TweetScraping.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "6931964e-cb94-4298-9ae7-25cc0ef8ca64",
   "metadata": {},
   "source": [
    "## Installation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "32967001-429a-4a20-9b9f-fe004606d578",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting ntscraper\n",
      "  Downloading ntscraper-0.2.10-py3-none-any.whl.metadata (4.7 kB)\n",
      "Requirement already satisfied: requests in /opt/conda/lib/python3.11/site-packages (from ntscraper) (2.31.0)\n",
      "Requirement already satisfied: beautifulsoup4 in /opt/conda/lib/python3.11/site-packages (from ntscraper) (4.12.2)\n",
      "Collecting lxml (from ntscraper)\n",
      "  Downloading lxml-4.9.3-cp311-cp311-manylinux_2_28_x86_64.whl.metadata (3.8 kB)\n",
      "Requirement already satisfied: soupsieve>1.2 in /opt/conda/lib/python3.11/site-packages (from beautifulsoup4->ntscraper) (2.5)\n",
      "Requirement already satisfied: charset-normalizer<4,>=2 in /opt/conda/lib/python3.11/site-packages (from requests->ntscraper) (3.3.0)\n",
      "Requirement already satisfied: idna<4,>=2.5 in /opt/conda/lib/python3.11/site-packages (from requests->ntscraper) (3.4)\n",
      "Requirement already satisfied: urllib3<3,>=1.21.1 in /opt/conda/lib/python3.11/site-packages (from requests->ntscraper) (2.0.7)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /opt/conda/lib/python3.11/site-packages (from requests->ntscraper) (2023.7.22)\n",
      "Downloading ntscraper-0.2.10-py3-none-any.whl (10 kB)\n",
      "Downloading lxml-4.9.3-cp311-cp311-manylinux_2_28_x86_64.whl (7.9 MB)\n",
      "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m7.9/7.9 MB\u001b[0m \u001b[31m245.4 kB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m00:01\u001b[0m00:01\u001b[0m\n",
      "\u001b[?25hInstalling collected packages: lxml, ntscraper\n",
      "Successfully installed lxml-4.9.3 ntscraper-0.2.10\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install ntscraper"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "2ddfcd0e-0d71-4a5f-81db-d8ce1efa5d71",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "IOStream.flush timed out\n",
      "Collecting textblob\n",
      "  Downloading textblob-0.17.1-py2.py3-none-any.whl (636 kB)\n",
      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m636.8/636.8 kB\u001b[0m \u001b[31m385.8 kB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m00:01\u001b[0m00:01\u001b[0m\n",
      "\u001b[?25hCollecting nltk>=3.1 (from textblob)\n",
      "  Downloading nltk-3.8.1-py3-none-any.whl (1.5 MB)\n",
      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.5/1.5 MB\u001b[0m \u001b[31m310.9 kB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m00:01\u001b[0m00:01\u001b[0m\n",
      "\u001b[?25hRequirement already satisfied: click in /opt/conda/lib/python3.11/site-packages (from nltk>=3.1->textblob) (8.1.7)\n",
      "Requirement already satisfied: joblib in /opt/conda/lib/python3.11/site-packages (from nltk>=3.1->textblob) (1.3.2)\n",
      "Collecting regex>=2021.8.3 (from nltk>=3.1->textblob)\n",
      "  Downloading regex-2023.10.3-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (40 kB)\n",
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      "\u001b[?25hRequirement already satisfied: tqdm in /opt/conda/lib/python3.11/site-packages (from nltk>=3.1->textblob) (4.66.1)\n",
      "Downloading regex-2023.10.3-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (785 kB)\n",
      "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m785.1/785.1 kB\u001b[0m \u001b[31m200.5 kB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m00:01\u001b[0m00:01\u001b[0m\n",
      "\u001b[?25hInstalling collected packages: regex, nltk, textblob\n",
      "Successfully installed nltk-3.8.1 regex-2023.10.3 textblob-0.17.1\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install textblob"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1c562083-b568-40db-97a0-96846d1e7aeb",
   "metadata": {},
   "source": [
    "## Scrape Tweets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "b0921b01-f811-4f90-91db-8234e7bea8bc",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "5d27892d-3bfb-4a8b-9cd5-bdc600a9c632",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Testing instances: 100%|██████████| 27/27 [01:17<00:00,  2.87s/it]\n"
     ]
    }
   ],
   "source": [
    "from ntscraper import Nitter\n",
    "scraper = Nitter()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "55efb89c-0f59-473b-87fa-96f98a310cb0",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "def palestine_get_tweets(query, search_mode, tweet_count):\n",
    "    palestine_tweets = scraper.get_tweets(query, mode=search_mode, number=tweet_count)\n",
    "    palestine_final_tweets = []\n",
    "\n",
    "    for palestine_tweet in palestine_tweets['tweets']:\n",
    "        palestine_data = [\n",
    "            palestine_tweet['link'],\n",
    "            palestine_tweet['text'],\n",
    "            palestine_tweet['date'],\n",
    "            palestine_tweet['stats']['likes'],\n",
    "            palestine_tweet['stats']['comments']\n",
    "        ]\n",
    "        palestine_final_tweets.append(palestine_data)\n",
    "\n",
    "    palestine_data_df = pd.DataFrame(palestine_final_tweets, columns=['link', 'text', 'date', 'No_of_likes', 'No_of_tweets'])\n",
    "    return palestine_data_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "bf43297b-a375-47ad-a1f6-104440f0f5d1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "19-Nov-23 10:01:08 - No instance specified, using random instance https://nitter.dafriser.be\n",
      "19-Nov-23 10:01:15 - Current stats for Palestine: 15 tweets, 0 threads...\n",
      "19-Nov-23 10:01:20 - Current stats for Palestine: 29 tweets, 0 threads...\n",
      "19-Nov-23 10:01:24 - Current stats for Palestine: 40 tweets, 0 threads...\n",
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      "19-Nov-23 10:14:47 - Current stats for Palestine: 877 tweets, 0 threads...\n",
      "19-Nov-23 10:14:52 - Current stats for Palestine: 881 tweets, 0 threads...\n",
      "19-Nov-23 10:14:57 - Current stats for Palestine: 883 tweets, 0 threads...\n",
      "19-Nov-23 10:15:02 - Current stats for Palestine: 888 tweets, 0 threads...\n",
      "19-Nov-23 10:15:12 - Current stats for Palestine: 892 tweets, 0 threads...\n",
      "19-Nov-23 10:15:18 - Current stats for Palestine: 894 tweets, 0 threads...\n",
      "19-Nov-23 10:15:22 - Current stats for Palestine: 898 tweets, 0 threads...\n",
      "19-Nov-23 10:15:28 - Current stats for Palestine: 904 tweets, 0 threads...\n",
      "19-Nov-23 10:15:34 - Current stats for Palestine: 907 tweets, 0 threads...\n",
      "19-Nov-23 10:15:39 - Current stats for Palestine: 912 tweets, 0 threads...\n",
      "19-Nov-23 10:15:44 - Current stats for Palestine: 916 tweets, 0 threads...\n",
      "19-Nov-23 10:15:48 - Current stats for Palestine: 920 tweets, 0 threads...\n",
      "19-Nov-23 10:15:53 - Current stats for Palestine: 923 tweets, 0 threads...\n",
      "19-Nov-23 10:15:58 - Current stats for Palestine: 928 tweets, 0 threads...\n",
      "19-Nov-23 10:16:05 - Current stats for Palestine: 932 tweets, 0 threads...\n",
      "19-Nov-23 10:16:11 - Current stats for Palestine: 934 tweets, 0 threads...\n",
      "19-Nov-23 10:16:16 - Current stats for Palestine: 936 tweets, 0 threads...\n",
      "19-Nov-23 10:16:21 - Current stats for Palestine: 939 tweets, 0 threads...\n",
      "19-Nov-23 10:16:27 - Current stats for Palestine: 943 tweets, 0 threads...\n",
      "19-Nov-23 10:16:33 - Current stats for Palestine: 944 tweets, 0 threads...\n",
      "19-Nov-23 10:16:39 - Current stats for Palestine: 946 tweets, 0 threads...\n",
      "19-Nov-23 10:16:44 - Current stats for Palestine: 949 tweets, 0 threads...\n",
      "19-Nov-23 10:16:50 - Current stats for Palestine: 954 tweets, 0 threads...\n",
      "19-Nov-23 10:16:56 - Current stats for Palestine: 960 tweets, 0 threads...\n",
      "19-Nov-23 10:17:02 - Current stats for Palestine: 964 tweets, 0 threads...\n",
      "19-Nov-23 10:17:07 - Current stats for Palestine: 967 tweets, 0 threads...\n",
      "19-Nov-23 10:17:13 - Current stats for Palestine: 970 tweets, 0 threads...\n",
      "19-Nov-23 10:17:19 - Current stats for Palestine: 972 tweets, 0 threads...\n",
      "19-Nov-23 10:17:25 - Current stats for Palestine: 976 tweets, 0 threads...\n",
      "19-Nov-23 10:17:31 - Current stats for Palestine: 981 tweets, 0 threads...\n",
      "19-Nov-23 10:17:37 - Current stats for Palestine: 984 tweets, 0 threads...\n",
      "19-Nov-23 10:17:42 - Current stats for Palestine: 987 tweets, 0 threads...\n",
      "19-Nov-23 10:17:48 - Current stats for Palestine: 991 tweets, 0 threads...\n",
      "19-Nov-23 10:17:53 - Current stats for Palestine: 994 tweets, 0 threads...\n",
      "19-Nov-23 10:17:59 - Current stats for Palestine: 997 tweets, 0 threads...\n",
      "19-Nov-23 10:18:03 - Current stats for Palestine: 1000 tweets, 0 threads...\n"
     ]
    }
   ],
   "source": [
    "palestine_data = palestine_get_tweets('Palestine', 'hashtag', 1000)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dde89fe5-5966-44a5-9d92-be29ef8908ff",
   "metadata": {},
   "source": [
    "## Spark"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "03e36579-bcf3-4cde-acf5-9a134d57ce7f",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyspark.sql import SparkSession\n",
    "spark = SparkSession.builder.appName(\"PalestinTweetsSentimentAnalysis\").getOrCreate()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "20c061da-65c8-41b7-b829-6ccd6ad0c343",
   "metadata": {},
   "outputs": [],
   "source": [
    "spark_data = spark.createDataFrame(palestine_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "0361e63e-76f0-4363-b578-932be6b521ee",
   "metadata": {},
   "outputs": [],
   "source": [
    "spark_data.createOrReplaceTempView(\"tweets_table\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "b5e46c8c-7cba-4159-a16b-9beac052194a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+--------------------+-----------+\n",
      "|                text|No_of_likes|\n",
      "+--------------------+-----------+\n",
      "|Hamasın terör örg...|        223|\n",
      "|Le #sionisme a pe...|       4063|\n",
      "|Huge numbers marc...|       9334|\n",
      "|A pitch invader w...|       1478|\n",
      "|Biggest march I'v...|      12649|\n",
      "|It was Palestine ...|       4431|\n",
      "|عجيب😂👌  هذا الأ...|        418|\n",
      "|Israeli soldiers ...|        670|\n",
      "|Plan rapide résum...|        120|\n",
      "|“Fight us, take o...|       1392|\n",
      "|I didn't read abo...|       2740|\n",
      "|Palestinian famil...|        286|\n",
      "|I am shocked by t...|        272|\n",
      "|So Congress is no...|       5379|\n",
      "|Israeli forces wi...|        606|\n",
      "|Gaza children boy...|        183|\n",
      "|نیتن یاہو کو بغیر...|        324|\n",
      "|The moment Israel...|        336|\n",
      "|🇰🇼🇮🇱 Conflict...|       1617|\n",
      "|Israeli army bull...|       3853|\n",
      "+--------------------+-----------+\n",
      "only showing top 20 rows\n",
      "\n"
     ]
    }
   ],
   "source": [
    "result = spark.sql(\"SELECT text, No_of_likes FROM tweets_table WHERE No_of_likes > 100\")\n",
    "result.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "4071b879-af0d-47cc-ae9f-ca65b5af3bf3",
   "metadata": {},
   "outputs": [],
   "source": [
    "from textblob import TextBlob\n",
    "\n",
    "def get_sentiment(text):\n",
    "    analysis = TextBlob(text)\n",
    "    return analysis.sentiment.polarity\n",
    "\n",
    "from pyspark.sql.functions import udf\n",
    "from pyspark.sql.types import FloatType\n",
    "\n",
    "sentiment_udf = udf(get_sentiment, FloatType())\n",
    "\n",
    "result_with_sentiment = result.withColumn(\"sentiment\", sentiment_udf(\"text\"))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "5f7fff62-ae78-403b-abf6-1585024608ca",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+--------------------+-----------+----------+\n",
      "|                text|No_of_likes| sentiment|\n",
      "+--------------------+-----------+----------+\n",
      "|Hamasın terör örg...|        223|       0.0|\n",
      "|Le #sionisme a pe...|       4063|       0.0|\n",
      "|Huge numbers marc...|       9334|   0.28125|\n",
      "|A pitch invader w...|       1478|       0.0|\n",
      "|Biggest march I'v...|      12649|       0.0|\n",
      "|It was Palestine ...|       4431|       0.0|\n",
      "|عجيب😂👌  هذا الأ...|        418|       0.0|\n",
      "|Israeli soldiers ...|        670|   -0.3875|\n",
      "|Plan rapide résum...|        120|       0.0|\n",
      "|“Fight us, take o...|       1392|0.43333334|\n",
      "|I didn't read abo...|       2740|    0.9375|\n",
      "|Palestinian famil...|        286|   -0.2125|\n",
      "|I am shocked by t...|        272|       0.1|\n",
      "|So Congress is no...|       5379|   -0.0375|\n",
      "|Israeli forces wi...|        606|       0.0|\n",
      "|Gaza children boy...|        183|       0.0|\n",
      "|نیتن یاہو کو بغیر...|        324|       0.0|\n",
      "|The moment Israel...|        336|       0.0|\n",
      "|🇰🇼🇮🇱 Conflict...|       1617|       0.0|\n",
      "|Israeli army bull...|       3853|      -0.2|\n",
      "+--------------------+-----------+----------+\n",
      "only showing top 20 rows\n",
      "\n"
     ]
    }
   ],
   "source": [
    "result_with_sentiment.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "ef484c15-00b6-463f-95d4-1ebb5ae1bf0e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Average Sentiment: 0.023350524108336254\n"
     ]
    }
   ],
   "source": [
    "average_sentiment = result_with_sentiment.agg({\"sentiment\": \"avg\"}).collect()[0][0]\n",
    "print(\"Average Sentiment:\", average_sentiment)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "f0df80e9-5ebb-49de-99b1-d03c17c64eff",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "sentiment_distribution = result_with_sentiment.select(\"sentiment\").toPandas()\n",
    "\n",
    "plt.hist(sentiment_distribution[\"sentiment\"], bins=20, color='blue', alpha=0.7)\n",
    "plt.title('Sentiment Distribution')\n",
    "plt.xlabel('Sentiment Score')\n",
    "plt.ylabel('Frequency')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "f94b324f-38cb-4faa-a715-e568f7f517e9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------+------------------+\n",
      "|text                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      |sentiment |sentiment_category|\n",
      "+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------+------------------+\n",
      "|Hamasın terör örgütü olduğuna dair kesin kanıtlar bulundu biden ikna eden işte o görüntüler  #ZionistCensorship #Gaza #IsraelIsATerrorist #Palestine #IsraelTerrorism #İstanbul #GERvTUR #Ebu_Ebeyde #şaşırdıkmı Hakan Fidan #yağmur SincanCezaevinde NelerOluyor Cebelitarık NATO izmir                                                                                                                                                                                                                                                                                                  |0.0       |Neutral           |\n",
      "|Le #sionisme a perdu la guerre médiatique, c'est un fait, surtout chez les jeunes du monde entier ! Voir cette photo de Texans manifester pour la #Palestine est juste historique ! Tik tak...                                                                                                                                                                                                                                                                                                                                                                                            |0.0       |Neutral           |\n",
      "|Huge numbers march through Dublin for #Palestine for the 7th Saturday in a row demanding an end to the assault on #Gaza and #CeasefireNow - video speeded up to fit the original was 34 minutes long - will post extracts with audio on thread /1                                                                                                                                                                                                                                                                                                                                         |0.28125   |Happy             |\n",
      "|A pitch invader with Palestine flag and shirt saying 'Stop bombing Palestine' tried to hug Virat Kohli in the World Cup final in Ahmedabad 🇵🇸👀 #CWC2023Final #INDvsAUSfinal #Palestine                                                                                                                                                                                                                                                                                                                                                                                                 |0.0       |Neutral           |\n",
      "|Biggest march I've seen in Cork in,  forever .... #Palestine #Gaza                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        |0.0       |Neutral           |\n",
      "|It was Palestine before 1948 and it will always be #Palestine                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             |0.0       |Neutral           |\n",
      "|عجيب😂👌  هذا الأنسان من النعم اللي الله أنعمها علينا بالكويت شكرا يامحمد الكندري لقد سددت في منتصف الجبهه😂  #غزه_تقاوم_وستنتصر #الموت_للصهاينه @almaniadiplo @GermanyDiplo @FoxNews @CNNPolitics @NewsNow4USA @TheUKAr #GazaHospital #فلسطين_تقاوم #Palestine #Gaza #Israel #America #Zion #China #Russia #Korea #World #السعودية #قطر #مصر #الامارات #الصين #عمان #باكستان #تركيا #الهند #الجزائر #المغرب #تونس #طلال_الخالد_الصباح #احمد_النواف_الصباح #غزة_تنتصر #غزة_الآن #غزه_تقاوم_وستنتصر #اللهم_انصر_غزه #غزة_تزحف_الى_القدس #غزة_تنزف #غزة_مقبرة_الدبابات #انقذوا_مستشفى_الشفاء|0.0       |Neutral           |\n",
      "|Israeli soldiers brutally attack young men with rifles during a field investigation after their homes were attacked in the Balata camp, east of Nablus. #Gaza #IsraelIsATerrorist #Palestine #IsraelTerrorism                                                                                                                                                                                                                                                                                                                                                                             |-0.3875   |Sad               |\n",
      "|Plan rapide résumant la catastrophe à laquelle est confronté le peuple palestinien sans défense au milieu du silence des dirigeants internationaux malgré l’appel de la rue   #Palestine #GazaConcentrationCamp #IsraeliTerrorists #Gaza #PalestineLibre                                                                                                                                                                                                                                                                                                                                  |0.0       |Neutral           |\n",
      "|“Fight us, take our money, and our children, all for the sake of Allah. We don’t fear, our hearts are strong as iron.”  Message from a Palestinian man after his son was martyred after Israeli warplanes bombed their home in #Gaza.   #Palestine #Gaza_Genocide #GazaGenocide                                                                                                                                                                                                                                                                                                           |0.43333334|Happy             |\n",
      "|I didn't read about ethnic cleansing in #Palestine in newspapers or websites.  I didn't watch documentaries on TV or YouTube.   I WAS THERE!  I SAW Israeli apartheid with my own eyes!  Therefore, I will ALWAYS be on the side of the Palestinian people!  #Gaza #GazaGenocide                                                                                                                                                                                                                                                                                                          |0.9375    |Happy             |\n",
      "|Palestinian families were forced to leave their homes in the northern part of Gaza due to the intensive Israeli bombardment.  #Gaza #IsraelIsATerrorist #Palestine #IsraelTerrorism                                                                                                                                                                                                                                                                                                                                                                                                       |-0.2125   |Sad               |\n",
      "|I am shocked by the censorship of my incredible colleague, Dr Natalie Thurtle. She was invited to speak at the upcoming ACEM conference about her experiences in refugee health and in #Palestine, and then disinvited.   This is censorship. 🧵  https://docs.google.com/forms/d/e/1FAIpQLScDkZzAzANHidZrv_9ZwysqtlT1DdzNBq3je1vpnQRrjzPyHg/viewform                                                                                                                                                                                                                                     |0.1       |Neutral           |\n",
      "|So Congress is now openly supporting #HamasTerrorists.   They're not even hiding behind #Palestine, they're openly saying that we are with Hamas terrorists who kiIIed hundreds of innocents on 7th oct.  Shame on those who vote for such terror apologists..!                                                                                                                                                                                                                                                                                                                           |-0.0375   |Neutral           |\n",
      "|Israeli forces with a bulldozer are storming Balata camp in the West Bank.  #Palestine                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    |0.0       |Neutral           |\n",
      "|Gaza children boycotting Israeli products. #Gaza #IsraelIsATerrorist #Palestine #GazaGenocide                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             |0.0       |Neutral           |\n",
      "|نیتن یاہو کو بغیر مقدمہ چلائے گولی ماردی جائے، بھارتی رکن پارلیمنٹ https://www.express.pk/story/2567768/10/ #Netanyahu #BJP #RajMohan #Kerala #Palestine #AlShifa_Hospital #Israel #GazaGenoside #PalestineHolocaust #CeasefireInGaza #IsraeliTerrorists                                                                                                                                                                                                                                                                                                                                  |0.0       |Neutral           |\n",
      "|The moment Israeli soldiers opened fire at Palestinians fleeing to Southern #Gaza.  #Palestine #GazaGenocide #Gaza_Genocide                                                                                                                                                                                                                                                                                                                                                                                                                                                               |0.0       |Neutral           |\n",
      "|🇰🇼🇮🇱 Conflict Update  Masyaallah pidato Abu Ubaidah yang ini keren sekali  \"Salam kepada kalian, hai para pemuda kami, kalian sudah menyingkap kemunafikan dunia ini....\"  Allahu Akbar!!  #FreePalestine #ConflictUpdate #AlQassam #TaufanAlAqsa #Hamas #Gaza #Palestine                                                                                                                                                                                                                                                                                                             |0.0       |Neutral           |\n",
      "|Israeli army bulldozer is destroying the streets of Jenin in the West Bank.  #Palestine                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   |-0.2      |Neutral           |\n",
      "+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------+------------------+\n",
      "only showing top 20 rows\n",
      "\n"
     ]
    }
   ],
   "source": [
    "def map_sentiment_to_category(sentiment_score):\n",
    "    if sentiment_score > 0.2:\n",
    "        return \"Happy\"\n",
    "    elif sentiment_score < -0.2:\n",
    "        return \"Sad\"\n",
    "    else:\n",
    "        return \"Neutral\"\n",
    "\n",
    "from pyspark.sql.functions import udf\n",
    "from pyspark.sql.types import StringType\n",
    "\n",
    "category_udf = udf(map_sentiment_to_category, StringType())\n",
    "\n",
    "result_with_sentiment = result_with_sentiment.withColumn(\"sentiment_category\", category_udf(\"sentiment\"))\n",
    "\n",
    "result_with_sentiment.select(\"text\", \"sentiment\", \"sentiment_category\").show(truncate=False)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "2782c0e5-1c94-4cd6-948d-81e46812789b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "sentiment_category_distribution = result_with_sentiment.groupBy(\"sentiment_category\").count().toPandas()\n",
    "\n",
    "plt.bar(sentiment_category_distribution[\"sentiment_category\"], sentiment_category_distribution[\"count\"], color=['green', 'red', 'blue'])\n",
    "plt.title('Sentiment Category Distribution')\n",
    "plt.xlabel('Sentiment Category')\n",
    "plt.ylabel('Frequency')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "0c2433cf-fc25-4f9d-978d-10ac887afa53",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "IOStream.flush timed out\n",
      "Requirement already satisfied: WordCloud in /opt/conda/lib/python3.11/site-packages (1.9.2)\n",
      "Requirement already satisfied: numpy>=1.6.1 in /opt/conda/lib/python3.11/site-packages (from WordCloud) (1.24.4)\n",
      "Requirement already satisfied: pillow in /opt/conda/lib/python3.11/site-packages (from WordCloud) (10.1.0)\n",
      "Requirement already satisfied: matplotlib in /opt/conda/lib/python3.11/site-packages (from WordCloud) (3.8.0)\n",
      "Requirement already satisfied: contourpy>=1.0.1 in /opt/conda/lib/python3.11/site-packages (from matplotlib->WordCloud) (1.1.1)\n",
      "Requirement already satisfied: cycler>=0.10 in /opt/conda/lib/python3.11/site-packages (from matplotlib->WordCloud) (0.12.1)\n",
      "Requirement already satisfied: fonttools>=4.22.0 in /opt/conda/lib/python3.11/site-packages (from matplotlib->WordCloud) (4.43.1)\n",
      "Requirement already satisfied: kiwisolver>=1.0.1 in /opt/conda/lib/python3.11/site-packages (from matplotlib->WordCloud) (1.4.5)\n",
      "Requirement already satisfied: packaging>=20.0 in /opt/conda/lib/python3.11/site-packages (from matplotlib->WordCloud) (23.2)\n",
      "Requirement already satisfied: pyparsing>=2.3.1 in /opt/conda/lib/python3.11/site-packages (from matplotlib->WordCloud) (3.1.1)\n",
      "Requirement already satisfied: python-dateutil>=2.7 in /opt/conda/lib/python3.11/site-packages (from matplotlib->WordCloud) (2.8.2)\n",
      "Requirement already satisfied: six>=1.5 in /opt/conda/lib/python3.11/site-packages (from python-dateutil>=2.7->matplotlib->WordCloud) (1.16.0)\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install WordCloud"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "4a35d888-8853-4d17-ad7d-2215a62bf78d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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n16bdbp9i+TmRQCDA29/+dj75yU8yMjJCW1vbWY8/T548f9vkLRZ58uQ5a46mC73vvvuQZTkXX3GUiy66iO9///vA5PoVl19+OVdeeSVf/OIXiUQinH/++ezcuZOvfOUrLF26lPe9732nPfb/+T//hzvuuINrr72Wb37zmxQXF/Ob3/yG/fv3z6jv5513Hj/60Y+49dZbWb58OZ/4xCdYsGABuq6zbds2fvKTn7Bw4cKTxjfcfPPN/Nd//Rfvf//7aWtro7m5meeff55vf/vbXHPNNTmXF0mSeO9738sdd9xBfX09ixcvZtOmTdMKQN/4xje46qqrcnU0TNPkO9/5Dm63e1IV8NkwZ84cPvrRj/KDH/wAWZa5+uqraWtr48tf/jKVlZV89rOfPaN2z4Rrr72W733ve7z73e/mox/9KMPDw9x+++0nLeRXVlbGDTfcwFe/+lVKS0v59a9/zeOPP853vvOdKRr2gYEB3vKWt/CRj3yE8fFxvvKVr+BwOLjtttumtPuZz3yGm266CUmSuPXWW8/J2IqKili4cCGPPfYY69evz/XvsssuY2RkhJGREb73ve9N2ufrX/86jz/+OGvXruXTn/40c+bMIZVK0dbWxsMPP8yPf/xjKioqeOc738lvfvMbrrnmGj7zmc+watUqNE2jq6uLDRs28KY3vYm3vOUtADQ3N/P73/+eO++8k7q6OhwOB83NzVx//fUsXLiQFStWEA6HaW9v5/vf/z7V1dU0Njaek3OQJ0+ev2Fe39jxPHny/LXwhS98QQBixYoVU9bdd999AhA2my2XxecoyWRSfPGLXxTV1dVC0zRRWloqPvGJT4jR0dFJ21VXV4trr7122mPv3btXXH755cLhcIhQKCQ+9KEPifvvv/+0WaGOZ/v27eL973+/qKqqEjabLZfy9p/+6Z/EwMBAbrsTs0IJIcTw8LD4+Mc/LkpLS4WqqqK6ulrcdtttk9LlCiHE+Pi4+PCHPyyKi4uF2+0W119/vWhra5uSFUoIIf70pz+JRYsWCZvNJqqqqsS//Mu/5LIvnY7pskIJkc2+9J3vfEc0NTUJTdNEYWGheO9735tLR3v8GBcsWDCDs3bq4x1lugxFd9xxh5gzZ46w2+2irq5O/PM//7P42c9+JgDR2tqa2+7odb/77rvFggULhM1mEzU1NeJ73/vepPaOZoX61a9+JT796U+LcDgs7Ha7uOCCC8SWLVum7Vc6nRZ2u11cddVVMx7r8ZyYFeoon/3sZwUgvvWtb01a3tjYKACxc+fOKfsMDg6KT3/606K2tlZomiZCoZBYvny5+NKXviRisVhuO13Xxe233y4WL14sHA6H8Hg8Yu7cueJjH/uYOHToUG67trY2ccUVVwiv1ysAUV1dLYQQ4t/+7d/E2rVrRWFhYe7e+tCHPiTa2trO6BzkyZMnz/FIQpxQjShPnjx58uR5g1BTU8PChQt58MEHT7nd008/zfr167nrrrumZOg6GQ888AA33HADDz300KS4oDx58uTJc2bkXaHy5MmTJ8/fFHv37qW9vZ3Pf/7zLFmyJJfWNU+ePHnynB354O08efLkyfM3xa233soNN9xAMBjkd7/73auaAStPnjx5/pbIu0LlyZMnT548efLkyZPnrMlbLPLkyZMnT548efLkyXPW5AWLPHny5MmTJ0+ePHnynDV5wSJPnjx58uTJkydPnjxnTV6wyJMnT548efLkyZMnz1mTFyzy5JkGU1ikTR3DMl/vrvzVYJkWyXiKTEpHWK99zgjTtEhEkhgZg7/mnBVCCNKmQdLQX++u5MmTJ0+evzHydSzy5JmGttgwz/UfYq6/lDXh2nPWrhACQ1jololLtZ2zdl9LTMNkfDh6UuFAUWScHgd2l33S8oHOIX78d79i3upGrv7gJfgKPK9Fd3N07uvi6zd9nw9+812c/+YV56TNdDKDosooqvKGSVk6rqf4Q+s2ehJjfHVpvuhbnjMjqqdJGTpHn3K/zYFdyU8Z/trRrTimlUJgAWCTvciSfUbvNyEsDJHEEgaa7EKWtFe7u6clqetYQuDUNORZvqN10yRjmmiKjO0c3fuWEKQNg4SuI0ng0mw41L+u5+qvazR58pwj6r1h6r3hc96uISx2jXaxa6yH99efd87bfy0Y7BzmC1d9i8R4ctJyyxKkkxnCFSHe9+W3cem7101ar6gKweIALp8TSX7tJ+GqTSVcWYDNeW4+dsISbPj9i1QvqKBhSQ2aLf86fbXQ0zrjQ1EyqawVxu6y4SvwnvKcCyGIjydIRJOYuokkSTi9Dnwh7+ty//2l8b8HN3N/225G00mieor/ueAdXFRW/3p361XFtFIkzSEUyYZdCeYmxqaVJmONYwkTu+JHlV0zblMIi6QxgIUBgISEJKmokhNVdiNLyqsyljOlNXIfbdE/kTSGyFgRVhV9jUrP5Uic/r2pW1EOjv2GofROmkOfpMDR/Br0+NQ83dZKbyzKW+ctIOBwzGrftrExXuhsZ0G4iJXlFeekP0ld54nWI/xix1aEBR9etoJrm+accp+jFvY3ivLqdOS/hH8BpM1RMuYYgqxbjkMpQpM9SNKZebIJYZEyhxHCwK6EUGT76Xf6K2E8kyRtGSSMDKok49HsjGUSeFQHhQ4PprCI6SlGMwlkSSZoc+HVjr2MBlNRBGBaFklTR5NlCuwenIqGJEm0x4YJO7w4lexLOKKnSBgZSpw+0pZBS3SIFwaOMJpJ0hodwqYoBG1uXKotOxEy0oxlkuiWiUPRCNpd2GUVSZIwhcVIOk7cSGMKgSYrFDm8ufWvFb5CLx/8xjvRM8ak5UPdw2z80ys4vU5Kaoum7BeuKOAz//Wh16qbU6hoKuM7j3zpnLUXG4uz4c4XueRd51O3sBLOQrDIXvsMY5kkGcvArqiEbG4cSvbadifGcMgaCTNDxjSxKdlrb5OzkxLdMhlIxUhbBhnTeF1d+CzTIhlLER2Nk0llQICsytidNrxBD3anbdYT+/72QX7x1bvY99IhoqMxFpw/h4/ffjNVc8tPus/4UJS7v/cgWx7dTmwsgWpTWfeWVdz8lbdjc/xlWgtfSz48ZzVvrWnmye5DfHfHhte7O68JQ6mdPNv7CQocS1ha+PcE7XMnlu9g98iPSBg9LC74HFXeK2fcpm5Fea73U8SMbmyyH1nScCghChyLqfJcgd/W+Ib6Btf53kaF51L6EhvZNfyfr3d3zpqrG5vOeN/GggIaCwrOYW/AbbPxpjnzaAoV8OtdO2a0z/BgFAnw+JzY7K/t9/5MyAsWfwH0xjfQEX2IhNFL0hhkafhLVHquRpHO7GVkWAn2j/6EpDnIguCt+O1n/uC9XuhW1rxpV2Y3QXi8dy+vDHcwlkkQ09NcWNLIiwNHaPAW8YWFV5KxDF4aauXO1i3olsl76lZzVfmC3P7/c+h5xjJJ7LJKV2IUCXhHzQouLG7Epdr4+Eu/4WuLb2B5YRWWEPy5ezcvDBzh+6veQVdilJ8ffoHdYz1YQtAVH6HCHeRNlUtYHKpgTE/wZM9+Xhg4QtRIEbS5uL5yMSsLa3AqGj2JMf738Eba48PololXdfDpeZfQ6Js6iX81cXmdXPyOydaWZCzFU79/AdO0uPBtq5m76phmMzIcZbhnlEw6q20OlQQIFgdQtcmaOiEEpm4y1DNKfCyOZQnsThuBIh/ekCf3Mk3GUoz2j2Fz2lAUhbHBcQzdxObQCBYF8ARcyMoxoXuoZ4TR/nEsM2vaL6kJ4yvwTnk5C0uQSqQZ7R8jEU0hLIFqU3B5nfgLfTjc2ectOhpjbCDC/s1HGOwapq91gENbW9EcWWGyrrkK1Ta7l/94JsWG3oNs6DtEVE/jtzm4rnIha4tqcak2vrLtYWo9BQyl4wwko6iywifmrGNlYRVI8MpwJ3cceomUaRCyu1AlGa/22k9WLNOir3WA5+55mVee2MVwzwimYWJ32impCfOWT1/NgvPnztq6U1pXzKf/80N07Ovi/h8+Rmw8ftp9Xrh3E8/ctZHzrl/O4ovmk0nrhCsKUNQ3lob4jYpT1ShX/ZS7/bN2IflLRkLFEhlieldOsEiZQ2SsMRTpzARSCQW/rYF5gQ+iWzHGMocYSL7McGon84Mfoth1HrL0xpiOqbIDVS7BrZa+rtaUo7FivdEYSUNHUxQKnS4CDgeSJJE2DMbTKUwh0E2TaDqN22aj2O3BqWmkDYO+WJRYJoPHZqfM60VTlFzbumXRHYmQNg10M2vR9NntlHl9AIylkgzG46iyTJHbg/84a0dXZBwJiYxlkshksKkqpR4vbi2rYIxl0vTH4iQNHVmSCDgclHqmfnNmyu9/8jTjo3FWXzSX+rmlBAs9eH0uZEV6QwoZb4w7meyF3rOnm8bGYuz2198v741Epedail0XMJDYyJ6RH7ze3XlD0J8aImVmaPBWz3rf7sQo/77yHfzdlrsZScf5wsIr+bc9jzOUilHq8nNl2QLKnQHu75xGmyCgKz7Cp+auZ2mokl+3buLpvgMsDJSdMmZCkeSc8HJn2xYsIfj0vEuONSsEGwda2T7SyU21K1gUrODu9q081rOXEqePJl8xm4baGEnH+fz8y6nzFtIRH6XCHZj1+M81hm5y8JUWnrtnE/NWN3L+m1aiKMc+SAe3tvLnnz1F+75uBjqGuOETl/O2/3MtwSL/pHYs02L703t58CdP0N8xhKmbeENulq5fyOXvu4Di6qxrWuuuDu68/QECYR/BYj87n91HIprE5tBYc+1yLn/fBRSWh3Iv3C2P7uDJ373AcPcIPUf6+eyPP8IVN18EJ7yP49EkLz24lWfvfomR/jGMjIndqVG3qJqrbrmYOSuzwtLBLS08c9dL7Nt0iP72IR775TO88KctueN9+8EvEioJzPj8CSHYMtTBS4NtvK1mCSsLq7i/YxdP9hygyOFlUagMBByKDPLF5suo8Rbw77s3cHf7NhaHyhEIfrT/edYW1fH+hlXsH+/nX3Y9zjx/8Wwv5VkTGYnx559v4Nm7X2LZpc1c/I7zkGSJwY5hOg/2IMkyijp7S6uiKnhDHoqqw/gKPTMSLNr2duL2ubjmw5dSs6DyTIZzzkibBvvHBihz+Qg7PSQNna74GLplUukJ4tXsjKWTDCRjFDhchOwuonqaoVScmJ4mY5nIkoTf5qDc5ceuHBNcLSE4EhlGlWXKXD46Y2OMZ1IABO1OKtwBbIpCJJOiPxnFpdqQJYmBZAzDsvBoNsrcfjyqbdaTFCEEGctkKBVnLJ0kZRqAwKXaKHZ5CdicOaFkMBljJJ2g0OEmpqcZSSexELhVGxVuP+7jjn80Fq0nHmEkncAUFg5Fo8jpodDhniTomMLKnbvERMICu6IQtLsIOzzYlNlNjjXZjSa7ietdE+fXJGkMIiFjU0JTtjesBEljkIwVwRIGkqSgSk48WuUx5Z8k4VAKKfesn2hTZzC1jt3D/8mRyB/xaFV4bdUTY7dIm2OkzEEMK4kkKdgVP06lGFm2IU28uGJ6N4YVw61VENd7MKw4kqRgk324tNKcECSEwBRp0uYwGSuCaaVBktAkF061GE0+swmvEALDihM3ejCsBLKkoUi2XGzG2ZIxTZ7v6ODBg/uJZTI4VJWlpaW8ac48Cl1u+uIx7tm3h7FUCk2WaRkdpTFUwE0Lm6kLhhhJJrln/16ebD1CQ7CAL11wMWG3O9t3YFd/Hz/fvhVFlmgbG6M7GuE9zYv58LIVyEhs7unmzt07yZgmNy9eylUNxxSwP9qyiYSu41RVemMxDMvknQsWsb62DpemcWBoiN/v2cVQIo4Awi43X1h7Qe74s6W2qYTnH9/N736yAa/fxYKl1SxdU09JRZBQoQ+ne/bP7qvJG0awAPjS//0D//mjW6isnPrw/i2jyHacchinWoL0BgiGeiMQM5L0pgawKzYUScanefGoM/N7rXEX4FA0qtwhGr1FOBUbbtVO3EjPaP9lBVU0+Ypxqjbm+orZPdpNxjKm3XamuYcMYdESGyRmpInpaXaMdCEj0RUfZTSdAKDOW8imoVY29B1gIBWlxlOATX59H2EhBEPdIzx3z8sIS3DJu84nUOSbtM2Si+bTuKSGQ9tauePLd560rY79Pfzg0z+nrKGYt3/2Glw+Fwc2HebZP75MdDTG+79yIy6fE4D4eIJDr7Sw+OIFXPPhS3C47Gx8cCuP/uJpSmrCXPDW1Wj27Lm55F3rWHnVEnY9v59///j/nHQc3Yd6uet7D1I9r5z33PYWVJtCf8cQmaSes0YA1C+upqA8xPYNe7jnPx7mipsvYsWVi7BNKER8Bd5ZnUNDWLTGhhnNJEiZOttGujCFRW8ywlA6ltvu4pJGKt1BnIrG4lA5f2jbioUgZeocGO/nm8uuw6lqVLmDrCysJqanZtWPc8Fg5xBHtrWy6MJ53PL1m/AXHjsXpmEiyRKyfEywEJZgoHOIwa4R0ok0ml2loDRIaV3xJKvTTBkbGKe/Y4jEeIKuAz3oGZ19Lx1isGsYgLkrG/AE3a/5R3goFee2TQ/x7oZlvLdxOV3xMb617QnGMyn+fvHFrC2u5eWBDu5p3clbapu5omIOmwY7eLhjPz2JcZKGjikswg4PtzStZE1xdS6Q2rBMvr/7WTRZ5k3VC3mgfQ9tsVF002RJYRmfa74Im+Ji31g/P93/MmGHh4DdyfbhbsbTKQJ2J2+uWcgVFU34bc5Zj603EeGXh7ZwaGyQmJFBt0w8mp3Lyht5U/VCws5skoZn+o5wT8suVhdV05eMcDgyRNo0sSsKb69dzJuqF2JXFJAkDGGxaaCDP7TsoHNCAHOrNpYVVvC22kXUeY8pDrrj4zzQvofNg51EMmkEApuisrqoinfXL6PENbvnUZVdqJKLuNGDJUx0M0LKHEKTvdjkye+2jDlOb+IFuuNPkdD7EFi5yf2y8G241eld9WRJI2RfQKXnSo6M38VgaiteWzVCWET1Djpif2YotQ3diiMh41bLqfZeS5FzBaqcvUYtkXvpT7xIvf9GeuLPkDKHAHAoYRr876DYuSZ3jmJ6By2Re4hkWjFEAiEMNNlLhedyKj2XYVeCszpHWY1/lM7Yo7RHH8YQSWyyD7+tgbQ5Oqu2Ttb+QDzOz7Zt4Z0LFnFlQyP7hwb5za4dONXDvLt5MQBDiQTjqRQfW7GSplAhKcPAPhEIXer18tk15xOwO2gZHZnUviUEv9u9k7nhMJ9Yvortfb18+/lneNu8hXhtWWHw6oYmStwe7j+wb9o+9kQjfO6881lUXMLPt23lydYjLC0txaVpVPr9fGLFaqp8PnpiMT7/2MNs7Orghjnzzuh8XPuOVVxw5UL27ehg28YjHNzTxZYXDlFWFWLxqjqaFlQQLvETLPSgvgEssm8oweKNSMocIaFnfSMFFgmjB0sY2JUAHq12Itbh2EdKCIu43knc6MUUKRTJgUstwaNVIh1nVsyYEWJ6OzYliCo5iekd6FYUSVLwaFW41NJZmUaFEAgMEnrvhKYjgcBCld241bIJoeTUH+qkMUAkcwS7UoDXVoMi2RhPHyZhdFPiuiC3vxAmSXOQaKYVv60Jh1owoRVJkDD6SBvDGCIFSNgUHx6tEpscyO0f0ztJGUN4bNUkJ7YXgF3x47M1zCgwzqu5aU9k2Dm+H7us0eStm7FgcTS7gyLJaBMTc4nsy2YmeFR7rg1ZkiftJyEhjhMn0ubMUn4alolumRyJDvJg1y7UiclXqdOf+9gvDVXhkDWe6T/E/Z3b8WoOPtCwlmr3ufUBnQ3JaIotj+1g30uHufajlzJ35dTgTtWm4g/7CFcWYHee3Krz5589RTqR5tZ/u5nKOWUALFzbhKIpPHPXS6y+ZinLLs0GA5qmRVlDCdd97DIWnJfVJIVKg3Qf7qN9bxfLLmsmEM5OAmwOjYLSIEWVBZMmtZMQkIpnSMXT1C2uZuG6OXgC009AA0V+AkV++loH0Bwa4YoQtQsqp2TBmimmZZGxTFpjIzzQuRtt4jkpcngI2Y/d0z6bPXdfKPKx+y5tZoVax8Q9KUkSDkUl9jpkm5WVbIYs07Aw9clxHie6IAkhOLy9jYd/9iQd+7rJJDPIskxxdSE33HolC86fM2sBoPNAD8/c/RJdB3tp2dlBKp7igR8/ht2ZvTaf/I9bcAdcr7lgYZMVqjxB2mKjCCEYz6ToT8bwaHbaY2OcVyQYTidQZJkipwdZktAtkzpviItL6ylwuOhJRPjFwc3ccXAT84LFFDmPZVUzhUXL2BAPspclBeW8paaZqJ6dZPtsx1w4xjMpjkSGubS8kQ80rSRlGjzQsZdfHtxCkdPD+cW1uXtsJhw9jx7VxjVV8yhz+0kaOo92HeBP7XuocAe4qnJubvvBVJwHO/ZyeUUTH5+3Ft0yufPIdv7f7udYEa6kzhtCCEFrdITbdz5N2OHhg02r8Nns7Bzp5dHOAyQNnc82X4jP5sASgmd6Wnik8wAXl9Wzuqga07Joi43iVjW0WYzlKKrkwq6EcrGNaXMUw0rgVAsnaYqEMOmOP83BsV/h0aqp978dl1qKbsWIZFpwTGPdOB5NduO11SAQxDIdE64/I7RE/shQahulrnWE7AvIWFE6Yo+yf+wONNlDgaM5NzeIGz20RO6l2ns1Pq2OuNHNkfG7OTD2S0L2BdgUH5IkIbCwKX6qvFfhUovRrRgd0Udojz6IV6uk2LVmVudIYDCc3sWBsV8SsM+jynMlAsFAcjNDqe14bCf3JOgfiDA4HMUwsu+HOY2lOB2TFaaWEHRFxhlJJrmqoRG7qlIbCNIYKmB7Xy/vWrgIAFmSWFBUxMJwMZIk5YSK0/ZfCMbSKYpd2WfNY7djV1WS+sxfmivLymkIFuBUNeYWhtne34s+4W5rV1R60lE290RJmQZ+h4PhZGLGbU+Hz+9i9YVzWX3hXPp7xtiztY2dr7Tx6D2v8PAfNtG8opZFK2upbiimrDKUU3S9HsxKsEindTZvaqG6upD29qx0XFTko7YujKap9HSPMjoap2HCnSkSSdLdNUJhoRdZkRkdjTM6Ese0LMpKA/T0juGwayxYWI6qKggh6O8fo71tEEmSKC0NUFNbiCzLCCGIjCdpbRskGknictmpqi6gsDBrxotGk/T3R1AUmbHROJFIknCRj/q6IuwODV03OHiwj5HhGJYl8HgdzJ1bhtt96snAePoAh8d/jUMJo8oeopkWdCuCIjmo9F5NufsybMpRlw7BSGonrZE/kjD6EeiAjEstptb3dgqcS48zY7ZzYPQOPFoVTrWE4dRW0uYIljCo9r2JSs/Vs/a5zJgRjozfSUxvxRQ6FtmHpMC+iFr/2/FoVSfdN2kM0Bq5m4HEy1R5r8OtlaNINjqiD9ISuZPra59Fmih7YgmDoeQr7Bv5bxYXfoESNZv9J5ppmxh7L5bQsYSOLKmUuS+hwnMVDjU7Ae6NP0tX7BFK3OuIZtpIm0OYQgcEtd63UeW97rRCUMjmp9FTg4mFW3Hh087MxHhmSCd60eTwanb6kuNYQhDT0+yP9E/ZU5Ek4kYawzJRJHlCqNIodvhYE67jXbUrqfYUYFgWKVPPuViNZRJUeUJ81H8BfclxPr/lLjYPtb1ugoWhGxzc2sozd7/EvPMaWffmlWekZT7Kzuf2UdFYmhMqANx+F83nz+XPP9vAke3tOcECoLyhhOp5xzSCwWI/bp+T2HgcPT27WbUkSxSUBahfXMVLD23FMi3mrKijorGUgrIgqvbq6WBsikqx08vqcDU316+i3leYSw5wNAkAnPyu82kOQnYXe0Z7CdndRPQk7bER3K9DOuOC0iANS2t5+eFt/PnnT7HyyiWU1RXj9rumBGyPDozzm2/9kdhYgsveewFl9SUMdg5x/w8f5Y5//D3/+LvPECqdnSa1trmKUGkQQzf43y/fSU9LP+//2k2U1Gbd6Iqrwq+Ly4BNUan2BmmJDKNbFkOpOJok0+AroCM2Sso0GE7FcakaYUdWYLi6ch6c4MHVGh3hT227SRo6QohJ7lD9yRifbZ7DFRUnzzBjCou5gSLeWb+Uel/2veGzObh9x9NsHeqmOVQ6SZidCTXeEJ9bdPGkZaqs8P92P0d3fHxSP3Vhsq64lvc1LqfUlRX8FUnm/256kH2j/dR4ghjC4tGuAwyl4vzzqmuZG8jGkM0LFBPV02wa6GDf2ACri6oQCKJ61hWmyR9maUE5LlXjorO4xrKk4VQKyVjjxI0edCuOQOBUikkafbnt0uYYXfGnsCl+5oc+SsDWeNx369IZHSubGcqFbsUQmIyk9zKc2kGJax2N/ndjU7LnyK2Vs3Xw2/Qlnsdnq8WuBAAwRZoqz5U0+N6JJEnoVpy0OU5b9E9E9Q4KlIUABO1zc/EiR7GEzoGxX5I0hxCIU3zVpqJbcXrjz6FIDuYFP5hr26OVE9e7sDh58ogXNh3m0af2EI1lLarf+crbqCyfLIQJsq5QqiyjTAiHsiShyjK6ZeWUKnZVxTkR1zAbZEliVXkFL3R2EHQ66IlFqfL7KfXO3LrlttlybnaKLCEECASmsLhn/x7axsZwazZMy2IwHudclk7yh9zUzyvD6bajp3W2b2ph385ODu3pprgsyPmXLWDFBY14vLO3QJ4LZvW1jMXSfO/2h7nuhqXEY2kSiQyqKnPdDcuYM6eUHTs62La1jY/feil2u0Zf7xgPP7SdNec1YneoPPvMfmRZpqtjmPqGYkzLovXIIH/3xWspLvZjWYJNL7VgCYtkUkdVZN76tpVU1xQSiSR58cVD7NvbjaYpZDIGNTVhLrp4HoVhL/194zzwp204HBo2m0okmqS2NkxFeQi7Q+PQwT7+dN9W3G47lhA4HBqVlQWnFSwgO2FP6H2Uey6nMfA+TCtJR+xBWsb/gFstp9C5AllSSRoD7B39MRIytb634VSLiOtdtEX+yP7Rn7Jc+xpO9VgKU8OKM5TaSoFjCeWey7ErIVLG0IS1YHbaT0mSkCUFh1qA396ESytFCIv+xAv0JV/EpZXh8U8WLLIvEomkMUBb5F4Gk1uo9F5NpecqNHl2E/Xs8TU8thrCrlU4lEJ0K0Zn9CE6Y4/gszfmBAuAlDlIb+xpKr3XELDPxbCSHB7/LftHf0qRa21WO3QKxjNRDsbacMh2vJobSxTgVs5eEzmeSbJ3vJfdo920xYZRJBmHotHgDVPhPv0k54LiRl4cbEG3LHRhENNTk17YLlWjwhXkid793N+5g2KHjzn+YsIOL8sKqhhOx3msZy/FTh+GsAhoLpYXVBGyu9k71kNXYgxNVrCEIOzwUuGa3cTrXCGEYKhnlKfvfAFZlrni5otm7QJ0IpHhKGX1k+MCZFnG7rIjydIUv3qH247T4zhuWwlJlrBMcUYF+IqrCrnp729gw+9fZNuTu9n86A5qF1ay5tplLDivCbd/mgnXOfhYyJLE4lA5vYkIj3bvo2w0gCksfJqD5YWVhJVT1/uwKSo3VDbz5+69DGfixI0MUT39uggW/rCP89+8ktGBcV68bzN7Nx5k/ppGmpbX07C0Fn/Ym7MabXtyNwe3tPDJ/7iFVdcsQ7OpmIaJaVj8+PO/ZPsze7nknefP6viegBtPwJ37v91lp6y+eJKw+npgkxVqvSFe6m+nPxmlMzZGtTdIna+AvaP9dMXHGEzFCDs8FDiy91lcz9AZH6U3ESWmp9Etk+74OON6CkNM9WP3qHbWlZy+5k6Zy0e565hLT5M/TNjpoS06QjSTnrVgoVsmfYkoHbFRxjMp0qbBocggUT1N0jQQTA5nWlJYNukY5W4/qqwwnE7kJmabBzowhcX24R52DvcAkLFM+pNRxjMpeuLjQFYomR8s5uXBdu5v281AMsa8YDGNvkJCDhfKGWZOtCl+NNNDXO+eyMYocKlFkwSLqN5ByhiixLUWl1p0hlkapeOs3IK40YshUvi0mpxQARC0z8OhFDKS3othJXKCBUCJ69gzIqPiUksQwiBjjueWmyJD0ugnpnehW1EsoTOS3kfGjGVjLk68SKfBFBkimRbsSgC/rSG33KEU4rXVMJ45ctJ9h4ZjdPWMEotnXY8NY+q9LEsSpV4vNkVh90A/C8JFDCbi9ESj1AQCOWHjTJEkiRWl5fzpwH629/fhs9m5edFSfPaZz7tOJohlTJOfb9vK361dx7WNc+iORtg92D/ttrPBsixGB2N0tQ/RcrCPvds76O8ewet3cdn1S1m4rJpUUmfTswe455fPI8kSF131+qT7nbUazrQEdrvGu969lsGBCHf9YRPbt7UzZ07pafeNx9O8+c0reOH5A4yNJXj/By7ku//yIAP9EYrCPpAgEHDxthtXMTwc5Ve/eJ5nn93Pe6vPp7NjmM2bjnD5Fc0sW17Lju3tPPP0PoqKfVwQzkrLw0MxamoLuf5NywgGXKQzBs4J14tDh/oZG0vwjptWU1lZwPBwlGBwZpNngUnQPp9q7/W4tayGVJZt7Br6PiOpXQTs87ApfvoTLzCePsCqku8SdixHkmSC9vmYIsX+0Z8wktpOuefyXLuGSKBKTqo81xBwnJnv3fHYlABzgh+ctEyVXYymdxPTO6doJSQU0uYIvYlnGExuocJzBZWeq9GUM5sg+u1NUzJM6WaUg+O/mHB3OnZ8S+iUuC+gxvvm3PEMK862wW8SzRw5rWAxpkfIWBkCmpe+1CBOxc7JE08eo95bhEd1oEkKKwtrqHQF8WoOLihuJGBzkbYMuhOjpEydRl8RmqzQERum2JHt44rCalyKDW0izWep08eFxY34tKxm4Mbq5Tzas4fW2BAFdjc316+hPXbMv9Op2FhVWEtET9EeH8awTGo8WYGr0VeEIklsGW6nLTaMKskUBj2oE8dyq3bGM0nGMklUWebKsvksL5h98Pq5IBlN8fJDWzmwpYW3fPpqGpfUnHWbLq+TRGRybQxhCfR0VjvrOMHVSJblc5rhR7NrzFlRT9Xcclp2dbD7+f1seXwnnft7UL5wA8svXzR1p3Ok/K7zFnBNxXw2DbbTGhtGkSQCgdKcW9QlpU3UeQtzE6Vqd5DLy+aiSTKaJPOO2mU81LWHttgIxQ4f76pbPuOYoXOJJEnUL6nh3f/wFrZv2MPeFw+w+dEdbPrzdpZespArb7mYktoiJEni4JYjpBJpDm1rZbAr+4wIIehvG8TQDTr3d7/m/X+1yAoWBWQskwPjA/QlI8wNFFHm8rF1sIvdo30kDJ1abwinamMsneTJnkO82N+GaVnZYG0kOmNjGJbFiRKtRDaL00yKbtoUdVKxL9eEy1DCyEwrsJyKtGmwa6SXB9r3MJRK4FJtKJLEYCpGXE9P6SdkLWxH358AyoQyyLBMBFnry0g6QcoweLRr/5T9V4QrKXAc+3avLMoqzJ7qOcyTPYd4qucwC4MlXFk5h/nBkpyL4GywKX5sspeo3oYiO1EkO051stLDsGJYQseu+M+wEJzAFCkMKznhUq1iWlkt/omKRUWyoUgOUuZgLu38URzHx0dMKBizgoo10c8Uw6ntdMWfJGNGUGUnEjJxow9THHXPmaVkISx0kcCphCZ5VsiShiqdulZEKq1jmqe+z2RJotTj5cr6Ru4/sJddA/2MprLfhktq6mbUxf1DgxwZHWFHfx8D8Th/PnyQSp+f86uqUWWZvlgUgaDY7UGRJI6MjuDWbFQHAowkE+zo62NHfy+HR4Y5em7mh4uo8gc4lUZJRmJeYZj9Q4MkdSOX0eookXSKzd3d7BsapGV0BEWSUGSZOYWF1AamVxS2H+7n0L4eDu7uomV/L4ZhUVlTyBVvWU7zshoq64qQZQkhBE0LK/jZvz/CC0/s+csRLJwOjRUr63A6bbg9DsJhL5ETJgNHETDJ/BMMunG5bQSCbjxeB06nDY/HTiqVQSBQZIlly2uw21UCARcNjcXs2dWFaQqGhmK0tgxy6GAf3d2jjI3F6esdY3AwemwwmsLceWWEw1n3qONTGs5fUE5ryyBPPrGHoiIf8xdWUFI6c6nXpZXiOM7a4NMasCsBYno7hpXEpvgZSe3GQmcouYWx1B4g69sY1zsxRYaY3jGpTQkZl1aO135uig5ls1f0EckcJmWOYIoUSb2XtDmafWEJAZOyaaTojj/BUHIrld6rqfBcdZxb1+wxrRQxvYuY3kbGGse00oxnDpAxx7GEPuXdVeBYiiIfM9W5tFIEgow5dtpjBW1+/JqXkcw4qqTiUWcWkLk0dMy34Oryhbn/v616We7/b69eftL9ryibP+l3nTdM3XGF9IqdPm4+ofDdqsJjWkRJkih2+nhP3eopbSuSTKOvmEbf9Nl8FocqWRw6N9lt9gz2s7W3N5dF5XQsLiphdXkFkiRh6AaHt7ey4c4XWXTBPNZev/ycFBybu6qBnc/uY6h7hMIJ03gynqJlVwc2u/aqap2PL0Dk9DhYcF4TTctqKSwP8fvv/onDO9qnCBaaXUOWZTIpHesMLCTHo0gy9b5C6n3TC9Tvrp9cKXxeoIR5gZLc7wKHm5sbVp1VH07GzoE+9gwMkDIMitxu1pRXUuA6uVZbkiSKKgu5/H0XsubaZRze1sbz977Ms3e/RLDYz2XvuxC3z0V0LI4Qgn0vHZoSe7PqmqWU1r72Wa1ORl8syo7+PvpiMeyqQnO4mPpQwYwr5sqSRNjhxqPZOTQ+xFAqwcpwFX6bA4eqsWekDxAUO71IwM6RXn5zaCs13iBvrV1EjTeIR7Xzi0NbaI2OTHsMZYbPoG6ZGJaZEy5SpoFhWTmhYDYMpxPc1bKD3aN9fHjOappDpfhtDrYOdTOQik27jyrJp0xfKyHh0eyEHC7+ftH6KdtqspKz6gC4VRsXlzWwqKCMvaP9vDLYyRPdh+hJRPj8oouo8c4+GYxN9mNTgoykdk18+wsnWRAAZNmBJCkYVhJLzL5ujGGlcgo/j1aedZOVs8+BKTKTts26FqdRJEfOJfkoknRqV6CE0UdL5D6SRj8N/ncSsM/BJnvpS24kaQzMut8TB0WV7JhWBiHMXPyoJYwpfT+RVOr0ggVkXY3ePn8BT7e10hON4rPbubi6lgXhrGucz2bnvIpK/PbpBZl4JsNQIkFNIECFz09czzCSSiCEYDiRYEtvD6vKKhiIxzAtQSSd4uDwEJ9bcz66aTGSTKLKCktLytAUhaFEVtgFuKCqhoDDkXOFqvD5ubK+Ab/dgV1V+fiKVWzs6mQwEafC5+cjy1bkag4ZVrZtSZJYXlqOpsgMJxKnjO946qEdvPLiIUKFXppX1DJ3USVzF1XiO8HFVJIk3F47NQ1F7Nnaftpz/Goxa8FCkiXcE5pDScr+Pup2cPTePipMZDJGLkAHQFFkJElCkkBVlez+kpT7qB/fxlHExL9CZP8yuoGcknE4bKxYWTfJUmK3q2iaMu1D1thYwlvftoI9e7ppaxvkwMFe3nHTGmprZ1ZdWZZsk7QS6tGXikjmNAgZKwJIjKcPTNFglLouwq1NnhRKyBPakLN3WbCEwVh6P62RP6KbEexqAYqkkTbHsU7yoEcyLaSNEQwx26AiMSlAGbLWhoHkJrpjTyKEgW1Ci5MxxxEim4LwRMnCpviQOCbJH/3/iRqZ6fCoLmpcFSTMFJqsENR8p90nzzFe6e3hB5tfYigxs2v/0aUrWF1ekQ16G4zw4E+eZGwgQs3CSjoP9EzaVlZkCstCFJQFsSxBJpUhncwwNhBBTxskoinGBiKoqoLDbc/VfLj8fRey45m9/OHfHmDdW1Zhd9pp293Bc398mTkr6pi3unHW47Qsi1Q8TSalMzYYQViC6Gic0YFxbE4bDpcNVVMxdJPO/d0c2dlOSU0RTo8DPa3TfbgP1abi9k31VQ2Xh/D4Xex8dh/ljSUEivzoaYO6RVV/NVW4O8bH+M/NL7Gpu5ukoVPm8fKO+c18bPnK09Y2kCQJX4GXZZc1U1gRovtQHwe3tLD6mmW4fS5cHgeqpvLWz1yTTSV8XHOyJOENnZ1r3bliPJXiz4cP8uvdO+mJRnCoKueVV/KplWuYVzizmA1JknCoGuVuP4fHhxjPpKj3FWAKgVezZ1PRuv0UO7Njbo+NMJZJclHpCtaV1CJLEhnToDcROWkGupnSn4zSl4hS5c1qR1sjIwynE8zxF+GZZe2TaCbNwfFB6r0FXF+9AFWWMSyLuJFmJHVmwaqqLLO4oIwH2/diCcH84GQBU0zzfwkI2V2sK6lleWEFumXyQMdehlLxMxIsNNmFUy0ipneCJBG0z5syofeoZdiVACPpPVSYo9hk34xdcS2hM5reR0/8GTxaGaGJCtUutRRFchA3utGteM4lOZJpIWWOUOhcMkkZNxMy5hgxvZ0Cx2IqPJchSwqWMNDNCLoVmVVbR1EkGx6tktH0fmJ6Vy5VbsYcJa6f2tI4E4sFZN8BhS43b5+/cNr1QaeTS2tPrpRdXlbO8rLp/RjaBvrY2NnBb9/6DgIOB9FMmnv27eX5jnYEUOzx8Lb5C6bdF5iUehagPhiiPnjsPltaWsbS0ukVYSGnixsXTD+mk1FRXUhxWYA5CyuorAujnaJOkqapzG2uJFj4+r0/z+zrd5Jnx27X0A2TocEobredttahSRaF02Fagq1b26itLWJ8PMmRIwPU1IZRFJnCQi919cUsWlTF0mU1CEsQi6ewzfAD3tc3TjDk4aqrF9HVOcK//POfaGsdnLFgYYkMltBzQoBhJRHCQJVcuQmxJnuQkGkKvB/bCenbJGS0EzQeSNKsAqZOhWklaY/ez2ByMwtCn5pwz/ISyRwhYUz/oKuSkwrvVST0Hvriz+FSSylzr5+Ulen4TFBMCEsCC8Oa7O8e13toj9yPIZI0+N+Dz1aHKnvoiz9DVG+d9vgSZ1ZBUgjBaCaCLgzmeGs5HGtnODOGW3WfdrLzRqXzcD9jw1Hq5pVPO4k9FZZp0XG4n1Q8zdxlNa9OBycQlmC4Z5SXHtqKZtfY8PsXp7wPHC4bl7xrHRe/4zwiw1Gev3cTh7a2MjYYob9jkHQiTWw0hsvnYsUVi1h55RLsThvzz2vixs9dx3P3bqLrUC+KrJBJ65TUFnH1By+moGz28SSDXSM88vMNDPeMMtQ9QiaV4bl7N+VqHFz49jUsOK8JYVkMdA7z+K+eQ9VUVE1BkiUM3WTF5YtYdOFUV8Xi6kLWvWUlz9+3hbv//aGJmA8nH7/9fX81gsVL3Z280NlBYkKb1j4+xn0H9vHuhYsmFYw6imVaCCGmuKgpipzVrMlS7n5pWFrLc/e8TGw0zrJLm9GOy2IizmWk41nSGR3nuY72XMrKlGHwVFsrl9U20BAqmHGdBIeiUurysqH7CBXubOG52EQxxCORIao8QYpd2XiaoM2FU9HYN9ZPna8ACYltQ10cHh/CnKW70vHISOwb7ee+9t2sLqpCtyz+1L6HjGmyuKAMn5a9pqawSOg6KVNnJJ3AEoLhdJzBZAy7ouJSbaiyjF1RKHR4GEjF2DLYSdDupCU6zNM9R0jOMCPeiaiyzFUVc3mhr5Uf7X2BN9c0U+T0ZGM5klFsssIFJXU4VY24nmbrUDej6QRlbh8ORSOSSdEZHydgc+RS8s4WCSWX1cmwErjV0qzV/TicajElzvNojd7PkchdlDjPw66EMEWKuNE98XsirnAiPetwahe6FSemt9OX2EjaHKXB/058WtaqHbTNJWSfT3/iZTTZQ8A+B8OK0xF9DJAoca5Fk08dc3UiiuzArgRJGL0Mp3agydl5wUByC4Y1OSW1ECaGSGKKNClz9LiaGsOokgtVdiFLKqrkosS1loHkKxwa/x0VnsuQkBhMbiWSacGplUzbF8uySGcMzLO08J4tRW4PdcEgv9ix7ZgwrGe4uqHpVZ9DGOYoSf0ALttC4pntpPU2vI41OLSGk+5z0dXNKKqCMoPkKDa7ysLltSw4i/fE2XJOv35V1QUUFHi4794thEJuMhkTu33mh7BpCoZh8dvfvMB4JIUsS1xwQTblYGVViJUra9n08hF2bG/HElBU5GXlyjo8nlP79AHs29vNwYO9ILI+nFVVhdTVzbxicULvIWUM4NYqAIhkjpA2xyhyrsnllQ7Zm+mJP0XKHCboWHRC1cpX90Gy0ImkD+FUw5R7LkOWVIQwMa0USaMfrzbVL9GtVWT773Kwf/QntEfvx6EUUuhcijwhQNnkrGtUwujDa6sBsibcsfTeSW1lrDESRi9h50pKXOcjSQqW0EmbI2TMM9OKnIyoEWd/9AgD6WF6kgPEjQQNnupTimiD8Ti/2LmNuH5qMy1kTfE2RcGuKrhUGwUuF6UeL9V+P0Xu2Rdcmgk9bUN0HumnpLJg1oIFUvZlMpvJWF0wxOW19fTFYyQyOnFdJ6FnSOg6kUyapK5Pe8dKkkRBaZAPfP2m45ZaE7ao7EtPtam5IGxVUygsD6Gns1rWJRdP1gL5C33IskRUH8ajBbny/RdRObec3pZ+DN3AHXJQtaCMhnnHNFPFNWGu/+Ql+MJuLGHmnjNv0MO1H74Up8eBZyJ+ymbXKK0txhty4W2UmH/ZdbgVHyBNskSomkrD0lre9IkrGBuKYGTMXE2F2oWVFFYEyVgpZGTUCXcFu8vOJe9aR8WcMoa6RrBMC3fAhc3x11NrZiAen5ROWQCxTJqkYTCd02T7vi62PrELb9BNqDSIZlOJjsbZ/vQehnpGWPvmlbkg/2WXNfPi/Vt44MePk4qnqV6QdbUb7R9noGOIKz9wMW6fK5szP62TjKYY6R0jMZ4kncgw3DuKN+jB4bZjd9rOKiPZqYhndKKZye+NtGkQ09OYlgWzECwqXH4GU1HOK66acD2SCTs8RPQ0Hs1GoT173y4pLOei0nq2D3dzODKMU9FwqzbWldTSnRg/zZFOjixJFDm9DKXi3HFgE5GJMVxfPZ+lheW5d1tLZJg/tOxgKBWnJz5OxjK5s2UHz/W1ErA5eXvdIhYESyh0uLmuah5/aNnBD/e+iM9mx6GolLh8LAhOP7k8fR+zAdkfm3ceD3Xs5VeHtqDICvJERr3l4YpckLopLA5HhtjQcxgJ6Vg6ZknipvqlZ1VA1K4EcanFqLIbl1o6xZVZllQqPVdgYTKQ3Mx45hAK9gmFoUyhfSn2iVtDYBHJtLJ75IfZAnLCwqGGmRO4mRLXeShy1lLkVIuo8V5PW/RBuuMb6Ik/k62NgUqd760UOBbN2sPBrZZR7r6Uzthj7Bu9A012o0gOvLZqUuZkt7qY3kVb7EESei9Jox9dxOmMPcJIeheq5KLW9xYKHAuRJRthx3KqPFfTn9xIRG/FJntxqaWEHAtPWssio5vTBmu/1lT6/NyyZBlto2NYQqAqMuVeX87N6tXEsEaIpp5DVULEUi8BEEu/ckrBQtVUJIlJGdZOhiRJ2GYx7341mNXR3W47H/no+lzQs9ttZ82ahpxZq6KigKuuXkxH+xAICBf5sCxBcYkfRZFwuewUFnpZsbIOBDidNm540zKqqrL55T/5/13O3LllHDrUh2UJKipC1NRmfY79fhfnnd9EcUmAkZGs72a4yIdvIlNLuMjH1dcspuwkWs2jlol02kDTZMrLQ1RWzSxNp4TMSHo37dH7KXAswxQpOqIPIksqIUcz6oS5sth1Pt3xJzk49ksyVgSvVovAJGUMkjJHqPG9adbahqwGIYFhpUiZQwhhkDZHSJoDaMKTrZqJgoSKSytnNL2bvsTzuNQSYnonPfGnMMVJgjilrL3EY6uk3v8u9oz8F0civ8euhvBpdUiSQoFzCfKYjYNjv6DSczVHU+qOpiYLFqrkxq6EiOrtDCY3o8lextL7GUhumaLpOVs0WaXYUYhDsROy+Sl3FlNkLzjlAzeeTvH7PTsZTk4fD3Q8Etk6AZqcFS58NjtBp5Mil5s5BYWsLq9kUXHJrDJITMdw3zjbXzjI+EiM4b5xPBOT3EM7OzmwvZ1ENEVBiZ9lF84hGPbx3EPbsdlVRgejRMfiXPWutbh9Dna8cIhDOzupW1BO7dyZxSEsKiqh3OsjoeukDYO0aZAyTNKmwcbODu47sI9I5sT7RhC3xulx7aD+vXaqPQtJGlH6Ui141CBheyWqbMewMvi07HPrCbhZc+2yqR04ge3DL+NQXCz0X8iii5oIrbIoctQghCBlJZBkiZQZJ2lECZUUs+SGBqL6CGkriVPxMJrpo1ccxrEuiU8rQnZm30nBYj9X3HwhljBpje9Et1I0eVedIPQfdd8KUvjmlQAkjShpK4FfywYam5ZO0oygSY6cYHG0/dVXL53ROf9LpMofmOR3L0sSRR7PSe/9dCLDgS1H6GsdyLq9ylLWDWhCCFt11dJcJq9wRQHv/OKbePQXT/PM3S8h7rKQZRlVUwhXFOR0MclYis2PbOe5P75MIpKk80A3qUSa3337XrwhD/PXNHLhjedl93kV8Nuzz//x+Ox2CpyuSUGZp8Muq6wrqcOl2mjwZ5+PrPa9Fpd6JU3+opyGvdzl450NS1gWrmA8nURTFGo9IcJON02BcC4lLWTfVe9tXD4jpYmFYGGwhDfVLKQlMkzaMih0uFkQLCZkPxYQ7dXsNIdKSRjZNt9SeywI1C6r+CdqY7hVG+vLGihyeuhLRLNuJE4PVZ4gfYkILs2WU/gsL6zg7xZdnEsfe5Rip5fbllzKvEARiiQjTZyXKyvmUOsN0REbI2FkUGUFv81BrTeUO09u1c7FpfVUuv1E9HQ246OiUury0eQP452la5fPVsv84IdwaxXIkkZT4OZstkWlAElSqfffmFMuAri0Eup8b6bQsYiE0T+RYl3DrgRzWRAV2cn80MfQraz3hiLZ0GQfHq0ct1qRi6uArIdAwD6XJsVPJHOEjDmOJGm41VL8tobcXAOgwr0er1Y5SdCQUQja59Mc+v/w27Kuo9lCeJfg0SpImoNISLjUElxqKcXONTjVIo6aEVXZRdA2B7ea/Y5Uea851jdk7BMxmJIkYVeCNPjfQYGjmYw5hiI7spYXKZu+/miim+NJp40ZuUG92siSxMqyClaWVZx+43OMwMSwxskYvSiyB4fWREo/eRYtgAfvfJmyqhDNy2uxn6C4EkKw/eUW2g738Zb3zi6L3qvFrAQLh0PjkkuPaRztdo3GppLjfqs0NBTT0DB90F14omCV7ziN7IqVxzTpl16W9Tsrr5jqEylJEoGAi2XLa6Zt2+93sWTpyTPk1NSGqZmh29PUY8t4bTVkzCiHxn6JbsWQJRu1vrcTsM/LZUVwacXMC32c9sj9dEUfQWAgoSBL9glt/+xNbDG9g9bIPcT0DtLmMBlrnI7owwyltiJLNur97yLsyFbjrPbeQMYc5dDYL1AlF5rixaWWEXaeLqhTImCfS4P/Pewb/RGHx37L/NAncChh/LY5NPrfS3f8KWJ6B7Kk4VbLqPBeQUf04VwLbq2SCs9VdMYeZv/o/6DILuxKkAJHM4Y1fRDfmeJUHFS7yulM9BLV40SJ41adeM9RLQtBNsDKsCyShs5YKkVHJKslfLm7i6fb2zi/soq3zp1PXTA0q4JSR8mkdQ7v6qRtfy9LL2giEUmRnEi/5w26qGwoRk/rvPjILkqrCwkUejmwrR2P30nT4irCZYGsnyUSwbCXRCxN674eVlw8s+xiPrv9pJPDlG7wyJFD0wgWEgoqFhZpMxt4O5TuQkLGr2Wfrfb4bobTXVS7mwnYionqwwyluyiwl6NJNmLGKHEzQshWRoG9lPbYbpAk+lNtyJJMnWcJcSNCT/IIQVsZnYl9eNUQXjVId+IAHYm91LoXYwqdoXQXQ+kugrZiTGGQshL41AIGUu04FDcpM0ZEH6bc2UTIXopT8TCS7kEgSJsJDsdeQZYUKpxzEEBbfAcO2UuRo4r+VBu9ySPUehZRYK8gbowxku6hxFlHOpNgJN1LwowQsBVTaC+nJ3mYpBGh1FlP0FY6RXCZDQJ46OABnu1oRbcs3rNwMUtLSs86xeKZsKa8kmsamniqrZW4nmFeQZgPLVmOU5veKlM5p4y3feZahntHSCcyCEugOTSCxX4qm8rwFhwrKCpJEvPWNBIo9tN9qJfYaBxJzgbPF1UW4phIBa7aVCqaSllz3fRJFcKVBZPSDh/l6g9dQjySIFQaOKtzUOnzc3ltPb3RCC1jowTsDq5pnENzUcmsrokiy1R7g1R7jym/JEmi1ldArW+yUCRJElWeIFWeqYqy66omJ5BQJJkLSmaWKUcIgU1RmB8snhK7cDwlLh83VJ/cx/z4fvpsDs4rrpmyrtITmPS71ltArXeq8He08veJ7doUlYWhUhaGTp5xUpVl6nwF1PnOjVCZtfhfkvtd7Dr27XTJRbjUqRptuxIk7Dx5wg8FG5Wey2bcB1lS8GgVeLRTT3pDjgWEHJOvkTTNvkeFgGLX1IQhbm2yIsqphqmYYV8lScapFuJUL5iy7vgUtMeTTusYbwDB4lRYpkUiliI6GiOT0lFVBX/Yh2e6dONngCxl57+x9Ev4nZdhWhE4TVzpto2HyaSqmbuoahrBAnq7Rnj83q1/mYLF3ypCWARscyn3XEHC6J0ITg7g1WrR5OMDZCRCjmYcSgFxvRtDxJGQUWUXDqVoUho2j1bF/NAnT9h/KjYlSIlrHfpJJudutXziyCoFjiXYCnwkjcFspU3Zj0srxbDiEwHc2Q+6Ijuo9b0NU6RxadmXtiQphJ0rUOXPYQk9pxlRZQe1/mxxP92KIaPiVItxqAUE7c25F4gmeyhzX4zXVkvGHAUkHGohDiVMkes8nEo4d/xS1wV4tKqcVuT4c7Ky+NsEbJML+UzHYHqE1ngnTsVB0kwRtPkpcZyZ4DgbIpk0uwf76YyMc3hkmE+tXMPCouJZCxepeJqRwQjhsgBLL5hDPJqi81AflmUx1DNG2/4eQKLjcB/x6DErS2l1IfNX1uE4LotOeV0RZbWFjA+fWwFuOjTZQUArIiaN4lEDBGxFdCUOMJzpodI1F0VSUWU7Pq0Qu+xEV7LZuvpTLQjAJjvxqYV0Jw8wkulGlez41YIJc79CW3w3CSOCJUzssmtCGBlBlppQJA0ZBb8tTFQfQZFUfFoBMX2UhBlBIBgyU8iSjF12IiExlumnM7EXrxZCndDsCWHREt9BRB/GrrjZM/48la55DKa6mOdfi11xo0oaqqTh08LYZAcZyY4hMqTNBCkzRswYw68V0pc8wmimj5QZQ5Pt7Bl/gdUF12NXzvwjNJ5K8WxHG3/cnw1evaCymsXFJZx7B7zTU+R2c+uK1VzbOAfdtCh0uZhTUHhSFYnb72LOynpgZpnuJEmirK6YsrqTT3Jtdo36xTXUL66ZVd/nn9d0+o1mgNtm47LaeuqDIUZTSRwTVYCL3J5zlW04T55zQkY3aJkoXvxGZGAwQiyWOv2GrzFCCKIjcbZt2M2uFw7Q3zFEOpnB1C0Ky4Nc8b4LWD5RnNWyLMYGIiSiSTS7RrDIPyv3V00OU+h5N0JkcGpzMEUEu3ry4sUz5Y10Xv/mBIv9kZeodi/AOYtaDQKBLNnw2erw2U6tGZKQcGvl05oBj8em+Ak7V5xyGwC7EqBoGk3DdCiSnYB9HgH7qbXWsqQSsE+dvCuynULnVLeVrEZmal+LXWty/89qmPwUKFNz/R8tCnhgeIgnWo9wdX0jdcGpWg6b4qfMffEp+36UjJXBqTjwa16GM6OkrQyWsJBnUaSo0Oni7fMma3wExwIXR5JJ2sfH6Bgfn+JmMJ5O8VxHOxaCfzj/IuqDoVkFosuqgizLpBIZEGBkDDIZg+H+CPu3teEv8FDVWMKWp/dimSLnFuLxu14XzfV0KJJGkaMGm+xkJNNDZ2IfTsWLRw3h0woZ1wcYTHeiSBopEUO30gS0YkqcNXQm9pI0IzR4VhC2VyFLCjbZyWi6N5t6WlJRJBWX6mck3YMiqTgUD241gF8rIm0mcCpeih01dCX2k9YT+LQwQVsxAa2YuDHGuD6AQ/EymumdlA5SACPpHjxqAI9WAJpFwFZMhWsug6kOHIoHu+LGowXxa2FkScahuFElG5YwMYWBa+LYvanDxNKj+LRCvGoIp+I5K2sFZDMxdUcjk2IbXk9qAkFqTpJf/W+FoNM5xR0qT543GuPjSf7tPx87tuD4T5I4B8uOXz6TZSekmM9kDPoHzm3M5dliGiZHdnZw9/cf5tC2Vob7xkgnjn3vy+qLWXXVkuP2kHjhT1t47r7NKIrM+//p7cxZXjfjlOuybMdlmwsTMYkyDjRlqiUslcwQj6YwDJN0SicaSTLYN0Y8OtnTIDKW4KUN+ygIvzGy6MHfmGChW2meG/wDBbbPzkqweCMjhKB9fIzf7t7BkbFRJKA2EOS6xrksLp5Z8FzGNHmi9TDNRSVU+s68jsXpGE+n2Ds4wLrKs5fOSx1FhGwBokaMYMaPT/XMKsOWBBS4XHxo6VQTtiWywkXGMIjpOt2RcTa0t/JUawsDiWPZsDKWyYudHTx8+CA3L1pCwDHziYfTbaeyoYhDOzv46bfuJxlPU1jix+G0YRoWu18+wkDXaNaMfXyO/xOGqGcM7v7xkxzY1kE6lcHutHHBtUsIvgovGYEgbozRGt+JKQxKnHWMZwYZ1fswLJ0iRxV22U3cOMLh6BY02c5wuhtDZJBRkSUJRVImYoKg2F5LW3wXg6kOEODTCtCtNEFbCb3JI4zqfbTEtpMyY5SmGrDJDgyR5kDkJVTZjiTJyKi5k+JSvBTaK3CrAcb1AQZSHaiyhiUsYsYobfFd9CWPUOKso9I1lwPRTRgiQ6G9iqg+zEimh4yVpNisxi67SJkxDkY2UeSoZjTTR0diLwW2cmyKA7fin8iYJlHiqGMo3UXGShK2V01JSzlbWsZG6Ym+sT6+ef7ymRco5qvLr8RnO32ykzx/mWR0k4NHzr7K898KpmnRsquTH/3drzi0vR09ffp4UEkCh9vBYOcwfe1DLN94kIqm0hm7SmWMHiKpZyn0vAuARGYfGbOHgHOyC1rboX4e+sMmOloG6G4borN1kFdePIR8gmLR0A1Gh+Pc8unLeaPwNyVY9CQPM5LuwRRnlwf8jYRumfz7phcpcrl5X/MSMqZBJJ3GPougwvbxMTb3dFPlC7yqgsW5xBQmLfFORtJjZKwMujBmnbpWkbN5sk9HU6iAxcWlLC8t447tW9k3NJhblzZN7tq7m0tq6vDZHTNOVacoMnULKgiGfegZA0WRcbjseAIu/AUe4pEkqqpw4fVLKSj2gwQ33HIBbp8TRTuuaq2qcNENy1hzRTMIgcvjzAWBn2uyQX9+lgQvBcCt+HEqHoL2EhRJwyG7kSUZl+pBQkGTbYTsZQhhIUsKEhKa7ECT7SwKXopddlJi1iGjUONZhE12YAkTTbZT6mzApfpYFLgYISzcagBZUpnvXweAJtkRgF1xUuNeRIVrDprswCY7kCYm+z4tjEy2do5D9jDH56besxSX6keVNLxaAYqkYpvI6jZXWYOMjFP1ISMz378OCQm74sahuAnaSlBlG4qkoEgaNtnBQv+F2GQHZa4mhLCwy06Us7BYmJZF69goffFX360tz98WPpvjlPEKeU7PeDLFL1/cyguHjhUfayop5KMXrqIidOpvZ8Yw2dreza82bmNdQzXvWrPkVe5tnlMhhCAxnuB/v3oX+7ccQVhQWBZk2SULqZpbRufBXh795bNT9pMkibrmSgrLQ/S0DHDwlRbOv2H5jAULSyTJGEczjAl0s5+UfghOECwqa8Pc8O41HN7bw32/fhGP30lNQwma7fjaX+D2OWmcX8bCk8Qfvx684QQL3TR54sARtnf2ctuVF+WW94xHePZQG1UhP2vrTh6kPR07xzZwKLqZ3mQLGSvJ3Z3fQZvIxBDQirmx6raTutCEHItYVfRt1Flmc7Isix0bD7P0/CZSyQyHd3excOXMAuxmgykEO/r7+Pb6y1lZWo4ga4HQJqTakWSSx1sP83jLYSLpNOU+H2+fu4DzyitJWyb37t/LA4f20zI2yit9PXhsNi6uruWm+c347Q7ed99dfGndxcwpKES3TB45cpi9gwP83/MvJJLO+oJ3RMZRJZkN7a2Ueby8a+EiVpSWk9B1Hm05xMOHD2JaFnWBEMnjKj3vHhzgzj27ODgyiCRJrCqt4FMr1yABz3W281jLYb69/vJccagNba1s7evlM6vOI2WlGc2MkzCTeFQ3DvnsMjSdCk1RKPZ4uKahiZRh8JOtW+iMHEv52B2NsHOgn7pgCNdJglqnw+G0UVo9tdKy3eHPChMnUDRNUgNZliirefVjS46iyTaCtmOWME04cClZweeoxUiVsmOSJAn7RKzOiUKfT8sGWx6d1GdXH9vGoUykiz1Bu+qVCqa051K9wGQLjV1xHdd2dlubMrmtgFacWy+EwD5Rv+Xo9scfyyY7cKlTizB6tVDueMdX7z5TBuJxOsbHchVe8+T5WyOZ0fnHex6jdWiU2nCQf73xGuTj3Ey2tHXxow0vM5pI8ual87l57emzzp0r7KrCgrJiTEvQNTrOy0c6kSRpRs+rEIKxRIr9vYPMK33105rmOTWmYbH58Z3seHYfsiwzf20jH/jqjZTUhLG7bDx/35ZpBQuA0toi/BNpszsP9pKInD7bpCXSRFMbGYr9mqS+n0Rmdza2ULIRdF07ZXu310H93DIqa8Ps3d5BZW2YdVcswO0+7jsmZTMaOpw2NO31iMKbnjecYJF9+JJ0j092BQh73Fw1vxFNnf3JK7RVoPpsaJKTcX2QxYFL8NuykzG77DqlA40mu9FsM882NNAzxoHt7ZRUhujtHKFqIEJXyyCHd3URGU1QWhXCNAXDfeMUlPiIR1KYpkV1Y/G0k8nToUgyy0rK+MWOrbg1jYVFJXiOs1ZoskxTqIC6QBCPzcZDhw/yaMthyrxeqv1Brm5owqlqPHLkIG+ft5A5BYW4bTY8WlbwOjQ6nBMGLJEVVLon3DQMS9A+Ps5TbS3cOG8BX7vwEiwhCE34Ij/X0cZzHe1cVd9IY7CAX+/eweBxrkQeTePy2nre17yYmJ7hn555iuaiYi6rrafaH+DI6Ai7B/tZVFTCUCLBrsF+fHY7DlXFYTnwaR7SVoaMpaNb5zal7XS4NBtXNzSxuad7kg+8AF7p7ebyuvpZCRZ/DUw3iT5+2Uxybp/t8c5029P189Xs28loHx+bJLTmyfO3hiUEbcOj7O8bJKnr9EailAeyQr1pWfSMRdnc1oVpWgw2xE/T2rnFrqqsbahmZW0FB/oG6Rgem/G+NlXhgqYaFlYU47HPrhZFnnOPoRtsfGgresagqLKA9//T25izsj5XhE47RS0Ip9uBv9CLalMZ6h4lnZxJfSwNj30FiuRkLPkYhd73AiCjociBafeRZQmH08a8xdlK2oGQB5f71VOinivecILFydAUhYDrzFw8ip21FDlqSBjj7Bl/lnrPUoocNUBWR3ouJgRHiUeSKJrC3q3tWJbgiT9u5oobV9HTNkTd/DJ2bjxMWW2YeCzF8M5xistDVDcVEzjD8uuaLPN/z7+QO3fv4ivPPoVHs/POBc1cVd+IKsu4bTYWhouRJAlZkmgfH2djVwcjySS1gRBBh5MClwuXZqPY46HKH5jV8U3Lotjt5vqmuTjVY5NqSwj2Dg0Qcji5oLKaAqeLdZVVDCSOuXhU+PyUe32osowlBHMLCjg8OsJldQ0UOF2sKqvgydYjLCoqoT8eoysyzvsXLUWWJBJmguH0GGkzg1/zoCmvzYQ+5HDSXFTMxq7OSUJSy+gI6TPQMscyGfYPD7K9r48Dw0N0RsYYS6VIGDqqJOPSNIIOJ7WBIHMLC1lXWU251/eGCeA+lwgh2D04wDPtrewa6Kc7GiGaTiPLMiGHgxKPl