sentiment-analysis-on-scrapped-tweets.ipynb

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    "Text is everywhere in the form of openions, complaints, news and information; each of us are contributing in generating this text throughout the internet. This large amount of text which is present in the unstructured format can be used for welfare of the society and businesses by analysing the sentiments and trends. A part of NLP deals with Text processing and analysis. Commonly available text can not be directly used for analysis, it needs to pre-processed first, and that is where NLTK, the most popular library for text processing in Python, comes into the picture.\n",
    "\n",
    "You may check out my previous related work where I have performed NLTK basic operations, Text Pre-processing, explained Bag of Words (BOW) and TF-IDF feature extraction techniques in detail with examples. If you already don't know how BOW and TF-IDF technique works then you must go through the first kernel atleast before proceeding any further.\n",
    "\n",
    "* _https://www.kaggle.com/amar09/text-pre-processing-and-feature-extraction_\n",
    "* _https://www.kaggle.com/amar09/nltk-feature-extraction-and-sentiment-analysis_\n",
    "\n",
    "In this notebook, I am going to perform Sentiment Analysis on tweets on any desired topic. Instead of fetching tweets from and CSV I am going to scrap these tweets from the internet. So, get ready for a crash course on Scraping (using Selenium) and Twitter Sentiment Analysis."
   ]
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    "### Actions I am going to perform are:\n",
    "\n",
    "\n",
    "1. __<a href='#1' target='_self'>Import Libraries</a>__\n",
    "1. __<a href='#2' target='_self'>Fetch Tweets & Sentiments</a>__\n",
    "    1. __<a href='#2A' target='_self'>Fetch Tweets</a>__\n",
    "        1. <a href='#2Aa' target='_self'>Using Selenium</a>\n",
    "        1. <a href='#2Ab' target='_self'>Using tweepy</a>\n",
    "    1. __<a href='#2B' target='_self'>Fetch sentiments</a>__\n",
    "        1. <a href='#2Ba' target='_self'>Using NLTK's SentimentIntensityAnalyzer</a>\n",
    "        1. <a href='#2Bb' target='_self'>Using TextBlob</a>\n",
    "1. __<a href='#3' target='_self'>Text Pre-processing</a>__\n",
    "    1. __<a href='#3A' target='_self'>Pre-processing 'Key Words'</a>__\n",
    "        1. <a href='#3Aa' target='_self'>Removing '@names'</a>\n",
    "        1. <a href='#3Ab' target='_self'>Removing links (http | https)</a>\n",
    "        1. <a href='#3Ac' target='_self'>Removing tweets with empty text</a>\n",
    "        1. <a href='#3Ad' target='_self'>Dropping duplicate rows</a>\n",
    "        1. <a href='#3Ae' target='_self'>Removing Punctuations, Numbers and Special characters</a>\n",
    "        1. <a href='#3Af' target='_self'>Removing Stop words</a>\n",
    "        1. <a href='#3Ag' target='_self'>Tokenizing</a>\n",
    "        1. <a href='#3Ah' target='_self'>Converting words to Lemma </a>\n",
    "        1. <a href='#3i' target='_self'>Joining all tokens into sentences</a>\n",
    "    1. __<a href='#3B' target='_self'>Pre-processing 'Key Phrases'</a>__\n",
    "        1. <a href='#3Ba' target='_self'>Setting Grammatical rule to identify phrases</a>\n",
    "        1. <a href='#3Bb' target='_self'>Creating new feature called 'key_phrases', will contain phrases for corresponding tweet</a>\n",
    "1. __<a href='#4' target='_self'>Story Generation and Visualization</a>__\n",
    "    1. __<a href='#4A' target='_self'>Most common words in positive tweets</a>__\n",
    "    1. __<a href='#4B' target='_self'>Most common words in negative tweets</a>__\n",
    "    1. __<a href='#4C' target='_self'>Most commonly used Hashtags</a>__\n",
    "1. __<a href='#5' target='_self'>Feature Extraction</a>__\n",
    "    1. __<a href='#5A' target='_self'>Feature Extraction for 'Key Words'</a>__\n",
    "    1. __<a href='#5B' target='_self'>Feature Extraction for 'Key Phrases'</a>__\n",
    "1. __<a href='#6' target='_self'>Model Building: Sentiment Analysis</a>__\n",
    "    1. __<a href='#6A' target='_self'>Predictions on 'key words' based features</a>__\n",
    "        1. <a href='#6Aa' target='_self'> BOW word features</a>\n",
    "        1. <a href='#6Ab' target='_self'>TF-IDF word features</a>\n",
    "    1. __<a href='#6B' target='_self'>Predictions on 'key phrases' based features</a>__\n",
    "        1. <a href='#6Ba' target='_self'>BOW phrase features</a>\n",
    "        1. <a href='#6Bb' target='_self'>TF-IDF phrase features</a>\n",
    "       "
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   "cell_type": "markdown",
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   "source": [
    "## <a id='1'>1. Import Libraries</a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
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     "text": [
      "Collecting selenium\r\n",
      "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/80/d6/4294f0b4bce4de0abf13e17190289f9d0613b0a44e5dd6a7f5ca98459853/selenium-3.141.0-py2.py3-none-any.whl (904kB)\r\n",
      "\u001b[K    100% |████████████████████████████████| 911kB 4.4MB/s \r\n",
      "\u001b[?25hRequirement already satisfied: urllib3 in /opt/conda/lib/python3.6/site-packages (from selenium) (1.22)\r\n",
      "Installing collected packages: selenium\r\n",
      "Successfully installed selenium-3.141.0\r\n",
      "\u001b[33mYou are using pip version 18.1, however version 21.0 is available.\r\n",
      "You should consider upgrading via the 'pip install --upgrade pip' command.\u001b[0m\r\n",
      "Collecting tweepy\r\n",
      "  Downloading https://files.pythonhosted.org/packages/67/c3/6bed87f3b1e5ed2f34bd58bf7978e308c86e255193916be76e5a5ce5dfca/tweepy-3.10.0-py2.py3-none-any.whl\r\n",
      "Requirement already satisfied: requests[socks]>=2.11.1 in /opt/conda/lib/python3.6/site-packages (from tweepy) (2.18.4)\r\n",
      "Requirement already satisfied: six>=1.10.0 in /opt/conda/lib/python3.6/site-packages (from tweepy) (1.11.0)\r\n",
      "Collecting requests-oauthlib>=0.7.0 (from tweepy)\r\n",
      "  Downloading https://files.pythonhosted.org/packages/a3/12/b92740d845ab62ea4edf04d2f4164d82532b5a0b03836d4d4e71c6f3d379/requests_oauthlib-1.3.0-py2.py3-none-any.whl\r\n",
      "Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /opt/conda/lib/python3.6/site-packages (from requests[socks]>=2.11.1->tweepy) (3.0.4)\r\n",
      "Requirement already satisfied: idna<2.7,>=2.5 in /opt/conda/lib/python3.6/site-packages (from requests[socks]>=2.11.1->tweepy) (2.6)\r\n",
      "Requirement already satisfied: urllib3<1.23,>=1.21.1 in /opt/conda/lib/python3.6/site-packages (from requests[socks]>=2.11.1->tweepy) (1.22)\r\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /opt/conda/lib/python3.6/site-packages (from requests[socks]>=2.11.1->tweepy) (2018.10.15)\r\n",
      "Requirement already satisfied: PySocks!=1.5.7,>=1.5.6 in /opt/conda/lib/python3.6/site-packages (from requests[socks]>=2.11.1->tweepy) (1.6.8)\r\n",
      "Collecting oauthlib>=3.0.0 (from requests-oauthlib>=0.7.0->tweepy)\r\n",
      "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/05/57/ce2e7a8fa7c0afb54a0581b14a65b56e62b5759dbc98e80627142b8a3704/oauthlib-3.1.0-py2.py3-none-any.whl (147kB)\r\n",
      "\u001b[K    100% |████████████████████████████████| 153kB 568kB/s \r\n",
      "\u001b[?25hInstalling collected packages: oauthlib, requests-oauthlib, tweepy\r\n",
      "Successfully installed oauthlib-3.1.0 requests-oauthlib-1.3.0 tweepy-3.10.0\r\n",
      "\u001b[33mYou are using pip version 18.1, however version 21.0 is available.\r\n",
      "You should consider upgrading via the 'pip install --upgrade pip' command.\u001b[0m\r\n"
     ]
    }
   ],
   "source": [
    "!pip install selenium\n",
    "!pip install tweepy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.6/site-packages/nltk/twitter/__init__.py:20: UserWarning: The twython library has not been installed. Some functionality from the twitter package will not be available.\n",
      "  warnings.warn(\"The twython library has not been installed. \"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package stopwords to /usr/share/nltk_data...\n",
      "[nltk_data]   Unzipping corpora/stopwords.zip.\n",
      "[nltk_data] Downloading package wordnet to /usr/share/nltk_data...\n",
      "[nltk_data]   Package wordnet is already up-to-date!\n",
      "[nltk_data] Downloading package vader_lexicon to\n",
      "[nltk_data]     /usr/share/nltk_data...\n",
      "[nltk_data]   Package vader_lexicon is already up-to-date!\n",
      "[nltk_data] Downloading package averaged_perceptron_tagger to\n",
      "[nltk_data]     /usr/share/nltk_data...\n",
      "[nltk_data]   Package averaged_perceptron_tagger is already up-to-\n",
      "[nltk_data]       date!\n",
      "[nltk_data] Downloading package movie_reviews to\n",
      "[nltk_data]     /usr/share/nltk_data...\n",
      "[nltk_data]   Package movie_reviews is already up-to-date!\n",
      "[nltk_data] Downloading package punkt to /usr/share/nltk_data...\n",
      "[nltk_data]   Unzipping tokenizers/punkt.zip.\n",
      "[nltk_data] Downloading package conll2000 to /usr/share/nltk_data...\n",
      "[nltk_data]   Package conll2000 is already up-to-date!\n",
      "[nltk_data] Downloading package brown to /usr/share/nltk_data...\n",
      "[nltk_data]   Package brown is already up-to-date!\n"
     ]
    }
   ],
   "source": [
    "import numpy as np \n",
    "import pandas as pd \n",
    "import matplotlib.pyplot as plt \n",
    "import seaborn as sns\n",
    "import re\n",
    "import time\n",
    "import string\n",
    "import warnings\n",
    "\n",
    "# for all NLP related operations on text\n",
    "import nltk\n",
    "from nltk.corpus import stopwords\n",
    "from nltk.tokenize import sent_tokenize, word_tokenize\n",
    "from nltk.sentiment.vader import SentimentIntensityAnalyzer\n",
    "from nltk.stem import WordNetLemmatizer\n",
    "from nltk.stem.porter import *\n",
    "from nltk.classify import NaiveBayesClassifier\n",
    "from wordcloud import WordCloud\n",
    "\n",
    "from sklearn.feature_extraction.text import CountVectorizer, TfidfVectorizer\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import f1_score, confusion_matrix, accuracy_score\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.naive_bayes import GaussianNB\n",
    "\n",
    "\n",
    "# To consume Twitter's API\n",
    "import tweepy\n",
    "from tweepy import OAuthHandler \n",
    "\n",
    "# To identify the sentiment of text\n",
    "from textblob import TextBlob\n",
    "from textblob.sentiments import NaiveBayesAnalyzer\n",
    "from textblob.np_extractors import ConllExtractor\n",
    "\n",
    "# ignoring all the warnings\n",
    "warnings.filterwarnings(\"ignore\", category=DeprecationWarning)\n",
    "\n",
    "# downloading stopwords corpus\n",
    "nltk.download('stopwords')\n",
    "nltk.download('wordnet')\n",
    "nltk.download('vader_lexicon')\n",
    "nltk.download('averaged_perceptron_tagger')\n",
    "nltk.download('movie_reviews')\n",
    "nltk.download('punkt')\n",
    "nltk.download('conll2000')\n",
    "nltk.download('brown')\n",
    "stopwords = set(stopwords.words(\"english\"))\n",
    "\n",
    "# for showing all the plots inline\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
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   "outputs": [],
   "source": [
    "# keys and tokens from the Twitter Dev Console\n",
    "consumer_key = 'Sec3MvclRIx2RVlgu9l0SJX6D'\n",
    "consumer_secret = 'ayoPNWtBm7fWpMBoK6EwRmegu3SW8Rw9mzJkottkv97quPe941'\n",
    "access_token = '736550752760406018-so5CPJrEbJKb3c3Pq8va3VFr0yk4S0E'\n",
    "access_token_secret = 'Cgr8tz0h6FTU7kxAjDzpHnjffNTHxWsBytXnu4Ihd1TFb'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "_uuid": "070a5ec569d9b5711f191928f77b6d1ad00f26f6"
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   "source": [
    "class TwitterClient(object): \n",
    "    def __init__(self): \n",
    "        #Initialization method. \n",
    "        try: \n",
    "            # create OAuthHandler object \n",
    "            auth = OAuthHandler(consumer_key, consumer_secret) \n",
    "            # set access token and secret \n",
    "            auth.set_access_token(access_token, access_token_secret) \n",
    "            # create tweepy API object to fetch tweets \n",
    "            # add hyper parameter 'proxy' if executing from behind proxy \"proxy='http://172.22.218.218:8085'\"\n",
    "            self.api = tweepy.API(auth, wait_on_rate_limit=True, wait_on_rate_limit_notify=True)\n",
    "            \n",
    "        except tweepy.TweepError as e:\n",
    "            print(f\"Error: Tweeter Authentication Failed - \\n{str(e)}\")\n",
    "\n",
    "    def get_tweets(self, query, maxTweets = 1000):\n",
    "        #Function to fetch tweets. \n",
    "        # empty list to store parsed tweets \n",
    "        tweets = [] \n",
    "        sinceId = None\n",
    "        max_id = -1\n",
    "        tweetCount = 0\n",
    "        tweetsPerQry = 100\n",
    "\n",
    "        while tweetCount < maxTweets:\n",
    "            try:\n",
    "                if (max_id <= 0):\n",
    "                    if (not sinceId):\n",
    "                        new_tweets = self.api.search(q=query, count=tweetsPerQry)\n",
    "                    else:\n",
    "                        new_tweets = self.api.search(q=query, count=tweetsPerQry,\n",
    "                                                since_id=sinceId)\n",
    "                else:\n",
    "                    if (not sinceId):\n",
    "                        new_tweets = self.api.search(q=query, count=tweetsPerQry,\n",
    "                                                max_id=str(max_id - 1))\n",
    "                    else:\n",
    "                        new_tweets = self.api.search(q=query, count=tweetsPerQry,\n",
    "                                                max_id=str(max_id - 1),\n",
    "                                                since_id=sinceId)\n",
    "                if not new_tweets:\n",
    "                    print(\"No more tweets found\")\n",
    "                    break\n",
    "\n",
    "                for tweet in new_tweets:\n",
    "                    parsed_tweet = {} \n",
    "                    parsed_tweet['tweets'] = tweet.text \n",
    "\n",
    "                    # appending parsed tweet to tweets list \n",
    "                    if tweet.retweet_count > 0: \n",
    "                        # if tweet has retweets, ensure that it is appended only once \n",
    "                        if parsed_tweet not in tweets: \n",
    "                            tweets.append(parsed_tweet) \n",
    "                    else: \n",
    "                        tweets.append(parsed_tweet) \n",
    "                        \n",
    "                tweetCount += len(new_tweets)\n",
    "                print(\"Downloaded {0} tweets\".format(tweetCount))\n",
    "                max_id = new_tweets[-1].id\n",
    "\n",
    "            except tweepy.TweepError as e:\n",
    "                # Just exit if any error\n",
    "                print(\"Tweepy error : \" + str(e))\n",
    "                break\n",
    "        \n",
    "        return pd.DataFrame(tweets)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "ef7aa0669142814e1812d2beec0baee5c6a0dd9c"
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   "source": [
    "#### <a id='2Ab'>b. Using 'tweepy'</a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "_uuid": "ebceda95b0ca3314ead3395ba1d9fbdfb3edfc23"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloaded 100 tweets\n",
      "tweets_df Shape - (86, 1)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweets</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>RT @lilscb2: no matter what durk drop he gotta...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>RT @SathyaProudInd: 1. Pickup a nonissue\\n2. g...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>RT @rashtrapatibhvn: - Once we had only two fa...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>RT @PremSha23719235: Just have look at Trendli...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>RT @_MB_WORLD_09: #SarkaruVaariPaata Trending ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>@vinaysshenoy @digitaldutta @NandanNilekani In...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>@DHL_India Hello, any updates on the package?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Too many spiders for a room? https://t.co/EXco...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>RT @Cricket___07: @HeLL_On_Fire_ Bc Jio ka v f...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>RT @INCIndia: Without our farmers, there would...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                              tweets\n",
       "0  RT @lilscb2: no matter what durk drop he gotta...\n",
       "1  RT @SathyaProudInd: 1. Pickup a nonissue\\n2. g...\n",
       "2  RT @rashtrapatibhvn: - Once we had only two fa...\n",
       "3  RT @PremSha23719235: Just have look at Trendli...\n",
       "4  RT @_MB_WORLD_09: #SarkaruVaariPaata Trending ...\n",
       "5  @vinaysshenoy @digitaldutta @NandanNilekani In...\n",
       "6      @DHL_India Hello, any updates on the package?\n",
       "7  Too many spiders for a room? https://t.co/EXco...\n",
       "8  RT @Cricket___07: @HeLL_On_Fire_ Bc Jio ka v f...\n",
       "9  RT @INCIndia: Without our farmers, there would..."
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_client = TwitterClient()\n",
    "\n",
    "# calling function to get tweets\n",
    "tweets_df = twitter_client.get_tweets('India', maxTweets=100)\n",
    "print(f'tweets_df Shape - {tweets_df.shape}')\n",
    "tweets_df.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
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   "source": [
    "### <a id='2B'>B. Fetch sentiments</a>\n",
    "To proceed further, we need to know the sentiment type of every tweet, that can be done using two ways: <br/>\n",
    "    __a. Using NLTK's SentimentIntensityAnalyzer (We'll refer as SIA)<br/>__\n",
    "    __b. Using TextBlob<br/>__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "_uuid": "b6d49397ef4f9a9a9dc852a7a6d55b226ba0aaf2"
   },
   "outputs": [],
   "source": [
    "# 1 way\n",
    "def fetch_sentiment_using_SIA(text):\n",
    "    sid = SentimentIntensityAnalyzer()\n",
    "    polarity_scores = sid.polarity_scores(text)\n",
    "    return 'neg' if polarity_scores['neg'] > polarity_scores['pos'] else 'pos'\n",
    "\n",
    "# 2 way\n",
    "def fetch_sentiment_using_textblob(text):\n",
    "    analysis = TextBlob(text)\n",
    "    return 'pos' if analysis.sentiment.polarity >= 0 else 'neg'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "3faa005eb91dd55fa73eb85250ecc55f6f79debb"
   },
   "source": [
    "#### <a id='2Ba'>a. Using NLTK's SentimentIntensityAnalyzer</a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "_uuid": "bf6ed6d0ce448ab148ae07a92435efbbe6343ca0"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweets</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>pos</th>\n",
       "      <td>69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>neg</th>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     tweets\n",
       "pos      69\n",
       "neg      17"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sentiments_using_SIA = tweets_df.tweets.apply(lambda tweet: fetch_sentiment_using_SIA(tweet))\n",
    "pd.DataFrame(sentiments_using_SIA.value_counts())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "9e5a3804eb76da3286663fb4dbf3631a1f42b626"
   },
   "source": [
    "#### <a id='2Bb'>b. Using TextBlob</a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "_uuid": "a9551eea136f0f0857ed692191a7b83608b61db6"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweets</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>pos</th>\n",
       "      <td>78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>neg</th>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     tweets\n",
       "pos      78\n",
       "neg       8"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sentiments_using_textblob = tweets_df.tweets.apply(lambda tweet: fetch_sentiment_using_textblob(tweet))\n",
    "pd.DataFrame(sentiments_using_textblob.value_counts())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "70a46c74011dc5945b134ee735db118b60f3e51e"
   },
   "source": [
    "TextBlob gives us more negative sentiments than SIA, so we will prefer textblob, since classfication seems better."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "_uuid": "2e1915dd45c5d4bef21fb9d80737f49e2a27cd6e"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
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       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweets</th>\n",
       "      <th>sentiment</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>RT @lilscb2: no matter what durk drop he gotta...</td>\n",
       "      <td>pos</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>RT @SathyaProudInd: 1. Pickup a nonissue\\n2. g...</td>\n",
       "      <td>neg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>RT @rashtrapatibhvn: - Once we had only two fa...</td>\n",
       "      <td>pos</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>RT @PremSha23719235: Just have look at Trendli...</td>\n",
       "      <td>pos</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>RT @_MB_WORLD_09: #SarkaruVaariPaata Trending ...</td>\n",
       "      <td>pos</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                              tweets sentiment\n",
       "0  RT @lilscb2: no matter what durk drop he gotta...       pos\n",
       "1  RT @SathyaProudInd: 1. Pickup a nonissue\\n2. g...       neg\n",
       "2  RT @rashtrapatibhvn: - Once we had only two fa...       pos\n",
       "3  RT @PremSha23719235: Just have look at Trendli...       pos\n",
       "4  RT @_MB_WORLD_09: #SarkaruVaariPaata Trending ...       pos"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweets_df['sentiment'] = sentiments_using_textblob\n",
    "tweets_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "b818211e308d31bd3642fccd49db3c88445869ee"
   },
   "source": [
    "## <a id='3'>3. Text Pre-processing</a> \n",
    "### <a id='3A'>A. Pre-processing 'Key Words'</a>\n",
    "#### <a id='3Aa'>a. Removing '@names'</a>\n",
    "Here we can see that at many places we have '@names', which is of no use, since it don't have any meaning, So needs to be removed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "_uuid": "52d22074e346cdb7c1f8a904f02f32e9354842bf"
   },
   "outputs": [],
   "source": [
    "def remove_pattern(text, pattern_regex):\n",
    "    r = re.findall(pattern_regex, text)\n",
    "    for i in r:\n",
    "        text = re.sub(i, '', text)\n",
    "    \n",
    "    return text "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "_uuid": "a4d6ff8b3407f4bbb062817d0990609e9e5d80b4"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweets</th>\n",
       "      <th>sentiment</th>\n",
       "      <th>tidy_tweets</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>RT @lilscb2: no matter what durk drop he gotta...</td>\n",
       "      <td>pos</td>\n",
       "      <td>no matter what durk drop he gotta let the wor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>RT @SathyaProudInd: 1. Pickup a nonissue\\n2. g...</td>\n",
       "      <td>neg</td>\n",
       "      <td>1. Pickup a nonissue\\n2. gather all political...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>RT @rashtrapatibhvn: - Once we had only two fa...</td>\n",
       "      <td>pos</td>\n",
       "      <td>- Once we had only two factories manufacturin...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>RT @PremSha23719235: Just have look at Trendli...</td>\n",
       "      <td>pos</td>\n",
       "      <td>Just have look at Trendlist!\\nSmashing all th...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>RT @_MB_WORLD_09: #SarkaruVaariPaata Trending ...</td>\n",
       "      <td>pos</td>\n",
       "      <td>#SarkaruVaariPaata Trending Top India wide 🔥\\...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>@vinaysshenoy @digitaldutta @NandanNilekani In...</td>\n",
       "      <td>pos</td>\n",
       "      <td>@vinaysshenoy @digitaldutta @NandanNilekani In...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>@DHL_India Hello, any updates on the package?</td>\n",
       "      <td>pos</td>\n",
       "      <td>@DHL_India Hello, any updates on the package?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Too many spiders for a room? https://t.co/EXco...</td>\n",
       "      <td>pos</td>\n",
       "      <td>Too many spiders for a room? https://t.co/EXco...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>RT @Cricket___07: @HeLL_On_Fire_ Bc Jio ka v f...</td>\n",
       "      <td>pos</td>\n",
       "      <td>@HeLL_On_Fire_ Bc Jio ka v fir aaega 3 months...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>RT @INCIndia: Without our farmers, there would...</td>\n",
       "      <td>pos</td>\n",
       "      <td>Without our farmers, there would be no India....</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                              tweets                        ...                                                                tidy_tweets\n",
       "0  RT @lilscb2: no matter what durk drop he gotta...                        ...                           no matter what durk drop he gotta let the wor...\n",
       "1  RT @SathyaProudInd: 1. Pickup a nonissue\\n2. g...                        ...                           1. Pickup a nonissue\\n2. gather all political...\n",
       "2  RT @rashtrapatibhvn: - Once we had only two fa...                        ...                           - Once we had only two factories manufacturin...\n",
       "3  RT @PremSha23719235: Just have look at Trendli...                        ...                           Just have look at Trendlist!\\nSmashing all th...\n",
       "4  RT @_MB_WORLD_09: #SarkaruVaariPaata Trending ...                        ...                           #SarkaruVaariPaata Trending Top India wide 🔥\\...\n",
       "5  @vinaysshenoy @digitaldutta @NandanNilekani In...                        ...                          @vinaysshenoy @digitaldutta @NandanNilekani In...\n",
       "6      @DHL_India Hello, any updates on the package?                        ...                              @DHL_India Hello, any updates on the package?\n",
       "7  Too many spiders for a room? https://t.co/EXco...                        ...                          Too many spiders for a room? https://t.co/EXco...\n",
       "8  RT @Cricket___07: @HeLL_On_Fire_ Bc Jio ka v f...                        ...                           @HeLL_On_Fire_ Bc Jio ka v fir aaega 3 months...\n",
       "9  RT @INCIndia: Without our farmers, there would...                        ...                           Without our farmers, there would be no India....\n",
       "\n",
       "[10 rows x 3 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# We are keeping cleaned tweets in a new column called 'tidy_tweets'\n",
    "tweets_df['tidy_tweets'] = np.vectorize(remove_pattern)(tweets_df['tweets'], \"@[\\w]*: | *RT*\")\n",
    "tweets_df.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "397e01e06fbca16bae60bec5809ec52827fbda83"
   },
   "source": [
    "Seems good, now we don't have '@name' values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "f1abd70be6b8813d394cf7305a18e966723e96cb"
   },
   "source": [
    "#### <a id='3Ab'>b. Removing links (http | https)</a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "_uuid": "9cafbb4fe878f40bdb684c0315b556cbbdc73ea8"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweets</th>\n",
       "      <th>sentiment</th>\n",
       "      <th>tidy_tweets</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>RT @lilscb2: no matter what durk drop he gotta...</td>\n",
       "      <td>pos</td>\n",
       "      <td>no matter what durk drop he gotta let the worl...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>RT @SathyaProudInd: 1. Pickup a nonissue\\n2. g...</td>\n",
       "      <td>neg</td>\n",
       "      <td>1. Pickup a nonissue 2. gather all political l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>RT @rashtrapatibhvn: - Once we had only two fa...</td>\n",
       "      <td>pos</td>\n",
       "      <td>- Once we had only two factories manufacturing...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>RT @PremSha23719235: Just have look at Trendli...</td>\n",
       "      <td>pos</td>\n",
       "      <td>Just have look at Trendlist! Smashing all the ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>RT @_MB_WORLD_09: #SarkaruVaariPaata Trending ...</td>\n",
       "      <td>pos</td>\n",
       "      <td>#SarkaruVaariPaata Trending Top India wide 🔥 e...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>@vinaysshenoy @digitaldutta @NandanNilekani In...</td>\n",
       "      <td>pos</td>\n",
       "      <td>@vinaysshenoy @digitaldutta @NandanNilekani In...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>@DHL_India Hello, any updates on the package?</td>\n",
       "      <td>pos</td>\n",
       "      <td>@DHL_India Hello, any updates on the package?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Too many spiders for a room? https://t.co/EXco...</td>\n",
       "      <td>pos</td>\n",
       "      <td>Too many spiders for a room?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>RT @Cricket___07: @HeLL_On_Fire_ Bc Jio ka v f...</td>\n",
       "      <td>pos</td>\n",
       "      <td>@HeLL_On_Fire_ Bc Jio ka v fir aaega 3 months ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>RT @INCIndia: Without our farmers, there would...</td>\n",
       "      <td>pos</td>\n",
       "      <td>Without our farmers, there would be no India. ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                              tweets                        ...                                                                tidy_tweets\n",
       "0  RT @lilscb2: no matter what durk drop he gotta...                        ...                          no matter what durk drop he gotta let the worl...\n",
       "1  RT @SathyaProudInd: 1. Pickup a nonissue\\n2. g...                        ...                          1. Pickup a nonissue 2. gather all political l...\n",
       "2  RT @rashtrapatibhvn: - Once we had only two fa...                        ...                          - Once we had only two factories manufacturing...\n",
       "3  RT @PremSha23719235: Just have look at Trendli...                        ...                          Just have look at Trendlist! Smashing all the ...\n",
       "4  RT @_MB_WORLD_09: #SarkaruVaariPaata Trending ...                        ...                          #SarkaruVaariPaata Trending Top India wide 🔥 e...\n",
       "5  @vinaysshenoy @digitaldutta @NandanNilekani In...                        ...                          @vinaysshenoy @digitaldutta @NandanNilekani In...\n",
       "6      @DHL_India Hello, any updates on the package?                        ...                              @DHL_India Hello, any updates on the package?\n",
       "7  Too many spiders for a room? https://t.co/EXco...                        ...                                               Too many spiders for a room?\n",
       "8  RT @Cricket___07: @HeLL_On_Fire_ Bc Jio ka v f...                        ...                          @HeLL_On_Fire_ Bc Jio ka v fir aaega 3 months ...\n",
       "9  RT @INCIndia: Without our farmers, there would...                        ...                          Without our farmers, there would be no India. ...\n",
       "\n",
       "[10 rows x 3 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cleaned_tweets = []\n",
    "\n",
    "for index, row in tweets_df.iterrows():\n",
    "    # Here we are filtering out all the words that contains link\n",
    "    words_without_links = [word for word in row.tidy_tweets.split() if 'http' not in word]\n",
    "    cleaned_tweets.append(' '.join(words_without_links))\n",
    "\n",
    "tweets_df['tidy_tweets'] = cleaned_tweets\n",
    "tweets_df.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "9805bc74ec4ba1f2129de45c203a8aab07b5a5a8"
   },
   "source": [
    "#### <a id='3Ac'>c. Removing tweets with empty text</a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "_uuid": "6262114145a768d6e8ba472256daf06436fa724a"
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweets</th>\n",
       "      <th>sentiment</th>\n",
       "      <th>tidy_tweets</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>RT @lilscb2: no matter what durk drop he gotta...</td>\n",
       "      <td>pos</td>\n",
       "      <td>no matter what durk drop he gotta let the worl...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>RT @SathyaProudInd: 1. Pickup a nonissue\\n2. g...</td>\n",
       "      <td>neg</td>\n",
       "      <td>1. Pickup a nonissue 2. gather all political l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>RT @rashtrapatibhvn: - Once we had only two fa...</td>\n",
       "      <td>pos</td>\n",
       "      <td>- Once we had only two factories manufacturing...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>RT @PremSha23719235: Just have look at Trendli...</td>\n",
       "      <td>pos</td>\n",
       "      <td>Just have look at Trendlist! Smashing all the ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>RT @_MB_WORLD_09: #SarkaruVaariPaata Trending ...</td>\n",
       "      <td>pos</td>\n",
       "      <td>#SarkaruVaariPaata Trending Top India wide 🔥 e...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                              tweets                        ...                                                                tidy_tweets\n",
       "0  RT @lilscb2: no matter what durk drop he gotta...                        ...                          no matter what durk drop he gotta let the worl...\n",
       "1  RT @SathyaProudInd: 1. Pickup a nonissue\\n2. g...                        ...                          1. Pickup a nonissue 2. gather all political l...\n",
       "2  RT @rashtrapatibhvn: - Once we had only two fa...                        ...                          - Once we had only two factories manufacturing...\n",
       "3  RT @PremSha23719235: Just have look at Trendli...                        ...                          Just have look at Trendlist! Smashing all the ...\n",
       "4  RT @_MB_WORLD_09: #SarkaruVaariPaata Trending ...                        ...                          #SarkaruVaariPaata Trending Top India wide 🔥 e...\n",
       "\n",
       "[5 rows x 3 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweets_df = tweets_df[tweets_df['tidy_tweets']!='']\n",
    "tweets_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "565c800d54305c228094c1095886b4446acc2749"
   },
   "source": [
    "#### <a id='3Ad'>d. Dropping duplicate rows</a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "_uuid": "9c49e7e552715852ec38f935b7404fdf314a29be"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweets</th>\n",
       "      <th>sentiment</th>\n",
       "      <th>tidy_tweets</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>RT @lilscb2: no matter what durk drop he gotta...</td>\n",
       "      <td>pos</td>\n",
       "      <td>no matter what durk drop he gotta let the worl...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>RT @SathyaProudInd: 1. Pickup a nonissue\\n2. g...</td>\n",
       "      <td>neg</td>\n",
       "      <td>1. Pickup a nonissue 2. gather all political l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>RT @rashtrapatibhvn: - Once we had only two fa...</td>\n",
       "      <td>pos</td>\n",
       "      <td>- Once we had only two factories manufacturing...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>RT @PremSha23719235: Just have look at Trendli...</td>\n",
       "      <td>pos</td>\n",
       "      <td>Just have look at Trendlist! Smashing all the ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>RT @_MB_WORLD_09: #SarkaruVaariPaata Trending ...</td>\n",
       "      <td>pos</td>\n",
       "      <td>#SarkaruVaariPaata Trending Top India wide 🔥 e...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                              tweets                        ...                                                                tidy_tweets\n",
       "0  RT @lilscb2: no matter what durk drop he gotta...                        ...                          no matter what durk drop he gotta let the worl...\n",
       "1  RT @SathyaProudInd: 1. Pickup a nonissue\\n2. g...                        ...                          1. Pickup a nonissue 2. gather all political l...\n",
       "2  RT @rashtrapatibhvn: - Once we had only two fa...                        ...                          - Once we had only two factories manufacturing...\n",
       "3  RT @PremSha23719235: Just have look at Trendli...                        ...                          Just have look at Trendlist! Smashing all the ...\n",
       "4  RT @_MB_WORLD_09: #SarkaruVaariPaata Trending ...                        ...                          #SarkaruVaariPaata Trending Top India wide 🔥 e...\n",
       "\n",
       "[5 rows x 3 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweets_df.drop_duplicates(subset=['tidy_tweets'], keep=False)\n",
    "tweets_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "c693ab0378dfa6c8fb465f9dedd9076b9b90f590"
   },
   "source": [
    "#### <a id='3Ae'>e. Resetting index</a>\n",
    "It seems that our index needs to be reset, since after removal of some rows, some index values are missing, which may cause problem in future operations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "_uuid": "2d2b7e5ae782ad3c4c87d5251bbbbd691ceb0a09"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "    }\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweets</th>\n",
       "      <th>sentiment</th>\n",
       "      <th>tidy_tweets</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>RT @lilscb2: no matter what durk drop he gotta...</td>\n",
       "      <td>pos</td>\n",
       "      <td>no matter what durk drop he gotta let the worl...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>RT @SathyaProudInd: 1. Pickup a nonissue\\n2. g...</td>\n",
       "      <td>neg</td>\n",
       "      <td>1. Pickup a nonissue 2. gather all political l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>RT @rashtrapatibhvn: - Once we had only two fa...</td>\n",
       "      <td>pos</td>\n",
       "      <td>- Once we had only two factories manufacturing...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>RT @PremSha23719235: Just have look at Trendli...</td>\n",
       "      <td>pos</td>\n",
       "      <td>Just have look at Trendlist! Smashing all the ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>RT @_MB_WORLD_09: #SarkaruVaariPaata Trending ...</td>\n",
       "      <td>pos</td>\n",
       "      <td>#SarkaruVaariPaata Trending Top India wide 🔥 e...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                              tweets                        ...                                                                tidy_tweets\n",
       "0  RT @lilscb2: no matter what durk drop he gotta...                        ...                          no matter what durk drop he gotta let the worl...\n",
       "1  RT @SathyaProudInd: 1. Pickup a nonissue\\n2. g...                        ...                          1. Pickup a nonissue 2. gather all political l...\n",
       "2  RT @rashtrapatibhvn: - Once we had only two fa...                        ...                          - Once we had only two factories manufacturing...\n",
       "3  RT @PremSha23719235: Just have look at Trendli...                        ...                          Just have look at Trendlist! Smashing all the ...\n",
       "4  RT @_MB_WORLD_09: #SarkaruVaariPaata Trending ...                        ...                          #SarkaruVaariPaata Trending Top India wide 🔥 e...\n",
       "\n",
       "[5 rows x 3 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweets_df = tweets_df.reset_index(drop=True)\n",
    "tweets_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "fc6488639db263e956a417f95008adaa039f592f"
   },
   "source": [
    "#### <a id='3Af'>f. Removing Punctuations, Numbers and Special characters</a>\n",
    "This step should not be followed if we also want to do sentiment analysis on __key phrases__ as well, because semantic meaning in a sentence needs to be present. So here we will create one additional column 'absolute_tidy_tweets' which will contain absolute tidy words which can be further used for sentiment analysis on __key words__."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "_uuid": "084d8a854032f85db0a93415ac23a63d9cd85557"
   },
   "outputs": [],
   "source": [
    "tweets_df['absolute_tidy_tweets'] = tweets_df['tidy_tweets'].str.replace(\"[^a-zA-Z# ]\", \"\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "fd330297058d3b57849b3e2071e5d590975fc37c"
   },
   "source": [
    "#### <a id='3Ag'>g. Removing Stop words</a>\n",
    "With the same reason we mentioned above, we won't perform this on 'tidy_tweets' column, because it needs to be used for __key_phrases__ sentiment analysis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "_uuid": "44d8377af647f4970e30389425d9c73866972bc5"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweets</th>\n",
       "      <th>sentiment</th>\n",
       "      <th>tidy_tweets</th>\n",
       "      <th>absolute_tidy_tweets</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>RT @lilscb2: no matter what durk drop he gotta...</td>\n",
       "      <td>pos</td>\n",
       "      <td>no matter what durk drop he gotta let the worl...</td>\n",
       "      <td>matter durk drop gotta let world know love india</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>RT @SathyaProudInd: 1. Pickup a nonissue\\n2. g...</td>\n",
       "      <td>neg</td>\n",
       "      <td>1. Pickup a nonissue 2. gather all political l...</td>\n",
       "      <td>Pickup nonissue gather political losers build ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>RT @rashtrapatibhvn: - Once we had only two fa...</td>\n",
       "      <td>pos</td>\n",
       "      <td>- Once we had only two factories manufacturing...</td>\n",
       "      <td>Once two factories manufacturing mobiles where...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>RT @PremSha23719235: Just have look at Trendli...</td>\n",
       "      <td>pos</td>\n",
       "      <td>Just have look at Trendlist! Smashing all the ...</td>\n",
       "      <td>Just look Trendlist Smashing current political...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>RT @_MB_WORLD_09: #SarkaruVaariPaata Trending ...</td>\n",
       "      <td>pos</td>\n",
       "      <td>#SarkaruVaariPaata Trending Top India wide 🔥 e...</td>\n",
       "      <td>Trending Top India wide eleasing Sankranthi Su...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>@vinaysshenoy @digitaldutta @NandanNilekani In...</td>\n",
       "      <td>pos</td>\n",
       "      <td>@vinaysshenoy @digitaldutta @NandanNilekani In...</td>\n",
       "      <td>vinaysshenoy digitaldutta NandanNilekani India...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>@DHL_India Hello, any updates on the package?</td>\n",
       "      <td>pos</td>\n",
       "      <td>@DHL_India Hello, any updates on the package?</td>\n",
       "      <td>DHLIndia Hello updates package</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Too many spiders for a room? https://t.co/EXco...</td>\n",
       "      <td>pos</td>\n",
       "      <td>Too many spiders for a room?</td>\n",
       "      <td>Too many spiders room</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>RT @Cricket___07: @HeLL_On_Fire_ Bc Jio ka v f...</td>\n",
       "      <td>pos</td>\n",
       "      <td>@HeLL_On_Fire_ Bc Jio ka v fir aaega 3 months ...</td>\n",
       "      <td>HeLLOnFire Bc Jio ka v fir aaega months free b...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>RT @INCIndia: Without our farmers, there would...</td>\n",
       "      <td>pos</td>\n",
       "      <td>Without our farmers, there would be no India. ...</td>\n",
       "      <td>Without farmers would India</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                              tweets                        ...                                                       absolute_tidy_tweets\n",
       "0  RT @lilscb2: no matter what durk drop he gotta...                        ...                           matter durk drop gotta let world know love india\n",
       "1  RT @SathyaProudInd: 1. Pickup a nonissue\\n2. g...                        ...                          Pickup nonissue gather political losers build ...\n",
       "2  RT @rashtrapatibhvn: - Once we had only two fa...                        ...                          Once two factories manufacturing mobiles where...\n",
       "3  RT @PremSha23719235: Just have look at Trendli...                        ...                          Just look Trendlist Smashing current political...\n",
       "4  RT @_MB_WORLD_09: #SarkaruVaariPaata Trending ...                        ...                          Trending Top India wide eleasing Sankranthi Su...\n",
       "5  @vinaysshenoy @digitaldutta @NandanNilekani In...                        ...                          vinaysshenoy digitaldutta NandanNilekani India...\n",
       "6      @DHL_India Hello, any updates on the package?                        ...                                             DHLIndia Hello updates package\n",
       "7  Too many spiders for a room? https://t.co/EXco...                        ...                                                      Too many spiders room\n",
       "8  RT @Cricket___07: @HeLL_On_Fire_ Bc Jio ka v f...                        ...                          HeLLOnFire Bc Jio ka v fir aaega months free b...\n",
       "9  RT @INCIndia: Without our farmers, there would...                        ...                                                Without farmers would India\n",
       "\n",
       "[10 rows x 4 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stopwords_set = set(stopwords)\n",
    "cleaned_tweets = []\n",
    "\n",
    "for index, row in tweets_df.iterrows():\n",
    "    \n",
    "    # filerting out all the stopwords \n",
    "    words_without_stopwords = [word for word in row.absolute_tidy_tweets.split() if not word in stopwords_set and '#' not in word.lower()]\n",
    "    \n",
    "    # finally creating tweets list of tuples containing stopwords(list) and sentimentType \n",
    "    cleaned_tweets.append(' '.join(words_without_stopwords))\n",
    "    \n",
    "tweets_df['absolute_tidy_tweets'] = cleaned_tweets\n",
    "tweets_df.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "dd4043008f0a1d0946c35366ee89a043301190f7"
   },
   "source": [
    "#### <a id='3Ah'>h. Tokenize *'absolute_tidy_tweets'*</a>  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "_uuid": "58d11b5a62e65af76ac3407c2e997a746657e23b"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    [matter, durk, drop, gotta, let, world, know, ...\n",
       "1    [Pickup, nonissue, gather, political, losers, ...\n",
       "2    [Once, two, factories, manufacturing, mobiles,...\n",
       "3    [Just, look, Trendlist, Smashing, current, pol...\n",
       "4    [Trending, Top, India, wide, eleasing, Sankran...\n",
       "Name: absolute_tidy_tweets, dtype: object"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tokenized_tweet = tweets_df['absolute_tidy_tweets'].apply(lambda x: x.split())\n",
    "tokenized_tweet.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "e7c06fb66f27684fca7efb59a15fb3a18ac00b4a"
   },
   "source": [
    "#### <a id='3Ai'>i. Converting words to Lemma</a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "_uuid": "33ecf629896cfd625dd4791847294120764909fa"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    [matter, durk, drop, gotta, let, world, know, ...\n",
       "1    [Pickup, nonissue, gather, political, loser, b...\n",
       "2    [Once, two, factory, manufacturing, mobile, wh...\n",
       "3    [Just, look, Trendlist, Smashing, current, pol...\n",
       "4    [Trending, Top, India, wide, eleasing, Sankran...\n",
       "Name: absolute_tidy_tweets, dtype: object"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "word_lemmatizer = WordNetLemmatizer()\n",
    "\n",
    "tokenized_tweet = tokenized_tweet.apply(lambda x: [word_lemmatizer.lemmatize(i) for i in x])\n",
    "tokenized_tweet.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "9c473be345e25f0797a4626434e7b8bcab9ebdac"
   },
   "source": [
    "#### <a id='3Aj'>j. Joining all tokens into sentences</a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "_uuid": "4f55e345890412e471138ee8f19c7a9f95982cf1"
   },
   "outputs": [
    {
     "data": {
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweets</th>\n",
       "      <th>sentiment</th>\n",
       "      <th>tidy_tweets</th>\n",
       "      <th>absolute_tidy_tweets</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>RT @lilscb2: no matter what durk drop he gotta...</td>\n",
       "      <td>pos</td>\n",
       "      <td>no matter what durk drop he gotta let the worl...</td>\n",
