analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "d4539181-43e7-45be-9034-d00b9cdfe394",
   "metadata": {},
   "source": [
    "# Data analysis on smartphones on __[Jumia](https://jumia.co.ke)__"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "108ed69b-6461-4fec-9498-c0f8257701c1",
   "metadata": {},
   "source": [
    "### Objective:\n",
    "1. **Descriptive Statistics:**\n",
    "   - Compute basic statistical measures for product prices, ratings, display and battery capacity.\n",
    "\n",
    "2. **Price Analysis:**\n",
    "   - Explore the distribution of product prices.\n",
    "   - Analyze the correlation between attributes.\n",
    "\n",
    "3. **Feature Correlation:**\n",
    "   - Investigate relationships between different product features.\n",
    "\n",
    "4. **Customer Sentiment Analysis:**\n",
    "   - Perform sentiment analysis on product reviews to gauge customer sentiment.\n",
    "   - Explore whether there's a correlation between positive reviews and high ratings.\n",
    "\n",
    "5. **Visualization:**\n",
    "   - Create visualizations to understand the distribution and relationships among product attributes.\n",
    "\n",
    "By addressing these objectives, the analysis aims to provide insights into the characteristics, features, and customer sentiment associated with the products on Jumia. These findings can inform decision-making processes and strategic planning for product offerings and marketing strategies."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "79b50ca6-1bd9-47cb-9685-5abb4c052dc9",
   "metadata": {},
   "source": [
    "### Necessary library imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "3075b48d-3343-4430-b0e8-c248876d3849",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import requests, re, os\n",
    "from bs4 import BeautifulSoup as bs4\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from textblob import TextBlob"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "064bacd8-0184-4821-b37d-bb1386589a1b",
   "metadata": {},
   "source": [
    "## Data mining"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ad8b8a34-44b6-4fda-87f8-da6318935b59",
   "metadata": {},
   "source": [
    "#### Define page to scrape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "32a8c696-fa61-4a3b-ace3-4f331953685d",
   "metadata": {},
   "outputs": [],
   "source": [
    "url = \"https://www.jumia.co.ke/smartphones/\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4e4ad9c1-894b-4d73-894c-fbb7cd8d0c3b",
   "metadata": {},
   "source": [
    "#### Extract products from HTML soup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "f7db165e-c09d-481e-855a-12db8d8f9451",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_products(soup):\n",
    "    return soup.find_all('article', class_='prd _fb col c-prd')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cc749864-b013-4910-be9f-b2d42190d75a",
   "metadata": {},
   "source": [
    "#### Extract the brands"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "d356c1d9-1ce4-4c93-8f77-3f2a75e790be",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_brands(soup):\n",
    "    items = []\n",
    "    brands = soup.find(class_=\"-phs -pvxs -df -d-co -h-168 -oya -sc\").find_all(class_=\"fk-cb -me-start -fsh0\")\n",
    "    for brand in brands:\n",
    "        items.append(brand.text)\n",
    "    return items"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "36daa144-e1b8-441c-a551-0eb2a15714dd",
   "metadata": {},
   "source": [
    "#### Extract the product rating"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "8db228e9-a59a-4647-bbd7-3eb661377f0d",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_rating(product):\n",
    "    rating = product.find('div', class_='stars _s')\n",
    "    if not rating is None: \n",
    "        return rating.text.replace(' out of 5', '')\n",
    "    else:\n",
    "        return 0"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "731202a4-33dc-4384-af27-b7b4d9ee95e3",
   "metadata": {},
   "source": [
    "#### Extract a product's number of reviews"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "b38be95d-f480-4aa9-957e-2066c030023f",
   "metadata": {},
   "outputs": [],
   "source": [
    "def reviews_count(product):\n",
    "    rev_class = product.find('div', class_='rev')\n",
    "    data = ''\n",
    "    if not rev_class is None:\n",
    "        pattern = r'\\((.*?)\\)' # Find text in parenthesis eg (321)\n",
    "        reviews = re.findall(pattern, rev_class.text)[0]\n",
    "        for match in reviews:\n",
    "            data += match\n",
    "        return data\n",
    "    else:\n",
    "        return 0"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "68bdc356-fe26-4be3-b0e3-8823a0fd107d",
   "metadata": {},
   "source": [
    "#### Extract product RAM, ROM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "31200227",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_memory(input_string):\n",
    "    gb_pattern = re.compile(r'(\\d+)\\s*GB', re.IGNORECASE)\n",
    "    gb_matches = gb_pattern.findall(input_string)\n",
    "\n",
    "    if not gb_matches:\n",
    "        return None, None\n",
    "\n",
    "    gb_values = [int(match) for match in gb_matches]\n",
    "    ram = min(gb_values)\n",
    "    rom = max(gb_values)\n",
    "\n",
    "    return ram, rom"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "38b9558e-e57f-4c1a-9e36-a05f829ff821",
   "metadata": {},
   "source": [
    "#### Extract product battery capacity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "b03fa5b8-1dfb-41b6-962a-90798e683669",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_battery(input_string):\n",
    "    mah_pattern = re.compile(r'(\\d{1,3}(?:,\\d{3})*|\\d+(?:\\.\\d+)?)\\s*MAH', re.IGNORECASE)\n",
    "\n",
    "    mah_match = mah_pattern.search(input_string)\n",
    "\n",
    "    if mah_match:\n",
    "        capacity_str = mah_match.group(1).replace(',', '')\n",
    "        capacity = int(capacity_str)\n",
    "        return capacity\n",
    "    else:\n",
    "        return 0"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7618bef5-344f-4bcb-a5aa-9baa0e7e8686",
   "metadata": {},
   "source": [
    "#### Extract product screen size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "179b2662-ceba-4fd5-adc1-564e6b9562f9",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_display(input_string):\n",
    "    # Regex pattern to find display size following several variations\n",
    "    display_size_pattern = re.compile(\n",
    "        r'(\\d+(\\.\\d+)?)\\s*(?:\\'\\'|\"|\\\")?(?:[^\\w.]|\\b)(?:inch(?:es)?|HD|size|screen|display|\")',\n",
    "        re.IGNORECASE\n",
    "    )\n",
    "    display_size_match = display_size_pattern.search(input_string)\n",
    "\n",
    "    if display_size_match:\n",
    "        display_size_str = display_size_match.group(1)\n",
    "        display_size = float(display_size_str)\n",
    "        return display_size\n",
    "    else:\n",
    "        return 0"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "db6a283f-9bb5-41e8-99de-e67df38aa333",
   "metadata": {},
   "source": [
    "#### Extract product info"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "3c2242de",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_info(product):\n",
    "    brand = product.find('a', class_='core', attrs={\"data-brand\": True})['data-brand']\n",
    "\n",
    "    # Extract price, remove 'KSh' and commas, convert to numeric\n",
    "    price = product.find('div', class_='info').find('div', class_='prc').text.replace('KSh ','').replace(',','')\n",
    "\n",
    "    description = product.find('h3', class_='name').text.lower()\n",
    "    name = description.split(',')[0]\n",
    "\n",
    "    # Extract product attributes\n",
    "    ram, rom = get_memory(description)\n",
    "    rating = get_rating(product)\n",
    "    reviews = reviews_count(product)\n",
    "    battery = get_battery(description)\n",
    "    display = get_display(description)\n",
    "    has_express = \"Express Shipping\" in str(product)\n",
    "\n",
    "    link = url + product.find('a', class_='core', href=True)['href']\n",
    "    product_id = product.find('a', class_='core', attrs={\"data-id\": True})['data-id']\n",
    "\n",
    "    # Return dictionary with extracted information\n",
    "    return {\n",
    "        'id': product_id,\n",
    "        'name': name,\n",
    "        'description': description,\n",
    "        'brand': brand,\n",
    "        'price': price,\n",
    "        'display': display,\n",
    "        'ram': ram,\n",
    "        'rom': rom,\n",
    "        'battery': battery,\n",
    "        'rating': float(rating),\n",
    "        'reviews': reviews,\n",
    "        'express': has_express,\n",
    "        'link': link\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fad804f3-7f44-40aa-8db8-250dd8c1b271",
   "metadata": {},
   "source": [
    "#### Extract products from page"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "0bf959ab-ebf8-48e0-b2a0-4785e0d8cad7",
   "metadata": {},
   "outputs": [],
   "source": [
    "def fetch_data(to_page=None):\n",
    "    soup = bs4(requests.get(url).text, 'html.parser')\n",
    "    total_pages = soup.find('a', {'aria-label': 'Last Page'})\n",
    "    \n",
    "    if not total_pages is None:\n",
    "        pages = re.search(r'(\\d+)', total_pages.get('href').split('page=')[-1]).group(0)\n",
    "    \n",
    "    data = [] # List to store the scraped data\n",
    "    \n",
    "    # If a specific page is specified, set the total pages to that value\n",
    "    if not to_page is None:\n",
    "        pages = to_page\n",
    "    \n",
    "    # Iterate through each page to fetch data\n",
    "    for page in range(int(pages) + 1):\n",
    "        catalog = f\"{url}/?page={page}\"\n",
    "        catalog_soup = bs4(requests.get(catalog).content, 'html.parser')\n",
    "        \n",
    "        products = get_products(catalog_soup)\n",
    "        \n",
    "        # Iterate through each product and append its information to the data list\n",
    "        for product in products:\n",
    "            info = get_info(product)\n",
    "            if info['brand'] != 'Generic':\n",
    "                data.append(info)\n",
    "    return data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2d4fa495-6491-458b-b2ab-f923d43af4f0",
   "metadata": {},
   "source": [
    "#### Fetch products data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "f8c0114b-230e-4351-87c0-0d16c1a7179b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Fetch data from first (n) number of pages, none for all\n",
    "data = fetch_data() "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "45527a6a-98c5-4003-a59f-869445e11df6",
   "metadata": {},
   "source": [
    "#### Data cleaning and preprocessing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "033f004b-6da5-41d2-b910-7eb199db5e2d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create a DataFrame\n",
    "dataFrame = pd.DataFrame(data)\n",
    "\n",
    "# Drop empty rows (rows with NaN values)\n",
    "df = dataFrame.dropna()\n",
    "df = dataFrame[['id', 'name', 'brand', 'price', 'display', 'ram', 'rom', 'battery', 'rating', 'reviews', 'express']]\n",
    "\n",
    "# Data type conversion for numeric columns\n",
    "df.loc[:, 'reviews'] = df['reviews'].astype(int)\n",
    "df.loc[:, 'battery'] = df['battery'].astype(int)\n",
    "df.loc[:, 'rom'] = pd.to_numeric(df['rom'], errors='coerce').astype('Int32')\n",
    "df.loc[:, 'ram'] = pd.to_numeric(df['ram'], errors='coerce').astype('Int32')\n",
    "df.loc[:, 'display'] = pd.to_numeric(df['display'], errors='coerce').astype('float')\n",
    "\n",
    "# Exclude rows where values are 0\n",
    "df = df[df['battery'] != 0]\n",
    "df = df[df['ram'] != 0]\n",
    "df = df[df['rom'] != 0]\n",
    "\n",
    "# Exclude products with invalid display sizes\n",
    "df = df[(df['display'] != 0) & (df['display'] < 10.0)]\n",
    "# Exclude rows where RAM and ROM are the same\n",
    "df = df[df['rom'] != df['ram']]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c593f6d9-524e-4144-b6c2-394f3689af0c",
   "metadata": {},
   "source": [
    "#### Save data to csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "c1eb2713-1f28-4eb7-8b4c-fb3842216ae8",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Filter rows where 'price' is an integer or a valid numeric value\n",
    "df = df[df['price'].apply(lambda x: isinstance(x, int) or \n",
    "                          (isinstance(x, (float, str)) and x.replace('.', '', 1).isdigit()))]\n",
    "\n",
    "# Convert the 'price' to integer\n",
    "df['price'] = df['price'].astype(int)\n",
    "\n",
    "# Save data to CSV\n",
    "df.to_csv('smartphones.csv', index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "45529919-0247-459e-a5c8-898c24c1780e",
   "metadata": {},
   "source": [
    "## Analysis and visualization"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6d0aac20-5191-4404-a95e-13e9f5c064eb",
   "metadata": {},
   "source": [
    "#### Overview of DataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "ce8e383a-d50d-4e4e-a43e-15d9256de1e9",
   "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>id</th>\n",
       "      <th>name</th>\n",
       "      <th>brand</th>\n",
       "      <th>price</th>\n",
       "      <th>display</th>\n",
       "      <th>ram</th>\n",
       "      <th>rom</th>\n",
       "      <th>battery</th>\n",
       "      <th>rating</th>\n",
       "      <th>reviews</th>\n",
       "      <th>express</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>XI996MP23ZV7SNAFAMZ</td>\n",
       "      <td>xiaomi redmi a2+</td>\n",
       "      <td>XIAOMI</td>\n",
       "      <td>11599</td>\n",
       "      <td>6.52</td>\n",
       "      <td>3</td>\n",
       "      <td>64</td>\n",
       "      <td>5000</td>\n",
       "      <td>4.0</td>\n",
       "      <td>33</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>IN213MP359DDYNAFAMZ</td>\n",
       "      <td>infinix smart 7 hd</td>\n",
       "      <td>Infinix</td>\n",
       "      <td>11599</td>\n",
       "      <td>7.00</td>\n",
       "      <td>2</td>\n",
       "      <td>64</td>\n",
       "      <td>5000</td>\n",
       "      <td>4.4</td>\n",
       "      <td>174</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>OP896MP0IKHW7NAFAMZ</td>\n",
       "      <td>oppo a17k</td>\n",
       "      <td>Oppo</td>\n",
       "      <td>13589</td>\n",
       "      <td>6.56</td>\n",
       "      <td>3</td>\n",
       "      <td>64</td>\n",
       "      <td>5000</td>\n",
       "      <td>4.5</td>\n",
       "      <td>37</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>TE685MP1YBG1ONAFAMZ</td>\n",
       "      <td>tecno pop  7</td>\n",
       "      <td>Tecno</td>\n",
       "      <td>12150</td>\n",
       "      <td>6.60</td>\n",
       "      <td>2</td>\n",
       "      <td>64</td>\n",
       "      <td>5000</td>\n",
       "      <td>4.4</td>\n",
       "      <td>71</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>OP896MP01TOFFNAFAMZ</td>\n",
       "      <td>oppo a17k</td>\n",
       "      <td>Oppo</td>\n",
       "      <td>13999</td>\n",
       "      <td>6.56</td>\n",
       "      <td>3</td>\n",
       "      <td>64</td>\n",
       "      <td>5000</td>\n",
       "      <td>4.2</td>\n",
       "      <td>45</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    id                name    brand  price  display  ram  rom  \\\n",
       "0  XI996MP23ZV7SNAFAMZ    xiaomi redmi a2+   XIAOMI  11599     6.52    3   64   \n",
       "1  IN213MP359DDYNAFAMZ  infinix smart 7 hd  Infinix  11599     7.00    2   64   \n",
       "2  OP896MP0IKHW7NAFAMZ           oppo a17k     Oppo  13589     6.56    3   64   \n",
       "3  TE685MP1YBG1ONAFAMZ        tecno pop  7    Tecno  12150     6.60    2   64   \n",
       "4  OP896MP01TOFFNAFAMZ           oppo a17k     Oppo  13999     6.56    3   64   \n",
       "\n",
       "   battery  rating reviews  express  \n",
       "0     5000     4.0      33     True  \n",
       "1     5000     4.4     174     True  \n",
       "2     5000     4.5      37     True  \n",
       "3     5000     4.4      71     True  \n",
       "4     5000     4.2      45     True  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Non-smartphone brands to exclude\n",
    "exclude = [\n",
    "    'HP', 'Fashion', 'Energizer', 'Kemey', \n",
    "    'Oraimo', 'Budi', 'T&G', 'Advance',\n",
    "    'Kkmoon', 'Jiebo', 'Jbl', 'Boost', 'Renewed'\n",
    "]\n",
    "# Select rows where the 'brand' column is NOT in the list of smartphone brands.\n",
    "df = df[~df['brand'].isin(exclude)]\n",
    "# Display first 5 products in the DataFrame\n",
    "df.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "20454636-0403-4d6f-a3a7-2e5f588b57a3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1042, 11)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "a21eba13-73a9-410f-86b3-e4d4465c3429",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 1042 entries, 0 to 1955\n",
      "Data columns (total 11 columns):\n",
      " #   Column   Non-Null Count  Dtype  \n",
      "---  ------   --------------  -----  \n",
      " 0   id       1042 non-null   object \n",
      " 1   name     1042 non-null   object \n",
      " 2   brand    1042 non-null   object \n",
      " 3   price    1042 non-null   int32  \n",
      " 4   display  1042 non-null   float64\n",
      " 5   ram      1042 non-null   Int32  \n",
      " 6   rom      1042 non-null   Int32  \n",
      " 7   battery  1042 non-null   int64  \n",
      " 8   rating   1042 non-null   float64\n",
      " 9   reviews  1042 non-null   object \n",
      " 10  express  1042 non-null   bool   \n",
      "dtypes: Int32(2), bool(1), float64(2), int32(1), int64(1), object(4)\n",
      "memory usage: 80.4+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "0f096fda-9d9c-4225-8d99-5e1fc0803db4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>price</th>\n",
       "      <th>display</th>\n",
       "      <th>ram</th>\n",
       "      <th>rom</th>\n",
       "      <th>battery</th>\n",
       "      <th>rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1042.000000</td>\n",
       "      <td>1042.000000</td>\n",
       "      <td>1042.0</td>\n",
       "      <td>1042.0</td>\n",
       "      <td>1042.000000</td>\n",
       "      <td>1042.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>20254.102687</td>\n",
       "      <td>6.568589</td>\n",
       "      <td>4.964491</td>\n",
       "      <td>113.328215</td>\n",
       "      <td>4967.435701</td>\n",
       "      <td>1.899040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>12889.023273</td>\n",
       "      <td>0.302955</td>\n",
       "      <td>2.904448</td>\n",
       "      <td>72.804673</td>\n",
       "      <td>679.675703</td>\n",
       "      <td>2.183771</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>5880.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2400.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>13299.000000</td>\n",
       "      <td>6.520000</td>\n",
       "      <td>3.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>5000.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>17800.000000</td>\n",
       "      <td>6.600000</td>\n",
       "      <td>4.0</td>\n",
       "      <td>128.0</td>\n",
       "      <td>5000.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>23399.000000</td>\n",
       "      <td>6.670000</td>\n",
       "      <td>8.0</td>\n",
       "      <td>128.0</td>\n",
       "      <td>5000.000000</td>\n",
       "      <td>4.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>204999.000000</td>\n",
       "      <td>8.700000</td>\n",
       "      <td>16.0</td>\n",
       "      <td>256.0</td>\n",
       "      <td>10200.000000</td>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               price      display       ram         rom       battery  \\\n",
       "count    1042.000000  1042.000000    1042.0      1042.0   1042.000000   \n",
       "mean    20254.102687     6.568589  4.964491  113.328215   4967.435701   \n",
       "std     12889.023273     0.302955  2.904448   72.804673    679.675703   \n",
       "min      5880.000000     5.000000       1.0         8.0   2400.000000   \n",
       "25%     13299.000000     6.520000       3.0        64.0   5000.000000   \n",
       "50%     17800.000000     6.600000       4.0       128.0   5000.000000   \n",
       "75%     23399.000000     6.670000       8.0       128.0   5000.000000   \n",
       "max    204999.000000     8.700000      16.0       256.0  10200.000000   \n",
       "\n",
       "            rating  \n",
       "count  1042.000000  \n",
       "mean      1.899040  \n",
       "std       2.183771  \n",
       "min       0.000000  \n",
       "25%       0.000000  \n",
       "50%       0.000000  \n",
       "75%       4.300000  \n",
       "max       5.000000  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dc7e6d12-f189-43f2-b1d9-7bb6e716a260",
   "metadata": {},
   "source": [
    "#### Getting insights on the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "bf34afce",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\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>price</th>\n",
       "      <th>display</th>\n",
       "      <th>ram</th>\n",
       "      <th>rom</th>\n",
       "      <th>battery</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>price</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.180581</td>\n",
       "      <td>0.498135</td>\n",
       "      <td>0.651713</td>\n",
       "      <td>0.130244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>display</th>\n",
       "      <td>0.180581</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.306691</td>\n",
       "      <td>0.260483</td>\n",
       "      <td>0.663066</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ram</th>\n",
       "      <td>0.498135</td>\n",
       "      <td>0.306691</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.776393</td>\n",
       "      <td>0.276821</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rom</th>\n",
       "      <td>0.651713</td>\n",
       "      <td>0.260483</td>\n",
       "      <td>0.776393</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.200835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>battery</th>\n",
       "      <td>0.130244</td>\n",
       "      <td>0.663066</td>\n",
       "      <td>0.276821</td>\n",
       "      <td>0.200835</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            price   display       ram       rom   battery\n",
       "price    1.000000  0.180581  0.498135  0.651713  0.130244\n",
       "display  0.180581  1.000000  0.306691  0.260483  0.663066\n",
       "ram      0.498135  0.306691  1.000000  0.776393  0.276821\n",
       "rom      0.651713  0.260483  0.776393  1.000000  0.200835\n",
       "battery  0.130244  0.663066  0.276821  0.200835  1.000000"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Calculate the correlation matrix\n",
    "df[['price', 'display', 'ram', 'rom', 'battery']].corr()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "780e7ecd-48a0-4906-8c4f-a3f3ae757c86",
   "metadata": {},
   "source": [
    "Based on the information from the correlation matrix we can conclude that:\n",
    "- There is a moderate positive correlation between the price and the amount of RAM (0.49) and ROM (0.65), indicating that devices with more memory tend to be pricier.\n",
    "- There is a strong positive correlation between display size and battery capacity (0.66). This indicates that, on average, devices with larger displays tend to have bigger battery capacities.\n",
    "- There is a strong positive correlation between RAM and ROM. This suggests that, on average, devices with more RAM also tend to have more storage capacity."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "585540da-eaed-4cdb-941d-82ade8ae5947",
   "metadata": {},
   "source": [
    "#### Brand Distribution within a Specific Price Range"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "c124f834-fb7c-474b-8ff0-7ccb8bf82e65",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "price_range_min = 5000  #minimum\n",
    "price_range_max = 10000  #maximum\n",
    "\n",
    "# Filter the DataFrame for the specified price range\n",
    "filtered_df = df[(df['price'] >= price_range_min) & (df['price'] <= price_range_max)]\n",
    "\n",
    "# Plot a pie chart of brand distribution within the price range\n",
    "filtered_df['brand'].value_counts().plot(kind='pie', figsize=(6, 6))\n",
    "plt.title(f'Brand Distribution within Price Range Ksh.${price_range_min:,} - ksh.${price_range_max:,}')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9baaa92c-6d42-4841-93dc-4aca3f7a27f4",
   "metadata": {},
   "source": [
    "From the pie chart, we can conclude that **Itel** has the most products under the price range of KES.5,000 to KES 10,000"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9ef09903-5920-4a68-b785-216ca19f15e3",
   "metadata": {},
   "source": [
    "#### Top 10 cheapest and highest rated by brand"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "d8685029-edf0-4a54-a9e2-e76c6d62978c",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Brand to visualize\n",
    "brand_to_plot = 'Samsung'\n",
    "\n",
    "# Filter the data for the specified brand\n",
    "filtered_data = df[df['brand'] == brand_to_plot]\n",
    "# Filter only phones rated 4 stars and above\n",
    "filtered_data = filtered_data[filtered_data['rating'] >= 4]\n",
    "\n",
    "# Sort the data by price and rating in descending order\n",
    "sorted_data = filtered_data.sort_values(by=['price', 'rating'], ascending=[True, False])\n",
    "\n",
    "# Select the top 10 cheapest and highest-rated phones\n",
    "top_10_data = sorted_data.head(10)\n",
    "\n",
    "# Create a scatter plot of price vs. rating for the selected phones\n",
    "plt.figure(figsize=(10, 6))\n",
    "scatter_plot = sns.scatterplot(x='price', y='rating', data=top_10_data)\n",
    "\n",
    "# Annotate points with model names\n",
    "for line in range(0, top_10_data.shape[0]):\n",
    "    phone_name = top_10_data['name'].iloc[line]\n",
    "    model_name = phone_name.split(brand_to_plot, 1)[-1].strip()\n",
    "    scatter_plot.text(\n",
    "        top_10_data['price'].iloc[line] + 10,\n",
    "        top_10_data['rating'].iloc[line],\n",
    "        model_name.replace(brand_to_plot.lower(), ''),\n",
    "        horizontalalignment='left',\n",
    "        size='small',\n",
    "        color='black'\n",
    "    )\n",
    "\n",
    "plt.xlabel('Price')\n",
    "plt.ylabel('Rating')\n",
    "plt.title(f'Top 10 Cheapest and Highest-Rated {brand_to_plot} Phones')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "46e6fa8a-eb0f-4f00-ba99-fff2698075dc",
   "metadata": {},
   "source": [
    "We can see that Samsung's **Galaxy A03 Core** is the cheapest Samsung smartphone on Jumia with the highest rating across different vendors."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9e186bef-d550-430e-ad80-42418ac8d06f",
   "metadata": {},
   "source": [
    "#### Top 10 most purchased products"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "655a3e29-ef97-4308-9559-7e755f0ab1ef",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Sort the data by the number of reviews in descending order\n",
    "sorted_data = df.sort_values(by='reviews', ascending=False)\n",
    "\n",
    "# Select the top 10 most purchased products\n",
    "top_10_products = sorted_data.head(20)\n",
    "\n",
    "# Create a bar chart to visualize the top 10 most purchased products\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.barh(top_10_products['name'], top_10_products['reviews'], color='skyblue')\n",
    "plt.xlabel('Number of Reviews')\n",
    "plt.ylabel('Product Name')\n",
    "plt.title('Top 10 Most Purchased Products Based on Number of Reviews')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c1ce971c-cf17-4bca-a053-81cd0b89d2ce",
   "metadata": {},
   "source": [
    "From the chart above, **Freeyond F9** tops as the most purchased product followed by the **Infinix Smart 7**."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f70d5f07-9533-4301-bb86-e16902b3396f",
   "metadata": {},
   "source": [
    "### Average ratings by brand"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "e881e598-7daf-4005-93a8-b159b4684b73",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Brands to visualize\n",
    "brands_to_plot = ['Samsung', 'Nokia', 'Infinix', 'Tecno', 'Oppo', 'Itel', 'XIAOMI', 'Freeyond']\n",
