data_cleaning.ipynb

{
 "cells": [
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# Data preprocessing and cleaning",
   "id": "513a84b7b92f29d4"
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "5caa6b96d64bedbb",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-11-15T14:35:31.912228Z",
     "start_time": "2024-11-15T14:35:31.894281Z"
    }
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import tarfile\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import scipy.stats as stats\n",
    "from statsmodels.stats.multicomp import pairwise_tukeyhsd\n",
    "import re\n",
    "import wordcloud\n",
    "import nltk\n",
    "from collections import Counter\n",
    "from wordcloud import WordCloud\n",
    "from nltk.corpus import stopwords\n",
    "from nltk.tokenize import word_tokenize\n",
    "from vaderSentiment.vaderSentiment import SentimentIntensityAnalyzer\n",
    "from tqdm import tqdm\n",
    "from concurrent.futures import ThreadPoolExecutor\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f8e8f3ad10e059f9",
   "metadata": {},
   "source": [
    "### Loading"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "698623873e381a5f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-11-13T16:34:50.116212Z",
     "start_time": "2024-11-13T16:32:24.414310Z"
    }
   },
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.append('src')\n",
    "\n",
    "from scripts.dataloader import load_matched_beer_data, load_beer_advocate_data, load_rate_beer_data\n",
    "\n",
    "# Load the matched beer data\n",
    "ratings_merged, users_approx, users_merged, beers_merged, breweries_merged = load_matched_beer_data()\n",
    "\n",
    "# Load the BeerAdvocate data\n",
    "beers_ba, reviews_ba, users_ba, breweries_ba, ratings_ba = load_beer_advocate_data()\n",
    "\n",
    "# Load the RateBeer data\n",
    "beers_rb, reviews_rb, users_rb, breweries_rb, ratings_rb = load_rate_beer_data()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "71f9a70225a5dee",
   "metadata": {},
   "source": [
    "### Dataset comparaison and selection \n",
    "In this following section, we compare the two datasets : BeerAdvocate and RateBeer by looking at the number of users, beers, ratings and reviews. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8cb9dd8046285933",
   "metadata": {},
   "source": [
    "**Number of users**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "98ea6af7c0e4c27",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-11-13T15:42:49.527853Z",
     "start_time": "2024-11-13T15:42:49.524225Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The RateBeer dataset have 70174 users.\n",
      "The BeerAdvocate dataset have 153704 users.\n"
     ]
    }
   ],
   "source": [
    "# We prompt the number of users in each dataset\n",
    "nb_users_rb = len(users_rb)\n",
    "nb_users_ba = len(users_ba)\n",
    "\n",
    "print(\"The RateBeer dataset have\", nb_users_rb, \"users.\")\n",
    "print(\"The BeerAdvocate dataset have\", nb_users_ba, \"users.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bfadbc8133767c13",
   "metadata": {},
   "source": [
    "**Number of beers**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "de5456c03bcbf017",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-11-13T15:42:51.948899Z",
     "start_time": "2024-11-13T15:42:51.944749Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The RateBeer dataset have 442081 beers.\n",
      "The BeerAdvocate dataset have 280823 beers.\n"
     ]
    }
   ],
   "source": [
    "# We prompt the number of beers in each dataset\n",
    "nb_beers_rb = len(beers_rb)\n",
    "nb_beers_ba = len(beers_ba)\n",
    "\n",
    "print(\"The RateBeer dataset have\", nb_beers_rb, \"beers.\")\n",
    "print(\"The BeerAdvocate dataset have\", nb_beers_ba, \"beers.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9c428cf2a217c40f",
   "metadata": {},
   "source": [
    "**Number of ratings**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "12da3d860f2e8d3a",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-11-13T15:42:53.494451Z",
     "start_time": "2024-11-13T15:42:53.486157Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The RateBeer dataset have 7122074 ratings.\n",
      "The BeerAdvocate dataset have 8393032 ratings.\n"
     ]
    }
   ],
   "source": [
    "# We prompt the numbers of ratings in each dataset using the nbr_ratings column of the beers dataset and summing them\n",
    "nb_ratings_rb = beers_rb['nbr_ratings'].sum()\n",
    "nb_ratings_ba = beers_ba['nbr_ratings'].sum()\n",
    "\n",
    "print(\"The RateBeer dataset have\", nb_ratings_rb, \"ratings.\")\n",
    "print(\"The BeerAdvocate dataset have\", nb_ratings_ba, \"ratings.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "92c9e2ee615c2cf2",
   "metadata": {},
   "source": [
    "**Numbers of reviews**\n",
    "\n",
    "\n",
    "The reviews datasets are not in a user-friendly format: all data is stored in a single column, with each review’s information spread across 16 rows. This structure requires reshaping to extract and organize the information into distinct columns for easier analysis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "d069c150bfb41180",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-11-13T15:48:13.077154Z",
     "start_time": "2024-11-13T15:43:20.887185Z"
    }
   },
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.append('src')\n",
    "\n",
    "from scripts.dataloader import format_data\n",
    "\n",
    "reviews_ba = format_data(reviews_ba, \"review_id\")\n",
    "reviews_rb = format_data(reviews_rb, \"review_id\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "759062382a383e6a",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-11-13T15:48:44.370418Z",
     "start_time": "2024-11-13T15:48:44.356717Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The RateBeer dataset have 7122074 reviews.\n",
      "The BeerAdvocate dataset have 2589586 reviews.\n"
     ]
    }
   ],
   "source": [
    "nb_reviews_rb = len(reviews_rb)\n",
    "nb_reviews_ba = len(reviews_ba)\n",
    "\n",
    "print(\"The RateBeer dataset have\", nb_reviews_rb, \"reviews.\")\n",
    "print(\"The BeerAdvocate dataset have\", nb_reviews_ba, \"reviews.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "30d5236d862886e2",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-11-13T15:48:46.723247Z",
     "start_time": "2024-11-13T15:48:46.459940Z"
    }
   },
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "labels = [\"users\", \"beers\", \"ratings\", \"reviews\"]\n",
    "\n",
    "rb_counts = [nb_users_rb, nb_beers_rb, nb_ratings_rb, nb_reviews_rb]\n",
    "ba_counts = [nb_users_ba, nb_beers_ba, nb_ratings_ba, nb_reviews_ba]\n",
    "\n",
    "x = np.arange(len(labels))\n",
    "width = 0.3\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "bars_rb = ax.bar(x - width/2, rb_counts, width, label='RateBeer', color='blue')\n",
    "bars_ba = ax.bar(x + width/2, ba_counts, width, label='BeerAdvocate', color='lightpink')\n",
    "\n",
    "ax.set_ylabel('Numbers')\n",
    "ax.set_title('Comparison of RateBeer and BeerAdvocate datasets')\n",
    "ax.set_xticks(x)\n",
    "ax.set_xticklabels(labels)\n",
    "ax.legend()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "7e4261844f5168b7",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-11-13T15:48:48.859616Z",
     "start_time": "2024-11-13T15:48:48.779904Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">\n",
       "</style>\n",
       "<table id=\"T_168c3\">\n",
       "  <caption>Summary for RateBeer and BeerAdvocate</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_168c3_level0_col0\" class=\"col_heading level0 col0\" >Metric</th>\n",
       "      <th id=\"T_168c3_level0_col1\" class=\"col_heading level0 col1\" >RateBeer</th>\n",
       "      <th id=\"T_168c3_level0_col2\" class=\"col_heading level0 col2\" >BeerAdvocate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_168c3_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "      <td id=\"T_168c3_row0_col0\" class=\"data row0 col0\" >users</td>\n",
       "      <td id=\"T_168c3_row0_col1\" class=\"data row0 col1\" >70174</td>\n",
       "      <td id=\"T_168c3_row0_col2\" class=\"data row0 col2\" >153704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_168c3_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "      <td id=\"T_168c3_row1_col0\" class=\"data row1 col0\" >beers</td>\n",
       "      <td id=\"T_168c3_row1_col1\" class=\"data row1 col1\" >442081</td>\n",
       "      <td id=\"T_168c3_row1_col2\" class=\"data row1 col2\" >280823</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_168c3_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "      <td id=\"T_168c3_row2_col0\" class=\"data row2 col0\" >ratings</td>\n",
       "      <td id=\"T_168c3_row2_col1\" class=\"data row2 col1\" >7122074</td>\n",
       "      <td id=\"T_168c3_row2_col2\" class=\"data row2 col2\" >8393032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_168c3_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "      <td id=\"T_168c3_row3_col0\" class=\"data row3 col0\" >reviews</td>\n",
       "      <td id=\"T_168c3_row3_col1\" class=\"data row3 col1\" >7122074</td>\n",
       "      <td id=\"T_168c3_row3_col2\" class=\"data row3 col2\" >2589586</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x94d511690>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "summary_data = {\n",
    "    \"Metric\": [\"users\", \"beers\", \"ratings\", \"reviews\"],\n",
    "    \"RateBeer\": [nb_users_rb, nb_beers_rb, nb_ratings_rb, nb_reviews_rb],\n",
    "    \"BeerAdvocate\": [nb_users_ba, nb_beers_ba, nb_ratings_ba, nb_reviews_ba]\n",
    "}\n",
    "summary_df = pd.DataFrame(summary_data)\n",
    "summary_df.style.set_caption(\"Summary for RateBeer and BeerAdvocate\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2a7c4f2cd23953ed",
   "metadata": {},
   "source": [
    "The BeerAdvocate dataset provides us with enough reviews and data to perform and we will focus only on this dataset for the rest of the analysis.\n",
    "\n",
    "1. **The Herding Effect:** As explained in the paper \"When Sheep Shop: Measuring Herding Effects in Product Ratings with Natural Experiments\" from Gael Lederrey and Robert West, initial ratings can influence the following ones. By focusing on a single dataset, we can better control for this effect within a single user community. Including RateBeer might introduce inconsistent herding effects that could skew comparative analyses.\n",
    "2. **Inconsistant Rating Standards:** Both BeerAdvocate and RateBeer communities likely develop their own informal standards for beer ratings. Focusing on a single platform like BeerAdvocate allows dor a more cohesive dataset, with users who rate within the same context, minimizing cross-platform variance.\n",
    "3. **Data Sufficiency:** The BeerAdvocate dataset provides us with enough reviews and data to perform meaningful analysis and draw reliable insights."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c5544ec5dd00b6e6",
   "metadata": {},
   "source": [
    "### Analysis of users’ countries of origin"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "62331ab062de1b4f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-11-13T16:35:02.916113Z",
     "start_time": "2024-11-13T16:35:02.495239Z"
    }
   },
   "outputs": [],
   "source": [
    "# Separate the country and the states\n",
    "users_ba['country'] = users_ba['location'].str.split(',').str[0]\n",
    "users_ba['states'] = users_ba['location'].str.split(',').str[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "49f6db99484adba5",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-11-13T16:35:04.579866Z",
     "start_time": "2024-11-13T16:35:04.571835Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of missing 'country' entries: 31279 (20.35%)\n"
     ]
    }
   ],
   "source": [
    "missing_countries = users_ba['country'].isna().sum()\n",
    "total_entries = len(users_ba)\n",
    "missing_percentage = (missing_countries / total_entries) * 100\n",
    "\n",
    "print(f\"Number of missing 'country' entries: {missing_countries} ({missing_percentage:.2f}%)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "a8afc0f516aabe14",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-11-13T16:35:06.287323Z",
     "start_time": "2024-11-13T16:35:06.257867Z"
    }
   },
   "outputs": [],
   "source": [
    "# Replace missing 'country' values with a label \"Unknown\"\n",
    "users_ba['country'] = users_ba['country'].fillna('Unknown')\n",
    "\n",
    "# Compute the number of users in the top 5 countries\n",
    "top5_countries = users_ba['country'].value_counts().nlargest(5)\n",
    "\n",
    "# Compute the sum of the remaining countries (including 'Unknown' entries if any)\n",
    "other_countries_count = len(users_ba) - top5_countries.sum()\n",
    "\n",
    "# Add the \"Other\" countries count to the series\n",
    "top_countries = pd.concat([top5_countries, pd.Series({'Other': other_countries_count})])\n",
    "\n",
    "# Calculate percentages for each country in top_countries\n",
    "top_countries_percent_ba = (top_countries / len(users_ba) * 100).round(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "899029ee73de882d",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-11-13T15:50:14.552299Z",
     "start_time": "2024-11-13T15:50:14.478144Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_countries.plot(kind='pie', labels=None)\n",
    "\n",
    "# Create legend with country name and percentage\n",
    "top_countries_labels = [f\"{country}: {percent}%\" for country, percent in zip(top_countries.index, top_countries_percent_ba)]\n",
    "plt.legend(labels=top_countries_labels, loc=\"best\", bbox_to_anchor=(1, 0.5))\n",
    "\n",
    "plt.title(f'Distribution of users by country for BeerAdvocate dataset')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1d311681790d8a1b",
   "metadata": {},
   "source": [
    "The majority of the users are from the United States. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "8e6137b0236a3c31",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-11-13T15:50:45.566996Z",
     "start_time": "2024-11-13T15:50:45.367888Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Convert the number of ratings values to numeric\n",
    "users_ba['nbr_ratings'] = pd.to_numeric(users_ba['nbr_ratings'], errors='coerce')\n",
    "users_ba['nbr_reviews'] = pd.to_numeric(users_ba['nbr_reviews'], errors='coerce')\n",
    "\n",
    "# Group by country and sum the ratings and the reviews\n",
    "country_ratings = users_ba.groupby('country')['nbr_ratings'].sum().reset_index()\n",
    "country_reviews = users_ba.groupby('country')['nbr_reviews'].sum().reset_index()\n",
    "\n",
    "# Get the top 5 countries by number of ratings and reviews\n",
    "top_countries_ratings = country_ratings.nlargest(5, 'nbr_ratings')\n",
    "top_countries_reviews = country_reviews.nlargest(5, 'nbr_reviews')\n",
    "\n",
    "\n",
    "fig, axes = plt.subplots(1, 2, figsize=(14, 6))\n",
    "\n",
    "axes[0].bar(top_countries_ratings['country'], top_countries_ratings['nbr_ratings'], color='lightgreen')\n",
    "axes[0].set_xlabel('Country')\n",
    "axes[0].set_ylabel('Number of ratings')\n",
    "axes[0].set_title('Top 5 countries by total ratings')\n",
    "axes[0].tick_params(axis='x', rotation=45)\n",
    "\n",
    "axes[1].bar(top_countries_reviews['country'], top_countries_reviews['nbr_reviews'], color='skyblue')\n",
    "axes[1].set_xlabel('Country')\n",
    "axes[1].set_ylabel('Number of reviews')\n",
    "axes[1].set_title('Top 5 countries by total reviews for rateBeer')\n",
    "axes[1].tick_params(axis='x', rotation=45)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8ac684cd6901e9be",
   "metadata": {},
   "source": [
    "Most of the ratings and reviews are made by american users. \n",
    "\n",
    "\n",
    "Therefore, we have chosen to focus on the reviews and ratings published by users based in the United State of America. The reason for this choice is that it is the country where the majority of reviews and ratings are done, and it provides us with enough data to conduct our analysis.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "30198934c89cb59e",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-11-13T16:35:17.297779Z",
     "start_time": "2024-11-13T16:35:17.121826Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 113223 users from the United States in the BeerAdvocate dataset\n",
      "Number of ratings made by US users:  7303870\n",
      "Number of reviews made by US users:  2241334\n"
     ]
    }
   ],
   "source": [
    "# Keep only users from the US\n",
    "users = users_ba[users_ba['country'] == 'United States']\n",
    "print(\"There are\", len(users), \"users from the United States in the BeerAdvocate dataset\")\n",
    "\n",
    "# Prompt the number of ratings made by US users using the nb_ratings column of the users dataset and summing them for users where location contains United States \n",
    "print(\"Number of ratings made by US users: \", users[users['country'].str.contains('United States')]['nbr_ratings'].sum())\n",
    "\n",
    "# Prompt the number of reviews made by US users using the nb_reviews column of the users dataset and summing them for users where location contains United States\n",
    "print(\"Number of reviews made by US users: \", users[users['country'].str.contains('United States')]['nbr_reviews'].sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "ce9d2489eb47cd28",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-11-13T15:52:33.569489Z",
     "start_time": "2024-11-13T15:52:19.833113Z"
    }
   },
   "outputs": [],
   "source": [
    "# Merge the reviews with user information on location\n",
    "reviews_ba = reviews_ba.merge(users_ba[['user_id', 'location']], on='user_id', how='left')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "950593ab3cb1d5ba",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-11-13T15:53:21.552514Z",
     "start_time": "2024-11-13T15:52:40.258994Z"
    }
   },
   "outputs": [],
   "source": [
    "# Remove the states to only have the countries\n",
    "reviews_ba['country'] = reviews_ba['location'].str.split(',').str[0]\n",
    "\n",
    "# Remove the countries to only have the states\n",
    "reviews_ba['states'] = reviews_ba['location'].str.split(',').str[1]\n",
    "\n",
    "# We only keep users from the US\n",
    "reviews = reviews_ba[reviews_ba['country'] == 'United States']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3fdc3aa76fbfa22d",
   "metadata": {},
   "source": [
    "The reviews dataset contains now the country of origin of the users. \n",
    "\n",
    "\n",
    "The ratings datasets are not in a user-friendly format: all data is stored in a single column, with each rating’s information spread across 16 rows. As for the review dataset, it requires reshaping to extract and organize the information into distinct columns for easier analysis. Moreover, as we are only focusing on american users, it also requires filtering based on the location of the user."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "8ac7b6a761780cc6",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-11-13T16:05:46.826252Z",
     "start_time": "2024-11-13T15:56:53.426120Z"
    }
   },
   "outputs": [],
   "source": [
    "# Reshape the ratings dataset\n",
    "ratings_ba = format_data(ratings_ba, \"rating_id\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "cb8f41533e9c9483",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-11-13T16:12:52.897395Z",
     "start_time": "2024-11-13T16:06:02.369697Z"
    }
   },
   "outputs": [],
   "source": [
    "# Merge the reviews with user information on location\n",
    "ratings_ba = ratings_ba.merge(users_ba[['user_id', 'location']], on='user_id', how='left')\n",
    "\n",
    "# Remove the states to only have the countries\n",
    "ratings_ba['country'] = ratings_ba['location'].str.split(',').str[0]\n",
    "\n",
    "# Remove the countries to only have the states\n",
    "ratings_ba['states'] = ratings_ba['location'].str.split(',').str[1]\n",
    "\n",
    "# We only keep users from the US\n",
    "ratings = ratings_ba[ratings_ba['country'] == 'United States']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b7ab74c8654d77e1",
   "metadata": {},
   "source": [
    "### Analysis of users' states of origin "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "1a6cbc60935ef594",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-11-15T13:06:56.038529Z",
     "start_time": "2024-11-15T13:06:55.881Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Compute the number of users in the top 20 states\n",
    "top20_states = users['states'].value_counts().nlargest(20)\n",
    "\n",
    "# Compute the sum of the remaining states\n",
    "other_users_count = len(users) - top20_states.sum()\n",
    "\n",
    "# Add the \"Other\" states count to the series\n",
    "top_states = pd.concat([top20_states, pd.Series({'Other': other_users_count})])\n",
    "\n",
    "# Calculate percentages for each country in top_countries\n",
    "top_states_percent = (top_states / len(users) * 100).round(1)\n",
    "\n",
    "top_states.plot(kind='pie', labels=None)\n",
    "\n",
    "# Create legend with state name and percentage\n",
    "top_states_labels = [f\"{state}: {percent}%\" for state, percent in zip(top_states.index, top_states_percent)]\n",
    "plt.legend(labels=top_states_labels, loc=\"best\", bbox_to_anchor=(1, 0.5))\n",
    "\n",
    "plt.title(f'Distribution of users by US state for BeerAdvocate dataset')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9a261a834e955a12",
   "metadata": {},
   "source": [
    "There is considerable diversity in the origins of U.S. users, with 10.3% from California, a generally warmer region, and 7.7% and 6.6% from Pennsylvania and New York, respectively, where colder climates are common.\n",
    "We decided to regroup the state into 4 categories based on geographical regions in the United States:\n",
    "- South: Texas, Georgia, Florida, ...\n",
    "- West: California, Colorado, Washington, ...\n",
    "- Northeast: New York, New Jersey, Pennsylvania, ...\n",
    "- Midwest: Illinois, Michigan, Ohio, ... \n",
    "\n",
    "Source: https://www2.census.gov/geo/pdfs/maps-data/maps/reference/us_regdiv.pdf "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "ede4dc63851fc0d1",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-11-15T13:07:03.386923Z",
     "start_time": "2024-11-15T13:07:03.344347Z"
    }
   },
   "outputs": [],
   "source": [
    "from scripts.categorization import assign_region\n",
    "\n",
    "users['region'] = users['states'].apply(assign_region)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "c66710c2b82331bb",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-11-15T13:07:05.306426Z",
     "start_time": "2024-11-15T13:07:05.299073Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "region\n",
      "Northeast    32903\n",
      "South        30359\n",
      "Midwest      28002\n",
      "West         21959\n",
      "Name: count, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# Count the number of users in each region\n",
    "region_counts = users['region'].value_counts()\n",
    "print(region_counts)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "db4f76a2f12723e3",
   "metadata": {},
   "source": [
    "There are no users that don't have an assigned region. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "898f509a6f3c8991",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-11-15T13:07:10.502469Z",
     "start_time": "2024-11-15T13:07:07.304014Z"
    }
   },
   "outputs": [],
   "source": [
    "ratings = ratings.merge(users[['user_id', 'region']], on='user_id', how='left')\n",
    "reviews = reviews.merge(users[['user_id', 'region']], on='user_id', how='left')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2cb63f9b367bd11a",
   "metadata": {},
   "source": [
    "### Analysis of beer style"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "49f25374",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-11-15T13:07:30.282509Z",
     "start_time": "2024-11-15T13:07:30.271841Z"
    }
   },
   "outputs": [],
   "source": [
    "from scripts.categorization import get_style_map\n",
    "\n",
    "stylemap = get_style_map()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "54e0b317",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-11-15T13:07:55.421519Z",
     "start_time": "2024-11-15T13:07:54.502953Z"
    }
   },
   "outputs": [],
   "source": [
    "#replace the style with the mapped style ()\n",
    "#remove American from the style\n",
    "\n",
    "beers_ba['style'] = beers_ba['style'].str.replace('American ', '')\n",
    "beers_ba['style'] = beers_ba['style'].str.replace('German ', '')\n",
    "beers_ba['style'] = beers_ba['style'].str.replace('Czech ', '')\n",
    "beers_ba['style'] = beers_ba['style'].str.replace('Belgian ', '')\n",
    "beers_ba['style'] = beers_ba['style'].str.replace('English ', '')\n",
    "beers_ba['style'] = beers_ba['style'].str.replace('Euro ', '')\n",
    "beers_ba['style'] = beers_ba['style'].str.replace('Scottish ', '')\n",
    "beers_ba['style'] = beers_ba['style'].str.replace('Double / Imperial ', '')\n",
    "beers_ba['style'] = beers_ba['style'].str.replace(' (APA)', '')\n",
    "\n",
    "beers_ba['style_simp'] = beers_ba['style'].replace(stylemap)   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "62f54f63b042846",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-11-15T13:16:04.112860Z",
     "start_time": "2024-11-15T13:16:03.168774Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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ejYSEBFRVVWHmzJlQq9UYPnz4ea9/zTXXYMyYMXjxxRdRU1ODoUOH4sCBA3jzzTfRr18/PPDAA5f8Z3VSZGQknnzySeTk5KBLly747bffMG/ePDz55JNo27YtAODuu+/GN998g7Fjx+KZZ57BoEGDoFarkZeXh3Xr1mH8+PG45ZZbkJiYiP/+97949dVXkZGRgeuuuw7h4eEoLi5GcnIyAgMDuQMDEREROZfYdR2JyNuc3MHg5C+NRiO3atVKHj58uPzOO+/IJSUlZz3mzB0Ttm3bJt9yyy1yu3btZK1WK0dGRsrDhw+Xf/nll0aP+/PPP+V+/frJWq1WBtCwev/J65WWll70XrJcv/L/uHHj5B9++EHu0aOHrNFo5MTERPmDDz446/HHjh2Tr732WjkkJESOjo6Wn376aXnVqlVn7c5QUVEh33777XJYWJgsSVKje+Icu0ocPHhQvvHGG+XQ0FBZo9HIffr0kRcsWNDonJO7M3z//feNjp/cTeHM889l06ZN8qhRo+TAwEDZ399fHjx4sPzrr7+e83qO7M4wY8YMeciQIXJUVJSs0Wjktm3byo8++qiclZXV6LyXX35ZjouLkxUKxVl/VrIsy+vXr5cByNOmTTvnfc7cnUGWZbmurk5+7bXX5KSkJFmj0cihoaFyr1695EmTJslFRUWyLMvyypUr5euvv16Oj49v+Ls4duxYedOmTRd9bgaDQX7xxRfldu3ayWq1Wo6NjZWffPJJubKystF5l7o7Q48ePeT169fLAwYMkLVarRwbGyu/8sorssViaXSuxWKR33//fblPnz6yn5+fHBQUJHft2lV+/PHH5bS0tEbnrlixQh45cqQcEhIia7VauV27dvLtt98u//nnn03KSURERHQ+kixfZJl0IiIiF/v3v/+NOXPmIDc396yFI4mIiIjIfXA6AxERCbN9+3YcO3YMs2fPxuOPP84CgYiIiMjNcSQCEREJI0kSAgICMHbsWCxYsABBQUGiIxERERHRBXAkAhERCcMem4iIiMizcItHIiIiIiIiInIISwQiIiIiIiIicghLBCIiIiIiIiJyCEsEIiIiIiIiInIISwQiIiIiIiIicghLBCIiIiIiIiJyCEsEIiIiIiIiInIISwQiIiIiIiIicghLBCIiIiIiIiJyCEsEIiIiIiIiInIISwQiIiIiIiIicghLBCIiIiIiIiJyCEsEIiIiIiIiInIISwQiIiIiIiIicghLBCIiIiIiIiJyCEsEIiIiIiIiInIISwQiIiIiIiIicghLBCIiIiIiIiJyCEsEIiIiIiIiInIISwQiIiIiIiIicghLBCIiIiIiIiJyCEsEIiIiIiIiInIISwQiIiIiIiIicghLBCIiIiIiIiJyCEsEIiIiIiIiInIISwQiIiIiIiIicghLBCIiIiIiIiJyCEsEIiIiIiIiInIISwQiIiIiIiIicghLBCIiIiIiIiJyCEsEIiIiIiIiInIISwQiIiIiIiIicghLBCIiIiIiIiJyCEsEIiIiIiIiInIISwQiIiIiIiIicghLBCIiIiIiIiJyCEsEIiIiIiIiInIISwQiIiIiIiIicghLBCIiIiIiIiJyCEsEIiIiIiIiInIISwQiIiIiIiIicghLBCIiIiIiIiJyCEsEIiIiIiIiInIISwQiIiIiIiIicghLBCIiIiIiIiJyCEsEIiIiIiIiInIISwQiIiIiIiIicghLBCIiIiIiIiJyCEsEIiIiIiIiInIISwQiIiIiIiIicghLBCIiIiIiIiJyCEsEIiIiIiIiInIISwQiIiIiIiIicghLBCIiIiIiIiJyCEsEIiIiIiIiInIISwQiIiIiIiIicghLBCIiIiIiIiJyCEsEIiIiIiIiInIISwQiIiIiIiIicghLBCIiIiIiIiJyCEsEIiIiIiIiInIISwQiIiIiIiIicghLBCIiIiIiIiJyCEsEIiIiIiIiInIISwQiIiIiIiIicghLBCIiIiIiIiJyCEsEIiIiIiIiInIISwQiIiIiIiIicghLBCIiIiIiIiJyCEsEIiIiIiIiInIISwQiIiIiIiIicghLBCIiIiIiIiJyCEsEIiIiIiIiInIISwQiIiIiIiIicghLBCIiIiIiIiJyCEsEIiIiIiIiInIISwQiIiIiIiIicghLBCIiIiIiIiJyCEsEIiIiIiIiInIISwQiIiIiIiIicghLBCIiIiIiIiJyiEp0ACIicgK7HTBWAYbKE79Xnfr9nMeqAFMNYLcCdhsg2078t/3Ef5/4WLYBsh2ABEgKQKGs/106+bsCUJz8XQVogwG/0BO/wk79t3/YGcfCGh9T8tsRERERkSeQZFmWRYcgIqJzsJqBqhygMguozASq885RCFQChur6QgAe/M+5OvCMsiEU8A8HQuKB8HZAWDsgPBEITagvMoiIiIhICJYIREQi6cpOlARZQEXmqf+uzAJqC06MAqAGCtWpYiE88VS5ENau/lhQK9EJiYiIiLwaSwQiIldqGE1wRkFQmQVUZgPmWrH5vI06EAhr23j0wun/rQ0SnZCIiIjIo7FEICJylroSoGAfULiv/veig0BNHkcTuA2pvkiI7QPE9a3/PbYvEBAhOBcRERGR52CJQETUFHWlQMHeU4VB4T6gJl9wKGqS0LZAbO8TxcKJX0HRgkMRERERuSeWCEREF8PCwPcEx509YiEkVnQqIiIiIuFYIhARna6u9ERZsJeFATUW1BqI6X2qWIgfwGKBiIiIfA5LBCLybfoKIHMDkL4OyFgPVGWLTkSeJKoL0GFE/a/EqwC/ENGJiIiIiFyKJQIR+RarCcjZDmSsqy8Oig5w4UNyDkkJxPc/VSokDAJUGtGpiIiIiJyKJQIReTdZBopT6kcZpK8DcrYBFr3oVOQL1AFA2ytOlQoxvQBJEp2KiIiIqFlYIhCR96kpODE9YR2QsQHQlYhORAQERAHth9UXCh1HAmFtRSciIiIiumQsEYjI85lqgazNp4qDsmOiExFdXHj7U6MU2g8DAiJEJyIiIiK6KJYIROSZaouA1OXAoV+AvGTAbhWdiKjpJCWQOBTocQvQbTwQGCk6EREREdE5sUQgIs9RVwoc/hlIWQ7kbOWCiOSdFKr6nR563AJ0u5EjFIiIiMitsEQgIvemrwAO/wqk/gRkbgJkm+hERC1HoQLaDz9RKNwA+IeLTkREREQ+jiUCEbkfYzVwZBWQ8lP9rgp2i+hEROIp1PXrJ/S4Beg6DvAPE52IiIiIfBBLBCJyD6Y64Ojv9SMOjv8F2EyiExG5L6UG6DiqvlBIGgv4hYhORERERD6CJQIRiWPWA2lr6kccpP0BWA2iExF5HqUW6DT6RKFwPaANFp2IiIiIvBhLBCJqWXYbcGwNkPIDcHQ1YNGJTkTkPVR+QOdrgP4PAZ2uBiRJdCIiIiLyMiwRiKhl1BYBuxcBuxcCtQWi0xB5v/BE4LKHgX4PcMtIIiIichqWCETkWpmbgJ1f1C+UyAUSiVqeUgt0Hw8MfBRoO1h0GiIiIvJwLBGIyPmMNcD+b4Fd84HSI6LTENFJrXsCAx4Get/FtROIiIioSVgiEJHzFKfWjzo48B1grhOdhojORxMM9L6zfnRC6x6i0xAREZEHYYlARM1jNQOHf6kvD3K2iU5DRJeqzeD6MqH7eEClFZ2GiIiI3BxLBCJqmuo8YNeXwJ6vAV2J6DRE1FwBkUC/++sXY4xoLzoNERERuSmWCETkOFkG0v+uH3VwbA0g20QnIiKnk4BOo4EBjwJdxgAKpehARERE5EZYIhDRxVlNwJ6vgO1zgIp00WmIqKWEtweueg7ocw+gVItOQ0RERG6AJQIRnZ/FAOxeCGyZCdQWik5DRKKEtgWufBbo9wCg0ohOQ0RERAKxRCCis5n19esdbJ0F1BWLTkNE7iIkHhj6DND/IUDtJzoNERERCcASgYhOMeuA5HnAtk8AXanoNETkroJaA0OeBgY8AmgCRachIiKiFsQSgYgAUy2QPBfY9imgLxedhog8RUAkcMVEYNA/AW2w6DRERETUAlgiEPkyYzWw43Ng+2zAUCk6DRF5Kr8wYPBTwOWPA/5hotMQERGRC7FEIPJFhqr6nRZ2zKkvEoiInEEbCgz6R/3ohIAI0WmIiIjIBVgiEPkSfUX9lIXkuYCpRnQaIvJWmiBg4KPAFU8DQdGi0xAREZETsUQg8gW6cmDbx0DyF4C5VnQaIvIV6gDgsgn1OzoEx4hOQ0RERE7AEoHIm5lqgc0fAts/Ayw60WmIyFepA+t3cxj6f9zNgYiIyMOxRCDyRnYbsOcrYN07gK5EdBoionrBscDIV4G+9wEKheg0RERE1AQsEYi8TfrfwJrXgJJU0UmIiM6tdS/g2reAjiNFJyEiIqJLxBKByFuUHgXWvAoc/0N0EiIix3S+Frj2bSA6SXQSIiIichBLBCJPpysH1v0P2LMIsFtFpyEiujQKFdD/QdSOeAvBQUGi0xAREdFFcEIikYey2q34KvUrFH59A7BrPgsEIvJMdiuq8g5j6Ptb8OXmTFhtdtGJiIiI6AI4EoHIA+0o3IGpO6YivTodY8J74P09v4uORETUJLKkxJNBH2F1aSQAIKl1MN68qTuGdIwSnIyIiIjOhSUCkQcp0hVh+s7pWJu9ttHxhbZoXJazW1AqIqKmO9bmDlybdstZx8f2isGr47ojPsxfQCoiIiI6H5YIRB7AYrNgYepCzDs4Dwar4azPdwtuh28PboFC5jBgIvIcsjYEV1s+RLr+3EWBv1qJJ4Z3xOPDO8BPrWzhdERERHQuLBGI3NzGvI14b+d7yK7JvuB5bwZ0we2pf7ZQKiKi5vsj4f/wj+ODL3pemwh/vDauO8b0iGmBVERERHQhLBGI3FRBXQGm7piK9XnrHTo/QhuOVVmZCDLWuDYYEZETmMM6oE/pFBhsjo8wGNOjNd6+uReig7UuTEZEREQXwt0ZiNzQd0e/w62/3OpwgQAAFaZKfNbtKteFIiJyos80D19SgQAAa1KLce2HG7Bib76LUhEREdHFcCQCkRsp0hXhjS1vYFvhtiY9XqVQYXmNhMTSdCcnIyJynsqYoeiXNbFZ17ime2v875aeaBXs56RURERE5AiORCByEz+l/YRbfr6lyQUCAFjtVkxP6OTEVEREziVLSrxQd0+zr/PHoWJc++FGLN+b54RURERE5CiORCASrERfgslbJ2NT/ianXXOOIh5Xpje9jCAicpUjbe7CdWnjnXrNq7u1xju39ESrEI5KICIicjWWCEQC/ZL+C6YlT0Otudap120fGI+fDu2Eym516nWJiJrD7heGUaYPkGVw/ov9UH813rihO267LMHp1yYiIqJTWCIQCVBmKMOUbVOwPne9y+7xQlB3PHBwtcuuT0R0qVYnPIMnjl/u0nuM7toK79zaC605KoGIiMglWCIQtbDfMn7D1OSpqDJVufQ+weogrMovRriu3KX3ISJyhDmsE3qVTIbJ7vrlmEL8VHj9hu64Y0Abl9+LiIjI13BhRaIWUmGswHPrn8OLm150eYEAALWWOnySNNjl9yEicsQnmgktUiAAQI3Riv/8cAAPL0hGUbWxRe5JRETkKzgSgagF/JH9B97e/jYqjBUtel+lpMQyvR+Sig636H2JiE5XHjsMl2U+IeTewX4qvD6uO+4cyFEJREREzsASgciFqoxV+N+O/2F1lri1CQaFdsH8fX8Kuz8R+TZZocKj/jPxd3m40BzDu0Rj2m29EBvqLzQHERGRp2OJQOQif+f8jf9u+y/KjeLXJPhA3Q7XHHPeFpJERI461OYejE27UXQMAPWjEqbf3hvX9YwVHYWIiMhjsUQgcjK9RY//7fgffkn/RXSUBvEBrfHz0YPQWjk3mIhajt0vHCNMM5Djgi0dm+PRK9vjpeu7Qq3k0lBERESXit89iZwoszoT9666160KBADI1xdjUY9RomMQkY/5PWqC2xUIADB/cybunrsdhdUG0VGIiIg8DkciEDnJH9l/4PUtr0Nn0YmOck7+Kn+sLKlBq+pC0VGIyAeYwrugd/EbLbYjQ1NEBGrw0V19MaxLtOgoREREHsN9v7MTeQib3YYZu2bgufXPuW2BAAAGqwEfdewnOgYR+YiPVC23pWNTVejMmLAgGR/8cQx2O99TISIicgRHIhA1Q5mhDP/Z8B/sKt4lOopDJEhYbAlD77z9oqMQkRcrixuBARn/FB3jklzVOQof3dUXkUFa0VGIiIjcmnu/RUDkxvaW7MVdv97lMQUCAMiQ8W5kOGRIoqMQkZeSFWo8V3Wn6BiXbFNaGcbN2oxdWRWioxAREbk1lghETbD40GI8suYRlBhKREe5ZAdqMvBrt5GiYxCRl0qJvxMbK8JEx2iSohoj7p67HfM2ZoiOQkRE5LY4nYHoEugtekzeOhm/Z/0uOkqztPKLxK8ZaQgw1YmOQkRexO4fiasM7yPf6PlTAsb0aI3pd/RBiJ9adBQiIiK3wpEIRA7KrM7Efb/d5/EFAgCUGMvxRbfhomMQkZdZGTnBKwoEAFiTWowbP96MlPxq0VGIiIjcCkciEDngz+w/8dqW19x694VLpVVqsaLChISKHNFRiMgLGCO6olfR67DYvWvNFa1Kgck39cA9g9qKjkJEROQWOBKB6AJObt84af0kryoQAMBkM2FGYnfRMYjIS3yomOB1BQIAmKx2vPzTQTy3bB8MZpvoOERERMJxJALReZQZyvDCxhews2in6CguNV9ujUFZ3v0cici1SuJGY1DGo6JjuFxS62B88dAAtIkIEB2FiIhIGI5EIDqHfSX7cNevd3l9gQAA7wZrYZOUomMQkYeSlRpMqrxddIwWcbS4FrfM3ooDeVWioxAREQnDEoHoDN8d/Q4Pr3nYI7dvbIpjdTn4ocdo0TGIyEMdiL8LWypDRcdoMWV1Jtw9dzv+PFQsOgoREZEQnM5AdJpZe2Zh3sF5omO0uHBNKH7NyUWooUp0FCLyIPaAKAzRvY8ik0Z0lBanVEiYfGN3PHBFougoRERELYojEYgAWO1WvLb5NZ8sEACg0lyNz7pdKToGEXmYFeEP+2SBAAA2u4zXf07FO78dBt+PISIiX8KRCOTz9BY9/r3h39icv1l0FKFUkgo/1inRoSRNdBQi8gDGyO7oUfAKbDLfjxjXOxYf3NkHWhXXlyEiIu/H7/zk0yqMFXh0zaM+XyAAgFW24r349qJjEJGHeA8PsUA4YdWBQtz/xQ5U6c2ioxAREbkcv/uTz8qtycX9v92PlPIU0VHcxpaqI9jQcYjoGETk5orirsGX+W1Ex3ArO7Mqcevsrcgp14uOQkRE5FIsEcgnpZan4v7f70duba7oKG5nur8dFoVadAwiclOyUotnKm4THcMtZZTpcMvsLdibUyk6ChERkcuwRCCfszl/Mx5Z/QgqjBWio7ilbF0BvunJLR+J6Nz2xt2DHVUhomO4rXKdGffM2441qUWioxAREbkESwTyKT8f/xlP//U09FYON72Qz43ZKA+KFh2DiNyMPSAaT+SMFB3D7Rktdjy5eDcWbMkUHYWIiMjpWCKQz/ji4Bd4bctrsMpW0VHcXp1Fh4+7DBIdg4jczE9hj6DExOlOjrDLwJRfD+G/vx6C3c6NsIiIyHtwi0fyenbZjqk7puLbo9+KjuJRFJIC3xoC0K3wkOgoROQGDJE90bPgJe7I0ATX9YjBR3f3hZ+aW0ASEZHn408C5NVMNhOe3/A8C4QmsMt2TGsdIzoGEbmJqfIEFghNtDq1CPfM284tIImIyCvwpwHyWjXmGvxz7T/xR/YfoqN4rD3Vx7E6abjoGEQkWGH8GHxVECc6hkfbm1OFe+ftQKWORQIREXk2lgjklYp0RXjo94ewp2SP6Cge7wNlHYxqf9ExiEgQWeWHp8tuFR3DKxwqrMG9X7BIICIiz8YSgbxORnUG7v/tfhyvOi46ilcoNJRiQQ+uxk7kq3bH3Ytd1cGiY3iNw4U1uGfedlSwSCAiIg/FEoG8SkZ1Bh5d8yiK9cWio3iVBXXHURQWLzoGEbUwW2BrPJnFKU3OdqSoFveySCAiIg/FEoG8xskCocxQJjqK1zHYjPigQx/RMYiohX0f+ghKzdzS0RVOFgnldSbRUYiIiC4Jt3gkr5BZnYlH1jzCAsHFvrJGol/uXtExiKgF6KN6o0f+i5BlSXQUr5bUOhhL/nE5IoO0oqMQERE5hCMRyONlVmdyBEILmRYeDBl8QUHkC/5ne5AFQgs4WlyLe+ZtRxlHJBARkYdgiUAeLas6C4+ueRSlhlLRUXzCodosrOg+WnQMInKx/Pjr8U0ht3RsKceK63AviwQiIvIQLBHIY7FAEGOmvRQ6LVdqJ/JWssofT5fdIjqGzzlWXId75m5HaS2LBCIicm8sEcgjZddk49E1j6LEUCI6is8pN1Xi8+7DRMcgIhdJjr0Pe6qDRMfwSWkldbhn3naU1BpFRyEiIjovLqxIHievNg8PrX4IJXoWCKKoFWqsqLajbVmm6ChE5ES2oFgMqpmGcu7IIFTH6EAs/edgtAr2Ex2FiIjoLByJQB6lWFeMf6z9BwsEwSx2C6a36SI6BhE52bchD7NAcAPppTrcM5cjEoiIyD2xRCCPUWGswD/++Afy6vJERyEA66sOY2v7y0XHICIn0UX3xWuZPUTHoBPSS3W4e+52lNSwSCAiIvfCEoE8QrWpGv9c+09kVnP4vDuZHqSCVaESHYOImkmGhP9auaWju8k4USQUs0ggIiI3whKB3J7eosdTfz6Fo5VHRUehMxyvy8WyHtzykcjT5SWMxbLCGNEx6BwyynR46Mtk1BotoqMQEREBYIlAbs5oNeJff/8LB8oOiI5C5zHbnIeqgAjRMYioiWR1ACaWjBcdgy7gSFEtHv96Nyw2u+goRERELBHIfVlsFkxaPwk7i3aKjkIXUGOuxSddrxAdg4iaaHvM/ThQwy0d3d3W9HK88AMLdSIiEo8lArklu2zHi5texOb8zaKjkAN+qDqEtNZJomMQ0SWyBsfjiawrRccgBy3fm4/pa46IjkFERD6OJQK5pek7p+OP7D9ExyAH2WQb3o1rIzoGEV2ib4IeRrWFi6N6kk/XpeObHdmiYxARkQ9jiUBuZ9mRZVh8eLHoGHSJdlQdw1+d+Y4mkaeoi+6PNzO7i45BTfDGz6n463Cx6BhEROSjWCKQW9mavxXTkqeJjkFNNENjhlmpFR2DiC5ChoQ3zQ+IjkFNZLPLeHrpXuzPrRIdhYiIfBBLBHIb6VXpeH7D87DKVtFRqIly9UX4qsco0TGI6CJyEm7Ej8WtRcegZtCbbXh00U7klOtFRyEiIh/DEoHcQoWxAhP/mohaS63oKNRM8wyZKA3hfvNE7kpWB+Kp4htFxyAnKKszY8KCZFTqzKKjEBGRD2GJQMKZbWY88/czyK/LFx2FnEBv1WNmp8tExyCi89gScz9SawNFxyAnySjT4bGvdsFosYmOQkREPoIlAgn32pbXsK90n+gY5ES/VKYgNb6X6BhEdAZrcAKezBwqOgY52e7sSjz77T7Y7bLoKERE5ANYIpBQs/fNxu+Zv4uOQU4mQ8bUqCjRMYjoDIuCHkatlVs6eqPVqUX478pDomMQEZEPYIlAwqzKWIU5++eIjkEusr8mHSu7jhQdg4hOqG01AG9ldhMdg1xo4dYszNuYIToGERF5OZYIJMS+kn14Y8sbomOQi30oVUOv4dxrItFkSHjddL/oGNQC3vn9MH7dXyA6BhEReTGWCNTi8mrz8My6Z2C2czVpb1diLMP87iNExyDyeVltxmNFcSvRMagFyDLw7+/3Y0dGuegoRETkpVgiUIuqNddi4l8TUWGsEB2FWsiiumMoCG8rOgaRz5I1gXiy8AbRMagFma12PLF4N/KrDKKjEBGRF2KJQC3Garfi3+v/jYxqztf0JSabCTPa9xAdg8hnbWz9II7UBYiOQS2sUm/BU9/sgdlqFx2FiIi8DEsEajFTd0zFtsJtomOQAGsrU7Gr3WWiYxD5HGtIWzyVOUR0DBJkf24V3uKODURE5GQsEahFfJX6Fb479p3oGCTQu6EBsEv8J4eoJX0Z8DB0VqXoGCTQ19uz8fO+fNExiIjIi/AnenK5DbkbMGP3DNExSLAjtdn4sfto0TGIfEZN60F4JytJdAxyAy//dBDHimtFxyAiIi/BEoFcKr8uHy9vehl2mXMyCfjEVoxav1DRMYi8niwp8IqeWzpSPb3ZhicW70adySo6ChEReQGWCOQyFrsFL2x4AbUWvvtB9SpMVZjT7UrRMbzexmwrblyqR9yMWkhTarDiiOWscw6X2nDTUj1Cp9UgeGoNBn+hQ071hcu+KqOMiasMiJ1RC7+3a9Dt0zr8lnbq2t8csKDNh7WIeLcG/1lrbPTYrCo7unxchxqT7JwnSReUkXALVpZGiY5BbiSjVIcXfzggOgYREXkBlegA5L0+3vMxDpTxBxZqbGnNYdwR3RHtS9NFR/FaOrOMPq0VeLivGrd9d/YWb+kVdly5QI9H+6kxZUQgQv0kHC61we8C3xHMNhnXfK1Dq0AFfrjDHwkhCuTW2BGskQAAZXo7HvvVgIXj/dEhXIFxS/QYkajEuC5qAMCTqwyYdrUWIVrJJc+ZTpG1wXiiYKzoGOSGVh0sRP/NmXj0yvaioxARkQdjiUAusTl/MxamLhQdg9yQ1W7F9IRumM0SwWWu76zG9Z3VJz46u0R49W8jxnZW4b1r/BqOdQi/8MC0L/daUGGQsfURf6iV9UVAu7BTj8molBGqlXBXz/r7jmyvxKFSO8Z1AZYctECjlHBrN/U5r03Ota7Vg0hL8xcdg9zUtN8Po2+bUFzWLkJ0FCIi8lCczkBOV6ovxaubX4UMDlumc9tUdRibOl4hOoZPsssyVqVZ0SVCgTGLdWg1vRaXf1F3zikPp/vlqBVXJKgw8TcjWr9fi56z6/DOJhNs9vqv884RCugtMvYW2lBhkLEz34berZWoMMh4Y50Rn1zvd8Hrk3NYQhPxdAa/tuj8LDYZE7/Zi7I6k+goRETkoVgikFPZZTte3vQyKowVoqOQm5vuD1gUfGe6pZXoZNSZgWlbTLiuowprHwjALV3VuHWZARuyzr/oWkalHT8cssBmB367NwCvDdNixjYz/rfJDAAI95ew6GZ/PLjCgEHz6vBgHzXGdFLh+bVGPD1Ig8wqO/p9Xoees+vww6ELFxbUdPP8HobOxm/tdGFFNUb839K9DSUgERHRpeB0BnKqeQfmYUfRDtExyANk6vKxtMdoPHhwtegoPuXka4bxSSpMukILAOgbo8TWXBs+223G8MRzf1uwy0CrQAlzb/SDUiHhsjglCmrtmL7VjDeG11/nlm5q3HLalIX1WVYcLLHhk7F+6DSrDktv80dMkIRBX+gwrJ0SrQL5YteZqmKuwHtZnUXHIA+xNb0cH/xxFP8Z01V0FCIi8jD8CY6cZnfxbszZP0d0DPIgn5lyUBHIFeRbUlSABJUC6B6tbHS8W5QCOdXnf1cyNlhCl0gFlAqp0WOK6mSYbWc/zmSV8dQqIz6/wR/HK+yw2oHhiSokRSnRJVKBHXk25z0pgiwp8bLuHtExyMPMXp+Ovw4Xi45BREQehiUCOUW1qRovbnwRNpkvDMhxtZY6fJx0uegYPkWjlDAwTomj5Y23czxWYUe70PPvnDC0jRLHK+ywy6cKg2PldsQGSdAoz37cWxtNuL6TCv1jlbDZAetpw6YtNuAcvQM1w/GEW/E7t3SkSyTLwKRl+5BboRcdhYiIPAhLBHKK1za/hmI9382gS/dTVSqOxnQXHcOr1Jll7CuyYV9RfamXWWnHviIbcqrri4P/DNFgWYoF83abcbzCjk+Szfj1qBVPDdQ0XOPB5Qa8/Kex4eMnB2hQbpDxzO9GHCu3YdUxC97ZbMbE0x5zUmqJDctSrfjvyPppDl2jFFBIEubvMWPVMQuOlNkxME551uOoaWRtCJ7Iv050DPJQNUYrnvxmN0xWvglARESOkWRZ5vtB1CyLDy3GuzvfFR2DPNiA0M5YsO8v0TG8xvosK0YuOvudxYf6qLHw5vqt/77ca8bUzWbk1diRFKnAlBFajO96aj2DEQt1SAxTNJwPANtyrZi0xoR9RTbEh0h4tJ8GLw7VNJriIMsyrlygx8tXanBDl1PXW3nMgom/GWGyAm+P0uKx/meXD9Q0f7Z5Go+lcUcGap67B7bBtNt6i45BREQegCUCNcuh8kO4/7f7YbFztXVqnhnqRFx7bKPoGEQexRLaAb3LpsBg48gOar7Z9/XH2F6xomMQEZGb43QGajKdRYf/bPgPCwRyig/UBphUfqJjEHmUz/weZoFATvP6ihSU15lExyAiIjfHEoGa7L/b/ouc2hzRMchL5OuLsbDHKNExiDxGZcxQzMjuKDoGeZFynRmv/5wiOgYREbk5lgjUJMvTluO3zN9ExyAvM1+fjuLQONExiNyeLCnxYh23dCTn++1gEX7ZXyA6BhERuTGWCHTJMqoyMDV5qugY5IUMVgM+7NhXdAwit3cs4XasLYsQHYO81Js/p6C0ltMaiIjo3Fgi0CUx2Ux4fuPzMFgNoqOQl/qtMhX72/QRHYPIbdn9wvB43hjRMciLVeoteHX5QdExiIjITbFEoEsyZ98cpFWmiY5BXkyGjHcjwiFDuvjJRD5obdRDyDJwEVJyrbWHirFib77oGERE5IZYIpDDjlYcxaLURaJjkA84WJOBX7pxkUWiM5nDOmJS5gDRMchHTP41FSU1RtExiIjIzbBEIIfYZTumbJsCq2wVHYV8xEyUQ68NEh2DyK18quGWjtRyqvQWvMJpDUREdAaWCOSQJYeX4GAZf5CgllNqrMDc7sNFxyByG+WxwzAzp4PoGORj/jxcgh9254mOQUREboQlAl1UYV0hPt77segY5IO+rjmK3Mh2omMQCScrVPhPzV2iY5CP+u+vqSiq5rQGIiKqxxKBLuqt7W9Bb9WLjkE+yGw34/123UTHIBLucPwd+Ls8XHQM8lE1Rite/umA6BhEROQmWCLQBf2e+Ts25W8SHYN82N+Vh7Cj/UDRMYiEsfuF44m8a0THIB+37mgpvtuZKzoGERG5AZYIdF7Vpmq8m/yu6BhEeDdIC5vExeTIN62Oegg53NKR3MBbqw6hoMogOgYREQnGEoHOa8auGSg3louOQYS0uhx832O06BhELc4U3gWTMrilI7mHWqMVL/7IaQ1ERL6OJQKdU3JhMpYfXy46BlGDTy2FqPYPEx2DqEXNUk2Ayc5v1eQ+NqWVYcmOHNExiIhIIP5kQmcx2UyYsm2K6BhEjVSZqzG761DRMYhaTFnscHyamyg6BtFZ3vntMPIqueAyEZGvYolAZ/ls/2fIqeW7DOR+vqs+jPRWXUTHIHI5WaHGv2vuFB2D6JzqTFZM+fWQ6BhERCQISwRq5FjlMSxMXSg6BtE5WWUr3otvJzoGkculxt+JDdzSkdzYH4eKsf5oiegYREQkAEsEamCX7Zi8dTKsdqvoKETntbXqKNZ3ulJ0DCKXsftH4vHcq0XHILqoKb8egtlqFx2DiIhaGEsEarD0yFIcLDsoOgbRRb3vZ4VFqREdg8glVkY+hHyjVnQMoovKLNNh3qYM0TGIiKiFsUQgAEBhXSFm7ZklOgaRQ7J1BVjcY5ToGEROZ4pIwr8zLhMdg8hhn647jsJqg+gYRETUglgiEADgfzv+B72VKy2T55hrzEZZUCvRMYic6gPFw7DYJdExiBymN9vw9qrDomMQEVELYolAWJO1BhvyNoiOQXRJ6iw6zOoyUHQMIqcpiRuNz/Paio5BdMlWHSjE1vQy0TGIiKiFsETwcSabCTN2zRAdg6hJfq5KRWpcT9ExiJpNVmowqfJ20TGImmzyL6mw2rjIIhGRL2CJ4OO+PvQ1CnWFomMQNYldtuO9VpzSQJ7vYNxd2FIZKjoGUZMdK67Dwq1ZomMQEVELYIngwyqMFZh/cL7oGETNsqf6OH5PGiE6BlGT2f2j8HjuaNExiJpt1l9pqNSZRccgIiIXY4ngw2bvm406S53oGETN9oGyFka1v+gYRE3yc8QEFBq5ZSl5vhqjFR/9eUx0DCIicjGWCD4qoyoDPxz7QXQMIqcoMpTiy+4jRccgumTGiG54IbOf6BhETvPNjhwcL+EbFERE3owlgo+asXsGbLJNdAwip1mgS0NRWILoGESXZLo0gVs6klex2mW88xu3fCQi8mYsEXzQ9sLt2Ji3UXQMIqcy2kyY0aGX6BhEDiuKuwbz89uIjkHkdH8fKcGmtFLRMYiIyEVYIvgYu2znlo7ktVZXpmJP2/6iYxBdlKzU4JmK20THIHKZ/606DJtdFh2DiIhcgCWCj/k1/VccqTgiOgaRy0wLC4Jd4j9t5N72xd+DHVUhomMQucyRolos25krOgYREbkAf9L2IXaTCd3/PR+v5/SHn6wSHYfIJQ7XZmFFNy6ySO7LHhCNx7NHiY5B5HIf/HEMdSar6BhERORkLBF8SOXixbAeTUOvb5Lx9dfheKq0NySONCQvNMtehjo/vstL7umnsEdQYlKLjkHkcmV1Jny2Pl10DCIicjJJlmW+jPQBtpoaHL/mWtirqxsdl5M64Pur/fFDyFFByYhcY0JYL/x77yrRMYgaMUT2RM+Cl2CT2eGTbwjSqrD5xZEIC9CIjkJERE7Cn2J8RPm8eWcVCAAgHc3AnZ+mYvGfXXGVsa2AZESu8U3NEWRHdRAdg6iRafJDLBDIp9SZrJi/OVN0DCIiciL+JOMDLMUlqPh68QXP0exMwdMzs/BFcm90t0S3UDIi17HYLZjeprPoGEQNCuPHYFFBvOgYRC1u4dYsVBssomMQEZGTsETwAeVz50I2Gi9+ot2OkL/2YMrHFfgotT9ibEGuD0fkQhuqDmNLh8GiYxBBVmrxdNmtomMQCVFrtOJLjkYgIvIaLBG8nKW4BFXff39Jj5FNJsT9koyPP7Pjv5n9ESRzHiN5rvcCFbAquBsJibUn7l7sqg4WHYNImAVbMlFj5GgEIiJvwBLBy5XPnQvZbG7SY+WaGnT9NhkLFgbh2aI+UEJycjoi18uoy8Oy7qNFxyAfZgtsjSeyR4iOQSRUjdGKhVuyRMcgIiInYIngxZoyCuFc5KISDFmwG0u/j8e91d2ckIyoZc225KEqIEJ0DPJR34c+glIzt3Qkmr85E3Umq+gYRETUTCwRvFj5vHlNHoVwTsezcPPsg1iyujNGGxKdd10iF6sx1+KTpCtExyAfpI/qhZcze4qOQeQWqg0WLNqaJToGERE1E0sEL+WsUQjnotp7GI/PTMeXW3uht7m1S+5B5Gw/VB/CsdZdRccgHzPV/iBkmVPBiE76YlMGdByNQETk0VgieKnyefMgm0yuu4EsI2jDXrw2qwSfHOiHBGuo6+5F5AQ22Yb3YhNExyAfkh9/Pb7mlo5EjVTqLVi0LUt0DCIiagZJlmVZdAhyLktJCdKvuda1JcIZpKBApI3tgXc7HEK15MB2kuRSsk1GyYoSVG2rgrXaClWYCuFXhiP6xmhIinO/K5o3Lw9VW6rOOq6N06LzO50BAHUpdSj4ugDWGitC+ocg7uE4KFT1XaRNb0P6lHQkvpAITaT77ujxkaodRqdtEh2DvJys8sNtylnYU82tconOFBGoweYXRyJAw51ziIg8Ef/19kLl875o0QIBAOQ6HTp9l4wvoqOQPLYrPow9AKtkb9EMdErpqlJUrKtAwmMJ0MZrYcgyIH9+PhT+CkRdG3XOx8TeF4vWd5w2PcUOHH/9OEIGhgAAZLuM3M9zET0uGkG9gpD7SS4q11ci8upIAEDRd0WIGBnh1gUCALyvMeEqpRYaW8t+jZBv2Rl7H/aksUAgOpcKnRlfb8vG48M7io5CRERNwOkMXsZaVoaq774Tdn+5tAwDF+3C0m9bY0JlD2E5fJ0h3YDgfsEI7hsMTbQGoQNDEdQjCIZMw3kfowxQQh2mbvhlyDTAprch/KpwAICtzgZbrQ0RoyLgF++H4H7BMBXUvxDXpelgyDIg8trIFnl+zZGnL8JXPUeJjkFezBYYgyezh4mOQeTW5m3KgMFsEx2DiIiagCWCl6lYvLjFRyGci5yVi7Gf7cfSlR1xvY7vNLS0gM4B0B3SwVRU/3fBkGOALk2H4D7BDl+jcmMlArsHQhNVP7JAGayEKkyFutQ62M126I7p4NfGD3arHQWLChD/UPx5p0q4m3n6TJSGxIiOQV7q29BHUM4tHYkuqKzOjG92ZIuOQURETcA1EbyIXa/H8ZGjYKuuFh3lLIahffDx5ZXYpS0QHcUnyLKM4h+KUfZbWX1VaAda39Ya0TdEO/R4S5UFR587ijZPtEHooFOLZuqO6VC0tAjWWiuCewcj9t5YlK4qhU1nQ/jwcBQsKIC1zorIqyMbpjm4q5vCe+J/e34THYO8jC66L3rm/Yc7MhA5IDpYi00vjISfWik6ChERXQKuieBFqn78yS0LBADw37IfL+xQofzqvni3VxayVFWiI3m16h3VqNpWhYTHE+AX7wdDjgFFS4oaFli8mKrNVVAGKBHcv/HIhcAugej45qmRJaYiE6q2VqHjlI7InJqJyGsjEdwrGGmvpiEwKRB+bfyc/tyc5dfKVNyd0Bu98g6IjkJe5C3rAywQiBxUWmvCkh05eOTK9qKjEBHRJeB0Bi8h22yoWLhQdIwLs1oRuXoXpn+qx3vH+iPc7i86kdcq+q4I0WOjETY4DH5t/BA+NByRYyJRurL0oo+VZRmVmyoRNiSsYeeF852XvyAfMXfHADJgzDYidEAoVCEqBCYFQndE58yn5HQyZEyLjIQMvuAj58hNGIdvC2NFxyDyKJ9tSIfRwrURiIg8CUsEL1G7Zg0s+fmiYzhE1uuR+GMy5n6hxst5/aCROYzR2WSTfNZXt6SQAAcmL+mO6GAuNiN82IVHLFRurIQqSIWQfiHAiY04ZJvc8Ltsd/+ZUgdq0rGy20jRMcgLyOoATCwZLzoGkccpqTXhu125omMQEdElYIngJcq/XCA6wiWTyyvQ7+ud+OabKPyzrKfoOF4luG8wSn8tRe2+WphLzajZXYOyNWUIuSyk4Zyi74uQNzfvrMdWbqyEfwd/+CWcfyqCtcaK0l9KEXt//buuykAltHFalK8th/64HrrDOgR0DnD+E3OBj1AFvSZQdAzycNtj7sOBGm7pSNQUC7dmiY5ARESXgCWCF9DtSIYxJUV0jCaTc/Nx9bx9+PbnRIyv6yw6jleIvT8WoQNCUfB1AdJeSUPht4WIGBGBVre2ajjHWmWFudzc6HE2vQ01u2suOgqh8JtCRF0fBXX4qRXo4x+LR/WOamR/mI2o66MQ0MEzSoQSYxm+6D5CdAzyYLagODyVdZXoGEQeK6NUhy3Hy0THICIiB3F3Bi+Q8/jj0G3YKDqG05gG98KcK+qw1Y/DG6llaJVa/FxhQnxFjugo5IG+in0Nb2R2Fx2DyKNd1yMGnz1wmegYRETkAI5E8HCm48eh27hJdAyn0m4/iGdn5WDurj7obHXvbQLJO5hsJsxI5ItAunR10f1ZIBA5wZ+Hi1FUbRQdg4iIHMASwcNVLPoK8MbBJDYbwv7YjXc+rsaMI/3Rysa5xuRaf1Qews7EgaJjkAeRIWGy5QHRMYi8gtUuY8mObNExiIjIASwRPJitthbVK1eKjuFSstGINsuT8elcGW9k94OfrBIdibzYuyF+sEncLYQck5NwI34oai06BpHX+HZnLiw2u+gYRER0ESwRPFj18uWQDQbRMVqEXFWNnkt24uuvwjCxpDckLxx8QeIdrc3Gj91HiY5BHkBWB+Kp4htFxyDyKiW1JqxJLRIdg4iILoIlggerXPqt6AgtTi4owvD5e/Dt8ra4s6ar6DjkhT6xFqHGP1R0DHJzW2PuR2ottwYlcravtnFKAxGRu2OJ4KF027bBnJkpOoYw0tEM3P5pCr75IwkjDO1ExyEvUmmuxpyuV4qOQW7MGhyPp7KGio5B5JWSMytwrLhWdAwiIroAlggeqnLJUtER3IJ6VyqempmBL7b3Rg9zK9FxyEt8W3MYGa06iY5BbuqroEdQbeH6LESu8jVHIxARuTWWCB7IUlyM2nXrRMdwH7KMkHV7MPnjMsxM7Y9YW7DoROThrHYr3ovvIDoGuaHaVgPw38xuomMQebXle/NRZ7KKjkFEROfBEsEDVS37DrDym+uZZLMZsb8kY9YcK/6b2R9BskZ0JPJgW6qOYGPHIaJjkBuRIeF10/2iYxB5vTqTFcv35ImOQURE58ESwcPIViuqvv9edAy3JtfWouu3yViwIAiTivpACUl0JPJQ0/3tsCjUomOQm8hKGI8VxZw2RdQSvt7OKQ1ERO6KJYKHqf3zT1hLS0XH8AhycQmuWLAbS7+Lw/1V3UXHIQ+UpSvAkp5Xi45BbkDWBOKpohtExyDyGceK67A9o1x0DCIiOgeWCB6m6rvvREfwPOnZuGnOASz5vTOu1XGeO12az43ZqAiMEh2DBNvU+kEcrgsQHYPIp3A0AhGRe2KJ4EEs+fnQbdsuOobHUu07jMc+TsOCLT3R1xwjOg55iFpLHWYlXS46BglkDWmDiZlXiI5B5HPWphahpNYoOgYREZ2BJYIHqVqxApBl0TE8mywjcOM+vDKzCJ8c6Ie2tjDRicgDLK9KxZFYTonxVQsCHkGtlVs6ErU0i03G0h25omMQEdEZWCJ4CFmWUb18hegY3sNqRatVOzHjUwOmHu+PUNlPdCJyY3bZjmmtY0XHIAFqWg/C/7KSRMcg8llLk3NgtdlFxyAiotOwRPAQ+uSdsORxuyNnk3U6dPw+GfO/0OKFgr5QyfySoHPbXZ2G1V2Gi45BLUiWFHjVcJ/oGEQ+rajGiPVHuaA0EZE74SsmD1G9fLnoCF7NXlaOAYt2Yem3rfBIeU/RcchNfajSwaTiqBVfkZlwM34tiRYdg8jnrTxQIDoCERGdhiWCB7Dr9ahdu1Z0DJ8gZ+Xhurn78O3KDhhX10l0HHIzBYYSLOgxSnQMagGyJghPFIwTHYOIAPx5uARGi010DCIiOoElggeo/eMP2PV60TF8iuLgMTz08REs2tAdA01xouOQG/lSdxxFYfGiY5CLrW/9II7p/EXHICIAdSYr1h0pER2DiIhOYIngAap//ll0BJ/lv/UA/jOrAHP29EUHa7joOOQGDDYjPuzQR3QMciFLSDv8i1s6ErmVlQcKRUcgIqITWCK4OUtxMXTbd4iO4dusVkSu2YV3P6nD9GP9EWkPEJ2IBPutMgX72vQTHYNc5Av/R6CzKkXHIKLT/H2kBHqzVXQMIiICSwS3V7NyJWDn1kbuQDYY0O7HZHw2T4lXc/tBK/NFhi+bFhECGZLoGORk1a0H493szqJjENEZDBYb/jzMKQ1ERO6AJYKbq/l9tegIdAa5ohJ9Fu/E4m8i8XhZL9FxSJDUmkys6M5FFr2JLCnwkv5e0TGI6DxW7ucuDURE7oAlghsz5+XBmJIiOgadh5xbgNHz9mLZikTcUttFdBwSYJa9HDptsOgY5CTHE27F76VRomMQ0XmsP1aKWqNFdAwiIp/HEsGN1a7mKARPIB0+jns+OYSv/+qKocY2ouNQCyozVWBut2GiY5ATyNoQPJF/vegYRHQBZqsda1OLRccgIvJ5LBHcWM3qNaIj0CXQJqfgmZnZmLuzD5IsfDfTVyyuPYrcyETRMaiZ/mr1ENL13NKRyN2tPMApDUREokmyLMuiQ9DZzHl5SL/6GtExqIkkPz/kjumNaUnHUKKsEx2HXGxkWHfM2suRQ57KEtoBvcumwGDjYqnOYMxNQc2OH2EuToetrgLRt7yKgC6Nt8y0lOWicsMCGHNSAMhQR7ZF9M0vQhXS6pzXLFryEky5Z0/v8+8wAK3umAwAqEtdh6oNiyBbjAjqfS3CRz7ScJ61uhjFy15H7EMfQaHlDjueTK2UsPPVqxEWoBEdhYjIZ6lEB6Bz41QGzyYbjUj4ORmfhoYgZVx/TG9zEHoF53F6q3VVh7Ct/SBckZksOgo1wWfah1kgOJFsNkLdqgOCel2D0hXvnPV5S2Uhir55AUG9r0HYlfdB0gbCUp4LSXn+F4XRt7wK2E5t72cz1KBwwdMI6Hpl/cf6alSs/hiRY5+FKiwGJT9MgbZtLwR0HAgAKF8zG+HDJ7BA8AIWm4w1qUW4a2Bb0VGIiHwWSwQ3xV0ZvINcXYMeS5KxKC4GG66Pw6fRByBzV0Cv9F6QGj9ISihlm+godAkqY4ZiRlZH0TG8in/HAfDvOOC8n6/a+BX8Ow5oNFJAHRZzwWsq/RsvYKo7vBGSWouApPoSwVpVBEkbgMATa5T4te0NS1kO0HEgdIfWQ1KqEJA0pKlPidzMygOFLBGIiATimghuyJyXB2NqqugY5ERyQRGGzd+DZT+1wV3VXUXHIRc4XpeLZT1Gi45Bl0CWlHix7h7RMXyKLNthyNgFVXgcipe9jtyP70PhV89Bf2zbJV2n7sBaBHYbBoXGDwCgioiHbDHVT6Ew1MJceAya6ETYDLWo2vQNIq55whVPhwTZml6O8jqT6BhERD6LJYIbqvn9d9ERyFWOZeK22Sn4Zm0XjDQkik5DTjbbUoDqgHDRMchBxxJuw9qyCNExfIpdVw3ZbEDNjh/g3+EytL7zLQR0uQKly9+BMeegQ9cwFRyFpSwbQb2vbTim9AtC1LhJKFv5AYq+eg6BPUfBv8NlqFw3H8GX3QBrdTEKFvwfCuY/Bd2Rza56etRCbHYZv6cUiY5BROSzOJ3BDdWuWSs6ArmYevchPLlHwv0j+uLDy0qQouaWVd6g2lyDT5OG4JW9q0RHoYuQtaF4Mv860TF8jizbAQD+nQYjZODNAABN6w4w5R9G7b7f4de210WvUXfgD6ij2kEbl9ToeECXIQjocmrKgjHnACyl2Yi45gkUzP0nom78D5SB4Sj86jn4tekJZWCY054Xtbxf9xfg/sHtRMcgIvJJHIngZizFJZzK4CtkGcHr9uLNWaWYdbAfYm3BF38Mub3vqw/jeOuki59IQq2NnoAMvZ/oGD5HGRACKJRQR7VpdFwd2Qa2mtKLPt5uMUJ3eCOC+lx7wfNkqwUVa+cgYsxEWCsLIdtt8GvbC+rIBKgj4mEqPNqs50Hi7cyqQEmNUXQMIiKfxBLBzdRt3ABw102fIpvNiFm5E7PmWPB2Rn8E27WiI1EzWGUr3o3jgl/uzBzWEc9mnn/hP3IdSamGNqYzrBX5jY5bKvKhPM/2jqfTH9kM2WZBYI+RFzyvauu38OtwGbQxnQDZDthPLXgq262A3d60J0Buwy4Dqw4Wio5BROSTWCK4mbr1G0RHIEHk2jp0WZaMLxcG4LmivlCC2zh4qu1VR/F35ytFx6DzmK3hlo6uZDcbYC7OgLk4AwBgrS6GuTgD1poSAEDI5bdCd3gTavethqWyADW7f4XheDKC+49tuEbZyhmo3LDwrGvXHViLgM6DofQPOe/9zaXZ0B/ZiLAr7wcAqCISAEmB2v1roU/fCUt5HjSxnZ34jEkUrotARCQG10RwI3azGbptl7ZCNXkfubgUgxeUYnCHdvh1TCi+DjskOhI1wfsaM65SaqC2mUVHodNUxF6FjzI7iI7h1cxFaShe+krDx5V/fwEACOw5GlHjJiGgyxBEjnkK1du/R+Vfc6GKiEf0La/AL6FHw2OsNaWA1Ph9DktFPkx5h9DqzrfOe29ZllGx5hOEj/pHw84NCrUWkWOfRcUfcyDbLIi45gmogqOc+ZRJkL05ldCZrAjU8sdZIqKWJMkyx867i7pNm5H7j3+IjkFuxtanKxaOsGNNQIboKHSJJgX3wCMHuNuKu5AVKjzqPxN/l3MHDSJvMf+hARjdrbXoGEREPoXTGdxI3fr1oiOQG1LuP4JHZx7Dgs090c8cKzoOXYK5hkyUBV18nje1jCPxt7NAIPIym9LKREcgIvI5LBHcSN0GrodA5xe4aR9enlmIT/f3QztrmOg45ACdVY+ZXQaKjkEA7H7heDzvwiv6E5Hn2XKcJQIRUUtjieAmTMePw5KXJzoGuTurFdG/7cT7sw2YltYfoXZuUefufq5MQWp8L9ExfN7qqAnIMfDrhcjbpJXUoaiaWz0SEbUklghuglMZ6FLIOh06/JCM+fM1eDG/HzQyV5p3VzJkTIviIm4imcM7Y1LGZaJjEJGLbOZoBCKiFsUSwU1wa0dqCntZBS77aie+WRqNRyt6io5D57GvJh2ruo4QHcNnzVI9DJOd3+6IvNXmtFLREYiIfAp/qnIDdp0O+n37RMcgDyZn52HM5/vw7a8dcENdJ9Fx6Bw+VNTAoAkQHcPnlMcOxye5iaJjEJELbT5eLjoCEZFPYYngBvS7dgFWq+gY5AUUKcfw4MdH8NX67hhkihcdh05TbCjDl91Hio7hU2SFGs/V3Ck6BhG5WFmdCUeKakTHICLyGSwR3IBu+w7REcjL+G07gOdn5uGz3X3R0RohOg6dsLDuGArD24iO4TNS4+/ABm7pSOQTNnOrRyKiFsMSwQ3odmwXHYG8kc2GiLW7MO2TGrx/pD8i7RxKL5rRZsKM9ly7oiXY/SPwRO41omMQUQvZxBKBiKjFsEQQzFZVBdORo6JjkBeTDUa0XZ6Mz+Yq8FpuP2i5k4NQaypTsbstdwpwtVWRDyPPqBUdg4haSHJmBUxWm+gYREQ+gSWCYLrkZMBuFx2DfIBcWYXei3di8eJIPFnaG5IsOpHvejcsAHaJ//y6iik8Cc9l9Bcdg4hakMFiw+7sStExiIh8An+KFUzP9RCohcl5BRj5xR58u6IdbqtNEh3HJx2uzcZP3UeJjuG1PlJNgMUuiY5BRC2M6yIQEbUMlgiC6XawRCAxpCPpuOuTVHz9V1dcaeRify3tY1spav1CRcfwOqVxozAnt53oGEQkwJbjLBGIiFoCSwSBrKWlMKeni45BPk6bnIL/m5mNecm90dUSJTqOz6gwVeLzbleJjuFVZKUGk6ruEB2DiAQ5mF+NKr1ZdAwiIq/HEkEg3Y5k0RGI6tntCP1rD976uBIfHuqHVvZA0Yl8wjc1h5AV3VF0DK9xMO5ObK7g6A4iX2WXga3p5aJjEBF5PZYIAumTWSKQe5FNJsT/vBOffiZjclZ/BNjVoiN5NavdiukJnUTH8Ap2/yg8nnu16BhEJBi3eiQicj2WCALp9+wWHYHonOTqGnRfmoxFX4Xg/4r7QAkuUucqG6sOY3PHK0TH8Hi/RE5AoVEjOgYRCbb5eKnoCEREXo8lgiC2mhqY0zNExyAnmFteju5Hj2BqSfF5z0nW69D96JGzfmWYTA3nbNXpcH1GOgalHcPLhQUwy6f2YKy12XB9RjoKLBaXPpczyYXFuPLL3Vj6Qzzuqe7Wovf2Je/5A1aFSnQMj2WM6Ib/ZPQTHYOI3EBuhQFldaaLn0hERE3GEkEQw759wGkvEskzHTQY8H11FZK0WofO/619B2zo2KnhVztN/TundlnGC4UFuCssHN+0bYeDRiN+qKpqeNyM0lLcFRaOOLWg6QVpWbhl9kF8s7YLRukTxWTwYpm6fCztwaH4TTVd4paORHTKwfxq0RGIiLwaSwRB9Hv3io5AzaSz2/FCYQGmtI5BiMKxL6UIpRLRKlXDL6VU/8Kn0mZDhc2Ge8LC0FmrxcigIKSb699J2aPXI9VoxAPh4S57Lo5S7z6EJ2alY/62XuhlbiU6jleZY8pBZWCk6BgepzjuaszP5xalRHRKSh5LBCIiV2KJIEhljRL2oDDRMagZ3i4uwvCgIAwJdHwng9uyszDseBoezs3BDr2u4XiEUolopQpb9DoY7Xbs1hvQRauFWZbx3+JivBnTuqFwEE6WEbx+L16fVYqPD/RDvC1EdCKvUGupwydJg0XH8CiyUoNnK28THYOI3AxHIhARuRYn4QogyzI2lveCZdD/EB6hQoS6FiFV6Qg4vgPq43shcZqD2/utpgaHjCZ8166dQ+dHq1SY0joGPfz8YJZl/FJTjUdyc7GoTVsMCAiAJEn4IC4O75aWYGpJCYYFBuLW0DDMKy/H4MAAaCUF7svORqXNhvvCw3GfG4xKgMWC1qt24qONQTg2tj+mJaaiVsF5qM3xY9Uh3BnTDUlFh0VH8Qj74+7GtjRu6UhEjbFEICJyLZYIAlQV62E22gAAFWVWVMAfQE8gvie0nZWICrUjzFqEoIIU+KdshKKa2xW5k0KLBVNLijEvoQ20Dk5jaK/Ror3m1LoJff39UWSxYEFFBQYEBAAALgsIwHftEhvOyTKb8UtNNX5MbI8Hc7LxYHgErgwMxPisTAzw90eSn59Tn1dTybV16LwsGV+2isKOsd3wUcwBWCW76FgeySbb8F5MPOazRLgoe0AUnsgZJToGEbmhwmojyupMiApybL0iIiK6NCwRBCjJqjnv50x6G/L1QD5aA+rWkPqPRmiECpHaOoTUZCIwfSfUR5I5WkGgVKMR5TYb7sjOajhmA7DLYMCSykrs65Lk0NSD3v7+WFlz7r8LsizjzaJCvNCqFWRZxmGTCdcGB8NfocAA/wDsNOjdpkQ4SS4pw6CFZVjSoS1WXRuOReGpoiN5pOTqY/ijy1W45tgm0VHc2vLwR1BUwS0diejcDuZXY2QS1+4hInIFlggCFGfXOnyuLANV5VZUwQ9AN6B1N2jaPYzIcDvCbSUIKjoE/5QNUFacf3tBcq4rAgPwc2L7RsdeLSpEe40Gj0VEOrx2wRGjCdGqc38J/lhdjTClEqOCglFtqx+1Yj1RHFkhw+7OHVJGDsZ9loPr+iRh0XBgdWC66EQeZ4baiGEqP2itRtFR3JIhsgdeyOgtOgYRubGUPJYIRESuwhJBgAuNRHCE2WhDYSFQiGhAMRzoMxyhYWpE+usQUpuNwMxd0BzeDslmdVJiOl2gQonOWmWjY/6ShDClEp1PbPX4QWkJSqxWTIuNAwB8VVGBOLUanbRaWGQZv9ZUY21dLWbGxZ91/XKrFZ+Vl+GbtvXrLYQqleig0eCrykoMDQzEdp0e/4xw/1X8lfuP4pH9wN1X9sXHl5djt6ZQdCSPka8vxqIeo/DP/b+JjuKW3pUfgk3musBEdH5cF4GIyHVYIrQwm82Ostw6515UBqorLaiu1ADoDER1hvrq+xAZDoTbyxBcchj+qRuhLM1z7n3pvMqsVhRaLA0fW2QZ008UC1pJQietFnPiEzA8KOisx04tKcbDEZForVY3HHsnJhavFBVicWUFHomIQG9//xZ5Hs4QsHkfXtyuQtk1ffFuzyxkq6pER/IIX+jTcXNoLFpVs3w5XVH8tViYniA6BhG5uRSWCERELiPJMifXt6TSnFp8985OIfcODlMhMsCIUF02grL2QJ26FQqrWUgW8k1SQAAyxvbEtI6HUakwiI7j9m4M74l39nA0wkmyUou71DORXMVtRYno4na/djUiubgiEZHTsURoYSkb87FhyVHRMQAAKrUCkZESwuVyBJcdRcChTVAWZoqORT5AiozAnnEdMSPuAMySTXQctyVBwmJLGHrn7RcdxS3sbvMwbku7RnQMIvIQCx8eiBFcF4GIyOlYIrSwv786jMNb3Xd4clCoCpGBJoTqcxGUsxfalM2QzFzcjVxDahuPtde1wrzIg6KjuK3eIR2weP8GSPDtf6ptga0wuHY6Ss3qi59MRATg+Wu74F+jOouOQUTkdbgmQgsryW7eooquVldtRV21EkAiEJII5bBbERGhQISiEsHlxxBwZCtUue4xkoI8n5yTj2vm5mN0j85YMkqFX4LSREdyOwdqMvBrt5G46fDfoqMI9UPoIygtZ4FARI7j4opERK7BkQgtyGaz4/OnN0B26/35Li4wRIXIIDNCjfkIyt0H7cFNUBh1omORFzBe0RufXlGNHdp80VHcSiu/SPyakYYAk5MXZfUQ+qhe6JH/EmTZse1TiYgAIC7UD1tfHi06BhGR12GJ0IIqi3RYMnmH6BhOp1BKiIhUIkJRheDK4wg4uhXqrFTRschTKZWoHN0X7/fOQ5q6XHQat/FYaC88s2+V6BhCvB4xHV8XnL0dKhHRxXBxRSIi52OJ0IIy9pXi9898Y+63f5AKUSEWhJkKEZS3H9qUjVDo3HsqB7kXyd8POdf1xtQuR1Gm4EgXjUKDnyvNSKjIER2lRRXEX4ch6Q+KjkFEHoqLKxIROR9LhBa0Z202tv2ULjqGEAqFhPBIJcJVNQitSkfAse1Qp+8THYs8gBQehgNju2B6mwMwSlbRcYS6Orw7PtyzWnSMFiOr/HCbcib2VAeLjkJEHoqLKxIROR9LhBa07uvDOLTFfXdmaGl+AUpEhtkQZi5CcMFB+B3cCEVthehY5Kak+Fisuz4Wc6IOwJenxs+XW2NQ1k7RMVpEcptHcWca5zMTUdON6dEanz8wQHQMIiKvwhKhBS2fsQcFaVWiY7gtSQLCItWIUNcipCYDgceToT62CxL/itJp5KQO+P5qf/wQ4pu7hHQJaovvUrZBKdtER3EpW2AMBtW+i3Ju6UhEzRAf5o8tL40SHYOIyKuwRGhBC17YDH2NWXQMj6LxVyIqzI4wawmCi1Lgl7IRysoS0bHIDZgH9sTnV+qxyc+31ggAgNcCu+KulLWiY7jUkriX8UpGL9ExiMjDKSTg8FvXQatSio5CROQ1WCK0ELPRinnPbhQdw/NJQFiEGhHaOoTWZCEwPRnqozsh2b37XVk6D4UCNSP74oN+hTikLhWdpsWEa0Lxa04uQg1VoqO4hC66L3rm/YdbOhKRU/z17+HoGB0kOgYRkddQiQ7gK6qK9aIjeAcZqCq3oApaAElA6ySo2z6EqAgg3FaK4OJD8EvZAGU5157wCXY7Qv7agymbtcgf0x/Tuh5DkbJOdCqXqzRXY07XoXhpr3du+fiW9QEWCETkNDkVepYIREROxJEILeTYziL8Mf+Q6Bg+IyRcjUh/HULqchCYtQva1G2QbL69sr8vkEJCcHhsV7yXmII6ybunDqkkFX6sU6JDSZroKE6VlzAOVx6/T3QMIvIi/x3fAw9ekSg6BhGR1+BIhBZSVWwQHcGn1FRaUFOpAdAJiOgE1eh7ERkBhMvlCC49Av/UTVAVZ4uOSU4m19Sg67fJWBDTCluub4OPYw7ABu/sSa2yFe/Fd8JnXlQiyOoA/KtkvOgYRORlcso5GpSIyJlYIrQQTmcQy2q2o7gIKEY4gCuAblcgaLAKUYFGhOpyEZi9B5pDW6Awm0RHJSeQi0owZEEJhnRKxIprg7Ek9LDoSC6xpeoINnQcguHpW0VHcYodMfdhXxqHHBORc+VU8GcwIiJnYonQQqpL+A3M3dRVW1FXrQLQHghrD+XwOxAZISEcFQgpPwr/Q5ugKsgQHZOa43gWbj4O3NCvG+YPt+Av/yzRiZxuur8dQxRqqO0W0VGaxRYUhyezrhIdg4i8UG4lR4MSETkT10RoIfOe3QCzkTsIeJrAEBWigkwINeQjKGcvtCmbIJn4w4hHkiTUDeuLjwaU4ICmWHQap/p3cHdMOLBadIxm+Tr2Vbye2UN0DCLyQsFaFQ5OGSM6BhGR12CJ0AJ01SYsfHGL6BjkBAqlhMhIJcIVlQipOAb/I1uhzjkiOhZdCrUaJdf2xbTuGchTVYtO4xRB6kCsLChDZJ1nbnNZF90PvfKe544MROQye16/BhGBGtExiIi8AqcztABOZfAedpuM0hIrShEM4DKgw2UI6KNCZLAZYcYCBOXth/bgRigM3r/NoMeyWNBq1U58uCEQaWP7490Oh1AtGUWnapY6iw4fdxmEyXs8b8tHGRImWx5kgUBELpVToWeJQETkJByJ0AIObS7AusV8t9pXKBQSwiOViFBVI6TyOAKOboM686DoWHQeUnQUkscm4sPYA7BKdtFxmkwhKfCtIQDdCj1rK9mchBsx7Pg9omMQkZebdU8/3NQnTnQMIiKvwJEILYA7M/gWu11GeakV5QgE0Ado1wf+3VWIDLUizFSIoIID8Du4AYo67xhK7+nk0jIMXFSGpYltsOq6CCwMTxUdqUnssh3TWsdgkQeVCLI6EBOLbxIdg4h8QC53aCAichqWCC2gitMZfJ5BZ0WeDshDLKCNhTRoDMIjVIhQ1yKkOh0Bx7ZDnb4PEgcGCSNn5WLsZ7kY0ysJX40Efg9MFx3pku2pPo7VScNx3dENoqM4ZGvM/TiYFig6BhH5gJxy/ixGROQsLBFaAEci0JlkO1BRZkUF/AH0BBJ6QttFiahQG8KsxQguSKkfrVBTLjqqz1EePIqHDwJ3D+2Djy+vxC5tgehIl+QDZR1GqP3hZ3HvXUSswfF4Kmuo6BhE5CNyOBKBiMhpWCK4mGyXUV3m3j/Mk3sw6W3I1wP5aA2oW0O6bDTCIlSI0NYhpCYTAceToTm6k6MVWoj/lv14YYcK5Vf3xbu9spClqhIdySGFhlIs6DEST+77TXSUC/o66BFUl/JbEBG1DJYIRETOw4UVXay2woivXtkqOgZ5CY2fEpHhdoTbShBUdAj+KRugrCgWHcvrSQEByLy+J6Z2OoxKhfuXgv5KP/xSpkdMVZ7oKOdU22oAeuU8JzoGEfkQpULCkbeug1qpEB2FiMjj8W0gF9NXm0VHIC9iNtpQWAgUIhpQDAf6DEdouBqRfjqE1GYjMGMnNEd2QLJZRUf1KrJej8QfkzE3MgJ7xnbFjPgDMEs20bHOy2Az4oMOvfHeHvcrEWRIeNN0v+gYRORjbHYZ+ZUGJEZxHRYioubiSAQXyzxQht9mHxAdg3yIWqtAZDgQbi9DcMlh+KduhLLU/V5MejKpTTz+uC4ac6NSREe5oK+skeiXu1d0jEayEsZjxPG7RMcgIh/09aODcFXnaNExiIg8HkciuJihhiMRqGVZTHYUFQFFiAAwFOgxFCHhakT46xGmy0Fg5m6oD22Dwsq/m00l5+bj6nn5GNW9E5aOVuPnoDTRkc5pWngwvs2VIME9umJZE4gni24UHYOIfBTXRSAicg6WCC6mZ4lAbqCm0oKaSjWAjkBER6hG3o3ISAnhcjmCy47A/9AmqAqzRMf0OIpDx3HfIeD2wb0w54o6bPXLFR2pkUO1WVjRfTRuOfSn6CgAgE2tH8ThtADRMYjIR+VWuP+aNkREnoAlgovpa1kikPuxWuwoLgKKEQZgMJA0GEGDVIgMNCJUn4eg7L3Qpm6GZDaKjuoRtNsP4tmdSkwY1RfT++YhTeU+W3POtJfiWm0wAk21QnNYQ9pgYuYVQjMQkW+r1PFnMiIiZ2CJ4GKczkCeoq7airpqFYBEIDQRymG3IiJSgQipEsHlxxBweAtUecdEx3RfNhvC/tiNdzb5Ief6/ni38zGUKOtEp0K5qRKfdx+G5/auEppjQcDDqC3htxwiEqfaYBEdgYjIK3BhRRdbPmMPCtKqRMcgcorAEBUig8wIM+YjMGcftCmboDDqRMdyS1JYKA6O7YL32h6EURK7W4ZaocaKajvalmUKuX9N60Honf2skHsTEZ10RYdILP3nYNExiIg8Ht8WcjEDpzOQF9HVWKGrUSAHbYCgNlAMvQkRkUpEKKoQUpkG/yNboc4+JDqmW5CrqtFzyU58HReD9dfHYXb0AciSmCwWuwXT23THxwJKBFlS4FXDfS1+XyKiM9UYORKBiMgZOBLBxb54biNMerHvQhK1pIAgFSJDLAgzFSAodz+0qZug0NWIjiWcnNQBP14dgO9CjgjL8DliMSRzR4veMyPhFow6fkeL3pOI6FwSwv2x+cVRomMQEXk8jkRwIZvVzgKBfI6+zgp9nYRcxAMB8VBcPg7hkUqEq2oQWnUc/se2Q5O+X3TMFicdzcDtR4HxA3pg3pVGrPfPbvEM04NU+F6hgsreMv8uyZogPFF4Q4vci4joYrgmAhGRc3Akggvpqk1Y+OIW0TGI3I5foAqRIVaEW4oQVHAQfgc3QlFbITpWy5Ek1Izohw/7FyFVU9Kit34pqBvuO7imRe61rs1EPJw2tEXuRUR0MZIEpP9vLBQKQXPLiIi8BEsEF6oo0GHpf1t26DCRJ5IkICxSjQh1LUJrMhCQtgPqtN2QvPyfJ0mjQcF1fTGtaxoKlS2zBWOIJhircgsRpndtaWMJaYe+FW9DZ1W69D5ERJdi3xvXICxAIzoGEZFH43QGFzLpOWyOyBGyDFSWWVAJPwDdgbju0HZ8DJFhdoRZSxBclAK/lI1QVrbsu/auJpvNiP0lGbPWBePwuP54LzEFdZJrF2OtMdfik65X4LU9rt3ycb7/wywQiMjtVBssLBGIiJqJIxFcKOtAGVbNPiA6BpF3kICwCDUitHUIrclCYHoy1Ed3QrLbRCdzGql1K2wd2wazYg7ABtf906yUlPhep0Hn4qMuuX5168Hok/1/Lrk2EVFz/PKvoeidECY6BhGRR+NIBBfiSATPtWbvEvyaPB8jet6K24dOvOj56UUpmPnLJMRGtMfLt89tOH44bxe+2zwLtYYq9E4cgnuH/RsqpRoAYDDV4b3lT+HpcdMREdzaZc/Fa8hAVbkFVdACSAJaJ0HTbgIiw2SE20sQVHwI/ikboSwvFJ20yeTiElyxoARXdGyHX64NxeIw12yXaZNteDeuDb5wQYkgSwq8rL/X6dclInIGLq5IRNR8LBFcyMidGTxSdskRbD28CvERHRw632Cqw9frpqFLfH/UGiobjttlOxb9NRXX9Lsb3RMG4os/pmDL4VUY3vNmAMCKHfNwZfcbWSA0g9loQ2ERUIgoQBoG9BqGkHA1Iv11CK3LQUDmLmgPbYNk87CvxfRs3DQHGNu3GxYOs2FtYIbTb7Gj6hj+6nwlRqdtdup10xNuwW9pUU69JhGRs9QYPOz7ARGRG2KJ4ELc3tHzmCwGLPz7Hdwz7Dms3vONQ49ZuulDDOg0GpKkwIGsU7tx6IzVqDNWYVj38VCrNOjV7goUVdZv65delIKc0mO460oO+Xa2mkoLaio1ADoBkZ2gGn0vIiOACLkcQSWHEZC6CcqSHNExHaLadxiP7Zdwz1V9MHNgGfZpipx6/RkaM65SaqGxmZxyPVkbjCcLxjrlWkRErsCRCEREzacQHcCbcTqD51m2eSZ6th2MrgmXOXT+tiOrUVZTiOsve/CszwX5hSEkIBKH83bBbDUhvegg4iM7wGqzYNmmj3D3sGehUHDhOVezmu0oLrLjcHE4dspDsKH7i9h581xk3DsT5Tc/D2PfkbBrtKJjnp8sI3DjPrwyswifHOiHtrYwp106V1+Er3qMctr1/m41AWk6f6ddj4jI2VgiEBE1H0ciuBBHIniWXcf/Rm7Zcbxwy2yHzi+pzsMvyfPw7E0fQXmOMkCSJDx69ev4cdsc/Lj1U3RvMwhXJF2PtfuWICm+PzRKLT5Y8X+oM1ZjeM9bGqY5kOvVVllQW6UC0B4Iaw/V8DsRESEhQqpAcOlR+B/eBFWB86cQNIvVilardmLG+kAcH9sf0zoeQrVkbPZl5xkyMT4kBtE1zRvlYAltj//LuLzZeYiIXIklAhFR87FEcCGWCJ6jsq4EP279FBPHvQe16uJbP9ntNiz86x2MHTABrcPanPe8jrG98MKtp0qJ4qpcJB/7Ey/d/jk+/OVZjOx1G7q3GYj/ffcYOsX2QnxkR6c8H7o0VosdJcVACUIBDAK6DELgABWigkwINeQhKHsvtKmbIZkMoqNC1unQ8ftkzI+KRPK4rvgg9gCskr3J19Nb9fioU3/8b89vzcr1ufZh6Gwc3EZE7o0lAhFR83GLRxf66f3dKDxeLToGOWB/5mbMW/smFNKpF0F22Q4JEiRJwkePrW409UBvqsMLC8c3Ol+WZciQoZAUmDjuPSTF92t0D1mWMfPXf2NU79vROa4P/rPgJnzwyCpo1H6Y/8cUdIztjRE9b3H9k6UmUSglREYqEKGsQnDZMfgf3QJ1jmu2SLwUUmICfr82Cl9GpjT9GpCwxByCnvkHm/T4qpgh6Jv1rybfn4iopYzrFYtP7+svOgYRkUfjSAQXstvYz3iKpPj+eOWOLxodW7x+OlqHtcE1fe8+a+0CP03AWedvSv0Fxwr24tFr3kRkcMxZ99h25DcE+oWgd+IQ6E21AACb3drwu2xv+rvJ5Hp2m4zSEhtKEQzgMqDDZQjoo0JksBlhxgIE5e2H9uBGKAx1LZpLzsrDdXPzcG2vLvh6hAKrgo5f+jUgY1pUFBbnN+H+khIv1HFLRyLyDByJQETUfCwRXEi2s0TwFH6aAMRFtG90TKPyQ6A2pOH4zzu+QLWuDA+OegkKSXHW+UH+YVApNWcdB4BaQyVW7/kGz908EwAQoA1GTFhbrDv4E7omXIaj+Xtxbb/7XPTsyFX0tVboaxXIRQIQkADFkBsQHqFEhKoaIRXHEXBsG9SZTXt3/1IpDh7DQweBO4f0xieDq7BTW3BJj99fk46VXUfihiPrLulxxxJuw9q0iEt6DBGRKDVGlghERM3FEsGFOFHEu9Toy1FRV9Kkx/6w5VOM7nMnwgKjG47dP/JFfL3uXaxP+QlX97kTia26OisqCWK3ySgvtaIcgQD6AO36wL+7CpGhVoSZCxGUdwB+KRugqHPdNCf/rQfwn2QVykf3xfTe2chQVTr82A+laozSBCLArHPofFkbiifzr2tqVCKiFseRCEREzcc1EVxo2f+SUZbbskObici9SQogPEKFCHUtQqrTEXBsOzTH97rmXv7+yBrbC9M6HUG5Qu/QY/4Z2gtP71vl0LlrE/4P/zw+uDkRiYhaVEyIH7a/Mlp0DCIij8YSwYW+fSsZ5fksEYjowrQBSkSF2hBmLUZwwUH4HdwIRU25064vRYRj39hOeD/hAEyS7cJZlFr8Um5CXGXOBc8zh3VEn9LJMNjO3t6UiMhdRQdrsfPVq0XHICLyaJzO4ELsZ4jIESa9Dfl6IB+tAXVrSJddjdAIFSK1dQipyUTA8WRoju6E1MR/U+SKSvRZvBOL28Thz+ta4/Oo86/TYLKZ8H77HvjgIiXCHM3DLBCIyOPYuV4VEVGzcSSCCy2ZsgOVhY7NLSYiuhCNnxKR4XaE20oQVHgI/qkboKwobtK15G6d8O1oDZYHHzvvOQvs0RiQvfucn6uIuRL9s55q0r2JiEQKC1Bj3xvXio5BROTROBLBhbg7AxE5i9loQ2EhUIhoQDkc6DMcoeEqRPrpEVKbhcCMXdAc2QHJZr3otaTDx3HPYeDWQT3x2VAdtvjlnnXOu6EBWCYpoJAbbz0qK1T4T+3dTnteREQtiSMRiIiajyMRXGjxG9tQXWIQHYOIfIRaq0BkOBAulyG4+BD8UzZCWZZ/4QcpFKga1Q8z+ubjqLqs0afeCEjCHal/NDp2uM3duD7tJmdHJyJqEUFaFVKmjBEdg4jIo7FEcKGvX9+GmlKWCEQkTkiYCpEBBoTqchCYuRvqQ9ugsJrPOk/y80PumN6YlnQMJcr6BWEjtGFYmZWNYGP9lpR2vzCMMH2AHINfiz4HIiJn8Vcrcfgtbk1LRNQcnM7gSuxniEiwmioraqrUADoCER2hGnU3IsMlhEvlCC45Av/Dm6AqzIJsNCLh52R8GhqClHH9Mb3NQVSYqjCn25V4YW/9lo9roiYg5zgLBCLyXDb+bEZE1GwsEVzojKnERETCWc12FBcDxQgDMBhIGoygQSpEBhoRqs9DUPZedP9hMxZFhWHD9XGYKx3GHdEdEW9V4NmMAaLjExE1C9dEICJqPpYILsSZIkTkCeqqrairVgFIBEIToRx+GyIiJHTUVeKDrELsaJuJfF1bmOwK0VGJiJqFIxGIiJqPJYILcXcGInIHMmRoNDaotFaoNVYoVVYolGYolBZIMAMwAbIZdpsRdpsRNosBep0RwWGJCIvqBGV0AO4p7Yq7cPZaCkREHoU/mhERNRtLBBdi2U1EziAp7FBrbVBrrFCprVCqLFAqLZAkM6AwA7IJst0Iu80Em9UAm8UIq9kAi1EPi1EPs8EAk4Pzqzq1H4AucSMQrA/D8agKFHQ+gCJ9CHQBtfAv17r4mRIRuZgkOgARkedjieBCnM5ARACgVJ8oAE6UAArlaSUATIBsgt1ugmwzwmoxwGY2wHKiBDAbdLCazXDZPi+ShC4dL0eX1gMRVBcCucaKGrMNv4ccROfOB/Gz5h4MqVyBwjp/dFB0ATjCiog8mcQWgYiouVgiuBA7BCIvIMlQa63QaG1Qqi1QKS1QKK2QFOaGEkC2148EsFmNJ0YB6GExnSwB9LDbbKKfRSOSpEDXzkPRqVV/BNYEQa61AgWAVWXBoc4V2FVwEMMGFmFXUC/oMtWQVEWwmbrB1hpQFopOT0TUDOwQiIiajSWCC3FNBCLxFCo71For1Or6kQBnjQKACbLNVL8WgLV+JIDVZIDFVF8AWExGGL2gEVQolOieNAwdIvsioCoAss4K5AMyrACAsjgzNtlTUZ5bjlGjSlChyMV83T9xd9k+lMRa0cVgR35QNtqireBnQkTUDCwRiIiajSWCC3nB6w4ioc67IKDCcsYogBMlwJmjAIx62CwW0U9DGKVSg55dhyMxvDf8K7SQDbZGxQEAmP1k7G1TgIO5RwDIGDW6CGbLX/gq+Ft0KQZGq1PxLazQVhciy1+Ndv7t669DROSBJE5nICJqNpYILsQ1EcjXNVoQUGOF8vRRAJIJgPmMBQENsJqNTVoQkOqp1X7omTQCiaE9oa3QQNbbAD0g4+wX/nmJBmyu3Y+6XB0AGaNHF8Bs+Ru7wl7H1moVeqVXo7d6Nz6w+kFTkgnEDYMuRI8AAxdYJCIPpeRWta5is9lg8eHinsjTqdVqKJVKh85lieBC7BDI0ynVNqi1NqjUltMWBDRDkiw4fUFAu9VQvx6AuX4agMVkcP2CgNRAowlA764j0Ta4OzTlKsg6O6A7d3EAAIYQO3ZEZeF4QSaA+nXGRo3Oh9m8DtXafphb2w9dLRKqKyoQpNyHwrAuUOfXQNfxNhyq24wBGN2ST4+IyGkkNUsEZ5NlGUVFRaiqqhIdhYiaKSwsDDExMRcdtcUSwYWUSum0QcNELaxhQUArlGrrGQsCnhwFcPqCgCdGAZj0brsgIJ3i5xeE3l1Ho01gV6hLFZBr7UAtIOP8IzdkScbxjjXYVnIA5gIzAECSZIwenQuTeQPsUGK++lXozTIiCoy4LSYHNTWBqLXUQaFXwm4NQpEuE1IHNeQKvttERJ5H0rBEcLaTBUKrVq0QEBDAKSNEHkiWZej1epSUlAAAYmNjL3g+SwQXUmuVMOlZI1DTKFQ2aLQ2qE5fEFBhhqQ4MQrgxIKANpsR9rMWBNTBYjTCKPpJkFMFBISid9JoJPh3hrJMAVTbgeoLFwcn1URbsdnvKAryihqOSZKM0Vdnw2TaBADYHjYFu6slRNklHEwrx/86pKIgLB5AHSBJCAwEAoI6oVRTgChEu+ppEhG5jIIjEZzKZrM1FAiRkZGi4xBRM/j7+wMASkpK0KpVqwtObWCJ4EJqrWNzSsj7NF4Q0AaFygyl0gpFw7aA9WsBnFoQ0ACr2XDWgoB60U+EhAsOikTvpNGI1XaEslQGqmSgCoADxQEAWFUyDrUvx678g7DXnnqMQgGMHp0Jo2kLAKDcbwjm13YHIKNbhQ07bTI61u7Epug4wFoHSECgygSDsg32HlmNayIecDQCEZHbkNT82cyZTq6BEBAQIDgJETnDya9li8XCEkEUlgieS1LYofE7NQpAqbQ07ApQPwrg5IKAZ44CMDSMAuCCgNRUoSGt0LvLaMSoE6EolYEKGU15xV6aYMJGSyoqcysbHVcqgVGjjsNo2gYAsEsazFP+G0aTDLUMZBwtR9+QOmiq0pHfpjNQBwASAmw1KNNFo6KyAPZuCigK+XeciDwL10RwDU5hIPIOjn4ts0RwIbUf/3hFOXNBQKXK0mgUABcEJHcTER6HXp1HobWyLaQSG1AONPWtfrO/HXsSCpCSe/Ssz6lUwMhRx2A07mg4tiH0fzhYXf/f/fUS9teZ8VKH40ABUKA6UYZKErT6UuhquyAgLALZ+kNoj65NykdEJApLBCKi5uOrXBfS+HEkQpNIMtR+Vmg0pxYElJQWKJQWSDi1IKDdZjxtKoDxtLUADFwQkDxCVFRb9Oo4Eq2QAJRagVIA59lRwVG57fXYXL0futyzJ8PUFwhHYTQmNxwr8R+FRTUdAdRvJ6PPqG8ThkgHAQD5J/NIErSVeYCqC8JjOmFv6hp06NQDspFfa0TkOSQNfzaj5lu/fj1GjhyJyspKhIWFufRekiRh+fLluPnmm116H6JLwRLBhXx1OkPjBQEtp9YCODEVQJZNgP3kgoAG2CzGRqMAuCAgebNWrdqjV4cRiLLHAWVWoASAE/Zx0YfasT0iAxmF2ef8vFoNjBh5CEbj7oZjNskfn0n/guXEfrRdLQqkFdRCkmTEVtQXDfnW2vqTJUBTmA60GQWlpi0slmToIw3wz9c0OzsRUUuRVByJ0FISX1rVYvfKmjbuks6fMGECFi1aBABQqVRo06YNbr31VkyZMgWBgYGuiHheBoMBcXFxkCQJ+fn5DYvbuVJqaireeOMN7N69G9nZ2fjwww/x7LPPnnVefn4+XnzxRfz+++8wGAzo0qUL5s+fj8suu+yc1z39z/V03bt3R2pqKgDgjz/+wMSJE1FcXIybb74Z8+bNg0ZT/7NEdXU1Bg4ciD///BNt27Z13hMmp2OJ4EKeOJ1BhgyN1g6VxnLJCwKajTpYDHrYrFYuCEh0mrjYLuieOAyR1tb1xUEx4IziAADsChnHO9RgW/F+WArPve2iRgMMH5ECo3Fvo+N/hU7D0Wq54eOIAgOyANzUqhSK6nIAQKGpov6TkgRV7hFIbQF9Xf3ODIcLt6I/RjjleRARtQRu8UgnXXfddViwYAEsFgs2bdqExx57DDqdDnPmzGnRHD/++CN69uwJWZbx008/4b777nP5PfV6PTp06IA77rgDkyZNOuc5lZWVGDp0KEaOHInff/8drVq1Qnp6+gVHXsycORPTpk1r+NhqtaJPnz644447AAB2ux333XcfXnrpJYwZMwa333475s2bh4kTJwIAXnzxRTzxxBMsEDyA573K9SAiRiI0XhDwxCiA0xcElOtHAthtxvq1ALggIJFLtInvge7thiLcHA253AoUAc4qDk6qjrZis/YICvOKz3uOVgsMG34QRuO+RscLA8dicXVCw8eRcv22jgBwS8gxoBqo9g9DnUVXf4KkgGQ2IiBIhbpKfwSEhiMtfQcu638N5MpzlxdERO6GuzPQSVqtFjExMQCAe++9F+vWrcOKFSswZ84cLF68GB999BGOHj2KwMBAjBo1Ch999BFatWp13utt3boVL730Enbu3ImoqCjccsstmDp16kVHNsyfPx/3338/ZFnG/PnzL1oi5Ofn47nnnsPatWuhUChw5ZVXYubMmUhMTHT4uQ8cOBADBw4EALz00kvnPOfdd99FmzZtsGDBgoZjF7tHaGgoQkNDGz5esWIFKisr8fDDDwMAysrKUFpaiqeeegp+fn646aabcOjQIQDAli1bsGvXLnz66acOPw8ShyWCCzVlTQSV+uS2gFYoVVYoVfUFQKMFAW1G2O1G2CynLQh4YltALghIJE5i2z7omjAEYcbI+hfWhYDs5OIAAGxqGQcTS7EnP7XRto1n8vOTcNWwfTAaDzQ6bpWCMdv+D9hOW7ix+4ltHQGgr6V+xEJ+WBxObM0AnFisNyhAhq4WCI/tDH11Msq0RYgE9wYnIs/AkQh0Pv7+/g1bVprNZrz11ltISkpCSUkJJk2ahAkTJuC3334752MPHjyIMWPG4K233sL8+fNRWlqKf/3rX/jXv/7V6EX4mdLT07Ft2zb89NNPkGUZzz77LDIyMtChQ4dznq/X6zFy5EhcddVV2LhxI1QqFd5++21cd911OHDgADQaTcN6DZmZmZdULJzpl19+wZgxY3DHHXdgw4YNiI+Px1NPPYV//OMfDl9j/vz5uPrqq9GuXTsAQHR0NGJjY7F27Vpcc8012LRpEx566CGYzWY8+eST+PLLLy+4rSC5D5YILuQXaEJkXPGpBQFlE2TZfMaCgKePAjDAyAUBiTxKh/aXoWvsYIQYwiFXnSwOXPfOfEkbEzaaUlCVW3XB8/z8gKuG7YHRmHLW534PfQ8Z1acKBLUMZB6tn7YQqrYitHQPAKAgKBKwniwR6luEAKURgBpKTQKAZOw9uhpXh913cl1GIiK3pvDnj750tuTkZCxZsgSjR48GADzyyCMNn+vQoQNmzZqFQYMGoa6uDkFBQWc9fvr06bj33nsb1hXo3LkzZs2aheHDh2POnDnw8/M7532//PJLXH/99QgPDwdQP8Xiyy+/xNtvv33O87/99lsoFAp88cUXDVvxLViwAGFhYVi/fj2uvfZaBAQEICkpCWq1usl/HgCQkZGBOXPm4LnnnsMrr7yC5ORk/N///R+0Wi0efPDBiz6+sLAQv//+O5YsWdJwTJIkfPfdd5g0aRKeeeYZjB07Fo888gimTp2K0aNHw9/fH0OHDkVZWRmefvpp/Otf/2rWcyDX4b+kLiQhD/mp34iOQUTOJEno0uFydI4ZiGBdCORqq8uLAwAwB9ixKy4fh/KOXfTcgAAJQ6/cBaPx0Fmfyw26HcuqGw/H7K8H9teaAAD3x+RBKq3/73y/wIaBCCdLBH9rFYBo6Gvrr1FekQd7kgKKIk6DIiL3pwho3gsr8h4rV65EUFAQrFYrLBYLxo8fj48//hgAsHfvXkyePBn79u1DRUUF7Pb673E5OTno3r37WdfavXs3jh8/jm++OfVzvyzLsNvtyMzMRLdu3c56jM1mw6JFizBz5syGY/fffz8mTZqEKVOmnPMd+ZP3CQ4ObnTcaDQiPT0dADBo0CAcOXKkCX8ijdntdgwYMADvvPMOAKBfv35ITU3FnDlzHCoRFi78f/buOzyqKn3g+HdaJslMek9IDwmBEIoU6QRQEEWsWBDBjmVRdLEXdBUVsRcUpNl+dlhEEQHpSu81lEB672Uy7f7+yDIY0maSSSYJ5/M8+6xz7znnngkpc997zvsuxdPTs05ViaFDh7Jr1y7L6+TkZL788kv27dvH8OHDeeyxxxg3bhwJCQkMHz6cxMTEFr8Xwf5EEKEVOWvdmm4kCEK7J5PJ6dZ1MDH+l6Ep1SKVGSGzdbYq1OdcVAXbig5Smd50ylKNRsbgITvR6ep+gDDIvfnYOBmJ2jf8VWfKLP89zuVC4CFTWfcDjHN5LuBHebErru6eVJYWk6o7TgSxNrwjQRAEx5BrRBBBqJGUlMT8+fNRqVQEBwdbntxXVFRw5ZVXcuWVV/LVV1/h5+dHamoqY8eORa/X1zuW2WzmgQceYMaMGXXONZQkcM2aNWRkZHDLLbfUOm4ymfjjjz+46qqr6r3OZZddVitYcZ6fn1+T79kWQUFBdQIm8fHx/PTTT032lSSJxYsXM2XKFEvlhYba3X///bz99tuYzWb27dvHTTfdhKurKyNGjGDTpk0iiNBOiSBCK3KuZ7mTIAgdg1yuID52GNG+vXEt0SCVGyGj7QIHABWeZrZ7niYlM9Wq9lqtjEGDtqPT1b9a4b/uc0krqR1AiDPISc4stbzuWr7b8t+Z/3yv/1uJ4FSYBs49APAM6kpl6S72Hf6dyOh4pGqxHUsQhPZN7io++go1NBoNMTExdY4fP36c/Px83njjDUJDQwHYvXt3nXb/1LdvX44cOVLveA1ZtGgRt956K88991yt42+88QaLFi2qN4jQt29fvvvuO/z9/XF3d7f6Ws0xZMgQTpw4UetYcnKyJb9BYzZt2sSpU6e45557Gm23aNEifHx8uPbaaykqKgKw5KUwGAyYxDbvdktkl2lFLtrW/eEWBMG+FAolid3HMHHo40yKf4qE6oG4ZKhrAghtyCyXON61mB9NW0nJti6A4OYuY9Cgv9BV1x9ASHG7g+UlXnWO+2RdSMXaTVuJc+GFFQwZ5/MhwIUgQuZJyyGluubpit5QRZWvzqp5CoIgOJJCbGcQmhAWFoaTkxMffvghZ86cYeXKlfznP/9ptM9TTz3F33//zcMPP8z+/fs5efIkK1eu5F//+le97fPy8vjll1+YOnUqCQkJtf43depUVq5cSV5eXp1+kydPxtfXl4kTJ7JlyxZSUlLYtGkTjz76KOnp6UBNfodu3bqRkZHR4Hz1ej379+9n//796PV6MjIy2L9/P6dOnbK0mTlzJtu3b2fOnDmcOnWKb775hgULFljKMQI888wz9W5tWLRoEQMHDiQhIaHBOeTm5vLqq6/ywQcfAODl5UV8fDzvvfcef//9N+vXr2fw4MEN9hccSwQRWpFYiSAI7Z9S6USfnuO4bsgT3Bz3JPFVl+GcoUKqdEz0uzjAyK9Bh9matscSjW+Ku7uMgQO3oas+Ve/5akUAH+lvrHPcR5JxKLnA8nqK/5la57OqCy3//b8YAoqMU8jlNS8qy30t549n/23VXAVBEBxJbGcQmuLn58fSpUv54Ycf6N69O2+88Qbz5s1rtE9iYiKbNm3i5MmTDBs2jD59+vDCCy8QFBRUb/svvvgCjUZjSeT4T0lJSbi5ufHll1/WOefq6srmzZsJCwvjhhtuID4+nrvvvpuqqirLyoTKykpOnDjR6GeIzMxM+vTpQ58+fcjKymLevHn06dOHe++919Kmf//+LF++nP/7v/8jISGB//znP7z33nu1SlBmZWWRmlr7YUdJSQk//fRTk6sQHn30Uf79738TEhJiObZ06VK+/fZbrrnmGmbNmsWAAQMaHUNwHJkkSSKndisxGY28N/k6R09DEISLOKlc6Bk/ijC37qgLVO1iGb7RSeJQeC57049gy69lDw8Z/Qdsobo6pcE233gs5dfSujlahuWb2bUny/J6U8y3hKevBKDExZOhgRdWU/240ANzfk3AYdd1n1FWXLM6Q2ZcRFVZCQC39nm+pkKFIAhCeySXEfLaEEtWe6HldDodKSkpREZGNliBQBCEjsPan2mxMawVKZRKnFxc0FdVNd1YEIRW5eysJTFuFF203XDKVyCVmaEMJBwfQMgOrWZL9SFK0kps6ufpKaNf/01UV59rsE2y+331BhBUEqQkF9Y61qVou+W/MzyDuVCaAaR/fOjWupgpK675b6/grlSdqNkrWuicgxfeNr0HQRCEtiJ3VYoAgiAIgh2IIEIrc9a6iSCCIDiIq6s7iXFj6OLSFUW+HErNUEqd6gSOUq0xszsonWPpJ5tufBFvbxl9+26kurrhnAlVyjA+1o2Het5vn0oZB/9X1hFgnF8BirJcy+tMNx8w/DMnwoX/dJVVAjXRaaU6FKgJIuw7uZZR7reAWN8mCEI7JJIqCoIg2If4bdrKnLVulOblNt1QEAS70Gq9SIwbQ7A6GkUeUCxBMdR3I+1IZ6PK2VZ4kKp024OMPj4yevf5k2p9eqPtvtW8Tn5p/e9bl1Ja6/WNHifhQqVHMpw18M+dCf94eueiLwYCAaiq8Lccz8s/ixSjQJbj+NUdgiAIF5OLpIqCIAh2IYIIrczFTVRoEITW5ubuR6/Y0QSpIpHnSVAo0V4fh1d4mfjL4zTnMtOa1d/XV0av3uvR6xvOugxwxGMG60rr38sWZ5CRnFE7iNDXtL/W6wyF4qJeF4II6rIczgcRSgtdcXFzp6qsZrw0/QnCsL7ElSAIQlsRQQRBEAT7EEGEVubm4+foKQgttP7YKVYfOsGwrhFM7NOj3jalVTp+OXCM9KIS8ssqGFpP2+TsPH7ee4Ty6mp6BAdwc79ElIqaAilVegPvr9vGAyMG4qVxafX31Bl4egbRK3YUAfJwZHlmKJBob6sN/skslzgRXcyOrIMYs5tXMtLfX07PxD/Q67MabVehiuGTyiQa+nr4ZOn4ZxYFjdKEd37tGtiZXDTHf2xncCo4B9pe/zsswzOoK1VlewDYe/R3wsNnIOnb77+FIAiXJoVWBBEEQRDsQQQRWpmHn3/TjYR2K7WwmO1nUgnyqJuY7p+MZjMatROj42PYnFw3S75Zkvh6x35GdYsmLtCPL/7aw44zqQzpGgHArwePMyg6TAQQmuDjE0piTBJ+si7Ick2QB7SDxIhNKQw0slV+lNy0ujWfrRUYKKdHjzXo9dlNtv3K5T8Ul9V/E+9trl3WEeC2wExk+ZW1jmUYy2u9/ud2BqeMZIi7cErlHAbUBBGqdRXo/PSoM8SfF0EQ2heFh9rRUxAEQegUxKe8VubuH+DoKQjNVG0w8s32/dzcL5F1RxtPfOetceW6/6082JlSd5l6RbWeimo9g2PCUSkUdA8OIKe05iYtJb+Q9KISbuibYP830Qn4+UWQGD0SX3MI5BshFzpC4ABqyjYeCM9hf/pRm8o2XiwoSE5899/QG5oOQuzzeIrNpU4Nnu9RZGKXqfZcxrseq9MuS1c70PDPIII8+yyKBDkmQ02goqqi9oqrE7k7SWRwk3MVBEFoSwpPEUQQBEGwBxFEaGXuYiVCh/Xz3sPEB/kTG+DbZBChKVq1E+7OapKz84kN8CUlv5B+EV0wmsz8vOcwk/onIpeLslPnBQV2pUfkcHyMgTWBgxzg4uX17VxWmI4tVYcoTSttunEjgoNldIv/FYMhv8m2ZU49+KzichraxqCS4OyJwjrH4ytqb2UodvWiwlh7ZcI/gwgySULrJqeksOY6pYUanLVu6MprMjMeO7mVXr1GIJUYEARBaC9EEEEQBME+RBChlXn4iZUIHdG+1Ewyikt5dMwQu4wnk8mYMqgv/91/lBX7jxAf6M+AyFDWHztNjL8vKoWCj9b/RYVez5CYCIb+b5vDpaRLSHe6hw3F2+CPVGCAbOhogQMAndbMroBUTmScbvFYISEyYuNWYTDUvfG/mISMpeqXKCtvOBdB30oZB/5R1hEgylWHc8GRWscyPIOpVaoBagURALRqEyXnTyHDK7grWcl7/zcZiSLXPDxLPJuctyAIQltRiiCCIAiCXYggQivTenmjUCoxGTvezdClqriyiv/uO8L9IwaiqpOhvvki/bx57Iqhltd5ZeXsPZfOzCuG8cmGvxkWG0lcoB/z1mwmys+bYM/OX9kjPDSR+NDBeOp8kYpqAgcSHfPptSSTOBtVwbb8A+gydC0eLzRMTkzMSozGIqva7/J8ge0ljX+/VqXUXRVxR0AKsqza2xsytd5guDiIUPulq6wCcLW8rsmLsNfyev+pdYzU3tRei2QIgnCpkYmcCIIgCPYiggitTCaX4+brR3F249nUhfYjvaiE8mo9763dajlmliRS8grZduocb9x4VYu3HkiSxA+7DzGhV3ckJDKKS0nsEoSTUkG0nzdn8go6bRAhKuIyuoVcjnuVV03gIKvjBg7OK/cx8Zf2JKkZjZddtFZ4uIyo6P9iNBZb1b5YfRkLynrT2B17rLFuWUeAkYrDdY5lOmuo+09S+3veWVfIP4MIusraq65yck8jRSmQ5XSM/BWCIHRuco0KmVLu6GlcWmZ7tOG1Sppu8w/Tpk2juLiYFStWWF4vW7YMAKVSSWhoKDfccAMvv/wyGo3G0u/+++9n0aJFfP3119x66602T/Pnn3/ms88+Y8+ePRQUFLBv3z569+5dp93ff//Nc889x44dO1CpVPTu3ZvVq1fj4tJwAu6MjAyeeuopVq9eTVVVFbGxsSxatIjLLrsMgHnz5vHWW28B8PTTTzNz5kxL3x07dvDQQw+xc+dOFHZ8gCZ0XiKI0Abc/QJEEKEDifH35Ymxw2sd+27nAfzdtSR1i7ZL7oKdKWlonJzoERJApb7mbs1kNgMKTGYJcyd7ets1eiCxgf1xq/Cs2Sef2fEDBwBmhcSxqCJ2Zh7EVGGfm+WICBmRkSswGq3LpWBGweeqZ6jSN/5N45tZTWo9x8NKdtY5llHfB4iLvu3VpVlAF8vrkgJX1Bot1RUXqjpkGE7RhchG5yUIgtAWRD4EoSnjxo1jyZIlGAwGtmzZwr333ktFRQXz588HoLKyku+++45Zs2axaNGiZgURKioqGDJkCDfffDP33XdfvW3+/vtvxo0bxzPPPMOHH36Ik5MTBw4cQC5vOAhWVFTEkCFDSEpKYvXq1fj7+3P69Gk8PT0BOHToEC+++CKrVq1CkiSuueYarrjiChISEjAYDEyfPp0FCxaIAIJgNRFEaAOizGPH4qxS1inp6KRUoHFSWY7/dvA4JVU6bhvY29Imo6gmCq43miiv1pNRVIJCLifworHKdNWsO3qKR0bVZK93dVLh765ly8kUYgP8OJWbz+j4mFZ8h21AJqNbzBBi/C9DW6ZFKjN2msDBeYVBBrZwlLy0phMeWisqSkZY+AqMJuuTMf7l+Qr7ShoPbHmbZRw+WVDn+AifIpRldVdPZNaXi+KinAhO+efAs/+F08jwCom9kBcB2HNkNaFhjyAZGs7TIAiC0BbEVgahKWq1msDAQABuv/12NmzYwIoVKyxBhB9++IHu3bvzzDPPEBQUxNmzZ4mIiLDpGlOmTAHg7NmzDbaZOXMmM2bM4Omnn7Yc69q1a6Pjvvnmm4SGhrJkyRLLsX/O7dixYyQmJjJq1CgAEhMTOXbsGAkJCbz11lsMHz6c/v37XzysIDRIrOtqA+4iuWKnU6qrpqiyqtaxd9du5d21W0kvKmFfaibvrt3Koi276vT9776jjIiLwsPV2XLs1v692J+ayeKtuxgRF02Yj2drvwW7k8sV9IgbwbVDHuPWhGfpZRyCJtO5JoDQiRjUEru7ZrG8eAt5RfYLIERHQ1j4z5hsCCAUugxhcWl8k+0SikzojXVv5G/xqr/qSIaxvO7Bi+IUqrTjdZqonENrvdbpyqj27zyBI0EQOi6lCCIINnJxccFguPA3bNGiRdxxxx14eHgwfvz4WjfsALNnz7Y5qHCx3NxcduzYgb+/P4MHDyYgIIARI0awdevWRvutXLmSfv36cfPNN+Pv70+fPn1YuHCh5XzPnj1JTk4mNTWVc+fOkZycTEJCAqdOnWLp0qW8+uqrLZq3cOkRKxHagFiJ0PE9lDSo1utbB/Sq02bepKutGuuOQX3qHAvz8eTJq0Y2a26OpFAo6RE3gkivXrgUuyBVnl9x0LkCB+dlhuvYUnGQsrSyphvboGtXGSFdfsJkqrC6j1nmxGfyx6mWGt/GoJQkUuop6wjQ33yw3uOZurqrFi6OIigKslCp5RiqLwQnqirrBkyT83aRwOWNzlEQBKG1ie0Mgi127tzJN998w+jRowE4efIk27dv5+effwbgjjvuYMaMGbz00kuWbQa+vr5ER0e36LpnzpwBagIS8+bNo3fv3nzxxReMHj2aw4cPN7gi4cyZM8yfP5/HH3+cZ599lp07dzJjxgzUajV33nkn8fHxzJkzhyuuuAKA119/nfj4eMaMGcPcuXNZs2YNs2fPRqVS8f777zN8+PB6ryMI54kgQhsQKxGEzkSpdCKhWxIRngk4F6qRqkxQ1XkDBwBVbmZ2+Z8jOeOM3ceOjYWg4B8xmSpt6rfRYw6Hrcgj1bdKzsGLyjoCqOVmfPPr5kMocvWm0ljPXGR1t0xo3eQU/SOIUFagqZMX4UjyZnomDkUq7bzfH4IgtH8iiCA0ZdWqVWi1WoxGIwaDgYkTJ/Lhhx8CNasQxo4di6+vLwDjx4/nnnvuYd26dVx55ZUAPPLIIzzyyCMtmoPZXPM39YEHHuCuu+4CoE+fPqxfv57Fixfz+uuvN9ivX79+zJkzx9LnyJEjzJ8/nzvvvBOA6dOnM336dEufpUuX4ubmxqBBg4iLi2PXrl2kp6dz6623kpKSglotfmaEhokgQhtw9xcrEYSOzUnlQs/4JMLceqAuUCFVmKACJDp35n1JJnEmqoy/8g9SnVH3RrylunWDgMAfMZurmm78D7muY/iiNApr6idWn6l/e8SkwCxkhXW3LWR6BgN1+0j1pF3QOBmpXYBShldwDNkn9/+jo0SxphCP0s5ZbUQQhI5B6dNwVntBAEhKSmL+/PmoVCqCg4NRqVQAmEwmvvjiC7Kzs1EqL9w6mUwmFi1aZAki2ENQUBAA3bt3r3U8Pj6e1NT60iNf6Fdfn59++qne9vn5+bzyyits3ryZHTt2EBsbS9euXenatSsGg4Hk5GR69uzZwncjdGYiiNAGtF4+KJRKTEbxJE7oONTOGhLjRhOq7YZTvgKpzAxlnT9wcF6Zj5FtmpOkZ2S2yvjx8RL+AT9iNuts6meSuTCfhzA0sY0Baso6nqinrCPANZoTUM8uhwytNxjq61M3iuAqlQEXJSF1CQf21zq2/8xaRrjeaE3MQxAEoVUofUUQQWicRqMhJqZuYuvffvuNsrIy9u3bV6t6wfHjx5k8eTIFBQX4+PjYZQ4REREEBwdz4sSJWseTk5O56qqrGuw3ZMiQevuEh4fX2/6xxx5j5syZdOnShV27dtXK/WA0GjGZLo3PekLziSBCG5DJZLj5+okyj0K75+rqTs+40XRxjUWZJ4dSM5SCxKWTXd+kkDgWVciuzEN2K9t4sR49JHz9fsBstn11w1qPN0kuse5u3K+Bso4APXR76j2e6exKvUU06lmJ4FxVwMVBBF1l3ZVX2dmnYKASckUgVRCEtqdwd0KuFqXrhOZZtGgRV199Nb161c6H1aNHDx577DG++uorHn30UT766COWL1/O+vXrGxyrsLCQ1NRUMjNrHlCcv/EPDAwkMDAQmUzGrFmzeOmll+jVqxe9e/dm2bJlHD9+nB9//NEyzujRo7n++ust2ydmzpzJ4MGDmTNnDpMmTWLnzp0sWLCABQsW1JnD2rVrOXnyJF988QUAAwYM4Pjx46xevZq0tDQUCgVxcXEt+6IJnZ4IIrQRd78AEUQQ2iWNxotecaMJdo5BkQcUS1AMXEKBg/MKgvVsNh+hIK3+RIT2kNBTwtv7e8xmvc19MzXX8E1JiFVtvc0yDtVT1hEgxLkaTX79SRUzGqoRXU9OBHVJJhBR61hpgRa1q4bqytpJIjNMpwmh/icigiAIrUnpJ1YhOMRsKxL3tHM5OTn8+uuvfPPNN3XOyWQybrjhBhYtWsSjjz5Kfn4+p0+fbnS8lStXWnIdANx6660AvPTSS8yePRuoWSWg0+mYOXMmhYWF9OrVi7Vr19ZK2nj69Gny8y9UiOrfvz/Lly/nmWee4ZVXXiEyMpL33nuPyZMn17p+VVUVjzzyCN99950lIWRISAgffvghd911F2q1mmXLluHiIn5mhMbJJMmKNbFCi/3x2Qcc+vMPR09DEABwc/ejV+xogpwikedKYLq0fw0YnM3sC83mYNqxVr1OYqIZT6/vkSTbyx4aZB7Mdl7KWZ11wZ1hBWZ27a4/cPl0eDLTc2bXe+7hPmPZXFz36/D9j13g5Nlax6p7DGab3+Q6bT19/6ydF4GaVS4TujwMhksvOCUIgmNpLg/C67q6y9SFltPpdKSkpBAZGYmzs3PTHQRBaNes/ZkWKxHaiKjQIDiap2cgiV1HEaCMQJ5rhgKJS3G1wcUyIqrYUnaQ8rS6SQbtqVcvEx6ePzQrgACw2uNNzpZY9++llCTOJje8mmKU05EGz2UaGypfWXclgir1OPjVbenkEsbFeREqK0vR+xtxypA3eG1BEITWIFYiCIIg2JcIIrQRDz9RoUFoez7eXegZMwp/eRdkuSbIBy6RxIhNqXI3sdP3HCczU1r9Wn36mHBz/x5Jal5OgFTtzXxfUs/degP6Vsk5WNpwvoXI0l0NnsvU1R98kOSyOmEEeVkhzq4KdJW1v6eqq+oPmp4q2EN3+jd4bUEQhNag8nN19BQEQRA6FRFEaCPeIaGOnoJwifDzjaBn9Ej8CIE8I+SBCBxcIMkkTkeX8VfuAfSZtuclsFXfvka02u+RpOb9G+jlvnxsvN2m5JbVKfVXZAAY6FmKquRsveeKXL2pNFbaND+tVobuoi4lBVqcXFzRV9U+cfj4Rnr0HIRUJhIsCoLQdsRKBEEQBPsSQYQ24t0lFJlcjmQWy8cF+wsMjCEhYgQ+5kDIN0IugLhRu1ipr5GtLslkprdNktN+/Qy4uH7fouoW/3V7k/RS6/vHGmScSG84iHCb7ylIr/9cpmcw0EDfehIrArgq9cBFWxQkGd4hXck+daD2YclMibYI97LaFR0EQRBai0wlR+GpdvQ0BEEQOhURRGgjKic1noHBFGU28OldEGwUEtyNHuHD8DIGQL4BckAEDupnUkocjSxgV8YhzOVtE8jr11+Pi8sPtCTvxBm3O1lR6mlTH7+shss6Alwu1V+VASBD6w2GhoII9R92NZcCnnWOO7mGAwfqHD949k+Gqic2MkNBEAT7Ufq4IGsgCCoIgiA0jwgitCG/sAgRRBBaJKxLT7qHDcGz2hep0ADZAM1L1HepyA/Rs9l0mMK0oja75oAB1aidfwCaX/VCpwjiI/312BKEaKysI4BKLuFfsLPB85nOro18O9X/Idy5Mp/6ggjVuvrzwGRkHocBN9ZstREEQWhlYiuDIAiC/YkgQhvyC4sgeftWR09D6GAiI/rSLeRyPKq8kYoMkAWSCBw0Se8ssS80k0Npx9v0updfrkPl9CMtCSAA/KR9gxwbtjEA9CgyscvYcJ/r/HOQFxc3eD5D2fCfBElWfxhBXZQOirql00ry3erNiwCQKaUQjMgTIwhC61P6i6SKgiAI9iaCCG3INzzS0VMQOoiuUQPoGjQA9wpPpBIDZIrAgS3SIivZWnKQirSKNr3uoMFVKJU/tnicE+4P8Fup1qY+TZV1BJjodgKKGz6fITWSaLKB5cCq7DMQMrLuCUmGV3AMOafrbp/Ye3Q1wcEPgLFlgRZBEISmOAVrHD0FQRCETkcEEdqQX1iEo6cgtFcyGXHRg+ga0A9tuRtSqVEEDpqh0sPMDp8UTmeebfNrDx5SiULxU4vHqVKG8bFuHLbmUuhTJedQI2UdARL1+xo9n2kst+maAMq049CFehdeqDXhQN0gQkVFEQZ/M6pMsU9ZEITWpQq2LSArCIIgNE0EEdqQh39Ag8t7hUuPTCYnPnYo0b590ZRqkMrPBw7EXnFbSTKJU9Gl/J17sE3KNl5syNBy5PLldhnr/zSvU2DjNgYAQyNlHQH8nAy45TURRNA1nE+hoZUIcl0FrlollfWUbazWBTQ43OnifXSjb6PzEQRBaAm5qxKll7OjpyEIgtDpiCBCG/MNiyDzxFFHT0NwEIVCSffY4UT59MKl2BWpQgQOWqrEz8hW9Qmy0rMdcv1hw8pAtsIuYx32eIz1pbZ/4O1qlHO8kbKOAHcEpiHLbXhlS6HGhypjVcMDNLJoQOsqUVlW93hpvhsqZxcMurrjHjr6J/EJA2qCZ4IgCK1ArEJwrJ7LerbZtQ5NPWRT+9zcXF544QVWr15NTk4OXl5e9OrVi9mzZzNo0CAAZDIZy5cv57rrrrPrXDdu3EhSUhJFRUV4enra1NdoNDJ79my+/vprsrOzCQoKYtq0aTz//PPI5fJ6+0ybNo1ly5bVOd69e3eOHDkCwNq1a3n44YfJycnhuuuuY+HChTg5OQFQUlJC//79WbduHWFhYba9WaHTEkGENuYXHimCCJcYhcKJhG4jifTqiXOhGqnKBBkicNBSJpXE4Yh89mQcxlzWNmUbLzZ8eAkSK+0yVoUqlk8qR9CckpD+mTrSmmhzhfpIo+czPYOBkgbPS41EEVwV1dT350SSZHiHxJBzuu6HO7NkotS9GLdy8SFfEITWoRL5EIQG3HjjjRgMBpYtW0ZUVBQ5OTmsX7+ewsLGcws52ptvvsmnn37KsmXL6NGjB7t37+auu+7Cw8ODRx99tN4+77//Pm+88YbltdFopFevXtx8880AmM1mJk+ezNNPP83YsWO56aabWLhwIQ8//DAATz31FNOnTxcBBKEWEURoYwGR0Y6egtAGVCpnenZLIty9B+pCJ6RKE1SChMnRU+sUcrvo2WI4RFFascPmMHxEMZL0i93G+9LlFUqaEQzxkuBwI2Udz4sp29Xo+QytF+gbDiI0thLB1VQC+NR7riYvQv1PiA6e3cAQpwmNzksQBKG5nMRKBKEexcXFbN26lY0bNzJixAgAwsPDGTBggKVNREQEANdff73l/NmzZwGYP38+8+bNIy0tjcjISJ5//nmmTJkCwNmzZ4mMjGTfvn307t3bcj0vLy82bNhAREQESUlJAHh5eQEwdepUli5datXc//77byZOnMjVV19tmef//d//sXv37gb7eHh44OHhYXm9YsUKioqKuOuuuwDIz88nLy+Phx56CGdnZ6699lqOHq154Llt2zZ2797Nxx9/bNX8hEtH/etehFYTEFW3FJrQOTg5udK/1wRuGPokN0bNpGt5Ik6ZCiSdCBzYi97FzN8x6azM30JRSbHD5jFiZKFdAwh7PZ5mS5mqWX0TCs1UN1LWESDRvRyn4lONtslUN1EGrZEggroit8Fz+uqG8yKkZxwFPxHLFgShdYjtDEJ9tFotWq2WFStWUF1df0LiXbtqAu9LliwhKyvL8nr58uU8+uijPPHEExw+fJgHHniAu+66iw0bNlh17dDQUH76qSYJ84kTJ8jKyuL9998HYOnSpcgayD903tChQ1m/fj3JyckAHDhwgK1btzJ+/Hirrg+waNEixowZQ3h4OAB+fn4EBQXxxx9/UFVVxZYtW0hMTESv1/Pggw/y6aefolAorB5fuDSIT29tzDc0HKXKCaOh7ZO/Cfbn7OJOr7hRdNHEocqTI5WaoRSkZixJFxqXGlnB1uKDVKY7NjHpyKR8TKbVdhuvVJ3IZxUDqLe8QROUksS5Jso6Akz2PQOZjbfJUDb1AaHhDzbqwnRwiq/3XEmeOypnZww6Xb3nszlHICFNXFsQBME2Mic5Sl8XR09DaIeUSiVLly7lvvvu49NPP6Vv376MGDGCW2+9lcTERKDmxhrA09OTwMBAS9958+Yxbdo0HnroIQAef/xxtm/fzrx58ywrDBqjUCjw9vYGwN/fv1ZOBA8PD+Li4hrt/9RTT1FSUkK3bt1QKBSYTCZee+01brvtNqvee1ZWFqtXr+abb76xHJPJZHz//ffMnDmTRx99lPHjx3P33Xfz+uuvM3r0aFxcXBgyZAj5+fn861//4pFHHrHqWkLnJlYitDG5QoFfeKSjpyG0gEbjxaC+N3HT4KeZ2OUhIkriUGaCZBCBg9ZQ6WHiz8hT/JG1nUoHVzZJSsqzawBBQsYSp+cpN9keQICaso65TZR1BBgiq1tm8WKZUuPlRKVGHo6oMhte5SBJMryDG16BtffoalCKUo+CINiXKlCDTC5+twj1u/HGG8nMzGTlypWMHTuWjRs30rdv3ya3FRw7dowhQ4bUOjZkyBCOHTvW4jldf/31HD9+vNE23333HV999RXffPMNe/fuZdmyZcybN6/exIn1Wbp0KZ6ennWSRQ4dOpRdu3aRkpLCxx9/TEpKCl9++SX/+c9/mDJlCg888ABbtmzhlVde4eDBpj9TCJ2fWIngAAHRMWSdOuHoaQg2cHPzJTF2NMHqKOS5EhRJNOfJsWA9s1ziZHQJ27MPYshq/Aa39UmMGpWLwfiHXUfd4fkSO0uav0RQ30RZRwCZTCK4cGeT7TKN5U0N1OApRXoysiiQGoijqbURwOF6z5WVF2D0l1A2sVJCEATBFmIrg9AUZ2dnrrjiCq644gpefPFF7r33Xl566SWmTZvWaL+LtxxIkmQ5dr5CgiRd+IxoMNjvM8ysWbN4+umnufXWWwHo2bMn586d4/XXX2fq1KmN9pUkicWLFzNlyhRL5YWG2t1///28/fbbmM1m9u3bx0033YSrqysjRoxg06ZNlhUbwqVLrERwgIBIkRehI/DwCGBY/9u5edAzjPe/ly6FEcizzNDMp8aC9Yr9DfwWfIQtaXvs+se3eSRGjc62ewChyLk/C8ua/0e4q1HOiSbKOgJc45ePvCq/yXaZuiaSMzYSRJAb9WjcGo5J66v9Gx36dMn+xq8tCIJgI6cQEUQQbNO9e3cqKiosr1UqFSZT7bxW8fHxbN26tdaxv/76i/j4mi1957dBZGVlWc7v37+/VvvzN/AXj22NysrKOqUcFQoFZnPTq2E3bdrEqVOnuOeeexptt2jRInx8fLj22mstczz/WcxgMDRr3kLnI1YiOEBAdFdHT0FogLd3CD1jRhEgD0WWZ4J8aE7JPaF5TCqJgxF57E0/XCuK7zgSo0dnojf8ad9RZUoWKZ9CV9389+if1XRZR4AbPE5AE7GGQo0PVcaqRts0tp0BQOsiUd5AcYeSfHdUamcM1fXnRTh4dB3duvdDqhBlTwVBsA+nUDdHT0FopwoKCrj55pu5++67SUxMxM3Njd27dzN37lwmTpxoaRcREcH69esZMmQIarUaLy8vZs2axaRJk+jbty+jR4/ml19+4eeff2bdunUAuLi4cPnll/PGG28QERFBfn4+zz//fK3rh4eHI5PJWLVqFePHj8fFxQWtVsvy5ct55plnGt3SMGHCBF577TXCwsLo0aMH+/bt45133uHuu++2tHnmmWfIyMjgiy++qNV30aJFDBw4kISEhAbHz83N5dVXX2Xbtm1ATQWJ+Ph43nvvPa688krWr1/Ps88+a/0XW+i0RBDBAXy6hKJUqzE2kBFWaFt+vhH0jB6BH10gzwh5gCjF2OZyQqvZUn2I4rRGygy2IZkMRo3OQK+3LuOyLbZ6/Id9Jc3fq+slweHkpss6AvQx7G+yTaZnMNCyr7urvBJQ13tOMsvxDokh50z9WxrMZhNlHqVoK5qoECEIgmAFmbMSZYD4feJoh6bWX97X0bRaLQMHDuTdd9/l9OnTGAwGQkNDue+++2rdIL/99ts8/vjjLFy4kJCQEM6ePct1113H+++/z1tvvcWMGTOIjIxkyZIljBw50tJv8eLF3H333fTr14+4uDjmzp3LlVdeaTkfEhLCyy+/zNNPP81dd93FnXfeydKlSykpKeHEica3O3/44Ye88MILPPTQQ+Tm5hIcHMwDDzzAiy++aGmTlZVFampqrX4lJSX89NNPlkoQDXn00Uf597//TUjIhYTHS5cuZerUqXzwwQfMmjWrVilM4dIlk9rH475Lzjcv/Jus5MaTpwitJzAgmoTIEfiYgyDfKNIbOFC1q8Se4DSOpp909FQsZDKJ0aPTqNZvsvvY+S7DeLJ6JtUt+NU7rNDMrl1ZTbbzUBnZ73QfMlPjAcvfY0cwy5DSaJuv18ah2n2kwfM5N7/EkbyGty34h54g9eCvDZ4PD03kcuVVjc5BEATBGs5xXvje1fDTVsF+dDodKSkpREZG4uzs7OjpCILQQtb+TIuVCA4S3DVOBBHaWEhwHN3Dh+Nt9K8JHOQAiOXTjnQuqpytRQepSm98KX1bkskkRo85R3X1FruPbZI5s0D+WIsCCEpJIvVEkVVtbw9MR5bX9IqnTGdXaCL1RFPbGZzLs4GGgwiG6sAGzwGcSzvIoP7XIuU7OgeGIAgdnVOEu6OnIAiC0KmJIIKDdOmeyJ5f/+voaXR6YV0SiA8bgle1H1KhAbJBBA4cr9zLxHaP05zNtGZXf9uRy2H06BR01dtaZfyNHnM40sLdGn2q5BwqrT+3wMXGOVtXcipTYU2O3cajCE4FaeDacKLI4gI3lE5qjPqGgxrZslQCCLJiLoIgCA1Th4sggiAIQmsSQQQHCe2egEwuR7Iim6pgm8jw3sSFDMJT54NUZIAskJp6zCq0CbNcIjm6mO1ZBzFmt69gjkIBo0adQlf9d6uMn+N6BV+Uhrd4HENKmdVt4yp2W9Uuw5qfjyZWIqgykqHr1Q2el0xyvEOiyU052mCbPcdXM97/HlEBRRCE5lPIRFJFQRCEViaCCA6idtUQEBlN9un2sw+8I4uJ7E9s8ADcK72QikXgoD0qCjCwVXmcnLRcR0+lDqUSkkYlo9PtaJXxTTJXPuFBjC1MQdPVKOd4unVLGWI1VagLrdsylWloOjDR1MwVWSnIu8kwNxIAcHaLBBoOIpSV5mHqKaHIbHI6giAI9XIK1iJTKRw9DUEQhE5NBBEcKDShlwgiNJdMRmz05cQG9ENb7o5UaoRMEThoj4xOEgfDc9mXfqSdlG2srSaAcAKdbmerXeMPjzc5VdLy925tWUeAKf6nkWVZd80snRWVHmSNL0WQmU1o3ZWUFjX8M2jQBzR5mTOlB+lKw9siBEEQGuMktjIIgiC0OhFEcKCwHons+u+Pjp5GhyGTyenWdQgx/n3RlGiRys8HDtrXsnjhgpwwHZurDlGSVuroqdRLpYKRSUfR6fa02jUyNRP4piS4xePYUtYRYLii/nKKFyvQ+FJlsiLHghUVKbXORhr7ly7Od0fp5IRRr2+wzYGja4nt1hepUvxcC4JgO7VIqigIgtDqrMmmJbSSkG7dUShFHKcxcrmChPgkrh06k1t6PEOiYTCuGc41AYR27qO/vyL0zeHMXvdBo+3+Tt3P+KX3EjNvDEM+vYUv99VOuLk5ZRfDF9xO93evYuavr6E3XXjSW1pdzvAFt5NRmtMq76G5dBozW6PP8UvuNkrK2mcAwckJRiYdbtUAgkHmwUemu7FH5pOEIjPVRutH6lJk3cqKTE/7JTJ0pbLR8+fzIjTGZDJS7ml93gdBEIR/EpUZBEEQWp8IIjiQSu1MYEyco6fR7igUTvTqcQUThzzBpG5P0UM3AJcMJ6SK9h84OG9/1jG+ObCSeL/Gb5hSizOZ+uOTDOiSyOppn/PIoCm8tO59fjuxEQCzZGbGqv9wR++JLL/jE/ZnHuObA79Y+r++8VPu6D2REPeml4m3lZSocn5U/c3xjFOOnkqD1GoYMfIQOt2+Vr3Orx5zOVfd8hCCAuvLOgJc6VuAoiLbqrYZGm+r2klNbGcAcNE3PUdnt4gm2xxO22TNlARBEGpR+jij0Do5ehqCIAidnngM7mBhCYlkHD/i6Gk4nErlTELcSCI8E1AXOCFVmqASJEyOnprNKvSVzPjlP7w57kk++OuLRtt+tf+/hLj5M3vMDAC6+kZwMPs4n+38jvFxIymsLKGgspg7+16Hs1LNFV2HcDL/LAC70g9xIPsEr14xs7XfklXKvU385XaK1Mx0R0+lUc7OMoYN349Od7BVr3NOO4kfS3ztMlafSjmHrSzrCHCT50kot65tprMr9koloi7LAhrfumHQN73y4WzqAS7vNwGpQOQ4EQTBek6RHo6egiAIwiVBrERwsLAevRw9BYdxcnKlX+I13DBkFjdGzyS2ohdOGQokXccLHPzT82vfZVT0IIZF9Guy7Z6MIwyP7F/r2PDIARzMPo7BZMTH1RN/rQ+bU3ZRZahmZ9pB4v2j0ZsMPPvH27x+5RMo5I7NQm1WSBztWsiP+q2k5rT3AAIMG7631QMI1XJfPjbc1mRFA2sZz9q2vP8y0wGr22YqrPszIFmRE8Ep71yTbUry3VGomn5SmKuwNoWkIAhCDeeuXo6egiAIwiVBrERwsKDYOJRqNcbqakdPpU04O2tJ7DaGUE0cqjw5UpkZykCyy65xx/vv0fUcyk5m1dQFVrXPqyjE96Ll5H6uXhjNJgqrignQ+jJ/4su8vP4jZq//gKSoy7ml59V8vP0rhoRfhrNSzfVfPURhVQl39b2BaZfd2Bpvq0FFgQa2yI+Sm5bfptdtDldXGUOG7kana7jEoL38130uGSX2+Z6OMco4nmZdWUcAjcKMd/4uq9tnWLsMwYrtDKr0ZGjiQaDZJMcnJJrcs8cabbfn+O+M87sLGikZKQiCYCEDdYyno2ch/MOxbvFtdq34443/TbnYtGnTWLZsGQBKpZLQ0FBuuOEGXn75ZTQaTbPnMXv2bFasWMH+/fubPUZzSZLE+PHj+f3331m+fDnXXXddg21nz57Nyy+/XOtYQEAA2dkXtkLOmzePt956C4Cnn36amTMvrHzdsWMHDz30EDt37kShECVVL0UiiOBgCqWKkLjunDvYunuzHcnV1YNe3cYQ4hyDIl8OJWYo6TyBg/MyS3OYvf4Dvr7lbZyVaqv7yS5Key9ddHxAl0R+/UdQ4kxhGj8dWcPv0xZx0zf/4p5+NzMyciBjFk9lYGhv4v0bz8NgDwa1xMGwHPanH22XZRsvptHIGDxkJzrd8Va/1im3afy3xH5LagOzqrFlfcetgRnIChpPcPhPmUbr9j1YsxJBkZeG0kmOUd/4z7azWzjQ+Ae+kpIcTD1AkWXV9ARBuMSpgrUoNCpHT0PoQMaNG8eSJUswGAxs2bKFe++9l4qKCubPn2/zWJIkYTLZbyWtwWBApbLt+/m9995DZkXA/7wePXqwbt06y+t/BgMOHTrEiy++yKpVq5AkiWuuuYYrrriChIQEDAYD06dPZ8GCBSKAcAkT2xnagdAena8mupvWhyGXTeKmwc8wIeRBwopiam4GDJ0rcPBPB7OTya8sYvzS+4iYm0TE3CS2p+1n8Z6fiJibhMlc94+Ln8abvIraZfvyK4tQyhV4udS9EZUkiad+f4sXkh7GLEkczjnJ1XEj8dV4cXlob7an7W+tt2eRFa7jZ7dd7Es70iECCFqtjMGDt7dJAEGnCOHj6ol2G89LgsMnrS/rCDDe1bb3mVmVZ2VL6z6YuLk1/WfFYLCuIsTZcuvKVAqCIIitDIKt1Go1gYGBhIaGcvvttzN58mRWrFgBQHV1NTNmzMDf3x9nZ2eGDh3Krl0XVvlt3LgRmUzGmjVr6NevH2q1mi+//JKXX36ZAwcOIJPJkMlkLF26FICSkhLuv/9+/P39cXd3Z9SoURw4cGHr4ezZs+nduzeLFy8mKioKtVpt02esAwcO8M4777B48WKr+yiVSgIDAy3/8/Pzs5w7duwYiYmJjBo1itGjR5OYmMixYzXB/7feeovhw4fTv3//hoYWLgFiJUI7EJbQOYIIHu7+JMaOJlAVgTxPgkIJOtlqg8YMDb+MtXcvrXXsid/eIMYnjAcH3l5v7oLLQnqw7tRftY5tTtlFYmA3VIq6P57fHvwVLxd3ruw6lGJdzT55g9mIy//+v75Ahb3otGZ2BaRyIuN0q13D3tzcZVw+8C901W1TKeIH7evkltrvez6hyMwuGwNv8VXWl6zM1/qhM1m3lcqalQgAGrWRpmo0lBR4oFCpMBka30qx78gfxMQlIlV17DwpgiC0PnVXT0dPQejgXFxcMPzv79KTTz7JTz/9xLJlywgPD2fu3LmMHTuWU6dO4e19YRvqk08+ybx584iKisLZ2ZknnniC33//3fKE38PDA0mSuPrqq/H29ua3337Dw8ODzz77jNGjR5OcnGwZ79SpU3z//ff89NNPlif806ZN4+zZs2zcuLHBeVdWVnLbbbfx0UcfERgYaPX7PXnyJMHBwajVagYOHMicOXOIiooCoGfPniQnJ5OamookSSQnJ5OQkMCpU6dYunQpe/a0XnlsoWMQQYR2ICAqBrWrhurKCkdPxWbeXsH07DqKAHkYsjwTFMClFDj4J63alW5+UbWOuaqc8XJ2txx/Y9NnZJfl8941zwFwR++JLN27nJfXf8Ttva5hT+YRvjv4Kx9d+2Kd8fMrivjgry/4+Y6PAfB0dqOrTziLdv3A8Mj+bDu3h0cuv8Pu70uSSaRElfNX/kF0GdZXCHA0d3cZAwZuQ1fdNkGP4+4P8ntp8/dRXkyBRGqy9WUdASJcdLgUWP/0PtMzCCi2rrGVQQQXqRzQNtrGbJTjHRJF3tkTjbYzmfRUeFfgmuFs3cUFQbgkyZzkqMPdHT0NoQPbuXMn33zzDaNHj7ZsaVi6dClXXXUVAAsXLmTt2rUsWrSIWbNmWfq98sorXHHFFZbXWq3W8oT/vD///JNDhw6Rm5uLWl2z3XXevHmsWLGCH3/8kfvvvx8AvV7Pl19+WWtFQFBQEGZz45+rZ86cyeDBg5k40fqVkAMHDuSLL74gNjaWnJwcXn31VQYPHsyRI0fw8fEhPj6eOXPmWN7b66+/Tnx8PGPGjGHu3LmsWbOG2bNno1KpeP/99xk+fLjV1xY6BxFEaAfkcgUh8T04s2eno6diFV/fMHpGJ+FPF8gzQh7QAUsxOkJOeQEZpTmW12GewSy7aS6v/PkhX+xbToDWh5fHPMr4uJF1+r60/gMeGHALQW4X/ri8Pf4ZHv91Dov3/MT0AbfRJ7i7Xedb5m3iL+1J0jIy7Dpua/PwkNF/wBaqq1Pa5HqVygg+rroSewbQ+lbJOVRiW9BmSuBZZFnWzyFT4wX6YitbWxdFcNEV0lQQAcDFPRJoPIgAcCRjK/0ZY9W1BUG4NKkjPZApxQ5dwTarVq1Cq9ViNBoxGAxMnDiRDz/8kNOnT2MwGBgyZIilrUqlYsCAAZYl/ef162dFJa49eygvL8fHx6fW8aqqKk6fvvCgIzw8vFYAAWpu3huzcuVK/vzzT/btsy232vngCNSsOhg0aBDR0dEsW7aMxx9/HIDp06czffp0S7ulS5fi5ubGoEGDiIuLY9euXaSnp3PrrbeSkpJiCZAIlwYRRGgnwnr0atdBhAD/aBKiRuBrDoJ8I+QCGB09rXbvh9s/qPX63aufrdNmUFhvVk9b1ORYH1/7Up1jfYK7s+G+r5o/wQaYFBLHogrZlXkIU2XHChB5esro138T1dVNlxu0l29c51BYZt8VOMYU28o6AoxUHrGpfYbaFfTWtbV2O4O6NBMIa7KdwWDdksszKXsYcNlVSIVWVpEQBOGSoxb5EIRmSEpKYv78+ahUKoKDgy2JDLOyajL6XpykUJKkOsesqeRgNpsJCgqqd0uCp6enTWNd7M8//+T06dO1xgG48cYbGTZsWKPbIP5Jo9HQs2dPTp48We/5/Px8XnnlFTZv3syOHTuIjY2la9eudO3aFYPBQHJyMj179rR5/kLHJYII7UR7zIsQHBRLj4jheBsDagIHOSACB51fQZCBLRwhP822hH7tgbe3jL59N1BdndZm1zzkMZMNpfaNvkcbZRyzoazjeeHFO2xqn9kKT+6ccs+Cz+VNtivNty4vAkCeKhNf/JpsJwjCpclZ5EMQmkGj0RATE1PneExMDE5OTmzdupXbb78dqKmWsHv3bh577LFGx3RycqpTpaFv375kZ2ejVCqJiIiw1/SBmtKL9957b61jPXv25N1332XChAlWj1NdXc2xY8cYNmxYvecfe+wxZs6cSZcuXdi1a5cldwSA0Wi0a2UKoWMQQYR2wjcsAhd3D6pKbb9xsKfQkB50Dx+Kl94XqcAI2SACB5cGg1pif1gWB9Jsq7XcXvj4yOjd50+q9bYURGyZcqc45lcMx955QAKzqrF1A8lw72KUZba99wzJ+qf71q5EUKYdB5+m25mMCryDo8g71/SWhn0nfucK7zvB3P6rgQiC0LYU7k6oAuyXj0YQNBoNDz74ILNmzcLb25uwsDDmzp1LZWUl99xzT6N9IyIiSElJYf/+/XTp0gU3NzfGjBnDoEGDuO6663jzzTeJi4sjMzOT3377jeuuu67RLRHPPPMMGRkZfPHFF/WeP19Z4WJhYWFERkZaXo8ePZrrr7+eRx55BIB///vfTJgwgbCwMHJzc3n11VcpLS1l6tSpdcZau3YtJ0+etMxhwIABHD9+nNWrV5OWloZCoSAuLq7Rr4vQ+YggQjshk8kI79mb49s2tfm1I8J60a3LYDx1PkhFBsgCSQQOLikZ4VVsLT9IWVq5o6fSLL6+Mnr1Xo9e37a5G75Qv0JJuX0DCJ5mOGJjWUeASd6noNK2PpkGG7ZMWBlEUBTn4eSiQG9FRQUX9wisyYtQWJSJKV6GIksEEQRBqE0dK7YytFfxxzvmQwmAN954A7PZzJQpUygrK6Nfv36sWbMGL6/Gv99uvPFGfv75Z5KSkiguLmbJkiVMmzaN3377jeeee467776bvLw8AgMDGT58OAEBAY2Ol5WVRWpqaovfz+nTp8nPz7e8Tk9P57bbbiM/Px8/Pz8uv/xytm/fTnh4eK1+VVVVPPLII3z33XfI5TWrF0NCQvjwww+56667UKvVLFu2DBcXlxbPUehYZFJHKPR+iTj+12Z+fX9um1wrOrIfcUEDca/yQioWe40vVVVuZnb6neNk5hlHT6XZ/P3l9Ez8A70+q02vu9vjWd4tvczu4w4tlNi9K9PmfjujPsc/80+b+vSP6Wp1icfPtyfivmGvVW0P3PwZBXlNByK9gwrJPLrUqjEH9LqWyNJ4q9oKgnDp8LmzOy7drVj+JLQKnU5HSkoKkZGRODuLSjqC0NFZ+zMtViK0I1F9+lm9R9hmMhmx0QPpGtAft3J3pFLj/1YciADCpUiSSZyOLuPvvINUZ1p3E9keBQbK6d7jd/T6nKYb21GJuhcLKvoB9o3BKpBISy60uZ9absavYJdNffK1flYHEACrVyIAaFR6Cmg630JJvgcKpRKTsemAw76jfxDVNQHJihUOgiBcGmROcpxFUkVBEIQ2J4II7YiTiythPRJJ2b/HLuPJZHK6dR1MjN9laMq0SGVGyBRbFS51pT4mtmmSyUi3/Wl3exIUJCe++28YDHltel0JGUtUz1Oht/8irj6Vcg7bWNYR4KaAbGRFtlVzyPQMAoqt72BDEMHFXA40XbPdZFDgFRJF/rnkJtsaDDoqvatwyXCyfiKCIHRq6q5eyFSitKMgCEJbE0GEdiZmwKAWBRHkcgXxscOI9u2Da4krUrkIHAg1TEqJo5GF7M48hKmiYz/NDQ6W0S3+VwyG/KYb29l2z9nsKmmdD62ms7aXdQSYoD0ORbb1ydR4gb7Y6va2hEycq/KxJogA4OoeCTQdRAA4lrmNviTZMBNBEDozlx5iG4MgCIIjiCBCOxPT73LWLfwESbI+WZtCoaRH3EgivRNxKXJGqjRBhggcCBfkB+vZYj5CQZrtS+Xbm5AQGbFxqzAY2v69FDkP5POynth7GwM0v6wjQILOulwF/5ShdgW9DR1k1i9FcC7OAFmUVW2NxrpZpRty8sxOLrvsSqRCsQ1LEC55chku3bwdPQtBEIRLkggitDOuHp4ExXYj88TRRtsplU707DaKcM8EnAudavYJZ4BEx37CLNiX3lliX2gmh9KOO3oqdhEaJicmZiVGo42P3e1AkilZqHgSXXXr5KINzNbbXNYRIMhZjyb/gM39MpS2raaw5V2rck5DYP21pi9WUuCJXKHEbLIu6JnvlIUPvjbMRhCEzkgd6Y7cVeXoaQiCIFySRBChHera//J6gwhOKhd6xo8izK076gIVUoUJKkTgQKhfekQVW8sOUJ5W4eip2EV4uIyo6P9iNBY75PqbPV7jQPMWCjTJ0wxHkpu3NWNKwDlkObb/DsiUbHyab0NOBGXaCbBygYHJoMA7JJL81JNWtd93Yg1jvCaDfStrCoLQwYiKDIIgCI4jggjtUMyAwWz6ajEAzs5aEruNposmDqd8BVKZGcpE4EBoWJW7mR2+ZzmVmeLoqdhNRISMyMgVGI2lDrl+vusIlpZ2pTW2MQAkFEvsNjTvrni005Fm9csw2Pa1lGwIIsgrSnHRKKmqsG51gYtHJGBdEKGgMB1zNznyLBFFEIRLmXMPsSJJEATBUUQQoR3yDAhkeNIU/KuDUeTLocQMJSCJR29CI86Xbfwr9wD6TFs2u7dvUVEywsJXYDQ5JoBgkjnzKY+il1ongKBAIr0ZZR3Piyq1rbQj1IRCsnQFNvaxIYoAaDVQZeUiGJMpyKaxUyuPEUGcTX0EQeg8VCFalJ5qR09DEAThkiXq4rRTcV0HocgCmvl0Uri0lPoZWd3lKBvTd6HXd54AQnQ0hIX/jMlBAQSAPz1e51hV6wQQAPpWycluRllHgH4eZahKbF9xUuDmT7Wp2rZOtsUQcFVa/55K8j2RKxRWt993ZA0yZ+vbC4LQuYitDIIgCI4lggjtlEuiWKYnNM2olDjYNY8fK7aQmZft6OnYVdeuMkLDfsZkKnfYHLJdx/FVaVirXsPYzLKOALf7nmpWvwwP2578g+0bOVxtCPyYDAq8gyOtbq83VFHl3bzAiyAIHZ9LgggiCG1v48aNyGQyiouLAVi6dCmenp6N9pk9eza9e/du9bkJQlsT2xnaKZWfK6ogDYaszpEUT7C/vC7VbDYcoSit7SsVtLbYWAgK/hGTqdJhczDKtMyX7sfYStsY4H9lHVObn61xEAeb1S9T4wV6G79vbFyJ4FyRB1hffs3FMxLSrA+KHMv5iz6MsG1SgiB0eKpAV1QBGkdPQ7DCx9P/bLNrPfzpKKvbfvrpp8yaNYuioiKUyppbofLycry8vLj88svZsmWLpe2WLVsYPnw4J06cYPDgwWRlZeHh4WG3eZ89e5bIyAtBdJVKRVhYGNOmTeO5555DZkN55bZQXV3NwIEDOXDgAPv27bM6QPLAAw+wYMEC3n33XR577DHL8ccff5ylS5ei1WqZO3cut956q+Xc999/z5dffskvv/xi53ch2INYidCOufTyc/QUhHZI72Jme9d0/pu/laKSzhdA6NatJoBgNjsugACwxuNNTulaL4AAEJTd/K0nCpmZgIKdzeqboXaxuY+tXwl1UbpN7c025kVIPrUdmaco7yYIlxqX3v6OnoLQwSUlJVFeXs7u3bstx7Zs2UJgYCC7du2isvLC54+NGzcSHBxMbGwsTk5OBAYGtsqN/bp168jKyuLkyZO8/PLLvPbaayxevNju1/mn5mx/ffLJJwkODrapz4oVK9ixY0edfr/88gvffPMNf/zxB2+++SZ33XUXBQU1+ZqKi4t57rnn+Pjjj22eo9A2RBChHXPtKbY0CLWlRVbyk8sODqedcPRUWkX37hIBgT9gNlc5dB7pmuv4tsTKGoXNVFPW0bbkhv90vX8ucl3zgkiZymb86rfxM5My27atFiX5XjblRQAocM6xqb1gH9vT9nPXj09z2cfXE/rmcH5P3lLrfF5FITN/ncNlH19P17ev4I7v/01KYVqjY64+sYnxy+6jx3vjiX3nSsYuuZufDq+p1Wb5kT8Y8MmNJLx/Na9u+KTWubSSLIYvuJ2yarF6r1OTgWtv8YBFaJm4uDiCg4PZuHGj5djGjRuZOHEi0dHR/PXXX7WOJyUlWf77n9sZ6vPGG28QEBCAm5sb99xzDzqddVvvfHx8CAwMJDw8nMmTJzN48GD27t1bq82SJUuIj4/H2dmZbt268ckntX8PZmRkcMstt+Dl5YWPjw8TJ07k7NmzlvPTpk3juuuu4/XXX7cERmyxevVq/vjjD+bNm2d1n4yMDB555BG+/vprVKragf9jx44xcuRI+vXrx2233Ya7uztnzpwBaoIVDz30EGFhrbulVGg+EURox5Q+Lqi6aB09DaEdqPQw82fkKdZk/U1FpWOf0LeWHj0k/Px/wGx27F53g9yLT0xTW70WSs8SiSpD80u1TnRPbnbfTMlgcx/JxicvqrRkbOliNCjwCo6w6Rr7Tq6xObghtFyVXke8fzSvjnmszjlJkrj35+dILc5k0Q1z+H3aIrq4B3Dbd49TqW84OOjp4s6/Bk1hxR2f8MddS5jU8yqe+O0NNp6pWW1TWFnMrN/n8nzSQ3w1aR4/Hv6d9af/tvR/ds07PDPiAdzUYpl7Z+YU4Y7S09nR0xA6gZEjR7JhwwbL6w0bNjBy5EhGjBhhOa7X6/n7778tQYSmfP/997z00ku89tpr7N69m6CgoDo3+tbYvXs3e/fuZeDAgZZjCxcu5LnnnuO1117j2LFjzJkzhxdeeIFly5YBUFlZSVJSElqtls2bN7N161a0Wi3jxo2rteJg/fr1HDt2jLVr17Jq1SrL12LatGmNziknJ4f77ruPL7/8EldXV6veh9lsZsqUKcyaNYsePXrUOd+rVy92795NUVERe/bsoaqqipiYGLZu3crevXuZMWOGVdcRHEPkRGjnXBP9KEl3XGI5wbHMcolTUaX8nXMAQ5btN34dRUJPCW/v7zGbHV9ZYpX7m5wrad0QggKJtBPNL+sI0Eu/r9l9MwytX+1Cptfh6qakotRodR+NZxQFaaetbp+fn4q5qwJ5dvODMYLtkqIvJyn68nrPpRSlszfzCOvuXkacX80+39eufJzeH07kv8fWc1uva+rtNyisT63X9/S7mR8P/86u9IOMjBrAueJM3NVaro0fbWl/Mv8so6MHsfzoWlQKJVfFiRwZnZ2r2Mog2MnIkSOZOXMmRqORqqoq9u3bx/DhwzGZTHzwwQcAbN++naqqKquDCO+99x5333039957LwCvvvoq69ats2o1wuDBg5HL5ej1egwGA/fffz933nmn5fx//vMf3n77bW644QYAIiMjOXr0KJ999hlTp07l22+/RS6X8/nnn1u2WyxZsgRPT082btzIlVdeCYBGo+Hzzz/HycnJMnZYWBhBQQ1vKZQkiWnTpjF9+nT69etXa3VDY958802USmWDwYCxY8dyxx130L9/f1xcXFi2bBkajYYHH3yQpUuXMn/+fD788EN8fX1ZsGBBvYEIwXFEEKGdc0n0pWR1iu0bkoUOr8TPyFb1cbLSO/eS7cREM55e3yM14+m4vZ3T3sZPJa2f9btPlZzDzSzrCODnZMAtv3lBBAnI0tm+jUJqxhN/ratEhQ3xCqONeREA0nTHCaerzf2E1lFtqgkEqpUXPqAq5AqcFEp2ph9sMIjwT5Ikse3cXk4XpvHMiOkARHqHUmXQcTgnmRD3QA5mHeeWnldTVFXK21sW8/1t77XK+xHaEYVMbPMU7CYpKYmKigp27dpFUVERsbGx+Pv7M2LECKZMmUJFRQUbN24kLCyMqKgoq8Y8duwY06dPr3Vs0KBBtVY8NOS7774jPj4eg8HAoUOHmDFjBl5eXrzxxhvk5eWRlpbGPffcw3333WfpYzQaLUke9+zZw6lTp3Bzc6s1rk6n4/TpC8H5nj171gogAHzxxReNzu3DDz+ktLSUZ555psn3cd6ePXt4//332bt3b6M5JGbPns3s2bNrvR4zZgwqlYpXX32VQ4cOsWrVKu6880727Nlj9fWF1ieCCO2c0tMZp1A39KnNLwMndCwmlcThyDz2pB/BXNbai+odq1cvEx6eP7SLAEK13JePDJOQWn0jA5hbUNYRYHJgGrLc5q3aKHALoNpU3aLrW8tVXgU4NdnuvNICL2RyOZLZ+n+DvUd+JyIqDqm6c/+sdBQx3uF0cQ/kzU0LeH3cv3FVObNw13fkVhSSW9548Kq0upz+H9+I3qRHIVPw6pUzGR7ZHwBPZzfeufpZHlv1GjqjnhsTxjIyagBP/PYGd112A6klWdz907MYzEYeH3IXV3cb2QbvVmhLzrFeyF1FMlXBPmJiYujSpQsbNmygqKiIESNqVjIFBgYSGRnJtm3b2LBhA6NGWV/1oSVCQ0OJiYkBID4+njNnzvDCCy8we/ZszP/7m7hw4cJaWxwAFP/LJWQ2m7nsssv4+uuv64zt53chj4hGY/uWrz///JPt27ejVqtrHe/Xrx+TJ0+2bKn4py1btpCbm1srp4HJZOKJJ57gvffeq3c1w/Hjx/n666/Zt28fixcvZvjw4fj5+TFp0iTuvvtuSktLcXd3t3n+QusQQYQOwPWyABFEuETkhlazufowxanFjp5Kq+vTx4Sb+/dIkvXL3VvTcre3yCxt/RvRKKOMoy0o6whwhfpos/umewYCtidkbM5iKBdDCWB9EjSjXoF3cAQF6Wes7qPXV1Llo8c5U/w5aw9UCiWfXf8fZq1+k57vX41CpmBoxGUkRQ1ssq/WyZXf71pEpb6Kref28J8/PybcM9iy1eGq2OFcFTvc0v7v1H0czzvDq1c8xtAFt/HRhJfw13gz4YsHGBjaC1+NV6u9T6HtufYRWxkE+0pKSmLjxo0UFRUxa9Ysy/ERI0awZs0atm/fzl133WX1ePHx8Wzfvr3WNoTt27c3a24KhQKj0YherycgIICQkBDOnDnD5MmT623ft29fvvvuO/z9/e1+o/3BBx/w6quvWl5nZmYyduxYvvvuuzpBjfOmTJnCmDFjah0bO3YsU6ZMqfdrKkkS999/P2+//TZarRaTyYTBUPOA6fz/m214wCC0PvGpqwNw7e1Pya8pSHqx77ez0rua2R2cwdH05ifL60j69jWi1X6PJLWP7+lT7nfzS2nbRLeDc/RktnCMmPLdTTdqQKbGC6qbUdWhGdsZnMtzsCWIAODqFWlTEAEgOW8HiQyxqY/QehID41hz12JKq8sxmIz4uHoy4YsHSAyMa7SfXCYn0qsLAD0CunKq4Bwf/f1VnXwJANVGPc/98Q7vX/M8Z4syMJlNDArrDdRsfdiXdZQrYsT3RGchUytwifd29DSETiYpKYmHH34Yg8FgWYkANUGEBx98EJ1OZ3U+BIBHH32UqVOn0q9fP4YOHcrXX3/NkSNHrNoOUVBQQHZ2NkajkUOHDvH++++TlJRkCQjMnj2bGTNm4O7uzlVXXUV1dbUlKeHjjz/O5MmTeeutt5g4cSKvvPIKXbp0ITU1lZ9//plZs2bRpUuXBq995513EhISwuuvv17v+YsrJGi1NUnfo6Oja43brVs3Xn/9da6//np8fHzw8am9PVSlUhEYGEhcXN2/BQsXLsTf359rr70WgCFDhjB79