+aiYs6vqKKpoBC7em5fX4Zl0R0d5/mODvYMDtA+PspIKpmtOi3Aoan47Y6JYokB5ofDLC0uo9B1bgLqddPk0MhwXrCYwBKCgXicJ1sP80pvD23jY4wkkwgh8NhshN1umkKFrKmoZFlJ6axinN7ojCaT7BrsZ1d/PwdHhuiJRhhPZwsT2hV5onCnk4ZQIQvCYS6qqn1Vg8tjmQxPtB7mpa5OjoyOMpRMYJgmHpuNkNNJfbCAVeUVrCorp8g9O+v+dCiyTGXQT0o3aBkYzgkWsXSG7tFxVFk+acrjVxNJknBoKg5NxWO3o8ryjEvfSpKE227D/RoKFVUVId574xqKw1Otra8H/YMRfn/PpjdE5irTsDjwSiuKqlA1p4y5KxtmVNkayKXF1mwqiWgCQz91uljIpudVJA9O2wIUJYhdrckuP+7fk3HJdUuQZQlN+8uYsp+TXg7HEzy0ez8P7NrPaDJFVdDPe1cu4aLGWhRZ5l8ee4Yyv4+3LlmAx25jY2sHf9y2m8+sP5/KoJ+RRIJ/ffw5Nnd0U+73Mf84M2Eio7PhYAv/8+JmHKrKe1cu4brmYxmNkrrOY/sOc8/2PQzF4yyvLOf9q5dSV3gsS48iqVmTkaSAJGVL0suvzkvp8J4uIBsUpKoKS85vZNuLh4iMxtmzpRXTtGg70IuiKJimQNEUnG7HjG/oKUgSYaeLjyxbwU0LFvJsRxu/3bOD0VSS9zUvIZJO8UTrER5tOUw0k2Y8laLU4z3jjDMnVne2KQqFThcuVZskoCX0DNFMhoDdgdduR5Flwi73JOHj8Ogwv9m1gyOjIwiy1o9qfwAJ8NpsXFxdw/defpGBeJy2sVFUWWFBOOu+UuYsoch+zOVGPctMPDNFkiSq/QFCTuckwWI0lcKwZnZOM6bB3sFB7j2wlxe7OuiLxTAsC9OyMIVACDEpMYcsSbzc3YUqS9hVlVVlFXxm1VrmFBT81QgYm3q6+K/NL7Gtr4+MaWBYAktYufPQIUnIA/081drCT7ZuZllJGR9cspxV5RVnVEfkeHTTZO/QAP/9ymY2dneSNozs9ZjmWhwV0BVJQpHlbE2AwiKuaWjiivqsQDyTOJuUYdAxPsaB4SH2Dw9xYGiQw6MjDMRjU9wqvvzMk3zj+adnNJYaf4Bfv/lG3LaZT14ePnSQ/966mY7I2Gm31WSF9dW1fOeyK2fc/sn4ydbN/Gb3DiLpbL2U9y9ayqdWrkGRJCLpNP+zbQt37dtNNJ1GtywsIXLvLYlslrmNXZ38dvcOGkIF3LJ4KZfV1uOxzV6j1x+L8W8vvcDjrYdntH21L8CXLrjonBbYimcybO7p4k8H97Olt4eRZHLiPsyOfbr3wotdnaiyjMdm58q6Bm5dsZoSz+wm9vcd2MtPt72Ss0Tf0DSXT65YQ5HbjWFZ/H7PTv5n2xaGEgl008Q84TpIksTmnh7+uH8P5V4fNy1o5q1z5p+VoKNIEkU+D73jUQ4PjHBBU7bSdiSZomNkDL/Tgdfxxtfcvt74vA4WLaig6AwVl+eaokEvDz/+xlAACCEY6x9H1RRKaotQZ+lKpKgKkixhWYIZS5eALLlxqPWzSjZzfHr5vwTOiWDh0FRW11Sxrr4Gv9PBH7fv4YkDR6gM+mksKiSR0UnrRraSB9kPeSyTTQ8qhODfnnwh+wL74E0MRGJ84b5HqSnIpjd0aipXzW+ktiDIH7btImMelzZSCB7Ze4gXW9r5yPkraCoO85tN2/ntlp28f/VSqkKBczG8WXHJm5ZnJ9/SxEtXlmmYX3Gc//XEPSiy/z9anfZMONqmJQR2RSHscnNpbT2jqRQ7+vt490KLF7s6+NPB/Xx65XksLCrm8ZbDbOzumNRO7gYXkwUHSZLQZIWMaWbTsFrWJItDdt+JMZwwmXIoKi5VJaFnSOoGDkUlmk7nrl/GNPinp5/kstoGPr9mHXZV4YtPPprbX5YkKn1+GkMF3HtgD5F0hvMrq3KxI4okoyivz8Pms9unBMfHMmkscerCP5YQHBwe4lsvPMOWnu7cR/pUZNPfCkxholuQNAyeaD3Cxq5O/mHdRbx17nw0WT6nVrfXCiEECUPnPzZt5Pe7dxLLZE76fj46qTSwSB0Xb/OuhYu4ZfFSCp2uWZ8DIQTRTIbf79nJDza/RELXTylwi4l9sv0ATJOErrOxq4NNPV3EMmne07wEzykm9UlD59Ejh/naM0+RMPRce9lv0/THTuh61moyA8Yd6dl84wAmEj6kGEudPg+6JsszqvA8E1KGwVgqlRMsXuntxrQsuuJRPv/YI+zo7z3p85F7LkyTjGmys7+Pf9zwJAeHh7h50VKK3Z5Z3Q+WEMT1zIzOAUDAnkY/R4W+TMvimY42/t+mjewfGswJUafixPEndJ3f7t7Ji50dfPnCi7mgqmbGiSTSpkkknc6NfWd/P3E9w2hK5ssbnuSptiMkT2KNPfZMmOhW1uL2bxufZ89AP59auYbaQPCM3k0CsIRFZcjPof4hhBBIksR4MkXfeIyw1z2p6nn70Cjff+IF+sdjfP6qC1hePTnd+33b9vIfj7/Am5bO5+MXr8ahqQghMEyLPT39/GHLLnZ29jGeTOFQVcqDPlbXVXHFwkbqw1Nj22Y8DiFoHx7jHT/6be5cOTWVNy2dz99ddeGkbS0h+Omzm9nd3c+FTTU8f7CdPT39XL9kLm9dtpBHdh/k3q17cNk0PnP5+ayuqzxt5XdNVfB6zkJxeY5xOW2o6hujL5C1PAhLzLoejRCCVDKNqZu4PI5JCVVOR8bsZCz5KCHXmxiK3Uk8vZmw9xb8zktOv/NJ+hKPpXjqwe3c8K7zzqiNc805ucJOTaOmIEDYk33YKwN+7KrK+Axe0qZl8cLhNm5avoiQy0VdYYgr5h2r2ihNaAY1VUE5IcA6ms6wp3eA2oIQq2sqCbtdXLNgDh0jY/RGolO0668Fiipn/xQZRVWQZenYMjW7LLtuYr0y+0mhoZsYuoFpmIynU/xx/x4ODA/RHY2wo7+PHf19zCsMIwRkTAtVzrrU9MaibO/voy82WTgIOR3E9AydkXFGUknimUxukjO3MMxjLUcYSsTZPdjP0+2tM+qjJEnMLQzTG4+xqaeTjsg4z3d15LT8ummRMU1CTge6ZbJncIAdA32T9g9MuFE9cuQwvbEI6yqq3xATaEtMnQI6VO20H/KjQthoMknKMCZNmhRJwq4ouDQNj82G12bHa7Pj1mzYFXVS25YQRDNpvvz0EzzdNrPr8UZDAGOpFF944lF+sWMb0eOECkWScKjqNOdByZ0HC8FoKsnPtm3hP17eSFc0MqvnXQhBQtf55c5t/MsLz04oOrL7y5KEXVFxaza8Nhu+iT54bDacqobtuH4cHYtbs7Gusvq0MTZCCOKZDOPpFLppYuQmkaf+uEkz/JvpZPJ4VFnGoWo4VBW7oqDJCqoso0iz0amdPbsHBxiIx/jUnx9ka18PpsieE9vEc3H0Why9DsdbqgQQ1zP8bPtW7juwj+iUqvGnRpLArig4VRW7omJTFDRZRpHkMzqns0GWJAzTZCyVIm2ak4QKVZZxKCru48bvtdlwa9oU5YYpLI6MjfC1Zzewva931gLmUQ6PDjMQi/Glp57g8dbDOaFCm/iOeI7rh0vTcsqeoyQNgwcOHeCO7a9MsurOhqMCd304ROvQCLqZVUKOJ1LEUhnKg34M65iS0ULkviliGsuxaVlZS+RxiklTCDa1dvHh/72H5w+2UV0Q4MKmGuqKQvRFYjxzoIX2odEz6v/xhL1uvvbmy/j0ZWu5eE4dKcM8qVBqmBYH+gb5w+ZdxDMZbKrCL17Yyj8//DTPH2qjuiBIz1iUbz7wFCPx5GnfeTZNxfUG0nY77BrqGcTJvhrIkkSoJIChm/S3D2HNQlGQiKUY7hkjncxQUBacnBL+NFhWiozeQ9roQIgUBZ53k9JnZik9GYN94/z2xxvOqo1zyVlbLIQQDMXi/HnvQV5u7SRtmIwmkhR6XBx/zwuOWYssccx0FEtnMIRF0OXMTbz8zpnl2U7pOoZp4rJlPzKSJOF12MhYJindOLE2y0TeeRC8uiXlzzag9VQIIdj65C6SsRQSMP+qZja0t/LT7a+QNgzKvT6ubmjixnkLUWWZZSWl7B7s5++ffISwy83ComLWVlRhO+6jNK8gzPrqOv53xzb+65WXedvcBdw4byE+u52/W3M+3934PO++7y5q/UHe17yUfUMDQPbBdNts+OxTTdKSJLG+uo5oOsMd27diIbioqpb5hWE0WcFts/HRZSv51a5t/HzHNhaEi7i5eSnKcafmaIVbTZEp8/oIu2ceRP9qEk1nSBuTfSoDdsdp3ZIkSaLE7eHaxjnsGxpEliScqorP7qApVMCSklKaCgoo83jx2h1YwmIgHmd7fx+PHj7EwZHhSVm1DMviXzc+x7qq009o32ikDJ3vbHyWDW0tk6yQAYeDRUUlXFpbz8JwmIDDiRDQH4+xra+Hp9vb2Dc0QHxCg582Tf64fw8FTicfWLIcv8Mxo8nw0Rig/9ry8iT3ErfNxrzCMOtr6lgYLqLI7cGpqmRMk9FUko7IOAeGhtjW10tnZJx4JkPS0Lmstp6w23N64VKSCDoczCucPpPXUDLBUCIxaXJZ7vXhs9tnNK5ynw9llu+XZaXlfHb1WnpiEcZSWcvFWDrFeCpFfzzGweGh01rWzoQTWxxLpfjCk4+yZzD7frErCuVeH+tr6lhVVk65z4dLtRHLpDk0MsyTbS281N3JWCqVO18Z0+TXu3awIFzM+ZVVMxYKAg4H72lewsqyCkZTScYnLDhjqRTDyQTtY2MMJRPncvg5JEliQVEx51VU0jmRYc+pqQQdThaEi2kuLqYpVEDY7cZrs5M2DXqjMTb3dvHQwYN0R8fRrWPftO5IhJ9u28K/F107q7TjR4llMvzLi89ycHiYjGmiyjIhh5P1NXVcUFlNpd+Pz24nqeu0jY/xTHsbT7e3MJRI5O4Tw7J4tOUw88PF3DR/4axdNgVZq3RTSSEvtXTSOTJGVSjAYCyOQFAZ8tM1OjbrsR1PxjB5ZPdBHJrKbddezNXNc46dg1SakXiSkOfs3HaOxlVc3TyHtG4Qcrt45uCplUHdo+Nc0zyHD16wgucPtvGfT21ke2cv373xatbUVfLPDz3NvVv3MBCJEvac3FKrKDJOl21SRq3XG5tNRX2DWE9kVWbuynp6jvTTfqCbI7s6aFh8euWlZQn2vXSY3tbse6phcQ3ewMznJpIkI0iRMbqwqVUokosTYywMw8Q0LFQtq4jWMwbmKQSf8ZH4DBUJAiFMEGnAADSQsjWhcl41SEfTNJ4xZy1YWEKwtbOHJw+08HeXrWNBSRGP7DvEi0eOudvYFIWMaaBbWQ1dz3g0F+jqddjx2Ox0jo5REwqgmxZ9kZnlcPfY7XjsNsaSSaLpDG6bRu94FJeq4bHbpnxUPEoACYmhdBch27F83nZlZvmH3wikkxn+6zP/m7upHxj/X3509Q0n3b7KH+Af1118yjZlWebdCxfx7oVTq2bPKQjzs+veMu1+AYeD9zYvOWm7bpuNdy1cxLumaRfgmoYmrmlomrL86ANyVKscdDi5uLr2lGN4rRBC0BkZZyw1Ob1cicczRXM3HT67nfMrqniyuBSfw85V9Y2cX1lNmcc77QutPljAeRVVvHN+Mz/Y/BL37N/DePqYNrZ1bJSn2o5wXePUSupvVAzL4oED+9nQ1jrJxaLK5+eLay/kqobGKc9ufSjE2soqblrQzJ17d/OLHVsZTGQneinD4I/799IQKuCqhqYZXQfdMrln/55J8QwBh5P3Ni/mo8tWntSd6ahPvWVZtI+P80xHG0+1HuG6pjkEHKdXiDhVjWsa53BN45xp1//P1s38x6aNOcEJ4HOr13J909zTuj2cKWVeL2Xe6X2w9w8NctM9d+bclc4l0326XurOxqh5bXauaWjkUyvXUDFNbZ3m4hKuaWzi4cMH+dGWTRNxWlm6oxE2d3exIBwm5JzZu92haiwvLWN5admUdYOJOP/x8kZ+s3vHTIc2a8o8Xs4rr2T/0BDVfj9X1jeyqryCkMM57XuhKVTIRdU13Ny8hH/c8ARPtrUcE64sk31Dg2zp6eL8ytmlZj/K9v6s9ViTFdZWVvLF8y5gbmF4Sl/mhYu4rLaeTT1z+NeNz7NroD/Xj6FEgld6u3PCyGzRFJnG4kIyhkHL4AhBt5OO4XGCLidVoQAbD7efvpFTIMGESxREkmnGEkncdhuaouBx2PG8TjEcXoeDypAfr8NOdWGAgMtJid9Lic+DIstUFQSwqQrD8SSWOLnbiarKeFxvHGsFZLMc2ewq8tHYhNcRVVNZc81Snr1nEyN9Y/z2X+7jI99+FwWlQWyOqYo6IQSGbjLYNcyTv3uB9r1d2BwaSy6aT2AWBWkV2Y+mlJDI7KLY+zFSxmEUebJgcmRfDy0H+li4vIbK2jCbnz9IT8fw9A0KTr5u8gAQIo6l78LMPI9ltKHYlqM6rgelEGG2ARIoZUic3b1/9hYLspprp6YSSabZ1dPPru4+xpLHJl41BUF29faztaMHv9PBK+3dxDPZD6ciy1w+v5EHdh0g6HISS2XY2d1HcCIDVMYwGYzF6RodZzyVYiAap31kjIDTgd/pYFllGU8fauWpg0eoCQV5fP9hmooLKfVPvdClrkYK7GW8OHQPY5k+ZEnFLrtYUXD12Z6G14xkNPW6P5CvNkIIxtIp2sfG2NDeQpHLzdLiN0Zhp2gmzb6hQUZOECyWlpbi1k7/EpckiaaCQv7z6usJOZ2TLEenIuh08tk1a+mOjrOhrQ19wg1AAC90dvxFCRbtY2P8dvdOBuPH3CQKXS6+c+mVrCqvOKWWudDl5j0LFyOE4MevbMpNwLujEZ5qa2FhUTG1geBp+2BYFi92deZ+yxOuex9asvyUMRK57WWZ2mCQ2mCQm5sXTxtnlOfMsCkK1zU28U8XrMdxCkucQ9W4tmEOI8kkP3plEyPHfXNe6u7kmsamGQsWrzeSJHFxTR3nV1bjdzhmnJAg7HLzzfWX0XrvXRweHcktH0+n2dHfd8aCBWQn3udXVvIvl1xJkdt90vtbUxRWlVfw8eUr+fqzG+g9ztV27+AAh0eHz0iwkGWJkNuJ3+mgZXCEppIwnSNjFHpclPjPPvOUTVW4dH49G/Yd4YdPvcT+vkEumVtPXThEwOXAZdNel2faZddw2LL3vV1VUWWZgMuJbcKFyKYoSJJExjBPGpcFoCry5JoHbxCcdg1VkclYp8+kpKd1hnpGKa4unFJxGiZiHeJpYmNxTNPC5XVmi8jOwN1KUWWWrl/Aogvmsm3DHjY9upOxwShX33IRDUtqGe3PZuczDZPxoQjdh/roPNTLo794hq0b9mCaFisvXcSclXXYXTOfiGtKmFL/Z3K/VaUAj33lpG0O7OriqYd2ECr0Ulkb5vH7trJnWztOl32amFxBJj2TOipxjOT96PE7gBTCioHkQLFfioSEkbgLy+zE5vk/SFrDads7FWctWKiyTHNZCUeGRvjFy1sJupw0FRVSXxjK5Wq+fF4D8UyG37+yC7dNY219FeEhdy5d5IfPW85PX9zC9ze8SKnPy03LF3GwP5uObDSR5A9bd3FocJhoKs1oIknn2DiXz23g4sZa1tVnTVeP7j3En/ccZF5JmLcsnk+Jb6pg4VEDXF36cV4Z+TMt8R0oKJS7ptccvlFJxVMI69V15Xq9MSyLTd1d/Gb3DppCBXx06co3RPajtGHwdFsrOwf6MI67Bm5NY2lx2YzTHzpUddaZWyCrxX37vIVs6+vNaestIdg10D/rtl4vLCF4+PABOiLjuU+iLEl8ZOkKlpWWzch1JeBwsL6mlm19vTzV1pJb/lJXJ1fUNVDl85/2frFEthjdUeyKQpXPj38GVocTme6Dl+fMkIC6QIjPrjn/lELFUeyqytqKKl7s7GDDcfFfR8ZGGEulckG/fwlM51J6OiRJIuR08d7mJXz12adyy+N6hsMjM9BinoKw28NnV59Poev0iRE0WWFhuJiLqmv5/Z5dueU90Sj9sdgZXweHplER8tMyOEI0mWIknmR5dfmsrXfieF/sCRRZZllVOV++4VJ+v2kHLxxq4/E9h6kLh7hqYSPrGmsoC3hRXyVL4clQJPmYO6OUzQKjyscUF8dO41ShQtMUGmqzbpYet4Py0sCr3+FZ4nBo2WDyGaRo7e8Y5nu3/pTP/+jDQNbK4Cvw4PRk39Px8QQvPbydFx94hWQsxZwVdax/x3lUNJacVriQJAm338X7/+ntjA9GadvXxd6XDrHv5cO4/U5s9uz7Z7R/nAf++0n+9KPHGeoZRc8YKKpCzfxybvj4ZZTXl5zyOKfDMIcxRATncZP5C69qZul5DYSOy+Z15VtXsPqiuThOsKYIBIf39vC/P3j8lMexjH0YqT8j2xahud6NkbwfIY4pY2RtAaa+FSHOPt35OckKVer38okLVp90fbHXw8fWreJj66Zf73c6+PylJ6xsntjX5+Gzl5x/0rZtqsr6pjrWN82sqnWFaw4Vf2HCxPEkYn/9FgubonBVfSNX1Te+3l0BjmUP2tbXw517d3HkOM0gwEXVtdQEAmed9nQmrCwrx2d35AQLgMF4/C9mAjWUiLOxu3OSK1m518v1jXNn5MJ0lLpAiGUlpTzX0ZbzL++Lx9g3NMia8soZpLoUkwIfTSH4/9l77+g6zvvO+zP1zu0VvReisBexqlfLkiX32I6dOIkTZ9M2m7qbffdse7dkk+y7yTrJZlMdt9hxlYu6RIkSRVLsDSQBovd2e5/2/nFBkCBAEAQpibL1PUdHxL3PzDxT7jy/+v1m9SJF01xxFuk93HpIosin1m+gzLXymuXmuczRq0MD82U40VyOeD6PadvI74Lfxc1AEgTuqq9HEkTMOWY63TSJ3aRj9cH2DhoDwRUHdcrdHtaVlSMJwnyvRbJYYDaXRbesVf2uNEWmIRzkcP8I44kUqXyBxshSGckrmA2X+LZoGktG91VZ4p62Ru5orOHIwAj7ugc4MTTOX71yiMMDI/zK/btoq4jc8LxvBqXbtbp7Fg66+cP/8FGglPFxardXKRSUGrhXylJlmSbDF8b56h8+RWwqiTfoZsejm9j92Bbcfhfn3uzluS/tQ9FkvGEPrz11BNO0+NCvPkK4MnDd/UuSSOvGen7ljz/N1//kB1w8OUhyJkU6fnl9LeZ1xvpKwTtBAG/QTfPGej78q+9jw53tK6aptW0d3YoiiwF04zJRTaZ4EsOKLXAsAiEPgdDl4KPH76S1s5q2ddXzDs/l/a6M7tY2xwET2flhJHU7Zn7vAsdCEINg58G+eda/d4faxnuYRy6dX5L14j3cPK6kE9VNk5xhkCoWmMlmOT4xxvcunOPczPSCxtpqj5ePda4ncgOG0M0goDkJak5EQZifR84o9S+p0u3/cz46PsZ4KrXgPXh/Q3OpOfkGDCCnotDgD1Du9szz7wNcjEWZzWWv61iIgkC110t/PA6Umn4vzM5wYmKcLZVVb1k/w3u4jKXeYm5F5aGmlhvajyYrJS0dRSFdvLwopooFDMt6Wxz+dxKCIBB2ugloGrNzDeY2JYIEw7JW9SyrksS99Y03RAqhShJhpwufw0HsCkbIrK6TN4zVORayzJryMM+d6eZw/wiSINAQDpAuLDR+REFARKBomphLZPQnEulrMjFdarC+t72ZPa0N9EzO8A+vH2X/xSHaK3vfdsfiZiBJImXh20Oz4looL/PS1BAhnS49I8p1DPNsKkfv6SGa19eRSeZ48Wv7cXmd7PnAViYGp9E8Dj71u0+wZmsT3/s/L3DilS7G+6ZW5FgAyKrMuj1t/OYXfp5Xv3WIk/vOE52Mk03lMIoGtnVZbyxQ5qNzZyv3fnQndR3VN8RwZdpZ0vlDuNVNTKb+FkUqZZaKxjCKtHyp950PrqOuKXJNJ8YbcNHaubg/7ErYtglICMLS5aG2fcmZuvn35e1vibyHBcil81jvUCmUYZl0p0bJGHm2hxc3XV+NyXyMgcwUObPU+FnvKqfWFUEVl37sbNsmoWe5kBqhzVtDUL35OtrlkCwUeOZi9+XjUyrVKRoGGV1nJpdhMJEoqTDHYwuYV6BU3/yZjZvZXFH5tka5vXPEBJcdHJuC+e5wLC7MzhAvLKSh3lpVvSrjJ+h0EnG5FjgWQ/H4irQIZFFiT23DvGMBMJiI84XDB/nZjZtZX15Buct9W5Tg/bhiKTeyORikynPjhpFzjpY5zWWDM6vrC0oWf5whCiVR0dkrmKssG/RVOha1Ph+1Pv8NO2WqJONS1AWORd400M3rl70suT9Zoi4UIFvU2X9xkIZwkLpQgHPjUwvGuR0KLodCNJNlMpmmaBiocqkxeyye5NTw+DxhzCVYls1sJovf6UCdK8tWJInW8gh7Wht46VwvsezCXrofB0QLcQaz4+TM0j2q0sqocVagSqtjFswZefozo0iCSLvv+iQrO7Y20VAXRp8rhQoHlwvKCQTKfHzqd5/g3o/tZHokylN/9QJdh3rY84GtFPM6siLj9rtQVJmOO5o5vvcs6fiN0RyLokh5XYSP/uZjPPrZ+xjuHmNyaIZsModpWmhuB5HqIPXt1QQr/Cvq4Vh0DEHDqXZgYyIg4XHsACAnerHt5Xskdt23fA9luNzL53/vsWXHCGIQELH0s4hyO1fQ5GCZU5jFN0tjxJtXab/9LZHbEFeLyL2dyK2wFCpRzHAq3k/WLMwrU3tkJ9XOEOVa4JrG/XIoWDrfGNrHQGaSfwz/znXHT+bj7J8+S296nIHMJB+s2c3H6+9GXcZhGMxO8WcXnuK3Oz7MHaG3rhTKBkaSSX71mR/c8LYCUOfz86GOtTetMLsayMISi/27IImlmyYDifiCqLJAyZhcTVTZpSiLGuaj+RxZ4/picooo8viaNp7r7ZmnES2YJm+MDDEQj/FQcwu7aupYEwpT7fWiye8uOt93K9pCq4sOy6KAdFVTo2GZ74iW0TuFW5mZaQoEV0VVK4nConmYcyr2q8ElCvkyj5v+2Si7W+rxORf3ogScGk1lQfZ19/P82R5kUaTM6yZb1NnX3U8sm1ukdFwwDb555DQRt4tKvxdNkREEgelUhte6+wm4nDSFF5ZdJXN5Erk8umkxNBsnp+vYlAT6REFAkUT8Tg2P5pgP/kwm0xR1g2xRZzyexLIsYtkcPZMzKJKEpsj4Xdp8z+lbjdligsPRM/RnRhjJTnJP+R18pOYhwlJg1fv75vBzaJLKv/b94nXHV1cGqF5hNkEQBbwhD/WdNQiCgCfgJlIdpP/sCEbRwDItBPGyyLDH7wJsjOL1m5mXgigKeENu1u5aw9pdt9b+EAUHTqUN00oSdn8Ul6NU769IZejm9Kr3KwgCiiLT0FK+/PHlVkSlDSP/PLadxTJ6sO00Zv5FbGsSq/AGkvNJROnmekbgPcfihpDPFhg4O8JI9zh6QccX9tB2RzPhyiDiVTWDJ1/tWpZ3eLXoOdqPXri+4TSWm+UvL/6IglWk2hkGSvzE1c4Q95StZ1OgGY/y1hrEa331NLkrOJsY5B/6l28suoSw6uWBik1EHDfvNb8VCGga6yLlPL6mnUeaWwm5bp51xrJtcoZOPJcnXsiRLuoUDIOCaaBbFqZlYVgWpm1hWjYjqeR1lXlvR6SKRaLZ7KIo8quDA5yZmrrGVtfGSCq5SIAroxdXFB2VRJFNFZV8Yt16vnzqJMk5QTXLLl3fL506wXO9PWyvrmVbVTUd4TKag0FCmvO2ata2bZvJXApFlAhrt4fOy82gxre63/0lgcAfJ1i2TbpYJJ4v9YtkdZ28aVA05t4Lc+8Dw7LI6PoCGuqbRaXbu+pywFt9H1yqQmtFmJlMhqZrqGDLksS9bU2MxVK80TvIxalZvJoD27YJe1w8uqGNr7xxfME2lmXTOznLd4bP4FBkNEVGFEVyRR1VEnlycwd3tTUu2OZQ3zCvXOgjVzSIZrKMx0tlnV85cJyg24WmyNzX0cx97c2osoRhmnzljePMpDNkizpj8SRFw+T40BhfeOkAmiJTG/Tz8LpW2iuX1ra51Wh211LVUMbF1BDfHH7ubTnmaiGrMt6Qh7MHunF7ncSmE/SfGWZicIZ93zvM4LlRCtkChVwpWFUs6IiiiHibiPAtBVHw4FQ75/92KM04lOUzPflcEUkSkRVp1cFsUapGcX4UnW9i5p/DtqbANtHNLyGIYSTtfmTtcQQxsKr9X4mfWMfCti10O4siOBGElT2E3Uf7+Nb/+hGn9p2jkC0QrgryyGfv5Yl/8TDB8oV0ev/w7/+ZQvbmm2CuRiqaIp9Z2QKiiBIdviY+UnsnWbPAYGaKAzPn+PrQq9jY7Ax3oKwic7FSyKKEV3QRVL2o4vUjvoIgUOuK8Ist73vL5nSjkAQBr8NBudtDkz/AhopK7q5roC0cQbuJCJM9ZzT0xaP0xWIMJRNMpEsMKvF8noyukzVKQnyX9F9008Sw7SVriN8NSBULFK4y+m3gfx7cf8uOkZ8zulYCp6zwMxu3YNnwXG8PffHLKruWbTOeTvP97vO81N9LWzjCtspqNlVUsq68ghqv77Zo8h7OxDkxM0Z7oOyGHYtoPossiniVG+tveSvhU98Z7YDbBbZtM5vL0ReP0h+LMZJMMJ5OMZXJkCwUyOg6ubn3gmGX3gn6XODhVgYb3Kp6w0KLtwqKJPLYhnYcSun96nU6eN/6NTRGgmxtKNWRV/o9PLaxg8ZIYH679soyfu7OrWyorWA4msC0bCIeF9ubaol43ViWTWdV+Xxmy6HIfGznOibVMdY56xGREOcEelvLw2yqqyTsWfibkiWxpL3lcFDmdc87A4OZSaaMGVrV6qsyNgKaIhNwOQm4nFQHfNzRWLtgn05VQZxTud9YV4kw10cCJWKbR9atmTtmKTvbVhHhp7ZvpCEUXJUqvCRKeObWZccqy5/eLnj8TtbvbuP5L79Gz/EBMsks8akk5XVhXvzq6xi6iaLKnHilC71gcOKVs4iiiHfZ8qp3FoYVI1c8i895DzAnSHcdd/z4wV7y2SLb9rTiW+25CSKi0oEi/hqWowvbGMS2swiCC1FuRlTWIYi+685lJbjlVmXBMMjrq0tDvVXwONRFtdKmXaAv8T38ajNV7j0r2s+Z/Rc49eo5sqlS3eXU8CzPf+lV9jx5xyLHou/U4IodgLcKEiJh1ceGQMkb3hpspc5VxpcHXmLv1Cka3BXUucq4mBrjTGKAHeEOqp2XI0KxYpoXJ46zMdBEm7cGuMRYYTOSneFUvJ+UnsWjOGn31tLkqURaqkxnBTgS7aE7NYJl26iizO5IJ3WuhRGcaDHF2cQgHlnDI7u4kBwmaxbwyE7avTXUuctvqMTLq6rsrKlb8JlAKZrtkGQ0WcLn0Khwe6j1+WgLRajx3bxBmdV1uqan2D88yNGJMS7MzpSYnW5qr7c/snoRYwXc5TcD07JWXP4iCALlLje/vHU7a0JhXurv5ej4GBOZhQKdGV3n+MQ4JycnqPF62VpZw86aWnbW1FLn879jjd7RfJZnhi6Q0Qu0+iOkinnOx6cBmyqXD1WSuZiYwadqRDQ30UKWVDGPS1Ypc3o4PDWEadtsCFdR7fLhfJvLvZa6S+82BflbiXg+x4nJCd4YHuLE5Dg90VkS+fw78l5wyvI75myqsszP3bVt/m+XqnJ/Rwv3d1xu6m8IB/n5K8ZA6ffcVBa6Zlbj1x7YveBvWRRpqQpgjE3xc1s/SpVz6e2uxNXzuITu5AhJI8s6XwNO+bJzrEgin7t/G+cTw2wNXV8b4K41jdy1pnH+74jHxad3bV4wZktDDVsaahZ8Zts2WTPPuWQvE/kZDNskoPho8dRR66xY9b20bIuL6SEGMqOkjRxOyUGDu5p2byPSlQFZAQzbZDAzRk96kIyRwy07aXLXUueqXFFgcSm4fC4e/OQeBGCsfwqX18nux7ayZksjA+dGkCSR6ZEoR186w9GXzpBJZNn+yEaqmpYvCwLQiwZ7v/EGTq+TPR/YhiSvznaxLZvoVILZsSiFnI5DUyirDeMv8y2pem5YUZKF1+cdi5Xg4N5zFPI6HRvrVu9YACAgSmFE6W5w3H0T+1ket9yxODk6wbNd3dcf+DbiX9y1g3Lvwrp+0y7Qm/wOzb4PrdixsAxrUeN0IVvEegtKnt4KKKLMxkATGwNNHJg5x0BmkjpXGeeTI3xt8BWqneEFjkW0kOIf+1/kF5ofZo33MuNAUs/yreHXSegZCqZOQs9wVLvIR2r3sD7QuKq5FSydmUKKocwkXckhqpyhRY7FbCHJ02OHyZtFalwREnoGy7aIFTMc1YJ8vP5u2r21K3qJCpToEX9v92IOZHnesZBxq+pNZSauhG3bJAoFnuvt4XsXujg1OblkP8ClLIlHUXEqCg5JQpEkVLH0/zPTk++YwXEzKBgmxm3GaCYIAn5N44m2DjZXVnFgZIhDoyOcmBhfVHJm2TbDySTDySQHR4fZXl3Dw82t3FPfgN+hve2GmI1NzihS5fbhUxzMFrK8Ot7LXZVNJIp5xrNJTNsmrRc4G51AEMAlqxTMBEm9wGwhiwDvWB/CUlfrJ7FZ3rZtRlNJftTTzQ97LtATnVmU2YNSX5DP4cClqLgUBXX+vSAiCALHJhY3KK8WpQj67ZHFejegzVe75Oc2Nn3pcfZOnViRY7Ea2LZN3izwg7FXOBk/j1tyIQoCBavIqfgFHqncQ4dvZXT8C/aLzZvR07w4eRBsG1mUKVgFDs2e4sGKXdxVtnX+GREQGM9N88z4PuJ6GhubpJ4mqPr5QNU9dPpaVvV+lCSRmtYKfup3Hicxk0KSRYLlpebphs6ScxWdjBOs8DPcPY4/7GXrA+sJVVxfkLGYL/IP//GbRGpCbLirnUDkxsswc+k8R188zfFXuhjvn6SQK+LQVMrrI3Rsb+HOJ+/AE1ioAyMKGrLoJ1c8jyyFAQFR0JDEa/eeFgo6oTIvjiUUwVcK2y6CbSAIGiwRALatubJiQVtxFc+1cMsdiwuT03z18Mlbvdubwqe2bVzkWNjYWLaBW165onPHjhbWbGni3KEeDN3E6XGw+wPbFmUrroQggNvnQvPcmhR/PlMkk8yumnLWLWtUO0PkzCKxYvqGjQrbhqJlIAkCH67dg0NUOJMY4JnxI7w0eYJGd8Wqejd2hNpZ72/gwMw5upJD1xyXN3VGcrO0eWt5uHILmqhyJNrDC5PHOBHro95Vjkte2bV2yBJt4bePSjBVLPKD7vP8/cljDFxRdgMQ1Jy0hyO0hsJUe7wEnRpupeTUXDIgFFFEESX+076XOVWYfNc1psqiuCh171VVPtS+dkVq1yuBKAg0B68feVxqbk2BILVeH3tq6zk1NcmpyQmOTYzRE51d0HAOMJlJ86OeC1yYnWEgHuOn1m6gYhl14rcCYc1NvTdIgydItdtPfyqKQ5TZVdHASDrOsZlRPtDQyUAqxqGpITaGqtgcrqYrPkne1IlobsKai2ZfeFUlFe/h1mA8neIbXWf4VteZRdmySreHjkgZzcEQlW4PAU3DqSg4ZRlFlFCk0juhaJr8q+efZvoWORbvFpyO95Mzi2wJtnAmMcBYLsrWYCuKKNOVGGCdvxG/4uZErJee9ChFy6DZXcmuSCfynPGkWyZnEwO8OHEMRZRY62tgXaARSRAxLJOBzAQnYn0k9QwOSWG9v4l2Xy2apJIoZjg0e57R3Cw1zjB3lq3DLZfE23JmgefGj3I8dpHh7DT/2PcCTlllc7CVNm8Nlm0zlY9xLHaRmUICv+JmU6CZenc5oiCiWwZnEgOcTw6TMwq4ZAc7wh3Uu8qRxcuGn43Nsfg5np/Yz/3lO9ge2oAiyvRnRnhl6k2en3yDci1MSL0x9fPx3DTfG32ZckeIB8p3EFR9zBYTPD22jx+M7aXVU0+Vs2x+DmkjiyzKfKD6XpySg7OJXvZOHeJk4gIN7hrc8up6OgVBQHM50OqXXtdDFQHu/chOTMsq0Q6vUCPDtmyiE4lSw/5wFM3pYGJwmlQsgySLhCoDRKqDyMrSZrJpmOz//hG+84XnGOgawTQWBgOOvHCKycEZPvG7H0BboMxtoxtjRLPfRhKDgIBLWYvPee8151pdFyY+m6awgv7aa56vMYBZ3I+obEBS71h8PsU3sM1xJO0RhJts4P6J7bEQkfGrLWSMsRVv07mrjc/8u4/Qf2aYQraAL+xl3Z1tBJfxjhVN5f5P7GHjvWtvxbQ5/do5Xvjqa+RS16fUvBackoYkiOTMIpZ949kWt6zxaNX2+SxGQPUwkJniYnqckdwMHUrddfawGIoo4RVc+JTlm6FtbGqcIR6s3DxfnqWIMqfifYzlZ0kbuRU7Fm8ndNPk1NQE/3CVU6FJMlsqq3h/axvrysqp9fkIas5ly2s8quNdGUt0KQrKVS99RZL4mY2bV0Uxei3cTIZJkSQaA0Hq/X7urK2nJzbLuZlpjo6NcmR8jKlM+gqSPuiJzvKlUyewbJuf27SFgPb2MoRdCUEQcM2VM7kVlaDDyStjvQBUuXzIooRDkhHnnh6/qjGYiuGWVVr9EVzy7Sem9eOOTLHIvqEBvn1uoVPhUVTurm/gwaYW2sMRarw+fA7HNTM6iXz+tuj5ebsxmpthLDc7TxLyxnQX5Y4AkiDSlRik0V1JT2qEAzPnqHOVoSkqL0+eQBRE9kRKa3LeKnI+OUydq4yZQpIXJo7hkFTafbVMFmK8MXOOjJGj2hkmb+mY9mUDUhJEAqqbw9ELTOZjbA21zjsWIiIB1YMkiDhEhTLNj0NU0MTS72ymkGDv5EliepoaZ5iJfJTYVJoHK7dQ5yqjLz3OgZlzuGWNsMNH1iwsuV5bts0rU2/ilp08UX0fAbUUea/SImSMLC9MHuBieogdoQ03dG2Px84xnpviZxuepMPXhCiI1DgrSOkZ/rbv23Qle+cdC2wo10LcU3YHbd5GADTRwflUH5P5KCkjs2rH4hJs276mGJwgCDekKXEl8tkir377EMVckbG+SbKpPJIk4i/z0rG9ld2Pb6GmdbGhPXRhjJe+/gYDXcMANG+oI1QRIJPI0nd2mOmRKD/825eoaa3goZ++XBkhiX58zvsX7EuRli/duvOhdTz9rTc5/sZF1Ps6CEY8N0wiYpkDmPmXEMSlj2VbMYz8s4jKRnjPsVgMAfA5Nco9bsq9HtxLRENlUaPF9yGG0i8wkT1IRNuELC7/4Lt9Tjbfv471d7ZjmRayKiNK4rJRSkWV2HT/Wu756K6bPS2glAF59duHbsqxsG0LG7tkYKwiUqmKMvVXlCn5ZCd1rginEwPMFJLLbHlrEFJ91DovZxrcsoYmOcibRXTr9ozYJYsFftRzgf4rnApFFNlZU8uv3rGTDeUVOFdYX75a6sZ3Gh5VRRUXvvzTxSKqJOFWlNumgRhAFETCLhdhl4vNcw37XTPTvD48yKuD/UxlLrNRzeayfP3saTZXVLGnrv5tNfC2RmrwKCVHs0xzc3dVqeTBq2jcUVbLaCaJU1ZwyyXtE4/iYG2wAihpDgQcTnyKY9W9Ue/h5jCUTPBify/j6ctOhSbJPL6mnc9u2kxLMLzi5+nd+l64GYRULxP5GP2ZCSREJEEka+ZJ6BlCDh9OSeXZ8SOs9Tfwvqo70CSVtJ7j2fHD846FIsh0+Oq5t3wDo9kZvjuyn2PRHtp9teSMIlOFGEHFw65IJ25JQxTE+Z4Bj+JkR7iD4ewMQ5nJBXNzSAp3RtYymY8hCAKPVe+Y/862bYazU5xLDvHx+nvo8NXRlRjkuYmj9KRGqXOVkTJyTOVjbA2t4Z6yjQgCaKK66LdqY9OXGaHFUz/vVEApgFjnrKJgFhnL3Tjr3kBmlIJV5Efjr/Li5IGSYWVDTE9i2AbTheiC8T7FQ62zYsHxnZJGzsivel22LZvYdIIDPzjG4PnRkkDwEuPu+uB2dr1/86qOkUvneemf9pOMphfQ1AqCwJk3upkamuGJzz9IXftCAbqugz2MdI9jGhZ3f2g7D336LsJVQQrZAheO9vH1P/4BqWiGp/7qBXY/vhW3vxQ0lUU/Xu0uCsYQlpVFlWtRpOUrJ2YmEySiGX70zcMc2d9DIOwuMURdEWJ0ulV+7l8+cu2dWBlsbASpYsmvRaka7AzYN6/dcssdi7WV5fzC7m3XH0ipltylKrhVlYszs3zr+Nn5mmZRECjzuGkIBSjzuPFqKqosIwsihmWR00v0nGPxJEOxOKk5JU4BeKijlYc7Wqn0efA6HIQ9i6Pglm0SL/aQMcY4NfvneJRaZNGNcJXqYIVrJ/Weh+b/FgQBxbHyOjdBFPEGb53Qm9OrLdkQtFLY2CSNLJZt45a1+ejlUrC4hlIpwgIxNlEQUUQZ0yoxGL3VUEUZ7Qo2i0vVwLZt35Z9B7ZtE83m2DvQv+DzOn+Aj3SuY2vV1UwiyyNbLL4r6WYDmoZf05AEYd4IKpom46kUtV7fO8ZCcz1oskJrKEyDP8Cmikq2VVbz1TMnOTs9NX8fJjNpnuntZlNFJerbqGvS6L1c9uVVHHgDJYdfFkUqXD4qnKVM0JVOm1O+nGENOVwlTpJ34Nq/+57gWwvTshiIxzg+Pr7g840VlXyovZO2cGTFDp+NTaZ461kIb3eEVR8SIueTw7gkjSZPJVkjT29qjA2BJmxgLBclqWe5mBpDFAQm83FmCon5faiSTIunCkWU8asewg4fE/lSAKjKGWRXuJNj0R7+sf8FmtyV3BlZt6JG7+Vg2CazhRTnkkN8Z/h1HJJCxsgzlpul1VMyYFs81WwPd3AhOcyF5DDr/I3cGVm3JEFJ3izMZ0IuQRCE+ZKponnjJTQ5s4AsyLgkDYd0ed8uWaPRVU2rp37BeFmQ0aQrqgWE0tpsY6+6bDeTzPLsP+7j5a+/gSfoRi8YzIxGqWurIjaVIBlN07mjFbdv9e9cy7SITsQRRZFAxEegwodpmMyOxYlNJnjlWwcJVfr54K88gtOjzW83enGSZDSNJIvc85EdbHtw/bxt2LyxntmJON/98+cY6R7n3OFe7niolDEyzASJ/Evk9R4EFETRiU+7F5d67aqWwd4p9KKBQ5OZnUoQi6YWZSy817sGAghYcA0xPtvWr/ndjeItcSzqQ4EVjRUoCcocGx7j6a5ubNtGEgS21lfzaGcbLWUh/JqGS1VQZQlprkbbmuPuzusG6UKBiWSaQ4PDvHyhl4lkmt7pWe5qaaCzsgyfpi15bMs2iBW6UUQPupUma0wjMItw1Ys8YF5fYXo5XBJcuVVwepzzYjCrwWwhxUBmkoDqoVzzIwjCfKOeNZdqvGRkJPUc1hLLv2lbpPUc3rmyJd0yyBh5VFHGKb315RQCJWfm3QLTtpnIpBZEuQEa/QH21NbdkFORKRZJFQvvSqNMlWSaAkE8qrqAc//M9CSbK6tu+8ZdRZJo8AeIuFxosswXDh+kN3Y5avfGyBBZXX/bBROvBQGum5F8J3srbk838u1DwTQZT6eI5RdGCDdXVrG2rGzlToVtkyoWyeg/eY5FyOFDFWXOJAbYHm5nnb+BpJ5lJDvDXWXr8chOREFgY6CZVm/1/LqhXNGcatvMR9Rtu6QPcumd7JadbA2uocYZYSg7xdFoD69MneSRqm1EHDfWs3AlSsE4iYjDz54r+jJEBOpdpVKVoOrh7rL1rPFUM5CZ5ODsOURB4J6yjQvKfQXAr3hJ6qkFx7Bsi7xZxJ47jxuFV3EDNg9X7iGsBhZ8JwgCmriw5Hil6/KxU0OcOjtCPl96Xn/qQ9sJXYPpKB3PcuiZE3TuaOXxz91P97F+9v/gKD/9+09iWzYHnj5OIVu4aXpZl9fJ/Z/YXcos+JxYlsVo7yQv/dMbnNzXxcl959hy/zra77jMCJaOZyjminiCHsI1IWRVXrC/D/ziAzz9ty+jF03O7L9w2bGwZskVzxJ0PYkgKGSLJ8kUji/rWNz54Fo2bV9e6+K6auCCH9suYhnnSz0WwhXmv21g6adBUEG4+fXrljsWTlXBqa48ot8/G+Ov9x/m9OgEoijwqW2b+KmtG6gN+pYsYVoK60yLTbVVbKiu5B8OHKV7aoa/2X8Yn8PB/e3NS5aYyKLGutD1VSI1KXjdMcvhknLkrYLTo61aoCtj5Hlt+gzHY33sCnfQ5C7V0XkVJ6ooM1WIk7f0eefgRKx3yRRm3irSlRxiZ7gkMx/T0/SkRgmongWsUu+hBNOymMqU0pCXIIsiYaeTkPPGBPa6ozPkVqAsfbuiIxzB79AWOBZ7B/r4eOf6W8a+9VbDrag80NjM830XGYjH5rMvE+k0ecNY4JzfOBZvZ/PjGd3/cTynG0He0Inlcwuug0OSKHe58dyAnodl25ydmnxXZjFvFj65tHZN5GM4RIUOXz0/Gj2EaVu4ZQ2npLLe30jayNHqqaFc85MoZkgbl525nJnn0Ox56lxljOWiDGWmuCNcCiheGlvlDFGhBRnKTDFTSJI1CrCCWyQg4JE1ZvMJ8mYRh6hg2TaiIFCuBalxhhER2BZcg4VFvJjBNRf1n8rHsW2bJk8lVc4Qx2IXmcrH0W2DKw8uCAIbA20ciZ5hJDtBrau0rif1NF3JXryymwZ3zVLTWxZrfc3snzlGX3qEporaBZpXN1Mb0HVhjGdeOkNqjrb//Q9tuKZjoRcNUtE0dzyykY7tLaRiGTw+F1XN5USqSsLEz3/lNfrPjNC4dmlmrutBViTW72njU7/3BJHq0Hzgds3mRlSHwuxYjNGLkwx3jy9wLAzdwLJsnB7HksJ1FQ1l1LZX0XdqiMFzo/Of27aBbVu4HRtL+zGnyOkXlp1jTcPNk8yIcjOi3IyR/QbYOUR1Owg+sBKYxYMY+e8jqXfddOM2vMM9FoZl8bf7D3NmbBLTtrmzqZ7P37WdCu+NGeKyJFLp8/BIZyszmQxfOnSckXiSfzh4jPbKMprDwUU3XRRkgo6by0asBKIovgWOxcqMFtO2GMvNsm/6DNFCkq7EEGcSg7R4qnioYjMBtTSvVk81ZQ4/Pxx9E8MyKdMCXEyNciTWg2EvLG0SBIGCqfONoX1M5RN4ZCfHYhe5mB7jkcptVM45FpZtkTULZIw8E/kYebNIXE8zlpvFsE28shOHWKqrN22TpJ4ja+SZzMfn2DLijOVmcUoOPLITRXz3NibasEjUThIEVEm64Yjx3oF+Uu/ikodt1TVUe30MJxPzS9PxiXHOTk+xs6b2ts9aXILH4ZhvsjfnmHhK9/jmjDtFEufKFy47jwXTmGvafPf+BpbCT3rGwrbBvIrdTxZFFGkxe9pyMG2bp3tvL4r3twuSKOGSNbyyE6fkoEoLkTUL+BU3brlEAf3hujt5YfwYf3Xxh2SMPJqk8lDlFmpdZQiAW9JQRJk/PPcNCmaRNl8du8IlZeTZYpJnxt5kMFvqUXBJDu4r30SZVspWvDZ9hsOz5+lKDJMxcswWkzS4Kvh044O45FLv0qZAC69Nnebfnfoi5VqA91dtZ0OgiUZ3BfdVbOKN6S5enDiOjU2br4aHKrbgV92MZKd5afI4U/kEoiDgljW2BFtxSQurMERE3ld5J6fiF/ibvm9xb9l2NMnBuWQfx2NdbA9voNVTIlQpZTEKZIwck/koObNASs8wmZ/FxsYtu3CIpX6szcFONvjbeWr0ZaLFBK3eemzbZqowy2R+lk/WvR+PcuOZglQ6TyqVIzMnIGwtw3ApCKA4ZCSp9HtQVBlBFEoiebVhIjUl2252PHbNfVwPDpeDrQ+so6w2vOjzlo0NNG+o583nThCfWtg/esmPl67RZyuKAnVrqrh4YpCZ0egVn7sQBJGx+J8iiV50cwK3Y+uq579SCFI1svOj6FYUPfOPkPs2IIOtg51CVO9Adn4YQbx5J+YddSzOT0xxcGCY4hxn98/t3Ea5Z/UpLbeq8r6ONbza089UKkPXxBRv9A1S6fXgdry9jCef/rcfRi8auLzOq6jGbg5Or4awQuOraBkci/XSm55Ak1QiDh+PV+/gzrK11DjD86n2MoefTzbcy/dGDvC9kQMIAtS7yvmZxgf5H+f+eUE5hSpIbAu2sjW8hpcmjzOdT+KUHTxUsZXHqrbP13+O52J8e+R1jkZ7yJs60WKK8VyUk/E+ZEHmgzW7eKRqGx5Zozc9wZ9e+C5pI0/GyJMzi3xt8BWeGj1IxOHjE/X3sjPcfsuu4dsNURAWZd90yyJdLGJY1opLofpiUfYO9JEpvnszFuUuN3fXN9AdnSGaK0WscobBnx56g796/IMEtbdfD2I10E2TZKGAfoXegFd13LRYnlMuUYkmrtDWHE+nyOo62tssYPce3lrIoojzqixd3jDI6jqmZa3IybZtmzNTk4v6t36SsDvSyTp/AwHFgyJKfKbxASxsIo5L7EhhnqzZTULPYNgmkiASnvsuoHr475s/R1D1siPcPldW5CE4F3Srdob5UO2dZM3SD1KTVEKqd76fYb2/kXpXGU/UGNjYyIKEQ1QWKFpXOUP8RtuHyJoFFFEmMtdg7ZIcbAu10eyumt+/R9YIqqW+qDZfLRGHn4Klz48v0/zIS5Qb1Tmr+JWWT/L0+Gt8d/RFDMskqPq4v2In95XtmO99mCnEeXbiNQ5Hz1AwiyT0FEPZcbpTAyiizAPlO3mwYhc+xYNHdvHZpg/y0sQBTiW6eX3mKBISPsVDh68J+QbEaK9EPm9gmisLwMiqjD/iY6R7onQN/E5s2+bka+doWl9HbDJJfDpJ84YbZ6IEQCg5K1XNSzc0u/1OAuU+Crki+dw1AnrLLFe+iLckXpi6nCFTpAoink+RKZ7Gtgu41YdxLlMGdTUsy+JayUlpGapdQVAR1S2o0r/D0s9gGd3YdhpB8CLKnYjKWgSpCkG4ebfgHXUs9l0cIJ4rsRuFXE621K1cU+JaqAn4qAsGODkyQdE02d83xCMda5Z0LGxsDCvHVO4oiUI3suimxn0vbqUSwypg2UVk0YW4igv9gc8/VCqJEIVVly4tBadHQ5Sub3g1e6r44y2f41DfEMcHxvmFe+7ArZai/y5JXVALKYsSm4MtNLkryZkFLk7O0lpWRqU7wBe2/ioB1Y1lw4m+CWozzTy2qR2XpLE92IZuGyiChFdx4Z2r44xnc7x2eoijXRkShQBPbO1k25oa/urlQwzPxlFkid5kkULQxOOBelcZVbOtFAydX7jnDgqGyXcOn6V3cpZ/9ZGHmYnm+YMXn2VzUxW+yXpUlxPWwrOnujk5NE5V0EvEaGBXaz0VWoA3e4e5ODnLA2tbqAzcOhrT1UIWRWp9PmSxRDwApfKFiUya3ugs7ZGy6+wBYvkcXzh8kIux6E2lod9pSKLI42vaeWmgj1g+P9/Ud3xynP+872X+830P4nMs3Re1HFKFAjlDx+dwXNcAt22bsXQKn+rA61id0390fJT+eHQBE8+acBiHdHOKxRGXi5DTuYB69PDoKI+3tt9w2dztjnfvU3xr4FIUKtyeBWQGpm3TH48xkU5T47u+YNd0NsP/+9reRTorP0nwKW58V0TOK68qxxUFgZDDS8ixeC1QBJlmT8nuuORMXAlNUqlxXTuCG1Q9S253CYIgICEsuQ9BEHBKKk5XeIktwSM78aygN6J0DJFOXwvVznJyZgEbG1WU8cjuBRmOoOrjsap7uK9s+5L78iqe+X4MAYEyR5Anau7n/vKd6LaOgFBq6JY1HHPOVYUW5ldaP7novedXPHyq/jEsbALK5WtUKOiYKxQVdnmdrNu9hqmRWQDKa8M0dNbwnT9/jte+e5h8poDb76J2zSrKdwQBp1vDsizymcKSQ0zdRC/oCKKwoLfV0I0VCSOrDhVsKF6hPyEgokjVBJxVgIUgOBCF5QPfxaLBvudO88ZLXUyMRDGMxcf2+p38z3/8/LL7EQQHSI1IUjWSfQ9gAhIIGqDesqDeO+pYdE/PUpwTFanye3HIN7coQ8lwibhdOBSZomlyYXKGnL44wmvbNjlziqPTf8Rs/jSmXcSnNBHS1uFWKpnOHWMw9QxNvieocO1Y4kjL4xK12K2Gw6nyW3/1eQrZ0g9BUZe+hQ5Joc5VxoCcxmOlqHOVoS7T3KOK8nx695/OnqPjrpoSrax7TgDHttnaWMMmqwrPnDG2lF6EaVm8eq6fiWiG/+fRR3CqCj6nA0GAKjXMR+7ZyvraCv6/p19ncDqO3+lEsEWsjIxRhGotgmWBjyGEfAq/4GU4l2EqmSGbNxCKCkUgnskxnUwzk8pyV1sjp4aKTM/kyYUMXj3fx/bmOkKe26eJNuR0sSYU5tzM9Pzn52emear7PL/u9+NSrv1i6Z6d4X+/eYBXBvvJ/xgIYNV6ffzi5m38l9deYSxdajg0LItne3uYymb45a3bubu+8brlIKlCgfOzM+wfHuT14UG2V9Xwsxu3UOVd3rGwbJvnLvbw9a7T3N/YxEONLaxfId2vZdscGRvlL4+8yYXo7ILv7q1vxH0D/WVLoc7np9rro+uK5+TYxDhPdZ8j4nIRcd06Ioh3Grd/XuqthSyKVHq91Pr8DCbi85+/OjjA1spqPtTeiWOZvqMTE+P8v6/t5fTU5DXHvIdbg4Se5rnx1zFsk0cq9xBxrK73MlpI8E9DT1O0ivxW+2dv2fwEQUAWJMKOwLLjFFEuzX2F8y/1iLjwyNe2ZxRRplxb3FspXWM+uYKOsULHwuN38eFfe4RL8h2+kIcHPrkH07A4vf8Cde1h7v/4Ljbc2bGi/V0JURQIVwWYHY/Td3qI+z6+WBIgPpNicmimRHs7kSAxk8If8ZKYSZFLl4LixbyBZS19PsV8sZQVuYJJtGAMEM0+RbX/t1c81/0vnuVbf/8akiLS0FLO4dd7WLu5HlEUOHdymGDEw8c+e/eK9lWysR0gvHV6X++oYzGdysxHcH2a45atNJoiI895lzPpy8e4Eqad50LsqyQKPXQGfg5RUOhNfgfbtgABVfJhYRAvXFyVY/FWQRAENtzVPp8KWy1D1Kvn+nnhTA/RTI7GSIBP7NqIKss8dbSLl85eZCQax+1Q+YMn78frdPDdI2d56exF7mxr5NN7NpMr6hzqHeb50z2YloVhWtzT0cTOljqimRwtFWFaK8LzVVTpfBFREAi4nEiiSLZYnKtNhGN9Y9RHAuimxbH+MTY3VCNLIhGvm7Mjk0zE09SFSk6PR1MRgDMjkxQNk4jHhVdT2dVaz9H+Uf5u7xEqfF7aq8puuizlVkEQBAKaxpNtnQsci0ShwD+dPcVEOs0n121gXVk5blXFBpKFPOemp3m+7yJ7B/oYTSXRLQtVlNhQUc7pqan5EsIbwWAizqnJCaL5HOlCgXSxSKpYJF0szDPLjKVS82VKl/Dt82c5OjGGR1HxOlTcigOPquJWVbyKikdVaQoG2VRRdd0mbEkUebCphZ7oLH934ijJuUbugmny5ugIXdPT1Pn83FFdTXMgiM+hIYsiWV0nkc8zmk7SF4sxmIgTz+comCZF06QtFF6x4GNW17kYnWUokeAbZ88QcGpsKq+kI1xGSyhIhduDR3WgiCIF02Qmm6VndoYDo8OcmBxnJptd8F5pC4d5X8uaZR3ElaApGGRDeQUHRobnWX50y+SLJ49zbmaax1vbWVdWjs/hwLQsMrpOPJ9nJptlKptGk2U+s2Hzio41lkpyZnqKyXSadHHuWdCLpAvFub8LzOSyC6LhumXx2vAgH/3m1/Coc8/A3DPhmXsO3KpKYyDIurJy/Mtkn26HjEXRNDk5OUFvrKSunp5jXbv073SxQDyfZzi5sL56NJ3k37/6ImVzjdYeRcXjKJ2/RyldA5/Dwc7qumtmHgRBoCUY4q66hgWOxVQmzf869Aa9sSgfbO+kNRjCIcvYwGw2y6mpCX7Uc4HXhgaYzeVK1OGKSmckwpHxlQu+/qTCtm3+7ek/XVLbIeII8qGaB7m7bCFlvmVbpIwMRctY1Hd4IzBtk7ieomAtHSG/Fg5Hz1DmCFHrrFiguv1ug2la6LqxYvpZQRTwBj3zAWdREqluKudTv/cEH/vNRxFFEdWpIis3fk1ESaRtWzMvf+MNXvveYbY/spENd112UFKxDEdfOs3ZA93Yls0r3yyVid/9kR10Heih/0xJGC85m6KY15ck7RjrmyrZPZGr3gE3SLRw5ugAZZV+PvOrD1LbFOH3fu5veeJTu2hfX0s8muYPf/+fyedW8kxZWOYUltENVhyWWC8lx50I0vWrKJbDO+pYFI3LD1g8m4er6E5XA9u2SReK6HMe8bVun2kXmMgdpNn/YdYEPs5s/syC7xXRiyRoFKz4qufyVuG6tGLXgW3b7GytZWtTNbYNf/rs64xEk+xureezd2/l+OAYv/bwHhoiAbQ5Ofv3b2rHtCyScw+vDSSyeXTD5N9/+EGOD45xtH+UyoAX07LwuTTeuDjIV14/TmtlhCe2dBDL5PiTp/eRyRf43H3baa0IIwoCL3f18sj6NUiSyA+PdbG5oQpVlmmMBDkxNI5t27RUhDAsm6DbiW6YnBgaR5GkUqmTILCxvoLTwxOcG5/ilzp2UOH33Fa1+h5F5eHmFp7v7eH45GXe+ng+zw+6z/Nsbw+aLKHJcolK2TAwLAvDstDnDFhFkvi93XfTGYnwm889zWwue8PzeHN0hD85+DqJfElo6JL2x6Xf4ZWfXYnZXI5YLj/HhV0yikpXV0CY++yBxmb+471BNPn6ZAWqJPH5rdsxLIsvnjw235Bu2jaJQp7kdJ7zs9NIc1TICJfnZdn2/H+LsfJ7blNqjC6YBolCnpFEgmd7exAFYU48cl4TCnvueIZlLRIiK3O5+O2dd9HgD9z0MycLIg81tXB0fIx9QwPzn+cNg9eGBjk4MowkXlafmb9fdqkValtV9Yodi5OTE3zh8EH6YtGrnoXSnq/1LCQLBY5PjM8/A5efhcv/vru+kX+1cw/+sms7FrfDrzNTLPKVUyd4rq/nmue+1DXQTZO+WIz+eHzRuV96BhRR5L/c9xA1vmvXT1d5vDzU1MKbYyP0zGXAbEq6KF88eYyvnjmJU5ZxyDJ5w6BomqX3gmlhzBkFHlXljx58FMu23nMsVoiknsElaTxUuWfB5y5Jo961uCQ7oHj5mYYnsbEXsCO9HSiYRV6YeIOd4Y1UaRHkdzGJQ76gL1nGsyzsOWIM28YybWzbQpQEHM5SEMe2LCxTWGQXWabF1PAMydk01lxPR8um+vnsgaLKPPCJPez95wOM903xX37mz9lwVwe1ayoxdZPzR/o4/+ZFinmdioYyJFnk6b/fy/Nf3odpWhhFEwQo5nVOvXaexrW1eINuBEHAtm3i00nOHepBlETq2i8/U6LgRpJ8xLI/RFNaAQFJ9KMuw8aUiGWpbymnrMqP26OhuRQsy8LlceDxajz8oa386JuHuf/xzde+jFYKI/cd9MzfYFtRrmUda8G/R3o3OxZBtwtpru68dyZKLJej3HNzDErZos7gbIzMnGBewKkt2QRn2xa6mcKnNCIKCkvTPFpzGYwfLxiWxd6uPg71DiOJAscHxrirrQFBoKQXIghoioymXC5NUyVxUQZAU2QaIgE8mopHU1FkCVEoMR5lC0Ue2bCGXEFnPJHCtktOwU/t2sjxgTF008S0LLJFnZND41wYm0YUBaLpLNmijipJhD1OXj8/QMTnprksxEQyjVdzkCvqnBmZoLUijM9ZSudJokhzeQjdsijzut9Rfv6lIAgCjf4A/+7u+/h3r7xI9+zMvIFq2BaGYV2TRlYUBAIOjd/etYcn2zpxKgoVbjfRXPaGo76GZVEwTAqryHZY2JffRUsY9UXTvKFAjEOS+M0du+kIl/HHB19jNJmaF1i05+a6ksIvURDm2HRWXkopiyKKKM47bVByaswVXhdhbh/NwRD/5s572F1ThypJN20sC4JAZ6SMz23eRrpY4OTkxPxzYtl26b5dY46iICyZnb0WTMumaK7uWbjSGb32s3A75CSuj6J1C64BLLoOpmVhLMN4A6V7tqeunl/dtoM/ffMAw8nEvMOszwUVskuU8kLpPRtxuvmjhx7hrvpGxtOpOSrn/A2fy08aSkr1YT5c8+AS313+FZu2hW4Z85lQWbi2UW/bNrpdGnu1MyoKItoVGk+2DYZlYtilpm8BAUmQkIXLtKWmbWJYJj3pQaYLUfJmgZyZx5ybiyY53jFxy9WiUDBuyLEo5IoceuYk3/7fzzAxML2gV+FKfOYPPsTHfvP9Cz77zv9+htOvn0dzOeYzGr/8x5+ZdyxESWTtzlbe97P38MJXXic+leT17x6eNwVtu3Rfalor+OTvPonTo/G1P3qKofNj2LaNqinc/eHtnD/Sx1P/53lcPif3fXQnTq9GJp7lL37nS6QTWbQ51qlLsOws2cIxslc8Z17tLiKen77mdXC5HehFc76vIxjyMDY4y+btzUiaQqTcx8To8sxYln4KI/ctRHkNsvOjCFIVSzENinLL4o1vEO+oY1Hj9yFLJceiaJp889hZfvmu7asuYTEti9f7BuiPxuZ/1NUBL+oS+xMECU2OkCz2Y9l3LfjOsg2yxjgFM07IceO1e7cbdNMkkcujShKqLDGVTNM/HePONQ1sbqjmf/zglfmXkyAIpVKcXJ50voh7rvQoXSiS1w0KukGmUJzPLIniJaq10vZlXg8eZ5zu8Rk21FVe0RNQ+l4SRT6yfR1/+INXWV9byVgsyZ419Xz+/h04FJk/e+4NXr8wAJSit6I459DM/QZFQUASBWRJQhYX6oZfEvtbCpIgENScC8YGVtEkfDOQRJHNlVX8+aMf4C+PHGLvYD9ZXS9Fwa3LUoTC3FhZFFFFic2VVfzqHTvYUlk9/yzfU99ILJ+jaJp4VMeKFxdNlgk5nfOlgrcSXofjhhw6QRCQBIHH1rSxq7aWL506wbfPnyWez6ObJoZllxbpS+O5fI8lQZxn1WkLR3isdQ0PNrVQ4b5+YEIUBD7Y0UnW0PlhzwVmc9n5CPClTMiVhsGVx73kkJS7PTy+pp1Prt1ApefWZscEQeCehkbK3W7+9sRRXhsaIFUooFvWgkzN1fNSJWnF2j9QyhoFNI3wWyDo53M4rstq5FQUQk4Xyvw4Accq3/0OWSaoORc4VpqsXPe+CIKAV3W8JddAEkS0FWSXVUniybYOqjxe/vr4EY6Nj5EzSu8F64rnUJy718rcvb6rvpHf3XXnfKbMrajc29DI/uFBoHQPVgJNkgloGtkrBPZcirJiJ9kwTLJz1KGFTBGHLRF0XKZFdysqb8Hr5qaxEkG37tQA3xh6mu7UIAWryO7wZj5V/xg1roUsQrZtM5qb4vtjL3Mu2U+8mCRvFShaOi5Jo93bxH9c/2vz4/NWgX3Th3lm4nVmClF8ipfd4c08VLGbsFoSrj0W6+L5iTfoTg2S1FP848D3+OrgD+f38adb/oCyq3olbNtGN1ZfqvVWI50p3ND8ouNxvvifvkV5XZhP/f6TuP3OJZ/L1s2Niz6LTyf49L/9MGu2Ni35HhAEAZfPyef+8ydQHQp7v3mQYr6IZdoIQqkypKa1go/8+qPc+7FdSHIp83D4uVPEphKs3dnKpvvW8k9/+BTP/OOr/N/f/yr/8O//mWCFn9hUgmJORxAEatdUsfP9W+aP65CbaAz/5Q2tGZW1QXq6RsmkC0QqoHVtNa8+e5oN25oIV/g48no3ocjya59tzSAIHhT3LyA5VtaPsVq8o47FrqZanjvXTV4vGZ//cOAoa6vK2dlQi0u9/qJwCbZdirx1T83y9SOnGZiNz3+3s6FuSUYoSXBQ5bqLgdTTuJVqREHGsg3y5gxTuSNcTHwbbJuwtvGWnOs7BYciMzAd4z986wUEBO5sb+B9G9YQ8bp54cxFjvSPoMgSQXdpYRUFgfs7m/nivqN4nA5+//F7cCgy//elNxmciaGbJl/cB49v6cCpyni10uKlyhJezYFDkbm3o4kfHj/Pf33qZSzb5v7OFryait+locoSFX4vO1rqOD08wcB0jPvWNqPKpUjNPe2NPHe6h7U15XidDtbXVhBwazgVBY9DxeVQ8GoO1tcKRLxuRJg3th2KhMehIi9BudYUDPHCZ37+bbvu14IoCDQHQ/y3Bx6hJzrDy/39nJ6eZDyVIqOXysy8qkaVx0NHpIy76hpYV1a+qLH4X995D//6zntu+Pgf7ljLhztWTm33diHkdPGbO3bzi1vu4I2RIY6Nj3ExOstEJk2mWFKP1WQZr+qg0uOhMRCkIxxhc0UVlR7PDelfCIJAlcfLb+3cw6/dsZMLszOcnBynPx5nLJViJpchoxcpGiambeOQZLyqSqXHQ2sozOaKKjZXVhHQ3lrHtCNSxh89+D66pqc4MDLEyckJxtIpEoU8lm3P9bs4iDhdtIbCtIUjdK6AYewSHmlp5ZGW1ls2X8u2SReLZPUiXtVxXSfnl7bcwS9tuWP+b3tu+9Uwdn2scz0f61x/w3MOaBp/9ND7bni7Ww1RFNlZW8eGikpOTo6zb2iQczPTTGXS5HS9lLXUNKq9PtaXlXNvQxOtofACquqApvFn73v8ho/9wfZOPtjeueq5d3dP8Bd//gJer4YkSfx0eyuPfmgj5eXXZ7V6J1G0dKbyCwkYZFHGJ3vm+xjWeBr4rfbPMpgZ46nRl6+5r4JV5O/7v01ST/Pp+sepcIZ5c/YM3xl5gY/XPcpjVZcNOQEYzozz/OQbbA+tJ6IGOZPo4cXJN5AFkQ/VPIgsyDS76/hE3fs5k+zhR2P7uKdsG1uCnShzLJUB1buo0CKbK/LK/uXF1t5JRKMZotH09QdegiAQLPfxvp+9hzuf3IYkL60ZsVSvqdvnIjmbIjYRR5wLTvpCHsQr7ANBEPCFPXz+D3+a9332Xk7t62J6JIqsyjStr2Pj3Z1Eqi87b41raxcJ8T3+iw8weGGM06+fp5AtMjk4A5SE98JVQT7/h59aIDlg2wUMK44qr5zJauP2JmYmE/NZ0bsf2cD+F7v4N7/49zhcCqZu8olfuu+6+7G5Ncra14Ngv4P56ngux+e/9j1Oj11WDfU6HPz8rq08uq4Nv+bAqSil8py5yLhAaQEybRvdNCnoBulCkSPDY3zlzeOcHZ+a35ffqfGnH32cHQ21i4xN27YpmFFOzP4ZU9kjmOhYVhFJ1LCx8CkNtAU+Sa3nwQWp0ffwHt7D8rjUVJwqFCiYpaCBJIq4ZAWvw4FDWqxS+uMC3TSJF/Jki6WIsygIKJKId67R+d0iALgaJPJ5vnL6BN8538Xnt27nE+s23ND2tm3z18eO8KdvvsHv7LqTX7zC6XgPty+6ukZ57tlT/NLn78fjuexsZzIFCnOlK7pu4vVqOJ0q6XSeXE7HsixUVcbvd2GaFslEDhsb07RRVYlg0FNib8wVSaXyCIDqkAkEXBiGSTpdoFgwkGQRj0dD01bGyGbbNr9+7L8wkZ9ZxHbU5K7lX7R+gkptIT3sdD7KV4d+iGGZS2Ys+tOj/PGFv+Oxqnt4qGI3muTAsE1+9eh/ZqO/jV9f8+n5/fx137cYzIzymcYnuKes9IwPZcf5p8EfoYgKn2n4AOXaZQraI9EzfHHgezxZfT/3lm3HIV3bYR8dj/PTn/+bFV2H2wVf/POfp+kaytLZVI693zjA6z84yp1PbKO8Noy8BBNmdXM5lY0Lgyrf/cKzHPrRMfxlPpxuBwgCn/uvn7ylgsWXMHxhjO/95QuceeMC+WwBURJp7Kzhp37nA3Rsb1mw3uX0C8ykv05d8D+seP+WZZXs3yv2c+HMCC99/zi5bIH125p48InNyMtkSM3im+iZLyOp25GdHwLBhYC0QKfsVuEdzVgEnE5+ducW/scL+5hKZYASheQXXj3APx87zY7GWtZXV1Ab8BNyuUpRbUp1j6l8kfFkku6pWY4MjXBxKrqAilOVJD68aS3tFZElI9iCIKDJIe4o+zdMZA8znT9OwYgiCip+tZlK1y78jibeqRbDomkgzpV7XI0r+ZMFUZhvFtILBrJaMtpMwySbyiMrEk7Pu0N07D28+1EwDPriMV7ou8jLA32MJJNYtoXX4WBDWQU/vX4TW6uqr8sc9W5EspDn2MQ43z3fxbHxcZLFUvlhpdvDA03NfHr9JspXUKr1boUkCpS53HRGyij7MaLFfQ/XRz6vMzISxeVy4HY7CAZdvPlmL11nR/F4NaLRDPfd18nGjXUcOdLP2TOjZDIFHA6Jn/3sPczMpPjKl1+nsjJAOpNHEkV+/TceoVg0ePGFM/T0TCBJIg0NEZ54cguDg7Ps23eeRDyLokjs3r2GLVsbljWsroSAQI2zgo/WPbzgc6/sxq+s4jcq2IiCSMbMkzeLSIJIUs9g2zauJbQogqqf9f41C44bVP1MFaJkzfd6ZC7BMi0SsynGe6f4xv/8IZIsspRN9tF/+ShP/NLCfpndT2xj031z2fm58LnT89Zkmevaq/mNP/ssyWiadDyLy6vhD3uXzKQIOJDFAIYVRxQuzUea6/VdGktpobWvr6V9fe0So5eGINUjSNUYuW9hW1EkdSsIPrhKp02UGhHEm1un3vHV/dG1bVyYnOZbx88SzZYoLm1gIpXm+6fP8/3T5+fHXqoxvV6DoibL7Gqq42Nb1hN0LZf2EZBFF7Wee6n13HsLzuYybNsmaxQpWAYuWcWybXKmjiJKFEwd2y41f9qAiIBDktEtExsbTVQYzsYIqC7KtIU32LZsug72UJhTgdxy/zoESaCY1zn5+gU6tjXhdDvoPTPC0b1dlNWEuOOBtYQq/Lf0/G5nzMYzTEZT1FcG8dxC1fP3sDyKpsnxiXH+4sghTk9NUOcLsLOmFkkQmcqk6ZqZpj8eY2PFKsSMbnNkikW+2XWWvzxyCIcs0xQIUuOtJZbPM55K8frQIE+2dVL+Y2xve1QHP7VuAz91g5mKnwTYtk3ByjJbGCOgluOWf7zexxMTCb773SMossS6dbU88GDJoHNoCvfd10nDXETatm3WraultbUU8f+TP3ma7Jwm02w0w+//6yeQJIH//t++z8REHMu0OXKknz/4t0/MZ0PS6Tznz42CDR/5yHYOH+mjr2+KltZyQjcQjQ6qPu69hlDcjaLWWUGnt4WDMyfQRIWwI8iFZD8u2cmu0KZF4xVRxidffhmUbBsRe67x+z2UkJhJ8dyXX6NzRyv3fXwnHr97SWO9vG6xyKDmdpBJZMhnCnPN1upbTnHtC3nwXecZLInhmUQz30GV6yjJG9TgUi+XI2YzBfLZGxO9FEWBQPjax7b0C1iFN7CtafTsV9CzX1lynBb8SyT15iQW3nHHQhZFfuPePUiSxLNnuxmMxq9BI8kyFJMlCEDE42JHQx2fv2s7LeHgNZtJL/14S1/f+mi+DfSmZhhIz7ApVEdSz9OXmsEjq0wX0pi2hVtylBouZRWPopEzdNJGgVZvGePZBLIgLnIsivkif/y5/8N4X4mD+weJL+JwqmSSOb79f17iN/7oU2SSOZ758uvkswUmh2fJZ/I8+Yv33/JzvF2x7+hFvvjUm/z7f/Eo29bWvdPTWRHS2QKGaeF1X7/p9XaEDQwnE3ztzClOTU7w/tY2fn7zVtYEQ4iiSKKQ58zUJM3BEJ4baDB+N8AGXh0a4G+OH8GpKPzGjl08uaYDbU57YDSZpDs6Q0twsYjUe/jJgI3FeO4i3xv5Ux6q/CwbAve901O6pWhsjCwqhQIIhTwEApfLjdLpPC+/dJZcTkfTFGZn0nMqzDY11QEURcKyLNxuB/m8jmXZaJoyX+Zk2yUV4ngiR3f3xBwNKbS0ViwZ1X27oIgKD1Xsojc9xMHZUzgljYga4BeaPsxa/2KWnRLhwjtuft32UDWVjjuaWb+7jdZNjaiaMk8KcPW4q/Hadw6V9CZOD+EJupFkkT/40q8TKH+nnXob2zYwzBkMs9SPgWoucCxOvtnHiUO9K96jALi9Gj/zaw9dc4woVSO5PnT9fUkrz4JcC7fFk63KEr9x727WV5bzzeNnGIzGmUiml1TMXgqKJBJ2u6gL+rl/TTOPr2+nwrs8U4uFzlT2CGFtPaq0uMlMt7Jk9DFk0YlHqVn1uRUtk6xRIFbIIAownI2hiTKKIJE2CoQlF5qkMpKJ4VU0knqOlJ6nYBok9Ty6ZaJcIYiTSxewlqAwtCyLTDJLpCbImQPdpBNZfvW/f4KuQ72cfKN71fN/D289LMvmVPcY0WSG++5Yc1NZlly2yFDfNO3rb+yZHRmcxet34vM55yNCiViGTLpAZXVgQcPbUtDnshWvDQ9wR3UNn920hfbw5bpZv0PjzrqGJbebzKSZymRIF4sYloUsifgdGrU+H2HnwhroeD7HhdlZUsVriwGtL6ugwu2e//2XjpFhOpshVSiUjiGK+B0Oan1+wq5rq8quBOlCgW+cPU2ikOf3dt/Nk20dOOWSISQAdX4/df7Fi5ll26QKBYaTCWL5HIZl4ZQVKj0eKj3eBeViyUKBrukpyt1uyt0eRpIJprMZdNNCk2UqPB4a/YFFTqlpWcTyeUaSCZKFAhY2bkWhyuOl3O1ZkjEPSiWpo6kks7kcBdNAFIQSo5jmpN4fmJ+bZdtMZzKcnr6s/uyQJJoCQWp9117As7rOUCLOdDaDadklUT1/4Jrlvpcau4eTCaK5HLplls7b7aHK412Ravp7ePtx9e2Mx7PMRjOsXVtNWZmP/fu754N/VxuMoijg8znRNIXjxwZxuVXcbo3ych/NzeXIksjGTfUAlJV58fne+qbU5XAyfgFFlPnV1k9R46y4ZZTnkiAhIGDYJtYNxtxdTpWGujCa47Yw9cgXDIZGomSyKxMI1Fwq1S0VvPC11xm6MIo/4kNWJa5+sjbc2c7anQuJKMb7pvjgr72Poy+c4u6P7OCZv9973XXs7YAq11Dl/21MO42AjCgsXn9mp5L0nr+sd2WZFqNDJaKBUMSL06UiiAJ6wSA6kyKbKbD7/uUJGERlDaqyZtkxtwq3x9NGiQ70wfYWttXX8ObACIeHRhiOJUjk8mSKJYYWw7Kw7VIjqCKJOBUFn9NBpdfDhupKdjXVURf0r4iuVjfTvDn1n7ir6v8jLK1b9H3OmOZi8tu45Uo6g5+94fMRAJ+q0egJkzVKKa2I5sGnOFFEERGBaDFLSi8QcniIOEqZiWqnH01SUCUJ07YwrnYsMnnsJUrBRFHE5dE4/UY3p/Z30761kWCZD1tgSUfkVuISxV0ykyeZKZDNF8nmixR1E8Oco1K1SwuFLIooioSmyrg0BbfTgd+t4XY6SkJrP4G9INl8kZPdoyTTee7c3HxT+5qdTvLVv3mV//xn1+bEXgoDFyepa4zg9WrzZAXR2TSTY3HKKv1cT+x1NpflzNQktg3bqmpoCy1OTS+F7ugs/3T2FCcmxknkC9iUqF4jLhcPN7fy8bXrF1DIDieT/MPJY1yMLmRzMS2LmVyWrK7zZ488xuNr2ue/64nN8vWzpzk+Pk48n58/Rsjp5KHmVj4xRxm7WnRNTzGUiFPh9vBQUzOadP3XqmlZjKVSPNvbzcsDfYyn05iWhUOWWVdWzgfbO9lRXTuf3RmIx/gPr77Ejpo62kJhXh3sZziVmFct31pZxc9u3MLOmssZuksibj/oOc/+4SFi+VJzrFtR2FxRxRNtHWyqqMJ1lVE+lIjzUn8vLw30MZpKYVpWiZpTFOiMlPMf7rl/XgTRsm16Y7N84c2D5A2dmVwWWRD59e27+JmNm5c893SxwIt9fXz7/Fn64zFkUSTodLKzemln2LJtJjNpnuvt4YW+XkZTSUzLQpUkOiJlPNHWwZ7aOnxvM330eyjB53PS1l61qL+hvNyH2+1AuUIVubzcT2tLOWOjMRKJHDt2tuDxasiKREdnNaIoIAgiHR3VeDwa4bCHhx9Zz4kTg4iCSHV1gOrqAGs7qykUdI4dG0AANm2qJxLxciurD0okMRa6rZMxc+hzqtsZM0/WyKOI8gLdiYJdxLQtTsTPM5AZRUDAIamUO0LUuapW7WgEVC9OSaM/M8qa7AR+xYtpm5RrIaRldDUAaquD/Nrn7qfqNimFHp+M85d//wpdF8avPxjIZQp0H+vH5XUy3D3BcPfEkuPK68KLHAuX34msSCUq4IsTzI7FFvSnXgu2bWNbi0Uxl4MoCiu2XSwrR1Y/S17vRpGqcCodmHYKp9I2P+beRzdyx12X/x7onuCZbx+hcU0FW3a1EC73IUki6WSO86dGeP3FMzzyoW1LHe7qs8O2stjWJLaVRhD9CFIlgqBi2zql7iP5phu6bxvHAkpGZdDl5H1r1/BwRyuJfJ6ReJLpVJpsUSdvGFi2jSpLOBWFoNNJTcBLxOPGcYubQUUkLEunaKVWfS4N7hD17uBc7aQ9//klTOSSxApZOvwV8w3Yl8Z0snQdej6dn1eRvBKay8GWezvY99RRVE3hkU/tppArYhQNymtvfQmGbdsUigbjM0nGZpJMzCYZmowxPp1kNpEhmsySzhUo6uacwnrJIXQoEi5NxefWCPldlAU91JT5qS7zUxnyUhH2URHyIK+Sz34eAuQKOqd7xpicLQn0+b1OOhor8Lov6z7Ytk2+aNA7PMPkbBLDsPC4NRqqglSX+eejaLZtE0/lGJ1MMJvIkC/oiJJI2O9iTX0ZHtdCLYkTF0YB6Gyq4Hz/JJPRFLYNZUE3a5sr0RwKyXSe3pEZLg5Nc+L8CJIk8uLBC7jm0rob26qprbis5qwbJgNjUcanE2TzOpIo4nGp1FUGqa0ILDh9wzCZmUySiGdpai1H101GB2dJJrJomkpNQ5hg2MPMVJLpiUTJ6Zt7CQNMjMaYnUoRDLmXTD1fjVguR388RoXbTXMwuOJyrqlMmol0mnVl5dT6/PgcDibSafYO9PF3J47iVlR+fvPW+fE1Xi+fWb9pkQhYd3SW73efwyHJlLndVx0jw0Q6TWekjDqfH5/mYCqd4eWBPv7u+FHcinJTDEQXorNk9CK7a+txq+qKFpjZXI5vdJ3mqQvnaA2F+UjHWlyKwmAizv7hIUaSSdSdErtq6xYQOBwcHebQ2DCbKyrZU1ePadmcmprghb5eYrk8f/lYGQFNw7ZtxtIp/vbEUV4fGmB7dQ2PtqxBkUT64zEOjAwznEzw69t3sa2qZv4Ys9ks/3jqON89f441oRCPtrRS5fFSMExGkglypoFXvZxRk4SSs/H/3HUv09kMz1zs5vDY6LLnvn94iD8/chABeLR1DfU+P/F8ngMjQ8TzixtXE4U83znfxdfOnKQ5EOJD7Z14VZXhVJI3hof4i8OHSjTZDU3LBpVs2yauTxIrTpAz05i2jipqBNRKyh31iHNGWs5MMZUfRBEdOEQ3M4VhilYeh+gk7KgloJYjzTU82rZNypglVpwgayTR7QKSoOBTwlRprUjC8qKNeTPDRL4P3SpQqbXgVYLXHHu7orY2RO0Sa8y6dYtLKhwOmfc9ujSF+4c+dPk3+MErjKTNmxvYvHlhtjMU9vDgg4sDgrcSBUvnYnqQ7tQAsWKS4ewEFhavTL1JWA3Q6Kmmw9uMW3YyU4iVMguCwBszxxEp6UEhgF/28Mn6x2hwV69qHpVahA3+NZyIn+f7xst4FDeSIPLJ+scWsVpdDU1TqK4KEA7eHs1dNjaaY+XZxVCln9/839eniXf7F1+Hdbva8Ee8tGxsoOdYP1XNFchLHNuyLFLRDEMXxohNJShkixi6cS1h6iWx49HNhKsCKxqrW1PEsj9EQEY3JxEQyendCxwLr9+J1385A/fMtw7jD7p49CPbqLqqn6R1bTVTE3G+++X9bNqxTGDStrDMUczCK1jFw1jWJJLjLmTnxxGkCqziEcBAVDYjCDdHFX1bORZXQhRLTkap+briuuNXCsPKY9oFilYKGxvdSlMwEwvG2LZJSh8ib87gUlZ/7BI97mXhuasRcbgJqq4F4nTXQzadx14iA+F0O3j/z9zFhWMDRKqD1K2pIpcpULemksbO1ZdyXQ3btklm8lwYnKJnaJozfeOcH5hiMprCuE40wLJMdMMknSsyFUvDyOXvHIpMU3WINfVlrG2qpLkmTHNNGL9ndeltURDYf7yPXEEnkcpRNEwyuSIP7mzjk49unWMKE8gVdPYe7mHvmz0U9ZIDZNvQUB3iiXvX0d5YPn9fzvSM8+KhCyQzeSzLJl/UERB4/O51PLBzDW7nZYPrey+fIpMr8tCuNg6eGiSeylIomtSU+2mpi5Qci0yeU92jnOkZZ2QygaJI7D/RjyKXjLzykHeBw3C0a5inX+sinSuVw9lzPUf3b19zxTgBy7IYHYpy6kg/Hq+T6tog/RenOHm4H5fHQTKWJRZNs+OuNtKpPBOjMV557gx3P7SulGaVJZLxLIdf70ZWJRpaK5Cuk0LOGTrRXBavw0HoCiHCC7MznJ6aJD+nKh5waOyurZ8vP9pVU0e110ejP1BSrhYEiqZJWyjM77/0HK8M9i9wLEJOF3fVLzQyxtMpTkyOo0kyn1y3kY5w2YLf0s7qWqo9Xur9fhxz6tyGZdERifDbLzzDywN9N+VYTGfSFE2Taq93XuzNtm2e77vIdLbEdicLIg2BALtr6zEsk7PTk/yg+zytoTC/u/su1kZKc04WCpS5jvGlU8fZO9jHmlCYiiuyKRejs/zy1u388rbt8wKPE+k0F6OzdEdnODczxe7aenKGwZujI+wd6OOe+gZ+Z9dd1PhKi0WykOdrZ07x5dMneK73Ig3+AJUeLwD7hgZ45mIPLcEQv7f7bjZXVpVIJuaetWgutyDDIQgCQaeTHTW1JPJ5umdnlnUsUoUC3+8+z3Q2w+/supOPdKybz8rc09DIL//oqQXjTcviYnSWb3adodbr53d238mm8koEQSBdLPJ17yn+5tgRXurvZW2knFrftRdEG5uTsZcZz/di2yambaDbRbxyiN2RD1PrKmW5kvoMh2a/j2kbhNQaosUxDKuIbhUo1xrYHnqMcq1x7hmz6U6+SX/mFLpVwMKkaOWRBIk7Ix+jxbP1mvMpmFl6Uoc5Fd9LSK0hqFbh5d3nWLwbcVfZNjxLsDVdCdM2SehpJue0Ljp9zfOfTxVm8aueknK2bbN36k3OJi7yvoo7qXdXIQlSaVw+yhcHvsu+6SP8jPtJNMnB1mAnhm0sOJYqKnT6mqnWyvAqC50Ap6Txvsq7qNDCjOamMG0Tn+JBXEF2RpEl3K7bp6dNcyjI8srLkWRFXrIxeyXY8kBJ1yZUGaC+swZf2IvLu/Cem6bFaM8EL319P8dePstY7wSZZG5JG2s5/NEzf7Bix8KyCgiIBF2Pkcy/ykqybJOjMbwBJ8oSVLsgEAx7eP2FM8vuw7ZmMHLfxsw/jyCVYVszWMYA2AVAwNSPYhXPoHrLEcQfU8firUK0cJbx7AEMK4Nh5RhI/ogJ+eCCMZccC93KEFBvnYDU1ZBF6YZvQC6dx1qiFEoQBQIRHzsfuRwNcrodrNm0uK59NbgU2T91cYwjXUMcOjtI78gMunH91OJKUNANzg9OcX5wiucPXaCtvowt7bVsXlPN2uZKQr4bj7ic7Z3gsbvX0tFUga6bfOelk3z92WPcv30NNeV+TMvifN8k33juOOuaK7lv+xo0h8y53klePHQBUYSKsJegr+T8eT0aWzpqKQt58HucxJNZvv7ccX647yyb2msWOBYA/aMzHD6jsWtjI9VlPgpFg0LRwDM3LhJw8749nbTWlZEvHiPgdfKp92/D5yl9H/S5ufTSsSyLp/aeJpbM8vFHtlBd5idf0BmdilNVtvAlkIhm2PvMKXx+F3c92EkuW6Sna4yZySTbWlqJz2YYG46STuVpbCmnsaWc8ZEYjivqcNvW1TAzlaS7a2xF19q0bHTLwj2nCnwJpyYn+IeTx5jKlPobGgIB6vyBecfCqSgLejEAFFFke3UNqiQRzeewbPuaZQTJQp5nLnbzxvAQdzc08nBzK/6rhOucikLbVceQBIEd1bWoksRsbvljXA9F08SybZxXKT1/+3wXJyfHKRgGBdPkibYOdtfWkyoUOT01SVovckd1zbxTASW15C2VVbzU38uZqSkmMqkFjkXQ6eSJtnb8jssU0iGnk23VNfyw+zwjySRQ6kU5NDqCR1W5p6Fp3qkoHUPjrroG3hgZ4sjYKI+2rKHS48W0LfYNDRDN5fitnXtYV14+n8m4pJJ+dTboRjGQiDGUSFDt8bKrpg73FU7KpvJKNldUsW9oYP6znGFwanKSWD7HY61tbJxzKgA8qsrG8koaA0G6Z2cYTsaXdSxEQcSrhAmqFQTUCmRBYTzfx4GZ73EqvnfesQAoWnlm8sP4lTLuCL0fVXTSnz7BueQBIo5agmoVqqQhCCJuOUCrdxt+pQyH6CKhz/DK5Fc4NPsDmj1bltBBEiiYWS6mjnIq/gohtYrt4ceIOG5dAOg9XBuCIPDJ+vdfd5xbdnJnZAt3RrYsO86wDE7EzlPpjHBHaB0BtfQM2rZNlVaGQ1SJ66XKB6/i5v1Vi1WPnZK27HHKtRCPVN553TlfCUEQcDhkHEsao+8MHA75ukGqK1Es6Ix0j5d0IeaE6XLpPH2nh+g/O4zD5aDjjhZqWisXZdZ7jvdTUR+hWNA5f7iXSHWQtbvWIDouEQHYpGMZvvlnP+Klr+3HvEFbxunRCFX4CVcH8S6RERrLJKhy+RYFjEVRQxAcpPJvkNMvIok+FKl82WP5Q276uye4eG4Mt1dDc5Yy46ZpMdI/zclDfUSuU+5mGd2YxcOIjrtRnB9Fz34N275ckSPKbZj5fQs+Wy1unyfubYKAhG1bZPSJKzITswtGCIKIQwxQ67mfiHPzOzXVJZG7RsbCtm3ymQJdh/sYH5wmEPGx46H1RKcSSLJEWfXqI2G2bTM6leCFNy+w73gv5wcmMd/Cvo1C0eD0xXHO9U+y/2Qfj+7u5FOPbEVVVv64WpbNzg0NPLqng4CvZMTmizoHTw/QOzJDTbmfQlHntWO96LrJZx6/g5q5qH9NmZ+J2SRneycYGIsSnNt+c3sNm9sXLv69w7N8d+8psvkitm1ffonYMBPL8MCONvZsblpyjppDodKhkMoW0BwKbqdKVZlv/nhXwgZyhSKSJBLyu2itL+mzbOm8qtxgrpRJc6rohkEsmsHhkDFNi0JBJ5spUFMforImuGJBqZWgxHIiYlmluuRL2FRRyS9tuYORZJKnus8tue1oKsnF6CxTmTnFa9Mkls+DXaJXtm17yZrPgmHwxvAwP+y5QHMwxEfa11J1jV6JsVSSi9Eok5n0/DGShULpGPa1j7ESyHOZFt00F6TPP965jnvqGzk3M8V3znfNf57RiwzE45iWxenJCf7iyKEF+xtPp4jmczgknUxxIYFFrdeHz6EtcIIEQcDv0EqMOaYJlJqjBxNxfA4HDf7AojlXebyUudycnZ4ili/RfOd0nfF0ClEoqX6vpFfkRjGeTpPVi6wJhXEpyqJFtyUYWuBY5A2d3lgU07K5MDvDX151rabmmvJLjfDXp2fcFlqosh1QK+lJHmYyP7Dg92vbNn61nI2BB+YdDk1yM57vJVocI2+lUaWSA9vp37NgnzW00Zc+zoXkIa6upxAEAcs26Euf4GT8JYJqJdvDHyDiuDkmllI/QIHp/CmSxQFMu4BD8hN0tBNQWxEFCcs2mMmfIaUPU+7cgldZeMyJ7BFS+hA17rtxyRFAwLZNZgtdxAo9FK0UiugmoLYS0dYjXsF/b9kmOWOK2UIXWWMKyzZRRBcepYagow1N+nHOxAgEVC9T+Vm6U4PUzonnpYwMZxO9pI0cHd6l14C3ErIk4natrDTz7YIiSyiKjCDML1XLIh3P8swXX6W8Lkzj2lpMw+TiyUG+8T9/yMTANKpTZduD63nilx5clNk4/NxJdj22hXNvXmRmNMrp187RtKEeZc6xsEyLrkM9vPLPBzENC4dTpXVTAzVrKnF6NEYvTnLkhVNUNZezblcbqqaQmEnRd2aIqaEZalsrefCn76RtWzPeWj/nYlPzgrAAhyaH+FznDuSrrr8shvE6dpMuHEGRypFEPx7H8hnzHfe003N2lO995QBnjw8SmFMQz2UK9HdP0N8zwc/++rUZoQBsaxawkR33ISptCIJrgRMhCB6gAFdl01aDnzjHIqJtIuToJFboJlUcpNX/UXzqwro0AQlV8uGUwkji5Sj0eP8UM6PRt3vKC9B7chC9uPjGF/M6B549xbFXuijkdQzdYOt9nfSeHiYVz/Lop28s2nEJtg2Hu4b5wWtneO1EH9n8jXEr3wwM02J0KsHQRGxV23c2V+C+gmGpPORFFASS6ZIhVdRNuvomSWfzfP/VM/NxRd0w6RmaJpXJMxvPzG+fzhboG5lhYCxGIp2jqBuc7Z0gmc7NUSYuhOZQ2Np5a+huJVHkwZ3tPLX3NF/50RE6mypY21zBhrYaPM4rFg8BgmEPj3xwC/tf7uLAK+fZc38Ha9ZWUywYYJea0txeDec1UuSWZXP8UC+njw0yPhJj/4tdbNvTgj/ovuYipckyfodGopCfbygGaAtHaAtH6I/FODQ2zFTm8vW0bZtXBvt59mIPvfEoLlnBqShIgkjBNNCX0auxbJsz01N8o+s0Tlnhk+s20BoKL5qfbdvz5T29sShOWZ4/hm6Zyx5jpQg7nSiixEwuO6+xIwgCDze3YlgmL/b1LXAsDMsiq5d6xrpmphlJJRft0+/QqPR4cV7lTLsVFWmJe3D1J6ZtkzN0VEnCuUT/mSpJqJJE3jDQrZIzkp8jyHDI8lumjl4wDEzbnr8HV8N9FRWxadtzjqBB9+wMk5n0om1cikKZy41bvb6jnNJjjOYukNSnKZg5ClaWhD6NKEjY2AuyC145vMDg1yQ3quikaOUxrMsOX9ZIMp7vJVacIG9mMG2d6cIwBSuLbVtwRYOtZZtM5PsZz/WiihrbQ4/ftFMBNpZdpC/1Q0bSryCLTgRBwrCyjGcP0uJ7kkrXTgCSxUEuJr8LgEeuRpi7B7qVpS/1Q/LGDOXOLUAEsBnOvEpf8ocIgogkqBhWlpH0Plp8H6De+/D89coaE/QkvkO8eBFlTlzLsHK45Uocov/H2rGQRYkHynfy0tRBXp48iCqp2FgYtknWyPNwxW7uCK1/2+clyeKC9e92gCAIaKqMKIpLrplXI58pcOFIL1VNJVXtxEyKg88cJxXL8OFfe4SZsRjdx/rpOTGwyLHIpfPEppKMdI/z2C88wNf+8LuYhjn/vaGbHPzRcYp5Hc3t4K4PbueRn7mb2jVVOD0O9j91hON7z1DfUcNH/+WjhKuCJGZSXDjay3Nf2kdyNo0oidS1VTEu5OhLzCIJ4vz7eSAV5coWcMsuUNCHcKpr8Gp7cKqd2HYRSQwiicv3yqzf2shHfvYuDr16jpOH+sjnitiAJElU1gT4qc/dw50PraTn6NrZItuKlr4Xbt4t+IlzLEopfQc+tYky52YCjnaCjrbrbwi8+cwJ9n3r4PUHvoWITsbJZxZTteUyBfY9dYQHPlZaQF78xkFUh4Khm/SdGVk0fiUwLYu9R3r4+gvHOX1xbEURhluNoM/FfdvW3FC24hI8LscC1fVLqdJLLFm2bZPJFbCB6WiaK6OLFSEPnc0VVIRLtefxZJYXD3Vz5OwQbqeDoM+5gO1kqUvjUOVbSvN3//Y1BLxOjp0b4fj5EQ6dHqCjqYKPPriJxprSS9UfdPPoh7cSDLnZfW8HQ/3TOBwKazpKrC2x2ZJhpqoLmR/0ooEgCvPXyKEptK2tobG1Ao9Puy5H/CV62N7B6Hw5zvXQH4/xt8ePcGF2hk+v38zGigpCTicOSSaWz3FwdPia2w7EY3yz6zTRXI7PbtrClsrqJVXqBxJx/vb4Uc7NTPOpdRvYVFFFyOlEk2VSxSJvjAytaK7LoTEQxKXInJuZXhCxuhYkUcSpyPg1jfe3rmFPbf2S4zRZocG/0CBbaRGBLIq4FYWcYZBdgra7YBoUTROnLM+zzjlkCVkQKRil7xZk4G4RHLKMJAjkDH1BZusS8sbC6ycKAi5Fwas6eKiphfsal478OmT5ujoh0cI4B2a/R6I4TUitRBWdcwv/pXNc+CuWRQVVvFyTLSAiIJRYxebGJoszHI09x2S+H68cRJM8c5F8YYk9lpq1BzNnMG0TUZDQrZXRbi4H27aJFs7THf8W1a5d1HkeQBadJIp99Ca/T1/yh/jUJtxyBUFHG04pTLRwnmrXHpxy6b2RKPaRKg5S674HTQoDAsniIOfjX8Mr19LkexxNCpEzp+mOf5MLiX8mpHXiVepKfXfFIcazB6h130ud535ApGDGAQunHFlm9j8e2BRox696GclOkDay2Ng4RAdljiCtnvpFfRNvB0oZi5t3LHRzmsnUF/E7H8Cjbl3wTrDsIrliF5niWQLOB1DlquvuT9MUZGlljoVpmGTTeaqayrFtm/GBaS4c7mPLfWt5+NN3MdA1yvCFMaZHZhdtG6kOcejpY9S1V+OLeErrvr1w393H+hAEKK+L8PHfemy+3ArA4XIgyRKCAKqm4I948Ue8VDWV4XCqfOW/f4/v/98XqWoqp2JHHeuCFbgVdT6bbNn2gj4Y00oSz/4Ap/rbCIKMIpVd9/zn56Ip7Hmgk+b2SiZGoqSTeSzbQnM6KK/yU99Sfl3VeUEsB0HGLB5AkFu4fDEsLL0Ho/BSiSFKvPkgwG3pWFi2TTybo382xngyRaZQJKcbmJaF26GyqaaKzsqV35SlIIsarf6P45ZXrgI83jfJ6dfPX3/gOwDTMElG02x/aD1Dc1RugsiqeZtN0+IHr5/lGy8co290dlVOhSQKqIqMIksYpkW+qN8Q9a0sibTWRdjctrraY0kUlzWMBEHA43YgigI/98Gdi2o0ZVnE5y6VO5wfmOLZ/edoqgnxxL0bqIp40RwK33nxFOf6Jpfa/Q3V7K9kqMfl4O6tLaxrqWRgLMq5vkm+9cIJirrJH3zuYQC8Pid75visI+U+IuWXa843bF3YbxOPpjl9bIip8TiJeJZQxIOsSIiiwPotN9abE3a56IyU8aOebk5PTTKRTs03BF8Lp6cm6YnOsq6sgs9s2ETE5ZorFbHpmpmaL+u5GtPZDD/sucCpqUkeb23nvoamRZSpl3Bm7hhry8r46Q2bqHR75o9xMTp7zWPcCNaXVVDm8tA916gedrqWZSfyKCpNgSD7hgbwqRp31zfeMs77S3ArCi3BEPuHhxiIx9hatZCRZiyVYiqTocbrIzjXbO+a09A4MWlzfnaG1lAITb61+hBVHi8uRWUwHidnGAvMeoC+2MKMsFOWaQ2GedruRlOUm7pWXYnXOZvYx8OVP0+9ax1OyUPByjNbGCWpzywaL1BSQ14OvenjnEm8ysbAA7R7d+CRg8iiSs5IMpG7uGi8LCjUujqocrZyOv4KR2PP4pQ/RlBdvRq9jclw5hUMO0d74JO4ldK+XHI5aX2UofSLxAsXccsV+NR6QloHk7ljJIq9847FVO44NnZJ10ksGcHj2YOk9BG2Rv4VYcdaBEHEa9eTN2Icm/0zpnOn8Cp1l2dh63NMW35cSvkSvSU/vpBFmVZPPa2epYMEbxd8Xo2f/+lSdYLmkOlsu76hfz0YZoyp1JdQpCo86kIyAts2yOndxHJP41LXr8yxcCgr7rMQBAFZkTENi1w6T8/xAQzDZNO9a1E1FVVTQBAo5hYHT7a/bxNldSGa1tfj9rl45GfuweW93H9nWzbTozEkRaa+vYr6joV2hiiVmBKNooleuBzwUBwKWx9Yz+HnT7H3nw9y5IVTfHxDHeGqINFClguxafKmQcFauLZYdp5U4RDu3GuL5qrIlTivozEhSiLV9WGq61fXzC7KbUjqLsz8C1jGALbZj20X0dN/jm1Fsa0ZZNfPIYg3/8zcVo6FZdv0TM2wt7uPM+NTTKczJHL5+QiaZdlUeEuiTks5FrFsjtl0dj61X+nz4tccS0ZbRUEmpC0vKPJugqxIRKqDvP6DY/jDHgzdoL9rlL4zw9S13hizlWXZPHvwHF999ghDE/EVOxVuTaGxOkxrXYSasgAhn6vEAiEKmLZNUTfJ5UuMUMOTcYYmYgxNxCjoS0d5fW6N+7etwfsWpXNVRWZ9axV73+whnsqxsW2h8XXlec/EM6QyBda2VLG+tQpRFCgUDUan4+RWUNu9HBRJRJElioZJUV/a0L00F0GAkN9NyO+ms7mSk92jHDozuKrjqqpCRZUfzanQvr6G+ubyG2qsuxJOWWZTRSXry8p5Y2SIhvMBPta5jnK3BwGwsK/5HKmShEOW5ymX4/kc3+o6M19WdCUyxSKvDg7wbG8PmyuqeLKtg5DzesxhNooooUmXj5EqFPj62dNLHuNGEXG5eKS5hb54lL8+fgS3qrKjuhZJFLFtFkXmvQ4Hmyoq8Tk03hgZYkdNLVsrq+Ypei3LYjydRpZEwk7XkpmY6yGgOdldW89L/X28OlgSLayf67VI5PO8PjzIxegs729tm/9cEkXurm/k0NgI3zh7ipZAkA0VlfPHt2yb2WyJ+UtbJb13UyBAg9/Pa8ODvDEyRJXHO88KdXJygqPjC8kCnLLC5spKylxuDo0Oc3BkmB01tQvmNJVJl6ic3e5lr9V0YQhJUOjw7kaTSuU6eTPDTGEUVVzdOyamT2DZJs2ezVRoTaVeGyvPVGGIpZjwFVGj1tVOu3cnYHMs+hwnYy+xI/wELnl1TCy2bRPNn0O3UpyK/t8rPjdJ6aPoVpb8nMKvIroIOTqZyB4mWugmom3CsLJEC+fxq014lGqEudKtWKEH08pzPv41JOHS9bHJGVEsWydjlDQFBEHApzZS7drDZO4waX2EsLaOSucd+NUWJPH2YSX6cYfb5eDjHyxR9QqCgHKdKPbNQhRUPI4dKFIlDnllZb8ObeUN3A6nSnltmNefOkx0Is4bPzhKQ2cNbVsaAchnC+gFY040byGqWyqoai6f70ndfP+6BYFW24ZcKoekSIQqA0sEFiVUTUUv6BRyC9d4T8BNQ2ctnoCLswd6eHQ2TVl1iH1j/WSNIpokM5FNLXwD2BamlSSnd7EY9nUdi2vBtm2KBYOuE0Ns2bVY5f0SBDGE7HwSQfRiFvZj20Ww81j6OQS5GcX1BJJ2H8J1yrJWgtvGsSiaJt8+foYfnrlA30yUaDa35DhVlshfwxAdjMb5xtFTDEbjADzc2cqHN60j4FwsnGTbFgUrjir6FjShvVvh8jh5+BO72fvtN5kcmWWsb5qv/69naF5fx/aHbqy+87UTvfzTc8cYnozP6xosh6DPxe71Ddyxtp6GyiBhvxu/RytFJsQrf8g2hmmRzhaIp3PEUzkmZlOc7BnlyLlhhidj88anKArUlvvZs/Gta3rTVJn77ljDsa4R/u67B3hkdwcVYW/JYZiK43Fp3L9jDU6HQsjnwuNSOd0zRm1FAEUSOXZuhN7hGSzLvqnYnN/rpCLs5c0zQ7z8ZjcdTRUYpkVjdYiyYMkAmo6leP7ABfwejfKQF1WWmJhNMjgepaVmdaUGLo+DtnW3holGEATaQhE+vnY9f3XsMF87fZJTkxPU+nxIgshwMsGF2ZkFTsCG8goiTjcnJ8f5iyOHaAmGSBULnJ6aZDiRoO4q5WbbtumameYrp0+QKhRwKQpHJ0Y5NrHQGO2MlNEUCKJI0lw2wc2pqQn+8uibrAmGSOs6p6cnGI4nqPcFbvrcRUHgg+1r6YvHePpiN/9j/z7aI2VEnC4yus6ZqYUZLVkUWV9ewcc71/GNs6f54wOvsbG8kjKXC2POUB5KJPhgWwfva1mzKsfCIUlsq6rhsdY2nuu7yH99/VXWl1fgkCT6YzEOjg7TEgzxSHMrkSuUx+9raOL01CTf7z7Hf9v/Kluqqql0eygYBpOZDLO5LL+/++55JfFMsUh3dJZ0scBsLktPbJa8YXB2eooX+3pxKjIRl5tanw+3ouJRHTzZ3sn52Rm+dPI4fbEotT4/8VyOw+Oj1Pv8nJ6+rGUhiSJrQmE+vX4TXzx5jD85+DqbKyopd3vmVb+Hkwnub2zmwx1rl71WIUcNPemjnE2+Ro2znbQeoyu1H9MuAqtzLPxKOSISF1NHADAtne70YbJmkmsR4ZeE05y0eXeQNmJcSB7EIwfZFHwQZVUOjo1uZZEEJ6q48DfjkEKokhefeuk9KhB0tOFTG4gWzpExxsgak2T1CVp8T86VQZVgWFlEQUUVfUjC5TVUVQOEtA7CVwTmXHI57YFPEMp3MpU7zkjmVcayb1DvfoB6z4No8q3XUvpxQiZf5NXzfZwZmeTh9WvY0rg6zQtRFObLn7KFIq9e6GN/zyD3d7ZwT8etX0sFQUZTGtGUxhVvs7atmlxOJzfXr+n1XPuZ94bc3PuxnXzrT5/m4olBKhoiPPiJ3fO6FTOjUQrZAoHIYqf89OvnOfzsCWbH45imSbgqyKf+9QfxBObK0gSQZAlsFvReXILsUNDcDnLpPOlEdtH3wXIfTreDqeEZ8nNK4jO5NBvDVQxnEiSKeQzbRLLnxPMEEUWqwO9c3GQt3SS9a3QmxT/99d5lHQsEAVGqQtA+iKTswLZmsdERUBGkCIJUjSBo3AqRydvCos7rBl949QBPn73AWGL1VFcVXg+zmRxHh0uGRraoc19r05KOhWHnOD37fwg6Omj1f/SGj7Xx3k7u+6ndBN9mRcuTe7t47kuvkkstFJKSVYkNe9rwhz1MjUQp5IsEynzUNldQdgMCeT3D03z9+eP0jc5et2zJochsaqvhybvXsba5krKgB8cyvRCXIihBn2ue+cgwTLa01/D+3Z109U/wzIFznB+YwuVQuHdrK0Hv6nQsVgJRFFlTX8YvfWwPz+8/x1N7T6ObFoos4nVp3Lmlab7sYm1LJQ/vamffsV7+7zf343Qo1FYEeHBnG4n0YlGvG4HPrXHP1hZmYhme23+OFw9dwOvS+Jknts87FqIoMD6d4NUjFynqBrIkzmdcPv7Q8nSIbxfcqsqDTS24FIWnL3ZzcmKCw2MjqJKMU5ZZW1bG3XUN88xNdT4/v7FjF187c4rnensQBQGPqtIejvAr23bwg57z9EYvl8ZYts1oKsnZ6SkUUeSZ3m5e7O9dNI9f3LKNKo8XRZKo9fn4tTt28U9nT/Fi/0Ve6i/Nsy0U4Vfv2MkPes5zdnrqps+90uPhV7btoNEf4Pm+Xl7q6wWhFHH3qipPrOng0ebLEamg5uSjneuIuFy82NfL3oE+8qaBLIh41FKpVIXHsyqnAkq/tXK3m89u2kK5283LA/18s+sMtm3jVR3cWVfPB9o62FheueAYYZeLz23ZRoM/wIv9vTzX24NhWsiiiKYorIuUL2goH0km+OMDrxHN5ebYvHJk9CIv9vdydHwUWRTZUlnNZzdtmacVvrO2nn+1Yw/fPHeGF/t7EREIu9zc29BIeyjC77z4zIJz8agOnmzrIKBpPN93kX1Dg+QMHWnuWjX4A1R5vNe9Vhv99xErTnAi9hKn46/ilDyUaw1sDDxAT+rwqq7zGu82osUx+jOn6M+cwiE6iTjquCP0fl6e/PIyWwq4JB/r/feQMRKcir+CWwnS7t153fKrpfblkIIUrRQdgU8iXBUoExGRr+gV0aQwIUcn/alnSBT6iBf7kEUXfkfzFZkJcEgBbGxafR9Em2OJunxEAVm8vK6KgoxHqcYpRSjTNpLUhxhMPU9f6kc45XLqPPcuewaj0QSvnO/j/Ng0yVwBRRLxuzRqgj421VexrrYC7Rrljm818rqBYZpoirKgZ285xLM5nIqCKq+MBKFomnRPzHDg4hCbGm6+FAVANy16p6Ls7eqjqSzEPVzfsTCtNLHcs6TyB7HsHE6lHY9jO1c7yYaVYCr1ZdLF4wA4pDrKPT+NU71+v+rGdbW0NpVhzUUR/UuI212Cw6my89FNRKr/f/beOk6y9D7v/R6qU0zNzDjMOzu0zCDtitkCy1EsxY4dJ75x4piunZvEcmzHsmwZJFmyZNFqV6vd1TINM3TPNEwzYzEduH9UT3XXdDXOLMjR8xFMVx1468D7/uh5fj6ioTgF5X4qm9LXxzRNSmuLeODTt9G4fXFjuLOvXKKktojpsQAbdjfRcao7S1JWEAQ8+S6mRmaZGFwsymN1qLjznAQmQkwNLxaQMQwD0zSJBuNoc5UGB0prKXO4GYuFqXT5sgQqJMGB23YbVmUZ43+dCM5G6etezTomIIhOBLEBWF+GZDV4xx0LwzT5+6On+MHZS8wskaVYLQpdDhoK/ZwaGCKcSNI9OU3fzCzlPs+immfDTDIaPYpPbV7XuSoaS9l171YKy9dX77ZepOIaL3/38CLHQhAErHYLDVurqNtciaEbyMralF2CkTjfff4MbT2jKza7c9pU7r+1hcdu30x5oXfdWtmyLFGc56Y4zz3Hpyjn5OUBLnaPcNfupnWRR/dtq6WmPJ/asux7U1bo4f/79UepKPYC6bIiiyKxs7WCiiIv04EIyZSOJInYrRbyfY4MQdvjtHLvvha2NpcTiSWRRAG/14HbYWVzYxlVpdnO28cf3sV7o7k7zF4PSRJpqS3mc14HU4EImm5gkSXs/hQRLYRDduF12XjorgbaxwXypGIcshPVIpPndVCcd2PRjpsJr9XKbdU1tBYUMhWNktC1tJ66JOG0qOTZ7LjVtPGiSBK3V9dS78tjNhEjpRuoskSB3UGR00mN10cwmcg4d6IgsLe8gn94+LFlx1Dl9WKbM0IUSeK26hrq/H5m4+lzWCSJAoeDEqeLaq+X2Xj8pnAcqr0+PrxxM7dV1RBMJtANE0WSsMoyPqsVv21+ARUFgUK7gwfrm9hZUsZMPEZC1xEFAducwlbhgtKeGq+PP77jHiySRJ4teyGWRZH3t25kf0UVVV5v1ueVHi8f3riZQ3NjMuf6bRQ6HOTbHVk9R66hwu3h8ZYN7KuoJJCIk9QNJEFAlWX8NhveBQ0QS11u/t3uvaSWmS88ViulC/g2aQe0lub8fKZjMTTTwKFYqHC7sUgyf/fwe6lakEkSBQG/zcZ9dQ1sLS5hOhYjoWuICGk1MquVArsj05xwKXgtRRwq/BCh1DS6mUIRrXiUtMHc4NqJMEeN9yrF3FX8KWQh25C1Sy72F7wfALeSnltcch578h6mxX0rKSOBJMi4lXxUyU6hWoU0V1YkIFJsreXxit/Eb0lHowVBwKMUsDfvPQTcE3iUgnXxEgRBpNi+k+mZdgLJbkod1ysAZhuFoiCRZ93AcORNRqLHiGgj+NQmHHJp1nxbYNtKf/hFphKXqVMfQsy6HmaOfwtIogWnWIpdLiKpB5hOXCamLW/wnO0b5q9eOErn2CS6YeKyqiQ1jXAiiSJJbK0s4fcev/sdcSwM0+TV9qt0jU3x3p0bKPWtPNdqhsHv/ehFPrB7M3vqK1Z1R51WC4/t2sjtrXWU+9/eYOU1mKbGWOjrTEefQJVrUOUKYqkuwonTGGa2yIAoWHGpe5BEF8H4YUKJY/jtK/cGAXA6VJyO1WXmBEHA6XWw+UAzpsmicqWKxhJKa4tQckinJ2JJ6rZUMTk8w467N9F7aYCFz60oCVQ0ljA+MMX4wBSByRCe/Pl5yum2k1/ip+fiAP2Xh4iF49ic88701Mgs0VAcURIy740iiqiSzL6SaroDU0jC/HeS6MZnf2jROHUjimkmkSVv5rPx4VkmxwOUVOThy3Ny9coIgZnIon0h/ZOudowu+tjQxzGSRxCVzYhyDaYRATOGIHpAeGvfpRtyLEzTJBxL0js+zWwknrO3QX1JHuX5S78ob3T38f0zF7OcCrdVZX9dNRtLiijzuuibnuVPX3pzxfFIokhjYQF+u41wIq1Vf3F4nO0VZTnJlAISqrS+l9jusqGoMoL49hLU7G7bsoRsQRCQJCFTw9h7eZjBrlH2P7R0B9hrePZIO0cv9BJLLCZCLYTLrvKhe7bznkObyPcuLUG6VjhsKs3VhVQUebl9Rz1F/uXJv0uh0O+iMMe+dquFHa3ZdaDXsijlRd6sLtfXQxCErEzLQnhzZFXqKtZWnqRaZCqKfVQUzysy/Gz0SV7r76XZvYnN3p30SiexFGtEmGF30f3YpBuvhXwrYJMVqjzenP0TrodVlmnIy+2c1/mznTVBEChyOCly5O5Vsew5/LnPUbuCktBa4bVmG97LQRAEHBYLtZaVx+BS1UUE7GsQBWHJ6y0KwprGdA1uVc04gCuNa0/Z2iWVbYpC/RL3JJdKliAI2BSFGq+PGu/6VEsEQcBnKc5JlHYp8/dAlWyU2BZHFWXRQqE1W9RAEATcSj5uZfH7Xu3clD1+2UWlnC0JKQoSHksBHsv6xUgEJCqddzIUeYOzU18hkOzFZalENxOEkv0IyDR6H0cR55WJPEo1XrWB/vCLCAjUe96DusCwASi138KQfSfts/9ETJvAb21O94DShomkRtno/yyq5EYz4oxGjzMeO41PbcIieUgZYQYjryIiY5OX/m1JTeNrr5zgZM8gH7plC3dtrMdusWCYBqF4kisjEwhC2vB+JzAbiXF+YIThmdCSXMDrcXVsihNXB7lrw+qb6yqSRGWel8o87zpHeuOIJC8yG3sBu7KJItenUORiDCPCUODLi7YVsOBUt2FVqjGMCAntxtX1loMgCIsETgRBQFEVlCWmKV+hB9kiI8siP/3aSwx3j2Ho8zaqJEtsuLWRUy9eJDQTof14F7c8MJ/99xV5qGgu5fBPTnHqxYs0765n74PbkBWZnksDXHzzCqGZCIUVeVisSlp0ZHqMfKsDn2rjwvQoW/JKUOccj7QS1OJ5IpHqJqEP4lvgmB177TIvP32OD372EHsONfPT7x3nzJHF2XlIu0qJ+GKbzTTG0KLfQ3Z4EOUa9ORh9OQRFMdnEaX1ldqtFut2LJKaztmrQ3ztueMMTweXjHD/yv23LOlYJDWNb504y1gwLYEpCLCzsowv3XYrlT4vDouCKsuc6Fu9XGptng+vzUb/TACAjvEJ4qkUbmv20yeikGfdyGyigwrn8o1FcsHuXqq9+lsLq8O6JmdmejRA9/mBFR2Lq0NTvHiik8nAEl7xHOyqwvvu3MIH7tqKx3nzy5QEQcBpV3G+y/S33wkkjQQNrlZmU9OEUkHCWpCdvn0cmXoF3dDgreXl/V+FhKbxen8fXz52eE37Pd7SynubWzPKSr/AL/B2QxDAIRexs+A36Q78mL7w86SMMJJgwSblU+o4gHDdUi+JFvKtGxmJHsEmF+JWqhCF7AnFIrnYmv9FugNPMhY7QV/4OQRBwSr6KLBtyWQwBEQEQWIm2clw9AgGOrJgw6WU0er7KEW2pdeegekAnaOTVOX7+MitWyn1uefFf03YUFaEYZrLqqy9lRgNhOken8GqrP78J3uGV+2EvJsQTV4gqY9R7P4cNktL+v5K4LXdxWzshaxt08FEGVGwIghvrdNnmiaRQJQLb16hr30Id56L3fduIa/ESyKaREvp2JxpadiFuOsj+7E6rdz1sQNcOdHNnge24/TOB+NkWWLHnZv4pz9+gvBshCNPn8lyLJw+B3WbKvAXexi4Mszf/c53efm7R1CtCv0dIwx0DGPoBg3banD7nZyfGuGloW4uz46jSjIuxZrFMdWNEKH4ERzqVmaiP8l8nkj1Ikt5wLxjsWF7NR6/g6o54Z2p8RD1raW0bq3CkkPCfqBnghd/cva6C5fEMKYQ5t5T05jF1PrBXD5wfDOwbst4IhDm26+cZSYU4717N1KW50HKYfA2lS8drTg/PMblsYmMMkt9fh5/+PA9VHjdWTfk+vTXcij2uHCo8w/6wEyQZC5ijmijyfsR2mb+kZ7gTyh33p4V0VkJdrcN+R1wLOyu7J4Cz37zDR753O1EQ3F+9NcvLtp+6Oo4tmXIUZDuV/HTN9voHJhYllchSyJ7N9fwkXt34nEu5q38AjcXDslJibWcaDhMIDVNykjhVFxzzbx+fmECY9Egs8l4ps620ZOPLL5znpIoCOTZbezIygrMl3gs9VmZy71iCc4v8Au8tUgTQ72WOjblfZaUEcEwtTm5XAuK6EBaZPyl+zmJgoUC6xYcSq4IpoBdLqLZ+2Fq3Q9hmClAQBRkFNGBPMfHEAULRbYdeC31c0R4EwERSbRiEV1ZvI3rYZomhmlitci4bep1HeWXz1RMhaO82dHH61d66J+aRTdM3DaV2kI/921uZFN5cRbnbzIU4YmTlzh2dYDJUBS3zcrOmjIe27WRsgUlTrPROK9f7uGV9qt0jU8xOB1AFATahydQFlQL/Mb9B7itpRZBELg8MsFPz17h0uAYXWOTxJIp/sfTr/GVF+f7XlX4PfzlJx/N2DYpXeelS938xfPzwYx8l4NP7NvOHRuWrsOfDEV45vwVjncNMhoMpecup4NNFUUcaq6ltawwa3tBEEimdF673MNTZ9rpnZxBkUSaSwp5ZHsrGyuKkEWRpD6OgIAi5mc5olalOlMm+HbDNEyGukf52//8XTpOXSUZT9G4o5bGbdXklXg58bPznHrxAvd8/CCte9IZotHeCYLTCxppmiaeAjfydc6hIAqU1BSy/faNTI3M0LK7DtMwM4FbSRJp2lnLrnu28Nw3XmOkd5yJoWkEQUBLaZiGicNj59ZHduAv8eKRBT7UsJVyR7qkUxVlZGGh5L2AKFrR9FnCiZO4rQfSnwoq1xOmK2sLKK/Ky3KWNu6o5uC9m1BzlH11XBxc7FggImBg6kNrvu43inVbxuFYkpGZIO8/sJmHdrfMkZoWOwC5nI1rONk3SHiBVOdn9+2k0ue5oXpnv92W1YF1PBTO2V1XM+N0f0nRIgABAABJREFUBb5PVBvhzOSfcnH6q8iiHeG6MHC16wGafR9btL/d9c5kLGzO7IxFJJQuIYtHE7z8g+OLFKBikQTWJTosX8Pl3jFOXxkkHF2+WVNJvpsvfeBAprfDUpgameH5b73Bm0+eoqKphMd+9T7qt6ytL8IvAC7FzcsTz2ARVaaSE8T0CG2Bc4S0AEspzvw84Fsdpzg23o9FkjLktv+y/S5cOSQD3y7IosiGgiLqfGvjTF3rYP0L/ALvJAQEEARUybuopCkXDDPFZPwikqDgV5uRhdwZNwEBi+TCIi1dlioIArJgyyKIrxalXjdOq0rHyCTn+0fZ21CZFVRcCp2jk3zt1RO8drkHm0Wh0u/FokiMzIboGJlka2UpWyrm18mr41P8/o9eon14nHK/h1Kvi6lwlG8dPsPhzj5+++Hb2Fw5Two2SRv5SV1nKhzFoVrYVFGcVfmQ55oPRGq6garI1Bb6mYlGmY7EqCvKozLPm7GK8l3ZZcOSIFBX5Oe9OzcyEQxzsmeI/qlZQvGl1+HRQIjf/cELXBgYpcznotDtSiuzjU5wYXAUu0VZ5FikdJ2XL3fzw1MXsVsU/E47wzNBfnL2Mu3D4/y7e/dxS30loKc7sQvZ/Z/SNtE705MkOB3mx195nqHuUT7w7x8iGo5x8vnz6IaBIAi4/A6CU2EGOkYyjsXZly/RdrSTcCBCYCKIv9hLcCqMO8/FF//8UyjqXKZNEHB67fzqlz+BoirpbMZ1P7OgIp8HPn07s5NBTjx3Di05n4ly+Rx84DceYscdG7GoCoIgsKOgLONMHB/vZ2dBeYY3JQp2nOoeNH0Gr+1uPLZ7AYgkT5HUsqtyZFmCBU7Fhu1V1DWX4HRZF2VmTNPE41scFBdEL4jFJEN/ihZ/GtOYwdRHSQZ/F4Slg+gW5xcRlfVxjzPjX++OumFgGiZleR7s6vpSYZfHJknMZRPsisLtDbU3/PiKoohVkZFEAd0wCSeTGDkcC9M0SRphbHIRVil/7oFaTJ1bOKFuuLWRZCKFIAjUbqpcdIPfDtiuy1g89EtptQ1BECiqzOOTv/1I1vanX7tM2/HctXnX8MbZHvpGFqsiLIRFlvjMI7dQnO9esZmbr9DDo79yN/4iL1dOXSWV/PlLC78bsMW7m2b3JkTSJPyUnqQtdI7bC+/HJr39nVxvFvoiM3yyaSeNnoLM++ZYqlD2bYIgCL9wEv4vgm4YnLw6yF8+d4SZSIydtWX88p17VkXOfaswNB3g7145yQsXOjOffeHuvTy6sxWb5cbJloapEUj2Ekj2MJvoYDDyOlWuu/Gr6xPJuBmwWRTev3sT//tnb/Ifv/sM7925gQ/s2bws12AiGOHJ0+28dKmb21pq+fShnZT53AgIaIbBaCBEkduZUXBKajpffvYNzg2M8O/u2cdD25pRFZmUpvNmZx9/8MSLfPnZN/jTjz6Ez2HDY7dy76YG7tpQx4meQYZng5R43Xz64E6q8+fHZVnQy6W5pIC6Qj+mafKnz75Bz8QMD25t5p6NDVyLAwpCtn0hCAI1BX7K/V5mIjEM0+SFS4ubKi7Eq+09tA+P896dG/jYvm04rRZM0ySlG1wdn6bUt9gBnI3EUGWZD96yicd3bcQiyQRicb72ygmePN3OiauDNJcWIIleDCOFacQxTSPtZAApfRKTG+/3sx5EglEuHevi/k/exoOfuZ0Tz5/n5PPnM9+7/U4kWSK8gNh8+wdv5cBju/nhXzzL1kOt1GyswDAM/ukPf7iol5IoiRRXFaSTfjneAUkSadhWzZf+7FNcePMybce6ScaTFFUVsP2OjVS3lKHaLMwkYkzEwwyGAwxHg+n5ZWKQbXllXEvEC4KIgIoiFeK1P4A4l8lzqnsw1R3LXoeHP3QLkiwuya8tLPPy67+XLWoiSOWorn9PKvYtjFQ7pj6KaUYwtKuLlOMWwjQXS+uuFet2LBxWC8V+F53Dk9zSXJnJMqxlgpqORNHnjP6afF9GyeVGIACqLCMJIjo6SU0nV3WPIjrYW/QHKx9vQd3prY/s5JYH0/Wi0ipl5G427E4bskVClNJesdVmSXvuXge/9F/em6VaAFBY5ifStPSD0jM8xfmuYUIrZCs2N5Ryzy3Nq/rNoiRic1rTTlCOF8E0TQzdyJRdiaKQtZ02p8ykz/F2rn1/rbnZtf1Nk3QhrpAmqwuisOZ7cq1PRzolD8mUxuhUiCt9Y/QMTzM4Psv4dJjpUJRoLElqzhGWJQmrKuNyWPG5bJTkuSkr9NJQkU9zdREue7qjtyisfUzXIAoiCSNBOBXEmGuytsW7C1W05lSPMU0TXTdyPu/vJCQp+zo4FRVVkrFKyvyie4PnuHYfDdPENNKiEleHJukanKRneJqRySCTsxFmwzESSQ1NSz9jFkXCbrXgddnI89gpL/BSVeKnqSotImBR5Lmxr35u+5U3v8tkPMy3b/skFknOjKttZoQvHf0Bn2rcwyfqd9/gL37345+PnEORJd63a3V9dEzT5EzfMNuqSt/SudU0TeJJjf/2/RcYnA5gmunyEoss89uP3vaOGdmGaRKJJ5gOzwuZxFOpVfUSWt3xU4zFTnJ55lvIop1q1z3Uuh9CEdcmhrAUrkX6BVb/rgiCwAf2bEISRf76paN8+/A5vnfsAlurSnh810YONteiLlhrTdOka3yKl9u72VBexEdu3UpTSUHG/jBNE4/dmjWGo139tA9PsKumnIe3t+B32DJrycGmGh7c2sKLl7r42YUOPnjLFkRByJRQqXPvvywK2BR5ySCqLIkZR0aRxDk7RMKuKktWYAiCgCQISHPB0NVISyd1HcM0cagKTtWCQ7Vk5k5fddmSQb9NFUV8cM9m3DZrOlJvtbC3vpLTvUMMTM0yG4njczYjS24CiTexWZqQRT9gMht/CXNBXf7C5zF9x835vxZ8dzPeIy2lEwvFqGgswWJVFpXFC4KAYRro+ny5u2q3oGIhHokjKRJWp4ppmMyMBzGu4wKn+0ssPwZJlsgr9XHwsT3sf3QXJunSWVEW50jZAk5FRRJFTowPsslfgl1WmIxHc96Paw7GNZhmCtNMwDJiLLnKnxbCarWw60C21K+ADMomLMofAAZa7MfoiRdRnL+JKFcsLnoQSH+2TOniarFux6LQ4+SurQ1865UzGKbBgQ215Lnsi3SerYqMZYneBuFEcl7L2GZd0mtcC9Leu545rk2Rc3I00i/12i6gJEvvSJZiIVS7hU/93geIBmPpBi9zdYOyRaJ+02J1lvrNFdRvzq3aYpompy8PMjC2WKN5IWRJ5JMP7l61hvdKmB0P8sRXfsaJn50nldLZfscGPvQbD+EtcBMJxvjM1v/Ih3/rYZ75x1dJJTS2397Kh//jo+QVe0nEkhx/7hzPfv01JgenmRyexp3n5MP/4RFue98tqCuUfaV/N0DaCE9qOtPBKCfa+jl+qZ/zncNzBHbz2n+WRghGJoOZP+eSXoiiyMbaEm7bUceduxrxuexY1ij9C3B48mUuB8+jiBbkuQjDA6XvW1INaioQ5f/5q59wvnM45/fvFP7N4/v44D3bsM5FXWVE/uuJZymyu7DJ6YXxv+24B7dlbbwd07zWdFEnntS4OjjJ8bn72DU4kVE3W9kui9A/mn4Hrt1DQRDI8zjY3VrJ7Tvr2VRfitOmIkviivcxrqeI6YsJcgYmUT1JysjdXf1fGzRdRxDSBnNS05EEAVkS0QyDlJ7WgJdFEYssZbb565eO8+WPPogoCFgVGZN0xFk3jLSBJ4kokoSm62nBEAEMw0SWpLRBt8p3bDIcZWAqkPk7Ek/SOTKZMYz/NUISrDR5PkCT5/2AgG4a6KZJykhnlCVRQjfn74sxx38Q5gwOWZQz28qihGEamXVWFkXG4rNMJgI0uyrmvjfRTR1REJGFpec/WZL4wJ5N3Lu5kZ+cbefHp9o53TvMyZ4hWsuK+K0HD7KxvGjOiDQZD4Ton5pld10FG8qKruNlLA65XBwcJZJIsruuArtFyYxDEARsFoVb6iv48alLnOsf4YO3bLmp1/xm49b6Sp44eYm/e/UkPROzPL5rAxvKilAVecnn32VTqSvMyzgVMCd1bLfitKrEUhpJXcdlvQWnuovJ8PfQ9CnslhZiqU6iybZFGQvDCJPQB0np48RTPRhmhEiyDUFQkUU/FqkQYYnyulyO8pLPhiLh8jkYujqW3cRurqndaN8E8XACT44GeU07a/n+l5/G5lSZGQtQt6UKywoG+lIQBGFZ+08RRRRR5f11m9PBLUwer92U1ZPGNA1MFq8L0eRZElo/+c4Pr2tsmeMbZragiyDMBSDVuT+9CGI+gmBFEBaXfaU3uqEhZLBux2J0JsQ/v3qWkekgf/PMMf7mmWM5t/v19xzkgwdzv6wO1YI4N1lEk6mbUjauGQaRRDJDCPfYrEgrLDbmChbkOxXBygVBEDj0vlsWfW6aad1m1apkRf+XG3sypdHeO8bETHjJbQCaq4rY0bJ2SclcMAyD7/yvp9BTBv/1n7+E3WnlK7/1bf7lT5/m07/3fjBNouE4nWf6+B/P/DbTo7P80x8/wavfP8pjv3ofvZcGOfPyJe77xEF23r2Z7/zPJwGBfY/sWJVTYZgm8USKcDTJsUu9vHi8k1OXB26Kisecv4KuG5zrHOJc5xB//+QxHtzXyvvu3EpxnmtJJzsXonqYQ4X30uBsXeUzaGaMgXcTrh/PA5UtHCzJbmhkk1c/4V/r4B5LpBgYm+X1M928crqLvpGZTAZ0vbh2D03TZGImzNNvtvHskXYaKwt5351buXVzNV6nLSPnfEPnMk100ySup0gaOrppIJA22uySgiJmG2ORVCLd80FWSegp4rqGgYksiLjnFEh00yCcSmCYJj513gE1TJOolpzb34Iyl583TZO4rhHXU2hz5xcFEWsmo3QDc9+cUzE4HeDJ0200lRSwt76SFy51c6Szj1gyRV1RHh/bt41wIsl3jpzj4sAIf/DEi3jsVn7rwUNMBCN8880zDEzN4rKpHGyu5a4NdRzp6ufltm7cNiuD0wHuaK3j7k0Nq1YPkgQhs/bAnHSlJK2rj8TPC9LP0vzvawv0cmamGxkRA5PNvlr6w+NMJYNs9tYyFJtkPD6DU7YTNxLcU7yTp4ePYRFlNntrGI3NMJVMB1Za3JWMxmc4Pd3FZEGQRlcZPZExLs720OKuYru/HreydERWEAS8disfu3UbH7plC8e7B/j666c4cXWQ//fJl/nzjz9CgdtBStMJxZPIkoTHZsWyikDfTCSGphvkOe2LgoySKJDvtKMZRlam6N2KuqI8/ttjd/HVl45xtKuPFy91Upnv4/FdG7lvcyN+h20RR8Uip4nx168h1zKxZuZvC+Xe38QiFTMdfZZQ4jhOyw5q8/6c7skvIM1xaEySBOKv0D/z+1nHGw1+BQC7ZRMl7i/gsu7M+RuisSSxWDJTseD3OdKcghxweh1s3NfE8996ncKKPCKzUbSUTmAqxJmX23j6717GYlVycjgPPLaHlt0NDHWN4vQ5KGsoxvoWqU1eu7Y9wWme6b9MIBlna34plU5vOlghCOjGLOOhv8+UQF1DQhtAkRdLYK8FkXCC1547zwPvWzoTLsq1czoP65PxXwvW7VjYrRb2tdSsuF1zxdKqUHlzL4Gh64wEQmiGgWKuPuqUCwMzAWZj883jCl3OnItNOm2rk9SD6GYcw9TI5V1YRDeqvD7d9LcT0WCMJ/7mJR78pYP4ClZXJ9w1OMnA2EzO/iML8eD+1pvSQAxgdiJI5+lePv4776WwPA9REnnws7fzPz73N3zid9I1gla7yn2fOIDb78TQDWo2VGQ6Y0ZDMXTNoKDMj9Wh4ivyMjk8QyycwOldnncQiSUYnQrx0zfbePbo5RUdqpuBUDTBd58/w+tnr/K59+7l4LY6nLbVTW6qaCOqRwikZjKRD4fsyjTd+nlFgc2BVZZJ6jomJooorfr5Smk6M6EoF7tG+OnhNk5fHiQcS6684w1AN0zae8f4k6+/wG3b6/nwvdtprCzEsgYJyqXQE5rkez1nOTs9yGQigmmaVDn9fKBmG7eVNGCX553lv71yhM7gOJ9p3MsLI1d4baSLYCpOic3Dn97yGGV2D1PxCL9/9lkm4xG+c/unMvsGkjH+ruMIl2ZG+Y1Nt7PRl1YBmoiH+XH/BV4Z6WQkGkw3o1Pt3FnaxIdrd6w5i7QQoiDQPznLj8NtbCwrZn9jFb2TM7QPjfOZQ7toKM7nT556hfP9I+xrrOY37t/Pse4B/vgD9yEIArFkinP9I4iCwP/++CNcGhzj2QtXaCxOE+wVWeaujQ1sLC9a48gE/E47zaUFdIxOYhgmeU4722tLV+SP/WvCbDJCidWPKin0hEc5PnmZW/JbuNu1ne/2vcJUMsgdRdsZjE4wEw3z+sQFCq1efIqTV8cvUOUoZKe/EVEQOT9zlVZPFSYmtxVuJq6n6AqNUO8qY5O3Boe8eoNOFkVubaiiqaSA//L9n9E2NM7rHT08tnNjOgorAHMBFNM0V7QXrhnahmnkDCBqC0pyfx6wqaKYP//EI5ztHeaZCx28caWXP3/uTZ481cbvv+9uWkqvU4Vi9cFRWfRR6vkipZ4vZn2+oWReHlVAxe94GL/j4XWN/wdPnuL7T50mEEw7cv/4l79ETVXuvk8un4OHP3cnY32T/Pm/+0e0pIauGfzPX/5bDN2gqrmMh379AWpzVGuEZ6NMj82iazozYwFmxgJsPtiCanvr5HFfHb7K47WbKbQ7+dOzr3FXeQNWSUEWBAwzTix1BZ/9wax9DDOxyNlYKyZGZ/n6X7ywvGOhNCIqK3dGvxlYt2NR5HXyqw/fekMnr/L7sEgiKV1nLBSma2KKTaVrXSTmYZom54dGGQ/PE3k2lRRhz0F8MzGYTXRwaebvmE10kDRC6EYcWbRjmCkMU0MR7TR5P0qr/9PrHtPbhXgswZFnz/G+L96z6n2uDk4xNrW8cW23KuzfUnvTFtxYKI4gCqg2NaNu5fI6iIXi6Ck9XUokCXgL071PBCHNr7gW3XDnuVBtFjrP9mJ1qEyPzOLLd2XpUy+F54938H++9waBtzkyZQJDEwG+/O1XGJ0M8v67tuFaReREFS0cnnyZM9JxrKINAbi35D34LG9vt/ebjSf7LvHScBeds5PYZQW3xcpXD7wPr7qyqszwZIC/f/IYzx+7smJ3+JuNlKbz/PErTMyG+cwjt7CtqWzJDFTS0OkKTmakaE1gIDybtY0gCMwm44S0BHeWNlHh8DKbjPH0wCW+3nWcfKuT3QXZkbixeIj/0/46VU4fn2/eBwi0z45SaF17nbxpmvyw9xxPDVzkUHE9n6zfTcLQaZ8dzXBDbgSabnCub4TWskLcNhUEmI3G8NhVrHOKesVz6jy6YSBKYladvm4YBGNxij3p32azyDhUCzOR9Pub77RnvlsLBAFUReK3H72Nv3vlJIFonD31lXxo77u7DOZmQxJEFFFCEa7xCCRShkYwFUUURBRBRhHSnYQFzLSCmwmqqHBb4Wb6o+O4ZDsJI4U5971hmgRTMWyShY3eKo5PXeHNiYvckt9CodW7pvFZFZnt1aWc6x9hKpzmCSqSiNuWdnZnIjGiyVSWvHwuFHtcWGSJoZnQooymphsMzwaxyBLFnsWR3Gs5HnOlstiF+2T4HqvcYR0QBYHtNWVsryljIhjhr18+xg+PX+SrLx3nzz62uLvzuwnxhJbhT64EQRAori7g1/7Ppzn94kUuHr7C7GQI1WahblMlO+/eTHlDcU7H6em/fZHeSwM4vQ5kOT0PN++uvyHHwlyQ4cyFQpuTruAkI9EgggBdgUn8qoNKlxdJdJHv/CAeW3bftGjyAgltIOuzVFJDS62uZNYEAlPL9x9buLVppsCMYJrJtNSt4EQQJMw5HqeAyI0afDe8emi6QSiWIBxPoOkGkihgVy24bGqWhnQu7K4u5wdnLxFJpuvOvn3yHP/lvttXnCiWwng4wiudPYwEQkC67m1rRUlOUrhuxGif+UcCiS7KHbdjojMcOUyV614S+gyziU48aj0VzjvXNZa3G5IsUVSRR3A6jFrqWzFCoesG/WOzTAeXfyC3NJThdlpvWjmYJ9+F1aEyPjBF7aYKZItMb9sgRVX5yKqckXNb6nSltYWUNxTz4ncOc+HNK9RurGDvwzsWkdZzocDryKkQ9nYhEI7zvRfPYrUoPHbH5gznYCk0uzdT5Zjv3qobGg755hAt30l0Bab4tY0HeXGok4erWvl21+lVZyysFgWXXV2238pbjbMdQ3zjpyewqQqttcU5uUcj0QC/cvi7WYU1ubgVuwoq2VWQ3WnaIsn8Q8dRRmPBRRHZ3tA0H6rdzueb9+FS0s/8w5WrI0enMX/ddNNkNBakwOrktpIGtuWVIwviGo+3NARB4JEdLeQ5HZzsGcSuKhR7XCQ0jd6JGVKaweB0gHs3N2a4KxZZontsCrtqocDloNzv4bUrPVwdn6Z3chZNNyjxuukam5wnxKwDkiiyraaMv6wpuym/9ecRTtlGylCwSDJ5FjfVjiL6ouN0hoZocpczEpvGKqm4FQeFVi9781t5fvQ0qqRQJPnwKk4UUQYBfBYXXosTiyhzZqaTWmcJk4kAET1OgcWDvESWNTpXtmy3WJAWiG8YpkkgGufqxAyKLJHvTGejJVGk2OOiusBP19gUZ/qG2VNXkVWVkJoj8spi+pnaVl2Kz2HjaFcfj25vocKSLvEzTZPZaIw3rvTisqpsr17cy0ORJFRFJpZKEUuurrGYY47HMROJZsRFbhYi8SSyLGKR5ssk8112PntoJz86cYneyeX5ku8GxBOpVTsWQEac5tDjezj0+J5V7xcJRnnsS/fTsL1mSfvF0A1mJ4LY3bYly6RM0yQeSTAzHiASiGGaZrpaotCDw23LKj0vtrsYj4UZjgQpd3joDc6gO82MY3HNqTBNHcOMIyBiU5qxXpdJ6Lg4SGfb6rmSQ31TK29kmpjmLEbyDHryMIbWj2TZhWx7FKQCTK2TNJmqGoEba/i6bsfCNE3iKY32gXFev3SVtv4xwrEkVotMTXEet7ZUsa22DK9jaaN0c2kxlT4PU5Eohmny00sd7Kgo5a7menz21f8wwzSZDEf4zsnznOgbzPArmoryaS0uRM1Rv2egMZPooM7zXlp8n2Iydp5A8ip1nsewSn6GI28wEH6BcGoIl+Xd34NBtVlo2FbFj776Ivsf2oaywGh1+xwUX5dqnA3HGJkMEF9BCnbXhso1k7aD02Emh6YZ7h5jZjxAf/sQNodKYUUeTq+DvQ9u4/zr7SgWCdWu8uaTp7jro/uRFSlLJzoXosEYwakwjTtqOPCe3UiyiK7pxCJxbCv019i9sYqGigLOdAyuKpokSyI2VcGmKlgUGVkS0+pTc4RRTTeIJ1JE4kmi8eSqjjkViPLj1y5QU+bnlo3VyzpsPksePuazE72R7ow6VC4IgoBFkVZ06G8mroklrCU651QsKHPk0Il4hIl4ZNW8kAKvkx0tFbx6uoux6dWVsqkWGbuqYFUVFElEkiRkScA004GRlK4TjSeJxJIkVxklOtHWT0WRl0K/kyK/a9F9zLc6+Y2Nd2SUXkwTBiIz/EPn0aztNENnNhljOhElpqfQDIOpeISErhHXtUVkYlEQuKu0aU2lJdmYP5osijR7izg7PcQP+84RTMWpdeZRZHdjl5QbDiYUedJlqAebanj2vMbA1Cy31Fdya30VR7sHeL2jl+aSfDaUFqJIEqZp8vD2Fr59+CyV+T5+6eAOWsuK6J+a5bvHzuGyquxtqKTE62IiGKbE48pqWPYLrA1bfPM8p83e9L9bvVVpZ5Z5I7+OEq5NQx+rvhPjWvZiAUpt6Q3uLt6OSTobUmEvYKu3Pp11XuJZOj8wyqWhceoL/fgctjkJV5NIMsXRzn5eutRNa1khOxY4gDUFPu5sreO7x87z3aPn0HSDUp8bURBIajqjgRBlPjc1BX4sssTG8iL2NVTz4zNtfPfYee7b1IjDaiGe0jja2c+bHX3sqatgf1P1ovH5HDZKvG7O949w/OoAiiwhCQK6aVLscWayJwvRUJyPKsu8ermHbdWl2C0WDNNAEkVqCvyZ7dJ8kUSG3xFOJNENg9lojNHZUEYtyqYqmXnktSs96evtc2OzKEiiQCKlc+LqAIZp0FScu6To3YR4fG2OhWma6JpBLBxHS2o5yd82p3VRcNHmsDLYMYKkSBkOR1lDMfLc+miaJrMTQb75Rz+iZXc9G/c1Ulq7uGImNBPh+LNnee4br9FxugddMyhvKOa2993CofftobAyP8O5k0WR28vqODrWT0xL8WBVyyKOr2EmSKSuEkt1oEgFWJVGDDOGKs+Xcx15+TLP/egkbq99RT6fCSRiKzu9phlCiz1BKvrtuYHMguhCMu9JSzXHf4Kh9WBx/hqC0rDi8ZbDui2QlKZzumuIv3n2GLFEkgKPkxK/O00I7h/jYu8Ij+zZwMO7W3DZcxt8LqvKB7Zv5urUDDPRGAlN4/974XVGQ2EO1ddQ6HLgsVpzPkimaZLQNGZjcYYDIZ5t6+Dpi1eYjKRTpnZF4dEtrRRe15Qmsz8mBimcSvpmCoKEKMik9BB2uRCPWs9Y7BjTiTZKHDdW8vV2wNANJgZn6O8YofvCAA7XvGO2eV8j7/18duZldCrIVHB5vWJBgM31patqWLQQI1fHef1HxxkfnEJLapx9pY2x/knu+NCt2F027v7IAV574jhHnj6DltLZuK+Juz+yL626oEhsOdiSiR7IFomSmgJcPke6VnIiSHg2wnD3GD/4i2cy3S/v+8QBNh9oWdYYUiSJx+/YzMWrIzkNSFEUcNtVfG57Wn7U7aC8yENZgRef247DasFutSBLAvGUTiSWYGwqRM/wFF2DkwyOBxibDq04aQ6NB3j6jTZaqovxuhY70BEthCTIJI0EcX2+bOv41OvcUfQAVim3021RZPZsqKI07+3R4tcNk+HJABe6RpYsS5LnJF0XGhYb/cW4FJVat5+XhjrxWhYTDpeCKAo0lBewq7WSp99sy+nQqIqM12XF57LjdlopznNTUeSlJN+N066m76OaXuwj8RTBSJz+kRm6hybpGZ5iZDJIIBxffODr8OKJDnY0V+Dbbl/kzDlkC/eWNWfJzV6cGc5yLJK6xpXAOM8PX+FqcJKEoaGZOpPxCJPxMLmKL6ySjEuxrovzlMt1u6+sBdOEF4av8GcXX6HM4eG24gb2F9dSavOs+d1fiHs3zUfhHtrWkvn3nvpK9tRXLtpeEAQ+duu2rM88dmtOpZ7NlSWZhma/wM3DQoci5/eCgLRMlmihCo4oiCsmlILxBE+fvczobAi7quCyqoBJKJ4m926uKOYjt27N6muR73LwwNYmArE4b3T08sdPvUyew44sSYTjCSLJFL98+24q/F4ssoQkinz60E5iqRQvXermcGcfPruNcCLJTCTG7rpyfvn23XhzBDNLfW4ONFXTOTrJPx85x/MXO7HOVUB8/o7d7Klb/BzfUl/FnvoKTvcM8Tvf+xl+lz3d88vv4Q/fN1+qPDybblI3E4kRiMZpHx4nHE/y/MUuusensVsUmkoK2N9UTcFcM7724QmePX8FWRRx261YFZlQPMFUKMqOmjI+cuvW5S/4uwBryVgYhkFwOszlE930XhokOB1G1xbvu+e+LWy/IzvT6i1wc+SpU1x88wqq3YKAwEd++z04fXNzsm5w5WQ3P/37l3nl+0d59Ffu5lO/+77ssUYTHP3pGb79Jz9mpGc883nPxQEGO0YITod5/Iv34S/xIggCpyaGCKUSjEZD9IdnubeyEem6nhEpfZzJyHcxzQSKVIhppoilOihyfy5ru537GrjtgS3YV6rGME2udozy7a++vPy1TLWjxV9AUrYj2z+EFvsRpjlfsSLKLejJ45hmcJmjrA7rdiwmQ1GePHYJh1Xh1x7dz4aqIiyyjKbr9I7N8J3XzvL6pR7qSvPY07j45buGe1vqOdbbz9OXrpDQdILxBF957RjPtnWyq6qMhoJ8JhdwJhKaTufEFC9c6WYqEqVjbJLjfYP0TM1kMhWyKHKgvppD9TU4LLnLqgREVNFLTJsEQBJURMHCbLITt6UaTBPdTKKby/d3WCsMI+15BydDRIIxUokUuqZjGCaqTaW4ugBP/tpZ+6rNwl0fzJ0m9OQtPt7UbGRFroHbYaM037PmTG7TzlqadtYu+b1qt3D3R/Zz90f2L/rO5rDy//zjFzJ/O9x2bptTwQrNRDj3WjuGafKfv/Gr2Jwqo72TfOtPnqD/8jCb97esuJDt31JLdYmfjv4JIO08eZzpPhTFeS4aKwvZUFtMfUU+Prd91YbVdDDKsYt9vHD8CqevDBJZhlCc1HQu945zsr2fu3Y3Lfp+ND6MXbLTE+liKjGORUw7WcOxATRz6YyOy67yyQffnv4IhmkyOhnkGz89wdmOoZzbCAI0VBRQW5aPvKBU4Z7y9G9+0OakxVuEU7FgX4MqVHG+ix3NFRy50MtUIO0cWxSJfK+TIr+TyiIfLTVFtNYUU1nsw6auLvqeTGn0DE/z8slOXjvTTe/I9LI8jkA4zqtnuthQW0xpgWfV47+GkViQf+o+weXZMd5Xs43teeX4VTuHx3v42yuHc+5zfaT4egiCwDVWh2GaGQckZRok9cXPjle18+G6HRwqqef4RB9vjF3lq1fepDs0yb9tOZClLPUL/AI3G9uqSvnkge10jE4yFYoST6UQBRGfw0pDUT57G6qoWtCU7hpqCvz8yh172F1bwZm+YcaDYUygrtBPVb6P7dWlqAvEFYo8Tv7DAwd4uf0qZ/tGmInGKPd7aCkt5PbWOkq8uddcVZa5vaUWt1XlWPfAnC0iUOh24HfkfjfcNpXfevAgPz17hZ6JGSLJJC6ruqgjdiyZYmAqQDSRXitqC/zUzmU0ZiMxZiMxPHYryQWKhQ9sbSLPaaN3cpZANIZhQrnfQ12hn9taarMyIrIkUl3g40BTdc6Ggz6HjZ015ThVC851lp+vFYZhkEhqKwrGXEM8kuCV7x3lR3/5HE6vA5vTmuFmLkTj9sVCQrvv38qmg/MBjUQ0geqYz/RqKZ2zr7YDacGY2s3ZdqppmgxcHuaV7x1lpGccm8tKSU0hTred0f4JpoZneP5br9O6p549929FURXKHR46Zid5uLqFo6P9OVXmDCOGgIDf8X6C8VfJZbTYnSq+/FI276zB5lg+O22aJqpt5fXTNMYAA9n2EJJlG3r8+SzHQhC9YMbBvHExlHU7FqFonL7xGT58aBvb6ubTlLIkUV+azz3bG/mH508yNBmAZYjoNovCFw/tJZpK8XJHDwlNQzdNuiam6JpYXDcWiMX4wdmLfO/0BVI56uUtksT2ilI+vXcHZV73kgaFKMh41QaCyatz+7mwy8X0hZ4BTCKpMSKpYbyWm8Oi1zWdyaFpei4N0Nc2SH/7MBMDU0SCURLRBLpuUFJTyOO/9gA77tq8aP9oMEYsEk9rFZPuOKlY5w0mxSLTuqtu1eOZCkQJrhCVrS3zr6v/wlsFURLSmtZdoxx/7hySLDI9OovNaaWsvjjnhHM9rKrCew5t4sv//CrFeS6qS/xsrCthe3M59eX5OFap2HQ9/G4799/awtbGUr793Gmeev0S0fjSL+jYTIhT7YMc3Fa3iADstxSgiDKaoVFgLaZATUvRjSdGVzQs3w6YpkkoEue5o5f56RJZA4CyAg+P3b6ZrQ1lORVXZFGi0VvAK8Pd5Fkdq5ZwlSWJlpoitjWWc7ytn7ICDw0V+WxpLGdLQykl+W6UdfSbsSgyTVWFVBZ5aa0p4ts/O825zuFlo2sn2wYYORSkOM+FuMbo/lgsxOXZMXbkV/Dh2u3IooRuGMR1jUhqfZO7iIBdVkkZQYKpOF5LOgo7m4gyHA1kbXvttglAqd3De6o2c2dpI3909mc8P3SZj9fvuiHHom9yho6RyUx20K4qbK4sJs+1vq7xU6EoZ/uGM+WbqkWmoTg/p+F5DRPBMBcGxjI9TZaCIqeNsMaSpVUM1wrTNIklUwzPhpgIhokmUqQ0PV1iaVHwO+2UeF247QszUDc+1xqmSSSRZGw2zFQ4SjSRJKmlFdgssoxDVchzOij0OHBa1RtW/LtWDjkZijIRjBCMxYmnNHTDyJTzeOxWitxO/E571rtZ4HLw6PbWdZ3X77Rz18Z67tpYv/LGgMtm5ZHtrTyyxvM5rSqHWmo51LJ0sOx6lHjdfOa2Xctu01xayJ988L41jaW5pIDmVT6jDtXCvZsaszKHC9FQnM+v37c4uPdWIpnS0XJkHJZCcDrMK/9ylPpt1Tz6+bvIK/HlbLrr8i2eU/LL/Fl/n/zZecobdRTLfMai82wvAE6Pndbd2c9RIpqk7VgXbUc7UVSFbbdt4JHP30VRVT5Hnz7Dj//6eUZ7JzjzShvNu+vIL/Wzr6SKi9NjjESC1Lr9iyTDIS3rKwgqkeR5EtoAslSALGUrj27eVYPFIq+674bH56BpY/my26R7kUhLNsAzjTBzerSrOudyWLdjYZgmumHiXoLwYrMoSJKwKuWWUq+bX799H26ryssdV5kIL12iY5jprEUueKwqe6or+PjubbQUFyzbyVISLFQ57yOspaOtquSj1LGPtul/4MLUV5FFK3nWjRTYtq44/uVwjfhz4fV2Dj91ilPPX2CsbyLntoIgEAvlNvb72oc4/swZInMR2r0P7WDTwRZkZV6PPpXUGBuYIh5JsrDwweVzUFyZXXs5E4oSjCzvWJQXem+oFOJmw+6yse22DaQSGh2nr2Ka4PLa2f/oThp3rCx9fA2372ygZ3iajXUlbGsqo/gmlg6V5Hv4/GO3Eo0n+ckbl5Y0uhNJjb7RaUanQlQWZ08qPkt6Qmx0teKQnbiUdDQ8ooWxS+szym4mEimNw+d7+N6LZ5fk6KQdrVYObK3FNjc5DkUCuBUrE/Ew4dR8JvD7PefZmleKugYlorJCL/ftbaGmLI9tjWU0zXU7vxmwWS3s3VyDJEnE4odp7x1bctvpYJSuwUmaq4twrFFtRJVkXIrKTDLG1dAUNkmhPzLDqcl+Qtr6MqWqJNPoLuD4ZB/PDbazI7+ChK5xdKKXzuAEZfb5zEpUS3IlMI5m6PgsNhRRIqylG/g5lRs3OC8PTfAXzx2mdyJNKPU7bfzXx+7ittbaNfO2UrrOmd4h/sv3nicUS1+buqI8fvWevcs6Fp2jk/z3J19haHr59L7bpvKRfdtummOhGwYdI5Mc6+rnXN8IHaNTzERixBJJVFnG67BRVeBla1UJO2vLaSlL80xuhDNizjkUlwbHONc3QvvQBFfHp5kJR4kkkpiknbs8p52aAj+t5UVsrSqhubQAV44+B6tBUtPpn5zlXP8IlwZG6RydYmQ2RCieIJnSscgSLptKmc9NU2kBmyqL2VpVQonXlZXF/AX+70BiDYpQAFpSIxyI8p4v3MPmAy0r7wCMD0xid9kITAQJB+Ztyee/+Rr1W6syZdaGYTLWN4koieSV+sgrzV6Hx/onOf/GZWLhONWt5dz1kX1svS3dU+qOD91K+/Euxgem6DzTQ2g6Qn6pnyszE4zHwmhGuknzprySRXK/spSHw7KNUOIoIGKaOk412wnduL161dcIwJ/v4hO/etey2wiiHwQJPXUeUW5kYcd0Qx9GTx5GEPMQhLVn36/Huh0Lq6LgsVs53zPC9rpyPAuIs5F4ko6hCTTNwOdcHQm7yu/lN+7YT11+Hkd6+rk8NsHYXHpzJbitKg0FeeypruCBDY3U5vtXNIgFZIrsuyme884kwUKBdRub8qwEEl3Ioh2/tRW3Ur2q8eeCaZpEgzFe+PYb/PRrL9FzoX/dxxIEeO0Hxxi4klYKmBicpnlPfcaxSCU0jr9wgXOvd2CYBqGZCDaHFV3T2Xv/lizHQtcNQtEEiRWI0qX5HqR3kba3IAgUVuTx0GfvuKFj+N12fv3Dh7Ka8himQUgLE9fjFFkLlzlCGjPJADZJxSotrn902lQ+9dAeznYMMjAWyLF3GtPBKD3DU4sci8xxZBeKOG8sN7paCKWCyIIFi2h5RzJJmqZzsWuEbz17isnZ3IpidqvCgW213HNLM37PvCPUF5qh0unlZ4NXiOtapvxpOBLAWGN3TFWR2b+1hn1ba94S51eRJbY2lnLPLU0MTQSWdcIv945x+476NTsWpXYPB4rreXmkg69cfgOPYiOmJ7FKChUO77rGbZMV9hbVcGyyj+/3nOHERB8IoIgyFQ5fuhnoHKJakldHOrk0O4JTVlElmbieYjoR5fHqLZlsx3rRXFZAU0l+xrGYDse4NDjK9ppS/M61ZUIC0Thn+0YyToUANBTn0VK+0rv6DrwjhsFrbVf5wfGLvHGld1HZR0pPEk4kGZwOcLxrkNcv9/LeXRvYWlW6olLcUjBMk5GZIE+fucJLF7u4NDSWM6iR1HRmI3G6x6Z59XIPzSUF3Lelkbs2NVDida26l8M1J+aNK308d66D490DBKKL35GUrhNJJBmdDXGqZ4iCCw72NVZx/9YmtteUYVvn7/3XgOlYjBOjgzgUC/vL3/0CMTcD8URqTTLhoiRid9tIrpBxXIjh7jEKK/M5/NQpoqFYhtQ92jeR5dSYpklwKoysSBRW5GWtp7puMNQ1yuXjXUiySPPuOlp212e28Ra4KakpxGpXGe+fJB5Nz0sXp0e5p6KRApuT/33hDXTTXETelkQXbtsd2C2bMcwYipSPKK5f7VEQBBSLTH3LYlWzhRDlekS5FT3+AhizGNpFTCOKFvsxpjGOkTyHbH8MQbpx7tq6HQufy8aepkqeP9uJIAjUFvuxWhSSms7QVIATHQNUFfhoKltdBCjdedPGx3dvZX9dFSf7h+gcn2I0GGIiHCWaTJLQdQzDQJEkbIqMx2alxO2iJs/HtopSWosLVy1Ve30XUgBZtFFo206hbftaL8ciXMsgvPSdN/nWH/2I2fGlDczVoGZTJWX1RYxcHUNL6Zx7tY2Z8QBWRzrSFA3HeeYbb7BhTx2KVWGoe5zW3XUMdI4Sv67eP5ZIEUukVjTlCnzOn5umQauFaZqMxMfQTA2n4QRMwloEt+wiokcYio3gs3iZTQbQTQObZCVpJNO67qJCVIshiRLDsREK1QJskhWn7EARsxfIsgIP9+1t5W+fOLLkWIKROMMTSz8X7aELhLUQVfYaymxVtAXPE0jO4FF8bPRuw7IgpalpOv3dE3jzHNgdKiODM/jynXhzpIhzYWIsiNNlxbZM93LDMBkYn+Wfnj2Z4ahcD0UW2dpYziMHNlJZ5M36rtbtx6moSILIJn8JRbZ0XfPF6VHEdRiAay09WiscNpVtTeUcu9jH0Yt9S27XNzqTVWpzf3krES2RRWQVgAKrk4/V7WLTXHO6fNXBI5UbKbQ5GQjPIAgida4qGtwFXJodocaVl3VVduRXYJXlZQ1+SRCpc+XzxdaDnJjoJ5CK4VasbPGXo5sGfeFp8tX0IuZWrBworsOn2phJxDAwcckq9e4CdhZU4ly38lQapT43LWWFHOnsJzjnEBzrGuTuTY34HPZVc7dM02Q8EOZo53xgxm230lxWSPEStfHXUOZz89iujYwHw8RTGvFkinhKI5pIcXFwbNUSoquFaZq8cqmb//OzI3SNTmXNsYok4rXbUGSJREpLR/U1nfP9o8xEYrxn54Z1jcc0TfonZ/nGa6d48lQ78QU1+ZIo4rJaMgZ8JJEkHE9imCYpTefCwCgjs0HGAmE+vG8L5X7PigEL0zQJx5M8dbqN7xw+z9Xx6azvrYqMy6Yii+keVaFYkoSWHtNEMMITJ9vonZjhI/u2cltrLfa3qb7/3YaxSIhvXDhDidN10xwL0zSJRBNcbB9mZCyArhv4fQ4a64oomyMYX4+BoWmmZlbbB+HGMDEZIhhcfR8pp8fO9ts3cOblS1Q1l1HeUIzVYUWSl577yxtLsDmtSLJEw/YaCsrTimVXz/Vll9uaYOg6kiJhvY4gHZ6N0HWuj8mRGfJLfDRsq8FXmB3Jd+c5Ue0WwrORjJplk6+QK7MTdAWmqHb50k7FdddcN8JEEieJa72ZXhJ2yyac6sp25/REiMHeCQIzEQzdxO6yUlaVR0m5f8X3VhSLUWyPoQkievIEpj4CZgot9gSCVIRkux/Jeh+CeOMVHOt2LNw2K/ftaCKaSHKyc5BXL17NfGezyLRWFvPw7hbK8teWVpFEkfqCPOry/cRSGiOBEOOhMOFkenLSDROLJKVrVO02Sj0uvHbbsmVPS8E0TQwzRUyfIGVEgMWetCr5scsrR7AXHxvajnTwvf/1k3mnQgCnx0H1hnKKqgtw+530Xx7m1PPnVzyearPQuKOOi292EJ6NEJ6NcOXEVYqrChAkAS2lE5wJ857P38lY/yQjPRM88PEDHPvZefqujGQdKzrnWKwEr8t20zpuv5vQGe6izFbK5WAHuqljYJBvyaPImnaCQ6kII/ExFFFmIqmjGzqKqCALMrqpo5ka08kZQqkwlfZyHPJi410Q4M5djfzDT44tWVMaiSWZDCxd9jccGyBpJIhpEVyKl85QG7XORtpD52l0byA0lWRmOozP7yQRT3H0tSvs2t/A7HSE00e72banjlgkSTyWxOFUSSTS3eVtdpVYJG3oqTYL0XCcq51jbNhSuaRjYZomgUiM7/zsDEcv5DayBQHqywt47LbNtNQULZroiu3pCevOsgYKbU6cStpwfaxmM7Y1kLffTlQV+2mtLeZ4W/+SvTPGpkMkFqiMfbB28QIhCAIldg+/2npw0WfvrVqsetTgWRyQOVBcx4HilXlUFklmo6800117IRY23FMlmZ35lezMX1pc40agSBIbKoqoKvBxoX8USJcm9YxPU1fkX7UsckLT6Rqb4urYvAFble9jc2XxivN+VYGPz96+i1hKI5ZKEU+miCU1AtEY//V7zzMwdWMBn+txZXiCv33pBN1j0xmnwqrI7KmvYEN5EYUeJxZZIp7UmAxH6RiZ4FzfCANTAZ44eWnNzrJpmgRicf7+lRM8eao9Ew12Wi1sqSyhpbyQIrczY7yHYgkGpwOc6x+hc2SSeEpjMhTlRycu4VAVPnTrlhU5MAlN58WLXfz9KycZnU1LPouCQInPxfbqMmoKfWkuhSSR1HSmwlGujk1xpneYsUAYwzQ52zdCNJHCYbWwt6FyTmb2F7hRxBMpXn7jCj96+gxDI+mu0/l5Lm7dXcd7HthKZfni5qqvH+3k8PHut2l8GiPLZPFzIRFLcv71y8xOBKlqKcPmtC3i4229rYWNt6ZFQfJL06XEu+/biq/Yg8Odzo7e9bEDWQ6EIKRJ28mkRuo6PuR4/xTnX28HEyqaS2naUbOIwynJEqIooGsGpmlydLSPmXiUM5PDJHWNFn8Ri8PXkNInmI09hyjYiWs9WKRSBIRlHQvTNGk7288bz1/kyoVBIqE4hmliUWUqawvZd9cGbr2jdflAsCAiKvUo0meR1IMY2hCYMQTBhiBXIspNCKIzx4jXjnW/zaIoUJbv4RN37mBnQwUj00FiyRQWWaLI56KprICiNaRWr4cgCNgtCrX5fko9LsZDEVxWy5JKDNdjJhrDYbFgWYLEaZoGEW2UvuDTBFI9aEZ0jtySjXLH7dR53rvm8SfjSX74588w2puO7MqKRN3Wam77wF4attdQWJmPy+vgpe8cXpVjAVC/rRqrQyU8V4LSfqyTA4/tRpTS98PmsBKLJBBFEUM3GO6dIB5NELxO7z+RTK1YBgXgduRWYPh5RzAVptRqEtbCmJjYJCsmJoFUkNlkkKAaJGGkJ5qkkUQWZOJ6AoMYqmghYSTQDA1JFInpcQxTBxYbxsV5LsoLvPSOTC/6DtJchVA0vqgJ2jXYJQdNro30RjoJJmcwMal21NMdvoJpmly+OERhsYe2cwPUN5cgSSL5hW5mpiJYLDKSLHL+VA+CKGCzWbBaLfgLnMxORxnun0JS0lKMeQVOkstoi5umSUoz+PErF3j2SPuSPSdK8z08cnAjO1srlq2frnB6s0joB0tq34GCldXBblUoK/DgcdqYWUKeORCOkdL0Je/jux3JRAotqWGxWjKllbpmEI8msDnVLGPXMAwis1FsTiuyZeXlo6mkgMbifNoGx9ENg1gyxcmeQXbUlq2YbbiG2UiMY10DJOcanymSSENxHk2r5ENIkohTsuC0zjvNsWQK2xKKgetFPJni24fP0jU6mXlHbIrCh/dt4YFtzdQV+rOIy0lNZ2BqllfarvLkqXa6x1bR5CoHfnyyjafPzHeiz3fZeXzPJm5vraOuyJ9VbmSaJsFYgkuDY/zoxCVev9xDOJ4kFE/wxMk2mkoLONBcs6TTpxsGV4Yn+PrrpzJOhSKJbCgv4v23bE7fV48ri0OT0nVGZkKc6B7g+8cv0j40jqYbdIxO8vVXT1Pmc1NbmPevLjv+TiASSfLUs+fo7pnPKI+MBXj1zQ5Ki705HYuh4VkutOVW9nunkYinGL46RlFlPtFgjPZjXTm3K6zMyzgW11DWUJz19/a7NmXNz4IokF/mY6BjhLH+KXTdQJJE4tEEVy/00X2uH9VuoXZjJeWNi8uD0oqeBpKcbsQoiSIOxYJumtxaUo1VknPa6OkshQW/4zHCiWNYlUaS2vJl8n1dY/zom28SDERp3VqJv8CFIIpEQnGuXBjg2199GY/PzqYVuaYCguhFVLYjKjsQBIm3olz0hsIEoiDgc9rZ11p9k4azGPFUiraRcSbDETaVFa+8wxxO9g6yubyEInfu2jXdTHA1+GP6Q8/gt27EZankmlDjQljlxS/iatBzoZ+zL18C0nWC1Rsq+MR/fR9bDrZgWVCLLVtWT2ArbyjJakff1z6Y6fGh2izsvmsj8UgCl89BXomXb/zxk1isMhtvyW52ktKMVdU52q3vTB3/Ww1JkLBJVjZ4mhEQMEwDl+IiaSSpcVbhUdyoogUTsAjpRTllagiQqVEvthbhlB2kDC3nc3Ntoqkrz1/SsTAMMy29pxtZfI9rcCluOsNtxPQIHeE24nqMoWh/prdFPJpES+nEogl8eQ68eQ58eenn3ZvnwGa3kEhoOObk6hSLRFGpj8G+SVIpHdWmkEpoJOLaip2sXzvdxb+8eHbJTJfPZePuPU3cvrMBu3V5g+1ng1fYnl9OyVwG492cFbvGycn32Jd0LJIpnWRqcTO71cA0DfQ5eT9ZXLl7/DXEtEmskm9uYchGPJKg49RVhq+OIYgijdtrqNlYkeMoacyOBZkcnqa8sQS3P/38pJIppkdnKakpyHIstKRG+7Eu6rZWkVeSmxu0ED6HjdbyIt680stoIG2IHu8a4LFdGynyOFecXwzTZCIY5njXQOazfJeDjRXFOZuTvZO4NDjG0c6BjLiIIMCdm+r55MEd5LkWB8QsskRdUV6Gb/KN104ztYxwSS4MTgf45zfPkZgrf3JaLTy2eyMf27cVXw4eiyAIeOxWbqmvxGVVCUTjHO3sT3M0ZkP87HwnLWWFlPlzVxokUhpPnLhE50jaCRKA6gI/n71jN/saq3KqsSmSRGW+lyKPE7fdyl8+dyTjRJ3qGeS5cx186radqy5jXg6BRJyfdndQ5fEyEAwwFApwsKIGl0Xlxb5uNEPn4foWqj3e9O/Rdc6MDdM+NcFkLIpm6OTbHGwvKmVrUUlWRuzixBhtU+NsLigmpmkcHxlkKhbFoVi4t6aeel9e1vZ9gVneGOxjMBTICCLU+/wcqkyPZ+6OkNA1To0OcWx4kGAygc9qZVdxOa35hVjXmMlJaTpDI7OLr0sotuZMwbsBLq+D9/7be1fcrqRmcVXJyZ+dp2ZjRUYd6s0nTrLzns0ZzoUkSTRsq6G3bYihrlEuHe6gdU89PRcGePX7x4iGYlS3lrNhb0PO5ruBydBc8MWKpEhs8BVjmAZnJ0fYnl+GS1FzlvgKgoIs+gCTpDaCpk8hid5lf9+xV68QnI3y4Ad2s2NfAw5nuvF0KqnR0znG3/7PZ3j2ByeXdCxMM4Gh9WAkT2HqA5hmWgFKEN0IUjWSsh1BrkQQbk7lwFuWf9QNg/7xWawWmRL/+mq2UrpO18QUr1y5it9hp74wj57Jaa6MTVLkclKT72c4EKR/epZKn5dyn4crYxME4wnOD45SX7h0F0rdTDISeZ1i+14avR/GIrpyymzJwvoWr5PPXyAxR+ixu2zc+6lDbL9zI9I6ZDCvIb/cnyU/NtY7kXEsrHaV2x7fhd1lw6LKHHhkB/4iDw6XjQ17sssndMNAzyHVez0s8nKtkFbGsYt9vHnuKrFMdiSX6bXws4UCmAu/Myn0ubhvbzMVRSsbMyuhydVAma0UQRAy1++agVOg5s+dee5zsrdZ+PlKEATI8yyfYdMNg9QSjkW9sxmH5MQipnk0lfYaZpJTNLo2YBEtbNhaia7pbNpehaxIbNiSLmmxO1QaWkrx+Bxs31OLKApY5no5WK0KZRV5OJwqFlUBE1JJjbxCFx5f7rFe7hvnH35yfEmytk1V2LupmocPbMTvXjmj2D4zTr07P+NYvNthUy0rOkvJuYwFgsBMohOPpRpBkFd8TkwMkkYIAWFNjsVQ5A2qXfciC4v5FqIkYnWoxMIJTMNE13T6Lw9TUO4nMBkiEU1gGCbD3WM4vQ5ESSQ4FUK1WxgfmKKkuoDLJ7tJxVMUVuSha0mOPXMWQYCaDRUMdIwwOTKLJ99Jw7ZqCiuWnmcFQWBLVQnVBf6MYzE4HaBtaJy6Iv+K9fWxZIoLA2OMBeazrlX5XrZVl665v85bjZcudTMbma8fd9tUPnVwe06nYiF8DhuHWmq5ODDG8xc613TOZ85eYWQ2rXglCgL1RXm8/5bNOZ2KhRBFgeaydPO1ztFJJoLpd/twRx+P7d5Isde1SBTBME36pwK8cHE+auyxW7l7Uz17GypXlHhWFZn9TdW0DY4zGYoQiMbRDZOnTl/m/q1NVBf6bzjIEEkmeb63C1kQKXG6OD02TMf0FB41bYidGh1iJh7nP996CEkQiaZSfLf9AjEthduikjIMzo6Ncmp0mM9s2cHuknkJz57ZGZ7p7uTixDiiANFUCsM06Zie5NaybMf9wsQof3X6OEOhIFVuLzZFZjgcYjwa5vaqedlaQYC2yQm+dekcxlzG89ToEMeHh/j81l3sKilbU3BPkkR8XjvhSLaqnGqRca7QD+HdCKtDZeuh9ckRXz7Rhb/YS36ZH9M0OfzkSTbub8o4FrJF4pYHt/PSdw8zNTLLP/7e96lqKWP46hjtx7pQVIWmnbW0XheYBYiGYkyNzJCIJSmsyMOiKhwf72cmEUMzdF4f6UERJR6pbl1E3lakQry2+5ClAhzqDjR9Artl07K/pa97jPLqfFq3VuJc0FT3Gml7x631PP/jMzn3NY0gWuIVtNgPMLVeAATBBpiYZhSQ0eV6ZPv7kSz7EMQbV558yxyLRFLjpfNdlPrd63YsREHArih4bTbqCvxoukHv1Cw+uy3THM/vsJPvsNMzOU3X+BSqLOFzpLkBuTp2X8O1Bb3Ati3dEO8mo/1oR0aVw1PgYv97d9+QUwHprIRqVzMGcXAqzLWTSLJI/oIIYlVTCRX1RXPfZZ9X141VNaiRlyFIrQbdg5M8/WYboeiNNxmsr8hnV2vlTXEsKu3zfVeWmrQXGoRZ6dM1uFqCIKwogWoaJsYSTl6eWohVshHX45imgYFBnlqIS/ZgES0Ul1mznJ7y6rSBp1oVSsrTUZqyyrxFv8HlseF0WzOfX+9cLcTETIivPXGErsHcZG1ZEtlQW8z779pGeWHuKOf1qHR6uRqcwiLJ6XQxUGhzvit6dOSCapFQVyj70XUD04SoNk538EkKbVvxWuqxSj7GYqcwTROXpRKL6GQifg5ZsJFv20TKiDCT6MCtVGFiEkz2ktBnsMp5eCy1hJL9RLUx3JYa7HIxE7EzmBjMJDupNHPLC1qsCuWNJYRmImhJHZvLSu/FQZw+B6O9EwSn0t3htaRGVUsZkUCU4FSYqZEZmnfVIVtkrHaV0avj6Jqekcu+9dGdc2IRYHOqKBaZc6+2c/fHDix7barzvTSW5HOuf4RYMoVumBzp6ONAc/WKjkUwGueNyz2Z0iKHqtBYWkBF3o1LIt5MxJIpzvWPZBGnt1SVUF+8tNO1EBV5HjZVFPH65Z6sYyyHZErn2XMdmbncOme4L9Xs7XookkRreSGlXnfGsZiNxukYmWRjRRFOa/bcpRsGRzv7mVngPBV6nNy1qX7VfBmbReGODXW81n41oyI1NB3gVM8Q5Xmem8K1ME0TQzC5p6aeYqeTb186z6HKaj7YshmLJPJiXzf/6ZaDyHLavnhvYytOiwWvasPE5NjwIN+8dJbDg/1ZjgXAeDRMQtd4T2MLmwuKsUgSs/E4tV5/xoBM6BpfOX2cc+Mj/PYth2jMy8cqyYRTCZK6nsUnM02IaxqVbi9319SjShJHhgb4bvt5jo8M0pxXgFtdvUPgdKg8cPdmvv39Y4Tm+lQpisSG5lJ2bate1TFUi4yiSG+JoJphmMTjqRUz5KuFrhsMd48hySKltWl7Z2p4hpPPn+fsS5cY6hzFk+9CS6WFfxZmX0VJpGWuud3hp05z6UgH7ce7MHQDBKjfUs2B9+zGW7DYfh2+Os7k8CymYVJaW4TNaaXSlb6vLovKQHg2bYPmkMgRBTuqUouAgtt6ENOMI61ImBZyCg6tBNNMoidPoEW+BoIdxfEpBKlqgWMRwdS60OLPkQr/NYLLiWjZdcOZi7fMsYinNAYmZ29ITk4S0yoaRR4nJV4XhgnRZJK9dZWcGxjhyugkt9ZX0lJSyNBskK7xKfbUVtJYVMCZ/uFljy0gYZeLiGpLa9TfCMb60h29RVmkuLoA/3UKOeuBIAjp1vSigKmbGYkzSBOc2o53s+1QS2ZbURKZGQ8Qmo1S1TRP5DQh45Asf76lDe+fVwiCgHKT0n2rwfXN766HCTmmnjQuBy/QGWqb66CcnhAPFd6DQ54v71vp/izpOAm5HaeFiCdS/MNTxzl+qT/n4yIAlcU+PnzvDpqqClf9rASScU5NDnF6cmiudEDg3264NUPmfrdBEsUV+y5cc84U0Y5uJnDKpVgkDykjzET8AnWuh7BIHgRBQhbtRFOjzCZs6aCGaZA0ghikiGpj2OQCwqlhwqkhDDNdajccOYxNLkAWrWkxCXO5Jycbhm6QTCTRUxqJWJJ4NInFqlBYkUd5Ywl9bYMEJoNMjsyw7fYNWKwKeSVeus72Yppgd9u45cHtjHSPYXOkuRU1GyqwWBWuXhhY8fxWi8KWqhLeuNKbURA6eXWI0dkQRR7nknLBumEwPBviTN/8XF7kcc11VX53kX0HpwNMh2NZ/KO9DVWrlutWFZlyv4cCt2PVhPLeyRlGZkJZx7ilYW1E/DKfe5EkfMfIJNFEKodjYXK8e/5+K5JIdb6P6gXdnleDhuI8yvO8dI9NoxlpoekT3YM8sK2ZVdB2VoUaj48Gfz4C8B3hAtuLSmnw5dGSV8iPOtJzqmmaWGWZQ5XZ5SMpXeen3VcYCgezutdDOkuxt7SCOyprybfnjux2TE9xfGSQh+tbuLe2Acuy/TpMqj1e7q9roMmf5gwJwGsDvQyFg4SSiTU5FlZV4d47NlBa7GVwaJpkSic/z0FjXTE1Vatzcu+/ayPbt1StGExZDyamQnz/yVP09q+PT3Q9krF0NtXhsWUcC5vLSt2WKiqaSqnbUkVhZR6mCf5iL3b3/LMuCALefBcf+g+PICsKJ547RywSR1EVGrfX8PAv38nGfY0517Urp64yNqeM2LSjFpffSZnbycnxQdwWK8V2F8ORILkcgaQ+TDD2KgWujyIJdmDlLH9VXSFHX7lMx8VB3F476oLKlf6r4xx5uZ0N2xa/+6Y+jh5/FgQ7Fte/R5Q3IogLz2diGnsQ5CZS4T9Hiz+HItciSKunHeTCqp8c3TBo6x9Ld72tKCQcT9DWv7RRPhuOMzoTorH05nUyzXPYsCoyPz7bhirL7KopI5JI8qOzbVgkia0VpfRPzTA8EyAYSyybVpUFKzXuR+gN/QS7XEyhbQeq5EG8SUZnaDo94YuiiK/Ie9NI0OnO23NGzAJ+RjQc55lvvpFxLK5hoHOM9pNXsxwLURBWRZQzDX5uCanvGtzAtRuM9ZGvFlFuq87cA9vb1CDPME2+9+JZXjjRkanfvh75Xgfvv2sru1oq1tTw7K6yRm4pui5Vv4bmeO8MVncfFdGJIjpxKRXIooOIEUUWbXjUWlJGlMnYOTQjhizaSeoBZMGGLNoxzBSGqSCLdryWOuLaFIHkVexKMXa5EKvkJ5wawqWU4bHUIgqrv152l51kXOOl7xzG0E0KKvKQFSkrk5lX6qOwKp/O0z2YpsmVE1fpPtdHZXMZxdUFTA5P0395mLzStKyhosrpOWQVAQqArdWlVOX76BlPqyXNRmOc6hmioTgf1xLd7qOJFMc6+wnNyWULgkBlvpet1cvrtb8T6JuYXfSeNK1x7fM57eS7Vu9YXBwcI6XPq5Epskht0dqMfKdNXRT8mwiFM0T5hTAMg4sDo5m/rYpCdYFvSYGUpWC1KFTmebFaZMJzajznB0bX1N9gJTgtFhRRRJVlREHAa7UiCQKqJKEbZsYB1AyDK9MTvNbfS19wllAiwXQiRsfUJAV2R6a88RpkUaTS7cVvW1ryuWtmirimsbu0bFVqlX6bnQrXfAbOrliwyTJxTSNl5G4GvBREUcDvtbN/Tz2xeBLDMFEtMqoqr3odb24s5pYdNajqzQ/AjY4HeOHVduDmOBapRIrxgUl8SW/mM7vLRv3Wau791CFKagrx5Lsz0/f110CSJeq3VPGp332cuz+2n+BUGKtDpaSmgJKaokzZ1EIYuoHL5+CW+7chCAK77t2CY85hmU3G2JpXRm9omtlEHM3QkQQh67ymGSepr40sf+udrbSf7+fbf/MKh19so6DEgyiKzE5H6OkYIZnUefSjexftZxqTGNpVJOudiMp2hEXrRppnIan7MJKn0JMnMY0JeLsci0RS48+eeJ18j4P//ksPMjod4o+/93LWcruwQl7TDaZDUQ5uqM1xtLljahpfP3aGEreL7RWllHpci26826ZyS20FdosFVZbYU1PBbDSe1sq2qsSSKcKJJHaLglO1MBtL123urqmg2JNN3H5z5D+SNAKZsWp6hJA2wIWpv8Iq+RFFy6JSlwrnXdR73rfay5SBvCCiZt6ktJ9hGMTC8Uwa0el1cO2NMXSDyetIW4ZuMDsZYmJ4JutzSRSyNPaXwmp4GL/AWwcJiQK1iAp7FcLbXCb06ukufvzqBQLh3JrjTpuFe29p5u7dTVjXuADVuLONn/Fo6F1N4F4rnHIZPaFnKLRtQxbtSEK63Mc0dSL6GKHUEKroxiblEUh2Mx47g0Vy41RK07yMOaUOt6WGpBFiNnkVj1KNX21iIn6eQLJnToksu6FTe+84P37tAh+8ays1JX4atteAaWJ329hx50YiwRiyImF32RBEIaPqVFRVgKfAjaxIxMJx7C4bmw+1UL+tGm+hG6tdZdO+Zlr3NODOd1G3uRKXzwkC3P6hW1d1TfJddjZUFHKmb4jZuWaDr7X38MDWpiUdi3AiyStt8zLmXruVzZXFq1YGfDsxHYkuMozLfWsr13JaLbisq49OD04FsjIks5E4X/rHp1hLDEs3zEwDw2sIxRKLFOJM0ySa1LLKoCyytGplr+tR7HWiKvOOxehsCE03blogSxTErLVcFISsGI8J6KbJm4N9/NnJw/itdnaXlJFnszMdjxFK5C7flUURiyQtu37GNQ0TE4eyOjK6RZKwLpTbnqt4MVm1354FQRCQZQFXDqN4NXA6rIvkXG8WrKqybBDKNE0un+hGEASad9URiyRoP7Y07yg0E2GkdwJfjoqQyuYyVJtlxaCuJEuU1hVRUlOIpumIophRx8sFQRTYdqiVll11iKKIK8+ZCdLcXlpPsd3FaCxIrSd3o2ZRsCOLHoLxN1HlckBAFJwo0tJBgdLKPD7+hbt45afnOH+yhwunejAME6fLRuOmcu597w6qG3I4A2YUkxiiXJfDqVjwmwQVUWlGT7wKxtoEJHJh1Y6FIks8vn8z9jkjIp7SiMaTPHrLBvLci6OooWiCV84vr43cNjrOD89eIpbS8NhUmgvz+YOH70ZdUGepSBL5zvnj++x2fPa0dygIAk5VpcA1XyM+rywhLAoWy5IjS1LWIrqwKyUsV1IgCesrz3Dnu5gcnsHQDWbGZtd1jOsx3j9FLBzPDNdf4kPXdb71v37GWP8Uo/2T/NVvfzezfSKWZGY8wJb92TJskiSuKkWf1PR1Kd38a4FppmunJ2fCTAUizIRiBCNxYvEksYRGIqmRSGmkNJ2kllYGSqbS/06l0t8PTwXXfX5BEHh5/BnOzB7DKtoAgUOF9+BRbpxnshyu9I3xT8+cZGgikHNhU2SJnS2VfOie7bhzqGWsFT/oucDHG3e8ZaVQpgmz4Sjj02FmQlFmQjHC0QSxRIp4Yu4epnSS2vz9S6Z0UppGMqURDMcZnlz9fax03UnKCKWDFYJCjesBAGTRTpn9AJoZQxIsiIKCiIxVzkdEQhJVBCQU0U6JYy8CIoaZRDeTyKIdWVCxK8UIiBTbdyOL81FTEwiGY7RdHSUQjiPJUkbhCdIZibzS9HNzveFmdahY54id6WAFOK4THbDaVchRGllUubryCkkU2VFTzksXuzOORdvgGL0TMxR5nIvkiVO6TufIJJ2j85HNYq+L3XUV70pZ0kgiuSgQs5TDtBQssoS6jEFzPQLRWBaPMKnpnLw6uKZz5kI8peWUlA7F4lnzgSSKWRK+a4HTqmZF8zXdIJxI4HcunQm42UhoGt9tP89MPMYfHbybUqcLVZLpmJnk+d7csqYCwooLYr7NjiiIjIbDy2+YOea7RxlPEAQcNstb5lioqpJTqOQaDMPka7/zL9icKn/4w99gZmyWP/+1ry+9vWYQmgnTumcxwfpn33iV7XdtoqqlPMee2RAEAUESsKzidwuCgMvvxLVgfu0PzSAIAjE9hSJJHCypxQRkQVw0ZxpmgmjyIrHUZcQ58Q2nuhu/4z1LnlOSRGoai8krcHHXo9tJxJOYZpq87fbY8Be4luiBYyCYBoKwcqWDIHoBbe6/N4ZVOxayJHLH5rqsi+Rz2rl/ZzNF3sWSrtOhGD1juWU2r+Hs4ChTkSjBeILRYIh8hwNFXH5iTZ9eWObvpV/Qzf5/k7NXxXKQhfVFx4qrC7l6vh9DNxjtnSAwGUyn5G4Al491EQ3NR4yadtYiKzL7HtjKqVfaOffmFXyF8+eQFYldd25g497sl06RpWVf7muIxJKLUsH/mpFM6QxNzHLp6ihdA5P0DE8xFYgQT6adB0030HUDYy6VbhjmXJPFhf9P1mfriThdQ72zBa/iRxQkxDlJW4v41vIQJmcj/N2Pj3GldzwnwV8UBOrK8vj84/so8OWWcl4KR8f6qHB6uTQzylBkvtzjpeEuPli/9UaHnkEwEqdzYIIrfeN0DUwwMDZLKJogmdLQdGP+Ps7dw4X3yjDNNKH+unu5FlglL6ro5hrhzi6nS2JEQcI6F5VaOE9ZpMVRX6vkzfx7IbneMaccJSz4X0hnIbc0lvH/fuHBnPflRqPAN6OUc0NFIdWFfjpGJ9F0g4Sm8+aVPjZVFOO2Z89H8aTGq+1XM6U+iiRRU+inuWztzUrfDsST2ca4kgnerP66yZK4bP+X6xGeMy5uNkwzF+UUotd1BRdF1s11UWVpkTEdjiff0kDW9b/JwGQ8GsVntdGcV4AoCGiGwWQ0ytXZGcqc61uvtxQW47JY+FFnGw83NL1rm3/mgs2qoCjSW1b+rFrkZTMWoiDw2L+9B2nOwdaSGvFwnId++c4scZprCAeiHHk6txpSNBhDS62tlGy9CCTjtM+MMxgJENe0TLbKY7Euep4tciml3v+Q9ZkkrLyWiqKAN8+JN28t666JoQ+SDP8ZQuSby29pTmHog6yWu7ccVj0rCIKAdUEtpsduZV9rNYVeZ05lD103VyRud4xNkNDmvaN9dZVvqQ1rkwuIazNIoooivrXp9K23tXLkqbQaTGg6zBtPnODBz9657uOlEile++ExQlPzUZAtB1uRJJHKxhKsDpX2k1d5+NOHMt8LgoBikVHU7NtstShYV0HMCkcTyyprrQSnXaUk341rFapQoViCUOTG1aPWCk036B+d4eWTnZxo62doIpDJRCRT+jtaDlZqLcciqoS0AIVqMYpoQV2DJOlakUhpfP3p45xsHyCp5Z6Q/R4HX/zgQapLfGtefKyygiyInJgYxGexkW9Nv4OSuBatrdwIRxOc7Rji1TNdXLo6ymwotiCjZNzQc7weLFW6tp4FezWqZNcijQ7b2mrs307YFIUdNaWcvjqYkZ59qa2bj+3fhstmzcz9pmkSua4MKs9lZ3ddRVY2+90EWcqOTF5zytdyu4U1ac6lnZeFOzhVCxsritZwhNwoz/PmXLut1zkRpgmpdfIiUnMqatcf/+0MYcmCyMaCIp7quszfnz9FS14B7VMTPHu1A2WNHdAXIt/u4HNbdvHlE2/wheee5N6aBrxWKyPhEBOxKL+0aTsFSxC/32k47OqanNu1QhAELHP8rJzKUALsum9L1nPg9Do49NjunLLWgckQQ925ub7ljSV0nryKrunYnTYQ0gHf5cqc1osGbwGziThnJofoCExgn3Mmm70FiyYBUVBR5bWJLKwbgh1BKsI0gkBo2U1NTASpEHJImK8V656lS/1uPn33LuxLOA82VeGxWzfiWCZVOhIMZdWl7q1+6y92d/AHjEaPcHvZXy9L1B6PnmIg/CLlztspsu9a83l23buVv/1P3yaV1AgHovzkqy+w4dYmqltXTsvlwtN/+yJtRzpIzfWEKKzMY+O+JgQxHRXNL/Xx2d99DOcKfRMgHZVYTV18KBLHMIB1vod372li/9baVRl133/xLF9/+sRNJfAtB103ON81wvdePMPpy4PEEikSqZUbxb2duBy6yPnZk4S1IPeVPMaZ2WPsy7uDPPXmCSJcg2nCD186x8snOwnHcjt4VovML793L9say5ZU8lkOG3xFiILA1rxSNviKKLKlI/VtM2PrlpqdCkR4+WQXzxxpo29khngyRSql34SYyzuL545c5vTlAe7f18rg2CzPHG5jdCqM32PnV9+/nw11JciSiGGY/Pl3X+WFYx0A+D12vvjBg+xqnZ9LE0mNZw638dKJTj56/w72bKzOOtc/P3eKV0938yuP72NLQxmCAJqu88yb7Tx75DLDEwE8Lhu376jnQ/duz4pS94/O8K1nTlJfUUBrbTH/8vwZLveOYVFkHtzfyoP7W3HZ56WNb2mo5MlT7RnHYng6yLn+EfLdjgwJWDMMTlwdZDw4H0QpdDu4tfGtDTzdCOwWJSsCb5gmSU3HZlk9ZyCl60s69LngsqlZBliBx8n//NiDq95/KYiiiCPH+uC2LVaJiiVzN8xcCfFUCt3Mnuvda+CX3AyossxnNu8gmIjzjQtn0EyTRn8e72lsZTAUZDS8vCG2FERB4EMtmyiw2/nWpXN8+eSbGAb4bTZuLatcQSXqnYXTod6wzPxyEIS0bShJIkYOYnra8Zh/9uxuO7c8sI38Un9Wc+BrcHjs2JaQdB++Ok7n6R5Ov3Qxk3H9wpc/iSdvfbyg5aBKMnuKKvCoViqd3sw9zlXiltAGCcZfxmd7gKnID4kkTpLv+jhu6/4lj3/xVC+9XWPcclsL+UXpTNqlM33801+9xNjwDHvvaOFTX7ob5TrnX1Q2YfN/Z20/RrxxKe91OxaSJOKQlnYaJFGgqbxg2RhMKJ5EvybTKIlU+b3rHc6qMRo9glUqQFjhpwuCSEQbZiZxZV2ORWFVPnd+dD/P/sMrmIZJ76VB/vTzf8Nn/uhDbDm4+oYvyViSp776PD/6i2ezuBoPff5uHN75qIckiRSVr65LuG2VGYvJQATDXL9nYVMVbKsk9q7UgOxmwTRNJgMRvvL9N3n5ZCfxlLaIqPhuwXCsny3eXXSG2wCTpB7HWGMp32rxxtlunnz9IhMzueuCJVHg0YObeODW1lWV0eXCtTLHu8sakUUxM+n+5pbbsMtru/+JpMbRi7380zOnuNI3RjKlr7lk6d2MeCLF0HiAf3zqGDZVYWtjOTarwuXecbxue4ZnIAjwsft3cmh7A4fP9/D0G5dIXpf+tygSBT4nM6EYl7pH2b2hKmPsBsIxzneO4LSpeObInqYJX/3hYZ493M7ezTUc2l7HwPgs33r2FL3D0/yXz92buXeabjAxE2ZgbJaT7f3ke508emgTI5NBXA4rtuuy2RV+Ly2lhXSOTBJNphuMvXypm31NVRnHIqnpvHihOxPRdqgKmyqK100UfjvgsFoW8dbGgmE89tVnGBMpbUkFtlzwO+xZhksskcSuKjelF0Qu2C0W7KpCNJF2JlK6znhgdTyC6zEejGQ5UW6bdd3zykIUO538xd0PIYkiqiSzpbCEJx7/KPa5bOmD9U3cXlWLQ0mvS2UuN3948C6SugGYc/tJ6HNlkguv7721DRyqrF6Vgp1NUbi3poFDlTXoc5K6oiCgiBK2ufvT4M/nr+97dJHxWWR38scH7wFYdedt0zRJaDrhWIL8HJzX5eBwWPD70vuUFHuwqG9tVtBqTRO4U6soU/IXe/j4//MeLDmcCkhzv+75+IGcPcIe++J96Fr2eml1vjXOqwBYJDkTPBMEgSOjfewpqlhkAxtGlESql4QygG7M4LHfTyx5ZVnH4vTRLrrahtm0o5r8IjfBmShf+ZOfEA7GaWgp5Wc/PEVZZR4PvH939rgEC0g3PxC5Etb9BM1HoReTpCHteV7fcXA5uK3WNUlWrhcRbYwi+94Vo0iK6EASLCSN9ZFvZUXiQ7/1KMefOcv06Cy6pnPleDe///4vs3F/M/vfs4um3fUkosnMPqZpoiU1osEYo73jnH+tnZe+c5irF/pJxua3a9pVy90fPYCyQELO0A162oZ4+h9fY2xwOstY3n6ohQ9+6d7M34LA3KKvEEssHXEanQq9qyL4NwrdMDh9eYA//PvnGZsKrdkQFZgrSxHmyhYyEnbXvp373wWP1mqbES51xrS6CaSMVM5mOzcK0zTp7J/gW8+e4urQ1JJn2NlSyb99/34sN5BG7g5MMpWIpn/HHHXHnCuq3pZXvqpInmmajM+E+f6LZ/nhK+fnyvXWNo5r/Vky93PB57nuo2mSUax5OzE4PktDZSGffvQWakrz5sZiIkli1lKV53HgdlgZn8k9VwmCQFWxn/ryfDoHJhiaCFBe6AXgUvcog+OzPLCvlSK/C0GAU+0DvHC8g4/ct5OHD2zApipohkGex8G3njnJibZ+9myoyhw/HE0wE47xnts2cfvOhkxzUiGHrLUoCuxvruZIZx99k7MAvHa5h0A0kVFECsUTHO7szezjd9o52FrzriG45kJVvndRqdDVsSkaV9kgD9LN6aYjuVXYcmFDeeFc5jBtoCU1fa653Y1JReaCIAhIosDmyhKOdvYDEE+m6JucWbOSk2ma9E/OZq09GysKF5WTrQeiIOK0LDAeTbALMoZmoIlzBHnr/H0SSMu72lcR/7JI0pqyDbIoYjVlkEASREzMLIdcAGySDAgYRro0zCR9Le2KkuaAmSYYBqKQLh0y5o4hIPBG21V21FVgU2UQBMKxOFPBGHkue4Y3du2awJzKo5Aey8L38pc/cZDPzDW5FAUB6S3MWEBaGWq15HBRFFGXaTIrSgJVzWU5v5MtMiO9I8yOBWjYXpPTTjVNE10zECVhCfLzHOdobjtjzhkWJBFJlhDnKkam4lEmYmF6wzOMRkLopsHJ8UF2FJRjuf6REQQMM0JSG0aRSlBEP5qeuwHtNYwPz1JU6sXuTDfFffHps0yOBfnd//1RahuL+bs/e46Xf3pukWPxTmHdjoVuGITjybS6Q46HRNMNkpqGLElL6ly7rCqSIKCbZk7d7LcC6WdrZQPBBAx0THP94yqqyuc//uMX+OOP/yWzk8E032ImwpGnTnHkqVOLWGqjPRN8+QtfQ0tqpBKLI1eCIFBUlc8X/+LT+Iqy01Wh2Shf+/0fUlyZx53v24244JoXV+YtOo7fbcftsK7gWARvwCh+d0HTdJ4/3sF//8aLROPJlXcgHaWXZQlZErFZFAp8TsoKPRT6XOR57LjsVhx2Cw6rBasqY7Mo2FQLVlXBpspIksjf/OgI3/nZ6XWNudbZyInpN+mLdHE13MlW3x4c0toI08vhmpH+Dz85zvmu4SUN9IpCL7/zmXtuuGHSiYkBzk2NMBoLEUzFKbW7mYpHscsK/2tv0YqLtmGYDIzN8PWfnuDpNy6tyqEQSHeQlyUJSRJx2VXKC7yUFXrI8zjwuW04bCoOWzoaa53Lstks6X9bVYXLvWP8zY8Oc7ZjbdrjNwoTuHVzNVUl/iWDLtcMMUFYvkK/ON/NhroSnnztAld6xykr8GCacL5rGEkUaKgsyGQXT7b1E09obKwrQdMNQnMcqZbqIhJJjQudI1mOhQmUF3rZt7UWZRVR59115ZT53QzMyaWG40nevNLLY7s3IokCb17py0TFRUGg3O9hZ836SkjfLtQU5C3iGh7vGuDezU2rKt8yTZPxQJixwOrLb7ZUl6YzCHPlSPGUxpGOfjaUF70l5FtJFNlZW55xLBKaTtfYFGOB8JqySQPTAfomZ7LW/K1VZWnOyHUwDINEXEOSRSwWGcMwSc0R5VVVWVEhrLd3gm9/8zDnzvax/0ATn/387Tgcb0/JVSia4KvPHMVlUzmwqZax2RAbKoswTXj+dAduh5XJYASXTaWywMvwdJDJYJRSv4uNVcW0D4zTMzrNxupimsoLOdzWy+hMiNoSP+V5Hr7/xgW6hqfZUV9GfWkeTx1rp7rQR2mem5fPdzE+G0ZAYFdjOUnN4NULV7FaZPa1VrG1dt4Yl2XpreuUnANutxXPgkZ1N6ryZszxIKXrhH9e+uc3Of3iBWYnQnzhTz/BP//3H/O5P/kIvsK07WSaJpFAlB/+5XNsOdhK046ajDreQmhJjYuHO/jxXz/P+dcvoyU1ajdV8tDn7mTPfVtw+hy4FRWLKHF2aphdheXYZQsRLZVT+lkW3Uiil1DidYrdXyKe6lhWChYgkUjhL3QhKxKplMabz19k865qKmsLUVSF2sZijr5yeZ1X8OZj3c/T5cEJfv/bz/OHn7iPxrLFqZYrg+N89/Vz7G2u4v6dzTmPUeX3cGZgGF3TiCSSxFPaW15/6FIqmYyfQzcSSEso7JimQVybJKHNoKib1nUeQRCQZImN+5v5ta98lr/9T99irG8yW6XgOsNI13RiodyOjKxIlDeW8iv/82PUbKxEvG4S1lI64dko/+abX8hZi3g9fC4bLrvK2PTSC1nP8DSarv/cN8nTDYM3zl3lT7/98opOhSCAalHwOq00VBSwq7WSjXUlVJf4cS4TOcmF5BrKGnKhztlEkVrCRGIUm+TAr+ajCDevZCwcS/Kdn53m6MXeJbktHqeN//zpeyjwOm/4GfhQ/TY+VL+N/33hde6raKbRk48J/N6p51YkbZqmydh0iH954cyqnApJErGraWdwW1M525vKaakuorTAvWRkasljvUPyphZFxu2wrrkBWS7IkkhNmR+bqtDRP86BbbVMzEboHpykobKQ0nx35v6Oz0SIxpP8u//1w0VZApfDukjQQBJFnDZ1WT7dQthVC7vrKmgbGs9Iz758qZuHt7dgSiKvtM3LlLttKvuaqt91nbavh9dhpa4oj96JmUyJz+uXewnFE6sqhwrEEnSOTTEZWr2GvEO1sK+pmqdOtWOYab7DM+c6eM+uDRSssRxmNZAkkdtba/m7l09kuBWTwQivtl/l/Xs2req90g2D19t7GQ9EMp+pssy+pkqUHGv/1GSYv//aq2zaXMH9D25hYiLI00+dJR5L8rFP7sftXp5oWltbyO/87nv4h6+9QjL59gQvryGSTCJLIg/sbsZpVbnUN0YiqWNiMjAZoMWucvvmOqaDUV692ENLZSEP7GymrX+M779xgb3NVXzizh389MRl7KrCeCDMg7uaqSxMqyPVFOXxvv2bcNlUDNNkb0sVF3rSjQZjSY1bW6oRBHjpXDetlUW0VhZhtchrlkG+2Xjk3i3cdaglUw3h967/WdU1g/bjXSiqTPPOuqzv+i8P8d4v3c/z33wdSRbTfNQF3xuGSeeZHr71x0/ww798lgc/cwef+6MPXXd8neM/O8/Xf+/79LXPB5baj3fRfb6Pj/32e3jg07fj9DlwSSqPVm8gaaRtprvL6nP2O1GkIsq8/ynzt0Uuxs2BZX+n1+ckNBMlOBPh0pk+xkcCPPqxWzMduJMJDUN795R0v2WztUWWiMSThJYgggJsryjjufYu4lo6AnFucIQD9dVv1ZAAKHfczvnpv6I39DTlzjtRREemi21aWjJJRBthJPomhpnCq9atcMTloVhk9jy4neKaQr75B9+n7UgnkUCUZHx1pDdFlXF6HGzY18jH/vPjVG0oz5lGlGSRvGIvY4NTFJb5kSQpkxERRWFRDWKex5GpqV4Kw5MBwtEE3rdRW/ytQN/IDH/1gzcJhuPLbmeRJSqKfdy2o557b2mmstj3jpdfOBU3TiVN1hqLD+Oz5GFZZ2+VhYgnNZ55s40XjncQieV2tuxWhX/zvn1sqi+5qb0D4nqK8VgIn2ojZehMxaMrlqVF4yleO9PNk6+v7FS47Cob60p4cF8rezfX4LRZfi4dY0nMXWa6XlQV+2ioLKR7aIq+0Rn6RqYZmw5zYFtdlkStKAo4rBZ+5X23kn+dlLgoCpTkZctwCgJI0toGur+5mp+cuZxxLE71DDETjWFVZI51DWS28zvtHGypWetPfUdw18Y6TnQPZJyD8WCEfzl6nk8e3L4s70HTdc72DnN8LhOwFnx0/zZeutRNKJbABAamZvnK80f50n234rFbV/3cG4ZJLJVCFARURc4574mCQHmeh7s31fPkqXYAJoIRnjrVzs7acmoK/MvOE7ph0D02zbPnrjCxgJh/W2st1QW5m4ktRDAY443XrjA9FeajH9+H221D03Qi4QTRWBLTMFEsEm63DYtl5U7TpmkSiyUJBePoupF+7h0qTlf6ukUjCWLxFF6vHUkSSSY1IpEEqqpgt6/sROe5HNy/q5kfvHGBnQ3lKJLATDiKIAoZqet4UiOp6ciSkCHD64aBLIsYpkEknsyUR3kc2TwUiyIRjMaxyGl52Eg8STyVFiGRRRG33UosmcJlU7HIEq+c7+bQplpK/DdOzr0R2O0q9jUG6ZZCIprg8FOncOe5FjkWqkMlPBMhHkkwOTyTvnYLldtSOmdebktva7NQ3ZJdUmWaJoOdo7z8ncP0tQ8hW2ScHjuKKhMJxoiF4jzxleep21LFtts3IMkS56aGOTraT1xPBxV/05uPKEhzx9PQjSDydY3wDCOBSQpJXDrr1/r/s/fWYXLl95nv50Axd3VVMzOIWRrRMI/HHjM76MBmQ3c3m83NbpZudjfJZuNkw4lhzPbYHkbNSBoxU7eamYoZzzn3j2q11GpQi2bGzr7PIz1S1eFT53d+7xfed101P/rGIZ79m30M901TUeOmc10Nsk5CVVXGhv0UeW/PzuBO4qaIhaZpKGqhZjynKKhALq8saDhTNY1QIk06l192Yrajvppyu41IKoWqwRuX+9neUIN8FycBNfZHGU3s41zgLwlleqi07sEkeREEAUXLEs0OMRp/nUD6IrX2Ryk2rrntfUqSSP2qav7NP/0qZ9+5xDvfPUzvmSGSsRTZVA4lr6AqaqEGUyzU7umNOkw2I3UdVdz7yR2s3duB2bb0BN9g1NOwqpK//nff5Z4n1mMvss49Q56KIprX1sxbvsRtw+1YPlKgqhq9oz7Kih3INzlx+KAgm8vzzVdPMumLLlsAZzbq2NJRwxef2EJr7e1LNt4O0kqKnLpwsn/Iv49dngdwG25Pyz+XVzh6YYjnD15cMmOl10k8uXMVD21pXVF5y81go6eKF0Yu8dp4D6FMilXusmUbIlVVY2Dcz0/2XyCTXToLJAgCJUVWPnrfWh6/pwOX/YPn0Px+wu2w0FLj5WL/JJeHZxiZDGEzG6gpK5p3jyu9DhRVparExeqm8nkTvjvVZtJc6qGxxM2IP0w2r5DO5Tk5MIYsSXNlUHpZorXcS733gyuhey22NddQ5ykilEihzHqh/NPbJ6jzFLGxoQK70Thv4n0ly3B5wsePT1yke3L5OuvF0Fbu4dE1Lfzg+IXZSHWOF08XSiI+tWMtxTYzZoMe3TX9CwW/FpXc7HVPZnME40lODoxTXexkU0Ml1iUUmow6mY9tW8Ox/jGmwjE0oGt8hr945RBffmArlUUOTIbrFLJmJ8wjgTB//cZRLo5Nz43FbpuZj2zpXFSF6lqkU1lOHB+gp3uSD390M2XlTgD8/jhvvXGR06eGyKRzWKwGnvrQBtZvrEN/g9JNRVE5dXKYV148QySaQqeT6Oys5GOf2IrVZuTQuz0cPtTHr/76AxS5rQwP+XnhJ6fYsLGOXXvabnhvpkMxzg1O4rKasVtMmA163jk/gNtuxuu0Ek6k2X9+AI/TSmtVCaO+MOP+CJXFDh7Z0MrgVIAXjndR6y2i1GnDF0nMKxdbVVvKW2f72dRUidVk4PzgJKFEiuHpEA6LEZ0kocoqRr1MLJXBpNfhjyQY9YVpqXzvG3pXAk3TSMUzrNRLIRZKkIqnsS+i9LRuTwcHfniMif5pfvjnL7Pzw5sxXRNMVRSFyycLktYWu5nOHfONhPM5he5j/ZzadxFREmnd1MBTX36AquYy3v7uYV79+gGCU2FOvXWRulXV2DxWTsyM8WRdB+Vm22yf8dX7lVMCTMf+ilL7v5q3n2T2NLn8NMW2Ty95ntv2tOGbDHN4XzeeEgef+qW92Jzm2WsGM5NhNmxvXNE1ey9wU8RCUTV6xv0Mz4QY9UeIpzIcvTzCsC88b7lMLs+xnlHiqQyeRczzrqDYauETG1fz528fwh9P8sqlHp5Z18mq8rtTIwoFw7tN3t/nXOAvmUoeZSz+JoIgIwo6VC0LaBglN/X2J2iwfwS9dOdYoNFiYMuj69j00BrC/iiD50cZ750kGoiTjKVQVRWTxYjVZaGsvoTGtTW4y1yLKh5cj2w6y9mDPWiaxhvfPTLvu4172xcQiyK7Ga/Lhk6WyC0jcXi6e5wda+rfk8b6u4Hu4RlOXBpZVm3FqJfZvb6RL39kB6XuO8v6b6Xhtyd2kbHU0IKyp5HkIHnt9sqrFFWld8THc2+fp2dkZtFlJFFgS0cNn3lkA2bjnTd3ureiiVanl5F4CLveSKXFuSyxiKcynOwepXd0+YlXebGdLz6xhfs2NWF5n9P97xU0TSOXV+cUhTStMP6mMzkkSUSSrqpvCbPmhg6biSPnh0iksjRVe6j0zI9gbu6o5o1jPfxk/wUsRj3FTgsgkMnlSaazVJe40N2mFrwoCuxur+fEwDj+WKEs5mjf2LwyK5vRwH2dt54xLkSFC4EwRdVQtIK5paKqJDJZ8tfU+KuaRjKTxR9LzDW3SmLB5E4SCyIK0myj5lKwm4x8dtd6xoIRJsMFwh5NZfjD77/OR7eu4p6WWpxmI6IozvUoXhid4sXTl7k4OjWXYQjdRAM3wK8+tI0hf5iTA2PkZ8/tB8fOc6x/lHs7GlhVVUqJwzqX6VbVQl/LVCTG4EyQrvEZusZnCCfT/NpD21hXV77kviRRpKWsmF+8dzP/+5V3CSfTZPIKb18aYCIU5YkNbXRWlWI16pEEEUVTiaUzXBiZ5vlTXfRM+ufusc2o5/M7N7C6unRZ74R8XqW7e4JEPMOuPa20tJbNfWezGdm9p5VHH1uD3iDz7Nff5fSpYWpqPXPkYymIokBjo5cv/9r9eEvsXLo4zrefPcylS+Ns3nJ7lQoAlcUOPry9c7bxXUTTNNbWlyOKItPhGGcHJ1nfUI7bbqF/MoBRJ7O6rgyHxYgoCDRXeGbLkAvPbkXx/Od0V2c929oUZLFAGr/wwOLqlaqmcW5oik/uXsuIP4wvEv9AE4vXvnEA9ZrS3CtP3LVv0iufJaIphi6NUVKz8HzatzVT0VzG9JAPu9uGp9I9z8NCVTQmB3yIokhRiYPS67YxMxrg7IEuEpEkZXVeHvvSHnY+tQlBFLD9koXh7gmOvHiayyf6mZoOMqlLISJwKTiNPxVHFATWeyqvOf4M8cxJgonvz9tPOtePLC0v8mA06/nYz+3mw5+7pyDecU2AQhDgS7/xEK7iO9d/ebu4KWKRV1QujUzz4olufJE4gViS7x48N782UiikTK1GPfeva6Kjevno74dWtzPgD/Lc2UtE0xn++PX9/MHDe2nwFC1ac3m7EAQBi66cLSX/AV/qFIH0BZL5GVQth060YNVVUmxcjdPQtKzPxe1AlESKSpwUlTjZcP+t9XBcD6fHzp88/zsrXl4SRSpLHBTZTUwHl5YMPHV5lGw2P5du/WmCpsHbJ/uIJJYugRJnG1e/+MSWO04qgGVJ21KI5aLIgp5S0/yG1ZHkIAK3TvA0TWPKH+W5t89x/NLIktHnlpoSfuHpbbidlrtyz8cTEfojfhL5LMF0kqFokPsqmzEuQi40reBVcfDs4LLbNBv1PL6zg13rG+44qShkaT849avXIhxLcaJrlFgyw4W+STLZHMcvjhBPZiiym2mp8c4rc6ouddFUWczLh7swG/U8tK11QWantbaUD+1ZxU/eOc/fPHeI6hIXoigQiqUIRZP84S88hFN3+9mgbU3VlDisBOKJQiP5yORc7b4ggNdhZUvTrXkbpXN5eiZ8+GIJktkcyUyOVLbwJ5nNEUtl8Mev9jNkcnlODBSITUGEQYdZX2jiv/Kn2u2kqtixrEnfnrY6Lo5O8b2j5wnGCwQhkkzz928d59mDpylz2jHrCw3X/liC6GypsMNk5KmN7WTyCt8/en7Ffj6CIOC0mPi3T+3hfz7/DqeHJkhmcyiqxpAvxD++fQIoyLmbdDo0gVnTyFv3ejHpdTy0phl/LMH3j15gJhonr6pcGp/h0vgMNqMBj92CUSeTzuXxxRILSqLdVjMPr23hyY1tWAzLP6/pVBafL0pxsY2AP046lcU420eo00nIsoTPF0NVVXSyRCqZI7MCfw1BEDCbDfh8Ufr7ZohF01isRiKRlfe53Gj71xImQRDmSgYtBj21Xhdmgx5REHBZTEiCgPGaMrQrhGI5rGSO5HVaqfY4OD0wjtdppe0OmCjeLWiqxt//+29TXF6EfgVBLSWvEPZF2fLIugXfTQ35cBTbaJktkRrrnaS0xoOsv1r6HvFHkfUSJbWeeZN1VVUZ75vi0pFeBFGgbUsjHdta5pYpLi+ioqEEg1nP5JCPaCyBL5qiwuogo+Q5OjOCTWdgbXHFNdk7EVl0opPmE3dFjRVkYVeAxcz9RFGkuuH2qhjuNG6KWBj1Mh/esYoH1jXz9vl+/vmNEzyzYxXlRddMyATQyTJlLhsVbvs8t+7FoJclfn33NiRR5MULlzk1OsF/ePlNvrhlPU3eYtwWMxaDHvk2nDCvh4CAJOgpNW+l1Lz1jm33/YSmFdQyJof8RAIxzFYjtW0VJGIpRFGcS5tdi7pyN16XbVli0T8WYGQ6RHvdnZcwvNtIZ3NcGpwitUw/i81s4NHt7dSW3flyC02DxDI9RkuhztqEQTQuMMJL5RMYpVvvdwnHUrx0qIu3T/UtSXgqPA6++MRm6srdt2SCtxL8YOAcoUySIqNlTpJaUdVF7VJUTcUfTtAzsny2YnVjGdtX1d6VfqBcXrntRvybRYnbxrqWihuWK/rCCV4+1DXbCKmxuqmCSX+USX8Uj6sgQ3stsbCaDaxvrWQqEKPYaaGpyrOgLl4Q4Om9q6kudXHo3CDjMxFEUcDtsLB5W+s84mY26uhsKMO5TJnmUii2WdhQV8HATJBUNseQLzT3nUGW2d5cjfMmfCCuhT+W4I+ff4ezw5MrWj6nXJ0YL4WPbO7kyw9sXVYBSRRFfvG+LagavHauh5FAeI7Ap7J5BmaC85cXBDx2Cw+sbuKjW1dzYmAMh9lI4CaauEVBoKGkiD985n7+4a3jHOsfZSIUJXPNM55TVHLK0mORTpJw20y4reYVvWsdZiOf2bkOp9nEc8cvMhwIzZWwxdIZYunF92XSyVS6HTyytoWPbF5FkdV8wz4ik1nPnr1tNDSV8tLzpzl3dpSNm+sQBIHB/hkOHughFkshSSLDQ36Ki203rKTRNI1MOsfLL55hfDyETieRSGTw+6LXrFto9r2SdVYU9Y55HtnMBlrMV8f3YoeF4hs867cKs0HP2vqKeUpQ18Lnj5HJ5rFaDAXnbfn2ZX9vB7Je5lP/9inK6288WY4F47z6tQOLfvfGswfY/sRGGtbUoGka3//TF/nCH30Mp2d2vqpBLptH1ktYrguupGJpBi+MMjXkw+620rSuFk/V/DmC02PHaDEQC8axoCOlk1nvqaAn7COQSc6VQV0Rv5EEK0XmpyiyPDF/X7kWcvmplV6enwrcdPO2ONtEtLqujFW1pWxtraGhbGXGbNcjk8+TyedJ5/J8ZG0HyVyOH5y+yOnRSfpmXmdzTSWd5aVUuuyYdfpbbmbcVF2JxfDeGLC9X8jnFC4d6+ft504wPeLHZDXy23/xebpPDJBN59n55PoF69SVuyn3OLg4OLWkX4WqabxxrIfW2pKb8iX5IGDCFyEUXb4xuMhu5p419Xdl/1fkXG8W5aaqRT9f5dyAYQklsxshkcqy/3Q/Lx/qIrJEE7vLbuYTD6xnfWvVXVXhSSk5Ptawljan94YvsEw2z8hUiPQyssiyJNLZUEZVietOHypQuHbx5Mokiu8Utq6qZeuq2hsu11zt4U9/80M3te1tq+vYtnr5hmhRENjUXj3PwXsxlLrt/OrHllc0WQ73djbw6rmeBQ7ONpOB+zo/ODXDNwODTuZXHthKU1kxL57qZiwYIRBLkMrmySlKwX1Yr8NlMVFd7GRnax0Prm7Ca7fSPx3AZTHdFLGAwv0qc9r47cd3caRvmH0XBxiYCRKMJ4nMlivlZhX+ZFFEL8uY9TqsJgMui4nKIjtra8rZ0VKD6QbBwCuwm4x8ZEsnbZVeXj5zmUtj0/hiCaLJNOmcUmhClkQMsozdZKDYbqG5rJgHVzWxtrZ8xfuRJBG7w0xzSynDg5Xsf6eLiioXJSUOTp8aYno6wue+sJNij40ffPcY09ORFW03Fkvzw+8f5//5d0+wdl0Nl7sn+dY3Ds19r9NJqKpGNJrG7jAzPRUhHLoz2YwPEt460E137xQV5U4qSp0UuSzYbCbsViM2qxGrxTDn1/BewFNRxNrdbXhXYPgbDcY5/faleZ8loynG+6eYGpjh4qHLBCZDqHmVeCQxr0lMEMBg0qHkVZT8/MDRzFiA8we70TSNqpZyWjbUL1A9081KyudzCnlFpS/qp8Rs5cDkIJ9uXs83ek6RVxWk2Uy8LDlxWz+64BxMumZMuuYVX5+fBtzy7KHIauaBdc04LbcWUQJ4rauP0XCEaCpNJJ0hnExhkCUy+TyxTJY3ewZ4s2eg4GooS+gl+ZaIxbe/9AkaDD8dDYC3imQszctfO0jT2mpa19dx6KUz6A06kvE0l08NL0osnDYTDZXFHL04TDi2dF3vO6f6+NRDG+ZFPn8aMBWILdtbIUsiNWVFlCzS+HW70DSNnKIyNrOyl9xKMJ4aocJUjUm6uTKUbC7P2d5xfnLgAmMz4UWXMRt1PLy1lXs3NWG7Q4odS8Ek6TjpHyOUSSLPao+vc1csKjWdzSlMBZY3qXTaTFSXum5aDnglUFWNcCxFOH5zde+apnHgR8dxlzrp2HbnXxrjfVMUlToxWgw/dSWK12JVVSmPrWtlJprgSqhYoBDFb6u49fS+Wa9jR3MNVe47p4Czurps0Qx8KpvjeN8okeTVKL3XYeGh1U1saaji7MgkPRM+QokUiUwOSRQospqp87pYXV1Gtds5lzWq8bh4cHUTreWFaHa9d+WZQ0EQMBt07G1vYFtTDYMzQXqnAowFC+/YZDaHpmroZRmrUY/bZqbMaafO66KqyHHD6oLFYNDJrKstp7Xcw+BMkO4JH2OBwv4yeQWDrkAqKlwOWsqLqfcWLfD7WCkcDjObtjQwPh7i7be6ePzJddidBRf6c2dHMBhkJidC80paBvtnmJ6JMjoaJJdTOHqkj5ISB23t5YiSQFm5k8H+GWKxFFOTkTlPBABviR2LxcA7+y5RUVnEwICP9CLZ70Q6y5mhSUBjXV35LZ/f+4WRsSBvHSg0/AsCuBxmykqdlJc6KC91UlbixOkw4bCbcThMOGxGLOa7M+4IosCHvvwgjhW+k/VGHZVNpfOEbVLxNAPnRvCNBVAUlbGeSRRFZd3eznk+FYIo4CpxMD3sJzARQlVUREkkl8kx3DXO5RMD6PQydR2V1LQvzPbksgqqoiGKArIk4tSb6A75aHV5ceqNlJh+uuZLdxK3TCwcFiM7O25PBvDv3j3O5Rn/DZfTKJjxZG6hXh2YN1j8rCKfy+ObCPKv/+wzjPRMceilM0iSiE4vk19mcr2mqZx3TvUtSyzGfRHePN7DJx5cSE4+yIjEU+SX0XaWJZEKz52beFyPCV8Ef/jmMxbhbJBYfuFk+njgIM7SJ26KWCiqysB4gB+9c54L/YunW2VJZNuqWj60e9Vso+7dRZXVyWn/OFPJKAaxMAR1ukoXJRZ5Rb3hpN5lK5g93g0kUhkmA9ElJXmXw1d+62tsuG/VHScW+ZzCD7/yKo///L3UtFd8IIhFOJHi3PDUkgZvNqOBdXXllFxXRmTQyfzWY7ee8VgKRVYzv/Lgtju+3cWQyuZ460I/fVMBIok0o4EwW5trWFtbjttm5t6OBu7tuNoMHE9nODs0yUQoyvG+UY5fI68LUOt28eT6dipvkRQJgoBJr6O9soT2yhKC8STnhieJJjO0VnhoLl/Y6HpqYJwhX+iGvUQGWebhdc0L5HOv3d+dhNGkY83aaioqC4HB8goXe+5tZ3jIh5JXWb++lnxOZXQkgMNpZuOWBvR6CZutMB7MzETp65nC7bahaRpDgz5y2TytbeU4HGY+9sltnD87QjSaorzSxRNPrcfuKIyvtbUedu9t48zpYYYGfdTXe6iv91Ba5px3jIF4kr994yiiIPBfPvXQXSEWmVweQRDmqXvdDWgaBMNJguEkF7sngEIfYnGRlbJSB2UlTkpL7JQU23E6zLic5jnSYTLqbt85XRR57Of2rnh5vVHHtsfWzyvndJe7eOjzu7HYTTSuq8VbVVw4rut6VkRJpH51DeN904z2TjF0aZyatnLGeqc49PxJosE4FQ0ltG1pwrpImVosFCeTzmK0GJFkib0VjUwkIjQ5ijFIMjU2Fzrpp6839U7gg+069H+xYkiSiL3ISteJgYJ0rqIwNeJncshPSdXSKcXmGi9NVR76Rv1LRvc1DX6y/wI719ZT4XXepTO488jmlWXLoERRwHGXPDo0DQ6fH7wlec6+eDeT6VHM17ls+zLTKDfhBK9pGtOBGM8fuMjhc0NLKlR1NpTx0fvWUlXqfE8GwZ2ldbQ4PKSUHG6DBUFg0cZtKJxDNrf8OZuMOoy36Qq+FMZ9EQbGA3dl27eK6REfR185y66PbF6pKuNdRzSZ5mD3ICcHxkmkswTjSfKKhstqwmEyUON1UVHkWEAsfhZgMxn47K71hBIpLoxM8zevH1l2+Xg6y+GeYY70jJLIFK5VNq/gsphwmI1UuR0U2yy3TCyuhaZp9E0F+NPnDzAVjvHpneuo8bgWlDruvzTIy2cuz/VeZXJ54uksOknCdo0PjMNsZG9n/bK+HHcSNpuJhx+9Kvmu00msWVvNmrVXS/Se/NDSAa8t2xrZsm3pkrrtO5rYvqNp0e9MZj0bN9ezcfPypbI2o4EH1zQhiyLWu0AqVE3jrQv9eOwWOqtKbimzdFv7VzVm/DFm/DHOXhgDQK+X8bhtlHrteD02Sjx2it1WipwWilwWipwWHA4TBr3utrx4krEUZ97pwuW14ypx4Ci2YbwmWyKKIp6KxatR1uxuJ5fNE5gM4/TYESUB8RpiJuskNj+4hnd/fBz/eJBv/vGPaN/axMC5EY6/eg5ZJ9G4ro7O7QsDQ5lUlsBEiHQiQ1mdh7yoEc6mkEWRwVihj6o37Gd7aS2Lub9qmkY0H6MvPkAoG0bVVBw6O/XWWjyG5RWifhpwy6NDOptjcDqEXpbmeiziqQyXRmfom/BjMepZW19Olce5pJdFk7cYwx3WyF8Mxg+Ya6umaaiKumRfw81A1hUYsclqZPuja9n3w+MoeYXJIR8/+Ye3MZj07Hpyw5LrW4x6NrZVcbJ7lNHp8JLLDU0G+f6bZ/nlj+zAcJcmcXcaKxnQ7tZEOpnJsu9E3y2tq6FRrC+h7DpVqMn02JzZzkoQiad541gPrx+7vCRprCsv4iP3rqGtbnnJxzuJYCbJ2eAEoUyKj9Wv4aR/jFKTbcmSjxvdI6EQirrjx5lXFPrH/TdsHL9daKqGfzJEz8kBZsYCoEFxRRGtGxtwl7vmonF9Z4cZvDDKpaO9xEJx9n33MF1H+xAEAYNZz5O/dP9Nu4rfKbjtFp7a1MG25hqGfSFeOdNDKJHikbUtrKopxWkxUVV897KD7yd0kkRDaeEdKAg3Vupxmo08tqGNDfWVjAejvHqmh4lQlIfWNLO+vhynxUTdHfLuSOfyDM0E8UUTSKLIwEyQyXCMWs/8fqSdbXVUuh2oWiFj0TXm45Uzl6nxuHhsfSuGWTUagyx/4F3Q32u4rCY+vXOhKtGdQiie5LmjF1hfX0lTafEdJxbr11STV1SC4QShUIJgOEkkmlw225/N5hmfDDE+WRBcEAQwmfR4iqx4PHa8xTY8bhvFbitulwV3kQV3kRWn3YwsSyserhORJK9+bT86g4zJasRd5sRd6qKo1EFRqZOiEgcOjx3DIiaogakQFw/1EPXHePBzu+k+3sf6+1dhms1uS7LEmt1ttG9p4sKhHg786DiHnj+FMkuuq1rK2fbYukV7PaaHffhny6dKaz0ESDMamkEUhDm37Z6ID22JyE9SSXI8eIqD/iMYRD16UY/bUESR3vUvm1iE4imeO3yBGq+LhjI3eUXl3NAkX33zJL5IHL0sMeoP89F7Vi8ZpfrM5jUkVyALd7twW95fo6x8TmFyYJqhi6P4xoIFY7x0Du22S7QEPv8fPoqsKxjqbX90LUazgaHuCdylTopKHXRsbqRukfrAa7GhtYq22hKmg7Elo8N5ReWVI9001Xh4ZFvbT0V6z6TXLVufrKoa0WWkaG8HB88M0Dd2axPSBksLOlGHTTd/IpZR01ikldVtJtNZjlwY4sf7zy9Z5uZxWnhiZydbOmow3cCg6k7i7cl+DKJMV2iGlJLjldHLbPXWYJQXHoMoCjc8tnQmt6xx3q1i0h/l+KXRWypnWyk0TWO8f5rXvrGf/nMj6I06NFUr9EadGOCRL+6hvL7Q5B7xRZkcmGG8bxolp+AbC5LPKoXaepvxfc1eWAx6OqpK6KgqoXfSz5mhSTRNY1NjJTtaa9+/A/sAwqjX0Vbhpa3Cy7AvxMXRaeLpDOvqyrl/9eLR81tFMJ7k/PAUJU4bpQ4bI74wvZP+BcRiQ0MFGxquvideP9vLO5cGqC528vSWjiUN8/4v7j56JwP4Y8lb8kRaCXZta2ZtZxWBUIJAKEEwGCcYThIIxgufBeNz/84tMT/QNEgmswwngwyPFSL2oihgtRhwF1kpLrJS7LZSXGTD47ZSXGzF4y782243LfmetjjM3PeJbYRmooRmooRnokwN+RElAVknozfoMNtNbHl4zYKS0xOvnUOSRAYvjpJKpHn3Jydo39Y8RywEQcBd6uQTv/ME3/1fL9F9rJ9sOousk6hqLuPBz+5iw32r5vXsXEHP6SFmRguZ7Ka1dXg9LkwuMxad/qrSoaYiLpauAEK5CCdDZzDLJp4oexijZEQURNz6uyNA8l7jlolFPJ2le3SGxtlshS8aZ/+FQfKKyufu28CoL0z36Ay94/4licW6yqWNeH4WoGkasWCct759iLNvX2T08iSByRCpRBp1mWjAzeAz//7Dc1kLs9XI6h3NNKyqIpfNYzDqEESBWDixbDOU22lhz/pGLg1OL9ncCxCKJnn2lZPYTAbuWVv/gScXTpsJWV6aWOQVlZGp0JLf3yrGpsN85/VT5G7xHhddE7HQ0EArxD0aLC1Iwo0f2VxeoXtohu+9eWbJLJTFqOe+Tc3ct6nplqRCbwfBdJIP1XXSHw2waJ74GsiSdEMJ2UA0sWyP0K0gkcpw9OIwxy4O3zG36UX3E0ly5KXTXDrax/bHN9CxrQk0OP76OQ69cApvlRvXJ3dgtpto3lBHdVsFtiIL/WeHefAzO2nd2IAgCYiiuOgL8IOOWCrN2eEp+qcCRJMZBKFQWlTpdtBW4Z0nZZ7NK1wYmeLi6DT3tNViNRo4MzTB4HSQTF7BZjSwvr6clnLPXFQ9ncvROxmgd9LPdDhOOlfw5Cl1WllXV0F9ycLMgKpqTEfinB6cYDQQJpPLYzcbCmSgsgT7+2S+GJ81muub8hOeDYiYDXoqiuy0V3qpKnbOW17TNHyRBBdGp2kqdbOuroKvvn2S3kk/u9vr7kg5k6pqBOJJTg2MM+wLkc7lsRn1NJd76KgqwWmZ/+zG0xleOnUZp8XItuYapkIxTg9NMB2JI1KQXb2vs5Fie6GmPa+oDEwH2N81yM7WOkpdNs4MTtA76SeVzWEx6umsKqWzuhTzNQGIZCbLhZFpLs82zcuSSLnLzubGKkpdtnlVFIqqMjgTZN+FAXa21VLusnNmaJKeSR+pTA7zLGleXVM61z+Rzed55XQPvVNXe0Q9ditPbWrHsYREsqKqTIfjnBmaYDwYJZ3NoZMlXBYTtd4imsuKcc2OdYFYkoujUwxMBzk9OMFUKMbhy8OEEqm57BHALz+wBbNhYbT+ZqDTSbiLrLiLrgatVFUlGs8QCicIhZOEwgmCsyTDF4jjD8TxBWIEQ4kl5dxVVSMaSxONpRkcLlwnSRKx24wUuSy4XVbcRRZ+/jM7KXYvHjAz20zs+vCWQklsOsfMiJ/es8P0nRli8MIoI5cniQXj2FyWBcQi4o+x88ObmRiYQRAEhEXGcVkvs3ZPO2a7icsnBogG4xjNBmo7Kmnb3Ih9keNSVRU0jaa1tdR1VrH+vk6ay0vn/DEmEhF6wn5CmdSSsZ6MkiGai7HK2U6bvWWJpX56ccsjS15RyOTylLvtaJrG8HSIy2M+7mmv5dENrXSNzdA/GWAmcveifR9kaJpGMpriW//fj9n33UMEJ8N3dX+pRIbXv32YkZ5JdPr5qfimNTXc+8yWZdff1FHNhovDBCIJUktIe6qaxsBYgH964RjZvMKudQ3o3oNStltFebFj2TK4vKIyPBlkOhijpOjO1H6Hokm++tJxLg/ffvnMWHKYnthFIrkQqqZgle1sL967IJNxLVRVY8IX4duvn+LiMs3aW1fV8vjODkrugingjVBnK2L/xAB9UT/f6z9DpcWxpHa+QS/dsME+FEsxOh0inspgvQOTvkwuz+mecV44cBF/OHHb21sO0yN+zh/spqKhhPs/uR37bADAZDNy6Ugvl470suH+Tsx2EzaXFZsLbEVWBEnA6bXjqSxClN6f8qfbRTiR4uvvnOLQ5WHyqopelsjk8iQyORxmI5/auZYni9rnls8rCpfGpvnh0QuFoE06y4n+MbJ5hVQ2RzydwaiXaSq7SszPD0/xjf2n6Z8OIgkCBr1MIp0ll1forC7lFx/YTOs16lN5RaVn0sd33j3HhZEpFFVDlgTSuTxOi4mH1zbz8NqWuYnve4VIMs13D53lnYuDpPN59JJEVlFIprMYdDKf2rl2AbHI5PIMzgSJpjI0lRXTWuGh1GVjYCrAZChGjef2oqOKqjI0E+KbB89wdmiSvKIgSxLpXA6bycD9q5p4bEPrPN+PZCbHy6cv47FbSGfzHOwaYioSI6+oRFMZcorCztarojCqpjLkC/Gdd8+BJiBLAvu7BsnmFNK5PLF0huSGHO1VV+9hMJ7khRNdvHG+j1gqg0GWyKkq2ZzCu91DfH7PBtqrSubIhapqjPjCfPvgGQAMssQ7lwbIzO4jns4QS7fQcY2xnEYhuDoZihGKp7g4Ok2l2869nQ2LEgtFVemfCvIPbx6jbyqAJIlIgkAqmyOnqLSUe/j0rnVssBayRtFUmssTfi5P+Bj2h8nk8/hjCXon/cjXPO/5uyRMI4oiTrsJp91EXfUVlVaNeCJDJJokHEkRjiQJR5IEQ0l8gRj+YJxAMEEwHCcSSS1a/aAo6ixRSdI/WHhHfvxDm5YkFplUlt5Tg0wN+5ga9s9VfEg6idJaD/WrqnEU21i7p33BuhWNpZx+8wLDF8d49Z/fpriyCN0iZdw6g472rU20bmogm84h6ST0y2TJBQRW72yjrrMaSRYpqS5GZ9BxaHIIfyZBXlUZi4dZ4y7n2lhPWslwLnKBocQI0+kZ/NkAFyPd/LPyTQAaLLVsLFqHadarStVURpPjdMd68GeCSIJIhamMNc5V2GTrHJlUNJW++ACD8SHCuSg5LYddttFgraPV1jynvAgwnpqgJ9ZPlbkSWZC4FO0mlIugF/Ssc62ixlyNTrz9gMMtb6HgKimiKCqxVIaLI9NIksD6xgr0ukIdpqpxw8bLn1Voqsbb3z3My/+4j+QdjKYaLQZKajyUN5RQ0ViKNDuxTyXS7P/RCR7+7D1Y7KZ5ceDi8hu/QBxWE0/tXkXvqJ/uoeklm54VVaVraJp/fP4oU4EoD2xuwXuHJuV3Gp4iK26nhcHJ4JL9LIFIgjeP9fCph5fuQ1kpJvwRvv3aKd48dnnFzrnLoS/ejaqpxPMx3HoP/swMWXVpkytN0wjHU3zvzTMcPj+05D3sbCjjQ3tWUVfuXrL/6W5id1kD54ITbFVqKDZa2OipxCQtPpDrZZlyjwOLSb+kMpOiqJy+PMa2VbWsary9LGgqk+PEpRGeffUkl4eXNku7U4j4Y0wMzDA14ufvfv87cwmcbCrLaO8kZbVeUvGbN1n8acCJ/nFeONlNa4WHR9e34rKayOUVIsk048Hoks3LgViSN8/3U+t18qHNHXgdFhRVYyYSp73Si/6aYIfNZKSxtJjtrTV4HVbMeh2JdJbnT3bzzqUBPA4Lv/f01UnpdDjGtw6e5WT/GLva69naVIVeJzMZivLCyW6+dfAsTouJB1Y3vae9BmeHJnnhZDcVRXY+sX4NHrsFRVWJpbIMzYQWJQmhRJqzw5O4LCY6qkqoKi5Ivp7oG6N/KnjbxCIUT/Gtg2c5MJtN2NFWi1EnMxOJ8+rZHr53+Bw2k4EnN7Yt6Au4POHDH0uwob6Sh9e3YDXoSWazjIeiFNkWli7HUhn2dw1Q5rLx2PpWylyFgIg/mphnxKuoKq+f7eVb756locTNR7Z0UuqykVMULo3O8OyB08TSWf7rJx/CZTXNi/TH01kOXBqk1GXjkXWtc9kyfyxBmcs2z3dDJ0k8uKaJrc3VjPrD/Mnz+5e9VulsnjfO9XKkd4TH1reyraUGvSyRzuaZicbRNCi6JjPrsVm4t7OBbc3VvHqmhx+fuMTW5moeXNOM1Xi1Qfy9krYtXCYB26y3xZViE1XVyGRzxGJpovE08XiGeCJNLJEmEkkRCicLvRuzJGRyKkI8sfLxLOyL8o9/+D1UVaO8sYTKhhI8FW6cXjtOjw2Hx46jyIretPA6bHxgNZdP9JPL5HF4bHRsb8G4hHqgIAhIsoTJeuNAqSAKeKvceK8RxdGAyWSMc4EJdKKESdaxuaR61mJx3trIgoROlBEQkQQJg1g4dlmU55bX0OiK9bBvZj8pJY1dtpFVc3TFehhNjfN42cPYdNYrFo7sm9lPMp/CqrOgaRojiVEuRbtRyxRWOzvn9h7IBDkZOkNffACjZCSlpACBydwUDda6G9QPrBy3PDKaDTrcdjOvne5leCbMwUtDtFV5aK4oSNklMznyirpsKcrPMpKxFM/9xSvzSIWkkyir89KwpgaX14Gslxm6OMqJ184B0LSultbNjSAIZFNZApMhhi6OEpyKzGksP/yFPWx+ZB3ucheOYhvS7PXVG3S0baonGoxjc1rmWb9Li9jAL4bWGi9P7upkJhRbNlKrKCr9o36++cpJugan2bW+gQ2tVTd0CV5ue4n0nTcgM+hk2utKuTQwRXyJSWkineWVw1201HrZ0Lq4Md2NoGlwpnec7795hsPnhpbc180io6aoszQhCAIttk5OhQ6zXOlQKpPjlcNdvHqke8meg9ryIp7c1cnqhvL3LdtUZrHjMphYX1yJUZKx6AxLEhxRFChymGmp9nLq8tiS2+wamub1Yz14XFZKbyELo2kFeeLXj13mJ/sv0D/mR7kD4go3Qj6nkM/lsTtsmO1XJxZmm4ntj2+grM67Yk33nzZMBCMks1naq0rY1V43N3FTNY14OruksEckmQY0HlzTzObGqrnfcU5REAVhXr12Q0kR7nvW4DAb5qQfNU3D67Cy70IfJ/qv/qayeYWu8RkOdg+xob6Cz+1eT5nLhiAUMhZ5VeWf3jrB4cvDrK4po/q6DMHdxFQ4RiKdpbncwz2ttXMlRlcyN/pFrlUwnuTM4ASVbidtFV7sZiMNJW7eOt9P/3SAe9pqF11vJcgrKn3TAd660EdLuYcv7t1IhduOIAhkcnlkSeSvXzvCkZ5h1teV01g2vyF11B9mS1M1T2/umFealM7lF73vyWyWWCrDZ3atZ097HfpZUlcI4GhzGc8Rf5h3Lg2gkyQ+srWT7S01cwRwdXUZk6EYL57qYt/Ffj68pXPePlK5HJFUmk/tXMvezoa59fKKioY2L1MgCgLFdgvFdguyJGLU6eYa35e6XqOBCHpZZlNjFTvbrmZlsnmFbD4/j6haTYa57OvZ4Ul0kojHbqWtwovjLklr3wpEUcBk1GMy6vF6ro67uZyCzx9jcMTP0GgAYTRALJa+6T4RURQwWgwEJsMMd42jZPOIkoTZbkRn0GFzWjAs4V9kshpZu6eDtq1N6I16wtMR7lYjmgDsKK2hxVlMLJelJ+zje/1n+XTTeuTZ37Ze1NFhb6XF1shgYpiB+DBNtgYeLXsQAJ2gQz9LMoKZEIf8R8mpefZ6dlJhLiev5jkcOM7R4HEarfWsc65GJ+oQEdlRvBWDaMAmWxAEgaHECD8af5FT4XPziAVANBcjkU+yo3gLzdZG9JKeZD6J21CEdBPiMMvhlomF22bh/jVNfOPtU1wYnqS+1M3D61uwzLLpiUAURSlI6P1LxIV3LzPWOzn3f4vDzEOf382OpzbiKikYW4mSyDvfP8Lpty6g5FWaN9Tz4d94FL1Rh5JTSMXT+CdCHHvlDG9/9zBRf4yuo31sfXw9VS1lyNcMRKqiMjHoo+/cCNMtQaRrBsGmNTXUtS3fwA0gyxL3bWpibCbMc2+fW1a7X9U0fOEE+0720TU0TV25m9ZaL621JdSWFuF2WjAuIjWXzuaJxlNMB2NMBqKMTIUZnAjQPTSNcgei/Ndj59p6XjvaveRkX1U1+scD/P2PDhN7IMOONXUrnnCrqkbfqI+3T/Vx5MIwPSMzCzJ0VyYytwKLZEMWdIiCyLnwCabSE6hLyM3m8grHL43w7ddOLemsXey08Mi2NnaurcdkfG8lC6/F62M9rCoqI57L8Df9Z2h1enm8pn1Jydkiu5mtq2qXJRbJdI7XjnajqhrP3LuG6lLnihSSNE0jmc5y7OII+072cqZnYlFDPkHgrvRa6I06TFYjDauqeeZfPYIgzX9gdDoZi+NncwxtqfBg1ut59UwPJp3M7o4GqosdiIKwbB+DIECdt4h1dRXzntXF1Jh0soRnkbKlOm8RFoOBeCqLqqqIokgineHS2AxoGquqS+dIBRSUBRtL3JQ4rAxMF1SW3kti0VjqxmYysO9CPxaDnns7G6j1upBEcdFrdaUMKpxIs7fTjdNiQhQFar0uShxW+qb8TIVjt3wO6VyOC8NTZPMKq6pL50gFFAI6tZ6CvPCwL8xkOLaAWAiCwO72OrwO67ygwlKlqwICpU4r21tq5kgFMG+yD9A74Wc8GKW90ktjqXveZN1uNnL/6iZeOt3NWxcWEgsAr93KPW2189a7fh+3Ar1OoqPKy5vn+/j+kfPk8iobGipw28wF898PcEnxjaCqKvFEhrGJMGMTIcYmQkxMhQmGEyQSGZKpLIlkhmQySzpzcyIbTo+dn//PHycWShCajjA94ic4HWG4a4xkLI0ki3ir3Oz80KYFPRb7f3CElo0N1HRUMXBumLe/e5hP/O6T2IrujnFdmcVOmcVOTlWotbkIZpLzftuiIGKRC9k4i2RBFCSMoh6HbmEgbCQ5ykhyjO3uzaxydGCQCvNqVVM5FjxBV7SHDnsbOrHgHbLKMb8UTBZkig1uZtI+NE2bl5nLqlnqLDWsd62h6C41i99WxmLP6gaqPE5S2RwlTtucnKCmQWOZm4/vWktH9Z01zHk/kJ5VrlpM5k1V1UJj0HUz6PMHuuaM+QwmPTs/vJmP/tbjFJXN9wqwu6zIehkln0Vn1OP02LE4rqaCa9orqeuswlvl5vt/9iI9Jwf4h9//Nr/9d79EbUfl3OQpn1OIBOJ84fefwuowz4tr38zExGE18fH71+ELxdl3sveGpWy5vMLodJgJX4SzveM4bSZsZgNmgx6zUY/RICOJInlFJZ3NkUrnSGfzpDI5kpks8WSGeDJz16LDzdVe1jZV4A8nljyXXF7hbO8EgUiSQ+cG2dJZQ2uNF2+Rbd7ERVVVEqksY74IvSMzXBqcpmfEx+h0iGgis4BAmI16vvj4Zn647yyTgcWNw5ZDp2M9BsmAXedkONFPlblu0f4KVdMYnQnzdz86wtQy+8nlFU51jy3boH83IEsij93TwerZMqWzgQmqrU5eGb1MZ1EpByYHeKCyeUliYTHpWdtcQV15EYMTwSX3E4wkeeXwJXpHZ9jcUcO6lgoaKoqxmY3zDJTyeYVQLEnvmJ/LQ4X7ODDuX1QVTRQENrVX47KZePfcILHknS1Lcpe5qGopxzcWJB5OUNc5P2u2GCk1WQsKIvFw4q4pxbwXWFVdys/ft4lvHjzD1945xStneuioKuHeVY1saqxcsu/GqJMptlvmNesuh/6pACcHxhicDhFKpEjl8oWxKJvDYtTNxTBTuTwTwSixVIYfHr3Au93D87YTT2cY8YdxmI2k3gM1w2vRWuHlC3s28M2DZ/jOu2d563whU7C7o54drTULjLiiyTSnByeIptK8fraXi6Mz887higztrRKLbF5hLBAhmcny8unLs87TV5HMZBnxhzEZdCQyC4M6TouRIqt5xZN2nSxSbLfOKwNaDP5Ygng6S6nLtmiZUF2JC0kQGZpZKNqhkyQ8DstdUcAyyDJ7OxqYCEZ57Vwvf/7SQarcTtbXl7O7vZ7GspU7rL+f0DQNRVGZnI4wNBpgeCTA8FiAGV+MeCJDIln4k0xll5WrvQKLWY8oLZ2F1xl01K+qRtM08jmF4FSYoYtjDF0aY6R7gv7zI5w/eBlvdfECYlHVUsHRl07Tc3KQoUtjrL+3E4Pl7gsv6ESJcoudcsut9y8GsiHC2Qhv+w5yNnzhaomsmiOYDRPMhuY8rTRNYyI9yanQeabSUyTySZJKkrHUBJWmcjS0eSVZkiDhNhThXKZX83ZxWz0WdrORtfXlaLCglKG+zE1tiesD3dy7UhzuGiaZydFW5UWWJLxOK0a9zNn+Cb538CypTJ7P3r+BjpqSuahZ/7mRuayb1WnhiV9+APcivQ6iJM71SSi5PPnr3MVFSaS4ooiHvrCHsd4p9n37XfrODPHN//YjfvtvfxGTtZAWlXUSnnInr3zjXcpri5GvIUE1rWUUl62cmXqLbPzi09tQFJW3T/WtqF9AUTUi8fS8aLkoFsoSrkR7FfXOeHfcDAx6mY/ev46zfROMz0SWXC6vqAxNBpkKRDl2aRib2YjVpMdiNKDTSWTzeZKpHJlcnlS6kJaPJTKks7lFI9miIPBzT27h4W1tXB6ZuSVi4dA7ieei5NUcRfpiZFFe1MdCVTUGxwP0jS7fMB5LZDjdM7ZI3efdhU4WWddSOUcscqrCRDJKIp9lo6eSfRN9y06QJVGkvsLNI9vb+dvnDi37e4wmMpztmWBwPMirh7uxmgv30GLUI4gCyXSWZDpLNqcQT2WIzRLbpbbZ2VDGpx7eQCKdpW/Mf1PEQtNgZsTP/h8em/e51WmmeX09VqeZkupitjyylh/+71f4+n95js2PrMHpsZMIJ+k7O8yG+zpZs6sN3TWT6Jq2Ckw2Iy/83T7QBEwWA7lcni0Pr13xsX0QYDboeWRdC53VpRzrH+WdCwO8dKqbY72jbGqs5MsPbcVtW5htkKSVRXhVTeNHxy7y42MXCcSSVHtclDqtFNssCKLAqYHxectrqkZWURBFEYMscf08z2420FldQrHNgnMJ5Z+7BbNBx/2rm2it9HKif4z9Fwd583wfx/pGef1cOb/5+D147FcjseFkmhP9Yxh0MnqdhD92VUTFpJeZCMUYmA6xrVm5pXe0pkEmXyg90y9yrawmPe1VXoosZtzWhffQqNPNI/s3giSIK/Kjyqsqqqoii+Ki5ZV6SQKhoOq0YB+icNc8r0RRoNRl44v3buKetlre7R7mSM8Izx44w/5Lgzy6oZUnNrZh+wDK+iYSGYZHA/QP+xgY8jMyFiAcTZFMFjIRqVR2Rb20kijgcduorSmmrqaYuupiykoclHiWnoAnIkkO/Og4kwMzTA7N4J8IkU3lMJj0FFcUsW5vO8XlRazdvbB5u3lDPflsnpf/cR/3ffoe1uxuX7R5+3ooikoikiTij5FJZpD1MkWlTux3KdOxGPJa4dmqNJVTaZ7fN7jK0UapsXSuN2MgMcTXhr+FUTTR6WjDqXOQVTPk/IXgx/VvVlEQkQV5zm/jbuC2nyJBWKQ9RWB24F9+wPrKO4epdbvY2VCL3Wi4Lcm0u4nh6RDfO3COEleh1nl7ew1Pbu3g1VM9NJQXoygqr564TFWxA/ds2t03q3EsigIltcXUdSxevy/K4lxJUy6rkF+iNt5eZOWRL+3l9FvnmRr0cfSlU1w+3s/q3W2Iooisl6nrqCSTyiHp5HklSDd7VQUBKr1Ofv3juzDoZV450n1LZUqqqqGq73/zfnO1h888vJGvfPfADXs50tk8E74oEEWgoI4hCqDOEqOVQBQFvvjEFp7atQqDQWZ1YzlvHOu56eM+EzpOd/QcIMzVPj5Q+gR6/XWGPZpGJptf1mUcChOt90NMQdXEeRmpBnsx3x84x0NVLTh0RvKqesPKV6vJwO71DfSN+njt6OUb7K/QxB6OF/qbREFAFAUEARRFu+F1uoL2uhI+99gm1rdUMjoTprTYTt+Y/8YrzkJTVXpPD/G3v/eteZ/XtFXwi//tk1idZnQGmS0PrUFv0LH/uWP8+P+8Ti6Tx2gxUlpTjN6oR