    "# Filter the data for the specified brands\n",
    "filtered = df[df['brand'].isin(brands_to_plot)]\n",
    "# Calculate the average ratings for each brand\n",
    "avg_ratings_by_brand = filtered.groupby('brand')['rating'].mean().reset_index()\n",
    "# Create a bar plot of average ratings by brand\n",
    "plt.figure(figsize=(10, 5))\n",
    "sns.barplot(x='brand', y='rating', data=avg_ratings_by_brand, hue='brand')\n",
    "\n",
    "plt.xlabel('Brand')\n",
    "plt.ylabel('Average Rating')\n",
    "plt.title('Average Ratings by Brand')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "850ade80-5a7a-4101-9f29-eda01b37454e",
   "metadata": {},
   "source": [
    "The bar plot highlights that **Freeyond** leads with an average rating of approximately 4.0, surpassing other brands whose ratings tend to fall below average, with Oppo registering the lowest rating."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1c4ecea7-b0e3-4d65-b9cf-2b429a4fa57e",
   "metadata": {},
   "source": [
    "### Price vs. Rating"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "362ce9c3-0005-48e8-8f69-6007e0604aae",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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bN59yW9l8Tf3Mx8bG6lsFIVppyuVy9ff/9E//dEau2ZSpQH0u5513HhdccAHf/e53MQyDfD7PzTffXH/fcRxuueUWbrnlFo4ePcrdd9/NJz/5Sd761rfyne98Z97PYBgGH/zgB7nxxhv5sz/7M77zne8Qi8UoFou87nWvY8uWLXznO99h/fr1GIbBPffcw/e+9715jz8fU0HryMhIPTCD+f29E0KIU5GqekIIcRovfelLufbaa7nrrrt46KGHAOq/SR8fH2fnzp31f8bGxvjoRz9KLpdj69atZDIZvv/9788Y7z//8z9Pe80LL7wQ27YZHBycMb5lWXz4wx+mv7+fI0eOcN111/Ef//EfAKxfv57f//3f56qrrqpXc3vlK1/J+973PiD6jfsrXvEKXv3qV5PP52esHk257LLLuPvuu2e8FwQB3/nOd9i5c2c9d+psSiaT7Nixg+9+97szKsMVCgV++MMf8rznPQ9g1irSXHbt2oXv+/U5m/Ltb38boD7Wcpi69n//93/PeP3WW2/l/e9/P+vXr6elpYX+/v4Zn4mOjg4+9KEPsXfv3lOO//KXv5z77ruP73znO1xyySV0d3cDUK1WeclLXsIXvvAFIAr6X/3qV3PjjTeessrhyaxZs4b/7//7/+jr6+Nzn/scAAcOHCCXy/Fbv/VbbNy4sb66eO+99wLUKxqebNVxIZ73vOdhmuYZ/b0TQohTkRUnIYSYhz//8z/n5ptv5n3vex/f/OY32bJlCzfffDPvete7OHLkCDt27ODgwYPcdtttdHV1sW7dOkzT5HWvex0f+9jHSCQS7Nq1i4ceeoivfe1rwKm/JDY1NfG6172Oj370oxSLRS6//HIGBwf56Ec/ilKqHpStWrWK973vfRSLRXp6enj00Ue55557eP3rXw9EgdAXvvAFWltbufjiixkcHOSLX/wiu3btorm5eVYZ6ze+8Y3ce++9/NZv/RZ/8Ad/gG3bfOUrX6Gvr4/Pf/7zSzfBp/HWt76V1772tfzBH/wBr3rVq/A8j89+9rO4rlvPxZkqePHAAw+wYcOGev7OdM9//vO5/PLLeec738ng4CBbt27loYce4nOf+xy/+qu/uqx9lbZu3cpLX/pS/v7v/55qtcq2bdu49957ufvuu7n99tsxTZP/83/+D3/5l3+JaZq84AUvIJ/P88lPfpLBwcE5izRM98u//Mv8zd/8Df/+7/8+o/FuPB7n/PPP5/bbb8e2bbZs2cLBgwf55je/yUte8pIzepbf+Z3f4Rvf+EZ9Xs877zzS6TSf/vSnsSwLy7L43ve+NyM/Co6vun3/+9/n+c9//pyVB0+nu7ubX/u1X+PDH/4wnuexdetWvv/979fzqRYjOBNCPDdJ4CSEEPOwfv16XvOa1/CFL3yBr33ta/zmb/4mH/zgB/nMZz5TT6pvaWnhl3/5l3nzm99cX/14/etfj9aar3/96/zDP/wDF154IW9729v44Ac/eMp8F4A3v/nNtLW18dWvfpXPf/7zNDY2cuWVV/KWt7ylHiTcfvvtfPjDH+ajH/0o4+PjdHZ28sY3vrGeG/WmN70Jx3H413/9Vz7xiU+QyWS44YYbTlr5btOmTXz1q1/lwx/+MO94xztQSnHBBRfwj//4jzPyVc62K6+8ki9+8Yt87GMf4y1veQuO43DppZfyt3/7t/ViDul0mt/93d/l61//Ovfccw/3338/tm3PGGeq6uHHPvYxvvSlLzE2NkZXVxdvectbZpTOXi5///d/z+23386Xv/zlesnyj33sY/Wqif/rf/0vUqkUn//85/n6179OMpnkkksu4dZbb62vIJ1Mc3Mz11xzDffff/+swgl//dd/zUc+8hG+8IUvMDw8TEtLC7/+67/Om970pjN6Dsdx+PM//3Ne//rX87d/+7d87GMf45Of/CR/93d/x5ve9CZSqRTbtm3jK1/5Cr//+7/PT3/6U2644QYuv/xyrrrqKj70oQ/xwAMP8NnPfvaMrv+ud72LZDLJF77wBYrFIldeeSW33HILn/jEJ077904IIU5G6YVmZAohhJgX3/e56667uPzyy+ns7Ky//n//7//lfe97H7t3767/hl0IsThyuRz33nsv11577Yyctb/927/ljjvuqDeeFkKIhZIVJyGEWCKWZfG5z32OL3/5y9xyyy00NTXx1FNP8ZGPfIRf+ZVfkaBJiCWQSCR4//vfz7Zt2/jt3/5tkskkDz/8MF/5ylfqW1iFEOJMyIqTEEIsob6+Pj784Q+ze/du8vk8q1ev5uabb+b1r3/9rG1kQojF8fjjj/ORj3yEhx9+mEqlQk9PD6985St59atfjVJquW9PCHGOksBJCCGEEEIIIU5DSssIIYQQQgghxGlI4CSEEEIIIYQQpyGBkxBCCCGEEEKcxnOuqt7Pf/5ztNaSlC2EEEIIIcRznOd5KKW4+OKLT3vsc27FSWvNmdbD0Frjuu4Zny9OTeZ36ckcLy2Z36Ul87v0ZI6Xlszv0pM5XlrPxvldSGzwnFtxmlpp2rlz54LPLZfLPP7442zcuFE6jy8Bmd+lJ3O8tGR+l5bM79KTOV5aMr9LT+Z4aT0b53fPnj3zPvY5t+IkhBBCCCGEEAslgZMQQgghhBBCnIYETkIIIYQQQghxGhI4CSGEEEIIIcRpSOAkhBBCCCGEEKchgZMQQgghhBBCnIYETkIIIYQQQghxGhI4CSGEEEIIIcRpSOAkhBBCCCGEEKchgZMQQgghhBBCnIYETkIIIYQQQghxGhI4CSGEEEIIIcRpSOAkhBBCCCGEEKchgZMQQgghhBBCnIa13DcgwPdDnuwdZ6JYI5NyaMnEqXoBlZpPzDGpuQGxmEml4lNxfXL5KoWyh+MYNKZirG5Pk7QthvMVjgwVsS2DbCbGo/uHGRqv0pS2GRgpcmSkjOsF2KaBZZk0phzOX9/Czs3tbOlqYv/RCUZzJZ44nKNS9bEsRXNjnHyxSrkWYKBoa0rQ2ZqiVPF48LFj9A/mcX1I2iappEPcAa0s2poSbOrOsm1dC64fUnV9wkAzMFYiV6gBmk3dTVS9gMHRMmEQkiuUGRsdYfcBxdZ1rdi2SUdrklotoFoLMAxY1ZIC4MhQkb7BCSo1n4miRzrhcN6aBnZtW8VE2aVS80nELNqyCQCGc5WTvmZbBmP5KoWSS2M6xpaeJizLmPPn05iOsakry3ixNmM8w1Bn/PMPQz3r/s50vMUca6Vc70yvcbbnQgghhBDPbhI4LbOH9g5w5337OTZSoloL8IMQ01DEHJNQa3xfg9IEIXhegBeEhOHx8w0DHNNAKYUfhIQaglDP69p9lHj04Dhf/699xG2DUGtcf37nnqiADxO1+p8fPzTOvT8/CoBtRV9WfV8zr9H39fHdB/swFFimgVJgmgaWqUArPD+g5gWc+JhKQcIxWdORpj2bwrENMkkH0BTKHq4XznptYLTEsdEynh9gmQZxx6SzNcXLrt3Aru2rZvx8pn4WtmXS1pSgIRnDsQ262tNcuXM13R2ZBc9b32CBB/YcpX+oWL+/Mx1vMcdaKdc702uc7bkQQgghxLOfBE7L6KG9A3zprscoVXySMZOaCghDTaXmU6x4OLaBngyEgmDuoCMMoToZSSkF+sziHqpeePqDzpB3hsFYqMH1o/uyQ03N1YQhJw2+tIZyLeDAkTyZhINjx9j92AAA569vZk17muHxcv219qZE/Yu1aUbBnW0Z9A4U+dJdj/FU7zg/fuQopYpPNu0A0SpVvuRRLLtctLmdhpTD/iN5hnNVbr52/YK+lPcNFvj2fQfIl1zasnFijkXN9c9ovMUca6Vc70yvcbbnQgghhBDPDZLjtEx8P+TO+/ZTqvh0NMfx/JAg1KjJVRatwfVCDAX+SYKmE51p0LTSKSaDx1METdOFgebJ3nGGx8tYpsK2DEZyVRSa0YlK9JqpOHB0As8PyCQtUnELHWpcL2RVc4JSxeM7PzpIseyyqiVBImZRqngoBQ0pGz/Q7OvPEXcsejrS5EsuDz56jHCeq31hqHlgz1HyJZeejjTJuI1pKJJxe8HjLeZYZ/veF/saZ3suhBBCCPHcIYHTMnmyd5xjIyWyaYcggKoXYBqqHjxNrR55gXzB0zBrW97pjq9UfQZGS6QTNsm4Rb5UY2SiSr7kkk7YKENRrfnYlolSBqCwLIOaF+CHmphjUq56JGIWhjLw/JCqF2CZJoaKtvQVSi4jExWUUrRm4/QNFhjOVeZ1j8O5Cv1DRdqycZSamXez0PEWc6yzfe+LfY2zPRdCCCGEeO6QwGmZTBRr+L6u5zLpychg+qqRBvSzdRlpiU0FnVFulEEQamq1gGDyNR1qtI5yxKYYhkJrTRhqDKXQmvqX76mf0VRtAdOMcsJqbgBA3DFx/ZBKzZ/X/VVqPq4XEnPm3i27kPEWc6z5OBvXO9NrnO25EEIIIcRzhwROy6QxHcOyFDU3wFAKNfmNfPovyRXM+q25mB+lwDYVQRAeL7gRMzEnX1OGQilmFNoIQ41SCsNQhFpPrvpFgevUz2hq5SsIQgwVFfEAqLoBjmWQiM0vbTARs3Bsg5o79xf4hYy3mGPNx9m43ple42zPhRBCCCGeOyRwWiZbeprobE2RK7qYJsRtkyDUmEa00hGtdkRf/p/rFLCQKtIKSMQtVrWkKFY8ylWfhlSM1sY4DSmHYsVDh5p4zMLzA7QOAY3vh8RsE8uIAtpk3KZS8wl1iG0ZxG0TPwgIdUjVDcikHFobE2itGclV6e7I1Eudn05bNkFXe5rhXHXWquJCx1vMsc72vS/2Nc72XAghhBDiuUMCp2ViWQYvu3YDqYTF4FgVyzIwJ1c0/CBEKXBsg1CDZSrmEzc8WxenNGAaCtNgXvNgGIotPU20NSXxA43nh7Rk42igpTERvRZo1q9uxLZMCmWfUsXHMBSObTAwViGVcLjxmvNIJx0GRiuUaz7JhI3WkC95WKbBxq4sFdend7BIY8rhih2d8+4TZBiKK3eupiHl0DtYpFT1CMKQUtVb8HiLOdbZvvfFvsbZngshhBBCPHfIfpVltGv7KgC+fe9+jgwV8Sf3gSXiFjHbRMHka1EZbtcL8PxwRqEEQ4FjTfZxCif7OJ1BQQnT4JSlvp+JBfdxmmSoKMBUUM9VQoMXBNTcU/dxSsRtAK7YsQqto55NR4ZLOJYx4zU/COt9nAA8P2RtZ4abrlnPru2r2NzTdLyPU6BxbIN00qY1m0ADhZLLxq5GrtjRueAS190dGW6+dn2939DoRIhjGWxY3cCmtU0EoWZwrDyvxq0nG+tM7+1M730xr3em1zjbcyGEEEKI5wYJnJZZZ0uKHeubcd2AofEKlhElsLdkk6xpS3HJ1g6y6Tj7+se5+6e9DIyWqdYCNGBZivamBBdsbOWybZ3Yjsmj+0bYe2iM3mMTTBS9UwYqiqi0dk9HhlBrRiaqVKtevXdSNhPDNhVVN0ApRSrh0NIYY1/fOK4fUKnpGcHL1K7CuG1y/sYWdm5sZdu6Flw/pOr6hIFmYKxErlADNJu6m6h6AYOjZcIgJFcoMzY6QktrO1vXtWLbJh2tSWq1gGotwDBgVUsKgCNDRfoGJ6jUfCaKHumEw3lrGti1bRUTZZdKzScRs+pbsoZzlZO+ZlsGY/kqhZJLYzrGlp4mLCtajN21fRWXbG7nyd5xJoo1GtMxNnVlGS/WZox3pisY3R0Z1rRtrt9LrlDlycNj3P3TvgU3bj1xrGd6bwu996W43ple42zPhRBCCCGe/SRwWkZTjToHRktUXJ9E3MKxHGpeQLHsMTxe5eGnRli3uoHvPXiYfNHFMAySiWgVpuYF5AouB48WCLXBZds76B8qcmSoSNWdbOqqo+BmKsAxVJRAb00GRK4fcuBYnnTCIZuOYTTEGclVKdd8ghC2rmumrSlJzfXpHShwbLRMLOZgWRrbCqIeU1pjWwbZdIx82aM1G+e3fvl81nY2LGg+yuUyjz/+ONu2bSWZTJ7y2DVtaXadv2rO9+Lx2R/rjubZ401/bU1b+qTXsiyD89e3nHa8M2UYio7mJH2DBe5/5Ngzatw6NdbZcjaud6bXONtzIYQQQohnN8lxWiZTjTonijXCICQINI0ph2TcJpuJEYQaPwjJFap864f7KJRcHNtAKYjZJjHHIpNy8APNWL5KLl/l2/fu59CxqKlrqDUKsG1zRsltAC8IMQxFIm7jetFqThiGhJPb14JQk07Y2JbB6ES1Hmz5QUC5GjWM9cOQmhdgW4pE3MILQsYKNbJph1Tc5qG9A9JkdAGkcasQQgghxMomK07LZKpRZzphcWykSDJu1UuPKxTJuEWh7OLYJuOFKs2ZOOWaj2WaM46LOybFsocXBBwZKoCKmuiiNZZpoDUEwfHrhhrCIMTzQxrTMcpVjyAIKZQ9HNskk3QIw5BM0sEPAg4fm2B0ooJSUK5Gx+SLHgqIOSZ+oHE9H601Wmnam5O0NSXqTUan/8Y/DPWSb51aimucjfteSONWWUURQgghhDj7JHBaJlONOm3bjpqyxmcuC1mmQaXm4/shYTjZnDXUGObMcUzToOYF9UpxpgFMljP3wxDPn71C4YfRNr8g1MQsg8BUJGI2G7ubSDgmjx0YZXCsRK7oATBR8macr4juxzSi69Qb9XoB+/tzFCsujmXOaDLaN1ioJ+svNHdnvpbiGmfjvmF+jVtHJ6RxqxBCCCHEcpHAaZlMNerUYVhvympYx6OiqaatlmVgGJPNWSfLlU9v7TTViNUyVdTzSSlQEIR6VtW56fxAU6p4BHpq5cqiIeUAMF6oUqyc/Au6Zub4iqhcuCZqMDowUsaxTXKFKnQ21HO5nknuzuksxTXOxn1Pmd64NTlZEXA6adwqhBBCCLG8JMdpmUw16ixWfBqSDuWqX2/YqdGUqz6ZpINtGTRl4lRqPo5l4AfBjOOqbkA6aWObJmvaM8QdE1OpUwZNEK0UMdkzKghDmhtipOIWjskpg6a5xgAItcaxDLTWuH6AaRo81TuO74dLnruzFPlBZzvnSBq3CiGEEEKsbBI4LZOpRp2N6djkSpJmZKJCrlhjPF+NVptMg8aUw+Xnr8IwFKWqTxBqal5AzfUplFws06C5IU5TQ5ybn7+BtZ2N9X5Qp1PzogApnXQwTYNyzWfv4fEFP0uoIQghRBNqTRhqWrMxnjg8zgOPHqN3oEAybjFRdClWvHpgcGLuzplaSH7Qco55KtK4VQghhBBiZZN9P8uouyPDZds7uPO+ItWaT7nmE2pN3LHoWZWgqSHG4YE844Uanh/i+QE6BGWCoRSJmEX3qgwXb27nih2dALQ0zP6ifzKur2lqcHjFCzZRqXr0DxUZGa8u6Bmmh2jVWoihom17fYNFtIbxfJXh8QqphIVpGJimoiHl0NWeoTEdm5G7k5mjjPh8LEV+0HLkHEnjViGEEEKIlUsCp2XUN1jgJ3sHScRsLt7agaGgVPUolj2CQPPYgTE8PySbdmhuiFOtBYzmK9iWyfUXd3HtRWtIpxzasgmODBf59n0HGBwtkXBMShXvtNc3FVRrPjHb5MarzmM4V+Ff//spvvvA4QU/S5TnFBWeCANNseKRSdgUSy4VNwoI25uSWKZiLF+jVPXrjWafae7OUuQHLVfOkTRuFUIIIYRYmWSr3jKZnkOzdlWUu9LSmKCno4EtPU30DRXIl2p0NMcn82sMUgmbrvY0WsOBYxOs7Wyol6ae6gnlBwExx4wKRZyCgnpAcN/D/YShpqM5ye/88vk41sI/FlPpTpO1KfC8gHLNx7Si7YZ+ENa3FjamHWpuEG11G68849ydpcgPWs6co6nGresmf74SNAkhhBBCLD9ZcVomp8qhGc1Xcb0A01AEQbSSM8VQUeBxdLjI44fHaG9K0j9U4MlD44wXqxwZKkbNbWMWftnjZNlOlqUIJgOCxw+O8fXvP8H/euEWHMfk4i1t7H5scMHPFITRf6fKlPtBiGObJGIWrhdSrLikEhYacL2AwwN5tvY0092RYThXIeXMfbdz9VGamsOp1y7f0clwrkrvYJHWbJy4E5VDPzJcIulYbOrO4vshT/fnmCjWaEzH2NLTBMCTveOM5CocHS4ScwzamlJcvn0VV+5cPWvMqhswkqsuWc7R6XpGnY2eUkIIIYQQYjYJnJbJqXJoam6ADjXKNAj17GAi5piM5av8xwOHMA3F3oOjDI4trEiB52s8/3h+zv/7wdPc+aODZDMxqq6PoThtZb6TCXWUgxWGGkNFpc5bs3GOjZToHy4ShppwMsh67NAohYrLqpYUHU0xWmIe26aNNVcfpUzSATSFsjejt9Jl2zs4dHSC/qEifYM1coUaCtCZGP/8X08xPF7B8wPQCsuKmgyDYiRXmSxaEV3TsqC1McmvXL/xrOYcna5n1NnqKSWEEEIIIWaTwGmZnCqHJuaYKEOhdRR4nKhQcnG9gLHJlamFBk0nU6r6lKpR2XNlKAjOLHLSOqqwR6ioutHKSKXm4/ohhgEx28QLNGEQ4vkh/UMFGlIxDh51edotsX59kc3rknP2URoeL7P7sQEAzl/fzJr29IzeSjddfR6beqp878HDGEqxpi3FWL7Gw08NUfNC4o5JWzZBqeJxeKCIDnV9VU5N/isMYHi8zD/9+15e88vb+fUblj7n6HQ9oy7b3sFP9g6elZ5SQgghhBBiNslxWianyqFpaYjj2CZBqDHNmecFYcBovopjm2zuynLwyMSi35vrh5OrRTO3CS6E1mCZikLZww98Rieian3pycp5Wmscx6Qh6eD5msMDeVa3JinXQn7y+PCc/Z8MBaMTlajZr2UwkqtiKGb0Vtr92DGeOjyO1rCpO0siZvN03zh+oGlI2SgVBZ7FshutRk3er2mAaSoMpnK1FNWaz7/dsw/fD5c05+h0PaMmijXuvG8/E8XaWekpJYQQQgghZpPAaZmcqm9P/3CJDV1ZGtMxBseqlKoe/uR7R0fKGCi2rm3m8GAB7wxXhU5H6+ifqbylM5FO2vhBSP9QCT/QJGIWgVa4fohpRFv4lALbMsgVahw8VsAyNPuOTPDjR47yxOFxUvHjkWOp6pMvuaQT9mRfqBq9g4V6P6WWhhhP9+XY35+r546NTFQolj3ijomhDKzJflU1P0TNkQGmDIUiCmZiVrQlcvfegTOfhHk4Xc+oVMLm2EiJdMI6Kz2lhBBCCCHEbLJVbxmdrm/PsdESd963n2MjJfIlF8tUdLamUMDazgYeeXp4Se/vTEMyY3LZRuto22HCsai5ZbTWBIGuF68AKFd9XD/A8zV7D46jCFGGS+9AkZoXkE3HaExX6tUEg0Bjxg0KZZehsTJDY+XJaypSCYtUwqExHavnjtXcgDDUWJNLZ1O5V7Mr5UUVASHashdqUKYi9DSjE0sbkJyuZ5ShFH6gUcbcv+dYip5SQgghhBBiJgmcltmp+vZ0d2S4ZHM7T/aO1yvBNaVj/L8fPEnN9UklZvcXWk62qVBKEXMM/EDTs6qBhGNy1YWr+fJde4nHTGzLYCxfQ2uouj5BGBJMrpqZBtQ8IAypegGBHxKEIeP5KuWqR1dHBtNUTBRrDI2XCQJNKmETs038IGSi6JIvuTi2Wc8dizkmhqHwgxDbMgl1FLgppWBa8DR9IWeqrLoONIYBLY2LX3J8utP1jAq1xjIVOpx7+W+pekoJIYQQQojjZKveCnCqvj2WZXD++hauumA1569vYVVrqp4btW5VhpVSidpQ0bYxy1R4vqYh5ZBwLDb1NHHVjtV0daQpVwPijknMMupBkw414WQ+1FQYYylFzFKYpiJf8sgkbWpuwNhEhXTCZni8jB/oaCzbnLyugWNH2/omijWGxiporWltTJBO2lTdgFCH+EFIMmYRsww0sydvqliEYShqfkBzQ5zLt69a0rk7Xc+oUsWjszVFseKf9Z5SQgghhBAiIoHTChKGmsGxMoeO5RkcK8+Z7D89N+rgsTzWaRrdnk1aa/wgxDINmhviZDMxrtjRieOYvOzaDSRiJr2DRYoVF88P8QONH0Zb4xzLwPNDlALLNnC9KPgKQ814oYZlGUwUXUINfqAxjahABEAQhrh+gGUatDQm8PyAUGt6B4tUXJ9N3U1Yk0GY1hCLmcRiFlofD52CMNoGGBLdj9aaeMzm5ddtxHHMkzzx4jhVvlvvYJFsOsbLrt1AYzo25/tL1VNKCCGEEEIcJ3t7VoiF9Ojp7siwbnUDP917DNdf/kpqlgkQbX9Lxi26V2W4eHP7jF5Hw7kKhZJLqTJHHo5ickUo+mOlGlAzAhIxi3TSJp10cD2fYsXHtgxsyyAZtwh11EhXGYqEY5FJOViWQdUNuGBjK1XXp3+oiAbOW9PIseEipYrP0HgFRbRFzrZNXC+gUvOjnXsaTAvaskleft1GbrzqvLMyh6fLd+vuyNDZkjprPaWEEEIIIcRMEjitAKfr4XNij56H9g7wnR8dwPVDHEudcfCkANNQxGImlaq/oIa3DSl7suCCoq0pwdUXdNKaTbK6JUU65czodfSdHx/ky3ftpVLzZ5QAn6I1M3opKRWtAI1MVGhuiLNlbRNVN2CiWOOSLe1884dPk4rbx3OWVLT6pJSiVPWwTMWGrizb1jXXc8dyhSr3/fwIR0dLJJzJgCxhM5yrEIaaHetbqLoBMcegrSnF5dtXLflK04lOle82n/eFEEIIIcTSkcBpmZ3Yw2eq3HTUo8eid7DIg48eY01bOipy4Ifced9+ShWfNW0pRnJVhnPVM7p2VKRNk07YVOZaCZrrHAWJuEV3exTITZRcKlUfzw+5+oLVs77Eu27At374NNWaX8/HmuqVdGKgVq/XMJnzFISactUj4ZiM5WtsW9fMi3etZfdjx+gdKLKqxcJQx4ObUEcFItZ2ZtjS01TPHQtDzUOPHaNY9dmxvmVGSe9UwqZ3sIgfan7jRVuWPQiZuuczfV8IIYQQQiwNCZyW2XCuQt9ggVTcZKLoYlkGqXjUr2d6j57BsTI61Hz/J73s758glbBQKIyTlKiejyAEx1bkiy4LadfUlInhBVGTXNsycL2Ap3pzPHZgFNcPAFjdlqajKcnuvQOM5WsYatpKk1JRD6VZS09T70d/sAyFF4Q8fnic7vbMjHypL931GAOjFRrTDjHHpOYGTBRdUgmbm65Zj2Udn5fT9Uma3gdpOYOSMNSymiSEEEIIsUJJ4LTMDh6d4MCRPEpFX5xNU9GQitHVnqYxHSPumPQP1vjcv+1hX984hbKHH2gKZY+R8QqG+czqe7ieBoJ5Hx9q6B8qYVtRXhGK+srQJ75RwPUCQJFO2uzc0IJtmQRByPQ+vUprlGLWtj1NtBplmgpDKUzTwA9CWhrivGzadsVdk1XuTuxxtbYzw03XrK+/P+V0fZJWQh+kheS4CSGEEEKIs08Cp2XUN1jgRw8fpVzzaUjapBI2QXC8b9HmniYqNZ+Dx/KUqx5oiNkGfhAFOn4InKS3z1LzfI1hBDhWlB9Vnny9LZtAoyhVPHY/Nkgybs6ZOzVrmx4QdwxSMWjIJDENk3LNp+b6vOTKdbOCh13bV83qcbWlp2nGStOU0/VJWu4+SAvNcRNCCCGEEGefBE7LZCq3yfUDOlsSjBdcEnGwLZOGlEG+5NI3WKgHUTrUNKRjoDWVWrCgQg5LpeZG2/U0UeBjmQa2baJQOJbBRKnGaK46Y2Vp6v9P6D+LbSlSCZukHa0MKaWo5APWdjawbW3znNef6nF1OlN9kvYfydPTYc3YrjfVB2ljV+Oy9EFaaI6bEEIIIYRYHtLHaZlM5d20NyXo7mgg5kQ5Tq4foImCgiPDRYqTK03JuI1CEWpW1BfoqZ5KqYSN64d4frQCppTCtky8ICSVsLEm73kqVpoeNEWxgsKxTbTWlKs+A6OVOfOVzsTp+iQtZx+kheRfCSGEEEKI5SMrTstket5NMq7Y0tNE/1CBfMmlXPXxvAAdaizTQOuoMawfhAShnmwYq/B8Pau+wtmmNNiGmqz4F1Ct+YRhVCJcodEaknGLro4Mh45OUKnNzKeyLYMta5vw/YDRiSr5aoBju7S3pHjRrrVcurVjzusutJDCfPokLYdzIf9KCCGEEEJI4LRsTsy7aUzHaEg5HDgywf4jOYoVjzDQhFoThBCUXMzJCnqh1piGgeNE5cmByQBL4wd6Qdv4TrZ1br4MA7xQ45ZdtIaBsTK2aWBN9lXSk4UgNnZl2bm+hb6hArlCDYBM0kYpxWtfvpO2xgQ/eOgA9/x0P4adJJ2I8ej+EXKF6qwCCWdaSGEl9kFa6flXQgghhBAiIt/GlslceTdHR0o8cXiMmhtE+UIxg1LZIyAKngwVVd0LwihgMowo2LFMRRjq6B89u1rdqWjAMkGh8IKFR05KqXpwZygmg7cQyzSoef5kMKZIxkwMw2BdZyN0Rsf1DhbZ2NVIR1OSI8NFnuydIAgVPW1p0qn4nAUSnmkhhZXWB2kl518JIYQQQojjzrkcp4MHD3LxxRdzxx13LPetPCMn5t0Uyy5PHBql5gY4toljm5hK4TgmUyk+3uRqkqGiqnR+EAVJ5uQKz1SRhqlS3/NlWSbhGSw3WWa0RW9qhUspJv+s61vLknGLmG2eMrcI4IE9RymUXNoaTJJxC9NQkwUS0uRLLg8+egzfD2cUUkjG7TmPC1dC5Yx5Wsn5V0IIIYQQ4rhzasXJ8zze9ra3US6XT3/wCheGGsc2ed7Wdh7bP8pTfeOMF2rYpkHCsUjELXLFGjHbwrFMimUXL9B4XghqanUn2ipXqwUo43iJ74XEQOZkblIYHg/I5stQEAbh5KrX5KqVF0b9mJSmJZusl1Rf1ZwgV3TnzC06NlriqcNjlKs+oxUXrDKdbRkMI9ru19IY46nece75eT9P9+Voy8YpVX18P5zRMPhkjWznyocC5r1lb6kb067U/CshhBBCCHHcORU4ffzjHyedTi/3bTxj03N0csUa4/kqxZIbFVWwo412Wmt0qDFMUIZBMmFRLHsk4jaWGW3VK1V9vKlaC2fYzsk2FRpFGEZb/8J59MI1FQQaXP94lOUHMLVBUE0GYOP5Gk8cHKW5McH1L9lGKmHPCj76Bgt88a7HePjJYYIwKiZxeGiQhnSO889rJp106B0sMDhaJleoMThW5uARA9M0MA01o2FwOmnPKqQwVz5UJukAURPh0+VIna3GtCsx/0oIIYQQQhx3zgROP/nJT/j617/Ot771La6//vrlvp0zNj1HJ2YbTBRrVN2AkGjFRmuoegE1LyQkCkB0GFKpBoCiKRPD80IGi+UzKuZwoqp3PFdqvqtNp0uF0hpMAxzLIFf0KFR89vWP8+LL1804rm+wwOe//SiP7R/FD3W0JVFH4VeuUOOnjw/SmI6BUsQcg4aUQ99ggUrNJ2abtGbjWKZR73XVvSozo5DCXPlQw+Nldj82AMD565tZ054+aY7U2W5Mu9Lyr4QQQgghxHHnRI5TPp/nT//0T3nnO99JZ2fnct/OGZve7LS7PcXoRAXXC2lpjLOqOYlpKqpuEBV7mFxxcj2PquvjByExxyAVMxmdWJygaYrSU/e3eGNqDY5tYltRZb37Hj5SrwAYXUtz/y+OsL8/B2gSjolSCmVM5U5BxQ0Ynaig0DRl4lRqPqap6vNTKHtYVhRQVd2A/X0TdLWnacsmZjWWTcZtDAWjExUsU2FbBiO5KoZizhypuc4/1/OphBBCCCHEmTsnVpze/e53c/HFF/Oyl71sUcbTWp9RnlSlUpnx34UaGq9w6GiObMohX6ySK1SJOybhZMTS1BBjJFelWPGJWQYaTRBoqm60KtSQdBgv1I5vz1skweQKUbCIgVOooVT1iNkmDSmLI0NFfvHUMbatawKiudizf5ia6xOfDJqCMHpepY6XR/f8aNtiNm1zeKBINu2QL3l4fkC56lGpWRhK4Xk+ylD0tCeoVisz5tr3o617pYpHrlAlETMByBWqTBSiRrsA2ZTFwSPj9B4bA5h1/nTTj21vOncq3j3Tz7A4NZnfpSXzu/RkjpeWzO/SkzleWs/G+Y1a58wvNWLFB07f+ta3+OlPf8qdd965aGN6nsfjjz9+xucfOnTojM4bzHmMjk2AZ1FxNeVKFQIDb/KH5ShN0lFooOb5UdW8yQp5SsN4vrKg4g0LsZhB0xRFSMJWmNqlUAvZ++QBqERb0QZzHmPjBYIgRJsalMI2p+4lnLH6lbQDyqU85UqNpGOQdKAUaqpuwFiuhGMZJGMK0zAYGz7K497wjLkuFaL5LVXD+pwDlN2QoZGQdDy6cBhqRgs+e594GmDW+dNNP3Y0O7v/0kp3pp9hMT8yv0tL5nfpyRwvLZnfpSdzvLSebfPrOM68jlvxgdO//uu/Mjo6Oiuv6a/+6q/493//dz7/+c8veEzbttm4ceOCz6tUKhw6dIh169aRSCx8laFlvMKjR/aRSTqktWaoMDa5nS36Iu/5IVkzZNu6LMdGy/QOFGlI2Xh+VJQgDGGi6OKVvQVf+0wZ6nixB1Mp/HlGboaC1mySVMKmXPWJx3y2b1lfX3FqGa9w/1N7GSnkUEY0B5bWGL6PYZj4vqbs+timomtVC8m4xXBhHMc2SFkGyURIueazfnVmstgDFCse27dupL0pMWOuk/HoY56sePU5B8AMaW9tqq84las+2C7bt0afjRPPn276sefaitMz+QyLU5P5XVoyv0tP5nhpyfwuPZnjpfVsnN99+/bN+9gVHzjdeuutVKvVGa+9+MUv5o//+I+5+eabz2hMpRTJ5Jkn4ScSiTM6vyeeYN3qLPuP5OluT5HNxBnL14g5FmiouT5NDXEa03EePzRBQyrGFTs6eOJwjvF8lYaUQyphUeydWJKVpxMb5yqiggVaayxD4S+gQW4iZpFJxtBoCmWftZ0ZLtzciTUZJPbEE+zc0MbhgSLVmo9tm9HKGlGJ9MAAQylijkVHSwrDMMhmKoznqzi2SdULac0m6epoBJhspttET2czhqFmzHVDOo5SikbLIpuJMzpRRSlFc0OcxkwCpaJnzJWq9TGAWedPOfHYc7Hy3Zl+hsX8yPwuLZnfpSdzvLRkfpeezPHSejbN73y36cE5EDh1dHTM+XpLS8tJ31upppqdDueq9A2VaGlMUKx4jOaquH6AbZmYBuzrn8APQrauawKiQgnlmk+p4tHc4NCYcRjPu4t6bwpQU1XtpvpBAUGgMYzJnKOp4zh19XNDQVMmRrnmM1F0SSVsbrpmfT1ompqLqy9cw+OHx3n84CiFySqDYRDiBlFfqWw6Rs+qDP3DZVqzcVa3pZgo1RgYrZBJ2nS2pijXfEZy1VmNYqfPde9gkdZsnLhj0tKYYHCsAmhasnFCrameZIy5zq+6wZzHCiGEEEKIZ7cVHzg925zY7BQUuWINzw9QSpErVskkbBpSMXKFGrsfHaDq+lFZcg3jhRqWqTAnA5nFWHkyFJhmVJPcn1aub2oFylAKpRTmZMW7IAhPWoFvasVoNF8lGbdY29nATdesZ9f2VXPOxetu3sG//NdTPPzUEKWKTxiCY8P6NQ38+gs309mSOt5HyQ/paErSlIm2LhYrHq4XnLRR7Mkay16xYxV6sirfkeHSSZvNSmNaIYQQQggx5ZwMnJ588snlvoVnZKrZ6Q9+0sveg6M4tklrYxzbNvH9kIlSjb6hAocH8mhNPVDyfU2owQs0DSmbS7a2c2SoiB9qNnVlWb+mgbvuO8hEsUagwfN9vNkF4WZJxi0cy8QPQipuQBiE2I5JS0OMmhfSkHLIJB3KFY9ixcUPovLhWkGx7FEou2gN6aTNFeevolT1GRqvkk07/OYvb+O8zsZTzsWbX3kJAyMlHn7qGL19R3jeBRu5eMvq+grViY1hWxrijOar82oUe7LGssC8ms1KY1ohhBBCCAHnaOD0bBCGmvse7sfzNV3tKQx1fBtbMm7wZG8egLitUMrAD0IUCkNFwVO1FtDWmGRVc4rewSKrWlK86LJ1PPjoAOVaQFdTnN7BIt5kKe3jq0eT159cWLKMaG+nUuAHIaHWGKaiIWmjlMHq1iTb1jXRO1BkcKxMzQ3pbE1iqKhces0NiTsWfqCJOzbZTJzmRoOu9gy9g0V+uneQtR0Npww0DEOxuj1NNr2GxxN5tp3XPGtb34mNYRfSKPZkjWXnO4Y0phVCCCGEEOdEA9xnoyd7xzk2UiKbdmYETRCVzZ7ihxBoTaA1Gg0qCn78MOTISBGlFK3ZOL0DBXbvHYhWg2ImwxNVal6ANVlAbvqOPnNaEGNaJnqy51LNC0BrYraJoQzijklXexrDMEglbTw/IBEzGZ2oMp6P/imWXUKtcSwDrTUDYxWKlajqX2s2Tt9ggeHcs6fWvxBCCCGEeG6SFadlMlGs4fuamGPOes/zj3e4NQ1FqDU6jAo0mEphmArPD6lUo9Wkmhtw4GiO4VyZgZEyjm3g+QFhqDENhWVGK1xaRytNKtSYBoQh6FBTC3305PuJmElDOkZrY4Ku9jSN6RgQ5TkFgUZbmlyxhu+H0aqVBts2sE0oll2eODQWjZGKsbotheuHVGrz2C8ohBBCCCHECiaB0zJpTMewLEXNDUjGZ6442dbxYCoeMwFFuepHRRwmy4IrBYm4xUSxxhOHxihXA3o6YhTLHqah8IIQpTxs2yTumBiGwvUCXC/EnCwxroELNrahFAyPl8kVa6xfnWVVa4pU3JpRnjFfrlGp+VTdANs0STgWfhBSrvh4fkgQamK2QUPKxlCK8XyViVKNjqYkiZh8zIQQQgghxLlNtuotky09TXS2psgVXUI9s0RdOmGiVJSXZBkK2zSwTWOyip7GD0ISMYs1rWn6BvMUyh6rW5OsaYtWiDw/pK0xjmUauF4QNbElqspnGqre0LYhFWNdZ4bzVjdy6bYOUnGHwfEyyZg5I2gKw5Ajg0Ug6mEUdwxsKwrITFOhdVS2XKFwLBPbMsmkbAolDy8IaWmIn72JFUIIIYQQYglI4LRMLMvgZdduIJWwGBitUKp6+GFIqeoxNF6jMe0Qc0zyZR/XC7CtKECpeSGGodjU08R4scax0QoNKZuu9gyGYdDVnibmmBQrPtlMtM2uUPYoVXxA44chNS/EMg02d2cxjOgjYBgGG7ob8f2Qff0T0f0EAcO5Co/sH6Vc80klLOKORc0LCcJolWm6UGtcP8D1A/Ilj0zSxrYMRvPVEx9fCCGEEEKIc4rsoVpGU72N7rxvP8dGSuRLLpapWNuZ4aZr1jOcq/CtH+5jvFCN+iYpTSoRNX5Nxm0mijVSMYut65rruUiN6Ribe5roHyoyUayRiFkowAtCam60WmVbBomYxUTJJVOs1c9tyybItdTobE0xMFpiYLREzY36S3leAErRmLKpeSE1L8APQjREjWsnc6TyJY9EzKS5IU5na4pixZMcJyGEEEIIcc6TwGmZ7dq+iks2t/Nk7zgTk0HMlp6mejnuF13aw+69A4xOVGhpTHDZ1g4myi6Vmk+p4vEfDxwkZs8sMNGYjtGQchiZqDBRdLlqZycP7DnG8ESFQrFGNhPDNAzG81XKVY/NPU00pmNU3YBsOsal2zv475/00ZRJ0N4Ux7ZMfvbEIBMll3yZeh+jmhswlq9iGoog1KTiNlvWNdGQipGKW5Rr0WqZ5DgJIYQQQohznXyjXQEsy+D89S1zvuc4JtdetGbGa/F49GMLQ81jB0bYfyRPT8fMYg4A5WrA1rVNjE5UsSyTXds6ePzQGGP5Go1pi4aUQ77k0j9UJJO0GclV2bCmgX29OfxAs21dE0pFhSTampKUqlEglC+6tDUlsBMGlZpHvuRhWwbtTQk6W1L1c0ZyVTZ2NdYbzgohhBBCCHGukhynFSAMNYNjZQ4dyzM4ViY8IXfoZAxDceXO1TSkHHoHi5SqHsFkntThgQK2qcgkbR49MIJjKcq1gDVtUQ7URNHFC0LiMZOxfJWn+ydoSNq0NSV4snecZMygUHY5MlTk8UNjBKEm7phoIF92o75PfoDvh1HRCdOguTFBqDWlqkfvYJHGlMMVOzpP2fxWCCGEEEKIc4GsOC2zvsECD+w5Sv9QEdcLceyowMOVO1fT3ZE57fndHRluvnZ9fYzRiRDPC3D9kGIl5I4f7mc8XyXmmKQTDq3ZBGtaU+SKNfIlFz8IqbkBDUkbxza57+GjPNU7ThBqajUfP9D15rmmAaapUCjGJqr4YVQWPZO0iTsmhwfy5EvRdsONXY1csaNzXs8ghBBCCCHESieB0zLqGyzw7fsOkC+5tGXjxByLmuuz/0ie4VyVm69dP+/gaU3bZoZzFQ4eneBHDx+l5lUplFzQYJkGQaApVTzCUFOuemzqzrK206RQchnPVwk1jExUsUyF6wbU/CAqSEFUyhyiEuba15gmZDNxUgmbNW1JmhoS1Fyf/uESCcfihku7uWBjm6w0CSGEEEKIZw3ZqrdMwlDzwJ6j5EsuPR1pknEb01Ak4zY9HWnyJZcHHz22oG17bdkEvQN5XD9Ah5og0DQ3xkglbAxDEWpNEIZU3YAjwyWSMZOaF6AMheeHdLenKJRcQq3rQROAUtFqExo04Aea8XyFnRuaaWtKYZkGqYTD5u4sGni6L7cEMyaEEEIIIcTykcBpmQznKvQPFWnLxmcVdVBK0ZqN0zdYYDhXWfCY6YRFvuySjFsYyqAh5WCZBqHWVN0Ay1T1vCbHMnDsqLBDuRYwXqhxwu0QagiJAih0tALlBiGj+dqi3LcQQgghhBArnQROy6RS83G9kJgz927JuGPi+uGCeiBNjamMaGueaRqTY1m0NMZJxi2CIKRc9am5PmtaU1xz0Rps0yTmWPh+iB+ETG3OmxFA6WhVa2r3nQ6hVgvO+L7PpCDGmRbREEIIIYQQ4pmSHKdlkohZOLZBzfVJxu1Z71fdAGeyUe1Cx9RhiGkqgiDEsKIeT3HHwjAUMctkTUcaA8XLrt2AYSh+/MhRaq6PZRlYpoGhotDJUIACrcG2DJSCAAi0RhkQi5mz7mE+932yghgXbWxa8DnzLaIhhBBCCCHEMyErTsukLZugqz3NcK6K1jNXTqZ6IHV3ZBbUA2lqzGLFpyHpUK769bE1mnLVp6khjqEMNvU00dGcnHEfyZhJc0MsCp4MRRBGQZNhqOjPQVRFz1BRANbSEFvwfU8VxNh/JE9DymFNe5qGlMP+I3m++2AfwxPegs759n0H6BsszHuOhBBCCCGEOBMSOC2TU/VgOtMeSFNjNqZjGKaBYSomSjVKVY9coYZpKCzTIJuO1ceefh99QyVas0ka0g6mGV031IDWeH4Q/T+KbDrGxu4s/cPlBd336QpiFEouT/RXZmzBW+wiGkIIIYQQQpwJ2aq3jObqweRYxjPqgTQ15o8fOcKefaMMjpepVmvYjkkm5bBudSMvvLR7xtgn3kd7UxKtIVeoUfUCglCjgJhtsK6zgV9/4WY6W1Lzvu8w1JOFKwrs68vR1pSYsyBGS2Oc/mMFhnIVSq6iUvMpVTz6BgvzKqLR0Zxc8HwJIYQQQggxHxI4LbPpPZgqNZ9EzKItm1iEHkiKZNwim44xUayhlCIMozLiux87hmGoWcHT9PuI2SYhmiNDRfoHC8Rsk57OBratbcayooXK+dz39Nyk8XyNI8MFChWXno4GGtMzt/rFHJNSNeC7P+6l5mtcL8T1AwZHy2xf3zxnLljcMRmdWFgRDSGEEEIIIRZKAqcVwDDUoq2WTG+qG49ZuONlNKB0VLjBMNRJG+zOdR9rWtPs2r7qjO77xAa/ybjNyESFkVyVSi1gS0/TjOBpNFdlvBgwMFZmbWcjMcdiLF/l4NE8TxwaY/t5LbOCrTMpoiGEEEIIIcRCSY7Ts8j0fKDu9hSjExVcL6SlMU5TJobnBVHxhvbUkucGzZWblEnaNDfEsUyDas2nf6hYL14RhiEHjuYxDcX61Zl6LlNrY5zOlgT5kkf/UGFGIY0zLaIhhBBCCCHEQsmv6VeYqXygM9m2N72pbrkWkC+5pOIWiqi+eCJukS/VKNeCRc8N8v2QJ3vHmSjWaEzHaErH6B8q0toYo1T18f0QyzJY05aiXPUoVX3G8hXyZQ/LVPQPFfHDkNXNNoZxPJ5XStHd0UC+5HF0pEx7c5LmhjhVNwoCz6SIhhBCCCGEEAslgdMK8kx7FU1vqlsouVET3PjxIMQyDSq1KIjJpOxFyw16aO8Ad963n2MjJXxfY1mKbCaG54UkEzbF8uS9mIqGVIzVrSnGCjUGR8scGy6SzcRY05rC930aHHfW+I3pGFvXNfP4oVEmii6VWvCMi2gIIYQQQgixEBI4rRAn5gPFHIua6580H2ku05vqWpYxqwmuH4RRSXLLWLTcoIf2DvClux6jVPHJph1ijknNDTgyXKJa9cmkHNqbEphxgyAIGc9XKVc9ujrSpBM2L71yHV3tGcJQ80///ihetTbndWKOyfrVWV565TpSCXsRi2gIIYQQQghxepLjtAIsVq+iE5vZNqQcSlUfjUZrTaXq05CKkYyZi5Ib5Pshd963n1LFZ1VLYvK+o2As4RiEWlOquJimgaEUthXdU9UNONCfZ1N3los3t9PRnKSjOcmathQT5fCkDYF7VmXYtq6ZdZ0NdDQnJWgSQgghhBBnjQROK8D03KTT9So6lROb2bY0JnBsg9GJKmOFGo5t0pKN0zdUWpTcoCd7xzk2UiKbdjDU8Y+S54e4viYRswh19HyuHxBqjReE+JP/bO5pql/fMBSXbWsnGTPoHyotSkNgIYQQQgghFots1VsBpucmzWUhvYpObGabTceYWsBpSDugWbTcoIliDd/XxBxzxuuh1ugwet0PQhIxC9cLqNT8qFJeNoFjGWQz8RnndbWnuWJLmtFamsHx2qI0BBZCCCGEEGIxSOC0AkzPTZqryetC85HmamaLgpobLGpuUGM6hmUpam5AcloRCkMplKGiSnqmwcauLKmEXa+sB5pi2Zvzedoaba7Zch4lVy1yQ2AhhBBCCCHOnAROK8BUbtL+I3l6OqwZ2/Wm8ns2djUuKB9pMZvqnsyWniY6W1P0DhSJx8z6dj3bMnAsg1zRpbkhNiPw0VrTO1g85fOcjXsXQgghhBBiISRwWgGmcpOGc1V6B4u0ZuPEHbPeq6ghabOhq5GfPzUEwOq2NG2NCUbz1ZOuyoShZnC8TN9gnv7BIo5t0r0qQ2tjgpobbZuLxUxqtWgVKpWwT7qyc7LeUoahuPaiLv75B09yZLhEUyZGPGZRc4PJcuomzQ1xKq5P3DGp1HyODpeIxyw2dmdnjZtyTl784pn0tzob4wkhhBBCiGc3CZxWiBNzk6bye1qzcQolly/dtZdi2QUUjm2QSdo0pGPYpjmr31PfYIH/eOAgux8dYCxfJZisxmcYiphtkohZaHTUc8lUpBI2q1pTbOlpmtUz6mS9pdatbuTQ0Qn6h4o0N8QZGC0xPF7Bsgzijsn6rkYu39FJqezSP1Skf7DGeCEqNZ5Nx7jrRwe44+6ncSwT24qeoaMpRkvMY9sJc/NM+1udaLHHE0IIIYQQz34SOK0gJ+YmjReq/OeDh3m6L4dS0JSJUfNChnMVRnJVmhtdLtzYRswx6/2eLtvewd0/7WPP/hFKZQ8NGAb4AYSBxg/8aLVpsqBDqA1MN2BwtIznhTN6Rp2st9Se/aP88Gf9tDYm6FmVoa0pycauLAeP5bFNgxc8r5trL1qDZRmEoeaRfcP8xwOHQSm62lK4Xsjjh8YolD0aUjZb1zUTs00OHi3wtFti/foim9dFW/UWo7/VdIs9nhBCCCGEeG6QcuQrzFR+T09HhqcOj9M7UMAyFS2NcWzLpDpZmc62FKWKz9GRIomYRU9HmolijTvv3c/BozmqNR8N2JYCFMa0n3SowfVCkjGTqc1pQajxg5CJYo0HHz2G74dz9pZKxCzCIKRU8esV80xDkU467FjfQiJuMzJRmbHt7anecTSwuTtLMm5zdKRIEGpWtSQIAs3R4RKJmEVXe4pyLeQnjw8ThnrR+lvVn3uRxxNCCCGEEM8dEjitUMO5Cvv7c4Q6JJ2wUSg8P6TqBZNb20y01oxOVClVfZSKttz1DxUpV32CUGObUdCktebE7J0g1AQhWJZBzQuwLYNC2SWVsOkbLPBk7/icvaVKVZ982aUx7VAou5Sqx0ukz9Vz6sQeVaWqT77kkopbGMogEbfIl2r1Z2hIGBwZLjKcqyxaf6vpc7qY4wkhhBBCiOcOCZxWqErNp+IGoME0ox/TVH8kQ1Ff0fEDje+HQFQG3PNDglCjtWYqWtInWUAJtcYwJgMrFQVThlK4frTyNFdvKd8PCQJN3DGjVarJa0+JOyauf7zn1Ik9qqbOn3omyzRmjONY0TNUav68+ltNv9Z85nQxxxNCCCGEEM8dEjitUImYRcKJ+i8FwfHASBmKUFPfTmaZarI3UhQI2ZaBaahoRWUyYFInKRZnKEUYapRSaA2moQi1xrEMGtOxem+p6SzLwDQVVTfANI5fe8qJPaem96iafv7UM/lBOGMc14+eIRGzZp17ooX2t1rs8YQQQgghxHOHBE4rVFs2wYauLIYyKFY8NFFAEbdNPD/A9QKUinKfUnELrTWlikdXe5pkPMo78gINTAZGJ4xvGgrTiFaAYraJ54dkkg6likd3R4YtPU10tacZzlWj1atJqbhFQ9JhouiSSTqk4seDjKmeU90dmXqPpqkeVVPjpOIWDSmHUtUn1CGVqk9DKlZ/hnwlZE1bmrZsYta50811rfnM6WKOJ4QQQgghnjskcFqhDENx1QWr6VmVwQ+iXKaaHxCPRVvkPF+TTlh0tqYp13x6B4tk0zFe9vwNnLc6S3xy1cTzo+ApnLajzlDg2AblWlAPqExDYZkG2XSMK3Z0YlkGV+5cTUPKoXewSKnqEYQh5ZqPYRqkEhaWaVCu+QRhSKnq0TtYpDHlcMWOzvpWwqkeVVPjlGs+na1pTEMxMFrBMBWr21KUaz79QyVSMYPLtrXV+0TNdQ8nu9Z85nQxxxNCCCGEEM8dsidpBevuyPCql2zlPx44xJ79I0wUaoCiKRMjk3JoSDkUKx6uF7Cxq5ErdnTS3ZGhsyV1Qh8n6nlRMWeyj5PW+IHGmqyU19GSZOva5voYU9efq7fUBRtbWdvZUO/jNPX69Hs48Tmmj+P6IR0tSZoaAhzLpFD2cKyA81Y30BJTdLWnT3ru6a41nzldzPGEEEIIIcRzgwROK1x3R4bX3ryDwbEyR0eKAKxuS9PWmGA0X6VS80nELNqyifpKSXTOTm66dgN9g3n6B4s4tkn3qgytjQlqbhD1coqZ1GoBiZhFKmHPGGP69af3lpp+rUu3dsz5+sme48RxWhriM54h5WiefPKJeZ17qmvNZ04XczwhhBBCCPHsJ4HTOcAwFJ2tKTpbUzNe72hOnvqclhSdLSl2bX/m15/rWid7fSHjTP9zuVxe8D2cqcUeTwghhBBCPLtJjpMQQgghhBBCnIasOK0wYajP+hay5bimEEIIIYQQ5xIJnFaQvsHC8QIKXohjG3S1p7ly5+olK1qwHNcUQgghhBDiXCOB0wrRN1jg2/cdIF9yacvGiTkWNddn/5E8w7kqN1+7ftEDmeW4phBCCCGEEOciyXFaAcJQ88Ceo+RLLj0daZJxG9NQJOM2PR1p8iWXBx89Rhie2Mb23LqmEEIIIYQQ5yoJnFaA4VyF/qEibdk4Ss3MLVJK0ZqN0zdYYDhXOaevKYQQQgghxLlKAqcVoFLzcb2QmDP3zsm4Y+L6IZWaf05fUwghhBBCiHOVBE4rQCJm4dgGNXfuIKXqBjiWQSK2eClpy3FNIYQQQgghzlUSOK0AbdkEXe1phnNVtJ6ZU6S1ZiRXpbsjQ1s2cU5fUwghhBBCiHOVBE4rgGEorty5moaUQ+9gkVLVww8ChnMVnjg0hm0Z7Nq+alF7K811zSAMKVU9egeLNKYcrtjRKf2chBBCCCGEQMqRrxjdHRluvnY9D+w5ypO94wyMlqi5AXHbwrFNdj92DMNQi1oefPo1+4eKjE6EOJbBxq5GrtjRKaXIhRBCCCGEmCSB0wrS3ZEh1J0cHijQlEnQ3hQnm4njesGS9Vbq7siwpm0zw7kKlZpPImbRlk3ISpMQQgghhBDTSOC0goShZvejx/ADzbZ1TfUy4ZZp0NNh0TtY5MFHj7GmLb3o2/Y6mpOLNp4QQgghhBDPNpLjtIJIbyUhhBBCCCFWJgmclpnWGj8IAemtJIQQQgghxEolW/WWWahhJFch5pg4lkFTxsH3A8w5gifprSSEEEIIIcTykBWnFUBrKFd9Qq3JZmKUqgFxx8S2jGnHSG8lIYQQQgghlosETiuIUooNXU24XsC+/gkqNZ+YYxBqzdGR8rx6K4WhZnCszKFjeQbHyoShfkbHCSGEEEIIIWSr3orT2Zri+Rev4eGnhugbzGOaJumExabuRi7d2k7XKUqR9w0W6j2ZXC/EsQ262tNcuXP1jBLm8z1OCCGEEEIIEZHAaQXqbE3R0byOsXyVmhsQc0xaGuKYpsFYvkoiZhJ3rBmV9/oGC3z7vgPkSy5t2Tgxx6Lm+rP6P833OCGEEEIIIcRxEjitUIahaD0hlynUmkrNp+r6mIZHMmYRj1mYhuLBR4+SL7n0dKTrAVUybs/o/9TZkuKBPac/brH7RAkhhBBCCHGuk8DpHKQ1+EFIvuxSrHiUqh65Qo2ejhS2ZeAHx/OVpvd/erJ3fN59oqQhrhBCCCGEEMdJ4LSM7vlZPz/6xRFaGhKcv6GFdZ0NC17pCbVmbKLK8HiV7o5opShhmYShxvMDQh31fxqdCJko1k7bJ2p0QvpECSGEEEIIcSIJnJZJpeZz29d+RjBZze47Pz5IJmmz/bwWdm5sZft5zSTj9rzGijkmoQ4ZnaiQdB1itkk8ZuLYJigolAJitkFjOoZjG9Rcf86xpU+UEEIIIYQQc5NvyMvEsU3amhIMjJbrrxXKHrsfG2D3YwMYSrGhq5GdG1vZsaGFzpbUrO11U5ob4qxqSdE7WCTmWFTCKBfKtgxsU5EveWzsyrK5O8uThzM82TtBT8fM4hJTfaI2djVKnyghhBBCCCFOIIHTMjENxYfedB3f332YH+85xr6+HKE+npsUas3TfTme7stxx937aGmMs3NDKzs3trK5J4ttmfVjDUNx0eZ2xvI1jo2WacpEq075ksd4waUhadPVnmGsUGPnxjYKZY+RiSqZpI1tGVTdgJFcdV59ooQQQgghhHguksBpGTWkHH7l+o1cdcFqihWXvQfHeHT/CI8dGKVQ9mYcOzpR5Yc/6+eHP+vHsQ22rm1mx4YWdm5opakhTmdrihsu7ebhp4YYGC2RK7rYpmJtR5oLN7fT3pzED0KScZsLNrWxr3eM8YIb5TNp2NjVyBU7OqUUuRBCCCGEEHOQwGmFSMZtLt3WwaXbOghDzeGBPHv2jbBn/yh9g4UZx7peyCP7Rnhk3wjwJGva0uzcGAVRL9q1llyxVu//1NwQn7WC1N6UpLUxQa5QxQ81jSmHztYUidj8cqqEEEIIIYR4rpHAaQUyDMV5qxs5b3UjNz9/A7lCjUcPjLBn3yhPHBqj5gUzjj8yXOTIcJH/eOAwqYTNjvUt7NjQwvbzWk667c4wFM2Nx3OZxgs1imWPuBP1hrItY0mfUQghhBBCiHPJORE45XI5PvzhD/PDH/6QYrHIli1beOtb38qll1663Ld2VmQzMa65cA3XXLgGzw95um+cPftGeHT/KMO5yoxjS5XjBSaUgg1rGtmxoZWdG1pZ3XbyAhNag+uHuH7UG8qxDOIxk7hjYZoSRAkhhBBCiOe2cyJwestb3sLw8DAf/vCHaWlp4Z/+6Z947Wtfyze/+U3Wr1+/3Le3pMJQMzpRYXCsjAZilkkm6fDCy3r49Rs2MZyr8Oj+UfbsH+HpvhxheLzAhNawr3+Cff0TfOue/TSmHLasbeKSLVHOk9bMuZ0v1JqqF1DzAvLKI+aYxB2TmGNhLmLhiDDUDOcqVGo+iZhFytGEWjM0XoGJ6LW2bGLWqtmJ5811zHyuN9/zhBBCCCGEWPGB0+HDh7n//vv56le/yvOe9zwA3vWud3Hfffdx55138qY3vWmZ7/CZUUQV9ghBo5lWWI9jIyXu+3k/T/WNky+5uF6IUpBO2qxqTrF+TSMXbW7nl3b18Eu7eqjUfB6fLDDx6IFR8iV3xrUmSi4P7R3kob2DKAWZpENzQ4xN3VmuumANna2pGcdrojLllZpP1fUxlEvMMYnZzzyI6hss8MCeo/QPFXG9EMc2iNuKsfEcTnwfoTZwbIOu9jRX7lxdL1ox13knHjPf683nPCGEEEIIIeAcCJyampr47Gc/y86dO+uvKaVQSpHP55fxzhaHYah6xTvPD3C9EM8POTJc5AcPHWZffw7XCwnCKMgKtaZY8hikjBeEjOVr3HBp92RxB4tLtrZzydZ2Qq35+RNDfO/Bw4xMVChX/RnX1RryJZd8yeXQsQL3P3KMiza3ceXOTtavacQ0jFnHB1pTrvpUaj5KuZMBlEncNhe0na9vsMC37ztAvuTSlo0TcyyGx8v8zxMjuJ7LBRsbWNOepub67D+SZzhX5eZro5XFE8878Zi5gqC5rjef84QQQgghhJiy4gOnhoYGrrvuuhmvfe973+Pw4cP8+Z//+TLd1eKzTAPLNEjEoi1lP36kn3LNZ1VrilotoFhx0Vrj+SHFskep6pNNawpll188NURH87qZ2840DI2Xackm2LGhhZrr89iBMcYLNVw/mLGyBVCu+vz4kWP8+JFjJOMW289rYeeGFs5f30I66cw4VutpK1E1n7xSOLYxuRp16sISYah5YM9R8iWXno40Sim0jrYjWiaEAYzlq6xuz5CM2/R0WPQOFnlgz9F6sDd1HjDjmAcfPcaatvTMbYdzXG8+5wkhhBBCCDHdig+cTvSzn/2Md7zjHbz4xS/m+uuvP6MxtNaUy+UFn1epVGb8d6kMjVd4+KkhBkfLpOIWxapP3DFJOCYayKZjlKs+nh+QdOL0DeU5NjxBc0OsPsZYvkb/UJ5MwiYIfDzPRynoaI5jmopSxadU8QhDqLgzq/SVqz4/fXyQnz4+iALWdmbYvq6J7ec1sbo1OWeBiRKgFBhKYVvmZBAVBYMnPtuhozmyKQffj1bBShWPXKFKPGaitEGuWGOiUCGViMqjZ1MWTxwaARRt2UT9vOmyKYuDR8bpPTZGe1PilNebz3nPVmfrM/xcJfO7tGR+l57M8dKS+V16MsdL69k4v1rrkxZPO5HS+sS1h5XrBz/4AW9729u45JJL+NSnPkUsFjv9SSfYs2cPruue/sBlNJjz+N7/jDNRDrBNmCiH2KZCKbAtA9syAUUmabGmxaHqas7viZNJGoRBSBCGjOZ9HnqqQDZlYRiKci3g6KhL3DFQKDSaqhuypiWGUjBe9Bkt+NQ8TXiKT0QqbrC2Pca6dofu1hi2NfcHTSmFZRrYloVjm9gWmEozlHO5+5FxskmzvsJTqoYcGqqSdKIgq+yGrG2PkY6bQLRqdGTUBaVY02zPuTIUhprRgs91OxvpyB7vRzWY87hnzwQtGWtB5wkhhBBCiOcGx3FmpAWdzDmz4vSVr3yF97