my2b9/O6tWr6d69O56enk1+HYW2I4IIHYBcrcC1lx8Vu7IdPRWhFZyLqmBb0UEq0ztn1YWL9etnwMX1+zbZNmANnbILH+kmQBvMx0OSceRE88s6AvR0q0Bd1ILKDGoXaMZuhuasRFAXpoFLgk19zGbb6k8DHEveSq/eI5FKHL8tRrjAXV3zQTOlMI2D2Sf497B7bOovSRJ6U/3/pu//tYyRUQPpGRjH4ZxkjOYLAUmj2YhJPLHqVFx6+CBT2VYCVnC8hz9tm60AzZWUlERVVRXdunUjICDAcnzEiBGUlZURHR1NaGio1ePdcsstnD59mqeeegqdTseNN97Igw8+yJo1a5rse/6pvUKhICgoiPHjx/Paa69Zzt977724urry1ltv8eSTT6LRaOjZsyePPfYYAK6urmzevJmnnnqKG264gbKyMkJCQhg9enSTKxNSU1ORy1tesO/EiROUlNi+0jInJ4c5c+bUKq05YMAAnnjiCa6++mr8/f3r3TIhOJZMkiSRsq8D0KeVkfvxfkdPQ7CjCk8z2z1Pk5Kd6uiptJn+/fU4u/xAW9ywW+sLjy9ZU2pduaKWGloksXtny9YhvBF1iFsz639aYI2X+17Nj0WHbO73/pG+BK3caVMfQ1gcW6JsK9GkUpsoz/3QprwIAGMHP4BnlqdNfYTmqdBXcrYoA4BxS+/hxVGPMDisD54u7oS4B7Dq+AZ8XD0Jdg/geN5pZq/7kJ6BsSy4/sJy2MdWvUagmy9Pj3gAgI/+/orEwDjCvUIwmAz8eXo7r2/6lDlXPlEnGeOJvBTuXf4sa6YtxtXJhSpDNQPn38SzIx7AT+vDA8tfYMsD/0eQm22rYIT2y/eeBJy7iu0p7ZFOpyMlJYXIyEicnUX5TUHo6Kz9mRYrEToIp1A3VMEaDJkVjp6K0EJmuURydAk7sg9iyLbuyemuXbvYvXs3xcXFAPj7+zN8+HC6dm06K31qaipLly7F39+/Vtbg06dP89tvv1FRUUG3bt2YMGGCJUGPTqdj4cKF3HnnnZbMvy01YGA1avUPtKdSI8fcH26zAIJckkhPbllZR4Ah8oMt6p8pNS8hY3P+1ZTpp5B3lWE2Wd/bUK3AKyicwowUm66179QfJGkntadvr07rYPYJJv3fo5bXr/z5EQA3JYzj3aufJbe8gFf+/Ij8iiL8tT7c2GMsjw6ZWmuMjNKcWhm7Kw1VPLf2HbLK8nBWqonxDuP9a563lHQ8T5Iknl7zFi+N+heuTi4AuKjUvDP+GZ5f+y56k4H/XPGYCCB0IgpvZ9Qxno6ehiAIgvAPYiVCB1K+PZPiFdbXUBfan+IAI1uUx8gpyLWp34kTJ5DL5Xh71+wJ3b9/P3/99RcPPPAA/v4NJ5vS6XQsWLAAb29vysvLLUEESZKYN28eQ4cOJTo6mh9++IH+/fszYMAAAFatWoWPjw+DBg1q5jut7fLLdaicfqQ93eFVqiJ5kncoMrbNqojLqmQc2ZzeojFkMonTXo8ir8xv9hgTEi7nbIXtqyHeO9qX4P/athIBYNd1n1FWbFvyTL8uB0g7tN7ma026/FlkOe0jz4YgCPbhPjYc96SwphsKDiFWIghC52Ltz3TLN8AIbca1tz8yJ/FP1hEZnST2xebwU+lmmwMIAHFxcXTt2tWSqGb06NE4OTmRnt74TemqVatISEiok1CnsrKSyspK+vfvj7+/P7GxseTl5QE1KxcyMzMbzLhrq0GDq1A5ta8VCABfu8xpswACgHSuvMVjXO1b0KIAgoSMLF3zcjI0919P62L719hsDmrWtdINJ5vVTxCEdkouQ9Mv0NGzEARBEC4i7kg7ELmzEpeeYolmR5MdWs1yzz3sST2MPRb+mM1mDh8+jMFgaDThz759+ygqKmLkyJF1zrm6uqLVajl9+jQGg4HU1FQCAgIwmUz8+uuvXHPNNXZJsjN4SCVK5Y8tHsfeDnj8m41lTm12vUiTnKPnils8zg2eLaveke/uT7WpGVkVaX4QwVVme8LQ0gIfZDLbv//2HlktAq2C0Ik4x3ujcGu739WCIAiCdUROhA5GMzCQyj05jp6GYIVqjZndQekcS7fP09GcnBwWLVqE0WjEycmJW265BT+/+oNKBQUFrF+/nrvuuqveYIBMJuPmm29mzZo1/P7778TExNCnTx+2bt1KZGQkSqWSxYsXU1lZyYABAyzbHGwxZGg5cvlym/u1tnKnbnxaMYS2TO4YklVNlh3G6WPY16L+GR6BQDPKO0KzSjwCuOiLANtWFhiqFXgFh1GYcdamfjpdOTo/A+oMkcVdEDoD7QCxCkEQBKE9EkGEDkYd5o4qUIMhWyRYbM/ORpWzrfAgVelVdhvT19eX6dOno9PpOHr0KCtWrGDatGl1Aglms5mff/6ZkSNH1qnR+09hYWHcd999ltcFBQUcPHiQBx54gCVLlnD55ZcTExPDJ598Qnh4eK3yR00ZNqwUZP+1/U22gWXqlyktb7sAgock40hyy8o6ArgpjXjm72nRGJkaL6huXhBBamYQQV2Wg61BBACNV5TNQQSA5Lyd9MQ+uTwEQXAchZcatajIIAiC0C6JIEIHpBkQSPFKkWCxParwMvGXx2nOZabZfWyFQmFJrBgcHExmZibbt29nwoQJtdrp9XoyMzPJysrit99+A7Bso3jllVeYMmUKkZGRtfpIksQvv/zClVdeiSRJZGdn0717d1QqFREREZw9e9bqIMLw4SVIrGzp220Vuz2f56+Stv2117PYzG5Dy5P93RGUgSxP16IxMtUu0LzdDM2mzj8Hbr1t7meWQpp1vaPJW0jsNQypxLZkjoIgtC+afoHI5M2MXgqCIAitSgQROiDXPv6UrE5BMrTd01ShcWa5xInoYnZkHcSY3XY3LyZT3ZtTtVrNgw8+WOvYrl27SElJYdKkSXh6etbps2/fPlxdXYmLi6OqqsoytkqlwmQyWZ3LYfiIYiTpF9vfSBsoUffhs7K+tGWCR7kkkZHczO0DFxnnfLTFY2Qomp8voLkrEZSZyRBne7+yQi9kMjmSZOPvOUmi2LUAjxL7lCYVBMEB5KDpb/3qN0EQBKFtiQxUHZDcRYlLT19HT0P4n8JAI6sCD7EtbS9GY+sEENavX8+5c+coLi4mJyeH9evXc/bsWXr27AnAunXrWL68Jv+ATCbD39+/1v80Gg1KpRJ/f3+cnGonqaqoqGDz5s2MGzcOABcXF3x9fdm+fTtpaWmkpKQ0msDxvBEjC9ttAMGMgkWqZ6k0t22FiD46OVnF9tnSElfZsq0MAJmSvtl9m/uVU2adRamy/U+NXqfEM6jp77v67D+zrtk5HARBcDznOG8U7mpHT0MQBEFogFiJ0EFpBgRSudf2UoGC/RidJA6E57A//ahdqi40pry8nOXLl1NeXo5arSYgIIDJkycTHR1tOV9SUtKssX///XcGDx6Mu7u75dh1113HihUr2LlzJ4MHDyYkpPGl5SOT8jGZVjfr+m1hu+ds9pS0fcxUOtvyso4AXTVVqAuOtXicDENp8zu34KZc4yanpND2lVNa7yiKMs/Z3C87+xRcroQcsaVBEDoizcDmlXkVBKF+MpmM5cuXc9111zl6KkInIYIIHZQ6wgNlgCvGHNvLpwktlx1Wzeaqg5SmteCmzAYTJ05s9HxTfxRGjhxZb6lHgBtvvLHOsZCQEB5++GGr5paUlIfR9LtVbR2h0PlyFpX1oC23McD/yjqmFttlrCn+KciyWjZ/CRlZVc1P8NiSq2vVJpoT4pKamRcBIN14ii5ENLu/IAiOofBS4xwrEip2Bm/fck2bXeuJ71bZ1D43N5cXXniB1atXk5OTg5eXF7169WL27NkMGlSTnLcj3XhXVVURHByMTCYjIyMDFxeXNr3+t99+y2233cbEiRNZsWJFg+10Oh3Tp09nz549HDt2jGuuuaZO+3379nH33Xdz8uRJRo0axbJly/DyqvmdYDQaGTBgAJ999hn9+/dvxXckNEVsZ+jANP1F6aO2ptOY2RJ9jlW5Wykta5sAQvslMWp0TrsOIEgyJQsUs9C18TYGgJBs+2UwHK441OIx8twD0Jubv52hJVxp3oqMkiIvkDVvCcSeI6uRNWMbhSAIjqUdHCISKgqt7sYbb+TAgQMsW7aM5ORkVq5cyciRIyksLLRpHIPB0EoztM1PP/1EQkIC3bt35+eff27Ta587d45///vfDBs2rMm2JpMJFxcXZsyYwZgxY+ptc++99zJq1Cj27t1LcXExc+bMsZybN28eQ4cOFQGEdkB8wurANH39QSn+CduCJJNIiS7nR9XfnMg45ejptAMSo0dnYzD84eiJNGqTxxwOOWCxjrudyjqeF1q0o8VjZHq0LOjY3MSKAM7NLCtpqFLhFdi8vAi6qlKq/cV2BkHoSGRqhUioKLS64uJitm7dyptvvklSUhLh4eEMGDCAZ555hquvvhqAiIgIAK6//npkMpnl9ezZs+nduzeLFy8mKioKtVqNJEmkpqYyceJEtFot7u7uTJo0iZycHMs1z/f78ssviYiIwMPDg1tvvZWysjJLm7KyMiZPnoxGoyEoKIh3332XkSNH8thjjzX5nhYtWsQdd9zBHXfcwaJFi5psn5GRwS233IKXlxc+Pj5MnDiRs2fPWv01PM9kMjF58mRefvlloqKimmyv0WiYP38+9913H4GB9X8uOXbsGPfddx+xsbHcdtttHD1ak1j6zJkzLF68mNdee83meQr2J+5AOzC5qwpXkWCx1ZX7mFgbdoL1GTvQ6VpWYq9zkBg9JhO9YZ2jJ9KoPJcklpbGOOTaicVmqvQtL+sIMNqnEEVFdovHydB4tqh/i4IIpZnN7qv1iW5235MFu5vdVxCEtqfpF4DcWey0FVqXVqtFq9WyYsUKqqvrXzW4a9cuAJYsWUJWVpblNcCpU6f4/vvv+emnn9i/fz9Qs620sLCQTZs2sXbtWk6fPs0tt9xSa8zTp0+zYsUKVq1axapVq9i0aRNvvPGG5fzjjz/Otm3bWLlyJWvXrmXLli3s3bu3yfdz+vRp/v77byZNmsSkSZP466+/OHPmTIPtKysrSUpKQqvVsnnzZrZu3YpWq2XcuHHo9TUrFjdu3IhMJmsysPDKK6/g5+fHPffc0+Q8rdWrVy/Wrl2L0Whk/fr1JCYmAjB9+nTmzp2Lm5ub3a4lNJ8IInRw2qHN3zMsNM6skDjStZAfdFtIzclw9HTaBZkMRo/JQK//09FTaZRJ5sKnsn9haOWEl/WxZ1lHgJu9TtplnEx1y/ZHtuQr6ZRne3LEC9cNbnbfw8c3InMTNySC0CHIQTtEfKYRWp9SqWTp0qUsW7YMT09PhgwZwrPPPsvBgwctbfz8/ADw9PQkMDDQ8hpAr9fz5Zdf0qdPHxITE1m3bh0HDx7km2++4bLLLmPgwIF8+eWXbNq0qVbwwWw2s3TpUhISEhg2bBhTpkxh/fr1QM0qhGXLljFv3jxGjx5NQkICS5YsqbeU98UWL17MVVddhZeXF97e3owbN47Fixc32P7bb79FLpfz+eef07NnT+Lj41myZAmpqals3LgRwFL2W6VSNTjOtm3bWLRoEQsXLmxyjrb4/PPP+fHHH4mOjsbJyYlnnnmGL774AldXV/r378/YsWOJiYnh+eeft+t1BduIIEIH5xSiRR3j6ehpdDqFQQZ+8T/I32n7rPoFfimQySRGj05Fr9/g6Kk0ab3H6xyvavsAAkCfavuVdQTob9pvl3EyFC37dd+SlQiqtOPN7lta4NPsvAhIEiVa2/a3CoLgGC7dfVB6Ozt6GsIl4sYbbyQzM5OVK1cyduxYNm7cSN++fVm6dGmTfcPDw2sFFY4dO0ZoaGitctjdu3fH09OTY8cuVFaKiIio9RQ9KCiI3NyaSmtnzpzBYDAwYMAAy3kPDw/i4uIanYvJZGLZsmXccccdlmN33HEHy5Yta/Dz6549ezh16hRubm6WVRne3t7odDpOnz4NwIABAzh+/HiD1bnKysq44447WLhwIb6+9l0V3aNHDzZt2sS5c+f45ptvMBgMzJ49m48++oh//etfDBkyhAMHDvDzzz/zyy/ts7T4pUA8oukE3IZ3ofpUsaOn0SkY1BIHwrI5kH6s1cs2diQymcToMeeort7i6Kk0KVtzFV+VNG8fvT3Yq6wjgEZhxjvfPkvyM6WWJVVsyU+DvDAbJ2cFep3tATm9TolXYChFWanNuvbBs38yVH1ds/oKgtB2tMO6OHoKwiXG2dmZK664giuuuIIXX3yRe++9l5deeolp06Y12k+j0dR6LUkSsnqC3Rcfv/ipvkwmw2w2W9qeP3bxGI1Zs2aNJb/BP5lMJv744w+uuuqqOn3MZjOXXXYZX3/9dZ1z/wyONOb06dOcPXuWCRMm1BoXalZ6nDhxwlKGvKVmzpzJY489RpcuXdi4cSOvvvoqGo2Gq6++mo0bN9aag9B2xEqETsA51gtVkKbphkKjMsN1/Oy2i/1pR0UA4R/kchg95kyHCCAYZW58bL4fR60diTTKOXqu2G7jTQrIQGaosMtYmYYWVhNpYbJ0rbb5A2h9mk7W1JCMzBPgL+LlgtCeqULdUIe7O3oawiWue/fuVFRc+JurUqmsWo3avXt3UlNTSUtLsxw7evQoJSUlxMfHW3Xt6OhoVCoVO3futBwrLS3l5MnGtzQuWrSIW2+9lf3799f63+TJkxtMsNi3b19OnjyJv78/MTExtf7n4eFh1Xy7devGoUOHal3z2muvJSkpif3799daldES69ev5/jx4zzyyCNATXDkfEUMg8EgVgs7kAgidBJuw0UEv7l0WjObo1P4LWcbZeVlTXe4hCgUMHr0Kaqr/3L0VKzyu8ebnNGZHXb9kBz7lXUEuFp7wi7jSMjIqmpZtYiWhtU0Ti0pg9WyfdKZpoYTTAmC4HhuQ5uf+0QQbFVQUMCoUaP46quvOHjwICkpKfzwww/MnTuXiRMnWtpFRESwfv16srOzKSpqONfRmDFjSExMZPLkyezdu5edO3dy5513MmLECPr162fVnNzc3Jg6dSqzZs1iw4YNHDlyhLvvvhu5XF7vKgeAvLw8fvnlF6ZOnUpCQkKt/02dOpWVK1eSl5dXp9/kyZPx9fVl4sSJbNmyhZSUFDZt2sSjjz5Keno6ADt37qRbt25kZNSfE8zZ2bnONT09PXFzcyMhIQEnJycAPvroI0aPHl2r79GjR9m/fz+FhYWUlJRYghAXq6qq4uGHH2bBggXI5TW3rEOGDOHjjz/mwIED/PTTTwwZMsSqr69gf+LxTCfhkuiHYs1ZTMX2vYnpzCSZxJmoMv7KP0h1hvi6XUyphKRRyeh0LS8v2BbStTfwXYnjSoPZu6wjQPfKPXYZJ889AL25hdsZWrgSwVUqB5qXUbm0yLsmL0IzVwjtOfobwV0eAoPjAkyCINRP4aHGJcG6JdRCx/LEd6scPYV6abVaBg4cyLvvvsvp06cxGAyEhoZy33338eyzz1ravf322zz++OMsXLiQkJCQBisVyGQyVqxYwb/+9S+GDx+OXC5n3LhxfPjhhzbN65133mH69Olcc801uLu78+STT5KWloazc/25Qr744gs0Gk2dm3SApKQk3Nzc+PLLL3n88cdrnXN1dWXz5s089dRT3HDDDZSVlRESEsLo0aNxd69ZEVRZWcmJEycsT/2bKz8/35Jn4bzx48dz7tyFhMt9+vQB6m7deOWVV7jmmmvo3bu35dgHH3zA7bffzvDhw7n99tu58cYbWzQ/oflkkli33WmUbc2gZJV44maNMh8j2zQnSc9tfum5zqwmgHACnW5n043bAYPcmxedFpFa7bibxKHFErt32O/7KcxFxybuRSa1/D3tD+3NFGXLEgy+ktKXbt82//uh4LpZHCiOaHZ/Z/X3FGenN7v/DUNmocoUi+8Eob3xuCoStxFiNWVHpdPpSElJITIyssGbXaF5KioqCAkJ4e2337ZrCUVBaIy1P9PiE1UnohkQiMxFLC5pjEkhcbhrAT/qtooAQgNUKkgadbTDBBAAVrq/6dAAglySyLRjWUeAOwPO2SWAAJCh8bLLOC2hLm5ZmVQ335YlaDpVtK9F/QVBsD+ZsxLNwEBHT0MQ2oV9+/bxf//3f5w+fZq9e/cyefJkgFpbLAShvRBBhE5E7qRAOyjI0dNotwqC9az028/2tP0iEUsDnJxgZNJhdDr7LKNvCyluk/m5xNuhc+ijk5NZZL+yjgAjVYftNlaG2qXFY7R0O4NTbkrLrt/CvAiHjv2JTCuCrILQnmiHBCN3Fj+XgnDevHnz6NWrF2PGjKGiooItW7bYvYSiINiD+M3dyWiHhFC+NQNJL/b+nmdwNrMvNJuDaceabnwJU6th+IhD6HT7HT0Vq+kV/nysvwlw8Pf7OfuVdTwvosR+K0EyFS2MANDyxIrK1GPg3/z+ZUUtCxRJkplSt2LcyrUtGkcQBPuQqRW4DREJFQXhvD59+rBnT8d5iCNc2sRKhE5GoVGhGShWI5yXEVHFT5pdIoDQBGdnGcNH7O9QAQSAn7RzyXJwwCzCKOOIHcs6AgzxKkZZmtZ0QytlSC1PHNrSlQjy8mKcNc2PW1dXOuER0LLVCAfO/dmi/oIg2I92UDByV5WjpyEIgiA0gwgidEJuw7uA8tL+p61yN7Ep6gyrs/+ivML+T4k7E2dnGDZ8DzrdIUdPxSbJ7veyqrR52f7tqUtuy6oe1OdWn9NNN7JBpr59lC7ValrWv6V5ETIyjoGfWIAnCI4mc5KjHdayoKAgCILgOJf2nWYnpXBzQtPfcaXuHEmSSZyKKeUH/uJkZsv2YF8KXF1l/wsgHHH0VGxSpQzjE93Vjp4GbhIcOWHfso4AA8wH7DaWhIwsXb4dxml5IR+NsmUrImTylmdwz+Zsi8cQBKFlNAODUGjEKgRBEISOSgQROim3EaFgh33QHUmpr5HfuxxjY/ou9Hr7Px3ubDQaGUOG7kSnO2o5tnJlKffdm861E1K4dkIK/3okg507Khsco6DAyGuv5TBtahpXjDnDJx/XvVnds7uSqXemce21Kbz5Ri4Gw4Wb0fJyM1PvTCMnx2jT3L/XzCHP4Pi8H72KJar09k3SqZab8S+wXz6EXI9ADOaW1XkGkGQt/33iYm7ZiojSIp8Wz2HP0d9AeWn9bhSEdkUpr1kxKQiCIHRYIojQSSk91bj2aUEWsw7EpJQ41DWfHyu3kJGX5ejpdAharYzBg7ej0x2vddzPV8G993nzySchfPJJCH36uPDii9mcPVt/UMZgkPD0UHD7ZE+iop3qnDebJV5/PZcJE9z44IMQTpyo5rdfSy3nP19YwIQJbgQEWL/E/Ij7I/xR2vJqAy0llyQyT9q3rCPAjQE5yKpLm25opUx3O5VPs8N9t3NlXov6V1eo8AhoWSK28vIiDP6OD0AJwqVKOyAQhVvdvxeCIAhCxyGCCJ2Ye1Jop/8Xzg/R81/ffexIO4DZLG4MrOHmLmPQoL/QVSfXOTdosIaBA13pEupEl1An7r7HGxcXOceO6uodKzBQxcOP+HLllW5oNHW/2UpKzBQXm7l2ojsREU4MGuTKuXM1T8UPH9aRnFzN9Td4WD33ClU0n1SNtrp9a+rdCmUdASZoT9h1vAyNp13GMdthO4O6KKPFY7j5xrR4jDPF+1s8hiAIzaCQoR0hViEIHZdMJmPFihWOnoYgOJzIMNWJKX1ccE30o3J/y57+tUd6Z4l9oZkcSjvedGPBwsNDTv8BW9BVn2myrckksXlTBTqdme7dnZt1PU9POT4+CnbvruKyy1w4dEjHlVe6YTBIvP9ePv+e5YfChm03X7u8SnFZ+wgWyVJbJ2Fnz2r7lnfKVLtAy4sz2CGEAKrs0xAysmWDyFuejO3gsfV069Efqdy2bTSCILSMpl8ASg+1o6chtJH0p7e02bW6vDHM6raffvops2bNoqioCKWy5laovLwcLy8vLr/8crZsuTDvLVu2MHz4cE6cOEFsbKzd512fs2fPEhkZyb59++jdu3eT7c5TqVSEhYUxbdo0nnvuOWR22IZoT9XV1QwcOJADBw40+d4kSeLll19mwYIFFBUVMXDgQD7++GN69OhhafP444+zdOlStFotc+fO5dZbb7Wc+/777/nyyy/55ZdfWvMtXdI6+XNqwW1MeKfLjZAWWclPrjtEAMFGHh4y+g/YTHUTAYQzZ/Rcc3UKV41L4b338pn9ciDhEc1beiqTyXj+hQC++qqYe+5OJyZGzbir3Pj2/4rp09cZtVrGozMymDY1jRUrShoda7/Hk2wqax9LYCOMMo6cLbb7uIFqPZp8+yVVBMi0089/S0s8AqhSj7V4W0S5HfIimM0mytwb/34TBMHOFLKafE2C4GBJSUmUl5eze/duy7EtW7YQGBjIrl27qKy8kAtq48aNBAcHt1kAoTnWrVtHVlYWJ0+e5OWXX+a1115j8eLFrXrN5uQee/LJJwkOtm5L4ty5c3nnnXf46KOP2LVrF4GBgVxxxRWUldXkVvrll1/45ptv+OOPP3jzzTe56667KCioSXRdXFzMc889x8cff2zzHAXriSBCJ6fydUEzwE57oh2s0sPMhqjTrMn6m4rKCkdPp0Px9JTRf8AmqqubrlgRGqriswVd+PCjECZc687cN3M510BOBGv07OnMJ5+E8NXXYcx41JfsLAPr1pVx113evPF6Lldf48677wXz1ZdFnDld/yPzMqcefFoxqNlzsLfWKOsIcEdgKjKzfZ+OZ0h2WIYAdsmJIKuuwlXbsgVwugon3P2DWjyXQ+c2tngMQRCspx0YhNK7eavaBMGe4uLiCA4OZuPGjZZjGzduZOLEiURHR/PXX3/VOp6UlFSrf35+Ptdffz2urq507dqVlStX1jp/9OhRxo8fj1arJSAggClTppCffyHx9O+//87QoUPx9PTEx8eHa665htOnL5R2Pr+6oE+fPshkMkaOHNno+/Hx8SEwMJDw8HAmT57M4MGD2bt3b602S5YsIT4+HmdnZ7p168Ynn3xS63xGRga33HILXl5e+Pj4MHHiRM6ePWs5P23aNK677jpef/31ZgVVVq9ezR9//MG8efOabCtJEu+99x7PPfccN9xwAwkJCSxbtozKykq++eYbAI4dO8bIkSPp168ft912G+7u7pw5U/OQ7Mknn+Shhx4iLCzMpjkKthFBhEuA+5hwZGqFo6fRbJJM4mRMCT9K2zidedbR0+lwvL1l9Ou3gerqc1a1V6lkhISoiItTc++93kRFq/n5Z/s8tZUkiXfezeeB6T6YzXDqlJ7hwzV4eSlITHThwMG6uRckZCxVv0SZqX1sY2itso4AY5zsX2ozU9+yigjn2WM7A4DWteUjufu1PC9Cavph8BU7+gShLcjUCtxGiVUIQvsxcuRINmzYYHm9YcMGRo4cyYgRIyzH9Xo9f//9d50gwssvv8ykSZM4ePAg48ePZ/LkyRQWFgKQlZXFiBEj6N27N7t37+b3338nJyeHSZMmWfpXVFTw+OOPs2vXLtavX49cLuf666+35PbaubOmQtP5FQY///yz1e9r9+7d7N27l4EDB1qOLVy4kOeee47XXnuNY8eOMWfOHF544QWWLVsGQGVlJUlJSWi1WjZv3szWrVvRarWMGzeu1oqD9evXc+zYMdauXcuqVassX8dp06Y1OqecnBzuu+8+vvzyS1xdXZt8DykpKWRnZ3PllVdajqnVakaMGGEJ8PTq1Yvdu3dTVFTEnj17qKqqIiYmhq1bt7J3715mzJhh9ddMaB7xCeoSoNCocBsZSumas46eis1K/YxsUZ8gKz3b0VPpkHx95fTqvZ5qfXrzB5GkWmUZW2L1b2W4u8sZPFhDWVlNaUTj/x68G40S9eXG3OX5PNtL2k8QrFeJxG47l3U8L7p0l13HM8vkZOnqlt1sDnsFEVwVOqBl9eFldsiLAJAjSyWAllV7EAShaW7DQlBo28d2NEGAmpvfmTNnYjQaqaqqYt++fQwfPhyTycQHH3wAwPbt26mqqqoTRJg2bRq33XYbAHPmzOHDDz9k586djBs3jvnz59O3b1/mzJljab948WJCQ0NJTk4mNjaWG2+8sdZ4ixYtwt/fn6NHj5KQkICfnx9wYYVBUwYPHoxcLkev12MwGLj//vu58847Lef/85//8Pbbb3PDDTcANSsdjh49ymeffcbUqVP59ttvkcvlfP7555Y8CkuWLMHT05ONGzdabuY1Gg2ff/45Tk4XfpbDwsIICmp4daAkSUybNo3p06fTr1+/WqsbGpKdXfOZPyAgoNbxgIAAzp2reSA2duxY7rjjDvr374+LiwvLli1Do9Hw4IMPsnTpUubPn8+HH36Ir68vCxYsqJVLQbAPEUS4RLgNDaZieyamktZZhm1vRqXEkah89qQfxtxOEul1NH5+chJ7rUWvz7S6z6LPCxkwwAU/fyWVlRIbN5Rz4ICO11+v+SP2+eeF5OcbefrpC+VDT52qWS6vqzJTXGLm1KlqVEpZnTwKRUUmvv66mPffr7lpc3NTEBam4uefS+h3mQv79lVx+2TPWn2K1ZexsKwP9ruFbRm5JJGZbP+yjgB9PcpQlTSd8NIWue6BGMwGu4wlyezzb+BqLAF8WzSGPfIiAOw5tprxAfeCqX18fwlCZyTXqtAOExUZhPYlKSmJiooKdu3aRVFREbGxsfj7+zNixAimTJlCRUUFGzduJCwsjKioqFp9ExMTLf+t0Whwc3MjNzcXgD179rBhwwa0Wm2da54+fZrY2FhOnz7NCy+8wPbt28nPz7esQEhNTSUhIcHm9/Ldd98RHx+PwWDg0KFDzJgxAy8vL9544w3y8vJIS0vjnnvu4b777rP0MRqNeHh4WOZ86tQp3Nzcao2r0+lqbbPo2bNnrQACwBdffNHo3D788ENKS0t55plnbH5fFyeGlCSp1rHZs2cze/bsWq/HjBmDSqXi1Vdf5dChQ6xatYo777yTPXvsm7RaEEGES4ZMpcD9igiKfqxb1q+9ye2iZ4vhMEWprXOzdinw95fTM3ENer1tKziKiky88UYehYVGNBo5kVFqXn89kMv61Sw/Kywwkptbe8/+9AculO1LTtbz5/pyAgKUfP1N7b1on3ycz82TPPD1u/Br58mn/Jj7Zh7Lfy5h0iRPunW7sF/WjIJFqmeo1LefG7ze1XKOtkJZR4DJvqeh5RUQa8l0DwDss/XCXv8K6opcWhpEqKpQ4+4XRGleVovGKSvLx5goobQ+ziYIgo3cR4Uh78BbKoXOKSYmhi5durBhwwaKiooYMWIEAIGBgURGRrJt2zY2bNjAqFGj6vRVqWqvppPJZJZAgNlsZsKECbz55pt1+p1/Yj9hwgRCQ0NZuHAhwcHBmM1mEhISmpWsECA0NJSYmJptfvHx8Zw5c4YXXniB2bNnW+a1cOHCWlscABQKhWXOl112GV9//XWdsc+vioCagImt/vzzT7Zv345aXbsqS79+/Zg8ebJlS8U/nV99kZ2dXWuVQ25ubp3VCecdP36cr7/+mn379rF48WKGDx+On58fkyZN4u6776a0tBR3d3eb5y80TAQRLiGuff0p35qBIbt9JiXUu5jZE5LJkfQTjp5KhxYYKKd7j9/R63Ns7vvvWX6Nnn/yKf86x9atj6qnZV3PPV/3F3+3bs4sXlL/Ptm/PV9hb0n7qiwiO9c6ZR0BBnHQ7mNmaDyh2k75G+z0T6EuTAN19xaP4+4X3eIgAsCZkgPE0qvF4wiCUJfCxxnNwM6R3FnofJKSkti4cSNFRUXMmjXLcnzEiBGsWbOG7du3c9ddd9k0Zt++ffnpp5+IiIiwlI/8p4KCAo4dO8Znn33GsGE1ZSm3bt1aq835p/0mU/O2TioUCoxGI3q9noCAAEJCQjhz5gyTJ09ucM7fffcd/v7+dr/R/uCDD3j11VctrzMzMxk7dizfffddnaDGeZGRkQQGBrJ27Vr69OkD1OSn2LRpU73BGUmSuP/++3n77bfRarWYTCYMhppVmOf/31zfflmhRURixUuITC7DY3xk0w0dIDWygh+dd4gAQgsFBcnp3uM3DAbbAwjtSaHLEBaVxjt6GrVEmGQcPVfcKmMrZGYCC3bYfdxMtYvdxrLXSgRV5im7jCNT2Gd59MFj65C5ini6ILQGjyvCkSnER02hfUpKSmLr1q3s37/fshIBaoIICxcuRKfT1cmH0JSHH36YwsJCbrvtNnbu3MmZM2f4448/uPvuuzGZTJbqBwsWLODUqVP8+eefPP7447XG8Pf3x8XFxZKUsaSk8eTWBQUFZGdnk56ezurVq3n//fdJSkqyBARmz57N66+/zvvvv09ycjKHDh1iyZIlvPPOOwBMnjwZX19fJk6cyJYtW0hJSWHTpk08+uijpKc3nlPrzjvvbHSrQlhYGAkJCZb/na/qEB0dTZcuF/6Od+vWjeXLlwM1Kzsee+wx5syZw/Llyzl8+DDTpk3D1dWV22+/vc41Fi5ciL+/P9deey0AQ4YMsayAePfdd+nevTuenp6Nvg/BduKT0yXGOdYLdVdPqk8WO3oqAFR6mNjuncKZLOsqBwgNCw6W0S3+VwwG+yTScxSzzInP5I9TLbWfbQwAXXL0ZLfSlCb65yMvsf/2nUyF/VZy2OutKzJOIYsGqYUPBcpL7JMXwWQyUu5ZhqbSfgEXQRBAFazBpVfjq9sEwZGSkpKoqqqiW7dutZbJjxgxgrKyMqKjowkNta2qSHBwMNu2beOpp55i7NixVFdXEx4ezrhx45DL5chkMr799ltmzJhBQkICcXFxfPDBB7XKOCqVSj744ANeeeUVXnzxRYYNG1arHOXFxowZA9SsQAgKCmL8+PG89tprlvP33nsvrq6uvPXWWzz55JNoNBp69uzJY489BoCrqyubN2/mqaee4oYbbqCsrIyQkBBGjx7d5MqE1NRU5PKWBwpPnDhRK1jy5JNPUlVVxUMPPURRUREDBw7kjz/+qJO3IScnhzlz5tQqyzlgwACeeOIJrr76avz9/evdMiG0nEyS2tkndaHV6bMqyP1gr0Nz1ZnlEiejS9iefdCy1EhovpAQGbFxqzAaCx09lRb703Mei0ra14oZrRmcNmVT2UpVGb7ouoXhafPtPu69vcewo8Q+eVAez+7N5Ut222WsnRMXUF7S8p97leJryvJbvuomPKwXlyvGtXgcQRAu8L07AedYL0dPQ2hlOp2OlJQUIiMjcXZ2brqDIAjtmrU/02KN2SXIKUiDa9/6E5O0hWJ/A78FH2FL2h4RQLCD0DA5sXG/dIoAQq7LaL4otS7HQlvqXSq1WgABoJd+X6uMm2kotdtYkh2jjloX+3wtPfy72mWcc6kHwLdlZScFQbhAHeMpAgiCIAidmAgiXKI8rgxHpmrbf36TSmJ/bC4/lW0h2w5PDwUID5cRE/NfjMaOX8nCJHPhU9nDGNrZ4qjWLOsI4ONkwD1/r93HNcvkZOvslFQR+y5ccpXbp8KFTBFil3EAcuVpdhtLEC5pcvC8pv0FgwVBEAT7EUGES5TCQ412qP0+gDclJ7Sa5V572J16CLGDxj4iI2VERa3AaCx29FTsYp3Hm5yoan/fG72r5WS2UllHgMmBachMzSvr1Jhc90AMZvut9JHsWCjDxVBsl3HKS1pWKvKf9h5bDXbMISEIlyrNwCBUgbaXghMEQRA6DhFEuIS5jeiCXNO6S3j1rmb+iknjl7ytFJc2nl1WsF5UlIzwiOUYTfZbru5ImZpr+Lqk7YJatmjNso4AV6qPtcq4me723bJkz+0MzmXZdhmnqkyNm0/dsqPNUVKai8k+QwnCJUvuqsTjinBHT0MQBEFoZSKIcAmTOytxHxPWauOfiyrnB/V2jqbbJ7GbUCM6GsLCf8ZkKnP0VOzCKHPjE/M9tF7G5rIwIgAApjdJREFUgeYLb8Wyjud1LbdPssKLZWg87Tqe2Y4P6Z0KUu02lntAjN3GSik/ZLexBOFS5H5lBHJXkV9EEAShsxNBhEucZkAQSl/7ljYr9zKxLiKZtZk7qKpqvWXgl6KuXWWEhv2MydS6T8fb0mqPuaToWljvr5WE5uhpzd03PdwqUBedaJWxM9X2/bm255dBlXHSbmPJlbaV32rM/iNrkbko7DaeIFxKVEEaNAMCHT0NQRAEoQ2IIMIlTqaQ4TEuwi5jmeUSx7sW8aNhK2ezRZIye4uNheCQHzGZKhw9FbtJ1d7EdyX+VP73ewrunUTuNUPJvWYohY/cSfWOrQ32MxXkUfLqM+TfeR05o/tS9tFbddpU795O/p0TyZ0wjJI3XkD6RyUQc3kZ+XdOxJST1eA1tGY4esJ+iQnrc4ffmVYbO9PO+/vtmRNBkXUGhdI+A1YU2y8vgsmkp8Kr8/x8CUJb8pwYjUwu8ooIgiBcCkQQQcAlwRd1V88WjVEUYODXoMNsTduL0Wi0z8QEi27dJIKCf8RsrnT0VOzGIPfmY+NkJEDhF4D23n/hPf9rvOd/jVOfARS/MBNjyukGOhuQeXqhueMelNGxdU5LZjMlc57FZcJNeH+wFMPxI1T9+rPlfPnC93GZcBOKgKAG59faZR0Bhspbb/l8hrm61cZuKZkkoXVX2mWsyjI1Wh8/u4wFcCSj4eCVIAj1c+nlhzrCw9HTEARBENqICCIIAHhNjAGl7d8ORieJvV1z+Ll0CzkFua0wM6F7d4mAwB8xmzvX1pD/us8lvbpmG4N68AjUlw9DGRqOMjQc7T2PIHNxxXDsYL19FYHBuD/yJC5XTkCm0dY5L5UUIxUX4TpxEsrIaNSDR2A8V/PUX394P4YTR3G94fYG5yaTJLJOtm7ZTJlMIqRwR6uNn2Gwb9JNe+/q0KjtF2z08LdfXoQzZ/cg8xF7ugXBWjInOZ7jIx09DUEQBKENiSCCAIDS1wX3JNv2FueE6VjusZu9aYdF2cZW0qOHhJ//D5jNOkdPxa5S3KawvMSr3nOSyYTuz9+RdFWouic2a3yZpxdyH1+qd/2NVK3DcHAvyqiuSAYDZe/NwX3mc8gUDe99762Tk1HYukGbcb4FyCvzWmVss0xOti7frmNKMvv+jLtiv1U19syLAJCnzLDreILQmbklhaHwUDt6GoIgXOTs2bPIZDL279/v6KkInZB91pMKnYLbiC5U7s/FmNf4zVO1xsyuoDSOp59qo5ldmhJ6Snh7f4/ZrHf0VOyqWhHAR/obgNrJFA1nTlL0yFQkvR6ZiwueL7+NMiK6WdeQyWR4vDiXsk/mUfbxW6gHDsXlqolUfLMYpz4DkDk5U/ivaZhLinG9/lZcr7+1Vn9Fauvvi7/J8yS0UoGNXI8gjGb7biuyd5jQRV8I2KesZ0Wp/fIiAOw5/jtjfaaCWQRHBaExSh9n3Ia1z/K8guPNnj273V5r2rRpLFu2zPLa29ub/v37M3fuXBITm/cAwxHS09OJiooiKiqK48ePt8k158+fz/z58zl79iwAPXr04MUXX+Sqq66yqv+2bdsYMWIECQkJtQIca9eu5eGHHyYnJ4frrruOhQsX4uTkBEBJSQn9+/dn3bp1hIW1XmU5wXpiJYJgIVPK8byu8WXBKdHl/KD6WwQQWlliohlv7++QpM4VQAD4STuXbH3dagzK0Ai8F36L98fLcLn2ZkrefBHj2QZyIljBqWcffOZ/jd83v+L+6DOYsjLRrf0Vzd0PUfL687hMuBHv9xdT/uUCDKcvlCENN8k4cq51tzIA9DHsa7WxM9wD7D6mZOcwgrq04aSWtqosdUbrbb+8CMXFWZjs/yUUhE7H87oYZM3YCikI7cG4cePIysoiKyuL9evXo1QqueaaaxrtY/hHkub2YOnSpUyaNInKykq2bdvWJtfs0qULb7zxBrt372b37t2MGjWKiRMncuTIkSb7lpSUcOeddzJ69Ohax81mM5MnT2b69On89ddf7Ny5k4ULF1rOP/XUU0yfPl0EENoR8ZtfqMU52hPXvv51jpd7m/gj/ATrM3ag03WupfXtTa9eJjy9vkeS2tcfKns44X4/v5bWzWEAIFOpUIaEoYrrgdt9M1BFx1L58//Z5bqSJFH6zn/QTn8czGaMp47jPHwMci9vnBIvw3Bgj6VtWCuXdQRwUxrxyt/TdMNmytR42n1MSWbfrOtOeefsOp5HgP3yIgCcq2j6w5AgXMpc+/rj3LX+bWmC0BGo1WoCAwMJDAykd+/ePPXUU6SlpZGXV7PV8Px2gO+//56RI0fi7OzMV199hdls5pVXXqFLly6o1Wp69+7N77//bhn3xhtv5F//+pfl9WOPPYZMJrPcZBuNRtzc3FizZg0AI0eOZMaMGTz55JN4e3sTGBho1coKSZJYsmQJU6ZM4fbbb2fRokVN9jl69Cjjx49Hq9USEBDAlClTyM+3bfvjhAkTGD9+PLGxscTGxvLaa6+h1WrZvn17k30feOABbr/9dgYNGlTreH5+Pnl5eTz00EP06NGDa6+9lqNHjwI1Kxd2797No48+atM8hdYlgghCHR5XRyF3rdnpYlZIHO1ayI/6raTmpDt4Zp1fnz5GPDw7ZwChShnGJzrrlroBIIFksM9KjKrfliN398B5yEgw16yCkM5XETEZkf53TGuGo8mtW9YR4PbATGTG1su5kOHkbPcx7b0SQZV+wq7jyVVd7DreviNrkLk0nDdDEC5lco0Kj6ujHD0NQbCb8vJyvv76a2JiYvDx8al17qmnnmLGjBkcO3aMsWPH8v777/P2228zb948Dh48yNixY7n22ms5efIkUBMU2Lhxo6X/pk2b8PX1ZdOmTQDs2rULnU7HkCFDLG2WLVuGRqNhx44dzJ07l1deeYW1a9c2OucNGzZQWVnJmDFjmDJlCt9//z1lZQ3vk8zKymLEiBH07t2b3bv/n737jqu6/h44/rqLC1z2HqIoIrhAce+Z8s1VmpYjNTXLnKVme2mZze9XLVNDtNK04cpMzYF7K2qKiIiLISACsi/33t8f/LxFDFG593PR9/Px4FHcz3ifexHu/ZzP+33OMbZs2cKNGzcYMmSIcZ/ly5cju4ebBjqdjtWrV5Obm1smMfBvkZGRxMfH8+6775bZ5u7ujre3N9u2bSM/P5+9e/cSEhJCUVEREyZM4JtvvkFRSS0rwfxEEkEoQ6FR4fifutzy0rLJ8zQHrp0UbRvNIKyFFnv7nzAYHs7XerVmLunasssYAG5/u4Ci0yfQpSShvRRHTsRCik4dw7rH4yXbl84na+5bpY7RXoxFezEWQ34e+qxbaC/Glrv8QX8rg9wfvsV+0iwA5PYOKOrUJe/XVRSdPUXRiSNYNQ4FSto65haatq0jQLhtjEnPn6So/l7thmo+pSI9EaVV9b0F5VVzXYTi4iLyXB6elqqCUJ2c+tVDoRFdTISabdOmTdjZ2WFnZ4e9vT0bN25kzZo1yOWl35umTZvGwIEDqVu3Lj4+Pnz22WfMmjWLZ555hqCgIObNm0ezZs3473//C5QkEc6ePUt6ejq3bt3i7NmzTJs2zZhYiIqKokWLFtjZ/T0zMyQkhHfffZfAwEBGjhxJy5Yt2bFjR6XxR0RE8Mwzz6BQKGjcuDH169dnzZo1Fe6/aNEiwsLC+OijjwgODqZ58+YsW7aMXbt2ceFCybJOR0dHgoKC7vranTlzBjs7O9RqNS+++CLr1q2jUaNGFe4fFxfHa6+9xsqVK1Eqy5bkuzPjY/bs2TRq1IjmzZszZswYPv74Y3r06IGNjQ0dOnQgKCiIhQsX3jU+wfREYUWhXLYtPTlxdiupl6u3wrtQvpYttdjY/oSB8i+ya7q/HKewPbviu+P6WzfJmvsW+ox0ZBo7VPUCcfr4K9Qt25Zsz0hHl5pS6piM8X8XQyy+EEPBjj+Qe3rj/uPmUvtlL/wEzZCRKNz/Xqbj+OoHZM17h7x1P2L79EhUDZsgMxhIicushmd7d8G5x0x6/iR9YbWf0xRLPOzt5dy6WT3/5nOzbNA4u5F7q/r+Zp1LPEALulXb+QThYWAd5Ixts7LLHgWhpunWrRuLFi0CICMjg6+//pr//Oc/HDlyhDp16hj3a9mypfH/s7OzSUpKKjWLAKBDhw6cOnUKgCZNmuDq6sru3btRqVSEhobSv39/5s+fD5QkEbp06VLq+H8Xc/T29iY1teLW6ZmZmaxdu5Z9+/YZHxsxYgTLli1j3Lhx5R5z/Phxdu3aVSp5cUd8fDwNGjTgySef5Mknn6xw3DuCgoKIjo4mMzOTX3/9lVGjRrF79+5yEwk6nY5hw4bx/vvv06BBgwrP2bFjR44ePWr8/sKFC3z//fecPHmSzp07M23aNMLDw2nSpAmdO3euUQUwH0YiiSCUSyaT0bdfXxYtWiRmIZhYq1ZFWNv8zL+7FTwsclX1+TqvG5U9P8eZ71V6DsdZH5R5zHNn1QoTOr39cZnHVA2b4LZ8banHmhXKickw/Z3nQE0+1jfPmXSMRG12tZ+zuls8AmjUxVRnCUsnz/rVmkS4mHCEli16Ych4+JYXCcL9kFkpcHqyeuuPCIJUNBoN9ev//e+5RYsWODo6snTpUubMmVNqv3/795R/g8FgfEwmk9G5c2eioqKwsrKia9euNGnSBJ1Ox5kzZzhw4ADTpk0rdbxKVXpmj0wmQ6+v+HPTqlWrKCgooE2bNqVi0Ov1nDt3rtyLeb1eT79+/Zg3b16Zbd7e3hWOVR4rKyvja9eyZUuOHj3K//73PxYvXlxm39u3b3Ps2DFOnjzJpEmTjLEYDAaUSiXbtm2je/fupY4xGAyMHz+ezz//HL1ez8mTJ3nqqaewtbWlS5cu7N69WyQRJCaWMwgVcnV1pWvXrlKH8VBr3aYQa5ufeFgTCADf28whq9jyn5852joCDPe4jKzaGyb+TS+Tk1JQ/TOIqns5A4CtPqdaz6ew8qvW8wGkq5Kq/ZyCUFM59KqD0qn6a64IgiWQyWTI5XLy8yuuWeTg4ICPj0+pGQAABw4coGHDhsbv79RFiIqKomvXrshkMjp16sRnn31Gfn5+mZkM9yoiIoLp06cTHR1t/Dp16hTdunVj2bJl5R4TFhbG2bNn8ff3p379+qW+ykuU3AuDwUBhYfmzIB0cHDhz5kypWF988UXjbIZ/JkL++fxcXV3p378/Ol3JMtM7nTG0Wq3xMUE6IokgVKp9+/b3nJ0UqqZt2wLU6p/BhBeUUjvp+Bp7b1v+utnaOhlnL5u+rSNAF8UZk54/1dGbYn31zx4yxb9S68LqLWKZU811EQBOXNgq3ikFAbDys8euvY/UYQhCtSksLCQlJYWUlBRiYmKYPHkyOTk59OvXr9LjZs6cybx581izZg2xsbG89tprREdHl+oecKcuwpkzZ+jUqZPxsZUrVxIWFoaDg8N9xx0dHc2JEycYN24cTZo0KfU1dOhQvvvuu3JbUU6cOJGMjAyGDh3KkSNHuHTpEtu2bWPMmDHGi/J169YRHBxc6fhvvPEGe/fu5fLly5w5c4Y333yTqKgohg8fbtzn9ddfZ+TIkQDI5fIycXp4eGBtbU2TJk3KJDBSU1OZM2eOcfmHs7MzDRs25L///S8HDx5kx44dtG/f/r5fP6F6iOUMQqXkcjkDBgxgyZIllU6rEu5Nu/b5KJW/SB2GSWWrm/BNbmssMUmSuyqCgr070V29DGo18oCmyJoPQ+VacYX/vNgD3D65maLUSxh0WlRutXHqMAybei2M++QnnCTjz0XocjOxbdAW1/DJyBQlSRR9YS7JK16GCdZgwrxKooMXkFbt563u7gwA6qwkoM5d96uqvCwbNM6u5N6qvuRERkYi+mA58mTx9094hClkOA8KRCY3wZQkQZDIli1bjDfK7O3tCQ4O5ueff77rLNwpU6aQnZ3N9OnTSU1NpVGjRmzcuJHAwEDjPk2aNMHNzY06deoYEwZdunRBp9OVqYdwryIiImjUqFG5F/tPPPEEEyZM4LfffiMsLKzUNh8fH/bv38+sWbPo3bs3hYWF1KlTh/DwcGMxyaysLGJjK++edOPGDZ599lmSk5NxdHQkJCSELVu28Nhjjxn3SU5O5urVq/f1/KZOncqMGTPw9fU1PrZ8+XJGjRrF/PnzmTlzJq1bt76vcwvVR2YwmLojuvAw2LFjB3v37pU6jIdC+w55KBS/Sh2GSRmQscB+DYdzLLMdz61ZE7Hu1htVUGOsdcVkffoF+TcS8Bm7CHkF7REzti9BYe+Cde0Q5GoNOWe2k31kHd4jP8fKMwCDQc/1hc/i2OYprOuGkbZ+Lg4t+mIf1heAm1sX0rCWC0dabDLpc9vYsDtvFlys9vOOyGxE/0Wnq/WchU06st9taLWe09VzP4nnD1frOVs3e4K6WXevVi0IDyv7bn449vaXOgzBAhUUFJCQkEDdunWxthZLXQShpqvq77SYiSBUSZcuXYiJiSE9XXRreBAdOuYgl6+TOgyTO+L0DoezLDOBAOA87yvj/7fJNHAkfCo5C4ZTdOMi1n5Nyj3Gpef40ufoMor8uMPkXTyClWcA+rxs9HlZ2If1Qaa0wjawDUXp1wAouH6OopSLvDPhGTDxEvtEK2soqP7zmmImguraeaiGFQgXk06z/dQarqbHkZ13k9EdWtDE16vSY05cSWTX+XjSc3KxVqkI8nKnX2hDNGorAC6kpLH2xFlyCgtpevQMa4Z/h0pbcqcmuzCHvivG8+MzX+Lr4PngT0AQLJjKS4NDj9pShyEIgiBYELHSU6gSpVLJk08+WaZ3rlB1nTplPxIJhFvqliy9HSp1GFUiMxi4EZeJvrCkqKLcumzbo4oYDHr0RfnGY+S2jijsXMhPOIleW0jhtbNYefhj0GnJ2PY1Lr0m0tZQvXfyy5OkMM10Y1MUVpRnpaO2efBkU2FxPr6uAQzpMLlK+yekZfDjkWha1/VjRu8ujGwXxrWMTH4+VvLz0RsMrDwcTbuA2kzq3p4r6TdZcf7v2UNzo75hRLMBIoEgPPwUMpyfDkKmFO/9giAIwt/Eu4JQZb6+vnTrJnqm34/OnbNAtkHqMExOj5II1Wvk62vGKqnQQjnXbuZya+e3qGs1wsrdv8rHZh9Zh0FbgCa4pGCSTCbDbcAssg6sJiniJVSeAdg1fYysQ79gXScUG7WSAR/9QdDCHBYeKTLRM4IkffnVkR+UqX6idnYPnp1oXLsN/VqPoVm9kp+FlabyZNCVm7dwsbWlU4O6uNrZUtfdhXYBtbmWkQVAbmERuYVFtK9fBy9Hexr5eHL0UskSiaPXz3AqJZaxLZ964LgFwdI59KyDlfeDVW0XBEEQHj4iiSDckw4dOlCnTvUVQnsUdO5yCwMbpQ7DLA44fcDJ3JpTeEt5NZeMP7+hKPUybv1erfJxued2k7V/FW4DZqHQOBkft67VGO9RX1LrxQhce02gOOsGuWd34tRpBPl/fMILYQr2PmfLB7sLOX3DNO2JErVZJjmvKZYzAGhU1Z9QsXOqvKOMv5szmfkFxCSnYjAYuF1QyOnrKTT09ig5Xm2Fg7WaCynpaIt1JKRnYCPLQ2sPb2z7nLm9pqOQW+5yHUGoDla17bHvUnGxWUEQBOHRJWoiCPdELpczcOBAFi1aREGBCRZeP2S6dM1Ar/9d6jDM4qZNB5ZlB2OJ3RjKU1snY8+SueRfPIznsI9ROlRtcX5uzB5u/jEftydew8a/WYX7GQwGbm5ZgHO3cWAwkHL9Gk+NtMdWJaOLv4Ldl3WEeFbvhahOpuBGQfW2TbzDVD9VG91twLFazylXukPx7Qq3+7u5MKxNM344eAKtTo/eYKCxjydPhjUGSmaVPNsujA3R51gffZaGXh60ruvHp/u+pkOdFlgr1Tz5w0tk5GfxXNhARrcYVK3xC4LUZFZynIcEiW4MgiAIQrlEEkG4Z46OjvTt25dffnm4WxQ+qG7d0inW/SF1GGahl1mxWP4KhTWk2YvBYCDjk4/Iu3AAz6FzUTlVXoTvjtxzu7n5x/9w6zcT24BWle6btu4jtKkJpG/6zNjm8Vyqnpa+CrQ60JXzWq2N0bLoWBHRKXoKiw009lDwXhc1vev//af6z/hiJm4u4EaunieCVSztZ43V/9dBuGjlwbmZ5/B/1R8rV6uqvhxVUl01EY7l5bEs4yZnCwpJ0xXz0Zk/cfCofGnA7r/Ws+fsBjJup+Bs50HvsOG0adDLuD3m+jF+2jef2/mZAOTnakBdsi2/SMv/tu/nhS5tcNbYAJCSdZsNJ8/Ss1EgQV7u3C4oZNOpGH49foYhrUrqedR1d2HaYx2NY6TdzuHXg/vZM/Ynnlo5mbEtB9O1bht6LhtFG79mNPQIqJ4XSBAsgGOfeqjcbKQOQxAEQbBQYjmDcF+aNGlCaGjNKJ4nhW7d0x6ZBALALse5nM2TOoqqK/jfXBL2bMat30zkVrbocm6hy7mFXvt3PYFbu5eTvulz4/e553aT/vsXOHcbi9on+O9j/r8o4z/pcjPJv3Qchw7P4DXiM0JGvoudCnp+n8vOS1p2JBTT3q9sDnfPFR2P1VOyeZgtx8dr6OavoN+PeZxMLln6oDcYGL42nxdbqjgwRsORRB1Lj2uNx7+x9TYu3VyqPYEA1becIU+vJ0htzVueJUUJlbkZle6/9+xGfjsSweMtRvLmkAgebzmKn/bN58zlAwDoDXpW7JhLx0b9mD5gPgAnY09j6+AEwO+nz9MuoLYxgQCw83w8/m7OdAsOwMfJgSAvdwaGNeFIwnWy88vOsDIYDPx87Ax9mjSg2F3GXzfi6BPUFTeNM239mnHoWnQ1vDKCYBmsG7pg16byJUGCIAjCo03MRBDu2+OPP87Vq1e5deuW1KFYEAPde6Si1W6TOhCzSbXtyXfZ/lKHcU+yN/4MwI0fXy/1uOvj07Br2hMAXc4tirPTjNtuR/8Beh0Zfy4i489Fxsc1TXrg1uflUufJ2LEE527P4dCiHwAT/GOpM8SW8JV5PLEmn5nt1bT2LbuU4b/hpfvxftRDwYbYYn67UExzbwXpeQbS8gy81MoKa6WM/g2UnEsrSTDsv1rMqWt5uI7yvd+XpVLVNceks50dne3+LnyovJUCdSve/0jcn3Ro2JcW9UuKuro5+HD5Rgx/nlpDU//25BZkkVOQSedGA1ApS5Int3LScPJuzdlLW7l+K4uBYaXbdmqLdcj/NU1bJiv5vrzneSThGhorKxr7enI1P7bkHPpibP7/vzq9aepbCIK5ye1UOA8KlDoMQRAEwcKJJIJw39RqNQMHDiQyMhK9Xi91OBbAQI8eKRRpt0sdiNnoZLZ8zUsU15BlDFDS1rHDJzu5frPyqRP/Tgx4Dfu4ymO49y9dpLGb6iwyl5KJXwfGamjiUbVaCHqDgduFBlxsSi5w3W1leNvJ2BZfTHSKjq+OFlGsh5/PFVNYbGDIlOYckldcWFGbqSVldQr5l/MpulGEa09XvIeXvuOY81cOSd8nob2pRW4tx6A1ILOS8aP/TRrlWzEzOYkIv9r4qFTljnE0L495qTe4WFSEh1LJGBcXnnFyNm4/kJvL7Bsp3NT9/4V36jXjtvzCHD5Z9xKT+3yKi33JTIVindaYHLhDpVRzJfU8Ol0xdtZO2Nu4sPfcb9T1bAiAtZUNl1OL+fnoaYa2acaWv2LJyi9gaJtmADTy8eDnY2c4cPEKQV7uZBcUsOHkOfxcnHC0KZ3IuV1QyPZzF5nUvT0AFy/tJdDNn4ijP9O5biv2XznOpLYjKnzNBaEmcX6qAQq76p/JJAiCIDxcRBJBeCB+fn507tyZqKgoqUORmIEePZMoKtopdSBmtc1xHnFZNSeBACVtHc/fJYFQ3fwzDzNoawEdayuqnEAA+PxAEblaGNK45E+1TCbjp8E2vLy1gL9S9bSvpeDz3mqWHNey5WIxqyOOo3OWocvT4drTFdeerqXOZ9AaUNorce/nzs2tZQswGvQGri2+hnsfd7KPZ1OUWoRzV2ccWzuiX5PL6GtXGe/qVmEC4XpRES9ev8ZTTk7M8/bhZH4+H9xIwUWhoJe9A3qDgVeTkxjn4koHjYYBlxM4mHmTcDsl+TnFrD+8lI6N+hkTCAANa7XkwPnNhPh3wM8tkKvpFzgU+wc6fTE5BVk4alzp3Xwovxz4ynjMyUt7OLl4Dx72dqgUCg4nXKOouBg/Fyc6BvrTqq4fhcXF7L94md9OncNGpaK+hyt9QhqWeU4bTp6jS1A9HG1LkgtFRXnMHTWT1yLnsez4r7zYeijNfRpV+WcqCJZK09Ybm2AXqcMQBEEQagCRRBAeWOfOnbl06RJXr16VOhRJyGTQo8d1CouipA7FrJI0fVmV5SN1GPdMebVsDQNTau+cxbTVFzh9Q8e+MVXvt/7jGS3v7S5kwzO2eGj+Ll/TsbaSo8//vRzgwk0df17SsWOULfX+l4tbBzfcerkR92YcmiAN1n5/31m3crcyzjy4tafsMiRdjg7dbR0u3V1wC3cj5acU9Hl6bGrb0KSjB3FnUwi1ti5z3B1rsjLxVql43aMkCRCgVvNXQQGRGRn0snfglk5Hhk7HUCcn1PKS55Si1WKnMfDXxb+4mnaBpztOKXXO8BbPkp1/i8/WTwKDAXsbZ9o06M32U2uQ//85ujYdSNemA43H3Mi8xjd/vMmsJzvwxYYt9AttSJCXO59t3UM9dxd8nBzoGFiXjoGVrKP4fyPaNS/zmLV1Frue/+GuxwpCTaHytcOpbz2pwxAeMjt2mq/gbI/u8WYb6266du1Ks2bN+O9//yt1KCY3evRoMjMzWb9+/QOdx9/fn2nTpjFt2rRqiUswPVFYUXhgd9o+qtVqqUMxO5nMQI+eVx65BIJW5shX+rHUtEUstXVyzl42bw2P7K3/Y+OFYnaN0lDLoWp/ctf8pWXsxnx+esqGnvUqzvUaDAbG/1bA573UZP5/PUCHMAeUDko0QRpyz99bwkRhr0DppCTnbA76Ij25F3Kx9rNGX6xn27ozALgoK44nOj+f9ralEyUdNRrOFhSgNRhwUShwVyjZn5dLwf8vgfJRqbAy5LBm7395pvM05PLSMzWslGpGdJ3Jl2M28/6wVcwe/iOu9l5Yq2zRWJdtDWkwGPhxz5c82e5FHD3rkZiZTUgtb+yt1QS4u3Ap7cFbYJ6P24/MqfzZGIJQ08jUClyHBSNTio+EwqPnwIEDKBQKwsPDpQ7lgVy5cgW1Wk12dnaZbZcvX0Ymkxm/HB0dadu2Lb/99ptZYwwKCsLKyorExESzjLdv3z46dOiAq6srNjY2BAcH8+WXX971uKlTp9KiRQvUajXNmjUrs/3y5ct07twZOzs7unTpwpUrV0pt79OnD7/++mt1PQ2LJd4xhGrh5OREnz59pA7DrIwJhMI9Uodidn84zuNyQU1LIUCd1CLMVb7BYDCQ8ecijp88zc6RttR1rtqf2x/PaBm9IZ9Vg2zo06DyC9WIk1pcbWX0a6Dk9R0lnSXUXiXJPIPOgEF/b09WJpPh95IfaRvTiHsjDpvaNjh3ciZtUxp6nZ5GajXvpaTw+KVLrCynoGp6cTGuytJJAFelgmIgU6dDJpPxhY8P39y8Sb/LCQC01WhYv+c7gnzDsFKo+WL9FD5YPYrdf60vdR6FQomznTtyuYLj8btoXKctclnZ1/Tg+c1orB0I8W+PXFUyU0b3/wkLnd7APb4kFcqwTq2eEwmCxJyfCkTpKto5Co+mZcuWMXnyZPbt22fRM2p1Ol2l9cc2bNhA165dcXBwqHCf7du3k5yczOHDh2ndujWDBg3ir7/+MkW4Zezbt4+CggIGDx7M8uXLzTKmRqNh0qRJ7Nmzh5iYGN566y3eeustlixZUulxBoOBMWPG8PTTT5e7ffr06fj6+nLy5Em8vLyYMWOGcdvq1atRKBQMGjSoWp+LJRJJBKHahISE0LRpU6nDMAu5HHr0vERh4V6pQzG7q3aD+SnLXeow7pnGADGxD34Xuqoy/lxE7tkofnzKHnu1jJQcPSk5evK1f1/Fvr69gJHr8o3f/3hGy8j1+Xzey5q2tRTGY7IKyl75pubqmbOnkPnh1kzaXMDZmzKsPK24ue0meRfzyI3JxTbQ9p7j1jTQEPBuAEGfBeEz0oei9CJubr2JXm+gyGBgiJMT39euzaKb6cQWlG2HKKN014N/J22Cra1539OL+T4lXSTOFRTwx/E/6dCwDyt2zcVGbY+vaz3+OP49iTfjuZF5jSMX/iQ16zqXU8+zbPtskjIS6N96bJmxb+ffYsuJlQzuMBEAuc4fDwc79sYlcDn9FhdT0/F3dS5z3P04eXEb/3qqglDjaNp5Y9u05v09F4TqkJuby08//cSECRPo27dvmYvbqKgoZDIZW7dupXnz5tjY2NC9e3dSU1P5448/aNiwIQ4ODgwdOpS8vNK1loqLi5k0aRJOTk64urry1ltvYfjHG2JRURGvvvoqvr6+aDQa2rRpU6q+2PLly3FycmLTpk00atQItVpd5o73P23YsIH+/ftX+nxdXV3x8vIiODiYDz/8EK1Wy65du4zbExMTefrpp3F2dsbV1ZUBAwZw+fJl43adTscrr7xifE6vvvpqqedUmYiICIYNG8azzz7LsmXL7npcVlYW48ePx8PDAwcHB7p3786pU6eqNNYdzZs3Z+jQoTRu3Bh/f39GjBhB79692bu38s/u8+fPZ+LEidSrV/4Sr5iYGEaNGkVgYCCjR4/m3LlzAGRmZvLWW2+xcOHCe4qzphJJBKFa9enTB1dX17vvWIMpFNCjx0UKCw9IHYrZFcndWKgdVm3t/sypWTbkFBabbbyck5vRF+bS7ds0vD/PMX6tOas17pOcY+Bq1t93FhYfL+m2MHFzQaljpm4pe7E+dUsBM9qr+XhfIRsvFLPgtRbUeqEWWYezuPLlFdz+44ZtvXtPIvyTwWAg4eMEZAoZg15sy8WiInrZ2+OqVNLSxpaj+aU/NLkplaQXl36NM3Q6lICTomSGwtmCfAZducygK5cBWJqRQWrOLf448QPX0y9ia6Xhdn4WgT4hxCWfxmDQs/P0L8z9ZTwLf3+VYl0R059YgKu9V5l4f9n/FT1Ch+CkKbkoyrmlYVTX9kRfTWLZvqN0CQqgtqvTA70md6SlXcZwD0UyBcHSqHztcOoj6iAIj641a9YQFBREUFAQI0aMIDIystyL2/fee4+FCxdy4MABrl27xpAhQ/jvf//LqlWr+P333/nzzz9ZsGBBqWNWrFiBUqnk8OHDzJ8/ny+//JJvv/3WuP25555j//79rF69mtOnTzN48GDCw8OJi4sz7pOXl8fcuXP59ttvOXv2LB4eHuU+j8zMTPbu3XvXJMIdWq2WpUuXAqD6/0LJeXl5dOvWDTs7O/bs2cO+ffuws7MjPDycoqIiAD7//HOWLVtGREQE+/btIyMjg3Xr1t11vNu3b/Pzzz8zYsQIHnvsMXJzcystyG4wGOjTpw8pKSls3ryZ48ePExYWRo8ePcjIyAD+XqJxL4XdT548yYEDB+jSpUuVjylPaGgo27dvR6/Xs23bNkJCQgCYMWMGkyZNonbt2g90/ppCFFYUqpW1tTVDhgzh22+/RavV3v2AGkaphG7dL1BQcFjqUCSx3mEeiVk1bxmDzGAgNS7TrGPWmbWJVYFRtL9W8bS55U+UnkIcNbrqhRdXDbRh8h8FrDtfTNQoW87V8ca2IIfAudXT491gMJAwLwFdro76s+tjrygpqHinnWcxZZcGNLOxYVdOTqnH9ufm0tjaGpWs5LZ9a1sN54KCAfglM5O9uTl81ulxtnoO4/jFnQzpOAUbtR1Ltr6NQa/Hy7kOrz21uEoxP9fzrTKPNQ9th6e1aeoXXC+6gB/mKxwmCNVFZi3qIAhCREQEI0aUtOgNDw8nJyeHHTt20LNnz1L7zZkzhw4dOgAwduxYXn/9deLj4413qp966il27drFrFmzjMf4+fnx5ZdfIpPJCAoK4syZM3z55Zc8//zzxMfH8+OPP3L9+nV8fEqW3c2YMYMtW7YQGRnJRx99BJRc7H/99deEhoZW+jw2b95M06ZN8fPzq3S/9u3bI5fLyc/PR6/X4+/vz5AhQ4CSafhyuZxvv/0W2f+/X0dGRuLk5ERUVBS9evXiv//9L6+//rpxqv4333zD1q1b7/o6r169msDAQBo3bgzAM888Q0REBN26dSt3/127dnHmzBlSU1ON9dY+++wz1q9fzy+//ML48eNRqVQEBQVha3v3myW1atUiLS2N4uJi3nvvPcaNG3fXYyrz2Wef8cILL+Dv709ISAiLFy9mz549nDp1ik8++YQhQ4Zw7NgxevXqxfz587Gyejjb5op3D6HaeXp6VjkbWpOUJBDOP7IJhHj7UWzIcpI6jPvSrEjONTO3dQRoWnjCZOeeuLmAH05rWTXQBnu1jJg8PdpMLfqiv5M8KT+ncH3J9VLH5V/JJ/9KPvpCPcW3i8m/kk9BYtmZDokRieTF5lFrfC3k1nK0Wj21VSqWZWQQnZ/Podw8YgoLeC05yXjM045OJGu1zEu9QXxhIb9mZfJrVibPuZRtG3ezuJhvbqbzhocniuuxaKzt8XKqza4za7mUcpbYxJPU9Wr8wK+TUl35h6oHcfzcH8isxNuoUPO4PNVA1EEQHmmxsbEcOXKEZ555BgClUsnTTz/NsmXLyux7504zlHzGtbW1LTXV3dPTk9TU0nVy2rZta7wYB2jXrh1xcXHodDpOnDiBwWCgQYMG2NnZGb92795NfPzfXSasrKxKjV2RqixlgJKZFydPnmTjxo3Ur1+fb7/9Fpf/f38+fvw4Fy9exN7e3hiPi4sLBQUFxMfHk5WVRXJyMu3atTOeT6lU0rJly7uO+89kDcCIESNYu3YtmZmZ5e5//PhxcnJycHV1LfX