7hu1lZaU8xnfu9DvPiP+/in//A9JFmitqPip45YQOG+tlZ4qCp2cG9HA/1TQb76zgleOdODzWTkNx7bsWAd4Zq/l8Pl8RmeO3qB8WCU33x8J6tmJUklUSSTy/PdQ2fnLS9LhbIiu8nAw+taeGjNQsddKEhmvtfEAgoS0c1lxVQWOdjdXs+IP8yz+0/z1vl+bEYDv/fhvUBh0jw4EyQQS/LQmmY+v2e+MMWZoUm+sf8UvVM+piMxKt3Omz4WSRRwmA2YjXruW9XIU5sWTuwKy4nY79C1WklAxGo0YNDJxNNZcsrCsS6USKFpGi7rYt5WAjf/tlw5JFGk2GbGZammtcLLExvbOd43ynPHLvD9w+cpsph4eN37Kz2qKCrTviiDw376h3z0D/qYmAoXCEQ6RyqdJZ3OryhTajbpqaxw0VDroaHWS121myKXBZNJj8mow2TSo9dJy877IoE4P/o/r+OtclNa46FtSxOVjaW4y5wYzQYMZgNGix7DNeWAP/jzlzi77yJQyE5PDfkITUd4/q9f57f/7pdwLkJkNFUj7I9y+PmTHH/9PFPDPnKZPKqqUlJVzJO/fD/bHis4vKuKin8yRCKcRG/SU1zuwrBI8/jtwCwZkUWZZlsj291bFpBkSZDm+jH2zRxgOj3Dv239LYoNbnSCjmA2xPHQ6UX7fgq/8rs7174tYqFpGpFEmhN9YwxMBSi2W9jZUU+x3UIqk0PRVMx63bx6/2vxTu8Q3zp5jr+3nuCe+hoeaW+mvcz7gSMYqqaxta2GZ+5ZhQa8dKyLkZkQvkicnZ11tFZ5+PdffZXUNaQgEU0ChYyDp9I9p3F8PWRZmmPR2XSW7BKa0AANa2qoai7HNxokk8xy9KVTdN7TiiiC0azn4c/cs+h6K2Hp10MQBErdNn7tYzupK3fzDz85sqQM7QcdOlni4W1thGIp/vmFoyueXGsUyMTNTMV1ssgvPb2dJ3Z1YrMY0DSNVY1ls9oNNwdfZpIWeye1lsa5gcAm//S7Fz9c1cK2khpcBhNmWc+/W3cfdt3ykTpRFKgqcfKxB9YRS2Y4fH5oxftTNQ1VWfnVFwWBzoZSfv5D21jXXIlBL1NWbKfsJpvC//T1f4+6CCHXG3VzSm2CIGC2m9j04GpaNzWQTqRnhRokDGY99iLrnEDDFcg6mZ0f2sSqHS1z44XB/N6ow9wNCIKA1WjAYtBT6rRR6rLy2f/9HQ73DC9KLFaKgekQM5EEq2tK2dRQSYnTOtfzNDgTJJXNzZMGtRoNNJd5ePVMD+FEilLX0m7w7xcEQcBi1GMxFq5VrcfFM3/yDfZ3DfJ7FIhFfFaG12rUs7mpirrrvDpEUeDQ5SEuT/gZ8YdviVgYdTraK0v44dEL+GKJD8y1qvG4cNvM9Ez4CCdSeB3zo8wnB8bJKyprasvel+MrqGkKFFnNOC0mKmfHlK+8fIjeSf+ixEKWCtmXvKpy4xDMzWNg2MeFrnH6Bnz0D/sIh5Ok07k549GlTPGuhSgKFLksNNR6aar30ljvpbLcidVixGiQMRh0GPTybIBn5fM7T4WL3//ar2Iw6dAb9bN/dEiyuOR29n58O1semXVCv+7Fa3UuzJ7lc3m6j/fz1T/6AcNd4ySiSfLZq+esqRrJ2NVKDEEUePt7R3jjmwcRRZFf/ZPP0rG95aYycDdChakct76I4cQo65yr8Ro9876/1tE7lAtjksxUmysRBbGgJKnEGU2OU2F6f37nt0wsVFWjd8LP//rxAbpGZ8jlFdY3VtBZU0qx3cIbZ3s43T/BMztW0VFTuug2Mvk8/niSQDzJcCDMj8930ewt5rGOFvY21+MyfzCaFi0mA80VxbRUFmQJXz/VQyqbR1ULShFOi6mgHHENi8+mCi98YVbVYCnoDLq57zPJDJllSi10epm6VVVcePcyqbjCpaN9s+7dErFwkj//7WcXXW/19iY+9Av33uxpF5wpHRaeuW8NTdUe/va5Q1wcWNwb4W5BAJw2M+uaK/DeRirSYtLzyQfXYTMb+MvvHSB9F5yay4rt/NozO9m6uhar6appUbHTSqXXyehN9jboRQM22YFTV3RX05bvNex6I3b91QlduXllE3ZZkmirLeGXnt6OyaDj7ZN9K84+rBRGvcw9a+r5whObqSt3z5WJmA06Kjx2HBYjkRW4tQuCQHXLyqRvBUHAYNLfVNTLaDFQavHceMEPMM4OTeKxWyhxWmdLJgulk7FUhpyizpP3vBVYjHokUSCSzBTqjGefx0Qmy1++cmRBCaPJoGNVdSmVbgcHu4fprCrl3lUNyLPlrYqqMuwLIYsSZUW2RZvF7xYujk5jNxkoc9nmjkeWRGLpDNm8gvmaaxVLZTjaM4rLamZ1zcKJRbnLTq23iANdQwzNhNncqN50g7JBJ9FRXUJDiZtjvaO8eLKbR9e3zB2bqqqMBSMoikaF2/GeNSd3VHppryzh5dPd7LvYj9dhnVPQGpgO8r1D50CApzd1vCfHcwXpXJ7zw1M0lxfPkVlREFDVggIaAkuWpLmtZow6Hd3jM8RTmTsuiPPyGxd4+Y3zZLMKuZyyojFVr5epqXLTVO+luaGExjov3mIben2h9E6nl9DJy2cjVgKdQUdlUynxcJIzb19i4MIoTo+N7Y9voLjCRTqZQckqmKzGOfXLolInRaXOFW1fySv0nBzkT37575ke8q24MsNb5UbNq4z0TnDhcA+1HZXYXHeuVKraXMl61xremH6Hb458n1WOdsyymXA2Qnesh6fKH6XGUo0kCDRa6+mO9vD85Cs0WuqYTE/zrv8o8pJ+FHc/cH/LxMIfTfCt/WfwRxP86uPb8EUSnB6YQNU0BKGgGhWKJxn1hZckFlegAclcjmQuRyCR5PToJH+1/wg7G2t5rKOFtZVlcwPW+wGnxcihS0N898BZFEXlwtAU5wYnGfWFeTTZOucYey0MZn2huVLVSMWWnojoDPKcXFo0GCd+A0MuV4ljLoI5OTgz93LUG2TW7Wot/EeDXCbHcM8kgckwlQ2310BvMujY1F5Nc7WHfSd7+e7rZxiaXLqJ9k7AZjawpbOGXesaWNtUgW028nE7sJgMfGj3Khori/nz77xD99Cd8SnQ62Qe2NzMpx7eQE2pa96AKggCRr1Me0PpionFqeARumPnieYinAgewqkvwiSZERB4pOzDuK4vhfopx828fHSyREuNl3/9id00V3v54b6zzIRu34RTEAQqvQ4+8cB6HtjSjN1inKcqJQgCFV4nniLriojFvzQE40mO9Y7SM+lnLBDh0tg0yUyObx48w9HeUSrdDu5prZ3npP3csUKDdKnTRrnLjsWoYzoc59zwJFajjo9vX31bx7SmpoxKt5NTg+P8wXdeo6OyhEQ6y6mBccxGPW2VXsKJq3LgoiDQVF7Mz923iT9/8V3+yw/38c2DZygvspNXVMYDUSbDUT6/ewMf3b56jlicnXVSjqez9Ez6SefyjAUifPPgGZwWIw6TkbZK75z3QjSV5mjvKN3jM0wEY5wdmiCcTPP9I+c5NzxJeZGD7S3V83wmXj51mTfO9eK2myl3ObAa9QRiSc6PTKJpGp/bXSjTyCkKwzMhJsMx7lvVQLlroVSxLInUelwU2cxcniiUQ1UU3VwmVBAEqtxOvvzwNv74ubf5Hz95h+8fOUdlkRNV0xgPRpkIRnl6Swdf3LvxPSMWV8wCJ0NRvvb2KQ50DVHvLSKVzXFmeJJgLMlvPn7PPBPFW0HfZICBmSCxVMFzJRBPoGoazx27QJnTjsWop6nMTUOJG0EQiKUy/Onz+wnGU9R6XXNKZUMzIfqm/LRXetnWXL3ovtbVVVBV7ORY7yj/9tlXaCwtQtMKBPk/fvyB2242TyazxJbxyhGA8lInTY0ltNSX0NTopbrSjdGoQ5ZEdLKEJIuIgrhgHnS7UFWNsZ5J/vK3v0bP6SGUnELrpgbatzRRXOHiyIunOfbKWR79+b2s2n5zZWSaphEPJ/k/v/sskwPTIAiUVBez/Yn1NKyuYeDCKD/8i1cWrCcIAnUdVbjLXYz2TNJ7aohYKHFHiYUsyuz17KRI7+Kg7wg/nngZRVOwyhbqLbVYZQviLEF4sGQv4WyYfTMHeE19izJjCduLN5NRspyLXFjszO/YcS55/Le6YjiRomdsho/es5oPbe3ktdM9nB6YmPv+ijV9bJma9kqXg6FgiGxemTtVRdVIZLMkslm+e+oCPznfTZ3bxeOdrdzX0kC546rm9XtVMrWjvZa8ovL22X4Q4OO712I16YklM/zkyCX+5sUjrK4vm5PaBbC5LAQmQqiKSmAitEDy6wqMFiNWV2GQCU1HCM9El1wWQG+4GglPhBJc+ZEYzQYe/vT8soFUPM3hV87RdXKAjffeeoRmLn1rN/PUrlXcv6mZ05fHeelQF2d6xokl0oXUnLbyn+yV0xMQQACn1UR7XSmrm8rpbCijsaoYo15GliSkm0yfLge9TmJtSwVf+d1nOHhmgB+/c57z/ZOFHgBNu+Hxz/oEISDgcVnZvrqWx3Z00FBZjMlQkNe9/lgNOpnVDeW8vkhvgCgurHasttRh1zln050ahb0VcrpmaRGvkMIlvKOp2DsJabZP5Y5tTxIpcdv4zCMb2bmunteOdPPm8R4m/VFUTVuRLOwVwyedLNJc5eGhbW3s3dCIy15Qqlns91ZV4qK82MHAeGCR7X0wr/17hUAsyYunujjSM1ooPVMLv94jPSMc6x2lxuOixuOcRyzu7Wwkkc5yaXSGvik/qqrhMBvZ3FzFx7atZkP9QonsQlZDWJGxo9Ni5Pee3sPX958qTOTHfDgtRna21fG53ev5xv7TvHWhf946Blni3s5GKosc/Pj4JY71jdI3GUAvS7PGaS1saa7CcI030D+8dZxjvWMFxRxNI68ojAcj/J9XjyBQyJz8+iPbeXpW3jSSSPPK6cvsvzQ4t46mwYn+MU4NjFNR5KDEYZlHLO5pqyUYT3J+ZIrBmSEURcVqMtBW5eUT29eyraUwKU1mchztG8VuMrCutmJRyWVBEKgvKaLW4+TyhI+JYHQBsRCEwniyXKZUJ4lsa67mz774BD86dpHDl4fZ3zWILImUOm3cv7qRXe11GK8rxZWuiHqsMHIqwFxG64bLCgI1Hhd/8NH7eP5EF6+f7eWtC33oJJm2Si+femYNGxsqFzzjN/O7AnjxVDc/PHqe9Gxv2xXxh6+9faqwDQE+vn0Nv/HYDiRBwGLQ8cTGNl4/20vfZIAzQxPIokSp08pHt6/miQ1tNJQuHjAqspr47Sd38q2DZzjaM8rr5/ow6WUaSt13RQIboKm+hI1ra2hrLqO50YvNakKWxcJYLgo3XdJ0q4gGYvzgL14mOB3hF//rJ0lEk7z7kxOoWkGN013mIpPOMt47ddPEQskpvPuTE/SeGUTSyWy4t5Nf+ZPPUlTqRJREBOnIkuuW1nqwz/oLjfVOkozenAlyvbWGP+z4N8hL+EYICOglPRtca1nj6ERBBW32dzrbfH0FZsnMp2s+xic0BU0rBEhkQUYD7i/ZM0dAADocbTTbGu+YX8VSELRb1Cu8NDLNH3zjVX776V1sb6vlpRPdPHf4Ar/99C5aK71cGpnmr18+wo72Wj6+c82i28irKj3Tfl7p6uGVS71MR+PkFAVlkUMSBQG70cDm2kqeXNXGhqpyrAZDYYDg7r7YtdmB/0qK8NoJ3Jg/zHQoTkulF9s15S9/9PE/4+BzxwEoqSnmK4f/M47ihSUfY72TfOM//5C3vvUuOoOOL/zHj/Lhf/XInFLU9Xj2vz7H9/70BZLRFLJe4ke+f0Bv0heO8TrFJVXVOPTSGc7s7+Zf/cmn78i1gPnXI5nOcnl4hosDUwxPBhn3RQhGk3PKO6JYqMc1GnQYDTJmgx63w0xZsYNyj4OyYhsVHielbhvirILUe0Ecr5xDXlGYCcU50TVK99A0w5NBfKEEsWSGnKIgiQIGvYzFaKDYaaGs2E5DRTHt9aXUV7gxG66qmyx1vIV9aYtK6l5tLBbmLQ+QVlPIgows6NDQSChxzJIZSZj/or5yLittLn8/cOWFdKehaYVm7FQmR++Ij7O94/SM+JjwRQhEkqSyOVRVRS9LGPQ67BYjpW47lV4HbbUltNeXUuq2I84SwuV+c1fu4aJDppBFFg0IP0MlazeDZa8NVyaq85V6rhKQayISs6RdXGSSd+Veq5q2wAhvueO6ss4sRy88c4Iw97l83aT1yjmos8+tpl09rsXGp+vLYBeePEiCMDfJv9G1Kiw//3m5eizXEOdrrtWVd+C153v9Nq6/LoXxSFtwX6Dw7lA0FQFh2cDO0teqcDzXX6tr97sSsjA3TquFaywKwopUrDRNI6eoZPN5BArrzI21sOB+axQal68oGd4IK1E4vPIbvnJfCveGud/7lWu2kuDZYr/jG92bleJ//MWrvDBr0nsFggDeYjuNdR4a6700NXhprCvBaTfNEov3hmCM90/xnz79FR770l4e+/m9HH35DN/9sxf55f/+aVrW1zN4YZRv/vFPaNlYzzO/8chNbTudyPBfPvcVjr1ylvJ6L//xe79FVUvZ3Pm89Z1D/PGX/pryhhI+8++e5r5PbJ9bV9M0/uq3v87L//wOBqOOP/rBby2Qu/2XjFvOWOhlCatJz4gvzKZmZV6oOqcoDPsKmQjnMi6RsijSXualvczLv9qznYN9w7xwsZvDg6MkMlmy+fwcyVA1jXAqzWtdfbze3U+1y8GDbU3c39pAnduFSdbNNTndDeQUpZBZUedHtcuL7FRfE1m6gvrVNbz7o+MFWb5klu7j/Vcbiq6BvciKp9INQqF8qetILyMPrqG2o3LBA5vP5ek9PTjXsGl1WedC/7lsnsunhuaW1TSN4HSEk/suUVZ7Z2uxCxMwEBGwW4xsaq9mU/viadwPKq6cg16UqfQ6qfQ6Yfequ7gvYYEk43LLA7w98wr11hZabB0ICLw08X32eh/FayxdsHxh4vbTL+18syhEcASsJgPrWipZ11J5V/clL6G5fmzq39JW9BvY9PV3bf8fZFz5fSuqRk5VyasqiqbOTdoKyxTGDEkUkQUR3dyEamUPxpV7vdJfuaZpZFWFnKLMHo92ZU5WICaCgE6SELXCv6/dDzDvs+VwfX+CphWuQU69Zr9XglKCgCyKGCQZ3RKZscVQiIKvLGK/kmu03G8ZZifFK7jSN3utbrTfxZYXBMhm8uy/NIAvmuTzezesaL2jPSP88Mh5KtwOvnjvJty2xZSgripbijdRriWJIjfTljL3Dpj9v6ZpDE4HuTg0xZ7VDdhuoJx1s7/9m4Eki0iSOK+/QNNg2hdl2hfl3WNXs3reYhsNdV4a6zw01Hmpry3G5TAjS1IhoyGJd5RsqHmVbCqLt9q9aPZN0zRU9QbEfgkoikLf2WFknURNWwXVrSvriYPZEmeLAVkvkUqk74q5708zbplYuKwmOqtLeeFYFx57oZ8im1eYicQZD0R57vAF3DYzjeUrq2WURZE9zXXsbqrFH0/yWncfb17u4/K0n2Q2Rzp/VU5T0zSGg2H+7t3jPHvsDGsry3i0o4UN1eUUW8yY9LoFUajbQTCW5K2z/RzrHiGenm+E9q+f3kVrlXfBOp07WhBEEU1RSScznH7zApsfXrvgmGxFVqpayrA6LcRDCU69dYHGdXU4PXbsbivi7OiVTeU4885Fek8OzknSlteXzL1r4uEkf/obX5vbriAImK1G1u1p5f6Pbbkj1+H/4r2FLMiFAihNm20+vfM1rB8k5JQoGiqqlkMU9KhaDr1kR0AiryZRtAyCICIJJiRBT15LoWrZwltQAFko1LiqZJEEE6Igk1cLPUuCIKOoSXSiAxDIqmF0ogUBiZwaRdWU2QigCVk0o6gZFC0FCGhaHkk0IglmFC2NoqXQNAVR0CGLVsRrMkiqlienRtCJdgRkcmoEVSs8r7JoQhJMKNqVbReij5JoRBbN3KipLp7NEM1m5jVXWnR6nAbjbY11qqYRSqdI5eervhWbLBik5Rswr0zeE7kcwVSSrqCPMzMT9AT9jMQihDNpUrkcoiBg1ulwGk3U2V20FBWzo6KGBmcRRUYTOvHmGj3T+TyRTJrcrJy1QZJxGAzoJRlN00jl8/iSCd6dGObQ+DDdQR9TiTipfA6jLOM0mKixu9hQUs6OimpaijzY9IYlTflWAg1I5bKEMxkOT4xwYmqcC/4pphJx4rkMGlBittJSVMxDtU2s85YXfBWWgSSIuIwmjPLd8Vf4aYKmFRzFA7EkAgVBBaNeRzavkMxkySuFJnSLQY9OltjZXkdeVRmYml+6GEmmyc2WX5t0MtZlXN7vFvKKStfwDK+d7GVzSw1LcJ73BGs7qwgEEwyPBYjH0+RyCtmcQi6XX1BqNeOPMeOPcfh4gWzIskh5qZOWxhJam8poaiih1GPHYJDR6ST0Ohl5GQWnG0HWy9iLrQx3j7NuzzXl3LN9pGN9U6QSGVzem1dL1DSIhxJIOqkQ3L1JFAjpe1MS9tOGWx6timxmntmxiulwnP/v+/vI5BRUVeUPv/EaAC0VHp7a0kH9dVJ3N4IgCHhsFj69aQ0fW99J74yf17r6ODQ4wkQkRjyTIZ3Lz0XBkrkchwZHODQ4QrnDxq7GOu5raaC+2IXTZMSs1992FuPdS0Mc7hpiTX05FW7HvMiz17l4w07rpkZcpQ4C4yEyySznDnQRC8bn6vKuPd+KxjLqV1Vzbn8XyWiK7/+vF/GNBtj1zBbc5S7y2TyXjvTygz9/Cf81zsOrd7XNEY+iEgf/dOw/3dZ5rhSappHP5knG0zjcC5sD7/a+08kMal6d51D+swi9aCCY9TOdmSCrZAGNqzGvnz30R76KoqWIZvpwGttJ5EaptX8Ss1zOaOxHJPMTiIIOt2kjbuMGJuKvEclcRBJN5NUklbYn0ItO/KmjlFr2YtXXMxr7ETrRhklXyWj0OTqK/w2SYORi4L9T7/gsZrmC/sjXSeen0VApMq6l1v4xQplzjMdfwiSXkMpP4TZtptzyAIH0SWaSB8gqYWTRTL3jM3NZClXLEs5cYDT2YxqcX8AslzMQ+Qap/BSqlsNhaKHW/nGmk+8wEX8dg1RETo3jNq2n2vaReQRlMbw61Mt/P3aA6eTVZvUnGlr50z2P3pZCUSST5t/sf5U3h/vmxlWjJPP1xz7Kem/5otHoQlReYSIe45xvipcGLnN8apxAOrnkftJKnmA6xUA4yJsj/fz12WOs9pTy86s2sr2iBtdNEKTTMxP8t6PvcM5XUKnbUlbF/7NpJ+tKyvGnEjzff5mvXzzFSDSyQKIzkcuRyOUYj0c5NDHM350/zn3VDfzcqo20u723NIlXNQ1fMsGP+7p4tusMI9Hwov1aw9Eww9Ewrw31rWi7lVY7/333w2yvqLnpY/pZQzaf5+zQBNORGNm8ws62OvZ0NnBheIp9F/oJxpOYDTqe2NhOR3XJkiVN3z98nqHpIJlcnhqvi195ePsdCdgoqko0kSaRzpJT1LmyLbvZMEde8opKKJ5kKhjjZN84iXSGEV+IRLrQPO20mnBZTXPPgapqBSPPVIZcXkEUC9lZh8U4r8zKH02gKBoOq5FgLEkupyBLIjazEbt5eY+we3e2cu/OVpKpLMOjAXr6p+npm6ZvaIZIJFWQnc3kyWRyC8p583mVkbEgI2NBXn+7qyA767TQOKsW1dTgpaLMhdViwKCXMRp06PXSioNkVqeZNbvaePt7R3GXOElEU2TTOaaH/cyM+Hn1q+9gsZtpWHPzz4dAgbgoOYX8Tfo7qapGMp4mn8tjdpiRdfPHX1VTieXjpJQUqqYiCzIW2YJZMs27F1k1SzyfQC/qkQWJeD5BVi0EYqyyFbNkQhRENE0jo2ZIKimyag5VUxARMUgG7Do74izBUTWVSC6KhoZZMhHLxclpeSRBxCSZsMjmef0VqqaSVJIk8ynyWn6ejK2IhMfgXkZdamnclvN2bYmbf//x+zhyeYRzQxOEE2nMeh3NlR62tdZS6Xbc1gOrkyTay0poKyvhS+mNnBgeY1/vIOfGp/DHE0TTGbLXmOBMRGJ8++Q5fnDmAqvKS7m3uZ7NtZWU2Gy4zEb0N4i+LYVwPEVnTRmf2rNuxS6lOoPMPU9t4sd/9VqhPj6Sovt4P5sXMbGq7ahkzZ52Lp/oJ5PMEg8lePHv3+Slf3gLvUlfcOS+7odvsZvY+fTmufSgqqjEwgksdtOc4Z6qqKSThQmp2XbnJOpURWXgwijHXz3LZ/7d03dsuytBNp3j9FsXSUSSPPCZne/pvt9rdDrWc8D3BufDp1C0PFvcu34mfCyWhkCRcQMmuRxVy1NpXUM4c5acGiWlTNPk+gUimUtEMpewyFXktQQOQwf1jk8zFP0eqfwkTksnaupd0oofk1pGPDdMnf0TKNriIhKyaKLa9jQCIpFsNxOJV6mxfQwAUdDjMe3AZSyUyGmahtPQgVVXi4BAV+h/k1Z8WLV6BEEkkD5JNNtLi+sXMUplgEqV7SkERFL5SXrCf0Ot/WMoWha95KKz+Pfwp44RTJ8kq4QwysuXLO6qrOPrl84wk4zPDf/7RgbwJROU227OY+NanJqeYPS6ifCWsiqqbc4lJ2caMBwJ8/sHX+fE9Pgtyf6qmsaZmUl+a99L/OKazXxp1YabIhfXYiIexZdKMB6L8FdnjvLCQDex7PJmmFeQzud5eaCHvlCA39m0kz1VdTdF1DRNYygS4n8c389bIwNkrnkniYKASdahm72OeVUllc+jLGJc9X5AUVUmwzEAPHYLhg9wZkTVoM5bxG89uYsDXYOcG56k1uvi1OA4XoeVZ7av4sWT3XRP+KjxuHAsUoatahoPr2sGrSDL+4ffeZ0vP7TtjkSdh6aCfP/geS6NTBNNpJEliSKbice3tPHE1kK0PZJI8a19ZzjRM8rgdJC8ovIfv/7a3HP2zK7VfPre9QizxzrmD/PC0S6Odo8QSaTR6yQ6akr46M41NFd6kCUBRdX4yk8OMe6L8PSOTl44eomJYBSTXsc9nXU8s3M1pYuog10Ps0lPW3MZbc0FieK8ojI+EaJvcIbegRl6+6fxB+JzRnmpdG6Bx4WqaviDcfzBOEdODABgtRjmpGkb673UVBXjtJtmTfJ0mE36RcucoOA78egX9uAbC/HV//RD0skM+Vyev/rdb8yqM1Xy0Gd3Utu+UOjhRhBEgeKKIsZ7J5kamiGbyaE3rEziOhaKE5gIkU3nqGopx2i+mvVSNZXh5AivTb3FUHKUjJLFprOy2tHBHs89uA1Xg+3DiVFemHyVWks1xQY3RwInmMn4EBF4oORe7ineglEyoqFxOnye48FTzGR8pJQUIhIVpjI+XPEEVebC+SfySb4z+kOiuRgbi9Zx2H+MUC6CXtTRYmviPu9uKkxlc4R0Kj3DAf9hemP9xPNx4vkE0XwMs2Si3FTKrzb8wrzjXSluaxQRZtV8Ht7QwsMb7p5jpADYjQbubWlgd1Mdk5EY7w6McHhwhH5fgEAyRTSdJjdb55ZTVE6NTnBqdIIii4ntddXsba6n0ePGa7XgNJtuKovhtlmYmJXPK7Zb5q2r10mLvnxFUeT+T+/k3R+fwOm1s2ZXO96qxcvCLA4zG+5fTdeRXk7vu4gy+7Bqmraor4XeqOOBz+6murUcYbY5LxlP88I/vcPDn7kH96yGcyad5eKxPpKxNLs/tHFufU3ViAbjBKbC5NJZTFYTnsoijLOGbmO9U5gsBopKnUiyxOTgDPmcQmVTKZlUlsELoxx56TSTAzN0n+hHb9BRXFGEvchKNp0l4o+jKiq5TI5YJIHFZsJT5cZkMZKKp/FPhEhECpFNi91EWZ0XadaBU1U1QtNhglMR8tk8OqOMp6IIe5GNeCRBz8lBTr55AaNZT/eJfsxWI8UVRZhtJhRFJTgVJjwTIZ9TkHUyJdXFWF3mJQeuDzLcBg9PVnyctJJCFnXoBN3PfNpVJ9rJCmFkQZgtX0qTUQLEsr0MRQoO1mZdFQgiOtGBXnIiCBKyaETRCqU8bsM6UvlpfGoCm74JneREVQKo5GFWaUtRk4BKIjfKYORZDLKXdH4aRU0DhXFELzowyVelmhUtyXRiH/HcILJoIZEdQpstc1K1HIHUcSy66tlSSY204qMv/A8Y5RLyagxFTaJpGpJgxCSXIgoykqBHFHSo3Nh80mO2sKOihv5wYG7SnMhleXHgMr+wZtMtXe+8qnJyepyJRGzuM1EQeKi2EZt+6RIRURDQS9JcE/QVCIBJ1mHTGzDrdBgkCWm2hyKrKsSzWYLp5LzJd1ZV+D9njuIxWfhM+5pCJPYmz2MmmaA76OPQxMg8UmHV6XEajZhl/dzkPqMoRDJpAqnkXDZDRaMnFOAvTx/Ba7awxrtyY6mZZII/Pfku+0YG585LACqsdmodLlqKPLiMJkQgmE7RFw4wGAkxGY+RVeeTEKMkz143GaMkU213YNHdPfPDRCbHn716EASBX79/G7XFC/sF3w8oeYXRYT/ZTJ6qWk/B50ESsZoMCELBb0YnSQTjKQKxJCO+MOOhKAANpe4lA5rhRIqv7js56z1VKKG62nlz61A1jb9/5Rj9kwE+cs9qqjwOoskMPWM+9NeQNavJwONb21nfWMEP3z1PMJbkFx7ZOtf/4bab59SyQrEk//TaCS4NT7N7TT0tlR584QTPH7nIn/1wP3/w6Qeo9BQCTaqqcXlshheOXuL+9U04LCZO9Y7x6onLqKrGLz22FYPu5qZ7siRSU+WmpsrNfbva0DSNGX+M/kEf/YMzDAz7mZyOkEhmSCazJFNZ0pncgqb2eCLDxe4JLnYXVEN1OomKMuesI7eHxx9ag8O+eOBTEAS81cX8yv/8DOf2d9F1vJ9oIIbeqKe2vZK1e9opr781U2VJlujY0sRI1zijPZNcOtLL6nta56pAloKSVzh/8DIT/dMANK+vw+a6qtbozwT4h8GvIyDyQMleHDo7g4lhDgWOEc6F+VT1xzBJV0lvWklzNnyBClMZa52duHQu/NkAVabyOXdtURAJZ8N4DMWsda7CprMykZri5cnX+dHEC/xq4y8gzXbg5NU8vfF+clqODUVrceuL6IsPciJ0ClmQeKbyKQySgayaZb/vXS5FL7PHew+N1npGk+P8eOJFGix1PF3xOC6986avK9wGscjlFULxG0tsWU16zIY7NzBKokily8HHN6ziQ6vb6PcHOTo8ytmxScZCUQLJJP54ci6TEUykeOHCZV68cJmWEg97murYUV9NlcuJ12ZFWoFSTYnLyr5zfQz7QrRXlczK5xXWu6ejdtFyKEEUqF9dzWf/4CO0bW6ktrNq2X20bKznsV+4j1Q8Q9+ZQTLJxaNtdreNdXs7+NhvP4b+GkOtdDLLkVfP89Q1Rng6g45kLM2Fw73ziEVwOsy7Pz7BpaN9ZNM5DGY9uz+yhbW725Fkide+tp9sOsfHfusxdAYdX/2jH1DRWMJnfu9pIoEYrz97kEuHe8ikc3z/f72Mu9TJ7o9uoX1LE/6JMK8/e4BYMI7eqGO8f5rqlnIe+twuKpvKmBzy8da3DzHeN4WSVxAE+PwfPENtRyWI4BsL8PzfvsHUoI9sJofNZWHvx7axdm8H433TvPGtd+k9NYjeqGd6JEB1azl7PrqV6hYT/vEgr35tP4MXRlEUFb1Bx+O/cC8dW5sQDT99xAIKA4pZXkRi9l8IRMGATddAkXEDFdaHAdCJNiTBSHgJwUqXcQ2R6HeJZC5RZXsKnWhH1fKoWp5IphtJMJJRgqiaQiY/hopCqXk3kUwXvtSha7YkcO2EI6uESeWnsejqcBiaiWS6uNJOKSDS6vo1ZlLvMpF4jUrr4yRzY+TVBKXmPSTz40Qy3XPbvfmpcwEP1TbyYv/VibMGvDDQzWc61mKSb95QbjIRoyswQyx7NYBRYbWxobQC0w2i18VmC483tHB6ZgJJEPGaLZRabDS63LQWeai1O/GYrVh0BVWzYCrF5ZCf/aNDHJ8aw5dKzJESRVP5m7NHebCukVLzVVGKlSKj5PlBz0WSuRyxbBajJFPrcLK1vJpNpZXU2J24DMZCyVIqyZmZSV4f6uWsf4pkrkDqNDQuh3x8q/scTa5izLobX09FVflR3yUOj4+QVq6abra5vfzyms08VNu0IAuQzGU5NDHCP184xbHJsTlyYZJltpRVsaWsijKLjVKLlTKLDa/lzunj/7Qgmczy13/yChOjQf7gv3+cslo3eUVlOhyja2yGoZkQelmizutiMlRMdbGT1bVlaJpGmcuOxaBnPBBhIhjFH00wOB3EoJMZD0YIxlM8uamdWCrDga6hO3K8qqoyFYpR7XGyuaWKaq8TURB4eOP8gKtBJ1NfWoRJL+OwGMnkFBrLiylZxAPh2OVRLg5N8dT2Dj60vXNOzr7CbeePnn2DAxcGeGbn6tnAZkGi/pN717FrVaE0s6OmhFgqw+m+cUZ94RX3uy4FQRAo8dgp8djZvrkBVdWIJdIMjfgZGgkwMhZkYipMOJIkkcySTGZIpnKkM1kU5SrZyOUUhkYCDI0EeHN/N9s3Ny5JLK7s1+ows/2JDWx/4saN+yuFrJPY+tg69n3vMKGZKN/5kxcwmPRUNZdhsS8ssy4EerMMd4/z5jffZax3Eou9UKrlKL6aEdrvP4Q/E+Q3m3+FZmsjgiDQaW/DKBp5bfotNrp6WeO8KhSTVJLoRB27PTtotjUuebyPlD0w7//rnKsZTY5xPnKpEMyaHTI1NAyigb2enWwvLvTX1piriOVjTKanCWZDlJlKieSizGR81FqqWePoxG0oospcwcnQGcK5yKyq263Nm27LIO+rb55cdhkBuG9tExub7o5Si0En01bqoabIyY76Gk6PTvDuwAhHh0bJpuan6DSge9pH97SP750+z/2tjTzQ2kRbSTHF1uUnbqF4CmW21vFYz8i87zprSpbss9AZdDzypb0rOhdJltjy6DosdjNvfusg/WeGiYcT5DI5BFHEaDHg8jpYu6eDR3/hXopKnNfpcBf0/ecxd40FKlaapnHqrYv0nxvh8V+4l8Y1tbz81Xd49ycnKKv1UNNeydO/+hB/9bvf4MjLZ4gG4uRzCk//2sMIokBJVTFf/A/P8PzfvEkkEOPL/+MzC84lPBMlEUnysd96jOrWCrLpLHpj4SVdXObk0S/toajEST6X53/84t9y8s3zVDSVIutl3vjmQUa6Jvjy//wM3ko38WiyoCQiS7RuasDqNPPyP72Nt6qYp748/0EbvDDK1OAMD3xmJ+v2tBP2RbG5rEg3GamJhhIM9kyTSmawO81U1XuwOczksnl8UxH8UxEy6RyyTsLltlJaWYTBND+b4J+OMDUaIpnIIEkCZpsRb6mTIq/tpqIrmqqRiKeJhpMkomlSyQy5bB4lryKIApIsojfosFgN2JxmXG7rklLFiyGfVxjoniToK0Ssizw2ahpLMMzeL03TiAQTBH0x4tEUmXQhIiXJInq9jMVmxOm24iiyIN+mCZZVV4decqJquYJEpGTHqq/Drm8io/iZTLyJgIBd34zbtBmzrhxZKDy7RrkUTcsjCrpCo7VoQCc50UtuREHGJHvwmDbjS72LLFgpNe9FLzkxSh6CmdNMJw8gCnqKTVsBAb3kxKqvQRSukneD5MGmbyCa7SGvxrDpmzHKBeEGp6ETWbJS5/gU/ZGvkc7PYNU3YJbLmU7uRxJMlJj3IAgyRtkzRyt0kgOLrgZJWFkDaYe7hDa3l/F4bK5x+XLQzznfFFvKlg9eLIbT0xMMR8PzPru3ugG3yXzD36lZ1rGlrIoHa5uwGwzsrKhlnbccr9myuA+IzckabxmP1DXz7KWz/PPFk0wnrpZ1TSRi7Bse4JNtt2aMNxqLAIUJ+s7KWr7UuZF13rIFE/squ5N1s8fxJycO8uO+S+RmpZpT+TwX/NNcCkyzsfTG762ZZIJ9IwMEr+ktKTaZ+f2te9haXjWXrbkWZp2evdX1OPRG/vORfZyd7RNRNY16RxEfaeqg2PwvN5iwGCRJpMrjJJRM886lQXSSyNbmakqcNjY1VnH48jBvnSv0rdy7qhGrUc/F0Wmmw3HyqsbpwQm8Tit1niLqS4o4eGkIq0nPA6ub7ogPsSxJbGqu4s0zfXz3nbNsbaumyuOkothx05mCKxicCqKh0VDmnueRtbmlGrvZwImeMZ7a1oGkL/zGdLLEmvqrykYOi5FVtWVcHJ5mZOb2icX1EEUBh83Emo4q1nQUxp5cTsEfjDM2EWJ8MszkdJipmSiBYJxgKEEgmCCduXF29lpomkY+p5CIJsmlc4t6d1gcpkXJwLLHL4l0bm9myyNrOfDccc7t7+Irv/lVdn14C3WdVYxeniycUybH5MA05w50M9Y7yf4fHuPSkV4ANj+8huYN9eivuT89sT7c+iKqTFeVPfWinlXOdl6YfIXe+MA8YiEgUGospdayvLJmWskQzAaJ5uLk1CwKKjk1TyKfRL2utNIim2m3XyW1JsmES+fElwmQUgoJAUmQkAUdyXySaD6GRTYTzydIKSmssuW2vC5umVhkcnmGpue7L2sUfAHCiTSBaIKyIjvb22tv+eCW3X8+jy+WYCQcoXfaz9nxKS5OTjMRic3ru7iiWX1tuj6QSPHdk+d5u2eQD61p4+H2Zlq8xUvWEz+wvpkH1t99jWJZJ7N2bwdNG+oYPD/KeN8UiUgSWS9RVOqifnU13qriBY1CADq9THmdhwM/OcnqHc3IOhnfRIih7gnK667WbuezCqOXJ4gEYkwO+gjPREnH04z1ThELFRR03OUuPvTlB/iHP/gO0WCCf/fVX8WyTETheoiSSMOaGhrW1CAIwhypAJB0MolIiqkhH5qqoTfoiQRiBQKkqpx66yKPfnEPZXWFCdvNNIeX1XkpKnVy4d3LJCJJatoqKCq5+T6fod5pvvJHP2Js0E/bumo+/xsP0rKqkkunh3nzx6c5d2yAcDCB2Wqgqb2C3Y+uZuu9bVhnr1F/1wRv/Pg0x97uxjcZRmfQUVLhYv32RvY8tobG9vIbTtrSySwzk2GmRoMM9U4z1DvN5EgA/3SERCxNJp1DkkUMRj02h4mSChfVDV7a11VT31pGeU0x0gr0EDOpHN/9+3d497WLAKzf0cSv/b9PUlblJh5N0XthnLPHBug6PczESJBoOEE+p6A36rDaTZRVFtHQXsaqjfU0dZRTXOq45XKtSttjANj1TXOfOQ2F2uRy64OU8+C85UvMu+f+7TFtBSCrhAilz5HO+ygyrkMvXuk9EKixf3TR/bYV/esFn9n1TfOOA0AS9YseB0Cz6xfn/t3k/Lmr23b/5oJl3cb1y+5nOUiiyOP1LRyZHCWULrwgcqrKD3susqm08qZKPNP5HOd8U0xeUwZl0em4p6IWu355+UuYNSOzO/nD7ffhMBjQrVDu2KY38LmOdQxFQ/y4r2ueGtW7E8O3TCygMN5vLqvi19dto6PYu2TETRAESi1Wfn3dVnpD/rnJPcB0Isap6YkVEYvzs6pP1851HqxpYq23bFFScQWSINLi9vBIXTMX/NMos0pW744Ps72ihnurF5ctzikKw/4wk5EYqWwOSRSwGgxUFjmomHX21jSNTF5hPBRhOpqYK/exGQ3UuJ2U2G039JQZD0W5POmj3GWn0etGlgoNpHlVpX8mwFQ4TlZRsBh0VBU5qXQ57qpBp0mvY1NjFZsaF5LnSreDjy7i0v7g2mYeXLvwvf0rD2+7K8f4id1rsBr1HL08wqn+cSrcDnavqmdHZy3F9psnivF0Bp0sLSAmBr2M2agnHE/Nm2SLItiuUbiSJRGrSU9uVjXrbkLTNBRFJZ3OIQBFTjMmo46KMifxRIaxiRCXeydJpXJkMrkVG+mqqkpoJsq5A10MXxonFk6g5hf2J21/YgObHry5cUMQBMw2E5/4nSeI+uNcONxD35lh+s+OYLIa0RkK1z3si/Hq1/bzyj+/Q2gmSj6XR2eQad/axGM/v5fSmvmELZaPY5dt1wV+BQyiAVmQiecT85YXBQmjZJgre1oMiXyCU6GzXIxeJq1kKOQlVMZTk6gL5CkKpMEqXw14X5E71jR1bi7s1Dlot7fwjv9d3px5h0pTOYFsCEVTWOdajUW6dXGcWyYW5W4Hf/DJ++d9pmmQzuUY9YV558IARVYzDaU33/ixFFRNI5bOMBwM0zPj5/TYJCdGxhkLRchfZw5mkGUqnXYai4sw6nWMhSMMBcIEEoXIkgZMx+L805FTdE35+LltG9lYU3FTcoO9E35KnFbsN9CgvllY7GY6d7TQuWPlfStGi4GdT67nre8fY7RvClmWiYUTGEx61u++WgalKApKXmFmJMDZ/V3I+sJkoGFNzbx0nslmQpQkrA7z3AM2D8u8Q/QGHYZrzAKvQFVVjr50mp7TQ+gNMrJOwjfqp7hitq5Xo5DdMN1a6VxNWwWP/txezrx9iUtHejm7v4sHP30PbVsa0a2wKet6xMIpQr4Yl8+N8p2/eZsLJ4fmakijoSQn3+1lsGcKURLY8UAnvqkIX/3z1zn1bu/ccvl8hqGeKcaH/EyOBPjS7zxCZe3S0aOZyTCnD/VxfP9lus6MEArEF5gfAqhZhVw2RTyaYnI0yJkj/bzx41Ns2tXCQx/ZyKqNdYuS0OUwPR4ik84TmIny9otneek7x5gcDSyIEqWTWdLJLP6pCBdODnLwtYvsfmQ1Dzy9nuqGW6t5vRPIKlGimW7McjkOfSuSeGefzQ8CtlfUUGV1EEmnUSkYmR0cH2YqEaPcuvIm7sFImMshP6n81RKe1Z4yGl1FN5RBvQK9JFNsuvnXiFmn48mGVg6MDTEev0osuoIzN72ta1FmsfHR5k5aijw3TOMLgoDXYuXDTR3ziEUkm2EwEkJR1RuapfWFg/PKyAB2VtagXwHJsukNNDjdOA1GArMkcTAaYiAcYFdl7aLvopND4zx38iKhRIqcWphQSILAw53NfHTz1SioP57gm4fPMBqMklMVcvlCsG1jXSXPbOyk8jqn7WsxHoryjUOnOT0ywSe3rKHO40LSRBRV48DlQX506hLRdEH2WBAEat0uPrKxk1WVJT/zPWDLochu4XMPbGTv2kZO9o5x7PIIf/n8IQKxBF96aPMiayx/rQyyjKJqC+Y2eaUgB2uzG+YFzTS1EPA1zb7rFFUjncsjieK8Po/bhaZpJFNZYvE00ViaeDxNLJEhGksRCMbx+QvN26FwgnAkRSSauuksxRWk4mne+vYhXvj7tygqdWCxm+f6Sq9FMnZzztdXIEoi1a0VfOmPPsqP//p1LhzqYWY0UNjebLwll8kxM1qQLBZEAXeZk/ZtzTz2pb20bKhfUCFgEA1k1MLk/wo0TUPR8igoCwiEgIB4A7XHrmgvz0++Qr2llj3eHZQavZgkIz8af4m3fQcWLC8g3FDNSRIlGqx1nI9cZCbtQ9VUbLKVh0rvo93egkG6dRnm2zLIq3AvPjg1lhWjkySeO3KRS6MzlC+x3EqRUxSmonF6ZvxcnJzmxMg4lyZ9xDILG5tdZiP17iLay7xsqKpgY00FVoOey9N+To1OcGFimq6pGQYDITQgm1c4NDBCOpfnt+7bwbrKlZukvHKim/vXNmGvfv8nL3qDjg17OzDbTfScGSabytGyvpb2zQ1UNlxtQNUb9Xiriunc3sxjP38vlc1l5LN50okMZlvhPIJTYZ7/2zfY+MAqApMhXvi7N/n8//sRrM5C1EUQRWS9TDKWIp/LI8lSwRX1Bi/hfFbhnR8cpXVzA4///H2gaYx0T8y9jARRoGF1NecPdrNmVxtWp5lsOoeSV+bSnJIsgSAUTGnyytw+BVEgFk5gc1l56HO72PrYOv76/3mWC4d7qOusug1ikaC/a4JkPEPXuVFMFgN6g0wiliabKUzIgr4Yzz97hLrmMl78zlHOHi2oYbiKrWgaRIJxNK1gYnjh5BD7XjjDp3/l3iWv19RYiFd/cIKuMyMLvtMb5MIx6GVUVSOVzJCMX30OkvEMB1+7gG8ywhd+80FWbay7qfMNTEfxT0U48Mp5fvLsYeLRwoAtigJWhwm9QYeSV0kl0qRTs7XpGvinIrzyveOkk1me+bldlFa+P02gVn0NVv3PtjSny2jivpoGesNXSUEwneK1oT6+0Ln+BmsXoGka53yTDIavZp1FQWBvVR1u43sj47zKU4rTYGQ8Hp37LJBKzrpG39oEdVt5NauKS1ZMjAySzLqScgySNNd4nVUUAukkqXwO6zIN7MBsI3p+3mdVdseK3JsFwKrX4zZZ5ohFOp/Hn0qSXmTfiqryrSNn8ceTfHrbWipcdpLZHCP+0Fy2AgqESSdJVLqdrKupoMRhJZtX2NfVzzuXB6lxOxcQiytXeyIU5ZuHz3BubIpPbFnNg52FHhFN0xjyh/jKm0eo97j4wj0bsBkNXJ708cKZbr555Ay/+8gu3NbFfzv5nIJvOsLEWIhwIE4mk0MURWx2I1V1Hiqq3EjyypzUg/44l86NkMspNLeVU1HtRhAE8jkF/0yUibEgoUCcTLqwD6vdSHWth/LqorlyTU3TmBwLcf7UEKvW12A06entmiQcjKNpGjaHmZp6D2WVRSvK/F4JvAgCVHmcVHmc7F7dwO/87fO8eLRrAbG4IkWrqOoc6bselcUOVFVjMhgjk8vPZS76JwNEk2m2tdfMO7a8qtI34WdVXUF4IJHOMjgVxGLSU7pID8dKkFcUYrECaSiQhCSRWQIx44/j98fwBWMEggli8fQN3civQBDAYjHgcpjRLRP8igUTHPzRcdo2N/DkL96Pq9Sx6HvTehvS87JOonFdLT/3nz7O8VfPceloLzOjAaLBONlUFlXT0OllrE4zngo3LRvr2fjAasrqPIuWHddaqjkVOkMwG6bcWFC5y2t5RpKjCIhUmVY+x7yCoeQwaSXNbs8OWm3NCIJATs0RyAZuSZHvCkaSY8SVJPd5d7PBtfaWpGUXw13TlnNZzeRX2OC9GDRNI5nN0esLcGlqhnPjU5wZm2QkFF6gpSyLImUOG20lHlZXlLK+qpzWEg9m/dW697WVZaytLMMXT3BsaIx3egfZ3z9EKJkir6qcn5jiOyfPU+8uwmEqaEEnM1kqi52M+yOM+iMLjvHyqI8d7Tc3cbub0Bt1rNnRwurtzUtO9EVRYNXOVuLhBO/84Ah2tw0lr1Jc7mLtnnaMqsbrzx5EVTXu++QOBEHgL3/rq7z9vSM8+qW9iFKhpr+6pZzzB7r5yV+/gbvcRevGBkpqlq/hFESBquYy/OMh3vjmQWSdhKKoc1EXQRS59xM7eP5v3uDFv38Lo9WALEs0rqmlbUuhqcnmslBaU8zFI708/zdvUFZfQvOGOlxeB6M9k/ScHEBVVEBA1stUNpfdMqkASMT+f/b+Mk6SBL3uhf+ByVxZmcUM3VXNPMyzTLOM0gpW9urKkixbsv1ew2vfa7YkS7bQK2lXWtDiLA3P7PBMM1VXdxczJ3PQ/ZDV2V1dVd3VNLCas7+dmcqMjIiMDHjOA+cUeP1nZ5FliZ4dTWzZ04Lb62BieJ5Xn+1naa4cFA30TfH4dw7x8lN9ON02bnugh+aOCKZhcvLgMK89dxbLssikCpw+PEpiKUswvHabV2NbmKb2agbPTGMaJqGIl9rGENW1fkLVXjx+J3aHgmlYZFJ5psaWOHtinInhBQAM3WSwf4rH/v4gTW3VeAMbL8MX8iWe/N5hTh4aIZPK43CqdG9vpKk9QrjGh92homsGyViGscF5+o+PV+YzspkCr/2sn4a2MO/5xF6UDfQWJ0t5np49w4GqNg4tjWBYJvur2sjqRY7FxgmoTvZUteBXyw8OwzKZy6c4k5xmsZBGEARqHH42+2oI2dyV6/1scoaJbIxNvhrGszEmcjEsoMrmZneoGZ9yUU/csiyyepHTiSkmcjE00yCguujyRmlyh5AEEc00OBYbI17KsSPYSLV9ZWXglflB5gsp7q/ZjFuxXfdw9kbx7pZOvnn2JHm9fOxLhs4TowN8vGvLhoaOU6UifYvzKzwxat1etlfXXjWYvlnwqDYCdgeSIGAsPxyLukHJNHBch4qbTZLZWl1DxLXx9klREPCpNkIOJ9OZiy1hJcMgp12dWJR0Y9WDfaMtYcCyKePKc0Vfdi5fC5liCbsiU+vzsLm2GlkUOdC2ujc74nXzi3esHHQVBTg1Ncd0IoW1XG24AFkSmU9leOn8KKenZvno7l4e6unAoS7PWgFPnxlkPpXlv3z83bRHyoZibdVBErkCT5w+T//0PHd0Nq+531MTMZ744VFOHRklmymWg61l8Y6OTbV85DMH6Nxcd8Ug/gKpeOLRozz/5GlaO6PUNV40NpuZjPPkj45x/NDwqm20d9fy4U/tp6u3DlmWME2LwbMz/Ol/f5wPf3o/paLOqWNjFPNaeS5OFtm6q5l3f3gX3b1Xb4lLZvMcG5zC5bDhd9mRJZGlVA7NMAis4X7nUBWifjdHByY5eH6colaLhYXPZSfsK5OA7e11vNI/xvMnhnCqMg3VfjL5Eo++2ofLrnLXllZUWVomNQIl3eAHr/ShGQZOm0r/+DxHB6boqKui+Sp+YpZlkS9oJFN5EskciWSOZCpPPJllcSlblpBdTLOwlCGWyK6Smb0SBKEsZRvwuwj6XQQD5f+HQ26qw14C/vVJga7pZFN5DrxnJ5v3b7xl9FohiiLBqJ+HPncnd3x4N7Oji8Rm4+SXyZLNoeIPe4k2h/GFPFdUjtof3MPp5BmenH2W20J7ccoOZgsL/Gz+ZRqd9XR7r11B1S27kQWZidwUPsWHYRkMZoaZLcxjbbixbDUkQUQ3dU4k+1goLpXV/kSVsK2KDk8bDvH65L9vOrEwLYtcocTgzCKpXAHbNQ50mpbFbCpN3/Qcp2bmOTk1Q//sAol8YdWyLlWhtSrIltoo2+qibK+voc7vvaIGedjt4j09nexqrKU55OdrB48Ty+XJazonp2Y5PTPH7a1NLCQyzCcz1Ff5OTo4yQunRwhedoOYWkpirPMAeKNxQbGg7+AQo2en0YoawWofnTubaeyMriAZzZvKN9f+g4PEZhPIioQn4EJRy5kpb8jN+++9n1CNH1mReeQ33sP08Fzl8xf6C9OxDAtTseWLr3wc3H4nO+7rwb3GzUJRZR787J2ceuksmWQOt9/PB770QFmCU5EQBNi8vzxMd/7oCNlkHm/QXamkwAVp3i2IkkRqKU0hd9EJ3eN3YXOoxGaTiKLA3oe2sv3uzdic169KpusmE8MLbN3byid+9R56djWhKDLxpQyGbvKzn54kny1imhZP/+AoWknno790Fx/+/B14/A4s02LzzibGhxeYGl3EsiwSSxnGh+bWJRb+oJudt3dQyGt4/U7aNtXQ1B6hpjGE22tf8VtalkUqkePoywP88O9e5eyJCQBKBZ3BM9OcPz3F7juvbT7o5af6ME2LYNjDgx/exW0PbKalM4qsXPSBMXSTuak4Lzx2kse+c4j56QQAS/MpTh4cYdftHdS3XNmXAWCplOXPzv+M6VyC6VycU4kphtLlsuxENk68lKFgaLy/YTumZTGaXuQ744cZSM9hlxRMy8IwTXYEG3l/w3bqnOVKyfHYOI9OHmezr5aMVqBk6hRNnYVCmqGazfxy+51IgoSFRUYv8KPJE7w4dx5JFBEQKBoatQ4/H27cxdZAfTnDH5/kudl+bKJMVcRTmWfI6kX+buRVDMvktup23MqtD8zbAyF2Ret4bPgchmVhWNbyrMAMB2qvPAQIMBBf4lx8sTK0DHB7bSN1bu8NG4peC1xK2cDUuCQ410yT63HdqXa6qHd7r9ngThTFZWndi8RCN80VKk/rwS7Lq6oTiWJhWaXl6sexaOhkLvPbsMvymn4SkijyUE8H3ztymq+8eIStDVF66iJsaYjiUleKR2iGwWQ8xcDsAkuZPAVNZyKWIJbJVQxmL927XFHjh8f6OTw6yWcP7ODBnvYVao6WZXF0bArNMHiqb5Bnzgwub8fk/Owi2WKJmWSa9WAYBqIg0Lu9iWhdALfXQSFf4shrg7z+4nkUReLXf+99OF1rXzuWZRGPZXjyR8d4/qnTtHZF+cin99PefXFezTAMBEGgZ1sj0foAHq+DYkHj6GtDHHp5oCyf2vZe3Jd4OhULGi8/24/X7+SO+zYTCntIp/Ice32Il545g8OpUt9Uhdtz5a6EfEnj2RODxDN5bIqMKknkNQ2Pw8Yjd67u/XfaVXa013FieIYfv9bPwbMT2BSJe7e1c8+2MrFojgT48G29/Oj1M3z/ldM4VIWiplPUdD5+9zY2NVQjiSL6ssy+KksossjfP38CzTCJpXNEgx7eu28T3jU8PS7g1JlJzg7OEYtnicUyLMWz5UHreJZUOr/hKsQF2G0KwYCLUNBFVdBNKOimKuQmHPIQDrkJV3kIBdzLRnlXvkZEScLtd5LPro7/bgUEUSgb7m1tpG3r1e+ja6HD08q7ax7ktaVD/GjmcRRBIW/msUk27gvfRdh27S7fPd4uRjKjHIofYzAzjCzIGBhs8/WyUHz+uvYzXkoQK8VRRYVEKUFOz5bnpE2dolnkvsjd7PJvu66WqOsmFnOJNN9+8eSq1y0ssoUSZybm8bscNG9wxkIzDPpnFzg+OcPp6Tn6ZuYYicVXVScEIORysqWuTCa21kXpjoQJXIM3hSAIRDxuPrV7G/Fcga8ePAbAUjbH8ckZbm9tosrnxrk86Z/OFwn7XNzZu3KgbmoxeU0zGbcSWlHn0DN9HHz6FA5X2WlzbiLG1Mg8d39oN609F7Mu5b7CWhq71y7JvfsX7lnx99Y7u9l6Z3flb0EQ8AbdaxrUeYNu9j68bd39bNpUR9Om9c1sZFliyx3dbLmje833BUGgtjVCbWtk1XsNnTU0dG5cf36jcDhVth9oY9P2hkoWPhBys+fuLk4eGmEqW25FyudKNLaFefiR3Xj85Yy4IAnUNobYtreVqdHF5eWKzE7Gr7jNrXtaaWyrJlDlweN1rNlXCuXj4Qu4uOPhXlRV5g/+9fcr7UvJWJbzpyavmViYpoXNrvD+Tx/gfZ/ah8uzOmshySI1jUEe/uhuCvkS3/nKixiGCRZMji4wOjC3IWIBZUOhuXySTzTvRRw7xONTJ/lQ4y4+07qPrw2/ygvz53l/w3bipSxPzJzmeGyc99RtZVuwAd0yeXl+kJfmB/CpTt5fv70S2MeKWc6mZvho4y46vVFKpsG3Rg/y96OHeG/dVupdQXTT4Hh8gh+MH2V/uI17ot3YRJnTiSl+OnWSn06dpN4ZIGR3sy3QwCvzg/QnZ9gRbMS3XEU5m5xlPBvj0y378cj2W16tgHKm/ZGOHp4dGyK3PPycKZU9LfbXNFzxgW1aJn1LcwwlliqvuWSF/bWNhBxvrJt9ecD55hyviMuN33btbakCrLqPm5a1IRO7eo8Xp6ysmLM4uTDL9nDNVduhSobBXDbDYv6iopRLUQg5nOu2cr17ayd+l52Dw5O8cG6E58+NsL2xhkd291Y8KEq6zvHxGb57pI9iSSPsdaHKMtliad1EWP/MPH6nnaKmoxvmmso7yVwRQYCh+aUVr6uyxD3drdT615/vaWiu4oOf2IfTZcPpvugE3b2lnsH+GQ6/Mrim+7FAWREqGc/y5KPH+NkTp2jvquHDnz5AW1d0xXle1xTi/R/fg8Op4nJfvGdt2lLP8PlZjrw2VG5fvSSfYxgmqWSOL/zj+9l3ZyeSJKLrBtHaAOMji4wNzTM/k8Dtia773QCCbgcP7W5kciFDvli+Pj0OGx11YXqaI8s99kVy+gJ2OYgquehuqOaL79rDuYl5ckUNu6qskJ2VRJH9mxqp8rnon5gnuUxaWmtCbG2pWZa9vwi7IvP5B3Zx6Pwk8XQet0NlU0M13Y3VV9z3F18b5IePHadQXFtx6UpQFIlQwFUmDVVl4lAV8qwgFcGAC4f9+jyYPAEnux/cytFnT1PfHqV5cz0Oj/2alA/faEiCxF1VtxO1R5jITVEyS3hkN82uRpqcK8lKyBbkvuo78V/FL6LeUce7ax5kJDtGRs9iE1VaXE34VT9+1VdRcLJJKvtDe8heNiCuigo93k1E7RGCtgCWZdGX6ud0sp8tvs1s8nahimq5U8jI8e3JRzkUO8pmz/XNWlw3scgWShw8P7Hq9bJ5jUJnbRV3b2mjvebK7Gwxk+XE1CzHJmbom5mjf26BeG51+5QiSTQFfexsqGN7XZTNNdU0BQM41etrcxEEAa/dxnt6OvneiT4yxRK5ksZUotzaEvI6CVF+yHY3RNjUGGFH28qA+MTwNE779bfZ3EzkMwWef/Qwd75/J5v3tCKrMgtTcQ4+dYrDz/WtIBZvNZjGAvnsV1Bs96Koe95yA4DBai91TVXY7CsrHy2dNXgu6+3csqcVX2Cl3KasSDS2X7y5l4o6ydjKC/9y+IIufMGNtzDJssTmHU10bannyMtlKbx8rsjc9JUJzHrYsb+N+z+wfU1ScQGCIOBbrq688MQpZsbL/fqx+VSlgrFRbA3Us9lXy+5QCz+bO8fdkS4aXUFa3FX0J2fKPdH5JIcWR+jyRvlg4w68SjnzGLF7GcsscnBxmD2hZtqVMuk0LIM7qzu5v2ZzZdlUKc/PZs8ylFmg3hUkp2u8MHcOEPh0yz6iDj8AYbuXsewSpxNTjGQXCdnddHqjtHmrOZ2YYjIXrxCLV+YHsEsK2wMN2KQ37n6wJ1pHmz/IqcVyNbFo6ByenWIyk6TB41/3c4u5HP1L88QKF++zm6qq6QiEbth52bQsMqUic7kMc7ksiUKenK6R0zSKho623OajmQa6adIfm79pLtR+m31DbWBrYS0yuJEYa1u4hqDdsaKl7CfD53i4uYMGz/oKaRYwlUnx0tTYClWsJm+AZm9gXUUpr8POw72d7GisZWBuiZMTM3zn8GkKms6/en9Z2jyZK/L9I2c4N7PAl+/fT1c0jMdu4+TkLCMLa98PvHYbj+zqpX9mnsdPnac24OWurhbsl7Qzeh02nKrCP7pv3yrSJIsiPsf6pE5RZMLR1bOWLe0RfAEnC3NJDMNc1aIliAKlks5TPzrOc0+coqO7lo98+gAtnasHxRVFJhxZvY2mtgi+oIuZ6XhlGxcgigJ1jVXsPtBWacOSZYnqqI+6xhCpRI5U8urt3DZVoaOlwNaOKB6lFlFYeR2ViYVGsjRK3ogRcWzDYVPY1lq7QiL2csiSRHdDNd0NVyYHUE7q1oZ8fPDAtc20ZrNF8oWrD1eLokAo4KY67CES9lId9hAOeSqtTUG/i6DfidNpu2kKYaZhkphPcvrl88RmE9S1R7G77KtakfY+tJUd9/bclG3eDCiiTI+3mx7v2gnSCwiqAe4M33bV9QmCQLOrcU1J2vfWPFz5b1VU2RNcPWeniiqbvBcTjIZpMJmbwcKiy9NBi+viXKJmargkB3kjj8n13Zuv+ykS8Xv4Jx+4Y9XrglDOYIS8Lqq8LpQrMMvvHDvNa6MTnJ9fZGQxvkIm9gJcqsKW2ih7murZUhehIxwi4nFvaDjuapBEkbDbRdTrYXBhCd00yawhy7ZpnYv6gR0d63pYFHNFnvzqCzRtrqe5px7vNcimXg903WBpNsHeB3txLJc9vQEXs2OLnF7WXL5elIovIytbEMWNK85cC0wzTj77NwhiGEXdzc3KYN4sBEJuAlWrf+dg2I3dsTKQadtUsyqbIkki/tDFzxu6QX4NR/UbwQVZ3/ae2gqx0DWDbLrcpnYtzuOiJHLvB7bjC7mvXqoWBQJVbpraIxVikc0USSdzq4KEKyGglsmYS1YREQjZXIgIqKKMbhpYWKS0PIvFDLdXd1SIAkDU7qPG4efQ0gix0krCtslXg1O6SAjDdg+CACmtHCyUTJ2zyRkWi2n+YuCFSoCpmQYD6Tnyeol4sbxOr2pna6Ce0/EphtLzdHgjpLUCJxOTbA00UO14Y9uI3KqN97V107c0j2mVO23nchmenxjls5u3r/u58/FFzi4tVGYDBOD2uibq3N7ruvIsyyJRLHByYZZTi3OMJGMs5XPECwWyWpGCrlM0dEqmiWGaGFaZXBiWdUODh5fDLsnXNN9wM9ARqGJHdS1jqUSlcnR6cY7/dew1fnnLbtoDoVXXgGGaTKSTfKP/BC9OjlZeV0WJ3ZFaNofWft5cOiBc7XVT7XWzvbGGExMzvHBupEIs8prGyGKMuoCXe7vbkKVyu0w6X2QhnVlz3U1VAfa3N7KvrZE/fOplvvHaCcIeF1vqo8jL/ki7mus4NTlLLJtnT8vKRNVGfsbF+RSD52aYHo+RTuYoFvWy78F8CnOdc6FY0Dj00gBP/vg4breNhz6wY01ScQFLC+nlbSyRSpZ9d3TNYH4miWVaq9p6JFkkWudHvWwOryzlLWOaJsYacQlAsjSKaZmYVglBEElpEyS1MZYK/QRtHTjlambyRxARCdu3IIs2JEElpy9iWSZZfZ5Y8Ryq5CWgtmOTbm2McC0QBPB7nVRXe6mp9hKp9hGt9hIMuAj4nAR8Tvx+J26X/ZbKDJeKOkuzCeo7ohiGyeTA7JrLXalt6eATJ0guptZ9/2Zg1wNbCEb8t3QbNxOCIOBVPGT0LH2ps2XfKFEhq2cZzAwznp/i9tA+bOL1tfVeN7Fw2VV23aDx3fdPnOHoxPSqG4oAVHtc7G9pZG9TPZ3VVTQF/VfMiFwvJFHEa7/ywXOsM/x7JcOZgWOjfPO//pBQTYBIYxXd+9r54D9++JrlPzcKSZbwhzwce/4se+7vRZJF5iZijJ+fIRT1X/d6LatALv0/cfv/31tGLN7qcLptuNyrzz1FlVFtMoJw8cFaXRNAklbeaAVBwH5JtcM0LbTSxoffNgpJEvEHLxIYyyoTTkM3EdWNE4tIrZ/m9sgV1Touhc2uEriEOFmmRbGoo2sGirqxW4wsistBbfmf8oWMbcVNtByQ6ZaB7TLlCkkUUUWpkgW/FB7ZviL7eyHwv3DPMS2TnK6hivKK5WySTK+/jpDNXZnbEBDYHmjkKfsZTsQn2B1q4WxqhqVihk8078WjvPHqcO9u6eRPjx8kXiwTpXSpyLPjQzzS2bOmE7dmGPTHFhhKXlSDqnV72VoVxXsdQ9uZUonXZsZ5cnSQvqV5ptJJksXCDYwTXj8UUbopCadrgVNR+Hj3FvqW5ji1OIe57PXww6F+pjNpdkRqaPUF8dpsiIJIqlhgLBXn2PwMJ+ZnK7+bAGyrruFdLZ2E1zHHW0hnePzUefxOBxGvG0WWmEmkmIqnaA1fbDm2yRK1fg+jiwleODdCtdfN0MISz/QNUVpHgehCoN5cFeAX79zFf3vsRf7qxSP8zrvvpD7oQwAe6ungmTND/K9nXuXDO3uoDXjRdIPp5Sr/e7Z241zjWWlZFiePjPL0T04wNjSPw2nDF3BisytIsli+d65zwqSSeZ5/+jSyLJJK5hk6N0tXbx22y7ZjWRanj43z9E+OMzI4h92h4g+4sNkUJKXswbHWJgRBwL6GvLkgXDwm6+1bsjRGXo9homNZJhYGqujBIYeYzL2CUwqjSl5U0clE9kVaPQ+X5a/NDEUzxULhFHkjjqAvoJsF6l23xl/jqhDA47YTrfZSE/VRG/UTjfgI+V34vA58Pgc+jxOvp0wi3siOAm/Qzcd/671XXS5cv37L/ZNfe4HB42M3c7dWob6j5m1FLERBZJu/l4ye4Vx6kOFadlgAAQAASURBVLPp85dU8gT2BXZxILQXu3R9z7TrJhaZfJFTY2uzxyuhu76agLucbUwva2FfgAh0R6u5s725PFwdDFDj9aDewn46i4tZDEkUcKyhZJPOFzFME4/DhigIjMzGWEhmaa+tIuhxrHmhHf9ZH4uTSyxMLDF8cgzFJt9SZu9027n3kb08/fev8dz3DqGoMsV8idrWMHd+YGMSlGtB1/rRtZNY1hszPPVWhM2uVJyoL4UgCEiytGw8Uz6HvAEnwuXBjcAKKUXLtDDWMPm5YQisqpZY1sayiZeioS2Mw71xNQhJElEv8zoxlwmNcv1z86ugihI2USajr6z2aKZBztCwSzI2aeV+iMKVH4SiIOJTHKiSzBfabl/VgiILIq5LCEONw0evv46XFwaYysU5uDhMtd1LqzuMcgNOpdeLWreXuxqaeXSwH1iWnEzEODE/w/41hrins2nOLM2TvmRgeFeklhZf4JqCcsuyiBXyfOvcSR4d6Gc0Fa/ItV4KWRTx2+z4bQ7ciopDUZZ/JwmbLPP6zMQK9+0bgSC8EdMtq9FTVc2vbd/H/zj8EkOJGOay2d2LU6OcWJghaHdil2UEyu1q8WKBRCFf+c6SILAtXMMXt+xie3XNFatewwsxhuZjaIaBIknIokhPXYRP7bs41+Z3Ovjgjh7+9tVj/OULh3CqKgGXg45o6KoKMoIAvXURfumu3fz+Ey/xlRcO81sP34HXYaOpys9vPXw7jx49w3cPn8YwLWRJwKEq7GquW3dWfW4mwdM/OcHhVwa4911b2HNbJ76gE1VVkGWRs6cmScTWrqQ4HCp3PdhLQ1MVP/r2QZ549Cj+kIu7H+xZUYWdn03y7E9PcPCl89z1YC/77uzEH3Ch2mQkWWKwf4bY4trbuN5A2bJMSmYaKHsUyIINj1pPlW0T49kXKRopuv0fQxEcjGdeWPFZzcyT0xdxylXIohO75L+ufYBy1fjjd2/lgR3t1/X59zywhQO7W/F5HXjcdrye8r9lWXzT25JtDpVNe6/ve13A4nScmZH5yvpsThWtqFMqahjXoG51JZQ20Ep2o0jmCsiSiENVKvcI3TDJFIv4HBef15ppMJ0v+/DIYtkKwMRCEsTlyrZFQHVRY49wf/XdzBcXyOo5DExkQcItu4jYqvEqnqt6Aa2H6yYW88kMf/TDlygZ1xYg/auP30fAvXJWwa4o7Guq476uNjZHq6nzewk61w7YbzZM06r4YdhkmYBztR7JscEpllJZ7tnWxmwszaOv9jGXyLCpoZoPHughElhdwjx/eLgS0Kl2le59HVeUKLtRKDaZ3fdtxlflYXp4nlJRI1jtpWVzPTVXMGNbD8X8E2ill9FKJ7CsLNnkv0YQyllpUarF4/8PwAVNcB1DH6RYeAxDHwBEZGUTqu0hZKWdS1ubLDNDsfA4peIrYOWQlC4UdS8r00IWlpWjVHgRrXQY05zFskpIUh2q7R4U220IgoJlFSjmfoiuD2J3fgRZWdnPmM9+FV07g9PzG0hSDdfbYiUp0rqVJkFYuVq7Q1n7AXsDp7JlWSzNpZidjDM7FSOxlCWXKZDLFtGKGqWSga4ZFAsaMxOxq6/wKghH/RuuVgAgrH44WxY3JIO3FoI2N3XOIMOZeeYLqYrk63B6gbHsIk3uKsL2a2snsEsK24INPDXdx0w+we7QSvnoy7+DLErsDjXzysIgLy8McDI+yb3RTSukbt9ISILARzt7+eFgf2VPY/kcT40NrkksBuNL9C1eNKGzSzJ7ovXUuq/tuKVKRb7ef4KvnTnGfG5l+1nY4WJXpJZt1TU0ewP4bDZsklwJhGVBRBIFJEHkX7zwBAu57ApVqLcbFFHinoYW3IrKN86e4Lnx4Yq/SKpUJFVav+2xyuHk/sY2PtLZQ29VBOcVmHjA5eCzB3awlMlS0MoyqjZFpsbnoT5wsa9elSX2ttZT7XWxlMlhAX6nnYjXTTJXKGedl5d1qDJfvKtsoFrtLd/fpWUJW/cH7gesypyFKAjsa22gzu9lNpWhqOlIgoDTphLxuVc5RF/A7FSc8eEFIrUBbr93M5u2NlSSbMl4Fq2kr5v8cDhVdh9op7UjgigK/N1f/Iyffvcw/oCLHXsviqnMTScYHZ6nOurn9ns30bujsUI8kokcmqavmK24GVAlL6KuIot2Ska5aiMJCsJygqHavpWx9LPIooOArZ20Ns1c7hi6VcCj1OJSoiSKQ3jVBrzKakfxjUIUBLY0X79oyabOmpUVmp9jGIaJN+ihviNCfUcttW0RPAFXefbGXO1gvVGsJ4RzKfIljVeHxhlbiuN12NlaH6UjsvHYrH9mHp/DTlt1sGJ4WNR1FlLZFd08umWQ0QoEbW6mcnHcsh2XbGOukMSvOpEEkYxexK86CdmChGw3z8T6Aq6bWFR5XbxrVxffe+U07bVVbGqoxmVXKWo6I3Nx+sZmaY0G2dG6Ups6ekkQXuv3sqOhlrvam2kOBaj1erAr8ht6gttkmR31NbRUBfDYbOxsXK1YNL6QqBjUvHxmFLfDxu09Lfzk4BnmE5k1icXU0MVqjs2pXpOL9vXggj39lgMddO1sxtRNVLuMvAEvgbUgin4kuQvTmEPXRGRlK6IYrbx3IVK2LANdO0k2/ftYVgZZ2QSWQbHwDHqpD4f7V1HU7cvL6uSzf0Mh/10kuRlJasLQB9FKR7CslQNylpmhkP82gqAgilEsS0fXTqLr/TgFAdV2F6BgoaOVXkBS2pHkToRlhm2acYqFxxAFLzcU1VN+0G7EJAlWVwxuBMl4lhOvDXHs1SEmRxbIpPLkc0VKBR1dN9B1A9OwME0Tc7l/eC2H7muFy7N6OO6tgDqnn/ui3Xx95HX+5NxzHAi3o5kGz8+dZamY4X1124jar21w0SmrPFCzmUOLo/yvs8/yrrot1DoDFIwSI+lFQjYX767bilO+GPB1+6K0uKt4fu4chmmyLVD/hkjMroctVRF6qiKcXh7izmoljs3NMJFOrBjizusa52ILjKUuDvB2B8N0BcOrKj1XQskwODo3vYpUOGSZO+qa+UTXFtoCIYL2cpXiSpUQu7ysFvM2JhYADlnhQG0jsXyOo3PT5PVydlyVJFRRIqdriIKAS1EI2By0+AL0VkXZFa2jwx8k4vJcVWFQkSTaIyFcssLf/Pgg9+3uYGd7HfJl16oglKsIm2pXz2pcIA+XrrOnbrXCnk2R2d2y+lkoCQJNVQGaqjZugClJIqIkYOgmgihUSEWxqPHT7x8hcQUhC0EUUBQJm11h1/42ErEs3/nay/z4O4fw+Z20dkYr25AkEa2kIQhChVQUixpPPHq04rVzMxGydeJV6hEECdMqZ6xV0YOIRLfvEZxyCK9eD4jYJC8iMk2ee7AApxTCrdTiV1uQBTs26cZMhG8Et7KT4q0Ah6s8TG6aFnpJZ3E6Rj5bYGZkAbffSSDio7G7jsbuOlo21RFprkK5RlGgjTz3ddMknsvTFApgV2QOjkwCcGRsiiq3i20NNcynMpybXcTrsLGlPspkLMnwQowav4fZZIazMwscGp2kty7KppowPzs7jE2RaYuELkY5Vrlt1yXbMCwTSRBxyCqGZaIIEookY5g3vxX7Ulw3sSiUdOYSGe7saeGTd2/H47AhieVSS65Y4menhjgzPkdzJMC2lotsTr0kE/q7D96FS1UIupxIV2lZuFXwO+18+a79GJaFJAp4bKsDBNM0ywZCiQzziQx7uxrZ393ID1/to6itrXWeWrx4I7O7bNS3X1mu7npgWRZ//M+/vqZM36XYtLuVd3129aD9lSCrW5GUzUCeYvEZVMd7kOUyORKQuBCsm+Y8hfz3scwUTs+vIytbABOt+BqF3NcoFh5DkuoRpSp07TTF4pPISi8O1xeRpFosK0M2/T8u27qAIAZweX4HQbCDUFbf0YqvkMv+CVrpdVTbXQiChKJuo1SIopdOYNruXK5MgF46gqlPYfd8ZAURuh4IorCu3OuqZW/CeazrBkdfGuDx7x5mqH+aZCxLsahtTKbmJsBmU96SDxuHpHJvtBsBgadm+vjT888hCAJ1Dj+fb72NO6o7UK8hQIZytq/DE+E3Nz/IjyaO8+jEMfK6hk2SqbK5eaBm86r2KIessjvUzJGlMbp9tdQ61lfxudUQBAGXovLB9k0VYmEB05kUL02O86lN/sqyE+kkpxfnVrQs7Y7W0eILXNM5mykV+f5A3wpSoYoSdze08E9330GTN7Bh52vDWlva9O2IZ8aH+Ou+YxW1rY5AiH+6+w6iLg+GZZalUwURRZJwyQoemw2var9myfJCUeP00Ay9bTU3PQt/K9DQXEV9UxWvPNfPN7/yApu2NGBZFkPnZkjEc0Rq/eSH5q+4DkEQcHns3HH/ZuKxDI//4Cg/+d5hPvmLdxKOlBWcGpqreOGpPr711y9y6ugoAMPnZ4nHsoSjfnK51cIsNwJV8qCuM3DtUxsBC69aVtu5UCNSpZXEzrY8t/gPoVrwZuHX/utnmRmaY+L8DGP9U4ydnWL87DRLy4qJsiJx4oWzOD12nB4HvioPDR01NPc20NJTT0NXLZ7LlB6vF0XNoG9qDo/dRks4SMjlpM7vZTKe4vzcIul8AVkS2NYQJZkvMp/O0h4J0Rj0k8wVUGWJtnCQlwfHaAkHqA/6ODU5t8I3x8QiXsqiWQZZvTxukNbzZPUic4UUgiAQVDeuOHk9uG5iEc/mOTU2yxfu30VdaCXb9jhsbG6IcPDcBDPxNPu712Z/LaGNZz1uFRRJuqL+NkCVz8Wr/WP0jc4R9rloqwmVCYWwPtu/MLchiAIunxPlFsnSNnbWYhgmhm4wMTjLWP80O+7ehMNlY2Z0gdhcEl/VtatNCIJjuc3HDggIgnPN4W3TmEcvHUFWti0H+2ViJtjvQysdQi8dxbCPLROLU5jGDA7XLyErmxEEFahGtT9IqfDkZdtXy9WPS7eldCIKQUxjHjABEUluR1Z60UovY+hDFWJRKr6IIPqQlR7gxoZq38hbvlYyePZHx3j0b19hcnhhhcOpaldobo/Q0BomUhfA63fi8tixORRsNgULi0MvnOcn33z9hvbhjXzI1Tn8/Om+zxNx+JAEkf3hVv7Pbb9I0OZGFAQ+1byPD9bvQKRM2AKqi4fretlT1ULeKAFlJamg6sJ+idTrw7W97A41U+tceY9pdlfx17f/MtHlNqqyGobE9kADja4gaa2AbpqIgoBdUvCpDtTLlIYEBJyyiipJHAi3UWVfWxnujYIsijzY1M7/Pv468eWgdqmQ56WpUR7p7KkE+cOJGCcXL1ZSI043W8NRgvaN29FZlkW8WOCFS9SMAJp9fh7p7KXNH7omZaxMqYR5k+Rm30wcn5/mT469zqnFWQzLosbl4T/d+TBbwtENk6yNojbs4z/8o/cS8DhWVSveivD6nXzok/tQbTInD48ydG4Wh0OltTPKZ3/lbvpOjDO9gRZOQRAIhNw8+L7tJJYyvPxsP4Ggmw99aj9ev4P3f3wviiJx/NAIIwNz2B0KrR1RPv1Ld3Gub4rZ65Tevn5cfebnHUJx69HUXUddW4Qtd3RTyJUo5orkswWmh+cZ7ZtgpG+SsTOTzI4uMKctIogCZw8NYXfZsLtsuL1OIk1hWrc00Lq1idYtDVTVBq6rG8SmSGxtiNIdDaMZJodHpyjoOqoskSuWUGQJj8NO2ONmPp1DFkVqfB5CbieyJFLldNASDvLUmUEsy8LvsKNfVn2wSwpbA42IgkCLO8wFWRQTq/Lft1o977qJhWmaZHJFCqW1M/Yl3SBTKKKto0LxdsL+7iYMw2RiIcntPc3Uh31MLiToaYoS8q7N/JweB+lYBqzysO6tuoE88Mn9YEFyKcNf/Jvv8OX/9EmizWFEUSCXKXDkuTOMnZ3mwLvWN627EVhWDtOMIUo1FVIBIAg+RCmMVjqEaZZv6KY5B4iIYhi4GATKUjMX5jUurreErp2gmP8Jhj6IacaxzBSGOYsk13IhfS8IKrK6g1LxBXTtDIq6E9OIoWt9KOoeRLH6bXXzPv7aII99+xBjA3MVcurxObn3/du4+91bqYr4UG0ysiIttxiIFaWOYqHE+NDCm/wNrg02Sabde7EVw6s4VkjJXpijuICyJK0Nl3zl1qOAzUXAtvratEsKXd6V1UNBEJAFiWq7d9X21kLJ0DmyNEbI5qbTG1mlUvVmoMrh4sGmdv7+3CmgPMA3nIxxenGWnZE60qUi5+OLzGQuVlK3hqN0BELXNLRtWBbTmRSJ4koxh1q3l73R+msiFelSkYxWelMUpG4mTMvim2dPcS6+UJkV+XzPDnrDEZRboFJlU2Saa25+X/StgiiKNLdF+Pyv3UsuUyo7ZIsCDoeK1+ekfVMt9zy8Bb//4vXqctn47X/9IXTNoKrac8m6BKJ1AX7h1x/gkc/djttjx+FUEUWRptZqPvOr9/Lhz9yGoRsVxSev30FnTx13PdhLKOyprGf3be3876//ozVdtaO1Ab702+9C1w38gVub3X07YyKd5L8fe5FTSzMA7AjX8utbD9DsXX1+Pjp8hm+cP8FCvtwm+KXefby3uRvXzVT4WAeyIiP7ZFzLvlOWZdHYVcuOe3so5UsUCyUy8Szj52YYOTXO8OlxRs9MMTe2yKxlMdo/xfHn+7DZVWxOG6GaAM099bRvb6J9WxON3XXY1lAXW7UfoliRil5IZ1nMZJlJpnHbbPgcdkRBqNxDGwI+Tk/O8oNjfXREqkjmC4Tcrsr786kMrw6Nc2pyjqO10xUJaEkQ3xSFwktx3U9Ep00l4HHyvVdOEw142dYSRZYkDNNkdC7OD1/vI5ktUu17c7N5NwMBt4MHd3aiGyY2tTyEWF/l52N3bl13YK2mtZq5sQUsyyKbymMYBtJNzlyVy8PlICyfLbI0m6Cpu7ZygjvcdlxeB4Mnx2/qdlfCBMzKbMOl+1bW+TKWlwEsk3IW5zK1iVVmQiWKhcfJpv4jstyF6ngvklSLacyTz37tsu0LKOoOJKUNrXQY1XY3utaHacZRbHcgiP6b+m1vJTKpPEdfHmDwzFSFVPiCLr742+9i/73duLyOK8r9lUoi5jrOuu/gxqCZOgOpeSZzcU7GJ3h+7jyfatlLs7vqTSeugiDgkGU+1L6Z75w7VbE0ms9meXV6gp2ROqbSKU4tzFUCX0UU2RGpocV3bQGqaVks5lf2xMuiSNDuvGa52jNLC2S1m9ue8mZgKZ+lf2m+MrANsCtShyJKN/Xc+N5zJ/j+c6dIZstVqV/50G2860D3Kq+ouViav/rR6zREAuztaeRbTx6jb2QWWRJ5cF8XH7p7C95lr6NCUeOF40M8+do5JubiuOw2bt/Wwofu2ULQ66zs/1/+4FVGZmL8wvv28lc/ep2hyUU8Tht7e5p45L5thHxXDr4lWcTnd+Hzr17OozjweFdWzURJpHoNQz1YltUOuFYF/JIk4vM78flXu8crirxqG06XDadr7XNWUWWqqv9hyqtfC6qdLr68ZT9nEws8OnyG6WxqTT8ygDtqmmny+Dk4N8FXzx4lUczfVB+ba4EgCCg2BcWmgM9ZliNurKJpUz3737MDvaRRzGvEZhOMnJ5g6MQYQyfHGD83TWwuydzYIuePDvPc3ysoNpl/841/wub9HVfcpsum8mBPB8qyL0zI7eT92zetUHgThIt1Lo9d5X3buinpRkUZVZZEVEnii3fswq4o1Pp9fGD7Zly2W0/OrgXXTSyiAQ+fvns7/+37z/Obf/4oLruKy6ZS0nVS+SKyKPLxO7exo+3q0/JvdQiCgP2yYR5Flq5o/td7WxcnftaHZUEpV2S8f4qW3vVNXG4UsiLhq/Lwzd9/jPs/sR+n287Q6Qlef+IkTV038htc+cEoCHYEwY1prCxlW1YRy0whCK6KmpQg+sDSMK08lnWRjJjmApcOEFhWjkLuGwiCE7f/Py/PSEjo2qk190cQ/CjKLgq5r2MYw2il15HkJiSpkcsrIW9lTIwsMHJ+doUU7T3v2cbO29rx+J1XDVIs0yKbvrnGe++gjJJp8OxsPz+YOIpbsfPhxh08WNOzwnzvzYQoCLQHguyK1nFodgqAeDHPiYUZcprGZCZZmcGAsrHb5mA1tmtOdlhcrg8gCsLyQ/Haguhnx4dIFt/+MtaJYoGCvrJyP5qKszNSe1MNE+/f08mmliinBmf4ix+8Qq5QWnM+xTBNFuIZxmZjnBqcJuBx8r47NjMfy+CyqziW23I13eBbTx/jB8+forOhmvfc3sNCPMOPXjzN8NQiv/Xpe6haNoBNZQsc7BtjdDpGV3M1H7hrCyPTS/zg+dPE03l+57P3vuEeIu/gzYcqSrT5Q7hVlWML05yNrz8rE7Q78NvslAyD7yl9b+BeXh0XZiNVu4hqVwAHlmVRVRugbWsj+969ndEzk5x+5Tyv/PgIY2emKBW0isystk7nzqUQBQHnJXGkJIq4lwnBWvdOQRBw2VScqrVqGe+yCtSttGK4EVw3sVBlibu2tNISDfL0sUH6xmdJ5Yo4bAptNUHu7m2ltym6bkYfWHPw7M3O/q2FTL7IC6dHePHUMInsSpb9mx++a01n7rs/foBv/bcfohV18tkix549TXNPwy37fh6/k8/9s/fx1f/8I37y1RexLAtf0M29H93Lw5+5umX8ehCFAAICpjGPJV+Uc70gqSeKYWSlF13rQ9fOI8ltAOjaCXTtNLKyCUkuEypZ3oQg+tGKLyErmxHFEGBRLDyLZV0aEFtYVh5R8C0vIwIlDH0MQz+PrLSt2EdBEFHUfRQLT1DM/wRdO4fD+QlEaX2H1rciUvEcqUSu8rcgCHRtrScY9lydVFgWWklnfHDuisttCG+fQ/aGwSmp/Grn3Xyx/U5ixRzfHTjNLz71XeZzWTyKyr8/8BB7IvWV3lXLsvjbc8f4wdAZvv6uT16T6tL1QBAEPKqND7RvrhAL07KYzqQ5PDvFSDLObPZiG9T26hq6Q+Frvj4EQcBvW1lm1wyDZLFA0dA39D0ty+LM0jzPjQ+R+TmoWATtzlXf+z+8+hyz2QwPNLVR5/Fil+RLDCAvGlFd+Gc5sKEyS7QWvC47HpcdwzArcpPrIVfQmFlM8e4Dm3nXgW5EQcC0QBSoEIBj5yZ54egQ9+xs55MP7STodWJZ0N0c5s++9yovnxjh4QPd2FUFC8gXNW7f1sIvf3A/oiAQS+VQZYkzI3OMz8ZpqQ1d7yHcEAx9nELuaxjaIILgQnW8G0XdQzH/EyS5HtX+IIXsNxAEBcX+AMXsVwETw5jHNKZw+f4totREMf99tMJjYFnItgPYXV9cVXH/eYW17HBuXmIYKAhltS9h+dy7YCZYdhW/+FlREFaJ7FzwjpEEsdK/vx6E5c9LwtWWfONwIQa1rLKiomVZaEWdubEFzh8bZfD4KAPHRpkamiWfKWIZZqUrQJIlbA6FuvYa3GtUyTaCjdx/304xzAVc99NOWM5StUSC/PK79q5UrBEuxiZXOiixbL7ilOuyqbiuUeJrLViWRUHTK+u1yXKl9HS9eP7UMI8fOcemhmpuDzevWFd4nRJwfUeU9/7y/fzwT54kl8rz9N+9xD0fv41AxHdLThRREunY3sS/+7svoxV1ivlSuXVGEtc1LtoIFHUnghgkm/pPmK5xBGQQVOzOjy1vtw678+Nkkv+OdOKfodrvBzRKxZ+BZWKzvwdRLMsWKrb9KLa9FPPfwTSXkJUeDH0AXeuj0i4FCKio6n4KuW+STf8XZGUzhtZHqfgCorj2wL8kt6OoWyhkv4UgepDVbZVKydsFWklfkflQbTI2u7IhRSrLgqX5FKePjN7CPfyHC0EQUAUZRbD4yfA5fjxyjoeaOtgRriVTKtLlD190C7/kM5IoYJjWG1I4s0syt9c2UuvyML1MIhbzOZ6bGCZRvGjIVuVwsjUcJeK89utDFkSavH5sklRRl7qgQnVyfpbd0bor3t8M02Q6m+Y/H3yB4cQbPUx7axC0O9hbU89IKlYxHkyVivz+4Zf4g8Mvr0vUZUHEpaqEHS66glUcqG3k9rpGalyeNduoLgRxoihsgPxbVAc93Le7A3Wd5N7AxCLZQokt7bVUBy76sNy3p5NvPXWcl0+OcNfOtkq1XpZE3ndHT2V9bqeN1voqjp6bZCmZveXEwjQXsIwYTu+/QJLqQFCxzBigYVkX2m80LKtM3ixKgIrT85sIYhUgYBoTlPI/wO3/AyxK5JL/BsN2+yqhkA3vk2WR17RKvAHgUBSU66jg3WoYlslkOskPR/p5Yvw8M9k0sijS4Pbxxc27ube+DYesYFoWT44P8KORfs7GF4gVc3hVO3fXtfBb2+8gaL++IPpaYFkWhmWRvcTIUxJFHLJ8Q5Uxy7IwDRPDMDF1E10ziM8nKwRi8Pgoo2cmSS0bNopiWbpYlERkRSJYH6JtayOdu1ro3NlCS28DLq9zw6qRtwKWZaGbJjntokmfJIo4FeWmVkyvBTeURrtw4QiVf1wbfvFvv8u5+UUAvnTHXn7jngPIN3ggcprG//2jp3l1ZBws+PLd+/nwthvrQVtMZdnRWsvnH9iFvMHWAVES+cy/+jDDp8bpe+UcE+em+cr/75t86b98FpffucI19Gbgwm8hSQKSU8XuvDktGqIUxeP/H+Qyf0wu86cIgoqi7q8Qi7Lk6348/v9KPvvXFPPfAUQUdTd256eXPSyWzxNBxeX5Z0hilGL+p2ilQyjqbjyBPyYd/8cIgpMLClQO169gWRqlwjMUCz9FkbfgdP8mhjGKaax2fBcEAVnZgyA9g6LsQJSuHOC8FVF2+L74u5WKOpl0AUM31zXog/KNJRnL8P2vvkI2fRNaS97u07S3EKZlMZKO0+YP8qHWzXT41zY4EgSBz3bt4LNdO96wfRMEgYDdwXtau/jLU4cBSBULHJmbWlFl7a2K0Bu6vmqeIAj4bHZ2Rmp5dXqi8vpAfIlvnj1JndtLldOJLEqIgoDFhQefQUHXOb04x+8feYVjc9Polokiimhv87kgQRD40ra9DCdjvDQ1Vukxt1g2WFzneipZBqVCnnghz/n4Ij8aOkut28NnN2/nIx09VDtd1+18K4oiDpuM27n+3Es6m0eWRFx2dcW54LSpeJw2FhNZjEsMcAVBIBLyrPhbkURM01qx3K2CLG/CcryfQvYvlysWH0KSLggxWGBZWJaOUJnZE5DlTgTBU6lIGMYEpjFBNvkvABFB8IB1/a7Ji9ksv/7TH3N4erry2n984EE+1L0J21WqSm8kLMtiKBnjfx5/mSPzU9xV18IXunehWyb9sXkCNkel6iaJIofmJ3EpKl/YtJOg3cnJpRm+fu4EkiDwb/c9eMv317QsjkxP8anvfLvy2qZwmP/4wINsjVybdH+pUEIr6uiaQS6dZ7RvgoHjYwwcG2X45BiLy2phgiggKxKyIuP2OXF4HNS1RejY0UzHzmY6tjUTrg8hq2+d3/UCnh4e4ss/+XHl745giL/58EeIeq5dEfRm4K13hG4QTlXFtCwS+QKmZdE/N8+79c4bIhZep51YOkc8ncfrsq9ggZIkrskKBUHAG/TwT//iS/zPX/8KfS+f44Xvvo6uGXz8d95HuD6EzWlDUeQ3le1egG7MIwgORMG1qiys2m5Dta3fTiUIMoq6HUX9g6tuRxQDOD2/gdPzGyteD4R/ClzIVGSwMHD7/m/g/97Q/luWBVYWARnFdmBZeerthUCVh0DVxSyyZVmceG2I7q0N1DdXrWlap5V0EksZfvyN13nm0aNv5O5eMyzLIm/oZEpFioaBhYUkiLgUBa9avq4sy0K3zOW+9fID3y4reFVb5cFnWRYl0yBTKlEw9GUToLIErFtVV0jpaaZBqlSkoGsYlrUsIyvjt9mRL2lbKpkX23nKw9AKHsVWkQrN6xqpUoF4scBSPgsILOSzqJKEXZIJ2p2V7S7ms+R0DQsLEZEGz+oh1IKukyoVcCoqlmWRLhUxLBNVkvGpduzLQYlhmWRKJbJaCd0ykUURr2rHKa+djfKoNu5vauPr/SfI6VrFFO/Csqoo0VsVoT1w/apCHtXGIx29HJ2brlQtCobOj4fPMp1J8UhXL72hCC5FxcIiVSpyLrbAM+PDvDw1VpmriDjdbKuO8vLUGFnt+oO7NxsFXcfC4pPdWxlKxBhPJa6bm09n0vz+4ZeZTKf40ra9NHh815V1FIRykulKEEWx0hpzKUzTwjCtZVPQS9pe4IqtzbcWZZ1+We5Acv8GWuFJtOJzSK5fAAQscwnTnMM0JhGlSwJPQVyR9JSkNkS5A6f3X5VVDC0QpLf2s8K0DMojvdfvkVQyDV6dGefowjS/1LOHL2zaeUXJ0X+99/4Vf7+vuZuhRIwXp0exrFuncnkr8Mw3X+H4z84wfHKcqeE5jGUJd1mVUW0yvrAHm13FX+2lbUsjbdvKSk8NXbW41xAbeAdXx88dsRAAr70cEBR0ndGlBEX96oM1V0JbTYijA5P8xROvs72lFodN4cLdaltrDUHP6tKgrhkYmo436OZL//Wz/N3/8z1e/N5BnvvmK5x6sZ99793J1js3Udsexe5czhhd47UqIFDXHt0wMSk/RDJlXSZxZRvEXPxf4LLfi9f5keXKwZsFjXTuB2QLz1BX9ddXXLLcH1nAskpYZopS4VlEqQ5Z7kIQbo1vyK1ETUOQpvYIJ14fQiuVb34vPnEKr9/Jve/bTjDsQVIksMA0TIpFjdGBWX789dc59uogsiIRqvayMJOoqEpdF27RMyNRLPD42DmeHB9gPJPAtCxcisrDjZ38Us8eHJKMZpq8NjvGV88eYzQVx8KizRfio+1buKu2GbusYFgmxxdm+PbASc4nFklrJWRBYGd1HZ/r3smmQBhpOWg6tjDNt86Xl8toReySQqsvyL/cfQ91bl9ZtU3XeGFqmL8fOMVEJoEoCPQEI3y0fQt7IvXYJJkTizP83bnjnI3NM51NAdAXm0MWRbZV1fC7O++mfplA/Omp13h+aoT5fBZBgOOf+ierjsXJpRn+18lXubu2haJp8PTEIPFCju5ANV/s2c3u6vpydSQZ49uDp3htdoJkqYBPtfGupi4eaeulyuFaFXTKokijx8+B2kaeGR/CghWGeC3+AFvDUezy9V8fdlnmzvpm7m9s4+mxIUrLOupFw+DVmQlenZlAEgRskoxhmZQM4/JOWSIuD7+z+w66gmHOLM6/LYmFZVnECnlenBzl6/0nOD4/Q8k0kJZNC22SjCQKrL6gLCyrrCuvmyZFXadg6JUAXzNNvnv+NDUuD5/v2YHPdmukI0M+F5YFiXQO3TArnhhLySypbIGupmoU+a0ze2DoI+Qzf4aAhCAGUe0PIYo+ZLmLYuExdO00gqAiSvWAhCiGltthL34HSY5id36KfOaPABAED07v7/FminyYlkHRzKKZRWRBRRUdyOLFRGhKW0ASZJyyH+k6Q7bFfJbziQVavAH2XjILth6Khk6qVCSna+imgWlZ+FQ7S4UcpmUhvY2IxRNffYH+1weBssiN0+tAtSvUtUVp6W2gtbeB5p56wvWhFbFUPlskn92YGIqvyoNqe/vFHLcKP3fEAsBjt6FIIgUdZlNptHXkzzaKkdkYY/NxLKB/fKXqwe99/N41icWxZ08Tm0uQXEiRXEhhWRYur4N0PMvCZIwf/9nT/PjPnkYUBWxOW/mkvOZBSvjboT9aVjG4OiwrRzb/BILgxON8zzVt662JElrxIFrpKIZ+HsMYx+H+FSS5+c3eseuCy2Nn523t9B8f5+zJCUzDRCsZ/OBrr/Dik6dp6YwSCHuwTItMKsf44AIzE0tYVvmG2bOziQ997jb++N/9kKWF1PXvyC1ohSoZOl8/f5zvD/WxJ1LPxzu3ElAdjGUShB2uSgvkufgCv/vK4+yqruNf7r4XE4vHxs7zh8dfxiHL3FnbgiiIGJZJ1OXh3oY2AjYHxxem+fbgKaocLmpcHkJ2JwVD5w+OvYwqifz6tgMEbQ7mchmOL87gV8vSk7ppcmhugv985Hn2Rxv5hU27yGolfjTaz5+ceg2nfCc7q+voDUX55zvvJq0V+P1jL2EBX9i0izqXF7ssE7ZfzGz97q57+LUt+/nD4y/z49Gz6x6TxUKOJ8YH6AlF+PKWA0iiQMkwiDjK5euFfJY/Ovkqk5kkH23vpc0b4sTSDF87exRhefuONQhCwO7ggaZ2np8cWdH7LSKwKVhNb1Vk1WeuFWGni9/afQdF0+DwzCTJ0soHsGFZ5PTVZMEhKzT7/Pzatn080FTu6a73+JjOpt806cnrxWw2w5+fPMj3Bs5UqjBVDicdgSr2Retp8QfxqirSZUHchZ7ovKGzlM8xsmxcOBhfIrV8HIuGwRMj59kTrWdfTVmf3jBMDNOiWNLLQ6a6QbGkARayJK1r1roeupsjhANujpydpCkaJFrlRdMNHnuln2JJ48CWZuxvmWBJQFY24wn84ap3FPtdKPa7Vr1ud/3CmmtS7feh2u+72Tt43SiZOc6nXma2MEiNvYs65yacsp+SmUcVHcwXhhEECKoNOGU/AiALKpKgkjMS2CUPeT2JhYUi2pEFhZyRQkDEIXmRRYW8rpEo5vGoNgK2Kxti5rQSr8yO88zEIFPZFDmtRMkwmMokgbd3p6yvykNjdx3VjVUIAmSTWQ4/c4rXHzuGYVz/N/ulf/9xWrfcOtXPtxt+LomFQ1EqAz6ZYqk8PHkD+OCBHj54oOeaPvPvP/kHFDbAdk3TIp8pkM9cX2/8Wspaq5cxMcwYhdIRssWXUaRa5GI1ouhDkWoRRdfyvmQpav2UfSkcqHJLpXphmEsYZgJRcKIbM4CAItcjS9WVSohuTGGaWQTBjiLVIIoBBEHANHPoxgyGmQAsRNGNIjUtS9UK5VkKfQTTTAISlpXf4Jc3MY0ZdO0ogujB4f4Squ0eBOHNNYe5EWzZ08K7PrqbYlFjfHC+Msy9NJdiaW5tsuD22tm8o4lf+K2H8XgdtHRFb4xY3IJk1EgqzovTo+yJ1PN/bbuNWldZI34/F2/GpmXyzYETyKLIv9n7AGGHCwuoc3n5vVce54mx89xe04woCNxW08RtNU2Vz26rqmE4FWM8FSdRzJeJhV5uk6p1Bah1emny+tldXc/7Wi4Oaqa1Ij8YOkPY4eJ3d91N0O7Eotzu81+PvsBLM6PsCNfiVlTcikpWc+BWbFhYNLh9NHtXiwkokkRoA74OGa1Ehy/Eb2y7Df8aD/tXZkY5H1/gV3r38t7mbmySzIHaJs7FF/nu0Gk+2r6lrDZ0WULCoShsr66hxRdgIL5Ued1vt9NbFaHGdeN9t6Ig0O4P8u9vf4Cv95/ghclR5nOZi+1py4RGFkVskoxLUfHb7WyvruFT3VvpCUVQltvM3tXSiSyKlAwDmyRtKBvqVW30VEWwX6LG1OYPVlrIrgU2Saa3KoLzEpLWHQrjuILCVaZU5G/6jq4gFVGXmy9t3cvHunpxKeqG20Usy2I8neDPThzie+f7KBjla/5cfJHRZJxdkVqKRZ2+4VkWk1lGp5colHT6hmdwOcrzEJtaotSF1/Z9WA/dTdU8uK+LHzx/iv/zw9dpjPpJZvKcHZtnf28zezY3vomtT/+wYJc81Ds20+jaiizYmMsPMJU/g1+txTA1ckaCWHEKl1xWaax2tBJSGziVeIoe330cj/8Ej1JNta0ZlxzgXPolTMug1b2HansroiAiCxIlQ0O/Sszw2uw4/8+hZ+kKhPl0xzba/CE8io3/fvxFnhofeIOOyK3B0kyCpZnETV/vx3/7vTd9nW9n/FzeNcRLJNGyJe2GM2GWZZEtlEjlCuiXDalV+92rPC7eejAoaedJ5X5AoXSKkuinpA9jUzbjdX6wQizypaMUtX5MM4VJnoD7F3DZ7wVkcoWXSOW+i9N+G/niCQRBwuP4AB7nw5hWimzhZ2Tzz2BZBRBknLbbcDvegywF0Y0ZUrkfUtT6sSwNAZOA50s4bLsBlXzpGIn0V7AoIgpeLlWIuhIE0YHd9Unsrk/esiP3RkNRZe557zY8fifP/ug4o+dnScaz5HMl9JIBWIiSiM2m4PTYCVZ52La/lQ9+9jZC1V7SyRwtXVEOv3T++nfiFqSkxtIJYoVcuYXHvnbfqmXBycVZPIqNM7GLsrnzuSwCMJVJoRkGqiyT00rM5TLEi3mKy3MWyWIBAaGSpffbHby7uYufjJzlf516lR3hWrZX1dDmCxGyl31BiobOucQCQbuDU0sXRQGGk3E002Aum0EzDdRbIBfrUVRavME1SQXAaCpByTRYyGV5bfaiyaUgwGQ6SVYrEVpDoUUA/DY7O6prVxCLjkCInZGam9YfLQgCtW4v/2TnbXy4o4fXZyYYiC+xkMuQ1zVAwKkoVDlctPgC7KiuoSMQWtWG9Qu9O/mF3p3XtO2eqgj/8c6Hbsr3CDtd/Ke7Hr6mzxyaneJnEyMVUiEJIp/fvJOPdvXivkajQEEQaPIGeLi5gxPzM/Qtlavimmkynk6QKhXJp0v87MgAUwvlrHFva5RsvsRzhwcQRIHhZJxtm+vYV9eATZHZ1By5KimQJJGH9ncTDrh56fgwE3MJnHaFj9y7lQd2d+LzXDwvm2uC7Nm8MiMriQLVAQ/bOuvwucvLaobBdDpNXtdo9PlxKjf+bDRMk8VcjrlshhZ/AI9t5fHVTZORRJyirtPsD+BW3xreMteCoplloTCKLNoIqQ24lSpqrC5ipSl0q0SVrYlaxyaOx8uziAG1tjybpS1gWBpFM8edgXdjWgZpfYkaezcJbYbF4hjV9la8qo2oy8PB2Qkm0gmaPf517wOvzo6T0Up8ecsBekIRREFAM8r3obcjuna34nDf2mSj5x139hX4uSQWl8u/3SgWklle7R9leDZGOldEFEU03cDnsvPxu7ZSX+Vf9Zna1giF3K01KxOEjQ1zCYKC034bougjmf0GdnU7PtdHVy1nWhlC3l9HVTpYSv4hqdwPcdj2IwoewKSoncXn+gT+0BfBMrAsrTz4qp0nk3scj/O9uBz3ky28QCb3GLIUxe14AEmqwud6ZNnoTmAh8W/JFV9BVbqQpACx1P/GpnQS8v4GhhlnNvZbq2ZAbjUKRoHF4iIhWwhvwEXPviac9RKqqNK+uRbVJleWkwQJRSw/MLu2lr1JUqU0OSOHYl/dkywIAv6QmwP3bwbKMrItnesrWyiqzP57N7F5eyPnTk0w0DfNwkySXKaAaVqodhl/0E1tU4hN2xtp6YxWzgObXWXbvlYmR8tqa529dVdskZBkka4tDZiXlIHrW6qQr8F4R7XJNHdGK98PoKUrujz8WYZmGhiWVe47v8I5m9c1lgo5/vjEqyuPiSjR5guhWyaFYoEXpkd4cXqUrFbCME1MTPrjC3QHLg5iCsDnunbQG4zw3NQwL02P8tjoOe6obeaXevYQsDmwLMhqpTW36VFs1Lt9Fbfqmw1FlFZkyS+HtjxQ/v3hPjwTK4Op3lB03cKSZVnkdW2Fb4VNkugOhukK3vxBVUWSaPMHafNf/0D4zYamGfSfm8bhUGlqCKHeRCUX07I4ODPJZDpZea3G5eH+pjbcyvUHtVGXmzqPt0IsANKlIkVDpz7i53e/8MCanysZBr/3zBN87cmTvPiLv0rI5+LLH7tzQ9tUZYl9PU3s62m64nKP3LeNR+7btvKzisyBrc0c2NpceS1TKvHouX5GE3G+vGc/bcEbPyeKhsFL46N87+wZ/vltd7EtuvLeWdA1vnbiGNPpNL994HY2h1f7Sr3V4ZL8+Nz7aHJvZ74wzHjmJKIgYVFu41ZE+/LchYVNcpPU5pAEFQsTEHBI5QqwbpUYzx4nq8dxSF7E5dkRv83Btqoanp8a5qejZ/GotkpSIlkqELI7qXa4kUURl2JDFSWmsymqnS400+RMbJ7B5NKKfb4gCVsydDJaiaJRlvnPaGWxCUUUK+pwpmWhmQaaaZLRSxjL96i0VkQSBNTl58KtGAr/0n/8NNYtbuC62Sqfb3f83BGLbKnEdDJFYXkY0GNTb3jQ6PDABC/1jdJWG2JsPk6V11We4Shp6w7Jfur3PrjCQflWQbqCDOm1wmm7HUVuRBTs2NVeCtkTYJmV1hhR9CzPZlxU2rAsHU2fpqQPY5gxMvmn0I1ZDHMBzSgbdQlIGGaKkjaMhYmFhWGmAB3LKlLU+gh5fwNBcCJJCk77XRRKb6zCUUJL8uLCK9wVvp3mjjp++V88zFR+Gpfsot5ZV1luJDuKV/ZS5yy7mX/8l+8GYDo/w0JxAY9ndfZZkkTaN9Xyr//os9e0T96Aiz13dbPnru6rL7wM1Saz645Odt3RuaHl7Q6Vj/3S6v7ka4HH5+ThR3bz8CO7110maHfiUhTG03HSWmmVyRoAAjR5/ThlhX+3/4FVA4ZOWcEuyxyem+Jvzx6jxuXhFzfvotHjR0Tg/z38XKVH/QIkUWR3pJ7dkXqmsykeGz3Hfz/2ItvDNTzQ0IEsln0ZZEHkd3fdg3zZA8Kr2q/DnfrmoMrhIury8Jmu7ewKr5ZPjqzT0lQyDfpj8xWjPIBat5edkTpcNxD4vp2Qy5f4y795kaaGEL/w2dsJBW9eoiKvl53MLzX36wyW3YdvJDCSBBHpbW7UpkoSXaEqAg4HrptUOZBFgQafn9saGvHb375trutBEhTccghxWXDELnnwKtXoVnmYWxQkXHIAEYkqWzM+tZrZ/ACx0iRRRyeqaCdsawZARMKnlImXTXThlP1AuSVxV3UdH2rdzNMTg/zB8ZeocZaNVxPFAu9r6ea++jZkUeT2miaOzE/yjfMnODQ/iWVZTGSS7I3U8+zkUGW/NdPgbHyBg3OTxAo5+mJzLOSzPDpyhrp5H62+ILvCtQTsThLFPAfnJhhLJxhJxYkV8hyan8K0ym2N+6ONdAXCN2w3sBbWUlN8B7cWP1fEoqQbvDYywbm5RbTllqUanwflBm3PF5M5uurDfO7+XXztmSN01oXpbYry54+/TqawtnPs3R87cEPbfDMgiV4ELmRQxTKpqEBAEn1cqrBRhoWFjmkmKBSPVeYbFLkFVW7FskxyhZfJlV5DQEUQVHR9EnXZoduydMC6RMVJQBCu/kAqGkVmC3MktAQWFjX2KGFbmFgpznxxnpJZKhMARx2apTGZn8QwDTRTwyHZ6fR0YlgG47kJUnqKnJ5HX9Yzzxt55orzaFZ5WYCSWWKhuMDrsYP4FT8xrY1GZwNexcNScYml4hJOyVnRnbcsi/HcBHEtjoRE2FZF2F7ev7nCPGBiWhZVtipqHFHSWobZwix5I48syNQ5avGr/g3/dpZlkU0XSCymqW+9mLEzdJNUPIOhm1TVbHx9NxvtvhCd/jAvz4xR7/GzNRTFJklktBKGZdLpr0IURN7d1MUfnXiFoWSM3mAEmyyT0zQyWhFVkpAEkaxeIqdr1Lt91Lm8aIZBX2yOyUyyMpQNECvkGE7GcCs2PMtBzuZgpLyO5cSDS1G5p66NHw6fYTydoCsQRhElslqJvF7CrajX5CVgWRaaaaKZRllS17JIlwooYtmo81oCxx3hWl6YGmEslWBToJqww4VhWcSLeURBWNHyWdk+ECvkeXxkYLkdqeyq2xmoYmd17Ya3/Q7WR1YrUbhMadCj2lYZJF4r0qUiqeLKWTvPJTLLV8ebr9TjUlUebu+4qetUJZm9dfXsrau/qet9q0AR7UQc7ZW/vUoYtxxaU16201uWfQ/bWhC4YH4r0Om9HQBZVGlwbqGe3lX3rYjTzSc7t9Hhr+LYwgzxYh5FFNlaFaXVG6wkcnZV1/Frvft4fW6CpUIOr2Ln8907qXa48an2yllmWBbz+SznE+XqeLu/inZ/FXldZzC5hCKKbA5WEwByusZYKsFQKgbAfQ3l5/9MLs1MLk27P0SntbYn0Dt4++GWEgvDNInl8qQLa7cElS5Ra0rk84wsxa+rumBaFulCkcHFGI+e7Gcslqi811sTwXGDfZ6KLKIbAoZpokgS8UyOkmEQS2UplG5MyvaNRNk4yMS0sstOpWUpxBsrP8rIUgS7ug2v+5M41J2AhWlmyjrh6GQKzyCKLgKeX0QQHOjGXFlfHBBFF7JUT754BFXpKA+Ql85ccYuWZTGRm+RU8jR2yYYoSHhlLy45z8nkSdJaBrtk51xpADFU3s7jM0+yydsFFgxmh6h11lEw8jy/8CI1jiglo0RGL7tt6qbOdH6akewoW3y9hGwhDMskpaWJlxKYlom36CVqrwY85PQ8Z9L9mJZJjSOKIioktSQvLr5M2FaFYRkMZ0e4o+o2hjJDHIodYbO3m6VSDFd+kqB6H6PZUU4kTxJQAnhkNyHb+i62qXiWdDyLN+DCMEwSi2m8QTe6ZnDm0DA1jVWk4hmyqTxun5PF6QTJWBan245hGJUWOpf3yuogNxNhh4sPt/bwzYET/GCoj5emR7FLMiVTp9UbpNkbxCGJPNjQwbn4At8dPM0rrjEUUaRkmthEiXvr22jyBGh0l4nJiYWZcsldkjAtC4esrOivXsxn+d5QH3ldw6UoSILIbC7D7TVN7K4uV6EcssK7mjqZzCT5+8GTRBxupOVBYq9q46HGTmqWB803gvF0gmcnh0iVChxbmKZg6Pz56UM4FIVGt5/3tWy8+tQTjPDB1s08PTHAX/cfwaPYMLEo6Bo9wQjtvtCqqo5mGPQtzvPS5FjltaDdya5IHXWejX+Pd7A+ZGG1d1GmVCbI1wvdNBlJxhlLJSqvSYJItdO9wTmF8v5Mp1Mcm5khWSzgUlW6QlV0BEMr3IpNy2Iuk6Z/cYH5bLlvPur2sKU6QsDhWPHdXpucoKDr7Kur5/jcDGOJskx0tcvFgfrGSlUils9xaHqK2Uz5Hlrn8bKzppagY/U9pmQYDCwtMZyIkSqWW2G8NhutgSCdoarK9gu6xmuTk4wly8ckYLezt66BqHtj1aexRIIjM1PUerxsi0bXVFC7FRBvAsG7WjJDFNZPlpYd2tfeB7/Nwf0N7dzf0L7m++V1C9xe28zttc2r3vs3+y624zlkhQca2nngCuu6gHq3jy9t2XfV5a6EtYSb38FbE7eUWBQ0nafPDnJobHLN9xczucp/Hx6fIl0oXteJo5sWiXyeocUYS9kcF1qinYrCgZZG3DdgjgfQHAmytEwiWmtCvNQ3wqnRWRAEXPa3T2uBJFYhS3UUiseJWyVUuQ2HugNJWq1ss1EIglBej20vmfwTFEonwTKQpAAO2z4UqQ5VbqakD5LKfh9BtGNaGWShHDgLiPjdnyabfw7LygEyFlcma4ZlMJWfQhIlHojcX5l3GM+NEy8l2BnYTrOrmZ9MP8ZkfopqWxjTMtgX2otP9nF+cJCl4hJpPYOFycORB5nMTzFbKA/vehQPXd4u8sbF7KFDstPl6eRMqp96Rz37Qnsq7zW6GohrcYYyw5XXRnPjGJbOQ9EHyGgZfjD1Q6by01iWhU/xcm/1PZxPD3A62UdOz2KTbATVIH7FR7UtjE9ZPwiMz6c4f2KMTbtaGOqbIp8tEqz2sHl3W3l4WdOZHV9idmyJSGMIt8+BEM+yNJekmCshyiKi+MYSC4ADNY2E7A6OLUwzk0tjWBZe1caOqloUUSybSqo2vrz1Nl6aHmE4FaOg67gVlWZvoDI/0eT185nuHbw+O85SIYdLUdkZruXeujayWrEipxh1ebiztpmh1NJyz295TuNATWNFlUoUBGpdXv7Rlv28OjPGWDpOyTTxKjba/CFaLlN9UpYJDlhrqj4VDYN4MU/B0NkVqWNXpI6iqaMVDRLKRbWzqNPDh1o30x1Yvx9clSTe09xFg9vHyaUZlgp5ZEGkyuFkd/VqLXrTspjKpPjm2RPEi/nK9+sKVnFXffN1Ga1dgGVZLC5lePm1AfbuauXwsVGcDpWeTbXE4lkGhuaJRrz0bq7D7bJX9mduLsn5wTkWlzJl5+ZqL5u7a/D7nCsSGgePjKCVdHbtaObk6Ukmp+OYpkl12MPuHc04lx2kLcsinshx7vwss/NJTNMiFHTT1RklEvZeVXJ1YGiO4ycn6N1cx6aumvKMWElneHSRyakY6eU5Jp/XQVtrNU0NoRWzQlDOyntUG5IgVOZvzscXmc9liTjdK4L4jcC0TAbiizw7PsTMJXMxNW4PjV7/CuWrKyGva3z1xDEmUymymka6VKTB6+NzW7ezs6ZcrbKA4XiM7589Q//CAoIAhlmWv93f0MDHNvVS7XJVfpufDJxjMpVkPpvh0PQU6WKRgq7jtdvYVVPHhZHVkmEwmUpxYnaGM4sLNHh91Ho8axKL1ycn+N7ZM2RKRURBwDAtCobOnY3NtAWCiMuth4ZpMZNJc2J2hqF4rCzF7HJviFiMJxN89eQxzizM87HNvWypvnGJ5Y1CWr6XXZAVHk0kGInHiRfy5LVyhd6pqIScDlr8AWq93utSM7sUF+YdZtJpJlJJ5jIZcppGUTeQxLKIQsDhoNHno87jvaY2taeGBhlNJBCA2xub2BQOY5gms5kMx2dnmM9mEQWBsNPFpnCYJp9vxczBQjbLmYV5JpIpNNPArao0+f1sDlfjUpQNJzYFhErF17QsUsUCI/EEk6kkqWKRkmEgiyJuVaXG46HVHyDodK5qb70eaIbBYi7HWCLBXLasflfU9bLDvSwTdDip93pp8vlwXMN3Wg8lw2AmnWYkHmcxlyWjaWBZOBQFv91BS8BPk89fMXC9kXv7rcAtJRYlw+D45Aw/6bu6Qs3QQoyhhdhN27YA3NPZwrb6aOXgXy82N1ZTKOk4bSpbW2pI5woMzy5xYFMTtcG3TxZQkoK4HQ+RF72VGYcLEkAexwdQleZKS5KqtON1PbLc2iRgU7rxOT+x5nplKYLH8V5ypUPoeplESqIPUXAjCApu53vIFw9iGEuIgguf65MIiIiCa3nb70UQ7Gj6OJLoJOD+Ipo+se73sJb/t1xvufiadeHv8msCAtZyFtGn+JCF8umuSiq6qWNZZnl5obzs1VtehOUJEXN5+1e+mIVL2sYEofxZWZTxKB5EQSz/X5QwLJNmZxOqqDKdn+Zk8hSGZdLt7Vr7+1tlF9rEYobEQhqHy4ZlQXIpTXwxxdJsksXZBLpusDgTR9d04gtpnG47yVgGXTMIRa9NmvJmQBQEuoPVdAfXD6YFQcBvs6+QhL0ciiixOVjN5iusB8rzEe9uXvsYXr5fEaebD7VdXVJalSQ+0Lr+vnUGqvjtwNUHZxs9fr6waddVl7NJcmVG5EowrXIQ9rdnjvPC5Gjl9Sq7k7vqm2kPrF8B2yhm5pL8xV+/QCKRZ2hknpnZJNu3NqDpJlPT8bJxo2lx2752LAtGRhd5/KlTjE8soSgyhmFSKGhs29rA+961lVDQXXkAP//SOeYX0izGMvT1T1Mq6RSKOl63nR1by4PFlgVz82meePoUff3TKIqEBRQKGq1nwrz3XVtpbgyt+1AfHJrna994hUy2RFfHxUAznSnwo8eOk0jkkGUJTTfIZAo01of48Ad20t668jxTJZlWXwCfzU6sUCZwk+kU3zl/mqDdQf01uGVntRIn5mf47kAfL0yOVoiKgMD+mgZafYENBylFXSdVLPLpLdtwKgrHZ2f4Tn8f3zvbR3swhNdmI1nI8/jgAMdmZnigtY0d0Rp00+TJ4UF+ev4cDV4fD7W2r6jyD8fjvDI5wYMtbTT6fJRMg1SxiPcSdaZql5tP9W7hjoZG/ur4UeayaysIGZbJj86fZTqd4rNbt9MWCFLUdabSKUIO54rj5lQUPty9iTsaGvne2TM8PnhlqdMLHrMTySR/e/I4ZxcX+OjmXh5qa79p8x4bgSpJCMBkKsVPB85zYnaW80uLxPJ5csstmG5VpcrppCMUYmdNLXc1NdPi91/XELBlWQzFY7w0Ns7JuVlGEwlm0imyJY2ioSOJIi5FIeR00uwP0FNdzYGGBjaHqzdUDft+fz9PDQ0iCAK/bZl0hkKcX1rib44f49WJCeayGQTKVa89dXV8ZNNm9tTVIYoiQ7Elfnj2LM+NjDCaiFMyDDw2G23BIA+0tvGRTZsJOhwbOsdFQUCRJHJaiROzczw/OsLp+XnGkwkShQJFXUeRJDyqjTqvl66qKm5vaOS2hgZ8dvt1Bfu6aTKVSvHqxDjHZmcYisWYzWRILRNsSRBwKApVThdNPh+bw2EONDayo6YWdZlgXgtMy2IyleSlsTEOTU9xfmmJhWyWdLGIRfmaCDqcdASDbItGeai9gyafD+dbbHbulhILmyyxtS7KVCLFaCxOLJu/ZQorl0KRRG5vbeJze3cQdrtumD36XA58y6kZuyrzrt1dGKaFJIrXbEr0ZkJAwKZ0YFNW98B6XR9c8ffly9nUTdjUtQMqQRCR5Rq88gfWfF+Vm1GvYFonii68zpWfLUvRrg1ZkKmxR1lKxXhu/nlkUabF1UxIDeFTfJxJnmEkO0paT7PJ210mDJedA6IgErFHMC2T5+Z/RsnUsCjTrMXiEsfjxxnOjrJUiuFRPDQ46lElFb/iYyQ7RtEs0evrIaAE6E+dpT91lrnCPIdjR9nq30Kjs4HTydM8N/88uqnjkBzUOWoZzY6tQUgsZguzDGdGsLDIGXk0a30nYn/YQ+e2RgQEdtzZhVbSCFT7MA2Tzm2NKDaZaEMIURKRZQlRElFtCoGwF4fbRqmoE6zeOCG2LIvHBs5zam7+6gvfIGRR5P1dXXRWvdNvezlyWlnpSZUk7LKMJIhopkEsn2cgscjzE6M8MTpQaTG1SRK7onU8vOwTccOwQNdNSprOh96/k+//8CgHj4zwnoe3sm1LAz9+7Dinz0xx2752kqkcP3vhLMMjC9x1eyfdXTXousELLw/w/IvnaKgLcMeBDmyXGLCNTyzRH3Rx9x1dRKo9aJpBLlfC5So/NPP5EgePDHPwyCi37Wtjx7ZGBEHg6IkxXnz5PIGAk6qQG88l0pIXLvuh4Xm+9s1XyeZKfO6TB9jSU7/8voDdrrBjayNej4NAwIlpWhw8MsLPXjhH84mxVcRCAG6ra+K5iRHis5PL9w2LRwfPkNVK3NPQSk+omhqXB+cl2UtrWRknXiywkMsymoxzZmmeg7OT9C3Okb9kbqMjEOKBpjZq3Rv1HLGwyTKf6N3CtkgNUK54jCUTnJibZSQeY1u0hpF4nEPTk2wKh/nwps0E7OWKgktVOTozzcGpSfbV1a8gFnPZDA+3tvNwe8e6hEkUBJyKSsDhLAfx6xALKCccDdPCpSi0+APYZZkdNavnfwRBwC4rBBxX94QBkEWJ2WyGg+fP0r+4wIe7N/NQa/sV5X8vzbxPpVJkSiWwwGOzLWfVw9R6vdeUEbbLMifn5vj6qRM8NTRUXudliOXzxPJ5zi8t8frkJH3zc3ysp5fdtXXXVPEyLYunhgb5QX8/r09Nkiis9sPSTJOCrrO0vL1XJsZ5dWKc93R08WBbG5ENtpaZlsVQLEYsn+fPDh/iJ+fPrYjnxpLlbH5W0/Db7XhsNr7d18d3+k4Tv2S/Yvk8sakpRuJx3KrKB7q6N0T8REEgp2k8NjDAt06f4uTc3Ip2+gvfNadpzGUzHJuZ5vDUFOeWFvn0lq0rKnEbQV7TODI9zff6z/D65CQzmfSqZXTKVepEocBgbImXxsd4dXKS93Z28pFNm69J0MGwLE7PzfHtvtM8NzLMbCazSsuqtLyt4XiMlyfGOTU3x+e378BnuzaJ61uNW0os7IrCg93tdEfCTCVTjMeSDC/FGF6MMbaUqLD3mwFREAg6HbRUBdjdWMcDXe10VIcqJkw3AtO0GJ2PcXxomvlEhnu2thHxu1lIZqkNeXE73lo/6s87BEGg0dWELMrESnFAQBVVXLKTrb5epgszlMwS9YE6ah21aGaJ/cG92MTy73RbaD8hWwin5OD2qttI62lUUaXJ2Yhf8aFbBmFbGLfsQRZlVFGt9K1u8fUynZ/GAmShnJmySzZa3S3UO+txy24kQcIju7ktdICl0hKiILLZu4mgEsB0mgTVcntN2BZmq68Xl+xGtwy8igcQqLFHaXCun6H2hzx4A+6LXMkCYZngXhjQvvDvVcO9FzKi10i2fzYywnfOXHn25WbAJkn0RiLvEIs1MJtN8+cnD5EqFVHFspGcvuzfMZFOMpKMVzx7ygZ2IT7RvYVGz82rTimyRO/merraI3S0VzMzm2DvzhZUVSYUdJNKF8ozUJMxTvdP0d1Zw333bKoE+6oqc/zkOCdOTbB9a+MKYrEUy3LPnd3s292y5vm5FMtw9PgYoaCL9zy0hcCydrzHY+f8wBz9Z2c4sLdtBbFQFJmxiSV+/NgJcrkin/74frb21q9Yv9tl58H7VlarTMPi8NFR5uZTWJa1an+6g2He09rJZDpZaV9Kl0o8OtjPiflZWnwBwg4nbtWGKknllivTpGjopEpF4oU805kUM5n0KofyFl+Az2zaxt5o/TX5pyiiRGfw4nXjsdloD4Z4aXyM6XSabdEa5rLZcqtUSeN/vn5RXjmnacxmMnhttuV2nYtQJYk9dXU3pb9