       "      <td>matter durk drop gotta let world know love india</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>RT @SathyaProudInd: 1. Pickup a nonissue\\n2. g...</td>\n",
       "      <td>neg</td>\n",
       "      <td>1. Pickup a nonissue 2. gather all political l...</td>\n",
       "      <td>Pickup nonissue gather political loser build n...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>RT @rashtrapatibhvn: - Once we had only two fa...</td>\n",
       "      <td>pos</td>\n",
       "      <td>- Once we had only two factories manufacturing...</td>\n",
       "      <td>Once two factory manufacturing mobile whereas ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>RT @PremSha23719235: Just have look at Trendli...</td>\n",
       "      <td>pos</td>\n",
       "      <td>Just have look at Trendlist! Smashing all the ...</td>\n",
       "      <td>Just look Trendlist Smashing current political...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>RT @_MB_WORLD_09: #SarkaruVaariPaata Trending ...</td>\n",
       "      <td>pos</td>\n",
       "      <td>#SarkaruVaariPaata Trending Top India wide 🔥 e...</td>\n",
       "      <td>Trending Top India wide eleasing Sankranthi Su...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>@vinaysshenoy @digitaldutta @NandanNilekani In...</td>\n",
       "      <td>pos</td>\n",
       "      <td>@vinaysshenoy @digitaldutta @NandanNilekani In...</td>\n",
       "      <td>vinaysshenoy digitaldutta NandanNilekani India...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>@DHL_India Hello, any updates on the package?</td>\n",
       "      <td>pos</td>\n",
       "      <td>@DHL_India Hello, any updates on the package?</td>\n",
       "      <td>DHLIndia Hello update package</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Too many spiders for a room? https://t.co/EXco...</td>\n",
       "      <td>pos</td>\n",
       "      <td>Too many spiders for a room?</td>\n",
       "      <td>Too many spider room</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>RT @Cricket___07: @HeLL_On_Fire_ Bc Jio ka v f...</td>\n",
       "      <td>pos</td>\n",
       "      <td>@HeLL_On_Fire_ Bc Jio ka v fir aaega 3 months ...</td>\n",
       "      <td>HeLLOnFire Bc Jio ka v fir aaega month free be...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>RT @INCIndia: Without our farmers, there would...</td>\n",
       "      <td>pos</td>\n",
       "      <td>Without our farmers, there would be no India. ...</td>\n",
       "      <td>Without farmer would India</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                              tweets                        ...                                                       absolute_tidy_tweets\n",
       "0  RT @lilscb2: no matter what durk drop he gotta...                        ...                           matter durk drop gotta let world know love india\n",
       "1  RT @SathyaProudInd: 1. Pickup a nonissue\\n2. g...                        ...                          Pickup nonissue gather political loser build n...\n",
       "2  RT @rashtrapatibhvn: - Once we had only two fa...                        ...                          Once two factory manufacturing mobile whereas ...\n",
       "3  RT @PremSha23719235: Just have look at Trendli...                        ...                          Just look Trendlist Smashing current political...\n",
       "4  RT @_MB_WORLD_09: #SarkaruVaariPaata Trending ...                        ...                          Trending Top India wide eleasing Sankranthi Su...\n",
       "5  @vinaysshenoy @digitaldutta @NandanNilekani In...                        ...                          vinaysshenoy digitaldutta NandanNilekani India...\n",
       "6      @DHL_India Hello, any updates on the package?                        ...                                              DHLIndia Hello update package\n",
       "7  Too many spiders for a room? https://t.co/EXco...                        ...                                                       Too many spider room\n",
       "8  RT @Cricket___07: @HeLL_On_Fire_ Bc Jio ka v f...                        ...                          HeLLOnFire Bc Jio ka v fir aaega month free be...\n",
       "9  RT @INCIndia: Without our farmers, there would...                        ...                                                 Without farmer would India\n",
       "\n",
       "[10 rows x 4 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for i, tokens in enumerate(tokenized_tweet):\n",
    "    tokenized_tweet[i] = ' '.join(tokens)\n",
    "\n",
    "tweets_df['absolute_tidy_tweets'] = tokenized_tweet\n",
    "tweets_df.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "4d0ec47ca4da414abeb8b6a9b09f1c8f07999914"
   },
   "source": [
    "### <a id='3B'>B. Pre-processing 'Key Phrases'</a> "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "d3076f4fa6cd994dbf8c755487c89328b65f6cf3"
   },
   "source": [
    "#### <a id='3Ba'>a. Helper class, will help in preprocessing phrase terms</a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "_uuid": "c570d1bbf879e4441f674d39e027092ff2139d20"
   },
   "outputs": [],
   "source": [
    "class PhraseExtractHelper(object):\n",
    "    def __init__(self):\n",
    "        self.lemmatizer = nltk.WordNetLemmatizer()\n",
    "        self.stemmer = nltk.stem.porter.PorterStemmer()\n",
    "    \n",
    "    def leaves(self, tree):\n",
    "        \"\"\"Finds NP (nounphrase) leaf nodes of a chunk tree.\"\"\"\n",
    "        for subtree in tree.subtrees(filter = lambda t: t.label()=='NP'):\n",
    "            yield subtree.leaves()\n",
    "\n",
    "    def normalise(self, word):\n",
    "        \"\"\"Normalises words to lowercase and stems and lemmatizes it.\"\"\"\n",
    "        word = word.lower()\n",
    "        # word = self.stemmer.stem_word(word) # We will loose the exact meaning of the word \n",
    "        word = self.lemmatizer.lemmatize(word)\n",
    "        return word\n",
    "\n",
    "    def acceptable_word(self, word):\n",
    "        \"\"\"Checks conditions for acceptable word: length, stopword. We can increase the length if we want to consider large phrase\"\"\"\n",
    "        accepted = bool(3 <= len(word) <= 40\n",
    "            and word.lower() not in stopwords\n",
    "            and 'https' not in word.lower()\n",
    "            and 'http' not in word.lower()\n",
    "            and '#' not in word.lower()\n",
    "            )\n",
    "        return accepted\n",
    "\n",
    "    def get_terms(self, tree):\n",
    "        for leaf in self.leaves(tree):\n",
    "            term = [ self.normalise(w) for w,t in leaf if self.acceptable_word(w) ]\n",
    "            yield term"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "57bc5080e2669771007618bf7e72129ab21a622f"
   },
   "source": [
    "#### <a id='3Bb'>b. Grammatical rule to identify phrases</a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "_uuid": "9a0b3acfc88018619e4b6ff37b2b80e9128e8fb2"
   },
   "outputs": [],
   "source": [
    "sentence_re = r'(?:(?:[A-Z])(?:.[A-Z])+.?)|(?:\\w+(?:-\\w+)*)|(?:\\$?\\d+(?:.\\d+)?%?)|(?:...|)(?:[][.,;\"\\'?():-_`])'\n",
    "grammar = r\"\"\"\n",
    "    NBAR:\n",
    "        {<NN.*|JJ>*<NN.*>}  # Nouns and Adjectives, terminated with Nouns\n",
    "        \n",
    "    NP:\n",
    "        {<NBAR>}\n",
    "        {<NBAR><IN><NBAR>}  # Above, connected with in/of/etc...\n",
    "\"\"\"\n",
    "chunker = nltk.RegexpParser(grammar)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "558e9d4e559da16c3bb00bc7de3716dc54e260c0"
   },
   "source": [
    "#### <a id='3Bc'>c. New feature called 'key_phrases', will contain phrases for corresponding tweet</a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "_uuid": "9472947047528a3d844d8558b49d8152958d49e2"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['matter', 'drop', 'world', 'india'],\n",
       " ['nonissue',\n",
       "  'political loser',\n",
       "  'narrative thro medium lobby',\n",
       "  'money',\n",
       "  'oversea'],\n",
       " ['factory', 'mobile', 'whereas today', 'india', 'manufacturer', 'mob'],\n",
       " ['look', 'trendlist', 'current political trend timesmanoftheyearsidharth'],\n",
       " ['sarkaruvaaripaata trending top india',\n",
       "  'sankranthi',\n",
       "  ' 🔔 s uper  🌟 @ urstrulymahesh'],\n",
       " ['vinaysshenoy digitaldutta nandannilekani india', 'data protection policy'],\n",
       " ['@dhl _india hello', 'update', 'package'],\n",
       " ['many spider', 'room'],\n",
       " ['@hel l_on _fire_ jio fir', 'month', 'saath'],\n",
       " ['farmer', 'india ndiavspmmodi']]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "key_phrases = []\n",
    "phrase_extract_helper = PhraseExtractHelper()\n",
    "\n",
    "for index, row in tweets_df.iterrows(): \n",
    "    toks = nltk.regexp_tokenize(row.tidy_tweets, sentence_re)\n",
    "    postoks = nltk.tag.pos_tag(toks)\n",
    "    tree = chunker.parse(postoks)\n",
    "\n",
    "    terms = phrase_extract_helper.get_terms(tree)\n",
    "    tweet_phrases = []\n",
    "\n",
    "    for term in terms:\n",
    "        if len(term):\n",
    "            tweet_phrases.append(' '.join(term))\n",
    "    \n",
    "    key_phrases.append(tweet_phrases)\n",
    "    \n",
    "key_phrases[:10]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "f6d9b3bfcf144985402f7d855abea9dd0da01887"
   },
   "source": [
    "In obtained key phrases, we can see words like 'year', 'talk', 'appl', 'compan' etc. are present which should never be considered as key phrases. There is one other simple way to extract key phrases, by using TextBlob (ConllExtractor)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "_uuid": "baca744da745e0064966e54346bdb201987ef50a"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['what durk drop', 'love india'],\n",
       " ['pickup nonissue', 'narrative thro media lobby'],\n",
       " ['india'],\n",
       " ['trendlist'],\n",
       " ['top india wide 🔥', 'sankranthi 2022 🔔 super 🌟'],\n",
       " ['nandannilekani india', 'data protection policy'],\n",
       " [],\n",
       " [],\n",
       " ['hell_on_fire _ bc jio ka v fir aaega 3 months free', 'k saath😂'],\n",
       " ['india']]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "textblob_key_phrases = []\n",
    "extractor = ConllExtractor()\n",
    "\n",
    "for index, row in tweets_df.iterrows():\n",
    "    # filerting out all the hashtags\n",
    "    words_without_hash = [word for word in row.tidy_tweets.split() if '#' not in word.lower()]\n",
    "    \n",
    "    hash_removed_sentence = ' '.join(words_without_hash)\n",
    "    \n",
    "    blob = TextBlob(hash_removed_sentence, np_extractor=extractor)\n",
    "    textblob_key_phrases.append(list(blob.noun_phrases))\n",
    "\n",
    "textblob_key_phrases[:10]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "a076058fd26b18279a04b11d42a2c941c429873a"
   },
   "source": [
    "These key phrases seems better, let's consider these key phrase only."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "_uuid": "54597bf29a5ceb2df0aee5c6ec31745f349b271d"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweets</th>\n",
       "      <th>sentiment</th>\n",
       "      <th>tidy_tweets</th>\n",
       "      <th>absolute_tidy_tweets</th>\n",
       "      <th>key_phrases</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>RT @lilscb2: no matter what durk drop he gotta...</td>\n",
       "      <td>pos</td>\n",
       "      <td>no matter what durk drop he gotta let the worl...</td>\n",
       "      <td>matter durk drop gotta let world know love india</td>\n",
       "      <td>[what durk drop, love india]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>RT @SathyaProudInd: 1. Pickup a nonissue\\n2. g...</td>\n",
       "      <td>neg</td>\n",
       "      <td>1. Pickup a nonissue 2. gather all political l...</td>\n",
       "      <td>Pickup nonissue gather political loser build n...</td>\n",
       "      <td>[pickup nonissue, narrative thro media lobby]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>RT @rashtrapatibhvn: - Once we had only two fa...</td>\n",
       "      <td>pos</td>\n",
       "      <td>- Once we had only two factories manufacturing...</td>\n",
       "      <td>Once two factory manufacturing mobile whereas ...</td>\n",
       "      <td>[india]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>RT @PremSha23719235: Just have look at Trendli...</td>\n",
       "      <td>pos</td>\n",
       "      <td>Just have look at Trendlist! Smashing all the ...</td>\n",
       "      <td>Just look Trendlist Smashing current political...</td>\n",
       "      <td>[trendlist]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>RT @_MB_WORLD_09: #SarkaruVaariPaata Trending ...</td>\n",
       "      <td>pos</td>\n",
       "      <td>#SarkaruVaariPaata Trending Top India wide 🔥 e...</td>\n",
       "      <td>Trending Top India wide eleasing Sankranthi Su...</td>\n",
       "      <td>[top india wide 🔥, sankranthi 2022 🔔 super 🌟]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>@vinaysshenoy @digitaldutta @NandanNilekani In...</td>\n",
       "      <td>pos</td>\n",
       "      <td>@vinaysshenoy @digitaldutta @NandanNilekani In...</td>\n",
       "      <td>vinaysshenoy digitaldutta NandanNilekani India...</td>\n",
       "      <td>[nandannilekani india, data protection policy]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>@DHL_India Hello, any updates on the package?</td>\n",
       "      <td>pos</td>\n",
       "      <td>@DHL_India Hello, any updates on the package?</td>\n",
       "      <td>DHLIndia Hello update package</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Too many spiders for a room? https://t.co/EXco...</td>\n",
       "      <td>pos</td>\n",
       "      <td>Too many spiders for a room?</td>\n",
       "      <td>Too many spider room</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>RT @Cricket___07: @HeLL_On_Fire_ Bc Jio ka v f...</td>\n",
       "      <td>pos</td>\n",
       "      <td>@HeLL_On_Fire_ Bc Jio ka v fir aaega 3 months ...</td>\n",
       "      <td>HeLLOnFire Bc Jio ka v fir aaega month free be...</td>\n",
       "      <td>[hell_on_fire _ bc jio ka v fir aaega 3 months...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>RT @INCIndia: Without our farmers, there would...</td>\n",
       "      <td>pos</td>\n",
       "      <td>Without our farmers, there would be no India. ...</td>\n",
       "      <td>Without farmer would India</td>\n",
       "      <td>[india]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                              tweets                        ...                                                                key_phrases\n",
       "0  RT @lilscb2: no matter what durk drop he gotta...                        ...                                               [what durk drop, love india]\n",
       "1  RT @SathyaProudInd: 1. Pickup a nonissue\\n2. g...                        ...                              [pickup nonissue, narrative thro media lobby]\n",
       "2  RT @rashtrapatibhvn: - Once we had only two fa...                        ...                                                                    [india]\n",
       "3  RT @PremSha23719235: Just have look at Trendli...                        ...                                                                [trendlist]\n",
       "4  RT @_MB_WORLD_09: #SarkaruVaariPaata Trending ...                        ...                              [top india wide 🔥, sankranthi 2022 🔔 super 🌟]\n",
       "5  @vinaysshenoy @digitaldutta @NandanNilekani In...                        ...                             [nandannilekani india, data protection policy]\n",
       "6      @DHL_India Hello, any updates on the package?                        ...                                                                         []\n",
       "7  Too many spiders for a room? https://t.co/EXco...                        ...                                                                         []\n",
       "8  RT @Cricket___07: @HeLL_On_Fire_ Bc Jio ka v f...                        ...                          [hell_on_fire _ bc jio ka v fir aaega 3 months...\n",
       "9  RT @INCIndia: Without our farmers, there would...                        ...                                                                    [india]\n",
       "\n",
       "[10 rows x 5 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweets_df['key_phrases'] = textblob_key_phrases\n",
    "tweets_df.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "_uuid": "98de052e3fa149126879d9240baffca6a2a4e868"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "2cfa83125abc895cb0f64aa7e758959277b772b7"
   },
   "source": [
    "## <a id='4'>4. Story Generation and Visualization</a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "83636be1d62ee637f6c7f6432ef10d1c2771c43b"
   },
   "source": [
    "#### <a id='4A'>A. Most common words in positive tweets</a>\n",
    "Answer can be best found using WordCloud"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "_uuid": "a4f05c1494856dc84dba4eb7ea241d7403f7605c"
   },
   "outputs": [],
   "source": [
    "def generate_wordcloud(all_words):\n",
    "    wordcloud = WordCloud(width=800, height=500, random_state=21, max_font_size=100, relative_scaling=0.5, colormap='Dark2').generate(all_words)\n",
    "\n",
    "    plt.figure(figsize=(14, 10))\n",
    "    plt.imshow(wordcloud, interpolation=\"bilinear\")\n",
    "    plt.axis('off')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "_uuid": "feb33eae81e5810a1b867424da13a901e22e873d"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "all_words = ' '.join([text for text in tweets_df['absolute_tidy_tweets'][tweets_df.sentiment == 'pos']])\n",
    "generate_wordcloud(all_words)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "0acc343318c1a795ef3f4ed8404144bbabd1669a"
   },
   "source": [
    "#### <a id='4B'>B. Most common words in negative tweets</a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "_uuid": "6e1a655ee8c73234cbe35248aa4be3959981b603"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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oTExdWbFtuZzj7PkfVL8vh578Agf2vczkdD9H3vkb5udH7vt5AtgLGRb+4zexp9M3nIhnNiBCBmoiit7egNHXjtHbjlofRzG8tEehKoT2bcKZz5L/4THc3Oq3cj4+Pj43c6Y8xp8svMknYttJqCHeLQ7yjexpStIXP48KXdfZuXMnQ0NDnD17llQqhRCChoYGnnjiCTo6Oujq6mJ4eJhc7tbp+kvCJh6Ps2vXLjZs2MDCwgInT55kamrqlsJpx44dTE1NcebMGSYnJ7Ftu9pDaMuWLWzatImLFy8yPz+/YsybNm2ir6+PVCrF2bNnq9EpwzDo7Oxkx44ddHV1YVkWJ06cwLKsVeInk8mgqiqxWKya6haPxwkGg2Sz2eq/1xI/AHv27GFiYoJTp04xPT2N67rE43H27t1LX18fvb29XLlyhVQqteq842HoahZcG5f0ti0vb056LeKaa0FXvRSxhRx8/QhsbIN/9FnBG2cl335LMnXTbrNFmJj3xAV4s6tzg5K9faJat7OzB46ch/INosl24J1L8Jsfh5ZaGJmB6xNeatoXnhf0dcC7FyUXh2FyfllwNSSguVYwPC3Z0rG8v0TEqwNqqPEiRs21YFnetktjsx0YmJTs7H54eW+++HlMUVWDvo2HqKvtYHD4JCdOf4uFhbHq5/MLo7x55C9J1rTQ0baDbVs+RCo9vmZtz3slEk4yvzDGO8e+wsTkpepyq1Iik526zZZ4qX3H/p7hkdO4i9GhfGGet49+mY09T5KsaaW9bTsTk5dX3BArlTLvHP3yqv0VCimu9L9JY0MXWzY9R7Km9T6d5f1BCIVAIOJFcKwCE5MXsRaFoeNUSKcnSacnH/Eob0IuNhN1VqYPSttBmhXcdIHK8DTFdy8R2NRB5MV9BLZ0ogS8fH2hawR3bcTsH8M8e/1RnIGPj8/7DAl8N3eO7+bO3XFdn4eDlJJMJsO7775brYORUjIzM8PFixdpaWkhFApRW1u7pviRUuK6LkII4vE4O3fupKuri/n5eU6fPn1b4QNgmibHjx9nenq6ul6hUOD48eN0dXURCoVoaWlZIX6i0ShbtmzBNE0uXbpEf39/9TPLshgYGEBKyVNPPUVLSwtNTU2Mjo5WxU9jYyOhkFd5H4lECIfDpFIpdF0nmUwSDHoZOpqmEYlEsG2bQqGwKoJTLpd55513WFhYqC7LZrOcOHGCDRs2oGkaTU1Na4ofVfVEwuFt0NOyUgBICbNpibYofgDmMjCT8jLNx+c8QbTqWlqrM9FNy6vX0VSvxkZXvaaiN/5FpPRqfRThGSUATC7A//Tnkhf3w/NPeKl40yn46k8lPzrumSRoqld/9NJ+2Ldp5TkUTc9sQVUgoAtcuXpsFfuBmciuiS9+HlNqEk3UJttQNYPhkdNks7Or1imbeYaGTtLUuJGe7gMcPf61ByJ+KrbJxOQlpqau3vW2k1NXSKXGqsJnCdPMk8lOU5NoJhJJ3tU+LavEwsI4iqKia0GEUB5a75074boOudwc+fw80Ugdu3d9kqv9b5HLz1EqZR+bcd4TtoN5cQhpVRCaSmDrhmo/Hq2tHqOzEevKCNL039z6+Pj4vN9wHIfx8fEVBgBA1aSgWCyiqiqGsXarBMdxcF2XWCzGzp072bBhA7Ozs5w5c2aFoLkVU1NT1VS7GzFNk1wuV43SLKGqKg0NDYRCIVKpFENDQ6v26bouqVSK2dlZmpqaaGxsXCF+QqEQ4XAY8CI7kUiE8fFxXNeltraWSCRSjQgZhkE6nV7TvGBiYmJNQbiUhhePx1eM/UbKFozOSCbnPSODm4VBKgflxUOGA/Cpg14dztsXJVs7PaOEr/3Uc1ZbIhqGaMgTMUt1QC11gkzec3KzHU/UdDZ6wmXJjU1RvLS0ggnz2RvGkIcv/wS+9ZZkTy/8+kuC3/mkYHBScn4QCiUYm/EalP7dT+QqITOT9iI9qbxEU8WKsQkBdXHPIe5h4Yufx5RotJ5gMIpdMcnlF9Y0NAAvAuTYFjWJZnQjCA8g66hczpHLzeHKuzcWSKcnqVTWHrvn1iY9JzfEqnIRIRQikSThUKLq+KYoKoYeIh5b7P0iWHR1ueuhPSAkmewMJ898h13bX2Lv7k/T07WfweETjE9cIp2eJJubfaAubQ8aa3CS8sl+9PZG1EQEAKEItJY6lGQU5+b4++OOEIiggRILoUSCCENHqIuvxpDgSq+/kWUjSyZuoYxbKPMYfeneP2gqaiKCEo94vaY0zwVRVmxk2cLJFHCzheWntY+Pz0NjSSishZSSSqVCIBCourCttX0oFGLbtm1s3LiRXC7HxYsXmZq6fYbIEplMpmrCcDNLdTequuwGqCgKNTU1SCkxTXNNM4SlbXO5HB0dHYTDYRRFqUZwwHOiWxI4wWCQQqFAoVBgw4YNJBIJAoEA8XgcXdeZm5tbU/yk0+lbirulsd/qus1l4EQ/7Ojy7KyHp71EjFDAs722bO9xo6nw5Bb46D7BqWvw1Tckn3tW8NJ+wdic5M2zy6lkIQOe2gHTKU88NdbAgS1w+vpymtt335X81scFh7fBpRHvGD0tcHg7vHvREz+q4qWs1cY8AWRVYGwWTvRLupoFcU83MjILl0cXRYzmRaRc6Yk1XfMiO1J6dT+mDfs3CwYmJamclwq3uUMQMnzDgw88umagKBoV28R1bv0m3aqUkFJ6URA9iFepvv4vz3oyLB2nsk575zXGZ5XuKJrEGqMIBmN0tG2no30nDfXdhEJxFEVFKAqqUDEC4Xsaz8PANPOcPvsKudwsvYupi7t3fJxd219ifOIS1wePMTJ6dtHs4H04yXNcKqMzVMbnquIHQK2Lo0bDONxB/KgKgc2diPU0WnUcrOFp3HT+zuveLYpArYmitdajtzegdzSitdSixCIoIc/cAddFVhzcQgk3W8Sey2BPzmOPz2LPpKmMrnYqvN+IUAC9rR4lHma5/5HEnl7AnkmvbKCwiLGlEyUcqK7vZgpYA+N39XUTho7WWodaG68uc9I5KiMzax4TQGtrQGvyIrnStqkMT+NmCiAEan0Co7uFwJZO9K5mtLo4IhxA2i5usYQ7n8O8Po51dQxrYMLbzsfH56Fyt05uNyKEoL3da7GhqipCCAzDQNO0dVlkVyqVdRspLKFpWlWY3QrXdbFtuzouVVVxXbcazVqK/sRiMaSUlEol0uk05XJ5lfi5VeTHsqy7HvsSsxn4ztuStjrBf/1pz/ig4niRG6sCPzohmc960Z6XnxHkivDttyX94/C1n0o2NAt+7rBgcl5yZbE0OFvw0s8iQc+RbVunl1b2d6/JaoTo716DbRvgH/284Ox1LxVtSydMzMGfvuKdi67B3j7PeW583ovwRIKeSDp2BfrHvX2NzsB335H86guC3/u0YGTa21887NUffecdSaYAZ67BT05JXtwnqE8IJuehPu6tWzR9w4MPPI5rI6WLqmhej5hboKpe5ZqULq6z1CByfXg3gnVMQN8DEnnX83tV1dmx7aM8ue9zIART0/3MjY1QLKWxrBKKotDWspW+3sMPZtD3AcsqcunKGwwOnaS1dSsd7TtobuyluamPttatXL76U46f/MYKt7f3E04qh5NaGeJXggHEOuLWSsgg8SsvoLfU3XFdt2iS+v++R/nk3adc3g4RDmJ0NxPc00tw10bUung1hW8FqoLQNU9INNRgbPRqzFyrQvGnZ8n87Y8faJRChAIE92wk9rEn0Tsavd+6K7HHZ8n/4BhOKo9cQ4gkPv88emcTQvHET/nMdeb//ddvKVrWQomHib6wj/BTO6rLSsevkP7PP7ylsUXk6R1EP3YAhMAtmqT/4vuUTl1F72wi8uxuQnv7UKKhFQ0dhKqiBHRIxjF623Cf3knhp2cpvnUee3xu3eO9FxrVGN1GHbVaBIEg65QZsuaYsrPY3NiDC9r1JBv0OhJqCIkk55QZqSwwUkl597l7QEelQYvSpMWpUcOEFB0VBVs6lGWFjFNmxskyZ+cpy/vXULhWDdOuJ6lVIwSFjiYUTGlTdC1m7BwTlTQFuTwJfh8n6z4yNBR6Aw2060lCwsCUFabtHNetWfLuymyIiBKgx6inRYtjCI2yrDBr5xm25km79y+VXdPuPOW71wk8eOYDqqoyOTmJruu0tLSwdetWyuUyk5OTazqdvddjO45TFTW3YulzKWW1Lgm8lLQl8VNTU0M4HK4KokKhQKlUoq6ujkAgUO3nk8lk1hRydzq32+G6cH4Q/ujLkhf3QW+bqPbSuTgsGZrybpkNCU8o/fSc5NKiz1P/uCdontslSES8tDXwamz+/ieeaUJ3KwzPwJ99X3L08nLt0Gwa/uVfSD77NGzpECgKHLsMrxyVVVFTseHaOFwZk7TWCeriXmPT/3LS6/Mzu+iTZDvw1gVYyEo+vAe6m739zWUkZwc9gwPwaoy+9BrMZiRP9Hr7O9EvmXwHDmwRPIj3nGvhi5/HlGIxjWkV0fUgwWAURdFW1c0AXv8bRaNUzmFaKyckXn2JekuBo2oG4VD8satDiUXrOLj/F9C0AGfOfZ8Tp75FLr88CQoFY+ha4LEWP0uUzTwDg8cYGj5FsqaFLZufY/uW5+ntOchCaoyTp79zm63lY5taJa0K0rzpDaGuPvw2zfeAkogS2ttH5MO70doa1hY9d9qHoWMvdYp7QIhwgODuXmIv7b9B+HhRt/wPjlE+fQ1ZfjD29vcDJRxArY0R2NRJ9MV9Xo3YojiWrgsVBwkI3XtDvCSIlGiI2CcOojUkyHz1DZzp95ZG2ajF2Bloo0YNk3NLXChPMmGn2Wg08Nn4bj4W206PUY+CYKKS4Y1CP1/PnuZseQxT2igI9oY6eDm+lw9F+mjXkzi4TNkZjhaH+FrmFEeK1++qP42OSruR5IlgB3tDnWwPttKpJ6lRw+hCxXRtMm6J8UqaS+Ykp0ujnCqNMlSZx3wPIiisGOwLdnIw3M2BUBc9gXriSoiQopN1ysw7eS6ZUxwvDnGsNMwlcxIXF4t766WmobA31EmHXruu9c+Wxxiw5nDuUW7VqRGejfSi4k2ES9LiqjnNNWt1zeztaNUSbA+2EleWazSOlgYZr6RX/Z2fCHbQZdShoDBeSfFuaRANlY9EN/OFxH4OhDeQUMPk3DIXypN8J3uO7+fOM+N4L48a1CgvxbbxmdgudgbbiCgBsm6JK+Y0P8pf5Pu5i4xUFrgTSxN7RVGq7QhuRAhBKBRa87P7yfj4OMeOHSMUCrF79246OjrYunUrpmkyPz//nsTVzbiuSz6fr9p067q+ZlTmxuakpmlWU+uWRE4ikaC2tpZQKEQ2m6VUKmHbNrlcjtbWVsLhMNFolEqlQqlUuq/nsITjejbS/8934FYPljfPw5vnV3/2+hlPiNyIpkL/mOTLP7n9cadT8J9uc0zH9VLV/u2Xb73OErYD54e8/2637kwa/vZV+NtXV67zkzN+5OcDTyYzTTYzTVvLFlqa+hgdPbdCAIDXB6itdRu6HmBo+DT2TbU15XKeaLSOZKJl1f5VVacu2UEolKBYfHxqNIRQqEm0Eg7XkC8scOHSq6vO2zDCJJNtt9jD44nr2swvjHLh4o+Jx+rZuvnD1CRu71QnXRcpXTTNQL1N9O+RsNY9ynXXJdZkxcE8P4g9vYDQNYSmIXQVdA0lEkRNxh7YA1qJhQkf2kbkI0+gNdSsHH6hhLOQw8nkkWULWXG8eiBDQwkFUOIR1GQUEQrg5ope89UHJE6XhE/0pf3onU3Lwmd42hM+Z68/1sJnCWNzJ8E9vehdzaCp2DMp7OkUTiqHLJpIFkVSXRy9owkltjw5C+7djFsyyXzpNWRp7brB9bA10Mw/a/wYO4NtjFoL/Ju5H/JWYYBfqznEL9XsI6kup9BuDDTQbdTTptfwR7M/5II5yc5gG39Y/yKHwz0ElOXIZo/RQI/RwI5gK384+RXOlsfXNZ6IEuBQuJufi+/mI5HN1GvRVevoqkpUDdCm1/BkuIvPxHdxpHCdb2RP81bh+j1FAxrUKJ+J7+aLyYNsMppW/cbqtAh1WoRNgSZeim7l3eIQf5M+yrnyOAXn3q5/SNH5jeRhXk48sa71/+X0dxhPvUNR3tt3e6PRwB+1/BKPhkj6AAAgAElEQVQRxXvhN1nJ8H/Pv37X4mdXsJ1/1vgxtgSaq8v+4fhfM2PnVonPz9fs45cTBwgoOm8VrvOFkT/hQLiL/7HxU2wMNFTXq1UjPBPeyGajiYhi8GepIwSFzmcTu/mD2g/Toieq6zYoMRq0GJsDTdQoYf4s9Razzu1fidu2jeu6RKPRNSM8iUSCaDT6wMVPqVSqRlQuXbpEMBikra2NcrnM2bNnq7bR9wPXdZmbm8OyLILBIC0tLYyMrGwJIYQgGo1SW1tLsVhcUdN0o+PbkrPb9PR01fBhKcpTW1tLOBwmm83eNr3useLhuUa/L/HFz2NK2cwzPHqG1pYtdHftY35hlP7r71IsppHSJRSK07XhCTo7duI4FS5ffYPKTaYI07MDxGINdHc9Qf/1t1lIjeG6DroepKWpj+1bn+cB3wfvAYntmNU6pni8kbn5EaR0qwYI3V37ab9Dj6RHhaJo1CZbMYwI2dwMpVIWZ7FmS9MCxGINhEIJHKdyR9ODUjmHVSmRTLRQm2xnITVRNb5QVR3XtR/IG6j1IIKGV7B+A7JsIa07v5WWZoXsN4+ghAxE0EAEDJSgjggYGN0tRD95kAfxxRSGZ8kdfnbXCuHjli0qozOYl0eoDE1hTy3g5ou45QpCEYhQADURQWtMorXWobfWY89ncFIPJj4vwgGCe3qJvrgfY0n4OC6VoUlP+JwbeN846gW3d3l5GFJiXh6hdOwy1pVR7Nn0stepoqC11BLa00fo6e1ojbXedRcQPrgN6+o4xSP3xw65XovSqdcRjQX5RGw7cSVI0bXQhIIuVAQCRQg+Et3M2fIYRVnhN5NPcSDchaFolFzLazIttOokckewjX9Y+yH+8cSXVqTKrUVMCfCx2HZ+O/k0u0PtK+odXeliSgdbOuhCxRAqivCikrVqhE/Hd9Jt1FOnRvhe7jzzzvpropJqmF9PHub3ap8lqgSqY5dIpARTVnCkS0DR0YVKSDF4LtJLh57kL9Pv3HMk5oPGlmAzjVqcf1r/EXqMeizpYEmbsGKgIBBCUK9F+XxiH+fKY+hC5ddrDtOsx7Glg7X4t9eF97KrQYvxqfhOLptTfDt39rbv3bPZLJZl0dDQQGNjI6ZpYllW1XZ627Zt6PpDtNPCc2+7dOkShmHQ3d1NuVzm4sWLtzQmuFuWrLlHRkbo6upi8+bNVYHjOA6qqpJMJunu7iYajTI6OrrCfMFxnKrpQTKZRFVV8vl8VeBks1nK5TJNTU2Ew+Fq/yCf9z+++HmMGRo+RTLZxq7tL7J396epTXaQzkwipUM81kTvxoMYeoiLl19nePRMdZK9xKXLP6GzfSfNTZt4+tA/YHzyErZtEgolaGnaRCLRxEJqnIDx+JgHSClJpyeZnRuitradvXs+QyxaT8UqYQTC1CbbaWzoJp2ZIhpdu2YkEIhQk2ghFIqhKl5j0XjMewPX2NBN38ZDWJUyjlOhUEiRzkytcNOLhJPU1LRgLDrMRSJJtMXUwQ0du4lEkjh2BdupkMvNkkpPVLfVtQAbuw/Q3bWP2fkRcrlZLLMIQhAMRmlp2kRryxZm54YYGz9/22sxMzvIQmqczvad7Nz+IolEM2Y5j1AUNNXgcv+b5HJ390bzfqEmIiiJlW+snWwRd51v6GWxjFNcLf7cskX0EwfvyxhvRu9oJHRwK1rzcgqOWyxTPnOdwhtnqQxOrBJvEhZ7HeWpDE8DoCZjnji7i/qZ9SLCAUJ7eom8sFL4WAMT5H9wDPPC4PtG+IDXAwrAvDxC7ttvY10bX9VPCtfFHp8jN7WAkysQf/lZlHjEm6DrGpEX9lI+dx03+94nTCHF4FC4G2XRXfKb2TOMVlJElQBPhXvoDTSiCxVNqHwstp2g0Hkq3IPp2rxeuMp1cxYJ7At1eoJIeOf30egW2vUahm6TnhQSOs9F+vhv6j7M5sWIgitd5p0Cl80phq0F5p0ClrQJCI06NUpPoJ7NgSaSahiBYEewld+tfZaSrPBK7gIF986/NwXBLyb28lu1T1eFj5SSkrQ4URplwJol5RSxpUtMCdKix+kzGukLNNFl1PGbyacYsu6t9sqSDu8WBxEIgopGUOgEFJ2g0EmoQdq0mhXRtPc7SSXMryYPcjDUzbvFQU6VxyhJi16jgY9EthBVAyhC0Kon+GLyMFmnTIdey6XyJMdKw6ScIs1anEPhHroM7/nWZdTzRKiT1wtXybi3fmE2MTFBe3s7zc3NbN++nWQySbFYRNM06urqqKurI5PJUFd351rL+4WUktHRUQKBALt27aKvr49SqcS1a9eqjUTfK6ZpcvHiRaLRKG1tbdWao6Ump42NjTQ3N7OwsMD169dXRZ6KxSK2bROPx0mn0yuEWTabxTRNGhoabmt28Lhx+jqYFcls5lGP5PHFFz+PMcVShnMXfkSlUqanax9bNj2DboQQCCqVEunMFFf63+Ts+R9SKq32lx8cOsHJ09+mp/sAnR272NjzJLZtYVoFpqavceLUt2ls6KK358FMNu+VYinLO0e/zM4dL9JQ30Vz40Zsu4KUDpnsLNcH3iWTnaa2tmPN7WsSzezZ/UmaGnrQVAPdCBIKxgDo6dpPa8sWbNvEtiuMjJ7h9NlXyGSnq9s3NfWyZ9cniUVrve31IIbh5X4/sedTWFYJ27aoVMpcvfY2x058rbqt69rk8wvoepBNvYcJGGHE4ttb13UoFFKMjp3jav9bjE1cvO11mJsf4uKl1xAIGuq7aG/bjpQujutQLKYZHT//aMSPqngOaTeICKT0IiYPq1rxLhEBncC2LoyelqoJgHQcyucGyX//KJWx2XWnsN1s9HBPrHGopYhP5IX9GBsWhY/tYF0fJ//DY5gXhpHW4//gvRknV6R45ByVwYnVwmfFii7Fty5gdLcSfmYnqN6bcq2ljsD2Lkpv3/73sl72hTqZtfN8NXuSv04dZcJOE1IMPhd/gj+o+xDdRj0Am4wm6hIRokqAL2WO8xeptxmy5nGRHAht4P9o+TzdRj2KEESUAAfD3Qxl1hY/KoJeo5HfTj5TFT4VaXPVnOFb2TP8tHCNa9YMuRvETFwJsjXQzAuxrXwytoNuvR4hBH2BRv5BzZOMWgscKw3fsdZoZ7CN30geJqEspxSm3RJ/mz7Gd7NnuWBOVlO5VATNWoJ94U4+E9vFR6Nb2GDU0mmsr2bnZkxp85XsSX6Qv0hYMQgLg4gSIKwYbAk08Tu1z9Cq1Nx5R+8jfiN5iIvmJP/b7A84WhpCAl1GLY6UvJzYA3ipj89F+ii6FtesGf54/lVezV8h75o0qTF+s/Ypfjv5DFE1gCFUeox62vUkGfPWDbLn5ua4fPkytm1TV1fH7t27qy5nmUyGy5cvo6oqiUTilvt4ENi2zeDgIMFgkG3btrFlyxZKpRIjIyPrcoC7E1JK5ubmOHnyJJs2baKhoYHm5mYURak6uo2PjzM4OMjo6OiqbIlisUi5XKahoaFqdrBEuVymUCjQ2uqlqOdyufsy5geNVwP0qEfxeOOLn8ecbHaGU2e+y8TkZRrquwiFvBtXuZxjfn6EyamrWJW1878rtsnR419lcvoqdckOjEB4cQK+wOR0P+nUJJnMFrK5OaZmrq3aPpef48KlV9H1ALPzw3c17qvX3mJ+YYyx8Qur0vGWuHb9XVLpSaanryFvSKtwXZv+a2+TzkzR0ryJUCiGIlTK5Ryz8yNMTl0hEIhw9NhXKJm5NRqiFZievkapmL7jOOcXxlaNr1hMMzFxsSp4boUXpZpYsaxiWwwOn6RYzpKINxEKxtA0HT2kIAyLycGpxYiOl4J4O2zb4uq1t0lnpmlq7CEcSoAQ2LZJvpAim33wNstrobXUEdzRjZJcjvw42SL2+Cxu4f432b0faM21GBtbUcLB6rLK+DzFty9QGZ97aMYSUkqv2P8mk5FqqttNwse8OkbhR8cwLw2vK6XwcaQyMIk1NLW+8dsOhddOETqwGUJelEKoKqF9m++b+AkpBufLE3wre5Zx27tHFF2LV3LneW7R0EAXKgFFo1Wp4WRxhL9NH2PQmqvKjGOlYd4uDtCuJwksRn92Btv4u8yJNY+ZUMO8nNjDk+EuwIv4XDfn+A/zr/NK7jxFuVrUZt0y75aGGLDmyDsmX0weolX3hML+0AY+Gt3CgDXPrHNrMa6i8OvJw7RqNSiLwseRLn+Vepc/nn91leuYg2TcTjOVzdJvzuAi+XR8F8p7KCAouBYFd3Wq0LyT5ws1++95v48jQghiSpA/S73FO6XB6vJRK8XfpI/yUmwrESWAKhQSaghHuvwof4lXcheoLLaEmHZyHClc56PRLexQvdrWJi1Okxbnwm3Ej+u6DAwMkM1mqaurq5obmKbJwsIC09PTJBIJVFUllUqtcCdzXZczZ87guu4ta3JKpRJXrlxB0zQWFlaKfMuyGBsbo1KpMDExsWaT0v7+fkzTJBaLVW2nl7h+/TozMzNMT0/fss/PwMAA8/Pza/YMchyHiYkJMpkMTU1NxGKxqr12Pp9nbm6OTCazZpp4Lpejv7+f+fl5ZmZmyOeXX+BJKRkcHKymxqVSqVX7uHLlCqFQiLm5uTUd31zXpb+/n4mJiXX3O/J58Pji5xEghOJFA6Rcl9NapVJmbPwCY+MX7vpYFdtkYPA4A4PH1/x8aOQ0QyOn1/wsm53h9Nnv3fUxAS5e/skd17l05fVbfuZKh+mZa0yvIcrAuyYnTn9rzc/Smal7HjfA1HQ/U9P997i1pFjKMDi0PAlSdUHzlgDJVo2Ll+8uMmLbJhOTl5iYvHSP47mPaCp6az3h53ZhbOlcdkmTEuvqKNbw9GPbnFJrb0BrXy4+lq6LeWGAytAkq1pRP0gWG6be+LLeEz59RF/Ytyx8KjbmlVHyPzqGeXnU8xt9n2INTNxVRLAyOk1lYg5j46KpiSLQu1oQkSCy8N6bA1vS5oI5sSqVa94p0G/O8Ex4I0ltuX/Vq4UrTFWyq+Irp0ojvJzYQwANAXTqa6cTqQg2Gg28HN+DuhgFXnCKfDd3ju/lzlNaQ/jcyKyT55vZM2wJNPPp+K5qfdJHo1t5NX+V2TWi/ktsNOp5OryxKtAALpQn+NPUm6uEz404uPSbM/xV+l12BdvoWoyG+dweKSV51+RH+ZX3axuXQWuOQWueHcFlo5tpO8frhf6q8Fli1s4xZM2zI+j9BmrUEDXqndPTXddlZmaGmZm1X4wtLCysEi7giYfjx9eeIyxRLBa5cGHtOUilUmF4eJjh4Vu/JC0UCly6tPZz7PLly7c9NsDVq7dvdyClJJ/PrxAv66FcLnPt2trzDICxsTHGxsZu+fn587dPX3ddd13n5/Nwefx9aX8GMYww4VBiMXXq/uS9+jy+BKIKrdsC1Ha8j3LbBaCpKJEgWlMtgW1dRD+yl9jPP0P4ya2oseUHcWVqgdLJq5718+OIrqLVJ1DjyxNaN1PwGnDmHnKkynVXRECqwufF/SuFz6Vh8t8/inlp5H0tfKTtYM+k110L5m0E1tWxajROCIES1NHW0RdqPWScElN2ds2+OWN2iuwNdRWudDlfHl+ztmbcTuPe8Ba4QYutebylFKfmRTcvV0oGrTm+lT1zR+GzxHBlgeOlYebt5YldX6CRTYFGQuLW95Xno1tIqCvtjf8mfYxZ+84TRHtRAL2Wv789tn7WGamkSDmr69MsaTNwg+uclJLUYr3XzeRdk4Ub9hFWAlUHOx8fn/eOH/l5QAihEAhEUFWdUimD6zoIoZBINNHdtZeamhZSqQmyN9SaPM4oGiTbdBr7AoQTKrblMjdUYfa6hVX03pw39ho09QWYuFRmYaSCdL268O4nQ4STGgPvFCimXRQV6nsM6joNQgkFRRWUsy6Tl8vMDy9PBoQC8UaN1u1BwjUq6g3P+GLKZehEkfycg2oIajt0mnoNgjEV5YZv9cJIhbHzZcpZF1WHug0GDRu99Soll5nrFnODFvYNnYV7DoWolCTpiQpNmwLEm7wdzg1WGD1bQjqg6tC0KUBtu04gqgCCYsph8kqZ9Lg3qQpEFDr2BKnvNmjfEURKePK/8iZAxbTL2Lky6fHK8vVt12nqCxCKq9jm4vUdMLGKy2MzwoKmvgDJdi+VzqlIigsOE5fKFOade8reUmNhYh97EvfGt+qK13xSGBpKJISSjKE11nii54aJlD2fpXjkvDdJfwAGAPcDNRZGrY0jtGW7cHsmhbOQe+h9lKTjVut2RNAguLOH6Iv7MDoX+/hYFcyLw+R/dByzf+yxvabrxS2UvFTIu4wIejVYNyxQFPSWOirX1mcnfTvSTomMs7bozTilFVbGeddkzslTWaPPTdYpr6i3id5ichpXg7wY3VL9d0laXDGnuX4X9ssSyTVrlgk7TZMeB0AXKpsWzRBK9tqVzYfD3YRuMBTIuyY/zl9ed0+ilFPkWGmIX5UHqw5kPrdnxFq77svGXeHQZ+OScopk1hBKpnQo3ZAqaAi1aq7h4+Pz3vF/TQ8ITQvQ2bGL3p6DlMs5bKeCIhTi8UZamjchXYehkdNMzw7eeWePGKFA86YAmz8cRQ95QkUPaTRtCjJ0vMjQsSJWUSJdaN0epKZV58x3smSnbZo3B9jxsRjT127I+RbQczC8OMmXCAU6dgVp3RHgzT9NUUx7E41wUmXPz8XRQ4L0pE0oodK+K4RVcDj3vRyu442toVtn60djSFdSSDmeSOsNMD9iMXPNQjqgqNCxO0TvU2GEIjALLoF2nebNQa6+kWfsXLkqgDqfCKGoglLWQVEECAiEFCplydg5b04mFEHfsxEUAbYFqiHo2B2kodfg2JfSlLIuQgHNEN5/AUHFlCjqYiNHZVlDCAVatgTY9KEoekBQzrkYIZ2mzUEGjyoMHy9hlSRCwManIrTvCGKVXJyKRDMEDT0GC2MVCgvOPTXdVKIhIh/ec1fbSNfFnpin+NZ5Skcv42bXb7v7sBGREEpsZcqIs5DDzT+C+qTFyI/QNQKbO70an0VXN9esYF4YJP+j44uuaO9/e2G3UPbS/O4SZza9QpgKRaDWrh1ZuVsKrknxFilfpqxg35CKPO8UKa/RXBpYFTkKrBGBEQjq1CibAk3VZVmnzEVzEucuf6wzdnZVRKHbqCOhhphYQ/xElQAb9Dp0lkXLVXOaudvUCN2MKW3GKinm7PyKPjQ+t+ZWNViulCsEjSVt5p3Cmt8CB3eFbbomFDThJ+r4+NwvfPHzgBACDD1Ea8tmwqEE6mLYwjSLLKRGGRw6ydVrb1EqPf5ehNF6jZ7DEQIRhUs/zpOeqGCEFba+EKXnYJjslM3UFZO5IYurr+fZ8fEY3ftDjF8os/WFKIW0Q/+bBUpZ72buOjB2rkyl6FLKukgJbTuCPPXFJI19BYaOlVBUaOgxaNsR5K2/TDF5ySScVJES4k0aI6fLFNMOgahCy9YgkVqVE1/NsDBaob7LYKcqyE7ZTF4yMQsutR06vU9HcG3Jldfy5GZsQnGF3T8Xp/eZCOnJSjViA9Cw0WDg7SIjp4oU0y5aUOBWJEseBU5FMny8RCHlUM65qLqga3+I7S9GGXjHYOxsGbPgMni0RGrcJtaoUc66nP5WtnoNbMu7HrFGjY2HIxhBwaVX86QnbQIRhe0vxdh4KEJm0mbmmoUeFHTsCuJUJFdeL5Cfs9GDCpFaldysfXMN/QNBui5OKod1ZZTS6WtYl0cejYi4C5SAjjBWTkzdQhn3ETQJlY4LjovR00L0xf3o3c1VFexmC5TPDvzMCB/wbMKx7/5cVn2nhEAJBdde+S4py8qaKW8AjpTIG6ajebeMvUbUB7wJ6o0T17Ump4ZQ2Wg0ELohKlR0LUZvER24HTnXpOiuTJOrVaMEb5H21qHXErmhpw/A5fLUuqM+SxRci0k744ufdXKrqCJ4ZhNL2NK9Zd2VRK5IqVQQ78l0wsfHZyW++HlAVComI6NnKZWzBIxwVfxYVolcfo5UapxS+T5Y5j4Eapo1att1xs6VGD1bYulFaPKyyc5PxEg0a0xdNZGuJ2riLTrte0I0bw2iBwVnvpMlM1lZnpxLGDuzsnB54J0Ch36lhkSTDpQQqiBWr+G6MHPNEzBSStLjFeo6dFTDexDoAUG4RsXMuyyMVjDzLpmpCsWUgxYUKJq3Xt0Gg2idyuXX8kxeLOM6kJ2GqSsmWz4UJVqrrRA/Ahg8VmJ+yFozM0q6MHR85UNuWMD2l2JE67XqOmbBxSq4uDY4lks5t3oiWNOqU9OqM3KqxNi5cvX6Tl4us+NjMeJNGjPXLRwHShmXmjaNxo0GVtElPVEhNfYA7I+lJ3RkxUaaFm6mgD2bpjK5QGV0GntkBns++75IyxKahjBW3uqkVXlkY9eakmitBzA2tS+bRgBKOIDe3oBaG8P5GWnQIB13XaYuq7Zbo5eRCN6fmrmKdLHl+v72pmuvmITeLYZQ6TZW1irVaRF+LXmIl2J316g5rBgriuXBS7UzbpGO1qzF0W8SZCOV1F2fT1lWmLXfH8+qx4Gye+v78Y1X3pUu5jrX9Z5Ivvjx8blf+OLnASGlSzY3Qzb3aOyI7ydG1IsudOwOEatf/spEGzSidRpGREFRwbWhUpZcf6tA69YAbTuCnPpmhplrFjf1X6Vho0Fjr0GkVsNYFCmKKlD1pR4skuy0jap5qXQjp0pE6zTqNhgUMy7mooiolCWFBYe6LoOGHoOZ6xbJNp1IrcrsgEWl5K0XSiiEkyq9T0Vo6gtUx5Fo8dbVwwpCWXYgLiw4mPnb1NAIL1WtoccgXKOiBRTvOiiganf3kApGFCJ1Khv2hkg0L1/fWKN3fQOL19exJJdezdP9ZIiWrUFatwVJT1QYPlHyxFHl3iZpTiZP4dVTODemrknAcZC2g6w4yJKJkyvipvNebdBDrpV5T6gCoa6cBErH9SynHzJK0PBET9BYUYMEoERChPZtws0WKLx+Bjd3f7qgP1Lucb62ypJWCNDuT82JK911Rz+86M69f9dVFGrVyIplNWr4roXPrQgqetVB7mbiagDlps9St0izuh23i1D4rOZm57Zb4eJ9v36WaKzR2LEhQFudjqZCOu9yecxkcNqibN2QxgpsaNLZ1hGgscZ75mUKLtcmLa6MmVj2vf3mwgFBZ6NBR71GIqISDijoqqDiSHJFl5m0zdCMxVTKfiDB9aAh2Nhs0NGgUxvTCBoCRYBZcSmUJdNpm9HZCqNzlfv2CI2FFDoadNrrdWqjKqGA1x/NuuGYI7PeOb8P3lU+NHzx43NnpJfmZebdaj0OQDHtMNNvMjuwMjqSaNbRgwpW0SXRpGGEBOYN5kKdTwTZ/lKM/JxDZqpCbsarF+p75gY3LgdmB0wGj5XY85k4G/aGkdJLO7v04xzWoqixSi7j58vUdujs+4UEuVkbRRGkJ2yGT5SwF2+40vXEQzm3+hwmL5XJTK5UZ05F3vbmtPFwmG0vxJgftsjO2DimjRFRaNseuPVGt7q8UnpjW+P6Tl81mRtcjprNDVoU0w6JFo26ToPWrQH2/UKCk1/PMHXF5A6tg9bELZqUjl1e7db2fhI4t8N1V6WRCVVBKMp7mNbeG0LXUHXvtuvk/3/23ju8rus88/2t3c4+Fb0SRGfvnZKobkuWXGTZcdwST24yvmnXuamT3ORJJnmSmcm1E9+ZSY8zk7hEjhM7jhVbzZKpRkpsEnsBQAIkegdOL3vvdf9YqARI4rBCEl4+EgmcffZea+223vW93/ulyF3qV4SoUa3o64Uh/Pesx40lSb15et4IyO1rrAD9xvIMhK7Pim4t+HuXEx0p4SbVOZIsPDXuRogPgCYEIS3/Z8JCISb+zIeA8M2RSiVl/lJPV3pkFjihXwJ5yQrfiU/YsgKdPeuCVBUZxFIeb7WlOH0pQ1OVxfu2hFiz3EdBUEcXkMx6bG6yef1UkgPnkkSTHpoGO1b4uXd9kIYKi7BfPR9SWY+hcZfDbSleeCtGIr3w0Qn4BFub/Gxu8lNeoFMY0vFbGqYhMDT1+E/nPGIpj+GoS1tPlsOtKS4OZPPyYvnAthD1FRaagHRW8t03xhmNe2gCNjf62bnKz7ISg6LQBPEyBEKA40qyOamOH3Np7c7y5tkknUPX/3wPBzQ21NtsqrepLjEoDOoEbA1rYvHVcSVZR5G+0bjLhT51zEuDuWsSP58peGx7mOriCRULMDjm8PSB6A09hneu8rOpwcacyH1OZSUvHo3TOXj733NL5GcJ10Rq3CUx4jLaleP0i3Hcy1ZlcmnJ5LuxoNJg9UNBxvsczr+RoOmuIE13BTnzoziZuLrjGncHCBTqvPXdccZ6HJyMJFw2d1XXyUqQEB9xuXAggZOVJEddxnqm7z7pgetIXBdGu3J0Hk2RS0tigw6xoentEiMuqahHf1uG828k8dzZfZg0bFgoVt0fRLfg9A9jJMdcPBfKm30zjdCm2ygl0pNTErzLkRr3SI66jFzKXnl8Z7QtOeqSHHUZupClvzXDAz9XQuVqm6GO7CxnuHwgpXz3kJ3LIHPunKR7YZk3LZKQd3scl1zXAMl9J8m2dWNUlxK2DMwa5fhmlBUSvH8zXixF+ljbncv/0QTCuLFXhDB00PIP/wj7Muc0yR3J0bpRCAS2Nluul/UcRtwk3k1Y9e93orPc6WbCEPocYqTkfvnd5xKJc4VjLOG9h6CtsbHeZlWNj1jKJZ72GIm7PLgxyM6VfmxrerEj7NcJ2TohWyOe8jjcmmRtrc2jW0M0VfkwZ7wTw36dsF+nKKwznnB5/VTymhEgIaC62OBDOyKsrLEoLzTQ53neaBqYhtp/VZFBfYVJc5XFa6cSHGlLkcou7J5Ys9zH1mY/uibIOZJ9pxMk0znetyXE3WsDLC810TVm5dkBWIbAMiDk16ksMqgvt6gtM3n+rRgnL+YfVa0tM7l/Q5BNjTZlEWPWOE5C1wQ+U41rdYlJfYXFyquvCKwAACAASURBVGU+fnQ8zoGzqWuOrWXAnnVqQVpKSd+ow8lLGc52Xl8UuCCosbXJzz1rA1Pn6ExnBuMO+XgskZ8lXBOjXTn6WjJUrfbRsDPA4AWV3xMo0jEswUBblmi/gxUQrHxAGSO0vBKjvzWLbggadgcY683ReTStIiouGLbAF9SwwxrBWp0V9wanojSTMCyN8maLzqNpOg6lrjg3DxTqhIp1Wl9L0H44Ne+7vb8tQ3WnkuLlUio/CAGhEgNNh+5TaVJjC58UeA5Yfg1fUN25BZXmvH0AyGUUaStttKjb5icx7OB5k9I6j+FLWfrbMpSv8JEcV6RGSggW6eiWoL8lQ2zQJVymU7XGJpfxSAy5SCkprjUxLEE65l5X1Oe9AJnN4V0WQdFCfjS/hTd2+9uT6xpk/J9fJnexH5nK4AyOowVtQo/uxCiJIDQNs6aM4ENb8BIpsuc6b38jAaFpCN+N5dkIv++6CJReEJolmZNSIpM3XuD0dkMi5+SAdDmj/M+hvXTnbvziy0iH1sz80uqMdOZErkxhoAY2PwJ0pejSuxWG0JYMBhaAgE+juthgY73N1mY/piFIpFV0xzY1hFAEpaLIYPsKP7GUy91rAzRUWhiGIJlRCwA+U0xNiAuDOu/bHOJYe5rh6JVfakLA8lKTT95XwNpaHz5z9iza9STprMTxJLapYZnqKhZCEPbrrKnVKArr+H0a+08nSWTyW4wwDUF1icmqGh8PbQpRWqCjTZAeCaQzHumsxGcKAvZ024QQhPyCjQ02ug5jCY+uPCJATZUWH9gWYlOjTdCvz7pKHVeSynp4EmxTYBpiqk1BW2NljY9IUCNgaew9nrgiAco6kiOtKR7ZGibg0xBCEAnobG2yr5v81JVZVBfPJqenL6UZuso5vpVYIj9LuCZSMY+21xO4Wcmy9TYNO/wgVESivzXDQFsWoSn76uo1Nq2vJehvVfVpWvclKKq1WPu+ELEBh5FLOc7ujWNHNDZ9OILnQjrq0n0qQ6hk9uXoucq6uvGuAGVNFtKTOFnJSGeO9oMpxnrUAyObUmYI6z8QpmF3AOlJsknJQEuGi2+nSIy4JEdcTr8Yp3FXgPrtAVbcqyGlJJeS9JzOf1J18rkYWz4aYeenC3FzKu+o71wG0zf3hZkad2k/nCJYYrD5IxE8RzJ8Kce5l1U0LBX1aHk1gZOW1Gzw07grCKi29bVk6G+ZeNhIKK4xKW200A2B50hcR3LhQJKu42ncBa5evdfgxVJ40dn5M3pxGC3kvzPtiSaUo9uEAFsm06QOnUMLBwg9uBUtZCMMHatpGcEHNiOTaXKdC68Jo3Z6ec5M/u0UloEWuXZV+atBC/uvy6jAKC9kVqM9D2dgkRbRvQpcKYl5s58vKS/H6UwvJ9I3XrPoakh62TkSrICW/7nQhTYnevVuhyUM9KUa8NeErglWLvNRXWISS3k8dyROe38WnynYvSrAliYb29LQhGBVjYVphFheahFPe7x+JE5LdwbHlWyst7l3fZBIQEXja0pNastMxuLuFQPfRUGdT99fwLo6G0Oflnr1jTocbk1ycSBHMq2IgGUKSiIG62p9rK31EfbrGLqgusTgka0hUlmPN88k8zamfHBjkKKQTlFIEZ+hqMOhlhRtvVniKQ/Xleg6lIQN1tX52L7CP0XSTEON3UMbg3xj79iC5HdVRQYPbAyypdlPwKdN9flCX5YTHWk6B3MkM8pB19AFZQU66+tt1tfZ+H2KzlcVmXxwR5jBcYdj7el5x1dKGBh3OX0pzfYV6h3gtwQrqn2UhHWGY/kRFiGgodKksnj6OTIcdWjvy5JI3xllwxL5WcK1IWG83+Hsy6oejuVXtW+crCQ15pIcc5Ee9JzOMNqVY7zPmZJfpcY93v63cQIFOvEhZSAweCHLwW+OYUd0hKZI1HhvjoG2DLkJna/hE6x9XwjdFLQfTKo6N6CsrVfbBEsM3vzGKIEincZdATIJj75zGZysutFCJTqNdwXQDMGZl5SUbLQrx+lYXBkc2AKk6kNi1J0yUAA49v0YuqFIy5XQezZN6muuivwI5eoWH3TpOZUmk5x9M3sO9LdkSI662BG1GpZJeMQGnanxjfY5nN0bp/P4jPHNSJIT4wuQGHM586M4/iM6uimQUuJkJPFhl9T49RU4fS/AjSVxR6JIx53KJTEqS9CLC0B0337hvWQOOfHG4yT3nUQP+wncvR5hmWg+E3tDI140SfyHh3GHFu4AJ3POxDHUpOByq++FQNgWRnEk7+/N2odpoBeGEZY5Vdx1ITDrK2cTNs8j1z10Q225E/DwGLmsNo9PGJRcZoJwKxD1UrOslQHKjHDePNhAJyhuXd7SYoRfM5eKui4QxWEd15P86FiCl48niKc9dA2iCZeQX+WlABQEddbV2Xie5PsHY7x6MslYQr23OgdzVJeYrK+zVZ6Oribapy9lcOdhBaah8m9mEp901uPt8ymefytO36hDPO0x09PGZwpOdaRZX2/z0KYgdeUWmhBUFhnctz7I0LjL2a78ohr1FdaUzO3t8ymeOxKja8ghmpxN2kwjy9muDOd7s3xiTwH+CeLitwSrl/uoK7do77+6rNe2BFub/WxfMU184mklD9x/Jkn/qENiguzN7PPJixm2NGX54I4QRSEdIQSlBQYfv6eAS4O5K0ZeUlmP/WdSbFsRQACaJiiN6KyttXntVH51/UojOsvLTAIzFodbe5QJQ571r28alsjPEgBYWwe//VnB5CLtcBS+t1/yzIGJDSSkox7p6JVv0Gi/Q7R/nt/3OUT7pjXjnguj3Q50z9aRj1yanhwFS3Sa9wQ58UyM9oPJKUmXHdFY/WCIypU+AoU6pfUWpQ0WJ5+L0XtGyfEQKvdo04ciFFQZmH6BG1N5M5P5MlfDaOe1J2luDoYvzt0uk5h/FcPJyKtaUksJqahH6irj6zkw3ucw3rekv88Ljos7PI47nsAoUZN5LWRj1leSOXsJbzx+jR3cHrhDYyRePoYWCmBvXYHQNLSAjX/XWuUA9+oxvNjCairJdHYWwdKLwnlFf4TPxKwqQQRubNIrhMCsKUML+3GHF0h+NA3fypqp+kdSSrx4CmfgDmgUbxAZ6c6RpQU1H/VWCdziusCd2ZE5zmO1ZrGSweQx4bA1g3Lj5hSYvT24zCT6OqKepXqIgGZde8MloGuCnmGHw60p4hOr+K4HF/qynO/NsnKZb0rW5rcEpy6mOdGRZjQ+fW2OJTzOdCrTBHNigaq6xMDQ4HI6IgQ0V/m4f0NwivjkHMnpSxn+5fUo/aPOvJd3JifpHXUYSybIuZIP7QxTXWyia4IV1RbbV/jpH3NmtetamDz+2c4039kXpaN/fgOFnKMiUm+cTVJeaPCBbeGJvggKgjqraq5NflZU+9i1KkAkoE3tc//pJM8fiTM4Pj+JyOTUcV85ESdoCx7dGiZoqzbXlpvsWhXg+SOxeSNejgvtfVk6B7PUlql7IRzQ2dxos/9MIq9U1Lpyi2Ul5pQEz3El57oyeUeQbiYWHfnRBNSE4O5qWFcsqAqCT4eUA11xONgneb0H4jPeo/ctg59ZJ3i9R/L1M5CeGM/1JfDjKwQriuDbrZJnOtR+ALaVw6dWCXrikqfOQf/E4lyxDTsqYHOZoC4CYRNcCYNJODEs+f4FGLnsbizywa9tE1QE4NkOyb+2zd83Q8CDy+Gn1gqOD8E3z0kuLZLyCZEg7F4jCEzUEewZlhw6d+fa42Ylpi0oa7QYvpglm/Kw/BplTcrhbLzfITnuIl1JoECRoPiQi5vzsMM6NRtsIhUGgxcyU85wS3jvIndpgFznwBT5EZqGf3MT2ZZOZSpwp5afZsKT5LoHie99CxG0sdfUAaho0P2bcccTpA6dXZADnDsWR3oeAjWR0IvD6AWhBUePtEgQ35q663JquxzWihr04gjucHRB29vrG9CKZky2XY/06YuQe+eR/px0aMsOEnVTRHQls4zoNut8VdeReZMfunPjRL0UnpRTk44N9jI0NLhC4db5ENB8LDMLb1Erby48JBnPITjhsGcIDUvkN80RQJVZcEtd+t5NyDnKTnlwfPb9mXOhf8xhPOlSXjB9Dlp7svNGG3pHcrNyUErCOpo29y7RNbh/fZDwhEROShhPuvzgUIy+0Ws/I1IZyVttKaqKDMq3Gxi6wGdqrK/zcepiOi/yAyri9P1DsQU5x0WTHvtPJ7l/fXAq+hPwiSlycSX4LcHKZRZ15eaUmUJbb5aD51IMjDvXVH0kM5IfHU2wtcmP36dIiK4JHtoU5JUTiSnSOre9LodaU1PtM3VFShsqLdp6FmZAo2tQV25SUTR9DXQPK7vvzHWW57gZWFTkRwCNEfjT+wXFPgiZyqbQk2BokHYl9y4TbC2HvzouGZ0gIaYGy8OwrkRQ4pd0TyzkNhbA7iqoiwjaxuDNvunPVhQqAjSSFlNF3wos+P3dgvUlELHAZwhcDywNcp4iZA/VwG/tl/TNWLXLeTCUgo82qV480y6nCNhMlAfgnmrBxlLB2RHJ0MIWcd+TSEVdDn1rjMbdQe76XBGGKfBcZVXdfTJN236VIzNwPsvZvXFqNtjUbLTRDaHkeOMuLa/G6Tg8XZR1Ce9d5PqGyZ3vxreyBm2C4eulhQTv34Q7FifX0bs4fGddj2xbD8mXj6IHbczaChACvThC6P3bcWNJMifbr+kAl+sewu+4MCF3E6aBf+ca4s++ec1+CsvAaqrGt67hpnTJqCjCt74Bp39kTu7VnGP7TILv344wjamXvHRd0ofv4ErMDUACY26S4+lu9gSbAfALi1W+Spqtclqzt64OXBZlhtBslWMLdR00WqXUmIW0ZReWQ+YTBnVmEWVG6Ja182bCkR5JmaUYJSv0C4tiPb+8tRqjiBqzCF+epOm9imRGWSnP90iKJV2V01GgfvY8OSVJuxzjSQ9nhgtryNbnjdoVh3S2rZjO18w5krOdGVp7Fi5ZiyU9TndmWF9n01CpJvZVxSZN1RYt3dm8zA9OX8rQ3pddUCREShiJu3QP52iuVuTaMgTFYdXXK5GYZSUmK6un3fFcV3KmM82F/vmLsM+HkbjLmc4MlUWq/hCoukw1pSbnujLzvhbSOcnR8yk+sDVM0FbGB8UhnU0N9oLJT2WRQW2ZiW+GI925rgz9CyCqtxKL6u6WwFgWeuJwfBAO9nl0xNQKQkUAPtQgeLxB8ECN5NwofGciwjKSVt8p9kG5H7rjikgtCyrSNJ6BmjCU2EyRn+VhQdiC9qgkMbGQGs/BYFLytit4e1BydkQSy4Gtw33LBJ9fD9sq4HOr4YtHptuddOBHnZLPrNKoj0i2V8DrPXP7VxuGreXQHZccH5IklyblV4SbhQsHUvSezWBY0wVI3Zwkm/SmbLOToy5n9yqSo5tiajsn45FJeGRTi2FGu4Q7jpxL+kQ7VnMN9sYmEKrWj291LRFdI/7CYbLnLiEXUsRA07Aaq5COQ65jHp3nDbfVIX38PFokQOiRHRhlhQhNKEvsD+xExlNkz8/zgJkB1ZddMGPeF3rfNjLnLpG72ndNA2ttPeEP343mvzkr38LQCd63EXc0RurAGWTqCpMUQyf8kXuwmqqnJW+eR7alSxlEvEMx7ib5XvTYFPnRhKDRKuWJyCa+PPRiXnVh8sXLiRbuD63ERpEfSxh8PLKVLw29sKDjFutBdgcaMd4h+S8ZmWPQiVFjFgHK4KHaKCSi2US9hRnb7AjUU2cWz7ErXsL8SOck8SuoK9I5Vd9mEsmMp/JS5tk8k52dr2KZYg75EQJW1vimcl7UMTyOtafzKuApge6hHBcHslPkxzQEtWUmpQU6iYGFk5+3z6fyqknkuJKBMWeK/AghMA1Fgq4UCaksNqgtn2EWEFMEKp2nyVF7X5Z71gaYrCSgDCssWroz85IoKWE46nLyYppdq9TLJGhrrFzmIxLQiCavPU515RY1pdMRq0Ta43xvlrE8I2w3G4uK/IAiMv/5DYnjQcKBrKsu1LZxGM1IygKwpQw2lQm+0yanvtOdgLXFUDbxsi+yoSoouBgFS5dUBRT5ASWtqwqCLgTdMTklhXMl/MVx0FDEJO2qqJMALkQlVUHBk83w4HLBF49MXymehN4EvN4teWA5PFyrJHgz4dehuRAaI4JXuyVv5WneNIktzVBXof699yiM32Ld+J2Ek5HEBlyuJtGQUtXoyS4xyXcEtIIgWtBG+Cw020TYFsJnIWwLzbYwlpXNEukLU8e/czVGRREyncVLZ5GZHDKdVT9ncshkGjeaWEA0ZJDkGyfRSyKYNWVq/5aJb+VyzKoSMi1dZE53kLvYjzueQGayoGtofh96cRijvAizrhKroRKtIET8xcPkLg7ckvpIMpMj+eZptFCA4ENb0MMBhK5hNVYTfGQ73r/tw+kdvkpfh8ie78He1DRl8qAVBCn6mcdJvPQWqcPn8GY+PCwDq6EK/7ZV+LeuQCsMIT0XmXPRLq+5k1dH1NhokSCRJ/Zg1VWSOniG7IVuZGbintU0rKZqQg9twbe+AeFTL0opJTKTI/b0vjl1mt5JSMkcB5MdnEz3sN5WxWwL9QCPh9dzOtPLM7GTt+zYe+Pn+OXShynSAlOTj88U7eRb44fpyF35+gEw0Fjpq+AD4fW3rH03G3Evw/nsIFv8tQBoQqPJV8YOfz0vJc5e8/tVRgGPhNdQaxXf6qa+a5BzlL3yfHBciTeD0SQyHtkrWKo5HrOi0oY+12BdoHJfZpKirCNpydOoAGAk5tI36kw4sqkdVhSqAqUXBxaWnygldAzkyLkLfwd4HnMiS6omz/zkxzIEJWF9qhgswFDUYeQ68mUGxt1Z0TVQNYPEVTS4ibTHgXMpdq4MIIQyPigr0Fm73ObNc1eP5PtMQW25SdkM2eOFvizdwznyGLJbgkVHfjwJA/PIwRxPRW1ODsHuSkGBJdGE2n40A71xyT3VgnK/OotVQagMQk9CRXQeqYVSP+gCyvxQ6IPehGQ8O/ucj8yzOCSBWBb29UqebBZT+5l58sYy8OxFyaP1GhtKJHURuDhD4l4VhK3lgqQDp0dUpCpf6Br8zOOCPRsgk4Uzl+S7mvws4d2Hwp98BLOuUk3EtIkiEBP/FkKoUO3MN56hY29qxl7XAFKqYqzeREHWieKxuc4Bov/6Kk7XNVYUXI/0sfNoQT+hR3dglKvVYWEa6EVh/FtX4FtXDzkH6XrTbmmaQOgaGLqSY1kGCHFdDmr5QCbSJF89ih4J4L97PZrPRJgG9qZmvNE48RcO4Y5cIWnQ9Yg/ewCrsRKtMDw18TUqiok8sYfQIzvwokm8dAbhM9GCfjTbQvh9aD4T6bhkWjrJtnUTeWLPdfch9XYrwrawGqvRI0H8u9dib2rCS6bx4inwpKq5FLTRgn4w9ekVdymJPr2fbEffdR9/MUACnbkR/nbkNf648kkCmoUuNJp95fxK6cOENZvvRY+RlteecGkIGqxSHg6tZtCJ8UqiZY6b3EwMuXG+Fz3G54v3TDm2lekh/t+qJ/mF7m8y7M7/AtEQrLWr+PXS990WZ7qbhVE3ydFUJz9WsG3qdyutCn6sYCtt2QEu5kau+N1yPczPl9zH/cGVS05vecBx5VULZs78JJvjihEaKWdvO19tZCGgqcqa8R1JMuNdV+K8J5XULp72KAiq811WYFAUXPi5H4srWV++61/zRb6ulF4ZCWiURoyJ/CeFWNIjcR25zMmMNycvKRKYX144iZwLFweyXBzIUl+hxr4opLOhwceBluRV+15doiRvk7V9JNDSnaHvGqZTtwOLjvxcDVlXRX+EEGgCNMBDEZPeJPgNQZlfWSJXBxXhODksaR9XhGl5WFDgkywLqZyei1H13YViYOIdo4m55CfnQcuoMkWoCcL9y+BrM8hPTQi2l8PFmOStAXldrLexChqqoKxAkMyAri1JupbwzoJeEJoyHVgIhBCq0OZVim160cRUdONakJkcyX0nceMpwo/vxqotnyJgwjLRbzGhyRfuWJz4i4fRwgHsLc0IXUezTAL3bsQdjZN4/TgyMb+cJ9vRR/TbrxL59MMq2jbxhhMhPyJoo5dE1Ixjsv+TUjPHJdPSxfi39qIXhfFSWTT/9UV/ZM4lsfcggT0bsLc0o02cS60gOG0yMfFinCUzkhB75gDJl9++ZkTvnYCUzPFKvIX/PbKP/6v0QQBMobPaV8nvlD/GhyMbeSF2mmPpLnqcMVJeDgONkGZTYYSps0pY46tki7+WOquYiGbztbE32Z88f9XjSuB/j+zjkdBaVvsq0ITS7e8ONPKPy3+avxx5lZfiZ0l4auVcR6PWKubx8Ho+WbCdeqsED4+05xDI0wCgSAtQaoQIaT6Cmo+Q7iOk+QgJ9e8Gq5RSfbaL3MOh1RToNmNuipibISkzxL0sMTdNwssQ99L0OuNk5PyTp4SX4Vi6m5ZMPyt9SiJhCZ33h9cQ0W2+PnqA/cnzUxI4gYr23BdcwZORLWz11xLULJJeFlPoeZslvBfhySvfopfPUFxvYgFrQVvPj+Lw9LPe9WAk6l63X00i5RFLTZOfyYKkurawx04sNTeScrPh92lTDm+T2NRos2KZlfejUdeY6uskgva1TW2iSZfDbakp8mMZYqoW09WiZLVlFssnI0vA4FhO1V/Ks6DsrcCivLMDhnJw214hqAsrCVvQVK5v4Ym5yUyiKoHhFIykJCW2iupUByFkKsJyfhyG0yrnptgHy0IQtuBg32zXOFCEalsF3FUFKwoFZX61raWrdl1NBTychhc64Ne2wZ5qwb+0KkldgQXrSgXFtmB/r+TYdZarWN8AxeHrs+5cwhKWoCCzOdJvt+J0DuDftZbAPesVIcvjxsr1DuNc7OeWuyRIcPpGiT9/EC3kx7dqOQiBZluEH9uJNx4n9VbL/LlKnkfy0Fnc8QSRj9+PWVeBmEk05umvl0iTfOOUiioNRxGmgTM4ilVbcV3N12wTL5pg/JsvkuscIPTwVlX3R0ysIM0DZyRK9NuvkD7atiBnu3cKBt0YXx87QFi3+YnCXehCwxA6pXqI+4Ir2OmvJytdXDwkahFPINDR0IU2MRnX0VEExkBnIf7lg26cPxj4Pn9e/SlK9ZDKMUBnvb2ML1Z+jISXYdhJkJYORbqfQj2ArZkEhIWLx5vJdl5OtPA75Y8xV4h0ZfyfJffyE4W70FDEWqAiSmLiZ4O5Tmw7A/Vs9dfiSTkxCuqPJ9XfMS/Dr/T8M2+m2uc9pgRaMv08NXaQ3y57DEtTxhkBLO4NrmCrv5aom2bUTeDiEdZswppNQLPwaxYGGmNekr8eeY0HgyvZHWhccH/fq5DyaoRmNiaD9tcLISA4I99HSkjdQHHv3GVRKyGU/Mw0xIKKhqdz8pbX1zN11aaZsC0N27o5RXgt49p3dTIjOdGe5gNbQ4T8E7WCIgYb6u0rkp+QrVFbZs6KpJ3vzdE7sjie6YuK/GhC2VP//m5BfUQ91kczgp6EZFApJKgOwdp5FqBG0ir6U2wrklMZFMRyivx0xZUbW3OhIlLVQUWiOmJyVuSnKgC/uUOwq1IRnXgOuhOC7rgiMREf3FV55fbHc8pRbiilURuW7KqEl7tUBGpHBQykJEcHpw0W8sWGBkHRO8N0ZwmLFDKbI/rtV4h9b9/07zx55ST0m4yhL/+zkpDdREjPU3Vt8oHj4vSPEHvmTZKvH8dqqMJaVYtVW45WGEIL+hE+AxwPL53FHYvjDo2RvdRPtqULp3sIL5W5JvfxxhOMfe0Fxp96abq9jptfNENKsu29DP/ZdxD67FU7L529so5kop+ZsxcZ+pN/wremDnt9A2ZTNXpBEM3vQwqBjKdw+obJnO0kdbQVt290qiBp7mIfQ1/85pTltXRclQu1QAifCZo2Uaj1EKkj57A3NGJvaMSoKEKLqAiQG0vi9g6ReruNzMn2BeVwvdOg5G+j/Pehl+h3ovxCyf2ENHuKjJj6rZNa7Uuc57f6vsufVv0YBZofIQQ6gohuE9FsKo0ISuQppmyxc9LlULKD3+t/mmI9yKATz6veT0jzUZqnS5wlDKyrzMQs18C6hiQt6qX5QfQENWYRP1V0F4bQp8a4UA9QoPmnrLvFBJ2bjDqOuSn+fOhl/mn8MA1mCVvtWixtUU2TFiUWSgAkN7Zc5DMFM4P8Em7ILtlx5ZzIjWWKifo9196v48hbbhJq6mAZN/edOQsLWM+QUuVIHe9Ic/caJYMtCCjjg4AvTjIzdxSWlRjUlZlTcr2cI2nrzdA/tjjyNxfVXR2x4L/eI6gLC44OSv7kiKR1TE4VRI9Y8ImVgrXz5CIOp1V+T20YVhUp17feBPSnIJqFviTsqpwwQggpF5HexHRNIAH86jbB/TUwnBL84QGP/b2QcaeZ/e4qJZ+7GgZS8FKn5KNN8ECN4JUuSU1ImTQcHYRD12kO5ffByuUQCiyFfZZwY5CZ3B1bUZep+S017wgkkHNwh6OkRmOkjrapSb6aDV22rco1ktJTetcFv+2lMme4waY+vi3Eo1tDBG2NbE7yN8+OcKx9Ye5VTJDb9NFW0ifOT/Txsv55HtKT4Lqz3/meRCZv4Jzp+rR4P+fi9o+SGHqb5KvHpvO9YDqHy/XedaRnJiSSPifKXw+/yuuJ83y+eA+PhNbiy2OC3Z0b44X4af41+hbDzsKSR108no+d5mL2b/mjyifY6a9HExNTf8GciE7MTfPd6FH+x9CP6HXGWeur5EJm8B1T7LTbGePPhvbSnRvj88V7qJ5Rp2iS+F2OE+lu/mJoLy8lzhH3MrRnhxn3UpRp74w+vycwnyPZTT6EIK960Lc8+K9pYk4+UDzlEUtdv9xvJvrH5i8KezmiSZfDrWnuWh2ceHQLKgoN1tT4OHJ+7ruoptSc5VDXOZijczCXlyvfrcSiIT+agNVF0FwgGEpJ/uQtyfGh2ddVCCV/ADTHFwAAIABJREFUmw/DaeiJSzaWCFYWKbla27ikfyKfszMmyXmC+rCK8PQnIDpjsbsuoo7v1wV/edxjb9d0QdRJRBYgex9NK9vrjzcL1hTD9omCqRI4OwoXFlZjcA7W1kFpQZ435S2AEPO3QU7873ZNbG9HOxZLX5dw4xAC6sstHFfSOTQP8fMkeC4yj+KPtxMvvh3nwNkk96wNcN/6INcVPFssfXQ9RXJuE15LtPGhjj+fmuB7SBw5//FfTbTyeMefXbbt/OPVmulnc+sfXlebUjLH4VQHJ3q6WG4WcW9wBbsDjTRZZZToQUK6DyklcS9LvxOlIzvMqUwPB5LtnMv0k/AyE/K4hcPF43Smh09e+gq7Ag18JLyRLf7llOthwrpNYsIp7fXEeX4QO0FLph8HNU6nM738eOdX0CbHRUpy81xHk89LCfxB//f5o4Fnrmt8robcFc7HTEhgwI3xlZHX+H7sBA8EV3JvsJnVvkpKjRB+YZGVDn25KCfSXbwQP8MbyQuMuImpUf2L4Zf5m5FXZx13vhH/3b6n+f3+70/9fKVra9xL8aXBF/jy0IvX3HbUTfKlwef58tAPr7ntewkZR0VqJuvdCK6aDnpN6PpklGfGMXIyL/e2W43LpXkAB1qSfO+NKGOJG3+Wy6vkbM1uB3QOZrnQl6WpykIIKCvQWVdvzyE/RSGdugprKp9ISklrT4auocUR9YFFRH4EEDAnH6wQu0xRoqFIyz1V838/noP+pDKLai5UeT89cUWKADpjShq3oVRQFYTzYyoiNAlbn5agx7JzLwZTwEcar62NdCVcisEbvbCyCB6vF6wsUsc/0LewEOnkwvOkIZZhwM7VUF44e8HWMqdqGF4dEhZSvmTWV+R0PrIQEPLD1mZ4ZIdgczPUlELQD5kcjEahtRvePAMvHpZcGlA3Sr6Y7Otkmy9fBBYCCoJw11p4ZLtgQwNUlaqHXyYLA2OqHW+1wL6TknOd+fdbExAKwI6V8PBWwbp6qCiGkohyaBkah7OX4NUTkh+8CaOxd/VC9bsGxSGdPesC9Izk5ic/ixxZRzIccxmNu4vqxfxOgIcku4AJc77bSiAjr/9lLoG0dGjNDtKWHeQfRt8AJgnEtOxGTm1/4xIbCUjhcDDdyqF024z3mZg4gjLvcS+LbEquTTo2lcIXNguG0/CXxyQXY94dn7C7SLpyo/zj2AGeGjsIzB7fq42ti4e7gPY7LLyft2rb9wqkVNbLhSE1qRaCG8p9MXX13/T+pSI/V3Gvu93IOXKOtM/SBZombnsUZSzhcaQ1SWOlOZUfVVtmUlNq0jXjvVpTYtBQMV3bJ5byaO/P3RSydrOwaMiPJ6F9XJL1lMHAJ1fBXx2DjKeMDraVw0+vE9SGr6w4GUpBIgdNBYKhtKQvOf3i6IwpIrSuRBAylTRtJvnpjkM0px6CH18haB+X9CTU95eH4Bc3wcbShfVlMAk/vCTZUaFxTzUU2ZI3euHwNSRvmgaFQWishrW1gjV1sKYOVtYIIsHZ1o9BG575bwu76ccTkm0/K0nmkdbhusqW0jRg1xr4wpOCu9cKLpelB3xQFFJtfnQH/NLHBE+9KPnaC5KuoYWrgwTw6A7B//oN1cl4SvKn/yL5m39Xn/st2L0WfvPTgo2NcylowAdFYVi1HD60G7oG4f/7tuSbP1r48QN++Ojd8PNPCOoqxLyr6+GActz7wE7B73xW8vfPSf76aRhL3JJyL7cEPmHgSA+Xd/6LVRMT9SBmqKdcT04R0snPa0pNqosNhqIO9sQiiyuV5nvyvE1qyT1PueJMapVdT069ZAxdFam8fCXO1JUMYObvZ7Zt5hXrSbWaN3lcXVN1Hi7fbvK4M4+0kEvM0Jm2Fp3o482QRyzh1kHlQuR7pq8P3/uwoLEAZl/C6ofBJPzuG3LeIt0LwaQT6mLD7RzfJdxaDEVdCkNq6qprUBo2ZiwV5IeQrRH2T09qcg6kMt6iWtDM5CSpy9zRgrZGwHf7b7RE2uN0Z4ZY0iMSVLl05YUGa5b7psiPJqC6VBEiUO+g871ZOgfzzMu9xVg05EcCfQn4xhn49Cr47CqNjzXBeBYKLImuKfLwJ0ckv7F9/pM+nFb1dtaWQEdU5flMoi8JgyllQa0JuHSZ2UEsB99plZTagj1VsPtDGoMpCBkQNCWjGfjFvZK/fEjM6z8/EylX1fLpTkhWFQn6k/DWgJzjLHc5tq9Uk/u71t75t0fOVRftE3fDr39So7Zc/X5ywjb59+WmUUUh+MWPChqq4Iv/JGntvj5SoGtQXaL+HfbDE/fAf/6cRtC/sO93DUJ778K21QTUVcLv/aTg/k2Cy2s6TkbBZqaCqGiY4BeeEDy0WfKrfyU5dXF+//7FhEItwBerPsa3x9/ihfjpO92cG4LfEmxt9vPgxiAVhaoOwnDM4eC5FC+fSBBPeaxe7uPx7WGaqixCfo01y318/J4CAE60p/nuG1EuDaob81P3FWIYghPtabY226yvs9F1weGWJN/ZFyWW8vjcw0WsrvHx+//YP5Xkaejwc4+XUFms8ztfHQBUYu6WRptHtoUoLzAI+DRMQyAlnOvK8M1XxrnQl6UwqHHXmgB3rwlQEjHwWwJTF+Rcyb7TSf79QCyvBNHyAp3HtofZ2GATtDWGoi4vvBXjzbOpq9bieC9DFyryn/VU1OO9gLQL/9Iy93qI5VTu7BKWsBghJbT1ZmmuVq5XQggCtqA4rOdd60cICAd0QpcVDx1LLp7oBMB4wmVg3EFKORVJKYnoFAV1Orj9KoaRmMvRC2nuXa9yf4pCOiuqLV49qYq0lhYY1Jdb+Ew1rp6UtPdl6RlZPJI3WETkBxRp+O9vS04NC55oUvV4LE0Rib1dku+dV4VLjw+p4qSXYzClbK1XFEraxhSZmoQroW0MLkQlulCSuMuLEv9Lq4o+/dgKwaoiScRSpghHBiVfOw3dCXizD1YVXnuVYSAJr3bDykLoisGbC5iIC6GMm1LzOGcY+twV7qwjFzTZzmTzXxWREnasFmxphtpyNalXKxAQT01EOoDikIqGBHxgGtPte3yXoHMA/uppycBYngdHkZ/KYhXxeWQ7/MFPadgWuK4knVMrNI47XaZkogYlPlPpeDv6oW0Bq5cCWFED//k/CO5eJ7Am7gjXU+chnYVoEsZiELAVubN9EPSp4+garKkX/O2vwRf+THKkZfFGgDQEm/w1PBBcyb5E251uzg1BAA2VFp/YU8DRCymefjOKaQhqyyyyjiQzYVPa0Z/jH18eY0Odj/vWBznWnuaNM2pVJJWVRJOzb6C6MpP6cpNj7Wn+/oejhGyNjJOfDEITUFdu8pkHC9l/JslXnhulusTko7vDjMRc/vqZEVJZiWXA9hV+7lsf5OUTCU50pNlYb/PgxiAHW1L8+4FYXoQlEtD4/AeKCfo0nj0cYzDqsrHe5nMPFyEl7DudXIoAzYPtFfB/rBU8fUHy3EXeE2OUysF/OXT1bUxN5dimnGlZeMpV9fYChop2Zlz1+cwxk6jSEBFL7UOivpNymFPfThdK2WHNkJ17Uu03eYW5kq2DbczePuep71xOXrUJYuub4bvhStWejDvdnslSGvHs3HkBqLIZPl0txjrvEYK8GCEltHRneXTrNBGwDMGqZT72n71ysd/5UBzSqSwyZuX8DI47jMUX1wlOZSWD4w6JjEfIVlGq8gKD8kIDTdz+59VYwuVoe5q71wYwdIGuCSqLDJqrLE5dylBVZFBfMZ2P0TfqcHEwd0OufLcCi4r8gHrw/KBD8oOO+T8fzcDnnp9/ELvj8EcHJX90cP7vfu2M5Gtnrn78wwNweODKJ+kLexd2AjWhiFvalbSOwbnRa3+nfwSeOyg53TH3sy0rBOsb5FSo0/Hg39+A4fFrtyedzT8HZ3m5oLJY5fpkHUnnADxzAL63T9LWPZ1LE7Rh20r4ifcL7t0giQSmCdCnHxa8fEwyHM0/L0bXBTVlsKFB8ruf0/CZklhSEZpnD0oOn4OL/ZBIqbynZSWwvhHuWS9YsUxy9pJkaAHmEqUF8Gs/riR9k8Qnk1URq2/+CJ4/JOkbmX7ABG3YswF+6lHBtpWSkF9FAmvKBP/1P8JPf1HSNZhfX28XDKGzJ9B0p5txU6DrSrKQyUnOdGZo6cmSzUmOtM1OvExmPJIZj6pig4wjGY27dA1feQWqqtjgG3vHOHAudd26b9MQNFVZ5BzJ80fijMZdokmPI6UmmxpsQn6NVNYlHNCpKbPoGXHYdzpJPOXhumkaKy0Kgjq2NVdedzXctTpARZHB3zwzwtmuDK4Hxy6kqSk1eXxHmDfPpfCWoj9zkHVhJKOiIXc+5r44oAtV6+4/bRd89bTk8XrB8jB8v12yvwc+tUqwuQz29cD/OiXpmFHQ29LgvmWCnZXKREhKONgP/3hWcmp4ttxuTTF8qAG2lAsqA4pQjabhlS74+9OqxMVMFPngx1YI3l8LZQGVizuaUWZC322T7J+xyKgLlf/7ZJNgd5VyekWqRdKDffBv5yUtY4qg/dwGwQcb4MtvSZ5pZ5YgWBfwe7sEd1er9//RwSXR3J2CBM52pomnJOEJ51vb1NjYaPNmSzIv5UVVsUFt2fQk3fMkXUMOQ9HFFaEAGBhz6R5yWFWjyI/fp9FcbXG83aB39Pa213GhZzjH+d4sq2pUBK6swKCpyuJsV4bKIoPq4knJm4r6dA4uvjzbRUd+3g0QqEKq9y4T9CYk+3sXlqja0Q9//9z8n33hSUlDpSAwUeMom4O/flpy+uLNavVsTBRiJ+dIDp2D//kdyesn5j70E2l49TicbJf8+o8LPn7f9EMpEoAHNglOd0gG83S50wQ0L4Pf+JSgJCLpHoJvvCj5h+cgdtkLkRQMR+F4O3zzR5KCy/KjrgTTgM++D3atnjaOyObg+cPwx9+UXOyfG8VJpOH5Q/Dy25IvfAx+9sMQtFUEqKkKfvUT8Nt/pwgnqOripXqIjHSIumkKdT+2ZpL2cox7aRzpEtJ8hDUbgLiXIeal53UVEkBA8xHSLCxhIBA40iMlVQV0Z54cHh1Bge7HEgYFWoA9wWY0ISjWg9SZsz3jM9Khz4nO2YdPGBTpATwko04SD2+iHT4MoULbOekS9zIkvewV2i4IaRZBzYcp9Im2u6S8HFEvhZvndMJxoXsox3DM4YndEerLLY53pOkezpFMe9e9OjsUdekdcW5awqvPEBO5P8qMZWY+krJUVZFoS5/eTkWA88/Taai0SGY8pFSyiEkMjjusXh7EZ4pFlci7WPD2ILw9uDQu86E6KHisHs6Pq7KrH2sWrCtRBOVwP9xTDZdigq+cnB6/7RWCmrCkZRT+qUXSVKDIR6lf8OW3FAGa3HpXpXJDvTCu8nClhB2Vgs+uBr8p+G8H5VQkxtTg8xsEn1kFL3fCsxfVvVMfFlSHoPQySXR9BH5xk2BDCbzWDe1RScCElYWCsoDKLQYVLXp7QLKnWrCxVBG1gRlBhKYCRaLeHlC/X7pS7iziKY/9Z5I8sjWEEGCagjW1PpoqLVp7FpZXErQFq5f7qKuY1rgPRV3aejNz1ACLAZcGspztzNBUZU1FqtbV2ZzryjAcc/I2drpRjMRcjl1IsaLaQtMEkYDG8jKT6hKV6zPpxpfOSjr6swwskto+M7FEfm4yBFARULlFy8OSvZ0Lk7wtRkgJ5zrh734gee3E1bcdicFTL0lWLRfsXjudG7N1JRSEyJv8CAFhv+CuddA3Ivnzf5N8/YfX/p6UMLaw0hesb1CObmWF08nhh85K/uRbko6+q38348D/+FcoCkn+w6PKh9/vEzy0GR7cLHl2Ivq42lfFX1R/iuPpbr4xdoBfLn2YjfYyjqe7+duR17iYHeYzhTt5MrIZEPxb9ChfHX2DjtzwrOMZaNRaxXwwvJ5HQutossrwaQZDbpw3E+18a/wQR1NdJOXsh3+FGeHXSt7PKruSJquMggmS9Stl7+P/Ln1o1rZHUpf45KWvzCFRm+wafq/8g4x5Kf548Hmk9PhIZBPvD61luVmERHIpN8LXxw7wvehRxtzZ7NQUOvVmCU9ENvFwaDUNVimm0BlwYuxLnOeb4wc5le4hnadzVveIw1eeG2X3aj/bmv3sWOXnYn+OHx2Pc7Yzc11Jq8m0N6fo3UIw0wgk60jOdma4f32Qx3aEeeNMkrICnRXLfLT1ZBmNqzDseMKlrSfL+7aEeGBjkNOXMqxcZhEJ6JzoyJBI5dcB2xSURQx+4UPFc1ZAx+MulvHujmtoqAmt31DRnLClXEDTLhRagFA5oZNFpiOWcgWdrB84kGROXmaRT026Uw6ELCV9klJtN5p550rkNE1N6i9vftZVRcEn4XqSsyPwpSPw4HLJl+7VSOYkf3RQ0lSgyFFlUI3RNCTfbpV8p1UpOXy65Bc2CT65QhkXtUenz8G3WuCpc5K0M92Wr5+RPPWYiu586fC0DM3Q4O4qJUX/f/ZJUu708XQxd8GrzK9k56/3KEVIdmrRQeUQz1zYOjak1BmbywUNnXIW+bm7WhVP/6dz6pwv4c7C9eDVk3HuXusn7FcVmwoDOh/eFeEffjjKSPzqMhfLEGxs8LNzZQBzgkg4ruRMZ5qO/sUXoQBIZCRnuzJsaLCnXNQKgzr3bwgynvQ43p7OS1ZmGYKAT5DOStLXIUeLpz1aerKMxV2KIwZCqLyrDfU+lpXOru1zcSC3KJ+TS+TnJsDQlCOcqSkt9L3L4DOrNTqikmc65s9PeicgkZa8fhJeObaw7U9fVGRpU/O0PK+5WhCyr//KT2ckLx2Bp1667l3MC12DBzdBfcX07xJpyVd/KOlcoGwt58BfPg3v3yGpKVX9LQgKntwDL70lp1ZjLGGw1V+LJz0qjDBjbpJd/ga0YkFrdoB7A82MuEnKjRCfLtxBb26cvx/dP1VHYzJX5z+VPcoWeznjXorO3AgukpDm47HwOu4PruAPB37AM7GTpOT0A9wnTGzNojs7Rn8uyv2hFVjC4Ey6l47syKz+nM8OXtVMN6LZ3BtoZqu/lq3+5SS8LF25UUyhU6QH8AuT3GWzbg3Bdn8dv13+GKusCkbdJB3ZYTwkEc3mowWbeCi0it/u+y4vxs/OG726GkbjLs8ejrP3eIK1y308ui3Eh3ZGGIuP0j1T3jbDoONG4LoSTUxWhFc71TVBcWia/UgJvaMOr51K8MGdERorLWJJl6MXUrx+Kjk16cq5cLZLrebdvzHI5kaboajLy8cTHL2QynuFeTzp0j/u8N39UYbnkW5EF1ki781GyIInm+HBGsHxIXiwRk1qTw1L3l8rCJrwrRbJ0xfUav/dVUq+1RBRkqjf3S/53oXZ+/zsalhZJDg5BJvKoC48Ib0Zgb86LmmPvjMjARELnnps9s0gpcqZ/exz0z1KOsocSKLyYfoSyjwomoW0owwSfJoihZNoHVPjM0k2Mi4c6JXcWy1YXyLY2yWnyE8ip/JpqoJqH5MkZjStSkXMdNycdITdVSl4aDkcHYLxCTLryrn5RPGckrjVR1SEqWVMbZ925+btDKfh+JDK/1pZCMcG1XZ+A7aVC5KOuo6ulIe0hNsHCXQO5Xj2UIyP3l2AZQhMQ7C+zseP31fA9w9GGYm5pLJyFsE1JqTSa2ttHtsemuFGJukaznGoNZWXucztxrmuDG+cSVISDlMQVDdcU5WPj98jKAhonLqYIZryyDoS11X3rEAtdBi6MtLxmYKAT6Ox0mJbs82rp5IcaUtdl1HT4LjDiYsZ7ltvIAQUBnXW1tpUFila4XqSjoHFKXmDJfJzU1Dkgz+4S7ChRGDq4HiSvoTk2XZ48dKdbt3142I/vHFKTkm4rgVPwoVeyXh8Wp5XFAa/rSad+RoBSKnq6nzjRXnTrSfLCmFzs6A4Mj0BOHwOTneo2kULxdA4fPc1yReeVPvxWbChUVmUHzuvthEISvQAKZnjExf/lrV2Fb9b/kF2BRoIaT6+OPgCryVa+ZniPfx8yX00+8ooMUL0OSpcVmUU8LPF97HdX8f+5Hn+buR1DiQ7SMsc9WYJP1d8L08WbOG3yj9Aa3aAk+meKelZe3aIX+x5CoCgZvHDhl+mVA/x1NhBvjr2Zl5jVmsV8/GCLQw4Mf7LwDO8kbxAzMtQqodY7avkQnaIhJy9NLrcLOKXSh5ira+KvfFzfGXkNd5Od5KVLk1WGb9U8iAfjmzi9ys+wtlM/5yI15WgCQjYGrapVq9cT3K+N8vx9gw7VvqJBDS6Z+wqM2EOEg7ohP0ajqd+zjn5ycuGoi5hv0Z1sUH3cA5NCJaVmFQVmwyMT184fktj9XKbV08m+NYr41ecIJcVGBSHdb67P8rLx69sszVZ80vXVK2xSbMNT07fV2c6M6yu8aFrMBJ3yeQUUfOZGp5k0VTWvpUwNagOwr4eyTMdgk+sgFJb8NxFyfZywd1VgkP9kksx+OEl2NcreX8t/Md1V2bFa4vV4tZ32iRfPQMrCuBnNwrGs4I/fUvOKYb9TkDaga+enn1VSmD4MkmxK5mKsHgoMpR2pj9zvelrcxJjGWY5qQIMpBQZKQsoQgEqUlcXgffVKrlZsa3MCSxdnUNDCMSMOyfnwlfPQE0YfnOHoH0c9nbBwT5VlmLssqhMR1Tl9fzUWsHv7RacGoZXulTx9N7EXEOFIwOSh5YLtlcI3uhTpkkbSqE2rNQbg3OL2C/hDsFx4cWjCZqrfWxssDF0gW1p3L0mQH25xb7TCdp6syTSSgZsGFAWMdjS5Gdzoz1FHqSUjCU8Xj+Z5NTFxR3WS+ckB84lKQnr3Lc+iN+nIQTUlln85ENFXOjLcvpShu6RHNGEi+uBqQv8lqAorFNWYLC8zKShwiLgEwghONiSuu48x9H4/8/emwZHdmbnmc93t9wzse9AAagVtbOqWCS7uTQpstViS2rJtqSwLdmSwxrb4xj7h2ciZsYTMeGICY8nJmbssMe2LLkV1nhkSS21utntVqupZnNpUs2lFtaGqkKhqrAntgRyX+72zY8LJHYggdpQVfkwQBKJu+XNm/d+73fOeY/DteEizx8K4NMVYiGVgE8hFvTObTLrMDRlkd5mBsPDoip+7gMlB85NSUzHm72ayHk32XdGH1/rVClhfBauDW1vvUQGCqsefCGfN4O33cGX7UgGJ+DK3e2tVwkHO6CpdmUk4NMbXtPS7WA58O7n8A+/5s2wgGcScfbgkvgBmLLTvJe7yYyT5Y45y/nCCId9rQyUpvhx/hZJt8Ct0hRxK0WtGiKm+svi5/XwIZ4JdDJqzfHvE+/zk/yd8pBgyErwf87+BccCHZzwd/Bm5Ch3zFmy7v2/kTepEe6UZvnXiR/xcX7pQ8m6pQ1Fy89GjnHY38Jdc5Z/NfsO10oT5WO/bc7wv838GaeDe+jRG/j56HH+beL9ivoP+XTBiR4/J3r9TM7ZFEyXSEClt8VgaMokvspWcyZlE5+3OdzpQxWCTMFhNm0zMG5uK8f76pDncvNLL8a4PFREVeBgh8/LaV52LakKxEIKMynB/nYfritxpSRfkiSzTjnVwKcLgn7vgXGg3cB1vcmTbMEllXewbAgagpY6jZqQSk+zTtCnsK/VwHEluaJkZNqkYEouDhY50O7jy89E6G0xmM866JqgIaIynXL4s3OZB27FbifSmLcnyufCGp9Flh5u6HsiBz8YhvqA5GyL4FYSvjEAhiJ5vlUQW0jzd6Q3SE8W13f4WiSowf9zCf58yIsGfDoJz7Z4TT01ZeP1djNFG/7d5cqWXd1nc6u5AnedKEzJ9qItxjLXteYQ/I/PCg7VwY/HJD8c8aJKOQv+ySnPMGHFdvEiMv/de5Kv9cJLbYJfPQS/ckDwnTvwJ7dWGiRkLfjOHRhISr7aLTjdBP/opGAiB9+45aWkL+/1N5j0nGXf6IKeKAyl4GyzFyX7dFIyXxU/u4pc0eX330tiaLXsb/eslTVV0NWk09VUg+NK8iUX2/ZS0n26suJ577qeAc6PLuX4qD+369zI1mM27fAXn2cRCjx/MEgkqKAIL/J1sMNXNiB4GNgOjCUs7kya9HX6CfqU8qS3lDAyYzE0vXvTnqri5z6QNuFffw6PZwLE+jiuZyIwVYFL3XJKptcgdTl+X2UGBGu2ZcGVOw/mnHa3Ql1k6XfHhZujcq2Zwha4Ltwag1TOi3KBZ/t9uHvlcjnXJG55ZgJ51yTp5LGkw6yTK9fI5KVFQVr4hIYhvK+mT2gcD3TQokX5z/OfMGzOrbnKEk6Oq8UJDvlaeCHYy+/MfUiW+y9+CtLiXGGIc/nKXDb8QudUoIt6Ncw3kueZtNNrjn3GznK5ME6nXsvLof381twHawZO62E5kqmkTaEk2ddmoCqCbMHl8t0C524VSOZWjtimkw7vXsry/KEgPc06Ep2rQ0Vux5eiNYspD0Vz4wMYnrH4w/dTvHAoyNFuP9mCwwdXciiK4EiXd+dXFa/3wXTS4egeP32d3uuO682WfdSf49ObBQxdoKmCYknyhb4gzx8KLDRphfGExbuXcwyMl2is0Xj5aIjOBWeimbTNvjaDfW0GmYLLn3yYYmzWpmRL/uiDFM8dDHB0j589TQam7TKddBgYL60ZxD4Icu+cJ/fO+fu2PYFgj15HvRZCSkg4WUat+XVNNRYpOZ6oiRpejYbXvNqbiHIl6zYv3oy8DQPzkuKy+9p0XnKoVvCYap8Hil/1fpYT0j3hk7OWJgRfavfc4N4ZgX97yUs9W2SjT1fipd79hyvwBzckL7bD1/Z6Jgiq8ETqciwXrszCtVlJWxhe6xT8XC/8ncOCgi15e9mtzJHw2eSS8cFQGo7Ve2LpTurxnch8UpHA5JzN19+e5698IcrhLh81YbXc4FlVxIoGpuX1pKRoSuLzNh9ey/HhtTzZ4uPz4cbnbL7zcYZk1uXswQDNNV5/OLGNnO6i6ZLKu2QXImM7ZTbtcHUV1al6AAAgAElEQVSoxIF2X/m8g5dRMTxjMbGJs+qjpip+qqxLvuSldG033UzKtQ8uUf7X9rAduLuF8cBOaW8QxEJLB5XJe2JvJ6lBtgNDk5LayELqmy7obQVVWToTtnTIud4siCNdTOlQkjYFd2lmREqJlBJFCMTCCWtUwzSoYTSh4lM0jgXa6XUa1hxDUDGQSDr0WjSx9oZ/P0g6ecbtZMV1OS1alDo1hCoU/IrOqUAnBXdtTqG+cLxdRl35fW+F7cDghMlghe4+AHenLO5Obey88RcXK3PKuDJU5MrQ2mngv1zoH1QTUvmrX4wyl3H5+g+8nj5CQH1U4+WjQb50LEz/SIk9TTqvHg8xNGXx1sdpSpZXiN3VZPDqQg3Q8LTJ8LTFf/phZc2ySpbkg6t5Pri6vZ4Xu5V2rYb/tfmrPB/ci5SS93MD/IuZP2fYmttwHclS5MGVK+9hgu3firIb9HZ5su0jdk5r2OvHdzO51Bx6b42X1tafWEqJq/F51ta35lemDraFvFQzdZ0TbChLUbq0Bd8f8lzc/v1rCs80wvKnj7KQjme7XtRoLOvZbVsO/MMTCt2RlcuDV/dzKwknGgQlx3sfPxxhjeX200zRlNyZNMs2/PE5a0PxkC+63J00y9/B+Jxdbg69mpIluTVeYm6hWWnRdLd8Hku8Savf++E8zx0KcvZggMaoRjig4DeUcmTWXkhxLpS8iPqdSZOP+vPcjpvbGuOMzFgYukBZEBrD0ybWNg1ybFcSn7NXPEPGExb2NnTCfNbhv36a5vpIkef7gl57hKBK0C8wNIGmCMSCqYfreiY8JculYHpZBeMJi8tDRW6Mle7JjCBbcLkdL5FIOzTVLMmJqaTN3WXXyG6kKn6qrItpSbKP+Ibvup4oeRBEg+BfcrlkLu3ZXO8Ex4X4HDyz8LuieA1RQwGgnC8v16RzyXVeW2TxuR9QDIwFcfDLsTP8Uuz0psfi2Ug/GEzpUHQrv0MHFaMsxH699gX+du0Lmy6/GO16nBFAOODZfn46kGZizsZxJariPZAyeRc94j2g6iPeQ/rOpJem50qJrgmiQYfcwmBiJxHTJwWB4M3IUb4SOVp+7bXwQa6Uxvl3ifcf2nHs3sf3zlEVr7B/NbbrpZ6V7qE+rC3k9cRJm5K5IsR88EaXwFA8S/HF9LHRjNds9XC94GpCMl/yHPp+ca/wXPVWbVdX4CvdMJL2UtqshTS6vlpv4mh61fOqNQhH6r00yPxCI9aQBp0RQd6WpNeJ8KZMuDANf+MgfKnDO0+fzzy+pkUPgsl5m//8o8omY8YTNr//XmVWr/NZl9/+822mmiyQNyXvXs7x2a0CB9p9dDfpNMU0gn4FCRRKLum818ZgcMIkPm/taKLzmx+tbQWxXYqm5O2LWd6ucLJtIxwXBiZMbk+aNMY0epoNOho0YiGVoE9B17xlSqYklXeYy3jvf3jaJJW/t4jPcuayLiMzVln8uFIyOmMxNLW7vzSP/2ijygPBdjwB9CiRULHZwnZQhCd8tGUBkoIpd9wbRkqv/89yVAUiAWDF/W3759NFllN8rhbHGTITm0Ze8m6J4jrRlfuBXPinUhzc8vIXCiOMW8lN+/nk3BLu/bojPyIknoX1nUmTU/s8K1bLlvh0QWNMoz6qcv5WgUTaYTJpkcm7PHcwSFudhuNCwBC01eu4rufus9Es6dOAAPb6Gle8pgmVrlX9qXaKIkATS3UoPtX7sd21NStPGgEN/qdnxZpvY7IEv3tNcn3jwNqmSAk35yVNAfgHxwVZy2v9EDXgz+7C5zNLkZtzU15PnbMtUOMTpEpedEhV4JNJ+Ok9K4/Op8I/PC5ImzBb9FLo/Cq0hb0mp99ZlSLdG4N//Iy33bmSV3cU83n7+HACzk+v/x4+m5S83iU42yx4b0wyln18Lc2fNrIFlwuDBS4MPj2hOsf1BOnkQ252uohfF4QDSwnAuaLL0LTJbHp3O+xUxU+VdVmdLvJIWOZkdT/R1KVmkotY9trC3u2w2iFOUVZGlnbKvJMnsyAKvp+5xu/N/4SU+3jc2OfsHDnXxJWSb6U/549TF8g9ACOG3UY67/KH76c4cyBIU42KT1cwbclc2ubjG3lujBWRwJ24xXc+yXC820drne7V/5hemsi1kRIju7hY9GEx76x0wHOkS8Le2BWvUqKG5+LWFYGjDYIan9dcUxGSrOUNvp/UVKcfj3tmA+uRNT3hJ/He//tjXuQEPPvpn8QlA/PeTTljwYUZL2XNcj0b6U8mvYao41l4uV3QE/PSyK7OSt4bY0V0ZqYAv3XZExp7Y555xLWE5PvDnoOqK8WKOpuiDb91RXKwVlAX8NLiZgqeiPloQjKwKhgxmPR6CPVGBTGf90y7nYLvDcHHcUl8g8toKAMTWbCb4Nw0ayJKVapU8dA16GjQ6W5a6u0zkbC5HTcfyNjtflIVP1WeOhzXS6mTckkAqeq99YDRV5XZSOk5wd0r806eu+YsGbfICX8HrVqMlLmzp7GUYEkHgSCo3AdltgUJJ8cdc4YzgT08G+jmR9mbT4X4caWX7jH+k81TJExbcnOsxM2xJ/+c7AQXyQe5W3w1cpwOvQYXyfVSnPdyA+sub7negNeVEsv1ohgXpr2BOMBwBnxTXipWWPdSog7VeV/6TxZqC083e7Uet5Kec9jAvDcoT6/SoVcTnkjYzCVut/K/n6tsVHJ9Dv7ZJ0vL3k7B/31h6fd4Dn732tLyQxn47atLf78xv/V+hjPw9WvrL3d+euXrtoRv3YZKI+jxPPz+jcqXXySsQ1CHiazkxtxST6IqVaqspC6i0dflw294kR/L9lLedmtvn+VUxU+Vpw7H9ey4HXcp9S1gCFR1Z1MVQng1Pqv3kc3DOmn120Ii+XHuFi8Ee3k22M1Xo8cQGRiz5im4FppQCCgGdWqINr2G68U4CSe77uNeIpmwUuzR6zkR6KBBDTPreCNDBYEmFEx5/0LVLpJ3sjd4NtjNi6F9XC1O8MPsdSbsJEXXRhcqAUWnXg3TrtfweWH0sYlqVXk4fJof4l8lfsgpfxeWdPkoP8i5wvpugwXb6/vy7pj3ez67OPj1+Enc+1nk69dgq4Hx2yPw9sjaZb5zZ22aVZWt0XUdv9+PruvrulPNz8/jPmg/9i042Qh7Y54gHt1m64MqVZ4WVAXa6zQOLbPXTmRsBuOlx8I9ryp+qjyVZApePVE44P0eDYKxw2+DIqA+uvS7lF4aXLYI3AfjtQuFEb6Vvshv1H6Rv1XzHH2+Fq6Wxkk5RXxCI6r66dLrOOpv43+efItP8/l164Js6fLD7A1eCPbwcmg/f7/+ZW6XpnHxzAaSTp7vZips/lEhP8nf4Vupi/xa7fP8vbqXOOZv43ppkqxbwi80omqAbqOeo742/sH4H5AujT+RBeZVdoaNyzdTF/lm6uKjPpQq90ggEGDPnj00NTXh8/lQFhqjCSFwXZd8Ps+5c+coFh9+Q522kFcLFDXgF/Z6npMfTkhmq3MxVaqsS01I5USvn4aYN3ByXMnwtMXNsccjXbsqfqo8lUzNSTJ5CAe82cfaCERDXq3OdiceNRX2NK/0uJ+aX3CPuw/ipyhtvpX6nKJr8+XwYfr8Lbwc2k9A0bGlS0FaJOwsw9Yc805uwx4oFg7fy1zhiL+V54M9/EbtF1BRsKRDUVq8m7t538VPQVr8QfIzcq650Ky1iy9HDuMTOrZ0yLsms06Wu2aCtFuoCp8qVZ5QOjo6OHToEMVikUwmw549e5idncWyLBoaGkilUshHUCgggC+0wWsdomy//d07kquzXqpdlSpVVhIwBCd6/ZzeFyi7y85nHPpHSkyndm9vn+VUxU+Vp5I7cZjLQGu997uuQU8LfOJjWxbfQkBzHTQty28rmHB9IVVm1s7wB6lPyTjFcjPTkrQ5XxjmP82rXCiMltcbseb40/RFcq7JjL0y3yLtFvnj1HkuFkY5HminU68lpPiwpEPWKTFhJ7lemuR2aWbTBpBTdor/Y+YHvBzaT7deT0DRsaRD0ilwvRRfd51JO81b6UsEFYOB0gYWSZuQdAv8fvJTzheGOepvp0OvIagYmNIh4xQZs5NcL8YZt3Zmc1qlSpXdT1NTE7lcjkuXLjEzM0MsFqO/v5+5uTmOHj2KaZqPRPxIYCrnGTM4EgaTkk8nPUe5KlWeVhSx1uVQVbx+dce6fbx2IkxdxJMQpi25OV7i0t3Crjc6WKQqfh4TFgv0FxHi3gr0n3ZujcHkHPR1edEegFMHBD/4bHv9jTQVvnDEE0+L5Ipw6bb3/xN2in85+86KdQrS4r3cwJrC7VvmNLfmNhYXLpIBc4oBc6ryA1yFBKbsNH+cOl/xOiPWHL8z/+GO9wme7fW1UpxrGwisKlWqPNnouk4ymSSTySClxLZtNE2jVCoxOjrKs88+y+DgIKb58NNmfjwBP554TEZtTwA+n4+Ojg5CoRClUonh4eFHku64mwmHw7S2tqIoCjMzM8zN7dB/fgeoChzs8PollSyJ43rjpJBPob1e52Cnj+ZlfX3GZy0+vlFgOrm77a2XUxU/jwkla6X1tKGBT/dC9tVb9vaZSMC1IcnpA1AT9lTk2YPQ0+o1LK20AVosBD/7wpIKtR0Ym4GLtx7EUVdZD0NodOm19BqNNGkRIooPVXjpfDnXJOFkmbBSjFhzJJ38jr8vjWqYXqORDr2GGjVIQNFxpSQvTTJOkVFrnrvmLDPOvTWvWw8VQb0aptOopU2rIar6CQoDn6LhIr336pik3QIzdoa4nSZup7DuwcDCEBqdei09Rj1NWpSI4kcrn9cSCTvHsJVg1Jon+xS4+D1IAkKnU6+l22igSYsQXriGTWmXI8HDZoIxK0lePh459asxTRNN01BVLxe4UCgQiUTQNA3HcVbUAVV5sgkEAhw5coSWlhbm5+eZmZmpip9lqKpKa2srZ8+eRVEUrl+/TiaTwbIejouapgqO7vHxc89FKZkSx5UoisCnCzR1abwjpWQm5fDB1RzXRh6vz68qfh4TktmVvWS8OhO4NrS2x0yVrbEdeP8SvHLCEzBCQGu94Oe/AIMTkonZrbehKvAzZ+GZvUs3g1xR8t7nMFNZA+wqm6AgOORr4c3IUcCLmH2UG+TzomfnpaLQqdfyRqSPM4E97DMaadaihBU/qlCwFwbps06WcSvJ5eI4301fpn+b0admLcoXg3t5NrCHg74WOowaapVQWfzkZImMU2LESjBozvBJ/i4f5W4z7dy7VZSGyl6jgeeCPRzxt9Ft1NOu1xBTAgQUHZ/QkQviJ+uWSDsFpu0McTvFXTPBleIY72YHsKhcBBlC5YDRzMuh/RwPdNBrNNBSFj8q1sKAfNbOMmTNcq0Y58P8IFeLEzsSQQGh86u1zxFTAlsum3dNfpDt57Y5s+39HDSaeSm0nxrV24+74KR4oTCyafPdrfg7tV+gVg2VJ6Jm7Qy/l/y4onX9Quewr5UXQ/s47m9fITQXxU/WLTFjZxgyE1wpjvNhfpD+YpyCfLxu/Mlksmx2kM1mSSQSdHZ2IoQgGo1iWdYjd3p7kKiqSiwWo6amhkAggK7rKIqC67rYtk2pVCKfz5NOp8nlck/0uaiyOaqqEolECIW8hlzRaBRd1x+a+CkfhyII+tdPMbIdycScxXuXc/zkRp6i+XhNwz+x4kfoGmKn9l3bRLoSWXiwM5+j02trUb5yVvDJdclE4oHu+onlyl348RVJZyPURQVCwE8/KxidlvyXd2AmtfG6qgJvnIa/+6bAWOjvZTtwcxS+85eP101gt6Ig6PO18E8a3wAg6eQRwOfFMXShctzXzt+ufYFXwgdo0iJr1teEgl/RqdfCHPS10KCG+Sw/tC3xcyrQxS9GT/JT4UN06nVoYuXMtCqghiA1apBOo5bng728HNrPqcAN/jh1nsvF8R2//0Y1wqvhA7wRPsyZQBdNWgRFrD8zrguVoGLQpEXY52sCwJQ2f5j8jA9ztyuOAEUUP2+E+/iF6AnOBLupVYNrltGEQUAxaNDCHPK38MXgPr4Q2st305f5fuYqk/bm/Y1WE1B0frP2RTqNui2XnbWzDJozOxI/tVqIr0aP8nywFwBXutSoAYatOabtnQnVPXod/6jhNZrUCEIIbOnwrfTnFYmfOjXET0cO8/OREzwT6CSmrhV/mjDKn+sRfxsvhvbxhVAv305d4u1sPwnn3hu+PiwmJiYoFArlGf6xsTEaGxvp7e1FCMHg4CCl0pMXQVwUdz09PTQ1NRGLxcriRwhRTgEslUoUCgUymQzxeJzh4WHy+fyjPvwqjwDHcchkMmSzWRRFIZlMPtR0UFdK5rMuk/M2kYCCoQkUBRwHciWX2ZTN8LTJ5aES10eK5EqP35jniRU/viPd+E/seyj7cjN50n/6wQPdx61xGJ+Fg51L9SUvHRP8rS/Dtz+SDI6vTdUyNIgEIeDzUrGqrCRbgG9+AAc64JXj4DM8y+pfe0PQEIO3z0uu3oFkbqneytBgXzu8fFzwiy/C/g5vVkRKmE1Jfu/PJXeqZS0PBE2oNGtRNBSO+Fr5xw2v8UroAIZS2W3sjjnLsFV53vQXg3v5u3Uvlp31BEszYCXXJu+aCAEhxYcuvFQeVSh0G/X8zZqztGoxfnvux3xaGNrW+wRvUP1XY6f4K9Fn6DbqUTcQPZthCI0rxQnsCqM+UcXPX4ud4tdqn+egr3nF+3WkS1FamK6Doaj4hV4+pojq5/lgD21ajDo1yB+lzjO2C80rbpWmuFwc50xgD5pQUYTCM/4u9hqNOxY/r4f7iCmBcs8aSzp8K/X5lus1qmF+ueYMf73mWXqNhjXnuuBaWDj4hIZPaOVzHVMDvBTaT5tWQ40a4Jupi/clwvgwSKVSKxzd0uk0V69epba2Ftu2mZycfOgz2w+DWCzGqVOn6OzsxOfzIaXENE3y+TxSSlRVxefzEY1GiUajNDU1oSgKIyMjj/rQqzwiHMdhYmKCTz/9FEVRmJ6exrYfnoua7cCVoSLpvEPIvyB+hMB2JYWSy1zWYXLOJpF5fGp8VvPEih99TzOhV048lH3ZU/MPXPzMZeCDS3CsV9JW7z0oa8Lwq28IDu+B2xOQynnGCJrmCZ6QH4I+rwD/n3798VPmD4OBUfh/35bUR+F4r0DXoK1B8NdfgxP74PY4zKa8nj2G5p3zriY4sRfqo0vCZy4j+U8/kPzg3CN+Q08wOgotWpROvZa/X/8Kr4YPoqCQsLNcKU5w15wl4eQoSa+Bap0apFOv5YCvmQY1zKA5w7hVWT7iUV8b/03dS7wc2o9f8UJ7JWlzPj/MpeIYo9a8J37wxE+P0cDzwR4O+1sRCAKKwU+FDyEQzM5kuWNWkEe5QJsW45djZ/gbNc/SosdW/G3KTjNQmuauOcuckysfQ1jx06CF2aPXsdfXSIMaJm6n+MsKoz4BofNGuI/frHuJbsOzQHSly7Sd4ZPCEDdKk8zaWSzpoAuVejXEEX8rZwLdtOhRBII9Rj1/o+YsWdfkG6lzzDuVzVoXXIvfnf+IFi1GUPEiHSHFR0gxaNGi7Pc1V3zuNmPOyXG1OE7cTtGpe1Gmg75mDvqauVAYoSS3N7jQhcpXI8fKwteVkrvmLJ9tIXajip83I0f59doX6NBrAU/wTFhJPi0MMVCaJuFksaWLIVQatQhH/W2cCeyhQQsjEOzzNfHrtV8g5Rb5bvoyGXf359uv5+SWSCRIJHaeuiB0DbUhitpYgxoJIXw6QtdAFUjLwR6dpnTj0YkITdM4cuQIvb1etHFubo7h4WHS6XR5Jl9VVQzDIBQKUVtbSygUIpFIUChUmww9zeRyOQYHBx/JvqWEyXmbyfnHw7Z6Jzyx4udJ5M8/k/R1C37+C5Jo0Bt410Xg9dOCV054FstSgqaAoXt1QQB34lXhsxES+Ogq6KrkN38WTu0X+A0I+uHMAcGZA16/nqLl9X/wGZ7JxKLTnpQwnZT89vck33gX8k9e1sauQRMqB3zN/HLNGd4I91GSNh/n7/JnmSv0FyeZtFNk3CKWdFBRiKh+GtUInXotbXqMy8VxihXUScSUAL9a+xwvBHvLwidhZ/n95Kf8KHuDW+YM806uXCWiIGjUwryXa+cXoyf5WvQk6kLK3Yuhvfwt+3n+xfQPKtp3SPHx5chh/lrs1Arhk3IKfJS7zTvZ69w0p4hbaTJukZK0EAj8QiemBmjWIrTqNRzyNZNyCkza6S2rWRQE+4ymFcLHdG2ulsb5/+Y9i/LVhfYBodNl1PHF4F5+KXaa4/4OFCFo02v4ldhphsxZ3sneWLfZ7moK0uI/Jz8hILwaJr+i4xMaAUXnhWAv/7TpzS23UQkSuFaM01+Ml8VPRPVzwt/Bu9rNbUUFAQ77Wjnga0ZZiNq4uPx55tqmdU8aCsf8XrrmovApuhbnCsP8UeocFwujjFvJFddKSBjsMep5JbSfX46d8fYpBF1GHb9W8xx3zVk+zQ/hVHCudytCCA4fPlxx6psSCeA7tAfjQKcnfmJhlKDPEz6aCkIgiyb5j65uKn6USBAlFizf0N1UDjdT4H759YbDYfbu3YsQgkwmw7lz54jH42veoxACXdcJh8MEAoFqzU+VKg+Yqvi5B6SUyHwJa/LhFN3E5+DrfybJFwW/8EVJQ41AWRiE69pKu+WlY3woh/ZYU7Lg3c9hPiv52hfhK89Cc60oW2AbOuW6nkWkBNOSvHsJvvuXkh9d9CJvVR4cCoIuvY5fiZ3Bkd5A8+vzH9Ffiq8T3XAo2BbTdoZrpQn8Qqu4pP2nI0d4NXSQsOIDvMHpf5z7iP+S/JQZJ7NmOy6SKTvDTPYmcStFrRri1fBBwKuheS10iHcCN/hxfutZvOP+dr4WPVEeGIMnvP40fZFvJM9zy5xeN0JRkjYpt8CINQeFYT5QAqhCqagoPqoG+Ju1ZznqbwO8KMSgOcO/mv0RH+Rurbu/grS4WZoibqUwpUO4zleuNTrga+b18CGulya946mAnGuSY2VOuwBq1VBF61fKXXOWK8UJXgztI7Tw+Z4OdNFrNG5b/LwZOUpIMcp1GwXX4q3MpU3Xadai/ErNGQ4uRLMc6XK5OM6/SbzLx/m7mOuc65w06S/FmbCTuHgGC10L9VFH/W28Hj7EHXOGqR2m7u0GNE3jwIEDjI6Obi5+FIGxr4PQy8fRu1vQmmoR2vqdpF1VQfg2H+LonY0Ev3AUJRYGoHT1DvmP+3Hvw81cCEEsFsPv9+M4DrOzs4yMjKwrahZT4Sq1M/b5fNTW1pYjRT6fDyEEjuNQLBZJpVJMT0+Ty+W27J104MABmpubyefznD/vtUBQFIXGxkaam5sJBoOoqopt2+Tzeebm5pidnd30cwoGg7S0tFBbW4vf78d1XfL5PDMzM8zOznpjp20MTjRNo6Wlhfr6egKBAJqmYVkWuVyO2dlZpqenKxaLuq5TX19PfX09oVAIwzAAyucum80yPz9PKpXaMg0zGAxSX19PLBYjFAqh695AYfFczc/PMzU1tWW9js/no7u7m+bm9aPc4+Pj3L59u6L3V6UynljxY08kKJy7ubOVVQWhqQhDR4mF0GrC4NPLed1SStxMnuzbn2FPzePM339r2424OQr/8c8kF27BC4ehb4+XhhUJehEL04ZCCXIFmJyXjE3D1aGtbzKD4/Df/wcXbWHAXyjBzbHtH9/lO/DPf18SDS7t8+IgbJWuKoFLtyX/6N8srVey4PpDylgwbfj0BsQTko+uwrMH4VgP7GmBuojA0LzIWjoPU3OSq3e9471420udc6qTdA8cIbwIRz0hPinc5d/Nvc+N0mRF6xYrTGmqVYP8TOSIl8q18H1/N3eTb6Uvrit8luMiuVma4utzH/F8sNerExKCNj3Gz0WP81H+9qYNaCOKj+eDPRzzt6Ms7Nt0bX6Q7ef35j/mjjmLrFDCJd3KUmYUBHuNBn42crxcVzLv5Hkr/fmGwmc5abfI25l+jvrb2GPUowsVVSi8FNrPX2RvMGrN7Sor/oK0uFocZ8hMcGRB7HXp9fT5WvisMFSxW11E8fNa+BCGWBp4ny8Mc7u0cXqjjsohXwuvh/vKxhVxO8W305/zcf4O5hbpiUmnwHfTlzjp76BNj6EJFU2o/HT4CG9nrjNtb3597mZ0XS8PQjdEUQi+cJjQl06id7cg1PVFz3aQRQslFsZ/pNvbRdCHeTeOeZ/Ez+J7cl2XQqFwz9EcwzDo6Oigq6uLWCxGMBjE5/OhaRpCCFzXxbIsCoUCyWSSmzdvMj4+juNsfG21trZy4MABMpkM58+fx+/3c+TIEdrb24lGoxiGgaIoOI6DZVlMTk5y8eLFdcWPEILm5uayoAoGg+i6XhZ3mUyG8fFxxsbGKhY/jY2NHDp0iIaGBsLhMLquo6oqjuNQKpXIZDJMTExw48YNstnNx2J1dXXs37+flpaWsmhUVbUsHJe77o2NjXHr1q11txkIBNi3bx/Nzc1Eo1ECgQCGYZRt3F3XLdd1zc7Ocu3atU3TO3VdL38O62FZVlX83GeeWPFTujGCNV55nv0KFIFQFFAVFL+BCPnQ2xu9MPv+DhALucZ1UfI/vuyFyR8iYzMQT8CFW5KmGq8OxW9INNUbhFu2l6qVKXgW2fMVTAjOpuDb99bHEvBMGXZ62icS8CcPtnRqS0ZnvOO/MCBpqYPaCAT9ElXxzmvJ9M7r5BxMznuvVXm4zDo5/jh1gZsVCp/t8Fygh/1GE4ZY6Fzt2vxJ6gJxO1XRwNLG5UppnMvFMZ4L9gAQEAZH/G206THGNqk52mc08WyguxyRALhanOC76csMmYmKhc92CCoGb4QPU695ERZXSsased5KX6q4BmbGyXChMMqXQgfZsxCRaF+otfpJ/s6uq0e5WpzgWnGiXJ/lUzROBbr4Ue5mxWL6uWAP7XrN0oQY8KfpzzdNPatRA7waPlB20HOly0EZn34AACAASURBVK3SNG9n+rcUPovE7RQXCiM8F+yhdSEtco9Rx35fE1eK47uqB9DevXtpb2+vaFld1wkENrE6FwL/qf1EvvoCWsvWroBltvjKWPFZ7HgCeagLoSpobfVoTbWYtyfueUZLSlmu21EUhWg0Wra2vheam5vp7e0tN4jNZDLk83kcx8Hv91NbW0tNTQ2xWIxwOEypVGJ6enpLsaHrOqFQiGPHjrF///6yJXkul0NRFILBIIFAAJ/Pt2FPnqamJk6cOEFbWxu6rpcjRaZp4vf7icViZQvnYHCtk+RqWltbOXXqFM3NzaiqSi6XI5FIYNs2fr+furo6mpubqampIRgMcuHChQ0FUE1NDUePHqWnpwfDMCgWi8zNzZVFnM/nIxKJEIlEiMViW0bhFiM1iqJQKBSYn5+nWCziui6hUKgcpVq0Nv/ggw82rOMqFovcvHmT2dnZ8kRAfX09HR0dW56jKjvjiRU/biaPm7l/NpHmjVGKl27jP9pD+M3nEX6D4Nk+cCXpb76PfMjNdhzXE0FVF7f7jys9YTO5+wyrnnps6TJsJvhh9voDmeV+IdS7wjb7jjXLzdJUxYNT8Ar4zy8MUAEUIahVgxzytW4qfnqMBg77Wsu/29Ll4/wdLhXGHlg9R0DofDnct3TsCylWo9twa5PAsJlg3Jovix9NKOw3GqlXQ7tO/Ezaaa4WJ3jVPkjjwmd9OtBFj1HPzdJkRdfVVyNHCYolB8AZJ8O72c0zDWrUIC+H9pd/z7glrpfixO1NPPVXIYFb5jTTdqYsfjThRZSiqp+8vXvEz2LaVCaT2XLgvRi52PDvrfVEv/biCuEjXYmbLWDejePMJHEzeZTaMOEvPVPxMcqCiT01j5stoMZCKD4Dra0eJRy459Q3KSXJZJJ8Pk8gEChHHQYGBraV8rUcy7JIJBIMDw+TSqVIJBLk83ls28Z1XTRNo6amhmPHjlFXV0dDQwO9vb0kk8lN09SEEGVzhn379jE3N8fg4CCZTAbbtlEUBcMwiEQi5ZSu1SzWN7W1taGqajlyMj8/j+u65T5Hhw4doqOjA5/Pt86RLBEKhXjmmWdobfXuif39/QwNDZUFhqZpxGIxDh8+THNzMz09PZRKJT777LM1AlNVVZqamujp6UHTNMbGxrh58yaZTKYcFVNVFb/fTzQapa6ujtHR0Q2txkulElNTU+VUvvn5eUqlErZtI6VE13UaGxs5c+YMhmHQ2tpKT08P/f39625v0e1wZmYGVVVRVZW9e/dWxc8D5IkVP/cbN1vAzRZwZlO4lk3NL30JQn4Czx7EnkiQe+/ioz7EKo8rmor/eC/+43sp9Q9T+PyWl4dXZQ1F16K/FK/YSWw7hISPHr2BkLKUfnOtOLHtwbslHYbMlSkOIcWg12jYcB2/0GnXa8oRGIBJK0V/KV5xCtt2EUCDFqbXaCy/lnNNrhXjm6bnrcesk2Vu1WfSoddSqwYZsnZXIzIHl8vFMQZL02Xx06hFOO7v4NP80Ja9c9q0GGcCe9DF0uPzneyNTddTETRpEfYsGEqA17dqoDS97XM9bWdIr7ome4x6IoqfSbbXY+lBoigK4+PjDA4ObmnTGwgEeOWVV9b/oxCE3ziD3uZ9f6SUnpnBx/0UL97Cmc8g8yVc08LY175S/Gysp8rYM0mc+QxqzPvuac11KJHgfan7KRaLDAwMcPLkSQKBACdOnCAajXLnzh3m5ua2LYKklIyMjDA1NUWpVKJUKq3ZxtzcHKqqcurUKcLhMO3t7Vy5cmVLIwlN09i3bx+zs7N89tlnJJPJNelyi41Z1zvuxUiFruvMzMxw/fp1RkZGVmxjbm6OYrHI2bNnt4z8HDp0iKamJoQQDAwMcPnyZTKZlWksi5Gbl156iVAoRGdnJ8PDw0xOrozg6rpOLBbD5/ORyWQYGRlhaGho3Sicruv4/X5KpdKGUTrXdenv70dVVQqFwro1PfPz84RCIU6ePImmaXR1dW0ofoByv6fF78qT2PNqN1EVP9vEzRYo/OQa/qM9+I/0oESCBF88RuHCAG76Mat41zX8h/cQeu3UlotaYzPkP7qKPbHDnLYqG6KEA/j69hB8/ggIgXlnAme28tngp4mCNBkoTT2QbXcZtdRpoRWNREfMOUx3e0LUxV0jznShUbdJ8X69GqJTr0VbVkMyZs8zbqceSLobgIbKQV8LvmV9koquxeg2C/8B8q5JYVXKVUwNlt3ydhv9pUn6S5OcCXaX65TOBrr5gX5tS/HzSugADVq4XJclkfxJ6sKmn5Nf6Oxblk4JntCcqNB6fTlZt0TJXZlpUKuGVmx7N1AsFssF6Vulevl8vg0FktZaR+D0AU/ISK9OJ/O9jyl83I8zt1LsyeL2I19uKou7rIO4WhdFCfq3vZ31sG2bGzduEA6H2bdvH7FYjL6+Ptra2kgkEoyPjzM5ObktW+tisbhh2hl4hfsjIyP09fURDoeJRCLlWpStUBSFCxcubFifspEBgGEYNDQ0EIlEcF2XeDy+bq2R4zjE43GmpqbK9UTrEQgE6O7uRtd1LMviypUra4TP4vamp6cZHR2lr6+PUChEV1fXGvEjhFgRWXRdd8Nr0rKsivpNbVVfZFkWt27d4uTJk+VGt1V2D7vrbvmY4GaLFD65jv9ID0JRUBtj+Pr2UPhkY1W/GxGKQK2L4j/Wu/Wyukbx81sP4aiePqRpeZHFfBE3ldvRA/xpwZIuCefBGIy0aDFCYuXD+Bdjz/BcsGdbaWcCsUbo6ChElI3TPCKqf806U1aGhP3gzFQ0odCt1694rVGL8D80fpnfrHtxW9syhLZmWyHFwLfLBuSLZNwil4tjjFvzdC9E5I762+k1GrlanNjQoltB8JXIEYLLooPXi3GuFic23Z9P0ehc5uAH0KXX8U+b3iS9zcieT+jsXRatA88sQ99BI9wHycDAAI7jVFTjYlkWg4OD686g+w53IxbEiHQcitfukv/g0grBsiEVzBu4mTxubklMqNEgin8L84VtkMlkuHDhAqlUigMHDhCJRPD5fNTV1dHe3k4mk2Fqaorh4WESicSOU+KWk8/nMU0TKSWaplUkfqSUZTe27RIIBIhGo6iqWnZL28jhbNH5rrOzc0Px09TURDAYRAjBzMwM6fTGEU3btpmamqKvrw9d12loaCg7MC6y6Aznui7BYJDu7m5SqRSTk5MP1FI8m81iWRaapqHr+prjqvLo2J1Ppt2O61K6OYJ0HITqucL5DnQ8duJnOdb4LJn/+pcbDrzdbAErvv0Z4SpbIwsm+Q8uU7x0GzedW/EgrrISF5es+2DEYVTxr3DvAug26su9b+4FRSj4xMZREJ/QVgyoAbJukVyF7mM7OiZEufh+kYCic8xfWZH6VhhCRWV3DciXc7EwykBpuix+IoqPU4EuPs7fYWKDOpw+XwsHfc3oLF0n30lfJr/FNamiEFNXFvSHVR8nAvcnp98ntBURy93AVjPjy3Fdl+vXr6+b6uM71FVOX5OWTf7Dy5UJn0r3XbSQ5tJMvwj4vKZu94nF2p+rV68yPj5OZ2cnnZ2d1NXVlQ0AGhoa6OrqYmxsjIGBAVKpe4/8O46DlBJFqey6cF2XmZmZHYkBv99PKORN3hQKhQ1rZRbJZDKb2j/X19eXBdtWgtB1XXI5L1orhMDn860xZbBtm5mZGeLxOO3t7WW3t+np6XKa3INIM3NdF8dxyhbYVfGze6iKnx3i5ku4+RJqJIjQVLTm2q1X2sW4+SKl6yO42Q1uWpJq06AHhZQ48xmcSmz5nnIk4FC5+cB2CCrGirSz+42ySUG3T2hrUsSK0q7YcW0nCCGIqPcnvWfd7SPY5C0/coasBNdKE7wQ7CWi+hFC8EKwl7fSlzYUP6+H+6hRg+UUmrxr8r3MlS0jg6pQyn2jHgRCiErKWx4pmqaVB+TrsVhnsfrvWpP3bJVSIksW5sDo/T0wywZ76Z4idM1ze73PLBbJJ5NJbt++TU1NDV1dXXR0dJQtq6PRKDU1NVy5cmVN6tZqIpEIjY2N1NTUlPvVLNpAK4pCXV3dpiYSq5FSbilaNmIxsgFelGWrvjamaW5qvx0Khcqibe/evbS0tGx43Sw2iF38f0VR0HV9TWpgIpHg0qVLSClpa2ujtraWSCRCW1sb6XSaiYkJhoaGSKVSFQsUIQS1tbU0NjYSjUYJBoMYhoGmaSiKgqZpW1u4V3kkVMXPTlkouiQS9KyxQ5vYdD4OSMB1PauzKlV2LQ/u+tSFukagTNsZCq51z3U3RddidpMUNkUoaKuiJA7utovht4MAfKvEniltpq3Mhmlf22HGzpB3H64L5nawpMPFwihD4QTHVC/atc9o5JCvmavF8TUNYv1C59XwwRVW5B/mBpmwtp6lFwgMZeW5LroWM3b2vjj5TVopStusTXvY9PX1MTMzw9TU1JrBZWtrK6dPn+a9995bEzFSokvRSTdbQBbv9zUlV07sPcBJPilluWZnMe3q+vXrdHd3s2/fvnLR/qKj2nrpXnV1dRw8eJDW1lb8fn85rU1RlLLYWf3fStlpCpiiKOVITSWpjouuaBuxKGbAE0KLUaVKWBRAq1msN8pms7S3t7Nv3z4aGhqIRqOEw+GyM97IyAgDAwObptoBtLW10dfXR11d3QrBs/g57PQzqPJwqIqfHSMQy/OCn/LrW4mF8B3twX+oC7UhhjB0pGnhpHJYI9OULg1iTc6t2ztBbYwRfOEoxt42lEgQadrY8QTFS4MUL99eV5DpvW3U/OoblK4Pk/72hxg9rQTOHkJvb0ToGk46hzkwSuHCLZzpjW17lWgI/8m9+A93o9R71rHuXJpi/xDFczfXTUGr/Xs/jzA05v79twl/5TkCx3txUjly71ygNDiOb187oTfOoIT9mANj5H50YU0jXK2tgfDrpzH2rUwxKnxyney7F5H5ylLf1Poo/pP7Mfa1o9VFQNdwCyXcVBbz7iTFC7dwElXzhEooSgtHrrw+f2fux7yTvUHxHgeWErlpA01bOpirojyGUNF4cJEoCWvStSasJP/L5FvcMe/doc3BZcbe3dHMi4URbpWmOeJrQxECQ9F4LtjLh7lB7q5yqTsb7KZDr0VddrP/dvrziqJzLpLCKiE4UJrin898nxHz3j31bRymd/m5DoVCtLe3c+HCBWZmZsqD371793LixAlSqdS60QChLwxTJEh7m1HfSp7Lug760lBIFs3t72cHOI5DPp+nUCiUbaufeeYZamtraW5uprW1dc0AvK2tjePHj9PS0oKu6xQKBaampkgkEuRyOUzTxLIsbNvm+eefp76+ftvRn50gpSyvu9pcYD22+vty8RSPx5mfn6/42BbrndbDcRySySS5XI7R0VEaGhrYs2cP7e3t5ejbYhrixYsXmZpa31znwIEDHD16lJqamnKd08jISNna3DTNsoHHG2+8gaZVh9q7jeonskPU2jBKaCFlZDEK9JTiO9JD+Mtn0Pc0e4WiqgqK8ESL6+I/0oMzNY81tfYh7z91gOgvvoRaG0YYOjgOqCr6nmZ8R7vxH+0l9c33kYWVA0fFr6N3NCJLFqFXnyH06jOosSBC8fatA7597Rg9rWS+/wnW0NoUAmNvG+E3n/dEV8DnzfgJAZ1NGIe6CJw6QOqP3sWOJ1bMBmpNNWit9YRePknkp88ifDq6lKj1MTJvfUj0l76EWh9FaBpacz1oGulv/GhF0EKaFvZcGnU+ihL2o9bHUKMhSjdHEYqoaL4/8Fwf4ddPozbXoRg6aIp3/K4Ex8F/tBfz1nhV/FRIzi1hrernk3ctRqz5B1p7A17EZfXg2Cf0NZGZ+4krJalVlsmOlMw7Be5aT4erY8LJc7k4xhdDe2nWPDemF4K9tOk1a8TP6+FDxBR/eeA2YSX5y/ydiiI3jnTJOKvONS4JO/fIzrWqwC+8cP8cqG6Mlrg2svH3pL+/n9OnT3Py5EnOnz9PMpnkyJEjHDx4kPHxca5du7aui5ksmt5EowAluM3UwQpupEoksGK7btFEPsTu1YvRoLGxMWKxGKdPnyYUChGLxVYsFwqFyo1jVVVlaGiIq1evkkwmy31+FkWIlPKhWiU7jlMe7GuatuVgfzFStRHL0x/j8Tj9/f2bpsktR0q5pVvboqNbLpcjHo8TDofL0bdIJEJ7ezuFQqEcoVtObW1tOeKjKApXrlzh5s2bFAqFckRr8adSl70qD5+q+NkJmkrgbN9SXrDj4tzHhqqPE8ahLsI/8xy+Ax3Y0/PkfnSB0sAYbraAEvSjdzSitdZjjU2vyKsGMPa2E/vlV1EbYxQ+ue5FSJJZhK7i6+sm/OZzBJ47hHRdUn/4ztoIkAC9pwW1IYY9Ok3qv/wQe3IOJWDgf+YAoZeO4z+xF2tiFntyboVA1VrrCX/lOfxHezDvTJB793OskSmk46J3NhH+mbMYBzqI/fWfIvn17+EkV0ZuhKERfPk4iX/7LaRlU/sbP4Pe0Uj0r76CeXuC7G99B9/+DmK/8ipGbytqfWyFfbUzlyb3znnyH1xCBHyEXz9D+Ke2thxfxH/6IJE3n0dra8AanSLzk2tYd+K4RQslEsTY04zWXIs9ubt6rOxmUk5xTfSlSQujP4Si/aJrkVtlFV2vhqhRg4zZ27dDrgQXucZNzhAqjVr4gexvNyKRfJYf5iuR2bL4adYiHPe3c6U4Xu6nE1MCPBvoJrgs5e37maukncoK723prLE/9wvd6+v0iNp5aKrgzTORrResEMdlU/GTTqc5f/48Z86c4dQp715XV1fHwMAAAwMD5aL11dgzSYwa75pUgn7Uhth9bQWgNdWi1i2JQCeRxq0w8n4/KRaLpNPpsknB8tQvoNy0VFVVEokEN2/eJB6PrxsREUI81IG3aZplu+5Fw4HNCAaDmwqkZDJZjv6EQiFKpVLF4mc7OI6zQuQkEglOnjxJQ0MDHR0d3L17d434aWtrIxKJlPtY9ff3b2hQUanTXpWHT1X8bBcBvkOdhF5baqQmLQd7ZPoRHtS9Y/S00PTPfmPdfGfpuOQ+uET2ex+veF0EDAKnD+Db3445PEXmrQ8xb415s2auBEVg3Y2Dqqxw01kk8nMvoNZHKV4aJPUHP8TNFsv7d+Yy2LNJ6v/bX8B/Yi+ly7cpXr27ZhtC07AnZkn98bvY00lPiAo8ERUwCL9+Gr2jyRNIYzPl9QLPHsJ3sBNrZJr0Wx9hDo6XxZkzl8aeTFD3D76G70AHgTMHyX1wCbm88aiE0uU7mAOjCE0j/+l1ol97EeHTyf7FeezxGZASK55ACfhQ66MrH9iuRBZMZMFEmDayVHnkUIT8hF48itZW76X9/cn72JMJpOV4508RWHfGQVWf6ojkdrlrzq6JhBzwNRNQjAfWaHSRhJMjvqrnS4sW9ZpwPqDBsSUdrpXiK14LKgb7fU38IPv4Oldul2ulCW6WpjgV6MIQGqpQeCG4lx9mb5A2vevhuWA3jVqkbODgInkrfbliQ4qCtLhprkyhiaoBuo0G3s89mhYCrpQMTa29P0jAsiW6ptDX6UMiKZQkibRDwXRRBERDKnVhFVWFkWmLC4MFrg5tLRjS6TTnzp3j2WefpaOjg88++4w7d+5s2rfGGopj7O/wnLJ0Df+JveTeuXAvb30JXcXY14bWtuToaI3N4CYfnMX8RiwWyMOSS9hy/H5/WVSk02kymcyGqWA1NTUYhvHQ6k0KhUK5ViscDm/Z06ampmZTgTQ5OYlt2/h8vnLj1AchfhaRUmKaJsPDw7S1tVFfX182L1hNOBwuC5qZmZlNr91F2+2nASG8hJ+dsk5FxAOlKn62gVIXIfTSCcI/9Uy57wB4KUyl++1A85ARuoZau/4soHQcLy1sFXpHE3pHEwhB8dPrmAOjKwWCK5GuDetEoLX2BvQ9LaAIcj8871mXLk8LK1lYdycp9Q9h9O3Bf+rAuuLHTeco3RjBnpxfEm4S3HQeO57AzRVRwv4VaQ1qXRR9TzMi5Kfw+S2s0VVRKcfFjs9RvHSb0KvPEDjbR/7j/lXiR2KNTHnv0XFwJr2UPlkoLQgfkKaNm86jNsTua98I3/4O1KZacCW5dy5gjc+svHO4cuFYd3cB9G4jbqeIWylMaZcbRp7wdzxQl65F5p08o9Y8JWmXe+P0Gg30GPW8nxMPxPjAweV2aYY5O0ed5hUUhxU/x/0di/0knwpK0uZ8YZiXgvvo9Xn9c84G99CiRRk0p5HAS6H9RBU/i55qFwsj3DFnKv5cStLmjjlL0slTs2AvXqsG6TNaHtm5tmz4v761NuVOCEFzjcavv17LeMLirY/TXB8pYdoLdR3Ccy5srtF47USYfW0Gc1lnjZBaLCRfjZSSwcFBgsEgNTU1NDc3l9OUpqam1gxyC5/fJvT6GRACoWuEXjlJ4dxN3FQFTcW3GIz5D3fjP77XS7kGpG1jjU7jpB5+Jkc0GqW9vR0hBIVCYU29z/K6muXmBuuxd+9egsHghn+/3+Tzeebm5jBNE13XaW5upq6ujrm5te0x/H4/zc3NBAIbm0Qlk0kmJyfp7u4mGAxy7Ngxzp0791Btojcyblh+DP8/e28eG0ma3mc+X5x5M5P3fdRdrKurq7v6HE1LMz0azSGNvZIsy9ZCsmEZ690FLAsw1msDu8BqIWBX9goGFoJ2V5Ity7bOUWs03TPT0lzdPX1Wd91FVrF430wmybwz4/r2jyCzisW7yLrY+QCc6SIjI76MjIz4ft/7vr93s+iVoiicOnXqgYztURMJwnPH4SfOCnq7oDEOQdNPpb1ffvXfST7o27sxbsW+FT+Bc0cIPn1k9zsSAmHqaHUx1LoahKEhNJWVJUDpuNhjs1gDE7s/1iPEGplm6Q/fXD/cL1lTcwOgNcRR4xHc+TT2zMJqcbAFRmeTX8hq2VgjM+s+/aVlUx6ewTxzCK3DF1n3Rqa8XHFNTU7l9SXLzxfXVMRdoWetwa+vwXH9dLj1+upIiTUyQ8iy0bqawNCB1av/lVRHCbJUBk/6BgkVESb9wlkh/DqoPUJvrUcJBXCmUjjzSw9/yWSf4iG5WppcVf/RrNVwPtTDhL24xv1rr489ZacZtxY5tDwBDysmTwU66NJvrqk/2SsK0uKj4gg/GT0B+Glvh81GTgXauVJ6su9pO+GDwgjDsVRF/MSUIGeCHVwpTeLhcTbYscrl7a8zV8jvsN9U2i1yqTTOK+GjAASFzrFAM0fNZvrLm9saPygK5bX3zUhA8NzRIJGg4L/8IM3FweI6txhJrmRRtDL89HMxzh8JMjZnc3v6zjk5fvw4x48f3/DYmqbR2NjI0aNHKxPKr3/962sm/dbtSezxJEZXEwjQmmtJ/PIXWfwP396eANoAo7eLyBefQ+9orAiJcv+Yv6i1B1EGTdM4f/48AGNjY8zNza1biK8oCg0NDZw6dYquri4AFhcXmZpa3Ti3WCxSLBapqamhoaGB2tpaFhcXV03QFUWht7eXw4cPb5l6ttfMz88zMzNTse/O5XJcvnx5VTqjaZqcPn2alpaWTcWblJJLly7R1NREOBzm1KlT6LrOxYsXK+l1d2OaJi0tLdTW1jIwMEA2u9r8o6amho6ODrLZ7IY9fYQQ9PT00NLSAvgCbL1jZTKZSlSqs7OT/v7+NftTVZXnnnuOjo6OzU/aE4auwrkj8C//vuBUj/9vVRWViM9uglyG9nCXgPat+NHbGgie3/jGuyMElU/17i+slBI3kyfz2o+eeItoabm48+kdNY8TQQNh6rjz6R2nVynLFuFurrjh5F16svJwU0wdETSQhdU3GWk7GzcFlcs/iFUrgCJoIgzfFW29dLwVvEwBXA+hqShhE2+RVSJN2nc9IJf7IK3rEiTYUzdAEQ4gdBU3nX+ohbmfBr6dvc5XY6cr4kcRgn+UeJEf5QcYsR9sk98b5WkuFEcr4kcIwecix/iwOML40uKe2E/fS84t88dLFyriRwhBu5bgF+PPcm1m8oFabT9OjNsLXC9N8Uywixo1iBCC50LdfCt7lS69jno1Unmw59wS3831U96hGE46Wf4qfaUifoQQHDWb+FrsDP9HcvaxOdfhgMK5Q0FyRcmV4dKGaytSwvSCw1jS5kvdUXqajVXip6+vj7GxsR0de926H8cl+/W3qPvnP+envqkK5oke6n/975F9/X2Kn9wEe/tiRa2rIfSZU4ReOIlaF63U7npli+LF29h3pUfvlnA4TFdXF8eOHcN1XfL5/KoGnyu9fSKRSMUmeWFhgf7+fpaWVqfBzs/PMz8/T2NjI8FgkOeff5729naSySSu6xKJRGhvbycej5PL5ZiZmaGuru6h9ZlJpVIMDQ1VUsZ6e3tpbW1ldnaWYrFIMBikqamJmpoaZmZmqKmpWTcyePf+3nvvPT7zmc9gmmZF1K042wEYhkEkEqnU4KTTaYaGhtbsyzAMuru7aWxsxLIslpaWWFpaolQqIaUkGAxSX19PPB5H13U8z2NoaIhUau2i09jYGEePHiUUChGNRvniF7/I0NBQpe4nHo9XIlbz8/N4nkdzc/OG73OlT5Fpmui6jmEYGIZBQ0NDZZuamhq6uroqbn6WZVV+7teefKdoKrx4Ev6vfyZoiIO6mxy3x4B9K34QIHYTg9sEKf2+AO5SjvQfvok9Mr31i/Yrwhcp99sbYdet+SRIeX9ffl/I7uL4j6rp60rUUcpPT27SQ2LETvF2foAeva7SzPK42cyv1b/Kb8y9TtLdWS2AQKDgR3a2+qjG7QU+LAzz+chR6rQIAkFCDfEriReYdTJ8L3dzRz1hVq7szY5r43KpNM77+SGeC/UghCCsGLwaOU5ffIb/tPT+jiflyvKRH5fJ/HaQwHuFIX48cpSTSitCCJ4OdFKrRnghfMC/Fpbf19/k+ki5+R2/u6K0+aQ4yieFMc4GOxBCUKME+XL0NAPlJH+Zubijc+bfvfb+XGsqFwgpzAAAIABJREFU1MVUlqYsLGfz/XoSLMcjaAiiwdXP20wms2WvlO1SujFC9jsfEvnCs74bpqqgtdWT+MdfoubnXqE8MI49Oou4Oz1bEajxCOaxTpRYGK2lFuNgm+9KGg74WR0r91LXo/DWFUqXbq8x5tkNKyl8qqqiqiqGYZBIrG2ILqXE8zympqa4ePEi09Nr5xTlcpm+vj5CoRBdXV0EAgEOHTrEwYMHV223IhpisRjPPPPMQxM/UkoGBwdRVZUzZ84QiURIJBIkEolVqWKTk5N89NFHnDx5cs3Y72V4eJhCocBLL71EIpHAMIxKZOZeVuqkVlzn7h2b53koikIwGCQYDK4RJEKIivPetWvXuHnz5rqRukKhwEcffcSLL75YaTB78uTJNdtNTk7ygx/8gN7e3k3FTzwe57Of/Sz19fVrxrNCR0cH7e3tq/5eLBb54IMPuH379ob73ku6m+Ff/aKgKSEqSTgSieftzVToYU+n9q/44f4969ffGcuftr+6X74yROYv38JZx77504Is20jLQYkEVvc82gZuJg+ehxIJbpgoKhRRaXDnWQ6yuF50aeefsVcs41k2WsBAGJvk7EZDvlmD6+Hly4+N0JDFMtLxUGMhhF51ktlrfn/xXU4H2nk5fAgdFSEEP1fzNDVqgN9MfpsRK4Uj3VWCZjkujII/IVWFQkIN8Ur4KE8F2/mT9AUuFjevC5TAW/kBzmU7+YX4s6jLk7PjZgv/a9NXaNZqeCN7lbRbXD726uP7Qkv4/WqExvPBA5SkzfuFoU2jRvNOjn87/zf8P+2/RGJZ8LVoNfxaw+dIaCH+cPF9MpscUywfU0flkNnIl6InSLl5/jpzhRln88nvynkT9/w3+FG3exu/CkATCjpqZSQr/7syLrkNobkeHxVGGCrP02u2oC4Lz5OBVl4OHSK6nPLmSck3s1c37dm0GaP2Ar+z8EN+q+VnKxGmg0Y9/7LhC9RqIf4s/Qk5t7Tl56sLleNmC1+JnmLQSvJ69hoL7v2ngN2NxM/6CgUU4mGFpfzG107QEMTDKooC7hbZD1vVqQAbF7W7HpnX3kINBwi+cAJUpRIFUhIRguePr8n0EIZO8Llegs/1rtmduHsByZMUP+wj/4OLeIt71yvJcRzeeustBgcHKylZ4XAY0zRRVbViyZzNZkkmk4yPj69b83Q3i4uLvPPOO4yPj9PT00NtbS2apmFZFul0mrGxMYaGhigWi9i2TalU2jL9zXXdSm+g3c6ZXNelr6+P2dlZDh8+TGtrK+FwGM/zWFxcZHh4mNHR0UpNU7FY3NLIYHZ2ltdee42uri66urqor68nGAyiKAq2bZPL5Zifn2dqaorJycl1ba7n5+d566236OjooLm5mXg8TjAYrDjqWZZFJpNhenqakZGRLfsKTU1N8e1vf5sjR47Q0dFBLBZDCEG5XCaVSjE8PFyJQM3NzVXO70asZ3CxFSvW5g+DUABePAGneu4In0JZcnEAXntHcmUI5tOwg8qHNWQecpndvhU/XrGMu7AHNzIpkWUbr1jGSS7hDE9Tujr0qRY9KzipDG46j9HZhFZfQ1lTt71qZo/MIG0HETTRu5qx+kfXiAth6Bg9LX7T04nkni0NOHOLfjqdpqI11yJCgXWbiho9zQhD9538tugb8DCxZ1LIYgm9tR41EcWZWXji0y4fJ+acLP9u/m9p1KIcN5v96b0Q/GT0BC+FD/FG5hpv5W8xYM2RcgsgJSHFpE4N0W3Ucchs4plgJ2cC7QQUnSErydfTF7d17ElniT9Lf0KnUcuLoYOowp/kHTAa+M3mr/GL8Wf5Xq6fC8Uxppwlsm4JTajUqAHa9QSHjUaeDnbyTLCLhBrmt1Pf5UJxFGeT6KiDx8XiOP9n8k3+l8YvYwjNL3rXYvx6/ef5WuwpXs9c5ePiKBPOInnXQhMKUSVAsxajx6jnRKCVZ4NddBi16ELlPyy+h7oNi/DDRhN1WpioEiCiGETVAFElSEQxiKkBDhmNq7YPKya/nHiBl0MHyXplsm6ZnCz5/++VyHllkk6WMXuB0jad2FbIS4sLxRGeDXXRqscRQvC12FN06XUown8vg1aSy8WJNf2gtktZOvyoMMjvpH7Ir9V/HkP44rrTqOXfNH6Zn605x7cy17hYGmPSXqLo2ehCJaoEaNFrOGDUczLQyrPBblr1OJpQ+Pfz36tE2/YCy5aMzll0NBp86dkof/luZtns4M4tWhF+2svJrgDnDgVZzLqkMpufk+eff57Ozs5Vv7u7Iabrurz++usV17C1A3NZ/KM3sWcXiXzxPErQ3DS7YyuhJT0PWbQovH+d3Jsf4Sb3vh+a4ziMjo4yOjq6Z/sslUrcvHmTmzdvbrpdKpXi61//+pb7e+edd3jnnXf2angALCws8MEHH2y6zSeffMInn2zPtc/zPIaHhxkeXmt6tF1yuRx9fX309e1NVX0ul9vWexgfH+cP/uAPNvz74uIi3/jGN/ZkTA+KWAg+c+qO8FnISv7z38Jvf11SekRW/btl34qf/JsXyL954VEP48lB3PWzHuvMrZ3xOZzJJEZPM8Hzx7GnU1hDU+B4dxqGKgKhqkjXXVXb48wsYA1OETh9kOirz7AwOuubKqwIHEND72wkcKIbN1ukdHHv7GC9xRz28DTGoTaCZw9jDUxiDU7eGZ+ioDbU+C5Aukbxo35k+fERP9atCZz5DGpDnPArZ3EXs8s2367/Oa2cd029YzteZUdcKI7yG3Pf4n9u+CmOBZrQpC9CIorJz8fP8fPxcw/s2B8Wh/nd1NuYQudssANNKJVo0lPBDp4K7n0RbV5afD19kagS4J/VfZaoEvAjL0LlqNnE0YamPT8mwO+0/SK9gfXTWNYjoOh8JnyYz4QPb7jNh4UR/vXMa1wrT224zUa8WxjiK7HTtGg1CCE4H+qu/E0ieSN7lay3ux4wi26B/5r+iJBi8iuJF4goJkIIDKFyOtDG6UDbrva/W7JFj7evF/jlFoNXz0Y42GJwYaDIVMqhaElUFeqiKic6A5zpCRAJKrzXX+DW1OazoFQqtaaxpWma1NbWous6g4OD66YZrcJ2yX37A8p9o8S+9jLGgVY/eq+qiG3UIPiRHs9vTzGdIv/9ixQ/vrlBVsGDRV1u4+M+Po+WKlXWJWTC8a7lRQpP8skA/N+vPbnCB/ax+KmyM4ShoTXXbdjcTZZtvEx+laOblytSungbvb0B43A7Nb/wOQrvX/ctrwsWImiiNdRgHG6ndPk25VsTvr/qMpm/+hF6eyPm6YPE/+Hnyb15we/Po6mYvV1Ev/oS0vUo3xihdHVtEeNuKHzQh97ZTOCpg8S+9jK5733iR6NcD72jgeiXX0BtjGONzPjiZzfx3HtZtmxFUxFixYDBfxIKQ/NTAaW/0orn+aYMdwkYL52n+P51tLoYgbOHUKJBCj+6hj0yjWe5qOEAalMC82gH+R9cwh55NE5STzo/yN9k3snyrxt/ijPBDmJKAAWx5YryClJKLOmQdcvYbD9SIIHv5vtZcPP893Wv8FL4IBHF9KNAO1jht6W7owhF2ivye4vvMOOk+ef1n6NJixEU+o76VLjSoyRtCp61o/qkx4X+8gw3y7OcCrQREqtTeUuezd/m+u875e1u5pwsv5P6AbNOml+t/QyNWozAcsRtuzjSo+TZFKW1pzU/ZVvy8e0ijXGVz52JcKjF5Fi7ucbsx5P+tldGSnz3Uo65pc2vtY2iFZqm8dJLL20rLQ4AT2IPT5P693+B0dVM8IVezCMdKLEwQlNAUfwFoBUP8ZV0ddeP9NhTSUoXblK6OoSXfbD9uzbCjCgceC6Iqguuffvh9xSqUmUnaCrUL7duWsjC+zckj+irs2dUxU8VAIyuZhr+1T/Y8O/l/jEyf/kW1sDkqt+Xrg4iDJXwq8+it9ZT83d/zLd1FvgPHddD2g7W8LQfMr3rtc74HEt/9CY1v/ATBM4cIvjsMd8tTVURnsQrlCheHCDz5z+EPXY0cefTZN94D1SBcaSD2n/yFf8BKfzppbQd7JEZ0v/1u7hLe5cHDqDGIwSfPYZxpB0RMFBCZqXDeODsIfTOJrxCCVmysCeSFN+77qe23UXh3esIQyP842fROxqJ/9IXlh/6+ELJ85CWQ+G963cmAU8gBc9izLrz3mecNCXv4TncXStP8Y8m/pCfiZ3hHyaep12PExLGcjNMgbKccCSReEhs6eFIl7J0yHhFLhTH+EbmMjdKOzdFuVga59en/5wvRI/z8zXPcNhsJCj0SiNOdbneRi4f38XDkR6WdCh5DrfKs1wojOLsQADlPYs/T3/ChcIov5R4np+MnqBGCRBQdDShoHJHgN17zLLnMOEs8v3cLb6ZvULS2fp7M+OkiVh7a8k752TuOy3NQ/JWfoDDZiNtWnzV3y6Vxhm3F/ZMaCx5Rf7j4vu8XxjmlxLP8+PhI8TUAKbQ0YSKulzjU/l8pYeNL2hLnsOoneJvc/18M3OFJXdvE+azRY/X3stya9LisyfDdDfp6JqCsnwPd1zJfMbhwkCRD28WSWXv3yTAcRyGhoZ45pln6OvrW9eGeF1cD2toys82UBW/f1tbA0o8ghIyEabu39MLZbx8EWc+jTM5vyNH0weFGVbofiaEUKiKnyqPPYoCgeXbdKEE43OPdjx7QVX8fJqR4BXK2DNbW/i6i9n1ox8SihduYY3MEjh9EONYB1pdDUJT8UoW7mLOf0DdGl9tDb1M+dowqX/7J4Q+cwbzaAdKNIS0HZzpeUoXByleHFhX+EjLwZldxF3IbFhlJ0sWzvwSMl9ad+z26CxL/+HbBM4eInDqIGqDP9lxFzKUb4xQ/KBv3Qelk8ogDO0um2mJtGx/PHcXzLqeH8nStVVW4MLQ0RrjaK133F28Qhlv2cZbmDqqudx0z3VXOxhV3pwk//1LlPvHCTx9GONgG2oiilAEXqGMu5ilfGtiuVZq3dPz2OPg8a3cdb6Vu/5Ix1GUNn+cvsBrmUucDrTzfKiHXrOVOi1MXA2ho1CUNhmvxIS9yIiV4kppgsvFCZa83U200l6RP0t/whvZaxw1mzkf7OZ4oJkmNUaNGiQgdFw8Cp7FnJtl0l6irzTNJ6VxBsvJ+4q+eEiG7Hn+t7nX+d2Ft3g21M0zgS66jToSami5340k71mk3Dzj9iK3yrNcKo4zaCV31A/pH4z//o7H96B5PXuV17NXH8qxXDxulKf5NzOv0aLXcD7Yw9PBTjr12uVzbeAtn+ukk2XcXuRmeZaLxTFG7BTlHdY17QTLkVwaKnFpqERAF9RGVUxd4HqQLrhkCt6eOjQZhrGjyNcqXA83uYSbXNp628cAoYBmClz7Cb05V/lU4XmQK0Jt1F/T3g8dNsTD7Ji74SCEePSDqFKlSpUqD4RwOIxhGJRKpUpvjSqfLu5217obXdc5ffo0kUiE733ve+v3+nmM2G2HBIB4m86P/3d1lLIub/zm3vUVqlLlQdDTDL//LwVHOwQTSclv/ankT3/waMckpdzVt7Aa+alSpUqVKg+UF154gZ6eHi5evMi1a9colXZnGlDlyePUqVNrepWsNHgEuHz58vZT3h4h9T0GemB36ifaqGGGFUq7SBesUuVhUbTg5jgc7YBIEA61+Y6PT7KXUlX8VKlSpUqVKlXWoCoQCSqETAVd9a1uc0WvUuPjW177kyB3iwzLVCq15ndSSizLIplMbtnj5nHhM/+4lvqevWkcmp7ZndVbtEElEL3T680ueWTnXVzrCZ6V7gGqBqFaDSMo8DwoZVyK6b2pG9ZMQaxRQ9W34y4IixPWY+HoZ4YVIvUqinpn3EtTNnZp62slk4cfXoGffBaiIcHZQ9BaL5l4goOW+1b8KLEQImAg8yW8krX1nblKlSpVqlSpgsBvcnqwxeDpg0EOtRgkoiqKgB/dKPBH3/dra2qjKj3NBos5l9E5a9NagMHBQQYHBx/OG3jAOJYkN+/gufcnMlRdEKnb/fTr7NdqOPpKhJVSqakbJd79j4ssjD8Gs+1HhKL60blzPxun4YCOVZDcfjfPtW9n90QA1XbofPaf1pFoW5vCeS+O5fEX/9MM6ZlHXyTTdirAi7+UIJS4I5b/+jfmmOkrbVm7VyjDh32Si7fhuWOCox3wS6/C//u639z0SWRfih9h6oRePIl5rBNraAp7dBZ7POm7dj3JcboqVapUqVLlARMOKLx8MsRXz8eIBhVKlocQAlP3f1Zor9f52ZdqmEs7/OlbacbnN590BwIBgsEgmqatanC6wvz8/LrRH6E/vKmKdN0t5wnZpMP7f7RIYQt7742INemc//s19/XaKptjRhR6ngvRfirg/zsMPc+GWBi1GXx/b10RP01MJP3ePnX/LRxoFvz8K/7v//o9ydQ8pAt+q8EnhX0pftT6GoxDbQROHyRw+iBeoUT2r35E/q3Lj1WzyipVqlSpUuVxQlfhWIfBzzwXQ0q4PFxiPGmTiCi81Btete1c2mFi3qKjwaC1TttU/IRCIY4cOUJrayumaa5peArwne98h1xurfVz8Pwxdu0ysE3KA+O4c5u7xhXTLgvjNvmF+5vtubbEylWzUR4EmiGINqye2upBQahW3eAVO8MqSuaHLayCh6oJFA0UVaBoAjOsYIS23wvuScJ24PIg/N4b8D/+HUlbveCffBlePgXfvwjXRyQLWSgvJ1rt1NNmeAbyD7EUdH+Kn7oa1Lo7qyqybOMu5arCp0qVKlV2iaIoBINBQqEQhmGgKApSSlzXxbIsCoXCpo5uqqpSU1NDKBRC0/xHkGVZ5HK5LZ2+VFUlFosRDAZRVbVSM5LP5ykUClu6yAUCASKRSGXy7XkepVKJbDaLZVkbvq6mpoZoNMrS0hL5fB5N04jFYgQCAVRVxXVdyuUy6XQa236ynzORoC9yFAW+eynP6x9lyZc8zh0KrBE/mYJf/3OyWyEe3nxy2d3dTU9PD+l0mqmpKbx1Whis+xkogviv/BRiHbH0IFj4/16nuIn4KWZc8osurnP/WSTSY1u1FlV2jueCXVx9bbk2WIW9EZvpaZv3/2gRI6xgBP0fPSQwggqdZ4N0nQui7rOZdSQIL5+E5lroaYGFDLTVQ8CAs4f8GiDbESxmYSErKds7jwL9m9+XXHqIWbH77CPyUWMh1Jo7N2l7ah7nSU1MrLIjagyIGjBfhNImX77GIHREIW76bXAyZRjJwEK5mhlZpcpGGIZBU1MTHR0dNDc3E4lE0HUdz/Mol8tkMhlu3rzJ6OjouhNZRVFoa2ujvb2dpqYmgsEgALlcjsnJSW7evEkqlVpXxASDQTo7O+nu7qa+vh7TNPE8r/LaoaGhDdOmFEUhkUjQ3d1Ne3s7NTU1aJqGbdssLi4yOjrK6Ogo2Wx23WMfPnyYEydOcOHCBcbHx2lvb+fAgQMkEglM06zs5+2332ZxcXEPzvSjI6ArHGo1SGVcvnspR7608aTRsj2KZYmpCwLG5qvddXV1pFIpLl26RCaT2ethPzQG3s5Tynm7Ei+uLcnOO6uKz6vsDVbBY6a/TOuJAMGYimNJkkNlkkMbL27sBOlBMeNRzKz9Xphhhc6nAqDtr8+1owF+918obJZ9qmvQmIDGxP2992jo4U689qX4EUFzVWNIZ24Jd6naRXm/YyjwfAu83Cp4f0bywYwvgu7lQAy+egBe7RR0xvwv6nhW8rdjkm8M+SLoPutYq1TZtxiGQXd3N6dOnSIWi5HNZkkmkziOgxACwzAwTRPDMNZd1Qeor6+nu7u74vDlOA6maVJXV0dvby+RSIQf/vCHa6ywTdOkt7eXU6dOUS6XmZ+fp1wuo6oqkUiEI0eOUF9fz8cff8zU1NSq1wohqKur46mnnqKlpYVcLsfU1BSO42AYBolEgrNnzxKNRrl69SrZbJaNiMfjxGIx2traKBaLzMzMVM6NaZr7wsJbUSASUJlbdCqubhvheuB4ElUIVGXrSU+xWMRxHn3x93pI10UWLaS1eeTu9ru7rxsp5z1uv1tA2ZczsEeLXZKMXiyiGoLaTp1SzmP8UpGFsSc7IvsoEYJNhc+TyD57Oz5CUxHanRC8l8kji49//4Aqu6MhCC+1CH7+iKAjCpM5uUb8NATh7x2Fv3NQUGOKSpTnYI2g66QgZkp+94pkploXWaVKBSEEjY2NnDx5kmg0ysTEBLdv32Zubo5yuYyiKEQiESKRCOl0esMJbmtrK+Pj41y/fp2ZmRkcxyEQCHD06FGeeuopOjs7aWhoYGJiohKBEULQ1tZWET6XL19meHiYYrGIqqo0NjZWesgcP36cpaUlCoU7X+BQKMThw4dpa2tjdnaWa9euMTMzg23bBAKBiqA7dOgQi4uLDAwMbDp+z/MYGBhgdHS0Up8SiUSoqamhWFxnteUJQ0o/oqOqgoAuKNkbrwQFDYVIQKFkS4rW5mlFqVSK+vp6ampqKJVKGwrktQMCe2zO99XeMQKhClBVhK6hhEyEqa9KoZOuhzM1jz02h5Ncwpmav4/j7Ay7JJm8+uQL5ceVYtrj+pvVBe+9oliGT2492BXh7EOec+1L8YOUq6qtpO0gnSfIhuIBozwmy02et7crgI0hOFDjp61N5mD8ngVcAbzUCp9t84XPeFZyPQV5B47G4VAcvtoj+GBa8v0JKFcvmSpVAD/y0tLSQm1tLTMzM1y5coXZ2dlV2ywsLLCwsLDpforFItevX19V81Eqlbhx4waHDh2itraWxsZGJicnK+JHVVV6e3tRFIXx8XH6+voqf3Ndl9nZWXRdp7m5mbq6OpqamhgeHq4cs66ujvb2dorFIgMDA4yPj1f+ViqVGBwcpK6ujqNHj9LW1sb09DRLS+vXfNTU1PDhhx9y48aNVQJpaWlpw9c8aViOZHLBIRFROd5pcmmwxEbTnuZaja5Gg1TWYT69+oZZW1tLTc2d2ltVVUkkEhw/fpxEIrFuXdj4+Pha4SklmdfeuS+/AyGWhY+hoQRN1HgEtS6G1phAa0qghIPgeTizC+S/fxFrdKbaFqNKlXuYXYT//b88WPEzPPNAd7+Gx2MWvMfIso0s25Xoj1AVhCI2vIF/mjCMEKdOfP5RDwOAK1e/g+3sXUQuYUJLGPK2ZCwrWbhnYa0xBC+2CDqiglRJ8he3JX8+AEtlXxT9i6cFh+Pwcpvg4zlJ8slfxK1SZU8Ih8PU19fjOA5zc3Mkk/fX3S6ZTJLJZNas+tu2TS6XI5FIEAgEVv0tGAzS2NiI4ziMjo6umTCv1P1kMhlisRi1tbUV8bNirhCNRhkfH1+30aZt26TTacrl8rrHv5tCocDo6Ohjm7q1F+RLHp/cLvIzz8f4yacjKAImUw4h04+WqCrEQgpNcY0Xj4foatS5PFxiNLm6pqK1tZWDBw9W/i2lRFEUGhoaqK+vx7btNdfB3Nzcuue2fGXvKqFFOIDe0UjgRA+Bpw6hNddinjqAtF3kdz7CHp/buVVVlSr7mEIZ3rv+qEext+xL8eNmC7iZPErYf4gp4aDf8NTavw+s7RIMRPmJz/6TRz0MAPpvvb2n4iekQ9wUzJckM3nWiN2zDdBbC5oCH0zDm6NUBM7bk/BqJ3REJSfrIKxTFT9VqixjGAbhcJhyuUw2m91+ytI95HK5DYWDbduVCfLdxGIxNE1DSklLSwuxWGzNa1ec5zRNq5goAOi6TigUQlVVQqEQ3d3dtLa2rnl9Y2MjqqpWetBsRDabfeLd3LaiZEk+vl3kSJvJiS6T+pjG4LRF0BQIAZ0NBj/9XJTOBoOuRp3ZJYcLA0WS90R+5ubmdnyuNnPc2ytkvoTVP4Y9Ooszu0Dk1WfQ2xsIPH0EL1ck9+ZHuKk9MGQQsJXjsZSsfVDtgnuSXqpUqbIB+1P8zC3hzi2ht9QBft8fJRbGyzwehRxKJIhxqA1ZtnFmF9DaG9BqYyAEbiaPPTbr33zvsR1TIkH0zkbUhjhC15BlC2d6AWt0lk1ba39K0BUIaFCwIXPPMzSkwel6QXtUkCnDu9OSibtSgl0JQ2lJwRa0hAWGUn2CVKmyghCiYum8m6jHeqv9Wx1X1/1O6pqmcfLkyU239zxvVY8NVVUrYqa+vp7a2totx7dZj479HPFZQQJzSw6vvZchWwhzvNPkxd5QxdDgQLNBd6NOtugxMGXxoxt5ro2s7RI/NzfH3Nzcw38D20QWyxQ/vomaiKDURFBjIQJPH8EanKK4lL+vjo1GSKH5mEGkXkM3lC1T9bJJh6E9bLwp75kz6EFBvEUnUq8SiKqoukB6ErskKWU9lqZsskkHWc30e+LQg4JYo0a0QcOMKGiG8C3Uy5LCkkt62qaw6OKtXMZyT3X2E8++FD/O3CLW8DTG4TaUkB/i1lvqcKZScJ8rlnuJUhMh9NJJRMDAHp1F72hE6BrC0EBRsAYmyP/gEs70nRQNtTZK6PkTGMe7ELoKEoSh4uXLFD/qp/hh3573MfI8D9e1cD0HTTXQNGNX+yuX8+QLSxSLGYrFDI6zt+PdbBHtYA0cq4WgBlfmJbcW19b0pMtge75ddtWBtEqVO0gp8TwPVVVR1ftvFrhVH571WLGudhyHvr4+yuWNo8VSylV1R/49zH99KpViYmJiUwHjeR7p9MZtEaSU9/UenjRcD4ZnLf7iXZfecZP2Bp2akIqhCTwpyZck0ws2tybLjM/bbKekdkWE3n3+A4FAJaKYz+cf+rmVRYty3xjm8S7UWBdaXQzjcBvW7QnchY1d/9ZDMwWnfipKz/kgsSYNzdi4L5GUEqcsGf24uKfix3V8AaSo0HjIpO1kgMaDBrFmjWCNimYIPBesouc3ah2zmbtdZvSTIrn57Yu9WJNG9zPBilW3VfCYuVXesaNavE2n5biJGbpzrgbfL5BLOltGsAIxhWOvRLZ1nPyiy9T10n03pX2cUHWo6zJoOxmg4aBBvEUnEFPQTQXPk9hFSS7lsDhuMzPsb/7hAAAgAElEQVRQZuJyicKii2PfR+fRfcy+FD+yZFG6NoRxoAXzRA9qXQzz1AGssVnc2cenB4PR3QISyteGsadTCEMjeO4ogbOHcWYXcFNpP1VPVQieP07g2aOU+8exBiaQpTJKTYTwZ04T+clnfcE3MLmluCuX87z/4Z9uOTaJxPNcPM+lNtFOT9dZNM23sC0W0yymp8nlUpRKOWynjOc6SClRVQ1NMwkGokSjdSQS7QQCERShkM3Oc/nad0gtjJPPL2FZe5tXVnYhb/vpb9G7dJoq4KlGOBwHx4OPZ2FsnefayoKvEDysZuL7krq6OpqbmzFNc9Xv0+k04+PjDyy1xTAMGhoaiMfjqKpKoVBgfn6edDr9qZiwPkhs26ZYLFJXV0c4HEYI8VDOqZSSbDZbiTgNDQ3tKJqwMu4VUdPf37+plXWVO0gJC1mXd24U0FWIBJfFjycplCX58s4WEhsbGytOgfl8nnA4zLFjx6ivr6dUKtHX18f8/Px9p1TeL/bUPM7cEsbRTj/S2NWMmojuWPy0nQxw8otR9IAgOWSRm3eRUtJzPkR62mZhzMaMKNR26AjhW2ZP7LHjm2dLVF1w4PkQR34sTPMR0xdhdz3PFBU0QyVUo1LbodNxJkBdp0H/D3LM3d7evTnRpvPMz9agLdeBZZIO7mvpHYufui6dM1+OEWu6MxVNjVrkUw5yM50iIFSjcv4X4ts6ztztMplZ54kXP0ZI0H4qyNFXwjQdNjFCqwW2ikA3IRRXaTxo0nYqQH23Qf/3criWrEb47mJfih/wrTHzb1/xU8W6mwmc6sFdzFJ46/Le5PPuAdJxKfeNkP/hpTtRG0+itdahtdShhIO4VhatqZbAmYM4M74jjTt3R8AJVSH2s68QOHUAe3QWWdr85lUq53jnvf+8rfEJIWhqPERjwwE0zaRQWGJs4hrjE1dZWJggm/fFj+OUcV0HpERRNXTNJBCIEo3UUVfXQXfnWTo7TmMGIoRDCfpvvU2hsPfOSJkyzBUkLWHojvlRnqLjR32eaxLUBwUjGcmVecnSOovHMcNPnSu51Uanu6G+vr7SC+ZuRkdHmZubeyDixzAMurq66O3tXSV+JiYmuHHjxpYuZFU2p1gskkqlaG5upr6+nng8/tCaeebzeVKpFIlEgq6uLpLJ5LaFl+M4ZDKZiplCXV0duVyuKoZ3iO3CYm53E8fW1lai0Shzc3Pk8/lKw9lkMkltbS2HDh2qGE88TGShjJctgOOCrqHV1/gucDvk4Ash9IBg9JMiN/4mRy7loBmCzqeCzA6UufzXWcyIQssxk55nQxQzLjM39/a9eq6k6+kgPedDJNr1SmTGcyS2JRH4ESqh+PVbQggCUZUjnw0TSqh89GdpUiMPvu6qys7RAoKOp4Kc/lKM+m4dcbf1u/Qb5zq2RNFA0/3POFKnceyVCIGIwujHD6aIOWD4TVA7m6A5AZGgIGAAAkoW5IuSuSUYn4PxJOQek1rqfSt+cFzK10cQikL4c09j9LQQevEkSsik9PEtrJFpZOnRFq66qTT2WHJVupq7lMXLFVFCAYTp57rrnY2o8QioCpHPn1vVhE2tjSF0Fa21HtSNw+x3I7cp/+M1rZw++SoHep7Bsor033yLK9e+w8LiJJ63/oPQc1wcp0yxlGFxaZLxyWtMTfVTtgocPvg8T53+KQrF9LLT296uek3n4eYiHI4LPtsOWUuSKsH5ZsHZRn8l8/1pf5v1pj4tYUFA9dPfnOoKyRNFNBrlyJEjNDU1VX4Xi8U4cOAAmUyGxcXF6oR3F6w09Ozs7Kz0+7l9+zaLi4tYloWqqpimSTQaxbIslpaWKulmu8V1Xfr6+njhhRc4cOBApUnpSpqUpmkEAgFisRiKojA1NbWq0D6VSjE5OcmBAwc4cuQIUkqSySTlcrlSUxQKhYjH4ywtLbG4uPjQow+fBkKhEIVCAcuyCAQCdHR0MDMzw9WrV2lvb6e3txdd1x+6+AGQlo103OVeQAEwdj41qus0EAKufDPD7IAvIAJRBdeReDZkZh2YheycgxlROPxymNSozcSVvXsOJtp0Gg+ZhBMqQsD8cJnkkE1mzsEu+te0HlRItGu0nQwQiqsIIVBUQdupAFZR8u5/XKCUfcyvfwnFjMvlb2bQTIFuCjRTQQsIjKBCuFYlWr+PprcCmg4Z9H4+Qt1dwsd1JAtjFrO3LHLzDnbZFz/BmEqiTaf5qEkgptD9TIhAVMUIb2+OuB0iAThzEJ7rFfR2QVs9NMYhHBCYy5k3ZRsKJZhPw1QKbk3AR/2Sj2/BDgOre84+ujrWIksWpcuDePkSoZdPETjZQ+jFk+gdTdgj0zjTKZyFLF6h5C9tSe++KsKk4+LM7Hxl2SuU8fL3yGDX88MOqlLJw1KjIYSho5gmWlNiTWqbdWscZ2JuT/sT6JpJR/tJDh44j6poTE71cfnqd0gtjO1oP1J6zCYHuXDxNRrqu6mv7+LsmS8zMXmNueTQnk5Ip/Lw4YzkfDMcSwgaTviRn/oARAxB/4Lk7UnJ7Dop1iENOqMQ0ATXF+Suevzouk53dzd1dXX3v5MdMjAwwMLCwqd2gh8MBtc936ZpEovFMAzjkUyq9gue5zEzM0N/fz+9vb0cOHCARCJRaWiqKAqGYRAKhRgbGyOfz++Z+PE8j9HRUWpqajh27Bhnz56t9O1ZET+GYRCJRMhmsySTyVXiJ5vNMjAwQDAYpKmpiUgkUhFtQoiKQ1w0GuXq1auk0+lPvfhRlL13DhNC4DgOnufR2NiIaZpMTExQLBbJZDKYprnG6e+hIe48b1lujbFTzIgvdOZHV0dOHEui35WeVM57TF4rceyVCO2nA3sqfuJtOkIBz4HBdwsMvZ9nfsSmsORWUp6EAtEGjakbZU5/KUqiXa8IoI6nAhwcCHH9O49/g9BixuPia2k0Q0E1BNryTyCq0HUuSO/no496iHtGpE6l+9kQjQdNlOVr0y55jF0qMfCOn65Yyt6Zv2qmb4bQ0mvS+7koNS0arSc2tvDfCUL4QudnXoIvnBMc7RTEQutva+oQCwmaa+FkD7x8Ej57Bn54WfKXb8PAxKNbaN634kdrSqB1NKKEA6jRkL+aowiUoIl5pB2jpxk3k8fLFPy+QI5733d6dynH0h98a8evk663rearK6Mq3RimdPE2srw2LC1L1qqI0G6JROpobztBOJQgn19kauoGC4sT972/ZHKEmdkBEvEWEvEWerrPkVqYwNlDq+uSCz+ahraI5GsHoTm8vDriwa1FyR/fklxM+s5u93IkAU0h3wa7bwEKuzB10nWdzs7OVT0uHjTJZHJPV9ufNBRFWdeieGVyq2naIxc/Ky5iT6pAXWkSWiqVaG9vp66ujtraWlRVxfO8ig12oVDY8+uwVCpx7do18vk8bW1t1NXVEQqFKhPqUqlEOp1mampqTVrlSqTn0qVLdHV10dzcTFtbG6ZpIqXEtm3y+TzJZLIa9QESEZWvPhdlZNbmrWv5TbdVFejtDNDTpHNluMTI3MbPoEKhQDQapampiZ6eHjKZDJlMBikluq4/uu+FoaFEggjdv39Ix0Hex0Ki50qEUBAIVp7a0gO74BFO3BE/0vMFkOdKog17OwVbSXMb/aTAldczLIzba+o8pOdHobJJB7skefkfJQhG/UiRHhAceTnMyIUi+dRj/iyRYBUkVmH1OPWgIN6qP6JBPQAENB426TgTRNWXnyGeZOpGmavfypAcstbURzllycK4H/FzSpJz/00N4TptS+v1rVAE9LTAP/2K4PPnoLl2ZzsMBeBUj6CjAbqb4He/Kbk8yLYMU/aafSt+jONdRD73NMI0UAIGImCsSgsTuoZWVwN1NZvsZXs4922isL2bvZfO4ZX9VUpnbhFv6cGvykQidTTWHwAgX1hkcWl62+ly6yGlR3J+mEMHn0fXA3R1PsWly2/sqfgBmMrBn9yCwbTkSNy3vk6VoG9BciUJixscriXkR47ytuStCUm2mvb8ROG6LpZlrRFAUkocx3mkvVkCgQCHDx8mHveLc5eWlujr63sibZMLhQKDg4PMzs4Si8Uqq/We5+E4DoVCgUwms+Z89/X1MTExQSqV2vCz6O/vZ3JyckODikKhQH9/PzMzM0QiEUzTRAhR+ewLhQLZbHbd8+q6LnNzc2SzWcbGxgiHw6vcx8rlMrlcjlwut674GRkZIZPJUCwWH0ovmkdJJKDw46cjfHirsKX4Aehs0Hn1bIRcydtU/ExMTHD69GnOnDmDqqpcvnyZYtHPfKitraVUKj2SxRu9pQ6tOYFYnh94xTLS3vk4cvMuobhKtFFlccK/BqXnO2/VNOuEEyr5RX+/qiZQNLHryeh65Bcdbr2dZ3FyrfC5G+nB2MdFho6bnPiCHyVRFEG0yU+Ju/XDrT/7Kg+eYEyh8aBBpP6Oy2Zu3mXkowLzw2uFz904ZcnQhwWaj5kceC6EHthdZLW1Hn71K4KvvSyILJfFeR4s5SXD035qWzrnp7tJIKBDTQRaan3RlIgKFAHxiODVZ/wo0m//heTG6MM3otu34ketCaO3NTzqYewJ1sgMXiqDebyL4uXbWNnCqhQ3YepIx7uvvgQbYRphIhG/J4ZllyiVd38jLBQzyOVaoUS8FUW5f8vcjZD4IuZbI/COLtFV3wGu4GxuYnA1BdMFvyD01qJveV3lyaFQKDA3N0d3d/eq3+dyuU0n3A+DYDDI8ePHK+JnYmKCmzdvPrLx7BbHcVhaWmJpafumJZOTk1tuMzU1teU2ruuSSqVIpVJbbrsexWKxMuHeCfPz88zPz9/XMfczrge2KwmZCpHg5hOrZDLJtWvXSCQSFAoFJicnK0I1n8/T39//0IWlEg0ROHsYvfNOraCbyiALO09Fm7tdpvGgQdvJIIsTfkGD68LcoEXzsQC9X4hw8wd5FA26nwmhaoJieu8fNLO3yixN2HjbWFtxHUnf93IcfSVcsebWTYWup4PcemudTuFVHjo1zToNPUYl3Q1g9naZmVvlbX3GdlEycqFI24nArsRPLARfPA9ffcEXPp6EmZTkbz+BD/okk/OwlINC+U4kR1chaEI8Aq11cO4ofO5p6GwQmDq88pRgcBqSS74pwsNk34qf/YQ7n6Hw/g0iX3yO6JdfoNw5jJNKI3TNF3ntjWTfeN/vC7RH8llVNXTdzxEVCBSx+1xsVdEqedUBM7xpM8HdYnuwsIOg0kSOVU1PqzxZZLNZ+vr6UBSFhoYGVFUlnU4zODjI2NjYI0upURSFaDRKNLp/8s+rVLkXVRXoWzRHcxyHyclJZmZm8Dxv1XdyYmICz/Me3iKFoaG3NxB85hjBc0dQoneKFpyJedz7yK4Y/bhI7+ejJNrupFx5tmT8conez0c5+tkI9cuT2HirRjnvMd2/t6Y/ALO3LErZ7S+EpqcdUqM2TYf91gSK5hsnBGIKpQcgzqrsjHCduiqNz7H8lLZscvuZA7O3yhSzLuE69b7mXYqArmb4+z8hiEf8RY+b45Lfe0Py9lWYTm1dcq4o8EG/5NIA/PIX4cxBQTgAP/0CvHsNUpk9LVvfkn0rfqyBCbJvvP9QjuU9aO8+z6N46TbSdgmcO0Lg2aMITQPpIS0HbzGLdBz2cpnG81xc10bTDILBGJHw5p3Rt0Mi3oqm+l9ix7E+dYtKnueRz+fJZPbean2l+PvTiuM4TE9PV/qHKIpSqQMplfZ+grFdNE2jvr5+V41Bq1R5XIkGFeqiql87tV4x5Tqsl9q26XdUQOQLz7InOWKqghI0URNR1IY4enPCt7Ve3rebLWINTuKmdy5+kkMW7/7hAqm7et1ICUuTNlfeyHLmy1E6TgeREso5l8H38ntqdgB+3VF61nf92i7Sk8zeKlfEjxACPSCoadYopfd3iufjjqoLQnEVM3Jn8bm45JKbd7YV9VmhlPXIJl1q2/0mqTslaMIzR+Bwm/89mU5J/tObkm+8C/ltXsKe54ukb30IiiL5H74Gh9sFHY2Cc0fg2rB8qA5w+1f8DE5hTzykNIUdFsi6qTTZNz4AReCmVncTd5Jpst/4EdJ1cRfvXAkyX6J0aQB7Yg41HkEYOtLzkGUHL5P3G7Lt4dzXdkoUihlMM0w0UkdT00EGRz6ifJ/pb6FQnPa23ko0KZtLIT9lhcUrK5/Xr1/f831ns9lPfaG24zgsLCw8Vj19DMOgsbHxUQ+jSpUNURU41GoSW3Ykq4+pKALqoyrPHtm4342hCbqbDM4dCrCU91jYRrShsbGRlpYWwuHwugsCH3300VohJASRV5/1l593ixAIXUUYOkJbfXzpeZSvDGINTPjurzvEsSQD7+Rx7wle2SXJrR/mSE/Z1LRqCCHIzNrMD1t7bildynlYBW9HzSylhMXJ1YNWNEG8RWf2ZlX8PEqMkCCcUCtGFgCFjEsxs/PrJpd0cB1ZMU3YCdEQvHBCoKlgOXB9BL75/vaFz90UyvA3H8OLJ6Cj0e8TdO4w/PV7D9f+et+KH1m2V/XPeZyQJQt7eHr9vxXLWLfXz4+XloMzlcKZur98952Qzy+RWhgjEW9B00x6us+RTI3Sf/PtHZsUGEaIp5/6CvV13Yjl9Lmp6T7ce58S+xwpZaVZZJVPB4Zh0NCwP2oPq+xPdE3wYydDHG3zV/411Z/kdDUZ/L3PbGwIpCjC7+mhK3xws8DA5OYT5ZaWFk6fPk0oFKJcLuN53poUnI2srpV4GPEAbbCl61G+Nkz+7cs48+mtX7ABGz3SSlmPsYtF9P5lm+Ky3LRQ/X4pZz1ca2eroFL6BfR3o6iCYLwarX7U6KayKuoDvlNgOb9z8VNYcvGc+1shD5pwtN3/70xecmlQktpFAstSDq4MSV4+BW31gp5WiO68r/Cu2Lfip8ruyGTmmJzso7vzaTRNJ17Twvmn/y7xWDP9t95mYXFiw0anKyiKSkvTEU70/gQHe85jBsLL1rQWt4c+wHGrq0pV9i+qqhKPxwkE9qa/QpUqDwLLlnzvUp7xpM2BZoMDzX6HQlUBU99IcEhcD6YXHPrGy3zQXyCZ2TwPp62tDUVRuHr16oaW4o8iRdVdzFL8+CaF925gTyQfWOGBXLZmfpDYZQ9vM2ef9ZBQzq9+lgsFjF06g1XZPYoOmrF6gcAtyx0LXPAjkPebGa+r0BD3x1Esw/jc/e3nbqZSkF3uuVgXFZj6w03br4qfKutStgqMTVyhc+IUPd3nUFWNRKKNM6e/SE/3ORYWJ0ilxslkk5TKORynjEBUaoRisUYa6rpJxFuJ1TRi6MHKKl//rbeZnRvaUjxtRlsEvtQNY1n47hjc54LGKjTF32dTCL5+27fIrlLlftE0jcbGxgdq7FGlym7xJAzNWEwt2Hx8u0hPo8Gv/lQtt6bK/MWPNl7elVJiOZAtuGSL3qZumgDhcJiFhYVKbd5OkGUbudu0Nwm4HtKycXNF3Lkl7NEZrOFp7Ml5vExhxynsjxuew45S3lZw7qkREgK0QPW+9ahRVLEmTc1zJd426+vuxrV2lg65ahyKH/0B38ntPswQ11Cy7rjCBQx42GWxVfFTZQMkyflRLl39NsFgjOamwyiKQihYQzAQo76uE6uziONYuJ5T6QEkhOI7xWkmhhFEUbRVk7/RsUtc+OSvKBZ3V/TfFoZf6RW8NwPvTUsyexBEimjw0wcEvbXwwwlZFT9VdoWu6zQ1NW29YZUqjxgJFC1J0XJRhM1c2iFb9Bic3rvo/IqN9Y4XAzzJ/G/9Cex2Li7xwy9SIh3XF1TFMl7R2hPRE23U/L4+84+uOej9mt6s96rqms2jRwgQ94h+6d2fwHV30VbO8/z6HlP3RcqKENoNAYP/n733DJIsvc4zn+vSu8rM8r7aVNvq7pnpwQzMgDADEjQgJVAUtaSCsaHlbkih1a7+bGxs7P7YXa0LKRShUIgSVyI3gqAVJJAgQEAQiMEMZjCmx3X3tK0u7116f923P25ndlWXz8quqq6uJyK7q7Iy7715XX7vd855D9Wyu7Le0E4tO+JY/ByzKZalMzl1HWFbPH/ll+nquoAiO1aJqupCVV07XpZtmwyPvMO1D/4jicTUnhqmghOGjXklom6BX6Mh4sfvgiaPs1xVfnad0xRFIRqN0tbWRlNTEz6fD5fLOdaGYVAoFEilUiwuLpJMJtc1lRRCPNPOc+AM8MLhMNHo3l0SnzSyLNPU1ERzczNNTU34/X48Hg+K4rh4VRuIZjIZlpaWSCQSh6rRpyRJBAIB2traiMViBAIBPB4Psiw7LmSGUWuAmkqlWFlZoVAoPJFzNBKJEI/HCYfDhEIhXC4XmqahKEqtEaxhGJTLZfL5PLlcjnQ6TSaTOTRNbw1TsJBs/LZMTU1x7tw5Ojs7GRsb25Wt9WY1soeJ868G6Lzg4c4Pc9x97WAahCp1Nk5V1ccG2MIxcHjSyPKTafR6VLBt1tXpSIrz2C176VZiWJDMQjQIfg/0t9W/rCo9LU4DVIBkHir7fPs7Fj/HbIlhlJmYukE6s8CJgRc5O/h5YtFuFGVnp45pGSwsDvPJ7R8xNX2DXG5lz8JnNZoCvgadxX4V1Gf4RqyqKh0dHZw5c4ZoNIqmaaiqiqI86g0ghMCyrNogLplM8uDBA2ZmZmqDGcuyGjqwdLlcvPTSS3UZBxSLRe7evcvExETDtudxFEUhHA4TiUSIRCKEw2HC4TAejwdVXX9ytrS08LWvfa2uffTRRx8xMTHRkP2rqioDAwMMDAwQDofXHe/Hj7llWRiGQS6XY3p6mrGxMXK5xtvz/MIv/MKaOinDMPjhD3+4rjlpVbSdOXOGjo6ONUJj9fbbto1t27XzVtd10uk09+/fZ3Z2ds8uiYqicPLkSfr6+ohEIqiqum4/rt6XQoja9lS3qWqEMjc3x/z8/IHas+fKFt/7IIeyx5KPwcFBent7a7/Lskw4HCYej3Pu3DnK5fI62+u33nqLYrG4txUfEB3nPES7NYrpg0udUzRp94NcCdTHG9QKMMtPXvworjq29xnCNgWWsfY4KIqEsk1PrY3Q3PULzVIF7k4KTnZKhP1w+aREJCCoox0WAGE/DA1IxELO78PTguw+zxcci59jtsWydJKpGXI3Eww/eJt4rIe2tlPEoz2Egi24PX40zYMQNoZRplzOk8kssJKYYnb+LunMAsViZtcucTtBk8HbKPGjOXU/zyJ+v59Lly7R399fm/XfCEmSkGUZTdPweDz4/X6am5uZnJzk1q1bpNNpTNPcsJdHvciyTCgUIhaL7fq9LpcLt7sBMfrH8Pl8XLhwgWg0SjAYrA12Vz82S+9xuVx1R4Q8Hg+SJO1J/EiSRHt7O8899xxNTU24XK4t+xBtdMyj0Sg9PT3cv3+f8fHxhjanbGpqwut9VCNoGAaBQGCN+NE0jVOnTnH+/HkCgQCqqm66v6vHQ9OcBhdCCPx+f0OET3d3N0NDQzQ1NeF2u7ft51TdxtXbAxAMBonFYvT19VEoFBgbG+PBgwfrBN9+YJgwvrj3yN5q0QfOfs9kMrWInBDiSNXD+SIySJCYOrioqNsv79rKWAL80bXnrW2LdSYITwLNLSHVMZB/VrAMgVFee4/SvDKatw7x45XrFpr5Erx/X/BLn5ZQZInzfYK/9Xn4ve+xba3f48gy/NLL8MIgtcbIHw4LEvWbLNbFsfg5Zkc46S9FdL1ILrfM9MwtFFV7mAYn1yyshbCxhY1tmZiWgWlW9mRssB29QfhHlyWSDZilinslWn3bv+6oEQ6Heemll+jo6FgzINsOSZJQFAWfz8epU6fw+/18/PHHGIbRUPFzGAkEAgwODuJyuZBl+akZxEmSxMWLF7l48SJer3dTa+GtkGUZj8dDa2sroVCISCTCnTt3yOfrnAbcAT7fowvT5XIxNDTEuXPncLvdu973kiRRKBT2HGE4d+4cly5dwu/3rxvo7xZZlmsC0+v1srS0dKBpcI0wPBsdHWVqampX7zkIsdcojLLAK8AoHVzKrzcso7p3eR5KEG5ZOxS0Tcgubn7+VcunVi2irpIsX5Oyzs3smEfoRXtdJNEdkHH7d3/fDsRU5