6JCQkGF8fX19fzp8/T+vWre86/t69ezl27BjffPMN//3vf/nxxx/vekxlfH192bRpE1evXmXTpk24ubnx0ksvsXjxYubMmYO9vT2xsbHExcWxeHHVboLURGImgmASTZs25dq1axw5ckTqUKqFSgVdu52joOC41KFIokDhzcLCJ6DG9WMoobxi3raOAB5qLXbp0SY7/6JjJTN9uq64kxzZAIDvWF+cO5Ws+y/OLKboZlGp4+Lf/fsDSsHlArIOZaFyVRH0eVCp/TL3ZQJw7atrAMQSC8DarExWZ95ijIsL17VFJP1jxlEtKyu+qeXHx6k3WJWZiYdSyRuenvSyL1voaW7qDZ5zccVTpYKiQmztlYzoNovvd80j6q+19Awdgr9H8H2+On/Lzy1/+md1KCzIpcC9CHWieCsVag679j7YNHGTOgxBkFRERATFxcX4+voaHzMYDKhUKm7duoWz89/1c+5M+YeSAsT//P7OY5UVPfw3vV6PQqHg+PHjKBSll8XZ2f3dwtnGxqZUIqI8Wq2WLVu28Prrr991XD8/PwIDAwkMDMTOzo5BgwZx7tw5PDw80Ov1tGjRgpUrV5Y5zt39/uumnDt3jsOHD3P06NFSMzV0Oh0//vgjEyZMKHOMXq/H29u73KUKTk5O9xxD3bol7ZybNm3KjRs3eO+99xg6dOg9n6ciH374Ib169SIsLIxx48YxZ84cVCoVAwcOZOfOnUyePLnaxrIk4pOPYDK9e/cmOTmZa9euSR3KA7Gygi5d/6Kg4KTUoUjmF7t5pGbXzASCn07GX2Zu6wjwrOdVZKmmq8FgeLf0hfmYZj04mhVX6rFaz9cqc1yT5U2qdP5/79c7rx5j/3fhrse1srXlV/+6d93vMx/fUt/b2Rrw9wjm7acjqxRfVWVn2GJj70D+7bJtr6rDhbSjNKXd3XcUBAugqmWH4+N3//0UhIdZcXEx3333HZ9//jm9evUqtW3QoEGsXLmSSZMmPdAYhw4dKvN9YGAgCoWC5s2bo9PpSE1NpVOnTg80zq5du3Byciq3FWFlunTpQpMmTfjwww/53//+R1hYGGvWrDEWMiyPt7c3hw4donPnzkDJ63inXkFFIiIi6Ny5M1999VWpx7///nsiIiLKTSKEhYWRkpKCUqnE39//np7X3RgMBgoLC6vtfDExMfz444+cPFlyjaDT6YzLubVaLTqdrtrGsjRiHqZgMgqFgsGDB6PRVH2dt6VRq6FL1zOPdALhvMOL/JFdc3+G/qlas7V1/Kee6rNmHS9Jm2XS85v6NdTI8+++032QIcPZu3rqRJTn3IW9yBxNU3NBEKqT3E6F67ONRB0E4ZG3adMmbt26xdixY2nSpEmpr6eeeoqIiIgHHuPatWu88sorxMbG8uOPP7JgwQKmTp0KQIMGDRg+fDgjR45k7dq1JCQkcPToUebNm8fmzZvvaZyNGzfe9xLi6dOns3jxYhITExk+fDhubm4MGDCAvXv3kpCQwO7du5k6dSrXr5csi5w6dSoff/wx69at4/z587z00ksVLkmAkovo77//nqFDh5Z5nceNG8fx48fL7bjQs2dP2rVrxxNPPMHWrVu5fPkyBw4c4K233uLYsWNASSeJ4ODgSmc8f/XVV/z222/ExcURFxdHZGQkn332WamlFevWrSM4uPSsx4sXLxIdHU1KSgr5+flER0cTHR1tLDB5h8FgYPz48Xz55ZfGGSQdOnRg6dKlxMTE8N133xlraTyMxEwEwaQcHBwYPHgw33333T1N9bIE1tYyOnU+SUHBGalDkUye0p+vC3pTU5cx2Jq5reM/Bdw231IenUzBjfwMk46hl5k2i2CjzQRMs/RAaV0bMNFSJIOBW7ZpONXQeiHCI0Ihw3VEQ5SOaqkjER4hPbrH330nCURERNCzZ08cHR3LbBs0aBAfffQRJ048WE2jkSNHkp+fT+vWrVEoFEyePJnx48cbt0dGRjJnzhymT59OYmIirq6utGvXjscff/yextm4cWO5dRyqom/fvvj7+/Phhx/y9ddfs2fPHmbNmsXAgQO5ffs2vr6+9OjRwzgzYfr06SQnJzN69GjkcjljxozhySefJCur/JsYGzdu5ObNmzz55JNltgUGBtK0aVMiIiKYP39+qW0ymYzNmzfz5ptvMmbMGNLS0vDy8qJz5854enoCJQmK2NjYMq01/0mv1/P666+TkJCAUqkkICCAjz/+mBdeeMG4T1ZWFrGxsaWOGzduHLt37zZ+37x5cwASEhJKzYxYsmQJnp6e9O3b1/jYe++9x7Bhw2jTpg3h4eFMnDixwvhqOpmhqg0+BeEBHD58mD/++EPqMKrM2ho6dT5BQYF57yZbmmWOK9mRbS11GPetQxYcP5Ro9nHDHHNYWzj+7jtWkyRnP3o7Vb5u8kH1yPfnhf9eNNn5M/8zgRP5VVtqca8cXHNIvVhxl4wH5eUZQBfNU9TI3qfCI8F5YCCa1mXbogrCgyooKCAhIYG6detibV1zPy/URCdOnKB79+6kpaWVqdMgCPerqr/TYk6bYBZt2rQxZvIsna2tjE6djz/yCYQzji/X6ARCSVtH89dCABjmat67L4kOpiseeIep083qm1dNdu6smxqs7exNdv6UG/EYPBR331EQJKBp6y0SCILwECouLmbBggUigSBIQiQRBLPp06cPtWqVLfRmSTQaGR06HqGg4JzUoUgqxyqIRbmdpQ7jgYQWStPWEaCdrOwaP1NKsnUy+RgG0050QJVsulkOMmQ4+5iuLgJAotYyp+0KjzZ1PUec+gVIHYYgCCbQunVrnn32WanDEB5RIokgmM2dHrz29qa7I/gg7OxktG9/iIKC81KHIrnvrd8nS1cz6yDcobpm/raOAAqZHu8M87Y2TVKbfsaIwcRz9RWJF5ErTJepUFnXNtm5AY6f+wOZSrylCpZD4azGZXhDZCb8vRIEQRAeTeITj2BW9vb2PP3002X64krN3kFGu3YHKCi8ewu7h91xp9fZd7tmT43z08n4K0GapQz9PNKRm7jI4b9dl5t+Mb6pR5DpddjZm+7vQkGuaZd8FORnU+ihNekYglBVMis5rs82QqGp2X/LBUEQBMskkgiC2dWqVatUJVOpOTrKadNmHwWFpptOXVNkq0NYnNNK6jAemFRtHQGecDB/IipJX309jyti6u4MABob081+ycrQoNbYmez8ABfSj5n0/IJQJTJwHtwAKx/T/nsXBEEQHl0iiSBIonnz5nTs2FHqMHByktOq9R4KCy9JHYrkDMiItHqLXF3NLjEvZVtHgOZFD9YW6n4kFZXfXqk6mXo5A4CtzHQ1LGTIcDFxXYSzsbuROYjOyYK07Lv5YdvUXeowBEEQhIeYSCIIkunZsychISGSje/sLKdlqygKCxMki8GSHHZ6lyM5lrXM5H40z4acwmJJxnZWFeOQbt4kQrFMwY0C0ydNzJFasiky7RIUlY1p6yJgMJCpMe9SFkH4J5tQdxweqyN1GIIgCMJDTiQRBEkNGDCAevXqmX1cV1c5LVrspLDwitnHtkS3rFux9LZ0CZ3qImVbR4DhXteR6YrMOuYNJ190Bp3Jx9GbIY1gnZ1i0vMX5Hua9PwApy5tN/kYglAeq7qOuAxugEwmCikKgiAIpiWSCIKkFAoFQ4YMwdPT9B/u73Bzk9Os+XYKi66ZbUxLZpAp+VY5iwJ9zV7GABBSqJCsrSNAb+uzZh8zycG0BQPvMEdNBKt00yb1stNNXxchOSUOPMSSBsG8lB62uI1shEwpPtYJgjlERUUhk8nIzMyUOhRBkIT4pCNIztramuHDhxMREUFWlmnXdru7ywkJ/ZOioiSTjlOT7HWcQ3TWw3HnyupajqTjN8g1f2G9RFtHKEg1+TjmSDEpEy+AgylHkOHiU5/kuGhTDkKi7hK+mHjphCD8P7m9FW5jGiO3ER/pBMvitSvabGOldGt2T/uPHj2aFStWACUtyP38/Bg4cCDvv/8+Go3GBBGWtXz5cqZNm1ZjExE3b95k+PDhnD59mps3b+Lh4cGAAQP46KOPcHCo+M18yZIlrFq1ihMnTnD79m1u3bqFk5OTcXthYSHjxo1jw4YNeHt7s2jRIrp3727c/sknn3Dt2jUWLFhgyqcn3IVIWQsWwcHBgeHDh2Ntbbp+9x4eckJCt4oEwj+k23QiMruB1GFUi1p6GWclausI0NAuD3VGrNnHTbJSm2UccxRWVN64gtLKtG9LKhvTrxc/cW4zqMTbq2B6MisFbqMbo3Qy3XunIDyswsPDSU5O5tKlS8yZM4evv/6aGTNmSB2W5IqKqrYsUy6XM2DAADZu3MiFCxdYvnw527dv58UXX6z0uLy8PMLDw3njjTfK3b5kyRKOHz/OwYMHef755xk6dCiG/2+5lZCQwLfffsuHH354b09KqHbiU45gMTw8PHjmmWdQKKq/uJ+Xl5wmTbdQVGTaNdc1iU5mzWL5NIqk6oVYzeqmapFyRcaz7vGSjJtoplqY5npp7exM+7ZUkGf65R95eVlo3aUp7ik8QuQyXIcHY+UrWjkKwv1Qq9V4eXnh5+fHsGHDGD58OOvXrwfghx9+oGXLltjb2+Pl5cWwYcNITa181t+BAwfo3LkzNjY2+Pn5MWXKFHJzc+87vi1bttCxY0ecnJxwdXWlb9++xMeX/qxx4MABmjVrhrW1NS1btmT9+vXIZDKio6ON+5w7d47HH38cOzs7PD09efbZZ0lPTzdu79q1K5MmTeKVV17Bzc2Nxx57rErxOTs7M2HCBFq2bEmdOnXo0aMHL730Env37q30uGnTpvHaa6/Rtm3bcrfHxMTQv39/GjduzMSJE0lNTTXGO2HCBObNm1fpTAfBPEQSQbAo/v7+PPnkk9V6Tm9vGY0ab0arvVGt563pdjnO5Zx05QOqlY0BzkvY1hGgo+IvScZN0heaZRyDGWoiAGisTXvxnX3TDrWt6aeqXrxl/lafwqPF+cn6WAe5SB2GIDw0bGxs0Gq1QMnd+NmzZ3Pq1CnWr19PQkICo0ePrvDYM2fO0Lt3bwYOHMjp06dZs2YN+/btY9KkSfcdT25uLq+88gpHjx5lx44dyOVynnzySfR6PQC3b9+mX79+NG3alBMnTjB79mxmzZpV6hzJycl06dKFZs2acezYMbZs2cKNGzcYMmRIqf1WrFiBUqlk//79LF68GCj5TP7ee+9VOd6kpCTWrl1Lly5d7vs5A4SGhrJv3z7y8/PZunUr3t7euLm58cMPP2BtbV3t1wnC/REL6ASL06RJE7Kzs9m2bdsDn8vHR0Zww81otel33/kRkmLbm++zH541282zDZwokPbOr++tw5KMm1Rk2joid+jNMgrYGnIBU17ky3D2qU/KxVMmHAPOxOyiUdO2GG6LGQlC9bPv7oemlZfUYQjCQ+PIkSOsWrWKHj16ADBmzBjjtnr16jF//nxat25NTk4OdnZlZ/98+umnDBs2jGnTpgEQGBjI/Pnz6dKlC4sWLbqv5bqDBg0q9X1ERAQeHh6cO3eOJk2asHLlSmQyGUuXLsXa2ppGjRqRmJjI888/bzxm0aJFhIWF8dFHHxkfW7ZsGX5+fly4cIEGDUqWtNavX59PPvmk1HgBAQG4ubndNc6hQ4eyYcMG8vPz6devH99+++09P9d/GjNmDKdPn6ZRo0a4ubnx008/cevWLd5991127drFW2+9xerVqwkICGDZsmX4+vo+0HjC/REzEQSL1L59e9q0afNA56hVS05Q8CaRQPgXncyWRbxA8cOxigGZwUD6xUxJY/iPezqKXNMXN/y3YpmCGwXmmYFhjpoIADaFGSYfw8rW9HURDAY92faZJh9HePTYtvDEsZe/1GEIQo23adMm7OzssLa2pl27dnTu3NlYrO/kyZMMGDCAOnXqYG9vT9euXQG4evVquec6fvw4y5cvx87OzvjVu3dv9Ho9CQkJ9xVffHw8w4YNo169ejg4OFC3bt1SMcTGxhISElIqQdG6desyce3atatUXMHBwcbz39GyZcsy4+/YsaNKMym+/PJLTpw4wfr164mPj+eVV1659yf7DyqViq+++oqEhASOHj1Kx44deeWVV5gyZQrR0dGsX7+eU6dO0bZtW6ZMmfJAYwn3T8xEECxW7969uX37NufOnbvnY/1qy6lffyPFxdIV2rNUWx0/4WLWQ5JBAEKLFJxPl3ZdxiCnOLht/nFvOPuiM+jMMpbeTEkEdVYy4GfSMQrzzdNS9lTCDjqqB5hlLOHRYNPYFedBgVKHIQgPhW7durFo0SJUKhU+Pj6oVCqgZBlBr1696NWrFz/88APu7u5cvXqV3r17V1h0UK/X88ILL5R7UVu79v3N/OzXrx9+fn4sXboUHx8f9Ho9TZo0McZgMBiQyUp31zL8q86VXq+nX79+zJs3r8z5vb29jf//IB0pvLy88PLyIjg4GFdXVzp16sTbb79d6vwPYufOnZw7d46IiAhmzpzJ448/jkajYciQISxcuLBaxhDunUgiCBbrztqvnJycCjO/5alTR0a9gA0UF2eaLrgaKlEzgB+zquePuqWwuiptW0eAsOJoScZNdPAEzFPrw1wzEazSEsCl9d13fABZN+2wsrGlKN+0yafEpPPQehCkiSUNwoNTN3DGZWgwMvnD0ZJXEKSm0WioX79+mcfPnz9Peno6H3/8MX5+JUntY8cqb+EcFhbG2bNnyz3f/bh58yYxMTEsXryYTp06AbBv375S+wQHB7Ny5UoKCwtRq9XlxhkWFsavv/6Kv78/SqXpL/vuJDEKC6unXlNBQQETJ05k1apVKBQKdDqdcQytVotOZ54bKUJZYjmDYNFUKhVDhw7Fy6tqaz/r1pVRr956kUAoh1buzFe60WZb224OvjoZf0nY1hFAo9ThnFb5hwtTSbQ1X3Vig8w8Fy7K62Zok2mQ4eJrnru5yYb7m8YqCP9kVdcBt2cbIlOKj22CYGq1a9fGysqKBQsWcOnSJTZu3Mjs2bMrPWbWrFkcPHiQiRMnEh0dTVxcHBs3bmTy5MmVHqfT6YiOji71de7cOZydnXF1dWXJkiVcvHiRnTt3llkmMGzYMPR6PePHjycmJoatW7fy2WefARhnKEycOJGMjAyGDh3KkSNHuHTpEtu2bWPMmDF3vQDv0aNHpXf6N2/eTGRkJH/99ReXL19m8+bNTJgwgQ4dOuDv7w9AYmIiwcHBHDlyxHhcSkoK0dHRXLx4ESgpShkdHU1GRtnljB988AF9+vShefPmAHTo0IG1a9dy+vRpFi5cSIcOHSp9DoLpiHcjweLZ2Njw7LPP4u7uXul+9erJqOO/jmJdtpkiq1l+d5jHlcKHKYUA9dKkbesIMMwzEVlxviRjJ1mZrzf8v6dImooi4wZW1qbvW2mOuggAJ2L+AKW4cyzcP1UtO9xGNUamMlM/V0F4xLm7u7N8+XJ+/vlnGjVqxMcff2y8OK9ISEgIu3fvJi4ujk6dOtG8efMqTenPycmhefPmpb4ef/xx5HI5q1ev5vjx4zRp0oSXX36ZTz/9tNSxDg4O/Pbbb0RHR9OsWTPefPNN3nnnHQBjnQQfHx/279+PTqejd+/eNGnShKlTp+Lo6IhcXvllYHx8fKlWkP9mY2PD0qVL6dixIw0bNmTatGn07duXTZs2GffRarXExsaSl/f3zL9vvvmG5s2bGwtAdu7cmebNm7Nx48ZS5//rr7/4+eefef/9942PPfXUU/Tp04dOnTpx+vRp/ve//1X6HATTkRnM9clQEB7Q7du3iYyMLDdTWb++jFp+a9HppJ/abomu2D3Dm7mDzTQh3TxsDGC35wa3Je7KsDZwG2HXlksy9pthj7PxlnlaSzbSuvPeZ8lmGSv6qcVkpJv25+rons2NCw9WQbqqBnZ4FVWSSCQI907paYvHCyHIbVVShyII5SooKCAhIYG6deveVwcCoXqtXLmS5557jqysLGxsbKQOR6iBqvo7LWYiCDWGvb09o0aNwsnJqdTjgYFQq9YvIoFQgUK5G19pn36oEggAYbeRPIEA0DBfmqUMAIn66llzWBXmKqwIoLHSmnyMrHR7VNbm+YAVnxltlnGEh4vSzQb3cU1FAkEQhAp999137Nu3j4SEBNavX8+sWbMYMmSISCAIJieSCEKN4ujoyKhRo3BwKFkL3qAB+Pj+ik4vbXV+S7be/hMSix6uZQwAaXHSd96oZ1uAdfpZycZPKso021jmTELZ6s3Q6sKMdRHOxOxAZifqGAtVp3BU4zauCQp7K6lDEQTBgqWkpDBixAgaNmzIyy+/zODBg1myZInUYQmPAPGpRqhxnJ2dGTVqFPv2fYuD4/fo9dKsR68JLto/x8ZsR6nDqHahhTJiJW7rCPCsZwKyZGnmeBTLlaQWlF3aYyrmnIlgXXATMH3RSLWmDnDa5OPo9TqyHbKwz7n/FlrCo0Nup8Lt+aYoncTUcEEQKvfqq6/y6quvSh2G8AgSMxGEGsnV1ZWePZ9CqbSTOhSLVaDwZWFhf6nDMAn1NekTCABdFOapR1CeFCcfdAbztTbSy8yXRFBnJpplnMICT7OMA/DXlSizjSXUXHI7Fe7PN0XlJqYiC4IgCJZLJBGEGkujCSCs+UqsrCrv2vCo+tluLmnah28Zg69Oxl+XzHcHvjK1s47cfScTSXIw3wUwgMGMMxGsbpinLWJ2uj0qMxUCu3r9L3AXk/+EiskdrHB/IQSVp5ixIgiCIFg2kUQQajSRSChfjONLbMl+OD+IWkJbR4CuLrdQ3jbPHfPyJNqafrr/P5lzOYPyWoxZxjGYsS4CQApXzTaWULMoHK3wGB+Cyt1W6lAEQRAE4a5EEkGo8UQiobQ8VV2+zntM6jBMwsYA52NvSh0GAENcLko6fpKVeddLmzNvI8/Jwlpjnrv2JXURzONEzB+gFK0ehdIUTmrcx4egFEsYBEEQhBpCJBGEh4JIJPxtlc2HZBQ/fMsYAJpbSFtHgFa6aEnHT5KbdzqGwczXvnZmmkhTVGi+ZSG3b6dT7GEB02gEi6Fwscb9hRCUriKBIAiCINQcIokgPDRKEgmrUKu9pQ5FMqcdX2HXbbXUYZhMelym1CEAYKPQ4XZTunoIAIn6QrOOpzeY9+JXozTP88tKc0ClNt+sjktZp8w2lmDZlG42JQkEZ9GFQRAEQahZRBJBeKhoNPVo2eInbG0DpA7F7HKsgvkmt5PUYZhMSKGMq+m5UocBwGDPG8iKpI0lsSjTrOMZzNidAcBGl22WcQwGGS616ptlLIDTMduRmWmphmC5lO42JUsYHB/epK8gPGqioqKQyWRkZmZKHYrFuXz5MjKZjOjo6Ar3Ea9fzSI+yQgPHWtrH1qErSb61Bhu3z4jdThms0L9Plk5D+cyBgAbC2nrCNBHcx4kbBChlatIKzBvAOYsrAhgnZcOOJtlrJK6COZp16nTFZPjmI0mVxTQe1QpPW1xf74pCjsrqUMRBJPyf+13s411+eM+97T/6NGjWbFiRZnH4+LiqF///hLL7du3Jzk5GUdHRwCWL1/OtGnTqnxRvHz5cr755hsOHTpU6vHPP/+cDz74gOTkZGxtS793FBQU4OXlxTvvvMMrr7xyX3Hfi6ioKLp168atW7dwcnIy+Xj3avny5Tz33HPG7zUaDUFBQbz55psMHDhQwsj+FhUVxZdffsmRI0fIzs4mMDCQmTNnMnz48AqPuXz5MrNnz2bnzp2kpKTg4+PDiBEjePPNN7GyKnkvycjIYNSoUezatYsGDRoQGRlJaGio8RwvvfQSAQEBTJ8+vVqeh5iJIDyUrKxcCGv+A87O7aQOxSyOOb7JgZyHNyfoq5NxxkLaOgI0KTgm6fgpTt7oDDqzjmnOFo8A6lvXzTaWOesiAJy5tses4wmWQ1XLDvfxISKBIAgWIDw8nOTk5FJfdevWLbNfUVFRlc5nZWWFl5cXMtn9FRHauHEjAwYMKPP4yJEjyc/P59dffy2z7ddffyUvL49nn332vsZ8GDk4OBh/nidPnqR3794MGTKE2NhYk45b1X8nBw4cICQkhF9//ZXTp08zZswYRo4cyW+//VbhMefPn0ev17N48WLOnj3Ll19+yTfffMMbb7xh3OfDDz/k9u3bnDhxgi5dujBu3DjjtoMHD3LkyBGmTZt238/v30QSQXhoKZV2NAuNwN29t9ShmFSWujlLcltIHYZJWUpbRwBf60Js06Wd4ZLk4GH2MfVmXs5glRJvtrGy0h1QWplvWvmVq6fA7eFN+gnlUwc64f58CAqNSupQBEEA1Go1Xl5epb4UCgVdu3Zl0qRJvPLKK7i5ufHYY4+VOx0/MzMTmUxGVFQUUHo6flRUFM899xxZWVnIZDJkMhnvvfdehbEUFBSwbds2+vfvX2abu7s7/fr1Y9myZWW2LVu2jP79++Pu7k5iYiJPP/00zs7OuLq6MmDAAC5fvmzct7i4mClTpuDk5ISrqyuzZs1i1KhRPPHEE8Z9DAYDn3zyCfXq1cPGxobQ0FB++eUXoORueLdu3QBwdnZGJpMxevRoALZs2ULHjh2N5+7bty/x8WXfx8+fP0/79u2xtramcePGxteuIgcOHKBz587Y2Njg5+fHlClTyM2tfDmpTCYz/jwDAwOZM2cOcrmc06dPG/cpKiri1VdfxdfXF41GQ5s2bcrEcrex/f39mTNnDqNHj8bR0ZHnn3++0rjueOONN5g9ezbt27cnICCAKVOmEB4ezrp16yo8Jjw8nMjISHr16kW9evXo378/M2bMYO3atcZ9YmJieOaZZ2jQoAHjx4/n3LlzAGi1WiZMmMA333yDQqGoUoxVIZIIwkNNLlfTtMkCfLyHSB2KSRiQsUz1Brk6C7nCNgFLausI8KznFWRmngXwb0m2TuYf1MztGZTXzoOZhjTo5biasS4CQKrcfDMtBOnZNHPHbXRj5Orq+wAnCILprFixAqVSyf79+1m8ePE9H9++fXv++9//lrorPmPGjAr337FjB15eXjRu3Ljc7WPHjmX37t0kJCQYH7t8+TK7du1i7Nix5OXl0a1bN+zs7NizZw/79u3Dzs6O8PBw4x3yefPmsXLlSiIjI9m/fz/Z2dmsX7++1DhvvfUWkZGRLFq0iLNnz/Lyyy8zYsQIdu/ejZ+fn3E2RGxsLMnJyfzvf/8DIDc3l1deeYWjR4+yY8cO5HI5Tz75JHp96WW2M2fOZPr06Zw8eZL27dvTv39/bt4s/zPemTNn6N27NwMHDuT06dOsWbOGffv2MWnSpMpf/H/Q6XTGZSthYWHGx5977jn279/P6tWrOX36NIMHDyY8PJy4uLh7GvvTTz+lSZMmHD9+nLfffhsoSWIsX768yjECZGVl4eLi8kDHhIaGsnPnToqLi9m6dSshISFAyc+9a9eutGzZ8p7OfzciiSA89GQyBQ0bzqVO7fFSh1LtDjm9z7Hch/vX2JLaOgJ0tzordQgkmvGu+R3mnokgK8xHY2++u/VqO3+zjQVwIuYPUJi5b6YgCbsOPrg8HYRM8XD/rRaEmmbTpk3Y2dkZvwYPHmzcVr9+fT755BOCgoIIDg6+53NbWVnh6OhY6q64nZ1dhftv2LCh3KUMd/Tu3RsfH59SF6eRkZH4+PjQq1cvVq9ejVwu59tvv6Vp06Y0bNiQyMhIrl69arzDvmDBAl5//XWefPJJgoODWbhwYam6Brm5uXzxxRcsW7aM3r17U69ePUaPHs2IESNYvHgxCoXCeNHq4eGBl5eXsf7DoEGDGDhwIIGBgTRr1oyIiAjOnDljvBt+x6RJkxg0aBANGzZk0aJFODo6EhERUe5z/vTTTxk2bBjTpk0jMDCQ9u3bM3/+fL777jsKCgoqfK2ysrKMP1MrKysmTJjAkiVLCAgoKboeHx/Pjz/+yM8//0ynTp0ICAhgxowZdOzYkcjIyHsau3v37syYMYP69esba2kEBQUZX5eq+OWXXzh69GipWg53Ex8fz4IFC3jxxReNj7322msolUoCAgJYt24dERERxMXF8d133/H222/z4osvUq9ePYYMGUJWVlaVx6qImE8pPDLq15+FysqFixc/ljqUapFh3ZZvbzcBM69VN7ebFzOlDqGUulnStnYESJKb/2du7poIABobA7nmadKA1sx1EbKyU9E1MaBINuuwgpk5hPvj0NVP6jAEQShHt27dWLRokfF7jUZj/P/qvmtbGYPBwG+//cbq1asr3EehUDBq1CiWL1/Ou+++i0wmY8WKFYwePRqFQsHx48e5ePEi9vb2pY4rKCggPj6erKwsbty4QevWrUuds0WLFsbZAufOnaOgoIDHHnus1DmKiopo3rx5pc8hPj6et99+m0OHDpGenm4859WrV2nSpIlxv3bt/q5VplQqadmyJTExMeWe885zWrlyZanXSq/Xk5CQQMOGDcs9zt7enhMnTgCQl5fH9u3beeGFF3B1daVfv36cOHECg8FAgwYNSh1XWFiIq6vrPY1d3r+T8+fPV/xC/UtUVBSjR49m6dKlFc5C+bekpCTCw8MZPHhwqboHjo6OrFq1qtS+3bt359NPP2XlypVcunSJ2NhYnn/+eT744AM+//zzKsdZHpFEEB4pdWo/j0rpzPnYNzBIPCX9QRhkSpYqZlJQ+HAnEEIKZVxIs4y2jgBtnLJRZV+ROgwS9RVn4E3F3N0ZADSKAsA868czb5bURSguKjTLeAAJOWeoT1OzjSeYkVyG88BANC3Nm5wSBKHqNBpNhZ0Y/plQAJDLS2YSGQx/vxdqtdpqiePIkSMUFRXRsWPHSvcbM2YMc+fOZefOnUDJBfqdu9d6vZ4WLVqUuui9w93d3fj//y76+M/nc+fC//fff8fX17fUfmp15TMg+/Xrh5+fH0uXLsXHxwe9Xk+TJk2qVGywokKUer2eF154gSlTppTZVrt27QrPJ5fLS/1cQ0JC2LZtG/PmzaNfv37o9Xpj4uXfNQLuzBap6tj//ndyL3bv3k2/fv344osvGDlyZJWOSUpKolu3brRr144lS5ZUuu+yZctwcnJiwIABDBw4kCeeeAKVSsXgwYN555137jvuO0QSQXjk+Pg8hUrlwF9np6LXV62SqqXZ4/ghpx98JpLFs7agto4AQ10vQqLUUUBSkfl/+FIkEWyKswA3s4xl0MlxqRVA6qVzd9+5mkSf3U5gcDMMeTU3oSmUJVPJcRneEJvge1vfKgiC5bpzIZ6cnGy8K//PIovlsbKyQqe7+9/3DRs20KdPn7sWvQsICKBLly5ERkZiMBjo2rWrcYp+WFgYa9aswcPDAwcHh3KP9/T05MiRI3Tq1AkoqRdw8uRJmjVrBkCjRo1Qq9VcvXqVLl26VPic7hx7x82bN4mJiWHx4sXGc+/bt6/c4w8dOkTnzp2BkkKPx48fr7DGQVhYGGfPnr3vlpv/pFAoyM/PB6B58+bodDpSU1ON8Zpy7PJERUXRt29f5s2bx/jxVVtunZiYSLdu3WjRogWRkZHGxFZ50tLSmD17tvHnoNPpjEkvrVZbpX+XdyMW6AmPJHf3XjQLjUSpLP8PrSVLt+3C8uxAqcMwOV+djL8sqK0jQFtOSR0CWrmKtALzvy5SJBGsc1PNO56Z6yLodEXkOFnOTBvhwcltlbiNayoSCILwkLGxsaFt27Z8/PHHnDt3jj179vDWW29Veoy/vz85OTns2LGD9PR08vLKvzFSUWvH8owdO5a1a9eybt06xo4da3x8+PDhuLm5MWDAAPbu3UtCQgK7d+9m6tSpXL9eUsh38uTJzJ07lw0bNhAbG8vUqVO5deuWcSaAvb09M2bM4OWXX2bFihXEx8dz8uRJvvrqK2Nxwjp16iCTydi0aRNpaWnk5OQYu0EsWbKEixcvsnPnTl555ZVy4//qq69Yt24d58+fZ+LEidy6dYsxY8aUu++sWbM4ePAgEydOJDo6mri4ODZu3MjkyZMrfY0MBgMpKSmkpKSQkJDAkiVL2Lp1q/E1btCgAcOHD2fkyJGsXbuWhIQEjh49yrx589i8efMDjQ0QHBxcaaeFqKgo+vTpw5QpUxg0aJAx1oyMvz/bHTlyhODgYBITS+5cJSUl0bVrV/z8/Pjss89IS0szHleeqVOnMn36dOOMkg4dOvD9998TExPDkiVL6NChw12fx92IJILwyHJ2bkvLFj9jY13xlChLo5NZs4ipFBke7mUMYFltHQFUcgOe6dLXQ0hx8kYnwVIcg5kLKwJY3bxm1vG0RV5mHQ/gbOIes48pmIbS1Rr3F0NR16l5yWlBEO5u2bJlaLVaWrZsydSpU5kzZ06l+7dv354XX3yRp59+Gnd3dz755JMy+8THx3Px4kV6965aO/JBgwahVqtRq9UMHDjQ+LitrS179uyhdu3aDBw4kIYNGzJmzBjy8/ONMxNmzZrF0KFDGTlyJO3atcPOzo7evXtjbW1tPM/s2bN55513mDt3Lg0bNqR379789ttv1K1bFwBfX1/ef/99XnvtNTw9PZk0aRJyuZzVq1dz/PhxmjRpwssvv8ynn35abvwff/wx8+bNIzQ0lL1797Jhwwbc3MqfcRgSEsLu3buJi4ujU6dONG/enLfffhtvb+9KX6Ps7Gy8vb3x9vamYcOGfP7553zwwQe8+eabxn0iIyMZOXIk06dPJygoiP79+3P48GH8/PweaGwo6VxRWeHC5cuXk5eXx9y5c41xent7l/p55uXlERsba5w9sG3bNmOCplatWqWO+7etW7cSHx/PSy+9ZHxs0qRJ1KtXjzZt2lBUVMS777571+dxNzKD4RG4GhGEShQVZXD6zItkZR2XOpS7+tPpS5Zn1Zykx/2yNoDD3htk51tOV4YhXil8kll+Zt2cDvu3ZJzMvHfoAWz1KpbPyzfrmMV1GrGn7kSzjSdX6CnK/priKqzhrE7PtHwLw83qWVsrSMOqriNuzzZEbmueGh6CYCkKCgpISEigbt26pS5Ghar54osv2L59u/EOuDnp9XoaNmzIkCFDmD17ttnHFyxTVX+nxUwE4ZFnZeVCWPPv8fKs2lQyqaRo/sP3j0ACASDsNhaVQAAYYB8rdQgAJNk6STKuuVs8AiiuX0AuN18bRL1OjotvgNnGuyNVed3sYwrVx7alJ+7jmogEgiAI96xWrVq8/vrrZhnrypUrLF26lAsXLnDmzBkmTJhAQkICw4YNM8v4wsNFJBEEAZDL1TRu/AX16k4DLK93e7HMjq/143lUyq9ZWltHgKaFJ6QOAYDrVpVXSDYVKVo8ynTFaBzMW//X2t7frOMBnDi/BcyYLBGqiQwcH6+Ly1MNkCnExylBEO7dkCFDKizuV93kcjnLly+nVatWdOjQgTNnzrB9+/YKWyUKQmVEdwZB+Ie6dSdja1uXczGz0EvQRq8iWx3nEZ+llzoMs7C0to4A7lZa7NOjpQ4DgCS5NCvQpFr3Zmej43am+caToi5CZmYKukagSDb70MJ9klkpcHkmCJtGrlKHIgiCUCV+fn7s379f6jCEh4RInQvCv3h69qVF2GrUavNfTJTnuuZJVmdZRizmYGNhbR0BnvW6ikxvGWvWkyRKbknRnQHAVmbeOgxZ6Y4oVFZmHRPgSu5Zs48p3B+Fkxr3CaEigSAIgiA8skQSQRDK4eDQlFYt1+Pg0FzSOLRyZ77SjeTRmIMAPnoZZyysrSNAT/U5qUMwSizKlGRcKbozAFhrb5l1vJK6CPXMOibAybNbkdlU3iNckJ5VbXs8JjbDylsjdSiCIAiCIBmRRBCECqjV7rQIW4m318C772wivzl8wtXCRyWFAAFpxRbV1vGO+rePSh0CAFq5irQCaZIseoka+VjfvmH2MW0kqItQXFxEnovlzcIR/mbbzB3350NQ2Jt/poogCIIgWBKRRBCESsjlaho1+pTA+m8gk5n3LuFlu2H8muVi1jGlZG2A2Nh0qcMoo5lDDlaZF6UOA4AUZx/0BmmSSgaJ6v5ZpV8x+5jFxXfvA20K5xL3STKucBcKGU79A3B5JhiZSnxsEgRBEATxbigIVVC79lhCQyJQqcxzUV+k8OAr7WCzjGUpWuRYXltHgGHu8VKHYJTo4CF1CGanSowz+5iZ6Y4oVOZv13cx4RgyF9Em0JIoHKxwfyEEu/Y+UociCIIgCBZDJBEEoYpcXTvRuvVvODq2NPlYa+3mkVT06CxjALgZlyl1COVqLzsjdQhGSTYO0gYgM/90BEVKAgoz3/3VF0tTFwEgzSpJknGFstT1HPGY0hx1bYl/7wRBEATBwogkgiDcA2u1F2HNV1Kn9njANBdUcQ7j+C370frQGlIo57KFtXUEkMkM+Nw8LHUYRolW1tIGIEESQWYwYGdv/oKDNg51zT4mwMnzW8Q7s9RkYN+lFm7jmqKwE/UPBOFR9N5779GsWTPj96NHj+aJJ56QLB5BsDRKqQMQhJpGLldSv/4snJxac/bcDIqLM6vt3AXKWnxV0AcemX4MJWyuW14CAaC/RxryrJtSh2GUJJe46qQESQQAO3UxWWYeU6uVpq1qxq0k9A3lyJMfrb8BlkJmrcBlcBA2jUX7RkF4YO85mnGse3uXGD16NCtWrABAqVTi5+fHwIEDef/999FoNMyYMYPJkyebIlLJRUVF8eWXX3LkyBGys7MJDAxk5syZDB8+vMJjLl++zOzZs9m5cycpKSn4+PgwYsQI3nzzTaysSpKtGRkZjBo1il27dtGgQQMiIyMJDQ01nuOll14iICCA6dOnm/w5CqYn7ncIwn1yc+tGm9a/4ViNbSDXaOaSpn20Lh589DL+umTeNn5V9YSD+dfjVyZJXyBtABIlEWwwf5IpO90RhVKaPPuVPMtpKfooUXnZ4jGpuUggCMIjIjw8nOTkZC5dusScOXP4+uuvmTFjBgB2dna4utasvwVFRUVV2u/AgQOEhITw66+/cvr0acaMGcPIkSP57bffKjzm/Pnz6PV6Fi9ezNmzZ/nyyy/55ptveOONN4z7fPjhh9y+fZsTJ07QpUsXxo0bZ9x28OBBjhw5wrRp0+77+QmWRSQRBOEBWFv7EBb2I7X9xj7wuc45TGRbtm01RFWzBKQVo7PEvo5Ac+0JqUMoJbEoU+oQJGFTZP4kk65YIVldhJNntyKzNv8SjkeZbXMP3F9qhsrNRupQBEEwE7VajZeXF35+fgwbNozhw4ezfv16oOxyhn/75ZdfaNq0KTY2Nri6utKzZ09yc/9OeEdGRtKwYUOsra0JDg7m66+/Nm67fPkyMpmMtWvX0q1bN2xtbQkNDeXgwYOlxjhw4ACdO3fGxsYGPz8/pkyZUmoMf39/5syZw+jRo3F0dOT555+v0vN+4403mD17Nu3btycgIIApU6YQHh7OunXrKjwmPDycyMhIevXqRb169ejfvz8zZsxg7dq1xn1iYmJ45plnaNCgAePHj+fcuZKEuFarZcKECXzzzTcoFOK97WEhkgiC8IDkchWBgW8Q0nQxSuX9Td3LVQXwdX7Pao7M8llqW0cAR1UxjmmWk0TQKqxIK8iQNAaZXJq3DHV2siTj2jhKUxdBqy0gzzVfkrEfNTK1AuchDXB5Ogi5lfhwKwiPMhsbG7Ra7V33S05OZujQoYwZM4aYmBiioqIYOHAgBkPJDZGlS5fy5ptv8uGHHxITE8NHH33E22+/bVw+ccebb77JjBkziI6OpkGDBgwdOpTi4pIuVWfOnKF3794MHDiQ06dPs2bNGvbt28ekSZNKnePTTz+lSZMmHD9+nLfffhsAmUzG8uXL7+m5Z2Vl4eJybx3I/n1MaGgoO3fupLi4mK1btxISEgLAvHnz6Nq1Ky1bmr4wuWA+oiaCIFQTd/eetLb7jb/OTiY7+9Q9HbvKZg63bj9ayxgAwnLghAW2dQQY4XUdWVqh1GEYJTv5oDdI/G9EouUMVmmXwcn8Hz6Ktd5mH/OOmOQDhNFVsvEfBVZ+9rg8E4TSVcw+EIRH3ZEjR1i1ahU9evS4677JyckUFxczcOBA6tSpA0DTpk2N22fPns3nn3/OwIEDAahbty7nzp1j8eLFjBo1yrjfjBkz6NOnDwDvv/8+jRs35uLFiwQHB/Ppp58ybNgw4/T/wMBA5s+fT5cuXVi0aBHW1iWFlrt3725cgnFHUFAQjo5Vv6n1yy+/cPToURYvXlzlY+Lj41mwYAGff/658bHXXnuNCRMmEBAQgL+/PxEREcTFxfHdd99x8OBBXnzxRbZt20bLli1ZunTpPcUoWB6RRBCEamRj40uLsNVcvDiPa9eXV+mYU44ziMp+NCuAZ1zMlDqECvW2jpE6hFISHTyAFGmDkCiJoLoWC07mHzfrZkldBF2x+RNdcfGHaRH2GIZbd78rJtwjGdh39cOhZx1kCmn+TQuCIL1NmzZhZ2dHcXExWq2WAQMGsGDBgrseFxoaSo8ePWjatCm9e/emV69ePPXUUzg7O5OWlsa1a9cYO3ZsqeUFxcXFZS6a79ypB/D2Lklap6amEhwczPHjx7l48SIrV6407mMwGNDr9SQkJNCwYUOAcu/unz9/vsqvQVRUFKNHj2bp0qU0bty4SsckJSURHh7O4MGDS9U9cHR0ZNWqVaX27d69O59++ikrV67k0qVLxMbG8vzzz/PBBx+USkAINY9IIghCNZPLrWjQ4G2cnFtz/vybaLUVr+e+bdWQb3I78Kh1YwBoWignLtUyuzIANMg9KnUIpSTZOEC+1EkEaYZV3ExCpZajLTTv74lOW1IXIe3KBbOOe0e6OgVXalZhL0uncLTC5ekg1PWcpA5FEASJdevWjUWLFqFSqfDx8UGlUlXpOIVCwZ9//smBAwfYtm0bCxYs4M033+Tw4cPY2pbUtlq6dClt2rQpc9w//XM82f8n6fV6vfG/L7zwAlOmTCkzfu3atY3/r9FoqhRzeXbv3k2/fv344osvGDlyZJWOSUpKolu3brRr144lS5ZUuu+yZctwcnJiwIABDBw4kCeeeAKVSsXgwYN555137jtuwTKIJIIgmIiHe28cHZoTc/51bt6MKrPdgIzv1O+RnfPoJRAAbC20rSNAsF0e1hlVz+SbQ6KVGiRfJi/dXVs7ewW3zJxEALBx8AekSSKcvLCVno7DwDLrjtY4Nk1ccR4YiNy2ahcKgiA83DQaDfXr17+vY2UyGR06dKBDhw6888471KlTh3Xr1vHKK6/g6+vLpUuXKm2ZeDdhYWGcPXv2vuO7m6ioKPr27cu8efMYP358lY5JTEykW7dutGjRgsjISOSV1ElKS0tj9uzZ7Nu3DwCdTmesN6HVatHpdA/+JARJicKKgmBCarUHzUIjCAqajUJRuvPCMae3OJDzaObxvC24rSPACI8EqUMoI0luAVeSEi1nANBYSTOtv1gnXV2EmzevofcUb9MPSqaS4zwwENcRjUQCQRCEB3b48GE++ugjjh07xtWrV1m7di1paWnGJQbvvfcec+fO5X//+x8XLlzgzJkzREZG8sUXX1R5jFmzZnHw4EEmTpxIdHQ0cXFxbNy4kcmTJ9/12ODg4Eo7LURFRdGnTx+mTJnCoEGDSElJISUlhYyMv4s3HzlyhODgYBITE4GSGQhdu3bFz8+Pzz77jLS0NONx5Zk6dSrTp0/H19cXgA4dOvD9998TExPDkiVL6NChQ5VfC8EyiU8ngmAGtXyH0brVbzg6NAcgS92cJbebSxyVdOqnaS22rSNAJ/kZqUMoI0kn+TQESZMItobbkoyble6EXCFdsu9qgWXNiKlpVLXs8JjSHE1rL6lDEQThIeHg4MCePXt4/PHHadCgAW+99Raff/45//nPfwAYN24c3377LcuXL6dp06Z06dKF5cuXU7du1Tv+hISEsHv3buLi4ujUqRPNmzfn7bffNtZOqExsbCxZWVkVbl++fDl5eXnMnTsXb29v49edQpAAeXl5xMbGGmcPbNu2jYsXL7Jz505q1apV6rh/27p1K/Hx8bz00kvGxyZNmkS9evVo06YNRUVFvPvuu1V+LQTLJDPc6UciCILJGQw6rlxZwrS0NhzKeTRzeNYGcNybSla+5RaMi3d9GUXuDanDKKVHwzBSC6Rth/nzAjWGHGmWodx88lVO3aojydh29r+RfjVOkrGtVDYMDHgZQ6GY+nlPlDIcetbBvnMtZHJRPFEQTKWgoICEhATq1q1r7BggCELNVdXf6UfzKkYQJCKTKfD3n8BHDRvS1O7RbCsWloNFJxB6uWVYXAJBq7AivTDj7juamoQzEayykiQb29ap6nePqluRNp98twLJxq+JrGrb4zklDIeufiKBIAiCIAgmIJIIgiCBRnY2/NGiAa/W9UIl4YWZFCy5rSPAU07SFNGrTLKTD3qDJRTglDCJcOOSZGMXF0tXFwHgfMohScevMZRyHB+vi/uLoag8bO++vyAIgiAI90UkEQRBIkq5jFf8vdjassEjMyuhSZGMyxbc1hGghS5a6hDKSHTwkDqEEhImvFTXYiUbOzvdCfm/WnOZU+zFA8icREHAyljVccBzanOxfEEQBEEQzEAkEQRBYndmJcz0f/hnJWiu5UkdQqU0Sh0u6cekDqOMJBsHqUMoIeE/T3n2TdS20lzIF2sVOPv4SzL2HRnWlrXExlLIVHIc+9TD/YUQVO5i9oEgCIIgmINIIgiCBVDKZUyv68WOVkG0d7KTOhyT8NJZdltHgKGeSci0lpfoSLRSSx1CCYmTXHYaCbtDONWTbGyAk3F/SprEsURW/g54TA3DvpOvmH0gCIIgCGYkkgiCYEEaaKxZ27w+CxrWxk0lXVs5UwhML7boto4Aj2tipA6hXElyC3ndJE4iaFRFko2t10tbFyEt/TIGD+mWVFgSua0S54GBJbMP3B6NpWCCIAiCYElEEkEQLNBgLxf2twlmlI/rQ/FLam2AC7E3pQ7jroLzjksdQrkSdflSh2ARbPXZko2dle4saV0EgGtFllf006xkYNvSE8/pLdG09kL2kC//EgRBEARL9TBcnwjCQ8lRpWRekB+bWzQgxL5m321rbuFtHQH8bQqwuXlW6jDKlVSUKXUIJeTSvmVY56dLNnZxkfR1EU6c+wOZ1aP5tq3y1uD+YiguTzVAoRFFJgVBEARBSo/mpxFBqEGaOdiypUUDPgr0xUFZM39lMy9mSR3CXT3rlYDMItoolqZVWJFWkCF1GIDkqxmwupUo6fi2TnUlHb+wIJcCd+mWdEhBplbg2LceHpObo65jIQVGBUEQBOERVzOvSAThESOXyRhTy539bRoyyNNZ6nDuSZMiGQmpOVKHcVfdlBY6C8HZFwMWUhNB4sp+VimXJB1fp/ORdHyA2NQjUodgNjYhbnhNb4F9R1E4URCEmkkmk7F+/XqpwxCEavdwVW4ThIecu5WKrxrVYai3C69fuE5cXqHUId2V5lrNWM9fO/Ow1CGUK9HeHUiROgwADBJPRVBeOw8SXsdn33RGJpdj0Es3YyUmbh+hoV0wZFn28qAHoXSzwWlAANaBNSthKghCaU1XNDXbWGdGnbmn/UePHs2KFSuM37u4uNCqVSs++eQTQkJCqju8+6bVannrrbfYvHkzly5dwtHRkZ49e/Lxxx/j41PxG+LZs2d55513OH78OFeuXOHLL79k2rRppfZZuXIlr732Grm5uYwdO5ZPP/3UuO3y5cv06tWLY8eO4eAgZoEJZYmZCIJQA3V0tmdHqyDeqOeNRmG5v8YlbR0tYyp+Zbq43EJ5W9qp8hVJsrWgN2+JbwbL83OwtZMu920JdREwGLhlmyZtDCYis1Hi2KcentPCRAJBEASTCw8PJzk5meTkZHbs2IFSqaRv375Sh1VKXl4eJ06c4O233+bEiROsXbuWCxcu0L9//7seV69ePT7++GO8vLzKbE9PT2fcuHF89tlnbN26lRUrVvD7778bt0+YMIGPP/5YJBCEClnu1YcgCJWyksuZUseTg20aMsLbFYUFzvYNvGn5bR0BhrhclDqECiWp1FKH8DepiyIAGo20/57snOtJOj5A9MXtkid0qpVChl0HH7xntsS+ky+yGlr7RRCEmkWtVuPl5YWXlxfNmjVj1qxZXLt2jbS0vxO1Z86coXv37tjY2ODq6sr48ePJySm9RHPZsmU0btwYtVqNt7c3kyZNqnDMDz74AE9PT6Kjo6sUo6OjI3/++SdDhgwhKCiItm3bsmDBAo4fP87Vq1crPK5Vq1Z8+umnPPPMM6jVZT9H3JnV8PTTT9OqVSu6devGuXPnAFi1ahVWVlYMHDiwSjEKjybxTi0INZyHWsVnwX5sbxlENxd7qcMxsjZAXA1o6wjQSn9a6hAqlCi3pCSM9FeuGoW0S3h0em9Jxwe4kRqPwUPadpPVxaaxK14vt8CpXwByW9F1QRAEaeTk5LBy5Urq16+Pq6srUHI3Pzw8HGdnZ44ePcrPP//M9u3bSyUJFi1axMSJExk/fjxnzpxh48aN1K9fv8z5DQYDU6dOJSIign379tGsWTMA3nvvPfz9/e8p1qysLGQyGU5OTvf7dAkMDCQvL4+TJ0+SkZHB0aNHCQkJISMjg3feeYeFCxfe97mFR4OoiSAID4mGdjb8GBrA7ozbvH8xkXO5BZLGE5YDJ/Isf922Wq7HPd0y6yEAJOksqKaE9DkEbHRZgKtk42ffdJG8LgJAovYitZC2W8SDUNWyw6lPPdR1HaUORRCER9SmTZuws7MDIDc3F29vbzZt2oT8/9sZr1y5kvz8fL777js0Gg0ACxcupF+/fsybNw9PT0/mzJnD9OnTmTp1qvG8rVq1KjVOcXExI0eO5NixY+zfv59atWoZt7m5uREQEFDlmAsKCnjttdcYNmzYAy01cHZ2ZsWKFYwcOZL8/HxGjhxJ7969GTNmDJMnTyYhIYH+/fuj1Wp57733eOqpp+57LOHhJJIIgvCQ6eJiz/ZWQaxJyeCzhBQSC6W5kL8Vb/ltHQGGeCUjy7Dc7hFJRZlSh/A3C1jOYJ2bhpRJBG2hAmfvOmQkJkgWA8Dxs3/gV3sSBq3ltSWtjMJJjWNvf2yauSOzgH9PgiA8urp168aiRYsAyMjI4Ouvv+Y///kPR44coU6dOsTExBAaGmpMIAB06NABvV5PbGwsMpmMpKQkevToUek4L7/8Mmq1mkOHDuHm5lZq26RJkypd/vBPWq2WZ555Br1ez9dff32Pz7asJ598kieffNL4fVRUFGfOnGHhwoXUr1+fH3/8ES8vL1q3bk3nzp3x8PB44DGFh4dYziAIDyG5TMZQb1f2t2nIOwE+OCvNO/W5SZGMhBuWe2H+T301F6QOoUJahRVpBRZUmNICLvrUGdekDgGNBdRFKCi4TaGH5c/0uUNmrcChtz9e01ti29xDJBAEQZCcRqOhfv361K9fn9atWxMREUFubi5Lly4FSpYgVPS3SiaTYWNjU6VxHnvsMRITE9m6det9x6rVahkyZAgJCQn8+eef1V7wsLCwkJdeeonFixdz8eJFiouL6dKlC0FBQTRo0IDDhy13xqYgDZFEEISHmLVCzku1PTjcrhFTantgIzfPr7zddQuagn8XjQuOSR1ChZKcfTFgSTURpKdKlr4Ipt4gYZ/Jf7iQdlTqEO5KplZg390P71mtcejmh0wlPnYIgmCZZDIZcrmc/PySzzCNGjUiOjqa3Nxc4z779+9HLpfToEED7O3t8ff3Z8eOHZWet3///qxatYpx48axevXqe47rTgIhLi6O7du3G2s2VKfZs2fzn//8h7CwMHQ6HcXFxaXG1+l01T6mULOJd3NBeAQ4KBW8EeDDwbYNGenjisqEdwG99DLOxFvQ3fNK+FoXokm34KKK9hY2ddAC7h4rEuOQSfzOdTvDGZnUQQBnL+xB5mCZqxJlVnLsu9TC69VWOPbyR25jmXEKgvDoKiwsJCUlhZSUFGJiYpg8eTI5OTn069cPgOHDh2Ntbc2oUaP466+/2LVrF5MnT+bZZ5/F09MTKCmM+PnnnzN//nzi4uI4ceIECxYsKDPWk08+yffff89zzz3HL7/8Ynx84cKFlS6HKC4u5qmnnuLYsWOsXLkSnU5njLmoqMi438iRI3n99deN3xcVFREdHU10dDRFRUUkJiYSHR3NxYtlE/Fnz55lzZo1fPDBBwAEBwcjl8uJiIjg999/5/z582XqPAiCeFcXhEeIl1rFJ0F+TKnjycKrqfyYfJPCam7B2CC9mCM1oK0jwAjPq8huWG52PdHWAfKSpQ7jbxaQRJAXFaKxV5KTVXz3nU2kqECJs09tMhIvSxYDAAYDmZoMHLMtp4+3TCVH08Yb+661UNhZSR2OIAhChbZs2YK3d0nHHXt7e4KDg/n555/p2rUrALa2tmzdupWpU6fSqlUrbG1tGTRoEF988YXxHKNGjaKgoIAvv/ySGTNm4ObmVmERwqeeegq9Xs+zzz6LXC5n4MCBpKenEx8fX2GM169fZ+PGjQDGjg537Nq1yxjr1atXjQUhAZKSkmjevLnx+88++4zPPvuMLl26EBUVZXzcYDAwfvx4vvzyS2PtBxsbG5YvX87EiRMpLCxk4cKF+Pr6Vv5iCo8cmcFgqBmf9gVBqHY3CrV8fTWV75Jukl8N1eatDeC0L5XMGtCVAWBr4HqCrv0kdRgV+l+zPnybdUbqMIx+/sEDw7UkqcPg7DOLuJEibUFBd99orv21U9IYALy86tPFdhCSr3pRyrBr7Y19Vz8UDiJ5IAiPioKCAhISEqhbty7W1tZShyMIwgOq6u+09PMxBUGQjKdaxfuBvhxt14jJtT2wUzzYn4TmudSYBAJAvewjUodQqUS51FeG/yb9TAQAjVza9qVgOXURUlIugruEkwoVMjRtvPCa2Qqn/gEigSAIgiAIjwCxnEEQBNyslLwZ4MPE2h4svZ5GxPV0MovvfZp/1sWa0dYRoLVTNqqsy1KHUakknYUVqLSMHAI22kxA2noRtzNckMnkGAzSt1hM1MXjSx2zjimzUqBp7YVdR1+UTmqzji0IgiAIgrTETARBEIycVEpm1vXmaLtGvFHPG1dV1fOMTYpkXKohbR0BnnGteA2ipUgquiV1CKXJLSOLYJ1zQ+oQKCpQ4uTtJ3UYAJw4txnM1PVAbqfCoVcdvF9rhVPfeiKBIAiCIAiPIJFEEAShDHulgil1PDnarhHvBfjgaXX3ZEJNausI0I5TUodQqSKFmvQCC0siWMhUBKubV6UOAQA7l3pShwBAXl42Re6mLTSpcLXG6Yn6Ja0au9dGbqsy6XiCIAiCIFgusZxBEIQK2SrkvFjbg9G+bvxy4xZLr6cRm1t2PbqXXsZfNaStI4BCpsfzpmXXQ0hy9sWAdB0IymUB3RkAVElxUF/qKMBgsJxq1RczjtOI6m/BpfK1w75LLWyauCGzkJkogiAIgiBIS8xEEAThrqwVckb4uLK7dTBrQgPo4eJQ6p50g/RiimtIW0eAJz3TkBdkSh1GpZLs3aUOoQyDhVxDKpIuIVdIH0zWLWeLSaz8dT4KmX313RdQBzrhNq4pnpObYxviLhIIgiAIgiAYiZkIgiDcky4u9nRxsSc+r4Cl19PZkJzBhdhUqcO6J0/Yn4dMqaOoXKKtA+QlSx3Gv1jGhaRMr8POQUn2LWk7gWjzVTh7+XErWfrlFQaDniy7Wzjctr/vc8jUCmzDPLBr643KU1ON0QmCIAiC8DARMxEEQbgvAbbWfNygFofbNmRSt/rUcbWVOqQqCyk6KXUId5WkssBWeZaRQwBAY20ZSz3sXC2jLgLA6cs77+s4pactTgMC8H6jNc4D6osEgiAIgiAIlRIzEQRBeCAOahXjOtVjbMe6RMWm8d3By0RdSMNgoasb3K202KdZfhIhUW6BL6CFTN0H0MjyABupw8CA5dRFSEw6D60HQVoVEixyGTaNXbFr5426npPJYxMEQRAE4eEhZiIIglAtZDIZ3YI9iHyuNVEzuvJS1wA87C2v/dsIr2vI9NJOg6+KJJ0FdruwnBwCNoWW0bki+6arRSVXkg0JlW6X21th36M23q+1wnV4Q5FAEARBqMDly5eRyWRER0ebfCyZTMb69etNPk7Xrl2ZNm2ayccRHn5iJoIgCNWujquGV8ODmd4riF3nU1lz7Bq7zqdaRPHFx9RnpQ6hSpKKLOMiuTTLuVhW304BfKQOg6ICJU6etchMuSZ1KAAcP/cHfX1egOJ//K7JQF3fCU0rL2wauyJTiPsHgiCYXkxwQ7ON1fB8zD3tP3r0aFasWGH83sXFhVatWvHJJ58QEhJS3eGZVa9evdixYwf79++nbdu2Jh8vKiqKL7/8kiNHjpCdnU1gYCAzZ85k+PDhlR5369YtpkyZwsaNGwHo378/CxYswMnJCYCMjAxGjRrFrl27aNCgAZGRkYSGhhqPf+mllwgICGD69Okme25CxcQnCUEQTEYhl9GzkSdLR7bkwOvdee0/wdRzk3a9df2cY5KOXxWFSmvSCywwiWA5OQSs0q9IHYKRvVuA1CEY5ebeQuuhB0DhYo3DY3XwmtUa97FNS7osiASCIAgCAOHh4SQnJ5OcnMyOHTtQKpX07dtX6rAeyNWrVzl48CCTJk0iIiLCLGMeOHCAkJAQfv31V06fPs2YMWMYOXIkv/32W6XHDRs2jOjoaLZs2cKWLVuIjo7m2WefNW7/8MMPuX37NidOnKBLly6MGzfOuO3gwYMcOXJEzKqQkPg0IQiCWXjYW/NilwB2zujKzy+246kWtbBRKcwaQ1P7XKxuxZl1zPuR5OyLAelnbfybwYKm7auuX5A6BCODBcyIuENlbUO2ZxZuzzfFa2ZLHHrURulkecuKBEEQpKZWq/Hy8sLLy4tmzZoxa9Ysrl27RlpaWoXH7N69m9atW6NWq/H29ua1116juPjvOjRdu3ZlypQpvPrqq7i4uODl5cV7771X6hxxcXF07twZa2trGjVqxJ9//llmnMTERJ5++mmcnZ1xdXVlwIABXL58+a7PKTIykr59+zJhwgTWrFlDbm5upfsXFRXx6quv4uvri0ajoU2bNkRFRd11nH964403mD17Nu3btycgIIApU6YQHh7OunXrKjwmJiaGLVu28O2339KuXTvatWvH0qVL2bRpE7GxscZ9nnnmGRo0aMD48eM5d+4cAFqtlgkTJvDNN9+gUJj3c6TwN5FEEATB7Fr5u/DZ4FCOvtWTT58KoWN9NxRm6EM/wj3e5GNUhyR7N6lDsHiK1KsorSzjLez2LWnrIsjkcvybteDxyTOYsOR7Qp/uh3WAEzILSvoIgiBYspycHFauXEn9+vVxdXUtd5/ExEQef/xxWrVqxalTp1i0aBERERHMmTOn1H4rVqxAo9Fw+PBhPvnkEz744ANjokCv1zNw4EAUCgWHDh3im2++YdasWaWOz8vLo1u3btjZ2bFnzx727duHnZ0d4eHhFBUVVfgcDAYDkZGRjBgxguDgYBo0aMBPP/1U6fN+7rnn2L9/P6tXr+b06dMMHjyY8PBw4uL+vuEik8lYvnx5pef5t6ysLFxcXCrcfvDgQRwdHWnTpo3xsbZt2+Lo6MiBAwcACA0NZefOnRQXF7N161bjMpN58+bRtWtXWrZseU8xCdVL1EQQBEEydmolg1v6MbilH6m3C/jtVDIbohM5fT3LJON1kJ8xyXmrW6KNA+QlSx1GWRZ2UWpnLyfzpl7qMCjMU+Hk6UtmynWzjutRN4BGnboT3KEzGidns44tCIJQ023atAk7OzsAcnNz8fb2ZtOmTcjl5Seov/76a/z8/Fi4cCEymYzg4GCSkpKYNWsW77zzjvG4kJAQ3n33XQACAwNZuHAhO3bs4LHHHmP79u3ExMRw+fJlatWqBcBHH33Ef/7zH+M4q1evRi6X8+233xqTwZGRkTg5OREVFUWvXr3KjW/79u3k5eXRu3dvAEaMGEFERATPPfdcufvHx8fz448/cv36dXx8SmbUzZgxgy1bthAZGclHH30EQFBQEI6OjlV+XX/55ReOHj3K4sWLK9wnJSUFDw+PMo97eHiQkpICwGuvvcaECRMICAjA39+fiIgI4uLi+O677zh48CAvvvgi27Zto2XLlixduvSeYhQenEgiCIJgETzsrRnbsS5jO9blcnouv59J5rdTSZxPuV0t55fJDPjcPFwt5zK1JCsryJM6inJYVg4BjbqYTKmD+H/2rgFmSSI4e/sS2KY9jTp1w7VWbZOPJwiC8LDq1q0bixYtAkqK+H399df85z//4ciRI9SpU6fM/jExMbRr167ULK8OHTqQk5PD9evXqV275G/yvwszent7k5qaajxH7dq1jQkEgHbt2pXa//jx41y8eBF7e/tSjxcUFBAfX/GMyoiICJ5++mmUypLLu6FDhzJz5kxiY2MJCgoqs/+JEycwGAw0aNCg1OOFhYWlZmOcP3++wjH/LSoqitGjR7N06VIaN25c6b7lzZYzGAzGxx0dHVm1alWp7d27d+fTTz9l5cqVXLp0idjYWJ5//nk++OADPv/88yrHKTw4kUQQBMHi+LtpmNitPhO71edi6m1+O5XMlr9SiL1x/wmFPm7pyG+nV2OUppMks7x6CAAGZBaVR7A15ALSFuq8wyDzNdm53f3rEdi6HYGt2+PmV/aDrSAIgnDvNBoN9evXN37fokULHB0dWbp0aZklClD6Avefj0HpC2KVSlVqH5lMhl6vL7X/v7f/k16vp0WLFqxcubLMvu7u7uU+l4yMDNavX49WqzUmRgB0Oh3Lli1j3rx5ZY7R6/UoFAqOHz9eprbAnRka92L37t3069ePL774gpEjR1a6r5eXFzdu3CjzeFpaGp6enuUes2zZMpycnBgwYAADBw7kiSeeQKVSMXjwYN555517jld4MCKJIAiCRavvYc/Lj9nz8mMNuHozj23nUvjz3A2OXbmF7h5aRg50ugDVM6nB5BJ1ljgNATBD3Yp7YVNwE0tJIty+VfHaz3smk+ETGFySOGjTHkcPr+o7tyAIglAumUyGXC4nPz+/3O2NGjXi119/LZVMOHDgAPb29vj6Vi2R3KhRI65evUpSUpJxCcHBgwdL7RMWFsaaNWvw8PDAwcGhSudduXIltWrVYv369aUe37FjB3PnzuXDDz80zlC4o3nz5uh0OlJTU+nUqVOVxqlIVFQUffv2Zd68eYwfP/6u+7dr146srCyOHDlC69atATh8+DBZWVm0b9++zP5paWnMnj2bffv2ASXJEa1WC5QUWtTpdA8Uv3DvLKMqlSAIQhXUdrVlXKd6rHmhHcfe7Mnng0MJb+yFrdXdq/M210abPsBqklSYKXUINYI623LqRhTmWeHoef+zEZRqNQEt2/DY+Em8+M13DJ39KS37DRQJBEEQBBMpLCwkJSWFlJQUYmJimDx5Mjk5OfTr16/c/V966SWuXbvG5MmTOX/+PBs2bODdd9/llVdeqbCOwr/17NmToKAgRo4cyalTp9i7dy9vvvlmqX2GDx+Om5sbAwYMYO/evSQkJLB7926mTp3K9evlL5uLiIjgqaeeokmTJqW+xowZQ2ZmJr///nuZYxo0aMDw4cMZOXIka9euJSEhgaNHjzJv3jw2b95s3C84OLjSTgtRUVH06dOHKVOmMGjQIONrmpGRYdznyJEjBAcHk5iYCEDDhg0JDw/n+eef59ChQxw6dIjnn3+evn37lrv0YurUqUyfPt2YrOnQoQPff/89MTExLFmyhA4dOlTyqgumIGYiCIJQIzlrrBjUohaDWtSiQKvjQHw6f567wfaYVNJuF5ba11FVjFP6cYkivTeFSmtuFt6SOozyWVhhRVVaAri0ufuOZuLgFkDWjcQq72/n6kZAWCvqhbWmdpNQlFZWJoxOEARB+KctW7bg7e0NgL29PcHBwfz888907dq13P19fX3ZvHkzM2fOJDQ0FBcXF8aOHctbb71V5THlcjnr1q1j7NixtG7dGn9/f+bPn094eLhxH1tbW/bs2cOsWbMYOHAgt2/fxtfXlx49epQ7M+H48eOcOnWKpUuXltlmb29Pr169iIiIYMCAAWW2R0ZGMmfOHKZPn05iYiKurq60a9eOxx9/3LhPbGwsWVkVF7xevnw5eXl5zJ07l7lz5xof79Kli7FdZF5eHrGxscbZA1Aye2LKlCnGQpH9+/dn4cKFZc6/detW4uPj+eGHH4yPTZo0iWPHjtGmTRtat25tLGQpmI/MUN7iHEEQhBrKYDAQk3ybPXFp7LmQxrHLtxjrc4lZaW9IHVqVJLgH0N9Oe/cdJbB6Uz3kZy5IHYaRztmD3aGW88HB3TeZa3/9WOF2mVyOV0AgdZu1pF6L1njWDTBjdIIgCNWvoKCAhIQE6tati7W1tdThCILwgKr6Oy1mIgiC8FCRyWQ08nGgkY8DL3YJIL9IR+aV0xA/ES5FQeo5wHJzp0n2bmCwnGn6/2SwqLKKoLiVipWNgqJ8y1gLmZ3pVvoBmQx3vzrUbhqKX+NQajVsgtrWVprgBEEQBEEQqolIIgiC8FCzsVJgE9gcApuXPJCTCgl74NIuuHIAMi5JG+C/JNo4QJ5lJhEsLIcAgJ1GRkb5NbDMrjBXRa1GzXH19cKvcSh+jZti6yD6VguCIAiC8HARSQRBEB4tdh7Q9KmSLyhJKlw99P9fByHlNOiLJQsvycoKLLQ5gyUmETRWWjIkCkwmA9dadvjUd8K7vhPe9R3ROHaXJBZBEARBEARzEUkEQRAebXYe0Kh/yRdAUR5cP1qSVLh2CK4dhSLz9YZMlOnNNta9s7wsgq3+NlC1FlgPSqGU4+FvX5I0CHTCu54jVjbibVQQBEEQhEeL+PQjCILwT1a2UK9LyReAXgepMZB0ApJOQlI03DgLusJKT3O/knQWMje/HAYL684AYJ2fjimSCAqVHFdfO9xr2+NR2x732va4+GpQKERnZEEQBEEQHm0iiSAIglAZuQK8mpR8hY0seUynLUkkpJyGlDOQfBpu/AVFOQ88XKKltncES5yIgDozEWT1HugcVtYKXHxKEgbute1wr+2Ai7ctcpEwEARBEARBKEMkEQRBEO6VQgU+zUq+7tDrS4o0psVAWmzJV3ospMeBtmpFDgpU1ty05CSCBbJKTQDPTlXaVy6X4ehpi6uvBlcfO1xr2eHqo8HBzcbEUQqCIAiCIDw8RBJBEAShOsjl4Fa/5Kthv78fNxgg61rpxELaBUi/APkZpU6R5OQLaM0b972wwOUMymvnwbP0Y7aOVji62xi/HNxtcPbU4OKtQaESswsEQRAEQRAehEgiCIIgmJJMBk61S74CHyu9rSAbbl2GzCsl/9Xl0bXoOsm5yaTkpZBVmCVFxBUyWEgOQe7oiMrbG5WPDypvbzq1q4edm8aYMFBZKaQOURAEQRAE4aElkgiCIAhSsXYA75CSL6AesOAfm/O0eaTkpZCSm8KN3BslyYXcFG7k3eBWwS2yCrPIKsoiV5srSfjVSiZDbm+PwtkJhZMTSidnFM7OKD09S5IFPt4liQNvb+QaTalDvSQKWRAEQRAqMnr0aDIzM1m/fn2NOK8g3AuRRBAEQbBQtipb6jnWo55j5YUDi/XFxoRCVuHfX9lF2eRqc8nT5pGrzSW3uOT/73yfV1zy3/zifAwGA3r0GAwGDBjQG/TGxzBQ8l+5HFQqZAoFMoUC7vxXqUAmv/P/SuQ2Nsjt7JDbaVDY2f/j/+2Qa+yQ29mhcLBH4eyMwsmp5L+OjiXHC4IgCA+Fr17cabaxJn7T/Z72Hz16NCtWrABAqVTi4uJCSEgIQ4cOZfTo0cjl0i59Gz9+PBEREaxcuZJnnnnGLGNOnTqVffv28ddff9GwYUOio6Pvekx8fDwzZsxg3759FBYWEh4ezoIFC/D0LFlnWFhYyLhx49iwYQPe3t4sWrSI7t3//ll98sknXLt2jQULFlQ0hGChRBJBEAShhlPKlbjauOJq42ragUaa9vSCIAiCYC7h4eFERkai0+m4ceMGW7ZsYerUqfzyyy9s3LgRpfL+LpN0Oh2yB6ghlJeXx5o1a5g5cyYRERFmSyIYDAbGjBnD4cOHOX369F33z83NpVevXoSGhrJzZ0nC6O2336Zfv34cOnQIuVzOkiVLOH78OAcPHuSPP/5g6NChpKSkIJPJSEhI4Ntvv+XYsWOmfmqCCYgKU4IgCIIgCIIgPFLUajVeXl74+voSFhbGG2+8wYYNG/jjjz9Yvny5cb8vvviCpk2botFo8PPz46WXXiIn5++WzsuXL8fJyYlNmzbRqFEj1Go1V65cKTPe8ePH8fDw4MMPP6w0rp9//plGjRrx+uuvs3//fi5fvlzp/gaDgU8++YR69ephY2NDaGgov/zyyz29FgDz589n4sSJ1KtXtbbJd2Jbvnw5TZs2pWnTpkRGRnL06FFjUiEmJob+/fvTuHFjJk6cSGpqKunp6QBMmDCBefPm4eDgcM+xCtITSQRBEARBEARBEB553bt3JzQ0lLVr1xofk8vlzJ8/n7/++osVK1awc+dOXn311VLH5eXlMXfuXL799lvOnj2Lh4dHqe1RUVH06NGD999/nzfffLPSGCIiIhgxYgSOjo48/vjjREZGVrr/W2+9RWRkJIsWLeLs2bO8/PLLjBgxgt27dxv38ff357333qviq1A1hYWFyGQy1Gq18TFra2vkcjn79u0DIDQ0lH379pGfn8/WrVvx9vbGzc2NH374AWtra5588slqjUkwH5FEEARBEARBEARBAIKDg0vd/Z82bRrdunWjbt26dO/endmzZ/PTTz+VOkar1fL111/Tvn17goKC0PyjAPCGDRvo378/ixYtYsKECZWOHRcXx6FDh3j66acBGDFiBJGRkej1+nL3z83N5YsvvmDZsmX07t2bevXqMXr0aEaMGMHixYuN+wUEBODm5navL0Wl2rZti0ajYdasWeTl5ZGbm8vMmTPR6/UkJycDMGbMGEJDQ2nUqBEffvghP/30E7du3eLdd99l/vz5vPXWW9SvX5/evXuTmJhYrfEJpiWSCIIgCIIgCIIgCJQsD/hnTYNdu3bx2GOP4evri729PSNHjuTmzZvk5v7dGcnKyoqQkJAy5zp8+DCDBg1ixYoVDB069K5jR0RE0Lt3b+MF/+OPP05ubi7bt28vd/9z585RUFDAY489hp2dnfHru+++Iz4+3rjfjh07mDRpUpVfg6pwd3fn559/5rfffsPOzg5HR0eysrIICwtD8f+FklUqFV999RUJCQkcPXqUjh078sorrzBlyhSio6NZv349p06dom3btkyZMqVa4xNMSxRWFARBEARBEARBoGQdf926dQG4cuUKjz/+OC+++CKzZ8/GxcWFffv2MXbsWLRarfEYGxubcospBgQE4OrqyrJly+jTpw9WVlYVjqvT6fjuu+9ISUkpVdRRp9MRERFBr169yhxzZ4bC77//jq+vb6lt/1xmYCq9evUiPj6e9PR0lEolTk5OeHl5GV+/f9u5cyfnzp0jIiKCmTNn8vjjj6PRaBgyZAgLFy40ebxC9RFJBEEQBEEQBEEQHnk7d+7kzJkzvPzyywAcO3aM4uJiPv/8c2Pbx38vZaiMm5sba9eupWvXrjz99NP89NNPqFSqcvfdvHkzt2/f5uTJk8Y7+QDnz59n+PDh3Lx5E1fX0l2Y7hRyvHr1Kl26dLnXp1tt7syc2LlzJ6mpqfTv37/MPgUFBUycOJFVq1ahUCjQ6XQYDAagZDmITqcza8zCgxHLGQRBEARBEARBeKQUFhaSkpJCYmIiJ06c4KOPPmLAgAH07duXkSNLehoHBARQXFzMggULuHTpEt9//z3ffPPNPY3j4eHBzp07OX/+PEOHDqW4uLjc/SIiIujTpw+hoaE0adLE+DVo0CDc3d354Ycfyhxjb2/PjBkzePnll1mxYgXx8fGcPHmSr776ihUrVhj369Gjx13v9F+8eJHo6GhSUlLIz88nOjqa6OhoioqKAEhMTCQ4OJgjR44Yj4mMjOTQoUPEx8fzww8/MHjwYF5++WWCgoLKnP+DDz6gT58+NG/eHIAOHTqwdu1aTp8+zcKFC+nQocPdX0zBYoiZCIIgCIIgCIIgPFK2bNmCt7f3/7V359E53Ykfxz+PBJEEiaWS0UNCiEiRRDCpLaoaxTQ5UUUZSxpGxVgOczASghhqYokaSxVB7J1hMIilQ+wqBCUiSNAIYaipX4KQ5/dHj3uaxnItUyXv1znOcZ/7XS/PH/fzfL/3ytbWVs7OzmrQoIFmzJihnj17GqsOfHx8NHXqVH322WcaOXKkWrRooYkTJxohg1kuLi76+uuvFRgYqG7duhm/xj9w5coV/etf/9KyZcuK1LVYLAoNDdX8+fM1aNCgIufHjx+vN954QxMnTtS5c+fk5ORkvLLygQdbDh4nPDy80BsdHtzsZ2RkyM3NTfn5+UpLS1Nubq5RJi0tTSNHjtT169fl5uamUaNGGas4furbb7/V6tWrlZKSYnz24YcfaseOHWrevLk8PT0fOnf8elmsD9aRAAAAAIBJt2/fVkZGhtzd3WVnZ/eyhwPgOZn9TrOdAQAAAAAAmEKIAAAAAAAATCFEAAAAAAAAphAiAAAAAAAAUwgRAAAAAACAKYQIAAAAAADAFEIEAAAAAABgCiECAAAAAAAwhRABAAAAAACYQogAAAAAAL8wi8WitWvXmi4fHR0tHx8f47hXr14KCQl54eMCnsT2ZQ8AAAAAwOtlSucOv1hfQ1dueKryOTk5ioqK0qZNm3TlyhU5OzurQYMGio6OVkBAwP9olEVlZ2fL2dn5mevHxcXJarUax4GBgfLx8dH06dOfa1zR0dEaO3ascVyuXDnVr19fMTExatmy5XO1/aJkZ2dr6NChSk5OVnp6ugYOHGhq3t98841GjBih5ORkWSwWNWrUSJMnTzbCmczMTPXo0UOHDx9Ww4YNtXjxYlWvXt2o3759e4WFhaljx47/o5m9GliJAAAAAKDY6Nixo44ePapFixbp9OnTWrdunQIDA3X9+vVfdBwuLi4qXbr0M9cvX768nJycXtyAfsLb21vZ2dnKzs7Wvn37VKtWLXXo0EE3b978n/T3QH5+vqlyd+7cUeXKlTVq1Cg1aNDAVJ0ffvhBQUFBqlatmg4cOKDdu3erXLlyCgoKMvodOnSoqlatqiNHjsjFxUXDhg0z6q9YsUI2NjbFPkCQCBEAAAAAFBPff/+9du/erc8++0ytWrVS9erV1bhxY40cOVLt27c3ylksFs2ePVvvv/++ypQpI3d3d61evbpQW1lZWercubOcnZ1VsWJFBQcHKzMzs1CZBQsWyNvbW6VLl5arq6sGDBhQqI+fbmcYPny4ateuLXt7e9WoUUNRUVGPvan+6XaGXr16aefOnYqLi5PFYpHFYlFGRoY8PDwUGxtbqN63336rEiVK6OzZs49s29bWVi4uLnJxcVHdunU1duxY3bp1S6dPnzbK3Lx5U3379tUbb7yhcuXK6Z133tHRo0cLtbN+/Xo1bNhQdnZ2qlGjhsaOHat79+4VugZz5sxRcHCwHBwcFBMT88gx/ZSbm5vi4uLUo0cPlS9f3lSdtLQ03bhxQ+PGjZOnp6e8vb01ZswY5eTk6MKFC5Kk1NRU9ezZU7Vq1VKvXr108uRJST/+v4mMjNTMmTNN9fW6I0QAAAAAUCw4OjrK0dFRa9eu1Z07dx5bNioqyli10L17d3Xt2lWpqamSpNzcXLVq1UqOjo5KSkrS7t275ejoqLZt2+ru3buSpNmzZysiIkJ9+/bV8ePHtW7dOnl4eDyyv7Jlyyo+Pl4nT55UXFyc5s2bp2nTppmaV1xcnAICAtSnTx9jBUG1atUUFhamhQsXFiq7YMECNW/eXDVr1jTV9p07dxQfHy8nJyd5enpKkqxWq9q3b6/Lly9r48aNSk5Olp+fn1q3bm2s6EhMTFT37t01cOBAnTx5UnPnzlV8fLwmTJhQqP0xY8YoODhYx48fV1hYmDIzM2WxWLRjxw5T4zPL09NTlSpV0vz583X37l3l5eVp/vz58vb2NrYsNGjQQNu2bVNBQYG2bNmi+vXrS5KGDRumAQMGqFq1ai90TK8qQgQAAAAAxYKtra3i4+O1aNEiOTk5qWnTpvrzn/+sY8eOFSnbqVMnhYeHq3bt2ho/frz8/f31+eefS/pxaXuJEiX05Zdfql69evLy8tLChQt14cIF4+Y3JiZGQ4cO1aBBg1S7dm01atRIgwcPfuTYIiMj9fbbb8vNzU2/+93vNHToUK1atcrUvMqXL69SpUrJ3t7eWEFgY2Oj3r17Ky0tTQcPHpT043aBhIQEhYWFPba948ePG4FLmTJlFBsbq+XLl6tcuXKSpH//+986fvy4Vq9eLX9/f9WqVUuxsbFycnLSV199JUmaMGGCRowYoZ49e6pGjRpq06aNxo8fr7lz5xbq6+OPP1ZYWJhq1Kih6tWrq2TJkvL09JS9vb2puZtVtmxZ7dixQwkJCSpTpowcHR2VmJiojRs3ytb2x0cFxsbG6tSpU3Jzc1N6erpiY2OVlJSko0ePqkePHvroo49Uo0YN9evXzwiLiiNCBAAAAADFRseOHXXp0iWtW7dOQUFB2rFjh/z8/BQfH1+o3M8fshgQEGCsREhOTtaZM2dUtmxZ42a7QoUKun37ts6ePaucnBxdunRJrVu3Nj2ur776Ss2aNZOLi4scHR0VFRVlLLN/Vq6urmrfvr0WLFggSdqwYYNu376tTp06Pbaep6enUlJSlJKSouTkZH366afq1KmTDh06JOnH+d+6dUsVK1Y05u/o6KiMjAxjm0RycrLGjRtX6PyDlRK5ublGX/7+/oX6rlq1qk6dOqXGjRs/19x/Li8vT2FhYWratKn279+vPXv2yNvbW+3atVNeXp7R94YNG3ThwgVt2LBBlSpVUv/+/TV37lzFxMSobNmySktLU3p6epEwpDjh7QwAAAAAihU7Ozu1adNGbdq00ejRoxUeHq4xY8aoV69ej61nsVgkSQUFBWrYsKGWLl1apEzlypVVosTT/Va7f/9+denSRWPHjlVQUJDKly+vFStWaMqUKU/VzsOEh4fr97//vaZNm6aFCxeqc+fOT/yVv1SpUoW2Xvj6+mrt2rWaPn26EhISVFBQIFdX14duOXjwsMeCggKNHTtWoaGhRcrY2dkZf3dwcHi2iT2lZcuWKTMzU/v27TP+fZYtWyZnZ2f985//VJcuXYrUmTBhgt577z35+fkpPDxcMTExKlmypEJDQ/X111/rj3/84y8y9l8bQgQAAAAAxVrdunULPeRQ+vHGvkePHoWOfX19JUl+fn5auXKl8VDBh3Fzc9P27dvVqlWrJ/a/Z88eVa9eXaNGjTI+O3/+/FPNoVSpUrp//36Rz9u1aycHBwfNnj1bmzZtUlJS0lO1+4CNjY3xi72fn58uX74sW1tbubm5PbS8n5+f0tLSHvsciF9Sbm6uSpQoYQRBkozjgoKCIuVTU1O1fPlyHTlyRJJ0//5940GX+fn5D73WxQXbGQAAAAAUC//5z3/0zjvvKCEhQceOHVNGRoZWr16tyZMnKzg4uFDZ1atXa8GCBTp9+rTGjBm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      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "beers_ba['style_simp'] = beers_ba['style'].replace(stylemap)\n",
    "\n",
    "style_count = beers_ba['style_simp'].value_counts()\n",
    "\n",
    "# Determine the threshold for 'Other' category \n",
    "threshold = 5000  \n",
    "other_count = style_count[style_count < threshold].sum()  \n",
    "top_styles = style_count[style_count >= threshold]  \n",
    "top_styles = pd.concat([top_styles, pd.Series({'Other': other_count})])\n",
    "\n",
    "top_styles_percent = (top_styles / top_styles.sum() * 100).round(1)\n",
    "\n",
    "top_styles.plot(kind='pie', labels=None, autopct='%1.1f%%', figsize=(10, 10))\n",
    "\n",
    "top_styles_labels = [f\"{style}: {percent}%\" for style, percent in zip(top_styles.index, top_styles_percent)]\n",
    "plt.legend(labels=top_styles_labels, loc=\"best\", bbox_to_anchor=(1, 0.5))\n",
    "\n",
    "plt.title('Distribution of styles of beer')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "f5735615",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-11-15T13:30:17.097327Z",
     "start_time": "2024-11-15T13:30:16.996860Z"
    }
   },
   "outputs": [],
   "source": [
    "ratings_count = ratings['beer_id'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "a0ce27ba",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-11-15T13:30:23.131578Z",
     "start_time": "2024-11-15T13:30:23.048017Z"
    }
   },
   "outputs": [],
   "source": [
    "beer_counts_df = ratings_count.reset_index().rename(columns={'index': 'beer_id'})\n",
    "beer_counts_df['beer_id'] = beer_counts_df['beer_id'].astype(int)\n",
    "beers = beers_ba.reset_index()\n",
    "beers['beer_id'] = beers['beer_id'].astype(int)\n",
    "\n",
    "# Merge the series DataFrame with beer_ba on beer_id\n",
    "result = beer_counts_df.merge(beers, on='beer_id', how='left')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "879c52c3d67ea184",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-11-15T13:30:23.195942Z",
     "start_time": "2024-11-15T13:30:23.136723Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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eixcuXBC7d+8uWlpaikqlUqxXr564bNkygzp5nqcbNmwwKM/zXn20fkEcOnRIbNeunWhmZiaamJiIzZo1E//+++8C+yuNN+yjMomiKGZlZYnjx48XXV1dRWNjY9Hf31/cvHmzOHTo0HyewoX9loV5w9auXTvfeAX1e/HiRfHll18WjY2NRRsbG3HEiBHiihUrREA8f/68KIqiePXqVbF///6it7e3aGJiIlpaWopNmjQRly9fXuz5i6IoLl68WKxbt66oVCpFS0tLsWfPnvk8cIcOHSqamZnla1vQ3+OjPO798DBeXl4GnuglkWXz5s1i27ZtRQsLC1GlUomenp7ia6+9Ju7Zs0cURVGMiooShw0bJtasWVM0MzMT1Wq1WLduXfHHH38UNRpNkecm8eIiiGIxrp4SEhKVyjvvvMOaNWuIi4tDqVRWtjhPjODgYOrVq8dvv/3GBx98UNniSLzgSGZYCYmniClTpuDi4kLVqlVJTU1l27ZtLF68mIkTJ74wijI0NJTbt2/zv//9D2dn53xbXSQkKgNJWUpIPEUYGRnx3XffcffuXTQaDdWrV+eHH35gzJgxlS3aE+Obb77hjz/+oFatWmzYsEG/Bi8hUZlIZlgJCQkJCYlikLaOSEhISEhIFIOkLCUkJCQkJIpBUpYSEhISEhLFIClLCQkJCQmJYpCUpYSEhISERDFIylJCQkJCQqIYJGUpISEhISFRDJKylJCQkJCQKAZJWUpISEhISBSDpCwlJCQkJCSKQVKWEhISEhISxSApSwkJCQkJiWKQlKWEhISEhEQxSMpSQkJCQkKiGCRlKSEhISEhUQySspSQkJCQkCgGSVlKSEhISEgUg6QsJSQkJCQkikFSlhISEhISEsUgKUsJCQkJCYlikJSlhISEhIREMUjKUkJCQkJCohgkZSkhISEhIVEMkrKUkJCQkJAoBklZSkhISEhIFIOkLCUkJCQkJIpBUpYvIMuXL8fKyqqyxZCQkJB4ZpCU5TPMnTt3GDFiBC4uLiiVSjw9PRkzZgxxcXH6Ol5eXvz000+VJ6SEhITEc4CkLJ9Rbt68SaNGjbh+/Tpr1qwhJCSE+fPns3fvXpo3b058fPwTlyknJ+eJjykhISHxJJCU5TPKhx9+iFKp5N9//6VNmzZ4eHjQpUsX9uzZw7179/jiiy8ICAjg9u3bjBs3DkEQEATBoI9du3ZRq1Yt1Go1nTt3JiIiwuD4smXLqFWrFsbGxtSsWZO5c+fqj4WFhSEIAuvXrycgIABjY2NWrlz5RM5donyZPHky9evX138fNmwYr776aqXJIyHxVCJKPHPExcWJgiCI06ZNK/D422+/LVpbW4uxsbGim5ubOGXKFDEiIkKMiIgQRVEUly1bJhoZGYkvv/yyeOrUKfHMmTNirVq1xAEDBuj7WLhwoejs7Cz+9ddf4s2bN8W//vpLtLGxEZcvXy6KoijeunVLBEQvLy99nXv37lX8yUuUiaFDh4qACIgKhUKsUqWK+PHHH4upqaliSkqKGBsba1C3Z8+elSeshMRTiKKSdbVEGbhx4waiKFKrVq0Cj9eqVYuEhAS0Wi1yuRxzc3OcnJwM6uTk5DB//ny8vb0BGDlyJFOmTNEf/+abb5g9eza9e/cGoEqVKly+fJkFCxYwdOhQfb2xY8fq60g83XTu3Jlly5aRk5PDoUOHeOutt0hLS2PevHmo1erKFq9UZGdno1QqK1sMiRcIyQz7HCKKIkA+s+vDmJqa6hUlgLOzM9HR0QDExMTonYfUarX+M3XqVEJDQw36adSoUQWcgURFoFKpcHJywt3dnQEDBjBw4EA2b96czwz7KH/++Sd16tTBxMQEW1tbXn75ZdLS0vTHS2Ku37hxI23btsXU1JR69epx7NgxgzGOHj1K69atMTExwd3dndGjRxuM4eXlxdSpUxk2bBiWlpa8/fbb5XdhJCRKgKQsn0GqVauGIAhcvny5wONXr17F2toaOzu7QvswMjIy+C4Igl7J6nQ6ABYtWkRQUJD+c/HiRY4fP27QzszM7HFORaISMTExKdYpKyIigv79+zN8+HCuXLlCYGAgvXv31v+tLFq0iC+++IJvv/2WK1euMG3aNCZNmsSKFSsM+vniiy8YP348QUFB+Pj40L9/fzQaDQAXLlygU6dO9O7dm+DgYNatW8fhw4cZOXKkQR/fffcdfn5+nDlzhkmTJpXjlZCQKB7JDPsMYmtrS4cOHZg7dy7jxo3DxMREfywyMpJVq1YxZMgQBEFAqVSi1WpL1b+joyOurq7cvHmTgQMHlrf4Ek8BJ0+eZPXq1bRv377IehEREWg0Gnr37o2npycAderU0R8vqbl+/PjxvPLKKwB8/fXX1K5dm5CQEGrWrMl3333HgAEDGDt2LADVq1dnzpw5tGnThnnz5mFsbAxAu3btGD9+fLldAwmJ0iDNLJ9Rfv31V7KysujUqRMHDx7kzp077Ny5kw4dOuDq6sq3334L5JqvDh48yL1794iNjS1x/5MnT2b69On8/PPPXL9+nQsXLrBs2TJ++OGHijoliQpm27ZtqNVqjI2Nad68Oa1bt+aXX34psk29evVo3749derU4fXXX2fRokUkJCQApTPX161bV/9/Z2dnAL3Z/8yZMyxevBiFQqHvo1OnTuh0Om7duqVvVxaTv+TZK1FeSMryGaV69eqcPn0ab29v3njjDby9vXnnnXdo27Ytx44dw8bGBoApU6YQFhaGt7c39vb2Je7/rbfeYvHixSxfvpw6derQpk0bli9fTpUqVSrqlCQqmLZt2xIUFMS1a9fIzMxk48aNODg4FNlGLpfj6upKSkoKf/75J++88w62tra0bNlSv1WoJOb6h83+eWvpeeZ+nU6Hj48PAQEB+j7Onz/PjRs3DNbVCzP5v/POO8jlctauXVv6iyIhUUIkM+wzjKenJ8uWLSuyTrNmzTh//rxB2bBhwxg2bJhB2auvvqpfh8pjwIABDBgwoMB+vby88tWXeLoxMzOjWrVqpW4nCILekzY7O5vGjRtjYWHBl19+iUqlIiQkpMzmeq1WS4MGDdi/fz81atQotXzp6emsW7eOTz75hCVLltCvX78yySEhURzSzFJCQqJQTpw4QXBwMOnp6WRnZ3PixAkSExMZNWoUW7ZsISsri2nTpunN9Z988glubm4olUrc3d2ZOHGiQX/Lly/Xr30OHToUlUrFoEGDiImJ4fz58wQFBXHjxg1++OEHTExM9MsJhbFhwwZ8fX35/PPPOXLkCGFhYUXWF0WRWbNmUbVqVUxMTKhXrx5//vnnY10jiRcDaWYpISFRKBYWFkRFRXHp0iV8fHzw9PRk9uzZdOnSBchd04RcJfjpp5+iUCioVq0aEydOxMfHp8AtHunp6QB88skndOjQATc3Nzp37szJkydp1aoVGo2G7OxsunXrxhdffFGkfEuWLGHQoEFYWlrStWtXli1bxtdff11o/YkTJ7Jx40bmzZtH9erVOXjwIIMGDcLe3p42bdqU9TJJvAAIomRLk3jOEEWRzLRUMlOSyUhJITM1hYyU5P/+TSEnMwMRMTeeDTxkThb/+/6gLyOVCmO1OSZqc4zVaozV5v99cv+vNDbheWfYsGEkJiayefPmfMf69etHcHBwoduYNmzYwPvvv693Llu+fDlvvvkmQUFBekX78BhvvvkmgwcPZsGCBfTv379IuW7cuEHt2rW5f/8+dnZ2bN68mdGjRxMWFoZMJssne1paGnZ2duzbt4/mzZvr+3nrrbdIT09n9erVpb00Ei8Q0sxS4pkjJyuThIj7/33ukRBxj6ToSNKTkshITSErNRVR1D0RWeQKBSozNaYWllg6OmHl6Iy1swtWTi5YO7lgbmuHIHt+VztEUTQIfrF//36mTZvG5cuXSU5ORqPRkJmZSVpamt5BR6lUGnjH5nHixAm2bdvGhg0b6NWrV7FjL1myhE6dOun3E3ft2pURI0awZ88eOnbsmK/+5cuXyczMpEOHDgbl2dnZNGjQoFTnLfHiISlLiaeW5NgYYsPD9AoxIeIe8RH3SY2PM5z+VSJajYb0pETSkxKJvXM733GFkTJXiTo56xWonYcXjlW8UTwH4dquXLmi95C+ffs2Xbt25b333uObb77BxsaGw4cPM2LECIPgByYmJgVGl/L29sbW1palS5fyyiuvFBnOTqvV8vvvvxMZGYlCoTAoX7JkSYHKMs/7dvv27bi6uhocU6lUpTtxiRcOSVlKPBVocnKIuhlCxPUr3L9xlYjrV0lNePJpxsobTU42cXfDibsbblAukyuw96yCc/UauFSvgXP1mlg5OVeSlGVj3759XLhwgXHjxgFw+vRpNBoNs2fP1ptB169fX+L+7Ozs2LhxIwEBAbzxxhusX78+X6SpPHbs2EFKSgrnzp1DLpdTp04dfvrpJ1xdXRk4cCBxcXHY2toatPH19UWlUhEeHi6tT0qUGklZSlQKKXGx3L9+lYgbV7h//SrRt0LR/hf+7EVAp9UQdfMGUTdvELRrGwAmFpY4V/PBuXpNnKvXwLmaD0oT00qWNJesrCwiIyPRarVERUWxc+dOpk+fTrdu3RgyZAiQOzPUaDT88ssvdO/enSNHjjB//nwArK2t9X3lbUWZNWtWPnOsg4MD+/bto23btvTv35+1a9cazBzzWLJkCa+88orBuqenpyc9e/Zk7NixrFy5kjFjxhi0MTc3Z/z48YwbNw6dTkfLli1JTk7m6NGjqNVqg4hDEhKPIilLiSdCdkY6t4ODuHnuNLeDz5ESF1PZIj11ZCQncfPsKW6ePQWAIJPhXL0mVer5U6VBIxyqeBcZHL8i2blzJ87OzigUCqytralXrx5z5sxh6NCh+llk/fr1+eGHH5g5cyaff/45rVu3Zvr06QwZMoT27duzcuVK1q1bx8SJE1EoFHTr1o3w8PB8Yzk5ObFv3z4CAgIYOHAgq1evRi6X649HRUWxffv2Ah1yBEGgd+/eLFmyJJ+yhNzwfA4ODkyfPp2bN29iZWWFv78///vf/8rxakk8j0jesBIVRvz9e4SeOcGts6e4d+0KOu2LM3OsCEwtrajZshNuvh3xrG2L0uTZeNctyJv20KFDtG7dmujoaOzt7blw4QJjxozh2LFjmJqa0qdPH3744QeD1GFLly5l9uzZhISEYGNjQ58+ffj111+BXCW5adMmfWi7KVOm8Ntvv7Fr164iM6pISJSUZ+Nuk3gmEEWRqNAb3Dh1jJBTx4m/d6eyRXquyHUiSuXy0UvIFAKu1a2oWt8eb38HTMyfHWeh1NRUVq1aRbVq1bC1tSU9PZ3OnTvTrFkzTp06RXR0NG+99RYjR45k+fLlAMybN4+PPvqIGTNm0KVLF5KSkjhy5Ei+vkVRZOzYsWzevJnDhw9TvXr1J3x2Es8r0sxS4rGJu3uHi4G7uXr0IKlxJQ/WLlF6HLzfITneMFGzIBNw9bGiemNHvBvYozIt2Cmmshg2bBgrV67UZw9JS0vD2dmZbdu24e/vz6JFi5gwYQJ37tzRby/ZsWMH3bt35/79+/osOG+++SZTp04tcAxBENiwYQNbtmzh9OnT7N69Gzc3tyd2jhLPP9LMUqJMZGekc/XoQS7u303EjWuVLc4LgZm1XT5FCSDqRO5eTeDu1QQOrrmOVx1bfJo64VnHFrn86djj2bZtW+bNmwdAfHw8c+fOpUuXLpw8eZIrV65Qr149g0DpL730EjqdjmvXriEIAvfv3y82ndi4ceNQqVQcP368yFyuEhJlQVKWEiVGFEXuXr7Axf27uX7yKJqsrMoW6YXCxsWXmPtF19FqdISeiyH0XAwm5kbUbOaMb0sXrBwr16v20SDuDRs2xNLSkkWLFuULbPAwgiAY5Gstig4dOrBmzRp27dol5WGVKHckZSlRLClxsVwK3MOlA3tJjIqobHFeWHR4lqp+RkoO53aHc25POO3cbuDa0Avzl9sjFLAV40kjCAIymYyMjAx8fX1ZsWKFQZSfI0eOIJPJ8PHxwdzcHC8vL/bu3Uvbtm0L7bNHjx50796dAQMGIJfLpQwkEuVK5d81Ek8tkaE3OLl5AyGnjj+x8HESBaNQKkmMtilTW3NLI8SVP3PvDxGFgwNWffti3e8NFE/QVJm3TxMgISGBX3/9ldTUVLp3706TJk346quvGDp0KJMnTyYmJoZRo0YxePBgHB0dgdxk5O+99x4ODg506dKFlJQUjhw5wqhRowzG6dWrF3/88QeDBw9GoVDw2muvPbFzlHi+kZSlRD7Cgs9xassGwi8GV7YoEv9h51GLxDh58RULwEt+G+E/Pz5NdDSxv/5K3MKFWPbsic2bb6KqWvEJvfP2aUJucICaNWuyYcMGAgICANi1axdjxoyhcePGBltH8hg6dCiZmZn8+OOPjB8/Hjs7u0IV4WuvvYZOp2Pw4MHIZDJ69+5d4ecn8fwjecNKACDqdFw/cYSTW/4k+lZoZYsj8QgedXsTfcer1O1kcoFWF2Ygj86/+R8AQUDdvh12776LSZ06jyekhMRzzNPhKidRaWhycgjes5NlH73Htp9mSoryKSUlsWxxY90dcwpXlACiSOqevYS93pfw4cNJO3GyjBI+WwQGBiIIAomJiZUtylNHWFgYgiAQFBRUaJ0X8fpJyvIFJSc7i1N/b2TxqBHsXvQrCRHFuFlKVBrWLp5kpJQtK4Zz6J4S1007eozwoUO5PXQY6efOlWm8imDYsGEIgpDvExISUuY+W7RoQUREBJaWlkBunk0rK6sSt1++fDnNmjXLVz579mwsLS31Ca4fJjMzEysrKwPzckXytCu05cuXG/yearWahg0bsnHjxsoWrUAkZfmCIYoilw/tZ9nY9zi4cilpz0Fmj+cdc9uaZWpnaWOE6Ym/S90u/cQJbvcfwJ133yPy3vUyjV3edO7cmYiICINPXmqwh8nOzi5Rf0qlEicnpzLH2t26dSs9e/bMVz5kyBAyMjL466+/8h3766+/SE9PZ/DgwWUa83nEwsJC/3ueO3eOTp060bdvX65dq9i92yX9O3kYSVm+QNy9fJFV//uIf36dLQUyf4bIzipbJBpPsewzL4C02zfpuqcvXxz+gojUyt0ypFKpcHJyMvjI5XICAgIYOXIkH330EXZ2dnTo0KFAM2JiYiKCIBAYGAgYzroCAwN58803SUpK0s9yJk+eXKgsmZmZ/Pvvv/To0SPfMXt7e7p3787SpUvzHVu6dCk9evTA3t6ee/fu8cYbb2BtbY2trS09e/YkLCxMX1ej0TB69GisrKywtbVlwoQJDB06VB/7FnJffGfNmkXVqlUxMTGhXr16/Pnnn0CuKTVvm421tTWCIDBs2DAg19mqZcuW+r67detGaGj+5ZerV6/SokULjI2NqV27tv7aFcbRo0dp3bo1JiYmuLu7M3r0aNLS0opsIwiC/vesXr06U6dORSaTERz8wLkwOzubTz/9FFdXV8zMzGjatGk+WYob28vLi6lTpzJs2DAsLS15++23i5SrICRl+QKQEHmfLd9/y7qvPyPq5o3KFkeiFJiYW5AYY1HqdnIjGdYHVjzW2Ds72ZKDlq2hW+m+uTuzT88mJTvlsfqsCFasWIFCoeDIkSMsWLCg1O1btGjBTz/9ZDDLGT9+fKH19+7di5OTE7Vr1y7w+IgRIzhw4AC3bt3Sl4WFhbF//35GjBhBeno6bdu2Ra1Wc/DgQQ4fPoxaraZz5876Gc/MmTNZtWoVy5Yt48iRIyQnJxsEogeYOHEiy5YtY968eVy6dIlx48YxaNAgDhw4gLu7u352e+3aNSIiIvj555+B3HCDH330EadOnWLv3r3IZDJ69eqlT46dxyeffMLHH3/MuXPnaNGiBT169CAuLq7Ac75w4QKdOnWid+/eBAcHs27dOg4fPszIkSOLvvgPodVqWbEi92/W399fX/7mm29y5MgR1q5dS3BwMK+//jqdO3fmxo0bpRr7u+++w8/PjzNnzjBp0qQSy5WHtHXkOSYjNYXjf64h6N8dUsaPZxQbt9rERZbeVOhhn4k8PqrM4+p8q7HE5qL+e5Y2i+WXlrM1dCvjGo6jp3fPJ5oubNu2bQYZSLp06cKGDRsAqFatGrNmzdIfe3iGVhKUSiWWlpb6WU5xbNmypUATbB6dOnXCxcWF5cuX8/XXXwOwbNkyXFxc6NixIytWrEAmk7F48WL9NVy2bBlWVlYEBgbSsWNHfvnlFz7//HN69eoFwK+//sqOHTv0Y6SlpfHDDz+wb98+mjdvDkDVqlU5fPgwCxYsoE2bNtjY5O7LdXBwMFiP7dOnj4G8S5YswcHBgcuXL+Pn56cvHzlypL7uvHnz2LlzJ0uWLOHTTz/Nd87fffcdAwYMYOzYsQBUr16dOXPm0KZNG+bNm6ePC/woSUlJ+t81IyMDIyMjFi5ciLe3NwChoaGsWbOGu3fv4uLiAsD48ePZuXMny5YtY9q0aSUeu127dkW+BBWHpCyfQ7QaDUG7tnH8r7VkpqVWtjgSj4EgL9seSOerO4qvVATr2xWcxSQ+M55JRybx5/U/+aLpF9SyrfVY45SUh2PLAgZxZBs1avREZIBc0+fff//N2rVrC60jl8sZOnQoy5cv56uvvkIQBFasWMGwYcOQy+WcOXOGkJAQzM3NDdplZmYSGhpKUlISUVFRNGnSxKDPhg0b6md/ly9fJjMzkw4dOhj0kZ2dTYMGDYo8h9DQUCZNmsTx48eJjY3V9xkeHm6gLPOUMIBCoaBRo0ZcuXKlwD7zzmnVqlUG10qn03Hr1i1q1Sr478Tc3JyzZ88CkJ6ezp49e3j33XextbWle/funD17FlEU8fHxMWiXlZWFra1tqcZ+3L8TSVk+Z0TdDGHX/J+JuX2r+MoSTzUyuYKkmNJH2bGxU2AcuLvM4+Y0qs1G86IdLM7HnKff9n70q9GP0f6jMTMyK7L+4/JobNlHjz1MXjLqh7eQ5+TklIscJ0+eJDs7m5YtWxZZb/jw4UyfPp19+/YBuYrozTffBECn09GwYUODh3se9vb2+v8/OnN/+HzyFNz27dtxdXU1qKdSFe053b17d9zd3Vm0aBEuLi7odDr8/PxK5PRSmDVBp9Px7rvvMnr06HzHPDw8Cu1PJpMZ/K5169bl33//ZebMmXTv3h2dTqd/wXg4ATign5GWdOxH/05Ki6QsnxM0OTkc/2sNp7b+hU6rrWxxJMoBOw8fkhNLf4t6ZBf89l8iBIHFLUsWIF8n6lh9dTV7wvfweZPPednz5bKPW47kKZyIiAj9LKuoPYOQa4rVluC+2bJlC6+88kq+B/ejeHt706ZNG5YtW4YoigQEBOhNi/7+/qxbtw4HBwcsLApej3Z0dOTkyZO0atUKyF3PO3funD6Rta+vLyqVivDwcNq0aVPoOeW1zSMuLo4rV66wYMECfd+HDx8usP3x48dp3bo1kOtwdObMmULXIP39/bl06VKhLzSlQS6Xk5GRAUCDBg3QarVER0fr5a3IsYtCcvB5Doi4cY2Vn43hxKb1kqJ8jjA2L33iYiOVDKv9v5d5zLRW9dhvElaqNtHp0YwLHMfofaOJzaj8fKYmJiY0a9aMGTNmcPnyZQ4ePMjEiROLbOPl5UVqaip79+4lNja2wH2SUPiWkYIYMWIEGzduZNOmTYwYMUJfPnDgQOzs7OjZsyeHDh3i1q1bHDhwgDFjxnD37l0ARo0axfTp09myZQvXrl1jzJgxJCQk6Gd25ubmjB8/nnHjxrFixQpCQ0M5d+4cv/32m95JxtPTE0EQ2LZtGzExMaSmpuq9bxcuXEhISAj79u3jo48+KlD+3377jU2bNnH16lU+/PBDEhISGD58eIF1J0yYwLFjx/jwww8JCgrixo0bbN26NV/s3kcRRZHIyEgiIyO5desWCxcuZNeuXfpr7OPjw8CBAxkyZAgbN27k1q1bnDp1ipkzZ+rXcMs6dmmRlOUzjCY7mwMrl7Lmy0+Iu1tElBaJZ5K0lNJH7fG0SUOWUsa9swoFcxoX7O1YEvbf2U+vLb3YGbazzH2UF0uXLiUnJ4dGjRoxZsyYQpNG59GiRQvee+893njjDezt7Q0chvIIDQ0lJCSETp06lUiGPn36oFKpUKlUBvFpTU1NOXjwIB4eHvTu3ZtatWoxfPhwMjIy9DPNCRMm0L9/f4YMGULz5s1Rq9V06tTJwFHmm2++4csvv2T69OnUqlWLTp068ffff+v3n7q6uvL111/z2Wef4ejoyMiRI5HJZKxdu5YzZ87g5+fHuHHj+O677wqUf8aMGcycOZN69epx6NAhtmzZUmie0Lp163LgwAFu3LhBq1ataNCgAZMmTdLHAy6M5ORknJ2dcXZ2platWsyePZspU6bwxRdf6OssW7aMIUOG8PHHH1OjRg169OjBiRMncHd3f6yxS4sUG/YZ5e7VS/w7fw4JEfcqWxSJCsDC3plsTf9St3spbi2qC4fKNGZc50a83yCoTG0fpYtXF2Y2/hzB1Lpc+nsa+OGHH9izZ4+BV+qTQqfTUatWLfr27cs333zzxMeXkNYsnzlysrM4tHo5QTu3S2mznmMsHWsRU8r3IDsHBarAsilKwcSY7+uUn3XCMfEewrwW0GseVA0ot34rEzc3Nz7//PMnMtbt27f5999/adOmDVlZWfz666/cunWLAQMGPJHxJfIjmWGfIRIi77Nm4njO/fO3pCifczTawj0IC8Mjrewp1e50qkuoonxCH1ZXezAqeDek3IffX4VdX4Cm9OHFnjb69u1r4GQSEBCg39tX3shkMpYvX07jxo156aWXuHDhAnv27DHYglGR40vkR5pZPiPcOHmUXfN+Jiu96PBREs8+ShNTEqOtStlGjkXgH2UaT7CwYEaN8onFaSQzYnpMHEptnketCMd+hVsH4PUVYOtdLuOUlGHDhukdXgBsbGxo3Lgxs2bNom7duk9UltLg7u7OkSNHiqyzceNGjIyMnpBEEtLM8ilHp9US+McSts6eJinKFwQ7D19EXeluTS/LJGRpyWUa70rXmkTLyudva6SZDzUiC9i6EnkBFraFK9vKZZzS8HAQ9r1796JQKOjWrVuZ+yuvPZuPi42NTb7ABhIVh6Qsn2JS4+NYP+VzzmzbVNmiSDxB5MqqpW7jEPRnmcYSHOz4zvNSmdo+ir9lNYZd2FV4hawkWDcQ/p0Euie3xenhIOz169dnwoQJ3Llzh5iY3GQCEyZMwMfHB1NTU6pWrcqkSZMMFOLkyZOpX78+S5cupWrVqqhUKgryiywq4HdaWhoWFhb6QOd5/P3335iZmZGSkkKfPn0MtjuMHTsWQRC4dCn399FoNJibm7NrV+41ftQM6+XlxbRp0xg+fDjm5uZ4eHiwcOFCg/GKC+AuUTiSsnxKCb8YzB+fjeHe1cuVLYrEE0QQZCTHO5aqjaOjHOXVU2Ua72RnL1JkJQtCUBRmClOmhYcgK8la+tE58HtPSCv7NpWykpqayqpVq6hWrZo+XJq5uTnLly/n8uXL/PzzzyxatIgff/zRoF1ISAjr16/nr7/+KjTAQVEBv83MzOjXrx/Lli0zaLNs2TJee+01zM3NCQgIMMimceDAAezs7Dhw4AAAp06dIjMzk5deeqnQ85s9ezaNGjXi3LlzfPDBB7z//vtcvXoVoEQB3CUKR1KWTxmiKHJi03r+/HYi6UmJlS2OxBPG1q0qWemlW4dySzxTprEED1d+drlQpraPMsHIDdf4UnjThh2CRQEQUXanpJKSF4RdrVZjbm7O1q1bWbdunT4s3sSJE2nRogVeXl50796djz/+mPXr1xv0kZ2dzR9//EGDBg2oW7duvrBveQG/N2zYQKtWrfD29mb8+PG0bNlSryDfeustdu3axf37uYnWY2Nj2bZtm36jf0BAAJcuXSI2NpaEhAQuXbrE2LFjDdKKNWzY0CCg/KN07dqVDz74gGrVqjFhwgTs7Oz07deuXasP4F6nTh1q1arFsmXLCA8PLzb9loTk4PNUkZOdxY453xNy6lhliyJRSZha1yC1FLHvjc0UWOwum2PP7k72ZAtlz0ySRztrX3qdLUMggsRwWNoJevwCdV57bDkK4+Eg7PHx8cydO5cuXbpw8uRJPD09+fPPP/npp58ICQkhNTUVjUaTLwydp6enQdzWRylJwO8mTZpQu3Ztfv/9dz777DP++OMPPDw89CHl/Pz8sLW15cCBAxgZGVGvXj169OjBnDlzgFxlWVhouzwedlrKy6ISHR0NUGwAd4mikZTlU0JGSjKbZk0h4vrVyhZFohLJTHMtvtJDeKljEbIzSz2OWNObRbYXi69YDLYqa766drrsHeSkw18jIPYGtK2YPYyPBmFv2LAhlpaWLFq0iG7dutGvXz++/vprOnXqhKWlJWvXrmX27Nn5+iiKkgT8htzZ5a+//spnn33GsmXLePPNN/WzVEEQaN26NYGBgSiVSgICAvDz80Or1XLhwgWOHj1a7FaRR71jBUHQB10vaQB3iYKRlOVTQFJ0FH9N/4qE+3crWxSJSsTM2o7k+MJNbPkQwP7UujKN9Vd7E8RySEc5WWOOTVo5xIM9MAOS7kD3n0FesdshBEFAJpORkZHBkSNH8PT0NAivdvv27VL3WZKA3wCDBg3i008/Zc6cOVy6dImhQ4caHA8ICGDhwoUolUqmTJmCIAi0atWK77//noyMjCLXK4ujJAHcJQpHWrOsZKJuhbJm0nhJUUpg7eJbqvrOTgJGN0u/5pfjX4v1Fo9vwehjXYeAkIIzVpSJoFWw6nXISim/Psk1heYF675y5QqjRo0iNTWV7t27U61aNcLDw1m7di2hoaHMmTOHTZtK731ekoDfANbW1vTu3ZtPPvmEjh074ubmZtBP3rrlhQsX9Eo3ICCAVatW4e/v/1hKriQB3CUKR1KWlUhY8DnWf/0ZaYkJlS2KxFOAiGep6rtFHy/TOMtaacrUzmBsUyc+vXTgsft5FDHsMMv/2kJMyuN76Oaxc+dOfbDupk2bcurUKTZs2EBAQAA9e/Zk3LhxjBw5kvr163P06FEmTZpUpnGKC/idx4gRI8jOzi4wg4efnx92dnbUq1dPrxjbtGmDVqstdr2yOEoSwF2icKRA6pXE5YP72DV/Djrt4z+4JJ59FEolKsv30WqKzpOYh6m5gib/jEJWyjBy6S3rMazV4+2rlAtyludYUf/Oucfq51FEBFa5/I+JN2vjaWvKH8Ob4mFrWq5jPA2sWrWKMWPGcP/+fX3OSYmnH2lmWQmc2LyBf+b+KClKCT12HrVKrCgBPE0iS60okcv5rcnjWzHetPQtd0UJsN/9AyberA3A7bh0+sw/ypWIskUlehpJT0/n0qVLTJ8+nXfffVdSlM8YkrJ8wgT+vojDa1aANKGXeAilacljpgoysD+2utRjJLSvzynV/VK3e5ia5p58cP7fx+qjIC65D2D4DUPnlZiULPouOMbZ8OdjmWLWrFnUr18fR0fHJ5a9RKL8kMywT5ADK5dy+u+NlS2GxFOItceHZKSoSlTXzRl81nxYqv4FlYr/jbbihqLsUXNUchVrU2RUiyqfoOt53HPtQsubgxALcc81VylYMaIJ/h7PT25MiWcPaWb5hDiy7g9JUUoUiLWzR4kVJYDL/YOlHuNe53qPpSgBRpt4l7uiTHJsRsewgYUqSoCULA1Dl5x8bmaYEs8mkrJ8Ahz/ay3HN5ZtP5zE84+5Xc0S11VbKjA7VLqg6YK5OTNqXC+tWAY0tfRhcFFB0stApq0vnSLfI01b/GNIUpgSlY2kLCuYU1v/4sj6lZUthsRTTHaWe/GV/sPL6C5CKTN2XO9Si0h5KWLoPYK5kZqpYVcRKL8VG425G72SPiIyq+ROLilZGoYuPcnFe0nlJkdFERgYiCAIJCYmVrYoEuWEpCwrkLP/bOXgqmXFV5R4YTExtyAxpmR73GRyAZsjpYsDK7OzZVbVx8tc87ncCafE8tu0rjOxYYTuc66kln5bSEqmhsFLTnA9qnwDFzzKsGHDEAQBQRAwMjKiatWqjB8/nrS0J5dTdvny5VhZWT2x8SSKRlKWFcT53f+wf/nC4itKvNDYuNUGShZ3zs1RiyIirFT9n+5SlSSh9LFj8+hoXZvuV/aVuf2jiEamfG48kQNxZXfWSUjPYeDiE9yKrVjFlZc0+ubNm0ydOpW5c+cyfvz4Ch3zWeBFTeclKcsK4OL+3exZMreyxZB4BhDkVUpc1yVsb+n6dnfhB9eyp8CyN7bhy6tlixJUEKJMwc/W/2NdhNNj9xWTksWgxSeISi77i0Bx5CWNdnd3Z8CAAQwcOJDNmzcDsHLlSho1aoS5uTlOTk4MGDBAn92jMI4ePUrr1q0xMTHB3d2d0aNHP9ZMdefOnbRs2RIrKytsbW3p1q1bvuwhR48epX79+hgbG9OoUSM2b96MIAgGOTkvX75M165dUavVODo6MnjwYGJjH8T7DQgIYOTIkXz00UfY2dnRoUOHMsv8LCMpy3Im5PQJ/l3wi7SPUqJYZHIFSbEly/ZgYW2EybEtpep/f0cnsoXSrW8+zJRsEyzTy8+h5i+nj/kpvGq59XcvMYM3l50iNevJBPcwMTEhJycHyJ1dffPNN5w/f57Nmzdz69Ythg0bVmjbCxcu0KlTJ3r37k1wcDDr1q3j8OHDjBw5sszypKWl8dFHH3Hq1Cn27t2LTCajV69e+iwjKSkpdO/enTp16nD27Fm++eYbJkyYYNBHREQEbdq0oX79+pw+fZqdO3cSFRVF3759DeqtWLEChULBkSNHWLBgQZllfpaRso6UI1E3Q9gx5zvEkmSLl3jhsfOoTnJiyaL2eAo3EUrzAuZThXn2ZZ9VvmFVh5bntpe5/aMccX+X8TfqlVt/eVyOSOb9lWdYNqwxCnnFvfufPHmS1atX0759ewCDuK5Vq1Zlzpw5NGnShNTU1AKTM3/33XcMGDBAn2KrevXqzJkzhzZt2jBv3jyMjY1LLVOfPn0Mvi9ZsgQHBwcuX76Mn58fq1atQhAEFi1ahLGxMb6+vty7d4+3335b32bevHn4+/szbdo0fdnSpUtxd3fn+vXr+vyc1apVY9asWaWW8XlCmlmWE8mx0WyaNYWcrIozC0k8Xxib+xRfCZArBGwOrChV35vbq8ucgsvLzIWPL+0vW+MCuObel4E3Hi8IeFEcuhHL1J3lnwd227ZtqNVqjI2Nad68Oa1bt+aXX34B4Ny5c/Ts2RNPT0/Mzc0JCAgAIDw8vMC+zpw5w/Lly1Gr1fpPp06d0Ol03Lp1q0zyhYaGMmDAAKpWrYqFhQVVqlQxkOHatWvUrVvXQBE3adIkn1z79+83kKtmzZr6/vNo1KhRmWR8npBmluVAVno6m2ZOIS0hvrJFkXiGSEtxLlE9d4ds5HERJe5XU78Wq62ulEkmhaBgWmI6JtnpZWr/KJEuHega0qNc+iqMGm4WrDPJxuZ2FKM9Hcut37Zt2zJv3jyMjIxwcXHRJ1ZOS0ujY8eOdOzYkZUrV2Jvb094eDidOnUq1PlFp9Px7rvvMnr06HzHPDw8yiRf9+7dcXd3Z9GiRbi4uKDT6fDz89PLIIqiPrF0Ho8GbNPpdHTv3p2ZM2fm69/Z+cHfZ3HJr18EJGX5mOh0IrM2ncIutez72CRePCzsnUlLLNnWCecbpQsG8Hvrsi8DvGVRizpB5WN+TXFoRIfwwWjFijNgNfCx5ayXMVkCTL8ZgbepilfsrcqlbzMzM6pVq5av/OrVq8TGxjJjxgx9+q3Tp08X2Ze/vz+XLl0qsL+yEBcXx5UrV1iwYIE+7+Xhw4a5RWvWrMmqVavIyspCpVIVKKe/vz9//fUXXl5eKBSSOigKyQz7mMzcdZUlF1JZ5dALC4/yuREknn8sHWuVqJ61rQKTU/+UuN+MFnXZaRZafMUC8LOowrvB5ROlJ8u6Bl2iPyRFU3EP4CYNnDjupSLrv8mTCIy8HM75lPKZFReGh4cHSqWSX375hZs3b7J161a++eabIttMmDCBY8eO8eGHHxIUFMSNGzfYunUro0aNKrKdVqslKCjI4HP58mWsra2xtbVl4cKFhISEsG/fPj766CODtgMGDECn0/HOO+9w5coVdu3axffffw+gn3F++OGHxMfH079/f06ePMnNmzf5999/GT58OFpt2Z3DnkckZfkYbAm6x4IDNwG4m6XgR6P2qH2bFNNKQgI02pKZ3jw0pYjFKpczv2nZUloZy1VMu38Xhe7xPUu1ahdeT/uYu5klj3dbGozkAg1ecuWggxzxETNjhk7H0OBbRGXlVMjYAPb29ixfvpwNGzbg6+vLjBkz9EqoMOrWrcuBAwe4ceMGrVq1okGDBkyaNMnA1FkQqampNGjQwODTtWtXZDIZa9eu5cyZM/j5+TFu3Di+++47g7YWFhb8/fffBAUFUb9+fb744gu+/PJLAP06pouLC0eOHEGr1dKpUyf8/PwYM2YMlpaWyGSSengYKetIGblwN4nXFxwlMye/yWuU9S04t0vaPiJRIEoTU+Sm7yDqin4YKZQyWh6fiCy5ZAHQE9v7806TsnnAfq6uxYByiP2qM7bibflU9sbZPHZfBWFurMClmRPnVUXfW80szfirQTXkQhm9nJ5TVq1axZtvvklSUhImJiaVLc4zhfTqUAZiUrJ494/TBSpKgF8SqhDV8HUUUnJXiQKw8/AtVlECeNqll1hRCkolPzUouRPQw7SwqkH/C4+fo1JUGPOV6RcVpiidLI1Rv+RcrKIEOJ6UxrSbZbsezxO///47hw8f5tatW2zevJkJEybQt29fSVGWAWlFt5TodCIfrj7L/aSit4isj7OlhW9/Wob9TUbii+UlGxoTR+DVm9xLSCI5M4thLzXEz/VB1JasHA3bL1zl0r0o0rKzsTE1oWX1KrSo5llon6du3WHdqfyzpul9OmMkz92rePb2PbYHXyVbq6VJFXe613uwLhifls7CAycZ2+EljP/zaqws5MqSbcx3vLytxH1GdKzHZaNzpZbFUmnBNzcvPnaQdFGQMd/2c/647fpY/RRGNWdzIupYEieU3Hlpbng0jS3M6GxvWSEyPQtERkby5ZdfEhkZibOzM6+//jrffvttZYv1TCIpy1Iy/2AoJ2+VTPkdTTLlvksfBqp3k3w3rGIFe4rI1mhxsbKgSRU3Vhw9m+/41qDLhMTE0b9pfWzMTLgeGcvGsxexMFEZKNVHMTZS8Glnw/16eYoyLSub9aeD6de4HjZqU5YcOoW3vQ2+LrlbCf46c5FX6tYod0VZ3IvBowiCjLhoa7aeXMKpG3tISU/ASm1HpwYDaV6zCwBX7p7mr2O/kJp4n/ZqNV87OaP8z5yYotXS93YYS9w9cPnvXAS1GbNq3SyT/BOxwyHpYpnaPsxWl4+YGVr9sfspiHrVbDhf1YRMoXQKXQTGXA3nX7UPniYVs376tPPpp5/y6aefVrYYzwWSGbYUXLqfxE+7b5SqTViGgp+NO2Fe07+CpHr6qOXsQJc6NajjVrDzQlhcAo083ajmYIuNmSnNvD1wtjLnbnzxqZcsTIwNPnnEpaZjYmREfQ8XPGysqOZgS1Ry7naes7fvoZDJCpXncch7MejlX7tE9W3dqjJv6wyu3zvHwDbjmdRvOcPaT8TRKtfhRyfqWLF3Oq/XacIqD08uZGby50NpnmbHxPCGlbVeUQKEdKnNXUXp01Z1sfaj87XAUrd7lJPuIxgTWjF/343rOXKqqjGZZVx6TNJoee/SbXJ0kv+AxOMhzSxLSJZGy7h1QWRrS7+HLVUrY7q2CWMa2KI9t7sCpHu2qGJnw6X7UTSp4o6FiYrQmDhiU9KoUb/oOKnZGi1Tt+1DFEVcrCzo7OeDq3Wuic3O3IxsjZZ7CUlYm5pwJz6RJlXcSc/KZtel67wf0KxCzqWWswO1nB1KXP96jIaQiPNM7r8SM+Pc1Fy25g9mommZSaRmJjIs+Q4mKhVt1WpCs7MAOJuezqXMTCY5Pth4L9hYM6MMKbgcTeyYeOVIqds9yk333vS90f6x+3kUuUygflMXDpUse1mRnEtJZ8atCCZ5uzx+ZxIvLJKyLCGzdl7jelTZAw+ICPyUWI2BjSywP78VbU7FubY/7bzaoDYbTgfzzba9yP7LGdi3UR2q2BfuGOJgoeaNJnVxtrQgM0fDoRu3+HXfUT7q2Bp7czNMlUb0a1KPNSfPk6PV0tDTjRpO9qw7eZ6W1byIS0tn6eHTaHU6Otb2oZ57+c8yS8LxizfxsK/BnvPrOHl9N0ojY+p4tqBb4zdRKlSoja2wUdtwLPo+LUzNOJOeQU9LC7JFkSlRUUx1djLw8AzqWo0kWenWKgUEpmYosMh4vCTKMS5t6RTap/iKpcRUKcezuQtHjMsvxvLc8GhaWasJsCkH7SvxQiIpyxJwNCSWpUfKFr/xUVbFOdDWrx+NQraQmVK2PXHPOodv3CI8PpE3WzbC2tSEmzHxbDx7EXMTY3wc7Qps42lrjaftgxyIXnbW/LT7MEduhPHqfybQOm5O1HF7MEsLiY4jIimFXv5+zNixn4HNGmBurGLO3iNUtbfB3Lji17EeXdN0s61GZOJtFHIj3u40hbTMJNYd+pn0rBQGBXzCysBZxKfGM/Kh97KgzAzmxMbS3cIClSCj+62b3M7ORiYImP8TheNwZ2SK3BUVbbqW0K9D8frUC6Vtwd7YA6z8aPaYQdJT7RvQ8c6b5OjKd2uGvYUK48YOnFOUbzICERh1JZx9jWtgr6xcBy+JZxNpzbIYkjNzGL/hfLlumdyfqGaLx+uYO7uXX6fPCDkaLf9cvEb3erWo7eKIi5UFLat7Uc/dhQPXSu6kIhME3K0tiUktOB+gRqtl49mLvNaoDrGpaWhFEW8HWxws1NipzQiPTyynMyqaR9c0RUQEBIa1+x9eDjWp7dGU3s3f58S1XWRrsnj/1dEc8K6m/+yr6o1aENCJIqPs7Pks4j6ROTm8a2uHwtiI5OupJAQ+SKMVuT4Sm7Y2hSrKqmo3xl0oXV7MfOdk5U232FEk5JTvu3YVRzXZTe25Uc6KMo+YbA2fXb9bIX1LPP9IyrIYvtx8sdhtImXherqSuequWFSvW+59P81oRR1aXf4AzzJByBfkuShEUeReYjIWhcwOd18OoaaTPW7WloiiiO6hvnWiWKqxHodHnZ1MlWoszewwUT1I4+Rk7YGISGJaDD5ZN7BXKPSfCxkZpIoiH9k7IIoiV7KySBNF3mrcAKPaxigdlGTdz13TTLuRRkZYBrYdbQuURSFTMC0uGZWm7H/PWjNH+mV8SlhG6VNKFUWdKtbcrmdJlKxif5ftMUlsiS6/HJ1PioCAAH16r+edYcOG8eqrrz52P15eXvz000+P3U8ekrIsgm3B99kcdL/C+k/UyJipbYGyXkCFjVEZZOVouJeQxL2E3DWx+NR07iUkkZCWgbGREVXtbdh2/goh0XHEpaZz6tYdTt++a7DlYs2JIHYEP0i79O+l61yLjCHuv77WnwrmfmIyzb3z782MTErh/J37dPLLTYHlYK5GAE7cDOfy/Siik1Nxt7aq0GvwKHkBKhytPUhKjyMrJ0N/LDrpLoIgw8neCYvAlQbtfouLxUYu53UrK/IiddrK5Pzkmo4uRyQ7Ohtjd2N0Gh33V9zHdagrgqxg0+h76prUvl/2bSKiypxRsi84m2Re5j4KolEdB876mJD+hILt/O/6PWKzKy5h9NGjR5HL5XTu3LnCxngS3L59G5VKRXJy/uWisLAwhP/8DQRBwNLSkmbNmvH3338/URlr1KiBUqnk3r17FT6WtGZZCFHJmUzc/Pj7z4pDIwrMTq7FsEbWWJ77G532yWR9r0juJCQxP/C4/vvW87npohp5udGvST0GNWvAjgvXWH3iHOnZOVibmtDFrwbNvR/ES01IzzCYfWZka9hw+gIpmVkYGylwtbLgg7bN8bC1MhhbFEX+PH2BHvV9Uf2XRcFIIadfk3psPHsJrU5HL//aWJqWz8woK0dD7EOm4LwXA1OlEmszE3YEXyUpI5NxA4cCm6jmVIeLt4+zMnAWXRsNJS0jmfWHf8HK1I6Jy/oRn5rAHBdXXjY353pmJtezs/nSIdf71VIup6pSSV0XJ1auP442RQsCxOyMIeViCmpfNYJS4ObUm2THZSNqRESNiIW/BZ1Ht+Kt/4KkJ2WKNF6Uxp4hpnhYlux9WZQrmaqeyI57Ba8plwWZAP6NXThs/WRD0sXlaPjyxh3m1q5SIf0vXbqUUaNGsXjxYsLDw8ucgqui0Wq1CIJQaAzYLVu2EBAQgIVF4U5Re/bsoXbt2iQmJjJ37lz69OnD2bNn8fPzqyix9Rw+fJjMzExef/11li9fzhdffFGh40kzywIQRZHxG86TmP7kPFaXxzlxpW4/VGb5s6w/a1RzsOX7vq/k+/RrUg/I3SvZr0k9vuz+MjP6dGFClwDa1KhqoBw/aNtcXx+gZwNfJnZrx8zXuvB1zw6806YpXnbW+cYWBIGR7VvogxHk4eviyMRu7fiqx8s0rVp+D687CUn8uPswP+7OTY+09fwVftx9mF2XrgOQnJlFQnoGStPcjDRGChUjX5lFelYqszZ+wPJ90/C0r0HD6m35wsdwr+anERGYCAK9raz0ZdOcnNkdF4U2RYtFYwt8Zvpg09aGlLMpmHibcHfhXazbWKPL1iFmi7i+5UrmrUx8/zyLXMydm07Yk8l7jYxKrigRWOrwGUvuld8au7GRjNqt3J64ogRoaCbSLukLYmL2lHvfaWlprF+/nvfff59u3bqxfPlyg+OBgYEIgsCuXbto0KABJiYmtGvXjujoaP755x9q1aqFhYUF/fv3Jz3dMHuKRqNh5MiRWFlZYWtry8SJEw2WE7Kzs/n0009xdXXFzMyMpk2bEhgYqD++fPlyrKys2LZtG76+vqhUKm7fvl3ouWzZsoUePYrORWpra4uTkxM1a9bk22+/JScnh/37HyQOv3fvHm+88YY+S0rPnj0JCwvTH9dqtXz00Uf6c/r0009LvESyZMkSBgwYwODBg1m6dGmx7ZKSknjnnXdwcHDAwsKCdu3acf78+RKNBdLMskDWnbrDoRuxT3zcfxPNuV/1DbpH/0NqVMWZfyXKj7wXg8LIU/gpiQ9MzE7WHozqZpghwtlZRq017/Pxf99FUSRT1PG6lZU+eg9AjbZN0B3Zht1Ldjj1c0IURVLOpWBe15y4XXFk3s7ErJYZujQd5v7maOI1dGzkQeStW+BrwpFwDafva/mta8ln1jvdxvBNSM0S1y8OG7USiyaOnDKqGEeewlDLBUaoz9E4cSoCIteuh2Nt3RyFovwSG69bt44aNWpQo0YNBg0axKhRo5g0aVK+NfrJkyfz66+/YmpqSt++fenbty8qlYrVq1eTmppKr169+OWXX5gwYYK+zYoVKxgxYgQnTpzg9OnTvPPOO3h6evL2228D8OabbxIWFsbatWtxcXFh06ZNdO7cmQsXLlC9em50pfT0dKZPn87ixYuxtbXFwaHgPcKJiYkcOnQon7IvjJycHBYtWgSgT5Kdnp5O27ZtadWqFQcPHkShUDB16lQ6d+5McHAwSqWS2bNns3TpUpYsWYKvry+zZ89m06ZNtGvXrsjxUlJS2LBhAydOnKBmzZqkpaURGBhI27ZtC6wviiKvvPIKNjY27NixA0tLSxYsWED79u25fv06NjbFxzOWlOUjpGTm8P2/pUiLVM5cTFUSYdmN99SHSQ4t/WZziacPa2cPMlKK3qbiGnvS4PupjHTCc3LoY2n1oFAmY37zVMRAEcEo9+GbcDABhVqB0klJyj8pudVMZCisFGgSNXjK7Yk5e4mu9YzI1oq8vz2TpT1NkBeyrvko5zyG8v718ks752FnRmoDa67KnqyibGWew8DMrzFPvKIvy8qK4ObNH/DxmVRu4yxZsoRBgwYB0LlzZ1JTU9m7dy8vv/yyQb2pU6fy0ksvATBixAg+//xzQkNDqVo1N27wa6+9xv79+w2Upbu7Oz/++COCIFCjRg0uXLjAjz/+yNtvv01oaChr1qzh7t27uLjkBl8YP348O3fuZNmyZUybNg3IVWpz586lXr16FMWOHTuoU6eOPrl1YbRo0QKZTEZGRgY6nQ4vLy/69u0LwNq1a5HJZCxevFj/srBs2TKsrKwIDAykY8eO/PTTT3z++ef06ZO7X3f+/Pns2lV89pu1a9dSvXp1atfOtcb069ePJUuWFKos9+/fz4ULF4iOjtYnwv7+++/ZvHkzf/75J++8806xY0pm2Ef4dX8IsanZlSpDXI6cWWJrTOq2rFQ5JB6frBwNcTlq7saGABCXEsnd2BDiU6IA2HJiMasOzUR9YLVBu7+SkqhrbEx11QMlmxxQnyPGd1DXUZNwMIGUiynEbI3BurU1CYcSQAdKRyXxu+Ox72FPxq0Mbm26RAMnGcMbGDHjcDbtqygwUcBLS9Oo8Wsqv54s/G/9tlsPet/oWG7XoranFRH+VtyvYI/Xh7FWyPjM4hDvJffDPPtKvuN37v5OcnLZ0po9yrVr1zh58iT9+vUDQKFQ8MYbb7B06dJ8devWfeAF7+joiKmpqV5R5pVFR0cbtGnWrJnBDLV58+bcuHEDrVbL2bNnEUURHx8f1Gq1/nPgwAFCQx8kA1cqlQZjF0ZJTLCQO5M+d+4cW7dupVq1aixevFg/Sztz5gwhISGYm5vr5bGxsSEzM5PQ0FCSkpKIiIigefPm+v4UCgWNGjUqdtyHX0oABg0axMaNG0l8KDTkw5w5c4bU1FRsbW0Nrs+tW7cMrk9RSDPLhwiPS2fZkbDKFgOAHFFgVkod3m5og8m5bYi6J/smLlE+3ElIYv6mBybXjcfmAdDUpyOD204gOT2OzKy7yB6KVpOh07E7JYXPHR5adzUy4if/XAXr0MMBTZKG27Nz15vuLbuHdUtrYnfE4jzImcjVkWiSNQzp7cMKv0gArsdp+SM4h3PvmtF6WRpjmynpXE2B39w0WnvKqesoN5A73rkVnW+9jiiWz5piQ197TropyXmCS5SdLdJ4LW0iJknhRdTScfXqRBo33oQgyIuoVzxLlixBo9Hg6vog84ooihgZGZGQkIC19YM1dqOHYvsKgmDwPa9MV4p7XqfTIZfLOXPmDHK54Xmo1Q/8IExMTPKZhB8lJyeHnTt38vnnnxc7rru7O9WrV6d69eqo1Wr69OnD5cuXcXBwQKfT0bBhQ1atWpWvnb190aEti+Ly5cucOHGCU6dOGcy8tVota9as4f3338/XRqfT4ezsbLCGm4fVQz4BRSEpy4eYtuMK2ZqnSyktinfllfr9qHFlMzkZ6cU3kHiq8KtahV9rTAUKfkANaTeBVjd/g9sPTO4mMhlnfWoY1IvuWJ+L/6XgkilluI1ww3WoK5pkDQorBfGB8ciMZahrq6k+vTo9rP349uwOIPeB/c7fmczuqEInwrlIHa/5GmFqJNDGS86BMK2Bsky3q0une2+RoX085QEgCNCokQuHbJ6clnRSynhf9TfVkvLP6AoiJfUS9+9vwNW1X5nH1Gg0/P7778yePZuOHQ1n43369GHVqlWMHDmyzP0DHD9+PN/36tWrI5fLadCgAVqtlujoaFq1avVY4+zfvx8rKyvq169fqnZt2rTBz8+Pb7/9lp9//hl/f3/WrVund6gpCGdnZ44fP07r1q2B3Ot45swZ/P0LD8y/ZMkSWrduzW+//WZQ/scff7BkyZIClaW/vz+RkZEoFAq8vLxKdV55SGbY/zh+M46dlyIrW4wC2Z5gyb5qb2BmW/KA3RJPB7buvhSmKAFcnEBxu+i16UXJyfTcuInL713myqgr3P75NlkRWQgKASMbIwSZQNKJJMzrmyPIBFxMHPj88mEOhGlouDAV5TcpnLqv5X6KSF4egBwt7A7V8M8NDZ/szmTo5gyytSI5llXomTCGqJRs7i18B01ydJGyFYVSIaPuS25PTFEKQG/LeKblvE215JIpyjxu3voRjabgaFAlYdu2bSQkJDBixAj8/PwMPq+99hpLliwpc9953Llzh48++ohr166xZs0afvnlF8aMGQOAj48PAwcOZMiQIWzcuJFbt25x6tQpZs6cyY4dO0o1ztatW0tkgi2Ijz/+mAULFnDv3j0GDhyInZ0dPXv25NChQ9y6dYsDBw4wZswY7t7NjaQ0ZswYZsyYwaZNm7h69SoffPBBoaZUyJ31/vHHH/Tv3z/fdX7rrbc4c+ZMgR6uL7/8Ms2bN+fVV19l165dhIWFcfToUSZOnMjp06dLdG6SsiQ3ofM3255uZ5qgVGNW2L+KhZdPZYsiUQoEedGJnl0jjpCm03ElM5MrmbmRde7l5HAlM5P7/wXbX5ORTLZCS9VJVfH6xAtdho6b394kIzyD9Jvp3Jl7h6y7WTj2cUQmyJiaBjERiXRdnU5DZzkOaoHJbVSM/ieTfbc01LKT8ePxLPpuSEejg+U9jTl5T8vCC0oGZU3gRpoJCYHLMK/fBYVF2V7QrEyNcG/tygmzJ7M+6amSMd1sDX0S30alK70ne3Z2LLfDF5R5/CVLlvDyyy9jaZk/0XSfPn0ICgri7Nn8uV1Lw5AhQ8jIyKBJkyZ8+OGHjBo1ysAxZdmyZQwZMoSPP/6YGjVq0KNHD06cOFGsk86jbN26lZ49e5ZJxm7duuHl5cW3336LqakpBw8exMPDg969e1OrVi2GDx9ORkaGfqb58ccfM2TIEIYNG0bz5s0xNzenV69eRcoWFxdXYJ3q1atTp06dAl9MBEFgx44dtG7dmuHDh+Pj40O/fv0ICwvD0dExX/2CEMQnFffrKWbdqXAm/HWhssUoEcYykbEmQaRdPF58ZYlKRSZXYGb/ITlZBZszzSwUNNn+IadSkhh2506+469aWDDd15cAeQgpselU/TxX8aZdT+PWtFsICgHBSMCsphlOfZ1QOasYalWH8ee2M2F3Jluva6jvJOMldwUjmyh5b1sG56N0/NzZmEEb07kRLzKptZIpbY35dJ+WXbomJLX8mMy7l0nYuxCnwbMRZKU3xbrZmJLlb8MdecU/WuRAf8v7dEj6Hwox5bH6ksmMad5sD8bGlZOR5mng7NmztGvXjpiYmHzrqC86L/yaZVqWhu//vV7ZYpSYTJ3AjLQGvN/QBqOzOxHFp2uNVeIBdh7VSU4sXNl4qe4haDU0MTXjco2C9zFe6FIde89UHnaHUFjm3rbek70xdnuwX7K62oPRwbkb7Y/d1dKxqoKfuzw43slbwZJzGTRwknFtpBrXH1Jp5CInXatg3V1bUn18UWtziP93LrZdxpRJUdZ0s+C2rzkJQsUrypomAu8wD8fE8skRq9NlEnrze2r7zi6X/p5FNBoNv/zyi6QoC+CFN8P+tj+EmJSsyhaj1MyL9+SOf18UqvINaC1RfhibF24yl8kEbI+sLPQ4gODsyPfuhiEXRVEkck0kpj6mBorSSGbE9Jh4lNrcv+XIVBFHteFaoaNaQKOD2PTcQPbrXzfhm4PZeM4TibfyRV2nA0nH/8TYsx6CQknkyk+4t+hdks+ULN6nf007rviak1DBS5QqQeAdyxC+yOiHY3r5JlOPjNxKamrl7bOubJo0acLgwYMrW4ynkhdaWd6JT2fJ4fLJU1kZbIq35kjNfphaF5xlQqJySU91KfSYq5MOxf2iU5Id6exGusww5GLEHxFk3snE/T3DdagPzXyoEWm47v6ozspbcMnbOdDSQ8HMKRMwe+sPbDu+jyYpirRL+7BqNYi47T+grt8ZpwEzSTq6luzoou+TJv5OHPNQklXBitLfTOR75SzaJE5AJlbEfmgdoTd/qIB+JZ51XmhlOWPnVbKesq0ipeVksgmrnXpj4e5d2aJIPISFvTOpCSaFHncJDyy6g6oe/OJkuFn+/h/3SQ5KpspnVTCyeWAm87esxpsXDKOeOKkFIlMNTaHRaSIKGdia5Gq0i+4DGX6jBZA7Y43b+QvWbd8CUSQ7KhTTGi8hN7PC2N2PzDsFJxUwkgs0eMmNg/ZyxGL27z0OZnKBMZbn+Sj1dWwyK3a9PjZ2D0lJj+eMI/H88cKuWYZEp7DjQkRli1Eu3MlU8KPyZcbWsiblSsncoCUqFkvHWsQUkjXI3MoI0y1/Fdl+RwcrtOTGBxZFkYiVESSfyVWUSvsHiZ3NFKZ8Gx7CzIMZbLyaw9VYHSYKAUtjuH9DZ7Bm+W+ohkYucozkAvdcu9A9pCuZ4RdI2LeY7OgwBLkCbWrcg3VwnZaMW+fIuHmG9JCTZEfewLbzKAR5rqI2JYvbK8aRWGc+cnXFOcW0NM9hUOY3mCdeqrAxHiUk9Hsa+q8uvqLEC8MLO7NcdPAWz5MfcLpOxrTMxgj+nSpbFAlAoy08s4mXPAyhiD8+Xe3qLLd5YFKN+COCxKOJuL/njsxYRk5iDjmJOeiydUwwcsMtPpxFZ7NRyuD4CDN2DzbF3ULGzQSRUTsyuBKjZem5bJacy2F8cyWJTs3pGDaQ7IQoov+cjJFjNeRmlli2HED8noVk3j6Pka07yac2E7NlBqJOi23XsWTdv07q+dwZrJOVMXEX1yDr8Rpyx4pRlNYKGZ+ZH+b95H6YZz85RQmQmHiCuPjDT3RMiaebF3JmGZ2Syaagik8WWhnMSajKG41ex/n8FrQ5lRvj9kVFaWJKYrRVgcdkcgGbg78X2X5NO8PbMn5fPAC3ZhiuG748ujG9rHO9X1t7KghL1FHbIdeDdd1rJjh8n8quUA0Lz+bgYi4wp4sxr7SqR0DEu6RpZaQG/YPc3B4xJwOLZq9j0bA7msQIkk9uxLbrWGK3zUbMSsOyRT/Uvm3Iib5JduwdqruYc0O8SfyNS9iM/awsl6hYOlqk83raJEyTwyqk/5IQFjYXWxspPrNELi+kslx+JOypC2tXnqyLs6Nl7f60uLWFjKTEyhbnhcPOw5f46IKNNu6OOchj7hbaNruJH1vUVw3K/JbnT6Rro7Jm3Z178F/QmeWvGq6PJv3n4L3xDVP8/lOgGgt3uid9RGRWrhk3695VTKo0wObld/XtTKr4kxq8G6WjNy5vL+De3KEonaqjy8ki684larbvwfUaJtz/YBoWn3yFIH/8kHgP46SU8Z5qO9WTFpdrv2UhMfEEycnBWFgUH3hc4vnnhTPDpmVpWHm88ISnzwuHk0z5y/U1zF09K1uUFw6FsvCoPS4h/xbeUBBY1CKjRGN8rTHHJq3gSDWiKPLRrkxaesj1ilJnYstwzedcSTXV19OmJSA3M0ygLTO1Bp0WbUYygiBg13MCSUfXcn/JB7jV9iNqUB/i1i5F2aAJgtKY+FHDiB3yKumb1pZI7sIQgF6WCUzXvEv15MpXlHmE3S57VB+J54sXbma59tQdkjM1lS3GEyE0w4hfTTszqsYJkq8FVbY4LwSCICMpvuAQcVa2RpgEbi+0bWrr+hwwKT6SVG/rOgScLbyfkTsyCY7Scnh4blJj0ciUCaovOBhpVWzfkLuWKvy38cTYrTZub/5EvaYuHLUAzZ3bZO7ejs3CtSSMGYHpawNQNX6J2BGvYVTXHyPv0odj9FTJeE+xCo/EP0vdtqKJifmX9PQwTE29KlsUiUrmhZpZarQ6lj7D+yrLQrJGxrTsZigatK9sUV4IbNyqkJWuLPCYh/ZG4Q0VCuY0iim2fzdTJyZcOlDo8VE7Mth6XcP+oWa4WcgQZQp+tv4fGyKd8tWVm1mjTUswKNOlJ4JMjszEHAAzlZzqrVw5apE7Y03+4RvU730EOh2akKsYt34ZmbUNyroNyTl/plj5DcYHBlpGMCVrCB6pT5+izEVHePgflS2ExFPAC6Ust1+I4F5iycxczxMiAj8m+pDQqA8yxQtnTHiimFnXKLBcYSTD+sCKQtvFdKhPkLLorDcyQca05BxMs1LzHRNFkZE7Mth4VcO+IaZUsc69tdc7jeen8ILNwirXmmSGBRmUZdw6h9KpGoJcgYOFCquWzgQZ5842M3ZsQmZhifFLAfBfrkVR85+VRqspVc7VmiYCs0wW0jVx5GPHdK0oVCpvMtLfYMsWGenpUnq80hAWFoYgCAQFBVW2KOXGC6UsFxwoOmLK887KOAcu1OmPSl1wbjmJxycj3a3Acg/7TOQJBae7EkxMmO1X/Dr6m5a1aXDnXIHHPtyRycrgHFb3NsFcJRCZqmOLxUA+ufZAeSccWE7stgdxT9X1u6BJjiZ+7yJyYu+QGvwvqcG7sWjSm6qOajKb2hOqyFWUuoR40lYuxnxkbrJdmbkFcs8qpP+1muxL58k+exJl7XrFnoNKEHjbMpT/ZQzAKX1XsfUrA2PjRsTGDGLP7hacPq0kIyOHM2dKN2suimHDhiEIgv5ja2tL586dCQ4OLr7xU8Tdu3dRKpXUrFlwXOPnjRdmmnH4RiyXI5IrW4xKZ1+imnter9Mndicpkc/n9pnKwszalpQ4dYHHHK8WvsZ4u0sdbiqKjhhT09yTD88X7hw073RuWLyAFQ/PgOZh21WFNjWe9OvHyI7OfVnUZWdg3WYYRrZuOLw2mYR9i0k5tx252habl9+hWZdunIw4RuKEDeSEXIOcHFAoMG7bEbn9g/VYk+59SZ0/m7QV81F4+6Co9kAx61JTiP9gENbfzdfvw2xgJvKmZja2iUeLPNfKQBCUGBm15OoVN+7dy78H9tSpU7Ro0QJ5OXn/du7cmWXLlgEQGRnJxIkT6datG+Hh4YW2ycnJeaoCnC9fvpy+ffty8OBBjhw5wksvvVTZIlUoL8zMcsHB0MoW4anhWpqS+ebdsKiWf0uCRNmxdqldYLmNvQKTs3sKPCZYWTKzWtGBu5UyJdOjojHS5RRaR/zKQv+JWPgaVT/biueEbajrvEzmnYuY+7+C87A5OA/9EXRaotZPQpedibFHHZyH/Yzn+M24vbeEdkOGcba6CanBZ1E2bIb19F+xmb8Kk259yNi+iZwbudtaRJ2OtJULUb89GtslfyLm5JCxfaNentRFP2PSPTdggZlcYLRlMB+lvoFt5tOlKBUKawS6cz6oP3v3uBaoKAGSk5O5evVqgcfKgkqlwsnJCScnJ+rXr8+ECRO4c+cOMTG569Z5Zsz169cTEBCAsbExK1euRKfTMWXKFNzc3FCpVNSvX5+dO3fq++3Tpw+jRo3Sfx87diyCIHDpUm5QB41Gg7m5Obt25c7qAwICGD16NJ9++ik2NjY4OTkxefLkYuUXRZFly5YxePBgBgwYUKLk1pcvX6Zr166o1WocHR0ZPHgwsbGlzz1aWbwQyvLy/WQO3Xh2fpQnQbxGxkxdS1T12lS2KM8NIgVH7fHIvFJom8udaxAjTyuy39Gm1agWVbJMGMkOjelwexBa8cGt7dh3Cuo6L6O090TpUBXbrmPRJseQHRWiryMToFFTFw65GKFFwHzkJ5j1G4ZRzdoo3Dwxf2sUclcPso7lOheJSYmIiQmY9uyLooo3qhZt0NzOnblmXwwi59plTHsP4CW1hu/lX9I08WtkaEt0Dk8ClcqT7KzXOXK4GwcPWpGUVPx66/HjFROTNjU1lVWrVlGtWjVsbQ2TIkyYMIHRo0dz5coVOnXqxM8//8zs2bP5/vvvCQ4OplOnTvTo0YMbN3KdxwICAggMDNS3P3DgAHZ2dhw4kPu7nTp1iszMTINZ4IoVKzAzM+PEiRPMmjWLKVOmsHt30dlc9u/fT3p6Oi+//DKDBw9m/fr1pKQUvvYcERFBmzZtqF+/PqdPn2bnzp1ERUXRt2/f0l6uSuOFUJbrT+dPrCsBGlHg+2Rf0hq9iqycN5e/aCiUShKj82d/MVLJsNpfsGOP4GjPd14FByjPo4mlD0MulGxtL8umBl2iPyBFU/Tqii4rVznLjHNNxiZGcnxbuXHYqvBA6KJOh5iRjszcMld2K2tktnZknTqGmJVJTvBZFFWrI+bkkPLTNFzHT+Iz6+N8kPIGFllFn+OTxNi4PgnxA9mzuxUnThiTXYogV3fu3CEysmgnrJKybds21Go1arUac3Nztm7dyrp165DJDB/JY8eOpXfv3lSpUgUXFxe+//57JkyYQL9+/ahRowYzZ86kfv36/PTTT0Cusrx06RKxsbEkJCRw6dIlxo4dq1eggYGBNGzYELX6wXJB3bp1+eqrr6hevTpDhgyhUaNG7N27t0j5lyxZQr9+/ZDL5dSuXZtq1aqxbt26QuvPmzcPf39/pk2bRs2aNWnQoAFLly5l//79XL/+bOQTfu6VpVYnsi34+QiYXlEsjXPmer1+KE3NKluUZxY7j5poNflfODxt0pClJhTQAk508SRVKPxpbW6kZurtawgUH8RYY+7K66kfcy9TVWQ9URRJ2LcYlZsvSnsvbNVKHFo5c9qk6DHS1/+BmJmBcUBHAARBwPLLWaStXETsm31QVK+JSZeepK1ZSrWmDfhE+RNLhn7MsKF32Lw5qVj5KxJBMEKlbEP47SHs/rcOFy/KyJ/ArGSUl3dn27ZtCQoKIigoiBMnTtCxY0e6dOnC7duGjl6NGjXS/z85OZn79+/nWxt86aWXuHIl13rh5+eHra0tBw4c4NChQ9SrV48ePXroZ5aBgYG0aWNoTapb1zBCkbOzM9HRBTujASQmJrJx40YGDRqkLxs0aBBLly4ttM2ZM2fYv3+//gVBrVbrHYNCQ5+NJbLn3sHnSEgssanPXnLnJ80/CRbc9X6DVyJ3kBZTPm/PLxJK0+oQl7/c8eKWAusLXm785FS09+PnciecEy4XWQdAZ2zFu7rPCU4u2LnoYeJ3zyc7OgyngbPwtDcjub4112RFK8qMvf+Q+vt8rL75EZm1jb5cWacBtvNW6b9bRYYj7t3Ad/PMGTf2Pr37WNK4sSlvv3WHunWMqepdtCIvb+RyCxBbERxsS3y8CCV46SiOCxcu0KFDh8d29DEzM6NatWr67w0bNsTS0pJFixYxdepUg3qPIjySCk0URX2ZIAi0bt2awMBAlEolAQEB+Pn5odVquXDhAkePHmXs2LEG7R91GhIEAV0R24BWr15NZmYmTZs2NZBBp9Nx+fJlfH1987XR6XR0796dmTNn5jvm7FxxGWvKk+d+Zrn5OQ2YXhFcSFWx1KYHFlVrVbYozxwpifk3/ds7yFFdOFRg/X872KERCn8gdbCuTfcr+4odV1QYM8lkInvjbIqtG797PhkhJ3DsP416datxv4EVEcUoysz9u0j+fgpWX85C1bBZofV6miegnDmIUe8o0OkgJCSb1q3NsLaWU7euCeeDM4uVr7xQKl3JyXmNY0d7Ehho85+iLB/S0tIqZCYkCAIymYyMjML3gVtYWODi4sLhw4bZUI4ePUqtWg/u2bx1y8DAQAICAhAEgVatWvH999+TkZHx2F6rS5Ys4eOPP9bPjIOCgjh//jxt27YtdHbp7+/PpUuX8PLyolq1agafgl4Inkaea2WZmaPl30tRlS3GM0V0tpzvhdaY1nm+3cDLE2tnDzJS8s+a3FPOF1hfrFWNRXaFr+PZG9vw5dUTxY4rCnLm2X7OqgiXouuJIvG755F+/SiO/b6leYs6nPcxJaUYS2TG3n9ImvkVll9MQ9WsVYF1PFUyppmtQ72mL5YWWlq0MEOny1VOefEKNBqRUsQrKDPGxrVJThrAvr3tOH7MhKwKMiidP1/w71oasrKyiIyMJDIykitXrjBq1ChSU1Pp3r17ke0++eQTZs6cybp167h27RqfffYZQUFBjBkzRl8nb93ywoULtGrVSl+2atUq/P39sbAo+z7roKAgzp49y1tvvYWfn5/Bp3///vz+++/k5OT32v7www+Jj4+nf//+nDx5kps3b/Lvv/8yfPhwtNqnx/GrKJ5rM+zeK9GkZr0YcWDLkyydjJmpdXmnoQ3GZ7c/SAYsUSDm9jXJeMSHTGUixyKw4DBp69sXbY6ckm2CVXp8seNucR3HrJDqxdaL3z2PtMsHcOwzEf8mXhwwS4YEkJmpEVS5yaFTFs1BFxuN5ee5JsCMvf+QPONLzEd+gpFvHbTxud7kglKFTG2OHHjDMpJOSZ+REpHIqlWJ/PxzrtI2N5fj4WHExo1JNGpowrlzGQwYaFWsnGVBQI5K1YybN70JDX0yCWqvXbtGRkYGJiYmxVcuhJ07d+rNj+bm5tSsWZMNGzYQEBBQZLvRo0eTnJzMxx9/THR0NL6+vmzdupXq1R/8Hfj5+WFnZ4enp6deMbZp0watVptvvbK0LFmyBF9f3wIDEbz66qu8//77/P333/j7+xscc3Fx4ciRI0yYMIFOnTqRlZWFp6cnnTt3zufU9LQiiOLzlALZkHd+P82/l6WZ5ePQ3SaR6pc2k5P54oUJLClONYbny1/p45yC25r8uR5zGvoysGPh3n9vWNdhYhFB0vM44f4Wb9xoVyL5bs/sVmC5xadfY9K5BwBJM79EG3kfmx9zM37Ej3urwFivxp2602TyN7zDQpzSc/f3fTs1itp+xrz6qqW+3tWrmcyaGUNCgpbevS0ZPMQ6X1+Pg1xuhkArLl50JCbmyb/M9ezZkwYNGjzxcSUqj+dWWSZl5NB46h6ytdKs6HFpaJ5Jh3vbSIsrPtD3i4ax2gKMRvCod2XLiOUor50yrCwILBjjzV6TsAL78jRzYcP1YEyyi45DGureh/Y3+pRYRitTI2yaOnFZ+Xj3glIQGGIRSuukScjFJ7cGaSCDkROZmS04d05NenrlPbq8vb0ZPHhwpY0v8eR5bs2w/1yIkBRlOXEmxZgI+1d5Ux1I8u0iMme8gNi6+xIXaagoHZ1kKANP5aub1qoee00KXquUC3KmJWYUqyhjXNrRObR3ieVzszUl09+Gy7KC74W01UvIPLQPbXgYqFQoa9dD/fYYFB5eBvUamIkM1/6ATeIRg/KLFzP5aNx9qlRRsmDhg7i4Z06nM2dOHAmJGl5qYcZHH9tjZJR7nVJTdXz4wT1mfeeMo2PJHkHGxjWIjW3A+SCj/9Y/K/cd/9atW6Snp2Nqalp8ZYnngmfDWFwGtgTdr2wRnivuZymYrWiPunbT4iu/QAjy/Bk93OMLCLqtUPBr4wL2lvzHWxa+1L1btONIqr0/L98ZRo6uZHsEa7pbEutvzd0iPF6zz5/FtOcb2Pz6O9bfzUPUakn49H3E/7wyTWUCoywv8FHqG9hkGCrK1FQdM2dE08DfcO1OpxOZPj2a7t3NmTPHlWvXstix/UFc5sWL4uje3bwEilLA2LgpUZGD2f1vE86dNXoijkIlQafT6fc2SrwYPJczy8ikTE7cKvzBJFE2MnUC09P9+dDfBtm5nfB8WvBLjEyuICnW3qDM2EyB+e6V+erGta/HGWXByrC2RRXeCy46Sk+2VTW6xY4kKadkt6x/TTtOe6jILkavWs/8zeC75aeTiendnpzrlwl4qR6Ds7/FIrHg/aA//RhDu/ZqZDI4euTBjDgpSUdioo4ePS1QKmU0b27K7du5HpIXL2Zy/XoWo0bbFSqTTGaCXN6Sy5eciYx8ev/GLl26RMOGDStbDIknxHM5s/z7/H10T+899szzW4IX9/37olA+2U3mTxt2HtXJyTLcnO6ljkHINlzPE4yN+aHO3QL7MJarmH7/Lgpd4V7bWjMn+mV8QliGcYnkatzQmaOexSvKgtCl5ebKHOF8iw9T3sAiq2BFuXNnCvcjNAwpwHHHykqGra2c06czyMrSceFCJlWrKsnJEfn5p1jGjLVHLs8vnJGRHYg9OXP6dfbtdXqqFSXkmmLT0oqO6yvx/PBcKst/Lkrh7Sqav+JtOObbDxOr4jfDP68Ymz+ybUMA+5Nr89W706kON4wKtnSMNalKlZjCN7mLKgtGyv7H2STzYuUxkgvUb+nKIbuy3daiKGK88Dt861rS2X5NofXu3s1h8aJ4/vd5wUpPEAQmTnJk5cpERgy/S7VqKjp3MWftmkQa+BujUgmMGX1PHwpPpfImI+MNDh7owqFDFqSmPt1KMg9RFJ+ZUG0Sj89zZ4ZNzdIQfLdyY1G+KBxPMiXCpTeDzPeSfOdWZYvzxElPcTX47uIkYLTf0IFHMDdnZo2Ct4q0sKrBgHOF56gU5Sq+UX/BP/cKN1nmYWGiwLGZM8fL6PHqYCTD+ud3uXb9NJN+LjzIgVYrMm1aNEOHWePmriy0Xp06xsyd++D63L2TzZ49Kcxf4KYPhdeqVTMGDtiLJscbR8fC+3qaCQkJyRdbVeL55LlTlqduxaORbLBPjNsZRvyk6siYWqdJuVJ+2eSfdizsnUlNNHRscY06lq/e1VdqESXPn9jZQmnONzcvFhokXRRkLLH/jKVh7sXK4mJtgq6hLRfkZVOUPS0TuT+1PycOx/DDjy7Y2xf+WMjI0HH9WhYhN7L4ZU5uoAJRzP107HCTmbOcadDA8LqIosgPP8by7nu2iKIRISHZuLu9zelTRri5hRIWFoajo2OZZK9sQkNDDWKzSjy/PHfK8thNybHnSZOmlTFd25jR/rbozhY+U3qesHSsRcxDYYfNLBSY7TBMUSTY2zHL81KB7Sdhj0NSwccA/nEdw9SQGsXK4eNiwd3aFsQXE+O1IDxUMt6Vr+bvKfM4djiN2T+44OxsVGQbU1MZixa7GZRt3ZpM0LkMvvzKESen/I+Uf3akYGVpzEsv9ePYUWNgJnfvajE2NkKr1fIsb/VOS0sjMjLymQkGLlF2nrs1y6OhUpLnykBE4OcEb2IbvYbc6Nk0qZUGjdYw0bOnKgKZxjDd1qkuXqTI8gco7WLtR+drgYX2fdZ9GB+ENC5WhvrVbbnuZ15qRSkHBlhGMiVrGFumzWPPnlT+94UDpqYC8fEa4uM1ZGU9mKUuXhzPjBm5KZtkMoEqVZQGHysrGUplbrmJieEjJT3dmZUrs2nW7E0OHrAiJ8cYOzs7jh8/zp07d7h16xbu7sXPnp9mQkJCiq8k8czzXM0sk9JzuHw/ufiKEhXGmjh7Wvv1o2noVjKTEytbnApBaWJqEN5OkIHdsVUGdQR3V35yuZCvraOJHV9cOVpo37fdetAnpEOxMjSu78RhBxliKa1/PiYC7wqLcEr8B4C/t+beLx9/ZOgU98kn9nTqnOtUFB+nITq6dDGWjY3rERFRh68n/0XDhi9hYvIgePerr77K5s2bOXnyJC1atMDV1bWInp5e5HI5rnbOGEvGrBeC5yrc3b+XInnnjxdn3expppppDn0T/iXlfnhli1LuOPs0JCHmQUBqNxfwWf2hQZ19bzdgvp2hshQQWIAjzW+dLLDfOOfWtLj9Dlm6wg0+CplAvWYuHCneOdYApSAw2OImbZImVlioOkEwQmnUnJAQL8LCnpvHih5BEHC0dcDdxBHnDAtso5TIcwRQyHCd3BxB8dwZ6iQe4rmaWR4NlV7xnhZC0o34zawzI31OkHz98VMaPU0oVN4G313uHjD4LtaoygLb/LPKAVZ1aH5uW4F9ptvVo+O9EUUqSrVKgXtzJ46oSqeI6puJjCggVF15kZtkuSUXLtgTF6ejskPRlSfWltZ4WDjhkmONfZQK5d0Cfh+NjuzwZFRVrZ64fBJPjudKWR6XnHueKpI0cqbTnLH1bckJKj6R8bOAIMhIjnfQf1dbGmH2918GdTa2M81nHq2qdmPsxb0F9pljWYXu8aOJyy7cucbRwhhFYzvOKUquiExlAiPML9AkcQoyyj9noFLpSnp6c06dNCUzUwSeklh0j4GZqRkeNi646GxwjDPFNEoGJUhclHUzSVKWzznPjbKMT8vmWlRKZYsh8Qg6BH5IqsGQRpZYn/sbnfbZzi9q41aFtNQHDkxeinAE3QNFpGlQi3VWVw3aKGQKpsUlY5yTP82ZztSeQVkTCE0vPDeit5Oa6DqWxJTCkaeFWlNkqLriWL06gcOH07kTno1KJeDra8zb79jg7q7E2Lg20VH1CA6WIYoCD88kNRoNBw4c4MKFC6SmpmJhYUGrVq306axCQ0PZsWMHaWlp1KxZk+7duyOX50ZByszMZNGiRQwZMgRLS8uCxCp3lEolbrYuuMltcUxUYxmrgOJTieYj66a0t/t557lRlsdC4170UKVPNb/HOfFy3X7Uv7GFrNRn96XGzLoG/0WEQyYXsDlsmOB5eav8M7j31DWpHbojX7moNGOc0ReciCo8c31dbxsueJuQUUJHHkuFjHdMj1I/6buSNSiE4OBMevawoEZNFVqtyNIlCXw2IYGpU0dz927h3s5//vknqamp9OjRAxsbG9LS0tD9F/1cFEU2btxIy5Yt8fb2ZsOGDZw5c4YmTZoAsGfPHho1alShilImk+Fi54SbygHnVHOso42QJT/+Hsms8BREja7S1i0FQWDTpk28+uqrlTL+i8BzsyJ97Ka0ZeRpZ0+iOdu9+qJ2eja9HwEyMx7sMXR31KCIuq3/nv5SPf41u2lQv66FN28VECRdlBkxy3IiW6Ic8h3Lo3FdR057G5dYUb5skcF3jH9sRQkwY4YznTqb413Viho+PXj11Q+JikrjyJHCQ0mGhIQQFhbGwIEDqVq1KlZWVri6uuq3hqSnp5Oenk7jxo1xcHDAx8eHmJjcHKnh4eHcv3+fpk3LP6uNvY0dDd396ObwEkM0AXQOr4XfDVtsI5TItOUUTECjI/vO470Ezp8/H3NzczSaB9aX1NRUjIyMaNWqlUHdQ4cOIQgC168Xnki8vAkLC0MQBIKCgkpUL++jVCqpVq0aU6dOfab31D5XM0uJp58raUqiLF7hffURkkMK35T/NGJmZUNyrFr/3fnWQ2uQcjlzmyYa1DdRmDD9Xhhy0XC2KSKw0vFT5t3yLHAcmQD+TV04ZFmyB7m9kYz3jXdSI2lByU6kBBgZOZKV2YIzp81JTxeJj8+1TZqYFG4uvnbtGi4uLhw5coTg4GCMjIyoUaMGbdu2xcjICFNTU9RqNaGhoVStWpXw8HDq1auHVqtl+/bt9OzZE5ns8d/fLcwt8LR0wUVrjX20Mcb3n8ycIPtuCqoqZZ8Vt23bltTUVE6fPk2zZs2AXKXo5OTEqVOnDPJnBgYG4uLigo+PT7nIXhHs2bOH2rVrk5WVxeHDh3nrrbdwdnZmxIgRFTZmdnY2SmXF7PN+LmaWKZk5hMZI0f+fFeJz5MzUtcK4XuvKFqVUWLvU1v/f0sYI02Nb9N8T29XnpOqeQf3xSg88YvPHzN3nPpJJt2rnKwcwUcqp1dqNwyVUlD0tk5ipfY8ayeWjKI1VPqSl9idwf0eOHFGTni4iiiK7du3Cw8MDB4fCZ8IJCQmEh4cTHR3NG2+8QefOnbl8+TI7duSaoAVB4PXXX+fgwYPMnTsXJycnGjRowOHDh6lSpQoKhYKlS5fy66+/cvJkwdtrCsLE2AQfV2/aujamv0kAfWMa0zTEFfdbphinPblHXM79x3sG1ahRAxcXFwIDA/VlgYGB9OzZE29vb44ePWpQ3rZtW4P2sbGx9OrVC1NTU6pXr87WrVsNjl++fJmuXbuiVqtxdHRk8ODBxMY+sMjt3LmTli1bYmVlha2tLd26dTMIFF+lShUAGjRogCAIBAQEFHk+tra2ODk54enpycCBA2nRogVnzxqGfly2bBm1atXC2NiYmjVrMnfuXIPj9+7d44033sDa2hpbW1t69uxJWFiY/viwYcN49dVXmT59eoW/PDwXyvJGdGpliyBRSjSiwHfJtUlv2BOZXF58g6cAUXgwE/QUHzxEBJWK2fUMFWUrq1r0vbQ7Xx8X3Acy4kbzAvu3M1dh39KZM8bFm6rcVTKmmW2gb+JwVNoSuGsWiYCxqklukuXdTTl7VmGQZHnHjh1ERUXRp0+fInvJi5Hau3dvXF1dqV69Op06dSIoKIicnNx8lh4eHrz99tuMGTOGV155hcTERIKDg2nXrh2bNm2iYcOGvPnmmxw4cICoqILPS6FQ4OXkwUvu/rxm2YYBSc1pHeqFd6gFZgmV97eUE/H4z6GAgAD279+v/75//34CAgJo06aNvjw7O5tjx47lU5Zff/01ffv2JTg4mK5duzJw4EC9RSAiIoI2bdpQv359Tp8+zc6dO4mKiqJv37769mlpaXz00UecOnWKvXv3IpPJ6NWrl37NOe8FZs+ePURERLBx48YSn9fp06c5e/asgZl90aJFfPHFF3z77bdcuXKFadOmMWnSJFasWAHkmu3btm2LWq3m4MGDHD58GLVaTefOncnOfhAta+/evVy5coXdu3ezbVvBW7PKg+fCDBsiKctnliXxLnSp3w/fK5vITk8vvkEloVAqSYy2BUBuJMPmwAr9sfsd63LN6Jz+u7XSkikhQfn6uOvWlR4hXQvs38vBjMR61lwvxuNVBrxhGUWnpM8xynw8D0yZzBi5vCVXLrsSEVHwto8dO3Zw/fp1hg0bhoVF4Y5IAObm5pibm2Ns/CDvpp1dbsaU5ORkbG1tDeqLosjff/9Nx44dEUWRyMhIfH19MTIywsvLSx9gXRAEnGwdcTd1wDnNApsoJfKwpy9weU5MxmM7+QQEBDBu3Dg0Gg0ZGRmcO3eO1q1bo9VqmTNnDgDHjx8nIyMjn7IcNmwY/fv3B2DatGn88ssvnDx5ks6dOzNv3jz8/f2ZNm2avv7SpUtxd3fn+vXr+Pj45HsZWrJkCQ4ODly+fBk/Pz/s7XMTnefNGIujRYsWyGQysrOzycnJ4Z133mHIkCH649988w2zZ8+md+/eQO7M9fLlyyxYsIChQ4eydu1aZDIZixcv1geqX7ZsGVZWVgQGBtKxY0cAzMzMWLx4cYWZX/OQlKVEpfNPvAX3vN+ga+QO0mIed5ZUMdh51CQxLnfW4mGfhSw+EgDBXM2MWoaxQb8UrbBLMQxKkOjUgk63Bvy31cIQPy8rrlY3I7UYRVndROBdYTHOifk9a0uDkZEdOdkvcea05X+5I/MrSlEU+eeff7h69SpDhw7F2jp/kudHcXd359KlSwbrRnFxcQiCUKCiPXfuHKamptSoUYOMjNxtNVqtFiMjI+QyOS6WDnR1fAm7KBXKu0+fcsyHViQnKh2lq7r4uoXQtm1b0tLSOHXqFAkJCfj4+ODg4ECbNm0YPHgwaWlpBAYG4uHhQdWqVQ3aPpwqzMzMDHNzc6Kjc2P6njlzhv3796NW55ctNDQUHx8fQkNDmTRpEsePHyc2NlY/owwPD8fPz6/U57Ju3Tpq1apFTk4OFy5cYPTo0VhbWzNjxgxiYmK4c+cOI0aM4O2339a30Wg0em/oM2fOEBISgrm5YbiqzMxMA/NwnTp1KlxRgqQsJZ4SglONibLpwVvqQyTfulp8gyeM0rQ6/OdD5nR9p778RhdfIh5KwdXD2o+Xzxoqswzb2nSMeJc0bf4ZRyM/B467KNAUoQtyQ9Xd+i9UXf69miVFpfImMbERx44qyXW4LFw579ixgwsXLtCvXz9UKhWpqan/9aHCyCg3eMKePXtISUmhV69eQO5D6+DBg2zZsoWAgADS09PZvXs39evX17fJIy0tjYMHDzJ8+HAA7O3scXV2IebSXTq7tOD76yF82+BDXG4b8yyRE5H6WMqyWrVquLm5sX//fhISEmjTJjesopOTE1WqVOHIkSPs37+fdu3a5Wv76DUWBEGv8HQ6Hd27d2fmzJn52uVlTOnevTvu7u4sWrQIFxcXdDodfn5+BibP0uDu7k61atUAqFWrFjdv3mTSpElMnjxZL9eiRYvyeUDn7bvV6XQ0bNiQVasM4y4D+lku5L4YPAkkZSnx1BCVreB7WRvG+dmQdrHwYOOVQUpibr5FazsjTAJzlaXMzoaZVS7r67iYOPD55cMG7TQW7vRKGkd01qMPMmjU2IVD1kXPmOqZwgjdbGwfI1SdsXFD7t2txeXLJZ+dnT59GkC/fpRHz549qV+/PpC7rSEp6YEpWKlUMnjwYP755x8WLlyIqakpvr6+BT7Y//33X3p26U5333Y4JphhEaegxstf8tH2aWxM/5v3mvSngYtvGc62csmJfPylhLZt2xIYGEhCQgKffPKJvrxNmzbs2rWL48eP8+abb5aqT39/f/766y+8vLxQKPI/9uPi4rhy5QoLFizQb1M5fNjwbzlv9qbVli0alFwuR6PRkJ2djaOjI66urty8eZOBAwcWKvO6detwcHAodgngSfDMK8vMHC13E57etS6J0pGlkzEjrR7vN7TG6Ow/iGLlh1CzdvYgIyV3huOZ82DWe6aLN0my3LVKmSBjahqoMx9kvdGZ2DJc8zlXU00N+lMpZPg0d+GQaeEzO1OZwHDzizRN/LpMoeoEQYmR0Utcu+rB3bulv4ZfffVVsXUK2gBvZ2fH4MGD85XL5XJc7JxwVzrglGrO8FfaIdMJ8JAFu4GLL/vfXllqWZ8mNDHloyw//PBDcnJy9DNLyFWW77//PpmZmfnWK4vjww8/ZNGiRfTv359PPvkEOzs7QkJCWLt2LYsWLdJ7my5cuBBnZ2fCw8P57LPPDPpwcHDAxMSEnTt34ubmhrGxcZEBJOLi4oiMjESj0XDhwgV+/vln2rZtq1d8kydPZvTo0VhYWNClSxeysrI4ffo0CQkJfPTRRwwcOJDvvvuOnj17MmXKFNzc3AgPD2fjxo188sknuLm5FTp2RfDMK8vQmFR0z+4+V4lCmBfvwav+fal6aTM5mRWTJaOkqO1qknEXFEoZVvtzZ1qCmws/uD4IJTfY0o/GDwVJF43M+FQ1kYORVgZ9WZspsWrqwCmjwv9om6u1DM7+FsvE0gegVyis0Gpbcj7IhqSkyo3X6mjrgLupI86ZlthFKpHffgbWHR+TnOjyUZYZGRnUrFkTR0dHfXmbNm1ISUnB29u71DlA8/a/TpgwgU6dOpGVlYWnpyedO3dGJpMhCAJr165l9OjR+Pn5UaNGDebMmWOwPUShUDBnzhymTJnCl19+SatWrQy2uTzKyy+/DOS+KDk7O9O1a1e+/fZb/fG33noLU1NTvvvuOz799FPMzMyoU6cOY8eOBcDU1JSDBw8yYcIEevfuTUpKCq6urrRv375SZprPfIquLUH3GLM2qLLFkKggGpln0P7uNtLjKy9Ck1ON4SRGW+HtnInnmo8BODCiAb855DrxVFO7s+7yaZTa3ETPokzBT3aT+Tnc0AHD3daU9AY23JMXfMtZymW8Y3aM+kmzSi2jSulBSmpTzp01poxLTI+NlYUVHpa5GTocoo1Rpv+/vfuOb7rOHzj++ma3SZruvShltECBskGBshT0BOEEZAiOw/VTcN+pnDhBD09PPcfJFBciiByighxTQJAtoEDZ0NK9m6RJvr8/AoVC6aAjTfp5Ph593DX5jndqyDuf9f54xMq02pEg4qXeSGr3WA4l1JzbtyzFeKVn+7XQi/Tg25lkXEfBycbfkV5n8CEvw9nVFHrgQhGCVrG8H+RMlGqFmlmZueWJEmBx6FP861jFRJkQbeJYWyP5UuWJcqDRzJjSv6PPT630+WvGp0siLa0Dv+2XgMZtuXl7eRPtH04EAQRne6PPUEBGo4bQ9MjOJSSa8Ouf5CM0TW6fLI+cF8nS052xqHhTNYjHEv0pOljzyi71ISAqkex0icBgFdr1GwH4dpCxfAuuh/WtaZP6ffnxm6Ie4K9HOlS4RpeEIHZEabBWkiiD1Aoe0P1I24IPaxyTJKnQaHpz9EjjbbK8adMm/vjjD7KzstBpdCRHt2d67weIz628ZN9F3xxYzQe/fMHx3DP4aPX0a9GD6QMews/L+QVk4/EdPL/mLbKKc7mp9Q28fvPTaJTOyVAFliJuXTiFL8a+RYRPSFW3aVJsIll6JLfvJzmaKZJlc2B2SMws7QLJNzunkjYShdJZ4iuq2Dk+ae/Yls98DwGQbIrn7v2XiqT/HjWGiUcqlvDr1iWMn6M1WCsJ+TaffGbZH6pxolQqfVAqhnHgt/H8tCamwROlQqEgIiiMHlEdMZ8rYFrniawc/x8W//ktJLODCYufpMR67aUs28/sY9p3rzE26RbW3ruQD0a8xN7033nqe2c3s0N28OjKl5nQaTjfTHifPecO8fne/5afP3P9h0zoNNytEiWALev6l/cITZdbtyzL7A5OZouasM3Ju7ktGN3lDiL2LcfWwINzCqWSvKxgNDolpvXOrbgW9XMmKL3Km1dPHUVxYbZuesQQbjn6p/Jz1UqJdr0i2KS/OqFFaRU8oFpCbP7nNYrDuclyT3Zs1zf4JstBfoFEGkIIt/gSeF6L+rQzyy8e/s8Kx7057G90evc29p3/g55RnSq91q6zB4g0hXJP1z8DEO0bzoROt/HBL87XnVOST3ZJHnclj0Cn0jK4VR+OZJ0AYMeZ/exN/4NXBj/WMC+0AdnzLdUfJLgdt06W6flmyuxuPT9JuA5fZQfQO/FObjjxX0rzrmOn3hoKjGpNQb6SVmEFKIoLMPdKYpXeua7yGXUkkTk/AVAQ0p2BJydil50dNT5eKoJ7hrJNU/G9qQBGm85zc8FzqM251d7fuclyEvv2Ka/aZLm+GA1GYnydO3QEZ3qhS6tZZ1OBxdmj46u79qzErhHt+cemOfwvdSspcT3JKsnluz/WM7ClszZugLcvwYYANh7fwY2x3dh+eh9/7nAzVnsZz65+k9lD/4pS4X4TZeyFLpphJTQot06WeSVlrg5BcJEt+d6cCx/FeMMaCs6caJB76HxaUZAPIXuWgULBBz2dayhT/BK5fZezMIHFvw1Dzz9Isc35oR7u54W9SwC/XTHjtZWXxBRpHuF5VRd6llCi0fbg+LGWpNZurk/NXpNWR3RAOOGKAEJz9BiylFDLicayLPPS/96jW2QSbYPirnlc18gOvHPrdB5aMQOLzYrNYWdwfB9eGjQNcFaY+WD4i7y49j1mrH2HlLiejOlwC//e9il9YrqgU2m5/dOHyCnN5+7kkUzuUnUh96ZCJEvP5N7JslS8KZuzE6Uq/qW7iUfb7qDw913Vn1BLJYURBIco0azfRv7AZLbq9uGv9WPGH87qNjZjBH8ufJKzZi0ArSN8OJ1oJPeyGq9qSWKizwn65z9XZak6pcIbSXEjv+0PITOz/lqQSqWSyKAwItXBhBYY8M1QIeXXbcz3+TVv8XvGMZaNf6/K4w5nneDva//FtN6T6deiO+eLsnl1/fv87cfZzB7mXPDePTKJ7yb9p/ycYzmnWXrgR36YPJc/f/4I93a9g/4tejBo3iR6RHUiIbhlnWJvDI4C8bnkidw7WYqWZbNXZFcw096dqZ0DsO++ekus6+UTFEZRnhdtdLuQNBre6pwGwAy7Ef/iLBw6P6Y4nmV/obMuZefWAeyO1WG+LA8lecO9jrcIzNt0zftc3GR5104jxcUyde1qlSTJWQzAK4SwUh/80zWo6nGHjulr3mbN0Z/5ety7hPlce29LgH9v+5RuER14oIdzJ4yE4JZ4a3SM+uz/eKrvfYQYAiscL8syz/zwD6anPIxDlvnt/BFuadMfL7WOnlGd2HZ6j1skS3tRGbJDRlJ4fhGG5sS9k2WpSJYCyEi8nRfP+K4+BO1dgb2s7u8LU0gChblKfNYuIm1IRw6qdzPSrwMpu75DVumY7vUc/0tz7sTRvXMom4IU5ctJvBQS9xgP0DNvxjVL1em0rcnOSWbvHjXOUpvXnyT9TX5E+YQRbvUl6LyuQXbokGWZ6T+9zQ+HN7Hkzn8R7Rte7TmlZearxhyVkuLC9a4+/st93+Hn5cOQVjeQZy4EoMxhw+vC/9od11eTtNE5ZBwlZSgNDb8ThtB43DtZFovuDuGSz7KD6d/+Trqlfou5oG57Pdrt0cQYc1CoFLyRcIxI71CeObABWVLy74Bn+exkOCqFRFLPcDZetoNQT4Odu6wzMeXtruSqEjpdd06eaMXhw9ef0PTeemcxAIc/wdneeJ9XQAPvbPbcmrf49uBPzBn5GnqNNxlFzi1YjFoDXmpnN/SsDR+RXpjF27c+B8Cg+D4888MbfLJ7Of1adCejKJsZa9+lU1gCocaKrcqs4lze2fIJyyb8GwBfnZFWATHM3bGEvi268fPJnfxfzwkN+yKrIGkUoFMga8GucmBTWLHKFiz2EkrLCikx51NUkktBcRb5BRmMzYki0BDrsniF+ufeyVK0LIUrrM/TcybqDkbn/Ehh2unruoZa50Veph/tTswhdWg7zqn3sKBAhbeliOWRTzL7aDxGnYrwnqFs0TqbSCalgr/ot9E5/+otkGqyyXJVNBoNUQHhRCgDCc3T45OlgoabBFypRbuXAzD6i0crPP7msL8xusNQAM4XZXO24FLWHt1hKMXWEhbuXMbL//s3PjoDfaKT+Vv/B666/gtr3+H+7mMIMwZVuPbj373GvJ1L630XEkmjAC8lskbGrrJjU5Rhlc3O5GctpNhSQGFJNoWF2eTnn8daVru1k+Yisf7b07h1bdgnvtrL0l1nXB2G0AT5qhw8LG2l4PC+6g++QljrLuiUKSSufpYpf7Ex0j+eabu/Y1vUfYw9MoAQkw5FtyCOK52Jb6CPmTElL6Avq1iOT60OoKzsBvbsMVFYUPN/ZgqFgvDAUCK1wYQV+eB3XuXcoUO4JkmrBC+FM/kp7ZQpyiiTzZjtxc7kd7HlV5RJfn4GZWUNW5z/tiefo1W3Xg16D6FxuXXLMl/MhhWuIc+mYCa9eayjP9a962t1rkrbksj0bewdGk+IKYeH967maNQoxh4ZQHyYkfT2JrIUDoLUCu7XrSYh/4MK52u1cRc2WdZWu8nyRcH+QUQZLu7QoUV1qnknR0mndHZ7Xmj5lUlWrA4zFnsxJdZCSiz5FJbkUFCQSX5BBjZb0/osMBcWujoEoZ65dbIUs2GFqjiQeLMggcld/TDt/i8Ou63acyRJgbU0DOPhRbzbo4AF52VyQ/syNHUkHVv6s7elF2ZJ5k8+BYwoehZdQVr5ubXZZNlk9CHadKEYQIYO7Tm3rzx5bdJlyU8tY1fZKKMMq1yK+WK3pzmPwuJsCoqyyM/PxG5vWsmvtsxFIll6GvdOlmLMUqiBBdmhDEkaS9Lh5ViKqx5L8o9sQbgqj82DQviLPoDQgvP0OTeJTh1C+TlESbhOwQPqr2mR/xkAkqRGrb6h2k2Wvby8nJNyJOcOHYZMJWTW68tsPFckP5vKhk2yYpHNmMuKKbUWUGzJo7A4l8JCZ8vPXoMvKp6koUsxCo3PvZOlaFkKNbQ6z8i5uDH8KeN7is6fu+Zxer82+B77H7/cWsp7p05yc/6zxHeJ4WcT3GHKYGjBs6jNueWbLO/bG0BenoMr67WqVCoiA8OJVAcRmq/HlKlCym2iXasXk5+XAofa4Rzzw3qh5VdMieVCy68om4KiTAoKMnG4yzIOF6lJL4bgXtw6WYoxS6E2fivSkGa6lQcMmylIPVjpMQbJn60di5iekc3dZX/Fu1tLzvvB6xdK1Tk3WR7EL9subrLsTJKSJBEWGEKULoTQEh/8z6tR1mMxgFpRgKRTgU66lPwkCxZHKWZbCaWWfIrMeRQV55Bf6Ex+stxwxdmbI4ddfJnwNG6bLM1ldlFEXai17DIlb0h9eSzJn9J9mys8p/f1R2fPJDzMxntZ95PesTU9A06Qkv8sem1r0nPHsX+/goubLAf4+hNtDCXM6kfQeQ3q0w007qgAyUsFWgmHxoFNcaHb01GK2VZEiaWAYnM+hUXZ5BdmUliYJZKfizkc4u/vadw2WTblBS/5W7+i5PBWynLOIKk0aCMS8Os3GXVAJACy3UbepkWUpv6KLT8dhVaPLqYjvv0mozIGXPO6st1G/rYlFP+2FlthNmr/CPz6341XXJfyY4oOrCNvw0LkMjOGpCH4pdxT/pwt/zznF08nbNLbKLTeDfcHaOLKZIk3Cjvwly7+eO1eiXzhgy0oog3ZYb9xruQmTiW15gHlO0SU2jl68g5OnJAx6g0kRjqLAYRkeqFLV0D6dQSgkJC8lc7kp3YmvzLJgtVRSmlZEaXWQopKcykozqagIJPCouym/YYXruKwiW5YT1PrZDl58mTy8vJYvnw5kydPZuHChc4LqVRERUUxcuRIXnzxRfR6ffk5U6ZMYe7cuXz22WeMHTu2XgJvxP1/a818+jeMybegCW0Fsp28jYs4/9V0wu/9AIVGh2yzYE1PxdR7LJrgFjjMReSs/ZjMZS8TNunta143b9Miig+sI+DmR1AFRGE+vovMb14ldMI/0IS0xF6ST84P7xIwbBoq31Ayvn4RbXQHvFt2AyD7x/fx6ze5WSfKy32cE8EtncbS5tByykpL8PLRcNavK8VROu4vWcSR/fGUKcKIUQTQw1uPMVsF2ZVcSCkheTmTn13twK4oo0yyYrGXUmorosSST3HphdmeBZkUFueI5OfhxJiu56lzy/Lmm29m/vz5lJWVsWnTJu677z6Ki4v54APn2rOSkhIWL17MU089xdy5c5tFsgwZ/VKF3wOGTePMu+Oxnj+KLqo9Cq2ekLGvVDjGf/D9pH/yOLaCDFTXKFBdfGAdpl6j8bqQ/NSdh1F6fBcF278h8E9PYstLR9J6o0/oC4AuOomyrFPQshvFB9cjKVV4t+ndAK/YfX2Xa+Js/BiGZa6mKNKHEF81LX/XElB8G62KvZBVMnZFGVadlZzQgvJuz6KSXAqLs8gvyKS4uPq9KT3N2kNH+X7/H9zYKpbhndtVesz+M2lsST3FubwCbHYHoSYDQ9q1pk3opSo9h9MzWbbrAEUWC+3CQ7ijaxIqpbM7u9Raxr9++pn7+/XAT+/VKK+rvogxS89T52Sp1WoJDQ0FYNy4caxbt47ly5eXJ8slS5aQmJjI3/72N8LCwjhx4gSxsbF1vS0STThbXsFhKQZAoTNUcUwJIKHQXvsY2VYGyorFmSWVBvMZ52QVlX8EcpkF6/lUlD7BWNMOY+gwCHtpIXmbPiPkztfq/mI80J4iHXd0iyT4rIb8VAfphbs4knOGomx3XdvRsE7l5LHt2CnCTMYqjzuWmUPrkECGdmiDl1rNjuOnmbd5B48O7EOEnwmHLPPZL3sY0LYlbUKD+GTLTn45doo+rWIB+G7f7/RqGe12iRLAYRdjlp6m3scsvby8KLts14e5c+cyYcIETCYTw4YNY/78+bz44ot1vk9TblleTpZlcv83B21kIpqg2MqPsVnJ27AAfWK/KrtIdS2SKdyxHF1UO1R+YZhP7KX0yC/IsvNbrFJnIPCWx8ha+U9kmxV9+wF4xXUha9XbGLvcii3/PBlLXwaHDVOfcejb3tAQL9mtqBUyq1suIavsNB95aXhkcyinO4wnV1ZiDLFh8CtCrcnFYc+itOAc+efPYLNaXB22y1jKbHy+bQ93dE3ip4NHqjz2yhbnsKS2HDh3ngPnMojwM1FssVJssdI7Pga1UklieAjnC5zrYI9n5XAmN5+Rye0b7LU0JLF0xPPUa7Lcvn07n3/+OQMHDgTgyJEjbNu2jWXLlgEwYcIEHn30UV544QUUirrNHHSTXEnOmg+xZpwgdPwblT4v221krngDZBn/IQ9VeS3/QVPI/uFdzs15EACVXxj6DoMo3v9T+THerXvj3fpSV6v51D7KMk/iP/gBzv1nCoF/egql3o+0Tx5HF9Uepd637i/STZnUNn6KWkDQ6f9xLq4nvyjO0uJGIyP/8zgR7W/kWNvRpKf7Ar5ACwBUehlThBkvfT4KRQ5lpekUZp+lKKd5tEKX7fqNhLBgWocEVpssr+SQZSw2G94aNQAGrQYfnZbD6Vm0DgnkeFYOXWMjsdkdLNv5G6O7JaFw0z0hZTEb1uPUea77ypUrMRgM6HQ6evXqRd++fXn33XcBZ6vypptuIjDQuR3PsGHDKC4u5qeffqrqkjWiUiqafOsyZ82HlB79hZA7X0PlE3jV87LdRua3s7DlpRM85uVqJ94ovU0Ej3ye6Me/JuLBeYTf9yEKjQ6VKaTS42VbGTmrP8D/poex5aYhO+zoojugDohE7R+BJe2Penmd7ihSZ2Fz2DsEnfsfAGal8wP8S9Pv7B7XGd2edSR++SA97OvxD7z8O6VEcZ4XWWdDyTidSG7WAGzyRIyhUwlrew/RSbcTmXgDAVEtUWm0LnhlDWf3qXOczStgWFKb6zp/wx/HsNrsdIwKA5xrUyf2SmbNwSO88eMGInxNdG8Rxf9+TyU+OBC1Usl7a7fw+vfr2XzkRD2+koanVNd9L8vJkycjSRKSJKFWq4mLi+PJJ5+kuLj4uq85Y8YMOnXqVOfYmqM6tyxTUlL44IMPUKvVhIeHo1Y7P3TsdjuffPIJ6enpqFSXbmO325k7dy5Dhgyp663RKBVYbE3vG5wsy+T+9CElh7cScudM1L6hVx9zMVHmniPkzpkovXxqfH1JpUFlDES22yj5Ywve1+hOzdvyJbq4LmhD47GeT4XLZujJDhs002+/HYzFfG2cjTbj0pcFi1IFF3rOZkbs5r1buhH83Q70m5bQUbGMgpvu4w9NMkX5lXevlVmU5J735cpWqG+kGZ13PgpFNtbS8xRln6EoJ6tBX19DyCsp5dvdB5jSrwdqpbL6E66w+9RZVh84wt03dMWou/QlokWQP9MGX3r/ZhYWsevkGR4bfCPvr9vKja1b0CY0iNk/biQuyJ9w35r/O3EltbZ+vihVN4GypmRZxl6Pk47KysrKP+ubizq3LPV6PfHx8cTExFT4461atYrCwkJ2797Nnj17yn+WLFnC8uXLyc6ubA5+7ejUtf9H2xhy1nxA0YH1BP7pKRQab+xFudiLcnGUOce6ZIedzOUzsaYfJfBPT4LDUX6MbL803pu18k1yNywo/91y7g9K/thCWV465tO/kbHk7yA7MPUYdVUM1syTlPy+Ed8bnBvmqvwjQVJQuHc1Jak7KMs+gyasVcP+IZqg/v65fKObgTanYqvaoqj4XprWYS+W7s7xMslhx/T9R3T7YRpJfqfQetf0fSdRlHuxFdqOvKwB2OS78Al7tGIrNDIOlabuLZGGdCY3nyKLlbfXbObpJat4eskqjmXmsPnICZ5esgqH49pLYfacOsdXO/YxsVdnWodc3cNykSzLLPl1P3/qmIiMzNm8ApIiwzDqtLQM8udYZt0/MxpLff33vDiBMioqinHjxjF+/HiWL1+OxWLh0UcfJTg4GJ1Oxw033MCOHTvKz1u/fj2SJPHjjz/StWtXtFotixYt4sUXX2Tv3r3lLdYFCxYAkJ+fz5QpUwgODsbHx4cBAwawd+/e8utdbJHOmzePuLg4tFotbry743VpsKIEc+fO5ZZbbqFjx44VHm/Xrh3Tpk3j008/ZerUqXW6h06tIL92e7I2iqLdqwA4/8XfKjweMGyac3ZqYRalR38BIG1+xc10Q+58DV10EgC2gkyQLn2fkW1W8jYtoiwvHYXGC6+4LgTc8sRVs2xlWSbnx/fwG/AXFBodAAq1loBh08hZ8wGyvQz/wQ+gMl77g8sT/Tn0PG9YXkZRePXOyZYrxtBtkoNpKaf4ICsGjp0EQLKUEvjN6/ibAjl/8zSO5ARgK6t969xqVmE1+3JVKzTCjE6fj0LKxnphLLQ4t2m0QuODA3nipr4VHlu8fS/BPgZS2ra85tji7lNnWbxjHxN6diYxvPLhgou2Hz+NXqOhXUQIJVbnl0a7wwEosTtkqsjHTU5DdcFfnED59NNPs3TpUhYuXEhMTAxvvPEGN910E0ePHsXf37/8+KeffprZs2cTFxeHTqfjiSee4IcffigfCjOZTMiyzC233IK/vz+rVq3CZDLx0UcfMXDgQA4fPlx+vaNHj/LVV1+xdOlSlNfRu+DuGiRZnj9/nu+++47PP//8quckSWLkyJHMnTu3HpJl0/wPFvPMyiqfV5lCqj0GIHTcrAq/66I7EH5f9d0vkiQROuEfVz3uHd8d7/ju1Z7viR6OOsGTea8ilVU+3nNlsgTIVpTw4u0GZsz3Q865tJZSkZ9F2OLnCYqI52y/BzmWrqPu1eUkivK8KMrzAkIB50xSnzAbelMham0ejrJMSgrOUZBxptF3tdCpVVctFdGolOg16vLHV+37nfxSM3f26AQ4E+UXv+xleOdEov19KSh1brisVirx0lTswis0W/jp4FH+b4Bzcpq3Rk2wj4FNR47TOiSIoxlZDEyIb+BXWX/UOl29X/PiBMqLQ18LFixg6NChAHz88cesWbOGuXPn8tRTT5Wf89JLLzF48ODy3w0GAyqVqny5H8D//vc/9u/fT0ZGBtoL3cezZ89m+fLlfP3110yZMgUAq9XKokWLCAq6tE62Oal1srzYbL/y/18uJCSkwvKRK73zzju1vW2ldKqmmSyFpuXlFgeYcP4NJMe135NmqfIRiQOaDOZPaMndH5UgWyouGVGdPUrM508Q1rYbJ5Inc+bam5lcN2cr1A/wo7wVapDx8y1F552PpMjGWnK+SbRCC8wWcksudfVsTT2FQ5b5ZtcBvtl1oPzxrrGRjO1escfp290H6dcmDpP3pSQztltHvty+h81HTtCvTUuiA3wb/DXUF613/VTJujiB0mazUVZWxvDhw3nkkUf4+uuv6dOnT/lxarWa7t27c+jQoQrnd+3atdp77Ny5k6KiIgICKpbaLC0tJTU1tfz3mJiYZpsowY1rwwLoNCJZClX7T/w2Bp95F4mq+/AsVUytXqVPJXZiEv3n7Kr0ec3vO2j9+w6iug/jaIvbyDzfwNVbZInCXG8Kc72BMMA5tmoML8Pgc2FdqC2Tkvxz5GecxV7WMK3Qh1J6Vfj9ygR45fNVmdCr81WPRQf48vTQ/tcVm6tpvfXVH1QDlU2gvDiWKF3xnpVl+arHLi87ei0Oh4OwsDDWr19/1XO+vr61upYnc+tkGaBv2pMiBNda1mo1yacX1OjYqpIlwPtB+4gd1Z3YpduveYzX9lV02L6KwoETOWy6kfycxt1vtaxUTW7pxVZoHABq44VW6MWx0JKLY6HuM1nGHWm96qdleXEC5eXi4+PRaDRs3ryZcePGAc7Zqb/++ivTpk2r8noajeaqWbHJycnlqxbqo7qap3LrZBlmqv9xAcH9aRUOfoj7mhanl9f4HItU/eyRp1vvYl6/zhg27K7yOOPaRSQrvyBv2MP8QSIlhS6s5iJLFOV6U1RJK9ToU4hKk4fDlnGhFXquwVqhzY2mnlqWldHr9Tz44IM89dRT+Pv7Ex0dzRtvvEFJSQn33ntvlefGxsZy/Phx9uzZQ2RkJEajkUGDBtGrVy9GjBjB66+/Tps2bTh37hyrVq1ixIgRNerKbQ5EshQ8irMqz3yCzqyr1XnmGh73aK8/mJPVCsWBqqvXSHYbfv/9F931PmQNncrhogis5qZTXLusVE1OqT/gT8VWaAle+gIksrCUONeFFuddPXtYqJqXseq6uXU1a9YsHA4HEydOpLCwkK5du/Ljjz/i5+dX5XmjRo1i2bJlpKSkkJeXx/z585k8eTKrVq3iueee45577iEzM5PQ0FD69u1LSEjVM5ibE0l248UyX+88w5NL9lZ/oNAsROosfB/8b4wZv9b63KeSh/JD7oHqDwRibb7841Mlctr5Gl/fHhhB2uBHOJrhg8PNNi3X6GzofQtQq/Owl2VQWpBGfsYZ7FVM4mvupi5a1uTXzgq149Yty3DRshQu6GAs5mtDxao8tWGuxdqPE6o8/jU2iqn/0SPXsPSYMusskV/8lZDYdpzuPYUTaSqqmXPUZFjNKqzpFVuhGqOMvkIr1DkWWiJaoXj5mESi9EBunSxDRbIUcFblmaN8DVXu2eu+hpXaLZTcrDtN7F2J3PafA1CLMmLqEweIOzGV8KQbOd7uTtLS3CRjXkGWJYpy9RTl6nGOhXYACXzCy9CbilCrcy5rhZ5tVq1QY0DzKvbRXLh1sgwzud8+d0L9uiM0ndctr1Ralac2zHLtxxM/9T1Ii7HJdPhsR/UHX0G3bxMJ+zYR02ckR8JvIjvTM7Z0spaqsZbPyG0JOFuhBr8S57pQsp2t0KwzlOR75qbZPoHNdy2iJ3PrZOmlUeLrrSavpPl8axUu+b+oEzxRRVWe2rBcR7IEeDl6N+/f3JXAH2o/Tgrg/fMykqRvKBhyH4e9ulGY53nvZVmWKMzRU5ijB8KBDqAAU0QZelMhKnUudqtzRm5BxlnsNvf+4mAMEMnSE7l1sgQI9dGJZNkMvRJ3gPHpVVflqQ1LHa4zrdN+5mcmot558LrOl2QZ048f01WziOxhj3C4LB5zsXsnjJqwlKixlFwcC73QCjU5MPiWoPMuALKc1YkyT1NSkOfCSGvHKFqWHsntk2WYScfv6YWuDkNoRB/Hb2NQDary1IbFcf3JySrZeWzgOf6dHYV84vR1X0eymglc/g/8fQLIGDqVw7lB2KzNaxs12aGgMMdAYY4BZysUUIIpworepwjVhbHQkvy0JtsKFWOWnsn9k6WvGLdsTr5p/SOdTy2s9+vWpWUJkKEs4uVReqbP80XOzavTtRQF2YQu/jtBYS04m/Iwqele9VCo3b1ZSjSXtUKdFW00JgdGvxK03vkgO1uhBZlnKHVxK1SMWXom90+WPmJGbHNQXpXn1PIGub7ZUffKNfs051k0oRUTPiyGepj9qUw7TvTnTxLaKpmT3e7h9LmqS/I1N7JDQUG2AbINQITzwYutUFMhKtWlsdD8jHM47I3TChVjlp7J7ZOlWD7i+a63Kk9tWOz1U+ZtheEILSZ2pM+8nfVyPQDNkV20OrKLqC5DSI0fyfmGLtTu5pyt0AAggIutUK2vA6NfKVqvvMtaoacpLcyv13urtToM/gHVHyi4HbdPli2DDdUfJLitSJ2FH4Lfw3Cu/pJPZaz1lCwB/hWyl+gR3Ylafu2i69dDt3M17XauJqb/OA4H9CcvW0xsqylnK1QP6ClvharAFGlF73OhFVqWQUle3VqhAZFRV