///bz0pS/lb//2b3Ec5/QnnYRt22zcuHHB51UqFQ4dOsS6detIJJZudaJlvMJPDz5BNSjjWAZlr4ZpqHoxhqqn8fwAZRgYVoKUDZfsXE9jOobvh3hByOBYhSP53slAS5Go+IyV8tiWwrIMfD8EI6S5qZFE3KKpFtBR9XjhpV2M5Co8dnCcvQfHKZS9GfdWqobs7a2wt7eCaSo2dTWybXI1qrUxftJnMpTCMBRW2qd72CKVsIk5Jr4fki/WGCqMYZmKWrVGPBajvbWlvuJUrvq06DKgyDQmSMZnf2zLVR9sl+1bN85YOWoZr/DokX1kks6Cznu2Oluf4ecqmd+lJfO79GSOl5bM79KTOV5az8b53bdv37yPPScCp69+9au8973v5TWveQ1/8Rd/Me/ltJNRSpFMJs/4/EQi8YzOP52eeIIta1sYHKvhhyEx26TmBvVtb54fYBgGLY0Jym7Ipu4sazqaZqyotDU3cGiwRN9gkbZsHC8TUKqGjExUMA2DkheQTcdJp6Jgp1BxWdvRwLrVzazvUuza0UWoNf2DBfbsH+XR/SMcOppn+mJUEGieOJzjicM5vnnPQVa1JCd7RrWwsSs7Z8GIBsshHrc5Olqhuy2F49h0tDoUKj6DYyWqKJrTMRoziXr+U65UZeu6VrSGA0fzNKTjMz4DU8ds7Gqip7N5xjz0xBOsW51l/5GFnfdst9Sf4ec6md+lJfO79GSOl5bM79KTOV5az6b5XUhcseIDp4MHD/KBD3yAF73oRbz+9a9nZGSk/l48HieTefZVQzMMxVUXrOHQsQJP9+XQKFCKctUn1BpDKdIJG9M0yKZjXLGjc9aXfsNQXLy5nf6hIn1DRTqak6xb3QBKU6r4tDclWNWSwg9CRnJVMgmbCze3zxjHUIqeVQ30rGrgxqvPI19y2Xsg6hn12MFRqrWZuVEDo2UGRnv5wUO9xGPmZIGJVs5f30JDyqnf184NbQyP9/Fk3wTNDQ6puI1tmxjKIJ2KsbazgZhjUqn5DI5VaEw5XLlzNQAjE1V6B4u0ZuPEHZOqGzCSq9KYck46D1fuXM1wbmHnCSGEEEIIMd2KD5y+973v4Xke3//+9/n+978/471f/dVf5W/+5m+W6c6WVndHhle9ZCv/8cBB9uwfJVcI8YOo51NDyqGrPc3Wdc1csaPzpKW0uzsyvOya9cf7F/khlmnQkI6ClaiSn+LCTa1s7M7Slk2cMr+pIeVwxc5OrtjZSRCE7Ouf4NH9I+zZP8LA6MxiG9VawM+eGOJnTwxNFphoYOeGFnZsbKW7I8MNl3bz8FNDDIyWGC+42KaivTlOvpBnrFAlX/FJxSw2dDVy8eY2VrelMQ3Fy69dz48nn2d0IsSxDDZ2NZ52Hm6+9vg8zPc8IYQQQgghpqz4wOkNb3gDb3jDG5b7NpZFd0eG1968k8HxMkeHi4Qa4rZJKmmTitu0ZROnXSnp7siwpm0zw7kKlZpPImbR0hBnNF+t/7ktm0ApcP0Qzwtw/TAqWR5GDXnniqVM02DL2ia2rG3i127YxEiuwp79Izy6f5QnD4/jB2H9WA0cOpbn0LE8d/7oII1phx3ro5WoCza2ARBzTJK2Zv+B/TS3d4GyiDkmzQ1RFcCh8TK2adCQinHTNesplD1qbkDMMc94HuZznhBCCCGEEHAOBE7PdYah6GxJ0dmSekZjdDTP3Id64p+BqKGtbdb/7PlREOVNBlR+oNHoWT2gAFqzCV7wvG5e8Lxuam7Ak4fH2LM/2taXK9RmHDtRdLn/kaPc/8hRTEOxqaeJnRta2NQV9VlqbojNSDic6htVCwNqXoBS0X7UVDyq2Of5AY5tnnaP6lzzIIQQQgghxHxI4CROyrbMydLnkSAIqXkB1VrA4FiZctXDtgyaGuIzVm5ijskFm9q4YFMbWmv6h4o8OhlEHTw6MSPwCkLNE4fGeOLQGADZlMmFRwwu3rKKjd3ZWX2g4HggVQ0DqpOBlGEoYraJMxn8zXWeEEIIIYQQZ0oCJzFvpmkwOlLip48PMDRWJtAa0zDIZhy29DTT1jR7NUcpRXdHhu6ODP+/q9ZRrHg8diCq0vfYgdGoHPg0uVLAPT8/xj0/P0bcMdm2rpkdG1rZsaGFxvTcfbu0jir8lQOfStWf7CGlcGwTx476XkkgJYQQQgghngkJnMS89Q0W+PZ9B8iXXNqycZKORRAEDIxWqNZGuObC1TSmY3h+cNIiE+mEzeXnr+Ly81cRhCEHjkzUV6OODpdmHFt1A37+1DA/f2oYgJ5VGXZOBlFrOxsw5tiap4lWo1xf4/ohqgqK44HUVANh25JASgghhBBCzJ8ETmJewlDzwJ6j5EsuPR3pej6RaVi0Npr0DhZ5+OlhfvW6jQRhSLUWUHV9/CA8aRBlGgabupvY1N3Er16/kSOD49z7k6cZLlo83T+B54czju8dKNA7UOA79x8kk7Q5f30rOze2sH1dC4k5mtvC5LY+pgVSRKtg5tSKlARSQgghhBBiHiRwEvMynKvQPxQ10z2xCINSitZsnMPH8gznKnQ0J7Etk0zKmcyJ8qm6AUEYzllYYkpzQ5yd65Js2LAB03J48vB4vVLfWL4649hC2ePBR4/x4KPHMAzFpq4sOza0sHNjKx3NyZMWiphakQp9jeeHlAGloiDOcaIAaiqYEkIIIYQQYooETmJeKjUf1wuJOXN/ZOKOyehESKU2M2dpqlJfg9a4XkDVDai4PmE4d3W+KY5tsnNjKzs3tqK15uhIKeoZtW+UA0cmCKedHIaaJ3vHebJ3nH+9ex+t2QQ7J4OoTd1Np1xNigIpCIMQrzK1IgWGYeDYURAVbfGTQEoIIYQQ4rlMAicxL4mYhWMb1FyfZNye9X7VDXAsg0Rs7o+UUoqYYxFzLBr05EqUG61GhfrUQZRSijVtada0pXnJFesoVTz2Hhxlz/5RHts/QumEAhMjuQp3/08/d/9PPzHbZOu6pnqBiaZM/JTPOT2Q8oOQClEgpSar9kUrUtF/T1f+XAghhBBCPHtI4CTmpS2boKs9zf4jeXo6rBlBg9aakVyVjV2NtGUTpxglopQi7ljEHYsw6VDzoq18bs3AnEf1u1TC5rLtq7hs+yrCUHPw6AR79keV+vqHijOOrXkBv3h6hF88PQJAd3uaHRtb2bmhlXWdDadtgDsVSDFZtW9qRUqp6TlSxrz6SAkhhBBCiHOXBE4rXBhqhnMVKjWfRMyiLZs47Zf9xR5/6pieVQ0cHihweKBAW1OCuGNSdQNGclUaUw5X7Ohc8L0ZhiIRs0nEbBwjZDQTJxmLArPwVMtQ087f0JVlQ1eWX7luA+P5Ko8eGGXPvhGeODyG680sMNE3VKRvqMh3f3yIdMLm/PXRlr7t5zXPuZJ2onogpTWVmk+lNrm1T6n6atRUCfTF/DkJIYQQQojlJYHTCtY3WOCBPUfpHyrieiGObdDVnubKnavp7siclfFPPMYLAlwvYGAkxJ5ccdnY1cgVOzqf8T0pBYb2yWZi2E6cmutTqZ26Mt+JmhriXHvRGq69aA2eH/BUb449+0Z4dP8IIxMzC0wUKx67Hxtg92MDGEqxoauRnRujLX2dLal5ryBpDYHWBG60/bC+ImVO5kfZBrY5v9U0IYQQQgixMkngtEKd2DMp5ljUXJ/9R/IM56rcfO36ZxSozGd8YM5jhsYrOJbJNRet5rzVjYu6CqYnV5mifksO6eTxynzzKSoxnW2ZnL++hfPXt6D1ZgZGy5NV+kbY1z9BOC0aC7Xm6b4cT/fluOPufbQ0xtmxoZWdG1rY3NOEY8+/OITW0XNUw4CqNxlITfaSsm0T21RYloltGrIqJYQQQghxjpDAaQU6Wc+kZNymp8Oid7DIg48eY01b+oy+eM9n/AceOYpGz3nM2lXRMX2DBXZtX7XkX/6PV+ZzqLo+lVpAzQvQoWaeMRRKKTpbU3S2pnjx5WupVH32Hhplz75RHjswQqHszTh+dKLKPT/r556f9WNbBlvXNrNzYws7NrTS3HDqAhMnmquXFJOrUrY5lSMVbe+zZFVKCCGEEGJFksBpBZpPz6S+wUK9Z9JSjL+vP4eGOXsiLcY9nAmljudDBUFIxfWp1gI8P5j3Vr4pibjF87Z28LytHYRac/hYfnJL3yi9g4UZx3p+yJ79I+zZPwI8yZq2dD2IWr+6ccGBo578l9aaWhgFgaoarUqZhsKeLINuWdFWSCk6IYQQQgix/CRwWoHOtGfSYo5fdQO0Zsnu4ZkyTYN0wiGdAM8PqNYCqu7C8qGmGEpx3upGzlvdyM3P30CuUOOxA6M8sm+EJw6NUfOCGccfGS5yZLjIfzxwmFTcYvv6FnZuaOX89S2kEqcvMDGXqVWpMNB4k2XQmVZ0wjZNbFvJqpQQQgghxDKRwGkFeqY9kxZj/LhjomHJ7mEx2VbUoDaTOp4PVXV9ggXkQ02XzcS4+sLVXH3hajw/5Om+cR7dP8qe/SMMj1dmHFuq+vxk7yA/2TuIUrBhTeNkblQrq9vmX2DiRFOrUvWiE8xelYoCqmhlypRcKSGEEEKIJbX833rFLIvZM+nMx8+i0Rw4WliSe1gq0/OhKjWfStXHPYOtfFNsy2D7eS1sP6+F//1LmxkcK9er9D3dlyOYNrDWsK9/gn39E3zrnv00NcTYuaGVHRta2bp2YQUm5nLiqhQwo/CEZUkwJYQQQgixVCRwWoEMQ3HlztUM56r0DhZpzcYXpWfSQsa/8oLVAIxMHFiSe1hqSimScZtk3Mb1gsmeS5NV+Z7BuB3NSTp29fBLu3qo1HyeODQ2WalvlHzJnXHseL7GvT8/wr0/P4JtGWzuaWLnhig3qnWRAs4TC0/AtGDKinKlpPCEEEIIIcQzJ4HTCtXdkeHma9fXeyiNToSL2jNpvuMv5T2cLY5t4tgm6aRDpeZRqfp4QXhG2/imS8QsLt7SzsVb2gm1pm+gMFlEYpTDx/IzjvX8kMcOjPLYgVH4/lOsbk3Vy52v72rENBYvqKkHU17Uc2tqi59lKsLAQxs2fvAMH14IIYQQ4jlGAqcVrLsjw5q2zQznKlRqPomYtag9k+Yz/lLfw9lkGmqyoIRDzfUp16KqfOEzjaCIijis7WxgbWcDN12znnypVs+LevzgGFV3ZoGJoyMljo6U+M/dh0nGLLavb2bHhlZ2rG8hnXSe8f1MN31VqlJxyeWrjExUKHvgTPaTcmzZ3ieEEEIIcSoSOK1whqGWtNz3fMZf6ntYDjHHIuZY+MmQSjUKooLwma9CTWlIxbjqgtVcdcFq/CBkX1+uHkgNjpVnHFuu+fz08SF++vgQCjhvTSM7NkSV+rra04tejjwIQ8JQEwSaSuBTQbb3CSGEEEKcjgRO4jnNMg0yKYd00qbq+pSrPq535sUkTnaNreua2bqumV9/4SaGxsv1nlFP943P2DangQNHJjhwZIJv33uAbCbGjvVRXtS2dc3EnGdWYOJkTra9zzQVjm1GTXqtKJgSQgghhHguksBJCGY2113MYhJzaW9K8sLLenjhZT1UXZ8nDo3XC0xMFGszjs0VavzoF0f50S+OYpmKzT1N9dyotqalWwWsV/DzNZ4fophclTIUsclAKtriZ0qDXiGEEEI8J0jgJMQJpheTqNY8yotUTGIuccfios1tXLS5Da01fYNFHt0/wp79Ixw6mp8RtPmBZu/BMfYeHOOffwCrWpL1IGpjVxZzCbfVaaJgikBTDqKmx2pag17HMid7S0melBBCCCGenSRwEuIkTEORSjiklqCYxFyUUvSsytCzKsMvX30ehbLLY5N5UXsPjlGp+TOOHxgtMzDayw8e6iUeM9m+roWdG1s5f30LDanFLTAxFz29Qa8bzOgpNbW9z5btfUIIIYR4lpDASYh5OLGYRKXm4y9iMYm5ZJIOV+zs5IqdnQRByP4jE/UtfcdGSjOOrdYCfvbkED97MiowsbazIeoZtbGV7o4MxlnYTndiT6np2/ukep8QQgghznUSOAmxAGejmMRcTDNqoLu5p4lfe8EmRnKVyS19ozx5eBw/COvHauDQsTyHjuW580cHaUg59Sp961adveqI07f3zareZyps28Q2FdZkUHUulrgXQgghxHOHBE5CnIHpxSQ8P6BcXbpiEnNpzSa4/nndXP+8bmpuwJOHx9izf5RH948wXphZYCJfcvnxI8f48SPHMA3F6mab5+WPcvHWzrNeZn6uVSlUNJ+2GW3tsyYLT9iWIYUnhBBCCLFiSOAkxDNkWyaN6aiYRKUaFZNY6m1808Uckws2tXHBpqjAxJHhIo/uH+WRfSMcPDox4z6CUNM34tJ37yG+de8h2psSUYGJja1s6s6e9b5NevJfWmtqYUDNC45v8VMKayqYMqP/l21+QgghhFguEjgJsUhMQ5FOOqQSk9v4Kj6uv/Tb+KZTStHVnqGrPcNLr1xHseLx2IFoJeqxA6OUqzMLTAyNV/jvn/bx3z/tI+aYbFvXzM4NrezY0EJjOnb2bnya+hY/rQmmBVOo472lpsqhW5YRBVTSqFcIIYQQS0wCpxUuDDWD42WODhcJtSZuW6QSNqmETVs2ccq8kDDUHBsrsffAKKMTFVoaEmxb14xpGdTcgETMmjVGGGqGcxUqNX9e77c0xBmeqNA/VCBfdGlIOXR1ZOhoSj5nc1amb+M7G9X4TiWdsLn8/FVcfv4qgjDkiQPD3P/zAxzLwbHR8oxja27Aw08N8/BTwwD0rMrUg6i1nQ1zFpgIQ81YvkrNDYg5Js0N8SX5uddXpqb1loLjOVOGMT2YUlhmVNVPCCGEEGKxSOC0gvUNFviPBw6yZ/8ouUKNmuujDEVD0qF7VYYtPU1cuXM13R2ZOc/9l/96kv95fIhS1SPUoADbMsimY6xuS5PNxOhqT9fH6Bss8MCeo/QPFXG9EMc2Tvm+5wfkSzXGCzUKJY8gDDENRXNjnEu2tPPSK8+b896eS6aq8XmJkHLVO6t5UCcyDYP1axrQ1QwbNmyg4qrJKn0jPHF4vB6MTOkdKNA7UOA79x8kk7Q5f30rOze2sH1dC4m4xbGREg8/NcTAaAnP19iWYlVLios2t9PZmjorz1Rv1Bto/CCcVoBiZjU/246CqqXsdSWEEEKIZzcJnFaovsECX/3eEzzdlyMMNWGoMQxFoDUTxRoMgueFDOeq3Hzt+hkBSt9ggc//2x4eOziG74dRrojSeAHUvJCRiSrKUDQ1xNh/JM9wrspl2zv4yd5B8iWXtmycmGNRc/2Tvl/zAh55OsdIrkoQahzbIO6Y+IFmdKLK/Y8cYyxf41Uv2fqcD54gClgb07Fly4OaS3NjnOsu6eK6S7pwvYAne8ejSn37RhnLV2ccWyh7PPjoMR589BiGoejpyKBU1MC3syVBzLFxPZ/ewSJj+Ro3XNp91oKnE0XBFHNW86tv86sXoDCfsyujQgghhFgYCZxWoDDU/PiRI/QOFLBMhReGaDRxx0IpqLoBpYqP7wdMFGs8+Ogx1rSlMQxFGGru/0U/+/snCIIQQ4FlGXh+iKE0WkOoNeP5KsPjZbaf10LvYJE779tPImazdlWmXsksGbfp6bA4PFDgzvsOkIhZrF0VBUEHjkxQLHvRr/bRKMCxTRwbKjUfzw84PBCtUK1p2yxfTiethDyouTi2yc4Nrezc0MorX6Q5NlKqV+nb3z8xY5thGGoOHcvX/3x4wKK9KUl7U4L2pjhD41V+8dQQHc3rVszPXZ9sm99kAQpHqvkJIYQQ4jQkcFqBhnMV9k1+WY3ZBsWKh2Wa9S9z9mQgNF6o0dGapm+wwHCuQkdzkuFchccOjtUT6k3TiL40ao2hFFpFX3z9IGRovMq61QGphM2BIzku2Ng66wujUopUwuLAkRw7N7ahlKJY8RjLV6Mv01pjmQZBqAlCjWkYOLaJ50db+Z7uy9XvTRx3Yh5UqepTc5cnD2que1vdlmZ1W5qXXLGWUtXj8YNj7Nk3wqMHRilVvBnHl6t+vW+UObmSmctX2NzTxPqu7PI8xDxM/b1wwwD3hGp+tmXgWCaWpbAtU4pPCCGEEEICp5WoMllMAACl0KHGMI+/P/VbfD+IgqGKH1Kp+fVzK9UAPfkFXKmpL4igjMkFIqI/+36I74cYSuEHGmXM/eXQMKL3zcmgyvdD/CAknBzXNBVBqOvbzqL702itqbpB/d7E3Op5UNP6QQXLvQQ1TSpuc+m2Di7d1kEYan6yd4Dv/vgQpapPoezOODYINSO5KiO5Kn/3lf+huz3Njo3RSta6zoYVswI1lxnV/NyAqhvMKD7h2Ma0XlNSFl0IIYR4rpHAaQVKxCzisclISWuUoQg1mJPf08LJL9WWqQi1xrEMEjGrfm4iPrU6dTyYmfxjvSiBmtzCZ1kGXs3HMhU6nFkcYEoYaiwzyq8C6iWgDRWNE4a6/tv64/enUEoRd8z6vYlTq/eDStiUq1E1vmCZ86BOZBiKDV1Z1nZmSCdsQDE0XmZovMJIrjIr4OsbKtI3VOS7Pz5EOmFz/voWdm5sZft5zSTj9vI8xAKcWHwCjudLWaaKtvdNy5cCME7yCwghhBBCnNvkG+0K1JZNsLGrkaPDJWpeSMwyqHoBhjJRCrzJgg9NmRilisem7ixt2UT93PPPa+bgkTylICQIQqzJnI1walVIgWUatDfFScZMRnIVOltTFCs+LY16xnY9rTWlik9na5pSxaO1MU4qbtHcEKdQckEp/CAkZk/9Bl7jesFkeWhzxr2J+TFNg0wqyoOquD7liocXrJwAqrkhzqqWFL2DRTpbkvSsaqBnVQNBGDKaq3LoWJ7SZAGM6YoVj92PDbD7sQEMpdjQ1Rg1393QQmdr6pzJK5oKplxf456QLxV4Ll5gUnUDbCeoB1NCCCGEOPdJ4LQCGYbiqgvWcOhYIaqqh0KhqLh+fXUnm4lhWSbZdIwrdnTWt0AZhuLqC7t4/NB4vaqe50f5G1OLAaZSNDXEaW1K0jdUIpuO8Uu7evjJ3kF6B4u0ZuPEnejL30iuOuf7a9rTjE5UqOYCQBECrhfgBzrKzXIs1q3KcOXO1St6e9ZKZhiKVNwmFY8KSZQqPq7nL3shCcNQXLS5nbF8jWOjZZoyDjHbjH7+oWbbumauf14XhqF4ZF9U7nxf/0R9pRSiAiVP9+V4ui/HN3+4j5bGODs2tLBjQytbeppw7HMr4JjKl6q6PrlimfFClZqvpCS6EEII8SwigdMK1d2R4VUv2Tqtj1OI9jWmoepNZreubeaKHZ2zyn13d2R43ct3zujjFGgw1GQfp0wsKhWtYWNXY32MzpZUvU/T6ESIYxknfd/1Q7raMzSk/v/t3Xl4XGd5N/7vWWfVvluSJUuyLduSt9hxNseJkwZKCc0P8kJZUghrC6UFWkhCKRRoaUt4Q0JaAryEpg2kpdAQAqGFhKyQxLFj4siWN0mWLcmypBntM3POnOX5/TGjscaWrcXaRvp+rsuJPXPm+JnHR2fOPee579uDgREDI1ELRtyBosgoyPFia30J3nhFNUuRzxKvrsKrq4hbiZyxhc6DKisMYPe2ylQfp8HRODRFQlVJEJvG9XEqLQjgph1ViBk2mtvDaGoJ41BbCCPR9AIT4SEDz+3vwnP7u6CpMuqr8pJ3owqRn+NdiLc4Y2M5ha7AhCXRVUWCpinQFAmqqkBnFT8iIqKMwMBpEassycIH3tKInoEoTveNwhUCXk1FwKch4NNQlOu74N2cypIsfOKPLkN3fwTNbWGEh2IoyPZhXXU+FFWGGXfg86hp+6gsyUJ50Rr0DcYQM+0pPV+Q7UXfUAydvSMYHo2ngrqSPD/vNM2BRMn3s3lQMXPh+kGVFQZQkl+N/mEDZtyBR1eQn+2d8N/d51VxWX0JLqsvgSsETnYP42BrGE2tIZw6M5K2rWW7aGoNo6k1jP/AUZQXBdFQW4DG2kKsKs+GkqE5ROcu8ZMAYKyKX7LoxNlfmXXHjYiIaDlg4LTIybKEsoIAygqm30xUliWUFwZRXhic1msuVjp8oudnOj6aubE8qKA/sYwvZjoLUs5cliUUTjOHTZYkrFqRg1UrcnDzzhoMjZo4mOwZ1dzeDzPupG3f1TeKrr5R/PLlk/B7VWyoSSzp21BTkCxQkZlE8j9CCJiuk2ohIEmAJEvQlMTdKC7xIyIiWhwYOBFlsPH9oCzbRcywEYtbaeXhF7ucoAdXb1qBqzetgGW7aOkcTPSMag2hdyCWtm3UsLG3uQd7m3sgScCqFTnYWFeIhtoClBcFM37JW6okuiPgODaM+Nklfooinb0jlazix7u6RERE84eBE9ESoakytKCOLKEl+3nZiNvOgheTmA5NlbGuOh/rqvPx9hvXoKc/ioOtITS1hnH81EBaXpcQQFvXENq6hvDYc63Iy/KkqvTVV+dnXIGJC0mVRLcFrHOq+J27xE9VmC9FREQ0Vxg4ES0xkiTB79Xg92ppxSTcTIqgkkry/SjJX4kbtq+EYdo43N6PptYQDraGMRxJb747MGLihde68MJrXVAVGWur8tCYrNQ33eWEi5240BI/KdEGQFdlqGri9yqX+BEREc0KBk5ES1iqmIRfR8y04DoW1AwtPOD1qNiythhb1hbDFQIdPSM42JK4G3Wyexjjw0LbcXGoLYxDbWHgyWMoKwykCkzUlucsuXyh1BI/IeDE05f4ybIEXZOhysyXIiIiuhQMnIiWAUWWEPTpkIWNvCwP/B4VkoSMWsY3nixJqCrNRlVpNv7gmhoMR8YKTITR3B6GYaYXmOgORdAdiuDJPafg86jYUJOPhtpCNNQUIOjXF+hdzK3UEj9HwHbGLfGbIF9KVccaWBMREdGFMHAiWmaEYyE3ywNF1RExbJjxhW+qe6myAx5ctXEFrtq4Ao6TLDCRrNR3JhxN2zZm2th3uBf7DvdCAlC9IhuNtYVorCtERXHmF5i4mAvmS7G/FBER0aQYOBEtUx5dhSfZVDdiWDDM+S9nPhcURcbaqnysrcrHrbtXo28gmgqijp0agO2MKzAB4MTpYZw4PYzHX2hDTtCTWtJXX50Hr770T5EX6i8lSxLUZPEJXZOhKgo0lUv8iIho+Vr6VwVEdFFjeVCWz0XUsBAz7bTqdZmuKM+P3dv82L2tEkbcxpH2gVSlvqFRM23boVETvz1wGr89cBqqImF1ZR4a6xKV+oryLtzfbCkZ6y/lCAFnrPiEgUQBClmCnrwbpalc4kdERMsLAyciApAoBZ4T9CDo0xCJ2YiaFlxXYOmEUIBXV7F5TRE2rymCEAIdPaPJICqE9tPnFpgQONzej8Pt/fivpxIV/hprEz2j6ipzl1W1usRdKQCOQMyxETPPVvFTFTkVSCV+ZWbxESIioskwcCKiNIoiIzuoI+DXEDMsRAwbjutmTEPdqZIkCStLs7CyNAtvunoVRqJxHGpLLOlrbutH1LTTtu/pj6Kn/xSe2nsKXl3B+lUFaKhN/MoOeBboXSycsZLocddB/CIl0XVVYRU/IiJaEhg4EdGEFFlC0K/D79UQMy1EDRuWs/QCqDFZfh1XNJThioYyOK6Lts4hNLWG0dQaQncokratEXew/2gv9h/tBQBUlWWjsbYAqyuyIJbqBE3iYiXRFVmCxpLoRESU4Rg4EdFFybKEgC8RQBlxG5GYjbjtLNkACgAUWcbqlXlYvTIPb72+DqHBWCov6tipgVRFujEnu4dxsnsYAOD3yGg8AWxeW4J11fnwepbvaXZ8SXTrnJLosiylyqFrmgxVkZfV8kciIso8y/cTnYimRZIk+DwafJ7kHahkALWE6khcUGGuD9ddVonrLqtE3HJw5ORAKjdqYDi9wETUdLGnuRd7mnuhyBJWV+aiIVnuvCR/eRSYuJhz+0vFMHEwpaqJJX8MpoiIaLFg4ERE0zYWQJlxG6MxG3Er83tBTZWuKdhYV4iNdYUQQqCrbxQHk0v62rqG0u7EOa7AkZMDOHJyAD9++jiK8nypAhOrK/NY3jtpsmBKTy7vs20Xqqot9HCJiGiZYuBERDM21gvKtBxEl1AvqKmSJAkVxVmoKM7CG6+sRqh/GM/tPYpwVMfRk4OIGOkFJvoGYnh6Xwee3tcBj66gviofG+sSgVROcPkVmLiYc4MpADANA/2jFvqHTcTdZLNeJVHJT2ZZdCIimmMMnIjoknk0BZ4l3AtqqgI+DWvLfaitrYXu8eDE6eHEkr6WMLr6RtO2NeMODhzvw4HjfQCAlSVZiea7dYWoKsuGLDEQOJcrBOJxC0bchhSzUs16x5dFVxUJarKqn8Q5JCKiWcTAiYhmzfheUFHDRsS04DpLqxfUVCmyjLqKXNRV5OKWXXXoHzJwsC0RRB052X9egYlTPSM41TOCX7zYjiy/hg01hWisK8D66gL4vDxVT2SsWe+5ZdEhAbI0djeKPaaIiGh2zOjTePfu3Rf8Jk+WZfj9flRVVeG2227D9u3bL2mARJR5FEVGVkCH33e2kIS9BHtBTUd+jhfXbqnAtVsqELccHDs1gKbk3aj+YSNt25GohZcPduPlg92QZQl1FTmJAhO1hSgt8PNOykWMBVOOEHBcB+b4HlOyBE1J3I1iWXQiIpquGQVON998M/71X/8VgUAA1113HQoLCxEOh/H8889jYGAAN954I06fPo33vve9ePDBB3HllVfO9riJKAMosoSgT0cgWcp8OVXiuxhdU9BQW4iG2kL80e8JdIciaGpNNN9t7RxKyxNzXYFjpwZx7NQgHn2mBYW5PjTWFqChthBrVubyLsoUpHpMOQKOc06PKSVRyS/RsJdL/IiI6MJmFDgNDg5i/fr1ePDBBxEIBFKPG4aBj3zkIygqKsJ9992Hz372s/jmN7/JwIlomRtfytyM24ia9rIrJHEhkiRhRVEQK4qCeMMVVYgYFg6f6EdTSwiH2sIYjVlp24cGY3jm1U4882ondE1GfVU+GusK0VBTgLxs7wK9i8yTKj5hC1h2opLf2BI/LVlwQtMkqIrC6odERARghoHT//7v/+If/uEf0oImAPB6vXjf+96HO++8E5/73Ofwpje9CX/xF38xKwMloqVhrBKf7XcRjdmIxpdvHtREAl4N29aVYNu6EriuQHv3MJpaQzjYEkJHb3qBibjl4vWWEF5vCQEAKoqDySV9BVi1IoeV5qbh3CV+huVAMgAJiSXoYyXRteSdKYVzS0S07Mw44zgSiUz4+MjICGw7UYJXVVUueSCiCamKjOygjqCbyIOKmQ7itrOs86DOJcsSaspzUFOegz+8thYDIwYOJpf0HWkfgGk5adt39o6is3cU//tSOwI+DQ01BWioLcD6mgIEvOx/NF2Ju1KA67ipkujSuVX8xpb5KVziR0S01M0ocLrqqqtwzz33oK6uDuvWrUs9fuTIEdx77724+uqrAQBPPvkkamtrZ2ekRLQkybKEgE9HwAcu45tEXpYXOzeXY+fmcli2g+Mdg2hqCaGpNYzQYCxt20jMwp5DZ7Dn0BnIUiIAa6wrQGNtIcoKA7zInyExQRW/sWBKS+ZIqaoEXVVYeIKIaImZUeD02c9+Fn/8x3+Mt771raisrER+fj7C4TA6OztRU1ODv/7rv8avfvUrPPLII7jvvvtme8xEtESNX8YXM2xETQuOK3gXagKaqmD9qgKsX1WAt98o0NMfRVNLCAdbwzjeOQh3XAUOVwi0dA6ipXMQP3m2FfnZXjTWJQpMrF2ZB11jgYmZShWeEAJOfOLCE5oqp/KmuHySiChzzShwKioqwk9/+lM8/vjj2LNnD/r7+1FbW4uPfexjuPnmm6EoCmpqavDDH/4QGzdunO0xE9ESpybLmQd8yWp8hg2L1fguSJIklBYEUFoQwO/tqELMsNHcHk4t6xuJpheY6B828Nz+Ljy3vwuaKqO+Ki9V7jw/hwUmLtW5hSeAcXellPS+Uiw8QUSUOWac46TrOm699VbceuutEz5fV1c340EREQGJZXx+rwa/d1w1vriTdjeFzufzqrisvgSX1ZfAFQKnzowk70aFcPLMSNq2lu2iqTWMptYw/gNHsaIogMbaQjTUFqCmPAeKzAv72TC2xM+coLeUriqJgEpLBFMsPEFEtDjNOHD67W9/i2eeeQaxWAyu66Y9J0kSvvKVr1zy4IiIxowt43McF1HDRsxkU92pkCUJ1WXZqC7Lxs07azA0aqbuRDW398OMpxeYON0Xwem+CH758kn4vSo21CSW9G2oKUDQxwITs2V8b6mYYyOGs0v8VEWCpinQFCl1V4o5aUREC29GgdP3vvc9fPWrX4XH40F+fv55J3Se4IlorijJZXxBP5vqzkRO0IOrN63A1ZtWwHZctHQMoqk1hKaWEHoH0gtMRA0be5t7sLe5B5IErFqRg8ZkufPy4iDP9bNsbIlf3BaI2y4k4GxvKVWGprC3FBHRQppR4PT9738fN998M/7+7/8euq7P9piIiCaV1lTXchAzbRimDddlT6ipUhUZ9dX5qK/Ox/+5YQ16+qM42Jqo0nf81ACccdGoEEBb1xDauobw0+dbkZflSfWMqq/OZ4GJOZDWWyruwMBYbykJsiyxtxQR0TybUeAUCoVw6623zlvQ5Lou/vmf/xk/+tGPMDIygu3bt+Pzn/88Kisr5+Xvn0uuK9A3GEN4NIZnXjmJ5tYwhiMmJEmG36chN6BBU2TEXaAkz4vhiInW0yMwDQceXUaWX4XjJvIUdF1B0K/BMm309McQjU/tAtKrArlZOqCoyPYryPZ5cLpvEGcGbLgC0BVAkQHLAWQJEC5gTWHHRVkyPF4vXOHCNG2MxGzYDuBRAVVVIFwBn1dBIOBBlleD61joHxpF5KdnIFwg6FOxpioHUcPFaMxGwKsgP8eHsvwADreH0NI1lEi8FoBXV1CY58Pl64rRO2jC79NRWRqELCQMDBswLRe5+R68dqgXI9E48rI8qCgN4FDLAKKmherSLJQVB9F1ZhivHevFUNSBIksoy/eiekUQxzuikCSBiuIgrtlSDtsGfD4Vof4oBkbiyPKruGxDKXRZgWk58HlUZHk1PL2/A70DURTn+XHjtpVQVRlHTw1gcMSA4wp4NAXD0TgAIDfLg6IcH1492oNXD59B3BJYW5WLVeW5MOMOPLqCtdX5UCU59XcU5fqmXKXLtl0cbh9A86ko4BvApjVeqJN8az12fMZMGz6PioJsL8LDBiIxCzHThsejwDQdeDUFhuXA51UR8Gpp47JtF0dPDWBo1ERO0IO1K/Mgy1LafqfzPiaiKTKGrLO5Ix5NgSOmVo3Ptl2c6B7GSCSOrICOVWXZk87LXHJdgf5hI/Vvnp/tnbdKbCX5fpTkr8QN21fCMG0cbu9PNN9tDWM4Ek/bdmDExAuvdeGF17qgKjLWVuWhoTZR7rww1zcv412OUoUnHHHR3lJjARXvCtKFTHRuXshzHy0f515bXOo1wHyaUeC0fv16HD9+HDt27Jjt8Uzom9/8Jh555BH84z/+I0pLS3H33Xfjgx/8IH72s59l9B2vjp4RvNR0Gr/eewqnQ9FznnUwMGqhq+/sI80n0reIWS4GI/Y5r4thugwbODMQBxDHGQBAevJ43AHgnP+6yfSNuMDIue8LiFlIRGEARk0XfUPWOVsk3tNIzEZ3vzGlv2sk5qBvKI7D7UPTHyiA4x3D5z1mOwLtPTG095yd086+KF4+1DvhPv79F0eQE9RRVZaN/mED3X0RWE4isJMk4KEnmpET0OC4AqNRC5bjQrhILsVJ7MNJTxfE0VODqd+rigRFkZEb0LGiOIjcoAcVxUFc2bgClSVZF31/rzSfwc9eaEVX7ygMM45nDh5EeXE7bt5Zi8vXl074mrHjs7N3FHHLhWUnGtQ6rsDQiImIYcG2BSQp8c24qkgIeHWUFvixtioPVzauQHc4gp+90IruUAS2LaCqEvKyvCgr9AOQELdc6Jo85fcxlXH6vQqqyrKxqa4IWQEP4pZ9wWV8r7f04el9HegbiMKxBRRVQlGeH7u3VWJjXdG0x3KpukMRvHasF2fCEVi2gKYmquVtXlOMssLAvI7F61GxZW0xtqwthisEOnpGcDDZM+pk93DalzK24+JQWxiH2sL44ZPHUFYYSAVRteU57Gc0x9hbiqZr7DNh/Lm5rDBw0c8Eotlw7mf2pV4DzLcZ93H6xCc+Ab/fj02bNsHnO//bxRUrVlzy4AAgHo/je9/7Hv7qr/4K1113HQDg61//Onbu3Ilf/epXePOb3zwrf8986+gZweMvtGH/kZ7z8gooMzmuwMCwiWgsDNNyIQBIADRVguMKmHEHvXEHqgIAEoQ7finO5Pu3HQHHcRCyDUACcoMetHYNo2/QwFt21lzwhPNK8xk89PNDiMRsZPtVeBUbiqbi1JlRPPTzQwBw3gfl2PE5HImjKNcL03JwpH0EAyMmHMeFR1MQt13ELReO60KWAI+mQlVs9A5EEbcTF9KnQxHELRe5QR0eXcFINI4Tp4dx8swINtYVoKosB2bcntL7mMi54/ToKsy4jeYTAzjdF8FbdtaiON+XKiYxfhnf6y19ePSZFsQMG1kBDXpQQdxy0N0XwaPPtADAvAZP3aEInt7XgdGYhfwsHbqmIm7ZONUziv5hE7u3Vc578DRGliRUlWajqjQbf3BNDYYjcRxqC6OpNYTmE2EYZvo3K92hCLpDETy55xR8HhXrV+WjsbYQG2oLkOXP3C+7MgV7S9HFjP9MGDs3m3Hnop8JRLPhQp/ZM70GWAgzCpze+c53wnVdfPazn73gMoDDhw9f0sDGHDlyBJFIBFdeeWXqsezsbKxfvx579+7NyMDJdQVeajqN8GAEfQyalhQBwLASt41kCYAEuAIYX3jSdsa2nD5ZTizTGRwxERqMYv2qAnT0RvDywW6UFwXPuwCybRc/e6EVkZiN0gIfhBCIOjJ8XhV+n4Yz4Rh+/ps2bF1TnFqiMXZ8DkfiWFkSBACcOD0M2xHQVRnDpg0hEqXCZUnAQSJXBlLitbYjYNsOOnpGEbcdrCrLhizLiaR3y00Fku3dI6guy4bfq2FliYpTPaMXfB8TOXecY+ei8ft7sek03nb9auQEPQj6dcRMCzEjkQv1zL4OxAwbhXleyEi8d58uw6MrCA0YeObVDqyvLpiXpSuuK/DasV6MxiyUFfhT78Xr0VCmq+gOR3HgWC9K8qsXxUVudkDHlY1luLKxDI7joqVzKJkbFcKZcPpd5php49UjvXj1SC8kANUrspPlzgtRWcICE/Nlqr2lbEdA01g9cak69zNBlhLnN79XhtejTPiZQDQbpvKZPZ1rgIUyo8Dpy1/+8rx92J05k1g8VlZWlvZ4cXFx6rnpEkIgGj1/CdlkYrFY2v9nqncghvbTg+gfNpjEvoSN/YhcrFiBhOmFUK4LaGpiaVRPfwQVRQHkBlSc6BrAqe5+FOel3/093D6Art5RZPtVCCHgJtcCuo4LWUnkyHX2jODAsW6sq84DcPb4zA3osG0bkZiFwREDqgwMWw50VUYs7sCnK3AEoMgSbFdAUwHTcuD3qOgdiMKI21AUCXHLgaYJWJYLI25DU2UorsBIxMSZ0CiKkmO+2PuYyLnjPNdE+5MBBDxAx5lRCAGUFfgSifdu+h2TgE/FmVAER9r7UFuePeV/H9Mw0/4/Vf3DJjp7h5Hl0+A457+XLJ+Cjt5hdPcNIT/bM619z4eVxV6sLK7Am66sQGjIQPOJARxuH8DxziE4426nCiSC8BOnh/H4C23ICehYV52L9avysKYyFx794gUmZjq/NDWSJMEy4xgYtdETGkYgYENVZGiKBFWVIVj7/5LN1nXETJ37meCI9HPfRJ8JmWah53ipm+n8zuQze74IIaYc18wocHrrW986k5fNyNg/zLm5TB6PB0NDM8tnsSzrku6Itbe3z/i1ANAzaCHcP4SRkXNze2gpGbvGuFiZ7OlehggkgichgJgRR1+oHz5dQnjERvOR4wjnpn9T3HwqCsOMw6vYiDpnvz00jETumOu6MEwXzUfbgJgfwNnjE5aKyIiEUcNBNGZClQHLciFLAq4LWLYNN1kwxBWAbQu4AjBNAcN04TiJcsqRaBS6KiNuC1iWDSgShEjcmeoLDwD2aHIs4oLvYyLnjvNcF9vf4Y4ohkaiKMnVISsKjLiDWMyCmcy9c4WLeNxF64kOwPBO+d9nTGdX57S2Dw/bGBwcAQIqYpGJ38tgxEZLazsKsmfcfm/elGcB5Y0e7FpXhI6QifbeOE72mogY6Ul8Q5E4Xj7Ui5cP9UKWgfJ8HdXFHlSV6MgNXPh9Tnd+afqOtbZDkhLV+2RZhqIo0JN5looCKBIgQUCIxK9z+znSxV3qdcRMXegzYcxEnwmZaqHmeLmY7vxeymf2fJhqzYQpfwI/9thj2LVrF/Ly8vDYY49Nuv0tt9wy1V1flNebuGiJx+Op3wOAaZoT5lZNhaZpqKurm/brYrEY2tvbUV1dPeO/GwAKBmI42NUC042gd3hk8hdQRhr78kLGhYOn6d5xkpBcrucCPq+OosJkHzUtjvX1ded/S+MbwDMHD0LRVPi8KlzHhWEY8Hq9kBUZUcOG12Nj/dqa1LeLY8dnll+H36vCH7PQNzIAWQKilgnhCsiyA01V4CIRHMlIVkpE4ksNV7Jh2nHIioSA3w9Nk6FZLiLxGBRZgusKqMJFUUFe6o5T1LAv/D4mcO44z3XR/fkG8HTTQQxGBXKzFGQHdeRm+2E7LqKmjYFhE7pjo3ZV5bTvOHV2daKivAIe79TvDOUNmzjWexIBrwaf5/y7LjHTATQLdbVVi/KO08XUr038XwiB06Eomk8MoLl9ACe7R9KOfdcFOkJxdITieKEZKMr1Yv2qPKyvzkNNeTZURZ7x/NLUTWWOJUmCJCWW6+qKDCWZL6Uqicp+dGGzdR0xY+d8Jpxros+ETLPgc7zEzXR+L+kze461tLRMedspB0533nkn/uu//gt5eXm48847L7qtJEmzFjiNLdHr7e3FypUrU4/39vZi7dq1M9qnJEnw+2f+TYrP57uk16/0+lC9IhdG3EFb1wiX6y1RIlkdQpYlCGfi5XrT/beXZcB2E+W3S/IDyA560dEbQV1FHlaW5Z+3LnjTGi/Ki9tx6swo/D4NcvKiRlYSZYpHojaqyrKwaU1Zaj372PHZ2jWM7KAXOVkqcrNi6B82EuXTI3F4NAWQJCgSYCVzn9xkWXhHAMV5fphxF3Hbga4pkGUZskeGV1cRNSw4rkB2wIPSwmAi/0kIDEaMC76PiZw7zvG32Sfb37nzYjuJqoBej4rcgArLAlYUB1FfXTSjdf4er2daHyhlHi8qirNxqmcUQb/nvPcyEoujqiQbZUU5i3rt92TqVvpRt7IQb9kFjEbHCkyE0dwWRtRMX7rRN2jgud9147nfdcOrK1i3Kh9rK7PhgzPt+aXpm+ocCyTOSY4LSDYgSSKxvI9l0S/qUq8jZuq8zwTp7PnNFe6EnwmZaqHmeLmY7vxeymf2XJvO+WnKgdOvf/1rFBUVpX4/X+rr6xEMBrFnz55U4DQ8PIzm5ma85z3vmbdxzCZZlnBl4wr0DRooyhtlVb0lRALg0WWYcReuACQByCog5LOlxseq6jkXCKYuxnETOUV5WR4U5vrR0RtBTkDHFQ1lE55oVFXGzTtr8dDPD+FMOIYsvwrXdRE1bIxEbQR8Gt58TU3aB+T44/NUzygKc71YURTAUMRE3HahqXKqqt7YnTTbcaHIMiQ5UbVLVRXUVeagqy+CM/0x5CQrN+majKFRAVmWUFWWBQEgYlgIDRoXfR8TmWicXj2x7G6y/Z07L2PjG4rEMRyJozDXhzdfVYP8bC8ippXIU5vDbzhkWcLmNcXoHzbRHY4iL0uHR0v0BBsYiSPLp2HTmuKMDprOFfTr2NFQhh0NZXBcF21dQzjYGkZTSwinQ5G0bY24g98d7cPvjib6M1S+HsPG1cXYWFeIytIsyLwoX3Bplfzcsz3VcG6PqeT5QVPkJXU8Z4oLnfvMuIOh0fiEnwlEs+FSPrMXkykHTuXl5anf7927N7Vs71x9fX147LHH8KEPfWhWBqjrOt7znvfga1/7GvLz81FeXo67774bpaWluOmmm2bl71gIlSVZeMvOGhTlei/Qx4kyjSJLyE32cQqP6+NkJXsdeTwKcvxn+zi5iTJXAC7cx2m8VB+noAcrihJlqesqcnBFQ9lFy3eOlZU928fJhdeT+FbxzdfUTFh2duz4TPVasF2U5PmRl+WF47oYGjWBmAVZllLLDVVFgk9XUZLnR311Pq5oKEvr4zQciUNVJNSUZ6O0INHHqasvAl2Vp/Q+JnLuOMND7pT3N35exo9vZWliXrbWlwAAAj4NsbiNmGHDsp2L5qxdirLCAHZvq0z1cRocjUNTJFSVBLFpAfo4zSdFlrG6Mg+rK/Pw/11Xh/BQDE2tYRxsDeHoyYFUFbgxHb0RdPSewBO/PYHsgI6GmgI01BZi3ap8+DyLPwdsuRhrt3Buj6nxwZSWDKY0RYaqKlAW+UXTUnChc9/FPhOIZsOlfGYvFpKYQZmcdevW4Yc//CE2btx43nPPP/88Pvaxj6GpqWlWBggAjuPgnnvuwaOPPgrDMLB9+3Z8/vOfR0VFxbT3NTauxsbGab82Go3i8OHDWLdu3azd/h3rnhwejeGZV06iuTWM4YgJSZLh92nIDWjQFBlxFyjJ82I4YqL19AhMw4FHT1RFc1zAsl3ouoKgX4Nl2ujpjyEan9odDa8K5GbpgKIi268g2+fB6b5BnBlINA7VFUCREz1rZSmRX2NNYcdFWTI8Xi9c4cI0bYzEbNgO4FGT+TCugM+rIBDwIMurwXUs9A+NImKpEC4Q9KlYU5WDqOFiNGYj4FWQn+NDWX4Ah9tDaOkaSlxQJZeIFeb5cPm6YvQOmvD7dFSWBiELCQPDBkzLRW6+B68d6sVINI68LA8qSgM41DKAqGmhujQLZcVBdJ0ZxmvHejEUdaDIEsryvaheEcTxjigkSaCiOIhrtpTDtgGfT0WoP5q4I+BXcdmGUuhy4i6Bz6Miy6vh6f0d6B2IojjPjxu3rYSqyjh6agCDIwYcVySWvkXjAIDcLA+Kcnx49WgPXj18BnFLYG1VLlaV58KMO/DoCtZW50OV5NTfMZ1u27bt4sCxbjQfbcP6tTVTWopxbnfvgmwvwsMGIjELMdOGx6PANB14NQWG5cDnVRHwamnjmqg7vSxLs9o1/FK6kE80vgvNixm3ETVtGHEH7gQRVCwWQ2trK2pra2e8lMx1BfqHjdS/eX62d9F/AzeX4paDoycH0NQawuvH+zA4Gr/gtoosoa4yF421hWisK0RJPpfpTNdsHMMzMdZnSk1W8BvrM7XUgqm5uI6Yqemc+zLJYprjpWg25vdSPrPnwnRigykHTh/+8IfR2toKAOjq6kJRUdGEFSjC4TDKy8vxxBNPTGfM82axBU50Fud37nGOZ4ftuIgZiSDKcd3UMr6FuuhcLqLRKF557ShG7CCOnhpCa9fQRZdQFuX5kj2jCrC6Mg/aErgonGuL6Rg+r2mvcjZvSsnQIhQ8B889zvHcWorzO53YYMprGv7kT/4EP/rRjwAAP/nJT7B+/Xrk5+enbSPLMrKzs+e1XDkR0XxTFRlZAR1Bv4aYmVjGF7edyV9Il0SSJBRma9hRW4Gbr12NSMxC84lEgYlDrSFEjHMKTAzE8PS+Djy9rwMeTUF9dT4a6wrQUFOI3CxW5VvsLti0F4ky6WeDKQmaqrCiHxHNuSkHTlu3bsXWrVtTf/7oRz+KysrKORkUEVEmkCQJfq8Gv1eDaTmQ4cCra2CtgvkR8GnYvr4U29eXwnUFTpweSuVGdfaOpm1rWg4OHO/DgePJAhMlWWisTeRGVZdlL+vlkJkkFUw5InHnF2eDKUkG9GThCVWVoCoK7zIS0ayaURbtP/zDP1zwuWg0in379uHaa6+d8aCIiDKNR1OQ5deQE9SQE/DAhQx73DI+mluyLKG2Ihe1Fbm4ZVct+ocNHGwN4WBrGIfb+88vMNEzgo6eEfzixXZk+TVsSBaYWL8qH37v/DdfpJkbC6bgADHHHhdMAZIsQVMSwZSmJQpSqArLoxPRzMwocDp9+jS+8IUv4JVXXkE8PnGi7uHDhy9pYEREmcixLfi9Knw+H4y4jahhI27NXTU+mlh+thfXbqnAtVsqYNkOjp0axOstIRxsDSE8ZKRtOxK18PLBM3j54BnIkoTaihw01hWisbYQpQV+XmRnoFTRUkfAcWwYACQjGUxJUrKan5z2f/47E9FkZhQ4feUrX8H+/fvxf/7P/8H+/fvh8/mwefNm/Pa3v8WxY8dw//33z/Y4iYgyiiRJ8Hk0+Dwa4paTyIUy7URPqIUe3DKjqQo21BRgQ00BhFiD7nAk1TOqtXMo0RogyRUCxzsGcbxjEI8+04LCHC8aklX61qzMhZZoxEYZKBVMCQEn7gBwkoHUOeXR2biXiC5gRoHT3r178clPfhLvec978P3vfx9PP/00Pv3pT+NTn/oU3v/+9+PXv/41brjhhtkeKxFRRtI1BbqmIOjXETOtRE8oh8v4FoIkSVhRGMSKwiBu2lGFiGHh8Il+NLWEcKgtjNGYlbZ9aMjAs/s78ez+TuiajPqqfDTWFaKhpgB52d4Fehc0W9i4l4imY0aBUyQSwdq1awEANTU1+Od//mcAgKIoeNe73oV/+qd/mr0REhEtEYosIejTEfBqyWV8TnIZHyOohRLwati2rgTb1pXAdQXau4dxsDWEptYwOnpG0raNWy5ebwnh9ZYQAKCiOJi4G1VbgFUrcnhBvURM2rhXlqBpChv3Ei1DMwqciouLEQolPjiqqqowNDSEvr4+FBUVITc3F+FweFYHSUS0lIxfxmfZDqIGl/EtBrIsoaY8BzXlOXjLtbUYHDFxsC2EppYwjrT3w7TSS8539o6is3cU//tSOwK+RIGJxtoCrF9VgICPBSaWkvRgSiB+Tnn0VOPe1HI/BlNES9GMAqddu3bh3nvvRWlpKbZs2YLS0lJ873vfw8c+9jH893//N0pKSmZ7nERES5KmKsgJJpbxGaaFKJfxLRq5WR5cs6kc12wqh2W7ON4xgKaWRKW+vsFY2raRmIVXDp3BK4fOQJKA2vLcRM+o2kKsKAwwV2aJGqvoF7fPD6YmatwLJFbnEFFmmlHg9Od//uc4ePAg7rvvPjz00EP45Cc/iTvvvBMPPfQQhBD4whe+MNvjJCJa0hRZQsCnI+DTYcZtRAwbZpzL+BYLTZWxflXibtLbbxTo6Y8mCky0hnC8YxDuuLKJQgAtnYNo6RzET55tRX62Fw21BWisLcTaqjzoGi+cl7KLNe6NWyZiFhAxbEiKxca9RBlmRoFTXl4efvSjH6G3txcA8Ja3vAUrVqzAa6+9hg0bNqCtrW1WB0lEtJx4dBUeXYVlu4gZNqJxK7GMjzHUoiBJEkoLAigtCODGy1ciZthobg/jYLL57kg0vcBE/7CB53/Xhed/1wVNlbG2Ki+VG1WQ41ugd0HzaSyYsiwHw6MGhkZNWK6catyrKUqiCAUb9xItatMKnJ5//nn85Cc/gSRJ+MM//EPs2rUr9dy2bdsAAH/3d3+Ho0eP4t3vfvfsjpSIaJnRVBlaUEfQ1RCL24gZNuK2wwBqkfF5VVxWX4LL6kvgCoFTZ0aSS/pCOHkmvcCEZbvJACuM/wSwojCQLHdegJryHCgyL5iXi/GNex3HhhFn416ixW7KgdPjjz+Oz3zmM9A0Dbqu43/+53/wjW98A7/3e7+HwcFB/N3f/R2eeOIJKIqC22+/fS7HTES0rMiyhIBXQ8CrwYzbiJo2DJPL+BYjWZJQXZaN6rJs3LyzBkOjJg61JZb0HT7RDyOeXmDidCiC06EIfrXnJPxeFetXJQpMbKgpQNCvL9C7oIXCxr1Ei9uUA6d/+7d/w6ZNm/Dggw9C13Xcdddd+Jd/+ResXr0at99+O7q7u7Fz50589rOfxapVq+ZyzEREy9bYMj7bn1zGZ9pwXBaTWKxygh5ctXEFrtq4ArbjoqVjEE2tiQITPf3RtG2jho19h3uw73APJAlYtSIHDbUF2FhbiPLiIC+Ql6npNO4d6zvFY4Vobkw5cGpvb8eXv/xlBINBAMCf/dmf4U1vehM++tGPIh6P47777sMb3vCGORsoERGdpSoysgI6gn4NMfPsMj6XAdSipSoy6qvzUV+dj/9zA9A7EE1V6TveMQDbSS8w0dY1hLauITz+fBvysjxoqE1U6auvyodHZ4GJ5WxajXsVGZqqsM8Y0SyYcuAUjUZRVlaW+nN5eTmEEFBVFY8//jgKCgrmZIBERHRhkiTB79Xg92owLQcx04Zh2nAYQS16xXl+3LB9JW7YvhKGaeNwe38i/6kthKHReNq2AyMmXnjtNF547TRURcaalblorC1EQ10hinJZYILYuJdoPkw5cBJCpPUeGPv9Jz/5SQZNRESLgEdT4NEUOD4NUS7jyyhej4ota4uxZW0xXCHQ2TOCpmSVvvbTw2mNkW3HRfOJfjSf6McPnzqG0gJ/IoiqLURdRQ4UlrempGk37lVkHj9EFzGjcuTjFRcXz8Y4iIholijnLOOLGjYsLuPLGLIkYWVpNlaWZuMPrl6F4UgczckCE4dOhGGY6QUmzoSjOBM+hSdfOQWfR8W6VflorC3EhpoCZAdYYILON5XGvaosQ9PkVEU/IpqFwIkJiEREi1PaMj5W48tY2QEdVzSW4YrGMjiOi5bOIRxsDaGpNYQz4fQCEzHTxv4jvdh/pBcSgKqybDTWJXpGVZZk8TObLuhijXtlORFMJZb4SWzcS8vWtAKnv/3bv00VhxDJD96/+Zu/QSAQSNtOkiT827/92ywNkYiILtX4anzRWLKpriPAECqzKEqige7aqjy8bfdqhAZjqSp9R08OwHbc1LYCQHv3MNq7h/GzF9qQE9TRUFOIhtoCrKvOh9dzyd+d0hKXCqYcAdtxEQODKVrepnzW3L59O4CzAdOFHpvoz0REtDioiozsZFPdqGkhZtiwHOZBZarCXB+uv6wS119WCTPu4MjJ/uTdqDAGR8y0bYdG4/jt66fx29dPQ1UkrK7MQ0NtARrrClGc51+gd0CZZqrBlKYl/s+cKVpKphw4Pfzww3M5DiIimkeyLCHo0xHwajDiiTyouMU8qEzm0RVsWl2ETauLIIRAV+8omloTuVEnuobOKTAhcLi9H4fb+/GjXx9HSb4fDbUFWFORBR4ENF0XC6bGcqZSBShYzY8yGO/TExEtY5IkwefR4PMkyplHDYt5UEuAJEmoKMlCRUkWfv+qaoxG4zjUFkZTaxjNbWFETTtt+57+KHr6o/j1XkBTJaw7amPz2hJsqClATtCzQO+CMtnFcqZSwVRqqR+DKcoMDJyIiAjA2XLmzINaeoJ+HTsayrCjoQyO66KtawgHk3ejTvdF0ra1bIHXW/vxems/AKCqNAsNtYVorCvEytIsyCwwQTN0sWBKVRJ9pjQ27aVFjIETERGlGZ8HFTOtRDlz5kEtGYosY3VlHlZX5uH/u64O4aFYovFuawhH2gdgjSswAQAnz4zg5JkRPPHbE8gO6NhQU4CG2gKsX1UAHwtM0CU6tzR6WtNeRYauysl+Uwp0VWZlSFpQPOMREdGEZFlCwKfDzzyoJa0gx4ddWyuwa2sFhoZH8cLeoxgwPDh8cgj9w0batsOROF5q6sZLTd2QZQmrK3OTzXcLUJLv50UtXbL0pr0O4paTFkydzZU6mzfF447mCwMnIiK6KOZBLR+6pqC6xIMbamvh9XpxOhRJVOlrCaOtayjt39x1BY6eHMDRkwP48dPHUZTrS1XpW12ZB01lNTWaHeODKdN1YCaDKWksmFJlaIoCTZPgOAKqystbmhs8soiIaMqYB7V8SJKE8qIgyouCeMMV1YjELDSfSBSYONQWRiRmpW3fNxjDM6924plXO+HRFNRX56EheTcqL8u7QO+CliqBxDI/CAEn7sCAA8kADMPAYNTF0GgcjlBZFp1mFQMnIiKatrE8qEAyD4r9oJa+gE/D9vWl2L6+FK4rcOL0EJqSuVGdvaNp25qWgwPHQzhwPAQAqCwOoqGuEI21haguy2bSP80JIRJ3Qg3DRMSw4ErxC1byY/EJmgkGTkRENGPKuf2gYjbiNvOgljpZllBbkYvailzcsqsWA8MGDraF0dQSwpGT/Yhb6QUmOnpH0dE7iv95sR1Bn4YNNYklfetX5cPv1RboXdBycMFKfuPypcZ+qQrzpejiGDgREdElS8uDituImjbzoJaRvGwvdm4ux87N5bBsB8dODaKpJYSDrSGEhtILTIzGLOw5dAZ7Dp2BLEmorchBY11iSV9ZQYAXrjTnxEXzpRLV+1Q18XuVS/xoHAZOREQ0qzy6Co+uwvK5iBoWYqYN12Ue1HKhqQo21BRgQ00BhFiDM+EomlpDaGoJobXznAITQuB4xyCOdwzi0WdaUJDjTfSMqi3A2qo8aKqygO+Elov0fCkbRvxsfylZlqBr8rhqfmzWu5wxcCIiojmhqTJygh4E/TpiRqIflO0yD2o5kSQJZYUBlBUGcNOOKkQNC80n+nGwNYSDrWGMnlNgIjxk4Ln9nXhufyd0TUZ9VT4aagvQUFuI/GwWmKD5k1ri5wjYzkWa9bK/1LLCwImIiOaUIksI+nUEfBqipo1ozGIhiWXK79WwbV0Jtq0rgesKnDwzjKaWEJpaw+joGUnbNm65eL0lhNdbQgCOorwoiMa6RBBVsyKHif007y7UrFdO5kup6vicKd4tXYoYOBER0byQJAkBr4aAN1GJjw11lzdZlrBqRQ5WrcjBW66txeCIiYNtiZ5RR9r7YVpO2vZdfaPo6hvF/750EgGvivU1BWisLcSGmgIEfCwwQfNvrL+UIwQc1wEsJ3lXCpBkCbqqJJb4sST6ksHAiYiI5h0LSdC5crM8uGZTOa7ZVA7LdnG8YwAHW8Noag2hbyCWtm3EsLG3uQd7m3sgSUBteU4yN6oQK4pYYIIWTuKuFABHIObYiAEsib6EMHAiIqIFM1EhCYe3oJY9TZWxflUB1q8qwNtvXIOe/mhySV8IxzsG4Y47RoQAWjqH0NI5hMeea0V+tjeVF1VflQdd45IpWlgXK4muKnKyit/ZAhQM/BcvBk5ERLTgUoUkfBqiho2IacF1WImPEkry/Si5fCVuvHwlYqaNw2MFJtrCGI7E07btHzbw/O+68PzvuqCpMtZW5aUq9RXk+BboHRClGyuJHncdxM8riS5DUxRomgRVUaCpXOK3WDBwIiKiRUNRZGQFEoUkxvKgWEiCxvN5VGytL8bW+mK4QqDjzAheT/aMOnkmvcCEZbs42BrGwdYw/hPAisJAKoiqqciBIvOClBaH9JLoDgw4kIxEvpQsj1vepyWW+LEk+sJg4ERERIuOLEsI+HT4vRqMuI1ozIZp8kKB0smShKqybFSVZePmnTUYGjVxqC2RF3X4RD+MeHqBidOhCE6HIvjVnpPwe1Ssr8lPFZgI+vUFehdEExvLl3IdF7bjpuVLnVsSXVNk5kvNAwZORES0aEmSlCokocgOsoNeXhzQBeUEPbhq4wpctXEFbMdFS8dgqsBET380bduoaWPf4V7sO9wLCcCq8hw01CYq9VUUB5lnQovShUqiS8mS6BpLos8pBk5ERJQRdFWGTwMKc7xwJQ0x004rEkA0nqrIqK/OR311Pm69YTV6B6LJZXshHDs1ANsZV2ACQFvXENq6hvD4823IzfKgoaYAjXWFqK/Kh0fnBSgtTmMl0YUQMF0H5nn5Ukqy+ETi9ypLol8SBk5ERJQxHMeBqsjw+5OFJGI2oqYF12UhCbq44jw/dm/zY/e2ShhxG0faB9DUGsLB1jCGRs20bQdHTPzmwGn85sBpqIqMNStz0VhbiIa6QhTlssAELW7p+VI2jPjZJX6yLEHXzlbwU5kvNS0MnIiIKCOpiozsoI6AX0PMSBSSsF0WkqDJeXUVm9cUYfOaIggh0NEzioOtiXLn7aeH04Jw23HRfKIfzSf68cOnjqG0wJ8qMFFXkcumppQRUiXRHQHbGVcS/Zx8KU1VWBL9Ihg4ERFRRlNkCUH/WCU+G5GYxUp8NGWSJGFlaRZWlmbhTVevwkg0jkPJvKjmE/2ImXba9mfCUZwJn8JTr5yC16NgfXVBsm9UAbIDngV6F0TTd6F8KTmZL6WqMnRNZkn0cRg4ERHRkiBJEvxeLVWJLxKzELccMA2KpiPLr+OKxjJc0VgGx3HR2jWUWtLXHYqkbWuYDvYf7cX+o4kCE1Vl2WisLUBDXSEqS7Ig81t7yiBj+VKOEHBcB7DOlkSXZAm6qsCxbUiKtmzzSxk4ERHRkuPVVXh1FablIGpYMEwHLm9B0TQpiow1K/OwZmUe3nb9aoQGY8klfWEcPTmQWvIEJC4627uH0d49jJ/95gSyA3qqSt+66nx4PbzkoswzVhIdjkDMsRGLmRgYNtE3GEPUks5W8FMSVfyWetVT/hQTEdGS5dEUeDQFls9F1LAQM204y/SbUrp0hbk+XHdZJa67rBJm3MHRk/1oSlbqGxhJLzAxHInjxde78eLr3VBkCatX5qF+ZTaCsn2BvRNlBttx4LgClu3CssflS0kSVEVOVvE7W4BiKeVLMXAiIqIlT1Nl5ASTlfiMRCU+x2ElPpo5j65g4+oibFydKDDR1TuKpmRu1InTQ2k5do4rcKS9H0fa+wEAv3xtPzauLkJjbSHqKnNZIpoynkiWRI+7DuLnlUSXoSkKNE3K+HwpBk5ERLRsKIqMrMBYIYlEJT4WkqBLJUkSKkqyUFGShd+/qhqjMQuH2hJ3og61hRE10u8y9Q0a+PXeDvx6bwe8uoJ11floqC1EQ20BcoIsMEGZL70kugMDY/lSZ0ui+z0qPHpmhSKZNVoiIqJZIMsSAj49VUgiGrMRt1lIgmZH0Kdhx4ZS7NhQCsd1caJrGE2tIbx+vA/d4Wjatkbcwe+O9eF3x/oAACtLsxI9o2oLUFWWzQITtGScWxJdU2Vk2tcEDJyIiGjZkiQJPo8Gn0eDGbcRMWyYcRaSoNmjyDLqKnNRV5mLN+4ox2sHjyHiZuPoqSEcOTmQyhEZc+rMCE6dGcETvz2BLL+GDTWFaKwrwPrqAvi8vGwjWkj8CSQiIgLg0RPLRizbQcSwYbCQBM2BLJ+CzbWluHHHKsQtB0dPDSQq9bWE0T9spG07ErXw8sFuvHywG7IsYXVFbqJSX10hSvL9SyrpnigTMHAiIiIaR1MV5AYV2D4NMcNGxLTgspAEzQFdU9BYW4jG2kL80e8JdIciaEoGUW1dQ2l3Pl1X4OipARw9NYD/fqYFhbk+NCaDqNWVeRmdcE+UKRg4ERERTUBNFpLwjxWSiNmwXRaSoLkhSRJWFAWxoiiIN1xRjYhhobktjIOtYRxsCyMSs9K2Dw3G8MyrnXjm1U54NAX11XmpAhN5Wd4FehdESxsDJyIiootQZAlBn46AV0PMtBE1EoUkGEDRXAp4NWxfX4rt60vhugInTg+lekZ19o6mbWtaDg4cD+HA8RAAoLI4iIa6xJ2s6rLsJd+UlGi+MHAiIiKaAkmS4PdqqUp8kZiNuGWzEh/NOVmWUFuRi9qKXNyyqxYDwwYOtoXR1BLCkZP9iFvpBSY6ekfR0TuK/3mxHUGfhg01iSV961flw+/VFuhdEGU+Bk5ERETT5NVVeHUVcctBxLBgmKzER/MnL9uLnZvLsXNzOSzbwbFTg4kCE61hhAZjaduOxizsOXQGew6dgSxJqK3IQUNtIRprC1BWGGCBCaJpYOBEREQ0Q7qmQNcUWD4XUcNCzLThuiwkQfNHUxVsqCnAhpoCvP1GgZ7+KF5vCeFgawgtnUNwx90SdYXA8Y5BHO8YxE+ebUF+theNdQVorC3EmpV50DVlAd8J0eLHwImIiOgSaaqMnKAHQb+OaMxC1LThsJAEzTNJklBaEEBpQQA37ahCzLDR3B5GU0sYh9pCGImmF5joHzbw3P4uPLe/C5oqo74qH411BWioLUR+NgtMEJ2LgRMREdEsUWQJWQEdAZ+GWNxGNGbBchhA0cLweVVcVl+Cy+pL4AqBk93DONiayI061TOStq1lu4lS6K0hAEdRXhRM9IyqLcSq8mwoMsudEzFwIiIimmWyLCHg1ZKV+BKlzOO2w0IStGBkScKqFTlYtSIHN++swdComQiiWkM43N4PM+6kbd/VN4quvlH88uWTCHhVrK9JBFEbagoQ8LHABC1PDJyIiIjmkM+jwefRYMZtRE2bhSRoUcgJenD1phW4etMKWLaLls5BNCVzo3oH0gtMRAwbe5t7sLe5B5IE1JTnoDHZM6q8KMgCE7RsMHAiIiKaBx5dhUdXYfkcRA0bMdOGw1tQtAhoqox11flYV52Pt9+4Bj390VQQdbxjMO04FQJo7RxCa+cQHnuuFXnZnmQQVYj6KhaYoKWNgRMREdE80lQFOUEFQZ+GqGEjYlpwHVbio8WjJN+PkstX4sbLVyJm2jjS3o+m1hAOtoYxHImnbTswbOL533Xh+d8lCkysWZmHxtpEgYnCXN8CvQOiucHAiYiIaAEoipwqJBE1LcQMm4UkaNHxeVRsWVuMLWuL4QqBjjMjySISYZzsHk7b1rJdHGoL41BbGHjyGFYUBlI9o2oqclhggjIeAyciIqIFJMsSgj4dAa8GI24jkiwkwQCKFhtZklBVlo2qsmy8+ZoaDEcSBSYOtobRfCIM45wCE6dDEZwORfCrPSfh96hYX5OPhtpCNNQUIOjXF+hdEM0cAyciIqJFQJKktEISEcOGGbdZiY8WreyAB1dtXIGrNq6A7bho6RhMVerr6Y+mbRs1bew73It9h3shAahekZ3KjaosYYEJygwMnIiIiBaZsUIScctB1LQRM2xW4qNFTVVk1Ffno746H7fesBp9A1E0tYZxsDWEY6cGYDvjCkwAOHF6GCdOD+PxF9qQE/Sk8qLqq/Pg1Xl5SosTj0wiIqJFStcU6FqykETMRtS04LosJEGLX1GeH7u3+bF7WyWMuI0j7QM4mMyNGho107YdGjXxmwOn8ZsDp6EqEtaszEvlRhXl+RfoHRCdj4ETERHRIqcqMrKDOgJ+DTHDQtSwYbssJEGZwaur2LymCJvXFEEIgY6e0WQQFUL76eG0LwJsR6D5RD+aT/Tjv55KVPhrrEsEUXUVuVAUFpighZMRgVN3dzfuvvtu7NmzB/F4HBs3bsSdd96J1atXL/TQiIiI5o0iSwj6xyrx2YjGLFbio4wiSRJWlmZhZWkW3nT1KoxE4zjUlljSd6itHzHTTtu+pz+KnldO4alXTsHrUbC+ugANtYlf2QHPAr0LWq4WfeAUj8fx4Q9/GLm5ufjWt74Fr9eL+++/H+9973vx85//HPn5+Qs9RCIionklSRICXm1cJT4LccthIQnKOFl+HVc0lOGKhjI4jovWrqFUz6juUCRtW8N0sP9oL/YfTRSYWFmWjY21BWioK0RlSRZkFpigObboA6d9+/bh2LFjeP7551FSUgIAuPvuu7Fjxw48/fTTuPXWWxd4hERERAvHq6vw6ipMy0HUsGCYDgtJUEZSlEQD3TUr8/C261cjNBhL5UUdPTkA23FT2woAJ7uHcbJ7GD/7zQlkB3Q01BZgbWU2tHHbEc2mRR84rV69Gt/5zndSQRMAyMkGasPDwxd6GRER0bLi0RR4NAWWz0XUsBAzbRaSoIxWmOvDdZdV4rrLKhG3HBw5OZDKjRoYTi8wMRyJ48XXu/Hi692QJaD2UBybVhejsa4QJfksMEGzY9EHTkVFRdi1a1faYw8//DAMw8DVV189o30KIRCNRiff8ByxWCzt/zS7OL9zj3M8tzi/c4vzO3WaDKheCTEzUc7csl2IKdyFMg0z7f80uzi/l2Z1eQCrywO4ZedKdIejaD4xgOYTA2g/M5KW5+cK4HjHEI53DOHHTx9HUa4X66rzsH5VHmrLs6GywMSMzdYxLAHwKgKysCfddq4JIabcR0wSUzmTzqHOzk7ccMMNF3z+pZdeSstjevLJJ/GJT3wCt912G+68885p/31NTU2Ix+MzGisREVEmkSQJiqLAdiUYcRdm3IJlOws9LKJZFYu7ONVnor0njlN9Jkzrwpe2miKhskhHdbEHVcU6Al5lHkdKY2RZQl6WDzLsKX2pM9d0XUdjY+Ok2y144GRZFk6dOnXB56urq6EoiYP6P/7jP/DlL38Zb3nLW/CVr3wltWRvOpqamiCEQF1d3bRfG4vF0N7ejurqavh8vmm/ni6O8zv3OMdzi/M7tzi/ly5uu4gZNoy4DWeCShKmYaKzqxMV5RXweFmxbLZxfudeNGrg1UMn0B/14GjHMLrDF19hVFEcwPrk3ajKkiALTExito5hCUBu0AvfIghcW1paIEnSlAKnBV+qp2kaamtrJ93u7rvvxne/+13cfvvtuOOOO6Z8S20ikiTB75/5elefz3dJr6eL4/zOPc7x3OL8zi3O78z5AeRmA5btIGrYF8yD8ng9DE7nEOd3bq3I17Fzew18Ph/6hwwcbAuhqSWMIyf7YdnphSM6eyPo7I3gV690IsuvYUNNIRrrCrC+ugA+74JfJi9as3EMe3w6/D59lkY0c9OJKTLiiBgLmu644w68//3vX+jhEBERZTRNVZATVBD062kNdYmWmvwcL67dUoFrt1Qgbjk4dmoATa1hNLWE0D9spG07ErXw8sFuvHywG7Isoa4iBw21hWisLURpgf+SvrSnpWHRB0579uzBd7/7Xdx22224+eab0dfXl3rO7/cjEAgs4OiIiIgy1/iGujHThmtb0NSFXzpDNBd0TUFDbSEaagvxR7+3Bt2hCJpaE813WzuH0sr4u67AsVODOHZqEI8+04LCXB8aawvQUFuINStz+XOyTC36wOnnP/85gEQlvYcffjjtuT/7sz/Dxz/+8YUYFhER0ZIhSRL8Xg3I9iAvy4OgT4OQJPaDoiVLkiSsKApiRVEQb7iiChHDwuET/WhqCeFgWxiRmJW2fWgwhmde7cQzr3ZC12TUV+Wjsa4QDbUFyMvyLtC7oPm26AOnL3/5y/jyl7+80MMgIiJaFlzHQnZAh6Z72Q+Klo2AV8O2dSXYtq4ErivQ3j2MptYQDraE0NE7mrZt3HLxeksIr7eEAACVxUE01CWW9FWXZUOWuaRvqVr0gRMRERHNP02VkRP0JPKgTAsxw4bluOBNKFrqZFlCTXkOaspz8IfX1mJgxMDB5JK+w+39iFvp+YAdvaPo6B3F/7zYjqBPw4aaAjTUFmB9TQECXm2B3gXNBQZOREREdEGKLCHo0xHwajDiNqIxG3HbwQTVzImWpLwsL3ZuLsfOzeWwbAfHTg3iYGsITa1hhAbTG3KPxizsOXQGew6dgSwlArDGugI01hairDDAAhMZjoETERERTUqSJPg8GnweDWbcRtS0YZgO86BoWdFUBRtqCrChpgBvv1Ggpz+ayItqDeN45yDccd8ouEKgpXMQLZ2D+MmzrcjP9qKxLlFgYu3KPOgaC0xkGgZORERENC0eXYVHV2H5Eg11o6bFPChadiRJQmlBAKUFAfzejirEDBvN7eHUsr6RaHqBif5hA8/t78Jz+7ugqTLqq/JS5c7zc1hgIhMwcCIiIqIZ0VQZWlBHwK8xD4qWPZ9XxWX1JbisvgSuEDjZPYyDrWE0tYZw6sxI2raW7Sb6SbWG8R84ivKiIBpqE0v6VpVnQ5HlBXoXdDEMnIiIiOiSnJcHZdiIW8yDouVLliSsWpGDVStycPPOGgyNmqkg6nB7P8y4k7Z9V98ouvpG8cuXT8LvVZMFJgqxoaYAQR8LTCwWDJyIiIhoVqTlQVkOoobFPCgiADlBD67etAJXb1oBy3bR0jmYzI0KoXcgvcBE1LCxt7kHe5t7IEnAqhU52JjsGVVeFGSBiQXEwImIiIhmnUdT4NEU2P5EHlTEtOA6zIMi0lQZ66rzsa46H2+/cQ16+qOpKn3HTw3AGXerVgigrWsIbV1DeOy5VuRleZJ5UQWor85ngYl5xsCJiIiI5oyqyMgK6Aj4EnlQUeZBEaUpyfejJH8lbti+EoZp43B7f2pZ33AknrbtwIiJF17rwguvdUFVZKytykNjbWJZX2Gub4HewfLBwImIiIjmnCxLCPh0BHx6MoByELds5kERjeP1qNiythhb1hbDFQIdPSM42JK4G3Wyezjtjq3tuDjUFsahtjDw5DGUFQZSBSZqy3OgKCwwMdsYOBEREdG8GsuDiltOsh+UnbY8iYgSBSaqSrNRVZqNP7imBsMRM1nqPIzm9jAMM73ARHcogu5QBE/uOQWfR8X6VflorC3EhtoCZPn1BXoXSwsDJyIiIloQuqZA1xQ4Pg3RZD8oxxVcxkc0geyAB1dtXIGrNq6A4yQLTCR7Rp0JR9O2jZk2Xj3Si1eP9EICUL0iO5UbVVmSxQITM8TAiYiIiBaUMj4PKm4jGrOYB0V0EYoiY21VPtZW5ePW3avRNxhLLukL4dipAdjOuAITAE6cHsaJ08P42QttyAl6Ukv66qvz4NUZDkwVZ4qIiIgWBVmWEPBqqX5QkdhYPyhGUEQXU5Trw/XbKnH9tkqYcQdHTvanKvUNjphp2w6NmvjtgdP47YHTUBUJqyvz0FBbgI11hSjK8y/QO8gMDJyIiIho0fHqKry6Cst2EDVsxJgHRTQlHl3BptVF2LS6CEIIdPaOoqk1hIOtYZzoGjqnwITA4fZ+HG7vx49+fRwl+X401iZ6RtVV5kJlgYk0DJyIiIho0dJUBTlBBcFUHpQNx+UyPqKpkCQJlSVZqCzJwpuuWoXRaByH2hKlzpvb+hE17bTte/qj6Ok/haf2noJXV7AuWWCiobYA2QHPAr2LxYOBExERES16Y3lQQb+GmGkjatiI2w4DKKJpCPp17Ggow46GMjiui7bOoVSBidOhSNq2RtzB74724XdH+wAAVWXZqF+Zg2zNwqpl+oPHwImIiIgyhiRJ8Hs1+L0azLiNiGHDjDMPimi6FFnG6pV5WL0yD2+9vg6hwRgOtiWCqKMnB2DZbtr2J7uHcbJ7GADwv/v3Je9EFWLdqnz4PMsjpFge75KIiIiWHI+uwnNOHpTrCjCEIpq+wlwfrttageu2ViBuOThyciBZYCKEgeH0AhMjUQsvNnXjxaZuKLKEuspcNNYWorGuECX5S7fABAMnIiIiymipPCi/jphhIWrYsJkHRTRjuqZgY10hNtYVQgiB030RNLWGcOB4L9pPj6R9OeG4AkdPDuDoyQH8+OnjKMrzpfKiVlfmQVOXToEJBk5ERES0JCiyhKA/2Q/KtBFL5kGxGB/RzEmShPLiIMqLg9i1uQSHDh+HKefiyKlhNLeFETHSC0z0DcTw9L4OPL2vAx5dQX1VPjbWJQKpnGBmF5hg4ERERERLyrl5UFHThmEyD4poNnh1GRtqi3D15pVwXBcnTg8nlvS1hNHVN5q2rRl3cOB4Hw4cTxSYWFmSlWi+m7yblWkYOBEREdGSlcqD8rmIGhbzoIhmkSLLqKvIRV1FLm7ZVYf+IQMH2xJB1JGT/ecVmDjVM4JTPSP4xYvtKCsM4EsfvhKlBYEFGv30MXAiIiKiJU9TZeQEPYk8KNNCzLBhOcyDIppN+TleXLulAtduSRSYOHZqIFXuPDxkpG3bHYrgxddP463Xr16g0U4fAyciIiJaNhRZQtCnI+DVYMRtRGPMgyKaC7qmoCFZslyINegOR3CwNYymlhBaO4cQ8Km4rL5koYc5LQyciIiIaNmRJAk+jwafR4NpOYgaFvOgiOaIJElYURjEisIgbtpRBct2kZulIzfoXeihTQsDJyIiIlrWPJoCj6bA9ruIxmxE4xZch3lQRHNFU2WoSuaVKWfgRERERARAVWRkB3UEXQ0xM9EPinlQRDSGgRMRERHROLIsIeDT4R/LgzJsxC3mQREtdwyciIiIiCYwPg8qbjmImnaqnDkRLT8MnIiIiIgmoWsKdE1B0KchZtiImFaiHxRjKKJlg4ETERER0RSpioysgI6AT0MsbiMas5gHRbRMMHAiIiIimiZZlhDwaql+UJGYjbhlMw+KaAlj4ERERER0Cby6Cq+uwrIdRI1EHpTDCIpoyWHgRERERDQLNFVBTjCRBxU1bERNG47LZXxESwUDJyIiIqJZpCTzoIJ+DTEzWc7cdhZ6WER0iRg4EREREc0BSZLg92rwezWYcRuSa0PXeOlFlKnkhR4AERER0VLn0VXkBHXkZXmQFdChyBKkhR4UEU0Lv/YgIiIimieOHUeWT4PH60PMsBA1bNjMgyLKCAyciIiIiOaZIksI+pP9oEwbsWQeFIvxES1eDJyIiIiIFsi5eVBR04ZhOnB5C4po0WHgRERERLQIeHQVHl2F5XMRNSzETBuuK8AQimhxYOBEREREtIhoqoycoAdBv46YaSFm2LAc5kERLTQGTkRERESLkCJLCPp0BLwajLiNaIx5UEQLiYETERER0SImSRJ8Hg0+jwbTchA1LOZBES0ABk5EREREGcKjKfBoCmy/i2jMRjRuwXWYB0U0Hxg4EREREWUYVZGRHdQRdDXEzEQ/KOZBEc0tBk5EREREGUqWJQR8OvxjeVCGjbjFPCiiucDAiYiIiCjDjc+DilsOoqadKmdORLODgRMRERHREqJrCnRNQdCnIWbYiJoWHFdwGR/RJWLgRERERLQEqYqMrICOgE9DLG4jGrOYB0V0CRg4ERERES1hsiwh4NVS/aAiMRtxy2YeFNE0MXAiIiIiWia8ugqvrsKyHUSNRB6UwwiKaEoYOBEREREtM5qqICeYyIOKGjaipg3H5TI+ooth4ERERES0TCnJPKigX0PMTJYztx0GUEQTYOBEREREtMxJkgS/V4Pfq8GM24gYNsy4A5cRFFEKAyciIiIiSvHoKjzn5EG5rgBDKFruGDgRERER0XlSeVB+HTHDQtSwYTMPipYxBk5EREREdEGKLCHoT/SDMuI2orFEHhSL8dFyw8CJiIiIiCYlSRJ8Hg0+TyIPKmraMEzmQdHywcCJiIiIiKYllQflcxEzbERNi3lQtOQxcCIiIiKiGdFUGVpQR8CvIWZaiBk2LId5ULQ0MXAiIiIiokuiyBKCPh0BbzIPyrARt5gHRUsLAyciIiIimhVpeVCWg6hhMQ+KlgwGTkREREQ06zyaAo+mwPa7iMZsROMWXId5UJS5GDgRERER0ZxRFRnZQR1BN5EHFWUeFGUoBk5ERERENOdkWULApyPg01MBFPOgKJMwcCIiIiKieTWWBxW3nGQ/KBsOIyha5Bg4EREREdGC0DUFuqbA8WmIJvtBOa7gMj5alBg4EREREdGCUhQZWQEdAZ+GWNxGNGYxD4oWHQZORERERLQoyLKEgFdL9YOKxGzELZt5ULQoyAs9gOnat28f1q1bhz179iz0UIiIiIhojnh1FQU5XhTm+hD0aVBkaaGHRMtcRt1xGhkZwWc+8xm4rrvQQyEiIiKieaCpCnKCCoKpPCgbjstlfDT/MuqO09/+7d+isrJyoYdBRERERPNsLA+qOM+H3KAHHk2BxJtQNI8yJnD66U9/it/97nf47Gc/u9BDISIiIqIFIkkS/F4Nhbk+FGR74fOokBlB0TzIiKV6nZ2d+Pu//3t885vfRCAQuOT9CSEQjUan/bpYLJb2f5pdnN+5xzmeW5zfucX5nXuc47nF+Z0bXhXQJCAad+DYFmRZhmmYCz2sJWlsXi91fiUAXkVAFvYsjOrSCCEgTTHwXvDAqbOzEzfccMMFn//tb3+LT3/603jHO96Bbdu2obOz85L/TsuycPjw4Rm/vr29/ZLHQBfG+Z17nOO5xfmdW5zfucc5nluc37khyzJkWUFelhf94T7ELRu24yz0sJakzq5Lux6XZQl5WT7IsCEWQbKarutT2m7BA6eSkhL84he/uODz//mf/4lYLIaPf/zjs/Z3apqGurq6ab8uFouhvb0d1dXV8Pl8szYeSuD8zj3O8dzi/M4tzu/c4xzPLc7v3IvFYjh58iQ2rK0GZB0x04JpOXBZz3xWmIaJzq5OVJRXwOP1zHg/EoDcoBc+rzJ7g5uhlpaWKW+74IGTpmmora294POPPvooent7sWPHDgBIRaUf+tCHcMstt+BLX/rStP9OSZLg9/tnNmAAPp/vkl5PF8f5nXuc47nF+Z1bnN+5xzmeW5zfuSWEgNfrTc2xGU9U4jNMB+4iuLuxFHi8nksO/j0+HX7f1O70zKWpLtMDFkHgNJmHH34Ytn12/WNPTw9uu+02/N3f/R2uvvrqBRwZERERES12Hl2FR1dh+VzEDBtR04LrCjCEoula9IFTeXl52p8VJXFLr6SkBAUFBQsxJCIiIiLKMJoqQwvqCPg1xEwLMcOG5bAfFE3dog+ciIiIiIhmiyJLCPp0BLwajLiNqGEjbjlgGhRNJuMCp4qKChw9enShh0FEREREGUySJPg8GnweDablIGpYzIOii8q4wImIiIiIaDZ5NAUeTYHtdxGN2YjGLbgO86AoHQMnIiIiIiIAqiIjO6gj6CbyoKLMg6JxGDgREREREY0jyxICPh0Bn54KoJgHRQyciIiIiIgugHlQNIaBExERERHRJJgHRQyciIiIiIimaHweVJT9oJYVBk5ERERERNMkn9sPKmYjbjMPailj4ERERERENENp/aDiNqKmzTyoJYqBExERERHRLPDoKjy6CsvnImpYiJk2XJd5UEsFAyciIiIiolmkqTJygh4E/Yly5syDWhoYOBERERERzQGFeVBLCgMnIiIiIqI5xDyopYGBExERERHRPGEeVOZi4ERERERENM/S8qAMC1HDhu0yD2oxY+BERERERLRAFFlC0K8j4NMQM21EjUQeFAOoxYeBExERERHRApMkCX6vBr83kQcVMWyYceZBLSYMnIiIiIiIFpFUHpTtIGrYiJk2HJbiW3AMnIiIiIiIFiFNVZATVBD0aYgaiWp8DvOgFgwDJyIiIiKiRUxRZGQFknlQcRvRmMWGuguAgRMRERERUQaQZQkBr5ZqqBuJ2YhbNhvqzhMGTkREREREGcarq/DqKuKWk2yoyzyoucbAiYiIiIgoQ+maAl1T4CTzoCKmBddhQ925wMCJiIiIiCjDpeVBmYmGusyDml0MnIiIiIiIlghZlhDw6Qj49FQAFbcc5kHNAgZORERERERLkM+jwefRYFoOooYFw2RD3UvBwImIiIiIaAnzaAo8mgLb7yIasxGNMw9qJhg4EREREREtA6oiIzuoI+hqiJoWYsyDmhYGTkREREREy4gsSwj69FQ/qGjMRtxmHtRkGDgRERERES1DkiSdzYOK28l+UMyDuhAGTkREREREy5xHV+HRVVg+F1HDQsy04brMgxqPgRMREREREQEANFVGTtCDoD9Rzpx5UGcxcCIiIiIiojTKBHlQpikt9LAWFAMnIiIiIiKa0Pg8KFV20Bv0QZGXZwAlL/QAiIiIiIho8dNUGV5NoDDHh6BPgyJLWE4hFO84ERERERHRlDiOA0WRkOVP5kEZFqKGDdtd+nlQDJyIiIiIiGjaFFlC0K8j4NMQM21EjUQ/qKUaQDFwIiIiIiKiGZMkCX6vBr830Q8qYtgw40uvHxQDJyIiIiIimhWpflC2g6hhI2bacNylEUAxcCIiIiIiolmlqQpyggqCPg1Rw0bUtOFkeB4UAyciIiIiIpoTiiIjK5DMg4rbiMYs2E5mRk8MnIiIiIiIaE7JsoSAV0s11M1EDJyIiIiIiGjeePXMDEHYAJeIiIiIiGgSDJyIiIiIiIgmwcCJiIiIiIhoEgyciIiIiIiIJsHAiYiIiIiIaBIMnIiIiIiIiCbBwImIiIiIiGgSDJyIiIiIiIgmwcCJiIiIiIhoEgyciIiIiIiIJsHAiYiIiIiIaBIMnIiIiIiIiCbBwImIiIiIiGgSDJyIiIiIiIgmwcCJiIiIiIhoEgyciIiIiIiIJsHAiYiIiIiIaBIMnIiIiIiIiCYhCSHEQg9iPu3fvx9CCOi6Pu3XCiFgWRY0TYMkSXMwuuWN8zv3OMdzi/M7tzi/c49zPLc4v3OPczy3luL8xuNxSJKErVu3TrqtOg/jWVQu5R9ZkqQZBVw0NZzfucc5nluc37nF+Z17nOO5xfmde5zjubUU51eSpCnHB8vujhMREREREdF0MceJiIiIiIhoEgyciIiIiIiIJsHAiYiIiIiIaBIMnIiIiIiIiCbBwImIiIiIiGgSDJyIiIiIiIgmwcCJiIiIiIhoEgyciIiIiIiIJsHAiYiIiIiIaBIMnIiIiIiIiCbBwImIiIiIiGgSDJyIiIiIiIgmwcBpClzXxTe+8Q3s3LkTmzdvxoc+9CF0dHQs9LAWhcHBQXz+85/Htddei61bt+Kd73wn9u3bl3r+9ttvx9q1a9N+3XbbbannTdPEF7/4RVx55ZXYsmUL/vIv/xL9/f1pf8dLL72Et771rdi0aRPe+MY34oknnkh7fir7yGQ9PT3nzeHatWvx6KOPAgAOHz6M97znPdi8eTN2796Nf//3f097/VSO39nYRybas2fPhHO7du1a3HDDDQCABx54YMLnx/vBD36AG264ARs3bsS73vUuNDc3pz3f2dmJj3zkI9i6dSuuueYa3HvvvXAcZ1r7yFTf/va3037mgcVzzE62j0ww0fw+/fTTeNvb3oYtW7Zg9+7d+Kd/+icYhpF6/tVXX53wmN6zZ09qm9k47062j0wx0Rx/7nOfO2/+du/enXqex/DUnTu/t9122wXPy4899hgAwHEcbNy48bzn77///tR+ZuO8O5V9LEaTXZvNx8/3kj1HCJrU/fffL3bs2CGeeeYZcfjwYfH+979f3HTTTcI0zYUe2oK7/fbbxZvf/Gaxd+9e0dbWJr74xS+KjRs3itbWViGEEFdeeaV45JFHRG9vb+rXwMBA6vV33nmnuPHGG8XevXvFgQMHxC233CLe/e53p55vaWkRjY2N4p577hEtLS3iu9/9rli/fr148cUXp7yPTPfss8+KxsZG0dPTkzaPsVhM9Pf3ix07doi77rpLtLS0iB//+MeisbFR/PjHP069frLjdzb2kalM00yb097eXvGrX/1KrF27NvX+/+Iv/kJ8+tOfPm+7MY8++qjYuHGj+OlPfyqOHz8uPv3pT4vLL79chMNhIYQQ8Xhc3HTTTeLDH/6wOHr0qHjyySfF5ZdfLu67774p7yNTff/73xf19fXiPe95T+qxxXLMTmUfi91E87t3716xbt068cADD4gTJ06IZ599Vlx77bXizjvvTG3zgx/8QNx4443nHdNjczMb592p7CMTTDTHQghx6623invuuSdt/sb/vPIYnpqJ5ndgYCBtXnt6esS73vUu8Qd/8AdidHRUCJE4vtasWSMOHz6ctu3Y87Nx3p3KPhari12bzdfP91I9RzBwmoRpmmLLli3iBz/4QeqxoaEhsXHjRvGzn/1sAUe28Nrb28WaNWvEvn37Uo+5rituvPFGce+994pQKCTWrFkjDh06NOHrz5w5I+rr68Wzzz6beqytrU2sWbNG7N+/XwghxN/8zd+IW2+9Ne11n/rUp8T73//+Ke8j033nO98RN99884TPfetb3xLXXHONsCwr9dj//b//V9x0001CiKkdv7Oxj6UiEomI66+/Pu0i8/d///fFv/7rv17wNTfddJP46le/mvqzZVli165d4lvf+pYQQoif/exnoqGhQQwODqa2+c///E+xdevW1AXQZPvINGfOnBEf+chHxObNm8Ub3/jGtIuixXLMTraPxexi8/uXf/mX4n3ve1/a9j/5yU/Ehg0bUsfbF77wBfEnf/InF9z/bJx3J9vHYnexOXZdV2zevFn86le/mvC1PIYnd7H5PdfDDz8sGhoaUl/ICiHEE088IbZu3XrB18zGeXcq+1iMJrs2m4+f76V8juBSvUkcOXIEkUgEV155Zeqx7OxsrF+/Hnv37l3AkS28vLw8fOc730FjY2PqMUmSIEkShoeHcfToUUiShFWrVk34+ldffRUAcMUVV6QeW7VqFUpKSlJzu2/fvrS5H9v+1VdfhRBiSvvIdEePHkVtbe2Ez+3btw+XX345VFVNPXbFFVegvb0doVBoSsfvbOxjqfjWt76FWCyGO+64AwAQj8fR3t6OmpqaCbcPh8Nob29PmxtVVbFt27a0+d2wYQNycnJS21xxxRUYHR3F4cOHp7SPTHPo0CFomobHH38cmzZtSntusRyzk+1jMbvY/L7//e9PHb9jZFmGZVkYHR0FcPFzCjA7593J9rHYXWyOT506hWg0esHzAo/hyV1sfsfr7+/Hvffeiz/90z9Nm++pHMOXet6dbB+L1WTXZvPx872UzxEMnCZx5swZAEBZWVna48XFxannlqvs7Gzs2rULuq6nHvvlL3+JkydPYufOnTh27BiysrLwpS99Cddeey3e+MY34t5770U8HgeQyN3Jy8uDx+NJ2+/4uT1z5gxKS0vPez4Wi2FgYGBK+8h0x44dQ39/P9797nfjqquuwjvf+U48//zzAC48PwDQ3d09peN3NvaxFPT39+Ohhx7Cn/zJnyA3NxcA0NLSAsdx8Mtf/hJveMMbcN111+HTn/40ent7AUzt/LAc53f37t24//77UVlZed5zi+WYnWwfi9nF5nf9+vWor69P/dmyLDz00ENoaGhAfn4+AOD48eNoa2vDW9/6Vlx99dW4/fbb8frrr6deMxvn3cn2sdhdbI6PHTsGAHj44Yexe/du3HjjjfjSl76EkZERAPN3Xliqx/B4/+///T94vV584AMfSHv82LFjsG0bH/jAB3D11VfjrW99K37605+mnl/O8zvZtdl8/Hwv5XMEA6dJxGIxAEg7AAHA4/HANM2FGNKitX//ftx111246aabcN111+HYsWMwTRMbN27Ed7/7Xfzpn/4pfvSjH+Fzn/scgMTcnjuvQPrcGoZx3jZjf47H41PaRyazbRttbW0YGhrCxz/+cXznO9/B5s2b8eEPfxgvvfTShPMzdqIyTXNKx+9s7GMpeOSRR5CVlYV3vOMdqcfGLpB8Ph/uu+8+/P3f/z3a2trwx3/8xzAMg/M7A4vlmJ1sH0uBbdv4zGc+g+PHj+MLX/gCgMQF38jICKLRKD73uc/hm9/8JgoLC/Ge97wHLS0tAGbnvDvZPjLZsWPHIMsyiouL8a1vfQt33nknfvOb3+CjH/0oXNflMTxLRkdH8V//9V/4wAc+cN4F+PHjxzE4OIjbbrsNDz74IN7whjfgrrvuwo9//GMAnN/xzr02m4+f76V8jlAn32R583q9ABL/iGO/BxI/ND6fb6GGteg89dRT+Ku/+its3boVX/va1wAAX/rSl3DHHXekbnOvWbMGmqbhk5/8JD7zmc/A6/VO+MMxfm49Hs9524z92efzTWkfmUxVVezZsweKoqSOv4aGBhw/fhwPPvjghO9/7KTk9/undPzOxj6Wgsceewy33HJL2nu85ZZbcO2116a+qQeA1atX49prr8XTTz+NlStXAjj/JD/T+b3QPpaSxXLMTraPTDc6OopPfOITeOWVV/DP//zP2LhxI4DEN+x79+6Fz+eDpmkAgMbGRjQ3N+Phhx/GF7/4xVk57062j0z2p3/6p3jXu96FvLw8AInPtqKiIrz97W9HU1MTj+FZ8tRTTyEej+Ntb3vbec/9/Oc/h+M4CAQCAID6+nqcPn0aDz74IG699dZZOe8uhfmd6NpsPn6+l/I5gnecJjF2G3dsac6Y3t5elJSULMSQFp3vf//7+PjHP47rr78e3/rWt1LfyKiqmrY2GEhcdAJnb9EODg6e94Mzfm7LysomnHu/34+srKwp7SPTBQKBtA9OIDGPPT09KC0tnXB+AKCkpGRKx+9s7CPTHTlyBB0dHbj55pvPe2580AQklhLk5ubizJkznN8ZWCzH7GT7yGS9vb1497vfjddeew0PPvggdu3alfZ8dnZ2KmgCEjlQtbW16OnpATA7593J9pHJZFlOBU1jxn+28RieHU899RR27dqF7Ozs857zer2poGnMmjVrUsvAOL8Xvjabj5/vpXyOYOA0ifr6egSDwbT+FsPDw2hubsb27dsXcGSLwyOPPIIvf/nLePe734177rkn7bbrbbfdhrvuuitt+6amJmiahurqalx22WVwXTeVRAgAJ06cQE9PT2put23bhldeeSVtHy+//DK2bt0KWZantI9Mdvz4cWzdujXt+AOAgwcPoq6uDtu3b8err76a1lfi5ZdfxqpVq1BQUDCl43c29pHp9u3bl3qv433961/HG97whrRE1c7OTgwMDKCurg4FBQVYtWpV2tzYto19+/alzW9zc3MqMR9IzG8gEEB9ff2U9rGULJZjdrJ9ZKqhoSG8973vRX9/P37wgx+cdww9//zz2LJlS1o/INu2ceTIEdTV1QGYnfPuZPvIZJ/5zGfwvve9L+2xpqYmAEBdXR2P4VkyUfEAIDEPl19+eaqX4ZimpqZUADsb593J9rGYXezabD5+vpf0OWIBK/pljHvuuUdcfvnl4qmnnkrrpRCPxxd6aAuqra1NbNiwQXzsYx87rx/I8PCwePjhh8W6devEI488Ik6dOiWeeOIJsWPHDnHPPfek9vGpT31K7N69W7z88supOv/jy5IeO3ZMbNiwQdx9992ipaVFPPjgg+fV+Z9sH5nMcRzxtre9TbzpTW8Se/fuFS0tLeIrX/mKaGhoEEePHhWhUEhs375d3HHHHeL48ePiv//7v0VjY6N49NFHU/uY7PidjX1kurvuuuu8Es5CCNHU1CQ2bNggPv/5z4u2tjbxyiuviFtuuUX80R/9kXBdVwghxA9/+EOxceNG8eijj6Z6gezYsSPVC8QwDHHjjTeKD3zgA+Lw4cOpXiD3339/6u+ZbB+Z7I477kj7eVwsx+xU9pEJzp3fO+64Q2zYsEG89NJL552XbdsWIyMj4vrrrxfvfOc7RVNTkzhy5Ij41Kc+JbZv3y76+vqEELNz3p3KPjLFuXP81FNPiTVr1oj7779fnDx5Ujz77LNi9+7d4lOf+lRqGx7DU3fu/AohxOnTp88rqT3exz/+cXHNNdeIZ599Vpw4cUJ8+9vfFuvWrRPPP/+8EGJ2zrtT2cdiNNm12Xz9fC/VcwQDpymwbVt89atfFVdccYXYvHmz+NCHPiQ6OjoWelgL7oEHHhBr1qyZ8Ncdd9whhEg0t/v93/990dDQIK6//nrxwAMPCMdxUvuIRCLir//6r8W2bdvEtm3bxKc+9SnR39+f9vc899xz4s1vfrNoaGgQb3zjG8UTTzyR9vxU9pHJ+vr6xJ133imuvvpq0djYKN7xjneIvXv3pp4/cOCAePvb356a44cffjjt9VM5fmdjH5nsgx/8oPjEJz4x4XMvvviieMc73iE2b94sLr/8cnHXXXel9fUQQojvfve74tprrxUbN24U73rXu0Rzc3Pa8+3t7eL2228XjY2N4pprrhH33ntv2s/BVPaRqSa6KFosx+xk+8gE4+fXtm3R2Nh4wfPy2Ps/efKk+PjHPy4uv/xysWnTJvH+979fHD16NG2/s3HenWwfmWKiY/gXv/iFuOWWW8TGjRvF1VdfLf7xH/9RGIaRep7H8NRd6ByxZs0a0dLSMuFrRkZGxFe+8hWxa9cu0dDQIP7wD/9QPPnkk2nbzMZ5dyr7WGymcm02Hz/fS/UcIQmxiIulExERERERLQKLeBEhERERERHR4sDAiYiIiIiIaBIMnIiIiIiIiCbBwImIiIiIiGgSDJyIiIiIiIgmwcCJiIiIiIhoEgyciIiIiIiIJsHAiYiIMs5tt92GtWvXpv1qaGjAddddhy9+8YsYGhq64Gs7Ozuxdu1aPProo/M4YiIiynTqQg+AiIhoJtavX48vfOELqT9bloVDhw7hnnvuweHDh/Ef//EfkCTpvNcVFxfjhz/8IVauXDmfwyUiogzHwImIiDJSMBjE5s2b0x7bvn07IpEIvvGNb+DAgQPnPQ8Auq5P+DgREdHFcKkeEREtKQ0NDQCA06dP47bbbsNf/dVf4c///M+xefNm3H777RMu1Wtra8Of/dmf4fLLL8f27dvxkY98BK2trannTdPEV7/6VezatQsNDQ24+eab8Ytf/GLe3xsRES0c3nEiIqIl5cSJEwCAyspKAMD//M//4C1veQseeOABuK573vY9PT14xzvegZKSEvzt3/4t/H4/7r//frz3ve/Fz3/+c+Tk5OBjH/sY9u/fjz//8z9HbW0tnnzySXzyk59EPB7HLbfcMp9vj4iIFggDJyIiykhCCNi2nfrz0NAQXnnlFTzwwAPYsmVL6s6Tpmn44he/CF3XASSKQ4z30EMPIR6P41//9V9RVFQEAKivr8c73/lOHDhwAKqq4oUXXsDXv/51vOlNbwIA7Ny5E7FYDF/72tfw5je/GarKj1MioqWOZ3oiIspIe/fuxYYNG9Iek2UZV111Fb70pS+lCkPU1NSkgqaJvPrqq9i8eXMqaAKA0tJSPPPMMwCAr33ta5AkCbt27UoL1Hbv3o3HH38cx48fx7p162bzrRER0SLEwImIiDLShg0b8MUvfhEAIEkSPB4PysrKEAwG07YLBAIX3c/g4CAqKiou+rwQAlu3bp3w+d7eXgZORETLAAMnIiLKSIFAAI2NjZe8n6ysLPT395/3+EsvvYSKigpkZWXB7/fj3//93yd8fVVV1SWPgYiIFj9W1SMiomVt27ZtOHDgQFrwFA6H8cEPfhDPPfccLr/8ckSjUQgh0NjYmPp17Ngx/Mu//Eva8j0iIlq6eMeJiIiWtfe973147LHH8MEPfhAf+chHoGkaHnjgAZSWluLmm29GVlYWtm/fjo9+9KP46Ec/itraWrz++uv4xje+gZ07dyI/P3+h3wIREc0DBk5ERLSslZWV4ZFHHsHdd9+NO++8E7quY8eOHfj617+OnJwcAMB3vvMd3Hffffj2t7+NcDiMkpIS3H777fjYxz62wKMnIqL5IgkhxEIPgoiIiIiIaDFjjhMREREREdEkGDgRERERERFNgoETERERERHRJBg4ERERERERTYKBExERERER0SQYOBEREREREU2CgRMREREREdEkGDgRERERERFNgoETERERERHRJBg4ERERERERTYKBExERERER0SQYOBEREREREU3i/wfQxLhfDieq5QAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "sns.regplot(x=df['price'], y=df['rating'], data=df, scatter_kws={'alpha':0.5})\n",
    "plt.title('Regression Plot of Price vs Rating')\n",
    "plt.xlabel('Price')\n",
    "plt.ylabel('Rating')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a6dbb27d-87a3-440b-ac0f-1400f3d047ca",
   "metadata": {},
   "source": [
    "The regression plot illustrates a negative correlation between product price and rating, indicating that products with a higher price margin tend to receive lower ratings. This finding suggests a discernible trend: as the price increases, the associated product rating tends to decrease."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1d3fa9b9-e150-4895-a39f-b422da672bb3",
   "metadata": {},
   "source": [
    "### Price vs. Rating for Specific Brands with Price Ranges"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "635b748e-e777-449e-aa1a-916dcb88b8bc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 800x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Scatter Plot of Price vs. Rating\n",
    "plt.figure(figsize=(8, 6))\n",
    "brands_to_plot = ['Samsung', 'Infinix', 'Tecno', 'Oppo', 'Itel']\n",
    "filtered = df[df['brand'].isin(brands_to_plot)]\n",
    "#define price ranges\n",
    "price_ranges = np.arange(0, filtered['price'].max() + 10000, 10000)\n",
    "# Create a new DataFrame with the price ranges\n",
    "filtered_with_ranges = filtered.copy()\n",
    "filtered_with_ranges.loc[:, 'price_range'] = pd.cut(filtered_with_ranges['price'], \n",
    "                                                    bins=price_ranges, \n",
    "                                                    labels=price_ranges[:-1])\n",
    "\n",
    "# Create a color map for brands\n",
    "brand_colors = {\n",
    "    'Samsung': 'red',\n",
    "    'Infinix': 'green',\n",
    "    'Tecno': 'purple',\n",
    "    'Oppo': 'yellow',\n",
    "    'Itel': 'blue',\n",
    "}\n",
    "\n",
    "plt.figure(figsize=(8, 6))\n",
    "\n",
    "# Plot each brand separately and add a legend\n",
    "for brand, color in brand_colors.items():\n",
    "    brand_data = filtered_with_ranges[filtered_with_ranges['brand'] == brand]\n",
    "    plt.scatter(brand_data['rating'], brand_data['price_range'], label=brand, c=color, alpha=0.5)\n",
    "\n",
    "plt.xlabel('Rating')\n",
    "plt.ylabel('Price Range')\n",
    "plt.title('Price vs. Rating for Specific Brands with Price Ranges')\n",
    "plt.yticks(price_ranges[:-1], [str(r) for r in price_ranges[:-1]])\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ba8fd911-ddaf-4425-a806-2d7a52f52d75",
   "metadata": {},
   "source": [
    "\n",
    "\n",
    "**Insights:**\n",
    "\n",
    "1. **Itel's Market Position:**\n",
    "   - Itel dominates the lower price margin, boasting the highest number of products in this segment.\n",
    "   - Notably, the ratings for Itel's products are distributed unevenly, indicating a diverse range of customer opinions.\n",
    "\n",
    "2. **Oppo's Rating Dynamics:**\n",
    "   - Oppo's products are predominantly situated in the lower-rated spectrum.\n",
    "   - This suggests a trend where, on average, Oppo products receive lower ratings compared to other brands in the analysis.\n",
    "\n",
    "3. **Samsung's Premium Appeal:**\n",
    "   - Samsung products prominently feature in the higher end of the ratings spectrum.\n",
    "   - This observation aligns with a perception of Samsung as a brand that tends to deliver products garnering favorable reviews, possibly signaling a focus on quality and customer satisfaction."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3c5698e1-3d30-4d67-bcaa-d4f8ea9a32b4",
   "metadata": {},
   "source": [
    "### Number of products by brand"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "9106af06-5683-45d7-af5a-e9df0247e277",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "brands_to_plot = ['Samsung', 'Infinix', 'Tecno', 'Oppo', 'Itel', 'Apple', 'Freeyond', 'XIAOMI', 'Huawei', 'Blackberry']\n",
    "filtered = df[df['brand'].isin(brands_to_plot)]\n",
    "\n",
    "brand_counts = filtered['brand'].value_counts()\n",
    "\n",
    "# Create a bar plot to visualize the number of products by brand\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.barplot(x=brand_counts.index, y=brand_counts.values, palette='husl', hue=brand_counts.index, dodge=False)\n",
    "\n",
    "plt.xlabel('Brand')\n",
    "plt.ylabel('Number of Products')\n",
    "plt.title('Number of Products by Brand')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c02de0bc-f4f6-4ac6-80fd-666e2402e71a",
   "metadata": {},
   "source": [
    "In the chart, **Tecno** stands out as the brand boasting the most extensive product range, showcasing a diverse and expansive portfolio. In contrast, **Apple** and **Freeyond** present a more focused selection, underscoring a strategic and curated approach to their product offerings. Notably, **Freeyond** devices were particularly highly rated in the context of this analysis."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c639998a-3462-4be1-8dc1-fb8a88525979",
   "metadata": {},
   "source": [
    "### Most purchased products comparison"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "10c1b8d5-e49b-42a7-a3c2-1a527c11fab9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Define the attributes for the radar chart\n",
    "attributes = ['price', 'ram', 'display']\n",
    "\n",
    "# Find the most reviewed product for each brand\n",
    "most_reviewed_products = df.loc[df.groupby('brand')['reviews'].idxmax()]\n",
    "\n",
    "# Filter the data to include only specified brands\n",
    "selected_brands = ['Samsung', 'Tecno', 'Infinix', 'Freeyond']\n",
    "filtered_data = most_reviewed_products[most_reviewed_products['brand'].isin(selected_brands)].copy()\n",
    "\n",
    "# Normalize the data for each attribute to fit within the same scale (0-1)\n",
    "for attribute in attributes:\n",
    "    minimum = filtered_data[attribute].min()\n",
    "    maximum = filtered_data[attribute].max()\n",
    "    filtered_data[attribute] = (filtered_data[attribute] - minimum) / (maximum - minimum)\n",
    "\n",
    "# Create a radar chart\n",
    "num_attributes = len(attributes)\n",
    "angles = np.linspace(0, 2 * np.pi, num_attributes, endpoint=False).tolist()\n",
    "angles += angles[:1]\n",
    "\n",
    "plt.figure(figsize=(10, 8))\n",
    "for index, row in filtered_data.iterrows():\n",
    "    values = row[attributes].values.tolist()\n",
    "    values += values[:1]\n",
    "    plt.polar(angles, values, marker='o', label=row['name'])\n",
    "\n",
    "title = f'Most Purchased Brand Product Comparison ({\", \".join(selected_brands)})'\n",
    "plt.fill(angles, values, alpha=0.25)\n",
    "plt.xticks(angles[:-1], attributes)\n",
    "plt.legend(loc='upper right')\n",
    "plt.title(title)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the radar chart analysis, several key observations stand out:\n",
    "\n",
    "- **Infinix Smart 7** boasts the largest display size coupled with a low price point.\n",
    "- **Samsung Galaxy A04** emerges as the most expensive among the highly purchased products on Jumia.\n",
    "- **Tecno Spark 10C** takes the lead with the highest RAM configuration.\n",