dEkTe1d7B104e5yvHjvLq5AQ7orXsq6tfNd9xrciUivzwXD+n5ub4ZO9WHmxtX+V5cSl00+Dl8XG+09fH2cVF5jMZcroOloVLValxe9gSifC+ri72NzRsuPNhLpvhG6dO8sJYuQIlAAG7o6xQKYokC+Xf/8K1upjL8dOBARKFcmvY7trVCnBrwTBNvt9/hr86doz+xYUV76mSRMjhxC7LaKZJslAgvayYlymVeG1ykqlUiqV8jo9u7qHOe/VEk2VZnFtc5PnRUZ4cGkSRJOpcLvKaxkKu3NZe0HVen5ygu6qKoMPBT8+fJ1EoEHQ4cKsqsXy+QrQWczm+ceokB+obVhDw9VA0dA5NTfLtvtMMxMrdLTZJwm+341RUDMtkKZ8nVypVkoQDsSUWTmQpGjpf2rUH/wYrF9lSiZfGx/jK0aMcm51ZYV/gkGX8dgcORUY3TWL5PNnlbRYNg8PTU0ymksTyef7Rnr3YJOmq27Qsi/6Fef7P0SM8NzJcEReB8r3cb7fjs9nLs57FIqlikUypxGODA8TyeT63fftVv9MbiVtKLERBoNrjptrjZid1ZIslFtIZZtMZxmMJ/vj515jPlDMb+1sauLO1aeWNRaB8dlz491qvCQKSWM5s+Bw2Ih43LaEAXof9pvWdDc8u8cSRc8TSeQamFmiOBAm4HTx9bICHdnXS/g6xeMPhkOy0udtou+z1sD1M2L5Sq98u2ejxXfRY2OLrrfz3eu1GO9Tta74etUeI2lf267a5W2mjddWyre4WWmlZ8VrEXk2EcgY0oPoJLCs/OWUHNY71vS0ux4pK2Rqn+Xo3sluhE/4O3hhktBKvz0wwkoxfcTmB8hzKL/buYn9Nw039zQVRwOd1IIoCDpuKokh4vXY0zUCWJAzDxLJgcSnD/HyKQkEjlcpXztFCQWNhMU3A76R0mfCFqkj0blpfuSqdKTA+GUPTDP7yb16srLNU0hkemcfrdZDNrhQKSSZzfPv7hxkanuc3v/wg23rrV81M6LrBxGSMU2emmF9Ikc9rLC1lmJlN0NxYxXLn4QrYZZn3tnZR0HX+7sxxpjIpLMpZ3eFkjOFkOfARBQFZFMs98Ga5iXI92CSJLeEoH+vcwv1NrQQdq80PrwRBKCfzLkASBOySjGGaFJczuyVDRzMNBKHcN34Biihyb3MLbYHgqplEuyRjW8Ph/XpxZ1MzfruD16cmOT47zaHpKZ4eHuTz23awNRK97uf2+aVF0kUPRUNnMZ+jaKw/q2daFn3zC/yPV17h9Nzcql/lQvA2mogzn82gyhL76xs2tB/fPH2K84uLWMBtDY3c2dREnceLQ1GQBIFMqcRIIs5LY2McnZnGsCwKus6rE+NUu1xEXG4a/f6rbudnoyP82eHDDMfL55oAVDmd3N/aRk91NWGnC0WSMMxyMDoUW+LliXHOLCygmyYTqRTfPHUShyzz0Z6eq55v5fmcOH9z4hhNfj+f2rKVOo+HRKHAU0NDPDU0WFaly+d5bOA8NlkmUyrxge5N3NXUhNdmYzSR4BunTjIcL9/Dzi4uMhBbotbrvSpxm0ql+Nbp0wzHY1S7XNze2Mj2aA1hpwubXBbwiOXznJ6f57nhYabS5WsyUSjw96dP0x4I8r6u7qvOs+imwan5Of7iyGGOz85iLpPDRp+fO5qa6AmHCTqcqPLFYzsYW+KZ4WGG43H05SrY104cp8bj4RM9vVfcHsBsJlNuGRsdqZAKURDYUh3hruby7JHHpmJaFnlNYzyV5IXRUY7OzHBwavKK5/qbgTdMblYA3DYVty1IS1WQXY11PHqyn8VsDtOy6K2J8Knd26558A3KQZYsrlbquFnoG5tD0w0+dFsP33nxJJZl4Xc7GJuPk8qtLj2+g3+4+O7ICQ4ujKNbBooo8Uud++nw3XxTsnfwDtaCIopsC9fwhZ4d3NPYusrl+kYhAJJ0QU2uTFTLfeHLQapVzhWWtHK7i80mY7NdfMzYVJl77uyisSGI07EygFVtMqq6fgBrGCaaZmBTV69zz64WItVegpc54J7smyQc9lDSdKZnEhiGxaVxhaYZnDg9wXe+fxhFkWhpqqI67EFWRIZHF6CS+1y9T9VONx/r6qXB4+NHQ2d5dXp8lY+KaVmr2jUuh1tR6Q6GuaO+iTvqmukKVuG5RvduKB/6dKGAd9nroWxWVkSRpEovvV1WcMgKO2tq+ezW7auemRcywJfiZj9XXYrK/voGuququKephTOL83zl2BH+5PBB/vBd773uQeawy80nercynUrx4sQYDR4f7+/qXjELcgG6afK3J45zam7uiussGgaHpqboGh6p+HNcDX3z8wjAZ7Zu45HNPXSEQitmGUzLIlMqsaumlm+dPsVPB84vG8bpPDcyQm91NR91u1GvcBzGEnH+4shhRhPxytnZFgzyf+3dz47aGiIu94puDcMsVzYPNDTy3f4+nhwcJK/rzGWz/H3faRp8Pu5racV2lWOf0zQmUyn+//fex0Nt7dhkmZJhEHI6GYnHGYiVTfQGYzEkQeD+1jZ+ZdduOkMhZFEkUyoxk0mzmMuRKhbRTZNTc3McqL96RShdKpEuxWgNBPjstu3c09xMrWclITFMkzsam9hSHeEvjxxmILZUIRd/dewYu2vraPT7r3hOT6ZSfP3USU7MzWFaFqIgsKu2lk9v2cqeunrCTueKY2tZFvF8nn31DfzpoUMcmZ5CM00ShQL/5+gR9tbV0xpYXyBHMwyOTE/x+OAA2eVqjigI3NvSwqe3bGNHNIrXvjJRnimVuK2+kW+ePsX3+s9wfHb2isfujcab5mOhShJNoQCnZ+aWlQtEbIp8c3qBNwDdMDgzNke+qLFv05VdRzP5In63k6766osqUBZI4vqybu/gHyZaPCHyhs6xpQl+Mn6GDzZtoYN3iMU7uHF4VRtbqiJYWMQLBfK6hmGaOGSFkMNJVyDMnpo69kbr6QqGb1hpZj1s5I5nXyYUWzbX8/73bFtFFlRFwu2+tgBWUSRcTpWaqJ9PPLJ31XybLEu4XSvJSmN9iI9+aBevHhzix4+doCbqZ/+e1krVIp8v8diTp5iZTfKbv/4gDXUB7HaVweE5TvdNcTVUOVw81NxBV7CKoUSMkwuzDMQXmUinWMhlyOs6BUNHoDyIb5dl3IqNiMtFjdtLs9dPZ6CKRq+fereXgH1jg6xroWjoHJ2d4Z7mcpU0Xshzam4Ov91Ok6/cDlfn8dDg9TGbyWCYJg3+lQHPrZ6AvLTxwG934I866Kqq4ujMNM+ODGHegGRv1OVmWyTKvc2tJIoFvne2j4jbzZ2NTSsCZsuySBYKPD00dIW1XURe1+mbn2c0kdgQsQDYV9/AF3fuosnnW/V7isvyuuUBZ4H5XJbXJ8uiJ/PZDK9PTrK/voHWK7iWf7+/n9Pz85UZB5/dzj+7/Q7uaW5Zs/1bEkWCDif7GxrwO+zkNb1SYRiJx3ls4DxdVVW0Bq7slC4KAm2BwAoSokoSncEQu+vqKsRCN03Cbjd3NDVVSAWUh9Z31dTyzPAwqWKZhI8lEmjmxn73kMPBezu7+HD3JnxrmCVKokiNx8O7OzpIFQv8xZEjzGXLEsjnlhZ5YWyMT3g86xKonKZxeGqa50dGMJb3qbuqii9s28G9LS1rWhcIgkDQ6eT2hkYUUeKfP/UEU6kUAKPxON/pO80/v2N9QY/5bJZXl1vTLqC3uppP9m7htoaGNffVrapsr6khuEzoDk9P3fJr91rwphrktVYFUCWZon7ljM6tgCiI1IZ8GMbVT+hqv5vDA5McOjdBrqCRzhd46th5XHYVr+vWOoGahlnu77/CkLhlWUymUvzrZ5+5pfsiCSKKJCKLIqok4VZVvDY7PruNkMNJjcdNjcdD2LVR7fWfP2wN1tLtr8atqDw9dXU1tHfwDjaKqMvDb+y8jWSpQFE30C0Ty7KQRRG7VO77DTtdGxp0vdWoifqpifiYmUtSKhnU110WwF7HU9Dvc9LaHGZqJkEymaOzY2Xr4FrrjEa9dLRHaG6qYmExw1e//grVYQ/trdUIgoBumMzOpQgEnGztrUcSRXTdJJXMMzuXpK3l6kkBVZLoCFTR6guyO1pPsljuI8/rGrppVoI/SRCQRBFVlHAoCi5FxaOqeFX7TUiolWVbv3L8CIu5LH67g0NTkxybneGhtnaalglESyDIPc0tfKvvFH988DXuamrGZ7OTLBY4s7DAQ23tbKmOXNNsomVZ5dmRYpGpdJpEoUBOKzGdThOwl3vrnYqCJIrMZTI8eu4MNkmmwevDrshMp9OcmpulqypcIZcXpFoThQJL+RyL+bJ31EwmzVQ6hUtRcasKsrh6PyNuN7+wfSf/5eUX+avjR6h2uegJV6/ohhiOx0kW1/bXWguzmTQz6TQ7amo2tPzntm2j3uu9IklUJIkt1REebmvn1NwcOa0sIHJyrqwitR6xmEmneXp4iPwlLTPv6+zirqbmq/5usijSFari3R0dDMaWGI6XKx4vjY/zUFsH9V7fFSsHkiiyJRJdNWztt9tpv2x/G3x+2gLBVed2ndeL65L4YD6bXTHDcCU0+f28t7NzTVJxKVyqyvu7unlxbIzFXBbDsjAtix+fP8uHNm1al1gsZLM8PTxIerly4FJV7mhs4s6mpqv6oUmiyK7aWu5sbOL7/WcoGgaGZfHYwABf2rMHn23tfR5NJDg8dZEY2CSJu5ub2VNXd9UKUqPPxxd27Ki01L1V8OYSi1AQVZZg49f3NePl0yMcH5imUNIIeZ18+oGdiKLIc0cHOT40xfb2Oh4MXll5Y2d7HbFMnm8+f5yzE/McH56mo66K9+/bvK7crGVZzAzPk1hI0rW7HUne2IPDsiwmB2Y4+NNj9B8cJLWYQXUo1LZF2Hn/Frbfsxn7ZWTGolwae350dEPbuBFccPy90DusiBKqJKLKMg5ZXtZZttPs99MdDrM1EqE1ELxhk8K3C2RRRBZVnNI/jO/7Dt442GX5psjGvhForA+yb08rP3n8JF/9+svs3tWCx20nlc5zfmCO++7eRFdHBFneeAAbCrq5bX87X/vGq/zV377MHQc6CAZd5HJFhkcW6e6qYe/uFmzqxcfahYpypNrHFz9/B//59x/jz//qef7l77yXgN+FIks0NQQ5dmKcJ5/po742wMjoIi+9OnDN5EcSyx4jVdc4G3EzIIsiu2vruLupmR+dP8t8Losiitzf2sYne7dWqlcOReHd7Z3YZJlnR4b4y6NHMCwTh6IQdbnXdHO/GrJaiccHB/j66ZMUdZ35bHlY9r+88iIuRWFfXQOf7N1Csz+AIorE8wUOTU+S1TTk5fnIrZEon9qyrTKsrpsmr0yO8z9ff5WSYbCUzxHPF/ijg6/htdnoClXxma3b1/SnEIAWf4Bf3bWH//TS8/zp4YP8yzvvps5zMdCfv4Jq1ZrfsVRaU91pLdS4PWyP1mzI7NepKHRXhWkNBDg9X1bdm0qnGU0kKOr6moHloalJ5i5RDJIEkY/19F41CL0ARZLYWVPL5nB1ZdYhUShwdHaaPXV1V1SJkpYrFpfDJsuELjvvq10uql2uVcv6bLYV5CWrlSqD7FeCTZJpD4Zo8a/fVnQpqpxOdtbWcmJutqKWdXp+nlguh2cNtaYLkt2vTV70Xav3etlVW3tFEYBLoUoStzc28tOB85W5psVcjjPz8xxoaFy1vGYYTKaSjC6bQAI0+Hz0hCMbboe8o7GJKpeLuWVzyrcC3uSKRfCGPSauhmeODrC1pYbNzVHsNhlZkhAE6GmJMrWYZC6+WkLscgQ9Th7e1cn21hqWUjlkSSTkdVET9GBX1z6EpmHy+F8/x8uPHqZpUz23f2gP+969A7d//YeOoZscfOwYP/yTJxk6MUYmkUXXDERRwOa08dqPj7L7oW185l99hGB0dYn1jYC5zPzhgnP6amUvURA4Mj2NW1XLsn0+H3vq6ri3pZWWQOCmKHW9UTixNMUTk2fp9FVjWCbPTJ8nq5fY5Ivw0dZttHpC/x977x0fyX1d+X4rdc7oRs4Zg8l5hjPkDDNFSiQlWcnWKq1t2ZYte3e99u7zW6/fc1qv9dbatWzZ1tqWJdkKVjBFUiLFzCGHk3NCGOTc6Jy7q+r90UAPMAAGDQwm0Kujj6RBd1V1dXXV7/e79557ThH+F/Oh6zpTqRivjHVz0j/MeDIK6DTZvTxe08nmkspCJu4nI1d4Z7Kfh6raORMY4cjkAJqu0+Qo4eeat1Nn88zL8gUzCb7Xf44jkwMkchlqrW4erm5jX3njPEO1lJrlyOQAL412MRANIgClZhu7S+t5sKoVp2F+yX9daSm7I1Ei6RThVJpIJk08U9yEcKcxEo3we0de5qG6Fp5sbF+R0s7diqFomP/81gv8TOsGnmhon0cjSqs5Do8N8tJgL5/o2EKL+/YrbBmNCvff14HFbODQ4W6+9c9HUVUNs9lARbkTRVm5xrssS2zdVIcoCrzy+mV+8NwpMpkcJqOMz+dgw/qqJeW/BQEa67189jMH+JP/8Txf+fs3+Y3PPYTFYuB9j28hGk/x7e8eQ5YlKsqdbN1cR6mvWKnXOwtZFPncjl3oOrjNZnZV15DK5TBIEl6zhRLLtTlHADxmM+9pbmVnZRXRTAZ1puplUwyUWq3zFsS/sHUHH+7ccMMKtElW2FdbR9MSGXan0USZNb9YdZpMfGLzFp5s7yAzI6+rSBJukxmf1Vqg2UmiyIbSMn7n3gOLHtOiGApSvGZZ4ee37iCrqVTMvCYKAhtLy/ijBx4mp2l4LfPn3WIz5LOYlRQuBu1eL1ZDcSZpgiBQbrfT4ikpBBY5TWNspvKz2CL/1PjYPGniepeL1pKVJRwq7HaaPR4silJQ57w0NUUwmbxhYCEKAt5FggVREDDIEoooFmhNdqNx0f4WgyQXjO4g38dSzJW1Gw00rmD9IAgCm8rKcRpNhcAilcvRPT1NjdO5IPBLZbP0BgIFihZApd1Oa8nKxs92rxdlTpUmp2mcHZ9YNLCIZtIMhcPzhBTqXW5qXcWv76yKwvrS0p8GFrOocjk42NrIZCxGi6/klnQrPLl3Pe9cGuD8a6d5YGsLVSV5V8gSpwW33Uw0uXy5RBAEXFYzTosJrUIHgWUzO9lMjle++TaTA37Grk4yOeinZXP9DQOLM69f5Lt/9jwX3+kil712o2maTjKWIhlL8fI/HiKbzvKL//3nsF7nXnu3QNN1EtksiWyWyXicgVCIk2Nj/POFi+ysruKpjg42lpUXnWGBPBd6dCiAIEBFtQez+fYYwkSzaU4FRnhlrJtWp49GewnhTIrXx3sZToT4d+sP0OhY+cJtJBHm5ZEuPEYLW0uqiWZTnJweZjQR4Zc67mFzSRUA0+k4hyf7Oe4fosriotNdTlLN8vJIF13hKb58z4ewyAoIAsFMkj8+8zIXg+PsKq3DKhu4Ep7kixfewJ+O88H6a1z3l0e7+Xr3cXwmGzt8NWQ1jb7oNL1RP/vURq4XKH2qYx0PNjahzlAUVE0jq2lE0+l8sJFOE07NBB2z/06nCv8en3GCvRNIqTkuTE+w0VeOdvfHQUUhlctyzj/BgZrGmQXPtXFA03UCqSRdQT+xbHFZ1mLQ0lzKF//ko1RUuDAoEg/d38meXU047GZ0m4lPffweID9eCgI47Cbu3dfKpo01JJNZdE1HkkRMJgW3yzIvCPjEx/bywae237CCIQhgNufV/6av+hm6NIqmauy9t40PPr2dpqYy5JneCZvVyG/9xmMoioRzxmFeFEU2dlbz3/7fn0GRpUKfRXOjj1/9xQeIJzLouo7JqGC3m8hkcmjaQqnZWfgnI3z762/R3FrBPQc6sNruDAVNFARqna7C34st5uZCEASsBkNR3gE1Tic1C0aD+ZBFkXKbnfIiPDdkUaTCZi8EAEtBFAQ8ZktRyliSKFLjXHiOiiTR7Fl8wW1foWGeUZaL7lmqd7vnLZyXg8topNw+/3qMx2JLLvIvT/lJzQks2rzeFSfr5JleBLfJVBiXewIBQukbi9EIM9Kni70uzgo5zAQWZlleNCCVZsaHWeR7GZYfmM2KQoV9ZcF+rcuFWZn/u12Z9nOgoYHrr1g8m+WK3z/vNZfRRJltYSB1I3iuM3rU0Qt9Htcjkk4zGp2f3C61WhdUf24EQRBo8pTw8tWrKzrPW4k7GlgoksSvHdiTb0A0KLdE1amt1kdNmYtwLMkffP1lNjVVYpFWtygVBGFGESWPHx65yObGSmp8rgXb9l8YZnokLwOnqRoWu4mKxqWdgicG/bzxz4e5eKR7XlBxPZKxFK99+zAb9rdz8CP3oCxRMbmbMMuVDaVSjEQjvNbXx/2NjXxq61bqnK5llcD8kxGe++4x+nsnMZkNlJY5ee+HduJdgcnbzSCVy+Iz2fhQwxY2eCrQdJ3v9p/ln3pPcNI/TIXFiXkF6juCINDhLOP/2fYeDKKEIual8p4ZPM+3r56iJ+IvBBaQLxU3O7z8YvseGuwlaOj4TDa+fOktLobG2e6tIavmeH2sh2NTg/y79QfZX96IKAhcjU7zlSvv8NJIF9tKamh0lKBqGpeC48iiwIebNrPRU4muU3BpdSimBefrMpkWTCj6TPUqz1/VULWZf8/wymf/ndM0/ujNN/hR942dc3+KtYFRknm4tpk9FbW4jcU1my4HQRAwmww01F/rOXC5LLjmJEpKffOfR12HH37nGD965tSC45VVuPjcf3iM6tqSRfe90XnUN5XyS59/mO7LY7z0o7OYjXkPjbnJBkkSqapcSJlQFIn62vmJAFmWiv78ucjlVMZHQ5R47WhF9OrdKsz2IwxHwgveUyQJj8mM5TY6T78b0LzCDH+pxUqptTgjOa/FsqK1jMVgwH3d2BrPZuYFD7NI5XKE06l5leLFgqpi4DGbcZhMjMwsbIOJBMlsblHfllnkfZuWXnPM3StPC147MZ68YtnKxjOfxbKgQj2dSCwaxmRUdUHW/ydXezn59bEVJb1nZW/n/h1MJRfdNp3LEbkumHOaTMsmB65HRZEmh7cLd3RVKgBuy9pMfItB03X+8gdvMxaIous6nfXlSJJIMp3li999k55hPzlVJZnO8OQ9Gyh1r+zHudA/Tn2pe9HA4vyhy2hq/vY1WY1sOtCJYlx88anrOmdfv8iR50+Tm9F2F0SBjfvb2fbQRtB1Dv3gOFfPDpLL5kgnM3zrT59l7/u2IyvvHloR5AfGsViMf75wgTcHBvjcrt080dZ2w2xQKBAj6I/xud96nExG5cyxPs6e7Of+RzfelnPWgVanjw2eigJF6N7yRl4cvsy54Bj7K5pWFFhAnj5Qcd0+9TY3iigRzqQKMnf5z9c5WNlCs8OHVckvEHZ4a/gyMBQPst1bQ0rN8epYN3bFyINVrYXzabSX0Okq49mhi1yN+ml0lORVSQwmRuMRjkwO0mj3Um624zDMn9z+7Le/yfREhBuhsaOST/3HJ2BB/ucaNE37P7aZ/05AFARsBuMNHYdvBwQBduxppsRrp+vyGIdeu0RTSxnbdjZRWePBU7K6ydBiMdDcWo7JpHDmRP/anvQK4Ctz8u9/50kURcJ0myqoi0EHjo+M8PkfPb/gvTqXi1/ZuYsDDQ0Ld/w/GGVWK+t8Pi5OTS27rQC0lJQUTTcqxuxtLhRRXDD/pXI5MtrCBGN0RqJ1Lla6CJ2FSZYxzql0aOQDmpym3bACIkvFBQuzvZhrBUlYeJ2Wg0VR5tGSIC9bqy9C4c1pWqFpexaxFfTWLAV9xqdkMWQ1bR6tDfIB1EpbBGbXBXcL7v50901AAH7xfXsK0b0siflmceBX378PTcszJ2VJwnh9uWx4itfP3liO7vTVUR7c0rLoe33nBgs3r9FsYMO+xY3YAMb7Jjnz+kUC49eMrx76+L38zL97gooZVZIHfvZevvDzf8WZ1y+i5lSGu0a5cqyXLQ+sX+je9C5AWlUZDIf53Vde5sz4GP9x335sizRU5SFgMCl4vHZ0HRwuC+MjNzYJW0sIgEMxYZuTyfeZbFhkA1Op2KrMaaKZFG9P9vPC8GV6o37CmRSxbIpoNs3jtesWbF9hccwbVM2SAQGB1Ixrr6pr9EUDdIUn2f/s/yxsp6OTVlXKzDZi2TztTxAEnqjtZDqd4Hv9Z/iXgXPsL2/kQ41baHeVYZjpxdi6v514NJ9NGeqZ4OSbV7j38c3YXRbGhwP0nh+hZUNxplG3C+FMim9fOccPei8STCfZ7K3gyeZ1C3pBdF0nkknzlfPHeXGgm1AmSYPDzfub1/NUUwcGSSaUTvEPF0/iTyUoMVl4vu8Kj9S3sK20iu92n6c7NM2/Xb+dR+tbsSoGcprGK0O9PHv1MpcCUwTTScotNh6tb+Uz67cXgr2+cJC/OncUl9HE+pIy/uHSSUZjUSptDj7Q0slj9a3zgrxQOsXXLp3i2b7LRDNptpVW8XTzugVma6F0kv/3nVd5aagHgGZnCb+94z52lM93cX9zpJ9/7j7PzvJqYpkMz1y9RDSToslVwqc7t7OzvBrjnCzfWCzKn595m3fGh5lOxgufqogS91XV84X7Hl/0txAEgbpGHzV1XpxuK+fPDNK2ror7HurEbjchFrlAWey4giQgSeIN1fJuNSRJxHkDauvtgqppvD08hH/G/XguHEYjmRuMT9/tPs+JyVE2ess4Nj7CkfEhbAYjH23byPubOwsNpKqm8ckXv8tDtU20enz8z1NvczUUoNJm5+MdW3i6uZOcpnE5MMV3e85zdHyY6VQCh8HIg7XNfLh1A3UON6FUkt8+9AK1Dhc/v2EHPvM1msnpyVF+5dVn+ON9j7C/qoGcptEdmuYvzx7h1OQIoiCyv7KOj6/bQpv7WuXsO13nODM1xv21TZz1j/N83xUS2Sz3Vtfzyxt3U32d87wgCBgkiV/Ytp1f//GPlr2+60pLeaCpqWipWYMkrSjDPesFI4liQeI0o2rkFqmCpXK5BWPZamWlFVFaoKqVzGZRdZ2l0kACFE3zElYhBLDc8ZQVjhmCICBL4jyP5VRucUquqmsk1pA6OheLBTKQD2bmqqJKM6I4K13T3W3iOP+6AwtBwGJaPJKzLvH6LHrH/Lx2rpeOmqXpS8lMdklm4EjPNcMSk8VIy9aFzsyQv+G6T/Vz5vVLBRWS5i313P/Re6htqyxMnN4qN0/+8kMMXh7BPxJA13SOvXiGTQc6EeV3X2Axi2Quxz+dO8doNMp/f+SRRXXcM5kcRw91MzKQ18iOhBKk0zlOHO7h/sc28sDjm27pOeYN3gXWqqgbSCf4Rs8JvnX1FPvLG/m1dfdSbrFzMTTB33cdXXQfk6QgzpmuZi/R7P2nz/xPk8PLr3TsW7C/RTbMM+qrMDv4DxsO8v66Dfx4+DI/Gr7Ej4cv8/Pte/hI4xacBjP3zFaEdJ3f+thf8l/++tOUVrkREMhlc5w/1sfbPz7Lvsdu7fUvFhk1x5dOv8P3ey5yT2Utm0sr6A5N8z9OHmIyeU0FRtd1otkMn3/9WXpC03yguROv2capyVH+7NRbDEXD/PqWvei6TiKX5eXBHh6qbWZdiY/nrl7hlaGr3FNRRzSb5muXTtPu8dFZUoYkCDzXdwUNnQ+2rsdpMHFkfIi/PncMTdf5tS17AdB0jclEjBcGujjm8LCzvIZH6yy8NTbIF0++jarpfLh1A5IoklZz/OmJN/lRfxf31zSyoaSMi4FJ/ujo68SuM2NzGIz8p5338bH2Tfyw7zJvjQws2qSa0zQGIiEOjw3S4fHxnoY2ZEHk2b7L/M5bL/I/D76XDd68A3Iql+Vzrz5DWs3xn3ccwCTLfK/nAq8OXeXXtuzlqaaOG/4moigiiiDL4gyVVESWJaRFeimm/VG+9Q9vcfJYH5FQApvdRENzKQ+/ZxO79rWu+H5QVY1jh3t47Sfn6e2eIByMY7WZ2LarkX/z8wdwOC1ksyrHD/fw9f/9Oh/42B7+8e/fpKrGw3vet5ULZ4d489VL7Lqnlfd/dBelZfkF6usvXeDbX3+b0eEAuZzGBz+2h6c+tHNBkKHrev74R3p59rsnGLg6SS6n4i6xsXNvMx/46G6crpXxt6+HPkM5fGtgYFX7p1WVExMjHJ8Y5rH6Ng7UNPL22ABfPPU2JknmyaaOgsliKJ3kxwPdPNt3hSca2/GZLUwnE5RbrzVM+5NxwukUH2xZj89s5eTUKD/ovYgkCHy6c3s+mPaW8eOBLt7b2I7XlO8T1HWd7/deRBYldpRVo+k6V4JT/Morz1Bpc/D5zfeQVLM833eF3z/yKv9550E6PL7Cd7gYmOJiYIrOklJ+ZdNukrkcirR0hlsUBB5qbuY/7L2HPz96hIyqouvX2rMF8r0bHT4fv7JrFwfq64vOvmeKbEaeRd6VXSsEFQAGaXEakVmWFyzs00tkw5dDdoamOv/4yrJqVndqtaHrOtkVUg7z+8z/PZYyDRVnAs5ZSIJArdNJm/fmxC9EQWBjWfmi781K+M9illqMrq8wuFhd8+DsPa/r+pKHEMWVB4j/qgOLm4HVZOShLa188qHtS27zh996GeMSVKTAeAgAURLx1ZRgsi5erowGYnSduMrEwFRh+93v2UrbtsZ52ThBENh8oBO7x4Z/pnej98zgkpHwchBmjrkSzB141xKarvNqXx+ff+55vvTEEwXn2Fk0tZXzh3/+cQRByPP3ZwYXQRBuW8YwkslXE2Yzyf5UPK+6ZHPPy+4Wg7FEmJdHu9jhq+G/bn20UCEYjIXILlL+huV/L1kQqba56I8GOFDZckO5Wx1AEFAEiVZnKa3OUj7esoM/PP0T/qn3JPvLGnEazIXmVl3XCUyEsdpNhcZcURIRRYGgf3lVtduFk5OjHBkf4j0NrXx24y7KLXmqzRdOHmIoeo1/rqPz4/4rnJoc5Uv3P8k9FXm1jodqm/iLM+/w+vBVHqhppM6R5+jXO9w81dyJpmn8SewNGl0lfHzdZk5PjfE/Tx0mls0UeMl/dl32/vGGNkbjUV4f7uNXN+8p/IaqruEymvlk51aeaGgHYHt5NX964k3OT09wf7KRcqudo+PDHJ8Y5oMt6/n59dspMeXv9z84+hoD0dC8zxIQKDFZMMkK5/zjvMXSi82MlqPJ6eHzW+5hiy+vzd/k8vAHR1/l9NQYza4SrIqBK0E/XSE/f3jPIxysaUQAau0ujo4PMRaLYFfWhm6l6zpf+P1nGBkK8P4P78LptjI1GWawz088vjo9clEUOH2iDwSBR9+7BbfHRvflUZ7/l5PoOvzqb74HyAcgw0MB3nmriwMPdvL6Sxf5ypdepr2zip17Wzhzop+auhIef3obAHvubaNzQw1XLo3y1b95jVxOXXQc1jSdZ793nL/98iu0d1TywZ/bg91uZnhwGlEUsdnWhgYcTqU4N6MotBpEs2k+07mdj7RtxCIrPN7QxnQywTe7znKg5pp7u6rr9ISm+e7jH1tQBYD8GHVfdQP3VV+jXd1X3UAim6E7NM1UMo7bZOah2mZeGOjm8Ngg9Q43doORaDbDi4M9fLB5PQZJJpHN8I3Lp1Ekif/v3vdQNvMsNzo9/P6RV3mhv4t2t7fwPA3FwnysbSOf6dxelEynIAiYZJmf376dvXV1fO/iBc6MjzMVjyOJInVOJw80NvJoc0u+sXoFc2Uym13RvJzPWl9Hh5HlRekwNqMR6boqXWQFfhxzkcpl51WzBMBqUG6bSfFKoeoLr9NySGazqNcpdtiNxkXnUkkQ58nKCoLA/rp6fvfAwdWdcBFQJBHzXPNG8oHpcnS06xFdxT2g6TrJVJaB0Wn6RwLEEulF79snDmzAukKq508DiyWwob6cpgrPDRdzrVU+HJbFTU+S8TyFRBQFPOWuRY+j6zrDXWNcfOdaU2tNWyVtO5qwOhcumM12M2W1XoYuj5DLqoz2jqOvQubGYTRSabevqKFP0zQyqkoqlyOeyaLONOvmNJXszHs3Kz16eHiIPzl0iN+57z5Mc0t7OigGCW+pg9GhABdODyArEgajQlNrOY5bHFwIwJXwJOeD42zyVKABb0304U/F2eCuKDQ7zzYza+jkZhxk89dHRUSYoyR2zQMkq6kzGfQ0F0PjjCVu3NOwFIySzP2VLXzx/Ot8r+8MT9ZtQBZFdJ385wsCVsWIRP63jOfyUrGKKCEKYBAl6mxuTviHFjXa6dzRyFf+8Ifc//Q27E4LowN+Dr94ntaNdw8V6mo4wHQqwdbSSkot1sIzd09FHd/uOlfYTtN1Xh7qxSobaHC4GU/kG/ZSuRyVNgevDl+lJxwoBBYOgwmX0URGVbEoBkrNeRM6m2JA0+dn/XK6RiKbJavlzZES2SylJivnpsfRmN+JUmNzsqu8pnCePrOVUrOVSDpFfKYk3xX0E0qn2FVejcd0TQXuvuoGvtV1dt73n32v2CXQZl8Fza5rY1ydw41VMeJPxgsBbkZVERDIajlymoogCCRzWaSZ7N5aUR1yOZWerjEeeHQjjz65BYNBvuljC4LAZz//yLzX7n9kPeOjIU4c6Z03idrsJu59oJO2jkoC0zH6eiZ57wfySaXR4QDBQKwQPBoMMt4yB7F4CrN56QA+HIzzjb99gw2bavmvf/IRjMZbM90eGR6el+1eKeyKkSqbo8DTFoBNvgq+dulUIZMPICLQ6vJS43AtfiBBQNU0krksaTWHqut5A0dBJKOqhXuqzeNjk6+cN4b7eKi2BZti4MWBbhLZDO9rbEcAMprKmalxqq0OdCg8o6qmYVUUhqKheYsvn9lKk7MExxImZIufroAiSWwuL2dz+eIZ5dVgIh5f0VwYy2TmNftC3lnZpCy8X0yyjNtsRhKEwjg9EAqt6jwDySTh1LUFqdNkwiSvrD/kdiKdUwks0QS9FCZmPFXmosRsXnSMVCQJzxy6W25G9TCjqitSsFwJDJK0IBCOpNNEM5l557IclmoOvxH8wRhff+YYLx+5gqpqMyp9C6/MwV2t767AQtN1AvEEsiTlm2yklWub3yp47BY89hsvWH9m/9IUkFllJ0EUlqxWaDmNoStj9J7uz78gQPuuZuo7qxfdHsBd5kSUJciqxMMJVlMC21Rezr/bew+bVjGY6ro+Y1iUZCQSoT8Y5LLfz4XJSYYjYaKZDIkZbfSVQtN1vnvxAutKfXx4/YaCWtRg3xQ/+t4JPvsfHmWwb4pDr1xi/eZahvr9REIJquuulSrTaoqcrmIUDUjCzS9OIJ/J6I9O89Xuo7Q5fUSzaQ5P9tPi9LLFW13gzkezabojU4QzKc4ERshpGif8w2Q1DafBRLPDi9NgpsRoYZOnksOT/fzlpbeosDi4GBznanQaj3F1QZJBknmgspUjkwP8XddRLoYmqLW5SatZ+qLTVFld/FLHPdgVE9PpOF/rOc7VyDRNDi82xYg/FePQxFW2llRTssg5fPI338PX/8eP+dJ/+S5qTsPmNHPPwxt44t8spF3dKUQyaURBwCIb5tEFPCbzvCycrsNILMpEMsZTz3xtwXFms6OzkEURWRDJoSGQnwwkQSyYr80uvFK5LEfGh3mu7woDkSDhTIpULsdUMobPbMtvN+d+NMnyPNUmSRCQBDEftM8cM5xJIYsiZnm+al6JaWXKM4vBYTRhka9NGLIgIpKfUGcf3/XeMtaVlPJ3F05glhTMisJPBnqwKkburVq7hmBFkenorOHt1y9TVVPCtp2N2OwmLFZjoXK2GmSzKol4mnQqi6pqaJqO02UmHEzMCywURcLrtaMoEnaHGYvVSInXTjSSRFEkshmV61R9l8W504NksyqPvnfLLQsqAA4PDd7U/iZZnudxA2CRlXwwMEdfXxC4ofxrRs1xzj/Os31X6ApOEUqlSKs5ppIJtpTOd6x+pK6F3z38Ml0hP+VWGz/qu8I2XyU19nwSTtPzi6Xe8PSiz+g6TykZTS0EFlZZWbGAxq1CfzC4Ip+McDq9QI2ozGrDvYQCUmdpGWfHx4nPyMR2TU+T07QVNfyqmpaXtJ2zIG3yeHCa7qzgw42QyGYYjaws8TYUDpPMzg8sWr3eRcdOq6LQdp1nhT+ZYCgcXrGKWLFwGI1UOuZL6E7F40wnEkUHFrquczWw8p7TI2cHOHV5mIM7W7hvRwsu++Jzitux8jXJHQ0sgokkv/f8K5Q5bOyqr6HZ56HO474lsrM3g2Qmi6bpmAxyYbGbzakkM1nMBgVlEb6wyWokHkrkM8aZxct3/rEgl4/1kIzlqxtWp4WWzfX4qpe+iRWjXFibpBOZ1VLrVg1BEDDKMpV2O5V2Ozuq8rKo6VyOvmCQV/v6eGOgn57pAOF0asVGRGlV5a+OH2dXdc01wyUBBElAEEUqazw8+ZFdbN/dzIvPnl4gzdsf72cqPUGluQqn4sIsWTBJphWb2M3/0vBYzToa7CX8ZOQysWyGPaX1fLRpKw32a6ZQXeFJ/sf51wll8oN1vd3DT0au8JORK3iMFj63bj+7SusoM9v5ePMOFFHipH8IgC3ean619l7emezHY7xmFOUymGlyeOctAAGMokyL04d7RqVKANwGM//3lod5ZvACb473ciU8iUVWqLd52OmrwzRDj7IrJta5yhmMBXl7og9V13AbLbyvdj3vq9tAuXn+QCcIAiVlTn7tjz6EmtNIJtJYbKabWvDdCkiCCDpo6PMkE1Vdm1/iFfJKLJVWB3+w96FCgDALoyxRY7u+4XPxz5y776HRAf6vt15kg7ecT3ZupclZgiyKfOHEIS5MTyx6vsuVu2e/k64v/E43C6UIOUizrPCb2/bzq6/9kC+efhuzrNDsKuF3dh1kW1nVDfddKX7pNx7mq3/9Gt/5+tv8y3eOsm1XE/c9sI6GptJVqS6lU1nOnRnk7dcvMzocJBFPk83k8E9G0HR9nrN2vhKRb7rN6/ELecW9PAdxxiBtZfxy/1QEURAoq3Ct+NyLRU7TODoyclPHiGezJHIZNF1DFMS8gWcyjk0xYJRnqlJFJIquBKb4s1NvIwCf7txOu9uHRVH4wolDjMTmLwh3ltXQ4PTw8mAPbqOJ89MT/PaO+wr3oyQIVNrsNLo8/Put+xbw/l1G06qblm81Lk5NEs9mcSxBuZkLXdcZi0bpCkwXXpMEgUq7Y8lm8S3l5fzg0sVCYNEfCtIzPc260qX7Qa/HeCzG1UBgnrdQW4l3UY+KuwXRTIaeQICsqhZFE9J1nTMT44TnyLkaJInWksUDC4ui0OH1YZblglLTSCTCxakpGj2eW7IudRhNVDuc8ytQ4RDDkQjNnhszZmaR1bSCueJK4A/GqC5z8d6DG2irX+hgfzO4o0/micERjg+NEIgn+drR02yoLOMbn/zQLSs7rRZnekeJJtPs6ajDZs5H9MFYglfP9LJ3Xf2icrMOj53pkSCaphGajCzQhtY0jeGuMc4dulx4rXFDHY0b626olqLmtEIwIUrCneukug5GWabd56Pd5+Nn1q/nJz09PHPlMhcnp4hmVsb/m4jF+JsTx/l/7n8AgyRhMikYjTJnT/RTUeWmtt5H9+UxQtMxyqvma9W32FuxKzbOhc8Szoapt9ZTb2mixFiCJKxOmlebqTh8tGkrH23auuR22321fOPgx5c9niAI1Ns9/PamBxe8d0/Z/Czwo9UdPFq9sEG2wVHCt+7/xILjOg1mPt68nY83L90bZJYVHqvp4LGaGzfeLnbesiJhn6HpZVJZIsE43lu4cFoJvGYLkiAwnYzPK18PRsMFN1jIBwOtLi/D0V5a3d5C8+ksZpdQoRWWl18a7CWtqvzfuw5Sa3cB+YpDILVQradYlM6o5viTCbJzspL9kZVlRW8GLw524zVb+YdHPohrjXwxFkN5pZvf/C9PcuXCKIdev8SJI1c59nY3n/iFg9z7wEKltOVw7vQgX/6zF6iocvPoe7dQ1+jDZjPxj3//Jq++eP4WfIP5kGUZnTzN61ZhIBxiZIVZ3OuRzGU5OzXOOk8pHpOFcCbF8YkR2j2+QjKiGITSKYLpFA/VNLGjLF91vxoOMB6PLgjMjbLMI3Ut/P2FE3n5a6OJeyrrCgGEUZLZX1XPiwM9iIJAld1ZoFRlNBWrYliRCd3txFQiwdHhYZ5oa0NeZmGYyuXomvbTGwgUXqtyOKhzOZesQOyqrqHK4SCQTBaafb9z4Tz/qeS+oqoWOU3j9PgYF6auLUatisKWiooVGbPdbmRUld5ggK7paTqLCKICySQnRkfn9R9sKC3DY14oEAP5Zv0Kh53tlVW8OZjvTxsMh3lzYIDd1dWU3gKvCIMkUeN0Uu10Fiht/cEQl6Ym2VVdhaUIGdlLU1P0zglMi4UoChgUaVkfsdXgjq7gz49Nkp5Tpmryelas33s70D3qJ53NsX/9tUWfw2LmRM8IzZXeRQOLquYy+s4NouU0JgeniIcT2OYogMRDCS4f7WHoyigAsiLRurWB2o4bZwHj4QTazILCcAe1028Er8XCRzZuZEd1Nf909iw/6u5iIhYruriSUVXe6O/n0tQUm8rLKS13sXlnE688fwan24IkS0TDSWrqvWzcVj9v32g2gj/tRxEVmmzNmEQTl6IX2CHvwiLfvYPmXOT0HOggCctz2HVdJ6tnkQW5UJXJN9nnTetk8dY94hPDAV767jE+9VtP3LLPWAna3D6q7U7eGOmn0emh3uEmkcvy+nBfoWcB8hnpR+tbeWOkj7+/eJIPtW7AOtMvMZsFrFuKR34DWBQFgyQxlYxjNxhJqypnpsboDk1jW6XOeKe3jAqrnZeGeqiyOaiyOYhns7w6dJXMHJrKrLBCRlWJZzOk1RyarpFUsySyGWRRQhbFVWXdphJxJODExAjmGQ62WZIptdiosNrXhG44mxAXRZGODdW0ravkwIPr+dPff4afPH9mVYHF6RN9xGMpPvrJ/bR3ViGKArmcSigQX37nNUBNfb7yfOXCCOs21MxzGl8rHB4cuuneNpti4Mj4EBlNpcRk4WJgkkgmxS+s37Eih+pSi40Gu4sTk/n7RBQFhiIhAukkldaFBoQHqhv5xuXTvDzYy/tb1mMzXMvwm2SZp5o6uTA9yRdOHmKztwKTLBPO5H0c7quq597qhgXHvFvw1TOn2FReTr1r8f5KyC/wz09O8pPenoLPgQBsLCuntWRpJSKP2czjrW30BYNE0mk0XecHly9xsKGRPTU1N8zmq5rG1WCAF3p66A1eo89sr6qi01d61yV1r8dAKMQPr1ymyuG4YXUlmc3yXNcVuqb9hUqAKAi8t61tnnfH9Si32Xm8tY2TY6PEs1lymsZbQwM0XHTxofUb8JjNRY+hWVVlOpnAbjDe0OW+zuliR2UVg6EQOvlA//X+fjaVl7OzqvqGv2cwmeTvTp1cFfW8sdrL1SE/Xf2TeF1WrBZjXpp3DcbzO3oX9U8H5k2O97XcnQOFIDCn8TaPWWrCUmjd1shbPziGrkPYH+PYj89w78/sRpJEspkc3Sf7OPzDE4Xm6/KGUtp3NuPwLB0Va6pGcCKcr1oAVoeZu6ZkcR0EoNnj4XO7dlFqtfKNs2cYiUSKDi7CqRTfvXiB9WVlGE0K2/c009pRycjgNLmciq/cSWm5E/k6Gpo/4yetpdjg2IRZtmCWzIwkh27pAnutEcwE0XUdt8GNIiyfMRxKDFFuKscq5wNXHZ2kmiSjZXAb3MvsvTTGhwL4KpyIkshg98SC+32od5KJ4dvnJ7IcWt1eHqpr4VtXzvLls0epc7iIZzOomj7DIZ9pbhYE9lTW8oGW9bw82MNQNEy51UZO0/AnE1RY7QVp2OUwVyft3qp6jo0P81dnj7KupIxULsvl4BSbfRX0hFaeUYI8l/yhuha+132evzj7DrV2F5FMGl1nft8IMBKLcHhskFA6yYnJUcKZNK8OXWU0FqHcamejt5xSy8qybhOJGJU2B6enxvjTE4cQhHzFxyzLdJaU8fMbdlB9HW1sLtKpLMlkhkgkSS6nEo+nCQXzC3uzxVCg0yXiaQauTmJ3mjGZ8vd8IpHGajMiy3P7Y3RUVSOXVUkkM+SyKqImkExkSCUzyIqU97cQBMxmA4pBJuCPEgrEUFWd/quT9PUuvJeLha7r5HIauZxKMpFBVXUymRzJRAaTSUFRZEQpP1e0tldSW+/lpR+dpaW9Al+5E1mSSKUyaJpORZUbg2H145JOXvDiZgMLh9HII3WtxLMZLgYmsSoGPr9lL3srawuuxYIA28uqKLPYlzxOo9PDpzq38WzfZU5NjmI3GLmvuoFdFTUEUkls1ymIlVqsdHhKGYqGebC2CeOcPg9REKixO/nd3Q/ww6uXuDg9SVLN4TGZ2VBSTqPzGgW1yuZgS2kl3rso235mfJwvHz/Gv9m0mQaXa55Qij4j6nDF7+fbF85zZHi48J7XamVndfWybtrva2vn0EA/bw0Oouo6kXSaP3jjdf7jvn2sLy2jxGKZNz5ouk4sk6E3MM13Lpznlb6rhWeg1GrlseYWalfp4H07EUql+HFPNz6rlYeamim3WjHMCYZUTSOYSnFkeJhvnj8/r3elyePh3rr6GyavLYrCjqoq7qtv4Ce9PWRnelH+8dxZEtksDzY1UWV34DSZUMRri3AdyORyJLJZopk0wWSKkUiEoyPDPN3RwabyiiU/s8JuZ3d1NW8M9DMZz4+NJ8dG+db58yiiRIfPh9VgmBfQpHM5RqNRnu/u4qXenlUx4it9DjRd53svnWF4IkR9lQeLybAgcNrWWYtxhePUHV1tTcUSBSkwURDYVLX0xb+TKHPZOXN1lBPdwzSUe9A0nYuDE1gMSoEadT22PbiBb/zh90knMsTDCX7wpRcw20y4Sh0ExkO8+q236T7VB4CkSHTsaqF9Z9MNzyMSiBGcCKPNyK16Kz13vTee22zmoxs3ktVUvn7mTOHBWQ7JXI4jQ0NMxeOU22x5zrMs4vHZcZdYGR0McPncMDX1efOtWSiCzHR6GoNoRNM1mm2t1JjrVh2Fe01W9pTV02S/OS3rlcCf9hPOhvHmvJQYSrDKVkKZEGktjdvgJqWmSKpJFFFB1VV6Y72k1BROxYnXmD/PseQYBsmAVbYSzobJaBkkQcIhO0hraSLZCLIo4zF4MEuL01uOvHSeh35mJ2arka9+4Xk8pfOzjuHpOOnkrTEUWg1kUeT9zZ2UmCwcHhsknE7R5PLwVOM6SswWmp15nqwAGEWJz23awzpPKUfHh5lMxDFJEk0uD7vKa7DIMmlVpc3txWe2zjRPi2wrq6LR6UEWRXxmK/dWNRToA/sr60nncrw1OkBvOIDPbOHn1+/Aqhj4fu/FQgrAqhjYXla9IHNmlGTWe8tI5rLYZyocsijy0baNlFqsHBkfIphK0ur28nRzJ1ZDXtVKQEDTdUbjEV4Zypt6ioLA9rIqppJxppJx6hwuqmwOSi02fGYr91TWU++YH3RaFYW9lXW0un0okoSm63z90ileH+7jVzbtps7hQkAgrea4MD3BNy6foc7h4tOdi9PudF3n4rkhzpwYYGjQT8Af49ypAdKpLFU1Jdz34DpcM8/utD/KP/zNazjdVmz2fP/O1GQEURS476H1hWOmUll6u8bpuTLO1GSE4aEAogCvvnieEq+dxuZSmtsrsFiMbNpaz/kzg/zomVNcujAMOgwPBWjvrOKdQ92LnvNySMQzXDw3xPDgNBPjYYKBGD1Xxnjp+bM4XBba1lXS3FqOrEhYrEZ+7jP38a1/OMT//otXqG3wYjIZiMdSuDxWPvRze28qsIil05wbH7/pwCKnaTQ63dxfs/T8Iwoiv7v7gRsexyBJbCurKrr3JpnNEk4n2VJaSZPTs4CSIQoCVTYHn92464bHOVjTyMGaxX2ibjdkUaTJ7aE3GOA7F84zEArxWEsLdU4XZkVGFAQS2Sz9oRA/6e3lyPA1FT6TLHOgvoF9tXXLMjdKrVY+t3M304kkF6cm0YGewDT/18sv8XhLK5tnaE2yJKLpOtF0hp7ANK/19XF6fKxADXUajTzdsY79dfUrUom83RAAp9GE02RkIBzmy8eOcXFqir01NZRabRjl/HgVTqU5Mz7Oj7qvMBgOFxbcTqORT2/ZSrl9+QprjdPJJzZvwZ+Ic3JsjJymMRqN8pWTJzg0OMDOqmpaSkpwGk3IophXgdQ0wqkU47EY/aEQV/xT9AYCCILA/Y03vjcNksSOqmoebmrmuxcvkMzlFdV+1N3FRDzGQ41NNHk8+aqHDik1x1g0yhsDA7zSl69cb6mo4NTY2Iqu6eW+CUYnw0TiKV44dGnJ7b78Xz+Cz7CyhNQdDSzSc1wkzYpMifXW8XdvBuvry+mfCPLCiS5K7BY0XWc8GGV7SzXl7sUveF1nDev3tnPipbOoOZUrx3r44q/8b0prSwhOhBnvnypsW17nY+sD6ymtvfHitf/8EKnENb5gRWPZXaOidSM4jEY+2LmeoXCE57quzGsYuxHymYchnmzP9wKMDAW4dHaIjdvqef0n54mEkuy+t41d+6+ZZ42nxrFIlrxEYWqUGksdNlbPjWx3ldHuWtvGpmIQyUZIqSn8aT8OxUE4G0bXdSZSE0ylpwo0qVguhlkyM5YaI5gJEswGqbXUMpYaw6k4sUgWLkUuFTLrHsVDVs8ykhzBKBpZ71yPeYkmwZqWsoKRWf/lce55dOO8+tjEcJCeC8OL7nunYFMMPN7QxuMN853uf2fXfC3yWR379zS08Z7rtp2FLEo83dw577Vf3rS78O91JaX8l5L7C39LgsAj9a08Ur/QzG1LaWXh3+VWO7+6ec+CbZxGEx/v2LLgdbvByFNN63iqaT4d6Pf3PlT4tygI7CqvYVf58vK/671lrPcuvKdLLTZ+e8d9hb8zqsoPei/xYG0T723sKCx2dF3HZ7HxvZ6LTCRiC44zF6FggonxEAaDzLZd+Qk2GkkyMR4iO0d4ocRnZ9/96xjsmyIeSyErEo3NZWzcWsf6TbWF7bKZHKPDQa5czDcsNzbnudb+yQj+yQgGo0xtgw+Lxci6jTX8zM/u5fTxPoLBODabiSee2kZphROz2VCoRJeWOdlzbxs2uxnFINPYUobVbkIxSFhtJjZsrsXjtSEIkE5nGOiborcrb4C6cUsdAKMjAUZHAjhcZhqaS5GREEWB7bubcHusHDvcw8R4mFQqg9tjo319FWbLzSnwnJ+cJJRKLb/hXQRV0whnUiRzOU5NjtIdmuZXNu0pSN2+21Fhs/H53bv52pnTHB0Z4ejIMMdGhnGZzHjMJiRRJJxK4U8k5tFXTLLMjqoqnmrvoK7IysH2qip+eecu/vr4Mc5OjKMDk/E4f3f6FIZzZym1WrEoCllNI5hMEk6l5mW2vRYLjzS38P516/JeHXcxjLLMzuoq9tXW8ZUTJxiMhPn+pYs813UFj9mM3WhE1TT8iQTRdHre95wNnh5qarohDWoWsiiyoayUz27fyd+eOsnJsVES2SwZVeXsxARnJyYK6oAGSc77a6jqopLPxVL7qx0OnmxvZzQa4e2hIVIzwcWxkRFOjI7iMZvzzfw6hNMppufcP1srKvitffv5t8/8y4r8LJpqvDz1wMZlt7OtgnJ/RwMLRZIKVutGWV5zC/gbQdd1NDRUPYsiGMnpGZJqDLNkQxHnD/gVHgfv3b2O070jDEyGkASBR7e1saW5akkfC1mR+MBvvIfBKyNMDU2jaTrTY0Gmx+ZTR6wOMzsf28zmg53LfveL73STjM6Rh9tcN89E725Guc3G+9et4/LUFOcnJ4oq3cUzGY4MDxcCi2wmRziUYGwkQInPTk2dl3BwfgXEa/QxnBwkmJnGJJkxiHevLveNUGIsocnaxIngCfrj/ezw7KDWUsuzY88SzUbZU7KH8dQ4QS2IVbLSZGvCpbh4dfJV2uxtlJnKCGaCqLqKKIg025qZSk8xnhrHqTixylZ8Rh82eemga+u+/IJb13X2PrKe+5/aNu9aDnSNEw2tvjH5p7jboeMxmRiKhrkcmMRrtqLqGoFUkkOjA6RyWdrcviX3FgSBgw+v5+DD65fcZhZWq5EnZgzobgSH08LDj2/i4ceXd3sXRYGtOxvZunNhxvDzvz3TFyRC67pKWtddC/z2338tgLNYjDz94WsZc0+JnQ9+bGFQuBQkSaS1o5LWjsrlN14hjgwPzRMleDcgnsvwXN8VekLTdAX97CyvZl9lbcEk9N2O9WXl7KyuocRi4W9PnuStwUFi2QzBVHJJrwG3ycyemho+smEDO6uqVjRfPdbSgt1g4Otnz3BybBR/Ij8eZ1SV4SWa+s2yTKPHw0ONTTzZ3kGty3WXEqqvwWYwsLOqmve05pM237lwgSvTfjKqyngsxnhsYYJDAOpcLh5qauZTW7biNi3etL0YTLLCPbW1OE0mvnfpIkeGhxgMhwvUfZ28gmVaXVqYwaootHq9lBQhGysIApvLK/j5bduxGowcHhos/JaaruNPJAp/z8KiKGyvrOSz23eyzldKvdO5IqPM9sZy2hvXzr9lLu5oYFFitSCJIjlNI5nNzkgA6rdtIZjVUiTVKC6ljLSWZDx5FbtSQoV54UTksOvct7kak9RW1PkJgsDGezv44OffwzN/9RNGuscXHrPExu7Ht/LAx/ZRUnFjLnwyluLS0e6CNK1skOnc04YoirdbcXbV2FpRwc7qavpDQaKZ5Sk0aVWlJxAgmc1iVhSMJoVYJMnoUJC2zir8kxHU68xvnIoTTa8mo6dRdRVZePf0VsxFLBdjIJFXpig1lhLMBElraSyShZSaQhTEgsqVhsZkepJINoJDcRDNRRlPjRPPxfEYPEiChFE0IiJikSwk1SQD8QHcirvo6/PUp+5d8JrbZ2f3Q52LbH37oap+NG02aM8xf2jLAgZAn0lk5JDl9mv8WD1DLjcEaOSnDG1m/9l/Q97aTgdUQORab1MOSapFFK/R8f61wCDJ/Gz7Zr7fc5G/vXgCu2Ikq2nEs2mmU0kea2hjf1X9nT7N/yOhahrHhkduWhmsze3liYb2BfLKtwrCjDmoSVZ4qK6ZB2ua5xk/vtuxoawM4wy1xWe18f1LFzk7Pk5/KEgwlSI5U623KAoei4V6l4utFZU82NhES0nJqsQV7qmtpc7l4sXeHk6OjTIYCjMRj5HIZknncnkfHEXBZTJR7XDQWuJlX10dWysqVmQoeCdhNxhp8/rwmC083bGOWqeLl672cmlqitFohPCMkZ0sitgMBsptNprcHvbX1XGwoRGXybTie2zWPLHa4eBodTXHRkboDQYYi0YLv2XeQDS/rUVRcBqNlFgsVNodNLjdbKuopNHjWfazIK9Ktb2yihKLlXU+H8dHR+kPBplOJohns6iahkmScVvM1DqcbK6o4L2tbbR6S8iqGg0ez4oCi1mEY0mGx0MEwnFyOQ2zSaHc66CqzLWolUIxuKOrrhZfCe/0DZLLaKSyOaaicWrct2aAC6THSKhR0lqSclM9BtHMSLILRTDhMpQhCwoIEMlOUWaqI5KdJpgZxyI7scku+uPnyWppqswt2BUPwcwESTWCSynDafAhXbdAEwQBxSDz6KcP4vDaOfHSOUZ7J0jOlPm9VR46djaz6/Et1HcuT1/oOd3PcNdYwbehZUs91S3ld2vv9qJQJImDDQ283t9HdI683lLQdJ1gMslwJExLiZfSciebtjcgSiJNbeWYLQa065zHk2qSnJ7NN8jlEmui93+7UWIoQdVVMlqGems9bsXNeHqctJqmw9FBOBvGpbiQBRmbbMMoGUmqSXR01jvWgw422YZVtmKUjFSZqzBJJrxGb347VafV3kosFyOQCSyrliUIwqKSsg63lY27m2/RVbiGTE4lkFi8MmI1GLCbjKjqOLoeQhQc5NQhdD2FJFUhClayuW5AQJZrAQPZ7CVkuY3Zh0fXU+RyXUhSJbqeQM0NIkoliGIpmhZA0yYRxVJE0YOmjqHpUSSpIv9ZuT5E0QP86wssAJ5sWkel1cGlwBSRTD6p0eTy0OjwsLW0ckkTr5/i1mIiFqMvFLzp/oqV9ESsBewGIx9tW77a9G6BxWDgqfYOtlfmr+G9tXUFZaU6p5PP7dxFdyBAl3+KqUSCRDaDroPdaKTUaqW1pIQ6lwvTTZj7CYJAjdPJJzdv4eGmZnoC0wxFIsTSaVIzgYXNYMBrsdLgdlPncuEwFk/De7i5mUa3G03XMcoyHsvi80WDy82/3bqtEOzuqlrc6Pf6a+YxmxdQ4YQZL4/Pbt8BgM9qpc2bp4pbDQb21dWxvqyMrmk//cEQwVSSVC6HIoo4TCZqHA7avT58VuuyXj03giAI+KxW3tPSyr7aOgbDIQZCYaYSceIzgdssLcpuNOIxmymz2qhzufBZrSsOFCVRpNnjodrh4P6GRrqm/UzEYkQzGXKahlmWKbXaaPZ4aPf5MEp5SrQkwntb26m05SltXovlhkpUkGci9A1P89qxbs5cGSEQjqOqOgZForrczZ7NDRzY3ozFbFhxUHZHA4s9DbV87/QF4pksOnBkYPiWBRYjyW5ARxHNdEWPs965j6QaJ6HHqEVAFCQU0UhGTRLPhRlPXQUgmY6RVKMkchFyegYdnYyWYiB+AUmUsctLm9kJgoDZZuLgh/ey6b51jPSMk4gmUQwy3ioP5Q2lmIrk2RrMBh795AES0fzk3rGzCbM9H4WvVuHkTmB9WRk1Tid9wWBREmmpXI6BUD6wcLqt3HN/nhal6zpNbeXMLg6zWpZwNkRSTTCcHGQyNUmjrWnV3hV3EqWmUkpNpYXfVRAE3EZ3wWCh1pLnnJcYr917c7e9/r1ZmCUzWS3LaHIUs2wmkUsUZRyo6zq5rMq5I70M9UxgNBt48AM78I+H0TWNirpb29geTCR5/mIXOU0jns4UMkSqprGnoZYddfkJTJIqkOUG9HQCVR1DluuRpDJUdQJdjyHLrYiijVyun+sjckEwYzB05isf6hii6MRg6CSX7SOrBZCkUhSlnUxGQ88lkKQqZLkWTQuTr2D864RRktlXVc++n1Ym7iqcHBsrulftp7h1sBkMfGzj4oGSIAgoksQ6n491vqUpg2sFSRSpcTqXVZRaKZ5qL87vqKWkhH+3955lt7vRNZuFOBMs/cd9+5d832M2s7u6ht3VyydmbxaCIOA0mdhgKmdD2a2hD82FSZZpKSmhpUjHb1kUeaCxkQeWaRSfi3F/hGdePcelq+M0VHvZ0lGNLEkkUxl6hqb45vPHMSoS925vxqDcJlWolJpmILFyx89qcznWmQzphsoyttZU8nJXL1lV47nzl3m8sw2LYfXR+1LIaEm8xhoqzU38ZPzv2eQ6QImhgtFk74Jt42qYlJqgzb6T4eQVErkoNtmFIhrxGavJ6VnKTPVEcwGyehpN15BuENCJkoi3yoO3qriS2GJo3lxP04baAu1JktdGb/h2w2E00lJSwvGR0aKM8zK5HJPxPH8yGIhx+uhVhgemyWZVTGaFrTsbad9QQ07PEcmGSagJ7LID2azkq1BrSBRTNY1IOo0/EcefSBBIJommM8TSaRK5HFlVncnW6EiCiCSKGCQJsyJjURRsBiNus5kSsxmv1YrbZLqhOc3c31fgxmaIxd4LPqMPQRCI5+L4rD48huLuyaOvXOTtF84hySL9XePc/9Q2Rvun6L0wws989v7lD3ATMCoy9R43I6Ewg4EQ22urUCSJ7kk/E9EbNw/f7dCBVDY7wxOOEkymCCaTxDJ5L4qMqqLqOpIgYJAkjJKMw2jEZTLhsZiptDuosNtvKit3N0PXdTKaxlQ8xmQsTjCZJJRKEctmSGazpHI5cpo2T11QnnnuTIqMRVawG404jUZcZhMlFiu+GSnOd+P4mc7lmE4keHOgn3Qut/wOP8VPcZNIZLMMhkJMJeJMz8x7qWyOjKaSVTV0XUeWRBQxTweyz4xPZVYr5XY7HrO5KKfsdxN08qpsI9EIU/H8uBRMpgpN3hlVRdN1FGlmLJJlXCYTLpMJr8VKlcNBidmMeAfH7bNdo1wd9nNgZwsP7WnH47QgiiLZnMrgaICvfO8wPz50ie2dtbcvsPCng3yt/5kV7SMJIj9X9yQt9ryShtVo4BO7t9IXCNI16ef08BjfPXWen92x6ZZc8PHUVSJZPyXGKmK5IMOJLoKZCfzpYXRdZzTRC+hYZReSINMdO46qq5QYK1G1LNOZUUaSPdhlDzo60+kRQMdtKEfh1qpaSJIIN3Dkfjeh2VOC1aAUF1ioGlPxPA1mYjTEpXPDmMwKAX8Mu8PM+GiI9g01KKKCz1iKpmt4DT7Mcp6iYRBXr7yiahqBZJLeQID+UIihcLiw+AunU0TSaRKZbJ7Lqs4ucPJlYFEQkEQRWRQxzgwsZkXBYTTiMJpwm02U2+zUupy0lpTQ5CnBaTLdcmbbLDVqpfjRPx3moQ/sxFPu4Mu/931kRUJWZK6cGbwFZzkfLrOJ+1sbOTU0SjSd4X0bOhCAFwSBROZa1jaXG0bTwqjaFDoauVwvqjqGpocAiWz2IoJgQNcT5KeGub40CTKZM+haAl3PoGlBMpkzaFoQndwM1SqVr36goqqDaFoQTZvmWh9GcdB0nUgqxcWpKS5NTTEQDjEejTKdTBJNp4mm0ySyWbKaRnZmgpq9lxRRxGowYDMYcBiN+KxWym12mjxu1peW0er1YlHWPjFzO6HpOpOxGJf9froD0wyHwzOTd/6Zi2XSJHM5UnOC+VlKkCgIiDOZYqMkYZRng/r8NXOaTHm6gs1GrdNFvctFrcuJ6y6jdOnkxSsmYzHGYlHGo/n/n4jFCCSTnBwdnecBtRT8iQTfPHeOtwbnPqezkilzRxv9uvdX9prTaGJ/XR07qhenv6wE6XSWf/jG23zw6e243YtTDNO5HIeHhni1r2/Oq7Pnttj3Wv13NSsK99U3sKfm1mfGV4NoOs0X3n6LawSAhd+lzevlyfb2Zekxs4ik05ybGOfS1BRXg0HGIlGCqbyyVGSmnyGraflE2pzxySjLWBUFm9GI22TGa7FQ5bDTUlLChrIyap2uu96EbymomsZEPM6FyUm6/H6GImEmYjGCM+N2JJMhPTMmZbWZgGvOdZkdg1wmE6VWG5V2O80lJawvLaXOdfuvy+hkGJvFyNZ1NXjnqJsqskRTrY97tjTy1R8cIZNdfpy5Hqv+JmbJxHpnS+FvTdcYSIzSHx+hzlJJpbkUg6iQ1jKMJicZSo6z1b0OlzJf1mxTVTmfu3c3X3ztbXr9Af7+yCkEAZ7atA7bCniAxcAmu7HJLmos7SiiiQpzIz5jNQbRjIBIjaUdQRBxGUqxyi6i2QBGyYJT8aLqOYySBaNoQREN2GU3zbYtWGQXirC25/mvHZV2O6YiHyJV1woSatlMDofTwoZtdUyMhLBYjagznh6yIGNXHPTFr2JTHHgMxZUQr0dO05iIxTgzPs6FyUn6Q0HGolEm4/F8pqbILKGq66gzmYulKAtGSabEYqbCbqfO6WJDeRl7a2qod7nvugzP5GiQHfd3FKh4CBSMwG4XTIpCIJ7g7945gUGSGAlF2FqbV9uR5So0zQboiIIDhFlDPB1F2YRQqF4JKIaNZDLHC8cVEJHlegTBDKIbSa5gtnlbFJ1APbPN26LgzLuFIeb/VuwIQnFSjTlNYygc4vX+fs6Oj3M1GGIkGiGUTC5LC8zNTOIpWCB8IM3wgGucThrdbnZWV7O3ppYy2+pllu8EsqrKibFRjgwNc3FqktFIlLFYlFAqVXQvgarrqLpOVtOWfO4E8hz3EosFn8VKmS3PPe/w+VjnK6XK4VhVE+1qMVsJHY1GGY1GGI1EGY1GmYzHCKZShGaqNMFUingms6K+ikg6zWv9/bfu5GdQYbNRarOyo7qabFblxMl+Dh/pKbyv62A0yjz68AaaGvMSwdmsyjtHetmyuRab7VoTcTar8qMfn+XRh9cvGVjkNI0z4+N87czpW/q9gMJC8G4NLJLZLF8/c+aG98U9tbXsrqmhcZnAYiwa5fDQEEeGh7ji9zMSiRBIJpet+2uaRlbTSOZyeQnkaLTwXr4vwEqty0VnaSn31tezsax8zRIgA/F+AOqs9WtyvOuRyma57PdzaHCAC5OTDIRCjEajxIp4FrPXX5c5MMkyZVYrNU4Xbd4S9tbWsqWi8oaO4msNQRDybIhFkB8DV8f4WHVg4TLYeaLymjb8cGKcUCbCPu827vVtx6HYkAWJnK4SzsZ4Y+oYOnmJ17mQRJEDLY2YFIWvvH2co/1DfOXt41wYm2RvYx3rK0qpdDluOpqzyE5KjbW4DWUI5Mvg1Zb5+vV25Zoyk46OS8kPgLOLJ4vkKPxtluzMLlTejSX1O4kSi6VofWdV10nNKD8ZTQp2hxkBgcG+KVKpDK0d87PvWT3LudAp+mQ7kiCzzrn+hpKqkKdbRNJpTo6NcnR4mMt+P8ORCBOxGLEi1KtWi7Sam1lMRDkzPs7bQ4O81NvL7poaHm1uod7luiFV6naivrWCl757jPYt9ag5jZGrU5w61EXjLZDRXAo1biePdLTQHwih6Tq7G2rorMj7MYiiG1EszmVc13NksxcKfwuCAUmqQxRvjXOvqmmMRCL8qLubtwYH6A4EmIrHb7rxtnB8XS9ILp4aG+PI8DAv9fZyoKGBBxub8vrndzFUTePI8DAv9PRwZnyMgVCI8Ar02FcKnfyCO5JO0xcMFgKNMpuNKruDVm8JOyqr2FRRgXeJRtWbQVZVGYpEODc+znAkwkg0gj+eIJxOFTLC4VSKVC73rlH8mwtRFCgvd7JlU13htYuXRxkdDZKcY6g5MhLkyLFe2tsr5gUW/5qRTufo7Zngak/e/b2yysO2HQ23/HPDqTRj0SiN7sXHyEQ2w6GBAZ7r6uLsxASjkciaSRknczkGwmEGwmFOj43x9uAgu6preLqjg+aSkpumcQ4lBxEQ1jywSOdyXPZP8UJPD8eGR7gaDBC6zgvkZpCac11Ojo3y9uAQG8rLeKS5mR1V1dhusWFhudfBsfMDnOsapbLUiW1Ov+/oZJg3T/RSV1mCQVl5knPVq3VJkLDNUZOJ5mIEMmH2erdSZ52/2HMbnPjTAZ4bew1/OkiZKd/sGUmlCSfzGRkdnXUVPq5MTDEWifHs+SucGBzFa7fiMBmxKMqM18XKz/XzB/ZSa+lAEU2FoGI5LMZpn8d5FwTeVZJMdxEsilL0glnXdTK5fCmuqqYEp8uK0aSQTGaIRVO0rZu/sK2z1GOX7Qgz/7mRnKo646j5ytWrvDM8RF8wX50oRgp3rZHTNMZjMSZmKCDHhkf4YGcn99XXY79B5U7NqfzFb36DquYy3v8rj8x77+r5IZ79yitsf3ADe5/Yyvm3u3jx64eo66ji4M/swlPuKmz7/b94kVQiw0M/ew/eRaSPn/70fTz7jbd487kzTI4E+cof/pD6tnIeKMJ7YK1gMxpoLfWizPDna90uDKuSw5NQlLlJBQFYe/qQruukVZUXurv57sULXPH7mVpC3WqtkNM0+kMhhiMRzk9OcnR4hKc7OthZXX1X9mEMhkJ8+8J53ujvpycQKLoiuJaYG2j0TE9zfHSEV6/20eBxc7C+gQeamtY0wIhlMrzc28s/njtLNJ0mlskURWt6t0CSROrrvNTPiDrkcir9A37aWsupKHeRSmV56ZULvHOkl96rU8RiaUwmhR3bGzhwb3t+H1Xj9JkhvvXto6iqxrp1VTxwsAPLTZoK3mnEYym6Lo/S3lGFJAnY7Lcn6I+kU4zNqSLMxWA4zLfPn+Ol3l76Q6Fbei9GMxnOTkzQHwpxbmKcj23cxP2NjUtWL5K5BL3xHtY7NxLMBDgTOrVgm67oZRpsS7vGrxS6rjMRj/Pslcv8uLub3kDgliY6IN/Hcsk/RV8oyJnxce6tr+f9Heto8XhuWR/G5vYqznWP8MyrZznbNUJlqRODIhGJpbg6PM1kIMpnP7QPi3nlz9yakboyWo74jOTlYtCAaC5BVr82cfzRC69z1R/INynmVNK5XIEznVFVBoIhBoIhIF/uF0VxVUv5T+/ZRpljddSYn2LtkTdGXMEvObOppuuoqobTbWHT9gbi0SQBf4yRwWnKK11IskQoG2Qg3k9aSyMJEl5jKSZpfjZM03X6ggGevdLFocEBhsMR/Il4USpVtxo6MJ1I8NbgAIPhEIPhEB/sXE+pdXFKgKbpHHvxLNHgQtnXsD/KyVcuUDFDPfCPBjn+0jm6TvVT1VzG7sc2F7btPj1AIpJk/5PbF/2clo01fNB6kKnREPFYCleJjfKaEsqqi6sSrAXGwlF+fKmLvukg22qqCCVTZHIq9zbXr+g4+aTArc2Q6rrORCzG/zpyhEODA4yEwyvsxLg55GlX+d6E3sA071+3jve1d6xIZvJWQgcODQzw1VMnOTE6SuQ6t9w7BZ38wr87ME1fKIjNYODgCpRWikFO05iMxxkIhdb0uHcr+gf8+AMxdu1oxOWaEW5ZX0MwmCASTXHfve24XRZ8PnsheZfJ5LhwcYT79rcRDic4erwPu83Egfva7+RXuWnouo6m6TOu7kZMptvTDxVOpxcEFjpwdnycr546xev9fQRvo4t7JJ3m6MgIY7EYk7EYH96wYdH+j5yuEshMAzCdmebI9GFqrXXztglnQ2hrJCufVVXOTUzwtydPcnx0hKl4/LaOS6lcjit+P+PRKFf8fj6xaTN7amow3YK+udISOx9+dBuvuK9w9NwA53vGyKkqZqOBphovTz+4ie3ra1HklQc2axZY2GULqq5yyH+SEoOLKks5kiCi6hpDiTEOTR1HQsQiXYvQL4xNcGXSX9TxZznrq8G7SY71/wSo2qwR2fIQZtRwAAauTvGdfzhE67pK9t2/jonRECeP9GKzm9m+p5n2DdWUmypxyE5UPcf58HlUVHT0eYGMqmk819XFV0+fWsB7vFug6jr9oRB/f+oUqVyOj2/ajG+p4GLGWHJRXBe/WZ0WwtNRzr/dRceOJpze5fsDBEFAViTq2yqoay1HzWnIinTbKYCTsRihRIoNleWEkikMsjSveftuQvf0NH/4xuscHx29o7KgqVyOcxMTTMbjjEWj/OzGTVQ6HHfsfCB/v/7wymX+/uQpLk5N3rXu0VbFQJ3Thfs2cp7/tUHXdc6cHcJqNtBQ582LkAB1tSXU1pTQ3TNBZ0clpaXz70lFkdi2tZ4d2xsIhhIMDE3T0zvxrg8sFEXGYjVy8cIIkixSUeFiy9Zb74ETS6eZiEXJaVqhcnlydJS/OX6cQ4MDd2SM0nSdgVCIvz5xnIym8YnNmzFft4C2yGY2ubbk/9B1SoxeHiybX5l/Z/ptDOLN04aS2SxvDgzwF0ePcMXvv6Gr9q1GOJ3m8OAgY9Eon9q8hcdaW3Gu8TgkiSI15W6efnAz921vIZHK5INeRcJhNeHz2FDk1c3zaxZY1Fur2VmyiRfHD3ElehWHbMMoGUhrGSLZGBkty3srDlJpLl2rj/wp3qWYlWIrBqIgYJwJLHLZHG6PjdIyJ71XxhBFkfIqN4IgEArGgTyFTRREdCTiuShZLbNAAEUSRXZUVfE/33lnrb/amsOfSPD1M2fwmM28f13nTWecPWVOPOVO+i+O0HtukK0Hl3fO1nWd4FSUF759hImhaVT12m9X21x2y+VmZ6FqOoosUe6wcdUfQL9RQHUHcXR4mD9843UuTk3dtDPyWkDVdUajUb557hyJbI5Pb9265lr3K8EPr1zmr44do3t6+q6oEi6FBreLHVVVd52QwrsJo2MhBgamaWuroKys+HtOliWaGkqRZQlFkbBajYRCyVt4prcHqqYRmI4xMREGndsmEqDqOoEZKWuf1cr5yQn+9uQJ3hjovyP0w7mYjMf5yonjlFmtPNHWNu95kwQZp+ICoNRUxgHf/fiM89eQ1eaamyalxzMZnuvq4ktH3mEkGl2z/rebQVbT6Jme5n8deYeUqvJUR8eaN3aLooDLbsa1xpS8NQssbLKVh8vuodZczongBUaSE0SzcUySkfXOVra719Nmb8A6p2Jxf1sT6ypufaDh+GnG6a5COJUqOkspCwJ2Q34xbTQpVNeV4PHZ6e+dxGCQ85xbAWa19vzpKUaSQ2T1LLWWOuzywuysAHT4SrmntpY3BwbW6mvdMoRSKf76+HEa3R721NSsbKGzyPjYvr2JwcujXHinm9YtDdhcy/PHv/qF54lFUrRvrkWa8/m+Slfx53KTKLFayKkqXz1yimgqzZbqCh7paFl+x9uIE6Mj/N5rr3LF778rJqe5CKZSfO/iRQD+7bZtVN2BysU7Q0N87fTpuz6oUESR1hIvG8vK7vSpvKtx4eIICNDU6EO+vh/qBm2KAqAYxMK/Yb4RrCyKNHk87K+rI5zKN72HZ6Sa7+b7ymE389gTm8llVUZHg0z7Y+g6q+odXSlCqSTjsRhZVeXb58/zal/fHQ8qZhFIJvnC22/RWVZGi8ezaJbcJtuxLFK173Asnxy7EVLZLC/0dPOFt99iKh6/qWOtNXRgLBbjS0ePIAoCT3XcPjprJpvjrZNX2b2pHrNpZRWhNQssREHALlvZ4u5knbOZrJZD13UEQUQRZUyiAUmYX1b5zJ5tBd3/Wwm7aW1/iHNvXmKkdwKA7Q9vpKTCfdtoIbqu8+b3j5KIJBGAB39uP8K7zN9iOpkoukFMkSS8M4OJyWSgv3eSC2cGcbqspJIZSsudpNM5Nmyt40rkMlbZyhb39hkNaRlFkBf8NoIgYDMofGzjxpsKLBxGI7VOJ5V2B16LBZfZjFmWUSSJRDZDJJ0hkk4zGApyxe+/qabw8ViMfzh9imaP56aoLGpOo7qlHLPNyIXD3fRfHGb93tZl9zt3pJc/+tpnsbutzF0NSDdyhlxjVDkdfGTbRrqnpkllc7SUltxxWs9cnJ0Y57++uvqgwiBJVDscNLjdVNjtuE0mTLKCKAhkNJVoKs1kPE5fMEhPIEAyt3L6QjST5vuXLuI0GfnE5i23VTFqOpHgH8+d5dzk5KoWf4ooUmqzUePImwJ6zGbMM6IesiCiahrJXJZQKo0/kWA0GmEoHCacTq+4slVpd7CzunoBNWMtIAoCDqPhpuSAg8lkUWOoJAjYjMai5b1XC5/VuqABNxiMc+XKOOVlDurrShYsnu12E8FAnEgshddrR9O0AlVqORgkifsbG9ldU42m5SWGNV0np2nEMxlCqRShdIpwMkkolSY0E3yEZv4bnFlkR29xU+710HSdTDpHJpMjFkkRDMZX9L1vBqFUioFwiJOjozzf1VV0UCEA9W43DS431U4HTpMJkyyj6zrhdF6AZyIe4/KUn4n46g1LR6NR/uTNN/jL9z2Jssh6ShRERGHhdbq+h3IlyKgqL/dd5Y/eeIPp5OoqYhZZpsHtps7lotxux2EwzqiY6qRUlWAiyVgsRm8gwGA4tKoq9nQiwZeOvEOJ2cwDTU23/HkGiMRTfPVfjtDZUnHnAguYsbAXZBSxuMOu9YL/duHlf3qLV7/1NgD/+Wu/irvUibQqdZqVIxVP840/+B7j/VMIgsDBj+xFfpcFFsORCKkiOZ1GSaLMlg8sahu8/OJvPIqqaiiKRDabo/fKOKlUlnUbaziRfItELk6J0VvYf6NzM3Zl4eJTEkS2VFSwpaKCU2Njy56HJAjUOl1sraxkc3k568vKKLfZMEgSkigWjLkE8s+BPjPR6bpOTtdJZbN0T0/zYm8PP+7uXtUg9ubAAEdHRnjUYln1wKLrGpIssuneDs4eusKlY700baxddj+T2YDJasRyJ2UhhbxZ3u76vJ787HW/GzARi/LHb7654qDCrChsKa/gsZYWtldV4bNakUURSRBmNMav2ZlpM/eUOqOLfmpslB939/BCbw/ZFfCBI+k0/3j2LKUWKx/o7LxtxkzPdXVxfGRkRedqkmV2V1fzUHMzm8rKKbfZ5j9v110jnXzyRdV1NE0jp+tMRKNcmZ7m3OQEx0dGuOz3L5vQqne52FNTc0sSRm6zmU9v3cbHNm5a9TE+//xzHBkeXjZAq3Y6+dyuXRyov7WSpqIgLAjCLl8ZI5XO0NLShNG4MEDr7Kiko6OSP/ijHyIKAu9/ehuPPLShqM8TBAGLoiwIZnRdLzwrs2Nw4d9zXs+oKn978gR/dfz4ose/VUinsly4MEw4lMBiMbJlWz2ieHvGsNFolK8cP040nSGwzPwjCgLbKit5rKWFPTW1eC0WFEmaNy5BXpZf0/M+FolcjsFQiJd6e3m+u4vRJVSoboRDg4O82d/P/YsIJgQy0wwnhtjo2lx4TdM1RpLDSIJIpXll5oyarnPZP8Xvv/76iudjl8nEvto6HmpuYlNZOXajEfm6dQBcG7dVXSenqgSSSd4aHOTHPd0cHxlZUYJlKpHgTw69SYXdzqby8lsuRZ9IZonEUmjaypNAazaj5B9oncn0NKdDlxlOjFFvrWaHZwMOxUYsG0cQRMySCWmRqPPdhEwqS3LGKCwWiqPmtNsWWMQjSRKRZOHz7+Kq76LQdZ3e6WnixQYWskyVI8/NFSURTdcYGw5gd1ooq3CyfksdkiwiSSIGvwGT0UyZqaKwv7JEU5cgCDiNJj68YcOigYVA3pCt3evlwaYm9tXWUud0YZBlpBlX7dkgoqjvPeOSvKO6ms9s28a3z5/nH8+eJbKCjFlW0/j+pUvsqanBaLXe8LOXy9C2bK6nbWsD597uYsM9bYsea7hvkmwmn9Xa/55N/NlvfYvHP34PHp8dYWYyNFuMlNfcHsW1c6PjvNM3xC/t33VbPq9YJLNZ/uTQW5wZGys6G2VVFPbV1fHJLVvZUFaGIoorCpScus7DzS0cbGjkVyO7+fMj7/B8V1fRE5U/keCb589R53axt6b2lldcJ2Ix3hocYCJWXEbTKEncV9/A53btosnjyQdbqwwkPWYzbV4vj7e2ktM0wqkUbw0N8VrfVQ4PDeUVqfRreoZuk4ktlRWrrijMPntLXVNRELAaDEW7IC8GRZLy/Jllfm9JELAbDJTcAj+O5bBjewNbt9QhL9EAajDIfOZT9/KJj98DOhgMEpIkYLUa+drf/QJmcz5ocDjMfOgDO4qa62YXvcvdJ1lVvSXVqKWQyeTouzqF0ShTUeFi3/62/HlKxcnfrwUi6TTnJydvODdIgsC+ujo+s3UbG8rKCtLwxcx1dl3HZ7GwqbycD29Yz3fOn+f7ly6tSGI7o6p8+dgxDjY0LPi86fQ0p0In5gUWAgLd0SsIKwwsdF3Hn0jwn37yk6LHJMh7cL23rY0Pr99ArdM5L9gq5jPdZjN1LhdPdXRwenycvzl+jHeGh4tORg1HIvyvI+/wBw8+RIXNtqJ7ZzIQpXtgigqfg8ZqL90DU/QNTy+5/fh0hERqdSyLNQsscrrKscBZvjn4HFPpIKquste7lU5HMw7Fxr+Mvow/HeKD1Y9QbSlfq4+940hEk6g5lVuhg7/o54XjaOqdbwhdLcKpFF3T00WpUAiAw2iiacbUZ6jPz7P/fJTx0RDbdjfhdFvJZlUeemIzANXmWuyKHa/BV9S5GCSJe2pq6fD5uDQ1lW8Ul2VqnU4ea2nhkeYWGtzuvNTxzAO82klAEITCceqcLn511262VFTwxcOHuTQ1VbSk3duDA/SHQngtFqSZcxFliXQyM0M9nKN+lVNRVQ15kZ4MSRbZ9uB6Lhzp4crxq+SyOYTrMiD//Tf+kfGh/MCjazq6DhdP9M/jRa/f0cj//eVPreharBayKGKSZXKqRj6uERCE1f8mawFN1/n6mTO80d9HsghqgSgINLjdfHbHDt7b1o4sivMygMVCEATkmXuq2ePhvz38CI80t/D7r7/GRCxW1P10fnKSH1y6RLXDSa3TeUuv49HhYXoDgaLOy2ow8Ku7dvOpLVsK1+dmIAoCoiQhA0byPjofWLeOpzs6iGcyvD00yAs9Pbw9OEgknabO5eK++voFi1NdV9FnRIMFxBm1ufxfOhoC+ecnlRvBKFeALpB3bFcXbJPPZYoI7/Ik240gy9LCvoo5EAQBo0HGaFi4DLFajfO2MyyyzbsJug7BQJzennGyWZVcNl+1c7os1NZ5l9l77bDUAlYAKux2PrtjJ0+0tuIwmVaUOINrc5wkijS6PfzG3nto95Xyl8eO0jM9XfQcd2FyguOjI+yoygcKuq6R1XNktQxZLUtGu5aMy2pZYrkoZmllgXNWU/nTQ29yaWqqqO1lUWRndTW/snMn2yur8spaKxy3Z6+lIkk4RJH9dXWs8/n49oXz/N3Jk8tWkSA/arzR388PLl7k32zZglVRiv6NLvSM8aV/eoP3HthAY7WXV45c4R+fO44kiYvK/2u6Rjqzuh6cNXta++MjvDRxmFKTl081fIATwQtEc/FZb2oarDV0RweIZFfPwbsbkYikZgKL24NYOLmq0tTdgmOjI0wW2SBllGVaS0oKVI1wOIHTbWXHPa2MDgfyD9ScS9G4QpMcQRBwmUx8ZP16/vzoUbZWVPCh9evZU31rdKNnPxPyFJgHG5uwyAp/+OYbXC4yuFB1nUODA3SWlmIzGBAEcHvtTA75yWZyGGYoB+lkhqnhAJIsYfcsbHgTBIH27Y20bqnn1GsXCfsjeK4zxvviD379Zr/umsJuMqLqGs9fuEKN24UgQJndRoVzecncWwFd17kwOckPLl0sqpQuiyKbysv5nfsOsKl8bZIrs/eTSZZ5uLmZUquV3/7Ji1wNBova/4WeHnZUV1Nhtxdkndcauq5z0T/FWBGZQVkU+diGjfzC9sX9VNYCc7PaTpOJx1paeaS5helEgleuXiWt5lhfurBpO5a5SCR9ClEwYFGayarTiIIRUTCR1aYxSGVIooWJ2PcptT5FRp3EZdpFKPUWomAmp4UxybVoWpKcFsZu3IRBvgnxkndbufr/YBgMMhs315KIp7h4cZSJiUj+jbuAyikKAm1eL7+1b//KxUGWgDCTpHuyowOLQeGLhw8XPcdlNI0fXLrE9soqBEEgmA3x7Oi/MJocJpCZ5su9f17YNqkmMYomHix7uOhz03Wdw4NDBSGL5WCWZR5vbeOXd+6kfgnn8pVidgzyWa18astWPCYz/+vIO4wXMUbqwP8+dZIDjY20e71FBzfb1tXyx7/+PlyOfBCm6zr7tzXx2L512K0LKc7DE2G+9E+vF/+l5mDNAovpTJCMluGpqgfZ4l5HV7SfaO7aAtKh2MhoWTLa3ak7v1rkKxa3r4IQjyTetRWLjKryWl9f0aVHq6KwpfKas/Zsg1s0kiQRS2EyKyjKzd3CFkXh6XWdbKusoqO09LZ6qQuCwI7qaj69dRtfeOtQUYMKwJGhIT65ectMYCGwYV8bP/r7N3j9u0fZ9egmBFFgpGeCt589ibfSTUPn4iViWZHZ/uAGLh3tZbh3Alfp4nKQuq6TjKcxW42Fheys0VMum8O4wsau1SKZydLrD9DrD3C4fxCAg62NqwosNF3Hn1r+eptlBbuyeF9JKpfjq6dP0VeE0ZkoCKzzlfJfD95PZ+mtUcKbDVx+9+BBfvOFF4oK4GOZDC90d7OhtCw/Sd2ChU40nWYsEiVZRJXSYzbzyzt3rvk5LAdREPBZrXx4w9Icfx0VUciPNzktgigYSeWGEQUjNsN6LIYmBCQsSiNmpZacFiGUegcQyalR7KatKKKLaOYMKmn4V1yt+CnmQxDAYjGw79521q2vprzCdadPCchXKlpLvPzHffu5p7Z2zXn7AnCwoZH+YIipeBx/EbQoVdN4a3CQtKpikmVciosnK5/mWOAIp0Mn2eG+RoU1iEaqzdWUmopXb4tlMvzxoTeLMiw1ShKPtbbyud27qHW6iv6MlcCiKLy3vZ1YNsNfHD1KuAhvrWAyyTfOnOa3999bWAcsB4fNhGNOj6QiS9RXlbCpvRrbIo72Hpd10WpiMVg7KpSmIggiNnlxsxdVU9HQl5SXe7ciFoyTiCYxmG+Tg+ZU9F0ZWOi6zonREU6NjRVFGQFwmc3cU3utsbi03InJbODVH50lnc7RuaWWg48U1+y3FPIKUQbW3aLF3nIwSBL31NZybqKZb5w5UxRH/sr0NMlsFl3XESWRxz5xH8d/co6/+71/5vjL57DazfRdGCY8HeOxT9xHQ2fNksdat6uZxg019JwZKPRTLIbvf+V1Pvb5+Vmh6fEwF4/3ceDJrcV/4ZtAe5mPP3jvw2vSsJ1Ss/z28X8B8g2IaTVHRsthlfPBU0bNoeoa763dwM81LVzo6rrOmwMDnBobW1ZdRQCqHQ5+Y8+eWxZUzEKRJDaXV/AL23fw3w+9WZTJ01uDgzzSPEGj231LGrmnEgnC6eKMKO+tr79r3MGvhySYkEUXIKBqMQRBRhbtiIIJSbQhICIIEiCSyU1gN67nauCPaPT8Z6Kp00iCZeY4ZiTBQjo3jkG6fTSYn+LOw2CU75qgAvL0p1/Yvp091dW3rBlYEUWe6ujgwuRE0X1goVSKi5OTbK2sRBREnAYXHc5OdDT2ePet+lx0Xed7Fy9yNRBYdltJENhVXcMnNm+5ZUHFLGwGA481t9AXDPLPFy4U1av3g8uX+blNm2lbQdViLja0ViFJIibj4mO+1WSg1GNf1X2xZrOIRTYjCSIjyQkarNXoc4peiVySntgAZsk4z3n7XwOunhvk9W8fxuq69e6ZAJfe6SadXL1s6Z1CIJnkuxcu0l9EdhfyC+5OXynVDgeZdJZwMIHNYebxD2xnx95mslmV8ko3Vvu736OkzGZjZ1U1r/X1MRgOL7t9NJ1mJBqlwp5/6Cvqffz2V36R5/7uNfouDDOZm6a8zsfTv/wwe96zGXGm0mNzWahqLp+RjM3DYFLY/dhmpsdCeCvdKEsMMq//8NSCwCI4FeHQj8/etsAils4QTqWodt28uZtBlPhEcz7zFc9leGvqKjlN5Z7SRkySwtWon+FEiDqbZ9H945kML/b2MBKJLPtZZkXhyfYO7q2vJ5PMkEqkMVmNGIqo9KhZFUESEFcwuNuNRg42NPB6f19RcsoZVeXNgQF2VFXRsEal/rmIZzOki0wmNLjW/vPXClZDO1bDXOdnjcXMGCrsPwMIJLL9lFgOIos23JZriyGbYSOg33x/RRHN2z/Fuw+6phONJJEVCYv11gXZJlnmfe3t7Kurw3CLleFKrVb21tRyamyM4SLGzKyqcmpsjK1zGAvlpgq8hpsLxEOpFP90/lxRC/cap5Mn29vZcJu8bKqdTh5sbOLM2DiX/Mv3fiSzWZ65fJlf37NnVQmhnRvqbvi+w27i33/y/lWZ563Z3VRh8lFh8nHIfwJREPGng0SzcXpjgwQyYd6ZPsNmdwc+4907cawGF96+woW3r9zp07irEUmn+c6F87w1NFi0drbLZOJ97flJfGoywov/coqmtgoqazzYnWZ8FRZMptun6nErIQDrfD42l1cUFVgADIZCbKmoQCKvLFLfWc2v/OnP3XCf7Q9uYPuDCys82x5Yz7YH1i+6z/jQNKlEhkwmx0DXeOF1VdW4emkM5TY2VXZP+Xm7b5DP3bvnpo8lixL3VeTN9fpj0zw7fI4/2Po+3MZ8Vjmt5nh26Bzng6PsL2tesP/RkRHOT0ws6yUgAI0eDx/ftIlMKkvfuQEi/hjVrRXYPTY0TUMxKqhZFU3TMJgM5DI5dEBRJMb7p7B7bLjLXSvSui+32XhvWztHh0dIq8s/c0eGhxgMh6h1Otc8c5lT87KvxeB6+dC7G0tdp/zrimjHbH5gwbt52sK/stL9T7FmSMTTvPGjs1TVe9myZ+HYs1bYXF7OA42NeG+TYtiummp+3NPNSCSybK9FTtPoDsxXLBIRUHWN8dQYOS03L3ntVJw4lOUTTs93dTEUCi/7+UZZZmd19aKyt7cSmyvK2VVTTU9guigT4ee6rvCZbdswSIsrr90MJFGkpW51FfY1WxWUmUq4v3Q3z469xneHf0wsl0RHZ6B/BKNopNPRxH2+HbgMxRlazcr/rdTYaDHM6p3/FLcXOhBKJvlRdzffuXCh6N4KWRTpLC0t0KDcHhubdzbSdWGEC2cGKS13UtdUitdnx+O14yjCOfpuR7ndTp3LhSQIRZWKJ+Lx2+LsfOzVi/RcGCEaivNPX/pJQT1CVVU0VWffYxtv+TnMwqwoWA0GpuMJTLKMIOQDBMNNSj3rer5qMZ2OY5RkJEEknEkSzCQWHdwzqso7Q0NFVStMsswHOzvxWq0EJ0L0nx9i75M7mB4NMnS4C8WkYLGbmOifQlM1Sut8xMMJ0vE0ZfU+Lh6+Qm1HNXaPFclcfPbSrCh0lpbS4fNyenx82e39iQQXJ6fYXF6B07S2VUBFFJGLHH8n7jLn25uBcqtpTrexWjGVCuIy2Iv2qCoGgUwYi2TCKBbHEb9bMNw3habpZLM5EtE0VpuRiroSTOb898hlVUYHp4kE4wiiQEmpg7Iqd8HfKBFLMTowTTKRQRQFXCU2SivdyLJIYCrK+RP9nDvWRyKaQpYlnG4LZdUejGuYSLMqCvvr6unwFqeguBaoc7po8ng4NjKyrCqkqutcDcwXoIirCc4ET3I5ejFvwDwnPNhVsoet7hsLPqRyOZ7vukKmiERLrSNfPVjrsXA5eMwWNpdX8GpfHwNFsDuGIxHOT0xwb339ilMV19bWwpprCKyh87ZIs72OTxif5nKkl4HEKEk1jVkyUm+tosPRjFOxLSprBfkvGUqmmIjECCVTpHM5MqpKbg36CfY11b1rzfjerciqKmPRKD/u6eGb584WTYGCfAPnRzZsLJT3LFYjW3Y2smVnI4l4mu5Lo5w80ks4mGDf/R1s39tS2FfNaYyNBPBPRshmVAxGmdoGH063BVEUyWZzDPROEQ7GkWSJsgon5TODfjiUYLBvCpfbwuR4BFEUKKtwUVrhvKFs4lrAJMtUzrgJF6P7PZ1I3JbA4pEP76btyjiXTg5w/5PbCiomkiRQUuairvX2lIkBDLJEKJnih+cuU2a3IQjQ6PXQWnpzCzi7YqTdWcZXe95hnasCoygzkgwxkYxyf/lCV/LBcIhL/qmivFi8ViuPNefvz1k608XDXQxdHqG+s4amjXVMDU8TGAtidVkJjAWRZInwdJTKlgpKa324Sp3IqxAp8Fos7KiqLiqwADg1NsqjLS1rPplaDIaiS/VnxsfJadqaKNP8q8dtokKpuso/D7/E+6vvp8y0Np41qq7x4tg7bHG30WSrQRbePb/3M984TCgQw11iJ+SPoekaDz+9nY27GjGaFC6dHuTVZ0+TjKdhRrXv8Y/soqrOSzqZ5fThXl577kyBotq6oYoHntyK1Waiv2uct1+6wNVLo4SmYwz0TNC6oZr9j25Y08Ci3edja0UFlpvwUlkpBEGgweXGaTItG1hous5kPEZWVQtjwVRqghOhY3Q6NlBuqpzXa+czLp9Zvzg5Sdf09LKJO1kUaS7xsKOqqohvtfZo83pp9niKCiwAXu27yv66uhUrjPWPBMipGrUV7kWbtKcCMSamI7TWl2JY4fyzts7bCHgMTvZ6t7KX4nnXWVXl3Og4h3oHOTE4Qq8/QDiZWpZmUCye/ezHVxRYhDMphmMhkmoWYSaas0gG6uxuzPL8h9td5qS01nvbKCHByTDjfVO3VeJ2JciqKv5EgguTk/y4p5tX+/oIrsDVUhZFDjY0cKC+/toxsypBf5TAdGxGESpNabmTsgo3Hu98RaCxkSAv/MsppqeiCEJ+MffY+7dhd5gRRTh9tI83X7pQyHU43RYefXIr1XVe+ron+NJ/e449B9oJTseIx1JU15bwyJNbqaq99SZwJRYLHoulqMAikc2sSTVvORiMCi0bqjnwvi3svH/dHc0syqKI1WAgo6oMhfKUsRLbzVer3EYLH23czjOD53hnqg9V0/CZbBwsb2Vv6cJS+KnRsaIoa5IgcE9tLT5rvqfFaDVS21FFNBinuq2SkioPRosRT4Wbxk31GC0GdE0nEUlSXu/D7rGSjNlB11dlwuk0mejw+VBEsaiy+vnJSQLJJPUu15r+zk6TqWgzuDPjY5wZH2f7HZrUi4Gu6/THe5nO+Be8Z5YstNrbUUQDmq5xKXKepJoABERBxCQZcSkevEYfBnH+nDSVnmQkMUhOX5hRdRtKqDbXYJRuf0/ZVDrI65MneLR875odM5iJcHj6LDWWMhptK3NMvuPQdRLRNB/41H5qG0v5/t8f4tBPzlPbXIqrxMY3/+pVtu9r5dGf2UEqleVrX3yRZ//xHX7xPz1BIp7m0ulBSsocfOgXDqAoEqlkBpvDjCxLbL+3DavDzE++f4JdB9rZdbBjzU9fEgQ2lJbR6r39wgF1LhdOo5GxIly5M6pKOJ0uULWyehaTZGK/7wCGJYxvb4Sf9PYU5Z/lNpvZWlF526sVs6h2OKhxOotmL7w9NERO01ZMYX3hrYtE42k++dRufJ6FZqDne0b5x+eO80e//j687pWZha6p8zYAAkubbWgZFEFBFq9NkDlN49Wuq/zVW8e4MDpRtInKrcRIPMzzg5dIqlnSag6zpOAymnm0pp1m5/yHceP+Dh77zEGcJcVRvG4Wx144zbe/8ENioeLdLG81cppGKJViLBqlLxjgxOgobw4MMBAKrfj3bPd6+czWbfMylpFgnLdevVQoHVfVlbBjbwveUkch6zOLwb4pJsdDHHhkA5u2NxAJJ3E4zUiySCqV5Rt/8xqPPb2Ng49tJBSI8c2/fZMX/uUUn/m1hwBIp3P4ypx87NP3cvnCCC89d5rui6O3JbAwyzLmIjO7aVW9rc/K05+57zZ+2uKo87j55K6tRNNpDJKUX6yuwfpXEkTqbSX8asd95HSVrKZhkpRF1acyqspl/xRTRVB2JFHkgYZrgYnJYqRjd74CMnfhbrIacZc5C6/PdW72VZcs2L5YGCSJcpsNr9Va1EQ+GY8zGY+tecXAZTJRbrNhlKRlVapSuRxfOnqE3z14kPq7tpFbpzt2hYuRc4SzIfzpSVwGDy7FTbmpgnprUyGw+N7IN5lO+6k0V5EPLgQcipONzq10OjZiV67NG5cjF3hm9J8xikas8vyJvN3RicdQMj+wuMWJhcH4GGOpac6FekhpGY5Mn6c3NgyAVTazu2TDPPnpWC7BQGKcQDqMhoZTsVFjKcdjcBaepbGkn5HkJJcj/Uynw5wNdRPLJZFmGtnvK91WqF7kdJXR5BRT6QDxXApN17HJZirNPsrN3sI+U6kgo6kpPAYHGS3LWNKPqmu4DQ4abVVYJfOaJ0SaOyspr/Zgthrp3F7P+b9+jWQ8jabpjPT7+bXfexqTxYDBpLDrYAd/9/+9gKbpmCwGmjoqOfl2N68+c5qaJh8NbeUr6p+6WZRYLLR6S3Cbb7+QToXdjs1QXJJX03VCqVQhsLBIFhyyg6uxHirMlcjCtSSvQTSgiEtXdFK5HMdHR4tSyfNaLPOaxm83rAYDlXYHdqORUBHSs4PhMIFkkgr72vo5GWSJQDiBugrftDULLMZSU1wId1NtKafRWoNRmh9RRrMJjgXPss7RTKX5Wtnq3Mg4f/bq21z1F+fKWgwUScRlNuO1WfDZrFiNK49uXUYLHWY7k6kYbqOZZC5LIL1wMV9a66VxQ+2SHgBrjckhP/JtbJjVdL3w36yqksrlSOVyxDIZouk0wVSSyVicgXCIy1NTXPb7i9KqXgxlNhu/tHMnzSXXLeIFAXeJjZ37KymvdN9wEK6p91Je5ebsiX6mxsM0tpXj8uQHJv9khNGhAPfcvw5FkXB7bGzcXs8P/ulIwXSwxGtj49Y6TBYDHq8Nm91ELFacVObNwqTImIoMLLKLDJCqruJPjzGSvIqqq5QYymiwdRQC/Vg2TDDrx6G4cSqLqx0thZGrU1Q1+DDfQpWS5RBJpTg9PE7fdJBmn4cKhx1V02kpvbmgT9d1UmqOkUSIRG6+4lqJyUqVxVX4eyIWYygcLkqEwKIobK6omPfaUgucua8v9e/VwGYwUGW3FxVYaLpOXzBIIpvFuYaBhSyKNHk8eK3WZftSNF3n7cFB/vLoUT6+aTMdPt8tk8FcLQRBZHfJPjqdm7gUOc8rkz9mm3snm1xbcSguzHMW/wICPmMp76/+CBktgz89ycXIeV4cf46UmmKvd/+8yoVZsrDFvZ0Ox3wxBbvsWBBs3GoMJsY5F+rhUiRfxTsduoJl5rt5jS52laxHQEBHJ5SN8sbUSU4FrxT47wLQ5qjngbKdVJp9CAhMpKY5E+ricqSfhJrkSrSfyXSgMEbt820uBBbxXJLnxw4xnppG13WyWo6crtJoreLxyv3UWvMmk73xYX448gYlRicm0cBkOkg8l0BA4L7SbdxXug2bvLZ9eKJ4rW9TlEQ0Lc/4V3MqgiAgiteeW0mWUFUVdB2L1cju+ztwlli5cKKfQy+cZ7BnkvvftwWP7/YYfdY5XTS6Vzb+rxVsBgOGIoMoTdfned9IgkQwE+SZ0e9Tb23AKBqZzSx1ODpptbcteay+YJCxaHRZ+rAoCJRarTR57sz1mUWp1YrbZC4qsFA1jcv+qaICi5yqkc5kUdW8q3YmpxJLpDAa5o/36axK98AUsiStSt59zVaoPbEB/q7vu7Q7GjlQuovNrg4cyrWBMJKL8erkETwGZyGwyKgqXz92msHgtcy2ALgtZmo9LpwmE7IkEkwkOTk0CoDPZqW9zIcg5C9SJJU3Xwolkqh6fjDbUVvN/uZ6Gr1uql1OvLaVS8EqoohZVjDLCiZJIZHLLnpTmu2mFVMUbgYWh3lF0pOLYTgS4ZnLlzg2MjznVQEWhHb57Kmqa6iaRlpVSWSzxDNZQqkk04kEk/E4E7FYUZmAG8FpNPKJzZt5uGmhCkaJz86BRzYQDMQYuDpJeaWbnsujRMJJ2jqr8JVdC+pq6r089tQ2LpwZ5GrXOJcvDPPQE1tYv7kWXdXzjpdznhNJEPO+IDO/rSxLmC35QFSYmTxuB+UI8h4EN5MpTqkJDk+/SFpN4lQ88zI6ADk9S0KNYpYWTrKqrjKa7KPEUIZFXjhAffvLr/DLv/f+OxpYDIciHO4bQBIlQCecTJPMZm46sEjkMrw81sXJ6UE0XSeSTWGS8tfusep18wKLq8FA0UaG9S4XnjuQFZwLi6IUqFjFYCAcJpnL4mRtaQCbysqpcTqLanjPahr/cvky/kSC97a1saOqmkqH467SUXLMqNAE0lMogoLX4KPSVINRmv98CAiYZTPNtvyiR9M1Gq0tPDv2PY4E3qLWUkej7VqPmCzIVJiqaLd33tbvsxg6nU002WrwTDkYTk7w/ur7qbHke6pk4ZoKTVrNcjp0hdcnT7LB2cxWTzsiImdCXRwLXMAimXis4h6sspkmWzXlphLKTB4mUtM8ULaLTa5WlBkWg0FUCqwHRZSpNpeyztGE1+hE13VOha5w2H+WcrO3EFgARHNxotk4B0q3c2/pVpJqmhfH3+H5sbeotVSwztmAtIZ9HENXp5ieiGA0KVy9NIa7xIbJpOD02PCU2jl/op97Huwkk8lx4UQ/LZ3ViFK+xy8RT9O5tZ51W+o49MJ5jr5+mXVb6gqBhWLIByLJRCY/N83MWWtVdal02Klx3p5E6PUwy/I8xspymEuHFwUJn7EUrzFvZJvVsujkVy6qfuP1x6mxsaIMOk2yTI3Tece9dDxmM/Yiz0HXdbqmpznYsLyCVSAc58jZfgZGA5zrHiOTzfGdF09jMc5fKyTTWU5eHGJDS8WqTPLWNPXtMeazNa9NHmEqHeAe71bKjEu7uV6dmubk0CjZmQZtURDY21DLwdZGmn0e3BYzsiRxbmScMyPjqJpGa6mXz923G5Mik8mphJIpBgMhTgyNcKR/iGAihSSKdJT72FpTeXOGT0U8xxa7+bYGFlaHZQH9Z6XoCwbpCwaX3/A2wWky8fFNm/jYxk03jI4nRkJcPDvE+i0qp472kUpmEEVxXmARCsYxW40ceHgDW3Y28ed//CxdF0ZoXVdJSakdb5mDU0evsvveNqKRJJcvjNDSUXntmgqsuAlqrSDM/Gc10NFJawmuxi7wgepfpMbSjKar847nMnhxLaEDHskGOBd+h62uexcNLHrOD2O8TSaQSyGVzWE1GtlUVc5VfxCEhaHwahDIJPjh0Dl2eutQdY3JQJStJTX0x6ZJ5uZPRsPhSNEVubbbqLiyFIyyjNNYfJAwGYuRvgX9W00eD1vKK7g4OUkknV52+4yq8np/P1f8fvbX1bO3tobN5RVUORxrYpB4pyAKImWmCra5d/L9ke/QFb00L7BYEW5x87Z7RsHRqdhnKi9uKswL7+lQNsrJwGUcioX3Vu3HOyMp7zE4GEqMcznSz3bPOqyyGbtixa5YcccdyIKE2+CgwuxdVG3KKpt5b9V8CqZBUjgX6mEsOYWu64W1haprrHM0cm/pVrxGF5C/NH9z9XtcjvbnKVHy2gX5sUiSI69eQhAF+q6Ms21fCw6PFYvNyBMf3c354/1MjYVQVY3pyQiPfWgHAMl4hiOvXSYSiCPJIuFAnOp6L57Sa2NuSakDb5mTM0d6mZ4IU99aTvum2jXxbJJFkTKbjZLbJDF7PcyKglLk+kXXdXLatbGozFTOB2s+sqrPvTQ1VXSVue4Wm+EVA5vBsCLp7eHw8gkbyK+xRVEgmkgTS6RJprL0/f/s/Xd8XOl53o1/T5/eMBj0DpBo7J1Lbu8rr6RVtSXZUhzbsuOSar+x3zjx743jFMexnTh2bEeybMvqK2nVVtv7ctk7QYIAiF4HmF7OnPL7Y0CQWIAkQIIgKfPaDxfA4JyZZw7O3M9dr2toCuVyH1YQUBWJLR01PLG3A5dz+R0/KxpYlGklPFa+l/70MMfiXUzlZ7g/soNG9+LKv4cGR0jnL7UerK8s5zce2M26yrJ5wch0OoMqSWQtC7eq0FASxO+89CEzLYvdjbXUBgN8+9hp3uq5gGVb/PMH7qG9PIK8TEe81OFmU7gKv+qg3OnFIclkzcIcx/3lcHodiPLqlepdfue8MuudjnKPh0+uW8dnNmzEew1pesMwiccyjI/GKCn14nSqpBLzB8MH+iY5dXSAgm4iCMXh44aWMhRVRlVlPvLp3Rx85zwXzk9QKJjkcjqP/NTGm/wubx5sbAzL4MD0K8zokyQKM5yMv8dg5jy1rhZq3S3oVp7hTC/9mXNoooMmTycRR3E41rAK9KXP0JU8Ql/qNAVLxysHqXTW0+TpQJkdktt0TwunD/axec9ahFt0/3k0FdOyeLu3n8lkmjWRMK3lN+6865ZJzizwqaZtnI2PE9MzfLxhM88PnWY4E5s7zrJtxlKpJZWnARpvgtjccqHMDrwvFdFMdsVIMy6HJss81NTI/uEhjoyOLonRzLJtRpJJvnn6FO8ODrClspLNFZVsrqy8aSrhqwFFVChRS1EFhcn8xDwHOWdlOTyzn/Hc6LxzOv0bqXXVX7WP/FYhbWToz4xiWCY/GHlrLpmRt3RGslOookyysPz2WNM2Gc9Ncz45wLSeIGfqTOkxonqcSmd4tt3qki2KaCH8l3VJNLgr8chOhjMT6FYBNysXWNSvKae00k8ylmX3w+2s39E0J2Z3zyMdeP0uhvomkSSRRz+ylfaNRep0RZWIVPjJZ4vViJqmCGs6q4hUXrIVgRIPex5bR9exAXIZvWhvV8jkejWNiNuNeotY15bbWnO5mbBtm6SRoDt5jqg+RZWzmiZPM7FCHJfkvKKOxcUWz6XYNaeiUOlbnXnZa61DW2LC2gbGltDqChAOenh8Tzu7NjTwd987QCyR4ZFdrfNF8ARQFZlwwI3P47iuDpmVtcyCQFgL0uipodQR4q3Jw3x3+GX2lm4lpC78o3dPROe10Pzsjo0LggooRlmKJJItFAeF399fLokijeEQP711PfFsju+d7GJf3yBf85/gN+7fRcS7vN7UUqeHUufSzrkTKxa3CzpKS/nkuvU8uWYNAYfjmqVeh0sllcwyeGGKTdubGB2axjbmOyglpV4qqoIkYhkEUWBNexUdG2tRlOLfaM+D7Xj9TsZHYiiqRENzK82txT74ypoQH/jYNjyzmaFA0M3O+9biuQ7lydWEADgkJw7JhSAIOCQXDsmFPOuECAjIokrGTDGY6cavlMwFFsWWA2123xLRRCdOyb2Ascbjc/Ktv3yNk/t75zJnNhCpCnLfBzatyvus9HvZXlfN8ZExnIpCc2mIzoobp7uVBAGXrJA2dCRBpGCZDKRmSBp54oVLQURa15nMpJcs8ng7bFCSKC7LiYjlsovO76wEOkojfGDNWoYTiSW3k0ExcTQQjzOUSPDOwABtpRHWlZexubyCjrIySpwrP5x7syGLCprkJGflMG1jrm3RtE1mCtMLqqYNnuZ5vP3AbaO6bVgmebOYIJzS57Ol1XsqKXfMd/iXAtM2OZcc4HvDb6BbOmWOkrm5zcWadgFUUZ5HW6uKCiIieUtfcWpuf8DNrgfbcXkWVhFUTWHr3jVs3buQqtrp0ti6dy1b9155HkAQBBrWlNOwpvyKx1wv/JpGifPW6T7dyKc0aSQ5OHOA/nQfyUKCeCFGnbue7mQXPsXPhsDi+9BMNstUJr0khiVNklZNMPBqUEQReRkO/VKYJC9CEkVCfjetDWUkUzlaG8oIBZY/LnA13JSUj0d2sSXYQUgN8Mbkfl4ce4uII0ysMD+qGk0k53Qqgi4nuxsXlxgvBhZFg2FaFvoVSvXlPi9Pda7l2PAYp8cmeLHrPA+taWRPk/OGRbQuR9P6OhJPFN9LeV0p0mpWLLxONj7QyfTYTHFI7A4MMryqyv0NjXywtZVdNTWzYmfXNjnllQHufbgDURJpaI7g8Tqw38dYUFVTQlXNlXvuVU1m2+7FWw8i5X4i5ZcCYK/PyYYtDVdd08UBs+TsMHtK18kbRvGfaZA3zGIwbBXZhgxz9vvLvhqzX8fTqQVqo9dCMWhQ2By8l2h+jIPTr7IpuJeQeokgQRFValxNFKw8x835FR5JlKl3ryVnZkgUYqwP7KLSWb/gdbwhNzXNETKpXHEQcRYe3+oFXW5VZWttFWsjYUzLxufUViRr7VUc3BNpImcUCDs8eBUHf3TqZRySwv3ll+6V6WyW+BKrFQDfms2030rkDYOuqYW0qFdC1jCWtAFfDzRZ5ok1a+iZnua7XWdI6vq1T7oMlm0znk4znu7j4MgwrwYCrA2H6SwrY3NFJU2h0B2k3G1jY83SmV+y4Q7RyebANtb55ztJATWILNyeFRpZlHBKDsJagE/WPor4PkVyRZTxystzXPJmgRfH9tGVvMAvNH6YBnclLtnJYGaM/vTo4udYOgXbQJ0N0rJWDtM2cUrairfP2axMG+Zqw6tpBJy3hkb1RjGtR+lLnWdHyW5GssPM6NM4RAcpI0XeurItGUkmyS8xGTSVyfDFI4f5bteZlVr2dSGZ1zm7DLudLizPlgJsXFuFbpi4XSs/T3LTLJUiKrR46vApbvZFj7Eveoxofn5ffzKXn8skVPm9uK/QCiMKwlxZqGBaZAtXvkk6K8poLi3h/GSUeDbHu30DbKqpRF3B/sq9z2xn4wPF4bqKxsiqZstkVeKj/+JJCvniNVjNoOZGoYgi68rKeGrtWu6tq6fW71/WsLLH62T9lvrZRJ1NZU1oVa99WtcZTSYZiMcZSyWZSKeZTKdJ6jrZgkHOKJA3DAqWNRcwGJaFaduYi31d5LHbdbO698mNiw6xq9rqOXKDsTi9U9Pc31IcUjs9NoFumGysrrjGmVeHX3HweFU7HkVDFkWeqO6gyh0goDrZGLrEsZ/I50kvwxl+ra/vhtZ1K5A3jJsqvBhxu/nMxo1kjAI/7u5eksjgYkjpOicnJuiamuKtgQHq/AHWhEvYWF7B1spKKn2+ZWX8VhM2NnlTJ2NkcLs9iJcFFpIgFTUrXLW3cIXz4ZitFKSNxfWIvLKbOncFY7kp8maBRs98DZIFlRaYVdsWyZo5LHuhxophmwxkxgmqPraXdCAJEqZtkTFyTOZnqFxk1mM0N8WMnpgT8etJDZE0MtS6KtCuQ/fgSnjw6U1oDgVtFW3fSsEpy3hWURRvJaHPBg9rvK2kjBQz+jRLmUycymSWpOMDEMvleL67+8YXu8pYahX9cpSFb15FfcUCi2ZPHS7JiV+5NIQkCALljlIejOykTCuhK9lLiXqplzB32SbmcWhXrJPJkjinEJk3TTJX2dydqkJTOIRHU5nOZDkxMk5GLxB0rVxgEakNE6ldfXEZKF7T2tb5hns1FJhvBJoksa6snIcaG9laVcnakvAVg8irYWoiwduvnKa3exxdN3C5NPY81Mam7U03Zd26aTKcSHBqYoIzkxP0x+NEMxliudxcdSJTKGAs0WjdqRAEgUjVrZ8XmMlk6Z6Mcn9LI7Zt0xedIaMXbjiwkEWJiPOS3Vrji9DkLUWAeVSnST1/3Y7wnQLdNG86C1pzKMTnt20j7HTx9VMnlzyzshgMy2I8lWI8leL4+BhvXrhAjT9AZ1mEHdU1bKqouObs1mojb+YYzg0CNhWOqusmbFgt5e06dwWKKPPjsXexsBGFoivX4S/a3YDqZUdJJ18feJGvD7zAzvA6goqXrKkzlB2nzlXBhuCaIuPTLCqcYdyyg7cnj+KWXfgVNzlLZ2NgLZIgIgkiVc5STsTP8/bUMcq1MCPZCd6JHqNgLXSiREROxnt4fvQd2nyNZM0cL47vwy07afXVL6C/vxG0brh9gr7lwiEruJQ7M7BwSk4kQeJY7AgZI0XB0jmfOkfCiNPiab3iedPLCCzuVCy1InMl2LZ9RbtfZNJcno1ascCizBGmVAvN63G8CJ/iYUuok7W+RtzSJQdfFqW5fkm9YFyxtihfNoCY0XVmslffiMIeF45ZCfKhWPymDCPexdUhCgLVPh/bqqrYXl1DazhMXSCAR1Wvuyw9MRZnbCRGbUMpUxMJPD4nyfjSVb2XAtOymEyneW9oiPeGhjg/HWUqkyGazZLWV75X93aBJjrImVmyZno2g2gjIM7R7RoFk5P7e5mZSs4zQMFSL5v3XLlfeCWQ1QscHhrh28dO0xedoS86g2XZGJbFw2tvPKi0bZtoPsMLI2foio3R7CvlmbqNDKSncUkq9d5iBjSV15ek3Honw7IXyy+vLARBoDlUwmc3b2ZNuIS/OXKEM5OTN9yClTMM+uNx+uNxjo+P8UpvL43BELtra7i/oYEKj/eWa2IYlkFfupd9U29RqpXR6rv1tLLXQpUzwkeqH+LNySN8sfc5FFGi0VM9F1goosz6QAuGZfLO1DG+N/wmFhaKIOFV3HMaFpcjooV4qmIvr0wc4OsDLyALIn7VyzpfM5Ik4pBUHqvYRaKQ4tmhV9AEhYDqpc5VOU8n5CJEQWCNt5aMmeNbQy+TNrL4FBfPVD9Inat8TkzvHztUSUK7RYPbN4qwVkqnfwOHZg4wkh0mb+VIGEnafR00ea68D0znshg/4T6geR2Bk2FanDw3wltHehkej1EwzEWri//vLz1O0Le8uZMVCywuZhmuBFVUFgxwezUVURQwLZuJVHrRNwVFfv+LfYGJXJ7x5NUH/zRZnltLPJu/rot+F8uDKAgEHQ6aQiE6IhE6IhHqA0EiHjdhpwttiXMUV4NpWHi8DppbK/D6nLjcGsYKUWOalsVQIsGPus/xZn//LK1omuwNZgJuB0zkhjkSe5PBzHmi+XHG8kP0pE+xIbCbWldxhqDcUUO5o5rXJ77LO+LzdPi30+nfhioUP3ff+cIbHH7rLOHyAAPnxymrChKLpnjs4ztu+voVWaK5tIQ9TXUEXU4eaW0GbJyKQlXgxvnY44Uc3+w/TE9iEkWUOT4zzDN1GzkbnyBr6HOBRd40btpg8+2F1Qmeyz0enmhZQ0tJmB+eO8c3Tp5g+gaqF5cjkc+TyOfpnZnh6Ngo3zlzhp01NTy1Zg1rw+F57UfXgxk9SrwQZyg7SN7KM5ob4UK6h4AaJKxF5jQTbGxSRpoT8aNkjDRD2X66EqcRBJH7Ig9TqkWu8UpXwSolOVRR4bGK3awPtJCzdEQEvMqlmQkBAbfsZHtJJ42eKuKFFIZtIgsSrtnZC1mQOD84RdDnZDqRoSzkZU/pRpq9NbMtVjaaqM5pHIiItHhq+VzDB4kXUtjYuCQHJZqfnKlTsArzghULmyZPDTtL1jGjJzBtC6/sotwZxrGCbVB3OiRRuG1bBK8Fh+igw99JWCslVpjBsi38ip9SLYJXvnJbT1rXb9rc2O2C63l3p3vG+MoPDzE0HiNS4qFncIoSvxuPS+PCSBRJFHnqvg5U5RbrWFwNhm3Sleil0hmZCzDK/V5kUcK0DMaTKZK5PKpbWuCAulSFCn+xVWE6naE/OoNl21fMfOcKxlx7yu3ct36roEoSHlVd8nxDkTlIRJGKDDNuVSXgcBB0Ogm7XFR4vVT7/JS4nHgUFa+m4dU0NGnh3/JG4HAq+AJF5qPzZ0dJp3Ks31x/Q89p2zbxXI5vnznDc2e7GIzHieVyd2RlwqeE+FTdv8Arz29b8ishNgb20O7bimVbiIKIIqj4LlPfdkhu7il9gmQhho2NVw7OE9h74wdH+ey/eRKXx8Hf/tGP+PgvP8TJA71EJ5bGn30jkEWRMq+HvU31rI2U0lp2qQ1xJe6vuJ7lSHSIf97+AAPpaX48fAanrBTpTrOXWG4M0/qJb3tbbTgVhc5IhEqvl/vq6/nm6VP88Ny56+oZXgyGZTGWSjGWStEzPc1LPT1sr6rmE+vW0RG5Pqfeti1en3yZo7FD5MwsSSPB/ul3OBk/Srmjis/U/zyeWS0Y27aZzI/x9cG/RxZk3LKbFm8rm4PbqXHWraho282ET3HjU648gC0g4JBUql1lVLOQqS2T0zlxfoS6iiCJdK5ImW5DOiuypq6e3qEoTbWlcwGfIAgogjxPBO9qsG0bWZCodJYuOn9xF0WIgnDLq3bXC0EQcEou6lz11FKLTTEAvdYesBrtnXcizvaNk0jn+MQTm9nUVs3//PLrrF9Txa6NDSTSWb7wrX143Y5bq7x9LWSNHC+Ov83DkV1zgUVDSRBVkooDr6bFydFx7mteyMLjUlWqA8WINFswODcZpW9qhqbSxWXXB2ZipGbnMJyKckcLKt0MrCsr4+c2bmJteOlzIsKsGqooCEhCMeshSyKKKBXLq7KMJIo3VR23tqGUsooAkiwiSgLpVJ6mG6DkMyyLkxMT/Om773B8fJyZbPaODkIVUaXatVB9U5OclEnVi5xxCYIg4FdK8CuLM2olYxk6tzeRSWZxOFUa2ysp6Abf/7u3V2TtS0HAWaQkPjsxhUdTKfN6EbCXrVPzflh2cdC+3lPCjJ6ZfcxGAJTLHD/DsjCtO/kOuT0hCAIlLhcBh4OGYJAPtrbxrdOneKmnZ0Vbz+L5PPF8vkhbOzjAffX1fGbjJuoDgeWumL3hB9kc3L7gN4qgzinbS4LELzT+KrqtF3U3EVFEBZfkxiW7FwQVm4JbafGsxasU97rxXJx4YX6rZ60rNDdMfSehb2SaRDpH73AUQRDoH53hga0tjEUTNFSG6BuJ0lQdXj2H5B8pREG4Y/0hwzIYygxwOHaQeCE+L1jYEtp2RbrZgmly12wvRDyZJRxw09lcQU15EL/HgcupUhH2UV8V4qFda3lt/zke3d2K07E8ooJV+xznLZ2YnqBgX8pEdVREcCgyyVkl1jfP9y8aWLhVhabSElyqQkYvcGJ4jJfOnqcquBnH++gm+6ZmOD48Rmr2OUu9bpTrjNCTyRzf+9FRRkZjfPRDW6mvuzUD2ysNl6JQ4/fTUnJlWtbbEZpDQXMo2LbN2o5qMukc8nXSCBdMkx91d/Mn777DUCKx6sNdgiCgSRJOWcYhyzgUBcO0mMpkFqg93w4Il/sZHZgiWOJFdSgcfvMc6UQWPbd6ax2JJ3n22CkuTMfYVV9DxOshbxg81nadysWzcMoqpQ4Pf9+zn1KHh5xZYN/kBU7GRtgavkSBbdoW5iIMNnexMpBEkYjbTYnLRWs4zKfWb+C5ri5+fL57yWrnS0GmUKB3ZoaxVIq3Bwb4aEcHn+xch0dbGu2iIAiUaGFKuPp+IAgC5c7KJa/LI3vnKh0AB6b6ODzdj43NeC6OT3byq60PU+0KXXyB20bL4lpIZfJsbq1hYjrJ+HSSlppSBsdjGKbFgdODTM6k78gq8V2sHsbzY7ww8TyaqFHlrObyNKbvKq1QBcu6Ypv9P2bIsogoCnPXxu3SiCez5PQCLqdKXUWIkYk4BWP5e951BxYZI0t3sh+P7KLJW8tUfobzqf4rHj+jJ4gV5rdNbKgqJ+hyMJVKYwOvdffybx7ZuyBYEAWBcq+HtrJSDg2OMJPJ8g8Hj5HK63xsUyfVQT+mZXFqdIK/fucgx4ZH5+xta1np3CD3cmFZFrFYhsnJRHG4/C5uCwiCgKJIHD94AT1v8NBTG5Z1vmFZPHv6NP/lzTeJ53MrYnLcijLXEhZxuwm7XZQ4XXg1Fbeq4lZUnIqCQ5aLqpqShCTOUuUJAiJwaGSEvzhwgBMT4ze0FqNgMHR+nInBKNsfXX/N488f6ydY5qekPHDFYz742XuRZQmnW2Prva38yb/9Gr6Amw/9k3tvaK3LwVQ6DcCjrc1MJNPkCgXS+o0HNmHNzU83buOvzr7FoeggWbPAZC7FM7Ub2VvWPHecKIh3bLbvToEgCMiCQNjlIuR0sjYc5mc3buTl3l6+d7aLrsnJFXMRMoUC3dEof/bee7wzMMiv7dzJpoobYxhbSTxQ3sY9pS3YQME2+OqFfXes871xTRWiKNBSE8a0LBRZwrKKTDQWsL2jFk29vn16U2AtazprcUgrz8d/F7cP0kYK0zL4UM3PoImOed0R0lU0XmTh5nZS3KkI+lyczo8xE89CDVRG/Ow7doEtHTUEvE7OXRgv+ibXcfGuO7CYzE/zf3q/QpuvmV/zfoazyT7+7PyXr3i8bdvo1nwnwKko7KivoX86Rt4wmUimee1cH4+3z89ACoJAddDP/WsaOTw4gg2MJ1J86b3DfOPwCVyqimXbZHSdtD6f/vP+lgZ8jjtTEOZOhWmlAAtJvJRFyOrHkMUIirxyG3c+VyCfX17AZ9s2z3ef4/dff43UdbZZCIJAjd/PlooKNldU0lZaSpXPhyZLSLPO58V/glAcMXz/14vPczn8Dsey23p6Tw4y0jdJY2c1qViGofPjNHZW4/I4yGd1ZiYTzEwk8AXdDPeMo+cNBBE0h0qkpoRcOk/XoT4EQaCquYw1G+twLaI0vvORojChKArc+1Ob2LC7BbAJhL0LF3WTYNvFrLZHU5lIpjCvQpG3HEiCSGeggt/f8jTJQp6cWSCounArKpp4yUQuRw1VFAR+59777rhBSUkUqPbd+ED8jUKYbbn0ahoeVaXG7+eZtjaOj4/z3a4zvD0wcEM0tRdhU2yRerP/AgPxGL+wZSsf7ei4LfrQ3bKGWy46y7ZtkzMNDOsy8oBVCjL+/q9e58fPHeGLz/4asnJ9FeKLQYOySIX54mf4euelNEldUTrZu7g9ISCiSRqqqOFYhBnsSlBlackJoYZAgM9u2ny9S7xluJ7keVNNmBPdI6Syxe6ebZ11vLa/m3/7P57D63YQjaXZs7kJTV2+Xst1BxYRR5hfb/k53LPCc6ZtUuMs5/HyvfjVhWWpGT3G90ZenfeYIAh8eEM7Pzx1DtPK0VpeekVVSK+msrO+hi21VRwcGMYG8oZJ3jCvSD+7s76GTTWVc+J6V0ORx7dYpbBtQADrCo15tm0XaRkte862i6JQHEibfV+2bc9lZERRvPS8lx17O3GrLxemlSBfOIcqN5LRD2JbGQRBQ5EqyBvdYBuoSjOyVIZlZcjrZ0AxMaxJVLkOSVy682IYJtnMQu2S3DLbcGzb5szUFL/36qvLDipEQaDC6+XhxkaeWrOWlpISHLNzJeJlQcNqwzJt4pNJLNPiwIsniFSXMHB2lNatDdg2ZJM5oqMxBAGGesapaohQ31HNUPcYyZk0iekU6USWHY+tZ6R3gkwyt2hgISvFDKNpmIiiQCjiQ7jsnl8NlHk9mJbFn7/5Hhm9wNbaKj68oX1lnlwAn+LAp1yyP+//e8rS0gMLy7b5cFvbkttrloNoKsNnvvQNnuxYyy/u2YZ6ne2AV4J0G9mli58rhyyjud080NDA3ro6RlMpXu3r5Qdnz3JmcpK8ad5QNt+0bfpmZvijd99hPJ3iF7duW3HyieXiO4OHORQtiiymjByqKKOIN969nM3k+coX3+L73zwAFOMT27Zn+eqLxwRKPPzH//EzVNaEyGV14jPpm9ZMstLX2LZt3n39LJFyP3VNEZTrDIbu4tajYBUYzBQ7YQp2Abfk4dmhr7M5uA237J5L0vmVAD5lcZ9Ck5bOSFnicvGxjg7kO5SSdzlobSjjX3/2obl28rqKEL/8ib0899oJxqcS7N3SxEcf3YTHvfw97LqtlENUWeu9NA8hIBBxlLAp2D5PJO8ionqMNyYPLni8vTzCz27fREdFhF0NtUhXcFQEQaC9IsI/2bWFaDpD/3TsihuJJAg0hEP82v07qQ74rnlT2bZNXjc4cqyfr3xjP0OD05SUeLhnVzPp9zm0tm2TSGR54eVTvPL6GcbG47jdGrt2NPHRD22jNOxFmA1K/uTPXmRkLMYnP7qdL39tH/0DUTweje1bGvnIh7ZQXua/Y4ML29YxjBFkMYxe6EGV69GURgxzAk1pxrZ1wMY0pzGtOKaVJJl9GZ/rKURheVnuvu5x/vj3v7fYInjiw1uW/Dx5w+DfvfQS09mla19IgkCVz8cz7R18tL2dcq/3ihWHiyhYZrH8ejHAxL55POoCeENu+s+MUNNSjmFYVDVFGO6ZYKR3gpKKAOl4hqmRaWzTQnOqaE4Fp8fB4LlREjOp4uyKU0WSpSuKVMan03znC69z9O1zpJM5SquC3PPYOh744FZcnpvbgmDbNqZtU+b18Lmdm3mgpZG8YVBfEiS0AsKX0Xya7w2e4Oma9ZQ4rsx8o0nyspTic6aJ/zrEha4FSRSLnOO2fUfTRy4XF6sYoihS5/fzcxs38an1Gzg7NcX3znbxcm8vo8kk+nUGGTYwmU7zd8eOIQoCv7h1G+oif+/i/Whi2gYWFqqoISBg2RaSsHLByLaSBpq8ReYqTZSpdAbmKhg3AlmR2X5PC+FI0Q4P9Ud557Uumlsr6NxYi6rJOBwqvsDyuOtvF+SyBV78/lG27m6mqq7kbmBxB2Naj/Kdc18CLlKqFv9/aObA3FZlA09W/BQPlz226HO4FHnJyRLTtilYFg7lzlNVXy4kSUSSLrFqiaJAZ0sFHc2zXSXCFd2Ba+K6A4v3G89KZ4StoU7csnNRw6qJKp5FmDAEQeDzexeyayy6WFHkvuYGXIrCX71zkBMjY7MT/8WbTRKLdKhba6v5lXu301pWuqSStmXZnOka4Y//14uESzx8+qd3YZgmBw9foOvsKG1rL7XvZDI6f/Plt3n3vR52bGvkgx/YxNh4gh+/dIL+/ii/+S+foCTkAYr0lKfOjPBnf/kqO7Y28sQj6+juGee1N7rI5nR+41ceRVXvTKMnCAoIAhn9AIKgIIleQEYQNLBtDHMaSQxSsAYxzRiCoOBx3odhTSJbEWRp6YPwLW2V/Nnf/9INrde2bb568gRnppbeo61JErtqavjl7TvYWlm5ZIfhlZGz7C5rxCEVKUvPxSfoDFZQsExM20YSBFRpZXgTmtbV0NBejSSLxaqbZSPOtlNtuq8NAHu7DTYIlwXtTetqaOyoLhqP2fdVUX9lmsYv/MH3SMTSPPNP78ftczLcN8m+F0+Rimf5xK88vCLv5UpI5vMcHx7DhlnxvmIi4/TYBHWhAPWhG1MFj+tZXhzu4qcbt171OK+m4V6Gau10NkuZ+1KgcjEzbJgWoihcte3t4nECzDP+dzG72c1WCVVJYl1ZGevKyvj8tu28fqGPb585w5nJSRK5PAVr+boj0UyGZ0+focrn4+m1rQv2kLyV41j8IIem9zGSG+az9Z/HLXnpz/Sy3r8Zl3zl4HQ5qHIFqXJdureHM9PIooRDmnV6rnN4W1EkOjfW0rmxqCB9ZH8vp48N0r6uhsc/uBmPd/GuAdMwyWbyGIaFKAgoqoTDqSJddh8XdINcroCiyoiCQC6rF+93QcDhUtG0S9lj27aL7ay5AqZpIYgCqqrgcqvzjikeZ6DrBpZZpI+XJRHNqaCql55P1w1yWZ1zp0eYGE+QSuaYiabIzDLaBAJuROnO7hT4x4YyRzn/veV/3dBzlLjcS65AGJZFIp/HexMqzbcbLpkOe+4zcXnV8kawYqxQTZ5amjxXlrp3y04+WfskQXXpLTCLQZZEdjXW0llZxomRMY4PjzGdyRZbVfxeNlZXsCYSxrmMiDORzPLWu+dxuzR+6efvZ31nDQAtTWX85Rden3fsoSMXOHZikKef3MhPPbURr6dohOtqQvzpn7/Eu+/18NgjncXNqOhJ8OSj6/jYM9sA2LypHsO0ON8zwcjozG3LNJWMZ0gncpRWBuZtHBchiX58rg/ALJv0JTQBNsU88kVd9Yvf3zqkdJ2vnjhBfon8+Jok8VBTE7+xc9ey2bNGsnFeGz1HxOGl2h2iJzlFs6+UI9FBxnMJqlwBtpfWX8e7WAhBEJDky4yCtPA6C8LiqQdhGW1MJw/28cff/g18waLTtHF3CzXNZatCNxvP5nnt/AVS+Twj8QQ+hwOHLJPI5flAZ+sNBxaKKFHq8JAxdDTxymVzn6bhXka/6WgiQdtllM62bRONpzk/OEllqZ+6isXpsgFMy+b84CQF06KxqgSP8+obnWXbJLJ50noev9OJR1OLmXXLIq0XyBYKGGYxKFNlCa+m4VDmv9dENodumvgcDrKFQlFYyrKRRZESjwtFvFSFM22bZC5PRi9g2zaKJOLRNFyqMvecWb1AStdxyDKWbZPOF5XrFUnC59RwyPOdzIxefM2CaWHZxdd1qQpeh7akHumQ08mH29p5as1aDg0P883TpzgfXrflAAEAAElEQVQwPMxkOkPeXN4s1oXYDM+ePk17aWQBLfex+CFOx4/T5ltPxsxi2RYe2cOB6Xdo8qy94cAiZxbQrYXrfXbgEE/XbKbOvfpsfoIocPTABZ77xnsM9kfRNJk1bZV85NO7aWwpm/s7nj4+yHe/vp/OjXX4Ay5e+uExhgeiqKrMx35uD/c+3I7TqWLbEJtO8/x3D7PvzXNMTSRwOFQ6N9Xyyc/tpbwyMPec09E0P/jmAY4f7ic6lcQ0TErL/Nz/2DoeeKwTr6+42xw/dIEXvneUMyeHiE4mGR2a5ttfeW/OUfrDv/wcldU3Zivu4tbBtE10S0cTtWUJXIZdriUzg+YNg2gmQ5XvyixTPykYjybI5gqUh324nCs7o7RqdLOiIFLjWrnBXa9DY3djHbsb66598DWQzRbo6Z2gJOSmrfUSPWB5WYD6ujDT05eUvnv7JrFtm5bmsrmgAmDXjma++HdvceDwBR68vw1JK97Imiaz555Lw+hOh0JleYBTp4dJJJfekrPaeO5Lb/Otv3qNv37ltwiVXulDJrB4wCBc4ftbh1f7+hhNpZZUrZAEgc0Vlfz85i3XRcmriBI7I438ePg0rYFy0kaejKEzmUuhijIeZXEn0bSt21YlPlIVIBFLo2oKoiSQzxXQcwVKynwU9KITJIjCddP/Xg01QT//72P3c3x4jP39Q/yTXVsQgFfO9ZJdAZ0Dn+KgI1jJV3oP8XhV+7zWIq+iEdKKjqLf4cCjLt0AjySTc9/bts10IsNbR3uxbJva8iCZnI6myBjmpb97Nl9AVWScmoIiy3QPjhHyua4aWNi2zXgixf95cz8HB4b5jQd28cgsBe9QLMHXDp3g+NAY0UwGy7Io93n54IZ2Hmlrxue49LxfOXic48NjfHLreg72D/N2Tz+xbA6PQ+WPPvIkDSVBbIpZvTOjE/zDwWOcGpkgVzCIeN08uLaJp9e3EfYURSz3XRjkKweO0VFZhm4YvNs7SFrXCbmcfGRzJ4+1teDRitlpy7Z59tgpXj/Xx1giRVYv4HVo7Gyo4bO7tlDu8yz5uquSxK7aWnbU1HBsbIyvnDjOe0NDjCaTyxI4PDE+zo+6z9EQDM5riRrJDtLqW8e20G66U10AuGQPupXHXgE64gPRPk7GBlHfN09xLDbIY5XrLj2wigxRNvCFP3uJe+5v44kPbWHwwhQ/fu4Imcxr/D//30dwOC8F3Jl0nrdeOUNFdZDt97QQ+uBmRoamqakrQdOKx+VzOn/3l69x4sgAex9qo7GljMnxBM994wAjQzP83h9+EpdHQxAE9HyB8bE4G7c1UFNXQj5v8O4bZ/nhswfx+Zzc/1gnAE1ryvnEz93DiSMDfPfr+9nzYBvbd7egasXrGI74uF32o7tYPiZy45yMH2dXeA8eeen2IOJ2L9rSuBjypsnkLPvgtWBaFtOpLB6HinM24ZTRC+QLBn6nA1Es2rXh6Tg1JYElr3e18NqBbt452sfPPb2DrZ1XLgpcD1YssJhjZ5kVUruTYJoW6UyeyorAPNYKhybjcqlMT186NpnOoSgymjb/0jkcCm63xvRMCvuyoW9RFOdao2A2wyyJWLaNad6eTuRPGmzb5tW+3iWr+UY8Hp5Ys+a6qSd9ioPj08NUu4NE82lyZoGJXBIE0C1jnuja5SiY1qrraSwVG3av4c///bfZ88R6HC6VscFpTh/so21LPfteOgVApCrI2g0ra6Auh2XbxLJZLkRnEAWB0UQS13UwVrwfumXSk5ikOzHBa2Pn8F42wP1QxVo+1VSsNoZm1eYvr8NdDeeiU3PfG6bF0ESMs/0T1FUEGY0muDA6TVt9GePTSYYm4qiKxLmBCcpLfGxtr8Xj0lCvxvYxa2Ynkin++u0DHBwY4tfv3z0XVAiCQEYvkNF1HljbQE3QTyqv8+PT3Xz14DHCHhf3tczXDZpMpfnSvsM0hkN8dvdmZFHk9OgEZbOOvW3b9E/H+IMfv44iS/zszk14HRqHB0Z49ugpEvk8n9+zfW6jnc5k+fbRU+yor+HTOzYiCQLfP3GW//36PupDATbVVCLNqgH3TU7TXhHhwxvbUSWZA/1D/OjUOdyqyq89sGsJV3w+REFgU0UFG8rLebu/n785eoTDIyPEZzWOroVEPs+hkRG6o9F5Kt2qqKFbebJmBtu2MGyTydwYbtm7Ikrak7kEIFDnnl8p6UqM3rxZrWvAMi0eemI9n/jsHgBSySy6bvDOa10M9U/R3HrJViZiWdxeB089s4X29TWLPt+Jw/0cOdDHxz6zmwcfX4djNmPq9jj4s//2Iw6918Peh4rEDJXVIX7z9z487/xwxMcX//crDPZPzQ2eB0s8BEs8zEyn0TSZsooAzW0VOFc4G3sXtwaJQpyedDf3Rx5a1nkVXi+uJXawZAoFBhPxJR0bz+b5q1f38+TGtWysKyak+yam6Zuc5qGOZpyqgm6Y/Iu/+z7f/OefXtaaVwPpjE7A6yR0E2apViywiBeSzBQSVDoii1K/pYwMM3qcEjWAS77xgcuVhCAU+5gt05ozUlB0ZCxzvgshSxK2ZS9gjDJNC8OwigqF74urruoc3MVNR0rXOTUxQcG8dr+1KAi0l5byUONCBeul4una9XPKzYIg0OgNk9Bz9KWilDuDTOZTtBBZcF62UFiRDPzNwMn9Pej5Aq9859C8x4+8dY4jb50DYMvetTc1sCjzevA5HHxx32FkScStqjx+g+J4AB5F4yP1Gxd/TeclogGXqlLu8eBWVVL6Qpay9+P05OScPVFkiYbKEBvWVNJSE8GpyRzrHqFgmKSzOqd6R4uKpxUlzCQzTEwnKQtdvRyviCLRVIYv7TvMvr5Bfv2BXTz6Pqru9ooIv/eB+TMwLlXhL948wEgsMc/eAQzNxPnghjZ+Yc/2ucH4x9vXzP0+pxd46cx5ptIZ/vhjT9FRUQYUNYl00+RQ/zDn1kyxobroaBqmRVt5hM/t2kJreXGGJ+R28Z+ef40z45O0lUdwa8X94nefmu8wrK8q59zEFMeGxxasczkQBYG99fWsLy/nLw4c4JunThJdIoHD+elpjoyO0l5aOvf6je4WjsUO8a71BrHCDD2psxwzUjS6W+ZUt28E6wLVbJUUat/X8pQxdTzKraFOFwSBPQ+2zf2sKDKV1SGMgkk8lnnfsVDfFKF57ZUTM2dODpHN5BFFkXNnRub9zjItzneNzgUWlmkV5yWm08WZDcNkbGQGy7TIZnVsmxXpC7+L2xua5MAn+0kZKQJKYMn2wO9wUOn10h2NXjNxl9Z1+mZmrsveTKcyKJLI+pqKBUx9lm2TyuWZSmaoDvmxLIuRWBLdMJFFkbDXhUtTmU5lSOeLLaiKJBLxe5BEkalkmpDbiUtTGYrG8ThVZFFkIpHGsmwMy8SpKtSWBJf8WfC4NRRZwrgOAbxrYcU83uPxs7w+eYCfb/golc6FTlNvapDvj7zKh6oept3fvMgz3Dooiky4xEMskSUWzxAMFFsfEoks0cvaoADKIj4M02R6Oo1hmHOtH6NjcZKpHJ0dVYvOJNyJEATIZwucPzVMMpZGlER8QTeVdWG0yyTeLcsmncgyPjRNKpFFALwBN5GqIG6fo1jOzhXo7x7HH3KTiGXIJHNU1pUgKzJDfZNg29SvLcftc871cRd0k7HBKLGpFKZh4nRrlFYECEZ8y6I57YvNkFyCIwjg1zTWlZVR4b0xfYb394R7FY37y1tIGzol2kLn4yKffmKJ2dTVhCAI/P6Xbmx4fiVQ7vfyM1vXcyEaI28YlPk8lHpufFDWJatLnnmp8voocbmWFFj0TE8zk8tR4lr49744TDgwHmM6kUGRJSRJJK8XaKgsoSzkI5bMMJPMEEtmKQt5F2gAGJbF3x84ynMnzvC7Tz7EY5cFAHPHmBYzmSyTqTRpvThIOziTIG8YZAsGs8zacxBFgT3N9fgdi7de6abJ/v4hREEgms7w5vkLAOQMA8O0mM5kGYkn5gILgLbyUqqDl2brKv0+nIrCTDo7rzUpldcZjSeKQ9emSSyTAxuSuRwWcKO1AL/Dwb/cvRtZEvni4cNklhDET6bT9ExHyRrGXNZzjbcN0zY5PPMemuigL91Do6eF7aF7ViSwaPGVz31vY8+Vxx6rWDe/V3wVlbcFIBT2zHvgImHE+yvvkizicqtzLUiLIR7LoOsG3/i7t1HfJ4xX1xSZY5ozTYvRoWneePk0PWfH0PMGpmGSTGYZH43NXpv338WrB90yEBDmWACh6EQaloFylXmtu1g+PLIHl+zi9clXaPW2IV/WKhhSw4TUK8+srQmH2Tc0ROEadjtbKHAhFiOZzy9b/6xvcobnDp7G7VD5lUd24rnMhk6nMuzrHmAkluTjO9aRKxi8eqqH6XRR6Xp9XQU7m2v5wZEzDE4nCLgcpPM6j6xrIex18Z2Dp3lyYyutlaV8fd9xNjdWEXQ7+auX97O2IkxGL5DI5fmdDz6IS1tadaa9qZzh8Rg9g5OUh314XNqK0cevWipdEWVSRmaBSN5FmJZFLJsjls2R1QvkDQPTvlgZuDHjub6q4qotEx63xvrOGp77wRFeevU0O7c3gQ3HTg5yYWCKirJLm2JHexX7DvTw3sFegkEX5WV+srkCP3rhBJIksmt7M8pPSIVCFEXefeEEpw71MzOZwDJtXF4HP/WZ3ex4qKMoB2/bTE8keP37Rzn0RhfZVB4b8AfdbHugjXse6yRY6iMWTfGl//4japvLSMyk6To6wK5HOvAFXBx7t4exwSgf+YX7efyTO4piinmDI2+d4+VvH2J6IoFpWGgOhbUbann4I1upaY4s2WgPxuNLqlYAhJwu2kqvzI50vRAEAZes4pIXL8sXTJNoNnNbBhYXNVmiYzFymQKXfx41l0pZ1ZUN+koimctxanSSyVQKG5uheJw1pWHayhcmMm4W6gIBSl1u+mOxax6bLRTYPzTEE2uKDr8iS5SFvLidKl63RiTooXc4isuhsrW9FkUWGZ4oluELhkksmcWybJLpHHrBWBBYHBoYZjyRwqNpNJcunAXSDZNzE1O8cKabC9EZTKuovxNNZYim0ixmVzVJxqtqV2TTmzs/neF/vvru7KOXsY2FQ7jeN4fidWg4L7OJklhkHjEu0wGaTmf4wclzHBoYwrAsLMsmZxj0Tk1T4feyUmlpRZL4Z9t30Ds9zY+6u695vGXbjCVTjKdSNASLg7+SINPp30i7bz05M4ciKsjCyjuRk7kkg5koyUIO07ZwSirrAtW3rGohL3FfE4Rr69sU24kVfvpze6msDs2LCwQBgiXFICadyvH8d4/wxkunePKZLWzc2kiwxM2F8xP8wxfeuNoqlrTWG8VwJoomKpQ6/HMtrgXLYCqfoMIZXNAWXrBMUkaWgOK+G3QsE6ZtkijEmcpP0Z/uQ7tMaX17aNdVA4vOSBkOWb5mQugi5XTX1BTbq6uvvqDZroSL2NJQRSqX58TA2LzDDNPi+WPnGI+n+JVHduJQZKRcnh3NNYDA/p4Bzo1OsbO5Bt00WV9Tzoe2dfAPbx+lb2J6gfidfZndTmRz/Oy9W1Blid/6yo8YjSVoKlvaXGg46MHl1Hjp3bOMTSWprwqhyvKCj87Wjto5gcul4oY8YMu20K0Cpm2SN3VM2yRr5kgb80ujhm0ykp3AsI0F0/yWbdM3Nc3ZiSnOjE1yITpDNJ0hkcujmybGLEPIjeCLn/kIDSVXZoNwuVR2bGvk1JlhXnz5FN3nx1EVGdOy8PtcCJdtss2NER59qJMfv3iCbzx7gGDQTTqdZ2w8zqMPdtDZXoksiT8R8xM28OpzR3jow1tpaK0gOh7nuS+9zTf+4lXatzTgD7nJpPK8++JJXvzmATbd08Kme1owTYuDr5/lxW8dRJIlHvjgJqBY2eg5NcSjH9+B6pB564fHaWyv5AOf2c3zX3uPH3z5XR77+HZs4MLZUf7hf75IRV0Jz/zT+3C5NbqODvDOCycwDIOf+bVH8PiXlh2cSmeWPBTt0dRbojwczWQYTiSWNVy6mjh9qI99L5zENC3i0yncPie5jM6GXc088tGl0UXfKC5EYzx34jT1JUEcctF0LXVuZqXQEAxS4/dxZHQE8xp2ybRtXurt5bGWFkRBwOVQ2dx6qed8S1sNm1tr5lH8bVxT3MxEQaCmLMDOdfVXfP5ENs+nd2zi20dP8Wev7+O3Ht1Lhf9S+9RUOs1XDx3n2NAon9yynk01lYTcTg71D/N/3jqw6HNK4tXJywXAqSpU+n38zhMPIL7vYFWW5uYxLj2neE3a75e6evjTV9/hE1vX8dDaJiJeNxnd4H+88hbRVOaq5y4XmiTx+W3beP3ChSVVLWZyWbpm+siIA9c8ttmzFm0ZqsBXw76p8xyfGaQ3NTmnX1He9tgtCyxWEjX1YURRRNMUmtsq5lUtLv9YZdI6J470U10X5iOf2o2iSFiWRW/3OMn44u1skiwhSgIF3Zg373gzMJCeQrcKRPIByh0BQpqXC+kJkoUsZY4ABatAb2ocWRQpcwSY0dMciJ5ne0kzAdWNaVtM5OJ4ZAchzUvayDGjp9BEBUkQ8SpOPLKTiVwMv+LCuQI6JncqfIqPvaX3L/q7oHL15NbG8nKCDgdTmWvbksl0hkOjI2yrqloQ/F2uEp/K5RGFa+kI2eQNg/F4EremkczlkUSBMyOTvHKyh9rSAL0T0zhVBdsuJj4USUIANEXGnKVXNmfFlostVTrWrJ9QGfShykXtHLemkjeWTq998twI3f0TjE8lOD84hSKJyLK0wPz/z9/5GJq69GF5uMHAImvmORU/x4XMMBfSw0zkorw68R5eZX57gm4WOJPoIaD65onn2bbN/v4hvnboBG+c7yOVX1q7ynJhXCNbLQgCVZVBPveZPbyz7zwTEwm8XiebNtSi6wajYzH8s5R2kiRy3561lJZ4OHpikOnpFGVlfu7bu5btWxvnBsUEAdZ11uD2zN8EZFmkvjbMnl1r5g11346wTIt7n9zAU5/ahaLK6PkCiekMz/7f1xnqncAfamBqLMZ7L5+mpinCxz//AMFZBqmapghf+u/Pc/jNs3RsqcfhKl6XxvYqNt3Tgjfg4uDrZ9n+YBub96xhfGiGf/jTF7Ft0PUC7754ikwqx6d+/VFqm4t93LUtZcSnU3QdHeTCuXE6tzVcce2XI13QlxycapJM8Arq7zcTQ4kEfTMzq/66S8U3/vwVKuvDRKqDnNzfy/0f3Exf1yj57OrNhJi2RU3Qzy/s3rYk+tGbgaDTSXNJCX6H45pCi5Zts29wgJFEgmr/wmB1Mc7w5byve1sa+PjmdZR63PzxK2/z9/uP8Yt7tuGfvX9n0lnOjE7QXh7h41vWoUgSpmWRMwySueurjMmSxNqyMPv6BvE7NRpK5m/o1+vGvds3gCQK/NKe7XhmZy4GZ+KMJ1IrLgAoCALNoRLaS0s5ODJyzeMzhQLdiT4mxEkAdEsnVpjGITrxyB4s22a6MIVfCVDtql2xwGIyl+T+slYaPaWsC9bw1sQ55NnEnCgsjSLFhmsGwLcCG7bU8/arZ3jxB0eRFZGq2hIEUSCTyhOdTLJ5RxMOp4IkifgCLtLJHP29E3i9TiYnEhzZ30s8vriTGAy5cbk1zneN0tJWSajEg2GYVFSHbopY3lQ+SdbUuZCe4L5IByPZGRKFDBuC9cQKaX44coh1gVq8spMZPUVXYoh6TykF22QsGyNeSKOJMmWOINN6ipHsNM2ecgzbRBUVKp0hTsT7Weev+0cdWDglFw3upus6t9zrZW1pKRdisWvOWcRyWY6MjDKVyVDqnu/LpvM658eiRFMZhqcTlPm9hDwubNvmzMgEZ0cmGZqOc6hvmA21FTgUGZeq8osP7eBb753khePdPNDRRDSVwbAs6koCzKSy5GYTHLmCQff4FG+evcDQdJzO6jIqAl4USeRY/yjTqQxTyQwX4+Ub2QerygLcs+nas6TXQ0V7Q4GFjU3WzDOWm2I0O0nSSNOV7EUV57cdyYJEWAuyJ7yFiOPSRtQ3PcP/eu1dDg9eO/t3syFLRYe/vvbauhKKIrFhfS0b1l95UFUURZ54dN2Cx1VVZvOmOjZvunGa3NXApj1riorMFN9TpDqAaVokZwf2UvEsY4PT7H1yw1xQAVBeW0JVfZhDb55lajxOdUOxvcgXdKOoMi6PA1ESKSnzI8oiTo9GoWAUhcF0kzOHLsy1Qx19u9iyoOsGE8MzJGNpouNLY26AItvSUu8uSRRQxNUVLSyYJt3RKXoupx+7zTDYM8Fv/vGnKOgGJ97r4YOf28vJ93rZ99LJVVuDJIhMJjP84NRZfJoGAtQFA9RfpRp5M7ChrJwqn29JCu7T2Szf7eriV3bsWPHmDHE2MHmotYmRWIKvHT5Buc/Dxzavw6HIqLKE3+kgls1xbnwKj0NjcCbO/gtDJK+z5U6TJR5ubebQwAh/8+5hPrCulaDLWWzlS2fQZIX1VeVoy6QdDntcIAicHBmnNuQnls3x1vl+JpJpKv03Nu+0GCRBYF1Z+ZICi4JlUemoY2tpsfJ6NnkKr+6jwd1MWCvFtE0uZHqJ6dMIrFwQ5JE1VFHGBs4nxxnJxjBm6WyXystvWBbZwupW9ZaCqtoSnv7YNp5/7gjf/9ZBvH4XkiRSyBsYhknnplocTgWP18Hu+1t5/juH+coX3iRY4kHPFbAsm4amxVsgyyoDbNnRyL43z/HsP7yLx+tEVSU+/Yv3EwiujHjh5ahzl9IZqOXrA+9QsAzWeCt4Y/IMtl30fRo95fgVN7IoUe4IUOsKsynYyGB6imk9yb2lHZxLjtCXGscpq9S5S9la0ky8kOHdqbMMZaYIaV6ci5Di/GOCbdukzTSDmX5i+gwRRxnVzlpSRhJNclyTgvaBhgbeuHCBwjVsn2nbnJ+O8u7gID/V2jrPbhdMi4lEisFoHE2R2dVcS8TnwQamEhk0VaG+NEg0mSFvGLg1lSc3rsWjqTy9pY3Xz/SBbdNWGSGayDAWT1Ee8FIR8CII4FQUsnqB4ek4zWUlrKspp9TrYVdLLT3j04zMJLivrYG6cACnqrCzpa6YeBFgV0stIffSiZE6mi9T2V5h3FBg4ZFd7C3dyqZgO69N7OfQzEkeKttNWA3MO04RZYKqn4DinTdw8+PT3ZwZn5wLKiRBoDEcotznxefQ0GQJUXx/sX358N2CDPRPCvwhz6WsqgCiJM723Bc3OKNgUsgbON3zjZ4sS6hOhYJuoucvZbVlRUKY7bEWLv7Mpe6Li/38yXgGPVfg6DvnF6xp/c4mAiVLr/bI4tIJkIsMC6vbjjSaTHJkdHRJjuqtgtOtkc8VkCQRSZIYH5zGMi2mJxKrtgafQ8PvctA1NonPWeS4d6nKqgcW7ZFS1pSEOTs1hX6Naqhumnz/3FmeXLNmrkd/paGIIh/d3MlEKsXXDp0g7HHzaFszpV43D65t5Icnz/F/3tqP3+nAMC00WVpQaVgqZEliU00ln9iyjlfO9vB/3z6EW1OK6simycaqCjoqIix31Pqx9jV0jU3xf985SKXfh2XbFEyTXY219EdvQiVPEIrB6RIgIhBUgtS7i9m9Y/GD1Lkb2RzcgTKbRKtxNfDXvX9K3soBK9NKuS5Yg19xIosSJ2KDNHhK8cjFvUyT5SXZtIJpki5cvRMgUuHn4ac20NBchqIu/Lut31yHJIvz5iYkSaS2oZTHP7SZiqpL93VpuZ+HnlhPZc3V7y9BgB171xAu89F1YoipySQC4PE5qWssxeUu/m0cToU997fhcqoM9k9hWTblbZU0rS1nYiw+G1zPvxJOp8ojH9hIWWWA4YFpTNPC53feFI0dAIekoogy2JA28gxlo4xnZxjOTuNTnIRUDwenz+OQVSodISRB5HR8EIekoIoyJ+P9pI08ftUN2HP6JX7FhUNUOJ8cZa2vCo9ye7FprjbSZppjscOcS55lRp+m1lVHRCunK3kGvxKg078wkXs57qmtpdLrI5mfvGaicSSZ5JW+XrZXV1PuueRrBN1OHl2/kCQD4N62Bu5lYRfFzz8wS1fucfHhbR1zj9eXzt8PJuIpVEViY10lj6ybz+63o7mWHc0LE9nVoUu25ukt7dd4V6uHG54yFgURn+KhyVNDykiz1ttAmWNpwyNHh0bJzWZTBEHgmY0d3NfcQFXAh9/pQJPl4qDfDa7RewWGk7u4NiRFvOqQmSRLKJpMLjN/8zINEz1nICsSyjIHfwQRXB4Htg0/+y8fR3yfmrSiyPhCS888ORVlyYNyumWS1POUsTptarppcnh0lPeGhlbl9a4XOx/uIBnPEKkM0rC2gi//6QsoikRtS9mqrSHocnL/+3QXyryr304YcDjZUV3N/qGha3Ke20B/LMY/HD/Gv9p9D44l8qlfDU5V5md3bqK1rBRpVg3b69D4uZ2biXg9c/MMfoeDx9vXUOJ2MzRTXGdtyE9TaQm9U9OEPe75w4e1VTgV+arXVADcqsJHN3XSEimheyJKKq+jShIlHhft5ZG5akV9SZBPbFlHW8X8zHLA6eDjm9dRGwrMDSZurqnkn923kzNjE2QLBiGXk/VVRXakkyPjN2XQdSnzFVDse1blSzZMFhQmcmNM5McIqSWYtslAug8Tc0U1nMqdfobS06SNPF7ZiVNW5pxOn+ZYUhtEtlBgInV1wa+qmhKqPnnlPXv7njVs3zPfmZJliZbWClpa52c8K6tDPP3xpc1cCYJA89qKq9LSCoKA1+/kvkc7F/yuaU35ImcUEY74ePDx9Utax42gzl2KKinIgsSmUANOWcUlabT5i7NSNjZOWWVzqIkyzY9XcbA+UI9hmQQcAdb6qhjKRCl3BKhwBsmY+WKQMouA6qbcEcQjO1dFw2Q6k+XU2DjrKsoIOFcmkDk7MYVuGIsSOywH0fwUXckzbPBvZDI/QaKQwCE5SBTi5MzsNQOLiNvDA40N9M1Mk19CQujQyAgv9Zzn453rliywdyNwaSrrayrwOFanMjWnPcfCltwbxYrRF1U5y3BJTrzy0h2+mUx2bqi2yu/j83t3UOX33mVLuIPg9TspqwkxcmGKWDQ1V0kYH55hdCBKpDJwFeXuxaEoMms21PDuCycxCgYtrfNFluxlts2FnK5rDo9eRKZQYDyVpjm0fMXt5cK2bXpnZvjx+W6GE6uX+b8ePPrx7bh9TjSnyt6nNrLvpZOoDoUt965dtTXEsjkO9BcDsIxewLRs9jTVUeFb+VaZa2FXTQ0vnj/PaOraas45w+CH587REYnwdGvbDc+HuFWVz+3aMu8xURCo9Pv4+d1b5z0e9rh5omNhhm0xFqmtdVVsrau65usLglAswzfUsrPhyu2gDSXBRUkzAi4nn9g63+kTBYGdDTXsbFgoqNZesfKsX5Zt0x2NLulYt6rivcwhavV2cGjmPV4c/wEO0YGFSdbMss63CfcyFIGvhf1TvYzl4vhmqxRZQ8ecbYUqdbsRRRGu4SCldJ2BeIxsoYBzBYLau5iPes+le3NLqNj/X+YIzD1m2zbBkAcBYe5z3xmoxcZGFETC2NS5im3C7/d7JnNxpvMp1vgqKdFWJ4Eyk8nyRs8FagL+FQwsJknmdSp83hsKLPKzyvbrAxs5PHOIRCGBKIgICEtudf7Q2la+39XF4BL229Fkku91naUpFGJndc1N90s9DpUNdTenNWkx7Dt2Ab1gsKWjKMb6fnT3T3Cmd4yHd7Yue85ixQKLgOojoC7PgfQ7HUiiiGFZlHpcRDx3KdjuNITL/Wx/oI0Xv7Gf5770Fut3NmFZNofeOMvYQJQHP7SFsuogqSsweCwGVZPZ/Wgnx/f18LX//Qr3f3ATJRE/Bd1gYmQGp0tj631r0ZZ4s1d6vUvuSY5lc3RHo9xTe/OE3i5iIp3mB2fP8u7g4A0SKt9cCIJAec0lR7SmOUJVw/3Ytr1kCsqVgFtVaCkNAzbZgkHX+CTjydQ1z7sZqPB6eaipidNTk0sKCifSaf7myBGCTif31tXftXO3ELZtM5FKcWJ87NoHA0GHY54WSZ2rAVmQGcr2kzKSSIJMSC2h2dOKQ1y5ttuMqZM3DTStmBGHYrswQLXPh7yEe8i0bYYTSXqmp+ksW73q4vXCsm3OxcdpDRSrETmzwHA6TpPv2rOPtyMEQeD9PDuCIMxVtgSuzMImixK17jARhx/HKs5X5AyDl8/1oEgSblXhyfa1OGSZ57u6mUpnsG2b1rJSttdWM5VO81ZvPwGng7FEinKflz0NtYwl0xwaGiad1+mbnqHKvzzfcDE4RA1JkOlKnCFrZijYBS6ke0kZSRo8SxvqbgqF+KnWVv7y4MFrJoQs2+bkxDhfPnYcr6rREVk6xf2dgGNnh0im87Q3VSwaWIxOxvnWi8fYtaHx1gUW14Jpm1xID1OqhfApxej7nsY6jg6NksjlGYknSObzhCTnqv/xbBtGp+J8/81TdDRVcM+GS+0Wg+MxTp4fpaEqRGv9fMP83ddO0FQdZm19ZB7HfNeFcU71jPHMg+sBgXgqy1d/fJiW2lIe2l7MHkZjafaf6sfndrB7QyOCUOSuf+tIL6ZlsaOzDkEQOHB6gNO9Y2RyOm6nxqa11WxurV42r/DNgsvrYNfDHWRTOY6/18Opg31gg6LJ3PP4OnY+0oHL41hWYCFKIi2d1Xz88w/y5g+O8f2/ewdhdr5DUWU27l6e2nJ9MIgmL+16zeSynBgfI57L4V+mQM5yMJPN8oNzZ/n2mdO3pXbF1SAIwtxA/2oi7HHPtULZsxziGf3WKJWLgsADDQ281d/PVDp9zdK6adt0TU3xFwcOYFo299XXL7mKdrNgU6SkNW2LkNN1U8r9iVyOVKGAX9Nw30C2ciVhA988dWpJ6tuyKFLu9RC+LLCQRYU6dyO1roY5CnWRq7eMXg/ypkHKyJEo5JBnCSUuVixaSkJzIovXwkA8xtsDA7RHIreMTa0/Nc1wJo4qSoQ1NzE9i0fRkASRmJ4loDoRBZHxbIJziQncisZ4NolHVulLTRPQnKQKRTsZ13NUu/2EtJUfxL6dEFQ9BJdJ87kSmMlk6SyPUOrx8NzJM6yvrKCpJETY7cIhy8RyOb557CTbaquJZ/O83TfAjrpqKv0+Qi4necPkyPAIF6Zn2FBZQe/0DNklth1eDSVamLXeNvZP72MyP0HGzJA389S565fMFiWKIp9ct54Xzp/n/BLIUrKGwVsD/SiSyOc2baazrOyWfYYuwgaG4jGcikrI6bxp6xEFkVQmf11yD6vmnWbNPK9M7GNPeMtcYPF4ewuHBoZ5tbuXyVSGL7x7kF/YvZ2Aa3WHrQuGQc/gFG8e7mEmmWV7R+1coDAdT3Ps3DAOVV4QWJzrn8CybeorQ/MCi3P9k5y9MI5tg21b9I1EeedYHwNjM+zd1ISqSKiqTDqrc+TsEDXlQWrLg3QPTPLeyX46mspRZIlXD3Zz7NwIVRE/FSU+EukcBcNcdivQ9WD3o51UN5bi9l4qh4qiSHN7Fb/yHz5MS2exZUEQBMIVAR7/5E7at9QTi6YAgWDYQ01zGf6Qm6+fOYnblnj65/dSURlEcypUNZTyC7/zNLUtZYiiSOe2Rn7jDz6GJBc3aNWhsPPhDsK1QZ4/dIofnOnCral8aGMrO7d1oFxF1fX9KHE6qfb5GEkkrsk+ppsmJycmeG9oiEebb45CfDST4dnTp/mH48cYSSZvymv8JGJwJs6r3b1AcSh1OJZgY/XqlY7fj1K3m492dnAuOkV3NHrNqpNumhwZHeV/vbePiXSap9aswbvEAeKVRM4o0Ds9w3vDQxwZGWVXbQ1PtKy5KYHFSCrFs6dPkzcK7KiuYWtVFWGX65Zuzi/19PDN06eWdGzY5aIxGFx0NkYQBBTh0uMHp9+l3bce1zLaga8GSRDwK05KHV4UsZj3vhhgNARDBDQHM0tkJnuz/wK7ampYX37luYSbiYlskt5kFFUUOZ+YRBJEFFHCISmENBduWWXf5AXaAuWkCzpvjfegzipXpwp5Dkz2sz5UxUgmzkgmjmGbP/GBxa2CR1PZVF1JS7iEV7p7iKYz1AR89M/E0A2TTKFAz9Q09mzG36kodJRHaCsrtoVNJNNE0xnqg0Hua6pnLJFc8jzT1eCS3KzzbyCgBIjqU1i2RUANUu2sIagElvw81T4fv7B1K//u5ZevSb4BkMjnebm3l6Su86n169lZXXNL2gpTep7TE5PsGxrk+NgYP7tpE7uqaxCXYbf1gkk6m6dQMElndbL5AtFYaoFPmcnpvHf8AppanHNeLlYtsMibOsOZcbJmbu6xcp+XX71vFyG3k+eOd/HNI6cYmI6zra6alkgJlT4vfqcDp6qgSNJN24ySmTzdg5O0N5ZjmRb9ozM011y79Foa9Myp4sIlB2FyJkV52AcC5HWDY2eH6WyuIJXJ0zM0RVtDGR6nypa2GgbHZnjzcA9P3NPGeyf68bo1trXX4tAUTveOE/A6eWTHWoI+F5mcjigKqDeBi/v9aGitoOF9g3miWAwi9lQEFjweKPEQKFncET86PkqN1899uzbgUYvXKVDiYfdlA3kVdSVU1F1qtxEEAVWTWdNRjbfOT/lgJW8ODlDaFKH8Gowj74ckiuysrubY2NiSDNxALMZ3zpyhLhBgbXjlSvCmZTEQj/Pl48d4vrv7blCxTMiSiO8yIobGcIi2spVXSV8OtlVW8Ux7O3918OCSMuC6aXJifJxoNsuZyQl+am0rG8rLUW7ycGC2UKA/FuPo2ChHx8boiU4zlIgTzWap9vuWLCB5Pa97cnycY2OjvD0wQJ0/wLryMrZXVbOurAyPqq5ahVo3Tb53tov/e+gQY6mltdA1BUOsLytf0kj2ifgRGtzNKxZY+BQnk/kkg+npOd2KNl8lKMW5j/XlZQwm4ktq6Tg+Ps5XT54g4HRSu4imys2GDcXWrVn/xbRtQopG1ixQ6vBQorkxLIvJbHKuKmMDAcVBzizglFV6ElNE82kKlknauDmaV3cBXk1DlYqia6okYdoW5yajHBoc4ZOb1jGWSFIwzblEiiqJeLVLyWB51hHNmwY2RbXxlWBaFAQBr+KlzdeBhYVtW0jXqXj/aFMzB4eH+cappSUYUrrO2/39jCWTPNLUxAfWtlIfCNz0qnMiX2zNPjI6yvGxMfpjcQYTceK5HE+3ti67hXo8muCHb5zidM8Yg2MzmKbFyER8gU9ZMEyGx+M8sbcdp2P5QdR1BxY5M89AehSnrFHjqiCmJxjIjALMmzC/GAjN6HESxkJjvqYszC/ds511leX88atv8/LZHo4OjxJwOnGpCposIYviHK3c5YGVIBSff7HXu3wd/+HJh6gKLN7jZ9s28VSOc/0TPH3fOk73jnG8e2RJgUU46KF/ZJp8weRbLx8jpxf40P3rmYqlWNdSiQDkdIODZwb52ae2cap3jAOnBmhrKCuK8kUCbFxbzb4TF/jqjw+TSOe5f2szpbPCedURP8e6RzjZM8rOdfUEvKvfJrZiuM5ly6JIjc/P5vJKTkxOXPfLP9jYxN8ePbqkwCJvmrw9OIBHU/mnm7ew5gaDC9u2Ses6L/X28uzp08VWqzus/el2QNjt4sE1RcpPAQFNludVCm8FnIrCM23tnJ2K8nz3ObJLUAI3bZvBeJxnT5/m6NgYmysqeaChgQ3l5SvWflcwTUaSSc5Fp+ianKJrdhZkKpMhmslcs3VrpZE1DHpnZuibmeHI2Cg/7u6m3OulIxJhU3kFnWVlxYHkm2DfDMvi2NgY3zlzmjf7+xmML00Dx6OqbCgvpzkUYjg7gIBApbOGc8nTjGSHuCQHWFzzYPYCpr1y13VLqJ41vvkVBu+s6rYAPNzUzAs9PUty2lK6zvPd3ZiWxWc2bFz1fvE1/gg17gDMDjEbtoVLUjBsC4+sIQoCe8oaMW2LKncAh6Rg2hYuWSVnFnBJKmlDp9EuKZIHSHcH0VcTPk1jMpXmtZ4LiCxk47v8VvI6NOpDQV4738efxN5hMp2mJXzjZCi2bTOtRzkaO8xwdgjLtog4yuj0r6faWYO4DNYsn6bxC1u30jU1xYnx8SWdkzdNzkxOMpZK8e7gEDtrari/vp7WcHhF2P4AMrrOQDzOuWiUM5OTdEenGEulmMxkmMlmbzhAC/lc3LO5iXDQwwtvnyGVyVMe9uGc1wEi4HAoPL6nne3r6nBqqxhYTOVn+Nv+b9PsqeOzDc9wPtXPly5854rHG7bBjL5wyLFgGLx7YYDnjp8hkctj2jYTyTQTyatT5C0HGf3K2Q29YNI/EkUSRdY1VxBLZjl6doi83n7NOYZI0MOpnlHiqSz9Y9MMjsV4Ync7kzNpyku8WJZNz9AUtmXT0VROwTD5zmsnyOkFHKqCqkhsWFtF70iUV/af48l72lnXXDkXBT+0Yy2aqvDG4R5efO8sW9pqeHTnWvyelQ0wjk+McWpyglNTE+imyf11Dbza30vY6eZXt+zApSikCzp/f/I4xyfGcMgyD9Q18ETTGuL5HG8N9tMzM81wMsGakjAi0Bub4UNr29lRWaTd64vN8Ifvvc1oKklLsISf7lhHpceHIAjkDYNvdJ1i3/AgAPfW1vPM2vYlKe6OppK81NfD/pEhsqZBgz/Ix9s6aQqG5jkpzaEQW6uqeKmnZ0lijMl8nh93dzOZTvPhtnburatbNkuGbdtMZTK82tfHK729nJ6cYDSZvOLrBxwOnLLMdDa76o7fnQBFkm56Zv96EHa7+eXt24lmM7w7MHBNZdeLSM9m8/tmZniz/wJVPh+t4VJaw2EagkEqvV4CTieK9P7xzyJMyyKl68RyOSbSaSbSaUaTSQZisblqRDKfJ57Pk8znV12fZTHYQCyXI5bL0T09zdHRUX547hwBh5Mav4/20gjNJSEagiGqvN4lz0a9H5nZCs2xsTHeGxzkbHSKgXh8WS0ZbeFSHm5qwqEoZHKZOZt7Nnma0dwQfmU+41XezGOvIA1D2OElzJUZz/bU1lLp9S5ZWDOWy/Gj7m76ZmI82NjAI03N1AUC16VsbloW8XyeyXSaqUwaAYGOSOSKgXFAdRJQL9nPi60Xl+9jEad3QUtG8ffF83yqY9Hz7mLlUOn38qktG+YCh89s20TI6cSpKvzL++9BFARkSeSxtpZZJjovn966kbD70gySIklsqa6kyu/DsCwkQShqEN2gnlhUj/LaxEvECzEqnFUICEzlJ3lj4hV2hffS5Fl667IgCDQEgvzmnr38u5df4kIstqTzbIqthQdHhumOTvHj893U+v20l0ZYU1JCQzBIxOPB73DMVRnnnW/bFCyLZD7PTDY7Z7eHEwn64zFGk0lmLrPbaV1fUfFot0ujvbGcxuoSZuIZYsksT93XQcjvuuwoAUkScDs1HOr1VYSuO7DwK14eLdtDUC2WVTNmDlEQuadkM15lYSk4XkjyxuSBeY8VTJM/ee0dfniqm7FE8rqGRG4U6ZzO28f6OHB6gN/4b8+SSOcI+d30Dk/R1nD1ftRw0EMmV+Dk+VHKQ15y+QLDk3FGownKS3wYpsUbh87TdWGcX/sv3yKT0xEEga4LE2xcU6R1DHic1FeEqKsI0VgdxnVZ2anE7+ahHWvYuLaKnqEpXt5/jqmZFJ9+chs+z8rNocRyOV4f6OPB+iZe7+/jB91n+dDadv7s4D4+uKaV5mAJXzx+hMFEnM+t38xUNs0Pz59Dk2Q6SyOcnpokoedpD0d4tb+Xe2vr8aoah0dH6Cwt9l2en5nmUx3rebShmW91neI757r4mY71BB1O/uF0MWD5VMcGdMvgyyePo0kSH1zTds21y6JIQyBIvT+AKIp8q+sUL/X1EHI45zG5aLLMZzZu5J2BAZJXCTQvR1LXeWdgkHNTUZ49fZqtlZWsLy+nuaSEUpdrgZOrmybT2SyD8Tjd0ShHR0c5MzXJVCbDdCZzVYfTq6p8pL2Dco+Hr5w4Tu/MTRAFu0HYto1umqQLBTK6XvxaKJDW9eLXwuxXvfh4pqCT1ou/Pzx6bYVjKKoc/9Whg7x4vhuXquJSFNxK8atLVXArCq6LP88+dvFnt6LMlfBXG43BIL+5Zw+/89JLnBgfX7Itsylmk1O6zoVYjCOjo3hm37dDltFkGaei4JBkZFEsCsdZFrppkC0UMCyr+LNhkDdN8oZB1jDIGcYtsafLgWXbxGc3UIhxenKCtwcG5v62blUl4nZT7vESdjnxO5z4NK1YqZrV77Bsm7xhkCkUA6xoJsNIMslIMkk8lyORzxPL5ZbUS305yj0eHmtppq202GpX46qb+52NTbtvPW3e+bz5Y7mRZWVNbxQ+h4OPd3TyX996c8nOR0rXOTI6Qu/MNN/t6qLW72dNSZgKrwef5ihq/mBTsGwKlklWL5AuFEjpeeK5ojMUy+WI53PkDAPdMNFNg9bSUn5zz54lV9yu9Bm91mf3/b+3Z4UUM4YxZ4cu2p6UPt9OXbRHmdn3c2piaRXwlK7z7OlTnJoYn7U56qwduvhPxa3Ofi8rl+zWZZ/jOwVORaE+dClgbrjs+/byhbTP7z/+IrwObcX1w2KFaab0SZ6q+CBBNQgIpIwkb029zmCmf1mBBRQJOLZWVvJbe+/l37/yMhPppSezLdtmJpdjJpejZ3qaA8PDuBUFp6KgyTIOWcY1ux/JokjBtDAsi7xpkC0Ys3bbnPv85Gbtdt4wbjpDpCgKuBwqLXWlJNI5ykt8BOcFFjeO677j3bKTHSUb5hnSckeYe0u34l+Edjaan+FUvHveYy+f7eGHp84xEl+811yc7fG70fL4lc63bZtkOkf/6DT/5uceojzkJRpPc+D0ACd7xq4ZWJQGPOT0AkfPDvHU3k5Kgx6OdQ+TSufweRzkdYPDXUP8m88+TFXYRzKT590TFzh8ZnAusCjOTMh4XBra+6JDQQCvS8Pr0qgI+xAFgW++fJRMXl/RwALA73DSHi5lOJkgaxTYGCnH53AwlclQ5wvwza5T/OGDj7G5opJYLktXdIpX+3vpLC0KYtU7A7SHS+mZmaYlVIJbUZnIpOYyhB3hUnZW1VDu9hDNZniuu4unmtbgUzW+ceYk/3zbbrZWVGJYFqcmJ/lRT/eSAougw8nWiiokoVhi75qaZCydJFXIU8L8D8uWikqeXLOGb5w6tWSnq2CZjKaSTGbSHBsbw63OOnySjFMpOn0XVYczhQL6Zc5dWtfJLaE1xiHLPNGyhp/duIFYLscb/RduaWDRNzPD9852MZZKkZ7dmFO6TlrXMUwL07awbBtzViX9Sj9fesxachbfsm2Oj41xemICcfZvKgkCoijO/Y2v+JgooooizrmN/tLXn1m/joZA8Kb1xIqCwNqSMP/fgw/xH159laNjo8t27C3bngsy3v/cF7NfNkW7Zc8e/5OEi4H55Qr0iigWN2dJQp79G4sX6TpnL0jxXrMuBVmmOa8HfLlwKwoPNjbywda2uYqJQ7qUbd8U2IZb9hBS57dI1ruaUMXVY74SgI92dPCt06c4t0RNDii24l28zr3T0+wbGipeY0GY3c/tufvMvPg5tixM28awrLl/l6PE5bqpFbHxVIpvnznNYDxBqlC0RRm9GCzkTfOqdujiz5ZtzXs/S7VJhmVxdmqKnunpuftvMRskzV4/URQue0xEkcR5tsitKJS63eypq2NHdfVNu2Y/abBtG0VQKdPKUWfpdx2ihl++vpmhizMke+vq+Pf3P8AfvPkGQ9ehJ2VY1lwV9nIsZrcteyVrmjeGrZ11WJaF6yYI8l13YCEKItpl3MphLUinfw1B1T/v8YvwKu55ipIAL53tYSqVmftZkSQebW1iT1M9jeEQfqc2K4ByYyj3L15O1g2TrgvjODWV+zY3IUsSuXyByZk0XX3jZHLFDd7GpmCY5PJFJ1kQBBRZxO1UEQWBoYk45SVegg0RfvcvnsftKvaMHu8dKdJSbm1GkSR0wyCV1Xn+7dOkszruq3AD53WDcwMTODWVirCPbF7nzIVx/B7nkmkGlwOPohZZOmajbVkqOmkFyyKazTCaSvJvX3sRRZSwKM4MtIWLGQxFlHArKook4dU03IqKLIrYNphW8WNU6vLgUVUkUaTS6ytmES2TmVyWaDbLH7zzOv9j/9tzGdyIe2kDkNFshhd6z8+1Qo0kE6wtCS+awdNkmV/fuYvDo6NLFse6CMOyiOeLmbqLELgUtF6vwdAkiUeamvinW7dS5fPj0xxUeFZf8O1yXBQGGk4m5gKEi/9WA4s5LsuBeFmwcfHfvfV11PkD3MxGKkkUaSst5b899hi/+8rLvDMwsCKbyGpe+9sNhYsO4AqwyiwFDlnmwcZGPr9tO6ErtD5WOmsWVdh+uOzJeQHIaiDgcPD/3Hsvn3/uuWVXZWD2+t4B817T2Sw/OHuOnpnpefbIXiVHzbRtTNO8piDhlfB+e1TqchNyOe8GFteAaZtM5i9VlnyKj1cmXqDd34mISG+6h6yZZa23/bqeXxAEnLLM/Q0NOBWF//zmG8sK0q+G291uX83/vFGsWI2uxVNPo7sGVVx80MMtufhI9WNUOC+V0/qjMQqzH1QB+IOnH+He5gYcyqVS981sa8jlCxzpGmLDmkrUWaEvp0OhuszP8e4Rzg9MATA8HueV/d38yVdeB6CxOsznP3IPHU3lBH0uLNvGoSn4PU5cmkxFuFixeetID1s7atFmn1tTZKojfiRJ5FTPKNs76xZZVRG2bXPozBCvHugmkc7i0FTW1IT59JNbCXhXfvMShEsDWJfVTAAbv+bArSj8twcfo8JzqRqlSRJZo4DAZecK8we5LiJT0CmYRWcxlc/jkBUkQcSnOVBEkd/d8wCt4dK5DXspfb+mZfFcdxdno1N8bsNman1+vnbmJBPpKzO+lHs8/MeHHubz33tuSVSNV4MNN9T/WKxUtPDrO3dR7StWpLyaRrXfh0dVF2SuVwumbZM1CkuqttyOWMyg3yzWo/dDEkXqAgH+x+NP8KfvvceXjx1b0b77u7h5cMoyjzQ386/v2UOl13vFvUcSFg9PV1J1eznYWV3Nr+/cyR++/fYtef3VgGXbcy1+dyLeb5OyRmHO97mLKyOan+S/nPlbACxsClYxwfDC+PMIFGd3RUS8io9a95X9qatBEAQcsszu2lr+8yOP8mf73+OV3t67VvsGsGKBhSLKKFd5OkkQafU1InDJYZRFcY7aqa0iwkNrm4o9nqvUI+11O/j1n74P8TInVhAEtrbXsmFNFaosgSDwn3/9pzDMS46JJIlzU/S/9sl7sSwbp1ZsY/p3v/A4AE5N4Vc/ce+8NixBEFhbF+E//NIT8+i9dq6rY0tb9bzHNFXmk49u4pkH18+KgQnIsoimyqvOAa/JMg/XN/Ps2TP8m517cMgyo6kk6YKOc4n9o+8MD3BvbT2KGOGFvvM0BoN4VRVFFHmsoYXvnT9LZ2kZIZeLkWSCWD43T5RqMRiWxUw2i1OWqfb6yJsmXVOTiNfgXd5YXs4fP/4Ev/GjHy4oX64WPKrK062t/OqOnUQuY8MRBYE6f4CI233LAou7uDGIgkCJy8Vv7tnDlopy/uPrry+JivYubh38msan1q/nF7Zuw6tpV7WxscIMIiIe2QMInEueIV6Ypt23AY985YDkZkAQBDRJ5tMbNpLSdf7iwIFrn3QXd3GHIKxF+A8N/+kaRwk33IIoCAKKKLKurIzfe+BBOiMRvnjkyB0nXrscnOuf4ET3COtbKmmpKyb8z14Y52+/+x6nesbYsLaKf/bJeykNeZZt01ZtqqgobT8/07OxpoKuiUkyegFVElddiVYUhEX7yxRZmkdjuZjc+UW8n4rr8vLSYs8tSeKCEtT7Xw9mo2hNwXEdVF/LhSgIyKJYDF7EYuuZwMX5lmJP6b/dfS9/fvg9PvbsV8kUdJpDJfzTDVtpDAaRRRF59riL1MCSICKLEoIAbkVlV1UN3+o6xb+beJnWkjC/vm0XYZcLQRD4lzt284Xjh/nc959lJp+l2uvnFzdto7UkzFAizn/d9xZno1NEsxneHuzn22fP8NG2Dp5obOHB+ka+cOwwn/zO16n1BWgtCeNUFK7UQCfMrnFXbS1f+NCH+e2XXqQ7Gl1R5oVrXeuLAj0faWtHkxeyLjQEg5R7PLflAPddLA2CIOBWFJ5a28qWyir+8tBBvn3mDNlC4bYoj4uCgCJKtEVK2VRegfsmCT65FAWvWmyNNC3rtssCapJEeyTCv9p9D9urqpDEaytovxd9C1VU2Ba6h3PJ07w19SoFW6c7dZanKz+GT1ldnQhBEPCqKr+yfTsRt5s/eucd0rp+213ru7iL5UIURDzy6rQGC7NzMhVeL5/ftp17auv468OHePPCBXKrMFS9FEiCgCJJ7KiuZk1JGOkGkhhnesZ462APVaV+WuognsryhW+9S+9QlI6mCg6fHuRrzx/mn3x4J+6r+MCLYcUCC8u2MGwTEQF5dpbCtC10q4BhGUizMxkilwz3p7ZuYP+FIc6MT3B6dJIL0RmaS0tu6GLdxfJxT3Ut91TXAtAcvCQ+92ePfWDu+6DDwW/vvo/f3r3w/F/atG3u+01lRVG9zWWVc4/99u57r/r6LkXhV7fs4Fe37Fjwuyqvjz955MlFzxMEgS3llWwpr1z091dCMciFDeXlfPHDz/DnB/bzndOnyRjGTRtAlAQBn6axs6aGX96+nY5ZtqzFnJi6QIDyWzxncRc3jov3WZXPx7+7734+1tHJFw8f5o3+C6R0/YYGjJe9FoptWqokUeJ0saO6mg+2tbGpomLJVcfrwZqSEn7/4Yf50flunj19mt6ZGXIFA8Navff+fkizrQ/VPh+f27yFn1q7FsciAf6VkDBi1LoaUEWVo7GD7Ajtod23nr/u+1NyVhYfqy9AVwxkVT61fgPtpRH+6J13ODE+Vhxsvg0C2bu4izsFF4e6t1RW0lZayjuDg3z52LFZgV19yUP/K7IWZmnWZ2dT729o4MPt7TTNJnRvBDOJDB63RknAg23bvH2kl8GxGJ//xB72bmniWy8c5cV3usg+ueXWBRajuUn2R49T46pga6gT27bpSw3y3eGXOZE4R4WzlE/UPEmnrwVZKL5sddDPf3r6Uf7j86/SNT7Jb37nx/z2Y/fRXFqCIknIojAnjHeRBeR6Qg55CVmof8y41dfmaq+/XPrB5b5mmcfDb997H0+0rOFLR45wYHiITKGwIhuyKBRF3DyqSntpKZ9Zv4H7GhquWZkrzln4b+mcxV2sDC7eZ4oksa6sjP/62GP0zczw7JnTvH7hAmPJJHnDQDfNFa2aCRTtnipJqJJEyOViQ3k599XXs6O6moh7deYBBEEg7HbzmQ0b+VhHJ4dGRnjh/Hn2Dw8xlU6TN80bZnG65hooXn9NktBkmXWRMp5pb+fBxkac11GpkQUFwzI4lzyDLMhUOqtxyx4M21igw7CaEGazmduqq/k/Tz/Nj7rP8c1Tp+idmSE7y1i3kqtTRHFOWybgcNywo3MXd3G74KLddqsqjzQ1cW9dHUdGR/l21xkODg8XRUYNA92yVvQzf7Hr46LdrvR62VpVxf0NDWyuqMSjrtzAdcGwUGQJTZUoGCaHTw1SWeanqSaMqsjUVASJp3JzBDzLwYoFFhO5KEdip+c0LJJGipcn3uVCZogtwQ4GM2O8PP4upVqIKmcZAKm8TqnHxf/vAw/z7NFTfHHfYT77d9+itSzM2rJSqgI+Ak4HHk1FleRZqrflr213Yy0ebWU5lW83qJJEfSCwpGPLPB60W6xYfDtBnS0tbiwv51y0qKD83tAQo8kUedOYdXyseTSqwOzQ+iWmD1kU5zZbhyxT5fWxo6aaR5qaaY9ElhUUt5eWsr68nJEr0N9F3G5u1jbulGWqfX7U21CM7nrhWsXZratBFkVaSkr4rT17+Wfbd3B8bIw3+/s5NjbGSDJJzig6gBepU03LWsB+c/FdXKTYlWa/KqKIPLsh+TSNpmCI9WVlbKgoZ224FN8ttoEOWeae2lruqa0lbxicmZzkxPgYJycm6JqamtObKJgmpmVhzNKCXosF6OLn8CL9pywIyLNZPlWSCDocrAmH2VZVzT21tVTNEiVcL6qcNXQlThHVJ1nv30xQLSFhxHFLnisOdq8mBMDvcPDJdev5wJq1HBoZ4ZW+Xo6Ojc0L5ozZ+8tc5P56v12TLtq32fvLrarUBwK0RyJ0RiK0hksp8xSD1ZshYqdKEtU+H5ZtYVN05sRVu9Y2NhYgLsoGdj0IOp3X1PxI53Ri6SwBtxP3VShBJVGkPhBYUiKs1O1eVgA4ncyQyunFOU8BSv0enOqNtU1G3J4l+SpBh/O20QDRZJmdNTXsrKlhMp3m4PAw7wwOcnJinGgmQ84wKMx+poxZ22Vf5XM1Z6su+gyiiCrLlDhdrA2HWVcWYWN5BQ3B4HUlP5YCn1ujf9hgIppiaDzOhZFpHt61lnCw+DnWC9ffwSHYKxRuvTN1hB+PvcnHah6nw9fCoZlTfGvoBXaUrOeJ8ns5MHOCH4++ySdrn6LD3wLA3753hOMjYwxMxxiciTOduTkDjt///GdoiYSvfeBd3MUssrPKvWemJumbmWE0mWIqkyal6+RnxccuZkEdskzA4STi8VDu8VDn99MWiVDhWf7Q082Erhsk41kUVcK3TEEc27ZJJnJk0jnKKxcKIt3FjcG0LKLZLN1TU1yIxxlLJhlPpYhmM2QLhbmqhg1zQYRbVfFpDvwOjVKXm3Kvhyqvj7pAgAqv947LIEczGQbicYYTCSYzaaKZDNOZLCk9PydyljeMIvXnbKaweC0kNLlIde3XHIRcTiq9Xqp8PhoCQar9Vw6SbdsmZeQZycQBcMkq1a7AVT+3upXnbPI0GSNFq68TvxJkNDtEf+YC6/2bcMlXpsq2bItEIUc0l0YWJcION255eQFfqpBnLJvAtBdu+qIgUKK5CWkL15ApFLgwM8O5aJT+eIzxZIqpTIaEnp9rT7s4xKpK8qxd0wi5XIScTso8Hqp8PrwOBUkBWRDxKg4qXP65a2nYWXQziSjIqKIHSVz6e8saU2hSAAGRrDmFS14oyHbxuLyZIKA1XvX5ClYaw8qiSn4kQaFgpZEF5yxhDBTsNIrovmawULDS5M0YiuhBk67c5maYJrF0jlROp2CYcyrVbodK0O1Ekpb3efzBwS7+4kfv8msfuIdHN61Z1rkrhb/68Xu8cOQc06ksiUyO//lLH2Ln2tpbspbbEYZlMZxI0B2NMphIMJ5MMp5OMZMtCkjmjQK6Zc1VTVVJwjNrtwMOR1EA1Ouh2uejLhCkxOlctVnjQ6cG+PIPDhb39lQOVZX5tU/dR1tjUb/tb5/bz0vvdvFHv/nMXLCxVKxYOGhjzRolBd0qcD7VjyoptHjq0CSVkOLHsA106xIf+TePnOTsxNRKLeG2hW3b6HmD6HicTLJYWpJlEadbI1DiwXWZ2J1t26QTOWamkmTT+WLvrNdBSZkP1XEp62rbNomZNPHpNPlcAcu0UFQZX8hNqNQ7j+nqToRl2cSzOcZjRfHEiN9DyLOy6pBXg1NRaC0tpXVWefcnAeMjMb7/7CFq6sN84JktyzrXsmzefvUMb73Wxe//8c/cpBXefrBtm3Q8S3Q8Ri5dZAhxe52EK4M43POdpnxWZ6R3glC5H1/Qg7CM8qokikTcbiJuN/es6Du4c1DiclHicrGpomLVXtOwLfZN9vHr730dgJ2lDfz1PZ9GuoqzqYoa6/yb5j1W4aymwnltTYJkIc/X+g7xN+ffpczh5ZfW7uWJ6s5lrflgtJ//9/BzRPMLlYJ9ioNfXLOHn1+z8C5yKQrtkQjtkcUd9qUgZxb4h94D/LeTL6KJMo9WtfFftz4DgGFnmcweZTrfhUepJqS1okkBClYKRXQhC04MO4th5ZEEBUV0o1tJTFtHkwKcjX2VtcGfQRGcnJr+G9aV/CKWXcyWq1Jx5kw3E8T1XrLGJG45gm6lkEQNRXBj2DkMK4MkqCiSl9HMfqayx1kT+BgOKcRg6lXCzvU4pRC2Df2pF6hy70ERPQiI5M0ZBEFCkwLYtkXejCEKMgUrRaIwgEsuQ0BEEtQFAVPBNDnWN8oP9p/h/NgUsXQOSRBxORQ6a8v51Q/sxudaWVHb1cCn79/MB7a38drxXv7ke2/d6uXcdjBti4JgUlPiY09dLQ755pPtrBQ6Wyp5dHcbL75zBr/XyQcfWk9DVQkAtg3TsTSbWqvR1OWHCSsWWDglJxIig5lRUkaG86l+GlzVVLuK0Y9uFTBta152wK2peFehPH+rnWw9b3Dw9S5e/vYhZqaS6HkDVZOpaijlkY9sZcPOohS9bdtExxO89fxxDr5xlthkEgQIl/l56MNb2XrfWhwuFUEQsG2bF791kGPvnicRy6DnCiiqTMu6ap75+Xupqr+zHWLDsjg7PMnX3z7G6EySj9+zng/vmL8BW7bNTCqLJAoE3KsrTHUX82FbNplUjuhojFQ8g1kwEWURl8dBqCKA1+9CXGbG7nZAOp7lje8c4JVvvEcqlkGUBNZsauBDv/QQ9e1V844dH4jyh7/yBT78y49w/zPbkK/DIC8X3cf6yaZyNLRX4w1eylKnE1kGz40SrgwSvlthum0Q07O8OX6emJ4lY+jsn7qw7MDCqzho9ZcxlUtTsIutY1P5FFlzdUQEr4SMMU7ejFHjeRBFdCEgEdO7mcgexS2XE3Z0kjHGmcqdwKvUEHZsYCJ3mET+AmHnBiz7kkaFaesMp9/CsDKAjVupQBZczOTPziYxJSZyR5jJn8MhlVDi6CCp95M2xvApdYQc7WSMMSwKFKw0NhYjmXex7AIljg4EJIbSb6KKXgJaC5KgMJh6DRuTMuc2bMy5dTvlEJZtkCwMkTdj+JR63GLZvPc+MBnjD7/9Oqok8cC6JsqCXjK5AhcmpplJZW+4fehWwakpODWF8pB3UX2q5WAym2YoFSdrLH6felWN9mBk1dlBbwQTmTS/d+AlMoUC/3X3EzT5S271kpYMTZV5fE8bj+xaiyAs9JM/9vgmXJqK27l8H33Fdr6IVkKJFuSl8XeKFKWIrA+swa8UMw2T+WkUQZknoPd4WwtbapbH6HM98DtuXW+xbdvEoyn+/k9fJFIZ4OO/9CCaU2FqPE4qlkG7rHcyl9F55buHeefFk6zb3kjHp3aRzxZ47ftH+MqfvYQ/5KZ9az2yLCGKIqlEls7tjdQ2laFoEqcPXeDlbx/C43fxuX/9xC17zysBVZbYuaaW6hI/f/3S/kWPSed0Xj/VS9Dj5IHOplVe4dJg2za5bIH+vknSqRyCIOAPuKiuLUFzKExOJIhOJnE4FGam02gOhcrqIP5AkYrXsmwmxuJMTiQwCubcuYoqIQgCpmExcGGS2EwGURQoLfNRXhlEFIvnJmIZhgej6LpJNqNTKFwSZbIsm+hkkomxOLpu4PU5qKopweEsVsYKBZOBvuJzK4pENrv4hmCaFlPD07z3wnEOvnSS6Ggc0zSRJBF/2MvjP7uXHY+uR7uJSp83C32nhnjtW/vxBt188BcfRHOpON0OQhULWyKcbo2OnS2Eyv3LqlbcCP78t77K+WP9fP4/f5Inf+4S+9rA2RH+8Fe+yIc+/zA/9fP3r8pa7uLaUEWJMqcPVZTwKU7KnctnkOoMVPC7G58iqedIFvLM6Bm+eP4dTsyM3IQVLx2WbWBhYto6U5njqKIPn1pHidZGsjCIaev41UayxhRBrRVJkPGrDciCg1j+3OzshAVCsQPCsDKEHZ0oooez8a8S0tqodt9L2hhjKP06IhJepYaClSZjjFOwM5Q4Oog4N5EujGFaOg4pxEz+LNXu+/AoVdS4H0CV/FgY+JQaaj0PYmOTMSYIOdpJFYaYzB7FrZRT6txAqWMd6cIYCb2fRGGQKtc9uJSFFZ/jfaNMxtP8+08+zK62OpTZ1jvbtosdCu9LqhRMk2giw9hMkky+SNDhUBXKg14ifs/c8YIgkC8Y9I5FmUyksSwbj0OlLhLE47ykt2LbNvmCycDkDNOpLJZl4XZoVIZ8hH2uea19pmUxk8oyMp0gldORBIGQ10VViQ+nevNm0Y5OjfDFM4foS0yTMQokC3lkQcSnOtAkiY3hCv7wnqdw3kGBhUOW2VBSgWXbeJQ7b38DFm3REwSoigSu+zlXLLAod4R5ILKDNycPkjPzbA620+otOnv27H+tvkZC6iVD+nM7N6/Uy9/WKOgGyViGbfe30r65Dl/IveiHt//8OMfePU/75nqe+Sf3EgwXg7JQxMf/+t1nOfz2ORpaK/AGii1Bn/1X84OHhrUVdB0d4PzJodlhq2sbiGQ2z8BUjGiyaLQCbictlWFcswamYJh0DU8QTWWwbfA7HaytKsXtULFsm3g6x/mxqaKBEgXKA15qS4M4FJl0TmcwGmMynsa0LHwuB83lJXidGoIgsO/cAE1lJZT4XIiCwMh0gtGZBFuart5SYFoWE7EUB3qGeOdsP5Wh4jBmyOOioSyIZxmBpG1b2NYkBf3gks8BkORGJLkRQbj6a5mmxcmjAzz/3BE0h4Jl2VTXlvDkhzajORSO7O/lh98+zLrNdUxPJsnrBpu2NbD3wTZ8fhfDA9O8+sIJJsYSxbXa8OgHNtKxoQZFkeg6NcyPnztSHGy1bLwBFx94ZgvVtSUk4hneePk0Rw724XJpSJJIdCpJY0sx2zY+GuONl04z2B+dGzS796F2Nm5twOFUOH18kB98+xAg4HZrZDILxYJs22ZmPM73/u9rvP29wzRvqOWxT99DoNRHKpZmuGccp1tDVm79UOv1YGYyTiaV494Pb2PvB7de9djS6hC/8l9+epVWNgsBVIfCC19+i71Pb5lXtbiL2w8hzcVH6zbhklTKnF4erWxb9nNokkKtOwSzf2rdNPjxyKlbHlhoog9ZcJIzoghIxPUeMsY4IGDbJgUrzVTuJIroQhQkovkzxPTzOKQQNhZupZKZ/Fk0yY9DCiIIIorkQURCREZEJmWMUrCSyIITUVAoWBncSgVuuQLDyiIJRecumj+DKvnQJD/R3GnKXNtQRA+JQj9eoRZF9CCLLuJ6H4roYTx7iJw5jSb6EAQJAYmcMUWyMIRp5REQUQQnupVCNxMLZi0UqUgskysYXD61KggCsjR/H9YLBl3Dk/zwYBdnBicwLQtREFAViUc2ruGntrdfFljAkb4RDvUMMzgZQzdMbNvm8c1r+fCuTlyzOlf5gslLR7v50eEuktk8lgVOVWZ9fQVP72inLlKsWlq2zcBEjB8c6uJY3wg5vVglKvG6eHTTGva2N+BdJrXoUtEejPC51i1MZNMcj47ywmA3pU43H6hvpczppdrjQxHvrH2i1OnmX2+6Op3+7QzbtsnmCqSzeQzTmnfvXkRZiXfZ80ErFljIokSbr4m13gagKGxyObaH1iMg4JFXr0/+doAgCHj8TtbvaOTIW+eQZYnWjbVUN5RSWhlAuaxdYmwgysTwDMFSL4ffPDdH/5KMZdDzBYZ6JsnnClxUOEjGMgz1TZKYTpPPF0jGM+T//+z9d3hc6X3fDX9OnV6AAQa9A+y9Lrm9SNqisuqyZFlW7EhO7Di23zxvkudJT5w8uVL9xk5cFVu2rC6rraTtvbB3EiRA9N6ml1Pv948ZggABkACW22J9dfFa6Myc+9xzyn1+9fstWLiui3AFknJrx2I2k+dozxDDM0ksxyWZK/K5e3axp70RXVW4NDLF114+RcCj4biCsN9LfSxMwKuTL5q81j3ASxf78Xs0hIAtTXHikSBeTSWZL3Di6ihXJ2axHYdU3uDD+zdzeFMrPl3jv/3oZf7+w4c4vKkFWVE4fnWYHx/v5o//3s0dCyEEE8kMJ/tG6Z+cI1MwKBgWnXUx4pHAmhwLcLDNs2QTX17DPuAN/Bq+4JeQlJvXK9uWw4UzQ+gelS/+vQcIBD1k0gXCkeulW6Zps3lbI3sOtPHKc92cOt5HU0uM7btbeOGp8+SyBp/+wp1U14T55l+8ytNPnKG9K44S8vH1P3+FHXtaePxTB0jM5fjLP3mR5548z+d/9R5Gh+c4/kYv7//gLvbe0cHrL13mie+dmD+HR17pYXI8yUc+tZ+m1ip+9J3jvPzcJZrbqqlriPI33zhCa0ecT/7iYQoFk//yb3+wJF1qGhbnX+/h1R+dZOfdm/jM7zxKbct1ogTXKUUgr+0nXMHE0AyjVyfJJvMomkJ1fQXt25rQyur1Qghsy2G8f5qpkTnymXIELuSjvqOG2paqRQudYztMjyYY7SuNKQHegIfqxkoa2mvQvdezpK7rMtg9xnj/NEbBxBvwUNdaTdOGuvkxc+kCg91jzI4nOfvKFdJzOXrPDvHst94AoG1rI01dtfPP7mD3GEOXxzCN0kt6w+5WGtrjS0q/CjmD3tODBCKlHo3+i6Mkp9PIskxdWzXNG+vQy4aCcAXTYwlGeydIz+WQFYnK2ihtWxrwBb3zQQMJaN3SwNTIHEefOsuDnz604r3oOC5zE0lGeiZIJ3LIikysNkrzhloCkVJU8+wrl/H4ddq2NKB7dQYujTJwcZQNu1upa6vGthwun+hHVmS2HHh3ZgnfzfAoGofi7RyK37zx+L0IrxojrDczV+xGljSini5AYLtFFMmDLKmo5d4Ew0njVSrxqzUoko6uh4nq7YwXjmE4CRqD92K7RTQpgIRMtXcXIb2ROeMyquSl1r8fVQ6QMYeQ0VAkDwGtFl2JAqDKPio9mwhotYCEInmIe3eRs8fQlTC6HCLu20PK7KfC00VQq0dCQpODeJUKdCXMTPEcGWsEn1JJhXcjMbZiuhlMN7PEsdjcVENjVZS/ef08Qgg2NcaprwyjKoup7oUQjCcy/MVzJxiYnOORvZvY3FQq/xmfS9NYFcG7sIRSSBzvGeF9u7p4cEcnrhB8/40LfPX5E+ztbGRjQzVIcG5wnN9/4lV2tzfw8cPb8Woa5wfHef7cVYqWzZcfPkjY7yWRyfOjYxd5vXuIe7a1saO1jnzR5JkzPfz1S6cI+Twc3NiM/hawRjYEIzQES+etdiTIkckh2sKVfLpzBzX+n+s2vd0wLZurwzOcvTzK2HSKorE8Xfavf/YeIsG1lZrf9iLgGx0KKKk4R/Xw7T7UewbBiJ/P/P0Hee4HJ+k+M8Tp13pobKvmwP2b2XFHB+FylLGQNykWTHrODTM3uZhmtK4pRmN79Xzkd3YyxVPfPkbvpVE85aZuy7CZnUoTrQqumq+8KuTnkd2bCPs9COA/ff9FTvWNsakhjq76ODs4Tjpv8Pc+cIi6ihDT6RyxchN1tmhyaXSKWDjAL9+/F4+mYtoOoXJNXjTg48EdnXxk/xZkWeIPn3yDc4MTbG2qfVM1p6qisLu9Aa+uoqulvx/ZvXHd472VUFWFTdsbmZpI8fQTp2lsjtG5qQ5Fvf6c1NZH6dhQg9en076hhlPH+pidyWIYNn29k/j8OmeO96PpCoW8QU/3OJbpUCiYXDw7zJYdjTz/1DlM08G2bK5emSg1vydyWKbDlh1N+Hw6LW3VNLaUakAt02FoYIbEXJZL50bo65kglcgxcHWKQt7AMGwGrk7xic8dwufT8HhVdu9r48zJwUW/LzWT4dSLlwhG/TzwqYOLnApgkXEthKD3zCBPf/01RvumcGwH1xWomsKDnz7EvY/vQynf3/lMkR9/5XnG+mdwHRfbsrEtm47tzXzwV+6jZeP1EsrB7jGe+cbrDF8Zx3UFQri4jmDLgQ4++Cv3U+m9zlpz+sVufvrVl8gm8wghcF1BZTzMw1+4h513bUSSJPKZApeOXqX3zCDDvSVn5crJfuYmSsxBsixR11o971hMDs1w4vmLjF2dovt4H7/yrz9ObXPVEsciPZvhb/7waUIVQTbsbuHcaz2k53KYRZN9D26jvi2O7tEQQjB4eYxnv/kG/ReGsW0X13FRVYU7P7yH+z52AH+o7FxIEG+spL49ztNff42DH9hBMLo0a+G6LiNXxnnmm6/Tc3oQIUrnw+vT2f/+7dz14b1UVId58muvoKgKX/i/HydWp/PU117lp199mc/8zqN86jcfppgz+OZ//wlNXXU/dyx+jkWQJZUKzwaiesmhkCS5VNoESGW7oMq7uJ+k0rMRFojmBrXGRd+/huZQqWQp6uks92mWvh/zbJ7/fsmJKKHef8f1fYP3A+D1RYmJLUiUykhry70UsqQSEi3gLfVuXENYa53/HbdCe22MT925gx8fv8SfPn2MrvoqdrXWsaW5ho2N1fOlUabtcHF4inMDE3z6rh184cF9S8qkFsIVLvs6G/n44e3UV5ZsKFmSODswTs/YDJ11MSRJ4m9eP4+qyPzGBw/TECutd1ua4jiu4PlzV7lnaxsHNzbTMz7Did4R9nc18tl7dxMpN5Q3VkX4999+nlcu9rOxsZp45O3RubkZXCEYz6U5NjXCzqo6anxBrqRmGMokKTo2PkWjNVxBZySGr9w0bbkOE/kMQ5kkM4U8RccuidPqXjoilbSErgvLuUIwlElycnqUffFGvIrKhblJZo1SdUaFx0tnJEZTKIqy4B6wXIfjUyP0pxPz26IeL3fWthLxLG3QF0KQs0360nOM5zKkTQNXuPhUjVp/iI5IjJj3esA9YxqcmRlHkSU6I1VMFbIMpBNkLRNdUajzh9gaqyGo6oucVlcIkkaBy8kZpgslqnxFkgnqHur8IZqD0UXz6x+d5Ws/Ps7A6CyxaACvZ3mbTLyTOhZQrid3DdJWFtO1luVVjnsr8SlvDTtCNpljqHuMurY4FTVLa1cnB2dIz2Xo3Nm66hroiYFpMoksDZ11+ENL552azTB4cZSOnS0Ewst7dYoi09xZw2d/4yEGeya5cLyfU6/28J0/fQHXFdzz2E4ANF3F49U49L5t3P3IjiWlTL6Ah2D5GK/87Bzf/bMX+eSX7mfP3RuIVgUp5gz+7D/+hORcdlW/DcAFxhJpTg9kcVxBtmji0415UZRdbfVcGZ/hh8cu0lAZZntL7fxCGPTpbGuu5Y0rQ3z/yAVa4hVsb65dUPcJU6ksZ+Yy2K7LXK6AV1OxHGfZubxj2lKyH1lpRIgiiGLpv9i33G01UDWFvQfbCYW8nD89xIkjfVztmeLRx/dQM1+nL12PQJcvuSiXNgkhSCZyjAzNoqgyiipz+J6NpbIqu0S5OTWeIpctAlBV7rGAUg+FVNY4gJJBfO1v1xUI1yWdKjA6PIeqlbbvO9RBOOIvZb1EyTFCAgTLljNlk3kGu0eJN8bo2tly03ORmErzo6+8wMxYgrs/speWjfXk0gV+9pev8PX//GPatzTSurWhVD6gKdS1xdm8v4Pqhkpc1+XUi5d47cenqG2umncsXNfl5PMXOf/6Fe55fD9b7+jEsV2mRubwBTyLshWTQ7P81X/8IdHqMI9/+UHCVSHGrk7xs6++xHd//ykaO2qoqq8gUhXi3o/t59Cju3j9J6d58muvcu/HDnD3h0tMWqEKP54F4+65bwub9rVz6Vgf//0f/sVNz4FRsJgYHMDr93Dnh/YQq4mQSeYJVQTw+ktlHOm5LM98o+QAHHpkJ507WygWTF749hF+8EfP0tAWZ9vhDaXrIcCxXR75wmH+6z/4c06+cIl7Hl9aspWayfD8d49y5uXL3PmhPWze145RtHj9J6d55huvE4oGOPToLho6arh49CpG0cR1Bb1nhmjsrKH3zCACgWXaTA7PcfeHb14W9nP87UVpLbu2nt3cKJdu0KK42fcXOhSr+f5ykKXrJk9JeFed/xtunMvS4604Nwke3ruRlpoKjlwe5tLIFN9+9SyxcwE+uH8zj+zdiCLLFEyL3vEZwn4Pezobb+pUXMPmpjix0HXDsyYaRFNkkrkCrhDIwNmBcVrjlfNOBUDY72Vrcw0/PHqR3vFZDm5sZiqZJV0waIlXzDsVAJ11VdREg/SMzZDOF98VjoUjXC4np/ndE8/zpS0HqPYFeGKwm4lchpxtYbkOj7Vs4te2HZx3LAbTSb599SyvTwyRMUusmpZbov7dEavj72zex45YLYos4wqXMzNj/Otjz/DFzfso2BZHJ0fI22bJiJcVDtW18JmuHeyIXWeqc4Xg7OwEL4z2kTEN+tNzNAQjdEWqlnUsbOHy6vggX7tymtFsCkcIpPL2am+Ah1s28njbFuL+0jmfLeb42pVTFBybPVX1dCenGc6myFol2u2GQJiPtm/l4x3bCJT7OoQQTBWyfLX7JEcmh8lZJi4Cy3VQJJktFXE+t3E3B2ua5ud1/so4U7MZHr17Cwd3tuL3eZalXg4F1m6v3zbHwnJtBvOjnExcYKIwQ9E1WSplBJ9sfJj2YNMyI7x5JGcyHHvqLIce272sY2GZFsWcgWD1Ct6Dl0YZ6h4jUh1e1rGYm0jx6g+PU9McW9axWCgWpHs0urY10rapjsb2OP/7P/2Ei6cG5h2LeF2UaCyIUbSojIfneyxuHAvg4okBFFXhg794GH+wlCEYG5hhaiyxyJi6GVzX5aULfVwamSIW8uPRVPKGieNeX8S2Ndfi0VROXB3l8tgMF4Yn+fy9e2irqSTo9XD3ljZiIT/nBid44/IQY3MpHtu7mapwgGO9wxzvHSEa8OL36OSK5qIaSrlc9nLtNskba2U1uR1NZgqK2o4v9DsIkQeRR7h5hCiU/6WxrfO4du+6Rncdl8Rsjo4NtWzYUs/Jo/388NvHGBmamXcsZqbTDA/MEK0IMDI0BxJEowE8Xo2GplKj9sMf3k28NkKxYFIomPjK7GDtXTVs2dnEfe/biqrI5HIGjuMiyxLhqB9ZkejrnWTrziYmJ1JMTaRo31CL7lGpa6jA69N5+CO7aWyOYZo2hbxJKFziXK9rqODC2WFaO6oxTYcrl8aX/D7TsMkmC7RuLpXo3AzdJ/q4cmqAD//dB7j/4wfn6VpVXeF3f/mPOP78eVo21yMpEoGwj4/+2kOL9vcFPJx/7QpjfVOLeoiMolnq/6kK0byhDn/Yx7Zl+ouOPnWWwe4xvvy7n2bDnlYkSaJtSwO5dJ5v/48n6T7ex10f3ovu0eaZlKLxMJpHJVodpr59+bI3VVcJVwapqA7fkvnKMixcR3Dvx/ax5UDnst/pvzDCxaNX2ffgVh76hcMEy5ojPr+HC0d7OfXiJbp2t6JqpfXGdV3atzWxeX87z37rdfY+sHXJmMM9k5x77Qqb97fz6C/fQ6ic1Yg3VvK//uk3OPH8BTbta6exo4bXf3IaI2+SmskwPTrHw5+/i2e++Tq25ZCcTpNPF2jZ3LDkGO8EhBCkrAKD2TnG8imSZp6iY+Ei0GWFgOoh5glQ64vQHKjAq9y6OVUCCrbJYG6O/swss0YO07XRZJmI5qclWEl7qIqg6rnpWEIIxvIpnhg5v+znflVje0UDOytvTVP7diFtFunNTDGYnSNtFRAC/JpOs7+SLRV1eGR11eKCc0aOYzODDGbn2FpRx67KRgKqB9OxGczNcTU9zVz5eumyQlDz0uCP0hmqpsJz85JpAWSsIv2ZGYZzCZJmHst1UGWFCt1Pc6CSjlAV/huiugvhCsFoPslPRy7gV3X2V7WwMVJD0bEYys7Rl5lh1shhuDaqJBPRfTQHStc+rHmXjCtJEluaatjcWMN4Is3p/jF++MYF/vjJI2xqrKazrgrHFWQKBpqiEF5lL0PI50FbUJp0LTjklMXLBJDOF5eMJ8vSPFXotQZxwyr1aHi1xaafpip4NZWCaWM76xNFWytWG0fM2xYvjw8Q0nQ2RKt5f1NJ02Min6E9XDlvXEMpmyAE7K1uoCkUJap7ydsWL4318/RwD5os828Pvp+ArC8a/6eDl6nw+PhAcxc1/iCJYpGXx/t5YqCbkKbTFqokpJfOryYrfLBlEwfiTQxlk/zB2ddv/jsFGLZNRPeyr72BuC+IJsv0pRI8PdLD13vOUOMP8pG2LYv2uzg3yUQuw86qOn6haye6otCfSvDdvvP84YUj7KqqY2usBkWSsYXLsyNX+erlk9xd38bdda34VZ2cZTCez+AKgeeG/pVUtkA8FuTAjlY6mm4vi+jtU942Znly/BWuZAdo9NUQVP3Lej/qW6yWaRRMzrzUTf/5YSriEbbdtRF/yMfVs0P0nOyjuvE6HZiRNzj+zDmyiRyKqtC2rYmOnS0kp1JcOnqVbCLHeP8UajlFNHBxhP7zwxRzBtHqMFsOlYT+jJzBsafOoqoK1U0xdt6zeZ5qUriCscEZzh/rp64lRiDkxbZdBq9MIEnSIqGylg01bDvQztk3rvLkt46ydX8bXp9OIVtkbHCWHXd0UNtYiaRIVNdHEUJw9shVmjripGazHHn+EulEjqq66KrOle26HOkZoioU4CMHtiBLMheGJxd9Z2wuTV00xKcO76BnfIZ/951n6Z2Ypa2mEsOyyeQNtjfXsq25lp+evMzRnmH2dmSoCPhKzWGWxQf3lWjLhmeSGAtYiSJ+L0MzSQ44DnnT4nT/2LLO6ErQFAXXFeSKpcYjWZbm1S1XC0mSUZQ6FP+nFmwVCGEjRAHXnaKY/SOMdToWlu1w/I2rTE+lURWZfN6kqSVGbd11ClCjaHPu9BCXL44xPpqgtT1Oc1sVsixx94Obef2ly/zsh6fQdBXhClraqzlwZycej8bHP3uIY6/3MjOVRrgCTVPZurORaEWAuvoKtmxv4rknz3Hx3AjFgjmfqZNliX2HOnntpcs8+9NzeOcbyyvZd6iTYMjLI4/v4bUXuslmCng82goNXGXHeRUZwOHLE6Rns5x/7Qozo4nrPUSJHJZpM3xlYt55dmyHyeFZes8MMTeZopg3mB1PMjuRoqa5ar6HSJZlth7opOf0IM9843UGu8fYsLuVTfvaidVGUBa8kLuP92FbDq/86ARHnjoLlBy/8f5pzILJxNBbr6kjyRIV8TCdN8nujA/MMDue5MqpAb73B0/Np7FyqTz5TJHR/ils63pGTQjw+nUe+OQd/OE//SZnX7lMNB5eRA+ZnE6TnstS314z71QANHTUUN1QWe67yNLQWYtl2iRnMsxOJPGHvOy5fyvf/YOnmRqZZbhnAo9Pp6Fj/VoItwsZq8iZuRFem+qjOzXBSD5J0shTWOBYBFUPVd4g9b4oH23ZyT21XejS8q89CVAkmelilmfGunll6ipXM9PMFkuOhSrLRHU/rcEYB6taebhxK82BimXLf6H0ZAzm5vhvF59d9vOYJ8AXuw69axyLy6lJnh67xLGZQfqzM6TMkmMR0HRaAjH2VTXzcMNW/Orq2G9mill+MHSG5yeu8InWPbQGY+Qsk2fHL/P6dB+XUxPMla+XR1EIqV6aA5V8eePd3Fmzcpmd4dhcSU/y3PhlzsyNMJibI2GUHAtNVqjw+GkJxNgba+IDDVtpDVaiLtMULIRgMDvLf7v4LBW6ny9vvJsqT4Cnx7t5eaKX3sw0M0YW0yld+4jmoyUYY39VCw83bKUtFFtUInMNkgT1lWHqKkKEfR7+0Vee4Ez/OJ11VSiShN+jYbsO+aK5qvOoyPJNnTkJCPm8ZAqLyTVcV2CW37e+sg2ja8o809RCWI6DYTt4dXVVWZS3EwXLYjCT4Fc27+cTHdvwlx0Jy3FwEYuClR2RGL+8eS9BTSekXXf8d1fXc3FukhdG+zEdh8CC2KvluqRNg3+0+x4eaOhAkWUs16ExGKYvneByYobRXJpNesn4liVpvl+kyhsgpHvIWEuJTa5Bk2UeaOxgZ3UdjcHI/D2TNAp4VZX/ee51LsxOLnEspgs57q1v59e2HaQlVIEsSeQsk8lChh8PdHNmdoKNFdUoiowrBOdnJ1BlmcdaNvHB1k3z4xiOTc4ylzy3fl/J6Tat21OdsRC3zbGYKE4zXBjnzqo9HI7txq/6lnUs3urm7VwqT6QqhO7VeeMnp4jGw3TsbEFRZcb6phi7OsWu+7cCEpRLLnSfzuxYghe/e4TmTfX0nh7k3CvdbNjbjmVYWOUTL8syukfDdVyO/vQ0FTURPH6ddCJXykh4dZ77xmvlBtNqJFkqC9nleeHHp1EUGVWVkRUZx3HZtr+Ngw9ev5nCFQHu/9BuhCu4cGKACyf6URQFSSoZy+1bGubN7nse28nglQm+/+cvE40FUVQFn1/nwP1b6OteHTuILMl01VVxeXSar710moBHBwTagoXldP8YPeMzyJKE7bq0xitpr6kEIFs0eO5cL1PpLIokkykYdNTGqIkEkSWJlngFR3uG+eYrZwn5dAqmtai34qGdXRztGWImncOjqaWmtbLmU84weeZsD30Tc3SPTpHKFymaNtuaa9jeUkpLVkf8NFZFONE7ykQiy8aGKvZ1NFLxpoX0JCRJQ5I0wEWS1p8WVhSZhqZKbMvBcVxi1SHau2qoa7zuWMRrw3RsqCWVzFHXEGXTtkYqy9mqrk116LpKX+8k2XQBTVepqYvMG/n7D3fiD+iMDM1hWTaRiH9+38qqIPe/fxsXzg5TKJh0bqhh1742ohWl89PaUerZuXplglQyj6YqxOuiaOWSp4N3deHxqEyMJQkEPew52M7keHLR79N0FV/IQy5VwCya6N6VjY5Crlgq7ZrJwA0vyjs/tIcNu1vLFLoOPWeG+OEfP0sxZxBviqH7dGyrFI260ffctL+dT+gqp168RM/pAS4evUrD0+e4/5MH2Xqwc57mNpvKo6gKU6NzKAuUmBVN4a6P7KWhYzE3/VsBWZbx+PX5Ju3lYBRMHNshm8wzMTS76LO9D2ylc0fzItIHKPWydO5ooX1bI89/5wiP/vK9yAt+o23auI67JJupagq6V8U0LBzLoaG9Bn/Qy+TQDDNjSRq7aqlpiRGpCtJzapCx/iniTctnZ99OzBSzPDV2ie8PneFKahLDLa3RuqwS1LwokkTONpg1cswYOS6nJvlAw+abhkllSSZvm3x/8AzfHDjOZDFDWPNS4wshKEXgJwtpJgppulMTJMwCX+i8g3r/8pSxElDvi/DZ9v0UbIuCY5YzAtNMFTO3/6S8CXSnJvhq7xGeHe8mbRWRgCpvkLDmxXIdulMTdKcmGMjOsilSe8vxbkTGLDCUnePE7BDfGzzFRCGNLqsEVB1ZksjaBnk7w6yRw6usbJYUHYvjM4P81dWjHJ8dJGeb+BSNSk8Ar6KSt01milnG8inOJUa5mpnhVzfcyYZwfFnn4hoM1+Z8cgzHdfla/1Em8mlCmpcab+naJ4w8U8UMk8UMl1OTzBl5vtB5By3B0rvQdlwUWVoS1FIkCUkCpRx48eoqHbUxfnbiMmcGxtnSXPOmdRskSWJHWx0XBicZn0tTV+7FyBQMLo1MEfDqtMVL86yJBAn7vQxNJ8tZjlKWuW9ijqlkls66GKG3iZ5/teE/gaDKG+Cxlo3zTgUw37eyELqiUB9Y2s+7uSJOpdfP+NwktnAXVX8okkR7uJJ76tvmr4UmKzQEI7SGKshYBkmjsO7fIUkSQd1DUF98XiO6lw3RKkAiaxmlsrYF909Y93K4roWmYHR+e0DT2Rar5dmRq4zl0qWslVJydjZEq/h+3wWeHu4hrHvYXllLhdeHR1HxLPNMbeus5+rQNK+f7sfr0airCuPRNeTbQJV+2xyLomOiyxpbwp3zonjvBDw+na13dLH18Ab6zw8xOThD8+YGWrc00rW7latnSs2nQggswyabzOM6LsW8wfDlMfKZAtMjc1Q3xrj34weRJBjqHkM4gkK2SD5bWnTH+qbIJLJ4fJX4/B523beF+o4aTr9wgbHeSeLNVShIyIpMY3s1H/3i3SRns1imjaYpRGJBWrpqqVlgYEqSRHNXDR/6/J0MXJlgdjKFY7t4fBqxeJj6ltj8Re/c2sAv/sP3M9Q7hWlYhCJ+WjfWIkkwcGVyVTeHqsi8b2cXDZUR0oUiEb+XfZ2lGvdA2fBpr41huy6GZeNRFR7cXjm/SHl1jc66Kry6hisEG30eNtSXGr8kSeLOTa1UBv3MZfOEfR72dDSUon5lMbuHdnQSC/mZzeQJeDQe2tHFWKLUtK5IEpUBP1KtRGMsgiJLhHylkqprCPu8PLC9k9poiLxhEQ34UJdZbN5JqKrCzr2t7NzbuuJ3/H4P23c1E61c2nSrKDLtXTXzFLE3QtMUdu1rY9e+tmX3rWusWOTELIQsyzS3VtHcWrXs516vxh13b1i0bcPmxboz/pCPhvYapoZnGboyTueOlSPxvqAXVVe57+MH2XpHxzI9RF4kWcLImTz1V69w/o1evvTvPknHtib8YT8jPeMMX1lajuX1e9h2qIvWzfWMXJ2k9/QQz37rdb7/h89S0xyjob107oLRAJIMn/wHDy8pa5RlmUDk7TGWbyXY6fXr6F6NAx/YwZ2P7V6SDfL6PXhuKHuQJIlAxMe9H9vPV//DD7h4pHeR86F5NRRFoXgDZbBl2hh5E49PR9VU/CEv1Q2VzE6k6DkzyKa9bXi8Om1bGrlyapBMIkvbloa3jOt+NchYRZ4bv8xf9L7OUC6BKslsitSwr6qF1mCMkOpFliQKjsV0MUNfphR93xNrvimdpSsE/dkZpooZFEnh8+0H2RytJax5EcCMkeXVyau8Md1P0izw45Fz7KhsoNLjx6ss7yg2BKL82sZ7MBwL07GZKKb5q76jTI2/exyLhJHnbwbP8Mx4NxmrSK0vzMMNW9karSOkebBdl+lilpcne3lpoof+7OytB70BE4UM3xk8xanZIYKah8/VHSiVk2keHOGStUz6sjOM51NsXMFxcYTL5dQkX+l5naMzA3gVlbtrOrkz3kGdL4xHUSk6NkPZOZ4ev0R3OQOjSBK/s/Uhan3hFe9bw7E4Mt3P6dlhhIDPdRxgS7SOiFZaJ2aNHK9P9/HqVB8ps8DPRi+wNVpH3BvCp2o8ffoKM+kcNdEQ0YAXIWAyleVnx7upqwizs620buqaypamGjrrq/jJ8W4UWaarLoYiy0ylclQEfWxvXRu5iSxLPH7HVs70j/PHTx7hwV2deDWNC0OTvHS+j11t9WxpLq2BnfVV7O1o4HjPCJGAl20ttRQMi2fO9GDaNoc3txItMwA5rkuuaFK0bGYzuZKAbzrHVCqLV1Pxe/S3JbuhyjJxf5CYb3VU2hP5DBfnphjMJEgaRYqOheW6TOazuELg3hBd0GSFxmBkifGtyQo+VSVtFnHEmysPs1yHy4lpLiWmmSpkyVkmpuswkE7gCBcXytUa1+/PmNdPpcc332x+Ddeccct15n+JIsk80NjJhblJXhkfoD89x+aKODuqajkQb6IjUrkks5ovGIxNpzh1aYQLVyeIRQOljNYNrtKXPnkn4VuUOd+I2+ZYeBUPuqyRs/O3a8h1wbGcEsWlAMuwUVR52cXEsV36zg5y6Ugvd310P9lkDtu0oRxhuFZq4DoCx3FJTKW48PoVPF6d+o4aJLlURiEovZxdt9QrYBYtVF2dvzSSJBGuCHDwgS1L5rAcJEmiqjZCVe3NhZNkWWbjzmY27mxe8lnTGiKvdRVh6ipWZuza1FDNpobl6+8CHp0DXU0c6Fq+ZyYeCd60CSwaWCpst7F8LK+ucfeWpcbyQkiSRHNVlOaq6E2/927HNZ2X9yKiVSG237mBb/zXn/Di3xynqr6SaNXy1IGtm+vxh7zMjicIVwSXaC5cL4MqUcJWxMMcemQXiqrgOC6FnMHUyCy1zVVL9pEkiWA0wKa97bRvbWJ2IsGz33qDbOL6erT1YCev/+QUU8OzHHp01xIayHcL6tvjRKtDJCZSeP0eYjeUNq40V1VT6NrVSmNnLS99//gi5rFYTYSKmjAjPROkZjJEytdo6PIYU8OzNG+oIxwrBQQau2pJTKUYvDTKI790N4qq0LWrhePPnkcI2Hn3pmWP/3ZACMHl1BTfHTzFUC6BR1a5p7aLj7XsYmu0jgo9MP8iFkDeNpgqZMjbJnFv6OY9EQiSZoGQ5uWLnYd5qH4jVZ7g/D6267CjogFHuLw40cOckePk7BD7Ys14fUsNQUmS0CSFau/1NTCoeanU311aIydmB3l9+ioZq0hY8/L5joN8qGkHMU9gPlLqCpcdlQ0gwXPjl9d8jL7sNL2ZKfbEmvlYy272VDYR8wSu9wuIkvOSMHIEVii1mi3meHL0IidmB9FkmXtquvjlzkNsiMQXOXY522BDpIb/38XnuJSa4LnxKxysbuOxxu3zTb43whGC6WKWOl+EL3Yd4gP1W6j2Lrz2brlkTeKp0YskzDyn5oY5WN1GoxolnS/yysWBci+DhCxJSLJELOjjNx47THN1FCiX0cQi/NL9e/jxsW5+duIyT8sSqqKgKjL3be9ga/PaMqcSsLOtni+9/wBPnrrCV54+BpRKqHa01fH4wa1UlJ2FypCfx/ZtRgh4vXuIly/2A+D36Hz8zu3s7WzAU+6/6B2f5ZsvnyGRzTORzGLaDl9/+TTPnOmhIujnE4e3zzssbyUUSSa4ivI7IQRHJof5m74LXE5O41d1Kjw+vKqKJsk44kaXogRJkvBrKztyb+btLISg6Nh87fJpnhu9StYyiPuCBHUPuixjus6Ko3sUddks2zVKgYXvAVmSaAyG+Qc7DnNHbTNHJoY5OT3KK+MDPF/RxweaN/BI84ZFWZNktoDXo1FTFaZoWIxOJpedh70C2c7NcNsciyZfLS3+Bo7OnSWg+mgNNOBTfMvWIL6V0Lwax586y7lXujGLFg2dtSiqzLN//Sqnnr/AzNgcP/nT5zj0oT2ousr0yBy9p/rJJHJEqsP4Al7qO2p4+XtH+cZ/+hGJqRThyiCqpmAWLCYHprFMC92jzZd9eHwaL337DVxX4At6adxQ+7Yp7/4c721s391CQ1OMwDqYF94N8AY87LxzIxff6OXl7x8nPZdl8/4ShXIhWyQ5k2H74Q3zfQ877tzIqz8+hW05bN7XjupRSc1k6D0zxOO/9iCVNRFkVaahI86ZV67w6o9PUttazdjVKV798UksY3E9aDaZ5/hzF0jPZqhri+MLeEjNZug5M0RlTRSP//oL6eDDO3jlhyf4xn/9CcnpNA2dNTiWy/ToHJlEjke+cM+aS3xcxyWfLVLMGcyMJXBsl+RMhqmRWQIRP4Gwb0nZ0q3QvrWR3fds5ujT55BVme2HN+ANeMgkcvSdG+aBT91BQ3t8iU6NJElEqoLc9aE9/N5v/+UiB69pQx177tvCyz88yff+19Nsu6MLo2Dy2hOnKORM9j6wlYrqUoChqauWs69cJp8p0NhZg6LKdO1q4Xt/8DS+sJe2re9c43baKnJ8ZpDu1AQAOysb+Vz7/mWzERIQUD20hVZf2uFXdQ7H23m0cSsRffG9oMoKG8Jx7qhu53xijMliht70NGmrSI3vvUmnbjg2R2cGGc4lATgUb+fBuk1UeRaLuMrlrNAvdx7i1cmr86Vnq0XGMmgPVfHxlt3cW9s17wj0pMdoClShyxo92REOxTYu6/y5QjCUm+OZ8UuYrsPmSC0fat7Btoq6JZHYgOrhUHUbp2q7GM2nSFmlDMO9tV0rOhYAPkXjYHUrH2raQXTJtZfpCFVxqLqN03PDjOVT5T6UPI2BKPdu66CjNkYqb2A5DhLg8+jUVYRoq6lcVO7k1VV2tTdQEw0xMpMia5ile9Wr01wdndex2N1Wzz/66L1sqK8ikymiKDJer0Y8GuQff+J+Wqqj8zoZHlXh4b0b6aiLMZnK4rqCsM9Dc7yCuopQqd/CLOkUtNVU8Jl7djIwmSCVL6LIMvFIgNaaSoJeHcdxGR6Zw7FsDm1sxlqmmdujqcTCb67keC3G+moypKO5NN/rO88Lo318qHUz9zW0E/P68Sgqmqxwenac2eLyge/lyvZXi5v9DoHg+NQIf3bpGCFN59e3H6YlFMWv6eiywmsTgxyZHF5hTmujp1EkmeZglPpAmP3xJvrTcxyfGuHJoSv8RfcJAprGoy3Xg0K7NjbSWBO95bgh/zvICpWysvTlhhnIjdKfGyGihdBkdckF+1TTI3QEl0bZhRA4wkSRVmZxuBVitVEe+eJ9FHNFLMPGH/ZR1x5HURTadzZT3RTDsWyCFQECYT+tW3184rcfRdMUZEVG1VU0j0rHrhb8YR9GwUTVFAKRAJV1Ue4JeklOp9E8Khv3ddDQVYuqqXz0HzyMZViYRYtQZZBo9cop15/j51iIuoYK6hqWL1V6L0CSJGpaqvj4b7yf6sZKzr56hSsn+pFkGU1XqWqomKehDVcGefxLDxKpDHLpeB8nnr2AJEvoXo2K+PVnxuPVePjzd5OcyfKd338Kr99DJBakeUMdvoC3lJFccPzkVIrXnjiNUTCRZQlVV6mIh/nAL95FvOk6WUOsNsqv/MuP89Ovvsxz3z5SymhqCr6Ah66dLcirEJS8EZNDs3zn959k9OokmWSebCrPC985yvnXevD4dT74d+7ljod3rWnMQMTP+z93J76gl7OvXuHiG70ISgrb0apQKVK1wlR1j8aG3a1s3NPGSO/E/PZg1M+9HzsAksTpFy9x+sVukKCiOsyHf/V+dt69cb7/onlDHcmZTLmXoiSc17q5gWLewOPX35ZelJUwVcxwPjmK6TqEVA8Hq1vZUdF42xR7qzxBDle3L3EqrkGWZJoCFVR4/EwWMySMPKZz+5sf3y5MFzMM5xIUnRIj313xjhUzOxISXeFqNkVqOJMYXfOxDle3s7OycVF2wREur0xfIm3liXlCKxp4BcekJz3FaD6FBHSEqtlT2bRi47yuqOyqbORnoxdIWQXOzI2QMguLMlA3Iqr7uaumc4lTcQ2yJNPgj1LlCZYYyIwCxfK1r60IUVuxepE3XVVoiVfMK2Ivh/pYmPpYyWE9fXqQQMBDS0sVIZ+H+7cvzvRLkoRX19jeWsf2ZcZyHIdsmZLc59ORTEF7ZZSqDUuvtSQJUqk8ibkcdx7owO9fXbP+O42hTJKe5AyNwQiPtGxkT3XDfMZtrpjHdJy3vS7AEYITU6MkjQKPtW7i0ZaN870hhmOXSprWkRFYCdeypC2hKE3BCNtjNUQ8Xn7vzKscnxpd5FjEYyHisbdGmPC2ORaOsPErXjqDzfOpHXeZurSbJZVOz/4pe6v+/rrn4At6V6RBbNu6fLnO9juXCqsFwn46d7Uu2e7vrKWhc2n9Z/v2pY7Sz/Fz/G2Bpqu0bGrg8S9HuPODe8pK2QJVVQhEfPPGvSRJ1HfE+eCv3MfBh3eSSxdACDSPRrgyQLiyVDIiKzJdu1v5lX/1cZIzGYTr4g/7qKqNUiyYmAVrPiPoC3m5+yP72LSvA6NgIFyBqqtEqkLEGyvnG7evHb9jZzOf/p1HmRlLYOQNZKXUTF0Rjyz67jXsumcT9W3VVDdWLvvbI1VBHvz0IQrll/ZCSLJEY+d1IzxaHebv/MuP3ZKSVpIk4k0x3v+5O9l93xayyRyuK9A8KqFogJqm2Lwx8KXf/dSijIgkSVQ3VvJr/+HTZBJ56sqChaUxK3n483ex577N5NIFJFkmUhkk3hTDF7we1W/orOG3/vsvoXlUgtFSVDJcGeRffu3XUTUV7yppMt8KJMw8/dkSe1etP0xXOH7TKPRaEdG8bAjf3HHyKRq6XDrnpmsvqdl+L2GikCZplqK4IdVDgz+6YvO0JEloskJXeO2OhSLJbAjHiXlKZWBZu8BQboaEmWU4P8NUMUlUKwnrLYesZdCTnsIVgoCqU++PENZuHkmt8YbnnZisbTJVzNIarEJdwbEIah4236Ix3bvg2luuvWzt/T858gQThfSa74pN0TifaNtBV2Rp6XEmU6SnZ4Kz50bYuKGWpqYYx471USxa7NvXRiCg89xzl/B6VTZtqmdmNktiLoeiyuzc0UQ+b9LdPU5bWzUej8aRo1dJzOXYsbOZxoYKBgZmGB6ZY+PGOjraqwmHfAwPzeK6LsWixbPPXUS4Lnv2tFJf/+4MhJXYs0rUq7IkzTsVRdvm6z1nmCnm3vY5SZSazAWlrNs1p8JxXa4kZ/jp0OXbsn44rsuZ2Qk6I5WE9dJzIUsSPkXDK6vz1MTLYWImzZnLowyNzWFYNpGgj83ttWzrqltRNO9WuG2ORUuggc+1fPiW36vUV+4dyNtTt2s6N8DFNs9imcdw7Cu4zgRCGCXmH7kSRW1D1fai6nuQ5bdOWl4IG9cZwTKP4ljduM44QqQQwkaSPEhyBYrSjKJtQdP3IMtxeKtKyYSL4wxjm6ew7W5cZxjhphDCREJDkqPISiOqvhVNvwNJrn4bsjACISws8xi2eRzX7sN1ZxDCQpI8yHIVitqJqu9H1bYhyW8tw9i7Ca6bxrZOY5tncO1BXHcaIQpIyEhSEEmtQ1W7ULXdqNpmWIFS862CospEq8NEq29eEiJJ0qq+p2gysc4osc7oTZnkFEWmqr5iXncCYM5I4Ve9eJWlBrAkScQbK4mv4CjciFhtlFhtdMXP/SHfqhWoPT6drmUCFstBkiTClcF5Z2slbNyztA9J92i0bVlKYSrLMpFYiMgtolQlAozFGhuyIrPrns2rmPlbi4JtMWeUDOEK3U+V5/YKeXkUjZj35j0Qi3pzEO+csOdtQMYqUrBL2YqI7sN3C50PGZmqW5yf5eBXNMK6F7X8PhMCTNdCliTagnEa/TG8qraELe4aDMdmulgSfi06Nj8ePseJ2aGbHrNQ1qO4hqRZoNQmu0KWQ1ZueT+VGBpLf69kqp2YGaYvM7fCpyvDchw+0LA00HkNkYif5uYqTp0epKdnkra2KmKxIM89d5G779nA4NAMjz6yE59PZ3wsQUNDBQI4dWqIPXta8HhU0ukCzc0x/H4PuqbS0hzD79eprY2QSuXp6ZkgXh1CXdCbms0V6e2d5H0PbaWiYv39QUOZJGdmxhjPZzg/N0nSKNKTnOErl45T4w/REopyb337kmbl1aIjXEl7uJKnhnv4n+feYE91Pa4QXEpMMV3I0xiIcMV685TiQ5kkg5kEGctgNJtmtpinYFs8NdzDleQMflWjJVRBSziKLMkcrm3hjy4c4cmhKyiSRI0/xHguw+XkNFnLoN7/5m1O03X4/bOvkbUM2sKVxLwluYeRXIpT02O0hCq4s24xsYoQgqPnBvne06e5MjiN47pISDiuS8Cnc8eOVr7w+EEqylnrteC2WR8+xYvP9+bqxCs8HQznXiKqtyNJErKkEVBXjh459hjF/F9iGS9en0fgi+jex+aNTss8QTH3VRzrDK6bKIugGTC/wGhIkhdJ/g6K2o7H/wl0zweQ5NvHECOEhWNdoJj/eslgdpMgcghhAA7MswFcm0sAWa5B89yDx/9JZKV5zQqjN5uLbZ3HzH8PyzyGcGcRIrdAbfraeVGRJC9mIYAkV6J578cb+EUUZX2c67Z1lWLuf2FbF+e3BUL/FNVzR5nWFcziSxRzf4Zj9yLcNEIUAIvr50dHkn1I+W+g6lvx+D6N5jmMJL1zEdS3Gq4zhVl4AqP4U1xnBCEyCPfaeXEos++D6cGU/MhyBEXdjMf/cTTPvfPndr3IpPL8u9/8GoVciU3IH/Ly+d94iK03Ybm6EUNXp/j+V1+l98L1KOev/n8fpXVHnNeTZxgvTHFP9X5aA/XzpQ22cBjMlWiTt0aWF5JbCWdTl+kINtP0DrLT/RxvDSzXoVAu2/HI6opsTOuFKsv4bvOY72YYro0tSqUYXkW7JfWpJIFfXft6q8kKinTdWPWrHjaEGricHmFDqAGvonE+Obji/o5wydvm/N9jhRRjhdSa5mA59k0L4hVJxn8bs1+3G1VVIZqbY7z+ei/JRI79+9uoq4syNZ2hKhbi3ns3cebMEO3t1QgBsVgIy3Lo759B11W8Xg3HcdE0BZ9XQ/brRCJ+BgZn6O+bQlFkTMPGtheX5kTCfj7wgW2cPTOMoshs3Fi3wgxvjotzk/x590n603MUHZuiXdJX+HrPGTRZYVdVHYdrW9btWFR4fXxh0150ReHI5DAX5ibxaxqbonH+wY5DnJgeZTCTXNfYC/H0cEnULmeZWK5DyiziCsFXLh1HL9/nj7dv4Te2H8ajKGyqqOZf7X+Ir105zRMDl5FkqPWFuLe+jU0V1Xztyuk3PSdFktlf08jPhq7w4lgfhmOjSDJh3cue6no+0r6FA/HFVTtXBqb4/rNnMCyHX/3EYdoaKlEVhYJhcvTsIE++eolYRZBPvn8XvpvQyC+H2xrWFAhmjSQX0r2MF6Zo8teyI7KRoBYgbxdLdYCyvmJdZNLsI2H0osivABBQa9gV+9WbHNHAtQdxrLPzW2zzDJrnLiShU8x/o+RU2H3A0lKFkhFtIISBcFK4zhiO3YvtPYs3+CUU5c0aJgLh5ijk/gwj/01cdxrESnzI4oa5jOPYV7GMl/AG/z665943HaF3nWmM/HcwCt/BcYbLc1lupXUBEyFMhEiDO46bG8IyXsAX+BIe/+OsFPVZEaKIY19dfK2sM6j6LkAin/0DjPzXcZ0JSg7OkgGAIsItIkhgFsawrYt4/Z/B4/8Msry6CPR7By6m8TLF7J9hW6cRboqSI3EjBGCDsBEih+NO49hD2NYZdO/78Aa/jKLUL7Pf6uA4LlcvjZHLlJ6fUMRHbpmyn5vBKJqMDkzTs8CxyGUKeBUPTb4aik6Rak8FRcfgpxMvo0oqO6ObMFwLy7W4mh3GdE0Cqp9TiUtU6hFqvVVMGXPMGAkq9DAbQ63050aZMRJMGwnqfNW8Mn2SGSPBlkgndd4qjiXOkzazNPvrSlS7/jq8soc3Zk8T1AJMGwkkAbsqNlHve+cF4N4tODY1zL899RTmbawFXg6/e+BRdscauJkYmCxJqJJMKSQjli23fbP429Qfp0gKMteZmVaXfVl7iqZ0Tq+f15IR76E/N0VbsJaA6mUwP83OijZkeWnWRJKkeYPTI6s0BqLUraAfshLivpuzgq1VXPXthqLI8zTyu/e08sKL3SiyxLatDUxOprl8eZy5uRy1tVGy2SLPPHueQMBLS0sVvb2THDvWTzDopb6+gmjUz7nzIziOQNMURscSCFegKDJzczmuXJmgu3ucWCxEfX2Uy5cnmJpKk8utTtRvORyua2FjRTWWu/w64lW0RZSvqiRzoKaZHz32hXnV65ueH0lmU0U1v7PrbjKmgeU6JUFCTafS42dbrJYPtm4mVlZ1VySZ+xs7+OGjv0TEszQo3hKK8i/2P4jtulR5r9teH2nbwj31bTct64/oPnSlJEboVVQeadnIgZomDKfUQK8rKhHdi0dR2RarRZEk5PLzUR+I8M/3P4jlOlQvkx18X3MXu6vrCeme+TJQTZb57IZdfLB1M6Zj4wiBRClQEtR0wuVjLcSF3nEKhs3jD+7gjp2teDQVSZJwXUF7YxV5w+TlE708ds/Wd86xcITLudRlvjX8U0byE9jC5nDVHjqCzQS1AD8Zf5GUleGDdfdR61uevnRf1W+ycNGS1qHS7TiDuG4Co/AExdxXcJ0RVk5a3ggb1xnFyH8DIfL4gv8QRV2fdy6EQIgU+dT/g1l8FiGyax0BIdLY1hnyqX+GCP02Ht/jSPL6Uv+OPUAx+ycYhe+XnIU1vhyEyOBYF8in/z2O3Y8v9JtvOhpu21cQokAh+/sU83+NcBNr2NvAtfspZP8I4Rp4A7+ErMRuvdt7AELYGIXvUsz+KY7dSyk7sRaYuM4wRv4buM4E/vD/haKuLer/dkBGxlcuWdJkjbSVZaqY4MMN91GhhZkqztKfGyFr59gS7uRs6go+xUPaytKXHaHRX8PWcCejxSlenj5Bk7+WnZGNHJk7x/lUL15ZJ+aJ8urMSR6IH6QvO8JH6u8noPp4fvoYVZ4KFEmmJztEs7+OFn8dMhLnUz0/dywWIGeb9KZm18wEtJ7j3Aq6rOBXdXK2Sc42Sdtrc3J/jsXwKep83XfWNrDEzZ1HIQRp6/adc1e4HJ29QqUnxEB2csXmbVVSCJZ7KgKqzsMNW/mF9n1rOlZQ9cyXYr2V+Fd7P8B4PkPKLJAw8ySNIimzQNIskjQLzBXzTBVLmgqrxf79bUiSjK4rfOIT+/B4NDZvqkcIgddbEjV73/u2IQGW5TI3l+XAgQ6qqoJ4vRpCQEtLFbIs4ffrVFUFaWioQFEUVFVm48ZSEFWWZTwelebmGPfeuwmvV0NVFcJhH0KIN9XIHda98/X/q4EkSQQ1na7o8jpLy0GVZWJePzHv0iCsrvio8CyuRLnZnDyKuqzYXpUvQNUqNDWupqf5N2ee4B9svp99VS00Bpd3hOvVxcdYSeTvGiK6l8gNc5YkadntN8NcKk8o4KG5rgLvAt0UWZYIBbxs72rghaM92Muwgt0Kt82xGM6P8+T4K8jIfLHtY1xI9WK5Nq4QSEhUeyq5kO4lYaWXdSxKnl2UOaMXV9jEvBsRy0Zobw7HGcTIfxvLeBHXGea6Aa2jajtQlEYkOVoylJ1hbPM0sPCFVjLozcIPkeQIvuBvIsvrqSs0yCX/CWbxSZYahjKyXIOibUFW4oCGEOlSRN/uvSGr4eK6k+Qz/wFJrkD3Pogkra3kzLGHKWb/hGL+G8BS6XlJiqBoG5GVRiQpiBAZXGcM2zwLLJyLwHUnKOb/ArDxh/8RsH42Fsfuppj/KsX8Nxc5FZIURNF2lTJGUgAhkrh2H7Z1icXZDIFwZynm/xxZieHxf2rN5+bdBxej8DcUMv8T1+lnqVPsRdG2oKgtyFIUIQq47lQ5q7GwrlcgRA6z+AxIGv7wP7sNGbi3FjFPhEfq7uKl6eNsi3ThCIdZI4kul5jiCk6Bak8lES1EhR7BxaXSE2HSmCVj51EkhQo9jEfWmLPSBLw+AqqPg5Xb8SteQqqfkBZAkzWEELjCwXHdcq23TEyPYrgmprtWR+5vA94djQQhzUu9P8p0MctkIc1oLgnLx6l+jlXgmro2lJTFU2YBR7gr0sQ7QjCcW0sA6OZ4tH4fF1LDpMwcn2u9r8QkuUzWIKDqtAVKgaOcbZK1DCo9wTdBEvrW4WC8eV6IzRWlf0IIXEoNvN3JSf7xkR8zmk+vekzvgohxKFQyjjVNZeFzGY2UjOl83qSmJkIsFiAc9s2fT693cSBQ00rvbkmS8HjU+b8B9BsosiNvk3joux2n5oYQArZE625Zhmm5DhOFNDl7qc31boCmKdi2g2EuHzBKZQrlLMbax75tjsVUcYaMneWRuns5WLmTyeIs48Xp+c8r9QimY6z40hZCcD7xl0wVL+CRQ+xSf5ULia9zMP47a5qHa/dTtP+ckgEqkKRKvMFfxuP7BLIcKzdDS4AA4eA4oxRzX8XI/zULHQAh0ljFp1DVrei+D60pRSqEoJj9CmbxZyw2hD2o+m58gb+Lpt8BkragOVuUG6oHKea/jln4IcK9rnAq3BT59H9AUVtQ1C2r7LkolWKZxZ9RLHyLG50KWWnF6/9FdN+jy5wbgXCTGMUfUcj8AUJcN1qFO0cx/20kpQ6v//PrTh87VjcFq5drjp0s1+IL/Ra69xEkybfo3Ahh4dhXKOb+DLPwUxaeV+HOYuS/i6JuQNUPvqvT2TeDEALbPFLONPSxKHsn1+D1/0Kp50auWnCtAOEiRBHTeIFi9g9w7IUCVgZW8TkMpQlf6LfeVf0oWTvHibmLDObHaAs04lU8nJi7QMExsF0Hr+JhV3QzXkXnXPIKzf56Tie7afTV4FU8qJKKjISERIu/jvHCDJczAxiuya7oZq5mh0iaadoCjVR5KueNJQmJZn8d3x99jhpPDI+sl0aRJK79bzUoCRSVepJKt5xUylTiIpXLS9Z7L14bZzmsZuyZ4jnOzv4xd9T8C/zqm7O8JUpUm/I8f8liJ2NNfPTLbJFW/GwpqrxBNoTjnJkbYbKQ5vTcCPfWdt2URvTnWBmN/or5hmVHCE7PjbCzspFKfWnDZknsy+LULZqm14I5M8NAbpKsVWCskOAzLXchL0M8Eda8bKmoQ5cVDNfmamaaq+lpOkJVt7zuojR54O0pdVpO1GwhIrr3tuh7XVtzboTfr7NnTyuKIt289GvBZ7c6L2/mvLluqSwH6fo4ouxsSdLiOQohEK5AkqVF3722yFxjAxRuSbZOXmc/xnpgODbPjV9Gl1U6QtW3dCy6InG+d/+Xl5QgvVvQ1hDjlRNXeel4L9WVQSoW6JL0Dk7zw+fPsaWzblE2Y7W4bb/YcC0kZKr0ClR5qSy4xLWa2JVfQ1PF89xV8894Y/q/ICHjiPXU8wmuOQiy0kYw+p9R9d1A6eTcyOihqBsIhP8pqradfPpfIsR1SjLH7sUs/hRV34Wirp5S1rbOk8/9PguNX0kK4fF/Cl/oHyFJgdL5ufFhlUCRNhMI/wtUdQuF7B/gOgPzH7vOAIXM7xOI/FuQV7GgChfLPEox95UbsiAymud+/KHfQtF2sNAwWjgXJB/ewK+iez9AJvF3caxL18d2JzByf4GmbZ/vk1g7Sr0cAIq6iVDlV5CVhvJ8bhzPi6rtJRBuRVE2UMj9z0W/ybZOYhafQVE7kJT3ZgjTdScxCt/DNo9x3VyTULRdBML/vHyetfIifcO1Ej48vo+g6XvJpf4VlvHM/BhCpDGLP0XRNqF7P/yuMcCCaoCPNT5UekGUjeXahiokJJT5Mshrjful/+6IbATEfJ+WhMQdsR2lb4rSy6bkIMjsim6cj75KSHys8X3z69K2SBebwm3lF7xUFiMqfXat6VsIF7BALAiGSDolkgWJ0dxL9GWeYGvFF6j0bEaSJAwnwXPjv8nOyl+j3n+Y9T0XkDAuc27uj5kunsMVVukcSRoSEnfW/i41vj1IN1m+hXCxRQFuQw/CrqoG/uSeT5IwCqQtg5RZIG0WSZtFUlaRlFkkYeSZyGeYNZYKUFV4fNT7I1ToPiK6l7DHS0Qrpe3DmpeIp1SOsL2i7pZnq9YX5lB1O0+PXSJpFnh2vJumQAWfbttHSPOUHM0bDBVXCGzhokjSogbin6OUCdhR2cCxmQEmixl+PHyWw/F29saaUResw9cUhH80fJap4lrLelfGsxNniXlCxD0R+nOT88e68RrJkkR7qIr7ajfw9NglTs4N852Bk/zdjXcR1X3LX/eyvVGqtZfRb5PWybsdkiShqu+ee/z5b72OL+Bh/wd2zlNj95waoPfMIIce201F/HqJkHAF//03/jdf/o+/QKBs6OYzRU6/cAGBxF0f3gvAqz86Qf/5YT7//3z0LZ+/I1ws16EvM8PVzDQtgRh525x3Dr2KhrLAQTIdG0s4rCQ3JMrrke26qLKM5Trl3jEFR7g4wkWVZDRZWfT8lfZxyuGdUq/ZtXt6PWva/u3N9I3M8L2nz/Dkq5eoj0fwaCqJdJ7RqRS1VWE++9g+guugF7+trFCyJDNtztEpmlkYx7Jcm4H8GLqs4VuGAvIaFHQsN48rbEw3u2zkYrWQpCCByD9H1XcjScvXBc5fDCmI7vsAwp0gn/lvXG+SFdjmcSzjFWTlF1Z18YSwyKf/DbgLF18dzfMg/vD/s+JcFs9Jw+v/VKnsKPeVRWVCZvFJvIEvoOoV3PzyCVxnBKPw/XJJ2PwRUPWD+IK/Xna4bjUXBVlpIVTxh6RnPofrjsx/7tgDFHJfIaj95zcVCZekMMGK/1EuxVo+AnHt3EtKFR7/J0tGeP6vuV4qJDCLT6J57kKT733PGQ9COFjFpzGLT7Ow/ElW2vCH/ymqvu+mWapr10pRmgmE/wmZxDCO3T3/uWP3YRkvl5miom/dD1kjbiRy0Jf07SyOZ8vL9F3NBzGWXHJp0fgLgx3Sssda/D3hTGBk/wdW/mvX5xf8TTzBL4MUoj5wJxOFYwznXsCv1uBRolxK/hUxzxZqfHspZTAcLLeAi112mDwokgdJknBcE0cYaHIASZJxhY0jDGRUKjwbuKv2PyBwuZj4S0w3y4bIx/Gr8bKIqIzhJNHkIFK5HNERBq6w0ZVSBLrkXBQxnCSlF5EXuSxAWjK4TWxhIHCRUVFlLxLKkmcnons5VNO67Lm6hqRZ4KtXjvN7519e8tmn2nfxpc13rCg8thYoksyuykYea9zOt/pPkDQL/PGVV7icnuRjLbvpCsXxlHsGhICUVaA7OcGr01e5t6aLe2q60N+mCKIrRKkhukxJKxAUXWuehQnKLFe2VaIxpcS9P58hWlaB2p0vs7k2punYOO61XJJY05iSJHFf7QZem+pjeiLLeCHNfzz3JL+5+QF2VDSgK0qZGrbkVPzexefxKdo8M9ebRUQPsDXSzOlkPykrh+U6qMoyz7gk0eiP8rGW3VxKTTCSS/CN/uMMZGf5TPs+Nkdq5yPDQkDRsRjIznFydpBnxy/zdzfcyQN1G/H8LWL8uh0QQmDbLpbjYNsubjlTgLhGvVsyqBVFQlUU1HKDuSRJ2JaNadgc+MAONF1DUUvX1TJsGjpqaOyqXaSJYxRMbMvmV//dp+a3u+WG8p33bEZboKkgXIHjuriui1m0kCQJ3aPNZzRuJy4kxvha31FOzA0yVcjwmnSV7w6enF8n/8u+T3Bn/Drl+Fd6X+Ob/cfJ2kVM1+E/7vkYDzdunf+86Fj8eOQc3x86wwfqt/D1/mNsitTw/votvDHTz+tTfTzcsIXPtR+kxhdGIMjaBj8ePssTI+cYzM3hVTT2V7Xw5Q330BSohGWc8VvB59H53GP72dAS56nXurkyOEXRsIhFA3zy/bv48P07qK5cXyb4tq2wtd4qKvUwL0wdwa/4yNoFDNdkxkjQne7jxamjbA53UO2pWHGM5uC9HJ3+PXL2BOcSf0ln6LF1z0f3Poqibr2lIX8NslyB5n0fSvGpRcxFrjuObV1AF6lVGWS2eQzHOs9i47Aef/h3Vj0XACQFj+9xLOMNbPM1rjtqFkbh2yjaViRp5QYfIdyyMfniou2SXInu+yCqvnf1U5EkZKUFX+g3yaX+b65nYgxs6xyW8Rq69/7V/7Yb4PF/DkVpWTWlrqI2onsfxDLfwLV757e7zgCOdRlN3w/S+vm23wmUelpOINyFPNsq3sDnUbUdq6cbliRkpRFv4JfIpf4Z1+9DF9s6i20eQ/e+7zbP/m8nZEmlK/IJTs78d+aMy6iyh6niae6I/3MUyQMIEsYVLib/iow1jCYHaPDfTWf4w2hKkNH8K/Snf8L++D/Gr1aTMvvpTf0NVb7ttIUeKY8BkqQiSwqK5EFdQIP9k6HPcVfd/0uVZxuuMLma/gHTxbPcVfu7ABhOgsvJbzJrXESVvbQE309r6GE0yY/lZhnOPc9Q9jmKToKQ1siGyCep8m5F4vYbX7fzdV/nj/DJ1j0kzDwvjF+hYJv8dOQCPx25QFjzzkewU1aRtFXAKWfJt0Xr39ZOkeFcgp70FFm7SNYyydkG08UMFxLjAORsg9emStSQQdVDQPMQUHXCmo+NkRpqfUvX96FsgoHcLCmzQNYyyNoGGatIT7oU7Tccm1emrmK4NgHVQ1D14Nd0KnQ/bcEYjYGl79+mQAWfaNnNdDFDd2qS7tQkv/HGN2gLxajxhudLj9JmkYZAlE+17uW/XHjmtpyje+NbCak+poopoloAfYUeCyiVGO2vauHXN93L/+p+ibF8khcne3hxsoeg6qHC40eRZPK2ScLMz7MPSVC+B95bwaZ3GkXDIpUpcPLCMGcvj3FlYIqpmQz5oolpOfi8GiG/h0jIR0NtlA1tcbZ11bOxPY7fq9N/YYQ3fnqasy93s/eBbTz2K/cTqghw8UgPT371ZfxhL5/5/3yQqoYSo+OL3ztKz6kBTj53nn/59X9I88Y6CpkCT/3ly5x5pZs7HtnFw1+4tzQ5CYQjmB6Z45UfHCdUEeCuj+zDH7r9vSDNwUq+0HmI/alWvtl/nI5QFR9q2klALdlzbcGqRbfWFzru4ENN2zkyPcDvnv3JsmMKYCA7w9XsNI80bOXZ8W7+6MrL3FHdxp01nbw21ceWaD0PN2zFdBy+0vMqT41d4s54B59pP8BMMcO3B07wfx3/Lv/zjs/OC0+uFZqmcHh3O4d2ta34neUyiLfCbXMs6n1x3ld7J98ZfpI/6P0rDMcESeJSqhdZktkYaueBmjuo9ESX3V+SoC30EDHvRrL2BGGtEf+6S1pUNO89yMrq2QQAZKUB3fsIBescCzMujn0Jx7qM7Dl40/2FcDHy3ylrQlyDB81zH4ravqa5AGXhvi041ulFJVpW8SVEKIcQK9PnCTeBbb6xqE8DQNMPoOuH18y4JUkKuu8Rirm/wLEvzG93nXFM4zk0z91I68owaei+R2GNGQ9F24amH8JY4FiAwLKOoTn3o8ob1jGXdwZCCBzrPLZ5ctF2RdtWFm1cGxOYJAdQtV3ISsOibJVrD2Fbl9A8D942XZS/7YjorTQG7mYo+yxZa4T20GME1DpAwhYFTs78Ho2Be7gj/s/JWENcTPwF/RmNDdFPvuVzc4RJUGtkV9WvM5E/ylD2WfxqNfX+uxjLv8ZU4TSbo58j5t3K5eQ36c/8FK9SSVhffdnnanG7DfqNkRp+Z+uDtAQqeWbsEtNGjqJTMt4zZdaia+UFAVXFr+qEdd+6om/rxfeGTvEnl19Z8bcXHZtjM4McmxlctD2o6vzj7R/gE617luzz7cETfKv/JNkVGkJN1+HE7NAS8biYJ8CvdB3mi12Hl93vgfpNCOCrV9+gNz1Nzjboy8zSl5lBlRUCqs62inp+e+uDNPii/I9Lz9/y998KQghG87N0BGs5EOviZOLq/PaVrpNf1XmkcRs1vhB/2XuEC8lxcraJ4dqM5JLlssoSNW1QLdFxVnuCxL2hm9IY/xyLkUznefb1y3zziVOMTibL/WSLkc0ZZHMG49Npuvsmefa1y+zf3sxvf/EBWhtjdO1qpWtXKz+rfxFnAbPQzns2I1zBhSM9i8Z7/+fu4qHPHOZ3f+l/zm8LRPw89Nk78QQW2weSJDEzluCF7xwhVhvlno8fQF+nSvStENX9RHU/lusQVD3EvWG2ReuJrJCB9ak6DapOSzB90/WmyhvkA/VbqPdHGcknyNoGn2gpBUz6M9OkzAJCCM4mRnh5spePNO/k06375o9b643wL07/kBcnr/DR5t1rdpttxyGTM8jmDWynlI1ajm+6ub4STV2bvXjbHAtZktkc7uDvd36WM8lurmaHyDkFAoqPzlALu6KbqdDDKzZGCgFZe5yMNYYrbBJGHzl5klr/0sX1lnNRW5CVljWX58hSGFXbiiSFypSsJbj2EI4ziMatHIsElvkqC5vAJcmL7n3/muaxEIq6CUmuQDjXHQvXncB1RkrK3CuwMrnuNJbxxuKNkhdF24Sstq5jJlL5tzxMIXvdsUDkcKxLuM44itq08u4rQNE2lJi61ujoKHINqroBQ/KDuF7X7ViXylH/945jAUVsuxtnQT8NUFJfVxrWNaIkh1HVrZgLHAshsmWRvfS7qhzqvY7W0MOM5F4BJOoDd6HIHhCQs8dJWf3cF/nvqLKXoNZI3LeX8fzrdEU+8ZbPy6dWURe4A00OEPV0MVU4TcocoM5/iITRgyTJyJJK1hrBr1YxWThWLpu6/Y7FW4EGf5Tf2HwvH2zazpGZfi4kxpkopMhaZTFHVSfuDdERqmZvVQvbonVL6uwlyo3BkVJfTUuw8pYvaL+q0xaqwnYdan3heS75GxH3htgcrVv2ZX0z+NRShmE51HjDbIzUUFgFNe9CRHTfTaOaEvBQ/Sa2Rut4abKHYzODTBTSCCGIeYPsizXzaOM2qrxBZo0ch6vbSVgFGvzRFcf0KBpNgQq2RGqJ6D7C2uL3cc4uci45gCarhFQfZ5IDbAk3oSg3z+zrssId1e1sjdZzLjHKkekB+rIzJIxSlsKjqFR5grQGY2yvqGd3rJmI5l1q5EkQUD3z1741VHXLa+9TdFqDMXKWQdwXwq+un3713YpMrsiff+8ITzx/nlxh9feZqsjUxSM01EbfusmV4Toug92j6F6Nls0Na37G3g3wyhoxTwCvrBJUPSiSTIUnQMGxUCR5PuN2MTlO0iwQUj2M5BOM5kul8dd0Ms4lxni8adfSnt1bYHB0ju89c4ZT3SMUiibuCj0hf/KvP0t15dqCm7e12FRCospTwYM1h3iw5tCa9z85+0d45QhaOULrU2PrciwUtR1ZXrlMaEVIMrJchaJ1YZsn5je77izCmUYI56YGsG1eLKtFLxhS8pebbtcHWS1RwN4IxzqPqu1kOcdClBmdHOfqou2K0oCidr0J/QkdzXsXhex/Y2Gpl3BncKyL63IsVG1LuSF2jZBkZLURRWlaxILkOhNlhXX3PROVd51pXHuYxdSyMoratW7hP0nyI6tNS9iFXWcS1xlHlqPrne7PcQM0OUBYb0FBR5V8SEgIBLabQ5F05PLzJiGjSB5st3id8Um61pheyni6a6LYXrAvAkdYN3yqoJSfLRkVSSoRYlz7N5k/QdYam2+cVyTvolKr9wJkSaY9VEV7qApWzuavCFVWOFjdxncf+PKq99kareP/3fv4Lb/3ufYDfK79wNondRP8Uucd/FLnHbd1zIWo80f4dNs+Pt22skZEzBPgfx3+7C3HaglW8k93PLzi5yOFWcaLSV6Zvogua7QHam5aCnUjQpqXw/EODi+ob18LFElmd6xpTdd+Y6SGf7P7Q+s63nsBrit46pVunn3t8iKnQgKiYR+hoBePriKXhdQc18WyHAqGRcDvoau1+qbRbSEEs+NJpkbmSM1kGO+fxhfy4Q96l/RHCCGwTJux/inmJlLIisTU8CwVNREkSWLfg9vZ88BWzr16mUDYx6Z97Yv6MN7tkCUJTVbgWp+KJM/rrJS7/BCU+tfyjsmf9ry6hImqyhMslWStIxn3xtkBzveOc+fudja0xtFXuG6hwDvYvH074LgG+2t+e0Vl7tVClutBWp9KtSSHylHiEwu2WrjuVDnSu3KPiGOdh0VMVhKyUrM+J6cMWQova3g7zgQrC/8ZOM4Ywk0u2irJVcjy+rUMJElBVhqQpOgi+lnXTeE4/esaU1Zab8puc9P5yLESA9QN9KquM15ijHqP9Fm47lRJCX0BJClS+n3rcboAJA1JXirII0QW4a6eP/3nWCuuR858Sg0yKmmzn7DehuXmyNljBLUGZElBpsRDbzoZvEolBWeaojO38tA3QJMDFO058LjYbp60ubikxnLzZK1RAmotRSeB7RYIac2okhefGqMpeB8bIp8koNbi4uAKc76v4/8k5G2TtGmQsw1ylonpOmX2lRINpiLJJdYgRcGnaPhUjaDmIajqKG8jneVysF2XdFlYLWsZFB273BAOMtL8nAOah4juJajpt4XKdOHxs5ZR7ucwKdjWPKONK1zkskGkywoeRSWg6YQ1L0HNM6+UvRI2hRvRZZUGXwyPopG1i+t+9wshyNsmSbNIxiqSty1M1ylRnUqla+xR1FIPi+6l0uP7OUPYMphL5Xju9cvMpa5XAUgSbGqv5f47utjaVUd1ZRBdUzFMm0LRIpnOMzKRxLIddm5qXDKm65SpfmUJIeDS0asMXBimmDM49cIFQhUBmjbWocgKAnBsB1kp3Qf5dIHjT59jbiKJLEucfaWbAx/YSTQepr4jzrbDGzANi6nhWZo21BGtfmsdi9t5t6x2LFWW8SkaX+g8VM6uLd4z5vHPq3avBUG/h66Wag5ub2VjWxxNXUrcAaBra2dTu22ORdExSFkZvLKHiB4CoOAUmSjMkLDS+BUvjb4aAupSfuw5owdX2MiSxnj+KB6lZBCpkpeoZ+1hKFmOIbE+oTRJ8pdLjBbDdecQbgrkmzgW9hXEDY6FgDLTz/rgOKMIdym9n3BTrMRnJkQB1x5csl2WK9bcd3IjJFQUtRnbWqBrIbK4zti6xpPlGliHwnpp3wjyMtfDdSYRIo/Ee8OxEO5cyRlaCEnFsbsxi+tbKIXI4zpL+eaFKC7Jqv0ctxNl9jJJwqdW0hJ8H73pH1Dr30/RniNnTdASLJVG+tQqdDnMcO4FolYHs8YlTCez6iPV+g8wmnulzBCVJmdP4FGuBzEcUWCmeA5HGKXSJ2Rins1Ikkzcu5uR3AuM5F4kpDXiCAtV8hLzbls0xnsVjnCZKmQZy6W4kprhcmqKoWyC4WyStFkk79gUyyUHXkXFp6hEPX5qfCHq/CFaghW0h2PEfSHi3gAxb+BN89HnLIMj08OL6tWrvAE2R2vQb2BCslyHiXyGntQ0Z+bGuZiYYDCTYMbIkbdLZQseWSGse6kpz3dDpJquSDXNgSjt4dgtDfuVYDoOc0aOqUKW0Xyaq6kZBrIJBrNzTBWy5GyTvG1hOQ6qLONVNCK6lypvgMZAlK5IFRsj1bSEKqn3hwloywdHhBAkzRw13ii6UDmd6OdgrAt1GWaylWC7LrNGjsFMgu7kFOcTE/SlZxnPp0mbRQzXRkbCp2pUevw0BqJsiFSxu6qR9nCM5mD0/8hypvXi9KURJmcyi+7RhpoK/tGvPMjGjpoV+1QO7Fz8/42CyczoHKnZDHOTKeo74mi6iixL3P34Pu5+fHFGLJPIMdY3iWXYKKpCKFqyE6PVYT73Tz6y5Hjb79zI9js3ArDvoe1v8levDopUYlizRSkw8Xah0V+BVu5z2lrRgO+GrIVYZwfbzo0NXBmY4ofPn6Orv5qQ34u8DKvWQ4c24veu7Rm5bY7FRHGal6aP0xVs4VDVbhzX4UKql5+Mv8h4cYqgGuCxsnieT11s9I/m3sByc/iUCq6mf0ZAq0FCwqfG1uVYSLIf1ktVK3mQlisTEYUbmrKXwnWnYVEpg4tjnSYz98X1zeUmKEWdV7ihhI0QqSWbJSmIJC0vK796qMhK7WIxcWGUy49uXiq2HCQ5BKwzwiYFli0TEyKHWKJ2/u6FcHOLenpK26YpZP7rW3Awo/TvbYRwxe2QU3hXo8KzARllEUW2hMqmis/Rl/kJo7lX0OQgzaH3UesrvVTDeistwYcYzb/KeH6GCk8nwdDD5ebv64jobThuEUVevG5uiv4CV1M/YDj7An41zqbop8lYJTpoj1JBa+gRonon4/mjqJKX5tD7iHq6AIh5tyJLKuP51xnOvYiCTty3Z9XigO9mzBXzXExO8OxoL69M9DOUTWCvcAO6wsFyHTKWwVQxx5XUdVFXv6LRGq5kZ2U9u6sa2F5ZR0uwYt0Oxlg+zd97+TuL5nJffQf/fv+j1PhC89uSZoHTM6P8dLibF8avMlPMLTccecclX7CYKGQ4M1sK7ARVnfc1buTf7nt4zY5FxjIYzia5kpri9OwYp2fHuJycwnRXLs8zXQfTdUhbRYZzSU7NjgIQ1b3sqWrkwYYuDte0Uu+PLJnPnJnhdKIPWzgEVC+92XH2VXagruIdIoQgZRY5n5jgxfGrPD/Wy3A2uex1dhBYlkHaMhjIJnhlsh+99yT7q5t4uGkTd8RbaA1V/ry5G7g6NEMmt/j98Oh9W+lorlrT+THyJv0XRhi4OEIg4qdzZwse38rGaWo2w5mXuzHyBoc/tIdIVWjF775TCGs+IrqfoewcV1KTNAUrcYRLtSeIr+ycukJgujaW65C1DIQQ5JwSoYQqyeuiut5V2ciGcJynxy4R0Xx0huMokkTBtpgqZthV2UhA9aw5nTKbzDGdyDI6mWJsOoWqLL9e3LWn/Z1zLGaNJL3ZQVoDpWbTGTPBqzMnsFyLh2ru5Gp2kCNzZ2kLNNGi1i/aty30EK5wuS6GVYKyTudAknxrNnCvQ1m26VsI84Yyp6UQbobbz3+yEqwVjyWwEWIZESNJX39pzfwYMtKSEiO3LFZnAGsrQZMkP+tNMJZoMZeJ6IsCiLXUqr+zEJi3dFpvHxzEmur43zws08Fx3jvXYz1oDz26ZJskSXiUCJujv7DsPprspz5wmPrA8kw919AcXJ7KOajVs7Pq7y37WVhvZmfs1wBoCt635HNZUoh5txDzbrnpsd9LEMBINslPhi/xvf6z9Gfm5qlm14O8Y3ExMcnFxCQ/GrrIFzfs55c37L+tSroF2yJpFOYdi+lClidHLvP1q6e4kpye1zpfLUqGvo13jXMcySV5bqyX50Z7OTUzQnaNzeE3ImkWeW6sl9Ozo5xr3MjnOveyIVK9yLlIW4XSNcvPossqW8NNaKvosXCFy1g+zZPDl/n+wHm6k1PrOk+vTg5wcnaU9zVs4NPtu9hT1bgkc/S3DeNTaQrG4mu/b1sTqro2JzUcC3LXR/Zx10dW7tVZiMbOWj71W0vX0HcT4r4Q+2It/Gj4DH/Vd5S4L4QqyXy6bR8doRKD6ZyR47mJyySMHAPZWWzX5aXJHqaLGSK6j4NVbdT51hbcbQ5W8vGWPXxn4CTfGjhBlTeIJskUHYtZI8e/2f3hkmOxRly8OkEiXeDD929nS2ctHk1d1hQLBdZe/XMblbfNUvO2XoEQgp7MIBPFWe6L7+eB+B2cTFziR2PPkraXGrxBrQ4hBGOFo9T7DpTEVdwCc0YvAa1mHbNRWG8UvCQ2tZzxbSIWKGkvhSgb829XaPYmC6lwEAuYkq5DhXU3bl+DBNLSG03gIoS1VmKCciP5OiNFkrosxa3AgJteq3cTRMlhfVuzCG8vg4ZRtLDM/7Mdi5/j5ng7YsHD2SR/3XuSvxk4t2KUf71QJZmo7pvnrr9dKNgWSbNUmjhdyPL9wfN8reckw7nkusbzqzoHqpvX3Dswnkvznb6zXEhMrOu4K2HOKPA3/eexXZcvbb6DtlBsPvLdFqzhIWkXBceYp5i91awd4TKQmeOve0/xo8ELyyq9rwUF2+InQ5cYyib4tc2HuLeu420TUHy3wRWCXN7Asa/bMJoqUx1bmdb+bxO8isb76jcT0X10pyYwHIuw7lvENFd0LEZyCTJWEa+i8bGWkgjxZCFD1jLIRAwaAzIdoSoeqt9MWCvtvzfWgu066LJKpSfAfbUb6QrHkSiRIt1T00WNN8zx2UFG8yVa5bgvzH21G1dkkLsVWuor2ZzIEq8MUhH249HKJYg3XOrlyqNuhdv4BJUVPiWJrJ2nNztISPPTEWxGkzWCqh9b2NjuygZfb+oJ6n0HEAgMJ83V9E+I+9ZTPye43caTuOWY7jLlNxKyXI2sXGNLWk6kZ33bFLUDVmx0EzeJ2L/5BeL2lku8FUbue416zoEbsgiSFCgrkQdZ/T1ys89K22S1cdm+lJWw3AvFddfmPKeTOQq5t7f8aiUIN4/r9OHaAwg3gxCFknMrhZCVOLLagSxXl54tCd7U8yJEKXvojOE64wh3tlzCaJTLBtVS6aUURlKqS9dbrl6THoxwc5j5rwMuEjqyvhNV333tU4RbwHUGcJ1hhDM3318jSXr5uHFktQ1JrnoTWd5VzPMtG7mEtFnkR4MX+P4KToVP0WgIRIh7g0Q8XnRZQZYkLNel6FikTYM5I89MMVfij79h/43RarZX1qLd5oh2wbFImUVSZpGnRi/z9d5TS5wKv6pR5Q0QVD14VQ2JUsQ9ZRaZLebILcguBDSdA/G10wVvisbZFK3manqGorP0HR3RvVR7g1R5A4Q0Dx5FRZVkLOGQtUwmCxlGcyky1tLn3HBtnhy5TEuwgs907qbSc90QGsnPMFFIIEkSKStPR7B2xQZuIQQj2RRfvXKC7w+cWzarEtQ81PvD1PiCBDUPHlnFFg4Fx2aqkGU4m5x35K7BFi7n5ib4gwuvokgK99V3/K0si7JtF8t2Ft37Hl1DKStp/xwl7YlHG7fxaOO2ZT9vDFTwO1sfuuU4e2Mt7I21zP//heM1qFF+sWOxtIEkSWyK1rIpun7ynRuhqTKDY3P0DE5RVxXB69WWdSK+9Ik7CQfXlrW4bY5FUPUjo3A2eZnB3Ci92SF2RDdQ5y01QhedIkKw7AObs6eYLJwmbQ3TnfoOAJabK/HBrwfCWbGx+Za74gBLFywJ/RaKtHI527F4m6LvxBv4lbVP5BaQ5RjLZ1Yolyst95ldio6/KeYXsULZjrwuGlshVi7puvXONkIsfQmWGvffSyltmYXUoQCSUoPH/wso2qbbeiRJ8qMoqzc8PB5t0UtFCCjmV9+/IoRgajxFOvnmIotvGsLBsc5iG8/jmGdx7V5cN1nSQJE0JCmCrNSjaNtQPIdQPYcBdd2lg64ziWOewbUvl45lD5eY5dwkiCIlR1IFyYckR5CVOmS1HUXbheK5A1lpWpWhL0QWI/3vARskH7r/86j6boQwce0e7OLzOOapkjPlTF/XfJE8SFIUWalH1jajeu5A8RwuO53vPSPi3Nw4z45eYfoGp0KVZPZUNXIw3szGaJw6f4hKjx+PrKJIEobrUHBK5UjTxSwT+QxD2QSD2SR9mVnGc2lkSWJ7ZR2dkfUKtq6Mgm0xXchyfHqYb109w2A2MT/v1lAl2ypr6QjFqA9ECOse/EqJWtJ0bOaMAlOFLIPZOfrSc1xNz9AcjNIaXDtFdUj3cn9dJ8enR+bnUOML0haK0R6O0RaqpM4fosYXIqr78Coqqqxgug4Zq8hoLsWlxBSvTQ5wZm4M4wbnJGMZPDlymX3VTeyrbpq3A/qzk7QHa8jYBSaLSRwhUFcQyJs18vxg8Dw/GrqwxKkIaR62V9ayv7qZjZE4jeXz5VFULNclb5uM5zP0pWc5Mj3EKxP95BeM4QiX7tQ0X+05Rq0/yJaK22fAvVfgOO4SITxF/j+h6+rnWA6m7VBbFZ6/5ra9fDB6Pc3ht1V5uz3YyNG5s7i41Hmr2RndTEAt8aKPFafRZQ3vTZwFRdLnhU50OUitb++65iIoILDX+UA4yxrOkuS5hd6CVI4uLzQQS9t0z13rmsl6IaGCtEzzkzARwkDizTRGuYtUwK8dUZK8rOjo3ASlkq31ORalDNEytcCSd/3N+287pNJ9JXnLfSrXtmqo2ia0t/neuRG6V0P3XD+Xju0wNZZc9f7pZJ7R/mmymberh2QphLCxC09gFr6DY7zBEnEPYSNEAcedwLHOIpuv4dpXUT33r4u22jZexSr8CMc8gWv3wYpEAg4IA+EkcZxBHPMItvwcqnUvmv+zKNr2tanZCxvXGUCIIrZ5BCv7F9jmG7Bcv5WwESKH447iWCdwzNfQ7F40/6dL5AzvIXPCcGyOTQ/Tm55dtF0CHqjv5PNd+9hT1YBHWU39viBrGQyVHYvu5BQJI88d8RbC+vqYBm+GnGVybHoYy3W5lJwEoNob4O66dh6o72JnZR1xXxBVXt7JFEIwZ+Tpz8zRk5ohonvX3SdwsKaFnbF6Kjw+tkRrys5UFe2hGBF9GYG5eUTYHK3hcE0rB+JN/HXvKZ4ZvbIk83E5Nc25xDibK2oIlcXytkabafZXc3S2h7Dmo+iYaJKMcoNTXbQtjk4N8d3+s6TMxWtJjS/Iw02b+GDzFjZF4yuyPHVFqrm7to07a1vpDFfxVz3HSS/IsFiuw+nZMb7Td5bf2h59S673uxVCCAzTxnHfXdl+1xWkswX6hmcYm0yRzBQoGjYCgUdTCQW8xCoC1FWHqYtHCPj0N5VdMS2b8ak0Q2NzTM1lyeaKWLaLosj4vBqRoI/6eJjm+krCIe9bQkedzRuMTiQZmUgyk8ySz5s4rkDTFPxejYqIn6baCprqK/DdEPhbC/Zva2F7V/0tvxf0v4M6FhV6hPuqDxL3xDBdi45gM63+UiO3QBD3VHJ39T6qPbEl+wbUOG3B94EQtIXeV9ooSesuuRFuBsQ6WYGEUaJyvRGS75ZK3teVsK8tqG5ZBfpthqQvSysrRA4hMsCboJwVDq4zdcNGT0l3YR3GvHATrLsvReQQ7tKyB0kO3iK79O6CJAWQpTDuAsdCiPS7ghZWliVqGitIzGQQAkzT5uKpQSzLRtNufr2FEFw6PUTvxTFc552ihXKxi09gZP8A177C4ntNK5ceeRGiUGJSE3lcuxcz9xfljMbaS7hcZwqr8DeLHMUSZJDDpRIkSStR/7pJmHfUBcKdwMr/AISJFPx1FG0tCvI2rj2EY57GzPwPHPMY82Vxkh9JrkBCK/1WN8F1B8st/+avlrMen16eGe9diplijoHM3KKSIIB6f5jPdO5mf7ypJES1CsiSRFj3sq2ylq0VNdxX10HSKBDWvW+Jq5W1DV6dHMByHRwhaApE+FjbDj7SspXGYPSWmhSSJBEr0+HurWqcV+tdDyo9fj7ftZeiY9MZriLm9a9JE8Ov6uyrKp3rtFnkpYm+RZ9brsOFuUkSDfl5x2JLuWF7W7QZV7gM5CZpD9QSXlA3LoRgLJ/mu/1nGcktfjdXeHx8qHkrn+/aS0MgcksjS5IkOsNV/J2N+3GEyx9fen1RWCtjGbw62c/h2lYealjLs/fuR6FoMjWbJZkpkM0ZZPPX/+XyBumswfB4YvE+hsWffft1vN6bv08jQS8HdrayuWP1mZ7n3rjC5b5JrHKk/MFDG9nUUYMiywghKBQt3jjdz9Gzg/SPzDI1kyGdK2KYJftKUxUCfg8VYR/xWIiO5iref9dmOlvWnlk0LZsr/VMcOTNIz8AUY5NJZlN5cnkD23FRZBmvp+TIxGMhmuoq2LW5gf07WqiMBm5L6Vw6W+Dc5XFOXhiib3iG8ek0yXSBQtHCcVw0TcHr0YiEvNRVl5ybgztb2butGV1bPUXzNfi9Oj6Pxkwyy+DoHMlskZa6ClrqKtE0lULRRFXldf222+ZYKJJMg7+Gel8cgVhSJ7ktsgEJ8CorG+cNgcPMR/yFQCDWpZ7surMI1hchFSK3jOFc0oC4FVWrrLaAqYG47lg49jDCLSC9jYq2kuRFVpYRqnETuO4MynokaoGSi2jh3KCPIMkBFGV9qWPXmSydr3U8l66bKhtIiyHLcSTpvaMgXBLDqwJ3cn6b68wh3ARC2Oty2G4nNu1s5vKZEv++Y7tcvTjKsRcvc/ihrSvuI4Rg4MoEL/z4NCP974BzXYZjnsPM/m9cu4frToWO6n0fin4QWYmXSgOFgXATONYFHOMlXGcIu/CDdWUsVM9hZKUR1+4FyY+ibUHWNpfEIOVYiQ4btZRBdOdwrPPYxkuIeZHEIlbxWRRtJ7JSjyQvpVReHgLXGcbI/F7ZqVCQ1TZUz33IWmdJ3FNSy1mSSWzzDWzjDRDJ0t7uDFb+r1H1fcjartvac/FW5j/mjDwJc6kTvrmihtZg5aqdihshlZ2MtzJybbkuc+UG5EqPnw+3bOMzHbuI+9aeVZYk6U03Hu+pWvreWAsUWWZLRQ0PNnRxITGxpLm6Nz1DwijQHCz1eXnKnPxN/lKw63J6lHpfjIVKKgXH4tj0MEemFr93VEnmcLyVT3XspDEYXfUcJUkiqvv4bMduTkyPcHxmsTjpSC7Fc2O9HIq3rqjB8V7E4Ogc33vqDEPjCQpFk2LRomBYFIoWRcNaNlthWg7ff+bsLceuj0eIx0JrciyOnx3kZy9fomiUgsBVFUE2tMWRJUEiledbPz3Jy8euMjg2h7vM3AzTxjBt5pI5rg7NMDOXZd/2ZmD1joUQgmzO4GcvX+SFIz1cGZgil19aBeG6DpbtkMkZjE2lOHt5lFMXhzl1aYSPPLCDDW1xtHUIyZXGFgyNzfHky5d47VQfQ2OJeedpud+byhQYGktw/PwwZ7pH2X9xhE8/toeqitW+J0pwHJdT3SM8/Vo3V4emyRZMPnz/duKVITRN5QfPnyUS9PHAwQ1416hoftstFmmZTIOENF8SdTNMFE4wWTiN7RaRkanwdLEx+tE1z8F1xsDNr6vMXrhZXGf0hq1ayVi9hYK2om0uRQRZEHl2UzhOH6q8shF2++FBURqQpPAifQTXncF11s/6IYSLcMYR7mJ1YEkKl5yqdcBxBtZdtibc2bJ2yEJ4kJU6eA85FrJShaw24NgXFmw1Sk6pyNxU7f3twJ3v28YT3ziCWSy9ABKzWb79py9iGhZ7795IKHz9XLuuIJ3MceHEAC88cYbTb1zFWmaRfDsgRAEz/3Ucu5vrzfEqevDLaL6PlJqWF/QFCWGjupPY+m6s3NdwrJPrOq6s1KD5P4Nr96Hq+5HUlrKDsFRJXQgb1bkPRduEmfsr3Gsq8iKNbR5F8dyNInet4UfncMzXAR3Fcwd64Iulkiq5cpGjIISB4rkTWfk6VuH788+0aw9gG6+gq53wpjVvFkzrto20FEXbWlLTD6W6e+0dVs5eLVRJ5s6aVh5v3bYmp0IIgWWdRNN247ozOPZVNP0ArjOB406i63vmv+s40yCKKGrTTUZ88/AqGpuicTrDVcxOL3YGJvLpRb0Nq8FsMc/PRropOIurEJqCUR5o6KI1tPaeEkmSqPGH+GT7jiWORdGxuZyc4nJq6k07Wu8mJNIFznSPLslKvFswNZvBdQWZosGffvs1nn3t8hJNjZuhqb6CeOXanp10tshffv8oz7x2manZ1YuTuq5gZCLJ1GyGyek0n/vIAXZuasCjr82kdl2XKwPTfPPHJ3jjTD+pNZQMO47Llf4pRsYTJFJ5/s4nDlFfs/o1++rwDD947iyJVJ7dm5t4/Uw/yUwBx3WRJEik8xw7P8ShXW3vrGMhEKTMDH25EWaMOWq8MTqDrfhVL0XHQEJCl7UVWR8GMs/RHLyH/szT1PsPzIs9rRWOfRVXpNfsVwjhzi/OCyHJlUjKrdlaNH1fyaBdYMwLDMziC6ja2+dYSJKMJFehaBuxzWPz211nDMe+WqaFXU+pkIVlvMGNDEayXImiblzXXB3rPLfSB1kOQji4zugSJ1BWasrZpfdO87as1KMoHUsq8W3rNK4zviYWp7cCnVvq2X/PRl596jwAju3Sc2GUv/r9Z3n1qQvUNlbiD3lKTkUix/R4ktGBWSZGE1iGzb57NjA7maave/wWR7q9cMyzpcj9Aupl1fsoeuCXkOT4ktSxJKlISgOa91HAxc1MIpYEGVYHzfdREEUkpe6m96IkqUhqA6r8YVxnGjM3Ml8a5VrdCHcSWINjUYasbcIT/G0Ufeeyx5ckT6nMyv/5sjPxAqWMjsA2jqD5Po4k3z7H4q2EIsvLluxMFDIUlnE43o1oDEa5t76DluDannUh0hiFp1DVDkDGtvvR9IMIHBxnGCG24thDuG4SIQq47iSKO1PKastVpZI7yYesrN04vxnq/RGaglGO3OBYZCzjpoJ7N8J2HQazCU5OL7UFtlTUcCDevKZyrYVQJZl91U3U+IJMFhb3IY3nM5ybG/8/yrFQFZmATydwE6G6GzMXEuDz3rqO3+/TUdU1vnNvGHJqNoPtuHzth8d48uVLFMqBLJ9Xo6W+kvqaCEG/B0WRyeVNpmYzjEwkmE3mkSVob6wivkphPSFK2Ziv/fAYP3ru3CIHRtcUmuoq2NxRS211GJ9HKym8J3L0Dk7TMzBNJldyAEzL4eSFYUzb4be+cD+dLdUoKwjNLTeHwdEEX//RcV45fpWCcd0CCPh1Opur6WqtJlYRxKMpFE2byZkM3X2T9A3NzJeQ5YsWz75+GSEEv/13Hlh1T8SF3nHS2SKP3buNgztaGJq45nCWLkx7YxUvn7g6f5y14LY5Fq5w6ckO8NPxl+jPjVBwiuyv3EGtN45f9fLS9HFydp57qvdT5Vl+8bTdPA2BQ0wXztEYuJNLyW+uby7OOI7dj6ptLTcVrw5CZHDsS0tUqxW1eVVMOrLSiKptxTJmmDe+RRHTeBJv4PPIt8h43E7IchWafscixwKRx7G6ce1hFK19jSOKUgS4+NQN2z0lNpv1ZizsIRy7vxzNXf3CJNxpbLtnSSO5om0qlRW9hyBJIRRtA5JcUzYkS7CtUzh2D4ratU5H8PZA96j8wq/dz/jQ7Lxz4NguowMzjA/N4vXpaLpaagA0LMyiPc9Lv/OOdj76hbt48SdnGeqdWpF54q2AbbxQKrW7BimIJ/gr5b6KlV+UkhxA1e/E8ZzCyv/1uo69XI/TTb8vR1H03cjFFlz7IkCZRWr1UbRrkOQKNN/HVnQqFnwTWW1F0ffhWGcQbqn52bUvr6CD8+5Ehe4jsky50oW5Cc7MjlHvD+NT3909V5ujcfZXN6+5GdQ0jgIOpnkMXT8ElANLkg5IJXYwdxbHGcV1k8hKDUIY2NYlNH0Xws0iy5W33bEI6x6i+tKsseU6GI6NKwSyJNGTGaPZXz1fErU92kpYu75f3rY4uYxgX1jz0BWupsa3tvKPhZAkiYjuZWM0vsSxSBh5rqZncYS7bsfl3Yau1ji/9cv3LzJgF8K0HP7s269xpf96Kbjfp/OPv/Q+QregG/XqKg210Tc1v6nZDC8e6eFHz52jULQI+HTuPdjFXXvbicfCBAMeNFVGlmQs2yFfMElmCvSPzDI4Msvmzlp8q4ysCyF45cTVJU5FTVWYDz+4nX3bm6mKBgj4dVRFwS33fCTTeS5dneSHz56lu28S1xU4ruD8lXG+8cQJ/v7n7qGqIrgqPa9EOsezr1/m1ZN989dEkiS2dtXx6L1b2NxRS0XEj8+rocgyjuuSy5vMpfKcuDDEt544yWyyZP8Yps3Lx3tpqq/kCx89uKrjz6ZyhINeNrbGqYwElihvez0ahmEj1pFuvm2OxURxhmcmX2eyOMudVXu4mh0ma+dxhMO14qgL6V62RTas6Fj4tRoQLo4wuZz6HqazDJvJqmBhGf9/9v47Po7svvJAv7dSV3XuRs4AQTDnNDlnjUZhrOixrGRJDmt7197gDd59b5/tXa/Xltdhba+cLVk5hxlpco4kh8McQZBEjo2OFe/7o5sgQAAkAIaZkefoQw3Q6K66FfrW/YVzzlPoxjWLKvsGfh9O6THOL9yr2gpU7eJZQyF0DOu9uM7L0wiZAYF7DLvwz1jRX1zEMVwahJJEM7YhlFpkcG6i8JyduM5LKFrr4vTypY9rP43n7p/xuqLWoIduWFQANxMOTukHaPr6RfWze+5BPPsVZl4rgaZvKbdCvY0ghIqmr0XTN+Daj069LoMJ7OK30bTViyTxXn50rKjnl3/7PXzr757j5acO4VcChCCQFPI2nFeyDkdD7LhlFe/6yDWsWNfModdPYUUMspmrQ0iXQaFSDTs3h2j6VhRt2YJEIYRah6pvxhXfnfZdvpIQ5WqbWj8VWCDzZfK4lCzGeVKodejWPQsK1IVQUbROhJKeCizK/7W5sFfKWwd14RhNkQSaUPDkOXL+pGvzVwdfRCK5t2XVZTe3u1yIaAad8Srql8CrCPwzWOEPY9vP4ivN+P4pPK+HwB/C93rw1ON43inARUq3Us01kdLB904QBBPo+uaL7mexMFVtzmBOUg4uzgYWBzKnqQ0lpgKLOjM5447Lew67RmZXK2qtKJ3xqkte9OuKyvJ4Nc/0zySaO4HPUDHHhF2kyoxc0j7eKkjGLZLxpnn/Xiy5fOPhme2fmqqweU0zVYvs318Qzluw9vSN8fffeolMtkh1KsIvfOgGtm9opSYdm7XoPYtAStZ2NZDLl4iEQwsmMI+M5fj7b740o/WovibOZz98A9du7iARna2CFg2HqElHaapPUlsV5W++/iL7j1YSbX7As68d59pNHdx6TddFW6Jc12f/kX5+9NR+CsVzQfO2da089J5trFvROGelKBYxqa+J01yfpDoZ4fN//yS5yrM3X3R45JkDXL+5nRUdFzeWNnQV3w9w3POTfeULc2ZwgmgkhPpmGuT1F4cZKI5wS80Obqjewvf6nmDIPif/VxuqouSXKPnz95CtSz2EplisTD7IuH2CZLR9yeNxS0/ihW5HUasXROQNggyu/RSeM5OoJJRaVH0tYoHtKIZ5F3bhi3jOa5y9QFLmsAtfQdU6Mcy7Fn0sS4EQGqq2EsO8A7vw5anXg2AQp/QjNH31NCOtC0NKSeD3Usz+BcwgxauoWhdG6NZLGqtd/C6GeT+asWNBZH3f78e1n8L3js14XVFb0PTVFdnftxdUrRM9dAOeu3MGh8W1X6Ckfg0r+hkUdSku9JcOIQQoZRL3L/y7+7jtgY3sfO4oJw72M9g3TjFv4/sBVjhEXVOSrnXNbL52OSs3tpCuiaEbGunaOJGYedUCi8A/XTmP5xaaauj6MlF7AQ8fIfSyt4TafI73cKUhwucF1xKJgySYwyNnPoRQtZUIZeH3ilBS53GSAmRQRMrgsrUUXsnwxFJ1NqQbaI0mOZGdyf86PjnC5/c+w7MDJ3iwfQPX1rWhK+pbKlyqMsO0RlNoS+CDhKx3oSg1mEoMIaJY4Z9FUarLFTC1AaHEUacSLRIhIoCCqjZSvioeQlz+SroiFNR5vmflDGj52RhIyTdOv0hSD6MIwQNNO2ZI65Y8l0MTs8VUkoZFQ/hSZNPPjlNQPU/gkPccxuzCT01g8VZHvuCQLziYIZ1f+bmbuWn7csLmhZMBihAXbe+aC488e4DuM+fWp7FIiPtvXcctO5ZjXWSfYdNgy5oWTt0wxvBYlqHRcvKqUHR4+On9bFvXetHAYmQ8x1MvH2Vw9FzbfEdLFfffto5Na5oxLqK4GI+a3HrNCvYe7uMHT+7D8wOkhKHRSR555uCCAouOpipe2XuK53Yfn0H89n3Jy2+c5NEXDrFhReOieSNwGQOLol8CJG2RRmJ6BO28B5KmqHgywJ+nriKEIKrVM+GcJJA+LZHrUS6h/UPKDIXc/0EoVeih6y5odCVlCdd+hlLubzlf414zNqOHrl/wA1ZR4oSj/4bJ8V+Y1tsd4HvdFCb/ABlMYFjvuah07fkIgnFc+3k8ZxdW9JcX1GqhqPUY5n14zivTeCMBrvMyxdxfY8V+BU1fzcUe+zIYJJ/5TxUS7PTtNxAKfwihzJYQXgxkMEZ+8r8SS/4pirbiglmHIMjgFH+IXfwO5/sD6ObtqPqaJSmJvdkQIoRh3oHn7sIpfp+pdI4sYBe+jJQFrOhnUdTWRR2flCV89zCu/SyK1kbIemCJ4xOoqqC+JU11fYK1W9op5h0cxyXwJVJKVFVBD2mEIyEiMRPdOOcbcP2da1i9sQXHKWdHGlpSqNqVu07SPwXBzIpnueqz8ClPKEmEWgtXKbAQKJTNEqdDsijqswihaF2LCwiEMUfgcgnGlXPgSpK3hRBcV9fOy0M99OYz2NN6+CXQX5jkJ2eOsGv4DKuSdby7dTV3NHUR0S/FKPTyIWlY1C9xkaxWkg1nVfmU6QpiUxyZs9uePq9GmO639Gbh2uqVTHoFVMpO99OlLX0ZMGIXGC3NbsuLGeZlWfArCKLzVLKKXtmR/R1cPQjgnptWc8uOrkUThheKou3yo6f3TylNCVGuVrzn9vUXDSrOwjA0btjaybOvHp8KLAD2HOqlp3+MZNyal2sRBAG9gxO8+Hr3VJuRqipsXNXMtZvaLxpUnIVl6rzvrg38+LmDeBU5d9v2eHVvD8NjOWrSF06wblrVTHfvGD95/iDPvHaModEsh7sHeWXvSSZzJWrTMd5z2wbCiwza4DIGFrqiIYRCwZs7IzlYGkMVCoYy980ipeRw5psMlvZiKDE2pH6ew5nvsKX6c0seU+CdIJ/5D5jhjxIKf7hC2Dx3saUMkMEwpcJXKRX+CRnMJJcqahtG6C5UtX1R+9VC12JFP0cx+8ecm7x9fO8whcn/iVN6lJD1PjRja1nuctbEHhD44/j+KXx3H66zE9/dTxCMoCgRzMinFjQOITQ0Yyuh8EcpZj9/jo8gizj2TwiCXszwz6Kbd6EoyVnjkEEep/Qoxfz/w3cPMoO0LaIY5j0YoTsuyZDmLHz3ENnxz2FGPkvIegChzHzQlsnaJynlv4hd/PZU28ZZqNoajNAdFS+RS4FESrfs+RHkCIIBgjm8SIJgGN87hpQlhIggRLQcvF7CuVDUFkLWBwm803ju7nMjkhns4jfwnNcIWe9BD92Kqq+stLJN359EShvf68X3juA5u/Hc3QT+KZABocjPLXlsZyGEQDc0UtUxUougEcQSYWKJxUu3LhVBkKkYKJ6DUJuYvXC/AEQYIZKXOJLy/RR4RwjcYwR+DzIYQQaTSJkrm3FKuyJ3myMIZmdnFwMhdMRlaQV8axllXQzpUJgPdW6iJzfBS4M9BOeN3/Y9eguTDJVyvD7ay98cfpk7mlZwd/NKViZr39QKhqnqRLUrGeTMd3QLP2rb9ziZHaMnN85gIcuoXWDSLVHwHIqeh+1X/gUetl/mUQwVL84PCmTAM4P7uK56Fa70Z1w1LwgYKGRnXUuAl4d6+PhTX56VwFwsJJKsO3fw4MkAO3h7kP/flpjj9tN1lQ/cu/mKBRUAr+w5yeDIuXvTDOns2NBOVWpxgWp9dZz25ir2HxuYksy1HY8DxwZY01k/b2AxmbPZtf80mclza+WGmjjrVzQSiyxuHljWUk1rY5rDJ8pcQglkskWOdA9eNLCIhkO8744NLGuu4rldx9F1Fdv2iFohbtzSyW07VtDWmHpzfSxqQmksNcQzw69RZ1ZP2YAHMmDfxBGeHHqJulA1VaH5lUb6C7vYWv0r7B77fwCU/MXLogmlClVtr6gfTRD4Zyjm/i+l/D+j6etQtHYUJYWUBQL/DK6zkyAYZbY7bQg9dDOGefeifQSEMDAjv0Dg92EXphPQ/Uor0qO49gtlIzelCkWpQggLKZ3KgnasYpDmlLXuZYmzGUQpNBbz0BcijmG9h8AfpJT/B6acqmURz9lN3j2KkvtLVH01itqMEDGkzBH4fXjuHqQ/WpGsnW4sZmCEbsCK/kpFk39pUJR6FK0dz9lNWV71OIXJ36GY+ws0fQOK1owiogQyS+B147l7K9fqvOBVRMoLbmPbgjO1Urq49rPlIEXmkEEOKbMVwz274qMSUHZin91j75R+hGs/BWiVnn2lTLAWUYQSQYgYQomh6Zuxop9e0JiE0NBD1yODCYq5P8H3jk4bcAHfO0gxd4pi/m9QlCRCqSnfy0iQeYIgiwyGkdIG6SKxKwZvfqU97OoRp990BPlpfjJllNtAFsFVEPqiK4tnIaVE+sex81/Gt59DBsOVa+JRdtwOOKvCNPPfpUKtHOe/LChCsCZZx7/feBt/tv85nu0/MaNycRZuEDBqFxizC5zIjvPV46+zJlXHe9vWckvj8injtqsJQ1Gx1LceufxMfoJn+k/wwuBJDowPUvAc3CDAl+V/gSxXKgPK9zuUF+pSMmcwMBdeGT1Ca6QWJ/A4ku1ldbwZRSn3lvsyYKQ0N8+y4Lmcyk1cpiOdG4EM8II3y9jzXybWLG+gpSF5Rfexa9/pqQw/gGnobF7TjLJILoGqKjTXJ4mGjanAAuDA0X7c29fPGxzlCjYHjw/O+IbUVcdY1lK16CStpql0tdVwpHtwqvpRsj0OnRjihq2dF/ysEIJY2OSaDe1sXNmE65W5T6qiENI1zIqr91JypZctsGgNN3Bb7TV89fSP+C/7/hgv8BBCsD9zlJJv02DVcnvdNXM6b5+FxMdUE5Wfl/6gNaOfwrWfwS5+H2Sh4jidx7EHwVZBKJVGT5/z22nK0NDNWzGjn14wt+J8CBEnHP/PCBGhlP+7847FRcoJpD8Bfi8+CucWPJJzC45LhxACRamvVDl8Svl/5hxPwkfKDL43ie91A0rl3Jxd9Mx1bnR08zYiid9BKIt3uJwOiSQc/48Us3+Iaz9fGc8k0p/E8c+cNx6fc47m02EQCn8QI/x+WBS3IsB3D+EUf8DMc77A8y6LU87YMz8hpv3TkDKHxcICC6i0RFn3g9ApZv8Pvndw+k6RMgcyhx+MACeYed+cPY53ICkHVOdggFAXOUlqcIEWynn3LUvY2T/GLXytourkcPUqAAKWLKTw9oamqKxJ1vG72+/jW917+ccjr9E/T9ZcAgXPoeA5DJfyvDJ0iuZIgve1r+c97WupWwKReqlQFQV9gRKVVwOvj/bxpaM7eX7wJFm3hOP7M0jxlxOeDJh0CwQEnCmMzhBWCOT81YSrgfKM+vaq3L2tMMepXbuiYcFyrUvF/mP9BNMCRkNX6WxdmpJkKhGexUHoHZi4YEBaKDqcODWzCyIVD1NXvTSuU111DIGYulddz6dvaGJBnxWi7GCuL1Yq+CK4jM7bKtvT62m0anl5dA8HJ0+Q8wpEtTBrEsu5rmoT9WbNBcsqTeHreXrgv5F1z/Da8J+wLH7voschg0mECBOO/zZCxLAL36jIx0rKC1Pvws94EcEw7yYc+w0UtW3JbT7lz6UIx/49mr6BQvYPK54L599wZwOci24RUBBKGhZZ/hVCQVGbsWK/jqI2Ucr/LYHfP20skqkgYt5zIxAiihn5JGb0lyvtP5fWQCCDCRQlSTT1p+Qzv41TfISpisqCxhMnFP4oZvTTKEr9oscj5w0sLwXTgxM5K2u+EAhhYJj3oqrtFPN/hlt6qlI1mX4yFnrfQDlAC78tSe1LhcBgZtuTW04mXGGhIxlkKY7/Gp79HOf4WgLQEWotqrGlLB+sNiNEEqHEy1U/YSH9PpzcX+PZT17iKN5K1OQyrtaIVEWhKhThkyt3cFfTSr58fBff7dnPuF2Yl9/ny4Cc53A4M8wf7n2ar5zYzYeXbeJ97eupNiPlNMFlaPecD+U0xPzblzKg5PUwnPsqmeLTuMEoqpIkZmyhMfE5Qlr7pc/FUjJi5/nCwZf5Xs8+xi5wvqaPe2rkYvo1Lv8USDnvwlxSPu931W/i2eH9DBYneG/zNWVifeVYpJRzGh++g59eLGuuXpBq31IxmS3RN5iZIaGq6yqJuDWHOtLFoWvqLInoTK40p1M4lNWjxibyDI+fq8QJUZb1tUx9SWM4n+Du+wGTudkiST19Y+w6cHrW6xeCAO6+cfVFSfTn47IFFkIIFBRarAZamhtmTChTN4q48ATaEbuTGmsNeW+IpLGMqLZwe/hzcJGyiBAxwvHfRgvdQCn35/juoXKLCD4zF/cVwqQwUNUWzMgnCVnvryzELu0GF0IgiWBYD6KFbsYufBmn+G18v6+y4Dw7lpmSqWeDiPK4NISIoOkbMaz3YJi3I5bgiFs+ljRm5DPooesp5f4Bx34SGWTgbHvGjHGcJZKqCBFCD92KFf1lVH0N5UX95fjy20hZRBEdRJN/ih36FqXcn+L7/eedn+ljUkEYaPoazMgvYITuALFwmbnpECJ0RRRRzkFBLEJCdzqE0FD1tUSTf4JrP0up8EU8Z1elVcujfF6mn5uzxz/zuilqM4Z5J4Z1/5JNDN+WUCyY0cIoQZYWGVc4IBfuhCplgJ39Izz7ec4FFRqqvhEj9qtooRs5N+XOHkUg/bJq1Tu4JAgh0IVKeyzFb226g4+v2M43u9/gOyf3MVTMYQdlH4XzcVYK9WR2nP/9xlM8fPoQv7j6em5p7CQ0bcF7NSGlJGe/Rs/47+L6QySs2zC1Fmyvl0zpeRr57CXvI5CS45Mj/M/Xn+D5wZO4c7SQCcoVIV1R0BWVWjNKazRFKmSRCoVJGCZhTcfSdMKajiYUHj59iB+cOjh7h0BfYYzHh/YwXMoQyAAhFL5z+iV+fdV70IWoZGCZ8zpB2dwupF5Wf99ZCKvl43gHVw/xaOiKZiFGM3n886oJZwYmuPNjf7qk7Z1t/ZuOXKE01Rp4Pjw/YHxyphiBlPC9x/fygyf2XZYx+IEkX5hd6TvUPciff/mZGa+5nk8QSDRVQVEUhCjPOZ4f4AeSRNTkhi3Lrl5gEcgAdwnEJl3R5nXefnHo99GVCKnQMlRhoKAR0RdPxpVBgbKMXoiQeReh0O24zks49tPlPn2vtxJ86ChKHZq+Cj10E1roxstuYld+GAlUtZZw7NexIr+A5+7BtV/G9w7i+73IYHzKDVuICEJJoWotKGoHmr4ezdiIoiS41G/c2bFo+nqiqT/A93pw7RfwnNfwvGME/gjglhekSjWK1o7QNmFZd1T4F5f/Gy+DHGUZRBXT+gAh8wFc50mc0nP43qGywZm0EcJEqA1o+jp08xY0fRuKsvReciFCWNHPYkUv/cF8pVA+3waGeQeGeQe+141rv4Tn7sH3ugmCAWRQLAfsIowQMRS1HlXrQNVWoBubUbV2WLQH/dsf5YBxZo9rEPSh0sZCpz0p7Tn5NfMh8E/ilh7mXKuhQDW2E05/AbGgeeX8YPGnB29GQ4kQ5TRWUyTBr627iU+t3MFjvUf4Vvc+DowPUPDdeTPivpS8MdbPf9v5CB+b3MZDy7eQMGZr219peMEo/ZN/jR9kWVb1v4mb10xx/gJZQnAuqSIr7b2+LJT5ekgUNBQljBDGnEk9KSW9+Qx/+MbTPDvQjX9ey5MAwppBSzTJbQ3LuaWhk1XJGmJzGBJOR8lz2Tc2MO/fm8JpPrXsTr535hW2pDupDcX56qnnKScAqMxpAmOe4OH2pi5+c/0tS5LoXSgMVSM1h8nfO7hMmOOrZJnGFa1uZvOlOQ3f5gtglwLH9ec1lfP9gHzRmfNvl2sMUkqcOYxor9/Uwf/7/3506vdc3uYHT+9nbCLPjVuX0dlSQ8jQyOSK7Dxwmlf39vArP3szqcTi11lLDiwm3EkeG3xxUZ8RwE3V26i35u7Nv6b2Nyn5EwwX3+DwxLcIpM8dTX+whNGdl30XKnroBvTQDUvY1uWFUCLooevRQ9dftm1KKck5DrbnowqBpWuY+sXIgAJVay8vPCM/i+v7jBWKJC2TkHbutth5uo+NkQu3GXlBgB8EGOpSsnrTrpUQCGFimPdhmPctcjs//SgHDB3ARy/63isBKSWBtLH9UTTFwrjMbr2XE2VZ3siMBW3gHUM1drDgwCLIIP2FqzT59vOVpMZZGIRiv7HAoKKswlauSL2DK4GoHuJ97et5b9s69o8P8P2e/TzRd5yRUp6cZ8/5YB8u5fn7I6+iKoKPLd9GRL+6JnuTpRcpusepjv4MEWPtDCERZRqXRkqJxCVn72Iw+48UnIME0sXU2qiKvod0+D60Oe5DO/D58vHdvDTUMyuoUISgLZrikyu282DHekx1tmHXpcKTHr2FEXJukYybL1+Dyi4UBOF5HNN1RaXGis7puH4xSCkpeh6TpRKqohAPhWY88xaCouuScxxUIYiHQmjq1UnelJMdHkLoSJlHiMTbUl59PlzpsL1QdOatJlwNnHXwfjMQi5jEIue+Lw8/e4BiyeGj929l69rWGe/dvq6NkK7y9Ud209FURSq+uM6LJQcWk26eJ4demvpdSknRtykFNqYSIqQaKAgCJLbvUAps0kaCdYkV8wYWe0b/lqI/iqkmaYvdTq25YYmj+5dFuHJ8n+/vO8SxkTHSYYtVtdXc1NlOznYQAixdR0ooOA6GpmLpOiXPo+R6mLqGpeuMF4sMZnOEDR1NUZgolhDADw8cYlVdNRNuObMXNQwc38OtqCqEDZ2ByRzdY2NsaW4ibOgYi5pk/2Vdq7cSpDyb1VAWtGCQBIzZO9kz/J+oD9/JuurfvrIDvAQoWitiSkK5fI959svo1gcoE7kv4t1SkaIu86IWhsAfYAZnRxioxtYFfVZKiQwGkH7/xd/8NsRbifUhhGBduoG1qXo+s/o6fnjqAD88dZATk6NknNIsRaMxu8B3T+6nI1bFnU1dl+z2vBgU3WMEskjEWI+qJpDSx/ZOE8hy1lNT4uhqHRBQcA5xYvS3MNQ6GuKfQQiTydJL9Ge+gOePUx//JMp5rXZvjPbx8tCpOUnSKxM1/M62+1ifbpjVR34xLFQG47a6DTw58AZ7nR6urV5Zka0v3y2qIqgKzZ0ttX2XvOssKbAA+PGRozxy5Agt8QQf2rieFdWLI+8eHBrm63v3EdZ1Pr51M63J5JLGsVg4zj58vwdVrcdx9xIJP0QQlEVEFCWOlCWkLCtIlo2Bz5oiumWVSRSkzFXagKMLUrzMlRwy/aOzAm9DU6lJRMkWbQxdJRk5V93JFmwKtkMiYmHOZ7D2Jjz650oehAyN2qrLJ9agqgqqOs+MJ2ePQYjyoj8Ru3zVsbqqiyez+oYyKIogPY8MfFtjFT98ej/uEngfSw4sGq1a/suaX576Pe8VeXn0dXryfeyo2kBHpBlTDVH0S5zInea18f3sSK+nNdw47zZjeiO6YpX9ZoMcOa+fqL4UnsW/PBiayq3L20laFi+cPEVjIs7jR0/QGI+xvDpNpmTzel8/9bEoGxvrOTI8yrHhUba1NrGhoZ59/YOM5As0xmNMlmx+cugolq5jez59mSyPHDqKriqsqq1mLF9k0i73qy+rSpO3HZ45fpJAStbV11Efv3qKKu9gaZBSknO7AUlYa0FdgJJQuc86RsJYTURvv9JDvCQIJYair8R3X4dKO5PvvEjg96Noyy9KEJRyAt89iFyMr4Scqf4khMmCl9RysuxV459Z+P7eRngrpg9ExXX557u28Z7WtXzv1H6+2b2XY5Mjs1qkjmaGeX6gm81VTdRaV08EwfVHUZQwqggjEHhBju6x/0zJ7cbxB6mKvJdlVb+PlC5D2S8hUOhI/x6WUZaajJvX0pf5v0wUnyBuXk80dC5ZF0jJzpEznMyOztpvVDP49XU3syZVv+igAsAJfGz/4guS49l+8r6NEII9491sTLZPBW6aUKkPx6alBs4h5zqM2wUaI4trXXZ8n8Fsjh8fPcb71qxhXV0djfEYXhAwViiQtR1URZA0TZKWRcnzGCsUKLoehqqSDltEDIMtTY0UXY/9g4OL2v/lgOcPYTuvEY/9G3x/gGLpMYTQ0fWV+H4vQZABGZSd14WJbmwg8Efw/DOoajWl0jOoai1m6A40bf712Fkc6Bnka8+/QdF26R2dJBLSScXCNFXF+cTd2/nui/upS8X49D3byzLBQcBPdh3hjRN9fOzOrSxvXJri0pVANDyznVFRBF3tNfzeb77nsu5nviBBUcQsl/CQoXPPzWv42Hu3X7b9L6SCZugqY5MF+oYnaaxNYujljhMpJbmCzfHTIyjKVZabNRSdJuucbfjeicP0FYe4pXYHN9Vsm/HeFbEOQmqIV8feoCPSQlesbc5t1oe34gUlMs5Jhkp7GSsdot7avNQh/ouC6we8drqP2miE69pbKHoucdPgZzau5djIKK/3DbAsnSJrO/SMTRDSNFbWVbOsKoVl6Kypq+XZ7h7cIODVU72sb6ynq6aKA4NDPHWsm5pomNpolFdP9dKQiLGtpZmQpvH08W5u6GglUypx+/JlKFew5/UdXD74skjP5JcRQmVZ4pNYysVN1YRQSYU2sL3+L6/CCC8dWug2/NKTBH43ADIYx8n/PaH4vwOS81ZppHQInNcXrc4klDTTp1QZ5JH+AEJruuDnpCzi2c/glZ7gnCraTxfeShWL8yGEIGWGeWj5VrZUN/Mn+57l2YHuGSRmCbwx1s+RzPBVDSwkftkVvbLYVhSLhvjn8INJusf+y7T3uWTtV7H0rqmgAsBQ64iFtpEpPUfRPTQjsMh7DiezY0w4swUKrq9rZ0NVwyKrz+dQ8lyK3sXv5cPZPm6sWUOdWf4+Tje8U4WgzooR100y7swxjpbynM5PsDa9uMRjplTiR4ePcHJsjKdOdNM9Ns7Ht24mUyrx9b37mCzZSGBldRUPrF7FkZFRHj9+nLxTrkTe3NHODW2t6Fep9WkueN4xFKXchloo/pBI+L0oShUTmf+Orq/CMLajiDiF4jcJhW6mVHoUValHUZKoSg0hYzuedwLf711QYLFtRTO3benC8Xx++x8eYWtXEx+6eRNClMnIq5preOnQKYq2S9g0mMiVODOSoSYZpaUmeYXPxuIQj4RmLJSllNi2R1Xy0lUuFwJVVYiGZ1YNPc9HwFUbw1l0tdXw/O4TfOexPUxmizTUJlBVBdf12Xesnx8/f4Bta1qXZFZ42WQVJr08eb9I2phbsShtJBhzMuT9wpx/B+jOPoomLJJGG2uTHyGmX/iB/A7OwVBVblnezuamRvwg4ODgMLFQ+QbWFRVDVSi5Hq2pBK2pJH4gefbESV7oPs31Ha1MFIuMF8r/QppKplhiOJdHEYJoyMCpmKfcsryDYyNjxMxQuX1DSjRFwQ8kfZNZqiJhrIvyO97Bm42Cd4ai14e1gAfL2xWasRXPWE9Q7OOsSpNb+CqK1olu3gNq/YxWACkDpJwkcPfiFL5K4O5f1P4UfSVChKYR9xzcwlcxop+qtGXNhJQeMhjDd17Gyf8jgTe3gs5PA96KFYvzoSkKa1N1fHb1tQwWsuyfmJmNPpObYKAweVXHpAoLKV2k9ACJIgyS1s1IfHrGf+fcG6XE88fRzJk+UUKoqEoEkHjBzLGPlvJMOOeZjVawraaFiLZ0PknGLTE+z7anoyYU50R+gFEni4JgY6oD9ayQrShzLFYka3h1eKZM5oidpyc3ji+DRbWm1UQifHbHNg4NDfHzWzaztq4W2/M4PDzCsdExPrNjGydGx9g7MMix0TH29A/gB5L3rV3N8yd7ODoywtq6Wmoib54JpRm6kUBO4Di7UZQIvj9IIAsoSgKBgiISCKEhhImq1lAq/QShmxhKK6XSUxWTzrnqQHNDEQLT0FBE+WdNVafamwxNsrypmucOnORo3wgblzXSO5IhX7LZtqKFkH6BJeabkG1IJcIY+rmgUErIFx3yRWfWgv9KQFUVkjELVRH4FUlazw/IFWxsx7uijuPnY9OqZt59S56Hn9vPF77xQsUcT+D6AVZIZ2VbHR+6b8usCstCcNkCC11olHyH7vwZWsONRLXwVFkl6+U5kTuNJ320eXr6hBBsrf7lOf/2Di4MRQiaEnFqIhEUIQiEIG6GaKi0JNXHo6yqreXYSLnk7fg+o/kClq5RH4sRSMlIroCCYLxQZH1DHS/2nKYw6LKytobblnfwxNETeEGAqWm0JOOEdR0pJe3pFOlwmNpYlCPDI6zX6t+UwCKQLiVvgKI3gCfzCAS6Eiest2IoyTkduaUMsP1Ril4vbpCtkOJUNBEhpNViaXUo5xmkeUGBkjeA7Q/jVQzyFAx0NU5Ya0FXYgihYPujTJTewNTqSITWzNiGHxTJuSdwgyxRvRNTq8ELiuTdE0gCwlozbpCh6PXjSxtVmFhaI5bWgCJmnltf2hS9fmxvBF/mkdJHEQaGmsLSmjDU5Iz9Fr0BbH+IsdJO8u5JQDJcfB5jmhFk2tyKriSmsieBdBguPF9xIgeBMudxnX89bH+EoteHF5Q1uzUlSlhrwVDTKNPmAccfZ8J+g6jeiaEmyTkncIJxJAGqCGNpDYS1pjmv4YUglCh6+CF89xiBd4izpo/25O8TuIfRzJsRSnVZllZ6SJklcA/iln5C4O6t/C2M9HsWtD9V34SituIHo5V9eTj5v6twLbYhlATlKddHyiLSH8B3XsUrPUrg9yDUZkBF+qf5aVWHeqtDEQqd8Wpua1o+K7DIuCUm3TLJ+0J+TJcThtaAlC6ePzpF2p0PimISyJmL+XKwXM62nz+XFTyH0jyqWI2RBIay9Kx8X36SU7nxi77PVA2O5wZwgwEUobA+2TYjUIjqBtuqW2YFFhN2icMTQ4yU8pdsZhhISaZUon8yyxPHTgCwvLoKBEzaJY6OjExVbtprUldUiepiUJQk4BHSb6FY/CGmeSe2/RxC6FjWfQRBpqKWqKBpnQgRRtVaECKColShqPXIYByhhFGWaP47HUIIquMRWmuSvNHdz7r2es6MThBIWNl0aQa6VwKJmEVDbYKxTGEqAWQ7HidOjbBh1ZVPZGuqQjoVoToVZXD0nHnneKbA4EiWtqarJ4hihnTuu3kNazrr2X+8n4GRLK7nE7EM2hvTbFrdTDyyNCW8yxZY1FvV1JvVPD38KnmvSKNVi6ZoeIHHmeIAr47tpT3STJWRvFy7fAcV6KrKte0tU79rikJ7OkV7ujxxhDSNzc0NbGwql40VIehIJdna3Igiyp4ULckEtyzvmNrGzyTiFeOjcjf6R7dsmLJ7n467Vi4H4M4Vncg5/n414AVFJuzd9OUeZtI5gFchs+lKjGrrOhqj7yait89YzErpk7H305//MWOl13CnZfNUYVIXuYP2xMcwpj2MS94wI8UXGCw8Sd7tniJQAoTUGlZV/SYJYy0ChUnnELuHf5PGyP1sqPn/zRiv7Y9xMvNFJp1DrEj/GqZ2G44/Qnfmn3CCMaqtG8g5x5h0DuIGWQQKKXMTLbEPkgytm7FAmLT3c3Lyn8k5xyqBTlmu0dTqqI/cRWP0fkJqOYvpBOMMFZ9mtPgyefckRW8AN8iQd0+jTFu0b6r5ffRplUc/sOme/Ae8II8bZLD9URoi97Kx5nfnvB5+UCLj7Kcv9zAT9h68itKRpkRIm9tpit5PzOiaOo6se4zXh/8j7fGPYqgpBnKPYgfjeEEeRehUmTtojX2A5BLEHLTQDvTIR3Fyfz1twV7CLX4Ft/gtFLUBlDAEJYJgFGT5PhAijW69H4SFk/srzknIzg9FTaOHHyLI9VdI2BIpM9jZP0RRWxBaW5l3IW2CYJTAOw1yAhAItQUj8jFkUMDJ/33l9XfwZiCmhWgMz668B1Liy6Di0XR1AouwvhZVTZIpvUAktBFDbZjzQS+EhqWvxHZ7cP1xdLU89/syR8nrQRURDHXmwklO/d9smKq25LaMoudybHKE0/nMRd8b0y2qQjFc36O3OFrW5EdOcaDCmlGunhw1yE9rrZJIDkwMsmv4DPe0rLqkQM9QVVZUV7OlqYFtzU0IASnToj2VZCibQ1MUNtSXn53NiQQxI0T32DhHRkY4ncmwb2CQsK6Ttqwr3gqs651AudUtGvm58mtaG+ULOXPflnknrnsYVanGMDahqjVY5t0Al1VJKhULs6whza5jvQxN5BgYy5KOhWlcAIH4zcCGVU0cPD6IXxGgKTkuew71XpXAAiBqGXS118wILAZHspzsHb2qgQWUDUWXtVSzrOXy8mAuW2DRYNZyd/2NPD74Ai+P7aHolSoGcWCpIToizdxddwM1obeuROXlhpSScTfDvsxRakIpVseXX5btjjuT7M0cIqHHWJ9YOa8vyPmYPvlebAI8f6IWQqBeYPJWhLio0s6VgJQBE/Yejk38FY6focrcTsRoR0qPSfsQp3PfpuQPsyL1rzDV+qkqWt7t4cj4nzHh7KXavI660J3oSgw3yFLy+tGVOKo4R8BygywD+Z9wcvJLaEqYKutaIloLICj5Q5S8AXQljmDhE/Zcz/SscwzXnyRqdNAYfRcCjUn7EMOFZ3D9LKur/j1hrXnqwVDyhnH9SdLWDiy1AUUJUXTPMFR8lpOTX0RX4jTH3geAKiIkjfWE1UbG7Nfpzz9CzOiiPnwHxrRWHVNrmLFuUhWLVanfwA0mGbf3cCLztxe8HpPOYY5P/DUF9xRpazsxvRMJZJ2jDBQepeQP0JX8FaJ6x4wH3GDhaSCg2ryGsN6GF+QYt3fTn/8xAQ5rjQ50ZbHZSRUj/FEE4Ba+je/u5Zxyk0Pg95xnYK4i1EZ0836MyEfx3f0INY30+xa0N916ABn04xa/ReAdr7zqE/gnwT85xydCKHoXhvUBNOs9+O4ulFI9gTexyON8B5cLngzm9LcwFJWQOr8P05VAJLSeeOgaJkpPY+TqiJvXlNtfgmxF5acMIQyqIu+mN/OnDOe+SsK6GYFGwdlPpvgsYWMdEWPtjG2bqjYvhyLnzi2/ezFIKTmeHeWloR5ycyhNnY/V8WaWRxvwpc+Xe54t73Na3KYrKp3xKrZUN/HsQPeMz57KjvNU/3HWpRtoiSYXNc5rWltIWWXBCrWSiLuxvZ2DQ8MIAa3JJCtqqtnY2IAbBBwYGkZQVlhsiMUYzOVwA5902GI4n2fStkla1iJm/8uJs6a6M1FuobPR1Da0SlB5JaRpLUOjrTbFzqO9vHiwh8mCzcZlDejaRSpeb1J/5I4N7Xz7J3song0sSi4v7znJe+5Yf1mVmeZDLGKybkUjL+zqnvqO9Q9n2H+0n+3r2wgvofXorYbL1wqlaKyJd9JgVtOdP8OIPY4TuBiKQXUoRWe0hYQev2ol5LcCAiRnCgP8/clvcG3V5ssWWPSXhvjb7q+zMraMtfGuRT/o3MCrcCPUq/qQvBJwgnEG8o9RcM/QHv8YLbH3o6vlbKPtjcC4wlDhSdKhLTRG340qQkg8zuS+y5i9k8bIu+hK/TKWViYvSyRBYBNIB3VGZeAg/fmHUYRBR+IT1IVvQ6sY9Ekkjj9eDiwWcT7n+iY4/gi11o10Jj+DpTcjEJS8QfzREsPF55ko7cGM1E6pONWEbyRqLCOiL5uqOrhBjpBWx5HxP2HM3jUVWBhqgrRVlj8N8BkuPkNYa6YmfNPU8c8FRWgkzQ1lZ+iLwA0mGSo+w6RziObo+2lPPHSuYuKPcWwiTF/+RwwXnsGM1aKr5wKFnHOE1enfojX+IRShlatKzg7ybg9Z5yh5t5tkaPFVCyEMjPBDKOoy3NIjBN4hAu8UUmYrztpKWXpRrUXRutBCN6OZd6CotQR+H0KpWXBgIZQQRuQzKGoznv0EvnsEGQxVjCDLco8IE6EkUJR6FH01mnk7mnEdQoki/UaEWg/eoUUf51sZb6dZf9wucjQzMuv1hGES182reiyaEqMm+gECaTNe/DGT9kuoSpQgKKGrtVh6VyW7r5G07qDoHmO8+Bh5Zy+g4gXj6GoNNdEHMbSZROe4bhKeh0dxfHKUku8t2t161C7weO9Rdo0sTN2stzDKsD2JLwOimoUdeOiKNsWzAKgyw7yrZQ27RnpnVC3swOfZgW7aY2k+tGwjVebCeA9CCD6yceY8EtZ1bu5o5+aO9hmv10Qi3LdyxaxtXNvawrWtLbNefytBUaKEQpdPaWg+CCGoTcZork7w7N5uGqvirGxevLHx1cKGlY2saK9lz6GylLgfSE6cHuHJl47wwO3rUdUruyaKhA02rGqiqS7J6YFyu2Cx5LL7wBm2rutj+/rWt70IzmULLKDcn1oVSlEVuvTevZ8GCAQ1oTT31d9Ce6T5zR4OUM4oHZw8RsEvsTbeRUx/80holwN5p5usc4SI3l7mBqjnWhhCWjUNkbsZLb7EQOEx6iJ3okiDQDr05x9BE1Ha4h+dsagWCFTFRGW6+VTApHOQrHuCluj7qDavmwoqzn4mdJnM4jQlTtLchKU1T7UDmFod1da1jNu7GbN3URO+cWp8mhIhZnTN3IaIkDTWIRC4fgYp5VVTmyh6fUza+7G0BqqsHVNBBYChpqkL38ZI8SWGi89SH7lzRmBhqDU0Rd891bImhIqp1hE3VpOxD1DyhmGp/DqhoZk3oRob8d2DBN4RZDCBlAVAKS/01RZUfTWK2npOhUdtwwh/hMC7FgDN2A7iwhkloZho1vtQQ9fju3sIvDPIYIIygVxBiAhCqULR2lC0FSjquTK00JrRrfejaivL+9dWcX6Lw4x9iTBG9LNQCfqEEkPRFrfgUZQ69PD7Ub0d515Tmy6438XiSiUnvSDgwPgAE06JlckaqkORS2rHLHouu0bO8Pxg96y/tUZTNISvvpR22FhFY+KzZEuvUfJ6kPioIkJIayJibALKMpGakqQx/jkypbUU3RNIPAz1GmKhrVjG7MVxwjCptaIYiooTzEwaPDfQzXva1hLTQwtKBkpgvFTgh6cO8N2T+8jMoTQ1F3RFw1INJJI76tdzpjBCa7iGmH4uc2ypOtfUtnJTwzIeOT0z4B4sZvlW9150ReFdrWuot2JLSl5KKSn5Ht3ZUUZKBTrjVTRF5haieQezkY6Faa5O8Njuo6xpraUutQDltDcp22CGMdRdFAAAyMpJREFUdN571wYOHB+Y8miYzJX49qN7qKuOs319K9rFqi1zoFhyCAKJZRooygW6OxSFloYUN+1Yzld/8NoUifvoySF+8MRekjGL5W01iw5wpJQUig6KIrDMN7fqcVkDi3cwE4oQNFi1fLDlXW/2UKaQ94u8Nr6Xol+iI9L8tg8sbH8Exx8lZW7BUGcHtFFjOapikXOOISstMOV2pwHCWuusRflcCKSD7Y8QyFKZDD7Hfi4XDCU5gzh9FmG9BVVYFL1eAnnOhE1KSd7rIeccx/FH8WQBKT0KXm+lF/zsv6szizv+BCVviLDegqnOJu+F9TZ0JUrOPYl/HtE0oreiKjPNegQqmhIFghnHvVQIJY4WugZC1yzo/YrWjKE9tPj9CIFQ61DUuxf1OUVJYoTfD7x/YftRYpjx31r0+GbsU2vC0D5xSdt4s+DLgKf7j/NY71HWpetZk6yjM15NeyxNtRlGWyABOZABI6U8z/Sf4Osn9tBzHvFYFQprU/V0xKrm2cKVRUhrIRS9cMAohEBTU1RFHljQNg1VY3m8mhorSu95fIh94wN8++RePr5iG1WhC8tguoHPyewYD58+xPd79s86dxdCa6SG1si5eWLfxClqQokZgYUQgvpwjA92bKB7cpTDmeEZ2ziRHeUfj+6kJzfBrQ2dbEg3kDbDF1SLkpTnzlE7z5ncBKdyE5yYHGX/+AABkk+vvOadwOI8qIrCPdtW0Fg1+7yYhsba9no+fPNG1rTVvSlcy8Xgus3LuGlbJ0+8eASAIJCcPDPK333zRUYncmxd10p9dfyiCblC0ZniRxw9OcSGVU1sXtNCaD5TwAoSMYubt3ey70gfb1QqJ47r89Kek0gJ99y0mvWrmkhEL06enswV6R3IcPz0MP1Dk9x6TRdd7W9uxeidwOJfGIZLo/QXh4m/zQOKswhwCXBRhDFLMQmo8CQUPJlHVvoZ/aCIRKIq1pyfmXMf0kGgo4jQZehTlZVF/2wIoc0gUp/F2f36sjSlziSR9OcfLvMWvMEKL8QEoeIGmWnO2lcPEpcAu3I9ZmdNVGEihIYvC0g5U/moHEC8g7caSr7HUDFL0XMp+i4lz6PkuxR9j5LnUvI9xu0Crw3P3f6yZ7SXfz62i6RhYWk6pqpjqRqmqmNq536uC8cIKeqiq2t5z2Xf+AD7xweoMiO0RlO0RpO0RlPUWzFqrSjVZoSIZhBSNQxFJZASJ/CYdG1GSnlOZsc4MD7IzpEzdGfHZu1jeaKa6+raqArN7VL7dsXW6ma64tX05SdnzElu4POV46+Tdx1ubexkVbKOGjMyxVHzZcCYXSyft4lBXhrsYdfIGUbtspx8RDOoNiNMuiXG7YvLzl4MIVVjc3UzP7t8C//v4Ev0FmYGQr35DN84sYfXR3pZk6qjI5amIRwnpofK7V4CXN/HCXzyrsOonWfULjBczNGbz3Amn2GgmMUNfFYkahbNL8m5NhNOkaLnYvseJd/Drvwr+R524GF75f+ezk3M8uUA6CtM8r1T+9k7PkBIVQkpGiH1vH+V10xVJRUKE9NDV60araoK925bNe/f22pTtNW+PbpV4pEQH3vvDvqGJjl0fAAA1ws4cGyA0Yk8u/afYUVHLY01CRIxk5ChIQHX9SmUXDLZIuOZPAMjWfqHJjnVP0bfYIZYxFwQCVxTFZa31fC+OzcwNpHnzMAEAPmCw3M7j3N6YJwNK5tY1lpNfXWMaDiEoWv4gcR1PXJFh4nJAmMTBfqGMvQNZejpHcV1/atGQr8Q3gksLgLbt9k9cYCMm2VLah2+9Dk4eYz+4jA+PjEtyubkGpqs+qnsWMm3+drpH+LKMgFQFSod4WZuqZ0/S3rWofxo7iQZN4sv/VmLz7vrbpphSiiEYMLNsmfiAAOlETzpkdBjLI+2syrWOTWevFfkeK6H7vzpyr9ThLUwXzv9I8KaOWP7zVb9VTVpuVScXcAG0p6h0nQWflAAfDQlOnVcqmIhKn8LpDdDLWrOfaAjhI6ULoG0kTJYRHAx+wEl8SsBwmwE0pkzM+8HBaT0UYU1RRDPOkc5NvEF3CDDssSniBrL0JU4ijDIOkcZL70+5/6vJMrXwySQNv5c10MWCaSHJiKz5GMXQ3x/B1cPJyZH+auDL5BzncpiyS8vlHwPx/ewA78caHhzV5R2jfRycGIIc9riyJj6Wa0smlR+dd1NrEzULrm2JoGRUp6RUp5dI2ewVJ1kyCIdCpM0TCxNx1A0dEUhkBI38Ml5DhN2kYFiltFSfs5vS7UZ4f6W1WyvaXnLZ2IXi7ZYilsaOjmcGab/PI+OMbvAV068zu7RXtpjaarMMKai48uAgucw6dj0FTKcyk0wVMpNfS6katxQ38GOmhZ+cuYwr5wnFbtUJAyTe1tWkfcc/vnYLs6cV2VxAp8DE4McmBgkpoeoCoUJawampgECL/Bxg4Ci55Jxiky6JfwlENTnwqvDp3n49CHG7AJO4OP6Hk7g41SCGSfwpn62fY/CHOaBfYUM3+reOxX8GqqKrlR+nvr93M/3tqzmvuaVGIvkwbxl8Caa2wgh6Gyr4VM/cy1/+40XOXSiLC0dBJL+oUkGRw7y4u4TVKeiRCMhDE1FAp4XYDse2XyJyVyJXMEmCM47kAUeV9g0uGZjO5lskW88spvewfL97Lg+R08O0316lGQiTFUiTNgy0DUVP5B4nk/RdsnmSmSyJQqlc/dSMn7lyecLwdv0jixDKNWYkYfQQzdMfxXd2MHlOjQn8DgweZTu/Bl8GdBbHKCn0EsgAwp+iYJXosVqmLHgh3JwkfXyjNjjdOdPc13VlnkDi6JX4qWx13l86AV86ZPU4+S9Aj2FXnJegRXRDtoijbMeuCXf4cunvkdPvhdD1cl7RXJegWarnrvqbuTGigO6Hdj0l4Y4me9loDRC0bcRQjBkjxByz2WV7eDKuf4qWiNW9JcJ/KEZr6vaci6ll9tU6wiptRS8M9j+KGF9ZrvApHMEPygRN1ajUK5O6EoMU6vHDbJknSMX9GOA8mI5pNagiBB59xROMD6DOzD3Z0IgmSFjexZeUKDgnZmHvD2O7Y/PCl7yXg++LBLWmqcqAeOl3RS8UzRE7qY19kFUpUxACKRH0e2d0q+fC0IoCJRK9ePyzfCGmsbSGil5g5S8AWLTXIABcm43XpAlqnfMUN36acFQLs9fv/IaN3e0c31760+FWMVQMcejZ45gB0urgDmBj+P4XEx89CPLt7DyMnafFH2XYsGdtWBeDGqtKA+2r+c9bWtJ/ZRVK6CsunRX8wpOZsf4Ts9sboTte7wx1s8bY/2IyvsDJF4wt8+KqWrcWL+MT6/cQXMkwZHM8AUDizEnx/FsP7bvIoSgK9ZIbFqy63xUhcI82LGBiGbw1eOvc+A8r5GzyLo22QWoUl0udGfHeLLvGGP2/AbAF4MvJXnPmUFQvxA6YlXc3TSbO/MOFgZVEezY2I6qKnz3sTd4cfcJXK98XweBJJMtL9wXjUVM+cm4xV03rsIydX7wxD4OHh+YYZw3MpZjZCx3ka0sefdXDG/rwEJRYiihG84LLK4MBksjvDCyk85oG/c33EZci+FKjxF7nNZII+q07Kuh6Lyv6W7swObg5Am6uy+csTlV7OPp4ZcJZMA9dTfRHmnGDTyeHXmVZ4dfpS3SxD31N1FnVk8RegF6CmfwApf3N91N0kjgBA4HJo/xo/6nMBSdNYku0kaCiBZmY3I1XdEODkwe5eGBp6eCj/Q0X5F6s/qK3ZWKksIw77rs243qHSSMNfTlH2a09AoRvW2KA1HyhujPP4IX5KmP3IGilPsVFQwaIvdycvKLnJz8IitTv46pnQsM/cDGlwU0JYoidIRQSBiriRmdjBSfIxFaQ134drRpfADHH0cRRrmiIBQstRGEUlYzck4SMdoBieNnGCk+R8HtIazNJvR7MsdY6RXS5haieidCCIpuHyPFl/CCAmlz26wFuSL0qaBCyoCi109//sdIfOa7oJoSRVXCFL1+HD9z2Ry4La2JZGgDPfaXGSm9SMzowtTK/Z62P8pg/nFsf4SW2IMziPZXEnnH4U+ee5GR/OyHfswM8dDmjXRVX57e+Unb5jv7D1IXjXJdW8ubIsF8ZfDWPI6z7swhRV1y4DMXdEVlVaKW93es586mLhp/ivvtG8JxHuragiIE3+nZN2/rkoRZJO/pSBoWdzWv4Gc7N7M6VYeCoDWaIqoZ5OZZLL88cpiS72AoOsN2hm3p5RjK/MsSIQTVZoQH2tbSGEnw/Z79PNN/Yl4H8cUipGi0RJILVph6B5eAN3lKEUJg6Crb17dSnYqwtquBp185ypHuITx/4QalqqrQ2pBi0+pmNq9twbiQ2/gcY0gnItx+3Uqa6pI8v/MEz+86Qe/gxOxKyAVgGBqrl9VxzcY2Oi6zJ8VS8LYOLK4mxp1JlkfbualmOx2R5qlAwg08VKHMaB9ShEKtWVXuQ3Uuni3rLw5zMt/LLTU72JHeSFgrLxztwObA5DEm3RyWaqIrM/kAOTfP+zvvZnNqLYool/erQ2n2ZY4wZI/SVxwgbSQIKQb1ZpkgN+qMYyg6US1MS7iBOvPNvwkvBZoSpyFyNzn3BL2575F3e4jqHRWp0gOMlXZSH7mLKus6FMqZfoFGc+z9TDoHGSw8geNnSIRWoSkxvCBH0evH1Opoj5+TSo2H1tAQuY+Tk1/i+MRfM1Z8jbBeDgxsf5yC10NH4hOkQhsrztTV1Fg3MFR4mv2jv0fK3IwQCjm3m5xzvFxZmaMMbygpJp0jHB7/Y+L6ShRhkHEOMF7aSY11I8nQ+qmKRdrciqbEGC6+yNHx/4up1uEEo2ScQ5S8AUy1ftb2zyKqLyOitzNSeIHjmS+QMNYgUPFliZbYgzMCrUn7IE4wgRfkydj7kNKn6J1hIP8YqjCnXMcNNYUmItSGbyHrHGEw/zglb3CKIJ91jjBW2km1dR011o1o4uo8vG3f59Gjx1GFwobGuhnOuaqi/PSs/f8FQhMK72pdTVQ3eHGwhz2jfYzZhSXX4EKqxspEDTfVd3BTQycrEjUkjPkz6D8tWBar4pMrt9MeS/O9nv3sHeu/YBAxHSFVY0O6gXe3ruGm+mU0RxNTxOn2WIr6cJxjk7PlewEmnDwr4030FcfJesUFcRsE5baoG+va6YilubG+g6f6jvPK8Kl529kuBFUotEaTbKxqZEdNK2tSdbTH3h5cgcsJQ1f51Aeu4313b5x6TddUopErc/+/984NXLupA39a9auj5eqLI2iaSmdbDfU1cTataebEqREOHh/g5JlRBkeyZHIlHNebCkQilkEqEaGuOkZrQ4qOlmoaaxM01sapSkZQL6AINR+i4RCbVjfT2pjmui0dHD05zOETg5zqH2d4LEsub+N6AaoqCOka0UiI6lSUuuoYHc3VLGupor4mTkNN/Kp4cVwM7wQWC4QQ0BVtoy08szqhXyC7slA4gYsd2Fiqiame09OMaVFCik7eK+AFsw2b6sxq1iS6pqoYihBEtTBNVh0Hs8fIuvlLHttbHUII4qFVdKV+ib7cjxgr7WS09GpZAlZJ0554iIbIvYTUmqngTwhBRGtlZerf0J//MaPFl+jNfR9JgIKBoSaJ6h0zyMe6EqUhem/ZGTr/OGP2ToZLzyFQUESIsNaENo3/INDpSv0ymhJltPQK2ewRNCVCWG+nJfYgJW+EocITs44npFZRF769nN0vPIEbTKIIg/rIPbTGPoCp1U0dR0RvY1X633Bq8mv05r6HQEVXEiTNDTRE7qE3+4N5z1tIraE19kEAMvY+Juy9KOiYai0NkXtnvPfYxF+Rd3sIcPGCPBKPjH2Iw2OfLzv+ao20xj9CXfgWhBBE9Q46k5+mP/9jRoovMWHvAcpBU1P0vTRG7yWst14Rs6YLYW19Lb947Q6saRklRSikw2/+RPxWxvp0A3950weWZJi2GKxL1S86iakIQWesijozys0NnQwWsvTkJujOjnImP8FgMce4XSDr2hQ9F8f3CZAYioql6ViqTlUoTEs0RUc8zYpEDctiaerDcdKh8GVtZWsMJ/jCzR/k/ERklRmm1npzhQuEEDRFkry3fR1bqpvZN9bPnrF+Dk0M0l/IknNtip6DqqhYqk46ZNEYSbAiUcP6dD0rE7U0R5PE9Jl60NfUtPF722Mz2pLWpOqm/JN2VK2g1kww6mRptqoWxWExVI2OWJp6K8bW6mZO5yY4nBnm0MQQJ7NjDBazZJwSJd9DIjErxOeoHqI+HKcxHKMlmmJlooaGcIwqM0KNGcXSLi7ocT7ublrBqmQtjn/1BDNao8l5DQ6XAlVV2Lj66snir+yoY2VH3cXfuERkRrN89Y8f4fTRganXlm9o5cP/+l7M8Mz7VBGibFzX1UBXew3XbGwnmy9RKDo4rs+powM8/tWXEIHk3g9sY/naZizTIBYJEYuY6JpyydxUVVWoSUepSkZY3VnPxPbl5PIliraL6/oEFdl4VRHouooZ0gmbBvGoSSxiXlDi9mpjyavikWyeLz3/Ol4Q8JvvuulyjuktibBqkdDjs6oGlwMRzSKmRZlwJ5l0cySNOABD9ih5r0h7pBlDma2wUxNKowltxg0tEBiKjpTgs/By3lwYH/81LOvdFAs/IgjG0Y21RKOfRVGSSBng+2coFr6G6x1GUaoxzXsJhW7ELj1KEIxhhR+kVPwxrrsPK/wgQoQpFX+Mad2FotRSKHwFx3kFGRRR1Voi0V9E0zqRcoKJ8X+PZb2XYvH7CCWEad6Fad5XVhTyRyiVHsexnyWQOTS1Bct6L8sSn6Ap+gDjmd9BVevB70N3HyUo5pCRTyKVcjZEygKF/D/iOztJyiLJyGb00O2AQMosvrMLXYxTKvwzWftlVLWVcPiDhIy11FrXEQq6mQx24/kDKEqaaPRBwuathLU2pvgiAmJ6F13JX6HV/zCBtBFCxVCShLQavCBPXeTWOdqhBPHQGhLGKmx/lEA6ZY6HVktIrZ5BNFeETn34LuLGarwgh5QBqhIipNZgKAmi+vJ526EUoZEIrWeFWofjj+FLp+KubmGdZ6S1LPGpWdKwM7dlYmlN037XieldhOI11IfvxpflFiRVhDG1WnQlOUP5Km6sZFvdn6IrMQQzH5S6mqAj/vM0R983VSFaKiKGQWM8RsSYX+O7Z3yC7+w/SFd1Fe2pJN87cIjjo2OENI17V3ZxW2fH1Odzts0jh4/x7MkeCo7DyppqrmtrmVWICqRkMJvj2/sOsndgEC/w6UinuHvFcrY0Nc5YvOYdhxd7TvP0iW56M1mcaQ7QsVCI/3jbzbSmkgRBwEunzvDcyR56xjPkHYeaaJjr21q5f9VKjIoO+6nxCb534BDpcJiGeJQfHz7GaKFIbTTCnV2dXNPSTNi48JxWZYa5uWHZYk/3VYMQgphhEjNMlsWq2FztknMdCp5DqUIwd2WAHwQEsqzIpgiBKhQ0RcFQNCKaQVQ3iOqhRZvCLRQR3eDmhs6Lv/FNREwPTWXsb2pYRsYpUfRcPOnjBxIhyhn+kKphqToxI0TCsDDnOWdpM0zanJ+bkvdL+DLKtvRyjmX7Z1X/FwJL02mPpWmpVB0m3RJ516Hoe7iBP5URV4VAEQq6omBqOmFVJ6wZxIwQ+gJliedDczRJ8yLdv9/BlYVu6DQtq8P3AvpPDvPG80cI/ADfm39dJITANHTqa3Tqa+JTr8c9yS4JgS/paqxiVef83QCXCkURRMMhouGlmja9+VjyDGp7PkcGRnAXGaG/dOwU9YkYzekE2gUMQHIlm5ePn2ZHZwsx880/wZqiLVgTfbHoiDSzNr6c3eP70YXGqngnea/AC6O7yPtFtqTWktBnGzMZijFrySgElXXkpWcXHXsngZ8hEv0EAo1c/q8pFr5JJPppgmCEQv6LQEAk8gt47iFKxR8ihImUJTz/DL4/iOefwrafwQhdA6gEwSjIANt+AtfdR9j6EEJJ4PunUJQkAFI62PbTqGozkein8LzjFIs/QogEpnkzQqhoWguq+iBCmJSKP8IuPUo48vOYoTX4ahgp+wnHPoaiJMjn/oFi8VuEwz+HEBb53F/j+z1Eo5/BD0YpFr6HxSiWdR++P0je24njvIaivZdo9BdBCJRKS5TvHUQL+qiLfw5V6yTwB9CNNahqK2Laol8gQAjCeiNhfTZ/QVdisxbwZUgUoWHpTVj6AmTrlDCm2sl3Dx/E1DUeWHVODvB84vT5UIVBWG++6II9aS7F7VolpFZdlOQOoCtx0ubWOf+mCJ2o0bHo/S8Vecdh/+AQBwaHSIctNEVhVW01g9k8nu+jVzKEXhDwT7v28O19B+msSrGipor+ySx/+dKr5Jxz2VkpJUPZHP/1J4/TN5llR0sThqZxZHiEvf2DfGL7Fu5ZsRwAPwj4yZFjfP2N/aysqebelcs5MjzKw4ePsKaulvetXU1VpLxIE0LwzX37KbgebckEhqpyYHCYv3zpVYJA8jMb1gJQcF1e7x+gZ3yC9lSS+liMZVUp9vUP8qfPvwQ3XMMtyzoWnJkPpCRbskFCImxOvVZyPfwgeNPnakUIwpoxr6P0O1gYzp7DhnD84m+ehkOjw/zjvt10par45Ia5v9PTcSI3wJ7xbm6sWUNvcYxNchnqRW7FSbfAa2PHeHHkIIOlCQSCWjPBbbUb2JLupLnCGyz6Ds8M7ePFkUOMOBniWphrq1dxT/1mDEUnQHJo8gx/ePhpPtB6PV879Rw1ZoK76zdzPNvP8yMH2JDs4F0N20iHys9fXwbsm+jhyaE36M4NogmFNYlW7mvcRr2Z+qkQa/hpgRkxuOXBbbi2y8HXujm299Rl2e7xzCjfeqWHgUIWXVFJhyx+dtUm2uJJFCHYM9xPd2aMd3VcfsWug2NDHB0f5ZbmDhKh8vz7o+7DPHnmBDc1tvOeztUATNglvn/iIMczY9zZspwbm9rm3eZgPsvjp0+wpbaRVenZ3lNLwVVthbJdj2++uo/bVndSn4zNG1gEUtI/keUfn93FqobaN/1hBVeWZ1Qbqubu+puY9HI8Pfwyr4ztQVd0akNpHmp9L5uTazGuQKXk4pCEzBsIha4FBIazC8fZTVhKfH8Q23mFZPJ30LTVKEoazzuO6+xENzaCdwLX3YdAR4g4MijgB8Moag1CqUzSXg+BnMDUr0HX1yDEuesshEnIvAXD2IaqNuJ5x3GcFyqBRRzD2EK5OqDie2dw3b3IYBwoL8Z1fQOGsQNFSeGbZygWv49l/QxC6BQKXyWV+iN0YxtakMFzD2KXHsey7qsctoOq1mFZ70KIOBAw/Q7w/UEUdRhDvQVdX4sQOnBlgs6FQFMUblvW8baSCX4z8OPDR9nd2zf18BdC0JyI8xcPvmfG+yZLJbK2w+2dy7i1swNDU3E8H0vX0SutGvsHh3jqRDcbG+v5xNbNNMZjFD2PP3nuRXbSN7Utx/f51r4DHB4e4T/ffgtbm8sVimMjY/zta7v43v6DrK6ppjWVZKxQZHdvP+mwxYPr1tBZlabY5TKQy1F0XTqrqwjr+tTYf/3G61CEQljXUITgTGaS//Ljx3j8+ImpwALA9XyklNyyrJ27V3ShKYJXTvfy16+8xu6+AUyhcaBviDNjGdqqkjywcTVV0bmzzH4QcHRwhEBKdnSUFdiCQJIr2Ti+/5aYq9/B4vFS32lSIYtlydRU8LwU5F2XI2OjhBfYTqQIhRtqVrM/c4qdY8e4r2ELF5pLR+0s3+t9iUcHXqfeTLE20QpAX3GMgu+gTeM+funkkzw1uJeuWBObkp0Mlsb5p+4nOVUY5hc770MIQc4t8urYEcKaQZ2ZZOfYMXryg1QZCeJ6hGeG9lFlxLivcRsSyfMjB/j6qeewVIM1iRZKvsuzw/s5luvnV7seoMFKvTMPv0WgKArRRHkeS1THFu1kPR8KnouqKNzXvpKVqWq+dmQve4b7qLHCRI0Qy5NVNEcTVyQR3RZLUmtFiejnEifX1LfQPTnOUPGcelRUN9he18yEXWLiIj4ytu/Tn58k714+vu1VDSxODI1xamSCkuvNSVw9C9fzeePUACO5whXv630rICDgZL6XvFfkQy33szm5BlVRMRSdiBrGUPTLNlkpQkEVCr4MCOTFW6U0bSVgAAGKkkDKsi9EEIziOnsZH/tXlG8jj0DmCYcfRFVqEULHdfagqLXoxnoCmcV192GGbkURMUKh25HSo1R8mHzu77HC7yUS+Rhiitego6ktCKEiRARFSeF53QBImaFUehy79BRS5vH9QVS1qdL2U4aqNiBEGCE0VK0VPxiujHsM3x9gYuLfTx2XlDk0ffW5gxYhFKUWRUlQDijOTUiGsQUZsSkVf8DE+C9hhK4nEvm5cuvVmwRFCKoj76iYXAyN8RjXt7dOJTQEUBWevYD2A0lTPM4dXcvmPa8Hh4YZzOb4uc2bWFFTha6qpIDbli/jJ0eOTb3P8X0eP3aCtlSSWzs7CGnlKXdDg85NHW38487X2Tc4RGsqSdF1ydo2UcMgHbYIGzqWoRMLhcjaDlR6bM+iNZmcNa72VIqe8QkCKacCKAm0p5Lcsqyd2mj5eFbX1lAXjTGcy1ETj7DDaMbSNba1N9M9MkbWtmlOJnh43xGu72zhsYPHydsOK+rKD5+S67G/b4iS61ITi/DCsVOsbigbi43mCqxprOXo4Ci+DMgWHQ4NDLO6oYaNLQ1EQ+9UE95KsD2P7xw5wMbaBlri8UsKLBaLLall1JpJakIJUkYU7QK8K18GHJo8zSP9u9iWXs7Ptd9GtCJ04gYepmpMkcZfHTvKs8P7ubVuPfc1bCOhh3Glz7fPvMi3Tr/ADVWr2ZBsB8oKYOsSbWxOLaPkOxyaPMOHW28mopp8qedJThfKxPPewihPDu6lOhTngy030RKuRiLpGKrjn08+zctjh7m3fguW9k5w/dMOU9NoiMSoD0dxfJ+QqqEqCk+cOs73uw/RmUjzC+u2Y2oatufxpcN7eGO4H01R2FjTwMdWb+ZMLsO3jh3gxEQ5EL+jdTlJ0+T5vh56s5MkQiZZx2ZjTT33tq9g/8gQ3+8+SF04ysfXbJlqMUyZFsmQOcNHSFMU0qZFVJ85174+3M93jh1gpJSnPhzjfcvXENdDFDyXLx56nS8eep2obvDZ9TtojiWWnFC/pMBCUK5CPHngOF95cQ99E1lq4xHu3bCSezZ0EbfKpZpnDnXzvZ0H2XtmgMFMlj/44dP86U+enyIdf/lffYTaeBQvCPjCk6/y3OGTdA+Pkbcdfu7/fmWK0HXzqg7+6/tvR1EUdnaf4bs7D7KmqRY/CPjh64fJlWzWt9TzsRu3sKK+egaZZbJo85UXX+fZwycZzuaJmiE6a6u4f9NKbl519Vot5sKEM8mJ/Ckkkgazhjqz5oq1XUVUi4gaZqA0zIgzToN1Yet3gT79lwoUhIihaZ0kU3+Iqp4rnwkRBiRChHDcFzG1d2EY2/G9k/j+KYSSBGGiCIFlvQszdAuud5TJyd9BUdJY1vsrWwoI5FlFLQ9kCUVEkNKnVHqKUvEnRCKfQNNXUCr+CNc9MGPcgcyVPwcEwSSKiFTGHUUIi0Tyj9Bm8BumfwFFhVg8+2slhEkodAOGsRnP6yGX+3MKhe8QiXx0qpXrciLvOHz5jTf48dFjTJRK1EUj/Ktrr2VrYyO6qrJ/cJDfe+ppxksl3rd6NZ/dsX3qsxPFIg8fPcr3Dh5irFCgORHnwxs2cMeyZaiKwv954QVKrsd4qcS+wUHW1Nbyue3b6EinUYRgd18ff7drN4dHhjEUlVuWdfCvr7sO7SouPC4nVtfV8OkdW6ey/sCcrQuqopAKW6TnCDrOYjRfQADpsDlDZao5EZ9BQPUDyelMhjuWL5sKKgBCmkZNJILr+wxmy5mm2miU9lSKnxw9xpPHu7mxvZWDQ8Ps7R/gpo42ktZMdZajI6N8Z/8B3ugfZDRfoOC6jOYLdKRTZZf5accWN01qotFp+1cxVAXHD9AUhZgZIhoyiJshjg2OoikqjYk4hweG2dRSz+GBYf71nTcghGDnyV4ODQwzXijywMbVuL5PcyrOeKFIcypBd3GcV06cxvUDBiYrxxaLsPtUH8mwydrGK0fYfAeLx4mJcboz46xM17wJnmWCR/p2UvBsPBmwo6pr3npF1i1ycPI0Uc3k5tp11JvzVwf2jHfjy4Dt6RU0WOmp7/l7m67la6ee45nh/ayfCiw02iK1JIwotWaSU4VhOiJ1OIFHWA1R9B2klJzIDdCTH+K+hq2siDVOPaO3pJbznTMvsj/Twy016/5FBBZSSk4fHeD3P/c3bL9zHZ/4z+8D4OShPr7+J49w6sgA7//cHdz+wbJ312uP7+ebf/4oN79/K7f9zA7McIiJkSyPf/UlXn1sL0O941jhECu3dfD+z91BS9fMRJ1dcnnp4T386B+e4UO/dg+Ny2p59CsvsuuJA+SyRdK1ce744LXc8MDmqSrFUlAq2Lzx3GF+9I/P0Xt8kEjcYvud62hd2YiiqgQVEZ3DY8M8e6YbTVGpDUfoSKQJqRrXNbaScUocnRidMji2A4+f9Bzl3229kfZ4eipw78tl6Zkc5zPrt9MQiWGqOruH+7BUjTVVtUzYRToSKXKuw0ixwNa6JiadEgfGhpZs7LgqVc2vbrqOAMk/H9rDgdEhrq1vYbxU5JamDm5sauNPX3+RYxOj1IYjS+abXVpgIQSH+kf4whOvsr61nh2dLew62ccXnnwFPwj40DUbUBRBR02KB3espa0mybdf28+da5eztaMJvUIwTFjlrIMqFK5b3kpnbZpH9hzm9VP9/NKd11IdK2fZamORqYnE9ny6h8d44WgPa5pquXVVB5mSzVMHTjCQeYbfeuAWuurPlXb+4AdP8/Lx09y/eRX1iRjDkzmODowwMJG9lFMwJ/ZOHGbMmSDvFziZ78WXAacLffyg7wks1SSpx2iLNFMdKkvaJY0YyyKtvD5xgM8f/TtUoSIo8zpSeoJtqfXcVX8DKSMxw8diKWgJN9AZbeXhgWf46xNfLRPDhU4xKPEzzffSEWm5+EYQqGoturEK236CSOQXEAJ8vx8pPVS1CYGJ7w8iRAhDX0/Ofh6kQFFiCCFwnP0oShxVbUDXV6GIMDLIcZYbImWWYuHbaFpnpQ1qD1b4/UBAEGTKY9BagQDXO0wQzDTes0uPEQrdiKa1USp+D93YiBAhhAhhWvdSKn6DWPw/IYSF7/ciZRZVTV/0yD2vGykDNK0JTetEUVIgi0h5aWogltbIuurfLrtrK+dUip45eZLjY2P8+5tupCOd5tjoKJ3p9NTidWVNDZ+//37+5MUXyTozteJ1VWVDXT3r6+pIWxbfP3yYR48doy2RZGVNNZmSza6+Pn7l2mv55Wuu4S9feYVv7N/PJ7dsoTYaJWWFeWjTRjqSSYYLBf7dww+zqb6BO5e/tQmo80FTVMK6fkHyNoAiyhmfC/VLn1XoUISYsbhRhXLeN1RWqgczM7FnPysr24LyYv8DG9YymMvxx8+9wJ+98BJpy+LWzg4+smn9jEBn55k+/u0PH6EqbPGB9WvpSJfnkr95dRcDk7PnNE1RCJ0fEArmrBxLJH5QJjvbroeUkmTYImqG8PwAXwYMZnPoqoqhqQQyQFMVHM8nFbEI6SpPHznJ9vZm6uNR+iezxMwQ13W20pRcXM/+O4DffuYxdFXlMxu30RCN8aX9e/ir11/hc5t28MFV6wD4b88+jo/k92+5m/FSke8ePciTp07Qk8ngBj5dqSo+uGo9d3csn1ISeu70Sb588A12D/YzVMjzxtAA/+e1F6b2+9X3fYQVqaqp+9sPAl7sO8U/7S0vSJzApzYc4dbWDj6xfgtV1ln+D0w6Nv+8fw9fP7yP0WKB1niSh9Zu5OaW9hltHE8N7iWmW9RbaXryM+fw81HyHYZLGaK6dcGgAmDYzhBRTSKaOeN7nDaixHWL04XhqdcUBJZqoFCWL1aFSkgxcAMfgUBW/jfh5Bmzs/zV8Uf4u+7Hpj4fSEnBt6kKxfEX0AWwGOwZ6eMrx17nQ50b2VxzjnP3tWN7GC3l+cSq7UtSsboc0DQVIQTd+3uRgUQogrGBDEdfP0V/zzBnjg8SBBJFEfT3DDN0ZpRwzCJkGvQeH+Qv/tPX2P/yMepbq2hb2UB2osCT33iF1x7bx2/+2SfYeOPKczuTklLRZujMGLuePsTD//Qc3Qd6aeyowYyGOHNskPHhSXRj6UvaUsHmue/t4v/9128gBLSubCRk6TzxjVcwQjq+51PVkARgebKKn1u1iXVVdXz7+AGe6ztJtRWm2ooQ0Q2mPwXCmsGvbbqOrx/dhy8lD63ayKaaRlalqrmteRl/u38nteEoH1hebl+N6CGSIRNVKFRbYXKOjRcEmJpW3vYS1RT9IOD14X5+dPIIgZQcHBvi3R2rkEjqIzGaonGqzDCJkIntu2WjviXmEC8psJBSEjcNHtyxlvduXYNAcM3yVv7vYy+y78wgt67OUZ8sE7WbUgls1+PHbxxhZUMNN61sx6zIPooK41gIyca2BvK2w4HeIY4MjHJNZyst6crD6BwzGSgHF8vrqvjMbTtY3VgLSJbVpPnCk6+ws7uXplSccMjA8TxeO3mGm1d18KmbtxEOlVWTprcLzIeyCoaKruhTZdaL4cunv8/pQn95OpISTVHpKw3xldNl+c+aUJr3N93DzTXb8QKPvRNHeGF0J2HVoivaQVgzK67NHr3FQb7X9xhjzgQfbr2ftJFEINAVHW1OqVuBVhmvMoejdVi1uL/hNmJahBdHd7M3cxhNqDSYsysXQpjnSYJqCGGU1YPURqLRf0U+9wVGhu9HShcjtJ1I5JNoWjOKmkTTWlFEAkVtRCJR1UYUkQTA8w6VlZn8PiBEKHQDVvh9nL2+QoRQ1DSjIx8EBFb4QSzrXYBGKHQNrruH0dGfRVUb0fU16PqGGUGXpq8im/1jfO8Yur6JSOTTiIpvQiLxX8hO/ikjw+8vt0FpXUSjnwW9i/J9qCPneUB43mkK+b/FdQ8CKoaxGTPy6XKAcQkQQp3T1yEeMhnK5dnZ10djPM7mhgZ0VZ06Uk1RiIeMOWUHw7rOiuoqfCkRQFe6it7MJGPFcz2X25ub2FhfR00kwj1dy/mn119nvFSiNhqlJRGnIVbOclu6zqqaWk5OTCzquKSU5e9aECDlud+nxAVE+aoJIRBKebH9VpDNu9gIkqaJFwTkHQc/CKYCvcFcbkY2SREKDbEY/ZPZGfON6/tMlEqoQswgZJ8cn2C0UODf3HQ9D6xeRUhTUYRAU2aq5XztjX1MFIr804d/hvp4DEUIxgoF/At4D1xoISZEuScZAV111Xxr135ePHEKBAhFzLi/LF3npq52IobBt3buo6MmzROHjmOoGq3pJNXRCAkrhAA2tzXy2IFjvHFmgBV1VbRXLex7IivnMAgkQVCeR8u3zdlzK6joI0wFd4oiLniMVxMHMz381fHvM1Aa431NN/CRtjuWvK20ZXF4bIScYyNllN1DfRRcl91Dfbx/xRoUIdg3MsDdHWUX5qxj80TPCVrjSe5o68T2fZ48dYI/3/USqiK4b1n5fZ2pKj6+fgvravr46sE3uKm5nVta26cqa02xc0FgICVfO7SP33nhKbpSVTy0diOJkEl3ZhwvCEiEpvHjEPyk+xinsxluaekgahg8dvI4/+OFpzFuVLmtbdnU98BUDdYmWtibOcWYk8UNfDShznkdJZIAiUAsaHEl57kVzj6Xp2P6s2PmKuPcTwESQ9W4t3Yrm1KzVdKqjRgxfaZ0tZQSP5DsPXCGv//yC5w6M0Z1Ospdt67mgXs3YpkXTnJ4MiDvOnjnPY8eXLYeibxg69il4rs/2s0/fPVFcrmKGIWAlsY0f/MnH0cIQShs0NJVz8CpUcaGMqRqE4wPTSIDSXNnHSN944wPTZKuizPcO44VMUmko7iOx5f+4Ifsf+kYH/mN+7j3oRsIxy2QkiO7e/jvH/8L/s9vfJH/9Z3foLpx5nwxOjDB8z/YxbX3buCX/seHiaejICX5bAnN0DDMpQVZUkoGekb48ucfJlEV5eP/6b1cc/d6QHD62ABf+fzDPPf9XVOBhSIEuqoS0rSycaRffr65gY8XlJMv7tkWKSFYX13Puuo69o4M8hd7XuEv73gvYV3n1uYOrm9s43snDvKD7sNsq2tCmZrTqAS2ZXiVbQeVbQeV5/rUPgOJ6/toioIE3Mo4PBngBQEjxTz7R4dYna7hnrYu/u+el6e2rU5LkimICzEVFoRLCyyAumSMm1a2T5V36uJRGhJxhrI5siWbesoZaiHOPdjOZuuUWZrV5a/32ZNK5efZ7zs3gOV1VXTWpqf6prcta+a7uw5woHeIW1cvIxwy0FWV5bXVPHngBCvqq7lj3XIiho5RIT1eCBE1zM+3PcjPtz244PPyu+t+c8HvPZo7yTd7HyGlx/nFzodoPG+BX/CL/O/Df83rEwe4r+EW0kaSVbFl/L+tvzvn9uJalE+2f3De/QkhSBtJ3td0N+9ruvuCY6upfXzabwrh8EOEww9N/a5pXSSS/2vOz5rmA5jmA5V9QiLxOzP+blkPYlkXOKfCwrIeJBr99Vnj17TVJJOfv+DYdX098fh/RZznUl2+B5PEE78N/PaszylKDdHor8673VDoJkKhqyevfH1rC5au8bW9e/mFb3+H61pb+My2bdRFoxdc/EopGS8WefjIUZ7s7qbgOGRsm+qwNeOhGjUMTK0sWZwwTYqui+cHSCnZ2dvHV/fuZSCXJZDQO5lhVfXCCF5BIHE9n3ze5tjJIV7fe5pjJ4bo7Z9gIlOgZLtoqko4bBCPmbQ2VbGsvZoNa5tZ0VmHrqvl7+dlDDJ8GeB4PqpyTsJVUK7sLFbNZWVtNVXhMM9297Cippq6aBQ/CHj6eDcl79z2DU3lzq5lfOONA7xy6gybGutBCE6OjfP0iW5ak0nW159rDeqbnCRrOxiqiu15+DIoJxJUBVPTpiZ/PwgIG0b5wSYltu/TM55hT/8gjbHZCnIXQ2s6SWs6CUBdLMq/vfumGfPw527ZAYCuKlzX2Trr81tay8pngZQcHx6jsyZNV10VCcvkZ7auqzwEz21vPpxdiJVKLsOjWXa/cYp9B/s43TfG8EiWQsEhCCSWpRONmNTWxOhorWZVVz1rVjVSnYpiGCqqeum68peCVfFW/vemX+Lzh78+a1G4WLTFk7zcd5q86+IGAUdGR7m1tYOjY6N4gY+UcHpykrXVZa+e1niSf3z3B2ZsY01VLf/z5Wc4ODLMvR1dCCGoj0Spj0SxPY8f6gbLkimua2yd0Sp49oJNlIr8wcvPsr6mjr9714OY2vxLh0BKWuMJfmnzDm5qbgdgbXUt//OlZ3hjeIAt9Y2kTAsv8Lm7YRO6onEyP8zqeMsFXbdN1aA6FKc7P8RQKUOzVTXvNa4JJTiS7aXo28hp3KQJN0/OLdG8wHlsOpJGhJBi0GyluaVm7RRR/GIYHy/we3/0MEMj5dbesfE84xMFQobOe9+1acZ7pZTYgY9dkZm2fW9Ge5ofBBR8Fz8I0BUVTVNmfNapfPZsRTWkqIRUjaDyN18G+FKiK0pZkl4GWJo+p9yu70scx8d2zs1njnvu55Bl0Lqyge4DvQycHEE3NPq6h2joqKGmOU1/9zDDvWOELJ3xwQzp+gTxdJR9Lx3l+L7TrN62jJvfu5V4VXTq+qzesYx3f/pWvvlnP+HRL7/AR3/z/hljcm2PhvYaHvjUraTrElOfSxjTk9SLh1NyObK7h5G+cW59/3ZuuH8zovLs6VjTxLX3bODgK8eBcjLv5OQYz/WexFA0EqbJr2y4hkTI5C/eeIXXBs+QsUuMlgr84oZrqDbD/NrTP0AXCpamc197ObDfOzLIn7z+IqoQ1FgRHli2ClVRMFQNvXLddEWdknL+x4Ov82zvScZLRXpzk3xy7Vba4yn+aNdz7B8dIpCSsVKRT63dSs61+bM9L3E6m8HSdMZKRd7dsZLacJTvnTjA7qE+Sp7H5tqymIil6VPJMVPTMFT1onP1hXDJ5G1T00hHzpXoFUWgqYIgKD8griSEgHBIx5ymw54Im5i6xkShOCWFK4TgPzxwC3/8yHP8+aMv8rdPv8ad67p479bVtFUnMS4wSS7lRl3MZ8adSQZKw6yMLaPerJ7x2XJGQkVXNHzpTy0IL5x5vPi+Fzq+S9nP+X8//+2XMoaFfXb+c3U5j+tKwwsCNtTXs7mhgTOZDP/50cf4waHDPLRxA+ELtPRIKdkzMMB3Dx7kt265mU319Tx+4gSPHzs+432jhSI5xyEaCjGUyxE1jErvvc9/e/xxfm7zJj64bh2u7/NvH37kouOVsvww6huc4NkXj/KTJw9wpm98VoYQwPMCSrbL2Hiek6dGeebFIwigrjbOTdd1cc9ta2lqTBG2Lg/Z99DgMH/z6s4Z5NSwoXPviuW0zEGEvhA2NzZwbVsL3z9wiMmSzaraGk5NTNA9NvNYQ6rKhzau5+VTvfzXnzzOXV2dWLrOrt5+BrJZPrVjK51V5RY81/dpTSYwNZX/8cQz/P6Tz4Io+2+sr6/jc9dsZ3VdDZoQ3NDeyvMnT/EHTz/Hda0t9Gez/OTocZoTcYIlzLvn39faxTQ/58FQJsvRwREak3GaU4mp19UFfG+CQJLNldh3sJdv/3A3u944he/PvSh3sz6T2RJ9AxO8vvc0AJGwwdpVTdxz+1o2rm0mlYrMqzwopSQgIOcWcaVfDjAVjYhmogq1skjzKPo2vgzQhIqlhdAr2XQv8Cn6Nk5QNl/TFY2oaqJUfBiEEJdD8RuAtkSSvOsy6dgcGx/FDXzuaO/k6dMnyTo2A/kyj2Vl1Tmum+37Zf+JineHG/iYqkbWsZEwVSWcibNVoNnX6pX+Xkqex0fXbMDSL54VXllVw7rq+qltNUbjJEMm46USJa/cXvfa2DHWJFp4fGAP3fkhbN/h9rr183YGxHWLVfFmHh14neeH99MRqcVSy3ODJ300RSOk6ChCsCm1jJdGD/Ha2FFqzSRxzcKTAd/rfRmAG2vWLLqpeFm0nmXROnaNn2B1vJXlsQYUoRDIoMzH0EIYYuZaIpCSEz3DU0HFWUxkChw40jcrsBi3i3zrxF5+2HMICXQm0kw6pam/n85N8H/2PsfLg6e5tq6V/77jnimCrhP4PHr6KF88uouRYp6obnB703J+Yc0OBgpZvn/yIAfHy4aHa9N1OL7PqdwEv7z2Om5uXLbo5ErIMmhZ0YBdsBk4NUKiOkpf9xA1TWm6NrTSc6iXkb5xrKhJZixHfWsVsVSEPc8dJjdR4Lr7NhKJWzPuNyEEm29axVf+6GEOvHJi1j5VTaW2JU1T50ye1qU+l+2Sy6nD/UTiFu1rmqaCirPbrmpIUtNUrp6sTtXy/m3XzLmdX9t03Zyv//3dH5j12ubaRv7u7p9ZwOjKHOBV6Ro+tXa2hPN/u3Z2NbSOKJ+/5f5Zrz+wbBUPLFs16/Vf3njt1M+/uGHuY1sMLjmwUBQxxZVYCC6VIzAd5RaLSnW8stmgMpGq57UONKcT/O+fvZ+9pwf4we5DPLb/GD/ee4T/cP/N3Lm+67KNabGw1BARLUxfcZBj2R7qKsGFlBJXurwy9gZnCgN0RduJaEsnJb29oKKd5wuxGChqHYqIcbWdna8EDo+MUHBd0paFFwSkLYuIcU4lbLRQYKJUIus4+DKgd3ISS9enWhMsXcPxfA6NjLC7v5/hQmHG9t8YGGBnXx/LUmkeP9HNypoaUpaFLyWhSuaid3KS7vFxjo+NsrmhYd6x+kFAJlPkuZeP8c3v7+TkqdFFH68EBoYm+fp3d/LoUwf52Ieu5QPvubge/oWgirKsbN9klkcOH53xt5Rlsa2paSqwMDSV+lhsqj1pPuiqyi9es53aSJifHD3O8bEx1tfX8Xv33cVv//hxEmaZaC2EoC4a5X+/+x7+aeceXjp1Bsf3WVFTxSe3beaG9nL2X0rJ3oFB/mHn6yQti//PXbeRsEz8irnel3bt4R927ubf3nID9bEY71mzipzj8Mjho3zhlddoSSb43LXb0BWVb7yxf2qW1VWV+liU6vOOR1UUaiIRFMRlJeM3JOPcvwQeheN6nOkd5+/++Xmefenokkrx+YLDK7u6eXX3SW66djmf/fjNtDTNzZuSlMm4/9D9CKPOJCBZGWvlo213UGemyPslXh49wBODu8m4eWpDSe6o28LW9EpM1eB0YYgf9b/MwckevMCnOpTgkx330h5tQL2MzziA1niSiG7Qm53kTDZDYzTGmqoaLFXjwOgww4U8acuiMRovq3IVCzzec5ynT51kMJ8l77rkHJvRYoF1NXWziP0LQX9ustx3Hk9c/M1ARNeJT1P/UittjmcDHV9KzhRGaA3XkDQifLz2Nr5x6nl8JPOFLapQWRNv5Y66jTw5tJczxVFWxZrLUsvFUTYll3Fb3QYiWoht6S5uqlnHowOvc6YwSmu4hv7SGC+PHuH2uo1sTnYu+hy0hKu5o24jX+55mi8cf4Q1iVaimsWkm+fQZC+f7ryb9Ym2mZUMCbm8PWtbnh9QLLkzXpNS8kz/Cd4Y7effbLyJ9VUN/MW+FzgycY4P0h5P8/kb3sOf73uBvvzMYEUTCuur6vi99L00RRK8PHiKvzn4CluGm2iMxBkrFViTruPO5i6+d/IAH16+kX1jAxybHGFbbTNRfXGkc01XqW1KoagKg6dGaWirJjOcpW1lI9WNKRRFYaRvnHDMJDuWZ+MNK4mlwuQyBVzHI56Kos6xdkzWJpCBZHx4NlcsZOnEU5ffpT7wfHKTBTRdJZqwZv3dMHVCb2PDuquNqyo3q1ZK634QXDSZoyrKFInwQpgoFJksFklVHpyDmRx526GzNj3VK3r2ISUErG+pZ21zHR+6Zj2/8aUf8sUXXn9TA4vWcBPXpjfx9PDL/OWJL9Fg1mKqIWzfYcgeJeNmqTJS3Nd4K2ljYZP62x2qWk11zbeW/Plkcu42sbcjMqUS39p/gFOZCTRFYUtjI3d3dU21Inxt7z529fUxWiigKILffeppdjQ18YmtW1hdW8u2pib+9KWXSFkWq2pquL1z2Qyn5RXV1ezs7eNrb+xleVUVD65ZQzocRhGCX7pmB1/bu4/vHjjImtpaPrl1K8Y8amWeH9DXP8F3frSbhx/bS6Hozvk+YKot8hzfYm6oiqAqFSGQDl5QQBWhGcT2hcANskQMhX/48IMVF/PQ3P3bMsCXRdqSOn/w7ttRxeyHyNn3lE0MTRKWySe3b+WT22cGPv/0kQ8gpcQLcigyQiBL1EV1fuPmDSii3FKkCA2JN9UrHkjJK6fPkCmV+MSN17Gj5ZxiWSAlBwaH6B6boFhpRVAVhY9t2cTHtmyaNc47u86R6zur0vyv+++Z9Z6aSIT/dPstFz+BVwGlkstre3r4sy88Qf9g5oLvPdsad6GqjJSSRCKMcQEipy8Dnhl+nYQe4T+s/iiKEIzYGdJGrHy+Myd5bngv7268no3JZTw3so/nR/YR1kw2p7pIGTEeaLyOj3fcg5SSPzr8dV4aO0CdlZ6SQL1cqLLCVFthhgo5+nNZ2hMpYiGTrnQVB0aGmSgVWV1ViwByrsNXD+7l7/fu4oHlq/jY2k00RGN0Z8b4810vL3kMZ5XPvAVWwzShXFDZUFMUNEXjaK6PRivN8ewAduBd1Hm7xkzw0babaY/U8tzIQV4aPYQqFBqtNLVmYmp+0hWVn2u/jZZwNU8P7ePZ4f0kjDAPtd3Ku5u2owqFAImlhWiL1BJSdRShkDKiNFplcQxD0agzk0R1k3JKVHBTzVqqQwmeGNrDgcnTuIFHQg+zObWMBjM9p0hDTXUUTVPwpjk+W6ZOXc3MADyQkp7sODVWlPVVDaRCFtfVt9OTnZj3fEw/U4oQVJkRxkrFqaAjbUYYLRVojMRJhEyawgmqzDCrU7U0RRL05jIEQbmVMrpIeoIQAisSoqohxVDvGJnxPMW8TUN7Dem6BJG4xUjfBJqh4ToeVQ1JzHAIVStfY9/z5xSP8F0PBGj67MSgEAJlidXUixwMSqU9LPDnucenJbDfypBSkvccBvI5asMR4oZ58Q9dZlzVwCIVsTB1nZMj4wxkciTDJn4QkIpYMyQaVUWhNh7Fqbh7x63yQ15TlSkJWygvUA73D7Ozu48NrfUEgeTpQ91kCjZrm+uJVT5Xclz6JiaxDJ2QriEof4lr4hFc79LUfC4VVaEk7268ndZwA3syhxixx8m4WQzFoCXcyK3RVral1lMTmj1pvVUQyIAJJ0cxsGkwq1GEwA08RuwJQqpB2nhHCWapuKGtjRva5nfN/KVrdsz7t/polF+97jp+de7qLACtiQQf37KZWGj2Qvqeri7u6bp40O37Aad7x/jat1/jJ0/uxzuvfUUICFshEnGTcDhEJGwQMnRsx8O2XYpFh3zRITNZxHXL30dFETQ3pdi+tZmcc4yi14ulNWPpzUjpoYhQ2bdEBhWyvYcQCgIVX5YQqAihMZR/nJBaTcLcRM45QiK0Hj+wp4IMAF+WQAZknUNIAsJ6K4ZaVfGN0JCyvJj3ZIGCexJF6IT1jso+VBQ0AmkDAkUY+LKIIgyGC0+SDl9H1j6EInS8IIeuJlHQCWk1eH6WWKisfCJlWZ3GDyRjhSLjhSKKInD9gMFcju6xcWoikQv2tr8dYdsuz7x4hL/426cZm8jP+rumqSQTFrGIiWXphC0DCZSKLiXbpVB0yOZKFIrOVLARi5ns2NxO1QUymwJBW7ieo9lenhl+gxWxZmpDSTShUgoczhSGCSk629Ir0BWNDcll7J04zqnCEJuSy7HUEHbgMlyaQCJJGVFybvGC5PmlQhGCtkSKjG1zaHSED65ah6mqrKup48jYCHnHZkdjWc0v5zg80XOc5ak0v3XdzVP99WeyGbLO7Mx5efvlhZ4ng3l9o5Yl04Bg7/AAW+sbL4vD9H0NW9g9foI9493EdIuPtN2EvgDeQtKIcl/jNu5r3HbB95mqzj0NW7inYcucf1cRbEi28/ktn5l67YGma3igqdwKEtfD/GLXfTM+I4RgTaKFNYmFqCeW5772lio2rWth/+E+bNvD0DW6Omu5dutMArgb+BVPBHUqQLJUbcqU80KQUlL0XL55Yi9vjJSFY3Kuw5hd4GxPniqUKREIXVHPI34vrW/PjJjUtVYxdHqM4TNjaLpKQ0c5sKhpTjM6OEExX8KKmiSqyt/HqvokZthgqHcMx/Y4X7Kk78QQqqpQ33b5DNsuBk1XSdXGcUouY0OZGbwcgGKuRD5bJBK/vEmD6ci7Dl4QEDWMBQsFzQVPBrw22Mt/fvHH/Na2W3igY81lHOXCcFWfUm3VKda11PHC0R4KtkM6GkZKyf+fvf+OruvOrzzRz8k3R1zkDJBgJhhFUaJiKatUVVK5XFUuu5zbbo9Dp5lePfPemnm9+s30TM/zPK8O4+dut91OlbNyliiJFHMmQeSccXM64ff+uCCIS4AkAIaSqmqvJZH83XPPOffE3/6GvX/zwd34Fjm2aorM1oZqIl43f3PwBOeHJ1AUmbbKCE93Xq0PU2SZuUyOl05e5GjvMKl8gfMjk2xvrKazsWZBdWo8keLfvfQ+QY+LqM+DpiiMzCaIZ3J86Z5td/MQLIug5udAbC8HYtefJH6SUXRM3pk6waXkEP9swy+jSxqzxSR/P/gG7b56Pld3/097F3+B6+BWy8CFEEzNpPjRy6eWJRUet059bZgd2xrZ3dlEe0slwYB7wQU1lysyNDpHd98kx04O0DcwzfhkAkmSeOTABjQ9z3Suixrv05gixUzuEI6Tw63V4Ygipp1AVyuwnCSqHEBCIWsOocpuPFoTeXscr9aMI/JkzH4C+ibihTM4Tha3Vk/OGqNoz6DLIWxRIGR0InCI508BICHjYKJKXorODIZciUdtwHKSpIs9gIRXayZjdqPKQXQlQqpwEU0JUbAnmc0dpmhPI0s6Vd4nGEl9H00OkLX6MRb5v6iKzJaaKo6OjPKDs+fpmprGUFWS+QLnJycp2DbPbOwg7LlzL7a7Ddt2+PhEP3/xNweXkApZkohV+OlYV829u1vZvKGWmqrgQhbCtGymZ9L0Dkxx9sIoF7vGGB6dYzaeYee2Rpobo2WNrddClRUerNyOT3Pz4fRZPpo+y5ZgK0/V7EWRFUxhocnqwgtek1SgFDBxEJxN9HFk9gJpK4+ExOX0MBv9TXfMB6IlGOKdwT6GUwlaQmF0RWVrrJpXey9TdGx+o2LXwnHzajoF22Yyk8GjaczlcxwdH2E8nV523RG3C6+m0xefYyiZIObxYguHqNuz0NS7LVZNWyjMdy6epbOymmqvH1WWyVmlRuE6f2BZZbobwVA09lV0AB03XfbTCkmS8HkN/uC3HubHr51mYjJBNOzjgf3r2LGtnJwYikrYcNOfmmM6n0FXFMZzKdLm8oTwWszks/zF+cP8b/ue5t6qJk7NjPEXF9aepVoJ3F6DutZKLh3r4/LJAUKxANWNUbxBD7G6MMOXx5kaniUQ9S0Qi/WdTVTUhrlwpJfxgWkCEe9CSVQ2mefDl06iuzR2PLTxRpu+rTBcGi2b6rBMi+7TgyRn0wSjJRGMfLbI0Pzv8G6qu8ma1gZHCI5PjjCZS/N443r8+qe77GrNxMKlqmyur1oykdAVhbbKKEG3G981Ump+t8HXD+ykOujj0tg0s+kclQHvkmyYIpdIxJ88eT+vn71M79Qsbk2jIXJtKZDgoY2tbKyr5MOuAXJFk8e2tPN05wbqo1eXjQW83N/RzIWRCfqn5lAVmaqgj2d37Oe+9c1rPQS/wCrQmx7FrRhUukIokkK8mGIiP0eztwZD0bAcm/7MGFm7QMEp+TEENR8t3hpUSSFr5xnJTZOxchiyRpUrSkT3f2LkJZeDEA45awyXGkOWPnluw+3RKD5DLzN4Wy3SmQLvfXiZl988s+RZEA562Lenleee3M76tirUZepp3W6d9W1VrG+r4slHtnC5Z4I33r3A2GScA/vWIUlFJEml4MxQtGfImyPzk/ZpZMnAEmmwlfksZJGCNVUqV3IcdDmMR2vCozWiSG4sJ4Ul0ph2nJCxHU0JMpV9H0OpwHSSCBwyVj+ypOOIIroSJl3sxqM14dc7SJvdFO05Mrk+ZMlAkdzk7Qncag22KOBTayhYk8iyi7TZiyJ7kJCxRQ5Fcs8TDBXLSVF0ZlGl8kzenvo6PJrGOz199M7OkTctPLrG9poaHmprZmNlrMxk79OOnv4p/vobHzI9XV5LLcsSHe3VPPfENh5+YMOykpyaqlBTFaSmKsj+Pe3MzKY5fKyXQ8d6eei+9UvKTK6FEIKcXWBneD27wus5MXeZbw29Q6uvZr7UKcDl1AgT+TliRojJwhwODmHdhyMc3pg4Rlj38ZstT+FWDf68+0e3dB/dDC3BMP8teRJDVany+FBlmY3RGDO5HKZj0xEpRXe9ms5Dja186+IZ/uzYR9T5AkxmM0xkUzQHQ8uuu8EfZEdVDe8N9VOwLWIeLxLwm9t2EfOU4sk+XeePd+/nz45+xL/+4B02VlTi0TQShTwB3eD3d9xDxQ0MJX+eIcsyrc0x/vh3byw5LEkSmyPV9KXmeGXwEm3BKKdnxklbV/2JBlJzTOXSDKbizOQzHJkcIub2sjFchSRBzOVjOJ3goOjnUnySjFm8wRZvHYZHp7a1ksRMit5zw2y7bz3+cMlvrKI6TCFbZGxgmtYtDQTmJ+pNG2rZ85kt/OQv3+Xlv3mfTCpHqMKPbdpcONbHRy+fYsPuVvY9sf2W9i0Vz5DPFrFNm+nROWzLIZ8tMj4wjS/oQdUUvEE3Lo+BZmi0bW1gXWcTl08O8NJfvc+OhzYiyRLDl8c5/vYFivnrl/feKrJmkSOTw0zlMjxY14qfn1NiEfV7+Mef2bdk3O82+NK+62cBmirC/O4jN+86NzSV/eub2L/++mUgjiPwuXSe6dzAM51LO92vwOcy+JX9nTfd5t2G4yRwzEs4ztRNl5WVJhStHUm6tXo5x57GtroQztxNl1XUNmS1fc1N1Ivx3eF3aPHW8nTNPjyqwqXUED8aOcgfrf8iVUqES6khfjx6EJ/qZjQ7zYXUAF+oe4A6dwVFLI7OXuTI7MUFDfI2Xx0PVe4galwlkEKY2OYZHHts0W/oQFabkKS7ayIkhMAWOS7H/yvrw7+DW/3kuQ1/dfutZessy+ZS9zg/fvUUuWt6KsIhD08+uoXPPdVJTdXKeoNkWaJjXTXtbZXMzGaIRnzYTh6P1kCm2IumBAkYm5AkDVnSMO05XEo1quxHklQckcej1ZdIgRxBlf24lGpkSccSGVTZh+kkcalVqIoPWdLnMxQWulKBLbIE9I1YToa06EYIG6/Wiq6EkSUDt1qDM18WJQGy7MYj1WM6CVQ5gBAOjiiiyX5krRkZFZ/ejpVL41EbKNjT+PR1CGFhKDEspzyCrCkKnbU1dNZev0H+ZwWpdJ7v/OgYg8OzZeU3kgSbOmr43a8/wPbNKy83qYj6eObxbdy/rx1dVzGMG9/vtnA4NtuFLWwMRWe2mKLKCBPUfGiyyjpfHX3pMd6YOEaDp5K+9BhRPcA6X6n3JaL7Kdgmp+I9CGCmkKTKdVVz/3JqmNliiqlCfH5bl4gaQZq91dfZoxujKRhmf10jqiwvCAPU+Pw81tKG5ThUekvRYK+m8YX1m9AUmbNTEwwm47SFIzy/fhODyTiW4ywJxvh0g69u2k6lx8f5mUnG0ymi7vICFUmSeKixhajbw5sDPQwlE6SLRSJuN9srq/HN922FXS721TYsITFuVWN3TR1hl/unZuj2acCOWB0F2+Ld0V6GMwm2R2uo8fgJG6VM5aX4JMemRrAcG59m8NZIN43+MBvDVcTcPn5jw24+GO/nQnyS1kCUL7d3EnN58Ko67cEolW4fXlVnfbCCgO6iNRBBwA1lfm8EVVOI1gSRFYVMIkdda9XC9RWtDSGrMsnZNLG6MP5wiXjKisyTX7uPfLbA4dfO0HViAF/QQzFvkphNs3lfO1/9588sZDjWig9fPEn3qUHy2QLTo3NkkjlGeyf5xp++jMfvxhtwc/+znWy6p720v9Uhnv/9z/DN/+sVXvpv73PwJ8cx3DpCCOrbq+nY2XzbM5KpYoGexAyX4tMcmRhGkiTeHOpZyFhsjVZR7wsu9CRO5TKMZJLECzkKto0uK1R5fKwPVywrGXztti7Hp0viIeEKIq7S+RBCMJFNM5CKkyiWvJUq3F7ag1E8qram4O3PTvjrUwjHHiSf/v9iFd676bK652u4/H+CpNwasbCti+ST/we2efymyxq+P8Dl+yNYIbEYz8/w9sRxFEkhYWYYz83Q7qu/+ReB18Y/ptoV5dean2A4O8W/Pv9XPFy5A4/ioiczyruTJzkQ62R/xWbOJft4c/wYUSPIQ5U7FtYhRJ5C+s8x8y9d/Q3+f4Hh/TqSdPcb3zPmEKPZN2gNfu2ub/tuIJ7I8c7BSwwOz5aNe9w6B/at47NPbF8xqVgMRZaprPDP/91F0CgRoCsuuCCQkOf/Pj8unNLfJAnB/N+RCLtK14eKj3r/vLTfonlN2L1rYX1XoCuh+fFyFTtFrsFQq6/Zl/JlfHpL2fYBGvxfKtvvXwA+Pt7HidODFApW2XhtdYjf+tqBFZOKaxEMrDxqLkkS5xMDmI6FT/XwQOU21vlLpQ6Nnko+U7WLj2bOcTreS5UrxN7IRuo9lciSxCOVO/ho5jxnEr3EjBCPVu9CRlqYoHWnRxnMTBBzhVGQOBHvZr2vfs3EosLj4V/e+0DZmCxJ/L8fLPcikiSJiNvNr23ZwbXYXXP9Mo6GQJDf2LZ8L8IVKLJMZ1UNnVXXJ76toQj//J6lpa9Rt4c/2Lk0EPkLlMOlqDxU18ZDdW3Lfv54QwePNyxfOmYoKs+1bOa5ls3Lfv5M09XSok2RUqCr0R+6pf29kpl44qv7cRyH9TubFz6raarg3qc7qW2ppGNnC8aizGMoFuBLf/wkHTubuXC0j8RUCs1QaVhXzT1PbqO6sby/QlZkaptjPPC5XbRtWdmzIZPMkU3nQQgiVUHuf/bqPWEVTdIJQT57NaOjuzQ6D2zAH/Zy9M1zzIzHcXkMOnY207GzhfMf9zA7Hidwi4RnMWbzWd4d6eP45Ahd8WlUWeZ7PWcXSMJvbd5NnS+IRKls+bXByxwcK8lMm45NwbYJ6AZ/uG0/e6uvf1zSxQLvjPTy7ctnaPSH+A33LiIuDwLoSczy/d5znJ0ZJ2eZCMCjany2ZSNPNXWsiVz8gljcBI49jl08heNML4zJSh2K3oksh25x7T+NMp47t825YopT8W4kSSZvF5grLpWLu4py7p+xcjR6SuaAhqKhSyqmsHEQzBYS9GXG2Bhs5u3JEyTMNHNmivHc6uVMbwWOsMiaI6TNPopOSXVDlb141Dr8WguKXIoyxAsXyJhDTOUOYTt5RjOvYeSj878tSrXnwYUbNW9NkSz24FarUCSDZPEyRSeOLGkE9Y14tXrk+WyLI0ySxW4y5mBJJUl249daCOjrFqR1LSdHvHAWkPCoNcSLl7CcFIrkxqc14dOaF/YTwBYF0sV+MuYgppOenxSXoEgGtd7PoMhLyaxl2fQOTPH+octLPlvfVsVjD2+ibt6l9FZR7op71Re3bHxRs9tqJu+L13e9bd54X5ZbZhk1k+ts5+cRiWSOt967uLSvQpb43NOd7Ni6NlKxGqiywkOVnTxU2bns54qs0Oavpc1fu+znbf462vzXn6g/VfPp7Jf7BX6B1aKqMcqv/0+fXzIeq4vw/O995rrf8/hc3PtUJ/c+1XnTbWi6ytb969m6f/2K9+v537/+tq8H3aWxcXcrG3cvdVavadIACUm+cbBMOHMgBZBWIERQ6fHxhbbNbI5W8V/PHyWou/jtzXsIGaV3boX7qnnglf6p/TVNNPiC+HWDoVSCPz15kL+8cPQ6xEIibRZ5d7SP73afpcEf5Osbd9IWKs1H4oUc3+4+w6npMR6tb2NLRTVZs8j3e87z52c/ptEXYmdlHerPC7GoCfl5qrOD9qroHdyKwCqeIJ/8X3HsvoVRRduOO/i/IOu3pq8vy1E01+PISj1C5EHk5//MYVvdiBWUSK16m0otmvsZFK1j6TbN8wiRvPlKroMNgUb+YN0LaLLKZH6Ofxh8feEzaZ5zX6ETedtksejw3ugmPpw+g1/zkDJztPhqS6UF85rnBcdkPDdDXCmRlTZfHe3+lWVDbheShS4G0z8ka46AJCNwEMIkbGzHFfxllPm6yLTZz2z+JHP5szjCYiZ/AlUqlRb49WaqPQ9wZZKZNvvpS34Dr9aALgdJFi9jOhlskacl8EU8ai1IJVIznnmP4fSLWCKDhIIjTFTZR0vgS1R6StJPlpOmP/VdctYEEWM7abMfR5hYIotbqaQ58EtEXbvmU6sOM7ljDKdfwhYFZEkja46QKF7CpzUSde+h2vsQyz0e05kCh472Ek/kysZDQTd7dzbT0b62yOztRqFgMTOXLrndJrJksgWKRQvTtJFlGU1V0HQFv9dFOOQhGvERDXsXmst/lmGaNvFElpnZNHOJLOlMgXzBXFDm0lQFVVXwenRCIQ/RsJeqyuB1TedWilPnhugdnC6T3wRoa4nx+EPLR1t/WrAsm7l4lrGJBLPxDJlMgUKx5IasKjIet04o4KEy5qe6KoCuqXel72t2LsPYRILp2RSpVJ7i/DnTNQXD0AgG3FTFAlRW+HHfJoPJxRBCUDRtxicTTE2niCdyZHNFLNMGCXRdxecxiIS91FQFCYc8y/ZY3QnkCybTM2mmZ1Ikkjky2SLFooVtO8iyhKLIpf3zGviu3PdhL17v8lLUn3YUihaTU0nGJhLMxbPk8iUFNWX++o2EvdRWh6iI+NC0RefoDh6KQsFiYirJxFSSRDJHNlvAtBwkCXStdG4iYS/VlQEqoj7kO9i/dCMIkUc4pQCmsEfAySCpbSC5QGRAMii9oNMguZDkII55Flnfg2MNgiiCHCrlt50kSG5k9SoBcKsajf4QWcvEq+n4dYNGf4gK97VaWSV8oa38+bi7sp6Do/18ODaAI0SZWltJndPmg9F+vtt9hlpvgF/fuIt1oavZoPOzkxydGObh+la+tH4bwXlpWp9u8M/ef5GDo/1sjlahyqt7hnzqiEXWmmGu0IvkyvDQDhnIMJ6NE3WtI21OkCgOYok8biVCzLUJG5Pp/EVsp4gt8miyl3rvPuLFfmxhEnNtxHSyzBZ68KhR/NrVCJVwsjjWZRx7pGwfbKsbx+pHaFuRbqEpV1Zq0D1fA/IIJ4sQWRBZhMiQT/17rMKba1739aCoLcje35wnFIu26WTIJf9nbPP0mtctIaPJCrpcsqJfLI/rUVwlSVo7jwR0p4fJ21fTkO2+On40cpB4MY1L0Xm+/kG8qhshBBHdzzpfPfdWbGF7qFQPmbXzqLeh92OlEMJhMvchc4Vz1PueJmJsR2CRs8ZRZS/Kot6XCtcewsYWFMlDNjVKe/DX8Wql6KYs6UteXqaTYC4/R8y9jwb/59BkPwV7Br/eupCtSBa76Un8DYYapdn/S7iVavL2FH3Jb3Jp7s/x6c141FKJgiNM0mY/XrWeJv/z6EqQucJZhlI/YSz7DgG9A13xYzopRjKvU7DnaAl+mYDWTtYa5szM/4FfX0d78OsLhKj8WAjm4lkOHetb8ll7SyV7d7Vi3MBD4E6jWLQYGY8zMDTD4NAsw2NzTE4lmZ5Nk0zlKRRMiqaNLEvomoqhqwSDbiqifmqqgrS3xNi4roaWpoobeiHcCEIIjpzo53Lv5G1zYF6M1uYKdnc2l08EVgDLspmaTtE3OMPg8CxDo7NMTCaZnkmTSOXI5UuTMJDQNAVdU/D7XFREfVRVBGhvrWR9WxUb19fgcq2+Vt6yHY6eGGB2rjxbIUnw/LM7CQRcn4jJXbFoMTw6x9kLI3T1TDAwPMvUdIpkKke+UHKO1jQFr8egIuKjtjpEe2uMzR21bOqoxTBWTzCy2QKnz4/Q03c1oLRlYy0b1lUv9IxMz6Q4dW6YcxdG6RssKajFE1kKRRshBC5dxeXWiUZ81NeEaGuJsW1zA+taK2+Lg70Qglze5ELXGOcvjdHTN8Xo+BzTsxkymRLBkQDD0Aj4XVRWBGhqiLC+vZqtm+qoqwmjr/KaXel+zcxluNwzQXffJANDM4yOJ5idy5BK5ykULCzLRlZkVFXGZWgE/G6CfhexCj/VlUFqa0I0N0ZpaazA71tdyfF7H3YxMhZfseu916uzbVM9rc2xmy+8RpimzeDwLMdODXDx8hiDw7NMzaTJZAvYtoOmKvi8BpUxP00NUTaur2XX9kZqqoKoqoKmKav1ELwpMtkCl3smOX9plMu9kwyPzTE7myGVyWMWbSRZwtDV0rUTC9BYH6GjvZotG2ppaoje/YCPyOKYXSApcCUQa/WByCDJ4avzKHsQSa5CNvbj2OPIwsYufoystiOKPSDp4CSRlCpQ156RncvnuDg3xUgmQdosUrRthtMJUmZhCbGwhMOF2UnOzUzgUlW+vnFnGakAGEjOMZFLc2Fuir+7eIIrbDJRzJO1ivQmZzHXIKH9KSQWU4znTuJgYzsFVNmFLnsxlACOsBb+6029iUetQCC4lPgh9Z59KJLO5eTLRF3rKToZ+lNvU+HaQN5OMJB+l47gc2XbcuwRbPM8cI2ygshgmadRjfuQlFuLzJbSZV4kZfEEzkZW7twDR5JUkHxILK4VtG+a4rsVbAu18tHMeb43/B5e1UXKzJaVkswWk+TsAnmniCksTse7AWj11VLtjnJPdBMfz1zgUmoIIRyCuo/twXa86t0zf3GEiRA2muzFpzeiyj4iLFWucKkVCOGgK0EkZNxqFV7t+tkVy8niVmuo8z2JX29ZdpmJ7HsU7Gk6wv+ICvce5HlSpUhuPp74J0xmP6A58MX5pQW6HKTB/ywxd0kowVAqSBa6yJmjFOwZdMVP0Y5TsKbw6y2E9A241BgerRq3WkXRTiCxvFmVadr0DU4zNh4vG3e7dda3V9PccCeziNdHJlugp2+KsxdGuNA1Ru/ANBOTCUxreZNNxxFYVpFsrshcIkv/4AySBAGfm40dNTywfz37drfc0A/hRnj/o8v86JVTt/KTrosnH93Cts31KyYWhYLJ4MgcZ88Pc77ryoQwvsT99yoEtu2Qz5skU3lGxuIAvPdRF+2tVdx3TzsP3bee2urQqvZ7cipJ3+A0+Wu2WxULsHdny23xR7gVCCGIJ3IcOtrDwcPdnL84ymw8u+yyhYJFoWAxO5ehq2eCDz/uZl1rFft2t/LYw5uorgysilxkskXe/fASL71+dmHs88/soKY6RExXOd81xpvvXODDIz1MTCWXncRm8ybZvMns/CT70NFejp4Y4MH71/PgveuJRtZeH+44gqGRWd58/wJHjvfT3Tu5kClZsh+50n01Ppnk9PlhIh/3sGVjHQf2rWPvrhaC/ttHINOZAucujnLoaA+nzg0zNDI3T46XwrYdbNuhULBIJHMMzY9LEvh9LnZub+JXv7Rv1cTitXfO89HHPUuU8a6H6soALkO7Y8Qimy1y+Hgfr799ntPnh0ml80uWKRQtCkWLmbkMF7rGOXysj9Pnhnjikc1s39yA12MsGFLeKoQQDAzNcPBQN4eO9nK5d5J8YZlnjy3Krp0z54c5+NFltm1u4IF713HP7lYC/rtv+IaTBYpISgOIPI49gCQHECKDsMdBMhBiFkQO4UwhnEkQGWRtM5Z5CkmOIDBLZGSNGM+m+FbXac7OThA23Hg1HVWSydvLX+uJQp5D40PkLJMGf3BZj5qsZWI5NuPZ1JIE1f7qJrZWVN+0KXw5fOqIBYChBPCqFWStWVxKiKKTpuAkUea7MlXZRdIcouik0WQvEjL13v141RhDmY/IWXOE9Vb6eYdkcYiCnUSTPfi18ppZxx6YJxZLYReP4tgTyLdILH4WoEoqW4Kt1LorUObrCn2qmwdi2wlrpSbcztB6DFlnND+NLmt0htYxU0ziUz3MFVMcmjnHA7HteBU3AsFUIc4PRt7nT9Z/iYDqYX/FViJGgMn8HAKIGSH82t2TN5Qkmah7F4niJQZTPyZRuETYtZWIqxOXUom8gnrK664bBa9Wf0PykSr2oMkBPFrtAqkACLu2Iksqc4WzNPPFhXFN9hPUryqlqbIbTQmQt6dLhnCAKvvQlCBpc5CU2YeEQsYaJm9NE3V1LmRLrkW+YHL2wsiSiU0s6mN9a+Wqo+i3C5PTKX7y2mk+ONxNOrMy7fdrIQQkUjk+PtbH0MgsyVSOpx7dQij46ZbSTKbzvPdRFz959TRzc5k1J1HyBYuzF0YYGilF8L/8/J6bSrsuRnfvJHPLGOHt6mzC5zHmS/QsClYPLu3u+hsIIZicTvHia6d5872LDI/eXDlvMYqmzblLo/QNTTM0MstXv3gPzY3RW5pAj47HSaVyjI3H+dYPj3L0RD/5wvITieWQy5ucOjfE+GSCbLbIM49tJRxavsziRhBCcO7iKN/+4VE+Pt53A0K6PGbnMrz/URf9g9OMTcR56jNbiUV9t0wuJqdTvPtBF2+8e57egSmKxbUZFApRIiiJZI6g/9PtFZPNFXn74EW+++Pj9PSvvJx6Lp7l7fcvMTaR4Mtf2IOhqbelBMl2HM5dHOUnr57m0NFeEsnczb80DyEgnsxx8PBl+ganmJxO8sQjW6i4jQ3UN4TkRlbbSpkJbCQ5CljIcrgUeJMrEUo9khwqlZFLHhStEyQXsr4XUJG1HTjWBSQpDIt6dVeL90b6+E73GT7ftpnPNLRT5fHhUjSSxwr0Jpb2m2qywtZoFR3hGC/1X+Ibl0/xu5vvoc539XntVlUMReXxxnU8Wt++JLDjUTVcyuppwqeSWMgoKJKBKusosg6OIGtNkzbH0WU/XjWGEDaOKEUPXEoIRSqlplXJhYOFKruo9+5jIPUuLjVMrWdv2eRQOJlSydOVMijJh4SKEGnAmv+sHyE23lI51M8CVFlhvb88vedV3eyJXFWh8Glu9kSXN7wZTk5yaq6Hf7Ptd4gZIfJ2kTcnj3F+/BhQUp4I6T72RX+69dcRYxtKyGA6d4S5wlnmEmcZz7xHo/+zRF07l21yXgkkSUGRXNedyANYIocsG0jXdDwoko6MjnmNdKkkaWjy4oevNN9U7Mz/B4YSos77GL2Jf+By/L/iUiqwRQG/1kyt7wlUefnJdKFgceny+JLxqliA9rbKFf3mO4GAz4Vl2Uui4VfgcevEKnz4vC5choZAkM0WmZhKMndNVNoRgpGxOD959TShgJvHHtp012rE7wTcLg1dVchkCsuSCsNQiYa9BANuXC4dWZYoFEymZtJMTaeWkMhEMscb757H5zX41S/tW3HJWN/gDMnU0ujpPbtaFgztBBaZwiEcJ4OqVCCEje3MocoRHAoIYaLIQRyRB2QkSUORvAhhIrCwnQSSpCNJGraTQJH8yLKPojWMqkTQlcayZn8oTZynZ9J890fHePXtc0t6h2RZIhT0EIv68HqMkvt3vsjkVIp4Iou96Phks0XeeO8CubzJH/+jR4nNK5ytBWNjcc5dHOXYqUGOnOgvU9HyuHVqqoL4vAaarpLLFZm+cr4WRSeFgPHJJC+9foZw0MNjD21adYnfxcvj/Je/e5+TZ4aW+k4pMuGgh4oKH26XjnAEqXR+obxu8X4MDs/ygxdPkMsV+eJzu4hG1k4uxiYSvPT6GV596xwTU9fvDTR0Fbdbx+3SEAIKRZNEMrfkmvZ6DLZurFvTpLWmKkh9XZh0ukAuby70MdxtFIsWR0/08w/fO8LQyOySz3VdpSLiIxrxoqoKxYLJzFyGmdkMpmXjCMH5S2P87bcP88C967BXmIG5HoQQnLswyje/f4RjpwaWEFJVkamsDBAOenC7NSzTIZ3JMzqeIJu7WilSypbN8b0XT2Dbgs8/s+OuZC4kyY20ULq06DpVarla43rN9avMS8srpdJkWds6v9jS9/cVqJKMLisUbZvidUqPehKzmI7Dow3tbI1WI0kSOcukOz6z7DPdp+ncU93IQ3WlRvQf9J7nh73n+WpH50JzeLM/TMTlYTafJWi4iF3T27HWK/hTSSyWg4SC6eTI20kENqrsQVmYqC19cMmoRIw2hjIfIkkKUWNd2eeOM4ZtnuVKGZSs1CIrVdjmxVJTtchiFU+i6vtKdXO/wJoRM0JsCDTyraG3UCQZIUpt3k/X3vtTL41YDEV2EXFtx6+1UmndR6JwkYHU9+lJ/B1erRGvXJ5xWPme31wxSJP95KwJhCh/6Ngijy3y6NcolElcKbO7wVYlBU0OIEsGXq2egL4eTfbh0xrx6s3LEh0hBPmCycA1ErOyLBEJe1cVvb7diIS97NzWxLmLY4xPJlAUmbqaEOtaK2lvqSRW4Z+fOGvomjI/ybCYi2fo7p3kw4976B0ojyiNjMU5eLibDeuqaWlaXdnC7h3Ny5q7rQbpTJ6PT/QxNV1OHD3u1UkAej0GmzfU0tpUwYXL48iyRCzqp721knUtMaqrgoSCHjxuHU1XkaVSyVupDGqO9z/q5vT54bJ1JlN5Dh6+zK7OJjpXIAHpOILR8TiZbHk2SdMU2porr9ZPC4EQRSTJIJ3/CIGJLOkUMVBkP5pSDQiK1iASGpKk4MgRHJFBiByOKGI78ZKJoRxBVSuwnTkse4yi1YvuqYNrlLsy2QJvH7zEK2+dK4uo6ppCe2sle3e20NoUIxhwLfQ7FIsWiVSO/oEZDh7upqd/cqEh3XEEHx7poTLm5/d+40F0bW2v2snpFN978QRT06kFUlEVC3D/vnY62qupiPhwuTQURaZolsp7+gdnOHjoMhevIf9jEwneP3SZdfOGlCvFXDzDX//Dh0tIhaYprG+r4r69bTTURwn4XaXfKQS5wpVyrEkOHetlaGR2YaI9G8/y8htn8ftcPPdU56rLjkrryPDGuxd48fUzzMwudRSPhL1sXF/DutZKqiuDuN1aiUyJ0nWdzuSZnE4xMDRD78A0w6NzhEMe7t3Tuiai8+SjW9izo5lCwaJoWhSLdolg5ArMJbL8+JVTq8o0rQVCCKamU3zz+0tJha6rbFhXzf33tNNYH8Hvc6EoMqZpk8qUSh0PH+3l7MVR8nmTrp4JsrkimeytGewNDs/y4utnOHpqoCzg4/Xo7NjWyM5tTdRWz5NjTZ0vUzOZnk1z/tIYBw9dZmrm6vmdnknzyltniUa9PPHIZtRVur2vDde7HlZ2nUgoyNoWEHkkeflsYdjlpsbr58OxAV4bvMzWaBWWI2gOhKnylIhurTeAIsscHO1HAvK2xTvDvcwVli/VBJAlCBgunmxaz1Quw+tDl4m5PTzXuglDUdkUreLe6kYOjvWjyjJ7KhtwqxqJQo6Lc9M817qRRn/opys3O5PLcnx8lKxlkiwUOD89SXMwzFNt62gMhMhbJu8M9nF0bISCbbM1VsWTrevx6zr/+oO3+cNd92KoKv/h2CHWRSp4snUdpybHGU+n+Nz6UrTbr9WiyR5UyY0tCiiSjqUX0GQ3Qb2RvB1HkXSCehNBvQGQWB94Fm3+hG4IfZ6AVo8kSQslJWGjDVUudzp0rGHs4pmFf8tKPaq+G+HMYc+rNdnFwwjni1cZ6i+wJoQNPy80PMhYbgZbOMiSTFj30eT5JBmFXY1OaIqfkLIRv95KxhpiOP3SkowBlKRoQWCJpaUfq0XI2MRs/hQpsxe3VoMynyWbyn6EwCHqWqpbvxIkil3YIkelZz8x976yMqvl4DiC2XiWdKY86uxyaVREfGueQN0OSJLEnp3NnDk/TCoTY8fWRlqaolTGAsTmJ2DLPSAdR7BjayPr26v5/osnOHF6cOEzIQQXL49zvmts9cSis4mtG68vSXozmJbNS6+fwb6mR6S6MsB9e9tXdawlSaKtJcb+e9pxu3U6tzawrrVqQXXF5zWuW/aQz5ts3lDHt354lHcOXir7bGIyyQeHu1dELNLZAvFEdokaVGUsgNdTLmogMLGcaQRXSIiMLLtAktGUWgQ2IOOIFEKA7aSwnQSCIrLkxXGSCNmNoaxDU2Kk8ucRoojtzCFwyqYElmXT1TPBD18+WUYqfF6D+/e189SjW2ltLjX0Lnf97NiaZ/uWer7zo2McOta3UN9v2w5vvneBDetqePzhTTc9PsuhULToW0R2d25r5LNPbmfrpjqi4VK0f/EuCVG6lte1VvL9F09w6GjvwmeOI7h4eYIz50dob4mtqMzFcRy+8+PjHD89WEYqPG6dxx7axOOPbKalIYrHYyxp9LVth53bG+ncWs8PXz7F8VODFM3SsYknc/zw5VO0NMXYvaNpVddysWhx4vQgL7+xlFQYusqeHc08eF8H7S0xYhV+vB697LcKIRCiRCZn5zJMz6YZGYtjmjZta+x5aGuOLfmuadmYpsXMbIbX3jl/x4lFoWDx+jvnuXANofS4de7d08YXnt1BW3Ns2Sb+XN6kc3MDr719jtfeOU8imVt1KeC1SGcKHDx8mUNHe8tIRVUswHNPbufePa3U10XQNWXJfeU4gs4tDWxcX8O3fnCE7kWCBuOTSV5/5wKNdRG2brq7ypBrgiQhocENKhKCuotH6tsYzaT4fs85Xhm4hE8z+K1NuxeIxSP1rfQmZnh7uJeDo/14VI16X5AvtW/jP5z56PqbB2LukqztTD7Ld3vOUuH28mBdKyHDzS+t24pb1Tg2NcLHE8NISOiyQsAweMZZWznqbZ0FZE2Tj0eHGUomeLCxmQcbW3Cp6kKN1ss9XRyfGGNrrAqvpvP2QC+24/D5jk1cmpmmNz5HQyDI24O9DCTiPNjYzJmp8bKotaEEMJTlo6IetWLZ8Zj7aglOpXszjrAZzhxmNHsUlxyk0lVeYlMqg7qMY1+N0ClqC6rxILZ5aj6TAbZ5GcfqR1bX/dyXQ90KJCSavTU0ez9JRKIcRTvBePZdinYSr9aAKnso2LPM5c/gUqpQlziiSwT0dQhh05/8DpYvjYSMLOlEXEsbvm+Gas9DTOY+oifxN+TtKbxqI1lrhL7kt4i4tlPp2b+m3+VWq3BEka65v6A/+W0kZFTZR8jYTL3vKTS5vAHVdhymppNLyiG8HuOWSj5uF2JRH195YS8gURnz474OmViMK2Uu+3a1IIRgfCLB2ERi4fPZuQxDw7PkcsUVS3dKkoTXY+D1GDdfeBkIAR9+XGp0jC+a7HrcOl99YS+bN9SiKKuLIvl9bp54ZDP37mmjKubH53WtqDnT5dLY1FHDr35pHwNDM2UT3WyuSG//FMlUjsBNatPjiZLU5bVoqA2Xqb1Ikk7A9QSSpGOo7fOjAlnyAA6y7EXg4Na3IESR0quzJP0MoiROgQAUFDkEqLi0TaVlsEsv+UVIJHN87ycnyiZShqGyb3crv/LFe6ivDd9wEu73udi2uR6/z8VsPMv5S6ML0flEMs8PXjrBffe0rflauIItG+v4lV+6h22b6687EZckCZ/XYOf2RoQoZYgWG1jGE1l6B6aIJ3JEwjfvtTh5ZojX3zlPYVEztKGrPHygg69+cS9VseB1lYMURSYa9rF3ZwsBvxvbdjh+enChvGZiKsl3f3yMda2VVKyi32JoZJY33r3A6DXiER6PzuMPb+aZx7bS3BC9brnXFTLm97nw+1w01kfYurGOfMG8qWP7aqCpCpqqYPrtO555d4RgYirJT147U1a+pCoyWzbW8tUX9tLaHLvu/e52aaxvryIUdJMrmLz13sWyUqS14OyFEd452EU8cTWiHvC7eOG5nTzx8GaCAfd1z7ksS8Qq/Dy4fz2qqvDv//NbC0pytu1wqXucQ0d7Wd9WdVvO2eR4gu/+/Ud8+ev3E76F/o2jh3pIJXPsf6ADYxWqeaos0xmrJer2Mp5JYTo2hqLSFrwqhFLvC/Lbm/cwlE6QtUwMWaHBH8KvG6wLVyxcY4oksyVaxf+6/8kFFShZkmjyh/ndLXsZTido8ocX6iSa/WG+sn4799c2Ey/kcITAUFQiLje1vsCaVIdve3gxZ1lU+nw83rqOkOHCFgJFkkgVC7w10Ms9tQ081boel6riCMHfnz/F463r2Byr4tLsFKZj0xKMkLGKzOZzTKTTHGhouq37KCER1lswlAAuJYSulF9IjjMxL7taYtmSFEJWm1G09chKM0huEDkgj1U8hqLvRbqDKk4/MxA29nxDvGP14tjDCCeBEPlS7aHsRpIiKGozirYRRetEuk6d/0pRunmu3BoOVvEMVvEwjtmNcGZKSg2SG0kOIastqFonir4NSfJcsx4Z004yln0by8mUOhYkA49aQ73vaVzq0qyVX2+nLfirjGXfIVG4iCIbRF0710QsPGoNG8K/z0Dq+wylfoIjCkiSSsjYQGvgqxjK6tUmUsVeJnMfoilBvGo9quxB4FC04/Qnv4MQFk2BF1ClqxNGxxFL+hGg9GIKBX/6TY+yLNPcuHyA4WYwDI3NHbXcs6uFH7x0cmHccQQTUylm5jLU3wFPgOVwqXucn7x6mp7+qYVJqixLfOGZHRy4d/11sy83gixLVMUCaypXkySJpvooTz26hf/4l+8sjAtRmpiPjMVvSizS6fyyaj2VFf5riIWCoV0xqFre4VwCJKVi0fjieueltc+6WrfsuDmfrThyor9sn1qbYnzuqU7q6yIrmhRKkkRLUwXPP7ODgaGZBRWeK2o4h4708uiDy/eYrQQ+r8HnntrOlo11K4ru69rV0pe/H/54YVwIwcRkksnp5E2JhRDw8ptny7ICkgR1tSG++vxeqitXpiKoqgob1lXz1Ge2MDGVLCM6p8+PcOzUAI8c2LCivo9c3uTsxVFOni0vy5JliQf3r+f5Z3ZQfw1RvRkkSULX1TVLS38SYFsOHx/vY2qm3JQ2VuHnMw9uoqWpYkVBhMpYgBee3cnFrnF6+ibXXGOfSOY4eXaIvsHy0tKH7u/gwf3rb0gqrkCSJAxDZee2Rh57aBPf/P6Rhc+y2SJnL47S3TfJ5g0rzwoXCxav/PgET31uZ5nISDZb4OSxfj7/y/eseF3LoaklhmlaqKsUMBGArqi0BSKsDy19f9mOQ7pQpNrjp+Eat3QhBPfXNBPP5Yl43MiSRIXbywN15QqTqizTEojQEoiUjUvzy1/PO2MtuO13kqGqVLg9RFylC+fK4Y3n8ySLRer9QXx6Ke29MRpjOJUkb1lsrqjkxMQYWdOks6qG/sQsF6enmMhmaAvfXvlKSZLxapV4teUbTR17FLt4VSZSVpuQlVYkyYWsbUCWK3HsAQCs4kfozpfhF8TiunDsCazCQcz8Ozh2L8KZK8m0iRwIE7ApvewVkHQkyYMkB5CVZnT359DcTyNJa4326YCEbfVSSP9nrOLReTm4NKX+mVJkEzQk2UtRDqNq29A9X0I19nGlFluVvdT5niTq3jOvqiSQ0dCV4LwqVPmEU5IkVLy0BL9MtfdBbFFAQkZXQmXLBfUNbK/4H9HkG0f7JUkmpG/ACP02BWsGhyIyGoYaxb1ImUxXgmwM/wHONb0YmuynOfBL2CKHR61DCIexzNtkzVGaA18kbGyd78kQ2E6B09P/hqn8xzT4PwuUE4vlmm9VpaQN/2lHKOhhU0ctP3rlVFnzZSZTWNIbcKcwMZXkxddOc+LM4IJZHcDD93fw5KNbCAVv/lK+E1BUmb07W/jzv34X2756bApFa0mz83LIZIvLypNeWwZVwkoczqWyfy3/9+XXeQW5nMm7H3SVlWr4vAadWxvYsK56VZFmSZK4d08r3/xBiK6eCcT8zDdfMHnvo65bIhb37Gply8a6VfnDBPxuNm+oxWVoZdKeM3NpZmZvXp7ZO1CSbl5cumboGk8/tpXamtUFMlRVYe+uFo6c6Gd8MrlAMIvFUvnOvt2tK5rYT02nOH5qgOw1tf8b19fw6AMbV00qflZgWvaSMkVFkWlpqmDf7tZVHZOmhii7tjcxOh5fc9aif3CasxdGyp5fNVVB7tnVSizqX/HzS5IkAn4X+3a38sobZ8vEAAaHZ7h4eXxVxKLn8jinjvXzxGc74TqN1LeCWNXqgzbpQoFjQ6N0Tc3QEAqyrbaK2mD5eoq2zUw2i6b40JbpK8mZJtPpDBHPTz+4B3eAWCiShCov1b93qxoSULAtnPksRtos4lJVVFlmS6yK7146R6qY51c2dyJLEmemJshbJlXeuyQtBgiRxbG6ceyhhTFZbUNRSxE0VduEqdQtEAvb7Jovh2pBukEN3c8rrMJHFDJ/iVU8gXDiwPUmZwJwQJgl0uFM4VgDONZlbOsSLt8frSl7IckerOJJ8uk/K2WhxHKNThZgIZwcwpmmaA9hW70Y3t9E9zxHSXlGwaXGcKkrJ5CSJGEo4RtmEzTFT1BZWR2jJCl41Go86vUljmVJx6+3LTOulsnZOsIkZ08iSSoetQ7XojJCS8phizyKtPQhdaV5+1pccbP9tENVZcJhD8GAuywzky+YZYo8dwqZbIFX3zrHex91lSmobN5Yy/PP7qS2JvRTc6GVYMFIcGLyqgqPZTlkczcnXcWihbOMykwp+3I793RlEEKQSGb54OPusvGKqI/OLQ1rup49HoNNG2roHZhamFRZlkNP/xTpTB6fd/WNyrIssXdn86oVlBRFJhzyUBXzl4kt5HLmiiaMy0mDer06D9/fsSZ/A5/HoHNLAyfPDJWVGp45P8L4ZIKA33XDa1uIEuk+c2G0bFxVZHZtb2RTR83PJakoKZql6OqZKBv3ew02d9SuWj1JUWR272ji7YNrK4ey7NL13t07WTa+cX0NjXWRVZ8jRZGpiPhoba7gxJmr87J4opQpLcyXsFmWzbHDPbz35gXmZtO0ravm6c/vpLo2RC5b5Jt/8wEnjvQxNjLH//OffwNdV/nM09t48NFSKXwuV+TdN85x5uQgkixxz33rePSJrXi8Bm++cpr+3il0XeXc6UECQQ9PPreDLdsb0XWV8dE43//mYXq7J9i8tYEv/dp+PItKHwt5k/ffvsAH714klcgRqwrwxLOddO5uIZ7LE8/l2VxdSUdlBbPZLK9c6GIilaY+GKSzvoYzY+Ok80VCbjddU2MMzSWYSmc40NpEYzjEy+e7qPL7aAyHODwwyHgyjS0EexrrcYTg/Z5+dFVhZ30tW2rufE/wXZsJhF0uNldU8uHIIOsiUSrcHn7QdYE91XW41VI911w+h+nYdEQriBfyvNLbxaaKStS7+CJ17Cms4glKk01KusRq+4IRnqy2IquNUDxCqVSqiFk8jKLvRlIi11vtzy1K+s5ZhDOx7GeyXIkkBxHCwnEmEPbil4aFYw9RzH4fSY7i8v3OqrcvnGnyue/MN+JfmRjqyGoTkhQAijj2KMJZpAMt8tjmaQrZv0dSqtCMe5esN2/nGch0o8oa9e4mDGVlD++CnSdhxvGrAbJ2hqjx08l0Saj4tEZm8kcZSv2IvH0vimSQt6eYyL5PstjDpugflTmKAwuqKtdiNcTi3/2H1zh7fnhFaXa/z8Wzj2/jyUe3rGjdtwpJKrlxez1GGbEwLRvLWptG/kph2Q7vfXSZV948W5YBqK4M8JXn97K+rQr1pzhxkiQJRZYJ+N1lxMJxnOsaki2GbTvLSnC6XMtlLJbi1Nkh/vT/fmMhE3Az7NjayFde2Hvd0i/bdugdmF6SgYuEvatSTboW61qrFhR3riCTLdLbP822zatvNq2rDq3ZsVrX1CUlaiXVopufr/OXRst6K2RZYlNHLZHQ2gJ9kiSxZWMd0YivjFgUihanz4/Q2hRD169/fecLRYZH5pa4tjfUhelor74tzuKfRggBfQPTS7KBAX/J6HMt2c1bOZ7J+cbva6Vl2+d7adYCj1unsSFaRiwcp+Q7MzmdoqEuwvGPe/no/S527GmhsbmC1186xWsvnuKzz+8iGPby7Bd24/EYfPzRZX73jx4rucMvKt9Np/JMTiT41d9+kJGhGT7+sJtI1Md9D25gdibNh+9e5Jkv7OI3f/9RPnzvEgffvkg06qepNUa0wsfzX7mHH337CPG5DM6ijK5p2nzw7kVee/EUL3zlHmKVAXI5k8j8sYj5vNQG/BweGCaZL+DRNQqWzc6GOi6MTzKWTNEUDnF0aJSiZTEcT+DTdbaur+LHZy7y2/t301FZwfmJKSzHZjieojkSwqVpvHGpmw1VMWI+L4osLWuSdydw14iFIsv86tZOvnH+DP/D269RtC02RSv57c5deHUdGYkKtwe3ppW63f0BprIZ2kN3d7Iu7HHs4vGFf8tKfYlYzKvlSJKBom1Gkt9FOGMAWIWDCO/XgF8Qi2shq+0o2o55smaiaNvQjAdR9d1ISt18iZNMKWNhYVt9FNJ/hVV4dX4NAuGMY+ZfRXM9upA5WikKmb9GOEnAQpJjGN7fQnU9iiyHFrYrRBa7eIxC5i+xzStKYDZ28Thm/nVUbdsSmbi+TBcBNUjMqCZrZ7iYOktADeFVvYznRzFkF2E9wlC2n1p3AzXu0oSi4OQZyvbiVf1YwiJlJsjYafxagKyVQZJkal31+LU754IOpZd8ve8pJEllPPMW49Pv4VBEkTz41Aa2Vvz3VLrvW1LiJWBJ4zaUJh3KCgMAE5MJ+gaXGvosh2DATTK1ckOl2wFZlhY8Fa5AiOV/9+3EydOD/PiVU4yNX510edw6X35+Lzu3Nf7UjAcXQ5JYMsEVghVp9pdkpJdCVeQVNQhm80X6B6dXfB5qq0NY13GGhhKR6+ouD3goikwk5L0lQ8SKiHdJRN+ybMYnE2siFrU1Ifw+Y00TREWRlzS3mqaNeROSnM4UGBmNl5VBybLExnXVt+TGXFMVJBLyIMtS2TVz4dIYzz62Df0Gc9lMpsDQyOwSYtlYH6WhLvJTKQ/8JEAIsawRnsej01i/tjmJ3+eiIupjaGS2zKNlJZiNZxifKPcVcbk0YlEf7lU0NC+GpimEl7knU+k8iWSOuhrBmZODBEMedt3TSjDkZW42w4vfP0Z8Lkukwk+sKkA44sPl1qlviC5prg4E3dz3wAbWb6zBH3DT0zXB6NDVTF9TS4wde1poaqkkncrzxsunSc43pmu6SlV1iEDIs6RMzyxavP/WBfYfWM/Ova2oqlJ27euKwra6apoiIY4MDHN8aIottVXUBQNcHJ/Csh3cWmlfBWA7Aq9LpzrgJ54rBUV8ho7lOAhKz+jFpVQeTeP93gH2NzfSFr07c9TbSixqfX7+aPf1vQcqPT5+p3M3v7alc75ZRcGjaVx5rfxfjz2z8IJpDUX47vNfxaPdvfIiIXLYVg+OfVVuUlGbkbXFHhcSirYNWanGnicWjnUJxxpAVup/UQ51DSRJQ3c/gazUoGgdyGorkuSm1PtQXjInhEDVq1BC7RRSVRSy/23+EwdhD2MXj6yaWAin9GBQ1I24w/8nitIGkguQFrYthEB21yKrLeQS/wbbvNIkVsA2T2Ob51CNvWXrNZ0iOSfHyfgRgnoIRVIYzvWxM3wvWTtNi3cds+Y0siQzkOleIBYCwWxxhuHcIPXuZgzFRdpKETdnqTCqqHHV41XvjrqSLodp8n2eeu+TCCyEmFdMQUWVXfMeAeX3siSBpi4lEEIIHOfWzJQ+KZAW/f9uoad/ih+9eoqLXWMLUSVZlvjc09s5cO86PO6VRfXvBta6F4oiL/tusG1nzU2itwLLcujqLpfmdBkq0YjvlibPXu9SEuA4gtQyvUkrQXVlYM3RY0mSWML3V0CSB4ZmlpTByLJEU8Ot9TsqikxlRQCXoZWtv3dgGvsmz49srliW6biCWNRPReT2lkubpk06W0DTFHzzJS227ZDJFdBUpcyfZnQyTjjguWXPmrVCCJYN1LjdOpE1uKzDVVUmRVWwV5DdWoy5uQxjE/GysVDAvex9sVIoirysIl+hYJEvmOSyBZKJLAffvsBbr55BkiQsy8ZxxPKZ5mV2QzdUqupKpaaqpqBpShkBD4Y9hMKloIHh0hBCrIh0OY7D5ESc+qadaPPCC4sV/SbTGQ71DzE4G8ej68R8XmSkhWflTDZL19Q0hweGUWWZbNHk3ct9vHu5j2111Ywn07x4rouB2TmawiFAQpYlhFOSVc6aJqOJJINzcdoqIrQYd/46va3EQpFlfDcIOciShFfT8WrLLxM0rpZdqJJE1H1rikCrhWNPYxWPcMWZGDRkpRVZKVelUrRNyEo9tnlqflkbq/A+it6JJIXu6j5/GiCrm9DVDZQyBEv7b66gNK6CXIXu+y3MwtsLvS6OE8c2L6xtB6QQ7uC/RVE3Lbv90r91FG0rhvfXycZPc6UXxLGHse0+VMqJRVALM54fIWUmydgp3IoHWzhcSJ4iZ2dJmHMMZnrQZQMHsRBlsxwLTdZoca1jJDtA3s6AVFK+0SQVQzaQpbtT7iJJEopkoLDyxngJaeHhuBi2I24aBb2bKB1uMZ9pEMSTWfoHZugdnGJqJk0ikSOVypHOFigUS6UhhYJFoWiRy5tLok53bj8FM3MZXn7jLB8c7il7UT10fwdPPrKFaNh7W0nFtccmPR8J7h2YZmIqSTyRJZnKk07nyRdMiqZNYb7HJF80SafX1sSuqvKyE/aiaa3I4vV6TdxrheM4jF/j2JzJFvnej4/zk1dPXedbN4ftiCXu744jSGXWdtz8Ptey99ydxFwiu8R1WZYk6mpCt7zuWIUPl6GWEYuJqWSJYApx3Ws9X7CYjZeXQem6QiTixeO5vZOldLbAxb4JwgE3HS2lsjjTtkmk8ng9Bi5DWyBn7x/pYf/OVuqqSkHFK7t/9wIBgrlrjoumKUTDSzNnq0Ek5F21pDWU7qHENVnmiakk/6///cdr7oERgmUJQqFokS9YuNw6brfBZ1/YwzNf2FV2PbgWERLpSnHE/LMPrp4niWuy7osF5gBZWi4wcvMHlyRJ+AMe5mYzS7JtkiQR83l5YkM7luOgKSVPDxkJRZb43LaNpd0Q8NktG1BkmZfOd/GZjjZaoxE8uoYsSfzefXtLgVlFRlBy8gZ4bEM7xwZH+NdPf4aemVnOjk3QEl29guRq8envtrxNEEIgnEns4uGFMVmpQ9E2IC05TAaKvg2reKjkwg2YhXfQvb+OkIKfmMjiJwUltaGVl3FIEkhyBNU4QDH796VBkcexp5kPq69q+y7fr6NobdyI1JSeIhqK1oqqb8UqHi1t1p6a7/sQLA5zNHpaafA0Lxor/1xCotbdgEBQtPOcSpTW51W8HIg9hozEluCOsu/e7onTnYAkS/h8S4mIZTkrNoCKVfhpqAsvEzUVjI0nVp16vxaOIzBNm97BKT78uIf3P7rMyFgc27IXlXKVtnGXSk6XhRCCbK7Im+9e4MXXTi+8OCUJtmys5wtP76CpIXpbnyeOEFimzehEgo+P9/H+R110901RKJiLyr3uzLFxu/VlZRgz2eKKan9dLo2GusiyZVfJVI5UKr+qzMcVUnUtTOvmpUKrhRCCQnGp6MFKoOvaXW9KzmQLSzMIkrSm5vNr4XLpS35PLlckly8SDFxf1cY0bZLpa4w5DW1FXjWrhUBg2w4z8QxHzw4S8rtJZfL0j8yye0sjuqbw1qEu5hIZZuIZMrkif//jIyQzee7f1cam9uq75ApduluvDYQosnzLWU6vZ21BrqJpk8+XvwuE4I4YBNp2qfdNliU2b2vg0AddXL44xpbtjWTSeZKJLA1NFXi8pXdWNOpnciLB9FSKSNS3kH24VZimjW3ZWKaNbTvk80U0XUHXVTRdZd9963j5Rydobq2kujZEKllSlqytL8lZG6q6EN5bfM70smuo9Pf6YICo14PP0JElaaH3bTnUBPzUhgJ85+RZaoN+9jbe3Mj0dmDNxEIIgW05FLKFhTpWRVMw5l8eVw5OMW9SLJhohopjORQLJoiSdKHLY6AsWlbMF+HmswWKBRPhiFJTqFtHvwMPj3Lk503xFqtBNSJrG5ZMZCVJQtV2YsqVCy7cjtWFY/UgKzX8gq/dKkpOlbLavGjMBpGbd81dxQNbcqMaj4J0c0UVSZJAKsncwtH50SJC5BDCmSdIV5e92X5cIQpu1UtnaM8yn3/6IMvSsi//YtEis8KI7H//h08uO27bDi/8+n9a1idjJRBCUDRtunsn+fYPj3LoaO+SBsLlULosSqZZkiTBClPctwrLcjh0tI/v/OhYWfS2tibML31uF1s21t62Z54QAst2GBmd48XXz/D6O+dXfJyvGIpd2ZdrI9krhc+jL+vBkEjkVtSj0bmlgb/5T7+17Gf/9e8/4O++c3hZYYHlIITAESxLLO4U1krUdF1ZU+T4VpDNFpacE4kSubtVuAwVeRmidDPVNdt2KF6zjKapq3LtXg3SmQJ9wzNs66ilvSlGIpUjkcqTzZuMXR4jFvaxf0cLP3rrDNl8SUr5wT3ttDXGVtxvdlsw7yK+GLIsoem3RmxKjtir3BUhME1rzSR6tRDz2QdJkrj3gfWomsyrPznJf/73b+ByaTzy5FZq6q5G6Lfvbmbvve38P/75P+Dx6Hz51+7n/oc3oigy/oB7IcMjyxIut45hlK4tw6Xh9upI85+rqoLHa6CqpWP8yo9O8MG7F5kYjWNaNr2XJ2hui/En//JZNE3l8c/uwLId/uzfvkgymaW+sYIvfPkeaud7YFbznN/duHJ5XZ+h80BbMw+0Na/4O7cDa7ojhRAUckXOfNjFi//lHfrPDyMcQWNHLZ/5yr3sfWI7bl8psvHRSyd47W8PsvPhzUyNzHL8rXMUcgVi9VE+//uPseexrehXHlYCxvom+e6/f40zH1wkk8wRqQ6x/9mdPPlrBwjFAneMXAh7Fruw2BZdQVaaUNSl0p1QKoeSlBqwLnCldMoqvI2q7wLpp+9A/OmHhET5BFbgUFLiWvkDU1E3IckRpBVGXiRJA+maulRRpOR5cXc0ogu2SdLMI0syAc2FJv/0m3avQJGlZeuZ8wWTRGJthOB2QIhSDfYrb57lWz84yvhkcskyiiJj6CqapqCqMooso6ilyJ7L0HAbGi6XRiZb4OLl8RWRkrXCth3OXhzhOz88yuT0VVOrUNDD88/sYO/OltsmKytEKYr48fE+/vZbh7h4eXzJMrI8bxKmKaiqgiJLpbpml1YqM9A1XG4VWZY5eWZoTRPyQMCNy1j6ypmaSf1U+nMce6malSSVJqu3u1He7dJW5UGxGHfatXk5FIrWsupb14oarAXX67Wx5nttrvdrl6tpV5WlQgu3C5btkC+aZAsmuYJJoWiTL5TKJm2nVLZl2w6yJBHyu3niwEZeef88M/EM+zpb7hjhWQ7XKkJJEsv6HawGinKjDP/1YVlOWdM/lJ4vhr48obwVeNz6wvlXVYV7D3Rw74Hry7criszv/OFj/M4fPlY23tBUwb/7T19f+HesMsBXvn7/wr+fe6E8MNixqZaOTbUL//7sC7v57Au7r7+fHp0vfvVevvjVpQqTP4tY05VvWzbnDl3mP/2Lv6O6OcYv/9OnkWWZY2+e5Rv/54tkUnke++p9aPMP0tnxOD/4v19n6/0dvPBHTyBswWt/d5D/37/6BnXtVTRtqEOSIDGb4k//8K/IJLM885sPE64KculYL6//3UHmJhL81v/ySxi3uZYSrjSeTmEWrzqUSnJlqQzqWrnNhc99qNoW7OJRhIgDYBbew/D9HojV6Y3/fEEghAmigBAFwAJhI7ApETQxv0wOx5m+8apWgJKs7GrS9zJI5bdFidDcvYnPqdlh/vT8m1S4fPzxxkdoDyxv5PjTgKLIpaY+RSozScvmiszMZW5YI30nUSiY/PiVU3z7h8eYXuQUDKUIaTDgoak+wvYt9TQ3xmioDxMOevB5XUvqkE+cHuTf/tnLd4xYOI7D4PAsP3zpJOe7xhbG3S6NJx7ZzMMHOtasnrIcLMvm42N9/MXfvM/AUHmTp6YpBP1u6mpCbNlQS1trJQ11ESoiPgJ+15LJRTyZ5U/+1TfWRCxCQQ9ej8F8UmgBY+OJ0qTybl87y2zL49bZtb2JHdsab+umVFWmtenTY6JaisQuPT6FonXLTcpF016WSGqacsMsbqkR/Rq1LXvpJPZ2QJFlaquC1FUFyRVMTl0cQTiCvuFpipbF5vYazl0eY2BkDpBIZwpc6ptEkWXcxl0WWpBKxoWLIUTp2NwKnCvpgDXsz7WIVfg5sG/dbenRWQy/z0VL41Kn6l/gp4s1EYvkTJo3/u4DAlEff/DvvkbdvOb35n3r+Nv/7YccfuUkm/a207yplLKxTJuOXS185Z89S8P6GgACUR//4V/8HT0nB6hrq0LTVT78yQn6zg7xP3/zj9lyb0mJadv9HUiSxPG3z9F1oo+t963MTGx1KJVBCXt4YUSS/YCEVTxz/a/JPpA8ME8sHKsb2+xGNWL8ohyqHEKYCCeOcOZw7F5sswfH7sOxJxBOAiGS807cBYQoLsoS3BpkuWIJUfgF1g5JkvC4dapiQUbH4wvjuZzJ1EwK07RvzShvDe8xxxEcOz3A6+9eWEIqQkEP993Txuee7KSttfKn6gMBpSDG7FyGV98+x7sfdi2M65rCvXvaePLRzUTDt0/hRghB/+A0P3nt9BJSUXKYbuSzT2xj++b6ZVVXbic0VSEW9eMytDLSNj6VIJMpLisneadQqkuWMAy1rARH0xQ62qt5/tmdd21fPonwuHSUaybxQpTu89DqzYXLUCxYZUEJKJ0Pt3FjMl2KepdH4YumXWr+v80I+t3s3LS0Hn3/zquqhK0NpQntlVLBTetqkOb3824HVzye8mPnOOKWDT0LRZPVJhIlSUJVSxnhxYTP5zHYv7eNXdubbvDtn184wiZnz+EIC48SQZE/3Z4sa5oB5DIFuk8Nsune9gVSAVDdHGP9zmZe/duDDHePLxALgI1724nVXdXQrWmJoRsac5OJBTfWY2+eRdVVhONw7qPLAJhFE0VVSMezjPRM3BFiIZwEduGDsjHH6iKX+FerXpdZeGO+HOoXk1kAIRyEM4NtnsPMv45ZeBdhj3DVrO4OQ3JTUqP6BW4XDF2lrbmijFgIIZiZzTA2kbhlScrVIpXO8eHhHnqv0XL3eQ2+/IU9fPaJbfh8K89aCcSqX6grWq8QZLNF3v/oMj98+eRCDbuiyGzsqOHZJ7bd9qh2Pm9y+vwwR070l427XRqfeWAjv/z8HmqrQytf4Qo9K66HhrowPq9RRiwsy+Fyzzg1VYGFmuW7AUmSCAe9jE9elTA1TYd09u71XXxSEQ55UK71ckGQSOaoqbo1j510toBll5fu+LwGhnHjPkpNU+abx6+er2LBIpsr4jjilhSQ1oJrt/fTClpIgM9dLqhhO86aXLMXI5strtiMcjFcRslgdLFrezZXLDNb/AXKUbBTnI//kLQ5yY7o1wjp12+yzllzaLIbRVq7fO+dxppLoTLJLIFraq1VTcHtdWGbNtlr5Mb8Ie/VXgpAUUuNQYtZ7exYnGwqx3/4F3+3ZJt1bVUYnpXLYq4UJTWoWaxFZVC3Aiv/LsL334Fwf2JP+t2CEA6OPUAx+02K2e8inMW13TKS5EeSffOTf33eA0SZ14QrKTI59sCt7YSk8+lsk/7kwjBUOtbV8P6h7rLx6ZkUfQPTt0Ys1nCqevun6R+cXjLhPXDvOj7z4MZVkQqgJEpxB16Cpmlz4swg3/zB0QUVF0mC+toQzz6+jc4tt1+xY3o2zZnzI0sarjdvqOWJRzevjlRwNWq9VrQ0VRDwu5maKc8sHT89yP697XeVWCiyRHVVoIxYFIsWM3MZbNu560pMnyRUxQJo15wL4QiGR+fYsK56zesVAqamU0tUg6orAzclBoahEQ6VZ7UKRYu5eJZcvoj3DswPPhWQJCKR8r5Ay7KZS2SxLHvN91Qylb+pt8hy8HoMggF3GbFIpnKkM4W7TgALtsVwJs5sIYvlOOiKSq0nQJXbjyxJiPllzs2NEzE8tPhLwe/ZQpapXJoWfwRduTpNTpsFpvJpQrqbsHH7MqyKpBLQatFkN6p0/WyFI2wuJH5Mg/ceokb76oRs7iLWRCwkSULVVYpLtLodLNOeV00q/8GKJi/buLP4EtPdOsGon//u331tofv+CjRdpaL2TujvFrDNS2VqULeCUplPF6oRYTVNxj+LEPYohfR/oZj7LogrEwmtpLaltqKoHShqM5JcjSQHkSQfyG4kdAQWZvY75FP/+0/1N6wUpmMzlU8xlU+TMvNYwkGVZAK6izpPmKix1KjIdGym82lGsnFydhFNVqhyBSg41rJqHIu3kTbzmPPb8Gsu6j0hoq7baxJ1PRiGxqaOGgxdLZuAT82kudQ9zv69bWsvh1pDMHx4bI6Ja/wIdF3lvnval0xEbgbHEeTno6C3E5bt0N03yTe+d6TM5CsS9vLEI1u4f9+6OzKRjSdySzI5qiqzdVMdrc2ry46UFF9sUum1Gb1BiVhURH30XUMEj54cIJnOYxjqXQvIKKpMa1MFJ89cffabls30dIpEMkvkNpakfdpQXRXE5zXKpPwdR9A3eGt9b4ViqWTyWuLe0lRx0+vf49apXiZbMjmdYnom/XNLLCSgpbGCt7m0MCZEyal8di5LZWz1YjJCCMYnE2vqXwkF3VRW+BkcvupanckWmZpKki+YazZ7XAuOT4/w0tB5pvMZLMdGkxWerN/A042bSsRCCPpTs/yPR15kZ0UD/3rXkyiyzNnZMX4wcJZ/uvVB6r2hhfX1pmb4yeB5Hqxu477qltu2n7rioyP41E2Xy1mz9KbeIay3EjFa+aTOMdf09jfcOrUtlYz3T5FOZPHN18am5jJMDE7jD3uJ1qyeBLRta6D3zCChWID6a6Iia0nJrQTCSWMW3ls0oiArjSja5hWvwzaP49jjXGk+Nguvohp7+KSe9LsBIYqY+Tcw868uIhUGqnEfuudLaMaBhT6WZb/vZD5V5WS9qSm+M3Cck7PDxIsleVoHQVj38EjNBr7YtJMq99XiZNOxuZSY4PuDJzg83UfetvCrLtYFKqn1BCnYS2Uz+1LTfGfgOCdmh8q2EdI9PFS9ni8176bafYsF0CuAqsjUVAVpa4lx/tLV5uNsrsil7gkGhmdY11p1gzXcXqTTBTLX6LhXVpTceFcbrSsULaZmUkvUgm4FjiOYmEzw3R8f58yFkYVxn9fggXvX8/jDm+7Yy7ZQMIknyrPHwYCbqljJ/Xg1uDLZuJWm9oDfTUd7FecvjZURlLGJBEdO9PPko5tR7hKxUBWFTR21fO8nJ8rG5xJZuvum2PtzTCw8bp2WphgDQzMLikO2Izh/cfSWouBDw7PMzi01Ctu0vuampUQ+r0FjXQRpfkK4eJ1DI3M01kd+LqsEJEmirWVpkCCbKzAwNL0mYpFKF5iaSa9JWjoa8VFfG+boyfJqg96BaWZm03gWlcTfaXy//zQVLi+/3bGPoOFiPJvErWgLqmRFx+LU7Agt/ggzhQzjuSR13hBeVcejaszkM2XEImUW0GXluibPq0XeTjJT6CZvxQHwqBVEjFYMpfzZkzLHSRZHmcidJWvNMp47jSVyyJREFlr8DyBLCrYwmc5foujkaPBeVbKyhUmiOEzOjhM1WnEpt1bOeDOsaebmC3m456ntvPLf3uetb37E1vs6kGSJC4e7uXi0l45drTR21KxoXYsfL/c9t4tDL53kO3/2Ck/86gECER+2bZOafxCt39mCvsqX4Q23PV8GZRcPLYxJchDd80Vc/j9a8Xpyif+ZQvYbIErul1bhHRD/FMGd9t745MKxx7CKR8rKnxR9Gy7/H6JoO8o8Ia6zBoRYe2T0bmMqn2Yil2R9oIp6T4iA7mY6n+Kd8S7+uvsjPKrOb7TvX1h+PJfg7/s+5v2Jy+yMNrItXI8sSVxMjPPhZA9juTi1nvKbf7qQZjKfZH2gkjpPmKDuZraQLtvGb6+7/9pduyMI+F3cd087F7rGy17yvQNTHD7WR31NeG3NwGu4XQpFc0kDp89rrEkyNJ7Icql7YvU7cR0IIUil87z0+hnePng1omjoKju3lRqnY9E7J09t2Q75Qjnpcrv0NfkRWJazZLKwFuzd2cLBw91LMh8/evkke3c2UxG5O6p6qiqzYV014ZCnzNNjajrFiTND7NjaeNtlZz9N2N3ZxKGjPQvEQghBT/8UQ6Nza1LiEUJw9sIoM9cILHg9Ops21N6UrLhdGo11EcIhD7NzV52mR8bmuNQ9TueW+lWXPf4sQJKgubECt6tcFCGRzHHu0ii7dzSv+n7q6hknu8Zeo3DQQ3NjBV6PXhbwOXdplKGROWqrQ3etzNCYL2MqOCZeNUBHsLLMNy1vWXw0McBn6jroTk5xaHKAF1pCeDQdr6ozk88ylk0ymJ6jwRciVSygKyo+9fZkx4p2mtHsSSZz54kXB4kabeyJ/fYSYhEvDDCYOcxE/jxFJ8NI9jizhR5K/ksyzb77QFIwnSxn5r5DojhcRixMJ0dv6h3GsifZG/tdXO5PILFw+1zc9+xOxvqmeO97H3Puo8tIkkR8OklNSyUPPr+XcOXqd7xjZwuf/73P8N4PjvLN/8+L+MNehBDkMgVqWypp3dJwW4kFFLGtCziL1KBkubrUfL0KqMZ9FHMvIeaJhWP1Y5sXUPR9t3FfP11w7KGy4wqgGY+jqB0rIBUgsBDW2E2X+6RgV7SRaneAek8YQymVc1iOQ0ewin9x9Hu8M961QCxMx+Z8fIz3xi+zPVLPH214hLZAKeI0lo3zHy+9y+Xk5JJt7Ig0UOkKUOcJ4lJKpNURgo3BGv7JkW/z1tilu0YsPG6dHdsaqasJMTw6tzA+F8/y4cc9rG+rZtf2xrvyAlGUkieFtUgS2LYdxCqbjC3LZnhkllNnb09ZpBAC07J554NL/OClkwvRP0WRaW+t5HNPddLWcmelhGW5pNJSKF7NgNmOs+oGbCEEc4ks733UdfOFb4J1bVVsWFfD6Fi8zI334uVxXnztDF99Ye+tKYutEJIkEQx42Le7lZffOLswns4UOH1uiK6eCTZvqL3BGn62sXNbI5UVflLp/II8cC5f5LW3zvHbv3pg1ff29GyaU+eGlmTQtm6qp7oyeNPae0mSqKoMsGVDLe/Ni7tASRnq6Il+tm6qY9f2pp+73hhJkoiGvWzsqOH4qcGF8Uy2yPlLY0zPplcVvLBthyPH+0mt0TxSVRVam2O0tVRy+tzVOcD4RIIjJ/pob62ksuLueH0907iJl4Yu8L3+MzT7InSEKtkcqkKTFQQwmk0ymk1wX1UzmixzcKKP55q2zGcsdCbzaaxZh+/3n+HZxk1krSKGrOC7TRkLv1bN9vAvk/CNcGbu2xTt9LLLVbg6COj1BNK1nDAn2Bh8lhrPdmRJBaT5P1eKOx+0WdMdKEkSFfURfvmfPsOTX3+Q2rZKqltiPPjCXr70J0/Rsetq7Vl9ezWPffU+GteXP6D9YR+Pf+0AG3a1zjdySyiqwtO/8RC/8j88x6Z97YQrA1Q2ROl8YCP7P7sT4zaXCwiRw8y/s2hEQVLrkbVNq1qPou1AViq5esJEqQRoLQXjPyMQThohFt8kGrLaUOqjuNl3hUA4GWzz9J3bwdsMt6rTHqjEpV7NUimSxO5oM4asMlvIzOuCQ8rMcyk5gUCwPVxPq/9q9K/GE6Iz0kDUWHqcStuI4Vav6qRLwJ6Kpdu405BlmbqaEI8c2LCkhKGrZ4Ifv3KSS90Tt6ylvhJ4PcaS7Mj0bJrMMu7B14MQgqnpFG+9f6msB+JWIITgxOlB/uF7Hy/4PkgS1FYF+dxT22+7V8Jy0DUV/zVR3FQqTzyRXVWZQ9G0efmNs/QN3Lq3jMvQ+MyDG6mqDC55xX3/xRO89f7F21qKdiN43BoP379hiZt8b/80L75+hrHx23MtfBoRq/Bz/751ZSSvWLR554Muzl4cucE3l6JQsDh4qJsLXWOY1lWSq+sKn3lw44p9W2IVfnZub8J7jZ9VV+8Er719noGhmTU1HH/aoWoKD99frphp2w59A9N8cLgby1qZIz1A38A0J84M3ZpIQ2OUzi0NZedVCHjvw8t8+HH3XXO8v6eyiV9p30mdJ8iF+AR/332cd8d6cITAcmwOjvcyV8jx48HzHJse5nJiisH0HB5Vx6cZ9KdnyVlFgrqLtFVkPJcqZSy025OxkCQZXfHiUSLo8tI+zCtwqyGCeh0eLYosKXjUKEG9npDeQEivX7EBcAl3fo6w5rCQLMtEa0J85iv7b7hc27ZG2pZ5gYYrA3z5nz1TNnalKXzHQ5vY8dDqJverRWnyGscqXnXbliQ/irYZWV5df4isVKBoW7GtLhClaIxZeAeX+BdLXZx/bnDtlKHUBigQSDdlzEXs4iFsq/smy32yMJ5N0JOeYjKXImMVMR2blJUv/WpR+u0gkbNNxnNJApqLGk9wSZq6wvAR1JdP6Y/nEvSkppnMp8iYBUzHJmuX0s3Oom3cDQR8Lu67p40TZwY5c/7qRMM0bY6c7AcJnn18G1s21q28sXINz7yKqI9wyEN8kfN3PJHj/KUx2loql0ysr4XjCKZnUrz4+pnbEpGHK/4RM/zNNw+VTU5DAQ9PfmYLB+5df1ciqz6vQU11qMyJPJMtcLl3kqnp1LLNsNciXzB5870L/ODFEzdddqXYsrGO+/a2MT1TIoBXEE9k+etvfEQmW+TAvnYqY3e2Z0hVFTraq3jovg5+9MrJhch8Nlfk0JEevB6dpx/bSmN9BGWVTujpTIGevkmSqTwH5n2ZPm14/JHNHDray6Xu8YVjMzWd4h++ewRD1+hor7ppmU2haHHkRD+vvX2uzGUeYOe2JrZvrl9xyZnHrbNtUx3bNzfw4ZGehXHLcvjoSA+apvDs49tob61cldO545RKFlOpPLU1obsuXXurUBWZHVsbqa8Nl2WQZ+YyvPnuRRrro2zfUn/Ta3h8MsEPXz7J0MjsLfW1Bvxu9u5s5syFYU6cvpoBnp5N88OXTyFJEg/cu45Q0LOqMi3LspmZzTAwPEPA776pQpkEdAQr6QhWMpFL8beXj/EPPSc4UN2KJRzeHethZ0U9M/kMElDl9nN4apDPN23BpxkcHO+l3hNkT6yBvG3RnZxmb6wRt3I7K2fuNu5CmemdWKntOPSNzqKpMk3Vd69RZ3WwsM2zCHt0YURSYqj6nht85/pQjQOY+VdLJm+AYw1iW+dQ9b23ZW8/bZBk/3xz9hUUcax+hEghSdefzAhhYxePUEj/JfDp0JMXQvDBZA+vj56nJzWNS9FwK1qpPMexsUR5BM0RDgXbRJWVhRrQxTAUFU2+RupRCD6a6uW10fN0p6ZwySouRUeVZWzhYImVR6RuF2RZprE+ymef2M7UdKps8prLmXx0pJep6TR7dzazeUMdTQ0RImEv2nyGUghB0bRJpXJMTqcYn0isSea1qT5KXXWoLJouhOC1t89TXRlk/962ZXsKhBAUixbnu8Z45+Al3v2g67ZF0pKpPH//ncNlzdr6vPnatk31zMUzzMUzN1jDzVFZEUBV5Ru+mCNhLx3tVZw4fbVEQgg4fmqQpvooTzy6mUho+eCH45TM9T74uJsXXzvD3CLidqswdJVnHt9G/9AMR473l0WxR8fj/M23PqK7b5LOLQ20t1RSVRnA69EXrhvbFmRzBWbmMkxOJekbWCo3vFL4fS6efmwLvQNTZQR5Zi7Dq2+dY3Iqyb7drWxYX0N1ZRCXoS1RbXMcQSZbYC6RZXwiwchYnMHhGXr6pjAM7VNLLOqqQ3zpc7v5s794a4G4m5bN8VOlXpvHHtrEjq0NhEPeJcfEsmwmppIcOTHAq2+do6tnsuwc1VQH+fzTnYRCq5tc1tWGefSBDQyOzJZNotOZAm8fvMjUdIp9u1vZuL6GxvoIXo+xhCgIIcjmigveOyNjc/QPTuP1GPzW1+5HltfeWyNE6bcXixYF02JmNr3k2rRsh0Qqz8xsGk1T0XUFTVXWHGyQJInKCj/PPbWdP/+r9xaykbbtcKlnnL//zmGSqTw7tjYsyc5Bye+mq2eCt96/wHsfdt0WVbx1rVU8+sBGJqdSjIzFF8Z7+6f45veP0D84w54dTbQ2VxKL+pBluewaKt3nDslUnunZNKPjcYZH5xgYmmF0PMH+vW03JBamYzOUieNXDQK6C7eiEdANSpIn0JeaZaaQ5U/v/Rxhw0PGLPLS0HmOTg3x+aat+FSdsWySomPzUGU7b4x0MZSJ80B126qDDJ8EiLtYQXNHiEUilePI+UGqov5PLrEQBaz8W1wNkcrISi2KtmVNq1P1PUhyFOFMz6/Txsy99nNLLGSlDlmpw+bYwpiZfxlFXYdkHECSl8qAOvYkZuEtzOx3sK0zlCr1Pvlp7cHMLP+t5xDnE2O80LiD7ZF6IoYXQ1bJ2kUOTfWVLS9LMoaiYTk2BXvpRNp0bKxr0vlDmTn+pucwZ+IjfKGhk85oAxHDi0tWKTo2h6Z67+hvvB48bp09O5sZn0zwvZ+cKMsamKbNha4xBodnOHS0l7qaMOGQB4+7NEEsFi0KRYt0Js/MbIbp2fSaFIeqK4Ns6qjl7IUR4ou00/sGp/nG9z+mb3CajvZqYhV+XIaKadpkckXGJ+L0Dcxw7uIIl7onKBQtNFWhsT6C261z9sLqyj0W4/CxXt4/dLlsTAiYmknxnR8du863Vod//FsPUXWTiH7A72LLhjqqK7vK/BomppL85LXTTE6n2LKhlurqIF63juMIcvmSJOjg8CwXusY4fW6YdKaAJJX8DdpaKvng8K1nE+trw3zp87uZi2e51D1eNvmai2d55c2znDg9SFNDlFjUh8/nQtMUbMshXzDJ5U3iiSwzs2nGJhJrUrCBUs9Lc2MFX/rcbnK5It19V+V5E8kc7x/q5lL3BC1NFVRXBgkHPbjdGopSchcumhaZTIFkKk8ilWNqOsXEVHL+XpDY2LF234dPAu7f187w6Bx/993DC27OhaLFx8f7GB6d4+jGWhrro8QqfLhcOghBOlNgYipJb/80F7rGmJxOlUXAg0E3n396B1s31aFrq5uGuAyNndubGJtM8oMXjzM9e5Wg53ImR0700zswRVN9lNrqEJGwF49HxzBUHLskmZzO5Ekkc8QTOSank0xOp5iLZ+nc0sBKA/XFosWJM4OMjScomBbFgjX/p41pWZimTdG0yWaLSybq6XSet9+/yOXeCTRVQdcUNE1B01QMXUHXVHRdxdBVdnU2UVO1NLN9LXRd5YF713H0xAAfH7/6zikULE6cGWJ6Ns2J0/U0NURLAR5NwTRt4oksI2NxLl4e53LvBLmciaLI7NnRzKlzay+Jcrk09u9pY3Y2w49ePcX0Iu+akbE4P371FGfOD9NQF6GqMoDf58Lt0hCAWbQpFE1S8/dUPJFlYirF1EyKbLaI262za/uNS0lNx+ad0W6GMnFkSUKWJBKFPF9s6USRJN4d62FjqJJKdykA6tcN2gIVvDnaTX9qBreq4VV13KpGjSeALitoknLbyqDWjhtdBxISMoJSkPZKP6sjTCznyrvxE1gKZVo2F/onOHJ+kGQ2j89t0Lmujl0b6nGE4GL/JG8cucTp7jFCfjdne8Zorolw79ZmYiEfY9NJDp8bYHBiDiEETdVhHtvbgcelY9kO//G7B/nak7uJBr3kCianLo+QzBR4/J7b57hdKoNKYRYPLoyVyqC2IsuhNa2zVA61DcfqoxRpd0rlUM4/Q5KvjRAIhHBAFBDkS+pH8/+V/p6dl6+9ipLK0jFkuQpkFxIuJMkAyY0kGUiS6ybyrAIh7NI2RR7B0m0KZ67sG449iFU8PO8x4QJcSPL8nwvbXD6yIyvVqNoOrMJHCKf0orbNc+TT/x7VPIaitiPJodLLRqRx7BFs6xJW8STCHgQ5jOZ6AjP7QyC37DY+KbiQGKc7NUlHoIpfbtlNjTu4EFntTU9TdMrJg0fRqHYFSJp5xnKJJeVh0/k0STNHDVczOxeT41xOTbLeX8mXWnZR7wkvbGMoO7csQblbCAc9PPHIZkzT5qXXzzAzVx6Jz2RLMrSXuieQpJLMJ/PmmLdDRtowVPbvbeNS9zgfHunBNK9Gvy91TzA0MkdNVZBg0IOuKViWTb5gMTuXZno2TXG+sVlVZTasr+aXntvF6HiccxdHVjzJuBa9/dMLajpXYFo2Pf1T9FzjK7FWfP3L+xEVLOt5cgWqqrBhfTUP39/B9188Qb5wdZIwPDrH9EyKIyf6iYS9uAwVxxEUTYt4ojRBXjwhqooF+PWv3kck5OHDj7vXfGwWY9umen79K/v56298yMXL5eTCcQRjE4mFnhdFllAUGdsRayYR14PL0Njd2YRp2nz7R8e40HVVOMK2nYX9kGUJQ1cxDA1ZlrBtZ+F6Wm6ffhZEAQ1D47mntpMvmHz3J8cXyIVtOwyNzDIyOofXWzJFM3QVQanJO5nMLZGBhpKr9+ee6uSxBzeu2XsiHPLy+EObsCybl944w+RUeYnVzGyGmdkMx08PYuilSbqmKQghsCybXN5ck0fDYuQLJq+/c4HjpwexLBvTtDEtG8u0bzp1yxcsLnSNlV1nUCK5miqjqvNEQ1WIhL0rcjuXJImKiL9E1hMZLvdcFQCxLJu+gWmGRmYJ+N0EfC5UVca0HNKZAslkbiFrKElwYF87Lzy3i8HhWXK5+GoPzQKiER9PPLoFAbz0+pkyvyHTtLncO8nl3klURcZwaQvla1eOZ75grvk5o8kK2yK1hA0PBdtEl1VqPAE6o7WossKuinoOLPKiUCSZdcEYX1+3m+C8Ad4fbL6fFn8ERZLZV9lMjSfI+uDq/H9uJ1TJQELCdHKld+c1zxcJGUMJ4AiTjDWDTyuJg+SsOeaKAwtL3fH9XO0XhBBYtkPA56Iq4md4Ms4rhy5QEfbRWBUi5HdTFQ3gHZmlNhZkY3MVFSEvrvkLxrRtVEWmpTaKZdm8/nEXkaCX/VtbsGyHHx88x+ce3Eo06KVo2lwamGRiNn1biQXYWOYJxKLJuyRHUI17WftBl9BcD2LlX0WIUjmFYw9jm6dRjXvKlnScOGb+NazCeyBMhDABs/R3TBBFHHuw7Du2eYJCehxwlxyqJQ3Q5t2qNWSlAlfgf0K6jmujY09QzL2EXTwKWAhRvGabJrbVX/Ydq3AIxxoAjKXblDQUtR3D9wfLblOSDFTXo2jmRYr5H4PIAja2eRLbuowsR0HyAKJEdpw5hEjMfzeE4f1dVOMAdvEkjnVxdafiLuPKc0+TFYx5tSYhBCkzz7f7jy0phfJpLjqC1UjAydkhelJTtPtLD4DRbJzjs0NM5dN0LHqXXHm4asrVbQBk7SLf6lu6jbsJSZKoigV47qlOgkE3L79xlt7+qWVfCEJQVvZyMyiKjNt1c9GGxvoIn3u6s6Toc364jFxkc8WbTuZ1TaFzSwO//IU9bN1cz5ETfYRD3jJZy9Xgbqadb4Zo2MvjD29iLpHh3Q+6yrJC+YLF0MgsQyOzN1gDNDdE+bUv38t997QzF89QXRW8LY3NVyKjLpfGD18+yXsfdl13wmc7AttZ+bXjdunLmrJeDx6Pwb172/B6DV5+8ywfH+tbEmm+ktFZaWZNkli1X8gnEaGghxee24XP5+KHL50smyA685LKKzFObG2q4JnHt/HQfR3z5VNre99KElTG/Dz7xDYiYS+vvHGWrt6JZa+dwnxm9HbDcQRz8cwS+dxbgW07JYK6SC1tcTDgZtA0ha2b6vj6L+/nG98/siTralkOs3OZ6z7XVFXmwL3r+eXP76atJUZtdZCJyQT2GssMoeSq/uzjW4mGvbz0xhku90wueQdYtoOVKZBZYSmqqshoN8l0abLC7lgDu2MNAPSlh8k7Bfqzw5iOScSt45DnfKIHS9gYsoaDQ4UHTNI0e+qo8ZQywrOFBEUSVPtk5qxJEonpBeduy7FQ5av7YjomuqwjcAAJ0zExZL1UgiVAk1XW+ZtKpV6iiOlkyVhTFJ00psiRtaZxKyE0yY0qu8oaswNaHbrspS/1Hobix6X4sZwCtZ4dSJKMIulUuTbRm3qHM3PfpsG7D8vJMZo9Qbw4iF+t4hOZsVAVhfWNMdY3xHC7NM71jvOdt08xPDFHS02E+soQO9bXMTQRZ1tbDY/tLScElWEfD+xow+PSsB3BmZ4xuganuGdT0237UTeHjZV/ncVlUJJSg6ptu6W1qvq+UhTenn/hiiJm4Y0lxAInh108gZn70YrXLZxZbOf6L39JrsYV+JfA8pMw4SSxix9j5l9cxTansJ3rT8gcbSeG7/eu+7msNGL4fgMkDTP/EuLK/osMjr38g01RN2B4fxPV9QRgoWgbPvHEYmOwmgrDx7n4KP+56yDtgRhZq8i5+ChDmTkavOViAJqssClUw4PV63l3/DJ/eu5NtobrAOhKTjCZSxHQy7NcG4JVVLp8nI+P8V+6DrIuUEXeNjkfH2UgM0ejN3LXFKGWgyRJxKI+nnh4M011UT74uIdDR3uZmEqsOuKk6yqN9RE2d9SwZVM9WzfW3fQ7iiKzZWMdv/Er9/HKG2f54HD3inoCJAkqIn4efXADjxzYQFtzDFVVqIj4aW6IrplYfJJQ6oWJ8OUv7CUW9fPW+xcZHY+v6Ly4XRr33dPOU5/ZMt9kq+J262zuqL1tikmKIrN9cz3hkIetG+p4470LXOgaW3XPhCyXZDfXtVaxeWMt27c0EA6uznnd49bZub2R6soA2zbV88HhkpLRamvOdU2hrTnGrs5m9uxoXtV3P4m4Imn63JPbaWqI8Pb7lzh8rJdUemUTwViFj327Wrl/3zo2b6gtuXrfYjqn9Mzx8+gDG2luqODj4318eKSHoeHZVQUvADRVoa0lxv572j71crUuQ2PvzmZ8XoM33r3AwcOXl0j8LocrKn8PH9hAY30EbV429sz5EexbJGYVUT+PPLCB5sYoh4728cHH3QyNzK4qayRJEqGAm43ra9i5vYm9O5tXtQ8zxThVrgoMWeNsohtD1mjzNWIJi0upfvyql0ZvDRkrR8IsJ4tZO4ctHCqMMGO5KeJmnFp3jKDmpz8zQr5YoMlbi1tx0ZXqRwhBm68BRVI4l+zGo7ho8dZTcEwmCzMAmE6WgcyHdCffwHRyJM1RbFHk6PRfYSh+qt1bWRd4DL92tZTSr9WwKfQc3ak3OTH7t8goeJQINZ5OJECRNGo8nawLPMZo9iQT+QtokouI0UqD9x4SxUE+kRmLK43ZH5zuI50tkMjkmElkKJgru5HjqTwHT/UyNDGHIwSXh6cIeF3XifDd/rifEAIhrnHblryoWieSfGumIbJcgaJ34uRGAAuwMAvv4XL+6TLlUD/7kCQFWd2A4fvHqPq9WMUPsczTCHsE4aQAu1TKJVegqC2o+h5U4z4UdSOS7EE4KRR1EyY/+Gn/lBuizhPid9cf4Nv9x3hnvIt3xrvwajpt/hi/23GAl4fPcXauPHJU7Q7wK6334FUNPpzs4UJ8DL/mYnO4luebdvDKyLkl2/jtdffzrf5jvDfRzXsT3XhUjRZfBf+o435eHTnPkelbNy+7FUiSRMDvZuf2Rpobo9y/r53LvRNcujzO0MgcM7NpMtkituOgztcVuwyNUNBNNOIjFvXTWB+hoS6yMBYJeVesGGPoKpvW11AR8bFvdytnzo9wqWec0bE4qUyeQt5CliXcbp1o2Et9bZj166rZ3FFLc2OUaPhqBLWxLsI/+vUHmZkrvWD8XheN9SvvF3vq0S1s39xwRzMX1VWBFZfaqKpCU0OU55/dyfYtDZy7OMqFrjGGRmaJJ3Pk5yPwLkMlGPRQUxmkvbWSLRtraW2KUVsdWtiWz2PwK7+0j0ce2ACAoWs01K1OSe9aSJJEY12EyqifTRtq6R+c5vylUXoHppmcSpJI5jFNCyQJXVcw9JKMbiTkpSLqo6YqRGN9hFiFn0jIQzTiW7ZpdyXQNbXU11Hhp3NLPQNDs3T1TNAzMMX4RIK5eJZcvojjCDRVwTBUfF4XsaiPyliApoYILY0VVET9VMUChIIre/YHAm5eeHYX9+8rb/RubqjAWGPWoyoW4De+eh+ff2bHwpimKjSswf1YkiR8XoN9u9toaajg4fs3cO7SKF09E4yMzRFPZCkULGRp/h6LlO6xDe3VrG+voqkhSjTiQ1uja/f14PMabN1UR0N9mP172+gbnOZyzwQDQzNMTqdIzF/ftu2gaqXnjt/nIhL2UVnhp6khQnNjBbXVQSpjgRUTHq/H4Dd/5X6e/+zO2/p7rsX6tqpVf8cwNLZuqqOmOjj/LBzmYnfpWZhI5rFsG11XCQc9NNRF2Lyhls0bamlviREMuJHnm5Ofe3I7u7Y3YTsOEqwoe3w9eD0GWzbWUVdbOk+9/VNc6r5ynpIkkjkKRQtJKt2DLpdGKOihMuqnpipIc1MFDbVhKqKld4XHs/p9ieoh3IqBJqtIkkzMFaHoFFHSCqqsEjMi6FKKnLU0++ZR3MSMCEkzTcJME1B9VBoRJvIzFOwiIS1AUPPRnxmhYBeJGmE0WUFJKcjz28pZeWYKpZJzRdaJuTrQl+k3BXArUQy53O9DlXXaA49S4eqg4KRACDTZs1BKLUkSHjXKtvCXaPLdh+UUUGQdv1pSb8tas4T0hlUft9ViVcRCCMF0PM1//tEhHuxs475tLQxNzPHeyR5WEv6ybYdvvH4cVZHZv60Fr0tnOp5ZePhLlKJrzhVFA0eQXqP74xVcmplmLJ2iMRikKRCat3L3kdL/DeemJnikuRUJDUmp51oml7NMbEfg03VmclkUSSLkKn9JjKaSRNxuXKoGkozL90/QPV8BSiZUPYk07Y7MUGKWtnDpYW4RYrD4BZLmTnZUr8yh/HqYyWWJuj1I6MD161VlpR6X/4/Rvb9yS9tbDEnyc70MydVlFBS1AVmpRDV24ziz4GRL5VcIQEGSXEiSD0mpQJJCVx/skgfd83kUvdRQL8mRG25Pkty4/H+C7v3awpisNCGtQvJXkkMY3l9Dcz26aB21wPUlSzVZ4f6qdlr8FcSLOUzHRpcVKgwfNZ4gjZ4IcTOHvOj60mSF9YFKfmvdfTxTv5W8baLJCjGXj7DuZUuoFgdBrScEwGj3JEZ/nq9Et+He6sNRQJcVlJRD4sg0v/PQAV5o2lm2jSso5k3MooU34CY5m0YIQfA6hknjA9OEKwPMjMWJ1UeYHJ6luqmC5Gyai0d6ueeJbUyPzjF0eZwNu1u5fHIAWZaoa6siWlPa12wyx3TfJLppc2BXKw/uX08mUyBfsLDsUl+FJEkLNfNXmhRdLg2fx8Dj0dcczVQUmZqqILGoj00dNSRTebK5IqZpY9sOkgSKKmPoGl6PTiDgxu9zzT8XrsLj0W8qZXgjNDdW0LwGd+I7CVmWiIS9BANu1rdV8fCBDjKZIkXTKjPv0zUVj1vD73cTDLhRZKnsfKiqQmtTBa1Nt/f3SfMT0o72KlqbKti5vYlUOk8+X3JWv5LBUGQZWZFKk/r568bt0vF6dDRNuS2u3ZIk4fUYtLVU0lgfpXNrA6l0nly+SKFoYVslZRlZkpDn6+Jdhla6hr3GQkR+Nfti6CrtrZW0t94+00SPR2dTx+0z+ZMkCVWRqK0JU10VZPOGGhKpPNlsgWLRwnZEKXK66B4LBtx4PcYdzQTIskQk5CUc9NLWEuOenS2kM4WFa8e2S2Uokiwhy9ICIVw4Xx7jps7f10LTlLtmoNg/McvoTJKqkJ/GytACOYuncxzvHuHh7W1LrjVVVaiuDBLwu2lsjPKktYXx6RS5fJGQz73QL+T1GISCHnxeg4Jlcbx7BK/LoLWmFORZKQn9/7d3Z81xXNcBx/+3956eHQMMFhEgCVIiZdmqhIqckvMQVx5czouT53yAfJl8jbzmKVulyqWU7UROZO0yVxACSGyD2bee6T0PDUKkScmkQMuMeH5PM0B1T03N7Zl7+t5zznQW4gchi9W8B9NBdwRZxmrjyxu2SuWfU73qsXl+kR9eyz+n2ROucV1XWJaBY5sUXIuiZ+M45nO5vl8EujKpWutUrWfrZ2TrZZruV7dj0JSOZy7imY/ngpTMs803n9azBRbAZBZy76jH1QvvcH6lzv1Wn+7g0S0HjmmSxCn9k4QgTVN5wkmScHe/wzs/uMAbF5fpj2cc98cs1fKBqJRiserx8e19zjVr3Gv1+fDWHlc2nj1if2Cr3+VqY5Ff7+cdILf7fTYqVZa8v6R7eJvM+B5b/R5HkzGrpQ5hmhAmCUsFj1vdDrM44q2VNfbGI6q2Q2fmc284pOo4rBRL3Ox2eLO5zCgI+G2nTdMr0Z+b+FHEilfkev+YhVLEh0cHzOKIwXzO+UoN3bjEOFvEZ5Wtfo80zVjyPNr+lAxoFjwOJ2MsI/+INqt19sZDdKXR9qeslytEacq/3r3N37x2lXOlr19tUVoBXbvK871X9PSUslH66skk/WmP0VH6Cpr+dBeDUga6ebb3qJSNblxENy4+03GObrJZenJS14XSkydghqbTdMs03ccr+7xaeXTM728d8crFJrc++ILzXp2je12qqzVWL6zwH4fb/Mipwr05//v+pyytL5DGKbNpQGO1xt7WEYPOmDf/4jV6R0MMy2Ay8Nm/28KrFCjVPLoHfRzPpns4oLpYpnc8RDd1tj7ZZWmthuvZtA96KE1h2ia91pDAD+kc9lneaHDj/bssrtXxxzNQ+Y/3uVdXCGchrbstLNukVinQPh5RKDkUyy5Hux0qjRIXNpuYz7nTsmHoLNSLLNR/f0PGl42ua1TK7hPLTr4IlMonFEuN0rfWoffrmGaeQFuvvaw9iR6nVD6OalWP2leUK/5jeJDT4tgmiy/A2Hle7h8PWa4VuXH/mCRLOe5PWKx4bDRrHPcnJGnG7nGPvfaA1YVKnuM3C1iuldhrD2gNJrz92joVEqp4lAsOO60e6DqOAbcO2tiWwfFgwvlmjWatRHs4Zfuwy2KlyMifE4QxKwslsgw6wylrjQpJmnHYHbHRrDILYyazAMvU2T7ssdvqUyu6HPbHKBSbqwtUvC9v0DlOHogvfYu50NdHW2hKw0/mFHSHj/s3SMkI05BZPOPj/g2iNMZ6Qp+K1rxDLxwyiX2SLGHXP+BgdswgGqMpxZ3xDrqmM4omWJrF58PbKDSCJMBQGh/3b5BkKen/g0qXZ/VMv+YKWKh4vP36Ov/wj+9SKTos18u8fuHRSdBKo8z3Npf59/du8u6Hd3j79Q3++p2rLNVK/PjaJd79YItffHSXtUaFqxvN086ehq7xdz+5xj/956f8269v0qwX+f7mCtEZqjeMw5DPjltcrNaYhCFxmvDB0QE/u5wv40/DkF/d36XqOIzDkLrrMglD1ssVao6DFWnUXZe90ZAgienNZtQch/58TsMtECQxSZoyDAPiNOGj1iGTMORnl6/y8527dGY+n7SO2J+McU2TKwsNbnbbbNbqKKDj+8yiCMcw+MW9Ha40FrlSb9Cbz5gnMTvDAWGSsOIV2RkOaLgF9sYj1kplFgsermGw6L44X+ziD8OfBGx9sktzY4FgHpFECTfe3+aVS8ugIAwifvPzz6ksFJmO5ywsVxl2xqxuLlGul4jCmEqjRO9oSDiP8Ecz3KLD3A+49cEXOK6FZmjEYcLWp/eoNEq4BZvZeE6WgXGSKKeUwjjZmhTHCf3WEMs2GLTHdA76uEWHJM63HGRp3hhQ0zWWzi1w8/1tht0xmq4xHfp45QKdwwGvXHr+gYUQQnxX+EHIrb02zVqRKE6Jk5TPdo7YaNbzCntJyq8++4JayWXihyzXS7SHEzaaVWoll2kQUi+59Cc+8zCmO5pimwZRnPDe9V1s00DXNUb+nJV6mfeu73LUG1MpOnSGUyazgJ/+2RV++fk2lmHwp5fW+K/f7lAturx9ZR3HNDjojZiHEZ3hlCDKg5DrOy0818YydOol95HA4tv2enmT5KTIyWZxHR3tdKtqRoZ28jwjYxCN+Z/up6fHlg2Py6UNLM18rIrj7z6/VFxHQ51ugr1cWj89N/CdWXH5Os8WWChFtejw93/7IyazAE0pHMvA0HVM48tlTsvU+au3XuWtK+eIkxTPtSh7Dpqm+MkPr/Lnb5wnTlJs08A6maRYpoECfnztMm9eXiNJ0nwPtmWSpN88sDA1jT9prtL0PP556xYAsyhiZzhgu99jfzKi4jhoSmOlWCJKE8Ik5ng6QVMag3lAazJhZzjA0DQsXWelWKQ/n9PxfbYHfcqWzbE/Jcky5lF8smXKIUhiKrbD95ea7A4HJGnKnV4XXWnsDAfcHfQoWhb9+QyFomTb7I+GhHHMJAoZBQHzOMbUdT48OshXTSyHgmFyp9dhbeMCszim4095pXy2/BDxYjNMjYtvrLN0rs5//8tHxGFCMA853Gmzd6fF4U6HUt0jA5bO1UmTlCRJaN/vYVoG06FP93DA4U6bYBZSrHo0zy0QhTFOwUYpqC9X2btzxGvXLrBzfZ/2QY/7d464d+sAy7HY22px7/Yhs/Gcva0WyxsN5n7IsJNvr3I8G8ezMS0Dt+iw+YN1Drbzkode2aVU9xj1JiwsV3EKNv5kzvJ64zRoEUII8ThD07i03mCtUeGXn20zDyOCMGK/O2S31ed+e0C16JJlGSuLZbIsI83goDPCc2zGfkB7MGG/PWTkz1koezQqHrMwwrGMPDm/XKBadNk56tEeTikXHJIk5dxilbuHXcqeQxDFOKbJzb02rm2Sphm/uXWP8ysLHHVH7LT6GLpGb+wzCyJs08DUNSpFh6L7x+3/UDCeboU2yzIMZaDz5ZzW1R3KZhHjDI0TXyYqex6F5F9gfhRhGzq60piG4UnUqLB0HT8KKZgWUZqQZWDpOmmWEqcplq7nHTRPHodJAipvP2KedDtWKIIkwTqprZ6dnh0802IahYCiYJr4UYimFGmW12PnoXPHWQpZvl83ybLT/d7pSXStTqLfNMuwdJ0oTdCVwjVMhkFA0TJlwH/Hzf0A086bcs2mc/KhkWHaJrPJHLfo5PXT0xTTNknTlCRKMSw934YYxliOSRTG+SqCptCNfFUhSRKyNEM3dJI4wTANojDCsi3mfoB9kvPw4HWyLCOYhdiORRhEp4l+SgEqz5NSmsK0DOLoQY8InSiKiYMY3dTz8R8nmJaBaRsvxV0cIYT4JuZhhKnnnblnQZTfec/ANg38IMS1rbxUbZpimcZJW4AEQ9fRlCKIYxzTIIpT0ixD1xSapuUlT9OULOU0ByZO8zw4XVOkaYZl6ERJSsE28YPoZB7z0DwlzbBMnSTNV1JMQ38klw7yuY1t6qe/FS+yjAwyTvpz5/KftmfLmXqZfecDi9/14O0+PEAe/ttXPf6m536a/z/N6z/p8cNkwL9cnvc4ftax/k3PcZbrSwghxB/2+//3Hfs055bv+ZfbSxdYCCGEEEIIIZ6/F39dSgghhBBCCPHCk8BCCCGEEEIIcWYSWAghhBBCCCHOTAILIYQQQgghxJlJYCGEEEIIIYQ4MwkshBBCCCGEEGcmgYUQQgghhBDizCSwEEIIIYQQQpyZBBZCCCGEEEKIM5PAQgghhBBCCHFm/weWkdfspQUz7wAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from wordcloud import WordCloud\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "text_for_wordcloud = \" \".join(result_with_sentiment.filter(\"sentiment_category == 'Happy'\").select(\"text\").rdd.flatMap(lambda x: x).collect())\n",
    "\n",
    "wordcloud = WordCloud(width=800, height=400, background_color='white').generate(text_for_wordcloud)\n",
    "\n",
    "plt.figure(figsize=(10, 5))\n",
    "plt.imshow(wordcloud, interpolation='bilinear')\n",
    "plt.axis('off')\n",
    "plt.title('Word Cloud for Happy Tweets')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "58b4103c-3807-4737-8a05-9cc75afdb406",
   "metadata": {},
   "outputs": [],
   "source": [
    "csv_file_path = 'palestine_tweets_spark.csv'\n",
    "spark_data.write.csv(csv_file_path, header=True, mode='overwrite')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "335547de-4000-4d38-9eeb-317dba2e345c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Columns in the DataFrame: ['link', 'text', 'date', 'No_of_likes', 'No_of_tweets']\n",
      "Accuracy: 67.68%\n"
     ]
    }
   ],
   "source": [
    "from pyspark.sql import SparkSession\n",
    "from pyspark.ml import Pipeline\n",
    "from pyspark.ml.feature import HashingTF, Tokenizer, StringIndexer\n",
    "from pyspark.ml.classification import NaiveBayes\n",
    "from pyspark.ml.evaluation import MulticlassClassificationEvaluator\n",
    "from pyspark.sql import functions as F\n",
    "\n",
    "spark = SparkSession.builder.appName(\"SentimentAnalysis\").getOrCreate()\n",
    "\n",
    "csv_file_path = 'palestine_tweets_spark.csv'\n",
    "labeled_data_spark = spark.read.csv(csv_file_path, header=True, inferSchema=True)\n",
    "\n",
    "print(\"Columns in the DataFrame:\", labeled_data_spark.columns)\n",
    "\n",
    "threshold = 100  \n",
    "labeled_data_spark = labeled_data_spark.withColumn(\n",
    "    \"label\",\n",
    "    F.when((labeled_data_spark[\"No_of_likes\"] > threshold), \"positive\")\n",
    "    .when((labeled_data_spark[\"No_of_likes\"] < threshold), \"negative\")\n",
    "    .otherwise(\"neutral\")\n",
    ")\n",
    "\n",
    "indexer = StringIndexer(inputCol=\"label\", outputCol=\"indexedLabel\")\n",
    "\n",
    "indexed_label_col = \"indexedLabel\"\n",
    "while indexed_label_col in labeled_data_spark.columns:\n",
    "    indexed_label_col += \"_new\"\n",
    "\n",
    "labeled_data_spark = indexer.fit(labeled_data_spark).transform(labeled_data_spark).withColumnRenamed(\"indexedLabel\", indexed_label_col)\n",
    "\n",
    "(training_data, testing_data) = labeled_data_spark.randomSplit([0.8, 0.2], seed=42)\n",
    "\n",
    "tokenizer = Tokenizer(inputCol=\"text\", outputCol=\"words\")\n",
    "hashing_tf = HashingTF(inputCol=tokenizer.getOutputCol(), outputCol=\"features\")\n",
    "nb = NaiveBayes(featuresCol=hashing_tf.getOutputCol(), labelCol=indexed_label_col, smoothing=1.0, modelType=\"multinomial\")\n",
    "\n",
    "pipeline = Pipeline(stages=[tokenizer, hashing_tf, nb])\n",
    "\n",
    "model = pipeline.fit(training_data)\n",
    "\n",
    "predictions = model.transform(testing_data)\n",
    "\n",
    "evaluator = MulticlassClassificationEvaluator(labelCol=indexed_label_col, predictionCol=\"prediction\", metricName=\"accuracy\")\n",
    "accuracy = evaluator.evaluate(predictions)\n",
    "print(\"Accuracy: {:.2%}\".format(accuracy))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "b7687551-07b3-4b4a-b963-4d4f2d44c828",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "19-Nov-23 15:14:42 - Closing down clientserver connection\n",
      "19-Nov-23 15:14:42 - Closing down clientserver connection\n",
      "Cross-Validated Accuracy: 67.68%\n"
     ]
    }
   ],
   "source": [
    "from pyspark.ml.tuning import ParamGridBuilder, CrossValidator\n",
    "\n",
    "param_grid = ParamGridBuilder() \\\n",
    "    .addGrid(nb.smoothing, [0.5, 1.0, 1.5]) \\\n",
    "    .build()\n",
    "\n",
    "crossval = CrossValidator(estimator=pipeline,\n",
    "                          estimatorParamMaps=param_grid,\n",
    "                          evaluator=evaluator,\n",
    "                          numFolds=5) \n",
    "\n",
    "model_cv = crossval.fit(training_data)\n",
    "\n",
    "predictions_cv = model_cv.transform(testing_data)\n",
    "\n",
    "accuracy_cv = evaluator.evaluate(predictions_cv)\n",
    "print(\"Cross-Validated Accuracy: {:.2%}\".format(accuracy_cv))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "88f3d72e-1e66-4a38-8ab4-f7b85d112f14",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Updated Model Accuracy: 67.68%\n"
     ]
    }
   ],
   "source": [
    "from pyspark.ml.feature import StopWordsRemover, RegexTokenizer\n",
    "\n",
    "regex_tokenizer = RegexTokenizer(inputCol=\"text\", outputCol=\"tokens\", pattern=\"\\\\W\")\n",
    "remover = StopWordsRemover(inputCol=\"tokens\", outputCol=\"filtered_tokens\")\n",
    "\n",
    "pipeline = Pipeline(stages=[tokenizer, regex_tokenizer, remover, hashing_tf, nb])\n",
    "\n",
    "model_updated = pipeline.fit(training_data)\n",
    "\n",
    "predictions_updated = model_updated.transform(testing_data)\n",
    "\n",
    "accuracy_updated = evaluator.evaluate(predictions_updated)\n",
    "print(\"Updated Model Accuracy: {:.2%}\".format(accuracy_updated))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "bb362a36-09bb-4af4-996c-c093e9a1ac34",
   "metadata": {},
   "outputs": [],
   "source": [
    "model_save_path = \"Palestinemodel\"\n",
    "model.save(model_save_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "69c1f0d4-fec7-43f6-bfd5-fbcb33703695",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "IOStream.flush timed out\n",
      "Collecting streamlit\n",
      "  Downloading streamlit-1.28.2-py2.py3-none-any.whl.metadata (8.1 kB)\n",
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      "  Downloading mdurl-0.1.2-py3-none-any.whl (10.0 kB)\n",
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      "\u001b[?25hInstalling collected packages: watchdog, validators, tzlocal, toml, tenacity, mdurl, cachetools, pydeck, markdown-it-py, rich, streamlit\n",
      "Successfully installed cachetools-5.3.2 markdown-it-py-3.0.0 mdurl-0.1.2 pydeck-0.8.1b0 rich-13.7.0 streamlit-1.28.2 tenacity-8.2.3 toml-0.10.2 tzlocal-5.2 validators-0.22.0 watchdog-3.0.0\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install streamlit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "a359a6c7-25ee-4657-8622-16f4301d77fd",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2023-11-19 15:20:37.981 \n",
      "  \u001b[33m\u001b[1mWarning:\u001b[0m to view this Streamlit app on a browser, run it with the following\n",
      "  command:\n",
      "\n",
      "    streamlit run /opt/conda/lib/python3.11/site-packages/ipykernel_launcher.py [ARGUMENTS]\n"
     ]
    }
   ],
   "source": [
    "import streamlit as st\n",
    "import pandas as pd\n",
    "from pyspark.ml import PipelineModel\n",
    "\n",
    "model_path = \"Palestinemodel\"\n",
    "saved_model = PipelineModel.load(model_path)\n",
    "\n",
    "st.title(\"Twitter Sentiment Analysis\")\n",
    "\n",
    "tweet_text = st.text_area(\"Enter a tweet:\", \"\")\n",
    "\n",
    "if st.button(\"Predict\"):\n",
    "    input_data = pd.DataFrame({\"text\": [tweet_text]})\n",
    "    input_spark = spark.createDataFrame(input_data)\n",
    "\n",
    "    prediction = saved_model.transform(input_spark)\n",
    "\n",
    "    st.write(\"Predicted Sentiment:\", prediction.select(\"prediction\").collect()[0][\"prediction\"])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d6c2b0f2-5520-468a-9ecf-c599f4c4f589",
   "metadata": {},
   "outputs": [],
   "source": [
    "!streamlit run palestina.py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "99017fe7-bdf9-4592-913e-a511c180d691",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.6"
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 },
 "nbformat": 4,
 "nbformat_minor": 5
}