+38IXgGt0+WiWE+qBQSNnfaRl2okSSfIpboZ6PNONyg97GodMj1XE7nyba7mH9DJ7w376nX6wIY1n9OZ+VX5N18P4eVSRQXNL1JLu7CUqzBUnxFK9TPgdH3wlioIwtrSfqFVmhBtdcLiIxp2IAFl3H7ZKlTK4kPNogZsR6mPqry1JRZXf9d+bIEj/Q5wpyslki/p1Z/Qi1Jdht+3/2bbl4GsodN5Y/iqHot1P7drwv5fucnFR4zevkx866vr3nOkXN7Wbb1A9JyT2DyDmRQpzHcmPin8ucPnfmVrza/Q2FpHkmxvRnX9wlUSjUApZYi3vjmIR655R/4G11bvFu2XzkW2hFU4HthLFSpysFuzaA47xwFmedwXFbBKTAq2mVxCw3L7ZMlQFKkSSRLD1JfVXlqyqJpmBnVhQoLz/6pkFm5QcjnMxvkHorSIoKWvkqAfyhpQ6ZyNMuE3VY/reQwv1geufUf5b9LkuKax2YVpPHB98/Su+0wJg34G8fSf2Px5ncw6Ex0juuLQ3awcO1MBnceS2JkN+aseZGfD31Hv/YjAFj+y8fckPgnlyfKqphLNJjLx0JbARdaoX4laHV5SGQT3CLBpTEKDefa73430iHS19UhCPXkkejjvFH8PIrSxivIbVE1XNHrVFUO/77TB8mrYZc4KXLSifjyb/Q5/A4twsuoj2EzhUKJj7d/+Y/Ry/eax24++F/8DMH8uc/DhPrF0DvhFnq2uZm1e78CoNicT5E5j76Jwwnzj6VDTC/Sc08CkJr+G6cyD5PSfmTdg25ksl1BQZaBzDORZJzpSGB0S1eHJDQQz0iWESZXhyDUg1fjfuPxrBeQykoa9b4WVcPOqF7vdZJVd7UGRcP/c1Od+p0Wn0+jd+YXRITVLWNm5p/l2UWjeeHz8cz76WWyCs5d89jj5w+SENmlwmOJUd04lXUYu92GQeeLj3cAh878itVmITV9PxEBcdjsZSze9DZj+05DoVDWKV5X0/tq8fYRu414Ko9IlglhRtRKMQPNnc1ptZVx52Yi1aGSzvVqyJblRfP9D3BoTOPtOK/9bTNtvniIntY1BAbXfrQlNrgtE1Oe4eFhs7iz7+MUlOTy5vJHKTJXvtSioDQHo1fFjYeNXn44HHaKzPlIksS9g6bzw65PefWre4gMiKdXm6Gs2fMFbSKS0Si1/HP5o7z05SQ2/Lb8el6yywVFN+yGz4JrecSYpValpHWIkQPnqp+tJjQtkiTzTfyPdDr9SfUHNxCzsnFaAy/E7uKjIV3wW92wy2Au571lOR2kbykcdDeHDT0pyK3ZcpN20T0q/N4iJJEZX0zkl8OrGZh0R+UnXdH3e3GG8cWlFC3DOvD0yPfLnz+fd5rth3/ir3/+iLdWTCOlwygSo7rx6lf3ER/WgYgA9+rSDIoSy9g8mUe0LME5yUdwL1qFg3Utv3JpogSwKBvvO+Ojyb9h69y4k0AkWcZnzTySv3uEjqZj6PS1f71atRfh/i3IzK98drKPlz+FJRXHmYtK81AolOi1PlcdL8syX2x8i9t7PYBDdnAm6yidW/TF6OVHq/AkjqTtq3WMriZalp7NY5JlhwhfV4cg1IKf2sbPsXOIPfOtq0PBolI33r0kO48PTkOKimi0e16ksFoI+PZNem78G4nBmag0Nf/nX2a3cj7vFCZv/0qfbxGSyO9nKraYD535lejA1igr+TKy9fdV6HU+JMX2Rr5Q+NZ+oQve7rAhO9yvGG5w7NVfCgTP4THJUrQs3Ue0l5lNoW8TeG69q0MBwKJo3NGIdGURs0YrkEyu+XBVFOYQ+tUMeu+dRavwEhSKq8f7l239kCPn9pJVkMaJ84eYu/pFzNYSerS+CYBvf5nDJ/+bVX78DYl/Iqcog6Vb3ic99yRbf/+erb9/z8COo6+6dmFpLj/s+ow7+jwMgLfWSKhvNOv2L+NY+gH+OLubFqHtGujVNwy/UG/0Jq2rwxAakEeMWQK0DjGiUSmw2tzvG2lzUl6VJ7Nhq/LUhrkRu2Ev2qlJ44uJrRn74WFw0TZTqvMnifr8KUJbduJkj3s5de7Sd+e84kzmr32VYnM+Bp2J2JBEnrj93fJ1kAUl2eQUZZQfH+gTxoNDX2Pp1vfZdGAFJn0Af+7zf3SO63vVfb/++d8M7DgaX/2lguMTUp5h0brXWf/bMgZ1HE1scNsGfOX1LzKh8ha34DkkWZY9pk7cbe9tZt+Z+i2MLNSfAQG5/EfxGqrChq/KUxuL2w/hleLfXXLvJ9M60X3Bry6595XMyYNIbT2K8+niC2dtDXuwAy06it1GPJnHdMMC9IwT1f6bqjFh6cxxTG9yiRLAXEVlmoY2O2wP527r5rL7X0636yfaffkgPeRN+AV4TKdTg5MUEhGt/ao/UHBrHpUsB7QNdnUIQiWmRh9jVlHjVuWpDWsjFAuoyhPt9mDuleTSGC6n3/Alnb55iGSv39D7iKRZneAYIxov8XfydB6VLLvG+GHyaryZjUL1Xo37jWlZMxq9Kk9tmF28pZIdmUf6HoNWLVwax+Ukhx3f7z+g2+rH6eB/Bq2Xe1fXaUhRYryyWfCoZKlSKujXWowbNBVzXViVpzYsTWD/wXyFmenDS5GCAl0dSgUKczFBy2bS85cXaBuSh1LtUR8Z9SKyreiCbQ487p0/MEF0xbqaJMl82/p7Bp5+F6me94lsCGapacT4hzqLD8f7Ink1bK3a66HMOU/44ufo8/vbxIVb6qVQuydQaZWExolla82BxyXL/q2DUVaybkxoHFqFg/UtF9Px1CJXh1JjVlcHcJm1XidYPTHhqtJxTYXq9B/Efv44fdIXERHu6mhcLzzehFLlcR+jQiU87r+yyVtNl2jRLeIKfmobW2I+JubMCleHUivmJtb6/ThgP0fuaBozZK9Fc2gbbT5/mF6l3xN0HYXaPUVkWzFe2Vx4XLIE0RXrCher8gSkbXB1KLVmoemtK3yu5S4KBia7Ooxqef2ykg5f3U831XZM/s1vcp2Y3NN8iGQp1FknnyJ+8p2JIXOXq0O5Lha56SVLgP/rdhB7UhtXh1Ejxp8W0nnF/9HJ5wjehubR0vQJ8iIwUuw00lx4ZLKMDzYSE+Dt6jCahQEBuSzVzECTe8TVoVw3i2x3dQiVMks2nrw5EynSPQYHFTYr/ivepvv6p2kXdB611iM/XsrFJ4sv5c2Jx76bU9qIN3JDGxOWzhz78yiLzrk6lDppqskS4KyygH+MViMZ3Wf7J0VRPiFLXqL37pm0CitG4aEbs8d3FZ8xzYnHJstBCSGuDsGjlVflMee6OpQ6MzfxdaDbtWf5emIMqNyre1OZcYqoL56mz/EPiQm3gwflTN8Qb4Ki3OcLjFB3Hpsse8T5Y9S514eLu3gtbn+Tr8pTGxZHmatDqNZi0+/sGtfZ1WFcF/WxfbT8/FF6535NWJhnfOS0TG7c4ifr169HkiTy8vIAWLBgAb6+vlWeM2PGDDp16tTgsTUXnvHOrYRaqeC2ju4x1uNO5rbawp3nZjX5qjy1YXaDZAkwK2I3529p2ktKqqLbs46ELx6kh309/oHu/UW2Vbfr67n68MMPMRqN2C7blq2oqAi1Ws2NN95Y4dhNmzYhSRKHDx+md+/epKWlYTLVXwGEEydOIElS+Y9GoyE+Pp5XXnkFD9qMqt54bLIEGNcj2tUheAxJkvm21fcMPP2eW1TlqQ2rmyRLgGlJe7D06ODqMOpEv2kJHZc9RLJuHwaT+yXNwCgDAeHXNws2JSWFoqIifv310rZsmzZtIjQ0lB07dlBScqm3Zv369YSHh9O6dWs0Gg2hoaFIDVCs4qeffiItLY0jR47w4osv8uqrrzJv3rx6v8/lrNamVAqkZjw6WbYLN5EUKUpR1VV5VZ7T7lOVpzYsdourQ6gxOzLT+p+EljHVHvteViaJf/xe4efGo1XPWv48N5dbjx+j8+E/GHbsGN/mV9wfdktxMUOPpdL9yGH+lnYO62UtkEK7naHHUjlXVv2XD8lhx/eHj+j2wzSS/E6h9XafQu1te4Zd97lt2rQhPDyc9evXlz+2fv16hg8fTsuWLdmyZUuFx1NSUsr//+XdsJWZNWsWISEhGI1G7r33Xsxmc41iCggIIDQ0lJiYGMaPH0/v3r3ZtaviMrD58+eTkJCATqejbdu2vP/++xWeP3v2LGPGjMHPz4+AgACGDx/OiRMnyp+fPHkyI0aMYObMmeVfANyNRydLgDu7i9ZlXbhrVZ7aMLtRsgTIVpTw4ogypIDqF8THazRsaBlf/vNt7LV3NvkyN5e3sjJ5OCCQFbEt+L/AQF4+f551RYUAOGSZp9POMcbXj8+iY9hvNvP1ZR/eb2ZmMsbXj3B1zYsTSJZSAr95nV4/P09CSC6qJl6oXaGQrrsL9qL+/fuzbt268t/XrVtH//796devX/njVquVrVu3lifL6nz11Ve88MILvPrqq/z666+EhYVdldBq4tdff2XXrl306NGj/LGPP/6Y5557jldffZVDhw7x2muvMX36dBYuXAhASUkJKSkpGAwGNm7cyObNmzEYDNx8880VWpBr167l0KFDrFmzhpUrV9Y6Nldzvz6QWrqtYzivrDxIsbXpLg9oqqK9zKwKfBdD2m5Xh9JgrEoNsht2Kx/QZDBvfEvu+agY2XLtZK+UJIJqOIt2RUEBo02+DPXxASBKo2GvuZS5OTmkGIzk2u3k2O3c6euLVqEgxWAg1eq8966SEg6YzUwPub5EosjPImzx8wRFxHO234McS9fRFGtFRCX64+2jqdM1+vfvz2OPPYbNZqO0tJTdu3fTt29f7HY777zzDgDbtm2jtLS0xsny7bff5p577uG+++4D4JVXXuGnn36qUeuyd+/eKBQKrFYrZWVlTJkyhbvuuqv8+Zdffpk333yTkSNHAtCiRQsOHjzIRx99xKRJk/jyyy9RKBTMmTOnvJt4/vz5+Pr6sn79eoYMGQKAXq9nzpw5aDR1+/u5StP+GlcP9FoVt3USE31q61JVHs9NlAAWtZerQ7hu3+tTWTexXZVF109ZrfQ7epTBx1J54txZTlcxVmSVHWiv2IRAK0nsKy2lTJbxVyoJUqr4uaQYs8PBzpJSWmu1WGWZl86f54XQEJR1HFNTnT1KzOdP0OfcAiLDm96XmDY9Q+t8jZSUFIqLi9mxYwebNm2idevWBAcH069fP3bs2EFxcTHr168nOjqauLi4Gl3z0KFD9OrVq8JjV/5+LYsXL2bPnj3s3buXxYsX8+233/LXv/4VgMzMTE6fPs29996LwWAo/3nllVdITU0FYOfOnRw9ehSj0Vj+vL+/P2azufwYgA4dOrhtooRm0LIEZ1fsF9tPuzoMtzEwIIf/SK+hzHXvYgM1YVE3ve2wauP9oH1Ej+pG3Nfbr3ouSefFzLAwYjUasmx2PsrOYtypk/y3RRy+yqvHCPvoDXydl8dAg5FErZYDFjPf5OdjA/LsdoJUKv4ZHs7rmRnMzMigr17PSJMvH2dn01PvjVZSMP7kSXLtdsb7+THe7/o3NND8voPWv+8gqvswUlvcRsZ51/cM6X21xHWu+5KR+Ph4IiMjWbduHbm5ufTr1w+A0NBQWrRowc8//8y6desYMGBAne9VE1FRUcTHxwOQkJDAsWPHmD59OjNmzMDhcDbvP/744wpdswDKC+8hh8NBly5d+Oyzz666dlDQpb+XXq9vqJfQKJpFskyK9KV9hA+/nS1wdShN3tiwNF4rfcUjig3UhFmtdXUIdfbXVruY278zxvUVewH6Gi7N2GythU5eXtx0LJXl+flM9r96vPPBgACybDbuPHkCGQhQqRhhMjE3J6e8C6qLtzdfxcSWn3PCamVFQT5LY1tw16mT3OXnzw16PcNPHKerlxdtdHX7MuK1fRXtt6+icMAEDvv2JT/HdTOXO/SPQKmsn864lJQU1q9fT25uLk899VT54/369ePHH39k27Zt3H333TW+XkJCAtu2bavQfbpt27brik2pVGKz2bBarYSEhBAREcGxY8cYP358pccnJyezePFigoOD8bnQhe+JPL4b9qKx3cREn+pMiz7GzKLpzSZRAlhU7p8sAR7p8TuOdq2qPMZboaC1VsvJa3TF6hQKXg0LY2frNqyJa8nauJZEqNToFQr8KmmJyrLMC+lpPB0cjCzLHLJYGGI0EqBS0dXLmx2l9Ve0wvi/T0n+9iE6G/7A29j43/FVWiXtboyot+ulpKSwefNm9uzZU96yBGey/PjjjzGbzTUerwSYOnUq8+bNY968eRw+fJgXXniBAwcO1Ojc7Oxs0tPTOXPmDN9//z3/+te/SElJKU98M2bMYObMmfzrX//i8OHD7N+/n/nz5/PPf/4TgPHjxxMYGMjw4cPZtGkTx48fZ8OGDUydOpUzZ87U4q/StDWbZDmicwTeGveZnt7YZsbtZ6oHVeWpKYvKfcdQLleiKOOZYblIYdeeYGN1ODhmtVY74UctSYSq1SgliVWFBfTXG1BUMha5ND8fX6WSAQYjFztJbReWktiQcdTzkKNkt+G38h26/+8p2gemo9E13r/ntj1D0enrbwuylJQUSktLiY+PJ+SySVH9+vWjsLCQli1bEhUVVePrjRkzhr///e8888wzdOnShZMnT/Lggw/W6NxBgwYRFhZGbGwsU6ZMYdiwYSxevLj8+fvuu485c+awYMECOnToQL9+/ViwYAEtWjhnVnt7e7Nx40aio6MZOXIkCQkJ3HPPPZSWlnpUS1OSm1Gphme+3sfiX8XY5ZXmtdpCyul/e1yxgZrYHdWZu1TZrg6j3vQxRzHt4wzkomLeyMggxWAgTKUi2+4cs9xRWsry2BZEqNX8MzODDJuNWWHOCXAnrFb2lZaS5OVFgd3OwtwcthQX83VsLBHqil8qsm02xpw8wWfRMYRcWCpy6/FjDDX60Eev577Tp5kXFUWSV8NNoLIHRpA26BGOZvrgsDfge1eC8TN64hsidjJqzppNyxLgTlHRpwJJklnR6nsGeGBVnpoyqzxrw+KfdadZPjEOlErO28p48tw5hh0/xtRzZ1FLEl9ExxBxIbll2WykXVZAwC7LLMjNYeSJ49x35jQWWebzmJirEiXAzIzz3O0fUJ4oAV4LDeP7wgIePHOae/z9GzRRAiizzhL55V/pk/pvYsNtDVaoPbZ9gEiUQvNqWQKM/mgr24/nuDoMl/NS2vmxxVdEn/mvq0NxqfXxN/CI/ZSrw6h3z5/qTNJnO1wdRqMyJ93I8XZ3kpZWvx9pwx/rTGSb65/ZK3iGZtWyBHhskPuVWapvfmobm6M/bvaJEsCs8Mxx7Feid5M1tKurw2hUun2bSPjiIXqW/URAUP1MAgqINIhEKQDNMFn2ahlAz7jqy4R5qlgvM5tD/0lA2kZXh9IkWJWeu3pqWsf9lHVt5+owGp33z9+Q9PUDdNHuwehbt272TgNrPslG8GzNLlkCPD64jatDcIlkUxGrTa+hz9zj6lCaDLPCc/8JWCU7jw04i9Si+Y3VS7KM6ceP6brqUZJ8T6DT1/5LkbePps51YAXP4bmfFFXo3sKfPvEBrg6jUQ0MyGGJegaavKOuDqVJsXhoN+xFGcoiXhppQ/LzdXUoLiFZzQQu/wc9Nz1LYnA2Kk3NP/KSBkSiVDXLj0ihEs32ndCcxi7HhaXxsf15lEWeX76utiyKBppC2YTs12SwcEIokhvX5awrRUE2oV/9nT773yA+rBRFNf/dvXw0JKWILljhkmabLLvG+nNjq0BXh9HgHos+xquFz6Mw57k6lCbJIjWPfwIrDUfZNMG9N42uD8q040R/8SS9T88hqopC7V2HxqDWenavg1A7zeOT4hoeG+zZrctZcft5NGsGkq3U1aE0WRbPb1iWeydkL6du7+7qMJoEzZFdtPr8/+hd+C0hIRWTotFfV6+l7QTP0KyTZXK0H/1a130XgaZoXqufGXtuJpLD5upQmjRzQ61kb6KearOL4hs7uTqMJkO3czXtFj9Ad37GN8A5c7bbrbFirFK4SrN/R3ha61KSZP7behUDTv/b1aG4BYvUrGpyIEvwaO8jyAktXR1Kk2JY/zmdlz9Ez6iztOkZ5upwhCao2SfLTlG+DGgb7Oow6oWX0s7Gll/Q4dSnrg7FbZibYZm/QoWFv91agBTiGe/7+iLZbbTuHVnt5B+heWr2yRKcM2PruMG7ywVoytgc/TFRZ1a6OhS3Ym2GyRLgmCqX9+40InmLmqcX6Xv3wliLbbGE5kUkS6BDpIkxXd13mnisl5mNIW+JqjzXwSzbqz/IQ23wOsl3d7UCDy7MUGMKBcHPPOPqKIQmTPwrueBvQxMINLjfOjRRladuLM04WQIs8DvAwTHNq4ZsZUwjb0fXpnlW9hJqRiTLC0zeap67JcHVYdTK4MAclqhfEFV56qC5J0uAGbG7yBnSfBOmwtub4KlTXR2G0MR5bhXp63B750iW7jzL5qNZrg6lWuPDzvFy6SuNUmxg40kb/9hiZec5O2lFMt+M8WJEW+c0+zK7zPP/s7DqqI1juQ5MWolBcSpmDdISbrz2d7H+C4rZcPLqRDWslYrvxjnH0T7bV8Zf15optsrc21nDP4boyo87kedgyKISfp2ix0d7/QPOIlk6TU3ez/zMBFS7D7k6lEYXMGUKqiDPXEIm1B/RsrzCKyPao23ia6weiz7GK4XTG60qT7FVpmOIgveG6a56rqQMdqXbmd5Xy64pepaN8eJwtoPbviip8prLxniT9oSh/Oe3B/UoJbgj0fn9LavEwX3/LWX2YB0/TtCzcG8Z3x2+tFHxg9+VMmuQtk6JEsDiKKv+oGbAItl5fHAaUnTzWoyvTUwg4L57XR2G4AaadlZwgdhAPQ+nxLs6jGtyRVWeoa3UvDJAx8iEq7c7Mukk1kzUM7qdmjaBSnpGqnh3qI6daQ5O5TuueU1/L4lQg6L8Z80xG95quCPReY9juTImrcSY9mq6RShJaaHkYKbzep/vL0OjlCqNp7bMIlmWS1cWMesOBZLJx9WhNA61mvCZM5FUooNNqJ54l1TigX4tWbH3HEczilwdSgXzW/1MihsUG8i3yEiAr67mrb65u8sY216NXuM8p5W/gpIymd1pdmJ8Few4a+eeThpySmX+vs7Mukn6eonVYrfW+NjiP4rJWpVF6clSbHk2oh+JxqfLpcSS/2s+uetzKT1Rir3ITssXW+IV41XlNY/NPEbJH1e3wg1JBmIfjwUgb0se6V+nI1tk/G70I3RsaPlx1kwrJ2afoOWMlii96l7LdKcmjS8mtmbsh4fB5tnVnwIffEBM6hFqTLQsK6FRKXh1RPsms/ZSkmT+2+o7t0iUZpvMX38yM66DusZdpNvP2vktw8F9yZdmI/t5SSwc4cVdy0vp/nERd3VUc1O8iidXm3mku4bjeQ46f1RE+/eL+Prg9bcOa9MN67A40EXrCJtQeYUXh8WBdytvQu6o+R6I0Y9E0+btNuU/8a/GgwJM3UwA2AptnJ1/lrAxYcQ8EUPuz7kU7iksP//cJ+cIuSOkXhLlRcuMh/llQqd6u15TpGvXjsApU1wdhuBGRMvyGnrEBfDn5EiW7Dzj0ji8lHZWt1hM1OmmX2ygzC4z9utSHDK8f8vV45vXMneXlfbBCrpHVPzAvz1Bze2XdbWuP2Fjf4ad94bpiH+niC9GeRFqkOg+p5i+MUqC9bX/7mexW2p8rDHJiDHJCMBpTl/1vF8fP8DZ2qsplaHiP8H8X/JRaBSYupvKr6X0UmLq4fxdn6DHfM6MsZORvK15SCoJU1dTje9XU2+G7eGt4d2I+HZHvV/b1SS1mrCZr4nuV6FWRMuyCs/dkkCA3nVrL92pKk+ZXWb016Ucz3OwZqJ3jVuVJWUyXx4o477OVY8/WmwyD31n5qNbvTia48DmgH6xKtoEKmkdoOCXM7Wf1VqmUGNvYrNhczflYuphQqF1/tPUhmhxWB3Ort8iG6XHS9FF6bAV2cj4JuOardz68GTiHkp7JzXY9V0l8OGH0LX2rJrQQsMTybIKvt4anh3mmrWXcd7uU5XnYqI8ku3gp4neBHjX/G311YEyLDaYkFR1snx5o4Wh8SqSw5TYHWBzXCpTV2YH+3VUrbNoqh5PbGwlx0qwnLHg18+v/DGlXknkXyI58/EZjr10DN/evhg7GElfnI7/IH/Ksso4+vejHHnuCPk78us1Hjsyj954DFq3qNfrupKuXTsC7rvP1WEIbkj0Q1RjVJdIfjp0nu9/S2+0eyabivjS63U0mamNds+qFFlljuZcmtl6PNfBnnQ7/l4S4UaJPy8pZVeanZV3emOXIb3Ieay/l4RG6Wxh3vVNKRFGiZmDKnbPzt1dxoi2qioT7IEMO4sP2Nhzv3NST9tABQpJYu4uK6EGid+zHHQLr/2YnVmlrfU5DSl3Yy7aSC3ecRXrtfp08akwkajoUBGWMxbCJ4Rz+JnDRD0QhcqkIvWlVPRt9Kh86u+fdb7CzHPDS3htQSByZtNff1wV0f0q1IV419TA639O4mBaASezq147WB+GBObwAa+izEtr8HvV1K/n7KQsvPTaH19tASxM6qhmRn8tK/5wzprs9FFxhfPWTfKmf6zzLXYq34FCqpgQD2fb2XzKzuoJ1y7mLcsyU1aaeesmbflMWS+1xIIROh5eZcZig/eG6YjwqX0niVXddFqWDouD/F/yCb696p1AHGUO0halETklEmuGFdkuo2/r/BKhDdVSklqCT+f6XfpxRJXNh+NjeeCjIuRSc71euzEFPvyw6H4VrptIljXgo1Pz73HJjPxgC1bbtdcO1lVjVuWpjf6xKuQXrv0BXNVzF62ffPVSj9YBymrPlSSJn++5+txbW6u5tXXd1lma1Rqg5pNxGlL+9nzkMhnf3r5VHpe5IhNDBwNesV6UniyFy96Osk2u8Ht9Wut1ghYT2zPk470gu99OLbr27Qn4i+h+Fa6fGLOsofYRJqbfmthg138iJrVRq/IIYFHWbvKW3Wyn9GSpM0kB1iwrpSdLsWY7E66tyEbpyVIs55wzbK3pzufL8i4tTznznzOkL7m6Sz93Uy4+yT5XzY69nPmsmfzt+YSMdC5N0YZpQYKcDTkU7inEkmbBK67hWstzAn7j8B3dGuz6DUXSaAifNRNJWX/La4TmR7Qsa2Fizxh2HM9hxd5z9Xrd1+P2MTrtH0hNbGamp7OoapcsS4+XcuL1E+W/p3/hTHq+fXyJ/EskhbsLOTv3bPnzpz9wLi8JGh5EyO3OBGfNtsIVE4Ut6RZKDpcQ+2TsNe8tyzLn5p8j9M7Q8pmyCo2CiPsiSFuUhlwmEzYxDLVf3asaVeX5lrv4eFAXTD/tbND71KfgZ55GG990q3IJ7kGSZTfsU3GhYouNP723mWOZxdUfXAMLWm2m/+n36+VaQu380qIb93He1WG4HZ2sYv73MSj3/uHqUKplGjGC8FkzXR2G4AFEN2wt6bUq3h+fjE5dtz+dJMmsbPWdSJQuZFE0bCvMU5klG0/elIkUGe7qUKqkTUwg9MUZrg5D8BAiWV6HtqE+vHRb++s+30tpZ2PLz2l/+rN6jEqoLbNYQnDdzioL+MdoNZLR6OpQKqU0mYh8510U2qa1PEhwXyJZXqfR3aIYlRxZ6/MCNGX8HP0fos581wBRCbVhUYhkWRfbtWdZclcMNLUvHQoF4W++iSayeW03JjQskSzr4JUR7WkdYqjx8Rer8vinbWrAqISasijE7Mi6+srnd3aO6+zqMCoImjoVww19XB2G4GFEsqwDL42S98cnY9RW/8062VTIDz6vos/c0/CBCTUikmX9eD1iN+m3No0lJabhtxF4v9hNRKh/IlnWUXywkfcnJKNWXrtw+JDAHJaoXkCT1zTK1wlO5qayB5sHeKzDHiw9O7g0Bq/OnQl9+WWXxiB4LpEs68GNrYKYNbLy3Rkmhp/lo7LnUBY3Xm1ZoWYsCvH2ry92ZB7tdwLiY11yf3V4OJHvvYtC47pdggTPJj4t6smoLpE8Mbhi3cknolN5qeDvSJb63Q1CqB9m0bCsV7mKUmaMsCAF+DfqfRV6PZEffoAqIKBR7+vOJEli+fLlrg7DrYhkWY8eGdiKO7tHAfBGy738X+YMJFupi6MSrsV6ZSkdoc4OqjOZOz4IqbGWbCiVhL85u84F0jMyMrj//vuJjo5Gq9USGhrKTTfdxNatW8uPcacEU1paip+fH/7+/pSWis+g+iCSZT17ZUQHvuiTzuizr4vydU2cWRLFqxrCD/pU1t6VCA09JqxUEv766xj796/zpUaNGsXevXtZuHAhhw8fZsWKFfTv35+cnJxaXaesrKz6gxrB0qVLad++PYmJiSxbtszV4XgEkSzrmVIh0evmcRAjpq43dRZEsmwoHwbu59ioBpwhq1AQ/tqrmG69pc6XysvLY/Pmzbz++uukpKQQExND9+7d+dvf/sYttzivHxsbC8Dtt9+OJEnlv8+YMYNOnToxb9484uLi0Gq1yLLMqVOnGD58OAaDAR8fH0aPHs3585dKK148b9GiRcTGxmIymRg7diyFhYXlxxQWFjJ+/Hj0ej1hYWG89dZb9O/fn2nTplX7mubOncuECROYMGECc+fOrfb4s2fPMmbMGPz8/AgICGD48OGcOHGixn/D5kAky4ag9oI7v4SwTq6ORKiCpaH2sxIA+GurXRT2b4A1mJJE2MsvYxo+vF4uZzAYMBgMLF++HIvFUukxO3bsAGD+/PmkpaWV/w5w9OhRvvrqK5YuXcqePXsAGDFiBDk5OWzYsIE1a9aQmprKmDFjKlwzNTWV5cuXs3LlSlauXMmGDRuYNWtW+fOPP/44P//8MytWrGDNmjVs2rSJXbt2Vft6UlNT2bp1K6NHj2b06NFs2bKFY8eOXfP4kpISUlJSMBgMbNy4kc2bN2MwGLj55puxWpvGFnZNgUiWDUXnAxO/gaC2ro5EuAaL2EOgwT3S43cc7etxw2VJIvTFGfiOGllvl1SpVCxYsICFCxfi6+tLnz59ePbZZ9m3b1/5MUFBQQD4+voSGhpa/juA1Wpl0aJFdO7cmaSkJH766Sf27dvH559/TpcuXejRoweLFi1iw4YNFZKsw+FgwYIFtG/fnhtvvJGJEyeydu1awNmqXLhwIbNnz2bgwIG0b9+e+fPnY7dXP7Qzb948hg4dWj5mefPNNzNv3rxrHv/ll1+iUCiYM2cOHTp0ICEhgfnz53Pq1CnWr19f2z+nxxLJsiF5+8PE5eAb4+pIhEpYxJhygytRlPHM0Byk8NB6uV7I9OfxGz26Xq51uVGjRnHu3DlWrFjBTTfdxPr160lOTmbBggXVnhsTE1MheR46dIioqCiioqLKH0tMTMTX15dDhw6VPxYbG4vxstq6YWFhZGRkAHDs2DHKysro3r17+fMmk4k2bdpUGYvdbmfhwoVMmDCh/LEJEyawcOHCaybanTt3cvToUYxGY3kr29/fH7PZTGqqWBt+URMr6uiBfMLgrm9h/lAoTHN1NMJlzCJZNoqTqjzeGhPFYx/rkYuuf2u7kGefxX/cuHqMrCKdTsfgwYMZPHgwf//737nvvvt44YUXmDx5cpXn6fX6Cr/LsoxUyeSmKx9XqyvueiNJEg6Ho/zYi49deY2q/Pjjj+Xjj5ez2+2sXr2aoUOHXnWOw+GgS5cufPbZ1Rs7XP4loLkTLcvG4N8CJn8HfrGujkS4jEW2uTqEZmOL7jTf3BUHyusrMRj8zDP43zWxnqOqWmJiIsXFl5K7Wq2uUTdoYmIip06d4vTp0+WPHTx4kPz8fBISEmp075YtW6JWq9m+fXv5YwUFBRw5cqTK8+bOncvYsWPZs2dPhZ/x48dfc6JPcnIyR44cITg4mPj4+Ao/JpOpRvE2ByJZNpaAlnDvGgitvNKP0PjMjqYxzb+5+Nx0iL13Jtf6vKAnHifg7sn1H9AF2dnZDBgwgE8//ZR9+/Zx/PhxlixZwhtvvMHwyyYRxcbGsnbtWtLT08nNzb3m9QYNGkRSUhLjx49n165dbN++nbvuuot+/frRtWvXGsVkNBqZNGkSTz31FOvWrePAgQPcc889KBSKSlutAJmZmfz3v/9l0qRJtG/fvsLPpEmTWLFiBZmZmVedN378eAIDAxk+fDibNm3i+PHjbNiwgalTp3LmzJkaxdsciGTZmAzBcPcqaNHP1ZEIgNUhWpaN7dWo3WQOq/mSkqCpjxL4l780YETO2bA9evTgrbfeom/fvrRv357p06fzl7/8hffee6/8uDfffJM1a9YQFRVF587XnuV7sXiBn58fffv2ZdCgQcTFxbF48eJaxfXPf/6TXr16ceuttzJo0CD69OlDQkICOp2u0uM/+eQT9Ho9AwcOvOq5lJQUjEYjixYtuuo5b29vNm7cSHR0NCNHjiQhIYF77rmH0tJSfHx8ahWzJ5Pk6jrBhfpns8LyB+C3pa6OpFnr17YjOZZrtxCEhqGSFSxY2wrNjgNVHhf4yP8R9PDDjRRV01dcXExERARvvvkm9957r6vDaXZEy9IVVBoYNRd6PuTqSJo1i73yNXVCw7JJDqYNOANx0ZUfoFIR+vJLzT5R7t69my+++ILU1FR27drF+PHjASp0DQuNRyRLV5EkuHkmDHoRRI1Sl7DYxYJrV8lSFPPy7TYkP98Kjyv0eqI++AC/O+5wTWBNzOzZs+nYsSODBg2iuLiYTZs2ERgY6OqwmiXRDdsU7PkCVvwfiDG0RmOXlHSKjXB1GM3erUXxTProGLLViiokhKiPPkTXVhTyEJoekSybiiM/wVd3Qdn1r0MTaq5Ea6BHeONuJSVU7pGMjgzaXETURx+iDq2f4gWCUN9EN2xT0WoQTP4veIsulsZgVlU+o1BofHuTTYQv/lQkSqFJE8myKYnoAveuFuXxGoFFLZJlU3Bv+3t5d8C76HQGV4ciCFUSybKpCWgJ92+Atre6OhKPZlE30ubEQqV0Sh2v3/g607pMQyGJjyGh6RPv0qbIyw/GfgZD/wFK8aHeECzi7+oyId4hLBi6gGFxw1wdiiDUmEiWTVmPKfCXtRDQytWReBzzFUWshcbRPbQ7X976Je0C2rk6FEGoFZEsm7rQDs5u2Y4Nt9tCc2RRalwdQrOiUWh4suuTzBkyh0AvMYlNcD8iWboDjR5u/wBu/w9oxESI+mBWit3pGktrv9Z8eeuXTGo36ZpFwAWhqRPJ0p10HAP3b4Swjq6OxO1ZRbJscApJwd3t7ubLW76klZ8YShDcm0iW7iagJdz7E/R40NWRuDWzQoxZNqQwfRhzhszh8a6Po1aKv7Xg/kSydEcqDQydBXd+CV6iCs31sCjFW7+h/CnuTyy9bSndQmu+FZcgNHXiE8OdtRkKD/4Mcf1dHYnbMSuUrg7B45i0Jmb3m81rN76GUWN0dTiCUK9EsnR3PuFw17dwx0IwRbk6GrdhFQvh61WvsF4su20ZN8Xe5OpQBKFBiFkOnqLdCGg1BDa/BVveAZvZ1RE1aWaFSJb1IUAXwCOdH2Fkq5Fipqvg0USy9CQabxjwHHQaBz8+C3+scnVETZZFfK7XiUahYULiBKYkTUGv1rs6HEFocCJZeiL/FnDnF85tv354BrKPujqiJsfi6gDc2OCYwTze5XEijZGuDkUQGo1Ilp6s1SBosRW2vQ8b/wHWIldH1GSIlmXtJfgn8Ez3Z+gS0sXVoQhCoxPJ0tOpNHDDNEgaA2umw/4lro6oSRAty5oL8grikc6PMDx+uNghRGi2RLJsLnzCYNQc6HoPrHoazu93dUQuZcbh6hCaPK1Sy12Jd3Ffh/vwVnu7OhxBcCmRLJubmN7Owuz7l8CmNyHrsKsjcgmLLJJlVW6OvZnHuzxOmCHM1aEIQpMgkmVzpFBCx7HQYTQc+hY2vtnsWppm2e7qEJoctULNsBbDmNRukqjlKghXEMmyOVMooN3tzp8/voeNs+Hsr66OqlFYRTdsOaPGyOjWoxmfMJ4g7yBXhyMITZJIloJTm6HOn2PrYcu7cHQtILs6qgZjdthcHYLLRRgimJAwgZGtRooxSUGohkiWQkVx/Z0/Gb87l5zsW+yR1YAscvNNlu0C2jG53WQGxwxGKWrkCkKNSLIse27zQai74iz4dR5s/xiKM1wdTb25uV1XzpZ4zuupjoRE38i+TGo3SewGIgjXQSRLoWZsFjiwHPZ/5eyqdfNuzJS2nciy5Lg6jAZn1BgZGjuU8YnjiTPFuTocQXBbIlkKtVecBQeXw2/L4OQW3HFss3frRArLPLOikUqh4saIG/lTyz/RL7IfGqXG1SEJgtsTyVKom/yzcGAZ7P8a0va4OpoaS27ZkjJHmavDqFdJgUnc2vJWhsYOxVfn6+pwBMGjiGQp1J/sVPhtqTNxZv3h6miuySEp6Bjr/kXAJSQ6BHZgSOwQBscMJtwQ7uqQBMFjiWQpNIz0/c7E+dtSyDvl6mgqKNF40yMi0NVhXBcJiU7BnRgcM5jBMYMJ1Ye6OiRBaBZEshQa3rndcOJnOLXV+VOS7dJw8rz9uTHE4NIYakpCorVfa7qEdKFraFe6hHTBX+fv6rAEodkRybIRZWRkMH36dL7//nvOnz+Pn58fHTt2ZMaMGfTq1QtJkvjmm28YMWJEvd53/fr1pKSkkJubi6+vb71eu9Zk2VmP9uQWZ+I8uQXyTzdqCOm+EQz2a5rrCxWSgjZ+bega2pWuIc7kaNKaXB2WIDR7oihBIxo1ahRlZWUsXLiQuLg4zp8/z9q1a8nJ8fwlDOUkCYLaOH+63u18LO/0pcR5aitk/kFDzrC1qLRA01j6opJUJAQk0DWkK11Du9I5uDNGjdHVYQmCcAXRsmwkeXl5+Pn5sX79evr163fV87GxsZw8ebL895iYGE6cOAHABx98wOzZszl9+jQtWrTg+eefZ+LEiQCcOHGCFi1asHv3bjp16lThXuvWrSM2NpYWLVpUuNekSZNYsGBBg7zOelGSc6HLdpszceYed4571lMloT9C2vJn75J6uVZNSUiE6kOJ9YklxieGWFMscaY4OgZ1FKXmBMENiJZlIzEYDBgMBpYvX07Pnj3RarUVnt+xYwfBwcHMnz+fm2++GaXS2U34zTffMHXqVN5++20GDRrEypUrufvuu4mMjCQlJaXa+0ZFRbF06VJGjRrFH3/8gY+PD15eXg3yGuuNtz+0vcX5c5EsQ8E5Z+LMPQE5F/4397jz/5fWvHVuVWuAhkmWRo2RFj4tyhNijE9MeYLUqXQNck9BEBqeSJaNRKVSsWDBAv7yl7/w4YcfkpycTL9+/Rg7dixJSUkEBTl3e/D19SU09NIMx9mzZzN58mQeeughAB5//HG2bdvG7Nmza5QslUol/v7OCSHBwcGuH7O8XpIEpgjnT+wNVz9vLqiYSPPPgKUQrEWX/W8RWIso05nQUorNYcN+ja26tEotBrUBo8aIXq3HoDFgVBsxaAwY1Iby/zVqjBjUBgK9AonxiSHAK6Bh/w6CILiESJaNaNSoUdxyyy1s2rSJrVu38sMPP/DGG28wZ84cJk+eXOk5hw4dYsqUKRUe69OnD//6178aIWI3ovOBsI7On2okAxc3IpNlGZtsw+Zw/jhkB94qb9RKdYOG604ac4JYQ01yE4S6Urg6gOZGp9MxePBg/v73v7NlyxYmT57MCy+8UOU5kiRV+F2W5fLHFApF+WMXlZV5VmWahiRJEmqFGi+VF0aNEZPW5HGJcvLkyUiS5HytajVxcXE8+eSTFBcXN3ospaWl+Pn54e/vT2lpaaPfXxCul0iWLpaYmFj+oaVWq7HbK3YLJiQksHnz5gqPbdmyhYSEBIDy7tu0tLTy5/fs2VPheI3GWRv0ymsLzcfNN99MWloax44d45VXXuH999/nySefbPQ4li5dSvv27UlMTGTZsmWNfn9BuF4iWTaS7OxsBgwYwKeffsq+ffs4fvw4S5Ys4Y033mD48OGAc0bs2rVrSU9PJzc3F4CnnnqKBQsW8OGHH3LkyBH++c9/smzZsvIPOi8vL3r27MmsWbM4ePAgGzdu5Pnnn69w75iYGCRJYuXKlWRmZlJU5JkFxIVr02q1hIaGEhUVxbhx4xg/fjzLly8H4NNPP6Vr164YjUZCQ0MZN24cGRlVb1+2ZcsW+vbti5eXF1FRUTz66KM1aqnOnTuXCRMmMGHCBObOnVvt8WfPnmXMmDH4+fkREBDA8OHDy2eJC0KjkoVGYTab5b/+9a9ycnKybDKZZG9vb7lNmzby888/L5eUlMiyLMsrVqyQ4+PjZZVKJcfExJSf+/7778txcXGyWq2WW7duLX/yyScVrn3w4EG5Z8+espeXl9ypUyd59erVMiCvW7eu/JiXXnpJDg0NlSVJkidNmtQIr1hoKiZNmiQPHz68wmOPPPKIHBAQIMuyLM+dO1detWqVnJqaKm/dulXu2bOnPHTo0PJj161bJwNybm6uLMuyvG/fPtlgMMhvvfWWfPjwYfnnn3+WO3fuLE+ePLnKOI4ePSprtVo5JydHzs7OlrVarZyamlrhGED+5ptvZFmW5eLiYrlVq1byPffcI+/bt08+ePCgPG7cOLlNmzayxWKp2x9FEGpJJEtB8HBXJstffvlFDggIkEePHl3p8du3b5cBubCwUJblq5PlxIkT5SlTplQ4Z9OmTbJCoZBLS0uvGcezzz4rjxgxovz34cOHy88991yFYy5PlnPnzpXbtGkjOxyO8uctFovs5eUl//jjj9W+bkGoT6IbVhCagZUrV2IwGNDpdPTq1Yu+ffvy7rvvArB7926GDx9OTEwMRqOR/v37A3DqVOUF8Hfu3MmCBQvK1w4bDAZuuukmHA4Hx48fr/Qcu93OwoULmTBhQvljEyZMYOHChdccS9+5cydHjx7FaDSW38ff3x+z2Uxqamod/hqCUHti6YggNAMpKSl88MEHqNVqwsPDUaudM36Li4sZMmQIQ4YM4dNPPyUoKIhTp05x0003YbVaK72Ww+Hg/vvv59FHH73quejo6ErP+fHHH8vHHy9nt9tZvXo1Q4cOrfQ+Xbp04bPPPrvquYsT2wShsYhkKQjNgF6vJz4+/qrHf//9d7Kyspg1axZRUVEA/Prrr1cdd7nk5GQOHDhQ6fWuZe7cuYwdO5bnnnuuwuOzZs1i7ty5lSbL5ORkFi9eTHBwMD4+PjW+lyA0BNENKwjNWHR0NBqNhnfffZdjx46xYsUKXn755SrPeeaZZ9i6dSsPP/wwe/bs4ciRI6xYsYJHHnmk0uMzMzP573//y6RJk2jfvn2Fn0mTJrFixQoyMzOvOm/8+PEEBgYyfPhwNm3axPHjx9mwYQNTp07lzJkz9fL6BaGmRLIUhGYsKCiIBQsWsGTJEhITE5k1axazZ8+u8pykpCQ2bNjAkSNHuPHGG+ncuTPTp08nLCys0uM/+eQT9Ho9AwcOvOq5lJQUjEYjixYtuuo5b29vNm7cSHR0NCNHjiQhIYF77rmH0tJS0dIUGp3YdUQQBEEQqiFaloIgCIJQDZEsBUEQBKEaIlkKgiAIQjVEshQEQRCEaohkKQiCIAjVEMlSEARBEKohkqUgCIIgVEMkS0EQBEGohkiWgiAIglANkSwFQRAEoRoiWQqCIAhCNUSyFARBEIRqiGQpCIIgCNUQyVIQBEEQqiGSpSAIgiBUQyRLQRAEQaiGSJaCIAiCUA2RLAVBEAShGiJZCoIgCEI1RLIUBEEQhGqIZCkIgiAI1RDJUhAEQRCqIZKlIAiCIFRDJEtBEARBqIZIloIgCIJQDZEsBUEQBKEaIlkKgiAIQjVEshQEQRCEaohkKQiCIAjVEMlSEARBEKohkqUgCIIgVEMkS0EQBEGohkiWgiAIglANkSwFQRAEoRoiWQqCIAhCNf4fUz5KP8RKf7oAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Group by 'style' to get the total count for each\n",
    "style_counts = result.groupby('style_simp')['count'].sum().sort_values(ascending=False)\n",
    "\n",
    "# Define a threshold for the 'Other' category\n",
    "threshold = 100000 \n",
    "other_count = style_counts[style_counts < threshold].sum()\n",
    "top_styles = style_counts[style_counts >= threshold]\n",
    "\n",
    "top_styles = pd.concat([top_styles, pd.Series({'Other': other_count})])\n",
    "\n",
    "plt.pie(top_styles, labels=top_styles.index, autopct='%1.1f%%', startangle=140)\n",
    "plt.title('Distribution of ratings on styles')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "aee9bfa919cc9c2e",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-11-15T13:32:59.403670Z",
     "start_time": "2024-11-15T13:32:59.400823Z"
    }
   },
   "outputs": [],
   "source": [
    "total_count = style_count.sum()\n",
    "threshold = 0.02 * total_count\n",
    "\n",
    "# Filter styles with a count greater than or equal to 2% of the total count\n",
    "beer_styles_above_2_percent = style_count[style_count >= threshold].index.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "74d67961",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-11-15T13:33:11.965117Z",
     "start_time": "2024-11-15T13:33:06.632819Z"
    }
   },
   "outputs": [],
   "source": [
    "reviews = reviews.merge(beers[['beer_id','style_simp']], on='beer_id', how='left')\n",
    "ratings = ratings.merge(beers[['beer_id','style_simp']], on='beer_id', how='left')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5e1a61b473b41034",
   "metadata": {},
   "source": [
    "### Analysis of the beer percentage of alcohol by volume"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "f5440e5ce4006fe7",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-11-15T13:33:44.288657Z",
     "start_time": "2024-11-15T13:33:44.243597Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    2.181501e+06\n",
       "mean     7.254056e+00\n",
       "std      2.385050e+00\n",
       "min      1.000000e-02\n",
       "25%      5.400000e+00\n",
       "50%      6.800000e+00\n",
       "75%      8.700000e+00\n",
       "max      6.750000e+01\n",
       "Name: abv, dtype: float64"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reviews['abv'].describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "351f23509f4aa7b8",
   "metadata": {},
   "source": [
    "We can categorize beer types based on their Alcohol by Volume (ABV) percentage as follows:\n",
    "- **low ABV**: 0-25% quantile → ABV up to 5.5%\n",
    "- **medium ABV**: 25%-75% quantile → ABV between 5.5% and 8.8%\n",
    "- **high ABV**: 75%-100% quantile → ABV higher than 8.8%"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "bb833f930925d9cf",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-11-15T13:34:00.607819Z",
     "start_time": "2024-11-15T13:33:50.654552Z"
    }
   },
   "outputs": [],
   "source": [
    "# Calculate the quantiles\n",
    "abv_quantiles = reviews['abv'].quantile([0.25, 0.5, 0.75])\n",
    "\n",
    "from scripts.categorization import categorize_abv\n",
    "\n",
    "reviews['abv_category'] = reviews['abv'].apply(lambda x: categorize_abv(x, abv_quantiles))\n",
    "ratings['abv_category'] = ratings['abv'].apply(lambda x: categorize_abv(x, abv_quantiles))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c46e5757f7c0c4bd",
   "metadata": {},
   "source": [
    "### Analysis of the publication timing of user reviews"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "cf4bda0705d53df9",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-11-15T13:34:05.707084Z",
     "start_time": "2024-11-15T13:34:05.487576Z"
    }
   },
   "outputs": [],
   "source": [
    "# Extract the year, month, and day\n",
    "reviews['date']  = pd.to_datetime(reviews['date'], unit='s', errors='coerce')\n",
    "reviews['year'] = reviews['date'].dt.year\n",
    "reviews['month'] = reviews['date'].dt.month\n",
    "reviews['day'] = reviews['date'].dt.day"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "3ce4cb25259186b1",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-11-15T13:34:13.996137Z",
     "start_time": "2024-11-15T13:34:12.428228Z"
    }
   },
   "outputs": [],
   "source": [
    "# Extract the year, month, and day\n",
    "ratings['date']  = pd.to_datetime(ratings['date'], unit='s', errors='coerce')\n",
    "ratings['year'] = ratings['date'].dt.year\n",
    "ratings['month'] = ratings['date'].dt.month\n",
    "ratings['day'] = ratings['date'].dt.day"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "9f33dd6928f1fbdc",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-11-15T13:34:14.001292Z",
     "start_time": "2024-11-15T13:34:13.999449Z"
    }
   },
   "outputs": [],
   "source": "from scripts.categorization import get_season"
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "3d50465a588212dc",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-11-15T13:34:18.713340Z",
     "start_time": "2024-11-15T13:34:17.524948Z"
    }
   },
   "outputs": [],
   "source": [
    "# Separate the reviews by seasons\n",
    "reviews['season'] = reviews['month'].apply(get_season)\n",
    "\n",
    "# Separate the ratings by seasons\n",
    "ratings['season'] = ratings['month'].apply(get_season)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "87b09a0d1dea3578",
   "metadata": {},
   "source": [
    "**Over the years**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "723fd7c9910d134",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-11-13T17:23:38.220174Z",
     "start_time": "2024-11-13T17:23:36.956059Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot yearly review counts\n",
    "\n",
    "sns.countplot(data=reviews, x='year', legend=False)\n",
    "plt.title('Distribution of reviews by year')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Number of reviews')\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f7cd56d257cc6a44",
   "metadata": {},
   "source": [
    "We can see that before 2002, there are few reviews given by users on the BeerAdvocate website. We can choose a threshold of a minimum of 70'000 reviews by year to have enough reviews published by year to analyze the change over a year."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "5c49b5c1507bf8f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-11-15T13:34:26.378002Z",
     "start_time": "2024-11-15T13:34:22.850930Z"
    }
   },
   "outputs": [],
   "source": [
    "# Count the number of reviews by year\n",
    "reviews_per_year = reviews['year'].value_counts()\n",
    "\n",
    "# Filter to keep only years with more than 70'000 reviews\n",
    "years_above_threshold = reviews_per_year[reviews_per_year > 70000].index\n",
    "reviews = reviews[reviews['year'].isin(years_above_threshold)]\n",
    "ratings = ratings[ratings['year'].isin(years_above_threshold)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "53247bf2cb43988",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-11-13T17:25:24.524304Z",
     "start_time": "2024-11-13T17:25:23.098957Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(data=reviews, x='year')\n",
    "plt.title('Distribution of reviews by year')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Number of reviews')\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1d2e3f48382115c0",
   "metadata": {},
   "source": [
    "We now have only reviews published between 2006 and 2017"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9c7788c69544e526",
   "metadata": {},
   "source": [
    "**Across the seasons**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "ad47ca7167325b8b",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-11-13T17:25:49.226123Z",
     "start_time": "2024-11-13T17:25:46.967594Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/envs/ada/lib/python3.11/site-packages/seaborn/axisgrid.py:123: UserWarning: The figure layout has changed to tight\n",
      "  self._figure.tight_layout(*args, **kwargs)\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1308.75x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(data=reviews, x='year', hue='season', kind='count', height=6, aspect=2, legend=True)\n",
    "plt.title('Distribution of reviews by year and season for US users')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Number of reviews')\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b44ab24846799163",
   "metadata": {},
   "source": [
    "Between 2006 and 2017, there is no distinct season with consistently higher review activity, except for notable peaks in Winter 2012 and Spring 2017."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1c601e27a5f4c25b",
   "metadata": {},
   "source": [
    "## Seasonal trend analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1e5c22b6",
   "metadata": {},
   "source": [
    "To understand the seasonal analysis, it is important to understand how the beers are rated. In both reviews and ratings dataframes, 6 columns contain metrics ( which are a score out of 5): appearance, aroma, taste, mouthfeel, overall and rating. The rating metrics is computed based on the 5 other scores with the following formula:\n",
    "$$\n",
    "\\text{rating} = 0.06 \\cdot \\text{appearance} + 0.24 \\cdot \\text{aroma} + 0.4 \\cdot \\text{taste} + 0.1 \\cdot \\text{mouthfeel} + 0.2 \\cdot \\text{overall}\n",
    "$$\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "5caf829a",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-11-15T13:35:08.501884Z",
     "start_time": "2024-11-15T13:35:08.478413Z"
    }
   },
   "outputs": [],
   "source": [
    "from src.scripts.script import anova_test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e23f0226",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-11-15T13:35:50.651950Z",
     "start_time": "2024-11-15T13:35:50.637385Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of NaN values in ratings:  444092\n"
     ]
    }
   ],
   "source": [
    "print(\"Number of NaN values in ratings:\", ratings['rating'].isnull().sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "6a4dab49",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-11-15T13:35:55.204525Z",
     "start_time": "2024-11-15T13:35:50.735904Z"
    }
   },
   "outputs": [],
   "source": [
    "ratings = ratings.dropna(subset=['rating'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "9d4ab2b2",
   "metadata": {},
   "outputs": [],
   "source": [
    "rating_columns = ['aroma', 'palate', 'appearance', 'taste', 'overall', 'rating']\n",
    "\n",
    "season_order = ['Winter', 'Spring', 'Summer', 'Fall']\n",
    "ratings['season'] = pd.Categorical(ratings['season'], categories=season_order, ordered=True)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "ada",
   "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": "3.11.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}