    "- Interestingly, **Freeyond** exhibits minimal visibility on the radar chart, indicating unique characteristics."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Distribution of features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "dc6a3130-ca67-48ac-b50e-53aa2d5d3f80",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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g3BVQTMEDENw+//xz2Ww2ffHFF/riiy/KbRs2bJiefPJJGQwGvfHGG5o1a5aaNGmim2++Wbfffrtnv+nTp2vWrFm68847JUkDBgzQtGnT6nQcAAAg+JCAAlCnjldAVWMKnsmVgKICCkCwGz9+vMaPH3/KfUaOHKmRI0eedHtkZKRmzJihGTNmeDs8AACAkzL6OwAAwcVdARURXpMKKBJQAAAAABCISEABqDMOp1NWa02akNMDCgAAAAACmd8TUBkZGUpJSanwa/ny5ZKkbdu2adSoUerevbsGDRqk119/vdzxDodD//znP9W/f391795dt912m/bv3++PoQA4Dau1TO7FecNN9IACAAAAgGDh9x5Q27dvV3h4uL788styy/fFxMQoJydHY8aM0aBBg/TYY4/pp59+0mOPPaaoqCiNGDFCkvTCCy9o6dKlevLJJ5WcnKzZs2fr1ltv1ccff6ywsDB/DQtAJdxT6MJMITIaq75cp3vFvFJbmZxO52n2BgAAAADUN35PQO3cuVOtWrVS06ZNK2x77bXXZDKZ9Pjjjys0NFRt2rTRvn37tHDhQo0YMUJWq1WLFy/W5MmTNXDgQEnSvHnz1L9/f61cuVJXXnllHY8GwKkcb0Be9eonSQo/NgXP6ZSsdofX4wIAAAAA+Jbfp+Dt2LFDbdq0qXTbhg0b1KdPH4WGHs+T9e3bV2lpaTp69Ki2b9+uoqIi9evXz7M9NjZWHTt21Pr1630eO4Dq8TQgr2YCKsRokCnU9d9VKdPwAAAAACDg1IsKqPj4eI0cOVJ79+7VWWedpTvuuEMDBgxQenq62rVrV25/d6XU4cOHlZ6eLklq1qxZhX3c22rC6XSquLi4xsefisViKfd7MGHswTN2g8Egs9ksu90um80mSbLZbCq2WCVJYSaj5/WqCjeFyGZ3qLC4VHa7KwllsVjq9ZS8YLvvJ2LsjD1QOZ3Oci0BAAAA4B1+TUDZ7Xbt2bNHbdu21X333afo6Gh98sknuv322/Xqq6+qpKSkQh+n8PBwSVJpaannAbeyffLy8mocl81m07Zt22p8fFWkpaX59Pz1GWNv+Mxmszp27Kic3Bzl5hZKknJzc5WdWypJctqtOnLkSLXOaTS4pt4dOZqjprGu1/bu3RsQP+gGy32vDGMPToE+dnpIAgAAeJ9fE1ChoaFau3atQkJCFBERIUnq3LmzfvvtN73yyiuKiIiQ1Wotd0xpqesH2MjISM8xVqvV82f3PmazucZxmUwmtW3btsbHn4rFYlFaWppatWpVqxgDEWMPnrG7qwfi4+JlLQtVbm6u4uLiFJKVK8mquEbRatIkvlrnjE5PV35xscLN0YqPcx3bunXrel8BFUz3/USMnbEH6th37drl7xAAAAAaJL9PwYuKiqrw2jnnnKNVq1YpOTlZmZmZ5ba5/56UlOSZhpOZmamWLVuW2yclJaXGMRkMBkVGRtb4+Kowm80+v0Z9xdiDZ+yhoaEymUySXIldq81VxRRpDvO8XlXmCNf+tjKnpy9coPyAG2z3/USMnbEHGqbfAQAA+IZfm5D/9ttv6tGjh9auXVvu9V9++UVt27ZV7969tXHjRpWVlXm2rVmzRq1bt1ZiYqLat2+v6Ojocsfn5+dr69at6t27d52NA0DVlNawCbkkRZhCyp0DAAAAABA4/JqAatOmjc4++2w9/vjj2rBhg3bv3q0nnnhCP/30k+644w6NGDFChYWFevDBB7Vr1y4tX75cS5Ys0bhx4yS5ejSMGjVKc+bM0VdffaXt27dr0qRJSk5O1pAhQ/w5NACVOL4KXvWLL8OPHVNCAgoAAAAAAo5fp+AZjUa99NJLeuaZZ/SPf/xD+fn56tixo1599VXP6neLFi3SzJkzNWzYMDVp0kRTp07VsGHDPOe46667ZLfbNW3aNJWUlKh379565ZVXqj29B4Dvldpc02bDa1IBFeaugLJ7NSYAAAAAgO/5vQdU48aN9cQTT5x0e9euXbVs2bKTbg8JCdGUKVM0ZcoUX4QHwEvKHE7Zy1wNw8NN1U9AuZNWVEABAAAAQODx6xQ8AMHDZjueODKFVv+/Hve0PXpAAQAAAEDgIQEFoE5Y7a4V8MJMxhqtMuWugCq1lcnhdHo1NgAAAACAb5GAAlAnrDZ3Aqr60++k8tP2SkqpggIAAACAQEICCkCdsNpdSaPw0JoloIxGgyd5ZSmlETkAAAAABBISUADqRG0roKTjK+GRgAIAAACAwEICCkCdsB5rQh5mqvl/O+EkoAAAAAAgIJGAAlAnjjchpwIKAAAAAIINCSgAdcI9BS+8FgmocFOoJKmEBBQAAAAABBQSUADqhLsJuTcqoIpJQAEAAABAQCEBBaBOHG9CXvseUCXWMq/EBAAAAACoGySgANQJmxcqoDwJKCqgAAAAACCgkIACUCe80wPKXQFFAgoAAAAAAgkJKAB1otTmvQooSylT8AAAAAAgkJCAAuBzDqdT9jKnJCm8Nj2gTqiAcjicXokNAAAAAOB7JKAA+Jw7+SRJptDaV0A5nVJxia3WcQEAAAAA6gYJKAA+d6z/uEyhRhmNhhqfJ8RoVGiI67+t/CKrN0IDAAAAANQBElAAfM52rAKqNv2f3NxVUCSgAAAAACBwkIAC4HPe6P/k5u4DRQIKAAAAAAIHCSgAPme3+6ICqrTW5wIAAAAA1A0SUAB8zqtT8I6dI6+QCigAAAAACBQkoAD4nHsKXlgtVsBzowcUAAAAAAQeElAAfM5GDygAAAAACGokoAD4nJ1V8AAAAAAgqJGAAuBzvugBRRNyAAAAAAgcJKAA+BwVUAAAAAAQ3EhAAfA5Oz2gAAAAACCokYAC4HNenYJ3rAKq0GKTvcxR6/MBAAAAAHyPBBQAn3I6nbKXuf7sjQTUiecoKKYKCgAAAAACAQkoAD5lsx+vUvJGAspoMCiCPlAAAAAAEFBIQAHwKavNlYAKDTEoxGjwyjkjwkIlkYACAAAAgEBBAgqAT1mPzb8LC6199ZNbRDgVUAAAAAAQSEhAAfApdwVUmBdWwHMzUwEFIIjl5ubq4Ycf1oABA9SjRw/deOON2rBhg2f76tWrNXz4cHXr1k2XXnqpPvnkk3LHl5aW6rHHHlO/fv2Umpqqe+65R9nZ2XU9DAAAEGRIQAHwKeuxHlCmUO/9d+OpgCos9do5ASBQ3H333dq0aZPmzp2r999/Xx06dNDYsWO1Z88e7d69W+PGjVP//v21fPlyXXvttZo6dapWr17tOf7RRx/VqlWrNH/+fL322mvas2eP7rrrLj+OCAAABINQfwcAoGGz2o5NwfNCA3K3iHAqoAAEp3379un777/X0qVL1bNnT0nSQw89pO+++04ff/yxsrKylJKSokmTJkmS2rRpo61bt2rRokXq16+fMjIytGLFCr300kvq1auXJGnu3Lm69NJLtWnTJqWmpvptbAAAoGGjAgqATzEFDwC8Jz4+XgsXLlSXLl08rxkMBhkMBuXn52vDhg3q169fuWP69u2rjRs3yul0auPGjZ7X3Fq3bq2kpCStX7++bgYBAACCEgkoAD5FE3IA8J7Y2FhdcMEFCgsL87z2+eefa9++ferfv7/S09OVnJxc7pimTZvKYrEoJydHGRkZio+PV3h4eIV90tPT62QMAAAgODEFD4BP+aICKsJTAUUPKADB7ccff9T999+vIUOGaODAgSopKSmXnJLk+bvVapXFYqmwXZLCw8NVWlrz/1OdTqeKi4trfHx9ZbFYyv0eLKxWq8xms+x2u2w2u1fPbbe7PkSyWCxyOp1ePXdtNeT7bTAYTrintgrb3a9Vtu106vM9PZ2GfM9PhXEH17gl347d6XTKYDBUaV8SUAB8yt2EPMyLTcjN9IACAH355ZeaPHmyevTooTlz5khyJZKs1vL/N7r/bjabFRERUWG75FoZz2w21zgWm82mbdu21fj4+i4tLc3fIdQps9msuLg4FRQW6EhWoVfPbXBES5L27t1bb38IbIj322w2q2PHjsrJzTnlPc3Nza32uQPhnp5OQ7znVcG4g4+vxl7Zh1uVIQEFwKd80oQ8jCl4AILbm2++qZkzZ+rSSy/VU0895Xnwa9asmTIzM8vtm5mZqcjISMXExCg5OVm5ubmyWq3lHhYzMzOVlJRU43hMJpPatm1b4+PrK4vForS0NLVq1apWCbpA405SxkTHyGn07rjjYyMkuXqP1bdqmYZ8v93VCfFx8ZXeU5vNptzcXMXFxclkMlXr3PX5np5OQ77np8K4g2vckm/HvmvXrirvSwIKgE/ZfFgBVWItU6mtTOFeTG4BQH23dOlSTZ8+XaNHj9aDDz5Yruy9V69eWrduXbn916xZox49eshoNKpnz55yOBzauHGjp1n53r17lZGRod69e9c4JoPBoMjIyBofX9+ZzeYGPb4/cr+nQkNDZTJVbVpFVYWGur6H1+cf/hry/Xbd05MnmEwmU7UTUIFwT0+nId/zU2HcwccXY6/q9DuJJuQAfMwXFVCmUKNCQ1z/0eUXUgUFIHjs3btXs2bN0sUXX6xx48bp6NGjOnLkiI4cOaKCggKNHj1amzdv1pw5c7R7924tXrxYn332mW699VZJUlJSkq644gpNmzZNa9eu1ebNm3X33XerT58+6t69u38HBwAAGjQqoAD4jNPpPN4DyotNyA0Gg2KjwpSdX6r8olI1iQ/cT9wAoDo+//xz2Ww2ffHFF/riiy/KbRs2bJiefPJJvfDCC5o9e7Zee+01tWjRQrNnz/ZUO0nS9OnTNWvWLN15552SpAEDBmjatGl1Og4AABB86lUCau/evRo+fLgeeughDR8+XJK0bds2zZw5U7/88osSEhJ0880366abbvIc43A4tGDBAr333nsqKChQ79699fDDD+vMM8/01zAAHGO1O+RuBeDNKXiSFBsVfiwBRQUUgOAxfvx4jR8//pT7DBgwQAMGDDjp9sjISM2YMUMzZszwdngAAAAnVW+m4NlsNk2ePLncEr45OTkaM2aMWrZsqffff18TJ07UnDlz9P7773v2eeGFFzy9EN555x05HA7deuutla7wAqBulVpd0++MBikkxNsJKFfzXBJQAAAAAFD/1ZsE1Pz58xUdHV3utXfffVcmk0mPP/642rRpoxEjRujmm2/WwoULJblW6Fi8eLHuuusuDRw4UO3bt9e8efOUnp6ulStX+mMYAE5QYrVLkqdfkzfFkIACAAAAgIBRLxJQ69ev17Jly/Tkk0+We33Dhg3q06ePZ2UFSerbt6/S0tJ09OhRbd++XUVFReX6GsTGxqpjx45av359ncUPoHLuCiiTDxJQjY4loPKKSr1+bgAAAACAd/k9AZWfn6+pU6dq2rRpatasWblt6enpSk5OLvda06ZNJUmHDx9Wenq6JFU4rmnTpp5tAPyn5FgCyhcVULFR4ZKogAIA+I7BYJDZbK7WEtMAAKByfm9C/uijjyo1NVVDhw6tsK2kpERhYWHlXgsPd/3QWVpaKovFIkmV7pOXl1fjmJxOZ7leVN7kjtn9ezBh7MEzdvcDu6XElRwyhRpks9m8dn67PcTTAyonz+Kzf6+1FWz3/USMnbEHKqfTSbIhyJzqnpvNZnXs2NEn5wYAINj4NQG1YsUKbdiwQR9//HGl2yMiIio0Ey8tdU23iYyMVEREhCRXLyj3n937mM01X5bdZrNp27ZtNT6+KtLS0nx6/vqMsTd87gf23PxCSa4KqNzcXK+d3+CI1lktzpAkpR/N9fm/19oKlvteGcYenAJ97H/8YAsNm8Fg0A+bDymvsOKUbrvdrpzcHMXHxZdrCVEVjaLDdV7XM7wVJgAAAc+vCaj3339fWVlZGjhwYLnXH3nkEX366adKTk5WZmZmuW3uvyclJclut3tea9myZbl9UlJSahyXyWRS27Zta3z8qVgsFqWlpalVq1a1SpIFIsYePGN3f9prCHH9EBcaIsXFxclkMnnl/PGxEZ4KKIdM6tChg1fO623Bdt9PxNgZe6COfdeuXf4OAX6QV1iqnIKKCSibzaYjWYVyGs1e+x4GAECw8msCas6cOSopKSn32pAhQ3TXXXfpqquu0ocffqh33nlHZWVlCgkJkSStWbNGrVu3VmJiomJiYhQdHa21a9d6ElD5+fnaunWrRo0aVeO4DAaDIiMjaz6wKjCbzT6/Rn3F2INn7Da7U5KrCbnJZPLaw3toaKgnAVVosdX7r2mw3fcTMXbGHmiYLgUAAOAbfk1AJSUlVfp6YmKikpKSNGLECC1atEgPPvigbr31Vm3evFlLlizRY489JslVIj9q1CjNmTNHCQkJat68uWbPnq3k5GQNGTKkLocCoBK+bELeKPp4E3J6bAAAAABA/eb3JuSnkpiYqEWLFmnmzJkaNmyYmjRpoqlTp2rYsGGefe666y7Z7XZNmzZNJSUl6t27t1555RXKpIF6oNTqmiZr8kECKuZYBZS9zKniEruizPybBwAAAID6qt4loHbs2FHu7127dtWyZctOun9ISIimTJmiKVOm+Do0ANXkywqocFOIIsJCVGItU36RlQQUAAAAANRjRn8HAKDhKrW5ElC+qICS5OkDlV9UsXEsAAAAAKD+IAEFwCecTqdKSn1XASWdmICy+uT8AAAAAADvIAEFwCdKrGVyOI+tghfqqwTU8UbkAAAAAID6iwQUAJ8oKHYlhYwG1y9foAIKAAAAAAIDCSgAPlFYbJMkhZlCZDD4qAIq2pWAyiukBxQAAAAA1GckoAD4hLsCKizUd//NUAEFAAAAAIGBBBQAn3BXQJlMIT67Bj2gAAAAACAw+CQBlZ6e7ovTAgggngooExVQAHA6PDsBAICGrkY/GXbo0EGbN2+udNuGDRt02WWX1SooAIGPKXgAcBzPTgAAINiFVnXHxYsXq7i4WJLkdDr13nvv6dtvv62w36ZNmxQWFua9CAEEpBObkEsOn1yDBBSA+oxnJwAAgOOqnIAqLS3VggULJEkGg0HvvfdehX2MRqNiYmJ0xx13eC9CAAGpfAWUbxJQjY71gCq0WFXmcCrE6JvV9gCgJnh2AgAAOK7KCag77rjD83DUvn17vfvuu+ratavPAgMQ2AotJ1ZA2X1yjZhIkyTJ6ZQKi61qFB3uk+sAQE3w7AQAAHBclRNQJ9q+fbu34wDQwNRFD6iQEKOizSYVWmzKLyIBBaD+4tkJAAAEuxoloCTp+++/1zfffCOLxSKHo/z0GoPBoFmzZtU6OACB63gPKKNU5rvrxEaFeRJQAFCf8ewEAACCWY0SUIsXL9bTTz+t8PBwJSQkyGAo33flj38HEHw8FVCmENl9mIBqFB2uQ0eLlFtY6ruLAEAt8ewEAACCXY0SUG+++aaGDh2qmTNnsmoLgEoVuCugQo0+6gDlEhfjmnaXRwIKQD3GsxMAAAh2NWrOcvToUV1zzTU8QAGoVKmtTFabq+zJ1YTcd9x9n3ILSEABqL94dgIAAMGuRgmojh076rfffvN2LAAaiMJj0+8MBik0xLfTSuJIQAEIADw7AQCAYFejKXgPPPCA/vGPfygyMlLdunWT2WyusM8ZZ5xR6+AABCb39LuIsBCf9zVxT8GjBxSA+oxnJwAAEOxqlIC68cYb5XA49MADD5z0h8tt27bVKjAAgcvdgDzcVOOFNqvMk4CiAgpAPcazEwAACHY1+ulw+vTprNYC4KTcU/DCw3zb/0k6YQoeFVAA6jGenQAAQLCrUQJq+PDh3o4DQANy4hQ8X6MCCkAg4NkJAAAEuxoloNavX3/afXr37l2TUwNoAPxRAWUptavUVqZwH6+6BwA1wbMTAAAIdjVKQI0ePVoGg0FOp9Pz2h/LyuljAASv4xVQvu8BFRkRKlOoUTa7Q7kFpUpKiPT5NQGgunh2AgAAwa5GPx2+/vrrFV4rLi7Whg0b9OGHH2r+/Pm1DgxA4Cqowwoog8GguJhwHcmxKK+QBBSA+olnJwAAEOxqlIDq06dPpa8PHDhQkZGRevHFF/Xyyy/XKjAAgavQXQFVR9PhGkW7ElD0gQJQX/HsBAAAgp3R2yfs1auX1q1b5+3TAgggdVkBJR3vA5VDAgpAAOLZCQAABAOvJ6C+/vprRUVFefu0AAJIYR32gJKkePdKeIUldXI9APAmnp0AAEAwqNFPhzfddFOF1xwOh9LT03Xw4EHddttttQ4MQOAqsJxYAeXw+fXijiWg8gqtPr8WANQEz04AACDY1SgBdeIKLm5Go1Ht2rXTuHHjNGLEiFoHBiBwFR6bghcRFqJSax0koI5NwaMHFID6imcnAAAQ7GqUgHrjjTe8HQeABsJmd8hSWibJVQFVarX5/JqNSEABqOd4dgIAAMGuVg1avv32W61bt075+flKSEhQz5491b9/f2/FBiAAuaufDAYpvI5WwYujBxSAAMGzEwAACFY1SkBZrVZNmDBBq1atUkhIiOLj45WTk6OXX35Zffv21csvv6ywsDBvxwogALhXwIs2m2QwGOrkmp4EVAE9oADUTzw7AQCAYFejVfDmz5+vjRs36umnn9bmzZu1atUq/fzzz3riiSf0008/6cUXX/R2nAACRMGxFfCiI+vuByl3D6iCYqvsZb7vOQUA1cWzE+qLIotNew/lKT2rSEUW30+TBwDArUYVUP/+979155136qqrrjp+otBQ/fnPf1ZWVpbefvtt/f3vf/dakAACh3sKXkykqc6uGRMZJqPRIIfDqbzCUiU2MtfZtQGgKnz17PTyyy9r1apV5XpMTZs2Te+99165/Zo3b66vv/5akmv1vQULFui9995TQUGBevfurYcfflhnnnlmDUeH+s7pdOqHzYf1zcb92rg9s9yHNb06JOkvl6TonDPj/RghACAY1CgBlZ2drY4dO1a6rWPHjsrIyKhVUAAClz8qoIxGgxpFhSmnoFS5BSSgANQ/vnh2euutt/Tss8+qV69e5V7fsWOHxo8fr1GjRnleCwk53pPvhRde0NKlS/Xkk08qOTlZs2fP1q233qqPP/6YaYANUFaeRf989yf9uD3T81pMpEmlNoestjJt2JahDdsydGHPFvrbdakyhdZoggQAAKdVowRUy5YttXHjRvXr16/CtvXr16tZs2a1DgxAYCq0HKuAMtftDzFxMeGuBFQhK+EBqH+8+eyUkZGhRx55RGvXrlWrVq3KbXM6ndq1a5duv/12NWnSpMKxVqtVixcv1uTJkzVw4EBJ0rx589S/f3+tXLlSV155ZbXGhfrtx+2ZevrNDSqy2GQKNerPF7TRBT1a6KzkWEnSoaOFWvbFTv134359s/GAiix23ffXXqc5KwAANVOjjzhuuOEGvfzyy1q0aJEOHz4sm82mw4cP61//+pf+9a9/acSIEd6OE0CAcFdA1eUUPOl4H6g8ElAA6iFvPjv9+uuvMplM+uijj9StW7dy237//XcVFxfr7LPPrvTY7du3q6ioqFwiLDY2Vh07dtT69etrNjjUS6u3HNL0xWtUZLGp7Zlxeu7ugbrp8o6e5JMkndE4WpNu7KFHbu2nsFCj1m1N14xX18lup58iAMD7alQBdeONN2rr1q2aM2eOnnnmGc/rTqdTw4YN0+233+61AAEEFs8qeHU4BU86cSU8ElAA6h9vPjsNGjRIgwYNqnTbzp07JUlvvPGGvv32WxmNRg0YMECTJk1STEyM0tPTJalCxVXTpk092xD4vtt0UHOWbpTD4dT53c7QPX/pecqpdT3aN9XDt/bV9MVr9eP2TL33zW7dclXXOowYABAMapSAslqtmjlzpm655RatW7dOeXl5MhgMGjx4sNq0aePtGAEEkEJ/VUDFREiSckhAAaiH6urZaefOnTIajWratKleeukl/f7773r66af122+/6bXXXpPFYpGkCr2ewsPDlZeXV+PrOp1OFRcX1yp2fzAYDDKbzbLb7bLZKq4I536tsm2nY7e7+m5ZLBY5nc7aBVoNv+zJ1jNLf5TD4dSA7s00/s8dZLOWyGY99XHnNI/SxOGdNPedzVrx7V6d363Fsa+L3avx+evrUhXufx/u3xuShvhe94aGfM9PhXEH17gl347d6XTKYDBUad9qJaB27NihBx54QIMHD9Ydd9yhNm3aqE2bNsrPz1ffvn316aef6tlnn1Xr1q1rFDiAwHdiBVSp1bsPrafinoJHBRSA+qSun53uuOMO/eUvf1F8vGtFs3bt2qlJkya67rrrtGXLFkVEuJL1VqvV82dJKi0tldlc8wUcbDabtm3bVrvg/cBsNqtjx47Kyc3RkazCk+6Xm5tb7XMbHNGSpL1799bZDztH821atDJTZQ6nOrU0a2AHo3bu3FHl42ONUpdWkdqSVqx5b/+oPikxys4t8mqM/vi6VFdaWpq/Q/C6hvZe97aGeM+rgnEHH1+NvaqLmFQ5AXXgwAHddNNNioiIqPCQZDKZNHXqVL366qv6y1/+ohUrVigpKal6EQNoEAqPJaBiIk11moBKaOT6QSo7v6TOrgkAp+KPZyej0ehJPrmdc845kqT09HTP1LvMzEy1bNnSs09mZqZSUlJqfF2TyaS2bdvW+Hh/cX9iGx8XL6exYgLOZrMpNzdXcXFxMpmqV9kbH+v6vtS6des6qQoptNj04ktrVWJ16pwzG+m+m3sqzBRy+gP/4B+tbJo8/wcdPFKkXbFhSmlZsZl9bdT116U6LBaL0tLS1KpVq1olZOujhvRe96aGfM9PhXEH17gl3459165dVd63ygmohQsXKi4uTm+//bYSEhLKbTObzbr55pt1xRVX6Nprr9XLL7+shx9+uOoRA2gwPE3Io8J0NLfuPgVLPJaAqstrAsCp+OPZaerUqcrMzNSSJUs8r23ZskWS1LZtW5155pmKjo7W2rVrPQmo/Px8bd26VaNGjarxdQ0GgyIjI2sVuz+Fhoae8oduk8lU7R/KQ0Ndj9l18UOO0+nUM29vUUa2RU3jzXpobF/P1PTqioyUbruqo55+6ydtTctVmxYJMofXqGtHpery61JTZrM5oN/PpxLo73Vfacj3/FQYd/DxxdirOv1OqsYqeKtXr9att95a4QHqRE2aNNEtt9yi77//vsoBZGVlacqUKerbt69SU1N1++23a/fu3Z7t27Zt06hRo9S9e3cNGjRIr7/+ernjHQ6H/vnPf6p///7q3r27brvtNu3fv7/K1wfgXZ4peOa67QHlTkBl5ZcE3KdvABomXz07ncoll1yi1atXa8GCBfr999/1v//9Tw888ICuvPJKtWnTRmFhYRo1apTmzJmjr776Stu3b9ekSZOUnJysIUOGeCUG1L0P/rtb67amyxRq1P0391F8DZNPbj3bN1HKWfEqK3Nq694sL0UJAAh2VU5AZWZmqlWrVqfdr127dtVaRWXixInat2+fFi5cqP/7v/9TRESEbr75ZlksFuXk5GjMmDFq2bKl3n//fU2cOFFz5szR+++/7zn+hRde0NKlSzV9+nS98847cjgcuvXWW2W1nqbTIgCvs5c5VFzimnYXU8er4CU2cn3qVmotU1FJ3U39A4CT8dWz06lcdNFFevbZZ/XVV19p6NChevDBBzVkyBDNmjXLs89dd92la665RtOmTdONN96okJAQvfLKK9WuekD9sG1vtl77dKsk6barO6tti7han9NgMGjUpe0lSbv256m4pPqNqQEA+KMq19MmJCQoMzPztPvl5OSoUaNGVTpnXl6emjdvrnHjxqldu3aSpAkTJujqq6/Wb7/9ptWrV8tkMunxxx9XaGio2rRp40lWjRgxQlarVYsXL9bkyZM1cOBASdK8efPUv39/rVy5UldeeWVVhwfAC9zVTwaDqwl5XQo3hSgm0qSCYpuy8ix1XoEFAH/ki2enP3ryyScrvHbZZZfpsssuO+kxISEhmjJliqZMmVKja6L+KLLYNGfpRteKd6nNdWm/Vl47d7dzmqhZYqQOZxXr1z1Z6t0x2WvnBgAEpypXQPXu3VvLly8/7X4rVqxQx44dq3TORo0a6ZlnnvEkn7Kzs7VkyRIlJyerbdu22rBhg/r06eOZVyxJffv2VVpamo4ePart27erqKhI/fr182yPjY1Vx44dtX79+qoODYCXFBS5ElBRESaFGKs+F9hb3FVQWXk0Igfgf754dgJO9NIHm5WZXaykhEhNvKZbtfpwnI7BYFCv9q4G5HsO5qmklOpiAEDtVLkCavTo0brxxhv15JNPatKkSQoPDy+33Wq16tlnn9W3336rhQsXVjuQhx56SO+++67CwsL04osvKjIyUunp6Z7klFvTpk0lSYcPH/aUq7tXdDlxn9qUsjudThUXF9f4+FNxL00aqEuU1gZjb/hjP5JdIMm1Ap4k2e122Wyusn33795gt7tW9bFYLOX6PcVFu657+Eieis+M9tr1aipY7ntlGDtjD1ROp9NrP8T7+tkJwe1/Px7QfzcekNFo0OSRPRUZ4f3K32aNo5QYG6Gs/BLtOZSnjq0TvX4NAEDwqHICqkuXLrr//vs1a9Ysffjhh+rXr59atGihsrIyHTp0SGvXrlVOTo7+/ve/q3///tUO5K9//auuv/56vfXWW5o4caKWLl2qkpIShYWVn8bjfngrLS31POBWtk9eXl61Y3Cz2Wzatm1bjY+virS0NJ+evz5j7A3Xtv2uf5Mmo0OSlJObo9zcQklSbm6u165jcLiSS3v37i33g67B4frzjt0HlGzO99r1aquh3/dTYezBKdDH/sfnipry9bMTgldmdrFefP9nSdL1g9upfauTN7qvrbZnxinr13Tt2p+r9q0SZPRilRUAILhUa03VkSNHqn379nrllVf01VdfqbS0VJIUFRWlP/3pT7rlllvUrVu3GgXStm1bSdLMmTP1888/680331RERESFZuLua0ZGRioiwrXCh9Vq9fzZvU9tlgE1mUyeeLzNYrEoLS1NrVq1CuilSmuCsTf8sR8qOiApS40TXAmi+Lh4WctClZubq7i4OK81uI2Pdf17b926dbkKqC2HdmvT7j0KDY9Vhw4dvHKt2giW+14Zxs7YA3Xsu3bt8ur5fPnshOBU5nBq7ts/qqjErpSz4nX94HanP6gWWibHaNOOTBWV2HX4aJGaN/F/hTEAIDBVKwElST179lTPnj0luXo2hYaGKjY2tkYXz87O1urVq3XJJZd4+jwZjUa1bdtWmZmZSk5OrtC80/33pKQk2e12z2stW7Yst09KSkqNYpJcc94jIyNrfHxVmM1mn1+jvmLsDXfspXbXp6JxMa4fPENDQz1JJ5PJ5LUElPv/iz/+gJvcOEaSlFtkq1df54Z+30+FsTP2QOPNHjpu3nx2ApZ/85t+3ZMlc3iIJo/sqZCQKrd0rZHQEKPObt5I2/flaNf+XBJQAIAaq9V3rISEhFo9QB09elR33323Vq9e7XnNZrNp69atatOmjXr37q2NGzeqrKzMs33NmjVq3bq1EhMT1b59e0VHR2vt2rWe7fn5+dq6dat69+5d47gA1Iy7CXlsVN2ugOeW2MhVGUUTcgD1VW2fnRDcdv6eo7c+2y5JGjesq5ITo+rkum3PjJMkHTpapMJi66l3BgDgJHz7kclptGvXTgMGDNCMGTO0fv167dy5U/fdd5/y8/N18803a8SIESosLNSDDz6oXbt2afny5VqyZInGjRsnydWjYdSoUZozZ46++uorbd++XZMmTVJycrKGDBniz6EBQang2ENpTKR/ElCN41wVUdkkoAAADUyRxaan39igModT53c7Q4N6nVln146JDFNyoquqMe1w/emxCAAILNWegudtc+fO1TPPPKNJkyapoKBAvXr10ltvvaUzzjhDkrRo0SLNnDlTw4YNU5MmTTR16lQNGzbMc/xdd90lu92uadOmqaSkRL1799Yrr7zitak+AKou/1gFVIyfKqASjvWGyi0slc3ukCnUrzl2AAC8wul0av57Pykju1hNEyJ157XdfTJd9FRaNYtVelax0g4XqNPZiXV+fQBA4PN7AiomJkaPPvqoHn300Uq3d+3aVcuWLTvp8SEhIZoyZYqmTJniowgBVJU7ARXrpwqo2KgwmUKNstkdyskvUdOEwOxBAwDAiT5fs0/f/3xIIUaDpo7qqWhz3X/Q2qJpjEKMGSootiqnoNTzoQ8AAFVFeQAAr/FMwYvyTwWiwWDwPBDTBwoA0BCkHc7Xv1ZskSTddHkHpZyV4Jc4TKFGTwPyfUzDAwDUAAkoAF7jTkDFRoX7LQZPI/J8i99iAADAG0pK7Xr6jfWy2h3q0b6p/nxBW7/Gc1Yz12qz+9IL5HQ6/RoLACDwkIAC4BUOh1MFxTZJUkyk/3qwJTZyNSI/mksFFAAgsC1csUX7MwqVEBuuSTf0kNHo375LzRpHyRRqlKXUriM5fNADAKgeElAAvKK4xCaHw/VpaKyfmpBLJ1RA5fFgDAAIXJ/+sFdfrPtdBoN09196Ki7Gf9XFbiFGo85MclVBpaUzDQ8AUD0koAB4Rf6x6XcRYSEyhYb4LQ53AiqbHlAAgAC1ZfdRLfzA1fdp9GUd1O2cJn6O6LiWya4E1MHMQqbhAQCqhQQUAK8ocK+A58fqJ+n4FLysfBJQAIDAc/hokZ58bb3KHE4NSG2uawad4++QymkaHylTqFEl1jIW/AAAVAsJKABe4en/5PcEFFPwAACBKaegRI8sXK38IqvatGikv13XXQaDf/s+/VGI0aBmjaMkSQcyC/0cDQAgkJCAAuAV+ccqoGIi/Z2AOlYBlVfi6UkFAEB9V1xi02OL1uhwVpGaJkTq4bF9FREW6u+wKtWiabQkElAAgOohAQXAK9wJqFg/J6AaN4qQ0WiQze5QTgFTAwAA9Z+l1K7pi9dq94E8xUaF6fHb+ykhNsLfYZ3UGY2jZDRIBcVW5ReV+jscAECAIAEFwCsKjjUh9/cUvJAQo5rEuaqgMrKL/RoLACB4RYSFVKlJd3GJTY/+a7V+2Z2lyIhQPXJrXzVvEl2la/irCbgpNERNEyIlUQUFAKi6+lnXCyDg1Jcm5JKUlBCpjOxipWcVq2PrRH+HAwAIQmGmEBkMBv2w+ZDyCiuvEiopteuTH9KUkV2sMJNRl/Vrpd0HcrX7QO5pz98oOlzndT3Dy1FXXYum0UrPKtbBzEK+1wIAqoQEFACvyC+uHz2gJCk5MUqbdx1VRlaRv0MBAAS5vMJS5RRUTEAVFFv1vx8PqKDYJlOoUQN7nKkwU0il+9ZHzZtEa8O2TB3NK1GJ1V5v+1UBAOoPpuAB8Ap3BZS/p+BJrgooSUpnCh4AoB7KzC7WF2t/V0GxTZERobq4T0vPKq6BIjLCpLiYcElSehbfbwEAp0cCCoBXuHtA+bsJuSQlJ7oSUPSAAgDUJ06nU9vSsvX1xv0qtZUpPiZcQ849S42iw/0dWo00axwlSTp0lD5QgazM4VB+kVU2O6sHA/AtamUBeEV+PesBJYkpeACAeqOk1K51WzN08IgrWXNWsxj16ZCs0NDA/Tz4jMQobdubrfSjxXI6nTIYDP4OCdVwILNQP/92RAVFVjklGQxS63yjOp2dqOh68IEigIaHBBQAr6hPU/CSE12fyGbll8hqK1OYKcTPEQEAgtmBzAKt+zVDpbYyGQ1SakpTnXNmXMAnbBrHmWUKNarUVqbs/BIlNjL7OyRUgcPh1OZdR7UtLdvzWojRoDKHU3sO5SvtcL7O79ZcLZpWbTVGAKgqElAAaq3EapfV7pAkxUSa/ByNqworIixEJdYyZeYUq0XTGH+HBAAIQkUWm77asF879uVIkuKiw9W3S7LiYwKr39PJGI0GJSVE6kBmoQ4fLSIBFQCcTqe+33xIBzJdlXgpLePVoXWCQgwO7dqXrkM5Th3JLdEPmw9pYI8WanqsqhwAvCFwa34B1BsFRTZJUmiIQeZw/+e1DQaDpwqKPlAAAH/Yl56vvz3zjXbsy5FBUofWCRrSt2WDST65uftAHT7KtPdAsHnXUR3ILJTRaND5Xc9Qj/ZNZQ4PlcFgUFxUqPp3a6bmTaJV5nDq258OKqegxN8hA2hASEABqDV3A/KYyLB6M53AsxIeK/MAAOqQvcyhjdsz9PbKnTqSY1FsVJgu6n2mup/TRCHGhvfofcaxBFRWXolKbWV+jgan8tv+HK3eki5J6tGuiVomV6wQNxoNOq9rMzWJM8tmd2j1lsNyOGhODsA7Gt53QQB1Lr+oVFL9aEDulsRKeACAOpaVZ9Fnq/dp5++5kqTL+rXS9YPPUZP4hjuNKTLCpEbRYXKKxT/qsxKrXbPf2CiH06kWTaPV9sy4k+4bGmJU/+7NFWYyKq/Qqt/259ZZnAAaNhJQAGotvx41IHdLTnB9IpvOwzAAwMccTqe27DqqL9b9roJiq8zhobruonM04ZpuMoU2/IUw3NPe0/nQp97696q9OpxVpCizSed2Sj5txXp4WIi6tW0iSdqy+6gspfa6CBNAA0cCCkCt5Ra6KqDiosP9HMlxngoopuABAHyoxGrXfzce0C97suR0Smclx+iy81rp7OaN/B1anXFPe+d7bv1UWGzV/339mySpb6fkKq8OfHaLRkqIDZfN7tDPvx3xZYgAggQJKAC1llfoqoCqTwmoZHcPqOwiOZ30LgAAeF9Ofok+X7NPGdnFCjEa1K9LM53X9QyFV/EH/IaiabxZBoNUaLGpyGLzdzj4g+X/3aUii00tk2N0Tsu4Kh9nNBjUs32SJGnvoXxPxTsA1BQJKAC1lnesAqpRTP1JQLmXDS4usauQh2EAgJelZxXpy/X7VVxiV0ykSZf0PUutmsX6Oyy/MIWGKDHWtbof0/Dql+z8En347R5J0k2XdZCxmovFNI4zexrN79iX7fX4AAQXElAAai234FgCqh5VQEWEhSr+WEKMKQEAAG/al56v//14QPYyh5rGmzXk3LPq1fdAf0g61geKRuT1ywf/3SWrrUztz4pXn07JNTpH+1YJklxVUKVWekEBqDkSUABqLc/TA6pumpBHhIVUaVqduynq4aPVexhmyh4A4GR+Ty9wLU3vlFomx2hgzxZV7qnTkHn6QGUX8320nigpteuLdb9Lkq4d3O60jcdPpmm8WfEx4SpzOFkRD0CthPo7AACBz90Dqq4+/Q0zhchgMOiHzYc8ya/KOOV6AP564+8qtFStb0Gj6HCd1/UMr8QJAGhYDmYW6octh+R0Sq3PiK3SamLBonFchEKMBpVYy5RfZA36irD64L8/HlCRxabkxEhPL6eaMBgMat8qQau3HNbO/bnq0CpBISHUMQCoPhJQAGrNX6vg5RWWKqfg5AmoiDDXf3GZ2ZZT7gcAwOkczbVo1eZDnpXu+pB8KifEaFTjOLMysouVkV1MAsrPnE6nPvl+ryTpivNbK8RYu/dqy6QY/fzbERWX2LUvvSCoVnkE4D2krgHUSqmtTJZSVz+A+vaw2SjKNSUwr4jkEwCg5opL7Prup4NyOJxq3iRafTs3q3Yz52CQnHhsBVp6L/rdL3uylHY4X+FhIRrc56xan89oNKhNizhJrl5QAFATJKAA1Ip7ClxoiFGREfWrqDL2WAKqoMgmh4N+FACA6itzOPXDlnSVWMsUFx2ufl2ayVjLapKGyt0HKjOnmO+7fvbJKlf104U9z1S02eSVc7Y+tspjZk6xilhhGEANkIACUCv5x/o/xUWH1bupCFFmk0KMBjmcThXyoAQAqIHfDpUot9Cq8LAQDUhtLlMoj88nEx8bIVOoUTa7QzkFJf4OJ2jlF1m19tfDkqTLz2vltfNGmU1qGu9KMu49lOe18wIIHnwHBVAr7v5PsfVs+p3kaprproLKZxoeAKCa9mcUKiPXNc38T13PUJSXKkkaKqPB4KmCYhqe/3z300HZy5w6u3kjtT7Du72azm7uqoLaezif1Q4BVBsJKAC1kuenBuRVFRt9rA9UYdVWwQMAQJIKLTb9uPOoJKnDWXFqeiyxglNzJ6AysklA+cs3G/dLck2/87YWTWMUGmJQYbFNR3MtXj8/gIaNBBSAWnEnoBodS/TUN42iXImx/CISUACAqnE6nVrzy2HZ7A7Fmo3q0Cre3yEFDHcC6miuRWVlDj9HE3wOHinUjn05MhqkC1Kbe/38plCjzkyKkUQzcgDVRwIKQK3kHqssqm8r4LkxBQ8AUF17DubpSI5FIUaD2p9ppul4NcRGhckcHqIyh1NH8+gDVdfc1U+pKU0VHxvhk2u0OtaM/EBmIc3mAVQLCSgAtVLfp+A1OmEKHr0KAACnYym1a9POI5KkTmfHyxzG43J1GAwGz3TFjKwiP0cTXBwOp77ZeECSb6bfuTWNj1SYKUSltjIdYRoegGrgOyqAWsn1TMGrnwmoaHOYjAbXMtrFJXZ/hwMAXvXyyy9r9OjR5V7btm2bRo0ape7du2vQoEF6/fXXy213OBz65z//qf79+6t79+667bbbtH///roMu177cUembHaH4mPC1ba5dxs4B4ukhChJUjp9oOrUjn05yswuljk8ROd2TvbZdYxGg1o0jZYk7c8o8Nl1ADQ8JKAA1IqnAiqmfiagjEaDoiPdVVBMwwPQcLz11lt69tlny72Wk5OjMWPGqGXLlnr//fc1ceJEzZkzR++//75nnxdeeEFLly7V9OnT9c4778jhcOjWW2+V1UqvvIzsYv2eXiCDpD6dkpl6V0PJxyqgsvNLZLOX+Tma4PH95kOSpHM7NVNEWKhPr3XmsQTUgcwCKswBVBkJKAC1kldQv5uQS8djoxE5gIYgIyND48eP15w5c9SqVaty2959912ZTCY9/vjjatOmjUaMGKGbb75ZCxculCRZrVYtXrxYd911lwYOHKj27dtr3rx5Sk9P18qVK/0wmvrD4XTqxx2ZkqS2Z8YpwUf9c4JBlNmkaLNJTqeUmcMUrbrgcDg9Cajzu53h8+slJUbKFGqUpbSMSjcAVUYCCkCNOZ3Oet+EXJJij62El0cCCkAD8Ouvv8pkMumjjz5St27dym3bsGGD+vTpo9DQ49UPffv2VVpamo4ePart27erqKhI/fr182yPjY1Vx44dtX79+jobQ32UdihfuQWlMoUa1aVNor/DCXju1fAySU7Uid/25+horkXm8BClpjT1+fVCjEad0cQ11XLPwTyfXw9Aw+Db2kwADVpxiV32Y0ss1+cEVNyxCqjcAqbgAQh8gwYN0qBBgyrdlp6ernbt2pV7rWlT1w+jhw8fVnp6uiSpWbNmFfZxbwtGNrtDm3e5G48nKtzH05eCQdOESO0+mKcMElB14vvNhyVJvTsmK9wUUifXPLNpjPYdLtCeg3lyOp0yGJiyCuDU+O4KoMbcPZXM4aF19rBTE/ExrmkUeYWlcjic9PQA0GCVlJQoLKz8lOjwcNcHBKWlpbJYXNOhKtsnL6/mVQxOp1PFxYGXaDAYDDKbzdq0I0OW0jJFRYSqdbNo2Ww2Sarwe3WUlbl6H9nt9hodfzp2u+v7rsVi8XoPHqvVKrPZfCz2mi3gkRBjkiTlFJSqqLhEYceeE3wZd225/324fw8UTqdTq35yrX7XKyWx0n+L7vf6yd6PNXmvN24UphCjQQXFNqUdzldyfFi9u6enE6j3vLYYd3CNW/Lt2KuTgPZ7Aio3N1dz587Vf//7XxUWFiolJUX33HOPevXqJUlavXq1Zs+erd27d6tZs2b629/+piuuuMJzfGlpqZ588kl99tlnKikp0aBBg/Tggw8qISHBX0MCgoZ7Bby4elz9JEnRkSaFhhhkL3Mqv8habxumA0BtRUREVGgmXlrq+r86MjJSERGuhLzVavX82b2P2Wyu8XVtNpu2bdtW4+P9xWw2q2Xrc/TzrqOSpJaNQ5WddbTCfrm5udU+d2KM62G8oLBAR45U//jTMThcTaD37t3r9R8ozGaz4uLiXLFnFdb4PJHhRhWXOrT79ww1jnUlpHwZt7ekpaX5O4RqOZhl1ZHcEplCDIpwHNW2bdkV9jGbzerYsaNycnNOeU+r+15vFGVUdkGZNmzLUKdm9np7T08n0O65tzDu4OOrsf/xg62T8XsC6u6779aRI0c0d+5cJSYm6o033tDYsWP1wQcfyOl0aty4cRozZoxmz56t//73v5o6daoSEhI8vQseffRRbdiwQfPnz1dYWJgeeeQR3XXXXXrzzTf9PDKg4XNXQNXnBuSS61O/uJgIHc21KKeghAQUgAYrOTlZmZmZ5V5z/z0pKUl2u93zWsuWLcvtk5KSUuPrmkwmtW3btsbH+4vBYNAH3+6Wze5UbJRJHds2K/cprs1mU25uruLi4mQymap17tiYWElSTHSMmjiqd2xVxB9rkt66dWufVEBJrtidxponJpOzDdpzKF+lZWFq0qSxJN/GXVsWi0VpaWlq1apVrRKydW3Tyt8kST3bN1W3Lp0q3cf9vo6Pi6/0ntb0vd7Kmq/sgqNavzVDV57Xq97d09MJ1HteW4w7uMYt+Xbsu3btqvK+fk1A7du3T99//72WLl2qnj17SpIeeughfffdd/r444+VlZWllJQUTZo0SZLUpk0bbd26VYsWLVK/fv2UkZGhFStW6KWXXvJUTM2dO1eXXnqpNm3apNTUVL+NDQgGgdCA3C0+JvxYAqpUrf0dDAD4SO/evfXOO++orKxMISGuqU5r1qxR69atlZiYqJiYGEVHR2vt2rWeBFR+fr62bt2qUaNG1fi6BoNBkZGRXhlDXSooturDb3dLkrq2bXLST3BNJlO1E1Dur39oaGi1j60Kd6N5X/wQ5U5WuGKv+bT1Zo2jtedQvo7klXi+Br6M21vMZnNAvZ9/3JklSfpT9xanjft078fqvtdbJMfqx51HtWNftqxlxoB4JqxMoN1zb2HcwccXY69O/ze/roIXHx+vhQsXqkuXLp7XDAaDDAaD8vPztWHDhnKrtEiulVw2btwop9OpjRs3el5za926tZKSkoJ+JRegLhyvgKr/DxvuT1xz8mlEDqDhGjFihAoLC/Xggw9q165dWr58uZYsWaJx48ZJcpXIjxo1SnPmzNFXX32l7du3a9KkSUpOTtaQIUP8HH3dW/G/3SousSuxUYRaNI32dzgNTlKCK8mUV2hVSWnNeknh1NKzirQ/o0AhRoN6tvf96nd/FBVhUmKjCDmc0o87Mk9/AICg5tcKqNjYWF1wwQXlXvv888+1b98+PfDAA/rggw+UnJxcbnvTpk1lsViUk5OjjIwMxcfHe5prnrhPbVZy8WUjTRqfMfaG5GhOkSQpKtxY7t9MZY0uvdmAtSaNXWPMrk+icwpKZLVaT5qp92Zz1IZ636uCsTP2QBXoKzklJiZq0aJFmjlzpoYNG6YmTZpo6tSpGjZsmGefu+66S3a7XdOmTVNJSYl69+6tV155xSdVOvVZkcWmf6/aI0nq3SEpoO97fRUeFqq46HDlFpYqM6dYLZNj/R1Sg7PuV9fPPJ3OTlR0pH9aIpyVHKusvBJt2JqhC3ue6ZcYAAQGv/eAOtGPP/6o+++/X0OGDNHAgQMrXcnF/Xer1SqLxVJpqXR4eLin4WZN1EUjTRqfBaeGNvb9h10l35bC7HL/Zk5sdJmb62p0WZMGridTk8auDodTBrmW2j5wKFMRYZUXgPqiOWpDu+/VwdiDU6CPvaqNNOuDJ598ssJrXbt21bJly056TEhIiKZMmaIpU6b4MrR679Mf9qq4xK6WyTFqfUasZ1o5vKtpQqRyC0uVkU0CyhfWHktA9e6YfJo9feesZjH6cUemNu7IVFmZQyEhfp1kA6AeqzcJqC+//FKTJ09Wjx49NGfOHEmuRNIfV3Jx/91sNle60otU+5VcfNlIk8ZnjL0hjb1s1XpJFrU/5yx16JDkef3ERpfWstAaN3A9mZo2do393aq8QquMYdFq0iSq0n282Ry1od73qmDsjD1Qx16dRpoIXFZbmT76zlX9NOLCc1RqZXqYryQlmLXz9xxlZPtmdkEwK7LY9Ose14eBfTolnWZv30lKiFRMZJgKiq3ampatLm0a+y0WAPVbvUhAvfnmm5o5c6YuvfRSPfXUU55PHps1a1bpSi6RkZGKiYlRcnKycnNzZbVay31amZmZqaSkmv8nXBeNNGl8xtgbAvenxWc0aVTpuE5sdFmTBq4nU9PGrgmxEcortKqg2H7S43zRHLWh3ffqYOyMPdAwDSs4fLVhv3ILStUk3qwBqc31xdp9/g6pwWoaHymDpIJim4pL7IpnJVqv+XF7psocTp2ZFK0zGvuvh5nR4Oo/9d8fD2jTjkwSUABOyu/1kUuXLtX06dM1cuRIzZ07t1wiqVevXlq3bl25/desWaMePXrIaDSqZ8+ecjgcnmbkkmvaTEZGhnr37l1nYwCCkdPpVHZ+iSQpoVGEn6OpmviYY43IC2hEDgDBqszh1AffuCrd/nxBG4UyXcinwkwhio91JZ0yc6iC8qZ1W13T7/r4cfqdW2qKqwH6JhqRAzgFv37H3bt3r2bNmqWLL75Y48aN09GjR3XkyBEdOXJEBQUFGj16tDZv3qw5c+Zo9+7dWrx4sT777DPdeuutkqSkpCRdccUVmjZtmtauXavNmzfr7rvvVp8+fdS9e3d/Dg1o8AqKbbLZHZKkhNjA+DTT/QCcU1Di50gAAP6y7tfDOpxVpJhIk4b0Ocvf4QSFpgmuikim4XlPWZlDG7ZlSPJv/ye37u2aSJJ2H8zzrJIMAH/k1yl4n3/+uWw2m7744gt98cUX5bYNGzZMTz75pF544QXNnj1br732mlq0aKHZs2erX79+nv2mT5+uWbNm6c4775QkDRgwQNOmTavTcQDBKCvP1aA7NipMptAQP0dTNe6y/+ISu0pK7YoIrxezkAEAdejfq/ZKki7t14rvA3UkKT5S29PoA+VNW9OyVWixKSYyTO1bJfg7HCXERqhVs1ilHc7X5t+Oqn9qc3+HBKAe8ut33fHjx2v8+PGn3GfAgAEaMGDASbdHRkZqxowZmjFjhrfDA3AKnul3sYEx/U6STKEhio0KU36RVdn5JTqjif/6JQAA6t6+w/navOuojEaDLuvX2t/hBI0m8ZEyGFxNs/OLWG3QG9Z5Vr9LUoixfvSu696uidIO52vTzkwSUAAqxaR3ADWSledKQCUGSP8nN3fCLCufaXgAEGz+/b2r+qlv52Q1iQ/MlRoDkSnUqMRj338PHin0czQNgzsBVR/6P7mltjveB6q2KwkDaJhIQAGokUCsgJKOJ8yy80hAAUAwKSy26puN+yVJV/7pbD9HE3zcfaBIQNXegcwCHTpapNAQg1JTmvg7HI+OZyfIFGrU0bwSHcjkPgOoiAQUgBrJ9lRABdYnyJ4KqLwSPp0DgCDy5frfVWotU6tmsep8dqK/wwk6SZ4EVBHff2tp3a+u5uNd2jRWZITJz9EcFxEWqk6tXf+2Nu1kNTwAFZGAAlAj7il4CQE2BS8+JlwGg1RqK1Nxid3f4QAA6kCZw6lPjk2/u+L81jIY6kfPnGDSOM4so8GgIotNh48W+TucgLZu67Hpd53qz/Q7N/dqeD/tPOLnSADURySgANRIdr5rFbxA6wEVEmJUXLRrNbwspuEBQFDYuD1D6VnFijKbNLBHC3+HE5RCQ4xqHOd6Zti866ifowlc+UVWbdubJal+9X9yS01x9YHasuuobHaHn6MBUN+QgAJQI54KqADrASWd0AeKRuQAEBQ+WeWqfrq4T0tFhPt1Eeig5u4DRQKq5jZuz5DDKbVqFuv5etYnrZrFKi46XCXWMm3fl+3vcADUMySgAFRbWZlDuYWlkuRZ1SaQHO8DZfFzJAAAXzuQWaAfd2TKYHBNv4P/JMW7EiZbdh+lD1QNeVa/q4fT7yTJaDSo2zlMwwNQORJQAKotp6BUTqfrIaPRselsgSTBUwFVygMwADRw7t5PvTskKzkxys/RBLfEuAiFhhiUW1Cq/RkF/g4n4NjsDm3c7mru3adjkp+jOTn3ynybdtCIHEB5JKAAVJt76lpCTLiMxsBr5NooKlwhRoPsZQ7lF1n9HQ4AwEdKSu36esN+SdKVf6L6yd9CjEZPEpBpeNX3656jspTaFRcTrnPOjPd3OCflbkS+60Auz1kAyiEBBaDa3P2fEhuZ/RxJzRiNBs80PPpAAUDDterngyousatZYpRnWhD8q3mTaEkkoGpi3dYMSVLvDkn1+gPAxEZmtUyOkdMpbd7FNDwAx5GAAlBt2cd6JyUE2Ap4J3LHzkp4ANBwfb5mnyTp4nNb1usf2INJ8yauCqhfdh+Vw8E0+KpyOp1aW8/7P50otZ1rNbxNO0hAATiOBBSAasvKD9wV8Nw8FVAkoACgQdp3OF/b9+UoxGjQ4N4t/R0OjmkaHylzeKgKim3acyjP3+EEjN/TC5SZXSxTqFHdA6Caz9MHamcm/TYBeJCAAlBtx6fgBW4Cyh17TkGpyvgEFgAanM/Xuqqf+nRKVnwAf2DS0BiNBnVt21gSTaqrY91WV/VTt3OaKCI81M/RnF6nsxMVGmLUkRyLDh0t8nc4AOoJElAAqi27AVRARZtNCjMZ5XA6lVdY6u9wAABeVGor0zfHmo9f0vcsP0eDP0pNcU3P+mkn07Oqau0vgTP9TpIiwkLVsXWCJO4zgONIQAGotoZQAWUwHG9ETh8oAGhYfth8SIUWm5rGm9X9WC8a1B/u6Vlb92appNTu52jqv6w8i3b8niNJOjdAElCSPI3/f/6NBBQAFxJQAKqtIVRASVKiJwFl8XMkAABvOt58/CyF0Hy83mmWGKWkhEjZy5z6ZU+Wv8Op99Ydaz6eclZ8QD17dW/nSkBt/u0I7Q4ASCIBBaCaiktsKrLYJEmN48x+jqZ23CvhuRNqAIDAdyCzQL/uyZLRIJqP11MGg8GTnKAP1OmtOZaACqTqJ0lq0yJOURGhKiqxa/eBXH+HA6AeIAEFoFoysoslSTGRYYqMMPk5mtpJbORKoOUXWmW3O/wcDQDAG9zVT706JAf8ByUNmbsP1KadJKBOpbjEps3HprD17dzMz9FUT4jRoK7nHF8NDwBIQAGolvQsVwIqKTHSz5HUnjk8VObwUDklZRdQBQUAgc5mL9PXNB8PCN3aNpbRIO3PKNSRHKbCn8zG7ZmylznVvEm0zkyK8Xc41eaudPt551E/RwKgPiABBaBa3BVQyQmBn4CSjjdSpxE5AAS+NVvSlV9kVUJshHq2p/l4fRYdGaZzWsZLojrmVNb8cliS1LdzYE2/c+t+rAJqW1o2DecBkIACUD0ZWUWSpKQGkoByN/OkDxQABL6Va481H+/TUiEhPObWdz2PTcPbsC3Dz5HUTza7w/O1CbTpd27NGkepSbxZ9jKHtu7N9nc4APyM78wAqiXdXQGVGOXnSLzDXQGVTQUUAAS09Kwi/fTbERkMrtXvUP/17JAkSfpp5xHZ6MVYwS+7j6q4xK64mHC1O1YtFmgMBoOnCuqnY72sAAQvElAAqiUj21UBldwAekBJxyugCi02lVrL/BwNAKCmvlj3uyTXlJ+GUqXb0LVtEae4mHBZSu3aujfL3+HUO+7pd+d2SpbRaPBzNDXX7Rx3HygSUMD/s3fncVHU/x/AX3vCch9yeEMQKCqIB6KpqZlddqh9s1JL0zStLM2rtNTM7JdalqZmanZoWmnardmllSJYXgEqCoop9w177/z+WHeTQOXYZdjd1/PxQGTmM8P78xlYZt/zOVwdE1BEVGeCICDXMgl5gHP0gFIqZPD2MK/mV8hheEREDsloNGHv5QTUEE4+7jCkUol1ri4Ow6tOEAQk/Z0DwHGH31lYElBnL5aipFwrcjREJCYmoIiozorLtdAZTJBKgCB/51na2joPVClX4SEickSH0/NQVKaBj6cSvTo55mTNrqrH5WF4TEBVl3GhBIWlGrgrZYiNbCF2OI3i5+2G8FY+AIBjGewFReTKmIAiojrLuTwBeQs/FeRONLlroK85mcaJyImIHJNl8vFBPdpCIZeJHA3VR3xUMGRSCS7kVVjvMwg4eMLc+6l7hxAoFY7/M23pBXWEw/CIXJrzvIMkIrvLdbIJyC0CLk9EXliqgSAIIkdDRET1UViqRvLl3jNDOPm4w/FUKRATHggASE5lLyiLpMvzPyV2do4efV2j/p2InPdaRK6LCSgiqrMc6/xPzjW5q7+3GyQSQKMzolKtFzscIiKqhx+Ts2EyCYgJD0DbEG+xw6EG6NGR80Bd6WJBBc7llEMqlViHKDq6TuGBkMskyC9W4xJ7uhG5LCagiKjOLCvghTjJCngWcpkUvl5uAIDcYs4DRUTkKEwmAT8cMg+/Y+8nx5Vwed6uYxn5fBAE4PejFwEAsREt4OWhFDka23B3k6NDWAAADsMjcmVMQBFRnVl6QIU6yQp4Vwq8PBF5XnGVyJEQEVFdHT9TgJzCKni4y3FTbCuxw6EGahPsjbYhXjAYBetwSle2/8g/AIC+XVuLHIltWYfhMQFF5LKYgCKiOsstdM4eUMC/80DlF7EHFBGRo9hz0Nz76eZubeDuJhc5GmqMxM4tAQAHj18SORJxXcgrR+bFMsikEvSJbSl2ODYVH2Ueann0dD4MRpPI0RCRGJiAIqI60RuMKLy8SpxT94AqqYLJxMkxiYiau7JKHf64nKzg8DvH16eLuQfb4fRcaPVGkaMRz/4j5uF3XaOC4O0kw+8sItr4wdtDiSqNASfPFYsdDhGJgAkoIqqTvGI1BAFwV8rg6+VcN0QA4OvlBplUAp3ehIsFFWKHQ0RE1/HL4WwYjCbc0NoXkW38xA6HGimijS+C/FXQ6Iw4cjJP7HBEYxl+18/Jht8BgEwqQXy0eRje4XQOtSRyRUxAEVGd5F6xAp5EIhE5GtuTSiXwv9wL6tT5EnGDISKiaxIEAbuTzMPvbktk7ydnIJFI0PvyMLwDJ1xzGN65S2XIzi2HXCa1Dkl0Nt07mFf1+9OFk4xErowJKCKqk+y8cgBAqyAvkSOxn0BfSwKK3cKJiJqzk+eLcT6nHEqFDP3j24gdDtlIYhdz0uXQ3zkwuuAcQZbeT907BMNTpRA5Gvuw9IA6c6EUxZendiAi18EEFBHVyblLZQCA9qE+IkdiP0xAERE5Bsvk433jWsHLSd+ou6KY8ED4eilRXqXH0dMFYofTpEwmAT8fzgYA9I93vuF3Fv7e7ohs4wsA+OsUe0ERuRomoIioTrIuJ6DCWjpxAuryELzMi6XQufAEqEREzVmVRm/tKcLJx52LTCpB3zhz8uWXP7NFjqZp/X22EHnFani6y9HLSYffWXS7PAzvcBoTUESuhgkoIrouk0nA+VzzELz2Lb1FjsZ+PFUKuCtlMBgFZF4sFTscIiKqxf4j/0CjM6JNsBdiwgPEDodsbEA385DKgycuQaMziBxN0/kx5TwAoG/X1nBTyESOxr66dwgGYO4BZeTKw0QuhQkoIrqunKJKaHVGKOVStGzhvHNASSQShAR4AOBE5EREzZEgCPjuQBYA4NaE9k65KIari27vj5AAD6i1RiT/7Rorpam1Bvx+9CIAYFCPtiJHY3/R7fzh6S5HeZUeGdmc9oDIlTABRUTXZZn/qW2oN2RS577ZD7YmoHhDRETU3Jw8X4wzF0qhkEsxOKGd2OGQHUgkEtx8uRfUL39eEDmapnHg+EVodEa0bOGJjmHO36tPJpOia5S5F9ThdA7DI3IlTEAR0XVlXbo8/M6JJyC3CPFnAoqIHF9ubi6io6NrfOzYsQMAkJaWhtGjR6Nr164YNGgQPvzwQ5Ejrptvf88EAPTr2ho+nkqRoyF7ufnyJNyH03NRVqkTORr7+zHZPN/VLT3aukyvPsswvD+ZgCJyKXKxAyCi5u+cC0xAbhEcoAIAXCyoRHmVDt4efINDRI4nPT0dbm5u2Lt3b7U3tN7e3iguLsa4ceMwaNAgLFy4EEeOHMHChQvh6emJESNGiBj1tZVWaLH/iHmY0l03hYscDdlTu1Af3NDKF2cvluK3o//gzj5Nc70lEglUKlWTJoEu5lfgWEYBJBJgYHfnH35n0e1yAupUdjFKK7Tw9XITOSIiagrNqgfUu+++izFjxlTbdr0ndCaTCW+//Tb69euHrl274vHHH0d2tmutmkFkb5YV8FyhB5S7Uo6WLTwBsBcUETmuU6dOISwsDMHBwQgKCrJ+uLu749NPP4VCocDLL7+MiIgIjBgxAmPHjsW6devEDvua9iSdg8Fowo1t/RDVzl/scMjOBl6eC2n3wXMQhPpNVF3f8hYqlQoxMTFQqVQ2P/fVWOY0694hxDoNgCsI9FUhrKUPBAE4cipf7HCIqIk0mx5QmzdvxooVK9CjRw/rtro8oVu9ejW2bNmC1157DaGhoVi6dCkmTJiAr776Ckoley4QNZZWb8SlggoAzr0C3pWi2/njUkElTp4rRvfLSwUTETmSkydPIiIiotZ9KSkpSEhIgFz+721gYmIi3n33XRQUFKBFixZNFWadGU0Cvr/8Rr2pesOQuAb1aIsPv03F2X9KkXGhBDe2rXvSUSKR4I9jF1Faoa3X9zQYDCguKYa/n3+13w8LXy839IltVa9zXotGZ8DeQ+bV71yxV1/3DsHIulSGP0/mWef9IiLnJnoCKjc3F/Pnz0dSUhLCwsKq7bvyCZ1cLkdERATOnTuHdevWYcSIEdDpdNi4cSNmzJiBAQMGAADefPNN9OvXD3v27MHQoUObvkJETiY7txwmAfD2UCDAx13scJpEh7AA/PLnBaRlFokdChFRg5w6dQr+/v4YNWoUMjMz0b59e0yePBn9+/dHTk4OoqKiqpUPDjYPh7l06VKDElCCIKCqqsomsdfmcHo+8orV8FIp0CPa32bfyzLkymAwQK/X19hv2VbbvusxGo0AcNVzN5bBIAMAqNVqm/fK0el0V7SLwabnrmvccgnQKyYYvx3Lwdf7z2DSfTF1Or/lmhaWVKKoTFOv2PR6PUpKKqAzyqFQKGqJ3VCn2Ovq5z//QYVaj2B/FTq09bLr75A9f9Yb+rPYKdwX238GDqfloqKiElIRFrpRq9XVPrsK1tu16g3Yt+6CINR56LLoCai///4bCoUCX375Jd555x38888/1n3Xe0J38eJFVFZWonfv3tb9Pj4+iImJQXJyMhNQRDZgmf+pfUsfl5kYMybcvALNyfNFMBpNkMma1WhlIqJrMhgMOHv2LCIjIzFnzhx4eXnhm2++wcSJE/H+++9Do9HU6CXu5maef0WrrV+PEQu9Xo+0tLRGx3412382D9GJDXPDmYxTNjuvZchVcUkx8gsrrlqupKSk3ucO9Db/zSyvKEd+fv2Pvx6JyQsAkJmZafM3FCqVCn5+fubYr9EuDVGfuCODjfgNwP6jF5FwgwB3xfX/Htf1ml7L1a63LdtcEATs+tU8AXdceyVOnkxv1Pmux54/6w1tF5NRgFIuQWmlDj8fOIZWAeKNXsnKyhLte4uJ9XY99qp7XUefiZ6AGjRoEAYNGlTrvus9ocvJyQEAtGzZskYZyz4iahzL/E9hLjD/k0W7UB94uMtRpTEg61IZItr4iR0SEVGdyeVyJCUlQSaTwd3d3HO1c+fOOH36NDZs2AB3d3fodNVXFrMknjw8GjYHjUKhQGRkZOMCv4qcwiqcuXQBEgnw4O1xCLHhPDmWByv+fv4QpDXn/TH3iCmBn59frT1irsXH2/x309vLG0Gm+h1bF/6XeyWHh4fbpQcUYI69tnZpjPrE3aGDgD1HDuBiQSUKND64Nfb6k3Rf75pey/Wuty3b/FR2CS4V/QOFXIoHbu9q91Ud7fmz3ph2iTumQ3JaPkp03ril4w31OtYW1Go1srKyEBYWds25v5wN6+1a9QbsW/eMjIw6lxU9AXUt13tCZ8mw11amtLS0wd/Xnt3I2e2PdXc0p8+bh6G1auFe59+L2rp523L4gT2HNRgMMsikEtzYxhdHMwpx9FQOWjbwiZwjX/fGYt1Zd0dVn27kzZmnp2eNbTfeeCN+++03hIaGIi+v+tLnlq9DQho2751EImlw8up6ft57FoB5kubwNvaZn0our33IlYVCoaj3m3KZTFanczeUZYSAPd5EWX4HzLHb9vehvnHf0SccG748gR+S/8E9N0fVfZhHI9r9atfblm3+zR/HAQA3x7dBaJBfo89XV/b4WW9MuyR2aY3ktHz8eboQY+7qXO/jbUWlUtntNaw5Y71djz3qXp/7pmadgLreEzrLUz2dTmf9v6VMY/4w2LsbOcBuf67K0epuMAo4eXklOIWhCGlp5XU67spu3iUl5m7eDenSfTX2HNZg6UYe7GN+gpd84jza+1Y26pyOdt1tiXV3TY5ed0dfxOT06dMYOXIk1qxZg169elm3nzhxApGRkejYsSO2bt0Ko9FoTZIcPHgQ4eHhCAwMFCvsWml0BvzgwpM0EzC4Z1ts2Z2GcznlOJyehx4dHX9xkHM5ZTh4IgcSCTB8oH16DjqKnjEhkEiAjOwSFJSo0cLPtXqlELmaZp2Aut4TOstEgHl5eWjXrl21MtHR0Q3+vvbsRs5uf6y7I9U9/VwxDMZ/4OupRL9eXeqc3b6ym7fOKG9wl+6rseewBks38sS4cPzwZxEulQjo2LFjg87lqNfdFlh31t1R616fbuTNVUREBG644Qa8/PLLWLhwIfz9/fHpp5/iyJEj2L59OwIDA7F+/XrMnTsXEyZMwLFjx7Bp0yYsXLhQ7NBrOHOhFJVqPUICPBAfHSx2OCQCLw8lbksMw85fz2D7z6edIgG1/afTAIDeXVqibYhrrDB8Nf7e7ujQPgBpWUVI+juHiWYiJ9esE1A9e/a85hM6b29veHl5ISkpyZqAKisrQ2pqKkaPHt3g72vPbuQW7PbHujuC0xeyAQCdI1rUOpzjeq7s5t2QLt1XY89hDZZu5F1uDIVUKkFhqQaVWgmC/Bv+ZtrRrrstse6su6NxhuF3UqkUa9euxfLly/Hss8+irKwMMTExeP/9961za65fvx6LFy/GsGHDEBQUhFmzZmHYsGEiR15TVDt/PHJnR8RHBUMmwgpZ1Dzc2z8CX/92FifOFOLkuSJEtw8QO6QGyymsxK9/mRdd+t+gqOuUdg29OoWaE1AnLjEBReTkmnUCasSIEdd8QqdUKjF69GgsW7YMAQEBaN26NZYuXYrQ0FAMGTJE5OiJHN+JM4UAgC4RzWtIRlNQuckR3soHZy6UIi2rEEH+bcQOiYiozlq0aIElS5ZcdX9sbCy2bdvWhBE1jEIuxf9u4Zt0V9fCT4Wbu7XBj8nZ2P5zBl4YmyB2SA32+U+nYTIJ6BoVhMi2fmKH0yz06hyKTd+k4viZAlSq9fBU2X7ONCJqHpr12uKWLuKZmZkYNmwYVq1aVeMJ3dSpU3H//fdj3rx5eOihhyCTybBhwwa7TPZI5EoMRhPSzpknIO8cYZ9JX5u7jmHmJ6xpmUUiR0JEROTaRgy8EQBw8MQl6wq9jiY7t9w6p9mDtzZ8uhBn0ybYG22CvWAwCjicnit2OERkR82qB9Rrr71WY9v1ntDJZDLMnDkTM2fOtGdoRC4nI7sEWp0R3h5Kl52fICY8EF//lonjZwrEDoWIiMiltQ3xxk2xrfD7sYv44JtUzJ+QKHZI9bbp61SYTAISO4ei0w2u17v8Wnp1CsWFvAwcPJGD/vHsdU7krJp1DygiEo8l6dI5IhBSF513IzayBSQS4FxOOYrKNGKHQ0RE5NIeubMjZFIJUtJycfR0vtjh1MvxjAIcSs2BVCrBo3fFiB1Os5PYpSUAICUtB1q9UeRoiMhemIAiolqdOGue/6mzCz+h8/VyQ0RrXwDAkVOOdaNLRETkbFoFeeGOPmEAgPe//hsmkyBuQHVkNAnY8NUJAMAdvcPQJtg1e5ZfS1Rbf7TwU0GtNeLP9LzrH0BEDokJKCKqQW8wIS3zcgLKRed/sugaZV72+69TvBkiIiIS24O3RsPDXY4zF0rx8+FsscOpk12/nsGZC6XwdJfjoSGc+6k2UqkEfeNaAQB+O/qPyNEQkb0wAUVENfx1Mg9qrREBPm5o39JH7HBEFR8dBAA4eiofguAYT1qJiIicla+Xm3VlxPW7TqC4mQ+R/ye/Apu/TwMAjL+nM3y93ESOqPmyJKAO/c1heETOigkoIqrhlz8vAAD6dW0DmYvO/2TRMSwAbkoZisu1OJdTLnY4RERELu++myMQ0cYXFWo93vn8aLN9QGQ0CXhr61/QGUyIjwrC4IR2YofUrEW180eQvwoanRGH07gaHpEzYgKKyIXVdsNWpdEj6e8cAMDN3Vo3dUjNjkIus86D9ddJDsMjIiISm1wmxbMPdoNcJkHS3zn49fKDs+bm0x9OIi2rCCo3GZ56oCskEtd+qHc9EokEfePM956/Hb0ocjREZA9ysQMgIvFIJBL8cewiSiu01m0nzxVDpzfCz0uJ0+eLkZFdUu/ztgryQtyNQTaMVFzx0cE4nJ6HI6fyMWxApNjhEBERubywlj548NZofPx9OlZvP4bw1r5oH9p8pg04eOIStuw5CQCYNCwWwf4eIkfkGPrGtcIXv2TgUGoONFoD3N34dpXImbAHFJGLK63Qorj834/UzCIAQJsQb5RU6Krtq+tHRZVO5FrZVtcoczLtxJkCzklARETUTIwYdCM6RwRCrTXglY1JKKtsHvcf53PK8MaWwwCAu/vdgFt6cuhdXd3Y1g8hAR7Q6ow4eLlHPhE5DyagiMhKozUgp6gSABDWjJ4iiq1diDeC/VXQGUxISeWcBERETa25zvFD4pLLpJjzSE+EBHggp7AKr32QDJ3ID4ou5JXjxXcPQK01IjayBR67u5Oo8TgaiUSCgd3bAgB+Sj4vcjREZGvs00hEVmf+KYUgAAE+7vD2VIodTrMhkUjQP74NPv/pNH75Mxs3XV6lhYiImkZtQ8ZtwdmGjLsiXy83vDi+F2a+vQ/HzxTg5Q0HMW9cL1Fiyc4tx9w1v6O4XIv2od6YNaYH5DI+76+vQT3aYusPJ3H0dD4KS9UI9FWJHRIR2QhfEYkIAKA3mJB+rhgAENXOT9xgmqGbu7UBAKSk5TndEEMiIkfw3yHjtvjg67lzaB/qgxcfS4S7Uoajpwvw0roD0OgMTRrDkVN5mPPObygu1yKspQ8WT74Jvl5uTRqDs2jZwhMx4QEwCcDPh5vnBPNE1DBMQBERACAjuwQ6vRFeHopmNYlncxHW0gdhLX1gMJrw+7FLYodDREREV+gS2QKLnugDT5UCaVlF+OzH08gvUdv9+xpNArbtPYmX1h1AWaUOEW188coTfZh8aqRBPczzZv2Ucp5DcImcCBNQRASD0YS0LPPk453CAyGVcpng2vSPNy8NvO8vPo0jIiJqbjq0D8CSKTchNNAD5VV6/Jh8HkdP50NvsM+8UH+fLcT0N3/Fx9+lQxCAWxPa4f+e6sfkkw30jWsFpVyK7NwKnG7AisxE1DwxAUVEyMgugVZvhKdKgbCW7P10NTfHm4fhHT9TgMJS+z9VJSIiovoJb+WLt6YPwI1t/SAIQGpmEb7an4m0rCKbrGRrMgk4nJ6LhesPYs47v+HsxVJ4qhR4ZmRXTB0ZDzeFzAa1IE+VAoldWgIAfjjEyciJnAUnISdyceVVOhw/UwgA6BQewN5P1xAc4IGY8ACkZhZhz8FzeOi2DmKHRERERP/h4a7ArQntEBLggaOn81FepceRU/k4droArYO90KqFJ0ICPOCpUtTpfFqdEYWlapw4U4DPfzqNvGLzQyiJBBjSqz3G3NGRvZ7s4PbEMOz76x/8cjgb44bGwMO9bteLiJovJqCIXJggCPj1r39gMJoQ6OuO8Na+YofU7A296QakZhZh174zuLvfDfDy4GqBREREzVHbEG+0DvJC5sVSnMouQUm5Ftm55cjOLQcAuClk8PZQwFOlgEIug1QqoKpKg39KCqA3ClBrjKhQ61ClqT6huYe7HIMT2uGum8LRqoWXGFVzCZ0jAtE2xAvZuRX4OSUbd/W9QeyQiKiRmIAicmE/H76A8znlkEok6NUpFFIJez9dz01xrRD2ow+yLpVh569nMPqOjmKHRERERFchlUoQ0cYPEW38UFymwbnccuQVVaGoTAOt3ghtqREFpZr/HKWvcR4vlQLtQr0xfEAk4m4Mgrsb30bZm0QiwZ19wvHuF8fxzR9ZuPOmcEh4r0rk0PjKSeSiiss0eG/ncQDmJ0zsOl43UqkED98WjVc3JePL/eZeUGw7IiKi5s/fxx3+Pu4AAIPBhLIqHSqqzD2c9AYTtDoD1JoqeHl6wt1NAZWbHB7ucvh5uUGpkMHf2w29OrcUuRauZWD3tvjgm1Rk55bjxNlCdIloIXZIRNQITEARuSBBELBmxzFUqPUI8lOhY1iA2CE5lMTOLXFDa1+c/acUn/90GuPv6Sx2SERERFQPcrkUAT7uCLickAIAvV6P/HwTgoICoFBwvqHmwFOlwIDubfH9gSx883smE1BEDo6r4BG5oN+PXcSB45cgk0owsHsbTjxeTxKJBGMuD73b+esZHDxxSeSIiIiIiJzTnX3CAAAHjl1ETmGluMEQUaMwAUXkYkortFi74xgA4H+3RKGFn0rkiBxTj44hGHpTOADgjS2HkXWpTOSIiIiIiJxPeCtfdOsQDJMA7Pg5Q+xwiKgRmIAicjHv7TyB0god2od644HBUWKH49Am3NsZcTe2gFprxMsbDuLsP6Vih0RERETkdO4fdCMAYG/yeRSX/XfSeCJyFExAEbmQpBOX8OtfFyCVAFNHxkMh50tAY8hkUsx+pCdatfBEfrEaz721D1/uPwNBEMQOjYiIiMhpdL4hEB3a+0NvMOHL/WfFDoeIGojvPolcRIVaj9XbjwIA7rs5ElHt/EWOyDl4eyixdGp/9OoUCoPRhPd2nsDMlfuRllkkdmhERERETkEikVh7QX37RyYq1HqRIyJyLBKJpFksrsAEFJGL2PjlCRSVadGqhScevr2D2OE4FR9PJeaOS8CkYV3grpTh5LlizFq1H29uPYaiCoPY4RERERE5vJ4xoWgf6o0qjQHbfzotdjhENmfPURQqlQqdOnWCRCLu4lNyUb87ETWJP0/m4YdD5yG5PPTOTSETOySnI5FIMLTvDegT2wqbv0/H3kPncPDvXCSnAVlF7hh7d2co5Gx3IiIiooaQSs2rEL/y/iF8ue8MhvYNR6AvF9Mh5yGRSPDHsYsordDa/NyeKjn6x7e1+XnriwkoIidXpdFj1WdHAAB33RSOTjcEihuQkwvwccfTD3TF0L7hWL/zGI6dKcKXv2Uh/XwJ5jySgCB/3igRERERNURCp1DEhAcgNbMIm79Px9SR8WKHRGRTpRVaFJfbPgFlMDSPURkcgkfk5D74JhX5xWoEB3jgkTtjxA7HZYS38sXcsd3xyOCW8FTJcep8CZ598xfODUVERETUQBKJBGPv6gQA+DH5PM7nlIkcERHVBxNQRE7s+JkCfPtHFgBg6v+6QuXGTo/X466U2Wz8tYeHB/53RwJWTBuAG1r7oqxSh/nvHUBaZqFNzk9ERETkajqGB6B3l5YwCcC6nce5+jCRA+G7USInpdEZsHLbEQDAbYntERcVJG5ADkKpkNls/LXBYEBxSTH8/fxxS4+20OoM+Ce/EvPfO4hFk3ojun2AjaImIiIich3jhnbC4bRcHD1dgJ8PZ2NQj3Zih0REdcAeUEROavP36bhUWIlAX3eMG9pJ7HAcjmX8dWM+iso0yCusQFGZBhVqPfp0aYVWLTyh1hqwcP1BXCqoFLuaRERERA6nZQtPPDgkGgCwftffdpm0mYhsjwkoIieUnlWEL/edAQA8eX8cPFUKkSMiAJDLpbjrpnDc2NYP5VV6vLzhICrVerHDIiIiInI4wwZEIqylD8qrdFj/5QmxwyGiOmACisjJVGn0eGPLnzAJwMDubdAzJlTskOgKCrkU8x7rhUBfd1zIq8DrH6XAaDSJHRYRERGRQ5HLpHjqf3GQSIBfDl/Az4ezxQ6JiK6DCSgiJ7N+1wlcKqxEkL8KE4fFih0O1SLAxx3zHusFpUKGP0/mYeNXf4sdEhEREZHDiW4fgAdvNQ/FW/35UWTnloscERFdCxNQTchgNGHb3gz8crwcvx/L4fwvZHO/H7uIHw6dh0QCTHuoG7w49K7Zimzjh+kPdwMAfLn/LL47kCVuQEREREQOaOSt0YiNbAGNzojXP0qBRmcQOyQiugomoJpQRnYJdvyaiV+Ol+Ltz45j4pK9WLQhCX+ftd2S7FyG1HVl55bj7W1/AQBGDLwRXSJaiBwRXc9Nsa0w+o4OAIB3dxzDsYx8kSMiIiIiciwyqQTPjeoOPy83ZF0q4/QGRM2YXOwAXElUO388OaIzMv4px/EzBbiYX4lDqTk4lJqDyDa+6N+1NdzdGn5JfL3c0Ce2lQ0jJkdRUaXDKxuTUKUxICY8AA/f1kHskKiOHrglCtk5Ffj1rwtYsikZy5/pj1ZBXmKHRUREROQwAnzc8cLYBMxb+zuSU3Oxevuxy/NDScQOjYiuwARUE5JKJbg5vhVu76PCV/tO458CNdKzinD2YikyLpTiQl4FenVuiVYtPMUOlRyI3mDC6x+l4GKBed6n5x9NgELOzo2OQiKRYOrIrsgprMTJ88V4eUMSlj3Tn8MniYiIiOqhY3gAZo7pgSWbDmFP0jl4uMvx2N2dmIQip2c0CajS6FGh1qNSbf6s0xmhN5pgNJqgNwiQSYE2Ib7o0M5b1FiZgBKRj6cSCZ1CEdHGFwdP5KCsUodf/7yALpEt0Ck8gC+WdF06vRGvfZiMv07lw00pw7xxveDn7SZ2WFRPSoUMc8clYPpb+/BPfgVe++AQXhqfCKVCJnZoRERERA4jsXNLTB4Rh3c+P4qdv55BpVqPJ++Pg0zGh7NXkkgkUKlUfL/pgPQGE4rLNSgq06C4TIuiMg3KK3Woy0Q8h1JzmIAiINBXhdsS2+Ovk3nIuFCK4xkFKC7TILFzKBRyvgGl2ml0Brz6/iH8dSofSrkULzyagBta+4odFjWQv487XnysF2av2o+jpwuw5INkvDCWvdmIiIiI6uP23mGQyyRY+ekR/HDoPEoqtJj+UDd4eSjFDs3mBEFoUBJJpVIhJibGLucm29IbTMgvUSOvqAq5RVUoLtPUmmySSSXwVCngpVLAU6WAu5sccpkECpkUMpkUvp7mHoEGva7J63AlJqCaCblMip4xoQjwcUdKWh4u5FVgT9J59OvaCj6e7NFC1WVeLMXSjw8jO7ccbkoZXnysF+JuDBI7LGqkG1r74qUJiVjw3kGkpOXi9Y+SMWtMDyaiiYiIiOphcEJ7eKqUWPpxCpJTc/HMm79i9pgeiGrnL3ZoNiWRSPDHsYsordDW6ziDwYDikmL4+/lDLq+ZEuDcwuIxGE3IKaw0J5yKq1BYqsF/1xlTuckR4OOOAB83+Pu4w9/bDSo3+TUTht4qGRRyGQx6O1fgOpiAamYi2vjBz9sN+49cRFmlDrsPnkevTqFoFypuVzlqHjRaA7767Sw+2XMSeoMJ/t5umPNoT8SEB4odGtlIl4gWmDcuAYs2JuHgiRzMW/sHXhibAF8vJqKJiIiI6qp3l5Z4/al+eO3DZOQWVWHWyv247+YIjLw1GqpGLPzU3JRWaFFcXr8ElF6vR35hBQSpCgoF5x0Vk95gwqnzxTh2Oh/HzhQgNbMIJlP1jJOnSoGQAA8E+6sQEuABD3fHvWbO85vnRCxD8n4/dhH5xWr8fuwiLhX6ont0MOQcjuOS8ovV+OXPbOzadwalFeZukz06huDZB+OZmHBC8dHBePGxXvi/D5ORmlmE6W/tw/OP9ERkWz+xQyMiIiJyGJFt/bBi+gCs+uwIfj96Edt/zsAvf17Aw7d1wMDubcUOj1yQ0WjC6QslOJ5RgGOnC5CaVQSd3litjMpNjpAAD3PSKcDDqRYncooElMlkwqpVq/DZZ5+hvLwcPXv2xEsvvYS2bR33RUXlJseg7m1x4kwB/s4swtl/SpFbWIVuHYLQOsiL43GdXFmlDhkXSpCaWYijp/KRfq7Yui800AMPDYnGwO5t+XPgxOKjg7F0an8s2pCES4WVeO7tfbi3fwQevi0a7kqneOkmIhE5470TEVFtvFQKzHmkJw79nYN1O48jt6gKKz89gk92p+O2xLYI9TBe/yTNnMFggkZngFpnhEZrgN5gXv3MYBJgMJpgNJo/G4wmCIL5b4BWq0FWQR6kUilkUglkMinkMinkMgl8PJRQyKVwU8rh7aGAr5cbfDyV8PF04/yk9VRRpcOp8yVIP1eE9KwipJ8rhlprqFbGz8sNXSJboEtkC5SUaWBy4vm3nOJdzOrVq7Flyxa89tprCA0NxdKlSzFhwgR89dVXUCodd7I5qVSC2BuDEBLoiYMnLqFSo8f+IxcRGuiBTuGBCPJ33ZULjEYTCko1yCmoRGGZGuVV5iUnjSYBgiBAIZfB010Ob08lQgI8EBroCX9vN9Haq7aVJgxGE3KLqnAhtxz/5FfgQt6/H+VVuv8cD8SEB+LWhHa4uVsbyLmSh0toG+KNZc/0x7s7jmHfkX/wxS8Z+PXPbNzTLwK39w6DpxM9DSGipuWs905ERFeT0CkUcVFB+Pb3TOz8NQMFpRps3n0aEgkQe1yH3l1aoVuHEIQGejSL91garQElFVqUlGtRXK5BSbnl/1rr9pJyLfJL1DAYTQ38LhVX3bP/6MVat3u6y+Hj5QZfTyX8vN3g522eg8jP28382csd/j5u8PNyg7sTDXWsi+IyDTIvliHzYikyL5bh7MUSZOfWbGMvlQJdIlsg9vJH2xBv68/cd39k1ntIpSNx+J8InU6HjRs3YsaMGRgwYAAA4M0330S/fv2wZ88eDB06VNwAbSAkwAN39QnH35mFSM8qRk5hFXIKqxDg44b2LX3QJti7SbvlCYIAtdaA0godSiu05o9KHfQGEwRBgMkkwHR5pjSVmxwe7gp4uMshhRF5JXoElWoQKFFAqZBBLpNYf9ksKy0IgoBKjQHFZRoUl5uXlywoUSOnqAo5hZXILaxCXnEVjKa6LDb5L6VChpAAD7Rq4YnWQV5oE+yF1sFeaBPsDR/Pht9sX2uFiCqNHrmXVyzIK3LD76cykFtUhX/yK3CpoPKadQgN9ECHsADEhAUgoVMoAn1VDY6RHJePpxIzx/TAgO5tsGbHMeQXq7Hpm1Rs23sSPTqGonfnlugS2QJ+3hyKSUR14wr3TkREtXFTyDBsQCTuuikcPx++gD0HM3EquxRHMwpxNKMQwHEE+Ljhxrb+CGvlg9AAD4QEeCIkwAOBvu6QNfAhsCAI0OqNqFTrUVZpeQ+lQ2mlFmUVOpRe3mZJKpVUaKDW1q9nlkwqgbubHO5Kmfl9lrVX07+9m2RSCaRSCYxGIyorK+Hp6QmpVArjf3pKSSUS+Hm7QaMzorxKh7IKHcoqtTAJQKXGgEqNAZcKKq8bk8pNBj9vd/h5uVmTUv4+l7+2Jq3c4eftBqWi+S+6ozeYUFymQWGpBrnFVbhUUIlLBeb3dRcLKlFWWfsKcy0DPREd5o8O7QPQMSwAYS19IJWKn+QUg8MnoNLT01FZWYnevXtbt/n4+CAmJgbJyclOcxMll0sRd2MQbmjti/SsImReLENRmRZFZfn462Q+vDwUaBnoiSqNAcEBHgjyU5mXX1TKoXKTXV6GsfoLpiAI0BtM0OiM0OgM0OqMUGsNKKs0v8CUlF9+IbQkmSq0KLmcdNIbGpplB/BtrvW/Uok5MaRUyCCVSKDWGqA3mmpMvFYbqdTcPdTLQwF3pQxuCpn1F9loEqDTm+tTodajvFIHnd6I7NxyZOeW1ziXt4cSbYK9EOzvAV9vJfy83ODj6QZfLyWUChlkEgmkMglkUgkkkECrN0CjM0KrM0KjMyL1bAGKyrVQaw1Qawyo0upRXqWHVnftPxxymQR+XtVffP293eDrZe7eyhUoyKJnTCi6RgXj1z8vYMcvp5GdW4H9R/7B/iP/ADAnLMNb+aJVC/NNko+nG7w9FebPHgqo3ORQyKWQSaUu+wevPgRBqHYzZjQJ5q7sRgFGk8m6z/SfGzajSUBllRpZ/6hRIeRBplDAYBQAQYBcbunabr4ZlMuk5m3Sy58t2ywfcinkUgnkcvMNY3N4GmsrgiDAYBSgNxhhuNx2eoPp38+G/3x9+bPeaN4nkZh/Jxrz8MCVucq9E5Gj4bL3TUepkOG2xPboFxuE/UnHUKT1xvGz5ukvisq0SPo7B0l/51Q7RiqVwNNdDpXbvx9uyn+TJpaVygxGEzRaI9Q6AzRaAzQ68/uG/65kVtc4/+1ZVP09g2X7sdP50OpN1R7sX49er0d+vh5BQX61TkLu7+2GO/qEV9tmMgmoUOtRWqG9Iol2uUfW5V5axVf00jK/FzNCra2sU7LK010OP283eHso4eGugMpdDs/LHRk83ORQuSvgppRBIZNCIf/vh8z6/2uNFFGr1bhUpIMsuwQyedW/9xxGE3SXE4SVaj0q/vO5vEqHojKNdS7eq5FKgFZBXghr6YPwVr4Ib+WDqHb+nLP3ChJBaMivQvOxZ88ePP300zh69Cjc3d2t25955hloNBq8++679Trfn3/+aR7CZafVAARBgFQqhUZrsPYSath5YL0pr29PIFuSSiXWN0aW1zvJFf8Kgrk3lCBY/m/+XOfzXz6vRCKBVGr+WiqRQCKVoK7voaVSCdyV8stvEi1vHAXruOi6JLsaSyqVQHL5s1RqroO0DnWQSaXV/rDZg0ZnsHkbyGVSKBUy67lNJhOkUtsNG/zv+W3J1uf+b91tdU31BpM5Aao3wtjAbtf//s424Ga3LocIwr/fBAAa0JxCQw6qfoKGfutmSyKpxzVrqvcx1nau2dL2ustQuZnnpbA1vV4PiUSCbt262fzczYWj3TsB5vsAsV7zG/o3zJ5/q4B/72/sdSsvkUgafb9aG3vHDTTu5+Va17sp2lynb1ii4nqkUgkUcqldftab4n4VqN97iPqc02g0QiaTXR6JAetDD+MVD51s+X7L/F7m3/c1lvcE1d8jmD9fL5/UnH/WzXNNmd8LWj4bTcIV22Dd52gs74Gtc2dJJZDJJJBJpde9Ztdir791gPnnzd1NDpPJZPNEd33unRy+B5RarQaAGvMVuLm5obS0tN7ns1wMez19sJzX1cbDNgeWXgVUnT0ntLb3ZNmOHHtjWZ7yeIHzQBHZkvmBinP3QHC0eycLR33Nt/ffE3u2uz3vVx3558Wesdt7GFJzv7+5Fnu0u/kht/SKrwGlVOYQw8EsmuvPuuRyUo3qx96/o7bsFGBRn3snx30Fuszy5E6n01V7iqfVaqFS1X/OnPj4eJvFRkRERNTc8N6JiIiIxODw3UFatmwJAMjLy6u2PS8vDyEhIWKERERERNRs8d6JiIiIxODwCagOHTrAy8sLSUlJ1m1lZWVITU1Fz549RYyMiIiIqPnhvRMRERGJweGH4CmVSowePRrLli1DQEAAWrdujaVLlyI0NBRDhgwROzwiIiKiZoX3TkRERCQGh09AAcDUqVNhMBgwb948aDQa9OzZExs2bLDraixEREREjor3TkRERNTUJII910AlIiIiIiIiIiKX5/BzQBERERERERERUfPGBBQREREREREREdkVE1BERERERERERGRXTEAREREREREREZFdMQFFRERERERERER2xQQUERERERERERHZFRNQNpabm4vo6OgaHzt27Ki1fHFxMZ577jn07NkTCQkJWLhwIdRqdRNHbRv1rfuXX35Za/kLFy40ceS2sXPnTtx5553o0qUL7rrrLnz33XdXLavVarFw4UL07t0b8fHxeO6551BUVNSE0dpWfep++PDhWq97UlJSE0bceElJSbXWIzo6GrfcckutxzjLdW9I3Z3lugOAwWDAW2+9hYEDByI+Ph6jRo3CkSNHrlremV7n61t3Z3udJ9dRUlKCl156Cf3790e3bt3w0EMPISUlReywmlRmZibi4+Oveh/njOpzP+Ms6vu67gzeffddjBkzptq2tLQ0jB49Gl27dsWgQYPw4YcfihSd/dRW759++gkjRoxAfHw8Bg0ahP/7v/+DRqMRKUL7qa3uV5o3bx4GDRrUhBE1jdrqnZeXh+nTp6NHjx7o1atX078fEcimfvnlF6FLly5Cbm6ukJeXZ/1Qq9W1lh89erQwYsQI4cSJE8Iff/whDBw4UJg1a1YTR20b9a3766+/LowePbpa2by8PMFgMDRx5I23c+dOISYmRvj444+Fc+fOCatXrxY6dOgg/Pnnn7WWnzNnjjB48GAhOTlZOHr0qHDfffcJo0aNauKobaO+dd+8ebMwePDgGtddq9U2ceSNo9Vqa9Rhz549QnR0tPD555/XeoyzXPeG1N1ZrrsgCMLbb78t3HTTTcL+/fuFrKwsYe7cuUL37t2F3NzcWss70+t8fevuTK/z5FrGjRsnDB06VEhOThbOnj0rLFy4UIiNjRXOnDkjdmhNQqfTCcOHDxeioqKE7du3ix1Ok6jv/YyzqO/ruqP7+OOPhQ4dOgijR4+2bisqKhJ69eolPP/880JGRobw+eefC126dLnqPY0jqq3eycnJQseOHYU1a9YImZmZwi+//CL0799fmDNnjoiR2l5tdb/SDz/8IERFRQkDBw5s4sjsq7Z6a7Va4a677hJGjhwp/P3338KRI0eEO++8U5gwYUKTxcUElI2tW7dOuPvuu+tU9s8//xSioqKEjIwM67b9+/cL0dHRQk5Ojr1CtJv61F0QBGHChAnCokWL7BhR0zCZTMLAgQOF1157rdr2xx57TFi7dm2N8jk5OUKHDh2EX375xbrt7NmzQlRUlMPd5NS37oIgCPPnzxeeeOKJpgivSVVWVgoDBw686h9tZ7ru/3W9uguCc133e+65R1iyZIn16/LyciEqKkrYvXt3jbLO9jpfn7oLgvO8zpNrycrKEqKiooSUlBTrNpPJJAwePFhYsWKFiJE1neXLlwuPPPKIyySgGnI/4yzq+7ruqHJycoRJkyYJXbt2FW6//fZqb8rXrl0r9O3bV9Dr9dZty5cvF4YMGSJGqDZ1rXo/99xzwtixY6uV/+KLL4ROnTo55APC/7pW3S1yc3OFxMREYfTo0U6TgLpWvbdv3y507dpVyM/Pt27bt2+fcMsttwjl5eVNEh+H4NnYyZMnERERUaeyKSkpCAoKqlY+ISEBEokEhw8ftleIdlOfujekfHOVmZmJf/75B3fffXe17Rs2bMCkSZNqlLdc28TEROu28PBwhISEIDk52b7B2lh96w44z3X/r7Vr10KtVmP27Nm17nem6/5f16s74FzXPTAwED///DMuXLgAo9GIbdu2QalUokOHDjXKOtvrfH3qDjjXdSfX4e/vj3Xr1qFLly7WbRKJBBKJBGVlZSJG1jSSk5Oxbds2vPbaa2KH0mQacj/jLOr7uu6o/v77bygUCnz55ZeIi4urti8lJQUJCQmQy+XWbYmJicjKykJBQUFTh2pT16r3Y489VuPeTSqVQq/Xo6KioinDtItr1R0ABEHAnDlzcO+99yIhIUGECO3jWvX+7bffkJiYiBYtWli39evXD3v37oWXl1eTxCe/fhGqj1OnTsHf3x+jRo1CZmYm2rdvj8mTJ6N///41yubm5qJly5bVtimVSvj5+eHSpUtNFbLN1KfupaWlyM3NRUpKCrZs2YLi4mLExsZi5syZCA8PFyH6hsvMzAQAVFVVYfz48UhNTUWbNm0wefLkWscS5+bmwt/fH25ubtW2BwcHIycnp0litpX61h0ATp8+DX9/fwwfPhy5ubmIiorCtGnTEBsb25Sh21RRURE2bdqE5557Dn5+frWWcabrfqW61B1wrus+d+5cPPPMM7jlllsgk8kglUqxcuVKtGvXrkZZZ3udr0/dnel1nlyLj48Pbr755mrbdu/ejXPnzuGFF14QKaqmUVZWhlmzZmHevHk1XrucWUPuZ5xFfV7XHdmgQYOuei1zcnIQFRVVbVtwcDAA4NKlS9XerDuaa9U7Jiam2td6vR6bNm1C586dERAQ0BTh2dW16g4AmzZtQn5+PtauXYt33323CSOzr2vVOzMzEz169MA777yDnTt3wmAwoG/fvpg5cyZ8fHyaJD72gLIhg8GAs2fPorS0FE8//TTWrVuHrl27YuLEiThw4ECN8mq1GkqlssZ2Nzc3aLXapgjZZupb99OnTwMwZ56XLFmCFStWQKvV4uGHH3a4Jw2WJwSzZ8/G0KFDsXHjRtx0002YMmWK01/3+tb90qVLKC8vR1VVFebNm4fVq1ejRYsWGD16NDIyMpo6fJvZsmULvL29MXLkyKuWcabrfqW61N3ZrntGRga8vb3xzjvvYNu2bRg+fDhmzJiBtLS0GmWd7brXp+7O9DpPru3PP//E888/jyFDhmDAgAFih2NXCxYsQHx8fI2eQM6uvvczzqQ+r+vOSqPR1PhbbXlg6Ih/qxvCYDBg1qxZOH36NObPny92OHaXnp6OVatWYenSpbXepzmriooK7Ny5EydPnsTy5cvx8ssv4/Dhw5gyZQoEQWiSGNgDyobkcjmSkpIgk8ng7u4OAOjcuTNOnz6NDRs2oHfv3tXKu7u7Q6fT1TiPVquFh4dHk8RsK/Wte48ePXDgwAH4+/tDIpEAAFatWoUBAwZgx44dmDhxYpPXoaEUCgUAYPz48Rg2bBgAoGPHjkhNTcX7779fr+uuUqnsH7AN1bfuLVu2RHJyMlQqlfXYLl26IDU1FR999BEWLlzYtBWwkZ07d+K+++6z/uzXxpmu+5XqUndnuu6XLl3Cc889h02bNqFHjx4AzHXJyMjAypUrsXr16mrlnel1vr51d6bXeXJde/fuxYwZM9CtWzcsW7ZM7HDsaufOnUhJScFXX30ldihNrr73M86ivq/rzqq2v9WWxJOj/a1uiIqKCjz77LM4dOgQVq1a5ZC90+tDq9VixowZmDx5stMNNb0euVwODw8PLF++3Pq65+vri//97384fvx4k1x79oCyMU9PzxpvxG688Ubk5ubWKBsaGoq8vLxq23Q6HUpKSqzdPh1JfeoOAAEBAdY3JQCgUqnQpk2bq5ZvrkJCQgCgRtfdyMjIWpcaDw0NRUlJSY0/dHl5edZzOYr61h0wD22wvOAB5rHmERERDnfdLdLT05GdnX3dp8XOdN0t6lp3wHmu+9GjR6HX66vNDQMAcXFxOHfuXI3yzvQ6X9+6A87zOk+u6eOPP8bTTz+NgQMHYu3atTWGUDub7du3o7CwEAMGDEB8fDzi4+MBAPPnz8eECRNEjs6+GnI/4wwa8rrujGr7W2352lHv0eoqLy8Po0aNwpEjR7Bhw4Yaw4+d0dGjR3H69GmsWrXK+lr37rvv4uLFi4iPj0dKSorYIdpNaGgowsPDq92T33jjjQDQZK91TEDZ0OnTp9GtWzckJSVV237ixAlERkbWKN+zZ0/k5ORUe4E/dOgQAKB79+72DdbG6lv3bdu2oVevXqiqqrJuq6ioQFZWVq3lm7NOnTrB09MTR48erbb91KlTtY6f7969O0wmU7UJiDMzM5Gbm4uePXvaPV5bqm/d9+3bh/j4eGRnZ1u3GQwGpKenO9x1t0hJSUFgYOB1n6A403W3qGvdnem6h4aGAjBPrn2lU6dOISwsrEZ5Z3qdr2/dnel1nlzPli1bsGjRIowaNQpvvPGGSwzRWLZsGb799lvs3LnT+gEAU6dOxeLFi8UNzs7qez/jLOr7uu6sevbsicOHD8NoNFq3HTx4EOHh4QgMDBQxMvsqLS3Fo48+iqKiImzevNlh70frKzY2Fnv27MGuXbusr3UPPvgggoODsXPnTnTu3FnsEO2mZ8+eSE9Ph0ajsW47deoUAKB9+/ZNEgMTUDYUERGBG264AS+//DJSUlJw5swZLFmyBEeOHMHkyZNhNBqRn59vveBxcXHo1q0bpk2bhmPHjuHgwYN46aWXcN999zlctr2+de/fvz9MJpN1rPHx48fx9NNPIyAgAMOHDxe5NvXj7u6OCRMm4J133sHXX3+N8+fPY82aNfj9998xbtw4AEB+fj4qKysBmJ+k3HXXXZg3bx6SkpJw7NgxTJ8+HQkJCejatauINam/+ta9W7du8Pf3x+zZs3HixAmcPHkSs2fPRklJCcaOHStiTRouNTUV0dHRte5z1utuUde6O9N1j42NRffu3TF79mwcPHgQWVlZWLFiBQ4cOICJEyc69et8fevuTK/z5FoyMzPx6quv4tZbb8WkSZNQUFCA/Px85Ofno7y8XOzw7CYkJATt27ev9gGYV0lztNer+qrL/Ywzut7ruqsYMWIEKioqMHfuXGRkZGDHjh3YtGmT06+AuGTJEmRnZ2Pp0qUICAiwvs7l5+dXS8Y5G3d39xqvdb6+vpDL5Wjfvv01p5VwdA8++CBkMhmee+45nD59GocPH8a8efPQq1cvdOrUqWmCEMim8vPzhTlz5gg33XST0KVLF2HkyJFCcnKyIAiCkJ2dLURFRQnbt2+3li8oKBCefvppoWvXrkKvXr2E+fPnCxqNRqzwG6W+dT9x4oQwbtw4oXv37kK3bt2Ep59+Wrh48aJY4Tfaxo0bhUGDBgmdOnUS7rnnHuGHH36w7ouKihLefvtt69eVlZXC3LlzhR49egg9evQQpk+fLhQVFYkRtk3Up+7nzp0Tnn76aSEhIUGIi4sTHnvsMeHkyZNihG0TEyZMEJ599tla9zn7da9P3Z3pupeUlAgLFiwQBgwYIMTHxwsjR44UkpKSBEFw/tf5+tbd2V7nyTWsWbNGiIqKqvVj9uzZYofXpP77O+3srnU/46yu9brurGbPni2MHj262rajR48KDzzwgNC5c2dh4MCBwkcffSRSdPZzZb0NBoPQpUuXq77WZWdnixytbdV2za/09ttvCwMHDmzCiJpGbfXOzMwUJk6cKMTFxQk9e/YUnn/+eaG0tLTJYpIIQhNNd05ERERERERERC6JQ/CIiIiIiIiIiMiumIAiIiIiIiIiIiK7YgKKiIiIiIiIiIjsigkoIiIiIiIiIiKyKyagiIiIiIiIiIjIrpiAIiIiIiIiIiIiu2ICioiIiIiIiIiI7IoJKCIiIiIiIiIisismoIjIKezYsQPR0dG4cOECVq5ciejoaLudn4iIiIiIiOpHLnYARES29r///Q/9+vUTOwwiIiIiIiK6jAkoInI6oaGhCA0NFTsMIiIiIiIiuoxD8IjI4ZhMJqxevRoDBgxAXFwcpkyZgtLSUuv+/w7BO3/+PJ544gn06tULcXFxGDlyJH799ddq5QcNGoSff/4Zt99+O+Li4vDAAw8gKSnpmnF89tlnGD58OLp27YrY2Fjce++9+O677wAAJSUl6NKlC954441qx6jVanTv3h1r1qyxRVMQERER2dSgQYPw6quv4tFHH0VsbCzmzp2L9PR0PPXUU0hMTESnTp3Qr18/vPLKK9BoNNbjoqOj8cknn2DOnDno3r07EhISrGX+7//+D4mJiejVqxfmzp0LrVYrYg2JSCxMQBGRw1m6dCneeecd3H///Vi1ahX8/PywfPnyWsuaTCZMmjQJarUar7/+OlavXg0/Pz9MnjwZ586ds5YrKirC7Nmz8fDDD+Ott96Cu7s7xo8fj7S0tFrPu3nzZrz00ksYPHgw3n33XSxbtgxKpRIzZsxATk4O/Pz8MHjwYHz11VcQBMF63A8//ICqqircd999Nm0TIiIiIlvZvHkzunTpgtWrV+P+++/HqFGjoFar8dprr+G9997DXXfdhY8++ggffvhhteOWLl0KpVKJVatW4b777sNHH32E++67D5cuXcKyZcswZswYfP755/joo49EqhkRiYlD8IjIoZSVleGjjz7CuHHj8NRTTwEA+vXrh7y8POzfv79G+cLCQpw9exZTpkzBzTffDACIjY3FqlWroNPprOXUajUWLFhgTQwlJiZi8ODBWLduHd58880a583Ozsb48eMxZcoU67bWrVtj+PDhOHz4MO666y6MGDEC3377LZKSkpCYmAgA2LlzJ/r06YOWLVvarE2IiIiIbKlVq1aYMWMGAOC3335Dx44d8dZbb8HLywsA0KdPH/z+++9ISkrCxIkTrcdFRkbi5ZdfBgAkJCTgs88+g16vx7JlyyCXy9G3b1/s3r0bf/75Z9NXiohExwQUETmUI0eOQK/XY+DAgdW233HHHbUmoFq0aIHIyEi8+OKL+O2339C3b1/0798fzz//fLVycrkcQ4cOtX7t7u6O/v37Y9++fbXGMWfOHADmhNjZs2dx7tw565A9S2KrT58+aNWqFXbt2oXExETk5OTgwIEDWLp0acMbgIiIiMjOOnbsaP1/37590bdvX+j1emRkZODcuXM4deoUioqK4OfnV+24+Ph46/9lMhn8/f3RqVMnyOX/vu308/NDeXm53etARM0PE1BE5FAscz35+/tX2x4UFFRreYlEgo0bN2LNmjX44YcfsHPnTigUCgwePBgLFy6Er68vAHOi6sqbIwAIDAxESUlJrec9f/48XnrpJRw4cAAKhQI33HADOnToAADWIXdSqRTDhw/H+++/j/nz52PXrl3w8vLCrbfe2uD6ExEREdmbh4eH9f8mkwlvvPEGNm/ejKqqKrRs2RKxsbFwc3OrcZylh9TVzkVEro1zQBGRQ7EkngoLC6ttv1qiCABCQkKwYMEC/Pbbb9i5cyfGjx+PPXv2YMWKFdc8vqCgAIGBgTW2m0wmTJw4EYWFhfj8889x5MgRfPnll9W6oFsMHz4cVVVV2LdvH7777jvceeedtd6wERERETVH69atw6ZNmzBv3jykpKTgl19+wdtvv42AgACxQyMiB8MEFBE5lPj4eLi7u+P777+vtv3nn3+utfxff/2FPn364NixY5BIJOjYsSOmTZuGqKgoXLx40VpOo9FUG8Kn0Wiwb98+9O7du8Y5i4uLkZmZifvvvx9dunSx9pyyDNczmUzWsq1bt0bv3r3x4YcfIi0tDcOHD2945YmIiIia2OHDhxEZGYkRI0bA29sbAJCbm4tTp05Vu+chIroeDsEjIofi6emJKVOmYMWKFVCpVEhMTMSvv/561QRUTEwM3N3dMWvWLDz99NNo0aIF/vjjD6SlpeGRRx6pVvb555/Hs88+i8DAQGzYsAFVVVWYPHlyjXMGBgaidevW2Lx5M0JDQ+Hj44P9+/dbV4JRq9XVyt9///2YPn06IiIiEBcXZ6OWICIiIrK/2NhYrF69GuvWrUPXrl1x7tw5vPvuu9DpdDXueYiIroUJKCJyOJMmTYKHhwc++OADfPDBB4iPj8fs2bOxYMGCGmXd3NywceNGLF++HIsXL0ZZWRnCwsLw8ssv1+iNtGDBArz66qsoKipCt27d8Mknn6B9+/a1xrB69WosXrwYc+bMgVKpRGRkJNasWYNXX30VKSkpGDNmjLXszTffDIlEwt5PRERE5HAmTZqE4uJifPjhh3jnnXfQsmVL3HvvvZBIJHj33XdRVlYGHx8fscMkIgcgESyz5RIRuaiVK1di1apVOHnypF3O/+2332LWrFn49ddfa51TioiIiIiIyNmxBxQRkZ3s3bsXx48fx9atWzF8+HAmn4iIiIiIyGVxEnIiIju5cOECPvjgA3Tu3BkzZ84UOxwiIiIiIiLRcAgeERERERERERHZFXtAERERERERERGRXTEBRUREREREREREdsUEFBERERERERER2RUTUEREREREREREZFdMQBERERERERERkV0xAUVERERERERERHbFBBQREREREREREdkVE1BERERERERERGRXTEAREREREREREZFdMQFFRERERERERER2xQQUERERERERERHZFRNQRERERERERERkV0xAERERERERERGRXTEBRUREREREREREdsUEFBERERERERER2RUTUEREREREREREZFdMQBERERERETUjgiBc82tqHLYnkTiYgCKiJjVmzBhER0dX++jQoQO6deuG4cOHY9euXbUe99NPP2HChAno1asXYmNjcdttt2HJkiW4dOlSjbKW877xxhu1nstkMqFfv36Ijo7Gjh07rhlvcXExlixZgsGDB6Nz585ISEjAo48+ih9++KFauZUrVyI6OrqOrUBERETOoLb7mh49euCRRx7BoUOH6n2+nJwcTJw4Ef/88491248//ojZs2fbMuwG0Wq12LRpE0aMGIHu3bsjISEBDz74IHbu3NmsEzo7duxAdHQ0Lly4AAA4ffo0HnrooWploqOjsXLlSjHCI3IpcrEDICLXExMTg/nz51u/NhqNyMnJwaZNmzBr1iz4+fnh5ptvtu5fuHAhtmzZgrvuuguLFi2Cj48PMjIy8NFHH+GLL77A22+/jcTExGrfQyqV4vvvv8f06dNrfP/k5GTk5eVdN06NRoNRo0bBaDRi4sSJaN++PcrLy/Hdd9/hqaeewgsvvIBHH30UAPC///0P/fr1a2iTEBERkYO68r7GaDSiuLgYn3zyCcaPH48dO3bgxhtvrPO5/vjjD/z666/Vtm3atMmW4TZIQUEBJkyYgEuXLmHMmDGIjY2FyWTCzz//jDlz5iAlJQWLFi2CRCIRO9QaBgwYgG3btiE4OBgA8P333+Ovv/6qVmbbtm0IDQ0VIzwil8IEFBE1OS8vL3Tt2rXG9v79+6N3797YsWOHNQG1efNmbNmyBa+99hqGDRtmLZuYmIj77rsPjz/+OJ599ll8/fXXaNGihXV/t27dkJKSgtTUVMTExFT7Pt988w06duyItLS0a8b5/fff48yZM9i9ezfCwsKs2wcPHgyNRoO3334bo0ePhkwmQ2hoKG9ciIiIXFBt9zV9+vSx3tM0h95LjTV79mzk5ORg27Zt1e6JBgwYgFatWuGNN97AwIEDccstt4gX5FUEBAQgICDgmmVquy8lItvjEDwiajbc3NygVCqtT8+MRiPWrFmDvn37Vks+WXh5eeGVV15BcXExNm/eXG1fz5490aJFC3z//ffVthsMBuzZswd33XXXdeMpKCgAYB6y91+TJk3ClClToNPpAFQfgnfhwoUa3fEtH4MGDbKe4+LFi5g+fToSEhIQFxeHRx99FKmpqdW+z9dff4177rkHsbGxSExMxIwZM5Cbm3vd2ImIiEg8KpUKbm5u1XoEGY1GrFu3DkOHDkVsbCy6du2KBx98EAcPHgRgHir2/PPPAwBuueUWzJkzB2PGjMGhQ4dw6NAhREdHIykpCQBQUlKCl156CX369EGXLl3wwAMP4MCBA9ViiI6OxqpVqzB8+HDExsZi1apV6NKlS40pCtRqNbp37441a9bUWpe0tDT89ttvGD9+fLXkk8XYsWMxatQoeHh4WLclJydj/Pjx6NmzJzp37oxBgwZh5cqV1nsqy73SN998gyeeeAJxcXEYMGAA3nnnnWr3XRqNBsuXL8eQIUPQuXNndOvWDePGjavxEPHXX3/Fgw8+iK5du6Jv37546aWXUFZWZm1XyxC8lStXYtWqVdb2sQy7++8QvLq07++//44HHngA8fHx6NmzJyZPnowzZ87U2oZEZMYEFBE1OUEQYDAYrB9arRZnz57F888/j8rKStx7770AzDc8+fn51ZI2/xUREYEOHTrgxx9/rLZdJpPhtttuq5GAOnDgALRa7TXPadGvXz/I5XI8+uijWLVqFY4cOQK9Xg8AiI2Nxfjx46FSqWocFxwcjG3btlX7eO655wAA999/PwCgqKgIDz74IP7++2+8+OKLWL58OUwmE0aNGmW9eTl8+DBmzZqFIUOG4L333sPzzz+PgwcPWs9FRERE4rvyvkav1yM/Px/Lly+HTqfDiBEjrOWWLVuG1atXY+TIkVi/fj0WLVqEkpISPPPMM1Cr1RgwYAAmT54MAFi1ahWmTJmC+fPnIyYmBjExMdi2bRs6deoErVaLRx99FD/++COmTZuGVatWITQ0FBMmTKiRJFm7di3uvvtuvP3227jtttswePBgfPXVV9XmbPrhhx9QVVWF++67r9b67d+/HwCueu/k5uaGl156Cb179wYApKenY+zYsfDz88Obb76JNWvWoEePHli1ahW+++67ascuWLAAXl5eWLlyJe69916sWrUKy5cvt+6fNWsWtm/fjokTJ2Ljxo14/vnncfr0aTz33HPWOvz888+YNGkSAgMDsWLFCsyYMQN79+7FtGnTasT6v//9z3ovtm3bNvzvf/+rUaYu7ZudnY0pU6agc+fOWLNmDRYvXozMzExMnDix1geXRGTGIXhE1OSSk5PRqVOnatskEgmioqLw1ltvYeDAgQBgnSyyTZs21zxf+/bt8fvvv9fYfuedd2Lz5s3VhuF9++23uOWWW+Dm5nbdOKOjo/Hmm29i4cKFWLlyJVauXAl3d3f06NED999/P+64445aj1MqldW6cp8/fx4bNmzAkCFDrDeWH3zwAUpKSvDJJ5+gdevWAMxDEO+880689dZbePvtt3H48GG4u7tj4sSJUCqVAAA/Pz8cP34cgiA0y3kWiIiIXE1t9zUAMH36dERERFi/zsvLw7Rp0zBmzBjrNjc3Nzz99NM4efIkunbtinbt2gEAOnbsaL3/8fLyAvDvMLFPP/0U6enp+PTTTxEXFwfAfA8xZswYLFu2DNu3b7eev0ePHhg3bpz16xEjRuDbb79FUlKSdf7MnTt3ok+fPmjZsmWt9bMs+HK9+zGL9PR09OnTB0uXLoVUau7vcNNNN+Gnn35CUlJStV7onTp1wrJly6x1qKqqwgcffIDJkydDqVSisrIS8+bNw5133gkASEhIQEVFBV577TUUFBQgKCgIK1euRMeOHbFq1SrrvZFSqcRbb71l7c1uceWUCVcbdrdr167rtu+xY8eg0WgwadIkhISEWM/9448/oqqqynrNiKg6JqCIqMl16tQJCxcuBGC+GVuxYgX0ej1WrFiBG264wVrO8mRLLr/2S5VMJqt19ZXu3bsjJCQE33//PWJiYqDT6bB3714sXbq0zrEOGTIEAwcOxMGDB/HHH38gKSkJf/zxB3777Td89913eOutt66ZCKqoqMDkyZMRFBSE1157zVr2wIED6NixI0JCQmAwGACYJ07v378/vvzySwDmYYRvvvkmhg4dittuuw0333wz+vbtW22CdiIiIhLXlfc1giCgrKwM+/btw5tvvomqqiprTxxLz56ioiKcPXsW586dw88//wwA1iH9dXHgwAEEBQWhU6dO1nsIABg4cCBef/11lJaWwtfXF4A5kXWlPn36oFWrVti1axcSExORk5ODAwcOXPPeSCaTATAPIayL++67D/fddx+0Wi0yMzNx7tw5pKWlwWg0WnuSX1n2Srfddhs+/PBD/PXXX+jXrx82bNgAAMjNzUVmZiaysrKqtZlGo0Fqaiqefvrpavdjd955pzVpVV91ad+4uDi4ubnh/vvvx+23347+/ftbV2omoqtjAoqImpynpye6dOli/TouLg733HMPHnvsMezYscM6UaSlZ9CVSxHXJjs721r2ShKJBLfffrt1Nbz9+/dDKpXipptuqtc8SgqFAv369bOucpebm4tXXnkFu3fvxi+//GLtsfVfJpMJ06dPR15eHj7//HN4enpa95WUlODcuXO1PjEFzPMxxMfHY926ddi0aRPef/99rFu3Di1atMATTzxR7ekpERERiee/9zUA0LdvX1RVVWH9+vV45JFHEBgYiOPHj2PhwoU4fvw4VCoVIiMj0apVKwCo9UHa1ZSUlCA/P/+q9xD5+fnWBNSV8zIB5oddw4cPx/vvv4/58+dj165d8PLywq233nrV72e5x7p48SIiIyNrLZObm4vg4GBIJBJoNBosWrQIu3btgsFgQJs2bRAfHw+5XF6jnpbeQxaWe8DS0lIA5uF/r776Ks6ePQtPT0906NDBWidBEFBaWgpBEBAYGHjV+OurLu0bGRmJjz/+GOvWrcPnn3+ODz/8ED4+Pnj44Yfx7LPPspc60VUwAUVEomvRogVeeuklPPPMM1i8eLH1CWHnzp0RHByM77//Hg888ECtx2ZnZyM1NRWPP/54rfvvvPNOfPDBB0hLS8O3336LIUOGQKFQ1CmuBx98EOHh4ViyZEm17SEhIVi8eDH27NmDjIyMqyagli5div379+Pdd99F+/btq+3z9vZGQkICZs2aVeuxliF3lsSXWq3GwYMH8eGHH+KVV15BXFwcn7IRERE1Y507d8Znn32GCxcuwM3NDRMmTLBOvH3DDTdAKpXi119/xe7du+t1Xm9vb4SFhVmHrv3X9YbKDR8+HO+88w727duH7777Dnfeeec1pybo27cvAPNE37UloAwGA+69915069YNq1evxuLFi7F7926sWLECffr0sSaMLHNEXam4uLja14WFhQCAwMBAnD9/Hk8++SQGDx6Md999F23btoVEIsHmzZut81J5eXlBIpGgqKio2nm0Wi0OHjxoHUJXH3VtX8vE7jqdDocPH8a2bduwdu1adOjQ4arTNBC5Ok5CTkTNwu23345+/frh66+/xqFDhwCYn9I99dRT+P333/HJJ5/UOEaj0eCFF16At7c3Hn744VrP27VrV7Ru3Rq7du3CTz/9VKfV7yxat26N77//HtnZ2TX2ZWZmAgCioqJqPfaLL77Axo0bMW3aNPTv37/G/oSEBGRmZiI8PBxdunSxfuzatQuff/45ZDIZ/u///g8jRoyAIAhQqVQYOHCgdSnnixcv1rkeRERE1PSOHTsGmUyGtm3b4uzZsygpKcEjjzyCyMhI69xI+/btA/DviruW7Vf677aEhARcunQJgYGB1e4hfv/9d6xfv946ZO5qWrdujd69e+PDDz9EWloahg8ffs3yN954I/r374/33nuv1nuid999F8XFxbjnnnsAmBdR6dWrFwYPHmxNPp04cQJFRUU1Jujeu3dvta93794NlUqFuLg4nDhxAlqtFhMnTkS7du2svYosySdBEODp6YmOHTtah+VZ7Nu3DxMnTkReXl6NeGtr4yvVpX03bdqEgQMHQqfTQalUonfv3li0aBEA3qMRXQt7QBFRs/HCCy/gnnvuwSuvvIIvvvgCMpkMI0eOxJkzZ7BgwQIkJyfjzjvvhK+vL86ePYsPPvgA+fn5WLFiRY0u3Fe6/fbb8eGHH8LPzw8JCQl1jmfatGlISkrC/fffj0ceeQTx8fGQSqU4fvw4Nm7ciP79+9eaXDpy5AhefPFFJCQkoG/fvjh69Gi1LucxMTEYO3Ysdu3ahbFjx+Kxxx6Dv78/vv32W3z66afWJZgTExPx/vvvY86cObjnnnug1+uxfv16+Pn5WScOJSIiInFVVFTgyJEj1q91Oh1++uknbN++HSNHjkRAQAAUCgW8vLywdu1ayOVyyOVy7N69G59//jkA89B7APDx8QFgXpmuf//+iIiIgI+PD/766y8cOHAAMTExGD58OD7++GOMGzcOTzzxBFq2bIk//vgD7733HkaPHl2nnt7333+/dZL0uvQSWrhwIR599FE88MADeOSRRxAXF4fKykp8//33+Oabb/Dggw/i9ttvB2DuGfTdd9/hk08+QUREBNLT07FmzRpIJBJrPS2+++47BAYG4uabb8ahQ4ewefNmTJs2DR4eHujUqRPkcjmWLl2Kxx57DDqdDjt27MAvv/wCAKiqqgIATJ06FZMnT8b06dNx3333oaCgAG+88QYGDx6MqKgonDhxotr3tLTx119/jbi4OLRt27ba/rq0b2JiIpYtW4Ynn3wSo0ePhkwmw9atW6FUKq/aM56ImIAiombkhhtuwJgxY7Bx40Z88sknGD16NABzYqpfv37YvHkzFixYgLKyMrRs2RIDBgzAo48+ap0/4WruvPNObNiwAXfcccd1n3pdqU2bNvjiiy/w7rvv4quvvsJ7770HQRDQvn17jB8/Ho888kitY/z3798PvV6PQ4cOYdiwYTX2//jjj2jTpg22bt2K5cuXY8GCBdBqtQgLC8PixYutywPffPPNWLZsGTZu3IinnnoKEokE3bt3tybTiIiISHypqakYOXKk9Ws3Nze0a9cO06ZNw/jx4wGYh3WtXr0ar7/+Op555hlrz52PP/4Yjz/+OFJSUjBo0CD06tULffr0wfLly3HgwAGsW7cOo0aNwokTJ/D4449jyZIluPvuu7F582YsX74cS5cuRXl5OVq3bo3nnnsOjz32WJ1ivvnmmyGRSK7b+8miVatW2LZtGz744AN8/fXXWLduHZRKJW644QYsX7682oTfc+bMsS4uo9Pp0KZNG0yePBkZGRn46aefqk1m/swzz+DQoUPYtm0bWrZsiZdeegkPPfQQAPMqx8uXL8eqVaswefJk+Pr6omvXrvjoo48wZswYpKSkIDo6GgMHDsTatWuxatUqPPnkkwgICMDdd9+Np59+uta6DBkyBLt27cKcOXNw//33Y8GCBdX2e3h4XLd9O3TogLVr1+Kdd97B9OnTYTQa0blzZ2zcuLHagjpEVJ1EqM+Md0REREREROTQvv32W8yaNQu//vqrTSfwrqsLFy7glltuwZIlS+qcBCMix8ceUERERERERC5g7969OH78OLZu3Yrhw4eLknwiItfFSciJiIiIiIhcwIULF/DBBx+gc+fOmDlzptjhEJGL4RA8IiIiIiIiIiKyK/aAIiIiIiIiIiIiu2ICioiIiIiIiIiI7IoJKCIiIiIiIiIisqtmtQpeZmYmhg8fjhdffNG6HGdaWhoWL16MEydOICAgAGPHjsUjjzxiPcZkMmHVqlX47LPPUF5ejp49e+Kll15C27ZtGxTDX3/9BUEQoFAobFInIiIichx6vR4SiQTx8fFih+IweO9ERETkuupz79RsekDp9XrMmDEDVVVV1m3FxcUYN24c2rVrh+3bt+PJJ5/EsmXLsH37dmuZ1atXY8uWLVi0aBG2bt0Kk8mECRMmQKfTNSgOQRBwvXnZBUGATqe7bjmyLba7ONju4mC7i4PtLo7m1O51uQ+g6lytzZrTz2tTcKX6ulJdAdbX2bG+zq051bc+9wHNpgfUypUr4eXlVW3bp59+CoVCgZdffhlyuRwRERE4d+4c1q1bhxEjRkCn02Hjxo2YMWMGBgwYAAB488030a9fP+zZswdDhw6tdxyWp3ddunS5apmqqiqkpaUhMjISHh4e9f4e1DBsd3Gw3cXBdhcH210czandjx8/Lur3d0R1uXdyJs3p57UpuFJ9XamuAOvr7Fhf59ac6lufe6dm0QMqOTkZ27Ztw2uvvVZte0pKChISEiCX/5snS0xMRFZWFgoKCpCeno7Kykr07t3but/HxwcxMTFITk5usviJiIiIiIiIiOjqRO8BVVZWhlmzZmHevHlo2bJltX05OTmIioqqti04OBgAcOnSJeTk5ABAjeOCg4Ot+xpCEIRqQwH/S61WV/tMTYPtLg62uzjY7uJgu4ujObW7IAiQSCRih0FERETkdERPQC1YsADx8fG4++67a+zTaDRQKpXVtrm5uQEAtFqt9Ua1tjKlpaUNjkmv1yMtLe265bKyshr8Pajh2O7iYLuLg+0uDra7OJpLu//3voKIiIiIGk/UBNTOnTuRkpKCr776qtb97u7uNSYT12q1AAAPDw+4u7sDAHQ6nfX/ljIqlarBcSkUCkRGRl51v1qtRlZWFsLCwhr1fah+2O7iYLuLg+0uDra7OJpTu2dkZIj6/YmIiIiclagJqO3bt6OwsNA6gbjF/Pnz8e233yI0NBR5eXnV9lm+DgkJgcFgsG5r165dtTLR0dENjksikdRpIi+VSiX6hF+uiO0uDra7ONju4mC7i6M5tDuH3xERERHZh6gJqGXLlkGj0VTbNmTIEEydOhX33HMPdu3aha1bt8JoNEImkwEADh48iPDwcAQGBsLb2xteXl5ISkqyJqDKysqQmpqK0aNHN3l9iIiIiIiIiIioJlETUCEhIbVuDwwMREhICEaMGIH169dj7ty5mDBhAo4dO4ZNmzZh4cKFAMxzNIwePRrLli1DQEAAWrdujaVLlyI0NBRDhgxpyqoQEREREREREdFViD4J+bUEBgZi/fr1WLx4MYYNG4agoCDMmjULw4YNs5aZOnUqDAYD5s2bB41Gg549e2LDhg1QKBQiRk5ERERERERERBbNLgF18uTJal/HxsZi27ZtVy0vk8kwc+ZMzJw5096hERERERERERFRA0jFDoCIiIiIiIiIiJwbE1BERERERERERGRXTEAREREREREREZFdMQFFRERE5EAMBgPeeustDBw4EPHx8Rg1ahSOHDli3Z+WlobRo0eja9euGDRoED788MNqx5tMJrz99tvo168funbtiscffxzZ2dlNXAsiIiJyNUxAERERETmQNWvW4LPPPsOiRYuwc+dOhIeHY8KECcjLy0NxcTHGjRuHdu3aYfv27XjyySexbNkybN++3Xr86tWrsWXLFixatAhbt26FyWTChAkToNPpRKwVEREROTsmoIiIiIgcyN69ezF06FD07dsX7du3x5w5c1BeXo4jR47g008/hUKhwMsvv4yIiAiMGDECY8eOxbp16wAAOp0OGzduxNSpUzFgwAB06NABb775JnJycrBnzx6Ra0ZERETOjAkoIiIiIgcSGBiIn3/+GRcuXIDRaMS2bdugVCrRoUMHpKSkICEhAXK53Fo+MTERWVlZKCgoQHp6OiorK9G7d2/rfh8fH8TExCA5OVmM6hA1GxKJBCqVChKJROxQiIickvz6RYiImh9BEOx2g2jPcxMRNdbcuXPxzDPP4JZbboFMJoNUKsXKlSvRrl075OTkICoqqlr54OBgAMClS5eQk5MDAGjZsmWNMpZ9RI6uoX/HVSoVYmJi7HJuIiJiAoqIHJREIsEfxy6itEJr0/P6ermhT2wrm56TiMiWMjIy4O3tjXfeeQchISH47LPPMGPGDHz88cfQaDRQKpXVyru5uQEAtFot1Go1ANRaprS0tMExCYKAqqqqBh/vSCxtaPns7BytvpZeTPv+ykZpuaZexxoMBpRXlMPby7taL0ILX2939I9vC7VaDUEQbBWyaBzt2jYW6+vcWF/x1CcxzwQUETms0gotisttm4AiImrOLl26hOeeew6bNm1Cjx49AABdunRBRkYGVq5cCXd39xqTiWu15tdJDw8PuLu7AzDPBWX5v6WMSqVqcFx6vR5paWkNPt4RZWVliR1Ck3KU+lp6MWVlX0JeYUWDznG144IDvdA/vi0yMzObxZs+W3GUa2srrK9zY33F8d8HW1fDBBQRERGRgzh69Cj0ej26dOlSbXtcXBz27duHVq1aIS8vr9o+y9chISEwGAzWbe3atatWJjo6usFxKRQKREZGNvh4R6JWq5GVlYWwsLBGJe0chaPV1/IU3t/PH4K0fvHq9XqUlJTAz88PCoWixn5/H3PSNjw83Gl6QDnStW0s1te5sb7iycjIqHNZJqCIiIiIHERoaCgA4OTJk4iNjbVuP3XqFMLCwhAXF4etW7fCaDRCJpMBAA4ePIjw8HAEBgbC29sbXl5eSEpKsiagysrKkJqaitGjRzc4LolEAg8Pj0bUzPGoVCqXqrOj1Vcul9eaRKoLhUJR67GWYXliv9mzNUe7to3F+jo31rfp1WdePK6CR0REROQgYmNj0b17d8yePRsHDx5EVlYWVqxYgQMHDmDixIkYMWIEKioqMHfuXGRkZGDHjh3YtGkTJk2aBMDcRX706NFYtmwZfvzxR6Snp2PatGkIDQ3FkCFDRK4dEREROTP2gCIiIiJyEFKpFGvWrMGKFSvw/PPPo7S0FFFRUdi0aRPi4uIAAOvXr8fixYsxbNgwBAUFYdasWRg2bJj1HFOnToXBYMC8efOg0WjQs2dPbNiwocG9RYiIiIjqggkoIiIiIgfi6+uL+fPnY/78+bXuj42NxbZt2656vEwmw8yZMzFz5kx7hUhERERUA4fgERERERERERGRXTEBRUREREREREREdsUEFBERERERERER2RUTUEREREREREREZFdMQBERERERERERkV0xAUVERERERERERHbFBBQREREREREREdkVE1BERERERERERGRXTEAREREREREREZFdMQFFRERERERERER2xQQUERERERERERHZFRNQRERERERERERkV0xAERERERERERGRXTEBRUREREREREREdsUEFBERERERERER2RUTUEREREREREREZFdMQBERERERERERkV0xAUVERERERERERHYlegKqsLAQM2fORGJiIuLj4zFx4kScOXPGun/evHmIjo6u9jFo0CDrfpPJhLfffhv9+vVD165d8fjjjyM7O1uMqhARERERkYMSBEHsEIiInJroCagnn3wS586dw7p16/D555/D3d0dY8eOhVqtBgCcPHkSTzzxBH777Tfrx+eff249fvXq1diyZQsWLVqErVu3wmQyYcKECdDpdGJViYiIiIiIHEheURV27c/CmRwNE1FERHYiagKqtLQUrVu3xiuvvILY2FhERERgypQpyMvLw+nTpyEIAjIyMtC5c2cEBQVZPwICAgAAOp0OGzduxNSpUzFgwAB06NABb775JnJycrBnzx4xq0ZERERERA7iQn4FDEYBFwr0SEnPh8nEJBQRka2JmoDy9fXF8uXLERUVBQAoKirCpk2bEBoaisjISJw/fx5VVVW44YYbaj0+PT0dlZWV6N27t3Wbj48PYmJikJyc3CR1ICIiIiIix1ZaobX+/1xOBZLTckWMhojIOcnFDsDixRdfxKeffgqlUok1a9bAw8MDp06dAgB89NFH2LdvH6RSKfr3749p06bB29sbOTk5AICWLVtWO1dwcLB1X0MIgoCqqqqr7rcMD7R8pqbBdhdHc2x3iUQClUoFg8EAvV5v03MbDDIA5vqK2QW/Oba7K2C7i6M5tbsgCJBIJGKHQURNrKzSPH1Hm0AFLhTqcfafUvToGAyZVPQZS4iInEazSUA9+uijGDlyJDZv3ownn3wSW7ZswalTpyCVShEcHIy1a9fi/PnzeP3113H69Gl88MEH1htVpVJZ7Vxubm4oLS1tcCx6vR5paWnXLZeVldXg70ENx3YXR3Nqd5VKhZiYGBSXFCO/sMKm55aYvAAAmZmZzeLNcHNqd1fCdhdHc2n3/95XEJFz0xtMqNIYAADtgtxwqdgAo0lAldoAb0++HhAR2UqzSUBFRkYCABYvXoyjR4/i448/xuLFi/Hwww/D398fABAVFYWgoCA88MADOH78ONzd3QGY54Ky/B8AtFotVCpVg2NRKBTWeGqjVquRlZWFsLCwRn0fqh+2uziaY7tbeif4+/lDkNo2Jn8f82tJeHi46D2gmlu7uwK2uziaU7tnZGSI+v2JqOmVVZqH37kpZVDIJfB0l6OsSo8KjZ4JKCIiGxI1AVVUVIQDBw7gtttug1xuDkUqlSIyMhJ5eXmQSqXW5JPFjTfeCADIycmxDr3Ly8tDu3btrGXy8vIQHR3d4LgkEgk8PDyuW06lUtWpHNkW210czbHd5XI5FAqFzc8JQPQ3wRbNsd1dAdtdHM2h3Tn8jsj1WIbf+XiY7yk8VAqUVelRqbbtMH8iIlcn6qDmgoICTJ8+HQcOHLBu0+v1SE1NRUREBGbNmoWxY8dWO+b48eMAzD2mOnToAC8vLyQlJVn3l5WVITU1FT179mySOhARERERkeMqrbicgLrc28nT3fwwigkoIiLbEjUBFRUVhf79++OVV15BcnIyTp06hTlz5qCsrAxjx47FbbfdhgMHDmDVqlU4f/48fv31V7zwwgsYOnQoIiIioFQqMXr0aCxbtgw//vgj0tPTMW3aNISGhmLIkCFiVo2IiIiIiByApQeUt6UHFBNQRER2IfocUG+88QaWL1+OadOmoby8HD169MDmzZvRqlUrtGrVCitWrMC6devw3nvvwdvbG3fffTeeffZZ6/FTp06FwWDAvHnzoNFo0LNnT2zYsMHmw3KIiIiIiMj5lF6eA8rHUwkYdNYeUBVMQBER2ZToCShvb28sWLAACxYsqHX/HXfcgTvuuOOqx8tkMsycORMzZ860U4REREREROSMjEYTKqvMiSZvDwUqygBPlflBNntAERHZlqhD8IiIiIiIiMRSVqWDAEAhl8JdKQPw7xxQGp0RBqNJxOiIiJwLE1BEREREROSSLPM/+XoqratgKuRSyGXmt0lVGvaCIiKyFSagiIiIiBxEUlISoqOja/245ZZbAAAXLlzApEmT0K1bN/Tt2xcrVqyA0Wisdp7NmzfjlltuQWxsLB5++GGkpqaKUR0i0ZVZVsDzcrNuk0gk8FRZ5oEyiBIXEZEzEn0OKCIiIiKqm/j4ePz222/Vth05cgRPP/00pkyZAr1ej/HjxyMsLAxbt27F+fPnMXfuXEilUkydOhUA8MUXX+D111/HokWLEBMTg3Xr1mHcuHH47rvvEBAQIEa1iERTerkHlI+nstp2L5USpRU6VKp1ADxFiIyIyPmwBxQRERGRg1AqlQgKCrJ+eHp6YsmSJRg2bBhGjBiB3bt34+LFi3j99dcRFRWFwYMHY/r06fjggw+g05nfaK9duxajR4/GPffcg8jISLz66qtQqVT47LPPRK4dUdMrr6o9AWXpAVXJHlBERDbDBBQRERGRg1q7di3UajVmz54NAEhJSUGnTp3g6+trLZOYmIiKigqkpaWhsLAQWVlZ6N27t3W/XC5Hjx49kJyc3OTxE4lNqzMPT1W5VR8YYlkJr4Ir4RER2QyH4BERERE5oKKiImzatAnPPfcc/Pz8AAA5OTkIDQ2tVi44OBgAcOnSJcjl5lu/li1b1iiTnp7e4FgEQUBVVVWDj3ckarW62mdn52j1lUgkUKlUMBgM0OuvnTwSBAEanbmHk0wiWMvr9Xq4K8zP6SuqdNbtBoN5lTy1Wg1BEOxVhSbjaNe2sVhf58b6ikcQBOsiDtfDBBQRERGRA9qyZQu8vb0xcuRI6zaNRgMfH59q5dzczJMra7Va642qUqmsUUar1TY4Fr1ej7S0tAYf74iysrLEDqFJOUp9VSoVYmJiUFxSjPzCimuWNRgFWPJIZaVFkEnNb6BKSkqgU5t7RlVU6ZCfnw8AkJi8AACZmZnN4k2frTjKtbUV1te5sb7i+O99xdUwAUVERETkgHbu3In77rsP7u7u1m3u7u7WuZ4sLIklDw8Pa9nayqhUqgbHolAoEBkZ2eDjHYlarUZWVhbCwsIa1WaOwtHqa3kK7+/nD0F67XgrqvQAKiCTSRAaEgy9Xo+SkhL4+fnB10+Kw2fOQW8U4O8fCLlcCn8f8+9PeHi40/SAcqRr21isr3NjfcWTkZFR57JMQBERERE5mPT0dGRnZ+Puu++utj00NBSnTp2qti0vLw8AEBISYh16l5eXh4iIiGplQkJCGhyPRCKBh4dHg493RCqVyqXq7Gj1lcvlUCgU1yxjFMzD79wVsmplFQqF+UMuhd5ggs4IqFQK6xBWsd/s2ZqjXdvGYn2dG+vb9Oo6/A7gJOREREREDiclJQWBgYHo0KFDte09e/ZEamoqKir+HXp08OBBeHp6okOHDggMDER4eDiSkpKs+w0GA1JSUtCzZ88mi5+oObBMQO6mrP2ZvBcnIicisikmoIiIiIgcTGpqKqKjo2tsHzx4MIKCgvDss88iPT0de/fuxRtvvIHHHnvMOj/DY489hvfffx9ffPEFMjIy8MILL0Cj0eD+++9v6moQiUqjtySgZLXud7+cmLIkqoiIqHE4BI+IiIjIweTn51tXvruSm5sb1q9fj4ULF+KBBx6Ar68vHn74YUyZMsVa5oEHHkB5eTlWrFiBkpISdO7cGe+//z4CAgKasAZE4tNeXgHPTVF7Akp5eSU8rZ4JKCIiW2ACioiIiMjBvPfee1fd1759e2zcuPGax48fPx7jx4+3dVhEDsXSs8n9Kj2gLD2jdExAERHZBIfgERERERGRy9FeZwie8nLPKPaAIiKyDSagiIiIiIjI5VgnIb/KEDzLdvaAIiKyDSagiIiIiIjI5WiuswqetQeUztRkMREROTMmoIiIiIiIyOVcdw4o9oAiIrIpJqCIiIiIiMjlaPWXV8HjHFBERE2CCSgiIiIiInIpBqMJBqMA4FpzQJnfKrEHFBGRbTABRURERERELsXSq0kqARTy2t8SWXpGGU0CDEbOA0VE1FhMQBERERERkUuxroCnlEEikdRaRi6TwrKLvaCIiBqPCSgiIiIiInIp1gSUovYV8ABAIpFwHigiIhtiAoqIiIiIiFyKRnftCcgt/l0Jj0PwiIgaiwkocgmCIDjkuYmIiIjI9iw9muqagLL0mCIiooa7ep9TIicikUjwx7GLKK3Q2vS8vl5u6BPbyqbnJCIiIiL7+ncI3rUTUEprDygmoIiIGosJKHIZpRVaFJfbNgFFRERERI7HkoByv04PKKXCPGCEc0ARETUeh+AREREREZFLqfcQPCagiIgajQkoIiIiIiJyKZo6rIIH/Jug4hA8IqLGYwKKiIiIiIhcinUOqOsOwWMCiojIVpiAIiIiIiIil6LVGwBcfw4oDsEjIrIdJqCIiIiIiMhlmEwCdHoTgLqvgqfVmeweFxGRs2MCioiIiIiIXMaVvZmUdewBxSF4RESNJ3oCqrCwEDNnzkRiYiLi4+MxceJEnDlzxro/LS0No0ePRteuXTFo0CB8+OGH1Y43mUx4++230a9fP3Tt2hWPP/44srOzm7oaRERERETkACzJJKVcCqlEcs2y1jmgDEYIgmD32IiInJnoCagnn3wS586dw7p16/D555/D3d0dY8eOhVqtRnFxMcaNG4d27dph+/btePLJJ7Fs2TJs377devzq1auxZcsWLFq0CFu3boXJZMKECROg0+lErBURERERETVHOoN5OJ3yOsPvAMBNYX67JAiwDtsjIqKGufa6o3ZWWlqK1q1bY9KkSYiKigIATJkyBffeey9Onz6NAwcOQKFQ4OWXX4ZcLkdERIQ1WTVixAjodDps3LgRM2bMwIABAwAAb775Jvr164c9e/Zg6NChItaOiIiIiIiaG/3lHlAK+fWfxctkUsikEhhNAjQ6g71DIyJyaqL2gPL19cXy5cutyaeioiJs2rQJoaGhiIyMREpKChISEiCX/5snS0xMRFZWFgoKCpCeno7Kykr07t3but/HxwcxMTFITk5u8voQEREREVHzpr/cA6ouCSgAcLs8T5RGx3mgiIgaQ9QeUFd68cUX8emnn0KpVGLNmjXw8PBATk6ONTllERwcDAC4dOkScnJyAAAtW7asUcayj4iIiIiIyKI+Q/As5ao0BmiZgCIiapRmk4B69NFHMXLkSGzevBlPPvkktmzZAo1GA6VSWa2cm5sbAECr1UKtVgNArWVKS0sbHIsgCKiqqrrqfsv3tXymptHQdpdIJFCpVDAYDNDr9TaNyWCQWWNy1okpm+PPuytc0+bY7q6A7S6O5tTugiBAcp1JiYnIsekNdR+CB/y7Eh6H4BERNU6zSUBFRkYCABYvXoyjR4/i448/hru7e43JxLVaLQDAw8MD7u7uAACdTmf9v6WMSqVqcCx6vR5paWnXLZeVldXg70ENV992V6lUiImJQXFJMfILK2wai8TkBQDIzMxsFm+c7Kk5/by70jVtTu3uStju4mgu7f7fB1tE5FzqOwRPqeAQPCIiWxA1AVVUVIQDBw7gtttus87zJJVKERkZiby8PISGhiIvL6/aMZavQ0JCYDAYrNvatWtXrUx0dHSD41IoFNaEWG3UajWysrIQFhbWqEQX1U9D293yJNvfzx+C1LbXy9/HnPgMDw936h5Qze3n3RWuaXNsd1fAdhdHc2r3jIwMUb8/EdmfZTU7pbxuQ/AsK+GxBxQRUeOImoAqKCjA9OnTsX79evTr1w+AufdRamoqBg0ahBYtWmDr1q0wGo2Qycx/IA4ePIjw8HAEBgbC29sbXl5eSEpKsiagysrKkJqaitGjRzc4LolEAg8Pj+uWU6lUdSpHttXQdpfL5VAoFDaNxZI4FfsNU1Nojj/vrnBNm2O7uwK2uziaQ7tz+B2R82voEDzOAUVE1DiiroIXFRWF/v3745VXXkFycjJOnTqFOXPmoKysDGPHjsWIESNQUVGBuXPnIiMjAzt27MCmTZswadIkAOYu8qNHj8ayZcvw448/Ij09HdOmTUNoaCiGDBkiZtWIiIiIiKgZsg7Bq+sk5FwFj4jIJkSfA+qNN97A8uXLMW3aNJSXl6NHjx7YvHkzWrVqBQBYv349Fi9ejGHDhiEoKAizZs3CsGHDrMdPnToVBoMB8+bNg0ajQc+ePbFhwwab94ogIiIiIiLHZ10Fr65zQF0eqqfVMwFFRNQYoiegvL29sWDBAixYsKDW/bGxsdi2bdtVj5fJZJg5cyZmzpxppwiJiIiIiMhZ1HcInqWcjgkoIqJGEXUIHhERERHV386dO3HnnXeiS5cuuOuuu/Ddd99Z9124cAGTJk1Ct27d0LdvX6xYsQJGY/U3zps3b8Ytt9yC2NhYPPzww0hNTW3qKhCJRq+3rIJXtyF4/yagTHaLiYjIFTABRURERORAdu3ahblz52LUqFH45ptvMHToUEyfPh1//fUX9Ho9xo8fDwDYunUrFixYgE8++QTvvPOO9fgvvvgCr7/+Op555hns2LEDbdq0wbhx41BUVCRWlYiaVH2H4FkTUAb2gCIiagzRh+ARERERUd0IgoC33noLjzzyCEaNGgUAmDx5MlJSUnDo0CH8888/uHjxIj799FP4+voiKioKhYWFeP311/HEE09AqVRi7dq1GD16NO655x4AwKuvvorBgwfjs88+sy70QuSsTIIAg9HSA6quCShzTykOwSMiahz2gCIiIiJyEJmZmfjnn39w9913V9u+YcMGTJo0CSkpKejUqRN8fX2t+xITE1FRUYG0tDQUFhYiKysLvXv3tu6Xy+Xo0aMHkpOTm6weRGIxGP4dRqdQ1HcOKBNMJsEucRERuQL2gCIiIiJyEJmZmQCAqqoqjB8/HqmpqWjTpg0mT56MQYMGIScnB6GhodWOCQ4OBgBcunQJcrn51q9ly5Y1yqSnpzc4LkEQUFVV1eDjHYlara722dk5Wn0lEglUKhUMBgP0en2N/VVq8zapVAKT0QjTFfOjWcr/9ziJ8G/SSqMzQCIYIAiOn4hytGvbWKyvc2N9xSMIAiQSSZ3KMgFFRERE5CAqKioAALNnz8ZTTz2FGTNmYPfu3ZgyZQref/99aDQa+Pj4VDvGzc0NAKDVaq03qkqlskYZrVbb4Lj0ej3S0tIafLwjysrKEjuEJuUo9VWpVIiJiUFxSTHyCytq7K9QmxNOMimQn59f6zlKSkqqfW1+cwUIAlClMSDvYmazeNNnK45ybW2F9XVurK84/ntfcTVMQBERERE5CIVCAQAYP348hg0bBgDo2LEjUlNT8f7778Pd3R06na7aMZbEkoeHB9zd3QGg1jIqlapRcUVGRjb4eEeiVquRlZWFsLCwRrWZo3C0+lqewvv7+UOQ1hJvsRpAFdyVcgQFBVXbpdfrUVJSAj8/P+vvmoXiVBV0ehMqNXqEh4c7TQ8oR7q2jcX6DvpSYwAAkNdJREFUOjfWVzwZGRl1LssEFBEREZGDCAkJAQBERUVV2x4ZGYlffvkFCQkJOHXqVLV9eXl51mMtQ+/y8vIQERFRrYzl3A0hkUjg4eHR4OMdkUqlcqk6O1p95XJ5jSQSAJhgTsgq5bJa9wPmhOp/9ynlMuj0JlSpDVCF+tR6nKNytGvbWKyvc2N9m15dh98BnISciIiIyGF06tQJnp6eOHr0aLXtp06dQrt27dCzZ0+kpqZah+oBwMGDB+Hp6YkOHTogMDAQ4eHhSEpKsu43GAxISUlBz549m6weRGLRG8xD8Oo6AbmFZSLyKm3NeaWIiKhumIAiIiIichDu7u6YMGEC3nnnHXz99dc4f/481qxZg99//x3jxo3D4MGDERQUhGeffRbp6enYu3cv3njjDTz22GPW+Rkee+wxvP/++/jiiy+QkZGBF154ARqNBvfff7/ItSOyP/3lVfAUclm9jrMmoNQGm8dEROQqOASPiIiIyIFMmTIFKpUKb775JnJzcxEREYGVK1eiV69eAID169dj4cKFeOCBB+Dr64uHH34YU6ZMsR7/wAMPoLy8HCtWrEBJSQk6d+6M999/HwEBAWJViajJ6C4noJTy+vaAMiesKjXsAUVE1FBMQBERERE5mHHjxmHcuHG17mvfvj02btx4zePHjx+P8ePH2yM0omZNr788BK/eCajLPaCYgCIiajAOwSMiIiIiIpdgHYKnaOAQPA2H4BERNRQTUERERERE5BIaPgTPXJ5D8IiIGo4JKCIiIiIicgnWVfAaPASPPaCIiBqKCSgiIiIiInIJen3DVsFTXi7POaCIiBqOCSgiIiIiInIJuss9oOo7BE/OHlBERI3GBBQREREREbmEfychr9/bICXngCIiajQmoIiIiIiIyCVYE1D1HILHOaCIiBqPCSgiIiIiInJ6RpMJRpMAoCGr4HEOKCKixmICioiIiIiInJ5lAnLg3zmd6srSA6pSzR5QREQNxQQUERERERE5PcvwO7lMCqlEUq9jLQkog9EEnd5o89iIiFwBE1BEREREROT0GroCHvBvAgrgPFBERA3FBBQRERERETm9hq6ABwASieSKicg5DxQRUUMwAUVERERERE5Pp2/YCngWSoX5uEomoIiIGoQJKCIiIiIicnr6RgzBAwA3haUHFIfgERE1BBNQRERERETk9KxD8BqYgLL0gOIQPCKihmECioiIiIiInN6/CagGDsG7fFylmj2giIgaggkoIiIiIiJyeo3vAcVJyImIGoMJKCIiIiIicnp6o42G4GnZA4qIqCGYgCIiIiIiIqfX6B5Ql4+rVLMHFBFRQzABRURERERETs+yCp5c1thJyNkDioioIZiAIiIiIiIip2fgKnhERKISPQFVUlKCl156Cf3790e3bt3w0EMPISUlxbp/3LhxiI6OrvYxZswY636tVouFCxeid+/eiI+Px3PPPYeioiIxqkJERERERM2UzeaAYg8oIqIGkYsdwPTp05Gfn4833ngDgYGB+OijjzB+/Hh88cUXuOGGG3Dy5EksWLAAgwcPth6jUCis/1+wYAFSUlKwcuVKKJVKzJ8/H1OnTsXHH38sRnWIiIiIiKgZstkcUOwBRUTUIKImoM6dO4fff/8dW7ZsQffu3QEAL774Ivbv34+vvvoKo0ePRmFhIeLi4hAUFFTj+NzcXOzcuRNr165Fjx49AABvvPEGbr/9dvz111+Ij49v0voQEREREVHz1NgElBuH4BERNYqoQ/D8/f2xbt06dOnSxbpNIpFAIpGgrKwMJ0+ehEQiQXh4eK3HHz58GACQmJho3RYeHo6QkBAkJyfbN3giIiIiInIIgiDAcHkInlwma9A5lArzWycOwSMiahhRE1A+Pj64+eaboVQqrdt2796Nc+fOoV+/fjh16hS8vb3x8ssvo3///rj99tuxYsUK6HQ6AOYeUP7+/nBzc6t23uDgYOTk5DRpXYiIiIiIqHkymgQIgvn/nISciEgcos8BdaU///wTzz//PIYMGYIBAwbghRdegFarRWxsLMaNG4e0tDS8/vrruHjxIl5//XWo1epqySsLNzc3aLXaBschCAKqqqquul+tVlf7TE2joe0ukUigUqlgMBig19v2hsFgkFljEix3NU6mOf68u8I1bY7t7grY7uJoTu0uCAIkEonYYRCRjVmG3wGAXNaw33FLAkqtNcJoEiCT8rWCiKg+mk0Cau/evZgxYwa6deuGZcuWAQBefvllzJ49G76+vgCAqKgoKBQKTJs2DbNmzYK7u7u1N9SVtFotVCpVg2PR6/VIS0u7brmsrKwGfw9quPq2u0qlQkxMDIpLipFfWGHTWCQmLwBAZmZms3jjZE/N6efdla5pc2p3V8J2F0dzaffaHm4RkWMzXDH/U0OTzMorek5ptAZ4qhTXKE1ERP/VLBJQH3/8MRYvXozbb78d//d//2e98ZPL5dbkk8WNN94IAMjJyUFoaChKSkqg0+mq3Szm5eUhJCSkwfEoFApERkZedb9arUZWVhbCwsIaleii+mlou1tuMvz9/CFIbXu9/H3cAZjnHnPmHlDN7efdFa5pc2x3V8B2F0dzaveMjAxRvz8R2YfeOv9Tw2cgkcmkkMukMBhNqNIwAUVEVF+iJ6C2bNmCRYsWYcyYMZg7d261JxJjxoxBmzZtsGTJEuu248ePQ6FQICwsDEFBQTCZTDh8+DB69+4NwNxrITc3Fz179mxwTBKJBB4eHtctp1Kp6lSObKuh7S6Xy6FQ2PZGQS6XW2Nyds3x590VrmlzbHdXwHYXR3Nodw6/I3JOjV0Bz8LDXY6ySh2qtHoAzeNegYjIUYiagMrMzMSrr76KW2+9FZMmTUJBQYF1n7u7O2677Ta8+uqriI2NRd++fXH8+HG8/vrrGD9+PLy8vODl5YW77roL8+bNw6uvvgqVSoX58+cjISEBXbt2Fa9iRERERETUbNgqAaVyMyeg1FquhEdEVF+iJqB2794NvV6PH374AT/88EO1fcOGDcNrr70GiUSCjz76CK+++iqCgoIwduxYTJw40Vpu0aJFePXVV/HUU08BAPr374958+Y1aT2IiIiImkpubi769+9fY/uSJUswfPhwpKWlYfHixThx4gQCAgIwduxYPPLII9ZyJpMJq1atwmeffYby8nL07NkTL730Etq2bduU1SBqUnqDEUDjhuAB5h5QAFClYQKKiKi+RE1APfHEE3jiiSeuWWbUqFEYNWrUVfd7eHjglVdewSuvvGLr8IiIiIianfT0dLi5uWHv3r3Vhgx6e3ujuLgY48aNw6BBg7Bw4UIcOXIECxcuhKenJ0aMGAEAWL16NbZs2YLXXnsNoaGhWLp0KSZMmICvvvqKE7CT0zLYbAieeei/mgkoIqJ6E30OKCIiIiKqu1OnTiEsLAzBwcE19n3wwQdQKBR4+eWXIZfLERERgXPnzmHdunUYMWIEdDodNm7ciBkzZmDAgAEAgDfffBP9+vXDnj17MHTo0CauDVHTsExCbosheABQpdE3OiYiIlfTuFdgIiIiImpSJ0+eRERERK37UlJSkJCQYF1QAQASExORlZWFgoICpKeno7Ky0rp4CwD4+PggJiYGycnJdo+dSCw2m4T8cgKKc0AREdUfE1BEREREDuTUqVMoKirCqFGj0KdPHzz00EPYt28fACAnJwehoaHVylt6Sl26dOn/27vv+KiK9X/gn7Mlu5teSKMmJAQIBAiQAFJF5KKiPxG9XhX8gl1RVC5gww7KlaZiA8EuVhC7gAUFgUBAagJJIAktvZfN1vn9sdmVSCBtN1vyeb9egeScs2dnZtucZ2eeQX5+PgAgMjLyvGOs+4g8kS0A1cYcUBprDigGoIiIWoxT8IiIiIjchNFoxIkTJxAbG4tHH30Uvr6++P7773HXXXfh3XffRV1d3Xl5nFQqFQBAp9NBq9UCQKPHVFRUtLpcQgjU1ta2+vbuxNqG1v89nbvVV5IkaDQaGI1GGAx/T5PTGywBI5mEBtvPZd1+of1Go9yWA6qySuv2z3l3e2zbivX1bKyv8wghGuSkvBgGoIiIiIjchEKhQEpKCuRyOdRqNQCgf//+yMzMxNq1a6FWq6HX6xvcRqfTAbAs3GK9jV6vt/1uPUaj0bS6XAaDAenp6a2+vTvKyclxdhHalbvUV6PRID4+HmXlZSgqqbZtr6mtAwDUaWtQVHTx/E3l5eWNbpfMvtCoAwAAZwuKkZ5usk+hncxdHlt7YX09G+vrHM1dxIQBKCIiIiI34uPjc962Xr16Yfv27YiIiEBhYWGDfda/w8PDYTQabdu6d+/e4JjevXu3ukxKpRKxsbGtvr070Wq1yMnJQVRUVJuCdu7C3epr/RY+KDAIQvZ3eWVn8gAYERToj9BQv0ZvazAYUF5ejsDAQCiVyvP2B/mrYa7PYKLW+KFv3772r0A7crfHtq1YX8/G+jpPVlZWs49lAIqIiIjITWRmZuLGG2/Em2++iWHDhtm2Hz58GLGxsejbty8+/fRTmEwmyOVyAMCuXbsQHR2NkJAQ+Pn5wdfXFykpKbYAVGVlJdLS0jBt2rRWl0uSJHh7e7etcm5Go9F0qDq7W30VCkWDIJLJJAAAapVXo8GlcymVykaPUSgUUNTnkNIZhVu1x8W422PbVqyvZ2N9219zp98BTEJORERE5DZiYmLQs2dPPPfcc0hNTcXx48fx4osvYv/+/bj33nsxdepUVFdX44knnkBWVhY2bNiA9957D3fffTcAyxD5adOmYenSpfjll19w9OhRPPzww4iIiMDEiROdXDsixzGYLEnIFW1dBa8+BxRXwSMiajmOgCIiIiJyEzKZDG+99RaWLVuGhx56CJWVlYiPj8e7776LuLg4AMCaNWuwaNEiTJkyBaGhoZg/fz6mTJliO8fs2bNhNBqxYMEC1NXVISkpCWvXrm1yVAiRO7OtgtfGAJRGZbl80tYxAEVE1FIMQBERERG5kU6dOuHFF1+84P4BAwbgs88+u+B+uVyOefPmYd68eY4oHpFLslcAylttuXyq1V08kTkREZ2PU/CIiIiIiMhjCSFgtE7Bk7dxBJQ1AMURUERELcYAFBEREREReSxr8Amw3xQ8BqCIiFqOASgiIiIiIvJY1ul3kgTIZc1frakx1iTkRpMZBqOpzWUjIupIGIAiIiIiIiKPdW7+p5YsF94Y6wgogKOgiIhaigEoIiIiIiLyWLYAVBvzPwGWEVRqLzkAQKtjAIqIqCUYgCIiIiIiIo9lS0DexvxPVswDRUTUOg4JQOXn5zvitEREREQeiX0nIsf5ewqe3C7n865fCY8joIiIWqZVAai+ffvi4MGDje5LTU3FFVdc0aZCEREREXkS9p2InMeeU/AAQFOfiLy2zmCX8xERdRSKpg+xeOedd1BbWwsAEELgiy++wB9//HHecX/99Re8vLzsV0IiIiIiN8S+E5FrsE7BU9ppCp43p+AREbVKswNQOp0Or732GgBAkiR88cUX5x0jk8ng5+eHe++9134lJCIiInJD7DsRuYZzV8GzB2sOKE7BIyJqmWYHoO69915b56hPnz74/PPPMWDAAIcVjIiIiMidse9E5BqsASh7JSG35oDiCCgiopZpdgDqXEePHrV3OYiIiIg8FvtORM5j7xxQ3tYcUDrmgCIiaolWBaAA4M8//8Rvv/0GrVYLs9ncYJ8kSXjhhRfaXDgiIiIiT8G+E5FzGEwmAA6YgscRUERELdKqANQ777yDl156CSqVCsHBwZAkqcH+f/5NRERE1JGx70TkPEYHTcFjDigiopZpVQDqo48+wtVXX41FixZx1RYiIiKiJrDvROQ89k5CzlXwiIhap1XvwsXFxbj++uvZgSIiIiJqBvadiJzH3jmgNNYcUHXMAUVE1BKteheOj49HZmamvctCRERE5JHYdyJyHoPJviOgrDmgajkFj4ioRVo1Be/xxx/HQw89BG9vbwwcOBAajea8Yzp37tzmwhERERF5AvadiJyHOaCIiFxDqwJQN910E8xmMx5//PELJs1MT09vU8GIiIiIPAX7TkTO83cOKLldzmcNQDEHFBFRy7QqAPX8889ztRYiIiKiZmLficg5zGYBk1kAsGMOqPopeFrmgCIiapFWBaCuu+46e5eDiIiIyGOx70TkHMb6/E+APafgWZKQa3VGCCEYXCYiaqZWBaD27NnT5DFJSUmtOTURERGRx2Hficg5rNPv5DIJcpl9AkXe9SOgzALQ6U1Qq1p1SUVE1OG06t1y+vTpkCQJQgjbtn9G/pnHgIiIiMiCfSci57AGoBR2mn4HACovOWSSJQBVqzMyAEVE1Eyterf84IMPzttWW1uL1NRUfP3111i5cmWbC0ZERETkKdh3InIOg8magNx+AShJkqBRKVBTZ0RtnQHB/mq7nZuIyJO1KgCVnJzc6PZx48bB29sbb775JlatWtWsc5WXl2P58uXYunUrqqur0bt3b/z3v//F0KFDAQA7d+7EkiVLcPz4cURGRuKBBx7AVVddZbu9TqfD4sWL8dNPP6Gurg7jx4/HE088geDg4NZUjYiIiMju7Nl3IqLm+3sFPPsFoABAo1aips4IrY4r4RERNZd934kBDB06FLt372728XPmzMFff/2F5cuXY/369ejbty9uv/12nDhxAsePH8fdd9+N0aNHY8OGDbjhhhswf/587Ny503b7Z555Btu3b8fKlSvx/vvv48SJE5g9e7a9q0VERETkEC3tOxFR8xmNJgD2S0Bu5a22fI9fW8cAFBFRc9l9wvKvv/4KHx+fZh2bm5uLP//8E+vWrcOQIUMAAE8++SS2bduGb7/9FiUlJejduzcefvhhAEBMTAzS0tKwZs0ajBgxAgUFBdi4cSPeeust24ip5cuXY9KkSfjrr7+QmJho7+oRERER2VVL+k5E1DK2EVB2zAEFABoVA1BERC3VqgDUrbfeet42s9mM/Px8nDlzBnfeeWezzhMUFITVq1cjISHBtk2SJEiShMrKSqSmpmLChAkNbjN8+HAsWrQIQgjs3bvXts0qOjoa4eHh2LNnDwNQRERE5BLs1XciopZxRA4o4O+V8LQ6g13PS0TkyVoVgDp3BRcrmUyGuLg43H333Zg6dWqzzuPv74+xY8c22LZp0ybk5ubi8ccfx1dffYWIiIgG+8PCwqDValFWVoaCggIEBQVBpVKdd0x+fn4La/U3IQRqa2svuF+r1Tb4n9pHa9tdkiRoNBoYjUYYDPbtJBiNcluZGntdeAJXfL53hMfUFdu9I2C7O4crtbsQ4rzV6ex13n9qTd+JiFrGUTmgvNVKAICWI6CIiJqtVQGoDz/80N7lAADs27cPjz32GCZOnIhx48ahrq4OXl5eDY6x/q3X66HVas/bDwAqlQo6na7V5TAYDM1aCjknJ6fV90Gt19J212g0iI+PR1l5GYpKqu1aFsnsCwDIzs52iQsnR3Kl53tHekxdqd07Era7c7hKuzfWt2grR/WdiOjijPUBKIflgGISciKiZmtTDqg//vgDu3fvRmVlJYKDgzFkyBCMHj26Vef6+eefMXfuXAwePBhLly4FYAkk6fX6BsdZ/9ZoNFCr1eftBywr42k0mlaVAwCUSiViY2MvuF+r1SInJwdRUVFtuh9qmda2u/Wb7KDAIAiZfR+voPpld6Ojoz16BJSrPd87wmPqiu3eEbDdncOV2j0rK8uh57dn34mImvb3CCi5Xc/LHFBERC3XqgCUXq/Hfffdh+3bt0MulyMoKAhlZWVYtWoVhg8fjlWrVrXo28OPPvoIixYtwqRJk/C///3PdtvIyEgUFhY2OLawsBDe3t7w8/NDREQEysvLodfrG9xfYWEhwsPDW1M1AJaLW29v7yaP02g0zTqO7Ku17a5QKKBUKu1aFoVCYSuTp3PF53tHeExdsd07Ara7c7hCuzti+h1g/74TETWPLQeUvZOQ21bBYw4oIqLmatU78cqVK7F371689NJLOHjwILZv344DBw7gxRdfxP79+/Hmm282+1zr1q3D888/j1tuuQXLly9v0PlqbFniXbt2YfDgwZDJZBgyZAjMZrMtGTlgmTZTUFCApKSk1lSNiIiIyO7s2Xc6V3Z2NhITE7FhwwbbtvT0dEybNg2DBg3C+PHj8cEHHzS4jdlsxquvvorRo0dj0KBBuPPOO3Hq1Kk21Y/IVRkdlQNKVZ8DilPwiIiarVXvxN999x3uv/9+XHPNNZDLLcNZFQoFrr32Wtx///349ttvm3We7OxsvPDCC7j88stx9913o7i4GEVFRSgqKkJVVRWmT5+OgwcPYunSpTh+/Djeeecd/PTTT7jjjjsAAOHh4bjqqquwYMECpKSk4ODBg5gzZw6Sk5MxaNCg1lSNiIiIyO7s1Xc6l8FgwNy5cxssnFJWVoaZM2eie/fuWL9+PWbNmoWlS5di/fr1tmPeeOMN2xeAn376KcxmM+64445G0xoQuTvHJSHnFDwiopZq1RS80tJSxMfHN7ovPj4eBQUFzTrPpk2bYDAYsGXLFmzZsqXBvilTpmDx4sV44403sGTJErz//vvo2rUrlixZghEjRtiOe/755/HCCy/g/vvvBwCMGTMGCxYsaE21iIiIiBzCXn2nc61cuRK+vr4Ntn3++edQKpV47rnnoFAoEBMTg9zcXKxevRpTp06FXq/HO++8g7lz52LcuHEAgBUrVmD06NHYvHkzJk+e3OJyELkyg4OSkFtzQHEEFBFR87UqANW9e3fs3bu3QSDIas+ePYiMjGzWee655x7cc889Fz1mzJgxGDNmzAX3e3t7Y+HChVi4cGGz7pOIiIiovdmr73TubT777DNs3LjRFkgCgNTUVCQnJ9vy2QGw5ZgqLi7G2bNnUVNT06Ac/v7+iI+Px549exiAIo9jGwFl5xxQXAWPiKjlWhWA+s9//oPFixdDrVbjqquuQqdOnVBcXIzvvvsOb7/9tm00EhERERHZt+9UWVmJ+fPnY8GCBecFrvLz8xEXF9dgW1hYGAAgLy8P+fn5AHDe7cLCwmz7WkMI0WAqoCfTarUN/vd07lZfSZKg0WhgNBphMBhgMJks22GGwXDxhOHW/Rc6zmi0TJ/VarWQwXLemlq92z733e2xbSvW17Oxvs4jhGj2Ii6tCkDddNNNSEtLw9KlS7Fs2bIGdzxlyhTcddddrTktERERkUeyZ9/pmWeeQWJiIq6++urz9tXV1Z23mp5KpQIA6HQ6W0e1sWMqKiqaXYZ/MhgMSE9Pb/Xt3VFOTo6zi9Cu3KW+Go0G8fHxKCsvQ2FxlW0EVGVFGXS1zRsFVV5e3uh2yWyZ8pqdnY28s5bXS1VNnds/993lsbUX1tezsb7O0dyVfFsVgNLr9Vi0aBFuu+027N69GxUVFZAkCRMmTEBMTExrTklERETksezVd9q4cSNSU1MvmLRcrVafl0xcp9MBsKQtUKvVtvJYf7ceo9FoWlotG6VSidjY2Fbf3p1otVrk5OQgKiqqTW3mLtytvtZv4YMCg2AUKghRDQAIDwttMhG5wWBAeXk5AgMDoVQqz9sf5G95zURHR0PjXwP8WAiDCejbt6+da9E+3O2xbSvW17Oxvs6TlZXV7GNbFIA6duwYHn/8cUyYMAH33nsvYmJiEBMTg8rKSgwfPhw//PADXn75ZURHR7e40ERERESext59p/Xr16OkpKRB3icAePrpp/HDDz8gIiIChYWFDfZZ/w4PD4fRaLRt6969e4Njevfu3ep6SpIEb2/vVt/eHWk0mg5VZ3err0KhAGRy299qtRdkzZwiolQqGw1AWXOraTQaBAdaglk6gxkqtQZyWfPO7Yrc7bFtK9bXs7G+7a+50+8AoNnZ+E6fPo1bb70VxcXF53WSlEol5s+fj/Lyctx8882tWsmFiIiIyJM4ou+0dOlS/PDDD9i4caPtBwBmz56NRYsWISkpCXv37oWpPu8NAOzatQvR0dEICQlBnz594Ovri5SUFNv+yspKpKWlISkpqe2VJnIhthXw5FKzg0/NZU1CDnAlPCKi5mp2AGr16tUIDAzEV199hUmTJjXYp9FoMGPGDHz55ZdQqVRYtWqV3QtKRERE5E4c0XcKDw9Hjx49GvwAQEhICMLDwzF16lRUV1fjiSeeQFZWFjZs2ID33nsPd999NwBLjoZp06Zh6dKl+OWXX3D06FE8/PDDiIiIwMSJE+3bAEROZlsBr4mpd62hVMihqF9Zr7bu4snNiYjIotlT8Hbu3Im77roLwcHBFzwmNDQUt912Gz7++GO7FI6IiIjIXTmj7xQSEoI1a9Zg0aJFmDJlCkJDQzF//nxMmTLFdszs2bNhNBqxYMEC1NXVISkpCWvXrm10yhGROzPaRkDJmziydbzVClTW6KGt4wgoIqLmaHYAqrCwEFFRUU0eFxcX16ZlfImIiIg8QXv1nY4dO9bg7wEDBuCzzz674PFyuRzz5s3DvHnzWn2fRO7AYHLcCCjgnAAUp+ARETVLs9+Ng4ODz0tq2ZiysjIEBAS0qVBERERE7o59JyLncuQUPADQqCzf5ddyBBQRUbM0+904KSkJGzZsaPK4jRs3Ij4+vk2FIiIiInJ37DsROZfRwQEob7Vl2mqtjjmgiIiao9nvxtOnT0dKSgoWL14MnU533n69Xo+XXnoJf/zxB2655Ra7FpKIiIjI3bDvRORcf6+C59gRUMwBRUTUPM3OAZWQkIDHHnsML7zwAr7++muMGDECXbt2hclkwtmzZ5GSkoKysjI8+OCDGD16tCPLTEREROTy2Hcicq72yAEFALXMAUVE1CzNDkABwC233II+ffpg7dq1+OWXX2zf5vn4+GDUqFG47bbbMHDgQIcUlIiIiMjdsO9E5DzMAUVE5FpaFIACgCFDhmDIkCEAgNLSUigUCvj7+9u9YERERESegH0nIucwGE0A2iEHVB1zQBERNUeLA1DnCg4Otlc5iIiIiDwe+05E7ceWhNxBOaCsU/C0nIJHRNQsjnk3JiIiIiIiciJrDiiFg6fgMQk5EVHzMABFREREREQex9E5oLxVTEJORNQSDEAREREREZHH+TsAJXfI+ZkDioioZRiAIiIiIiIij2O0TsFzUA4oDXNAERG1CANQRERE5FSSJEGj0UCSJGcXhYg8SLtNwWMOKCKiZmnTKnhEREREjRFCNDugpNFoEB8f77DzE1HHI4T4exU8RyUhVzMARUTUEgxAERERkd1JkoQdB8+iolrX5LFGoxFl5WUICgyCQtF01yTAV4VLBnS2RzGJyEMZTQKi/nelg6bgeassOaC0OuaAIiJqDgagiIiIyCEqqnUoq2o6AGUwGFBUUg0h00CpVLZDyYjI0+kNJgCABEAud8xoSe/6EVBGk4DBaHJYsnMiIk/BHFBERERERORR9EZLAEqhkDlsuq5a9fd3+ZyGR0TUNAagiIiIiIjIo+gNjs3/BABymQS1l2XUEwNQRERNYwCKiIiIiIg8inUKniMDUMDf0/C0OgagiIiawgAUERERERF5FH39CnheDs7LpFFZV8JjInIioqYwAEVERERERB6lvUZAadSWhRNqOQKKiKhJDEAREREREZFH0enbaQqebQQUA1BERE1hAIqIiIiIiDyKdRU8pYOn4DEHFBFR8zEARUREREREHsW2Cp7SwVPw6kdAaZkDioioSQxAERERERGRR7HmgPJy+Cp49TmgOAWPiKhJDEAREREREZFH0Rnadwoek5ATETXNpQJQq1atwvTp0xtsW7BgAXr37t3gZ/z48bb9ZrMZr776KkaPHo1BgwbhzjvvxKlTp9q76ERERERE5CJsU/AcvQqebQoeA1BERE1xmQDUxx9/jJdffvm87ceOHcM999yD7du3236+/PJL2/433ngD69atw/PPP49PP/0UZrMZd9xxB/R6fTuWnoiIiIiIXEW7TcGzroKnYw4oIqKmOD0AVVBQgHvuuQdLly5FVFRUg31CCGRlZaF///4IDQ21/QQHBwMA9Ho93nnnHcyePRvjxo1Dnz59sGLFCuTn52Pz5s1OqA0RERERETnb31PwHByA0tTngNJyBBQRUVOcHoA6cuQIlEolvvnmGwwcOLDBvpMnT6K2thY9e/Zs9LZHjx5FTU0NRowYYdvm7++P+Ph47Nmzx6HlJiIiIiIi16RvpxxQPvVJyGu4Ch4RUZMUzi7A+PHjG+R0OldGRgYA4MMPP8Qff/wBmUyGMWPG4OGHH4afnx/y8/MBAJGRkQ1uFxYWZtvXGkII1NbWXnC/Vqtt8L8rkSTJoecXQjj0/BfT2naXJAkajQZGoxEGg307B0aj3FYmZ7aNI7ni870jPKau2O4dAdvdPlr6GrUe09zXsyNfp0IIh3+WEpFjCSH+zgGldOz37T71I6BqtAxAERE1xekBqIvJyMiATCZDWFgY3nrrLZw8eRIvvfQSMjMz8f7779suELy8vBrcTqVSoaKiotX3azAYkJ6e3uRxOTk5rb4PR1AqlejXrx/kcsd802MymXDkyBG7X/C3VEvbXaPRID4+HmXlZSgqqbZrWSSzLwAgOzvb4y9YXen53pEeU1dq946E7d42rX2NlpeXN+s4R79O/9mvICL3ojeaYa4PTns5egSUhiOgiIiay6UDUPfeey9uvvlmBAUFAQDi4uIQGhqKf//73zh06BDUajUASy4o6+8AoNPpoNFoWn2/SqUSsbGxF9yv1WqRk5ODqKioNt2PvUmSBLlcjj/+OoWKqjq7njvAT40xid3Qq1cvp40KaW27W7/JDgoMgpDZ9/EK8rc876Kjoz16BJSrPd87wmPqiu3eEbDd7aOlr1GDwYDy8nIEBgZCqVQ2ebwjX6dZWVl2PZ8jlJSUYPHixdi2bRt0Oh2SkpLwyCOPICYmBgCQnp6ORYsW4fDhwwgODsaMGTNw66232m5vNpvx2muv4YsvvkBVVRWSkpLw1FNPoVu3bs6qEpFdWUcjSQAUcseOaPRWK2z3yRGUREQX59IBKJlMZgs+WfXq1QsAkJ+fb5t6V1hYiO7du9uOKSwsRO/evVt9v5Ikwdvbu8njNBpNs45rbzVaI6q0JrueU6GwJFZ0hQuy1ra7QqFo1oVNS89pLZOnc8Xne0d4TF2x3TsCtrt9tPQ1qlQqm3W8I1+n7nDxOGvWLJjNZqxevRo+Pj545ZVXMGPGDGzevBl1dXWYOXMmxo8fj2effRb79+/Hs88+Cx8fH0ydOhXA3ysIL168GBEREViyZAnuuOMOfPvttxz9RR7BGoBSKGQOf0371o+AMpoE9EYzVErHjrgiInJnTk9CfjHz58/HjBkzGmw7dOgQACA2NhZ9+vSBr68vUlJSbPsrKyuRlpaGpKSk9iwqERERkcNVVFSgS5cuWLhwIQYMGICYmBjcd999KCwsRGZmJj7//HMolUo899xziImJwdSpUzFjxgysXr0aAFcQpo6htn46nJeDV8ADALWXArL6GBfzQBERXZxLB6D+9a9/YefOnXjttddw8uRJ/P7773j88ccxefJkxMTEwMvLC9OmTcPSpUvxyy+/4OjRo3j44YcRERGBiRMnOrv4RERERHYVEBCAZcuWIS4uDgBQWlqK9957DxEREYiNjUVqaiqSk5Nto8QAYPjw4cjJyUFxcTFXEKYOoabOMnLf0SvgAYBMJsFbzUTkRETN4dJT8C677DK8/PLLWL16Nd5++234+fnh6quvxkMPPWQ7Zvbs2TAajViwYAHq6uqQlJSEtWvX2n1aDhEREZErefLJJ/H555/Dy8sLb775Jry9vZGfn28LTlmFhYUBAPLy8py2grAn6WirZbpbfSVJso2AUsilFi2e09SKnBdagVOjkqNaa0BJeRVC/NxnCp67PbZtxfp6NtbXeVqS/86lAlCLFy8+b9sVV1yBK6644oK3kcvlmDdvHubNm+fIohERERG5lP/7v//DjTfeiI8//hizZs3CunXrUFdX1+jqwIBlkRZnryDsSTraapnuUl+NRoMarQ8AQJgNKCoqavE5LrQi54VW4JRLltyrRzOyYapWN3pbV+Yuj629sL6ejfV1jubmkHSpABQRERERNY91xd5FixbhwIED+Oijj6BWq6HX6xscp9PpAADe3t5OW0HYk3S01TLdrb6SJOHorjMAAB9vDUJDQ5t926ZW5LzQCpzBO2uQX1aGkNBI9O0b0cYatB93e2zbivX1bKyv87RkBWEGoIiIiIjcRGlpKXbu3Il//etftjxPMpkMsbGxKCwsREREBAoLCxvcxvp3eHg4jEajbZszVhD2JB1ttUx3qq91Cp7Kq3Wr5V5oRc4LrcDp72MZZWg0u+frwJ0eW3tgfT0b69v+WrLaqEsnISciIiKivxUXF2POnDnYuXOnbZvBYEBaWhpiYmKQlJSEvXv3wmQy2fbv2rUL0dHRCAkJ4QrC1CHU1AeglO2wCh6Av5OQ1yc/JyKixjEARUREROQm4uLiMGbMGCxcuBB79uxBRkYGHn30UVRWVmLGjBmYOnUqqqur8cQTTyArKwsbNmzAe++9h7vvvhsAuIIwdQi1tlXw2udSx1fDVfCIiJqDU/CIiIiI3Mjy5cuxbNkyPPzww6iqqsLQoUPx8ccfo3PnzgCANWvWYNGiRZgyZQpCQ0Mxf/58TJkyxXZ7riBMns4aCPJSts+KdD4MQBERNQsDUERERERuxM/PD8888wyeeeaZRvcPGDAAn3322QVvzxWEydO19xQ8WwCqjgEoIqKL4RQ8IiIiIiLyGLVa6xS8dhoBpbZ8p88RUEREF8cAFBEREREReQzrSCSv9h4BxQAUEdFFMQBFREREREQeo5ZT8IiIXBIDUERERERE5BGEEKhp51XwfNTWEVDGdrk/IiJ3xQAUERERERF5BJ3eBLNZAAC82isHFEdAERE1CwNQRERERETkEaxBIEkC5HKpXe7TGoDS6U0wGM3tcp9ERO6IASgiIiIiIvII1kTgXko5JKl9AlDeKoXt91qOgiIiuiAGoIiIiIiIyCPU1ud/UrXT9DsAkMtl0NQHoTgNj4jowhiAIiIiIiIij2ANAHkp2/cyx0ddH4DSMgBFRHQhDEAREREREZFHqK1fic5L2X4joIBzEpEzAEVEdEEMQBERERERkUewjoBSOSsAVT8FkIiIzscAFBEREREReYRzk5C3J281R0ARETWFASgiIiIiIvIIzsoB5cspeERETWIAioiIiIiIPEJ1fQBI5cUcUEREroYBKCIiIiIi8gjVtdYcUIp2vd+/c0AxAEVEdCEMQBERERERkUeoqtUDANSqdh4BpbYEvDgCiojowhiAIiIiIiIij2ALQDlrFTwtV8EjIroQBqCIiIiIiMgjVNU6OQcUp+AREV0QA1BEREREROQRqq0joLzaOQeUmknIiYiawgAUERERERG5PaPJjNo6yxQ4NUdAERG5HAagiIiIiIjI7VlXwAMAL2cFoDgCiojoghiAIiIiIiIit2dNQO6jUUImSe1639YpeFqdEWazaNf7JiJyFwxAERERERGR27OOgPLzVrb7fVtHQAnBaXhERBfCABQREREREbm9Kq1lBJSft1e737dSIYNGZZn2V1Wjb/f7JyJyBwxAERERERGR27MGfpwRgDr3fitrGYAiImoMA1BEREREROT2quqn4Pk6YQoeAPj7WAJQHAFFRNQ4BqCIqEMxC8HkoERERB6outY1RkBVcQQUEVGjFM4uwLlWrVqF7du348MPP7RtS09Px6JFi3D48GEEBwdjxowZuPXWW237zWYzXnvtNXzxxReoqqpCUlISnnrqKXTr1s0ZVSAiF1OjNeB0YTXyimtQVatHTZ0BQgBymQSVlxydAjQIDdKga5gfvNUu9ZZIRERELVDl7ABU/QioSo6AIiJqlMuMgPr444/x8ssvN9hWVlaGmTNnonv37li/fj1mzZqFpUuXYv369bZj3njjDaxbtw7PP/88Pv30U5jNZtxxxx3Q6/nGT9SRFZbV4tfUU/hm2wnsO1aIvJIaVGstwScAMJkFauuMOFlQhb1HC/HNtuP48+BZFJTWOrfgRERE1CpVTlwFDwD8vRmAIiK6GKd/3V9QUICnn34aKSkpiIqKarDv888/h1KpxHPPPQeFQoGYmBjk5uZi9erVmDp1KvR6Pd555x3MnTsX48aNAwCsWLECo0ePxubNmzF58uT2rxAROVVVrR570goaBJJCAzXoGuaLYH81fL2VkMtlMBjNqNUaUFiuRV5xNYrL63Ayvwon86tQXq3DjKv6IdBP5cSaEBERUUtYR0D5entBpze2+/3bckDVB8KIiKghp4+AOnLkCJRKJb755hsMHDiwwb7U1FQkJydDofg7TjZ8+HDk5OSguLgYR48eRU1NDUaMGGHb7+/vj/j4eOzZs6fd6kBEzieEwLHcMvy4IwcFpbWQSUBM1wBcPbonJiR3R5+oYIQFe8NbrYRKKYevRomwYG/07xmCy5N7YNLwHoiK9AcA/LLnFO753y/Yeeisk2tFREREzfV3DijnjIDyYxJyIqKLcnoAavz48Vi5cmWjOZvy8/MRERHRYFtYWBgAIC8vD/n5+QCAyMjI846x7iMiz2cwmrH9wFnsO1YIk1kgLEiDK0dGIzk+Ar6a5nVCg/zVGJEQievGxaBnlwDUaA144b09eO+7IzCZzA6uARFR85WXl+Opp57CmDFjMHjwYNx0001ITU217d+5cyeuu+46DBw4EJMmTcL333/f4PY6nQ7PPvssRowYgcTERPz3v/9FaWlpe1eDyO5sU/B8nJuEnFPwiIga5/QpeBdTV1cHL6+GHyAqlWVKjE6ng1arBYBGj6moqGj1/QohUFt74Tww1vu1/u8qJEmCRqOB0WiEwWDfob9GoxyApc5COGcFsda2u6e3i6O54vP93Me0vLIWOw4VoKJGD5kEDIgNQUwXf0iS1KrHu1OAGsseHIO1Xx/Ed3/mYv1vWTh+ugxz/jMQKi+5A2rTOFds946A7W4fLX3ftR7T3NesI997hRCQJMmu57S3OXPmoKioCMuXL0dISAg+/PBD3H777fjqq68ghMDdd9+NmTNnYsmSJdi6dSvmz5+P4OBg24jxZ555BqmpqVi5ciW8vLzw9NNPY/bs2fjoo4+cXDOitnGVJORcBY+IqHEuHYBSq9XnJRPX6XQAAG9vb6jVagCAXq+3/W49RqPRtPp+DQYD0tPTmzwuJyen1ffhCBqNBvHx8SgrL0NRSbVdzy2ZfQEA2dnZTr8wa2m7d5R2cTRXer5bH9Pcs0X47a9i6I0CSoWE/t018FfpUVxc3OpzS2ZfKOQyjO7jBY0UjI07y7A/swQL3tqOm8d2gtqrfQeOulK7dyRs97Zp7ftueXl5s45z9HvvP7/YciW5ubn4888/sW7dOgwZMgQA8OSTT2Lbtm349ttvUVJSgt69e+Phhx8GAMTExCAtLQ1r1qzBiBEjUFBQgI0bN+Ktt97C0KFDAQDLly/HpEmT8NdffyExMdFpdSNqC6PJjNo6S96n5o5+tjd/roJHRHRRLh2AioiIQGFhYYNt1r/Dw8NhNBpt27p3797gmN69e7f6fpVKJWJjYy+4X6vVIicnB1FRUW0KdNmb9RvboMAgCJl9yxXkbwnwRUdHO3UEVGvaXWcw4WhuKUprZCjTKmE0C0AAMpkEjUoOjUqBAF8vqJQtH93iCu3iaK74fJckCTl5lfjjYCn0RgF/HyVGDYiEt7rtb2nnPqZRUVFI6FuOxR/+hZNFeny2owpPzhgCn3bo2Lpiu3cEbHf7aOnnkcFgQHl5OQIDA6FUNv36cuR7b1ZWll3PZ29BQUFYvXo1EhISbNskSYIkSaisrERqaiomTJjQ4DbDhw/HokWLIITA3r17bdusoqOjER4ejj179jAARW6rRvv3CEpfJ42Asq6CV1Wrd4vRlERE7c2lA1BJSUn49NNPYTKZIJdbggO7du1CdHQ0QkJC4OfnB19fX6SkpNgCUJWVlUhLS8O0adNafb+SJMHb27vJ4zQaTbOOa28KhaJZHfiWnhOAS1yQNdXuBqMJh46XYE9aPg5lFeNUQRXMzbg+8fP2QniwN7pH+CE0SANZMzoNrtQujuZKz/dTBVV4/I0/odWZEOSnwqVDukLlZZ+3s38+pol9vPHifT54avUOZJ+twrJPD+HZu0a0KmDZGq7U7h0J290+Wvp5pFQqm3W8I997Xf2C0d/fH2PHjm2wbdOmTcjNzcXjjz+Or776qtH8mVqtFmVlZSgoKEBQUJAtpcG5xzB/Jrkz67Q3H40ScplzXsfWKXgGoxl1ehM0Kpe+1CIiancu/a44depUrFmzBk888QTuuOMOHDx4EO+99x6effZZAJYh8tOmTcPSpUsRHByMLl26YMmSJYiIiMDEiROdXHpqT0IIZJ0ux5bdJ/HHvtOoqWu49G6wvwoqLwWUChm8FJYpVEaTgFZnRI3WgGqtAVW1elTV6pF1uhwalQK9ugWiV7dAeLVToIGap6hMi6dW7UBVrR6hQRqMGdTF4Y9Rzy4BeP7uS/DY69tx5EQJXvogFY/NSIJC7vR1HIiog9u3bx8ee+wxTJw4EePGjWs0f6b1b71eD61W2+gUQ5VKZUtz0BpN5c/0JB0tV5y71LeotAoA4Fs/Gro1uT+bykfXVP45IQQUcglGk0BhSQVCA137C0p3eWzthfX1bKyv87RkxKdLB6BCQkKwZs0aLFq0CFOmTEFoaCjmz5+PKVOm2I6ZPXs2jEYjFixYgLq6OiQlJWHt2rV2HwFErslkFkg5nIcNW7NwLLfMtj3IT4Wk+AgM6ROG3j2CEBKgwY87slFW1XjnWqc3oqi8DqcLq3C6sBpanREHs4qRll2C3j2CER8VDIWCwQZnq6rV4+m3d6C4og5dQn0xcVh31OlN7XLf0Z0D8OTtw/HUqh3YnZaP1RsP4b6pA9vlvomIGvPzzz9j7ty5GDx4MJYuXQrAEkj6Z/5M698ajabR/JpA++XP9CQdLVecq9f32BnLRZhSblm5ti25Py+Uj645+ec0XhKqtAIHj2Sgc7Dr5pM7l6s/tvbG+no21tc5mps/06UCUIsXLz5v24ABA/DZZ59d8DZyuRzz5s3DvHnzHFk0cjFCCOw4lIePf0rHqQJL50Ihl+GSAZGYmNwDCbGdIGvB8GuVlwJdw3zRNcwXJrMZJ/OrkJ5TiopqPY6cKMGJMxUYFBeKHhF+Lj89w1MZTWa8+N4enCqoRkiAGs/dPQJ70wvaLQAFAP16hmDe9KF44b3d+HFHDqI7B+CKEVHtdv9ERFYfffQRFi1ahEmTJuF///ufreMXGRnZaP5Mb29v+Pn5ISIiAuXl5dDr9Q06i4WFhQgPD291eZrKn+lJOlquOHepb2HdWQAlCAmyBIlakxO1qXx0zck/F/RLOaq01QgN74q+sSEtq0Q7c5fH1l5YX8/G+jpPS/JnulQAiqg5Mk6W4/2f9iDrVDkAy1z/Ky+JwtWjeto6Bm0hl8kQ3TkAUZH+OFVQjf0ZRaipM2DnoTycKqhCUnw41HbKN0TNt3rjIRw6XgyNSo5n7hyBsCDn5OcZ3j8S0yb1xYc/pmPVhoPoGuaLhJhOTikLEXVM69atw/PPP4/p06fjiSeeaPDFyNChQ7F79+4Gx+/atQuDBw+GTCbDkCFDYDabsXfvXowYMQKAZTRHQUEBkpKSWl2m5ubP9CQdLVecq9dXb7K8DgJ8LX3BtuREvVA+uubknwvwVQMF1dAZ3ec14eqPrb2xvp6N9W1/LRmgwatochsV1Xps3FWK/SdOAwA0Kjn+35hYXDs2xiGrkkmShO4RfugS6oP0nFIcPlGC04XVKCrX4pKESESE+Nj9PqlxP+7Ixo87ciBJwH9vHoKoSH+nlueGy3ohJ68S2/afwUsfpuLVOePsEvwkImpKdnY2XnjhBVx++eW4++67UVxcbNunVqsxffp0TJkyBUuXLsWUKVPw+++/46effsKaNWsAWFYRvuqqq7BgwQK88MIL0Gg0ePrpp5GcnIxBgwY5qVZEbVdVY5la6uekFfCs/HwsfVJrUnQiIvobA1Dk8kwmM37cmYMPf0xHbX1y8cuTu+PWK+MR6Kdq4tZtJ5fL0D+mEzqH+mLX4TxUVOuxde9pDIoLxfD+EU2fgNok81QZVm88BACYfkVfDOsf6eQSWYKTs28chJP5lcjNr8KydXvx7F2XOG3VHSLqODZt2gSDwYAtW7Zgy5YtDfZNmTIFixcvxhtvvIElS5bg/fffR9euXbFkyRLbaCcAeP755/HCCy/g/vvvBwCMGTMGCxYsaNd6ENmbNeDj6+3cPLD+Ppa+qTUgRkREf2MAilxabl4lXv50H7JOVwAAIoOUuO+GQRjUu3O7lyXYX42Jw3ogNb0A2Wcr8Vf91LzLh0VByQTlDlGjNeClD1NhNAmMSIjE9eN7ObtINmovBR65NQkPv/w7DmQW44tfMvCfy3s7u1hE5OHuuece3HPPPRc9ZsyYMRgzZswF93t7e2PhwoVYuHChvYtH5DTVtZaV6/ydPQKqPgBWyRFQRETn4VUzuSSTyYwvfsnAQyt+R9bpCvholLj96j64819hiOsW6LRyKeQyDOtnWV1Pkiz5qJ5buwu1dS1b5peaJoTAyi/2I7+kFmHB3ph9Y6LLJYDvFu6H+6YOAAB8suko0rNLnVwiIiKijunvEVDODUD5+1juv5IjoIiIzsMAFLmc04VVeOS17fjgh3QYTWYkxYfjjfnjMTG5W4tWtnMUSZIQ1z0IYxK7QiGXYX9GER5/8092NOzsp505+PPAWchlEuZPGwJfB+T5sofxQ7vj0iFdYRbA8k/2QqszOrtIREREHY41AOXn9Cl4lgAUp+AREZ2PAShyGUIIfLf9BB5cthXHTpbBW63Agzcm4snbhiHYBRM8d+7kg2vH9kSArxeOn67AE2/+iYpqnbOL5RGyz1bg7a8PAwD+76p49O4R7OQSXdzdUwYgNEiD/JJarP3msLOLQ0RE1OFU1U/Bc3oS8vr7ZxJyIqLzMQBFLqGiWoeF7+zGqq8OQW80IzEuFK/NHY8Jyd1dbtrVucKCvPHifaMQ5KdCTl4lHmcQqs1q6wz43wd7YDBaRr9dOzbG2UVqko9GiYf+kwgA2LQrF6npBU4uERERUcdi7X8F+Dp+gZqL8bNOwatlegYion9iAIqc7mBWEWYv24rdaflQyGW469oEPHvXCIQGaZxdtGbpFu6HF+4biWB/NU7mV+GZt3cyJ1QbvL3xMM4U1aBTgBoP/WewSwcgzzUgNhT/b4wlWPb6F/v5HCAiImonWp0RdXoTALTLCskXY02CXlXDLySJiP6JAShyGpPJjI9+TMeCt3agtLIOXcN8sezBMbh6dE+3CTpYdQ2zBKH8fbyQdboCL7y3GwajydnFcju7Dufh5z0nIUnAf28ZYsuj4C6mXdEHESHeKK6ow4c/pDu7OERERB1CWVUdAECjkkOjcu4i39a+i1ZngsFodmpZiIhcDQNQ5BQFpbV49PXt+OznDAgBTBzWAyseGoueXQKcXbRW6xLqi2fuHA6NSo4DmcVYtm4fTGbh7GK5jfIqHV77Yj8AYMrYWPSP6eTcArWC2kuB+68fBAD4fkc2V8UjIiJqB2WVltFGgb7OzxnqrVbCumYO80ARETXEABS1uz8PnsWDy37D0dwy+KgVmD99KB749yConfyNlT306haEx2ckQyGX8OeBs1j91UEIwSBUU4QQeP3L/aio1qNHhB+mXdHH2UVqtYFxoZiQ1B1CACu/+Isj4YiIiBysvD7/k7On3wGATCbB15sr4RERNYYBKGo3BqMJq746iMXv70FNnRG9ewThlf9eitGDuji7aHY1KC4Mc24aAkkCftiRg0+3ZDi7SC7v19RT2HU4Hwq5hP/eMgRKhdzZRWqT267ph0BfFU4VVOOLXzKdXRwiIiKPVl5pmYIX5O/8ABTw90p4lQxAERE1wAAUtYv8kho88tp2fLc9GwAw9dJYLJ41CuHB3k4umWOMTuyCu65NAACs23QUv6aecnKJXFdhaS1WbzwEALj5X30Q3dl9p2Fa+Xl74a4plsf/i18ykJtf6eQSERERea6yKusUPNcIQPnbVsJjAIqI6FwMQJHD7Tqch4dW/I7MU+Xw81biqduHYcbkflDIPfvpN3lUT0y9NBYAsPLz/Tiay3xA/2Q2C7zy2V+orTOib1Qwrru0l7OLZDejBnZGcnwEjCaBlZ/vh5n5wIiIiBzCGoAK8nd+DijgnABUNVfCIyI6l2dHAMipjCYz1n5zGIve3Y0arQG9ewTh5TnjkBQf4eyitZtbr4zHsH4RMJrMWPTubhSW1Tq7SC7lu+0ncDCrGGovOR66KRFymXutfngxkiTh3qkDoFEpcCy3DFt25zq7SERERB6p3BqAcoEcUMDfgTBrYIyIiCwYgCKHKCyzrHK38ffjAIBrx8bgxftGISzIM6fcXYhMZslpFBXpj/IqHRa9sxt1OqOzi+USThVU4f3v0wAAt13dD507+Tq5RPbXKVCDaZMsCdXf/z6NuSCIiIgcoKyqPgeUn2uMgAquD4SV1uemIiIiCwagyO72pOXjoeVbcSy3DD4aJZ6YmYzbr+kPpaJjPt00KgWevG0YAn1VOHG2Ass/2dfhp2OZTGa8/Ok+6I1mDO4dhkkjopxdJIe5amQ0oiL9UVVrwAc/pDm7OERERB7HlgPKRUZABQdYAmEMQBERNdQxIwLkEEaTGe99dwTPrU1BVa0BvboF4uWHx2J4/0hnF83pwoK98fiMZCjkMuw8lIePNx11dpGc6stfM5Fxshw+GiVm3zgIkuQ5U+/+SS6X4Z7rBgAANqfkIuNkmZNLRERE5DmEELYpeK4SgLJNwWMAioioAQagyC5KKrR44s0/sf63LADA5FHR+N/9oxAR4uPkkrmOvtHBeODfAwEAn/+cge0Hzji5RM5x/HQ5Ptl8DABw95QEhARonFwix+vXMwSXDukKIYC3Nhzs8CPgiIiI7KVGa4DRZAbgOjmggv04AoqIqDEMQFGb7TtaiNnLtiItuxTeagUevTUJd08ZAKVC7uyiuZzxQ7vj2rExAICXP/0L2WcrnFyi9mUwmrDik30wmQVGJERi3OCuzi5Su5k5uR+81QpknipnQnIiIiI7sU6/89UoXabvaZ2CV16lg4lfOhER2TAARa1mMgt89GM6nlmzE5U1evTsHIAVD4/FyIGdnV00lzbjqngkxoVCpzdh4TspqOhAS/R+/NNR5OZXIdBXhVnXD/ToqXf/FOSvxi3/YkJyIiIie7ImIHeV6XcAEOCrgkwCzAKo7ED9PCKipjAARa1SWlmHJ9/agc9+zoAQwBUjorBk9miPXMnM3uRyGeZPH4rIEB8Ulmnx0oeptqHjniw9uxQbtlqmaM66YSACfF2no9hezk1I/uGP6c4uDhERkdsrq7QEeFxlBTwAkMskW0CshNPwiIhsGICiFjuQUYQHl2/FoePF0KjkmHvLENx3/UB4KV1j2LM78PX2whO3JUOjkuNgVjHWfnPY2UVyqDqdESs+2QchgPFDu3XYxPTnJiTftCsHmaeYkJyIiKgtyqutASjX+mKLiciJiM7HABQ1m8ks8Mmmo3hy9Q6UV+kQFemP5Q+NxdgOlMfHnnpE+GPOzUMAAN9tz8aWFM/NC/Tud0eQV1KDTgFq3HltgrOL41T9eoZgXH1C8jfXMyE5ERFRW1gDPIH+LhaAsiUi5xQ8IiIrBqCoWWrrDHhm9U6s23wMQgCXJ3fHktmj0TXMz9lFc2vD+0fi5vq8QG+sP4ijuaVOLpH9paYX4IcdOQCAB/+TCF+N0rkFcgG3MSE5ERGRXViTkAe62NT+kACuhEdE9E8MQFGTCktr8fkvmdifWQSVlxwP3zQYs29MhNpL4eyieYQbJ8RhREIkjCYzXnxvN0oqtM4ukt2UVGix4pN9AIDJo6IxKC7MySVyDQ0TkqczITkREVErlVe5Xg4o4O/ycAoeEdHfGICiCxJCIC27BL+mnkJtnRHdwv2w/MExGD+0m7OL5lFkMgkP3zQYPSL8UFqpwwvv7YbeYHJ2sdrMZBZYvm6fbYXEmZP7ObtILuXvhOR6JiQnIiJqJVsAysWm4AXXl4cjoIiI/sYAFDVKbzBh2/6zOJBZDAGgd/cgLH9wDLpH+Du7aB5Jo1JgwW3D4OetRMbJcrz+5QEI4d65gb78JQMHs4qh9pJj/q1DmaT+H/6ZkDzjJBOSExERtVRZVX0OKBebghfszyl4RET/xAAUnaessg6bduXiTFE1ZDIJSfHhGD+0K9QqTrlzpIgQH8yfPhQyCfg19RS+3XbC2UVqtSMnSrBu01EAwL1TB6JLqK+TS+Sa+vUMwaXWhOQbDsLEhORERETNZjILVFhXwfN3sSl4XAWPiOg8DEBRAyfOVGDL7pOo1hrgo1bi8uTuiO0aCEmSnF20DmFQXBhuu6Y/AGDtt0eQml7g5BK1XGWNHks/SoVZAOOHduOUzSbMrE9InnWq3KNXQiQiIrK3yhodzAKQJCDAx8vZxWnAmoS8rErHFW+JiOoxAEUAAJPJjN1H8pFyJB8ms0BkJx/8a0QP2/Bhaj/XjO6JCUndYTYLLP5gDzJPuc/ULLNZ4JVP/0JxRR26hPrYppjRhQX5q3HLJEtC8g9+SLN9k0tEREQXZ83/FOCjglzuWpc1gb4qSJJllBYXGyEisnCtd2pyimqtAT/vOYnjZyoAAAkxIRib2AUq5uxxCkmSMOuGgRgUFwqd3oTn1qQgv6TG2cVqls+2HMPutHwoFTLMn54EDadtNstVl1gTkhuYkJyIiKiZisstKwe74hemcrkMAT6WvFTWPFVERB2dWwSgCgoK0Lt37/N+NmzYAABIT0/HtGnTMGjQIIwfPx4ffPCBk0vsPs4W12DTrhyUVurgpZRh3OCu6B/TiVPunEwhl+Gx/0tCz84BKK/W4Zm3d7r8yJhdh/OwbvMxAMB9UwegZ5cAJ5fIfcjlMtw71TJabHNKLo7lljq5RERERK4vv6QWABAe4u3kkjTOGhgrqWAAiogIcJMA1NGjR6FSqbBt2zZs377d9nPllVeirKwMM2fORPfu3bF+/XrMmjULS5cuxfr1651dbJcmhMChrGL8vu809AYzgv3VmDQ8CpGdfJxdNKrnrVbi6TuHIzRIgzNFNVj4Tgp0BpOzi9WonLxKLF+3FwAweVQ0JiT3cHKJ3E98dAguS+pmS0jOfBFEREQXV1BaH4AKds0AVJB//QgoF01ELkkSNBoNv3gmonbjFgGojIwMREVFISwsDKGhobYftVqNzz//HEqlEs899xxiYmIwdepUzJgxA6tXr3Z2sV2WwWjCtv1ncPhECQAgtmsgJiR3g49G6eSS0T8F+6vx7J0j4KNR4mhuGZZ8mAqjyezsYjVQUqHFs2/vhFZnQkJMJ9xen0SdWm7GVf3go1bg+OkK/Jx62tnFISI3sGrVKkyfPr3BtqZGhpvNZrz66qsYPXo0Bg0ahDvvvBOnTp1qz2IT2UVBqSVFgasGoKwjoEpdZAqeEA2/3NJoNIiPj4dGo7H7uYmIGuMWCVqOHTuGmJiYRvelpqYiOTkZCsXfVRk+fDhWrVqF4uJidOrUqb2K6RYqa/TYtv8MKmv0kMkkJPUN51QpF9ct3A9P3jYMT67agZQj+Vj28V7MvWWISyTbrK0z4Nk1u1BcUYeuYb54bEYSFC5QLncV6KfC9Cv64q2vDuHTLVm478pQZxeJiFzYxx9/jJdffhlDhw61bbOODB8/fjyeffZZ7N+/H88++yx8fHwwdepUAMAbb7yBdevWYfHixYiIiMCSJUtwxx134Ntvv4WXl2utJEZ0MdYRUBEhrjmC3xaAcpEpeJIkYcfBs7a0DkajEWXlZQgKDGpwLdVSAb4qXDKgs72KSUQezC0CUBkZGQgKCsItt9yC7Oxs9OjRA/feey/GjBmD/Px8xMXFNTg+LCwMAJCXl8cA1DnOFFVj56E8GIxmeKsUGDWoi22JWHJt/XqG4PEZyVj0bgq2HzgLhVyGh24aDLnMeUOm6/RGLHxnN7LPViLQT4Wn7xgOP29euLTVpEuisXn3SZw4U4Gf91dgaKKzS0RErqagoABPP/00UlJSEBUV1WDfuSPDFQoFYmJikJubi9WrV2Pq1KnQ6/V45513MHfuXIwbNw4AsGLFCowePRqbN2/G5MmT279CRK0ghHCDKXiWfnZZlevk8ayo1tnKYzAYUFRSDSHTQKnkTAgicjyXD0AZjUacOHECsbGxePTRR+Hr64vvv/8ed911F959913U1dWd922dSmWZb63Tte7NXgiB2traC+7XarUN/ncV1nncRqMRBoPBtl0IgaO55TiSXQYACAlQY0T/MKi95A2Ouxij0bIinlarddoQ29a2+4XaxR7as13ie/jhoRsHYMWnB7F132lo6/R44IYEKBWOHXHUWLvrDSYs+Xg/Dh0vhUYlx/xbBsJfI130dWNPnvKYXsjMK+Pw5Nt78NeJWhzIyMfAuAinlKMjctX3d3fT0teo9RhX+EwSQrh8PpQjR45AqVTim2++weuvv44zZ87Y9jU1Mvzs2bOoqanBiBEjbPv9/f0RHx+PPXv2MABFbqOq1oDaOiMAIMxFA1Cd6r/oLSxrn/4REZGrc/kAlEKhQEpKCuRyOdRqy5t4//79kZmZibVr10KtVkOv1ze4jTXw5O3dug8jg8GA9PSml0LPyclp1fkdxTqPu6y8DEUl1QAAk0ng6Jk6FFdaPqA7BysRE6FAVUUZqlpwbsnsCwDIzs52+oVZS9u9sXaxl/ZuF18A148Mxpd/liAlrRBFq7bjxtEhUCkdP+3N2u56oxmfbytFVl4dlAoJN40Jhr7yLNIrzzq8DFae9JheSGKMN/46XovVX6fjnitKoZC79gWxp3G193d309rXaHl5ebOOc/Tr1NWnoY0fPx7jx49vdF9TI8Pz8/MBAJGRkecdY91H5A6s+Z+C/FRQKeVOLk3jrIv75BfXuFxwu7bOgCMninG6oBqdCs3o37OTbcQWEZGjuHwACgB8fM6f192rVy9s374dERERKCwsbLDP+nd4eHir7k+pVCI2NvaC+7VaLXJychAVFWWXpH32Yv1QCwoMgpBpUK01YMehfFTWGCFJQGJcJ/Ts7N+qc1s/kKKjo506Aqo17f7PdrEnZ7RL375AbEwJlq47gBP5OnyyvQrzbhlk+5bN3s5td6OQ46WP9iMrrw5eShkem56I+Ohgh9zvxXjaY9qY0PAqzH9zN4orjThaqMIN4xvPg0f25arv7+6mpa9Rg8GA8vJyBAYGNmsaiCNfp1lZWXY9X3tramS4NWDX2DEVFRWtvt+mRo97ko42UtJV63syrxwAEBqobvDca8so6aZGY7Z09KW/RoIkATV1RhQUV8Dfx3nB7XPb5fDxIhw+UQprFU4X1uB0YQ16RPhiaJ/QFgfKXGH0eHO46nPZUVhfz+ZK9W1JgN3lA1CZmZm48cYb8eabb2LYsGG27YcPH0ZsbCz69u2LTz/9FCaTCXK55c1v165diI6ORkhISKvuU5KkZo2e0mg0rR5l5UgKhQLFlXrsOHAWeqMZai85Rg3qgtDA1l9MWYfyu8IFWWvbXaFQ2H1+u7PaZXiCNxbe44OF76QgJ68KT6zajcf/Lxl9HRgMKq81Y+m6/ThdWA1fjRJP3j4M8dGte43Ziyc9pv/UCcCVQwPxxfZSbPwjG+OG9kCPiNYFkKnlXPX93d209DWqVCptxwshUFWrR0lFHapqDajRGqDVGWE0miGTSQjv5IfkePtPT3WlEQqt0dTIcOtocr1eb/vdekxb3veaO3rck3S0kZKuVt/Dxyxj+VUyfYPnnj1GSV9oNGZrRl/6aeSorDVh1740dOukalV57MHaLukn8nHoeCkAIMBbjs7BShRXGVFUYURufjVkQo/uoS0rp6uMHm8uV3suOxrr69lcpb7NHT3u8gGomJgY9OzZE8899xyeffZZBAUF4fPPP8f+/fuxfv16hISEYM2aNXjiiSdwxx134ODBg3jvvffw7LPPOrvoTiGEwF8ZRdh1KA8CQIi/GqMGdYa3mokFPU2fHsFY/uBYPP9OCnLyKvHYG9tx87/6YOr4XnZPTp52Sotv1++GVmdEpwA1nr1rBLozGOJw8d00GNK7E/YeK8Zrn+/H/+4fDZkTE88TOZpOb8LJghrkFdcgv7QWBqP5gsceyCxySADK3TU1MtxoNNq2de/evcExvXv3bvX9NjV63JN0tJGSrlrfPzPTAVSgV1QE+vb9+7nXllHSTY3GbM3oy647a5CWXQaNfzj69o1s+gYOIkkSyirrkJphGenYs7M/EnoGoLy8HHFRoThdrMXeo8XIKdSjR+dO6BTY/JH1rjJ6vCmu+lx2FNbXs7lSfVsyetzlA1AymQxvvfUWli1bhoceegiVlZWIj4/Hu+++a8txsGbNGixatAhTpkxBaGgo5s+fjylTpji55O2vTm/Ea58fwM5DeQCA6M7+SOobDrnc8fmByDnCgr3x0gOjsfLz/di2/ww+/DEd+44VYtb1A9Et3K/N56/WGrD2mzT8vKcEABAfHYz504ciJMDz39RdgSRJuP3qvkjL2YmjuWX4cUc2rhrV09nFIrIrs1ngdGE1Mk7Woqy6Cudeu8hlEoL81Qj09YKPRglvtRIKuQwh/irMmNzPeYV2YUlJSRcdGe7n5wdfX1+kpKTYAlCVlZVIS0vDtGnTWn2/zR097kk62khJV6tvcYVlZF/X8IBGy9WWUdLnjsb85zmBlo2S7hrmj7TsMpRWGpzafmazwAsf7IRWZ0KArxeG9A2HMJsAWOrbq5sGxeU65OZXYXd6Ia4YEQWvZubWcpXR483las9lR2N9PZsr1Lclo8ddPgAFAJ06dcKLL754wf0DBgzAZ5991o4lcj2FpbVY9N5unDhTAZkEJPYOQ69ugW4/lYCaplEpMG/aEAzpE4ZVXx3EkRMluH/pb5g8Mhr/nhCHAN+WD/c2mcz4/a8zePe7IyivX6r36pE9cNv/GwAFA5rtKiRAjf+7Kh5vbTiI939IQ3K/SIQGuUcHj+hi9AYTMk+VI/NUObQ6o217sL8KnUN90bmTD4L81I2O+gvyU/HLlQuYOnXqRUeGe3l5Ydq0aVi6dCmCg4PRpUsXLFmyBBEREZg4caKTS0/UfAWllrxP4SGufaFpTUR+tqTGqeVIOZKP/RlFUMgljBzQGQq5DIb6ABRguYBMio9ASWUdqmsNOJpTigG9Qp1YYiLyRG4RgKKLO5RVjMUf7EFljR7+Pl64dEhXTrnrYCRJwmVJ3dGvZwjWfH0YKUfy8c22E/hpZw7GJ3XHlZdEISrSv8mAZFWtHtv2n8FXW7OQX2Lp2HXu5I3LB3rjynFxDD45yRUjovD7vtNIzynFG+sP4KnbhzG4TG5LbzDhaG4ZMk6W2abYqZRyhAfK0Sc6DCGB5y88Qs1nTU1wsZHhs2fPhtFoxIIFC1BXV4ekpCSsXbvW7jn1iBzFbBYoLLPkGgoPdu33jMgQS/nyip0XgBJC4LOfjwEABsR2uuCXk0qFDIN6hWL7gbM4drIcfaKCmz0KioioORiAcmNCCHz/ZzbWfH0YJrNAzy4BeGJGMvYeLUBZ/agV6lgiQnyw4LZh+OtYId7/IQ3HT1fgp505+GlnDsKCNBjcJxw9IvzQuZMvlEoZIICSyjqcLqxCenYpDp8ogdlsmf/i5+2FKeNiMDGpM7Iyjzm5Zh2bTCbh/hsG4sHlvyM1vQBbdp/ExGE9nF0sohYxmwWOny7HwePF0BssgacAXy/0jQpGZIgGpSXFTl0hyl0tXrz4vG1NjQyXy+WYN28e5s2b58iiETlMaWUdjCbLggSOWgXYXqwjoJwZgNp7tBDHT1dA7SXHwF6hqNObLnhs1zBfBPh6oaJaj2Mny5AQ06kdS0pEno4BKDelN5jw1oaD2LL7JABgbGJX3P/vgVB78SElyxTMQXGhOHyiBN9uO4G96QUoLNPip505Td42KtIflw/rjonJPaBWKTrMstqurnuEP6Zf0QfvfpeGtzceQkJMJ1unlsjVFZTWYu/RAlRUW1Zn8/fxwoDYTuga5gtJklq8VDoRdWzW6XehgRqXn44bUT9FsLJGjxqtAT6a9h1pKITAp5stXyRecUk0NCrFRQNQkiShf89O+PPgWRzLLUPv7kEcBUVEdsNohRsqqdDixff24NjJMsgkYMbkfrh2bAyn5FADkiQhIaYTEmI6oU5vxMHMYhw5UYIzRdUoKK2F0WSGJFlGOnUL90OPCH8M7RvOoIYL+39jY7EnvQCHj5dgxSf78OKsUXZf8ZDInqzTek8XWpZC91LIkBDbCbFdA7miIxG1WkGpZTRRhIvnfwIAb7USgX4qlFfpkFdSg9iuge16/wcyi3DsZBm8FDJMGRuDXYfzmrxNt3Bf+Pt4obJGj8xT5ejXM6QdSkpEHQEDUG7maE4pXnhvN8qqdPDVKDFv+lAM7h3m7GKRi1N7KZDcLwLJ/bhkuTuTyyQ8/J/BuH/pb0jPKcWG3zJxw2Vxzi4W0XmEENiy+yQ+25IBvdEMCUBst0AkxHSCyovfpBNR21jzVLp6/ieryBAfSwCquP0DUN9uywYATBzWA0H+zZuuKEkS4qODsetwPjJPlaNvVDC/NCAiu3DtMavUwKZduXjsje0oq9KhR4Qflj80lsEnog4mLNgb91yXAAD4+KejOH663LkFIvqHwrJaPL16J1Z+vh96oxkhAWpMGhGFoX3DGXwiIrs4VVAFAG4zattZeaCKyrRITc8HAFw5MrpFt+0e4QeVUg6tzoizxdWOKB4RdUAMQLkBg9GMN9cfwGtf7IfRJDAiIRJLZo9xmw9dIrKvS4d0wyUDImEyCyxbtw86w4VzORC1FyEENu3Kxf1LfsNfGUVQKmQYkRCJCcndEejX+IpLREStceJMBQAgpkuAk0vSPM4KQG3ZnQuzAPrHhKBbuF+LbiuXydCzvn2zTlc4onhE1AExAOXiyqrq8OSqHfhhRw4kCZh2RR889n9J0Kg4e5Koo5IkCfdNHYggPxVOFVTh3W+POLtI1MFV1+rx4vt78NoX+6HVGdG7RxBemTMOiXGhkDE/IRHZUW2dAWfrAzk93SUAFVIfgCppvwCUyWTG5pRcAMCk4VGtOkdMV0v75hXXoLpWb6+iEVEHxgCUC8s4WYY5K37HkRMl8FYrsOC2YbhxQm8mGyciBPiq8NB/BgMAvv8zG9sPnHFyiaijSs8uxezlW7HzUB4UcgkzrorH/+4f3eJv24mImsM6+qlToAYBvu4xutIZI6BS0wtQUlEHfx8vXDIgslXn8PP2siV6P36Go6CIqO0YgHJBQgj8sCMbj7y2HcUVdegS6ouls8cgOZ4JpInob4P7hOH68b0AAK9+tp85GqhdmcwCn/+cgUff2I6iMi0iQrzxv/tHY+r4XlydkYgcxt2m3wF/B6BKK+tQpzO2y33+tMsy+umypO5QKlqff8+aNP34mQqYzMIeRSOiDowBKBej1RmxfN0+vLn+IIwmM4b3j8CyB8fwm2QiatS0SX3Qr2cItDojFr+/B3X69unYUsdWWlmHp1fvwIc/psNsFhiT2AWvzBmHuO5Bzi4aEXk460icmHZeTa4t/Ly9EFSfCy/7bKXD76+wtBZ7jxYAACYN79Gmc3UJ9YVGJYdOb8KZwip7FI+IOjAGoFzIqYIq/PeVP7B132nIZBJuu7ofHp+RDB+N0tlFIyIXJZfLMG/aEAT4eiH7bCVe+/wAhOA3lOQ4e48WYPay33AgsxgqLzkevHEQ5t4yBN5qflYRkeNZV391pxFQAGwB+oxTZQ6/r80puRACGBDbCZ1Dfdt0LplMQs8ugQCAzFOchkdEbcMAlIv446/TmPPy7zhVUIVgfxVeuHckpoyLZb4nImpSSIAGj9yaBLlMwu9/ncbG3487u0jkgQxGM9759gieeXsXKqr1iIr0x4qHxmJCcg9+VhFRu9AZTDhVaJlubk2Q7S56dQ8EYMnx6khGkxlbdtcnHx8RZZdzxnQJgASgsKwWlTU6u5yTiDomBqCczGA0Y9WGg1jy0V7U6U0YENsJL88Zh349Q5xdNCJyIwkxnXDH/+sPAHjvuyO2ofdE9pBfUoNHXtuGr7ZmAQCuvCQKSzk9nIjaWW5eJcxmgUBfFYL91c4uTovEdbOMgMo8We7Q+9mTlo/SSh0CfVUY3r91ycf/yUejROdQSx6rrNMcBUVErccAlBOdLqzC/JV/4Ls/swEAN1zWC8/dfQmC/NzrA5WIXMNVI6NxeXJ3mAXwvw/2IPssO4nUdtv+OoMHl29F5qly+GiUeHxGEu6dOhAqZeuT2hIRtYZ1+l3PrgFuN/KyV7dAAEBeSQ0qa/QOu5+fdlqTj3eDUmG/Sz1rMvLssxUwmsx2Oy8RdSwMQDmBEAKbduXioRW/I+t0Bfy8lXjy9mG49cp4rhxERK0mSRLunToQA2I7Qasz4bk1u1BSoXV2schN1emMWPn5frz0USpq64zoGxWMV+eMw4iEzs4uGhF1UMfdcAU8K19vL3SpH0WU6aA8UPklNfgroxAA8K/hUXY9d0QnH/ioFdAbzDhVwGTkRNQ6DEC1s6paPRZ/sAevfbEfuvopdyvnXork+AhnF42IPIBSIcNj/5eErmG+KK6owzNv70J1reO+aSXPlHWqHA+t2IrNKbmQJODfE+Lw4n0jERbs7eyiEVEH9ncAKtC5BWmlXtZE5A6ahvfDjhwIASTGhSKyk49dzy2TJNvKg1n1I9GIiFqKAah2VFGtw+xlW7HjYB7kMgkzrorH83dfgpAAjbOLRkQexNfbC0/fMRzB/irk5FXi2TW7UKczOrtY5AbMZoH1v2Zi3so/cKaoBiEBaiy85xJMv6Iv5HJ2GYjIeapr9ciuD0BZp7O5G2seKEckIq/TG7ElxTL9bvLonnY/PwD07BIASQKKy+tQVlXnkPsgIs/G3mQ7KqvSobSyDp07+WDJ7NGYOr4XZJxyR0QOEBHig+fuugS+GiWO5pZh0Xu7oTeYnF0scmElFVo8tXoH3vs+DUaTwCUDIrFy7qUYEBvq7KIRESE1vQAms0CPCD+3HY3Zu0d9IvJTZRBC2PXcv+87g2qtAREh3hjSJ9yu57bSqBToGuYLADjOZORE1AoMQLWjqEh/vLPgcrw+fzx61X8DQkTkKD0i/fH0ncOh9pJjf0YRFr6TAh2DUNSInYfy8MDS33AgsxgqLzke+PcgPHprEvy8vZxdNCJyEr3BZPcgSVvsOpwPABhmp5XdnCG6sz8UcgkV1XoUltkvR6MQAt9tPwEAuPKSaIfmlP07GXklDEYmIyeillE4uwAdTUiAxqU+zInIs/XpEYyn7xiOZ9fswl8ZRVi4NgVP3JYMtRff/gmorTPgnW+PYNMuy7SN2K4BmDttKLqE+jq5ZETU3nQGE37fdxp70vJx4mwlCktroZBLCPDxQnigApNEIUYN6galov1XwNQbTNh7tAAAMLy/++ZNVSrkiO4cgMxT5TiWW4pwO43kSssuRU5eJbyUclye3N0u57yQ8GBv+HkrUVVrQG5+pS0gRUTUHLwCcQJJkrDj4FlUVOvset7Oob4Y2ItTJYioof4xnfDMnSPwzNs7sT+zCE++tQNP3j4c/j4c3dKRpaYX4PUv9qO4og6SBFw3Lha3TOpr12W7icj1aXVGrP8tEz/8mYOqfyxaYTQJlFTqUFKpQ9rJA1jzTTqmX9EXE4f1aFMaCSEEJKn5tz+YVYw6vQkhAWq3D3j06xmCzFPl2JNWgDGJXe1yzi9/zQQAXDqkK3wdPHJVqk9Gvj+jCBm5ZW65IiEROQ8DUE5SUa1DWZV9A1C8mCSiC+nXMwTP3XUJnlu7C0dzy/Do69vwzJ0jEBbknnk0qPWqavVY8/Vh/Jp6CgAQGeKDB24chISYTk4uGRG1JyEEdh3Ox+qNh1BcbpkOFhbsjX8N64G+UcHoHuGHHQfP4kxhJY7lFOFUkQ6VNXq8/uUBfPFLBsYP7YZgf3WL7zfAV4VLBnRu0W12Hc4DAAzrF9GiwJUrGjmwMzb+fhwpR/KgM5igUrZtRFnGyTKkphdAJpNw3aWxdirlxcV0CcCREyWoqNHjTFFNq54HRNQxMQBFRNRB9I0OxuL7R+GZ1TtxqqAac1/5A4/PTEafHsHOLhq1AyEEtu8/i7e/PoSyKh0kCfh/Y2Jwy6Q+nJJJ1MFodUa8sf4Atu49DcASeLptcj8MT4g8L3+QUiFDeIAM8T27ISe/BgezilFYpsUXv2QiKT4c0Z0dOwLGbBZIOWLJ/zTcjfM/WfXuHoSwIA0Ky7RITS/AyBYG4/7pk83HAADjBndF507tM33aSylHr26BSMsuRdqJEvTvyX4EETUPx9kTEXUgPSL88dIDYxAV6Y+yKh0ef+NP/Jp60tnFIgfLzavEE2/uwEsfpaKsSodu4b546YHRuP2a/gw+EXUwuXmVmPPy79i69zRkEnDDZb3w+rxLMXJg54smr5bJJPTuEYSrRkYjIsQbJrNlBNWetHyYzI7Lb3ooqxjlVTp4qxXo7wEjNSVJwuhBXQAA2/4606ZznTv66cbL4+xRvGbr3T0IcpmEkso6nCmqadf7JiL3xQAUEVEHExqkwUsPjMawfhEwGM1Y8clfWPn5ftTpjc4uGtlZtdaAtzcewuzlW3HoeDG8FDLcPLE3Xn54HEe+EXVAP+8+iTmv/IHThdUI9lfjhftG4dYr41sUiPZWKzB2cFf07xkCAMg6XYHfUk+hTmf/zxAhBD76KR0AcOmQbh6To25UfQBqT3oBausMrTqHEAIfbzoKoH1HP1mpVQrEdLWMftt7tLBd75uI3JdnvIsTEVGLaFQKPD4jGTdN7A1JAjan5GLuK38g+2yFs4tGdmAwmvDNtuO4Z/HP+GbbCZjNAiMSIvHGI5fhpn/1gVcbc44QkXup0xvx8qf78Mpnf0FvMCExLhSvzBmHfvVBpJaSSRISYjthbGIXKBUyFJVrsSklF2WVdXYtd8qRfBzNLYPKS45/T2jfET6OFNMlAJGdfKA3mLA7raBV59h+4Cz2HS2EQi7hRie1TZ8ewZAk4ExRNfYxCEVEzcAAFBFRByWTSbj5X33w/F2XINBPhdz8Ksx5+Xd89vMxmExmZxePWsFkMmNzSi7uXvwL3t54GBXVenQJ9cWzd43A4zOS7bbkN1F7MpsFhHDcFC9Pd6qgCv995Q/8sucUZBIw7Yo+eObOEQj0U7X53J1DfTFxWHf4eStRW2fElt0ncTK/yg6lBkxmgQ9+sIx+umZ0T49KdC1JEsbUj4L6ZU/Lp8FX1uix+qtDAIAbLotD59D2Hf1k5aNRIq57EABg9caDMBjZdyCii2PiByKiDm5gXChe/e84vP7FAaQcycdHPx7F9v1ncc91A1r97Ti1L6PJjO37z+DTLcdsuTiC/dX4z+VxmJDcw2OmrVDHU1Bai/++8jsqa/RQeynQKVCN/j07YWCvUAyND2/zCmKAZSqTu6+sdiFb953G61/sR53ehCA/FeZNG4qEWPvmUfL3UWHisB748+BZ5JfU4s+DZ1FSEYQBvTpBLmv9e8/mXTk4VVAFX40S113ay44ldg3jk7rhy18zsT+jCHvS8pEUH9Hs26795jDKq3XoFu6HGy5zbtskxITgZH4VzhTV4Nttxz3ysSIi+2EAioiIEOSnxhMzk/H7vtNYvfEQcvIq8ejr2zFucFdMu6IvR864qGqtAZt35eDbbSdQXGGZ+uLv44UbLuuFKy6JtsvFOZEzCSHqR0BZVm47VVCNUwXV+HFnDlRecvSNCkZCTAj8vL1adf4AXxUuaeMqZK5IbzDh7a8P46edOQCAAbGdMPeWIQhy0CgiL6UcYxO74kBmEY7mluFobhnyS2oxPCECQX4tv8+dh87irXNG+PhqlPYustN17uSL/zcmBhu2ZmH1xkMY2Cu0WdOjt6Tk4tfUU5AkYPa/B0GpcO77vFIhx4iECPyaehqfbjmGsYO7IiRA49QyEZHrYgCKiIgAWKYEjBvSDYP7hOODH9KwOSUXW/edxvYDZ3HlJVGYOr6XR02BcGenCqrw484cbEnJRZ3eBAAI9FVh8uhoXD2qJ7zVnnexRh1TRIgP3n96Eqq1emzamYOTBVUoKNXidGEVauuM2J9RhIOZRejZJQDxPUPgw+c+ss9WYPm6fcjJq4QkATdO6I3/TOx90RXu7EEmk5DYOwyhQRrsPlKA8modNu3MRc8uAegfE9Ls96Wdh/Lw0oepMJsFLh3SFdeOjXFouZ3pxsvjsHXfaeSX1GL9b1m4aWLvix6/81AeXvtiPwBLYK5PlGssJtG7exDOFNXgWG4Zlny0FwvvuQQKOUfeEtH5GIAiIqIG/H28cP8Ng/Cv4T3w/vdpOJBZjG+2ncAPO3JwWVI3XDs2Bl3D/JxdzA6nulaPP/afwa97TuHYyTLb9h4Rfrh2bAzGJHZlcnHySEqFDEF+agT4qtBVAF3D/JDYOxRn6y94C8tqkXW6AifOVCKmawDio4MdEoQ1mswoLK1FcVkVcgp1gKYMEaFmBPuroVE5v0ttMJqx4bdMfLrlGIwmgQBfL8y5eQgG9w5r13J0DfNDSIAGe9MLcKqwGsfPVCA7rxJdw3wRFenf6Ggms1kg41QZPtl0DPuOWZJZjx7UBQ/emAiZgwNnzuStVuL2a/phyUd78fnPGegS6oMxiV3PO04Ige0HzmLFJ/tgFsDlyd0xbVIfJ5S4cZIk4eGbBuPhFb/jyIkSvP99Gm6/pr+zi0VELsj5n5ZEROSSenULwsJ7RmJ/RiE+2XwMadml2LQrF5t25WJgr0741/AoJMWHt2j5bmqZaq0Be9MLsPNQHlKO5MNYnxxeJpMwpE8Yrh7VE4PiQj02fw3RhcgkCV3DfNE1zBeFpbU4dLwYhWVaZJ4qx/HTFYjtFoC+USHwVrf+/amsqg4HM4txILMIadklyCuphdl8bjL0IttvYcHe6NUtEP2iQzCsXwTC2nna8oHMIqz66iBOFVQDAEYkROK+qQPtkmi8NTQqBUYN6oKislocyCxGUbkWJ/OrcDK/Ctv+OoOfduUgNNAbkgTU6U04caYcWp1lNKdcJuGKS6Jw+zX9Ie8Ao2hGD+qCPw+exY6DeVjy0V7k5FXiukt7wVejhBACZ4tr8N53R7DrcD4AYHj/CMy6fqDLve93CfXFQ/9JxIvv78HG34+jV7fARoNpRNSx8aqBiIgualBcGAbFheHIiRJ8tTULe9LycSCzGAcyi6H2kiM5PgKjBnXBkD5hHIHTRtaLjdT0Auw+ko8jJ0pgOueCNyrSH5cldcPYwV1blVeFyBOFBXvjsuDuKCitxaEsS7Aj46QlEBUV6Y+oSH+EBmkavWBXe8ltSchr6ww4fLwEBzKLcCCzCLmNrOam8pIjwMcLSoUMZjNQXl0Hrc6EwtJaFJbW4s8DZ7F64yH07ByAYf0jMKxfBHp2CXBYsODEmXKs23QMKUcswYlAXxVuv6Yfxg7u6hIBitAgb1yW1A1lVTpkn63EqYJKaHUmWy6vc6m85Bg5oDP+c3lvRHbycVKJ258kSZg/PQkf/pCG9b9l4YtfMvHlr5noFu6Hymo9yqt1ACyBuesv64UbJ/R22cDcJQM6Y8q4WHy1NQvL1u2DwWjGZUndnV0sInIhHhGAMpvNeO211/DFF1+gqqoKSUlJeOqpp9CtWzdnF42IyGP06xmCfj1DUFhai5925eD3fadRWKbFH/vP4I/9Z6BRKTAoLhQDYjshIaYTukf4ucQFkCszmQVO5lfiyIkSHD5RgrQTJSir0jU4pnuEH5LjIzB6UBf07BLgpJKSp/HEvlN4sDfCkrpZAlHHi1FcXofjZypw/EwFNCo5QgI0CPZXQ+0lh1Ihg9EkcLaoGoeOl2B/ZhGKy7QQ/zhnpwA1uoT5omuoL0ICNfBRK2AymVBWXoagwCAoFArU6Y0oLteioFSLkwVVyC+uwYmzFThxtgKfbD6GsGBvjOgfiREJkegTFdzmXExCCBzILMJ327NtgScJlvfoYf0ioNUZbcnHW6tzqC8G9gpt0zmsJElCsL8awf5qDO4dCpVSjuguASiv0kEIQCGXEN05AF3D/Ryep8pVyWUSZkzuh6jOAfhk01GcLa7ByfoAqEIuoV/PENx+TX9Ed3b9z4D/u7IvKqp1+DX1FF7+9C+UVelw3bhYj55KSUTN5xEBqDfeeAPr1q3D4sWLERERgSVLluCOO+7At99+Cy+v1q2KQkREjQsL9satV8Zj+hV9kXmqHNv2n8H2/WdQXFGHnYfysPNQHgAgwNcL/XqGILZrIKI7ByC6sz+C/dUdNihVXavH6aJqZJ+tRPYZy8VpTl4ldPVJxK0Uchnio4OR3C8CyfERHWokALUfT+07SZKEiBAfhAd7o6hMixNnK3CqoBpanQmnC6txurD6orf31SgREeKN8GAfhAdroDpnirHBaEZ5tR4GgwFFJdUQMg2USks+Ix+NF3p28ULPLgGo0xtxtqgGhWW1OFNUg8LSWnz9x3F8/cdxBPqpMKxfBAb2CkX/mJBmj2Q0mQWOny7HrsN5+PPAWZwtrqmvLxDTJQC9ewTD38cLtTojanXGVrbe3/x9HPMckCQJIQFqDO4d5pafBeeOmHOEsYldMG5wV5RV1iHjZBn8fVSI6RrgVqOL5XIZHrwxEf4+Xtj4+3G8/30adh/Jx33XD0RUpL+zi0dETub2ASi9Xo933nkHc+fOxbhx4wAAK1aswOjRo7F582ZMnjzZuQUkIvJQkiQhrnsQ4roHYebkfsg8VYaDWcU4mFWM9JxSVFTrseNgHnYczLPdxt/HCz0i/C0XePUXeREh3ugUoEGArwpKhWtOK2iK0WRGWaUOZVV1KK2sQ1llHUoq61BQUou84hqcLa5GVa2h0duq65eS7xcTgn7RIYjrHuRWFxvkfjpC30mSJIQFeyMs2BtD+5pRWlGHkoo6lFfroDeYYDCaIZdL6BSoQb+eIais1sFLKbdL8nK1lwI9uwRgSJ8wXDq0G/46Vogdh/Kw50g+yqt0tlx6ABAapEFUpD+6hPoi0FcFPx8vSADMQqCiWo+SCi1OFVQj63SZLUcSAGhUcowf2h1XXhKFI42MnHRlXko5JEnCjoNnUVFt/3Lbc/TWPzmy7AG+KlwyoDMAIMhfjWH9I+16/vYkk0m47ep+llUsvz+C9JxSPLh8K5Ljw/Gv4VFIjAt12WmERORYbh+AOnr0KGpqajBixAjbNn9/f8THx2PPnj0e0YkiInJ1MpmE3j2C0btHMG64LA4GoxmZp8qQll2K7LMVyD5biTOFVais0ePQ8WIcOt74eXw1SgT5qxDoq4aPRgFvtRLeKgU06vrf1Qp4qxRQKuRQyCUoFDIo5NYfyfK/QgalXAZJkiAgYJ1TI2CZuiLOmWNjFgIGoxlGoxkGoxlVNbXIPq1FuTEfklxZv8+EWp0RNVoDauuMqKmr/19rQE2dAeVVOlTW6JvVTsH+KkRFWkaD9ewSgOjOAegc6tthp52Qc3S0vpNCLrMFo/6pR4QfRg7sgh93ZDskiKP2UmBEQmeMSOgMg9GMQ1nF2JOej8PHS5CTV4miMi2KyrTYg4Imz6VRyTG4dziGJ0QiOT7cFiw7cqLE7uVuDxXVOoe0uaNGb53LUWX3JJIk4aqR0RjWLwKrNx7CzkN52HU4H7sO50OjkqNPj2DE9QhC504+CA/2ga9GCW+1Ej4aBdReCo+asieEgNksYBaWfocwC5hF/d9myz4h6reZ64+x3ebv21q3yeUyyGUS5HIJcpml/yOTWfpAlu2W/4X456RiciUmk6Xvaaz/32A0w2D6u09q+dv09+/n/BiNJtTW6VBYpMXhvOOQyS8c1pFgGZmo9pJjTGIXhARo2q+SjZVHuPkzc/PmzXjggQdw4MABqNV/D2N+8MEHUVdXh1WrVrXofPv27YMQwjakujFCCBiNRigUilYNwZUkCXV64z9WUmk7hVwGL6XcIeeWySSovRROfSMTQsBkMkEul7e43R3V5q7QLo7WlnZ3JE9/TF213dtCCMtIIZNZwGT9v/7H3o+js8gkSydQJpMgr/9fcU4n0UMeymZp6WvUbDZDJmveN+KOfJ0aDAZIkoTBgwfb/dyuwhl9p7Zytb5Tc56vcpkMKq8Lj2a0vicajGbb+6BZCFjfJqT69xG5TIKyPtjemPZol5a8Plt6bntr6/kvVld372s39jqyx2PbnLIbTWZodSbU6Y1obhUl2z/Wv6V/7LyIC9yHgGh4ngsc01queklwbls2Vf+mT2Qndm+rvx85ax3b8ljajbjon+1Ko1LAz9v+n9Ut6Tu5/QgorVYLAOflK1CpVKioqGjx+awXehe74JMkqc35ERy5bLkjz+3MC2FJktr0Aemp7eJobW13R/Lkx9SV2721JAnwknFqWUfiyNco4JjXqSRJTn/9O5oz+k724K59pwuRJECpkLV56rG7touj29xdy+7Or6OLlV2pkEOpkLfLCDUial8t6Tu5fQDK+s2dXq9v8C2eTqeDRtPy4WWJiYl2KxsRERGRq2HfiYiIiJzB7b9ej4y0JOgrLCxssL2wsBDh4eHOKBIRERGRy2LfiYiIiJzB7QNQffr0ga+vL1JSUmzbKisrkZaWhqSkJCeWjIiIiMj1sO9EREREzuD2U/C8vLwwbdo0LF26FMHBwejSpQuWLFmCiIgITJw40dnFIyIiInIp7DsRERGRM7h9AAoAZs+eDaPRiAULFqCurg5JSUlYu3atQ1djISIiInJX7DsRERFRe5OEs9caJyIiIiIiIiIij+b2OaCIiIiIiIiIiMi1MQBFREREREREREQOxQAUERERERERERE5FANQRERERERERETkUAxAERERERERERGRQzEARUREREREREREDsUAVAuYzWa8+uqrGD16NAYNGoQ777wTp06dcnaxPE5BQQF69+593s+GDRsAAOnp6Zg2bRoGDRqE8ePH44MPPnByid3fqlWrMH369Abbmmpnvh7arrF2X7BgwXnP/fHjx9v2s91bp7y8HE899RTGjBmDwYMH46abbkJqaqpt/86dO3Hddddh4MCBmDRpEr7//vsGt9fpdHj22WcxYsQIJCYm4r///S9KS0vbuxpup6l2nzlz5nnP93NfE2x3cpSSkhLMmzcPw4cPR2JiIu666y4cP37ctt8en4Gu2l/Jzs5GYmKirV8FeF5929qXdLf6AsDGjRtx5ZVXIiEhAVdddRV+/PFH277Tp0/j7rvvxuDBgzFq1Ci8/PLLMJlMDW7/8ccf47LLLsOAAQNw8803Iy0trcH+5pyjPaSkpDT62Pbu3RuXXXZZs8vqLvUFAKPRiFdeeQWXXnopEhMTccstt2D//v22/Z72fK6ursbTTz+NUaNGITk5GXPnzkVJSYltvz36bE2doz046vrL5a/hBDXbypUrxbBhw8Rvv/0m0tPTxW233SYmTpwodDqds4vmUbZu3SoSEhJEQUGBKCwstP1otVpRWloqhg0bJh577DGRlZUlvvzyS5GQkCC+/PJLZxfbbX300UeiT58+Ytq0abZtzWlnvh7aprF2F0KI66+/XixfvrzBc7+kpMS2n+3eOjNnzhSTJ08We/bsESdOnBDPPvusGDBggDh+/LjIysoSCQkJYvny5SIrK0usWbNGxMfHix07dthu/+ijj4oJEyaIPXv2iAMHDohrr71W3HLLLU6skXu4WLsLIcSIESPEunXrGjzfy8rKbLdnu5Oj3HjjjeKGG24QBw4cEFlZWeKBBx4Qo0aNErW1tXb5DHTV/operxfXXXediIuLE+vXr292Wd2tvm3tS7pbfTdu3Cji4+PFRx99JHJzc8Ubb7wh+vTpI/bt2yf0er2YOHGiuOuuu8SxY8fEli1bRHJysnjllVdst9+wYYMYMGCA+Prrr0VmZqaYN2+eSE5OtvU/mnOO9qLT6Ro8poWFhWLz5s2id+/e4ssvv/S4+gohxKuvvipGjhwptm3bJnJycsQTTzwhhgwZIgoKCjzy+XzbbbeJsWPHiq1bt4qMjAxx3333iSuvvFLodDq79Nmacw5Hc9T1lztcwzEA1Uw6nU4kJiaKjz/+2LatoqJCDBgwQHz77bdOLJnnWb16tbj66qsb3ffWW2+JUaNGCYPBYNu2bNkyMXHixPYqnsfIz88Xd999txg0aJCYNGlSgzfAptqZr4fWu1i7m81mMWjQILF58+ZGb8t2b52cnBwRFxcnUlNTbdvMZrOYMGGCePnll8WTTz4prr/++ga3mTNnjrjtttuEEJbHrE+fPmLr1q22/SdOnBBxcXFi37597VMJN9RUuxcXF4u4uDhx5MiRRm/PdidHKS8vF3PmzBHHjh2zbUtPTxdxcXHiwIEDdvkMdNX+yrJly8Stt97aIADlifVtS1/S3eprNpvFpZdeKhYvXtxg+2233Sbeeust8e2334r+/fuL8vJy275PP/1UDB482HbBOXHiRPHSSy/Z9hsMBjF27Fjx1ltvCSFEs87hLDU1NeLSSy8Vjz76qBCieWV1t/pec8014sUXX7T9XVVVJeLi4sSmTZs87vmclpYm4uLixO+//27bVl1dLYYOHSo2bNhglz5bU+dwJEdff7nDNRyn4DXT0aNHUVNTgxEjRti2+fv7Iz4+Hnv27HFiyTzPsWPHEBMT0+i+1NRUJCcnQ6FQ2LYNHz4cOTk5KC4ubq8ieoQjR45AqVTim2++wcCBAxvsa6qd+XpovYu1+8mTJ1FbW4uePXs2elu2e+sEBQVh9erVSEhIsG2TJAmSJKGyshKpqakN2hSwPN/37t0LIQT27t1r22YVHR2N8PBwtvtFNNXux44dgyRJiI6ObvT2bHdylICAACxbtgxxcXEAgNLSUrz33nuIiIhAbGysXT4DXbG/smfPHnz22WdYvHhxg+2eWN+29CXdrb7Z2dk4c+YMrr766gbb165di7vvvhupqano168fAgICGpS1uroa6enpKCkpQU5OToP6KhQKDB06tEF9L3YOZ3rrrbeg1WrxyCOPAGi6rO5Y35CQEPz22284ffo0TCYTPvvsM3h5eaFPnz4e93zOyckBAAwdOtS2zcfHBz169MDu3bvt0mdr6hyO5OjrL3e4hmMAqpny8/MBAJGRkQ22h4WF2faRfWRkZKC0tBS33HILLrnkEtx00034448/AFgeh4iIiAbHh4WFAQDy8vLavazubPz48Vi5ciW6det23r6m2pmvh9a7WLtnZGQAAD788EOMHz8eEyZMwHPPPYeqqioAfB9qLX9/f4wdOxZeXl62bZs2bUJubi5Gjx59wee7VqtFWVkZCgoKEBQUBJVKdd4xbPcLa6rdMzIy4Ofnh+eeew5jxozBpEmT8PLLL0Ov1wMA253axZNPPokRI0bg+++/x6JFi+Dt7W2Xz0BX669UVlZi/vz5WLBgwXnl9sT6tqUv6W71zc7OBgDU1tbi9ttvx4gRI3DDDTfg119/bVZZ3a2+57IGj++55x4EBgYC8Mz6PvHEE1AqlbjsssuQkJCAFStW4NVXX0X37t09rr6N3a/JZEJ+fj5KS0vt0mdr6hyO5OjrL3e4hmMAqpm0Wi0ANOhIA4BKpYJOp3NGkTyS0WjEiRMnUFFRgQceeACrV6/GoEGDcNddd2Hnzp2oq6tr9DEAwMfBjppqZ74eHCMjIwMymQxhYWF466238Oijj2L79u247777YDab2e52sm/fPjz22GOYOHEixo0b1+jz3fq3Xq+HVqs9bz/Adm+pf7Z7RkYGdDodBgwYgDVr1uDee+/FF198gQULFgAA253axf/93/9h/fr1mDx5MmbNmoUjR47Y5TPQ1forzzzzDBITE88bJQPY5zPflerb1r6ku9W3uroaAPDII49g8uTJeOeddzBy5Ejcd999Hlnfc61btw5+fn648cYbbds8sb5ZWVnw8/PD66+/js8++wzXXXcd5s6di/T0dI+rb0JCAnr27Imnn34aBQUFqKurw7Jly1BWVgaDwWCXPltT53CW9ngsXeFaQtH0IQQAarUagOVJaf0dsDyQGo3GWcXyOAqFAikpKZDL5bZ27t+/PzIzM7F27Vqo1erz3hisLxZvb+92L6+naqqd+XpwjHvvvRc333wzgoKCAABxcXEIDQ3Fv//9bxw6dIjtbgc///wz5s6di8GDB2Pp0qUALB+6/3y+W//WaDSNvh4AtntLNNbuzz33HB555BHbFIe4uDgolUo8/PDDmD9/Ptud2kVsbCwAYNGiRThw4AA++ugju3wGulJ/ZePGjUhNTcW3337b6H5Pq29b+5LuVl+lUgkAuP322zFlyhQAQN++fZGWloZ33323RfX95zGuWN9zbdy4Eddee22Dx8nT6puXl4f//ve/eO+992zT0hISEpCVlYWVK1d63PPZy8sLr732GubPn48xY8ZAqVTi6quvxqWXXgqZTGaXPltT53CW9ngsXeFagiOgmsk6TK2wsLDB9sLCQoSHhzujSB7Lx8enwQsCAHr16oWCggJEREQ0+hgA4ONgR021M18PjiGTyWzBJ6tevXoBsAypZbu3zUcffYQHHngAl156Kd566y3bN0KRkZGNtqm3tzf8/PwQERGB8vLy8z7Q2e7Nc6F2VygUDfJrAA2f72x3cpTS0lJ8//33MBqNtm0ymQyxsbEoLCy0y2egK/VX1q9fj5KSEowbNw6JiYlITEwEADz99NO44447PK6+QNv6ku5WX+v9WXOaWcXGxuL06dMeV1+ro0eP4tSpU+eN6vO0+h44cAAGg6FBPkUAGDhwIHJzcz2uvgAQExOD9evXIyUlBbt27cKLL76I/Px8dO/e3S59tqbO4Szt8Vi6wrUEA1DN1KdPH/j6+iIlJcW2rbKyEmlpaUhKSnJiyTxLZmYmBg8e3KCdAeDw4cOIjY1FUlIS9u7dC5PJZNu3a9cuREdHIyQkpL2L67Gaame+Hhxj/vz5mDFjRoNthw4dAmDpSLLdW2/dunV4/vnnccstt2D58uUNhh4PHToUu3fvbnD8rl27MHjwYMhkMgwZMgRms9mW2BKw5NwoKChguzfhYu0+ffp0PPbYYw2OP3ToEJRKJaKiotju5DDFxcWYM2cOdu7cadtmMBiQlpaGmJgYu3wGulJ/ZenSpfjhhx+wceNG2w8AzJ49G4sWLfK4+ra1L+lu9e3Xrx98fHxw4MCBBtszMjLQvXt3JCUlIS0tzTZVz1pWHx8f9OnTByEhIYiOjm5QX6PRiNTU1Ab1vdg5nCE1NdX2eJ3L0+przedz7NixBtszMjIQFRXlcc/n6upqTJs2DUePHkVgYCB8fX1x+vRppKWlYeTIkXbpszV1Dmdpj8fSJa4l2mWtPQ+xfPlykZycLH7++WeRnp4ubrvtNjFx4kSh1+udXTSPYTKZxNSpU8WVV14p9uzZI7KyssQLL7wg+vfvL44dOyaKi4tFUlKSeOSRR0RmZqZYv369SEhIEBs2bHB20d3aI4880mAZ0Oa0M18PbffPdv/5559FXFycWLlypcjNzRVbt24V48ePF3PmzLEdw3ZvuRMnToh+/fqJWbNmicLCwgY/lZWVIiMjQ/Tr108sWbJEZGVlibVr14r4+HixY8cO2znmzJkjxo8fL3bt2iUOHDggrr322gaPHZ2vqXb/8MMPRd++fcW6devEyZMnxffffy+GDRsmli9fbjsH250c5Y477hATJ04Uu3fvFseOHRNz5swRSUlJ4syZM3b5DHT1/kpcXJxYv369EMI+n/muVF979CXdqb5CCPH666+LxMRE8e2334rc3FzxxhtviD59+ohdu3aJuro6MWHCBHH77beL9PR0sWXLFpGcnCxWrlxpu/1nn30mBgwYIDZs2CAyMzPFvHnzxLBhw0RJSYkQQjTrHO3tscceEzNmzDhvu6fV12QyiZtuuklMmjRJ7Ny5U2RnZ4sVK1aIvn37iv3793vk8/nmm28W06ZNExkZGeLgwYNi8uTJYubMmUIIYZc+W3PO0R4ccf3lDtdwDEC1gNFoFC+99JIYPny4GDRokLjzzjvFqVOnnF0sj1NUVCQeffRRMXLkSJGQkCBuvPFGsWfPHtv+AwcOiH//+9+if//+4tJLLxUffvihE0vrGf75BihE0+3M10PbNdbuP/zwg7j22mvFgAEDxMiRI8XixYtFXV2dbT/bveXefPNNERcX1+jPI488IoQQ4vfffxeTJ08W/fv3F5MmTRLff/99g3PU1NSIJ554QgwdOlQMHTpUzJkzR5SWljqjOm6jOe3+0UcfiSuuuML2PvPmm28Kk8lkOwfbnRylsrJSPP3002LkyJFiwIAB4rbbbhMZGRm2/fb4DHTl/sq5ASghPK++be1Lult9hRDinXfeEePHjxf9+vUT11xzjdiyZYttX05Ojpg5c6ZISEgQo0aNEi+//HKD91ohhFizZo0YM2aMGDBggLj55ptFWlpag/3NOUd7uuOOO8RDDz3U6D5Pq295ebl45plnxLhx40RiYqK48cYbRUpKim2/pz2f8/PzxaxZs8SQIUPEiBEjxNNPPy2qq6tt++3RZ2vqHO3BUddfrn4NJwkhRPuMtSIiIiIiIiIioo6IOaCIiIiIiIiIiMihGIAiIiIiIiIiIiKHYgCKiIiIiIiIiIgcigEoIiIiIiIiIiJyKAagiIiIiIiIiIjIoRiAIiIiIiIiIiIih2IAioiIiIiIiIiIHIoBKCIiIiIiImoWIcRF/yYiuhAGoIiIiIiIiDzY+PHj8eijj7bpHJWVlZg/fz5SU1Nt2/bu3Yu77rqrrcUjog6CASgiIiIiIiK6qPT0dHz99dcwm822bV988QWOHz/uxFIRkTthAIqIiIiIiIiIiBxKEpy0S0QebPz48ZgwYQKOHTuGv/76C1dffTUefPBBrFixAjt27EBZWRni4uJw77334rLLLrPdrnfv3njmmWdw4MABbNmyBXK5HNdccw3mzp2LV155BV999RWEEJgwYQKeeuopqFQqJ9aSiIiI6MLGjx+PxMREBAUF4euvv4YQApdddhkeeeQRBAcHA7CMZvrkk09w4sQJmM1mREdH45577sEVV1yBlJQU3HrrrbbzJScno0uXLvjqq69s21588UVcd9110Ol0eOWVV/D999+jpKQE0dHRuPfee3HllVc2KM8/+2e///47hg0bhmXLljUo+8SJE5GcnIyFCxc6uJWIyNEUzi4AEZGjffzxx5g5cybuvPNOeHl54frrr4dKpcLDDz+MoKAgbNiwAbNmzcJLL72Ea665xna7JUuWYPLkyXjttdfw22+/4f3338f27dvRp08fLF26FPv378fKlSsRHR2NO+64w4k1JCIiIrq4H3/8EQMHDsTixYtRWlqKpUuXIisrC59//jk+/fRTLFy4EA888ACGDBmCiooKvP3225g7dy4SExPRr18/PPXUU3juuefw1FNPYdiwYfDy8kJpaSnS0tLw2muvoXv37hBCYNasWdi3bx9mz56NmJgYbNmyBQ8//DD0ej2uvfZaW3nO7Z/5+PggKCgIH374Iaqrq+Hr6wvAkmMqNzcXixcvdlKrEZE9MQBFRB6vc+fOmDt3LgBLUKm0tBSbNm1Cly5dAABjx47FjBkz8NJLL2Hy5MmQySyzk2NjY/Hcc88BsHzT98UXX8BgMGDp0qVQKBQYNWoUNm3ahH379jmnYkRERETNFBQUhLVr18Lb29v296xZs/DHH3/g1KlTuP3223HffffZju/SpQuuu+467N27F1dddRViY2MBWPpH1t+Dg4Ph5eWFQYMGAQD+/PNPbNu2DStWrLCNeBo9ejS0Wi2WLl2KyZMnQ6GwXIKe2z8DgMDAQLz99tvYtGkTpk6dCgDYuHEjoqKiMHjwYMc2DhG1C+aAIiKP17dvX9vvu3fvRmJioi34ZHXNNdegqKgIJ06csG1LTEy0/S6XyxEUFIR+/frZOk6ApbNUVVXlwNITERERtd3YsWNtwSfAMg1OoVBgz549ePTRRzF37lxUVlZi//79+Prrr/Hxxx8DAPR6fbPvY+fOnZAkCWPHjoXRaLT9jB8/HkVFRcjMzLQde27/DACio6MxZMgQfP311wCAuro6/Pjjj7juuuvaUm0iciEcAUVEHu/czlZFRQW6det23jGdOnUCYFli2Mo6/PtC5yIiIiJyF6GhoQ3+lslkCAoKQmVlJU6ePImnnnoKO3fuhFKpRM+ePdGnTx8AQEtSBpeXl0MIccERS4WFhbbAU2N9quuvvx6PP/448vLysHfvXtTU1DSYtkdE7o0BKCLqUAICAlBUVHTeduu2oKCg9i4SERERkcOVl5c3+NtkMqGsrAxBQUG46667oFQq8eWXX6Jv375QKBTIysqyjUZqLj8/P3h7e+ODDz5odH+PHj0uevtJkyZh4cKF+Omnn5CamoqRI0ciPDy8RWUgItfFKXhE1KEkJSXhr7/+wpkzZxps/+abbxAaGtpkx4iIiIjIHf35558wGo22vzdt2gSj0Yi+ffsiOzsb119/PRISEmypBv744w8AgNlsBmBJR/BP1ryZVsnJyaitrYUQAgkJCbafjIwMvP766w3uvzHe3t648sor8d133+HPP//k9DsiD8MRUETUocycORPffPMNZsyYgfvvvx+BgYHYuHEjdu3ahRdeeOG8jhQRERGRJygqKsIDDzyA6dOnIycnB8uXL8fIkSNxxRVXYOnSpfj4448REREBf39/bNu2zTaKSavVArCMbgKArVu3IiAgAH369IG/vz+Ki4vx+++/o2/fvhg7diySkpJw33334b777kNMTAwOHjyIV199FaNHj0ZwcHCT5bz++utx4403IiAgABMmTHBcgxBRu+OVFhF1KKGhofjkk0/Qr18/LFy4EA8++CDy8vLwxhtv2FZcISIiIvI0N998M0JCQjBr1iy88soruPrqq/Haa69BkiS88cYbCA8Px6OPPoqHHnoIBw4cwJtvvomePXsiNTUVANCrVy9MnjwZH3/8sW31uuuuuw5dunTBrFmzsHHjRshkMqxevRpXXXUVVq1ahdtvvx2ffvopZs6ciRUrVjSrnIMGDUJgYCCuuuoqeHl5Oaw9iKj9SaIlWeWIiIiIiIiIHOTAgQP497//ja+//tqWCJ2IPAOn4BEREREREZFTpaSkICUlBRs3bsSoUaMYfCLyQJyCR0RERERERE5VVlaGd999F506dcLChQudXRwicgBOwSMiIiIiIiIiIofiCCgiIiIiIiIiInIoBqCIiIiIiIiIiMihGIAiIiIiIiIiIiKHYgCKiIiIiIiIiIgcigEoIiIiIiIiIiJyKAagiIiIiIiIiIjIoRiAIiIiIiIiIiIih2IAioiIiIiIiIiIHIoBKCIiIiIiIiIicqj/D3awsA+cm59zAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1200x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Set the style for seaborn\n",
    "sns.set(style=\"whitegrid\")\n",
    "\n",
    "# Create subplots\n",
    "fig, axes = plt.subplots(nrows=2, ncols=2, figsize=(12, 10))\n",
    "fig.suptitle(\"Distribution of features\", fontsize=16)\n",
    "\n",
    "# Histogram for Display Sizes\n",
    "sns.histplot(df['display'], bins=20, kde=True, ax=axes[0, 0])\n",
    "axes[0, 0].set_title(\"Display Sizes\")\n",
    "\n",
    "# Histogram for RAM Sizes\n",
    "sns.histplot(df['ram'], bins=20, kde=True, ax=axes[0, 1])\n",
    "axes[0, 1].set_title(\"RAM Sizes\")\n",
    "\n",
    "# Histogram for ROM Sizes\n",
    "sns.histplot(df['rom'], bins=20, kde=True, ax=axes[1, 0])\n",
    "axes[1, 0].set_title(\"ROM Sizes\")\n",
    "\n",
    "# Histogram for Battery Capacities\n",
    "sns.histplot(df['battery'], bins=20, kde=True, ax=axes[1, 1])\n",
    "axes[1, 1].set_title(\"Battery Capacities\")\n",
    "\n",
    "# Adjust layout\n",
    "plt.tight_layout(rect=[0, 0, 1, 0.96])\n",
    "\n",
    "# Show the plots\n",
    "plt.show()\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}