DpTWwplePcujM3BQAe0NMFv/ayEQPCnrzniaEfb4IWvfw7+y5+T6Iw7NU33pwXX7kFmnwO+z6b4kSQkl4rkdSPtNbYPYNlY9cb/nkIs28TSTTgEaf9ht8TL7QIh9n4DlSRQG9FI7ynC7/fz0ksv0dXVte2s9WZIkoSmaXR1OY0AJiYmjrz4qQ5U691nB8WLL77I2bNnazVce0GWZXw+H+fOncPlcnHz5k2y2b0ZmWyEJEn4/X7AifhcvHiRCxcu7OkzpNPpPW3ruXPnuHLlCj6fr+HCt1AokEwmGxpNOwgMw3jqP8NuWJnQCbaoBFtVKmMH8+UoqxLBuIbq0ndcsyPJ0Hxy7bVkGYL03ObHTtgCy4TqVJmssPuBtQSBuLJ7sfYMoZcEhbSJZTxqThqIKfibdv+9E2xR62pwCo7QnVqEP/yRzf/8mzKKLNHbKvjvvy7x5efge+8J3rnjvObx9ppuzWlm+tJZ+LkXJS6dgIjfSd8zLPjmG4J7U9Rtw10vz4b4kSW0nlY8QwO4TnSitjYhubWG2ZlYKxmW/8k3GrKsY3aHLIHrOGxeF263m4sXL24qfIQQFAoFZmZmWFpaolgsIoTA4/EQCoVob28nHo/XBqGKotDV1YXP51szU79XdF3nvffeIxwO43a78Xg8uN3uNT97vV68Xu+GNTZPAsuyKBaLW66vGiHZ6L2VSn0poHuJBly+fJlz585tGN0TQlCpVJibm2NxcZFCoYCu66iqitfrJRqN0tnZSSgUWhMtqgrfU6dOYds2N27c2LWN8XZUxY+iKAwMDDA0NLTuM5imSSqVIp1OU6lUMAyjFpWMRCI184HqZ92L+InFYrVmnY8LHyEE+Xye2dlZkskk+XwewzAQQqBpGgTvTk8AACAASURBVG63uxYti0aj6/YnQDKZZGFhoa5te1Io8vZfl7a9dQpMb28vxWKRRCKxLt0wGAzS1NTE3NzcoTF+2C23f5in+4qXs18M8OZY8kC2QZIk4v0a0zdkzOTOJqBUl0Tb4KP7lG0LShmL3PLm77dNMCs2PGzAqXlkPIHdTSRH2jUnGvF0zR/tLwJKaZt8wiTc5tzz3H6ZUKuGyyejF3cWog3EFILNyp72da4If/UOnOwQ/BdfctLfmgLw6fOCK6ckdMOxwE7nnUgRgM8DkYBjkuBSqw5vTu2RLeCPfij47jvse70PPAPiR+2IEfjKVTyXTiB73Y5Pn7y3FIXHEaVDEAJ5RpnNC/7ThNPvZ6/0h+EX+530t6OOLMu0trZy7ty5DYVPuVxmeHiYW7duUS6XsW27VmdSTfG5efMm8Xi8JqCqdS+xWKyh15dt26ysrJBIJNasv/ozOHUiV65cWVNg/SRZWVnhW9/61qZ/l2WZ9vZ2Xn311XV/W1xc5I033qhLAJmmWVedSnd3N5cuXdpQrOm6zt27d7l16xaVSqW2/NXHuxrp6urqYmhoaE39leP+qHL69GkKhQJ37txp6Ix/1c0tEolw9erVmvCxbZtsNsudO3eYmpqqnacbbbvH46GlpYW+vj5CoRCZTKbu6OT58+fXCZ+qK961a9cYGxvDsqw118zqz1J9KIpCIBCgo6OD7u5uWltbEUKwsrJCJrPPCfCPoSpwssPFV58P0deq4dlBatL33s/x7Xc3vxH39/ezvLxMOp1edw4HAgGuXLlSE4xPI4vDFd79RooXfz1CIRHm5l9lMA9gaNB5wcP91wsUdih+Bj7lw+1/dHzNimD6RnlLO2WzYlPKWARizv1E80oE4uquBuSd5934o5vXRh7jkF0wWJnQa+JHkiVaTrmI9WrM393Zd0jnRQ+e4N72tQBmVuB3vi1wafA3Pyshy46YCXoBr+MG1xl/FMWRpEeP1egG/OmPBf/2e4Lp5Y2t1p80R1r8uAZ7CH3t07hOdYHy9OTlH7Nzlkvwg0nB7cTel3WpGT7bIRH37n1Zhx23282lS5c2FD6FQoGbN29y586dDQeI1QGdZVksLCyQTqe5cuUKg4ODaJpWVx3Jdmxnn63r+p6L13e7PVvZPUuStKkAsG2bSqWyb3bRVbc8l8u1bsBeKpV4/fXXmZub23T/Vd3JTNNkZGSERCLB5cuXOXHixBoRqmkag4ODpNNpJicnG7b9kiQRj8d5+eWX8Xqdi1PXde7du8eNGzfWCLbN0HWdXC7H+Pg4qqrWfa54vV7a29vXXTdCCF577bVtTRRWn8OmaVKpVEilUty9e7cW/chkMgdqFS/LcLrTzT/8pRhBr4wsbd2bx7IEiZxFdptBr6Iom94bLMuq2ZM/caqfpcH7uG3QjbBhaVTn8q+EOPNFPysTOnph8+aSqVmDm3/VWMfEUItK3wtecssm5dzWx8Tll7n0i6E1x9csCyY/3LoAo5y3yS6aNA84ZjKSJBHr0Wg96WL65vZOhaEWlb6rvrrSt541sosWK+MG/VcF8sMsl5YTbjrPe0hMGtuKTbdf5tRn/XiCe7+2hIDxBfjfvyG4PS74+1+TaWl69PeNhM7jTC3Cv/mOzXfegWRu/9PdqhxZ8aN2xAl86Tlcgz1rmkQ9kS+VZ7qnyeozff/3g245PX7MBqw6o4PxdDf43hHVqE9bW9u6QU2lUmFsbIzbt2/vaIBYHUBfv34dTdM4efLkU1cHc9S5ePEiwWBwzXNV8fbmm28yMzOz42UJIUgmk9y4cQNFUejr61sjgMLhMP39/bXeNY2iaiMOTlTyo48+4vbt27u6n6+27K6XaDS6obPczMwMMzMzdX2/VK24q2l7B90jK+iV+fxFPyGfTDJr8ebtAuMLBl3NGq9eCfDe/SL3piv0t7p44ZSH6RWTb76VYTG1ebra6v21kTlEa2vrhpGyKmpzBLWnhcrNUYSxy+MnS6jtMXwvn8d9cQA1HgbAzhSojMxSevcO+sgsQt9btPJL/20ct99x1JJk8Dcp+CJbz6TN3io3VPwIAUgSF78apJixePBmAb24yT51S3z+t6OEWtWH73XqeKZvlliZ3HpfFNMWy+M6Ay89ioDG+lyc+pyfzKK5pVlCsEXlxb8TofW0GyQa7vonbeK+UHv+SV1em32EPa7XMgWLwxUWhiu0n3EMXmQVznzBTzFtMfxmAbOy8cI1r8SnfiNC84ALSW7MvhYCltPw774H33vP5hdflvjFl+F0l5PW9vjSBU4a3J1J+M7bgv/8ASwkG2OqsheOpviRJTxDA7jP99WEjxACbIFdLGPOLGPMJbBzRUQDCrPtwsH1ZNhfJGRZwe9vor31JLFoN15vGJfLiyQpTM/cYnT8GqXSRoMeadWEW+PuPoYNxQaliBf0J39ByrLccHGw28FcNUVpo3qFdDrNrVu3dj0zXiwWGRkZIRKJ0NLSchxlPST4fD7OnDmzrleTbdsMDw/XHaFJJBI8ePCApqYmwuHwGgHU09PD7Ows2Wy2Idf66u02TZMHDx5w69atPS+3Hnw+34bRieXl5YZ81oMWPgBel8ypDjcrGYtvvJbmwxHHyskSgoohmE+aXBsu8f5wiXszFX71syFevRLgP/40Q+Ex182WlhYuXrxIPB7H5/PR2dnJ+fPn17xGURRcLhfDw8MbR0Ml8H3hCoGvvICdylF8+zaFN29irWwvriWPC++LZwn+0sso0dDa9Xpc+Fqb8F4dpPTuXfI/uIa5UH+tzsT7xV0X76dmGmsIYVsCSXL653z67zbRed7D/TfyzN+rYOkChGNM0DXk4cqvhIn1aGtGq6WUyUffymw7UDdKguVRneS0QbRbcwStLDHwko9ATOH2D/PM3S4/ikrIEGrR6H3Oy+lX/ITbVJCgkhNoXgll5yajIEGsW0PzSmheGZdXxuWTcHllNK+MJ6QQ6127wGCLysWfD9L3ghe9ZKMXBUbJdn4uOT8XUhaltMVm5rSyCsG4iieooPkkXL6H6161/pYTrjXGD7Ii8cKvhikkLfSSQC/ZD9crMIo2RtmmlLXJLplb7vOlkQoT14rEely4fM490RtR+NTfidBy0sWdv86TmjGchqiS4wjXcc7DhZ8LEut1IStQydm4Horzuqz5HsOyYXoZ/s1fCn73O05tT387tEQg6HNEUrYIiymYXIB0ARAHk+K2EUdS/KjtMVwnO50aHx6mzBTKFN+8Sf7HH+/oprk/SA9tcp2UPIkdxAx3iWE0RphpmofOjrNcGfp5erov4XKtn9GybZPpmZvrxI+meWhrPfXwPRLJ1DTp9MKemp3aAkqmoGhAsUHfHwXTeZRMsWvv+p1QTTW7dOlSw5ZZKBT4/ve/TzK58y9tj8dTc2ZbTaVSYWZmpu7GlfPz86ysrBCPx4+jP4eEEydOrEt3Ayd6cuPGjT0te35+nsnJSS5evLhm+R6Ph/b2dhYWFhraBFUIQSqV4oMPPmjYMnfLZv2EjpLYV2RoCijMrOjcnHjkYWvbzjFQH17aAhieq3BzoszzJ33cnarw/oO1nrfLy8u8//77dHR0cOHChVqD2dWTK5ZlkUwmGRsb2zhVVJbxvngGSZZRomH8X34eM5Gl+JNtzl+XiveFQcK/+nnkwOYRGMntwv/KEJJLIfedd+oWQG/9f6m63tcohBBc+5M0sR4XvS94cfkk+l7w0feCD9MQlHMW2I4dtqyuir6Jh4YneZt3/zizpdHBalYmdO6/XuDqr4VR3Q8jeopE2xkPbWc8mBVBOe9E89w+GdUjIa+ajC4kLK79+wznXw3QcnL9PWozVJfE1//v9l3tG29Iof/q1iY899/I89G3suSWN55NDTarfOHvx2g5ufO+cbIiceJl/5avWRqp8P3/Z5lKYfPxkG3B2LUSwVaVs18MoGgPU429EqdfCXDqcwFHyBVsFE3CE5BrIkwIQTFl8ebvJXn5N5oItavOWLNBVG3Pkznn8bRwNMVPPIwaj9R+FyWd3HffofCTG4jywZsTSJKMS/MQibTT2XGOluYBwqEWfL4ILpcHVXEhNcACxbYtfuf//bt73VpCwWauXPp5Ll38OdzurS/kzbbj5U/9Ot2d55FlhQej7/KDv/6XlEr1W83eTsBv/7UgXYF8g8RPXof/65og4GqMgcJhRJZl2tra1hW+CyEoFou77suxGtu2WV5epquri3A4vNdNPaYB9Pf3b1ifMjExsec+N5VKheXlZXK53Lrj3draSjgcbpj4qUZ9hoeHD9Q+ebP6ora2NmRZ3te6syeFJEnIElQMgbFqHGjZAssGn+tR5KtUESSzFiGfTEtkY8fIbDZLNpslFouRTCYZGRnZ1TFUO+IokYCzPASipFO+PrLNhwBXXxuBLz2/RvgIW4BlOaM1WX5UCyxJeF88izGfpPCjjxClxjfkftIUkpYjSN4oYAtB3wte3D7n86maRCC6frjn1FI6UYFrf5pm/NrO7wlGSTB+rYivSeHclwJoHtaUGKhuiYB7/TlhW4JCwuTan6WZ+LBM73Me4v0ulCM5Gm0cxZTFre/nUVSJk5/xo7kf7W9JArdPxu1bG5W2LUEhafH2H6SYvVUmPW8SaFGP9zVHVPzIkQByU6D2e/n2OOVb44dC+CiKSkf7WV648sv09lxC09Zb4TYKy9r7ICESbuNTL3ydC+e/jLxKkD3q0E2twelW2zE5+TEt8T683hB9PVfwecOUSjnqDYJmdXh/sa63booN3D3YybsnjizLtLS0bPi3crm8qwjSRqRSKYrF4rH4OQQEg0HC4fCaNK1qylujDAnS6TTJZHLd8Q6HwzUb50YJgkqlwujoaEOWVS/pdBrLstblzre3t9PX18fk5ORT3+PKtgVlQ+DWZNyaRMVw7tGGKbBsQVNQQZYe2VoblpPL4ta2/h5YbZe/G9yD3dTydGwbfXwOextvXDkcwHPlFFpva+05YVqYSyn0e1NYqRxqaxTXqS6UWAhJVZAUBd/VMxhjc1TuNM6w40niNMG0kCSnfqiYstCLNm/9fpLl0QDnvxIkEFNQNKlWiwQgbCeaYOk2yVmT9/4wxdLo7sdHhaTFje9kya+YnP1SgGDcaaQpK4/WVVufKbAMWHxQ4fp3siw9qGBbkJgwiHabtcadlim2HhUIp+ao0egl4YjjzVZrOUYPjV63Ex3b2Wtzyybv/1mG9JzJmZ/xE2hWUVQJSVnl42E7osfSYXGkwsd/nmF5TMe2nN8jnSqax9nXdiOKpZ9Sjqb4cWnILifnUwiBObmItZw+4K1yREJfzxVe+exvEY/tjyXvXvB6Q5w/+wXOnf0Csqw8nH3VMYwS5UqBUjlHKBAnGIxvu6zZubsMXfxZvN4Qmuams/0s6cxCQwTaMTtHlmXi8fXHyzAMEonEngduuVyOUqnU8CLWY3ZPNRrxOKZpMj8/35B1ZLPZmjvZ6uMtyzKRSASv19uQvj/VlLd6+yM1inQ6TT6fx+/3rzu/X3nlFd5//33GxsbQdf2pFUGGKVhIGvg8Ml1xjdF5Z1Bc1AWpvEVrk0p3s8bsioGmSkQDKqoqoW8zkHrw4EFd2+PqbqlpH2HaVO5uE52WJLSOOL6rZ2pPCcumcm+K3LffQh+de7TsMw8dYU93I8kyWmcctasFfXQO8Xi3xkPIu3+U5t0/Wj+2sU24+6M849eKdF300DnkJdis4Asr2JaglLFJzxlMfFhi7k4ZsYdTtZK3ufPDPBMflOg456Zt0E2kQ8MTlFE0Cct00q4SkwbT10ssjeprCvSv/2WW63+58ywQUxf84T+YrXt7vSoENCgYW9cL+zXwqc5EqyaDN2/yxj9fpvTYexQJYh7HdClVfjSdG/eAtkECjxBQtiD98FbmkiHmBbZJqskbkNOhUrAZ/1GO8p0i3Rc9tJ/1EGpVcT/ss1RMW8yOGNy5VmJ+uLJ2X387y/VvN74R9dPIkRQ/aGrtrBNlHStXRBgH3zitKdLOmcFX1ggf27YwTR3T0rFtC2HbbDPvsWNsq/7PLEkS7W2DnBl8BVV1Yds2xWKK0fH3uXPvxywujWEYZb74+d/m+Stf23Z5Sytj6HqxNkhqbx/k3oM3nynxU511b+SgqNpAcafIsrxhVMY0zYakKJXLZSqVyrH4OQQ0NTVtKH6y2WzDzkHTNCmVShiGUWsiWiUUCuHxeBoifqq9ng4a27Zrxh4ej2eN0YPL5eLll1/m5MmT3Llzh7m5OXRdP9A0vXooGYLhuQqfOevnVIerJn4yBYvxBZ2vPBfkV14O8fbdIs1hlZfOeCmULNL5rc+pan8m0zR3dc9SWld56VoW+tjc5i8G5JAP9/m+msGBEAJzIUnhzZtrhA+Afm+KYnMEJR5xXOBkGVdfG5WbwT2ZH2heCc0tI6vOjLxlOmlLtW1UnEHwHsped0Q5ZzPydpGRt/eW4roTiimLkZ8WGfnpk1/XXvhyD/yDIZk/vi/4xt3Nz8O/cxr+5imJf/qB4FQT/NZZiX/2oeB7E1BZdaq3euEPvyoxnoV//IYg+zCA9n9+RuJi3BFHQZeEEIKcASUTfjwD/+u7zrrPxeD3vvzou1KRwaNIGLZAf7geG/iDu/Avrzvv+fXTEn9/SKDJRczZIjymBf/gLnzwQGAe8uxNWXKyT+FhNuo+rvtoih/bBkuA7IS6D9xT7yHhUCsdbYO13w2jQjI1zfTMbRaXRsnlV6joRSzLQDQkVaT+U8nrDdPVcY5oUycgyBcSvP/RX3Dzkx9g1nFF6XqJfD5BLNqDoqhEm7qQ5aN5+m2GZVmsrKwwN7f1l/du0HWdcnnnphYulwu3e33BpmVZDRmkgiOATNNcNxg+Zn+ppp2tpuro10hKpRLlcnnd8fb7/Q07B2zbPvDGn1VGRkbo6emhq6vroWHN2ohXa2srzc3NpNNpHjx4wMzMDIVCAcMwnopoUKli8/FomdOd7jU1P9mize2pCs+f9PHCKS+fGvQhhJP29u7dIg/mtk6bGhgYQNM0xsbGdlVvpjQ5Nu1CCIRlbytK1HgYz9DAoydMC/3BDJVPxjZ8vT46izmzXLPAVpsjWxokbIWsQLBFY+BTXjrPewi2OClGySmd7/4fSwBoHonmEy4sA1bGKzxD83+HgrwOui1o2sa3IOyWKJn1u8n+7ieCrgDEvfAPL0vkdPg3NwWpCkysCr4sFeEPVomwvpDEF7phJA1vzjrPC+Cjx9L8LQEfLcDtxPpx3odLrItQHUZ6W6Ej7jRVvjkKqX3sb3wkR5+irCMqOpLmRXZrSK7D8TFdbh9+vzOLJYTNzOwt3nr7D1lY2qZ48wAIBuK0tpwAnIHx+MSH3L33el3Cp0o2u4xlGSiKSijUgrxNrdBW+DXoDYJpQ6LsPDbDrYBHcW4WZbMxPYHqwbIs5ufnD9Stqtok8nGcyF5jZux0XT8WP4eAjVKzwIn8NJJKpbJhOprH46nN9jeC/WoKux2GYXDt2jXcbnfN2fDx/SzLMtFolBdffJFLly4xNTXF5OQkiUSCcrm864jtfmLZcH+mwj/9D8vkH7OuHp3X+fN3MnzlSpCmoIwtYGLR4Mc3Cyymtx5ttbW1YRjGrhuZSp5H9xG7UN6ydlfyuNB629A6mmvPmYspKrc3r/m1VjJYqWwtWq00BZC8O3f0erRyp9HpZ/9elHCbilkR2Ba4vBLaqkJ0b0Th6q9F0Lwyb/67JIvDh3x6/oiRe+gQG3Y7KWf6BvPMEhB2Oalx9YqID5ecR0CD374AyTL88f31r5srwL+4/uj3L3QJXmqXuL689vnHsWx4bVrwp8P1bd9h4De/LPEbX5YI+eFv/282b36yf+s+HKqgwVjZAlYmjxzwImkacsiP5NYOPIfXsbJ2boKmaTC/MHwohQ+AzxuiKdIBQL6QZGHxwZ7c2QDKlXzN3trj3nhgtlMuN8PvvyqzUhL8wV3B725x0TzXDC+0SaTK8NacWDPr8iwhSRIez8YGG7ZtNyw9xzTNI+F69bSzOi1rNY0WEZs1DnW5XA2zPBdCHKr0sVQqxRtvvMHVq1dpbW3F53NsdB/f39Vr7vTp05w4cYJ0Os34+DgzMzPk83nK5fKhvFYsm3XCBxwHuPful/hkokwsqGJYNsmchb6DAaJt21QqlV1HvyTtkbf2di5sSiSA5+LAoxohy8aYXaYyPL3pe4RuOr36TAs0FcnrRtJ2PzQKxlU+919F8TUpJCYMlsd09KLN0C+sbTCsF2zm71U4/YqfttPuY/Gzz+R1R4iENIi4YakELV5o9sJiCVZK4FGdCdZMpXGtNI5Zj9cN6gGpkPqn3g8x5mIKczHlzKxJoPW0oLQ0bf/GJ0ypnCObfRS7lCR5T9GPJ4mqufF4HMe8YjFNNrf3fHvTejTbqSgqDem0tQM+1S7xDy9J/MYZ6A9t//qjzGaDUSFEw1JyturUfsz+IMvyupSsKqbZ2HwI27Y3HMArirLrWf6tOGwpY5lMhtdff53r16+zvLxcq3XbDEVRiMViPP/883zlK1/h+eefp6OjA5/P99TVxxUrgukVg4XUzoQPOI1xXS7XptHnTTF2eNxlGaUlgutUZ+0pO1NAH53DzpW2eCPYuol4uB5JU5GU3Z+3Zx66nc1+UuY//bNl3vy9JDf+av1Mm1ERpGYMNI9EqO1Izj8fanKGI36CLkf8uBX4zbMSf/LzMn/7lIRXcaI+Xs3JKGlUE/Vj1uN1b2wKsR8cySvPXEqhj83jHuxB8ntwnerCPdiNtZw+ULvrVGqOicmPCQVb0DQXsVg3TU0dJJKzHJ6+tw6KrKKqTrqBZRmYDWiWqsiP/BhNy2iYscMxO2erQdax+Dk6bCU6Gi0iNhM/m4mvo4Rpmty+fZvJyUkGBwfp7u4mEAjg9Xo3/eySJOHz+Thz5gy9vb1MTEwwOjpKMpk8cDe7J8n8/Dytra309fXhcrnQdX3dfSKTyaw7l+xSBSXgBQlkv8f5Dtng/iIHvbjP9yP7nOi2EAJzMUnl/va9yyQhqH0Hy/U1G++64AEJPvgPmTXmBo8jLKehqKI6zSiP2V+cyI9gICwRcYNhO6YFRUPQ5oc2P7gU8CqOSFotfvpD8HyL854qMY8joPYbSXLqg662rr0WhIAHacgcjizhLfG44KD6oR9J8YNhUbk9jquvDc+lEyhBH75PX8DOl6h8MoZdLB+I1sjmlrh3/yeEw610d16ku/MCl4d+gdt3XyObW6ZSyWPtwaGtkTgudAaKoiHJMnIDumJ5veFar6BSKXc8QD5kHPWB6rPEVqlUjT7OkiRtuMxqL7BngXw+z4cffsj9+/cZGBigq6uLYDCIz+fbtO6pKoLOnj1LR0cH9+7dY3x8vGGNYfeKBLhdEgGPjKpI2+qBfMkmV9r8vIvH42iaxuDgICdOnKBUKq07T19//fV1tYdWIoPSHHGar/o9yGE/dvqxymhJQm2O4L10ovaUKOvoU4uYszvIWtBUp+oanJy/OlIRfREF2xSkZrfOkxI2mLqNJIGiHd9z95uC4VhS+1Sn7sejgluFmytOfU673xE3XhUSZbGm5ufXByX+xsm1w0dFYlvzhCeBJsPXT8HP9689h0wb/qefCt5d2P9t2g0u1bns5AO6BI6m+AGMqSWKP/0EOeBFG2jH1ddG8BdfRomGqNybwkpkHuX57iPzi8O8/e6fMHQhSU/3Rc6d+Rna204zOX2DlcQUxWIa09Sx7WrdxB7iI0KwtLyxw812GGaFSiWP2+3D7fLj9e6taaWquog2daIqzkAgm11E2IcrjeVZYLNZf0mSGlafsdlg+Jj9oxqN2chyvJEmBPAoxe5xqs1AnyXy+Tw3b97k/v37dHZ20tXVRTQaJRAI4PF4NtxPkiQRiUS4fPkyoVCIW7duNdyRb7eoCnTFNQY73fS0aAQ8Mso2o5R37hX56Z3NTVMkSSKfz5PPb27ptJFo1ycXcZ3prW2YZ2iA4k9urnmNHPDiuXQCtaVqKCQwl9NUbo8/6sa6GbLkGCM9vP8Jw6rLbdXUBe6AjOaR0Aubr1NWJbwhBct0euQcs7+YwomKCCDkcsQPOE3TLzdDZ8Dpp6PKTi+e1bbWP5mFOwmxxjQp7IK/e3b/v+8sG95ZgI+W1p5rtoDpwzF/siVetyN+DoqnRvxIHhdqR2xnLxaAEFiZAuUbI8hBH1J7FK0jTuiXP4Px3Gkqw9OYs8tY2SJCN8Cy67eXNiyM6aWdbZoQLC2P8/GN72KaOmdOf472ttO0t53Gtm10o0S5nEPXS9iWiS2susWPbVv86Tf/x7reWy7nyGSXCIVaCPijxKLdqIoL06ovltrWespxeHsY+Zmbv4dlH44o17PEZkXjjRQ/qqo2tNbjmPrY7Fg3WvwoirLhuWOa5qGr09kvKpUKY2NjTExM0NTURFdXF21tbUQiEQKBwIb7y+PxcOLECWzb5saNGw2znt8tigx9LS5+7ZUw53vcWLZjdGBtIyKGZ7dO2RseHmZ4ePfWVPq9KXj1KigSkqbi/+wQxvgC5kISYVrIASfdzfvS+dp7hG5iTCyij2zfVkD2eZD93lqdj12u1Op/dkNyWifY7KXnkpfRd4obZeYB4A7ItJ9xY5TsbaNExzwZcrojatp8EkGX08j0vQXByYhET1Aiqzs9dh43O/jp3Po+Px0++Bsn93XzAce99t35vbu9yTJ0xsDngVwR5hLrX6PIEPTtbT2P0xIB7wEawj414kdtjhD5jVd39mIhnGahuomoVmPaTt8fSVNxDbTjGmgHIbCLZexCGbti1B0FspJZkv/qL3b2OVQ3Lc39nDrxEr09l/B4HznByLKMx+3H496m1e9Ot2sPDQTy+QRLy6N0dZ7D4wnQ3XmeyanrzM3fqzm27RS/P8rF86/i8znRI8MoMz17+5lqcHoYEEJs2hNIkqQN+//Uw7H4ORwUi0Wi0ei6yE/VASswTwAAIABJREFUmaxRaJq2oaCqVCoNN1d42rBtm0QiQSKRYHh4mK6uLrq7u4nH4xv2YXK73fT29pJKpbh///6BOMH53DKfPe/jbJebpbTJyLxOImdRMbYWP9v1+amXyoMZzKUUWnsMSZbR+toI/a2fofzxA+xSBbUtivfqGdTYo6am1lKK0kfDO6rxlSMB5NCja8LOlepyhh17t0jnBQ9DvxhCL9qk5kwezvUhSY7ltTes0HnBQ+/zXnIrJnO3915Le8zuyepO24uTEScSNJwS3EvCZFbQF5Jo8zs9fgrPwBDl+dPwt16RaGmCqSX49z8W3JpY+5qmIPzmlxu73rBfoqt5+9c9KZ4a8SN5XLj62xu8UAnZ70X219fQrIrp29g++HFkWaWjfZBPXf1VerqGalGQw0ihmGFu/j6nTn6aULCZttbTXB76KkIIllfGMXZggCDLCpFwO+fO/AwDfS/g0pz9PDt3h6WlUezjtLd9p1wuY1nWuplnRVHw+xsjuhtpcXxM/WSzWWzbXjPAliSJcHhvKayP4/F4NrRQL5VKh8qe+qAplUo8ePCAqakpenp6OHHiBK2tresmHQKBAJ2dnczNzR1IY1efW+Zin4dsyeY/fZTnjZsFytsIn52iqiper3fT6GM6nV4n+ERJp/DaR4R/7QuOE5uq4LnQj+dC/4bLEMUKlTsT6DswOgBQWyK1RqoAVjqPvY2l9kZMflSi58MS/Vd9fPbvRZn5pEw5a4EEnqDMuS8HiHS76DrvwbYFE++XWB5/CqrSjyA53RE2/WEYy8B03un3M5aBwSboDcFM7tlwevvHX5d4ZQhkWcK0BK1NEv/NP197vbdE4H/49aM1ofnUiJ+jQDAY5+zg5+ntvoS0yuLaskzKlTyVch7DrGDbjcmV34u4sG2T+YVhRseuceH8l3G5PJw68TJ+X4SRsfdYSUxTLKXxuAO192iqm4A/iqKoeDwhIpE2Bnqfp7//+drr8oUkNz75ARW9MQ01j9kdpmlSKpUIBAJrnldVdd1z9SDLMh6PB/WgzPuPqZFMJjeMHITDYWRZbkhUQZZlvF7vhg1t8/n8kXYvq5dKpcLIyAiJRIKhoSEGBgbWXC+SJNHU1EQsFjsQ8aMqEA0qzKyYvH2n2DDh4/V66e7urgm+1W6Atm1TKpX44IMPNoxOF9+5g/tUN57nTiGpm0+s2BWDyv0pCm/f2ln0RpZQ22Io0Uc9EKylFHZ+999PZkXw/jfTWLqg7aybU5/1o6jO5wvEVK7+egRTF6RnDSY/LHHvx3l2mURxTIPIGpDW4aWAxGhaMPOwRmY0AzbQFZC4nxJ7ivy0eCHw0E5bkZ1G64NNTspc9mGvob0gSdATlLjSvP76XCw6/YvMHZxf/e2PTHAUWeJC37NRp/n0jFCEQOyzOcFOETvMa2+KdNDddaEmfEzLIJ2eY35hmGRyhlw+QaVSwKr1w9nbSbhXAZXNLXP3/k+IhNvo6R5C09z09lymvW2QdGaBTGaBaLS79vp4vJdLQ19FkiRCoRbi0R7cq5qZVioFPrn110xO32hYypskOV2aA1uUMbge6kxZcoobt3ptlaK5fZ3s04ht2ySTyQ3FTyMiAtUowHHa28GzvLxcMx1Ynfrm9XoJhUINKar3er0b1rAIIchkMpumWT7rCCFIJpPcuXOHYDBIe/varAafz9eQyYh6sWwwTEF+C/e23dLZ2cm5c+fQdZ1cLkd3dzeJRALLsohGo+RymzuAimKZzJ//BGGauM/2okQCa+yohW1jZ4tU7k1RePMm5vTyjrZJiQTROuPIPif6Zld0jLkV7PzWfYE2I79s8e4fp+l9zkvLSRe+iILicrbTKAvyyybz9yrM3SljVo7gF8xTQk6HVFng1yQyOsw+9OCYyUOi5FhXZyp7i/z8jZMSpyMQcjvOcc1e+O+uSGQq8NESfPPB3o6/KsGrPXC5eb3ZwnfGBd+fcAwbtuOD+9AeE2iKhG4KPri/9estC0p6XYaIa5Ckh01Oj62ut8ZK58n/6MOD3owN2a6BWhWP208w4Jg2CCFYWZnkw4//krGJDyiXD589hxA28wvDvP/RX2ALm66Oc7jdflwuLy3N/bQ0r007aI730Rzv23BZ+XyS+yM/5fon36NSaVwhr1eReK5la0+8objzf8gl8aVuOBHe/qbzZ8OwXN/336HGtm1WVlbo6elZ87yiKITDYXw+3zqr2d0QDod338TwiLLV5MN+uOGl02ny+fyalDRJkpBlmd7e3oaIn3A4TFPT+gbSuq6TyWTQ9eO0nq3IZDLMzMysEz+apjWsBm+3GKZgKW3i1iTCfpl0oTECqLW1lUKhwI0bN1heXuarX/0qt2/fJplMcvHiRcrl8pbXjLWYIvPN1/FePYOrr80xMtJUhGlhZwsYU4uUPxnDnE/ueJvUjhhKNFhLczOmlhxr7DoMD6roRZsHbxUYebuAL6KgeaSHzwuKGeuwtfR7JikY8N4CeFXBW3OiJhJKJvxkVmDYcG1BkHt4+7qdgG+NCMYyzsTAmmWZ8O1RxxZbX3XamLbjKpfRYTon1jxvbXGez+bhPz4Q3Eps/pq7ScF/GNm8v9DyDqM+AP/2rwTpvERTUJDMwTdf3/oEXc4I/vJtyOxxGBfywc9ehb62g3GGfXrEz0qG7J/9+KA3Y08I8agZoGWZTM98wvDI25jm4U0NsW2T6ZlbVCpFzp55hd7uy0QibWjqzr6Ydb3E8soEI6PvcfvuaxSKqYZun0+DT3dIfLpj+wso6oFfGpBwOlhszWvT9pEVPwsLCxvWgni9XlpbWxkfH697+bFY7EBnrA8TmxX7N9JZbyssy2J6epqmpqY1aVWyLNPT08OdO3f2VJOjKAqxWGzDiGEymSSbzT5zVte7xTCMDScbqnbxkiTt+z4sVAQfjZR45YKfTw36eOOTxtT8aJpGOp2uRXhM00RVVSqVCtPT0zz//POMjo5uKZjtTIHCX39Iye9BiYaQXBrCMJw6nezuJ23sXJHSh8OUbzn3PHN2BXN+A7urOhA2FJKHM1vlWccS8NYcvDW3/rz+yawjgFbz0znnsREZHf7F9fXL+b3b9V0zw2n4Zx9t/d635+Ht+cbcF26Owb0pQdAH2SIY20S75hLwO98WLO1x7qwlAqe7JPra9racenlqxM9RoFBMk0zN0NZ6CiEsdKN8qIVPFds2WVgcJpdbZnb2Dh0dZ4lFuwkF43i9YVyaB+Vh/x7TMjCMEoVCmmx2ieWVcaZmPmFu/n5DP6sQa7ssN5qjOmSrptvkcrl1g1av10tPTw8zMzN1DYp9Ph/Nzc3HkR+c/WwYxjqRCY+KvvcSYdspY2NjnD59Gr/fvybaFIvF6OnpYXR0tO5lNzU10dHRsS5CYVkWCwsLZLPZupf9rCDL8ob1cbZtY5rmgYjHYsXm2nCJ/jYXX7zkx61JTCzpZIs2hik2tXDObdPk1DCMNbbopVKJYDCIqqqYprmrdFm74Li07hVjchFjcnHPywEIt6lkl03Esd455ilDNyGxw9u1acEOk522pFTZU4B1zxyLn30kmZplZPQ9wqFW3O4ATZF2QqEWstmd9Qg6aArFFMMjbzM5fYNIuI1wqBW/vwlN86KqD8WPqaPrJfKFBOn0AunMPKbZ+NSX6Rz86xtPbmBwFKM+VQzDYGJigkuXLq15XlVV2tra6OzsZGJiYlfLlCSJzs5Ompubj+t9HmJZFqVSaZ2LnsfjIRqNkkg0ZoZ5K5LJJNPT05w+fbo26JQkCVVVOX/+PIlEoq70N4/HQ09PD62tretS+DKZDAsLC8f1Pjugei48TqVSObD9F/DIXD3tRZKgI6bxtZdCLKQM0nkb3dpc/Lw/XOTde5vfONPpNM3NzbjdbvL5PMlkks7OToQQhMPh2mTB08rlr4XILJisTOokJnVK6af3sxxzzEbYNpR157FXyjqYpjORfRA90Y/Fzz5SLKa5N/wWLpeX06c+Q2fHWS5f/DnuDb9JMjX7RETCk6BSKbC4NMriUv2zxhvRG4Sp3M6iLtN5+Fc3j2p85slimiYTExOcOnVqTc8XSZLw+/2cOXOGQqHA8vLOioYlSaK1tZWTJ08SDAa3f8MzgmmapFKpdeLH5/PR0dHB9PT0vgxw79y5Q0dHB6FQqCZUZFkmHo8zNDTExx9/TC6385pDt9tNf38/J06cWGdxbRgGU1NT+yLs9htZlunv76dYLLKysrJnG29VVWlvb6ezs3Pd3/L5/IFFzsJ+ma99KkR1DsOtSfS2uOht2fp980kD2Fz8zM3NUS6Xa+f89PQ0zc3NnDx5EkmSGB0dfardAXuf96K6ZZLTOokJnZUJg5UJndSMcWxu8BBFhrPdbnpbXKxkTW5PVRpmqqHI0N2s8fxJL6YlmFgyuDF2PAHTSEzbifo0IiBtWFB5aCylHIufo08qPctH179LKj3PmdOf5czpV4jHellJTJHPJyiV8+hGCcusYNkWQth7SH0QzM7dbej2Pylk4B9dkbiXhE9WBHeSjh3kUUKWZSKRCH19fQ1f9vLyMsVicUfnihCCVCrF2NgYFy5cWPO3avTn0qVL3L17l4WFBawt3AzdbjdtbW0MDg7S1tZ23N9nFYZhsLi4SFdX15rnNU2jvb2dkydPMjIy8sQFUCKR4Pbt21y9ehVVVR/ZmioKJ06cqA085+fntzzWjotjiIGBAQYGBohEImv+LoRgcXGRycnJfUnp229kWeb8+fMPzWpWSCQSZDIZ0un0rgbtkiTh8/no6enh9OnThEKhNX+3bZtUKkUq1dj6yJ2SKdh8863dW2w/mNt6H6TTadLpdO0elc1muXXrFk1NTViWxfz8/FPdF+rmd7M0n3QT73dx5osBSlmbxKROYtJgZVxnZVwnu2Qe3ZzqHRALKnzhUoArAx4SOYv0D5IMz+gN2SWqItHf6uLrnwlTqtj85HbhWPw0CMuGXBFKumB57z45NUoVJ41OOYBkkWPxs89Ewm309lwhEmlDVd34/U2Ew6309T5HpVKgUilgmGVM08C2zZrldT03B9u2+Oa3/pdGf4QngsARO690wuc6JcbS8EkCbq48dFg5Al8YiqLQ1ta2brDTCK5du0apVNqxUDYMg+HhYdra2ojH42v+5nK56Onpwe/3MzMzw8rKCrlcDl3XEUKgqiput5tQKEQ8Hqe9vb1WVC+EIJvN4na7N2x8uRsURcHn86Gqaq1WoPrz48/5/f51g/HqZ+nu7sblcmGaJpZlrXk8/pxhGJRKpYak3xiGwfz8PMVicU2EDZxGlufPnycYDLKwsEAmk6FSqWDbds0QQVEUNE3D5XLVGscuLi7uKkpTZXh4mHA4zNmzZ2viR5IkNE3j5MmTNDU1MTc3RyKRIJvNous6pmkiSRIulwu/3080GqW5uZm2trZ1nwcglUoxPDx8JKM+VTweD5FIhNbWVvL5PLlcjlwuRzabpVAoUCwWKZfLGIaBZVm1mi9FUXC5XPh8PsLhMLFYjNbW1g3NIqoOcAclIHMlm+9ea7z76Eb3ppWVFVZWVhq+roPg5vdzRNrLRLs1or0umvtdNA+46TjnIbdokpg2SEzqLI86aXHl3LOXFhf2K8SCCh6XTEdMJuCVHf+hI/D9fpRZSsE/+UMbw4KxTYwf6qEqftw7aD/SaJ498SNJyEFfrauz7PMguVVQFJAkRKFM8f27iOKTCb+3NA/w8ou/htcbQlUfNQZUFBWfL4zP17ju643qpbMfCOB3bwpORuBUE1yMSfzyCfhyjxMNur4suJWAxFM8kVNtCPkkDAFcLteu7JOr0Z+bN2/y4osvbtj3p6WlhaamJrLZLMViEcNw+k8pioLb7cbv9+Pz+dZ0a08kEoyMjNDb27vOvne3RKNRLl++XBs8Vv/f6GdVVTcsHK8Kufb2dmzbrg1IN/rfsiyy2Sy3b9+uS2A8TnUfj4+Pc+7cuTXHR5ZlwuEwZ86cobOzk3w+X6t5qNpRV4WdqqpomoZlWZTL5bq2Tdd1bt68icvlqqUZVVEUhebmZqLRKPl8vrYtlmXV9m21n4/H49nwPEun09y9e5eZmZlNXe6OErIsEwqFahMZuq7XUroqlQqmaWLb9hoxq2kaHo8Hv9+/6X4slUqMj48zOzt7JJ3yYrEY8Xgcr9e7YZT41q1bT23qm21CctogOW3gulGiqUMj0qkR73fRcsJF7xUPXUMe0rMGqRmD5XGdxeEKyamn53t6ryRzFotpk664xlLaJFOwG5JCdcyTJZWHb/yw8ct9MCN47y74PHu3zt4tz474URW07mbcZ3rRuppRokGnT4BbQ1LVWtzNWslQvjWOtYX4UTvij5IULRtzMe10ftoBLpePYDC+/QufQRaKzuO9BegNCU6E4XQTnApLXG6WWCrBzRXHf38kfTxZtFcsy2Jqagqv18vQ0NC62pTqrP/jkaHNSKVS3Llzh8nJSaLRKK2trXWbH1Trj/r7+7d/8TbL2UwYbUQymWRkZKQh4gegXC7z4MGDmjPa42iaRjQa3bDo/XFKpdKOP8dG5HI5Pv74Y0zTXGOAAI/2UyQS2TCCthmrm3VOTEw8syYH1ejcXqK6xWKRkZERhoeHD+V+VGTQFAlLgGnuPhuhubmZCxcuEAqFas13H+fu3acjTXs79IJg8YHO4ojOzM0y4XaVSIdGvM9FvE9j4FM+uoY8jF8r8s43GphHdMhJ5S3+80d5bk2USRds5hLPjvA7Zj2vXYdbEwJVgYmF/V33MyF+lGgQ7wuDuIdOoHU1Iwe8SJsMyuxiGeQtZtBlGd/L59D6nFltUa6Q/8H76COzO9qWUinL/MLwrj9DPdj2xoJsdcTpINnM4MGwYTTtdCcOu+CFFhiMQrwInQH4TIfEj6cF35twmpUdUz+6rvPgwQMsy+Ls2bPEYrFdL8O2bZaXl7l79y5TU1OUy2UKhQKGYRxYo8bDghCCRCLBjRs3sG2bjo6OA3XDS6fTXL9+nXw+z+Dg4J4G67quMz8/z/DwMHNzc0/tjP1OEULUUj8b2aTWsixSqRQjIyOMj483THg3Ap9bZrDLxYl2F9GAgqpI2ALyJYuZFZP7MxUW0uaOZu+7u7vx+XyMjo6SSqU2TC09cueQcHr9FJIWC/cqhFpVuoa89D7npfWUm6auA8j3OUBsAaPzOqPzR6yg95i6mFl2HgfBkRc/WncLvleG8F45hRwJIm0lbHaEwM6X8ZzvA8CuGJjJ3I7Fz/ziMK+/+ft73IadsdHMms8b5os/81/vy/q344ev/Q6VytpYpwQMNsHL7XClRSLugbkC/OiGYDQNHhWutkr8Qr9EyRR8t/5+nMc8pFwuMzIyQj6fp7+/n66urnVRoI0QQpDP55menmZ8fJzl5eVag8JsNkulUnnmxQ84g9u5uTl0XSeVStHT07PGeW2nCCEakgqVy+W4ffs2yWSSnp4euru7d9WYVtd1VlZWmJ6eZmZmhnQ6vaVRwlHBtm0+/PBDOjs7aWtrIxqNoihK3UKo6gY4NzdXq607LIN/SYK2JpVXLwc42+0mHlbxuR81XTUsQSpvM7mo8/bdItfHyujm1udmMBgkmUwyPj5OobDPOS6rkR7+s0/5VpIMoRaV1kE3LSdchNs1AjHFEdOF4/yFY445CI60+FHbo/i/cAXv1UFkf4PqLGxB+cYIob/5OSRNRdJU3Ke7kTwuxA7Mz4vFNMXiwYW5Nc3D2cFXDmz9q/nxT/7dGvHz+S74TLvEmSioEtxPwfcnHNEzk4ei6QTlJrOC3zon8XK7xHfHD9+XR6VS4datW7vulbMXFhcX91Skr+s6MzMzpFIppqamaG5uJhaLEQqF8Hq9tXQrwzAol8tkMhlWVlZYXl4mkUhQKBTWDMyrBdsu16MoY6FQoFTaWQMlIQTLy8v86Ec/qvsz1UOlUnkiM++WZbG0tEQ+n2dmZoZYLFbbv9W6qeo+tm0bwzCoVCqUSiWKxSK5XI5UKtWw4nBd12uW1NU0xXg8Tjgcxuv11gwWqs02S6VSbRuSySSpVIpMJlMTu43kzTffXCcqLMuqqx9RIxFCMD09TSKRYHx8nEAgUKv78fv9eL1e3G43mqbVatEkSVpjplEul2s21tV9WK2pO0xEgwq/8lKI5x7aBt+frbCcNqmYAlWRiPhleptd/P/svXd0Xel5n/t8u56OXolGggUkWIbkaHofjaSRxiPJtiJZtuzYyrUdO7YTJ143yyuOs65z7dyba69cO74usuI4VrElWbJkSSONZkbTNKNhH3aCDb2Xg9N3/e4fG4UggAOAAEmQwjOLs4jDjX2+vc8+e3+/733f37t3c4iyuIqUcORSvqieWE0fHyURQa0swekcDMIHK0Qti2O0NaI31aCWREEGWR7uwDhWRw/u4HhQeb2GmDGFujaT2jaTiiaDeJVKpFTDtSWDHRZnX8owdGF9iF0IBG9dmcaWWoOaMo3SmIqpCXwfcrbP6KTH1SGbq4M2Baf4Z7C72eT+HRHCZvEo96snM5zvtZZ96ndsMmhrNKlMaBiaIGv59I25nO0uMJbyWMnlpSpQV66xY5NJbblGLKQgJaTyPn2jDud7LEbT3rI1sqkL2hpMttQZlEUVQoZCwfYZS/tcHrA432PhLjK+iCnY3xpmf2uY7mGb753IYDuSunKdXU0mdeUaIV3BdiWDE8HYekadtb5kf6S4a8WPEg0Tvm8XoYPb5wgf6bg4/WO4fSN4E2n8vEX0sX1o1WXL3rc3kcbpH8NorkEoAjURQW+swr64vOjPBvNRBPz6PYJkAd7qh+Mjkp40DOXmOr35EkYLgRhqW/5HdkvxPI+hoSGGhtamc/itwvd90uk0mUyGwcHBmcmcpmkzqVrTk2HLssjlcliWtWA0IpvNrnp1N5vNcvny4r2kEkqIJ2M7eDy6DUu6vJa9yPfS5/BYny5KUsoZR7ChoaF5k+Xpyb6UcsaEwXEcHMfBtm1s217TCMt05G76845EIvPGMz0W13WxbZt8Po9lWTc10tPV1XXT9r0W5HI5crkcw8PDM7U+hmHM1JYpijIjfGD287z2PFqWddPP440SMgQHWsPsbw3RP+bwwpE0fWMuWcvH8yWKEIR0QWWJxn3bw7xne5j7doTpG3PoH1/c7KKvr4+tW7dSW1tLd3f3imytwwe3E3loN07fKNbZTqxz3fjpZQhGTcXc1kDksX0YLTUoJVHE9IKM4+Jl8oQObqdwtIP80Qv4q6y6VlSo3mpQtytEzVaTeJVKtEJD1QRjXTZX3kkx1BFYXmfGXJz8+li8q68IonxN1TplMZVoSCGkK6hKUFvreJJ8QTKe8TjXbfH9kxkGJhb/rGvKdO7dFqYkWrz1wbnuAhf7bdwl7Fx1VfDcfXEObA1RmdCImMHYbFeSzvsc3BrinQs57CVE2TRlMZX7toe5d1uY6tJA+Bi6QEqwHRkIoDGH109nOdVZoGAX329rncHT+6JsrjUoi6mEDIGmClxPkrck4+kwHX0WLxzNMJycf94MTdBSbfDQzghlMYVzPRbVJRqP7YlSX64RCytoqsDzIFPwuHdbmLfP5XjnQp70GvVJ+lHjrhU/xtZNhO7ZihoLLFmlL7Gv9JN/5yxO5yBeOo8s2EjXJbS3dUXiR3o+9uU+jOYaAIShoTfX3nXix/c9HCeP6zroegjDWF30LJdLkpwcIpUeIZ0ewbFni3qlhM+dk3QkoS8T1Pssuh8H3uiTnL47HFLXHVJK8vn8sqM0twMBbDWq+DeV76VFL8dDUq+V0mdPcMpaQy/Om8B07cjNiJrcKOttPHcCUsoZEXM3ETUV7t0WomBLvnssw5FL+QVXmIeSLtmCT0lUZXOtQXO1MUf8bN68eY7Jh2EYlJeXU1paSmtrK4VCYZ74O3r06HyzByEIP7QbfUs9emM1Rkst0vMpHF2idlZVMLc1EH/+YYzNtQjjuvoaU0czddSyGFpVKUrIIPuDUzcsgNqeiFK/O0RJrUasQiMUV8hOeHQeztF3xiLZ55AZc8mn/HXn1iMQPLwrQiys4vmS8bRH17BFruCjqYLqUo36co3SmEJ1iYqqwtfeTi3aoPR0Z4F0ziMSUjA0MefP7uYQTdU62go6Wz7/QJyn74lRElGQQM+Iw/CkiyqCsbU3hSiPq3QNLy2og15DUR7bHaU8plJwJP3jLhMZF1UR1JZqVJZoVCZUqkpUdFVw7FJ+0WhXW6PBRx8sYfsmA0MTjGc8rnYH0bFYSKGlxqClRg+iaVGVL742yfDk4sKxNKryxJ4YW+sNyuMqw5MunUMOihKkolaVBPspiwXC8q1zOXIbTXRXzF0pfpRYCGNHI3p9xYyHvHX6KpmXjmBf6pufnuatUDlLidt3zcxbU9FqlnZrWg9kc0m++o3fW3pDKfF8FyEUGjftZveupzGMML7vkUqPMDh0kfHxPjLZcSw7i+cGhcCqZmAaEWKxCirKG6mvayMWLUNRVDKZMQ4d+Qqj4z3Ydg7HvUb8AN++CtYyPgrbh45k0Bh1JXyi5D18ML4bVdx4wfk/pk7w1cnj6za68KOCLlQ26WVsM6pRplbYW4wKWoyKdS9+NthgPWPqgqYqg9GUx4krCwsfCKLwPSM2lwcsdjWZVCTmrvKHQqF5hhq5XA5FUWYiytdHjRcyA1ErEugN1UEkTddRyuJ4w0unQGo1ZUSfuAejtR6hLR6BEIqCVpEg8sQ9uMk0+cPng/bzK2T3s3FK6nSkD4PnC/ScKjBy2SY75pJLeqznzhPjaZcTVwo4nuRst8XIpEvekrieRAhIRFTu2RLimf0xYmGF3c0hzvVYHLm48ALZUNJlNOWiKAJVgKIw8/doSKG+Qlu2+NndbPLEniglkSDt66tvpTjTZZG3fYSAWEhhZ2OIDxyMcaC1+JQ2ZAj2t4Z4cm+UkqjKpX6b105l6RwKxIoyNb6DW8M8vCtKY6XOs/fGGU8BwCraAAAgAElEQVR7XOiz5qXAVcRVnr8/QVujiRDw0oks71zIMZn18HzQNUFVQuUD98ZpbzLZtyVEpuDzNy9NLJoCV5HQuHe7wnja40tvTHJpwMKyZz+H+7aHeXBnhJpSjcf3xBiccDnddXctwNwK7krxo1aVom+qROhTdQpD4+TePoN1oQecNehB4Uvckdnu20JV0SqW55qkaSYhc+li8rUikx2f87PrWly5enjJ35MSFEVlc/N+mhr3YoZiTKaGOXfhNa52HiWTGcOyc7iujee5SOkDEiEUFEVD10xMM0IsWsH2bQ+xq+1JSkpq2bXzSb7/+mfJZud3Ly8mfJri8OEtgj95N7j7LHbjKEarUcUTse3oongovhgnC72snc/T3UNcMXkgsoXNegVH8l2ctgaw5c3r9+JJSV7a+PgoBJ+nJV1S/tpbBFeoUd4X20VcMXkhc4ZeJ3mDbYfXFwqCJqOc90V3kvYLvJA5Q9Jbv9G+DW4NihJMEi1HLrmi7HiQtySqEqTuXEtXVxeDgyvzr13I4tto3TTzLJfSx+0fwxko3khXRExCuzdj7t48R/j4mTxO9xBeKodWkUDbVIkSCYEQqBUJIvftxO0bxelaecqynZecfTFN7ymL9IhDLulh5+6M+0TBlnzlzUk8CZNZb57gHZhwSeU8yuIqj7ZHKY+rtNYai4ofCNaUPV8yq/mCc2E5K7t7PrM/RulUlOOVd7O88m6WbGHuBGAo6SIEfOzR4n0SGyt1HtoZpTQaRIlePJZZMKoznHSJmAoP7YrQXK1zz5YQAxMOk9m57/v4nihb6w00BV4/nePbh9MMJ905x9c35pDO+9T8WAWVCZU9m0PsbDQ5tYhgMTTBZFby2qksb57Jkr8m5a5/3GU87RI2FR7eGaGpSmdno0nXsLOR/rZC7krxo1WWolXN9qqwL/ZgX+5bG+EDgMRPXZNvrAjEMg0Vmpv28dD9n1ijcRTH9z0+//e/Ne/15TpGVVY0sW/PB6iu3kImPcbxd7/FmXOvkC+kFt2HlB6+7+G6FvlCiuTkEBOT/ThOgX17n2VLy72k0qO89fbnsezlFfkqAmoi8EAd/Mm7y/qVBRnzMvQ5E5SqEaKKgSZUxDKkjCs9Mr5FxrMY8zJ3wbR37dlqVPNTJe/hQLiJPxt/nUv2yM0VP/h0WMN8efIYH4i1k/YLfCd1muP53jV/r3vDzfyL8keoUKOcswYZcCZx74KrwBAqz0R38isVT9DvJnkn17khfjbA94PJsKkLIoYgV6TeQdcgbAZF8de7vU3XRq0Wo6WWmdu062Nf6FnSnECrLiN8306U8KzbpNM7QvaVY1jnu5GOizB1zPbNRB/fh15fGfQ129aA3liN0zuy4oyQN/5qnELao5D2kWswD9V1nfr6epqbm4lGo0gpSafTM6Jyupmwruszro2RSGROo9zl1lVJYHhy8XMqJYxMupzqLPBIe5SQISiN3XzL/poyja31JooA24HvHk3PEz4AqazP8ct5Ht0doa5sYftwUxdsqTXYUmvgenCh1+bElcKC6WzJrM+7Vwts22TQVGXQ3hziUEdujvgpiarsbw0TMRTytuTlExmGJ+c/GXwfukccjlzM8+y9cRJhhYPbwouKHwn0jzscvZifI3wg+ByGJz1OdRbYWmdQX6Gzrd7k2OUC6fz6Tlu+xSaLS3JXih8lGkKJBWJEesFKkTexhg5OEuS1F5oQCHN5pzIcSlBbs23txlIEbxVxdtOI0NS4l8bGvQigu/ckZy+8Ri4/ucI9SbLZCY6f/DZNjXuprdnG7p1PcvHS2/T1n52KGBVHFRAzwLjxgA0A/zB5jNeyHWhCRUMhrBjEFZNdoXp+quReGo0gdXHSy/Mno9/nkjNMxrPI+zYOPp70GXbTGylvC7DNrKYtVEuNniCmGCi3ID7W7yT5ryMv8tcTb+FKnxE3Rcpf+8n7feEWGvUy4moIU9w9fTkMofFIdCs1egJLumirSAfd4O7BciQ9Iw515RoHt4Z54+ziAqaxUmdHg8l4xmP0ujqGtrY2mpubV/Teb7zxxjzBpNXNppRLz8O62FN0HyJsYm5vRG+snnnNnUiTe/sMuR+enZP27iUzKBET5emDqLEwSshAb6lFPdeFN5Za0dgnetc2r62hoYFdu3YxOTlJb28vmqZRUlJCKBSaWXxUVZX29naam5sZHx+nr6+P0tJS9u/fj67rXL16dUYkrRbHC6JCjuujqwJDU1DEDZnvLZstNQYhPbBYvzJYYCy9sECTwGTO48qAvaj4SUQUGqt0DF0wnHTpHrHJFUk36Rt1mMz4UAUNlTqJiIrAmRE3m2t0SqMKiiK4OmgFwmeRc+F6kvM9Fs/eG8fQBJtrTVRlYX3tOD7DSW/xY5XQM+owlHSpr9CpLdMojd78e3fYhLZGKNhwvmd5IkZXYd9WePY+QXtLsI9UFk5egW/9UNLRu+Ymi8vmrhQ/wtQRZvAFkLaDn7NWXtezBPMCtzfzDnAbiCeqaKjfhaGHSKVGGBy8uGCq2nLJZMboGzhPRUUToVCcba0P8DvtV4iKpSerQkCJCflV3sNHvAwjXmbmZwWBikLSz/PBeDuNU69b0uWN3EXOWYN40se/C1b5byYKgi1GJbXajTfMvBFcfAbcSQbclQry5aMiuCfcSFhZH42B15KwYnAwvLLJ6QZ3P5mCzw8v5Pi595bxofvihAyFI5dyTGRmn6ERQ9DWaPLE3hg7NpkcvpjnYv/cledpl7tpfN+nrKyMcDhMOp0mn8+jqiolJSWoqsqVK1cWdL9TK69JZfJ9nJ7iXRHV8jjmvtbZVDlf4lwdIH/4/Lx6X5mzsM52YrY1oe5oAiHQaitQ4pEVi5+1RNM0SkuD7JXpHmpCCDRNw3XdmfNUW1tLU1MTvb29XLx4kUKhgK7rPPjgg2zbto2hoSFSqbU7Dt8HzwtSs4QIns038/FYX6ExXQbWM+oWnWY5rmSoiANdIqJSUxZcE+m8v6i4mCaT9yk4wfVraIJ4WEFVZyfrTVNCCqB31MEp4ljnSxifej8hBFFTEA0ppHLz56UFR5LMeEWPNZnxmMwG+yuNqcRCN1/8VJfCb35MsKkyEC9fe0Py2snFt4+G4KOPwKfeJ2iuhmhIoCjB+Tu4XfL0AcFfflPy4hHI3IaEg7tS/ExV1wFB5EeusfBBgBIOzf7sS2R+fRWcFQoZhkYWtwleiliknMqKYGKUyyeZTA+z2rvc+HgvnuuAAQ2b2tmv6ZwcyJO0iq8iKCJ4Z3OVkZ/r8ZH4eNi+iz9nABJLujhy/dnQrkdqtQRNegWhuygqMs1Wo5oaLYF6l1V6qSi0m3WUqZHbPZQN1hmWIzl5tcAPzmZ5pD3KTzyS4H0HYmQKPgXbR9eCiVs8rBANKVwZDCyBJzJz75dXr16lp2c2SlNfX4+mabz77rsMDQ3heR5CCHRdZ//+/di2vWA6tRINnrVSSvycVdziWlPR6ysxt8y6zHkTKayzi0dy3P4x3JEk5o6mYBcViZn3vBEUVdB0IET9rhCJag3dVJgccnj9M0H9raJBpFTFdyGXXPgZ47ouqVSK1tZWdu3axaVLlxgYGJjXPqCyshJVVRkZGZkRObZtMzIyQnt7O6FQaEXix9AEW+sNNtcY1JSqJCIqYTNwbNNUQSykYOq37l6YiCgzhjbJTPHVT88PhPtimLqYEQkNlRqffl9ZUQtrRWHGUU0ICBsKmiJmbLlLYiqaEoztoZ0RdjeHigoWY2q2LaYMICLmwuLH9SR5u/ictWBLrKl0PVURmIayaCRpLVAVaKqBh3cLDB1KY5Ir/SwqfhQBTx+A/+1Dgi31AvUabaZrUBoTxCPwbz8G2YLk+8fBvnlZ8gtyd4of1wv+qAqKoaHoa3yYQqBWzV2N8rLLk65jY90cPfaNG3pbRVXRNBNDDxGPV1FWWkcoFENck65SsDK89MqfMzh0Ece58eJvXQ8RiQTH6Lo2jr16aW7ZOfwpQZGIV6FaCn91WnIpWVxWaQrcXwuf2nl3TUDvFjYblTTopTfc6X49sz/cSFw177pj04XCA5HNMxOLDTa4lvG0xz++nWYi7fPk3ij1FRpSBivYQgSTm5wlOXQhz/dOZOgcsudN/K63T6+oqGBiYoKBgQEymcycba9cucKePXs4f/78PMv16SyOoDFp8ZUyNRHBbG+ZY2vt9o9hnbm66O/5uQJ+Oo90PYSmImKh+bbYyyRarvLwz5dT3WqghwTKlAmEOlt6RKxc4+FfKEP68MPPTZDsX3jW193djW3btLa2cvDgQVzX5erVq1y6dGlGBJmmSTwe55FHHpmT3maa5kzPrul+XcVQFXikPcrT+wIzg2mxoyoCZTrCIwJL7Ft5yzA0MVPvZTmy6ERByvl1Z9eiKQJTD+ZKpq5QVbKyaImiMOfYw7oyE5WKR1TikeWvzgrmCoJr8SVLNmv1PDkjdIRg5rPyblIGUiQEezYLQlMJEJk8nC3Sjm1nMzz/kGBz3dzjnB6eIoJrrrlG8Mmn4MqA5OLal+sW5a4UP36ugJ8roJo66BpKWQwRNtcuOqMomNsbZ36Uroc7MF7kF2YZGrnCePJG+wEFua9CCBRFRVUNaqo2s7X1QXZsezDoxaNHOHjgw3z7O384z+ltJSiqhqYFV7qiaKjq6lf1DT00I9QMI0z3qKAzFTQtLToWAYPrqwH6BlOoKOwwa2jQ12nH2VWgo/KeSAsx5cZXgdcrUcXkoWjr7R7GBusUf6rA/ZuHUrx9LsuW2qC42jQEjisZmfS4OmQzOO6Ss/0lJ2sA4XCYXC43JxVuGtd1iUajC1pdz1FVSzSFVUpjmO2bZybMfjaP0zmIO1LEGlsS9PxzXISmohg6YrGZaRE0Q/DEL1VQ2xbYHo922uRTPk33hBDK7KzZtSWZMY/GvSFqd4RI9mcW3J/jOPT19TEyMkIsFqOlpYWtW7diGAanTp2a6ZOUy+Xo7OwkmZx/jOPj48sSPj/5SAlP7YsSNRV8Cb1jDue7LQaTgctb3pJYrqS5SueTT5Sia7dGAbmBiezUOJd+z2Jb+FLOiIPRlEtHn00qu/zsjq5hZ04zVtfzZ/T0+V6LnhEHb4lmrdOk8/6iPZIUIVCX0FFCCeZF03iexL+JpRcRE/ZsDv4uJYxOwvFLC2+ra3BfGzyyG6aNFs92Sv7ni5JD56ChCj79QcFD7QJTh0f3wM4m6BxcQ0+yZXBXih8vmcGbSKOWxYOwelMNWlUpTvfK7SsXQomFCd+3c+ZnaTvYy5Stvu9iWWv3CWcyY3T3nuLche/z3id/hdKSGmqqtvDcs7/FV772uzdgUBDgeQ62XSAc1olGSkgkqpf+pSWorGhGnxJUlpXl177vM7yMgJIvoTsFX+pY/7U3ccXkZ0rv51+UP4KP5HCuk1/t/yKS4MZcrSV4IrqdhyOtNBvllKkRBIIJL8dle4Qf5C7zRvYSQ+6N52mrCO4JNfBodDu7QnVBsb4SwlBUcr5D2svT4yS5Yo9wNN/NiUIPE97S6jIsdBqNcnYYNewwa9hu1tBqVLFJLyWmzC5t/lL5Y/xM6f1L1kp9suezdFhDSyZTVqkxvtD0acrV4hbxh/Nd/P7wC3Q7Kxf9CSXEFqNq6riq2WHWsNmoolZLEL4mne//rf9nFKRLsSXIAXeSn+z6i6nt5lOnlfAL5Q/x44n9wfbOJH898Rb/kDq+rLFGhMHv136ER6NbZ177xb7PcTTfveD2lVqM7VOf2fTn1qJXUKnFZrap10v5cvMv4S6R6vnt9Gn+j+FvrTglNKGEuDfczOPRbWw3a6jSEkQUnYxnMeilOJ7v4bVsB+/mezcMRdYJUkLelvSNuQwlgwaQYioF2feD9JyVzLdyuRx1dXUMDg7S29s7I4JM02Tr1q1YlrVgzY8s2IiwGUQezMVr70QkMDpQy2ava3dkEut895I1udLzZ7fR1Jm0+ZWw/fEoNdsNUsMur//lGJODLmZMoemeujnb2QWf0as2rQ9EKG8qvqjo+z6FQgHLskilUhiGQWlpKdFolEKhQDKZnEmR6+rqmnf+FhKa19PWYPL+AzFMQyFn+Xzx1SRHLuZx3CC64EuJlMH1oK+gMelakLdmq6ujYWWmb+NCKCKwaF8Mx5MUptLJxlIer5/KzKtTK4bjyjktNnKWnBH9Hb0W3z2WLppGdy1+kSiVpjIToVqMkC5m6o2m93WzUt4ATCNIewPIW3BlAMYX8RDbuilIj4tHgvF1DUk+823JP74JlhP8bioniYbgvjaBaQju3wmHzksGb3y9fsXcleLHHRjHGRjDmMr7NXc0Yu1oxB0aR1qrdGRRFRIffhglEeTKSynxM3nsS7enseK0mOrqPskLL/43PvLcbxMOJ6iq3MwjD/4ML77ypze0X8fOk8snCYfjxOOV1Ne1cfnKoRsWU4l4FY0Nu9H1YBU9lR5hNF+8qO9ahnLw9RsvYbplCARxNUS9XoqUkiGjnAo1RkE6vD/Wzq9WPE6jXo4hVFShBGkEBPVHe0MNPBffw1VnlL8cf5NvpU6Rlyu7Xh+IbOY3Kp5mT2gTYUVHEwoqyoz7miQw69gbbsCTPo70SPkFXs108DcTb3HaGlh030/H2vgP1R+kXI0G+xUKGmpQ+HrNmltcDRFXl46W6CwvTUARCjVagiotXnS7Cnv0hh3Lfr3yKX4isZ+YErrm2JSZVI9pyrWle3T5yKIW6qoQlChh6vWgoNmTksgKDBUEgnI1OvP7EDi3Lcaf1X+S9lA9xpTLoSpUVCHmjFETCtVLnF+AUjWyouonU2i8P97Op8seYrtZQ0gE1+T0FSl1SRu1PBxp5RfLH+EH2Uv8PyPf44K9tCje4NYgCZy+ihV0L4dLly5RWVnJ448/TiqVIpfLzTiYmabJO++8g2XNz87wJrMoZcG1qSQiwdLyAkvEakmM0MEdiOl6X9fD7R8N2lwsgdBUZvJzPP+G/Hg3vyeCogt++LkJhi/bgd31Al8W35XkJz1UTRBOLHy/ikQitLS0EIlEGB0dxXEcysrKqKmpYWhoiHw+WDXs6emhrq6O9vZ2otEoIyMjKIpCWVkQie/o6JjZdsHjFnB/W4SQoeC4knfO53j9dHZBBy5BkIJepF/smjM84U5FNAR15Vox7YOmCsrji98HM3mf0UmP1rqg3iZsKvOspFdC/5iD7UoiQGVCw3ZZ1f6mCeliSfe2eEQlFg62SeU8soWba8tkaFBfEVzMWUvSOSgX/YrsbIL3tAXXlpTw6gn4/vFA+EBQkXL8YmCa0N4SGCPsaISSKBviZ7V4EynsKwOEdm9BLYkiQgaxZw4ic4XA8eVGK6sUhcRHHyXy8J6ZGgBZsMm9dQZZuL2GB1L69A+c59yF19i391k0VWfXzic4dOyrJJOLT2gXI50ZY3jkKhXljQih0rr5PSQnBzn+7jexV1j/EwrFefThn6W8bBPTT4OunndXZMUtgSVqANcdQggiwqA9VMcOs5Z/V/kMUcVcsM5CRaAKBRONdqWe/1j9IeJKiL9LHl62APp4yb38VtX7Zgr0F6pTEVP/V6cm9mEgroS4P9LC308eKbp/Q2iUqOFlCZu1xJEe56xBLN+lTIsQvSbKtFZEhEGJGr4rXd0SSogSJYRyi62sS5Qwv1H5FD9ZcoByNYqywDUpECiALlQiGLw/3s7BSDP/tv8rfD97YUMA3UWMj4/z2muvsWXLFurq6ojH47iuS39/PxcuXGB0dHTByI/TN4LeUhukfGsqRms99vm5UU5h6BitmzA218685o2nsM51Let5LwxtphmqdD3kcvL4rqOkTsN3Jf3nCkX7/Pge2FkfRQM9vPB30nVdfN+nsbGRnTuDLJNcLkdPTw8dHR0zduC2bXPkyBG2bdvGli1b2L17N57nkU6n6ejoWPB8Xk9NaXDcni+52Gcvaj0cNgV1FdotrX/sHLZnIhptDSaaKhaNmJi6oKV68UhaMuvRM+pwP1BVotJYZXC4I3/DRr0XB2zytk8pKu3NJhFTkF2DHtu6JqhMaJRElXlNVaepLdOoKgmm76OTLqmb3OBUVWCqewwFC/oX6TFcXQb7WgUVidmoz6HzkuuzTj0fOnok46nABa6xOhBBt5K7UvwgwTp9FWtbA5H7dyGEQK0ooeQTT2NsqSfzyjHcgbEV2VObbU3En38YY+um2ZukL/HGUmRfW0XnzTVESp/zHa+zu/29aKqOqhq0bXuUHx7+0or3lUoN09t7mq1b7kfXTSKRUu6/9yeoqmzh2IlvMjh0Ed8v/lBRFY2W5gO8594fp65mG6oaFF86ToGLl3+I684VjPUxmLQgOzXX1xXYXw0tCTg6BJdvnqPxTaNcjfKzpQ/yYGQzMcXEw6fTnuBQ7iqd9hiO9KjVS7g/vJmdoVp0oaIIhUo1xs+VPkCXPcYr2QtLvs/+UCP/uvIp6rWSmYfTpJfnzdwlOqwhkl4OgaBUjdBqVLLTrKfVrEQgcPHptsc5kS/eP+P17EV+rud/ol83if5o4gAfLblnJnrx98kjvJA+TcYv/iS4ao8ua3I77mX52Z6/ZjpOZioa5WqEg+Fmfqf6Q3PSt26Uv5p4k2+k353n6vbvq57lnnADmgi+878//ALvFnrwisxuLOli3cQGryvltwa/Skwx5hxZVDH5o7qPUTF17obcFH8w/B16l0gZHHYzy0p5iysh/l3lM3y89F5iyqxhxCVrhEP5q3Tb41jSpUwNsy/UyH2RFkKKjiZUatQEf7Hpp/l4z2c4tsQ1ucHNQVOXV3i9UrLZLKdPn+bs2bMzr11viX09zuV+eGhPEIXVNWJP7mf8OvGjVpYQfe+B2aiPlDiD4xROXVlyTMLUUSKhmciPtF3m5DctEyEE0g/ETfHtQDUE0gNvkUiBbdtcuHCBixcvzi60SrnguSoUCjPn9Nptfd9fVkPzaX0kRCBwFqOyROPBtlvrDnll0GY05RI2dWJhhUfbI7z8bnbedqoCmyp0tm5afPEqW5BcHrTpH3eoK9PY22LS0RviZOeNKZbBcZcLvRblcZVEROGD98b5+9cnF2yauhKECKJce5pDvLlAjy1DE2zfZNJQEQi9K4M2w8mb+7wJUgqDvzve4tbUrXVwYNtsPdKJy3Di0sLRuqEkZKZOfWlUYOi3dqnr7hQ/gDeSJPeD06hVJRhb6oObQsQk8vg+wg+24/SOYF/uw+0fR0nMprIITcVoqcGvLUetiGM01WK0NaJVlnKtbYWUEj+dJfm57yFzayD314iBwYu4joWhhxFC0NCwG25A/LieTVfPSTou/YBdbU8ghIJhRGjb/gjbWh8gOTnE0PAlxif6yOWSOG4BgUDXTWLRCsrLG6iv3UE0WoaiBJdZ4Drjc+T41xkf75lzY1aA39wfhNX/9WtgKPDcFsF/eiBYJejLwn98W3JseK3O1K2hWovzgXh70CjWGecvx9/gy5PHyPnWnBtCVDH4yZID/HL54zTqZQgh2G7W8FCklZOFXka9+Tf8a/lk2X1Ua4kZZ59/TL3Lfxr6J8a87LyeVAKBKgT1WilPx9q4P7KZlzPncZeotRj1Mozl5xfnHgw3zxEDPc4Eh3KdJP3idUQrudVdKyZyns2ElyOuhLDXSGRcsUe5ao/Oe33iuvN33hrk7exVXIrPcNZTxOJkoXde9k1CCc85p5bvciLfQ4ddvC5yOcclEHyi5D18KLFnphas15ngv42+zLfSp0l7+Tn7EQi2mdX8l9qPcjDchIpCVDH57/U/xQeu/jGpJUT0BmtLQ6XGf/rpGg535PmLF4qLYUMTvO9AjAfaInzjnRSHLiydFSClXDAisZgrWf7YRRKfeCqo91EVzL2tlP7M+0h/9xB+JoexpZ74cw/NNDWVUuKNpyicuISfWrqWUSmJocTDM8LBT+eQ1vJrQaZJj7hUbzMob9QZ61w8Wq+HFSqaDBxLkhpe/P612Hla7bZzfxGuDjvs2xJCVwUPtkV4/XRujtWyIoJmth9/vITNNQZSylsW/fElfO94hk89VYqhCT7+WCnDkx5numbvCaoCW2oNfvrJ0iVNES73W7x1NseHH0jQWmfw8cdKiIcVjl/Jz63XEUF9U0OlxoHWMFcHHU53FeYIGwl881Ca1nqTTRUaz+yPETYVvvZ2itHrGp4KAdGQwq5Gk9Z6g5eOZxlaRLBIKakp03jmQIxk1uNc9+xcwdAFj++O8vCuCJoaGDec67FmegjdLCSBFXXYuOaF69BU2N4Au6eMETJ5yemr0LXII6VgwbRBYdgM5n63krtW/ABYZ64iQvrUjbEKhAhWhkwdo7Ueo7V+3u+oZXHKfvnDC+5v+uYspcTP5pn84svYHetrZVJKn3w+RSQS1AOUl84/xuUykezj2IlvEg4naGnajxAKQiioqk5FeQMV5Q3L2s/0efM8l3MXXufo8X+anzonYF+l4LNng29V3IBPtcE/XJR89gz8mwOCj7QKjg2vp2nl0oipxNdOZ4w/Gn2Jr0weW3C7tG/x+eRh4kqYf1XxBHE1hBBBg80mvaKo+BEI9pibZgrzM9LiPw9/m2FvkYpEJJ6ETmeMz078gM9O/GDZx7O8sy+n/ru5rPX+F9qfvO51Kbklx7bWXD/ehY5grY7rPeFmPpTYTe2UGB9wJvkPg9/g5cy5RQS25Lw1yKd7/xdfaf5Fthu1KELQpJfzqbIH+NOxV9dgVBssl8CGVyyr5t92JZ4nqS7VqIjfeDGIqqo899xzvPLKK6TTc+9bfiZP7s3TRJ/aH9xPDY3Ik/cQefKeueOenpD7Pk7nIPlD55b13lplArV0NnrspbP4NyB+uo7lqdpicP9PlfLSH4/hFHzmBMkFKCqU1WvseCJKPuUxcO42p8sDb5zO8P79McKmoLXO4Pc+Vc3hjjzJrEfYUGipMWhvNvF8ydkei1goeO1W8erJLAe3htnTEiIaEvzWT/QOWfMAACAASURBVFZyoceie8RBmYr47Nhkki34HLqQ5/4d4UX3lSlI3jyTpTSq8NieKC01Ov/yQ+VMZDwGJ1xylo+mCkqjKlUlGhEzMPn4wquTnFnAT6Z/3OXzryT558+UUl2i8Wh7hId2RugddRhLeXi+JBxSqE5oVCRUVAVGUx6vnlz8eZ7KBQ1Ym6p0fuPDlXQN2/SOOigCWmoNmqp09Kn0vzfO5DjbffOvIc+HbD4QP7oKsQUCgM01cN9OgaEJpIRzXfDu5ZWZotxK7mrxA1A42oGfyhH/0AMYOxrB0IuuWhT7NykleD7uWIrJz7+IdbrzJox49biuDVP+Yqa5ujD14NBFXnvjr8kdnGRr6/1TESVl2Ss/06LHcfK8e/pFDh35BwqF+ZNyAZSY0JMGVcC+KigPwd+eh4kCHB+G9zbO3/+dQE7avJ69yNcmi7t52dLlndxVHo9um7EhbjHKl0zrCgkNQ8xOPNKetdGgdYPbgoLg0eg2dppBjYYvJZ9PHuJwvnPJyOKYl+Uz4z/g92qeJyIMFASfKr2fPx97fcMBbh3j+kEPlbBx40u3uq5jmov005KS9DffIrS3FbUyUfwZ7UucvlGyr55A5pY3KdTqKlArZ/v2eSOT+JmVRxvPvZxm+6NR6ttDfPh3qzn//SzpsWBpW9MFNdsM6naGaHsyRjihcOWdHL2nbkNr++sYSnr81XfH+efPlBE2FWrKNH7s/sBgQkrwJKRzHm+cyfHmmRwfui9+S8WPL+G/f3OMX/lQOe1NIXRNsKvJZFeTOTO+VNbjO0fSnO6y2NVkFnWlG570+Ie3UoxnPJ7cG6MkqlIaUym/RrzPOhqC5frkLH/RSfzJzgJ//I0xPvlEKVtqDQxN0FSl03xN/ZE/1SPLciTpvD/ToHQhcpbP2+dyhAzBM/tjbN9k0tZozpg9+H5g3vDaqSwvn8iQvsn1PgC2A/2jksoSQdiExuvMf4WAtkZ4aFcgFj1fcuoqFMs6DZuBdwkE/iW3WiTd9eIHwL7Yy8Rnv03ksb1EHtyNWh5H6IGd5XIm8dKX4HlIy6Fw6gqpr76GN7bYqvrtRQhBKBRjurR9OVaXSzE61s1L3/9zLl15h73t76OmuhVdD6Eo6jVCaPo8TkXGpIf0PSynQG/vKY69+y0GBxevE5LApA1xPYj6vL9ZcGYMrkxCRAv+PXSHXq39ziQvZs7iLWNdvceZoM+drQ4sVSNElyjCz0uHtG/hI1ER1OkJ7o008WqmY8VucRtssBpajAp2h+pJqMHq64A7yZF8J+NLpG1O873MOX6n+oOEZbBIVaMlaDNrOFPEhXCD24cignQXVZ3bABICQWMYBpZl4bouuq6jLtLAJBaLLfpvAP5klvG//AYVv/w8Skks6MNzzRvOLEyOJMm+chzrTOeyxi/CZiB+plLfpe/j9o/ip5Z3vV6LnZO8/KejPP2vKolX6zzwM7ONn8sadJ7/3RqQYOclvacKHPnKJEuUzd4SpIR3LuTpHXN4cl+MHZtMSiIKnoRkxuPygM3hjjzney0ipqB72CaVC5Gzbq7D2LXkLckffW2MB3ZEuL8tzKYKjZCukMz6dPRZvHkmx9Uhm5pSla4hm5oyvajt9GTW5+tvpzl0Ic+BrWHaGkyqSzXChoIvJamcz+CEy6UBi1NXCwwl3aJW0p1DDv/lSyPs2xxi35YQW2oNEhEVXRMU7CCS0zPscLbH4kx3oejYNFWQt32+dzyI6jy8K8KWWoOIqZC3fTqHbN46l+NCr120qetaUrDhYh/sbYXSmODAVohHJOlcMPNrqobH9glqyoPtu4fh+CVJsazTsthsHVHeXrKF15pzh04nV46fzpH51g/JvXmK0L6thA9sQ6urQISM2RupELM+8lPtrKXn4SWz2B3dZF97F7dvfl3AeqKstJ5weLb2o2CtjUhznAIXL73N5cuHKC2ro752B1WVLZQkagiFYmh6CKTEdvIUCmkmkgOMjHTS23+GbHbpRmtIOD4s+cQOQXMC7quFPzgU/I6uQHUYUivPRLjtSCkZ8dKL9mC5noxfIOPNrliGhF7Uxniat3KX2GHWkFCCdLn/WvsT/OHo9/h2+gwpL09BOndcqtYGdx5bjErqtdlV9HOFAUbchZs4LsSIm2bcy1GiBOJJEYL94cYN8XOTMTQxU6Rs6oEJuqoIQnqxLAmoKtHYXGNgO5KcNXd2uGvXLrZt28aRI0fo7Ozkscceo6WlZcFCfCEEmlb8Pudc7mfkD79E4iOPYG5vDIyHptKKpe1gXxkg89IR7I7lt4rXG6vR6yuCBU4k3mgSp3/shltijHc5fPM/D7Hngwla7g1jRpSZ1Dffg+yYx6W3slx4PYu9iJPX7UACvaMuf/tykWawBL1tvnM0w3eOLv87vVZICW+fz/H2+cVn1ENJjz/48vLmaJIgba3/UJpvHlr9PMmXcPxKgeNXVlejKETw3bNdybkei3M9tzc1EiCdgx+ehY88Eix27NsKv/gcfPHlIILzkUfgIw8H9wrPh2Md8M7Z4vusr4SpjjGMpySr7UKzUn5kxM80/mSW3Ovvknv9XUTERK+vRK0qRYmFUcIGaBpYNn7Owk/ncHqHcYeSN+T7f6tRVZ3du55BVWfDranUyJq+hy89xsd7GR9f/gNmWfsF/uo0/N+Pwse2wWu98PJUOZWpQW1UcmYRe8X1jIPHiJth0lteeoMjvTnF9KpQpnqyFK9x+bvkUR6NbGNfuAFVKlRoMX6/9qN8uvwRvpQ8ynfSpxn1smR9a105kW1wd9Gol8/px5STNgk1TKNetux95H17pimwQFCtJdZ+oHc54vqoSBF0FR5pj1BTFkwH4uGgNqGpSuejDy9+7kO6wuYag5Yana5hm4HxufeV/v5+8vk84+Ozpgnd3d2MjIzMy0gwTXPG0rkY3uA4E3/xT6ilMfSGKkQkhMxbuINjuMPFJ+4LoURM/HQe+0KwOGWd68btW90zMz/pc+iLSQ5/KUlJrUYoroCE3KRPetgtaoP9o8L01enLO2Jq9SNPzoKjHZLL/bC9QVBdKviNHxf8wgeCz7A8PtvXp2dY8sYpSW8RDapr0FQ92wh1aCKI/txKfuTEz7XInIV9qQ8uLd0EbT0jhIJpRmlpuoe9u2fFj5SSvv4l5Pc6oiMJ/+xbktIQDF+zuJOy4AvnYWBp4551h+W7DLs3P0Wyyxnj/xx+gd+ufpY2s5aoYiCEoNWo4t9XvZ9fr3iSV7MdvJA+zeF8F0kvR9q37sDS/Q3WM6VqZE4fqOcT+3g+se+G9ydgJgq0wfKYbnKp68FzYGRkpKgTmKoGhe57WkKYusDUA7OD+gqN2rLFG98GmWaSiYzHkYsFLvTOXaEeGRlhZGRWSHieR09PD5cvX543nnA4zJYtW5Z3gFLiTaTxJlZ/Xy2cuEThxKVV72chpAfJvo2FpmtRFYiYAk0N6gHzto+3XiviN5hD7yj8jxfgtz8pSUQFmgrX3h6kDOzEXz4OLy/s6zTDljrYVDlb83O5P4gu3Up+pMXP7UDXQ4RCS3dSXwoBIASqohGPVbBt60O073wKw5i17HRdi6tdS1yF6wzbnyt8AAoevLu+sw0XxcMn79+aJY2381f4lb4v8IsVj/JkdAfVWjywGhYQVU0+lNjDs/F2up0Jvp46wTfTp+m1x0n6t7/odoO7g7DQMZeRprkSTGXjMbUSotEoTz31FGVlQbTti1/84jwHtWsp2JL/8eJE4JrVYLC7KcSBrWGSOY+uocVzUdwp4XPqaoGz3daS/U2GhoaYmJhYuJGp45DNZpfVl2aDOxNFgZYag9pyHU0VTGY9JrN+0VqaDdYPmTx8+x1JXbng409KSmNBiiyA40qSWXjlOPzti5KxVPF97d0SiB8I+gad7ZJMrrzMblVsPFVuMQ317dx/70+sfkdCoGkG0WgZsWg5ijK3WFRKSVf3CQYGO1b/XreIrSXzi2avpeBCz61PNV4VvpS31Hmtx53gd4a+QXuono8lDvBIdCtVWpwyNTLTQLXFqODXKp7iE6Xv4e+SR/jy5FG67LEl3bg2WB9MlyauR3ShoDLr+pXyCmR964bd2jzpM+HdgSHf24imaSvuw+L50D3i0D3icLbLorXe5Gy3xZ99q3ifn5Vw7tzi1tOu63L06FHy+Y2FmDuZREShJKrgesGE2PeDdG1NDerDntkfo6Vax/clZ7oKN70/zQZry+gk/OnXAye35x4QbK6TCAEDY/DyMcl3j8DIEtmnmgqb6wJXuP4xycBY4AqXvcXt3DbEzy0mGi2jsXHPTX0PKX3GJ/p484dfuKnvs5YoAv7osdmi22l0BUKawPYkh4fgt9/aWBlcDmcK/Zwp9FOjxnl/op33xXbRYlRQpcaIqyGUKSetf1nxGPeFm/n9ke9wLN/NrfPv2eBGMYWGKm5xR7hlYksPV3ozJh1v5C7yYvrssmverkci6XFWXsvxo4yuF2/nsBS2JxmcuPUukQMDd7aphaJBuESlkPLxrouCKRpEyzXMqAJICmmf3ISHf5fN/dubTD76UAIpYSztkZ+yiI5HVJqqdEoiKp4v6RtzePNMjtHURlrgnUYQAQqiQKoSNCe1VvAxaiq8dkIyVWbHwHjgJHer2RA/dxmWlWVsopc33/oco6Odt3s4y0ZKeKFLzlnRVhWoMGFbGZgq/GBgY2K+Uoa8NP9r4od8YeIQ+8NNfDCxm4cjrTTr5STUMIbQuDfSwv9e9X5+s//L9LgTt3vIGyxBWNHRxI03lLyZZH2bvHQwph4tw06aH2Qvz7Fv3+DmciORn2sp2JILvdaq9rEQylTX1GvNDjRNQ9d1PM/Dtu9AO89rqGjS2fNsgo43svSenF3GVlSo3WFyz4+VULPNQEroO13g1HfSDF2w7qqCf9uVWI6krlyntkxHUWYL4W1HMpZ2GRh3efFYmnO91kbK2x2O57Piz7Bgwzvnb854VsIdKX5E2ECrKr3dw5hBOh7uwPKsyCQSfw2WeyQS6Qf9dDzXxrJz5PMp+gfOc+Lktxmf6F/1e1yLomiEw3HCoQSGHkJR9ak+Pzf+gOztO43nBUsGEvizk/O3EUBLQvJr9wgqQ/P/fYPl4eJzON/J0XwXrUYVP1f2IM8n9lGlxdCFSptZy/OJffzp+Ku3e6h3PVIyx2giSGNb/veoUo0TEfrSG94GxrwMKb9AyVSfn1otEdSdbXDLWG3kJ1vwefFYBmWNg4ulpaUYhsHExASWZaHrOk1NTVRXV5PJZOjs7CSTydyxdT9N+yNsvj9CIePPET+xSo37P1FKebNBZtQFCQ17Q+hhhdc/M0Zm9O4J/3SPOLx0IhtEeaIqIV2gqkEK3Fja4+qgzZkui/H0crre/ejgeDCYdDjdVSCV8zfSAW8Bd6T40RtrKPmpp2/3MGbwxlOM/8lXl7VtOjXCpcvvrPo9JRLPc3CcAtnsBBMT/QwMXSA5ObimDw8hFKKRUmprttHYsJu62u1TvX3iqOrqHrL/32d+lmy2eKRBAiN5ODUKD9cL/ubcxi1zNfhILtrD/F8j36EgHX614gkAEmqYg5FmuIEU//mfyHqtSFk9a7EY7uFjXVMHZgiNsLJ8MdNiVFCqRlY9jus/t5UIsMXotMcYdCZnrK23mzXUaAk67KGNyc4tYrWRH1/CZG7tl+SbmpqorKzk+PHjWJZFQ0MD+/btw3Ecmpqa0HWd06dP37ERoJrtBkKBnhOzKZ6qLmg+EKaixWC00+bEN1IIBfa8P07ZJo2me8KcfekOK2Qtwsikx2unbnHl+l1AtuDz8oksL5/YOHe3ijtS/CgRE6O55nYPYwZ3uk3tMujuPUl37wIhjnWIEAplpfXsaX+GXW2PE4tV3JZx6AqUGGCszzKHO5KMb/H1yRP8SsXjCAQ6CuVqBAWx4rofV/pzCtoNoa7bmpSVYks3SEuZmkuGhL5qkeBIj7R/zcqwYlCpxVBRljQGMITK3tAmqrTYqsYAwbFNowixJq5ql+0ROu1R7gk3oguVZqOcfeEGThZ6N1wFbxG6rs+kmK0n4vE42WwWy7LQNI3W1lbGxsY4duwYLS0ttLS0cOHChdsifkTIQBjB9e/nrWApfoVEyzWQMNo5O34jItj2SBQ753PmxQydh/NohkA3FR7++TIqN6/PCO4GG9zt3JHiZ4NbQyxWwb49H2Dfng+g6zc/deXhuvmvKQo0ROGBOjixtv1a7xo0FHzkikSLQBBWDCQSgcBDkvPtG+r7k/Ut8r5D6VQZSp1WQkIJM+bd+atYSS+Hi4c5datsNarQhLIqB7+cbzPkpPCkjyoUworBVqOKRr2MTqd4+uzu0CYOhpvm9NK5EXwkY16WzQR+o4bQaNErOVlYXeXpoJvicL6LByKtNBplaELlufgeOqwhXstepCCXX0ivIhCIO8KFcLqnznrANM01q9fRVUFFQqUkqmDqCoqAsZRHz2jwOapKsI3rS9wlvhKqqpLL5fA8j8rKSmKxGCdOnCCbzTI6OsrOnTtR1VtfyyYMHXP35pkF1fzhCzjdQyvejxFR8H2JlQmuV6FAeaNBWaPOeLdD97FA/Lu2ZHLQRVEE4ZL1Wbu3wQZ3O3ek+JGOize+to0jJVOthv3gj/R98P3g756PUARqTRnCWF2q152Cquo0NuymbcejM8LH9z1yuSSp9AgFK4PnOatKsXPd2YmQIuDX7pnv9qYI0ARcScG3rm4kzizEZqOSFqOCYTdNv5Nk3MtSLKNaQdCiV/DhxD0oU7bEed/msj1yQ6lJQ26KcS9LnV4CwD3hRtpDdQy4SQryznbzuWKPYvku0am6ladjbbyQOU2HNXzDDWLz0qHbGWfYTVOnlyAQ7A5t4rnEHr6YPLygaDSEylajmp8tfYA2s27V0SdP+nRYQ9wbbgYgppg8HWvjrdxlRr3VpeG8kb3Ee8ItVGh7iCgGe8MN/HzZQ+hC43D+KqNuZtHrU0elUotRoyXYbFRwJNd1R5hw7NixY908F+rq6tC01T3ahYCSiMqeFpO9m0M0VRkkIgqKELx5NsvfvhIYWFSXauxqNBlNe1zoKd7rp1AoEAqFSCQStLS0kMvlmJiYwPd9hBC37fyJiEl4/zYiD7YD4AyM35D48V0JUkHRBb4nUXVB68MRfFfSezKPlZ0V8b4n8X2Joq6Pa+ZHnbYm2NG4xEYS3joDI5PBjwe2Bb1qFgqyJjPw+knmmVkYGmyph7oKiJjBFDOdh75R6B0BZ+pxWVsO+7eCsciaSt8onO8OnNc2uDHuSPHjDk+Q+e7q62ZmkEFfnGmhg+shPQ/peghFQa0sQd9UhVIWR1x3NUopkUW6Z9+pxKLlNNTvIhYtB8BxCgwNX+bSlXfo7z9PKj2C7eRXZd7gOLOpP1LCP12V86Z0voSxApwbh+611buoKBhCJaaYc9K0BIL/n733jq7zPu88P7+33X4vLnoHCYBN7KREkZRFyZZLHNmxrY3lTCbOxClTkjm7k8lkymZOzpyZ3WyyuyeT2UmZiSdOGdsTxx7HsS3JstUsqpAUKZEgCRIEC0D0cnF7fctv/3jBS4DoINgkfM7BOcDFe99y71t+39/zPN8nqHjwCYOStFbdo+Rusd3byG9Uf5RRK8WZ/CA9xTEm7DRJO09emuX0JvdYvTRoER4LdPDT4X2A24toxErycmZ1Fiy9pXGulSbZ6qlHFQodnhr+XsUjeIVOb2mcjFNEItFQ8SgaPqGjCYX38gPkVxAJADf7TEdFn/7elBlnjCYUQooXvzAwcS2Xb1cun8j3EbdzRFU/Qgj2+Vv4lejjPJ8+54o7x0IRAl2oeIR7bCY2p/LXF13vdXOKN3NXeCa8F0UImvQKno08jC5UTuT6mLKzmNJGEyphxcsGo4pPBLfzWKADS9ok7BxBxYu2yvRCU9q8nu3l85H96ELFp+h8JLiFQXOKN3JXiFlZLGmjCIEhNLxCw1B0Jq00l0uLh2D7zBjfTr1HsxFlv68VQ2g8EdxMgx7h5cxFzhWGmLAy5KWJRKKi4BEaIdVLtRqk01PLdm8DuzzNfGnwLx4I8XPgwIHbFhz3E2G/wkf3BHhqTxC/VyGTd5ASfF6Bod285qrDGk/tCZLI2iSzNn2LNEUdHx9n8+bN7Nixg0gkQk9PT7mvTyQSoVgsznKCu1sITUVotx+BSY6aBKpU6jo9jFwsUNWq07rHRzHjcO2dGaNUAZouUBSBba1P6N0PfGgnfOkTN8/ryjAEvYJYSpb7zzgSfv2PZVn8HNklOLILQn5obwBdE1wZluSLcL4f3jgrsWd8vSE/fGw/PP2ooLPZfZYJ4bqfvXHW7Z8zOb3uXe3wf/8jBV2dv2HoS+/CeEKui5/b4IG8W9sTSTI/OnVHtyE8OlpjNUZ7I54tLRhbWxH6zUJSKSWyUMIcnKDY3X9H9+VeEAxWUVvTDrh9g8YnrnHsnW/Sf/30mrjV3YoEvjZj7B3Q3Rqfgg35NQoebDZq6fDU4JnuQu9VNHzCoN2oplq9WUPhUwyeCe/lgC9BzilRkCZFaVGSFpeKY6uOkNxJgoqHDwU6+VCgk4JjMmwlGTETJKYFEIBP6NRoITqMaqqma0YcKZm0MzyXPsux3NVVbbu/NMUb2cvs9rbQYkRREHwkuJWtnnp6i+NM2hkkEo/QCCgewooPIeAfDX5tUQtkBcE2Tz1tRhW6UMsCwyt0vIpOm15ZjsgANGoV/HRkHyNWkrxjUnQsSliY0saUNldKE1wpTqwojaorP8Tr2V7q9TAB4UFB4e9HD/CofwOXS+Ok7CKqEHiFTkj1ElI8jFgpfmnwrxZd75CZ4Afpc+z2NrPJU4tAsMlTy69VPcnToRjXzSnyjolHaNTrYdqNGiKKj7ws8f1UF5VagMf8HYSnXdVWioXD29mrHMtd4/FAJwJBtRbkV6ue5KngNq6bUxQcE206LS+sePEqOj9Md/OfYq8suf43spcJKz6Iwm5fM37FYLOnjs2eOlJ2nhErSdIu4OC4QlZ4qNFDVCh+lOl7rCXv70mH9yuGJtjR5uWje4MUSpJ3r2QZnDSpjbhCZyaTSYvBmEl7nUFDVFtU/AwNDeHz+aitrWVgYID+/v5yfY+qqgwODmKad7+/kNA1t/nIbTJwukDDVi+7PxWiokmjeacXj1/hyrEssf6bdUCqLghUa0hHUkyvn+P3A8e6IZW9+VT/7GOCh7fAc8fhzBX3dSnh+vjN93znTcnxCxD0w7/7eUFVBP747ySjU250aKaONzR4+lH4558XJDLwo1NwfUziM6CtTuDIuWmjjgNn+uB/Hp072rg+DvE1ngz+oPFAip87ifAa6M01GB2NeHe2o3c2I3R1tujJlzD7RyleGaZ47hqlK2trK30/4PUECYdqACgUs1zrf5frA113RPjMpCkI+2uhOQg+DVIluJaErkkYv81Zjk+EtvML0UOEpgdymlDmTR8KKh5+sfKx8t+WtMk7JnlZ4k9ir9M3Fbuv6hCSdp6kk6dGhlCFglfRaTeqaTeqF3yPRGJKm0vFcX6QPs9/TxxbdYqajcOPMheo1cI8W7GfRi2CIhQa9Qoa9fkt6aesHPoSvWp0ofK58F5+OrIPr6LjVTQMoS2Y8tVqVPLLlR8q/+1I9xjz0qTomPxl4hhfNo+ScYrLPjYTmz+Pv0VE9fHR4FZCihchBJ2eWjo9tXM/C+kgCkvfD4rS4u3cNb4y9SZfjB5kk6cWXagEFA/bvY1s9zbOec+YleK1zCX+PP4WB/3t7PI2r1r8AEzZWf6/yVcwhMo+Xyu6UPEqOrt9zez2Nc9ZvuCYS0a0bmDh8Hz6LEknzzPhvRzyb6Rej6ALlbDqW3K/TWlztTRBYpXNUddZPUGvwqGtfqSEl89kePm9DLmSZH+nd474Sedt4mmb8EaFSGDx67lYLNLd3U1vby+WZc2K8vT399+zXj9C19Yk8nPtRI6W3V4aHvLStNOLY8P45SLnf5hhpo43fIKadgOz4Nb+rHPvOXfN/bnBtlbYsRHePCd5foEko75R9wfg1/8XVwS98h5zIjUCaKmFf/JTAtOC//gtyYsnb4ojryGJBNxUuZk4Ei4Nwd+8thZHePvoKlRXgGXdTP1bCkWBhkrY3Ax1UVcE5kswOgU9AzCZdI/zXrAufqYRfg96Sy2eTc14tm/A2NjgzgjNyEN2sgVK10YoXR6kcK4Ps290trx/H6FpOobHtdNNZ2JMTvZj23d2Vq4xAP9wp2B3NaRLUHLAr4HWCm8Mw9cuSiYLS69nIcKKjxottOSg+1Y0oRJSVUJ4y/1L7icuFEf4y/gx9vpaaNai1GhBwqqPgGKgCxUNtSx2ck6JKTvLqJXiUnGMN3JXeD17iaxze4OOYSvJ1xLHmbDTHAlsYqNRTa0aIqB40ISCLR2K0iLjFInbOfrNGHm5+DYVBJVagDo9vKp9UoTAIzTXrED1UaH6UFdRK9NbGucPJl+mvxRjv7+NFj1KtRrEq+ioKJSkRVFapJwCk1aG95YpEKbsLN9JnWbCzvCx4Da2eOqo18LTzWdVbOmQkyaTVoa+Uoxjuau8kD5HvzlFsx4luwIRNx8WDsdz1/jdiR/wufAeHvI00qhHqFD9GMJ9NJSkRd4xSTl5RqwUl4vjS6x19vp/nL1EfynGO4FOHvG1sdGopkGPuJEkoaNOnxsFaZFy8sTtHMNmgv7SFO8Vri9pAHG/IaUkl8uRydw7++JAIIDf71+145vHEGysN4ilbY6ey5ErLTw6KVqSfMnBoyt4jaWvLSnlvAInnb5309hCX5u0t0zM5uS3knQcsvCGFQoph4EzeSauzD5eoQiEgMFzBUYu3t41vM79j6bCkV3QXANffQl+cGJ2m4FCyf2534mG4ec+KvAZcPqK5OxVuDa68PKGBrs64KcOCz60w41weXTIFuDaqOToWfje25KL/VC6B3MAH3jxI4I+jNY6jM3NqQmc7wAAIABJREFUeLa1YbTVT4uem8vYmTzmtRGKPQMUu/sw+8fmVrItk4pIPdFoE8nkGOnM5Ky6l/sLUZ5hLxVz5At39uEkgM+0w74aN/2tNyEp2K7F9d4awZFmGM4Kvtm7+mmC4/mriClm1YmslBO5vkVd1UrS4p1cH38S+zEAecfkZH75aZGWdHgze2VWys+FwuiiaXajVoo/j7/F8+kQbXoVTXoFlWqAsOrDUxY/UJQmGafImJWivzRFT2nstgfQMxm2knw1fpw3s1fY6qmnSa8govjQhIqFXR5Ej1tphswEcTu36Pos6fBatofEEsstl+O5axSXEd3a521li6eON3KXGTIT5d5IfzD5Mtu9jXR6amnQIgQUAxWForTIyRJxO8eoleJ6aeFmSVVqgMP+DvKyxOvZyyScPM+nz3Ey3892TwNtRiVRNYBXaFg4ZOwiw1aSi8VR+kqxslvaxeIoX0ucoF5zheGw6aYPHvRtpMNTw0uZC4xb6SXTM01sjueucaEwwi5fMxv0amq0IN7pJqruOVNiys4wbCa5Vppcxic9mz4zRn8ixsuZi7RPm3NUqoHy52fjkHNMpuwsY1aKvlKMvlIMkwevllJKycjICD09PfdsH9rb22lvb8fjWZ1DpyLA71EYnTJJZBf/DuS0L5AQ3DeGDytmjdLeAMYvl5jsM/EGFYpZB3seA4hSzqH3jSyOJUmMrEd+3u9oKhzeLiiU4KVTq7XJubcoApqr4Wc/4qb39Y3Cnz0vFxQ/QsD2DfCPPy348B6Bb8atKOSHXe2Czc3QWgt/+B1Jdx/YdzmO8IEVP0rIj76hHs/mFjzbWtGba+aYGdipLKUrw5QuDVC8eB3z+viqRQ+AYfhp3/gwOx/6GFOJIaamBhkYOsfwSA+WdX/NANm2ScnMo2nGdAf6O4sQ8HS74Llrkr++NPt/F+OSSq/gSBN8s3f123gpc5GXVlnUv1wK0uLV7CVezV5aeuF5MLF5MdPNi5nuFb93zEozZqXhHmYKWTj0lsbpLS0/QrAQJjbfTXXx3dTd7Yt1JLCJZyJ7p+umkmWxW8LmvcIA7xUGystuMmppNSqXbRZRr0X4YvQgY1aKE7k+t48QkjErxZiVgmW6g/ebU/zp1NE5r380uI2nwzvoLowwYWWW5UgngaRT4Gj2Mke5vLwdWCESGLGSjFhJ3sxduSPbuB+QUjI1NcXQ0O1Zht8OkUiEtra2Vb9fSiiUHDRN4PcIcsWFzyGfRyHkV8mXHHLFBzMLYq3S3m7gWJJcYmHRaBXlnGjQOu9fFAVa6wSWLbk64r7mNWD/ZtfRDdzIz5mr8M6Mx4giYHc7/NPPzl6flPB2N7x7G2OhleIxXDe8Otf/Cq9x05luPuqj8JnHBE/smi18bgyfhXDX8fGHBUOTkomEmwp3N/nAiR8lEsBob8DY3Ipnawt6Q9Vc0RNPU7oyTLHnOsWeAazhyTVJTAwGojTUb6G2tp3a2nZKZgGhKIyMrm6gfCcpmXlyuQR+XwTD8OP1rS71aLkIoNoLV+apfy/ZMJyFzdE7ugvrrAPAsdw1Ek6OvtLkkr2TfjK8g+2exmWLnwkrzTcTp0g7hRX1vFkuR3O9DFsJRqzkqq2411k9UkoKhXsbzbcs67ZaEBRNycCESX2lxu52L8cu5ued8xNAU5VOe71OLGUzkVhBFEMRaE3VaLVRhKK4z9zrYwvmv2hNNXdsBk6riyJ8y29Uvs46K8VnuAP/3PStQdfgoTbBZx5zIyEBL/z5C3KO+NnYAJ8+PPvEd2yYSMi7Kn4CXjdaA+5xTCTgxALBbUWBh7fAU/sgMF0lMDrlmkP0jUJFCA4/BBsb3DS4px8V/PiMK4DuZvTnAyN+lGgQo6MJz5ZWjM3N6HWV5Y7ON7BiKUq9gxR7rlO6NIg1NrWm1Vh+X4Roxc1C5kIhQyo1cV+mvmWzcSZj16muaiMQqKSyohFFqDi30dxxMSSuwNlTI3h5YLZFZNCAzgoYW5vsp3XWWZRj+ascyy/tfCeAJwNbyK+gXmrcTvPN1J1zqvxxtpcfZ+/iU3GdORSL9zaKb5q3138tW3B4pzfPs49H+MS+EB5N4dpYiaDPjY5oqqAqpNJcrfPYQ36aqnTe6c3TN758MW9sbiZwZA96Sy1CdcVP9o0uCqcuIW8VQEIQ/tyHZtXfriVqRRA1Elx6wXXWWSVF0z19PdMau1CEV09LBsZh7yb42afmntu2hNO98N9/NPtalhLutseW14DOJvd304LBSVioFVZ9pZvm11bnHtNUSvKdNyVf/ZHrUhcJwKcOCX7lJyXtjYLmGsHeTknXFYjfxVLJ9734UStDGJuaXdGzqcmdadJnHLYEazJB8dIApZ4Bir1D2BOJO2Jk4PEECAaryn8nk6NMxQfXfDtrQTozydDwBTZu2I/XE6SpcRvX+k8xPnFt6TevAinhO1ckf3+rIGMKriQlRRvCBuysFrRH4M/Or89kf5ARQETx8Yh/Ax1GDWHFi4MkYee4WBzjvfx1stMmCtVqkCOBTeScEm/nrrLN28BubxNhxUdWlngnd42uwlC5BqhZi/Kx0DYatUh5e19PvkNfaXJO/GSnt4k93hYa9QjbPQ3E7Ry/VfPJ8v+TTp4/ir1Wfp9P6Dzs28CRQGd5mUulcf42dRprgckEFUGbUcUebwvNehSvolGSNuNWmpO5Pq7NqIlp0yv5ZGgHVWqg/P4/i7/FqDW/JY+CYJe3iT2+FirVAJpQSNkFhswEZwtD9JkxFARbPfU84t/Au/nr7PE2E1K8nMz3M2DGOexvp0mv4GxhmHfyfSty0Hu/c68jP7crfgqm5MzVPB0NBo9s8vG5w2EGJk08utuEuqPB4NkjERqiGvVRjesTJid6csTTy58Y8+3bgnd3B8p0ToxWX4nw6hQvXkeWbhkBCfDu6USs0sBhLWnWo/xUaBdR1b/kskVp8WdTbxJ3HrxZu0rVzz+uPFKu+83JEidyfXclZfWXKz9EnRoq/32xOMrfpc7cVw6rK8FxYHBC0lAFLTVuepdpw+UhV0BoKvDU3PdJCQMT8PK7d32X52Bo0FjtngvZguTayMImBdta4dFt7nFJCScvwbdfp5zyF0vB996SPLxZ0FQDHt2NKkVDcl383DZCoFaGy/15jI5GtOrILaJHYo0nKF687kZ6rgxjx1J31L1N0zx4PTcHKNnsFKn04g0D7xWlUp6BwXP0Xz/Npo6DNDRsZdeOT/DemeeITQ3CGqfUSOD5Pqj1Sz7SIvhYm8CR7oA3WYTvXpW89f5zFF9nmQjcPj6/WHmYA76NAKScAppQCCoeTucHOFMYKJ+WVWqAnwg9hAPUaWEOB9rxC9f9LqoGyDpFzs2wpBbCFSlVWoC9vlbajWqO5q7QX4rNSR+rUUO0G1XUaWH8ikFelmgxKsv/D1iZ6T2++T5NKIRVH416hId9bRzP9fH9VBfWPEX9OgqHAu08G3mYjUa127NIWngVDb8wSNl51wXtRv40Ap/QqdaCPOLbQJtRyffSZxmzUnP2XSA4EtjEP6x8nJDqZcrKYggVn2JgS8lXE8foM2OoKHR6avgnlUd4JdtDix6lRa9kv6+V7uIIO71NbrNcfyfOlLMebZpGSnlfRH5ut1loLG3z/RNpEhmbPR1edm3woqnu4Ke5WqexUiORdTh9tcCb3Tl6BksreiKokcDs5zGg1Vauae3NnaBhumZvg1G15LIpu8C3ku89kOInovr51eonUXEF56SVwZbyroifn4k8zEPehrLw+n7qLM+nzz2wfb8sB072uI1UP7QT3rl3XiirRlOhclqP5oswMDH/1R7yw46Ngg317ncXS0neOCvpvaUEcioNF65LHt8JtVHBxgYI3mUj3feX+BECtTqCZ1sbnq2tGBsbUKvCs26o0nGwxuIUu/spXRqgdHUYO565K5bViqKiqjfriwrFHIXCvbNEXYqp+CCnu17A0H20NO9g86bH8PnCXL12kuGRHlLp8TW1v57Mw1fOw6kxSZ3f9ZXPmjCQhu4p9/d1PpgEFA/PVuzns+E9/Dh7iRfS54nZWTQUqrUgOadEbp70s73eFkxpcSx3jZ7iKJZ0qFKDXC1NzHJ+GzGT/HXyJEHF4NeqPkyjNn9/IoBzhSEGzCkMofJ0aCd9pRi/P/Gj8v9Nac8SHQVpcnx6+7t9zbTqlfOttsxWbwNfrDhIm1HFC9NOcFm7hF8xqNNCdBdHMGdEjAbNOP89cRy/YvCvaj5Bgx5ZcN0qgi9GD7LD28hvjX6HITOJIqBC9RNVA1wuzZ6MqVD9+ITOn0+9xeOBTXyh4mEEgr9NnqZJr+DZiv3s8jZzNHt5yfqo9zMXL15EURRs2yabXaZrxR3idmt+wM29H4qZPH8yzYWBIg2VGtGgikcXOA6k8w6jcYvrEyVG49aKc/XNkRiebW2IGSMec2AcaT54Dn/rrLMYlg2vnZF86ScEnzwgePOc5MSd9V1acxSFsnFByVq4wWpbHezb5KbJAXT3w3u9btrfrQxMQDIHtVGojgi8xt19frw/xI8iUGsq8G7fiGdrK3pbHWplCKHOED22gzUao3Cuj9KlAcy+Uexk5q52WJLSwXFsFMXdL8excOz72+oynZ7k+kAX4XAdldFGOtsfpa6mg6nEEOn0JLlcgmIph21byBXOzJzrfnmOy91UAV6dzgRUxL1rgLXO/UWNGuTzkf0Mm0n+cPI1rpqzLZdnx1luYgiV7sIof5M8taitt4XDlJ1lys6SsHM4i6RYjNtpxu00xnT/pKxT4tIi7nYSN20kZ5WoMUOL2m2rCB7xtbHH18LfJk/zV/FjxOybg+n5jtPCYdLOgA0pJ7+o0YFAUKOGsKXDmcIQ182bFjvztfzNOyUuFEd5JduDV9H5THg3I1aSFzLn2eNt5qng1nJfoDth4PCgcObMmfLv96JR50xuN+3tBlJCKudw5lqBc/2u/bWuut3oC6aksEj/n6XIH7+AEAJ9Qz1CU7Gm0uRPdONkF7eqlLaDOTBG8dLapYtrtVGMjkbU0NKpbAPTLos3rO6DiofA9M9Go4oWvRLlQbX8XmdFtNW5rmZBv1vH4tHgyT1uWttkEi5NJyLcqNH5ixcl/+SnBP/qZwRvnndNALwGPLJl/vNFEbCpCT7/xNz/XR+H7j5I3wNnV0fO7/SmCOhshF3t7t9FE85ehYUu1XQWitO3yqB3zdzml82DLX5UBa2mAs/Odlf0tNaiVoQQ6s3cYGnZWCMxCmevUuwZwBwYx0ll78mo2rSKFArpct2PqmqoqoZl33+2lw11m9mz+yfxeoL4/RXldD1NM4hGG4lGG3Ecm5JZwLJKOI69YhvwS71vLmrxPfMragrAJza4kaF1PlhoKLQZVVSrQV7OXJwjfGDhJMxhK0l3cWRN+xndScKqjw1GFQXHpKswOEv4wO0nm9o4fC99hn9R/XH+Xd2neCt3tdznZ76c+rw