRgr48Fms/nAvz4eShn8XUZP8HPTZBFkKnPfqQ3jUyEznLQeM7FKZ/Py+xMJr0TNPK/AaBYLCKK1GBogiXXdTGdTlGpVAQEEkRyceQim0gk8PTpBEGwh2r1Go1GQ8CGaZpw3Rw+++xqMUYogx/9aIT5PEahEGJ7e1uky1KpBGc+BxbrrgkDQ82TR7CaSpmS2xUEASqpNBKLxdoEcKdYWvH8jUZDGeBOQz4nEgDLmIrxeIxUKoXRaITZbIZSycX5uTqeCoWCgKnxOI+dHWWkz2QyGI1GKBYLAHyZnuB5nnwvBKU8vtmQ4nmesKc8Fng8ssOXNxyZTEaaCNiYQVBNDySPaQIZnkucCKGOpQCtFnB0FCKTwYqX6zagRJ/XesQFn6tLjmQN19mzNwFh6x2PN/2dgJPsF1//6irGw4cJuVnSU+9fxajdVKen75bv6U3KcdScz29abUDYpja1VrfJjOuPeVX4KgHWTa+jLwLrd+YMSNVN6LqZmfEQLAIP+msUqDKQSgVwXcjCw20ha8ULvWGopH3HcURa0mUhsnaKDcpiPl92m9H3Ayh/z3A4FBM1DfxkPQh2wjCUyAQC0FKpJBEXZFUYZVEoFHB9rUCRYtlChGEsQE3lcZUxGAxQKpUwGAxWAFEikUC/34dpmrBte8Ukzn1eqVRwfj5HKpVAMnmKg4OGfBa1/7MYjaYAUri4SGM6nSGOLQTBRBZKgtUgCPAn7z5A0jCQsSw8LJfxi3fvIYoidLtdGeStd83m83nMp1P8K7t38I9V6/iVwyP8+3/gnxS/mJJCy7BtW6S1OI4xHo8FHFBCTiQSGI/HyGazODw8RBxPMJ1OcHVF6TnGxx/PUauNUavVwPDTXC4n5niCKOZ26e/HJguyOLPZTPLskskkBoOBADQe5zyeAYisTABJsEGASKaLPj5Gq+js0slJjEePlqBMHzGks6Q3lQ7G9O5MYNlgAmBlIDbPifXH6/U63xdZabJqnAzB81DddFgrnaX6axNkvmkdHiof2LNnijWMotvDSV1XRVq8aoblV12eB7TbX30X55ecMvKl1KY7clObWit2A76qyP6sP29dgly/cNLrQtMzL8Rkgbigj0YjjEYj7O/vA4CAnSAIUCqVACx9MVwA9ZysMJwszOk5GAYkeZ+PHY1GCIIAzWZTRs4wy4vbSHBkmgmcnkbw/RQSiRjX1y4Mw0Y26yMMZ9ja2hK5ic9TXXrlFQM4Pys9RtymVCqFTCaD8/NzWbAbjYbImKlUQRb4RiODH/0ohm33cXioGK5kMolCoYDT01Ps7+/DcRzYti0LfK/Xw6NHj/DixQtZfNnpmEqlFv63AJa1j7OzNCqVCp49c9DpTHF0tINeb4xarYN63V50KE7RauWws6MkuUwmsxLl8XuyefzS7/8nMA7neK9URrDIZ5vNZsKwjcdjtNtZVCoVxPE1JpMJfm5vH79SrQrrd319vQBHPqIolgiIQqEgDRa9Xk++VxraS6WSsIbZbBbN5gTPnsVIJscol00cHUVIpSxhBsl4UQLP5XJwXRXfMRwOpZOSnYy2bUvzCH2FOvtFwLEO4ObzOSqVygpYpCeQNwG8SSCzRxaMx7rrAqnUFPO5YmQZ6Mpt0JP3+bubihEWPH/0PD/d38YGGZ2908/vN5EIdR8eI2n4XB1wJZMRJhMgl9Mzv94egLGqVfXTagG9nuoK3NoC+n0VW8GxPdkscPcucHKy9JERrFQqX52n7OJChaZG0XLE0Fddo9G7x7ZtQNimNvWW9SqZUe8Gu4kF0yUOPU2cnYYEU2SFyLaRueEdNH/HAFZKg7xY0yMGJNHrzeD7BmwbskBRBiRjByzNzHzN4+MEHGeEODZx546B3V0T4/EYuZwJx3HgeQ0EwRUMwxAPGU3XlB4Zp0FAVC6X5fNysbVtWyQaLohky0ajEcLwAM+fx5hMQnz4YQJAH+22kvcuLy9RLpfR7XYRhiFarZaY3eM4RqfTkeHeQRAIY0f5ktlfOzs7iGMX2WwFjx/7aDQyaDSAfH6IVMqBZWUkciGZTC8S6sv45JNPUC6XF3JwDt1uV7xr+ws/HFlAMlkq1iLG9naMRiOJv//3LQDRwpidhTLUX6FSyQMwcXWVwnvvRYhjQyTr+XyO8XiMra0tASnX19cSbMs4Cfr6stkxdnYi5PPzBWCLJVrCsizJGOPNB2VLYJlZp+9TDrnWZTfdC0lfF0dQ8Thn1yV9gGRJKZNzVqTelfvihYFUykQ6bcEwgJ2d5cBvnlPrHY1kvPg3but66WCMxwM/B5+vZ5TxPd4EfJHl0nPNuK94ruojh3Z3DRwfm7h7d3mduU3WfJtqNtW/rqsYp7t31b/8PevOnc8/9+xM5Wrpj40ilUa/2P1fKIes1VKZXr/b/i8Cvnep3rHN2dSmfrr1JuM/3qQr8qbH6N1SAOQOl5IfAMnl6vV6qNVqsqDx9ekLAiCgTQd1ZGXIaORyMUzTQa2WQasVIZNRJmgOgib7xsWKC48aoxMgk4lhmgFsOyvyIxf9MAzgOOq2cjgcIpFIoFgsijzKhZgRDJPJRLrglF+pJIv55eUltra2ZGbkZDJBvz9CqbSFTMbCzs4U77+fwmjURT4f4vAwj+vrazSbTZHNOMewVCqh0+nI/q9UKuj1ekgkEgIOwzCE67ooFouLLkclge7sxNjb85HNhitDycmYGYaBXq+AnZ1A4jNoGh8Oh4gilVLfaoW4vEzI7wzDQK1Wk++93zdRqYSYTPq4d89HFG1jOm2g3wf+wT8YYTBI4PgYaLcL+Pa31XfG9wcgnZH0DVJuLpfLMmNzOBzCdV2EYYgPPyzj4sIQYAAoXx+3r1gsiuRN/xbBx3A4FOaQzBD/RiCtR6KwfN/HcDgU+ZvGehre9cR7NkuQheaNAl9vfz/E3l6E3d1oRZIlk0bgr7NmlCn1806XL3WfFwGRzlJxn/J8YCPCm/izyBKSedaH3nMf8L1486a/3pcFwPQqFJZg6k07D/f3gURimVB/fKyAWb2uJM/DQ5Xjxb8dHy/ZtNuq11OBsr/bAbLzOfAuTnbaMGGb2pRWt3m99HqdFAncPPSbix+BFc31lJJ0eYgsgGmaAgQoz7A8z0O5XJa/02PFkFV6dwzDQDabgu878P0igqAnLNh4PJaLPYFGMplEr5fFaORgNguxvx/LqBtuTyqVQrU6xnispCt90PRgMJBFhSDBtm1ZkNvttgCcarWK09NTAFgAuwIuL/MIAg/JpAIDlUoPmUxRZK1Go4Hz83PJTstms/jkk0/w3nvvodfrSSOB67qoVqsCkIBlDAEXXcprBIr0ddFnZhgGms0mTk5OkEgkcHoKzGZzDAZ5jEY+ZrM8UqkGnj+/RD5fBJDFeNzGdJpHo5EH0MPLlwMAFQRBFrUa8MMfdlCvR0gkMhIFEoYuisUQ5XICljXG7m5pARIT6Pedxf6uCtDgdvJY5KxFgmrTNFGpVCTCYj534PsQvxg7EgkWKpUKZrOZMFM81hj6yygSPd5Ez37Tbw7I5M7nc5RKJQFVgALr9XpdwAyZUnrq+P2wSWQ6NWHbJkxzyTrp44506ZE3PgRnBDkE3QRjej6YDs5oE2AuWRRF0qQShiH6/T4qlcorwdGr2K91+fEm/9feHvD0aYgHD94dtEBZ87YqFNQPq9dTYIy1taWAmucBl5dK4ly4LH5Xy3VV9ti7VhsmbFOb0up1nZG3/Z1yx20sGJ+re0/4OvRSEZRdXV1he3t7xa/CxVMf2AtAmDeWnm7ORSSZTC48aHPk81Ocn89QLleF9QuCOVwXcN0Eer0YgInZzMDBwRz7+4F8Jn52fQGaTgOcn5u4vk7i6qqMbncmieYcZcN9Q6AGQGIQoihaBJ1aizyzXWSz56jVXNy7l0Y2O0Stlhd/2N7eHs7Pz5HNZoWV6fV6yGQyODg4wHg8lmHinARAIzSAhcdsGVNBSXg6naLf7yOfz0vXH0FELpfD5eXlYgRTBvfvA/X6BFtbPh4+zKBeHyGbTeDqysTdu0UcHydx546B2WyI42MgnT7EwUGEra0hHCeJra0xbHs5QUB1gQ6QzYa4uLhApVLBdDoVs3qxWEQul0MYhhiNRuJpy+Vy4tMCVFcfxwYRdKgsLgPX1xnk8yXU63XpnAyCYKUblYwUZW6yVZVKRRoc2IGpS3z0jzHQdTweS8Ybv1dKsgQ0eogsGwscx0E+nxefnQJ8Jvr9CPrYR72rkUCRYIfgX/8hM0Zgpv/wfCToIhAl+8ntbE9d/Muf/Jf4xb/57+J//1v/FaIbHN5sCFlnv/g3YAkgCcjWWXfLCtFsWnj2TIGWr2NVq0uW7PBQGf5p/L9//9WA7ptYGxC2qU0t6k1CEG8DWFz0dBP6+t95p73+GmQZKEUytR6AMFV6EjgAWbAIisik0RjN7SBQ8cUcPsXOThLDIdDthhgODXQ6PqrVHFIpD6UScH6eRi63HKTMeY+Uk5LJpLBeW1se9vdj1OtTFItppNOByIMA0O9PxMfEaAyCVTVHcYx+PysLcjJpCTBiNlkul5MsMH4+fT8EQYD79++j1+shCALxFzHDjIn9BD0EYdPpFFtbW3AW+gnlp1KpJFIqfWZbW1tIJBLY2pri8jIh4IJM0t5eBu+9ZyIMx/i5n8shl0vBtj0cHET44ANDMrOC4Dn29vbQ7/dFQvM8D6PRCK7rCjjI5/MSGEvZD4AcC2SiCKaKxaJIxWSWut0UOh0V5aHkPOXtovzKLkVmmJGB4gQENj0kEgmRUsfjsex3Mkxk2yi3MdSXGXY8xpmjRqaMTK8O6Aicea4BEY6OgOvrZUMFGzzWWax1Npq1fv7oP2QWeTySIab0Tib5z3/y3+F4OsA0nONvXnyMX734dOW6wYYA3mzwc+vyox53AeDGa4RlWSgWFVhZEMRf+9reVj60n2b+17s2L1KvDQjb1KYW9UVT8nXQpXu+1h/DC78eXcHOKS6elBK50ACQ0UB6lxRHD/F3ehs/wRwXxkKhIK/rOA5KpSJse45mM4VEwkWhECKfV4zEcBjh0aMUtraWzQH8THqHF1kDxRQAx8d5pNPLMS+KTfJxeprE+Xl6ZXYlF6OzMx/jcYhMxkOrVZeOyWw2K+yYkkZ72NnZwXQ6lfdlGCyHfdNwTym5UChINyGZRnq3yBQRgHA8ks58RFEk8p4eiJpMGhiPpyLfEoR4noetrdSKnGWa5ooPjLJsr6dCV7vdLhzHEbBIFo4df5TbyG5RuiOQJYjTIy94bJ2cxCiVUtjbm6NQCGV7eTzUajU5ZphDR1BEI77ruhIYO51OcXh4iEKhgF6vJ4C23W6jVCqJVExWitvv+75I7wTHnA2qnyfcx2SzdPbMNJWHqNdbnmsEfDeFot50/lEav624P/XX4PGRTqcxjucIsTD/A3DnU7keUBbm8arLj/rnWr8O3HYNUecGxKC/qZ+8NiBsU5v6GtTrTPm3SZGUGnTp5bbnUhbhRXk0GglzEcexGPIJovh+emSGPkpHX4wo7zFwlfIL5RgyJfoiQOnS8wJMJhnM5wFyuYyAQz1VnJ+LcpRpmgvGa4rt7TTCcBlCmUgk8OzZDEdHU+zthfj44zkMQwE9dn0OBhM0GiEMY4a7d7P49NMJDCOWfUmGhkOzU6kUnjx5gv39fQFS9G8pI38fe3t7IqVxW/hc+nsoiZI5jKJIOgPZYFAoFIRlItixLGvR4aj8QRzSTeaKbCT3/RK4JSVLiwCVXjPP89DpdMQXyBw1dg5SKh0Oh+LT0plOMnv8bKlUCq2Wi14vRDZriTdMj0ng8UjAYFkWqtWqHE+c62maJvr9vvjr2Pl5cHCAXq+H59c9/PXf+ASfXvUEZOdyOfR6PXm+53nSGUkAzRsKBg2zQ5fnhH5sKnBs4uAgwoKEu7F0RozH+3qt5/PpncI8ltggo0uWAPAv3P0l5KwkclYK2xkb/9T2Izl2KHfr1451+fGmAFb+/qbrThCo7sFN/ezXBoRtalNavaob6VVSJLAa8KiXLhESCLE4n4+yFFkNypv00QDLxYmz5vSkcL4H7+C5wPG5cRxLoClNz8xrUgzYMhOI78sFnx2XZCnoQSKr4vs+Dg4SACKcnhJsGphMAsznPuI4wAcfWGi1yPaFeP4cCALlB8tms9jdzaBaHWF7OxCZsNfrieGbDBDZFHbrMXW+0+mgUqkgnU7Dtm2cnZ0JmHAcR4z37AbkUGrHcdBoNMQfReaD8iUT+wmM1UKaWIz+UXlklBHJghEM83hpt9uIokg6F/P5vHS+zoIA/+/jF/jvph6edNoC0AhA6G3TvU9kznQjvp7ftbVl43vfS8HzTBwfm+h0DDlO+EMgz7mck8kExWJRQGsmk0GtVkOtVpPjNYoi9Pt9ddyUG/j3f+MYf+NpG//rv/K38DsXfTkmabJnByzBpd6ZqbOp7JBlUC+P8+NjFcx6cmIs5EgDz58rf9hN5+I6kNFjJ9Z/eJ6SmSVo5r7mdYCS5O/Zew9/6w/+L/Gf/4E/i7/63/+zyJiJG9mvm+THmwz4+u9vuvEzTZXbdXb2uT9t6i3rXcwG02sDwja1KSxlgtc95iYfh+71uOk1yBpR0iOjxLmA9Pv0+33Yti2LK0Edzcv0MbFTUu/EApZ33WR6uODqo43IfJimiW63u5CiEkgmVV4Wgz91to3dbwRmNF3r8qTv+9jdTSOX83F1lcGLF3Nks4pBu74ewTB2cX09x/V1FpNJAvv7PtJpJWHx82cyGfR6PRlJRCmUzEW/3xejPHOtGOI6Ho9Rr9cFpLiui52dHfE5DQYDmXeYzWZh2zam06kwbdx3HBPkuq4ABc6FNAwDz59PUCpZYp7X5wpmMhl0u10BMuwqtCxLgEm5XJaE+Ewmg7/a7+C/HvbwG/Ec/9sf/hbGmoysGgGWHYqUvfRZnQR8eg4XOxxrtRB376YwmxnSyMDZoWT4eGxNJhNhrUajkXwuvn8+n4dt26hUKshms/jBeRdRDIQwMJuH+Ju/81TYObI7/P7oSSRDxcfpxywZJfoBlQSqhqvfuRPj8NDE4WGM3V2VMcUbDr4OgRXPh3Wgtf7DG4yb5Ey+Hplo5s7ZiTTuZitIGObnMvv4GdblRz36Zf2acNPvWYeHKrerWl3tNNzU25XnqeDZdzGagrUBYZvaFJaelNvqtugJyihcENelSP3CvJ7iTdM9Fyk+nv9PP5DOeOmJ+5RfyGgx0ZvdamROHMeR/ydTwaHY6jVTKBSMRXdiRqQxAAK+aFYmOKGkyDmGzNkqlRLY35+jXh9jby9Cr6eM/ru7aXz44Rj7+3McHKiuyb09a8Wk3O/3ZYA4oyhM05RROGGo5jTSpD8YDAQ0NZtNMX+rcNKssH9kYggmuB9930e5XF4BBplMBk+fPkWpVEKlUpHvg56uMLSws6Okznq9DsdxBPSw65A5WzTL8/giw8YmCdu28dv9HkLDABbf74uRA8dxJD6EjBKgwHWv10O9Xl/xIfV6PWFA+bkGgwEsy8LJSYy9vWWuFj8/j3Uyivz8NOazq3XCWPXFsU45cbeYRcJSx3E6aeH9nZqY2PUAYR5z+mQIbiNZJ0ac8LnJZBLX1ynUahORB8nOxnGIIFiCLDJJlDV5k6GzUyyCZYIv/eZIL94ckYXkftIjJnSgxb8DWLmGrJ/v+rVEby6Zz4FOBzdWLqcY6g0j9sVqOv3qEv+/rNqAsE1tCq+PpnhV7ATvaLnIrD+PCwNN07yDpx/LMAwJKeXdPBerXC63wnDQU0Img4ZzMlMEZlyQaTSn70afD7kM3YwxnwfCIjGioFgsirRC0KYGPRcFCOqsByUy3/dlobXtAPW6Cdedy0Kvf34dhHqeh0ajgU6nI8n6HOHkuq5Igo7jCKvFfUQTNQHL9vY2er0e2u22+MPm8zls20YQBJIhxsVwOp0KyKChnuCBr6v7hSjp2baNVqslcw/1kFO+BxlD5pfxuVEU4XuNJpIwYEAZvh81mgJc2L3I75PSMc30PAYou5I9pa9rPA6RSi2/p2QyKeGteqQDAGEzmacGQNgwfqZisSidk+9Xc/gzv+cDfHu/gT/xS9/Cn/y935bn0sPHc4HvRRZKl2vZfUkACACe5wNIIJGYr/gPVWdnGq4bSvOCLgPyPchurRvxafjXX08vsozcZjLROounfw9833X5kef9Te+hgz/W6anyf33yCVaiOFjFojKVt1qf/9umbi/HefcBGLAJa93Upm408a4XF9j13+mp1zdJC+uGfBZT7blg+b4vhnpKjvRD6VIk4xXIrJCp4HgY+nfIjOjRFWrkTlJiHAhgrq4cJJMR0uklCNOLwIpMFRdsjsVhF2W/3xc/E4GWZVl48CCH8/M+kskCgDzq9SXTk8lkUCqV8P3vfx/5/BaePPExHlfx7FmEet3C7u5SLmLTQavVEpbJMAxJ3s9kMvjBD36ASqWCTCaDk5MTAXnD4RCVSgWlUgmXl5eSa5XNZtFut2VxpoeJgGaZAm/i9DSFQsEBkBEAQX/XaDQCAIm2YD4b2RDf9zGbzbC9vS2PieMY//zBEcphhKiQxx9/8B5qC9lQ/+71sTrM4SIDqDLG8iu5bMziSiZNeN4cC5J1BagTcPM95vM5isWigCTGWDAl3zAMtNttYWiLxSL+5MOH+Gd/cYZKpQLXdTEajeR4pgRORokDvfXpBoqZMtDvp2DbCvyQpU0kUrK9BFaUXff2QpycGEinFWjZ2lKjc3iccJ+vn4f8OwGQfuNFJpoMGm90eBzzvNNLj6Vh3eb/Wt+G9SoW1c+TJ8DDh5/7M+p1lbW1qTeraDGw/BXixjtTGyZsU9/4+qJSpG4yvokp0z1TemYSAPEKJRIJMcyTIaD0QhaMkiYXSLIjhmGImZxMGVkT3m23223s7u7KAmmapsQG8PXL5RBBkMZwaKDXi9Dr+RJzQfbA930ZO6R3XOp+MYaf0g9F/1i5XIZtj7GzY8I0p6hUFNBwHAfVahWu6y6kzhyOjgzs7gbY2/ORycxxdaVyu3q93gqjRbP79va2sFWO4wjAITvmOI4Y5wlQyaTxc1D+293dheu6KBQKYsr3PA+/9VvAixdzbG152NpKimRLtpJMz2w2w3A4XJGSfd/Hzs6OgA+yNxzQvt1o4M989B38Kx99F3eLJfEa0X+nd/xRZvM8D91uV8AMPXXMEyOQVN9JAlFkCmtI4Mt9RtaMTCa9ZvTqkfWbTqdot9sAgGq1KoG2BOGmacq4pPl8juFwKGCfxy8lbHX8ZnB8bOLiwkKhEKDVyuLiQnkN1fMi+Uw8B3jMZTLAwUGEu3dNFAoGRqPlTZTuE9OffxMrxb9zX9M/RnaX5/5NAIxgVj/nbwtg5d905pHV6ym5kdVofJ7xiiJl0n/NII9NaTUavZvp+DfVBoRt6htfr8sHuw2kcVG4LZ+IF38upHp3oR5VoLK7SrJ407dF9od35QQ5lJd0Y78eKUGvje59WZcsOcx6NJpiNLJgGBYMI4bjuEgkTIk74ILEpgHKnFxwUqmUNBJQVtTN1swoU/EbBeztqc/BbkUAsmAXiwpMWJaF09MZgqCIatWX12fuFMEvQSRH8EynU0mXdxxHhoATRFqWhXa7jXQ6jd3dXcxmM5FX9a44MjgMca1UYhwdGcjnFTtF0EhfVqFQENDrui48z5PRPKlUCv1+H5lMRrLLeLyxKYD7eTAYIJvNrrBIzGIrFotIp9MCLnk8UCrm9lAWVXLkGHE8xnSakH1FUKUHpfK7JECnLE5pttfrIQxDbG1tyeuXy+XPgU5+D/w89Hjpxz+Pq+tr4P33U9jfD5FMhrhzJ8Z4nMZ06su+JPvLY5gAizIhAEynFra2wpVzkN4v1m3NMpQZ9e9dbyzQfWb6826SH7k9rwJgt3Ve6xJkuQyMx+p3vZ5iv05PVdDpT2PUz6a++tqAsE194+smL5deergqi2CGTNFN7edkr/gvF0E9ioIRDfQJMceKAZq6R4yLJlknAotUKoXBYCAJ+lwQxuMxqtWqdBJyYeEiP51m4bpz2PYcjUYShQKQzU6QzcbSbcdYDZ0FIxsFYCUqg9vGz0GWbjAYwLYrSKfpC4vx+LGH+XwHn346wcuXAXy/gCBIIAgCtNspNJtl7O/PAChjer1eFwaIYbbFYlFYLHrGdJM9GwZ6vZ4wGgCka4+MT61Wk8/DRZ8LbCKRECkRWMpl/N51Wc8wDBSLRXieJ4GnBMb69zQcDjGbzbC/vy8gDlCyLxkZetyY+M/XICgjSxfH8UraPp+r9lEFiUQO2exM5DZ64vg5ddaIAMLzPFQqFYxGI5yfnwsDyaHhlBcpTbPLkvuIbBtvNOinI8CZTqeo1bIwzVWmd3d3hs8+Ay4vU8jnl3MpeXzxuOZxzPNWP391sMbH6EVwq/sz+Rp8/dvYL7Jq66Z8bt9NYO91AKxaBYbDVSB29y7wd/7O8r8PD78estqmvlhtQNimvtH1OkM+cDNI0+WIm5gy/e+84HPBYQcaWQZ9JAwZCnZlkeGiBMbXI+ChFOU4jnQE8r34vhwjw1Ex7ECLohCVyjKGIghmwrLwtSaTiQyZJgDRJTh9tA6ZBYaHMmZCSTwW+v0IV1dZ/NZvdXDvXhaNxhSFQhfJ5BTb200cHIwXPqsS6vUEWq2WmK0piZFdY3wA2RWyU2QFGZBaq9fx/PoaIZbsB1lGgil2PhLcDQYD+Xz03tHTRHM95WRKu+wOtW0b9Xpd5EIu2gTaPDboY2PHaalUQj6fF29ZtIiqoA+RWWcE2cViUUAfZT4CfCXXxpjN0tjamgt7yW0uFAqYz+dwXVeOb4J65mLxvXgMsoGE+0KP3tCN92zoGA7//+z9eZile1oViK5v3PO8Y8c8ZWSezDPVRFkMAiUIziji0KgtNN04QDtdh+vV5+pFu1uwbWwUBPQRcaAdkcZWWm1EClEEqqjxDDlFRkTGHHuep2+4f/xivfu3d0bmOVV1TtXJPPt9nnwyM4a9v3H/1rfWetfbFMDPBhAev36/j8VFE42GI52sCuB4eO65ABsbIVKpidGeYBOYyI0ENqkU0Gioe/jkJMDhYYhu18JVSxvZQt3HRfClA7erOiv1Bhv99a4KYGXp2/m48jwlN+og7OFD4Mu+DKjX52b8d0PNQdi83tX1uK7HJ32fMiTB2VUfsrOGfP4MYynILjC/ix/oHMPDou+GUhGfwsls0JPDRYqvxZ8liKC5WIGjGFotE0GgXoOGbjJ0lC3JZnE2IfdB9yFxH2m6ppRKqZQyaCLhYGlphK2tEOl0HYVCBr7vX47yCbG8rKQsprsfHRm4d2+AkxMH5+f2VNAtWTnuE8c6MVSVIKo7HOKH6mX8mAP8fQc4GQ5ESqvVanLcGGprmqYEwNq2LVJbr9cTkzp9frFYTMAFPVVkIgkGKbnS4E8wwTgGsjJcxHUTPz1c9GgRnPN3eX74O8lkEoZh4OFDB6++2sdgMMLysi8NEMpLFZUO1zCcZM2RAWIILrfBcRyRWtlowA5GPhRw2wlqObMzn8+LR5HXNWNclH+uj+FwLECew8Lb7bZcd2x+4LxKgmvdrJ/LGTg5AQYDD55nYXnZQBCYuHs3wKWaLKw0pXwWmS3er1exX7wvefz1rz/OgM/Xvir+YrZMc9pAfnEB+L762s6O6pq8dw/Y3X3nGfP/3dGr+Ib/8IP4g//l/8DFoP3F3pyntuYgbF7v6nqckZZ1FQjjBywX0au+r7NWukeKnYT0AOXzeQCK6SCjoL9ev9+XsEi+ls44AZAICm4rs6r4nvTqRCKRy0XUQCYTIpmEeMr0AFayW/QaqfyvzJQ0SuM5F22CCcZUtFot8dioYNMeFhcTOD09FYN5p9MRZosSGwCsrIxhWSe4eVMZ9WOxHj7zGR/1uiUghJ2HNMRzMfU8TwDALzVqOB0OEZgmBgB+/OQIkUgElUoFhmFgYWFBXofMH4+/4zgi225uRlGrReQ9mPFVLpfl2mFwJyXDeDwu4IssHdnJYrEo57/T6SCdTsv1QkDHwekEinq0CY8dA2MZvuq6LpaXgVzORS43RrfbnTLHMxNNz2IjkOz3++K3Y5QHq1gsTgWg8hjQ70eQpXsOdd8Z2TN2G1JOVwyQJ6CwWCwKc0sWjUwhAY8e8aCuvQCbmxbOz4F02oBlhSgUDMRiQDI5mbQAYKpblffSVewX5UldftRlTb1R4qrSwekblWkCN2+qQNa9PZULtr2tth1QHrEbN9TXFhffOXlhB50a/tzHfxL322X8QnkXf+qXf/yLvUlPbc1B2Lzm9YS6Sq6kpMFE9au8I/Tn8Ptkivjkz8WRi3+v1wMAkX34PrMt9XqnJBkv+or0TjQuAlwUGSuhpEdfFhYCBd3jRYal0WiIx0jvkiRbxMYCgjOCEDYbEEzw5+r1urA6DFGlf4mddb7vC/O0srJyGdnRQrc7wAsvlKTLk147HlcyWWRrer0eHO28GAAiti1MG5k9AhUeXxr0K5UKIpHIZR6Vh8FAHctqtSpzIglMyPLQD6eDJXZB9vt9dDod8VJxoHU6nRaApfvryBrpHj8Gt5LRoRGfDBQAZLMugkBJxzyPBH9kt3g+ed4oGVYqFfk+GTt6zxhZoWdc0R9GkMPsrsFgIDEdZMgIbGOx2GX3pw3f7woQ6vf7aLfbiMfjEnnBzlU2V+hgSPdhpVIGVleVv4pA2jRteN5Irnlep/zD/1/FfunxFHq6Pt8XuNrsr9/7n23t7EyDr9kyTQXQZqLPvmh11m/CMi7l6jDEYbf+Rd6ip7fmIGxe79p6ow/Mq76vPxHrC9JVv6f/PhcaylOMpQAgQGr2ibzT6UwlvJumiW63K0wSARafyvWuRzJrfKJXzEOIZtNEGI4l5oKLpd51xtwyMmj6bEvdtEy5qNlsCstAAEPgsLi4KOxYs9kU4MSGhFQqJQCShvFms4mNjQ10u120Wi0YRohcTs1FZGAovVM6+KJvjN/78PIqbqXSMADkHQffcu361Pnk9pPxKxaLl4GgCQEEmUwGx8c2SqWBgB0ynJTzCKR5bqLRqMixlAl5bBiAS7aHTA2DQrn4UwYmQCY4ZIYZ95lMTavVEgASi43RbFpTIIJ+LRrkAUylwZ+eniKVSgnA1CVQ/nwqlRImi+CG4Er3IFL25NxTBvPqgcUXFxauX08gHo9PXV8E+vl8Xrx2+/UL/OzRbXT8kTCuPHa8H3WwCqgHmP39EA8fRuB5wRSLy/vrKu/X4+RHHic+FF1l+v9cAdibrdHonWHQD8MQL6SWUIgkkLBdxCwH33r9y77Ym/XU1hyEzetdW28UTcHFb/ZrXNyukiLJqsxKkXoAaxAEYsYGIItwIpEQYMRFjcZsypjsPCQDxAWJ+6J7uciscLGpVAJkMiEyGUukVADCKJDJYjQCASPZFvrLCMT0jCXKTWEYolKpIJFIyLGj14fMHRd2mtHpOTIMlZ9FhqVer1961RawuRnIPEuCHwKB8XiMdrstAJL+rNDz8Oeefwk/8TW/Dt+1sQO71xffFk3tZLBKpZLIutxGAiIAGI16wtQR5JGZ4rlmcKoOZLg99HfNMkME69z2QqEgzGE6nRaju54TRvBPPyFZL4KEeDzA6elkliLZN26/PhuT3jiyY3onLZlCeu702ZKcuznbIcwHDZ35ZcgqoNjGRsNGsThpaqEnjKCXDyzRaBT7YQffPfgU/vK9/4Bv+MjfRmXcm+qI1LsPde/XjRsurl2zsLnpYXc3kP0BcCX7BUx3P+qlA7NZyVL/3bcTgAHA2RmwtPS2vsUTi8chCAKkojH8xNf+YXzPl/x2/OhXfgu+7cZXfPE27CmvOQib17u23qgzkuyFXpTtKI3Mfl835AOT7DDOx+MiRoaEzARlPi4q7D4jkCEIopxJkMZtoN+M8hG7IfVMKcMIZPu5Dxzhk0qlpqREPYCVbJHeFEAQUavVBCRwP8gI0bPE0FR2p7VaLaytrUlXnC7rNRoNLC4uCivC7spOpyLDo3mcG40GAAVQi8WisIPMuCKT6GiMDQAJiNXlYsZAELikUqnLMT4+fL8pIa7cTwKoZDKJVqslXjUyQGQGB4OBBNbqI3voGfM8b+o4kZEkyMxms7KtlB/5M3w/0zRRr7vY3/exvx/i4gK4dQty3tnBSM8hOxIvLi6mQBD9e7rcTbBMoG3bNlKplJxjNmHwXBIMsoGBDQa1GnDnzggHB0CjYeDsbIxOZzLOiWCOHkaC0f/QP8TYCDGAj543xL8/eQ0A5EFFj6ng/eC6Lmo14O7dMbrdEK5rotv15X7S2S9dlp3tfuR19jgDPhtSvhAATL2fkiW/0DXrj+O+JmwXX7dyC+/NzwPMPp+ag7B5vSvrcVIi642kyKu8YGQaCAb0mAl6qACgUqmgWCwCgEQ5MM2eH+yUVrhImKaJXq8nLBDjFYAJmKKviCCApm++XhgGsCxXFj4u0mSACJZopqYnjfsGQBYqRmeo+ZApkUpt20alUkEmk5FcqVarJUxgv99HqVSScTiAkoWYn8XFt1arXS78ScTjUQn9DMMQ9XodjuMglUoJy0LPFSMNKJUVi0WUy2UsLS0hHo+L14ixFlz82YjQ7XZFXlNdoxHkcuo8pdNpOR4E1fS+cdg1jwsBNsELwRAlRgJeHn92G/K6pARN4ESQxogNspgKZIfo9QJsbBhYW/Oxvm5IgCrBFFlVXketVgvxeBxLS0uyTcyGI7Ai2GZ0hw5U6P2iPEgmlsdWv2dOT310ux5u3LCxuDjAzk6Aa9dCVKvA+fk0iCHwp79sI1WAfblM2aaFhUjyka5Dgj6dWSyXR7h500W1OkKjASST9pVAiQDsKvnxSQGs3Lc3aux5mksHX2TKn4YaDlVX6dNScxA2r3dlvRkp8qrsL0pAT/o+5Ta+PqU2sksAhNGglyiTycjCwkWZr693uOm5XJwNSXaKKeb6ouh5aj5kozFAJOLAtiEyE4EWWSAAU3IhZTECPgIHSmN8L/qN9A46ymbj8RiNRkP2c3FxUZg8eof0XCpKn4yL2N+3YRhnU0Z2nXFpt9vI5XICgLg/sVgM6XQa5XJZjmuhUECtVoNt2xIfwX1hmCojNmzbRqfj4sGDFkajiaeIjA9/h3KtHiFCNpMSHn9HN+wTlBLUsEuUwJYhpzzPACSjjeeFcuzFRQSbm6aAKd2jRYaL29vtdjEcDqVDkgOrS6WSADedJQQmDxG8boAJ4zsYDKQhgUyJYnEVM3hxYSIWi2J5eZI3Bijgvblpw/OcqYgQXmdhqEJof0f2Jr4su47FaAq/a+P9+PrFmyJ/Eujy9dT+9dHpBMhk7Esp10Eu52B2qSOzqGeG6aU/BF1VfFh6uz1gBwfq370ecEkCv+1FcMnr+M12er5Tqt//wh2rt6LmIGxe78r6XEz5lFgoF81+MPGpeFbGZFccTeuMpeDwbcdxHgmP1I3yZLlolqYURD/YcDgUmYVAoN/vT8mb9XqAZDJEux3C8yZMGzsLLctCrVZDIpF4xHtGiYeLLMFjv99HKpUS6SwMQzSbTRiGIYbrwWCASqWCbDYr0ia3kwtuv9+fAgbsxjs/ryOVsmEYSiazbRvlclmM77FYDLlcTuRbAj+CBQJFMpIEl6ap5hzqye6e5wkw5XH1/Q4KhQC9nomlpSVhj7j40ncHQLaHbBLT8cnWua57mYmWEqlYH7bN7QMmvkJ+j34zXkcApmJPDg8DBAEka4tAi8CP19D5+blI1QQ8ZEvb7fZURy1BPxtD+IdglV4+yra8dlOpFKrVEQ4PLdTraZjmEKnUxFPG80+WkPL4bPQEpxysLy7ju577evyHr/9j+NMvft3UvaYzqQy3vX/fxslJiFxufNl1a2J7W8U/1GrT9/dV8iPv8ydlB/KeeBKT/vlUEEwAWKGgMsKOj4FS6W15OykdfAGQ+2Beb2/Nj/C83rX1uKe7q7xiXNy5SF3FghGg6VIku9vI4HCx5iJCKZLvQUO8ziZxgSRg4PsQnLXbbRnarAdq0r8xHo+xuGihWg0RBD5qtUCCOfWneYa10t/EhYpmf35A81hQzuRCqmSgssiTo9EIZ2dnyGQyyOVyU6/DBZSdcwR1nU5HAFs0aqLZ7CAMDXS7wPFxFJ2OJUGp3MZOpyOdf9VqVYCCbauZiwSPZJHITtH8zdFAvB64jYYxwGDQB5CCaabR7Xbxyis+Li4SlwPDben05LFgXAP9eZZliTynR44wdJZRJ7rpW7FwKs2+3W6Lz465YWwIcF0Xh4d9XL/ew4MHwRTg8jxPJF/KmQSfPD79fl8GoPNaC8MQmUxGkvj1bSS7yv1IJBICEOn5+9Sn/Etmboxr1yzE45NsO53FtSwLx8c+kkljSoalZzAej0tWGX2NZOfI2JE94xiik5MItrfHuH7dkIcedUwD7OyYOD+fMJr68dbvcT78XPVZMZH13z4ABqgssFpNjStKJlV8xY0bb9vbPQK+9Ficeb39NT/S83rX1VWGe72uAlkENpT4Zr+vAzedJaPHSJmFa8jlciLjENQRsOkASzfQ03fD3Cl2snEBop9FZzf4ngDZLhe2DXS7HrJZX7aRzBYXScMwhHHR4wC4f+12G6lUSjoV9XyxIAhwdnYmMQzlchmO42BlZUWS0PUONYLLZrMp4CiXy03t986Og2ZzCYOBiY2NMXo9D3t7I/FGEcwlEgmZRsBEfzJi+sgdgkHDMJBIJMRHxkgKesTYFbizE8XGRoizsxDt9hCWZWN1Fbh3L4Tvx3H3LgT4EthQ9qPMCEB8bASnvu+L6Z5MUu2SqmH8BPPfCFKi0ShyuZywiIpRdJDJGFhZMVGpuPK7AETaLZfLME1TWENKw+l0WiRL+up4HfL46MPiyTgxeoJBv0reNfDJT/awvBxia6snx2QSzBqIxM3xU72ej1xuAvTJZlGK171vfGAh28zjw2Oxuwu47hiJRGSK3aK0ee8eYFljnJ+HANS9e3SkxgWRfXuSvEjAz/PzdpZpAsXi2+9r0kGlel/zEb/d01bdLnCpeD81NQdh83rX1eOedlmPS8l/nHyht7DrLJju7wEg8wkJnriY8alc/z6ftslO0a+kG6AZJUEv0Wz8ARf8TieGen2MVMpANDox93Ph0b1uZDp0MMjt4YgkyqR6en4sFkO9XpeIAgaurq6uIgxV6CbZQD5112o1kemYmJ9IJMSsrsBCEy++aCKZVK9bKhnw/UlEA31RjJZg+CvPH6VRfdZkIpGQjsbhcCgsERkijvnh+en1ekilOtjdjeD6dcBxQjjOAKVSH7FYgL09YHc3RKPRkaHhBBFsdigUCrLN9H8RVOnBoPxDkEPARrBMgNLpBNjfn2S2WVYfYRig3Q4l263T6UgnLoEQAR+nNgCT8GE9k05nU3VAprNhZC+VPy+FnZ0QYVgVGZvglvusR6YMh0Ok0yF2dz2cnISSfcZzR6aTDwfdbleOA0ET2UB17wGrq84j6fZ8750dD9vbJnI5C2dnSuorFtXfbwZcEZh+oRii4G0MZZ0FXwCeevDFGo+BmVShd3zNQdi83nX1pGiKq76nh0A+LjuMi7juJSO40GMpKBcBkwWCC4vONhCEtVotkfd6vZ4sBAQJlDa5QBLkEJgNBiFs20AqFSIIJgnsXOzppeICR0lTn21J9mQwGCCTyUhoKxfWIAiQSqVwenoqmV2GYSCVSiEej6NSqQhYINAcDAbIZrNotVqycGazWWHYqtUqSqWSMBDM2CKTwv/P7jsbEXheeB50v1M8Hke73ZY8KnaS8mfpb2OqvgKgPj784QyGQ3UeSyWV+ba46OH6dQuG4SESyaBeryOfz0uHH8EkOw7JMureQcptwIRFJbCk3KdHl4zHFur1KHZ2bCws9IRNXVoKcXExOa/dbhe5XG7KRE8ZT5cVCdzpQaNvi74y3WsXjUalMeD83MTeXoDbt/tIp+NwXVv8iLyWe72eSLT0BBLcJhJjlEp9jEYDGIbymJGN1f1ibD7ROyh5f0wy0x6VF3nv6pEe0SiwtqakvkTCQhCM3lB+07PI3u7qdBSQeDtYMB18cV/m0uMXv+ZHf17vqtKf/q6qx/m9AAgbcVU0hW765vuwy9EwDJEiyWBRauLv86meiw9N5fQx6WZtAjCa6mc9Ylxo1bZ6KBRs1Goh2m1/aluZdk9AQ9aHTAS3g/vE0E4mvlO+a43H+BP/5efwj2IOXs9lpnxYtm2jVqthYWFhCjwSQJGhYhI+51Gy45KSKsGlAiG+JMfTiN7pdMRzxHPIBZjdkvQQkWVhRIT+exyt0+/3sbGxgcPDQwG7eicouzMBXAaNdlGvm3j4MILxOEQymZRxO0zUZyMDmSAeDxrgCSK56E9M80M8fGig3VY+p6MjNQqq3e6KPG6aav5jsdjGwYECm+x4JBj0PA+FQmEqeoDZY3xfvRFD9/7pI48U8I3ANKPY3jYvGaaeAFyCebJ4nU5nSlaknE1mbm3NwcmJL+wt7zMyitwOfbIEHyQIQItFC+WyP/WQQhmXDJze8UkG+I06/54EwAjQ36oajYByWY0veqtrFnwBb7+s+oWuIACeRjLv2ToL85rXG9QbSZGP64rkh/tVHZFXZYPR0MxOPrbQU8YhiwQ8agimF0sHWQQuZM3Yyacbnsl2JJNJ8Yop6dJDLDaA71uyHcPhEK1WC5lM5hFgpBvMuRgT6DGqQM9z+t5PfBSfqZThuQ4+Yxu43VfzGJeXl0VCI/jg9jGnq9froVQqCYgwTRPn5+filyKgKxaLEj/BXLFcLifRFb7vY2VlZcrfpoMkjsHh4pvP51GtVoWFohzM85hMJuE4DiqVChYWFqbkXybi68PPUykHw2Ebw2EUuVxKujxpym82mxJ6Sq+YHt5KJrBeryMMQwmH9X0fx8cRLC2NYRjB5bifMVZWxmi1MrKwEgxUq+fI5Wz4fkakRz4M8H0JDDnDlOCSx4rsFSM4eEx5byh2coxIxEGtpvLPeJ44CYJNFgRwuuTKGA0AMpOy33fQbE5meOpetSBQQcQEVXqshAJpBk5O1DQI3p96960ONiiFqz/2E6UrvtfjQNpbDcJOT996AMZ91R8OnxXpcbY6HUCbO//U1ByEzetdVU/KB+MHqv4BpT8Jc2F43OvNGvLpBavVaiiVSvLkH4ahyIW6BMiFRQ9C5bBsfpDqfhh2OCaTSZEAKSvRxMzXL5eVb4gjaQBIJyKZg1qthkwmIwCCrBQXZPqlCKwIWCr9PnzN3Ou7LjY3Ny87CFsolUoCYugVOjk5gW3byGazcoyTySQ6nY4wIHqQKWdCKvnMw2jkiVm7Wq1iZWUFtVoN2WwWjUZDMXSXyf9cvLmQ66ZuhsnSp8d9isfjuHfvHtbX14VFoS8QwNQsRGUMD5FIhHjvew08fKikun7fl05HJtZTbqa0SI8Xz0E8Hke1WkUYhjg6MnDv3giG4SKbTcNx2gCGKJdtNJsGxmNDQF65XEaj0cDS0hKWlhxUKhbUEGtvivGp1WpTYbSUHnXzP4EZoIztBFi8JgkgFxdVECol4VwuN5Wm3x90MMj8NB5434uhfU88agT78Xgcpmmi0YghlRqg0ZiMOiLDpQz8PQHLkweL8JLtBG7fDnHzpgHTnH6g0SU3MmB6/EKlonxhsz/De/CNwMpbDcIsC2i13prXmgVf+ufHs1pB8MWZKPD51lO4yfOa1+deT3qyfVxXpL4gzH6IkR3QWTA++dMHBEAkKII5MmRcXPjETvaG7BvN43qOGM3v7BBkNhgZBjIb/L1Op49CIQrD8EVO47ZQKiP7RUmU7zEZeWSIZOd5nnTFeZ6Hb3/5vXBNEzHLQtpx8IFcAdlsFoBaqAqFgkiuS0tL6HQ6qNfrWF5elm2l7MpuRRruGfPQ6/UEjK2u+uh0cpIvRgM8mRNufyKREEaL8iTfj+eUgC2Xy4k8y2Hj9GX1ej0AENmOoI3htLu7fayuGlhYiAIYwbL6KJd7yOUKuLi4mBpjROmQnZyMk2BnpWmalwCwikhkhLU1HzduDAR8JJMjRCIBbBvY2lLMUa1Ww9HRELVaCmdnEezvq5ysXq8jx7Db7U41j+igk/tHbxyvAT4wABAQzmsQUCzU1laAT396Ms3Asizk83lkMhk0Ev8MfuHn0HV/CZ9q/1n0vKMpj5ZqDFFS+OqqhW5XDd2mv4tslgJ+9iNSJAAcHVm4cSOAZRmP+L90gKRHrvAeHo+BSORRIKUzfp9PHRxM/qh7Grh3D7i4uPrn19aAavXzessp8OX7k9mazzL4AlRK/tNK7r0DZrLPa15fmHqSIR+AAAG9dJ/X7O/qXjFdYuGTu+u6uLi4QKFQAKCYJ9u25T24KPIDnwsO2RX6vPhErstXfGqn34dgjTEQuo8mDG2E4VD8aUxEp9zV6/WEdaMhm6ABgLAO9F0RYPJ93pPJ4a+99D4glUJ6MMTmJdDiNiYSCRwcHCASiSCVSuHu3btIp9NT423oR2O3Hf1aZOPIvqmF1Idl2Wg2G7BtG4VCQY4bvVsXFxdyzMjeUIqhtyyRSKBcLouMSaDGsULZbFYASjqdFpCysrKCSqWBRCKB09MBLi5sfOADaZGBY7EeCoUkHCeUfSDApcQHAPF4fMq/RxCj2LEcYrEhIpGMAHIC7kwmRDyuGM5arYZkMolGI4KXXnKQTgci+dm2K/4rMpFkOnVGkDKlLnlXKhWkUim5hk5PDaysDGTb2WDgOCauXQMePBhjYcGT85ZOpzEc3QNCRq2YaIzuYDWxDoAdmQYePgSee86C7wM7OwF6vRFef72PVCpEJqNARKUSQ7ttAQiRyUwkNXW8TBhGKPcpwRlBss568/hOGhUe/bknhTjTb/lmAE2lAmQyQDarwNfurvr75k2g0VD/39l59PeuemnPA57goEAQACcnAcZj/TMqQBgaMAwTm5tvuLlPbfX7wGCgOiIzmS/21nxu9WzD43nNS6snJWFfJUXqT85XSZH8wNaBGjvuGAPR7XalK5Kt/xxCDUwS63XDsG7oZ+s+F7derycdijQt02PGbdBH5yiw4WA0mu54syxrapFlaKxlWeh0OgIcCBTa7TYAiIzE96BBfjNfwIu5PAqZjEio3DeOxmFURavVwvXr12Uh15kNMoJk5+jV0hPgFThVhnseOya3x+NxFAoF8WDpDCXfiyb1i4sLYcA6nY7MlWSYK7O92FXJ43ZyYqBej+P8fITRaIgPfWgSCcLmBdMco1IJUa3GxHTPhgzf90Um1a89HTjzHPf7fYktASAZbN1uVzxtyWQSH/ygiXIZkj/HiAwG4RKI6tEUvFb07sdOJ479fQfn51EcH9t48MDH/fshXDeChw+VHEh2kWAvFrMQho6AajKI8dEHYIQRAAYMAEnj5lRjw+4usLo6FFZSgToDa2sjXFyM0e0OcXZmYXnZxfr66DKCY8LuHB2FsO1QZPfH3dd6xyeBFKAW8Erl0fv5cfXZMGPNpgJg6hgDy8uTwNVsVnVnvv76Ve+hQBVjNPb2gDt3FBDTy/PU93d31cSEUkk1SKyvB1hfD7C5aWJry8DCgnqNZ6mCQIXZ3r4NnJ+r43nZ4/RU1hyEzetdU/piP1tv1BU5K2MSVM1mg+l5R81mU1K/GevAJG/+fhiGU2nl7JojEAEgr80FnMCQ28VONz1mgIu+WhAtJJMGOh0Ic8J9peREXxJN0XrHJWMmOIKHCzAZFo4cIpumwjvbwrRw28IwxPn5uURPkPXiYg5AQC0BFjBh4nisq9UmIhFLJF3DMFCtVuXYshuO20/5jdvHGYupVAqZTEaOF6VMAhjO44xGo+h2uxI5Mh4b2NgI4TgX2NpyMRj05PUZ1ppM9mBZAbpdZ4q5oUTM40/WlEwqmxd4DTFCgiwOWdd6vS4dp81mE/F4EtGoAvXD4VCuO56jSCQi+6THdRB4jMcW7t8fYzw24XkGrl93sLbmY2fHxs4OsLTkIwyVHKnPMu10FBhw3UlcSafTwfn5Odac/xYvZf8slo1vxpcV/i4i5oL43nZ3e1hYCBCNuvKwQpAYBAG2tnycn8fh+waiUQWaSqUA9fpE4stkPKysQO4fAFMgi+wn91fdcwqUvP46cOuWYlF4b1312XB0pOY2PqlarUdzvWYZrXh8+mu2rUAZpUqWYSjJMp0G1teBhQXgxRcVcwZMwNjeXoDVVTUJYHPThONMHsRmmbqnLTfrSRWGCqD2+8DWlvrztMqQrLkcOa954clSJD/IZ3+eH+46QCOLQmCwsbEhTIQeS8FFjP4bSowcoaODIy7iZNU41oWMAA3ierYUQR07+CwrRLMZoNfzEItB/D3sXiMrRi8YwSEN7NwOdkRS0uPXeJzYGccsML5up9OB53nSJUnDdSaTka5Deq4cxxGplGONyAxWKhUMhxEsLkbhupDUfDKMfK9sNitNBcymMk1TfF+e5yFzydqdnZ2hWq3i5s2b6HQ68r6Li4ty7nq9ngxID0Pg9HSIdDomcjJZSnrh4vE4crkI6vU29vfHWF9XkwxWV1fRarXEm9bpdJBIJDAajaTrcjDwYBi+gFA9wqRarWI8HmNpaUmM8tlsFkdHIRYWPIxG1iMTF3h++To6aGm3fdTrFlzXwfr6EImEh/V1NVib1yzPcank4+hogM3NhFzvYeigUHARjXbQ76trdDweS7K/ha/CcunrJf8tCALUagoUl0pRuUbZLcuMu/F4jHy+i2ZTAWJ66BYXB5dAeSzsI0HXLIs9C0YMw8D+foitLfX/szOgUFAPMbwfCGR6PTWvcWXFwMlJiKUlA72eSmTXOxh7PeXjqtfVnMfBQP37zXTp8ZmPcuPFBRCJKPDFIsOzswO88gqQSqk5oQsLJmx7uoPzKpk0Hlds0bNS1apKxH9apceras6EzetdUW8kNcwyXbNS5FUJ+rMsGMMw4/G4DCsmy6N3gwGQ+AJKjZTB6P1hajuZAW6Pblh2HEfGzxD4EMxxcaP8pBijDlw3I+CNII/7orNb9GUFQYB6vY5UKiWggICD36efKJvNSko6QZieK2ZZlhwbHjvKmTSPEwAyp4wLNMGg+loUi4sJCVrVk9Mp/dKo3++PcX6ewoMHPo6OLNy504HnBSLr9Xo9GVk0MYEr5i6dTsOyLDQaDXQ6MXQ6vctE/waCIMD5eRK+bwjjRgaLrKJhGFhZceF5mPKrUX4j8OJ2k53q9VIoFifXK5s5Dg8PEYYhFhYWMBqp0U2UH113hG530mjBeZN6NyavGV6be3sBmk3g+nULS0u+MIgEaGwW4HnO5RSb6nmeXLvNpgfHmcRCUEqlR5H3FIGSGr0FmOYkt4oPHTxnZE9LpSRKpaF0tdq2LSCPUjVrAgonEyDYRckaDGzEYsrEb9sB1tdDVCoB6nVnqjPy4UMld924ASQSBq5dC9HpKEBUKEwb66tVBcocRwEy21bs1dLSG34kAVCy5MGBYtza7ccP6TbNAC+8oGTG7W0T2ez00PPHSaUHB09nx+BVVasB+fyzBcCAOQib17uknhRN8aRZkQRY+occZcTZ8FbGUjDxPZ/Py8JOVojFCAhgAvgIJvhvXUYhoOITPoELF1x6e+hJY7cjR9E0m81LUGiL5EefFYHLLIggG8fcLS7SBEMEQQRajMqgfEdQdnx8jGw2i1QqJQtvs9kUoMZgU0AZi6PRqEhwNMn7vi+SaDweR6vVkn0kQ0X2jNs/HA7R6USwsDDE2pqP1VUP0WgP/X5WDP96J2u73b4cxp3A0ZGFhw9D3L07gucl0e97OD2NodPxLoNck1heHuDszBGvVzQaFfChd9f5vo/TUxu+b+HgALh/38fZ2YTF1ENpDcPAYODBddXCyhw0murZEEHfF4FGqeSg3XYlD4xAl/IUw1EpQZ6ddRCNBlhZMeT61Jsx9GgD3XeYzbrodtVYpaOjPlotB7bdQ7PZhOu6WFxcxGAwwGg0ktmUBOq8ftbXTQAjHB560u3LoF42LwyHQwRBIN44yvSUc2cjJSZy46MTLVgXFwYWF8OpSI7NTQvDoXGZzaakwFJJdSrqtbSkWKVkUrFhLG7Cyor6vWx24gV7s7Wzo36321WBrXrp3Y76OXmzkRNBoPxoX+gKgrd29BKnCDwrgFKvZ3CX5jWvR+tJXU1XgTCyB1eFuz7OkE8pUY+14GJCYz1/FsBUR5YeLEpJkxIgWRTmZ5GJoIzSaDSEtdFjMPgzXMTDMALLGothOxKJoNFoSMdcq9USgzSAy3T6sYBFvbuQ3jeyQAx91XOp0uk0zs/PBbAuLCzIvpXLZZGg6H2iYdtxIrItej5VPB6/9H2p9+G26yn7OuujtsFHuayA0+Ghj/E4g50dJWHSt6be00G/30evF0EkksfmJpDLdVAqDeB5EeRyfays9LC/34fvpy6Pr4MwnMzzpNdL93/5vo/r19VIoUbDweLiCJGIYo8Ivinv6mws96XXUwAnn88jl8tJEj2BFd9XSXUBTk+Dy7mMaZGmk8mksJtMvT8787G66gpYJAPJQF6CbAJqXtOFgpIkb98O0W6H2Npq4TOfGcBxYjKEPZFISEOGHlhL4KgS7h20WgN5gOC9xn2njM2Hj0ZDsY+7rTJuN88fiZUgMCEA0z1i/Hc0amA4DAVUTgJMFWPUain2a8aV8MT6fGMsWK4LvOc9k3FFVwEtAuHPJnJiexs4PFT7d+/eW7Kpb7oODh4FlZ9rkYl8FmsOwub1zJf+gXtVzQI0Lo6MhNBBGIHGbEI+85UikQgqlQry+TwACAhLap8g3W5XgA2lRj32gSwRFyayLGQxaCJnvpTu2SLDRrAThiHa7fZl+GkcQTCeApdc6Pg3/U1kmsjgcX9Zaqi1GlY9Ho+RSqXQ6XRkgWBQqz7KBpiYqLmtqVRKWC/TNHFx4eD+/RCtVgaHhzUBkI7joFYzUakkUK0GAth4Pii70g/Gfbm4cOE43UsZ18DGhoHBAGi1WpcRFXUUCgX0ej14XhbDoYGdnSiazealHOzi5s2kePKuXbMARNFoRNFs9hGPu6jX6wKE9EBRslEKbHtYXzfRaHjo9z1ks4FcF2SIyPYQTHc6HYxGI6ysrEz5+3hNMZpkMvNxjHY7RBBAQlcZ/aEzdMPhELlcAvfujeF5gYBIXWLXJV2yswRy+byJjY0xlpdHcBwLL7/sotnMoVrtCivabrcF2FGm7Ha78jonJx4yGUukNN1/yftMzZdMCKD/23d+Hn96/6fxHZ/8cfyJj/64/BwZMT1Lj6UzZmtryuc16xeLxRRbtLLyZj5NgOXlECcnSpZMJieNAG9FEXzNAi2+xxsFyF5VOztK9tQSYd72Mk0l3XY6n38Are+rINtnteYgbF7PfD1JirzKK0Yp8qrAxqsM+ZRUaJankZygiV1fAMQ/RYAETLxkDCMlIGFCfTKZRLfbRSKREPMyF26yC7Zti3+H+8WFl4xVJDLGaORKVyKZO9M0Ua/XUSwWZREYj8fCwHFbdMmKbf/0NdGvQy8ZvWFkYQqFgpjzecxoGCcITaVSqFa7uHnTRDYbxcHBZITN/fs+FhZSWFjoIZ/3cHhoTsld7IzkMYjH42g2myiVXPT7Bmq1HnK5GI6ODFxcDHFxEcPeXoBKJYJyOYJm04XvA6ur5tQ5oTxGdkhlYPWQSJg4OEijWBxLJyMbI7hvBJue5116txycno6xve1OGdUJpEajEer1MWy7h0qlImGzBDYEHKlUSoC+DkJ830ciEcK241MPCjz/PM6RSARrawqMPnwY4ujIxumpheFwLOeHrBKvdx2ARyJdhOFYABoAbG/7aLVSU6G4pmlK2j4ZP94TxWIath2V/aY/T58awXPrOA6y2Sz+Zf02xggwCDz854tdnI8m1xNBy1UMGKvRCOB51iNRFaXSJLR1VuacLXUvhKhUlKF+YeGtSc2fBV+6l44PiZ8v63Y5iewLVun05N/VqpIU36h8XzGTerVa06/1rNUchM3rma8nmfKv8pC8GSlydk4kAIml4CgeMhZ6zhMN6jSS614wsmJkeIDJ0GzKhwRVlODIJgFAu90WDxhDKOnbIsCLRi0Mh4GAKr4vZUzTNNFqtYShYuyFnvVVqVRQLBY1U7grclEul5PRQ+l0GqPRCPl8XszulLaCIBBPm2VZqNVql8O0DbTbFjKZETyvCcuKXS72NtJpxUZlMgNcvx7Da6/1pLNQD3Vlt6gC02OcnCSwsJBCteohlfKxuBigUOgglarh5ZfTcBwP8XgExaKKxmg0GsISckB4NBqVCQJhGGJxMYrr15sAAmEwaXyfjaGgn+6VV7q4eXMyeYFSMX122WwWDx60YRgN8b6xEUMf20N2kvJd99KkpIJ0DcRihry2nlFGYGKaNh48MHDjhoGVlTGuXTORz4/x+usuPC+Yuh/InvHaZaQGoyYIWJSEGKBenw7yZYQKGTx1bFxUKsDKiiVyKq8PPUaG/krXdWHbNhKWO3Uvxk1nqrGFIMUwDNy5AxwfswPUwO5ugOHQwEsvTeJmdLD1JPB1FaBLp988c/akehz4+lykxzeqzc1J1MUXqvJ5xWLZtgKBjYbqHp3NPWOFoYoQIXvWaHx28vDTWHMQNq93RT3uKXJWmiAwmjXdA5MPzMcZ8iklMiSUQI5syqykwIXSNE2RjThc2TBUSCnBEPOjKA1xIacsR6ZEl5UoCbEzU3m3TNRqk2T0MAzRbDaxsLAgMhSlSQagUsLS2/hjsZiAsTAMhUnzfV8YMTJTZIkIVtmBSC8a96/dbmNpKYZmE7i4uMDOjotaTc1iXF2NixdKybM21GDyCVPHdPtKxcfpaRKnpy4ODkZ4//tDuG4U6+td5PPK+3V+fi7bu7hoY3k5IszeeDxGv9+XhgH9HAJAKpVCo9GQGI9IJCLNEPqiSgBCMBaJGHKe2KRA+fHevTFefbUD2+7I+Sco53Xjui5qtZqMIqLk2G63Bczo4JrTFgjq2+0xHj50sLfnYXk5gGUpYKGAkYFs1oRtm8L4cf+Gw6HkePH61b/P+6tQCNFoTMZQkRVVyf5AGFqXeXIDWNaki5eyJ4+9zjazY7TdbuMvbP0arMWzKLgJ/KWXfiOKibSwXwRWhmHg6AjY2AiFeanXga2tEIuLnxuTdBUI+3xx0RuBL/Ueb+2gbdf94mSGJRLKz0XgZRjqnDSbj/6sGscFlMsqSDeRUHLxs1zznLB5PdN1VV6Q/r2r8r9mPxj177Ebja9JxiWbzQrgIIAyDEOYCEqLNC/ruWCUKvXuRBq7yXLxNQE1BohSH9koApt4PI5yuSwma4I7siZqoTZQrXaRzU4k0mg0ina7LfvW6/XU6JnhUICD67rodDoypJnv9/DhQ2SzquPw7OwMyWQS6XQaBwcHwookk0ncuXMH6XQa1WpVfFvs+FSLsIlm08TCQgdBQKmzhVIpgWjUkkyzbDYrAJVhrQAuvXEuqtUQL70UwfGxcgXH4wkMh31kMhnUajUZME3T+ebmpnjACBY5TJznj8c8lUohGo3i3r17ePnll8U7R8A0e60RRMViMVSrcWQyNeTzyg+op+yXy13cuDHGtWsb4ufjtUHAzawsAjuyRjwG6poxcHrqolz24HlR1GojDAY+0mkX9bqBW7c4HilEGJrieXz4MMTKigfLikzJcoPBAP1+X3LGyOByHiYZYcZGJBJjHBwEGAzUfbK2Zl4CygROTvqo1wNsbUXg+0OMRp4cA4JISuWAAiTdbhe9Xg/JZBJfEt3CT157aQr8haGB4+MQvZ5xuVgbl9ezWsBv3/aRSJgApn1ilPI/14pGVZTFcAhcu/bmf28WMOqlg6+3q5LJx49MejvLsqa7RhuNR2VHlmkCuZz68xZi0HdszUHYvJ7pukpSZF1luucCdJVMyad7LjgAJNvKcRycnZ1heXlZfECGYWgBn6E8+RNk6XlfHPStAwr6xsii8f3ZkUgWjP4jdtnRd0YAR1YskUhcsmEWul0brdYQyaQjkRAEdARu9IBxQSYrkUwmcXp6KpLkYDAQYNRut7G9vS2MDYM3OYCb8zMpmxK8ZDIZjEYmfL+JwWAsv6tLjK1WS4ClGvQdwe5ugNVVB4OBilnodFJ47jl1HmOxGGq1mki80agy3BMc8xhTvqTcy2YHmuHJTiaTyqBfLpeRy+WEASNAIZgEII0WBNy2bWNlxUejkUAk4iEeH+HgwEIYAs3mBa5diyGTiQsQIfPCh4HZMFudWczn89IpurY2vASYJsZjA+NxH2FoYDCwsbXlibTJa1Fl0o0xHA6QTKbkeuPDxWg0kqYHsl/0aRFM6NMJVlbcy/MwQiIRwe3bLizLwPKyjYWFEJZl4N69AN2ugfE4KiyoHpZMRhiAgD4CZk5nADi6JsSHPgTcvQuZkRgE6j7K530UCgYsy8DlM4gcUzZuPKlr+knFPK9eT4W+rq4++ed18DX7frPdmm9n5fNXM1CsRmP6+2SvTHM6pPbN1Hj8uTFvzaYCue8GAAbM5ch5PeP12TBheov87IezzpDpnhK25JON4CJKdolPvHzCp6+HGVj6wsZOOj6lc3GjiVsHgew+jMfj0omXTqclFkDN4ZuMzOGiQ8asVIqg0/HQag0EKDLFnYZ9PV6A26h725LJpIwhGo/H6HQ6yOfzcF1XmDoeU5quJzEUjsh+zMPq930EAS67EifRCFx0+bvsEtzeBiKRNk5PXdTrcRwcAMWiA9dVMigXeKbqV6tVATIARHIl4CHYIshoNpvivwMmDORgMEChUBCZlgCFsR08l7rvS0mDMeTzQzQaCbRaI4zHAQqFOm7diiGbteWYUKKl74tNGbpJmx4vPgBw2DhBPiVz9TsK9BF4sRmAx/742MCNGxG5NnRZkABMD4HVx2UREAKQa5QyKBDgxRdtrK2NsbREBi/ArVsOYjELyWQg+6rfA7pHkdck94t+QsMw0G4r8KM8ltOZYbphH5j2fBHYzvrAZu/tN1Px+JMN70+SF2e/94UqzpPkXMrdXfXv3V0FYDc3J392dtQf01TM397eG49xAhSQ6nYfBXzjMS4HjSsmbPbY1WpKfry85d4VNQdh83pmSzfrztZVT8Bc2K56Wr3KkK/LWtVqFYVCQcAV4wcoGendagRDlGCGl59EBG5cdMm4kSXTIyW4wLOTk5JOvV4XzxBZDSbCE2xwcV5ejqPR8IQBC4JAzPQ8PmSDksmksET1eh2RSATNZnOqM1LJUSr5nmOBmCQPKO9RoVAQH5zv+wJiVShriDBUXYs8bjShExBy29l957pDrK56iMerePHFJIrFCQjicWLkBs8Vk/qj0agY+ikXcwQTAAEchmHIwG0G4HJB1Rkz/izZG4I5Nke8+KKDdttEIuHgtdeaSKfbSKUSImEPh0N5Hfq4yPwwAJVeu8mgcHUcCZL0we6zsyij0ahIuLqMDZhyTDi2idvA/dFz4ciUUQLVc770yQWK4ZlQUGQLz84MbG+7U9et4zhoNBpTeXC8j3g+eU51f1YQhOj3jak8Kl4f+r1/la9rtngPvBU+rDfydhEQv9W+rzdTyaRitba3VS4aIyx2dhRTdlVtbgIbG+p3Go0JaHvtNVzOpFVfbzRUJ2Q8ruTHSET5v2jIHw5Vdpjnqe0Yjycm/FpN/Y7rXr0Nz2rNQdi8ntn6XKRIPkXrUiSlQMYz6IZ8ght9iDUZFS6Q+uxDfvjSP0amhECNvhtKZQQCOiulG7+ZGs/XIoDj/hBM8efIpnE7FxeTqNcVSGISPVkSsml8T7Ir9CzpMhEZORrs6Vcji8ImAbJe9Xod2Wx2av/SaRP5fBOJRAS+r84DvXZ6XAcAkYx1PxwZvWg0ilqthpWVFZimifPzcznGlAk7nY4AAIIavcuu3+8jl8tN+fzq9Try+bxcC2Q39aBdAj+CB7JHZONWVgx0OmVksz5WV3NTYZw8zrrcyAgRAj1e03omFplbjoUimCGLpMuHBGwEZWpGo4ndXQMf+5gnnZ0E/uyWJXtm2zY6nY5srx5aTNDsOM5UWj/lbW5vrxcgEvHlegEg+0opnx2l7CbmtcxjSuBSKExGDHH/dHb7cazWbOzGZ1OzgM40J+nwbwZ88Z78QrJfjytuwmezKSsrCozt7Kgu0U5Heb4SCQWiOFWg0VCDttNp9fquq8DXcKhAWr8/Sdbvdh8dcv5uqXfhLs/r3VKfzagifiCTRdA/PK8y5DN+goseBzcPBoMpQ/2sDwyASJf0SJHhoSGe/qpEIjGVJ8VF1bLU4GdKRQxzbTQaiMViU4Go3HZuN9keLvKRCBCG6tGTjJTOxkwYKV/kVy7IusxJ4EfGhoZ2Htd2u41isTgVo8EJAGEYynur7VY+nkgkIlIrjz9BFqVAMiM8Fjw+BBI6cKZURoALTKRnALK/lDH1RZLRDMzG4jgljufRwbXuDeM2cD96vR5yOQPAgsjO/X5fIhzIPjF6hMCLLBPZJHa78r30n+dr8phxNiP/z9fhPeA4TWSzwMaGIeCax55glA8nOghntAZBHplSPa9LB1DRaBTHxx6y2aEcO86xJOBnoj7nXhLA6bErOtBJJlUIK0E573e925Clgyd9G9+M9KhLl7MgbGEBOD9/Mvh6OyIn3gm1tqZGOqXTiuFqNBSo4vimTEYBrGRSebwSCcW2haECYcTBo9GzH0XxuHp2roZ5zWumHidHXiVF6iGis8BNNx5zcdWHPjOWgoui/oTPxds0J3Pv6AUDIAsvn5DJgpFV0feBrA+lm0wmI/sRhuHUCCJ+4JPJIWjge/C11eJuo9u1cXw8gGlaIo8qqdRGuewhDCM4Ouqh2x1NLWCe56FQKMh28W8+6eu+KXp8RqMRisUi6vU6xuOxdGESwCQSFvp9W9hD13VRLpcluHQ0GgnDqJvM9aYKdnCy+5LAwnEcGZXEY0zQ6jgO6vW6jIAiWGXXKH1ZlIn1Bg1mqXE7eJ4ZIttut3F2doZUahHn53Fcv26I90qPdDBNE51OZ2pUFPPg2BjAY8nGDv36JSBKJBJoNBrSaKEzdjTns6kiDCNotwOsr8fldXiNJ5NJkfb4frqHUB8Qz3uLAJsgnYybAvMmkklTHkT061eXO/UMMjVmqYPDQ1wOYR9hNJoeiXMVAzZbs0DqKl/YZ1uqISZEv//4QNW3K3LinVQEWNnsdKSEaU6YsHh8YtQfDFT3Yz6vvv/Zztt8lmoOwub1TNaTup7eqCtS/x6fvPlET+/LcDgU8zpjGAgiyILp5mUAAm4I0shK8XtkLXTpUweABCA6cCOjxgHd7HTk4qdHCHQ6HeRyOQBArVaTcUK5nIVi0YHvtzAem5cBpUC/H0MYjpBO+1hcjGMwqOLw0EIymUKr1YJpmsjlcrLY8jgSsDSbTZE48/m8vKfuZ6PXjEzLcDhEqWQgDGOo18OphgTGY5BxIhAkICIDRsaLrA6PLwEg5VlGblCO5LHS5T4A4lvjws335XtQuuV7sRmBC26/30en00GxWMTFhYVbtyxY1kRGnc3EmpWTGXw7O7KKUiDZJG6Pfly4v2RDaWzXB3z3ekA8Hkinp+d5AgQJIOhd1I8B7y++DkEz2Sw+WHBiQLlsIBbrSOOI/jr8ecq5vJZN08TeHuB5FjKZDq5ds5BIVFCtWsjlAjx4MJEgH+f7+myM9non8JN+h+dG98TNli49Pqvg63OpVksBNnq/TPPd0wl5Vc1B2LyeyZoFU3rNPjXrUiQw/RTN15k15HMRr9VqKBQKwrZQ7gEgniF+sFO+4YJNcAFM0u71xZUskO4pY0chIxfotRkMBkgmk7J4EDTqIHIwGCCRSACYyKkqZX18yUJw2HUMiUQExaKJ8bgrHqpOp42XX07i7Kx7GQGQl32jx4wghjIrGQ8yI2STCEp4zLrdLnzfF89VoTBCvz8BSrFYDLFYDL1eD+12G+l0emrANONACEri8bgcJ32GIwGaYRgCnskI6TIcwTDBHYsAbtbXo/+fzRKe56FcLsMwDGQymcvYjRD9voVutztl5O92uwLC+TCgS2d6NIVu6qZ53TAMYfQoxaZSKfkZnbmklM38syBQBmqC4EgkItcwwTWvU24HjfO2rRhLyp1kXPnwoXcnNho+sll7Ku2ff18FSHndJhIJ5HI2DCPEvz27jT9y/9/gz3303+Ck2YHnTRL2Z0HYVZKkXryv9dJ9gVeVDr70828Y4SM/807xfb3TKgjefeb7J9X8CpnXM1n8QJ8tfiDPAi2Cl6uGdesJ+QQMs7EUjAdg5xwwGTnE1yIbQ+M7pUGaril/kf2iaZ2yFkMy6UUjKKOhn94yMkwEKYxrIIt0cnKCUqk05RVTLFUMCwsG0mkPhYIywJN9Ojg4wOrqAkajHnq9Lly3JFIURymRoWI0hQ4+KZNRsiSo5LbRMM9zwPE2BFRkgxqNhuR56QwjPVUESXrnYi6Xw2g0QrPZFBaSi38ikZhiZvQOPNM0xVTP5gAeT55DvXGB28VF+vz8HJlMRsBQr+dhMPBRq03en6CKQbD0yPGaIJAhwOLx5O/ryfg6Y8vzSmmYHZG8zii/AkC7DUSjExaP44LYTEEwSh8at5sAV+9E5L2ke+0o0+fzEezvhzg4mB5NxO3leCLuWxiGeP11FbaaSkVQc3x8/+F/xanfxWecz+BvnP4kYjETw+HVoOmqr+nbpYO2N2LKHge+WEHwxYuceBrK94GTky/2Vrwza36lzOtdVVdJkQRss92UutFXB1bs+OPYHkou+ngbSjf0Z5EFI/PEJ2X6u9gpyIWNrIcedcD3IINFWZRyECU7mrtpkCfLRPDBxTWdTk8xLgpwTOQ4Jsa3Wi0BOkdHR1hZSWF9PYtaDRgOTQE3XPQIHsnu0c9kWZbsq96s0G63ZeSOkmnHuLhIIR73heEje+a6rsjAZAsZe9HpdAR00LxOgEfAwa5GmvsZJEsWkQZxndkjWKWcPElrn/jcCD7o9zs+PkYqlZJtd10Xu7sjrK7a2NryxSfIjlZGgwDTg+MpEZJh03O4CKgIEoEJI8frlsCM10AQBPKgMImvMGSB1OVVPgDwfXRwq7NP3D9e8wQrw+FQrrtEIoFMpo/NTSCfV6OFdBmbzNusxPn88xZ838bZmY2q14dtqvf1wwCHvQZWV0M8eKCaOfj7VwEqXV6cfRB7I1/Yk8CX/jPDYWS3dCkAAQAASURBVIijIxP7+wYePnzsy70rq9tV+WLl8hdndNI7ueYgbF7PXF01jog1C8IoTc3mCvFnuVDrhnxmINF3RVaLCy6ZBy5aBBp6273OoLA9f7ajT2fn9BwpxjTU63WJPiD4YPL7eDyWRZCsBVk8em24v7VaTWIY9OHLrVYLiUQCFxcXKJVKOD8/h2maWFlZgW0byOdVTlO5PDlO9AORzeFcysFgINtCGUgHFq1WBBcXKdy5M0K97mJry0ehEErkgT5MnKCCPij64whUCZYACFidZGJNmiEATPmg9O1mlyVZI0pttm0jmUyKfMht4PXS6XQQhiFKpZJIwQRwlhXCMHwxy1OS5nYCE4DAa4HSJzBhcciEEfxQWuz3+wIUyJCRoeV1wtcBIEzh8vIQhhGT64FdkbyOee1Q9tSjPuh70qU/Nk4YhiFeNp11SiRCZLMm7t8f4+jIwsOHE8Co/xzfc309QCYzhn24gKQRQdxyEbUcfNv1rwAAXLsW4sGDq+VD3fh/VV3l/eI2zMZJXOU54884jolazcTamgIZxeKVb/eurCBQsRTLy8r/1emonDHO9ny31xyEzeuZq8dFU1wlRVI2m2XB+OGqR1Yw3iAej6NarSKfzwsYY/4SAAEjun+n3W5fjuYZTXnBuNiFYSiATk9bpxTFsMyJjydAq9VCJpORLkHKcfrr0MCeTCbR6/XQ7XaRzWaF7SEwoeGbzA8XaM6rNE0TFxcXuHnz5tSCNBo15D35WvRx6VITjws9T4PBQMJuFVtmY21tiKWlPq5dc8Rn5roums2mxEAQDMViMaRSKTG9z7KOzDDTIzS63a7Iufl8Xhg827aRzWbR6XQEzPFvzrikF891Xfi+L4wXrxPLsnB6eopkMikBtrwWx+Mxdnc9rK9HpyRaMkxkIynF6Uwc5VHXdacGe+tRH5RC+br0AlIuJeBNpVKwLBXoO+s3VPsQEQmebCbPK++pWeZPN7KTJeZEA4I1SqS8d9RDTR83brjY3jaxvg7cuROg15swUrokqcJ+B/jge+P461t/EH/1g78dP/ZV/x2+ofRB9HomBoMAWnTZ1L1+Vendvbxm3sxnyCwI04/B2prKzzJNFdtweDjJDns3V7erkvbbbeD+fZUnxlDXZnMSUfFurjkIm9czV/rCr9csC6bLDLMesscZ8jlrkF4pBqDSUwRAGBN+2BMc0UfERUmXjMh+UUrSfUFcLAEIO9NoNERWYgwGt1n3YenbQHaH5nnmNNEozZE9BFH6azQaDUSj0alYjCAIUK/XkcnkBKCQ9SGApBzJFHUCtf39IU5OTNTrDg4Po7h1K4F6vS7RCXoUBeVVQHnU9BBXmsjpR9N9Z8DEM6WH2TLh3/M8Yf4ikQgajYZsox4+y8R/etPIvpGRMk0Th4eHyGazyOfzIrHRK3hxYSGZHGNxcXK96F20erQJmy14Lgl6yMxweoAuB/IBgiGnHPfETlleXzqLxeuJAOz55yM4Pp4wwwR/bCzhtQBMohY4aYDZePx5XkfcNv4+APHNTd93IXZ2ApyeBgBMYZ4ImgnyI5EIrm/E8AJuYdVYQaOhYiqazRCFgj7n0HwsCOMDlb4vetPCLPN1Vel5X1f9zMUFYNvTERrv1kokgK0tFe5669YkqDWdVub8uXVuDsLm9YzVkzqbrgpoJRiaBW2UILk4BkEghnyaqAEI4KBEyUUHmDw5sytRTyHXOyW5YOuJ+fpoInrN9IT2breLQqEg3Wj0tLEjUQ9KZQchZx7q8yi5oGcyGQCTSA7Kp/1+X/Ks1tbWpmTbyTBsC6PRBFheXFxIpletVhM/EQB0Ogncvt1BJJJCoTBGOg1sbpowTU8Wbf1vyrxk9MiK8VhlMhkx+FNypK9rOBxOGfg5vkgfDUXw5nmedGvyONLbR0BNpoqMlOoY7aBer2NxcVES3/maXNCXlgy0WpbIfLweTNMURovXBZkzspcEKnwtSp/6SCgCNPrwKE/yfBBI6owatyOZTApzGoaTfSMjx85IvoduvOc54DQHZpuR6eT90+vZePjQwu3bwGhkysMP/+b9d+2agb09dU+x6YVm/eNjG9WqgWRSMUydjmKc8nlgZcXE6mqI4+OrPxP0e/sqcKYzYU8y1L/ZyInBQKXJv1vDR68qw1AduI4DpFLq+IxGcxAGzEHYvJ6xelJKPvBoVyQXk1lwxg9j/k2wEolEUKvVkM/nBZzobAFBgC7RABPDs96txhE/NGXPMmJcMLjwclHiQkvjOZ/c2dlGJo4ggiwGWTJKVGRLAAg7FoahACdKZoACMKlUSpMhR6jVakin00inLVQqbcRiaZycdBEECdTrIwFCqhnBwOnpGKYJJBJDFAoBgmCEpaUswlABrGw2K92P9LtRbiXgoA+Jx5VSo94hSM8dpVV6wFJJG+HoM0jGPZFFKQfHYjHE43EB2GRAe70eFhYW0O/3RWbmcavX62i321hbW3tkgeb2qViOGHw/FPM8wc1s4wUZKoIvPTKDXZfAJNmf18N4PEar1ZqK4SDzF41G0W63p+aQUnY+OXEwGIzk4SEIHGHV9OuF7Gy325VjHIahjC+iZEvwpl/HnmeiVrOwvDxALBbAtgPZ31mfleeNkEgMUKlMcs0UC2ig17Ng28DBgeq0u1TJAQBhaGB/P8Slwi/3ig64/u+jV/Bt//kf4q+98tMY+ZNuaG7Lk2oeOaHqrWD28nkVzFqtPn5O5but3r1X1LyeyXqcKX8WnOlP4bPype7FmTXk64nwuiEfwFQwJuUXMin6+xmGcTkrMS0sApkw+pj0BUrfdrIkBCO6LMqFjx2SXMjJ4HCxZJchZzGSOSGTxNeq1+sAIOnyuqG/1+vJyB7DMJBK+ahURrBtSmMWKpUxgDRGIw+HhzEMhwGSyT4yGQfRqFrk2emog45msynvS08Yg1cJZvVQUmaOMS+Mkh7Zvkwmg0Ssj2vZP4zf/Kv/Bb76xb+MiLU/NfaJnYCZTGaqi06PXiB4pR8PUIyU3oXJv/UOxWrVxMICUKlUkE6n5TrQ4yJ4Xvl1ZsYBE0Chg2mCZP6u3qXI65lRHzy2Ovg5OIhhbc3Cq6/2cH7uXx4LA2dnofgO9aBggi+yd/1+H5lMRrqB+foEf7zH9vcDrK2p6ymfd1CvTw/V5jXN7VxYcDAaGfA8dc2WyxYePjTwwgtq8d7cnAybvns3RK2mgNnmphqfo782r49PVA/xFz75b/DL1QP8k72P4X975afl/OoPMDpou0qCfVJdZdp/1ur8XMmJn2/Vamqc0bsYz07V/DDM65mrq6SCx3VF0tvBop9KN+TrcyLL5bLIVnpKOzAZQszXISMFQCRFsiSUDfUUdy7yBGTdbndqRqPebUejPQDxjHF0DhkcsnK6UZ2LJTCZk0lgOBqN0Gq1UCqVcHZ2JtECfA8yOASfBAPNZvMy0qCJtbUiIpERHKeDQsFGsRjHJz85xIsvGkgkptka7hu3s9PpCIDVoyL0/dCz2ngM9MYKNjyQlaRMFsW/h4U2ohEPljlALvLjwnCk02m0Wi2R6igb6s0SZM46nQ5qtRoSiQQikQjS6fTUeCLKz7qPr9XyEI8r6ZShsATDiURCvGb0Jeqhq7oEyNenPE7JTt9Ogi92o7JZhD9LYOi6Y/R6wIsvRmEYPnZ3Q2xvh1hengx7p8+Q118QBGg2mwKe9VBhMqaUwslELiyMcXISCsCqVsfi3WKDgw4ej49NdLsWLi58GIaSube2wkcWbNsGrl9X0RSxGGDbE9/ZbN1rXci/h4GHVxqnU/c8HyxmYyx4PnRw9Tiw9YUEYePAx/e9+jP4tv/8D/FvDj/ztr8f1VrPwxTb+LlUs6nmSD4mR/tdWXMQNq9npnQ/1mxRTpj9WS4YrKskSkY18PeY5UWjNL+ud7gRvJEl0Y34DDTVk/r1RZdsCD1k/FkyQDQq09ekB2iSGeMgbQBikNezy/hzNL2bpolqtSqApN1uY2VlBc1mE67rTrF9BACMPdBN3vQoZTLpy69HsLY2QK+n3o8djwSEnU5HjjPzsth8QAmS2Wp6ByYXTQDCADIlnvIcWT7LsjDy4ghDMqEOQiMnwJRsI2VInl92P45GIxQKBVQqFZyfn2NxcRFhOAnm5TEha8TuSErBwCQCQvev6XIpZeHZ2Zu6xE0wxk5N3Wdo27awhQSulmUJ0xqLxaZYuu1tG92uiX7fQankYmGhDduGmPl5T3AbOFUgl8uJx4xyHhsc6F/kdqmA1igGgxGOjyOo1QKsrIzw4IGN27f7ePDAx9lZTGSuwcCEaaqw4GTSgWUZCMMng5uFBWOKAdOLfrovX9iGZRiImDailoNv2njfY3/+jcz5bwaE6VLp21Hf//pH8A/u/yJ+sbyHv/iJf42PVg7e1vcbDIAHDxQAa7env9ftPvq1x1W7rV5jnpY/XXMQNq9npmZjJvSvz0qRAKbYLhZlJ74WQUY8HkelUkE+n0cQBMKk6SOKyDqQ6aDPiswIZTx2/gHTkggBmB7PwIWXbBlN4jQvE+RxfiRZLc7+Y4Arx/wQ7HGoN+UkPVV/f38fW1tb8rp6xybBISMP2u32FLNF4BGLxWDbNlqtASzLEBM4X4MSLI8luzSBaSmIrCBZLbI5BDJ6ZyS3h/vIUFjf93HR+go0Br8KfhDH2HgZLf9bp0ALz9UsU0nm7vT0FMPhEMvLy7KNZIx0VpWgXu9ujMc91GqT3DbK2tx2PQuMizmvAz0yg/vNqA89d43XEn+OTCpjLPgazCZTLJYL11XXIQGy3iSix2HQR8ZrUQeHZOi4P7qHKgxDrK4Ct265uLhQ3am3blFStLG+7qFSMXBwYGJ/H1hZCbCx4WA0UllSkcibn/3Ie0i/z4MgwHoyj5/82j+MP/PS1+OHvuyb8U2b75vqzuRxnx0q/mZqFpDdu6c6Ad/O+nTtCINAPcAFYYi7rfO35X3CUHV6lstKOoxEVMREraYyvhoN4OxMGe3fqLpd9RrzZoVHaw7C5vXM1OOYMN3bxf+zdNBGOUP/IKZ/ihIfIwJ0FowSJmUkLuwcXk3ZjewYF3yOy9HN+MBk2DRBV7vdRhAE4hMi48SfIaihIZrxC2RXmHMFTFgjJtizk40Le71eRxiGWFxclAYEsgMElIxnYBel67pIJFTEBPdH+dWAIOgBGMsiPplTaU/FPzDdnyCCx47G8mw2K92serI8zf9kptrtNjzPQ6FQmMrbajY76Dt/CZ8+/RF0nb8F08qIxMZtI7g1TVOaBADl5TJNE5ubmzL+h3IbwS7BO6M/9MaBcjlAPG7IvnM7CaAIwlutlrBjwCTqhJ2xZLUIsugN5LVLAMToCG4LAQe3maZ+2/ZF5qNs22q1BLQ1m02Mx2PxyekMnf7AAADN4T18tPZH8LHGH0Gt/5p07BKM9Xo9rK6OcHYWQSIRE/Y0DENsbCjJ8datydiwlRVgcRFYXb06buaq4sMUwZcu4a4lcvh9Ox/Ch4pb8r56KOtVYc1P6oAEHo3C6PUUIHm7gcY3bb4fMctBxLRgGSZ+dWnnLX+PTgeoVBTY2txUMROuC/T7Knbi4UMF0i6fSZ5Yl7cRLsWEec3UHITN65moJ0VTXCVFciG7KhuMoE33HrFrjiCAPhxgMqhbj7KgDKaHajJnjNIagRG73bgtTF0noGGivd51ScBF2YksByUomukJ+vikz3+T3SNjwn2v1+tYW1sTfxFBCreLjFgymZRORgDCounp/bY9wGhkyrnpdruyoBPYkaUjk0RgCkBkWT1vyjAMnJ+fI5fLSUYVmbdWqyXgWAdnjPPQh0TrEi8ZNv7RO/cODg6QSCSQSCRE0iO44TWlL+SK/Zt43+7d81EsWnCcIXK5nLCvAARIA9MAQt9fsl8660WwyOtBZwsZf0FjPc8jmxp4DSgGD3I+KVO7rotKpSKdvPF4fAoY8nriVAYe04/V/zhqo0+i5b+KX6r8EYTwxYtI76Tr2sL68XtkQ7kf+v2cSEyGaT+ODdPve74OMPF5zQKl2c+FWelxNkPsjRg4z1ONAQcHquPvcdLoW1m/deM9+OEv/734My/9OvzLr/2D2EoW3tLX933VCWlZwOrq5OvxuAJekYjqbIzF1NceV72eYs3S6TkAe1LNQdi8nol6s1Kkbm4HJosfZTKCL3p3AEjeVT6fl0WfHikuKHwtgjTO8yNY4nvQhKxm9plipqf0qM9ypJRGxkP3QxFEcZGlfMcZgcViEb7vCyDg4s/XYtwCQWar1ZKvZbNZ1Gq1qagGHRT0ej0xbusdofrPDQYDGEYU3W4NmUxGgA5DXQFI4CwA6Wikd200Gsk8TTJBDAgFID/HRZIghJ4l5lfxNROJBJrNJrLZrBjpGdxK4MhuRcrBbBDQZ1fSQ8amCP2a47VBQHb37hgbGy4cZzJYnNsaj8enPHQEPQSefO1OpyMsFo8FQcN4PIZvNHGv9wO40/kbGKP2SICvbvLnNU8ZcWPDxJ07PnZ3PYzHoQAqgrTZ5H8CVF6vDB4e+32Mw4kxyA8HGHlt+T6vv1njO439swCMP6fft497wNLlTwLJNyr952eN97PAS2fMWL3eBHidnQHr64otWl9/w7d+y+pDC1v4fTsfeksBWL+v5MdqVf2fERJBANTrSlLkOCbPe3ynpO8r8GWa6jXmXZBPrvnhmdczUY/LB3tSBtjs18ko8OuMpeBAY4IfXQZidhU/qHXJiECFDI+e60U5hr4kggBKVowgqNVqKBQKsCxLZDCdOaBUR0DCBYQzKikLUVbS88g6nQ5isRiazaZIWDS2sxuUMQ8TNsOV1yCLMBqNBKiQcYtEIqhUuhJFQYBBsNy+dPNym7jvqVQK3W5XvGoEfZwx6fu+xDxQ8gMm8yAZwEoGbTgcynvw2GUyGWH/ksmkdJ5y35irtbq6KjKVnrHGhgHGdgCQyBIya4PBANvbJo6PDUn1J4vG4062jGCbr6HnuxG8AJPB4ZwA4HkefrH6HTgZ/WtU8P/glcGfgueNBTBxu/WMMLJsan8D3LxpIZsNUS735ecdx5FjxGuHzSC8z8i49ft9WEYES7GvhoUYLCOOrP0+OGYakUhkijFLJBJwnB6aTUNAJKVpYAKoCMJmgddVni8et6tM9Czem7Nga9YXxvv/cb9/caGAV6czicpYW3s2QEa5rMCT6yo5NQxVJ2OzCbRaKh4knZ78/MKCAmKDwWQMEf90uwp8zf1fb66egctnXvN6vBw5y4QRhM0yZ3qeFhcudrpVq1UUi0UxYevDlrkoEQCx87HX68mipjNbXAxpZAcmDQIEGgRxHNFDkEfAR8aKi3oYhsJ4MXIBgHi0KHcCEF+ZPhGgXq9L7AYZKXYict/IpnCWpOu6lyOLMrK/BGbsjuv1WrCsuBzH2Y46GtR5HAgMddDCr3M0jp6RRf8bt4e+OIIM+tz0FHxms9F0Pyvpnp+fIxqNIpVKCVPJ88r31r1QjNbQE/I5ticMfSwtGWg2TWGk2O0JTBpECD7J9F1cXAhIIyCdBYJBEKA3aGEQnAHwAfgYhTWMgpYwZzqjxGuLTB+BuJJyQ/T7ExDEa8a2bTSbbTjOxNNIlozglMzte9J/CS+n/394OfMX8RXLf1Pet91uCwsXBAEWFx3U6wGOjydDyWfvYx6bx3nBdCbrKvA1C9YIPAm6HgfWCMyuki97PSXRqTyyN5Ypn7bKZhV7NRopcFUoqCyvTEZ976pDRlCWzU7/0cHavN645iBsXk99Pe4D+yovGIBHTLiz3hAAMrZHf0omiKCERoYMgEhKs2ZxPRSVQG/2yZ0Ai14jSmWqsy4ujA4DSgkums2mzCok6KNfh0GrwCQNn34eLmKO4+Do6Eg8WfrAawJMhm9yAWPCP2dJEqgQYHCb6/U6IpExDCM5FdNB2TCVSiEajaLRaKBUKonsRi8TAQTlW0rDw6HyVnW7XcnvCsNwar4kQSZndRKgBUEgnjwCGYK24XAojQAcFs7zzu3mYs4mAZ4zJsfzWiKjEoYhslkDvZ4t3YS8JnSDvJ4vxjgMSslsViCo4fU0Ho8RcRJImtdgwIEBGzFrFeF40hhBqZMPF2wQ4WswAT+ViqHVstDvq3N/cGDi3r0RLi5iuHPHwt27fZyfR3Hv3kiy2CgPM0l/MBhhPfu1WIp9FWzLleNKto//VnlhPeTzFnZ3QzFte5768yRv5yxAe5JxXv/Z2Xt7tvTXmfWFkQU7P1es17NajgNsbCg27M0m2TvOnO16K2oOwub11Nes5Pi4r+vJ4rPdkpSZ9EDSZDKJarUqQIeSFz/Mdb8UX4cxDVz46JfSGTgyTvygp+QGQFgeSlYEGfw/WR0ClVgshmq1KrIVzePdblcaCbhPZJSY99RoNIQ5I0tCyYr7QaaC+0MGinEdBDX0WXG4OBc2150s2rWa8ofpYILHs1KpSEcjvWMEi7OZZDxGZJWYbcV9p/QIQM41wQMlTI5Dones0WhgZWVlKiOOLCclV0ZiEDSRGeVrE+iQveL1xkBehrLSG0b5mseW51/3CzJJn/vS7XYlAiMMQ3yo8APYjHwrtmPfhl+V/VsSaku5FJgM6da9crrk7fs+XnjBRLns4u7dMYZDD9vbJq5ds/CBD0SxuuphcXGA69djuH17enYkm0AIJnmN8fjxfPJe4HYkkybW11Vw696e8lYdHj5qtOexnjXcv1GRpeN26eyYDsb4HrPMmf6zFxfBMxUuOhxO/rCCQHVDlkqKDaO0ePmxNK+3seYgbF5Pfc2aeFmzIIzS5CxDxp/Tu/gIFOh9odzGWArdJ+Z5nrBMXLB1+Yn+MR2cAZAFU4+noAzJBZIAg4sPmSrKlt1uVwCI7uMiWOE26l4lenkajQbW19fRbDYlY0vvFGRXHRdRLqq1Wk06/ci46DEc1Wr1clsNJBJKVjs/P8fCwoIwYtzXdDqNcrmMZDIpEiSPKedkkrEi0+f7vmRgcbFMJpNi8uZCT1BEgErgRB9YLBbDwcEBLMtCsVgUtk8PRSWDQ+DEIFQOUtcBGME1pUPKiZSUGeehL/L0uzEyhK/Da4VBq71eT6RaXU60zQRWnd+J7cTvQ8TOCOAlm6mD6Ha7LZ2kBKwT8GdjYyPE1laI554ztW0MhMHyvAHW1y3s7U2OD6Vzsrk646XnrNErSHmYx7JYBLa2QqytKT/S7i4kUf9x4OuNuhafJFU+rnhNXuULazaBjY03Dml9UifmF7NaLQWsgmA648vzJmCr3VYSJKA8XZQWKU/O6+2rOQib1zNZVwEtAMJs6F/nh/qsIb/RaEikAhkPLmo6a6bPzaN3iKwXGRH+TXmIUh/9UfzwJggkwCBAI5DgdnAxpUxHrxKZLrJSupen0WggnU5Lonw6nRb/GyMe6BnTmQsAkgNG6dE0TcTjcekw5HFhhpoyXecQjY4k3oPnRGfp2HW4uroqAI0dl2TDCAoJZur1ukh6BKAEFZQomd9FOZV+M0aH9Pt9GYSey+XkPPIcABDQQ2BFg7kuDVNedF1XPHw01k8CX10B17p8zfFHPI9sbuA55jnnQwE7QslQ8sGBQIiAnhKu7jkjOCWzymPP99E7Mnkf8PfonVPX/BiplIl63Zbrl80oZAt5XugrJFjndaw/dOjdkqurKuj06OizZ774WrNS5Swo0v9/FWCa9YWNRiqKYbZDkqV//XE/88Wq8Rg4OVFsVrmswFg8PvF8JRITsJXJKN9XowHkcpPXyGbffCL+vD63moOweT3VNWu8Z13VFUlG50ldkZSo9EiDXq8nXXnApBOPbAHjBXQfDBkNfT4iAaAekUHAo8t6XAgpO+myGCMX6DEajUYiU3LcDkEVX6fVaskCaFmWeJ8IrAqFAur1uuSZzcqnBAm9Xk+6HDkaiftCeVGXGvP5tEhW8Xgctm0L2CADQ2mUiziBJ8FYKpVCvV6HbduSc0WARQBEdogLPn1gbGLQJbhYLIZut4vT01MsLCzIkHDdd0egw33ltUPGi8wfpxDwdzhUnfIy2ZhIxJXFORKJoNVqCdDkAHM9L4zHVI/C4DHheaPEqM+EZJcpASLZKQIpgmaCWnaiErTx/uB2EPjqQb8AsLTkYjAwMRqp4fX0lnFfyODOson6SCAeGx2EKeY4gGlO5pk+rmZ/V2e/rvoZ/l9nrWZlz1ngFwQBGg0FRN5svZNAmOMooDUeK5Yxm6XvToGten3ChNXr6k8m8+jrPAvdn+/kmh/eeT3V9bhoiqvywcgc6E/hBBv8Gtkg3XRPAMVFaNbgzvZ7ynnsCmPcA8GUblDm6+geJGZ+MROMoIkSGQEaGTUCDHq59G46Sm7sduz3+8jlcqjX6wImbVul9qfTafFkUWJibEUmk4FhGKjX60gmkwLMKHdRlqNfS/dqpVIhms3JTEwydGTl2KyQSqWmMqMIMMloMZuLxnXGJfBc6hEaPKeUjQmIFSjMo9lsCtPIOZX011F+ZqTILADjIs4wXoJeXl/JZFLkVACyv7YdolYbSTcnAQe7SBlZwm2IRCKoVqviKaMMTFBIsMFU/OFwKMGvPCZk+8jS6SwRZUo9roVAjtI1APkZPZ1/4hU0EATq2JA91QfS680plGd5Hc++P897GIY4PTWxuBheeU/PFh96gMczZm+WRZtltPj50O8DyeSj8qcuKb+Ti92NjjORIGMxFbgajU5YsFxO/XmWvG9PS81B2Lye6tJBlf41YPJhyg9+LjQsnQWjh4gzDhlLwVl9DGfVvV9kWHSQwLgFPbVeT9jXc8To3SGIoveLhmwCHC5YZFsoo9H7pIe9MoGe+6V3dDKJnxIbAWetVkM0GhV5iWCKkl+tVpvyVSUSCXS7XfH32LaNWq0mni5ud70eIh63ha0BINsJTKQvnhOCV24jF1gGpxKoFAoFOVaMvtCT7LPZ7JQkyGR/Btlms9mp/dHlOQJQgh7dh0QZlaCNQOPgYJIBxmuEvjHHcVAsDvHw4QDDoQKv0WhUmEfKoMxE09ksneliJyqvO91wTrBN8EhJnF5E3ePE489rkhIof0b/WTYN6PvMc6OO7aThg4CR1y6lZLK0BEmcL8kIEWaFESDu7AD37vnCxD2uuD1v9HNXme7fSJKc9YVdJTO+WXD3TqhUatrj1WopUHaZlIIn7UoQPPn78/r8aw7C5vXU1uPa2a/qiiRLMvt1PSFfZ10I2MiM6KwYfVFkdyjJEFzpeV769ulyiB7EaZomarWaLIh8f7JdXNj08FJ9qHO9Xhf2jAGiZKvq9br4ovQUem4nU9t1lqtSqUjwKWU8+rH43vrgZj0ctN/vw/M8lEolxGIj9PuhAGVuBxdQ27blPfQQUDI6PKae50nHZT6fl+YDLvD0HzUaDeTz+anOSILdRqOBeDyObDYrx5ZeMV4LzNLK5XICdAjs2OhABoodjMlkEqenQ4RhROTRVqslx8V1k/jMZ0bIZkeo1/MSrcEZpOzc5HbGYjE5rnrWGTCZ+0lmkZItI0DoS9QbHwikeL/oTKY+yUHv1NSvOz2slgBRMZHpKe8gzy3BC1k4XX7k9/RJC7wWdLDkutMPUbP3PM8NwftnIwHqgKrVMnF0ZODhQ2B/P8DDhwYOD0OMxxMmrFBQXYOzv/s0VrmsmLBS6c1HSwyHijWb19tXcxA2r6e2HidF6iCMH9pc2PnBrj/Zc+HpdDpIpVIizXHRIQtGyY8LBhmH2W3hk78eU0BJkqwBf55epPF4jGw2izBUwas0slNuItvX6XSQTCanFjV9EacMx5wpBqIOh0MsLi5Kk0Cj0RBWxDAMMewzioP7rEugZFy42HPRJXgdDofiTQOAaNRGo9GS8FUunvV6HQsLCwjDEP1+HOWyL8Z1MoEEv2RtGPjKjklmeXExZ2aaDk5HoxFarZYwYgRgXPwJqAkcyQxR7uR5AnAJ0oHDQxPtdlSTCnNYXLxAu52Q/C56AMMwxP7+GIlEBBcXBnx/iEYjJhImmTBKW3oeG4ApMz7laj4QcJt53Lk9nPXI60rPaNM7FDkCi+9HlpHHio0evJ5n4x1WVkIcHExGKbHRhD5BYOK14jVP4EiQyfuD14UOcA4P1Qgd1mynJOvNdCReBZ4uLhQrtLqq8rE2NoDtbROlUoBKRZ3nw0MT5XLwzICwVEoNRv9sajRSfrJ5vX01B2HzemrrKlP+k6TIq1gw3Y+lS0x656EeMaGnstMUr5vpmePExYEf3PTk6AZ2mvHpUdI71ijtmaYpkiKgQFE6nZb359gimqd1GUuPWigWi7IIE7BRVuLAa86EpA+NshiT8fVuOla73YbjOFMAgWCtVqvBcaIAJjIlGxx838fpqXkJRk08eGCg1RoglUoJsKLMSH8egZ/uh/I8TxojmHJPYHB+fi7yIxlOHQyq2ZIjtNuWvCbT5cl81utq/1T3Y4hkcgjfj8CyIpcMnotMxsF47AkzxADX4dBAGEZg2yNsbwd46aUYEolJU8RgMBAwzvNFP5durqevjQwYGxjITnme94hfj7I5r0Ua5Hlf8FrgfUTQyOYMFh84eJ8EgY3d3QA/+7MeVlaicr8wUoXHV2c19Xw+AFMPMtx//o7v+1NzGPf2MAXe9G3TO2efBI709w4CXIL2AKWSMp0LaAwDwPSwsqIA2cZGiPX14IndkU9Tfa7BqnM58u2tOQib11Nds5LFVV2Rs4Z4SkW6IZ9G+maziVwuJ3EEBGBkOLh40P+lx0jwtTj8mCCIQJGMBEGOaaoEenqb+G8ySbM+GzIi9JYRYHE7dBap1+thYWEBx8fHKBaLMlpIj6JoNpvIaO1QzWYTAKRTDoAs6NwPZTRXzCH9W5TgTNMU07+SNW0YhgnDGAtY7ff7SCRSuH8/RKFgo1RSswvz+TrG4zxOTz2Z19lqtQR0LC8vC1NEHx3PLRlAPYPt6OgIQRBgfX1dGBfKuWSsxuMxzs5iMM0YarVJdAnBSr3u4/Q0gv19xaIuLRkol4GNjRDn59HLn/MxHCbRbPZweGhjby/A7q6Hi4sYxuMUFhdH8H3FuJExTKfTku+md7qSpaPXjoBaBxrcP153zEIDIKweZW4d9OihqZSt6XekuV5n4GjIJ3NK2f727RF2dkx8zdcAo1EgWWZkQQlYCcz0SQ404BNMcft5H892KdbrATY3H592/2ZBGF9/MABeeQX4uZ9TkhwwMfTfa9/Hd378j+EPfeJ/xI/u/QMBtKxZb9nsaz8NJv15vTNrDsLm9VSWnjWk16wUeRVbNmvIJ+DiMGvOF6ShHYB0/OksGFv+CYIYhKr7XCjl8X3ov9HlO8ZJkPFivhIwkV5oql9YWMB4PEatVhPwRhZLj7EAIJlZlCjZFKCHsjLtnN4vAgUu3AxLZSSFPsqJCyzBnN7J12g0sLRkIxoNxaNWqQDlchyVSgSlUh/ZrC0go9vt4sUX0/D9iLCD7XYovjWeC0ps+qxMAgHKadVqFaZpYnl5WY4nO08ZA6L8cjGsrFjI58eIxVwcHgaXDJySP9vtKLa3fWxsONjbA+7dG2E8TqLV8pDJGDg6suC6Yywu2jDNMYrFNjY2Qty44WJxcYBcro9UysBwaMq5ZEQGYz5arZZ4w2jkp9md1wAzwQjSGWTL/aacyK/r1w6PD69HAlH61vTXJ0gisJl9uAhDA/G4cXlMbSwsTKR+MmF6Ny8AyTyjTK13tHL79MYN3ref+ISPYtG48h7XS2f2HgfEDg6UvFipBHjPe4APf1hlX929G0oQ6Y8e/AP0/T5ChPiv1V/EXm8fAJ4IrvieT5NJf17vvJqDsHk9lTWb96WXLkWyrhpTxA/QdrstPhl9PA5N0jprprNgBFV8ap7ttAQgCx9N1Py/bdtoNBoCgrhIcltpbGa8Ar01epffaDRCJpMRRsi2bVQqFaTTaQyHQ/R6PSwtLU3JU7VaTTosyfgplmAgIIVyIX1y9McRTJmmKdldjMSgDMnuOQV2TLiuYs3q9SaCIIXr1x2srYWIRCwBC/Suqdezce/eCPv7IbpdH3t7QKuVQ7s9MZPr70MgEgQB2u22gFHGT/Cc8PhT+vL9CEzTQjyujl2hYCCbNbC3F+CVV0YwDAu2HSAajQPoYWfHxPa2ievXB4jHbeTzPtbXA+RyhjCFPAY6w9TtdrGwkEC9PjHz6x2GOnAho6V7pChR8z0I4PlzOkOjs12UBmnup0xI+TaZTMq4Kkrl9B/q4IvXdr0e4lOfMlAqWY9I/rw2yMLSW8d7g4AZmDQB6P5C3QtHxjmXM1EoTIObJwGex4Ewz1Ny2uYmsLw8+f7amonr10McHFwyWaEOtgyE4YSBOz8PcHbGTsEnh7M+C7LlvL6wNQdh83oqiwuQXrNG/Vm/CX+PCwFlNUYP0JBPFozmdHqSZlkwhoaSfYpd9nzruVOUfmg0B6YlPsohHFVEKbDdboukSeZq4lOqi3+JRnWyZ2ShfN9HqVR6JHWdMyiHw6EwfmSKms0mFhcXJfKi0WhIByOjL9gBSQaD20yQo/t8SqUoxmN1Hmq1JJaW+uJj4nbRm0YwurR0gaWlITY3AcdpIpdr4KWXUtjfj6FSGYlHLZfLYTBQHrJMJoPj42M5LzyuBDq9Xk9AAcFGtRrF0pI/dW3EYj4WFnq4dcvEw4cWwtDC6akC8gQJ8bgN24Z0bdIgv7KyhMFABcnqwCcMQ5RKBgaDNrrdrLwOvVzMYotGo9LpyWuEMlen04FlWZLTRX8XZUN6DQk22dXIa5F/+N4EZwR0vJfoUdNZM94r+byJSCREKjVpZtHlcvryuB30DvK9yYjx3PNc8AFHb1bRH3g+mxoODdy7F+DVV5WX7OAAOD6eDN4ehiNUB9UpkFQoAOWygW/d/P2ImC4sw8L7Mu/BTnIHlmXh5CTArVsBslngzp03BllPAwjTGx7m9cWveTTbvJ66etyHHOUY/gzZAP3ndUN+NBpFp9MRlowf/gQz9JIBkH8TNHABJVAiCwLgEWM+vV+UmzhgO6o5ZckOZDIZYeYYwun7voy3abVasvgtLS1NdaP1+32k02m0220sLS1J/AFlJnqQyIRw0RsOhwL6uED3ej0Beu12W1hBAAIKyJp5nodut4tsNotOpwMAGmvmoVxWQ8IdZywLNreJsifzuZgoH4YhGo0GCoXCJQDtIJvN4uzsTGRGdoVSfmS6fiQSmZqhqI/PCcMQZ2cRrK56U4yTDhRME9jZAS4uegI8Gd+gy5vtdhvAAsZjB8PhAP1+D+l0HM1mUyTcbrd7GeZrXTKkQ7lODMNANpsV0DJ7ntj1SJDGRg0+SOjyI3+P4E3vQiRLy+0nK0qfnx7DwvFOnGrAnzs89LGyMolP0cdnUWrkw4f+4KPPvczlctKEoI8y6vV6yGQyU+n/xF/NZoj9feDllwHg8UzYw4cAYGBnR90Le3tqBBLrU41P4/vv/SCAEC9nX8Yfvf6dMAwDqVSI/X0Dz2/fwve/7/swCkZIOkm557vdMVZWTNg2MByaGAyCJ3YLhqGBfj9AGKo8ruFQsXE7O++c5HnLUuA0l1Nm/au2y/MmY47m9fbWO+SymNe83nw9TorU2TE9o2tWitRHotADVqlUpsJZaTBndpPOgjHbSmet6Otid6TehccMJ35N71wjmCAzwZ/nQG36Z3TvGsEiQSRlpFQqhePjYxnHQ8aCg6N7vZ50H5LZoyzKmYr6cWPyPBkv/ixlNQKUWq2GbDYr434SiYT45ZJJC0HgwjCmO+FM0xTJNRaLodFoiBeKwI+GcXXMHfR6KkKExm/HcVCtVhGJRFAqlS47Eofie6IHSZefOx0bjhMgCHoCLBnhweIIJZ1VI2ND6U4xmXl43hibm0CppMY0nZ2dCfgZDAYCLjwvg0ikJ6CeZncCQzJLOjNKWVXv8CV7xeuA9wOvU2DCopH9pG+Mkja9e2EYynHUA2P5wEG2Sk0DMNHpmBIpQcmS4I5AkvvAhx/un75PPKa8p3ifcF/UfgUAVBfj9evAvXvAYKDYrb09NQ/R89S/9/aAXHGMxGINIUIAAVIplRDP+of7P4ZxOMY49PBq8zU86DyAYRh4+DDE5qYCxLZhI2EnhIFstYB0Wv376Ai4ccPA0VE49bqAGoq9uwv80i8BR0fqfUcjIJ9XQHB7W22/5o74olahoIJbu121vQcH6s/pqRpWXi4DZ2cKnA0Gc+bs7a45Ezavp670LCrW48YU6cBMT5/Xx6pw0Y1EIpexChOAxIWE7BDnFwKYei0970mPvhiNRhgMBgAggaIMO2UsgB4MykWaizhH+vDnCKgoI9Fsn0wmUalUBACS6ZqY0OvI5/OSD0amiv6yTCaDVqslfjbKSpSnKGHSU0YptFarTbFbqVRKgKTqirORSIQ4Px9hfT0tswt1oMRGAkpgg8FAwOBE7vJh25BoBzI2jM5ot9vSVEDpkdsO4FLutHBxEaBUChAEkwWfDRWzkjUBBADxWulDvY+PQywudqRrtVAoYHd3V641QAG609MWPM+A62LKO6czRpwKwN+NRqMSjkumi99jByVnh5Kd477y2HM2KMESmxzIWvEYE4gSGOnNAQT48biHep3/jguY0iV1/XjzOiLDxpFTBGx6p6suOxJorq1ZOD4ewTBcOM4IN29aePAgxOqqgUhEgYTjY+BLvgQ4H5zjz7323Rj4AxQjBfx/b/05lEpJ7O5O5j465oS+ChHK/4dD4Pg4xHH/CEZoYjm2hEQiRDwO7J028e+Dv4tKpYrfvPwbsXL+Vbh2DTg/V4OxXVeBllxOMV2uq/LGfF+xTSzbBm7eVHLmzZtv9lPu7a1EQnnlisVJBEWtBvT7QDo9+XoQKEZsXm9fzZmweT11dZVBl2wHMGnf183u+s9Qqmk2myJh5fN5yaXSuwl1Foy5WWTBgMn8x9lgVi4mDBvlAGtGYQDTqeJs6ed+zZr2uf0Em5lMBs1mU7a3Wq3C932sr68LMAQgMiijLAgY6K3S0/R9fzJ4We+sA9TiWC6XBcBx4fZ9fyqtf8I4dcTnlM0aKJUM+L4hiy99Z7p0pstX9CelUqlLWdaD4xTw2ms+dneVRFsoFEQaoxSrZFwfr73WR7Vqot+30Gop0PfgQYjFxb7IbsC0b5DbwkHck2ypQGQ3AiAF0saw7aQcU9d1kUgkcHFxIYBuMBig241ha2sMx7HE26UH/RqGIUwgGw2AiazN1yGDqYNygn09a4yvwc5bXjN6x6MeFkwwTEDOhwgdUKnj3Mfuro0wnMz51O8v/T0IvvTA1jAM0Ww2hdnl9UVJXW9ycZwQgImzs8l52dwEIhG1TaWSAj8A8K+O/zU6XgfjcIzKsIL/UvuvCIKJjwsA/tC1b0fKTsGEiV+78DXYTGzg1VcBxzHxb8d/F3+/81fw9zr/E34BP4FYLEStZuAfPfhxvN6+jfPhOX7s4B+j4p0AAOx8FT969gP4Gw/+OryF+8jn1Xv4fohLpfmRCgLFPF0+b7wjKhpVDF2zqf60Wgq0xuMTYPbZDjCf12dfcxA2r6eqrjLkz36dLASf5vl9Mg1knDheiAns9BCx246LBBknsmAERlzkKO2QkdBZMGAC/migJ8AhYCPjpMcLAJAh3HxPjg7iYl0ul5FIJKRjM5PJCIig1KRCRpWfiiwWM7u43YlEAo1GQ+I1uE0EiPF4HOfn57L4c5EnyCRzQ5DA5HuCGc8zEAQ+gLHIjbpErEuylEQpXdm2jWazieefTyMIANs+xPZ2FhcXKbz+eg/HxyZee00xWSqLy8X+/hjFYhe+H0GtZqDdHmF/P4JcDjAMXwC07s1izAdBqC7HtVotaUBg56wCnAF6PW8q5HVjYwOtxn2YqAt7mEwmJPGf16HeCVmtVuE4jnSlErAAEMCkA2Oeb3rpeC4pA+peRt0bxigLwzDkGiGQ47Fnw4RhGALq+J7Ly1EkEg4Mw5fvzxYZXW4/oyiACZhjCDK3i9ehfs+qBwoDN28C1eqTc7gc04EpS5mSFS8uFOhJpxW42E5u4Qc+8H34e7/q7+CbN3/3ZeMNUFhr4aP1j2EYjDAKx/jpi/8H0VgA3zcRLt1DgMuQ5HoKRqYCwzDwvXe/D/e8T+IhXsX33v0+dMdd9HomLi5CaNFiU2WawAc+oFi0d0L5vgJYqZQ6TqORGuStB7r2evORRV+ImoOweT1VNRvGCjwqRc5GUOhf4+/Tx8WgT/qCyFIRoHGRIAtGY77eWk/WgTKezoJQCqI0mMlkBAASwOkLKM3p3G7md3EfDMNAJpPRDN8JlMtlZDIZeT3ONqQ/i00A3W5X5DuORqIpm0wZuzr5/dFoJN2iBCgEqv1+X4AewRXN45SgDMPA6WkXm5s5YfIo2RJ4zUZ0mKaJSqWCZDIpcy0dx0enc4S1tRKyWRfr6yO88EICa2shwnAAx0mg3zdweDjG6qoH17Vx82YUGxshFhcNvPCChWRyMq/Q932ZWMDzCUziISjDqXDZhEisOlsTBBbK5YjIfPF4HKuZH8N3/jf/J37X1/4QouE/vwRbpuTN6Ub5fr8vER+ZTEY6DPlzeqYWjfDsIuR5DcNQ/HoES3oYKtlJXXrnvlJOJwDS553qDwpkOQ8Px7h2zRDml6CO7Bq3mVIz700ydbxuGo2GvDeDhwkIAcj7+76PbNZEux1MAUvW4qKSJb9p7RuxGF2EAQPL45ew0vpKDIcmXDfA8jJQrU5+R2fQPQ+I2REYmHwtakUQBiGCIMRvWv71cE0XUTOCbMrBqnFTXZvDyqX3TEmbzXET5bIaCaR/NNVHdfzU6b/Ffyr/PPyQkTWP/Wj7gtV4rPxfnY6SJWMxtd1kFgGVoxaG6vvzentr7gmb11NVNLjrpQMzLkSzUqTewRWGKu19YWEBZ2dnWF9fFyO4DryYGcbQU+ZM0TieSqUeSd7nk7/e6cUQ1Hg8jng8Lh4xRle0222USiWZkcihzcy80gM06ZF68OCBREdQSiW40RdOxmuw8UDvEtRl2VwuJ34fgleyPnp+WhiGSKeVAR2AgEc2PNDgTiA4HkeRSo0kqZ6mfY4xoqeNsRd8zePjY7z88svCGFWrVSSTSWSzWWGkAKBcLuOFFzJ48AAYj01sbbWRTit/GxlRslTRaBTlclkYJHoBGddBj14YhjKGiU0AlBx1cN/tmtja6sFx1JxPI2wgZf9fMC7Zkwz+DtqRb0GxaOLkJIrhcADHGWF1dTIk27ZtYWEJngiEGCBcq9VkO3j8jo+PReLWIx5ozgem8/IY/kpwo0dA8OfoTyPz5rquXD/qfYZTr8lzr6fr8x7g9dDp2KhWgdHIxrVrE8mSUR68P3i8+fqTgNgQhjFp5uDfqkFBDddecjL47vf8TwjCAAf7Jra3gb7fxz/Y+zGcvnKK51rfgFjs/Vhamnxm3LtnwDQDwIvgtzt/DP/y7F/AsUz8zsXfiwcHAYzQx69Z+GpcT+3golfGzeQNVM8UQP7y/Jfil+sfAwAsRksoRUo4NhVosW3FMvX9Pv7iK38ZXa8Ly7Rwp30Xf+Da/4BcTnmvKGG+1bW7CziO2hbDeBQYAur7BKf0exWLk+83GooR+1zHHM3rs6s5CJvXU1+6vKN3sfFrZFvIDFB21KUTffi1ngvGxSWVSolPiws1MJFUdA8VM7O4oJH1opwHTGQiLp7RaBTn5+eSO+Y4Ds7Pz6fyreizIZPQ7/eRyWSEwaKhPBqNypDsarUqTAT9NwSj7JgkexGNRuG6Lo6Pj5HP5y8jGDA1gDmXy01lO7GDsNvtIp/P4/z8HJlMRsznvd4Q29tFnJ2dyXxDPT+KYJkMSTIZwfrCJ/DS9fsIfHVOzs7O4Ps+NjY2xEhvGJOk/iAIcOsW8ODB9JgeglrdcM9tZhH4cAbmZLRSQoz4ZMtognfdKO7cCTAY9BCNpqQxIBlnLAlf3YHrRhCEQ8RiDoJgiNu3B1heTsFxLJHeyJjSF0fzP5kmytSJREK6D9kc4Ps+zs+V786yTLmWeJx0jx+vO0qv+kxNnR3UQ215fQNAqWTg3j01VzEaBbpdFUHCn+E16nke7t0D4nETsZiNnR0PBwcWjo9DrK0Z4onTgSH9kXo3Je+fpSUDp6cmFhcxde/N+kJNw5Roi7+/9w/xsfrH4YUeHgZ/Dy/7fxrmxSbyeWB/H+gmd/FgdBuv/NJ78N73J/DB8HlYzVWcpH8RP3bxEfTPF/AHvG/BV+08h43i+iWTqDo2vyH5LfiS3AcwCkd4f+59MGHivFtFZqGPu3dXYdvA8fgMo2AEHz78wMcn6p8EoOTRO3eAel01BVxGEV6eGwWQPtsh23rZtmoOABTT9/c/+ip+7mwX78+v4w984H1IpZhVqHx1+/vKr8bjVq2qbdTcAvN6m2sOwub11NSs7Ag86hHTF91ZKZIMAGMpLi4uUCqV0O12AUwGdXOh1lkwenD0YFYuHvF4XGQkwzAk2yuZTKJWq8H3fWE7yKjQb8P34rzHtbU1dDodYYYo7bVaLWEkOPuQMla32xVpjceJXjAu8ul0WoAp5VB9xBLBG48fOyfz+bwAxVwuJ4snmSgeJ5qr9QgEYMJo8NhTuuWi7TgOYrEYqtUqBoMBNtLfhfzGJ3FzZYxx+IOoeH9TgKlu4p8AIlfAIjA537w29CBbsk2URPVOQI6Fcl0XhUJBZDYAksxPkNLv+3DdBFZW+nLOR6MRLnoejPSfQMb6fgA2jMz/hjDEZVzDGJ3OGFtbNs7OHGxvT8zqjuOgXveRyxlotVpTHYsEyAyGTafTl9Ij4PuKrSqX2xgOU4hGA+TzkwHiBPM6Q8VGEV4HBHr6AwKPIZsAyKomEga2tz1UKi4cJ0S1aiAaNXH9+qQJxXVdHB052NwcIhr1Lh8ODFy7FsHu7giGEcjoq1arNZXDpmec8bjyXumNPfz1e38Lu90HeCF1C39w+9sRdaLodBSQME3F6hQKavuP+ifwQnUNulEf/eg5WvVNNJvAsPQqfujeD8ALPPjBv8e/+IUInFwd3igL7/UQ0UKAyOI5fqL1I1i+/z0oFk3U60CnoxL2Ly4MPP/8ey87DA386Md+Gv+x+VOI9oZ4f+b9+MNb347egwm1ZBs2thOT0DJ2SD54MAFMLIbMZjLKEF+rKaP8m2GlBoNpD9fPl+/gB8v/Cn2M8WrzFSTvAr+++H4AyguWz6tB6e32BBTmcu8MyfTdVPPDPa+npmYT8fk1XYrUfTTAJAQVmMgklCYJAuj/Iqgi20WQRH+T/pQ+yTOCMEzsROP3GA3B19YXVBr1aaQnmKNRutvtitzE96NM1Gw2EYYhipcaAgENGTEyefSX8b31lPdkctLVR3Che9f0+ACyKwSF9EuR2arX68hms8J+EYSapgPDsFGtVpHJZASE6SwYu+T6/T5cJ4QVfAy2NUI0EiIR2UcYNEQao2F/NBrJvs3mgvF46VEM+rmmv4uAlvtFzx/lsfF4LEn7lGTZlGCaI1hWAMdR7GGtVhM/YRD57ejEfh4169/Ds75SQA8BUSoVg++HGAxGcm5OT0MMhzbu3h3h4MDE8XEM7fZkbJE6Ly6GQwcPHoRotYD9fRMPH/r4+Mc9lEoBNjZC2LaPBw8M1Ov9KXZKZ195fxiGJUBZH4OkJ+vzjy7xW5aF9fUQe3shnn/ewOYm8OqrAfb2gPPz6CWA8OC65tRr8j7hH7J17XZ7KhdOzxBjHR1Z+KT5U7jTuYtBMMBnWq/iI+X/hP19A+vrwNaWAjMvvaRAyMEB8HWLXwvXdBExI3BMFy+kn8f16+r1fqX+cYyCEQIEMOI9jIfqs8LONjDsuQi8y0Hmro9MRjFU29sm8teP8TD+n7H64sUlWAqxuwt8pP+TMFNtjIIRPt74FdRGdcSMBP78838WX5b/EL5u8WvxR258xyOfZ8nko/EP29tqxNL5uQJkpjnJIZvtTRgM1LaxVK7Z5P+fqZ+g76vPvr4/xr1wD5ub6vX53GJZSj5lt+kcgH3ha86EzeupKS4OetG7BUyM67pvjICH8QvValXykziiiKwVX4MLs86C6V4w+m7IGjHbit1wBCqc+UiWigs8u/BmWQiOEWIo6uLiokhlenZXp9PBjRs3BCDx6zS70+eUzWbRbDYRi8WkazMajeL09BQbGxs4Pj6WbWXHJJPvu92umL0pZ5K1Y+wFvW483rVaTRZ00zRxceEhCFzkcupcxGIx6XoMgkB8WGw+iCSy8IMcTKMGA0AQxhEiiaWlojREUDpLpVICbNil5/vh1HVAnxGZHP2c6sPJySrato16vQ5gEj3CaAjuI49XKjXC+XmIMGxK1EYsFhMvHIfBMw6D7+u6LvL5Ck5P09jaMlCthgiCMYrFEIWCiTA04TjA7u4ArVYIw4ghCGyMRj4qFQNf8iUG2u0Q6+sWUqkQlmWiXlfvncl0kMuZqNctDIc+xmMDkUiAXi/ErVtjNBoBKhUDo1EAx/Fx48ZkrJYeXcEHCD70UL7k/vu+Gq4NAJYVIh43sLkZwvcNWJZ7eZ9aU/eHOqZjhKGpxaKUcPv2fbz3vcrDt7q6Kq+vv79lGWh7HWG2/NDHK5+2sLQUYntbbcdR7xj/5OE/g2EY+Er/9+EaPoz/PruOIHuOF1MvIGmr+3t1FTA++iJGrdcx9Dykiz2YNOb3E9hIF1H3muiXs/ja5d+A1x508TVfnsLdzi7+93t/85JdD/H7o38eL26swjSBZMNCR+sZGPeiSCZDLCY28B3X/9DU5xXDTwmeHgd69DyxbFZJi3fuADduTHu89vYU8LJt1eXouqrTEQDeH3sOrvdRBM4QtmnhN62+KL+Xy13Ksl3g+efn4OuLWXMQNq+noq7KBrtKinRmzAz8GhmBbreLpaUlSZavVCrCgHChByAsWDKZFCDDTi96hAjY9DgDAMKYNRoNkY+Yi6WzEwRq+XwevV5PvFWJRGKqw7DX62E4HKJYLOJTn/oUSqWSvK8uLdIYr7xYPeTzeZTLZSwtLSEIAunEozRKsMfFbzgcirm7Vqshl8uJvEhwR0aI+WoEqJS9GMOgyMcB4vECPK+PXC4n2xuGoQwP5zlJpVK4c+cOOtm/jK3iPwdCD/vV3wkrYgkTo4fHsiOTIEyB7gCjkY1IZOJ/IgPIWZjMIqMBPpVKSdcsf0dnj/SOWAbSKi9dDY1GDDs7WTx8+FDGD9GLxW5R+gP5HsrTBXieAkm1mo+VlTEsa8IM9ft9LC/baLWiAAxsbIRotwOsrgLACIWCi253Mr5Ljw4JwxDXrqkRUIrhDHF2phbrbNbCzk6AIHCxtzcZ+s7rms0S+v/5wDE7EikS8VGvR5DPqxE9ur+P51hn1PQGliAIsLvrYGsLiEQK+OVfPkckUUP7V9p470sLWF+f+NEYkfHrlr8OH619FAFCOKaNb/3wexDzA7zyioXrNwJ89+3/FR2vAwMG7o2+Fz9483vQu3sN8e413NkFEokAw6GBWAz4mudexF7t3+Kof4RC9YP4Pe/7OvxC5ePIpRfwG659CLcP2/inqe/GL/j/HGPjXyJ6/4/jjvuLGIUjXDZF4m7wMazsrWJxEfjjz/1R/OD9H8Y4GOP3bvweDJoJbGxMd3IeHSnGKRJRsyx10NMY9fHJ2iG2k0VsJq927DPw9f594Lnn1NeiUeDaNZXxFYYKWKVSk6DYr8qu4kdj/y1+/ugAL2VX8f7YBvp91Q0ZjSrwtrV19eftvL5wNQdh83oq6o2kSH7wA3hEnqQURcMzk+iZzJ69TCPkoqwzJvRAkfVhdpfeyUfGSB+JRMaHfiR+nYCCniv6bsi60INTKBTArK9ms4nV1VWUy2VEo1Hk83ktkd4RQMVtarfbYpJfXFwUfxGPF+MRCLBc1xXZlB1xlEnJEpFFI8DQfUscWeS67iXQi+DiYoyXXlrC+XkZ3W4BhUKAwWCEbtfCaBSB6zowjJGk9B8fHyMWiyGV3cIo9r3K52W3ZYYhJb1Go4GVlRWRx3gOTk/DS1ZmIkGTGWRnK6Md2u02stmsxEYwdHY4HE4l2lPeJYjmNcZO1243hWpVDUonwCSgpLSsmg2ScgyDILgEsEN8/OMR2LaFa9cs8UVNZMsUIpE+olFbGkp4XbHLlc0CvK4IJAkUa7UawjDEwkIEhhFcXmMjhKEF05wAK4Jz+vt4jeoBxNx+spGlkofT0xDZbADHMXBy4mF1dZJvpgNnfU6laSrJMZEYI5GwMBrFsfXBX8K95k9hYBvY7X0D1vHHxQ5AVm4tsYq/+vJ342J4gZXYMuzQhhMzEYkE8K0B+r7y54UIMXJr8I0xnn9+0kW9vg48eBCiPW7jZ7v/GA97D+GFHk6cV3HSfy9+XeYbEQQhPvrLAbznXkHnQoW/wgV+6uAj+DXvXYdruBiFI7imi5tLi9guKulzqXADf3HzryEaVQCzM5MV1mpNgNLm5vT3yoMOftvP/BDGgQ8vDPD9X/q78ZWL16/8DDRN5eO6uFDREYyPyGRU7MTenmLM9E7HDyyt4ANLE6f/cKi6H/la8/ri1xyEzeupKL0DUv/abPI5vUwApmQo0zTRarUEnGxubkrrP3OUKCvRx5NMJtFoNKbAiJ4UrpvFycYQiACYks8o31HO9DwP1WoVa2trIr9wMWTshO/7OD09nZrbmMlktPiHschgjuOg2WzKQHFuI7srm82mLPD06JDtIqggqGm1WsjlctJBx/mM3D56sehVAyDgJJFIoFIJsL4ev3x/F/2+hb09D54XoFRKIJt10Wh4cN0ugiCQ7aavi3Eb+vlgQ0UymZRjrhgpDw8emFhaCrC0ZKLTgXSAkqHTPXX02jFegVlbTObnv/VpBmSwGo2GsIpq2zzE4zEEgY/hsCfnidffZCC4iePjMYZDE0GguhhjsQBf+ZURvPpqB543aTohO0VATzCijzjitQhAriVd9uPv6fNDgUl8igLAAQ4PXSwsjGTUFdk6PXKFrBi9fpTRFUhV7FKp5KFSAY6OQmxshPLgwwaPSeyHgeFQnx+qmMxq5J8gV1IA8tUH/wkLxjfDNRawuenANEOEoXqYSthx7LjX1DZaJg4PQ6ysADEzihvJ69jr7gMAbqSuw9XGFHXGHfy1uz+Mz9xvI4zV4Y8tRPKX8SXJNi66DZhlH7du2cjlAvjJOMITB4O2g3h6hM0tA9e7X4dfu9DAa+3X8cH8l+DL8h9Cr2fA90N4noFmUzFd7bbyV+k1GimGataEDwA/c3obfW+EQaC250fu/cIUCPM8FTXB589YTMVy2LYCXpQ1HWfCkD2pIpF5AOs7reYgbF5PTely5GybOhe86TBGT8zaegaU3i23sLAAAGKs9n01I5JDugme+DVKftFoVJLT6ePi+3c6HekkJCuhxwBEo1GcnZ3Btm0BemwYoFTIn+92u0in09I8QGBHYzxjKgAV7EqJrt/vI5/PwzRNme/IbSfbxcWa43aOj4+nRgmxM5LHEpgMt47FYjg5UWNc6LWLRCJot5myH5P8sVhsiPF4LMCyUjExHncwGLQE7OZyObRaLYmfoJme20swkk6n5RweHY0wHtvY3vYFIHO/dOmMzBi3Ww82JTDp9/toNptYXFycYoEACNtECdrzPCSTSWxtAcfHQ/T7BnZ2oiJPc5vrdQfNZgjTDJDLBbI4R6MOxuMEarUaDEOxYTzGBE66jE4gyoeFRCIh+zub9xUEgWTBEUzxwYSAyDAMrKwoEHXvXoDtbVdeh/Iu35cPBfq4JPW3g24XSCZtuG6AYhE4PrZhWaY0NuhTEO43/gmq6V/B6Stfj696z9fBcWJ49VUfvm/horsBLxhiYfUUq9cOcX0zgrNjwLIMhOFkbJF+vw8GIdptE+vrinX7A4t/Eq/0fwWxqIn3Z96PvT1lZF9eBn78wU/hIHcXgzCFiDPEuJvC+DQPM3RQXG/hNzz/Mm63TWxshMjnLRwdvx/P+wf4dPBxrKKI35L73ejVgV+T+CZ8Tcy7fOAxMRiE2NoCbFuBsEJBgaF+X4Enjvspl5Xv6qpajmVkn1zTwkZiQk8Nhyq13nEUwAtDJSPOsmnzerprDsLm9Y4vvRORNStFctGYZcYIei4uLmTG4tLSkuRCkdXRoxX0XLBEIiHjeLg4UiLhNpEBYuI9f5Yp8/RbsYORRnsd9FG6VONUkhiNRmg0GrJfZKYoC+mSmW3bqNVqSKfTKJfL4uUiowIogLa8vIyzszORnQiAUqmUgBSyKYzgYNQBX4vBrRNTu4lm00K5zO7CERKJAiqVEPm8K1EPbJ6IRCLIZjt4+LCCw0MfhUIR47GLWg1YX1f5Zul0WoapExSOx2Osr68Ly6gkVRubm8BwGIoPjqyj4zjiAWOkCEEX5WR9CDqPlx6OG4ahXDf0AZIpikQiWFhQDQrlso/BIArTHAn7qhoqfGxuArZtYjz25Tiw21IFtUbR73tIJFyRMnX/I0HPeDyeauLgdnJb+W+yZDzvvE71DDu9ocMwHIxGygu2vz/GwoKJbNYREOV5wNGRgUTCxNLSRCI8PLRx/boP21ZM0Gg0yZbSE/cB4GHn/8LrjR+AHw5gFP4r/usrMdxafR9OTka4dStAOvwOvN79LlycrGLN/g4cIQvTDHF0BASBgUYjEOmbAPvoaISlJTUPFLAQj/t4zvhSjDvAQU11GQLKi9VFA+NxiMRiA83DBaSWq3Dg4KXw1+K/e/HXolvOYHk5hBd4+NTgl9HN9PAty78B1ZNvQjwOJGwgXgxhmjb6gyEOWyeIOlFcyy3CNCcPfaapfFbNpmKpOh01ZJzbclV99eJ1fPtzvxr/58En8Xx2Gf/vl75evtfvT6fYz+vZrDkIm9c7viiJ6EWPEjBhwfTuSV2KJEOSyaguLEAFsuYuP+F0Fqzb7SKZTAoLxteneZ9SF1k2git6iQaDAQqFgoAXLphkz7gtlL0ajYawGvF4HI1GQxoGAOXvevHFF9HpdKQ7jQstARNn8dFA7vtquLWeos/3JWAjA0Z5j4n0DCrVR9jojQiFQgGe511Kd3F0uz1cuxai3fZg28pHl8n4aDaj2N8P4PtjFIsxlEopDLuvwG/9HQQDB/Ho78f7378C13VgmgbOzhyMRh2R0RiVQcmXOWecWzkcDrGzY+PwECiXDdy6NZ6SK9mwQJDJ40cZNZlMynsAChwSKDLPzTRNFAoFtNttOa8ET8AE4BQKAV5/fYhYLHnJgllIJEz4/gCALZMB2D3L60mxpz0cHDjY3ByL35CvzygRAmaG6fKeIBCbjfxg84Iu23Y6HQB4ZLzR5maA/X0T6TSwvW1jd9dDoaDO9eEhEIYBrl2L4OHDPobDGBIJA/fujXDjRvyywcC7BOu+xCPorFUQBKj0Pgk/VMc5NAZIrfwiqtX34Pp1G7lcAonRl2Ir/zOIXFfHKR5XifY7OwHOzkJcv25O7S/3I5PxsYtP4MePfgLJQQp/6Nr/gJXYIgDg1VeVBLi1Bfya2tfi790/Q3q5iuJGA6Oja/hVz63ha5zfhpP7JjzPQD5v4G/v/m18qvVpBGGAf3b2K/jh3/QncXFqoNm0sLwMRCIh/v6dH8HrndsIEeLX+1+Pb1r7RgCAaU7YunQaODxUMmI2qzoiH5fzZRgGvvPWh/Gdtz782M+/ZvPRr+nRFInEPFz1aa45CJvXO75muyCvkiJpnufP84/jOGi1WjKkOpfLSXQEgQalK3bfUWJMJBISN8CuL2AyAByYMG40jScSCZE/ac7WFxAyWHyiJwtHOTMM1UilRCKBT3/601hbW9O8PK6EuKZSKQGFBJ/siCTbwe1ot9vIZDLodDpIpVLY29tDJBJBIpGQ2X36/L9sNnvp4emLxMZjzp/pdEx43hiuO5DssWKxKHLo4qKPXE4dg2YziovzGorGt8IIe0jZFqLWHoL0P5bgVgIJdhWSLeR7EnDPHruVFRvN5hi93hi5XA6WZYn/zTRNibLgcWNOGGM2xuMxisWigJh+v49Go4FCoSDHlPIv5UwdAAMK8N+4YcK2DYxGJgAPhtFCsTjdfUiAr8vapmlie9vA3bshbt1yRILl71BCpL+Nx2u2M1L/Hu8NXZJl9yqvFcraYTjG9rYJ11W/5zg+7t4F1taiMMwucgtlBCigVApxdmZga8tCEPRhWSEMw5R4kGLRxOEhkE5Pssa43UX3q3DU/XcI4cGAjYLz5Vi/lZoaoySS3OV0gFLJxcOHJkYjH6USYFmT+Zn8+YbXwN958CMYh2NcDMv4m/d/EP/Ly38Je3uqk3A0UrEO7yndwPes/FF8+l4Tv+F9ixjdiODoyMKNHR/7+yaW1oYY+AP8p393jNia2h/PaOGsf4FBbxnr6wHKZQtdVPBq+zVl2Afwf5//O7x3+I1w3RC/2P4I/vHtj+Kl9Iv4zSu/Eevryse1u6vAWLWqQKHrKpas21W+Lj0x/6oaDtXPPWmGY7er/qjzrgCaDvwoi87rnVlzEDavd3TpoY0sXYqkVwmASJH6AG8a8kulEs7OzmReZPrysV1Pjuci2e12tUVqsuBxMdO3gywYJS2yLWStaAZn6j2DQjkcmgsl2R3KOPV6HZZlYXFxUUAjpSc9NJbp6L1eD0tLS6hUKlhaWhIGiyAKUGCGjJc+FYDRGEtLSyI9kl2j9MpZmQBwdjZELKakykwmg4uLC2ECl5eX1QJ5Gc8Rj8eRTtv45V98gOJOAMMIAXhwjF2MLxdgJdF1puZe8hjSf0WgqI88orTX6XSQTi9gMBhIV2oikUCz2YRhGAJqEomESMoECOyAZDir4zgi57bb7anoCkrGZJPYUclrQJcQ9eYNMl/6GCDd8N7r9bCwYKNedxCPd6ZAFYu/x0BdAOJBNKwxPlP/HjQHu1iLfhMyxjcAgLBhZI/oq+O2cHv5fTWEPoKNDQ/7hz08jH0zRucN2GYCxfqPYDHn4vDQwrVrzhQb63kejo9NLCz4CAIDZ2dq6Pb6+him6aHgfAil9g+h7b2OXOQ9WFm9Dt8PHwFgLNd1cXAwQi7nolIx8eBBgK2tCdvUaKh9aXktmIYJhKorsj6qo1z2kUhYsG0FXm7cUKyU383j674khe/62b+He60DPP+chT8z/jO42z3G93z6byBAiHiiAK8XgxXvI5rt4uRihE/iHyD4+DJ+687XIBZO01njk3Vsvhf4WOuX8B/K/xyjYIQH3T0knQS+uvBVCAK1DQsLKnC13VYgSe2jkhsjkatZLKbfv5k5k1cBNHZLXr+ujPx6x+S83lk1B2HzekfXG0mRenSFzozp6fH6nEV2w7GLkAslF2qa2pkLRUM72SxuD6UyAOI7YhaWHuNANoeNAez+Y0cljf+WZcncRd/3Ua1Wsbq6ejnSpi4AwvM8mZfIBZ6AgK9D2Yv7zaHcHH00K4/W63XJKltYWJCGAoIBRie4rotKJYRl9RCNTrrzTk5O4LoulpaW5HhHo1HJzjo9PUWhuIJWZxnp5CEAE3A/LE0LapyQDdc1pMlBby4gSKJpncDV9/1Lr1QM4/FkP+gR5PfpyyO4JmDkuWMWG1lSerB4/TEQmPtFaReA+AD16Qb8PT35nawcg3pnm0xKJQU8lBneF2DHxgwCUz3hn4zW7vBvoer9JwQYod29i4XMTWTc6VY5PpgwAkUHg7wGB4MA0ahi9IyFf4phs4oQHkbBGG33nyDR+ZN44YUQvj/JoyMIS6WS8P0xfD9As+lhc9PEyQm7lIGb6y8gm30PxmMDe3sefN/A1pY/9VCjl2m6SKdHyOUsACaOjnw0mwbicQOue2lON9eR9Tbw8LwDmAE+mPvV+Euf+N8xyN3Hl3e+FN+2/a04OzOxsKBG//zM+c+jlvsE0tkxTgcm/tXpT+Lnj47gFdW5HvRNfPnWTVimha/Kfi3+6i/8KNzlE9iujdreEb7juf8ef3jnD+If7f8fiFguvuH6t8KyQhx0DzAKFIM2CkbY6xzgw8Wvxv37Ia5fN2AYyrTfaqljYVkKYI3H6mvxuDLe03yvrgnlB7u4mAC3z6YcRx0j31evM5umP693Ts1B2Lze0UXv1WxxESMrRiDGxU835GezWVxcXGBzcxPlcll8Q/qgZoakMkts1hwNQLxVZFPIKJBNAyasAnPJyJKRSaInazb2AlCsXD6fR6VSgeu6yGaz6PV6ADCV1UVgRVktFotNzcK0bVtGG6VSKWHSuF2MuiBIUaGeMZFG2a1JponHezCwYRgd2DamugVpKI/FYsJYLSwsIAgClMtlRCIRRCJZXDR+GPB/Asn0MjzrN12yjAZu31ZdbCy+JxsH9FwyspvMcotEIkinx+h22zJGiXEKbHJg2C2ZSoLofr8vrFKxWES32xWWTe8iZUeoHsxLkziz48iAspmBrCGB/WxjiZ5fx99dX3fw2mvA1pYh1wUBoT43U/8bALr+PQRQIMCAifZoHxn3Obl+ue96bASlSwJHNdnBQq/nYW/PAQoRGDARXr5mvmChs2/g8LCPxUUTFf8j6LXOsJH+jQiCFHK5Me7c8bC2ZiCRsBCNWtjaCi4fWhwtQkM1K7z+OhAEtvjXRiOVuQWo3CvThHSDOo6DzU0L9++PcP26hdEogGkqFvFbMn8KndX7WMhE8FPn/xad+m2EYYhfqn0U78u9F1+y8gFJmh8HY4SXaashAgz9EWyYEL7RAL5x9RuQGW/iE8d7yKzW0Q8AL/RwFnlFTSx47v14Kf4CLMvCyYkDwMcHcx/Afyx/RD4zXnZ/Ffb2VGyKbtyfBUGxmJIRWy0FzKLRCRAzDMWCra4qc38s9mj0xVXFPLLxWLFfBHBBoDo2h8MnS5vz+sLXfFjBvN7RpYMhYJr50j0wZMtonNY9XszSoseJJnwAIhnqUhczuyg9cSFlR5keo0CWiCBGj6NgdhjZFZVr1ZP3JcMRhiHK5TIKhQLOzs4ugzojsh26143jh1QeV0XYPXqAEomEzITkflGyI1MFTPKlKD+GYSig66roAwU8gDAcyignjvkhs0gAy3gJ7ks+n8fJSQAnYsFOfzsQ/R0IQusSGHhwXQO+78k2RyIRVKtVFAoFASMEwCcnIXZ3PezvhyiXA2ECyZh5nidsGkcH0ctFNqvX60lESSqVEnDF12JGGJlA/bogAGcQMBs2Wq2WxEMUi0UBY/rsTkY+6IO5KQsSDLuuKSyu7oXk+5EN476GYYiS/ZtgGVGYiMAwbBSiH5hiSgmAKK3zfuK9okv+6+sRXLvmIyz/TmTcFwCYSFo7uJb4/VhYMLC87OB26wfx6dpfwd3W38bPHv8eeEYLvu9jezuKT386xMLCZIYr88f093AcA889B5TLAY6P1f7t7Xm4fj3E9rYCI70ecHxsTLGSjmPh5GQio1qWhRduWsh0nse11Da6466ALCBE3x9gMFCy38kJsNH7Stjla+gdriJpp/DbVn4Lfu/GN8Ps5mHCxK/dej+y3hbq9QBfemsJpmHChAnXcPBy+mVcu2bg534ukIc8qsU7yR38hRf+PP6b9d+FP//8n0V+eAs7O0Ai8aiVQq9oVDFki4sKMEUiCqhls+pPPq/kzM1NtQ9vVI2GAlj83XZbMW/VqvKetduKIavXrzb7z+uLU3MmbF7v2Jo15AMQIARMuiKBCVDQ593VajWkUilUKhUsLy+LcZ6hqfRE0QtG5oqmdh2E6MZ8jncBgG63K+n2+iJHqZEGc2ZusUmAII6GcS7+nNs4O9eSoIgdf5Q0KSf1ej2ULh+Vh8OhBGuWy2Vks1m0223Jf+KcSL6OPpqITJA+0kalxcdRKPjwvGk2sNPpyEBmMlf04S0sLMjPRqN9WJYjUwho/FdxCh0cHKQxGvkYDmMwTeXrUmxhiIODAP2+BcPwsbxsIh73MBj4OD5WOVxBMJnlSVZPl1Qp2zGVXiW2JwTYEFASiHNfKFXz3/SnUYojgOIxtG1brk0G4/KapRRI4MWcN/21VFODByAUlpaxILN5dAToqVQKm4nfgSXnJdS6u1iIfDlidlE6WHluua9kv3TgyHuM15NpAqsrUUQqP4wPrXiXx8C7vDYCnPZ+ZtLtiBAD7CKOIiIRH9evq/yuUkk1q7SGD2AFMURNdW1eXACtloWlpSHW1hzs7Y1gWRHY9lgeCtJp4MXLMYe+b8q5XVszMRyq5HvXNVEq+Tg9NbGzE8AwTHzT6jfie+99H+p7i4hG07i+/T6cnqrXKRaB1Ugcf7T4W/Dpe038lhffg3QkiWEqwN99/n+FYYYwDRN7e8DFhQHXjeM7i38RrwX/GQuJLL4i9+U4OQmRzwP37zuwrD56vUk0/kZ8HWvRVeztmUgkZiZtv8l6sx2OB61/g9frP4yoVcSHFv8K4s4K2m3FftG5YVmKBaMcyY9R11V/fF+BMUA1DNhzJPBFq/mhn9c7tnQDPks3N+tjeIDpOZE0my8sLMiQ6eFwKL4tAOKN0nOhuLgRKOlhq8DE2xWNRgXksQuRshIX1DAMJaFd+akqIgnRi6QDsHQ6jVgshmq1io2NDezv7wuA4ALFFHcAsg2RSAT5fF78PoACjmwE4Hsy8LXT6aBQKMgx0X1gPO6O48i2KIbKhuMAYag8QEzV/+QnP4mVlRUBkByMXigUJAakXq+j3R5jays95SUiAEqnk3jf+wx4HvCRjziw7TbGYxPjcRy2DTz3nInxGLAs81JCVNloOzsRXFyEyOV6ePhwjEQCkivGOA4ODQcgYJu+OI4yarVawogxA43bx3MOQK41Xne9Xk9ALaVLx3HkvJC15PWqG+sJQoMgwMWFBd9P4eSkj+XlJIDB1PVO5pegkEwlZUoAyLsfgDt6DpZhTd0blB/JeAKTOY96xya/xmszlfJw754BywKKxTEePABu3FBMX859GeeDGgKMEIY+YuamsHnFoo3DQ7Xi//L5n8VZ7+cRIsCL2T+O67nfg27XxPXrKiTWcQxYloGzMwOrq6Y8YM2y34wpUf4+B9euGbCsAKenFsIwgG0rAHkz8xz+2kvfg9upLq4t5NHvONjaCvHwoYFoFPinD/8F/uPFRxAEwC/83DX8v278CVQuTKyuGrh720A8rnLF3vMeNdGghCKcvd+K1QUTe7s+1tYCRKMGFhYMVComNjdD3LtnXYLA8PIYB29KNvxcqzN+iE9W/mf44RA97wS/cPL/wVcs/ENUKkrGZR0cKLAVj09CXy8TWAAokJbLKemy24Wweix9BuW83t6ag7B5vWOLyeUs3aSvZyHNgjCasKPRKJrNpgAxBpvOsmCJREJG8uidlWRRuDgx+4vt/oPBAIuLi+IrosGfLBozqDhzkXIiF8d+vy/slGmayGazwmCRAWEURavVQiaTke42vQGADBSZn3a7LR4ySoz0aw2HQ6TT6aljyQWd2wlA2DKVl7aMTMYXMMLXT8aHaDXu4Pr16xLnkM1mUSgUpAmg1WoJW0c/G/f97MyB6yaQSBgYjxWI3d6uIQjUgOwbN9xLMAWMRqGwbpNcNReFQhsHBz0kEmkYxkgWctd1hdWkPy6fz8tAaoIgQAE3yopkLnU/FZP69UgQgvHkZcaAHtJK+VRP7CeTSQDNY67iNyx0u+ZlVIQyrVN+JQgjE8e/AQgw4WtPZLL/P3v/HiRXnmaHYec+8/3OrCdQBaDR6O7p6ZnZnVntLl9LrYKUHGGSNknRsoMUadMO0yuT9kpBRcg2g6Id5h+WGLEkRYm2aZGUIihHUGGKXIdIiq8Vl0GRa4rLnenpx6AbQAFVhUJV5Tvvzbx5X/7jV+d3v0wU0EA3Go3uvl8EogpVWTfvK/N38pzznS/Ssicfx3+UqMm+8XVApi577Rmo1QLYtoW7dw2020AYKmbtx7p/DO+e9xAaj7Bl/3YUjA3t37IsB0mSwose4MT/h4hT5e97b/TnYI3+deztqQ9J165ZCALlODs7M2CaCSwry0Bb//DF16G0I+zspHj/fQMHB2pu6N6egUaxjg23jGYjRb0eIklsAOrxv3T63yJI1P6Y7TuwN47QTfbxq7+a4LvfNWGaasbkgwdAtZrCsoBbtwwcHqa4dctAmgKViok0TVCvA6aZ4NYtG3fu4CKyw8CFnfGF1v372aihRXSO0VkPieEBSBCXRrC3VR6aNPB3OsDJifKSOQ4uphs8vm3DuPzn/b7aRl6ff+WesLy+NCXlR5nvBWSGeEqJo9FIzwOkD4iBnwB0VxdZMII5SjhkL6SfhbIUYyHkCBwCNekDYzdkkiSYzWaI41gDKTnqZzQaYXd3V3dFttttDfjkvhN0cRFiVx6lNTIj7KSrVCoaaPCY5GDrIAjQbDYxmUxQKpW0nKe6KZXpPwgqaDRMRFGg5VXHcbBZ/zvopL8bP/d7/gbe3P0v9ILebrd1AK00j29uVvHhhws8eGDi+NjH6WkB1WoBt24V0OvFWm4rFotwnFgvuEx351QC+v3I4gBAHFdQr6vrQ88fzwUN+GwcIBAaDocaFDcaDX0PMOeMf0dPEoeA+76vmcJut6v9ZQTWPMc852R1CHwIkmSQ8OamBcexNHDiuaNcSzZThhMzg44NAgR7BFTcB9kFyXPC140ctcVmCIK001MDm5sG6vUlXnvNwPZ2Qd9PyyDFO90/gm/W/jg2Kt/VoNVxHNy9m+DaNQNGWhD+LMAxy9jdBe7fz35WLgPFYuZ54+tSglVZsiuWx/XWW6qRodEwcHCgmNxf6f9z/KF//m/hf/Orfxh/+9F/A8NI1GDrQhcGLpptkKLpNvHaa0qqpFxnmgqYzGZZJMzubtYIIRlNBXxVIv7+Pi5iNJ7rLe0TazBQMuPWlvp/s/BNOOkVuLYL0yhiy/iDcF3lB5MVBKrZhVY8x1GA7FmrXlcNA3l9/pWDsLxeyaIvSda6FAmsGvLJPlDyWiwWaDabmM1mekTRfD7XTBI728iC0cclP3ETiDFpnWCBo3HY4ci8JzIY7J4kkOBiTLnn0aNHqNfrOD8/R6/X08fKLjyyHlyA6Utjxth0OtWxErVaTT/+9PRUh8tOp1M0L5IaOf9Qypn0T9EnFUWA5zkYDoGDgwVmMwfdroqOIPtDkNp2/gIMI4TjJOhUfhk7m5YOt2UkBhdL13XR6xlot1OkqYezMxv7+y729wsaTLOJQnrz2FRAxpHHwFFDBCVqTEz2XNxPMiq1Wm3lukwmEw2QKRXL0FtKhgRjnBfJkUcMugWyxo51D6GU1fhvMplokCe9Weo8JTg7S1cCWrk/vOeltAhAy998Hjmqi38vmTTZhAGshh4TfPF4fD+A46gmC55TSuME67wv+UFDsbkhRiOg7GzgW+0/CsesoWht4Cd6/zdYloFaLcFgkL1uBwOg0UhWjPuyGWG9+JqUQMwwDNRqKep1E+++G+GvPfqriNIYcRrjvzz6a6i2fTx8mOLnb/0RfLPxDey5+/ht+Hk4YQMPHgC+b648194e4HkGTk5Wn9swDARRgNPgFDCh/ZMs388M7/J4Pk0liWKyzs5WZ0WGgYvf9eO/gN/y5r+P33z1P8I7V34HgkB5vOZzZb4/OVHG/MVC7dNyqQDZ0VHmA/ukoj/tAsu/tEpTBf5GI3Uu+fWrXLkcmdcrWVwEWRKUSSmSPyMYchwHZ2dnaDQa6Pf7uHr1qsqpujDPc2Hm4sU3cZWTtNByFZCFv5Jx4AIUhiqdfTwe6+en/Og4jvaBOY6D09NT3blXLpd1ujy7JzkiKI5jTCYTLUkCWbgmzezdbhfL5RJxHGt2rFwua9lVyko8NhZ9UpTpuCBz1qU6r0qGUl4RJv1nMQ2M2ZhOp0iLBRhQ79AGAMsuIwH0ObIsB4ahuvkUs+fjl37JwI//OPCTP1lfWcDYZclIjuPjY7zxxhtYLBawLAutVguLxUJHQADQIA0AarUE9XoRk0nGjjGegzIrgbCclkCWiYCC54ngiECOmXCyS5OSX6FQ0KCO94HMaeO9A2AF6JPxoky9uZliNDJxcGBge3uBcrmoPXscRUVZWQI07qcEqBKw8YOCPD4+Tpn3Yzx4YOHKFUM3KChZOMLduyZ6PROG4esmAR0Qe/FPZr0VCgW0Wg4ODw10Oimu1X8nbjR/t37NKiAY4+DAhO8DYRghjm10OssVDxiAFfl2vTlHzsDkdbEsC41GgnrDQPxR9r6RRCaOj1IgTDCZdPA/Lv7bMOopdq7EmIwUOLkE62FnR4WdSil5GA7xf37v/4p5skDZKuPfu/lHUUgLK/t+5Uq275+l7t5V8RRkwFjq7amADfengLICLeOxMtbP5wpk7e6q7w1D+bqSRMmZe3sKiBUKq/6wJ1W9/mxhsc9aSZL9S9PVr/SkGYbyo8lLHsfqGKXn7atUOROW1ytZfPNjSZM+2RP+nr/j4iRjGDgcm0CGizflLQZ4crHjmzoZI+kDKpVKGizI1n8ZlipDWbkfXBQrlYo2bFNupLE/CAKMRiO9bbmoMwLDtm1tti+VSvA8D6VSSctu9JOxM45MSbvd1hlYZMlktyVlOtdN4LoZIycT5mVXqu/7+PjsjyCKq0jSImbGz2M0Ueebx3/7toXhMLgw9we4fTvBT/6kj9dea2vGhgs5QatpGCjb/z+0iv9fpNEhGo0G6vU6fN/XQIg5X2RuAOhrK03/PE567sie8XcEYPwbsqNANl+RI4vIevI+YNwIQQi7KRmvwccAylNGQMaOU94T3DbBZaMR48YNC4eHqutTdvwCgGFYuHfPwHBoYLlU12M6nerB7upetNHvG3jwAAiCbH4kn5MfIhQzZ+PBgwQ7OwvcvZuiUsmGh0dRhCtXApycWEJ6M1c++HDbfJ0kCTCdWphOs2YEgpHRyMTHHydYLhN873sW9vaA/X0Dr7+uohwIGmVJJnjdrE/GUGafmaZKz//du/8j2IaFNCjip6N/Awir+MY3DNy6FQObd/AfDP8I/tC/+EP4xdlfgmVlYbofjn+Ef3j2jzBcKrqoVjPx3nvZB5m/c/r3MImmWCZLTMIJfun8H+rzosB3+kxREp9Us5mKmnjSvElZxsV8ykpFMV9Xrqi/8zwFojY2Mm+XaarHLZcKpI3HCuA8rWq1Z2eiGD47Gl3+bzZTMmkUKfBlmgo8FotZLAcz4mRZ1uqszK9a5UxYXq9crb/hAtDmbi5K9DUB0L4YGqs5J3J7exunp6eo1+t6AWLG1brcI7sgyYzR38NuR5XsburuN0p9HM5MuYlMx3Q61WGjURRdpLsHeojzxsaGPk4ZrcHoAIIeSliUUsn20Ew+HA4RhiF6vR76/b72wq37wCijsjlh/diTJEUYqrFCnFeZJAmm0ym2t7cxn88xHA6Vh2zzJ/Ao+etwbeV/Y/jrYrFAq9VCobDEw4cJtrZK+OijCfb3I9RqKq1yfYEmCDLm/yls/z/Gv/RWANP6FcTuL8JfVDRDSHBK/1ulUsHhYQzDmGv/FrPA2IHITDf68Cjn0tTO4yRrROAFZOwqrwGBIK+nlBWl3CyZNS7SZB65Tcp+/DDBLDMgxVtvuXj33Rlee83SUni1WsWHH0a4fj3AbAYcHtrwPAtRVEOaxvB9E2FowHFSbGwkaDRSnJwA06mB2SzC5iZQKhn6+YIgwGAQ4jvfUSOs3nrLwe3bwJtvWhe5cxYmEwPLZQrfN+F5FsIwRhBE2NysoFxW54mhw7Zt4/vfD3DzpovXX89eu8ulYl+aTZUBJhd9gji+3uSHD/kYvv7XGTHpfeOHoenUwr9y/Xv4H1a/jbv3gLffcPHwYYzTU5Wc//+6+xfhxyqr758OfgU/0/sNcHAT//Dsl/GfH/wVtV3Dxp985/+CbrcJz8uYsoJRgGVYiNIIpmGiaBf1hxPFNKcoFrMxUfL4nqcePQJee019/+GHqsvx6tWnx0g4jgIzjx4pxqvXu/xxpqmAUKmkQNpspkCRYah/9Xpm8J/NFLC6jIHyvMelStdVJv8X7YsDPt3UgC9L5SAsr1euZAcUsJoXJr1ScjGX8lqn09HyFVPTpRdMdkSSLaNEx8Va5n3xUzcN3pRDZXbYcrnEYrFYASNBEGBjY0PLagRuDx8+xP7+vgaPi8VCAx0a+CnRXb16dSVagMb5wWCAra0tLYmSjWHEAjv3mArP4yeImE6n+jwpOcnEdBqi3TYwmaTaC8dstSiKMB6PMRgMsLGxgUqlooFJoVDQILRWq2nws71dwj/7ZxNUKjZc19QAWDIp9LSFYQjT/2swobohU6RIg1/BfP5TGnBLU3a5XMW77y5QrS7QbJpIkqJm1qRsye5B27ZRvtBgeM8QFJGVk8Z1dpdyO/P5HIZhaOlWjq4iiGLXJk3uHGXE+0pmdvG6U/6knJgZ+aGbD8LQwPFxjGbTgGmmaLUsmGaMxUIlxy8WEUqlWMs7pZJijjY2EpTLMZZL68JflCKO5xdergJc19BA27ZT7OyEuHvXRZraSJII9bqBdttBGFrY2aGUX8B4HOPw0IFhzNFqJYhjA4OBiRs3LJRKgZZsTdPEvXsp3nxTydxxnHk6ef3XfXPrbBgft/4+wCIQ49/3+wlu3DBw756DN15T297cNDAcqsDWJF2VCROkaLWAP/f9f4Kle9FNahp4d/IefkP312F318SDBwn29038q1u/BT+cvIc73l3cqFzDv7bzWxEvMln90SPg+nUDSfL48T1rTSaKfWKVSordevBAMUJXrjz5b6dTJUU+rXw/84uRtePuxbHyoNEFUqlc3jk5m2UM3MuqnAnLK6+XWGS9WNIfRoOwlHu4QJMNmU6n6Ha7ukOSC6xkwaTHjG+UUkaiRAgonxOHfvMTt0xPdxxHM1DMj5IxBZTO2CXJjC7OkaScWSgUMBgMNOvFeAoycUmSaOmuWq1qMzu3RfaHshcXfBrVe72e9nbV63XdiakaCKYXz6P8R/RnccEcj8da7qzVahqAMtyUZnqm1C8WMSwrRadjYjwO0Gz2NDgi6KCUR0kwxlsw00MYxhJAjCDe16CHgFixfw7+/t9fYG8vhuMYWo6Mokj7mhjNwWtbrVY1ayWzvrhdGswJUAmomDcmpwvQE8b/E1iSYUvTVPvQJHsrQZ1slOC+8GcA0G47ODycY3PTRaFgYDw20esZCILs/ieAkyZ5AnXef7xOjcYSm5tFGIar9ycIUn1/uK6LSsVCs6mCWQ2DjQY05DsIAprvUzSbJsZjG3GcwnFM2PYc/X4FhjFHo6GYwtPTIq5ejTUg4wcXaR+QoEt+oFovGbGxHl/BmBYlyVLqNWDbGeBtNEJMpxZ+79Xfi1+4/WeRGBG+1XgHN8qvYdAH2vE19I2PEKURUqTYLm5dvA9kfqWSVcIfe/v/sJL9BguI4xRnZ8ZjWVt8/T1PnZ2p5zw4UDIiZbv9/Wys02Xl+wqkfVLo6s6O+vokqZPsV622CtRkOc6zecpeVHney32+l105CMvrlSz56ZGUP8GKlCIJ0BzHwcnJCVqtFs7OzgAoFmRzc1OzQAQxHLFTLpfh+74OZmUGFwBtXKa3i51h7MIk+0G2IooiHVDKT+bVahVJkmAymaDdbuP+/fvYv2h14nbIiFQqFR0SSiM351rW63WdX8VZiPzaaDRwdnamZSFGGdC8z/FGBB/M8yLIbTabOguLQI5yG+MoTk9Psb29reMYarWaNqPTKM59Wy6XODycol5vIY5DjEYR3nijqYEofWPro6Gm0yli49+G7XaQRrcxjX4HbOs1FC4AKa+7ui5L/NRPRXDdKh48WCKKgFIp0BIlgRjPc61WWxkXxPuLeXLtdlvLxAC0BMl7gLltjUZDgwjmrUm5mj46giDbtvU9I9k3dmlKgEYQd3xcwJUrFoIA2NqyL+JWIpyextjby84FkIW38lyy2YAAgZ5EMqVsBJDdqATtUsKVEvn6sHEyhereK+hrWS5bcN0Ed+9aOD9P0Gy6MM0lCgUTSZI+9oGH//j8T4qlYEnrwGVATR3bErbt4uhIjQKSvkrPUyOyrJM38EfKv4CrNwK0yjW8/74COD//G347/sp9Hw/8Q/xs7zfjteoN3L+vQI3rGgiCVHcJS5+daZo4P09QKNjY2PjsdA1lSEBNF5BzHns94PZttb+uq8z7pqkA03C4+reftqpV5d9iuOurkKS/XH61512+Aqc4r7yyWvd+PEmKXM8LYoSC53lotVraj0Ww1Gg0dEI5F3QuAPx7/ozeIDIdg8EAjUZDAydKXGRR2MFIVoEMCDslAcUkNZvNlSgDypoEMOyGq1arGF+4YckAmqaJ8XiMer2uF17TVOOB2F1JMEDD92Kx0KZuANorxn3c2NjC6WkM255jPjdQr9tIkoXw10x1Ej6zoBqNBnzfx2xmwXUtWJYCHgRw4/EYm5tFTCYmZrMYt24V0GgUdAMEgSs7WAHoaA/HacCL/y04ZQfRbIbKhWmdJXPSKpUKXNdBve5hOARsO9RsF8FdGIaavWTJYdamaerznqapPvez2Qyu66JWq+HDDz/U55zgTPoHyb7ygwDvTdk8IiVHep/ItEnGSp33Jfp9A7OZjePjBEkSo1Ix8J3vJBedZYlm8KQfSsZT0PNVrVZXIh3k64RMMEEN9xeAZgzJHEtWms/F16Qc97RcLvHaa0VMp3PcuVPBN7+ZyYh8TLRGF/H8SEbsSfIdwQ/lzvUIG9d1cXKyxLVrLkqlbAoGIyxOTiy8/noMw7Bw+3YZpWtqcVcsSwH/8+u/Xx+/5ynQVa8DJycGPv44xje+kc365FfbttHvz/HGGy6AEGn64gxR68n75bIaRH5woFiq69cVGJtMVJfni6qXKTNeVvSbGYaSWNcHn3/VKu+OzOuVqvW0bCk/yLBUAFreojmdw6yZ9l6v13XXI1kw+qTYVk9TrcxtIkhh4jujLyg9UjZyHEcv2FKWklILQdJwOMT29raWHwnG2KHIRYzHxm1IXxd9V4yBoAQjOxd5Drm4eZ6HIAjQ7Xa1X4lyWbHownVD3L0bYzgswLJSfY5PT0+xWCzQ7Xa1OVwuzOOxjcUCODy0cP++gUePivjhD2e4cyfGaNTAwUGIRiPR10Qa/c/PzzX4IRAlU8XH8XwA0N2Z7BIl+zaZLHF6aiKKQnz8cXElH4z+N0YucGA3rzPPF2VnGffAvLJer4eDex/DcdTMS9mtR+ZUGvOlYZ9zOXktKGFKIMlMOoIOdbhLbG8D3/mOcREAamBnx0UcZ+Gr3Bbva97L9K1x5BSQMU8EWvzgwWOhhCq7NgkmAegpEvLDEEE6f09JnD8vFCy8/nqEBw9MfX7Wg5EJui4DXJJpelLJPDSWaQLf+56Len2pP5xl1yvFG29ksubrrwMffBA/JnMNBsD9+wZOTlJsbSngc+OGamrInoeSsmKmNjdTWFb2gfBZj+HT1v4+8MYbCoABCqR8leS65VIBwXpdjVbKQVheeb3EWpca+ImXn6a5YEg/CRPs1Sfe2kqaPT/JE3xwkSTYIzCQnZFkvKSERsYCgPZGcYwOAN39SFYDUAwPoEzdHGZN4EbzNwNVPc/T8Qk0y8sYBN/34Xke6vW69lFJ+ZHAjucQyFgL+p3Ysck5k2qB8rG56eL6dQsffaTAyHA4xHK5xM7OzspxMXNLMUkhGo0Qb79dxf4+sLExx9ZWgLffrqLTmeHNNwOMx10dtcCmCS7KZGt4PZiBReaGCxqDQU3T1MPXZ7MlfvSjGMOhhRs3lPQELHXcBgEOgRsBeLFYRKFQ0EBZxlwQXNu2rRi1JMBW8Y/h3/n9fxlvdH8O5cJQX2fej5Q0eY0IrmRavfR5cb/IpK6Hr6ZpDMNwdEMJ95UeQ54XMnm8F6VUxw8S/BkZUgI3GWjMfaTULwFRtk/pygcM+TN+YCGrJxsUDCNAs6lG/vDx0iMlARm/5/l4VgDD67D+WMlWExxyv+VzNJtAu70qgY7HCuTcuGGsATxmf2VJ+g8fAjdvpqjX7ZXH8jx+XiDsq1xkwAD19assQ7JyEJbXK1Prb1ryU6XMlgKyOZGGYWhTOI340+kUjUZDZ2WlaarT8ck6Eehw+1zAuDgxKoJzFrloUrahDEmmSnprkiTRhu7xeKzZJJnfRemRoFMummQ4CMi4oDDzazAYrARWyvBPbo+ddzwWZlVxQaTkynN6eprCMBZ4990pzs9LmM06OD9Xi/xgUMHt2xaOjy08eAAcHZmYTg24blEf57q0W6+X8dZbNvp9Hw8funpeJ0ckDYfK/6QysVTTBP133A6Zpum0iMPDEpbLBB9+GOL01MCtWxauXjU0u1epxJqxJNPDLlVOTpCLOz1RlG855okLtBn+bRjRP4dpAI7Vhxv+ae0HI0CRXXssaZKX7CQz6NhRKVkpgiTLSmFZmU+Mgb6GYax0WgZBoIEZwToZK/naYSYYr7dhGFqi5t9QHuR9IF9z3I7M4OPxyuwwnm85VcCyLNRqMZLEXNmWnIkpmUWeC/opnxXAXAbECOi4H7ym3PdMjjZw506K+Vz97WCQLfrr+2AYKon+vfey3/O6yy7py/42r2cvkc/9takchOX1ytTTpEhKRrJLEsBKjAKBBReYIAhWhlKT6ZCMABcyAFqyKRaL2sMkpRcyCIVCQT+P7MqUQ8ENw8DZ2RmuXr2qJT7ONqxWq3r0EBctBqMuFgvtZeMb/WAwQBRF2NnZ0WBmOBxqz49cuAjKKDNxsWMTAr1xZKe4iFYqEwwGp7h+vYnXXnPx+usuJpMBHj4sAXDx2mshdnZibG2FaLc9vPMOUCioa8HmBE4EoBdLjRsCOp0lDg+LF7EdBbz33hyeZ+P6deDatRRJUsXBAfDee54GKLwfgqCBNE3R6y1xeGjg5k0be3vZcO04jlGpWPD9Au7csRGGqQbJNLHzfJIRIavEe0TOcszmanpi9mEKIw11Krz0RfHcE5hIYzzvZ9mVKVmq9dR8xQylersE4oxM4f1jmqZuaJAfUAhaCeB4jXkPsBmA+ysN/k8qgi+yXbzHeN15nPwAIBsQgiBAp2Pi7Gw1doKAT/rD5IcKCfjW9+Uy+fIyILb+oUka6smO7ewkuH4dePAgwcGB6oKUPiwJtDY2gMnEQLWa4M4d4MEDA4tFZmOQzFten61M8/IpBl/VykFYXq9MreeDyZl8UrKQ0gkXHuaDzWYzNBoNzZTRqF2pVDSAotzIT99AlvskQR/BEhcYSnvcjgw9pUw3n8+17Mfh0JTU5PHRIM6Fm/4hAhkuqpQ8afwOQwUGGErKN33KaZRvGUURRZE25BOMSa8MoGYa9vt9fOMbW9jcpN9qgm7XxrVrCW7eVN6yZrOJ4XC44oFjlAUXOPrPwjDUfjnXVUOS3313gcUixWuvmdjdVQtWuVxGrxdjayuAYWTZXmockJIUW60I1aqJGzcMWJahfXRcdEulEl5/PcaNGwkePIh0xykAVC+CjshWyAWejAxBDtkx3/fhRb8ZCa4hhQMYDcyMP6QXczZtEJwQzHLbtm1rwCbBNPdBGuJ5H0RRhMPDULNFUq4joCTQl0yc9G4xq06+hviclB3XWThZl4EcaW7nc0iJj6+ddXaMDFylEsPzsq5Gbkuya+sdh5dlhT1p/1i8NhIEEYjxdbv+9zx/nQ7Q6yWPGeHlY4tF4M03DWxvpygWTVy9muKtt1YnEjwNQOb17FWtKkP+16VyEJbXK1PyTVLKIvyUycVHjoHhGCEyMAQaHFHExZgLOz1iXBi5MMmuRoaOyk/8lC8Z21AqlTCfz3VcBBe78XisWQPuF4+BkQVM1qe5WsZdcJFl3th0OtVjdtYXUC569BkBWPEkSbM1JU7KW/z0fnx8jkJBxWEwlJXggMCS0qacHZgkKgSXzQccL1Sv13WXJCcVKIAyxBtvWOj1FDCigZzAAQAcx8ThoYXDwyru3VNgd3s7a3TggkevnfQzqX+Zf012qK6b6GU3II+F4bo68sStIaz+FUyc/wph/e8hSvf0tSSjJRkkCZxlBy+LxwBkTJz0J6q/NbG3l+r7cjabaWaWoJvPxa/cDhsn5KB52ZVIyV0CKnZnsvi9lJXXQY+UPSWQ4z3L5+QxqA82q14vyRhJCX/1w8HzF6/HOhAj4y2PhWAxSRK0WgYKhcvB0/r+OI6BKEof+50EoJf5w/J69jLNr3Y463rlICyvV6LWDfnrXZGMAeDvAGjT8nw+R6fT0Qu/lCDIgsnke9nNJqUhgjQySdI0zUVisVigXC5rT5hhGFpKHI1GOp2+0+loCZBsi0xF577y+DgDElALh+d5Oh5iPp9rP5tkB2XcAs+HYRhaKpULLlkBAswoinB+fo5KpQkg1rIXM88YcsuFmsCH16RQKKBYLGI4HOpsLmA1RoA+Ic51dBxHe+zo1eE/wzBw61YJt24VcO3aAq+/bmN7O/Oa8TGe52kwxTmZEhwFQZa/JZkQGuf5fJK9oG9MThRYLpdIARTLV2BaBQ1sGKex7uOTjC19abxveV54fy0WC33NuS11rlM9MYE+MF5DyXrKLkU57P2yDlkJxLm/69sj+LrsQxD/Rr5Oycius1qUJXmP0i8IPM52sfjhivv3JBZMvy8kPj4c/kW8P/i/I4gHj/3+MiAmwbYExxKUPwn8rYMoCWTXGxku2/fcH5bXJ1UOwvJ6JWo9CZv/l11hZIL4pkpAQYM52RnKdWRwCLDIjvENl2wSH0dQV6vVViRLenc4l5JggMwWfWEAMBqN0Ol0tIQoQQKBIIeHU6IEoKU5yp30Gi0WC2xsbOjoDRnTweNkbMX6Is1AWs6blF2Bx8fH2NjYQLmcXGTx1LWU6jiOBo2MbeB5oiwq5c9CoYDRaIRqtaqvGVnIJElwcnKCzc1NnfJP4EPWrlQq6f2XXZ5c5Lgv0+kUhmFoPxQ9UgSw9HhVKhW9LQI+GQ3CbRBwymgJAk92SZIBLJVKKywbrxmAFamZIEcyIjTk0xDPfXj4MMW9eymGQ+fi2Obo94t6vBLPJYCVbRMUS6aL3bY8TumDkun+0hNFILHuzwIeb5JZN7ZzP1gEvNL4TmDo+4sVoCVfzzLrj+eNTNpl9Y8f/W/x/uDP44PhX8A/OPx9SNLoscc8CYhJz5l8zGWAdP3Y1/dHsnq8VnydX/a4vJ6vLOuTh4t/VSoHYXm9ErXeSg5gZQHhmx1BCA35pmmiVqtpZkkuQDSLy5gAShAyeJPJ4JPJRAd+csGj9MnFrVqtYjSaY7GI9YLK8T6c58jnoVfKsiyMx2O9n5QdmWjPYyawmc/neqGTsQOe5+n9prwqZ0IyCb9cLmspi1IpQ1rTNMVwOMTm5qYGKpWKjTi20e/3UalUVtL3kyTRDQQyW8t1XYzHY5TLZRwfH6PVamnGihKT53k4OjrC/v6+9uJR8mPMRr1e12BXAiEyLLxGzGsjkKAUR3mMgCVJsmgIAguCJ+n3o9ePMrTjOBdjb9Q9yK8ymFd+SJCSIn/HY5eLLpsHCKIo4R4cRKhWgV7Ph2EEePiwDN+v4soVawWkmKapGyl4/8vMNmlyZ2iwNImTYX6SLLfOPj/ptSlBi5Sz5XbSVHUa8nfKI5mNjuLfZhJ15uFa7zjlvspzmaYJhsEPkGCJFBGCuI9FfH7pPsvjZUlJWH5dl12fBEBZlmViucyaddabAqQsuf67vJ6tqlU1QunrUDkIy+uVK5mGLT0u0vRKeYvAablcol6vr4S1EkSRlZHJ3wRy3A7lFY78kSyE7wfCpxPD8yLEcQH9fgzftzGdzjUAYjQGmSoeh2RP+LyUGNM01YPEuWBOp1MUCoUVUMhjkk0JBCaz2Ux7w2T3JsEOAPT7fTiOg16vpxmpKIqwtVXDw4cjWJYab0MpjfEPy+VS/5z+MrJQnuehVqtpNorM2NnZGRaLBba2ti7YEF+DSzIPPNe8ppIB40K/WCwwm81084NcPKUPR0VpWGi3Iw02yRwSbI3HY537RqDIa8AB7rxG9EzJBg+eazl4nduReXa8l3g8UpolCzaZLFAqKYm01bLw+usm3nnHhGVlAaq8H3meCV4pl/M4pfzOe1m+hqQpXbI364BIesHk63BdpiTA476xRiMT9+7ZuHcvxeGhg/v3QxwdATduFHQ0xzqrJNk4Ako5SH3VbG+g4d6CARuACcesoWh1nvg+Ipk1lnxd831AngMe93pJH1scq3E+EsDyesvmj1fFDxYnCxzO/g4e+f/4SwMIDePr4wvLxxbl9YWXXDCADFxIKYbSHGWPR48eaRM7ZUn5xuf7PsrlMjzPWxn9Q8M25UHGACgWqI1Hj9SiW6kAk0mAOC5gPB6g0+ni/HwK1zXRbisZcjabYT4PcHaWwvdNdLsVTCYmzs9DWJYN1y1gMlHxGfN5gji24Hnqk3SSJKjXiwhDT6ddE6ARWJLZiONYgzKa/1utlp5pSS8O/WocedRoNGAYBobDoZ5PyQ5SepKAjBm6cqWrs6k4i7PdbgPAirnbtm0cHh6i2+1iPB5jd3d3RX7q9/u6e5RdmgR4ADRIJuCU7ArvBwIgsolksqQRGlALLbfveQaazWxAN437w+FQB7USkBFcTSYTWJalZ4tK0EVAyXuHXylNk9XisUvvmQSJPD5Gl0ynBVy9msUa0LMnGSdub11C5T6qoevRCoAiGOO0CPkBQGZ5SXDG5+K1JUiS/jae8ycZ9VUQcgHTKfCtb5mI4xRpamEwiDEem0iSpf5byo88Vu6PBIeXMWxk8H7D9p/Hj0Z/CUm6xOutfxOm8fRgKQnEeNwEqrLTmueIz7P+nsRaLIBC4fGcMO6/nAn6KlSSRvilo9+PWXgIIMV+7bfhO71/74verbxE5UxYXl94rUdT8A2a0qOUhvimyvgG5l5xpqH0gjEmYDTy4TgKAKhtGQgCE2dnAYKgiKOjGYKgjCgy0OkYaLcN+H6AQsGC63rodl202xYcx0O9buqOxtFoBNs2MZ1G+Na36mi1DBSLCzQaKWo1A75v4uwsxdGRD9etoNGI4Tg+dnerF4+JAcTo9w0EQajjHhiyubW1tSJnyc5IslOysaDRaGA6neoFlP6409NT1Ot1bG5u6ugIjv6ZzyMsFrE2gXN7w+FwRfJaLpfwfV9PCuAQ706noxcwOZYniiJUKhXtVyMokSwdi141FhlMKQFTAmU+HBc5Lqa+n6BYhJZByXyS1WKmGkdVJUmi5V16v/h80tNEM78ERzwWMk6SieJx8KtpmpjNZhegs4zJxMV06qJWy6RMKX9z+7JTk9eK22cXJEGs9B7yXPIDxro/TR6L9CvJBgD+XwbTytelfDzB849+tMD16+bK49ttFzs7oQbnMkBYSq7S/ynlXGlLIGCyjRre6f7v8e3ev4uyvfVM7y+XMWLyukq5VD7/ug/MNE0cHSXY2VmVKHkepbfsValZeIBZ+ABx6iNO5ziY/o0vepfyWqschOX1hZf8FLzeFSn9NnzTHgwGOv+JnijpJVH5VEUMBgmGwxRpamM+N3F+HsP3HYzHFsIwQL1uol5PUSwGuHKlgmIxWwwqFQNxrFiYUqmE2YVBgWBlNBrBcRyMx2NsbXX1AsWxQEEwh+susLlpoVhcYGurqs3rTO9XTFaI7W0HQVDB6ekCF/O+V/w+4/FYNwTQbC+PW7ItZIEsy8JoNMPBwRj1+h6mUwuGYevcMdt28PDhAqenBoLAxeZmUfvfmH1G0MNP+GQo5e8pL9I3Rl9RmqY6RywMQ202J7AAsOJ7Y9G0T7DE8VP8OaVAuWgvl0ucnlrY2lKMyWw20/tF8CXnfRKgsBGC+0G5lOBDfjAgCOK5lh13fBxZMECBQ05EODhwcHRkIwgKcJwQb7xh6m5f2R1KFpJsLZB506TpngwmmyaYMUfwSAlaRnusxydICU42EMjn5PWS12YdhAHA/fsWbt40V7qW5bbIOkspc90rJcHZuizK4jVZ94o9SxHIrQMxspHyGCUY/qTnucxL9ix/97KqaHXF/wyU7d0vbF/yurxyEJbXCymCh+etdYmDIIwsAd/E+cmf/qcwVMzRbDZDq9XCyYkP2y7j9HSO6dTG6ekcGxsFFIsLtNsF1GopNjdd1GpArZbANEOUy8qM32q1VmQovjHP53NUKhXtyWk0GpqFYEZYr9fTIIXzKfk3jA+o1aq685BJ8jT0A0qea7cTVKspFosZ5vPCBZALNPPDSAp2Q9ZqNR3RQBlyNBrBdV0MBiEePJghCEzs7JSxvV1Cq2VgPA5xfh5hsSji7GwJx/GxsVGHZaVIUyV79ft9FItFLWcNh0Od+7W5ubki8zYaDQ222ABBiY/ZZgB0XAZlJXqr1mNJ2AEJqAgM2bTACQbcFkdFZWAp0V2y7BRkQwOBm2S75P4C0NdONgZIYE9ARXmQ9wp/R8mQ0i5BqgpydbC1FWJry4TrRjBNrMxrJMAl+FoHT9L8TaBNEMoPCZRF+frxfV/v0zrYWTeTczvyWgCZBC07eNdlU3V/J1gus0BjXhO+fvlaZuYc8LgXi/slvWtPAjIEaZ8UZ/Gkv5V/x8aO9ednXcaGrcuQPK9kKld9bF9suVYDv277z6BV+CY2Sz+NX7/9Z77oXcprrXIQltcLqckEuPB/P1c9SYrkG6PMIDIMQ0tiWSu+g+nUhusmiGMDaepja6uAel0BC2noV+yDhShSwavrqeb8xE4gwfR6LiL0AM3nc+3LYjdaGMZ6gSajwpwkLv5kPkqlEsbjMaIoQqfT0c85n/toNksolVKMx6sGfe4bB34zj4my33g8h+e5ODryMZk8wptvbmJvrwUgY2gcZ4Fez0GnYyFNhwCamM8NNJvZPEIGgxIUDAYDLJdLVKtVuK4Lz/MQBAEajcYK80Mz+Wg00mCVHiYp75F9Wjd7E9RSXqOESRlWdptJjxMAfPyxj15PgdRerwcgmyBAf1Qcx7pbVt4T9B4SvFAulRlcDOpVgGo1WoFfCYYJoiTIeOstG7dvp1guoxUJj8wXgQHPF/+W9xDPIb103D47PMMw1KCOzCVBmfSMyU5jyfQQ6MmS7DSP77LHAUC7DQyHq0Gu0mPGBgwpp8vnlf4qMoLchyeVZMWeF/Css2kSiMnzxXtWbn97Gzg+Xt03CWBpDeDPXwUw1it9D//ylf8cv37nz6Hs7HzRu5PXWuUgLK8XUuUycBGV9VwlDbDye/ps6L0hwzEcDmEYhvY/2XYby6WPZrMMw5jDdU0NrtgZx8WWrAPfZBmCKtk30zT1IkxTuW3bWvobDod6gWTYqm3PsVjYjzEbHJVEQNBsNjEYDHQcBlP5OeuRi+LmZguuu8T9+x6CoITJxMTh4Qy+r2RV0ywjjk0sFkvM5y6Oj+dwnDJMc4wwPEWv19Jhq+wcBLLFQrFIBjY3G9jYWGgGg1IXZcjpdIo0VTlprVYL4/FYy2imaaJer+twUT7OdV09bFrKdmmaaolNshyMn2B3KdkuLmAMR2X6Pb1SPM+q89NFve5qGZuLJ//Px8m5jussUxRF+l7gtgmq+Xe8P/iBgCZ5GuXp3ZKAR1WCUgn6/MjAWN6b0kPG7XOigmxQAbIZqAQiEljxQwsT92XzA49Hsjfr14P/5+95r/O8ytgLXj/TNFGpAKNRdi9zfyVjRmZMjpySzJeUeJ+V5eLfPK9EKUEW8DiAlP40+bhiEQjD1Qy4yyTe9Z/nldeTKgdheb2QStNP31LMxUCCIb4pA5k3jG+GZJoAYHOzgCBQCx6N1pQUuZgTfJA9KJVKmE6nesSOzKniwloul8WA6Aru3jXwgx9McP++gdu351gsNnHvXorbt5cYjVLU67Ye28P9ZdQFAC2n0RjPbj+5GBDgAEChYMK2x9jYcFGtRiiVApRKMdptepyAwWCJZtNCtRoiCAYXcxZbuhOQTJyMT6D3qd1uolRK9bgewzBQr9f17yn3yWkFZGWq1SqazSbOz89X4jzCMES3211hSyQIll12jL9gAGutVlsxjBOMkMUiK8hFmybvKCqjVIIGaBJcEzgB0D4qPjc7T8lakB2h546AZd2Qn6aZaT6OY9RqtRVplQCOrCel1Gq1gMUC+t7keZTXhWwn2R3KuQR18l41DEOzocBqcCwlX95XBDTrMuKTmBpp6JevTzkKaf21W62qzkHpJeS+q/u5oLPb1iXHdW+dzCBbl1MvK4K755UBLwNiPDY+r+zOZPEUroMsKdVKyVI+Jq9nr0tI169k5SAsrxdSafr8g1dlpxb/Lz08MpKAHXvlchmFQgHj8Vh3E3KOIz9l0ytFcEDmhlKODHzl4kfGirlX8/lcL9Tq+CLs7wP1+hBvvdXArVsF7O5G2N2NcOOGhTDMJEiO8aH0SBM9WTAuPPyewAGAlgLl7MXZbHZhMi+jXi8BWMB1Q3S7LoJgjvPz84s5i9ua0aGRm6CTiwOltWq1isFgoEEfE+FlrhaDY6vVKsbjMdI0xcbGBgqFAobDoWbxFosFwjBEp9PR14qLsQSY9LURaDBnS+Z2Sf8YfUSUEqWEWalULqJKEmxtmRoUkXGTZnea9ClzE4Rxn5bL5UojBAG8uu6pBjac0chmAW5TLubM8iIIoQy9s2Pi6ChcYQTJgBFIcf8l8ySZNQAaEPMeZkngShAmZ6xS+pTMMp9jnbG6DDAQlPL1IuVOAOj3U/R6mYdOesHWO0cv85nJ5+Rr9HmLIPiTWLHTU+DuXeD+fcAwVpsAZEyF9ARyX+VzSfC1/ngyhvx/DsKev74upywHYXm9kKrVFAC7IByeqSRTJN+M6QFi9xe/p2+Isw+llMg8MLIkUhriJ1MyCYy24N8ycX06neqxRjJ93rvoOhiPx9je3oZpZgsm33hpspceI2Y50cc1GAxQr9e1FElTNRdLsgVcfNM01flecjwPOweDIMCjR49QrVbR7Xa1NNZoNHQ3GmU4+XcMT+U5IevH7kc+/9nZGQDomYlbW1uIokjHaBC4EdQRmNDzBGQTDijRkgXiKCmyQVykuThLLyBHLpEd4jW6ezfClSupNs2vB95yYgDvL+mB4qLIbkIAGhTKXDnf91fy6WQsCEs2j3ABlkn+BJ3VagXL5Wr3Ha8jF34CeIKBdWCZpqkGeRLocj94//B3EnARKMgpAOv+KylFrhvUZccj753s9yksK3u8ZKYkwJZsM5+H114ypeugRb7WnlYS9K1LmosF8PHHSlK8fh3Y2QEOD4Hj48xveFkHpvQjPmm/5P7J8Gd5jHk9e/m+ymP7OlQOwvJ6IWXbyqBrP0f8r3xjJ0Ba97/QW0OARNmx1WrB8xZI0xKWy/kKy7NubiZDxoBVgjgpr3BRKBQK8DwPpmlqc/hoNEIQBKjVanohIYDkJ3bf91GtVjUbBmRv3uymrNVqmE6n2ndFpo7SWq1W0wZ5dgbyuQhyuMgul0sMh0NUq1V0Oh1YlqWlNAB6H2g2n0wm2vjNBYVyGxlCSnYEbMPhUJ+jXq+3AqjIihB08tiBjD0iIJLMExc4xk8AGQNKZpTXgvKgbduoVCp6gUzTFNNpDMexkKaBXnhldx6BkvQM0TxPP5tkheRAap5LsqMErjw2niMJXOQ5oe+OJm2CRgXwMr+RBE9cwAmeKAevAyj+DdkwAi+CVh4TPwTQnyWN49Ijtg4sZETDerckj5XXUZ63JAEODhTDdHgIvY+8llKW5OuTbJp8TnleLpMtn7UkmHr4MNX79tprwIWVE7YNbGyspt9LICaBOu8pAs/lEuj3TRwcqG0fHADn56+OGf/LXovF832g/zJXnpif1xdS658MycIQAMkMH8uytCm80Wig3+8D2MB0OsPubgHL5Qi27Wq5iFleZMa4EBB8SLmKLNRkMkGz2VzxPSVJoqMlSqUaisXqiizET/SMDODCQuaIRn5Kg9VqFf1+H41GQxvN+TgamrkoOY6jPVCFQkEzgQQSjOig3EXzPYdr9/t9GIaBXq+HyWSin6Pf76PX62E0GiFNU82uSVBBEDIcDvHGG29oiZLSo2xUCIIArVZLAx2eD8m2ANASZxzH2nwPQD+e14YAjUxdtVpdYcL4uJMTE7u7cxhGWSfg8xwyQkLKiPRSUZqmX4yjjXjdOKeRGWjS78YFVoIYAgQZohoEge66BbLhzgQSEjRROiczSADL45UNDrIbkNskeyrno66Ps+LoKymzyWO4rOTPpTdq/T7h8ezvO9ordfduth1eE97D/Ft+uCBjzf3heZEfdD5LPXqkzuOVK5nnTJZpqq7u+/cBwESaJgASACaSZBWUep6JYjFFmkYYDGzU60C3awBIYRgm+v0YH39s4saNbD5nzoA9X3meuh6Nxhe9Jy+vciYsry+kniZFyhZ8uWgRgNTrdTSbS1SrBSSJrxkHaVqWn9gpT1IW5KLM7U6nUy35kbmwbRvj8VizK9/+dhsffZSsMHJkO5Ik0QGqXCj5fBzqzcXdMAydryVZMA7hPj091Sn0ZAXJik2nU5ydnaFareqmAnZgkpWo1+taluSiThZuPB7rmAN652R3nWQgptOpNuhfuXIFhqHG7hSLRZRKJc2QkQnj/vI5JTDh9aFkuN5wQbBEUEMJlSymlJTTNMXDhxHa7VDPLpTdszKugcfDhZ3bkFljMjmd8zz5fJSkCA7WG0QkcOAxsDNXmvrJggVBugJUef/zXPJe599LkCdZOr5+CoXCireKxyJfT+veJQnspM+LYFWyTfx7nh/ug2SwJePE8729nbFhQAbAeV7l8VKe5OuVYJjnXe7L89TpqZIem03gypUnx1m4LrC/D+ztqX/7+yb29gxcvZrg+nUT166p769dM9Bup9jZAW7cSLGxkaBcXmVEm03AcTJfmPzwl9fTK0mAk5NMUbkEL39lKwdheX0hJfPBZFckkPlJ+MY8HA5hmqaW85rN5gXj5eD42Idl2RoUMZOICzh9UMyIkouQXIgZcEmGisb64XCI/f19AMDuboh79wy9IEsJlUxRGIY6cHSxWKDdbuvEe3rBuHBxGzTOz2YzLbtJo75pmhiPxzg/P8fGxobu6pNgSCbC9/t9NJtNWJalQaOM5hgMBmi1WvpvZRaaaZowEOP05H1E4RJXr17V4JTBtJQMwzBEpVLREQ5csAkApdzKY+FCPJ/P9eJOoEwgwUWY+WgEAMvlEmdnETzPRLPprkiAzFMjAyf/AavhoAQ7lO3oiyMQJiAhyCFIkUBEglY+Po5jNJvNx+Q0gpbNzQR37qTo94v6/ue9Kq8h7/9sLmMme/J3/CpN4asdfKYGaryXCHoI/uQxyXO13k25Lp+ue8XYREMgWiwqNoN4Rxr1eb1kswDPpWRk5fmV53K9zs+h5UD5r1xW0iPnsvJ95VmM+/J88m/UhwogDI3H/GZyn5fLFJ5n4NEjG3fuxLh7N8GHHyr5ElCM2/37ah9/+MPsHH2d6+AAmM2UB+zr4gOTlYOwvL6Qkm+qZMXI6BAEcYGhzGiapjbjK3nDR7lsYjJZaCaECySBluy4pAeJzAwXY5rvLcvSJvXlcgnP89DpdLSk4jgpul0D770XIooyHxt9N1Ji48JHAFitVrFcLvWgcQCYTCY6hFN23hHguK6Ler2Os7MzDAYD7OzsaLanIN6tCIooe1KGlVIKWUYa96UsJFlDIzmENfpX8HO/56/i5//AL6NaUddgc3NTz5wk8Gy1Wiughc9BMMPuSnZAcl8o+RI0ETyTReP1lfEaBMVBUMD16ylME/rnvFfotZMyL4Ept2uaapYjZTrTNHUjg2TbCBokeJWhswSbMjzVdV19Hgnu+OEiSRI0mzZef91GHGfdc9Jsz+vFIihdD6uVj5FdiBLE8AMNX0vrzJ2UyyQgISiWTKx8rV7mFbvsPO/vKzZMyXyrH6zoseP22azBe5agjs0lPOfyuEcj4PZtZbLf33/830U/xmMl/YNP827xfYTvTaORYmhu3waSZNUfJo35b7xhYLEw0eko9mx/H3jzTQMnJ8o7Zppk3IA33lDBr1/XCkMV8muaSoZstb7oPfpiKgdheb30knKG/JQvPymTKRiPx7ojjin1NOArI7qFJFGMgUxop+GcwahShqRviMwUWRl6ZyaTCWazGXq9nl48uEjXaileew24ezfBfF7WKfOUHsj6pKmKligWi/o5KXOyuYDAgaCvWq3qYFHDMHQn5XA4RKPR0BlkQGZw5jHJuAdKqWSduC/0YpG5kh2dWsr1fgEGRnCcFJ3mFI3CP8DW1hbCMES73dZeKrJUBCMEzOzElJInrwvlZDlOSPqvCOTYrchFmYudWujUIsifs2GCzylDT7mIAtDNETx3NNzzeSTjRoaIC7CMLbAsC77v63tVhqOyCHbItMltEGBQruJrQY4h4lfuGz+gSBAijfiU2XgOJZvG7UlALoH5ZeCO25VgjK/TdblyvbJmjxAHBykuLiWA1VmN7AamH07KepKRk8/76JGhma7lEnj99SeDrU+qZ2HFeE8MhzGOj2189FGKmzdTbeSX8qY05G9sAMXi6nm9ciXF/j5w5Yo8V+rru+8CotH0K1txrDroRyMFvhYLBbyuXlUS9te1chCW10svKYmsS5Hye7IW9MmQ4aFxWxnAl0iSrMWdiweN1HI+oFzoKE/Sg8Tcqclkoo3oDAqVTQMK/ES4edNAmsb4+OMUhYJi2Hzfx2g0WpFNOWtxMpmgceE2VYxOoP0xtm1r2ZQsUalU0knylUoF9XpdD84mAKIXirERjN1gFhYZIQKeRqOxAg4YGwBAB4wmqQXoNclAoVDW4IH7LvPWeK6kPDafz3WDBPePf0tQxOYIghKCDAlmpJGfjNTVqyk+/jhFFJkagBJA8pzS98Xjns1m+pwytoExD+sJ8rxf5IcEeY5831/ZR+kxY/F72WnHnxME8V6kX4rPSe+cZJUIGGQno+wmlT48MqIEk7x31wdVkxXkdrkt7rcEW7LJQW7jMlaMr9ty2cLWVohebxXgZKyyo98D+CFH+kQPDw0cHRkYDlPcvauAV72eMV0bG4897XOXBKvrcRaA8pXdv28gTS28/XaMb3zDQa22mo4vGy547Pye70NPY9yuXFHxPp+x/+CVr8lEsV3lsvLOtVrquPPKQVheX0BRcgAyEEYpUn5Pac00VURFt9vVvq3ZbAYgS9fORuLYGAwMbe5m2CiAFfaBi6fneSiVSnpEEaWjVqu10q1HYEO5zfd9bG8Xcf26gdu3Ixwfp+j3YwCu9nqRAeLCwn3l4ki/13Q6RavVwnK51GN6KONVq1U9z9AwVIwF2RjKq5wUQLA3HA7Rbrf1sXmepw37cvGQXhw1+HuASfIHEWMTKQwk1ttI3N+u/VlhGOrh3JToCAgJgDhcncfOBYgzJ+khY8cckI2okhEXBGUEJmSLHMfBa6/FuHMnAuCuMDtyUDfZRWlyl7MZCR54Hvh/CbBkoCvvSbKI3G/pOePf8FoTKPGez1gp6GOR+y8/gLDIuPAx3B7Phx4+baa44/0lHDm/gFHyz1YM+czRIwNHhoZMKc85S4IrPo5gVMqUT6vBwMRi4eD27Qij0SoIsW0Xt28vcXTk4vi4iI8+CnH/fqjB1r17KUzTRqMxRxQB166luHbNWPF3vciSzQWr0qwCC8oovto0IIGXlCV5v0vg/DQQpv7+8XiPr1INh8rrVa9/vQz3z1pfcfyd16tc8g2PoAXIOr8YFipjCmig56dMJQkVEccJfN9BEFio15VcOZ1O9aBpmSA+Go3QarX0dtgxSFP97u6uZpc4oJsMUqPR0M+rZDkHW1tTjEZL2HYJx8cmisUQ9XpZL6xM9wfUIn92dqZnDUq5Zzwe63OxubmpDf4EIpVKReeY8VM8mR52VJ6dnaFer2vQxEWgVqthMploCUiCjvl8rkcpGcYe+vP/N+rVEgzTRflCQqKcx+gDCQAIksjicXYkAB27QSaTZmy5oMvuTAJdXl/pxaLPKooSFApl3Ls3RxAYMM0ErZZ5kdXW1NIu7yUCCMuyVsZHyc5L6e3jMRHY0c/Gx1MSll2GUqYFoLtsKU9LcGbb6tyzQ5cyojSjS3AmmRUZ3SAB/gn+Ch7GfwOJFeCHsx+gaP9ZtApvaVaNoFY2CkjG7jImjx9a2OzCv+fxrO8f6/hYMR7vvGMAcPDwYYjz8xSuayGOAdM0sLdnwbISJImD0ciG74fodJYXz2VguTTQ70fodl+eVCe9YpZlodsF3n9fmeebzVUgxnuAIJmsrvyQs35+pA1D1muvZd8PBupfu/0yjvjzqzhWzFeSKOn46+r3epbKmbC8XmpJaUsm1gPZuBK5QNDI3el0tIF7NpvBMAwtaVWrJkYjA/O5je3tFLadtemTMeCbImdGMiG+Wq0ijlWw6GQyuUjENzUjxv2jnEcfCNkpgsJGw4HjzHHtmoHZbAHPa2o2joZ7AJqRqNfrSJIEo9EI7XYby+USjx49gmEY2N/f14yZNNuvz7aTsQ61Wg0ff/wx6vW6ZtXInBDwUPYkOFSG45EekF0sFrWMGiemBqAyRJf+K4IYXifP8zS7RyZKdp7K2AgCFWloJ9CUbIM8Zpn5dXBgYn8/wbVrETY25qjXpzg9NXD/voHRqIKTE0eDZt5rMr6BLJ5kZCXDFATBineJAIz3LM8ftymzxWRJACSZJ2IW6fvi31OCXF+wpbS5HiURxzFG4feRILj4iQE/uaPPtxxXJL1XfF4Jyvmak2zYugzJ88Tr3+/HuHcvCy0NQwVaWNvbDq5dS9Hrhbh+XcmJhUI2JaFWK6FYzGRyeWw83y+rJCuWJAneegu4+GwEYBWIETCzMUY2P0hZUvrxPqnabcUcfZk8YouF8nnJf76v/HrNJrC5+YXu3itfOROW10st+nj4PUEVQQEN5gwTrVQqmE6n2jtDmY4LbBAUsFwCxaKDSsXCcqkkuNFohG63qz/Bk0WRo43YHTccDuH7Pnq9ngYQlEXJwPBNlWCBnh4m4PP3cRyj10thmiGOjwuI4wBAGbbtYGNjqT07MtMqCAJ8/PHHqFQqmoVj3hTnRjLTS8qskjV6+PChHgPEfSewaDQaWr4lGGSafavV0rLbbDbTgLBarWoQRUaNXZXSxE72js9LsESQTNaQciWLDAKbCuiTIkiizAlAHwtB2c5OiOPjFOVyoP1pb7yhZmFub8c4PY3w8KGF7W1Lg216kSqVyspsUinNEUxxIZbxBASeBI4EebyWMmKBxcWYYGydMQIynyI/MEhzvZzOIDszeR9w4Y+iCC3jN2GOAySpAlpt98dWOiU5w7RSqTzmw7yMBQNWoxr4muVjpAdqNgP29hKk6Sr4WD9Ow8hYUCAbul4oFHSuHplpKfnKbs6XVdIrFkUWfvhD1c1o248zYjxmyt8AVu4jaYl4lrp+XbGJcayYpP39bGj4q1aTiZIYJejO6/nqFb20eX1VS3Zk8f8ER1LaobQVRRHa7fYKC8ZFWn1KtrC1ZWBry0YULXXnoRxNRCmGHYrsWuQ4H85n5AJFvxgXOX4vjbwEBhKs0exdr9dRLC5x5UqIVmuCt96qYj5f6jdv2YVp2zbu3LmDZrOJra0tvf9cePhpmwCF7AvB0Wg0gud5aLfbmrmiz4yZY5JV47ijcrmMdrutF3ZeF25b+mN4vuUEgjRN9Vgjdp4y04rMGveX+899I3vEfSMAJ5CRgIVmc4JQFbPhwfOWevEGoEFfFEXY2nJhWSb6/YxhkhEJBE28jgS9BELysesdk+vyk9x3Cc5YZL/kwG1JiMiuyTiOV0YNye47fojgfsvOy1KphL3y78K3Gv8+btX+1/hu/T9Bo3RtheVjXpg09F8GvtblMwKx9a7IdVAkz9uTOg4pLZOlBaCBOoEXX1frEvEXUXy9t9sxGo1kxTzPe4gMr5RpeW4lg/pJvjBZpqkM+/v7qnPwVY2xGAxURMhFlnRen7JyEJbXSyv55s2FR0qRZMHoeaIBvlKpwDDUPEMueIPBEkFQQb2e6FiEcnmp3xwpg0lQwjgK1b1Vxmw20yxMq9XScpdqsV/oRZf7TZaCMmKr1Vrp6mNuFP+O26Khm4nzlAUB4PT0FKVSSQMwSnJSEuEbPT1kBA+e52E8HqPb7WrQ5rouRqOR7szkflBqZOiqDHAlcOC1IQijAZ+LJAGzYRgYjUYayEq5lIvO+uIpE/wlYOVxkilbz7Aiu0DJmMDDNAswDEtfD7KTZNS2tkwsFinG41h7s3j+2FDA5g8AWo4laKI/jd2gAPTzAHgMqEgTvrzuBHLy9+tFiZH7JplM2RUpE9gZfSIZ2q7763Cr9QdQSHdW4je4bf6f+0QQLGVRCZ7WfWB8blm3bwO9Xvb/TwJjfB3JrkHKsLVaTQ9M5z7y3H+RFYYWWq3H4yxkw4JkS/kYXhsC+ucBYizbVozYq1RxrEJym001cSCvz1Y5CMvrpRVlL35P4MXFmz/juCAAep4j5Qr15u7ANA2024DjZKOJmB0mZTOyLjIEtVar6U7EIAiwtbWlF1jO4iP7wn0lCPE8Tz8X5Rya1ekRm06nSBI1d7LVauHszEKno2SlcllFPpycnMD3E5yeluD7mzg6KqHfD3F+vsTRkYGHD7MOOOnhcRwHo9FIm+wBoNfraU8W94dgrlKpYD6fYzQa6XFHMgSVDA0N4ly8eXwcTM7oC7KUEiyRcZMLtlyUGEkguwAJJMi8SWmQMiv9a2Tx+Jzn5yZ6PRNpGutFT3ZCEjhvbcUYDjOZeD2SgDIRgQ7vTQIJnhf5cwJ++Y+LLKVD+TPpB8uiV1LcvZsgijLml4wgABSLxRXAKyNF1psJJDDjcfD6y3Mh/YVkmiSQvKzk9AFWZjwHPvxQSWeXdS0+DYzxwwI/9BA4c+qE53kAoLuEX6YnbL1GI5VtValcHmfB8ysBNz+IAavNG5+2DEN57U5PP+vRfPYKAuWR63ZfXYn0y1b5aczrpVUcx/A8C6MRMBgkGI2AySSGbWeLiew8Y7QCWTAlZYQYDpdotwv6U6g0IHM0EaUMvmkSJNGbMZlM4HkednZ29POyMYALH5PsCRzCMNSp8VI+4yIhE+W5eKiZlCbCcKq77O7evYt6vY7xuIwrV2J84xsl3LplYjoNkKbA7q6FIIhxfOxgNHIQx1li+2AwgOd5aDQamvEio8hFXjJXjx49gm3b2NjY0As4F5HFYqElWXq6GONAAEFfFNkhAuR6va7BFz10XIjILvKaElSQHeM2ZaYVB15z/7iNdXP+eGwgSUzU65EGa2Qh16cIyK5YCcKBDAjw+snzQnAlZUUCGhbvOQku5ZglaeqXoGw+n2NnJ8HVqwrEsMh08VzKzCwWt83H8zl0TIXwaUkpmICObKi8d+W+yeeR+3WZH+vu3cwj9bR6GhiT3lACy0ajodkw+taetA8vo8bj1e7Fy+IsLpOxea+bpolisajtFZ+mmLBfLiswJscgXVa+//Tff5by/S9/5+arVjkIy+ulVpIYqFYjdLs2yuUlCgXV1fjoUYDJxMFgMNIeFprDS6WSDtz0fRedjqm9RzS+8tM/2RAuTBxPo9L1y3BdF+PxGL7vY3NzU5ucpXeMjAcXMrJA8/lcy5iUg8h8zGYzzYRwgWYHZBQlCEMF5E5OTjQjNZl46Ha7eh8qlTm6XQdAhKtXcZGNpGYNGoaBfr8P3/extbWF6XSKMAzR6XTgeZ7eD+aFPXz4EABQr9dXcr24b1wQ6IfjMcumBKbRW5aaQTmZTOC6rk7OJ5tGRma5XOrGAQIQ2fko2SVePwk2wjDUx1Kr1bRPiP+CwMDpaYB2e7Ei1Uqmi0WGrNt1cHYWavmL4a6yuUACTUABD9/39e/IhK0DltEI+j5jR6fswJQsD8EkgY9tm3CcbDg3garM7uK1ICijt4//gGzk13p3Hhnd9eBZ+iS5n+v+PxlXwb+TjBl/9rwy1JPAGMEt99WyLDSbTQyHQ83Urndvvsx6EvZbZ8V4j5LRlV2dvCaftapVBcZef53jk9TPj49X52bOZurri64gwMoEhLxeTOUgLK+XUpkEshrQWq0W0GgYqNVidDrA+XmMNFWdes1mE4ZhaJnP8xIYRohKpaTlGL55MxNMLiY06NOQzDBTMmwchC27+uJYeYi4j9IXJBduMjdknTg0mx12aZpq1q3TmeDkxMD3vz/GYFCD7/fw/e97eP31kmYDZAcgF3UlJxraszWfz9FoNDTLViwWUS6XMRgMEEURtre34XkehsMhXNfVAI8gh2nscjwQgYz0oBF0NptNhGGIR48eAVBdlrWLmOv1JHeOJJImeAILgjcZ90AJMYpMDfgIWGi2pzQJqIXs5MTCjRuWliYpZ3G/131n6thnGA4zQCjjSqQ8SmBASZvXlwtoFKlOsIMD4M4d4M6dFJ63xNFR5vsBMskYyNgqCWZs28bZ2RwffBBiaysDeHKf6Y/izyjT0d9FKXE93FUO++Y54T0bx7G+/gRaElwRJEiDPvftsvq0EQqXgTFpwuekCrLO3OcvigkrFhX7c1lJVkxGiPBa0fcpQ5pfRJmmYiEZ8Npur87N3NgAdncVUON1Wi4/u8F/PgcuXpp5vcDKQVheL6Uk48FFQEYUmKZ5MeMxRhyX4Psuzs8jGEYRJyc+zs9jGIaFWm215Z8Mh2x75zgdyi70gc3nc51Izywt2Sgg/TSVSkX7hjj6hYtcrVbT26V8Sg9WuVxemWFIE//2doRvf7uJ69dN9Ho+9vZC9Ho1/WmfY36kWXmxWFxsN9WZZovFAvP5XHd/0rhcrVZxfn6uj7XT6WgmRS4INNxnYbNZeCuPkwArCAI9X5NyJY81AyfZiClmhDFbjPtXr9c148NFlwvSD38Y4ODAxr17KU5ObP0cklECcNHcYOPu3QS+nzE7ZPco9VKWZZZckiTY33dw546FOM6iJLgvBGAEIowuUaAgQRyneP/9FCcnKaIowdZWjNEoRq2WYHvbhppjaWI0Wo1mkB4wAvkkUVlts1kB168DpVK4IiWSfTVNUzcjSHZL+osIoghqJZvH79n8UKlUVrpryfIB0OeL25XNGhJAStB2/75a5D9LcT95foCsU5Ly+cnJiZb2XxYII9hmzeeXe95k8XxL3yHvY7638XX+osq2lR/v+vXL2alyWcmoR0cKqJ2eKrB29242VD2vV6NyEJbXSym+qa8bwvkp0XEckWUV4ObNLmq1GJ43R7VqoNlM4TgqUZtsA5kXdlDKNzrGUZD1YqZXGIbY3Nxc6UaTQI77RTBHGZOLIZDNPaRnajqdapYCUCwRn/Pg4ADlchndblfLnrPZDK1WS4OE6XSqWSkAWvIk67ZcLmDbRRwfmxgMArRaLTx8+HClPZ6Aql6vr0wfICPIRZTHwm5NsnpkroIgwHQ61RJjuVzWXYU8r3JxJniTuVuUiOX4IgmaB4MZ7t2z0O8XUK+XsL8f4cYNS+ci0TwOQG/Xsizs7ATY3wfOz7PmDl4DMldAllbPa+W6EW7eTHF4mOLRo9XuNm6HnqxisYjBQLEM/+Jf2Pjn/3yJmzcT7O/bqNcTWFaKZtNCp6MA0P6+WthMU7Fjp6dYATNS0iRrcuWKgQ8+yHxQvDYy6gLImiNY6x9k1rsZZbexjOFg44OM0ZBSseywlM/Fa0BGMmucSOC6qyn7n7YIWviclHVrtZqWVAeDwWd+nmep42MFWi4GdTxXyQ5Zec4pp7LT+2U2GZimYsauX1eRF8Wi+t40n98z5vufDEbz+nSVg7C8PveSbzxSiqThmoZlAiG+2asF3INhZOwQ/S5c4Di4miAhSRLMZjM9RJtDpEejEXzfx87OjmZwCLS4TSlFAtAyKEEOzd0sxh4MBgPddci4hiRJ8PDhQ1SrVfR6Pb3AcBQSASgBD5+DOWaUShVj6KDft1GtzjCf13B6OkGSqPFAo9EIlmVhc3NTG9EZGwFA52AxToJAaTwe63NDNsjzvJU5k8ViUY904jVhtAPlZQJoKfNJSYuLPGdHPnpkYzyuY2fHQrkcYWcn0DLh7i5w/37WMacW51XQ8OCBAgFRlOgFjs8jTfelUkkDftd14bourl6NMJnECILMT0UD9XCY4vjYwr17KcKwgP194O23ceHRS1a2feMG9PemqTw6tVqM7e0FikXg6MjGwQFweFjAYrEad6E8dAauX3fwwQfZ6CTeu9K3xxgRCZ64DTIvsta7MHkOJSiVqfTS3yZlfPrI1gGa6vwzUalkIFx6DJ/275PAhwRjfM5r167hxP9vcRD/xzic/Z2n/v1nrY8/VpEL+/vA9rYC4ffvA43G821HSvSu66JYLOp5tzKW44ss1wVOTp7vb5bLPI7i86o8MT+vz73kJ3i1cNgrnWuO4+D09FS/UXe73cfa/QmQyB4QIPENm/IdGTDKAAQqnufpLC6mdFNe5OPJDERRpGdVrssg8s1ULnZkg+gd6/f7qNVqqFwkGTLZnmwUZRYa+EejkX7z5nNwof3mNwuYz6fwvABXrhi4c6eI+XyAq1evasM3O0PJCvq+rxdpnjfDyKYBSPZlOp0+1p1IDxel1XXvEs8jzdRypiGBWZqmOvONIMA0LVy7phivMIxXzp1psmOvAtNM8IMfpABC7O2ZGAwcTKcOGo0lmk0bppkFmPq+j2azqVk+LvoMjCXIVAwq4Dim9pM5joOHDxWg3Nsz4Dg0xRsXA4cTfPQR8MYbJpIkXGFteL0IsC3LQqtlodNRo3sMI8HBgYlmM0K3m3XxqvvDxmuvZeeS0iKlY9d1Vwz0UhZc93rxNcIFnoCYXwmSCXQYo0DwSyM5S/rb+H8+/9mZAir8/bPIhFKK/qSS+/ho/o8QX/kvERlL/PenvwqkKa7UfusnbuPTlG1nTE+5nB3jpykeAwEtPxhKEP1F1saGYv0Wi9xo/ypUzoTl9bkXF9nJJEGtZmoJiewF5ZtSqaR9WpQSuaBKeYkLDCMn6F/imxxlL47rofxHuY2ghZ9WCR4IehiHQTBCQCFN/GwIoMeMQa0Eb4yEoBxHAFQsFvWi63meBk6c2SjPVxiGukOUDJo69gMsFldQKtV0CzwXYQITaZwHoCVWyqEEenEc6waC4XAI27Y1Yyb/DsjypHieCDzIrtBcLcEBu0jJ0pTLwHicnT+CPQLiGzccHB8b8H2gUknwzjsOZjM1K3J/P0WxaK6ALzJJcsIAwT3BC0G8YRjodg0cHaX6vA2HBly3iJ2drEuPrJUCcjFef93C3bumvoYEcPwQIBP+kyTRz+04Dm7etOD7Nk5OlMw9GJi4d89AqQS4rr3CrPLcyk5LMrN8rRwdmUiSzKPFx5IRlN2ePOe8HnwspVfJsPGflCtfVEeiZNKe9o/7TI/ko9mvIDWUbhanC5zO/8kL2Z/L9/HFz2vkcRUKBaSIcT/+f+AfHP0beG/w51+qLHlZ7ewAFw3UGI2UpP4KkHRfy8pBWF6fe3HB8P0Q5bKj86novxqPx3rR63Q62usjFzbKSoZh6DBVjv/hYzzPQ6VS0ZIajeWu66LZzAZqyzE+XCwBxVZNp1M91JsyHpkAJtBLZkAyFZzfKJ+LCyTzrMjaMWw1CNT8w0ajoaUjGS8wnU4RBAEajYaO1iiVCvhNv2kLd+4EOD62tHdoNlvC9yv40Y8CHB5aOD1VvqRKpaLBK88tQSpZkaOjI9RqNdTr9RW2R2Z0yVZ7ftoneGLILkEJM7souxLgLBZL+H6kwSgBHMcixXGMa9diHB+nuH5dLcxXrpg6CoMeOjI3fB6CCF4jgjICDwLHatUEYODgwMTduwkAG1tbWRyD7Dzk/i2XC7RaS5ydYQWcSnM8wRsXXjmGa2/PRJo6ePfdGEmifDlbW1m3ZLS2+vM8mKaKDXn//SXu3Utx966NdjvG3bsJ7t83EMdZZyHvV96bUpaU14EfGGQ4LNlfvlb5eiMo4rlZLJ4c2fBJr38pyTJuQ/5jwwll6ziOsVX9aViG+vBlGUVsVX7j8z/5M1a9/vmEofJ1coq/jqHx9+Eld3F79J/hcPa3XvyTPWc5jmLEZjPF/H0esRZ5fXLlcmRen2tlbASQJCp+QhrDKcuRmSEzMhgM9Kd2smD0XMmvNL9yOPFsNtNjjkYjlTm2s7OjZTga8inDSAaMMxu5cHMhZocku8240NLP5Xme9p+1Wi0t1VWr1RX/GZmxxWKhF8wkSdBsNnU7PscnMQF/sVig2+1iPB5rPxYANBo1BMEpDKOADz9cIk1NGEaCjY0ErrvAeOyiUnFRq5U0eGKjAf1rjLrgsPNGo6ElTNk5SXaFX+W0A7nAMlKEf0+ZjEDF81LMZgnefDMbgQRghUlSrEmKmzdXAYBkOSn1UPrt9XraeE5vH1k/nn/Zcbi3Z+h7QBbvN4IQAmEAaLdtfPRRfCHjZeN06D0DoDt0uW3JJG1vG9jcNAAkkJ99+Tyy+xDIwODxcQE7O2M0myHSNMZ58M9Q23bRKfwEvv994M03s+YFCfbltikxM6aFTR9sHqAkLK/BZXX3LvDWW4+fr8tYHflzKbXy/LBkvpnjOLrLFQAq+E2w7T+FR/4/Qa/0PWxXftOl+/VZK4qUzPr6659+G/JcyPPB193I/xESZKzeLPziWxSvXFHAc2Pji96Tr3flICyvz7W4YKdpgtHIxHgcIIpsTCbAdJoginwsFgl2dmzUajXNjMgoA9m+DyjDPMEOP0lTFqPM1O/3sVgscPXqVb3AcCEniJJSDec60ufEbcnFnn/HBY1zKEejkWab+HOa3mU3IRd9doHatq1N+r7v48qVK4jjGOPxGLZto9/va1aO/iaatQkCarUCKpUEgIHZLEAcK8nz7MxGu70qsZmmqUEDQS9NwwRgPMdkDCWQkF2tvu9rFtFxHB1PwWsuoyXIFNXrNs7PjZX5mhIIyeR0ADobDYAGUdwvgmdeewCaRQSwcr1l4CmASwGYBCQE4ARxZGmvXTNw+7aD/f0IsxlwduZiOEzRbALVajYzcB2AsXjvrAMu3m+ucD47joOjoxCNholCoYIwDPGu98cwXP4qAGCz9BvRa/8JeJ6hzeMEs7yGBKMyA43niKwhx2hJrxktAJIdA9Si/eCBkrJkXQba+HqhrCrlcp4LytVPkz03y78Om+Vf98Tfv4g6Pc08YOuNCs/qZeNj15sQTNNEpVLB69b/BKcPfxnGBQDfrf6WF3gEz1eDQTZyqFhUsyAt6+lyrOMon+PFZ5K8XmDlICyvz7Xo0RmNltjbs7Fc8o1/gc1NF0dHDzGdqoWVye3D4VD7Vsrlsl4Q/YvURCbA802PGVue56HT6WA8HmM2m2FnZ2fF+E2zOxd6LoqyQ5G/kz4cy1Lhse12W+8XAD3jrt1ua5DDRYxfwzBcyckaDoeI4xj1el3vQ5Ikep4lTdl3795FuVzW8mAQqGiK09NTnXlGAOT7vp4MQE+dZWXBngQFk8kElUoFxWJRS4dMKJfde5J1IiABVDcozyEXF+mn47mR5xGAaAbIRgStm815jeR1lb4nACuPp/zGrlUye5QtpSdKRgdQApTPQTBJRlQyOAR49DFWqyFu31aP/eY3Xdi2ifv3E9TrpmZ1+XyX+aokk8giSyRN24ZhYDZL4TjqA8jYe4T+8leQQq2Ux/O/i3d2/o84Obbh+xEKhUz2Jzjl9nhuCCr5IYXzGglAZfceX2OyPA9I00ySXDfmr4MQnkt5PuWQ98+7LgNQl/1sPsdFowf0fkov5WXHCKyGCfNaywkFsrql7+Jnr/wXGAUfoFP8FsrOzmOP+bzL95WkXC5nhvwkUdc1joFKRfnDWJalHsuvk8nzd4vm9cmVg7C8Xkp5XozNTROLRaI9UYZhYDxWXX2VSmXFXCwXMLI29C81m00dc0HwQWO753laXuMnf5mfJMGWlCDlgGRKCHIQNlPcyap9+OGHOjCVvqhSqaTN95zJ2G639QLOfWCyP03xSaJmMtL4Tbai0+noFvdqtapTxK9evboiKUkwYRgGTk9T1OsxCoXSSiMBpR41/9GG65qafSFrwvMlAYzsFi2Xyzq+ggCVz01gRfZLNjMYhoF794C9vQxYcb8IsgGsADkJ7giYeQ044oghsjxn0oAOYAXYcTElQOL/JQNFUExwybwzsmndboRmM4bnxQKgxpr1YScij2U9RkJKhxKIsalBApStLQf37i3RaplIQgem4SJOIySJgeV0G8a2je1t4Ec/StDpJCsdn+o15+kPNrxHCIIkq0lJXXZX8vGyuWM+V342lgSssiRQ4XM9Sxflk+ppbNTTfndZ9+Y6qAJUZ6R9yUrIe5rPw9e+9A86z0EN1dxrqLnXnvnxL7IGAwWk1uc+miZwMQQDF31BuuJYATfewjkL9vlUDsLy+tyKn8TH4xSNBnQ0BN/MlIynunQ4o5AsGAEK38ApO5IZYgcVuyiZNj8ajVAul1Gr1XRmFwNc+YZJAMYuQQIBAgi5mBH8EcwsFgtMp1MNSNhUIMf1EExxH7jflDq5SDG133EcjEYjzZgZhoGNjQ3tLWM+Gc3+gAIi7XYb4/FYp+nzeDY2DJycuBgOHWxsAJOJiZOTWEipDjzPwRtvLHRzA1kcduPJmZlMXedCJL1xQCb9EdwSOElQoQBXCsdZHdUjAQJB+LqcJxf0SqWCk5OTC5P/Au2LVYXNHqVSSYMx2bkpg0l5/vl/WTwWSpa8B2QMR5pmxvWzMzXfk0BQAjrJpPF4JShbfzw/WPA+rVYTdLsxPv7YgOM0cS39k3jk/Dmcn3XwE1f+lwIoR1gsTBSLiY4TkZ25Un7mfVwulzEcDnWDCD8U8XWyvu+Hhwl6vWRFspLMpARtZCMvq2eR9y57zGWAivvwWQCeej41GUE+/zpQNwxDjyP6slW/rwDW8xKQlpUBtLw+v8pBWF6fW3Exj+MIhYIF35+jWq3qxZkSSbcLnJ4m6HRWB/vSlE8DOal+ekukUVv5oFTU9cbGxgoAS9NUe4W4CBGwANkIFZrRKXvyd9yW7/sYDAbo9XoanBDA8XgLhYKeUUnGr9fr6YWKUmKj0dDS4XA4XJFUe72eBqPNZlPHaQRBgHq9rhdvyki+78MwVEApJwrculXAeGzigw9CAD6uXgXCMNDetffem6JcrqyY3OU2JcgqiYFxkrGRsh6QDbhmCCrzyQg8rl1z8PChgd3dVDNNfLzv+/rx6yUN/gzqJVAmuyi7GsmkERiysUOCoPXnkcfBbUlWj2A88yla+PjjFFevGigWEwCWXrSl1Lp+HASBLHZzru8Hn3t7u4heL8ZkUsTkwS3cqP+n6BWWaBWti4w3C0EAdDoGgiBa8XwR0LJJhNe6UCigUqng/Pxc37/rsw0pZbOCwES1mo1NotTO87POdknz/WUm/afViwBWl5W8xicnqkNV/QxIkuyakKl9mlfty1L9vpIQv+BosryeUjkIy+tzq6zrKcBikY20iaJIB5UCwPXrbRwcmPC8kV4oa7XaylgeeqLoj6JE53ke2u22NuJfu3ZtxVzPRYcgTgIwyjNcOAnsaFbnMdi2rYHSzs4ORqORlqoWiwUsy9IslvK/jVCr1fTcRcdxtDTJoeKmaWpJcblcot1uIwxDdDodLYFx4WTieRAE2N3d1cGPnI9Yr9d1UwA9eIZhoNGIUa2m6Pd9zOcGut2uNtXLkFcukgRelBpZ9MiRHSPLQSO/ZEAIGCuVCobDFKenERzHgGU5iCKgVEqQJOljnaqM2bgMwMhmCDKJ8/lcd9USzMvRPATbZNXkAgxkXbvSeyaBGWMU+HPKh2SW+n0DV69aaDRSBEE2oJ7nkvL2Za8JAhGyVgQdvPcJpHhe1TB1C56XwrYTLBYxBgNgMIjhusDengpAltlw63462YlKybZUKmE8HutYF97L0udHwBVFCabTGK6bBcvyNfJJ9XmBqifV+rVmcb8PDxP0++q6pamBJDF1SO9XqQYDBcAuk1rzenUqvzx5fS7FRUCBGGA0WqDZdLVJezqdrhjZ222VDbW5CU37cy4kQRkXJMZRENhMJhNMp1NcuXJlxQMmARjzrtYB2HpEAP+ezFccxxgMBqhWq2g2m3rRpD+Lni15vDIstVwuYz6fa7lQBqNWKpWLrsE6zs/PteRHUEFZjQCFbMLZ2Rnq9TpKpRKiKEKtVtO+NMnexHGMk5MTuK6LjY0NvcCrENA65vMAgGLBOOQZgAZg9JFRBl2PMZALvQRxvu/i+DhFqRTh5s1sUHMYxrAsA0mS6vtgXY6TQaiyZJMAs8KYrwZwwHcWzSBz2SRQ5L3J51nv0ASwAsz4fGSMOCppOjVQLkMDF8q0EkDyfEkAchkwkwCO+0OpkfdxkiRoNEo4O1tgd7cIQAGxXg9YLCz0+zHmc6DRSFeM+TwWAmmCZMr99+/f1z4/nkOeH34AMk0TN24Ad+4U8Prrz56U/zJq3XMHrCbW8/iPj4EgAGo1E0li4Z131P7bNvD++yojK0mU/NbtvuyjePE1GKjssxyAvfqVX6K8PpciCOHX5dJHsVjX+Vdkd9rtNizLwmQywmhkotcLV1gaLk5coLlYENiogdAD7aGSoZBcUNYBGAANwORiDGSmZAKy4+NjXLlyRYOQyWSivWCe5+noBDIg4/EYW1tb6Pf7OjWfCwUXuyiKdKRDuVzWA7wty4Lv+9pDJv1snHF4dnaGUqmkB4RzcaUfTYaMDodDHVRLELdYLC6YuCk++MDEzZtAq9VaiWLgAkxGjPIW2S7l94phmoDjWFgsEty7F6JQsGCaNmazBLduxSsdkoqJSRGGiU7lv6y4eHL0EYv+OEAtspPJZCVqonwxc4ZMKUcYyUiSddaL9xbPMbfNDwcEUTJYONtPRzODcWysMEdyn7lNgsgnMTQ8XoJagjv+ozfQcUY4PTXRaERot4HzcxuFAgFfunKsZFl5b0pwZxgGarUaarUa+v0+giDQYFsG3Uqwtb2tZLz1iIqXUevRDyz5QU6eX3ndZzMTjqNiKGYzNQdRghOZfXZw8OUFYWmqOhiTJAdgX6bKL1Nen0vRDMxMKPnBmTlYXPDCMMT5eYqbN5coFkuaDVgsFpop4kJECYqdSUdHR2g0GnrgNUEJWRECMM5HpD+MCyQX4OVyqf1aXOT7/T62trb0GBwJDMlQMLrC8zx0u129qNVqNZTLZQwGA3Q6HXiep2WmarWqZTQVRTDTHjHTNFGtVjWTxcBWdnwul0tUq1UNEAiUyIARJBGkNBoNDWA5Tkd1N7q4di3BcOjAcZbo92N4noleD6hULM2y8fwRuBDYfPwxM5BShGGE11+3NeAkOCLwoM9MdkE+rbiwUg7k/cT7olKp4Pj4GIACH2Tx+PxygDn9TnK7XMwlSGKtd+Zyv9cX+u1tNfQ5CCKMxyZ+6qecS0ECmVE+35N8RmS9+FxsYOF9LCXActnGZBKhWFSS89lZCt+PkKbBylxU3ue8hnxufhAYDi3E8Q4++OBdLBYW7t5NsL1dxs6OdelMwXodGA4/8fJ9pnoSUJXnTjYCrOeO8fyt/m0GSKpV9Q8ABosf4J+e/FFEqY+3238YNxr/+ud3YJ9jLZcqZsIw1DX6CljZvlaVg7C8PvdSAKagE9aZlN9oNGAYhs7bAqCBBbsKmRPGSALOWmy1Wjg5OYHjODoGguCI8hjlPAIwAHphkowPpSr+/XQ6xXK5RLfb1cwMwQTluel0qoFNGIbo9Xrau+S6LqrVqpb52HlWqVT08XAA+WAwQL1e10ybHCxO3xlnatIXxoBNNgxwgeLzsymAv5PnfWNjQzN/6ncxDg+BVsvG9raFu3cjNJuOfszBQYwoMuC6FtI0uWgQSHH9uoViUYXvNhqOBr/03gHZYs9pAc8qYZE55PUg4OY1KBQKODs70+eg1+vpa8nrLOddXhaeum7EX/8d94HHw8YIZrlVqxb29yNEEXB+HmE2c1CtJhossQiOpeGe25WgjSBXZoXRp0ggxY7b6XQK2zZxeKgGgzebKSYTA4WCo8+1ZIgIVDJDvTpPs1mE69cbODqaYTwe4/p1ExsbBu7eVawXwYr6W2A8fnExBU9jBdc7SmUzAB/D+/dZ7qlqVSXir9c/PfmjmMePAADf7/+H2K78DFqtDQwGj0c5vCoVBCoqRJbrAq3WF7M/eX32ykFYXi+8+KmbX9Wn8ibCcIrZbKY9VzTPK5+KYl8oIQJZuKM0y5N5Gg6HWC6XuH79ugYj/ArgmQAYn0fO0zs6OkKv11sZ9k1ANB6PUa/X4fs+PM/D0dERdnZ2tITDUUztdhuFQgGj0UgboXu9nj5mJuZPp1NsbW3h7OxMAzZKrqWSYgQpV1IupO+IgI0gRcpqlUpFg0Sew+l0qrs0yei5LnDtmqUZJsXEKMBxfm5iNkuxswOUy1mAqwRZQbBAs6nOrYzySJJEh86yW/NJtb7AApkkSQDF56Y81uv1cHR0hN3dXVSrVZ1/Jo35XKAle8f9WAdf62CAAEnJroH+Of2C/KDA51Tg1Uaj8fRw0PUuyyd1UHLfeA9SXuT5mM/naDabcJwUaWoijh1sbCxxemogirJjIlPE+zcMUxwfm2g0bCwWQLGo5Mq9Gxv4r//R38WDaRXb278L9boCLVRp01SBL9NUI24GA/X/Wk3NHtzefvpMycukxHWwxaKVYB1wAXgmFvVJ1ekA5+erUmOYig9/MBElHup1xXDOZgrwfJZRRi+i4hiYTrP/FwqP53nl9eWuHITl9cKL3VUEBZTWlktlyKcXiiyY/GRLJohxDKZp6k5KSoa+72M0Gq10QtLoLYGbBGBcNKWkJBmSKIrQ7/fRarVW5uvRR0VQZBgGzs/PMZlM9ILBcFYyd8ViUXdQxnGMzc1NzYhwu0zN5zzHvb09BEEAz/NQKBT04HDP8zAej7G5uYk4jlGpVDT7xhFEZIQqlQocx9HBrxyGThaNx8o4Cukho68sCJKLZO0U165lPiLKn+xYZWArARIXVLJ4jIW4jO2QP+e1Xw84Xc+akj6xcrmMhw8f4tatW9oXSLZKmu/lwi8lrHUjvnzMuhzJjLZSqYSzszMN9hnnoe4pB7atRkd9UqzBujftsiJQk3IuP0AEQaAbOGw7Qrmc4PwcAAJUqyE8L0KaqvmbvF6ME3FdYH8/xHicotVSnXPeIsQP7/9Z7P1LD/Hh9GOc/MoZbpR/DjdvAqWSSlCPIiXnTSYKgLluJnmFYQbAnubbuuy88PHyWvH6XSYrPm+FoYpm6PdVGvyDB4oxIvb7ZvsP4/v9PwUDJjbLvx5V5xoA4LXX1O+/qIHWku0yTXWdXpE+iLw+h8pBWF4vvGT7Pxew8/MAjuNpBoeLm/JWAZVKCYWCYmi46Mjh3DKu4vT0FNvb23rRJVvAhTtJEh1CCawCMP6TcpXnefB9H51ORz8/GSM+x3g81h2Ti8UCjx490t4u+qcAxUIBWWchZ0hKaYmsjAznJGClF8g0Te3riuMYrVZLe+lotuZX3/dRqVRWgAHT/Pm4brergSylPZmWzwVvfx/41V8Fvve91RgJKdfSq8QOPIID6fu6rINOLtLStE+ARKaNIGkdwJmmiWAxgeX9PP7MH/tH8JaHcAs/q8+xLC7sEuzJ7lVuT5YEX/L/SZLo0Uj8QMHtmaaJszNTL9zPUpexsfI5eQ/Q50YvH/ef+XMZYCzg7t0EGxsqkqRUWuLhQ2CxCNFuO5pZkp2Ss5kaXfNw+C6WUYj2xhSGMcVi9l/jrbd+bsXU3e0q8FUsqmyt4TBFFCUIQwXQ2KAYxyZc93IQKq+9ZCLlefyslSSKNeIpdRy1b4WC+v6ttxTDxduqa/4e/JarP4M49VBzrq/cr0miHnv79sthwyj3GkbOdn3dKgdheb3Q4hstmZXZbHYxhy7EZDLRqeemaer5hYuFiXIZGuSkaaoT8ClDclzR0dEROp2ONtlLU/o6AJOyERc85mgBCnwMh0OEYYirV69iMpmsNARwlJJhGJhOp6jValpmHI/HaLfbaDab+pg5QmcwGGiQyEBSjoah9Fmv13XOlwQuDO9kBIZMyGeXIs3nvu/rcU0c9M1Zilyg5/O5ZsQIjvmcQCYHshswDA3U6ykODiwYRoCtrRS2nRm60zTVDByfg510ciElCJIRAuseHi7GsnvvE9kP//8DhL+CgpvCde4jTf8zJMm/s7ItbpsMzGX+K/n86x6ky74ngCWICwIDw+EcW1tV3SH5tJIeRLnty5g5gkSyu4BqZiE4IzCjrFws2rAsA2lKsAl0uxbS1MJ4bKHRsGBZiTjeBfp9NXi8ZO7BMBIYBmDCQaNwSwOwJFGvl0ePMjCjQI6BZtPC+bkygqepYm4mE2B3d9XvxXMvr/1nkRVlLZdqrA7LvBjB8zQ8V69n38cxMJttIk2BMRRQu/gMBdME3n5bsWHLpWL/Pq+KIgXAOp3P7znyenUrB2F5vdCiFCmDOFW2Uqg7GyuVil7QDw9TFAplvPmm8r8w90pKlfP5XA+vdl0XjUZDb1+yLxKAUdokAOOiQFCTJAkODw9RLBZ10CoBDIEDvU1ktSiVHh4e6tR6+ra44EdRhK2tLSwWaiQQTeWLxQLFYlFnhY3HY7iuq43WGQgKdaMAOx85YJuSZxiGmpHr9XoadDEHjICO2VX0NVE6lbIsjfNkBy0rwZtvKvZnsTDw6JGFKDJx9Wo2Z5ByKOcpShkQWAUvcsGVYEiyX2RCCD7Wi8cWhiGsxRmKaQQYAIwISTJGcsHGybFRZPskUJTsnNwPAkr+/XrxfBGAn5wYaLUS+L6DVoss56qMuW4kBzKJjf9f7/yU+8af8UMDf0/wzSBfdXwF9HoWkkSBnSxyI0S5HOPkRAEu21ayb61WA2BiuQQKVgO//cf+BD6e/mUUrR52zJ/T97/vG6jVLPT7CoB1OgpsxbGS9AwDsKwUh4cJHEcBnDBMVs7Ds5rnZS2X6nl4KQzj8u9d97MxRpa1OpB6uVwdYD2bKVD2eQKw5VI9Tw7Avr6Vg7C8XmiRseFsx1KphPl8jtnMWwEsjx6N8cMfOnjnnRjdrgnTBIIg1F19HAlkmiZqtRrG4zGWyyWuXbumGQl2InKhvwyAUZKT7E8Yhjg7O0On01kJxOQ2CUyY2RUEgWa8XNfFD37wA+zv72Nzc1MDwnK5jHa7jdlspmMTXNfVXW2WZem5lmwgoL+LLBKlQ/q0TNOE53nY29vTHY/0jaVpqucmctHk9lmM9yDIYHYWn0um4JNdISBLkgTlso1r1wz86q9mMyAZsksmktKpzNqSgExKihKAkH2T8/gkMKIpnp637Bh+D+D9V0hTDzAcmJU/CMO0dKeqXPDZKSi3LfeFX2W4re+bSBITxaJiQ77/feDWLaBSMVCtVtHv9xHHBra2jIsIEhtBkGA4TNDpZMzf84y9IfPJ72WTAa8vP8yQ8a1Wqzg/P8diAZRKFlw3xnA41yCePjvHcbC3517MD8z8aNVqjPPzFLadol36JnqVP3Uh9SuzfbWqAI/jqEBYxYClcN0Erst5hAksy0Ctpl6/hgGY5vOzXL6fNQEACvRIcPSyynVXAZfrKn/WaPRs0Q9J8nzxEJQ8X9VOzLxeTuUgLK8XWmQ42AlGlmY8HqPVMjQL5jgx3nwzhOe1sFgUsbW1AJDoDkHP87QnK4oijEYjXL9+XS/2ZG7W5Zp1AEaWhoux53mYTqfY3t7W0Q0EEZZlYbFYaDN7mqY6z4sm+4cPH+L4+Bjf/va30W63tVl+Y2MDk8lEZ3zRPM1B07PZDLVaTW+Hg7OBLCB2Op3qmYvcL47nYUTCYDBAo9HQrFilUtGyr+M4mukaDoc6pJXPIT1pZMzop+MAbHnOBoMIx8dL3LrlakBEr54EDdz+sxRZSV4PghaZiya9S2S42IEKdJFW/j4Q3UdibAEowbwAUusDlgneZF0WVyF/d3CQYmcnxmikOg2/8x3g3XeBvT1LN1wEQQmLxeICeEfodAzcv2+vxDfwuS9jgmSTAI+d97qUzXnsGQgFHjyYo1Ry4HkJzs8jWJaJViuC72eAmIwlQWiSJKjVgLOzFOWyiUrFxHSaYjRK0e2aSBIFoBhBocJfAabyGwbQ76eYz4HNTRM/+pEKbHXd5zfPp6kCHvKylMvq36tW3K9UhKAWixkLuK6qPnigPJXPWoPBlzcYNq8XVzkIy+uFFRcOKUX6/gKHh3MUCjHK5Tps28ZoNEIURWg0KqhWbRhGiB/8IMKP/VgF9+4ZGA59XL1qI0lULtKDBw9w9epVDSg4koayG6U9tvUDWNkHLrqDwQBpmmJrawtAJvu4rovZbKZjKDzPQ71e13lg1WoVcTRFr/hn4db+O/zO/0ERr33zm3BdVzNgZMM4Ykma62mUJ+ipVqsrIbGUUX3f12BiOp1qOZaNCoPBQDcbMD9MdlA2Gg0daEsv2mXmZ54/+umSRKXjE7DYto379w2Y5hK3btlIEtVxx45WgrHnMVPzXMvrQYAt5TcZOMt9kZ2TCqBYgHFdPf4p+yDBN4sjpVh8ToKJRsNAp8NcLwWIvvlN4L33AMsycXBgwnVj7f9br/NzxSR961tZ1pf03QGrMRQSdPE68XsJUJUs6SBNYxhGglbLQBxb+njIvHFKBbsiCeKKRRXAulgoQBXHKV5/XTFY4zGQpgmq1XSl01FdJwO+D7RaJkxT+c2UtPnJHXuULQHFdgWBYoqq1S/XQGnDyJi5xUIF1nLgw6eVQ0ej3Hyfl6ochOX1woodXRkQqOL83Eea9lEsmnpWImVGAqnFYoHr1y3cu1dAGC5w7VqIu3eBb3+7gcPDQz2SyDAMzeDQX0MARg+VNEATpClz8SPUajU9u5ELIxd/dkWSiSJgoJm+bv5HKOAfYrOzxL/5OwOch+cIjRsaGNBEb9u27lwjUJrP51pSlQCMXYXz+XzFu0TWablcYmdnB5PJBMViUfvSyNBxaHcQBOh0Ojrw1XVddDqdFeDDbRPQEYgxTkIm0r//PrC97aNUsvRizHPJ537e+4KyH31vLAkSpVQqwZg0eUtZ+dPU+t9SUuXzzOcJFossMoOA6Z13TCCNMT352zg9K6Do3gKQ0Tfb20q63NsD3nwTODiIsbOTsV08LtkwQD8cjy+KUliWoQG0enyK0UgN0I4iH72eizQNUSxWkSQJjo+PL+4/C4uFhenUhmEkqFTMlXPKKhRS2HZ88bsYcQxUKtm9x5Jevlpt9RxubSkw8rT5hP2+Yo46HQU4yuWvRqBosQg9TSCO1Tkol9XPHEfFYnxS34HnKRCXjxXKC8hBWF4vsMg8AcBwmKBWC1Es+hiNlGxWLBbR7/eRJImOd+BA5G63iVYrwvHxDKZpo1Ip4PT0FKVSCZVKZSVegZ/6nwWALZdLnJ+f67BUua8AdEfi+mBvypFk9sq1UxipAk+WZcIIDjH138Lm5iam06nOJiNATBI1MojjjBaLBVqt1mNG9sFgAEBFU0wmEx1YS7DC/eSQ7nVjN71Q9BXJbkjuj+x+BKBztQjEyMYxCLRa9fHoUQVXr8Yr5nsgY29kPUmSoplemuIlOyUzxgjQ1rsFCSTUeX9x9Ins3OS+2baNUsmE62ayICtJEpjjP4DvvfUekjdSYPBLSHt/DwBndiZ4883M/xbHlj4OGREBrIJSZngpMBjj4cMUrhsgTWOovC8TrZYNx7FhGIULYKZAFeeNnp0FaDZLCIIQy2Vy0cVootd7/Frxg5K8Zp/GPE8wQplOsjrzuZIzHUeFvm5uPtemvzRlWcrP5XkKaFqWAmUbG09mCZdLXADfl7qreb3ClYOwvF5ohWGIfj9Gq+XCNEOMRiodvlarYblc6kXXdV0YhqFDRhWoGqLVysBTFEXY3t7WkgsBwWUATPpp2AEp/V+XZVYB0OGpMn2e25rNZtjY2FAmcet/Cit8FzAswHDgVP5VXGnvaBk0CAK0Wi0dI8ExS71eD/P5XC+YPP40TXXobKvVQrFY1D64+XyOKIrg+z5838fGxsZKICkAbfwfDocolUqazeKcTXbzAdBAUiaPy05QMkyUQ69e7eD27QilkqX/9mnxERKs0NfF55NNB+sxDcwKIzMq2TbZScn9XgcUz1rrHizg8sT2IEhhGMp7tS61hssAZvQuTDOFaQJpMkS4OIJp72ipl2B1MonQ7y+12dzzbNy6ZaFWy1zfvEcYycL9KRYNdDouTNNSz3Ox7xK4splE3WslxPEUluWgWAwxmy3RbBoX5vkQ9XoGXgnKX0QmF6teVyBMptGXSurfwcHzeaS+rCUBVZpmgEzGYfB302neCZnXauUgLK8XUgQXJychwjBAu13CdDrFeDzWoaX9fh9hGKLRaKBUUuZm27Z1dAPBl+o6O8fbb195DIDJ4FTbtleys4AsgmLd/7Ve8/kcvu+jWCxiOp2iVCrBvwgdYj4TuzRrtRrm8U9i6P9pbPXmGMyuI0UT1WIRZ2dncF0X7XZbe4s4Y5CJ+K7rasBDAOR5HuI4RqPRQKfT0SwXu+DOz8+xsbGhvVc8PoIn0zQxGo30CBs2ATAEF8BK04E0ujNeghIsmRB2rp6fR+h0bBhG1pn3pOK5J7AiC0lmkuBH+qLkNWNuHOuyXKlPcy+ud0MS4D2tTk6Aa9eAIIhh26kGSsAFI2e9DcQfAkgAswnT2lhhuXj96nUHP/ET6j5cLICPPkphmhEWi+y6kHkkUDYMA/2+GhElTzfBGc8V7wXTVAxYtVrHaHSEIHAwn8/Rbiew7QKKRfPCBG+jVAIcJ35h+VzrZZpKauz3M4Axn6uuyq9bGYY6F1GkWDGJd6MoB2B5PV45CMvrhRRjDiwLcN1YM0E0qjMA1XEcPdcxiiK0Wi1EUYTFYgHDMFCv13FwcIA337yGfj9Go5G129M4T0mS25F+piRJcHJygnq9rv1fshgAK0EPpTo5nmg2m6FcLusoidPTU3S734UfJ1gEI1QqqsGAGWMEiDxmdrsB2egbGtEJfDgMPE1V6CwZC0q23W53pVswjmOUy+WVeIhut6uDYFvCdCPN7DKCQXZFcpwRAQQl3+HQwbVrIfp9IE1NGIaSMctl1bYvYz943iX7RoDFfZeBtDLWQnrLpDz8PEyNlPlYNKh/UhEMTSYpoghYLhMcHcUwDKDTydLptT+r9v+EsfjLMLBEXPi9MGDBtrM5kGmaYrGIMByGFzlrCSoVAzduGAgCE3HMt1sD7ba1skD7vpLvSiXl01oHofTzhaEB3zcQRTHqdROGUcKjRypOZT6fo1IxNFirVg1EEdDvxyiVZGzI5UzNZynLUpIkgdh8/vWOXrDtr/fx5/XslYOwvF5IcUFT8xOV1+vs7Azlchm1Wg3n5+dI0xSVSgWFQgGe5+k4hel0qrsCORS7UDDw8ccJGg1o0DUcDi8FYPTWSAbpMvaG2WVyrA7BDecBUurhAlwulzUbwjR8KYsSZDLmAYAGI8wL8zxPg5DFYqEDOKVhnrlYDKtlICo7NwkOCTh4HNxfORmAcidlUgIkwzA042eaJhqNxgoQA3DRARljMjHRaBiw7VSfZ99XcoppqvNdKqUwDAXcJIiTXZZyPBRlRx63ZJCehfmSPi4Wt/cs9+f635ItWywAz4tx9Spwfp7CcQzEcQrHsdZYuSbg/O/UsUEBjSBQnYXFYgjb5oBsA2FoYXs7C4wtFDIQZBgmplPlDapWVWRDZlzPRlwR6C6XJnwfMAwL/X6CWi3F1pajwW6z2cTJycnFay+b0qDAYYytrccBaRRlXX4vKh6C4acqQ+zFbDOvvL7qlYOwvD5zqcXMwNlZDMsKYJpF+L6vQQiztwieaNYul8uYTqcAoDsda7UaisXihXkZsG1He5/49zSuS4/L0/xfjHEAskwuPobdj9LLBEAPvC4Wizg9PV1Jtm+32xgMBigWiyuxDXEcYz6fo9FoYDab6WOn3DabzRDHsTbfs5Ik0bEd9Xod4/EY5XJZj2yiF4zjjhzH0bljALTES5BBIBYEwQozpZiahc764u9lvtT5eYRu10ClEiJJUiyX0B6+QmH1vA6HSyyX6YV/KdYsTKlU0ueXgIJBvSzKeGSQLgNIz+LjkvEOfMxl7BiBnvSmLZdL9PsGbBvodCzMZhZKJQcPH5oolQz4foxiMUWhkFzIzCaCIJuDWC4bmk3yPBOLhXGRx2XgzTetJ5qzVWOK2r/RKMH5eYqtLUt31fE4wxAYj1M4joqkCEMLlmWi2cx8YkmSYGtrC++//772UUrZ8kmMoG0r0MfOxRdV6ly+uO3llddXvXIQltdnLhWmaqJWC7FYqP8PBgM9YkiljKsh1AwW7Xa7etHgQrtcLrGxsaFlLMBFoVDQAKxYLOquPrJJykvTB4BL/V9hGOqEeumRYjwAF23P81CtVrVc2Ww2tcwXBAG2tra0d4yTAOSCRzmoVCphNBqh3W5rBoXbZGo92SEyHaPRCGEYot1uYz6f67+XYJNSJD1sbAhg/AVjL+iVo5Gf3ZMZ6HPheRaCYIlisYAkCbFYmAjDCGEYo9224DgmbPtxD5Xs7lMhtdbFAp4gjh34voV6XfliJPjic0uz/To4WPdxMcD0aewYARjvIRl+ynMvE/fZRUp51DRdJImFSsXAbKa6E3d2IpTLBhxH7eOjRyaKRQPTaQLLSi6Oz4Cam5Tta7OZHc/GxtP3V1arZaHVUkxckigfURwDrmuhXDbR7SoGTD1PfJHonoW4srsyjmNMp1N9T61HUzz5HKp/n9J+l1deeX3GykFYXp+p0hQYDGLYtok4VvLZdDrFbDbD5uam9oIx14pJ4wA0C+a6Ls7OznDt2rWVDsdms4CPPx5iY0OZ9wkupFfn4cOHaDQaK+Zulu/7mjHgYq5nEF78bDqdatlMJsETaI1GI+zu7mKxWICzFxnsynT82WymQ13DMNQZXSxKkKVSacUczUkA3W73ItjWQhguV84XM8LIMBFM0GdH6ZGLMbsZ2SCQJIkOkVUdkAaq1QDlsonFwoPv2yiVYtTrDmx7Nf9rHTAQ8ACZZ0ka3stlxeyEYYRW63LwRUl1fU7ks/i4nuT/ks8ThuEK8AKwMuqHoDhNUwwGKbrdBHGcolajrw+YzyOMxyqstdEADg5MdLspCgUFkNblU/rc1rO21psDJBu3fgy1monFQmVyqZR29fzycCWol+yf4zi4st/BvcHfxtL8cRjG9mP78qSaTlVsAp83r7zyermVg7C8PnWppG31Bm4YMcbjQA85Ngw1a280GiFNU9QvdBtmhA2HQwAqH+vhw4e4fv26XpwJQMrlEYZDG+VyWXufAOhsqyf5vxjvQMM4Fy4GmdK/RVDEn4dhqGc0lkol/fd8fK1W05EWlCHPz891QwGZLpl15fu+ZrHkfkZRhH6/j+aFeSaOE3hehDBMdOeojPLg1/F4vDKEu16vrwDN6TTGbBYCSC/+voTzc8WShWEM142RpvZFnEVVs3kyNJQlA0bZQECwus6y8PxWqyYAF5MJUColcN1VuZAS5NN8XJdJkdwf/h0lVoIuWQRzvH5yH2UyvW0biGMHtVqMfl+Bsu1tA8WiizhWQanjMbCzY6BUerpnTSbfk43isci6DBzxvE8myswdx6sTDuS5k9dI+wPjIU5bfwK7Pz3Gr/m/Btf/k9it/uwT91XW3p76en6eg7C88voiKgdheT13eZ7q5lJJ0TGiyMByGerZi/1+H61WS4eHcmQPZT7mYLmui/Pzc+zs7OjuL+U9UkDOcRyUyyUdq0Dm5Wn+L4IeAoX1bjwyJDSHO46D0Wi0wrJVKhVUq1WcnZ1hY2NDd25yAZfbpMeM7Jz0ej0JgC0Wi4tOtoo+F0kSYzBIYZoh6nVTz3rk81FO5fMEQYBGo4EkSTCbWTAM8yIOI0Kn41x0jALL5QzVqnXh+bJhGI7wHIWaSVuXrwiqgiAAAO0jWy8pO9K7FsdLVKuA5xnwPBPttg3TfHLG2GWAi8BQxlvIZHvJRJFdk6Z//pz7yOJj0zS9GFKtwk9LpRTFYorJBCiXU7iuGtkDPA5OngQQ138m9+FplabKJN9sApaVDTG/7HnWK45jHE1+CVE6h1NMkCDAj0Z/6ZlBGKBez3l4aF55fTGVg7C8nqsmE9VR1WopE+5yqVgIRj6Q+Wo0GphMJhet8lUNsCzLwnA41HEOtVpNm/WZm0RQpDorDQyHIRoNJbf1+30YhvGY/4vZWwRfci4fwQEZKv6jj4v7RnDChZpAYLFYoNFoaG8aM8E8z9MNB+uZT08CYLPZTJ+f0Wikt1Mul9FsLnB4eI5ud1d7zwgeC4UCzs/PtbTIGZmTiYFSKQIQwXFSfS0IBvn4LF8qCz5dz42SHiuyS+zKXC+yY/RXAdCgjs/tuioOYTRS4Z3F4uMGfCntyQYCGVnBrzTU0+vF67zOePE5niRf0iuXSaQJajV1rRsNNfvRthXDa1lKrlzfBvdHnrtnlQBleZ4CYNWq6racz/n3BixLjRTivRuG4WOzLw3DQNneVp6uFDDgoOo8W0JqEKjOUCCbjZhXXnm93MpBWF7PVXGcDa8FMlaAoaTD4RC1Wg1pmuoROo6jgiR7vR4Gg8GKabrZbGoAViqVMBwO4bqu9ng1GiGOjmy0WgaOj48v9X/5vq+N6FwEuT8AVnK8yPpEUYTZTKX5M6JhuVzq7ff7fWxsbGiz83Q6Rblc1oGm8/lcB7LO5/NLAVilUtHgIE1TjMdj3d3JTsVyuaxN9bOZj263iCDIWC8AOtKD/id2XE4mPjwvRamkwBSPn6yeZLso866zSOqaxhoA8eecSymvs2SkCA4lGJFgUwKgel0BjH5f5WPRuM9/fF4CKl4fGejKcyjBMovgTII0HofsFJTXXvoE5XaSJFkZs7NYmLAscwXMyYy0z1qOo3xplpUiTbPAWyWNRxgODTQamf+OMrmsJn4j5ubP4e74r6JReB3f6f67T33OxSJjstlIkVdeeX0xlYOwvJ6rajXFbDSbmeGaC/1kMoHnedjY2NChquVyGfP5HPV6fYU5Go1G2N/f18GlxWLxMQBGhiqOI5ycPO7/IpByHEcDLjIklB4Jvrho+74Pz/NQqVQ06KMvjIsrgQZZskajseLRWi6XGgiFYYhWq6WN/J7naUlTjpphsCuLHZppqsYXVatVvX3Lsi4GoNvaVM7h32pck/oaBBXs75d0ThfP7XK51HIm5VKGx0pAw8UegDb283tGdsgigKPvTQLFddaJYJA/LxQS2Dbwa7+WoNMBtrYsuG6WdSW/8m957NyeBD3rwJHAkiBNMmrrzRk8/stYOcY+ZPeY8oZ9WsClg14vYeXkMYdhJl3y9VCt2pjPDSSJYsqeVreavw+3mr/vE/fnIqklDxLNK69XpHIQltdz1XyugBgAvQAypPThw4colUpIkgTz+RzdblezUKZp6miFwWCAvb09DcDK5bL2gFWrVb0wkQGazXyUy9uw7WwR9X1fp7+vS4/SOyWlMrldLoAEKovFQkdgnJycYGdnB57nafBYLpdRqVR0sGuxWNQAjd2J7PasVqt6QQ3DENPpVBvouSBLlo6y2mQywO5uB82mjfPzELWaGkPEEUw83vncQaFQQbOZnXsAK0PE5axJsksEV3LKQObjilcM+usNDWThoijSoE96rwhepI+JgIog2LISvPMOcPduigcPQlSr0BMRJLMltytN6Rw0DmQMFz1gkgnj76U5/rLcMMmMsqRxH1BM0cOHwM7O5YzR00AWn0f+Xj4Xz+nT5nKWy+o1NxjQg3npw565wjAPUs0rr1epchCW13NVHKtkbABaMiKLNJlMsL+/ryMcyuUygiDQMqRt25hOp9ja2tILFmMgbNtGrVZbAUr0f/3Yj23A94F33wXeeivWCfsEMgQcADQQ4yJM8MWkfcp6lAwZajqdTrX3igGmQDYLkd2Q/PskSbTsymR6smIEYLPZDMvlEtVqdcUzJE33LCUXRphMYljWCGHowLbV8zL4lWOeFgvAsgy4bgLAWgFYlB5laj7Py2Kx0PtBsMpzt+4PY5ipZLSWy6VmzCToIHCRjQrr2+LzxnGMvT3g0SML4zHgOCYajQyYSPbQ85YYj1NYVtYZmYFbNdIqTR8HXZexcnK7LH7/NJZruUzRbKaI4+QxwMZt89j5YYANHizuO+Xb5y0OxPZ95R8rFtX/88orry9/5SAsr+cquQaRnQGA4+Nj7UmazWbY3d3VCe+TyUR7xCqVimanyuUyJpPJxdDjugY+juM85v8qlwHbnmMyWWjJSXblyfgE/o7y3Ho2F6CAAeMlVKdcFdVqFefn5+j1evB9X/u9qtUqbNvWcqqKzyjrxZfeskqlotkYeVzcHwIU7hf/1jAMDAYDGAbguoWLsFQV8XF6enrBQKWwrC6GQ2B724FhJEiSVDONBF4Edwyl5f4QPMlxSwD0oG0JOrkt2U0KYMUQTyZqHZRQspSsn5RB6Yfb3U3R7wNHRyqMtFRSnaGUR5XvzsHubtbhqEBTBpymU0uDI0DJnep2MTGbmYiiFPV6Ctt+OuCSLJU8HjVP0kCjkcmdsoEgCxWG3vb6xIAXWeWy+sfxUWSkn7Xm8xy85ZXXq1Y5CMvrmWsyyd74uXDN53MkSaIzu2hgpwRGozqL7BFHFpEBozSZpilOTk5W/F9JkmAymSCKLA24yG6R7SGoIfiybVt3ELLI/IRhqBPsyc51Oh2dFcZtc55ksVhEEAQIggDFYlGPNCKI4rxHQHm95vP5SlckvWnSd8Ykf7JYckSR788RRQ5mMxuzmY1er4QgcNDppBeAMmNmJKsm5TqCRSnJ8udktAgOCUQZA0KwyIaJJwEXngN5P/DvuP110Me/A4BmM4JpJnj40EC7DbTbDopF9TvPUwn1UZSBJwn6FHCOL8CReXHuEyg8rMJXTdPAeGwiTRMsl8r87rrRY5Iet73e3eh5CarVWE9okI8nSH0R5vznLUqUk8nzDeEOglyKzCuvV61yEJbXMxU92lzPCSjiOEa/39cerNPTU+zv72O5XKLT6eD8/FyDjCtXriBJEs2AFQoFDcCYMTabzVbyv5ippUCWgSTJvExA1sUnwcU6+OL+BkGgt0UwxK/FYlGPC2J0RhiG2qM2mUxWAlwBYDweI01TNJtNDWjG47EeWSS7/+bzOVzX1VIpwSPlTXrohsMZfL+A7363Bd+fYmenjOk0RrtdhW1bK2CLIbLSE0Xpi6yclIslI7aev8XmBoIcyR5e1gm43pEo4yJkyKt8nPRs8bHdrol6HbhzR+3LxkZycZ8ZGI0MHZ0gvXNAxmzJ7RuGyvgClGwexwqw8O+SxMBsZsAwAKm+PonZcl0Tp6cWdne/GLD1tCqVlEdtPM7jJfLK68tcOQjLC2mqOh5bLfV/z1MG3iRRb/T8J9/spVH65OQE9Xpdx1Owu2s8Hmu2iACsVCpp/1W1WtVmc6bsM/+L7BcAPRsvjrNMKo4aiqJIdy5eBr4oyUkj93K51CwPZ0bKbZVKJT2Iez2lnlKo7/tQ42ZqMAw1Isj3fbTbbf07mtXZ8Sk9VMzyGo/H+nHKg1XA9evWCju1sVEHECFJDB2eSkM9j5HPJ7sDCWRlB2R2zTNQRkmS2738Hnk8BoLnVPrxZM6YlCXXHyuZM8NIcf068MEHJhxHde5NJsZFNARgmvEKmARWk+d57J+c06WYreFQTSYgcGu1TN1RqwCk+tDhecDWFvCK4S9dxaJ6XbJb+bJKEiVdpulnN/XnlVdeL75yEJYXzs+VzNjvK9N9FKmF8GmLTxzH8H1/BXyMRiPs7OxocLBYLLBYLLC1taVzs2azmQZgBEKPHj1Cs9nUMyUXiwU8z9MeM8VS2CgUDBwc2Gi3HXS7yRPBl/Sqyc4zdgrOZjPM53Odo8Wh2K1WC77va19PoVDAeDzW26W/i34v+tVGoxGiKEKplMVFFItF/TOCEQIrGfbpeZ4GoklSQqEQo1otod/vo1qtalDFZgFKe7PZTB8PwQMZqPVuP5mfRsaH/jng8lE6fKw0ufM5JFCj/CjzuQi6KEfSR7UO0CS7ZNsG3nwzwfe/D8xmMbpdxVYp4my1E/KTSj6X7Ejkc7bbjr4Gk4kKlR2P1f3ODxwqKHWVMXsVq1BQ+zscZh+i4lgBL0AdU54Fllder27lICwv9HrA2Zn6mqaf/IadZRuFODw8RLlcxnA4RKvVQhRFaDab6Pf7OoyVoMbzPLiui3K5rP1Hp6en2v+VJAmm0yniONZxC1z0SyUb06mDMAQGgwCtlvkY+CLAYPcfsAowuDBTugSgvWOUQgmkmA0WxzFKpZIGYGT3mMc1Go1QLpdRrVZXhjgvFouVXDCCAQIP5pUBwHA4xObmJiaTBTY21H7z2Di8m4G0ZK8Yb8DvCSoIxGReGoGslCPXzw33kdLcOnsoHye9Z3xe+RgZV7Hup+J2V2VEdo2a+Pa3DRwcOKhUPpmBkvu7moCfgcX1YNr1qtWA01NgY+PLC1RcV+07P0RZlmKtv6zHk1deX6fKQdjXuJJELUDNZtY19Sxv3PRXLZdLnJ2d4cqVK5hMJqhWqzpygixNuVxGsVjUnqhyuawXZ8/ztP8rCAIdbUG2h/4rskHb20p2OzoqQoxo1JKjBF+XeXg4p5Es23g8xubmJsbjsY7HWC6XOmZiOp2iVCqhXC4jiiKdZUYJcjAYoFarrSTTE7QxpkDKZ7KRgQOx1XVILiTXCPV6B4PBANVqFcViUTOOjO2gbyvL3spkODYmkDkDcCn4kr4qCWAIXni+AejOSRlsSl8bi8e2WCw04JJyJb9eBobWgaBlAfv7wIMH6r4MAqDbzcDWZcycvEeetwwDKwn5X9ZyHKDT+aL3Iq+88nreykHY17TCUEkWrqvGmDxP1xSN5ufn57BtG5PJBJ2LFYC+qjRNsbGxAdd14fs+SqWSZndmsxlM09R5YdPpVIMYAhLJ9NDzJJmvOE4RRYrNkov8kxZismDsXiRDQ1AThiEKhQKKxaJuMJDxFrPZTDNeaqTMRLNjBICAyj0DoE33ZKLI/BEcjUYjPbsyjmOMx0C1qhg0PqecJiCT3NmMsD5WSI7jkYGskvmSBvQngS4JzGQG1nrKPr8ScK3PmbwsvPRpBvcsKiJGsajiKOIYmM9N2LapE/RfNZN8XnnlldenrRyEfU3K9xWrUCiojrHZTPm+lkuVxs3ffVIRsMznczx48EBLkAQww+EQYRjiypUrOuahXC5rMHJ+fo5Wq6UHVDN4ldtml57jOJotWgVfMTY2Inz8MXDz5pNZr/WilOd5ng5WbTabetwQoLxotVoN/X4fhUIBrVYLrutiNBqhUCigXq/D930sFgs0m82VOAgZkcFcLHZhymR//p4xGf3+GKZZRRj6aDQ2MBqN0Gg0tEeOPjAg61KUAExKj1kDQ5blJb1RBEsydkJKhjS+ywwwAi9pgudXeV3kY1lPui5SRnwSs+U4DhoNE8WiYmyf5d7MK6+88vqyVQ7CviZVKinGy7ZVNxUXNddVXVOTCdDtfrIcGUURfN/HaDTSoGZ3d1fLe2EYotvtolAoYLlUY3fINjFLjCN+FouFNq0TfHE243K5XFnkKTkCwHTqYDQy8P77Bt5++8n7Kk3ZDCPlbMfZbIZ2u63HEBUKBfR6Pc1YUQ4cj8eoVCo614yyoJRAC4WCHppNWW+5XOpORjYc0LxOZioIAhwezrGz00CloliqbreLbrerxyLx/ABZRygBEaVHgi96tSTzJmVLAmgZ78DtkhGTzyel1MuYt/VU+nXQJTsgZSAqwZb0ba0XnyoMsSI955VXXnl9lSoHYV+TMgxldHbdxxc101SL3rOY8smC3b17V8tkBAG+76PZbOroiXK5rEHVfD7Hzs4OlsulHmGkntvUo4IYpErwRRaJoaRcuDc2VHRAFAEffqiYkuvXFZiU3iXZgbdcLjGZTDAajfTsR8m8VSoVndfV6XT0sGz+/uzsDMVicaXbjwn0csQPAA0uOeCb4EUa5xeLBcbjMQoFD+Uy0Gw2kaYparWaPheUOgGsSKMyhZ6DxuUg63XQxXPBiA2WBFvSn8bHro/6eRLLtc5qPQ1sPatvK03VdQ3DTx5enVdeeeX1Za0chOX1XKnby+USw+EQo9EI1WoVe3t7sG0b/X4flUoFzWYTURShUqmgUChos/3W1hbG47HO0GJmGIdpR1GkwRd9SwyABVYXfX5r28CtWykGgwSep8zJUqaT4Zuz2QyLxUIzVJubm/qxzPs6Pz9Ho9FAsVjE+fk5KpUKSqWSPjYJarivQRBoIErpUA7wplnfcRztpQNUd+R4PIVp1lGpKCDTaDR0lyXPg8yvCsNQs100yzO5vVQqPRZPQXZLBqXKyQRSeiToWgdkQGaefx5m67OO7Ylj1e3X632mzeSVV155vdKVg7CvUQmS6FP+vRqeff/+fW3ELhaLmEwmMAwDGxsbiKII9XodrutiMBig1WrBcRycnJwAgO5kY/gpzfFMgpfMz5OM9lJmNAwDjYaFhw9TNBqxlgD5XPRlJUkC3/f1c8hE93q9jrOzM5TLZdTrdR07kaYpjo+P0Ww2tYwngSP3k7IgZUdZhmHoRgCZaTabzXD7toHt7eLFbEgV7cERT2T/KHPKQNbLRjKRwZKDywnWeA6lFCpZObkN+T3PD7+XYIudq5/HjERAyeeXnM688sorr69U5SDsa1Kz2WcPnoyiCMPhEEdHRyiXy+h0OnoU0M2bN7WcZlkWRqMRtra2MJvN0O/3tZ+pXC4/Jo1dJjmu1zrwIsNEZurRoxSnpxZ+7McezwejhHp2dobJZIKNjQ0EQQDTNFEqlTCbzfS+n5+f61FFURSh0+kgSRI9MxLIABKzxgqXuMbDMNSMFn9P+TAMQ9y96yFNT3Vm2t7enmbmGM9BFosAT0qL3J7MBZOdjwRbMsJiHTDJeY5PAltP8219npUDsLzyyuvrUDkI+xpUmqqBv59V2pnP57hz5472TRmGgX6/jxs3bmgQkyQJPM9Dr9fDycmJNt1Xq9WVkFGO6aHk+DSQAGTAgzIlZbDZzMbpqYF63UC3a8A0szBZ1mKxwGQywXA41MBIZmuFYYirV6/C8zx0Oh29X5QgS6WSluoAPBY3AWS+KAa8ShM9WT7+/969GKPROQxjAMt6TeereZ53wew1tC9MzltkZAePTYIu6Tsj+0cAJgNYua+vCtjKK6+88vo6Vw7CvgZlXAwsTpJPPwcvTVMMBgN89NFHSJIErVYLw+EQGxsbKBQKaDQaCIIAxWIRjuPg/v37OtaB0hWBRRAEGizIRX894oC5VmRqZAAowU0YJtjdTVAuq78PgkR7zvhvMpmg3+9jsVigUqlomW97exuz2Qx7e3uYz+dot9uYTqe6S9AwDO21IoNFMz8AzYTJJPtyubzSRcgyTROjUYLjYxut1hwPHvwaKhUFTHd3dzVYrdVqF8cRaJAoc7wIImV0BAEijfzSU8bHSIYxB1t55ZVXXq9G5SDsa1SfZd2NoggfffQRTk9PcfPmTXieh3q9jlarpb1MjUYD4/EYURShWq1qwCOHY3PWoQwHXY9EkKwNfV1y9qGUzyoV4OQkxe5uxu6QJZN/NxqN4HkeNjc34TgOOp0OxuMxrl69ivl8rkcvua6rOzSZ5E/DPX9GdokmeeaaPanIZh0eznHrVgHHx0M8ePAA3/3ud3HlynXM50u0WnXUarWVrC6CV5lsT6AlA2JlNAZ9Yep6Z+OM8sorr7zyevUqB2F5PVPNZjN8//vfh2EYGiz0ej3U63UEQYByuYyjoyNUq1W0220dX0Hflhx1IzOmJKCi14qARnb1SWDG78PQwsmJhVbLQqHw5K688XiMk5MTzRIZhqEB2XQ6RaVSwWg0QqVSgeu6Orx8oWwMAAAPGElEQVSVHiz62ADFfhGUkTFbL+4zGSkAF/6zAtI0xdHREQaDAXZ3d7Gz48Ky2rAsZ2WwNkdDyTmOBGByFBCAF9aRmFdeeeWV18utHITl9Uz14MEDvP/++3j77bcxn8/xjW98A41GQ89BpJ+KcxUJrNYHSMuuOzkDUSa4E3wAWJEh+ThGNkQRcOeOklu3ttKVbbMIek5PT7G7u4tCoYBms6nT8Ml81Wo1lEol3Y0IZOCGMx/pX7usC5KDwXkMshMRoFfLgrH8GyhFfwHffquA/f134Lpd/RxhqDxlAHQHIkEZt/F5diTmlVdeeeX1cisHYXl9YsVxjL/5N/+mHvezv7+v88BGoxFarRY2Nzc1G0PwIDv2CIz4GMqGctYkf0fgIcGZ7N6TDNO3vgU8egRMJiaqVUOHqbLCMMS9e/ewWCxQKpVQr9f1iCWOEapUKigWi3qED8EXwaCUIuU54XHJsUFSFuTj53MDZ2cmavbfgjP/4/jG9QT/pz9sYWZ9iMTsolSKYZoOCoXiY2b5vPLKK6+8vrqVg7CvQX0WQz6g5Lxf/uVfxt7eHnZ3d9HtdjGZTFAqlbC3t6cHSjNSgeOMLhtjQzO7zLyirCdlSWkwB7Jcq3WQBQBXrwL/5J8AP/7jKvmfx3twAIzHPj744APYto1SqaSzwCiH1ut1mKapOxqZZg9AJ/kD0D+nP4v7w85EwzC01MlQV+UDU+zf1laKcvx3YaQLzBd1tJoTlN0fwW7+rhxs5ZVXXnl9TSsHYV+DGo+BVuvT//0v/uIv4uHDh/jpn/5pbG5uYjKZYG9vD51OR8uEHJ8jGSvg8aHTBGqyZPL6ZSDrk2oyAd56S30tl4F791IUi0qi/MEPjvHeeyf4yZ98HfV6Hc1mUw/qLhaLOvGeCfTSk8ZZkZRGpSQqB1nLZgE5j1E93sXrr190dC5/KzD+by72ugin8jMwcgCWV1555fW1rRyEfUXr0SMFvGazTx98mS7/e6Sz/wR1/He4+dpVXLlyBa1WCzdu3NDeKWZbyQBRslsyqoGPWR/0LIHLOhPGn132OFaSAKenQK0GDIdqKsCNG9BA7uDg78PzpojjHWxsbCBNU3S7XR37QM8ZM87IYKVpqr1ncmQP95GsF7s35bHJ46vVAM8Dmk0Apd+K1PgFmOGvwWh9D0bhN3y6C5NXXnnllddXonIQ9hWs83M1zHo+V4v/pyFb0vgM6fB/AaRz/Gv/corvfGuBYfqOHuvDwdYcag1ghR2SIaNPKzlSh1/Xv1//mfwKKLBpmsCbb64dQzLD3/07v4jNzRquX38NjUZDZ3JJcBVFEabT6Qp44ugfydDJRP9nlRB3doDjY8D31eD0bvdnYdR+FsbjIft55ZVXXnl9zSoHYV+h6vcV61KtAo3GZ9xYfB+AYrIKroHdzSkK2NKsjzTMy05Gfv0k8HQZmHra755WhqEYMVnJ5D9A6v9F/JU/HeJv/uOfwebedfh+Ez/60RydDuC6nm4CoKeL2WLrkuNnrZ0dBcIePgS6XTXBYDRSwHE+BwoFNUQ9VybzyiuvvL5elYOwr1BZFrC394I2Zr8FGBUgDQGYsCu/AzuNnZWHrEdBPO0rv3+S1PhJ22GtA7Th0EC1qvxglcrF79JHsP2/DAMRCgUDv+1nfgX35ymKRRXKenJSQLnsoN1+eWGm5TKwuQmcnABbW+pny6UCZFGkZNQchOWVV155fb0qB2FfkRqNFCP0osowy0D3rwOLvwWYHaDwWx9/zCUs1ssoCdC6XWA2S1EoAItFimoVQOyIxwJAAa+99pr+WaMBPHjw2WdpPt8+K4ZyMFA+vWpVyZNxDNj2Zx+unldeeeWV15evchD2FalGQwGxF1mG2QbK/7MXu9EXUJINKxSUnDcaKaBj2wDsHSTVnwNmfxb9QRet/T+u//buXSVdXr36cvd5uVQs2P4+8PHHSjoG1L7s7r7cfckrr7zyyuvVqByEfUXKMF4sE/ZlqvlcfY1jJUsaBmCaP4fSxv8K3tzERjXr0jTN/397d7fT1tGFAXiMAZvwW5K0VZv0U1Wp939DPagaKVWa2MYGg8H2/g6WtrYhJgGDPdv4eSSESxwYTCTerjWzJqXff1/9GlutWFdRpPTHH9Uss14vKmIAbB4h7IUoivUNYZNJhJHt7/xrnExib1W7ffvje3txIKHZjOccHMTr8ddfO+nNm+p50+nXG/hXqdVKaTSK9W9txRrtAwPYXELYC3F5+XU4WYWiiK+96CyylGJ/1vv3EaK+ZziMfVXHx9Xzx+P4+K+/RiWs3F91eFidEu10Yo5YjipYqdWKdZY/p/PzlPb3860HgLyEsDV3c5PSYBBVpKcEoceabf3t7EQlqgwUw2FUfA4O7t9wPh5HiBqNUnr9+mEBLKX4Hl+9ilsAiiLmoG1vR4jrdm+/Bs1mBLzpNALZzN78LI6PU/rwIR7v7FSvAQCbSQhbc4NBSqenq/2anU4En9mrkMqN8d1u1XKbTCIkjkax76kMaRcXUT3b3o4Qcnj4+DUcH8fn//w5Zm+V72dbsjs7sRG+LhqNeA1OT+N1cSISYLMJYWtoPI4Qc329+nZWvx+DRe/u3yqKKgidn1fzr7a2IqxdX0dAK4PIc6y72Ywwdn4e+8LG49vBpihSurqqNsXncnMTwTOl6vsWwAAQwtZQrxfBZpEK0lNtb1ezrWY1mxEwGo3569rdXc4pwNEoAt7WVoStWScn8ef9fjkvLMLQ3t7X1cOiiArf69fPu77pNE+1EoD6E8LWUNnGy2FvL0Lg3cBzdJRlOTGc9R6NRrRF2+2oiHU6Kf34Y1ShptPq6qBydMQyqmW9ngAGwHxC2JrJOYpiMomWYo5TmE/VbkcYKlulZZt09rXs9apRGd8Kdw81HEZoBYB5hLA10+vlG2vQ76dbc7fWTVkVu8/JSby/vKz2vj3F9XX1OQHgLqMi10TZTjs6yjdhfV2HwT7W3l6EtY8fc68EgJdMCFsTw2G008yVWo3d3WhXLnof5zrfYADAaghhNXd2Vk2Iz21rK9p0m6Ldjtbvfd9zpxP75OaZHV4LAPMIYTU2HMZJvrpUwJrNzbvrcGenGm9x1/V1BLF5xuPv34UJwGbza6ImLi9j31ejEUFnOl18mvyyXF/fnpK/CQaDr8dxzOp2U3r7dnXrAeDlEMJqogw4o1FUX3JWnC4uYh3lGra3IxxuYmWn3Y525N2p+71eTML/88/5f6/RUA0D4Ns2rLmUT1FEe3E6nd/emk7jfauVN4CNRrGW09MYr1BekH12Vq+q3KqU7eBOJ0JXaTSKy8Lv7gkbDqvLxb98We1aAVgv/j99yS4uqmt19vaiqjIapfTTT9VzRqN6VEzG4wgRd1uO7XZKv/ySZ0110GjEdUaDQfw8x+MYFVL+PIsiDk4MBvFzrsMhCgDqrwa/+l+uwSD2dc2Gmt3d22MPptP4xb7Mq22m05T++Sel33673VKbTqNqM5lEcDg7W+9hrMtWVgKn06paeXQUe/k+fYrH63ibAAB5CGFLMBpFRenVq/mbug8PqyB2fb38jd2dTkrv3sWVPbMtxdl7Db98ef7Lq1+qu+3i703iB4B5hLBn1u1WpxrvazE2m6u9zqbZjLerq7gTsdGIx7PBQQADgNUSwp7R1VW0G+s2pLNsQc62Iq+u3GsIADkJYU9UbsxOKd7XKdgURWwibzRiH1M5aiIlV+oAQG5C2BNcXMSer28N88zt33+jBbm1FSMWPn2q93oBYFOYE/YEo1G9A02jEZv+h8PYlH96GtWw3LPIAACVsIWdndV/HlQ5/uLNm+oapJubGEmxiYNXAaBOhLAFlFPv63Cp9rd0u1+fepwdEgsA5COELeD6+nFtyOEw/k5pOo0TlMtsZRaFliMA1JkQtoB2O6pMe3sPe/7FxdcDWS8uIpydnCznpKLTjwBQb2olS9bpzL+SaH8/9pT1elG16vdjdtdzmEzi8wliAFBfQtiCDg6imvU9x8dxMnGera3YV3Z2FqFsPK6eO5k8bj2jUdwP+fffKX38GJ+7TjPLAIDbtCMXNB4/7HnNZuwBu8/RUfX44CCqYb1ehKjJ5P77J+9qtVJ6/7767w8fYo37+ynt7DxsrQDA6ghhCxiPo/L00ErTY9qCdy+D7nQiRD12k/27dxHovhUAAYB8tCMX0O8/PID1+w/fwD/P6WkEsUVMJildXi7+tQGA5RHCFtBsPizcdLvPc63RyUnsG3uscgzGc234BwCej3bkAo6PI9jcnZp/fl7tFSuK2OP1HPuxtp/wU2q3Y52zLU4AID8hbEHtdgxgHY2qU5Kt1vJOJE4mceXQY0PdYOCKIgCoI+3IJzg6iorY6Wm87e8v72udnj6+Jdnvr8f1SgCwiYSwJ1rlJd6HhzFl/yG63RhvUfdLxgFgUwlha+Ty8uF7u1qtxw98BQBWx56wNTKdzp8XNp1Gq7KcR1YU8TbvuiQAoB6EsDWyuxsHAe6OvDg7S+mHH/KsCQBYjHbkGjk4+PoeyqLIsxYA4GlqG8JGozjdx23N5u3hq/2+zfcAsI5qE8KurmKmVWk4dPfhPOUcss+f431RPP5eSQAgv9r8+u73I1h8+VLNtmo2U/rwoZpCT2i3Y19Yr6cdCQDrqjYb87e2IlyU1+ycnEQV7PXr3CurJ1PwAWC91aYSdnISgavbrVpu2mwAwEtVm0pYeUn1u3fRfux2ox15fOzaHQDg5allrWkwSOnt2xg26oQkAPAS1aYSVipPSbZa8dj4BQDgJapdJWxnJ6a/9/ux+VwrEgB4iWpTCTs/T+nmprrz0Ok/AOAlq00lrN1O6eLC3CsAYDPUphK2vZ3Szz9XpyQBAF6y2lTCUhLAAIDNUasQBgCwKYQwAIAMhDAAgAyEMACADIQwAIAMhDAAgAyEMACADIQwAIAMhDAAgAyEMACADIQwAIAMhDAAgAyEMACADIQwAIAMhDAAgAyEMACADIQwAIAMhDAAgAyEMACADIQwAIAMhDAAgAyEMACADIQwAIAMhDAAgAyEMACADIQwAIAMhDAAgAyEMACADIQwAIAMhDAAgAyEMACADBpFUdz/h43Gfymlv1e3HACAF+d/RVG8vfvBb4YwAACWQzsSACADIQwAIAMhDAAgAyEMACADIQwAIIP/A1e/T52ZW4fsAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 648x792 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = subplots(figsize=(9, 11))\n",
    "\n",
    "def animate(frame):\n",
    "    ax.clear()\n",
    "    ax.set_title(f\"Between {frame[0]} and {frame[1]}\")\n",
    "    \n",
    "    print(f\"Between {frame[0]} and {frame[1]}\")\n",
    "    \n",
    "    weekly_data = (\n",
    "        normalised_data\n",
    "        .loc[((normalised_data.index >= frame[0]) & (normalised_data.index < frame[1]))]\n",
    "        .copy()\n",
    "    )\n",
    "\n",
    "    \n",
    "    weekly_data.columns = [item[1] for item in weekly_data.columns]\n",
    "    \n",
    "    # Calculate covariance matrix.\n",
    "    edge_model = weekly_data.cov()\n",
    "    \n",
    "    # Set values below the threshold to zero\n",
    "    # to exclude edges for negative / small coveriances.\n",
    "    edge_model[edge_model < COVARIANCE_THRESHOLD] = 0\n",
    "\n",
    "    # Create using adjacency matrix.\n",
    "    graph = nx.from_pandas_adjacency(edge_model)\n",
    "    \n",
    "    # Define parent nodes.\n",
    "    attrs = {\n",
    "        node: lookup.loc[node, \"parent\"]\n",
    "        for node in graph.nodes\n",
    "    }        \n",
    "    nx.set_node_attributes(graph, attrs, \"parent\")\n",
    "\n",
    "    # Define categories: a unique integer for each parent.\n",
    "    attrs = {\n",
    "        node: lookup.loc[node, \"cluster\"]\n",
    "        for node in graph.nodes\n",
    "    }        \n",
    "    nx.set_node_attributes(graph, attrs, \"parent_id\")\n",
    "    \n",
    "    # Use centroids for positioning.\n",
    "    pos = {\n",
    "        node: [centroids.loc[node, \"longitude\"], centroids.loc[node, \"latitude\"]]\n",
    "        for node, attrs in graph.nodes.data()\n",
    "    }\n",
    "\n",
    "    nx.draw_networkx_nodes(\n",
    "        graph, \n",
    "        pos, \n",
    "        node_color=[item[1][\"parent_id\"] for item in graph.nodes.data()], \n",
    "        ax=ax, \n",
    "        node_size=10\n",
    "    )\n",
    "\n",
    "    nx.draw_networkx_edges(\n",
    "        graph,\n",
    "        pos, \n",
    "        width=[item[2][\"weight\"] for item in graph.edges.data()], \n",
    "        ax=ax,\n",
    "        alpha=.05\n",
    "    )\n",
    "    utla_boundaries.boundary.plot(ax=ax, edgecolor=\"blue\", lw=.2, alpha=.3)\n",
    "    \n",
    "\n",
    "fig.tight_layout(rect=(0, 0, 1, .97))\n",
    "\n",
    "    \n",
    "anim = animation.FuncAnimation(fig, animate, frames=dates, interval=20)\n",
    "anim.save(\"cov-anim-graph.mp4\", fps=ANIMATION_SPEED, dpi=200)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.7.7 64-bit ('anaconda3': virtualenv)",
   "language": "python",
   "name": "python37764bitanaconda3virtualenv170a8a6454fc493eac0c047df6a6a6c0"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}