0iVludLow3YsnbucoSYuStChIC12o6EKh8AGeqLjX0Z6ZFAoFuru78fncqMpapOHZ09GetcIaiZF55V3UiiBCVbGzeezJ5NJ2T45D8eIAmRffWbN98e7YgFYdWZb4GbfS/E3iJF5FdxsoCw3P9O/PRvbz89GDKNzfqXvrrA2feUxwZJeb6lVf6Tq4/dpnBLkCdF+Hf/NlWT6diyX4xmtgWpJPHhA8+ySULIFpumlxb5x1ra5noiiwuwOaa+aKo5dOwciUvGvix3HcdDdDA1W5GdmZSXUF7O4QVEfc/R0Yl5y9tvA+2s7NIaOquuLpbvJgih9VQauL4t3d6YqepmqUiuCsgkhp2ZiDExS6rriRnsFJnHTutvr03C6FQppUerwsfryeID5fmGLp/ssJrqioZ/u2DyPEwkWmiqK6omhGHdNKWG4BqyKgMQgfbRV8Zd304AOHKhRqtRAWDsPm/EX8C5G2C2vWJPVuEFA8hBQvSSdP0ln7J5uD5DvJ09jS4ROh7fxi9DCfDG7nXGGYFzLnOJ67NktgOVJSmk6xk0BJ2uWUOweQSATMEzNa515RKpXo7e0tNx01zfszIuckszjJlYlG6UjsqRROcu3Sxe1EFlla3mfkIMnKEtl5JiwP+ds/wImf7y++fVTyTo/k9CJtz946J+kbdcWAy81vP35LUpHEtYf++stw8pKktsIVS6YF2QKMJ2B4xpxe11X413/qcEsXljKDEzCVWu3RrRzLdqNZkYBrUFA7T1Z4ZyMc2u5+HlLC+T44s0iJmK65Ag9mC6G7xQMpfvTWWsI//SR6QxVK2D9b9JgW5sA4+dOXXbvqkRhOJn9PRc8N0ulJxsav0tiwDYBQqJpIuI5EcoE2ufcUsajwWQs0AYYCpSUm+xQBQR30e2/2s84y2bZtGw0NDSjT12YikeDChQurmiGXgC0lCgKvssDTYAFsJPYD5BIkpZu0pqOi36EZ5Ak7w18nTnIy389mo47HAh18PLSNbd4G/nTq9TmNgGen0cn1/kEPAMtJvVMVeGLH6iau5qNvvMTV0TsstKTEya6tm540LaS1Xmu0zk3OXnN/FuPkJWCFLRrTeTi1jPeMTsFzx1e27jtJoQR9o5KORkHY7/YoUpWbka2KIDy8RbCp6aa99Zkrcpagu5Ww3xVS4KbI2eviZ2nUcBDP1tbyzNYNnHyR0rURzKsjyFwBrS6K3lTt9vPR3C7OQlNcuSnWbq7SzuTJPH9syeUy2ThDwxfoaH+UcKiaaLSJ+vrNDA53r6lxwFoQTwxzuuuFO7qN/21XCQPBfzguMW34T0+KeUOfQrgNUNd5cKipqaG9vb0sfkZHR7l8eZFptEWwpc2gFUcXKh1GNQJxXwzAb+yBsoZRj6STZ8rOUq0FqdFCS79hleRkia7CEBcKo5zM93PC386/rPk4z4T3zhE/67w/URXBZw6uXfPqF9/L3B3xk1nbiOi6+FlnncXJFlzjgqf2gdcQ7Nsk+dh++OEpV8A8vgs+c/imKUJ3Pxy/4Fp6L0Rt9KbDWyoLywy+rhkPpPhBMEf4AAhdQ2+ocvOIFcWd2lKU6d+FK3gUsebN0qyJ5LLEj+NYDA6d59Llt9iz65N4PUE2btjH8MhFBgbPruk+3S6x2HWOv/PNO7qNbZ0FApoblBMCPtwCbw1D5paLQBHurIC2nlnzgcRGMmTGuVwaZ7e3mccDnbw+w1pZAAoKEnlXHccsbJJOgTotjIqyJhGmnFPicnGckrR5LNDBqXz/LAc215RA4KzySAWCStVfriUysekzY2h5FVM6d1RwrXP/kSnMPWclYNkSXRVsqDMA19wgmXMomg5CQNCrEvYrqAqMTFn0DBYZnLgLoxfJkqYIK8a03LyeddZZZ14yeTh+UTKVElSGYUM9/ObPCD592B2fbW2F9gZ3gBZPw7FuuHh94fUJoKVGEJ4OPE8k5byOcHeSB1P8LIDQVNRoCDV6dx/ginf5N+NMdopz3S/h94XZsulD1Nd2sm/3p7CsEqNjl9bEpWctMK0i5h3uQfTXPa4mNR33ArIc+NOzkvFbPk5Ngf218OzmdfXzQWXSyvDl2FF+q/Yn+d9rPsmH/B30m1MoCFqNSkzH5ivxt1zXsxUigEY9QqUaxC8MWvQoGio7vY2UpEnGLjJmpYnZmVmSQwJHs718MrSD3677FGfzg2hCQQLfSJ4sL+dXDNr0SvyKwUOeRoKKhyo1wKP+dpJ2joSdY8xKk5MlHNxeGrsyzXwstI1IrY+T+X4mrQwBxcNWTx2vZHt4NdNDXpooCJr0CqKqH78waNAiqCjs9bXgFRpZp8SolWLKziABj1D5ctPPcb4wwjVzkpRdIKL6eNS/EV2ovJW983081rk/MG3Jl1+cmvd/lUGNnzoYYiJp8drZDJeHSxRKEnu6kMHQBDUVGgc2+6mtULk2VqJ3+C6YikiJzKx12pu9HvlZFvdqbHJ/jIk+yNgO9A7Cd9+S/MJPCDyGYEsLdDQC0q3fEdPuvO/2Sl48KckvknlbVwnNNW4UCdxmr2sc0F2S95X4eRCQ0iEWu847p76NZZXYuvlxNrTtxecLcaHndS5fOUE2N/8D6f3G+Iw6dAl0x9x+PrlbbBQVATV3uQHWBwFN06ivr0fXdfL5PKOj92PtmUtBWvwwc4EiNp8N7+EToe0YQsOUNkk7z+vZS5iLWEgvhlfo/MPoET4U6EQVCjVqEJ+i86XoYT4f2Y8lbb6TOs1fxt8mfYtr3H+efBUFhY8Et/DRwFYKssTZwnBZ/CgItnnq+d36Z9BQyr16arQQ/77u01jSpqc4xp/H3+JEvg+AITPBl+NvMGQleDKwmS9UPIyCoOBYTFhpTGmXRZhX6Px69VPs9ragCoU6LYQhNH618gnysoQlHb6RPMlfxN8uv2/CznDQ385H1W1lq+6YleEPY6/yvVTX6r+kdR4opIS+sbnTrX6PYGebl6BX4fsn0hy7mCNbmBtpvDpWYjJp8xP7g2xr9dIzVGLgTkR/HMnUH33HnaWwHayFmoyskvW0t6WRuBH4e4H9ge4gdv8QS8H/eEXSXAMf3e+WKBgzFIQjoeuK5KsvzW1qeivbWqGx+qbDW8+AJHWXDTMfSPFjJzLkT94/bXLtFTrPOI7N5OR1jp34GxKJEXbt+DiNDduoqGhk25YnmIj1E4tdJ5uNUzLzSGd1N2aJZGDw3Kree7dxJPzbtyX5ecavjoT+FHzz0votcC3x+XwcPHgQTdMYHx+/r8UPQMop8MN0N2fyg0RUHzoqDpKidC2YZwqTfnOK3514ERWFQTOx6HqL0uKvEsf4Xnrhgf+4lSbnzB3Y9ZbG+Z2J54mqAXRUbBzSzs2ZaQdJb3GcfzP6twuuO+uUGJ6xjw6SvlKMr8WP82L6PAHFg4qChUPOcaNQpWmhV5Am/3XqKCFl4aK4USuJNe3QZkqb/zD+PGHFi0doCCGwpE3WKTFhpUlN77uFzdHsZa4WJxmy3H07le/nN0a+RXzaPe9ycZx/N/Z9itJ8YKzE11magFfhwBY/RVNyvCc3b2ocuNliV0dL9I2bfHhXgPZ6486IH6DQNSMiudKOqksgrQcv7U1HZaOnigO+DWz1NFCrhahQfSgIUnaBASvO2cIQb2QvM26lb1s+SCT2jD5+PqGzzdPAY4FOtnhqqdFCqCiknDzDZpKuwiBv564yZCZue9vmLf0DW/VKPhLcyg5vI41aBK/QyTklxu0UPcVx3sxd5kJh9IEyunkQsB24OAC/99eSnkH45AFoqxUgYDwuefW05NtH4fTl+fsA3UAIt7dRa437dyzlmkuk7rIp6wMpfqyhSZJ//cq93o0y0ln+RVYZbaJ9w8MEAlGCwSqqKpsJBCpQVY1QsIqAv4La2nZMs+A2DnWcVRd3O47FV/7qV1f13nvB1UVcjCfy8HzfXduV9z2KolBVVUU0GkVKSTq9trOpd4qitNzGnEuMsQrS5GppEauZGThIrpRWl+LpIBk0E4sKrJRT4GS+f0XrlUgSTp5EafFcAAdJT3FsBeuFQTO+rOXidq4sdMA9jlTxpkDOyRKXF2nuus6DiaEJGqIa/ePmkr19SpYkW3AIehWiwTvY32aNBc9MnEye1HfeIPPSKXdTkyuz07+bKAj2eJv5mYpHeNjXRlQNEFAMDKGhCdd6xZIOBWnxqdBOJiozvJg+z9cSJ5iw0quWIa7lvYWKYKungS9FD3HQ306F6sevGBhCdbeNQ9Gx+MnQDobMBN9NneE7qdNMrCId+QZFxwQkQcXDP648wk+GdlClBQkoBh6hoaDg4FCansT5QmQ/x3LX+Er8zVn1kgvx4cBmvhg9SIMWcY8VyZen3uC51FlMVieKBfCVpn9AvR4ur/NycZx/NvI3D3QUy7TcWp7/8l3JN1+DoE+iKm7K2lTa/VlM+IDbI+jysOTrrwgUIbk+Ljnfd0cv8Xl5IMWPNC3su2lyvobU1nTw6COfR1U1FFVDVbRZltKKouIx/HiMpRuuLcX95iB3O9hyrhHCOqvnRsqbEOK+qTNbZ53loghoqzX4/ONhxhMW33ojtWCE4kFDCIGiKPOa+qwGy1p5OqgQYOiCgEeQLS58fzA0dxn1Qe7r6UjsyeR9LXoAwoqXn47s52crHmGDUYVfGPOeI4ZQMNAIq17qtQiteiWH/R38zvgP6CoMrioi4uBgS4dDgQ7+VfUn2Oatx68Yc/p7GSgYqkZI9VKrhdhgVLHJU8t/m3qDS6ucKMnJEpVagP+z7rMc9G8kovjmHLeCiiZU/IpBlRqgRa9kk6eWP4q9xmvZxb2lJ6wMOip7fC2A227gicBmTucH6DNjq9rnnZ4mjgQ34RM6QgjyjsnRbO8DLXxuYDtutCY2PQQXYmWdZIol+OFJeO20+6aSBbl7kDjwQIqfBxlNM/D7I/d6N5bFne7zI2eEswXwxW1wJQlvDt/Rza4DqKpKfX39vd6NddZZFbomaK832NHmZTho0lCp0Tu8dG+b+w1FUaioqKClpYXq6mqCwSC6rpct4teC5557bkX9tUxLMhq3qAqrPLEzyAun0gsObtrrdXZt9JLOOySzD1bq2INEVPHzc9FH+QfRQ9RrYdRbns15p0TSLqAJhYjqRRMqAoEiBFHVz6P+jfxB4+f5lyPf5mS+f8UCSALtnhq+UPEwO71NaMJVu7Z0yDhF8k4Jv+IhqHhQpoWJKhSqtSDPRPbiSMl/mXp9VWLClg6/W/cMjwc6y6m6Ukry0iRp5zGESoXqL38mihAEVQ8H/BtQ+QgFx+RYfuGmPb2lcc4UBnks0IFPcQXlo/4NtBvVqxY/T4d3lvcVoChN/i51ZlXrut9Z6dypI+++ucF8rIufdealo/0AHz7yy3d0G1//xm+Sy7uzbULAz24R/Nn598PcyP2P1+ulsrLyXu/GOuusCsuWjCctklmbybTNRHJ1Zhf3kmAwyI4dO9iwYQMejwdVVVGnQyhrFfUtWRT2AAAgAElEQVQBViyk0nmHYz05vvB4hKcPhGir1XnvSp6RuEW+JNFUiAZVtjZ72N/po6lK52xfgSsjD574fBAwhMpnI3v4UvQwdVq4LC4Sdo4fZS7yXKqLK6UJCtJCAAFhsMfXyrMV+9nrbcGr6OhCpdOo4f+q/xxfGvxLrpuxFUUhatQgz4T3TtcVKVwrTfLt5HsczV1mxEziINFQaDeq+VxkLx8NbKVCc7NXAoqHZyJ7uWpO8vXECTIrrA98JryPiOrDEColafONxElezHRzpTiOjYOCQlT18/HgQ/xMxSM06pHpz01jn6+VX6x8jKujk4zb86d2F6XF6cIgvaVxdnmbAWjRo+z0NnEqf52ks7KRuobK06Ed5f5vtnQ4nR+gt7ieInw/sS5+7jJDw+d54Yd/cFe2dTvpTIbuI1rRsIZ7Mxcx46EsgAovjN3lorcPIqqqUltbWx5orbPOg4btwIWBAr/91TEse/5+NfczkUiEAwcO0NzcjKZpayp2bpd8SXLsYo7GSo3Htwd4dKufvR1eLOfmLK+quNE3QxP0j5u82pVhMLael3wnOORv56cj+2YJn57CKH809WNeyVwkZRdm1aYI4JoZ45XsRX6h4hC/UHmYqOpHEQqbPbX8y5qP85sj/5OcXL5Y1YVKlRrAxuGt3BV+Z/wFLpXGKDjmLBe4QTPOmcIgXZFBfiX6OC1GFICg4uGZ8F7OFoZ4O3d1RcdfowUBSDsFfnX4f/BOro+cU8KaEb0aNONcLU3wVu4Kv137NLt8rogxhMojvjY+F9nDf506uuA2TucHOFcYZqe3CYFAEyoH/Rt5NdtDV2EJ67JbOOTfSINeUf67JG2+l+6atb/r3HvWxc9dJpEcI5VeXiH2BwkJXE5AfeDub7uiooLGxkbq6uoIhULlWdh8Pk8sFuPy5cuMj4/jrMDYYik0TaOyspK6ujoqKyuJRCJ4PB40TcNxHEzTJJfLkUgkGB8fZ2RkhHx+bWLFmqbR1NR0TwdchmHQ2tpKY2Mj0WgUr9eLoiiUSiUKhQITExOMjIwwODi4ZjVJfr+fxsZGGhoaiEaj+Hxu7viNzzoWizE0NMT4+DimeWcHcoZhUF9fT3NzM5WVlfj9flRVxbKs8vd+4zPIZDLrdVnzYNkQzzx4Awqv10tnZyetra13bALCtm0mJycZHh6mWFx5Qv1kyuYbrye5NFTiw7sCbKgz0NSb9wvHkcTSNu9cyvNGd5bBSZM1vD2uM029FubjwYfY5W0qC59BM85/mXqd76W6KMi59ymJG80Yt9L8Yew1AoqHn614hKDqRRUKT4d28oP0eZ5Pn1t2+tuNZ8Wlwji/P/kSZwqD87q4WTjE7CzfSJykUg3wS9HHCKlehBBs9zZw0L+RC8VREvbyZzlvbPvfjn2X17O9mHJueqWDJO0UeSffx+9N/JD/2Ph5arUQQghqtRBHApv4Qfo8/eb8bURidobT+QGeDGymcVq47Pe10WHUcL4wvCKb70+Hd6ELtZyel3YKvJB+MFx3P0isi5+7jJQO9t22tbhPyGTjxGIDTMUHmYoPUizevAE6Ev7zack/3yt4e1gysHpzmGVTUVHBzp07aW1txTCMcpHxjZttMBikurqazs7OJYWPZVl0d3dz+vTpBZcRQlBZWcmmTZtobm4mGAzO2uatYqSyspLGxka2bdtGPp+nt7eXixcvrih/3zAMKisrqaqqorKykmg0SiQSwTCMWfvV0NDAz//8zy9rnRcuXODUqVMrEoOWZSGlRAjBli1b2Llz55zjv4GUkrq6OrZt20Y8Hufdd99lcHBw2du6Fb/fz+bNm9m0adOC24xGozQ0NPDQQw8xNTXF2bNnGRgYWHGxuKIotLe3c/jwYQDy+TynT5+mt7cXcKNuDQ0N7N27l6qqKlRVnbMvkUiE+vp6Nm/eTDKZ5OTJk1y/vki77HUeKMLhMFu3bp0jfEqlEvF4nKmpKYrFIo7jUF9fT2NjIwATExNMTExgWRaqquLxeAiHw0SjUXRdL6+nUCjw4x//mNHRUSzLwrZXXosjJSSyDkfPZTnekyPgVagOa3h1geVAImsTT9uULIlpyxXn/a+zPLZ7Gznoby/X2DhIXkif4+VMz7zC51ZyssQfxV7jsUAH25R6FKHgUTR+IXqYlzIXyMvl38PTdoG3c1c5ketb0r465RT4UfoCe70tPBHcDIAmVA74NvJS+uKKxA9AV2GQ59Pn5hU+MylJm7OFIf42+R7/qOoIAIpQ2KBX8bBvw4LiRwLv5q9zoThSFj9Bxa0bOpHvY2iJdgk3CCgePhLcioab1WIjeSlzgbh9HxS5rDOLdfGzzrxcvnqc//qVX1rRe1RFR9c9BPwVRKNNtDTvoKV5J15PECEEU/FBXnn9yyTiwzjSxnFmh+p3VEHBhm8+LbiUgKnC7Bvs9TT8/rtrcXTQ2trKvn37qK6unld4wM0Zp+XMzpqmiaYtfDn5fD4eeughduzYgaZpy3JzuuH6BG60Zs+ePdTW1nL8+HGmppZuhLtlyxYeffRRVFWdM+Cfue0br3u9C/eKmclix7kQlmWhKAqHDh2is7MTj8czZz9m7o+iKKiqSl1dHU8++STvvvsu3d3dK95ubW0t+/bto6mpadHPfOZnXVdXR3V1dVnMFgrL7ygvhEBV1VmfZTDopm3ouk5HRwePPPIIHo9nwVqMmeddoVCYd/t1FSoHt/rZtdFLXURDVQWZvEMsbXNxsMi7l/MMxhaeja8IKHx8b4hdG71UhlRsRzIYMzl2IcdbF3OL2pWGfAp72r0c2OKjuUrHaygUTEk8bXN1tMR7V/NcHSmRL80/QGqIajy23c+ONi81YRVFEaTzDrGUzfnrBd69nGdkypozvPIZgmePRDiyfXZ4uH/c5I+fizGZWnqQH/Qp7G33cnCrn+ZqHU2FqbTNuf4iR89lGZ6a/8D/9eeraasz+PdfHydfdPjY3hB7OjxUhTRMW3J93OTVriwnexcf5BiGQV1dHX7/TTdPy7IYGBjg9OnTxONxpJTlSN+ePXuor69HURTGxsY4c+ZMOQJ847r1+Xy0t7fz0EMPEQwG8Xg8HDhwgNdee43JydvLMrAcsIqSXNFmMmUjcAeKSN4XzlX3M35hsNvbzGZPXfm1q8UJjuWuMbFA/cp8jNtpvpvuokWPElbdbuGP+jew3dvIqXz/sr/HCTvN0ezlZUeLugqDdBWGOBRoxxDuM2O/r5VWPcrZ4spSyb6b6qIwT5+1+YjZGV7KXOSL0YP4FXeSr0mv4BFfG99Ovbdg65Ce4hhnC8Mc9t80Pjjs7+B7qa5li5+nAluoUG92ZLekzbeSazRoWWdNWRc/68yLaRYwzeUP+mYj6Lt+mtNdzxMKVnPwwLNs2fQYLU3b+dRP/Abfe+73iMVn3/yEgE+0CVQBI1kIahAIzh6oFi1Yi0fujZn3mpqacmhaSkksFmN4eJhkMolt23i9Xmpra2lpaSkP+G+1hr7xu23blEoL51CXSiWy2WzZyWnmAEdKWU51M02zLERuRAVubFdVVZqbmykUCpw8eXLJ3jy6rqNp2rzi7UYUZuYx3Els22bv3r00NzeXhQ+A4zgUi0WKxSK6rpdT0eCmCPD5fOzdu5dUKrWiCFBjYyMPP/wwdXV1s75nKSW2bZdn13VdL0f+bmxX0zR27NiB1+vlxIkT5HKrK0ZTFAW/34+maWzcuJGDBw+WZ+lnngMzmSnQ4vE4qdRsW/+HWj38zBMVbKjVEYBpS4SAgFejPqrxUKuHmojK119LkL1lAkEAW1s8/NNPVRHyu8dbsiSqEOxo9bKlycO+Th9/8VKCeGaumKiPanzmUJjD2/wouLU3jpT4vQrVIZXORoOWGo1vHk1xeZ4C+N3tXn72yQoaohoCKNkSZXrfG6Ia29s8VIVVvvZKAuuWMZZlS3qHSwS9CiGfSlVYpalKx6Pfarg7P221Op89HGZfuw9FuOuTCFprVdpqDQ5s9vE3R5O8e7mAac/+3Dy6QsinsKPNy1N7AtRH3e/QdiQBr0J0o8r2Vg9/+3aKvzu28HVpGEb5vgPuddHX18fbb789b1qrZVk4joOiKOXz89aIazqdpquri8HBQQ4dOkR9fT0VFRUcOXKEl156iWRybSyc5f0meITbYBFNRfF5UDyG+9ptYiczyMK9N29o0ivYZNSizjimC8VRLq+icP6V9AX+QcVBQoqbgqYKhacCW3kvP7AsMSOlJG7nOFMYWPY2LRx6S2MMmQk2GtWAG01pNioJKJ5lN0aWUvJ6thdnmaLLQTJupThbGOJR/0bANT+o1yPUaEHGrfmvTwuHk7l+PhzYwi6fW/vTadSy3dPImfwQWbn0/n46vAtjhiNdvxnjeG5hp7kHBQEY+pKL3RYla+XOcbfDuvhZ5w5wY5AJydQYL73yJ1hWke0PPUV1VRuPHf45fvTyH5Mv3BzUORK+8LxcdBCzFteFYRhs3rx51gCkWCxy6tQpent75xUw0WiUJ554gurq6vJrmUyGrq4uEokE6XSaTCazaBrYjRz8sbEx6urqsCyLeDzOwMAAIyMjxOPxWbn5uq5TV1fH9u3baWhoKBdFCyHYuHEj/f39ZLPZRbc5NTXFpUuX5kQYVFWlsbGRQODmDHoul2NgYHkPtvHx8RULphuF3TeEXzwep7u7m/7+fvL5fFmM+Xw+Ojo62L17d1kI3Xh93759DA8PLyvdrqqqih07dswSPpZlMTQ0xKVLlxgZGZn1XYfDYTo6OtiyZUs5UqMoCps2bSrv62rqgFRVJRgMUldXx4EDB9B1HcdxSCQSXLt2jdHRUVKpVDlyGAqFyoI7HA4Tj8dnRX50DT68K8DGOp1Tl/M8dyJN37iJ7UhCXoX2BoN9HT6Ons9SmCfyUhPR+F9/qgq/R+Fkb45vvZliZMrCowl2t/t49vEwuzZ6+cLjEb784tSsxnOqAttaPBze5mdw0uT7J9KcvpKnaEp8hqC52rU9Ho1bDE/N/awMDT6xL0hTpcbbF3N8/0SaoZiJIyHsU+hs9LC/08uPu7LzNrwzbXirO8fb3Tk0FXZu9PEvnqmeu+A81FZo/MT+EA93+rg6UuL5d9J09RUompLGSo2nHwnz8GYfX3i8glwhzrnrhTkPYgH83IcjTGVsvvyDKd697B57fVTj55+qYOcGL59+NMyb3bkFo1C6rhOJ3Gx1kEgk6O3tXbCe78bECFCO4C60XCwW46233uLJJ58sp7nu2bOHY8eOraru575EESgBH75HtuDZ0Y7RVocSWdtC0fifPU/+7fNrus7VUKuFaDEqy710pJRcK8UWbai8EOen62zqtUj5GfuIfwMKYlltPB0kSTvPqLWy/ooDpThjZqosfoQQtOpRIop32eKnIE36S1Mrev6nnSI9xbGy+BFCEFV9NGvRBcUPwKl8PxeKI67xgXBtsx8PdHI0d5mLMxo8z0e9FuaAf2M55c1B8s3Eu0umCD4IbG2FH/4/d7ZG+O/9H5I3zt7RTcxiXfysc8exHYtj73yL5saHqKnZyJZNj3H2/I/ov356Vuqb5M7PLDY1NVFTU1MeREgpOXPmzILCB9zZ91dffZVPf/rT5QF5IBAglUoxNLT88H0ymaS7u5vx8XEuX75MLLZwD4FSqcTAwABjY2Ps37+fLVu2lOt0NE2jpaWF8fFxMpmFi6OGh4cZHp7bNMnj8fDUU0+VxY+UkkQiweuvv77sY1kpN6I9juPQ09PDyZMn5wz4pJTkcjnOnj3L0NAQn/zkJ8v7qCgKoVCIlpYW+vv7l9zWhg0baG1tLQufXC5HV1cXFy9enFfEJJPJcm3RoUOHyuJYCMG+ffsYGxtjbGxsxaJPURRqa2vZu3cvPp+PbDZLd3c358+fn7MfxWKRbDbL6OgoXV1d+Hy+OUIv5FMJehUUITjRk+PqaKksFJI5h/euFHjvysIR288cDBHyKVwaKvLH358qR1cKpuRkbw7Tcvhnn6ums8ntoXPm2s11eXRBRUBBUwTXRkuc6s1Rms4SyxYlPUMleoYWnjGPBFQCXjf18Oj5LAMTrvABt77kZG9+ybQxcO8Rjlx+xFIA25o97OvwMjhh8nfH0rx75eZ2BmMWX30tjqLCoa1+DmzxMRI35xUwjoT/9mKcCwPFckrh8JTFn74Q5//9lXo0VbBzg5dXu+avy1NVddZ1l81mGRsbW3DfHccpnwMzoz8LcWPC48b5tmnTJnp6elZ17t5vCI+O/9B2ws88jhK8/SbgC2/o/nDeq9aCNM9wDStKi5idWZFL2w0kkj4zRqenFmN62LfH14wqlCXraG5se3QR0bAQMTs7xyq6Ua8gpHiB5UUkB80E9rIk2k3y/z977xkk553f+X2e2DlMT09OmARgEInATO6SXHKXuyutpFWw4knl0vl8db6qK9tlV7nuhctXdVVXts92nVx1TpJLOkm+VVitdlfaSFLkMgAkkYFBmJxj5/TEv180ujGDmQF6AgYYcj5VLAKNfkKn5/l/f+H7Exaz9mqRGJZ9tGgReEBBS8otcqE4wUuBPtq1slPdc/4eurV6bhvzDxQyXwsdWzV41hI2385c3NR5P6lIEijyo/1dSLssEh/tFMt99rlLPp9gZvYWllWO9vT1PIuq6Guep8kQ0qHZD11h8CjlxYtHAWUHfnuxWKwa2YfyYmFubu6BJWtQXhyPj49XFyKSJHHy5MlNHduyLIaHhzl37twDhc9KTNPkxo0baxYv9fX1q0wL9gJCCMbGxrhw4cJDneuSySQff/zxqtesaRotLQ+3X29qaqKvr6+6ULQsi1u3bm0ofFaysLDAlStXyGaz1WNrmsahQ4dWlevVSiVr1dLSQi6X48KFC1y6dKmmLFKxWFwTsc8WXbJFgSsEZ/r9dMQ1PKpELfclTYFnDvlwXHjnan5NWZnjwmzSZmrRIuST6W9b/f0yLEEq72I5gq5GnRPdPryahFLjXSSdd8ndPffnDwdorlPRVemRrzUjAZmuRo2gT2Zo1uTOzNqIc74kuD5usJxxONJZLr1bjxsTBtPrOJsl8w7zSRtJglho4x7BSkkllIVNsVh84LXHcZzqNUfTtJr6D0dGRigUCgghkGWZrq6uLfXpPUlIukb4l79I9B995dEKnycIv6zfFQll0k6RzDYa5yetJPYKg4OA7CGk1NbnaQmHlFO70U6FtFtcM9cnKHvQ5dq/j4v2xkN2N8J0LZbs1YFBj6wSlB9+zzxfGOOWce9+G1K8POvvpkENbbiNjMRXQkfxrnhdP8sPM2PvTMnpZxHXLQ9ULpmCfEmsm+1/lOztK+I+e4rF5XFs20TXfbS1DKAoGlj3LuZeBb56QOJ3j8CBMOQt+KdvCaZy8Cv9EpcXBOc2DpI+lErUdaVoSCQSNVtIz83N0d/fX/17PB5H1/WHCqftkk6nWV5epqmpqXruoVBolcPTXqBUKnH9+vWa+meEENWSuEpzeMUe/EF4PB4aGxurpUVCCObm5hgbG6u5bG1sbIy+vj6CwWB1sdnd3c2VK1c2ZX6wEsuyGBsb49atW1vavrofW3D+doGWmMrZfh+H2z18eqfIhzcLzCxbFAwXa4MgaWusbE7gOIJkziEaWKta/B6ZXMmlNaZRH1p9e3BcGJ41uTBU5FSvl3/y1Rg3Jw3ev1HgzqxBruhi2hs7f5m24P0beeJhhRePlA0Pzt8u8NHNAnNJm6LpYm/emOyhhP0K9WEV2ymbG2SL699l55MW2aJDT7NOyCvfa+5fwcSihWmv8wJFWZhKgPaAKM394udhboKO41Td2lRVrUnEFAoFstks0Wh01UyvR23f/siQwPfiMYKvn1n1sBCi3CRgu4iKGt2J7NYW3PEeBR5UPNK9z9sUNqbY+jDfomuuafaPyj4WeXhGxxUCw938+2IKe01myStp1dKwWigJe0OTgo1wEJTue69UScEjPfyeecdc4Fppmmd9BwjeFYcvB/r5bvYK8xuU/R3yNHHY03zPlU8I/jLz2TE6sB1YSG3uM5DgbukgKEq57FlXQZbLAa+ljODyMAyOC4Zn4Hbt7WQ7wr74eYKQJBlV0VAUDUmWkSS5XO8rgXBdSkYe1917k8wrlEo5xN3IUyAQXTPk9MtdEv/dM3BpET6eE3ytW6r+W7MfWrvZlvipGACsxDCMmq1gK9FUuOcOFgqFas7ibId0Ok2pVKqKn4pxwl5iamqKTCZTc/mN4zgsLi7S1dUFlMt+fD4fsixv2PcTiUSq1sCVfSwtLW3qMxJCMDs7u8qVS9d14vE4mUxm09bBQgiy2Sy3b9/ekdKjT+4UyRVdvnw6SH+rzktH/bxyIsDYvMm71/NcGi6RyDrVkrIKYX95Qa+pEv/trzY8sMbUcUHX1i7iJxYtvvVumqWMzZk+HwOdHk70eFlK25y7VeD87SIzy/b6AgH4YLBApuDw5pkQ3U06r50M8MapIEOzJu9ezXF51CCVd3a08VVTJTyahGkLjPvTXSsommXbZlmW8OgyssyaaGTBcNe8r5tlpYHBwzI5tm1XBZLP56s525vNZnEcB0VRCIVCT9QQ1c0i+zyEf+656t+FEOC6uLkizmIaa2IeO5lFGNaO1E1bE9u4yewQKmVLakW6d423hIO1CWvq+ym6Fu59P6yVmaUH4SKw2PzawxYuzn3n7JVVVKn2e5dRg6X3/bhCYN63Vqq8pw/dFsG5whivrDA+OOxtYsDTzI3SLMV1zufN0FH8K4TVspPnrdzNTZ/3k8rQDHzxX2zux6Uq4NMhGoKuRjjVB88flehpFQR9sJyGb70jePsiFB5DS+K++HnsSKiqjs8boi7aSlNTH43xAwSC9Xg9AVTVgyTJ5PLLvPPuHzK/MLThnlRVZ6XvkWWbPEn+PPKKC57HE1h1rpIEv3cE/nZE8K/OQYMPvlbuVcRwYCoHL7WuF4vdxPHXsTreyHFrPdZ73m4JkPtFWi0LpyeJiqDYTOO1EGJNT5MkSWiatuF+gsHgquxQPp8nlUptWnSk0+k1kfKGhgbGx8c3LX4cxyGZTO6oSL45ZXB72qC3Refpgz6Od3lpqlP53S/V8dIRkz/+aZKxeWvVQr3yRyFgcsl6YIDbcQWLqfUXO3Mpmz//hzRvX85zpt/HUz1eWmMaX386zDOH/PztRxnO3SqbAazHtXGDwQmDg+0enjno42iXl/Z6jd9/M8bNKYM//FGSmeWdC/IIUV4MyXcbmDdClu+5OW70ddluaUbF1bFiYKJp2hoHyZVYllXNLPv9fnw+37rPu5/KXC0oD1Xdy+LHe/ogcqRcciSEANvBHJ4m+90PMW5O7K5F1C4hKC/CV7pySlJtroYbIbN2+5qHnMI6W9ey3doxEq7YXB5H3spxpdXrDSj3PdV6H/i0OM5tc56j3hZUSUFG5ouBQ7xfGGHUXG0f75FUXg0cwreipO67mcsUarTm3gu4LqQ3X/UIwNQSXBuF75+DaFDwy1+Af/SGRH87/A+/J/OvFJcffAy7bbC4L34eI7KsEgrF6e46xZGBV2lq7ENV1k/LqoqGpj6456Cr8xThYD3S3R/9neEPyeYefVaiVsLhxnKpG2Dbq1PwEtAehH+3zoxQV4DpgHeb39bKwL+VNxSPx1NzPXwgEFhlDy2EqLlkbrusbHyuUGnI3wuNzK7rkk6nNz009H4BUikbWk/8qKq6pqyxUChsaihshXw+v0bkhMPhLYldy7IeSXbQFXBnxuTOjEnIl+Xpgz6+fDpEb4vOL70Q4f/8+8SqEq9Urpy1cFzBH3x3meltCAwhyv1B3zuf5SeXcgx0eHj9qSADnR6+fCrEUsbhxsTGQtcRMDhpMDhpEPbLPHfYz1fOhDjc5uFXX4zwv39/ecdK4EqmS77komsSfl1GkcrHv5+gV8ajSli2oGi4j6QGvdLnU8lger1e/H7/ht/RYrFYLbX0er2Ew+GaSm0r4grWD/rsJTyHO6muf4XAnFgg8X99Hze5+Qb8vYKDS8m1sXHRKAe5dEmpzsvZCn7Zs+Z7UGsPkSxJq0rwakWXlOr5VygKC7sGk4UKvhr6dO5HRl5zvrZw15TCbUTGLfFJYZzn/D103DU+eCHQQ2cqxri5vMr44Iyvi04tVs3SmcLmbzKXa7bm/jyRysEf/QBMS/DPfkGioxH+069KjM8LLg3vW11/LtBUDy0thzlz6ufp7jpdFQXbobX5EGdOfQNNK4sk3ePno/Pf2vZ+dwKPJ0hH21E0rZxmLxTT1RI4KEe6EiU4EJbQ5NW/AJ8KrUGY22LkoUJl1o5t29V+mbq6Onw+35pZKvcjSRLNzc2rbh7FYnHL818qVDI4FRvolcNIV/4XCoX2dNNysVh85D0HlYn3K6kYDtTX129qX8FgcI3Q2YrhAZRF98NmMm2XbNHlrct5TEvwm69GOdLhQVdXL3Rmk9bdXh+FgQ4PM8trB4luhZIpuDhcomAIvLpMT7NGfAPDgPXIFFx+dCGHZQt++7Uox7u9KLKEvZ5C2QKpvMNc0kYIaKxTiUdU5u/LaskSdMQ1wgGZ6WWbzAZ9QdvFsizS6XQ1O+nxeIhEIhuKn0KhUC23lSSp2s+2uLi44TFkWSYcDlczwyuzQHsRtaOx+mdh2uR//MlnWvhUMIRFwTWJ3B2a6ZV0PPLW1wlhxbsqi+IKl5RbWw+jgrwlEeKVtDXmBkXXrMlhrkJA0jeddVIlmYC8+nptCYeiW3t64cPCCG8aR2lTo8iSREwJ8Jz/ANdK0yyvMH/4cmiAoHLvWIOlOa6Wpp+gmpsnC9eF734AzwxAc73g7CGJ546U+34y21tObYq9u5raw6iqTveBMzz79K/S3NS3Y/u9PfQBJ45/uVz+JkkcPvgy5z/568faJyRJMn5fmCMDr9HY2IOilL9y8wsjuCsi60LATyYEv9wvMZaBnFV2d+sISXSEBE81wF/e2f7lZGlpiWw2WzgIqs0AACAASURBVF18xGIxmpubqz01678GiVgsRkdHxyqL7ImJiZpmztyPLMt4PB68Xi+hUIhIJEIkEiEQCODxeNB1vTqcdOV/e63HZyWmaW7pvdoMqqri9a6uYW9ubqa5uXlH9q/r+pYi6EKIHRN+Xk3C75WxHUHRdLFW/LQ92t2hjwKcdRa7jgvvXs3zjefCvHYyyO1pk8WMjWGVy7wUudys79NlFKVsDrAy+6Eq5eyIJEHBEKvMDTQFVJlqydh6a22fLuH3yJi2oGSuNmbwVvqL7mamdnLlUDAEI3MmswmLvhadk91e3h/MUzDK56op0FqvcfyAl6BX4f3rBZYzj+aaaVkWyWSS7u5yTa/P5yMej69rSQ9lk5BsNlsN2DQ3N9Pe3k42m133eiVJEk1NTdTV1VXFz8pexb2IEir33QkhEKaFcW3vD42shYxTImHnq+InrHipU/zISFuaHdOpxaoN+QAJp0Chxlk7uqTSoAQf/sT7qFP8hO/rK0q5xZozMAAtWqRcrrqJl+yVVJruc2crCnON7faDGDIXuFaa4Yyvk/Ddz+CLgYN8N3O1Kn7CspcXfD347vb7CATfzlzcVGbr80gqD9dGBC8elWiOwbMDEj/6ROyLn88ysqzQ1jLAmVPfWCV8hHAxzRKGmce2DBzXJhSsx+vd2F7xfhYWR8jnEvi8IUAiVtdONNJEIln7LJoKuu4jGHiws9YDkWQUWcHvj9LX8ywDh79w97zAdR3GJy5hO/eiMAL440Hoj8K/fFYiZ0roCvz+UYEsSZybgx+Mbf10KszNzbGwsEA4HK4KjKNHj+K6LlNTUxSLxWppnCzLaJpGKBTi7Nmz+P3+VXNjBgcHN/eWSBIej4d4PE5HRwdtbW1Eo9E9LWpqZTeiz5UM2qNiq+VDlQGrO8GBZp2XjvgpGi6j8xaJrIPlCFRFojWm8vpTQXweiY9vr99z85NLOQY6PfS26PzTr9fz3vUcM8s2li0I+mSiQYWeZh1VkfjTt1Mksvdu4vUhlS8c81MXVBiaNZlP2ZRMgSyX/+25Qz66GnVG5sw1mRWAvladF48ESOUcxhbMqrhSFYn2uMqbp0MoisRHNwvriregVybgLRsRaIpEQ6T8WeuqREtMQ9MkXBdsR5AvuRRXDHkdmjH58GaRr5wJ8sbpIAGfzK0pA9MWNIRVXj7qp7/NU55fNFQknX80Qt00TZaWlqpmBJWspKZp6wpkIQSJRIJ0Ok08HkfTNAYGBqpuiKVSaZUbXCgU4tSpU6sGGFeOt1eRPPcyDm6mgFvYmuPiXmPezjBhJej2lAeEapJCoxoiqvhIOJtbJQYknXatbpXL2qXi5Bozgo3QJYUGNYhX0ihtwoCgQQ1Rp6y2Jp+ykpuy7G5UQ4Rk7xrL7Afhk/VquVqFlFNkehMDYgXwfmGIV4IHOaa0IiFx1NNGr97AkLmAKRye9/fQoIar/UUZp8SPcoPY+yVvD2VisdxH1ByDQx0S4cDuBmj2xc8uEwo1MHD4i7S3HQHKNzfDyJNMzTA7d4u5+SFS6TlKpRwvvfDbHOx7vuZ9C+EyPXuTWKwdRSkv1Draj21J/LQ0H+KFZ39j09tVUBQVrydIKBRHVTVYkbZeXBpnbPwCjrP6IrpQhP/mZ4I3D8DRGAylIGnApwuCd6aguAPrx2KxyMjICOFwmKamJhRFIRgM8vTTT9PV1VUdHOq6LrquU1dXR3t7e1X4QDkae/XqVZLJZM3HrZSi9Pf309/fv2rWUGWKe8XZqTLbo/K4EAJd1/H7/Xu29K3yOh4l65lAVHqlduLYT0L5kGULwn6Zs/0+3jhVLol0haiWieVLLoOTBt//OEvBWHsDThdc/p8fJfm1lyMcaNL55gsRPFrZetRxyvvPGy63po01ZWeOK1BViZM9Pp477EeRpaqRgBDlDMvUksVPL+cZm1+7QLJsQV1Q4VSPF48eQoLquVuOIF90uTpW4m/PZdf0+6gKnOnz8txhPx5dxqtJhHzlBUdDVOV3X49SMFwMS7CUcfhwsLBqQGu26PLe9TyKDM8e8vO1syG+8WwYCYEryi5ud2YM/v7jLKPz5iMrWXFdl0wmQzKZJB6PI8sy0WiUxsbGDQcmJxIJlpaWqtmcYDDI6dOn6ejoYHFxkUKhUHWebGtrW1Wy6TgO09PTe1r8CMtG8mogQDwKL/QnlHk7w5i1zMtCVI06+vQGOrXYpsXPKV8nYXm18cXHxbGaLaQlSSKi+OjR49wwZms+bpceo1m9V4psC5cpM0m2xnI7KFtUH/O2MJ/L1Jzxisg+DnvvzYRzhSDpFJi1Njd350JxktvGAoc8TeiSii4rvBzo4+PiGHN2hlcCBwmtKHl7N3+beevBJfT7lCkUqVYu1AXBs8tLm725ktqjyLJCa/MhurvOUKlPKRRS3B76gMtXf8DS8viqxZVpbj4HOL8wzNGB11CU8gWrsaEP+OGm9+P3RaoCbacQwiWdnuej898iX1g/ApM24T/ehkfpUjc9PY2u6wghaGhoqFpgt7a2rrJJvh/HcchkMgwNDXHt2rWajydJEuFwmBMnTtDf319doLuui2EY5HI5crkc6XSaXC5HqVTCNM2qELJtm9bWVo4dO1adX7PP+tyfmclmsywuLu5I2VklK/g4mVyy+MGnOUbnLBqjKkFvuUTNccqDNkfnTC4MF8nkN14mzCZs/v3fJTjZ4+Vgq4d4REFTJAqGSzrvML5ocXvaJFNYLZ6SOYefXSuQzDq01muE/TK6KuEKyBZcppYsroyVmFm21jULGJ23+P7HWfpbdRojKn6vjKpIWLZLMusyPGfw6VCJfGntxhKgKDKyXDYksGxBtugyk1gbEZEl1h28upxx+P75LLemDI4f8NIUVVGU8rmPzFlcHi2ylHbWfd+G58y7wspeM+C0+vrmTGxHMJd8cJSmWCwyNTVFfX199ftUsVRfj1wux+TkJA0NDcRisarpR0tLy0OH/i4tLTE1NfXYv7fbwU1lkUM+kEAO+Mof8Hb9xvcAC3aWG6VZ0k6ROrX8/ajMk7lemsWits9UReb10GECKxbpecfg3fzQpsrnYkqAs76umsVPRPZxUG8ivqL8bN7OMGklN1X2BvB6cIB3cndwa3jNuqRyQI/Tq8Wrj2XdEqPmEqlNlL1VtjtXGOEZXxcderkS5jl/D3EliCFsTvk6qyVvtnD528yVbc1i+jyhqmWHTQCvpzwLaFePv7uH+3wT8EdpaT5IMFj+EZlmidtDH3Duk78im924gXUzpFIzK4wEJOrqNl7M7xau61IsZUgmZ7h89e8ZGftkTdYHykNOLfeeE5MERDzgVyFlQGGHrilCCEZGRigWi5w6dYrm5mZUVa06uFUW0K7r4jgOpmlSKpVIp9PcuXOHycnJTWUAPB4Pvb29HDx4cFVENpVKMT4+ztjYGMlk8oELlGg0+sh7ZvY6juOsETlLS0ucP39+jWX2XsW0BDcmjAc6qdWCYQnO3ypy/lbtiwHHLYuvyaWtCUnDElwZLXFltPaob8Ar09tcLqV763KOty4/+HPUVYmGyMZ30ZIluDZucG18c+/ff3jrweUyAvjzf6gtqlwqlZicnKS5uZlcLsfExMSGWZ8KMzMzRCIRPB7PKtfJDc9HCDKZDJcuXdo1R8pHhTmxgNrRiISE7POgxMI4S5uL4O9FbFyulqa5VJrkleBBJCRatAgvB/r5pDjBkLlQ036OeFr4UuAwfule+eBHxRFuGnObCjHWKwFeCvTx/ezVVQ3/6yEjcdbfxVO+jlUzfT4tjjNp1V4xUeH14AD/h/YeI9bSQ5/brIb5WvjYKqOFaSvFx8WxTR8X4IPCCD8fPkGbFkWWZHr0OF16Pa1alLgaqJa8TVoJPi6M7Ze81UhbHMJ3Yz6Guf0xAptlX/zsIsFAPQ3xA9W/Ly2Pc2f4ox0TPgCZ7NIqF7VQMP6AZ29MycixsDiy5fMol2w52LZJsZRhbn6IoZFzJJPTuBtMin62pVzadn7urvV1CH6+G5r8EleWBD+ZKGeGdgJFUZAkqdrfY9s2y8vL5HK56sLCtm0MwyCTybC8vMzi4uKWIqjRaJT+/v5VZgmpVIpLly4xOjpak6ipuL7tszGVGSorUVW15sGQ+zx5dDao/ItfrOd//uslrtcg+CIBmdefCiJJ8CdvpXb9hloLQgiWl5d5//33yWazD7WthvKcr9u3byNJEr29vdWexY2em0qluHHjBtPT03s+aFK6OoL/+aNlBxxNwXu6n/yPPnncp7Ur3DEXeC8/xAlvO/VqeTbeFwL9DJuL/GnqPAt25oEC5oBWz39e/wVatWi1dC7lFPgPqfNYm8xQeGSNU74OfiF8kr9IX9iwdE2ibK7wZvAohz1N1cezTolzhTFm7Nr7biq0alH+cf1L/NvFn7DobBwACcteXgkc5LXAoepjhmtzy5jncnFq08cFGDEXuVKa4oS3nYjiQ5FkTnrbCSqeVY5yf5e5RnYTfUmfZ+rDcKpPoj5c/k4uZwTG/pyfzy5eX4hIpHwxEEKwtDzBwsLwjh7DMPOr6ng9em1D8e5nYWGEd977oy2fh3AdLNukVMqSyS7hOA/+ZssS/M5hiamc4Pxc2d76V/okvtYNwyn49UMShgPfG92ZcoempibOnDlDU1P585iamuLixYssLi7u6GJBVVVisdgqC2bDMJiYmGBsbKzmY1WssPfZGMuy1kS5K656+3w+MCzB2IK1rWGQu4Fpmpue/VQoFLh27RqpVIrOzs7qzB9FUaoBnFKpRCKRYHR0lKWlpT0vfACM62PYs8to7Q1ImoL/+WMY10axZ3Zvhp0E+CQdXVJQJQVNUlAlGY17f27VIqu+d4okcdjThF/WsISDLRws3PL/hYMtXExhU3yAgUDONfhp7iZHvC38XOg4Xlkjrgb5jejTaJLCD7PXGTWXybqlagmbjES9EqDX08B/EjnL68EB/Hdtqm3h8J30Zd7N3WH9As/1qawpWtUov1f3Ao4QvF8YYsZKUxD37u1B2UOvHueXwqf4SuhI1R5bCMG5wijnC6PkN2E3vfLYvxV9hpRT5O+y15gwE6uc2zRJoV2r42V/H/9Z7OWqQ54QgkkrwQ9z1x8omh58fHgnd4dXAocIK14kJI5722hSQ9X3Ne8a/Dg3iLEJM4jPI6oCLTH4uefhuSPgu6sd70zvrs017IufXUVTPXg85UZ3x7HI55MUSzs7r8BxrFXtMrK8tULKfCFJfmLz6ent0BeF746WbzRNfnijE/7spuD7o/BPjku80g7f2wGXU7/fz6FDh2hsbESWZdLpNNeuXdtx4QNle+RoNLrqsXw+z/z8/KaySF6vd8+aHewWhmGQTqerTlpQHkwbCtXumLjP3iZTcPmHq9scCPYEY1kWo6OjTE5OEg6Hq0N9K/2D6XR6z1tb348olMj94BzhX38NJehHa60n9HPPk/vBx1jTi7tSLxORfXw5dJQ2LYJP0vDJOl5Jwydr+CQNr6zTo9cjr3BT80gq/6z+FVJugaJrURJW+f+uRVGU/z5mLPN3uWsP7BO5Y87zV+kLtGtRTvs60SWVdq2Ofxx7iTO+Tj4ojDBpJsi7JrIkEZA9HNQbeSV4kIN6U7X8yxIO7+eH+feJdymKzQmQtFPkjrHAEW8LfZ4G/uuGN3i+0MOF4gSzVhpLOFUB8oVAH2d8XYSUe0GncSvBtzOXai7VW8nP8sMc8bQQU/z88/pXq6951FzCcG1kSaJO8fOM/wCvBQ4TV++ZCaXdIj/N3eTt3K1NH3cll0qT3DEW6NMb8cgqR7wthGUv2l3r8EvFKYbMhU0Jyr2E3wMne7e+vSSBR4N4BM4eknj9NDTHyqECy4ZPbsHyLvtE7K+mdhFZUdHUstR1HBvb3vkUqaJoK43VsKy9kYaVAI9SHnSqyvBsc1nD/d1YeebPSAbe7NqZY8Xj8VVzMObn50mn048kSlqZ6bMSwzA2HGq40T4qUd6d4v7F0WehpM5xHHK5HIVCoSp4fD4f0Wh0QyvhffYeIZ/MwTadgiG4M21gu+XeoENtOsG7DnALKYebU6uvffUhhYaISq7k4tEkGsIKkgSpfNmsIbtisKlXl2iv16gPK+hq2Q2vwtCMyVzSfqw997Ztk0gkSCQSj+8kdpHixzdRW+rxv3gcJRrEd+YQst9L4dwg1tQiTiKDKBiPbER8gxriH8de4pi39h5aVVI463/wTeujwghv5289UPwIygM3AwkPvx+Dk952fLJOQPbwcqCflwP9GK61SvyokrxqMGjJtXivMMS/XfwJk1ZiU0t0R7jcNOb4N4s/5PfqXuDLwQHiapBfCJ/k50PHKQoLw7XxSCo+Wav2wJTPXTBjpfjT1Dneyw9t2ugg5xj864W/46uhY/xO3XNEZR8vB/p5yd+HiUPOMVAkmZDsQbnvuDnH4MfZQf4sdZ7MJtzl1j0P1+D9wjBn/V20y3U0rjBxEAi+n7266YzWXqIpBv/97259jaAoEPRCPCLh87DqenpjXPDBNUF6l2NW++JnNxGi2o8jyTLSFrMyDyIYiCGtiD4VinujMVQAs3k4XAdLRXijS+KjWZgvQFADXV79g9kOlWGiFSp9P48CSZLWlKtVLKxrJRqNEo1Gdyzzc//cGUmSqj1Qez1inM1mmZ+fr4ofVVVpbGwkHo8zO1u7Res+TyZhv8wXjgY43efjo5sFhmcNcMtipadFp7tJp6tRY3DSWCN+DjTpvHYyQN5wsWxByKeUB8MiOHfX/CFXclFkON3r43RfOXKtyBIHmnQifpmrYyWWsw4Lqccrfj5vCMsh99MLSAEvgReOI+kqnuM9aN0tmMMzWJPzOIksbr4Elo1w3C0LIWt6CTf1ZBmkGMLmx7kb5F2DX4mc5nl/D01quLrg98gaHllbs50rXEbMJT4sjPBHyQ+4bcxvOjuRd02uFKf5uDBOzjEouiYvB/pp1SLIkkxAWt37Uj1n1+aOucBfpy/yncwlFp3NV7lcM6YZMZf4g+W3cRG8GTzKIU9TeWYeKp517omOcJmzM/w4e4M/TZ3n9hayTevxXv4OvxR+ihY1skpozdsZPiyMfKZL3nw6HO/Z2QCp68LQjOCPfiC4PfXI4hYbsi9+dhHLNjGMPKqqoyoaXm8QVdFXDfvcLo0NPSsW24J0Zn7H9v0oEQJ+PCH42gGJgTqo98L/drH8a/Ao0BGCxR0yLbp/gd/Q0EBLSwszMzOrhgbuBJVylJVomlZzH4qmaRw4cGBN6dx2EEKsmg4vSRKaphEMBslmd7YMc7fJZrPMzMzQ3t5efY/r6+vp7u4mm81+ZlzfPm+4oix8Xjke4GS3j/eu53nver46D2g54/CdDzN0Ner80gvhDfdTF1QI+2Xev1Hg9nQeny7xxqkgTx/0MbFgMTRrEgspfOFYgIW0zU8u5siVXL5wLMBrJwP88EKOm1PGhnbX+zwa/C8eQ4mFkXUN4bpI3A3ahPz4nurDd7IX4bi4+SKiZJXnAW3xQ8r89XuUUkOrHks5Bb6TucTHhbHtv5gVjFpLNVsjm8Lhnfxtxs0ErwUP8bT/AD16nCY1XC3BsoVLUVhknSLTdooxc5n38kO8lb9JahODRTNOkf838SEyElm3xNu5Wzi4XDdm+J8Wf8zV0gwv+ns4oMdpVEPVbJPp2mTcEjN2ikFjjp9mb/JBYXhTmZfvZC5zrjCKhMS5wiglYWEKh/9l6SfcKM3yRmiAXr2BNjVKQPHglTRs4ZBzDRbtLHfMBT4qjPL32WvM2TtXSzVhJbhYmuSIt5Wocq+X+h9ydx5qPLHPPRwHFtKC66PwnQ8EP70A2cdgSLkvfnYRw8iRyS0RCNQhywrRcBORSBPLickd2b+iaPR2P418t8ZXCMHMzOCO7PtRI4BvD5VtrSMe+ONBuLp0798SJcGVh7tc1kSlLj4YDCJJEvX19Zw4caJqPbsyK1I9PyGqVsrFYpFMJlOTULAsi0xm9QU4EAjQ0NDA/Pz8AzNAuq7T1dVFd3c3Pt/WjCvWw3VdUqnVjjter5eOjg5u3LixY8d5HDiOw/z8PNPT03R3dyPLMrquc+DAAUzT5Pbt22Sz2ZozXH6/n7q6OnK5HJlMZs9nxvYqugqvnghw/ICXd67m+GCwsKbVw3LKw0ote+PPSJYkbkwZvHe9UJ0n1B7XeOGIn5C/HDSqD6mE/DI/u2Ewm7CwHLgxUeKV4wECHqk8ZuaRvdJ91iBLRH7jS8j+BwSMJAlJVVAiQdjmKDQpsPY4i06OP1h+Z3s73iFGrSX+KLnMj3I3OOxppkuLEVMCeGQNS9jkXIOEk2fYWOKWOU/aKdY8zLTCspPnX85/Z83jApi2U/xJ8iN+mhvkiLeFTi1GWPahSQolYbHs5BkxFxkszbHs5DYtCv7d8tvrPm4Kh+9mr/CzwhDHvW306Q1EFD8BWcd0bVJukSkryfXSDJNWclMzjGpBALeNeXJuqSp+TNfmR7kb5D7jLm/5Erx3devvp3DBdKBQgqU0DE0Lzg3C8AyYj2ks0r742UVy+QTLyxO0NPUDEI8foL3tCKn03LpzbzZLV8dJ2tuOVk0OHMdmfPLytvd7P7rmIxSKEwo14PdF0DQvqqIhcLFtC9MsUigkyWSXyOaWan5tcwX4Xy8KAhpkViTDsiZ8ZwTSO3R9WV5eZmpqilAohM/nqwqg+vr6DbeplIqZpkk+nyeRSDA3N8fk5OQD52hYlkUikaBYLFYFjM/no6uri2Qyydzc3JpeFEVRiEQitLW10d/fT11dHa7rrltCtxVc12VhYQHTNKt9RB6Ph/7+/qoZw8rMUAVVVdE0rTr76EklnU4zNDREOBymoaEBgGAwyKFDhwgEAkxPT5NMJikUCliWheu6yLKMoijouo7H48Hv9xMKhYhGo8TjcQYHB8nn8+sK430eLYoscbbfz+k+HzenDD66uVb41IppCxI5Z9Ug1ZIpkABVLpd15EsOhilojWlEAgr5kkt7XMN2Bdmi2M/6PAYk775d/UpcBJNWckszc3YCC4dxK8G4tfs9Z0mnwLv5O7ybv7Prx+7UYqvmJd0257lemsEUe3eIcC0sJOHf/PnWxY/rlkVOtgjLaSg8AVpxX/zsIrlcgtm52/T3PofHEyAcauBQ/0ukUnNMzVzHcba6sJJoax3g6bPfxOsLVZvXp2dukEhszdt+PbzeEE2NvbS1HCYe7yISbiLgr0PXfSiKjhAutmNiGgVy+WXSmQUWFkeZmb3J/MJwTQYPjlgtfKA8+HRyB6uxTNNkcnKSeDxOW1tbTb00ldIwTdOqmZvOzk5isRjXr1/fMAskhCCdTjM1NUVfX19VwDQ0NHD69GmmpqbIZDJYloUkSei6TiAQoL6+nqamJnw+H5ZlMTk5SV1dHXV1dds2J6icUyU7AmXBFY/HOXv2LDMzM+RyuWr5n6IoVeGjKAozMzOMj49v6xweJa7rMjs7y+DgIIqiVN+zQCBAf38/LS0tJJNJcrncGvFTscYOBALVWSqSJDE0NPTwA+/zSJAliAYVroyW6GzQOHbAy8XhrTUw247AXi8zJFE1iplPOVwYLvJUj5egL0y24NJar3LhTpHZhLUnen0qPXzAZ0KwC8sBeZdU5766fSCSJBOLtdPZfoJ0Zo6JySvY9vaCYV0dJ2ls7CGdnmd0/AKWtT2DgkdBixrhaf8BwitK3n6YvUHS2WWP5sdA0YQLu681Hyn74mcXsW2DmdlbTM8M0tN9BllWaG0Z4Jmzv0zwZj0Tk1fI5Zc3VVoTCjXQ2X6cowOv0tZyGKVia2kZfHLxOzju9m98kiQTq2vjYP+L9Bw4S7y+E32D+UGa5sHnLc8zams9Qm/308wvDDM8ep6bt39GLpeAx1gd6/F4aG5upqWlBb/fv+X9SJKEz+fjyJEjKIrCuXPnNlxkFAoF7ty5QyQSobGxEShnUZqamqivr6dUKlWzP5XMQ0WQGYbB2NgY165d49ChQwSDwR1xfTNNk8HBQaLRKHV1dUB5wVRfX08sFsNxnOrrURQFRVGQZbk6+PVJFj9Qfn2VOUoDAwPE4/HqawiHw6vmLu3zZGO7gvO3CtyeNvnmi2G+/nSYXNHlzszmF1yCh199TFuwmLZxXHBcQdF0+fROkcFJg0zxyV8Y67rOwMBANdN88eLFNX2HewohyH7nZzvnePMQrMmdaZD/rKJpXg50PsULz/0mE5NXSCSnSaW2ZybTfeAMx499mYmJy8zM3nwixc+L/l66tBjqXbODhJ3nZ/mhz7TL22eZffGzyySTU9y8/R51da3URVvRNA+dHScIhxvoaD/O4tIoqdQc+UISr+eeX70kyfj9EaLRFjx6gGAwRjTSQmNDN+1tRwmHGqrlbkK4XB98i8mpq9s+X0mSaW7q59TJr9HddRq/f3ON9x5PgM6OE8Ri7UQizXzy6d+QzizwOARQMBikt7eX3t7eqtV1Pp9nZmaGTCaDaZq4rrtGfFayAhVTgIaGhmq5nKIo9Pb2Mj09zdjY2LrHrfShXL58mSNHjtDU1FQVN6qqEgwG12wjhCCTyTA2NsadO3dIJpMsLS3R0dGxI+LHdV3m5ua4ePEiAwMDNDU1VUvqJElCVdU9P1eoVCoxOjpKsVjkwIEDtLa2EgqFNlU6WCwWWV5eJplMfiYGRu5FhIBE1mExbfODT7L80gsRvv50iL94L810oizQJQl0VcLvkdFUCaSy/bVlCyxHbNpJqLdFJ1dy+cnFHNPLeytz4vV6OXjwYDWocf369T0ufiD3g/OP+yyeKJob+9F0DwuLYxjG7pu4iLvOta5rIz4H18Ww7OWLwf5VFtfvF4YZs5Zx9jsA9yR7e3WzB7Fsg7HxiwQDMZ46+bWqaInVtRONtFIqZcnmligWM9THOqrbebwBTp54E8MooOs+/L4o4VAcjye4ZjF3Z/gcH1/4m22nokEiXt/Fmad+hwiVOgAAIABJREFUnr7eZ9G0ciOoEC6FQpp0Zp58PolhFnAcC0mSqy52wWA90UgzmlYWCcFAjONHXgch+Oj8t8gXUg859s7i8Xjo6+vjyJEjVbExPz/P0NAQ8/Pzq0qg1rwLd0WOqqoEAgHi8TinT58mEAhUy+H6+vo2FD9AtXStUCjQ3t5OY2Mj4XAYn89XFRmO41AqlcjlctV+oNnZ2epMoNnZWYQQVRezVCq1rQZ827YZHR0ln8/T1tZGQ0NDtQ+qUu5VyQCZpkmhUCCbzbK09HDniZGREZLJe/XohULhgb1R6+G6LhMTE6u2MwxjU/1GlmUxNTVFMplkZmaGeDxONBolHA7j8XiqpXwVQwvDMKqfQTqdJp1Ok0wmSSQSNYmfSj/Vhx9+WH3MNM01phf7bB5XwMSixY8uZPmF58K8eTbEtz/IkDdcjnR6eKrHR9gv0xHXcAT85isRDFNwfaLEp0ObiyQXTUF9SOHrz4TJl1xcV5AruQxOGozNm1WXuScRTdM+E3O79lkfXfdzsP8FPB5/+f67y+LHskqM3S1NS2fmyeWXd/X4j4MvBPp5ytuB966deN4x+F7m6uei5O2zyr74eQzkC0lu3HwHVzgcHfgS9bEOZFlGlsvZHb9/rV2Nrnk50Hnqgfu1bZPbQx/wyYXvbDsNDRAM1HH44Ev0dJ9F07xll7D0LOMTl5ibv0Mms0ixlMGyDFzXBiQURUXX/fh9EaKRJtrajtLVeRKfN4ymeTly+FWWlie4PvjWDoiz2mlqaqK7u7sqfDKZDDdv3mRkZOShwy8rc3kqTm/Ly8tEo1GOHz8OlDND9fX1Dx2kads28/PzJJNJIpFIdd5QZdiq67qYpll1kysWi6sW3NlsdsetqB3HYXZ2luXlZSKRCH6/f1XZneu6VZe7UqlEsVikUHj4BX9qaoqpqe31mwkhmJubY25ubtv7yeVy5PN5pqenCQaD+P1+dF1HVVVkWV71GRuGQbFYJJfLbdrYQQhBMplcJfz22TpzSZs/eyfFbLKcfXFcuDVt8p2PMkQCCrZbzurkii4zyxYzy3Bz8l6WwxVUh5dOLpr88NMsc8nVmZyhWQPDdplYKH/Wh9t1YkGFxbSNZbuoMkiKTFu9xqE2D3/ydoqFpP3EWttWAhf7fDaJRpppbOjGtk1kZe1sn0eNEC6J5DSJ5PSuH/txcNzTxq9GztCu1VUHx/6sMMyl0iTGJoe27vPksC9+HhPZ3BLXbvyUdHqeQwdfpqvjBD7f1vsQkslpBm+9y83b75FITrHdsjJJkmlq6uNg3wt4PAFc12F65iZXrv+Qycmr5PKJ6sDWjZBlhfGpq8zN3+HUya8TCTfi9QY5eeKrjE9cIpXe3qK2VhRFoampqVoGAjAzM8PMzMxDhc96CCGYmJioip9K9qdiTvAwTNNkcXGRxcXFTR/7UVE5p88ylflG6znZ7fNkksy5/OTS6tHfli24Nr66jOvOjPnQHqCFtMNCem32cXrZrpa26arEi0cCaKrEW5fzzKdshBDIksSxLg+/9oUojRGVpbs9QU8imqbtiCvkPk8msbp2wuHGHTUz+jwjIyEhrSlfi8p+zvg6+bXoGZ71d1ezPvNWhr9If8r8Ds4Q2mf32Rc/j5FiMcPw6MckklOMjV+kve0IrS2HCYcaUdWHR3RMs0giOc3E5GWmZm4wM3OTYmlnfpB+X5i2lsNEoy0ALC1PcPnq33Nn+KOaXNsAXNchkZgkn0+gKBpnT/8Cfl+EhvouWlsH7tpgP/rIic/nIxQKrephSSQSNWUwNmK9Gvr9Bcc+++xthBD4PRJeXcbnkdEUCUmSiAYUepp1DMslV3SeaMe3/czPo8XnC9PRfpyG+AH8vjCu65IvJJmdu83k1LW7VRD3beMN8/KLv4NhFLg2+FOWlyfWPKcu2sqRgVeRJInhkfPMzt0GyvP7GuIHaG7uJxxsoLV1gHCoAVX18OJzv0mptLoa4MKl77K4NLbuuYdCDXS0HSMWa8fnDQISJSNHsZBhcXmMhYWRddcQPm+Yg/0v0Hx3TEeFxcVRrt98G8PIr9nmfgKBOtrbjtLY0INHD2CaBRYWRxifvFwOpD6khFtVvXR3naKxoRufL4IQLvl8ktm5W9tyy+3SY3wleJR2rY6ia+Ig8EkaDWqIXr2BXk+cgOwBwBQ2f5m+wPnC2Ocu6xMNwotHYXgW7kyxreDPgSZoioEsQ64IIzPlWUK7yb74ecw4jsXS8gTJ1CyTU1eJRpoJheJEwk0Eg/V4PH401YOiqDiOjWmVMI0C6cw8qfQc2dwSieQ0xUJ604PMHkQwGKepsR9ZVrBsg8npa4yOX6hZ+KzEMPJcv/FTeg6cwdsSRJYVDnQ+xdDwuV0RPx6PZ5VJgOu6GIZRtXLe6j5XIoR4omff7LPPPg/HcuD9GwWePezn1RMBoOyA7QpwXcH3z5fL5p7kWbef654fWULSNSSPhqSpCMdBGBbCtMDefqquqbGPp068SWvLYYLBOIpcthQ3rRKZzAJjE5c4/8lfrREDuu7j2JEvkc+nGJu8tK74CQTqONj3PJIks7w8URU/mualrXWAg30v4vUGCQTqUFUdvy9Ca8uhNffQwVv/QPlbu/pL2tJ8iLOnv0FjQy8Bf3nQuizL5XWFWSSdmefy1R9wffCtNecm3S3JLzu9lsva/f4IQ8PnuD304UPFT32skxPHvkx31ymCoTiypOA4Nvl8gtaWw+i674GVJOFQI88+/Su0tQ4QCsZRlLuutrZBKjXLyNgnXLz0fUpb6H+KKQFeCR7keV8PpnAQCDRJQZdU5BW/I0e4fC9zhb9If8qys/smE48TWYLeVvivfk1iIQVXRuCHHws+vb21/Z3sg2++LFEfhmwB/sf/T3BxaHdtsPbFzxOC41ik0rOk0rPIsoLHE8Cj+1FUHUUu9yWU+y8sHMeiWMphmvlHNnHe5wsTjTYDkM8nWVgYWRNh2gy5fIKZ2Vs0xLvxePw0xrurttyPmrIzzb33qTJrR5KkLb9/ra2tq/Zf6YnZZ5999jbXxg2WMg51IQWPVl78mJYgU3CZSViUzCdY+fA5y/woMmpTHVpnE1pzPUo8jOTVkVSlHFYWAmE7CMvGzeSx55JYM0vYU4u4uc0ZsESjrTxz9pv0dj/NwuIo1258i0x2gbIxUAdHB17n5PE3kZB574M/fmhZeK2UDQYusXy3zO1Q/0scPvgSi0tjXB98m3RmftXzy1mf1d9RRVF5+vQv0tvzDNMzg1y89D1yhSSyJOH1honXdxKLtZPLrz+0tFTKcePmO4xPXEbXffQcOMuZU9+o6fx9vjBHB17l6MCrGGaBy1d+wMLiCADx+k66D5zB6wmiaeuPz9B1Py+98Fsc7HuBZGqWjz7+FunMArKk0NTYw5GBVzl5/E2EKzj3yV9u6X2XkNBlFX2DJXHaKfLdzGX+OHWOEXMJ94nt+Hs0+DxwogcOdUgc7ICOBsHwNFsWP5k8NMfgeLeE7cBP+uH2tGCTP8ltsS9+nkBc16FYzFAsPr6a0sq8HiiX5210UdwMydQMjlPuiQkGY0i7VCZmWdaqXhxJkohEIni93k07kAFEIhF6e3urf684fO1bIe+zz97HtAUTixYTi7X3A25nZthOEwgEPvsluKqCp68d71O9aAeakSMBlIAPye9Z974ihECYFm6+hJstYM8lMW5NYFwdxVlO13TIowOv0tVxkkRyig/P/0emZwYxzXLp9IQvzNLSBF95/b/g2NEvMTZxkYnJyzvyUh3HYjkxwXKinC1qbOjGdR0KhRTTs4MsbVDitpKAv46mpj4URePjT7/N1PQ1rLtVHKqq4/OF8fsiG5oYuK5NOj1POj2PqupEw001n39ry2EOdJ1CkiSuXPsh1268RaGQRIhyeX2xlOXs6V+sZnPu5/DBl+jteZZSKcfb7/7fzM3fwTSLgMTU9HXyhRRffOn3OHTwJcYmLjI3v7lpnBmnxB1jng6tjpjixyfpgERBGMxYaa4ZM7yfH+KjwigzVgr7c2ht7feWhYpUniJA0YTRbbRs35yEhSTQDaoCx7rhh5+wL372efzIsoKilEvFHMfaUrnb/ZhWsRqV0TRf1TnlUVMoFMjlcti2Xe376ezsZG5ujqmpqU2Jlng8zpkzZwiF7vn9O47DyMjIjp/3Pvvsszf44he/WHVtfNwEg0E0bfddwHYLORIg8NppfCd7UeIRZL/3odtIkoTk0ZE9OsTCaK1x9N5WvANd5N+/hnFzHMyNS7CDwTid7cfxeILc+PgvmJ65cXcBXqZYzDA0co6BqS/S2/00Rwde3THxsxNYtlGtcohEGpmYvHfPs22TbHaJbPbhIww2j0RTYx910VZm524zMXmF/IpAaqGY5uatdznU/yLBQGzd7Y8d+RK65uP69Z8wNX0d162Uqwty+WWGR87z1ImvEgrW09lxctPiZ8pK8ofJD/hu5gpeWUOl/Du2cMi7Bkt2nnk7Q0ls3hzps4JXh+5y+zeuC4spGNzGnPPFFMwlwLRA16CnBULrJ/4eGfviZ591cV0HxzFRVQ1ZVlF2wFJTUz3VcgzLKu1oj9KDcByHxcVFMpkMsVj5AhuJRDh16hTBYJDx8XEKhcKGJXCaplFfX09HRwdtbW3U19eXb6Z35+CMj48zO7t9a/F99vms4T3dj/dUPyJfIvf2RZz5z6YFeEtLy54fCvzEI4Ha1kD4m19A721FCW092yZpKmo8ghL2ozbHyL9zkcL5m4gNuq7rY+34/RFc4TAzewvLXPs8x7GYmLxCb/fTdLYfR5LkHSt92y6lUo6R0U84cewNnj7zTVqaDzMyep7xictb6pOpFY/HTyhYj6Z5WU5MksutrSDJ5ZNkMos0NvSs+bdQKE402ookSYxNXFohfO5hmAWSqVk62o4Rr+/c9DkWhcWIucQIj0L8fTbQVWitL6/dSiZMLUJ2G1ka24G5pCBfAl2TaK4vl9btJvtX633WxbZNDCOPxxPA5wsTDNRve5+xWHs1m1QopHb1xjAzM0NjY+Oq2ToNDQ0EAgH6+vrIZrPk83ksy0IIgaIoaJqG3+/H7/fj9XqrM3AqAs51Xebm5rh48eKWLLP32eezjBwO4Dt7CN/pgwjbwZxcoJjMPjDCvs/epjIw+FGUACtNMaK//QZ6T2u5p2cFwhWIkomTyOCk83cNDhxQZCRdQw54UWIh5KAPaUWGTtI11LYGgl9+BuEKiucHEcW1xjUBfxRF0TGMPKZZ2DBwV+m/8XpD6LqvJhe03UAIl08u/A2GkeP40Tc41P8Cba0DPHVyicmpq9we+rCm8rnNoms+dM2LJEmUSllMaz1xKSiWMuu65IWCMRS53MP24vO/xdkzv7imK15RVGJ17ciygs8XWrOPfbaPqkCkPCKRoimYTWw/cJ3MQtGAuhBEgxK6trt9VPviZ591KRYzJNOzhMONBAMxGhoOoA35sKytyX3fXetsTSvL+7mF4V1xeqtgGAaDg4NomkZvby8ejwdZlgkGgwQCAeLxOI7jVG/alcxOZQjmygbiys19eHiYS5cukUqldu117LPPXkHSFOSAr+y+pWvIHr0cDX/cJ7ZPTQSDQXp6ehgcHKwpuOPz+ejv7yeXy+14GbDk1Yn8+mvovW1ISrmnRwiBm8lTujyMcXsSey6BMG2wHIR71zpZksoOcIqCpKsodSH07hY8x7rR2huQVAVJllAaogTfOIubLlC6PLTGdlm+6+omXOeBFQsVB9GKqc6mXiMS8Oh6tTLZBS5c/j4jY5/S1XmS3p5naGs9QkN9F309z3L7zgd8fOHb1b7cnaD8vpVfk+s6GwY8Hcdet/JCUfTyZwjE6lof6LJoWkUce/Pn3tl+gra2IySTM4RDDbS1HUG4LmMTF7gz9BH5wr1sdTAQ49DBl2hvO4qu+8lk5rlx8x1mZm/iODZf/8p/ydDIeW4PfQDAV17/5wT8Uf7me/8a13X4/9l77+jI0vM+8/nuvZUDUMi50Q00gG507umenIfDIcU5okmZlGlLa0uybMkrnbPW2rs+u5bXZ4Ot1a53Zcm2JEtaWZZJihItDUXOkDOcGU7umc7oCDTQyDkUULnqhm//+AqpkToUOgzrOQenuwo3o+re7/e97/t7a6pbeejIF/nhW79LJpugLNLAvr3PUVHRjHRsxid6uNrzHtH5saV9Njbsp6lhP8OjFwn4I7TuOo7HE8wbXrzFzOwd5J/dJJoAX94w17KVQ9udks4qd00Arwv0u1ymWBQ/DwhCCEKhSirKdxAMluEyPOTMDOnUAlPT/cQTMwWNpCSSc0xPD7Cj8SCG4WZH40FGxy5zrfcEt2pIKITGwX0vURZpWLoRDgyexbbvrjV0LBbj7NmzzM7O0t7eTnl5ObquL4mcm0lbyeVyjI+P093dzfT0NMnk/TGzV6TI/Ya9kCTXN4aroRI7GsccmlQz8p9ipJTMzc0xNTV1z46hvLycsrKyO07D83q97N+/n9LSUrq6ujad5KmoqGDv3r00NTVx4cKFO9rvGgQEnjqAd8+OZeGTM0mfuUby7bNY0/PIZAZpbj2ZZg5Pkbs2QvrkVbyHWvE/vh+jqhShCYyaMnzH2rEmZ7HGV6dnZXMpHNvC6y9FExvXdqneOWqgn1snNW4zNN3A5fIUpL52I9LpBdLpBaLRUbqvfUB5pIG9e55ld8sj+P2lZHNJzp7/XsH2Z9k57HxExzA8Gzq8GoZ7aWywkmw2uSREv//GbzO/sHF6uZSS3G1Mzvp8YZp3HGFX81EmpnoZHb1EWXkjB/e/hK67uHj5LbLZBIFAhCce/duUlTUyNn6FVCpGVdUunn3qF/jgxDcYGDiN2xOgrraD3usn0HUXu1seIZdLU1bWwNzcCFWVO4mU1pEz01SU7+CZp34OgWBopAvDcNPQsI9IpJ4PP/4m83kB5PeV0NCwn8rKnaTTMSan+9E0Dcsyt83t90akVKLHZSgh5CqActC0JV17TyiKnwKiaToV5c00Ne6n7/pJovPrO6fcGoL6ur3s2/scNdWteD1BNN2FJjQcaeM4NmYuw8zsIF0Xf8DQyIV182JvlWQyyuj4FdrjjxMKVVBe1sCxI38DTWj09Z/Esm5OuHg8QQ4d/DwH9r2IxxNECMHkZC+jY5fvauRnkWQySW9vL6Ojo5SXl1NdXU1ZWRnhcBiPx7NkE2vbNqZpksvlSCQSxGIx5ubmmJ6eJp1Ok0qliu5uRYpshmWTfPsM6VNXkaaNPZ/YspHhg47jOIyOjnL+/L0rdt+zZw/hcPiOxc/iwKqlpYVQKMTFixcZGhpaNeAyDIPGxkb27dtHRUUFyWSSWKywLqXC5yHwwkOI/IhL5kyS718g/t2PcBaSt/aZsh2cRBonmcaajWHPJwi+eAxXfQVC0/AeaCFzsR9ran5VF8dodJScmabEVU1JSTVz0eF1n1/VVcoFdHZuZFUERSKxbQuhaXhca2uVhNDweoL4/aXEbrCuXsOK073dsWMmmyCTTbCwMMnUTD+ZdIz9+z7LnvanCyp+0uk4mUwcx3EIhcrxeoNrmqgKIfK9e9bWFUfnx8iZaTyeAAiYnLrOdnSD8XmCjI5f4dz5V0kk53C5vDz+yNdo2XmcsfFuxie6aWt9jNraDj4++ecMDJ3Dtk3cbj+fefYfcuzIFxkfv8rUVB+1Ne0IoVFZsZNUep756Di11btZmJ8gUlrP7OwwLpeXPe1P4/eV8MZb/565uRGE0NjRdIjjD32J3bse5uSZv1w6vnCwnNH4FGfPf49YbAqZv27mummEhcd2VI2Pz6OET0kBzC0DXlVLBJDKKHF1NymKnwLi8QToaHuC/fteZH/nC4xPXONqz3sMDp27raiMy/BwYP9n2bf3BUpLa1cZBtxISUk1tbXt9PR+yAcf/ZdVTjS3g5QOExM99OadVHTdRU11K08/+XO07nqYvv6TjE90E0/MrcnVdRkeSkpraKzfT2vLw1RV7sTrCeUbqpmcOvtKQayzb5dF6+tkMsnY2BiGYaDr+lKawmL/n8Uf27axbRvLsrCsYr1CkSI3ixNP49xJZewDSDKZvC0L/UKRTqcLMjEzPz/PO++8w8GDB6mpqcHv9xOJRLhy5QrZbJZAIEB7ezttbW34fD7Gxsa4dOkSk5NbDN5vEe++XegRVcshHYfc0BTxv/5QCZ/bRYJMZUifvIpeFkYvDaIFvAi/B3dzDbmrg9jRZSOAuegYM7NDlEXq2dP2JOMT3SSTq807/P4Iu1seAaDn2gerd+c4JFPz+LwhKiua6eld/ftgIEJ93V6MmzAWsvPRFK83iMu4sypxx7GIx2eYmOzlwP6XCPgjd7S99bY/Fx0jmYpSW9NOaUntqpQugOrKFsLhSjRtbUTNNDP0D5xh397nObT/c/RdP7ktkTHLNpmdG2YuOoqUDtlskonJHmqqWvH7SgBl2Z1MRpmavk4qpaKg2WyS/sHTPHr8pykJVzM9O0jn3ucRQqO+toPJqT4W5ieoqd5NT+9HlJbWMjZ2BY/bR31dB3PRESYmruFINfKfi46QySSorGxG0/SliWzTyjIzO8T0zMA9MdGwbJhPQFWpsr1urhUIIe9oLquhQhBWfaSJpeAmArcFpSh+CojXE2TXzmP4fWF83hDBQDmmlWVg8Mwtb0vTdA7u/xxHDn2BUKhi3RvDSgzDTThUyYHOF/F4Arz59u/d8axAPDHL5atvU1JSza7mo+i6i3CoEn/rY+zYcRjTzJDNpchmEphWFk1ouFxevN4QLpcXt8uL2+1fzpeWko9PfZv+wTMFzSu+XRZFTTa7fWkGRYoU+fFBSnnP7yeLpi13im3bjI2NkUwmaWtro6Ojg/379xOJRBgbG6OhoYGGhgYsy+LixYt0d3eTSCQKHhH37Nupcm0AaVqk3uu6M+GzApnJkbnYj7utQaXVCYFrRzVaJLRK/DiORdeF71NT1cquXcdJZ+KcOfddovNjSOlQU9XKY49+jVC4ktm5YS5eeWvVfkwry+jYZfbueZb2tseZnrlOX/8pHMempKSa/Xs/w56Op25qYBtPzJJKLVBV2cKOHYeZj03mB+MCt9uPZWXXTEg2Nx2ivm4vE1PXmJjsyws3iabp1Nfu4cD+z+I49lLz0UIyPNLFruYjNO84zJFDL2PZOcbGr+I4NlWVu3j04a9SEq7acP1TZ/6K5qaD1NV28IXP/Rpnz32Pyek+LCunxlnBMmpr2ikJ1/DJ6f+6ykr7ZrGsLLlcetX1T2cSCE3H5fKiaQYeT4BsNrkm6yUenwUh8PlLmJ7ux+32EQyUUVfbwfDoReLxGR45/hU0TSdSUsv5rtfQNINwqIrKimb+3s/8ztK2dN2F319C/+AZDN1NzlGTKLlcmnQ6ds/cA9M56B6WtDUIXLqgoULSVg/dI7e3vbpy2FENXrf6Xg9NKee3u0lR/BQIITSCwXLKyxryrwW5XPq2HVR2NT/E3o6nCYUqb6lw0u320dH2JAvzE5w4+a07eghK6TAxeY2Tp76Nruk0NR5UDweXZ8m4QEpnKUICi0YB2poIlWXlOHX2Fc53vUY6Hb/tY/o049Xhp3bD53cKvnNd8kofpLdpNqTaD//pRcF8Fv6vM5JThZ2sfeB4Yq+fR/b4eeVEjGujha9FEx4X7rZGvAd2YdRVoIcDCF3DyZo4C0ms8VlyfaNke0dx5re2nhUeF549O/Du34VRX4EW9CFNC3tmgezVYdInr+DENqhK1QTeh9op+fLTOPEUc7/7HezZGHp5GN/De/G0NaCVBNXxxZLk+sfJnO0ld31s0xQjd0sdwc8ex7Vj/QaI0T96jVz30E1dr+UTBaOxCt/Rdty76tDCfoQmsOeTmP1jZM71qePaAndrPcGXjmNURUi8fpLU+6ouRa8tw3e4Dc/uBrSyEEJK7FgKc3iKTFcvZv+EKqK/BTKZu/wUvwHTNAsmQBzHIRqNcv78eWZmZjh06BA7d+6ksbERwzCYm5ujq6uL4eHhbXO8dDXlB8YSMG0y53oLun1rZAp7cg46mkAI9Eh43d5Bo+PdvH/i6zz1+M/Suec5WlseIZtNoWkabpcPny/EwsIk33/j35JOr26cms0m6br4OjsaDxIpreMzz/0jns6lsG0Lt9uHbVuMjV3B7fYTCGwefRkZu8zY+FUipbUcO/JF9u19HsvKLU2Qfv/132J0/MqqdXy+MJ17n+PQgc9j2TlMUwkkt8uHYbjxeoMsLEzw0Sd/tmZ/bpePpqaDNNTtxe324fEEKIvUA1Bb08aLL/wyqVSMXC5NLDbJwNBZZmaXv+dzc6NcuPwmoVAlTY0HqK7aRSabQCBwuX0kErP0XPuInc1H1j3f6PwYr73+W3z2M7/Czh1Hqavdg23lkEiE0NA0HUN3E0/McPrcdza9dhuhawb6DRPMLsMD0sG2TRzHwrZMDMO9ZiLa7fYvjfdisSnS6RiR0jqqq1r5+ORfkErPEwqWU1XRjNvtY3pmAMPwkMkmmI2OcPHSD9ccTzwxg7WiJnrlGOtekMzAhevw8qOqTmdHNbz8mKDnW7fXsOS5w+rrlp/T4MoQFGg+46Ypip8C4TI8VFXuWvXFSKaijIxevuVtBYMVdLQ/mQ99LgufZDLKlZ53ud5/inh8Bl13URapZ3fro7TuenhJkLgMDw8d+SLX+k7csROI49iMjF3mzR/9Pof2v8TePc/i9S7bSSqhs/k2ZueG+ejjP6N/8AyZTILtyNn9NFDpgwMVgkMVgv4F+GBUMrxNLRh0AfVBgc+QeO+P3oz3FJ9HUBbUcRsFrsAUYNSUEf7SU3jamxBuA3R96a6vS6Dewd3eiP+J/eSujxF/9QS57uENN+naVUvocw/j3t2A5nUvb0+Cq74Sz95mAk8fZOFbb5O9MriqdmHxoDSvG6OyFNvrxlVfidFQSclPPYNeFkK4dBCaKiioKcO1qw6dreYVAAAgAElEQVTf0TaS73WR/OGZjU0L3AZaaQCjsnT9S+G+tceNcOmEvvQU/kf2IbwGwjCWrptRU467tQ7fI52kT3cT/+4JZHLjVDPhNtBLQxi15WilQTA0/A/vJfDCQxjVEWWdnL/XGtLBvbsBaVpYY3O3JH6klPeF+Cn0QCmTyTA+Pk55eTmlpaV4vd6l98bGxrbV6n8p5Q2Jk8rgFMJqagUya+LE00jTRrgNtIBn3c+q41j09p0gOjfKvs4X2Nl8mJJwFY5jsxCb4MKlN+i69Abx+PTafeQnEr/z6m9w+MDnaajfRyBYhmlmmJq6zqUrbzMzO8Dhg1/YUvykUgucOPktYrEp2toeJ1JSixAa2VyS2blhctbaz9/wyEUuXHyDpsaDlEXqKAlXoWk6ppllLjrK+Ys/4NLlN1mIrTXqcLl97NxxmM49z6tJTSHQ8uYEfn8JzU1HliZBZ+eGWYhNrRI/jrTpu/4JyWSUfXufZ0fTIcKhStLpGNcHTnG+6zWCgTLq6/eu//eRDqNjV/jWt/9nOvc8x87mhygva8Dl8pDJJEgkZhkd76av/2MSidlNr91GuNw+QuGqpegOCMrKGrFsi2y+D9LUTD8dbU8S8EeIRseWXP+aGveTzSZZiE1gOxbTMwM0NuzDMNxMzfSj6wbxxAwtu46TTM2TTEXx+0qZnL5OOFTB4NDZNWUKElmQ2u1CkUzDJ1cl8wlBaVBZU3/hUcm1UXjlg63XX8mje+HLTwnqKtTrrAmneySzhS0V3JKi+CkQhuGmsnzH0mvHsUkkZonO33pcsHXXMerr9q4SUtOzg7z7/h8zMnIp363ZAQSzc8P0D56mr/8kzz/99/F6Qwgh8HgCHDn0Mq+/+Tsb7+gmcRybuegI7374n7nco7ox72p+iNKSmg2bn2YySaam+rjS8w4Dg2dJJKPr+vgXmodr4EgVvDEEvQ+YA/VcFobiMJGC6zHJ3AOUjfeFnVDuVdd9rGiAt4QeCRP+8tN4D7SoSEoiTW5gCHs2jrQd1WSxrkI5TgW8OKkM9iZPAXdbA+EvPom7tR50Tbmo9U9gR+Nofg/u1nr08hKMugoiv/ATRP/ge2QvD6q23OsgXAa+R/bgbm1ALw1gzyfJ9Y7gJNJoIT/uXXUYFSWIygiBJw/iJLOk3jm37rbM3jGiv/9d9JIgWtCLCPoIPnsE967aW79wQlD68z+B71ArwmUgbZtc3yjm2CxIias6ohpdlocJPHUQPRxg4ZtvbT0w1gSaz4P/8f0EXzyGURXBiaUwp6LInIkW8mNUR9A8bqyxGZzUrQuZe532Zlnr2wbfCZFIhMOHD7Njxw5M0yQej+P3+2lvb8fj8WzpBncnLPX0keBsU26MzFlIy0K4DYTXvaaP0CK2bTI92897H/4JH378jbxDmUQ6DpZtblqPYtsm4xM9zMwMoumGWldKHMfCsnI40uHtd/4ATTe2SFmXxGLTnDr7V5zrehWhaYAA6eBIZ91630Qyyskzf8mZ899VwkVoCBYH2Sq6sdGxp1JR3nn/j/ngo69vckwKRzrrHrttm4yNX2Vq+jq67lpqAKv2m2N6ZpDRb/6aMnBax7HNkTax+PTyOWg6gsXaXAfbsfIRmtsTDI5t0r77cTShMTJ2iaqKnbS3Psa16yeYjSrjqitXf0RjfSdPPv6zXL76I+LxGZoaD9Cy8zgfn/oLMvmMlsmpPvbteY7pmQFs20QIwfTMIM07jjAyegkpVV+jS1fe4sXnfonPPPfLXL32PrlsilConFCoksnJXvr6T97WuWwHjoShKXj1Y8nXnhdoGrTUwT/9qqAmIvnG2xDb4rnvdcNLx+AXXxZ07gA9P5H1/gXJ1aFizc8Di6YbhFfkrWazSaZnBm45/SAcrqKx4QChYDmLXi7ZbIKPT/4Fg0NdN9hDqxtnLmfR3fMeoWA5jz7800tNxdpaH+VH7/0Rudydz5RJKTHNDBMTPUxNXefDE98kGCijtKQGn78Et8uH41hksykl+hbGyeVSd3RDulXCbjheDQ/XCs5MSQqbHLH9JE34/YuSP74sydmQe0DM5Cp88ESdwO+CExMSiuJHoWu4GirwHmwBCdnLg8x/44fYszGks5gmCug6elkIT1sjdjSOPbuw7ua0SIjA80eV8BGC5FtnSL55BnsujpQSIVTTxuBLDxN49hBayE/p115g+je/gRNdP4QoPC58R9uROYvEm2dIvPoxMpNdapGiV0YIff5h/I92oleW4t3XTKard93tLabd2bMxdevSNLz7dt2W+Am+dBzf4d1g6FhT80T/6FVllb143QwNV0MV4S8/jXt3Pd79u7DnE8T+4p1NU/OEEHj3LXeSX/jmm2TOXFshcgRa0IuroZLc4OQ6UbP1efvtt5fqGhOJbQrX3iSFjPwYhkFTUxNHjx4lHA4Ti8U4d+4cIyMjNDU1cejQIXbv3k0kEuH8+fMMDQ0VvObHSaTRvW4QIPzb1AbeYyy5yWE7myYnLD4Lb6emVkpH2TFvECjb7Hc3bAnLyt206+qtL79iTSnJ5dLkuHMTpY2um5QOmczW6fC3ew5bkc4kGB69hNcb4vln/gFSSq71fUTXxdeXjC3mFyb54du/x5FDX+DYkS/i9gRYWJjk3Q//hJ5rH2DmxePkVB+PHv8KPb0fASp1dHKql90tjzCdL4NwHJuxsSu89vq/5eihl3nmyZ/DZXhIpeYZGr1I/DYjWNvJ9Dz8+TuSJ/cLGquUeNlRLfmnPy34yjPwznnJ6R4YmFQpbI4DQR80VMLBFnjmoKCjSRkmLAqfaAK+/Z6kf+Lun09R/BQIXTcIhSqWXufMDPMLt/4XbarfT01Vy5LnvZSSqz3v562hN/7SO47N2fPfY9/e5ymL1COEhscToHnHIXqufXjrJ7QByv3MxLZN5nKpvJ23WLPMvUhtq/bD7ohAF7dvAXqvydnq50GiOQyNIZjP3tvr3tnk4blDQU5fS+NzC54/FKQ0qNM/kePVk3EuDamHU0VY5/lDQR5u96FrgnPXM2RzDk6BP7LCZWDUlCN0HXshSeZSP9bY6oea2qWFNZrFGp9Vb2xwHL6H2vHkIz7pDy+R/OFprMnoqm3JnEXsr97DqC/H27kTvTqC/5FOEm+cWtdLVDVulGQu9CnhsGIZCVij0yTfPY+rqRpXfQV6eQmuhkqyG4gptaLMH4xzW9bWWshP8KXjqq141mLu917BHJxcdV2kCbneURa++SZlv/gyenUE776dZC/2q1S/TTDqK7DGZ4n95XtkzlxbExWzsznsufgtHfvAwMDysd1jO2/LsnAc546Pw+fzcejQITo6OhBCMDIywqlTp5ibm0NKSU9PDwsLCxw+fJj6+nqeeOIJrl69yuXLl0mlCpea5sRT6BXKcUsP+BABL7KAESDhcaEFferzBjipzKe+H1WR1WiaxvRMP5cuv5WPpCnRsjpbRTIXHeGtd/4gX44g8g3PrVVGBIND5/id3/s7S+s6jsW586/RdfENnBX26IvRsMmpa/nxnorFqf0u34d7ej+k9/rH9zwNznbgfB/8xjcc/vUvCgJegaYJvG5ob5LsbhD8vc/lb//5W08+SxJNqCamqiZ8sW+Q5He/I3nnHNyLr1tR/BQITehLDc5AWTTG1sn93QyPJ0Bd3R5KSmqW3ksmo1zrO0FsnVzcGzHNDH3XT1JyqAbDUF+mmqrdBRU/N1JIoSNQXxKxQrxIlsdS6w1OF9fRBDQGoa0UFnJgaOC6wSfClutvQxOqBmbl7/Ubj0Oq3290pppQvblX1j9JCc4Gx73y+Bf3tRInv7+bYeU12AxrkwnN9bbh5K/HeuusXL6tFOqDENvgum+230KiaYLKsM4Lh4PMJ2y+fzqOZUtchmAhpR5OPrfg88dCHNrl4+PuFEPTJnsbPTzU5sNz44HfKY7EyeZUVMZlqFqTxTv/BstveG4lATy769FKg8h0lvSZHtWLZD0sm/THl3G31KMHffiOdZB86wxyHfEjpcRJpkm8eWbDRgv2XByzfxxXfQVawIseCW956neC/7FONJ8HJKTPdGMObODGISXWVJTke12Ef+pp9MoSvIdbtxQ/SEn6TA/ZC9c3TAe8VdF2rwXPSpLJJG+//Ta6rgbztytEgsEgnZ2dZDIZrly5QldX16raHiklExMTvPvuu3R2dtLR0cHBgwfJ5XJ0dXUV5FwAzNFpXDtrlVA3dHwHWkh9dKlg23c1VOKqLlsy6bGnF3ASP1727EXyE7uOpR7am+A41oa3DbUdZ00KoSNtnHXvr3LLfocqPfD+SAPJ5OC1k2BLyT/7GtRXgCaE+tGX5g82REpwHMl8Av79K5Jvvq2iP/eCovgpEEIIjBWe+45j5Yv7b56a6jYqK5qXXkspuT5wirm5m68bGh27zKEDnwNcCCGoqty15Tr3A4YGD1XBV9sEByug3AeWhJkUDMbh3VHJ2yMwuuKSenQ4WgU/tVvQHoGGoHoP4D++INaMX37ztOQ/XVk7xvzZDvi5TsGfdsOf90jqg/DVNnisVlDhg4QJ3VH4nfOSc9Or19cFdJTB55oFx6thRxj8BqQs6F+At4Ylr1yHqdT6AuBgJfzqIcHxmhXiD/jDS5Lfv6CE3GboYvkaHK1WdTcuTb0Py6Ixa8OvvC354IYG2TJ/7Y9Xw8/sFRyqhKALohn4ZAK+3Ss5PbVaiAUMeLoBPt+srntNQO2zxg9PN4g1J/qP3pb8aOTuCKCwX6dvIsefvBllIbn2gdFW76Gl1sOPuhL84HSCrCU52Z3i514s4+CutQ5Pd4IqmJ9BZkyEz43/WAfOQpLU+104qexNp1QBuGrL0SOqni83PI0d3TwyYQ5OLSVRu5qqEB43Mrv+9JoTT2H2bdyQWeZM7HwtjTB0hHvrXiR3gnvPjrwKl6S3cPaSqSy5vlEwLYTHrQwNAt5Na0OsqSjm8NSG1+NBx3EcZmfvPG1GSsnc3BynTp1iaGhjl75kMsnp06eZm5vj4MGDd7zfG8mc78P/+H4QAuE2CHzmKOnzvchUAWqr3Aae/S24mlVqppQSc3hSNeQtUqTIGtJZ+O5H0Dsq+QdfEDx/RBLwqTGHlp89XZzMXXxEOVLiOMrc4ORV+P3vSk5cUa/vFUXxUyiEQNfdSy9V4d7Nh+YFGjXVuykvb1yagcqZaQaHz99SBGmx78AiwVD5Ta97L/lb7YJ/dkxFCbK2GvS7NCWCqgPQUaYGQ396dXkdQ1MOadX+5ZSrppAg60hGExC/QThMpTYYLwr1U+GFF3cIfnYP1AaUaDAd8BlKYNgOa7pr7wzD119SoVzTUccfzSoBtLcc9ldoPFor+ecfSUbWeZ5OpeDNIclkCsq9gt0RqAsIxE1IBQF8eTf8ykFBiRt6F+DiDEQ8sKccQi4wHcFbww6983B9nTp6lwaP1gq+1KoiVzlHCbdSD7y8S7C/Ev7decmr/cun7tbV9Yl4YSqtxqk1AUHClIwl1PorWbiL9d/JrMPojLmu8AEoC+lIKZlasMha+aQzB8bnTFrq3Ouuc9tIiTURJfXuOQLPHUErDRL+8lMEnjpI6sQlMmd6sCbnVURmizoJvbwELajaajuJvBDZrP5hhUIXmoZW4sdZryLVsjGn5jdXpmq6Tv1fW6Gstwl3Y6V6ejoSc2Tre59M57BnY0r4+L3o1RGc6+MbLu/MJwrWJ+bTTDQa5Y033iAe37oWw7Ztent7iUajBY+CZa8MqbqfcAChabjqKyn5yrMs/NlbyIx5W6mVoOrj/I924n9kL5pPffdlOkv22qhKeyzyY4Gqm05vGYEpsoztwKUB+Mf/XrKzFl44CsfaBR1NkpJg/hGhPDhIZaFvDE71SN46Cxf7VQTpXlMUP4VCSiw7h1tbnD0Wa3rdbEZpaS3VVbvwuP1L742NXWVubvSWGlul0gusdF73uPxrljF0N7rhwraVQ8q9apy1SNAFv3pIPcN+t0vy9W4lZgyhhM9DVbCrBN68YfIxacIr1+GV6+p8X2yCf/GIYCgOv3VWcuIWS66OVMFnmqBrBv7VScmFWUCqepYjVSr6s/JKSWAkAX/RK5lOwbujSoCYNlT54W/uFvxCp6SjDH5yF/y7dTJBxpLwX7qBbgi5JL96WImvm6ExBH+rTVDuFfy/ZyVf75Yk8jMpTzfAbz4hCLnhDy+izmUdyr2Cn2qVfDIB/65LcnlWRc8er4NfOgCd5YLP7YCPxyUzeS0fzcIfXlLRKYCf7xT8g/1wahJ++5zkanT9fd0NTEuSym78efa4xNJyK8laErvQRT+oqEr81Y+RpoX/yQNqcF5VSvgnnyD44jGyPcOkPrhIrntYFd1vEA0SPteS/a7vaDu+o+23dBya17OYUr4aKTe1iL7rGDrC7VYpTjg3ZWssbXvJsEAYujrXzZY3LeTdthZ6ALFt+6aEz0oKEXG6EZnJknj1Y8JfeQahaQiXgf/RTrSSAInvfIg5PqsmEGx76/CyriEMHT0Swv/4PvyP70cvVenq0nHInOvFHJi4bUFV5MHjWt8JrvWduNeH8UBiOXBtVP38h/yXz2VAyK9qfJJpFSm6H79NRfFTIKR0MHNp3C4lfjRNx+323eTagrqatlUpao5jMzJ6iYXYrY3gLXP1J+3GY3C5vHTufY59Hc8xOHye/oHTjIyt7UWkafqSjfWiFeZ2fYSr/arBpy3hz3qU8AGV9jaaWJ3qtp3sKxf8117Jb51TkZhFFmbh4gbP9IwN/+vHa9+fTKmUsZ0lgpd2CNoiUOjrd7hSRWiGE5LXh5aFD8A7I3BhBh6tlTxdL7gwu/6+HSnpW4B/cUIylR8Dp20l5EJuyb98VFAdgN0RmNl4Mv2BIZ0XRjfW9wQ8Gq5timg48RSxVz4gfbIb/zMH8e7bhRb0IdwGvoOtePc2k+sbI/HDU2QvDaybjiV0Qz1NAGnZarBXgAGalKxbC3SvWNNfxbyJY5MgrcXIlADX5onncrGYrciDgYTkO+fwPdyBa0fNkgDyHWjB09ZI9mI/mYvXleV7PJX/264oVsxXXGs+N0ZdBZ69zXj37cSojCwVdUpHYo3OkDpxGWti7l6d6acWlwYhN7hX3HZjOdXE+06+iQK13cV097TFqufgjyNuXWV9rHzEzWfVWOVuYFowd5d79twORfFTIBzHIZVeWGpQ5jI8hIIVTE71bbluwF9Cff1eSlcYHSwsTDA51ZtvuHXzaPrmf1Jdd1FX3U5tbTuVlbsoi9SvK37Ky5roaHsCgJnZIa4PnLrlY7lZJpIwn4MyD/zsHrEUwUibW9YeFpSkJXmlTzJVIKOipAk9UdUDx+9aNlUoFGGPSv0bT6oZmBuZSqsHS/kmGjxlwYfjy8JnkZyj+g3NpiU+A0oKnBF2r5iO2diOpLHSRWRYJ5V18LkFdeUu/J4CGx6sxHYwh6dY+NMfkigL4T3Shu9QK0Z9JZrPjaejCb2qlOQPTpJ859yaxprSspb+yLn+cbKXB2/J8cqe2SK17T5BZs1V3cyFx7W181a+FgRA2s69sQ76lCOEwOVyoev6UuNt0zTJ5ZbzVzRN27ZO9DJrEv2DVyn75Z/EqC1XjlxC9WzyHevAd6wD6TjIZAZ7PoGTNcGyQNPRPC5EyIce9qtGuTdu23awZxdI/OATct0b1zYVuX0OVcI/PiI4UrU8wfS/f+Lw7V71nLwdBKre9L8/Kni8VpBzJK8NSP5D1/IE6o8jj9TAPzkqaIssX+t/8p7DDwZVSUERRVH8FAjLyjE7N7JkWODxBKisaKb3+idsNuoQQqOx8QAN9Z1LaXJSSoZHLzIX3bgIeSNcLu8q6zDLXn1n0XUX5eWN+WPObriPivImHjn+FQB6rn3A6PjlbRM/SQv+6KLk5/cJfn6f4MUm+O4AvDsiGU+pGaK7Yf88FFMpXbf66BYoceMz1MyWnndB87vAo0tAqLKi9dKO7oDZtBIpFT5B0CVXZTV5dKgLqEHLVHpjCZmxoHeDNLWcrWbRDE39fBroG89xZSjLsTY/fo/G6KxJQ4WL6lIds5DKdCOkxJ6NkXzjFKn3uvB0NOF/+iCe9iaMsjC+R/ZiTswpJ7KVq6WySyLAnlkgfeLSKpvrTw22SnXTAl5AoEdCW6a+CZeOFlLpvdK0sBPb0wjzxxWXy0V5eTnNzc1UV1cTDAYRQtDd3c3Jk6oRYyAQoKSkhFQqRSwWK3ivHwBrYpboH36P0p95EaO2As27ekZGaBoi5F/6LGyJlDh5U5LED06ROdODvJlIY5H7AreuTHe+sHNxvCP4fDP0zUu+de1eHlmRB4Gi+CkQppVlevo67bsfV430vEEa6jsJBiIkkhuF0QWR0lpadx6nLNKw9G46HWN49NItW2UD+Lzh/FA7f1w3mC5oQsPvLwXAsnO3tY/t4I8vw2RK8rUOZVn9C53wC/sEJ8bhO9fh1KRkJr29k9cJU6Xa3QpeXfW5eapecKgKagOCoCHxGEow+LawfrwTzk2rlMCjVZLPNQscKYnlVHbUQ1WC/RUQy0re2cQs0JYQu4mZtwehb1Im5zA5b5HYROxlTcmb55Okc5JDu7w0Vrq4MpTl+2cSdDZ5yOTuXnhEZnJkzvViTcwRevkxfI/sxagtV310bhA/1swCdjyFUVOGUVWaFwefTszrYxhVKiXJtbMGc2gDq2tQ6UzhAHppEOlIZCKNPbN+k9git47H46GlpYXDhw/j8/mwLAshBJqmYayIolRVVXH8+HGmp6c5ffo0Cwvb8DeQYA5MMvvbf0noC4/iPdiKFvCieVxrewVsthkpVd1XIk326hCJN0/n63wKf8hFtg9Dg92lq9/zGspxtUiRrSiKnwJhmhlGRi9hmmncbj+aplNZ0czB/Z/jzPnvkknHVhkRaJpqirq/80V27XxoKerjOA4Dg2eZmLh2W0YEpSU1S026gDVdk4XQ8LgDgCrwzOXuj2JnCbw6AG8OSx6vg+cb4WCF4EiVCuO+PqSK+se30aTpVp99uoBnG+B/OKYRdiuHufGk5EIK4vlBdFtE8FR94Y8VlFnCt3okJW7Bz++D55o0xpOSkAE7S2AuA1/v3tqA4NNS/nBtLMe1sa3z9aMJm++djPO9k6u/Gx9eLlxjxlvBmoyS6xvDd3wPwu1CeNbmGFoTs9jT88idtRgNlRj1lZgj02vS4z4NZC5cx3esA1wGvsO7SX94aUODAi3ow9PRhDB0nGQGc2QGmb6/c14Mw8Dn8y2ljW1HlKQQ6LpObW0tR44cQdM0JicnmZ2dJRAI0NTUtGrZWCxGNBqltLSUkpKS7RE/eZz5BAvffIvM6R58xztwt9YjfB6V3uZ2KVODfHdFudhx0XaU4MmaOKkM5tAU6VPdZLuHkalipPBBRMq1zqK2A6li1muRm6AofgqElA4LsUkGBs+yu/UxhBAEAhEO7v8sLpeHa70fkc7EkdJB0w1KwtXsaX+Klp3H8XiWw/Tx+BR9/Z8QnR+7reMoK2tAE4viRxK/IbKj+hHlbT2ReSOD+4esDW8Nw4+GoSEk+WKL6mHzXIOqDfp/zt7rI1ym1AP/4zGNMq/k+4PwO+ckgyvG02E3fKWNbRM/AG8OQ3sESjzKsSzsUkWfrw5IfjgEJyY+PeLmgUPT0MJ+sO1N+/qIgBetJIDQBE4mh8ysHbw78TTZK4O4d9WhV0fwP9aJHY2TuzaKzK7jGypAeNxoQR9OPPVA9bTJnO/DHJ/F1VSNp2MH3oMtZLr61gg94TZw76rDn6/3sCbnyHRtXWN5L9E0jerqag4fPszU1BSTk5NEo1ESicR9J4J8Ph+tra0IIbh69Srnz58nm83S2tq6RvykUimSySTV1dX4fDdr9HMHWDbZK4Nku4fQy8O4mmtxNVRgVJejBb1oeREkHQk5EyeZwZpZwByZwhyYxJqKbtjUt8iDgenA6UnJSzsg7FGZD0NxOLV1P/giRYrip5CkUgtcuPwm9XV7l4wPAoEIDx35Ivv2Ps/8wgSWlcPnCxMOVy05wy2SzSa53P0uQyMXbtt+urpqFyIvfqSEhdjqO8Gi4NF1AyE0XO77M33GAYbi8P9dVq4lP9+pGnBuFp9ZbOhpiO2vUREo++2agOpj88eXVgsfUHU39YHtPY7j1fDZHdA1I/nXJ1U06G6zaJ7l2v4WMA8UWsBL8PkjgCDbO4oTjSNz5rJTm66heT242xvxPdSOBKzxWczRmXW3l+m6jqupGn9oH+62RsKGQfKDi5hDk0owORI0gTAMhN+Dq6EST8cOEq99TO762Pbb9+oaaBpCE+pfQ0escF7T/B5EwJv/wDjKnMBx1qhzmTWJ//WHlP6dF9FKAoR/+nmEx01uYHxJxAmPC1dTNcHPPIRWHsZZSJI530eu7/Ymje4Wbreb2tpa6urqqKurw7Isrl+/zokTJ8hk7q8IhNvtpqqqilgsxuXLl8lmN46omaaJaZq4XC5cru1tgrsKR2JPL2BPL5A5ueJ9IVS7ece5pWbCRR4cTAd+NAo1lyQPVaso0BuDqm1DkSJbURQ/BcR2LMYnujl34fscOfgT+Hwq+VQIgc8XXnq9Htlskmt9J7ja/R6p1Pxt7d/l8lJd2YKmLQ44JFPT/auWkY5DJpvA7fbhMjyUlW5jWOImqfAq57JoRtXdmPlnlS5U9MSlKdGW2+IZlrYglpNEvNAUUvU4i/aOulgWR4VCosaTQkDQvdxGZdF+81AFPFpbuP2tx/ONgkqf4D9fkWuaut4tEqYkbSkhWBeEa/Ms/a2MvMPdj2XwSdcw6irwHd5N0LKx52JYMws4iTQ4EuF1Y1SWYlSVgqZhz8VIn+kh17u+CYkTT5H80TmE24X3UCuunTVEdtZgzSewownlbmXo6OEAeiSI0HUkkPzhqe0/1bIwRn0FesiPyKcfCa8Lo6ZsaRnvoVaMylKcnKlc3bImTjxN7trwmqhO5sw1EjXlBJ49hFEWprqF+wgAACAASURBVPTvvoQ1Oo01NY+UEqMsjNFYqdLd5hOkT3WTfOf8ls1i7zVut5vy8uXG047jkMlk7jvhAyrtzev1Mjc3RyKxeb8Bx3FwHAdN05bc4O4pUirP3SKfapLm6p5zRbYPXVP9e2wHbqL9GqDGRqVBqCmD0oDaRs6ChSSMz0I8fe9aahXFT4FJp2Ocv/B9XIaHjrYnCAYrNn0YOI5NMhnl+sBpznW9yszswG3vu7a6Da83tFQ/ZDsWE5OrbU9sx2J+fpxwqBK320djwz7Ky5qIzo/iOPcmDeCJevjCTkHXjHJqmc87rgVccLBS8PIuwXRa8t7o5t+SiZSyln6hSfC5ZsjZyi1OoIRQ7wIMFMh/XqK2NZKQVPvhZ/YIPLokZYLPBe2l8GyjILd2YnsJt66EX8i9LPQq8xkjVX5BZ7lkIatMGJImTKfXWlUmLbCl5JlGQcqSTK+4mSyuN55U624X1xdUlO5IleDlXeDVJXMZ5XjnM+DMNMzcH6VldxVpWpjDUxiVyqBAC/nxlIVB09SHMl+HYC8klYPbmR7Sn1zZtGbFGp8l/p0PsGYW8O7biV4eRgt40UsCaruOKuZ2khmcRAZ7Po69kGS75adnzw5CP/k4RkXJhsv4H9675j1rZoGZ//Mb65oUJF77GCeRwv/YPvTyMHpVBKO+ElDW304igz27QOZ8H6l3zytReZ9jGAYlJcvXKJVKMT19f5jO3IiUEtu20TQNXdex7Y2fD4sRH9M0sayi6ChS5NNGaRB+8nGBJuBcr2RoCqY2mafXNdhZC587Dp89JmhvEHg9SjhdHpS89onkzTMwMn1vMlCL4mcbSCbn+OT0t5lfmGB36yOUhKvxeUMYhhshNBzHxjSzpDMxFmKT9A+cprfvBPHEnXXHbm15eKmeB2B+fpz5hdWdKW0rx/hkD02NB/KmDDt54rG/Q3fPeySSURzHQkpJpHQ5ZOH1hqiqbCHgL6OQTE714jg2sSzU+GFfB/gNDaRKe9OFiipMJCXvjynXt80YisFrA1I15SyFX39EU7WuElKm5N+clQUTP6AiVf/xouSrbYJj1YKHqwVJC1xCsmDCh2NwZkry6w+vnwtW44e/0SJ4qFq51ARcUOlVyz5VL+gsV+IlbcPlGfhmj6R/xfEbAi7NSl5sUn0Onqhb3o9ERcJGE/DuqOSb3Sofeju4PAc/GJQE3cqc4tkGDTufChfPSX7tPXn74kdAoEynYsfNNRpKLdjMDeaw74Pxl0xmSLz2CbnuYYzGSozyEtXc1GWoYuyciRNPYY7NkOsdVc0VbyI0aUfjJL73EZlz13C31OOqr0ALqe1Ky8FJpLHnYpgjU+Suj6/tB5S3206fvQaWjTmy+eBbmjbW2Czps9dwUlnsdZ549lyM7OUBzJu1Gc7jxFMb9/GRktS7XWQvD+LpbMbVWIUe9KkIbiKDNT5D9toI1tDWSf5OPE22Zxh7IYHZP4Fzj0wRdF1fVROTyWSYn7+9SP92Y1kWsVgMv99PVVUV4+MbdzkuKSkhEomQSCRIJu9B7m2RIkW2DSGgrgJ+8QuC2jLoHYU/fFXy9bc2XmdXHfzSy4KXHxOsNCctDcJjnYJDLYLd9ZL/+D1J//jdr00uip9tIp2O0XXxB/QPnqKupoPysiZ8vhC67sK0siSTUWbnhpmc6iUeXz/H/1YQQsfvL2V2bnjJ6vry1R+tieaYVpaBwXMc6HwRny+M2+1jd8sj7Gw+QjIZJZdLI5F4PcGldaoqW3jysZ/Bdgo7ovzz//rPSadjfDIJv31e0h4RVPklfjU2JG3CaBLOT0tOTm7doCvnwDujMJOWPF4PDUGVMpe2YCIlubKBEdhgDN4Zgam0vKWGa7aEv7gG1xckT9arqI1Lg9mMOub3RlVU5y/7JLGcXBPelRKytiSaFZAfi/VuMEOfseWqm4NLg2PVcLxGMJGCgZgkYy/fQDShIkvNIfi7eyHkEvz6R8t+g2kLfjgkiZsws0HGzXxWNUDVhdjUZS9twV/1wXBCcrxaUBOQaEIJt7GkZGzzjJlN0XSo7/TyzD8s33phYPB0mnf/cI70/P1RzCyzOVWYfWWw4Nu2RmewNqgP2vygJNlLA2QvDdzc4uksqY8ukfro0obLbNc5guprlHrn/B1twxyewhy+95XQynBm+bFrmuZ9KxYymQzDw8N0dnbS2dmJlJJ4PL50/Jqm4fF4CAaDtLS0UF5eztDQENHop7D/VJEiP8Z4XLC7Hpqq1OvSIHg9Gy9fFlJRos8/vFr4LI6BhAC/F/7m04LJqORPXofZAk5M3wxF8bONSOkQi00Ti21/WoOm6Zzveg1dXy42nZ4ZWLOc49hMT/dztec9Ovc8h9vtU927DQ+lJTXrbtvrDeD1Fr5yf7E2KWHCDwZV9OBOydoqzerMNNxsqs/bI/D2yO3t25ZwchJOTq6/ftyE3zi1/u+GE/C7F27+OFfSUgL/7UFBXRB+/4Lk7RGVWmY7amuGpoTXSzvgfzou+Gwz/B8nlVAB1cz1v3t38/32LcC/Onlzx5ey4L1RtkxNLFLkxx25YhbEcZz7Nk0sk8nQ399PTU0NjY2NhMNhJiYm8PnUMyMSidDZ2UlVVRVVVVXE43EGBweJx7cpxLwRQih7a70wtUbStO/72rF7jUtTk33VfpWu7dEBAVlLNSWfTKnn0WLt572q6yg0QRdU+VW6etClJhhBnWfGUu0lplIwV8DAskdfvtah/LWWUtUzx3LKBXc2s1wrLbehxtbvgQO7xNL2p+fh4yvrL6sJONoGn30IwvlhYzQu6R6BqSgEvLCnCarLBD4PfPFxwYnLko+v3N3oT1H8fEqw7RzDoxdvatlMNs7ps99B0wwaG/ZREq5aJZqK3P8cq4aGEFyeVdGuGyMzpqNuxB/nra5dIh8FuzeHe9tICfEZi4HTKXSXUD+G+tflFfjCOm7/fVBgXaTITeA4Drlcbil6stgw9H5lfn6eM2fO0NnZSWVlJXv37l063rq6Ompra8lms8zOztLT08Po6Ogqcbct6BpGRQlaJIQW9KF53cpgw5Ufgd8hmQvXscbuPBvj04gu1OD/aJX62VsuqAsIQvms5HhO9bq7PKdSvs9OKQdS6w5M99w6fKbx5hxcUxacn4apAj/oQi7YHYGDFbC/QtBaoupygy4lNJIWxLLQvyC5ElXnfWFWPYNvF0MoA6GjVaqedk8Z1AQEIZcqC4jlYCwhuTQrOTMFZ6dgMq2e/YUWET4PtDeq/9s2jM/BRsaaZWF4tFPQ1qC+i/GU5PVT8EevSa4OQ2UJfPVZwdeel9RXCFrrBQdbJJcGIHYXW+0Vxc+PIVJKovNjvP/hf6a5+Qh1Ne0EA2W43F40zUATGoFAhEhpHQCp9AILCxNYVmF7hdj3Q2HGA4oQ6jFf6lEzQpMp9YBZxNCgNgCfb1YFiv0xFWF70JA2TPZkWRizcPmU4HF5NVxeQbDCoOXRALUdm8TfixS5j1hZRwPKAMHr9ZLL3SOrxi2wbZvx8XESiQSNjY2Ul5fj9XrRdR0pJdlsloWFBUZGRpidnd3UFOGOEWBURXC3N+Jpa8TVUIleUYLmL2y7BjueKoqfdXBp0BaBL7UIXtwhqFqnvM9nKFFwsFI1Kn97BP6qV2JJtnRr3YigC/7lo4KQe2thOxyX/C8nZEHFT2MQnmmEn2gW7CkTeNcZNbt1iHhgR1jwTKNgKA6vDTj89XXlfnqreHToLFfX+tlGQcU6rbP8BtT4BUeqBC80SV4fhFf6JKazHAUqFG4X1Feo65/MSvrGILPBLWtPEzyyF1yGmrw81wdff1NyIW88PDYL33hL0tEkqCpVyx3eLfj+SVkUP0XuDqn0ApevvM3V7ncJ+CN4vUF0w42hGezaeYyHj/0UADMzg5w599ckk4XN5c7l7uIn/VNG14xKm+uICP52B+yZUs5wdr7fTqlH/e6FJhWG/9Or8oFtdupYkJq34YaHSLBcp3KXpyh+ijwwZLNZpqenqalRKcYej4eSkhJisbuc8H4LSCmJxWJcunRpybDBMAyklGQymU37/xQMAe6WegJPH8R7tB3Ne3MGKEUKgyFUM+1f2Cf4TJNYFYWRqKhOzlaTcm5NOX1V+QVfaoUqH7w+9GA+f1pK4Kttgp/YCeU+sSquaDnLdchuXV2jvNEuTSH4+/sEjSH4o4uSC7fgZeXS4ECF6m34ZP3aa23lr7UmlEjSBNQGBH+rXaXHvTWytr74TnHpUJ43qUxlYHhq/R34PdC5cznqE0tJ3utSUZ2VTMzB5UF4rFNSHhbsrIXQXeiNvJKi+CmC49jEEzPEE8uzXaFQJbZtoesGmUycyem+u1K7VOTmuDgL3+yWvLgD9pfDY7UCRwrsfJNXBEQzklOT8P6Y5Hv9W26ySJEi20w2m2V8fJzW1lZ8Ph+BQIDq6mpGR0dxHoA6E9u2t+z5sx0YteWEv/gEnr3Nd33fRVR2wdfaBS+sED62o0yCLs3CSAISOTUQL/Eos6G2CFT7BY/XCYJuVSdzO2Rt+F4/hN0Sr6HaVnh05ZBa5lUD/+2gLgA/3S54eSdE8i6slqPMhfoWVKr5Ym89v6GuUXtENT/XNIEmBJ9tkvgMwf/2sWTkJr82O8LqWq8UPpajzIOuzMFYQpkJ6flJzoYgdJRBuVfwfJMg5IHKWzPd3BJNU8IGIGtubE7QWAWHW5eXvToEp3sgtc78yNCkZD4hKA9DdUTg9dxddVwUP0XWxTQzZHMp/Js0Zi1y77Ac+G4/dEclHRGV4hZwqZknc7EQMiXpjqo+PEWKFLn3OI7D9PQ0/f39tLe34/F4qKurY3h4mMnJyXt9ePcnmiD4wtE1wkdKiczkcOYTOOkcskApd07s7rjv6RpUlxrsrHET8mno2vIgfiZmcWU4Syzl4DYE9eUGjZUu/B6NTE4yPG0yMmuSNbd/wBgwVC++l5oFrvxg3LShe17yV32S90dhOK76yoESJ01heLQGfmKnqgt6qOr2BUrShH9zRuJ3KZHhN1R6XcgND9cI/pu17cPuGJ8BLzXDZ5qWhU8iB++NSX44JDk3rcSPvehehqqFOlSpUs2fa5S4NIGuCR6vlfzsHsH/fUZu6Vhb4oZnG+CZhmXhk7PhwozkleuSD8dUDdXifv0GNIfh8Tr4wk5oLVVtLwotBwVK2IKqJ8quk0IvBLTWwaEW9dq0oOs6XB1ef5vzieXUuaBXRZfuJkXxU2RdLCtLNpMoip/7GEdCd1T9KB7AvIIiRX7MSKVSdHd3EwgEaGxspKysjD179mCaJnNzG/jxbyOaplFfX1+w7c3PzxfU8c2oq8B3rGPptZQSmcyQvTxAbnASezaGk8r8/+y9eZAcWX7f93l51n10Vd8XgAYa3bgHg7l2do49tVpyydWKtCRapGVLDMuKsGTJoZBDYYUZYUVIIYlyBC1LtilatEQu76W4pkRyd2Znd2d3AMwMZnCj0WgAfZ/VXV33lZnPf2RXoQt9VTe6gQGmPxGIQQ+6Ml+9ysp83/f7/b4/5C51SrSmH63fXiMIAW1RjT/3fJCAVyGds2mJaBxqM1jK2Lx1OYsiBIYmONFr8sqgD6+hULIcDFXhRK+Hi7fzXBsrUizv7X2/zQ/fOCzwr3giSQnjGcm/vyn507G1LSiKtttsfDwNc3nJL56E402ilhK2E1Jl989qdMUVKXvB6Th8uUfQ6nMHXXHc1hD/z03JyPID8VFF4tbd/tkY3FmW+HTBZzskAoGuCH7yoOR7E3BhduNzCtyo0Z8/IPCtmuvhpOTXb0q+P7m2bipvuX327qchUZT84gk4FHq0uV4PR7pCRddW2misM+/RAJw4JGiPuSefXpRcvy9JbnArsFaZKlaP+zjZFz/7rEvFKlMsPf70hn322WefZxkpJUtLS1y5cgXHcejq6qKnpwdFURgZGWF+fp5i8RFsoraJruucO3du145348aNXRU/nlN9iBVTAyklTrZA7u1LFN4fchsDP4UYmqC/0+RIh8Ef/DjN8FSJzpjOV88FKVYc3h8ukC049LbofPa4H0WBty5nSaQtwn6VN0/6ee2En6Wszd2ZvTPL8KwU3p+IPViZZipu0/G3JzbvvVe04YdTcDgi6fBDk+cxr253iE+DN7vctL3qgvzmouT3R9YXPg9zL+W2n3i+RdR6FgYN+NkjgvfnNq598utwIg5How/mKVmSvDPpzvdmhhEFC747BoNRSbMXQg2YQ2wHy4alDAR9bs+feHjt7xzqgJcHQVux4r45BlfubnxMTXXT6cAVQY9763Zf/OyzLpZVoljcFz/77LPPPruNbdvMz8/z8ccfk8vlOHDgAAcOHCASiTA7O0symSSbzVIqlbBt+5HqgVKp1JavN4z1DQRs20bTNILBIOC61ZXL5Zqrm2EYGIaBEIJsNksymdx15zrzyKqolO1QvHKX7FuXkOsVEjwlGJqgOaxRKEuGJ0ukCw6KqDCTrNDepGNo7uK1p1mnJaLxvStZrtwrIoHJhEXIq/ATL4bobdEZmyvXOX3uJiEDXu2oL7qfysL3JmRD7qF5y2238Eq7W5/zNNAfheMxgV9/UOfz3XE3hXwr4VPl0rxbl/tiq4SV6M/ZFkmbz01bW4+4F15orZ/ruyn40bQ7j1uRrcC70/BSG4SaGhtnoxTLMDYn6W0VBH3Q3y1QFFmL3AS9cPaw4PiBFaODnOTqXcnYJpm8Ae+DCFLJ2rkV+k7ZFz/7rEuhkGFq5hZCKCwkRnfd5nqffZ42FBVCrRqRTh1/VEX3KuimQEoo5x1ySZvUTIXkZAV7F78uigqBuEa4TcMfU/EEFFRDQVFBOmBXJOW8QzHjkE/apOct8ss2chceJqouVt6zhr9Jw/QJFFVgW5JKQZJfdt9zas6iUtjbvTuhQLBZpanHIBDTMP0KigaODVbRoZB2yCQs0rMW+aT9iW2saJomLS0tmKaJaZpomoYQAk3TiMfjRKNRisUi+Xy+Jn4epXfOu+++S6GwsfevZVl88MEH6/6bx+Ph8OHDKIrC5OQkS0tLtTEJIdB1nVAoREdHB0IIRkdHmZ3dJLdnB6itD1ZysmKR/+HVp1r4AFRsSTJr4zUEB9sMhqdKxMMa8ZBGOmdTKDkIIOBVkBKSWbtuZzyRtilVHMI+FUMXWKW9udgDOjzX/OBny4HJjLuwb5ThJIyl3ePsUh/aPeVU3K2jqTKfl9xcfGBu0AiOhAszkhdbXTEgxEpkJ7ax+GnyuP9epeLAaMqdv0a5nnBrkVZHrXaDfBGu3oXXT4HPFJw9InlpEC7edFPWXhiAr77sChqA2xPwwdD6tUFVmiNuw1OATN6tEXqc7IuffdYll1/m1tAPGB37mGIxQ2k/CrTPpxShQHOfQc8ZL03dOqFWDU9QRTOFK34cqJQkhbRNZsFicbTC5LUCM0Ml5COUISgqNPXodJ30Ej9gEGxR8YZVDK+CqgvEivhxLEml6AqgQtomt2STmbdYuF9m/k6JfGr7OQWqDrFeg+4zq84dcs8tlBXBUXIFV2bBYnG8wtS1IvN3SzsSQaFWjf7X/egrqTFT14uMXy7Wxu0Nq/S94qNtwCTcpuGLrIxlZQ6skqSUc8VfcqrC/ffzTF59fKlj2yEYDHLu3Dl0XccwDHRdrzU9BVBVFb/fj9/v35XznT9/ftN/t22be/furfn/uq5z5MgRdF1naGiI4eFhcrncGiFmmiaLi4scPXqUaDTK5OTkroy7iuJ3V1RSSmS+SGVsd8XVk6BUkQxNlOjvNPipl0NMJioYmqBYdlPeCit1PFK6tSAPr2Orfd72Ut8rAqIPuanlK5LRbfaMS5XdBX/eotYM9ZOKqUJPUNRMDsCNviwWtz/XIw8ZDekKHG2C74yv/V1VQMwDLd4H502XJGMZ2VDUp8pyyZ3rokWtbmg3yBbh4i3JL3xZEPLD4U74ez8j+HDYTV87ewRO91XtreHiEFwb3fh4Auhudo8FkEjJTYXSXrAvfvZZF9sus5yaYTk186SHss8+TwzDL+h/LUDPWS8tfQa6RyAeqiYVCpiawPQrhNs02o+atPYbjH5QYPjdHKXs9kMwulfQ85yXI6/6aekzMIPKmvMCoICqCXQP+CIqkQ73iWeVHFJzFh/+XoqJywWcbYgw069w8EUfhz/jI3bAwPSv3a5VVNAMFU/QPWdrv9tv6d7FPPcu5MktbU/1+WMqg18I4A25lj+qIZi4UkRKCLdrnP5aiO7TXvzRdSyBVubA9CuEWjR8UZX5kU9uZEDXdZqbm7f+xSeM1+vl0KFDWJbFnTt3NrS4LpVKTExM0NzcTFdXV60p6m4hquECCU62iHzcW8R7gJRQKDvkSw4ew2F8oUyxJJlJWkwmHqwCU3kHiSQW0hCCWjSzJaxhGgrLWXvPHN8MBbqDbg+bKtkKTGa3f75EQZIp01Cj0idJs9d1bdNX3fJmcjtrEJ54KNiqKtC6QS8br+Zaa692PEuVYXabxoMS1+U1b4FP3725rliua9tbH0m+8ZrA7xG8cgzO9rsn9RiuIHckXLsneeuSJLNJG8emEHQ1u1EkgMkFyD3mvap98bPPPvvssw6ekMLxLwU4+kYAf5OKeCiPoFJysIpyJQKkgMBNXzIFbf0mwWYNb1jh2p9kKKQaF0CqIeh93supnwjR1KWjqPXntcrueSVuWppmCpSHxqaZrhAoZpxtpX+ZAYWBz/sZeDNAuFWv23J2HIlVkjgViaILNEPUxmZ4FVoPm/iiblre0DtZMgs7D3sFYu5iL9Cs8uJfitBz1ouqNfYwzy/bLI7up+k+KoZhEI1GSSQSW4qZcrlMoVDA7/cTCAR2dRyyWEJ4DfdafBryphok4FXojOl8eKfA967k1v2ejs2VmUxUeK7PQ67oMJOs0BTQeOmoj0TKYmy+vGe1EppSH4kA18RgYeMMyg1ZLkHuKdCscS9EHopOnWmG/+E5sa0IDKytcRJUjQjWftCmCvGH5jpXgaUd7OEsFdzIz24zvwy/+bakKw4vDgoUBbyr5sqRcGdS8ns/kFzfoq/g0W7ojD8wPBiekDwmh/ka++Jnn3322echVB2OfSnAwOcD+MIPhE8xazN51U3vKqQc7IpE1QSegEL8kEHXKTc6IRSBv0nl6BsBHBs+/qMUdoM5480HDfpf99PUrddETSFlMztUYv5uifyyjVVyxY+iCgyfwB/VCLdrNHXrhNt0VE0wd7vE8kyl4dof3SM4+KKP418KEoi5jwbHkeSWbKavF1kcK1NIOTi2RNEEnpBC8yGTjkHT/X0BwbjG0Tf8lPIOwz/IUczsbGUWiKtopsLZb4Tpfd6LUKBScJi7UyI5WSGXdOdAqGAGVEIrtUDBFo3sgsXyzCdX/ORyOa5evfrYzvcoBgSapqEoCqqqYlkbr6hUVUXTNFRVXT9C+QhYCymMqGu4oPi9CF1FVnbH1vpJUrEkFVvy8oCPA60GjpSUypLxhQrXRosk0jbzyxY/uJbjlUE/b5zwI3F32JMZmwu380wv7Z2iUIVb81M3ZmdnUZCC5far+aTj19zmqavpjwr6o49+bCEEXn39nShNcV3mVlO2XQG0XfKW+zntNhULLt+Bf/n7km+8Bq8eh7aY21NoMS35cBi+/Z7kh1egsMktRwg41y/oWgl+p3JwfZR98bPPPvvs86Q58LyPw5/x1wmfxbEy1/8sw+xwiWzCqhMzigaBqxqTV4oc+1KA9kEPQgg8QYW+V3wsT1cY+fEmeQDV4+jQ2m/Q0mfWhE9mwWLoe1lGLxXIJiwqxfoHqFDdyIs3pOCLqITaNFoPm4xfLlApNPYUFAo0deuc+MoD4WNXJHMjJW5+N0viXpncso29qqdINTVtdsjk6JsBWg67rl++qMbRNwKkZqxtp9xVCcQ0Br8Q4NBLbqvy2aESt3+QY2m8TD7lUM47OJZEKKAZCmZQwR9R8cdUillnzwrAd4NsNvtUiB/btsnlcgQCAXp7e7l7d2Pf2lgsRmtrK6VSiVJpd1MOy3enMPq7EAiEqaN1t1K5N72r53jchH0KL/T7KFckU4kypYqDEIKgV+GlAR9Bn8qffJChYktGZsos5xzaohqmLqhYkvmUxfyyTdnau+tcEeB9SPzYcnN7642oOI/fzWsneLT6NL/dZHWj0IdR15lrS+5MMJbtxl3ptkuhDOdvwvi85I9+DNGgRFVgOQcT8zA2B4Utvv6m7oqltz8SqIpkYsGNFD3u/Yx98bPPPvvss4pgs8qR1/0E41pN+KTmLC59K8XklSLWOk0FHQvScxbZRYtCxubFvyxo6TMRiiAQd4v5F+6XSU1vvlPrDaqEWnV0z4P0nqnrRUbey22YRiZtKGUdSlmH5WmLuTslpq+XKGZsnAY3hs2AwuAXAkQ7HkR8FsfLfPSHaWaHiusexy5L0rMWhWXXWc3whYh2uk/wcLtGz3NeliYqZOa3vzutewTHvxxwBdblIh/9YYrFsfLacdhgVxxKOYf0rIWiglA/2XUFjuOQz28thJ80xWKRiYkJjh07xqlTpwiFQszNzZHNZrEsC0VR8Hq9xONxent7aWlpYXZ2dtcbtRYuDRP48gugqQhdxffqCVL3p5/ans6KgI6Yztk+D+9czXH5XhHLlggB8ZDGl88G6G3R8ZmCVF5i2TCbtJhNPv68Me2hLEMpdyZiLGfvFuS7iaa4QmQ16TLkK49+uVmOZGmDlEEh1p5Xyp3NWcVhw15Cu0HFgtFZ948QK7U+27gmKha89RG8d8MdZL4ES+k9Guwm7IufffbZZ59VdJ320tSjo64UjEoHbr2dYer6+sJnNY4Fc8Mlrv9phtd/UUczFFRN0NRjcOCsjyvTm9/lDZ+CJ6DUdehOzVa2ZSBgVyC9DcEhFIh26ivpZQ/S7Ebey28ofFZTKUrGPyrQfMgg1Kqham4NUtdJD2OXCmQWrG2vHIRw0waXpy0+6cxPlQAAIABJREFU/L1lFscay/9wbJ6OVdZTQLFYZGRkhEgkQkdHB36/n4MHD1Iul5FS1uy5vV4vXq+XdDrNyMgIy8vLuzqOyuQCxSsjeJ8/CpqK51Qf5ef7KXw4vKvneVxIXOe6kE+hOaIR8imUKhK/qdDfadAW1bg7U645vj3JcT4ceVDEWkHUCLucCblnrCfSvjMm+d6E3FEK2mokkNogKuLItU1MFQENljnWUXUCfBxIybZbCtgOzG3Dvnuv+FSIH0VRCAaDtLS0EIlE8Hq9GIaBoiiUy2Wy2SxLS0vMzs4+FTtyjRKJRGhtbSUajeLz+dA0DcdxKJVKFAoFEolEQ8Wsu0EgEKC1tZVYLIbf70fXdaSUVCoVCoUCy8vLLC4usrS0tKOGfkIIgsEgzc3NhMNh/H4/hmGgqipSylpzvnw+TyaTYWlpiXQ6vWke+3bOHY1GaW1trV1fq+c6l8vV5nq3ri/TNIlGo0QiEcLhcO2ciqJg2zaWZZHP50mn0ywuLpJIJHblvM86hk+h66Sn5joGsDRRZuLj4pp0s42wK26a1sytEt2nXXsfT0Ch84TJnR+p5Jc3ETLrPLVUXUHRBM4eLep1r0Lv815Mv/uepSPJzNvcv5hvOHJUSDvM3y3Tdcoi1OJGf/wxlWiXxsyQ2JH9tZRw87sZFsc/ufU7zzJSSpaWlvjwww85ePAgvb29NDU1oShK3e/k83nu3bvHvXv3mJ2d3ZV7ah0Vi8z/dx6tM47eFkONBAj+5GcQXpPC+0PIx+2R+4hICdNLFm9fyTHYbXK4PYKqCGxHUixLbowXuThU2NOUtkZw5NrmmorYWVqYodY7qH1SKVhr0/oWCvDxAiztoRuZ7aw1KVBFvftbo5jqM+ULsmc80+JHCEEsFuPw4cO0trbWRE91kSiEwHEcKpVKbZE6Pj7OnTt3Nm0KV0XXdc6dO0c0+qAabnl5mYsXL9Y6YO+E/v5+Dh48iKq6V365XOby5csNL2Cj0SgDAwPrvmcpJY7jYFkWpVKJbDbL5OQkd+/e3ZEICgQCDA4O1qxbZ2dnGR4erh3LMAyOHDnCgQMHCAaDtaZ+1bGsFibFYpHJyckNG+6thxCCpqYmDh8+TFtbG16vt9Y3o1p8Wz2PbdvYtl37vPP5PHNzc0xMTJBMJnckupqbmxkYGCAej9fmWlXV2vurCpFSqUQmk2F8fJz79+/vSASpqkpLSwtdXV3E4/GawNN1vXbO6vutfsbV95pMJrl9+zbT0093rvxeE+nQCDZrdQ5rk9eL5FP2tqIXxazD+MeFmvhRVDf9LX7QYPzjje8t5ZybwrWajmMm0zd0Zm/vvHB9M3SPqI0T3J5Fi2Nlcsnt3cPScxa5RbsmfhRFEOnQ8YZUKoXtL4iLaYe75/NPbXrTs4Bt27UNsvv37+Pz+fD5fKiqiuM4tWasuVyOfD7/SM+9zahMzpP65tuEfuYNjJ5WtK5mgj/5GcxjByleu0d5ZBJ7Mf10FJYAmYLD96/muDZaxGsoKGJlAVxxWM7apPNP/n3Ycm1jT0OFiLn9Y3nVnS3kHze5yloREjHAs8djt+RacwOPBqEd9EXyaTuLzn3aeGbFj67r9PX10d/fTzQaxTCMdV1oVFVFVVU8Hg+hUIhIJEJbWxsfffQRi4uLm3bWrkYuurq6aj8Hg0Hu37/PzMzO+uP4/X66urro7u6u7bBNTk423OH78OHDHD9+nGg0iq7ra3uSCIGiKGiahsfjIRgM1qIW165d2/a4dV0nFovV5gBgbGyMbDaL3+/nzJkz9Pb24vP56nYMq2MB9zMwTRO/37+tBnmaptHd3c3Jkyc3/YxXnwfc/hXg5t63tLQArgNTsdj41o4QgsHBQQYHBwmFQuj62o5i1bnWdR2v10soFKKpqYmWlhZu3LjB/Px8w+eLRCIcO3aMjo4OfD5fLXK50dhWf8aBQIBIJEIsFuP27dtcu3at4fN+2oh26Zj++rSzueESleL2FiNWWTJ/t+y6wa2kz5l+hVivvqn4KaRtUrMVKkWnVvfT3Gdw9hsRhr6XZfJagXJ+F9WAAF9YJdT64FFQKTgsTWw/yb2QttcIt2CzhuHb2ZN44V55x25x++weUkoKhQKFQgEhRJ2jm23bO9o02jaOpDK9SOHiLbR4GMXnQY2H8YYDGH0dONkCTq6AvZxFFkrIsrVjIVS4dJvKeOP35p0gpSuAMg0akjwJKjZMZyWrw9Fe1e2Fs10inrXOcZ9E5vJrIzydwZXmrHvoRlaw3P48q+far6+1y26EuNftG7TP5jyTU2QYBv39/Rw/fpxgMLhmkViNNCiKUreIFELg8/no7u7G7/fz3nvvMT8/v6HwsG2bsbExTp06haZprruTx0N3d/eOxU88HicSidSNeXp6mkwms+Vrjx07xsmTJwmFQnUiYHV0pfqeq0JAURR8Ph9dXV0YhsGVK1eYmJjY0diBWvqV1+vl7NmzHDp0aENR8jBSyobPrSgKHR0dnDt3jnA4vOFn7DgOqqrWvefVx9A0jWw2u21HpNOnT3P8+PE1XdirgrhSqaCqai0qUz2f3+/nwIEDmKbJ1atXG47EVCoVQqEQ0Wh03bmsRrQsy6p1jq/+XjU3PxqNcuLECfL5/KbOTZ9mIh163WLdKjtk5q2G079qSCjlHHJJm1CLe5s1fAqRzs1XAI4Fs7dLzI+U6TzhPvl0U6F9wCTcpnHonpfRDwtMXi3uijBQNVfwre6hY5Ul2cT2IzVWUa6piTL8CtoOGxsmRvcm0rXPzqk+Sx4rQtD03/8F1EgQxWsiTH3lfwswNLR4GGIhN8Jv2a7ocXZQjLBCZWphz8XP00DFgamsGwmp2j8HDTgQWr9XzWY0e8WOohiPm4UCzObd1DdzZblwJLIzEbIdihbMZOvPGzWhK7D9uW7zC/zP5Mp+d3nmpkhRFA4ePMiJEycIBoO1BWCpVGJycpKxsTFSqVQtPK/rOvF4nL6+PuLxeC1dKhaL8corr/D2229vKDyklGQyGWZmZuju7gZc4dXa2orH49lWJAHcm3m1ZqVKJpMhkUhsuTjv7e1dI3zK5TIjIyNMTU2RTqdxHNdOs9ph/NChQ7S1tQFuFKW1tZXjx4+Ty+V27Njj8XgwTZMTJ05w4MABDMPAcRxmZ2eZnZ0lmUxSKpWQUmIYBuFwmObmZjo6OrAsi4WFhYbOEwqFOHbsGJFIpPZ+i8UiU1NTjI2N1ep5VhfmBgIBYrEYLS0txONxTNNkYWFh2ylvfX19nDx5Eo/HvSNKKSkWi9y9e5epqSmy2WxtrqvXw6FDh2qpgbqu09HRQblcJpfLkUqltjxnNUWvubkZr9dLpVIhkUjU3JUymUzd+/V6vXR2dnL06FE8Htd2WQiB3+/n5MmTTExMPFL/j2cVb1itW6xXe+rsBKfiioiq+FE08AQVVF1gb9KVPXG/wp0f5fA3qUQ63IWeqota09SWwyaDX7CYvlli9MM8ycnK9sXZCooqCLbUPwb8MY1XfiHKuW3uSiuqwB+r32AwPAJlh0+ZwjbT7vZ5RhHgOX4QoW9yIa3c34SxC/k+2jO3LNoREtfpbDQtGWhy74leTdAbkkQ9kGxweRMxoTsAfv2T73pgS7iXkizkoSvojrfZKzgRgxuLkvQePTIlbiPYiYzkcMQ9b8Bw5zpsbmyU8DAxD3QFwLMTp4RPGc/ct7ytrY3+/v464bO8vMy1a9cYHx+nWCyuyUteWlpiYmKCwcFBBgYGME0TRVGIx+OcPXuWH//4xxvudlUqFe7fv18TP9UFZnt7O/fvb9Hm9iHC4TBNTU1oq26+s7OzW0Z9qullq99zOp3mRz/6EYuLi5RKpTWL+6WlJaanpzl69CjHjx+vNbJra2tjcHCQixcv7miHz+PxcPToUaLRKB6Ph0QiwbVr15ibm6NUKtWlSVRFyZ07d/B4PPj9/oZyxhVFIRKJ0N7eXnu/uVyOW7ducfv27XU/Y4DFxUWmpqbQdR2/309bWxvpdLqhqFqVQCDA888/XxMUUkoWFxc5f/48yWSyFm2qIoSozfXg4CD9/f21iFN3dzfpdJrLly9vOddSSsbGxggGgzUL2mrEyrKsNe9XCEEikWBiYoLPfe5z+P3+mgAKh8N0d3fvR3/WQfcIlFXr93JBbsvGczWOA+V8/bWgagLds7n4sSuS++/nqRQdTnwlROsRo1aDpBkKgZjbz6ep2+DIZ3zM3ytz72KeqWuNmzI8GJObjrcaTRdE2ncnR0VZcX7bCeVPcErQpwlFUWqbVB6PZ8N02yrT09PbSultiP0K7idCpgIXZmGgyf1ZEa6QeakV/nSssWMMROFAaOMeN580PpiDL3RDl9tXF02BrxyAi7NwdQ99gxIF+HgeDkfcn1UBfWE4E4cfTDV2jFNx6PA/PXMd9ILf6453MQ2P07vkmRI/Xq+Xnp4eWlpaaovibDbLtWvXGBkZoVJZf2araUqXL19G0zSOHDlSS4c7dOgQY2NjjI2NrZv+Zts2MzMzZLNZAoFAbRzd3d3bFj/xeLwurcm2bWZnZ7c0IqjWvKyO+Pzwhz9kdnZ2w4hGpVIhmUxy69Yt/H4/hw4dAtyoRGtrK+3t7TtKf1MUpVavNDMzw6VLl5ifn19XjEgpKZfLNRe2Ri1SdV0nEonUicTFxUXu3LlDLrdxYm7V8KBqblF1lttOke7Zs2cJhUK18efzed59910SicS610f1PSYSCW7duoXP56Onpwdwo4Tt7e1MTU01lCa5vLzM+++/XzPp2KoerVQqMTs7ywcffMCbb74JUMvZb29v3xc/D6Fo7sJ/dcGPVdp5+oyUkspDUSNFdcVPcQu9XSlKxj8usjRZ4eALPo6+7ifUptW+44oqMP0C06fga9LoOOZhcbzM0Ds5Jj4ubGnJ/WBAYHj37kn5KEeW+9rniePz+Th58iQHDx6s1ZBulcJs2/auix9ZLCO3EF27xh6ZNjyNpEvw42nJfzkgam5tHQH4Uq/g/Tm5pQOaV4PPdgr6o5v/3ieJiQxcmpecjEN85d54NCL4K0dhqSiZ3CNz3IUCfDAn+QuHRc2woC8Mb3YJLifkltEfvwZf6BH0BPdmfHvBz39Z8PVXXRH0t/+V5IPbj+/cz5T4icVitLe312ospJSMj48zPj6+ofBZTalU4urVq7S1tdHU1FRLERscHGRycnLD3fnqTvzg4CDgppA1NTURCoVIpxvr3qRpGvF4vCagwI3OJJPJTRfngUCA7u7uOnODmzdvMjc3t2Uql5SSdDrN8PBw3TGqkYHtGC1UqUZzMpkMV69ebWgcVRr9PVVV8Xq9dQ/hqnNdo1Rrc7ZDKBSip6entgCwbZvr169vKHwePt/i4iL37t2jo6OjViNWvWZnZ2e3PEbVXWk7SCkZHR0lk8nURJuiKDQ1NW3rOJ8a6rXPjoWP+9r1j9/otpxdkaRmLG58J8PYRwV6zng4/KqfSMeqGh0BmiHQDBUz4CHeazD5vJePvpUiNbd1fx2BqKv3qZ43v2zj7ILVbj7lrBGA+2xO1bCkkTrJRthpjY5hGPT19TE4OIiu67W2EFvdN7d7j9oSRzL/S7/+2JqXOOlnp93Fo2JJuJeCH0xKvtjjfgCGInilTfLzA4J/e12S2+DyMlT46T74Si/4nqI0LFvCn4zCyRh8vse16NZV933oiuD/vi4ZWW6skaiuwLlW+GwH/NnY5pGjsgO3k3BhVvLZjhWTHFXw+W5XcH3ztmuMsB6mCj83IHi9033N00J7ExxsF/g94DEe73PimRE/VfGwelGXTqeZnp7eNBrwMJlMhvv37xMIBDBN19Oxo6ODpqamDXezKpUKo6OjDAwM1BbGPp+Pzs7OhsVPU1PTmh4KMzMzW77+4MGDdULAsiyGhoYajmY4jkM6nWZ+fp7Ozk7AnctQKEQgENhWSthq7t27RyKR2BMnoKqV82o0TcM0zd1/8K7i8OHDNSOBqni6fft2wwLRcRyWl5dJJBK1Witd1wmHw/h8vm1dp9uhUqkwPz9fEz9VY4596nEsd+FfrZsCN81spx36hCLcSNIqpC2xtuMcJ6FSkCQnK2TmLUZ+nKe13+TwKz7aj3nqUtZUTeANqxx80Ue0S+eHv7rE4mh5U/0mpVyTKpeet3j315ZIzz56DsLDqX/71KMoCtFolN7eXuLxOMFgsGGDmEb59re/vaM2Bl6vl4MHDwIwPDzM1atXKRaLW97v9sIQwU5sXRe5z94wm4ffHZa80CoIm+7tMOoR/NyApDck+OZtybXEg/44Pg2ONcFP9wne7IKYV1Cyd9YjqN3vmiwENPCv+q9fg5AJxx6KKIVN+MZhOBFzraNzFchZD/6er0CyBEslt6HpRkxn4TduS1r9cKbZ/S76dMGXeyRnmgU/mIT3ZiR3l91j2dK1ww4Z0BmA3iCcjLuvDZvuv5+f2XqdcC8F374rOR0XBA13rlt8gr9+HA6G3c9haOlBQ1S/5qa6feOI4NUOiJqCouWKtafB7tpjgvaELNCfGfHj9/uJRqN14mFpaWlH3aYnJiZqtT/gRhq6u7tZWFhY98ZfXdQuLCzUrJOrBedDQ0MNLY5jsVhd6lqxWGR+fn7LfjCdnZ11NssLCwsN9ShaTblcJplM1sRPVbxFIpEdiZ9SqcT09PSeNYy1LGuNUIjH4xw8eLDh+d4JPT09dY5xc3Nz2xZbxWKRVCpVEz9CCAKBAMFgcM/ED7Bm8VO1eN+rvhxPK1ZJ4tiuCxqAZgrEDh8iQrg1RKtxbLZdlwOAdMdmlWxGP8wzebVAsEWj7xUfhz/jxx9VEUpVsAmaenRe/WtRvvO/JShs0lRVyvXFiRv92Rcte0kwGOTUqVO1lDJFUeqcR3eLnR5L13Wi0SjLy8tcvny5IWOWfZ49LAeuJODf3nD422cUdMUVMmFD8KUeyasdgkzZLcoXwjU48OtuypuhCPIW/IdbDv1Rwee6xbYCeP/XFwQtXve41aC5wP1ZEW5dzGoCOnyxR/C5LjfoLaX7X0c++Pn8DPzvlyX3NtlXdoCP5uD/vCr528/BYFS49ZGaoCsAP3NE8lN9Ast5EAGqjksVrvDQV/4IIcg0mIZcduC9Gfjt2w5/7fiDuW7yCH7qkOSL3e5cp8vuecKr5lpXBLkK/OurDl/oEZxt2d5cPwl8xpPr//TMiB+fz1dX8A9su5i9SiKRoFQq1YrEAVpbW2s7/utRKpUYGxuriR9FUQiFQrS0tDA3N7fp+bxeL7FYDJ/PV/t/8/PzWz5sqn16Vgu+hYWFbUdbLMtaszg2TbMuBW87JJPJbQuw7VCpVFhaWqJQKNR69gQCAZ577jn8fj9DQ0M72uncDK/XSzD4IJlWSrmjvPZqfdNqqmYPe8nqVJXVFtj71FNIO9hlWUsF8zepa9LCGkXRBP6mB3d2x5GUi07j9Tgb4FhQtiSLYxWWp9IMfS/LsS8G6X/DjydQtVUXNPcZ9L3s49bbGewNgjjSgUKmXhypGnjDT8G24VNMJBLh5ZdfprOzc1dT3HaTagpzdcPmSdOtR/m1rl8ga5f4m9O/yby1s6yEvUZH5YPD/xMWkn8w8y3ezg096SE9Mssl+I8j4Nckf+OEW5MiBBiqWwsUXol4wAMRAG605TeGHH5zCH5+EF5qcxfrjRI23ChToyhCuFbRmyyog4ZsyD/DkvDDKUgWJX/nOXihTayIGddNba9yJxIF+O1h8GqSv3z0wVybqsBQXHFZfYKsnutsGf7NNYdvjcDBkBt9+yT3+1EVMPQdJ1Y8Ms/ME+7hxalt2xQKhW3XdcADC+vVImK1icJ6lMtlJicna/bBVde3jo6OLc/X1NRELBarO/7s7OyWKW/RaLRWO1IlnU5vO/JRLaBfTbU5507IZDJ7bqO8vLxcV7Bfne/Tp0/z1a9+lRdeeIFIJLJr54vFYmsWKY2mNK7GcZw1aSGaptWZN+zz5FiertS5jGmmwBdVETvYndJ0t8lnlUpBkp7Zug6nYaQboUnP2bz/O8tc+M1lcskH15aiCA6+5Ks1WV0P25IsjtV/V3WPQrTjKWjK8ZTi9Xo5cuQIXV1ddQ1DdxPLspidneXSpUuUSg365D6E4ziUSqVPhDhTEJzydHLc7GDA08YJc+vn6hNDQET1EVG96Du5cXxCmS/Ar92Q/M/nHUZXPfqEeBCJUVbVTN5PS/7Zhw6/dt197XhGktxJ1PsJYku3Tufv/kDyjy863E1J7G28BUfClQXJv7gk+bjBvVKJ21/p/7gi+ScfOHUGCxvN9XBS8ksXHX77tpvWdy8tG442PSm8JujakxM/z8yKq9rYsUqpVNrxTR+oiZ9qmlP1+JtFNPL5PFNTU7U8aY/HQ2trK4ZhbCgGqkXvq2uVUqkUS0tLWwo3v9+/pnHnZz7zGV555ZVtCaD1HHyqDTp3Qrlc3vN0qnw+z+3bt4lEInXpeqqqEg6HOX36NIODg8zOzjI8PMzMzMwjXQ+BQKAuwiaE4M033+SNN97Y1nHWm+udih9N02r26NFoFL/fj8fjwTAMdF2v9azSNG3Hn+WnjeRkhVLOwd8ka59V62GThbslyvnGv1OqLogfMFBX9Qwq5x2Sk3vj5elYcOeHOdoHTfpe8qGZ7rUa79VXbLLXH7u0ITVjUUjbeEPuvcTwKcQPGQjxaH4P+6xPKBTi6NGjtftJ9V5dLpdZXFxkaWmp1hags7OTjo4OhBDMz88zNzeHZVmoqoppmoTDYaLR6Jpn3zvvvMPMzAy2be84DbhcLrOwsIDf7ycWi5FI7KHP7xY4SG4UZxirLLJo5bhebND7dxcQwN+Nf5GEleXb6SssO3uX1fBJJ12GPxqBH085fLYD3ugSHIm6/WUMxa1/GVqC709KfjQNc/kHaWF/MAL/8a5ErNyLLLm1acAXv/Xg93cLB7cP7nZ+f7kMv3sH/vi+5ETMTfU7FYdWn9sA1VShaLvRl8ksjKbhSkJyYRYW8q6IasQgoYrEnctv3oZ3Jhxe64TXOgV9YYh53ZS3RBFuLcL3JiTvzcBiwR0rwK/fhP9wq/G5ri1J5O7tzW2F9wnW+8AzJH6qfWqqVG2Nd8rDVsJCCEzT3FT8FItFRkdHOXDgQG2BGwwGaW9vZ2xsfVP8YDBYa64K7oNwdna2oVql9Qpjt+rB0ChVx6GdUG22udcsLi7y7rvvcurUKY4cOVJb4FcXraZp0tvbS29vL6lUipGREe7evbuj6Fi1/qtKVWjtBtuZa0VRaGlpoa+vj97eXnw+3xPflX2WSIyWyS3aRDv1WrSn65TJ8LsK5Xzj9xPdK+g8/cCIREpJMW0zf3fnAnwrpISFkTI9Z7xoK5erZgqULdL2KiXJzK0Sh15y024VDaKdGs2HDebv7DfC3U0Mw6Ctra2Wrls1ThkbG+Py5cskk8k1r6n2M5ubm+Py5ctrnkEej4e+vj6OHz9OKBTCNE1effVVvv/972+Zcr0ZuVyOoaEhXnvtNc6cOcPFixfJ5XINOVvuBaOVRV69+8/cc+zJGdanV4/xhcAAN4rT/Fn2JjxN4kdT3ZWtZe/aToaDG8n51l34w7sbbKqs97ptCgCAyieo7NCRkF3pe3RhVm5aT7Nb16cjYSrnpsH9zvDezHXQBz/7OvS2Cm5NSP7w3bX9dvweeO7w9sa+Fc0RiId395jb4ZkQP9Xc5NULyNXNNHfCelGX1btr62HbNolEgnQ6TTgcrkt920j8PJzyZlkW8/PzDdUqrba3rrKbD57HIWAelUwmw4ULFxgdHeXkyZO0tbXVUgFXz00kEuHcuXMMDAxw584dhoeHtyWCHp7r3Z7nrY5XtSCvFkivFmPV11aPs/pY1b8/vDmwz/pYJcnE5QKxXh1fVEMIaOv30HrEpJAqbNqctIpQINyucfCct/b/KkXJ/N0yy9O774S1Gs0UdWkElaLc0rK6nHMY/mGWA+e8KKr7vQk2awy8EWBxdGnDeqF9to9hGMTj8bpebqOjo5w/f37dyLTjODiOU/v+rrdJUiwWuXHjBlNTU7zyyit0dHQQDAZ5/fXXeeutt1haWtrRWKWULC0tMTQ0xOnTp2lpaWFqamrdZs6rSSQSOz7nlmPak6NuzmlvF03q3tZk7gVKwEv0F38SvauZpV/9Y8rDk+y4Y/MGfPJXCHvH437ve3W+f/I34Kc/I1BVQcWC472Sf/Tv6n+ntxV+9395ZqpkgGdE/MCDhd/qYu5H2RHf6WsLhQJjY2OcPHkSIQSGYRCLxQgGg2sEjaqqxGIxwuEH8ndxcZFkMtnQ4nq9B2H1wfSoVCqVXTcN2Cts22Zqaoq5uTlaW1sZGBigvb0dwzDW5NRXjRF6enq4fPlywz2g1pvrxcXFXbF1Xc8E4WHi8Tgvvvgi7e3tdekytm1jWRbpdJpkMkk6naZYLFIsFrEsq/ZncHCQgYGBRx7rp4GxjwocesWHN7Jy7Qh47ushklMVkpOVLZtv+ptUzn49jO558DnlFi3uf7C1+6GiukYJjuW6zm0HzYC2AbN2XoDUrIWzRZK6Y0NitML0zRKdJ0y3v5lHoeu0h8EvBLn1drYh0VdFKO57QEpsi0/3CukhdF2vWc6Dm+J8586dDVNyV9v6byR+qiwvL3PhwgXeeOMN4vE4kUiEM2fO8N577+2oBUA8HudrX/tabdPE7/fT39+/5es++OCDOvGjIDCEhi5UVNznsiMlDhJL2pSljc36Xyqv0PEo9Sm7UkrSThFnkwvLFBo+xcCWDgWnQoW1XyZTaHiFjgTyskxFur8joDZeDZXnPT1EVR+m0IgoXspq/T0/ZRc2HYuKwKPoaKgoK+/dwqbkWFgbvO/dQG2JoMbDKGE/emecyv0ZZOkTFEr5pLIH0bJPMi8NCpSqU6gq+NI5+Ef/7tl/38+E+KkuAleLn60eFFuxXlSlkZqRUqnE5OQkx44dq6WyBQIB2tvb14ifSCRCPB6xw6aKAAAgAElEQVSvW8zOz883bM9dLpfXiKT333+fiYmJpyJqs9tYlsXU1BTT09NEIhEOHTpEb28vwWBwTXfyWCzGq6++isfj4c6dO1sKxofn2nEcfvSjH+16J/P1qAq21cLHcRwymQzDw8Pcu3dvyyhWtQ7taUNU2+yI6oZG9e+ge5WaJXXt91UwPALLI9znllyxO13xPJW4DmebLciziza33s7ib9IINrsCqKnb4NX/qonzv7FEasbCKsn656IATXfd3Z7/i2G6Tz9IayrnHMY+KjJ9Y+v7R89ZL92nPUxdLzI/Uqacd7Ar4NhyfdElXMGkmQrHvxSgrd+sGRxIKRn/qOAKkC0opm0ufztFU1cMX3TlvhXTOP21EGZA4fb3sxQzDo7ljkNKap+DUFxzBUUF1VCIdGoceN5HNlHh7vn8vmX2KlRVrTk7SinJZrOb3kNWZzCstsLeiGQyyZ07dwgEAvh8Pg4dOsStW7caaqL8MI7j7Mi1c/W9VEdlwNPGTwVP8Uagn149hiFUUk6BWSvNpfwY/zlznUuFMYpy7YX6t2Jv8Deb3kAXrnDQhcqileWnx/4Nd8sL657fJwy+Hj7NL7V8jWlrmX+x8F3+c+Z6nUDxCp3/Jvoqfyv2BnN2mn86/6d8J3sLgLDq42fCZ/m8/yhHzTaatQAaCj8TPss3ws+tuXW8dvefM1ZZP9KlCsGLvoP89eirvOA9QFj1kHaKfFQY53dSl3gne5ui3JvQqj27RGV0FidXpDwyhazsbdT5mUAR+F8/hRLwkn/vxqeiv9RcEtqaJAquMJ9fm3lbh5RuAHE3VpjqztvoPTLPhPgBajvg1dS0ah+TnfJwipuUsiHxU3WKm5ubqxXi+/1+2traGBkZqUsViEajdUYH+XyeRCLR8C7deuLHNM1NLbk/DUgpSSaTXLp0ievXr9PV1cWRI0dobm7GNM3aAsLj8XD69Gmy2Szj4+ObztnDn/3jbBR6+PBhWltb60Ty3NwcFy5cIJFINPRZP411QYZfofmgge4R6F6B4VXQPQq6V8Hwug09mw/Wf09jPTov/BdhCmmHSlFSKThUig7l2t8lyzMVsgl707v33ffyNB8yOPKaH9Pvul21D5p85e83c/v7OcY+KpBP2jjOig2pX6H7tIeBzwUIt7s71VJK7IpkdrjE1f/cmDOg6Vc48IKPgc8FyS9ZzN0pM3unRHKiQnaxXnQJAWZAIX7AoO8VP20DBrpZvUYgm7C5ez7fUNTGsWHhbpmP/jDNi385gu5VEAL8UZXnfjrEoZe8jH1UZOFuieyijVWWKKorQH1hlVCrRlO3TkufSSCuoqiC63+WrvUe2selmqINrrgoFoubRp6raW/gbsg18ky7f/8+AwMDeL1eFEWht7eXRCKxbefTxcVFfuu3fmtbr3mYV/19/IPmP8dRs5WMU2LRyiIBQ1Hp0ML0hc9hCp07pXmK9tpU7wv5+/gVkybVT6ce5rP+I1ueMy/LvJMd5qjxAb8QfZmfi7zIcGmO4bIrMlUU3gj08/XwGSSS30p+wLu5kdrrTaERVwNICUPFWfC00qqFmLVS3C8vUXbqRUTBWX9eVRSe8/byc5EXqEibvFMma5UIKiafCxzllKeLf6W9w68nz28aOdopTr5E8lf/eNeP+yyjRoOYR3tAURDmnSc9nMfCr/yB5B/+VUHQK0nl4Ve+tfm1mCtKbk9A8RETjEwdDndCJPBknhHPjPgpl8sUi8WaaDEMY02R+nZ42N2rVCo1/PAoFApMTEzUXHpUVSUSiRCNRllcXKyNLxqN1nrpSClZWFjYVq50Pp9fk3f9cK+jTzulUom7d+8yPj5Ob28vx44dqzOYCAQCHDhwgKWlpU3rrNYr9F1trb5XeDwe4vF4rUAa3Ovr8uXLDQsf4KlzexMCmg8a/MQ/bNnW6/xNGode3vy2dun3U1z54/Sm/XakhI++lcLwKfQ+760JIF9E47mvh3nu62HKeYdSzkH3Cky/WreDJaXEKrtGAhe/uUwxvb3ohxDgj2kcimkcetk1IrAr0hV0K6kruscVhMpDnf5ccwWHD39/mcxCpeEtukpRcvd8Hs0jOPXVEN6QglAEiiqIdhpEO/ftrx+Vh8XPVmmz1U09oObguBX5fJ50Ok0kEkFVVVpaWlBVdUdtHx4Fr9D5ieBJTno6+ZPMdf710g+4XpzGkjYhxcug2cZr/iO8k7tN0lk/JfTH+bv8OO+2NDhqtPL9vv+xoXPPWCl+L3WJo2YrZ709/Hz0Zf75wnfIOEWOmC18I/QcfUac31r+gP+UuUZhVfRlzkrzTxf+tPbzP2/7i3wj/Bzfy97mlxNvMWc1uJEhNP7r6Cucz9/jlxPf5WphElWonPV28/fiX+JVXx9fD53hO5mbTFrbb8a+z+6jtcVQYyHs5NOR8r8bfOcSvHtNEgtDIrW1qLkzBf/tv5RMLz7aedub4Jf/O8GbZx7tODvlmRE/1Rt+NZ9aVVV8Ph+maW7b4lhV1XWbhza60CyXy8zNzZHP52spDoFAgLa2tpr4CYVCdUYHjuOwsLCwrd4x1fqe1el+zc3N++JnHSqVCiMjI6RSKV544QU6Ojpqn29bWxs+n29T8VOt71mdPtfS0sKNGzf2dNyRSKSu+S3AzMwMqVSq4etRCFEnnvZpjFJOcv4/LFPKOhx4wYe/SUVRH0TRDJ+C4atPQ5LSTQsrpG1mb5V4/3dTZOYbTzexypJK3sH0rRU1qi5QdYEnuH7qk5RglRxySZvLf5Tm3sXCts0KSjmHW29lySdtTv9kiECzhuHdXv2kY7nNXEs5uWW90aeRqoFBIyYk1Zo9oGZj3wjZbBbbtmvPsifxTAioJgHVREHwfmGUoeJsra4m5RS4ULjPhcL9PTv/UGmWf5d8j18yvsYXA4PcLs3x3ewtNwXP38/5/D2+lf6YaWtvUpskMFtJ8fdn/oCZlXPY0uLD/Bj/evH7nPP20KT6OeHpZDK7O+JH+EyUgA/xUBdPeymDLG2yqhUCra0JadvY88ugqSgBL4qpgyKQjkSWKsh8EVmuv58JU0cJ+0GCk8kjN1o9C1DCARSviZMr4GSLaw0YhHDfg9dErPggS9tBFss42cLmNTgChKGj+DxgaG7UWa68vmIhS2VkqVJvgyZAmAaK1wRdxTjcgRoL4xTKaC2RNeOzl9LuMdZDVVD8XoRHd+dfgqxYOIUSMr/JGlRVUCMBEAI7lQXLQXgMFJ+J0FdcgG0bWSjj5Ivbt8xrgEIZJtfPIl2DZUNmFwwPCyWo7G1HlE155sTPaiEQDocJBoPbFj8tLS219LEqc3Nz20oly+VyTE1N1QpEfT4fzc3NaJqGZVm1/ixVlpeXWVpa2lYBfT6fJ5PJEA6Haw/RlpYWPB7PU2NW8LhZWFhgfHy81hcHXGG6VWQkl8uRyWTqRERrayu6ru/pjqphGGt2e9Pp9LZMLRRFIRaL7fbQ9hQJVIoOidHdt1rOp+yG61jLeYcL31xmZqjE4OcDRDp1DJ9AMwSq5pohSMdNG7PLDuW8JLtoMfT9HPcu5LYtPuZHygy9k6P7tAd/k4ZmClRDoGpuXQ2rcqRr561IrLJDKSuZGy5y4ztZklNbGzNsRKUouftenoW7Zfpf99N9xosn6KYcqrpb2yMUavVUjuUaG1hliVV0SC9YTF0vMvZhgWKmsUFYRUlyskLO9+BpWMo/e7VC1YbSVXfSaruCjZ4t5XK5dn/x+XwNb2Ksbjfg8Xgei/hRVRXDMLAsi0qlQsouMltJU5QVvhAYYKy8yNXiFMt2npK09twHw8LhQv4+/2/yPH8n/nm+EX6OPqOZLwePMWel+b3UR3xUmNi780ubd3LDNeGzelxzVpoZK42paERV3wZH2D6eU4cIfOUltHgEVAWhuyJg8Vf+gOK1exs2uBGmTssv/TXsVI6F//XfYxztxv/ZU+gHWhEeE1ksURmdJX/xFsUrI3WLeaOvg/Bf+jwYGplvv0fh/PobgorfS/ivfAHv2X4y/+kCubcv4WRWRfw0Fb0jhvelY5gnDqLFwwhFwV7OUhoaJ/fuFSrj8+7qe80bEKixEJ4zh/E8dwS9I47iNZC2g53JY88lKd24T+HyiCvuqi/zGHif68f7wgBaWxQ1GgRdwxzswezvWiO2Fv/VH1K6cX9NNF34TMzDnXhfPo55pBMR9INtY80lKV65S+HiDaz55XWFi9YcIfxXv4Ti85D65ls4uSLec0fxnO13BZgQ2MkMhQs3yf3wCk4qt+78Pg6khHIFcrshfspgWe4xn8R+/TMlfpaWliiXy7V0t2g0Wks1284ueVdXV91iuFpIvx3xUygUmJqaoq+vr2a+EAwGaWpqIplMEolE6gpfd2oPOjU1RWtra038eL1eDhw4wM2bNx/J6vtZJpvNUiwWa/PfSCExwPj4OLFYrGal7ff7OXDgAHfu7F1u8HrGHdvto1R1G3yqkK4Q+NY/nH3SIwEJY5cKTFwp0HbUpO2oh2iXhi+somiCcsGhmHZIz1vMDLlGBdYOO5ln5i0ufzvNze9miHbpNPUYhFo0fFEVM6C4oksXSIcVweOQWbBJTpWZGSqRW7R3LHrq3rJ0neI+/L0UN76boeWwSfMhk2Cziul3hZCUEqskKWYcsgmL5RmLxP0y6TlrW+5wAAv3yvzxP95785AnjW3b5PN5vF5vrReZz+cjl1t/QVMoFGo1oB6Ph3A4vGnT7CrVexQ8uvNpozQ1NXHkyBFmZ2e5d+8eZWnx3exN+oxmXvId5JfbO/hxfoTvZG5xqzTDbCVNytncKe1RSTkF/ix7kyNmC38hdIYXvL2k7SK/mvwRb2VvIffw3BYON4sz6/+bdMjYReJaAF3ZvRYElYkF8j+6htoURA0H8Jw6hPA3GPUXAsXnwf/55/B/7ixOtoC9sIyUoAa9mAM96F0tKH4Pue99XIuKWHNJSiNT+F87hXGgjeJHd9aNMumHOtBaojjZApV7U/XCRxGYAz2Ef/ZN1HgYezlLZWoBJCg+D96XBzFPHmL51/+E0vW10UIl6CX4E6/ge/UEdjqHncxgzVsIVUWYOlpnHOExqMwt14kfFAU0BadQonx/Fq1UQe+IY6dzWJMLOA9FbJx0bq3wMQ38b5wh+NWXkY6Dk8rhLKYRmori9xD48y/iOXmQ5d94i8ro+teDexwd43AnWkcc81gvMl/Cml9GqArC1BFe44mbVtgOZHcp+FSuQNlyp/NJ5Co9M+LHcRwSiQQLCwt0dna6vSqCQTo7O5mbm2s4nSwSidDb21snfubm5mrpao1i2zbJZJJkMkk8HgfcCEM8Hse27bqUt1KpRCKR2FG05v79+/T399dFqo4fP8709PSe9Vp42nk4mlKpVBqKuN25c4fBwUH8fn+tMemJEyeYnZ1tqC/TTqhUKmua9Zqm2bCZh67rnDhxYi+G9qnDsWD6Rqkh17ZHpVyQzN0pM/eEm4xKCfmkw+gHBUY/eIqaO35CsSyLVCpVi8Sapkk4HN5U/OTz+VpGQ0tLC5FIZFOHOFVV67IBHm7YvVf4fD7a29vrbPvfy98j7RT52fDzvOQ9yGd8fXwlcIJ75QR/mrnO/8/eewZJkp75fb83TXlf7b0b73d2Zw3WY4EFFgscgMOBd+LxjhSlo4KiSJ4khj4pQvzKiGMEgyHySFFHiieS4gG4AxYHv8A67KwdP9Pjumfa26rq8pVVaV59yO6a7mkzPbPdszOL/kV07E5XZdab2ZWZ7/99nuf/vF68wuXq9Iqam61mtJbmzeI1ng/upk2Pcak6zTul6xSd7b2OJZLcHRqiLppXbhnWZAprMgXgWlx3NKJsVvwAwu8h9IXHMM5ep/izjzAn5kFV8PS2En7lCbyH+/Af341xdqjuhGYvFFwb7RP70Nob0ToaMIenVu5YUfD0t6E1RqkOjmLNr4yGac1xIl/7HGpTDOPUNYqvn3KjPI6D1pok/OqT+E/sI/p7nyf1z/7LyuiHEKiNMVf45Erkv/cWxtkhN/1OU1ETETy9LQhVpTY0ueJzZcmg/PZ5ym+fByD0yuNoX34C8+YM+e//GmvyzrlgvqMDhF4+4bY0+OVpyu+cx14ogCLQ+9oIv/okvv09RP/GC2T+9fdx8mvXt6mRIP4T+5BVk8IP3qU6OIJTrKAE/WhtSZySsXH63DayFPExTMnCFk11JIvRHxs8n4IS+Ux1LVpYWGBqamrFqlhHRwe9vb2bcuYKBoMcPnx4RY50rVbj8uXLqyagm6FUKjExMVF/8AQCARKJxKqUt0wmc1fRqds/4+bNm1Sr1fr20WiURx99lFgsdlcrfoqiEAgECIfDmyqs/bTQNI1oNHpP6Rw+n4/GxsYVdTT5fH5TqWvFYpGhoaEVtuqJRILjx48TiUTuaixLlrehUGjDc10ul1et8iaTyU2lv+i6Tl9fHz09PZse1w477LB9mKbJwsItL9mldOj1MAyDQqFQvz81NzfT2dm5qg5wCSEELS0tdbMDoC6etpv1HFYvGlP809m/5n+e/g5/mn6HX5eH8Csafz/5HP+s9Zs8HRzAK7bvedOghjjoayOs+Kg6Jp16jAPeNvxi+01g7K0Iw95PpMSaWyD3nTcxx+cWCwltasNTlN48g6yaKKEAevuy76wjMafS1EZn0dsSeLqaV+UxqckwemcjQteoXht3xcEyAk8cQGtJYE2mKLz2LubIzK3I0nSa3F+8gVMoozXF8T92W786xY1YCVVBVqrUrk3cqjuybOy5BSofXKZ88iJyK/K1liG8OsHnjqAEfVQ+uEzxZx/eOjZHYg5NkvtPr+PkSuhdTavHvnxfAS9CVSj8+H1XQKXd+iI7k6d68SbmzfWjRttNoQI/PyX5xcdw6urW3Usq1bWzGO8HD+4M9x4wTbOemtTT01M3Pdi3bx9CCEZHRykWi6smul6vl3A4zJ49e+jp6alHfRzHYWRk5J775hiGwezsbD0Vb2lFDqi7vNm2XW9seq9cvnyZhoYGurq66g+fpeO/dOkSuVyu3vTy9p4Rmqah6zper7duyqBpGoODg3cd7bpfRCIRHn30UTKZDLOzs5RKJarVKrVabc2UMCEEuq4TCATo7e2ls7Nzxd94enr6jk1Gl7hw4QJNTU20trYC7gO/v78fXde5cuUKuVyOarW66lyrqrriXIfDYVpbW7Ftm8uXL6/b26lQKFAoFOrFy+DWdXV0dGAYxpoTG1VVCYVCdHR08Mgjj6CqKo7jfCLr9x122OGTU6vV6uYpmqbh8/lIJpPr1g5KKUmn0+RyORobG9F1nb179yKlZHx8nHK5jGVZ9XtcJBLh2LFj9ZRegFQqdcfFO1VV0XWdWq1Wv28tOZVulqWm0mvhIBmsTjNYneb/zb7PM8Fd/GH8CR719/D3Es9ypTrDuHnvz8D1CAoPnw/t5ZvRY0xZWSbMLId97XwjepSbZoqTpRvrNlj9TUSathtxuL2uxHGwcyWcXBGhqyihlYvJ9twC5o0pvLs70LuaUcIBN0VsEU9fG1pzAmtuAXNifoUpgvBoeAbaEQEvxrkh7DWq6Z1cCXN0Bu+hPnz7eii9fmrF2JyFPPZCASUaJPjiMSofX8XOFHCK5W0xCFhC72hEbYyBgMqHg2umpdnZIsb5YQLPHsZ3ZIDSL0+vvTPLxhyfozo4sm3jvVcm5uGP/mTrz+PcAkzMSYJ+WM9HYrv4TIkfcKMoS03eGhsbURSFSCTC0aNHaWlpYWJignw+v8I+NJFI0N3dTTKZrN+8Hcdhbm6Os2fP3nNBu5SSfD7P7OwsXV1dAHV766U6jlKpRCqVumtThuUYhsGZM2fw+Xw0NTWhKEq9dqm5uZnJyUnS6TSlUql+LJqm4fF4CAaD9VqkcDiMqqrMzMw80I5xqqrS0NBAd3c3pmnWI2e5XI5SqVR3wJNSoihKfVLQ1tZGc3NzvSZMSkkul6tPIjZDpVLhww8/5JlnniGRSNQnCD09PbS2tjI5OUkmk6FUKtUnJcvPdSQSIR6P190Ex8bGNjzXpmkyPT1NS0sL0Wi0Psk5dOgQXq+X6elpDMOoO0hpmkY4HKa7u5vOzs66xe3k5CTd3d2fqPHvDjvs8MlwHId8Ps/CwkL9+RSLxWhubmZiYmLNbTKZDKlUikQiUY8YHz16lM7OTlKpFJVKBSEEoVCItrY2gsFg/Tq3bZuJiYkNxY+qqvT19RGJRJiZmWFy0k0N8vl8d9Ucubm5eVNudHnH4EeFC0gk3XqCo/4OQsq9t6VYDw2VY/4ufjf2GB6h8ee5D/hF8TJ/GH+Sr0eO8O3ocabM3LrNUpewcZBIvEJD+VSqE+4jto05lVrnNQfHMFECXrdWZhlOsYI5Nou9UEDvbETvaqR6cVH8eDT0nlbURITyyQvY8ysX+tREBBH0IRQFxe/Du68buVYa+qKDndoUXfl7CVa6QPGXpwg+e4Tgi4/gO9yPceEGtesTWLMLG7u0fQK05gRCV5FGDSudX1toOQ61iXkCioLWFAdNXTPc4Rg1Nx1wHVOKzyJvn5fMLLhpb+P3ueTzMyd+wDUBWJogJhKJ+uSzq6uLrq6uuhvN0kRySSwsYds2MzMzfPzxx+Ryn8wGs1QqMTU1RUdHRz2tbAkpZf3B9klJpVJ89NFHHD16lNbW1nrBq8fjobe3964eYg8LS8fX0tJCS0sLcKt3xlIEaCnacvukf0mYXrp06a5szAHm5ub44IMPOHbsWL2HxlLT0/7+fvr7+7f0OCcmJuq9fpaEWyAQ4OjRo+zZs4disVhfSV5yhFo63lqtxvDwMKdOnaKxsbEecdxhhx0+Hcrlcv2atm0b27Y3TMsulUqMj4/T2NhYrxXVNI3m5maam5s3/Ky5uTmmpqY2FD+apnHixAn8fj9TU1N18RMOh3n66afv7SCBqOKnWYtQkxZpu0jJqeEgEUBY8RFTA6hCpeKYOFuclieAbk+Cb0UfYb+vlR/lL/D9/FnGzAzfz51hwNPIc8Hd3Kyl+Q8L75Gx13fQSlslqo7FgLeJdj3GvFXAWowWeYRKTX6Kfr1bjQRZuUOd4TqFSuZUCvPmDN6DPeidzVSvjINlo7cm0TsaXGE1PI2dXVnbLHwexOLzKviF4wRfOr7+Z9tO3QJ7xbArVUpvnMXOFOpub8FnjxB89jDV65MYZ4eoXhnDnl/YdN+zzSB8HhACx6itH2GSIMtVd465aF4g18r1sh3kXbi4fhY4M+T+fBp8JsWPbduMjIxgWRa7d++mubm57q4D7s1+rToLKSWFQoG5uTnOnz9/z3U4y6nVaqRSqbol9XIsyyKdTt9Vb5+NmJmZ4f333+fQoUM0NzfXa342G8WxbZtKpUI2m70rK+X7jWVZ5PN5vF7vKovqJfvY9VYgpZTUarV6hHCpXupumZiYoFKpcPjwYRobG4lEIncVVVlyfcrlcneMLFYqFa5cuYKmaXR3d6/4Lvv9/jXrf5bE3djYGKdPn65HkHbtunOH9B122GH7qFarjI+P09TURKFQYHx8nOnpjfP5p6amiEQi9fTkO93TpZRks1nOnTtHpbJxnYPjOExOThIMBlcZKTiOQ6lU2lRadjAYXPGMG/A28nuxx9BQuVKdYdbKY0gLXSh06Qm+FjlCVPHxWuE8C/bqyHuDGqJNj+ERKrpQ6dVdkwhdqBz3d9GohrBwMKTJnFlgzr5VRxJXg7waPsTL4f1cNKb4bu40Y6ZrAHTGGOe7uVP8o4YX+VrkMCO1ND8uXMRYx3ThtDHGl60DHPS18TdjJ+j1JCk5NTQUAoqHH+TPbathw/1FIu+xTsmaz1EbmcZ7uA+9q8ltFjq7gN7TgtacwBydxZxOr45sLPt39cpiPdC6qWrS7Q+01itGjcoHlzEu3MA70IFnbxee7mY8PS14BtqpfHiZ4s8/Wun29gmRlmtXpmja+s4VAjc6JBd7A2wU2dlpi3bf+EyKH3Anl6Ojo+RyOXp6emhpaSEcDtcbxSmKguM42LaNaZr1njkTExOMjIzU7UW3glwux+DgYN31bYklO+x7MVNYj2w2y8mTJ+no6KCnp4dwOEwwGKzXHC1FKZYfe7VaxTAMisUiqVSK6enpTTvPVatVpqamVgiIVCp1V/2K7pZiscjFixdpb2+vGx8sCaEla+glIbL8OA3DoFQqkU6nGRkZIZ1OfyI78HQ6za9//et6ilkoFCIYDNZz35dSKKWU9WhjrVajUqlQKBRIpVJMTU2t6/S0nIWFBc6ePUs+n6etrY1wOIzf76/3C5FS1o+zUqmQz+cZHR1leHgY27YRQjA8PFzf31Kq3A477HB/WarjOXny5Jo1qGtRq9UYGnKXSAcGBojFYusapRiGQSaTYXBwkKmpqTte56Zp8t577xEIBFbd9y3LYmxsjFOnTq2z9S36+/s5evRWu/aSUwUJTwX7eCV8EF2oSCQKAkNazFkFflYc5N8vnCS9RuTlyWAfvx99nLDqwy90wqobHQsqXv5J4xcp2FUMaZK2i7yWO8938u4Y/ULnmeAAfyP2KDnb4K9yZ3i/fKO+36q0eKN0lX5vI78fe5xvRR9hzMxwujK2pu32++WbvFY4z1c4xCvhg3wjcgwLG0dKUnaRXxavULnbhl6fRUwLc3weayaN3tmE3t6Iky/j6WpGjQSovHdxVcobgJ0vuQ1IpaTy3iUqH135RJbOslzFOD+Mcemma5BwYi+Bpw7iP7YLa3aB0i8+3mDjZf+/iTVjO50H20aEAyhBH062uFrALLrRIaXbBPZ+F7fssCafWfGzxNLq140bN2hoaCASiRAIBOpF4LVaDcMw0LU4ju2lagTZQi0CuGkLFy5c2PA9Xm+I5qZ+IuEGKkaBmdkhSqV7s6peEn4TExPE43ESiUS9kedSRGT5RNkwqigECQRasM0kmlrBcTZndlAulzl//vw9jfNeMU2TkZERxsbGCIVCRKNRQqFQXf6TF9sAACAASURBVAQt742z1FSwXC5TLBbJZDIUi8Utm/ibpsnQ0BAjIyP1c70kgJaiUprmI5noQVVjGOUS+RwUChYKrbS2NKFro8yn7tzpvFAocP78ecbGxurfZZ/Ph6q6q0qWKqjFAhSFxbydxWjQ8UQGcEoG1atjjI25P1uOqqB3NKE1RjEn57FmF+5YZKp3t6C1JlZ1Iq98dGVVB/H7jd7djNaSwM6VXAvXnYfVDlvM7a5vm6FcLnP58mVyuRwdHR31nj+aptUXWCqVCul0mtHRUTKZzKbvc9Vqdc0IuOM4K3oNbcSSqc4SN2tp/jz7AeeMSTr0GFHVjy5ULGmTtkpcrc3xXmmYebu4Zr+dklNlzMygWRtH1MuOSdG5NT6v0NCFyvvlm1ytzvCjwoV6mtoSs1aBH+TPUZM2CTVIQPGgINYUPyWnyv+deZer1RkO+zpIqiFAUnCqTJgLlJyVWRKOlHwndxoHyaS5dpQh7xj8ojhISPExVL2znfLDgjmVwhyZwf/kAfT2BmSl6t5L82Vqo3M4xTXMDPIlrJkMWkcTnr1dGIMjyOwWNGm3HazpNOV3L6ImwgSeOojWkth4G8dBOg5CV1c9m9bCnJjHzhVRokG8+3qwZrNwm3BT/F68e7uQlk3t+sSqxqk7fDp85sUP3EoBWi+9zOsN8tLzf4++vhOUSgv86Kd/wtz8jXsO/94L4XCS48e+ykDf48zO3+Ctd/79PYufJWzbJpVK3bGmyOMJcGj/S7z4/H+PYRQ4e/4nzM4Nb7jNg8BS8fBWpQ1+EizLYn5+nvn51Q+yZKKTF597hq7OY6teq9XKfPjxX25K/ID7XV7qH7Uc4fcSeOoAvl1t6G0NeANefFIiaxbmxDzV6+Pb5nqjhPwEnzuC/7E9FH/+MaU3zqz5kFuOZ3cHgacOoIT8KD4PIuDalhuDo8ja9vRM2iy+R/cQev4o1avj5P7LL7F3xM8ODwimaTI6Osrk5CThcJhAIICu60gpqVar5PN5KpXKllhbL6Vlb7aH2VL90hJVaXHOmOCcsbaRw534VfEqvypevevtsk6F7+ZO893cOq5ai1w0prhoTG34niUKjsFPCpf4SeHSHd9r4/BPZr634XtmrTx/knp9U5/9MOFki9TG5vAd2+02Fg34UJti1IansKbXWVCVUPn4KnpvK75Dva7j2cWbrkmBaSF0DeHRUaJBtGSE6rXxlXVJqoLWHEcJ+LDTeexCuW4oIDwaaiKMEgogTXuFy9ya4y8ZSKOG2hhHa0liTWeQtcX7v6a6KWvLri0nV8I4fR2tMU7wc4ewZjPUrk/Ux6cmwvge3YunpwU7k6fy4ZV7P7k7bCm/EeLnTgT8URoauvF5g/i8QaKRJlLpUey7dt0QBINxOtoPkMvNMDN7fVvGu8PDhVEtcnP0FKVyFk3z4NH9xKItxONtW/YZ3n1dhL70OErIR+3KGFbKdY0RHh2nbIC1fUJeqApCVxe7ZaurejysxZKdqgh4F4tTD4Nn+/tu7LDDZwHLstZcBNlKSqUS58+fX9eG/3YqlQqpVGrTzpk7bC1KyI/WFEf4PQhNRYkEEX7XIMcz0A6q6k7kLRs7V3TFyFavh0mJOTaHOTGH3tGI3t6A4vNi3ph2U8TWoXp5lPJ7lwg+d5Twlx7H09uKNZ3GqdZc4RPwojXG0NobSP+L72EvEz9C1/Ad7sd3pN+NxKQLOBXDrXcO+vD0tuLd1YE1OU/16saZD+bEPNZMBu/ebgJPH0JNRnBKBkIRCF2jcurqquMonbyI1pLAd3w3ka99DuPCDZxcERQFra0B/6N7sYsVSm+fpzby6fXq2WElO+IHd3Kazc0Si7VRKmUoltI4zt3nvmmaTmfHQZ556g+4cu3tHfGzAwCl0gJnzv0Yj+5H130EgzH2731hS8WP79hulLAf88YU+b98B3Ny3o30qCrCu72iws6XqXx8FWt2gerlUVds3YHlncg9/W0EnjqA2BE/O+zwwLBkzLBZstksg4ODdzRY2GF70DubCD5/FLU57kZLvDpqxO33FHjmMP7je5CmhTQtjIs3Kfzw5LZ0mLRm0pijs3j62hC6hjkx7/b2qa0fQZc1i/KbZ5GVKt6DfXj62vAdG0DoGlg2TtXEyRYxx+aQlZXpmdJ2sLNFhEfHf3wPwu9FKAKkRDoSJ1eiem2cysdXqV3d+PtsTqYov3cJFIHe0YR3dwc4Emk7OIUSteHJVeLHyRQo/Ph97EIZ754uQi89CvpivW/JwByfwzg/RPmdC9vac+he0TfwarifmPb9zQjcET9ApZLn3IWfMDs3RD4/Tyo9dk8pbx6Pn462/fj9YTz6ageuHX5zsW2Tim1SMfJUqyVKpa1dsdWa4ghNpXp5DGtuWc2NbSPL22zFatkY54Yxzj34qZI77LDD9lCtVle5xe1w/3AKZWo3plHWMBW4HWs6vWIiLi2bwk8/dKNCs2tvb+fLlN+94AqaDZqyyHIV4+wQsmYhPBrmZMpdjLvT+EsGpTfPUh2adGtIE2E3G8C0cCpV7HQec2IeJ39bZNGyqF68iVMy0BqjKEG/K5oAp1rDzhQwx+fcY75TNo9pUTl9DXs+h97djBIJuAZRNRMnV3L78KyBNZWm8MOTVC+Pobcl3Yib47jNWcfmqN2cXndm7xQrVD68TC0SpHbj/keG/uhV2Ob10U3x3bdg7D7ePnbEzyIjo2cYGT3zifbh0QO0tuzZohHtsMMmEQLFq7s36VJlp6DyM0I4AJ87CHs7IV+CN8/Bp/Bs/I2nIQKvPAGJMMzn4LV3YY0m9Dvs8KmyFGG5Jyybwl++veFbnFyR0ut3dv0DqA1NUhuavPtxOBJrbA7rbmbB0hUQ1Qs3uPdW8cuoWdSGJ6kN3934ZblK9fww1fN3twjoFCuU376/plHL+QdfF0SDn37s56Mrzo74eRgRQiEcTpKIdyDZsRDeYXvx7utGbYqh+L0IvxclFgQh8B3uR41HkMsKj8vvrmExKgRKJIDe0YjaEEUNBUBTkKaFky9jTqWwxufXtRxVG6N49/WgJsIrfl+9MuY+NMxtjjYJUMIBPH1tqI0xFJ8HadnYCwXMsVmsmcyGKQZKyO+6urUmUXxenJqJNZPBHJ50t3sA9GM0AF99UvCNpwVjczCRcnbEz6dAYwz+7pcFuzoEg6PwxhlnR/zssMMOOzzEPJDix+cNcfzY15BSMjs3xPDNj1a87veF6e46SmNDL1I6TM9cXfUerzdIT9cxmhr7mJu/wdj4eSqGm6uZTHTR032UgD+25uefOvMDypW1w5tLCCGIRpqJRlsIBROEQw20NA/g8fiwbZO21r0889QfrLntzOx1hm68v74jz2IzLEXRSCY6aGzoJRRMoOtebMemUsmRzowzOzeMad65vkIIhebGPhobewkG46iKRrVWJpubYXZumKpR3FSaXzzWRk/3Mfy+MDdHzzA94zrxBANxmpv6iUVb8PlCSAk1s0yhkGJu/ib5wty6NVTBYIKGRCeRSBOBQAxd8yKlg2lVKZWyLGSnmE/dXHWcsWgrB/a/iGXVmJwaZGJypQtPONRAd9dR4rE2HGlzc+Q0U9OXV7zH74+yq/9xopEWJqYuMTE5iGnemtUEAjGS8Q4ikWaCwRi67gMJll2jXM6SzU4zMze8Ypv7ggDvkX68uztR/B63IDTo9sDwDHSgdzevmLxXB0dWiR81ESH81SfR2hvQklGUgNc1KpASu1DGmkpT+fiqaz29hkOOEvDh6W/D09uK8Oko4QCK10PekZijs8jtFD+qgt7RSODpQ3h2daAlIghdQzoOTr5MbWSayodXqF66uaZtttoQxf/4PnxHd7kuQbqGNC2s+SzG+WHUsB/5AOZm7/CbgaIoK+z6Pyn30sR5hx122GE5jgSjBlUTPCoEP2FlR7ECc1nJfBZSOdjC3rOb4oEUP7ru48D+zxMMRLk29N4qYRMKJTl04Av0dB/DcRwuXf4VYxMXV0xCw6EG9u19jl39T3D67F8zOXVr4puIt3P44Ms0JLvW/PzBK2/cUfyoqs7B/Z+nu+sYgUAUvz+C1+Ovv9bSPEBL88Ca256/+HOGb36IlGtPEB3HxusNsX/v8wz0naChoYeAP4qmeZDSoWIUyGanGR0/x8VLr1MopllvqVrXfRza/wX6+h4lmejE74ugqBpmrUy+kGJ65ho3bn6EtYkmbbFoCwf3v0RDsotarcLM7HXa2vaxZ9fnaG/dSyTchMcTACSmaVAsLXDm3F9z5do7VKsrm9gFA3F2DTxJa8tu4rE2wqEkfn8EVXWP0bZNypUcufwsE5ODXL7yJgvZW7akwWCcwwe+iKZ5OOfxrxI/iUQ7Rw9/idaWPTiOjePYzM0PY1m3JvLxWCuHDn6RtpY9vP3rMlPTrpjz+6P09z1Ge+s+EvF2QqEkAX8ETXOdc2zbpFLJkyvMMz1zlYuXXied2Xxh8CdGQvX8MObYbP1XkW88i5aMUDlzjdq1iRWRH2t2jfqixd48TsWg8uEV7GwRaduokQCeXR149/eghPzY2QLVC6ttuK35LKU3z2KcvoYSDhD43EG8e9a+nrYUIdCa44RffRLv3m7MqRTFN87gFMoIn8d19tnfg5qIgOOsqkMSAS/+E3sJvfgIAMa5Idd4QUq0pji+IwMIr77tJhE77LCE1+slmUwSjUbrPcKWN2r+pHz44Ydb2rR7hx12+OzwJ38h8eobL/ZJwLbdhI62pODrnxME/eA4kC1Jhibcep1MQVKsQM1yX9NUCHghFhZ0NMCuDmiOCzQVUjnJd96UfHwVUnlYNp25LzyQ4se2TdKZcSLhBqLhJhRFw3FureD6fCHi8XbAXSULBuOEww1klk1Ag4E4AX8Mx3EoFFP1qA9AKj3C6bM/JBJuRNd9eHQffX0nCAbWjgSthZRQq1XIZqfIZqcQiko02kxbyx5s2yKXn2FmZm23t6npKxv2YVAUlV0DT9DU2Ec00kShmGZ2fhikJBRKEok0EQ4laUh2oSoaH53+PtXq6qZgQig8cuRVHjn6KqFQAsexWViYolhaQFU1wqEG9u99jkS8fYWwuBOqquPxBOjqPMwjR1+lq+MwjmNTrmQplRfwePwEA3Eakl1I6eDYq1ffFVXj6OFXaEh2IoRCqZwllRmnVi2BEISCCeKxNqKRZpoa+wn4I7z73n+iYrg9J2q1MtncNG2tewmFkiiKuiK6FAwmCIcb6+czEm4k4I+SL9zKiY6EG/F6gjiOTTY3UxfPqqJycN/naW/bh6KoVCp5FrLTGEYRiUMwECeZ6CQcbqSlaYBQMMEbb/27OwrmraQ6OLri3+GXT0AyQu3GFOX3B1c1Wrsde6FA/i/fwjFq2PM5t1bIkQi/F++BWcJ+H1pzAu+erjXFjyxXMW9OYwIi4HMF030QP8Lvxf/oXrwH3H4Qhe+/Q+3mjBud0lX0ziZCLx3H/8gefI/uWbQ+vXXte7qbXYHj81B68yylt85ip3IgQY2FCDx9iODzR1E8D+StcYfPELqu09raSldXF8lkklAohNfrRdO29rt35syZHfGzww47rMmf/XQTb1qcrva1wT/8hluPmi9JTl6CX52RDE3C7ALky1CuuiaCS+LHq0M4IGmMQU8zPH0IPn8MokHobRX8/GPJ9Yn7b4T3QD7hbdsklR6lr+c4Xl+IUDBBvuBWQimKRjCYIBiIYRhFLKtGwB8lGmlaKX6CMYKBKIZRpFRawF4W2VjIzpAvpNE0HU31oOteGhv77kr82LbJ4NW30Ic/AEDXPfT3PV4XP9Mz13nvg/+65rbVWmnDNLNopIlopJlyJceZcz9icuoy5UoekPh9YXp7jrN39zP4/REOHXiJm6OnFwXVyn12th/gkaNfJRiMU62WOXv+J4xPXsQwiiiKSigYp7PjMLt3PUUi0bHpYxdC0NKym+amfpLxTq5df5eJqcuUygs4jo2ueQiFksSiLUxOX8G0VqdNlctZZueGyOVnmZ29TmZhinIlu5jeJgj4o3R2HODIoS/h8wbp7z3BxOQlrlx7Z/EcllnITtPRfgC/L4LfF6VUdpvCaqqHcKgBny9MqZxFEQqRcCPBYPw28dOEzxukXM5RKmfr4qli5Jmbv0G1VmY+dZNMZoJSOUutVgEkXm+IttY9PHrst/B4AvT3PsbY+HkuXPrFps/hp45prRJQALJSxbwxhTk0gd5+BDUWcn0wH5AsMDXix39iL7JqYpy+RvXK2K2xmTbm6CzG+Rt49/fg6WxC72peIX707hb0tgbMyRTGuWHsZbF2e6FA+eRFvAd6UGKh+3xkO/wm4fP56O/vZ8+ePcTjcVRV/bSHtMMOOzzA6H5B9zE/ii4YO13BKGxNbbmzyd00ROH3XoRXnhCYluSnH8K/+7Hk2sT6a62246bJ5cswmYLzw3BmSJLKCb79PHzlCUG+BH/6Q8nUOj1wt4sHVPxYpNNuMypN8xCLtdTFj8fjJx5rRUqHdGYC264Ri7USjTSv2EcgEMMfiJLLzlAu374iL7HtGrZdo0oJIZQV4mhzSIrFW38tXfNSLmcXX3GoVkssZO/B7QTqk/ZLg7/kwuDrlEpZls8+59OjhEMN9HQfIxRK0tF+gLn5m6tqT44dfZVgMI7jWAxeeYuPz/ygPkZwI0Nz8zcBybEjr9zVGNtb91IqLXD56ltcuvIG+fzKuh5F0fD7IxhGgbVmzrZt8tGpv0JRVHK5Gaq12xvjCeZTI/j9UQ7u/zw+v1vntSR+arUK2Zxb/e31BgmHG+rix++PEIk0Yls1UqkRfL4w4UXxs5xwuAGPJ8Ds3DC12q20PNu2OHv+J2iah3xhHsMorjqGmdnrBPxRjh35Cprmpb/vsYdL/GyAUzWxF4qIetNSBe7B+n3LURTUZBStOY41l6V6fXL1V8t2cLJF7IUCaiyM2hCtvyR8HtREBBHwYk2lsDOrm+7ZmYIrlnq32bBhh99YdF2nq6uLQ4cOEYlEPu3h7PCQ0BaEJ1phV0wggPGC5NdTMFbY/rWprjD8dwcF6j2Ygl1KS341DjMPYe/bR5vg+Q5B3Lfy91cykh/ehOwmy+lUTZDo0pm/sXoheLPoXoWWvT50n2D6ssFiEsx9QdfgcB9882mBT4fLo/BnP5FcGrm7/TgSRmfhP/9KsqtD8NIj8NWn4KOrkP7YFUr3iwdT/Dgm6cwEjmMvip9WxsZdK0CfN0gi0Um1WmJufhhV89DasodIpAkhBFJKt5FkII5H91EopldM+B8WJiYuMnTjgzX7weTzc4yMnaG1ZTea5qGpsRdN1VeIn2ikma6OwwBUq2VOn/3hqvMgpUM2N8O16yfp7ztBZDFNbDN4PAGuDZ3k4uAvyeVXJ2s6jkWplNlwH6n06sjDstFRLKW5fPVtDu5/EU3ViUVvCVxX/Mws1ke54mdm9hrg1gNFI82Uyllm526QTHbS2X6QYCDOUhjD6wkQDMbRNA/Z7DTV6so7c2ZhYsOxG0aBC5d+wbEjr6AoKolY+4bvfyDRNTw9LWjtDaixkOsct9gcT2tNLr5JPBgd0AChKaixMEJVUSNBwl95YlXDOwAlEnBFjq6hLHY4B1f8CL/HtQQvVtY0ckBK97VtaP53O4kwPLYXDvVCY8w9yfNZyYUbcOq6+6DY7KocgN8Dx3bBkX5BaxJCfrdAdXZBcvEmvHvR/feq7bzwpcfgyQOC9y5J/vp92N8FL58QxEMwMgNvnHVX+HQV9nW7aQstCUEqL3nnPJwZWv/B1RCF/d2wqx3aGwWRACgCDNM93qFJ+PCKW/C6VjawqsDj++B3XxBkS/Av/0qSzrkubE8dgL1dgljIfV+2BMOTbh758NTmUim6m+HEXtjdIYiFwTRhKi05dQ3ODburl1vpHh8Oh9m7d+8q4eM4DuVymUKhQLVaxbmbP/4GWNbGKbA7PPi0BuHbuwVf6YGmgHuvWKhCXxT+/IpkZPU6zpaS9ME3+8VS7867IuqFU3PyoRQ/vVH4Ug90hlc+BH81Dr8cl5sTPwLiXToHvhDizX+z8ZzoQSXsh2cPQ3NCkC9LTl+XrJE4smnG59wI0KO73Rqgpw/BqWv3N/rzQIofKSXlSo5iKeNGeqKt9de83hDJeAdGtcTs3DChYAJN8xAOJvD5wlQqefz+CMFADCEUCsUUpcrDJX5sx2Jy+grZ3My678ksTGJa7pUXDMRXFce2tOzC4/EjpWRu/iaZhbWjUFI65AvzzM3fuCvxUyplmJgaXJFGttU4jk0+P4tl1VBVD7ruRwjFrSNyLMrlLOVKDq83QCTcUN8uGEwQCTfVU+t8viC67iMcbsDrDVCtlgiFkvi8IYQQLOSm14g83ZlsdhrTrKJpXnTPrbE98AiB1pIg9NKj6N1NKKGA25CtUnVd2gR197gHCiEQi7U4wu/Bu697w7fLparLpc1VxY1m4XYFl+tMLqVpbWsCsiJgbxf8wRcFJ/ZCcwJCPvfhWqzAzAJ8eBlePy033YB9fzd8+3nBY3ugvQHCAYFHd3OvixWYybgpB//qNcnwbeV9Hg0O9wl++1kI+QVDU5L/7fcERwcEAS8sFNxVuv/rR5JIAP7H3xI8usf9jJIBx3fDv/mh5M2zK1egE2H48uPw7GFBd7MrgqJB8OoCIdyxlSqQzsPQFPyHn0reG1zddF4INzf8W88J5rKSn38MtRb4b78sONADjVGBf9Gs0KhJ0nnB1XH4/q8lP/lwfVGmqfD8EfjWc4JDve74/F6B7bh9lV553M1nf+vc1n0ddF2npaWFxsZb91rHcchkMty4cYN0Oo1hGNi2vWXi59N0ewvqbtSgLwptQUHSByEdvJorKKs2VCzIViXTJZgswY0cpCsPTKbtA8GhJHyhC7oitybhrZrglV7Jx3MwXgB754Q9kCgqtO/3EWt/eE10Qn54bI/73SuU4dr4nfvFboSU7qLaQtFdxDo2AMkIO+IHwLJqZDLjdHQcIlYXPwK/P0ws2kIqPcZ8agTHsbFtk0AgTiTcRKWSJxiIEQjGF80O0lQq27wsssUYlQLFYnqFM9ntmKZRn2irqu4++ZfR2NALCKR0mE+5qW3r76vCQvbuGojkC/Pk83PbPtm3HRvbttA0L0KIFQKjWi2Ry83S2NBDOOSKHyEEoWCcSLiBVHqUVHqUZKILx7GIhJsI+KNUqyXC4UZ8vhCOY5PLzVC7B/GzNDZd9yGEQFEU7E9yR7hPCL+XyNefxnugFzuVpfiLj7BmF5BVE2nZCJ8H/6O7Cb3wyKc91BVIR+Ishi7sVJ78a7/GKW5gM+7IFRbf0rLrLnhCVxGquuZVITTVVSjbRH+b21ju84+4YiNblJwdkmQKbiFpXyt8/WnXVWdZ1t66HBuAv/9bgmcOuYJkLuuuouVLEAq4wmh/t6C/TdKSFPzvfybX7Bfk0QSHeiXffAY6Gt2VuZ5mV3i8dFxSswS2Dft64Mo4RIOSgXbB4/tgeBKujEmmly1sSuDxfYKXH3WF2EIBrk9I5nMSy3LFxr5uGGgX9LZCWxL++F9Jro6vH2nx6fDyo4L93XBsl6BQlpy/ISlUXGG1q90VWq0JiIehXHXF0lo8dxj+h68JHtnlCrLptOTssKRsuA/i3R3Q3iBoTUri4bX3cbd4vV6am5vrNT6O4zA3N8fZs2eZnZ39TNhSq8JdMX+qVXCkEdqDEPNCyAMBTaAroCnu39iWYDlg2FCsQcF0U4muL8DZlOS96c2nFn2WaQu54vF24l5BW1DiU6G0E+B7sBBw4AshGvs8NO/24gspfOGP3XlKreJw470y4+cMEBCMK3Qc9pPs9uALKziWJD1mMnamQm56/T+s6hH0nfDT0Ovh5odlZodqSBt0n6DjiI+2fT68IYVK3mH0VIXZa1Vs07257n8phKIK5m9U6T0RIJhQqRYdpgar3PyovCLT3atDR6P7/atZkNmClLtCCWqLC1OtSYHfe3/V+wMrfmy7RiozTnfXMUKhhNtjBTedy+NxV++zuRkC/ijFUoZgIEYk0sjs3BCBQIxgIEa1WqRUytxDPc+nS7VaumP/nuVucUIIbs9NCgXji21b3PSxjbAda7E25+7G6BoAfDKEUGhIdtPY0EM00oTPH8ajB9A0DUXR8XmDdYtp9/0rx5DNzdDWuodgIIamedBUD5FwI9piDVa+kKJYSlOpFFzxE4ixkJ1ynd68QcqVHOVKlrX6EAmhkIi309DQQyzajN8fweMJoqk6qqq5ER99eYTkAckP2wgh0FqTeA/3I6s1Cj/9EOPs0IoUMCUSRB7o+fTGuB6WjZ3KIi0LadvYMwvUbmzepVCWDZySgXQkajSEEvDiFFaLXiUWQujbc2t0oyGCl45DwCs4f0Py//xMcmkUqjU3t7qjEb7+OcFTB+7cS6EpDn/ny4Lnj7oT+O+9Lfnhe5LJtPtg8WjQHIc/fBk+/wg8fRD+128L/vH/Kbm9BZIi3KjR3i7BP/2PkqkUHB2Af/Tb0J4UfPVJN0Xtz38ueeOsK1b+8GV48ZhgXzd0t7BC/ORLcHZIogq4Mi65POr2c6jU3ICc3wt7OuEffhN6WgSHegXfeFryz7+zfrQm4IOvPgleD/z8Y8lfvCmZXXCP1avDrg7J774geOawG835wnHBx1flqod1Xyv81udc4aOpgh9/IPnLdySjs27kyeeBgXb4O18SvPSIm1a3Fei6TiKRqP+7WCxy/fp1Jicnse2Hv86sJwIvdwueanX/P+ETeNZLlRKg4vYMCeiCxLJb6eEGeLYDvtEPb05IfjoKmd9gwzpdYc2UMyHAr7licjuZKMI/P+0Q8QpCOoR1V8yGFv8b1gUxL4Q927pu9HAhoTBvAybxTg+KJpkedJW8VZOUMreud19Eo/2gDyPvkJ+xCCRUBp4KEIipnPthfk1zA9Uj6H8ywMCTAaavVCmmbaQDqg77vxCi84if/KxFYdYi0qJxctw66gAAIABJREFU/FtRzr2WY/KCgW1Bskensd9L1yM+MuMm2SmLeIfOsW9EsEzJ2Olb8ztVcRfSwP373kv64+3ourtfgJDPjcTfTx5Y8WNZJun0GEIIPLqfSLgRo1oimejAtk0KpTTVapFKJU8+P0cy2UUk3ARAwB8lGIhRKKYpPYT1PpZtYjufbBlnaVIugVrtDkLKcTaMMq2F7VjrNi7dLN2dR9m//wWS8Q5XWOh+VFVHUTWUxSiP+7P23bRade2uhVDw+cIEA3FUVScabXb7DBXT1GoVisU0pfICkUhj3dEvHG7A5w2RyoxhGKVV+25v28/+fS/Q1NBTH5umeVAUDUVR7ji2BxZFoEYDKF4dq1DGHJ1ZVfuiRAJ4elvX2cGniJTYC0Vqw9PoHQ34jg1QG53ZdPxdmjb2XBYnX0LvbkZtjq/qgaS1uU1f63flLaazyZ28h/yCG1OSP/+F5LWTrj3oEtfGYW5BEvC5E++N+Mrjbt1LwCv40fuSf/vXkstjK0/J5TGYTEl6WwQD7YIXjkqePQyvn165LyFcEXFlzE31smx3XE8egG89C7GQYD4n+e5bbmre0CQc7IVnDrkCq/G2KJXtwA9Pwq9OSxaKbrrE7elj1yYgEoD/5duSWEjw4jHBv/wruUGqmitE3r0o+Wf/n2RkZuU+h6bcBZ+eVuhsFOzqkAy0uzVFyzmxD57YDz6P4OQlyX/8ueSDy6wQhFfHIV+W/B9/KGiIbs11rqoqgUCg/u9iscjExMRDL3x8KnyuDX57l+BIgxuR+CSXUNgDYY+gJwIDMZgoSt6+N/+gzwRF0/2Je1f+3pFuZMzY5q9P2oDvXAddla4Qu/1HlTzTJvibe1ebA/wmMzVooHkFrXu9IFWuvuW2JJESHGvxxiUhP2ty7od5qiUHuybxhlX2vhCksd9DpFnDKNx6RrsCRzDwVIC+xwNMXjIYerdMacEGCS17fPQ+FmDigsHwyRJG0cEbUvjc306w94UQ8zdrVLLuAyLSpHHjvTLD75cwDUkwrvLiP2ig5zH/CvHjSKgYbl1p0AddLZ/83HQ0QCTo/r9h3l1961bwwIof2zbJZCZwHAdN8xCNNCNzM8QX632yC9P12qBsboaO9v3uir/qIRiI4fOHmZ0bpryGYcCDjtyCbOflwkRs21LMvY/z4P6XeOToqyQTnaiqvmjicJZsbhrDKFCrVbDtGl5viOef+bto2up82WqtTC43i5QOXm+QUCiJEAqRcBOlxagPSAqFFMVihoZkl2tyoHoIh5J4PH6y2ZlVDVj37HqGR469SlNDL7ruo1hMMzE1yEJ2ikolT61WrovFl1/6n9A0zz2fh/uO4woIHIni8+Dd34s1l3Vnqtpin5wXjqF3N995X58CTr5E+Z1zRH7v8/hP7EM6EuPjq1jzbrW8EvShJiLoPS1Io0bl1LUVpgjVoUl8Y7N493UTfOYwslKjdnMabAetNUno5cdQm+MbjODe8XtgX5ebmmXbMDgGP/1opfABt5HcxRF47xI8MgDJdVLfEhF4/qigKebu4ztvSa5OrNaCUroi47WT8MffkgT9btTj9dOrr9+SAZdGbtXd5BYNBEBQqsCNKZhdXE+qmm6jupIhCAcEIf/q/c3n3J/1MGrw4w8kf/SqIBp0I0CqsvF9JVuS/OdfsmbqnlGDwVG4cAM6G930tY7GleInEYZDvYKWhKBmuWYOp6+zKhJWNeHXF+DMdTeNzn/bxPNeUBQFj8e9XziOQ6lUolhc3aPtYSLqgVd64ff2CHoiAu8WruAqArwqXH34HuNbyrUFuJqRPNG68ll+OSO5noXaNosfR7opiWyQRNMRkpjOQ7YYuM1YVekKHVsiHTCNte9tZkWSHr11co2CQ2bMpGW3F29o5SqCUKD3sQDNu71MXDAYerdEJXfrpt+8y4OiCaYHDRamLJBQyTnMDdXY/UwQb0Cpix8pJUMnSxRTdn0c+RmTaMtKaVCzYGZBkoi49+nHdgsao3LDe/tGJMJu2vJSWvd8Vq5pxrOdPLDiR0qHciVPqZRB07xEIk2UKzni0VaqRoFM1nXjqlTy5HIzKIpKMBAjHm8jEIiiKirFUuahjPxsBUs1LALweTfO2RCKuiK1bLtpSHZx/NjXaEh2oyiCj059n8tX36ZSyWNaBrZtIR0bRzqu6GXtJYGVpgdBQsEEUjqEww3k8rN1e/R80U19W2rsGou14vOFURTFtdle1iA2EWvn6OEv09q8G1VVOXfhZ1y6/IYbRTINbNusj03TPFsiVO8rUmKnslTOXsd3ZIDQl07gO9KPUzZQQn7USACnaFA+eYng80fX3IUSDeLd3YnWmkR4dZSg2+QUwHd0ADUedtPLaibWTIbq4MiK2hxPXyuegXZE0I/i1VEbowiPK26jv/M8TqGEY5jISpXqtXHMZbNcWbMwLtxEib5P6IsnCL1wDP+xXcilUIGqIDwaSsCHcX4Y49zwir+QNZ2m/P4gajKC90AvWmsDTt79+ytBP9KyqV4ZxburcwtPuks4AHu63PqXdF5yZVSyhts24PZNuD4hmUhBcp2ow95ON01NUwVnh9w6no162757UfKPvyVQFcFjeySautpcoGrC7LLUtdpijwaAYkUyl5Ur6nGqpis4Aj43xe5emF1wTRkkrsDYKOPQkZDJw9sX1r/uCuVbhbN+j3vel9OWdAWRpsLIjJvKV1onOG7U3NqnZw67ZghbieM4mKa5YcPrB52Y101N+/19gtbgxlbINRvmyjBXkZRMN90tpENLUBDzrB9s/ckIzH/yDOuHmsG06+pWteFwg0AC5+Yl37kuuZjaMYd42PGGFbqP+Wka8BKMq2g+QSCmYtckym2L1y17vDQNuPO1oZOlVSlx/qhKKKnyxN+KY1ZufTOCCRV/VEH3K/UMfSPvUC0u315i1SQBbeVnlipw+ppbP6qpgqMDkr/9JcGfvubWW94NQR/8zvPw5H63zhTcxb6F+7wG9MCKHwDTqpJZmKS5qZ9YtIWF7KRraTw3xMKCm+tfMw0KxRTVWoVAIEZDQw9+fxQppWtzXblHafqQk83NIKVECGWZYcTaaKq+qgfOdtLX8yjRSBOKojA6dpZTZ1+jUEit/WYh0NT1XVKMapFcfo5wMEk4lMS0qgQDMaamLlNYdKKrVosUixlMs0o43EhDshuvJ4DjOGTzK3sMdXUeJhFvR1U1JiYvcebcj0ilR9ecoLg1Rg+fg4tTNMh/722sqTS+Y7vw9LSAENj5EtUro1ROXkL4PPgO9625vRoP439sL569XW5UUVEQi0nAekcjWksCbAcpJbVrE5gTcyvFz64Ogs8fRQn5QSgITanPfHzHdrnxb8dxBY2UK8SPO/4y5bfPY06m8B/fjae/A629ARQFWa5gpwtUBkepnL6GU75tVmvZbo1TuYr/if14dneiJ9uQZYPq9QnKv76I8Oro7U1beMZdgj7oWtxtoQwTdzBKnMu5TmjrMdDuFvmDa+t8+6HezkRq0UhAuOkG8dDqqIztuGNbwpGw5JRcNV2RshxHuj+LX4N7wpGLok26+9goUG3Zrk3qGqVat97juPVTAKoKurqyS29DjPqK40yGdQXoEqOzYGxR0b2UEtM0UVUVIcRD3dw0qMGXuuFvLQqftf5utoSrC5I3xiWn51wRU7Xd3yu4l71XlbQG4UBC8EwH7E+4pgjgvvcvrsv73v39QaNiw7tTbn+ZsMc9GYUapCrbn/K2w/YSiCkc/HKElt1exs9VmLhQwaxI2g746DyyOofQKNjc+KBMssfDwJMBCrMWs9dvhU1sS1LJOYyfNSimVq+GFVN2/XZoW+tcWLddy7mSGyH/7WddZ81ERPDffF7SmhT8119JzgytjpzfjqrCgW74necEX3wMWhOu62fVdBfm5u9znOKBFj+WVSWdGae9bR+xWCuRTBOKoi1Ge5Z6y0hK5RyFwjwBf5TGZDd+X4SKcX/NDiS3Us0EAlX9dE/t7NywOxah0Na6F0VR1rVO9XgCNCS2fqV7PeLxdpTF8zMxeWmxietqVEWjIdGJEOvPqoxFx7dkvJNYrI2KkUcIhWIpQ3Gxz5CUknxhnlI5RzjcQEOyE48nQLmco1zOrUgRjMZa0HQ3LWV65iqFQmqdlVlBY0PvhmO7n2T+9Q8QHg07U7g1W10PKbFm0hR/9iHldy+Aprk3O8vGKRs4xQpC00j/i++61te35VFZU2ly330TxXfndD/HMLEXVlabl98bxLg0csd0TCndNLfVL4BTMqheGsEcnXV7+SxVSzoO0rSRRg2nUl2zHkgaNYzBEWpji9uqSt3q2ylUEKpCZiqFNC3s7NYtR+naLbFi1NyeNBtRNmCNNkZ1khHX/QzgC8fd/j4bWWNrqnuoQrgCI7aG+HEkVG/7+ix9+21nja/W4osblb4pAvra4Gg/7Opw+zpEgxDwgkd3fwY6Nt7HErYtSd1pPUsulzoCIVZev0Gf+9ngRrU2OscA2aKbirgVWJZFsVjE5/OhKAperxdVVR+6mh9FwOMttyI+a13KU0XJ94Ykr4/x/7P35mFyXed95nvuUnt1dVXvG7rRjca+kgAIkiIpkhIlU5TkWJIlW4md2BMnM844HufJJM5kEuVJZjyPsy9OMrHHtqLItiTL1kpSEkWRFAEQJLERWwNooPd9q325de8988fpBb03gG6gQdb7PMUmqm7de2q5t87vfN/3+xjKqJqV5eyYO+NwekTy7ZvQFpF8uk3wdBO83g89D5ZZ64aRs5XxQIkHD6co0T1LX+B8ZTr1u7yMd1tcfiWNXXAxPBpVrUv/viZHbXrP5hi+VuDgCxF2fySMlUsy1a/muvGBIvW7fYx3Fei/kF9US+MUbn8lwbJVz7NvH5d84RlVz1dVrkxwju0S9IzA5R5lGDMxbWojpTKhiYZVrevuZkFrnaoPDfrE7GLZj09L3ulY/Tq83mxy8WMxMdmHrhuUR2qJltdTLKrmlrYzp3Sz2TiJxCjV1a3Eoo34fGEymcklG4RuFFK65KdrRwxDRVLuZ9+XwaGrZDJThEIVhMOVtLU+wvXOk4u20zSDWLSB2ppt93B0cyefphnLeqR5vQH27n52xT0V8mkSiWFM00s0Wo+Z9pLLp0imxnCcuZlaKjVGNjNFKBglGm3E4/GTSI6Qzy/4NZFzMydNM5adkWmaxkMHPrHqK71X2MO32TxtWkC4y+T7SKuIPbT0PqVVxBmNc6fTNTeZWVrU3C6Oi5vI4CbuYF+2gxtP4y4hbqTtYA+tf8MBXVcuYtOHn41OLIdlr5zGFvCKWc0XKxPEypbfdhFimfSyFRqrSlgmAXV5HmqHv/pRwcPblfDzmeq4uqZ+/GaEGKxN/EgJOevuwgCmMffareLqwiZvrV8xrmVZTExMUFlZiRACv99PeXk5ExP3sMHFOrAjCp/dLthatrTwuTAu+aPLkp8OqAjFap9Y0YWEpW5DGbg4IfnGdVXMv9H1LCVKbCTSlUz2F2k57GfPcyHGuy2EJkiPO6THbVxHpZqV1RrEtpi4RalMCx4JzNpS34prK7e4xLDFlVfT7H8+zI4PB7nwUorMhEPv2Rz1e3zs/mgYf0Rnsr+IbgjK602kK7n+ZgYre/vX0JEp+MOXJTUxePqgOu+DPkGgBhoqJQ+1i9nr6cw0ShNq0c1jqN8+0xDzrvPvXJX80Q8kXUP3PnVz04ufyck+QBAMlFNb206hkGFqcr7tSzaXIJEcoXnLgdmUpan40D0VP45TJJkcwbJymKaPWLSRbW1LC457gW0XeO/Sj3jskS/gMX08fuwXSSXHGB7tnN1G03Rqa7bxyJHPYpqreOquI5NTg7iODYaXbW2PcPrcd8ktSE8M+CM8/ugv0rzlwIr7UpGfYYTQiJTV4PUEyGSmSCbn5xQlU2Oks1NUVrYQK8/j8fgZHr42r94HIJ4YwbYLQIiW5kOcv/DytECaOzUNw8Pjx36R1q2H7+p9KPHBQsq5GhtNqOZ3KyFYWRDYjsSVaoNznXN22Wshb62e7nW3PHcY/udPCfa3Kle14Ul4/YrkcjeMTEniGUm2AIUC/NtfFzTXiDULoLthOqsSWD3NDqY/g3Uq98nn8wwMDNDe3o6maZSVldHc3PxAiZ8yD3yoHh6rW9pi+eKE5L9dlLzer9LWbpeiq9LjpvLqqvsBz3gr8YDj2nDjZJZoo8me58JoBqRGbc59N0V63CY97nDxByn2fTzME78aw85LhjoKdB7PUNm8fHaFa8PAxTy+Mo1dz4TIxV06XkuTTbi8+4047R8K0fZokL3lOq4tyUzadB7PcqcmvY4LHb3wO1+VTKXghWOqflUIJWpupzuE7cBr5yT/+dvKbGa9Iuu3w6YWP7eaHgQC5dTV7CCeGGJiqm/edrlcgkRyFF03iESUB1/fwCXS2cXiR9cMPB4/Hk9g+ubD6w3h882ZAjQ17iMYjGJZWSwrj1XMYVm5VRthZrJxbnS9w64dT1IeqeXDT/wK21ofYSo+iOs6eD0BfL4wg0MdXLry6jq8Qytz7vz3aW89RlVVCxWxJj71wj+kr/8ik1MDaJpORayRhrpdaJpOX/8FtjTt3/AxAVzvPMmh/c/j8QSoiDXx2Z/9ElevHyeVHkPXTCormtja/BChUCXjE31omkZ11dL1J65rk8kmyOWSlIUrCQVj9A9cIpEcmbddKj1OJjOFaXqIRhvRNI14coT8AvHT3XOa/Xs+SjAYJVpezwvP/306O98inhgCBNFoPa3ND1NeXs/k1ACu61BXu33Z1yqENv098+Od/t4FA+XEYo3Tj+tEow00bzlI0cpjFbNYVo6ClaVo5XDvU+SwxPpjO3N1OaapehushNdc2UQgnZuLDJ2/Ab//fcn4WgWNXFy/s54016jc7pk+Ot94XfLHL0t6R1WOt+Oqm5Tqlp+ODtwLr6iCNddHKOBVPYNWIuBdP+dzx3EYGxujr6+P5uZmfD4fLS0tjI+P09vbuz4H2WB2RuETWwU+Y/GnNZCWfP3anQufW1muHKFEiQeNbNzh1FfjGD61wOM6UMio33a7IOk7l2P0egHNEGqRrCBxbIlhCuzpNLVc0uGdr8dVncz0c52i5ObJLP3v5bEtSTHrKuvsUYf3Xkxy5dX07CKba0usnJzd3ztfS6AZguItaXBOEY5/eQptGecS21GtE/7FVySvnpV88SOCh7aJVa+hMxRtlR73tZ9IXj2rjGlWStXeSDa1+AEoFvNMTg0QDMYwTS+FQprJqfmRH8exyWQmyGYTBALlgCSTmSS7RC3J/n0f48C+jxPwR1SPluleLV7PnCXQk4//Eq7rIKVUbl5SEk8M87U//0cr9t/JZKY4ffbbxMrrqanZRqSsmlAwNlcLJASu665Lc9C1kM0l+P7L/4rnP/5b1FS3UhauZuf2J2bHo+kGViHL2fPfY2ikk+qqtnsyrkRymDeOf5lnPvxrBPwRqqtaiUUb1LiEQNd0hNDo6j7NiVN/xv69zy0rfgDy+RTJ5Cg1NdvQNMhkp2ad3mawbYtUaoxCIYvXGwQkyeToIpvrZGqMk29/jQ8/8SuUl9dRWdFMeVktrnQAgabpGLqH/oGL/OjV/8LePc+uKH6qKlt4/rnfVN9LIRDT/YsMXV0tDMPD9m2P0dry8Ox3TUrJVHyQk29/je6es3f8PpfYXOQKcy5kIZ/KfV6J8tBcH4Sl6BmBVE41Oq2JqR+W9cgmXA8OboPtjWpF8Mw1yZ/+WPJe19LpY8Z0OuC9MsmdTM05C1VGVJ+hlaiNKSG6XiSTSS5evEgkEqG8vJxYLMbhw4fx+XzcvHkTe7WavftIuReO1Aray8Wiz6vowo964Yc9dy98SpR4XyGVYCksc312ipCNL7442rdYY0uXBc5s09tYEnthbqhUttXF3PIn4lKNU0E5wK2E46o+b987CW+8J2mukRzZIdjdDC21EA0Lgj4VEcrmVWuCvlElmt69qtw1Exm1CHU/1zc2vfix7QKTk/1sadqP7RSVg1t2ccWr6usyRjAYJZdPk85M4riLzQ5M00cgECEYWH7moSbH87Gs3KpJ6VK6DI908t2X/iW7dj5Fa8sRouX1mKaHYrFANptgYrKXoZFra3jl68PEZB/f/NaX2L3radrbHiUWbcQwvKQzE/QPXORKx+sMDF2hItZEKj1GOFSx4WOSUnKt8yRT8UH27/0YW5r2Ew5XYmg62VyCkdEbXLt+nM6bp5Cuy8jozRX3pxzfRqitbac47f63qJYHSKZGyWTj+Hwh0pk42Wx8UaNWKSU3u98lkRxhz+5naWk+RCRcg6F7yOfTjE10c73zLTquvUHRyjM0tPJnqWsGgUD5sm56QghM04tpzrcazxcy6PoD1D+oxKqkcnBjSMU3YmWwo0mgaXLZepLGKqhb4XS82AUzXhJHtqt+QP1jmyNNqCoyZzF9rR+GJpevm9ndrKIv96pf8NDknJ331jqor1THXi6dblezMklYL6SUDA8Pc/LkSY4ePUpFRQWxWIxjx47R1tbGzZs3GRwcJJ1Obzob7OYyeLJh6XS382OSV/skU/e4cLlEieXwG7C3QjXg3R0T1AVVA11QtWhDGbg0ITk5BJcmIbNgyujKzXE93YxYNownVPr0xS45a6ijCTl7LVdGYOpmu2qBbo09yTecTS9+Mtk4P3nj/+ON41+efiOnPVEX0Nd/ka998/9AExoSZptQLuT02e9w7r0XWbxutTJSyjU5x0npMhUf5NQ73+Cd0385zw1MSomU7vRrmM/ERC/fffFfoms6rnSXHf8MwyPX+e9f/U0VTZIuxeLSvzgSSSYb5/TZ73LuvZfmxiMlrnRUTx3pMjrWxVe/9vcRQlv2dfb0nqd/8DKa0HBc566c9FzXZmT0Jq++/gfomj4385ESd/o9mhEml668yrXrb+JKd56JwQyTU/28+MN/xw9e+Y9IWHZcV68fp/PmO2hCIJHLvseu6zA23sNPj/93jp/86i2focR154/tRtfb/If//HkkS38/hkc7+YMv/607+r7daupR4sEnlYGLN1XkIRoS7G6WPLITTl5evG0kAAe3CZpWcNzuGYV3OiTtjcrw4K9+FAbHJaOboLWZ4zJrT7xS7x4BfPFZ9XrvFYPjSpClc6pg9/E96n28Mbh42+pyeHS3WDU69NRTT6Gt0et7xu7atm3i8TjhcBiPx4PX66WhoYG6ujpc16VQKJDJZCgUCti2vaxb52qcPHmSfH4VH/Q1YGrQWgZ7lhDkBQfeGYFzq9i3bzQNIfj1A4KPbpl//3AG/viy5JudSz/vdvjfDsGn2wTBBdHAP7sq+ffn1CTvdtgVg98+ItgVu/2x3EjAvzoteXdk9W0/SARNeLoRfmmXoL1ciXVdqMXGmV/imoByFny0TvDLu5Xj4J9eVe6Eqemf8sJis9MSC3ClSiMu3Btj5XVj04sfANuxVp0ISulSLK5+gXec4j2xv3Yce8mJ+nJIKbHtAmt9hpQuVnHt6XNqwr783tfy/rnSwV3XyjSJ41is5vLqujaFFUzk1/reua6D6671PZNr+q64rjOvT9Disd27NMcSmxsJdI/AD9+RfP5pwd6t8Dc/IRhLqFSAGUJ++MIz8MlHl15hn92fhP/xY3h4BxzeLvn5p8DvEfyHb0o6Bxf/aAe88Mgu+MjD8IcvseRkf70YGFdRqbqYOmZbHfQMz58Y+kz4O38FXnhU9Y5Qfck2PvzjSjh1RfLhA3Bst+D5R2BgXPCHL80XjrEw/IMvqHSO1YbV2tp6xz17Zl6zmE6L1TQNKSWmaRIKhe46+vPuu++ui/ip8sPBKoGxxJvRGZecG5P3Pd1NQ632ly2wFU5bEnOdWip5DRU9CJnzj+HV4U7iBLqAwBJjXgtBQ7JE6dUHFgE0heE3DykBbGhLuxHObIsQ6Chhv69SsiMmeKoR/ut7ko4pyNhglcTP+5IHQvyUKFECNAQ62soOYNLF3SSBeg2Bhpib0EpwkTi3bZj8/qF/DL7+uuSh7dDeIHjusGR/q+CdqzAwAeVB1Q+nrV51vZ5IwO6W5ffXNQS/+2eSf/bXBTu3wKcfg+ePCq4PqGMVihD0Q2MlbKlRBgoFC/7kxxv7HXm7Q+V472iS1EQF//p/gZ+cVa/JcaG5Gp45BA1VykHoUo9K3Vtr4ezd8u41+P4paKmV1MYEv/5pyXOHBWeuq/5LtVE4ulPVU/34DBzZofoqLceMaFkvbhWB90IQroXqAOyvXCwEpYSrU3DxwTGsK/E+RBPKjOOfHRPsrQTtNs4bIVR/Rq8GH2uW1AUF//aMJFcsWa3fSllZGY888gi2bfOTn/xk3mPl5eXs3buXXC7HmTNnNl3K7kJK4qfEPUPXVPpLobh2u1qPqVZoHrSQ6kbwC5Ej/K+VT7PFXD4/4u8Pf5NvJs6Ql/evaFoAVUaYnys7xAvh/bR7qzCFzpCd5LX0Nf546gQ3rfEPpAiSEt69Cl/6suQff1E196yJwacem7b1leA4cLYT/u2fq94JLXUr+6CduAS/8Z8k/+ALgmO7we9RdTR7WuYf153edzILmQ0ORsbT8N++J4mGBY/tkZSH4DNPqtvsWFw4fRV++w8kx3bDvq1rdw26W1wX/uQViaEJfvV5SW1MGTTsaJrLU3dcePkdZe36L35F8OT+lT+Hzf5jfzcIoMIHrZHFj6WLkpsJGC8FuO8IV6oJdsGWIOYs7mcd1qcn5qtZ33+QEcDWMvjSMcG+ysULBqrvjMSZvvbceqpqQkXfNCFmRdCBSslvHBS82K2MPDaaUChENBqlr69v9Y3vMzMR6oXIabOmmQj+Zr8elsRPiTtGE3MNAzUNtbIvVVGbZS8WOC88qvp+/Pq/Xzq/fiHRMPzO/ySoKIPP/TOJpkHQq/Z9qxjSxFzzyOwmKLYVqIaWG2HhKFj6wrOZqDfK+VLNCzwX3o1HzF1iWj3/Hq7XAAAgAElEQVSVtMYqeTrUzt8e+BMu5gc3TZTqXqJ6HMCNAcmnH4cPH5ir7ekahlfOSF46pVLHamKS3lGB48gVG55e6YFf+ZeSx/eotLZD2wQ1MZValrdgeBI6+iQnLsGrZ5T5wgyqcSjE05Jkdn66nJSqEWg8LUllFzddtWxIZtRnuHCB4mIX/NbvSZ5/BJ47LGhrUJGndE7V3PzotOTFt9RY/F5VPCulnK0Vmnec6THkCqt3Ancl5AvTryez/MJJvqjswd/ugE8/Dkd3qvcsb8HVXvjuSWXHmszCtX7Jzi2CVHbp8aXT6TtOe9to7rRW6FZCpjI7WMreejAD3ckP3nm8XtxMwD85KakNKje9W29RL5R7BbVBSX0QAubmvvbfLyr98Df3Cg5ULX5/XKnSMbuT8Hq/5PwYjOXVda7cq0TTsTrB/kpJhU+lygkheLgGoj5JuXeJA64jHo+HLVu2UF1d/UCIn+VIJBIcP378fg9jzZTET4k7QhPQ3qhWcp/YJ6iJTlsgTsIP34VvvCYZXtBmySpOu1OpBa7bnvbubILf+w3B905J/vXX5+5vq4e/9/MC24H//f+V91UACZQ17uEd8N3709/2viKAz0Ye4ligdZ7wuZWtnip+qfxR/u+xl5h0Nok3832gbwz+07fgP31r+TPhG6+pc2ktuC789IK63c7Zlcyq1Lnf/bPFjxWK8PXXVareUnznBHznxPLHGkvAl38IX/7hyuN57yY88XeX3sZ24BuvS77x+oq7mGUiCf/mzyX/5s9X31YC526o20rv2T//Cvzzryz/+Ne//vVlH3s/EDShMbT0xHssp1yzStwZeQc6E+q2NJKjNfB3DwkO19zLkT0YeHXVcPdTbYu/n46UDKbha9ckf3J1sZsbwIkh+OpVyY5y+Ot7BM80SSIeFQVqjWyc2FROrybhcJja2lqEEPh8ylZyxhRlZuFC13U0TcN1XYQQ6Lo+2zqlWCzOi7IYhjH7uKqHtnFuKaw2TeXU4bru7H6VoZezyGZf0zRM05zd11ILPLduA6qXWbE4/42+dfyaps3uZ+aYt45fCDH7GhZSLBbnvZa7oSR+StwRLbXwW58TtNUpsXNzSBL0q9QVTZuOBC3gpbfhpbff3yuEPi88uR+ef0Tw3ZPv79e6FGHNxx5fHZVGaMXtng5t5z9MvPqBFj8lSjwoBEyoXabn1GQeRlbu/12ixIZR6Ye/vluwsC+nK6EnqcwLvr1ytwwArsbhX5ySDKQFv7hDEptuSLpRBAIBHn74Yerq6maNTerq6gAVRTl//vxs4+OtW7fS0tJCX18fwWCQlpYWvF4vY2NjnD9/nrExZbMYDofZsWMHTU1N+P1+8vk8N27c4Pr162Sz6iQ9cuQIfr+fwcFB2traKCsrw7Zt+vv7effdd7EsZS5mGAatra3s3bsXn89HKpViZGSxrWBlZSVHjx4lFothmiZXrlzhxIkT87aZGf/k5CThcJiamho0TWN8fJwLFy4wNjY2K/SqqqrYs2cPFRUV+Hw+PB4PmqaRz+c5ceIEXV1d65JSVxI/G4RPGFQbK1TI3gcsaTNsr7UF/Mrs2AINlfCVVyRf+SG3pIIs/lJGQ8rBauZCslxXX6+pUt1MQz1u6GuvDVqIECqVpsyv9udIVeeQzs1P6wl4VQ8Pj6kEm+OobdI55qW3VJerVfBcQTWf9JpqbKmcatilCTX2uhg8vk+5V22ZTmWyHbVNJj83toAXwn4wps9A24Z0XjUFWyqt5kGh2ggT1vyrbldnRvBr69g5skSJEhuGX1dubwuREpIWJDZBunGJDx4eHR6phd0VC2p8gKmC5Htd8N2ute8vY8P/6JBEfYKfa5MbmmaYy+U4d+4cXV1d7N+/n2KxyNtvvw2oiMhCh8ZQKMT27dsZHx/n9OnTs7U3uZzKYfb5fDz88MPEYjFu3LjB5OQkVVVV7N69G03TuHTp0qywqa2tJRqNcunSJRKJBDU1NRw8eJBcLsfZs2cRQlBVVcWxY8fo7++ns7MTn89HW1sblZWVDAzM2ZOOjo7ygx/8gNraWg4cOLDs641EIlRUVNDT08Nbb71FMBhk165d7Nmzh9OnT5NIJPD5fBw9epRCocAbb7yBZVk89NBD1NXV8f3vf594fP36OJTEz20SjOkYXkEh467YCfdIoIWvb/m1eziylXGky7l8Hy90/9667C9XUGlsYT8EfEpYLDdn/6Xn4BPHBPUVEAnBk39X0jU8fxtDh595BH7tE4JYGEbi8NblOXFwOwigJgovHIOfeURQU67y+I9fgq+/JunoVQLIY8DPHFXbtNQqQZK3VE3EH74sGZqYe03//tcFF7vh3WuSLzwtaG9UguUbb0h+71vKUes3P6Osc7fWKoHz9X+qLpyDE6q24KVTal81UVXg/txhQVVEbTsah2+9Kfn2CUg9wKuohtDR17hc5kG/o/THEiVK3Fs8OkSWsGK2HNUssmQHXOJ+EDLgk1uXqPNxJVen4BvXl67RW4l4AV7skuyKCh6q3jiTCdd1SSaTCCEoFotYlrXi5N7v99PV1cWZM2dmRcytNDY2UlFRwcWLF+ns7MRxnNlIUWtrK11dXbPP83g8/PSnP6Wvrw8pJYODgzQ2NlJfX8/Zs2cxDIP29nay2SzHjx+nUFCrG4lEgmeffXbRsYvFIrlcblHa3K3ouk5PTw/nz5+fFWzBYJCGhgZ8Ph+JRIJYLEYgEODChQuMj4/jui4dHR00NDQQCARIJBLrZqRQEj+3g4Cnfq2Cut1eLv0gxVtf3QTdBO8TV/uURe1zhwW5guTNi2oCn8oujur83rfhKz+S/PLHVF+TpdjeCP/P3xS8fg5+92sSnwf+yocEx3YJOnrnvuy6rrrH77qlid2WGigLqOaRAOEgfP5p+OQxwStn4K0rki3V8NmnBGG/4D9+S9I1pMZZFhBcuKnqKrIF+OjDgs8/A52D8O3jqhB8hmO7Ye9WwV++Kfmv31W1PRPTgbRsHn7/+6pI+jc/IzAN+Ie/r8ZdtOfGpmvw+F744rOC751U71vAp+qZplJKfD3IZF2LgrSRyBUbu+bcIhlplYRPiRIPAKauetssJO9AtuTEWeI+IFApbw/XLP6dmSrAmwOS0TtcSHxvHC5Pwu4KiX+TNFLK5/MkEoklhQ8oq+mZuptIZM6W0bIsgsEgHo9n3n1jY2PzhEQ6naaiQnUw1jSNSCRCIpGYFT63juFOcByHeDw+K3xm9qdp2qI2AaZpztb8eDye2Zqk9aQkfkrcEUMT8Mc/kPzVjwq++BHBJx+Dt6/Aa+cll7pVEfXMeWU7avI/lV6+W/IXnlaRpN/+AzkrFC53S/78S/O3C/mFcsg6OHefqUMkqGxpAXZvgcf3CN54TxWTp6fPNY8JP/8U7GlW/VFcCX/0g/nT7wtdkiM7BbuaBT98V84TP231gs/8U5eO3sXRCseF3lElXtI5lRa3lKOdaagIUzILV/uV61Uyo3qJvB8YtZOM2Sls6WKK5d2vLuQHyLmlWVOJEg8ChlDNQxdiOZJcqQ9KifuAqSnh413wMyOlMuE4fhdNnIsuXBiXPFEvaFnC3v1+YNv2qpGVmTqihdvNpNDNiKNCobBkBOVWJ1nTNEmlUvMevxsRUiwWlxz/rdbZ4+PjTExM0N7ejpSSQqHAtm3bGB8fX9eoD5TET4m74Fq/ckDa0wIfOyx4bA989LDgf/xI8hc/VWJnrexoEtwYnIuQgKqRudavhMQM2bzkxEX485/OnQQNlfCZJ+ZO2poYVEZUQtX2xrnn+j2SkF9QGVERGMdVaXuxMlX3Y+jMmjUEfItNG24OSXpH7y5NK2/BhS54+iD8jY8L9rRI3r6ihNBY/MHvZ5SXNqey3Rz1b2Wrp3LJRnNxJ8tfJM6ScEqNQUqUeBAQ071QFuJIsG8jr0gALWVQdpv9nCTQl1Ir+iVKgFr0PFC5+H5HwmgWbtxZgGKWzrgSURstfmYm9HfbwqJQKJBKpbh69Sqjo6OLHr9VPKwmIqSU5HI5AoHAvJ49uq7j8/mWjT7dLZZlcfXqVY4ePcr+/fspFApMTU1x+fLleRGo9aAkfkrcFUUbznXCuU5Jc41ygPvchwXv3ZS8c3Xt+wn6VQTkVmZ6jNwqfoo2dI1IXjs3d197Azyxb+7fpq7MBz71ODx5YP4FJVtQkRldg/Iw/MwROLJDEC1TvYIMDVpq4MIS7jDx9J0bMNzK+U74p38s+dgRwRP7BU/th2sDqh7p7Suqd8qDzA9Sl9jiifHJ8H5qjTL8mgcB5GWRMTvNi6mLfD91gax8wHP8SpTYINazl9d6rJZqqGvmQlx5ewYtuga/fUTwVOPtvb6iK/nHJyTfunFbTyvxPsYQsHOJft9ZW3ItfvfNSfvTSmxLubHNZWfsqr1eL8FgcNb62bbt2+rRNTY2RkNDA6ZpYlkWhUJh1jYauK2Ijeu6jI6Osn37dmpqaojH42iaRmVlJaFQiGRyvnHWTOqaEGLWytp13Tu69jQ2NpJMJjl16tSiyNN6UhI/G0TcyXEicwND6JhCwxA6BtqCf+sYQsMU6u/MvzUhVqyXUJ2KXYrSwZYutnQoov4u/rdDUbpY0uZqYXjZfa4HPSPw1mXJgTZBaHXDr3kMjEta61WtzEwjRdNQLmu525wjp3LQPyp56wp8+4Rk4fVjZAqKjjI7+BsfE7x6Fv7oZcnAuLrQfeUf3d2VzpVLW33PIFE9Xv7gRcnXX4PH9sKv/ozgF54R9I9Jujf2Y9pw4m6O/zLxOhfyAzweaKPJjKKjMWgneC1zlTcy18m4JeFTogSo9JJAIIDH48EwjHl9MNaDwcHBFdNl1oKc+c/mKH8oUQKPvnTvqbwNg+m7F/xJS5kf2BI2sresZVmMjo6yY8cODh48SDqdJp/PMzw8fFv1NcPDw/T29tLU1EQ4HCadTiOEIBAIkMlk6OjoWOQgtxy2bdPZ2UljYyNHjhxhcHAQIQSxWIxMZm6VWtd1ysrKKC8vp7y8nEAggKZpbN26lWKxyNTU1CKhtBperxdd16murqasrGxWCKZSqXn1QnfLphU/ukcQrtTxhXV0U4XdijlJZsohG3eWzD0KVehE6k1SozapMRt/RCcY0/H4BAiBbbnkEi6ZSRtnhfQiT0AQqjTwhTSELnAsddz0uI1c4zLXxfwAX+z7Q0Kad/YW1Kf/iun7dC9BzaPum96m1VNJu7eGkLZ8W+GhYoJLhUEm7Axpt0DGLZB2C6Rdi4ybV38d9Tct86Qdi7SbJ+OuX9iwLqbSxbL5OXESDsDerZBIz+8gr2sqpcxjzFlQe6btrGfezhMX4cMH4Ml9Ki1M0+BgGzRVC671396FrHsYbgxBRZmyoB5JKFET8KpxFIrq3/UxgWXD6WuS7hE1poe2K1vuO710zthaN1ZBc82cc1u2oFLePAZUlc/V/dgOXOmBK73KGjvku8MDbzLSboGXU5d4OXXpfg+lRIlNiWEYlJeXU1tbS11dHdFolGAwiGEY6xr5+dM//dO7XkGVqEngQkmmLZMOV6LERiJQqZNLmXAUHBheh/ZxEiV+8jaYt5mmeTtYlsXNmzfRNI3q6mqCwSCTk5PzeupkMhlGR0fnCY+FOI7D5cuXSSaTNDQ0UFVVhZSSdDrN2NjYbOPRmSjOwqjS5OTkvEWSVCrFyZMnaW9vp6KignQ6zfXr1zFNE79frW6bpkldXR3Nzc0As72E2tvbcRyHzs5Okskk2WyW0dHR2cdvPcbIyMisKAuHw2SzWcrLy9m3T6XzzESPhoaGOHv27KIGqnfK5hM/AvwRjaYDfrYeCVDZ4sEb1HAdSWrMpv9inq5TWca7LdwFi1nND/s59sUol36YovudHC1H/TTu8xGqMNAMyCVchq8V6DyeYbijQDG/eIobjOlsPRpg61E/sSYPmgH5lMvwlQJXX09jF9c2LZaoNJ+8U2TcWXvxy6fC+/l7VR9lu3f5Vs4nMjf4nbGXGbTvMqn1Lji6SzXyzOSV2HEl1EahrkI1M52JXlSUwaFtUBmBQ+0CrwkfPwr9Y9OF/mdVpOc7J5XV9d/7ecGbF1W/ndY66Bm5fRlyYxBePCX5/NOCv/VJQe+IGl8kqITJd05IrvYpc4PDOwUfPypoq5eYhrLjzhbmok+3S64Ap65IDrULfuPnBH2jSuS8eVFyrU8Jq6cPKkvsoQklHGNh2FoHJy5J+sfv7LglSpR4cDBNk8bGRvbs2UNtbe0it6PNhusqW+uFxeWGJjA0KBnWl7iXCAGxZRYKLQcm1hbgWJWkBQVHEt7gkGcul+PChQvLPj40NMTQ0NCq+3Ech56eHnp6epbd5vLly0vef/78+Xn/nkl9W6p+aIZ8Ps/ly5eX3ecMg4ODDA4udqC4dayaprF3717C4TDvvfceyWQSKSWaptHc3My+ffvo7OxkcnJyxWOtlU0nfrxBjd0fCbPvY2EKOZeJXotCxkU3VSRo54dDVDZ7OPMXCYY6FkcyhAbV27xEG01ClQapMZvJviKGV1BeZ9J6NEBZjcGpP4kzcq2AvEX8mn7B7o+G2f3REI4lGbtZIJdUx47UGTz616IU86WGBgCXu5XldGs9VJarCMbAhOQv34S3O9SEH6A6Ck8dVL12AH5yFnY2CXY2KZHxxgVJ0VY2z//kjySfe0rQWKkspP/ipxJdh11b1IUnmYXX34NrffPHksrBmesSx1EmBrajjjMalzx9UNBSoy6WYwnJhZsq7Q3g9fOgaZJHdwt2bhGMJeBrr0nOXAfbnW8+cKoDXCmXdaubIWfBK2fA75Uc2ibY1qDSAWemNjMmDs01kpqYQBPqtf/FG/DmRVVXVKJEifcvuq5TV1c325BwI3Bdl0KhQC6Xu626geUoSsjai1faPdrSLnDLISWM56A/tbxYqgkoUbWRdRYlHmwEEFkmGuNKyK1T3WzBkdhu6Yt4L9B1nYqKCuLxOPF4nGw2ixBitobJtu11jYhvKvGj6dCw18e+j4cpZFze+36Sm6ey5BIuukdQ0+5h3/NlNOz2sfOZEPGhIrnE4gt79TYPEz0W772YpPdMjlzSxeMXND8UYP8LYapbPdRu9zLVV6SQmXt+3S4f2x4PIARcfS3N5R+nyUw6aBpUtXo48vPl1O3yLqoh+SByfQCuD6y+2nelB/7PP1zbquC1fvi/vrp42xdPqfv6x+BLX178+PAk/Lfvzb+v6MwZMSxHtgDffwu+/9b8bU5fW7ztv/vm2lc2kxn46ivw1VcWP6dQVOLw7Q4orZaWWE9EwIdRGUGLBBFeU7n02A6yaONmcjhTadxEZn1cO0rcMcFgkB07diwSPo7jzBYqzxQn+/1+AoEAoFZZ8/k8rusihEDXdUzTxOv1zoscOY7D4OAgIyMjTExMrDnPfyWKDqQsSU1g/uTDa0DgNmYRroSXuiXnxpbf5u8cFFTfZs1oiQ8WAvAuk2/pAoV1mqNZjnKPK7HxFItFBgcHqampYefOneTzeYQQeL1eKioq6OrquuMeQ0uxqcSP4RXs/kgIoUPvuRyXX0nPRmYcSzLcUcDjT1O73UtFi0lNu5fudxcXQBVzLl1v57hxIotdUN9cKyvpeidL7U4v5XUm5Q0m3pA2T/xsPerHH9YY6bS4/IoSPgCuAyPXLc78ZYLnd1Rv/BtRokSJEreBUVeBb38b3t0tGA0V6KEAaAKZt3BzBZzxBMWeEVI/fAe3FF68b2iaRiwWo6GhYfY+13Vnc/onJiZIp9MUi0WklLS1tbFt2zaEEIyMjNDd3Y1lWWiaNpt7H4lEKC8vJxqNYhgGrusyPDxMR0fHuhUIFxxV/7AQjwYhU/211jDhlMBPV+m/8td2QZW/5K1QYmWMZTJFXanE+nrgytJa0b1kpmapoqKCcDgMqEWfq1ev0tvbe9fGLbeyqcSPP6JT3e6hmJX0nsnNS0kDJULSEw7JEZtQpU600VxS/CRHbSZ6rFnhM4NdkGSnHIoFF29AoN/y6k2/INpgonsEAxfyWLnFV/KR6wXyaRdvaHPnZ5coUeKDgx4rI/TcEfxHdyJzBYrDkxQzgyAlwmMigj6MmihGYxXp187e7+F+oPF4PFRXV892W5dSkkgkuHLlCjdv3lxUEByNRnFdF13XSaVS9PX1LdrGNE2qq6tpbW1ly5YtBAIB9u7di+M4dHR0rEtPjryj0tUWIoRKhYt4VU+UDwIlUbY5WM57SrB+1tSSUn7GvSSfz9PZ2UlnZ+eGH2vTiB+hQbjawDA1HNOlZruXcNXi4QWiOqZPYHoF/rKl7UDzSZdccullKNtycW0Quph3hvgjOoZHdZpNjtq49uKvvGNDesLGG9pA648SJUqUuA18B7fh29+GzBXIvHqW/MWbOHHlQiL8XvTyIGZjNcLvxRmL3+/hfqDxeDzz0t3y+Tw3b96ko6NjyVVNKeWs+NF1fUljhGKxyMDAAFNTU+RyOXbt2oXP52P//v1kMhm6u7vvuCv7DNkiDGeXfizqhUrfB0f86KIkgO43ErDcpb3XNbHYmONOMYTaX4n3H5tG/AB4/GL27/5PlK24rWvLZdW9Y0ucJcTLShgegZj+ltsFuSjqNEMxV1oHKFGixObB01aPFvKRe7uDzImL89Pa0jmcsTjW9YH7N8ASsxiGMZvOAZBMJunu7l42ncN13VnDgplGgsuRzWa5fPkykUiE5ubm2QjQ2NjYbffaWEi6CP2ppRs+VvqhNghXpu7qEA8MXn2lLnwl7hWZZRyPNQG+dRI/PgPMUqLP+5JNJX5meu8Uc5Krr6exVhAa0pGMdy/97ZeS207UdGw56yeuGyy7tKOtX++5EiVKlLhrhNcETeAk0srq8Hae6/MQeHI/0rIpXOzCGV9cUKqVh/DtaQEhsG4MYg9NzHtcr47ibW/ASWSwbiiRZdRXYtTE0AJecF3cdJ5i7wj2WJwZy0TvnhaMugqcsQT5y93L+svPjBHbJX/h5uLolQAt5MfcUoMeK1Pvh+PiJNIU+8dxxuOLcmSMxio8bQ3IgoV1rQ9ncpk+OLqG/+Ed6NEQhat9FPtGWdXycQU0TcPnUx69M7U+8fjy0bhbxc9MA9SVyGazXL9+nerqasLhMNXV1VRXV5NOp+/K9S1vw0BGkikKFiY+1ASgKbz0896PhEzQS+GA+4orYWoZHw9DU2mY64HfWL62qMSDzaYRP1JCaszGsSV2QdJ5PMvYzXvXBT6fdHEsJYCClQaaIRalvgmh+gCVWD8CwkOTGaXGKCNmBIhofryagSkMBGBLF0s6ZNwCSTfHuJ1m2E4ybCcpynWqalxnNAQR3c8WM0aNUUZU9xPSfHiEjiY0bOmQd21Sbp5JJ8OQnWCgGCe9ShPaUszx/iGAcj1AtRGmQg8S1YPTzYk9eISBLjQEyg7dxiXvFsm5Fmm3wJSbY8JOM2qnSLq5df8cnUQaWXQwm2vRQn7c9Nrzj7SAl8hnP4ybyjI1nlhS/BiVEUIfO4owNJLfPbFI/JiNlYQ+dpRi3yjSsjHqK/A/vAOzsRIt4EO6EjeVJfmtn+JMpZDT4sHcUkPoZx5RZgx9oziTS0QnhMDT1kDkc0/jxNMUOhb0r9A1zPpK/I/uxrtjC3plBM1jIh0XJ57GujFA7p0OrKt9yFvElR4NE3xyP1o4QPIbr5GburrkgplRGyP0/COYdRVM/f73KPavYFO2BmaMCmDOjnqllDTHceaJH8NY/Sd7eHiYTCZDMBhE0zQaGxvp7e29q9ofF1Xz052S7K2YP/GPeAUtZRDxSBL37if7viBQ/WWMkva5r0hgsqCMOBamuHl1JcjXgzKPwFfq4vu+ZNOIHyRkJh0me4tE6gy2HPIz3m0tm3623hQyLslRm2ijh/pdXm6czGAvaIIabTAJREviJ6B5eCKwjb2+hiUffzl1kY7CMM4y0zwDjW3eag76GtnmrabFrKDOiBAzgpTrfrxCiR+NGfFjk3YLJNwcY3aaQTtOlzXB1cIwF/OD9BfjyE0gDbzCYLe3jgP+Rto9NbR4YtQaEWJ6QIkfTUdHoygdCtIm6eQZd9IM2Qm6CuN0FIY5l++ntziBtYSwK+LgcG991pvMKM+EdlCpr+/S7o/TV7iUH6LI5hSwAGHNR7MZo9VTSZMZo96MUGuWUaGHiOlBwpqXoObFqxnoKPHjIJW4lTY51yLlFphyMozb6nPus6botEa5WhhlyI6vy7e2cLkH356teNrqCT59iNw7HRR7RuZN9u8FeixM4LE9GDVR3GyB7KkrYDtoAR96LIybyCBviUzl37tB4EP7MBsqMRqrVORqYVRFE/iP7gQpKXYPYQ/d0uBOCIzqckLPH8O3dyv2yCS5E5dwMzmEz8TcUov/4DaMyggpKSlc6p59arFnmGLPCIHH92JuraVwrU/ZgC/Au6cFPRKkODCmoj63GVlbilt7VchVMhRs255NifN6vWsSP5ZlkUwmqaysnHWXW48mquM5uDS+WPwYGrRF1O3M3WnDu0aydCG8ELAev9wz5g6lwM/9J2fDaHZx1NGnQ33w7vfv0ZXQvdP6Ia0sgKe9EWM6Gi2lROaLOONx8hduLu/YcAeYzTV42hvRgvM7v+ZOXcEemVo1E8p3qB2zqXpexpPMFUj/5Oz6WedtMjaP+AGKeZeOV9M88ovltD0aIDNpM3i5QHbKQboSw6fhC2mU1RoIAUNXChTz6/QFktB7Jkftdi+1O320HQty42RG9RESUF5nsP8TZWi6+MBbHwY1Lx8L7+YXyo8u+XjKzdFTnFwykrHLW8vToR0c9jdzwNdIrRFBW8GaxSM0PBiEdB+1RNjhBYkk7xbpsSY5n+/nZPYmxzOd9Nv3p5hbR2Ovr55nQzs56m9ht6+OKmN5saALDR8mEd1PE1EO0UQx5DBYjPNefoCT2Ru8lr5OT3EC95bpcc61sO/VasA0TWaUX44+yi5v3brud8JOc1ZxJFwAACAASURBVK0wuumid35hss1bzR5vHTu9tbR6qtjqqaDBLMcnzFWbrGmAKXT8eIjq85cfXSlJuXluWkrons71cCrbxQ1r/K7Eu9XRS+7tDgJP7Cfwof2YDZVYNwaxuocpdg8p84N7cM0y6isRXg/5c53kz17HHosjHRfN70WPheelvAHYw5MUe0cwKiL4Dm7Dut6PzM2/ZujhAL59W5FFm9y786MzIuDF//AOfAfasPtHSX7nBNaNAWTOQngMzJZaQh85jG9fK/7DO7AHx3GmVD2Um8xidQ3i3dOCd3sT+XM3sBaIH+H34N3ehBb0k/nJWZzU3Vf0SylxHAdd1xFCrCpmbhU/fr8fr3dt+Ty3NjcNhULrIn4m83BxAj5tq1qIW2kvh/1VcGECivexD54jVYreQkxNTWbvlpaw6mtUasB6/3FcuB6XNIXnfxh+A1ojAk3Iu9IXlT4o94J+B6eOVhYg/MnH8e7cgh4LIwwd6bpg2RSu9Cjxs47o0TDe3c0Y1VE0vxctHEAYOsXeUezR+Krix2ioxHeoHeE10YM+tHAAZzJJ5s0LyJL42XhcG7pPZylvMGj/UJBDPxuhYZ9FLjEtfrwa3qBGqFInOWIz3mWtn/gB+t7LU7szx7bHguz9WJiKLSaZKQfNEERqDMqqDYavFqjZvk4Jpe9TmswYYc03T/wENA8fD+3h+fBeHg+2EdH8d9ytVyDwax52+mrZ5q3ikcBWDvqb+E7yPO9me+5pNCGkeflkeD8vlO3jiL+FsO5b/UlLYAqdZk8FTWaMh/xbOOTfwrcS5ziV7SIjVS5Jxi1gyXu7mv9BoVoPc8DfyMP+Lez1NbDdW0OtUYYp1i/SqwmVDnnI38Q+Xz1PBrfxdrabl1KXeCNznYR7Z5NrN5Mn8/o5nGQG/6F2zNZ6PNsalLjoH8PqHFQOcEuktK0nWsBH7t2rZN+8MC+FzS3auMnFURUcl/z5G3h3NuPbu5X0y6dwFogf784taJEQ9vAkhcvzU970sgD+o7uQhSK5M9cpXOqaFXnSsrFuDJKvvoF3RxNmcy1mU/Ws+AGwOgcp9o/h3dWMuaWaYs8wsjBXR2puqcWoieFm8xSu9iHzK6elrgXXdbEsC4/Hg6ZpeDweDMNY1vCgUChQKKjjBgKB2VS21ep3pJyrYTXN1UX7Wsg70BmHzrhkb+X8/UV9giM1cHJIcvU+Gh84LmSXeCv9hqDMA3e7CrCnEoLmXe2ixDpRdOHCODzTNP9+ry5oCktqAzC4xGVnrWyNQMUdNtv1H95J8In9uFaR7PGLOBMJ9dXzGCrCvI5RHwCrexg3V0CbbmsQfPIARk1s9SdOkz99jWLvCJrXg6etntBzR9Z1fJuRTSV+AHJJl/deTJEed2jY66O6zYO/TEPoArvgkk+5JIZthq8WVjREuBPySZeLL6coZCSN+3y0PhIATTVIHe+2OPudJMGYXhI/q7DFjBHWvAxN/7tKD/Hz5Yf5fORhtnoqMdZxQmkInRZPBZ8zHqLVU8FXpk7xSrqDvFzGCmYdqdRD/FrsCT5Vtp9mT8W67FMTggaznE+XHaDVrOTPEu/yUuoiE06GlFtYMh2uxJ1ToQd5PLCNJ4LbOOBrpNVbSUDzsNF+TobQaTCjfKIszE5vLU1mlG8lzzFo35lAcSaSZN94j2LPMGZLHZ7WOjyt9fiP7ca7sxnvziYyr5+ncKVn9Z3dIW4mR7FrCGdqGfOAJShc6cGZSmE2VePZ1khuMjWXWqYJ/Mf2gONSuNSFm7rFa1nX0CvKMGpj2CNTWNf7F89rHRdnMoUTT6OXh9Ary+c9bI/FKXYN4WlvwNPeSOFyD/bg+OzjvumUt0JHrxKO6zBhcRyHdDpNKBSa7V4eCoWWNT3I5XKzjUoNwyAajeL3+8lkVp7V+Xy+edGe1dLr1kpvCk4MSXbFxLwVcU3AwSp4qgEG05Da+MvvkhRdSC1Rd+TTVePUgLG0OFoLpgZHagShkvjZFBRdOD0qsV0xz5RACOVAeLgGvnMXAZY9Mai7w9oh/9GdYGgU3r1B6nsncJPT1y5dR2yAg4IbT2NNu3yqKM52jJq1P98emlC1nEIgi3ZJ/NwXJGQmHK78OM1QR4FwpY4nqCE0cCyJlZNkJh1SY/aiJqaDVwoc/+Mp0uM22amlV8b6L+TJJVzyKYdsfPFEcqrf5uJLKQYu5gnGdHRdYOWU4JrosSirMbALksm+93ll513QZEZnIyAxPcCvRB/n8+WHqTHKVkxxuxuCmpdjgVaCwotA8HLq0oZGgKr1ML9V9Sw/V/bQHUd7VsIjDB7yb6FcDxDQPPxF4ixJJ1+K/KwzZZqPT5bt56OhXXi1e3859AiDnd5afiX2GD7N5E/ibzNs35ktsbSKWNcHsLqGKVy8iVFXiae9QaWGHd6BFg1jTyRwRjcmPdRN55TZwm1MtN1EButqH0ZtDP/hHeTPXp+tC9KryvFsa1Apb6euzHue0DX0aBnC0NHKAgSffRj/o3sW7V8vD6GVBRFeUznP3YrtULjej3dfK95tDeTqK7CHJ8CVaOUhzJZahNck/94N3HVIeQPVkyeRSFBbWwuoVLZYLLas+Mlms2SzWVzXRdM06urqZhudLidofD4f5eXl6LpaZFqPJqczTBXgnRF4uknSXj7/Wl7hE3y8BbqTkp/035/0t5wNA2mJXLB8oWvQEFKr+Zcmln36ihysgp0xFVkocf9xJHQn4UZCsiM6/zOp9MGTDYLX+iXJO/j6N4ZgX6Ug4r2zz3om6lK40jMnfAAcB3mXPbdKrA+bT/xMY1uS8S6L8a61P2eqr8hU38pLThPdRSaWscieIRtfWhgBJIZsEkPpJR8roWgwo5RpPvzC5Ivlj2y48JnBIwz2+Rv4pegxJp0Mx7M3NuQ4AeHhNyuf5XORwwS0jWt4K4SgzVvF34g+RsEtcirXTeEei587cI1/oBhz0ozZKYrSwXufLodCCOrNcj4fOUzcyfG1+DuzqY53hO1gD01iD01i3Rig2D1M5PPP4GlTQij90qnbHeDaihwcV+W13ya501fxH92Ft70RozJCsX8UJPgPbkP4TKwbgxR7RxaNSZjq89KCPnyHtq2Y0SSLNnKJyE2xd5Ri7yjmlmo8rfVY1/txExm82xowqiLYI5MUe0eR1vqEMizLYmJibvbt9/uprKzk5s2ll6iLxSLxeJxcLkcwGCQSibB9+3ZyuRzj4+OLBJCu62zfvp1IJDIb+Ukmk3dlc30rjoQrk/Bqn6Q5LObV0QgB26OCL+6EvCN5awiseyyACo5KdUoWFtsdt5XDkRq4OgX2bY6rwgef2SaoC5TqfTYTKQt+1AM7ovPv9+qCg1WSZxrh2zdvL9lRF/BUI+ypuEOba00gPAZIcLPL+HGXuO9sWvFT4sElpHmpMcr4VNl+Pht5iBojvKLwGbNT9FqTjDlpMm5BTUSFSUjzEtODbPVUEjPWFn/2CIND/iZ+tuwAvcVJ+orrm4AugF+NPc5nIofwi7XlPxSlw4idpNuaYMLJkHeLCMCveSjXA9QbEerMyLJCqsVTwS9HH1Mpw+LenrKdhVH+9fiPqDciBDXvtL2zd/r/PQR1dV9ITN+vK/tnU+gbnjq2HqTdAq9lrnEssJVd+tpNHaacLAPFKaacLFnXIuNaWNLGJzwENQ8VRpAWs4KYsTbbIYGg0Yzy6bIDdBZGeSN7/U5f0jzcRIbc6Wv4HtqO/6HteNsbb1/86Jr6Md+gFUurd4Ti4DjenU14926lODQBjov/yE5wJbl3OhYX3Uo5K0iciSTpl9/Gzaww0XBdtd8FyFwBq7Mf7+5mvDu3kD97HSuVxTNda5T5yVmc+NrT+FbDtm0mJyfJ5XL4/X48Hg+xWIxwOEwqtfRxJicnicfjBINBdF2nsbER0zTp6+ub3ZcQglAoRG1tLVu3bp1njDAyMrKinfbtMpGH1/rhQKXkWN38c9zU4FC14G9rUO2XvNqvjBLuFRKYyMG1KcmR2sWRqacb4fKE5O2RpZ+/FBU++Gs74YkGVTtUYvOQd+An/ZKf2yaoD83dL4Syu/65dsFQRnJqjZ+3JuBD9fDCVkFNYO2fdeBD+9ArytCCfjS/V10vNUHw2YfxHdo+u53MFUi/8i7O2BLpzUKgV5Th3dWMURtD83uRRRt7NE7hWh/2wDis0yJGiZL4KbEBaELw2chDxPQgzWYFmli8fJJ0cryZ6eStXBc91gSTTpb0dEG/IyWm0PAIg6DmocoIs81TzdPBHTzs34K5SqfZoOblyeB2zuT6+Fri3XmOaXfLk4F2fjn6KGHNt2IRsUSSdgqczN7kp5lOblhjTDoZsq4163DmETp+zUOZ5qPeLGefr4EPBbfx/7P3nsGRpOl95+9NW75QBe+BRns/fmbHD3e5jlyKTrvUrihReyJ1VJA63emkU4RCEbq4iPugi9MpTqRE8iiJ3q7jutmd4e7sjp+e9j3t0A000AAavlC+Kt17HxJV3WjYRgPdQHf9EBlVQGVlZhWyst7/+zzP/+lboi5qt9nEl5PP0qBGltrdpjHl5ng1+xG6UDGFhiG0+VsVQ9Fu+5u/PB/eyU/FDtGsxe7psa6XDwqDnC2N0ms0EFCWFrTjdpqzpTEuWxMMWTNMOTnm3AJFaWNJB0u6uNJDEyqGUAkrBg1alB1GPS+Ed/NEsJvgKlFCRQgOBtp4JbKH8+UbTLsbFGF2XLzZLCBBu+2zI/H77gjhNwe9HQFK0ECJBvHmNinibTmUTl/B2NFK8PE95H94Eq0lidbWgFcoUzq5WAhKx8WdTiMdx0/3G7yBfW18fbvvH8EZncI8tAO9sxFp2ejtDeC4WJeuryyq7hApJfl8nqmpKbq6uhBCEI/HaWlpWVH8jI+P09DQgGmaGIZBe3s7iUSCQqGwwAo7EolgGEb12mRZFsPDw8saKqwHT8LFWfjGgKQtAl23uW2ZKhxpFNQH4ZEmeHtMcnLKtyV2l7kUG/P2xF1Rv4no3UiMiSK8dUPyWLNYYEmtKXCoAX7lgMBUJccm/MHzcmgCjjTCT+0QfLwTkgFRi/psMbz51LdvDHj8k8PKgvPGUAWH6iW/dliQuCx5Y2Tl/3cyAC+2C35+J+xPirVHfQSYh3agNScQho7QVJiPuhodTXjNN8NSXraA8tbZRQn5QtcwdncQfvkR9I4mlGgQoShIKfEKJQKHd1B45yNKp/oXmLLUWD818VNjU3gi2IMqFNTbhI8rPX6Qu8TXMyf5qHSD63aKwiopPgK/58rb+Ss8H97FlxJP0a7XrficNj3Os+E+3i0McM1eZ5L3bSTUEL/Z8AqtWmxF4eNIjwFriv+eepd3CwNct2ZXTWPShcqb+X5ey53nk5H9fDp6kBY9Xn1cFQq7zTuoYNxAPCRl6aw55S6qmrwc2b36iluEOa/IG/nLPBbsps9srP59yJrhRHGYk6XrXC1PccNJM+PkmfMKazKeEPhR0DfzV3gq1MsX655izyr/w5Bi8GSoh4P5Nt7IX77bl+Yfh6Gh9zSDEDjjswsek9JvQKoETfS2BkrHF+5TiYTQe1oR5ualdwKUTl0h8pOP+z1/WusxD/QgNJXSmatLNz/1JG4qi3VtAq05QeBIn58atw5TAjeVw7p6A2NnB8aONtR4GDURxRoYw5lMLe49dJcUCgWGh4dpb2/Htm0mJiaWFT7gp74NDQ3R2NhIR0cHiqKgKAqRSIRIZOXJkP7+fmZmZjbM8KD6Ghz48YhfEP7390HitrJHTYGemKA5BI82+aloN3IwXpBkbf8tDagQ1n0DgaYQJEw/VW29DlsVshacmISBtGTnbXVJYV3wdKukJST4cBJOTUmGM5C2/FMnqPn2xj0xfwC8v97vXxTRfeFju3BmWrI36W9rvQj8nkHNIX+fQQ2Cqm8hHrxlCWgQVAVdMV8Y3k5TCL60V/B8OxQdScnxB/jFW26Ljm//XXQgY8F4YW0fE1X4gqA+cMuxzB/ngt81PyK2u85/TbezNwH/+KBgPO8fY9G9eTwlhwW/Fx2/n9RcmTV3tCvY8J1BeKJZ8njzwv9JSBc83ixpCgmebYOTk5KBjL9914OQ7hth7KwTHGqAQ/XQGvbTOT3pRxDrg9AYXOF/LSH/2od+tGee+t/8edBUcn97HOvq6M1VHde3/L8VRaB3NRH93LPorfVYV0Ypnr7iX5dDAcz9PZj7e4iEg0jLpnSqv9bxfAOoiZ8am4KxRPF43ivz32bf4W8yZ7hkja/ZuUwCGa/EidIw1+wZptws/yT5AjvNpmWfowmVw4EODgXaN0z8/ELsUY4GO1dM53Kky7nSGP9+6vt8ULy2ZK+jpbCly5iTZtzJcKU8xaA1w99PPM2uFV5jjY3jzfwVPhs9RJMW5UL5Bj/IXeJk6TojdooJJ0PBs+74+0YCWa/MmdIog9YMY3aaX00+z5OhnhWft8to5mCgnbfyV3BWGQIodRFCzxxAlizs65M402k/UiE9RMBEb60n+ORe9K5mZNmm8P75hcdoO1gDY74pwtGdWFdHKV8eAddDrYsQfGIPwaf2bfqXrTuTweofJfjEHsz93QQf3QUCCu98tOy+3bkchbfOEv+7LxF8aj/SdimdvoI7nQEkImSiJqL+ay+WKZ2+iiwtMQkhJeWLQwSO9KF3N6O1N6BEQ5ReO+73SNpgbNtmbGyMEydOkE6nmZmZIZdbeT+pVIrz589jGAZNTU2r9u3xPI/BwUHOnz+/oYYHtzJdgq9flQQ1+PldguQSvi+Vniu9MbBcXzRZnj+w1AToKuiKIDjfO2cjAiuehEuz8NUrkl8/LIjcNiAPaYJ9SeiMSp5vE2StmxEBTfEjV3HDH/gHtIXRo1eHJD+4LvkXj4m7srwOaPBsK/zyfj/CoAl/39Vlwe8CY5k+RTHDFz5Pe34dk+OBI2+5f9vvF1Pw749L8msIHkQN+MJueLZNrHBsld99wWAscVq2hQUNQV84rnRslfvfHpR87SprOkbwRdK1DPzXjyTNIbGo6ampCnbGoSPip2mmy/7/W0o/TTOo+eK9zhQLGpqemJR87Yrkc32CxlUEuXVldMHv0pMICdb1iUUW/bejxMIEn9qP3tmEdWGIzNfexJlI+U2qNRV7aMJPA35yL4GjO7GvT25624KHgZr4qXFPKHk2/3nmR/z53IfccNLrSkWTwIyb51uZswSEzr9q/OSKTmtdepL9gVZez12geJfW181ajC/UPbFio0tPelyzZvg/p17l3fzAutzmPCSjzhx/nTmBh+TLyWfpNRru6thrrM60m+O/p97lK+kTjDhzXLdSZLzihqVMZr0SP8hdREOhSYvSs4I1elgx2Gk00qLHGVmlZk0xdAKH+1Ab4ni5IrJU9utjpJ/ipoQCaE11SNcj+813/C/SW5Ali+Lb5/xeOB2NxD//Cm4qi3RclFAAJRzAm8lg54qL3dI2EikpfniRwJE+Qk/uQ2tO4E6nsS5fX/4pZZvSmauoiSjhl48S+fhjBB/ZhVeyAInQVITpp+yVzw5QPj+0tPgB7LEZrOEJQk/vRwmYODNp7OEJZHlzhEMmk+HChQtYlrUmMwLXdRkbG8O2bfbs2UNXVxeBwNLXvnQ6zdWrVxkYGGBubm7Doz63MpaHP7skKTiSn98l6IgsfW0UAkwNzHtUM5Ox4LVhX+D83M6Fg9rK8UQNsWSkYjneGJH80QXJYAZ+7ZD/EVtvGpwqoDkseLTp7t4PRfhCyj8TVt+WEKCJtZ0PuuIL10fu8hhVBYLzImMtx3hmeu3HWMHy4L1x+M9nPH79iELHbQFRIfzoVFcUWL7/eJVz0/7/+p0b8ESL71yob7xDNeA7UgYf2YmXLVA82Y89MnXzQcfFHp2ifGkY82AvelcTeltDTfxsADXxU+Oe8OfpY/xl+jhjTvquutkDpL0ir+cucCDQxi/VLe9HbyoavUYDbXodV62pZddbC5+JHqTLSK74ZZf2Svzu7Ju8W1if8LmVlFvga5lTtOt1/FLdE9Sp62w4UGPNHCtew5XeqtGW9VKUNm8W+ulNN/C/NvzksiYgQgg69QTt2urix83mKR6/ROBAL1pLAqWpDmH4U9KybOHOZCh+cJHiqX6/F45z23npepT7R0j/yeuEPnYQvacFrSWJLNs4EykK75/Hvjbu9wva2b4h78NylC8M485k0FqSoKkUT/QvK1YqeOk8+TdO4oxNEzi6E723FaOjESEEXrGEO5ulfHaQ4ol+vOIKUVjbwbowRGBfN2psvrdPpTHhJuB5HqXSndUSOY7DxMQEuVyOq1evUl9fTzQaxTCM6vZSqRSpVIp0Ok25XN5U4QP+2zOWh7+4DMNZyS/sgkcbBeYGjixcKTk/C9fvwHdCAqM5+MPzkoINP7dTLErNWyuWC9+5JvnTi/5x2B6M5GBHfOloTI37Q96G7w9B0fH4lQOCww13LtocD94fl/zxRcn74/42x/J+pKxunbbXK6KpaI1xlEQUe2hi0eQU4Kf4pvN4mbxv3Z+4t3W/Dyo18VNj0zlZHOYv5o4zZs/dtfCpMGrP8Vr2Ap+KHCCxghNch5agXbs78WMKjZ+NHSUo9GVT3izpcKxwjW9kTlcNDe6WWTfPV9MnORho47nwzm3hnraduRc24im3yDv5q1yI3uBAoG3Z9Vr0GE1rMIyQJYviux9ROjuAEjAWFNvieUjLxsuVcDP5ZWtXZMmiePoK9vAkIhzwm/B5Eq9k4c3l8Mo2znSGfMjEnVlcf2NdHiH1+98BJM5dzEjKkkXq97+NCBiAwJlag1OjlL6j3al+rIExlHCwmnsv3fnXXyj7/YduF3634eWK/volC+vSMG76LtrDbxKe55HNZsnlckxOTqJpGkqlMNrzsCxrQ80N1oLEd4D72+t+jcTTrZJPdQv214v52f47J12GK3OS09PwwbhkNAfX7zAD0ZVwLQt/cF5yMSX5bK/g8TtoUmp7vjPc169K3hrzm7c6819fV9LwVIvEqPX82VJkbfjBdV+wfLIbPt0jaF2D4aYnffH+nUHJa8MwkL6ZCnk960cS6zYh8O33KYsgFAWtJUndP/zUkrb6SiiA2ujXOSuBza2/fFioiZ8am4ojXf507hj91gTuBk6jOnhctSb5oDjIJ6OLmxtWaNajNOlriHOvwKOBLnqMepQVxEfeLfOHqffIeBvr63qpPME7hQH2ma00aLUZn+2ORDJsz/JO4eqK4iehhEmsJdon8Wt88qW7izXarl/cvwzuZGrZ7Vebm24A9vDkOp/o4s5klhRna0XvafFnYAdv4NyY3XCjg41ESkm5XKZcXltN4b2g6ED/nB8JemtU0hOXHKqHvQlBZwwaAn6djCp8YVFy/L48cxZMFiSTRd8U4UpaMpKFnO0POufKy7vErYYnffe314Z8c4O+uORgg2BfArpi/mx+RPdTmizX39doXnIp5dd8XE75r6dgLwwC/ulFyWtDoCk3/zpVWPspU3D82pZTU/e2cj1v++/rWkiV4f85KfmDC/f2GCcLaz/GpSi5cHYarmclrw1LjjTA0UZBXxwaQ4Lw/Kg378BEQXJlzv9fn52G4exN84sKP7jui+CAdvOP6TJMbcQlTwh/sgkQhu5HvZeL1noe0nJ8d84ad01N/NTYVE4Ur/NhcYiCt/G589NunnOlsRXFT1Jd4yByBV6K7CakGMvW+jjS42J5gnc2oamqjcu7hQE+HtlbEz8PCLNungulcTzksoI6Mt8/qca9Qa2PYe7pQo2FyL9+/K4iWKuhaRqBQIB8Pr/paWmbiaHAK53wd3YK3hqTfLXfH9Tn5gfY13O+61pIk5gq6IpEVfyqDyn9QnVvvsjd8nzxYc07lK2nOWpHBH7jqCBhwlevSl69dvOxousPbG/k/YFuWPeNDTRFogq/dsaTfmSn7PpiJ2f79yv84i74bO/iOqH/+UeS4eydZUh60h88b8gAepNwPBjK+st2w5V+NDJVhssp+O4135jDUGXVwMKTN8+3rOXfLnXazZX9ZVPwvPkaRbCvT5L5qzdws4Xl15cSL7PC4zXWTE381NhUXs9d4Iad3pTU+YxbZNCaxpXeIkvtCgGhE1UCqCi466jlUBB8LLSDwAoNTS3p8Hr+7k0VluNscZRBa5ojgY5F/X9qbD8s6TLuZJh2cjRpS0clNRRMRUNFbGjEtMY8Fc0pQU3GiHz8cYw9ndjXxrH6R5ClzYuoJJNJXnrppQU1OpVGpoXC/RvYNAXh/31JUHTh/zvnp3qtRJ0JjzQKnmsTlBx4e9Q3A6hge5s8cLwNU/VtqRuCLOk8VzmmtOUvd0pqfrZfE/4+OqICXYGAWvt8blU8eVOMb0Wk5eBOzfnObsI3cXFG7q4+ucbaqImfGptG2i1ysnid7AanglVw8Jh1C8y5Req1pRN7FSEIKwZBRV+z7fStdOpJWvT4iilvZenwg9zFO972WilIi8vlSVJugcZlBss1thcFzyLl5pcVP0IIdKGiCRX3HtQiPWwEHt1N+MWjKPEwiqGjxELIkk3+R2ewr09tqrW3qqrE43FisRj19fW4rovrujiOQ6FQYHZ2trrMzc3ds9Q2XYFddYK8I9fkgpaz4UZBMl0UjOZgdnMu81uGt8f8PjGaAvuT8O+egeZQreanxl0gJe5sFuvKKHpnE4FHd2ENjW/plNsHhZr4qbFpfFS6waST3TC74KWwpEPeK1PP8lWNulDR1xkxORRo840OlrW3lkw6Wa6UN3e25nJ5gmknXxM/Dwi2dMitkgqqoqwoumvcHUrQRG+qQzou1sANCj86Remja0sWHG80QgiEECiKgq7Pu/NJSTQapaGhYYEgyuVyzM7OMjMzw+zsLOl0Gtu+/1PZRQf+uh++N+RRmK/PeZCpNOEEvzFmbXxaYyNwZzPk3zxD/IsfJ/TMAYSuUXj3I5yJFCBRoiG0pjqM3Z14qSyF9y8gFRHeVQAAIABJREFUC1un1m+7UhM/NTaNS+VxMt7mJjXb0qUgVxtEqqisz6R/t9mMIZb/mLh4nCuNbpo9coXrdor0Jr+XNe4dNh7FNdTB3Qvp0xBT+bd/r4nZrMsf/3COK2N3Poo9uiPAZ56I0pJY+Fn5ix+nee9iYcsNFEtnBrAuj4Cm+gUojuvn3q/iCLcROI5DJpMhEoksaFa6kiBqamrC87yqo1smk2FmZqa6ZLNZXHfzj/1WJFs7pahGje2AtBzKZwfIfuNtop99htALR/zG0pWLphCgKr4oevscQrm0YDpZ72zEPNCL2hBHCRiodRH01iQA0Z96htDT+/GKZWTJotw/QvnsANK6mU0QOLwDY28XImiiBE20hjgASiRE8ld/Gi9f8p0/0zlK5waxB27cq7dmU6mJnxqbxoA1va5UszvBxaPsrZwWpLD+QWSPXr9i1MiVHhdLS3jzbzBj9hxZtyZ+HhSklFum2F1VBA0xze94vk7r3nTe49q4jeNK4mGV5jqNkKkQ0LeoQbvt4Nn3J51wenqar3/965imSV1dHclkkkQiQTKZJBqNVoUPLBREFQKBANFolNbW1qogKpfLzM3NMT09zczMDNPT09veUKFGjYcFL1+i8OYZrMEbhJ7aj7m3C7UhDkIgcwWcsWnKl65TPNnvu3vegtbaQOiZA2jNSX+go4hquwO9qxm9s8mf4JESYepYl64vED/mvm5CLx5FqIovtCpZLrqKub9n/rngZnJ4mUJN/NSosRo3nDlK3uZOC/qfy837gu8ykiuLHzwG7M0vUEx7RbJeeUVzhxo17hdDkxajMzaKgOaExhdeiHNkR/B+H9Yd84lHIkjg2OUC6fzmhKuklJRKJUqlEplMhpGRkarIMQyDWCxGMpmkvr6eZDJJPB7HNG86/y0liEzTJBqN0t7eXu35UyqVmJmZ4a233rrjhqrLsbMOfv2w4NnbXNq/OSD5rdO+KcBy/LunBS93wr9+W3J+Bn6mDz7eKeiIzvfkSfvbeXXoZo+V29EEPNsOn98t2FMHCOhPwd8MSPrnfEOD5QhpcKQRXu4UHKqHlrC/vVQJzs/CtwYkH04uv+8aNdbK+L/4z76BwSpNmm9Flm3sgRtkrk/i2yLOf77nhYt0XD8adNuERvHEZUpnB6ja2K2E4yLLC8dkma+9SeZb767hAOUC0bTdqYmfu0AEdMz9PZRO9N/vQ9ly5N0yc25x09PBNhMVhaQaXrHuwpOSMXvzbHErSCDlFihJh7CoNTmrsbXwJFjzHSDLttxyaW5rIRlVObojQLbocXawRPoeXLuklAvS1WzbJp/PMz4+XhU5mqYRiUQWRIjq6uoIh8Ooqj8xs5QgMgyDaDTK+++/v2HiJ2vBqSnQFN9RrTMqaAlBUANFrDwJFdL8Xj+PNMKXD8CjTf52XOm7prWGJE+0CHYn4T+dkhRuG2fpCvzKfsE/PeLfRwjKDjzXLjnSKDg1JSktMzYLavD53fCbj/j7UoTA8fyJ8oYg9NVJXu4Q/NYZyVeu+P1watRYL7Kwzs/begSG4/rCaJ1Iy4EHSNSslZr4WS+KgrGni8hPPlkTP0uQ8UpYcntPoSW0EJpQljU7APCQjDubL36g8p46hKmJn3uNAASVFC5BWNHpMhpo0+I0aVEatQhRJUBUMQkpJgGhE1Q0TKETUHRMoRGYv+8/pq9on17j3tPVqJOMquRL91+53ZoW6bou5XKZmZmZ6rVICIGu60QikapzXCwWo66ujvr6enRdrwqijWSiAH98UfInFyGswy/vk/zG0bVHooWAXz3kR1v+wwn4zjVJuixpj8BvHhW80gm/vA9evQbnpm/2XRHA483wm0f9KNFfX5H89mnJbMkXLz+7U/DlA4KACpNLZAcXHbgwC98agEspyXs3JKN5f7uHGuDXDgmeboHP7RBcmJUc2/xM5ho1atxHHgzxU8lxrFzopQTPu9mmV5nPY5TSv63Mjnne0pYtqnJzHSkXhxpVBREwCOzvQcwXosG8O6rrLmwP/JCS9UrY21z81CmhFY0S5PxP+h7V4hS88rZ/T7cTCgIVhaCicyTQweOhbo4GOtkXaKVVW2h/vp4h5kYPTO8WKf1L13x9bfX4/DSqzb+sKUrlUu2LTDl/UJ5cm7PWrV8DArHg+ZXXttxzFKC3WacurDI646BrAkNb+P+xnc1MsF07t0Z5TNMkGAwSiUSoq6ujrq4OTdvcr/XK++is85wQwH846TchraSYDWbg//hAsich2BEXPNMKF1MSa/5xTYFfOSBQBHw4Cf/uPV8EAYzl4U8vSnRF8E8OVc+cRbw3Du+NL37s/XGIGpL6gGBnHTTdXU/sGjVqbAO2vfhRokGCj+8h9MxBv0AMcCZTFN45R/HYJWSxTOjZQ5j7urGHJ3xnjL3dSMel+MEF8j88hTs735lNgN7RRPiTTxDY04kwDOyJGfLfO0bxzFWwXVAV4l/8OIEDvajJGAho+Y+/AYCXLZD99rsUfnzmfr0dWwZLunjbOOUNIKQYKCsNUKXfa2izmpveTtGzcWriZ9PRUYmoJh8L9fG52GGeD+8irgRXPhceEHQNHtkR4CcfjdLboqOpghuzNm+fL/LO+TzpwuZ8ptuSGk/sDnKoO0B7o07YVHBcmErbnL1W4rVTeSZTzrLiIxZUOLIjwMf2h+huNAgFFCzbI5XzGJ6yOXm1yEdDpQXHHzIFT+0O8diuIJ2NOomIiqrAM3uDPL1ncb3Sv/2TSQZu3Ds/51tFjqZpxONxGhoaaGhooLGxkVgstqzQqUSOtqLhwZlpPwpze23NTAmGc9AVlbSEWDDtZCjwdIug7Eq+MyirwqfCXBneHpP8owPr+4wOZ/yo1t6kwFQly0uoGjVqPAhsb/EjBIGDOwj/xOOUTvVT/pu3UQIGencz0nIW5E7qHQ3onY0Uj12ieOwSxs52gs8cQFoO+R+exMsV0doaSHz5s3jFMplvvI2XLWIe3kHdr3wa8SevU3jvPLgeue8do/DmGWI/8xxKIkLqd7/l78Tz8NL3r0P3VsKV7pb84r0TDKGwmleVtYrT3Ebiy8nt/Z5uZQyh0qzF+Fz0CF9MPEmXnnyozCUMXfDk7iDP7A3jehLL8Wt32up1Pv+8zs5WnT/7cZrp9MYK8FhI4Z//bAONMRXHA8eTpHIuAV3QGNf49ONRHt8d4v/6yhQj04s/b4mIyt95JsYrR8LYjqRsS7IFF00VJKMqTXX+Uih7nBq4mYuva4JEVCVgKEylXYTwt5UrekylnUVp8KXy5k3mVEROZQkEAtTX19PY2EhTUxPJZHKB6cGtVESO53mLzA6mpqY2rN5noxhI+7VDSzFXknhSYKo3EzkAumNgqpB14VJq8fMk/jYn8hJ9hZZuivDrhTQFVDGfzjr/N3nLOpVEkRo1ajyYbGvxI3QNEQ7g5QqULwxh9Y8ibYfih5cWr2sa5N84Rf4HJ5Blm9KpKyhBk8CRPkqnr+LlioRfPIowNOZ+75s4o9MAlE5fQY2GiP7MsxSPX0ZaNu5ECs/U8QpllFCgum6Nm0i2/8yZjrZqOpMj7110y5HetheUWxGBIK4G+EzkIL+afJ6dZtNDJXoqxEMKT+wK8YPTOb53PMdsziUSVHh2f4ifeiLK4d4gk2mXv34rvaGGBpmCx7sXCigKnBsqc23comRLTF3wzL4QX3o5TiKi8tknY/zOd2YXPFcR0NGg8fLhMFNph6+/m+HY5SJFS2Jo0FKns6/LxHYlV2+L2qTzHl99J8NX3/Ej/7/0YpyPH41w9lqJr7ydYWJu8yY2FEVBVdVqT59YLFaN6jQ0NBCNRqtmBrdTETiu61ZvM5kM09PTTE9PMzU1RSaTwfO2ZuQ9Z6/sygaL00hj82WOUvpRnqVwpW9UULfE2ybwDRd2J+D5dsGhBmgJCaKGxFTBUCGwvj7YNWrU2IZsa/EjLRv7+iTBx/YQ+5nnKJ2+Sun8NZyJlG8xeMvFXxbLuDOZBTZ/9sgkxr4uRMC/supdTdij03i5hTNlpXODBA73oTbEccZqQqfGTe5lFYCUW6Pm4EFCRdBt1PMb9S/zmeghYmrgjp5fEaMOHq70/OiclHjVirD5mpPKfaTfT0coRNXAig107zWOC5dHy/zlmzfFTa7o8da5PKYm+MXn4+xsNehs0Lk2ubGpnhUBcitlW/LmuTydDRqfeizKztbFRh+aKoiHVVRFMJN1OX7FFz7gGxgNT9sMT28t665AIEBnZ2dV6CQSCQKBpc+7SlTHdd3qUiqVSKVSVbEzOzu7cdEdMT9xtYkXGv/zcGfcuv5y2adSsmyidX0AvrAHvrhXwVAk0yUYy0vOz0LelgRUeLxZ0B27wwOrUaPGtmTrfPOuE+vSdeb++3cJPrUf8+hOgh87gHV5hPyPT2MPjVcrMqXtIG/rgO1ZDkJREZrqmxhoqi+ObpvNl8UyIFFCS6cd1HgwsaS76pe0tkIPoA3nwS85uacoCPYFWviXjZ/kxfDuNQsRW7oUPYuSdCh7DgVpccNOM+lmmXFyzLkF8l6ZnGdRlBZFz6bk2RQ9m4K0KEmbPWYz/6LhE+wPtK2+w3tE0fI4P1xeFNXJlyWDExazWZdkVKWjcePFz3JICVfGLMTjgqChoIiFRfa2K5nNuhTKHo1xjWf3hTnWX6RQ9rDsrTlZkEgkePnllxf9fSmhY9s22WyW2dnZavPSbDa7wB57ozDnox8Zi0U20/ebVOmmX1F9AK4t1spoCkT1xdU6ioBn2uBLexXKruSPLkj+sh+mb/Gp2RH3rbtr4qdGjYeDbS9+AJyJFNm/eZvc3x4ncLiPyE88SviVR8l+4y3cad+GWJg6wtQXJPOqkZAviiwbXA8vV0SJBX0xdAtqQwzpSbx0fuGOJctPQ9XY9ti4q0Z2jHsoflSUh6Lo/l6xw2jgn9d/nJfCe1ZsZAt+P6esV2LOLTBgTXO8OMTp0iiXyxOM2Kk7rsVKqKEt59xnO5KpzNKj3nxJMp1xaEv6jmibQUAXBAyBrglURVSd2ILmzRRERQHvlrdNSrgx6/Djc3me2x/i8y/GeXpviPcvFbg4UiaVcymUPJytmQEG+KLHtm1KpRLZbJZUKsXs7Cyzs7Ok02nK5RU6h24Qpur33VGEbws9kt30Xd4RIzlIW36K2uEGwfHJhZ83VfjipTkEs7e9XTEDdsQgEfAttL9xdaHwAUiaEK11EKhR46Fhe4sfVfGjMZqKLDvgepTPX8PoakJtTqKEAzfFj2GgdzVjD9zAzeQRAQNjRyvubAZvviFV+cIQ4ZeOonc2I22/cZQSMgkc2Yk9PIGTuuUbQUq8QgkRNFDi4Wo6nXRcP3+kxran4Fl4K+R/CCHQhYopNMpy86dKTUVb0Xq7xtqJK0F+OfEML4R3rSp88l6Za9YM389d4JuZ01wuT7B6THD74UkoW0u/LtfzjQQ0dbEF9N2iqdAU1zjYbbKnM0BznUbQ8PejKgJDX3l/qZzLN97LMJ1xeHpPiOaExhderJs3OCjywaUiV8ctcsWtqYAcx2FqaoqBgQGmp6cpl8s4joPjOBsa4QmokDD9qE7Z9a2qFQEhHXbWwT/YL7A8yaWUbz29lbBceGNE8tO9Cp/ukXxvyHdnc6UvfNoj8HKHwFim3kcIgZxfV7vlEqoKiBvwdCv0bGLUxzRNIpHImta1LItcLndP6jtDoVDVSMOyLPL5/CrP2N5omkYwGETTNDzPo1gsYln3zsHxQUIIQTAYJBhc7Iy5FMVikWKxuGXqlre1+FHCAYKP70HvafFNCMo2aiKK3t1C+dJ13JmbV3BZtjD3diNUFXcmjd7RhNZaT+61D3FnfVFTeO88em8rkc88hXVpGK9QRu9tQwkHSf/lD/wePpXtuR5W/wiBwzuIfe5Z7NEppONiXR2rGSA8IMy5BdxV7LoFgoQaYtzZ/NFCUBhoD2Eh/kYjELwc2cOL4V1EVqnxSbl5vp89z3+aeYMBa/qBdtsTgKIsLTT83j/CL7bf4Ldgd7vJF1+qozWpMZtzmck4DE265EsetgONdSrP7Q+vuI1MwePVD3O8d6HA4R0BjvQG6W7SeWpPiCO9Qf72VI7XT+XIbhEB5HkeynwvOV3XaW9vp62tDdu2yWQyzM3NVZdcLodlWdi2XV3WM4DYWec387w4CyM5SaoMQRX21wt+qlfQEpZcmIU/urB0vFsVfhQlrPv3wzokA/75EjOgOwoR3RfRJddPnytvkHZzJfzZJXimVbIvCf/6CcGfX5bMlSBuwgvtgk90w2xp8ZHnbLielWRt2FcPn+2FH42AI30x+EK7X++jruDwFtYhqoOu+q+9IyKqIqojCrb0xaQr/dd9q5udqqr09PTw4osvrum1Dg4O8tZbb1Esbm7/ONM0efLJJ+nq6kIIwcjICO+9994DK4AURaG1tZWjR4+STCYpFApcuHCBy5cv1wTQOjBNk/379/Poo4+uaf1Tp05x6tSpLfNeb2vxI0sWzuQcek8Lxt5uhCJwMwUKxy5QPuU7uFXwCiVKZwcRho65rxtpO+Re+5DSyX7fHAHw0nnSf/4DQh87iLmrHaHrOFNzzP3h97GujCxMJXY9Sqf6UWIhzP3dBFrr8abnasLnASLtFrHnLbuXa0ipIGjUovdE/MSUAOYWKpDfriTVEC+Fd9NnNK64XsYt8Uep9/md2TeZdTd2QOBbqG+tFEZVFcSCS4trQxNEAgplR1LYQMtnQxf8/MfidDXpXBgu8xdvphkYt6qDUEXAE7uDq4of8C/PqbzHj84WeOdCkZ4mnZcOR3h8V4DnDoSYSju8df7+tyIol8uMjY0RDAYxDANd19F1HVVVMQyjaoRQwbKsBXU/c3NzFAoFLMuqiqI1RYgk7KqD59rAUBXU+fqpsifJlCXHJuC/fSQ5Prn00+sD8NM7/AakQc0XOo1B/xx+ulXQG4fcfL1Q/xx87Yrk4hK21OtBAuem4bdPS/7Bfv8YXu5UsFxwpWQkC98ZlNSZgo/dVkZne3ByCr49CC91wJcPKnxpry9WNEUyU4K/6pfsqhN8bsfS+3+qBT7VLWgO+a5xdQFIzAu//+1xhYwtKdj+a//2oORvBjbmdW8mPT097Ny5syrCu7u7mZmZ4dSpU/f5yDaHSCRCX18fra2tgD947+vrI5VKMTo6ep+Prsa9ZluPpKTlUD43SPnc4OorqwrO+AylE/0rrubN5ch95z1ya9x//vXj5F8/vrYDrrGtsHGZdfK4hlzW9FoRgg69jrOlzb94xtVgTfxsAEcDnew1W1a0s3aky3ez5/hvqXc2XPiAL5r1LRbFMzVBV6POOxcXzoCrCiSjKo1xjemMw1R641I8m+IaDXHfre17J3Jcm7AW7FsIaE/qd7xd25H0j1kUrSwhU/DoziAtyZU/O57nv25NFSib+K+ZnZ3l1VdfJRqNkkwmSSaTJBIJIpEIhmFUBZGmaQghMAyD+vp66uvr2bVrF57nkc/nq3VBqVSKXC5HuVxeIIhuZzADv/+R5GC9oDkkMTW/b/dkEc5OS94Y8VPJlkNVIKhJDFXgSkhbfh3OlfTC9TTFF0f6be/h1bTk/XEYzkrsZbTaQBqOTcBAZnGE0ZHwV/3+dj7R5UeaEH6D0h+OSM7NwCe6JCFdMJFfvN3fOi05Oy14vFmSNP0ozVAWfjQiOTUFL3ZI4iZMFRZHgMz51yQEFF0o5uFGfnGYKKj64uhWpJQUi0UmJycX9HKqNK81DGPZZrWbSV1d3YLfhRCL/vYgYZom4fDCSZRAILDmtK0aC6lch6amppY9r5ez698KPEQjqa0301pj6zNspzgqO5dNN1NR6DUalnxsIwkInYQWwlAeoo/sJiCAvYFmuozEiuuN2HP88dz7TDqbU/mtCZWgsrUqrAOGYH93gJ5LBUZnHCxHoirQXq9zpDdAwBDcSDlcn9pIpzdZtVYOBwSKInDnR72mLuhs0Hliz/KDE1XxG5PqqiBT9ChZXtWtTlchZAo0ReC6ktWCI/myh+VImuo06qMqk3NOdVuqwob2NvI8j3Q6TTqdZnBwsJo/XxFCiUSCaDSKaZqYplkVRJXBRTQaJRqN0t3dDfj59HNzc6RSKVKpFOl0mlKpVI0aSSnJO754+Kv+9eUt3sjDfzoNnF7f8//LWfgvZ1d+7u+eg989t/w6rvTF0bEJWMow+ytX4CtXln7+VNF/7CtXlt7294bge0NLP/e7Q/DdZR5bDc/zGB0dZXZ2tipuK0s0GqWnp4fGxpWj0JvB7elHUspNb4hbOY8BSqXSprgWLofrujjOwombSm1djTvHsiyuXLnCyMjIovM6kUjQ09OzpcV0bSRVo8YKXLOmsaVLgKVnn1WhsN9s3fTjaNKiRJXAfLpUjfUSFAYdeoI6NbTiem/kL3F9HS5uayWk6CRWOYZ7iZS+bTTAF16o491LBVJZl5ApONwb5IndQcZTDqcHikxnFg5YAoagLqxi6r5BQVNcJRzwJwua6zT62gxsR+J6ft+gubxbFRLTaZeJlEMyovLy4Qi2A3N5t2qC8Oz+MGVb4i1TaBQOKHxsf4i+FoOrNywm0w6FskQREAupHOox2dNhcH3aZnBi5VzzoUmLmaxDV5PBCwfDREMK+ZJEFWAagjODJQrlzTkfpJQUCgUKhQIjIyOAP1Mdj8erYigWi1VT5SpLJTpUKTyupPRUaodSqRTvvPPOpg9qa6yM67rkcovzSaLRKHV1dfdF/Ny4cYNMJkM0GgUgnU5z/fr1Td1nR0dH9Rw9f/48qdQG5UWugUr0rbGxEdM0sW2bycnJe3oMDxqVGsTbaWpqoqGhoSZ+7jfuTBrr0jDu3FqS2WrUuMnF8jhl6RBd5nEVX/wYQsPaRMe3bj1JnVILz98tSS1MQgmtKCIlkg+LQ8y5m1MfoguVpBomqtxZQ9XNRErJ2IzD195J8+nHo/zic3GChp/+ZdmSG7M2714o8GH/4iLs9nqdFw+F6WjQMXVByPAbjwI8fzDM0b4AZRvKtse5ayV+eDZPOu+rn5It+f4J/7rc1ajz5U8mKJY9NFVQdiQDN8p864Mc/8vPLR1ddT2J7Ug6G3X2dwXQtZt9XqSEfMljeMrm7fMFLl5f2TK6f9Tig8tFNFXwaF+Qp/aE/IacUpIregxPTVEo37tZ4nK5zOTkJJOTfhGOpmlEIhHi8TixWIxYLEY4HK5Ghm5NmdN1vZoqd+zYsZr4qbGI8fFxTp48SVtbG1JKRkdHN7X2Rdd1enp66Ovrw3EchoeH77n4uXr1KlJK4vE4+Xyea9eukU6nV39yjQeOh0L8lM8PUT4/dL8Po8Y25Fx5jKK0ljU9UISgRY+z02jkfPnGph3HTrORem31ou8aKxNVTELKys2Kbelyw05vmn15nRJil9m0Ys3RvaRke7xzocDghMXpwRKTaYdH+oK0JDQUAfmyi+VYhEJl9nVLTl9d6ObveZJi2UNVXHa2QywEZwZsRqYW76vsyEX1FMevFJnOOBzpDdAQ1zB1QdHyGJ60+eBygbIl+eGZHLGguqgOpFiWHLtcJFf0aEvqxEIKui5AQqHsMZ5yuDRSZnjKXjVtrWRLXj+ZY2zGZle7SV1Y9Ws8LI/ptEu2cH+d4hzHqTrAVfLqw+EwdXV11NXVkUgkSCaTxGKxahF7jRor0d/fT3//ynXQG0VdXR3hcHhZ86B7QSaTeWANHWrcGQ+F+KlRY72M2nOM2HO0anXLmh6YQuOVyN5NEz+m0NhrtlKvrq1PRI3l0YW6qtFAzitvat+mJi3KI4GuTdv+nZLOe/z2t2erv49MO4xM36x1aojDP/6M4Dd+TvCNt+Ff/o4ke0sAaHDCZnAizbMH4eheQW+H4Pe+5/HVN9d+DEOTNkOTy9cS/fVbS7spehKmMy5vfrQxUbqiJTl+pcTxK1sjUiKEQNf1anSnclsp1A6FQgSDwervwWCwJnxqbEkSiQSh0NZJ9a3xcFMTPzVqrICH5J38VQ4H2tHE0hEDQ2j8RGQPf5B6l6y38YOmHUYjfUYjAeXOXa9qLGa1qg1XepvWiM0UGnvMZg4G2lZfucZDRcXq2jRNAoFA9TYUChGJRAiHw9XFMIwVRY7neZTLZUqlEp63NXob1Xh4qTjJ1cRPja1CTfzUqLEKP8xf4u8nniYkjCVD9ppQ2Gu28EJ4F9/Ont3QfasIng310WvUb+h2H1bKnoMtV3YYCismxiZZinfoCT4V3U9crdVvPazcGs25VeQEg8EFAicSiRAIBFa1QfY8D8uyKJVK1S7qxWKRXC5HNpulXF651qlGjc0mGAwSi8Xui6V3jRpLUTsTa9RYhXOlMS6XJ0iGQmgs7VsfVky+WPckxwrXmHQ3zh6512jg+fBOmrTYhm3zYSbrlcl7K7t+BRSdZj2GUVKxVhFKd0JcCfJKZA8vhHdv2DZrbD/C4TB79uxZIHRCoRCmaa5aDyGlxLKsBSKnWCySz+erYieXy1EoFDYterlZaJpGPB6vij5VVfE8D9u2KZVKpNNp8vn8hr0uIQSmaRKNRgmFQgt6K7muS7lcplAokMlkagLyLqn0sbqf9T73C0VRFk1mqKqKoih4nofruti2Xf1cFwqFdZ9vqqoSCoWq6bCV5smVfd06UVK5Zmy368RGURM/NWqsQlk6fC19kqOBTiLLNO3ShcpjwS4+X/cYvzf7FqUNqBmJK0F+OnaYI8GOZfsM1bgz5twCKbeAK71lDQcUBI8Fu3gnP8DUBgnZkDB4MbKLvxd/8qGO+kSCsKcTelp8YwQkpPMwcAPOD4G1xMfG0OCXf9JvyPnDkzA8uXid+hi8dAQMHU70w6UlHHtDpr/fvjZIRP0+QJYDuSJMpODaBEylWLYBp67B3i7Y0QqJCCgKZAsweAPODIK1xvZH0WiUxx57bNX1pJTYtl0dEFVuC4UCuVyuuhSLxXvaL2W9dHZ2Vq2BRyGwAAAgAElEQVRvbdtmaGiIYrGIEILGxkba2tpoamqqpkdpmlYdrOXzeWZmZpiYmGBkZIR8/u4aD4dCIZqbm2lqaiKZTFZ7KlV6KTmOQ7FYJJPJMD09zcTEBBMTE9tOBKmqSl9fH6a5sskL+BHE69evk8ksXV+3FipNeW+vQ2tpaalaaoMvCO6kD8yFCxfW3I+n0jtpLWSzWcbHxzfFDVFVVZqamqrndDweJxwOV0W2qqq4rlsV2qVSiVwuV7Won5qaYm5ubtX9CCGIRqMkEomq+Uk0GiUcDlfFlhCiKrRKpRKFQoF0Os309DTj4+PMzs6uup8HjZr4qVFjDbyWu8iXEk9xONCx7KA5ogT4Yt1T3HAyfDNz5q6K5qNKgE9FD/C52BGatOWMtmvcKQVpMWbPkfVKK/b6eSm8h29lzjJbzONydzUTMSXAxyP7+IeJZ9gbaLmrbW1nupvhM0/BS0cEuzshGvRngdN5uDgsef245OtvQ+q2jgSmAf/mSwr5smR0Wi4pflqT8Gs/LYiF4T9+RS4SP8kovPIIfOZpwb4uqI8JNNUXOtmCZHQa/vaE5Cs/htHpxdtPRP1j/8Rjgv3dUBcRqIovnC5dl3z/uOSv3vBfy3qQUlYH3BWBUygUyOfzC5ZCobBtmzLu2rWLvr4+hBBYlkUmk8GyLDo7O9m7dy+tra3VgVqFiqtdKBSioaGB7u5u6uvruXz5MtPTS/yjVkFVVRoaGtixYwednZ3LOuNVbMPj8Tjt7e2kUimuXbvGlStXyGQy22a2XNM0jhw5QiKxclNn8JtWViJd6yEYDNLW1kZjY2M1mllZbv+/qqrKvn371rztq1evrum8VxSFRCLBM888s6btDg0NkclkNlz8xONxduzYQUdHB83NzcvW52mahqZpmKZJLBajqakJz/OYm5vj5MmTq4qfynve2dlJY2Mj0Wh02dTCymep0j+stbUVy7IYHR2lv7+fa9eu3e3L3lbUxE+NGmtgys3yx6kP+N9bmgmxdO2PIgTteoJ/Wv8SptB4NfsRM+6dj4batDifjB7gl+qeYJfRVGtsusFcsSYZsVMrip8+o5Ev1D3BpJNlyJ5FrqPZqYKgXa/jZ2JH+NnYI+x7iIVPUx186eOCz78Mczn4wUkYm5YIAe0N8MJh2N+jEA5Kfv87kuLKmYl3hCLg8T3wP35OUBeBDy/D4A2J5UDQ9I+tdz4SpSzxUQvo8HdfhC9/RiAEvHsehicknoS2eviJR2F/j0BXJb/zTRbZcS/FrUKnImpuva3cX6qB4IOAYRjV2emDBw9SX19fHSBWZsOB6qC5sgSDQfbt20coFOL48eN31CdGVVVaWlo4ePAg7e3tiwaJnudVB9iaplWPR1EU6uvriUajRKNRzpw5QyqV2jYC6F4RDofZuXMn3d3d9/tQ7ivNzc3s37+f3t5eVFW941Q/RVGwbXvJpri3o2kavb299Pb2LrmfSrTH87yq+Ll1PcMw6O3tJRaLUS6XuXFj89p1bDVq4qdGjTXynexZPhHdxyci+1CXESSaUNhlNPHP6l9hp9HEG/lLnCmOkvJWtuLVUGjR4xwJdPB8eCcvhXfTqSdRbrlQWZ6DKpQt0x9mu3KuNEZ/eZJ9ZuvyqW9C8NOxw9jS5S/TH3KmNLqqUUL1uQg69DqeCu3gudBOXonsoUFbaFPuSBdbegS3mYPf3i74Zz8vKC8xJu9sgvZlfDk+8bjgcx/zIyW//13Jqx/A1JzfiLS1Hs4Nwv/0C/CPPi042S959/zaRMRaCJpwoAd2dwq+/Z7k//4rycANv1eRqftW3r2tMJny099u54m98IVXBOGA4Le+7vHNd/3okCehOQFXx+BffUHw5c8IfnxG8tG1lY8nm81y/PjxBdGdQqGAZW2g4tsG9Pb2Vpu2AkxNTTE9PU02m8W27WoKVSKRoK2tjWDQTxdVVZWuri5s2+a9995bUypaJbXu8OHDtLW1oc6nLzuOQyqVYnp6mlwuVxWbFXHW1NRELBarOvFVIlcffvgh2ezG1XZuFq7rcvny5WpEoLLouk4wGCQej29YHY7jOGSz2SUjcpUUuMr7LqUkm82u+Zxfq2OhlJJMJsPZs2er6WWVxTAMIpHIpjrO1dfX8+ijj9Le3r4g2uN5HplMhnQ6TS6Xw3EcXNdFVVVM0yQUChGNRolE/O+JmZkZZmZmVt1foVAglUrR1tZGIBDAdV1yuRxzc3PVlFjbtqv7CgQCJBIJWlpaFtQYJpNJjh49ytTU1LaNLN8pNfGziRioBBWdgKITFMb8rX7breGvI3SCis6hQPuq/VwOBNr4H5LPMeXkKEqbkmdRkjZFz57/3b8tehZFz55/zKIkHbx1zGDX8JnzivzWzBvsMZvp0euX/dJQhUKHkeAfJJ7miWAPZ0ojXLWmGLXnmPMKlD0HCRhCJaKYNGgR2vU6dhiNHAy00aPXL7K1zrllvp87z+FAOzvNpk19nQLfvjsgdExl/lZomEIjoCx1XyegzP9N6BwJdpBQV27I+onoPpr0KDm3TEnalKVD2XMoS+e23+35vzmUvZv3Lc/BZn11DjecNO8XBnki2EOHsXw6SEQx+cX4Y3TpSd4vDnKmOMJ1O8Wkk6UgLWzpoguVkDAIKgaNaoRuI0mPUc9+s5WjwU669foFAhZ8x7kTpWGu2yn+TvQIhrJ9LsN7OgV7OldeJ3NbsDMZ9etxWpKC//qqx3ffh8lbsjnGZuDPfgjPHYJXHpH8wouCY5fkkvU/60UIf3E9KNs3m7SWbV/ILJXqBv5n4aeeEXQ0wptnJF97G27cMiaZSMGfvA5feMWPHn3mKVYVP7lcjjNnzjz0kYPKANF1Xa5cucLg4CDT09MUi8XqeyOEIBaL0dHRwYEDB6o1IhUBNDExwcWLF1fdVywWY8+ePQuET7FYZHh4eNn9hsNhGhsbq+lLpmmiqiq9vb2k02nOnTu35QWr4zicP39+gQioLI2NjTz55JMbJn4KhQL9/f2MjIwseqyjo4O+vr6qgPU8745SF9caAZVSkk6nOXHixILXqqoq4XCYvr4+duzYsfYXdQcEg0GOHDlCW1tbVfhIKcnn8wwODjI+Pk4mk6mmrlYESaVGqjIREAgEGB8fX5MIcV2X0dFRkskkmqYxOTlJKpUik8mQz+cplUoLrjOqqhKPx+no6ODgwYMLms62trbS0tKy5P/vQWT7fOtuM3YYDXw58aw/OJwfJAbmB4rm/EDRVPT5v938e0Boq87s7zFb6DUa/AHibYPChb/blD3/tiRtBqxpfm/2rXv0DjyYHC8O8VvTb/Bvmj9DXAku+8UhEAQVg8dCXRwJtjPnFplwMmS9EpZ0kUh0NEKKTkIN0aBFCCnGkilujvT42/xFfnf2x/x6/Uv0GPVoYmnjhbslopg8G+rjxfBuDKFhKCqm0Pz7QsWYP18r9yuLqdz6u7rqOfxSeDcfC/VhSWd+cbGkS3le2FjM/8279XH/flm6TDs5vp87z+nSnV+oPSRv5C/zRKiHBi2yYv+koKLzUmQ3jwa7GLCmGHfSzLgFSp6NI100oRKYn8hIqiHatDgtenxZUwNbupwrjfLbMz9CInk62EuXkbzj13C/uDAs+f4xuWTkp7tZ8Nyhm7U8FXpb/dQ2gA8uwuwSE+aFErx1VvLcQcELRwS6tnHip2hB/wgMjUue2gv/7OcEb56VnOj3RY+zgoaui/rRrqApePsjb5GwA8gU4OKwb4Tw+G7B6p2keOiFD1AVIYODg5w+fZp0Or3ofakMZivRoKeffppAIFB1atu1axfDw8MUCstH1nVdp729na6uruo+y+Uyg4ODnDt3bsm6Cill1VCiclzd3d3VaMLevXuZnJxkbGxsy/dRsm17WfGwkeehZVlMTU0t+VgoFFqQDud5HlNTU1y/voQzyV0ipaRcLi+KCAaDQZqaNm/icOfOnXR1dS0QPul0mlOnTnH9+nWKxeKi51TcDPP5PNPT0yiKgmmad2RgMjMzw5kzZ6q1QisJxf+fvTcPkiM97zOfzKz77Kq+T3Q30Ghcg2sGc98cckiRlihakmVZCkv0hr0+dsNhh9e7G/Rqba8dWju0Dttrhbkr66ZlmqKopcRjzBkO5yBmgMENNM5G33d33Xfl8e0fiUx0dVd3VzfQAJqoJ6JiBl1VmVlfZWV+v+9939+r6zrxeJx0Oo3D4eDo0aN2Kpwsy/T09NTFT517o9PZwJejL2zLtmVJMidc1J4yowuDC8XJuvi5RwTwrfR5WhxB/m7Tq/jXaHy6HIek0OQIrEp9qgVdGHyYG+YPEh9xrTTHlJogZ5S3zTHMJ7l41tfHr0Wf35btW8iSjEeSN3UOL2daTTKqLm1J/ABMqHH+NHWePmcTR7xrm1hYhBQPR73dwAZhj3WwhM9/jL/P+7lbDLhauFle2FHiZ3ga/tN3IbP6Ps7zBwV7OiWCnZV/b2kAnwdyRYin1xYbY/OgGdDaAH6v+fr7gWGYous/fc+MKn3uGYmnBuH6JAyNCk5fN9Puqn2mlgbwe8xaoE8dl9jTUf3493aZkaW2ejuuTZHJZLhx48aGJgKGYTA6OkpbWxv79u0DzNqIcDhMR0cHw8PDa743FArR3d1tRx2EECwsLHDz5s2a3LTi8ThDQ0M0NDTQ2GhG/AOBAAMDAywuLu44B7g69x+fz8fAwABOp9NeEFVVlfPnz3P79u2aBbJhGFVF0nqoqsr8/Pym3qNpGtevX2fPnj126qOVGvq4UBc/depskrxQ+YPkxwgJ/nb0ZULbJERUofPj3DBfjX/AucIkZaEzUU6QNYqPtV3y/UAAH+dH+d3ESf62/Ar73G2r0tPuJyVD40Jxkt+Kvcf7uVuUhcailuFWaZ43Avu2bb/3G+NO2li1yE9Zq16n43SYttBlzXz/WhTLgDBf696sJpaqmxVYzCfgWx/CrSnBiX3w9D54/gA8f1Di9eNw8orgWx+a4m75Z/C4QLmji5/dL3FicO19FIpg3IdCJWsicr94lCMTMzMzpFKpmo5RVVV7wmaZFbhcLrq7u9cUP7IsE41GK1b8i8Ui09PTNdVUWCwuLjI9PW1bYoOZyhUOh1lcXKxH8h5zenp6CAaDFb/b0dFRRkdHH9nfXz6fZ2lpiVAoZB+3VXP0OFAXP3XqbIGYnuP3Ex+R0vL8avR59rpb7+v2M3qRH2Sv8UfJU1woTFIU5mxzUo2T0UtsMWBSZxl5Uea/Za+iY/DfRV7kCW8nzm1IJ7S+y68lT3GmMG43Tk3oeW6XFykZKu4dZnywGQol0DTwusCxzvAGvHfrcgqbjPooMnjc66ecJTLw4WW4PCr44XkzWvPMfolXDsOvfFrC5xH89ndhcpmVdrFsHg/A733f4Or43X9XY7PRKiuKYBXWW40J76f4+fjjj7elj8n9YG5ublORk2QySSKRsFeoFUUhEong8XiqfkaPx0M0GsXj8dh/s/qbbCa1yOqB09vba4sfr9dLe3s78Xj8sSkSr1Odnp6eCvdAXde5evXqI39erEw1tfpcPaqC7X5SFz916myRhJ7n66mzjKtxfiZ0lM8GD9xzFEgXBtdLc3w7fYnvZ4YYLS9VFPZPqHEyxqM5kdmJpI0ib2Wusqhl+cvhY3w6sJ+ow39f7MVVoXOzNM+3Uhf4QfYqt8qLFZbZKjozaooZLUWfq+me9/eoMrVoNgP1eaAtajYirdYQdG+XKY4mFiC/fD4szH48smSmoK1Ekkzh1Bxe3SNoJQLTavvCsGlMcOqaYHQW/tobEp99WuKH50WF+JmNmcduGGZa3ndPrTi2e8Dr9drF9MuFjyzL91X8nD179pEUP5qmkU6nNzVBNAyD+fl5W/xIkoTT6SQUCq0pfhoaGirGM5PJ1JTutpLFxUWKxWLFSnlrayvXr19/5Ce5dbYPq2/Ocne3eDy+KRv2h0W5XK4w+bBqf+rip06dOuuSF2V+lLvJWDnG+7lbvBbYy/O+ftqdtXWutigaKjdLC/wod4Mf529zpThDvEqPoBk1RcooYAixrWlajxN5Ueaj/G2mtSQ/zt/mNf8gL/h20+QIbNpWXAhBUahcLEzz4/wwH+aHuV6cJ7mG1fmClma4tPATLX7G5k076EN98OpRiU+uC6ZWmDyF/eZzLie8c1agLluUFwJiKdOSel8P/H8/rnxvyAfH90j4vRuLn+WoGozPm317Xj8Gxwckgt7KyFEmD+eHYX+P4LNPS7x7XpCvXtO9Kaz+Nv39/QQCgfsqdnYKhUJh025pVlH3chwOB+FwmIWF1d1vPR4PoVCo4v35fH7TdRWAXZhuGIZtnNDU1LRmA8s6jwcNDQ24XJW9/+bn5zcVWXxYPA4iZy3q4uc+EHTBLw+Cxynx/1wS5DS4Wpzly5O//7APzUYAKWPzF/xqpPQCv5M4yQ8y19Z+jVFgQo3fl/2tx0h5kX++8B3C8toRl3E1TmoboyUGghF1iSk1wbnCBH/iijLgauGAp50+VxNtjhANig+P7ERBQhU6OaNMTM8ypSYZLi1wtTTH7fIiE+UYMT23piV5XpT5N4tv87XE6aqxiSulGTutaiukjAJfT53ldH5sy9t4EBSEKRbvFzqC0fISM2qSc4UJvuE8y6C7jX3uVnpdjbQ6QkQVP17ZiQMFA4Oy0CkaKjE9x5KeZUZNcqu0wHB5gUk1wbSa3LDJ7Vg5xm8uvc0fJz9Z9dzt8hIlsfNXlAsl+POPBEf2wOtHYS4OX3/XFB6GAX0d8Nc/I3GoF+bjEt9436gwFdAM+OSG4Isvwmeekjh1VXDyqilemsPw2afh5181RVI12qJmk1OEGe2ZiZk1S5JkPvfiIdPKei4uVpkeCOBPPxA8s1/i+IDEP/wF899XRs2eRX6P6Qi3txOO7Jb43bcEixsEFVwuF729vezdu9cuwr/f6LpOOp1maWnpkW2UWiwWNz35slzYliPL8prjaPWzsVBVdZX972bIZrO2RTGYhe5Op3NLYqrOTwaBQGCVAI7FYg+tDkySJHw+H6FQiEAggMfjwel04nQ6URQFRVGQZdlOGX1cxfuOEz+NHni+A440SUTcZipEsgyTaTgzL7iegPIDFrNuGY62SHgUcCqAZtaEfC879GAP5AFRFhpXijNcYeZhHwpJo8DJ/MjDPgwAyuiMqkuMqUucKYwTzfoJyR78sgu37MSBmc5iCANVGBSESs4oktQLJPR8zRPdc8X7bw9qURIa10tzXC/Nbds+HmVKQmOkvMRoeYmzhQkiio+Q7MEnm326HMjIkoQQAh2BJgzTSt5QyRolknqBtFGouZ9WTpS5WJziIttnL7pnzx46OztRFIWFhQWuXr36wFf8Tl+H3/2e4O/8jMRfeVXimf2wlDIFSGPITHnL5CX+1dcNbkxWCpmyBn/8Q8GLT8js6RD8k1+RmI5BqWxGjKJBs2FqIitordK2KeyH14+aDm/xtGlNXVTBIUPID7taIeCV+MMfmPteyY0J+Hd/KvgHPw9vnpA41AextCm+nAq4XdAQgAY/fOM92CgwFAwGGRwcXDVhV1WVTCZjN38UQhCNRmlqMqOCyWSSZDKJruvIsozT6cTv99sNLO3xKpc5f/488/Pz5PP5e3YjkzBTFR2KKWTvV/NZTdO2dB6ujBZZqW/VsMZp+T7vJUWtVCpVHLNlTSzduSbUefxY3izUYj3r9e0iGAzavXosYw7Lml2WZfthpbctfzyO7CjxsysI//1hiSNNoBqQKJk3sL0RiVc6BH4n3Nx8Ku89kyrDvz0vkCTIPsCeZ96wzNN/pQFftHoVsTDg/J+lmL/5cBuxSRI073aRmFJRiz/5NwgBZI0SWaNugbpTEUDGKO74+qrW1laOHj1q1ym0tbWRz+cZGXmwCwa5Ivz5RzAbE3zhOYmn98OhXgmB6cT21ieCb39kcPra6nogw4Bzt+B//W2DX3hV4uhuif4OcyI+Pi/47ik4dV3whWelquJnIWHW9rRGJHZ3ShzoBZfDNC5IZMzeRe+cM3jnHFWjNqoO712ExZTgzafg+YNwqBcCPol8EZIZuDkl+C9D5mdZD6u5ZCRy90B1XWd+fp5bt24Rj8ftjuwABw4cIBqNIssy8/PzXLt2jWKxaOfmOxwO/H4/XV1d9Pb24vV6URSFtrY2xsfHyWQyW56U+9zw3EH4/DMSnU1waxq++ucCJDP98Nq4Wc+1VbYifIQQq8SLNQ4rkSTJnvgt3+e9pCNpmrZqPF0u15a3V2fnszLlDVYL9O3E4/HQ29tLX18fDQ0N9jXgcRU1tbJjxI/PAc+0SzzXDu9Pw5/cEhQ0c1XK5xQ0eyFWhPJDSLNUDbi6/Rleq9BViE+p5FPmh+456iXQ6ODGe1l0TSAMKOUevtgItjg48EaAc99KoxZ3fhpPnTo7BWsV0Joc+nw+urq6NiV+Uln42juC9y4JllJrF/xfGYWv/CeBzyMYqRIUTuXg/ctwY0rQGAKvy7R/KJbNmp65xNo9gIpleOc83JgUNAQELqcpirIFU3Bk8jC9JPiT92FyxYQ8lYPvfwJnbwoCPoH7jvW2EGb6WzpvCqRsYW2vuGIZzt+CyXnTEjvgBaci0AxTrGXyZjRoIzMEt9tNc3OznTZlGAazs7OcOXOmqmuYlRomyzKappHNZletKsdiMRYXF5mdneXo0aNEIhE6Ozs5ceIEJ0+eJJdbP/WyGl43vPEk/L2flSir5lgd6jP/7nbCK4clGvyCb7y36U3bbHVyVk3Mrbetlc/dS4Sm2nsf17ShOibVhMaDqvfx+/0cOHCA3bt34/f77esKmOdqPp8nk8mQy+UoFouUy2V0XbcjoJ2dnezateuxPId3jPjxOqAnAAUN3psSXFpRMOu8892tXEtq8cKrXaZwiroho8K5BXhrXDBb5Z7QF4Kf6oNDUQmfExYL8OGM4Lujlel0Dgle6YK/cfDuST+ZhV//SFBccd63+uBn90i4ZcF3x+DVLoljzWbUajwDP5wQnF1Yna53IApv9Ejsi5h1RcqK6/tXPja4+V4OqyY70OTA5ZO5+naWct7cWLnw8Avamne7aOh0Iu+Ys61OnZ8MVtomW6vhm0HVTQe2iQ1KrFI5uDy6wbY0M1qwlYhBWYWR2bWfH5szHysxhHlsqc1rgAqEgMWU+dgqDoeDhoa7ZiiZTIbh4eE1e8UYhmH/3crVr/aaXC7H+Pg4uq7zzDPP2I099+/fz8WLFzdd99Mchi++KHFxGH7ne4Iju+EXXzfPo+yd8pY9netbi2/EVlztJEmqmOCBOcmrNtkUQtjjZ+3HqnXYKtXe+6jWVNV5MFSLBm72GrsVnE4ng4ODdgqtdY6Xy2WmpqaYmJggmUxSLpftFFPr92A9PB4PPT09236sjyI7ZjqqGaZw8SjQXKW2Ua0yx98Vgr++X+JEK8zmYC5vvvcX98ITjRK/dUlwe9mN7Ggz/I9HJZo8MJKGRA56g+bf9kcF//oMaHfOcUPA7RT8xSi0+eGn+yWCLrFKoAC4FegNwfFmif1RiHhgMgMeB7zYAYcaJf7fK4IfLss3f7YNvnzQrCO6uGR+/pc6YTAi8cNJwQczgqU8lJYpJl0VCENQzOiU83dumE6Jz/6jJob+W4bJi0U8IZkX/noEYcCPvhpDAjoPeeh9ysepP06ilgya+lwMvOinocOJrgpmrpYYOZUju3j3BuNwS3Q94aH3hI9Ao0IpZzB2psDE+QKlrHlMu5/zsetJL819LnxRhTf+hyY01TyukY/zXP1BFq1s/jvUakaHIt1OHC6JYsZgYbjMzfeyFNIPX8DVqbMVnE4nbW1tOJ1O8vk8c3MPtpYqmUxWpBcJIVhaWlrnHXW2E4fDUdFIMJvNMj09vWY0wpqwAHbO/lpomsbk5CQtLS3s378ft9vNvn37GB0d3VRDTzAjW93N8Ec/EFybMI0hLAplM2IW8m1qk6vYamrOyvqeaqlwFtYqt/WeexU/lhX5ckqlUr3e5zFmuV20xYNIhezq6qKvr69C+GQyGS5evMjk5CSFQmHD+ra629sOIKPCxUXBzw1I/JW9EgaCdybMVLdquGR4sweebDFT5N6ZhJIOLgV+fg98oV/i1S6JpYIgVTbT6v7GQYkGN/yfZ0xRpAsz4vQPjkt8cbfE+1OCH99ZeTQwBcyf5QVtflOseDcYzXa/KZj+9RnBZNY0a/hMD/zyPolnWuHCAsRLZoTn5U6J3hD81iXBe1Om2DozD//zCVPonZ6DTI1ppQ63RMsetyl+AgrdRzyk5jXCbU7yCZ3oLheeBgWtbNC+z82TXwpTyhtMXSzg9svsOuYh2Kxw8c/TZJd0ZAfsfcnPwEt+UrMqE+cLBFscHHoziCcgc/ODHKWsQXxZjU+by82N93Pk4qaASs9p6HeUpKzAK38rilYSTJwvghAEGh1Eupzo9Sy5OjuYYDDI888/j6IoTE9PP3DxMzExwa1bt+jr60NRFMbGxrh58+YDPYY6d5Fl2Z4YWbbL6xVHLxc/Dodjw4m7rusMDw/bzTi9Xi9dXV2kUqlNF/oLUb2hq8thPgr3WNbg8Xg2nW5jOVktxzCMNU0dNE2jVCrZ4sfpdN7TxNTn81Ucs6ZpD7S+o86jRzXxGw6Ht9UEw+Fw0NraWtHDSlVVhoaGuH37ds0mJw8iQvWosmM+uSHgSgz+7wuCXzso8fePSvzCAHwyb6awXVm6G5UB6AvD0WaJkRT8eBamlrljvj8DL3bC8Rb44aRpWHC8BQYj8O0RuByD9LLr2XdHBa92SbzSJXFy9m6bQl1AXjNNDrQazvFYET6aFZxfNN8LcGHRTJ9r9UlEPIJ4CfxOaPFBvAjjadPYAcwIULJkPidLtSUcCCGITahEus20s4ZOB9mYTmZBI9rjpJw38DcopGdVvA0K/c/60VQ4840UmQUNSZHYndDZ+5KfjoMebr6Xo6nPxa4nvSyOlBl6K0M+pe73KrkAACAASURBVKO4JJ78Upjep7zMD5dYuFUmOaOSnlVp6nPR2ONkZqhIcsa8ARu6WZME4A0rNPW6OP1fktx838xNUZwSikN6JNL26tTZCoqi0NjYSCgUslMMHjTlcpmzZ89y5coV+9+PYsPLx4XlaYe6rqOq6roTJCtyAdjOTRuRSCTIZDKEQiFkWaa9vX3TjThzRdOS/Geel7gyuqwDvAN628zHdz6+t4md1+vd9ORLkqSKvj1gjlEmk6n6+lKpRDqdtqNtiqLYzWS3kq4WCAQqBKjlvlfn8aXaOdDY2Lit+wwGg4RCoYpzcWlpibm5uU25O7rd7u04vB3BjhE/AFkV3hqHobjg2TazHuan+83//mgKvnZdMJY2X9vuN9PReoJwuEmqSItzKaZltmaYqWcAeyMQcMIv7TNT2JbbeXodZupah//ejj9RhLH0XeEDkNPMz+V13j2Wom5GqfxO81gtQi4zopUoVV+Rq4YwIDZRputwEMUpEe1xsjSmkk9oNHY7WRot440oTF0q4A0pRLucLAyXiE+qd8SJIDmtInRoaHciyRDpcOIOyMTGyqTmNbMDe0EQG1fpPOjB36CABEIHHRCGMFcRNYGurr5h5lM6sXGVQ58L4vLKjJ7Jk5yuh3zq7GycTictLS0P3Qa3WCzWBc8jSC02s5qm2RMry7p2I4QQZDIZ2xJ7Zff5WphPwH99T/CVvybxx1+RKJZNwfNPf1UiEoQzN+Cdc5va5CoURSEQCLC0tFSzgJBl2bb+ttA0jVSqeiFWoVAglUrR0dEBmGNu2YPH45tzKQqHwxUpRmBOOB/n1KE6kEqlKJVK+P1++9ywWgvci636eng8nlXCJZlMbtpie3nk6HFjR4kfMIXB7SRMZcyIz54G+PkBiS/0AULiP1wSJEtmGpvXASMpM2JSqnJtnc1B7E7xZshlGhCcnjfT2fQqc5XbSXEP5Z2mWUN6RYRcCPMhgd20sqzDuQXB8RYzxS/oFOR1+HyvRFcQvjUi1kz3W4kQEBst4wkoBJscNHa7mB4qomuC/hM+nO48vrBCckbD4ZIINClEugL0nribWqA4Jdx+mcXRMopTwumVCbU4ePqvNnD8S2H7dQ63+TqHR0ZWwKjxdy90eOffL7H3ZT+9J3zsfyPAwnCZy99JMz9cTymoszNxOp20trY+7MOo8whh1adY5gUbiRlVVe0Ihc/nqzl6uLwfjc/n2/QEp1iGH56HVE7wcy9LHOyVyBZA1QT/+R3Bdz82+zTdC5Ik0dLSwszMTM1NQq10HwvDMCgUCqsan1oUCgVisVhFY9JwOEwkEtm0+Glra8Pj8VSM5ezsbD3yUwNWgb3FT5K7mK7rxGIxwuFwhatmd3c3o6MbOMBskWopsKVSaVPnotfrJRKJ1MXPTkJgiqBiwUwNSxYFEhIHG2FvgylgVMOM7FyLC/7wGixVubYa4q41dlk3//3BtOAHE1DNkbmaINrscdfaIO57Y9DiM2ucnm+XyKowk4PfPGcaI+RrXVAQkF3SKecNwh0Owm0Ozn2rhMMt4X/TQaTbhSRDckYl3OagmDaYu1Fi5NTqAUvPa+iqQNcEubjO9JUi87dWi5PFkTLGJu8HubjO5e9luP5ulpYBN4c+E+Tlv9nIO/9+ifhk3U2nzs7DurnUqWNhGAbFYtFujOh2u/F4PGtG5pZH7Xw+n512tdEkZ7mT2laNBfJF+GgILgwLXA6zj52mm8KoVL4Xn7e7dHV1cf369ZrEjyRJdi2ThaqqTE9Prxl90XWdeDzO0tKSLZpCoRDt7e2bEl1Op5Pe3t4K8ZlKpZibm6uLnxrQdX1Vc1jLifInwSxieHiY7u5uW/xIksTx48eZnJzclujPyvGEzf/O9+7du8oN9HFiR4qf5ejCtKOezwt6QxKBOwtpiwVT8LT5zcjJRPWUYJuxtBmZ2R2WeEuI2sXFNtHiNR3pPpyGP74hmMubn7WoVXe2Ww9dE6RmNTr2e0CCxJRKsNlBuaDTsd9NIalTTBt4AgbJOQ3DgOkrBbRS5UVJCDONLrOgUcoaFFI6U5cKq1LZDIOKO6OuCmSlhhSPkkArCSbPF0jPa/ylr7TQ1O+qi586Ow6rmeVP0gpnnXtHVVXS6bRdEO1yuQgGg2uKn0KhYE/QJUmiqamJYDBIMrl+N+9AIGCfe7qub3qCqcjg85j9izJVMmkaQxD0wtj8pja7inA4TF9fH7lcbkPjAI/Hw+HDhyvuI+VymcnJyXXeZdZATU9P2ymosizT1dXFwsICt27dqmls9u3bR1NTU8XveXh4uJ5OWiPFYrGixkqSJKLRKDMzMz8RYzgzM0MymcTtdtvnSCQS4fnnn+eDDz647wKvXC6vqlkLBoO43e6aUt8aGxvZv39/3fBgJ+BRzEL/hUJlVEYC+u+YG8SKpp01wM2E2Xj0S3vg2XYYTVdGSwJOMwpTMEtW+PEM/PJ++HwfvD0BZxcqIz0RN+TU1b14tovdDdAZgMsxU/gka69hW4UwBIlpld6nvCzeNqMyasmM3rQMuBk/Yw5aekFj9FSeJ38uzAu/GmXsbB6tKAi2OPCGFGauFpm9VmL+ZonZ6yX2vOjHE1aYvWYeXEOHA4dT4vZHeVJzdwc7Ma0iKxKHPhtg/GwBYUA+qdt1Re373Qy+7GfmWolcXMPplul7xmc2cR3f/rQ3p9NJV1cXXV1dNDY24vP5UBQFVVUpFossLS0xOzvL+Pj4Pa/iOBwOotEobW1tNDY2Eg6H8Xg8OBwOhBCUy2UKhQKJRIKFhQVmZma21KRwM1gd4Xft2kVTUxN+vx+Hw4GmaXbOvHUsyWTyvl7II5EIfX19tLa2EgqFcLlctntTOp22x35+fn7TufVOp5PGxkZ7rEOhkD3WVrF5LpcjmUwyNzd3X2/ELpeLjo6Ox3ZV7UHjdDppb2+3f8OBQACHw4GqqvbvaXp6mtnZ2U3nxd9PVFUllUrR3d0NmNGcpqYmFherNz7K5/Pkcjm70WlXVxdTU1Ok0+k1fw/BYJBIJGKnxWzFirm3Df7Oz0h85XcEhRX3nu5m+Jt/SUII+N9+996uBbIsc/jwYXK5HLdv317z+up0OnnppZcqzA5UVWVqampDG+9SqcTExAStra10dnYC5hg98cQTaJrG2NjYmmMpSRIDAwMcOHCgIn0wFosxPDxc7/FTI+l0etXvbvfu3UxNTT1wB8ztwDAMzp07xxtvvGFHJiVJYs+ePTidTk6dOrVmauZKfD4fkUiETCZDOp2u+ppMJrNqe+3t7TQ2NpJKpda9VzY2NvLyyy9XWO4/juwY8dPqg398QuJAFG7EzUiPakB3UOJAI5Q0+PaI4HrCfH1egz+7LegOSPytJySebYehmNmHpysAh5sl/v0FwffGzHqgVBn+3XnBrz8r8W9flXh/CsYzgqDLbHx6vFXi578jGL9zLrpkeKIJAi5o90k0ekxThM/sMl3dkiWYyGxdtFxagltJ+JuHJP7WE6ZA0wxYysMPJuCPrgsWVkTsrfqhlfkIhgGx8TL7XguwOGKKCa1kkJhWadnjJjFtXsANDcbP5SnldA5+JsTzvxJFdpopaZMXCuSTZnhfLQoufTdNZkFj78t+9r7oR2BGhIZP5uwGqxZTl4pc/l6GwVf99D/jQy0KLnw7TXJGQzcE+YSOO6hw4hcacHklSnmD2ITKe1+NsTR+7zeXI0eOcPToURRFoVwuc/LkSUZGRpBlmf7+fo4cOWIXBS+frHo8HoLBIE1NTQwODpLNZjl37hzDw8ObmkzIskxDQwODg4N0d3cTDAbt/aycHPt8PhoaGmhra2Pfvn2USiWGh4cZGhpa09FoPTo7O/n0pz+NLMvous758+e5dOmSve/m5maefvppWltbqxZgBwIBmpqa6O/vJ5fLcfHiRa5du7bhfqPRKM8995ydajI8PMzZs2dtIefz+Xjqqafo6+urGnq3xqGnpwdN0xgdHeW99zZuJ28VRO/du5eurq6KItRqQqShoYGOjg72799PsVjk+vXrXLt2bVMTZK/XSzQapbGxkWg0SjQaJRQKVayqSZJEd3c3X/7yl2va5sWLFzl//nxNgs/tdvOZz3yG5ubmDV9rGAbvvffelnLROzo6eOaZZ+xUPsMwGBoa4ty5c/eU+vNTP/VTtLS02CumuVyOb37zmzUtNFjpSIcPH7aLd6v9hpubmxkYGCCbzXLjxg1u3bq17YsK1SiXyywsLNiNNy3xsxaGYRCPx0mn0zQ0NOB2uzly5AiqqjIxMbFq3F0uF0899VTFNSaRSGx64UCR4XA//JNflvhnfygo3lmD2t8D//AXJHa1wr/703sTPoZhIEkSTqeTF198kc7OTm7cuFGRSibLMrt27eLYsWNEo1H7M1nd6y9evFjTtXhxcZHr168TDofta0I0GuWFF16gq6uLGzduEIvF7HNOURS7X1JXV5edpmjVbJ0+fbqm67HD4SAYDNoW29bD+rff76elpaXiPY2NjTz11FPk83l7hV9VVfv/y+UyuVxuQ1evQCCA2+2u2K+1b6fTSUNDQ0UkS1EUBgcHaW5utvezfJ/WYqAlxjdDJpMhkUjQ0dFh17mFQiFefPFFLl68yPj4+KrIn8PhwOfz4fV67d/MeljmHtbnW/mZfT7fqrGORqMcOXKETCZT8ZmXj7s11hvtf3p6msuXL9tzDashb19fH52dnYyNjTE1NUU8HqdYLKLrOk6nE6/XSzgcthfqotEoqVSKM2fOrCl+SqUSS0tLZLNZ+3y2fvuyLDM2NrZqPAOBAHv37mX//v22XXyhUMDrNRtnbmahzuVyEQgE1jyvw+FwRTNnMFNcnU4nhUJhzfM6k8lsm0nESnaM+EmU4J0JgUeRGIjAk63mytNiEd6dhG/fFpxdrKypuZWEf35a8Lle+FyvxC8MSOgC5nPwg3G4vGR2L7f4eA7+9g8Fv7gXXuqUeL37Tq1NFn7niik8LNr88NuflmyTAusS8uvPmn+Zzpo9er4zagoSzTDT1VbW/FiiZvlzjR6zweneBtPdbiwt0IQZ/doflfjFQXArEl+9IogvW6j+4LfjSBK2hbS9Dx2Gf5zn9kd5rN9vOS8496005/8sXfF6XYXpKyVmhhbvOjCwWlSpBcHND3Lc+jB393XizktWfkYDhn6Q4erbd28Wy7eXmtP4b79ZuT8sIXcfkGXZLhBUFIVgMIjX6+XQoUPs27fPzuOuln+8fDIVCoV49dVXiUQifPLJJzXddD0eD/v37+fYsWP2Suzyi0y1bSzfp9fr5YknnqClpYVTp04xP7+5PBPrAmxdjIPBIGDe6Hbt2sVLL72Ey+Va98JnPVcsFmsWYNZ+LQFgRZPg7spTY2Pjuo5Xyyc6a62ML8fv93Po0CEOHjy4pbH2+XwcP36ctrY2Tp48SSKR2HCfhw4d4tlnn121r5X/tvZTaxrcZtPllo/1elgRhK2QTqdZXFykqanJ/q00NzcTjUZr+n6qYfWqWC6AR0dHa5pcBQIBnnrqKQYGBoDK82Ul1mcOhUKcOHGC9vZ2zp49y8LCwpaOe6vouk4qlaqwoo5EIjQ1Na3ZfHZpaYl4PG6nyjU0NPDKK68wPT3N9PQ02WzWnsz39/dXTGqFEExPT29anI7Mwv/++4J/8isS//gX4Te/YYqhf/xXJXQdfv33BB8N3dtYXLt2jVAoRFtbGw6Hg927d9Pf34+u63aqn9VXZ/nvVAhBoVDg9OnTa04OVyKEYHx8HI/Hw/Hjx23jAo/Hw+DgIHv37rV7AoG5oOBwOCoWTqzI/MmTJ5mdnd3wHJUkiba2Nj772c+u+vt6BINB9u3bV/UzWJw5c4bLly+v+72+9tprFeYQG+1XlmW6u7vtqGS1/S4tLfHhhx9uulGyEIKxsTFaW1tpa2uzv89IJMKrr75qCyvLmGK5s2GxWOTrX//6hlG2hoYGvvSlL1X8baPPHAgE2LNnT9Xjtbh48SJXrlypqT7swoULuN1u9u/fX3EPcrvd9nm2FsuPdeVCbDUmJydpa2tj9+7d9ngGg0FeeeUVnnzySZLJpN3jqpo1diKR4O233+YLX/iCLYBqwel0MjAwwHPPPVf12NeisbFxlQX4ymv122+/zcTExANxUNwx4iddhm8OwzeHNzcjXizAH1yDP7hW2/vG0vAbZ+A3zqz/+okMHPtabduczMJXTlZ/7UgK/uEHlc99vs/s/fPVS4K/GK1Mv5MR/IfXJZ5shdBNKsTPRoJhpSha7/XVIkj38roNj63W7dwjkiQRDod58sknKwpYrWaC5XKZUqlk94OwXJms94IZSYrH4wwPD2+4PyvH37qYWa43hmHY/7VWPqyLpNVFfPkNv7W1lcOHD3PmzJmaJuVrfXa/348sy3R2dvLKK69U9BxZ6chj7d96ZDKZTTskWViphNbEzboICiHsG7i1b+szW2OgaRrT09Mb7qNUKpHNZtccayvVrVwuI8uynQK3cqw7Ojo4evQon3zyyYapCsuFxFriavlztUYMN5umtLwfTDXRdT/S73K5HAsLCwwMDNhiJRKJ0NjYuGXxs2vXrgrxbRgGt2/f3vDmFwgEeOGFF+jp6Vn1Xeu6TqlUQlVVHA6HPZFdPqHo6urC4XBw5swZZmdnt3TsWyWfzzM9PW0vRAQCAdrb29ecUKZSKaampmhpabFXea2IV29vb9X3WJ8zn88zNja26dVUTYdT1+Bffk3wv/ySxO/+T9DcAKNz8Bv/WXBj/TKbmpBlmVOnTnHs2DG6u7srrnvW2Cz/PNZvolgscvr06U1HLzVN48aNG2iaxtGjR+3omPWwIgbV9ms1pP34448ZHx+vWUxuZsFj+Xs2+nstv+nN7rvW/W6VhYUFrl+/jsfjsaMC1vaqjb31/Gb2uV1jXSuGYfDRRx+RSqU4ceKEfZ1cL/tgJda1bKN7QDabZWhoCK/Xa6dYW9sPBAJrprUJIYjFYrz77rskk0lmZ2fp6+vb9Hd7P8b6YaaF7xjx8zjREZDQdNOwYaXDnCSZESK3YjY6rbN5+vv77WiQruskk0lu3rzJ6OgouVzOvui43W56eno4fPiwnepj/VifeeaZmiYVltvQzMwM7e3tqKpKIpFgamqK2dlZEolERfqCw+GoSLewJoaSJNHT08PExATpdHpLaUbWpKKhoYGXXnrJ/vyZTIaRkRFmZ2dJp9OUy2UURcHv99Pc3ExnZyfRaJREIrHlegmv14vf7+fgwYNEIhGEEJRKpYpUAGtlzUoj6+jooLOzk3w+v2Yfj+Vomsbi4iLz8/N26kY8HmdycpK5uTmSyWRFKoDT6aStrY0DBw7Q3t5ecaPq7+9nZGSEfD6/7kQ8FotVTQN0OBx0dnZW3ICy2SwTExM1jdfi4mLNAqhUKvHOO+/g8Xjsh+UiZtVUrbRF3QpCCJLJJIuLi3bfFL/fT2Nj47qOZWvhdDrp7OysmPTMzc1tuJpvFb7v2rXLPi5d11laWuL69etMTU1VnKder5fu7m4GBwft9DpJkmhvb2ffvn01n1/3i3w+z/j4OL29vRQKBW7dusXIyMi67xkfH6exsZG9e/dWRCTWwhqTM2fO1Jze56hyinxyA/6vPxH8s1+VmFiAf/r7gqlF87WGuGNus0VcLhflcpl3332XAwcOcOjQIXvBaWXE1hK1sViMjz/+eMti2xJAsViMJ554wk7FWbnSbv32rEWF0dFRLl26RDqd3tTChOXud7/RNG3D47CiKfeTjZrybsStW7fI5/McPXqU5uZm+7teeT4vFwC1CnchxEMb65VcvXqVyclJjh49al9/Vy6yLWf5Il2xWGR+fr6mqObCwgInT57kyJEj9PT0VD2Xl29f0zSGh4c5f/68fb+dnJykvb0dWZZrHmtd17dlrB9kzyzpUbAZlCTp4R/EI8TfOyLxs7vhq5cF3x83bbglCRwSnGiDf/SkxNUY/KuzgvmHV7u7Yzh27BjHjx9fNQHUdZ2RkRHOnz+/rntSIBDgjTfeqHD7MQyD999/n5s3b264f4fDQVdXF62trQwPD29YoAvmxPDIkSMcOHCgwl51eHh43VzglXR1dfHmm2+iKIp9I5mbm6Orq4tCocCNGze4ePHihk5LlotNrdawjY2NvPDCC7S1tQHmeM3PzxONRlEUhYmJCc6cOUMqlVr3xqIoCj6fr+Z0O5fLRU9PD+FwmJGRkZqiZC6XixMnTjAwMIDL5bL/fu3aNc6ePbslwefz+XjttdfsAmvDMJicnOStt97a9Lbuhba2Nt588027CNcwDN59911u3769pe253W6eeOIJjh07Zt9g5+fn+eSTT5iZmdnUtnp7e3n++edtgSiE4MMPP+TGjRtr3gStGpDXX3/dPqfL5TIjIyN88skn696QQ6EQR44cYWBgwI54aprG2bNnuXr16gMtXreEaSKRqHkSEQqFOHbsGL29veumqlrR5IsXL9b8uTwu+OyJ1dszhNlQ+8AueP0YfP80jN/JvB2bE1zYxGn0+uuv2yk6ABMTE5w8edK+llkitauri2AwiM/ns1Pg4vE4o6OjzM7O3jfDFStV0Lo2W4YrVvpbJpNhbm6OqakpMpnMT4Ql87bjUJDcTiTAKKlmCLEKiqLYi1uWyZDT6bTNbsrlMul0mng8TiwWY35+/qGOv+RyILmc1VechcDIFtdMbfH5fLS3t9PW1mbX7Vk1ZJqmUS6XyWaz9sLSwsJCzfdZ+/gks2dWd3e3HSF2Op32ImM6nWZhYYHx8fFNC/hHFSHEPS3/1yM/jyAnZwVHmyX+xkGJ4y1mQ1enYrraPdEEWRW+flPYDVrrbB4rF/7ixYsb2sZms1nOnDnDpz71qYpITHd3d03ix3IUGhsbq/n4VFXl5s2bRCIRent77QlDJBLB4/HULH6WY6V2dHV1USwWuXTpkm1+sBEbFdduhCzLtLe3YxgGt27d4vTp0zVd4K3IVK2Uy+Wa0hFXvmdoaIhIJEJ7e7s91k1NTRs2oXzcsAptc7mcLVqs1LfNTkx7enoqerZYtsXrrf75fL6K+jnDMJidneX06dMbnqPpdJrr168TCATo6upCkiR7YWJ2dvaB1v8Ui8VNp9ul02k+/vhjYrEYAwMDtp318tRKKwI2NDTEzMxMzRHisB/+6a9u/Lovf+7u///pBxIXbm99ErUybaZQKHDz5s2arqn3Ayv9p5bFqDo1IEl4jg8Q+ukXkCSJ9F98ROHU1arNDXVdZ3JyckOb8kcF34tPEPypZ1GioVXP6cksi//iD9Fj1e/J+Xye27dvb3nBqRaEEMzPz2+6Jvhxpi5+HkHOLZjNTD/fK3G8FY40m4YIC3n45i34i1Gzb9G9Nl19nLFc1DYSPhbT09NkMpmKgr31XJruB5bVc0dHhz1JtBxW7gXDMJiamuLy5cv34zA3xdLSEhcuXNj0ytZ2k0wmicViNDU12dGflQWidUxSqRTz8/MVLkOWvXStQjUQCNDc3Fxh0jA2NraugJFlmebmZvt3J4Qgm81y7dq1msX50tIS09PTtLa22t9za2sr0WiUpaWlB5p2sRVKpRJXrlzhxo0bNDU1EQ6Hcbvddk3K0tISmUxm058jloZf+hebu6EkNm8+WcH9qkWr82ggB7y4dnfi7DB/n67+DkpDoxjpnZ+eIgpl9HgGwZ3Ud4eC7PMgKfU+bjuVuvh5RLkWh2vxurrZLubm5ojH4zVPEizHMat/hiRJthPRdk6YMpkMhULBFj9Op/OeJuRWGHxoaOiBh74Nw+DGjRsPxWK4FqyaIGtSbOVP16nEcn3r7e21z8Wmpiai0WjN4qerqwuv11thdDA6OrpuzrnD4ahwZhJCkMlkajLDWP6eRCJBKpWyrcEdDgcNDQ14PJ6H2gNoM6iqyuzs7H0za9B0GBqr/pwEOBxm6rWum2lwdeqsRBgGolRGqGbzRFEsI35CTpb8qWsUL48g+T3IPg+O9kZCP/sijsbwwz60OlukLn7qPHYIIezUnc2w3AzBwuVybWuH6nK5XDEhlGXZFl9bES9CCLtp6YMmn88zPz//wHz8N0u5XK5IE7LGuk4llolHIpGwozDhcJhoNMrU1NSGqVZWs87lKW9Wvvt657TVyNRCVVUWFxc3vfiQz+dXiZxwOIzX690x4udBIEtmOlxHE3Q1gcsJi0mYXDQjRcXt7z9dZwchckVKV8dxtEZBNyhevo3Ibd+98YFiGBjZAmQL6ICRKSCK9Qa3O5m6+Knz2GEYBtlsdsMi/5VUKxx2Op3bKn4sB5j7ub2HIXzAdEZ7lDuiW3bfy6mn5VQnmUyysLBg92pSFIXm5mbC4fCGdujRaNSOoFqMjIyse25YToXLzT80TduS7btVUL0cn89XYXbxuCNL0NUMv/Qpic8/C27n3XruG5Pwh28L3r8IpUf351znIVC+PkH5em2OlnXqPEzq4qfOY0epVKqpY/N2YlltW81XZVmusMK0Hg0NDTU1r6wVK/LzMHiQ3ZuXI8syTqezYqxXjrPV/6ke6amNbDbL0tISpVLJFiSNjY1EIpENxU93d3eFiFFVlcnJyXUjRrIsE41GV/3d4/Gs6tq+ER6PZ5XQsfoA1TEJ+eGLL8LnnobvnYILtwVlDXa1SLx2DH7tTYlkRvDJjYd9pHXq1Kmzeerip85jh6qqW+qTc69YjTW9Xi/BYJBwOEwoFMLv99vNTa2aHivlanmT1fuBZQ38MLjXHhGbQZZlvF6vPdYNDQ2EQiG8Xi9utxuXy2WLIWuMa+mfUucu8XicpaUlurq6ANPEoLGxkampqTUNCFwuF+3t7RUpb7Ozs2Sz2XXPDatB73L8fj/PP//8ffgk915L95NGUxheOyLxxz8U/Mc/X/6M4OxN+LtflHjxCYlPbuzMulTJ40JpDCE5HehLKYxCCaUhgBwyzzEjW0BPZMxiKFlCiQSRgz4kRcYolNFjKcRGYS9FNrfp4rhKswAAIABJREFU8yA5HSBLCN2sizEyBYxsvrbG3oqM7PMg+z2mjbTDAdKdXkSqjlEsYaTziFJ5ze1Jfg+O1giSoqBOLSIKJZBllAY/csBrHp905/iKZYxM3kzzWm8MXQ6UxjBywFv1eT2WQo9vXAMoed3msTkdaLMxjFwBJAk55EcOepGcTiTZbHBolO4cW60mCg4FJehDssZug3upKKtoS6kHlq4nuRzm5/S5734Hmo4oltEzeUS+WHvzd6cDJehF8nlMa25FNmuvDAPKGkaxjJEvmt99DduUfG5z7DxuJKdyp8mkgdAMRFnFyJcw8kVQH8009o2oi58dQCQSwev1ks1myWazj7wj0f3E6/USiUTs/P77QbX0pu1EkiQ8Hg9NTU10d3fT0dFBQ0PDQ1tpflg1Nw9i3CVJwuv12j0P2tvbCYVC9VX9bcCq02lvb7fr0Jqbm2loaFjTcrW1tdW2aIa7Rge1CPLtTEurO49V4naa0Z9LVXqvLqZgJgbNO7jW29nZRPCLL+FoaSD9rQ/QF5L4XzuG+1AfSBLlm5Nk3zlHeXQGZ0cT/teP4TnUj+RxoU0vkfvhOQrnbq4pgOSGAK7dHXiP7sHZ147SEEByOTHyRbT5BKXrExQvDqNNL60tou6IJ2d3i+mi1tuGozViizChaujpPNrMEqWr45SujqEtJqv21nHt7iDya59DCQeI/ZtvUBqZwdXXjvfEPlwDXShhP5LTgSiUUGdjlK6OUzx/C3V6sapVNYDS1EDoiy/ifWqw6vOpb75H9jsfb/xd7Gql4Vc+g7O9kcRvf4fi5REcnU14nxzENdiNIxJEcjsRpTLafJLS9XEKZ26gTiys22VXDnhx7enEc2Q3rt2dKNEQkmd9AaROLpD6k/coXV6/6fA9I0sojWFcA514D+/GuasVOeRHcigY2cLd7+DyCNpcfH2BIYHcEMQ90In7YC/OXe0o0SCy1w2GQJTK6Mks2myM8ugspaFR1OnY2mOnyDi7W3Af2IV7/y4cbY2mCFUUhKohckW0pRTq5ALlm5OUbk5hpB9NE6P12BHiR5IkAoEADQ0Nq55b3rm2WCySz+cf2YLqrXLs2DF2797NxYsXuXz58iNnE7xdKIpCV1cXr732GktLS3zrW9+6L5NnwzAemIC00qn27t3Lnj177N4ocPfcVVXVjkZZx2Y953K57ou99eOALMtEIhEGBwfp7+/H5/PZz9Uy1m63m0AgcF/TDH+SKZfLxGIxstks4bA5E7ZS36oZEUiSRGdnJ17v3ZXiXC7H3NzchpFYq0fVcjbT/X0jNE17rBaVNkLToahCe6O54Lv8shv0Qchnmh/sdOSAF2dPK+79u3Dv6wFhIPu85oReksj9SMH38hHcezoRuoEkgbO/nVDjK6gLSdTRmVXiQGkKE/j0k/hePorkcpiRlFwRskUktwNXXzuu/g48h3eT/d7HFC/eriqAJI8L77MHCLz5NErAi9B0c/U+mwddIDkVlEgAR0sDnif6KZy9Sfa7H68rWAAcPa0orRGCn38W2e/FyOYxMgVQJGS/F/feblz9Hbj3dZP6rz9CHZuruh1RKqNOLZqRH4eC5FBQwn6USHDL34ejoxGvz43/U0/iiAbvRhcKJWS/B2dfG87eNtwHe0l97W3Kw9WdHiW/B9/zh/B/5imUcAAjW7grDF0OlLAfOeBDkiVESUWLpzGSWdTpJYxUdsvHXxOyjLOrCf+nn8J7Yj+SQ0YU7pwjQiB5XLgHu3EPdOE+0Ev2rdOUrk+sKYCUxjD+Tx3H99xBlKAPo1g2I0eFEkgSksuBozViCsoT+8h814P2Fx8jqjmWSBKuvV2Ef+4VXL3tCENg5IpmpM0QSA4ZyevCNdCJe7AbdV8P4pvvUby4fT2MtosdcZd3Op309fXx7LPPVvxdCIEQAlVVyefzxGIxpqammJ6efmTtdOs8XoRCIQ4fPszAwEBFY0ar63ImkyGdTpPL5SgWi7a7m67raJpGe3s7hw4dIhKJPORP8mgjSRKRSISjR49WWDAbhkGhUCCTyawaa1VV0TTNHu/u7m4OHTpEMLj1m/fjhpX6FgqFKiKck5OTq67BPp+P5ubmigjOxMTElg1DyuUyExMT99yA19pWNrvNk54dRCoHV8cFP/O8xFJKsJg059NBH7x4SKIlAj84uzNT3pYje1x4ju42oznvX0SUyniO7cXV3477wC4ktxPZ56Zw5jrqbBz33i48R3ajNATxPNGHNr1YMYmUvG4Cn3sG/6tHQTdQR2YpDU+jzcYQmo4S9uPa3YGrvwNnTwvBv/QCQtUpXhiuVJiY4sLIFjDSOfSFBNpiCm0+gZ7MIMoqss+Dc1cb7n09KJEA3hODaPNx9GTGFDNr4Dm6G2dbI0ZJpXDuJurILHo2j+R04Oxuxb2/B2d7I67+DgJvPk3y975XVZzpsTTZ758i96MLyF4Xks+N74XDBF4/tuXvw32gFyUavOMWN0p5ZBo9lUOSZZwdTbgP9uLobMLZ1ULwp18g/lt/tnoS71Bw7enE/+YJlJAfbS5O4eOrFK9PIAol5KAX975deJ/eh7MtilEokf/wMvkPL5kCZB3heM9IoDSFCPzUc3hPDCJKKuWbM5Rvz6AtJMAQKI1BO9Ln3teNpEiIskr55uTqdDVFxvv0PnzPHkT2e1EnFyjdmkKbTyDyJTN6GPbjaI2YKYohH8UrY6YdeRVkv4fwX34FZ287RrFM+cYE5dE59FQWoerIXjdKUwhHaxSlIYA2s0R5DXH8qLMjxM9yCoUCCwsLFat0DocDn89HT08PHR0dDA0NcfXq1ftyU6xTZ6u43W76+/vZu3evneaj6zrJZJLR0VEmJiZIJBLrrnqHw+H6inQNeL1e9uzZQ19fnz3WmqYRj8cZHR1lcnKSVCq17lg3NTXVx3qTWI14u7u7bVFjpb6tFD/t7e12Y1Qwv5/JycmaHACt/lTLKRQKXLp0iVgsdp8+zb1jRbe2m+UZD6VSiUKhcF+dFGNp+NP34e//ZfjKL0tYi+YhPygyvPWJ4MdX7tvuHh6ShOzzULwyRv7Hl0HTzfqfSABHSwT3/l1kv3+a7A8+wUjnKV0dxdnVjNTZhKuv3Y7sWHiO7sH/0mEQgvLIDOlv/Ijy7ZmKXcphP/43niTwqSdxtEbwv3QYdXxudX2MZlC+MUkmX0KLpdCmlhDlyu9Y8rkJfPop/K8eRQkH8Bzqo3ju5rrix727EyNbIPf2GbLvnq+07HMo+J7eT/gXXzfTxvracHa3rBlhEWUNUdbstCd9cFcto74mrt42jFyR7I8ukHvnHEamsrbHc3QPDb/6OZSQD1dfO87etlXucnLAi/fwbhyRIHoyS/7kFbLfP10hLtWJeYSqmdGvkA8l7DdFz3YKH0ByOfE+OYj3qb2IskZpaJTMt0+iTi5zYJXA0Rol8OYJvM8dxNXXge/p/WY91IpaJyXkx7WrDSXsR1tKkfnuKQrnb62OEkkSSksDzs5mM5K3Rv8lR3sUV38HQtcp354h8Xvfr1pfJXldODubQJIxUjsz0LDjxE8ikeBHP/qRnSO+fLVxcHCQ7u5udu3axcLCwqaa39Wpc78JhUIMDg7ak3EhBMlkkgsXLjA6OlrTRLteh7AxkiQRjUbp7++vqCWJxWJcuHCBycnJmse6Pt6bwxrnZDJpu65FIhEikUhFOpssy7S3t1ekvMViMRKJRE3fTTXxI8tyhXHCo4CiKLz66qvbvh8rhbNcLpNOp4nFYvbjfljvqxqcuQn/xx8JPv0k7GqTUGS4PQOnrgtOXoFaa84t5ufnEULYv7F4PP7QzFeWo83F0WaX7FoZdXwBPZHF0RJBFMuUbkzYYkJfSJqTvfZGM0KxrH5E8rgIfPopUGREoUTmz0+uEj4ARipH4cdXcO/pxD3Yg6OzCfeBXvIfXq5+bHNruyeKfInC6Wu493ajhAI42qJI3o1/E4ULw2TfObd6kqzpFC/dxnN8AO/xvUgelykw1hA/20FxaJTcD8+vEj4AxUu3KV0dxffsQXAouPd0rhY/XjfOXW0A6IkMpatjq6NqhTLqxDzaQhLXrlaUpjByJGhGfrYRJRLE//IRkCT0WIrsW59UCh8AYX7v+Y+v4tzVhqu3DWd/O66+9lXpZZLXjeQ204H1VA4tlqqeHicE+nwCfX6d1gCShBK+k5avC7S5+JrGEqJQpjy8+tzeSew48QN3092s/8/n80xMTOBwOGhsbCQYDBIKherip85Dw+FwEI1GCYVC9t/K5TJTU1OMjY3VHGGwHMnqrI3T6SQajVakq5VKJcbHx2sWPkDd7W2LxONxYrEYTU1NtmteU1MTgUDAtlUPBoNEIhG7nkoIwdjYWM3ReSEEmUzlyriiKI9ciqIkSRW1Zg+C1tZW9uzZQyKRYGxsjLGxMeLx+D1HMVUNLo+aDwmBJK9bX74hQ0NDDA0N3dMxbQdGOlcx6TUyd5zTAD2etmsxLPRcAQwDyec2Xcju4OxpMVfDAW02Runa+Jr71DN5StfGcQ/2IIf8uPrbzcjTFgIP2kISPZ03haXHbbrBrYPQdfIfXKxqjAAgVI3y6KwpfhzKPdXwbBahGxROXTPrfKq+AMq3pvA9exBJllCaqrhuKDJy0FxkEWWtqogC7tbZgJne6N7mulqHgnNXK47WCKKsoU4tVhXHFvpSivLoLK7eNhzNDTg6m2CF+DHyRYxCGWEIHI0hXH3tpkCv1UlwOUKgJ7MI3TBND3a14uxpQZ1eWjNStJPZkeJnLYrFIoVCAbfbvaa7k9UsLxwO26/TNI1sNksikVgzdWDPnj3IsszNmzdxOp00NTXh8/lwOBzouk6hUCCZTG5Ya6QoCn6/n1AohNvtRlEUu3C3+P+392YxkmXpfd/vbrEvuUbue9aWVdU11V09Mz1NNmehRpzhiCMRIGBSogQCBizBMswHw4Zt+M1+8INlS4BlArYBW3qQaZKAyKFEDemZHg67e3qvJWvPrNz3LTL2G3c7fjgZtzIrM6uy9u38gASqIm7cLW7ce/7n+77/Z9uUSiWq1eqhDy7DMEKB10gzqdfrbG9vUywW9xkCDA0NIYRgdnaWjo4O0ul06JxWrVZJpVK0tbVhGEbYu+PeIuKGbXA6nSYej4eFx43jLhQKVKvVQ80I2trawiLoQqFAJBKhubmZZDK55/w1+oY8DKlUio6ODnRdZ3t7m42Njefav6eBaZr76nSq1Sqrq6sPZbPdsMBWHE4kEgkL7huUSqUDi+7vRzweV2YHj0C1WmVjY4P+/v7QjjqXy5HJZELx09HRQSKRCMWlbdusrKwcOVWrEWHyPC/8jizLorW19Skc0ctHI/rZ1NREa2srV69ePZKRxFERgHj1xj8AskB8V+qX8Hw5AERaXt9bHyE86VqpGQZwV/xEj/WG7hD1icX7plAJx8Nbl78NPWJiNKfRItaD7bMPwg8QrisFmWlIi2ONQwe/QamKu7S5LxpydwFBUN4RH7oeRhaeBUGlhreyeagwA4HfSOnTNLToAQ6QQiAan9c1OGzy0NDRzJ1xoh+E3/nTQjMNIiMyJVY4Lu7syuHfATvCZltO+OjxqIzKWOaeyE5QquLOrcq6r6aUTH/MJGXdz9IG/nb5oYSLt7KFO7Mi69IGO8n8vV+m9uUE7vyarCOqvTqlJK/Ukz4SiRCJRKjVagc6olmWRVdXF4ODg3R0dJBMJtF1Hdd1yefzzM7OMj09fWDh6zvvvINlWayurjI0NMTAwADZbBbLsvB9n2KxyMLCAhMTE4d2HY/FYnR3d9PX10d7e3s4+A+CAMdxqFQq3Lx5k6mpqQPTAXRdZ3BwkO7ubtra2sJGgY1B9c2bN1lZWQkH/5qmceHCBQzDwLZt3n77bdra2qjX60xOTjI5OcmpU6cYGhrCsizW19e5evUqMzMz4TYb9rWjo6O0traSyWRC0dUQjcvLy0xOTrK5uXngYLO/v58zZ85w6dIlFhYW6O/vD89fJBLB8zxKpRI//elPH0r8ZDIZxsbGGB0dpVgsMj4+zubm5gshfg5KyXnYompd10mn0y9cas+LhmEY+85RvV6nWj16Xo5hGHuu7SfBi3AdPis2NjbI5/Oh+Gn0VlpeXiYIAnK53J6Ut6WlpQf29rmXarVKoVAIBU8j0h+Px18oB8xnkcqlaVpoL747WqnrOgMDA1iWxWefffbQEwB31w+xB4x5BXJc9ZK2+biL6yN2icTd16Rwvf3hrsbzVdd2ax/MzhZ54tAw27Mkv3Wfwn9dw+ptl//WNLBMtHj0UPGjxaMYzbIPkR6LoEUsNNMAQwNdx+xobJudfTpc/XibxQeH8Ha//wzbBPj5EsJ9gGDfPZjX90fqRd3FW97C6pIWzVZ/B/691oSGjtGWxWjNIHYiHk/drlnXMXPN4fatnvb7XyOGjtXfIf+tabJPUdTaK8b9APvSJEZLmviFE5hdraS+10LsK6M4kws40yu4C+vScOMgd7d7CKo2pX//MekfvCNdEN8YIXKsD+fOIs7kIu7cKu7SJv5m4anXRz1tXgnxY5om2WyWnp4eYrEY8/Pz+7qM67pOX18f586dI5lMsrm5yeLiIr7vE4/H6ezs5Pz588RiMcbHxw/MmzYMg3PnztHX18fa2hpra2sIIUilUnR1dTE2NoZlWXzyySf7oiexWIzh4WFOnz5NMplke3ububk5XNcNB8rxeBxN0w59WOVyOfr7+6lUKuFno9EoXV1djIyMkEwmef/99/dFn5LJJGNjYxSLRQqFAgMDA5w4cYJoNEpzczPT09NkMhm6uroYHR1laWlpT01VU1MTXV1d1Gq1PQ0Mk8kkuVyOsbExTNPk8uXLFIvFQ7+npqYmmpqaaGtro1QqhYXKsViMRCLxULnq6XSasbExRkZGKBQKjI+PMzc398IUrB9WP/Iwg72mpqY9qUKKw7n3XO9OjT0KLS0tZLPZJ5ZiKITYM+u+e7D6Koqi7e1tNjc36ezsDFM129raSCaTCCFoamoKr+MgCJifn3/oKK/neczMzITiR9d1MpkM/f393Lp164kf06Pg+z6XL19+6ttppBfGYjEymQwtLS1EIpHwd9Dd3c3p06f59NNPjzThEo/A978GpRr85eeyh8/vfOfB++F4sJaX2Th3lh8vLe55IcThhe4iEEdOH9KTcdCkKIq/dYL4Wwf3vzkITdelmLl3nak41lAnkaFuzO42zNaMbEoai9xtZGkYO0LsaCm7R21y+TwQtvPYg+qgXKN+bZro2ABGc5rEO2PS6nplE+F46LEIZm878TePYTSn8fNl3JkV/KdcuK/pGnpSTtLp8SiJb5wh8Y0zR/+8Ie3E7z073vImlZ98ib9VIjo2gNXfgdndhtXbTuxCDXdmhfqtOZxb8zizq/efrQiEtF73PNlnabgbs7OF2NlhoqcG8DYKsrfPrTmcyUX8nejly8hLN6pKJpOcOXMmFBeN/g/pdJpkMsnc3By3b98O0y0aNDc3c/z4cTKZDHfu3OHmzZthXnQ8Hmd4eJivfOUrnDx5ktXVVRYWFg4cSI+OjjI+Ps6tW7coFothGt3Y2Bhnzpyhp6eHpqYmNjY2ws9omkZbWxtjY2MkEglmZ2eZmJhga2uLer2OruskEgmSySSlUunQ3hW5XI6pqSlu3LjB+vo6nueFjmIXLlygq6uLXC7HzMzMngFWYyD+8ccfYxgGlmUxPDxMT08Pn3/+OdPT03R1dYWpaOl0OhQmQRCwvLwcRqaKxWI4aEmlUoyNjXH8+HF6e3uZmZm5r/jp7u7Gtm1u3rzJwsIClUolbEqZyWQeOHvbOKZ0Os3p06cZGRlhe3ub8fHxQ7+v50XDzno3pmnumf2+H5FIhP7+flpaWp7G7r1SHHSuLcsKI6MPIhqNMjQ0tC917nEQQuwR85qmhT2b7q1deRVopNKWSqUw3bMhfhr3tsbAvFAohClsD4Pv+8zOznLixImwX1YsFuPYsWNsbm7uuec+L4Ig4OLFi89se7FYjObmZrq7uxkZGdnT0HdwcJDl5WUmJiYeeK5jEfi1r2qsbMFffi7oaIb/9Ica12fhfhPGhiEbon5xW/B//ximX0bX2yc1GbEThRBCyBShQ2pNDsJd3NiX6mU0p4l/9STxr49h9bQhfIGfL8o6pKqNqHsyvcv3iZ4awMg176lBOoynnd71OMh9e7zvQ9gO9vUZIpcmiJ8/Lu2zM0mc2RVE3UVPRLH6clh9HQTlGrXPbmJfm3k2dS3ajvmR5+Ot5REPYbDgreUPTQf0Vrao/H9fUL85R/R4n+yH1JfDbMsSOzNE9Hgfztgi1Y+vU/vs5v2jQEFAfXwad3qFyMl+IqM9RPpzUlB1tsi+UmeGqF2apPbxtZfW+OClEz/ZbJYLFy7se91xHNbX11lcXDww9amRKpbP55mYmNjzoKzVaty+fZu+vj56enoYGBhgdXX1wJnJfD7PlStXwveEEBSLRSYmJjh27BiWZdHc3Lxn/bFYjK6urjANZHx8fM/7vu9TKBT2CbZ7qVQq3L59e09qW71eZ2JiIozktLW1MTc3t2fWOQiCMGJjmiYrKysMDw9Tr9fDZSuVCqVSiUgksm/QWCwWDxQ1pVKJubk5Ojo6aG9vf2B6ViqVYnx8nNu3b+95GDd6sBxGw9YV9gqffD4fCp8XbTbd87x932cikSCXy7G0tHRfoRaJRBgYGNjXqFNxMI7j7Lt+0uk0ra2t+2zx76UxeTA4OPhE0wsblua7SSQS9Pb2cvPmzRfuen0SNFLfmpqawkmhTCYTpqY1mJ+ff6iUxAZCCAqFArdv3+bcuXMYhhFGmN544w2uXbv2UGlesViMpqam8Lt6klbRzwrbtlleXmZjY4Nyucy5c+fIZrNomoZpmhw/fpz5+fkHRn8qNvxfPxbsTulf3YZ/+aeC+03uWia8fQK+Pqbx5nHxcoqfJ0RQbURUBPalSerjU0f/bMXeY7qgxSyibwzLZp+tWbzVLezxOzhTy/gbBYKKjai7CNdD+AFN//C7xNub2JOH9xrjb0gnNYD42yexRrqxhrpAA+H6Mjo0uUD9xiz2F7f3p8U9BYQQYc1MYNepfXYT5/bCkT/vF8oE9xEtwvVwp5dxZ1cw2pqIDHRgDXcRPdaL1dsuBXJ7FmE70g770LoqSVCuYX9+i/r4FFZfTlqLj3QTGenGbM2S+MYZ9FScoPIh3vKL027gqLx04qdUKjE1NbVncG9ZFqlUilQqxfHjx7Esi5mZmTCS0BAksViMO3fuHDjQdl2X7e1tOjs7aW9vxzTNA8XP0tLSga87jkO1WiUej++rG4jH47S1teF5Huvr64/cl2Jzc5NSqbRv4NSovWltbT1wtlsIET78GjPSDevYRnpbw3ShYcJwVKrVKvV6HcMwDjWZaFCpVFhcXHzoGd/GvjXS90ZGRtja2uLKlSssLS29kAPJRo+ZarUaCphoNEp/fz/5fJ6FhYV9gy3DMMhms/T19TEyMkJLSwtBEKBp2gPP7euM4zhsbW1Rq9XCQXYikWBwcJBisXhgYb1pmjQ1NdHf3x/OmPu+j67rT+RcN37rjuOE94N4PM6xY8eo1WqsrKzsS/NsDFgty8LzvCPVjliWFaaZHfTXcGDbTaPuz/f9Q/8cx3no31W5XGZzc5Pu7m5isRimadLZ2Ulzc3No2lGv11leXn7kHmyu6zIxMUFraysDA7KnSGOyIBaLMTc3FwqBer0e/n4aEe9Gim3D9KalpYWVlRWq1epLKX4auK7L5OQkyWSS06dPh7+DtrY2Wlpa7muiAzJ97d6+PZWatLvePDyYD8j3R7qhu/U+VfavAXIALQANUXfu6/b2IIzWLLHTQ5htWfxiheqnN6T980F1KQ29c4Soz2tDIGTtUABBzcGdWsaZWgQhRUJQkmlw7tLmsyvi9wO8jQJRACHNCh7nGjmUQOCv5amt5bGvTVMf7ibxjTPEzo1gtjWReO8c9Ztzh7rg3YuouziTizhTyxhX7hB7Y5jEN84SGeggerwP940Rykr8PH1KpRKXLl0KH56NAUM6nWZoaIjjx49z9uxZXNflzp07CCGIxWKhs1tjlvAgF5z29vYwBe2wAdBh0ZlGjv9BA1XLskgkEtTr9QPFy1Epl8uHCofdaYAH1T80HuyNKEpDUNy73GE0ZklTqVQ4sNF1nVgstidd6H41DeVy+ZEGGEIITNPk5MmTnDhxAt/3mZ+ff2GFD9yNCM7OznLy5MnwumhtbeX8+fPkcjmKxSKO44QpUclkkpaWFtrb24nH47iuy9zcHJlMhvb2dmXDfAiN/kkLCwuMjo6G57qjo4M333yT5eVlisUiruvuST9rbW0NjUNc12V6epr29naam5sf+1w3ohRLS0sMDg4CUty2t7fz1ltvsbq6SqVSCX+DjcG5ZVnous7c3Bxzc3P32YLk+PHjtLa27hM9uq6HRhC7JzM0TWN4eJiurq5Q6ARBsEf4lMtlbt++/dDpeUEQsLa2RqFQCCdhenp6sCwrPJ/r6+tsb28/VopqqVTiypUrmKZJd3d3mPrc09NDa2sr+XyecrmM4zj7xE80GiWRSJBKpYhGo2iaxvb29ivx2/J9n4mJCXp7e8PnnWEYdHR0hMYTRyUQMhp0lHFh3ZVlBAeUrLxW1CcXSQUCTJ3osV5KuvbI9StGNoWZawKklbVza/7Qgnw9nUCPR1+Ja/hJoafjJL4+Ruz8KO78GqUffYgztfRctbnwfZzpZZK/cg49YhEZ7KKiX3qqxgGiWqd+dZqgUMEa6ECLRYgMd6NFHmHoHwT4q3mqH1xFQ8Pqa0dPxaUF90vISyd+4B43lp2B/dbWFr7vk81mGRkZobOzk6WlJarV6p6oRC6Xo63t8C/rQYXSjzJ4bxSnNgYZj0pjoPIoHPS5o6zLMAxyuRyDg4N70ld8X9p9Nmywj8LDRnwaaJpGJpPRsDd/AAAgAElEQVTh+PHjBEEQ9nVJJpMP5Z72rLFtm4mJidAwAghn45ubm7FtO7yeGk6FjaJwx3GYmZnh6tWrYT2Kcn07nHK5zJ07d8hms2GzTdM06ejooLW1Fdu28TwvHCjvFgUN98Pr169z+vRp0un0E7EXr9Vq3LhxIyxIh7tW9S0tLfi+H+5T4x7VcJ8sFotHEj/9/f309fUdeZ8a6Wj364+Tz+eZn59/pNqkRuPSxkRSw/0N5L11YWHhsZ3ZGiLr4sWL1Ot1+vv7wx5N8Xj8yPejV5FSqcTa2lpogAB3J/UehuUt+D//QmAf4XEXs6QA2iq9mBNRzwp3aglvNY/Z04Y10EH09NBDpb7twdDvqknX22e3vZvo8b6D+928xhjZFLFzI6BruIsbOFPLzz8o6fk4U0t4GwWMlgzWUBeR0Z6HSn17VNyVrdBJUDMeL7NB2A7ual6eT11De0mzUl5K8XMY1WqVcrkcNpqLxWJUq9VwoA4wOzvL8vLyfUVIEASHOo89SqShIXoaKSqPyvOIcrS2tnLu3DlyuRybm5tMTExQqVRwXRff90kkEpw8eZKOjo4jre9RjqHx4J6ZmaFUKnHixAkGBgaoVquMj48/cgrN0yYIAjY2Nrh06RKO49DT0xN+/41+T/fSiBhNT08zOTlJPp8nm81SrVaV+LkPvu+zsrLC5cuXOXXqVOg6BlIENQrkd9OIGE1NTTE5OUmxWGR9fZ2+vr4nIn6CIGBlZYVLly5x6tSpsB8V3I1Yv2pOfrZts76+Tm9v775zXi6XWV9ffyLpZY3v27Zt8vk8fX19YQTsqNTrdba2tlhdXX0m9tTPivX1dYaHh0Pxk06nH1r8bBXh3318tGU3i/CjX4gHpse96gQVm8pPvyT7299Bi0dJ/+AdNNOgfn3mQAtrLR7B7GxFT8ZwppYRuxp7CrtOUJaTBEZrBqOjGaaW9kYJdI3IcDfxb5zGaFXiZw+Gjp6Moek6RlMKs6v1voYBzwQha5GqH14l/YN3MNqypH/ta5RNk/rEwn4XNk1DT8Ywu1pB03DnVvcZFZidLRjNabxNaYRx4PEZOrEzQ9IlEHBWt+72QdqzPYieGkR4sgGrqB48rjKaU8RODaDpGkG1jrf1cv7wX6kn7+58/d2DbNu2sW2bIAgoFotMTU09074QrutSrVbJ5XKkUqmXxu7WNE1yuRzd3d1sbGwwPj7O0tLSnghOS0sLw8PDT31farUaV65cwXEcXNflzTffZHR0FNu2uXHjxn3F7Pz8PLZt72mw+CBziYNo1Cs11nM/kdzA8zyWlpbCOo+Ojg6ampr2NYu1bTusmVhdXWVlZSW0LF9ZWeHzzz8PZ7QfppdRPp/no48+2rPP99rAPw0qlQpXrlxhcnIyfG1tbe2Ro39HwXGcsJi+p6eHXC5HNpvd07x0dzPhzc1NVlZWWF1dDe8Hje+4ITTv5154FFzXZWZmhkqlEroxZjKZcJ80TcPzvLDGp+GoeFTnsmvXrjE7+2TzxhvpuY9Kw1zl3vrDWq1GPp9/Yve+xrVcqVRYWVkJUxYbv69GJLWRkuw4Tvg7axjMbG9vs729/UqJn3K5vOd+GIvFnmpK1FYJPr351Fb/UlH77BZWfweJ994gMtJN+ofvEjs7hLe2LQ0REGgRCyOdQG9OYbZk8UtVvJUt/F3ix98o4s6tERntwWhOk3z3LHosgrcsB656IorZ00b01ABmW1Y2w8ym0GNPrk/ZfdnpTaRHTJlCZZnoEQuj5e6Eh9GcxuzLgeMh3B1zBkf+PTGHvUMQtTru/DqxN4aJjPaQ/a1v4m+X9jrd+QFBrY6/UcCZXsZb2TrY8c3Qpa14xEKz5PGa7c1olhm+b/a0o0Uj8hhdF+H4CMfdJ0ZE3aX2yXXM7lbib50gOjaAno7jTK/gbRQQdh3Q0GIWRiaJ0ZTCaMtKK+61PP694qe7jcQ3ToOm4a3l8TeLBMWq3LamoSeiGJ0txMYGMbJJRBBQ+8X1g93eNJ3Y+VGsvhze2jb++jZ+vkxQtcEP0CwDvSlFZLCL6Kl+hABvdYv61enH/LaeD6+U+GkUsAoh9jQ6baTF1Wo1Ojs7mZ2dfabip1arsbGxQXd3N+3t7bS1tbG+vv7Mtv+omKZJIpHANE1KpRIbGxv7Bq+NOqCnje/7VKtVhBDMzs4Sj8c5e/YsJ06cwLbtsL7rIDY2Np6IDe7W1tYjCQff99nY2KBQKLCwsEAikSASiYR9X3zfx3XdcGBWq9X2pCRWqhW27Hns9YB6+eHSHiuVCjdu3NjzmmFptA1ZbEw/vQJv27b3NMt90kTiGslWk/zC3mPwPI/V1VXy+TyZTCY817qu7znXtVqNUqkUmn80KJfLTzyV0vM8lpeX2dzcDIVPJBJhpNng230a09sBfz0jBVC9Xse27SO7oR0lNe5JMpCGb/XBfAl+Mn/wMg9yb3zS1Ot1FhcXWV1dJZlMkkwmQ+HTmAwLgiAUmPV6nUqlQr1efykmoR6WhtFDg4bIVjx9gkqN0n/4lMB2SLx7hkhfDqunnaBSu5t2ZBpo8Sh61EIAzq35fWLAL1SwL01i9bUTOdYrRVCuiWC7gvB99KiF3pwG16P60VWEF0j3rWckfsxcM4lfOovRnpXHYxhg6pjtTeEysTNDsvmqJ5vICs8nKNWo/vwy7vzaU90/v1Ch9sUtrP4cRnMa49zI3gUECBEgHI+gWMVd2qD2yXXZ4+YeYZD42hiRk/3oMUv2VGp8f1lpZKTHo6R//esI25Hiaud4nZlVKj/+9J7tCrz1bcp/8QmiWid+QfbSsQY6CCr1ULRoloEei6JFTCky1gsH3qs008DsbMXqbpXHUrEJanXwvLAxqp5JyuaoNYfqx9eofX5TbucAtFiU6PE+Isd6EbU6QdlGOA4iEGiGgZ6IomcSIMCdX6P804u4M8uP/kU9R15K8bO7qL9RwNzS0sKxY8dob2+nUqmwsbGxZ1Z+cXGRrq4uuru7OXv2LLFYjPX19dCpLBKJkE6naWtrY35+nkLh4IvtUWjYkfb394eGCw277Uafn3g8TjabxXGcR+qB8TTY7fqUSqVoamqiVquFBgSdnZ2Mjo4+E/GzG9u2mZycJBaLcfLkSU6dOoVt2ywsPP3c2cfBdV02Nzcf2u0vntUZ/UaChXGb1duPN0Ot6dDSb3HqW0l+/n/kH2tdzwvDgtyxKF2nonz2hwdH8BzHeSH6vuzm3n1qzkFni8ZiHqanX45BeFscfqVX49Ia/GT+xdrnhr38o0R1X3VeRZH3ouKv5Sn/+DPcmRXZdLIvh9GWxWhOgaYjHJegUMHZKOAurEkzg3udt4IA584SpR99ROyt40SP9WK0ZjEySSkiCmWcW/PY41PUr05jtGaIvTEMuaaDd+oJo2cSxM6NYPW2H7qMmWvGzDXvec3fLmOPT8FTFD9aMkb8zWPE3zyOZhr4xSpBoYxw3LsaU9fQIyZ6JonRlpGphdkkoubI/dv1e7GGu0i8fRItenAqtGYaRI/17n89EdsvfgD8AHduldK//xjnzhLRk31YvTmM1jR6MgWahrBdvK0i3vo23twa9vUZGYG5B2dqicr7F4me6MPsaEbPJjHasmimLh3v6i7+RgF3YZ36rTnq12bwN4sH1z+JgOoHVxC2g9XbLvcnHUez0tJJ0PUJqvaO89sS9WuzONNLMpL3EvLSiZ/m5mbee++9cGarUSycSCTIZDIIIZiamtrX+6VQKHD9+nUsy6K7u5tsNhu6Le12Rkomk+TzeYrF4hN7YAghWFtb49q1a5w9e5b+/n6amprC7TeKsGOxWNgo9EUQP57nsbm5ydbWFq2trbz11lth2kosFiOdTlMsFtna2qK9/fCb4NOgUqlw69YtYrEYg4ODoQB60Qa8T4LmHovcSJT1qcdPzdENje6xGE09j1/T8ryw4jpdJ6NkO16625dC8dS5N9LzOCY7ryreap7Sv/sF1b+5gre6tWdgKWyH8o8/pfbJDfztEn5+bxSz8v4l6pfvIAJBUDo4gyQolGUfl6kljOa0rD8xDTmw9X2E7RJUaviFinRxO8DxS9Qd6rfm8Vbz1NpuhjUsIhAIu46/XcHfLCDqLoFdp/gnP0dPJ3BmV/dFkty5Vbb/1V+iWSb+dvm+A1bh+dRvzrH1B3+GCAL8jf2TCd7KJoU/+hl6/OHqUIXr4c6t7l3X0gaFP/wpeiyKX6yEtU4HrwDcmRW2/uDPQIh9342WjJH8pbMkv3UeLRah9sVt7KtTsoeS54djfk3TZF1QKk78zePEzh+TvWxO9OFML+8Ro9UPxnFuzsFD1s35hftkEAQCf32bar6EMzGPnk2hJ6J3rxHPR9gOfrlGsF0mqNQOvEb8jQLVX1yjfmNWCpVYBM000QwNhEB4AUG1TlAo420W99cV7UaAc3sBf72Ank3K/YlaMqqnyQa0wvEIyjXZaLdYef4mEo/BSzd6iMfjDA0Nhf9vWDfbts3q6irz8/PMzc3tS11pFB+7rktfX1/Y9DQajYYd4ovFIpOTkxQKhceyYj2Ier3O9PQ0tVqNvr4+crkcHR0dmKaJ7/vU6/Vw1vJF6TfREG1ffvklo6OjtLe3h71nGj17pqamGBgYoKnp2cw47d63QqHAjRs3iMVidHd3Y9s2ly9ffuw6jWeBGdXIjUToORsj2WwgBFTyPkvXbNYmHDxH0HE8Qv/5OB3HojT3WnzlN7Icf09G2VZu1Zn8qIJdDNBN6DwZpetEjFSbgWFq1AoBc5dqLF23EYGM+Jz6Tor24Qidx6NEUzq/+p9L10OnGjD1cZWFcTkA0A1o6rYYuBAn22kReIK1Ow7zl2tUNn2iSZ2Bt+IYliaX7bGY+7IGGvSejeNUAyY/rFBYkTdaK6bRdy5G58kY0ZROreAz+0WN1Yk6wc69eOxXU2g6rE85DH8tQaLJwC4HLF+3mfmihgggktA48Ssp2kci5Eaj6AbhMVTzPnc+rrJ6+8U0v7gvL9kDRAURXmxisdge44dXNb3vcQjKNTmgPQjPv68Dlzu1hHsUEzch8DcKB4qHI+MH+JtFOVt/v03V7t9XKNiuYF+cONo2hRyY1+7T+DMo1R7dye7edRWr1K8cfV1+vkTt0xv739DAbG8i+a03MZpT2FenKf3Fx/L8H3b5axr4AWZ3G5GBDozWDHo6vkf8uDMruDNPqXuv5+Ot5mH10bMwRNXGOyAq9GgrE/hbO+YJrzgvhfhpFA3fr8dOo5C50d/hIHzfZ21tjVKpxOzsbGh32yiIrdfre2qFdvP+++9jGMahtTq1Wo2PP/4Y0zQPHXzbth024Usmk2FPj8b+N3LR7436XLlyhTt37lAoFA51Nrt69SpTU1NUKpVwpk8IwYcffohhGOE+BUHA6uoqf/VXf7XnOMvlMl9++SWmaZLP3/0h1ut15ufnyefzJBKJ8KHqOA6lUolarUa9XmdlZYXt7e0DH7J37twJUwwfxpktCAKWlpb48Y9/fGDTxYab2qeffko6nQ6NLV54NOg4HuXMr6Wpl3xK6z6GpZFuM0m3m6xNyOvXqQryix6pNpN0ziS/6IY1LoVlF9/dOR8C+s/FiSR0qts+COg6FaXzZJSf/cGm/IyA8qaPbri09kfQDMHKLfldeI6Qn0OKpNbBCOd/mEE3NbbmHayozvDXEmQ6TK79uIQQ0D4SobXPYuW2Q6bD5NxvZCiueAS+oPdsDLvkUy1UCDzB6e+m6D0Xp7DsUV73yHRaXPitJi7+aYGlazaBB+3DEdqGIvSf98kvuhRXPZp7Lc7/3SyeK5i/ZBP4UFr3MKMazb0WIiA8hnolwC4ePMOdsuDtDni3W6M1Btt1+GhZ8MkKFB35/u+egkId/sMsbO26hPrS8B+f1vjJvODjZXACyETgB0PwRptG3IT5Mvz5lODmrudXSxT+0ZjGF2uCQh2+P6SRi8N6TaaLfbLzLA0ENMfgN0fh7Q4NXYMr6/D+gmBpV1uPpii82y2XyUZhowZ/vSD4cg2qO7cLS5fH+XaHRk8KIgZs1uS6frEM/s7lEtHh989rfL4mWCzDD4c1ulJQsOWyf70ol4ubcL4dfrVfIxuBmRLkbRGuR/Fikk6n94ifRq2kQvFKYxqYHc0Y7VmCck2aBKw/QHgKQVCqysgKSNtmVR/3WvBSiJ+G/e+TmtE/TODcjwfVkzSsVx9EEAQPXVR9lIL9w95fWlra91q1Wt1XKO15HmtrB+fhep4XuiIdxIO+m0fNwxdCUKlUQtezg/B9/5GNCJ4XhqXR3G0SS+ncer/Myu06uqERSWi4NYG3I2oKKy7lDY9IXKOpy2RxvMb8ZTkyD3zwPRH++/bPKwS+wKnKPlUrt+t855+20XkiyvaizHVeumazMaXTeSJKssXg1s/kNSiAYGeb8YzB8NcSxNIGX/zJNvkFF93UGP5agqGvJsgvuCxetdF1qJUCZr6oUt2OcurbSRaveNz5uMqF38qS7bKIJnSy3RaDbyeZv1TjzscV6uWAWNrg3d9r5tS3U2xMOdglGWXNdJhMflRh6uMqbl2QbjP55j9pZfBCgvlLNp4jWBi3Kax65EajBL64ewzi7vnYTcqCHwzD9wc1VipyAJ+Lwz84qdGZFPxoCiouZCNSNFzeEHvEzy91wztd8Kd3wBNSEPwXb2qcbIEv1mCxDKdb4b/9qsZ//6ng1o4Aipnyc31pDdeH5SpMFcDUpUhpEDPgrRzETI3lCnQk4O8MQ3NM49/cEmzact9++wS806UxV4KZIvSm4D85q/FHE4KfzMtjEMAv92ikLFisyHPytU54M6fxX30gmNgOWzPw9U7oTGoEQh7D5DYkTLB2xsyGBmdb4Z+e06h4cG0T0pZcV3cSrr562aWvDM3NzXss1J9GJoNC8aKh6Tpao9mrEIgjpnsaLRmMZtn3LKjUELVXx/lRcTgvhfhRKF4lAk9QyfuYESkqhIDV23W2F/17lpPL+q5ABDJC49oHz+Buze9NlVy8auPWBak2ma+LAK8u0LSAwBeI4OB1xTI6uZEI+UWX5Zt309LWpxwGLyRo6bNYvi7VQTXvU1z2SGQNqtsBpQ2P4qqHXQwwIhq6qdF5LIphwNJ1m+0lDwTUCgFrkw7H3k0SSeih+BECJj6oUs3L8+DVXYqrLtnOndvUzjF49s4x+IefjwanWuC7/Rp3tuFf35RRmIQFv3NC47v9GpPbMiryyQq81QGjWSkE6r4UKe/1aNzKw0JZRmm+0wff7of/6Qv5OceH7hT8s/c0/sFJjf/uF3f3J2HCYAb++UXBjTx4gVxndVdgN2rKKM4f3RbMl6Ro+o+Oa7zTBeOb8NcLMprzXo/Gh0vwoylB2YV0BP7JGxq/OapxKy9FlxfAH08IvECKoQD4YhX+l29qXOiAO4W70R9ThzOt8D9+Lri6KY8jYoC9s2+tMfjugIxE/cvLgrkSJC34wZDG3z+5c0EpXjgMw9gnftbX11Xdj+KVR3g+Qb6ECAL0eJTIaC9G6038zUMmXk2D6PFeEu+ekXbhVRt3cQO/ePhkq+LVQYkfheIZIwJYul5H04oMvBnn/A8z1CsBcxdtZj6rUsk//ECl82SU3rMxMh0m0aSObmrEUjq68XAhfDOikWo3yXSYNP03ufD1SFwn3S6tpQ1LrtP3BL4vhZlbF/g7+ivMsNEg3qSTbDV453ebce27s8+pVpN4VseK61KcAXZxv5W37whi6UdPQxjKyJSxf7sumNp5Bm7a8OmK4K2cxkgWvlyTf6tVeKtD47NVmXJ2ulWKl//9qqC4Mxn4Xo9GoQ5/swgbOxGisgvXt+CdbikqvJ1DCITGcmVHJB0y8e76MF2E8Q0ZWQK4vCF4u0Ojb8dE8ZTsccfFdcFs6e4xfLgk+MdnNQYyMqrkBlLg7ObTVSm2OpMa2i7BItDYqAk+WJJC716yURjJwsQ2XNmQomnThqubgrVn1yVA8ZC0tbWRSCRCwwPHcVhZWVHiR/Hq4wd4q3nqt+aJnuwneqKPpt/7Hs6tObzVPKLuyN438QhGSxaztx2rr102iNV17CtT1K/PPN9GqIpnhhI/CsVzoF4OmL1YY32qTqbDovdsjGPvJoilda79VQm7ePQ0laGvxTn7vQz5eZeFKzZ20cd34Vd/v+2h90sE4FYDKls+sxf3j3Lziy7+7qKPxj+FYE80YEevBJ6gVghYuGxT3trvNFPZ8sKP+V7Ak4woaMhohS9knc9uNm2wfSmMYoas/bm4JvjugEZnApYq8F4PlB2Z4tUQCN1J6Exo/G/fudsPT9dkGpquQdKEwo5QcgPBalUcKnxAiqKye1f4AJQc+f+UJcVUJqJhe3JfdrNWlcu1RGVEyQ1klOiXumEwI2uDIrp837xHPwZCsFI9WPiAjAKlIvtrfGoelF5CT4nXBV3XWVhYCFOYC4XCM+25pFA8T7yNAuU//wWaoRM91kf0RC9WX7vsa+MHchZJl01L9WgELIOgVKX64S2qP78szQcUrwVK/CgUzwnfEZTWfcqbPlsLDrqVpW0oQqrF2CN+Ag80XTu0UWH/V+LoBtx8v0x+0SXwBOncwT9tISBwwbAOtu10qgHby7ID9/QnVTznHpMJXxBLGwd+9iDyCx5dpwRrd+qh89xuvPruaMTREELWORn3jujvXQ4pCHSkCNhN1JCCwfGlgBDAR0vwt/rhTJvGSlVwIafx5bpMS2vsm+3LCNGfTe0XDnVfvr97+wc1DN+Noe2tAQL5fw0pjPxARodMTQqh3cRM+XnblwLve4Pwe2MaN7bgp/OCDRvqHvyv3z74PHkHWKc2aGw3YuxNcTM0KYwULybr6+tsb2+H94pGrzaF4rXA86lPLOD/67+U0Z9TA1g9bejZJJplylqguktQqlKfWsaZWcaZWMBd2JAW26o27rVBiR+F4hkTS+v0vhEj1WqwOefi2QGZDou2AUvWzNyT+lXe9Ag8wdBX4wgh61zqlYDCiofviB0TAZ2WPosgEKRaTI69l5QOT/eMb0UgyC+69J2PMfa3UmzOOmiadIIrb/iUt3ymP6vyld/IcP7vZZm/XMOrC5ItBvGMwdodh9L60XtQzV6s0XM2xpm/nSbRZJBflGlzTd0WgS+Y+JvKA+t27sWrC0prHkNfjXPym0m2l6ShQ2ndD13rGqxWZa3OQEYO3BtRjNGsRtKUEZ7qTrreZEH+nWuXn2mJwd8s3k15A7i8AcNZwUdLguV72hwIcXgk5TBiJnQmZARquy5FT3dKRqO2dkTXXEnwTpdGdwourt9t93CmVUNDGhY4Pvxyt4amwR9NCO4UpHjpTz/c/jSoeTI61p+WEaiyK0VkWxw6k4+2TsXTx/O8F6JHnELx3PB8vKUN/I0CtS9uo0UsNEOXoXnBXTME1yeoO4i6++BZKsUrhxI/CsUzJvAFuqHRfz7BiW/K6fx6OWDtjsPEBxUqW3tH0Gt3HG79vMKxdxO887vNBJ7g9gdVqj8r4zuCGz8pE03pnP1+Gt3QKK173PpZBU1jX6TFd2HyFxWaeixOfzeNbkJp1ePyn5cob/j4jmD+Uo3AExx7N8nXf6cZ3QS7FLByq45Te7iHRHXb57M/3ObYLycZfTdJPGvgezKtbvLDyr79Owr1SsDEhxVSbQZv/CCDpsHmrMOVvyjtEz+XN+DLdfj1IQ1Th+tbgqEM/MYwXNuCq5t3BYwbwMfLgt89qdE+oDFdhLnS3pS0P5kUfKtX479+W+Pf3pECKBuFY01SLPzxEVtpNPACeKNduqp9sCToSsAPRzRmSnBlUy7zwRJc6JAmDc1RmC4Kxlrg+4Pw80WY3WnYvV0XtEQ1TrVoCCHoSMJvjsgIwMMmE67V4GcLgv/sKxq/f17j54uCriT87QENQ1OGBwqF4gVGgKi7UtgoFAegvQj+/5qmPf+dUCieFRpYUY1IQkc35AtBIPDqArcWEBwQPTB3ljd2piucqsCpBbKBqQbRlI4ZlTP/gQd2OcCKa4iAfSYCaBBN6lgxDU2Xy9fLwZ4UN8NCbi8iowtBQLh/QsjPCyGFiBnRsGIari2PIZrS0TSZQhf4cnuRuIYVkwYMAkHgyfcbaW+xjI5haVQ2/T37Gc/oaLoWOsCFb+lyHxrH7LtyX8LeRzvoQE9a9uX5dq9GS1zW93y4CH82JfY4oIF0Oftn72l8pV3jf74Y8McTMuqxa5cYycLfP6Vxvl1GbMouTBfg/70t+JsdZ/nuJPyLb2pcXBP8D58dfBlcyMFvn9SYL8laoXe6ZErZ5XX4f24LLq3LfdM1GM7C3x2Bd7s0MlHI2/DTeen+trjTIL4vBf/4DTjXrhHRpUPdH94W/PqQxkwR/sVFgSdkVOnffE9jYlvwX35w8L4BtMflNv/OsOxndKcgjRkGM7BQgn9+Sd22FQqFQvHsEUI8VkMmJX4UCsUrjYbsz5MwwdClUKh50gXt3rIXDWiOShFSdORy996cNKQZQMyQqXSBkFGjinvX1c3QpDByA/akze3G0uU+eYEUOPEdYVv35bp2R5x0TS4bN+W/fSHT9Xbvn4a0wI4ZUhB7gTRPiJtyH0vu3eVaY3LfCvcpB9GQaXkpS27TDWQNkanL7ZfVpKpCoVAongNK/CgUCoVCoVAoFIrXgscVPwdbPikUCoVCoVAoFArFK4YSPwqFQqFQKBQKheK1QIkfhUKhUCgUCoVC8VrwQtT8KBQKhUKhUCgUCsXTRkV+FAqFQqFQKBQKxWuBEj8KhUKhUCgUCoXitUCJH4VCoVAoFAqFQvFaoMSPQqFQKBQKhUKheC1Q4kehUCgUCoVCoVC8Fijxo1AoFAqFQqFQKF4LlPhRKBQKhUKhUCgUrwVK/CgUCoVCoVAoFIrXAiV+FAqFQqFQKBQKxWuBEj8KhUKhUCgUCoXitUCJH4VCoVAoFAqFQvFaoMSPQqFQKBQKhUKheC1Q4kehUCgUCoVCoVC8FolqAmEAAACRSURBVCjxo1AoFAqFQqFQKF4LlPhRKBQKhUKhUCgUrwVK/CgUCoVCoVAoFIrXAiV+FAqFQqFQKBQKxWuBEj8KhUKhUCgUCoXitUCJH4VCoVAoFAqFQvFaoMSPQqFQKBQKhUKheC1Q4kehUCgUCoVCoVC8Fijxo1AoFAqFQqFQKF4LlPhRKBQKhUKhUCgUrwX/P4+DRGjffEeeAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1008x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "all_words = ' '.join([text for text in tweets_df['absolute_tidy_tweets'][tweets_df.sentiment == 'neg']])\n",
    "generate_wordcloud(all_words)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "e9b79f20bd718dccc2db8977febfd85b8620a380"
   },
   "source": [
    "- One thing to notice here is that word _'deep learning'_ has been used more than _'Machine Learning', 'AI', 'Artificial Intelligence', 'BigData'_ and _'DataScience'_, which shows the buzz of deep learning these days.\n",
    "\n",
    "- AI, DeepLearning and MachineLearning have clearly been used in both positive and negative tweets, which is very obvious.\n",
    "However, in negative tweets we can also see negative words as well like *stop, wrong, Unfortunately, fall, Cancer, shit, Greed, pressure, problem, complex, biased, never etc.*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "775f4761edf2abcf73d8d03dc45a39d2a3cb56cd"
   },
   "source": [
    "#### <a id='4C'>C. Most commonly used Hashtags</a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "_uuid": "c96c61ed84d9ade72eb3b0ce72061eaa9bf5edaa"
   },
   "outputs": [],
   "source": [
    "# function to collect hashtags\n",
    "def hashtag_extract(text_list):\n",
    "    hashtags = []\n",
    "    # Loop over the words in the tweet\n",
    "    for text in text_list:\n",
    "        ht = re.findall(r\"#(\\w+)\", text)\n",
    "        hashtags.append(ht)\n",
    "\n",
    "    return hashtags\n",
    "\n",
    "def generate_hashtag_freqdist(hashtags):\n",
    "    a = nltk.FreqDist(hashtags)\n",
    "    d = pd.DataFrame({'Hashtag': list(a.keys()),\n",
    "                      'Count': list(a.values())})\n",
    "    # selecting top 15 most frequent hashtags     \n",
    "    d = d.nlargest(columns=\"Count\", n = 25)\n",
    "    plt.figure(figsize=(16,7))\n",
    "    ax = sns.barplot(data=d, x= \"Hashtag\", y = \"Count\")\n",
    "    plt.xticks(rotation=80)\n",
    "    ax.set(ylabel = 'Count')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "_uuid": "06f44a16d07c30ff0e5facd4ea21d5ee8aea2bfc"
   },
   "outputs": [],
   "source": [
    "hashtags = hashtag_extract(tweets_df['tidy_tweets'])\n",
    "hashtags = sum(hashtags, [])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "_uuid": "32cdd6e49a043bca2a624cea3e04a26bf3877fbc"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "generate_hashtag_freqdist(hashtags)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "868eee2bc2cb07bce6299f60cb966bca678264a4"
   },
   "source": [
    "As expected, AI, DeepLearning and MachineLearning are most common hashtags."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "_uuid": "2e0ed16f3b1df11505cec54b04cd9575d46fa8cf"
   },
   "outputs": [],
   "source": [
    "# For sake of consistency, we are going to discard the records which contains no phrases i.e where tweets_df['key_phrases'] contains []\n",
    "tweets_df2 = tweets_df[tweets_df['key_phrases'].str.len()>0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "ac943fa645c528c6cee36de60e9fbdd8be384cdd"
   },
   "source": [
    "## <a id='5'>5. Feature Extraction</a>\n",
    "\n",
    "We need to convert textual representation in the form on numeric features. We have two popular techniques to perform feature extraction:\n",
    "\n",
    "1. __Bag of words (Simple vectorization)__\n",
    "2. __TF-IDF (Term Frequency - Inverse Document Frequency)__\n",
    "\n",
    "We will use extracted features from both one by one to perform sentiment analysis and will compare the result at last.\n",
    "\n",
    "Check out my below kernel to properly understand these techniques:<br/>\n",
    "__https://www.kaggle.com/amar09/text-pre-processing-and-feature-extraction__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "622ce8acd9e96e232d3a9b6d526ee7ca675f5a55"
   },
   "source": [
    "### <a id='5A'>A. Feature Extraction for 'Key Words'</a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "_uuid": "a92ca10bbce43b9a01faef3dff8b6bc5da5f8c6b"
   },
   "outputs": [],
   "source": [
    "# BOW features\n",
    "bow_word_vectorizer = CountVectorizer(max_df=0.90, min_df=2, stop_words='english')\n",
    "# bag-of-words feature matrix\n",
    "bow_word_feature = bow_word_vectorizer.fit_transform(tweets_df2['absolute_tidy_tweets'])\n",
    "\n",
    "# TF-IDF features\n",
    "tfidf_word_vectorizer = TfidfVectorizer(max_df=0.90, min_df=2, stop_words='english')\n",
    "# TF-IDF feature matrix\n",
    "tfidf_word_feature = tfidf_word_vectorizer.fit_transform(tweets_df2['absolute_tidy_tweets'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "d260fecbc21fc8d125dd2c2bd4399ad89b24c943"
   },
   "source": [
    "### <a id='5B'>B. Feature Extraction for 'Key Phrases'</a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "_uuid": "76e9299e909ac957ea0d99a570c670a1c3e580e2"
   },
   "outputs": [],
   "source": [
    "phrase_sents = tweets_df2['key_phrases'].apply(lambda x: ' '.join(x))\n",
    "\n",
    "# BOW phrase features\n",
    "bow_phrase_vectorizer = CountVectorizer(max_df=0.90, min_df=2)\n",
    "bow_phrase_feature = bow_phrase_vectorizer.fit_transform(phrase_sents)\n",
    "\n",
    "# TF-IDF phrase feature\n",
    "tfidf_phrase_vectorizer = TfidfVectorizer(max_df=0.90, min_df=2)\n",
    "tfidf_phrase_feature = tfidf_phrase_vectorizer.fit_transform(phrase_sents)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "8c374d7527da7c24177cc42e3c2b3b1a87c9e38a"
   },
   "source": [
    "## <a id='6'>6. Model Building: Sentiment Analysis</a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "ad9171efab73b4305acb6f29de3519285fbf9448"
   },
   "source": [
    "#### Map target variables to  {0, 1}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "_uuid": "f4ec7bc53e1233f856e5d5fe60d2681d88f881b1"
   },
   "outputs": [],
   "source": [
    "target_variable = tweets_df2['sentiment'].apply(lambda x: 0 if x=='neg' else 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "_uuid": "fa80e43c66c8ece8e5c112cca162d3b0821e9eb0"
   },
   "outputs": [],
   "source": [
    "def plot_confusion_matrix(matrix):\n",
    "    plt.clf()\n",
    "    plt.imshow(matrix, interpolation='nearest', cmap=plt.cm.Set2_r)\n",
    "    classNames = ['Positive', 'Negative']\n",
    "    plt.title('Confusion Matrix')\n",
    "    plt.ylabel('Predicted')\n",
    "    plt.xlabel('Actual')\n",
    "    tick_marks = np.arange(len(classNames))\n",
    "    plt.xticks(tick_marks, classNames)\n",
    "    plt.yticks(tick_marks, classNames)\n",
    "    s = [['TP','FP'], ['FN', 'TN']]\n",
    "\n",
    "    for i in range(2):\n",
    "        for j in range(2):\n",
    "            plt.text(j,i, str(s[i][j])+\" = \"+str(matrix[i][j]))\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "_uuid": "db52e07c48dea6ac9b2b7dde0efc6bdfca3d9dbd"
   },
   "outputs": [],
   "source": [
    "def naive_model(X_train, X_test, y_train, y_test):\n",
    "    naive_classifier = GaussianNB()\n",
    "    naive_classifier.fit(X_train.toarray(), y_train)\n",
    "\n",
    "    # predictions over test set\n",
    "    predictions = naive_classifier.predict(X_test.toarray())\n",
    "\n",
    "    # calculating Accuracy Score\n",
    "    print(f'Accuracy Score - {accuracy_score(y_test, predictions)}')\n",
    "    conf_matrix = confusion_matrix(y_test, predictions, labels=[True, False])\n",
    "    plot_confusion_matrix(conf_matrix)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "626ab55ed5aa251f2b4c7ac731fbf6dcf81eef8d"
   },
   "source": [
    "### <a id='6A'>A. Predictions on 'key words' based features</a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "e9f8b75872033b9a57d5eb6a1a4bfe79d21fbfe8"
   },
   "source": [
    "#### <a id='6Aa'>a. BOW word features</a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "_uuid": "dcf0014d2d0bec1762c4e9a087b9487e1b34684c"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy Score - 0.75\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(bow_word_feature, target_variable, test_size=0.3, random_state=272)\n",
    "naive_model(X_train, X_test, y_train, y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "69780243fdc12097c09272d42cf96046fda22a25"
   },
   "source": [
    "#### <a id='6Ab'>b. TF-IDF word features</a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "_uuid": "bae6f1c0864306af8264bcd4e74ab2d8ab9a8c17"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy Score - 0.75\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(tfidf_word_feature, target_variable, test_size=0.3, random_state=272)\n",
    "naive_model(X_train, X_test, y_train, y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "e577822dd20c868489092c7681d9223b510092da"
   },
   "source": [
    "### <a id='6B'>B. Predictions on 'key phrases' based features</a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "978df7935872c2db97b13afe4cca823e824cc27e"
   },
   "source": [
    "#### <a id='6Ba'>a. BOW Phrase features</a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "_uuid": "025a289b94c9a7a94169c3dd87b54bcd36b0d50e"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy Score - 0.4166666666666667\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAS0AAAEWCAYAAAAzXsGAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAGpxJREFUeJzt3Xmc1WXd//HXe9iGTRRwTVlyTRMUcb3V9M41MxYVM7x/Qt6plJCadxqQuGUqauKvfiVRLoC3kkvdagLVLwqzNETDLW1BM1FZY5EdP/cf5zt4GM7MnBnOmZmLeT8fj3nM+V7f77m+nzOHeXNd1/meM4oIzMxSUdHUBZiZ1YdDy8yS4tAys6Q4tMwsKQ4tM0uKQ8vMkuLQskYjqb2kxyUtl/STbehnqKSZpaytKUh6StIFTV1HahxathVJX5A0R9IqSe9mv1zHlqDrs4FdgW4RcU5DO4mIqRFxSgnq2YKkEySFpMeqtffN2mcV2c+1kqbUdVxEnB4R9zWw3BbLoWVbkHQFcCdwE7mA6QH8P2BACbrvCbwRERtL0Fe5LAKOltQtr+0C4I1SnUA5/t1rqIjwl7+ICIAuwCrgnFqOaUcu1BZkX3cC7bJ9JwD/BL4GLATeBYZn+64D1gMbsnNcCFwLTMnruxcQQOtsexjwd2AlMB8Ymtf+dN79jgH+CCzPvh+Tt28WcAPwu6yfmUD3Gh5bVf0/AL6StbUC3gGuAWblHTsBeBtYATwPHJe1n1btcf4pr45vZXWsAfbJ2v4z2/994JG8/m8BfgWoqf9dNLcvp73lOxqoBB6r5ZgxwFHAIUBf4AhgbN7+3ciF38fIBdP3JO0UEePIjd4eiohOEfGj2gqR1BG4Czg9IjqTC6YXCxzXFXgyO7YbcAfwZLWR0heA4cAuQFvgytrODdwP/J/s9qnAy+QCOt8fyf0MugIPAD+RVBkR06s9zr559/kP4CKgM/BWtf6+BhwsaZik48j97C6ILMHsIw4ty9cNWBy1T9+GAtdHxMKIWERuBPUfefs3ZPs3RMTPyY029m9gPR8Cn5TUPiLejYhXChxzBvCXiJgcERsj4r+BPwNn5h1zT0S8ERFrgGnkwqZGEfEM0FXS/uTC6/4Cx0yJiCXZOW8nNwKt63HeGxGvZPfZUK2/1eR+jncAU4CREfHPOvprkRxalm8J0F1S61qO2YMtRwlvZW2b+6gWequBTvUtJCI+AM4FLgHelfSkpAOKqKeqpo/lbb/XgHomA5cCJ1Jg5CnpSkmvZa+E/ovc6LJ7HX2+XdvOiHiW3HRY5MLVCnBoWb7fA+uAgbUcs4DcgnqVHmw9dSrWB0CHvO3d8ndGxIyIOBnYndzo6YdF1FNV0zsNrKnKZODLwM+zUdBm2fTt68AQYKeI2JHcepqqSq+hz1qnepK+Qm7EtiDr3wpwaNlmEbGc3ILz9yQNlNRBUhtJp0u6NTvsv4GxknaW1D07vs6X92vwInC8pB6SugDfqNohaVdJA7K1rXXkppkfFujj58B+2WUarSWdCxwIPNHAmgCIiPnAp8it4VXXGdhI7pXG1pKuAXbI2/8+0Ks+rxBK2g+4ETif3DTx65Jqnca2VA4t20K2PnMFucX1ReSmNJcCP80OuRGYA8wDXgLmZm0NOdcvgIeyvp5ny6CpyOpYACwlFyAjCvSxBPgsuYXsJeRGKJ+NiMUNqala309HRKFR5AxgOrnLIN4C1rLl1K/qwtklkubWdZ5sOj4FuCUi/hQRfwFGA5MltduWx7A9kl+cMLOUeKRlZklxaJlZUhxaZpYUh5aZJaW2iwgt07XjjrHXTrvVfaA1Gws6rW/qEqyeFr8+f3FE7FzXcQ6tIuy1027M+Oqkpi7D6mHcUf9o6hKsniYeP7T6OxsK8vTQzJLi0DKzpDi0zCwpDi0zS4pDy8yS4tAys6Q4tMwsKQ4tM0uKQ8vMkuLQMrOkOLTMLCkOLTNLikPLzJLi0DKzpDi0zCwpDi0zS4pDy8yS4tAys6Q4tMwsKQ4tM0uKQ8vMkuLQMrOkOLTMLCkOLTNLikPLzJLi0DKzpDi0zCwpDi0zS4pDy8yS4tAys6Q4tMwsKQ4tM0uKQ8vMkuLQMrOkOLTMLCkOLTNLikPLzJLi0DKzpDi0zCwpDi0zS4pDy8yS4tAys6Q4tMwsKQ4tM0uKQ8vMkuLQMrOktG7qAqzpLP1gOUMmXgbAwpVLaVVRQbeOOwLwyrt/5aDd92Hjh5vYd5eeTDh3DB3aVjb4XCvWrOLSB2/gnX+9z8YPNzHi+M/z+cPPKMnjaGl+eML5dP34Xpu3T/nWFax8bxEzRt/BDrvvzKb1G9n700dx2PCztuk8f//1szx/zyMse2sBg+6+np0P+DgAC1/9G7NvmwRABBw2fDC9jz98m85VHw6tFqxrxy788vJ7ALht5o/p2K49Iz51HgB7jz1l874vP3A99//hp1xy/OcbfK57fv8o++3ai/uH38LiVcs4bvxQBh96Cm1bt9n2B9LCtGrXlrN+/O0t2la+t4jd++zPabf8FxvWrOWRL46m5zH96L5/7wafZ6fee3LyjZcx+7Yfb9He9eN7MmjijVS0bsXqxct4ODtXRetWDT5XfXh6aHU6sncf3lzyzjb1IcSqdauJCFavX8OOHXagdUXj/CNvadq0r6T7/r1Z/s7729TPTr0+xo499tiqvXVlu80BtXH9BqRtOk29eaRltdq4aSO/fv1ZTtz/iK32XTxlHH9b9I+t2i86/lyGHHbaFm1fPOYsLrj3ag65cSCr1q3h7qHXUlHh/zMbYtO69TzyxW8A0Hn3XTjlW5dvsX/t8pUsfPWv9Ltg0Bbt61ev4fFLry/Y579f8xV26rVn0TUsfPWv/Obmiax8fzEnjhnRaKMsaILQkrQJeCk792vABRGxup59TALuiIhXJY2OiJvy9j0TEceUtOgWaO2GdZz0neFAbqR13uGf3eqYu8+/ruj+Zr3xLAftsQ8PXzyBN5e8w7k/vIIje/elc2XHktXcUhSaHgK8O+91HrlwNJI4ZOiZdO29ZQi17dC+4P0aYpcD9+Gc+29l2ZvvMOumH7DXkX1p3a5tSfquS1OMtNZExCEAkqYClwB31KeDiPjPvM3RwE15+xxYJVDZpt3mNa2a1Gek9eCcn3Ppiecjid7d96RH193568K3OLTHgSWtuyWrWtOqSSlHWlV26vUx2rSvZNn8f25eqC+3pp4ezgb6AEi6Avhi1j4pIu6U1BGYBuwJtAJuiIiHJM0CrgTOBtpLehF4JSKGSloVEZ0kPQhMjogns/7vBZ4AHgNuBk4A2gHfi4i7G+XRbmfqM9L62I678vRfnueo3n1ZtHIpf1v0D3p023q9xMqnVCOtFQsW0mmXblS0bsXK9xbxr38soPNuO5egwuI0WWhJag2cDkyXdBgwHDgSEPCspN8AHwcWRMQZ2X265PcREVdLurRq5FbNQ8AQ4ElJbYFPAyOAC4HlEXG4pHbA7yTNjIj51eq7CLgIcr9wtm0u//QwvjrtJk684wIigjGfuWTz5RXWPM3/7R95ZsJ9rPnXSqZfNZ5u+/TkM7dfzXsvvc6fpj6eW8dSBcdeMZzKHTs3Wl2KiEY7GWyxpgW5kdbXyIVJt4i4JjvmBmARMB2YSS6AnoiI2dn+WcCVETGnamSV13/VSKsSeAPYFzgNGJKNxB4mN7qrWkfrAlwcETNrqrnvngfEjK9OKs0PwBrFuKO2nrZa8zbx+KHPR0T/uo5r0jWtKqrhNdOIeENSP+AzwI2SfhURhSflW993bRZupwLnAg9WnQ4YGREzGli/mTWh5vKa82xgoKQO2TrWIGC2pD2A1RExBRgP9Ctw3w2SarpC8SFy087jyI3aAGYAI6ruI2m/7JxmloCmXogHICLmZgvlz2VNkyLiBUmnAuMlfQhsIDeNrG4iME/S3IgYWm3fTGAy8LOIWF/VN9ALmKvcEG8RMLCkD8jMyqbR17RS5DWt9HhNKz3Frmk1l+mhmVlRHFpmlhSHlpklxaFlZklxaJlZUhxaZpYUh5aZJcWhZWZJcWiZWVIcWmaWFIeWmSXFoWVmSXFomVlSHFpmlhSHlpklxaFlZklxaJlZUhxaZpYUh5aZJcWhZWZJcWiZWVIcWmaWFIeWmSXFoWVmSXFomVlSHFpmlhSHlpklxaFlZklpXdtOSVfUtj8i7ihtOWZmtas1tIDO2ff9gcOB/8m2zwSeK1dRZmY1qTW0IuI6AEm/BfpFxMps+1rgybJXZ2ZWTbFrWrsC6/O212dtZmaNqq7pYZX7geckPZZtDwTuK09JZmY1Kyq0IuJbkp4CjsuahkfEC+Ury8yssPpc8tABWBERE4B/SupdpprMzGpUVGhJGgdcBXwja2oDTClXUWZmNSl2pDUI+BzwAUBELOCjyyHMzBpNsaG1PiICCABJHctXkplZzYoNrWmS7gZ2lPQl4JfApPKVZWZWWLGvHt4m6WRgBbmr46+JiF+UtTIzswKKCi1Jt0TEVcAvCrSZmTWaYqeHJxdoO72UhZiZFaOuT3kYAXwZ2FvSvLxdnYFnylmYmVkhdU0PHwCeAr4NXJ3XvjIilpatKjOzGtQ6PYyI5RHxJjABWBoRb0XEW8BGSUc2RoFmZvmKXdP6PrAqb3tV1mZm1qiKDS1lF5cCEBEfUvwnRJiZlUyxofV3SaMktcm+vgr8vZyFmZkVUuxo6RLgLmAsubfy/Aq4qFxFNTer229izif+1dRlWD2cuXyHpi7B6mlikccVe0X8QuDzDS/HzKw06rpO6+sRcauk/0v2Zul8ETGqbJWZmRVQ10jrtez7nHIXYmZWjLr+Gs/j2Xd/HryZNQt1TQ8fp8C0sEpEfK7kFZmZ1aKu6eFt2ffBwG589BHL5wHvl6soM7Oa1DU9/A2ApNsjon/erscleZ3LzBpdsReXdpT08aqN7C/x+COXzazRFXtx6eXALEl/BwT0BC4uW1VmZjUo9uLS6ZL2BQ7Imv4cEevKV5aZWWHF/t3DDsB/AZdGxJ+AHpI+W9bKzMwKKHZN6x5gPXB0tv0OcGNZKjIzq0WxobV3RNwKbACIiNXk1rbMzBpV0X+sVVJ7PvpjrXsDXtMys0ZX7KuH44DpwF6SpgL/BgwrV1FmZjWpM7QkCfgzuavijyI3LfxqRCwuc21mZlupM7QiIiT9PCIOBp5shJrMzGpU7JrWXEmHl7USM7MiFLumdSRwvqQ3gQ/ITREjIvqUqzAzs0KKDa1Ty1qFmVmR6vo8rUpyf9RiH+Al4EcRsbExCjMzK6SuNa37gP7kAut04PayV2RmVou6pocHZq8aIulHwHPlL8nMrGZ1jbQ2VN3wtNDMmoO6Rlp9Ja3Ibgton21XvXrov4hpZo2qro9bbtVYhZiZFaPYi0vNzJoFh5aZJcWhZWZJcWiZWVIcWmaWFIeWmSXFoWVmSXFomVlSHFpmlhSHlpklxaFlZklxaJlZUhxaZpYUh5aZJcWhZWZJcWiZWVIcWmaWFIeWmSXFoWVmSXFomVlS6vprPLadGzBgAD179ty8PWbMGBYuXMjo0aP55je/yRFHHAHAddddx+DBgzn44IO36Xzjxo3j9ddf5xOf+ATjxo3bpr5aohUrVjB27FgAli1bRkVFBV26dAFg/vz5DBw4kAsvvBCARx99lLVr1/KFL3yhwedbu3Ytt9xyC++++y4VFRUcccQRDBs2bJsfx7ZwaLVwbdu25a677tqibeHChXTv3p1p06ZtDq1SGTx4MOvWreOpp54qab8txQ477LD5+XrggQeorKxk8ODBQO5n+8wzz3D22WdvDrJSGDRoEH369GHDhg2MHTuWOXPm0L9//5L1X1+eHlpBvXr1okOHDrzwwgsl7bdv3760b9++pH1aTqtWrTjttNP42c9+VrI+Kysr6dOnDwBt2rRh7733ZsmSJSXrvyE80mrh1q9fz6hRowDYddddGTNmzOZ9Q4YMYcqUKRx66KE13v/RRx9l1qxZW7UfdNBBXHzxxSWv12p3xhlnMHLkSM4666waj5k3bx6TJk3aqr1du3aMHz++xvutWrWK5557js997nMlqbWhyhZakgK4IyK+lm1fCXSKiGtLfJ7REXFT3vYzEXFMKc+xPSs0PazyyU9+EoBXXnmlxvsPHjx48/TEml6HDh048cQTefzxx2nbtm3BY/r06VPjc16TTZs2MX78eM4880x22223UpTaYOUcaa0DBkv6dkQsLuN5RgObQ8uBVVpDhgxh2rRpVFQUXknwSKv5GTBgAJdddhknnXRSwf0NGWl997vfZY899mDAgAElrbUhyhlaG4GJwOXAmPwdknYGfgD0yJoui4jfZe0PAHsAvwdOBg6LiMWSfgrsBVQCEyJioqSbgfaSXgReiYihklZFRCdJDwKTI+LJ7Jz3Ak8AjwE3AycA7YDvRcTdZfspJK5fv35MnTqVpUuXFtzvkVbz07lzZ4499lhmzpzJySefvNX++o60Jk+ezAcffMDIkSNLWWaDlXsh/nvAUEnVX8qYAHwnIg4HzgKqYn8c8P8j4iDgYT4KNYAvRsRhQH9glKRuEXE1sCYiDomIodXO8RAwBEBSW+DTwJPAhcDy7NyHA1+S1Lt64ZIukjRH0pzly5c3+AewPRgyZAiLF5dmsHzVVVdx8803M2/ePIYNG8bcuXNL0q9taeDAgaxYsWKb+1m8eDHTpk3j7bff5rLLLmPUqFHMmDGjBBU2nCKiPB1/NOK5HtgArCFb05K0EFiQd/jOwP7A08CgiJif9bEU2C8baV0LDMqO7wWcGhF/qDpPgfNWAm8A+wKnAUOykdjDQB9gdXaXLsDFETGzpsey7777xne+851t+4GYWa3OPPPM5yOizmspGuPVwzuBucA9eW0VwFERsTb/QEkFO5B0AnAScHRErJY0i9w0sUYRsTY77lTgXODBqu6AkRHRtP9dmFmDlP06rYhYCkwjNy2rMhPYPEGWdEh283d8NKU7Bdgpa+8CLMsC6wDgqLy+NkhqU8PpHwKGA8cB07O2GcCIqvtI2k9SxwY+PDNrZI11centQPe87VFAf0nzJL0KXJK1XwecIull4BzgPWAlucBpLek1covof8jrayIwT9LUAuedCXwK+GVErM/aJgGvAnOz89yNr1czS0bZflnz15ki4n2gQ972YnJTtuqWk1ur2ijpaODwiFiX7Tu9hvNcBVxVw3k3AF2rHf8hucskRtf3MZlZ02tuI4wewDRJFcB64EtNXI+ZNTPNKrQi4i9Aze8ZMbMWz2+YNrOkOLTMLCkOLTNLikPLzJLi0DKzpDi0zCwpDi0zS4pDy8yS4tAys6Q4tMwsKQ4tM0uKQ8vMkuLQMrOkOLTMLCkOLTNLikPLzJLi0DKzpDi0zCwpDi0zS4pDy8yS4tAys6Q4tMwsKQ4tM0uKQ8vMkuLQMrOkOLTMLCkOLTNLikPLzJLi0DKzpDi0zCwpDi0zS4pDy8yS4tAys6Q4tMwsKQ4tM0uKQ8vMkuLQMrOkOLTMLCkOLTNLikPLzJLi0DKzpDi0zCwpDi0zS4pDy8yS4tAys6Q4tMwsKQ4tM0uKIqKpa2j2JC0C3mrqOsqgO7C4qYuwetmen7OeEbFzXQc5tFowSXMion9T12HF83Pm6aGZJcahZWZJcWi1bBObugCrtxb/nHlNy8yS4pGWmSXFoWVmSXFoJUjSJkkvSnpZ0k8kdWhAH5MkHZjdHl1t3zOlqrUlkxSSbs/bvlLStWU4T4t6/rymlSBJqyKiU3Z7KvB8RNxRiv6sdCStBd4FDo+IxZKuBDpFxLUlPk+Lev480krfbGAfAElXZKOvlyVdlrV1lPSkpD9l7edm7bMk9Zd0M9A+G7lNzfatyr4/KOmMqhNJulfS2ZJaSRov6Y+S5km6uLEfdCI2knu17/LqOyTtLOmR7Gf4R0n/ltf+C0mvZKPhtyR1z/b9VNLz2b6LsraW9/xFhL8S+wJWZd9bAz8DRgCHAS8BHYFOwCvAocBZwA/z7tsl+z4L6J/fX4H+BwH3ZbfbAm8D7YGLgLFZeztgDtC7qX8uze0LWAXsALwJdAGuBK7N9j0AHJvd7gG8lt3+LvCN7PZpQADds+2u2ff2wMtAt5b4/LWud8pZc9Be0ovZ7dnAj8gF12MR8QGApEeB44DpwO2SbgGeiIjZ9TjPU8AESe3I/QL9NiLWSDoF6CPp7Oy4LsC+wPxtfWDbm4hYIel+YBSwJm/XScCBkqq2d5DUCTiWXNgQEdMlLcu7zyhJg7Lbe5H7mS+p5fTb5fPn0ErTmog4JL8h7x//FiLiDUn9gM8AN0r6VURcX8xJImKtpFnAqcC5wINVpwNGRsSMBtbf0twJzAXuyWurAI6KiLX5B9b0PEo6gVzQHR0Rq7PnpbK2k26vz5/XtLYfs4GBkjpI6kjuf+vZkvYAVkfEFGA80K/AfTdIalNDvw8Bw/lo1AYwAxhRdR9J+2XntAIiYikwDbgwr3kmMLJqQ1LVf0K/A4ZkbacAO2XtXYBlWWAdAByV11eLev4cWtuJiJgL3As8BzwLTIqIF4CDgeey6eQ44MYCd58IzKtayK1mJvAp4JcRsT5rmwS8CsyV9DJwNx611+V2ch8rU2UU0D9bCH8VuCRrvw44Jfu5ngO8B6wkFzitJb0G3Az8Ia+vFvX8+ZIHs2YkW3/aFBEbJR0NfL/6UkBLl0y6mrUQPYBpkiqA9cCXmrieZscjLTNLite0zCwpDi0zS4pDy8yS4tCyZk3SwOzTEg6o47hh2TVpDT3PCZKeaOj9rfE4tKy5Ow94Ovtem2FAg0PL0uHQsmYr7714FwKfz2u/StJL2SdX3Jy9h64/MDX7tIP2kt7M+3SE/tnbWZB0hKTfS3pB0jOS9m/8R2bbwtdpWXM2AJievX9yiaTDgF2y9iOzt7R0jYilki4FroyIOVDze/iAPwPHZRdvngTcRO6TMCwRDi1rzs4DJmS3H8y2BdwTEath8/v66qMLcJ+kfcl97EtN79mzZsqhZc2SpK7AvwMHSwqgFbmQ+UmRXWzko+WP/E9DuAH4dUQMktSL3OeKWUK8pmXN1dnA5IjoGRG9ImIvcp/3tBwYruxz8bNwg9ybijvn3f9Nch+MCFtO/7oA72S3h5WndCsnh5Y1V+cBj1VrewTYHfgfYE72yRVXZvvuBX5QtRBP7tMSJkiaA2zK6+NW4NuSXsAzjST5vYdmlhSPtMwsKQ4tM0uKQ8vMkuLQMrOkOLTMLCkOLTNLikPLzJLyvwzRV0p6YN8JAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(bow_phrase_feature, target_variable, test_size=0.3, random_state=272)\n",
    "naive_model(X_train, X_test, y_train, y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "b4a95ca3ecbe3b8da77eaa9d9834878be0bde874"
   },
   "source": [
    "#### <a id='6Bb'>b. TF-IDF Phrase features</a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "_uuid": "8b97b458d199b94559d1b1b3c663d60cb683df07"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy Score - 0.4166666666666667\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(tfidf_phrase_feature, target_variable, test_size=0.3, random_state=272)\n",
    "naive_model(X_train, X_test, y_train, y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "e9eefd1af1e0ff79d438273fc29ba06dcce08c08"
   },
   "source": [
    "Features extracted from 'key words' helps model in performing better. They have better positive predictions than the later one. However, using 'key-phrase' based features improves the negative predictions.<br/><br/>\n",
    "__This is it from my side, suggestions are always welcome. Thanks :)__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "_uuid": "685edd427c106e2ea7f31710cdc6b91ca91eb576"
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}