Data Analysis.ipynb

{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# DATA ANALYSIS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package stopwords to\n",
      "[nltk_data]     C:\\Users\\kewi\\AppData\\Roaming\\nltk_data...\n",
      "[nltk_data]   Package stopwords is already up-to-date!\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import os\n",
    "import json\n",
    "import ijson\n",
    "import pandas as pd\n",
    "import os\n",
    "import json\n",
    "from transformers import AutoTokenizer\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import nltk\n",
    "import seaborn as sns ,sklearn,gensim\n",
    "from nltk.corpus import stopwords\n",
    "from collections import  Counter\n",
    "import nltk\n",
    "nltk.download('stopwords')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "بيونسيه\n",
      "\n",
      "[{'qas': [{'question': 'متى بدأت بيونسي تصبح شعبية؟', 'id': 1, 'answers': [{'text': 'في أواخر التسعينات', 'answer_start': 220}], 'is_impossible': False}, {'question': 'ما هي المجالات التي تنافس عليها بيونسيه عندما كانت تكبر؟', 'id': 2, 'answers': [{'text': 'غناء ورقص', 'answer_start': 173}], 'is_impossible': False}, {'question': 'متى غادرت بيونسي طفل القدر وتصبح مغنية منفردة؟', 'id': 3, 'answers': [{'text': '(2003)،', 'answer_start': 515}], 'is_impossible': False}, {'question': 'في أي مدينة و ولاية نشأت بيونسيه؟', 'id': 4, 'answers': [{'text': 'هيوستن بولاية تكساس،', 'answer_start': 88}], 'is_impossible': False}, {'question': 'في أي عقد أصبحت بيونسي مشهورة؟', 'id': 5, 'answers': [{'text': 'أواخر التسعينات', 'answer_start': 223}], 'is_impossible': False}, {'question': 'في أي مجموعة R&B كانت هي المغنية الرئيسية؟', 'id': 6, 'answers': [{'text': 'دستنيز تشايلد', 'answer_start': 290}], 'is_impossible': False}, {'question': 'ما الألبوم الذي جعلها فنانة معروفة عالميا؟', 'id': 7, 'answers': [{'text': 'Dangerously in Love', 'answer_start': 476}], 'is_impossible': False}, {'question': 'من أدار مجموعة مصير الطفل؟', 'id': 8, 'answers': [{'text': 'ماثيو نولز،', 'answer_start': 332}], 'is_impossible': False}, {'question': 'متى صعدت بيونسي إلى الشهرة؟', 'id': 9, 'answers': [{'text': 'أواخر التسعينات', 'answer_start': 223}], 'is_impossible': False}, {'question': 'ما الدور الذي لعبه بيونسيه في طفل القدر؟', 'id': 10, 'answers': [{'text': 'فنان منفرد ناجح', 'answer_start': 545}], 'is_impossible': False}, {'question': 'ما هو أول ألبوم صدر بيونسيه كفنان منفرد؟', 'id': 11, 'answers': [{'text': 'Dangerously in Love', 'answer_start': 476}], 'is_impossible': False}, {'question': 'متى أطلقت بيونسيه خطير في الحب؟', 'id': 12, 'answers': [{'text': '(2003)،', 'answer_start': 515}], 'is_impossible': False}, {'question': 'كم عدد جوائز Grammy التي فازت بها Beyoncé لأول ألبوم منفرد لها؟', 'id': 13, 'answers': [{'text': 'خمسة', 'answer_start': 604}], 'is_impossible': False}, {'question': 'ماذا كان دور بيونسيه في طفل القدر؟', 'id': 14, 'answers': [{'text': 'فنان منفرد ناجح', 'answer_start': 545}], 'is_impossible': False}, {'question': 'ما هو اسم أول ألبوم منفرد لبيونسي؟', 'id': 15, 'answers': [{'text': 'Dangerously in Love', 'answer_start': 476}], 'is_impossible': False}], 'context': 'بيونسي جيزيل نولز-كارتر (من مواليد 4 سبتمبر، 1981)، المعروفة باسم بيونسي. ولدت ونشأت في هيوستن بولاية تكساس، هي مغنية وممثلة أميركية حائزة على 23 جائزة غرامي.غنت في مسابقات غناء ورقص مختلفة عندما كانت طفلة، أصبحت مشهورة في أواخر التسعينات كمغنية آر أند بي (رئيسية) للفرقة الغنائية النسائية دستنيز تشايلد. والتي أديرت من قِبل والدها ماثيو نولز، وأصبحت الفرقة واحدة من الأكثر مبيعاً في العالم من الفرق النسائية على الإطلاق. وقد شهد إنفصال الفرقة المؤقت صدور ألبوم بيونسي الأول  Dangerously in Love دانجيروسلي إن لوف  (2003)، والذي أنشأها بأن تكون فنان منفرد ناجح في العالم؛ بيعت منه 16 مليون نسخة، حصل على خمسة جوائز غرامي وتضمن الأغاني التي وصلت إلى قمة الرسم البياني الأمريكي بيلبورد هوت 100 \"كريزي إن لوف\" و\"بيبي بوي\". \\n'}, {'qas': [{'question': 'في أي مدينة ذهبت بيونسي إلى المدرسة؟', 'id': 16, 'answers': [{'text': 'فريدريكسبورغ', 'answer_start': 63}], 'is_impossible': False}, {'question': 'من كان أول شخص يلاحظ قدرة بيونسي على الغناء؟', 'id': 17, 'answers': [{'text': 'دارلاتا جونسون', 'answer_start': 128}], 'is_impossible': False}, {'question': 'انتقلت بيونسي إلى أي مدينة بعد أن تركت مدرستها الابتدائية الأولى؟', 'id': 18, 'answers': [{'text': 'هيوستن،', 'answer_start': 849}], 'is_impossible': False}, {'question': 'أي من أساتذتها اكتشفوا موهبة بيونسي الموسيقية؟', 'id': 19, 'answers': [{'text': 'جونسون مدرس الرقص لبيونسي', 'answer_start': 136}], 'is_impossible': False}, {'question': 'أنا الكنيسة التي كانت بيونسيه عضو وعازف منفرد في الجوقة؟', 'id': 20, 'answers': [{'text': 'القديس', 'answer_start': 43}], 'is_impossible': False}, {'question': 'ما نوع المدرسة التي كانت مدرسة باركر الابتدائية؟', 'id': 21, 'answers': [{'text': 'مدرسة أليف السيك،', 'answer_start': 882}], 'is_impossible': False}, {'question': 'ما الأغنية التي غنتها بيونسي للفوز في مسابقة في سن السابعة؟', 'id': 22, 'answers': [{'text': 'من', 'answer_start': 334}], 'is_impossible': False}, {'question': 'في أي مدينة تقع مدرسة بيونسي الابتدائية؟', 'id': 23, 'answers': [{'text': 'فريدريكسبورغ', 'answer_start': 63}], 'is_impossible': False}, {'question': 'ما اسم أول مدرب للرقص في بيونسيه؟', 'id': 24, 'answers': [{'text': 'دارلاتا جونسون', 'answer_start': 128}], 'is_impossible': False}, {'question': 'ما الجوقة التي غنتها بيونسي لمدة عامين؟', 'id': 25, 'answers': [{'text': 'القديس', 'answer_start': 43}], 'is_impossible': False}], 'context': \"حصلت بيونسي على تعليمها الإبتدائي في مدرسة القديس ماري التي في فريدريكسبورغ (تكساس). وحصلت هناك أيضاً على دروس الرقص. وقد اكتشف دارلاتا جونسون مدرس الرقص لبيونسي موهبتها الغنائية عندما بدأت في همهمة تلحين أغنية بصوتها (إحدى الأغنيات)، وقد ضغط عليها حتى تكمل الأغنية. وقد فازت بيونسي في مسابقة للغناء وأداء الصوت عندما كانت في السابعة من عمرها، وباقي المشتركين في الخامسة عشر، والسادسة عشر. وقد قامت بغناء أغنية تخيل للمغن والشاعر وعازف جيتار فرقة البيتلز جون لينون. وهي أغنية تصف عالمًا مثاليًا تتحقق فيه المساواة والسلام بين بني البشر. الأغنية من كلمات جون لينون ومن إخراج فيل سبيكتور. وقد صدرت لأول مرة عام-1971 كجزء من ألبوم إيماجين. وتعد الأغنية واحدة من أفضل الأغاني وأكثرها شيوعًا، وفي عام 2004 حلت في المرتبة الثالثة على قائمة رولينغ ستون لأفضل خمسمائة أغنية في التاريخ. وفي خريف عام 1990، وتنضم بيونسي إلى مدرسة باركر الابتدائية للموسيقى في هيوستن، تكساس. وبعد ذلك ذهبت إلى مدرسة أليف السيك، الثانوية للفنون المسرحية والفنون البصرية. بالإضافة إلى قضائها سنتين كاملتين في مدرسة الكنيسة الميثودية المتحدة St. John's.\\n\"}, {'qas': [{'question': 'من قرر وضع مجموعة بيونسيه في برنامج Star Search في عرض المواهب؟', 'id': 26, 'answers': [{'text': 'آرنى فراجير', 'answer_start': 299}], 'is_impossible': False}, {'question': 'من كان أول علامة سجل لإعطاء الفتيات صفقة قياسية؟', 'id': 27, 'answers': [{'text': 'مع إلكترا', 'answer_start': 829}], 'is_impossible': False}, {'question': 'من الذي أحضر بيونسي إلى كاليفورنيا ودخل مجموعتها في Star Search؟', 'id': 28, 'answers': [{'text': 'آرنى فراجير', 'answer_start': 299}], 'is_impossible': False}, {'question': 'في أي عام ترك والد بيونسي وظيفته لإدارة مجموعتها؟', 'id': 29, 'answers': [{'text': '1995', 'answer_start': 527}], 'is_impossible': False}, {'question': 'ما هي شركة التسجيلات الكبيرة التي سجلت أول ألبوم لمجموعة بيونسيه؟', 'id': 30, 'answers': [{'text': 'سوني للموسيقى', 'answer_start': 1173}], 'is_impossible': False}, {'question': 'ما شركة تسجيل وقعت لأول مرة مجموعة بيونسي وقطعت في وقت لاحق لهم؟', 'id': 31, 'answers': [{'text': 'مع إلكترا', 'answer_start': 829}], 'is_impossible': False}, {'question': 'من وضع Tyme الفتاة في البحث عن النجوم؟', 'id': 32, 'answers': [{'text': 'آرنى فراجير', 'answer_start': 299}], 'is_impossible': False}, {'question': 'من وقع على مجموعة الفتاة في 5 أكتوبر 1995؟', 'id': 33, 'answers': [{'text': 'للتسجيلات في', 'answer_start': 839}], 'is_impossible': False}], 'context': 'وتقابلت بيونسي وصديقة طفولتها كيلي رولاند مع لا تفيا روبرسون في انتخابات مجموعات التسلية والترفيه التي تكونت من تجمع فتيات في عمر الثمانية. وقاموا بإنشاء مجموعة مع ثلاث فتيات آخريات وأسسوها بعنوان فتاة التيمي وقاموا بالرقص وغناء الراب في نطاق مسابقة المواهب في هيوستن. وبعد الإطلاع على المجموعة قام آرنى فراجير منتج R&B بإحضار الفتيات إلى الإستوديو في شمال كاليفورنيا، وفي ذلك الوقت شاركوا في مسابقة (البحث عن نجم) أكبر مسابقة مواهب عُرضت على شاشة التلفاز. وقامت بيونسي بأداء أغنية في مسابقة فتاة التيمي ولكنها لم تفز. وفي عام 1995 غادر والد بيونسي إدارة المجموعة. ونتيجة لذلك فقد حدّ دخل عائلة بيونسي واضطر كل من والدها ووالدتها الانتقال إلى شقق منفصلة. وانخفض مستوى مجموعة ماثيو المبتكر إلى الترتيب الرابع واستمرت هذه المجموعة في الظهور على المسرح وحتى من قبل ظهور مجموعة الفتيات R&B المعروفين. وقامت هذه المجموعة بعقد إتفاقية مع إلكترا للتسجيلات في عام 1995 وبعد وقت لاحق من هذه الإتفاقية تم إنهاؤها من قبل الشركة، وأدى هذا الحدث إلى زيادة التوتر في العائلة وانفصل والديّ بيونسي. وفي الخامس من شهر أكتوبر عام 1995 قامت الشعبية الترفيهية صاحبة دويني ويغينز بعقد إتفاقية مع الفتيات. وفي عام 1996 بدأت المجموعة بتسجيل ألبومها الأول في إطار الإتفاقية والذي قام بإنتاجه شركة سوني للموسيقى. وتوحدت أسرة نولز من جديد وبعد فترة ما وقعت الفتيات إتفاقية جديدة مع كولومبيا للتسجيلات.\\n'}, {'qas': [{'question': '\"الملائكة تشارلي\" ظهرت أي واحد من أعضاء الفرقة؟', 'id': 34, 'answers': [{'text': 'بيعت منه أكثر', 'answer_start': 1007}], 'is_impossible': False}, {'question': 'باع ألبومهم الثالث ، Survivor ، كم خلال أسبوعه الأول؟', 'id': 35, 'answers': [{'text': 'نسخة', 'answer_start': 1032}], 'is_impossible': False}, {'question': 'ما هو الملحن الفرنسي الذي كتب الأوبرا الأصلية \"كارمن\" في القرن التاسع عشر؟', 'id': 36, 'answers': [{'text': 'جيمس', 'answer_start': 367}], 'is_impossible': False}, {'question': 'النساء المستقلات الجزء الأول كان على 2000 فيلم موسيقى؟', 'id': 37, 'answers': [{'text': 'ساشا فيرس', 'answer_start': 438}], 'is_impossible': False}, {'question': 'ما الفيلم الذي نجحت بيونسي في إنتاجه عام 2001 مع Mekhi Phifer؟', 'id': 38, 'answers': [{'text': 'من قِبل', 'answer_start': 976}], 'is_impossible': False}, {'question': 'متى أعلن مصير الطفل عن توقفه؟', 'id': 39, 'answers': [{'text': 'فيرس (2008)،', 'answer_start': 443}], 'is_impossible': False}], 'context': 'بعد انفصال دستنيز تشايلد في 2005، أصدرت ألبومها الإستديو الثاني المنفرد بي دي (2006)، والذي تضمن الأغاني التي نجحت عالمياً \"أيربليسبل\" و\"بيوتفل لاير\". بيونسي معروفة في التمثيل أيضاً، مع أدائها الذي ترشح لجائزة جولدن جلوب في دريم قيرلز (2006). وأدوار بطولة أخرى في ذا بينك بانتر (2006) وأوبسيسد (2009). وتزوجت من مغني الراب جي-زي وتجسيدها للشخصية المغنية الراحلة إيتا جيمس في كاديلاك ريكوردز (2008) أثر على ألبومها الإستديو الثالث، آيم... ساشا فيرس (2008)، والذي شهد ولادة الشخصية البديلة ساشا فيرس وحصل الألبوم على ستة جوائز غرامي في 2010، بما في ذلك أغنية السنة لأغنية \"سنقل ليديز (بوت آ رينق أون إت)\". أخذت بيونسي إجازة من عالم الفن في عام 2010 وتولت إدارة حياتها المهنية، أصدرت ألبومها الإستديو الرابع 4 (2011) الذي كان يحتوي على نبرة ناضجة أكثر من ألبوماتها السابقة، واستكشفت موسيقى الفانك الذي كان في السبعينات مع هذا الألبوم، والبوب في الثمنينات والسول التسعينات، كما أن ألبوم \\'4\\' تسرب بشكل كامل قبل صدوره بشكل رسمي مما يجعل الألبوم أكثر ألبوم تم تحميله بشكل غير قانوني من قِبل فنانة أنثى، رغم تسريبه بيعت منه أكثر من 8 مليون نسخة عالمياً  ألبومها الإستديو الخامس، بيونسي (2013)، تلقى الألبوم على الكثير من المراجعات الإيجابية من نقاد الموسيقى وفضلوه على ألبوماتها السابقة بسبب نوع الألبوم المظلم، كما أن الألبوم تم صدوره بشكل مفاجئ وبيعت منه 828,773 نسخة عالمياً في أول ثلاث أيام من صدوره من دون أي ترويج مسبق.\\n'}, {'qas': [{'question': 'كم عدد نسخ ألبوماتها التي باعتها بيونسي في الولايات المتحدة؟', 'id': 40, 'answers': [{'text': 'مليون', 'answer_start': 221}], 'is_impossible': False}, {'question': 'إجمالي في جميع أنحاء العالم ، كم عدد السجلات التي بيعت بيونسيها؟', 'id': 41, 'answers': [{'text': 'مليون', 'answer_start': 221}], 'is_impossible': False}, {'question': 'عندما كانت بيونسيه مع Destiny Child ، كم عدد الألبومات التي تمكنت من بيعها؟', 'id': 42, 'answers': [{'text': 'و60 مليون', 'answer_start': 275}], 'is_impossible': False}, {'question': 'من كانت أول امرأة تحصل على جائزة الفنان العالمي في جوائز الموسيقى الأمريكية؟', 'id': 43, 'answers': [{'text': 'بيونسي', 'answer_start': 400}], 'is_impossible': False}, {'question': 'كم عدد الألبومات التي بيعت بيونسي كفنان منفرد في الولايات المتحدة؟', 'id': 44, 'answers': [{'text': 'مليون', 'answer_start': 221}], 'is_impossible': False}, {'question': 'كم باعت في جميع أنحاء العالم؟', 'id': 45, 'answers': [{'text': 'مليون', 'answer_start': 221}], 'is_impossible': False}, {'question': \"كم عدد السجلات التي باعتها مع Destiny's Child؟\", 'id': 46, 'answers': [{'text': 'و60 مليون', 'answer_start': 275}], 'is_impossible': False}, {'question': 'متى حصلت على جائزة الأسطورة؟', 'id': 47, 'answers': [{'text': 'جوائز موسيقى', 'answer_start': 103}], 'is_impossible': False}, {'question': 'كم عدد السجلات التي باعتها بيونسيه في الولايات المتحدة؟', 'id': 48, 'answers': [{'text': 'أكثر من 200 مليون', 'answer_start': 209}], 'is_impossible': False}, {'question': 'كم عدد السجلات التي باعها بيونسيه في جميع أنحاء العالم؟', 'id': 49, 'answers': [{'text': 'أكثر من 200 مليون', 'answer_start': 209}], 'is_impossible': False}, {'question': 'متى حصلت بيونسيه على جائزة الأسطورة؟', 'id': 50, 'answers': [{'text': 'جوائز موسيقى', 'answer_start': 103}], 'is_impossible': False}], 'context': 'وحصلت على 23 جائزة غرامي وهي المرأة الأكثر ترشيحًا في تاريخ الجائزة، وهي أيضًا الفنانة الأكثر حصدًا في جوائز موسيقى فيديو MTV ، مع 24 فوزًا ،  وأكثر من 600 جائزة طوال حياتها المهنية التي امتدت 16 عاماً، وباعت أكثر من 200 مليون نسخة من الألبومات والأغاني المنفردة كفنان منفرد و60 مليون مع دستنيز تشايلد، مما يجعلها واحدة من أفضل الفنانين مبيعاً على الإطلاق. أعترفت جمعية صناعة التسجيلات الأمريكية بأن بيونسي أعلى فنان معتمد في أمريكا خلال العقد 2000s. في 2009، سميت بيلبورد بيونسي أعلى فنان راديو لهذا العقد، أعلى فنانة من عقد 2000s وفنان الألفية من قبل بيلبورد في عام 2011. في 2014، أدرجت تايم بيونسي واحدة من أكثر 100 شخصية مؤثرة في العالم.\\n'}]\n"
     ]
    }
   ],
   "source": [
    "with open('AQAD-master/AQQAD 1.0/FINAL_AAQAD-v1.0.json','rb') as f:\n",
    "  data = json.load(f)\n",
    "\n",
    "for allData in data['data']:\n",
    "    print(allData['title']+\"\\n\")\n",
    "    print(allData['paragraphs'])\n",
    "    break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>question</th>\n",
       "      <th>answer</th>\n",
       "      <th>is_impossible</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>بيونسيه</td>\n",
       "      <td>متى بدأت بيونسي تصبح شعبية؟</td>\n",
       "      <td>[{'text': 'في أواخر التسعينات', 'answer_start'...</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>بيونسيه</td>\n",
       "      <td>ما هي المجالات التي تنافس عليها بيونسيه عندما ...</td>\n",
       "      <td>[{'text': 'غناء ورقص', 'answer_start': 173}]</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>بيونسيه</td>\n",
       "      <td>متى غادرت بيونسي طفل القدر وتصبح مغنية منفردة؟</td>\n",
       "      <td>[{'text': '(2003)،', 'answer_start': 515}]</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>بيونسيه</td>\n",
       "      <td>في أي مدينة و ولاية نشأت بيونسيه؟</td>\n",
       "      <td>[{'text': 'هيوستن بولاية تكساس،', 'answer_star...</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>بيونسيه</td>\n",
       "      <td>في أي عقد أصبحت بيونسي مشهورة؟</td>\n",
       "      <td>[{'text': 'أواخر التسعينات', 'answer_start': 2...</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     title                                           question  \\\n",
       "0  بيونسيه                        متى بدأت بيونسي تصبح شعبية؟   \n",
       "1  بيونسيه  ما هي المجالات التي تنافس عليها بيونسيه عندما ...   \n",
       "2  بيونسيه     متى غادرت بيونسي طفل القدر وتصبح مغنية منفردة؟   \n",
       "3  بيونسيه                  في أي مدينة و ولاية نشأت بيونسيه؟   \n",
       "4  بيونسيه                     في أي عقد أصبحت بيونسي مشهورة؟   \n",
       "\n",
       "                                              answer  is_impossible  \n",
       "0  [{'text': 'في أواخر التسعينات', 'answer_start'...          False  \n",
       "1       [{'text': 'غناء ورقص', 'answer_start': 173}]          False  \n",
       "2         [{'text': '(2003)،', 'answer_start': 515}]          False  \n",
       "3  [{'text': 'هيوستن بولاية تكساس،', 'answer_star...          False  \n",
       "4  [{'text': 'أواخر التسعينات', 'answer_start': 2...          False  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rows = []\n",
    "for entry in data['data']:\n",
    "    title = entry['title']\n",
    "    for paragraph in entry['paragraphs']:\n",
    "        for qa in paragraph['qas']:\n",
    "            question = qa['question']\n",
    "            answer = qa['answers']\n",
    "            is_impossible = qa['is_impossible']\n",
    "            rows.append((title, question, answer, is_impossible))\n",
    "df = pd.DataFrame(rows, columns=['title', 'question', 'answer', 'is_impossible'])\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of rows: 17911\n",
      "Number of columns: 4\n"
     ]
    }
   ],
   "source": [
    "print('Number of rows:', df.shape[0])\n",
    "print('Number of columns:', df.shape[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Unique titles: ['بيونسيه' 'آي بود' 'ذا ليجند أوف زيلدا: توايلايت برينسس'\n",
      " 'طيف (فيلم 2015)' 'نيويورك' 'طاقة شمسية' 'كانييه ويست' 'بوذية'\n",
      " 'أمريكان آيدول' 'كلب' 'جمهورية الكونغو' 'رئيس الوزراء' 'واي باك مشين'\n",
      " 'إضاءة' 'عمارة' 'أرنولد شوارزنيجر' 'هرطقة' 'مادية' 'مسيحيون'\n",
      " 'سوني للترفيه الموسيقي' 'الصيد وجمع الثمار' 'صندوق الأمم المتحدة للسكان'\n",
      " 'ألكسندر غراهام بيل' 'مزود خدمة الإنترنت' 'قصص مصورة' 'سانت هيلينا'\n",
      " 'زفر (صوتيات)' 'هيدروجين' 'سباق الفضاء' 'متصفح ويب'\n",
      " 'نظام بايدو للملاحة بالأقمار الصناعية' 'قانون كنسي' 'اللغة الكتالونية'\n",
      " 'بوسطن' 'يونيفرسال بيكشرز' 'ورق' 'توقيت صيفي'\n",
      " 'إدارة الأرشيف والوثائق الوطنية' 'تريستان دا كونا' 'جامعة كانساس' 'برن'\n",
      " 'ساوثهامبتون' 'معاهدة' 'جوزيف بروز تيتو' 'جزر مارشال' 'الألب' 'جين'\n",
      " 'غينيا بيساو' 'دماغ' 'تلفاز عالي الدقة' 'خشب' 'العصور الوسطى' 'حاسوب'\n",
      " 'العرق الأسود' 'ذي تايمز' 'هجرة الطيور' 'علم المناعة' 'إم بي 3' 'هيوستن'\n",
      " 'نحاس' 'هوية' 'اتصال' 'عنب' 'أمن الحاسوب' 'حيوان' 'جعة' 'دولار أمريكي'\n",
      " 'هانوفر' 'شعور' 'نادي إيفرتون' 'حاملة طائرات' 'إدارة الطيران الفيدرالية'\n",
      " 'لانكشر' 'مؤتمرات الفيديو' 'تقويم ميلادي' 'إكس بوكس 360' 'تنوع حيوي'\n",
      " 'أسكي' 'هضم' 'نادي برشلونة' 'مكتب التحقيقات الفيدرالي' 'ملبورن'\n",
      " 'جون ملك إنجلترا' 'ماكنتوش' 'دفاع جوي' 'بلنسية'\n",
      " 'القوات البرية للولايات المتحدة' 'الحرب الفرنسية البروسية'\n",
      " 'القارة القطبية الجنوبية' 'إريتريا' 'يورانيوم' 'إليزابيث الثانية'\n",
      " 'توجه جنسي' 'ديل' 'عصر التنوير' 'نينتندو إنترتينمنت سيستم'\n",
      " 'أثناسيوس الأول (بابا الإسكندرية)' 'ذاكرة' 'الدولة الأموية' 'ماسونية'\n",
      " 'إسرائيل' 'مؤسسة بيل ومليندا غيتس' 'مونتفيدو' 'دواجن' 'مصباح متوهج'\n",
      " 'نادي أرسنال' 'ملابس' 'الحرب الكورية' 'انتهاك حقوق الطبع والنشر'\n",
      " 'اليونان' 'ثدييات' 'سرعة الفيلم الفوتوغرافي' 'مدينة مكسيكو'\n",
      " 'نابليون بونابرت' 'جنوب شرق آسيا' 'ملكية فكرية' 'فلوريدا' 'افتراس'\n",
      " 'مارفل كومكس' 'الإمبراطورية البريطانية' 'علم النبات' 'مادونا (مغنية)'\n",
      " 'ميانمار' 'يهود' 'قطن' 'ضغط بيانات' 'مبيد آفات' 'جامعة ييل' 'عمارة قوطية'\n",
      " 'تكعيبية (فن)' 'فلسفة سياسية' 'سبيكة' 'جزيرة نورفولك' 'إدموند بيرك'\n",
      " 'ساموا' 'بولس السادس' 'محرك كهربائي' 'سويسرا' 'مالي' 'تغذية' 'حرب القرم'\n",
      " 'منظمة غير ربحية' 'أدب' 'ابن سينا' 'برمودا' 'نيجيريا'\n",
      " 'الاتفاق الألماني السوفيتي' 'مكثف (كهرباء)' 'تاريخ العلوم'\n",
      " 'أبطال الديجيتال' 'جليدة ثلجية' 'سل' 'الكنيسة المعمدانية'\n",
      " 'كارولاينا الشمالية' 'أصل الأنواع' 'صلب يسوع' 'نقد نصي' 'فلسفة هندوسية'\n",
      " 'أكابيلا' 'دومينيكانية' 'يو إس بي' 'يونيكود' 'ديترويت' 'ثقافة'\n",
      " 'الصحراء الكبرى' 'سيادة القانون' 'التبت' 'ستراسبورغ' 'أوكلاهوما'\n",
      " 'جمال عبد الناصر' 'يوحنا الثالث والعشرون' 'زمن' 'جون فون نيومان'\n",
      " 'بلاي ستيشن 3' 'زمرة (رياضيات)' 'جمهورية أفريقيا الوسطى' 'ربو'\n",
      " 'جورج السادس ملك المملكة المتحدة' 'دولة اتحادية' 'الله'\n",
      " 'الحرب على الإرهاب' 'إستونيا' 'ألاسكا' 'كارل بوبر' 'حشرة' 'باريس'\n",
      " 'فحص البرمجيات' 'ولايات ألمانيا' 'زجاج' 'ثابت بلانك'\n",
      " 'تجارة الطاقة المتجددة' 'باليرمو' 'أخضر' 'زنك' 'عمارة كلاسيكية جديدة'\n",
      " 'آي بي إم' 'طاقة' 'الدولة العثمانية' 'العصر الحجري الحديث'\n",
      " 'فريدريش فون هايك' 'إسهال' 'مدرسة الإسلامية' 'جون كيري' 'راجستان' 'غوام'\n",
      " 'مثالية' 'اللغة التشيكية' 'تعليم' 'تينيسي' 'كرة قدم كندية'\n",
      " 'ريتشارد فاينمان' 'معمر القذافي' 'قبرص' 'ستيفن سبيلبرغ' 'رافع'\n",
      " 'سكة حديد مكهربة' 'تشارلستون (كارولاينا الجنوبية)' 'فراغ (فيزياء)'\n",
      " 'القرآن' 'قرص مضغوط' 'ترانزستور' 'عصور حديثة' 'هوائي' 'كاسيات البذور'\n",
      " 'حيدر آباد' 'سانتا مونيكا (كاليفورنيا)' 'وكالة المخابرات المركزية' 'ألم'\n",
      " 'قاعدة بيانات' 'أرمينيا' 'بكتيريا' 'لوحة دارات مطبوعة' 'يونانيون'\n",
      " 'الدوري الإنجليزي الممتاز' 'سان دييغو' 'العالم الإسلامي' 'إيران'\n",
      " 'كرة القدم' 'ليبيريا' 'ألفريد نورث وايتهيد' 'ويندوز 8' 'إسواتيني' 'ترجمة'\n",
      " 'مطار' 'سوبر نينتندو إنترتينمنت سيستم' 'توفالو' 'الحبل بلا دنس' 'ناميبيا'\n",
      " 'اللغة الروسية' 'القوات الجوية الأمريكية' 'صمام ثنائي باعث للضوء'\n",
      " 'دولة كبرى' 'طائر' 'الشعوب الأصلية في الأمريكتين' 'أحمر' 'فسيفساء'\n",
      " 'جامعة' 'الديانة الرومانية القديمة' 'يوتيوب' 'بروتستانتية' 'أرمن'\n",
      " 'دوايت أيزنهاور' 'ذا برونكس' 'الأزمة المالية 2007-2008' 'البرتغال'\n",
      " 'إبادة جماعية' 'سان بارتيلمي' 'طاجيكستان' 'علم الإنسان'\n",
      " 'ريتشموند (فيرجينيا)' 'عدوى' 'نوبة قلبية' 'نظرية التعقيد الحسابي'\n",
      " 'فيكتوريا (أستراليا)' 'هوغونوتيون' 'محرك بخاري' 'أكسجين' 'حظر النفط 1973'\n",
      " 'قانون الاتحاد الأوروبي' 'تبديل الرزم' 'جيولوجيا' 'صيدلية' 'عصيان مدني'\n",
      " 'تشييد' 'مدرسة خاصة' 'جامعة هارفارد' 'جامعة شيكاغو' 'جهاز مناعي'\n",
      " 'اللجنة الدولية للتغيرات المناخية' 'راين' 'إسلام سياسي' 'إمبريالية'\n",
      " 'وارسو' 'قوة' 'مقاطع صينية' 'سومر' 'مصر']\n"
     ]
    }
   ],
   "source": [
    "unique_titles = df['title'].unique()\n",
    "print('Unique titles:', unique_titles)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "يونانيون                   345\n",
       "العصور الوسطى              288\n",
       "أكسجين                     285\n",
       "جمال عبد الناصر            270\n",
       "الإمبراطورية البريطانية    250\n",
       "                          ... \n",
       "فريدريش فون هايك             3\n",
       "دومينيكانية                  3\n",
       "الألب                        3\n",
       "سانت هيلينا                  3\n",
       "حيدر آباد                    3\n",
       "Name: title, Length: 297, dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#topic entries\n",
    "df['title'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Question count by title'}, xlabel='title'>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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/x4kTJyQmJkbfxy+GWwYuqnnIz8+PgQsREZGb+SfdPNg5l4iIiNwGAxciIiJyGwxciIiIyG0wcCEiIiK3wcCFiIiI3EaFApd58+ZJenq6Hs2TnZ0tb7zxhn4/NzdXDMNwWW666SaX79i/f78UFBSIl5eXhIaGyujRo+XcuXOXZm+IiIjoqlah4dDR0dFyzz33SKVKlQSAPP3009K2bVv59NNPpVq1aiIiMmDAAJkyZYr+jJeXl/7/+fPnpaCgQMLDw+X999+XQ4cOSe/evcVqtcrdd999iXaJiIiIrlb/+OnQgYGBcv/990v//v0lNzdXatSoIbNmzSp33TfeeENat24tBw8elLCwMBERmT9/vowZM0Z+/PFHsdlsf+s3T5w4IQ6HQ44fP855XIiIiNzEpbh/X3Qfl/Pnz8vzzz8vp0+fluzsbP36kiVLJDg4WKpXry7jxo2T3377Tb+3ZcsWSUtL00GLiEh+fr6cOHFCdu3adcHfKioqkhMnTrgsREREdO2p8My5n3/+uWRnZ8vvv/8uPj4+8sorr0hqaqqIiHTv3l3i4uIkMjJSduzYIWPGjJHdu3fLyy+/LCIihw8fdglaRET/ffjw4Qv+5owZM2Ty5MkV3VQiIiK6ylQ4cKlSpYps375djh8/LsuXL5c+ffrIpk2bJDU1VQYOHKjXS0tLk4iICGnSpIl8++23kpSUdNEbOW7cOBk5cqT+Wz3rgIiIiK4tFW4qstlskpycLJmZmTJjxgzJyMiQhx9+uNx169atKyIie/bsERGR8PBwOXLkiMs66u/w8PAL/qbdbtcjmfh8IiIiomvXP57Hpbi4WIqKisp9b/v27SIiEhERISIi2dnZ8vnnn8vRo0f1Om+99Zb4+fnp5iYiIiKiC6lQU9G4ceOkZcuWEhsbKydPnpSlS5fKxo0bZe3atfLtt9/K0qVLpVWrVhIUFCQ7duyQW2+9VRo2bCjp6ekiItK8eXNJTU2VXr16yX333SeHDx+WCRMmyNChQ8Vut/8rO0hERERXjwoFLkePHpXevXvLoUOHxOFwSHp6uqxdu1aaNWsmP/zwg6xbt05mzZolp0+flpiYGOnQoYNMmDBBf95sNsvq1atl8ODBkp2dLd7e3tKnTx+XeV+IiIiILuQfz+NyOXAeFyIiIvdzWedxISIiIvqvMXAhIiIit8HAhYiIiNwGAxciIiJyGwxciIiIyG0wcCEiIiK3wcCFiIiI3AYDFyIiInIbDFyIiIjIbTBwISIiIrfBwIWIiIjcBgMXIiIichsMXIiIiMhtMHAhIiIit8HAhYiIiNwGAxciIiJyGwxciIiIyG0wcCEiIiK3wcCFiIiI3AYDFyIiInIbDFyIiIjIbTBwISIiIrfBwIWIiIjcBgMXIiIichsMXIiIiMhtMHAhIiIit8HAhYiIiNwGAxciIiJyGwxciIiIyG0wcCEiIiK3wcCFiIiI3AYDFyIiInIbDFyIiIjIbTBwISIiIrfBwIWIiIjcBgMXIiIichsMXIiIiMhtMHAhIiIit8HAhYiIiNwGAxciIiJyGxUKXObNmyfp6eni5+cnfn5+kp2dLW+88YZ+//fff5ehQ4dKUFCQ+Pj4SIcOHeTIkSMu37F//34pKCgQLy8vCQ0NldGjR8u5c+cuzd4QERHRVa1CgUt0dLTcc889sm3bNvn444+lcePG0rZtW9m1a5eIiNx6662yatUqefHFF2XTpk1y8OBBad++vf78+fPnpaCgQM6ePSvvv/++PP3007Jo0SKZOHHipd0rIiIiuioZAPBPviAwMFDuv/9+6dixo4SEhMjSpUulY8eOIiLy1VdfSdWqVWXLli2SlZUlb7zxhrRu3VoOHjwoYWFhIiIyf/58GTNmjPz4449is9n+1m+eOHFCHA6HHD9+XPz8/P7J5hMREdF/5FLcvy+6j8v58+fl+eefl9OnT0t2drZs27ZN/vjjD2natKleJyUlRWJjY2XLli0iIrJlyxZJS0vTQYuISH5+vpw4cULX2hARERFdiKWiH/j8888lOztbfv/9d/Hx8ZFXXnlFUlNTZfv27WKz2cTf399l/bCwMDl8+LCIiBw+fNglaFHvq/cupKioSIqKivTfJ06cqOhmExER0VWgwjUuVapUke3bt8sHH3wggwcPlj59+sgXX3zxb2ybNmPGDHE4HHqJiYn5V3+PiIiIrkwVDlxsNpskJydLZmamzJgxQzIyMuThhx+W8PBwOXv2rBw7dsxl/SNHjkh4eLiIiISHh5cZZaT+VuuUZ9y4cXL8+HG9/PDDDxXdbCIiIroK/ON5XIqLi6WoqEgyMzPFarXK22+/rd/bvXu37N+/X7Kzs0VEJDs7Wz7//HM5evSoXuett94SPz8/SU1NveBv2O12PQRbLURERHTtqVAfl3HjxknLli0lNjZWTp48KUuXLpWNGzfK2rVrxeFwSP/+/WXkyJESGBgofn5+cvPNN0t2drZkZWWJiEjz5s0lNTVVevXqJffdd58cPnxYJkyYIEOHDhW73f6v7CARERFdPSoUuBw9elR69+4thw4dEofDIenp6bJ27Vpp1qyZiIg89NBDYjKZpEOHDlJUVCT5+fny6KOP6s+bzWZZvXq1DB48WLKzs8Xb21v69OkjU6ZMubR7RURERFelfzyPy+XAeVyIiIjcz2Wdx4WIiIjov8bAhYiIiNwGAxciIiJyGwxciIiIyG0wcCEiIiK3wcCFiIiI3AYDF7pk4se+drk3gYiIrnIMXIiIiMhtMHAhIiIit8HApRQ2dxAREV25GLgQERGR22DgQkRERG6DgQsRERG5DQYuRERE5DYYuBAREZHbYOBCREREboOBCxEREbkNBi5ERETkNhi4EBERkdtg4EJERERug4ELERERuQ0GLkREROQ2GLgQERGR22DgQkRERG6DgQsRERG5DQYuRERE5DYYuBAREZHbYOBCREREboOBCxEREbkNBi5ERETkNhi4EBERkdtg4EJERERug4ELERERuQ0GLkREROQ2GLgQERGR22DgQkRERG6DgQsRERG5DQYuRERE5DYYuBAREZHbYOBCREREbqNCgcuMGTOkdu3a4uvrK6GhodKuXTvZvXu3yzq5ubliGIbLctNNN7mss3//fikoKBAvLy8JDQ2V0aNHy7lz5/753hAREdFVzVKRlTdt2iRDhw6V2rVry7lz52T8+PHSvHlz+eKLL8Tb21uvN2DAAJkyZYr+28vLS////PnzUlBQIOHh4fL+++/LoUOHpHfv3mK1WuXuu+++BLtEREREV6sKBS5r1qxx+XvRokUSGhoq27Ztk4YNG+rXvby8JDw8vNzvePPNN+WLL76QdevWSVhYmNSoUUOmTp0qY8aMkUmTJonNZruI3SAiIqJrwT/q43L8+HEREQkMDHR5fcmSJRIcHCzVq1eXcePGyW+//abf27Jli6SlpUlYWJh+LT8/X06cOCG7du36J5tDREREV7kK1bg4Ky4ulhEjRkj9+vWlevXq+vXu3btLXFycREZGyo4dO2TMmDGye/duefnll0VE5PDhwy5Bi4jovw8fPlzubxUVFUlRUZH++8SJExe72UREROTGLjpwGTp0qOzcuVPeffddl9cHDhyo/5+WliYRERHSpEkT+fbbbyUpKemifmvGjBkyefLki91UIiIiukpcVFPRsGHDZPXq1bJhwwaJjo7+03Xr1q0rIiJ79uwREZHw8HA5cuSIyzrq7wv1ixk3bpwcP35cLz/88MPFbDYRERG5uQoFLgBk2LBh8sorr8j69eslISHhLz+zfft2ERGJiIgQEZHs7Gz5/PPP5ejRo3qdt956S/z8/CQ1NbXc77Db7eLn5+eyEBER0bWnQoHL0KFD5dlnn5WlS5eKr6+vHD58WA4fPixnzpwREZFvv/1Wpk6dKtu2bZO9e/fKq6++Kr1795aGDRtKenq6iIg0b95cUlNTpVevXvLZZ5/J2rVrZcKECTJ06FCx2+2Xfg+JiIjcVPzY1y73JlxxKhS4zJs3T44fPy65ubkSERGhl2XLlomIiM1mk3Xr1knz5s0lJSVFbrvtNunQoYOsWrVKf4fZbJbVq1eL2WyW7Oxs6dmzp/Tu3dtl3hciIiKi8lSocy6AP30/JiZGNm3a9JffExcXJ6+//npFfpqIiIiIzyoiIiIi98HAhYiIiNwGAxciIiJyGwxciIiIyG0wcCEiIiK3wcCFiIiI3AYDFyIiInIbDFyIiIjIbTBwISIiIrfBwIWIiIjcBgMXIiKiKwAfqPj3MHAhIiIit8HAhYiIiNwGAxciIiJyGwxciIiIyG0wcCEiIiK3wcCFiIiI3AYDFyIiInIbDFyIiIjIbTBwuQBOBERERHTlYeBCREREboOBCxEREbkNBi5ERETkNhi4EBFdBPaDI7o8GLgQERGR22DgQkRERG6DgQsRERG5DQYuRERE5DYYuBAREZHbYOAiHB1ARETkLhi4EBERkdtg4EJ0jWONIxG5EwYuRERE5DYYuBAREZHbYOBCREREboOBC12T2K+DiMg9MXAhIiIit8HAhYiIiNwGAxciIiJyGwxciIiIyG1UKHCZMWOG1K5dW3x9fSU0NFTatWsnu3fvdlnn999/l6FDh0pQUJD4+PhIhw4d5MiRIy7r7N+/XwoKCsTLy0tCQ0Nl9OjRcu7cuX++N0RERHRVq1DgsmnTJhk6dKhs3bpV3nrrLfnjjz+kefPmcvr0ab3OrbfeKqtWrZIXX3xRNm3aJAcPHpT27dvr98+fPy8FBQVy9uxZef/99+Xpp5+WRYsWycSJEy/dXl1iHIFCRER0ZbBUZOU1a9a4/L1o0SIJDQ2Vbdu2ScOGDeX48ePy5JNPytKlS6Vx48YiIvLUU09J1apVZevWrZKVlSVvvvmmfPHFF7Ju3ToJCwuTGjVqyNSpU2XMmDEyadIksdlsl27viIiI6Kryj/q4HD9+XEREAgMDRURk27Zt8scff0jTpk31OikpKRIbGytbtmwREZEtW7ZIWlqahIWF6XXy8/PlxIkTsmvXrn+yOURERHSVu+jApbi4WEaMGCH169eX6tWri4jI4cOHxWazib+/v8u6YWFhcvjwYb2Oc9Ci3lfvlaeoqEhOnDjhshAREV0N2B2hYi46cBk6dKjs3LlTnn/++Uu5PeWaMWOGOBwOvcTExPzrv0lERERXnosKXIYNGyarV6+WDRs2SHR0tH49PDxczp49K8eOHXNZ/8iRIxIeHq7XKT3KSP2t1ilt3Lhxcvz4cb388MMPF7PZRERE5OYqFLgAkGHDhskrr7wi69evl4SEBJf3MzMzxWq1yttvv61f2717t+zfv1+ys7NFRCQ7O1s+//xzOXr0qF7nrbfeEj8/P0lNTS33d+12u/j5+bksREREdO2pUOAydOhQefbZZ2Xp0qXi6+srhw8flsOHD8uZM2dERMThcEj//v1l5MiRsmHDBtm2bZv069dPsrOzJSsrS0REmjdvLqmpqdKrVy/57LPPZO3atTJhwgQZOnSo2O32S7+H1zi2nRIR0dWkQsOh582bJyIiubm5Lq8/9dRT0rdvXxEReeihh8RkMkmHDh2kqKhI8vPz5dFHH9Xrms1mWb16tQwePFiys7PF29tb+vTpI1OmTPlne0JERERXvQoFLgD+ch0PDw+ZO3euzJ0794LrxMXFyeuvv16RnyYiIiLis4qIiIjIfTBwISIiIrfBwIWIiIjcBgMXIiIichsMXIiI3BCnOqBrFQMXIiIichsMXIiIiMhtMHAhIiIit8HAhYiIiNwGAxciIiJyGwxc3AxHEhAR0bWMgQvRVYbBLRFdzRi4EBERkdtg4EJERJcdawrp72LgQkRERG6DgQsRERG5DQYuRHTVYzME0dWDgQu5cMcM3h23mYiILg4DFyIiInIbDFyIiIjIbTBwISIiIrfBwIWIiIjcBgMXIiIichsMXIiIiMhtMHAhIiIit8HAhYiIiNwGAxciIiJyGwxciIiIyG0wcCEiuoLwERZ0pbvcaZSBCxEREbkNBi7/kcsdoRIRXauY/15dGLgQERGR22DgQkRERG6DgQsR0b+IzRRElxYDFyIiInIbDFyIiOiKx5orUhi4EBFdgXijJiofAxcicju8qRNduxi4EBERkdtg4EJ0jWKtBdGlwWvpv1XhwGXz5s1SWFgokZGRYhiGrFixwuX9vn37imEYLkuLFi1c1vnll1+kR48e4ufnJ/7+/tK/f385derUP9oRIiIiuvpVOHA5ffq0ZGRkyNy5cy+4TosWLeTQoUN6ee6551ze79Gjh+zatUveeustWb16tWzevFkGDhxY8a0nIiKia4qloh9o2bKltGzZ8k/XsdvtEh4eXu57X375paxZs0Y++ugjqVWrloiIzJ49W1q1aiUPPPCAREZGVnSTiIiI6Brxr/Rx2bhxo4SGhkqVKlVk8ODB8vPPP+v3tmzZIv7+/jpoERFp2rSpmEwm+eCDD/6NzaFrANuYiYiuDRWucfkrLVq0kPbt20tCQoJ8++23Mn78eGnZsqVs2bJFzGazHD58WEJDQ103wmKRwMBAOXz4cLnfWVRUJEVFRfrvEydOXOrNJiIiIjdwyQOXrl276v+npaVJenq6JCUlycaNG6VJkyYX9Z0zZsyQyZMnX6pNJCIiIjf1rw+HTkxMlODgYNmzZ4+IiISHh8vRo0dd1jl37pz88ssvF+wXM27cODl+/Lhefvjhh397s4mIiOgK9K8HLv/73//k559/loiICBERyc7OlmPHjsm2bdv0OuvXr5fi4mKpW7duud9ht9vFz8/PZSEiIqJrT4UDl1OnTsn27dtl+/btIiLy/fffy/bt22X//v1y6tQpGT16tGzdulX27t0rb7/9trRt21aSk5MlPz9fRESqVq0qLVq0kAEDBsiHH34o7733ngwbNky6du3KEUV0VWGHYSKiS6/CgcvHH38sNWvWlJo1a4qIyMiRI6VmzZoyceJEMZvNsmPHDmnTpo1UrlxZ+vfvL5mZmfLOO++I3W7X37FkyRJJSUmRJk2aSKtWraRBgwby2GOPXbq9IiIioqtShTvn5ubmCoALvr927dq//I7AwEBZunRpRX+aiIiIrnF8VhER0SXGZsL/Bo/ztYmBCxEREbkNBi5ERETkNhi4EBERkdtg4EJERERug4ELEV0T2JGT6OrAwIX+FbxJ0JXgSk2HV+p2EbkDBi7ktpj5ExFdexi4EBERkdtg4HKRWNonuvx4HRJdexi4EBERkdtg4EJERERug4ELEV112IREdPVi4EJERERug4ELERERuQ0GLkREROQ2rrnAhW3fRERE7uuaC1yIiK4013KB6lre9yvZlXxeGLgQERGR22DgQkRERBflctTMMHAhoivGlVw9TURXBgYuRERE5DYYuBAREV3A5aoFZO3jhTFwISKia5Y7BgjuuM2XEgMXIiIiuuT+rQCLgQuVca1H8/8FHmMioovDwIWIiK4JLDBcHRi4EBFdAa6lm+q1tK906TFwIXITzOyJiBi4EBERkRth4EJERERug4ELEV0VrtWmtGt1v+naxcCFiIiI3AYDFyIiInIbDFyIiIjIbTBwISIiIrdxzQQu7MBGRETk/q6ZwIWIiIjcHwMXIiIichsMXIiIiMhtVDhw2bx5sxQWFkpkZKQYhiErVqxweR+ATJw4USIiIsTT01OaNm0q33zzjcs6v/zyi/To0UP8/PzE399f+vfvL6dOnfpHO0JERERXvwoHLqdPn5aMjAyZO3duue/fd9998sgjj8j8+fPlgw8+EG9vb8nPz5fff/9dr9OjRw/ZtWuXvPXWW7J69WrZvHmzDBw48OL3goiIiK4Jlop+oGXLltKyZcty3wMgs2bNkgkTJkjbtm1FROSZZ56RsLAwWbFihXTt2lW+/PJLWbNmjXz00UdSq1YtERGZPXu2tGrVSh544AGJjIz8B7tDRER05Yof+5rsvafgcm+GW7ukfVy+//57OXz4sDRt2lS/5nA4pG7durJlyxYREdmyZYv4+/vroEVEpGnTpmIymeSDDz64lJtDREREV5kK17j8mcOHD4uISFhYmMvrYWFh+r3Dhw9LaGio60ZYLBIYGKjXKa2oqEiKior03ydOnLiUm01ERERuwi1GFc2YMUMcDodeYmJiLvcmERER0WVwSQOX8PBwERE5cuSIy+tHjhzR74WHh8vRo0dd3j937pz88ssvep3Sxo0bJ8ePH9fLDz/8cCk3m4iIiNzEJQ1cEhISJDw8XN5++2392okTJ+SDDz6Q7OxsERHJzs6WY8eOybZt2/Q669evl+LiYqlbt26532u328XPz89lISIiomtPhfu4nDp1Svbs2aP//v7772X79u0SGBgosbGxMmLECJk2bZpUqlRJEhIS5M4775TIyEhp166diIhUrVpVWrRoIQMGDJD58+fLH3/8IcOGDZOuXbtyRBERERH9qQoHLh9//LHk5eXpv0eOHCkiIn369JFFixbJ7bffLqdPn5aBAwfKsWPHpEGDBrJmzRrx8PDQn1myZIkMGzZMmjRpIiaTSTp06CCPPPLIJdgdorI4/JCI6OpR4cAlNzdXAFzwfcMwZMqUKTJlypQLrhMYGChLly6t6E8TEV1TGHQTleUWo4qIqOLix752uTeBiP5l1+J1zsCFiIiILpl/O5hi4ELkxq7F0hYRXdsYuBAREZHbYOByjWOJ/crG80NE5IqBCxEREbkNBi5ERETkNhi4EBER0QVdaU3WDFyIiIjIbTBwISIiIrfBwIWIiIjcBgMXIiIichsMXIiIiMhtMHAhoj91pY0oIPfwX6YbptFrCwMXIiIichsMXIiIiMhtMHAh+g+xSpuI6J9h4EJERERuU7Bi4EJE9BfcJUMnErn60ysDF7qiXe0XIBERVQwDFyIiInIbDFzoisHaFSIi+isMXC4j3qiJiIgqhoELXVIMxojocmIedPVj4EJERERug4ELERERuQ0GLkREROQ2GLgQERGR22Dgcg1jJzYiosuL+XDFMXAhIiIqB4OKivmvjhcDFyIiInIbDFyIiIiuIKzp+XMMXIiIiMhtMHD5lzFyJiIiunQYuBAREZHbYOBCREREboOBy1WKTVRERHQ1YuBCREREboOBCxER0d/E2uzLj4ELERERuY1LHrhMmjRJDMNwWVJSUvT7v//+uwwdOlSCgoLEx8dHOnToIEeOHLnUm0FERERXoX+lxqVatWpy6NAhvbz77rv6vVtvvVVWrVolL774omzatEkOHjwo7du3/zc2gyqA1Z9EROQOLP/Kl1osEh4eXub148ePy5NPPilLly6Vxo0bi4jIU089JVWrVpWtW7dKVlbWv7E5REREdJX4V2pcvvnmG4mMjJTExETp0aOH7N+/X0REtm3bJn/88Yc0bdpUr5uSkiKxsbGyZcuWf2NT6ArCWh0iIvqnLnngUrduXVm0aJGsWbNG5s2bJ99//73k5OTIyZMn5fDhw2Kz2cTf39/lM2FhYXL48OELfmdRUZGcOHHCZaGr15Ua4Fyp20VEdC255IFLy5YtpVOnTpKeni75+fny+uuvy7Fjx+SFF1646O+cMWOGOBwOvcTExFzCLXZPvIlWHI8ZEZH7+9eHQ/v7+0vlypVlz549Eh4eLmfPnpVjx465rHPkyJFy+8Qo48aNk+PHj+vlhx9++Je3moiIFAb9dCX51wOXU6dOybfffisRERGSmZkpVqtV3n77bf3+7t27Zf/+/ZKdnX3B77Db7eLn5+eyEBER0bXnkgcuo0aNkk2bNsnevXvl/fffl+uvv17MZrN069ZNHA6H9O/fX0aOHCkbNmyQbdu2Sb9+/SQ7O5sjioiIiC7StVQrdsmHQ//vf/+Tbt26yc8//ywhISHSoEED2bp1q4SEhIiIyEMPPSQmk0k6dOggRUVFkp+fL48++uil3gy6SsWPfU323lNwuTeDiIguk0te4/L888/LwYMHpaioSP73v//J888/L0lJSfp9Dw8PmTt3rvzyyy9y+vRpefnll/+0fwuRyOUvTfzV71/u7aMrH9MI0aXBZxURERFVAIPQy4uBC12VmLEQ/bt4jdHlwsCFiIiI3AYDF6JL6L8ohbKkS0Tuqvpda//xdzBwISK6TBiEElUcAxeiqwBvgER0rWDgQkRERG6DgQv9pfixr7FET1eEaz0dXuv7TyTCwIWIysEbJJErXhNXjms6cGFCJCKiS+lqu69ciftzTQcuRBfjSryQiahieB27LwYuRHTZXUs3kWtpX+nfda2mJQYuREREl9i1GlT8Fxi4EBERkdtg4EJEl9TVXNK8mveNLj2ml38HAxciIiJyGwxcqEKu5hJEeft2Ne8vXX0qml6ZvuliXc60w8DlGsJMii61ayFNMaAlurIwcKmAy5VZ/dXvMhMlIqJrBQMXIqowBstEdLkwcLkG/Zc3Hd7giEhh3nPlc4fjxsCF6ArhDhnGpXSlNr2662/R1e+fpKerKS0ycCEiIiK3wcDlCnM1RcVUgueUiOjSYeBC1zwGFvRPMP0Q/bcYuNAF/ZsZMjN7omsDr3W61Bi4XMF4wV961/ox/a/3/1o/3tcKnmf6LzFwISK6BHjzpn8T09f/Y+BCVy13vtCvhaHCdPn83fPM9EBXIgYu9K/7s8yPGSNdapcqTV1JaZPbQn/XtRCUMnChi+LOiZ6IyuI1Te6CgQvRRWJG/9/gcb528dxfev/WMf0vzxUDF7qqVPTiYcZIVzum8cuP5+DSYuBC/xiDBfor7nTO3WlbL+Rq2Ae6ulzKNMnA5RrBjIyuVpcybbvDdeIO20j0b3L7wOVKvIivxG36N1zN+3k17xuVxfNN1zJ3S/9uH7go7nbg6a9xLhP3wuNGdGW5Wq/JqyZwKc/VetKuRjxX5Oy/SA//xm9cyen4St620i73tl7u36c/d1UHLlcqXhR0LWP6v3q5a8B5KVzJgxQu9FtX8jb/masycLlSDi79O3h+iejfwLzFPVzWwGXu3LkSHx8vHh4eUrduXfnwww8v5+YQERHRFe6yBS7Lli2TkSNHyl133SWffPKJZGRkSH5+vhw9evRybdJFcY7Q/0m0zkj/2sVzX77Sx4XHidwd0/ClcdkClwcffFAGDBgg/fr1k9TUVJk/f754eXnJwoULL9cmuT1eFHQhlyJtXA1ThV9Jv32l4jH5+3isLo/LEricPXtWtm3bJk2bNv3/DTGZpGnTprJly5bLsUlERETkBiyX40d/+uknOX/+vISFhbm8HhYWJl999VWZ9YuKiqSoqEj/ffz4cREROXHihBQX/ebyr4jwtXJeKy76rdxjxtf+2WtX2nl2x9eutHPqjq9daef0anntSjvP7vhaecdWRASAXDRcBgcOHICI4P3333d5ffTo0ahTp06Z9e+66y6ICBcuXLhw4cLlKlh++OGHi44hLktTUXBwsJjNZjly5IjL60eOHJHw8PAy648bN06OHz+ul19//VW2b98uIiJffPGFXk/9n6+592uX+/f5Gl+70GuX+/f5Gl+7En7/UrwWGRkpF+uyBC42m00yMzPl7bff1q8VFxfL22+/LdnZ2WXWt9vt4ufnpxd/f39JSEgQERFfX1+9nvo/X3Pv1y737/M1vnah1y737/M1vnYl/P4/fS0qKkpMposPPy5LHxcRkZEjR0qfPn2kVq1aUqdOHZk1a5acPn1a+vXrd7k2iYiIiK5wly1w6dKli/z4448yceJEOXz4sNSoUUPWrFlTpsMuERERkXLZAhcRkWHDhsmwYcMu6rN2u13uuusu8fPzkzvuuENERPz8/Piam792uX+fr/E1pk2+diW/drl//1K8Zrfb5Z8wgH8yJomIiIjov3NVPmSRiIiIrk4MXIiIiMhtMHAhIiIit8HA5U+sXr1aduzYcbk3g4guwnPPPSeLFi36177/nnvukeeff/5f+3668v3baYzKd1lHFV2Mu+++W86dOydffvmlnD59WhISEiQsLEyOHTsmx44dEwASExMjHTt2lNTU1D/9rjvvvFNeffVV+eOPP6RmzZpSv359qVGjhn5/3rx5sn37dmnVqpWcOnVKqlatKtWrV5fw8HA5ceKEHDlyRDIzMyUiIkJeeukliY+Pl+bNm8uePXtk4cKFkpCQIAMGDNDf98MPP8i0adNkwYIFcv78eXn99delatWqcvr0aTl8+LCIiISHh0tqaqpYrdYLbvfq1avlww8/lPz8fKlfv76sX79eHnjgASkuLpb27dtLbm6uREREuEz44+zs2bOyceNG+d///icWi0Xq1q0rX375pezevVtsNpuEhobKrl27xNvbW06fPi0RERHSunVr+fHHH6W4uFgOHz4sACQsLEzefvtt+fHHH6VVq1bSokULERH5+uuv9e+r/589e1aefvpp+eCDD+To0aNSt25dadiwoQQEBMinn34qx48fl+uvv15SUlJEROTDDz+U999/XwBIWlqaNG7c+E8nLDpy5IgUFRVJbGysfm3lypWycuVKMQxDAgMDJScnR7766iv59ttv5ddff5WDBw+K1WqVevXqybhx4+STTz6Rffv2yW+//SYhISFSs2ZNPdFhUVGRfPDBB+W+//7778vTTz+tz+vTTz8t69atk6VLl+rznJaWJvHx8S7bfPDgQTl58qScOHFCDh06JPv27ZMvv/xSAgICpFmzZlK9enUJDAx02e/bbrtNtm3bJg6HQwIDA+WDDz6QLl26yOnTp2Xbtm3i5eUl6enpsmfPHmnZsqWIiLz22mvy1VdficVikWrVqknTpk3FZrPp7+zevbuIiOzcuVN+/PFH2blzp/j5+cn1118vZ8+elQULFshnn30mKSkp0qVLF6lcubIsW7ZMevbsKSIlzybx8/Mrk8ZuueUWiY2NlREjRoinp6fL+ydOnJBjx47pc+Pt7S0iIufPn5fZs2fLzp075fTp0+Lt7S3x8fFiMpnEy8tLzp49KyEhIfLbb7/Jo48+KsXFxTJ48GCJjIyU7777TiwWi8THx4u3t7d8/PHHMm/ePPnll1+kSZMmEhISIlu3bpWsrCwREfnjjz/k6NGjcubMGQkKCpKAgIAys3mePn1aVq5cKYWFhfLpp59Kw4YNRUTknXfeEZPJJCNHjpSuXbvKsWPHZO7cuXLHHXfIiRMn5N5775Xvv/9ejh07JmFhYVJYWCjt2rWT33//XSwWiz7+7du3F5PJJMuWLROz2ezy2/v375f33ntPVq5cKcnJyXLnnXeK3W6XefPmydq1a6WoqEgMw5AuXbpInz59RETk008/lS1btkhOTo6kpaWJiMiePXtkypQpsnv3bmnatKkkJSWJxWKR4uJimTVrlvz6668SFBQkjRo1ksaNG0uNGjUkJiZGb8eWLVtk9uzZkpCQIJMmTZLdu3fLH3/8IdWrVxer1Sq//fabeHl5iYjIl19+KbfccoscOnRIRowYIf379y+TLr744gs5c+aMrFy5Ul555RUBIKmpqdK6dWvJycmRp59+2iXv/Pnnn3X+WrNmTdm4caMcOHBATCaTREdHu1yn5Tl58qScO3dOAgICyry3efNmadiwoc4TY2NjJS4uTjw9PWXfvn2yfft2OXTokGRnZ0tGRkaZz589e1ZGjhwpvXr1kp07d8qzzz4rAQEB0qJFC6lWrZrL6Bn1G+Hh4bJ06VIJDg4ud/ZYwzDEarVKQECAnD59WipXrqzzRRGRvXv3yvHjxyUxMbFMHv/HH3/IyZMnJTAw0OV1dW8s7xhcyN133y3FxcWya9cuOXTokFSqVEkSEhLkyJEjsnXrVgEg1apVk0qVKsn48eNFpOS6Xrx4sXz44Yfy448/6rRfWFgoc+fO1feYzMxM6dixo043FXbRDwu4TDIyMmCz2WC1WvUzD0wmU7nPQvDz80ODBg3QvHlzNGrUCC1btkTHjh1Ru3Zt5OTkICkpCZUqVYKIIDg4+B89d8HLywtmsxmJiYkwDAPe3t7w8vLC3Xffrbe9UaNGyMvLAwC0b99ef9YwDJfvMplMsFqtsNls8Pf3R7Vq1VCvXj1kZ2cjPj4ehmHA19cXFosFixcvhq+vL2688UbceOON+lgYhoH33nsPP/zwA7Kzs2EYBkwmEwIDAxEQEOByzEwmE3x8fJCTk4PU1FSXbfL39y+zjYZhwNPTs8wxmDhxItLT02EYBjw8PFC/fn39/7CwMJjNZv15s9kMm80GEdHn0mw249VXXwUANGjQAGlpaUhJSYHNZkN8fDy2b9+OEydOoEePHoiNjUXv3r1RVFSEIUOG6P1r2LAhvv/+e8yfPx+tW7dGeno6qlatiqpVq8JqtcLX17dC5zUyMhLVq1eHh4cHzGYzLBYLPD09YbFYYBgGvLy8ICIICQlB48aN9T6JCBITE/U+m0wmdO7cGV999ZVOD6XP+4UWk8mEKlWqYOnSpbBYLAgICHB5v7zv+avv9vLyQnx8PBISEvT22O12l3XS0tIQHh4Os9kMs9msz1vTpk0RHx8PAJgyZQoMw0BqaioOHTqkvys5Odnlu7y9vTF27FjMnz8fN910E/Lz8/U5K33N+vj4ICgoqNz98PPz+9vH7WKWVq1aIScnB/Xq1cMXX3yB0aNHw2w2o0OHDggODkZRURFq1qzp8plKlSrBYrEgPDwcv/76K7KzsyEi8PT0xE033YS0tDQYhoGAgAAkJCQgIiICL774IjIzM13OcevWrfH888+jbt265V5fFosFTZs2RfPmzdGpUydYLBZ9zvz8/BAbG+uy/oMPPohly5bptGqz2eDr6wtvb28EBATotFleusnNzcWUKVOQn5+vv99msyE4OFiv4+npiU6dOsFmswEA3n33XXh4eCAoKAjDhw+HYRiIi4tD9erV0b9/f0yaNAnVq1f/03RqNpvRqFEjeHt7o3Hjxpg/fz6io6MREREBk8lUbl6v9s3HxweVK1fG6NGjMWHCBPTu3Ru9evWC3W7XeVa7du2wYcMG5OfnY+zYsQgKCsJ9992HyMhIl21Q22WxWPT5GTp0KPbu3YuioiJ8+umnuO222+Dt7a2vp9LbZDKZEB0djWHDhuGBBx5AbGyszh/U9/v5+cFkMulry8PDA3a7vUz+rPLF+++/X3/WarUiLCwMfn5+8PT0REJCAry9vWEYBtq3b4/du3cDAFq2bKmPXXR0NEaOHInatWujsLAQa9euxY4dO3Dy5EkUFRVh7dq1+PLLL/HJJ5+UyQ/UdhuGAX9/f50PhYeHIzY2Fj/++COGDx8OLy8vZGVlYdy4cXo7U1JSEB8fj+bNm6Nt27YICgpCWFgYtmzZclFxgNsFLv7+/njssccQGRkJq9UKh8MBEcGWLVtw4sQJ/PHHHzh8+DAmTpz4l5mUSiwqsTrf9J3Xs9vtiIiIuOSZpEqw/v7+MJlMLjc9ddH4+fmV+1lfX18kJCTAZDKhU6dO+PHHH3HXXXchKioKVqsVVatWRdOmTVGtWjU4HA4YhoFhw4ahoKAAHh4e8PT0RO/evREcHAxPT09YrVZkZ2ejRo0a+uasEml6ejqSkpLg4eEBPz8/fZGqgMNmsyE8PLzMMTMMA35+fjqTDAgIQGhoKCwWC2w2G7y9veFwOODr64vp06cjNDQUWVlZCA0NRVBQUJnM4ELnUETgcDjQtGlT+Pn5weFwuGQQzZs3R506dVyOu0hJsCEiSE9P1xmUOu4dOnTQ75c+Z4MGDYLdbnfJ+NW5LJ3hlbfUq1cPaWlp+nMqowwLC9PHU/3r7e0NDw8P/dlGjRqhW7du+ua4Zs0anXk636BExOXm365dO3h5ecHX11fvf5cuXbB//3589tlnWL16NeLi4mC325GWlqbTndVqxZw5c1BcXIw+ffogKCgIhmGgRYsWGDVqFGw2G8xmM5KSklC1alU0bNhQB4kpKSl/ef7Cw8ORnp6OSpUqwTAMREVFuRy71atX65uA1WotNzN1vm6qVq0KEdEZuPONTf3fOf2q/VTrlr4xOn93Wloa4uPjISIIDQ3Vr5cXZNjtdvj4+CA6OlqfF39/f0RHR+v8plOnTmjXrl2ZtFw6vYkIfHx8YBgGRowYoY+Vt7c3WrZs6ZIOAwIC9DargFOd9/z8fJe0JCIICwvDpEmTYLVaXW7Y5R0Llcb9/Pzg7e2t37fZbFi6dKnLdqjtNZlM8PT0RFJSkg5mzWYzVq5cibp16+p8r/Q1+HeX4OBgfQ2pc6kKts7XYq1atfTN28PDA9HR0Xrb1HZnZGTowp3ZbEZ0dHSZPMBkMpWbBtVitVqRl5cHm81W7noqr1dp32w26+vXOR2o/MX5HDins78bvCcmJurCtCpEqvcaNGjgUrC6UAVAeUujRo3w2Wef6YBPpXd/f3/9nenp6S7HQF13alsCAwMRFBSEn376qcJxgNsFLmvWrAEAXTp/6aWXICL45ptvyqw7duxYVK1aFffeey9ycnJ0xte0aVMYhgGHw6FLU+omISKoXLky3n33XUybNg2GYaBz587w9fXF0KFDISLo3LkzGjZs6JKgVHAgUnLDCA8Pd7mwfX19dYJ0DkacT6zKGEQE0dHRFwxaLrSYzWadkAIDA2EymWCxWJCQkODyG97e3vD09MSGDRv078fHx2PYsGEwDAM33HADvLy89IXy0EMP6f+vWbMGjz/+OEREf6/JZEKXLl0gIujRowd69eqlf0/dSFSC7dq1q95WEdE3ZrUtzhdkRESEPkelMzXni119V1RUFMLDw2G1WlGlShWMHTsWAQEBqFevHsaMGaO3QZ2XrKws2O12vPzyy7p264EHHkBSUpK+MYSGhqJKlSouvzd37lx4eHjAZrPBMAxYLBbUrVsXIoI2bdq4ZHaVKlXStWPOmZthGOjTp4+u4fL09ET37t0RGRmJwMBAdOzYEYZhYNOmTTh16hRycnL09g8aNEj/xoIFC+Dj46ODyNDQUB2Q16pVS6eHpKSkCmV6Ku3VrVsXFosFUVFRuOGGG/RnndNtQEAArrvuOv3ehAkTdKCh9q2wsFCvf9111+k0Zzab0bdvX10ACQ8Px4IFC/R57dGjBzw9PWGz2TBq1CisWbMGhmGgcuXK+thZrVZMmjQJvr6+CAoKwvTp0wEAn332GQzDwNixY7Fq1SqIlNzE5s+fD5PJhDfeeANTp07VQYXVakXr1q1Ru3ZtiIjO5NV+dOzYUQfvo0aN0vsTFxen05SHhweCg4N1elBp1c/PDzVq1IBhGPDx8UG1atXg6emJW265BSKCqVOnQqTkhp+ZmYnWrVvDZDIhPDxcB0uGYeCXX35BXl6evu6qV6+uCxnqOnniiSf0dWc2m2G1WjFmzBiEh4frc9SrVy/9/+zsbOTl5enj6XA4UFBQoLd/wIABeOGFFxAYGAiHw6Hz19OnT0NE0LBhQ8TExECkpEBVo0YNnY/Gx8frwpO6sVksFtSsWRNr167VNzN1HFT6WLBgAby8vHQQ9sQTT6Bv374QEdSqVQtBQUFwOByYOXOmTjeHDh3C3XffrWssHA4H2rRpo9P+iBEj9D47BwVms1kXdtRvBAUFwW63o1mzZnqdG264AdWrV0flypV12ihdYFM17SKCO++8E/fccw8cDge8vb11LeOMGTN0fmqxWLBmzRr4+Pjowoi6ZgcOHIjHH39c5x3OtfSJiYn6GlXpUv3+mjVrICJYuHAhevbsCbPZjCVLluC+++5zycfUNdeuXTv4+PjoIKp0AVrlr6q2WqVHh8OBwYMHQ0Tw9ttv47rrroPFYsGZM2fQuXNniAgmT56MV199VaffrKws3HrrrfD29kZYWBh8fHwwYcKECscBbhe4KA0aNMB1112HnJwcmEwmnDt3rsw633//PUwmE/73v/8BAHbt2gXDMDBkyBCduG699VYEBgZCRDBmzBh06dIFZrMZAHDffffpqvRJkybpG1pgYCAeeughiPx/U0pUVJROiNWrV0fHjh1hNpsRFRWFzMxMAMC9994Li8UCDw8PndDKK9WrDFBdgLNmzUJQUBDeeustGIaB+fPnY+/evZg2bZrO9OLi4lwuJBUEZWZmIi4uzqWEKCJITk5G27ZtdXVfx44dXS4KVepQNyZVM3L33XejV69eOhGrkq2Pjw9EBNWqVcPatWv1d4WFhZUp5alErG7gnp6eqFWrFux2O+x2O/bs2YOxY8eiXr16AIB169bBMAy9b0FBQTh//jy8vLxgMplwzz33ICIiwqUp6MUXX8SGDRvKBDylb9qhoaFISEiAj48P7rjjDixcuBB9+vTRGf4999wDu92O8ePH68+0bt0aubm5ECkppTl/5wcffIB7771X/60ygfDwcF0b5nzjCAoKKlPbk52d7ZKRv/DCC3jvvff033feeae+6ZfeP3U+/fz8YDab9Q1WBdO33norWrVqpdePjo5GTk4OZs2a5VLiVtsdGRmJLVu2oG3btmjYsCEsFgt8fX1hNptht9uRnJystyMxMREzZ85Ew4YNXZpTHA6HbnIwmUzYsWMHvLy89I1J1Uo4nx8VEHp4eOCee+7RtTEnTpyAiKBGjRqoXLkyREpKjur3DMPAyJEjcejQIXTv3h1RUVE6P1A35vDwcNSpUwc+Pj6w2+36mJdOJyaTCbVq1XLZD1XbtGnTJv165cqVdT4gIrj++utdfk8F9c7XnqenJ+rWrasD9+LiYl0bo66J6OhopKamupzjJUuW6FoudT0EBgbqJuTS508dZy8vL5eS/LPPPqtvkJUrV8b48eMRFRWlb6h9+vTR32O329GoUSOYTCbk5+fj1KlT+piqGgqVj3Xp0sWlycpkMqFt27YwmUyYPn06bDabDoqmT5+ub4QWi8Wl1jI1NRUNGjRAZGQkHA4HOnTogPz8fH3jtVqtCAwM1IUHm82GF154AcOGDYOIIDMzE15eXrq5QkSwbds2fd3a7XZdyBERHWimp6fDbDajSZMmej3V5KXee+KJJ3DvvfeWqV11TsMOhwPx8fHYsGGDDgiioqJgGAYSExMRFxen88y8vDzk5uYiNzcXcXFxutaiZs2aWLdunT7P3377rUvNiMrrli1bhrCwMH38UlJSEB0djfPnzyM+Ph41atRA586dUb16dcyZM8elZsUwDJw+fVrn9/Xr10etWrX0PjinW+dWB7vdjpiYGHTv3h0mkwnDhw9HZGQkTCYTAODs2bMQETRp0gRPP/20PlY7d+4EADz//PMICgqCp6cnEhMTK3z/d9vAZc+ePWjdujXMZjNatmxZ5v3ffvsNx48fh2EYLv0KYmJiYBiGSynGOdGpxKT6ZLRu3RqbN2/GoUOHYDKZcMcdd7h8rlq1ai6lWRXJm81mxMXFYfbs2fD29ta/v3nzZvzwww9o1aoV7Ha7S5tvo0aNXKJdVdU7ePBgWK1Wl2jZudovLi4OzZo1K7eq9dVXX8XGjRvRt29feHt7l6m+tFgsqFKlCqZOnYrq1asjLy9P35zUOj4+PqhRowYeeughmM1mBAcH65JIixYt9HoqEHG++ajXVdOeiOhSq8VigdVq1VXphmHgrrvuAgBs2LABPj4+WLRoERo0aOCy3YmJiXjjjTf056Kjo1GtWjWI/H9fpWbNmiEnJwfBwcGIiYmBxWJB1apVdZ8mlSmbTCaX/hiBgYG6Kl4dn5o1a7qcY6vVivDwcPj7++v+Lqp9Wl2Yat/UZ/Lz811q6dq2bQsRQUxMDMLDw9GgQQNdDR0dHY0hQ4boY7hnzx5duhUR5OTkIC8vDz4+Pnj33XcRGxuL6667DmPHjnU57ur/4eHhyMzMRFRUFHbt2oVHH31Uv6+qiyMiIpCYmIiwsDB9YxQpCYr37duHxYsX65vau+++i0aNGiEmJgbvv/++S21P5cqVsWTJEmzcuNFl/5236+mnn0ZQUJA+ZiotOKebqKgomEwmREVFoXbt2vq8qlqDr7/+Wgcbs2fP1jcakZIgTRVozGazropWNYVxcXH62vHx8UFgYKAO/FVQ5HA4XKrmVdNlQECAS1qMiIjQ/brS0tLQqFEjBAUFobi4GM8++yxESgo3iYmJOlDw8fHBrFmzMHz4cH2TLSoqcrmG4uPjkZqaiszMTJc8oWnTpigsLMSkSZP0azExMXj++efL5Bvq/0lJSbBYLPDy8sKQIUNw00036SDVZrPhlltu0QGh+i21j+oYWK1W3TfOMAzUrVsXP/zwg84HLBYLHA4HWrdu7VLLqr7TMAy8/vrrmDx5skv6vOWWW7BhwwZ9Q1Z5WIcOHfD111/jk08+0X034uLi8OabbyI2NhaGYaBSpUqw2+3l9k8s3Q+pa9euOHXqFO6++26XvC86Olo3rZf+jsLCQuzbtw9+fn5ITU1F48aNIVJSOFA1PSrPqFWrlktT2bBhw3QfG+faHbWPFotFFyarVauGdu3aYdmyZejfvz9EBDfeeKPu56jy/SlTpqBNmzYu15Pqv6jOm1o3LCwMJ0+exKJFizB79mzExMTAarVi2bJl6NChg/6OjIwMAEBAQAD8/f0xffp0vR/R0dE6mK5SpYrLsVG1puo68vT0hJ+fH0JCQvS9zvl+pfp5HT58GABw7Ngxvb0mkwlHjx6t0P3fbQMXpUGDBroKKi8vDw0bNkRERAQsFgv8/f11W+u2bdsAQEeRN910k8uJUE0Spfu5qE6ZBQUFMAwDO3fuxMcff6xPyiuvvOKSaarPT5s2Dc8884zOAD799FNUq1ZNZ3AfffSRSyfL0u2cVqsVmZmZLgGKxWLBtGnT0L9/f1SqVElnhKW3+d1338Xp06fRsmVLjB07Vh+rrl27YtasWTooOXDgAE6fPg0AWLt2Lfz9/fH7779DRDB06FA88sgjcDgc+PLLL/V3/PTTTzh9+rRuWz569Ki+oNu2bQuHw4E9e/Zg8ODBaN++PQ4ePKh/48SJE/qmUx4fHx/06NEDb7/9Nnr27InU1FRs2rQJY8eORXp6uj428fHxMJlMOphQzSMiJc0/pWsOHn/8cdx4440uQZW/v3+5TSaqpkWVYEUEPXv2RKNGjWAYBiIiInTVvDrmdrsdubm5eOyxx/DLL78AAOrXr4+wsDBdE3fbbbe5dMZU6cIwDCxYsAD3338/oqOjMX/+fNjtdtx8882IiIiA2WzG+vXr8eGHH+rPtmvXDgkJCWjRogWAkiDpnXfe0c2mnTt31m34q1ev1ud90qRJOHTokO6vYjKZcNddd+kgvVevXjq4ci79Ox+n9u3bAyhpJlD9M5ybj1STgaoWV98zduxYXdpVzagRERG47bbbkJKSgieeeEIfE3X+BgwYgIyMDCQnJ+Pmm2+G1WrVwYjD4dD9MnJycjBlyhSXwN1ut+PBBx+EYRj47rvvAEBvS3BwsC64qH5AkZGROsNWzQQJCQl6m3x8fLBw4UIMHz4cOTk58PLyQmFhIbp06YKZM2fCw8MDhmHoGpqsrKwyHcGjo6N17a5zU7JzE7Gqddy9ezcGDx6MmjVruuQTfn5++nqcM2cOWrZsiaFDh+LMmTNo0KABWrZsiUceeUQ3PXl6emLgwIGYMGGCvjmcP38ey5cv1zVlW7ZswZ49e5Camqqb7p544glYrVYMGzYMnTt3RmBgICpXrozu3btjwoQJutZq1KhR8Pb2xpkzZ7B9+3Z4enrq2mi1TJo0Cfn5+XoAgDoujzzyCE6dOoUjR47AMEr6oqn0pAIZk8mERYsWwcfHBxkZGdi3b58O+sPDw136UdWqVQu+vr6oXr26Lkyovi8OhwNff/01VqxYoY91cnIyPDw80LZtWwBA586dMXXqVAQHB+PGG2+ESEltZ2ZmJnx8fPD7778jICAA0dHRuoA7atQotGzZUtcyjR49GhaLBbm5ufDx8UFaWhqqV6+uOxzn5+fr/G7//v0QEbzzzjtYtGgRfvnlFyxatAgiJQVOwzBcOgCr7TaZTFiyZInOVz/44AMEBATAMEoGbTgH3F5eXjp/VHmgypNU+oiNjdVNuc615zt37sSePXv0es7n1LlLw9SpU1GpUiUcP35cBya//PKLbn632+3w9vZG1apVsWnTJmzatAmvvPKKTgM1atTAnj17KnTfd9vA5YMPPtCdjlQU3KJFC92+qqouVUSpqMzp9ttvh0hJtbvNZkOlSpWwd+9evPfeezCZTJg5cyZ69uwJk8mEPn366EwxIiICPXv2hI+PT5m2QLUsXLgQ58+fR0xMDMxmMzw9PRETE6NL1AkJCWjVqhWOHz+O+++/X2d0ql0wPT0dM2fORL9+/bBv3z5Mnz4dt9xyi06oyiOPPAKLxYKgoCCEhobqm4Uq9U+aNAnNmjXT35OamoqBAwfqzHPmzJlYsmQJlixZgokTJ8JsNmPWrFm466678N5772HFihVYuHAhNm/ejGnTpmHw4MG44447dIlNddx0Li2r7+3Tpw969OiBU6dO4fTp0zh9+jRefPFFmEwmfSNx3p/z588jPT0dUVFROrMZNGgQduzYAQD6BmO32/Hrr79iyJAh+pzcfffd+n1PT08MHToU586dw8GDB3HkyBG8/fbbGDt2LPz8/ODr64uwsDAcOHAA9957L0aPHo033ngDTz/9NN58800sXboUvXr1QvXq1fHpp5/qIPLcuXP6xpuUlIR69eqhUaNGqFOnDpKSknTfqTVr1uDkyZOoWrUqvLy8MGXKFLz88svYuXMnTCYTYmNjYTab8cgjj+gbksqo77jjDp1u1fGMiYlB3759kZCQgMDAQH1D79evH5544gmsX78e1atXR8+ePdGsWTMUFBQgKipKl6qqVKmCsLAwDBs2DB07dsSLL76I0NBQxMXFISQkBHXq1EFiYqIOjJ0DuNLp2tvbG8nJyahUqZI+b4cPH0bLli31jaRjx45o2bIl+vbtixdffBGzZs2CYRjYvXs3/vjjD4SFhaFdu3ZITk5G7dq1MWbMGHh6eiInJ0dXRUdFRcFms2HMmDHo2rUrvL29ER4erjNP1X9G1SZVqVIFqampsFqtSE9PR0BAgG4aU9uSn5+vA4WePXuiYcOG8PLyQr9+/XSzi2p+s1qtmD9/Pjp16oTc3FwEBwdj/PjxOnAymUxo1qwZjh8/jpSUFLzxxhv46quvcP/996N79+4QKWl6de5bpjqBXnfddZg6dSpatmyJ1NRUJCcn495778XcuXN1H7obb7wRx44dw+OPPw6TyaSbcVVT1csvv4wTJ07gkUceQefOndG+fXvs2bNHl8Dvu+8+REdHo2bNmrppQtUMtWjRAgMGDMCNN95YpilALV999RVmzJihaxbj4+Ph4+Oja6VUs6wqGIiU1HA2a9ZM1z455wc7duzAH3/8gccffxxDhgxBs2bNkJKSAsMwULt2bfj7+8Pf3x+ZmZm6GWvRokV6WbduHUQEK1asQEBAgE6n3t7euiY1JycHHh4eePrppzFv3jz4+/vrppKHHnpI13q/8847Og2pmuTnn38emzZtQp06dTBy5EiYTCaMGDECu3fvxtmzZ7F06VJYrVaXvHfVqlXw9fXFH3/8AaCkW4JISf83kZKmYJPJhNdffx2NGzfGwoUL0a1bN3h6eurvmDlzJry8vLBv3z792vr162EymbBixQqX5rPExET4+PjgxhtvhK+vL3x9fV22RxUSbrrpJphMJsTExCA5ORmVK1dGjx49YDKZsH37dixZsgTPPvus7pvSpEkTREVFITY2Fh4eHggICNC1nT///DNeeeUVmM1mvPbaa7Db7fDw8EBMTIwe7LBz506cPXsWvr6+2L17t+6TN3bsWL3tF+p07XA4UFxc/Pdv+k7cNnBJTk5Gv379dPVv9+7ddYAwefJkLFu2DAMHDoTdbse4ceNw66234vPPP9cjN4KDgxEVFYXg4GCMGzcOnp6e2L17NxYvXqwzN7vdjlq1aulaG9W5t379+pg/fz6eeeYZffGoJhQRwU8//aQjSlXd7evri7p162L58uUICQlxKWWpC2D06NFwOByoV68elixZgnnz5ukSPAC8+OKLuPfee7Fo0SLMmDEDoaGhGDduHEwmE6ZMmaIz9AMHDuhSV3BwMG699VaXWiG1qOrjiIgIXW1ZXi3En70eGBgIq9WKKVOm6MBCdRRUVcQqeFOjl9SoIovFgsDAQNx3331o0aIFcnJycPvtt6Np06Zo2rQpMjMzYbfb8dBDD6FLly6w2Wy6v9C8efN0aW769OmwWq3o1q0blixZ4tKvIScnB2azGUFBQS4jasxmM6pXr44GDRrowPGrr77C9u3bERYWhrlz52LAgAG6aXD+/PlYvHgxHnzwQdx4443Iz89HQECA7jugRkup0opISZNWlSpVXDpBdu7cGWazGV999RVee+01iAhuuOEG3cdH3QxUyb10TVyDBg3Qo0cPl0DjhhtucGm+SElJ0edT3ZwqV66sAx9PT089PNFms+HNN9/UJT3VH8MwSjonBwYGYuDAgbjvvvtcbiZKnz59dADWtGlTdOzYEdu2bcO8efP0uVfHW41Ye+qpp3RHz9LNSaWXkJAQ+Pn5oX///ujbty/y8vKQlpYGb29vl75YkZGRGD16NP744w/s2LFDFxLatWuH/v37Y/jw4cjLy0NERESF0/hjjz2GFStWYODAgcjOzoa/vz8qV66MrKws1KhRA8eOHcOKFSvw3nvvoXXr1vDx8UFwcDB8fHyQm5uLESNGYPHixToAMZlMiIyM1LV1quZIdbY8cOCArsVUfWBUDXK1atWQlZXlctwyMjLQu3dv/bfJZEKdOnV0EKX2S52L7Oxs9O3bV/d1UrUI6jxGRETAbrfD4XDAw8MDAwYMQP369REYGIhWrVrhxIkT6N69O+x2u853J02ahDp16iAnJ0fXuqlAs1atWoiIiHAZcjx16lQkJiYiLy8P06dP12nFMAwsXrwYGRkZ6Ny5Mxo0aICnnnoKIqI7OMfHx7vUAFitVh24hoaG6s75DzzwACZNmoSIiAhkZGTgwIEDeP3113UttgoMLnTufXx88OCDD+Ktt96Ch4eHznsHDx4Mh8OBiRMnAgCmTZsGDw8PeHl5ITY2FhaLRZ//OnXq6GYUlVcEBwe79PuLjIzE7bffjunTp6N///5lbvSq70l8fDzy8/N1XpuXl4fIyEhdM+/l5YVRo0ahcePGAICDBw/CarWiT58+LrVYwcHBWLJkCVasWIFvvvkG33//Pb788kuEhoa69H9z7hytloCAAJ1emzZtCqCk24bqgGw2m5GRkYHRo0frJuc333wTc+fORY0aNZCXl6e3V6SkCWnWrFn47bffKnT/v+IDlwMHDpS7+Pj44PHHH8f06dPh5+eHTz/9VJcwunfvjjFjxuiDbrFYkJWVVSaBqotFJRTnUqa60TtX4QYHB2P58uX6xhgTE4O77rpLf7daX5VAnav2PDw88MILL6C4uFhX66nfLD2s1sfHB+PHj9c3D8MwsHnzZvTt2xdVqlRBTEwMwsLCEB0drWsa1NKhQwfk5OToXuIqQFJBl5rDofT2NWnSRHe0O3PmjMv2GYaB77//HqtWrULt2rWRmZmJNm3a6HW6d++uh/aVvhH81RBHlQE7BzyLFy/Gvffei5YtW5Y7pDYxMbFMZ8r4+HjMnz9fB1IvvPACatasifr162Pw4MFo3Lgx6tWrh5UrV5Zbm6ACLefzkJycjIEDB7qst2nTJjzzzDNlRgmpAMHhcKBy5cro06cPRo8ejfbt2+uRJmp9u92Oli1bYvDgwTCMkjkX5s2bh08//RTffPONPs8ignnz5sHHx0ffuHbs2KFvVmFhYTAMAzExMWjQoAF27dqF7OxsVKpUSbeFq6phs9mMjz76CK+//jratm2L3r1745tvvoG/vz9GjBihb6qhoaG6Cc7b2xs9evTA5s2bAQDvvfce3nvvPfTu3RtxcXGoWbOmbmIxmUzYsGED6tWr53KNqZJ16WuuX79+WLVqFXr16qXb/FVNoPNisVjQtWtXjBkzBsOHD8czzzyDJUuWYObMmTCbzZg4caKuNXReGjVqhMqVK2Po0KEAoJt33nvvPVgsFjRo0AA333wz/P39dedH5yp0Vfps1qwZvvzySxQUFKBNmzZo0KCB7tgfGRmJzZs36/5Y6rNZWVl45ZVXsH79ep2P5eXlISMjwyUNiAhatmyJwMBA5OXl6WtB9VVyXlRQ07ZtWz2irV+/fjqtqvVatGihm2LVzV01izlPvwAAL730kj53Kh8JCgqCzWbT56Jhw4YutdiVKlXC0KFDsXPnTrz22msYNmwYmjVrBgAuI5Gcl9jYWN00GxISgvr167uMwlIjDVUttmomLy+vMJlM8PPz07VZqlDk3CfNarXqzrYWi8VlSgh1c01LSwMA3aladVpW+Z3FYsFtt90GkZKCpepv4txErApgzmm7vLytvPec7zc2mw0hISHIzc1FcnIyoqKicP311+POO+9ErVq1dD8cVcPo3MysrlPnqSNmz56NzZs3uwSKIiVzFKn+SSIlo0V79+5dZm6Z0osKim677TbdJzM8PBx79+4FANSsWRMRERH6/KuAcNCgQQgLCwNQ0hWhffv2aNKkCWJjYxEaGqpH70VERCAzM7NCwcsVH7iUbu8sXQ3pvKjOls4HXCWezz//HLGxsbrTls1mw8yZM7Fx40Zs3LhRt1Gq71alWnXy4+LidDuh3W7XN86aNWu6/KbzDUwlONVOqzRq1AgOhwOJiYl6DhPnhKcyqfDwcAQFBaFHjx46GFGdu7KystCiRYtyx95brVb8+uuv6NevHwzDwN69e3H48GH9vsrQ7HZ7mb4e06dP17UZQ4cO1SM3VCJ19uuvv+rhg+p3b7/9dl3drjqaqaX0/C/qeKt9SEtL07VABQUFaNCgAUJDQ2EymTBs2DBs3LgRJpMJHTp00Bdx1apVdRW2Kk2oxfl3EhMTsWjRIp1BO1dxq9KPyWTSzSZqUdvmPFReDW8ODw9Hz549YbVasWvXLoiUdIrr27evy3Hat28f4uPjERYWhsTERHh6esLLywshISEwm83w9/fHsWPH9PrTpk3TgU7NmjX1ZF5ms1l3ypw4cSLWr1/vUp185swZtGrVCqdPn8Znn30GkZJOiV5eXsjOzsb48ePLnEM1NUB556NevXr6GDrPCVPe4nztqH8LCgr0EGrVCTgwMBCTJ0+GyWRCWloamjVrhrZt2+oCSWhoKMLDw136LamaLDXKKD4+XnfSdTgciImJ0X1DoqOjkZCQgPHjxyM6OhpVqlTB8ePH4e/vj5UrVwIA+vfvj5o1awIAevbsqa+HTp066XS6cOFCPPTQQ6hTp46+YZlMJRN4TZo0STfFqTzHYrFg0KBBeOedd2AymfD999/j/PnzWLx4MUaMGKGnJShdw6RGxZWXn6mbaHR0tB7Vps633W5HUFCQ/r6FCxciLy9Pd6JXnVDr1Kmj+y/cfPPNOl1NmDABNWvWRFBQkJ5fydfXF59//jkmTZoELy8v2O12vPDCC7BYLIiMjET9+vV1n8IHHngAd911F8xmM2bMmOGSJ6xatQq7d+/G7NmzdZ+J0aNH6/PpHCCWvkGqAsFrr72GZcuWuRQKQkND0aVLF4SFhWHfvn3lBjVmc8l8Uf3790diYqK+4bdq1UrfdA3DwMSJE/Vxj4+Px9KlSyEieOONNzB//nzYbDZ07txZTyLZqlUrHfTYbDZdMKhevTpMJhNuv/12ZGRkwGKxYOvWrVi8eDEiIyOxcOFC3QfNbDbD19dXFwwCAgIwevRoXRuzcuVKhIeHo1+/frqQsHr1agwfPlyPygsLC9P5uojoSfesVqvL3DkhISFo3bq1DspVE7QaeKE+HxcXh/DwcOTl5eGdd95B5cqVkZiYCIvFgoULF+oO5itXrsSRI0fg4eGBxx57DPXr10ePHj0AlHTCzcjIwIABA+Dr64sDBw6gfv36CAkJ0RMQJiQkIDMzEyNGjIDdbse6deuwatUqWCwW9OvXD7GxsRg3btzfjguu+MBl7969Lovq6RwdHa1vUOpvlbmqEzh+/Hid6Pfs2YMJEyboiHzw4MGIiIjQI44aN26MOXPmoHLlysjMzEReXh5SUlJ0Jq5GKdhsNthstjLDi1VCLC+QCAsLw4cffojrr79ed9o0DMNlOGL37t31zbRp06YICQmBYRhYunSpngfm119/1fMhLFq0CLfccgsCAwMxdepUJCcn646WIoKnnnoKjzzyCAzDwP79+7Fv3z5Ur15dTwjn4eGB/Px8PSpA3YBUnwgvLy84HA69jcuXL0fjxo0RHByM5ORkdOzYER999BGeffZZ3QSRlZWFXr16oX379jCZTNi1a5euQXLOdFUJUC2qBNGnT58ys0aqjOLVV1/FgQMHdH8Jk8mE0NBQfPvtt7q5Q+1DRkaGbsJTtV/R0dHYu3evDs5U6fezzz7TtRuqdKaCOxVAqgn5VEnF09MT8fHx6Nixoz5nVatW1Tdjk8mElJQUdOnSBffeey9MJpOeEPH+++9Hz549XTJrdYOZPn06WrVqpb9THTfnvhJBQUG69/6xY8dcboRqlt+aNWvqz6anp8NkMsHLy0s3aZpMJuTm5uLHH3/EuXPn8PLLL+ODDz6AYRioXr26PgeGUTL0X/U9UZ994IEHAEDfmOvVq4ewsDCsWLFCX7fOvxceHg6bzYZbb71VH8+MjAw97NO5cHKhQonzjV4tat4WdUMxmUyYP38+ALgE1JmZmWjUqBFuueUWHDhwAG3btoVhGJg7dy68vLwQFhamj5NKj/Hx8Xj88cdx7NgxXYX+4IMPYsiQIfD399ejSPz8/HT1ure3tx5l17FjRzRv3lz33yh9vsvbz/LyDhVAAnCpNc7OzsbYsWN1x+oqVaroACw0NBQ1atSAl5eX7hxpGAYaNWpUZt4RdX1OnjwZL774oj5/qsla9Te6++670aVLFxiGoYewqwKK2WzGM8884zJMWjl58iQKCwt18BcQEKBH8KjOuOrYValSRQdWDRo0QJs2bXSthPMkmbfffjteeeUVncbbtGkDb29v3UR177336hl8V61aVaawazKZsHv3bl1wCw8P10HxDTfcoGsB1bFWHXjV/FbDhg1DSkoKmjVrhmrVqunhxikpKXoqjeLiYgQFBWHHjh2Ijo7GoEGDdLO8cy3yX6V3EdFNKWrAQNu2bfU0E2rf6tWrh71796J9+/b6O7OyssrUTNevXx8iJZ3nnQcxbNq0CevXr0dQUBDefPNNPbpUTRdQp04d1K5dG4mJiTh+/Di++eYbWK1WvPTSS6hbty4Mo2RiwoYNG2L48OG6IkAV+JzzSdXkn5GRgczMTAQFBeGZZ55xaeL/K1d84FIRRUVFMAwDn332mZ77QURcTrA6gY0bN0anTp1gt9t1qapKlSqwWCx6aJhat1OnTrj99tthMpkwfvx4PXyzWrVqOiNwrrp0OBxo3749IiMjdWlRzTbZsGFDl1lJVZWs6hCltlFFyKpZx3nuF/U7aWlpmDp1Kg4cOKCHKqubgcrc7XY7Fi5ciLCwMAwcONBl2JzzMFvnvhRWqxWLFi3CAw884BJ8lb6gIiIiAJRUOavgw26344svvoBhGNi+fTtSU1N1QBkREYFevXrB4XC4zDxrt9sRGhqKwMBA3REzJSVFjw5TE/ylp6eXOzGfp6cnFi9erKuXbTYboqKiEBQU5FK6U0NVAwMDXXrOv/7662X2zXlCtSlTprhMoOac6ahgr7y2cjWvjIeHh8sw7NKZlfOQU3VjLy8D8/T0hIeHB1577bUL1jx6eHjobalRowZuvPFGtG7dWvflUY98MIySvi6qI7cqfebl5cFutyMzM1PX1qjtUxPdqUCscePGLjWF6jvVvDiq6t15RJhaz2Qy4frrr9dt8HPnztWFk7feesvlpqE+p/qGqWsiMjJS9wGJjo6Gv78/YmNjAaDMDbp03xa1DRaLBTfffDNatGihb6zOnwsICNBt8r6+vrotX/1tNpsxcuRIl2p/k8mkA5jExEQ9waUqRNlsNj3CsLzjUvqcBgQEAAByc3P1ta2ul9JzAFmtVnh5eeHQoUP4+uuvUVhYiKioKBQUFAAAXnvtNXh4eMBqtSInJwcPPfQQmjVrhvDwcAQGBuLAgQMuUxyIlDT1qEnqVDpQ76lmHrX9NWvWxOeff67z5K5du7o0Wah9joiIQM2aNTFhwgR4eHjoTq0qndpsNlStWtWlFiYwMBAFBQX4+OOPUaNGDZeaV7vdjhtuuEHflG02G3JycnRNhYeHBxYtWqTT8u23317u4Ap1M09OTtYz+tpsNnh4ePzl7Okq/1ZzNnl5eSEzMxNVq1aFn5+fLhCo61hE0Lt3b72PERERqFu3Llq0aIG4uDh07twZhmEgNjYWmZmZeOSRR/S+lP7t0aNHIyEhATt37kTlypVd+gClp6ejWrVqqFq1qs6Lc3NzYTKZdNCtmgidBwGoPMc5jfn5+SEwMBAbNmxASEiInmKjRo0a+ng5twRYrVZ4enpi0KBBLuffZDIhOzsb77//PgyjZNSvyWT627PoumXg8tNPP+HDDz90qV4HSoaXdevWDWfPnsW5c+fw4IMP6tKY8+RKKihRnQXVHAXO/V2sVqtuRnFOWAB0ab2wsBD9+vVDaGgowsLCdBtlt27dUL9+fZfSq/PN7M8Sv5+fH6KjozF8+PALDkErnQDU/3v16uVyo1YdYL29vfXIF6vVir59++Lbb7/FgQMH9GRxKSkpekTAtGnT9DG9UCnQ+UJX26H+r46pc/Wt2WzGL7/8gvnz5+Opp55Ct27d/vR7S+/v/fffr9u/x4wZo2+GzkNK1VwB6m9PT0+8/vrrLsckMDAQY8eORZMmTWAYBgYPHqybHdR3BQUFAQBWr14NkZJmmQceeAAmU8lsnAMGDNAXpHPz0vDhw/U+q99TpavSz3xKT09Hr1699LTzvXr10sGvWlcFk2pYrtrn5ORkLF682CUtOXcOr1SpEho2bOgyWmH58uUQKZlDBfj/OU2Cg4Oxa9cu3V9i4MCBLoHDnzXNqkVVfathxF27dsWTTz6J7t27o0+fPrp51nlkmNVqRbt27WCz2XRQcf/99wMomevIMAw0bty4TOdk1YykJr4zDEN34ly9ejV8fHx0adp5ux944AEdOJSeD6n0taludur31LV06NAhPerFMAx9nk6fPl0mcHXO7FUt4K+//opmzZrB398fJ06c0BNIipT0JVF9eTIyMvDkk0/CMAwUFBSgd+/eAEpK8aUnrIyNjdXPb7LZbAgKCkLt2rXh7e2NnJwcxMbGIjAwEPfffz+WLFlSbrB0ofMbEBCAmjVrorCwEIZhYMOGDS79ZiwWC2rUqIHnnnsOFotF/1alSpXQpEkTnX+qjuZhYWG6gDN27Fh4enri5ptvhkjJfC4bN27E6tWrkZGRgfnz56NRo0bw8fHR169hGHqkpspXYmJiUK9evTLnsrx9c77GVcfw2bNn4+OPP9bHT11LDRs2hGEY6Natmw70AgICXOb7cV5UAO9wOBAcHKyb8VQB8pNPPtEjkADgm2++0b+lHldiNpuxaNEi2Gw23ZTi7++Pn376CbGxsbpmODMzE1arFfXq1dNBTEFBgR5Sreatct4+1XHZMEo6hKuuD879M53zb/WaumYGDRqEpk2bon79+rjhhhv0CMNOnTrh4YcfxgcffIBVq1ahUaNGqFSpkr5HqrmuVM2rmuJB1ciuX78eI0aMwPfffw/DMLBr166/FQO4ZeAyadIkXeJ5+eWXAZSMwQ8KCkLlypVRXFysZ61UHVLLS2xdunTBDTfcoOcFUJmhzWbT0W3NmjX1g8W6du2KsWPH6oSpTrS6OFTGp6qMH374YbRt29blxqlmSlU3CovFggcffBDx8fGYOnUq+vTpA6vVCg8PD4wePRoff/wxrrvuOj0j5NixY2EYJVOet23bFvfeey9mz56NGjVq6Mn11L63adOm3JqSP8uwAgMDMXLkSH2ss7OzXSakMwyjTIlM7XtKSgqSkpKQlpaGF154ARs3bkSdOnVw2223oWXLlti3bx9eeuklPQ1/fHy8vmmnp6cjMTERISEhSEhIQMuWLdGgQQN9s3vppZf0bLKlt7t0B+X4+HgsWLAAgYGBeO2119ClS5cyz8lQ26wuJBHRI8FUU6JzSTE4OBiFhYVo06YN5syZAw8PDz2FuJrivrCw0OXGYrPZEBcXhwEDBiA8PFxXSZd3Pi7UTFKnTh04HA5YLCXPrVKT4zVv3lyXUkVKOpPPnj0bnp6eqF+/vs7EFNVvKSws7C87TKvtcR4C+t1338EwSjoSq5qr2NhYZGRk6BowX19fXXumJhpTo+PUtVSnTh2Xm7vqP6BGD+Xk5MDT0xPJycno0qULoqKidAnfw8MDNWrUgMlkwrJly/T3VKlSRQdpWVlZmD17tkuNqeqI6eHhAR8fH5eq+rVr1yInJwddunTR/ZRU3yy73Y6AgAB9s545cyZMJhMOHDigH8EgUjIc32w263425V1fNpsNI0aM0M2kqnlDrX/DDTdg+vTpmD59Ojp06IA5c+Zg48aNGDJkiJ47B0CZPKd04OU8BFUFdn5+frqPVemAyvmcq2atKlWqYO/evS4jwpz/LX2js1qtqFOnjg6GDcPQo4VERNc23nLLLahateoF06B6plH//v3x6quv4v3330eVKlUwf/58PWx+2bJleP311xEfH4+4uDjdHOZ80w0JCdGTBarzoPq+qMClX79+8PPzw6uvvoonn3wSnp6eGD9+fJkZnFWtnNVqRcOGDREcHOwyK7Ha9lGjRumh5kr9+vXx+OOPIyYmBh07dtTz6Ozfvx+NGzd2qdVQzy5ThTP1fKmUlBR89913erqKKlWqYOLEibDb7XjnnXd085jFYkG7du2wb98+FBYWIisrCyaTCZMnT8Zvv/2G1atXuzwny8vLCxs3biwz95GPj4+uLXV+LMGBAwf0iKmvvvpKv6/ubXFxcfj0009x4sQJBAQE4I477kBMTAySkpL0JHnqmlQdpbt166YfOlxcXIxJkybpeWD+ilsGLidPnsSpU6dw2223weFw4JdffsHo0aN100jXrl1hsVjw3nvvoV+/foiMjHSpXqtWrRpiYmJw5MgR/agANTxRPck4NTUVqampqFq1KoYNGwaLxYKUlBRkZGTop4s6HA60aNECTzzxBERcq1DDwsL0ZEDh4eFITk5GTEyMyzwdzp1CnUu3KuM5d+6cnuRLlcwfeughhIeH6x74KqFHR0ejS5cueP/99/WcE6tWrYKPjw+ysrJw4403Yu/evXjnnXfQv39/xMfH6zH7NpsNnp6eeP/99zFq1Ci0bt0a48ePx6hRo/ToqqysLD0KwTnTUkNrVRu0aqoYMGCAfgbH/v37AZRMmKWaXFRJJD4+Hl26dIHVatWZuaqezMzM1BOiqX4azv1j4uPjcfPNN+sakBYtWiAkJERPWV2vXj00aNAA9erVQ1xcHCwWC1q3bg1vb2+MGDECaWlpaNu2LaxWK4KDg7Fv374Llj7Dw8Px1VdfweFw4KuvvkJ+fj4GDx4Mk8mExx57zKWUrjJH1b9GLWr2T+dSm6p+T0xMRI8ePVxGgPj6+iIjIwMDBw5EUlISBg4ciMmTJ+t+OH+2PP/88/p6cb7Ji5RMqmU2m/WIFpPJhDfffFMP22/Xrh2GDx+Oxx9/XH/H2bNnMWLECNxzzz26mcN5hEPpRdVCxsfH66nO1QyoFosFt9xyiw54VHCt5jmpUqUKMjMzdaBhMpn0kF/Vf+3hhx92Oa6//PILvvjiC6Snp+s0pNJopUqVsHv3bnTo0MFle+12O4CSZjJVY+dcAlWjX1S/AG9vb10bqYIxdS2rJ+LabDY8+uijei6SOXPmuAQZ5aUvk8mEuLg45Obm6iGuaWlpur9dvXr1MGrUKHTr1k1/XhVOnPspqOYXkZIJDydMmAAvLy/07dsXbdq0+dOgRU3AGRERgfnz52Pjxo36ycqlR9wFBQVh7dq12LhxI5KTk/Wwa1Vzpmo2VF8+tY+qhtLPzw8tW7Z0GV35Z4tqgoyLi9P5iMlU8nBZNay5SZMmSE5ORkhIiMsjB5zPt/NEboZhoFmzZrqvZEZGhn7GmnOtjL+/P/Ly8vRN32KxYOLEiS7HQ3UJSE5ORnBwMObMmaMLuKdOncLLL7+saxmda/6dZ9dW/ScjIiL0FAqlZ1EXKQmeH3zwQSQlJaFNmzY6cPD19cWpU6fw008/ITQ0FI888ghsNpt+irtK42rd3Nxc+Pv7u/SfM4ySR5A0bdrUJY8ym81o27Yt1q9fj6SkpDIzxauaXsMwsG7dOj3Hi3MQ6DxiUJ2Hp556Cna73aUm6u9yy8BFKS4uRkJCgu6QFx0djVGjRumIH4BuPnBuG3c+UWazGdWqVUNoaKhL3xDnIGL58uWoXbs2nnvuOeTl5eHrr79Ghw4ddAcwNf2x81M4k5OT9QV37733ujydWDVJlb5onZtbREo67aobsKqudJ6eXqSkb4zqOBwSElKmqWjy5MmYNGmSHs3SoEEDfPnlly7NKlarFY8++igAYPHixYiNjUViYqKeeTgjIwMnT54EUDJmv3QTliotREREuDzTx263o2PHjnouhKeeekpnAAEBAahTpw78/Pz0yAaz2YywsDDcfPPNaN++Pbp3746MjAxER0dj+fLl+lH3Xbp0wYQJE/D7778D+P9nGanZLp0z89KLevaKakpw7nui5lkoLCxEs2bNYDKZ8MILL7jceFRp0WQy6VmVJ02aBD8/P9SqVctlMjc1IuvvLM6/sXTpUjz77LN49tlnMXv2bNStWxeRkZGYOXMm8vLy9MykSUlJ5TY9qkzw5Zdfxq+//oqkpCSYTCZd4nnjjTeQlpaGgoICnTn+/vvvuvOsc1NXZGSkftYXALzxxht6xImq9VQ3JOeAavny5bBarfjpp5+QlpamR3eo5rbSNQWq/4y6ec6ZMwft27fHfffdpx8OpyYENIySKfGdCyNz5szRs8WqRU3I6DzyqvTNulWrVrBYLBg1ahTS0tLQuXNnJCUlweFw6PlFVPq22+1o27Ytzp07h88//xwiJZ2+P/vsM3Ts2FE/+wYApk6dqju3Ov+mp6cngoODkZiYqIOMqlWrwuFwYPfu3bo0q577ovrSVapUCSkpKfp8G4aBnJwcl4kYnYM11QlfpCToVkFifn4+nnnmGYgIXn75ZV27pI57zZo1sWPHDixYsEDPF6PSjpeXF2JiYvDjjz/q9NChQwc9qWV0dLTO81QBprz0qWahdg4i1PWn8t/k5GS0atVKN+erz6pRh4ZRMrS5bt266N69OwBg4MCBMJlKni+VkpKCuXPnYtWqVbpAO378eHh7e2Pz5s36uE+bNg2PPPIIYmJiMHToUF2L4ufnp0c0hoWF4auvvkJBQQFq1qyJTz75pMx+WSwWPR2HajLr168fTp06pR8988orr+hpB0r3WVQ1Es7XmcViwfLly5GRkaEnv3zqqafKPM5AnVt/f3/YbDYEBATo4OLuu+/GkSNHXJpOneewUTW56j2z2YyePXvqGkU/Pz/9jDXVP04FdCIls3SrtKH68qnaItXXRdUuZWdnIzY2Vg+vVw8dVROSVoTbBi7ff/89AOCmm25Cr169APz/QwzVAQVKhj6q2RFNJpPL82JKV30WFhbq2VXvvfdefeGrqsju3btj0qRJePLJJ12qCUVK2pqTk5N1KWPixIkYMGCAvhhVn4/SN1GTqWQyqtTUVKxatQobN27UTR+1atVCjRo18Pvvv+ubierkFxQU5JLY1FNLExISEBoaiurVq+sot2nTpggODsbjjz+OmjVrIj4+HqtXr4bVasWAAQMwePBgPPbYYwBKZm40m82oWrUqHnroId0XJCIiArt37wYAfPnll+VW9VqtVv0MD4vFouf6UJMwValSBa+++ipMJtdnU6xfvx4ff/wxgJLZgJ2fdqxuZnXq1EGNGjVgtVoxduxYl8ReuqkoLS1NN8WVl2n6+fnpuSoiIyMxadIkXbpXmYiHhwdSUlIwc+ZMJCcn64ey+fj46CG+6gmt+/btw9atWzF79mw9TNThcKB3796Ijo7WD0isW7cuIiIi8MEHH+hmqRdeeAEiJU2Aw4YNw5gxY/D666+7pPWVK1fCMAyMGzcOGzduxLfffgvDMLBixQq88847eihn6eDF+UbtPGLqww8/xGuvvaZLPl5eXvjuu+90Bq9qQNQ5NplM6NGjB44fP453330XIiWlbpUBOZes1HWhbvqDBg2CyVQyT5Bqz69WrZrLQzzHjBmjS5/qURaGYaBatWrw8vLC/fffj8TERDzyyCMuI1Gcb4zh4eG4//774e3tjY0bN+Kpp57S/Wt+/PFHvPvuu9i4caPL81fKW8zmksd7qOOljolzcOnv76+b6fr16wcAeOaZZ+Dl5QUfHx/0799f1yw4T/sfEBCAW265BYWFhUhKSkJsbCxMJhO+/vprl9paNRO2ujmo/6vRZCIlhaRatWrpJ/KKlNSKqqYDNTKyWbNmaNKkCVJTU12GLXt4eOjnxKiCyE033aQLVOp679Kliw40pk6dit9//x07d+7EwoULMWDAAKSkpKBv374wm83YtGmTnpG1devWMAwDzz33XJl8Vg1uUAW9pKQkHUDfdddduvavsLAQc+fORZ06dZCRkeFS2+o8p4p6rMmHH36IsLAwdOzYEbGxsXqosdlsRmFhIXr06AEfHx+sXLlSn8/09HTExsaiSZMmAErmDRMpmfMEKJnE7brrrkPz5s3x5JNP6nTnvD/qOmjdujVESoamjxo1CmFhYWjRooV+2O8PP/wAoKSA/fjjj2PEiBFo2bKlHqXmfN7y8vIQEhKCXr166RmVTSaTPoe///47xo8frwMgwyiZI+f666/HnDlzMGDAAP2ZNm3aICMjA99++61LoOR8P6pWrRry8vIQEBAAX19fXWulRv+1bdtWTzGRnp6OSpUqoUqVKoiIiMCLL76ISZMm6c7zQUFBLn2+UlNTERwcjICAANx5550ICQlBq1at9LWxffv2Ct//3TJweeihh+Dn5wcAGDZsGGw2GwYMGICzZ8/ik08+QUhICJKSkgCU1Mo4txmrxOdcOrzxxhv1JFiGYegIXj1bR3X+EhE9n0RQUBBGjBihh8p98cUXGDJkiC7BFBYW6khT3ZTPnDmDevXquYx48PDwQMOGDeHh4YFPP/0U99xzj74QPDw89DOWsrOz9eRmKkGUvoAqV66Mxx57DLVq1cLnn3+O4uJil1KY881MlQQ9PDyQm5uLgIAA3HfffbpD6h133IFly5bBZrNh0aJFqFWrFipVqqSrQYOCgnTfEdVspTJCkZLSTEhIiJ4M6+jRo2jUqBG8vLwQFxeH48ePY9++fdi/fz/uv/9+JCQk6Gn6z5w5g3PnzuF///sfnnnmGezevRsBAQH6uKgEb7Va8eqrr+K2225Djx490K9fP/2sKueH8qnSikjJBF5qcrCioiI0atQIjRo10g9vU8fLZDKhadOmZR5q5uvrqwNCNfNsREQEunfvjoYNG+pnBDkcDuTm5uLGG29E//79XUqWzufhQjVDHTp00G3V6sapmspUxh8WFoZKlSqV+4Rxi8WCTz75BDNnzkTt2rVht9t1sLBjxw6cPHkSb731FkwmE0aNGgUALn0jSn+fYRioX78+Vq1aBRHB448/rjsPqtmm1ZTgaoitKn0777vz/hqG4TKVvFqcb/bqs9WqVUOnTp10p241C7LNZoOfn5+uGcjNzcXDDz+sS7YxMTF6aPqHH34Ii8WiZ79V21e3bl34+Pjgpptu0k9CTkhIgGEY+snPo0aN0teGc9A+evRodO3aFXa7XRdEnPsSVK1aVadFVVK9//77dad91alVBeiqCeTWW29Fv379EBwcjDp16mDixImYNGkSBg0apLdLbYPqQNm6dWtdY2GxWDB37lx8+eWXuO6665CZmYlvvvlG56E1a9YsM++V+v+YMWPQtm1b/RiGOnXqIDg4GAcPHsQTTzwBk6nkOWHO/ecqV66MiRMn6rTo5eWlO4Sq5mzn35k2bRpOnDihJ1ZUxyw3NxejR4/G448/joCAADzxxBPw8PDAunXrMGPGjDJpXA0ouP766zFy5EjUqVMHM2fOxKJFi7BgwYIyI4eioqJ083dkZCT69u2L4OBgvPvuu/jxxx+Rl5eHsLAwTJgwweV+o2qDRUqm9bdYLDotqtoN9VtvvvkmfvnlF9xxxx2wWCy6r8eZM2cwbdo03U/LZrNh27ZtKC4u1teoqj1JTk5GgwYNdKAgUlKQ9fDwwIEDB/S2qae/+/v7Y9CgQTh79iwAoFevXrrmR12bs2bN0ud4zpw5CAkJQdeuXTFu3DjdhK+azFWfE1Ur4u3t7dLJWk0Y5+3tjXHjxmHr1q36GKvH6RhGyWR3peft8vHxwZtvvqmf33Yx3DJwCQkJwdy5c3HmzBld7RwaGgqHw4GdO3fqTm+K6lCZl5enR1eo4VmZmZmYPXu2bu5R0faUKVPQpUsXl6FranRMeb3YVYZR3k1o8uTJelumTZvm0jzhvPj4+LiU7nr06IFt27ZhyZIlmDJlip5bRNXeqIefqfZT50m7QkNDcfPNN6Nt27Y6kx45cmS5N8ro6GgUFhbqtlqR/2+HNJlMyMrKcqnVUDc4tR1qGn/n73RuTy7vRlhe3wjVB0U9n0j1xQGgS3LqIlUXeFxcHBo1aoTc3Fzk5OQgKyvL5UmtOTk5yM3NRUZGBgyjZMIyZ2vXroVhGBg+fLie/yEiIgJZWVmIjIzUExGKuD5oTFX5q7/V3DhqP9RstQEBAXqGSOcbjZqJU70WFhaGzz77DIZhYM6cOXruHnWsnc+bv78/evXqpTvhTp48GSKiMymVUWRnZ2PdunXIy8vTNzcVUEREROinE2dlZQGAyzWg+v2ov1VNSs+ePWE2mxEaGoro6GhUqlQJwcHBqFq1KgIDA3XHbVX74txWb7PZMGvWLNx8882YMmUKNm/ejAYNGrjMKJuenq7TWkxMDI4fP647DNrtdgwYMMClKVf9lp+fn8u0B2qOkdDQUJdaGnWsc3NzkZ2djRdeeEE/a0WVGNWxr1u3ru7I63A49LxJtWvX1lPyR0dHo2HDhjo4Vue+dNpWQYn6WwXhqkmhQ4cOepvVQzudA9zQ0FCXDuq1a9fWcwOVvoZefvllPPzww7Db7bp/kWpK/vnnnwGUdGI2jJJ+Rypdq/Oknobs/L2qhH7HHXegR48e+jtvvfVW3HXXXS7no/R1X14w3K1bN0yePBn9+vXT/dfUMWrVqhVMppJnNMXFxaF169a66ax03uLt7Y2QkBD4+/vrmjp/f3+0b9/epVmt9HFyTifO50Udg59//hlvvvmmzm+dr6uwsDCEh4djyZIlZaZmUHlmamoqkpKS9HFT6ar0uWrevDnOnTunm7lDQkIQGRnpkqeqgEntd1xcHJo1a4bi4mI9n5jahwYNGmDgwIGwWCxYs2YNJkyYoLsQOBwO3d9yzpw5mDVrFhISEvDrr7/qoN5ut2PJkiX48MMPsWbNmnLz6QYNGsDhcGDo0KF48sknXZqaPDw8dOVAz549dauFmoVYpfmQkBCsWbMGgYGBFxUDuGXgYrPZsHHjRj05m2EY6NevHzw8PFwemz5gwAA9U98tt9yCgIAA3Xan1hk4cCCSk5P1sz7UBeZcslbrq6cSJycnIz4+XidM1c/B29sb3t7eiIyMLPOY9Llz5+rtd57S23kWQ+ffUu2QaptUTYC6EFQ/A+ebqc1m07VHBQUFes4Y9f0ffvgh3n33XQwZMkTfHKxWK+6++25dgk1MTHTpbKW+23l/bDYbpk2bhuXLl+O5557DfffdhypVqiAwMFDf/NQcBqmpqfqGro6VzWbTv2GxWHQgaLVa9eyiN954I2w2Gx566CE9Y6P6juuvvx6GUfLMD7PZjAkTJuDtt9/WpWznJSYmBnPnztWdZ202G4YMGYJVq1bh/PnzurSfmpqq+y2oTKJRo0b44IMPXL6vfv36uu+E+n01kkF1cm3bti1at26Nr776CoGBgeVOZV/eojo3bt26Ff369UP79u1x8uRJjBgxQh+fBQsW4Ny5c/D29kZUVBS6deumgwV1jlRGpzpMqwyldJp0vqk+/vjjCAsL0+nhwIEDLh1QnUezqMkJVZr09PTUwbHqh6Lm72nXrp3+rJr3YcCAAZg0aRK2bduG0NDQMpmj6o/l4+MDAGjYsKHOAFVH9MTERD3Ev7x9cjgccDgcSElJQW5uLmrXrq0DCrPZDG9vbxQUFGD9+vX45ZdfUK1aNQwfPhx+fn76OL3zzjs4ceKESyfrvn37IikpSde+zJ07F7Vr10aNGjUQHR2NJk2a6HmHLvQQw4ospYMB1b/BMAz0798fUVFROHbsGKpXr647V4uU1AaqG2Z+fr6e/Gz8+PG6mj88PBwDBgzQ85M4T/2u5iZSI0nUrK8mkwlffvklPvnkE3z77bcASh44ePPNN8PhcCAgIACRkZF6BF2lSpX08GLn/VLDcdXf/v7++iGNADBkyBCdv37yySew2+2oXbs2zGazbs5R6VoFfKqppvRxU01uagJJX19fjB8/HsnJyejcuTN8fX3RvHlzPWnhHXfcgTNnzpR5NIrzoiYpLG9ulzfffBMTJkyAt7c3unfvjubNm2PFihUQKRn2vnLlSv1cPbPZjAEDBuhnhTVo0ACxsbG6w3PVqlV13yH13DRvb29MmjQJxcXFSElJgb+/v0sn32rVquHVV1/VD+l03jb1kEo18Whqaqrev/LmtVFNUc75+JAhQ/SIy8LCQtx66624/fbbYbfbda2Sl5eXnqk4IyMDd911l/7OkJAQWK1WvPbaa7BYLBcVA7hl4OLcbqvmaenWrZueka/0wVdT/atJhVQVrmGUTDi1YcMG3STQtGlT3HnnnahXrx46deoEwzB0TURkZCSSkpLg6emJyMhIJCcn6wSjJocSETzzzDO6D0NcXJx+oJwzFT3PmjULa9as0ReIyjxr164NX19fdOvWDcHBwUhPT9eBTK1atbB//37ExMS4ZPzdunXDW2+9pUvzPXr0cMk81cymS5Ys0TNFiojLrKHOcy38VXOGc8bgcDh0FbW6aY4aNUoPyfXw8ICfn5++0Hv16qUn9lKlWlXKUudV/bZz/yA1csMwDFx33XV6u9XD7dSFrUrZHh4eyMzM1Dcf9SydSpUqYdOmTRg3bpy+md1000364lV9j5xvpr1790a1atUAAElJSYiLi9N9jZo0aaI7Zh48eBA2mw1Hjx7F2rVrYTKVzKRrsVj0I+xVEFejRg2X4frJycl44YUXsGLFCj2TpHqomgoYNmzYgK5du+o0XHouHVVdHx8fj969e+uSlCp1q9Kmqs2pUqWKDooXLFign/CqHrhY+kaqfnPatGmYNGmSS/8MdZ5CQ0Mxd+5cPfy9oKBAl9Kvu+463ck8KysLy5cv1zU66kangsL33nsPTZs21TUUUVFReO+997BgwQJUrly5TGlZpV81DYLKH5z3WQ0HdT7XqnlP/W21WrFw4UKXR20YRkkHSxU8iZQMQ1fPclLN1GpaheXLl+Ojjz6CSMkIM9VxWxU2fH19kZmZiU6dOumbssqDTKaSp/OuX78eXl5eetivyv/UsezZsyduvvlmFBQUwGq1omfPnvD399cPuVTBlbqBqIeB2u32Ms8bUw8gFBEsWLAAJpMJCQkJqFWrlg7mVJ7ZvHlzFBQUoF+/fujZs6cOWE2mksn3AKB79+7IzMxEVlaW7qehbvrqXKjzp46v3W5H48aNMXv2bL1eUlISGjdujKCgIAwaNMilWcLDw0P3x/D09ETNmjVht9v1ZKLOaTciIkIfe9UXUf3+8OHD8eOPP0KkpN9Sp06dytSm+Pn54eOPP9bpdc+ePfjpp59criUvLy89Smbu3LmIjo7Wo6FUGm3cuDHy8vIwZ86cMteXt7c3WrVqpdOcel3ViqqC1oMPPoh77rkHNpsNzz77rA6ke/fujdDQUJw/fx6BgYGYPXu2nrY/NjZW11KpvOKdd97BwoULXUYYqVYMVRNao0YN1KpVCwEBAXpqAeeH9qo04+vri7Zt2yI0NBTDhw/X1+dTTz2FCRMmlBkcU1BQUOa++He5ZeDy9ddfo02bNhgyZAh69+6NWrVqYffu3WjSpAmeeuopeHl5ITQ0FC1btkRwcDDuuOMOjBkzRmeOKmMaMGCAfgZFdHQ0wsLCsGDBAuTn52PevHm62tY5Eo2OjtbThwPAo48+qk/eli1b4O3tjapVq6JBgwaw2Wx477339MXy1VdfYd++ffjjjz90Bq8m3FHfv2PHDkyaNAnVqlWDh4eHbtISKWk7rFOnDqxWK/Ly8nDjjTfCMAzdafXcuXPo3bs3GjZsqGeRVIvqRa6ej+N8k6lduzaysrJQt25dFBYWombNmmjWrBmys7ORnZ3tEsjUqFFDTwN93333Yd26dQCAp59+Gmlpabr/TmRkJCpXroylS5firbfe0gGKivC/++47PbpBbcfMmTMBAIcOHYLJZELz5s1158hatWq5zOiYnp7u8iA1i6Xk2RpbtmwBUDJJocoo7HY7HnvsMUyYMAFLlizRx+RCTXt/tVgsFr0tahtU1W5qaqoOElTToohg2LBhSEpKQqdOnZCdnY2CggKX6nP1vBIVoGzatEkHVM4ZhOrfUqdOHT0rqRqxEx8f79JpvKCgQN9o1eeSk5Nx8uRJXUoPCQnR/V/UCAo1A60KRJ1vFGp7vL29dYle7a8aUut8gwoICECXLl3w/PPP64dNJiUllXl4pmpaKy9QutBrCQkJeO6557Bjxw6EhobqJwOrIc2TJ0/G6dOnMWrUKDz55JN45JFHdI3FvHnzAACLFi3SgX5ISIiuVTWbS2amVo/aULWkarSZKsU3aNAAJpMJ/fv3R2pqKhYtWoQPP/wQIiWT3qmO01lZWWjatKlLoJSTk4Pw8HB4eXmhUaNGaN26NQYMGKCHCU+fPl2PaPLw8MBzzz0HAEhOTtZD0kunYZUOpk6dqptOVJro3LkzLJaSJxerGtHc3FzMmDEDK1as0H2VREoKFkFBQXreIPW684R8UVFRZZpBAwICkJGRgc2bN+tArUWLFjpQ8PPzQ+/evfHKK6/ooFmlpy1btmDlypVo3Lgx7HY7EhMTdb+loKAg5OTk6OkEVD5SWFiIxMREeHh4YPPmzVi2bJnuN/Phhx+isLAQrVq1QuPGjZGQkKDPv9VqRb9+/fDEE0+4PI9OpWfVzOmc5gsLC9GhQwfMnTvXpbDgnJ+omqNmzZrp5kNPT0+XPD45ORk7d+7Ehx9+qANg9VvqqdK33HILWrZsibCwMAQHB+th+H369IGI6OOWlZWFRo0aYfHixTCMknmW1H0lKioKd911F4YMGaKDQG9vb/j5+aGwsBC+vr645ZZb0KpVK9x00026AFU6z1EduNu3b68HRZQeaOIc5NWvXx9DhgyBYRi6kO/j46Nr49W0BKo/3Pvvv1/hGMAtA5fnnnvOJeJ86aWXcOjQIXTt2hX33HMPzGYzUlNT9br5+flIT09Hhw4dsHz5cmzduhX33Xef7jio1vfx8cHUqVPRsWNHnZDGjRuH1157Denp6bo9ccCAAbDb7bj++uv1pG8iJQ+iGjlypE7EPXr00H1qVILw8PDQ3xMREQFfX1/s3LlT10RMmDABr732Gnx8fBAdHY3i4mJdzfrll1+6TLHt7+/v0vfEbC6Z8v/zzz/HwYMH9WyFIoI777wT27dvx5AhQ3Q1raoGLCoqQnx8PBYuXAgPDw9s374dWVlZyMrKwoYNG7Bhwwb9G8HBwahevTpatGjhMlGdM/WAt9KTcfXp00dn+FFRUS4zh5rN//+wtmPHjkGkpMYgODgYJlPJnCbvvvsuPv74Y535Tp06FeHh4fD390dAQAAiIiLQrl07PRmfymBVu7efn59L7YBzKbxv376YPHlyuaOlhg0bpjv7RUVF6SrQyMhInemp/iIXutmWXlQ6Uc/DCg0N1SVHDw8PXS2sAmDnDCU4OBgOhwMDBw7UbdjqgWY5OTno0aOHfo6P3W5HQUEBli9fjvHjx8NsNmPgwIHo3r076tati+rVqyMjIwMREREu81+o7WjRogWWLFni0s6vboyq9kakZCSMqrmzWq247777UKlSJTzxxBM4cuQIhg0bhr59+2LatGkwm824/fbbERUVhT59+rjUSL333nv/x917hkV1bu/De09jGAYGGHrvvUqVIkUQREUFRewoYiEqWLBgg1hQY+8til1J7MYea0yix1iiRmNMokmMLcbYu/f7Yd61sgc0v3O+nfN/rmtfMQpT9n7KKndhsUUvLy906dIFOp0O8fHxvA7Wrl2LnTt3YuzYsejXrx+qqqoYi6TRaNgaQhAMpfmHDx+itrYWaWlp7N0il8sZjE6utiNHjsTz58/h4+PDlg+tWrVCXV0ddu/eDUEwlNYVCgV69uyJ0aNHGz1rKsHT+lYoFKioqEBkZCRat25tNPfMzc3RrVs3XLhwAfb29pDJZNiwYQMyMzO5jUo0VGpH5ufnAwAUCoPBp5mZGczNzdn4VRAMrJzhw4fD3t6+AdsuLS2tATC8PjblXXOYqp7W1tYcSC1YsAAJCQnMtlOpVNBqtayx4ubmZgRsp7Voampq5Oas1+u5QlhTUwMLCwsGT1OgSG0urVaL2NhY9OzZE6WlpRg8eDB69erFrdj6OEP6/3clKGZmZvDw8ICHhwdcXV15jdE8LyoqwpMnT3D+/HkMGDCAW2Vk6imtWEufv06nQ1VVFaqqqhikqlarAYAdx3U6HTZs2IBXr17hwIEDEASDWaOTkxN0Oh0GDx4Md3d3bNiwAa6ursjOzoaZmRlmz57NlUdvb2/cvHkTZ8+ehSiKPOfovmo0GuTn5zeoJtK/R0ZG8l6nUqng6urKsAVRFBEbGwtnZ2e0a9eO950uXbrwHk8BoIuLCwuUUgs2ODiY/eNatGiBoKAg1NXV4fXr1/D09MSSJUuYeeTs7Iw2bdr8xzHA/2Tgsm/fPqbHzpkzBwB4U9ZqtUz1s7CwQGJiIlavXt3gNWpqatCoUSMjfZXRo0ez4ByVeKn8R5sITcTBgwcbVWICAwM58xUEgxfSw4cPjRgfdnZ2yMvLY30Aei0p+JLwOIIgsGImHb5ffvklVCoVZ0ZS4S7pRtOrVy8AwJkzZzBx4kQoFAo8fPgQn3zyCaZMmYK8vDw4OzsziHnNmjXIyspioa0bN25g7dq1WLt2LZKSkowWKJWZCU+yY8cOzJ8/H/n5+fj8888BoIErNF1ubm5Yvnx5g81RJjOIuJmZmeHBgwcYOHAgH2bUUjhx4gQePnyIOXPmIDg4+L3YBrnc4EBMn9nMzAz29vYNFIS7desGS0tLlhiXyWT45JNPYG1tzYeFmZkZvvjiC6N5U1BQgDlz5qBJkyZo0qQJGzdmZmbC3NwcAwYM4KBDSq+mTdLDw6OBDT1t6O/6PjU1NUZ0V8pipIEMHQDp6ekNfIHoc9AGI/0dmUzGDrLkSUR6RvTv9Q81Yo+Zm5sz0NfV1ZWNOfV6PRwdHREREYH27dsDAPz8/Fh4rrq6Gubm5nj79i3S0tJw9uxZnlf1D8x/upRKJaKjo9G5c2euegmCwEEzrQm1Wo0PPvgAR48exYQJE1BdXY1GjRpxNYgsNgTh7+ontfIEwZBlk+KqTCZDYGAgJxsPHz7Eb7/9xoGWVqvlrNXU1JSxR3QfHR0dGWReVVWFoKAg2Nrasv5MRESEUUtYCtCkMntiYiJ8fHzg6emJ1NRU9OnTh729BMFALT1y5Ah+/vnn9+oIkTO5paUlOnfujFatWiElJcXo4NZqtWjbti327NmD2bNnIygoCAEBAZwljx07Fj4+Pg3kJSwtLbldTxUXysa9vb2NRDeHDx+Op0+fMjD14sWL2Lx5M4YMGYJ+/fpBFEXs3bsXO3bsgKmpKR+s3t7enDDSgUyVinXr1mHevHkwNzc3Muf99ttveb+i/Vk6Ll++bDT/SLGZaO3UCpLL5Vi2bBk6dOiA6dOnsz/Qu8aOHTu4bQWAtYcIOxYREcECo1RRIvFFQRAwdepUqNVqVp8NDw9HeHg4tFotEhMTjZg+MpnB+4dwXLT3JCQksNCoFDROZ05CQgK7QTdq1Ah1dXVISUnByJEjkZaWhlmzZhnNGxpnz5418m9q27ZtAyyflZUVmjdvDplMho8++shIlC8jI4OrMnK5/N/2KKLxPxm4NG3aFMePH8esWbOQlpaGpKQkhISEwMzMDB07dkSrVq3QrVs3ZGdnc2RJDqs0du3aBZVKhaZNm3K5k3rjAQEB6NGjB8LDw5GSkgJXV1csXLgQv/zyCz+UYcOGQaFQcD+aJr0oGtg7N2/eRJs2bZCQkMCbj1qtZvdfAmtJrwkTJhgBbrOzszF69Ggut5WXlyMhIYH5+CqVCr///jt/p1OnTnG25uLigq+++opF5HJzc1FTU8N4Bg8PD6SnpzdgBcnlcowdOxbm5ub8u3RvzMzMjJgH79oUfX19efOjgEupVGL06NHQ6/Wwt7dnCp2VlRVnoikpKYwjUSqVCA4OxqhRo3hjiouLQ+PGjfnzUHBSVFTEtE5inzg7O2P79u1ITk6GQqFAXl4edDodevXqhW3btkGj0cDJyQkrVqzgw016oI8ZMwY9evSAQqFATEwM1qxZw4FcWFgYiouLOSOnIEUURZSWlhoFr4IgsCbC4sWLMWPGDJw4cQLfffcdunTpwnTM+kBFT09Po5YbzQcpnkW6YTs6OqKurg5BQUFwcHDAkSNHUFpaCh8fH56bpENELRkp48PX1xd2dnYwMzPDkCFDjAIuT09PdOnSBb179+ZSP9F6nz17hkWLFrFWzd69e+Hr68sbmE6nQ2BgIORyg3twz5494evrC5VKhTdv3qCystJIrdTGxoYDUunnowM1MzMTc+bMgZWVFXu7kFO1FP8lCIZyPFW1TExMsHLlSn6Ga9euZSDn1KlTmQWxadMmXktkOinFYNAanjp1qpGdwqFDh4xK52TK9/TpU5iammL+/PmorKzEggULuEL39OlTPHv2DJmZmQ3c0qUsRmpvENi1fkUwMDAQffv25efVv39/BAUFYfr06SgoKGjwmvT5IiMjma4rfT1RNFibHDx4EICBBdmiRQvG1RCO5OTJkxg8eDCKi4sREBBgxEirv57oOnv2LO7evYuYmBgEBASwI/k/BagBAQE4duwY3//BgwfD3NycwchkXltTU4OIiAjY2tqiXbt20Gq1CAsLw/Dhw/H8+XOMGDECSqXSSBrBxsYGCQkJyMzMZJYYUZvd3NxgY2PD2B9qQxJwXKfToXXr1igqKsKJEycAgBPD6upqBAYGwsTEBDY2NigvL8cnn3zCh/zgwYOhVqvh5+cHtVoNS0tL1oSi9uu77oXU0oH2bGn1jOY+VVC0Wi08PT25tTxkyBCmptOeQ0On06FRo0aora1lR3HpvKc9n9pg5IxNZ97Ro0eNqs5FRUXM3lOpVPDy8oKJiQnWrVuHZ8+ewc3NDUePHsWTJ08giqKRMee/M/4nAxc3NzeUlZWhZ8+eCAsLY/+IoKAgzkY8PT1ZrI0Ogd69e6O4uBh2dnas8NqzZ0+sWrWKQWvSaPG7775DRUUFiouLodFo2NOIGANxcXEAgMWLF0MQBBw8eBD9+vVDYGCgEaiP9FxoQoWEhODMmTOIi4uDXG7wOCFjPwpoqE8rZRJJJzHpeFRUVMDW1hZTpkzhCgn9DGEUpD5Doiga8fulByyBQElPIDAwEF5eXujZsycrBnfq1AlKpZLVJ1u3bg1RFBETE4Pk5GQ2F6MMhYTo5s2bh6lTp/J3SUhIQO/evY1kwWlxdujQAadOncKhQ4d4s6Ssx93dHV5eXmwu17VrV7i4uCAgIABarRaLFi2CIBiyN19fXwbnZmdnQy6X48qVK2jZsiVUKhUAoE2bNtxWouARAL744guuLlAbiu6hq6sr/7+U/UXfmUCGI0eOZL0gqmbQd9XpdKiursaiRYug1WpRV1fHbsmOjo4YNWoUZDKDaNX9+/fZv2nOnDkQRZE1WG7duoUdO3YYscdsbGywbt06vHr1iue+qakpWrduzeB0abAg9fWRzp0RI0bAysoKT548AWBQoe7bty9vtIDBCkA6t/7pECJKKD03S0tLo3vv4+ODb775Bj/88APMzc15Y1cqlcjPz4cgGNqHbdq0wcGDB/Hxxx9DoVDg3LlzaNy4MZfLBUHA3Llz2ciOSuVUaZCK37m4uBhhixYsWMB4MJqP0koV9fwp4N+6dSu6dOnCbTbSpcnOzsb169fh4uLSoJrWtGlTbl1JK77U2uvatSsH1PXXqampKUxMTPDy5UtcunSJZf3pwKJ2qKOjo1GwQhReuh/kFn337l2cOHECx44dgyiK2LRpEzp27IjKykq8fPkSAwcObNA20mq1mD17Nu/Hu3fv5vslZSYJgqHqQpij0aNHY+LEiRg7dqyRgGb9q/5cIszR/zW3pIdss2bNWNXVxcWFzwLCGdFBTK3PwMBAKBQK5OTkQKPRoKqqCikpKWy1QJX3+u9LSYCvr28DR/L6n4/2cDMzM3Tu3BlWVlbw8vJiQbra2lqUlZVxdak+K40StJkzZ+Lw4cM4fPgwJk2axKzG+ho6q1ev5sox7VHt2rVDdnY2//+lS5fw119/8dokbFtcXFyDVqNarUa3bt1QVVWFsWPHorKyEsOGDcOoUaN4L0hLS0NiYiLmzJmD2tpaLF26FAqFAgsWLEDTpk3h6OgILy8vZGRk4Ntvv2VX6Nu3b/9HMcD/ZOBy48YNHDlyhJVcf/nlFwY09ejRgz1HqOeYmpoKW1tb2Nvbw9TUFLa2tg0ovzExMRxtk9oiZR3A3xoX9TOUgIAAPjQiIyNhYWGB0aNHY/z48cjOzuaDl6o6tCjrA6AOHDiAN2/eNHh9Ly8vKJVKtjKgxUJ/NjMzg4ODA9zd3dkXRrpZyWQyPHv2jOXcO3XqhAEDBsDa2hodO3ZEaWkpfy+K5hUKBVMRqWS8c+dOPH78GGlpaVCpVNi/fz+DzshvR/reOp0OJiYmmD59Orp06YLWrVvzwWlpaYnffvuNjcDmz5+PH374Abt370Z6ejqrDb9rI0tISDBiZVCQ0Lp1a8jlcn5279sUU1JSYG1tjZCQEBw7doznE/27VqvloE2pVHJ5lj5D27Zt8ebNG85I9Ho9AzCJziwIBgYHtXZo0yGwt3QeyWQy+Pr6sqJvmzZtYGZmhsWLF8POzo7nH5WmnZ2dIZPJ2FdpxYoVMDc3Z+yFTCZjBemjR4+ysBQFBqIooqqqit9b+t/6l6mpKVQqFQNZ586dy3NSJvvbgj4hIYHtMGhzJnEuGxsbbkuSsu273k9ataz/7yqVih299Xo9P+tp06YhKioKmZmZWLhwIVczwsPDAQAvXryAs7MzAgMDmcZOrykFXyqVShQXF6Nx48aQy+WsA+Tt7Y0ZM2ZgxYoVmDp1KuRyORo3bsyHxuHDh9GlSxeEhoYa4VdUKhVTuH19fREVFcWYj6ioKNjZ2aFFixYoKCho4I8jCIbEgSQCzMzMMGLECJiYmCA/P5+TkJ07d/LcoIQjKSmpgRy8IBiqlWVlZez6TdfLly+ZQbZixQrWNLG2tmbpeLoP0dHR3OImtd5JkyZh+fLl2Lx5M+831dXVLD1P8ycmJgaiaACyBwcHIzY2FkFBQZDLDd5UxGYh7zV6PlFRUejVqxffG9KO0mq1GD16NCeSvXr1QuPGjXHo0CH2jZs2bZpR0EetNiItaLVaPgPoPfV6PYOHAUNVvnXr1igoKEB1dTXGjh3L+w3t3/Tfmpoa1NbWYtSoUdi8eTOGDx8OQTC42lPLTipHsGjRIgamkrloVVUV76Vk40L3kIISBwcHNuMcNWoUHBwcUFhYiM8++4wDm/pVWWmQpdPpGlT43rUe/f39kZGRwcwiaXLm5eXF1Pi4uDhWBKaRlJSEFi1awMvLi0Hc48aNY3XyjIwMruARrfw/Hf+TgQtgYI2cPHkSf/31F1JSUpCQkIBDhw7xBCWHS6VSiW+++Qa7d++Gubk5FAoFKisruTIh1f4QRREuLi6YOXMms1ESExNRWFjIFDEpZoUOeWlZzcXFBePGjWN6bGhoKAIDAyGTyZiOJ5PJWPGRfB2olfX999+joKAAH374Ics+u7q6YsSIETh16hSbk7Vu3ZonNvXcATBmQBAMtMq+ffvi3LlzjH1Qq9VcwVi8eDHGjx/fgNHh6OjI38na2hpmZmYICgpC3759GSg4YcIEREdHAwDTLetn7nQISbEs9dtqV69eBWBQOK6ursbNmzfRqVMnyGQyjB8/nm3vaRHm5uYypoCu4OBgfm+1Wg0PDw8oFIp3buIEmiZcRLNmzbBhwwZenHV1ddi1axfS0tL4+YaFheH+/fvo1q2bEc08NDQU27dv55404UgEwdDma9q0KW9aJChmZ2fH2BCFQoHw8HCYm5vzQSHNzimbk7Z76N/oOXp4eBgFw6IoIjU1FdHR0fDz8zP6TGq1mj2pPD09WR/mXfoNxKwgx9iffvqJgYD1y7uFhYWYNWsWqqqq+MB1dnZGXl4enj17xu1OKYCPWnuWlpYsXBcUFMTYECkVnQ7wSZMmQRRFXLlyhast+fn5/N0JxyS1g+jYsSMiIyMRExMDV1dXODg4oG/fviz41qhRI2i1WnTt2tUINCoIAgYMGMCBn1KpRFJSEjw9PTFp0iQ4OjoiISEBjRs3RmpqKlJTU5n+SVRuUjmmamDnzp1ZDdXHx8coiIuOjuZDRyb72/eJ9GZEUUTv3r0hCAb2i5+fH+7fv2/UajIxMUFcXBwr5RI1fv/+/TAxMeE9j9Z2nz592DSPMEtZWVmYM2cOBxO0hul6X0Igkxm84AgEr1Qa3OKp/U7MGFtbW2Yk0hwiNdnExES0bNkS7u7ukMvlmD17NrMDRfFvnzBbW1tYWVlx8DNs2DC0adMGly5dYrVz2g+tra0RFhbGGJ76+9P7vguNN2/eQKfT8V5HVQi6F5Tg3bx50+h8unXrFlcts7OzoVKpoFAoGItEWLwnT56gsLAQtra2aNq0aYM9lDAtfn5+TIVWKBTchlcoFJg9ezZu3bqF5ORklJSUQC6Xs3ks7Y8ODg6M9cvIyOAk09fXlxN2OuMoYc3KyuIgbfjw4cwEEkUD0WLlypXw8/NDu3bt8Pnnn2PixIn45JNPYGpqCk9PzwZAaVE0yH1QAqFUKmFpaYnk5OT/+Pz/nw1cqqqqIIoiByOHDh3CxYsXoVKpcPbsWTbc8vT0hLu7O2eZTk5OyMrKgrW1NZc8hw4dCoVCwYJazZs3R15eHnJyclBdXY1OnTqhpqaGAVvSsvH7SuTSA5oAfYQ5cHFxQc+ePREVFcUgQ7VajePHj+P48eMIDQ3FuHHjMGrUKAwbNgxKpRIZGRnYunUrzMzMjDRTYmJiYGpqCi8vL/Tq1YtR5wRU/umnn2BjYwMnJyfI5XIjDxTpAfkuNg19/oqKCqhUKiQnJ6NPnz7QarWwtbVlfMHGjRshCIJRqZ7Kjh4eHtwOInCqIBiqJRUVFZg4cSIGDx7MADECo9GiLSgogKurK/em9Xo9rl69ioCAAHh6ejIWJSwsDEVFRSw4KHXPpX41PacDBw4gLi6ugdQ8BR9jxoxhkzDa6AFwBS05ORkzZ85EeHg4U4nVajXWrFnD4GPpHBEEAZ988gn0ej0zvegQ+v777zFu3Dgu1To6OvLckRqj0YZlZ2cHPz8/tGzZEm5ubtBqtUb6CDKZrMHGRJvmunXr2Km7vLwcvXr1QmFhIaZOncobCbW6LCws4OPjw5ukm5sb0tPTIZPJcPnyZS7vzp49Gy4uLujbty+ysrKQkpICKysrlJSU4NKlSwD+lgyggKZPnz4M5CQ8iIeHB4tubdq0Cffv38fDhw/x+++/QxRFjB49mucRSdc3a9aMVVzv3bvHrTnpSEhIgJOTEwYPHoxz586xls6gQYMgiiJ+/vlnbNiwgathUqYFzR03Nze4u7s3yGBdXV3RoUMHAAZ7kO7duyMsLAx9+vSBSqVibaFvvvmGHcrpORJ2xdzcHGZmZozNIqbOu9aiIBgbJrZo0cJozQ0ZMoTZP0Q9J2Dov/71L/Tq1Qv5+fnvFESkA6p///5GKrWCYPCdIpDr1q1bjeabVBeGqk4qlcrocwmCwNpUffv2NZICIHBqeXk5YmJiEBYWxm1oOzs7DlxojxJFEbt378bixYvx559/wtLSEj179oSDgwPCwsI4k79+/ToAwMnJCXFxcUY6QT179sTGjRsBgOdXp06dEBwcjH79+uHIkSM4evQoLly4gFevXmHZsmUQRRH3799nL7b6l6mpKQ4dOoQzZ84gLy+PkxlPT084OzvD0dERoaGh2Lt3L9+b4OBgvH37FgcOHGAF2aFDh8LNzQ3Dhg1DYGAgt9SnTJmCBw8eQBCMQf/S5FCtVuPq1auwtrZGREQEnJycoFKp4ODggA4dOrB+ka2tLSZOnAhBMLTvaL5lZ2ejVatWRrpSMpkMsbGxHIgLgiEJo/eNjIxk+RGa26NHj0ZmZibb48jlcjYDlcvlyMrKYnA0aV799ddf/9H5/z8buDx69AiPHz/GkCFDIIoiZs2ahfLycuTm5uLEiRN8mGq1WkRHR7N0v7SkS7oNHh4eMDEx4TKsk5MTxo8fD0tLS1y5cgUzZ86EUqnkBS2TyZCXl4d9+/axgq+1tTUiIyONsigCRU2aNIn7uoIgcOb4vs3pXZdGo2kgXS6dvPX/3t/fH1qtFitXrsSKFSswb948VmCknu/KlSuxcuVKHD58mEXwpEGXQmFwDqVomzQEBMHQWqutrcXatWsxcOBAqFQqrFixAm3atIEoGpxAIyMjMWjQILi5uUEul2PhwoVMJab2SGhoKDQaDaytrTnLo42VaJ+5ubmsOUIbo729PctYkynjjz/+iLFjx0Imk+Gzzz7D8OHDkZqaymA0+uyOjo4YMWIEPvzwQ97QmjRpggcPHrBQkq+vr5Hct52dHdRqNVq0aAG1Wo3Zs2djy5Yt8PPzg0ajQffu3bmdJggC5syZY9QTd3NzM6pi0ULv3bs341ji4+PRsmVLNmWUy+WsUREaGgoLCwsjMDZ5LXXp0gWZmZl8/0jThAJEOjhI3bagoAAPHjyAqakp1q5dC19fX96sFAoFXFxcjOT+qUJEgn+tW7eGg4MDdu7cyQBPaiO4uLiwpkm3bt1w/Phxo81erVZzOb9p06ZYs2YN9u/fj65duxqx9nQ6HU6cOIGjR49CFEV06dKF1+p3330HAMjLy+P39PHxYcr8vHnzmKFBQe3bt29x4sQJWFhYGAlxWVtbs3hanz59eI5/+umn8PT0NDImJINJ2gfo3oaGhhqJ2dF3tbGxQZcuXbhd3LdvXwwZMsToYJBeCoWCqxb0d9LK05gxY/Dy5Uv2p6H1TxTlffv2ccWjtLQUgwYNgkwm40OaBuHeCIt27do1jBgxgj97SEiIkWSDXC7nYNHHx8fIBoOqCefOnQNg0PcYOXKkUXWGTGGpmhgUFGR0n/Ly8vDq1SvcvXsX4eHhGDhwIONFZs2aBVNTU05qzM3NMWfOHOzcuROLFi3iREDaIqE2f1RUlFEQGBYWxskhXST14OrqiqioKHh7ezM2j3CJ9LwuXLiA169fc1AiTfbo+2i1WpY4UCgUSE9PR05ODv/cq1evWEXWzMwMQ4cOxdq1ayGKIvbs2QM7OztOCHfs2MHWGwB4HcXFxfEaIAp5aWnpv63WTMmXdH+Syw0irtOnT4dcLkdAQAD70KnVauj1em7/KpVKZlxSwBQUFARLS0sGJU+ePBmbN29GaGgoRFFERkYGC2YKgqEbQL5KISEh2LVr1z8ytOqP/7nA5dtvv0VWVhYAQ5Yze/ZsI8M1Pz8/zoIFQWB8QmlpKZo1awYzMzNkZWXh66+/5tf88ccfWeBMEARs3LgRn376KczNzXHz5k20bNkSbdu25XbLpEmT8PbtW3Tv3p0pfzSRCe9gbW0NGxsbxMTE4O3btwCATZs2wcbGBitXrjSaNFKHV+oJFxYWoqioiHVb5HI5ioqKoFAoMGjQIHauTU5OZqltwrsIgqEFRgDSpk2b4tixY6xKSgeZdAGvWLGCPw85actkMu5TKpVKLhNaW1szHZEWuKWlJdzd3Tnr/PrrrzljpcUi3ay6dOnCztOCIGD27NlYvXo1nJ2dcfjwYb6fVG4n6X5BELh8X1ZWho8++gidOnXitpsgGLKfmpoa3LhxAx988EGDDJbM6FxdXRnASDiOkSNHwt7eHleuXEFSUhL/rq2tLUJCQgCADeDo9ZRKJdzc3HDkyBHU1dVBo9Hg6dOnRn1hagP5+/s3CDZnzpyJTz75hAMzao8lJydzIPzxxx9Dq9UyEI7GtGnTuAVFh2VCQoLRBiaKIh4/fozk5GT+Pv379+fvrlar0b9/f4SGhmLZsmW4ePEi7t+/zwKBdDDSd46JicGgQYOg0+ng7u6OrVu34ty5c7zW6m+S9f9f+nfLly9HRUUFzM3NmR1DFwnbUVuJxA4BA5OHgtEPPvgAmZmZWLp0KQCDGKKvry+cnZ1RXFyMu3fvAgBT0W1sbIyCB8IHSd/bz8+PNUZu3brF65f2h4qKCri7u0OlUkGj0aCoqAjh4eGMu5BedKiamZnBz88Ptra2bMYpl8vh7u7OQZCDgwOSkpK4peDk5MSCdDRGjhzJ1WaqupH44bvut1KpxKBBgxgDqFKpjByyt2zZgqKiIuj1eqjVavbCEQQBsbGxEEURPj4+6Nq1K69J+l0Ct7do0QJnzpyBu7s7Zs6cyT5KdOCROit9PrVaDWdnZyYlrFq1inViBg8ejDlz5vCca926NQOqac3qdLoGhArpdycZhX8nQaR7RIHs1atXodPpuJpPLcQrV66guroaS5YseW+FWhoIWFhYYNOmTUY6WFJGn7SFLv0s+fn5Rm3L6Ohodoin6qlCYTDnDAwMhKurK+8FpCNDcAAKEunZ0hnj7OzMgOOUlBQWoqTvVVlZifLyct6DRFHEpUuX8O233/IaJmxgbW0tAODw4cNITk7m9plUG8fZ2RlZWVlo27Ytr6+RI0cCMBAkFixYwHirf2f8zwUuUn0IYu6IokEwx9raGpWVlXj48CGeP38OGxsbuLu74/Dhw3xDpH8GgPHjxzPgS7qY6RAsLS1F9+7dkZubywuP6GAkDmZvb89UNMJOkB24iYkJ0yyjo6OhUBi8GdauXYvw8HA4OTnh0qVLmD17tpEui0qlQmFhIfLz83miTpw4EVFRUYiIiEBkZCS0Wi0OHz6MTp06QaVSoa6ujjEPb968QXl5uZE54fsW7f912Ej/vrCwEIABk+Li4oKEhARUVVUZHfJ00NDvkMAZvY69vT0vItqUaEFFRkbCw8MDISEh0Gg0WL16Nfbt24cXL14YCTp5eHhg2LBhAMC6Ni1atEBJSQmXi2nzSE5ONsK7JCQkYNmyZfjwww9ZBM/R0ZFBpKRQCoDBk1KGRn05bgI0kubN2LFjcfr0aSOwN/mgTJ8+3QjH0rVrVzg5OUGv1/OBUB/NT3OCNlhizXl6enJlhP5LwEq5XI4xY8bwxpGWlsYqsCEhIdBqtXj9+jVu377NgXVRURFKS0vZNI++Fz1XWmv0bI8fP873iTA39Q1EicUjk8lQUFCAO3fu4NKlSw0ODSsrK3h4eHCFQYrnocpfbm4uv5+vry/69u2L8vJy1vshJsX7hlKp5JayWq3GlStXUFBQYOS+Te/n5OTEn5uSj27dujGNlOZz9+7dERQUBA8PD3ZCpyCaNm5fX1/eW0aOHIn58+djyJAh/B1//PFHjB8/HjKZwWyQKPZ0z0kgr3nz5sjPz2edoXetUZlMxiye/v37v9M5nLB6dEjZ2tri8uXLaNq0Kbp27WrEECI2F2EqpHsD3TephD/9m1QXhsbLly/x6aefQhRF/r7r1q3DgwcPYG5ujmHDhsHBwYHJE3K5nK1BCCdoZmaGgoICzJw5kzFY9L7S9hS1MUJCQv6RYiyTybgKLGXbubm5YebMmfxzarUaL1++RFVVFdq1a4f09HRcuXKFwcr/yf5KySi19j///HMIgiF569mzJ9Pg6xtdvu+1zczMEB8fz63tgoIClJSU8EVSIfR7JKInhTrQZ3zf3t+7d288ffoUABiwGxISgsDAQH6+r1+/5ntB9hMlJSVo164dnJ2dWUhQEAQsW7YMFhYWePHiBfLy8jB79uz/tysuxJY4efIk5HI59uzZw1S2/Px8RlxPnDiRsxpPT08MGjQI0dHRiImJ4QcaExPDByWVfklimR6ml5cXIiMjsXbtWkRGRkKv17MyYlVVFeRyOVuqSzc/italcuyCYOjlPnv2DHZ2dujSpQscHBwwdOhQ/n6UeUkvKrOGhIQ0+HcrKysEBAQgIiICTZs25RIt9SGlE7H+5NTpdPDz84Orqyt/TqKnUqZLbqW+vr5sF5CSksKmlv7+/tixYwcWLlyIM2fOID4+Hr6+vkYUbPovRf10KCYmJsLPzw8lJSUQRYOdQJMmTRAWFoaLFy9CFA2smZ9//hkA8NFHH0Gj0SAhIQE1NTXQ6/UYO3Ys+vbti+zsbBw6dAgAcP78+XcaLr5r4UsDA2Ll5OfnY/Lkydi7dy9voFLRt8aNGzP2QRAMfWx/f39MnDgRe/bswZs3b4yCE9pwySZA+r4ffPABB83UQiE5fRImqy+e964Nhyos8+bNQ2FhoZE9Am00Li4uKCkpYc2Kjh07omPHjiguLkZycjJiY2MxatQoHDx4EOXl5UhNTWU/FQ8PDyQmJmLIkCGMsWjcuDHPW1KRJeA0vTdtqu3bt4eHhwd8fX3h6uoKvV6PnTt3YteuXRg6dCjUajXKysoYXFlTU8OMs48++ohxFIDhAJTLDT4rBw8ehLW1NZ49e8Zutxs3bsTs2bMbACaJdkotZQC4f/8+H+CtW7fGwIED8cEHH8DCwsKoZUm4jEOHDuHEiROMZbp48SIWLFjA811Ko6b7IJMZRMysrKyg0WjYfI8OWppHFOhIKxM6nY6DuZEjR7IZ7LBhw/Dw4UOWuKf15ejoyK975MgRPrCsra0xe/ZsaDQaDBw4ENbW1hwgDxw4EBqNBu7u7khPT+f2wNdff40XL15wICQN3gmEvWTJEj4wL126hKdPnzI7i35Wqv1B7Eq6T0QHt7Ozw7Vr1zhAp9YyiWLS/FWpVBg5ciTc3Nz4MxJOhi5yiibqOHm6de7cGSYmJqiqqjKCGuh0OlhYWLC9Cu2j0qqqhYUFysrK2Hn58OHDWLJkCWxsbHDixAmEhYVxy4rYmqIoon379ujRoweuX7+OTZs28Z5rbm6OTZs2wdnZmcHuhw8fxq+//opHjx7xnM3Pz+f1Rjisd2EUpYFZZGQkioqKUFRUhIKCAgZ613fLVqlUyMrKwqlTpwAYMHwkJkl7jlScMi4uDjdu3OD9QxQNRrMbN27kZIc+j1wuR7t27Vjv6NWrV2jVqhVXBWnP//LLL2FnZ4dvvvnmP4oD/ucCFx8fH0yaNAldu3aFRqNBWVkZGz7Fx8dDqVSyIi5x5wn17+DgAAcHB36o9e3nqdIh/TuaNPb29pDL5ejQoYNRi4VKulJPI6lWxruMuhwcHKBUKhk4KQiGSs1PP/3EpTR6HULFd+rUCY0bN0bbtm1x+vRpNGrUCImJidxLJf+HyZMn49y5czA1NcWMGTPwzTffcGvF0dERHTt2REVFBezt7dGvXz+oVCr4+/ujefPmWLJkCQRB4PYQbVaUYVNfnNRo6XM6OTkhKiqKN/ecnBzOFmixKBQKXL16FVOmTOFFVlhYyFUpd3d3pmx7enpi5cqV/PpmZmY4efIkzp8/jx07djClWRAM2WyjRo0QGhrKGVpxcTFnwvQdKJCQto2oP9uvXz/Y2Nhg1apVDeYEBXR0AI0aNYolvy9cuMCbbmpqKjw9PVFZWYmVK1eiffv2EAQBUVFR2LJlCw4ePIgTJ07A19cXVlZWLJFOLc7MzEw4OjoyYDUhIQHZ2dl8oKSmpnILaeTIkSgoKMDYsWMRFhaGsLAwxm2sWrWKWRmCIHBLkTah1q1bc889NTUVWq0Wbdq0YZ0bEtYzNzeHp6cnV1BOnToFuVyOli1bGgXPZDBIAccnn3wCQTC06+iQlj5H+lzU1qFRV1cHmUyG3r17Qy6X4+eff0aHDh3QuXNn7NmzhzfQ58+fo7i4GEqlEmVlZezZEhoaalTxo3aMVCiOaOJqtRrffPMN5s2bh3nz5hnJpX/zzTd4+/YtPD09uV1ib28Pb29vbNmyhQ30pC1BchVfuHAhvvjiC2RlZfH3pHVSWVmJ5s2bM/tJSp0nID3tY6JoAA3/8MMPbERKYNNbt24ZtY0AsKGiVN1boVCgcePGvD9QoJmWlgbAwAQkobgDBw7A09MTer0e4eHh8PPzw4wZM/j179y5A0EQsHr1alhYWGDatGkYM2YMYmNjcfr0aXz33XccNAPAgwcP+FmoVCqjRI8ybgqmbWxs2MU8JSUFX375JWxsbLB69Wo+8Lt16wZXV1cMGzYMMplBk8fT0xPNmjXD3bt3MXjwYBZFpDWuUCgQFxeH2NhY2NjYYOzYsfj9998hk8lQWlqKgQMHYvfu3fysyZHZxcWFq4xSNh/RdjMzM7Fp0ybs3r0ber0ew4cPx5QpUzBgwAC4uLgYCakFBwfD2toaPXr0wKlTpzgIo4odPVv6+9jYWA7waNy+fRsDBw6Es7MzVCoV40KysrKQm5vLej1UDSenaJrL3bp146SG2n7Xr183SnZEUcS2bdtQVVUFmUyGAwcOYO3atdBoNMjNzYWFhQXT1p2dnXnevou1KYoigoKCeN8YNWoUBg0ahIkTJzKLMSEhgc9FrVZrZCXw747/ucCltrYWcrnBPfb48eM4cuQI1q1bx5sm9eNkMhkGDx7M/en3jYcPH+LXX3/F8+fPcfnyZfz555+si/Cu613ZLm0Urq6umDBhAoOZBMFQrrW0tISzs7NRyT04OBj5+fkYMGAATE1Njfw+pFExBQpOTk5ISUmBubk5ZsyYwdRh6p8StoUk6ktKSli6WZr9dO7cmZlH7yuf1r/Mzc3ZIZu+d32hKZqIRHuVyWScodFB16FDB7x584Y3WmnWJw32iIouveempqbsRjt//nxYWFggOjqaXb/lcjkmT56M4OBghIaGoqioCF26dIEgGKpgsbGxSEhIMDrIRdGgy3Lw4EGo1WpcunSJcRP+/v5o2bIl3rx5Y1RFaN++PR/uHTp0YCbOmjVrjHQa6KB4+PBhgzmXnp4OZ2dnlp6XBs70Z2rLVFZWYsqUKQgLC8OpU6d4AyKaNc312NhYREdHw8bGBl27duUs9IsvvsDNmzeRmJgICwsLDBs2jFtp5EfVrVs3zuSTkpI4C1ar1aioqODqDVUOpPMmNjYWgKFyIYoig1upQmJmZsbgSul6IZPS06dPY9KkSUbZIGVytLFbWlpyAKDVaqFSqTBmzBjWT5o2bRoSExORk5MDuVwOJycnLktPmjTJ6N6fPn0av/76K16+fInevXsjPDycM+tNmzZxGzk3N5fbvm3atEFkZCQ+/fRTWFpasgPx2LFjARh0VHx9fTm4ePXqFScg5EWzadMmBloLggFoS4GzIAgoLi4G8DfdlrQwKNu1sbHBjz/+yEFWhw4dcO/ePQDAunXrIJfLucweFhZm5C1Fh4ibmxv/DBlnBgYGMhjdw8MDwcHBLCcwZ84c3Lhxg4X88vPzERYWZqSBI4oiU54J7ydN/hQKBZydnVFaWoqPP/6YJRxorTg4OLCkPVVwfXx8MHPmTKxcuRJ//vknXr58iT/++ANHjhzB3LlzWW9FpVJhw4YNePnyJSIjI1kw8V172OPHj/H8+XOIooisrCw0bdoUcrkcqampiI2NRXh4OBwcHFBWVoZRo0ZhwoQJEEWRgdjx8fHIysridaBQKPDBBx+gpKSEfaE0Gg3Gjx/PFX8CrLdr1441jqh9XVFRwTgcku8XRZHNgT09PeHl5YWoqCgMHjyY7xfZUrRr1473cWm1b+vWrejTpw/Cw8OxcuVKPHz4kFvstO/u2LGDz6tjx44xNnTTpk0wMTGBj48PTE1NuS1Hz5naS0lJSXBycgJgsJVZtGgR/P39kZaWhtraWuzYsYOrxnFxcawfRdW2pUuXciVMqpX2n4z/ucAFMGi4PHv2jP9/x44dUKlUmDNnDlasWIEjR47gxx9//MfXePnyJS98GqQtID2QNRoNqqursXXrVt7UpO0ouqTRtHTBjBkzhvUzyD3XwsICKSkpSE1NZUokbS4kqkZZkoeHBzw9PWFlZYU3b97g008/hZOTE1JTU7mnLj2Ie/Togbi4OO5JZ2Vl8UZDRmX1zcGkl/RQkoJLe/XqBVdXV9bGAcC6NFqtFqampggPD+egw8zMDNXV1RAEwUhDQQpOe59QnJmZGezs7KDT6YzwMS4uLvD09GT6Xe/evY2enZmZGTZs2ACNRoO1a9cyuJQUjmlQC6Zx48awtbXltpr0M2g0Gmg0mndmFe8LaAVB4IPxm2++QUBAAPeT/f39MWLECCxatIjL0oTRiYyMRJs2bZCZmYlx48YhKSkJXbp0QXR0NK5cuYLz589DJpNxSVkURZw9exYffvghevTowfNg+fLlXHKmUj61zwhwnZycjKioKGbbKBQKtG/fnoO8uLg4o/mhVCoZfFd/bdBznD17NlfICLxJOAHanIODg/HDDz8wwFomk2HNmjXsLSR9zdu3b2PZsmVcKQPAbK0PPvgAgmBouc6YMYOf7Q8//MAqxsXFxVCpVGjbti0iIyMbrP2VK1ciLi4Ojo6O+O677zjoNjMzY9xOfcBk/flKFU0ArH7s5eUFDw8PI0ZOx44dYWJigrS0NMjlcg5MpK00QRBw7NgxfPvtt2yOSXsBrTd6T2Ik+vv7Q61W48KFC3jw4IFRgnbnzh1ue2g0Gq4WOzg4wNXVFfHx8XzYffTRRxAEQ+Wyffv2DbRs3od5EARD5nz06FHs3LmTdX+8vb2RkJCApKQkdOvWjQ9jQRBYgoJk+kVRRLt27dC+fXu0b98e0dHR3A4h09CZM2caWV4IgkHHRqvVIjQ0lLP1wsJCTJ8+HcnJydi8eTNEUcT27dvZu4kqIYcPH2Yl6PXr1xtVVdzd3XHr1i1UV1fjypUrPG/t7e3h5OSEEydOYNmyZTh69CgePHjArvf190wnJyeu/iiVSjRu3BhRUVEcaJeXl+P169cc5FFnYMmSJUhMTESrVq2wZs0arFq1Cnq9HqGhoQyQP3nyJGbPns2JhfS+WFlZAQB73Tk6OqKgoICT4QkTJmDYsGGws7ODRqNBaGgorly5gry8PMjlchw9ehQqlQrDhw+HXC7H9u3bsWPHjgaKwXq9Hrt37zZaU2fOnIFSqcTMmTPh5eWF8PBwNG/eHDExMXj69CkEQWAYAlW16/vA/SfjfzJwqT/69+8PvV6PcePGsXosiXOlpaVh+PDh/LMrV67Etm3buExGG4Ner0dsbCzatWvHbSVBMJR6SXK8srISa9euRWBg4Duv6OhoBAYGIiAggB8OGeqR94m9vT2Cg4MxY8YMHDhwgLMQaZYyadIkNgOzsbFBZGQkZ2Rv376FhYUFFixYgCVLluDPP/808gYSBAFZWVkNjA6DgoLQq1cv3Lx5kzeRnTt3Gmm4UG+5X79+fF+Imrhp0yZs2bKFN5GHDx8iKCiIF+Phw4dZJtvKygoVFRX8s1QdaNq0KaytrdmZ+6OPPmIpbikgkD5Lq1atuK1HVEhBEDBo0CCWi5cOqlLQIqYDUq1Wo3Xr1rC1tYW3t7cRZT0mJoYxKN27d0dxcTGcnJy4EkKS84Jg6J3Txi6TGQQFX716ZSTARrgK0tKQ6hvQYWRlZQW1Wo1GjRqhrKyMjcdoREREcFvByckJX3/9NSwtLXHu3Dn+foWFhbh58yZkMhmuXbuGCRMmIDExEaL4t/GcIBjapwCYqSUFTlMryNfXl3EW3t7e8PX1NQpSKPghJ2JBEJi2KQ1g6H599913+OKLL7Bx40Y8ffoUomjwUfH29mZ5eBcXFzRt2hSAoepJ8viCILD8N9FGAePWDImrWVlZoa6uju+bn58fs0FIVtzS0rLBfrF3794GB3LXrl0RGhqKqKgozJ07F/PmzXunnkp6ejouX76MyZMnQyaTYffu3bh06RIfwlLrBbof7u7u0Gg0cHFxYV2Sfv36QafTQa1Ww8HBAT179oQoiuzTRb9bW1uL27dvG1U26JkrlUrs37/f6LtVVlYiLS0Nubm5rPNEh+Ljx4+xfv16zJgxA9u3b0e3bt3w1Vdf8R5Ald34+HjExcVBJpNxS4fmhpmZGXbv3g2tVovAwEBYWFjg7NmzyMzM5CpbYmIiunfvzq3n69evo7CwkFtiNF+o/UIXzUG53ODETJi6+od0s2bNIJfLWQfr6tWriIyMxKZNm1BUVMT3nyqRISEhnCTUH9RqNDMzw507dzg5qo/Rk/45NDQUANjfq02bNqzYLTXWHD9+POtFBQUFIS4uDklJSTA1NcX06dMhigZcX//+/REeHo4TJ07g8OHDUKvV2LdvH06fPo1r165xJUQmk6FVq1YsRrdu3TqoVCojcHDfvn3x8OFDCIKAHj16ICYmhvcgvV6P+Ph4zJ8/H1ZWVsjOzsbOnTv5M+/duxfm5uYADMQXHx8fuLm58RygMzE1NRW9evXCypUrmQk0evRoCMLfWDhqhSoUCkyZMgUVFRVwc3ODTqdjfaiioiJs2rQJb968ee/Z/r7xPxu4rF+/Hv369cOgQYMYmzJ9+nQUFxezNsTChQuZonn27Fm8ffsWRUVFCAkJwaBBg9C9e3fIZDIkJSXxQ5GWb2kCSg9UCojqX56ennjw4AG2bt3KC0kQBM7ECPhL5cKYmBjW6fD19UXXrl2hVqvh4+ODPXv2IDo6mttHLVq0YMAWKTl+9NFH3AOm9yJDO6VSyQCq/v37Q6vVsrGg1Lm1pKQEtra2UCqVaNGihdFhTxmRdNHKZDJe6NTWqqur4558VVUVlzSpKtKkSRMGW5IOgCiK8PX1NTpgo6KiEB4ejhcvXsDe3p6zBxrNmjWDKIrYvHkzunTpgh49ekAmk+Ht27d8H9LS0hj7YmJigsjISG6B1BcNpOdJwENfX18OktLS0jgLkgYt5CTs5eWFpUuXcrm0UaNG+PDDD40CF8pmqepUUlLCPiDFxcVIT09nvAUFdFZWVkZy6+QE7OPjg+HDh3Mg6OXlhaFDh6KmpgYBAQE4efIkfv75Z25P0HMj3ZUffvgBBw8eNDqA27Vrh9raWr5SU1OZSSHFIuTl5cHU1JRbBITPkcvl3HqzsLCAqakpRo8ebdQamz9/PkxNTTFt2jRMnToVKpUKHTt2ZH0cBwcHXL9+nXEjr1+/xqxZsxiXQs60JNBIrZmff/4ZgmCgkdNekJGRAX9/f9bdyMnJQWhoKGSyv1VQAWD//v0NPGWsrKzw4YcfGuGZKNDUaDQoKChgh3itVsuvRYJdd+7cgSga9FBoVFdXw8LCAkuXLkVOTg4GDx6MDRs2oEmTJvD29uYyv52dHcLDw6FUKrFv3z4mGoiigZk0YcIEBqqTWrAgGCo02dnZGDx4MADg888/x8aNGzFr1ixev87OzggICIC3tzf8/f2RkpKCKVOm4PHjx6w8npmZiYiICH5dArV6eHjAwcGBn6EoGgD/hJGZN28eLC0tkZWVhZycHFZV1Wg00Ol0KCwsZL+p69evs+pyy5Yt0aZNG4SEhEAUDTTrpKQkrrBSkpWbm8vVCMJKUTBBvjy019na2sLNzQ2XLl1CSkoKV8YoiKU18+jRI6P5BoAp+AqFAr///jvbxIiiiOnTp+PVq1fcapHJZKioqIAoGkQQbW1teR8SBEN7r1evXvz7xcXFsLGxgUwmQ0pKCtRqtRHLy8bGxkgYU3pJEx7699zcXDRv3hyRkZFGiUVBQQGvJ0EwYE9IME5aYSdg8NOnT7Fr1y4EBgZCpVIx+LuiogKNGjXCmTNn2EKAxASlgHGNRsP3mMggVGFyd3fnZIieJ5FUVCoVqz57eHigQ4cO0Ol0SE9Px/379/+j8/+/MnCpq6vjct77xr59+4yM76SAppcvX3K/+d69exAEg8AYDZlMhpycHKa6FhYWoqSkhNs9gYGBRpRUUiCk/x8wYAC/tnSjvnv3bgNxKZVKBR8fH9jZ2WHixInsSpuamgovLy/Ofj08PPjhk9qhtBRP4+3bt9xPpY2BMsO0tLQGWaK0SlB/cUiv+m0AugiZf+HCBezZs4erJ0lJSbCxsYGrqyu8vb3x5ZdfIiIiwqhsam1tjVWrVkEURSxbtoyDAF9fX4wfPx6LFy/GqFGjuL306aefAgAzWR48eMBMIgqqYmNjceXKFWzbtg2CIGDr1q2ora3Fn3/+icWLF8PGxsZIPZU8ldzc3HD58mV8/fXXuHfvHrcc6Nq+fTv/Dil3kiYPBT4EJGvcuDEfMOQ5QnOC5p9UJE8QDPiCuro6Fhnz8PAwot//O5e5uTm3sHQ6HWJiYmBrawuZTIZhw4ZhwYIFrOshxdskJCRwn7lJkybw9fWFqakpIiIikJSUBC8vL4iiyEBzOrg1Gg1Onz6NgIAAbvHJ5XLs27cP165dQ01NDQYOHIh58+a9E8sTFxfHGx711wngTe/j4uKCvLw8REREICoqCuXl5dz2ICpuRUUF9uzZw6977949DsgAgzAX6QxR5YLmVP3AxdLSEkuWLEGPHj0YJE/6LuvXr+fnRWuPghkfHx+mnAcEBODmzZtYv3499Ho9Mxyle9bw4cPh6emJ06dPo3nz5tDr9dBqtcjOzuY2tkKhwODBg3ktDR06lMXd7O3tMXnyZD4ckpOTjWjSxPqjKk19erS5uTns7OwQFBSE9u3bw9bWFmPHjoW3tzd8fHxQVlbGa33ChAlYuHAhB9v79+/HggULuKWj1+vZe4wqEvVB7PUvKdNFp9Ph7t27EMW/pfifPXuGGTNmwMzMDP7+/qyRZWlpibt372L//v2wtLREWFgYWrVqZXRQkn6OIBi0jpRKJezs7GBtbQ1LS0t+Xwpk6TM5Ojoa4XwAsKK6XC5HWFgYmjdvjqqqKhZ4GzFiBHunEW1aEAT88MMPrOdCFXO1Wv1O3CAF+RSU0X2PjY1FWloaevfuDV9fX3Tr1o0rRtKqkVqtxpIlS7Bw4ULWsyHrCqrU1seeUXtHrVaz9gtVTlxdXRkrc/z4cZw5cwYrV67k9pw0eJfOKzKJvXjxIu7evYvi4mJYWloy+UOlUqF///4YNWoURo0aZWQWOmLECPTr149bprSe7927hyZNmqBv374N9o9/Gv+VgcvatWtRUlLyb/3s/fv3YWVlZeR3cObMGXh6eqJp06YMjhNFEaNGjcLEiRM546NNtFGjRsxMqX+QDx06lIGBFEmTs3B6ejrGjBnD75uZmQm9Xs8iY/RaSqUSfn5+jGmhDIAWKtl+Ezo8KioKdXV12LNnD2cVK1asAIAGB+7/daWlpeGrr76CRqPBhQsXcPbsWSxbtgxyuRwffvghIiMjUVJSgj/++AMymYzbEStWrMBHH32EDh06QBAMnH2yDaDvRO9BLbKIiAjEx8dDr9cbqez6+/sjMDAQTZo04Y2FKM6AoVUgPfh+/fVXCILB4ff48eNYuHAhb9L0c6SMXFJSAn9/f8THxzfond64cQPDhg3jDaegoAALFy7EsmXLEBUVxc/V0tISDx48AACcOHECEyZM4GoYfb/Kyko4OjpCoVDgX//6F3836u3Xn3/m5uawsLAw0pagexYQEID58+fj4sWLSExMRHFxMcrLy3Hy5EluARDLYeTIkbyB2djY4Ny5c7h27RpUKhUOHTqEt2/fYtWqVVzuJ+l4AkFaW1tzn1un0yEwMBBFRUVITU1lcTN3d3cGgkrn7YABA4w2Qwqc1Go1Z1XS613jxo0bKCsrg0ajYWXfESNGoGXLlpwVR0dHswuxq6srzM3N0a1bN8jlBlO4c+fO4c6dO0b7g4mJCZ4/f47nz5/j9evXMDMzg62tLbOcampqIAgGtVQp/oM2zCdPnmDGjBkYNWoUTExM4Ovriz59+sDR0ZEzUGl2LN3AdTodOnXqxLigvn37cnuB5N1F0QAwJumAIUOGYOvWrRg7diw7DltYWECn0zWQyKe1SdRuMsajQI4CiA8//BB6vd7I9HHIkCEQBIHp6Xq9HmfPnoVMJsP333+P58+fo2PHjnB3d8cvv/zCei5Dhw5lXQ0AOHjwIM8FhULB5qxr1qzBmjVruA1EiVj9djeBWqnd1759e8hkfxtz0ti1a5cRS23Dhg0ADK1NpVKJpUuXwszMDPv378f8+fM5ICKcx+vXr7Fo0SJMnDiRpSl69OgBU1NTrqYKwt9YIisrK6PKGDHsAgICsGDBArRv3x5yucH64MyZM9BqtTA3NzeiZZuYmOCDDz7g+X3u3DlmzLwviPPw8IC7uztevHjB+kp0TZ48GVqtFgUFBWjcuDEEQWBGW7du3VBeXg6dTofp06ezZUf9QZhGadBCz46qkN7e3kZaNdu3b8fcuXM5CG7Xrh1OnTqFx48f4+nTpwgODma3c5VKhTt37qCqqgq3bt3CiBEjWLFcqjpPQY80+JKep/Rn6Thz5gzUajXrxPw7478ycHn06BEsLS2NRHT+6aKbsWXLFqPXoc2fblhMTAxSU1ORmJjItC5LS0umS6empiIoKAgajQb37t1j3Qe5XM7Ic3qt9evXw87ODq1bt+b3S0pKgr29PczMzPhwU6lUmDp1Kv9MbW0tTE1NsWzZMkyfPh23b99m1khdXR20Wi2uXr2KS5cuoba2lk3ddDodu/MKgqEkN3z4cBw5cgRjxoyBl5cX+4lcu3YNa9as4WyTDL+2bt3KNO7Y2Fj4+voiIiICmzZtwvbt2yEIAktez507F4ChDE+LjwIrpVKJzp07w8HBAY6OjiwtTp/Nzc0N165dw6lTp97ru+Lk5IS8vDzMmzfPqHQLAOfOnTNavPT+JiYmGD58OK5evYqIiAgORsmsLzc3F6Jo0BI5ffr0/1llosvb2xtr165FUFAQTExMuEJFRou3b9/G9evXuRJDwaOLiwuSk5P5nki1CJ48eQJnZ2dmKYmiyG0jQTDgS+RyOdLS0hAeHo7S0lLelKqrq/l+ymQyjBw5EidPnuSg7e3bt3B2dkavXr0AwCgTFIS/JfOlf0cbjKOjIwYMGIDffvutwbpTqVTYsWMHTpw4gW7duiElJYVL8WVlZZDJZGjZsiUDdutf9cfGjRtZ/Euj0aCyshLm5ua4dOkSe38JgqGdOWHCBJiamnIGrdFooFQqMXz4cAwcOBBKpRKBgYGIjY2FSqXCwIEDAQDdu3dHdHQ0XF1d2f9EqilBWXrLli3x8OFDFBQUIDc3l5WSa2tr4eXlhQMHDkCn0zGNuP69oz87OztzeZ+qMRQk5ubmQq/XQ6/Xo1GjRlxBlQYAFhYWTK+eOHEi6urqcOLECQDA8+fPcevWLVYSnTRpEtatW4clS5Y00O6Qvi59BmlwRe0VmUzGbUjKzl+9eoX4+HiUlJTg5MmT/D1atWqFDRs2YOfOnbCzs4NSqWRxNA8PDxb4O3/+PE6dOoVmzZrhk08+gUxmUG6mFgUlhDY2NlwVp4oF+QCdP3+eqb2vX7/G9u3bMWbMGMyePRsxMTGYPn06+/fk5+fD2dkZM2bM4ARmxowZEATByJk4ICCAK4U+Pj7M/qMEh7Agfn5+KC4u5nadIBiq7vPmzcOFCxcYd0hrMDk5GQsWLOAKqZubGzQaDa5evYrr16/j+vXrrIW1ZMkSBheLooihQ4fCxMQEH330EVd6SKaBaNsmJiYYOHAgJx+i+Lful6WlJe91jo6O8PLyQnZ2NiIjIzF+/HgO6EmThRLdoqIieHh4QK/XIy4uDjNnzkRGRoaRVxwZ+z569OidXkFqtRobNmxgwghVOAEDQWb79u3o3r07nJyc8O2330Imk+HMmTPw9fXF2bNnkZSUxPiZJk2asB0LPXcajx8/5krOvzv+KwOXAwcOIDs7mzEH/9dFB4Cfn59RZnbjxg20atWK6X31y9kFBQUQRREODg6sREp+Pj/++CPrPlAZndokNHnpQB0+fDjmzJmD3bt3s88MRegqlYp79tevX0doaCgcHR1RUVEBDw8PXLhwgVkjQ4cO5ckEGBQKMzIycPXqVc4KBMFQiejVqxdsbGy4ctS6dWu8efMGAQEBCAgIYAR3/c/9rs2v/gFPIEDKKvbt28dVGOqvEsWb3r9NmzaQy+Uc7RM9efHixe99X19fX243ZWVlITY2FjU1NYiOjkZqairevHmDGTNmYNiwYdizZw/S0tKMPGH69+8PV1dXjBs3Dq9fv4atra1Ri0AURQYcUgAVEhICFxcXrFu3jvE6dPAHBgZCp9OxkrJCoUBhYSHevHkDDw8PfPzxx0YZTVVVFQd8HTp0QEBAAO7cucNGeKT3Qp9JpVJxYEg6Q9L74eTkhHHjxqFx48acyebm5uL06dNMf6fRpk0bJCYmAjDgaahcKwiGKqFcLm+gYkvv06RJEzg6OvJGMW/ePOzYsQPx8fEshrhmzRp245XJZHj06BEKCwsRHh4OZ2fn967d+/fvY8KECQCAwMBAVFRUYN++ffwZAWDu3Llcdv6ngJLmpkwmw9mzZ7F48WJMnjwZO3fuxNy5c7Fjxw78/PPPmDlzJpYvX47nz58D+NshPS4uDrdu3cKnn34Ke3t79O7dGxUVFawDExcXh4kTJ6K6uhoTJ07kKo9er0fr1q25WuDo6AidTseVo99++82o5y9t2RBWhJ6ttNzevXt3mJqaIiUlBfn5+dBoNGjSpIlRBQAAK4lS+4Nen1pWFCjRfXJwcICVlRVXIzQaDSwsLFBSUsLzfuvWrUbv8dlnn8HU1BRPnz6Fk5MTV6EjIiJ4jYWHhyM3N5e/j6enJwcwtE/o9XokJSUxUJQA5QUFBUaS7xTwS32AnJyccPDgQXz44YdQqVTw9fXlAMzPz4/B269fv0ZJSQnfB0EQuNo1ePBgDBgwAKdPn8aRI0cgCAKqq6s5GaI9s6SkhJlpZHJpZWUFCwsLKBQKZGRkoFGjRlyB9/T0RPv27dGqVStERETAxcUF/fv3N8I/SZMLExMTpKamIiIiAlqtlhXML1++DHd3d2zZsoWDj3e15e3t7REQEMD7xogRI4zWAtl9CIIhASe/KgoaaZ3ExsY2YNpRC9PW1pZtK2hvfN8g2wNqD4uiaKRRQ+O7776DTCZj9XJq6xFOkc4hqtTS85FW3L///nvIZLL/U7pEOv4rA5fevXs3QMv/0/Dy8sLGjRvRo0cP2Nvbo7i4GMOHD2dPGn9/f3Tq1Impy8SR9/T0hLW1NRvQWVlZwdbWFn5+frh8+TIAg+7DgQMH0KRJk/dusCTRLJfLOcOgQ9Ha2hoODg4IDQ01Mq6jSTxhwgSsWbOGM6ScnByEh4dzG4O8i6inTxOIeqWiKPLkotI/qbqSIzVJz7u6usLFxcUoMyNp86VLlyI4OBjh4eFGOB2iAgrC38h+clgtKSlhujdtdMXFxbyQZTIZC7F169aNg4Hg4GDe6In1UF5ezodB48aNjQ5pqhKRQ7QoikhJScGRI0cgl8uxYMECTJkyBUqlEoWFhejTpw80Gg3T+tRqNfr06QNra2v88ssvCAkJ4czZzc2NgxvaCAICAjh7GT16NMaPH4/MzEyj6h0tUvJUmTJlCs+/goICFBUVcYBDgW+LFi0QERHBGS7ZOZiYmODhw4fo2LEjRNEAZKaKSXBwMFebSCxw5cqVsLOzg62tLQBDtkVtDZlMhsePH6Nnz55ISUlBVFQUWrVqhcOHD+Ozzz5DWVkZC3o5Oztj06ZNCAwMRN++ffn9yQVc2tf/7rvvsGLFCjg6OuLy5cs4efIkLl261CB7atOmDcLCwngjFYS/gYY+Pj6orq7GnDlzMG7cOLx8+RLDhw/njZoSi19++eUfN7Jdu3bB1dUV/fv357+7e/cuBg0ahC1btrCq7fjx4/nfaY1ROZqy7djYWDg4OMDc3BxqtZqVqKVYHE9PT0yfPh3NmzdHdHQ0AAMgmwDqNjY2GDx4MLdr7O3tMWfOHJibmyMyMtLII8bb2xumpqbIzMxEcnKyEQh45MiR+P33342URF+9eoXvv/8eX3/9NYYPH46qqioOrAiPEBoaytoaomhwo8/Ly0NaWhpbkUgrwwDw119/QRRFnDlzBuXl5QgKCsLAgQORkZHBhAYK4AVBwNixY+Hr6wuFQoGxY8fyHkLAyz/++AMPHz7EZ599BnNzczx9+pRlBwgw37p1a66SFxUVsRQEBTJSdiPNZQp0pEE+yS3Q/hQREQFnZ2f2zjl79iwA8JoSBAGHDx/mNrhGo+H7kJSUxLCEkydPMibExsYGCoUCer0e7u7uCAsLg16vR2FhIe7evYvY2FgUFhaic+fOqKmpYWNSf39/Tmqzs7MBGMTiyGLk448/xr/+9S+IoohTp05xIiEIBgVjCsCrq6s5YKA2EK3xqVOnckApPU/oz82aNcOgQYNQV1cHPz8/7N69G+Hh4dBqtSgqKuL2v4+PDwBDkNK0aVNYWlry3AoMDERKSgqfY/Qcz507x4nJmzdvcPz4cYSGhjIW8qOPPuLPQuedXq+Hg4ODUbtNq9Xi5MmTePXqFXr06GGkwv3vjP/KwOXhw4dGfjH/12jbti2Xjuvq6owyTblcjoKCAjx69IjbQVRdqd/G0Gq1cHJyglqthp+fH5fPbt++3UBRlyaLm5sb7O3tIZMZVD/p31QqFUxNTfHHH3/A2dkZtra2HAQ4Ozvjq6++wujRo2FjYwNbW1tYWlpi6NChuHXrFiorK2FpaYm5c+fixx9/5A1i/vz5jIHJyspCQUEBm0Y6Ojpi+PDhcHd35xaRj48PfH19OXCRIr6lgZFer4dSqURoaCgaNWpk5E8jjZStra25bKjVahEREQFPT08j3wvy+6FMlYBtpHYr1XSRXrm5ucjNzYWfnx9kMhkyMjKQl5eH4uLiBj3Td2UsdLm5ubEuh1Qwj1hC0p+1tbXFlStXIIoii3ht27YNUVFRRtlUbGyskZS69KJNRaFQICcnBytXrkSzZs2gUqlYyM3X1xcBAQEwMTGBVqvlMvLEiRP50Pzrr7/Yz2PVqlWcqf/111+ctdK9p81XEAxYKSmQPCEhAffu3cOXX34JExMTbN++Haampnj+/DlmzZoFHx8f9OrVi0X1iMZJvWxaO3QPSedj27Zt2LVrFzNWKOvX6/VGKrgqlQr79u3Dhg0bOKuzsLCAWq2GhYVFg8rRpk2b4OTkZJSBPXv2DIIg4MSJE1i7dm2Di/AETk5O/HczZ85EcnIybG1tOej7/vvv+TWJUizNGmNiYtCqVSt06dIF6enpKC0txQ8//MCHzPjx443aCXTvKUGgVheJ6dGQHlRRUVH8c05OTggICIAoihg5ciSqqqqQlZXFOCmab4WFhdiyZQvS0tKQnp6O/Px8zJ07F69evcLx48fRrFkztG3bFra2thgwYAD69OmD3NxcDB06FJ999hnjBV68eIHz58/z4VdQUIDKykq8fPkSz58/h0wmw8mTJ7F7925YW1vjzZs3cHR0hIODA7PeaA9QKpXo1q0bZDIZ1q9fj7i4OMZqiKKIn376CYCB3SSXy7F8+XI8fPjwvWaEZEpJ88LJyQl+fn5wc3PDxo0b0b59e3h6ejL9vv5F92v16tUchO3Zs4f1gchHjtZO48aNkZiYiMaNGyM7Oxvh4eHs4rx79268fv0aCQkJ8PT0hLe3N4OFSa4hJCQEEyZM4Kpehw4d3llVk+5JWq0WM2bMQIcOHTB9+nR4enpy0CIIAoYPHw5LS0tmbjVq1Ai1tbWoqamBnZ0dixSSnQxdSqUSnTp14nYcYTO9vb1RWFjIbS6lUgl/f38W6yMZAqrMURUuMjISOTk5mDhxIrdVBcFgnrh69Wq+j7SfqtVqpKWlsf8a7YFU6Zk6dSpkMhnKysowfPhwCIKAnJwcpKWlGX0PExMTrjARGPrfHf+Vgct/Ov7880/WfqAhVcR919i6dSs6deqEfv36YcGCBairq4OnpyeSk5Nx8+ZN2NnZISMjAwMHDsTGjRsxefJko761nZ0d5HI5goKC8NdffzHtlx6Ko6MjmjRpgkePHmHVqlUwNzeHq6srPD09ERYWBhMTE2RkZMDe3r7BZyNzLycnJ6a41Rdra9++PbvEfvDBB7CyskLv3r3x9u1b7Nu3D4Chf9+jRw/Omjp27Ig+ffrwRfgLaUTfpUsXFBUVMb5ESg0nafv4+HjWp3B0dISjoyMfdFRdEASBF39sbCwOHjzI5c9/F3sivby8vLiCVlJSwkyijRs3silbZWUlamtrERAQAFNTU/5cVE2j1hYFZZaWlhgzZgzMzc1ZCK1JkybIy8vDtm3bcPz4cYSFhSE3Nxfm5ub48ssv2SmbPhcxC2xtbREYGMjttWvXrrGIVZ8+fQAAv//+O3Q6HWu8PHv2DMXFxSzKJQiCEchNpVJh9+7d7AheVVUFURTRr18/DsZoIxEEQ0WNAMF0uNN/MzIy4OLiAlNTU7i4uHCpfevWrfxdBg4ciB49ehg9H6LVm5ubsyVDjx49cPHiRZiammL27NlQKBQ4c+YMAEM5ev369fDw8EBMTAymTZvGGx8plZJgHmA46Ehb5unTp9i3bx8aNWoEKysrDB48+J3SA1R+pjlLcgTS11SpVEYilURZljJKgoODYWpqiiZNmsDKyorL+DKZjL2Mjh07xvfg8ePHRoBlekb1GRHSg+rChQs4ffo0ZDIZPv30U35Wly5dQnV1NW/svXv35hZtSkoKhg4dil69emHChAkoLy+HtbU1AgICmI4rigbdmNevXxu9N7VDunbtimXLliE6OpqxeSS616NHD3To0AGOjo44d+4cB6uWlpZGbu50L+obg+p0OiQkJLCCtbu7OweQGRkZDdauQqGAu7s7goOD4enpCTMzM2i1WpiYmKC2thZ1dXVcNVapVFi+fDkuXLgAmUyGrl274uLFi0hPT2dLBKrgUIBNeyTN7wULFmDhwoWsZSWdzyNGjMBvv/2G+fPnY9asWairq0NlZSX/jFqtxujRo5GZmQm5XI66ujosXLjQqL369u1bBAQEYPfu3bh27RpXHWfNmsUtHVEUmRWm0+mQm5uLnTt34vr160ZJ0dy5c7lKLYoiC/jNnz8fr1+/5qrY1KlTea8WBAFr1qxhZV4KIAYMGAC9Xs9AaWLN1q9kmZmZGeFBSZtn7ty5sLCwwNChQxk0rtPp0Lt3b/j7+/M5olQq0aZNG6hUKowbNw5BQUGcmLVt2xYeHh7Mdm3RogX0ej3Gjx8PCwsLeHh4oKKigs+curo6BoT/J+N/MnD59ttvkZWVBcAQoMyZMwdffvnlf/QapJhKlvImJibIzs6GiYkJOnTogPT0dFhbWyMoKIgzXZpslpaW0Gq1aNSoEUxNTWFlZYUpU6YYRcQk4mVtbY3u3btDFEVMmTIFEydORFJSElcl+vfv3yCjXLduHZo0acKRs1qt5mqRVBqfNromTZowsBD42yI+MTERO3bs4NaESqUyOgCoPWJvb8/fjw6VBw8eQBAEBkySh0hRURF+/vln1NbWwtbWlnFGZGro7+/PC5M2OxLUIjwRlYCplEiZgLm5OczNzZGcnAyNRsOv3bJlS5iYmMDPz4+Fi/6v0bFjR8ycOZM1Xmj89ddfHFDRZ8rOzmb6cMuWLWFjY2Mk452fn49hw4ahcePGiI+P53tlamqKJUuWwNHRETKZDJMmTYJKpWKQ7Zo1aziAio6O5goMZYyrVq2ClZUVmjZtCisrK277SSXyZTIZz/U7d+5AJjOIj4WEhEChUCA6OhpBQUGIjY1Famoqzy3azCnQ9vHxYX0j6Ub+Lvpm/cvV1dVI5Eomk2HgwIHMDsvOzuZyO216arUaBw4cAAAOeOpfOTk5RqVoopRS1ujn58fPjZiCwN8VGaJjkkAeYKCip6SkID4+Hnv37uW/J8Dl+fPn4enpifPnz/McHDx4MFdP1Wo1Hzxr1qzBokWL+DAnZoxer2d6/vHjx6HRaLjq9PbtWw5E3d3dERERwffv0aNHEEURbdq0wS+//IKMjAy2FSBQL3nNhIeHQy6Xo02bNujbt69Rm5myaelFzBECkKrVanh5eaGwsJC1m6SVaHd3dxw+fBiBgYHvFFtr3bo1+z/pdDqjNUOHp9QnhwJKmrNE6+3YsSNGjRqFiIgIlJeX44MPPkBcXBxXTJydndGpUycOFKdMmYKIiAg8ePCAD/8///wTp06dYhYLqXVLAyyitFOy99tvv+HVq1fIycmBVqtFTEwM65KkpaXhzZs3+Pnnn+Hi4oJOnTrxQS2Xy2FtbQ13d3du9QCGdjXhYkJDQ+Hr64svvvgCx48fx5dffol//etfuH79OhYtWgRRFGFlZYV27drxAU3trBcvXvB+eOLECfTt29cI73Xjxg1+T7oHly9fxk8//fTepI+EN3v06ME/U1payq2l8vJyDBkyBPb29jA1NTXy7wKArl27GrXecnJyuFW4aNEivHr1ChYWFtiyZQu/Z3x8PLy8vDBx4kSMGDECcrkcxcXFSEhIgIuLC59N0s8pk8kYmE3PjRS9/583WQQM/eng4GBUV1fDzc2NM+AuXbqguroavXv3xsaNG//xNdzc3FBWVgYzMzP4+fnxRmRjYwOdToegoCDI5QYn4MaNG/MGs2LFCjRv3hypqakYM2YMVqxYwQcDZTpUimvSpAnTO6WHRH0fHurj0uXh4WEkTOTk5ISdO3ciJyeHPY9E0QBupQdOQkNkEU/VGFE00DIPHjwIMzMzIz0MAv3u37+fvx8hx/fv38/fg0SnqGyu1WoZdEs/T/9PpfTjx4/j1atX8PDwwOnTp+Hp6QmFQoFWrVqhtLS0gYy0KIrMTiG7eKIoAwamjbm5OUJDQ3H9+nXue1MQVH8Tl7Y0IiIicPnyZe67EzB2+PDhrH9gZmYGd3d39OjRA126dEH79u2h0+mwYMECBAQEID4+ntuBUgyQiYkJB4k6nQ4ajQabN29GXl4e3NzckJWVxc+GWmzS701Zs7u7O/r27QuVSoXs7GyoVCr861//YizLsGHD0KJFCwiCwW+KvEAI/9O7d2/861//wu7duzmrJ6AmsRcGDhyIa9euYfPmzYiIiIC7uztSUlJ47kqfhXSDlGpyUNAlCAJbLqxcuRL+/v4ADEDKzZs3M1OGhiiKsLCwYBXkli1bIjAwkIXI9u7di4qKCigUCmYWCYLAbaUXL14wiJXapzNmzMCKFSug0WiQmJiIwsJC1j+SthMpM01PT8fNmzc5SyZ2B7VNFQoFWrZsySVtug/0zA4cOGCUxND8nzhxIqytrdGuXTskJibC3d0dCQkJcHV1hZWVFczMzJCfn4+LFy8yVo2EKp2cnKBUKtG+fXsoFArGrv3www9cbVOpVHB2dub1t3LlSsbT7Ny5k/+8fft2xMXFwczMDFZWVujSpQuWLVsGURQRHh4OwNCaMzc3R2pqKr7//nuYm5sjPT0dSUlJ3D6gwESn02Ht2rVQq9Vo3749t7wiIiJY9Xno0KHcmqbK1PTp03Hjxg2IokGUz8vLi32HaKxcuRLTpk3jQKd58+YoKSlBixYtoFAo0KtXLzg6OqJDhw789yQxIAgGWnOnTp2M2FZJSUlYsGAB9Ho9TE1NmfTg5eXFQQD9bPPmzY0CgfoBgSiKcHd3Z2Xm+mtC2r5+VyJAek2k8Ewt33PnzqGwsBAxMTEADArbY8aMYXzSgQMHWGyU9IEeP36Mly9fory8nM+pqKgo6HQ6aLVa/PLLL5gzZw63SAl3RZ8pJSUFYWFhkMvl8PHxYbVbGi9fvoRWq8XAgQNRXV2N8+fPM56QmKjOzs5o1qyZ0ff38fFBZGQkIiMjYWZmhrCwMN7nQkJCGPhMUh8jR44EYOiQUFIbFxeHCRMmGH2ef2f8TwYulGnGxsay1gNJwku1F1JSUt77Gjdu3GCDxo0bN+LRo0dGE1hazpNeNFGJvfT69WvU1tayPwZpB9jb26O0tJQ3AXKmlh4GKSkpUCgUGDlyJEaOHInKykqMHz+e21sPHjxgtkj9RdO8eXOYm5vDwcEBZ86cYQrvtGnTEBISAgA4dOgQTE1N2ZMpLy+Pg7off/yR6YI///wzvvnmGwiCwIJgVlZW3C46dOgQLl68yIdJ48aNGVdhb28PLy8vKBQKZGdnY+vWrUa27IDBR4Q+u1qtxt27d7FkyRJ2kxYEg5YBST8/e/YMrVq1QkVFBZo0aWJ0sEpbJNKNxtzcHM2bN0dZWRk6deoECwsLDBkyBN7e3lxpateuHdzd3Vlh1sHBgQG67u7uUKvVTJl/8eIFfH19MXr0aGzatInLrUqlEk5OTkbgOML2SCnIomhQGt2zZw9MTEwAGPRHSH+C5taoUaOwdu1aJCUlwcTEBM7OzmjatCmUSiWio6PZjbp+liV9H+mfbW1tjTAv5MhMz45YGwUFBXyQ0vPZvHkzNmzYgJKSEiQnJ/NrZGZmIj4+nt2GHz9+DK1Wi++//x5HjhzB119/DaVS2QCoW11djdatW/OBRvdQr9fjzJkzWLFiBQfgTZs2hbu7Oxvo0XoLCAgwUiR+/Pgxi1gFBAQwzZTE8KjdSRWWVq1aQalU4pNPPkFVVRWuXLmCefPmGbnmxsXFoX///iy4plAo4O/vzxodJKz44sULBr3TAXLgwAFua5SWlmLs2LG4e/cu34M7d+6gdevWDBK3t7fHpUuXjBITMjOUiknqdDpuudKz9fPzgyiKSE9PZ8NRqih4eHgwXuD06dMwMTGBg4MDAgMDYW1tDScnJ3Tt2hWenp7Izs5m6X96NqampoiMjMTt27e5QuPq6oq0tLQGYnMlJSWYOnUqQkNDGZz+9u1bJCcno2XLllyhCQwMBGBIkERR5CTrzZs3cHZ2RkxMDNNznZyckJiYyGQBKWuUsHz+/v7MnCR2VZcuXZCXl8cKtdLPSXtyUFAQ67XQmpDJZJycVldX4/jx49xa8fb2xq5du9CvXz+oVCp89dVXAP52QJe2G8+fP49r166hQ4cOaNu2LQNQ+/fvb2TOSi1ZExMTtivIzMxk+QWplg19RkqECK5AbVVRFDFixAhuLU2ePBkVFRUYMmQIRFFETk4OrzVbW1uuyMhkBiHDtLQ0o3YtYCChAAZbj2nTpvH+9q7grH7wJpPJmMJ/5MgRZqO5ubkhMDAQ06ZNYzHKrVu3orS01AhaoFAokJKS8h9J//9PBi4+Pj6YNGkSunbtyiCl3bt3c3nq8OHDaNWqFURRZKv1dw2SsE5LS4Ojo6ORhw3557Rt2xaFhYVGV1JSEsLCwuDr64vg4GD4+PhAqVQaHVxZWVlYvnw5Ro4cCaVSiR07drBPUf2HT5UWyhQJ1EXjgw8+QEBAAGdW5IYrPbjoYLKyssKiRYv4d93d3XHs2DH06NEDFRUVDajRNPGkffv6E3Xp0qUoLy/nTJ5AqkQdtbKygu7/t5WnLJ/EnC5fvswZK5Xco6OjYWtri9DQUG4VkEcLRd7t27eHu7s7b6J0OTk54dq1a/jtt9/w22+/4ZdffkFNTQ0fyL6+vmjSpAm+/vprAIZMPTExkbEpBw4cwLJlyyAIAr799lu4ublxJiDtVwMG2q6Xl5eRfg6B+X7++WduW/n7+8PPzw9VVVVISkpCaWkpXFxccOHCBUyePBkqlQpff/01t8NIkMrU1JTls+tvCpWVldzzt7S05CoPBVoeHh6wtraGm5sbPD098eTJE3z77bfo168fv8YXX3wBc3NzJCUl8fO0trbGZ599BgDsadKmTZsGqP7vvvsOjRo1gp2dHSwsLBAcHMyaHYDBp2XChAkICAhgN/XZs2dj7dq1WLNmDfLz81FeXo4WLVpw+4KAyNSHp7myZs0arkx27tyZhdakm29dXR0uX77MFRrCwcTFxSEsLIzxLBYWFti0aRMWLFjAraXc3FymYksBytSW0+l0iIiIgJmZGSorKyEIAhtQ0meXy+XYu3cv1Go1tm/fzgaeV65c4WyewMBPnjzB7t27sXTpUsycOZMB7lFRUfDz80NMTAxevXqF27dvw9HREStWrIC5uTmysrL42eXm5qKyshKFhYVGmCpvb2/WZaEDSarSTIB80ql6/vw5/vrrL0yePBm9e/fG6NGjcefOHezbtw+xsbGIiIjA4MGDsX37djx58gRpaWkIDAw0qg5rtVrG4JBOS0ZGBmQyGTv+9u7dGx988AFGjx6NPn36QKVSIS4urgF+4fDhw9yillbGgoOD4efnh6SkJA4UgL+1gATBIDFx8OBB6PV6PHv2jNvOFNh7enrCx8fHSKNLEAw4GBsbG3Y5p9cj1dzmzZszTo1agXK5HIMGDUJ4eDhiY2OxatUqTJ8+HXK53EhWo6amho08v/vuO6xbt479ngAYaQKJosjGocTYkSbaJDwp3QecnZ15r6B9wsLCAiYmJlzNIyiAo6Mj07LpnKEAmKr4vr6+RonAmzdv8NNPP+HEiRO4du0aP+eKigq2pigtLeV90dPTE1qtFiNGjICXlxe8vb3h7e0NOzs7Nv4MCwvj84BMcaXVeplMxkmQmZkZrl69Cmtra0yZMuW9Z3X98T8ZuNTW1kIul8PGxgZXr16Fo6MjFi9eDDs7O0RFRcHT0xNffvkltwlu3LjxzmvYsGF8hYSEMM6BfBaIhhoeHs7quo0aNUJ6ejqCg4Nhbm7O6qSpqalo0qQJ5HI5oqOjWaeBqKEUIJiYmBixU0RRhJeXFxYvXoytW7di/fr1GD16NB+QAHD58mXIZDLcvn0btbW1UCgUXDUg+tmECRP4YF21ahUAA0XU2dkZrq6u8PDwQLNmzaDT6dCsWTOOvseOHYu1a9ciJSUFQUFBrN56+fJlBAQEsJOwXC5ndhJ9btq0goKCoNVqERISgu7duyMuLo43iPT09AblWDc3N0RERDDlWHpIeXl54c2bNzAxMcHOnTu5BNq3b19e+Js2bWowJ4KDg+Hu7o6CgoIG/0amehYWFggMDGSmC2DAA9XXJXn79i26d+/OQmaLFy+GtbU1HB0dYWtri40bN6KqqooFz37//XeoVCrcv3/fCLS3f/9+dsSl767VajlwqKqqQmxsLD777DPeDC9cuMCVutWrV6OsrAyNGzeGubk5H/bh4eE4fPiw0Wf+888/MW3aNCxatIjN3wDDQfH48WO2p8/OzmbqPVH3FQoFvvvuO/zyyy8YPHgwl8c3bdrE96a6uhp79+5FamoqAMDExAStWrVCo0aN+HCnTdbd3R2WlpbMKBMEAy6CXLG1Wi2LXhEDZ+XKlezsLM2cqfRcP+MnZdg+ffrAzMwM2dnZjB+j+5SWloaJEyfi0KFD0Gg0ePPmDcvtP336lGnkQ4cOhVarhYODA5f033cRzkIul8PMzAwrV65EbW0tQkNDcfLkSezYseOdRouk6Hvr1i2jlu3QoUPh7+/foHVKP3/s2DEolUpe54QrI1pxx44dYWNjg1atWhmJAS5atAiCIPxHol6AQXTsk08+4c9fW1vLLUWlUom8vDwW0KMkRi6Xo6ioCO3bt0dUVJRRdah+xfr77783mu9U6SUg+okTJxAWFoa0tDRkZmZyK59aCyT30KNHDxYtJJozVUI+//xzKJVKVFVVGSUFKpWKvcCkCRgFUdI9ipiVhFUkDKFCoTCCIZCOCeHbzM3NOVEbNmwYmw/Sa0yfPh2CYDCKzcnJQXl5OQ4cOMD7pZeXF0xMTBAREcE6KN27d4ePjw/atWvHgTYZuFpaWqJ37968ZszNzTlga9myJSwsLFitOD09HcuXL+fAZc+ePRz80bMi1eBnz57Bzs4OXbp0gZOTEyvEX7p0Cbm5ufDx8WHig06ng5mZGfr06YOqqiq+Kioq+Myj1pUU5O3k5MQwhPnz5zM9+98Z/5OBC2BQ7qMsizZIql6MHDkSkyZN4nKudEK+7xJFEatXr4aPjw/3WdevX89RcFxcHNzc3Fi6ny6pX0y7du2wYsUKvH37FoBBcM7e3h5arRZ9+/aFtbU17Ozs4ODgAGtrayiVSvTs2ZOjbAJkUiUjICAAgwYN4qg8Pj4eLi4uSExMxI0bN/DXX38xFfDkyZMQRZGNBkmvhtg/FKkLgoE9QgZ03t7e7FR85MgRDBgwgDN8W1tbTJkyxagaQ/L6NjY2TBukz6dWq9GxY0cUFRXxgre1teUDkq527doZbXA+Pj7Iz89ntsCHH36I5ORk/hlBMJROy8rK2HfowIEDWLp0KcaNG4eHDx+yMmZ9x2jCv9R/3vT39N0SExOxbNkyjB07Fn379oWfnx9vQPb29mjdujWcnJzeCT4tLS1lI0tBMGBAyGFcrVbjo48+gqWlJSwtLaFQKLB69WoAf1OB3zUqKysREBAAwFBh7NGjBz7++GPI5XKUlpbC1NQU3377Lf/8X3/91eDw69SpE+NCBgwYAEEwtDZcXV3RtGlT1hQh1lNISAhXD1evXo2jR49CrVYDgFGWBhioxMXFxSguLsbmzZv5kDt+/DiOHTuGyMhIrFixAjU1NdBoNMjJycGcOXPQpUsXBAUF8etIGTi+vr4oKytjZoqbmxvy8vIgigbNi507d6JNmzbw9fXl/rl0jZuYmMDT0xOhoaEICwvjiurt27chk8lw/fp1VFZWspmlq6srioqK0KxZM7Ro0QIqlYrbAR06dIC3tzcyMzPRqlUrxMTE8FwkvJabmxt7/1CAamVlhcrKSnZeLy8vhygaQOk08vLyUF5eDsBQnQkJCUFubi5Xmtq0aYPr16/j7t27HLBTJYCqVdLnTABQOzs7ljugNe/l5YUjR4782/tqy5YtGyQo9Ofly5cDMCgTSwMCqU8cYMBm2NraoqSkBJMmTWqgrvzgwQO0bdsW3bt3R0ZGBpRKJaysrIy+l0Kh4P2ATEcpcPnggw84MbSwsEBtbS23PzZs2IDevXvDzs4O9+/fx4wZM2BjY8NsmXv37mHBggX83chzzNHREc2bN8fvv/8OmcwgbildT6JoMDOcPn06P8u3b99ye4m8rm7evGkkq097H2mESb8jVS8B43a69L6r1WqcOnUKS5cuxZ9//slsp61btzKbSBoQkDozvefQoUOxc+dOLFq0yCiIAQxCr6tXr8Zvv/2Gly9f4sCBA9zSHDp0KLy8vACAq1z1WzndunWDjY0NV0rfRZrx8/NDs2bNuBsyc+ZMlouIj4/nYJNE6KS4xn8a/7OBi3TMmTMHJSUlSEpKgiAYyqkFBQVGbqMxMTF88951WVtbQ6/Xc+m1uroagGGR+vr6Qq/XM/tDKuEPGCbwmjVroNVqsWzZMgCGLBwwqJLSxjt+/HgGlUpZGqIowtTUlIMvKvORwiNNdspugoODOSs+ceIEFAoFvvrqK8hkMtYgSU1N5WiXtF3eF7BJMyL6Ozs7O7i7u7PdPC1AOzs7eHh4sMkjVaXo9z788EMAhioR9Zel7yeTGaimH3/8MfsZdejQAU+ePOGNytHREdevX0dhYSHatm2LHTt24M8//8SPP/7IlROtVovDhw/zd6TnRngSGocPH0ZtbS0EwVA2JeD16tWrYWlpyeZndNnZ2SE5OZkrHF27dsXLly9x9OhRmJiYvBN8SrLp7wqS4uLisH//fgb/UmBZXV2Nnj17Qi6XY/z48ZgzZw5n2QDYlPDo0aP/Z/uDxpkzZ9j5l+6jKIpGooPSNmBBQQEUCgWOHTtmVIJftGgRfH19cfDgQWg0Gk4QSA6+/iYorai9C8QovR+klAwYFG7Nzc0xePBgXLt2Ddu2bWM11rS0NLi7u2PYsGFQKpVYv3490tLScPr0adTU1GDw4ME4f/48du3ahWXLlkGn02HevHkMkpWOFy9eQBAE9OvXD9euXcPOnTsxaNAgLF++nJl8JFo3ceJECIIBc0X/RqN58+b8fRITE9+bDNnZ2bE2EhlaCsLfW+3EiRM509yzZw8+/vhjbm8QMxAAtmzZwp4/xGQURZHvEbFkpBpT0dHR6NGjBzw8PFj00MbGBsDfbMOcnByueFy9ehV1dXXc5rp//z6rso4bNw5Hjx7l1ioBSknAjILFq1evov6gCp9MZtBkktK27927Z/SZmzRp8s7qx4cffojExEQjPSZHR0fs3bsXv/32G86ePQtTU1OEh4cjISGB8VK0X9PYvHkzHBwccOPGDbx+/RpPnjzhBIP2Yh8fHyxduhQff/wxUlNTUVZWZvSZ7OzscO/ePb63NGbPng1RFOHp6Yl+/fqxXYdCoUBISAgzDhcvXswgdy8vL/j7+8PFxQUREREYOXIkbt26hYULFyIqKgqA4eCvj23LycnB/v37kZ6eDj8/PyQkJMDKygq//vorcRhCEAABAABJREFUt33DwsJQUlKCDRs2wMrKCtOnT4dOp4O7u3sD9WQaPXr0QGxsLOP3KGCztbVFeXk5Vq9eDXt7e5w8edJIh+nhw4fYsmULDh48CMBA3mjfvj0AIDk5GVqtlrFo3t7esLKywtu3b98ZpBDj7tKlS+/8jPXH/3zg8vnnn7NzsZmZGcaOHYsDBw7g+++/R3R0NExMTJCWlobGjRvj+PHjmDVrFivoSi9LS0u0adMGnTp14glGpmn1N2A6DHx9feHj48N4GKLqZWVlwdXVlV05BUFAz5490axZM+5NL1++HL6+vqxMSqBeinJbt24NQTAg5dVqNbKysqBWq+Hk5ITWrVvjwIED+Oqrr9CoUSN06tQJPXv2RExMDIYNGwYbGxu0a9cOVlZWUKlUcHV1RXx8PLfCVCoVqyWmp6fj2rVruHjxIjp06ICOHTuiY8eOXIq2tbVFXl4e0wl9fHzQvn17pl+6ubkZIftVKhXOnTvH/hPfffcdkpKSEBgYaIS/kF46nQ4TJ05kvIsoGjw+pM8HAG84er0eS5YsQYcOHRAfH48jR45gxowZvLm9ffsWd+7cQXl5OWtZUG9VpVJhxIgRWLp0Kby8vDBz5kzGjzg5OcHDwwM6nQ6RkZE4evQogoODMXLkSOzfv9/IBqH+oKzaxsYGGo2GKZ/+/v7IyclB3759ERUVhdTUVHaL9fX1hVwuR3p6uhH9dfjw4fyZvL29MWTIEC5Tjx07FgCM2h/1BzHCampqYGJigqysLEyZMgWDBg3CvHnzGMexcOFCuLq6Ijg4GAkJCYiMjMQff/yBly9fGlFOZTIZgoODGRdC6tT0bLp16walUonx48e/c23R8wPAc75du3ZGQV779u1x/PhxTJs2Db6+vrCysoKVlRXUajVCQkJQVlaGnj17GlV9aPz666+QyWS4e/cut1I3b95s9DM///wzxowZg5s3b2Lt2rWwtbU1uggcSd+ZyuCOjo7M3Dp+/DgzjpRKJXbt2oXevXujV69e6N69O/z8/IyydGIj0t6RkpKCXr16ISMjAxqNBiUlJcy4kBpwbtiwAY8fP8bYsWOh1WoxZ84c/h7Xrl1DYGCgkQntzZs3IQgC8vLyOFgqLCzEzZs3odPpUFVVxdTc4cOHG+kNTZgwgY0W58+fDwDcLjt27BiAv+nnWq0WAPDVV1/xd5QG29JBLJk9e/ZAq9U28LJ6/fo1bt++jY8//pgTN0EwMEMpiIyLi8OTJ08wbdo0PlQpSakP0Pfx8UFmZqaRWe2RI0dw48YNbN26lQ1Ip06dykKh3bp1g7e3d4MAlEQ0idpMwRQJNUo1UNavXw8LCwts3ryZ2XuC8LePGQHhAQNQ287Ojitk0rYSrSvpwU/3hGjmtDdmZ2ejrKwMgwYNwrlz5wAY5P1lMhlqa2vZtyg4OPidz6b+6NWrF9RqNRISEowYk9S+oqTW3t4ednZ2SExMZEJJmzZtkJ+fj1mzZkGhUODo0aM4efIkzM3Ncf/+fVRVVSEyMpLtUqj7IAgCRo0axTImb968QVFR0XtNJOuP/9rApa6uzsgm/n2D0NUkPHTu3Dk8evQIly9fhomJCZelif7cs2dPo1ZPYGAgXFxcYGdnB1dXV2ZTUJmfRNNCQkLQs2dPXjQKhQLjx49H586dodfrG7RD3pVtEraCAiM7OzvU1dWxUBJlegDYRGzixIncDw8ODjZyPKX3oMjWy8sLWq0WixYtQllZGQvEubm5ITExkVkNlPnSYUglTCqZSjE9KpUK7u7ujGOQZkXbt2/H/fv3uVIzfvx42NraQi6XIykpiT15zMzMuEJx5swZrFmzBsuXLzcqAUdERBhhA+Li4vgZUXb69u1b9OjRg03Epk+fzhRLkjan10pPT4etrS1TQ+nfSGTLxcUFNTU1ePz4MW/MI0aMgEwmw4oVK9hqnXQ6iouL4e7uDoVCgYMHD+L48ePYtm0bvvzyS+zfv58zOJ1Oh9atW0Or1bKpokKhgLm5OTp06IB79+4hISEB69evh6enJzPAfvnlFxw5coTvJd0LUTToOERGRqJRo0bIzMxEZmbmP1Y56l9qtdpIv4fcXmneU9AVExODbt264ccff4RKpYJGo2Fw7ogRI2BqagonJyeUlZWhR48e3CrUaDRwcHAwWlfSi54fYGjdLVmyBHl5eVCr1fj++++N5vL/xWB4V+BC7R0K9umQGjhwIFcmpYP8qJRKpZHmzbsu6WeSfjZvb29UVlZi+vTprFuh1Wpx4MABXLp0CWVlZYiLi0NZWRlXUAmXR+X+oqIiREREsHEl/QxVD4OCghAcHIzMzExuZxHIXqFQYN26dbh69Sq6d+8Ob29vvH79GsHBwVz1BAyYFbVajSZNmkCpVGLkyJH45ptvoNVqjYDos2fPhlqtxo0bN4yMa01NTeHs7AyFQoHS0lLcu3cP7du3h6+vL5RKJZ49e4YLFy5g+fLlmDJlCmpra3Hr1i2uwv7www8YMGBAA4bnL7/8glevXmHAgAG8vug9CbhPmloTJ05sQEaof72L+Vn/mdX/3fqiniSc5uHhwTRmem1yNler1XBzc8OPP/6IixcvsozBq1evMHPmTPTr1w9lZWWorKxkdV0pDfzIkSPw8/Pj967/2fr168cH/549e5CQkABra2ssXLgQc+bMgUqlQlhYGFQqFZKTkzF37lx8/vnnnBBJv19CQgIOHTrUQKSQhO2k2ikqlQqHDx820gzq1asXzMzMmPwQGhoKPz8/9OzZE6amplAqlWjdujVE0aCBZGJigry8PAQGBsLDwwORkZF48uQJ1Go13z/p9yVTScJy/ifjvzZwWbt2rVFW8U/j/v37XM7u06cP3xyVSsXZCtGfpTLgpaWlsLS0ZLE3nU6HnJwc/PTTTwyIpX6op6cnmjdvzuyh9PR0tGrVCt7e3qitrYWZmRkLbSmVStTU1ECtViM2Npb9kFasWAHAgM/p3bs3NBoNhgwZgvv37/MCIS8VUnKVOnKWlZWhQ4cOOH/+PPr164ekpCR4eHjA0dERsbGxGD58uJF0elVVFVOaRdGgrzJs2DB+L3I/lslkRo7CVOIkppVcLjeqqtCBFxgYyL5DarUa4eHh3PKiykhSUhIqKiowceJEnDhxAps2beIS4axZs4ycjUkEysHBocFio7F//36Ym5s3+PvExESmxsfExGDcuHFITU3FkCFDuAUliiIj8SlAAcCy9jU1NZz9nzlzBiqVCp999lmDQPR9h6tKpUJubi46deqEoKAg7pfX1tZi1apVCAgIQHh4OLKyslBcXAxTU1N07doVDx48wPjx4/le06KmbCw7OxvJyckoKyvDwIEDkZSUxAFsVFQUmjRpgqSkJHh5eXGvvrKyEqNHj2aF3IiICC7ZBgUFISoqCuXl5bh16xauXLmCxYsX48iRI0YUXKKlEqgyISEBxcXFOHLkCC5fvgx7e3vI5XJkZGTg3r17yMjI4MCq/kUHr5WVFTIyMpCdnc2Ksy9evIAoiigpKUH//v0xefJkjBo1Ctu3b0efPn0gCIJRb77+ePXqFc/jtLQ0NpKztbVlvI50kPdUfan9Fi1aQK1Wc+VBOq5fv45Xr16xmVyPHj2g0WiwadMmLFq0CIMGDYK9vT0LqUkHfb/Ro0fD3t4eTZs2fafBXUlJCRsvOjo6wtvbuwHYkbAdFKBR0FleXo4vv/wS8+bNg0KhYOyAnZ0d7Ozs4OLigqKiIm41StmGn3/+OVeGtFot4+tGjRplJCip1+sbSPhTK9vHxweNGzeGjY0NA7E1Gg1ev36NLVu2sEJ4z549YW5uziw/uVzO2lSpqalQq9XQaDQICQmBvb09dDod4uPjER8fj+joaK7KEpCU8DjHjh3DtWvX3nkNGzYMQUFB3Nro1asX9Ho9Xrx4gaKiIgZ0Sw9UCiTpfhB7je497ZWRkZEsN1F/3Lt3D6Io4vPPP0ffvn0xfvx47N27t0E7hNhNgmBovXXp0gWdOnVqENj8U3Jib2+PTp06sRCq9DmRPpEUE1d/ZGZmomnTpvDw8ECnTp1gZmaG33//HQ4ODjh58iS3ug8fPowTJ05ApVLB09MTLVu2hKWlJf744w8OVuneKRQKREVFGVVxSAvG1NQUlpaWyMjIYFbWfzL+awOXR48ewdLSklsW/9dFYlhv377FmTNnsHz5cj6Y3jfUajV27tyJPXv2wNzc3IiWRdLZeXl5XPYURYOwzoABA7Bp0yZoNBqoVCrU1NTA29vbSNuESs8KhQLHjx/Hhg0b4O7uzu9Nm5RcLudsIiEhAcePH0d1dTX71qxdu5bL7W3atIGdnd17y/ETJ07E1q1b+YBbtmwZHjx4gIsXL+Ls2bPcVmjVqhUUCgUmT57MAldnzpzhhda6dWvk5eWhc+fO6NKlixFFLzY2FqampkzJkwYzVL2itkxgYCBfDg4O3MP39vbGN998A1EUUVRUxK7OtDClpdj6Y8KECWx09/TpU1bGdXFxgaOjI9LT0yGTyZCYmIh27dph3759nInY29tDqVTi6dOnWLhwIaytrfH7779zS7GiogKCYFD/pedPnyknJ4cDTNIZ6dmzJ7Zs2YJdu3Zh/vz5nKHZ2tpix44deP78OURR5A3j2rVrRlmRq6srvLy84ObmhhcvXsDBwQHR0dFGm46TkxMDRamS0LhxY5iYmECpVEKv179TFp8u2kTqA3cp6PHw8DAKCqZNmwYbGxs2yRQEAaGhoQAMIoP0ZwD4+uuvIZfLWbdHesi+6+rRowdr8qhUKpw8eZJfy97eHhYWFjA3N2cqMh0ilGV26dLlna2JJ0+e8HOaO3cu6urqIAgG00/C69Qff/zxB7Zv347Vq1ezcm6HDh2wZs0ao58joTQnJyds27aNN15q9UrHjh07oFKpMH369HeWvB0cHLj87+bm9s75PWvWLOj1evb8kSYiRHWm6iexUEjDSRD+ZsqQzpQoGlRlY2NjkZ2dDaVSiZKSEri4uCAsLAxJSUnQ6XTszEyHp4WFBeP0Fi5cCIVCwSaUFLDs3r0b7dq1Y4Vj8nSjzyKTybB371588cUXDERdsmQJ7O3tMX/+fLRp04bnpk6nQ8eOHREUFIQZM2YYGStSUAoYWn6iKGLZsmVG1ab3DXIir6qqQlhYGDp27NggOB0zZgwaNWqE7OxsNGvWDEuXLmWRU8Cgujxp0iSsWrWKKzKTJ0/GtGnTEBYWBktLS7Rq1QqjR4/G3Llz8emnn2Lp0qUYOHAgV2nKysrQqFEj3vO3b9/O7//o0SOsXbuW9wZLS0ucPXuWFeFjY2PxySefwNPTE2vXroVSqWSBv5kzZyIzMxNKpZLb51ZWVvw9BwwYAC8vLwQHB8PExOSdCvOffPIJKioqEBkZCaVSCQsLC9bOcXV1ZVFDS0tLADACAlPAD4BB1tu3b4cgGGQ06lfECJMVFBSE+fPn8/z95ZdfODn4d8Z/beBy4MABZGdnGwkR/V/Xmzdv/iMFvsjISBbIIhnoOXPmwMfHhze/95UhKeKu79IpCAZKmp+fH7NiHj9+zOyfn376CUePHv3Hcrg0yiagLdkTUFlOEAQEBgYiLCwMYWFhiI6ORkpKCtq0aWMEiBVFgxCaVEp67dq1MDc3h7W1NQP/KMgjO3aKio8fPw4AyM7O5kM7OjoaWVlZaN68Ocu0x8bGNvCSIXqsh4cHy6sTZoh6p+SbcefOHUyfPh3W1tYNntPXX3+N06dP4+uvv4adnR2mTZsGABg5ciRcXV1Z+fjHH3/E7NmzodPpkJKSwm0rQTCUhcPDw6HX65Geno7du3dDqVSiX79+XKmh7M3U1BS1tbWQyWTo27cvs3uot19WVsYbzY0bN4y0EAoKCpCeno758+ezsuuTJ08Y2BocHAylUolx48Zh9OjRjDe5dOkSVCoVysrKoFAoUFZWZpQxSf1ZFAoFwsLCYGFhAaVSif79+2PTpk3YvHkzPv/8c9y8eROLFy/G3r17ufpHzJ/NmzdzG6qmpgZ+fn5c+SARtuLiYsjlcrRs2RJeXl6Mh/jmm28YoAwY2AaCIPAcedegQLpp06YQRQP1Pzo6mjEDRLMkM8KqqirMmTOHtT7osrGxQUJCAuRyOT9/OtQJ7KfVahEYGIicnBw2C3358iXMzc1ZLO99+0OzZs3Qr18/fPLJJ2jcuDE6deqEBw8e4NChQ9xepXmr0+mwf/9+xnw8f/4ce/bsYSCmo6MjAgMDmV0IGMDqf/75J7777js+zOoLNQJgN+Nz587x3uPi4oKqqiqMHTsWU6dOZVVTU1NTjB07Fmq1GgsWLGBhPqoIAWDMlbe3N7RaLZydnVFUVMRWJxqNBgqFAmlpaUzdPXHiBDw9PVmN2MTEBDExMfD09MSbN284KAIMLSbpmr1z5w4+++wzTJs2jT2JRo0aZcSgIZ8xAKwBRMnPjh07ABikHHbs2MFBYv/+/flMCAkJMQLy159/L168wJQpUzBgwAB8+OGH6Nq1K/r27YvOnTujX79+cHFxwalTp7Bw4UJ2TZ4zZw5KS0sbYGe8vLzea/T4LqwNBX5OTk5ssXDs2DEMGDAAiYmJSElJQe/evZGQkGD0mUnSXxAMoGjSXpLL5WjSpAnmzJmD2tpafP/99xBFA/VbFEX2ZqPf9fb2Zo2V8PBwrj5SNetdAfOGDRvQqFEjeHt7w8/PD/n5+YxRtLOzQ3R0NLOvAAMG6quvvuK9nLzxqCVK+JxJkyYhJiYGcrkco0eP5goyzScSwIyKiuLATCru90/jvzZw6d27N/bv3/9v/eyjR49QVlYGjUbDm2Ntba2RguW7xtmzZ7kMeeHCBfz222+8IEjmeuPGjfjiiy+MrqNHj3JgI4oiI8mtrKzw9ddfQyaT4cCBA0Yutbdu3YIoirhy5QpWrFjRwKyPgGezZs167+edMmUKRFFkdc/6gY5KpUJkZCQ6duyIVq1aoWXLlnB2dmY8TXV1Nfbs2cNsEXd3d1hYWCApKQkBAQE4d+4c9zebN2+Onj17IiMjAwCQkpICFxcXTJs2Dd7e3iz85OjoCGdnZ3ZDzszMZArr3Llz+bNrtVqsWbMG165dgyAI8PPzQ7du3YwwC/37929ArQQMWRq1UJKSkjgq//3333njjYmJweXLl3Hs2DGmtVpZWWHt2rXYuHEjY3l++uknpi9TEECHKLFsSEiPdBm++OILAAYXclE0eE6RL8jy5csbaCEIgsCu3PSZCd1PTrOAoTo4duxYzJo1Cy9evOB5RAdWRkaGke5B/U1T+l/pJZfL2XfHz88P8fHxCA8Ph52dHVN3VSqVkTM5AMZ1mZmZMQhSLpczZZuMCvft24fw8HAjB3G6R/VHmzZt0K5dO2RnZ7MMwKFDh1BbWwudTgcXFxd89NFHCA8Ph5mZGUaNGgVLS0sMGDAAFy9ehJubG4YPH46ioiK2LVAoFKioqGAtnoKCAqjVasanOTs7Y+fOnRBFEWvXroWvry/69++PoKAgTJ8+ndlCcXFxiIyMRJMmTVgKX6vVoqamBqGhoejXrx8Aw+EaGxuLESNGMFOrtLQUJiYmmDNnDpRKJc8Z0nchbBKNqVOnGs0POzs7phdLB1XGqMUbGxvLIHt6vqampjwvLC0t4eLigvz8fHh6ekIul2PYsGFQqVS4devWO8Xn6psEVlZWMqZJLpfj5cuXvJ9Iq6parRbFxcVYtGgR09qVSiWmT5/On3/BggVGh3nPnj0hCAZvpOPHj+OLL75ATk4OduzYwR5ixICkQZUlX19fuLm5sbaJKBoYVdLWg7Ozc4PDrm/fvszYcXZ2Rm1tLdq1aweFQoFGjRohPDwcUVFRHKhpNBro9Xp+XamKLT2vtLQ0nD17FteuXcOFCxdQXl4OhUKBjz76qEFritY2GWJeu3YNNjY2rN906NAhDnppvHz5klvuxF5zcHBgDzPCmnl6esLd3Z2ZooMHD4ZKpeL5QMlgo0aNeK4KgsBimIIgvBMnVn+8efMGhw8fRkREBDZt2oRx48ZBp9MZ/QwF4VS9osQuPDycGZO0z5KeUGRkJAYMGACFQoGTJ09CEAQ0bdqUA7P6PkrvG/+1gcvDhw+xfv36f+tnIyIikJyczIql5Fej1WobeBY1bdr0veyi+pRgKR+/PmU4OjqaAWR6vR7m5uYMBJXJZOjevTuCg4NhbW2Nq1evYvXq1dDpdAyIunv3Lvr06QMTExOcPXsWAJjC9uTJE5w9exbnz583wnpQe8ra2pqdS58+fYqnT5+iXbt2aNy4MbMwqArVvXt3pv2RCi3RKi0tLfHDDz+gbdu2yMrK4knu6+sLR0dH+Pv7Q6VSobCwsAGY7P+66Gc7dOiACRMmIDExETKZjMvCGRkZnAHm5OSgWbNmkMvl2LhxI44fP97A1fvx48cYP358g7Lw3r17sWXLFvbc2blzJx/EnTp1QmlpKQDDopKKtpGNfUhICMLDw9G1a1dotVqmNFMrJj8/HyNGjEB8fDzMzMyQlJQEvV7PxpTNmjXDgAEDsHnzZrx8+RKnT5/mw2X79u1srEitg3/SbgEMhoR+fn64evUqg+h2796NL774Aq6urtzGIUuAdevWQaVS8aaZm5sLPz8/eHp6ok+fPggICECHDh1QWFiIixcvYvjw4YzqF0WRPa1u3boFpVKJjRs3YtmyZUZKyRTIPn36lHFClZWVbOCZnp6OxMTEd36fFy9ecF//5cuXKC4uhpWVFS5evMjVK9LAIfAqSepbWlqif//+CAsLM7o3zZo1g1qthlarZY+t5ORkODk5IT8/HyYmJnxgkvmetbU1LC0tWYyRJPKpLUd6HKIoIjQ0FEuWLOHnNHnyZOTm5rKHVH5+Ph8m58+fZ8yCtbU1Jk2ahNLSUgiCoW21cuVKzJgxAydOnMD27dvRokULODk5oaioCN26dQNgaHUtXLgQ1dXVXKon0HRRURHy8vIgl8vRsWNHdOjQAUVFRUaGnWSKJ4oGFgiBjbt37270LEpLSxESEoL4+HiEhYUZVYS+/vprbh3TelEqlcjKymLFXAIzkzAbVU2bNWvGeyit7X93n5AG36Q/Y25ujtjYWCxYsMBIA6a2thZ6vZ4p36QUm5CQYCQsamlpiU8++QSXLl2CIAg4cuQIfv31VwaIhoeHIzU1FSkpKdwmCwgIaEBAqP8d6P7SNWnSJDg7O7+T2ffmzRsW5nzz5g2srKyQlZUFd3d3dOnSBb6+vkhOTkZkZCSKiop4/42JiYGVlRUnkFIfvq5du6KiogLR0dHQ6/WIiIhgLzJaT0qlErW1tXj8+DHevn3Lvz9hwgRs27aNg5h3jb/++guPHj3C2LFjMWjQIKSmpsLJyQkvX77EoEGDkJCQgD///BOzZs3CgQMH4OLiApVKBX9/f5SUlKBXr15o1KgRunTpwo7kdA8vXbqEhw8fIjIyklmpf/zxB3x8fBAfH4/Fixc3MMT9p/FfG7j8J6O4uNhoEa5atYp1HaTCT8D72UWpqamIiIhAREQEu0JHRESwxLVer4ezszMfHJQ9S/EIpClCJTkq5cfExECpVKJRo0a8AVAk6u3tjc8//5wdqen3KEiysbHBunXrABgEf0xMTLBnzx40b94cI0aMaHAv9uzZAzs7Oxw+fBijR49GYWEhVxEAw0FPoMRff/0VM2bMgFKpxPXr17ms6OjoiCNHjnBPtqioCMeOHcPo0aNZcTUwMBCiKCIzM5PZM1JchIeHB5cXTUxMWGWYqhwuLi68wRL11tfXF48fP4ZcLseuXbsafLdz585BJpPh/v37OHz4MKqrq/Hhhx9i3rx5OHHiBKysrNC2bVskJSUBMIBu6c/vGlIlyYsXL7JJXU5ODl68eIETJ06gT58+yM3NxdChQ3Ht2jXcuXMH/fv35+xNoVDA19cXgwYNAmAADxMDgzJSQTBoCd27d4/1YN41pPRXab+3pqYG69evx/Xr17mVIAgCPv/8c2zfvt3ogLKwsEDnzp1ha2uLiIgImJqaNngfopWLosiuvxcuXECvXr0giiJT+UmLg9qhM2fO5AojuTDn5ORg586dLFQnHQ8fPkRMTIxRX5+YL4QnojlBh+/q1atZayMlJYV1iZ4/f45ffvkFomiw8RAEAwOvY8eOHGCQFk1dXR1E8W9jwfqKodKh0WgwYcIEnrdt27aFp6cnBzy//fYbrly5gmHDhqF169bQ6/VwcXHhn5dqY0yePJmrKhQYkcM4PTN7e3vs3r0bc+fORUREBL777jukpKS88zCXrm8/Pz9s27YNISEhOHDgAGsg7dq1Czt27IClpSUDtk1NTRlL8Mcff+DEiROYOXMmysvL+dmq1Wrs2rULn3/+OfLy8jB16lTU1dXB2toa8+fP5yQnNjYWoaGhLBBIoEqa1/Xb2aIoIjIyErNmzeI1vXfvXmzYsAH5+fm8Nnbt2oURI0YYVTcoaYiPj4epqSn8/PwaYBn9/f2Rm5uL3NxcNkqsn1xKP5f08DQzM4NarYaFhQX+/PNPIzzg0qVLUVNTA2dnZ6b2E2iWKjMkiEjWK7dv34YoGmuPvHnzBgMHDsTixYtha2sLT09PdO7cGbt27WLzVxcXF2ZqymQypKSksE8dVauooksJY7du3fj7aTQa2NjYGOHl7O3tuUosiiKWLFnCAqpk8kqioERkoXHixAl4eXnx67u7u7NCtEKhYEuE1atXs7SFqakpbG1tERISAhsbm3dCNzp16sTyH7/88gvTwynI3r9/P9Pl/10aNI3/JwIXadACADt37oSFhUUDsSDAwC6aMGEC4uLikJ6ejvz8fPZYmT17doONjQ5YyoQoKnd1dYVarebJQwqxFBCFhYVx24nofampqUhMTERYWBiL4kkN8dRqNWxsbFh5k6T9CTBLqobffvstqqqq0KxZswb34ty5cyxFTgq3dDgQvdzb25tZDba2tggKCmLDMSm4TqVSsdfTnDlzYGFhgV27duH27dsQhL89M6Kjo6FSqdhlVhAEVggmITcHBwfY2to2sDqni3yNACA0NBQVFRUNvtvdu3chigZTyFWrViEjIwMZGRkMXPX09IRSqcTHH38MANi2bRv7F1lYWMDW1pbLr1RNoIPIxcXFSK+DrveNgoICiKLIJXxq4en1ehQUFHCFqby8nDfNJk2aGLGipBtyUVERwsLCkJiYiF69ekGr1SI/P5+FFR0dHQEYNDWys7O57UjjyJEjvDFQdt6kSROEhITg22+/xbfffovr16/j119/xYMHD5CdnQ0XFxdm3lCJds+ePejbty8OHDjAolaTJk1CVFQUz/UWLVow1Z7USp2dnfH27VtUV1dj0qRJmDFjBjp16mTU14+NjcXWrVtRXV0NjUYDe3t7REdHc+WqftWGAiJLS0v89NNPjBM7cOAABMEgXBYUFISamhr+HXt7eyMGHG2SKSkp72Q7yeVyfPrpp3Bzc+MkhA488oEZPnw43r59C7VaDRcXFwQEBPC/SRkR169fR+vWrbliJwgCayfp9XoUFhaitLQU1dXVqKmpgZWVFZKTk5Geno6+fftCLpdj27ZtqK6uxoYNG4zuRcuWLTFjxgzodDqIooEhGB4ezm3Ali1bsts7JR+iaHCZTkpKYlNa8rwJDAzk+1S/shAVFcXAUrrIn8jMzIwrdl988QV8fX2h1WoxZcoUNG/eHPb29mxYOmLECGYT0Rg/fjzs7OwwYsQIlkOgPYfUfu3t7RmA3rlzZ2i1WlhYWLAi7H9SyWnSpAmuXbsGnU7HIFTCX1Abs6CggPF+BQUFaNmyJTu7u7m58bybO3cuLCwsuAp+7949yGQynDx5EpmZmbweCwoKEBQUhF69emHbtm1QqVR4/fr1P4o90vjss8+46nXu3Dk8ePAAZmZm6NChA2pra/HHH38gJCQE5eXl2LJlC2MU6fvq9XquyJNoKuETzczMuMonHfWVuUlV/ZtvvsGIESMQFhaGQ4cO8T4jxYnt3LkTOp2ugWIugYAVCgVmzpyJ9evXs9VI06ZNOYAhGZP/dPw/EbhIx6xZs5g9QroK9cepU6cwYcIETJgwAUOGDIG5uTkUCgUDS9/VZ1u1ahV69OiB0tJS6PV6XL58GTk5Odi+fTtUKhUAg5qpRqPhsumYMWMgCAIGDx7coC3VtGlTHD58GPn5+Rg+fDjGjBnDB/DixYsxfvx4BAQE4OTJk/D09ISNjQ22bdvGbZWlS5cyS4ks4+/evYvs7Gy0aNGC+/hr165FXl4eBMGAoyE8Cm38CoUCEydORE5ODnQ6HT777DPMnj2bLeQLCgqwZMkS9j4ZO3YslyVpgxcEgQGTgKGPSYtqz/9H3n9HRXWu/wPonj0dGBiG3nsVpUgRASmKoCJYUFGxInYRe1dUsPfeBbuxC7bYjZroSewtJybWWGJiN3Y+949Z75O9ZwY153x/966c+6y1VyJlmNnlfZ/yKXv3gud5AlKWlZVhy5Yt0Gq16NatG3JzcxEVFQUnJycaDY4dOxZarRZPnz4VXQPWcRGanAHAmjVraFET+g4x4GtQUBAsLCygVCrh7e39yYVOeAjn7obBKLhMAZnnefj7+2PBggWQSPQUSIlEgvXr14PneXKpzsvLI1aUYXUikeglyFu3bo3c3FxYW1uT1gHHcVi8eDE2btyIVq1akcBTp06dsGDBAmJBpKSkmDRtNPVZBw0aRHN9BhT9+eef0bFjRwAgFlW3bt3IxJRZDsybN4+uw7Nnz/DgwQNKXMLDw4k9xDpRhw8fJmaCMFFnc3CZTIZ27dqJnte5c+eKxmq7du2CVCrFs2fP0KFDB6SlpYkM4AD9KHjAgAFwd3eHXC6HSqWCTCZDfHw8ioqK0KRJE3h6esLR0REBAQFQKpVwcnIi0bLevXuTdtPq1avh7+8PS0tLJCQkYNCgQZg8eTJmzZqFEydOUJcR0Ffanp6eaNKkickOCsdxyMrKIj8fds8oFArCByUmJprcWAC96SgTWdy/fz8qKytJXTo5ORkHDx7EqlWrREmIVColDF9CQgIAPZtKItFrpaxbtw7m5uZo1KgRqlevLuoglZWVUdHl7e1NWjWse8sKG/a3IiMj0bp1a3JhZhRsjuMIr+Ln50du0Oy+S09PR3Z2NjhOj71gHeJ9+/ZRh4ThFqdOnWo0OmJKxxMnTkRpaSmZjbJRoVarxeLFi6FWq6nLwXSVIiMjkZKSgtTUVBIPVCgUGDBgALp3706g5V27doHneYwZMwYcx1GHZeLEiVAoFHjz5g0sLS2xZMkSo+vG2D+3b99G9erV0bdvXxKkBPTCcSqVCosWLcKOHTuwadMmkeovALi4uCA6OhrNmjXDrVu3yH/s/fv36Nq1K10Pc3NzIhIAIOYkWw+6du1qkrUjVOZmApw1atRA48aNRXgcU/ovx48fp8IT+Esxl+mzeHt7UzErlUoxe/ZshISEQCqV4uLFi/jxxx+/mEkkjP+5xOX8+fOf1VUwDLapvXjxAh4eHpgwYYLRzwizc1dXV+h0Ouzbtw9Lly6larhGjRqitikDC1arVg2JiYn09Tp16sDX1xcDBgxAzZo1SSSL0SnZpslATydPnoRSqcT79+9x+/ZtuvASiV5F0cXFBdWqVQPP6/1MpkyZIqLEMsNIlo0LGSpVbdzCFqy5ublIGp/nedSpUwf379+Ht7c3CevFxcVh9erVaN68OVq2bIlevXph//79kEj0SsPMWdTNzY0cWFmS6efnh/DwcDx9+pQM9NjDzWL48OEinxtA/zCxJNLNzY1Gg506dcKoUaOgUChQXFwsoleyCljIErOwsKBDo9GQ2+3YsWNx8ODBKu+dtWvXQiKRoEePHrCxscGZM2dw5MgRbNq0CRqNBk2aNKHPHRMTA7VaLUryoqOj0apVKxID9PT0xK1bt/D69WvMmzcPBw8epEWY4/6aebPrlZmZSSJRDFC6adMmqFQqTJo0CYMHD4a7uzsSExPJJVun08Hb21skwNW2bVusXbsW69atw6ZNm3D06FFUVFRALpdjw4YNOHz4MDhOj3WpKj5+/IikpCSqPNVqNanYMjCnUG2ZafgolUpkZ2cjMjISPM+TW/eIESNgY2ODBg0aoGXLltS1+FTk5ORg+vTp5F0D6G03rKysyLph3Lhx8PLyQseOHckZunfv3pDL5ejZsydmzpwJjtOPogoKCuDm5kbPAcPNvXv3DvXr16fi4cKFC5gzZw4VPazz9eOPP2Lq1Kkku8+CAe2FjL65c+eKMFwM5/X69Wu4u7tXqVLLRDhNdU+Ez7S3tze++uorUnX29PREu3bt0LJlSzRp0gQajQYXLlxAWVkZbt68CYlEgkOHDqF79+5wdnZGZmYmSetzHId169YhLy+PZAjMzc3x7bffok2bNmTCyZgv7Fi4cCE4jiPZBKHfzqVLl3Dw4EFwHIevvvoKAwYMwHfffYdjx44hPj4e1atXN+qu37hxAzzP486dO6Kvv337FgEBAaQVIzwnrHPt6emJPn36EF1/wIABNKaXy+XEJmPYFva57ezsCGPUtGlTuu8MRfYAvaqzRKL3ZNu1axeND4OCgozsUFhnS6fToWbNmoiNjaXCyNPTEz169MCVK1eM/gY7Bz/88AN4nse2bdtw5swZ+v6YMWPIPFOoC8aiUaNGtBYa6vRYWVlBqVQiJCQEISEhom4lAGJ+GSrmdunSRdS9l0gkhM/08PBAeHj432YSCeMfl7h8SsNkwoQJmDp1KsrKynD9+nWUl5fDzMzM5Ov8/vvvOHjwIJYvX07AVUDPIBC2f5nw0JAhQ2ghYSBDS0tL1K5dmxbT7777DosXLwYAcollGz3Dqhw6dIgYCI0aNcL169fx9ddfY9GiRfD29oa/vz8WLVokEgv6+uuvIZFISN7548ePmDx5MmQyGbp27YquXbti9OjRJFClVqvRoEEDtGvXjmilFhYWqFmzJqZNm4bGjRsTuJPdoLa2tnB0dETLli3RtWtXEoISbvYsq7eysoKXlxf27duHwYMHY9KkSZg8eTIGDhxIFRnrYgk3phYtWtDMlzkv9+zZEzKZDOHh4cSUksvlmDdvHm38y5cvx9ChQyGTyVBWVkbnpaioiJI8CwsLLFy4kLpfpaWlGDFiBHU3WOXNcRxhHxj7ied5kzNaYXWcmZmJX375BXPmzCEQ4LVr1whP0alTJ8I8sUTY0tISarWaDNRYpXvo0CFqt7JE8ttvv6VxneG4cs6cOXQN2eswzyOO45CXlwdArzZtZ2eH2NhYKBQKBAYGknKqra0tsrKy8P3331O3Qzi2YywGT09PUlLmeR7BwcGkCs3zPN2DVT2TXbp0wZgxY8gKgL2OlZUV2rVrh9GjR6N///7Iy8vD8OHDMXfuXBE+hsmz//TTT/j48SO2b9+OYcOGoXv37pg3b54RaNswwsPDsWHDBixduhQnT57En3/+SZvHlStXSGq+qKgI9+7dQ9u2baFWq3Ho0CHI5XK4uLhAq9WiWrVqpF7t5+eH5ORkuLu7k1t5YWEhBgwYQB0K1g3x9fVFdHQ0PTcMU8JA4izatWuH6tWrw9LSEh4eHvjjjz+wc+dO0bno0KEDgoODoVarUa9ePaM2PItz587B398f5ubmGDx4MPr370/3bUREBGJjYxEZGQlnZ2coFAosW7YMTk5O0Gg0Ikp2YmIiVq9ejU6dOmHnzp2QSqV4+fIliouLERYWhjFjxmDEiBF0LzCWz9KlSwHobUp8fHxQXl5ObtYODg4iTyhWlMyePRtdu3YVebQ9f/6c1jrmTcWSz99//x0WFhZYuXIlevfuDR8fH7i6uhKQe8+ePaLOW/fu3SnxcHZ2xk8//QRra2vk5+cTqNhULFiwAO7u7rC3t0dsbCxSUlIQHByMtm3bwtfXF2ZmZiJzVpbkCP8tk8mgVqvh6elJuB/GUGNGpqzb1qBBAzKpZRo8cXFxoi6Fu7s7pFIpwsPDwfM8li9fjsuXL9NIkeEz2UiruLiYWGLsHJibm8Pe3h48z6Nu3boieQxPT084ODgQFo2x4ti6wDqlWq1WpMsE6JmgbPTWrl07tGnTBoAejiCVSjF16lTwPI9OnTpBoVBg9uzZePHiBVq2bPm3mUTC+MclLlXJigvdmm1tbWkhjoiIEC12DPS4ZcsWqkRkMhnx6nfv3k1AVkBfrY0fPx4ODg5o3rw5ff3Dhw90MYVqvCycnZ3Rs2dPen2WaPj7+2PQoEGkAzJo0CDI5XKEhoaSEB3LvL///nvMmTOHHgrGrgCARYsWISAgwOQ5YpTsjh07Ytu2bYTrEG5SjJUhrLp5nkdUVBRVQYZUXCYY1bBhQxHjhJ3HFy9eiPyG2H95Xi8Il5SUBC8vL5HD7erVq2Fubo4XL17A09MTrVq1ImT52bNn0aRJEwQFBSEpKUlkeMeuZW5uLv0tVuXu27ePNF9GjBiBAwcOICwsjBZIR0dHak8yi4Pk5GTk5+ejoKDASILasIo1pd3ADhcXFzg4OCAkJAS1a9fG6dOnsX79ejg7O2PVqlVwcnISLchWVlZwcXHB+fPn0ahRI3Cc3rdKyFRgbtXnzp0Dx+kZNGx2znEcevXqhQYNGtA1Ye/N39+fQJwMINq8eXPUq1cPDRs2xIoVK+icLVmyBHK5HEFBQcjJyYGbmxs0Gg3kcjm2bNmCPXv2iMTmvvSZdHZ2hr29PWrXrg0nJyeEhYWJVHsZPkYY0dHRItzK52L06NEYOHAgWrduDU9PT1KBZRsru0d++uknAlyamZmhR48e8Pb2Rnp6Oo4ePUrJoYWFBezs7HDs2DF6/tnmwpgpDFgul8vh5uaGLl26oFmzZkhISEBsbCzatm2LefPmYd26dThw4AAqKysxe/Zs9O3bF127doVMJqM1yNfXF4mJidi6datoQ71x4wYcHBzg5OSE+fPni4zrRo4cCR8fH7p/GPtNLpfjxx9/xKtXrzBjxgx06dIFHTt2RMuWLdGyZUtERkaicePGNMr85ZdfcO/ePTx69Ag5OTkYMGAA2rdvj3r16iElJYXeR79+/RAbG0vP965du3Dv3j3CzS1dutTIyFP4jDBGEtsYWULHVKw1Gg3Ky8sJd5SWloYuXbqIkvgmTZogISEBiYmJopEj+7s6nY7wbTqdDnv27KH3c/XqVRw9ehQqlYqSJVNx5coV8DxP4NonT54QyL1WrVq4evUqqlWrhl69emH06NGE0zFcE1jiwDqkGzduNMK2yGQyjBkzhtSGHR0dER8fj+joaFp3hIBjYYfYsKBs3LgxtmzZApVKhdevX+PRo0cEiha6g1+6dAk1a9ZEtWrVjIoAOzs7omwzxXhThcqqVaswc+ZMTJgwAXK5HH369CFGIDPctLS0hK+vL7p06UJKzkJj2PT09L/NJBLGPy5x+VwwXQWWNTJW0OzZs7FixQpRa+rdu3e4cuUKGjduDJ7nUVxcTC7LhjFx4kRIJBKMHz+eqodOnTrBwcFBhCdhm6uNjQ2aNWsGKysrmjt27tyZNF4Y0PTEiRO0GVy/fh0rV67E0KFDSWbfw8MD69atI2fkn376Ca9fv0b16tVRWFho9D4/fvyIW7duISkpCWPGjBF97/bt24iOjqZ5N6DvWggTJplMhm3btlFyIxwrMepprVq1kJSUhNjYWMTGxuLmzZukKCqR6Fkp2dnZOHXqFB4/fgxvb2/MmzePaN7FxcUEGKtTpw6psU6ZMoVUOL80bt++jePHj2Py5MmQSqUiPYNmzZpRZ4ctJsOHD4e1tTW2bNkCQA96XLx4MRo2bChqK7OZLaBXvGXMqaVLl+L777+HUqnExIkTySlbqOHArgMbm2RkZKB169Y4duwYFAqFiN0il8tRo0YNOt9SqRRmZmaIjIzEqFGjCJwtlCFnn89U4sRxetA0s8xgP8fEooSJDfOkYcaeTLa9oKCAMCyDBg1CVFQU+QGZalWzMDUDX7x4MYKDg5GcnIyAgAAUFBRAIpGQau+NGzfw4MED+vl3796hYcOG1IKvyub+zZs32LhxI+bPn4+FCxciKysL7du3x08//YTy8nJcvXoVf/75JyoqKoi6zrovjK7MEpVjx46R43VERASxAdlzyXBz7HfCw8NRq1YtSCR6JW2FQoGaNWsadeokEr0cAEtCT548iRYtWqBJkybYuXMnKVWfOHECoaGhtAGy+Pe//w2O0zN7WBIpFMY0PAw3uJo1a2LUqFH0DAg3V+HPGrJxGMjT1KZ15swZ8Lze0FII0tTpdJg2bZrRPWaY4JuZmSEpKQmHDx8mc9hFixahV69eIv0gliClpqYSC2bChAlUYJ4+fRrffPMNKisr8fbtW2RmZiIqKgpWVlZYuXIlnJ2d0bJlS0rM2X3ERNJq1Kghuu9YdO3aFQqFgth7Z86cEQnanTlzhqxXAL2Dt6+vL3nWsddnyRrrbjJhRDb+XrNmjWi9WbhwIQC9yKNUKsXZs2fx888/4+bNm1i+fDm0Wq2RXsy6devQr18/dOrUiWwT+vTpU+XzyeLRo0ewt7c3wuRYW1ujY8eOOHjwIAIDAyGTyUziT3bt2oWoqCiEhYUReeP3338XsZUGDhxI91xWVhYeP36M6dOnE5vtP2ESCeN/LnER6ioUFxfD398fRUVFBNAT2nKzWLRoEc2vGzRoYDJx8fT0JD8fhh1hmwETBNLpdETtFfrjCLEqPM+LEOvCEDq1tmjRgjYzoXCbpaUlzQ5tbW0xatQofPjwgVr1TJcjKSkJAQEBRuO0Pn36gOd5ahVu3LgR7u7ukEgkSElJQXh4OHQ6HVxdXdGtWzfUr1+fhPTi4uJMKi8uXrwYHh4eCA4OJmEynucpQezWrRtycnJIEpw91EwBNDo6GkuWLMHhw4eh0Wjw+++/4/Tp00bgXFOxZcsWDB8+HM7OzpDJZMjKyqI5K4s3b97g/PnzyM7OhqenJ3JyckhZVAh6nDVrFnbv3o2MjAxw3F/qo4Be7I7jOCxfvhxTpkxBTEwMAJAKrNAQdNmyZejQoQPi4uKQkpICmUwGb29v1K1bF2ZmZqLEhYnOsQVeqVTC19cXffv2RYMGDdC8eXM0aNAAR44cQUVFBS2K69atw5EjR1BQUAB7e3sCxLm5ucHZ2RlpaWmYNGkSjZdYQmeqU8S6PxqNRgTuu3TpEtLS0mjx5Ti93sndu3dF10DoUSQEPKampqJmzZo0AlSr1diwYQPN8S0sLNClSxfRa+Xl5cHW1hYBAQGYNGkSeJ5HSEiI6Jndv38/HB0d4erqimrVqkEmk4loyTt37oRMJkNAQAASEhKgUqmgUChEulDPnz+HTqdDVFQU3N3dUb16dXTu3BkzZ87E0qVLYW9vT2Pf8+fPk2cSx+lZL4ztpNFo0Lx5c/j6+oo+x7Zt21C7dm3IZDIkJSWhbt26SE1NRUpKCmrVqoV69erB09OTdDCEnl0Mn5CVlQVLS0tMmDCBGEHOzs7o06cPdWWFhQUbZQwfPpxweAzcyoQOCwoKoFQqafMbN24cxo0bhy5duoiYQ4xRV1xcjMzMTEyePBkLFiwgIUNm6xETE4OlS5eSnhXrSh0/fhytW7dGUFAQjh8/ji5dukCr1WLLli3IzMyEhYUFmjZtStW2TCZDWFgYdVLOnTuHiRMnIigoCGlpaTQ2tLe3N7kOXLt2DTKZjOQdYmNj6X5nZqCM4SVM9DIyMkRg/+joaMjlcjRu3Bgcpwf3ZmZmigTtFi5cKBKRZGNHFxcXjBs3jrp6Xbp0QVpaGo3tgoOD8fDhQwDA9OnTIZVKodPpEBQUhH//+9+4e/cuUbxZAXjp0qUqhTmF4FuGFWQdk8/FyJEjERkZCblcTtd69+7dCAoKgkKhoLFVeno6Ro4c+bcU6VkwdhrrqrD7lik9/zfxP5e4CIOBlu7evYsJEybA2dkZY8aMwf379/Ho0SMsXbqUFBUDAwMxePBgSCQSysYZW4fF8OHDERkZieDgYFy8eBE+Pj5QqVRo3749MjIy4Obmhlq1asHCwgKBgYFQKpUIDw8nBV+G6G/fvj0h1k0Fc2rlOP18nam+RkREIDMzE87Ozli9ejUxixo1akTgXwaiDQoKgkqlovlnQkICAYMlEr1/zvv373HkyBHSdRG2d5mmgiG4jWXRhrgGuVyOcePGYfz48fSzGo0Gz549o6p7/vz5GDduHHVb2MFEl7p27Qq5XE7YFY1Gg61bt1Z5fcePHy96b6xqjIiIMPnzq1atglarRd26dcFxeoCgg4ODSdAjU6ZkjI8//vgDHKeflzOdHiHwmWkrsOsjl8tRs2ZNdO3aFcuWLcO8efNgb28PMzMzI4Dh/fv36T5k582QDgv8xaqxtLQkf6E9e/ZAp9ORZLhGo8HEiRPRoEEDAjyzhIjnebRt2xaOjo7IyMiAn58fYYIAEFaI/e3S0lIaNQ0YMIBcv52cnEgJEwC8vb3pUKlU5MHk7e0t6vSwrpdMJqPN1VD/xczMDOPGjSNGiY2NDcLDw9G2bVv6Ga1Wi5kzZ+LUqVO4cuUKsrOzjYzafvrpJyxbtgyTJk3Czp070adPH6PFX+iJ5OXlRZsKALIXiIqKInoo20wYDuvChQvYvHkzaWiwqr5Tp06wsbHBsGHDyD03NjaWjBLZeFYul4tYH8nJyeA4DkOGDKFzMXjwYLKkYJ5Ed+7cqbLrYniw55UJ7zk4OIh0hMrKyhAaGoo6dergu+++A6BPmJo0aQJAn9hHRkYiNjYWgYGB0Gq1iIqKwr59+9ClSxfq1jAWGcdxyMjIwJ07d6iIOnXqFE6ePAmO04M49+3bB7VaDS8vLxw+fBhz5syBvb09sX2kUikePHgAT09PHDlyhJzcvb29IZFIUFZWZtQJYBL133zzDThODzafOnUq7O3tYWNjgzZt2qBt27YYNmwY/Pz80LdvX2zevBkKhQIuLi5ITU1FcnIydUzs7e0pUWQdGoYhWbZsGbRarVGHcdu2bdBqtZBI9Fo2sbGxKCsrI/0U4TMD6AG9s2bNokLGw8MDOTk5cHFxIbVgti6HhoZWaWDKolmzZia78IYxZ84c7N+/H1KpFK6urpgyZYrRzzDJi/z8fDg4OCA9Pf2zrwsABw8exKVLl0zqs7x9+xYcx4k8yv7T+J9OXJ49ewaJRC+9bSgWtG3bNkRFRWHAgAEoLi4WMTeEGe+//vUvrF27Fs+fP8eGDRuogjKc4bKH5dmzZ+B5HtevX8ejR4+QlJSEiIgIvH79mlxiz507Rzogjo6OJHilUqmo+mWt0urVq2Pz5s3kmOrs7IwNGzbg1q1buHXrFh49eoTo6GjUr18fb968wYMHD8DzPA4dOgRzc3NUVlaKmB6s1Xvx4kXSl+E4Pc35yJEjNBceNWoUfH19kZqaSiJRDKTJDNeY2B5ro7NNlS2wSqUSM2bMwL59+2BlZUVVI0t8GOvq2rVrWLBgAZycnGBvb48XL17g5cuXGDBgAKysrKoEb925cwcvXrzAkiVLCNukVCqhVCoxefJk+pnly5eT50pAQAD8/PxIs4a1/k+dOiVaDPv06QMnJyc0atQI79+/J02KadOmYdmyZZg5cyZ4nseqVasQFRWFTp06QalUwsLCAm3atAHH6R2ZHR0dcfjwYZw8eRI2NjZQKBTYu3evSA9h9uzZcHd3pzEls3RgPj7AX61l5mSbmZmJ4uJi0g0B/trotFotDh8+TAkgS7h4Xi+QuHnzZhw8eBABAQGQSCQ069ZoNHTOGS35q6++glqtRkJCAho2bAhAj7kRLmSfMlZs3rw54TLY5s/onsx5W8gIsbKywpQpUyCVSqmrxSijrKs1YsQIwkYww0+mfVFVfPvtt5BKpVi9ejXmzJmD/Px88vyysrKChYUFpk2bRteF6RaNHTsW06ZNw7Fjx+Di4kJgxQEDBgDQV9ys6zFx4kQ8fvwYkZGR1CG6d+8edUdlMhny8vJw8eJFnDp1Cl27dkV8fDzha5jnDGOn+Pv7IyAgAJaWlggPDydGz4ULF6hDU69ePSxfvlyUuIeHh5NwHCMIfPvttwD+Ap8K4/Hjx8jPz6frcOLECUilUvz+++/YunWrKNkWin0+efIEOp0OMpkM6enpKCgowLBhw2idMFxPhe9ReLD7IzIyEuHh4WSFcPPmTbx7946MGf39/en3CwoKRJ+BSSVcvXoVEslfGkdHjx4ltqfwb/r4+GDs2LEIDg4Gz/No3749hgwZQlgwc3Nz5OXlYfTo0ZT47dmzh6ja7JljcezYMfj5+RFA+syZM5BKpThz5gwlx8LR1Nu3b+Hj44O6deuiW7duaNiwoQjD2K5dO+h0OkgkEjRo0OCTzxiLkpKSKothYTAjYYlEgg4dOsDX19dI/fenn36izrjQ7VmoHCw8WDCGW1X6LOya/rfxP5e4vHnzhqrRuXPnQqvV4u3btyQWZIoOxuLQoUMIDAxEmzZtyP+kVatWkMvl2L59O44cOQKO47B27VoUFRVRpeTu7g6e/8tmXaFQYPTo0Rg5ciSuXLmCoKAgDB48WPS3KisrsW3bNhQXF2P06NHQaDRo3LgxXr58iZKSEjI7VKvVpLNi+PBJJBIA+rY3Q8Czqp39l1V3TA+EodnbtWuHhQsXomnTpnB2dsbmzZsxadIktG/fnnBBAwcORKNGjWjxi4uLo/fcoUMHyGQy9OnTB/PnzwfH6XUqGBqe4/QW5o6OjujatSukUilKSkrQqVMnJCYmkoCXubk53r59i02bNkEqlRJ4i50jLy8vLFq06Iuvf0lJCdRqNRnsMbHBvn37onfv3mjRogU9iObm5lCr1WRAJ6TlMQ8ittgyM0hTQnls3MTO94ABAyghY0JgPM8jOzsbTZs2Rd++fcn7ZO3atfDy8kJpaSkxLtiCIZFIEBcXh6ZNm1I3hLGCoqKiRHgE1sVigD+Gk4mKiqLPcPLkSWqLDx06lLBN7JkICQlBaWkpeZowaqiVlRWJzQH6xYfnefzxxx+fvR4ZGRnw8fGBp6enSCirS5cuVCwkJSXB398frVu3RufOnQlcz2QCAMDPzw8dOnRA7dq1odFoMGfOHFy+fBlqtRpt27YFx3E4e/as0d9/9eoVLl26RBWkm5sbtFotVbPC54klV2ZmZujZsycUCgVu3bpFuDnhuM3CwgKzZ88GoGfjJCQkoGXLlrh165Yo0Z44cSK1x1llz5Ia5l/D3hvrsqrVajx8+BC3bt1C165dkZCQgNzcXBw4cIDGvOnp6bRGCHFcQkBux44dkZubC47jkJKSgoMHDyI8PBz5+fn4+PEjzp8/j++++w43btyAWq1GWVkZjh07JmKR+fv7g+P0onRt2rQxGt9u2LBB5GGzf/9+SianT59O542NX48ePQqZTIaioiLyHXry5AmKioqMumYsmM8bE2Ncv349ZDIZdTquXr2KuLg4JCQkYOXKlbCzsxN1Nd++fQtfX19yOmbPjSF7p0mTJmRe+PDhQ/z5558A9Irl7HykpaVhy5YtRsJ64eHhaNWqFWbPng2e57Fy5Upw3F+qu7Vq1cLvv/+O6tWrY/HixdT5rl69OnlrMaE6Flu3boWdnV2Vz5ZhbNmyhYDuhpCIyspKGtk0bNgQ8fHx8PPzw5w5cyCRSAirwmLRokXQ6XSkEhwdHY02bdrQvw0PFr/++iuuXLmCn3/+WWTD8OuvvxII3JRFwt+N/7nE5d69e5DJZNS+ZaCntWvXQqlUfpZOeejQIQLbNWvWDGq1GlFRUejRowcOHToEiUQicu793CGTyTBw4EBYWVmJbkrDmDx5Mi1ewgyX4VWY6i4TUQsLCxM96C9evEBsbCwZ+w0dOhSOjo5Yv349WrRogeDgYLi7uyMuLg4DBw5EeHg4pFIpvLy80L59e0gkEnIN5jg9a0KY/LAFOz09HQsWLMCzZ89IdOncuXPgeR7x8fFISkqiWTJLeBj9myUCwgrM0tIS7dq1I2CiYRuxe/fuaNeu3Rdf/yFDhpCLtrA1ywTCLl26hBUrVoDjOMTGxqJTp07UVRJuOPv37yeRrD179tD3GGX8zZs3GDt2LDQaDZydnXHs2DFkZGQQpZDjODx//pw2juDgYNy/fx8lJSVISkpCUVERbt68SbLazBFZCO5jCx8TNEtOTqbqmvmwsOvGcZxoI7a1tSVhtfDwcDg6OmLVqlWic/X+/Xt4enoS4LawsBDDhg3Dhw8fCB+SlZUlEpsDQEDdqvQXxo4di6ysLPIUyszMRGpqKtzc3Gh01KxZM3Ts2BFarRbR0dGIj49H69at8erVKwQHBxup6DZq1AgZGRnYunUr3bf9+/eHRKJXUk5PT0d+fj79/OXLlzFs2DA4OjqirKwML1++xLlz5+j5HzVqFOLi4iCRSKgDp1arERYWhvT0dOoOjRw5EqdOnUJ+fj5iYmIglUpRXFxMDJ4FCxagefPmmDlzJm0MDIT+/v17Yu8VFBSQ1hLTbWFgyFWrVoHjOAQEBEAmk6FWrVpo3Lix0UixW7ducHBwoDb8L7/8Qvc6u1cNk8mdO3fSPZGeno7ExESsW7dO9CzyPA+VSoXIyEjodDoSrNRoNGT22LZtWwQGBqJ9+/aizejgwYPo378/Ro8ejR49eqBDhw7Iy8uDWq2GmZkZkpOTERQURGyiX3/9lZRaGYYP+Av/N3z4cJHdRUVFBbZu3QqJRK8DwlhDLLk1TDw5jjNaLwxNFxUKBZEL7ty5A57naWxUv359MuWUyWRwcXHBzp07IZHopQzs7OxQq1YtREREoKysDGVlZdi4cSOkUim2bdsGAGjcuDEyMzPRqFEj6pzv27cPAESspvHjx9P4iXXdWLft+fPnGDt2LEpLS00+Y6aitLQUCoUC7969Q1FREZKTk0UdGUY9/v7776mLrtVq0bx5c6hUKsyePRs///wz9u7dCzs7OwwfPpx+t1q1arCzs6P9tKoQMqGqOhQKBRISEv6rkdH/XOIC6Gm0DEcSFBSE6OhoKJVKo/aiqXj16hUkEr2k9uzZsyGRSNC/f3+o1WoUFRXBwcEBlpaWqFatGvbu3UvATKZDwnF6cbMJEyZg7ty5ogdq9erVVcrKl5SUYPjw4ejYsSNatWpFIwBW5fXq1QslJSWIjY0lL6Ju3bqJ+PiPHj1CTEwMeJ5HaGgoMjMzTf69Ll260OyUSZ736tULHTp0wJgxY0g7QKiRIByNWVpaQqfTISUlheTchUkUm8EzyiMbh7EqMDMzE05OTrQQsJ8ViiaxmD9/fpWVGItjx46RZg3rQHAcJ6oEAP2DO23aNEqsJBK9eizrZGVkZNDCzzyFZs2aJUpo3N3dYWZmhtatW4sq8B9//BFPnjyhLoaLiwsePnxILIno6Gi0bdsWW7ZsgUwmQ/fu3TFw4EBEREQgKirKiNXBFuOysjJYWFjA3d0dVlZW5BbLEl2O08/jpVIpRowYQVT2sLAwaDQaWFlZYfTo0YiNjf0iMUYWTJ3TVJw6dQoymcxIwZjF1atXMWjQIBQWFmLDhg0E2NbpdJRcMQnxVq1aYfr06bC2tkZycjLS09OhVCqN7gXW1eJ5XvTZOU7PigoKCoK5uTni4uJgY2MDpVKJVq1aYfHixUhPTzcSlfT19RVJzTONC1Yds40xOTkZDRs2RGRkJHmNMW0nxjRjo4epU6fi8ePHBEJnXdikpCSkpaVRssCE6RgYknVCy8vL4eTkhHXr1kGn08HNzQ1LlizBhg0bUFxcTOuISqXChAkT8Ouvv1JizBKQiooK3L9/H02aNMHIkSPJU4Z1cp49e4YZM2Zg6dKlCAwMxKRJk3DlyhVRIsMKF8MiTDjuETKROE4/sgoLC4Ovry+kUik8PDwQHR2NkSNHomHDhlCr1cQ6KS0tpd/t06cPPnz4AE9PT/Izs7KywqFDhwAAq1evJoA508KprKxEdHQ04uLiSC2WJZXdunWDTCYTdd+YIznDaykUCiQnJ8PR0ZGSCIaz4zg9yJmNbrOyspCRkQFXV1c0aNBABIZm54PRvB0cHFBZWYklS5aQMCFz2mYMHiZU5+zsjEGDBpHaMdPUsrGxwfTp01G7dm2RAq0whIw6YfHAdJnc3Nzw/fffw9nZWSTYeOXKFRolsVEQkx1YunQpjabkcjny8/NFo/PGjRvDwsICarUawcHBtCYasv4MmU+GB/OEy8jIgKWlJRkM/934n0xcWJw7dw6LFy/GpEmTUFFRYVTBGAYDW0kkEnTt2pVmzi1atCBRIQ8PD2qZd+/eHVFRUQD0NyQDqLHOhSkGh6nFoKSkBF5eXnRotVr4+fmB4/Tzd6EuRlxcHDw9PY1UdwF9pRsSEkKy2uw9GB5VLUifeo+GX2OzbeGCuXr1ahQWFpKvkkwmQ/369WnzNkWTBfTURjs7OwKJ/frrr0RFZeBTYcfEMEaOHEmaNfv370d2djZ4noednR2Ndb799ls0btwY6enpMDMzM1qYvb29SYCspKQEzZs3h7W1NQGQWcjlcvj6+tI58fLyokVr+fLlaNq0KThOL3U/Y8YMGuns3r0bKpUKX3/9NTiOw8qVK1FUVIRRo0ZBrVbjwoUL6NGjh+j8cpwe91BSUoJTp04R+6tmzZqIjo4WSa4HBwcTQ0Mul4s8sISsJY1GA39/f1SrVg3JyckYPXq0qErfuHEjpk+fLgLVnTlzBqdOncLNmzfx7bffIiYmhoSmPhe2trYYMGAA1q9fj8uXLxMe6saNG3jz5g3c3Nwwfvx47Ny5EwMGDEBhYSH+9a9/Afi0cuyFCxdEWh7sSExMRPPmzdGoUSNiHs2fP9+o2/ny5UsMGzZMZMJ5+/Ztet6ZseSyZcugUCiwYcMGAuaePHkSGo2GfkatViMkJATe3t44fvw4Tpw4gYqKCixduhRz5swhN3aNRkNswfj4eJw5c4Y2Q1bdpqamYvTo0Rg2bNhnn8WqnmfGnGvQoAHkcjmmTZtGP3vlyhXCvM2bNw86nQ6zZ89GVFSUkcIsw9EwT7LQ0FCYmZmhsLAQq1evxpYtW7Bs2TKsX78eJ06cwKBBg2BjY4P169fDz88PKpXKpMTEhQsXqNv1zTffYOfOnXByckKLFi3QuXNnSgScnJzI0NHW1pae/crKSmRlZcHLy4uYPJs3bwbP8ya7byxJYN0jdrDnhyWwQuPI6OhoPH36FPv27YNWq8Xp06dJYXjHjh2i1969ezdGjx4NjuNw6NAhUpwuKyujBIEVzQsWLADP8ySBwHF64LyPjw8lwKx7lp2djYiICFHh9ilGXUlJCQICAtC8eXO4u7uToSQrMJ4/f07FHOs0CTVUKisr8fDhQ5OTgSNHjsDMzIwsHQ4cOECsv+rVqxsxdb8khCDwvxv/uMTFUDPlU8eXBLOdP336NHbv3o3MzEy4uLjg1atXJLfMbmbm8Dxq1Cjk5ORAKpUS/SwlJQUhISEEwGMts9q1a9MMPjY29rMCeoGBgbCzs6OuwMCBA43e8x9//IF9+/bh+vXrRoApplsgl8tJ4ImNg37++Wd6jZ9//plk3Nu3b4+lS5dSVtymTRsoFApYWVnB3Nwcs2bNIkogk6lmD7lCoYCdnR1atmwpSrjYQ5mcnIzi4mKEh4ejTp06SE5ORnJyMkJDQymzZ3N8Vml16tQJGRkZAPReGAz8VRWwa+XKlSKlSJ7nMW7cOKKfAsCSJUsIw9CsWTPSyGBjlpiYGHK8DgsLI1xHUlKSCPBmZ2eHjRs3olu3bnQ9V65cCYlErz0RFhYGiUQCd3d3WFtb46uvvqIWrb+/P20ifn5+OH/+PLp37w65XI6mTZvi48eP+P777wnYzCpNT09PpKSkwM7OTgQ8fPToEVxcXJCYmIjExEQcOHAA3377LVFLpVIpIiIiCGfDxpAuLi4YM2YMBgwYQAvgb7/9ZuT+zRL9CRMm0P0slUrRsmVLk0J0gL7CXL16Nf17wYIFuHHjBiXzbLOIjIykToO1tTW0Wi1OnToleq0OHTogMjIS3t7eqFevntHfOnv2LK5evYqJEycS5VSlUiEuLg69e/dGeXm50SK8d+9ebN26lWjZy5Yto++xzUfoDyU0G2QyB69evULjxo1pgxEmEJ8qFJjGBgPms69HRUVRp7e0tBSHDh2Cra0tOE6vG2RjY4OLFy+iV69e4Di9hQij0a9duxaZmZno2bMnWrZsSe9JrVYjOTmZpAyYsm6TJk1ELJJZs2YhNDQUISEh5C3EDva8CMUmDZMmU59VIpFQsadUKpGamipKXPLy8kj2PScnB7GxsRg8eDDS09OxaNEiKJVKrF+/Hv369UNpaSnu3LlDz9Dt27fRtWtXGuUOHz6c7q3s7Gx8+PABZWVlInHO0tJS+ixpaWkYPHgwMjIyUFpaSsmct7c3nJyc6Nozk96pU6fC1dXV6N7z9fWFn58fFUjMIFKYALF1mD07vr6+cHJygo+PD8zMzJCWlkYkBzZi9vDwgJ2dHczMzODl5YXc3Fyo1Wrcvn0bt27dglarxZIlS1BZWYnKykqkp6dT4uDl5YXRo0fj1atXZBpZrVo1I8kBQL8eGtpQPH36tMrn+ujRozT+8/Pzw+DBg6FSqbBkyRLExcWJWH+m1OZNxYkTJyCTyf4jqvU/LnFhGiq2trafPOzs7CiBycvLw7fffothw4YRcJfF4cOHSUqZ3XhKpRJubm7Ufj9z5gzOnTuHO3fuoLCwEA0aNEDHjh1Rr1498pRgN6mdnR252rKHnM0TS0tLRSqGpmLXrl0IDw+HhYUFAgICRJbppqIqsBQ7du3ahblz5yIiIgLOzs745ZdfAOgFgtj7a968uaiarVevHjiOE9GGQ0ND0bhxY3qgGO7CxcWF2tVssWWLPMdxJKLHKMNMmZSdn8zMTHTs2JF0E1h7nud5vHv3DuXl5UamY6ZCqBTJKrMLFy4QmLGsrAwTJ07EgQMHcOXKFeTm5sLFxYUUYQcPHoxhw4aRNoa1tbUo0WPB8EpyuRzNmjVDy5YtiW1mZmZGM+wZM2aIumGAHqjaokULeHp6IiMjg6pw5qsVGRmJkSNHijopwsPMzAzNmjUTvWZcXBzWrl0LGxsbREdHk4cKEwT08/Mjczy5XI5OnTqhTp06tFg8ffoUoaGh6NOnD1WPjIHHulWAvlq7c+fOZzFieXl55MjOKrKgoCBqw7NkWK1Wo0mTJnjw4AFevXqFxMRE1KlTR/RaN27cwMyZM7FixYrP/t03b94Q1kOo12IYGzduJG+t9PR0zJgxg2jV9evXp4TFx8cHarUaf/75J06fPo2CggK0a9cOR48eRUlJCTp37gyFQgGpVIqxY8eipKQEQUFBiImJEUkFsBg4cCCCg4Px6tUr0pVhGjkcp2/vr1y5kq4L65jVqVMHHKe3qejVqxetM9988w2ys7ON7oezZ8/SvcKIAsIRE/vezJkzjc7N77//Do7TG6YylewNGzZgyZIl1Bn4888/ERMTgx49eojkIl69eoVjx46B53nUr1+ffp9dd29vbyPBt1OnTsHb2xt16tSh5NrLywtqtRqOjo6wtLSEl5cXfH19odFo4OnpSQkZ+1vCRIrn9dYqkyZNglwuFxU5v/32G+zt7WFnZ4fFixejrKwMK1euRH5+Pt68eQM/Pz/Mnz8fFhYWGDt2rGgsNm7cOAB6RfIdO3bgzz//JO+lFi1a0N/39fUlsUOO4xAfH0+MsNatW8Pb2xsWFhbw8fFBy5YtKekx1TX7+uuvaRwbHR1Nvj5MW4hFly5d6H1GRUVR4pGTkwOVSoUVK1bA3d0dHTt2xPXr1/HmzRvs2bMHNjY21OVj14GN/0JDQ0Vj9qNHj2L27NkICAiAlZUVmjZtiuDg4CpZf1WpzRsGS9b//8KriIXQRPBzh7OzM2bMmIG4uDhRm08YjEr89OlT7N+/Hxs2bBD5BZmKvn37QqFQwMLCAtnZ2Vi+fDl5I4WHhyMpKUnkB8NucENPJRYLFy5EQUEBWdwzHIBhfKrLJDTJE2ayb9++RWJiIgICAtC5c2c0adIEMpkMOp0OLVq0gFQqRYMGDVBSUkILHWMCdOvWjSijzE2WuT9zHIeDBw/C3d0dgYGBpBXBsBYuLi4iLM/OnTvx9OlTck2eO3cuAJCK6JYtW2jRvnnzZpXiS18SwgdDmKBKJHpzu6ZNm8LR0RFarRZ2dnZ48OABGjZsCF9fXyPTNhYfPnxAeno6LCwsUKdOHWLdaLVatG/fns6TMK5du4bHjx+jcePGNAL64Ycf8OTJEzx79gxyuRzLly8n0bmOHTvi2LFjxGKbOHEiBg0ahGXLluH27duws7PD0KFDMXToUNja2uLly5fYt28fdQw4Tk9nv3r1KiUy/fv3h1arxfbt240k9rdu3Uq4pRkzZuDy5cuQSCRGSf6XhJmZGXbs2IGHDx+KKrKcnBzUrl0bP/zwA7Zu3WrE7mPJ/n8a7969g0QiQevWrT95vzDBsPv37xvdE7a2tiLcklarRXJyMlJSUpCdnU1aOwqFgpJLe3t76pZ6eXnB0tKS/i3s1L169QpeXl5o1KgROZSnpqYSSJVhyjZs2IAtW7agefPmdC3ZyKRhw4YE3o2JicGaNWsIS/Ho0SP4+fmRXopEIiHjTuZ1xTY44aZs2K3lOL0AXn5+PmHgGMCUia5NmTKFGJf79+8nEDTDx7169Qo3btygvyH824aCb4w+K5fL0b59e5SWliImJgatW7dGfHw8pk+fLjJpZOtiSUkJJBIJ7O3tyRmdWaswJqVwDDJ48GA0b94cXl5eRkaCZ86cwZs3bzBq1CjSgNqwYQPkcjnCw8PRpk0b0vhiXUPWcfHz8yNWqUwmE1HBVSoV6tWrJxrFPnjwAPb29hgyZAiysrIwf/58HDlyhDqDv//+O7777jtKWE+dOoXw8HDqPj1+/BidO3eGlZUVLC0t4efnB2tra0RGRooKjenTp0Oj0RAWqmHDhpTcyWQy9OrVi/4mA0svX76c3N/VajUOHz6Mjx8/0r5RWFiIzp07k2WLsDDz9/fHgQMHRHYmFy5cgFQqpdGvYZw+ffqL2YmG8Y9NXP5O/Pvf/8bixYtx7Ngxo3b0l4TwRmEOyKaCtdMAIDY2FhYWFnBwcIBMJoO9vT1ZzDNPJWZmx6jSp0+fRqNGjYzmqIbxuUSNva6ZmZmIS79v3z5qTQcFBSEoKAh2dnYoKirC8uXLIZFIUK1aNeqWsMrYzc2NRirse8JF6XN4HvbAAHrxsH379iEjIwNeXl4IDAwknRRHR0d8+PCBFu0RI0ZAoVCQPL9hDB482KS3EAumWfPHH39QdfjmzRukpaVBrVZTgsT0PJo1a0a+Qp8KlUqFiooK7N27FxqNBl999RUpM7PFniWdb968wZQpU+j8BAYG4sWLF4iOjiYAIatgDeO3334Dz/O4efMmJXyAXm/FxcVFJBrGOgRs/MVi7dq10Ol0hOe4fv06eJ4XtYSfPXsGjuNI04fj9ODM/Px8GuV9iVM2oNdhqaiowIwZMxATE4NHjx4RriM8PBwNGzZEUVGRkdz3unXr4OLigmfPnmHs2LH09WvXrpGA46eCiTtu3rwZcrn8iymXT58+paLl7du3SElJgbOzMwYMGACFQoFWrVqhuLgY/fv3h6OjI5RKJaytrUlZdOrUqfRaTNmVCROyjc3Z2RkeHh40qjOlZfK5g+d5nDlzBjY2NqSGyxhW7L6wtbXF8OHDRSOb0NBQ6n4wQTVHR0fq9nl5eaF27dqkosoOhUKBBQsWIDExkZ59uVyOmJgYYjIpFArI5XJkZmbiwoULIsyf8DOy0Qn7mmHC9OTJE5FcPOsiGhrwvX79Gq6urli6dCmdUxsbG8ycORNSqRR+fn4AQCDcixcv0u+2bNkSdevWJVkGQ6bRyJEjYWFhgTlz5gDQj9CYrUf16tWhVquxbNkyzJ49GxYWFsjNzRUlVD179jSi10skEjx+/BgXL14UdRXGjBlD0gPCz3fy5EkaebKDsS15nkdqaipu3bqFZcuWoaKiArt378bAgQOhUqmQnZ0tKlQrKipobWJx7949nDlzxghQa2lpiS1btmDBggXw8vICAGRmZlKHRa1Ww9XVFQ8fPsSrV6/Qo0cPkXAl8Jd1imHBnJiYKGInCYHj3t7en+zIfCr+5xOXunXr4sSJE5g1a9YnnaUND2GYulF69+6N1atXY9q0aXjw4AGOHTsGOzs7BAQE4Pfff8egQYOQlZWF7t27Y9GiRSY9HyorK7Fp0yZYWFiQqBnbdL7++mtERESgZ8+e/5Fgz7NnzzB16lQoFAqi6b148QIc9xflburUqeA4jjQJ3NzcRAlLTk4OJk+eDBcXFwL8enh4GHWRzM3NkZmZCU9PT1o8mG8JmyEXFBQgJiYG5ubmBBxjtHLW4mfvk83yg4ODaSExFYaLkaE8eUREBGrWrCnSMAD08uJWVlY0wtu3bx8iIiJga2sLFxcXMgWrKsLDw5GVlYW4uDgkJyeT7gnH6QF1aWlp6N+/P4C/cBqurq6IiYnBx48fkZ+fDwsLCyQmJiI/P5/Avk2bNqVkIT8/H02aNIFUKsXGjRuhVCqRlZWFpUuXol27dkZMq2+++YbGQ6zi2b17N2GvGJ7jyZMnkEgkojEYq45btGhBzuEWFhZITU1Feno60tPTkZSUZNJ/xzA6d+4swvfEx8fD1tbWSOHY399fBJZ/+vQpHjx4gObNmyMoKAiAXhlZItHTYKtKTllUVFTAzMwMv/76KyQSyRf7oAwdOhQWFhbw9PSEpaUlrK2tIZVKKUGXSqWYNGkSAMDc3BwKhQKVlZV48+YNOI6jhZ5dAybhHxgYiNLSUmKLKJVKjB49mjqRlpaWsLGxQUpKCn766SfCjiUkJMDd3R12dnZo1aoVbG1t4enpCQ8PD7x9+xYlJSWUcDOV6rCwMEycOJH8k5i+C8/z+Prrr4lkwPM8KWxbWloSpoM9f56envD396cxOc/rzQ9Z4sK6hQqFAtnZ2bC2tiYmF3v/1atXR0BAANRqNYqLi8FxHNavX4/CwkK4uLhgxIgRUCqV2Ldvn0gDZN68eZg3b56oi8ji1KlTmDlzJurWrSti9ezYsYPsOjiOQ9euXcHzPJYuXQqO4/D9998bXe/169dDLpeTSCOjIy9atAgSiQRHjhzBvHnzYGtrC39/f3Ts2BEDBgyARCKhMf/QoUNpTCKMyspK3L17F2vXrgXP83BxccGSJUuIvs46Tfv37xcZ+QL6Z3DlypWkBu7j4wNvb296bnJycuiZF9qLAPqkn+P040ZmYLpz504jkbyqYuDAgdSdGz16NAA9hEKtVqO8vBw5OTmiyYCwQGchtE4RTgqGDx+O+vXr079fv35NcIuhQ4dWian5XPxjExfhAm94CCtEe3t79O3bF507d/4sMNZUi9dUMHVZYWbNFr2ePXvC1dWVHiZHR8cqxw4siouLqfsxf/58vH79Gvb29sjNzYWzs7NIQbWqePv2Lfbt22eEiWEmeQBoBODi4kIqrgyMlpeXB6lUSkZ/jPETHx+PGjVqEI6FAdyYFLbhkZSUhI8fP1JS1K5dOxw5coT0cBhYLTk5GZ6enoiMjIRGo8HatWvx8eNHXLt2jYBunxILFMb69eshkUjId4a1vZmqr7OzM2Fz6tSpQ5tBSEgIpFIpbty4gVWrVqFOnTr0/hgV2lScO3eOKLNarRYKhQJ169aFRCLBs2fPUFRUhKSkJACmcRodO3ZEcHAwtFot/P396V6RyWTo0KED0cYDAgIQFRWFJk2awNbWFn5+fnB1dYWZmRl4nsfGjRvpPU2dOpWwLOweYNRsCwsLSqTYSOWbb77BrFmzcODAAaSnpyMsLIxea+PGjUS7ZgfrmBkywAyDuRKzSo8lKYySyzylOI4TtbZZKJVKfP311/jjjz+gVquxcOFC5OTkwMHBAbdu3RJpiNy9exdjxozBunXrEBAQgA4dOtD1MYWJMSUNsHv3bkyePBmjRo2iwqFfv344fPgwVfE8z6N79+5wdHQkxeBXr15RN4HFnj17iAVz+PBhXL58mdSwmUquk5MTyecrlUo4OTnh2rVruHXrFmbMmIHJkyejtLQUT58+xfv377F+/XrMmTMH9+7dA6DfNFhlz+wTmESDEJirUCioml2zZg1J0TMjUEYhl0gkmDFjBh4/fkwJ/s2bN6FUKiGVSmkTZtia8vJyOrd3796FSqWCra0tmjVrhr59+2L8+PFYsmQJCbhJJBJcvHiRXJdZksxk7SMjIzF48GAsWrTIyHqARXx8PKnqyuVyWFtbi3BMV69eRWpqKubNm4cjR46Qi7qhHAKLatWqwdLSEoMGDSI13GfPnmH//v1o0KABrKysKEFv1aoVSUcwavHncHcssfTz88Py5cvpPLCC4siRI0ZJBeuUsa4UK6qkUikaNWpEquPz5s2DnZ0d3r9/j7Nnz6JZs2bw8fGBtbU1AgMDiXVob28PnU4HoOq9QRh79+7F3r176d8PHz40Yh2xWLRoEQICAkSsPzc3N3Tq1MnI7Zmx8f6v4x+buLDFvaqDObRynJ7Z8jmQ698NpVJJjrBs05bJZFTtLF68mFQTGUOmqmCeSgqFAkeOHMG6devIsZdZoX+q9f38+XNERUWR9PnOnTvpe2zmzRywrays8O2339KCb2dnRzNq9tCwJGbdunXQaDSIiorC27dvUVRUROMuoWGZkNnE8zxiY2Mpmfvw4QNiYmLQsmVLAHqWiYeHB/r27Yvi4mK8ffsWI0aMILE9VjGyiv1LEed2dnZITU1FUVERwsLCjA4XFxe4urpCKpXCxsYGzs7O0Ol0JC/OIisrCzKZDOvXr4e1tfUn/+bz58+xZcsWtGrVihRtW7RogXr16sHMzOyTyfWrV6+ohW9mZobS0lLCEQg1Mti5FYoAClvwvXr1QkpKCumQqNVqeHp64v3797h165aoUgL+ArGeOHECYWFhUKvVqFWrltHzwapHoQYDi7lz55o02zQVrPIUAo7Zwi7E0DAwplKpxNKlSzFz5kzaWIUjBuFhOJ78448/MHLkSISGhqJGjRpo27atCHReFRPGFAOod+/e8PDwoA2EdRbZ6/344490r7IYOnQo4uPjaZxRWFhI2jlPnjyBXC7H3r17abRz7949REREiCpSAOjXrx98fX0REhKCZcuWYenSpUhNTcWwYcNIbZgVRwwQb2dnR7IDHKcXm2MCdQxAz/M8AWSDg4MhkUiwZMkSuLu7U4dx9uzZ5IzMOkUcpwcrt2jRQsQeAUDPveF9BugTCp7n8dtvv+Hly5cICwvDpk2baE3s2rUriouLER0dTWvk77//jsWLF5NgGwBRt/r3339HgwYN4OrqKhp5ZGZmYt68eUhOTiYlb9ZxEQraAXo7D6bJw/M8wsPDCecnl8tRvXp1YvUlJCRAq9XC2toaMpkMpaWlOHHiBHhe701VUlJiNMosLy9Ht27dwPM8Ac6Fzw8b3wrj/fv3uHDhAr755htMmjSJ1qnLly/j/v379D5tbGyg1Wpx/vx5eHp6EkmiUaNGUKlUsLOzw5s3b8go91N7w6eC2dMwh3BGd/7zzz9RvXp19OvXT8T6q1u3LoqKiowSlyNHjvxX2LWq4h+buHxpfK5C/NJ4+/Ytzp49izNnzuDPP/8Utb2rmkmzRcSwrWYYzFOpdu3aqFu3LoKDg0kYCNAv6qdPnyYZ58rKSpGkc58+fRAfH4+3b99i6NChZP0O/GWW5erqioSEBBLjYzdy06ZNYWVlBZVKhaysLOp2GB7W1tZYvnw5bt26hZycHMKhSCQSolGyuT870tLS4OXlRZVD06ZN0ahRI8hkMnTt2hVdu3al0dyVK1co8WH/1Wg0qFatmlFrFDC9GDVt2vSz1/HWrVuQSqVQKpWoVasWFi9ejDFjxmDChAkoKiqiqjUwMBAuLi5G1HrhuX/58iWxJtgG6+7ujvT0dMIL+fv7IywsDI0aNRIl1iy0Wi2mTJmCy5cvg+P0QOjo6Gikp6djzpw5OHLkCDp16oS4uDgsWrQIkZGRaNGiBbnBCs+3cIRXlb393bt3wfP8Z7uAn4p79+5R9fypYHgiVu0zkzz2XAhZJuXl5Vi1ahWNapgEPUuaGMX5U+JWgH68NGnSJLRp0wYJCQmQSqVo06bNF0sorFu3DgqFAkqlEuPGjYNKpcK3334LiUSChg0bEhh2yJAhCA4ORkVFBbZt24Z169bBwsICy5cvx+TJk8nPS6hdxLAlHMehR48euHjxIjZt2gSJRIJGjRqRPxRT2C0sLIRUKsXevXsxefJkNG/enKwdGjRogGHDhqF79+6EberQoQNiYmJESR7H6RV5ly5dCjMzM8ybN4+MHzmOw65du9CsWTNMnjxZpP0jPFji3LBhQ9jY2GDRokV0SKVS+Pv7IyQkBAcOHEC/fv2QmJiItLQ0VK9eHba2tpTsLVu2jK5/7dq14ejoCLlcTgJ1//rXv4iWLJfL0bVrV5PXaMWKFbC1tUVcXBy6dOlCooVDhw7Fvn37UK1aNeq+ffz4EV5eXkZ2Hn5+fsQ0YrR89t5YR3D69OmYMGECli1bhm+//RZyuRxKpRKdO3cGz/N4//49afwYxvXr1wkHJBydfPz4EZ07d0bdunVFXxO+x/v37+PEiRMi5p9EIkFaWhp4Xq8uvG7dOjg5OeHjx4+oWbMmFTbVq1fHhAkTyLDyU3sDi6o6MkL5ieHDh8Pa2ho6nY4MSU11k1nyxw52Lj/lb/SfxD8ucTHV7mXHyZMn8a9//cuovWWqQty2bRsaNGiAqKgoDBky5LM4EjY/ZmMEtiFrtVpUr16dENkymQwHDhygxTQiIsIIyASY9lS6dOkSaTII30/dunWxcuXKKhMX5nkC6GeT5ubmtKlv3LgRcrmcaNCpqamQSqXYsGEDhg4ditjYWPTp0wf79+8ncTBXV1doNBpa+LRaLdRqNaRSKQIDA1G/fn2SpjczM6MNlM2xTS1+VR3C0dxvv/2GU6dOwdHREStXrsTdu3eh1WqNcC6fWoy+JAoLC6HRaGghEs7NheM/JycneHp6Eo7h+fPn6NOnD7RaLby8vJCQkICOHTtixYoVGD16NBo1agSJREJYIXd3d9ja2iI5ORlSqRStWrUSgRABPWWY3VfVqlUz+X7PnTsHqVSK58+fU0WzYMECcJyegs4wMkytli1iQ4YMMWKuLV68GCqV6pPdIOFhKhgD7HOjvA4dOpAmjqenJ54/fy6SG586dSqOHj2KPXv2YP/+/fjxxx/x008/QSqVkkkmi+7du4tUQKuK+/fvw9vbG4GBgVCpVOjUqRONqNzd3WFjY0MKoBYWFgSmNbzOz58/J6NShgtixnRM/uCrr77CmjVrqNvh6+tL7+PMmTNGyWFWVhamT5+Oli1bQiqVoqCggKQHUlNToVKp8OOPP1J36vr160hMTET79u3pNd6/f0/3FlMd/frrrynRF/prRUZGwsnJCcHBwfD29kZKSgqpGDMtGTc3NyQmJkKj0aBWrVpYs2YNPD09yQD1Pz3YeIW5kjOKM8/zKC4uxvnz59G3b18j0TuNRgMHBwdYW1tDoVBUSUAw1JbheZ7GqIZMHkMQ7L59+4htePToURHhQHiw0Q7wl/s063DJ5XL4+flBrVZDo9EQEJtR3dm4KTExkca0ANC6dWu69sKu0rVr1wgALiwIGSNSpVKhfv368Pb2hpeXFyIiIojU8fjxY6hUKgQEBMDNzQ3Vq1fH+PHjwfM8bGxsRHuDIePxSzsyb968QUVFBbZv3/7JLrihHEfPnj3h5eX1SX+j/yT+cYnLl7R7WeXLLoJhhSi0nZ88eTIsLS1FN5ep6N27N4YMGYLhw4ejffv2hG0QZratW7cGz/OIi4sjSf7mzZubzHKZpxIbX3zKAyInJwfTp08nqtnHjx9Fjs/M8+TgwYPIzc2Fn58f7OzsEB8fD6VSicTEREpypFIpXFxc0LNnT0py2GbI1DpnzZqFoKAgUnNMTU2Fp6cnPeBC9LxCoYBKpUKjRo1w+vRpol6WlJRQqzw+Pl7kIM026dTUVNSvXx+NGjVCp06dsGLFCrx9+xZqtZqqtL59+5oEwhkuRvv37zd6KA2DjSPYiIbNmjdt2oQXL17gwoUL6NatG1FAmZcRS4QTExNJ8dLS0hKjR4+Gj48PfHx8kJ2djYMHD1Il6+TkhCdPntCc+OrVqwgJCUFaWprR2E8oOrd69WocPXoUO3bswLBhwwDoQdUSid57qWPHjrh16xauXLkCjvtLQE8i0ZvGJSUlUddMo9GQToSvry/p1DAsTERExGdHriyE/jtCBtin4saNGygsLERhYSHu3r1LX1+9ejW9ZyEDplu3brh06RLS09NFz2NaWhqaNm2KFi1aAAB1H8eNG4c5c+agSZMmuHXrFp4/f46IiAhUr14dgN7/KywsDPXr10ePHj3Qpk0b2NvbIzExEY0bNybcQHBwMNatW2cE6J0xYwYCAwOxaNEikobXarXIyckx0mP67rvvIJVKce7cOQwbNowk3oXBxhnMXd7X15e6ZNu3b0dgYCCaNm1Kncs1a9agX79+JCkwZcoU3L17FxKJBFZWVrCzs8Phw4fh5+eHCRMmgOM4ArZz3F9Gq6wSZ+BQ5jxuYWEBJycnvH37FmVlZUSTP378OAIDA2FlZQWpVIouXbpAp9ORcjMrgiorK+Hv748+ffrg/fv3kEqlVPRwHIe5c+fi0aNHiI+Ph6+vL1atWkUSE7Nnz6ZuJesAM2d1c3NzTJgwAebm5lXeW6zLe+rUKfz8888YOXKkaGzHorKykp4ZFseOHYNcLqcNWKFQ4MCBA2jSpAndjxYWFmjZsiWpSLPRIOvIsrXP398fUqkUU6ZMQWlpKWrUqIGGDRvC3NwcEone64rh3QDgX//6F9zc3CixZqNqNqpiDEfWAWKgWfZ6zs7OJLbp4+NDxVpiYiJWr15N69Xr169pnRLuDQy7yOJTHZn/VOz1ypUrePLkCe7duwdPT08C/P5fxj8ucflcvHr1ChcuXECvXr0IM2JYIQpt5wG9LoGTk1OVr3nq1ClRhm9ubk4oevbwGR5Mkj8uLg6dOnUy+bpnz57Fxo0bceXKFcyaNQteXl4EWBsyZAgtNOHh4diyZYvIP4b9v6+vL93MbLFydnaGk5MTbG1t4ezsTFYFAIilERISgtzcXAQFBdGDzdRkc3NzYWNjQ1oCw4YNw/v37zFmzBhwnF6fICQkBJs2bSI1R4VCAY1GI5qPc5we+V9UVARHR0dIpVKi3KrVaqSkpCAlJQUJCQmoVq0a5HI5PD09kZSUhM6dOwPQg7sMFR6rWoyUSuUn7w02jmDWDDdu3EBoaCh1V9jnWLZsGcrLy2Fubk406ujoaMhkMuzfv5+YIj/++CPevHmDnJwcqNVqLF26lDZjCwsL9OvXj6jwlpaWyMrKgrOzM7FUWDAslKkDAFX8P/74IyVsL1++RGBgILnbFhcX0+vt2LGDNtoOHTpgwYIFNLv38PBAbm4uJkyYAIVC8cVaLUL/HSEDrKo4f/48QkND6b4wNzfH8ePH6fsrV67EpUuXcOPGDfj4+JD3zJw5cwjczJ7RBQsWkK3C4MGDMXjwYERGRiI6Ohp+fn6UCDPH8TVr1gD4q/vItIF8fHxIJIwd9vb2NAqRSPRS/EuWLMH8+fNhZ2eHGjVqEGBb2I1jtHZAr+3z888/U3cyLS0N1tbWmDJlCs6fP48XL17g2rVrsLKywvLly4ktJZFIaF0xxNiYSuw4Tu/XI5HojVelUinmzp0LW1tbUmRmkgccxxE4OyAgAJaWlti4cSM+fvyIsLAwmJubw8HBAU2aNKHuqlKpxIULF0TCcp06dSKZd7aZMtzDx48fERMTQxV9amoqateujRYtWkCtVuPJkycA9FW9h4cHCgsLRffIx48f4e7ujuzsbHCcftSclpaGtm3bwsLCgjRVqrq/tFotJVEHDx6EQqEQjfOrihUrVoiYg9HR0XB1dUW7du3g7u5ONG92PZ2cnBAfH4/Y2Fjs27cPBQUFcHR0RKdOnSCVSqFQKBAXF4d27dpRJzw1NRUSiQSTJk2CWq2mtap9+/aEe2KJNaDHTHbo0AHl5eWkUCu8F4Q6N4bHhw8f0LRpU0ydOhXZ2dnYsWMHbt68idLSUmzcuBFBQUFQKBRwdXVFeXm56FzY2dmJOjIKhYLG9xYWFrC2tq7yMOxUsmD3N8/ziImJwXfffYeysjKsWrUKFRUVXyRv8Ln4n0tcWDDwY1JSklGFKKzUgb+s2KsKUwI9SqUStra2sLCwQFJSEurVq4cuXbqgadOmqFOnDlJSUtCgQQPIZDJ07NgRdevWNWmMyOLChQtYs2YN1qxZQ07B3t7eaN26NTw9PascZZm6kQ2PoUOHkuKiEJPj6uqKevXqYfr06Xj8+DHNz9mhVCrRq1cvesCZvTzr9GzatInYKcIqhOM4mrUXFhbixo0bkEqlsLKygk6no59xcHAgob6kpCTUqlULKpUKubm5BA5mbfDPRWlpqdEDJIxnz55h27Zt6Nu3Lxo1agSO0xv9FRUVITY2FuXl5di8eTO2bNlCbXuGdRg0aBDc3d0RHR0Nf39/6mgwSvH79+9FqsHh4eGQSPTWAStWrKCEKTAwEH5+fmTGxsLZ2Rk8z1P35ODBg7h58yZOnjyJrl274uDBg5DL5di8ebMRruTy5csi0CWgp+WyhXfMmDF4/PgxMddUKhWOHj1KydCXMLf69OmDrKwsGuWx5+dTFRhTp2XVIktaDYONPX/99VdUVlbi9evX2LJlC5ydnTF48GBotVoaxy5btgwZGRmEmWEHm6tfuXIFzs7OSEtLw/Lly5GWloaIiAj88ssvkEgkND5gytsqlYoONnYT3v9SqRQDBgxAjx49MHfuXKhUKtjb2xPtvGbNmoQvYM+Vk5MTLly4gAULFiAwMBDdunWjRXzYsGG4dOkSJZssIWHP99dffw0zMzN07twZKpUKiYmJ2Lp1K3iex8OHD5GYmEgsLYZr8fT0RF5eHoKCgsDzPBYuXEhjipycnCqTIgsLC6SlpcHHxwc9e/ZEeXk5JBIJ+vbtS1V7SUkJAfWFv1unTh1Uq1YNfn5+8PX1RWhoKJo1a4akpCT4+/sjMjISPXv2RLNmzZCWlob27dvD1dUV5ubmRl26mzdvUuI+YMAAhIaGUscpJCSELELYwfAvcrkcjo6OaNasGQ4dOoSdO3dSd5F1L/Py8ii5FI5o4+PjRWPQp0+fYtKkSejatStGjhyJHTt2GJ0vjuPIRf3Dhw8oLCyElZUV7O3tYW5uDl9fX1hYWNDomXktMQuQkSNHYsKECVCpVBg0aBCuX79OiTUAJCQkoFatWggNDSWgckFBAXieN9K5YcF0XwyvD7vfqlevjq+//vqTz7Zht97MzAxJSUnEzkxKSiIjUJ1Oh4SEhC9i3l66dAnnzp1DZWUl5syZA19fX/j6+kKn08HCwkLEiPxP4n82cXn48CEt3p+rEA8ePIiRI0dW+X1DgR6hEiXHcSb9htjD5e3tjaSkJAQEBKBly5ZwcnJCy5YtMW/evE9qhYwcORJSqRTt27c32lw+hfMx5TwtDDMzM9q4r127Jhq5hIeHw9nZGcOGDcO8efOwYsUK0WbUo0cPaDQaqmhr1KiBfv36kVS4p6cnzbb/+OMPSmQsLS3h7OxMIGCZTAZHR0dqj06bNo3eX2lpKezs7EiDpmPHjlUmLq9fv8aFCxeQlpaG+Ph4dOjQAXPmzMHJkyeNfvaPP/4g8KGDgwNq1aqF/v370yYJgObCQjdmjtPL1NvY2MDX1xcFBQWoUaMGAZvZ2GfXrl3geR5hYWHUzhfOyAH9Is2SNiEQTqfTQalUIj8/n8YGAEhzIzExkYCdFhYW2LdvHwoLC7Fs2TJERkaKWtGAfobPRhDNmzfHpk2b8NNPP4HneURHRyMiIgKdO3eGnZ0dbSTz5s0zqsZYsDGIoebCp0QQ2TjD3d0dnp6eCAsLA8/zePToEfLy8hAWFoaaNWuib9++qF27tuhcse7ZmzdvsGvXLpSXl+Pt27eiv/306VP8+uuvuHbtGurWrYvAwEAAIONCf39/xMfH49tvv8Xbt29Rq1YtkSDZsWPHUFxcjOLiYvTp0wccx6FJkybIycmBUqmEs7Oz0Wdim4JGoxGxd44fP45Vq1aB4/QMRo1GQ+aKlZWVOHv2rJF9hKOjI8zNzanb4Ofnh4EDB1IitmbNGoSGhhItXaFQEBbL2dlZxDRj3V9GMa5Xrx50Oh3WrFkDa2tr3L17F3fv3sWRI0eQlZUl8vGRy+X0vDBByKysLJw5c4aKCcMNnOncMIwY+xobSzB14cjISNjZ2aFjx46UlB87dozMbLt06ULYQdbdcHd3p3GJ0CKEHUqlEvXq1UO9evVEUgKtWrXCDz/8gJcvX+LPP/9ERUUF4dAqKysxbNgwhIaGkv2EKTsPYTDs3pAhQyCRSIiOzoKRA+7cuUNFnuE50ul0NFqKiopCUlIS7QsSiYSwKuz1cnJykJOTQ2PV7du3g+M4PHz4UPS3T506hS1btqBDhw7IyMhAbm4uLCws0LdvXzRr1gwWFhZYt24deY9V9VwDIIdyw46MlZUV1q1bh2fPnkGj0WD48OEICgpCr169PnneviTmzZsHR0fH/+o1/mcTF0C/UXAcZ3ID/1QYitbFx8cTSj85ORlarZZatRzHIT8/30i0zjD++OMPDBo0CHFxcYiNjUVERISRVsj58+exbNkyDB06FDqdrkoHXlMUTlP/b2rD9/f3x7Bhw+jzMGNCprNhZmYGjUZDFvNmZmawsrKiDdfKyoo6G1ZWVoiIiMD9+/fBcX8p0Op0OowdO5Ye4sLCQlqgmYhXp06dcOLECQwbNgxSqRRlZWWkq8FxHDZu3IgePXpU+TkAYNiwYVCpVNBoNLC2tkZUVJSRFXx+fj66dOmCmjVronXr1nBwcEDLli3JfJDRxPPz83Hnzh3R5lxZWYnS0lIaDbq4uNDcePv27XByckJkZCRGjRpFLKs5c+agsrIS27dvF0mbM7Arm81nZWXR16KiouhcWVpawszMDHFxceB5Hg4ODrC1tYVSqSQ9kNq1a6NJkyYICgpCTk4OLl26hBYtWqBatWqoWbMm7OzsaPTBtGKSkpLAcXoPlIyMDLJ4YGFnZ4datWqZFGNkVgJ9+/b97H3OYuXKlaJ/Dx48mDb2yMhIFBQUQCLRa044OjqKxn779++HQqGoktYMAJs3b6Z7gwEymX9Kr169jFxvmcw/C61WiyNHjmDu3Llki8CqVKVSiYULFxqJRmo0GgwYMABWVlZYsWIFtfA3bdqExMREmJubIywsDHXq1IG5ubnIeVoYlZWVhPlKTU0V+cRwHIfo6GikpqYiPDyc7otx48bhq6++wtixYwmnJhwhsSMwMBAeHh7kjdOzZ0/R3549e7aIihsREYGxY8fit99+I/n41q1bQy6XIygoCPHx8ZBKpaTjxHF6baZ///vfxAD09fUlPE1JSQnkcjlq1KiB0NBQ8DyP69ev48GDBzS2Ki4uRnBwMDw9PREQEACZTIZmzZrBwcEBPj4+GDduHMzMzOj5EWr3GB5r1qyhbuWIESNEn/WXX36BpaUl1q9fjwcPHmD+/PmYNWsWgaavXbuG7777DkePHsWxY8dw6dIluuZC3SpDDy2hU/3jx4/BcfpxelZWFszMzHDv3j0sWbKEDBSrV69OHXOWWDs5OVEXzjDu3r2LzMxMuh8cHR2pyJ0zZw5JZ7Bul6H2DesiA8D8+fOrBP1/KpgTdEJCAqytrZGfn4+mTZtCJpMhNzcXXbt2RXBwMGrWrIlGjRp9Ukvt0KFD9LovXrxAp06dTOKR/k78Tycu+/fvh1Qqxf79+/8WC8nd3V0kWseoe2zmzYSp2INcq1Ytap19/PgRv/zyC06dOiXi7puKDRs2iLRCZs+eDXt7ewKBfU4tFAD8/PxocQoJCYGvry/kcrlJW4K8vDwolUoCBDMaIHtAdTodHBwc4OXlBR8fH6rwhI6pPM/D0dERtWvXpurQ19cXlpaWUKvV8PPzQ/369U1SK5kqMNOmMWxhm0q+PpW4PHjwADzPo0+fPigvL4dGo8GTJ09QVFREKpMMZBoWFoZWrVohPT0dubm5SE5OhlqtJmM9IRDVMAzly4UHm/uznzl9+rTodwsKCnD27Fl6H0y4r3Xr1iIQrJeXF3V7Vq9eja5du0IulyMkJAT16tVDREQE1q5dSy7XCxcuJE8qZlJneL6Li4vB8zwOHDhASSjrXDCAKLt32T1gSpCRjTaio6M/2yKuKlasWAFHR0eoVCocOHAAmzdvJs2JkJAQ0QZbXFwMZ2dnzJs3DwsWLKDO3LBhw4hN9vvvv2PNmjWYO3cu1Go1rK2tMWzYMGi1WqSnp8PBwQFHjx41iXV4+vQphgwZgs6dO2Pbtm10jzs4ONB5ZKMYoUUIk2lfvHgxVdgME+Hk5IQjR46gR48e5O1Ts2ZNZGdnm0yCunfvDqVSiaKiIhQVFZHJqK2tLbKzszF8+HC4u7sTy0To+fKvf/0Lffv2RY8ePdCnTx/ExcUZjQuYRPzz58+xfft25ObmolatWlAoFJg+fTq9D+ZHJnwOd+/ejXPnzmHx4sUoLi6GjY0NBg0aRKMwZlDJDA9jY2NpzCaTyZCUlISQkBCYmZlBJpPhl19+Qb9+/aDRaBAQEIB27dqhf//+yMvLw/DhwzFt2jRMnjwZc+bMoS65cNzDnq+qDuHnNoyCgoIqvavi4+NRp04dAsAy8GteXh7u3btH67Cnpyf27duHo0ePYv369SLH9y1btlBHhWHfNm3ahLNnz2LAgAHgOM7k2pKfn4/IyEhotVqjTZ8ZMbZo0QLVq1dHjRo1kJaWBkDf5Vy3bh1+/vln8DxvctTLdF/u37+P33//HTzPf7GSNIvmzZtDp9PBzMwMsbGx6Nixo4gxyjpsbJ339PQUiWcKtdQkEr3dh6urK+njMOr/fxr/2MSlKqn+IUOG0GxRaJj2d1hIv/76K44ePUpgSHbxGjZsSNQ+dgEVCoXIk8RwATE1Z/zw4QOuXbuGhg0bGmXDRUVFkEj0pmNCz5mqQiaT4ZtvvqFk4PXr11i0aJERNfi7776DUqmEnZ0dbbjsvTIWgJWVFS3IAQEBdNOxhZyJoWm1WqPPGRQUJNrUGjduDCsrK8hkMri7u0OtVmPAgAH0fVtbW3KFnjt3LjQaDa5fv44OHTrAx8eHfm7//v2fxLj4+vpiwoQJaNeuHXWoXr16JbKC//XXX+Hk5ISgoCCSxN6+fTuUSiWKi4sRGRlpZAsgjIqKCvqcK1euxJEjRzBr1iyMHDkSq1evxpIlS5CcnAydTkeJAXu97Oxs8DxP4F+ZTGYk983CULFWmNAJRxcKhYJwAGzhZokgSxBVKhVhcZydnQnAyuL169eYMWMGunTpgo4dOxKDwZQmBQM+mpqzVxWGIyGmW5KRkQFfX1+4ubmhdevWAIAtW7bAysoKZ8+excmTJ2FnZycaHwIgGffi4mI8fvyYKPEXL14kLBJT+2QAcFNYB+AvmX+tVkvnWK1WY+7cuWjbti3kcjmaNm0KiURCm05ZWRnq1KmDDh064NKlS/SctG3bFhKJ2EKBdQ379OmD/v37w8vLy2jzEpqHfvjwAU5OTvDz8xMp6srlcsyaNYuk+oW06Nu3b4vAzq1bt0ZcXBzOnDljVDTt2LEDOTk51OWdOHEiysrK8Mcff0Cn05HUAftMarVatCEmJSXReGrt2rWwsLBA48aNsWbNGnTr1g2pqalISEjAgAEDiO7coEEDWiMYLbeiogIbNmyAlZWVCOuyYcMGREREEHia4zjcvn0bmzZtomKJYca+/fZbI/2e0tJSqNVqSCQSIwwY0195/fo1Jk+ejD59+uDMmTMA9Aq3QvG/Z8+eISAgAHK5XKTVZdjdZs9YVFQU6fWwz9qmTRvMnTtXJJLILCxYvHv3Dq1bt6YuNBuxsa6pp6enKAHYvHkzYWEsLCywcuVKSmiZxpBQL4jpvrAEXyKR/G0B1ocPH6KgoECkf7Z7927ExcVh3LhxaNeuHaytrZGdnf1ZrbTTp0/D2toazZo1Q79+/eDg4EAA5f80/rGJS1Vy/YmJicS0YS3yT4UpFpIwbG1tMWXKFGzcuBFHjhxB9+7d4eDggN69e0Mul8PFxQWTJk3C9OnT0a1bN7Rp0wYzZ87EsmXLMGHCBKM5I0tMWHVtiMd48eIFXr58SRWxIZDYMKpXr46+ffuiYcOG6N69OwD9g6HRaPDjjz+S6RWzppdIJEhISDBKcph3hKF/0unTp2nxuX//PqZNm4Zq1aphypQpVPkPGzYMZmZmaNu2LYYOHYpatWrB3Nwcy5cvp1Ynew1bW1sCLYeEhECtVpM1O9ughaO9AwcOQCKRVPn5V6xYQclkXl4e4UOEVvDR0dEICAig0VNAQAB0Oh1UKhW0Wi0Z5RlSrG/duoVbt27hhx9+oPd3/vx53LlzB3v27CFlV7Y4GXZbVqxYgeTkZBw/fpzAv5s3b/4k+4kp1vbr1w+pqamoqKjAnTt3RBiU5s2bk7z5vXv3SFNIp9OhefPmuHfvHurXrw+FQoGFCxdi48aNWLRoEezt7av8u8IxiFAw6927d0hMTETDhg2r/F1TYWok5OnpiZ9//pmcrdko4Pbt26KqOjs72yTVOjU1Fc7OzoSH+emnnzBv3jyYmZlBKpXCzc0NHh4eOH36NMaMGYOYmBgjrAOgV1/duXMnVq9ejYqKCnz//ffIzs6Gq6sr8vLy4OTkBG9vb9SsWZM2jKKiIkoA2b2Qm5tL+h5XrlyhTZPpbrBEb9euXTA3N8f69esxY8YMTJo0CQqFAk2aNBGZhNapUweBgYEYMWIEAakHDRoEiUSCuXPnws3NDc7OzkhPT4etra3IiJVZFHxOj2rZsmUwMzNDx44dcfPmTdjY2GDp0qVo06YNOE7P7ImJiUHbtm3x7NkzFBQUYPHixXBzc0Pfvn0/2eFlWDc2gmQj5A0bNlDna+fOnZBIJCK8kTCYo/vFixcRFhaGqKgomJmZYfz48fD390d2drbR79y6dYuuiWEH4uHDh3SthKaK79+/N6n6K5VKodVqceDAAXAch6+++gqZmZmoW7cuJUqHDx/GsmXLMGnSJGg0Ghw6dAi//fYbOO4v7NqLFy9QUlKCgIAAUcfj0KFD0Gq14HmeVJBZwVVVx3zr1q2ws7MDAJFrOFtTAwMDsXv3btG9wO4/1ok25ZX3n0SrVq0wffp0eHl5kYfarl27PqumLfx+eXk5zMzM/qv38Y9NXP5fRF5eHlJSUujfX331FQHQXFxcaJYqk8kA6HUe2LhFODIwDOGc8datW9i7dy9mz56N4OBgEW/+4sWLGDVqFAHiZDIZMjMziVZoKnbt2gUrKytUq1ZNBOKqXbs2UlJSCAycn58Pa2trBAUFwc3NjYBWwlER6/QIgX9CKuj169fJEZmN4YKCgpCfn4+srCyar9vb2yMwMJA2VDY6Wr9+PXbs2AEHBwcolUpMnz4d/v7+8Pb2RkFBAS5duiRi2wD6OXVRUVGVn79nz56wtLQkHJKVlRUaNmyIFi1aYM6cOSgtLTUaT8ycOVP08CcmJoo2ymPHjqGiooKup7DSEl5re3t7DBw4kNgGpkJIYQf0HSSNRgPg04BYJjrHOgVBQUHo3bs3AL0eyKRJk2hDZgBBc3NzasHevn0bPM/jyJEjyM7OphGVu7s7+vTpI9JVAcRjELVajbi4OOTk5MDDwwNOTk5GQOPPRVUjoebNm2PXrl0iSiTTnDh9+jTJ4ZsKRmtm/y+TyVCzZk2kpKTAwcEBPM+Ty/bRo0fpPAuxDlXFqlWrRLonDKDLvIlYV4DJFcyePRuAfo1QKpVo27YtJScuLi7Q6XTIzMzE/Pnz4e3tjfT0dHz99deIjo5GWFgY5syZY2QSCui7I/Xq1aPnkmk9CRWa69WrJ2KRAX8x/j41nn7+/Dk6dOiAGjVq0NcY1Vz4udm4xsHBAUlJSfDz80OHDh3w+vVrUYdXp9NBIpFg+PDh8PPzI9Atw8B9+PABPM8T/oIZKPI8jzFjxkCn06Fhw4YiLBizCXj48CHy8vJQWVlJ455Vq1bBwsICly5dwq+//oorV64gLy+PhA5tbW1x+/Ztwr+wOHfuHHQ6nchU8erVq1AoFEhKSoKPjw9q165No5CCggIkJCRApVLh5cuXuHfvHhQKhcl709nZWeR5dPr0aZGGyciRI8HzPL799lsAegJE7969yQOK4zgcOnRI1DFnJJAPHz7QOV23bh0AwN7eHllZWeQzV15ejqysLEilUuTn56OwsBC2trZITU3FxIkTYW9vj/Hjx1d5T/ydqKysRGBgIPbs2UOqup06dULTpk0/q6bNRm/MeDQiIsKkn9iXxj8ucfkUUMvw+Ltx9uxZop8B+hbXN998Q5vpq1evSKCMgQ8fPXqE48eP48iRI1ixYgWWLl1qVPVUNWdkWiEs5s6di1atWmHmzJlYunQpwsLCoFKp4Ovra4Rq/1QcPnwYlpaWiI6ORnBwMHWe6tWrR6OenJwctGjRgnAsLi4upIExbNgw0nCpW7cuateuDY7TO0NnZmaC4/TeGOHh4eSgKjzq1asHNzc3Auu2atUKUVFRxPxgQN8BAwZg+vTpMDMzq1K063OhUqlQUVFBCdX169eh0+ng7++PxYsXo1OnTqhbty58fX1hb2+P9PR0nDx5kkYj58+fh1qtFoFJV65caTQ7d3Jywg8//IC7d+9i7NixlOBxnB7QbEpkyXBcEhISgtDQUNja2iI/Px9arRbBwcE0227Xrh05RjPROZYUmZubw9/fn/RA9u/fD51OhxYtWuDJkyeitra5uTnpQLRu3Rp5eXnUcRs7dixhYi5fvkzvtbCwkICCN2/exMSJE1FQUIB58+aJNpYvDcOREPNWYZ0hCwsL0ajDsNtlKoS05sePH+O3337Dxo0bMX/+fFy6dAlbt26FVqvFtGnTMG/ePEgkEixYsABr165FWloaQkJCRCy5OXPmID8/n5hEjo6OCAgIEHVVDEHBgB48yQQeVSoVGjZsSJ03JycnmJmZ0biK4/TUY1Ovw4I5FgvHlEwXxsbGBjzPIyMjAxKJBJ07dzZyBgf+8jszTGgAfZeDiVEyhpJaraaqntlAFBQUiHSYhJ1Sxkjz8/OjDm92djbmzZuHhw8f0vhILpdDo9Hgjz/+QL9+/WBubo79+/fDx8eHgNTsXDHaMMMIMTNUf39/AKB1l417mNu0cHxj2H2oqoA0TDCePXsGNzc3bNiwAWFhYbCxsUF4eLgIN8N0i2JiYuDv749OnTrB0tISmzZtAqDXuElISKD34eLigrCwMHo/3t7e2LNnjyihZErCDEvl4OBA57NJkyYierNcLkdsbCwWLFhAxY+dnR2WLVuGfv36mTwPTHmYJWPz58+v+oH6wujZsyeys7MRFxeHsLAwUXHJujufU9OeOHEijcXYXqPRaKgA+Lvxj0tcPgfU+lTn43PB2pSfoikD+uqLCboBoKyYLQxubm4iS3XDOePPP/+MRYsWwdvbG6GhoSZxFYC+U1O9enXUrFkTzZo1++LP4efnBxcXF6xYsQL29vawt7eHVCo1Cdg9cuQIJBK9EBYbB3Xs2JFAe4y9wqoxVmWZUlfdunUr8vLysH79ehw8eBDNmzeHr68vjYKUSiVRjNnBNDRcXFxgZmaGnj17fhI4bRjh4eHIyspCSkoKwsLCcOnSJfTq1QsSiYQSxSdPnmDIkCFITU01AvU9ePAA+fn5SExMFL3u/fv3sWjRIhQVFWHXrl2EWWHsq9jYWFKvjYmJIUdgYbBxSYsWLeih5TgOYWFhRBu1srKi88jOV8eOHUWicwBEmylLMGQyGY4dO0amciy5ZEmLSqWixeT9+/eQSCQkE9+9e3fqJvy/CHbO2UjI1tYWvXv3hkQiwa1bt1CvXj3ExcUB0C9+TNHz9u3b6N+/P7lLC+Pdu3coLCzEw4cPsX//fjg6OsLV1RXVqlWDTCbD9u3bUVpaChsbG0qaXVxc4OnpSRuFkN6s1WqhVCrRt29fjBgxAq1atSIX89GjR5MgomFUVlZi27ZtmDx5MjnqmjJI3bt3L6ysrNC8efPPsiiqVatGI0tA35nleR5nzpyBubk5bXgLFiwAz/NGOhhr1qwxMu5jUV5ejoULF2LWrFk4c+YM9uzZA7lcDoVCQZ0AOzs7bNy4EQMHDqR7ycbGBjKZDN9//z3Onz+PLl26wMPDgzq8rEvF7k22hghxLWPGjCHdHfYzdevWhYuLC0pLS9G9e3dIJHrqPDvfwrUT+Gvc4+fnh/T0dML9WFpaYvHixVi3bh04jhNZrRh2nkpLS0lvhwFdGzVqROKaEydOREBAAK1HDJB76tQp+Pv7w8zMDFqtlmAI79+/R5cuXdClSxfk5uaSHpCPjw8pAbO9SChAmpGRAUdHR4SGhsLJyQlpaWnkeJ2YmIjIyEg0btwYNjY2CA0NpWeYTQKWLFlCXf6kpCQqmo8cOYImTZqYVBn/b+P06dPo27cvRo8eLeqUvnr1Cl9//TU4Tm9KaqimLVTbzsvLg62tLX3/+fPnKCoqglwuN2Igfkn84xKXT5msmTJd+zuxf/9+SCQS7N+/H2PGjMH48eNRUlKC4uJiEqIaNGgQRo0aRR0DBgoG9KCo27dvo3nz5nB3dyegpnDOOH78eMjlcoSGhiIuLg5OTk6QyWTo16+f0fvZs2cPdDodjh8/Do7j8M0333zy/W/YsAHbtm0Dz/NQqVTYtm0bbGxsUL16ddStW9eklw+r1mNjY8FxHFXhRUVFokpGoVCI1IKFFDhGfevevTuioqLg7OwMlUqFiIgInD59msCfQrnsqhSHDcFwhsBpwzh37hw5VjMGAnvYhe6xLF68eIGnT58SBfbSpUtYs2YNHBwcPnluGzZsiAkTJqBbt24E7GSmgc7Oziadc9m4JC8vj86jpaUlYZHYaOtLALEajYYqPpYg+fr6oqioSAQWnz59Op3f8+fPg+P0TrxsHMOwBTdv3gTP8yJPl/+XsXLlSnoPly5dQkVFBbnG/h1mHAutVoslS5agsrISlZWVaNmyJcLDw2kUcP78eUgkEpw9exbAX2ajn2JX3LlzhxRDmTuvUDKgUaNGIhCkMFJTU6s0SC0qKoJKpRLRsYUmofXq1YOdnR3Mzc0RHR2N+Ph4uLm5QalUIjU1lXzB2IYaFxcHrVaLHTt24OPHj7h27ZpJ6rOpc8b8cfLy8mBtbY2aNWsCAAYOHCgC5xt2MhjI2TA5evfuHS5evIj69etjypQpaNq0Kezs7PD9998TroX9TEpKCmrUqAFXV1csWrSIXsPDwwPffPNNleB4QP+cK5VKHDhwAI8ePYJEIoGDg4NRF+VTwUwV7ezssHjxYkyZMgUlJSUoKysDoKdHN2jQALa2tqKuAtPoYY7hpsCuR48eJcap8Nyp1WqRqvVvv/2G3r17QyaTITk5uUqrDYbNCwsLQ7Vq1QjjAuinDufPnzeyDrl06dJ/BMT9kvjw4QN+++030deEatpmZmZGWmlforY9YcIEuLi4GH2Wz8U/LnH5v467d+8iLCyMZO4tLCxQUFAACwsLREVFoUaNGjTaYAeraGNiYkyqCK5ZswZqtRo9evQwmjNWpRViYWFhZCx3/PhxyOVyvHr1ChzHERq+qigpKaEHRyKRIDIyEt27d4eVlRXCw8NFgN3S0lJUVFSQ6m3Pnj1FM3XDxYu1jYWHVColhVSmGyIcrfj7+6NatWpITk6Gvb09unXrhoYNGyIwMBCWlpZ49+4dOI5DaWkpjh49ijFjxkAikRA6/XPAaVPx5MkTWtg+9QBv3boVUqkUO3bswN69eyGRSNC1a1fcvn0b+fn52LlzJ65fv46dO3fixo0bpIx8//59SCQSYuxkZGRArVZj48aNRsq9wnFJdnY2nj59ii1btpCFgUajIQqvKUCsn58fsrKyAOg39BUrVmDlypWk8yJsSzO6OhtfeXh4ED7J0tKSRgls83z+/PkXdRcBPQ4iKysLmZmZGDFixGfFuwC9SJYhlgX4ayS0YcMG8sb5UmacMFingwUT3WNYD4ZjEuKPbG1tMX78+CrHrsXFxYSVEN7nVlZWMDc3R8OGDaHRaLBjxw6SVDh37hwCAwNhbm6OwMBAMki9c+cOli9fDgcHB8hkMtja2mLu3Ln48OGDkUloUVERkpOTRd0LBnZndGkmu19SUoJ3795h5MiRxA4UUp8NgykT37t3D4mJiejbty9dU9YRuHnzJj58+ICtW7di7NixoqIiMDAQISEh1DURUqmFkZKSghUrVsDf379Kl3bGVDHsmrP1iud5WFtbIyUlxWSRlpGRAXd3d6SkpMDCwoJEDdnnN2QNmQqWYLBzzQ5XV1fR2MXb2xvLly8HAOrotG/fnpKkDh06iCjMmZmZ6NSpE9q2bYvc3Fz6OuuYv337VvT+mMmlo6MjvLy86DA8n0VFRTh//jx4Xu/oPnfuXFIk7tChAzZu3EhJFut+8DxPxdGXxJcImbKi0M3NTTTiNVTTNozPfZ910/5usvU/k7jcu3cP+fn5yMjIMFrUPhXv37/HzJkz0aNHDyxatAi3bt0iKjSgZ7WsXr0ad+/exbt373D16lVkZWWB47gquwBMn8XS0vKL54yLFy+GTqcT4WPKy8thY2MjAqwJw9AlmhlmMaqvWq3Gw4cPieoYHByM9evXIzk5GUOHDiU3WcaK4Ti9t9DGjRthb2+P9evXUwXGKH9MrbJatWpQqVTQ6XQoLS1F//79IZVKMWTIEMJ/hIaGIioqCgMGDKDqlYFEmXIio+16eHhAq9XCzMzMJDrdEDj9qfj48SM6duyI27dvY+rUqTAzM0N8fLzRw9G3b19YWlpiyJAh4Di9OFpiYiJJh7NkjLG//vzzT7x9+xZJSUl49OgR0tPT0bRpUyiVSly9ehVSqVSkG2I4LgH+As0+ePAAISEhaNu2Lfr27UvJCAPEWllZEYAvJCSEsABJSUlYuHAhJk6ciD59+kCj0SAzMxN79+7Frl27oFar4enpSRtCbGwseJ7HiBEj4OTkhOzsbLi7u9N17datmxFQ1zB69OiBgQMHYvDgwYiKioJSqawS6Mo8ithY0RDLwuLZs2eEx/hSZpypOHbsGM6cOYPS0lJ4e3uTzD1L4ISAyokTJ8LOzo42yDp16mDcuHGYNm0aRowYgaZNm4q6gqY6gYb/TkhIQLt27Yy8n4qLiwkbUa9ePdjb20OlUiEmJgYvXryo0iT03bt3ePDggVEFeuDAAaPx96NHjz6rFyUU39u/fz+USiWaNm0KT09P6joyHBPr3LBNSiKRICoqChEREVQQCbtJGzZsQEVFBRo3bkwdBJVKRV0uQN8VFGpeVXWwDtfs2bORmZkJjUZjBHpn3Qr2TDL7B3Zura2t4e7uDmtrazIv/Fy8ffsW3bt3R2ZmJo4ePYr379/j6tWr1CVmgpCBgYGiUZNhh0SlUsHb2xsuLi5QKBTIzc1Fx44dkZqaCp1Oh+7du4tYTe/evcO2bdtQXFyM0aNHQ6vVEotw0aJFsLS0xIMHDzB48GBcuXIFEokE9evXh5ubG2rVqkWKxFZWVoiLi8OjR4+oMzd16lRIpdIvxnkKE7iqDna/5+TkwNHREb///jvGjx+PJk2aoHnz5pg1a9Yn/aGqij/++KNKPZpPxT82cTH0RgkNDYWbmxuZ4U2dOtWkc+V/EkuWLEGPHj1QVFSEbt26wdzcHG3atCGmUGVlpcitGQCmT5+OqKioL/4bDNNw+fJlzJ49GwUFBUhLS0N4eDjq169PgDVhGCYutra2Ji3Mhf4nw4YNQ1FREYYOHYrk5GSqWJRKJdEOS0pKoFarERkZSUwLpVIJf39/qFQquLq6QqVSkfVBYmIivvnmG8KVzJkzB1KpFH369IFCocCHDx/Qt29fo8UqMjISdevWRVxcHHx8fFCnTh2qvAzR6WfPnqXkIjU1lQ5nZ2fIZDKiMYaEhIgEpw4ePIjS0lLUqlULXl5epOvCDkaR5ji9dxHTqtm9ezekUikiIyPRtWtXxMfHi841oK+U/fz84O7uTuA0ZvpWVQjHJYWFhbCxsUHv3r1x69YtTJw4Efn5+cjNzUXbtm0JQzNy5EgcPHgQO3fuRPfu3SGTyTB8+HAAemzFnDlz8PHjR0ydOhWurq5IT0/HtGnToFQqacORSqWoUaMGoqOjUVRUhMDAQERFRZkE6n4uxowZA7VabbLzYmtri+HDh+P58+d48+aNCMtSVXyKGccS7apYTStXriS3XDc3N3CcHgzONDKECyKT+R84cCDq1KkDMzMz6HQ6BAQEIC4uDr1790Z5eTnZIxQWFpL7OcfpzUdHjBgBqVRKRooymeyT3k9Cg9QzZ87Ax8cHnTt3/tsmoZ+TBfiSeP78OYnXFRcX4+DBg5TkCQGmWVlZkEgkpClTvXp1KBQKtGzZUkQmmD59OqysrODs7IwmTZqgsLDQaJTG/NJGjBhh8hg2bBisra3h4+MDCwsLnD9/Hu/fv0dISAgZrRoGS0qZlhHrkAkB9V96rgwTCiFtuFevXnB2dibl199++41UxRcvXoyysjI6UlNTYWVlRaBs1k07duwY+fwYspqEcfPmTUyZMgVWVlZwdHQkMDMroHieh0wmw9dff41nz56B53mUlJSQrxDD3sXExFDH+XNr0X8Sb9++hZOTE6Kjo2m9ZV1JZ2dnFBUVmdRXY3HhwgXRyGnt2rVk7/F34h+buJjyRnF0dCSBLo1GY9K50jBu3ryJ7du3o7y83GiGx2Lfvn1o1qwZ6tatizZt2mDXrl3EFLp58yZ8fHyMqsKKigqibn5JMPGs2bNnY8CAAZQ9y+VyREZG4vvvv6fqhR2+vr7k/Mzs1R0dHdGuXTu0aNGCAI/+/v5Yt24dPDw8oFAoUL16dbi4uMDCwkI0xw4JCUFSUhLJPAuTDNbulsvlCA4OhoeHBzZs2EBJDZMt//XXX3Hv3j1wnF7PgSUzSqUS1apVo7Ebw9QwKmhRUREuXLhAi87x48dFIzU2LuvZsye1z4uKipCZmYk2bdqgbdu2qF27NmQymQigJmxLs89pCORmi/bSpUthYWGB0NBQFBYWokGDBlAoFPj3v/8NuVyOwYMHGyUucrkc+fn5ePv2LWErPhfCaluj0RDbCtADtxngee/eveA4DuvXrxe1bcePHw+pVIolS5YgLy9P9DkaNGgAMzMz3L59G0ePHhVpjwir25YtW9L5/U+AurVq1cLgwYONvm4ItBNiWf5u5OTkYNasWUZy/cL48OEDrly5gt27d1NLn7l8SySSKn8P+EtfpaysDDNmzMCpU6dw5coV5Obm0hjr5MmTomexdu3akEqlAPTjFrVabeT9NHr0aAwcOFBkkMo8tfbt2we5XI7JkyeLNJw+ZxL6fxFFRUWoUaMGevTogcGDB8PT0xP16tXDo0ePcPToUeTm5iIzM5NGUKwbGhERAYVCgYiICBGV+r8JxlRxdHREUFAQ1q5dCxcXF0pW5s2bV+X58PHxQVJSErKysiiJ12g0fwvvwsJUQnHt2jXcuXOH9IWEyei4ceNISVyIw2OvwywAjhw5gnfv3mHjxo20qQ8aNIhMM7t27UpAecMYO3YsWrZsidmzZ5ObeUBAABmVMvftH3/8EZMnT0ZWVhYsLCyg0+ng5uaGtLS0T2qq/J34888/jTor7dq1g1QqRWhoKKpXrw6ZTIa4uDgolUq4u7sbaasJoRQzZ84kO4no6GgolUoUFBT87ff1j01cDMPBwYFoatOmTTPZoTCMpUuXkmEY6zpMmjQJwF9MoarAeEyjxMPDg2ie7u7ulFQwnEhVc3rW4mYxc+ZMWFhYYM+ePSKtB2F8yvm5tLQUPXv2JHqzTCbDmjVrsGHDBiQkJKBOnTrEemKUyICAAISFhaFz586itnWLFi3g4eGBhIQE2uzMzc3RrVs3NGrUCDzPk24Ax+ldXD09PaHRaFBZWUkGi35+fpTMSCQStGrViub3Pj4+qFu3LjiOQ+3atXHu3Dn89NNPVEkxZhOL/fv3Qy6Xf5aayxYuNp4QgrWzsrLQrl07IxD3mjVrIJFISPpbKpVCpVLhhx9+QHh4OMnC+/j4iO4Jppp6//59vHv3TpS4ODo6wtLSEq1atfokAPZTAF1hi9ZU61Y4vhACdCUSiUnF5ufPn+POnTtG1c1/AtRdtWoVbe6fCiGW5e+GcM5vmIAInXF5Xu+Zk5GRgczMTBo7REZGGr3mrVu3cODAAWL1paen4/Dhw0SFZaBPod0GS9CFwO9ff/0VBw4cgJmZmZH30+7du5GVlSUySA0LC0OLFi3w8uVLegakUin9HUPHYgB4+fIlhg4dioYNG6JVq1aYOnXqF2/IpuLJkyeYNWsWWrdujfT0dAwcOJCueWVlJZycnCCRSODr64tRo0Zh3bp1RKVmnVe5XI6aNWtiwYIFWLlyJVauXIlDhw591txVGN27d8f27dvRoEEDaLVadO/enajubm5uAPRYFNbdefv2Lfbt20ddit27d0Oj0RBNHDDNGvqSMKRJP3nyBF5eXrCxsaFODrNaAP7SIzHsCDs7O6NDhw6k/MsIDR4eHggNDaX3x8busbGxsLS0JN8kYSxcuJCo4jY2Nujbty/ev3+PAQMGwMHBAU2bNiWQNYsNGzZArVajVatWNLb7v4js7Gx4eHgQJsfd3R2urq6wsLAwcrP+0jWB2UlMmjQJFRUVRtpdXxL/M4lLjx49EBISgtevX2P79u1fpMyn0+kwd+5cHD58GAqFAl999RVkMtknnaRZFBYWQqVSYfny5SYTisLCQpibm6O0tNTk7wtb3Ew8Szg//m/i6dOnCA0NRZ8+faid6+HhgaVLl+L48eM4fvw4duzYQQaDlpaWZGa3fPlySCQSHDhwgHw4WKvccL7PWvMswQkODsb79+8xdOhQWFtbk6Giq6srdWQ4jiPzOEYP5jiOKmSO47Bt2zYcPnwYPM8jNDSUgNPdunX7os/fokULtGvXzujrU6dONWl8x/ADZ86cwZ07d+i/wF8qtXXq1EHPnj2xZ88e6qwJxeSYbxLDG5SXl2PVqlUIDAw0MmkTxucAulUp1u7atYsSRYbDunz5Mp4/f46rV69i2LBhUCqVKC8vx8ePH5GQkFDluOXvAHVZMJO9z22kQizLlwTDTbA5P8OMGEaTJk1Qq1YtTJs2DWvXrsXWrVvRunVrSKVS2NraQiLRG0xu2rSJFJBv3bqFsWPHUvJnqK/y5s0bPHjwAKWlpdSBuXjxIjhOrz3D8zwVLD169EDNmjXpfjL0fmIHC0ZdZ0nw1atXER8fD7VaXaVjccOGDREZGYm2bdvC2toaMTExqFGjxt+yXvg78fHjR+o6T5w4EeHh4SgvL8fMmTPJS8mwe2e4JrAOBAtDIK4QjMukERYvXow3b97A0dERarUagB5oqlAo8Pz5c0RFRRG9eNiwYQT49vLygoWFBYYOHYqxY8di8ODBMDc3J9aQcJRTVQgTnjp16pD4X3BwMIYOHUqgXBZ//vknsfOEZoulpaV0HgIDA2FnZ4dGjRpBItGLepaXl9O9w/M8GaGam5vDwcFBRGQYPXq0ySKCEQPOnj1rtNkz1eKAgIDPAn//TjAmV3l5ObRaLX7//XfY2dlBpVIhJycH9vb29Awx/6Sqntn/y/ifSVwePXoEZ2dnxMbGkttuVYA+Fi4uLhgzZgx69+6N0NBQAMCgQYMQHR1t9LObNm3C5MmTUVpa+kWKhEIvEsNg7bP4+HiEhoaiWrVqiI6ORt26ddGsWTOMGzeuyrHVl8bWrVuhVCoJs2LqYPoiPM9j8uTJaNGiBXieJwAYA+zevXsXeXl5kMvlxKgyXLCE5mjm5ubkKBwcHIz+/ftjwoQJlCTZ29sjKipKpOmyZs0aODs7U6uYucmOGjWKgNMMf2LqUCgUMDc3h5eXF+rWrSuaxbPYsWMHgYKF1MsrV65UabKYmZmJefPmwdbWFqNHjxbhLZjPEQDyYDEEVd68eRMKhcJI44WFKbbQlyjW3rx5kxaxHj16ID09HZs3bwagr2isrKwgkejVfSdNmkQjlJCQEPJrYgnFqVOnIJPJ/pbQ3OvXr9GkSZP/SOjxUyFMtJl9g6lgqrMsmfj3v/+NV69eoXbt2vDx8SGvIVMb6ps3b3D+/HlkZ2eb1Fc5fPgw3N3d6fdtbGyQkpICFxcX/PLLLzTqzM3Npetz7949ckFv3749gTbZGMrV1RWFhYXw8vKizfmXX36BXC7HmDFj8N133+H9+/ekNvvDDz9AoVBg//79ePLkCXiex8mTJ+Ho6Ih58+aZPCd/V5wzLy/PSABs5MiRCA0NJaPI4OBg6tQqlUqkpKTgu+++Q4MGDRAWFoY///zTpK0C67wsXLjQ6Jg6dSrGjRuH8ePHQ6lUwtzcHFeuXMHXX38NuVyOsWPHYtq0aXByciLCwdu3b2Fubg6e56kzffXqVWRmZsLX15cgA46Ojkasoc9pej18+JB0WBggXyKRwMzMDJGRkcQCBP5S9mXrs1AZW6PRwMrKirSuevfujaFDhyI3Nxfm5uYoKSmBSqUi9WDh+llaWoq5c+fCysoKDg4OqFatmtEe8PTpU1qvDx48KPoemxDwPI/nz59j69atKC4uFo3V/5NISEgw6qyMHDkSHMcZfX6mg1ajRg3UqFEDQ4YMEXV3DdmJ/w0G538mcQGAy5cvw8bGhir5z83t161bRwZtbNH/4YcfIJPJjNrpQiOwqphCq1atIoYSz/Po1KkTDhw4YLSZMddeqVRqdAhvaLYpf0kwEa/8/Hy0bt2aNFdsbGzg5OREh62tLaysrESiUJaWlmjcuDEqKyuxfPlyAh+GhYXByckJwF9KnqGhoTAzM4OZmRkxpzIyMvDbb7+RoaCLiwsBQ69du0aGlyEhIWjXrh2p3bLEiR1CSqcpJVAmtFTVwTwzGGDM0Dvom2++gUKhAPBppdbz58/jxYsX2LFjBywtLbF7925YWVnh2rVrOHHiBGxtbambVKtWLZGXi6lIT09H//79TX6vsLCQsCIMoPs5xdrHjx+TwVvt2rXJJJOBKz08PAjHwjBIAQEBsLCwoA0pMDAQrq6u2Lt3L2JiYsgvxTCOHTsGPz8/WFhYYNSoUSZ/5v+XYag6K3TGffToEfr06QOZTIaysjIjOv2qVauqNLw8fPgw0W2F46Nnz55BIpHg2rVr9LObNm2iTVWtVpP/D3ud8PBwURLFaLaA2FPLsOOVnZ0NPz8/xMbGwsbGBq9evcLw4cOrZNeZ6m58SpzT3d3dKGEfP3485s2bRzIJEokE/fr1w08//YQ9e/YgJSUF5ubm+Oqrr0QdRkNbhS9hqrCDAXGXLl0KR0dH9OzZE7GxscjJyTEiHJibm6NPnz6wsbERYeD+2xg2bBiCg4ONOkpbt24VFUHDhw8nGIKw4wL8hXkzTEp4nketWrWQlJSEtm3bIj4+Hh8/fsSWLVuoY8vi5s2bePToEXXMWQwYMADr168nkbtu3brhxIkTePv2LakUW1hY/J+Dcm/duoWcnBzk5OQQ+3DFihXgOM6os8IYbBMmTMD48ePh4OCA5s2b0/f/Djvxc/GPS1wMLcANj8zMTBGO43Oibc+fPxdtEFWxA74kdu3ahaioKJibm8PKygqurq4Eai0oKBB1O5jqYpcuXRAREYFZs2ahcePG2Lx5M0mXt2nT5ou0S4C/RLw6duxImB3hw+Pq6oqsrCx6fwwHo9VqsW7dOoSFhSElJQUHDhxAXFwc6tSpA5VKRXgbNt7p3bs3pkyZgqlTp2LFihVGCd7Zs2exceNGNG3aFPXq1cMff/yB0aNHY/jw4dDpdIiMjIRarYa7uztCQ0NFi8SgQYOoIpw7dy60Wu0n7Ruqojr/+eef8PHxQevWrUVV5vr162Fubk7/vnfvHh49emSUWHbr1k20gLEWNaC3ZWD3l0ajga2tLYKDg9GlSxe8fv3aiOkF6Be0z5l9moqqvIxycnLg7+9P769nz544deoUJBIJVUNSqRTLli2jJEWlUqGsrIy6ZsKNVAjUNYzw8HC0atUKs2fPNlnp/X87DDVQAL3qbI8ePfDy5UsSmvPy8kKNGjXQsWNHAs8CIH0VJvMfEBCA1atXmzR1BP4aH7FOArOD+PXXXzF27FhcuXKF1I+ZS/Hs2bMhk8lEtOA3b97gypUrIsro27dvUaNGDdSpUwdjx441SqSfP3+OiRMnon///iQceODAgSoVcv+uOKeZmRns7e1JKFMYbPQ5adIkssZgaxdTfeU4Dn379kVJSQkmTJiA+Ph4VKtWTWRaKIzu3bvjxo0b2Lhxo4iuPG/ePLi4uCApKQmtWrUi+f8ff/wR1tbW6NixIw4ePIjc3FwaRzs5OWHFihV4+vTp/2kCAwBubm7YuHEj6tevDy8vL7Rr1w579+7FkCFDIJVKsWrVqip/97vvvsPmzZsxfvx40myprKxERkYGeJ7H2bNnYWVlhT59+mD//v1VdoO2bt0KMzMzrF+/HkeOHIGlpSWcnZ1RUFCAIUOGQKfTwcrKihJSGxsbjBo1ChKJBEVFRSgtLf1bI9q/E0xd+XNMxAsXLkAqlYowQsL4FDvxc/GPS1yqUhoUHmlpaeB5nhyP/068f/8enp6eIg2Bjx8/fnbsZPgaDFEdFxcHnU4HpVKJhIQEI8R1UFAQfH190aFDBwQHB5PU+ZgxYxASEvLFf1Mmk2H37t3o1asX1Go1fHx8YGdnBw8PD+zevRu5ubnQaDTEZDh9+jTMzMzA8zxGjx6NFy9eIDg4WGQ0xwwmhQZvPM/D19cXMTExqFu3LvLy8mhBa9WqFRo2bEjut1u2bEF0dDTc3d2RmJhIuBhDgS/hYTgH/1Sr9+LFiygvLyexNiGVcd++fQSkFFabwr/BDoVCgYSEBOrQVFZW4syZM7h+/TrOnj1r9GAx9V1TYyBTicuWLVvg7Oz8xdeShdBYEdCPQ8vKymBpaUmMI47jkJWVhSVLlkCtVuPVq1ckTMfGd2vXriUxPAbcS0hIwLhx4z7LfJPL5XTPNG7c+G9ZT5gKQ2bcp46q4sSJE6IEoHfv3rC1tcW///1v7NmzB1KpFIsWLcKcOXPQoEEDUvY8ceIEunbtiuDgYLRo0QIdOnRA3bp1SRV6//79NOJgjER2MONEds5tbW2RlpZGLDmNRkP31+TJk5Genm4EtjWM7t27Q6VSwc3NDWZmZl+0gN+5cwc8zxsJ+/0nwbqjI0aMMPre+vXrYWlpicrKStSvXx95eXm0ZsXExNB5EK5pbLTM87xJxllUVBT69euHX375BTzPkxDg0aNHIZPJ4OHhgR9//FE0fti9ezeCgoIIK8cS+UaNGlGBxrBwX1rkmYrt27ejb9++KCgoQI0aNdCvXz98+PABU6ZMQUBAACwtLREZGUkEkE+FKYq10EiUGYAyQLipePbsGThOTzNmZAFvb2+8f/8eU6dOpSLlwoUL+P7777FgwQIiGMTFxcHR0REKheL/rEu6d+9ebN26FRs2bCDtqC9JjBITE0m6wVRUxU78XPzjEpcvCZbJFhUVoX79+kbfr6ysREVFBUaPHk36LKbYQy9evBA9pDKZDBkZGZ+d6zOPhosXL+LDhw94+fIlPDw8MGPGDKOf9fDwwMyZM1FSUgJzc3OcOnUKM2fOREZGBhQKBcrKyvDq1avPfubq1auje/fupGJbq1YtXLhwQSTiNXz4cMTGxtLvMCAa0ylo2bIlAW7ZYWVlRaMIwy4ES3JUKhWcnJyg0+mgUCjg6+uLOXPmIC4uzigJMjc3JyEu5sbK7N2Fc+n4+HhcunTpi+wbnj9/Dmtra2zZskV07SQSCebMmYOKigqyPxg+fLio8rx8+TJ27tyJjIwMWFpaVklRrCoMx0AfP3400vT5nEZHVVEVVdrHx0cktMYYFhEREZg8eTKmTJlC41KG6WFieD4+Ppg9ezaOHj2Ka9euGY3jDMPf35/YbUuWLBF5dP0nYQrIXtVhKgw7LgcPHkT37t3h4uKC9evXw9/f34heOXz4cFEi/DmWFs/zWLNmDR2rVq2iJFClUhGbTqvVYuvWrdQhlUgkqFOnDqysrNClSxcEBASY/AwHDx7EpUuXoNFooFKp/pZUOwNSM4FMYRhqWwmPdevWYdOmTSLZBp1Oh5kzZ8LS0hJFRUW0zly5cgUeHh4kBrhlyxao1WqiUhcWFhLORxis27Vw4UIoFAo0bdpU1GUePnw4Bg4ciHHjxsHa2hqzZs3C9evXCYhbVRiOZAC9t5JOp6PRds+ePaFWq3HhwoXPnkNT0aRJE2RnZ6Nly5bkXt+0adPPqpWbCp1Oh7y8PLKGKSwsJKBvnz59UFJSgtzcXKOijGkf3b9/n0bljCTwyy+/wM3NDTY2NlAoFBg4cCAUCgX69euHgwcPkvWHUNn4wIEDcHV1FXlg/afx1Vdfwd7eHlqttsqxNwCUlZWJOofDhw83uQez+FImkmH8TyYuTKxp48aNtNAKT+icOXOg0WhQr149tG3bFjExMZBKpWjXrp1IuTYsLAzR0dGYMWMGlixZAmdnZzg5OaF27dpV/u3y8nJCwPM8D1tbW6xbtw6TJ082qYFw/PhxrF+/nhbPM2fOIDIyEvXr14dEIoGtrS0cHBzIDK2q+BIRrxMnTkAikSA7O1uk79GyZUv8/PPP8PDwQJs2bdCtWzd06tSJqkmZTEaeE8LORY0aNZCRkQGlUklmgjVr1oREIkF0dDQJRLGfZ/9OS0tDUVERbQDMov3mzZufVQKtKtq0aSPyarl8+TJ4nse0adMIO9SsWTNRV8ZwzOjh4QFzc3PCFjk4OBBbhH1NKpWKQMHstb28vNC+fXv8/PPPoooRELOP/k5URZXevXs3gaQZ68jLywtKpRIODg7Q6XSicy9kutjZ2WHcuHHgOI4UTdu1aydKXj5+/Egg5ClTpsDW1ha3bt1CRUXFF2Ou/l+GEJ+0cOFCSqwZtVV4jQH9SMbV1RU5OTlVvua+ffugUChESrvCePz4MczMzLB06VLcvHkTHMfBzc2NOmJv374lhtWGDRvg5OQEuVxu5BQPAEOHDqVnol69en9Le4SZZQrHUCwMta0MD6YabGZmhgX/H/bOOyyK83v7Zyu9914EFFBAwAoIKogVNSrYRbHFErEj9oK912DHrhErdhSwi7GBDSUqimBDsIDS9n7/4DfzZWF3WZomefO5rrkSd9ozw+4zZ57nnPtevx5NmzbF6tWrcefOHVYJ29DQEFwuFx06dGCnYBh9pfnz56NXr17sy9zly5fLaWDdvXsX379/h5WVFZSVlcuNMDNLo0aN2Pb4+/uzuXTSKPubEggE4PP5WL9+PVsxExAQgE6dOlV4Dyti6NChUFFRAY/Hg5GRUbnvU0UYGxtDR0eHHaFj7oWamprYPXB2dhYLXHR0dDB69GiEhIRAR0cHampqYmKbrVq1YtXI/fz8WBsXRi27tNAbw+nTp1l9odqEyW8p6ze1b98+tsRdEvJWJ5blXxm4fP/+HS9evEB8fDxbFl1aqTIjI6NcSWFKSgocHR3ZXAagJOu+rNmWkpIS1NXVpZ7b2NgY4eHhiImJAZ/Px6JFi8Dn87F9+3ZwuVyZCoGlH9i7d++GtrY2vn79ih49ekBfX7/CMjNJ8/+lRbxSUlJARAgJCcHEiRNZm3gzMzOoqamhefPm2Lp1K+rXry/2YA4NDWUFqUqrVjL3Yc2aNazg0ZUrV7BgwQIoKCiIKXISlZRBM2XPgYGBWLhwIYyNjeHg4AAVFRWJQ9bysmTJEjRp0gShoaHYvHkz3N3d2bySr1+/Ijs7u9w+ZacYGT+Yli1bwtfXF46OjuDxeDA3N0d8fDzi4uIwcOBAVgk1Pj4ec+bMYcvqXV1dYWxsXC45rnT1UWWoqFRaSUmJLQcdNWoU6tatC21tbVhaWrIjZzNnzsTAgQMRHBzMVjc0bNgQ7u7u7APIxcUFlpaWYt8v5kFRVFQET09PODg4sN/h6iCr0kVazlFpRCJRpVVngZI3Rmm5IUDJd4TD4Uh8Y1+wYAEyMzPZ5HM9PT00aNAACxYskKgXxVR/cDgcqaaB2dnZrI5UZbRH5HWwl8anT5+wZMkSCIVCjBw5kk0iFolEuHbtGrZs2YKjR4+KPeimT58OXV1dBAcHs8J19vb2UjWwgP8l18uykxCJROyLhbRKzkuXLkkccWE0oPh8PmbMmAGgJHlXWVm50oZ9ZdHW1kZsbCzq1asn90hYaZgSaw6nxDKgfv36GD58eLn+u2yOi5eXF2vwaWpqilGjRolVBUlbZFliMCN00qoTawppgUt8fLxMAcqqVif+KwMXhoSEBLb0UB6uXLkCdXV1NlmNCVri4+Mxbdo0tGjRAkQkc6hMR0cHkZGRmDt3LjvMP2jQIHh5eUFTU1OujO/i4mIMGjQIrVu3BlDyNmdrawsrKyuxCFzS4unpye4HiIt4RUdHQ0FBATdu3ECDBg3E9BGUlJRYuWlmCsjMzAxCoRChoaEQCATQ1tZGq1atQFSiY0FEeP78OTIyMsDlcjFmzBhwuVyoqanByMhILAmUGVkpnTTMdO4qKipwcHBgdXEkJQtWxNGjR6Gvr48uXbpAQ0MDAQEBMlVTJSHpoVBa0K6iaaD8/Hx4e3tjwIABuHLlCu7cuYOrV69CT08PS5curfQ1VVQqferUKfj7+8Pa2pp9q2bePkUiEY4cOQJ/f3/o6urC3d0d1tbW8PX1ZV2rly5dylYH1K9fX6q78OfPn9G2bVsoKChUO3CRp/KlbM5RRcijOpuamgoiwvLly8X0PaKiorBz505s2rQJHA6nnAFjUlISVFRUMG/ePMTHx7PtEwgEmD9/PlRVVVmNGAamlJ/R+5BFWcfiirRHUlJSaiTHZeLEiWKWJH/++Sc7ysuMXl24cAGvX7/Go0ePEBERgZ49e7LCdVpaWjI1sCRVX0kiJCSEdVovC5NrIgnGsZkJvID/qY9LCxblhRm5GzlyJIioSqJ/8vxdJdk4MPkwsvj8+TM74iipTyoNkxMlb6VRdXPQylZrnjhxAgKBoMZEFBn+NYHLH3/8gfbt22PatGls9Pn777+Xm2cuOwdXGuatq2yEHRUVhaZNm0JLSwuKiopSs8qzs7NZmXsul4vw8HB8+fIFV69ehYKCgtxDjr169QKfzxczi1yzZg20tLTkisC7d++OmJgYhIaGQklJCUePHmXn/wcPHsxOAXG5XKxduxYvX75EUlISWy1x7NgxEBG6d+8OZ2dn1KtXDxs3bmTn7TU1NbFt2zYQlXjBMD49+vr62LZtG9LT01mNFsZzo3fv3rC2thbLeeHxeBgwYABmzJiBUaNGgahEAdbb21uuvJ7SyFvqLIvExERwueUVZEsL2lU0DcQkBa9YsYJ9EHfv3r1KQ7WySqVPnz4NAwMDsQfNzp072dGLCRMmoG3btqzo1cKFC7F161bWDd3GxoZVd3748CE7RSCtk7K2tpZLE6MiKqp2kTfniOncU1NToaGhAaFQCB0dHXTu3LmcOR9QElRqamrCysqKlVHX1dWFqakpG6AzVTKlcXFxQdu2bXHlyhU0b96cDUhKu6GXvS87d+5kRfCY9l+8eBE2NjYASsTCwsLCsHbtWohEIomOxWXvMxPMT548mbXyqA5MftODBw/w7ds3seso/XIhLaCUpIE1duxYNGzYEADYqkB5XkKkjc5oaGjA1dVV4j5MjlfpvroythuyKC1KR0SV6osSEhLE/l/W3zU7O7tKCcWKiorgcrlo0qRJhQHJypUrK5WXVt0ctLLY29tDSUmpxkUU/zWBy/HjxzFhwgTo6uqibdu2+PbtG5ycnBAaGspuI2mYuTTMD+jly5dSzxMREQENDQ2J67p06QJnZ2c8evSIlYM3MjLC9evXKxX1pqWllSspZHI25BGmY0S8tLW1oaamBh6PJzb//+7dO9YxOjY2FoD4aMO1a9fY5FvmB6egoICgoCDo6OiwQQ0R4fv37wgLC2NVLxkVxWHDhoGIcODAAbi5uaF169ZwcHDA7NmzQURISkqCoaEhEhMTMXv2bNy7dw8cTolHkZWVVaWnjaqSR2JjYwNra2uoqKhAW1sbAoEAqqqqsLW1FVOy7N27N2tYWZay00BMUvCDBw/Y6qOaJCoqCllZWexUUFndCeZhU/bz/fv3AyhJ8O3VqxcmT57MJlmmpKRg2bJl4HA4WLVqldSOauLEidUOXCpD586d0aVLF4nrpkyZwrpQ8/l8jB8/HlxuiQS8trZ2OUn2skiS+Q8LC2MTcxkYxdvExESoqakhOzsbs2bNQoMGDTB16lRoaWlhwoQJ6Ny5s5gJ6/Lly8HhcNhKobp162Lo0KEAgJYtW8LS0hJKSkpStX9KU1RUBD09PTRr1gw8Ho+tPKwOZ86cEfuuaGhoYMWKFbhx4wZu3LjBTvcmJibi9u3bSE5OFgsoFyxYUE4Di6l0MzExAY/Hw4YNG+Rqi7TRmbJ91KpVqzBmzBgMHTqU1b0qWwr94sULiXlFleXdu3fQ09MDn8/HggUL5FLhDQsLY8XqduzYAW1tbbRv375CYcdNmzbBwcEBffv2ZXPNZIlt8vl8KCoqQkFBAZqammLPikWLFqFdu3Zsda2ioqJMIcfqkpycXC4nMTk5GVwul/0+9O3bV24RRXn51wQuDIwLsbq6OiwsLMQSVStiypQprOMzALx8+ZLtbIqKilh3XmnD0kKhEGfPnmXLZM+ePYvOnTujffv2Ym9fVeHLly9wcXGRqpHw+vVr3Lp1S+43ex6PBzMzMygpKaFHjx7o2rUriErkrS0tLWFgYMAOxTLqmObm5hIfkioqKjh8+DB8fHzQpUsXFBYWsg6zRUVFePLkCQICAlCnTh107NgRY8eORW5uLry9vTF69GiMGTMGgYGBqFOnDgBgy5Yt0NLSwtWrVyt8AAEl+S1M0FGZ+ejt27dj06ZNaNOmDRo0aIAOHTrg999/Zx/U69atw/jx41nNCka3QNY0EBNg1oaGgkgkQpMmTbBlyxbo6OiwsuLMtB6TbLtjxw5Wor30lNyvv/4qFpSfP38eQqEQ3759E3OtlgZjjfCjuHLlCvh8vsT5+zdv3mDdunUQCoXYsWMHdu7cCRMTExQXF8PT0xN9+vSR6xxldVp69uwpNtVqY2OD+fPno1+/fqxIX25uLhQVFeHv7w9fX1+cPHmynAlrTEwMlJWV2VFWPp+PS5cu4c6dOxAKhXj//j2OHDkCoVAo15TmiRMnsHjxYtaDqyoUFxdj69atyMrKgo6ODju1UzoALj3CUvrfpUdbmIBSkgYWEWHVqlUSR71K8/37dzbnQ9roDONqb2RkhMePH+Pq1avo0aMHa/cgyb6jKvdkxYoVsLe3h56eHoKCgpCTk4Pv379j5syZMDY2FlPTlfX919DQwJ49e/Dp0yeoqakhPDwc9vb2GDlyJICSAG3t2rXo378/G1xER0cjISEBa9euhYODAxo1agSRSCSX2ObChQvB5ZYYPDIvxYmJiRg3bhxCQkIQHh5e7dGnimCsIUozd+5c9l5pa2vDxsZGbhFFefnXBS75+flwc3PDL7/8UqEwEfPF8vHxQd26daGmpibWMXh7e6Nly5a4ePGi2ENbTU0NHTt2xIEDB8SMxTQ1NTF37lwMHTqUrTzKyMgoV60gTYKfmXeOiIjA3Llz0bdvXzRv3hzx8fEYNmyY1ASm/fv3s4qNdevWxahRo9jELmnnYhxOGflpoVAIJSUl9i2DKWXmcErMEYuLi/Hs2TNWvI7D4bCOpaWHzcsuTKl0u3bt0KVLFwQFBUFZWRkjR45E165d2ePp6+vjypUrOHfuHFsRw3Sa9erVw8mTJ8td9/Xr13H79m3s3r0bGhoasLa2LqfnUhNkZWXB2NiYDWLXrFkjNg2UmZkpMSm4NmC0XdavX1+ubP2XX35h33ivXr3K3kPmv0pKSlBWVsaRI0fKeSHNnj0b6urqMqfYGH2TH4U8iaj9+vVjxbiYHB1G6VgWmpqaiI+Px5o1a+Dt7c1+fujQIaiqqrK/k27duoHDKZF/Z6wrlixZwionGxsbs+0TiURYvnw5zpw5A0dHRwwYMABAieyAiooKzMzMoK+vD11dXTYnTVFREc7Ozhg4cCC2bt1apfwueXn16hVbAUhE6NixI27evAkOh4MLFy7A1dUVAwcOxIsXL3D16lWcOHFC4vTd9u3bJQaUkjSwpJGRkQE+nw9TU1OpozOMq314eDiUlZXRp08fhIWFoWnTpqx0RHXx8/ODra0tIiMjsX//fhgZGcHf3x+GhoYwNTWFo6Mj+Hy+XKMWysrKOHfuHDZu3MhqcN26dQuqqqooKCjAypUrYWNjg8GDB2Pq1KkICgqChoYGWrVqhezsbLx58wYqKipiKQIVERAQwBo81haSrCEYHj58KDHn6v79+7h79y4+ffpUKRFFefnXBS4ApOq3lOXp06dYvXo15s6di40bN5YbnREIBIiLi8PChQvB4/Gwbt06tvKk9JtsWS0I5nNzc3McO3YM9evXx8mTJ9mKH2klgowUv4+PDyvSxuFw0KdPH7i5uUkcImY6RTs7O9ajqfQiFAqhqakJLS0tsXPp6OjAyckJzZo1g4WFBZu4OWHCBLx48YKdG01MTISenh4WL14MoERciYigp6fHluSqq6sjICBAYuBS9t5wuVzo6+uDy+XC3t4e+/btA4fDYRWO9fX1MWLECBCVGNslJycjPDwcQqEQkZGRYte+ceNGsVLnjx8/ltNzqQyyHJ0PHToEdXV1dkSr9DTQ169f0aVLF9jb26Nnz56VTgquDKW1XZjRLh6PhylTpkBVVZXNWTl//jyrktugQQNWy0RLS4t9YJT2Qrp7967EofefibSco+zsbMybNw9ASYXVtGnTsGrVKjZgZZLFZVUqTJ48GWPGjGGrLphpisuXL4PD4Yj9Vhgl6dKlvExOjI+PDxvsiUQiNG7cGMrKyqxqNFDSH/Xu3ZsdFSxdLWJvb4+GDRuiW7duUFZWLpffVfpagZJk4ar+jUQiEQ4fPoxFixZh1KhR7G+HsUaJjIxEgwYNpO6/e/duuLm5sblRY8eOlaobIw+Myra0QCcoKAi//vorAODatWsYNmwYAgICMGTIEGzcuFGsDLuqtG/fXux+b9iwARwOBxs3boRIJIJIJEJgYGC5UQVJdOvWDS4uLjA1NcXvv//Ofm5hYYFLly6hb9++5dIUsrKy0KJFC1Yz55dffhFLbyiNSCQqV7Uzf/58trDh3Llzlbp2eZFkDcFQ2nRSXmpCRPEfG7hIG0lgst81NTURERGB7t27VylREwBMTU2xadMmhIaGIiAgAEBJRyIUCpGWlsbW1jMUFRXh0KFDSEhIQFJSEkaOHAmhUAhPT0+sX79eZtka8L9A6cGDB1BUVMSTJ08wYMAA1K9fH6mpqRKnQWbNmgU+n49evXph/PjxICqR5Z86dSp69+4NTU1NmJubY+bMmTKvddGiRbCzs4OrqytsbW1ZNUo/Pz/UrVsXCgoK8PPzY1VZe/fujaFDh6Jr164wMTFBq1at2JEn5o2u9LBqfn4+PD09YWdnxx6DeROJj49HRkYGjhw5Am1tbTRv3hympqbgcrnsg/Xw4cNQUFAoZ+FQttS5rJ6LrLnisossR2dmHr6ypZE1TWltF6ZcmlEqZaogXF1doaenByUlJaioqGDIkCHIzc0FUYnXlJ6eHnx8fPD8+XN2zp7JzZHnbRkARo8ejc6dO9f49WVmZqJLly6YNm0arK2txbxOGJhcMqBENZfJJWNE2b5//y61tLksBQUFYuJr8jrL+/v7o1mzZiAqUco9e/YsXF1dMWLECDbHYseOHXj06BG2bt2Kb9++SRwJDA0NZdWI09LSyuV3VXSt1eH169dISkqCSCRCUlISmjVrBgUFBWRnZ2P16tWsYjKDpaUlO23KLLq6uuX0YqrqRCwPTAm5tDLsylJWnuLMmTPlSuslfSaJt2/f4rfffmNf8hj8/f2xefNmqYUhd+7cgaKiIvLy8hARESHmKl6Wssc4cuQI9PT02JcSoHL5NdIo/aySZg0xZMgQ9O3bF0SEnj17imliDR06FCNHjsTs2bNZgVMGWSKK8vKPDVykjVr4+Piw5mg+Pj4wNDSUmoxbWuZ58+bN5cq0GA0WRUVFMWXdhg0b4vDhw+w8nqw3u5CQEOjp6WHVqlUSjdRKIytQkpWr079/f2hoaMDJyQn29vZi68qanzFTPmWF3hITE9m3cHNzc6ipqUFTUxOampqsCiuTCClpZEXaCAvzRe7YsSNbbmlubg6hUAihUIiZM2fCxcUFiYmJYlYAXC633KjZyJEj0aRJE6n3ASjJdyk9913RXHHphUGSlH9ZJcufRWltFysrK2zduhVt2rQBn89n/05qampQVlbGjBkz2I4rMTERRCWic9u2bYORkRGrxAv8z6OrdGcizSsJKJmmq40Rmm/fviE0NJS165B0/NK5ZAKBAOvWrUNAQADrXguU/N0rW5kGlMzZS6vamTRpEuvdxePxoKKigg4dOqBu3brQ19dH3759YWRkhCFDhuD27dtQUVHB+fPn0a1bN6lvw7169cLAgQPZf2/fvh16enpszo20vLnS18rAlGWXXV69elXhA8zFxYX1eWvcuDFUVVXB5/Nx6tQpAP8LKCdPngyiEkPUxYsXQ0VFpdJvzsXFxdi5cydCQ0Mxfvx4qdMwvr6+MDY2RuPGjWFhYQE/Pz/w+XzUq1cP7u7u7MgYl8utkYRloOR7XXZkd/v27RLLteUlMDAQ/v7+MDMzk9j/M9WsDx48QHR0NKskW9Y6RJKezaVLl1htrQ0bNkjNr6kMZUusuVwuLCwsyhVMBAcHw9vbGwKBQKL1TmlBUibdAJAtoigv/9jARRby6reUlnk2NTWFtra22MMKAG7fvl3uYdWtWze2JFXaHDyjBxEXFwcikqvsraJAicvlSrQmyMvLw9KlSyEUCtGkSRM2MmYSdh0cHGBiYoJ27dpBSUlJLNDQ1NREmzZtMH78eOzfv1+iIBgj5W1sbAw+nw9jY2OxoXNPT08QERo1agQfHx+0bNkSkyZNAhEhODgYAwYMgKGhITud1KVLF9a00cXFhf1iFxQU4O3bt0hPT8e9e/fKCUndv3+/wsTXo0ePsjL3ZYdVK0Pbtm0xYsQIrFy5ErGxsWjbti1cXFzEtpE1tVRblNZ24fP5MDExQc+ePWFiYsJOFYWFheHz58/lRi+YXJgVK1aAw+GIBdylE3UZynollYZ5a5J3hKYm0dPTw/79+9G9e3f25aFNmzYylW/lYc2aNdDX18ecOXMkru/Tpw+ISkTPGAE0xoOLKTllXNkZ3xhbW1vMnDlTzOPm2LFjOHz4MHbt2gVlZWWxnIYPHz6Aw/mfyStzrbNmzWJHdyXlzQEVa+RYW1tLfcDz+XycO3cORAQVFRW2eoqZImECSqYknPldWVtbV7pCZMSIEdDU1ESLFi3YEcT27duX+73PmjULKioq8PHxgYKCAjvFbGJigoYNG0JPTw/dunVjbS+qEqjWNiKRCHXr1kXfvn2RmJgoseKJ0eZ58+YNLl68yAq2zZo1q9y0M1M19e7dO4SGhiI0NJSd8pOVX1MdtLW1sXbtWlaOQ5o1hDTKphtUV0QR+JcGLpL0WyqioKAAISEh0NLSqjBHISAgAGvXroW7u7vEOXigZBREV1eXlSOX948kK1AqqyFSlrFjx7KdV+lRD0bvo0WLFmjcuDE6deqE7t27o23bthJHTZj9mf8yP4zmzZtj3rx55TqY169flxN+2r59O4hKxJtEIhEmT57MPjAPHz7MasXcv3+/3BdbGgUFBeByubh+/brUbaqi5yLN0dnT0xMuLi5QUlJC06ZNy00TyZpaqi1kabu8fPlSTCWz7OhF6dEaDw8P9u9VNlGXoaxXUmkkjdBUB3mqxxgmTJgADQ0NcDgcDB8+HJcvXwaXy4WdnZ1YLlll2bFjB2bOnCmzo8/OzmaDO6acmuh/opR37tyBvr4+Ll68iD59+sDc3BxeXl5iCtxRUVHQ09ODrq4uFixYIHb8zMxMcDgc9n4w18qIBjKUzZsDgPT0dInLy5cvcefOHfz6668QCoUS7UNsbGxYJe127doBKHnAKCkp4c8//4S/vz/Cw8PLTd8NGzZMppWCJBQVFRETE4PTp09DTU0Nqamp0NbWxqJFi8pte//+fdStWxd2dnYICQkRq4Datm0bACAmJgZEhMmTJ1eqHQz5+flYtGgR6+Zclqo4UI8YMQLdu3eHh4cHXFxcxP7+pQPOwsJCDBw4kPV9unDhAlRUVCo8PpNXp6OjA11dXXTo0EFmfk11XuKaNm2KlStXIikpCQ0aNJBqDSGL0urqNSGi+K8JXJi38PXr10NBQQH16tWrdElqUVERHB0dJb5x3bt3DzNmzECrVq2gqKiImTNnwtXVFW5ubhKP9fnzZxw+fJgt1a3qXCPwv0CJ8Y+RxZ07d7Br1y4YGxujV69emDp1Ktu5SnojK2swx/y/kpISOy0kEAjg7u7OCoJduXIFO3fuxJs3b1BcXIyIiAhoa2uLBTSPHj1CvXr1kJSUhHbt2okFRcxbKzMiM3ToUHh5eUFDQ6PcfGhpUlJSKlTjrIqeS3UdnSVNLf0M4uPjy42avH//HiEhIXBxcYGioiL8/PywcuVKiUq8Zb9bXC4Xqqqq5bySAMkjNFWFMfoDIDFXpCxMLpmCggKOHTuG169fg8PhoE2bNnLlklWHtLQ0nDx5EkuXLoWZmRlUVVUhFArFzte6dWts27YNs2fPxo0bN8SmaiXx6dMnHDlyBKmpqRgwYAArC1D6WstW0HTp0qVK19q8eXMEBgaW+5wRXSMisQCpYcOG2LZtG9TV1dmR1dJ5ZpGRkZUWxGvYsCE6d+6MVq1asfkc69atYwX6ysIEbQcPHoSenh7ev38Pe3t7NpeNKcPW1tYWCxDkRZKbMwDcuHED1tbWbF9ZGQfqxMREjBkzBjNmzCj3gA4LC4OqqiosLS2hrq4OMzMzduRy+fLlMhOkAbCmsXv27IGqqiq2bNlS5fwaediyZUs5a4hDhw5V6uUgIyODDchrQkTxXxO4zJkzB5qamlBTU4O2tjbq1q3L1sRXhvXr10v8ATGCaky5ab169dC9e3eJonKMOmnfvn2ho6ODYcOGVfp67t27hy9fvuDx48fQ0NCoUDq7NMyDdPr06UhKSgKHw8Hp06eRkpIiUa30zp074HA4uHr1KmbPng1jY2N2KH7YsGGsIBej33Djxg1YWFiIjcyYm5tLVFP8+vUrvL292XJQJjeDCWA8PT0RHBzM6o6Ung/dtGkT/Pz8MGXKFIwePZrVLZFFVXyBasLRuaxL9I9CJBLh0KFDSElJgYeHRznBtpYtW8Ld3R2//fYbO/pmaWmJu3fvio3WSAqs1dTUMH78eGhoaEj0Sio7QlNV9PT0sG7dOnz79o3NFTE2Nsb06dNl7lc2t+uXX36RK5esLKXVTiXBqH1OnjwZ06dPL6eYW7aUt2fPnli2bBn7ovHbb7/Bz89P6vGzsrJYpV1jY2NcuXKlwjZXdK3t27fHw4cPsXXrVrHE/K1bt0o1vTt69CgEAgG+ffuGixcvskasHA4HJiYm2L9/f7lR3zNnzlRYel6Wu3fvomnTpmjatCnbduYtXJIcfMeOHWFjYwMzMzP06tULQMmLBSP2VlhYCDMzM7EptsrApAjk5OSIJeDb2Nhg4MCBNeZAzfDhwwccPXoUO3fuxNmzZ5GUlISPHz8iMzMTVlZWrPeSNHbt2gU9PT1oampiwoQJMrcNCgrCsmXLqjwKWVO8e/cORCV+dTUhovivCVzy8/Nx4sQJHDlyBF++fKlSTTzwv7r0svOlIpEIt2/fZpUwZe3v6+sLIyMj+Pj44Pfff6+SrsiwYcPYjpExfpTHtn7ixImsRgvTuerp6YHD4UjMjwH+N6/+6NEjtpRU0tB9aUGw4uJipKamokGDBmjevDkmTJgALpeLiRMnYsGCBaz0f2levXqFFStWYMiQIWzODZMbwNgGREdHs9NGb968waJFi9CtWzd07NgRCxculGhSyei5XL9+Hfr6+lXyBSrbIUdFRYHH40FTU7OclLy0qaXa1G+RBFMxVXqar2ylFBGBx+Oxb6vfv3+X6UtUmvr162P79u2IjIyEkpJShSM0VUUoFCI+Ph579uxhkyAvXLgAHR0dmYZ5eXl5mDFjBoRCIdzc3KCnpyf1Oy4NedRO165di7lz58LAwADdunXD9+/fsX//fjRp0oRNpCyNgoICjIyMYGpqyj5wmcRoaX4vRUVFePv2rcwXLSZv7sOHD9DX15d5rb6+vhg8eDAyMzPB5XLZRPxLly6J5f+VDXxdXV1ZZeYxY8agYcOGbEm9goICmjRpIvZ3v3z5Mjs1Wx2YqjZJVXvZ2dmYPHkyJk6ciDlz5mD06NE4efKkWL5b2Sm2ysCoipd16VZXV0d0dHSlHKiTkpKwevVqqX2gJBYvXsz29Y0aNcKXL1+q7RkElPxt69Wrh1OnTtWIonBlRU5zc3Nx9+5dFBYWIiwsDFpaWli4cGG1RBQZ/jWBiyRk1cRL4+vXr3BxcanyfKCXlxdatWqFcePGgcfj4ebNm1U6jkgkwp07d8QCJXls65mHF6PTwAQwBw4cEAt0AgMD2cXT0xN8Ph9BQUHo168fO2fPlJczlE2qSkhIYBVBFyxYwObDaGlpwcrKCgKBAL/++iv7gwkPD4eWlha0tbVhZWWFpKQkEBGePHnC2gYUFRWJzYfKQ1k9l8oEinl5eRI/NzIygoaGBiIiIspJyVd3aqmmYKqhLly4gCNHjkislGrWrBlMTEykvq3KIjQ0lA2aX7x4UeEITVXx8/NjLSFK53yUtoSQlnfWv39/KCoqSpwKlYeK1E5Lk5SUJPab3rFjBzQ1NQEAM2bMwIQJE9CrVy/o6upi8+bNrALz6tWrQURYtmxZlfxeSl8rkzfXt29fmdsWFBQgLy8P+fn58PHxYacrTp06JTaSKBKJYGRkBA6HA1tbW3Tv3p0dVSo9dbxx40Y0b968nEXB3r17YWBggK1bt2LRokXYvn17lVSji4uLERwcLNNupfSUjrGxMYgIq1evljjFVhlKexOVdumeMGEC+Hy+TAfq0lN1CxYsAI/Hg5KSklgfOHnyZDYglZZP8+DBA9y9e5c9bnU8g2Tl11SV0iKnTMVrRbx9+5Y11mXU1WsKDgDQ3xxfX1+aM2cO3bx5k3JzcyvcfuvWrdS6dWt6/fo1PXz4kAYPHizXeTZt2kQcDqfc5x8+fKDc3Fzi8XhUv359GjhwIHXr1k3iMaysrOjAgQPUqFEj6t69O9na2lJUVJRc568JTExMyNHRkc6fP0/m5ubUtWtXWrFiRbnt+Hw+cTgcAkBFRUXE4/GIy+VSYWEhERGpq6uTiooKERF17NiRiIjev39PR44coZCQEDI1NaWjR49ScnIy6erq0rt370hVVZXy8vKouLiYzM3NqaCggN68eUNaWloUHBxM/fr1o+TkZCouLqbAwEB6/vw5NWjQgLhcLikpKdGuXbuoS5culJmZSaamprRv3z7KyMggHo9HXl5e5OzsLPW6c3NzqbCwkDQ1NeW6TwDot99+o99//50MDAzo7NmzlJOTQ8rKyvTt2zdq3rw5DR48mLy9vSksLIxevnxJ3t7eZGFhQTt27KDWrVvTxo0bydbWloiILl26RH5+fvT9+/fK/Llk8uXLFxIKhZSdnU2GhoZVOkZOTg4tXLiQOBwOhYeHk5qaGr169YosLS0pIyODDAwMaqy9VeXp06c0YcIEMjU1pZUrV5JAICCikt9937596eXLlzR06FCJ9+DLly90/vx5ev/+PSkrK1NRURG7bsCAARWeW0VFhY4ePUrPnz+n1atXU3JyMt2+fZu8vb3p48ePbFtycnJo3bp1FBMTQzo6OlRcXExxcXFkaWlJ06ZNI01NTVq+fDkpKyvTkiVLyN7enj3H0KFDKSsrizQ1NYnH48lsz8aNG6WuY65VQ0ODWrZsWeG1SWLDhg20cOFCSktLYz8TiUSUlZVFp06doo4dO5KVlRV9/vyZXW9tbU2ZmZkUHh5OBw4coKSkJHads7MzJScnU506dcjAwID++usv+vjxI02ePJnmzJkjsQ0hISEUHR1NAKhBgwY0fPhw6tu3b4Vt19HRoejoaGrYsCFpaWnR1KlTacOGDfTx40cyMjKiP/74g5o3b16l+/L+/XuqX78+AaB58+aRoqIiERElJSWRn58f+fv7ExHRu3fvyMjIiJ4/f06mpqbk6+tLkZGRZGtrS8rKyrR582by8fEhS0tLevnyJSUnJ9PAgQPJz8+Ptm3bRr/++ivFxMSQrq4uvX//nl68eEF8Pl9im2xtbSU+j4iIOBwOCQQC0tfXJy8vLxozZgxpa2sTEdHNmzdp9+7dpKGhQaNHjyZdXd0q3ZPSODg40JAhQ6hx48bUokUL+uuvv8jS0rLC/d6/f09JSUkUFxdH8+bNIyKi5ORksrKyIlVV1Sq35x8RuFhYWFDXrl3py5cv9OzZswq3v3btGunp6ZGdnR1dvnyZmjdvTi9evCBjY2MSCoUS9+FwOBQSEiJxXVxcHHG5XEpISKDXr19Tbm4ucTgciV8qkUgk9rm1tTWlpqaW227o0KFS21/2S1mZTmrv3r0UHBxMxcXFZGlpSampqbR3717q27cvRUZGkkAgoBs3btCNGzfo06dPZGBgQAEBATRjxgwqKioiRUVF9ofp4+NDenp6dO3aNdLU1KRnz56Rjo4ONW7cmP766y+6ffs2GRkZUX5+PgkEAnr79q3YNTCU/oox9624uJh27dpFoaGhdOLECbKzsyMtLS0iIvr48SPp6OiQQCAgS0tL+uuvv4jP59OgQYNow4YNct+Lsly8eJHc3NxIRUWFVq9eTcuWLaP9+/fTwoULiajkQTlmzBgiIjI1NaWvX79ScXEx9enTh9atW0enTp2iXr16UU5ODiUkJJC7uzsb3MXGxtIvv/wi1uFXFz09PYqOjqarV6/ShQsX5N7v7NmzMtd///6dlJWVKTk5mRwdHavbzFqjV69e1KhRI4qJiWEfDqWZPn06HT9+nH0ADhs2jLy8vCp1ju7du9Nff/1FHz58oGnTptGwYcOIiMjS0pJ27dpF4eHhtG7dOpoxYwY9f/6cNDU16dq1a1RQUECqqqrUokULiouLIycnJ0pKSqL8/HwyMTGhw4cPk5ubGxERDRw4kIiI8vPz6ePHj/T9+3dSUlIifX194nK5Yu3Ztm1bVW9XhVy4cIEmTJhA7u7u5QIkADRo0CCaNWsWubm50YwZM9h+99GjRzRo0CCysLCgQ4cOUVhYGN29e5e+fftG8fHxdPToUWrbti17rPPnz1NwcDCNGTOGJkyYUK4dW7ZsIUNDQ+JyuXThwgVau3YtKSgokL6+vsR2M/3h06dPyc3NjcaOHUu9e/emrKwsUlFRoaysLNLT05P6kJeXixcv0ujRo+nhw4dUXFzMnpv5fyKigoICUlRUpLt371KDBg1ozpw5NGzYMDI0NCR7e3tq1aoV2dra0rhx4+jVq1dkYmJCT548oaZNm1KDBg3oxo0b5OvrS7q6uhQVFUU9evSQ+LK1ceNGiS+8X79+pXfv3pGhoSEBoGfPntH+/ftJQ0OD4uLiSE9Pr1r3QBpKSkp04MABcnNzI1NTU0pLSyMzMzO59u3atSs9f/6c7t69S6NHj6Z169aRoaEhxcfHk52dXZXa848IXDIyMig1NZUMDQ3lulBm+/T0dAoJCaFv377R7Nmz2S9YVfn69Ss1aNCA6tSpQ/Hx8bR//35yd3cX22bx4sV09OhROnHiBP355580atQo+vbtW7ljMZ2ZNHJzc+nZs2d0+/ZtCgwMpD179pTr5KTx5csXevLkCTVu3JgyMzNJKBSStrY2PXnyhGxsbCTu8/79e3r+/DnZ2tqSlpYWTZo0ieLj4+nixYs0ZcoUOn36NKWnp5OjoyNFR0eTsbExDRs2jKKjo0lTU5OUlZUpKyuLMjMzycPDQ+zNJzExkW7fvk0ASFFRkezt7YnP59P169dp1apVNGTIEMrLy6OnT5+So6MjTZ8+nRYtWkS7du0iAwMD6tSpE8XGxpKfnx+tWrVK7hG00ohEIrG3IxsbG5o+fToNGDCAzp49S0FBQZSdnc0GK8rKyrRlyxY2oOXz+exI0KtXr8jY2Fjs+BEREXTkyBG6efNmpdsmjVatWhGXyyUbGxsyMjKSe7+ZM2fKXD9nzhxatmwZvXjxgg0W/464urrStGnTSEdHRyxIJCp5qwwLCyMlJSVSUVGhnJwcOn/+PC1atIjGjx8v9znevXtHERERZGpqShMnTmQ/b9u2LXXv3p127NhB69atI3d3d4qJiaGUlBQaPXo0nT17ltatW0fZ2dkUGhpKEyZMIA8PD4qIiKCxY8fSzZs36enTp+yL0h9//EH9+vUjIiJdXV3KzMwkbW1tWrRoEQ0aNEhmGx89ekRjxoyhzMxMCg0NlfqCVRFTpkyha9eu0b59+2T2g8uWLaPJkycTAGrTpg2dOnWKNm7cSCtXrqTHjx/ThQsX6OTJk1RYWEj9+vUjV1fXcsc4c+YM9evXjzIzMyscZTp9+jR16NCBpkyZUi44ZcjNzaXjx4/T6dOniYioZcuWlQrmKwsAOnr0KKWkpJBQKCRXV1fy9vYmIqK0tDQyNjYmPp8vFrhcu3aNBg0aRG/fvqXQ0FCaMWMGe7ylS5fSrFmzSCQSUZ06dcjIyIhiY2Opd+/e7KheaaQFsLNnz6bZs2eTqqoqRUVFUdeuXenTp0/k7e1NZmZmNGjQIPLy8qqRUZbSDBgwgI4ePUoWFhZUWFhIDx8+pPnz58u174wZM+jUqVNkZ2dHdnZ2FBMTQ+vWraPi4mI6fvx41RpUY5NOf0PkrYmXxIIFC5CZmYnz58+LqV4uXrwYdnZ26NGjB/r161duv9zcXNjb28Pb2xuHDh2qtptuRRon0pJ1t27dCiLCihUrcOHCBZibm7PJpfn5+bhz5w7u3LkjNcfjwoUL4HA4ePv2LXbv3g0dHR3s3bsXXl5eYvPra9asgampKXx8fKClpQU1NTVWmM7KygpWVlZsciKj7CoUClljRi8vL0RERJSbDzUyMsKwYcMQGBiIpk2bAiixeaioVFAaIpFITNBJKBRi9erVKC4uxpIlS2BqalrhMcpKyctyia4pCgsLq1RyLEv19u/oS8RQOlfE0tJSakLh0aNH4evrC19fX7i5uUFBQQE9e/YEn8+vEUfcoKAgLF26FKqqqjh37hwrBBccHMz+pjMyMtgSf8acNCcnB7m5udDW1hYrI09MTMSlS5fYfIPc3Fxs3rwZGhoarB6JNGoqb04e2rVrx+a3GBgYYM6cOSgqKsKtW7cgFArL5bhJK8VmBArlTeCW1p+W5cSJE+BwOFBSUsKqVavQt29fTJ8+nbWuqA6llWlzcnKgp6cHLy8vuLq6QiAQwMnJqUpVSwBYjaXFixdLzKeRly9fvuDr169stR9T4nzo0CFwOByoqqpCVVWVVTyuKSSJnMpSry+9CAQCuUUU5eVfHbjIUxMvjXr16mHevHn4888/IRAIWAv2uLg4qKmp4dSpUxL1QoqLi7FmzRro6upCUVGx2oELAJnJqqWTcxldCSUlJVagi6koEggECAgIQEREBBtI0P9VnLi5uWHGjBlsIm5xcTEsLCxYw7769euz6pjHjh2Dnp4ee36mCmn8+PHgcDioU6cOFi5ciLS0NLEvL/2fTw4RoXHjxvDx8YGjoyN4PB4rcvbu3TvcuHEDHz9+RGxsLAwNDWFoaMiWq96/fx88Hq9KGh1lA5fZs2eLJXKW1e559eoVDh8+jEOHDol1VqWl5Mu6RMubbf8jKKt6+/79+yr7Ev1ITp48ic6dO6N///6Vekjs27cPWlpaaNOmDWvMV1VKV2MsXboUb9++ZYXghEIhq2wKlNznqKgo1nCUqfTp2bMnBg8eLFe7mco6aQiFQrYSw9vbG/3796/6xVXAyZMncf/+fTx8+BBz5sxhVW1v377N9hmnT59GTk5OOQmB0jBGepLkIiQhrT8ti4uLCxwdHVk5BWbhcDiVuk5pSKu+efXqFby8vFCnTp0q9z9cLhdXr17Fu3fvoK+vDz09PURGRiIqKgrbtm3DmjVr5O5DRCIRrKysWLE5xkvt3r17GD16NHR0dGrlxaS0yKm8ifCVEVGUl39d4PL48eNK1cRL48mTJ7hy5Qrrfsn8ABnXXUaMydvbm7Wo9/Pzg6mpqZhvDBFJlLOuDLJKlEvTqlUr8Hg86OjogIjYklfmB8fhcFC/fn24u7vDy8sLLVq0KPfjZ8pomYqC0iW1ALBt2zYYGBiw58zKymLr83v16oW2bduyztGMaFZ0dDR4PB7r9ltaGXjevHnl/JWkwfw4a0qt9c2bN7h69SpSU1PLrWvUqBF0dXVZmfHWrVtL9KQq7RL9d6Ks6m1FvkT/VIqLi/HXX3+hU6dOsLe3R3R0NHR0dKp0LFnVGIwQ3JgxY8Rehrp06YK1a9eiXr16rF8MACxbtgyNGjUCUCJaJ63SjdEOkfWANzc3Z0dl1qxZU+XqmcrCPKCYUSWmn5DHQoBxl5eXtLQ0doRXFox/EkmxJqhNcnJyYGJiUqHCN1DSt5SWbmD6QObFKSEhAU5OTqzoH7MIBAJ07NhRLq2Y4cOHs6NUpb3UCgsLYWRkhK1bt1bxSmXDiJzKWx1X0yKKACA5nfkfzLFjx2jy5MnE4XDIzc1NbN66Mtja2rLzrSKRiP381atXpKWlRa1atSJVVVVydnYmJSUldn1cXBwFBgYSl8ulffv2kUgkouvXr9PSpUtp0qRJVWqLgoICW/0ji2vXrtHMmTNJKBSKVUhdvHiRiIjNW0lMTGT3SUhIoMzMTAoJCaGhQ4fStm3byMzMjB4+fEhdu3al3377jZYsWUInT54kc3Nzevv2LQ0YMIDu3btHjo6OtGTJEjI0NKSbN28Sj8cjKysrEolElJeXR02bNiU+n0+FhYUkFArJy8uLFBQUaNmyZWwSWU5ODj1+/JjCwsJIXV2diIjCw8MlXp+Kigp5e3tXOGcuLwYGBlKramJiYthkwQcPHtCAAQOoTZs2dOvWLVJQUGC3q05mfHVp2bKlxIRELpdLX758oRcvXtCmTZtoyJAhZG1tzc6b3759mwQCAZmbm//oJlNGRobc25bNIypLdHQ09ejRgzgcDikrK9PZs2fJ0NCQPn78SB8/fmSrLOQlODiYdu/eTQ4ODjR69Gj23j569IiMjIyoadOmNG7cOOrfvz/t2LGDsrKyKCcnh16/fk0vXrwgoVBIt27dIiKiunXr0rNnz0gkEpG3tzfFxMRITIRmqtBk/bb79OlDs2bNooCAALKwsKDXr19X6rqqyqtXr4iIaNy4cZSTk0Nnz54lPp9PDx8+pNzcXNq4cSP17duXzMzM6OLFixQfH08GBgaUmZlJCQkJtG/fPrnPZWJiQitWrJCY71EaS0tLNrfFz8+PNDU1aeLEibRo0SJ69eoVAWDzT2oaDQ0NGjFiBEVFRVX4XDl+/DiNHz+eHB0d6evXr/TgwQOaPn06m1vUokULunfvHh0+fJgePHhALVu2JAMDA3r69Cnt2bOHPDw86MyZM9SsWTOp56hTpw6tXLmSzp8/T0uXLiUnJycyNTUlIiJ/f3+Kj4+vMJeyKri4uJCLi4vc2/N4POratWu5z5kq1uDgYDp+/HilCgX+Ecm5leXRo0dUUFDAltpWhcePH1NwcDAlJyeTmpoaubu7U2hoKJtUdOzYMYn7ubq6krm5OX358oWysrIoOTmZ1qxZQytWrKCnT5/Kff6yyarbt2+n9PR0mQ9tQ0NDWrt2LXXv3p2WLVtGGzdupJSUFHZ9SkoKOTg4UGZmZrkM/jFjxtDDhw9p5MiR9OTJE3J2dmZLAIlKEmz/+usv0tfXp/r165O5uTkVFRWJlTETEe3evZuIiOLj42nz5s3UsWNH+vPPP+nt27ckFArZQMbNzY0UFBSouLiYLl26RI0bNyZlZWUCQN27d6e4uDjKzc0lQ0NDat++PfuAqkkqU5Xy4cMHcnR0pHnz5tGQIUNqtB1VJSIiQuLnIpGI5s2bR0pKSvTlyxc6evQoW9JeWFhIfn5+pKKiQidOnPiRzSWiks6qor8jgHLVHAzPnj0jX19fOn78OBkaGtLt27cpNTWVNmzYQFpaWhQbG0uTJk2iKVOmSK1SqSzz5s2jGTNmEIfDoUaNGtHu3bspLS2NAgICxOQZunbtSunp6ZSYmEhXrlyhli1bUkFBgcxj79q1i8aNG0dv376Vel/y8vLI3d2d9PX1acyYMdS9e3eJ96Y2wP+VB8+dO5cKCwvJ19eXzp07x6738PAgU1NTmjBhAu3bt4+tVNy1a5dYgC+LJ0+eVLhNdnY27dixgzIyMmjJkiXE5XIpJSWF6tSpQ0RETZo0oYkTJ9KkSZMq/RCsDElJSdSwYUO2vF0WN27coJs3b1J+fj55enpSkyZN5D7P7Nmz6cyZM3T16lWp20RHR1NQUBAJBAL6/v07rV27lkaOHElERGvXrqUtW7bQnTt35D4nEdGePXukritd7cpUZ1aWzMxMMjIyoqysLHJwcKBTp05JTO6ukEqNz/x/QEJCAr58+QJ7e3sEBwdjw4YN0NTURHBwMAQCAZSVlZGYmCh1/9Jy1ps3b2aH5KXJWUtDknjPlStXZC5du3aFtbU1K0imrKwsdkzGPl1SbsO1a9cgEAjkntIqnY8iCSY5LykpCZ8/f2a3+/LlCywsLBASEgIAWL16NRQVFVnBv+7du8PMzAxNmzaFnp4egoODoaGhAQ8Pj2qZckli7ty5WLt2LdavX48ePXqAx+PJTLCdNm0aa4b2d6d+/fpYsWIF1NTUIBAIak31trJIspyQtpSluLgY1tbWEn1XoqOjq5yIf//+/QoF1O7fv4+7d+9CJBKxQnBKSkro0aMH3rx5A5FIhJiYGHaa6vjx4xKnrDZu3Ihff/0Vs2bNQnBwMPh8PpycnHDmzBmZbczIyICzszO0tLRqJG9OXkQiEQwMDNipjIiICLksBKojoCaJnJwc1vDUzc0Nd+/eFVsfGBiI1atXy22sWlVycnKgqakpUeFXFr///nuFSdilYRSPZRn+Xr58GQKBAEBJrlR2dja77uTJk9DS0qpUGwH5RE65XC6UlZWxfv36Sh+/MiKKsvjHBi4LFiyQWhFTluvXryMmJqbC7RjPmpSUFKipqSE6OhrPnj0Dl8vF/fv34ejoiIkTJ1a6rbLkrGVRNjhgsv2lLVRqrpSRxC4uLmbn1+fOnQsFBQVcuHChXNDDOKweOnRIzCslOzsb8+bNY/+dlJTEJvJKWubPn48lS5Zg8eLFICIkJSWxOTNNmjTBs2fPMG3aNBARTE1NWVVa5gcqEAhw9uxZfPr0CVwuF6mpqXj//j18fHzg6upaI6Z+0tiyZYvMqpTbt2+Dx+NVycKhNvnjjz9Y1dNr167h/v37rIv0zJkzYWdnV2uqtz+aoqIisaTQp0+fYu3atTA2Noazs7PEPCRZbN68GVwuFzY2NvDw8IChoSHr8yWNz58/4+DBg+VsNEo/SEaNGiXRn+jMmTP45Zdf0Lp1a1hYWMDKyopVZW7VqpVYvlzZxcPDg807qSxXr15Fr169EB4eLrVS6927d2K/L8YO4OHDh1BSUoKZmZlMC4EXL17gyJEjOH78ON69e1fpNlaHtm3bIjIyslouyKWpyDFaEo8fPxbL3ytNdHQ0tLS02OTb4uJimUmpTO6TrKRVJjguXQ3FUPq7WNN8+vQJS5YsgVAorLQaLmM+LMtMVx7+sYFLv379oKuri19//RUnT54U+6EUFhbi3r17WLduHZo1awYLC4sKjdTKMn36dAiFQqipqaFhw4YoLi7GypUrpbpBy0IeOeua4sGDBzA1NWVNENPT06Gnp8cmE9P/JeFWtDCBiL29PQwNDREREYGmTZuyibqmpqawsrJiq4bq168PIyMjODg4oG7dulBQUAARwcvLC/v27QOfz0eTJk3QoEEDXLhwAcrKyti/fz/u378v9iDy8/ND8+bN0aNHDygpKbFvEZ8/f4a9vT0mTZpUq/dPVlUK4+kkb6XEj+D06dNQVVWFpqYmTExM0KFDB6iqqrLByblz51hZ+r87xcXF2LlzJ0JDQzF+/HgcOXJE5vbR0dHg8/lwc3ODr68vbGxswOfzK/Vy8fjx43K/y9jYWJiammLJkiXYvn07WrZsiVatWqF79+5Yv3691MB17NixUFZWxvz58yEQCCrs1NXV1XHx4kV2dHLUqFGYNWuWzKV///6VDlwSExOhqqqKYcOGwczMjLVxYGAMFZmkW0dHR5w8ebKcHcDjx4+lWghs2rQJPB4Pqqqq4HK5UFBQwMKFCyvVzspy/vx53L9/n/0N1GT/Ks0xWhaenp4IDw+XuK60OzKDLP+guLg4tihAWiBrZmYGbW1tiQFydHS0WBFFbdChQwdYW1vL9NBjlprmH53jcu/ePVq7di0dPHiQPn/+TDwejxQUFCgvL4+IiBo2bEiDBw+m4OBgVsJZFmXVbN+9e0ffvn0jExMTEggElJWVRceOHaMzZ87Q/Pnz5ZZj7tOnTznFXnnFe4hKFC+nT59Oe/fupRkzZtCsWbNkbv/27Vs6fvw4cTgcKioqoqNHj9LBgwcpOjqaCgoKSEFBgZSVlWnhwoUSxdxKK/UmJCSQk5MTKSkp0Y0bN8jJyYlev35NAMjJyYlNlEtLS6Np06ZRfHw8ffjwgVWRXL9+PS1btoxGjhxJf/75JyuhP3v2bHb+v7QK7Zs3b2j27Nn09u1bGj58OLVp04Zty/79+2nYsGGUlZVVIwm6kuaP4+PjadGiRXTq1CmxzxlBvU+fPpGamlqVc6eqS3FxMQkEAvrzzz/J1dWVmjVrRp06dSJvb286ePAg7d+/n968eUMpKSlka2tLCQkJ5OfnV2Guxd+BkSNH0p49e8jJyYkuX75Mampq5OHhQcePH5d4v7Ozs4nH47FJ3UREhw8fpkGDBtG0adMqJURXFkZA7cCBA3Tp0iX6888/KS0tjV68eEENGzakc+fOlUsA7dSpE128eJGsra1p8ODBbL4Bw5cvX6ioqIgV/bOxsSEPDw/y9PSkMWPG0IcPH0hZWVlmu86fP09t2rSRmePCiJwxCcF+fn7k4uJCS5YsoR07dtCsWbPo2bNntGPHDurYsSO5uLhQ3759ycvLi3r37k3Dhw+nVatWUVJSEllbW7PKtJJgLAS+fv1Ks2fPpvr165O/vz8VFhYSgHJ/Nw6HQxoaGuTi4kKzZ88mT09PmdcriylTptCiRYtIUVGRli1bRr/++muVj1WWsvYCDx8+pHr16sncR1dXl9zc3OjMmTPl1n379o1UVFQoKSmJ6tevX279hQsX6MOHD2xy88yZM0lLS4vatWsntl1ycjIrkhkXF0fdu3cne3v7cqKT/fv3p8+fP9ORI0cqf/FyYmpqSq9fvyYzMzOZ/TEAmjhxIiUmJtL79+9ZUdEuXbpUuR/9RwcuDCKRiJKSkigtLY2+fftGurq65OLiUmn1wIoysLOystiAwMHBgbp37y41eGGUb0+dOkWNGjWikydPinVKlZHxz8zMpI4dO1J8fDxNnjyZTp48Kdc+Z8+epVmzZtGQIUPIycmJZsyYQa1btyZ3d3dauHAhjR8/nm7evCkzQ1xfX5/Wrl1Ljx49oosXL9L58+cpMzOTLC0t6d27d6ShoVFun9IJXkeOHKErV67QkiVLiIhoxYoV9P37d0pPT6f09PRKJXgxHai0H39lkfajwf8lhzJISxT9WZQO9IRCIR09epTatWtHhw4doiFDhtDt27fJwsKCiEr+FqNHj6asrKyf3OqKUVJSooMHDxKfz6cePXrQnTt3qHHjxjR58uRKVeRFRUXR+PHjKTMzU2aVSmkLiLJ8+fKFNDQ0KCUlhebPn0/x8fFkbm5Ot2/fptzcXGrdujWdOXOGdu/eTVlZWfTt2zeaOXMmHThwgE1Ul3R9BQUF1KhRI9q7dy89fvyYgoKCKDc3l9q3by+Xiuj58+fJz89PrNJREqW/IwoKCnTq1Clq1aoVa1uRnZ0tJvG/cOFCcnFxoSZNmtCjR49o4MCB1KhRI1q5cqXUc5S2EDh58iQNHjyYsrKy6NKlS7Ru3Tpat24d3b17lzZt2sTuw/gibdu2jeLi4ujGjRtivk6VJScnhxQVFeV6Ma0MJiYm1KdPH2rVqhV16tSJsrKyxAJkSTAvp48ePWKThhkeP35Mjo6O9ObNG4lB4O+//05Tp05lk5v79OlD8+fPLxccnzt3jqZNm0YFBQU0aNAgGj16NLtu9erV9OzZM/r27Rtt3bqVYmNjWbXf2iA3N5fU1NTowYMHMv+Gq1atorVr15KPjw8ZGBhQamoqnT59mtzc3Fjl9UpT42M4/2IYd+T9+/fLVLMtTVpaGqysrDB16tQqnzcrKwtnzpxBamoqHj16hLlz5yI5OZnNR5G0rFy5EkSEkJAQHD16FHp6epgzZw4OHjzIasK0bdsWQ4YMkXhOkUiEUaNGsVNHCgoKcosHWVpaQllZGSoqKqwwl5mZGSwtLVlhPCKqdIJXUVERuFwurl+/XrUbKQcFBQUIDQ2tUE/iZ8HkYTFTa+3bt4eqqiq8vLygpaWFoKAgsW0HDRqE1q1b/6zmVoqGDRuic+fOaNWqFVq2bAkAWLduHWxsbCp1HCY/4MGDB1K3KXsfy5KWlgYiwqlTpyAUCrFo0SKsWLECRIRGjRpBQ0MDUVFROHHiBBo1agQXFxdWpFEaSUlJuHjxIjw9PdGgQQNWJ8bKygqqqqoICwvD7Nmz2aWqlM15aNy4MUxNTdGvXz9YWVmhbdu2YtuvX7+eVXNl1kVGRlYo3hkWFgZvb29kZmZiz549EAqFUFBQwMGDBwEAt27dAp/PF9MzYSgsLET9+vUxaNCgKl9nbSLNMVoWQqEQPj4+aNasWblrDg8Ph52dXW00leXq1avo0aMHunTpgmPHjtXKOUrnTB44cADKysoV5ppK0mjJyspCixYtMHz48Cq147/ApRIUFRWBw+Hgzp07MtVsy7J9+3bo6enViL04UCIuFhUVhdGjR1eYrFv635qamuBwOBg6dCgAICoqCnXr1mWPW1oIaNWqVTA3N8fly5fRqFEjtGjRQqwNXbp0weLFi+Hu7l4uwx8omfsWCATw9/cHEeHx48cASsTwOBwOLly4UGGC1+3bt3HlyhXk5+cjKysLY8eOhbq6eqUUIX19fWUmPJZe/okUFhZi3759mD9/PjZv3p9uJIQAAJRcSURBVCzWifTq1Qt8Ph+nT5/+iS2Un9IVecxDtyoVeW/evKmUaqskVq5cCRMTExQUFMDKykos8Z15oJUWbGQWoVAIFRUVWFlZoX///vjrr7/KHfvDhw9QVVVlLRkePXqEgIAA2NjYsNUbVlZWVW57WXJycrBw4UIMHToU06ZNk5g4+/r1ayQlJbF91K1bt6CgoFApNejPnz+LJX4zQoe9evXC8+fPsX//fjFRtLVr11bpOjdt2gQHBwf07dtXYgVYTSFJ4ZZZJGFmZoZ9+/bBx8cHDg4O2Lx5M06fPo3JkyeDx+Nhx44dtdbWH0XpnElFRcVyAq8vX77EhAkT0KJFC9jb28PHxwfLli2T2GffuXMHioqKchfZlOZfMVX0o/j8+TNpamrSo0ePSF1dnUxNTVl770ePHtH9+/dJTU2NGjZsKCZsxkxxyDI5rAynTp1ip3gCAgIkbpOfn09v3rxhpwyISpxNv3//zg55Jicnk5ubG+Xm5hKPx5PLhJDZb/r06dSqVSsKDQ2lmTNnis2x5ufnU2xsLHXs2JH4fD4VFRXR/PnzacqUKXT+/Hlq164dm3MhSRSP4cSJE9S3b1/WcVlLS4uioqKoQ4cOct+r2bNnS1139+5dsX8zIklcLpedh5fXAfXvyMuXL6mwsLDcsPU/ia9fv5K6urrMHINLly6RqqoqNWzYkIiINm3aROPGjaPs7Gy5hcgWL14sUUCtc+fObM7Bs2fPqKCggJ4+fUpjx46lBQsW0JEjR+jdu3esXpKVlRVpaWnRs2fPaNu2bfTmzRu6fPkyWVlZiZ2va9euZGJiQmvXrq3G3ak9mFyEly9fsqJmDHl5eRXm4hCViOrZ2tqSmpoa+fr60ujRo8nGxobS09PJyMiILl68SO3bt6evX79Wqm2XL1+me/fu0fr160lFRYVu3LhR4xpPDPI4RjN07NiRnJycaM6cObR06VLavn07ZWZmkp2dHU2ePJm6d+9eK20sTWJiIl29epXVpmKMWmsK/J/5pCStL6IS/ZgjR45Qy5YtSV9fn3bs2MGmBJw+fVrsu8RMNd2/f58cHBwq3ZD/kJPExETWKycrKwscDgdPnz7F6tWr2QokDQ0NqKmpiUWimZmZ5TLKa5r8/HycOXOmUiXXTJVMWlqaXCaEGRkZAEpGfDQ1NXHr1i307NkT3t7eYkPvTAY9/Z88eGBgICs/f+rUKbEql8ePH4PL5UqdmikoKEBycjL+/PPPKkXmsrCxsSm3WFtbw9LSEpqamuByuRgzZkyNnrMmKSgowM6dO9l/V2ZU4p+CPBV527Ztg1AohLKyMszMzMDlcrFgwYJKnScxMRHjxo1DSEgIwsPDpZbE79ixA5qamqzEenZ2tlR7iPz8fHh7e2PAgAHlynTnz5+P5s2bo6CgAFlZWZVqa1W4ceMGVqxYgeXLl+PcuXMV6jUxVidlp4H37dvHVqvcuXMHXbt2xcCBAzFjxgxWn6Z0iThQ4pP14sULfP/+HZaWlmzJ+tmzZyEUCqt8TW/evIGKisrfZkTx6dOnlfbcqWk8PT3h7u6Oxo0bQ0lJCXXr1v1pbWKeKWlpafjll1/Qs2dPsfXMaGpVRs3+C1zk4Pbt2/j+/TvatWuHRo0aobCwEJMnT4aSkhL++usvqKmpYe/evcjMzASPx8OuXbvA5/Mxd+5cpKamYsCAATXqLzJkyBB2cXd3h6urK5SVlVk/ERsbG7i7u6NRo0ZYsmQJoqKiJPrxMG7H27Ztk8uEkBEP4nK57Pz3+vXrweVyERsbi4SEBAQHB2PIkCHsUHr37t3Rvn178Pl8DB06FK6urjA3N2fr+GWJ4pUlPDxczDiwNli2bBm8vb0BlHTSXC4Xu3btqtVzVhU3NzdoamoiIiIC/v7+rKNvWFgYq6cj7W//dyMwMBABAQGs109lef/+Pc6cOYN9+/bVeEf96tUrbNmyBT179oSCggLq1q2LyMhI9sWldNB9//59uLm5wdHREd+/f8epU6fA5XKxefNmMWG0I0eOQFNTkw2QqzrXLy+VfaAVFhay0+KlMTMzw8yZM1FUVARLS0vY2NiAiGBnZ4c+ffqgSZMm4PF46Nevn9RSX4ZNmzbByMioWtf1yy+/IDQ0tFrH+DdRumz7w4cPaNeuHUxNTeV+qalI5LT0UhkeP34MHo/HTiUWFhZi4MCBVRb0/C9wqYDi4mIoKSmBy+VCW1sbAoGAVbMdPXo0srKyYGdnh19//RXLli0Dl8vF69ev0blzZygoKIDD4cDY2LjSf2hZBAcHw8XFBUFBQTA0NISysjIEAgEMDAygoqICgUDAOis3atSIVTssq4FSUFAAImIVFnfs2AFtbW20b98enz9/LmdCyIgHTZ8+HYqKihg7diwaNmyIevXqwdjYGBwOB506dULv3r3B5XIhFArh7OzMjkS1aNECfD4f5ubmICIEBQVh3759Yglef/zxBy5duiTxuuPj4yEUCqs98jJt2jSp880PHz5k36SBEpffv2tyK5fLRf369dG8eXNwuVzY2dlBXV0dBgYG8PHxkfm3/7sxceJEhISEQFlZGSNHjvwpbZAmoDZv3jw0adIEY8aMwdSpUxEUFARFRUUQEa5evVruOO/fv4e+vj42btyIL1++sGKLpQOFS5cugcPhYOLEidi9ezd4PF6lxfMqQ2UfaEx+StnkZT6fj0uXLuHYsWMwMjJCeno69uzZAxMTE3ablJQUODo6ltOLKU1SUhJ8fHzKvYVXloiICDaR++/AunXrsHz58lof5fjjjz/QrFkz9O7dW2ZQ8vXrV1hYWGD58uVyHVcejS9JIogikUim+N/Xr1/ZggxLS0uoq6vDzMysyg71/9jARVbSZZs2bdChQwcMHDgQW7duRX5+frXO9fHjRyQmJuLz588Spe4vX76MevXqQVtbGxEREQCA/fv3w9LSEm/fvq2xpFwGkUiE2bNns6Mjurq6OHHiBIAS4SJVVdVy2//xxx9QVVXF5s2b2c8/fPgAIsKKFSvw6dMnqKmpITw8HPb29jIfHrt378bYsWPh5uaGli1bIjIyklX11NbWhlAohL6+Pry8vNCmTRt4eHhAW1sbmpqamDBhAtLT06GlpQU+nw8+ny82rebk5ISxY8dKPC/TmTKJvlWlTp06bIIyUJJwpqioiPj4eCxbtgxExHY8hw4dgqGhYbXOV1toaGggJiYGy5cvR5MmTQCUDFcrKioiNzcXgPS//d+VuLg48Hg8uTq0SZMm4bfffsOpU6eqfd7KCqjdu3cPRISuXbtKXM/YQzx48ABcLhc3b94UG4FgHI5jY2Px/v37Hy5sWNEDjXlJKKtU3axZM/Ts2RPNmjVjg2GRSAQdHR0kJSWxdgxXrlyBurq61L43JCQEFhYW1XYoj46OZoOm0n3iz6JJkyawsbEBj8eT286gskydOhVcLhfOzs5wdHSUKpjJsGjRIjg5OdVKW0ojy27h3r174HA42L17N3bu3ImzZ89W67n8jw1cKlKYnDhxIrp16wZlZWV4e3uzHfmP4tGjR+DxeDWelwGUL+XU0tJCcHAwzp8/j169esHa2hq3b98ud+558+bB3t6e/Tcj83/69Gls3LgR+vr6iIiIwODBg8Hj8eDi4gI7Ozu4urqiT58+WLx4MaKiomBqairRx8LY2Bh6enowNDSUWRkhEolw+PBhdO7cGXp6emLrNDQ04OrqKnE/RmG0stYJZVFRUYG5uTkbUKanp8PDwwNjxozB8+fPQUSsd8zly5erNQ9fmwwaNAjm5ubQ0tLCgQMH2M/t7OwQGxuLli1bst+Rsn/7vzONGzfGnDlzKtwuMDAQrVu3Bo/HY18Yqoq2tjbWrFmDuLg4CIVCHDhwAHw+X2rFG5PjIhAIkJOTI7bu3bt36N27NzgcDtzc3ODj41Nu/7CwMGhpacHc3Bz+/v5yVyjWJGUfaIzEf0pKCjw8PNClS5dy+9y4cQNOTk7o0KEDIiMj2QeVt7c3du7cyb51M1PA1f2tVsTFixehqKgIAGJT3T+bxYsXQ0VFpUb81Zhq1lu3buH06dPgcrlo06YNGjRogDZt2sDY2Fjm/snJyeByuRLL0muL58+fs1OomZmZ6NChA9q1a1djx//HBi7yUpGOSuvWrXHlyhU0a9YM7u7uEpdGjRqhSZMmaN26NUJCQhARESGWZyJp6d+/P4io2kOh0oiPj2dLl0+ePAl7e3sIhUIIhUIx7ZWQkBC2FO358+fgcDiYOXMmzpw5A0dHR1hYWMDFxQWmpqaws7ODj48PbGxswOFwoKOjAxUVFejo6IDH40FNTY3Ncalo6kGeROSMjAxWU4aBx+OV04xhuHbtGvh8fqXKoSXB5XJhYGCA1atXl1t3+PBh8Pl8dvhVklnl34Xc3FwsX75cLGgBgI4dOyIyMlKsvJ150Kanp/+MpsqkdDsBYMKECejYsaPc++/duxcCgaBaHjUmJiaYOXMmRo0aBWdnZwAl01eNGzeWuP2iRYtgbm7OGomW5uvXr2jfvj2ISMyHKyYmBocPH8aePXugqqqKlStXYtSoUeDz+T9luqPsA620xL+dnZ1Eo0sGkUiE4OBg9p736tULK1asYAMX5vtW2zYnFy5cqLK5Zm1jbW1dobZPRTBBy8aNG/H161c0bdoUPB4PJ0+exIEDB6ClpQVtbW2Zx2CMIX/kiF54eDg7pcTlctG4cWOkp6dXytJDFv/6wAWQraNibm6OMWPGwNbWls0LkbTo6elBVVUVRAR9fX0MGDAAwcHBUhcmcAkICPih13rnzh18/foVeXl5iImJgZWVFby8vCASifDp0ycQEZycnKCsrAxfX188fvwYv/32m5iY3tevX+Hv74/NmzezQ7/9+/eHoaEh6tWrh9atW4PP56NFixYYMmQIhg4dipEjR0JbWxumpqZsXoWtrS1MTEygoKAADQ0N2NjYwNbWFra2tgAgVpnFoKysjEGDBsHIyKjclFDXrl3h6elZ7XukoaGBhQsXQlVVVWw498OHD3BychILNhcsWAAHB4dqn/NH0qNHDyxfvhxcLpet8Pj06VONTLPVNMXFxWIjQwCwc+fOSut7ODo6YsmSJVVuhzwCakVFRXByckKvXr2gqKiI2bNng8PhYMuWLRLfrHNycsSqd3bt2gU9PT12ypQhMDAQHA4HhoaGsLKyYpfaRtIDrbi4uEoGiR4eHti9ezc7XTBlyhQ4OjrWZHMlsnz58gqF8n4Ww4YNq5EX1wsXLsDLywtPnjyBQCBAo0aNoKqqCnt7e3A4HFZ08kfl18hDYWEhkpKScOnSJfa3PWLECGhqaqJFixbgcrnQ0NBA+/btK6xwk8T/F4ELU/Zb+gHJ8Pr1ayQkJMg915qYmCiXam5BQQE4HI7UssofxaNHj6Cqqoq9e/dizZo10NTUlGtuMSgoCMuWLWOVcYODgxEQEAAej4e+ffuiYcOG0NDQYAO1Hj16wNLSEkQEPp+Pvn37YtOmTVBTU0OzZs2gqamJgIAAREZGYs6cOSgsLERYWBgMDQ3FRK7s7OywZ88ehIeHQ1lZGX369EFYWBiaNm0KFRUV3Lhxo9r3xNXVFRs2bMDZs2dhaGgIMzMzNG3aFGpqanB2dmbL89asWQN9fX25pi1+NszD9du3bzA3N8fFixfx/ft3fPjwAQAq9bf/kZStZgPAmnDKIi0tTSzhdPTo0VLzTeRFmoAa029ERUWhW7du6NatGxYtWoS+ffuCy+VCVVUVqqqqVc61YaZO582bJzbdXVnkMburSdO7tWvXYu3atQgLC2MrlXx8fFC3bl2oqanh8uXLNXKesjx+/BgfP35EZmYmrKysyomg/QxKT+cwREZGVvulR5JStoqKCurVqwdFRUU0atSITQn4Efk11UEgECA0NBSnT5+GmpoaUlNToa2tjUWLFlX6WP9fBC41raMij2ouo94pa7i1prh79y7q1asHNTW1cnP9zHSMgoICeDyezHJTJuk3IyMD9erVw6lTp8QcTJl56wcPHkidekhMTAQRYdiwYdizZw+sra0BlDyMdHR0kJmZCaFQyFZmlc0hCAoKYpPNrl27hmHDhiEgIAATJkyosXu5YMECVufj69ev2Lt3L5YvX46YmBixIGrHjh2YOXNmhWWdfwcGDBgAd3d3WFtbw9fXF0DJ357P58PU1LTCv/3PQlLgkpCQACUlJan7FBcXl7Oa2Lp1KzuSV1MUFhbC0tKSTRSOi4tDw4YNxRR0TUxMYGNjw5Y129jYwNHRES1btsSMGTN+iEYLg6S8M0lLTY3mREVFwdnZGS1atMAff/yB1atXY+7cudi4cWOtWmYsXryYnYZo1KhRtaeOa4rS0/cAcObMGWhoaNToOWQpZTPUZH5NZXn8+DFevXolcZ2VlRUEAgFatmxZLUsP4F+snPv582eKi4uj+vXr09y5c+ny5cuUmppaI8fOzMwUU82VBONk/PHjx1p3Em7RogVZWlqSvb09zZo1izIyMqhp06asmuTnz5/p7du3ZGFhQUKhsJx79ZgxY0hbW5tGjBhBCQkJpKKiQoWFhXT79m0xRconT56Qvb09ZWRkkJKSEqsiXLduXbH22Nvb0/Pnz6lOnTrUr18/CgsLI6ISw8ZJkybRtWvXqHv37tS2bVvWKfc/qseLFy/oyJEjpKGhQb179yYFBQUiKlEHfvLkCTVo0KBaZnY/ksjISFqxYgU9fvxY6jZRUVEUEBDAfn9iY2Opa9eu9OXLl0qfr6CggFauXEnp6ek0cOBA+vbtm9RtORwOnThxggQCAVlYWLC/j+LiYho3bhx1796dXF1dac+ePZSamkpCoZA2bNgg9/eccSH/D9k8evSICgoKqEGDBj/Nqb00IpGIWrduTRs3biRbW1siIrpy5Qq1atWK8vPza+w8hYWFtH//furbty8RlfTt6urqFBcXR+rq6uTm5kZERHXq1KFx48aVcyivDgUFBazZqDQVay8vL2rRogVFRESUWxcbG0t+fn7UsGFD2rlzJzk6OrLPlOzs7ApNLMWoRnD1tyYrKwu6urq1oqMiKTcDKHkT/O233xAZGQkzM7MfprqqqKiIhIQEsaHt7du3s8vq1atBRFi2bBn72bp16zB+/HiYmprC0dER7969Q2JiIsaMGYMZM2bg/fv3YtUShYWF6N+/P9zd3QHInnq4fPkyiAh9+/ZlRys2bdoEDofD6l9UVG76I5Bk/lWT2/+H/DAjLnl5eWjQoIHUknigfGIoUFJdoqCgUKVzDx8+HKampnBxcYGJiYncOhbm5uZiZnZMbhtQoi69YcMG6OrqlvMMk1cb4+8GIzwWExODCxcu1Jg42b+VvXv3wtTUtEaPGRISAktLSwDAwoULWTHQ+fPni4041lR+DcPnz5/RqFEjqKurg8/nSzVx1NHRQZs2bSSuY9SYk5OT2c++fPlSpeqzf23gApTMO9aUjkpubi7u3r0rNTeDITAwEA4ODhg8eHA5DYTaYPfu3bCzs4OlpSWaN28OZWVlREZGlpvTnj9/vsRyuJycHDg7O2P06NHl1oWFhUFVVZUVDDI2Nq5w6mHq1KlsRcW4ceMQERGBiIgIKCkpwcjICPr6+iAiKCoqgsfjSS03rW0MDQ3B4XDg5OQk00VYJBLh7NmzaNu2LebPn/8DWyg/69evR+fOnREQEICpU6fi0aNHWLRoEUaPHo3bt2//7ObJRXh4OFshYWVlVemphu3bt1d5CkRbWxtxcXGsq3RFnSjTF6ipqYHP5yM+Ph5ASTDv4uICoKTSb/bs2QgLC4O6unqlzAprmrS0NLRr1w4NGjSoVu4DY+NRevknBmA/io4dO6JXr141dry2bdtCIBDg6NGjePv2LRQVFbFx40Y0b96c/VswLwDVza8pqxU2evRoeHp6Ij8/H2FhYWjevLnE/RizUUlq3Y8ePQKXyxVL/pbH0kMS/9qpoprm3bt3ZGZmRkVFRaSkpES7du2iLl26/OxmkZWVFRUVFVFWVhY7xM3hcEhPT0/MCI3D4dCzZ88kHuPw4cPUp08fGjJkCBEROTk5UY8ePaiwsJCuXr1Knz59IgMDA/L29qaHDx9KnHrIy8uja9euUceOHamoqIiKioqobt26pKSkRGpqanTjxg0qLi4mAMTn80lNTY20tLRIW1ubbty4UYt3SDIxMTH08OFDmjt3LuXm5lKjRo3I3d2djI2NSVFRkbKzs+nhw4d07do14vP5NGXKFBo2bBjxeLwf3taKGDFiBKmoqBCXy6W4uDi6desWaWpqkrm5Ob1//55evHght9ngzyI/P5/Onz9PhYWF5OvrSyoqKhXu8/37d1JUVCSikiFqe3t72rhxY6XPbWJiQn369KFWrVpRp06dKCsrS65h64SEBNq6dSulp6fT+fPn6dSpU9SnTx/6+PEjuw1jzCrLJLK2ad++PRUVFZGNjQ3t2LGDMjIyKjUsv2PHDurYsSO5uLhQ3759ycvLi3r37k3Dhw+nVatWUVJSUo2Yx/4bmDNnDt2+fZu+fftGFy9epGvXrpGLi0uNHNvExITev39Phw8fpidPntD+/fvp+vXrlJqaSo6OjlRQUEBJSUnUoEEDOnv2LAUGBlJOTk6VzgWA5s6dS0OHDiVDQ0PS09OjqKgoat++PcXHx1OnTp0kTssqKChQ8+bNKT8/n+Li4khBQYGSk5Np4sSJ5ObmRgcOHKDffvuN3N3dqVmzZlW/GZUKc/4hvH//HiEhIXBxcYGbmxtCQ0NrxP5ckmpuaZjk36tXr6JXr14IDw//oYmdnp6eICIYGRmBz+fD09NTLn0Ipkza398fgYGBMDU1Zd9CZVFa5vnt27esV5KKigr69+8PZ2dnWFpaIiQkBM2aNWMrjg4ePIgzZ86wb6w/UhipLC9evIBAIMCvv/6Kzp07w8XFBXXr1oWHhwdGjRqF48eP/9S35aqgpKQEoVCIu3fv/hARsJ/FlClT4OzsDHt7e2hpaeGvv/6q0nG2b98OHo8HLpcLf39/ufYpLi6GpaUlDh48yFpEXL58GQKBQGw7Rjtp0qRJmDZtGho3box69eohODgYERERP8RTSllZGRcvXmQFHCtTEs9My7148QI6OjrYtGkTbt68CS6Xi5SUFDRv3vxvbUT6o3n06BEmTpyI0NDQcmaT1UVRURECgQBmZmZiopPFxcXsFHyzZs3w5MmTagtnyhI57du3r9TRHDMzM+zbtw8+Pj5wcHDA5s2bUadOHdStWxc8Hg9169aFqqoq+Hx+tRSv/5WBS8uWLeHu7o7ffvuNVa+0tLRkS0NrgxUrVkBdXR2JiYlQUlKCrq4uVFVVf6hHzLdv37B8+XKEhIRAVVUVzZo1Q3BwsMx9du/ejZUrV4LD4WD16tXYvXs3oqKi4OPjAxUVFaxbt441mBs7dqzY/CQAVucFKJnXX716NT5+/Ii4uDi2nNnf3x/9+/eHQCDA4sWLWcdpxt9IUpn6j6Rt27YYN27cT21DTWJsbAwjIyN0795dTEzv38abN2+wbt06rFy5Umolg7y8e/cO+vr60NPTQ2RkJKKiothFFrm5uayLcnR0NAwMDPDx40esXLkSsbGxaNu2LVRVVeHj4wN9fX1W0JHRQfoRnlLOzs7w9/fH9OnTZcrwV8T69evZAK9t27bsZ0ZGRvjll1/g7++PAQMGYP/+/TVuc/IfJeKcderUQZMmTcqJTjo5OUFVVZUVc6yJ/BppIqempqY4fvy4xH06dOiAKVOmoLCwEAsWLEDdunVBRKhbty4WLFgANTU1ZGdnY9asWWjYsGGV2/avDFwUFRURGxuLgwcPQk9PD9+/f0f9+vUxYsQIse0Y1dyVK1eyuRjyLKVh3ry0tLSwbt06tGrVCsrKyujbty/r/vozGD58OPr16yd1PdO5Ghoasm/oZcsmBQIBNDU1oaysDB6Px+qxMCXQzLUzZanGxsbw9/fHli1b4O/vj4YNG8p0nA4NDYWpqSliY2ORlpbGLq9evRLT06hJys7dAiVS4ZJk2f+pbN++nR39kncE4T9KyrCdnJzA5/Plztc4d+4cBAIBPn/+jH79+qFz587IycmBi4sLlJSU0LRpU3bES11dXWzko/RIWG16St28eRP169cHl8tFp06dqnWs9PR0jBgxAhkZGQBK+lAiQpMmTaCnp4fg4GBoaGjAw8OjVstxP3z4gMjISNaa40cjKzH56tWruHnzZrWUnCWhp6eHTZs2wdjYGMHBwUhNTWUdyIVCIXx9fVnRyZrOr5GXp0+flhPAs7Gxwfz589GvXz/07t0bQEnAr6SkhJcvX5bTZJKHf2WOS6dOnejx48eUn59Pnp6etGfPHjp06BANGzaM3r9/z25nYWHBllBKy/8oC4fDoQsXLoh9lpCQQH5+fnTu3Dny9fUlPT09ysjIoIULF1J4eDgVFRXVaskeADp69CilpKSQUCgkNzc3un//Pm3evJlu374tcZ9Pnz6Rj48PpaSkkLOzM23btq3cHPyGDRto+fLl9ObNG/rll1/I1taW1qxZQ/Xq1SN/f38iIraMjcfjUUZGBp07d46ISkqfg4OD6cuXL3T//n369OkTaWtrk5qaGtnb25OPjw/Z2tqKlVuXxdLSkhYuXEg9evSooTtVfu6WiOjQoUM0evRoev36dY2d52dz48YNatq0Kenq6lJERASbC0JE1L9//5/YspohJyeH1q1bR1OnTiUiouTkZLKysiJVVdVaP/fr16+pY8eOVL9+fTp06BBZW1tT8+bNaevWrRQbG0ve3t4S97OxsSEPDw/y9PSkMWPG0IcPH8Ty0IiIIiIiaPfu3fTw4cMab7ezszM9evSIunXrRkpKSuznW7dulfsYZX8/QqGQCgsL6eHDh1S/fn168uQJaWhoUI8ePejz58905coVse9eTfDmzRvy8PAgoVBIL168oPXr19PAgQNr9BwVIU9/zuFwyNTUlNauXUudOnWq9jm9vb2pQ4cO1KtXLxoyZAidOXOGuFwucTgcUlJSou7du1N2dnat5NdUh6ioKAoJCSEtLS26fv061alTh4iImjRpQhMnTqRJkybR8ePHydHRUe5j/isDl5ycHFq4cCFxOBwKDw8nNTU1evXqFVlaWlJGRgYZGBgQEVFGRgalpqaSoaEh2dnZVelcIpGI6tSpQ0ZGRqSsrExXrlwhBQUFCggIoMuXL9Pr16/p8uXLdOrUKbGHZXVhzhsTE0OmpqZka2tL9erVo9zcXEpOTiZTU1PKzs6mrKwsdrvKfDGISrQS6tevT1paWmRsbEw6Ojr06tUryszMpMaNG0vch8PhUHBwMHXq1IkCAgLoyZMn9OHDBwJAXC6X3Nzc6NatW9S9e/dyD9TS15aVlUUbN26kLVu2UEJCAjVt2rRK90nSscvqLVy6dIn8/Pzo+/fvNXKOvwPfv38nPz8/ysrKoqdPn1JxcTERlfx9mP//J9O1a1d6/vw53b17l0aPHk3r1q0jQ0NDio+Pr/JvWV6Kiopo7dq19OTJE1JTU6Nnz55RUVERDRo0SOYD6tSpUxQUFES5ubnUvn17On78eLltXrx4QXXq1KGXL1+SiYlJjbb7/fv3NG/ePHr48CEVFRWxn8fFxcl9jLK/H19fXzp//jz5+/vTxYsXKSMjgzQ1NenLly/UpEkT6tSpEy1atKha7QZAISEhNGvWLDI3N6cBAwZQTk4OHT16lBYvXkx79+6lO3fuVOscNU1eXh799ddfFBkZSZs2baKzZ89KDWjl5fjx41RQUEDdunUjIqKgoCC6f/8+5eXlkY2NDa1Zs4a2bt1KhYWF1K9fP3J1da30Ofz8/KS+TJbV/+rTpw8JhUKJ24pEItqzZw/dunWLeDweOTk5UWBgoFh/HxQURJ6enqSuri6mySQP/8rARRLfv38nZWVlSk5OrvQDXB6ePn1KEyZMID09PbK2tqa0tDTS19enhIQEGjRoEL18+bJGAxciorS0NDI2NiaBQCD2eXp6OnXo0IGSkpLo69ev9OHDB4nbSYPJAo+OjqZmzZqRQCCg/Px8unfvHsXGxrJvU5LIz8+noKAgGjp0KHl5eZGuri4dPHiQtLS0yMvLiwwNDenIkSMUGBhIlpaWFBcXJ/PtxcPDg0xNTWn//v3y35gKSEhIIHd3d7ZyJTY2ln755Rep1/R358OHDxQWFsZ2El5eXhQWFsYG6P9GFBQUKCYmhuzs7MjOzo5iYmJo3bp1VFxcLDEg+DthbW1N79+/p1GjRomNfMyYMYOtQpIk7FjTvH79mtTV1UlNTa1S+5X+/aSnp5OZmRm1atWKJk+eTG3atGG3Y0Q4s7Kyql2Nt2PHDurUqRNpaWmRhoYGHTx4kPz8/Cg+Pp46duxIX79+rdbxa5PBgwfT8+fP6fz58zV6XGmik9Vh9uzZMtfn5ubSs2fP6NSpU9SoUSM6efJkuVFDIqKRI0fSnj17yMnJiS5fvkxqamrk4eFBx48fZ/v7du3aUdeuXen69etsUCo31ZvR+rE8efIEWVlZVTaKYwzAfiQ9e/bEsmXLyhnJ1Ta2trYgIujo6MDR0REtWrSAn5+fxAUoEQeaO3cuunTpAg0NDbi4uCAvLw9eXl5QUVEBEaF9+/a4evWqzHn/Jk2asBoPCgoK0NXVRadOnWBqagoOhwNTU1M4OTmxOQQjR44EUOLB8fDhQ2zduhUzZ85kj7d161aYmZnV6r2aN28eK6z3T+RnJKPXFD4+PhgwYIDYZ/3796+wGk5PTw/79+/HrFmz0KpVKwAlFgdCoVBMOLEqvH79Wu7l48ePuHDhAvbv34/4+Hi5qggfPXqEgIAA2NjYwNLSEhYWFqyFyI/0lBo4cGClXLglwYheSurbGI+4sgn9laWiXDpXV9dqHb+2uXPnDlt5Ji+V+Q4y3L9/H1u3bsWiRYuwffv2GqmklUZaWhqsrKwwdepUiesVFRURExNTzpdoyJAhuH//Pk6fPg1VVdUqu4f/owIXNTU1XLp0CbNnz2ZdhuVZfjQ3btzAihUrsHz5ctSpUwd//PFHOR+LmobJJgdKvHiolEAU46Pi4eGBmTNnihm5MWZuPXr0gIWFBQIDA1kHbMb/KDs7GyNHjgSfz4erq2u5ks/S3LlzB5GRkXj9+jViYmJgYmICLS0ttiR03LhxbEfn5eUFgUAAkUgEX19fDB48GJmZmWIeT5cuXZLpW1NVrly5gjt37uDq1avQ09PD0qVL2XU/sgOoCeRNRv87EhwcjClTpoh9NmXKlAqr4SZMmAANDQ322hnq16+PkydPlvMyqgxMUq6shQm8FRQUoKCgABMTE3C5XOjq6mLLli2VOl9tekq9f/8etra2uHv3brl1cXFx4PF41ZJsiI+Ph1AolCi2WVRUBC6Xi+vXr1f5+AylPdNu376Ndu3awc7ODp6enrh27Vq1j1+blK48k5eKvoOlxQCnTp2KBQsWsF5ZHh4eMDQ0hFAoxPTp02vturZv3w49PT2JFWQNGzZE586d0apVKzFfIk1NTXA4HCgpKWH9+vVVPvc/KnAJDg6Gn58fxo4dKyZpX9HyozEzM4OBgQF0dHTA4XBgZ2dXq1bjxcXFaNmyJZYvX47ly5dDIBCAx+NhxowZICI8fvwYZ8+ehYmJidQHgoKCAmJjY3H8+HFwuVxMmzYNysrKbL1+bm4uhEIhez3yOr8+e/YM6urq0NbWxqZNm9C3b18QEb5//46UlBQQES5fvoyCggLk5eUhPz8fPj4+bEXCqVOnqizlLos1a9awnUD37t1ZrZbNmzf/8A6gunTs2BE2NjYwMzNjKwmio6Ohq6v7k1tWexQVFeHQoUPl3MK7dOmC9evXiwXyleXFixdyLUePHsWlS5fYjjs3NxebN2+GhoYGtm3bVqlz3rlzB/v372cNHavLsWPH2JEnXV1drFmzptw2b968AYfDqbR5qUgkwqFDh5CSkgIPDw906dIFQElAceXKFeTn5yMrKwtjx46Furr638YE8WdRuvJMXir67vXt2xdDhw7FsGHD0KhRIwgEAqxdu1bsGLGxsTA1NcWSJUtq+pIA/G9ETZKcxd27d9G0aVM0bdqUffalpKSAy+UiLS2t2qry/6jA5Z/C8ePH0blzZ/Tv3x+JiYlo164dTE1Na01Pg3HY3bdvHxo3bgwFBQV4enpi/vz5ICJWkjwlJQVaWloSyy29vLzQtGlTODs7w9nZGTweD2pqajAwMADwP9t2ZvSEkctnyiJl8dtvv8HW1hZ8Ph+KiopQVVXFs2fPIBKJQESs54Ykwab169dX6MRdVb58+VJuWuHx48flhi9ruwOoLtnZ2Zg8eTLCwsLYzvHly5fgcrl/+9GimuaXX37BqlWrJI64lLXBkLVUluzsbMybNw9AiZ0Eo7nxs0aDNTU12VLhkJAQiZoZjMN7Zb8jIpEIRkZG7EsME/jExMSwo7tcLhc6OjqIiYmp/sX8A0lPT4eLiwv69u0LHR0dDBs2rFbPN3PmTCgpKZUTYTx9+jT09PRqRUQzMzMTHA6HFV6tiKr6EkniH5ucm5GRIXUdk/2sra39t3AOzc3NJUdHRxozZgyNHTu2UvsOHjyYhg8fTvfv35eawQ2ADh06RK1btyZNTU16+vQp7du3j96+fUuhoaE0Y8YMdtulS5fS2rVr6cWLF2LHePnyJU2aNIk4HA4tXbqUFBUV6d27d1S/fn169+4d6ejoULdu3cjHx4fU1dXJ3NychgwZQm5ubhITZ2/dukUXLlwgV1dXUlFRoRYtWtCBAwfI1NSU3N3dCQCtWrWKxo8fTwsWLKAmTZqIJcwSEV24cIEmTJhA7u7uVZJyr0nOnDlD/fr1o8zMzL+l7H9ZajsZvarMnz9f7m3Dw8Pl2i4zM5OMjIwoKyuLHBwc6NSpUxIrKqysrOQ6nix7DIaXL1+SsbExa6VQusrJx8eHEhISSE1NjaZOnUrPnz+XepwWLVqI/bt3795ytbEifHx8yMXFhVauXEkbNmygUaNG0d69eykwMJDdZvfu3fTbb79RVlZWpY/PVP7p6emJfV5YWEgpKSmUn59PDg4OYsnHNcHs2bNp9uzZxOFwSFtbm1q1akUrVqwgY2PjGj1PdSldeebs7EwhISGVst3Ys2eP1HWlq3uYKk03Nzfy9fWlFi1aiFVxffnyhTQ0NCglJYWtoqwOnz9/pri4OKpfvz7NnTuXLl++TKmpqXLtKxKJKCQkhObMmUNmZmbVasc/NnBh6tdlwefzqUmTJrRs2TJq1KhRrbYnMzOTnj59ShwOh7S0tKhu3bpiVTyLFy+m3bt307179yp1XD09PZo4cSKlpqayGimyKCoqIpFIRC9fvpT4gH316hVZWFjQ06dP2Xp6aeTl5ZGqqirdv3+fHBwcymWB3717l7p3705ZWVnlKhPWrl1LUVFRdPv2bRo1ahStWbOG1qxZQ2PGjCF9fX369u0b5eXlkYODAw0ePJiio6MpMjJS7Mc1ZcoUunbtGu3bt69Gq7GkcfHiRXJzc5Pok1PTHUBN8+3bN1JSUqKEhARKSEggDodDT548oV9//ZWaN2/+s5vH0rJlS7m2k6SXJI0BAwbQyZMnKT8/nwICAmjXrl3VaWKFlJYiYILCslVOBQUF1Lp1a1JSUqL79+/LdVx5AiZ5iY2NpY4dO1L79u3pzp07ZGJiQg8ePKCoqCjq2LEjPX36lNq3b09t27aldevW1cg5fwSvXr2ily9fEhFRVlYWbd68mbKysujKlSs/uWU1S0VBdm5uLmVlZZGCggKZmprSiRMn6Pr16zRlyhRKT09nt0tPTycLCwtKTU2VO3CXxcePH6lu3bqUlZVFRkZG9Mcff4j1L0xF6unTp+nLly+0ffv26vsSSaLaYzY/iYrmAB88eIBjx46hY8eOUFdXl5icVpOsX78efD6fVd00NjbGhQsX2PXJycngcrmV9uW5c+cOoqKi5EpA279/PwQCAbhcLgICAiRuIxKJwOVycfXqVbHPMzMz8eDBA7EhRZFIhP79+yM+Pl4sC5zJZr9//z6ICLGxsVIz3o8cOcLaoH///h0ZGRlYvXo1du7cifj4eGhoaFS5SqwmKevNUZZXr16By+Xi2bNnP7hlshGJRBg1ahT4fD5MTEywYMEC+Pr6wtfXF66urlBQUMDKlSt/djNrlc+fP+Pw4cNiv7cfTekqJwcHB+jp6eH169flqpxu3LiB6OjoH2LDcPPmTYwZMwYREREoKCjAtGnT2P6By+XCz8+v1hSqfxS7du2Curr6Dz9vVap+appPnz5hyZIlEAqFOHz4MJ48eQIulyv23Vq5ciUsLCxq9LxFRUV4+/atxKRcFxcX9OjRA0BJ+kFN+BJJ4h8buFSGzp07swlkP4LPnz9j2rRpsLKyYj/LycmBpqZmrT747O3tsXz5cly+fBlcLhfPnz/HmzdvxIKl6Oho8Hg8VvI+PT0dAQEBbKa6mZmZWG5AWFhYuSzw0hnvRCQ1650pm27cuDEWLFjAHnPYsGHs+rIVJX9XaqMDqAlWrVoFc3NzXLt2DZ07d0bnzp3F1u/btw9aWlo/p3GVRFLwXBHTpk2Ds7MznJyc0KdPH1y8eLHS5w0MDERAQECVq3k2btwIZ2dnKCgogMfjQVFRERs3bgQgXuU0ZcoUcLlcCIVCNGvWrErnqi7v37/HjRs3Kp2Q+3ciPj4e06ZNQ8+ePaGgoPBTfMbkrTyryDKiJpg4cSIaNWqEb9++wdHREa1atUJwcDD8/f2hqKiII0eO1HobGPh8Pi5evIjExMQa8yWSxD92qqgyXL16lby9vSknJ0fiNEBVkDUHSUT0xx9/0IULF2jDhg01Nm89dOhQqes4HA5t2bKFgoKCqHPnztSzZ09KS0ujM2fO0Pjx48nR0ZG+fv1K9+/fJxsbGwoKCqKwsDBydHQkDw8PmjlzJmlqalL79u1JV1eXTp8+zR47JyeHFBUV6fbt2/Ts2TOqV68e6ejo0Pr162nTpk10584d4nK5NGXKlHLtUlVVpRs3btDnz5+pQ4cOpK+vT56enqStrU1dunSRmrdTlidPnlT+hlWDxYsXU3x8PBkYGFBmZiYlJCTQvn37qHPnzj+0HRVhY2ND06dPpwEDBtDZs2cpKCiIsrOzqbi4mFJTU2ncuHGUlpYm93TFz+D169c0YsQIiomJIQBkampKp06dkis3Z968eaSlpUVcLpfi4uLo0KFDtGjRIho/frzc5580aRJ9/PiR9u7dSwMHDqS1a9fK3P7JkydkZGTETo+ePXuWfv/9d0pNTSUjIyMaM2YMtW/fnohKcl/atGlDjo6O1L9/fzafy9bWllJSUsjGxkbudv5HCTt27KANGzZQamoqffv2jTZs2ED9+vX7oW1IS0uTe1sLC4saPfelS5coJCSEMjMzaezYsdSnTx9ycHCgzMxMSktLo3379tGnT5/IwMCAgoKCyMnJSe5jy3rGlEVS3qGtrS0NGjSIHj16RMXFxbR7927Ky8sjXV1dSklJIQBiuWFV5f+LwIXJ1ajJREVJ84Xfv3+n7OxsNs9EV1eXVFVVa2zeuiI/jri4OEpPT6fi4mJSV1en7Oxs4nK5dOPGDbp58ybl5+cTUYnXx86dO6lhw4bUrFkzseTd6OhoGjBgAH39+pXevHnDzmnyeDxKTEykwMBAevXqFRERCYVCMZ8Qae1LTU2lpKQk8vf3p8ePH9P9+/cpMDCQ/P395U6eHjBggFzb1RQ3b96sVgfwo1BQUKClS5fSyJEjafny5bRq1SoaPHgwm8CorKxMZ8+erfk55hrE0tKywuBZXrZu3UrDhg2jW7duVfrvFR8fT76+vpScnEz29vbl1hcUFFD37t0pJiaGFBUVKTY2tsL8oW7dupG3tzetXLmS3r59Sxs3biRPT0+ysrKijIyMH5K79W9m/vz5tHjxYsrJyfnZTflhuLq6kp2dHTVv3pzGjh1Lx44do06dOtGDBw8kfm8rQ2U8n7Zt21bus9rwJZJIjY7f/E1JTEwEl8tFVlZWrRx/4MCBSEtLw6NHjxAeHo6goCCoqKggNDS0Vs4njby8PCxduhQCgQB8Ph/z58+Xuu2TJ08gFApx6dIlsc8PHToEbW1tqdNHxcXFePr0Ka5fv15OmfX48eMYN24c6tWrB1dXV3Tu3BlDhgxB+/btIRAIMHjwYKiqqqJNmzZQVlbG0KFDa/4m/H9GWcftOXPmIC0tDadPn8aqVavg4OCA5s2b/+xmymT27Nli/z548CBUVFSqfLw2bdrg119/rdK+jRs3xpw5c9h/R0VFsWrbM2fORP369ZGZmYmQkBD4+vpKPMbBgweRlpaGnTt3Ql9fny3zHzduHPh8PvT09P7RSs1/JyZPniw2Jf//A3w+H0eOHEFaWhr8/Pzg4uICRUVFpKamlsuv2bFjBx49eoStW7dWWztFXj58+FDuXIGBgVi9enWNqdf/awOXzMxMdOnSBdOmTYO1tTW6detW4+coLi6GtbW1WOfGfL5z504oKyvX+DnLEhERUW7x8PAQU85llrK0a9cOYWFhAErEs4AS/Q8jIyP07t0bKSkpePv2Ldzc3ODv719u/9LXPXr0aKipqcHc3BwKCgowNDQEh8OBpaUl/P39weVyERwcjODgYPTo0QNmZmYgIgQFBaG4uLjcsfPz83HmzJkaqfmvKi9evMCRI0dw/PhxvHv37qe1oyLevHmDq1evIjU1tdy648ePVysI+BkcOnQIenp6Vd4/OjoaOjo6cm1bVqhuwoQJrAy+SCRiX0r4fD6ICDwej30xICIIBIJyC5/Ph4aGBgQCAdq2bcseu7i4GAcPHoSysjLq16+PlJQUpKWlsct/yMfFixfRr18/GBsbg8PhQE9PDyEhIeU0TP6tMP0608cz/5aUY6OmpoZz584hMDCQ1fP6GbRt2xaRkZHs76m6VG+i6W+MpqYmWVpa0q1btygwMJCmTp1a4+fgcrl09uxZsrW1pT///JMEAgFNmzaNNm3aRHl5eawJmampaY2fm0FSibRAICBnZ2e6d+8eWVtbk0AgkFg63qRJE1q8eDH5+/vTrVu3KCUlhYiIjI2NSUVFhZYuXUpERFpaWnT+/Hmx+c/IyEiKj48nHx8f0tLSosjISDp48CB5eXmRjo4O3bhxg/Ly8qhHjx6UmZlJxsbGYkOLmZmZZGJiQrGxsbRs2TKaOHEiu+7Lly/UunVrSklJoby8PDp06FCN2MJXhs2bN9Pw4cNJSUmJ8vLySCAQ0OzZs2ny5Mk/tB3yYGBgUM5Q8dmzZ3Tu3DlavHgx2djY0MuXLytnYvYTcXd3p7Nnz1Z5/4YNG9LHjx/p48ePpK2tLXU7kUhEs2bNEivDd3Z2pujoaHYb/N9MemxsLLVt25a6detGHTp0oCNHjtDly5cl5rpduXKFDh8+TIaGhtSrVy/2cy6XS926dWM1k+rVq8eeg8Ph0KtXr2rcEfrfCGMuu27dOlJVVaXU1FRas2YNNW3alC5dulTr5pQ/A5FIRL6+vhQZGUlTpkyh33//nSZNmkS3bt2iw4cP019//SVxvxs3blBUVBQ1aNBArum0li1bSnxWcLlc0tDQIBcXFxo+fHg5/R5JXLhwgQwMDCg9PZ0uX75MGzdurFQOjUyqHfr8B4uNjQ2EQiH7ZkZEUFVVxbFjx354W7KyssrJMQ8ZMkRsad26NbhcLqytrWFoaAhbW1u4uLjA39+fHR0JDg5Gy5YtoaCgIPaZSCRCcHAwGz03atQIXbt2xdixY8Hn89kRiszMTCgqKsLZ2Vli+2bMmFFOGXf06NHw9PREfn4+wsLCfspUh7a2NtasWYO4uDgIhUIcOHAAfD4fhw8f/uFtkUV2djZ+/fVXdOrUiVVKnTt3LgQCAZydneHh4QEjIyPw+XyMHTv2J7f2x1BQUIDQ0FC8fftW5naM4jRTYQcAFy5cEBspLT20vWXLFqirq7MeRZs2bapUu0qP7kybNg08Hg8KCgpQU1ODkZERBAIBJk+eLLHM9D9k8+3bN/j5+bGGm/9GGL+7oqIieHp6wsHBAdu3b6/RyqV58+ZJXObMmYMxY8bA0tISdnZ2chmZSqpIrSn+v0jO/VH06NGDgoODqUWLFqSmpkarVq2iSZMmERHR0aNHqW3btjVyHmkVTfn5+fTmzRsyNTWlP/74gy5evEjdunWjIUOG0LFjx+jFixdi1udv3ryhs2fP0i+//EJ//vknOTo60ps3b+j27dsUGBhIe/bsIS6XS69evaKsrCxycXERO19UVBQFBASQlpYWpaSkUGhoKL19+5ZGjx5N7969o6tXr1JBQQHFxsaSuro6vXz5klJTU8nR0ZGmT59O27dvp5s3b5KFhQX99ddfZGlpSURE+vr6tH37dmrfvj3Fx8dTp06d6MuXLzVy7+TF1NSUBg8eTFlZWXTp0iW6e/cuTZo0iRISEujGjRs/tC2y6NWrFz169IjMzMzo6tWrlJ6eTllZWaSpqUmqqqpEVPJGv2PHDho1ahRNnz6d/U7+DCqqjGMUQb28vOQWq6sqAGjOnDk0bNgwNkn24sWL1LZtW8rLy5O4T3FxMb179440NDRIWVmZ/fzz58+0c+dOSkxMpPfv35OBgQF16tSJunTpQlwuV+yN2dbWlpSVlWnz5s3k4+NDlpaW9PLlS0pOTqaBAweSn5+fxMTH/5BNcnIyubi40KtXr36akm5xcTF9/PhRrhGJqnLgwAFWkPTatWtUWFhIxcXFtXa+0rx9+5acnJxo0KBBtGDBggq3ZypSFRUVa7YhNRoG/UD4fL7E+WVJy4+i7JtSTEwMNDQ0EB4ejnr16tXYeSwtLSUuTN4Is/D5fCgrK2P69Onw8PDA0aNHxY6TkJAg0Xk5MTERenp6WLx4cZXb+OTJE0yaNAmhoaE4ffo0OBwOLl++DKFQCC6XCxUVFRw+fFjiyJCWlhaCg4Nx/vx59O3blzV6/JHs2bMHQqEQCgoKOHjwIADg1q1b4PP5lRYRrE3U1dVx8eJFfP78uUIfkMjISGhra1fLDbi6lB61k7T06NEDbm5u4HA4UvOfapPff/8ddevWrdQ+48ePR5cuXWBjY4PBgwdj6tSpCAoKgoaGBlq1aoXs7GyIRCKMHz8e/fv3R9euXWFubo4RI0ZgxYoV4HA4SE9PByDbT+w/ZFMVF+aaZtasWWxBg7xGtNKwsbEp522lra0NDofD5lrVplbMnj178PHjRyQnJ4vdUyZJ/Wfyjw1c4uPj5V5+Fvfv38eJEyfw+vVrcLlcicmTNUVaWhoKCgrg5uaGZs2aYezYsdDU1IS3tze0tLRw8uTJck66v//+OzQ0NNipI3V1dXZRVFQEh8OBhoYGdHR0YGpqCkdHR7Rs2RIzZsyoVIUWo9Z77do1vHv3DgkJCbh48SIKCwsRFhYGQ0NDMdGxkydPwt7eHkKhEKampjh+/HiN3afK8PnzZzFl0ezsbKluqD+LOnXqoH///ti4cSOUlJTYJGtJMO1/8ODBD2xh1aiJ4FlemKmivLw8NGjQQOKU2qdPnxAREcG6lpdm586d0NTULPd5VlYWWrRogeHDh0MkEqFOnTqws7NDjx49IBQKYW1tDS0trXJVVUuWLPlbih3+3bl9+3atVo/Kw6tXr5CcnIyePXvC0NBQ5u+xIrZv315u0dTUxLhx47B69WoQEUJCQmotcLGwsMDGjRtZ1XSmLzx37pzE7/uP5B8buPyTyMnJAYfDqTVp++LiYlhZWSE5ORmKioo4deoU3r59Cy6Xi9u3b8PKyopVrmWcYL99+wYnJyc4ODiwb7uenp7s0rhxYxARnJycYGlpCSKCq6srxo0bxwYx7969w5UrV8ot+/fvx5EjR3D16lUkJiZixowZUFBQYDuUt2/flht5+SdQWFgIS0tLPHz48Gc3heXkyZNQU1MDl8tlq2GkwXwn/m62BdJYs2ZNrTmDlyY8PBxaWlrQ1taGlZWVxNyYwsJCCIVC7Nu3r9y61NRUqS7Ld+7cgaKiIvLy8qCoqIjz588DAJo2bYoRI0ZIbM/Lly/B4XBq9UXn38C8efMQEBCARYsWYf369XB1dYWbm9vPbhaAkqpIIyMj7Nixo0aPq62tjeXLl+PBgwfgcDg4dOhQrQUuly9fxv79+5GXlwcOh8PaocTHx//QmQxJ/GurimobWS63nz59IjU1NVZc7eDBg8ThcGjJkiU0Z86cKs+/Muc8fPhwuXU6Ojo0cOBAUlNTo06dOpGqqirp6emRo6MjDR48mI4fP05hYWG0ceNGWr58OXG5XFJTU6PExETS19cvd7yPHz+Srq4uRUdHk42NDd28eZM6dOhAhoaGdP/+ffL29qa5c+eKqYxCRrqUkpISjRkzhhVISk9Pp+fPn5OtrS1paWlV6X7UFuvXr6f8/HxW8ZSBz+fLdPr9GbRr144+f/5M1tbWFB8fT1OmTGEdedPS0mjUqFHUsGFDIirJjVJWVq62M+uPolu3bjRmzBh68eIFm/9UG8yYMYOaN29ORUVF5OvrK6aubWRkRIcOHaJmzZqRp6cnxcTEUFBQELseAEVGRhIAev/+PamoqLC5RUQlSqL5+fn0/Plz0tLSog8fPhARUf/+/WnlypUS22NqakocDofevXtXoRHq/8/06dOHsrKy6MiRI5SdnU3169enxYsX/+xmEVGJOGfbtm0pISGhRlV9J02aROPHj6cJEyaQl5cXGRgYlKsWzMvLo6dPnxKPxyN7e/squ9l7eHiw///8+XNWAfj169flTHV/OD81bPoH4+PjI3WxsrKCQCCAtrY2DAwMwOPxULduXbi5ueHAgQPVPqehoaHUxcDAAGpqamI6KXFxcVBTUwNQ8iZw4sQJHDlyBF++fBE7fm5uLu7evSt1Cqf0G/ChQ4egrq4utr70PWjevDkaNGgAe3t7ODs7w8TEBBwOBy4uLmjZsqXM62zSpAmcnJwwefLkn5JP0qRJE9jY2IDH42H79u0//PxV4dGjRwgICICNjQ2b86SrqwuhUAhlZWUYGBiAy+WKeUb93ZGU//SjsbW1ZSsiVq1aBYFAIDYSIhKJ0LFjRzHPLmdnZ3aKOiUlhR2NmTBhAhwcHJCbm4tz586x1UsV+Yn9xz+TlStXonHjxjV+3D///BMaGhqwsrLCmTNnkJCQwC7Hjx+Huro6+13U1dXFnj17auzcxcXFGDRoEFq3bl1jx6wK/wUutUBxcTGOHDmCKVOmYPjw4Vi0aBGOHz+O1NTUHyqoxuQJTJs2TepQdmkqmsLJyMhgzRs/ffpUYTJoWUJCQuDt7Y25c+eiS5cu6NatG1auXIm8vDyx7dauXYu5c+fCwMCgVoQD5WXx4sVQUVGRmNfwT+H9+/c4c+YM9u3b91OTFuWlouC5pvn06RPWrl2L/v37o127dggODkZ0dDSbFDxnzhyYm5vj6NGj6N69O9TU1ODp6SmWu6CqqgpDQ0Ns2bIFXC4XI0aMgJKSEm7fvo2BAweyhoq5ubmoX78+OnfujPj4eHaIf9OmTVBXV0ezZs3QoEEDcLlczJo1q9au+Z/Mp0+fkJaWhpcvX4oJB/4diYmJgZ6eHkQiEVq2bCnVeb4q7N27FxoaGmIio1wuF8bGxggPD0dMTAz4fD4WLVrEGh/WBL169QKfz8fp06dr5HhV5b/A5V/OmjVrYGpqKpZjI8tR9927d7hx44ZEWWbmDTgoKAg9e/YEEaF3795i2jBDhw7FyJEjMXv2bFy4cEFs/zt37oCIYGZmhsDAQHA4HJibm8PNza1c8AIASUlJ4PF4uHnzZg3fFfmxtrbG2rVrf9r5q8rs2bPLOUX/E/jR+U8rV66UWQ1UVFSE0NBQaGhowM7ODtevX4e9vT3MzMzQr18/NGvWDESEBQsWYP369dDQ0ICqqiqUlZXB5/NhZmYmlhOVkZEBBwcHWFhYQFFRkf38+vXrWLNmDZYuXYrr16/X6jX/k2GqdpgRhcaNGyM5OflnN0siTBUl8D8Nlupy9epVuLm5gcfjgcvlQiAQoHXr1jh9+jRevHgBHR0dREZGYu7cuWwl66BBgyoc5ZaXtLS0v0Xu1X86LjXM0aNHKS4ujgCQk5MT9ejRg9TV1X9aexiFWiKi27dvk4uLS6UcdZn5UkdHR5o4cSJt2bKFmjZtSg8fPqRv375RQEBAuX1yc3Pp2bNn5fRgGDXhzZs3k4GBAfXr149SU1PJ1dWV+vTpIzFvyMfHhzw8PCgiIqLmb44cDB8+nD59+kR79+79KeeXxbp168jCwoI6duzIfiYSiWj16tW0Zs0aevbsGXXr1o22bNlCGhoaP7GlleP9+/c/LP8pNze3nGP8x48fqWvXruTg4EAbNmwot8/Xr19p8+bN9OTJE1YZdPv27UREFBoaSi1atKDr16/TsmXLWB2L0mzatImGDRtGdevWpVmzZlHHjh1rzLX+386XL1/o8+fPRESUlZVFa9asoevXr1NycvJPbll5Tp8+Tb169aLs7OwaO+bhw4fpwYMH1LJlSzIwMKCnT5/Snj176OjRo3TmzBm6fv06jR8/njgcDq1Zs4ZGjBhB165do5YtW9LXr1+r5cr87ds3WrZsGd26dYt4PB55eXnR0KFD2Zy6H8m/KnCZPXs264qrra1NrVq1ohUrVvxQMaKuXbsSn88nLpdLV69epby8PIqOjiYfH58f1obSfPz4kXR0dIjD4dBvv/0mMRH31q1bdOTIERo5ciQrxBUeHk5ERO/evSMzMzMqKioiRUVFMjAwoDdv3pCzszNt27aNlS2XBJPQO3HiRJo4cSLFxsZSmzZtyN3dnQoKCsjMzIyOHz9OO3fupClTplB6ejrt2LGDOnXqxD6wpk6dSn/++SedOXOmFu6OOMXFxSQQCOjPP/8kV1dXIiqxbl+1ahU9ePCg1s9fWRwcHKh169a0Zs3/a+/O42pO3/+Bv85pp5RUp5LKkp3IUrKFGIx1jCX7NgYzxnyG7Es1mMEgjBBGGcIYE0pJ0WayL0ljaVGk0p729fr94dv5SdspnfM+57ifj4fHY5z3+7zv64w65zr3+76vaz8AIC0tDTY2NiguLsb333+P5cuXQ1dXF2PHjsWxY8c4jla2PHr0CP369UNGRoZIb8xXrlwBj8fDF198AeD9742BgQFevnxZafFkWVkZWrVqBVNTU2RmZiI2NhbKysqwsrKCpqYmpx8Gsmjfvn1wdHREeno616FUsW7dOoSGhiI0NLTez61voUZHR0f4+fkhLCwMz549AwDhe3N6ejr09PQQHR2N1q1bN+zFAJgyZQru3LkDS0tLnDt3Dq1atYKuri5CQ0Ml//PK6XxPI3v16hXduHGDbty4QRcvXqSxY8dy2hm3uLiYFixYQM2bN5foQruP1wm0aNGC+Hw+DRgwoMYFxc2bNydDQ0OysbGpMq1Y2+2julSUn585cya1aNGCpk+fLrzVVFF0KyYmhvh8PqWmplZpwnXmzBlq1arVp/0PqYePp3T9/PxIU1NTYuPXh4aGRqXChjExMWRkZER5eXnCmi0ODg6ko6PDYZR1e/XqlbBTeGlpKV26dIlevnwp1jHLy8vJ0dGxxt/L3NzcamveuLi40Pjx42ncuHG0YcOGKlvLKxqsLlu2jACQs7NzrXGMHTuWlJWVSSAQ1HnrlHnvwoULNHPmTLKysiJlZWXatWsX1yEJXblyhf755x86c+YMaWhoNLiQYH0LNVbUCqvu57moqIh4PB49evTok16biooKBQQEkJeXF2lpaVFaWhoZGxvT2rVrP+m6DSFXicvHTp48Sc2aNeM0htLSUurSpQs5OTlJbMyKdQI8Ho+aNm1Kw4YNoz59+tT6nPp01K2PipoUM2fOpEOHDlFJSUmVcz6sePlh/yOi94nEh2sBxKmsrIxsbGwqLaL78D61tOHz+aSpqVmptkjF7pRr166RsrKyTHSHHjx4sDBZnjRpEvF4PFJXV6c7d+6Ibczq+hR96MPdQB9asmQJrVy5klatWkV9+vQhZWVlsrOzI3t7e/L19aWlS5eSlpYWDRo0SPjvM3r06BorAKuoqNDOnTuF53L5YSArLl68SNOmTSMLCwtSUVGRqp1yf/31F+np6QkLxTWWilpdHy+wr9iA4ejoKNxFOnnyZDp48GCjjV1h4MCBZGVlRebm5sKaUSdOnKCWLVs2+lh1kbvEJSgoiDZs2EDTpk0jFRWVRv3haSgXFxdq166dRMdMTk4mJSUl0tfXJ1VV1SoLZSts3bqVtm7dSitWrCAA1Lp1a2rXrl21f4YPHy78I6qPt7QmJSVRZGRkpZ0iFR8iycnJlZraEb1vesflB+/p06fJyMiIs/Fro6GhQWvXriUtLS0KDAwUPl5cXEyDBw+m0aNH061bt+jw4cPcBSkCJSUlCgwMpMjISFJVVaUXL17QokWLaODAgRKL4cOmcSUlJZV2A9XEzc2NlJSUiM/nk42NjXCxpLe3N125coU0NDQoOjqatLW1afv27dVeY+DAgdSnTx8CQIMGDSIi7j4MZNHRo0elPjFvLHFxcdW269i/fz81bdqUANCUKVNo6dKlpKysTNu2bWvU8ePj42natGnVzpanpaU16lh1kbsCdPHx8QgICEB0dDQUFRWrNAbkgo2NDb7//nvk5+dXaswmTgKBAI8ePUJkZCR69+5d471Nf39/AEBsbCw0NDRQWlpaYyG5DwsSVUhMTKzyWEFBAWJjY9GhQwfs2LEDOjo6yMzMxPjx4+Ht7Q0igpGREXx9fdGlSxfweDxs3rwZADBnzpxK13r06BHatGlTr9femE6dOoWBAwdyNn5tTExMYGZmhj179uDLL79Ez5490apVK9y8eRPFxcUIDg6GmZkZLC0tuQ61VgKBANHR0bh48SJGjBgBMzMzbN++HQKBACkpKdWuy2psv/76K37//Xfo6OggIyMDmpqada6rsre3x+XLl7Fp0yb07dsXnTt3xrFjx3DkyBHk5OSgd+/eaNu2LX7++Wfs2bOn2uaWJ0+exPfffw8A2L17N4D3v2dJSUlIT09HixYtGv/FyomcnByEhoZ+NkX6KgrAAcD169eRlpYGgUAABQUF5OXlYfz48Th79iwAQFtbG66urli7dm2jjW9sbFxlk4K+vj6ICG/fvpXoz6pcLc792LZt27Bjxw5kZWVxGkdeXh4GDBiAixcvVqly2BC1Ve39WMUiW+B9BV99fX0MGDCgynnBwcEYMWIEsrKy6rXQis/ng8fjVXm8vLxc+N88Hg9EhOnTp2Pz5s3Q0tLC6NGjoaOjgytXrlR57tOnT2FgYICCggJYW1tj9uzZcHR0FDmmT+Xk5IQHDx6goKAAISEhuHnzplQkwB8bNWoUFBUVYWdnh7S0NISFhSErKwv6+voYOHBgpX/H6dOncxhp7Xbs2IH169dDUVER//77r3BhtIWFBTZt2oRJkybh7t27wsfFIT09HWFhYcjOzoZAIMDgwYOhrKxc63MePnyInj17CheXu7u7Y9SoUejVqxcA4OjRo+jSpQtevHiBTp06ITMzE82aNYO/vz9u376N4cOHQ1dXF7t374anpycSEhLA4/GQn58PdXV1PHnyBJ07dxbba5ZVXl5e2LFjB+7evYvi4mIoKyujf//+2LZtG+dJuoGBAfLz8zFq1Ci4uLhAW1tbLOMcOnQI69evR3Z2NnR1dZGcnIynT58KF+Rev34do0ePRmFhoVjGr0D/12F98eLFEAgEYh3rQ3KduKxZswZ//fUXYmNjP/latra2cHJywt27d5GXlyfy8z5MHBrLkCFD6jwnJiYGRIQjR45g5MiRAABzc3MMGzZM+M3uQ1lZWdDW1sbTp0/RoUMHkWOJj4+v9vH09HS8fv0arVu3hqamJvbu3Vtp3PPnz2POnDnIzc2t8twtW7Zg06ZN4PF46NOnD65duybR7aLPnj3DH3/8gZKSEsyaNUusH5ifQtQdAjwer1F+B8Tp4cOH0NXVhZGRkfCxr7/+GkOGDEHXrl3Ru3dvqd0yHBUVhY4dO+LYsWNwd3dHYGBgpeO5ublo1qwZ/vvvP3Ts2BGRkZFYvHgxwsLCUF5ejubNm8Pd3R1jx44FwN2Hgazw9vZGQkICrKysoK6ujujoaOzcuRO3b99GQEAArKysOI0tMzMT27Ztg56eHoKDg8UyzodlKjZu3Ag3NzckJCQIy/t7eXnh/Pnzwm368kbuEpfQ0FAcOXIE165dQ1JSEnR0dDBu3DisW7fuk245mJiYYOLEicjJyRH5Q4DH4+H69esNHvNTTJ06Fenp6QgKCoKTkxPWrVsHLS0ttG3bFvfv369yfk5ODjQ1NYVvruLm6emJb7/9FikpKdUej4yMRGlpKbp3717tjA4j/8aPH48RI0bg/PnzOHz4MMzMzD7peh4eHiKfW58ZqsLCQtjZ2eHAgQPVll4oLy/HggUL4OTkJOwT9ebNGyxevBg+Pj5Vbp0yDTNjxgw8f/4c9+7d4zoUxMfHo3379vDz8xNLKYwPy1Soqanh5MmTmDBhQqOPI63kLnE5efIknjx5Uikb379/P1JTUxEaGlqv2YQPJSYmIjo6Gvr6+mjfvn0jRy0+Z86cwezZsxEdHY02bdpAUVERly9fxrBhwyqdd+vWLQwcOBCZmZmVmsRVp6G3qj70+vVrpKenS90tmMePH+PRo0fCWkCWlpbQ0dHhOqzPxuPHj9GmTRu8efMGlpaWuH37doN/Zz/2KTNU7u7ucHd3F/5cDBs2DAsXLgSfz0d8fDzc3Nzg7+8PNTU1YQ2pb775psaCX6ampujfv79It04Z0URHR6NDhw6IjY2ttB6EK6NGjULnzp2xa9cusVz/40KNmZmZePToEVJTUyEQCGBtbQ0lJSWxjM01uUtcqlNYWIhx48ahrKwM165d4zocievatSvmzp2LzZs3Y9q0afD19UVgYGClD4SvvvpKmNzVRZRbVUDDZpwSEhKwd+9e3LlzR/gLOHbsWCxatKjOhKox7N+/H/v27QPwvnhfcXExjh07hilTpoh97Mbw8QdsXR+g0mbx4sVwdXUFj8fD6tWr65Uki1NoaChCQkIAvP+58PT0RLt27RAREYGUlBSUl5eDx+NBT08PAwYMwIMHDzB48GAcP3682us5OTlh06ZNwr/XduuUEU3FLbnIyEhhF3pJISL8/PPPWLRokbCIp6OjI4KCgqrcOhSHc+fOCbtQ6+joICkpCdra2ti+fTvmz58v9vEl7bNIXAAgIiICPXr0wOvXrz+5ku7w4cNrvH3xcVXDGTNm1LnIr7G9evUKhoaGwg+rH374AQkJCYiMjISDgwOePHkCZ2dnTJw4Ea1atUJQUBAiIiJw/fp19O3b95PHr2/Vxw/9/vvvuHDhgrCkdXR0NM6fPw8VFRVcuXKl0hoISThw4AC2bNmCpKQkiY7bUNV9wNb2ASptiAiPHj2CpqYmp7vJ6uLj44NJkybhyJEjGDJkCPT09BATE4NTp05hz549WLlyJX777TeRE5G6bp0yVeXk5EBDQ0P499DQUNjY2CArK6vS45JQXeLyzz//YNmyZXjz5k29r1dbwv7he2j//v3Rtm1b3L17F0VFRejfv79wgffp06exYsUKODs7Y+7cuQ19aVLps0lcKlbqR0REfPJ95Lp2uFT06vH19UWfPn3g4+MjsW3Q5eXlaNeuHby8vISv8/jx4/jll19gYWEBbW1tuLi44NatW3Bzc0NSUhLat2+P77//vsbp1b///hvHjx+HhYUF1qxZU+ciyXnz5tV6vKZeRjUpLi6GnZ0dlJWVJdozKDc3Fz/88AMCAwPx8uVLiY3bmHx8fDBlyhT2Tb4G9ZmhevXqFaKiohAdHY0dO3agffv28PX1rXL86NGjOH/+PIYNG1bpeG2k9dapNHN0dMQ///yD/v37Q0NDA3/99RfatWsnLPEgSeXl5Rg2bBhcXV2Fa7FCQ0MxfPjwBu3sqWtWOy8vD3FxcUhPT8fKlSuxffv2as87e/YsVq9ejbi4uHrHINUkVjGGYw8ePCA+n0/p6ekSGzM+Pp5at25N69evl9iYRFSliJu/vz+pq6s3+HpeXl60cuVKEggENHLkSJGe8+7duzpbBFRUfdyxY0ed13v27BkpKirSu3fvRBr/Uzg7O5ORkRGpqKiQuro6BQQEiH3MxhQfH08BAQF06NAhatOmjcj/Zlxwd3enjIwMys/Pp+7du5Oqqio1a9aMbGxs6O+//xb7+CEhIbRlyxbasmUL/fTTT9S6dWuaO3dutec6OjoSj8cTVvb9sKv6x8cB0Llz58Qe/+csMzOTnJ2dyc7OjkaOHEkrV66U6Pv7xz5uF+Lv708aGhpiG6+8vJzOnTtHTZo0qbHIZFZWFvF4vCqtKWSd3CYuW7ZsoXHjxtH27dvJxcWFLCwsqFevXhKPw83NjXR1dam8vFwi45WXl1cpmx8SEkIqKiqffO0XL16QsrIyhYaG1nmuqqoq8fl8srS0rPWXZv/+/WRsbEzl5eVV+hR9qKJ3zMclr8UhPDycDh06RP/73/9IIBDQuHHjxD5mY6rrA1ZafPizWlBQQL///jtdu3aNLl26RIsXLyZFRUVat26dRGO6fPlyrZVYCwsL6cGDBwSADAwMqj0eHBxMAGqtfvv69WtauXIlDRo0iDp16kQ2Nja0a9cuysnJaZTXwXBvy5Yt1Lt3b7GOUVZWRlpaWtSmTZtqjycnJxOPx6vUxkQeyO2tori4OOzbtw+3bt1CZmYmunbtih07dnxSd8yGSE9Ph66uLl68eIF27dpJbNwP15m8ePECDx48wLRp0wBUvkc6YMAADB06VOTrjh49Gubm5vjll19qPS8iIgJZWVlYt24dsrOzER4eXu26oKSkJBgZGSEmJgbBwcEYN26csDP0hx4/foyePXsiNTVVbEWdquPt7Y2pU6fWq3aPNCgqKsLz58/x888/4969ezJ5q+vcuXOYPn06bty4IdbCYnXdAqrOn3/+iR9++AGZmZlVjnl7e2Py5MlQVVWt9jggfWu5ZFF8fDwePXoEBQUFWFpaQldXl+uQEBYWhiZNmqCgoADjx4/H6tWrsWLFCrGOGRcXh7Zt2+LVq1do2bJlpWMnT57ETz/9hLdv38pVWQm5TVykRXJyMgwNDREbGwtTU1OJjTt79mxhMSIfHx9oaWnB2tpaeLy+60wqODo6IiwsrM5y6BXS09NhamqK06dPY8yYMVWOZ2RkQEdHp0piFxcXhyZNmkBPTw/JyclYuHAhysvL4ePjI9K4n6qoqAhBQUHYsGEDysvLERYWBhUVFYmM3Zhq+4CVBRMmTICKioqwlLk4ODk5wcHBAQDQtGlT+Pj4VNvmISEhAVevXoW/vz88PT1hamqKDRs2QFlZGXFxcVBSUsK///4Lb29vlJWVoW3bttiwYQPs7OyEv4u14Wotlyw6evQoFi9eDDU1NeTn50NJSQmOjo5YvXo1p3H9/vvvWL58OYD3OzXPnDkj0r/9p3j37h20tLTw9OlThISE4OHDhxAIBEhKSsLJkyexZ88efPPNN2KNQeK4nfARn7y8PHr06BFFRERUaugnCdnZ2XThwgWKjo6mOXPmUNu2bSU6PhHR2rVrydzcnDp16kTNmzenmJiYas+rzzoTIqKzZ8+SiYkJEf3/9Ql1mTBhAn333XfCv1f825SUlNCaNWtIX1+/yr/RunXriMfjEZ/PJz6fT3379qXExESRYvxU+/btIyUlJdLS0qKWLVuSkpISaWho0N69eyUy/qd6/fo1HTt2TNhotEOHDvTnn39K/PegMVy+fJk0NDTEfqu1sLCQwsPD6euvvyZTU9Nqz9myZQtZWlrS8uXLaf369TR16lRSU1Ojdu3aUY8ePUhbW5vU1dVpyJAhlY5bWlqKfAtIkmu5ZMncuXPp5s2btHLlSiIiat68Oe3fv58CAwNJWVmZ/vrrL1JUVCRPT09uAyWinJycSk07xaGwsFDY2HD//v2kpaVFRUVF5OfnR1999RUNGzaMpk+fTpcvXxZrHFyRy8TFy8uLmjVrJvzQ09HRIQ8PD4mNn56eTjo6OsTj8cjQ0JD+/fdfiY1dITk5mQ4cOEDOzs70+vXrWs+tWGciiqCgIGrSpAkRUZW1NERU7VqVbdu2kbW1tfDvb9++JWVlZeLz+dS0adNq32xKSkro8ePHFBoaKvH7sxEREfT06VPh39+9e0cODg6kpKREx48fl2gsDVHTB2x9PkClRVxcHPF4vBoT78Z24sQJ0tLSEvn8Z8+eUdu2bWnBggUiHZemtVyyRCAQ0G+//Ubt2rWjjIwMatmyJW3evJm+//57Mjc3JyIie3t76tu3L7eBSkhiYiIpKiqSkZERKSgo0MGDB7kOSaLkMnExNDSkdevWkbe3NykqKtL27dtJUVFRoosUS0tL6e3btxJblPspEhMTic/n08uXL+s8Nzg4mNTU1Go95+OZmAsXLpCenl6lc1JSUuj27dsizdhIi23btlHLli2prKyM61Dqra4PWGlVWlpKzs7Owm+X4vCpM1R+fn6krKxc47fsj49/vOvvQ+Hh4RLf/SgLnjx5QkeOHKGAgABKSkoiDw8PUlZWJhUVFeHus/v375OioiIVFhaKPZ558+ZV+2fBggX0008/0YkTJ8Qex8OHD+ns2bP033//EZFoOznlhVyucdHR0cG2bduQkpKCU6dO4enTp1iwYAFevnzJWe8gcWmM/is1rTOpzuHDh7Fnzx48e/as2uPl5eVo27YtvL29hXVkbty4gWHDhqGoqKjSuY3ROkCSUlJSoK+vL7F+To3t6tWrGDt2LFJSUqCpqcl1OFJj69at8PLyqtQm5NKlS+jevTsCAgJqrdhc0Q343bt3CA0Nrbbzel5eHjQ0NBAeHo5u3bpVOsb1Wi5ZlpOTAwDCYnMVjWIlsRGipjUj5eXlSE9PR2BgIDp37ozg4GCJFSBVU1NDcXEx+vTpg9OnT0t8I4okyWXismfPHqxYsQI8Hg/79+/H0qVLcfPmTQwZMgS5ubmfXP68tsqwH3N1df2kserS0P4rdXUX/dDbt28hEAhQWFgIS0tLDB06FHv27KlxrFWrVkFDQ0N4rRcvXuDs2bPYuHFjpfOOHj0qUk8RLptVfigjIwO6urp4/vy5RHeINZbaPkCZyp4/f44vv/wSNjY2OHr0aI3neXt748WLF1ixYgWsrKxw8+bNKue8fPkS7dq1Q0JCAgwMDCodW79+PX755Rfhjo/evXvjwoULVc5j6lZaWgozMzP4+PhIvOT/x6KiotCrVy+sWbNGYl+6RN3JKQ/kMnEBIJwRqPhmnJ6eDj09PURHR39yJlpXZdgPSWup9fp0F/3555+xe/du8Pl8aGho4M6dO9DT06vx2h9XfYyNjUV2djZ69uxZ6XFpSUhqEhERAX19feE2Sw8PD8yfPx/Z2dkyucOotg9QpqqaZqhOnDiB9PR0YcXWbdu2wd/fH5mZmfDz88OrV6+qHA8MDERCQkKVMUpLS/Hff//h3bt3EAgEn9wB+3NQXFwMZ2dnJCQkYN68eVXeVyTt5s2bMDc3R05ODvh8vvD9YuXKlQgKCpJ4t+q6dnLKBS7vU0lSUVER8Xg8evToEdehSA1R15kUFRWRj48PXbhwQeTFnd7e3uTp6UkeHh6krq5Ox44da4yQJWrPnj2kpKREnTp1or59+5KKigr98MMPXIclMnd3d9q9ezfdvn2b/vvvP5o5c2atRdGYyioWyj5+/LjS44GBgdSzZ0/i8/nE4/FIIBCQr68vjRw5kn766acajzONY/HixWRkZEQ9evSgli1bUklJCafxCAQC+ueff+jMmTOkp6dHBQUFRER05coV0tbW5iSmj3dyyhu5mnEpKSnB2bNnMXPmTADv97c3a9aM46jES9SGhvUtNPepTp06hf/9738oKSnBwoULsXPnTomN3ZjCw8Nx+/ZtYRHD0aNHy8z0a1BQEH766SeEh4eDiKCnpwc3NzeMHDmS69CEysvLceTIETx+/BgaGhro3bs3JkyYIBXdrGuboSIibN68GZMnT0bXrl3B4/GqdAMuKipCVlYW9PT0aiy+6OTkhLdv3+K7777DsGHDJPK6ZF2LFi1w/vx59OzZE82bN+d8zdnff/+N169fY9GiRdDQ0MDTp0/RoUMHhIaGYujQoSgpKRHr+ESEBQsWwMHBAcbGxgCAX375Bd7e3vj333/FOjZXuH93aERLlizBtWvXMHPmTGzfvh3r1q1Dly5dcPXqVWHHTnlT0y/F48ePAbyfVs3IyMDmzZvRrVs3TJ06tcqbqCj3YAsKCrBr1y7cv38fCgoKGDhwIBYtWgQ1NbVqz58xYwZmzJhRz1cjfczNzWFubs51GA1iY2ODBw8e1PkByqUFCxYgKCgIxsbGiIiIgKenJw4fPgw/Pz+RCiI2pupuARkYGNR4W01RURG6urrC/6fdunWrtKZNRUUFAoGgxvHmzZuHhIQEdO7cGWPGjEF4eDjat2/fuC9KDqmqqsLHxweFhYVQUFCAoaEhp/F8/fXXAN4n4YGBgcLbfUlJSXU2pG2oijWKCgoK6NSpE2xsbCp1xO7cuTOcnZ3FMrY0kKsZl6ZNm+L06dOwsrKCiYkJ9u3bB3d3d5iamuLkyZNchydRH68zycnJwePHj9GqVSthVg6Ivs5kypQpuHPnDiwtLXHu3Dm0atUKurq6CA0NrTF5kXa17cj6cLaqV69eYnsD+hxVdDC/dOkSevXqBW9vb1haWqJ58+a4evUqJk2ahH379mH27NkSjas+M1SN0Q1YTU0Nly9fxtChQ9GvXz9YWFjgwIEDjfqa5JG7uzsWLFgAIsLw4cNx5coVrkOq1k8//YTbt283+qyHt7c3ZsyYIez43rx5c/D5fAQGBta5k1NeyFXioqWlhVOnTgl3sdy6dQvR0dHo1q0b0tPT0aRJE65D5NTvv/+OnTt3Ij4+vt7PVVVVxeXLl1FQUIBZs2YhOjoaFhYWyMnJgY6OjkjXePHiRb3HFae6Fmnn5eUhPT0dqqqq+O2337BkyRIJRSaa4cOH1ziD8mHiNXDgQMyYMUNi2zJFER8fD0NDQ4wcORIFBQVo2bIlfH198ebNG2zatAlRUVGcbQkWdYYqODgYvXv3Fia1AQEB+Oqrr/Du3TuRxjE0NISzszOmTJmCgwcPwtnZGc+fP2+U1yDvUlNT0bVrVxARtmzZAlVVVeExSSe81Vm6dCmOHDkCd3f3GstQNFTLli0xd+5cWFtbY8KECdi6dSvWrVsHf39/4RfWK1euwM7OTmZbfdRFrhKXBQsWICAgADk5OTh8+DAmT54MAOjQoQNcXFywdetWHD58+LNduf9hQ8P69k0aNGgQSkpKUFBQgFatWsHLy0vYB0fUKck5c+bUP2iOvXv3Dq6urli/fj3Onj1b484rLjg6OtZ6vKIfla+vL/r06QMfHx+pS94r1nmkpKRgyZIlsLW1ha+vL+bOnYu3b99yHV69bN26FRcuXMDdu3dFOt/e3h4+Pj64e/cuwsLCMH78eJlr5smlkJAQLFu2DP/99x/KysoAvE/YK/6bS/fv30dOTg5sbGwa/dqi1Clbu3Ytbty4gdDQ0EYfXypwsSJYXPLy8mj37t30119/VXp8zJgxdPjwYQoODqbc3FyxxhAWFkZ2dna0bt06Ki4uFutY9ZWenk48Ho+ioqLq/dz4+HiaNm0aTZs2jRISEoiIKCYmhvh8fr2qmkZFRdHatWvJ1dW13jFwyd7envr06cN1GA0SHx9PrVu3pvXr13MdikhevnxJfD6fMjMzuQ6lTv/++y89fPiQwsLCSFdXl3777TeRn5uXl0ddu3al8ePHU1BQEPH5fDFGysiL3bt3C/u4HThwgIjef+4oKirS33//LdM7OUUlV4lLTSZPnky7d+8mPp9P9+/fF9s4d+7cIXV1dfr222+pVatWtHbtWrGNJSpRGhp+yrV5PB5FRkbWeE5cXBxduHCBvLy86NatW9SiRQv64osvqHnz5iI3dpQGz549Iz6fT2/fvuU6lAZxc3MjXV1dmWhBkZWV1eAEW9L2798v7In29ddf1/t3KzExkTp37kwmJiakqqoqpigZSSkqKqLt27fTsmXL6MGDB2Ib5+nTp5X6qaWlpRGPx6MWLVqQlpaWsBmlvJLbxKWiT0RBQQEZGxuLpU9RWVkZmZqaChui2draCn9g3N3dqXXr1o0+Zn2J0tCwoebPn0/29vaUnJxc7fHDhw8TAGrSpInwzb13795EROTi4kIdO3ZstFjEraKmR0VfEFlT8cYmC8lASUmJTNVc+tRuwK6ursTj8ahjx4505swZsc8KM+LDVY2Zz61OmdwmLnPmzKHevXtTmzZtyNbWVmzjBAUFCd9olJWV6dq1a0RE5OPjQ5qammIbtz4+paFhRkYGffPNN9V2mP7nn3+oSZMmNX6L19bWpuXLl5OPj4+wIRqfzydPT08KCAggdXX1escjSWVlZcI3nr/++ouaNGlC+fn5HEfVMElJScTj8URqpMm1goIC4vF4FBERwXUoYldaWkoGBgbUr18/6tixI6moqJCBgQE9e/aM69CYBtDW1qbAwEDhrOGHsyKN4f79+7RkyRKaPHlytR2hK5r7NtasurSS28Tl5cuXtGfPHvrjjz/E1qXz4xmXvn37kpGREc2aNYtat25NI0eOFMu4kpCdnU3l5eVUVlZGampq5O7uXuWc+Ph44vF4wjUvHzM0NCQANGXKFDI3N6f27duTnp4eGRoaUq9evWjAgAHifhmfJCEhgXR1dWnAgAGkqqpKmzZt4jqkesnOzqYLFy5QdHQ0zZkzh9q2bct1SCKpWOOSlJTEdSi1evLkCX399ddkbGxMampqZGpqSsuWLavx90EUiYmJZGFhQSNGjGjESBlJMTQ0JHt7e/L19SVFRUXKzs5utGs7OjqSmpoa2dnZ0dKlS0lZWZm2bdtGRO/XuPTq1YsUFBSIz+eTkpISjRkzpkrVZ3khV7uKuJadnY1Dhw4hNjYWenp6+OGHH4R9K8RFXB2W1dXVcfnyZQwePBhjx44Fn8/HxYsXK51TsUspPj4eRkZGVa5x+vRpzJ07FzweD6dOnUKfPn2wYsUKnD9/HtOmTYOjo6NU7/AiIly8eBEvXryAubk5vvjiC65DqpeMjAx06NAB6enpMDAwwLlz52Btbc11WHXasWMHXFxcEBcXx3UotXJ3d0doaCiGDBkCgUCA6OhonD59GlFRUQgICEDnzp0bdN3r169jxIgRePv2LVq0aNHIUTPiJM4aM23btsXFixfRtWtXAMDGjRtx8uRJvHz5Ep6enoiMjBT+LEZFRcHDwwMXL16En58f+vXr12hxSAO5SlyCg4MRHBwMHo8HbW1tDBkypMFvHrLi40JzNalvQ8Pu3btj9uzZWLlyJVxcXLBs2TLcu3evUkOzq1evYsKECXj37l2NJdq5bD3PAGVlZUhPT69U4VUalZWVwcLCAl26dIGnpyd27dqFpUuXch1WgyxZsgRxcXHw9fVt0POzs7PRvHlz1sVbRomrxkxcXFylMhbXr1/H6NGjay146OjoCD8/P4SFhTV4XGkkV4nLn3/+iRMnTgB4/20zMjIS27dvx/LlyyUWw507dxAWFgYiQrdu3TB06FCJly5vDAcOHMCmTZuwefNmXLhwAU+fPoW2tjauXbsGfX19lJaWYsSIEVBXV8elS5dEumZ5eTliYmIwePBgnDhxAra2tmJ+FQ138eJFBAYGgojQvXt3TJ48We77XnHNxcUFkZGRsLa2lul2EfHx8WjTpg1SU1Ohra1d7+e/evUKrVu3xuvXrzkvZ880jCRqzHh5eeH8+fNwc3Or8Zzk5GS0bNkSb968kau2N3KVuHzs7NmzWLJkCTIyMiQ25sCBA1FYWAg+n4+IiAgYGxvj/PnzwlLMsmTv3r04fvw4BAIBDh48iPnz5+PevXuwsLBAfHw8CgoKEBoaig4dOlR5rre3NwIDA5GXlwd9fX1oa2vjl19+QUpKCogIPB4PXbp0wa5duzB8+HAOXl3tJk6cCEVFRfD5fISFhSE/Px/nz58XS0GphqqtwebHPuyhw3ya8vJy2Nra1ljMMicnB5qamoiIiBDp997f3x+3b9/G8OHDoauri927d8PT0xMJCQlSPUvGcK+ifYaXl1e1P2sVs3ei/izKCrlqslihrKwM0dHROHHihMS/sQQGBgpvm6Snp2PWrFkYOXIkIiMjZe4b+/LlyyvNVgUGBgrXfAgEAkyYMAGampoA3jeoGzt2LJo3b44ffvgBbm5uaN68OfLz89GtWzcEBwejT58+uHHjBoyNjRETE4NTp05h4sSJOHPmDMaMGcPVy6yWp6en8L9LSkqwZMkSfPXVV/jvv/+k5puLuLvOcuHGjRvCRp4DBgxAjx49uA6pCj6fj82bN9f43vL06VMoKChU6glWG0NDQ/j5+WHz5s0gIujo6MDNzY0lLUwVISEhGDRokPDvFT2KavpZfPjwIVRUVNC2bVtJhSgZHCwIFisHBwdhVUF1dXUKCwvjNJ7c3FwyMTGh3bt3cxqHOJWXl9O8efMoPj6eiN5vC7906RJlZmYSn8+n+Ph4evr0KXXt2pW++OILKisrEz73wIED1KVLF65CF1lpaSl16dKFnJycuA5Fbjk5OZGysjKZmZkRn88nZWVlWrx4Mddh1enBgwd0+/ZtiouLo5s3b5KlpSVNnz693tcpLi6m5OTkSr8fDFNhzZo1pKOjQ0REJ06cIG1tbRo9ejS9e/dOeM61a9fo7NmzFBQURKdPn6b27dvTDz/8wFXIYiN3iUt8fDxduXKF9u7dS507dyZra2uuQ6Lt27dT9+7duQ6jQa5du0bz5s2j+fPn04oVK8jb27vKOeXl5TR37lxh4tKnTx+aOHEi/e9//yNFRUVKSUkhove1RIyMjOjXX38VPjctLY34fD69evVKMi/oE7i4uFC7du24DkNuNW3alE6fPk0BAQGkpqZG//77LzVp0oSOHDnCdWi12rZtm/DLkoKCAk2ZMoVycnK4DouRM5qamuTh4UHZ2dmkoaFB69ato06dOtF3330nPOfgwYOkra1NCgoKwq3ZkiqCJ0lyl7h8yMvLi5o2bcp1GBQREUF8Pl9s9WTEKTAwkBYuXEgLFy6kSZMmUfPmzWnVqlVVznNzcxMWuHv27BmNHDmSevbsSUePHiUejydsteDq6koCgUBYtK6iomtjF2oSh//++4/4fD7l5eVxHYpcMjMzo2+//ZamTJlCVlZWRES0detW6tatG8eR1e3du3f0+vVrmfwdZ2RDkyZNyN/fn1xdXalr165E9L4gnbq6utT1xRM3uUxcYmJi6NChQ9SmTRsyNzcXzgRwJSsri7S0tCg2NpbTOBqDl5cXaWhoNPj5ycnJlRKViuvJwreC3Nxc6tGjB+c/T/IqICCA9PX1SV9fn4KDg4nofZE3BQUFVgaf+exNmjSJevToQUZGRnTo0CHh4yYmJhQaGlrpdr28k7tdRVu2bIGTkxM6d+4MdXV1xMbGIjU1FcuWLcPu3bsbZQwPDw+Rz50+fXqjjMmlwsJCJCYmIi4uDuvXr0d5eTlu377doGudO3cOU6dOxfr169G0aVPs2bMHy5Ytw4YNGxo56rqJq3gf03jevXsHLS0tPHv2DO3bt+c6nEoiIiJgb2+PK1euICcnB25ubujdu7fcFftipENKSgq2bt0KIyMj2NvbCx8fOXIkunXrBg8PDzx58gS5ublwdnaGlZUVJk+ezGHE4iN3iUtCQgK0tLSgrq4O4H310xMnTuD777/Hxo0bsWrVqk8eo3Xr1iKdx+PxEBsb+8njce38+fPCX4CmTZsiICAAlpaWIj03OjoaTZo0gaGhIYgIc+fOxZ9//glTU1MYGBhgxowZnBUaE1fxPml1+vRpFBUVYe7cuVyHIrKysjLY2tri6NGjUrczomfPnjAzM8Nff/2FQYMG4eHDhygsLISXlxdGjhzJdXjMZ2LatGm4du0aioqKcPPmTUybNg2FhYWIj4/HH3/8gZkzZ3IdYqOTu8SlJq6urli7di2Sk5OhpKTEdThS7/r16xg+fDju3r2LTp06ISEhAdHR0fjtt9+QlpaG8PBwka5z5swZzJw5E3p6eigoKEB+fj5cXFywYMECMb+Cz9Pz58/RtGnTalsw+Pn5wc7ODqmpqVBQUJBYTLa2tnBycsLdu3eRl5cn8vOkfZZLSUkJ169fh6qqKoYNG4ZXr15h7969uHjxIh48eMB1eMxngIjQuXNnREVF4cyZM9DU1ISdnR0SEhLg7u6OXbt24cWLF1yH2eg+m8SlotT8kydPxNoGoLy8HAUFBWjatKnYxhC38vJyDB8+HHPmzBHWZqlw+vRpLFq0SFjKXxRJSUm4f/8+ioqKYGlpWeVD1cnJCQ8ePMCFCxca6yV8tgYOHIhBgwZh69atVY6lpKRAX18fsbGxlUqHi5uJiQkmTpyInJwckWcgZWGWy8zMDPPnz8fTp09RVlaGU6dOIT8/Hzo6Onj+/DmICIaGhjW2w2CYhvruu++QkpKCpKQk5OXloaysDEOHDkVUVBSMjY1x8OBBlJSUoEWLFrh37x6Sk5PRq1cvmf5cqoSbpTWS9/btW+Lz+WJbIJuTk0PLly8ndXV14vP5ZGlpSa9fvxbLWJJQVlYm3OKcn59P/v7+tHLlSlJXV6euXbvSzZs363W933//nby8vKo99ujRI1JQUJCKLaQnTpyg1q1bU5s2bahXr160YsWKRu3wKm4tWrSo1Fn41q1bxOfziYgoPz+feDweRURESDSmN2/eUHBwMD1//lyi44qbm5sbKSgokI6ODkVHRwsf79u3L507d45at24t7BzPMI3pzp07tHz5ctq0aROlpqbS5cuXSVNTk7p06UJv374VnmdtbU2nT5+mIUOG0IsXLziMuHHJ7YxLaGgo1NXVhU0BnZ2dsXHjRmRmZorlG1DPnj2hoaGBDRs2QEtLC7NmzUL37t1x7ty5Rh9L0s6fP4+lS5di4MCBaN68OV6+fImgoCB89dVX0NTUrLHCJ4/Hg5KSEvT09PDHH39g7Nix2L9/PwAgLS0NPj4+mD17NnJzc9GsWTNERkaiU6dOknxpVURFReHOnTsAgMzMTJw8eRK6urrw8vLiNC5RKSsrA3hfvfXjNSHPnj1Dly5dkJycLPau5Z+L9PR0NG3atFIjvalTp2LAgAFo1qwZxo0bV2nGkmEkyc7ODlZWVsjKysK3334rNVW/P5XczmHGxMTg22+/haKiIjQ0NJCamoqtW7eKbdq2V69eOHLkiPBDfMOGDVi2bJlYxpK0MWPGYNKkSZUeu3fvHiZMmABtbW306tWrxudmZmbi1q1biI+Ph7u7O/bu3Qs+n493794hMDAQs2fPRmlpKQBIdN1FTczMzCr1nzE2Npaphn88Hg9DhgzBrFmzEBgYCBUVFeGxP//8E+3atWNJSyNq0aJFlcfevXsHFRUVBAcHY8iQISxxYeqtPt2cra2tazyWkpKCZs2aISsrqxGikh5yO+MCvP9Wf//+fWRlZaFr165ibTJF/9c4sMLly5cxY8YMufuB+dDFixcxc+ZMpKSkQE1NrdZzFRQUQESws7PDqVOnKh27fv06Ro0ahezs7ErfXLny+vVr+Pv7Iy4uDocOHcLQoUNx5swZrsMSibGxMX777TccO3YMCQkJ+Omnn2BkZITAwED89ttvOH78OGbNmsV1mHLn+vXrEAgESEhIwNdff43//vsPrVq14josRkbx+XyRzquu4/TZs2ehrq6OhIQErFq1CrGxsdUm2DKNy/tU8uzJkyd0+fJlrsMQq9zcXJHXTGhoaNDw4cOJx+NRYGCg8PHi4mIaPHgwjR49WoyRiiY4OJhyc3PJ19eXDA0NSUFBgdTV1enq1atchyayL7/8klatWkWlpaW0Y8cO6tChAzVr1ox69+5N586d4zo8ubVmzRri8XikpqZGLi4uXIfDfMZ27dpFmpqaZGJiQhcuXOA6HLGQ2RkXVjyMewkJCTAxMUFcXFyd3y67deuG+fPnY8WKFVBVVYWFhQVatWqFmzdvori4GMHBwZVu0UgSEcHR0REhISE4fPiwMI7c3Fxs3LgRp0+fRnJyMiex1Vd0dDQKCwvRtWtXrkP57GRlZUFVVVUqZg0ZRp7J7BoXf39/kc7j8XiNnrjUJ2m6fv268MNv06ZNNbYflwVeXl4oLS1F//79oaOjg2PHjqF58+bV1gz5mK2tLV6+fAkAuHLlCsLCwpCUlAR7e3vMnj0bGhoa4g6/VjweD6amppXWhKirq0NbWxuylNu3a9eO6xAa5MKFC3B1dUVaWhqGDh2Kn3/+WebqLWlpaXEdAiPnAgIC4OnpCQsLC8ybN6/KLaWysjKkp6ejRYsWUrFmUFxkNnEJDAzkbGxRkybgfQ0TLy8v3Lt3D//++69Ml2AuKyvD4sWLkZaWBgBQUVHBwYMHa9xVBAD5+fmIiorCzp07sXHjRggEAvTv3x+DBg2SVNh14vF42Lx5M9zd3aGhoYH4+HgcOXIEV69exb1792Bqaopff/0VS5cuRbNmzbgOVyQHDx6En58fiEg429WmTRuuw6rW/PnzcenSJSxatAhaWlrYunUrSkpKsGvXLq5Dq1VkZCQcHBxw584dpKamQiAQYOzYsVi9ejVatmzJdXiMHEpOTkZKSgqWLVuGGzdu4Pjx4wCAmzdvYtmyZXj06BGICAoKCvjiiy+wbds2dOvWjeOoG5/M3iqSFRkZGbh37x7atm2LkpISdOzYkeuQPklpaSliY2ORmZkJMzMzaGtr13p+SkoKWrVqhdLSUqipqeHkyZOYMGGCZIJtoKtXr+Lo0aMYNGiQcPv30aNHoaKigpCQEAgEAq5DrNPSpUvRtGlT8Pl8BAYG4vHjx3Bzc8O0adO4Dq2KPn36wMvLS7hVc+fOndizZw8SExM5jqx27u7uCA0NxZAhQyAQCBAdHY3Tp08jKioKAQEBYi10yXzebt++jQEDBuDu3bvo0aMHPD09ERkZKfxZjIqKgoeHBy5evAg/Pz+5658lV4kL+wYkHYYPH15pFqa4uBgFBQVo0qQJlJWVhbVdBg4ciBkzZghrj0iz7OxsjBo1Ci1btpTJ2jwODg7YsWMHnjx5InUzL5mZmZW2DAcEBGDcuHHIz8/nMKqGW7JkCeLi4uDr68t1KIwcGzJkCAYPHgwHB4caz3F0dISfn1+9tlfLArlKXNg3oE+zaNGiGo99WExu4MCBtTYodHR0rHWcvLw8xMbGwtfXF3369IGPjw+aNGnS4Lgl5d69e7CyssLbt29lcnthv379MGjQIGzfvp3rUGp1/fp1BAYG4ueff+Y6lAaJj49HmzZtkJqaWueMJMM01IYNGxAeHl5rcczk5GS0bNkSb968kZvic4CcJS41Yd+ARDNv3rxaj1ckHA8ePMCUKVPg4eGBX3/9VeTrf7xI+tWrV7CxscH06dOxZcuWBsUsSfn5+VBXV8fjx49lctfOn3/+ibVr1yIhIYHrUGRaeXk5bG1tK+1A+1BOTg40NTUREREh1tpRzOfNw8MDGzduBBFh8+bN+Prrr6v0IsrOzkbz5s3l7mfxs0hc2DegxnX37l18+eWXsLe3h4+Pj0jPqalpnru7O+zt7fH27dtaF/lKg+fPn6Nz585ISkqCnp4e1+HUW1RUFDp27IjMzEypW2QcGRlZ6RbvyJEjpXotUXBwMHr37l1t07o7d+6gf//+yMjI4Hy3HCO/AgMDMXbsWDx58gRz5szB0aNHqyTSQUFBGDVqFDIzM+Vqm75cJC7sG5Dk/f7779i5cyfi4+M/6Trp6enQ1dXFixcvpG4r7759+xATEyPc/r1v3z48ffoUz58/5zq0BiksLISdnR0OHDggVdvyjx07hkWLFqFNmzYQCASIiYlBRkYGVq9eDScnJ67Dq9PDhw9RUlICgUCApKQk/Pjjj2jbtm2VCtEM05hu3LgBW1tbFBYWCh+7fv060tLShD+LmzdvxsiRI7F3714OIxUDCRe8E5ugoCDKzc2t9tjt27dJUVGR3r17J+Go5FdiYiLx+Xx6+fLlJ10nKSmJeDzeJ19HHB4+fEgTJ04kAwMDUlVVpd69e9O9e/e4DkskqamptGDBAurRowf16tWLfvzxR0pOTuY6rGo9e/aMXr16VemxgIAAMjIyop07d3IUlei2bdtGPB6P+Hw+KSgo0JQpU6Si0zkj39zc3Kh169aVHjt48CBpa2uTgoICGRoakr29PZWUlHAUofjIxYzLx9g3IPHLyMiAjo5Og2ZKKhosdu3aFT///DNu3LiB6OhoMUX6eRo6dChycnJgbW2N/fv3w8LCAunp6bh3757MLCz28/PDrFmzkJSUJPXFtHJycpCdnQ1dXd1KRQwZpjEVFRUJf74GDRqEjh07wtXVleOoJE+0Tk4y5sqVK7CyskKbNm0wYMAAmJiY4PDhw1yHJfPy8/MRHh6O0tJS7Ny5EwKBAK1bt673dUpLS7Fw4UKYmZnB398fJ06cEEO0n7ebN2/i119/xaBBg6Cjo4N///0X6urq2LRpE9ehVRISEoK8vLxqj1lbWyMtLQ2xsbESjqr+NDQ0YGRkxJIWRqy2b98Oc3NzdOnSBREREVi9ejXXIXFCLmdcAPYNSBwas5hcRWlqXV1dqVuUa2BggPz8fIwaNQouLi4yuaB77NixePbsGYqKijBgwAB4eHjgn3/+wbfffovU1FSuwwPwfm3asGHD4OrqWu3atIpeWNHR0Q1KkBlG3qSmpuLvv/9GcXExJk2aJFK7FXkkt4kLIx6pqal4+fIlzMzMKhUNkyfe3t7IzMzEtm3boKenh+DgYK5DqresrCz8+uuvwl5dGhoaeP36NUxNTZGYmCjVO3Yq7N27F3v27EFcXBzXoTAMI0XkLnGZOnUqCgsLMWrUKCxevJjrcD5LjVXIjmvx8fFo3749/Pz8YGNjw3U4n6ywsBBNmjSR2t11O3bsQFBQkHBtWnBwMM6cOYPx48dzHRrDMFJEZpss1sTExAQZGRlYsWIFnjx5gt9//53rkGRGfbpe19Zxu6SkpNbnZmZm4tatW3BwcBAWsvu4y6k0MDExwdChQ+Hl5SUXicuOHTugoaEhVVuhPzRkyBC8ffsW2dnZ6NWrF3bs2IHu3btzHRbDMFJG7mZcKgQFBcHW1hYRERHo1KkT1+HIBFFnP2oqJldfHxays7e3/+TrfSoiws8//4xFixYJy2M7OjoiKCiI027k9XHgwAGYmJhgzJgxVY6Fh4ejV69eyMrKgrq6OgfR1d+LFy+goqICExMTrkOp0cWLFxEYGCjsxD1lyhSpK/DHMPJEbhMXALC0tMSYMWOwceNGrkNhatBYhewaQ3WJyz///INly5bhzZs3HEcnms6dO2PYsGHYv38/ACAtLQ0+Pj6YPXs2cnNz0axZM0RGRspMMn/48GEcPnwYDx484DqUGk2cOBGKiorg8/kICwtDfn4+zp8/LxezdAwjjaRvfv4TfLy1ctCgQbhz5w6HETF1mTRpEhISEqRiASYRITAwEDk5OcLHdHV1kZ6ezmFU9ZOQkICAgADh3ytq5gDvt6EDkLqaKAsXLsS+ffuqPWZra4vw8HCkpaVJOCrReXp64ty5czh79ixiY2MxceJEfPXVV0hOTuY6NEYOJSYm4sGDBygrK+M6FM7ITeLi5uYGBwcHJCYmCh8zNzdHZGQkh1ExdVFRUQERCT9UucTn8+Hg4FBpDUhRURGUlZU5jKp+8vLykJSUhLNnzwIA2rRpg+PHjwMAHjx4ACUlJRgbG3MZYhX+/v54+PCh8O+xsbGYP38+AKBly5YgIplJApSUlHD48GEYGhriyJEjXIfDyJm//voLpqam6NOnD7766iuuw+GMXCQuRISQkBDY2NhUamrWsmVLvH37lsPImOo0ViE7cRg8eHClxnm3b99Ghw4dOIyofpo2bYqlS5di8eLFCAoKEj5eUlICJycn2NraSl2ztYrbWcXFxQCAZs2aYfDgwQDed7fl8XjVNjOUVgoKCvjuu+9YYUWm0Tk4OGD79u0ICQmBt7e3VMxUc0EuEhcej4djx47h4+U6CgoKVR5juJebm4u+fftCRUUF+/fvx8GDB6Xq9kVYWBgePXqEmzdvYu/evZg2bRrXIYnMxMQEZmZm2LNnD7788ksMGDAAdnZ2MDMzw4sXL+Ds7Mx1iFUUFhZCTU1N2FBRR0cHc+bMAfC+A666ujpMTU05jLD+bGxsEBsbi/z8fK5DYeTIy5cv0a5dO7Ru3RpEJFXvm5IkF4kL8D552bx5s3BRJQA8ffpU6qbFGUBPTw8JCQm4efMmXr9+3eDqu+Ly4MED9OrVCwMGDMDgwYPx448/ch2SyGxtbfHs2TPMnTsXT58+xZgxY6Cnpwd7e3s8f/682gq1XNPS0oK9vT1cXFzg6Ogo/LB/+vQp1qxZg+nTp0tddeW6GBsbo3v37lK9NoeRPVOmTMGsWbMwatQodOzYEa1ateI6JE7I3a6i5ORk6Ovro6CgAJaWlrC1tcXu3bu5DouRMbm5uSgrK4OmpibXoci9fv36YerUqRg2bBhmzJiBqKgoaGlpISUlBaNGjcKZM2ekdvt2QEAAPD09YWFhgXnz5kllPSJGfhQUFMDFxQXr1q1Dz549ERISIlNr8BqL3BWgq7j1wOPxoKmpiTVr1nAd0mensQrZcUlaPyjl0TfffIOSkhJ069YN4eHhuH37NpKSktC+fXuprPD7oeTkZKSkpGDZsmW4ceOGcCE0w4iDmpoaVqxYgTdv3sDZ2RlqamqVjn8uO43kbsalqKgIAQEBKC0tha2trUwt6pMXki5kxzBcu337NgYMGIC7d++iR48eXIfDfAYePXqEyMjISjsyK9aGyTu5S1wYhpE9cXFxMrcA92NDhgzB4MGD4eDgwHUoDCPXZOpWka2tLZycnHD37t1KhebqIq23IxiGAZydnbF582ZkZ2fD398fa9asgZWVFZydnaGkpMR1eCLr378/7t+/z3UYjBzw8PAQ+dzp06eLMRLpJFMzLiYmJpg4cSJycnIQGxsr0nPY7QiGkW56enpwcHDA/PnzYWJighEjRuD69etYsGCBcIu0LPDw8MCmTZsQHR2NkJAQ9OrVi92qZhpE1LpWPB5P5M9CeSJTiUtiYiKio6Ohr6+P9u3bcx0OwzCNQEVFBVevXkViYiI2bNiAmJgYBAYGYvLkyUhJSZGZnTqBgYEYO3YscnJyMHToULi6ukrl9nOGkXUylbgwDCN/RowYgfLyciQlJWHWrFnCnYAGBga4dOkSfH19KzW+lFY3btyAra0tCgsLuQ6FYeSabHyVYRhGbh04cABNmzaFjY0NVqxYIXy8S5cuMtVrLCYmplKfK4ZpbKGhoTAzM4OGhgY2bdrEdTicYTMuDMNIJTs7O/Tp0wfe3t44fPiwVN52KSoqgoqKCoD33eg7duwIV1dXjqNi5JWFhQXat28Pa2tr/O9//4O/vz+GDh3KdVgSxxIXhmGkkoWFBTZs2IAWLVqgd+/eUrnQ1cnJCefPn0dpaSkSExNx7949tG3bluuwGDmlrKyM4OBg9OvXD+PGjYOSkhLOnz/PdVgSJ1PboRmGkW+bN29Gfn4+3rx5g8zMTIwdO1aqt0QvWbIEurq6KC4uxqRJk2BkZMR1SIwca926Ne7du4d+/fph7Nix2Lp1K9chcYKtcWEYRmpYWVkhKioKSkpK8Pf3l+qkBQB0dXWxZMkSLF++nCUtjFiUl5dj6NChiIqKwsKFC+Hk5IRXr17B0NAQiYmJXIfHCXariGEY5hOUl5fDw8MD9+/fh4KCAgYOHIjx48dzHRYjR4KDg9G7d2+oqqrCxsYGGRkZWLVqFebPn//Z9Cf6EEtcGIaRmNq+IfJ4PCgpKUFbW1tmarcAwHfffQcPDw90794dN27cgIaGBvr37w8vLy+Zeh2MbMjJycGUKVMQGBiIkpISlrgwDMOIE5/PB4/Hq/UcRUVFWFpaYteuXejTp4+EIms4NTU1/P3331BUVMTkyZPx8OFD9O3bF6tXr8aqVau4Do+RQWZmZrX+npSVleHly5fg8XgscWEYhhGn+Pj4Wo/n5eUhJiYGrq6uCAkJQUhICMzNzSUUXcNYWFjA2NgYOTk5ICJcv34dLi4u2LNnD6KiorgOj5FB7u7udZ4TGRmJXbt2scSFYRhGWkyYMAE8Hg+enp5ch1Kr8PBwLF68GABw9OhRdOnSBS9evECnTp2QmZmJZs2acRwhI4+uXbuGESNGfJaJC9sOzTCMVFq1ahUGDx6MvLw8qazhUsHc3Bw3b96s9JihoSGICImJiSxxYcRCTU0NxsbGXIfBCbZyjGEYqdSjRw+UlZUhLi6O61DqrUmTJpgzZ45UJ1yMbLO2tsbLly+5DoMT7FYRwzBS6e7du7CyskJqaiq0tbW5DqcKd3d3uLu7g8fjQVtbG0OHDsU333wDRUU2kc2IT1lZGdLT09GiRQsoKChwHQ4n2IwLwzBSIzk5GRMnTsTGjRsxbdo0TJw4USqTFgBo06YNhg0bhqFDh8LY2Bg7d+7EN998w3VYjJy6efMmevfuDRUVFRgYGEBNTQ1jx45FREQE16FJHJtxYRhGahQWFmLt2rV4/vw5zM3NsX79eqirq3Mdlkh8fHwwZcoU5Obmch0KI4c8PT0RGRmJIUOGQCAQICoqCh4eHrh48SL8/PzQr18/rkOUGJa4MAzDNNCrV68QFRWF6Oho7NixA+3bt4evry/XYTGfEUdHR/j5+SEsLIzrUCSGJS4MwzAN5OTkBAcHBwBA06ZN4ePjg4EDB3IbFPNZSU5ORsuWLfHmzRvo6+tzHY5EsDUuDMMwDbRp0yYUFBTg0aNHGDlyJGbPns11SIycKS8vR5s2bRAZGVntcTU1NRAR0tPTJRwZd1jiwjAM8wlUVFTQvXt3jBs3DllZWVyHw8gZPp+PwMBAtG/fvtrjDx8+hIqKCtq2bSvhyLjD9u0xDMM0UEJCAq5evQp/f394enrC1NQUJ0+ehJ2d3We7VZVpfCYmJsL/vn79OtLS0iAQCJCUlITNmzdj0aJFUFVV5TBCyWJrXBiGYRpo69at8PLygpWVFdTV1REdHY1Lly6he/fuCAgIkJkdUYzsOHToENavX4/s7GwIBALMmDED27Zt+6zqB7HEhWEYiVm0aJHI57q6uooxEvF5/vw5vvzyS9jY2ODo0aNch8MwcoetcWEYRmJKSkpE/iOrOnToABcXF/z555/Izs7mOhyGkTtsxoVhGKaR5eXlQUNDA+Hh4ejWrRvX4TCMXPl8booxDCO1iouLERQUhPLyclhZWUFLS4vrkD5JSkoKeDwedHR0uA6FYeQOS1wYhuHU8ePHsWrVKhQXF0NBQQFEBD8/P/Tt25fr0ER24sQJpKeno3///tDQ0MC2bdtgYGAAAwMDrkNjGLnD1rgwDCNxISEhyMvLg4+PD1avXo09e/YgIyMDCQkJMDc3h729Pdch1ouxsTH+/PNP9OvXD126dIG/vz9bmMswYsLWuDAMI1Hl5eUYNmwYXF1dkZiYiJYtW6Jdu3bC45cvX8bXX3+NgoICDqNsmKKiImRlZUFPTw88Ho/rcBhGLrFbRQzDSFRFJVAAMDMzq3L83bt3aNGihaTDahQqKioQCARch8Ewco3NuDAMI1Wys7NRWFjIEgCGYarFEheGYRiGYWQGW5zLMAzDMIzMYIkLwzAMwzAygyUuDMMwDMPIDJa4MAwjcUFBQeDxeMjKyqr1PFNTUzg7O0skJoZhZANLXBiGETsbGxv8+OOPwr9bW1sjKSkJmpqaAAA3NzeZL/PPMIxksDouDMNInLKyMvT19bkOg2EYGcRmXBiGEau5c+ciODgYe/fuBY/HA4/Hg5ubm/BWUVBQEObNm4fs7GzhcQcHh2qvlZWVhYULF0JXVxfNmjXD0KFDER4eLtkXxDAMp1jiwjCMWO3duxf9+vXDN998g6SkJCQlJaFVq1bC49bW1nB2dkazZs2Ex1euXFnttSZPnoyUlBT4+vri/v37sLCwwLBhw5CRkSGpl8MwDMfYrSKGYcRKU1MTysrKaNKkifD20LNnz4THlZWVoampCR6PV+vtoxs3buDOnTtISUmBiooKAOC3337DhQsX8Pfff2PRokXifSEMw0gFlrgwDCMTwsPDkZubW6WPUUFBAWJiYjiKimEYSWOJC8MwMiE3NxcGBgYICgqqcoztSGKYzwdLXBiGETtlZWWUlZU1+DgAWFhYIDk5GYqKijA1NW3kCBmGkRVscS7DMGJnamqK27dvIy4uDmlpaSgvL69yPDc3F9euXUNaWhry8/OrXMPW1hb9+vXDhAkTcPXqVcTFxSEsLAzr16/HvXv3JPVSGIbhGEtcGIYRu5UrV0JBQQGdO3eGrq4uXr16Vem4tbU1Fi9ejKlTp0JXVxc7duyocg0ejwcfHx8MGjQI8+bNQ/v27TFt2jTEx8dDIBBI6qUwDMMxHhER10EwDMMwDMOIgs24MAzDMAwjM1jiwjAMwzCMzGCJC8MwDMMwMoMlLgzDMAzDyAyWuDAMwzAMIzNY4sIwDMMwjMxgiQvDMAzDMDKDJS4MwzAMw8gMlrgwDMMwDCMzWOLCMAzDMIzMYIkLwzAMwzAygyUuDMMwDMPIjP8Hrm9p1Qqs/hkAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "question_count = df.groupby('title')['question'].count()\n",
    "question_count.plot(kind='bar', title='Question count by title')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df[df['answer'].str.len() > 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                                       في أواخر التسعينات\n",
       "1                                                غناء ورقص\n",
       "2                                                  (2003)،\n",
       "3                                     هيوستن بولاية تكساس،\n",
       "4                                          أواخر التسعينات\n",
       "                               ...                        \n",
       "17906                                              الأفلام\n",
       "17907                                               بثلاثة\n",
       "17908                       الشاي وعصير القصب والعرقسوس من\n",
       "17909                                         الفول المدمس\n",
       "17910    والأرز باللبن والعاشوراء والمهلبية والكِشك وال...\n",
       "Name: answer, Length: 11493, dtype: object"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['answer'].apply(lambda x: x[0]['text'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                              متى بدأت بيونسي تصبح شعبية؟\n",
       "1        ما هي المجالات التي تنافس عليها بيونسيه عندما ...\n",
       "2           متى غادرت بيونسي طفل القدر وتصبح مغنية منفردة؟\n",
       "3                        في أي مدينة و ولاية نشأت بيونسيه؟\n",
       "4                           في أي عقد أصبحت بيونسي مشهورة؟\n",
       "                               ...                        \n",
       "17906    في أكثر من 100 عام ، كم عدد الأفلام التي تم إن...\n",
       "17907                     ما هي حصة الإنتاج العربي من مصر؟\n",
       "17908                                          ما هو كشري؟\n",
       "17909                             ما يمكن إضافته إلى كشري؟\n",
       "17910                 ما الفاصوليا المستخدمة لصنع الفلافل؟\n",
       "Name: question, Length: 11493, dtype: object"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['question']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Average question length: 49.19707648133647\n",
      "Average answer length: 22.312364047681196\n"
     ]
    }
   ],
   "source": [
    "avg_question_length = df['question'].str.len().mean()\n",
    "avg_answer_length = df['answer'].apply(lambda x: len(x[0]['text'])).mean()\n",
    "print('Average question length:', avg_question_length)\n",
    "print('Average answer length:', avg_answer_length)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#the number of characters present in each question\n",
    "df['question'].str.len().hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#the number of characters present in each answer\n",
    "df['answer'].apply(lambda x: x[0]['text']).str.len().hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#the number of characters present in each question\n",
    "df['question'].str.len().hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#number of words appearing in each question\n",
    "df['question'].str.split().map(lambda x: len(x)).hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['answer'].apply(lambda x: x[0]['text']).str.split().map(lambda x: len(x)).hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#average word length in each question\n",
    "df['question'].str.split().apply(lambda x : [len(i) for i in x]).map(lambda x: np.mean(x)).hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\kewi\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\numpy\\core\\fromnumeric.py:3474: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "c:\\Users\\kewi\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\numpy\\core\\_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['answer'].apply(lambda x: x[0]['text']).str.split().apply(lambda x : [len(i) for i in x]).map(lambda x: np.mean(x)).hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_top_stopwords_barchart(text):\n",
    "    stop=set(stopwords.words('arabic'))\n",
    "    \n",
    "    new= text.str.split()\n",
    "    new=new.values.tolist()\n",
    "    corpus=[word for i in new for word in i]\n",
    "    from collections import defaultdict\n",
    "    dic=defaultdict(int)\n",
    "    for word in corpus:\n",
    "        if word in stop:\n",
    "            dic[word]+=1\n",
    "            \n",
    "    top=sorted(dic.items(), key=lambda x:x[1],reverse=True)[:10] \n",
    "    x,y=zip(*top)\n",
    "    plt.bar(x,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#the number of characters present in each question\n",
    "df['question'].str.len().hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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AYCQiBgAAGImIAQAARiJiAACAkYgYAABgJCIGAAAYiYgBAABGImIAAICRiBgAAGAkIgYAABiJiAEAAEYiYgAAgJGIGAAAYCQiBgAAGImIAQAARiJiAACAkYgYAABgJCIGAAAYiYgBAABGImIAAICRiBgAAGAkIgYAABgpqIhZu3atbrjhBvXt21fx8fGaM2eOjh496rfmwoULys7O1oABA9SnTx9lZWWppqbGb01VVZUyMzMVExOj+Ph4PfTQQ7p48aLfmtLSUo0fP152u13Dhg1TYWFh254hAADokoKKmLKyMmVnZ2vv3r1yuVzyer1KT0/XuXPnfGuWLl2qd955R9u2bVNZWZlOnDihuXPn+u6vr69XZmam6urqtGfPHr388ssqLCzUihUrfGuOHz+uzMxMTZs2TZWVlcrJydG9996r4uLidnjKAACgK+gRzOL333/f73ZhYaHi4+NVUVGhKVOmqLa2Vps3b9aWLVs0ffp0SdJLL72kkSNHau/evZo8ebJKSkr02Wef6YMPPlBCQoLGjRunNWvW6OGHH9bKlSsVHR2tTZs2KSUlRevXr5ckjRw5Uh999JE2bNigjIyMdnrqAADAZN/ra2Jqa2slSXFxcZKkiooKeb1epaWl+daMGDFCQ4cOVXl5uSSpvLxco0ePVkJCgm9NRkaG3G63jhw54ltz6Tka1zSeAwAAIKhXYi7V0NCgnJwc3XTTTRo1apQkqbq6WtHR0erXr5/f2oSEBFVXV/vWXBowjfc33tfSGrfbrW+//Va9evVqsh+PxyOPx+O77Xa7JUler1der7etT9Nojc/b6/XKHmWFeDfhwx5p+f3c3ky+3i69ZvA/zCUw5tI8ZhNYa+YSzMzaHDHZ2dk6fPiwPvroo7aeol2tXbtWq1atanK8pKREMTExIdhR+HC5XMq/MdS7CD9rJjZ0yHnffffdDjlvZ3K5XKHeQlhiLoExl+Yxm8Bamsv58+dbfZ42RczixYu1Y8cO7d69W4MHD/YdT0xMVF1dnU6fPu33akxNTY0SExN9a/bv3+93vsZPL1265vJPNNXU1MjhcAR8FUaS8vLylJub67vtdrs1ZMgQpaeny+FwtOVpGs/r9crlcmnmzJm6/oldod5O2LBHWlozsUGPHoyUpyGi3c9/eKW5X7d16TVjs9lCvZ2wwVwCYy7NYzaBtWYuje+ktEZQEWNZlpYsWaLt27ertLRUKSkpfvdPmDBBNptNO3fuVFZWliTp6NGjqqqqktPplCQ5nU498cQTOnXqlOLj4yV9V2QOh0Opqam+NZf/36zL5fKdIxC73S673d7kuM1m6/YXkM1mk6e+/f+yNp2nIaJD5tIVrjf+3ATGXAJjLs1jNoG1NJdg5hVUxGRnZ2vLli16++231bdvX9/XsMTGxqpXr16KjY3VwoULlZubq7i4ODkcDi1ZskROp1OTJ0+WJKWnpys1NVV333238vPzVV1dreXLlys7O9sXIQ888ICeffZZLVu2TAsWLNCuXbu0detWFRUVBbNdAADQhQX16aTnn39etbW1mjp1qgYNGuT78frrr/vWbNiwQT/5yU+UlZWlKVOmKDExUW+++abv/qioKO3YsUNRUVFyOp36+c9/rnvuuUerV6/2rUlJSVFRUZFcLpfGjh2r9evX64UXXuDj1QAAwCfot5OupGfPniooKFBBQUGza5KTk6/4xY9Tp07VJ598Esz2AABAN8L3TgIAAEYiYgAAgJGIGAAAYCQiBgAAGImIAQAARiJiAACAkYgYAABgJCIGAAAYiYgBAABGImIAAICRiBgAAGAkIgYAABiJiAEAAEYiYgAAgJGIGAAAYCQiBgAAGImIAQAARiJiAACAkYgYAABgJCIGAAAYiYgBAABGImIAAICRiBgAAGAkIgYAABiJiAEAAEbqEeoNmOjqR4pCvYVWsUdZyr9RGrWyWFJEqLcDAEC74pUYAABgJCIGAAAYiYgBAABGImIAAICRiBgAAGAkIgYAABiJiAEAAEYiYgAAgJGIGAAAYCQiBgAAGIlvOwC0M1O+LcWl/rkuM9RbAICg8UoMAAAwEhEDAACMRMQAAAAjETEAAMBIRAwAADASEQMAAIxExAAAACMRMQAAwEhEDAAAMBIRAwAAjETEAAAAIxExAADASEQMAAAwEhEDAACMRMQAAAAjETEAAMBIRAwAADASEQMAAIxExAAAACMRMQAAwEhEDAAAMBIRAwAAjETEAAAAIxExAADASEQMAAAwEhEDAACMRMQAAAAjETEAAMBIRAwAADASEQMAAIxExAAAACMRMQAAwEhEDAAAMFLQEbN7927ddtttSkpKUkREhN566y2/+y3L0ooVKzRo0CD16tVLaWlp+uKLL/zWfPPNN5o3b54cDof69eunhQsX6uzZs35rPv30U918883q2bOnhgwZovz8/OCfHQAA6LKCjphz585p7NixKigoCHh/fn6+nnnmGW3atEn79u1T7969lZGRoQsXLvjWzJs3T0eOHJHL5dKOHTu0e/du3X///b773W630tPTlZycrIqKCj355JNauXKl/vjHP7bhKQIAgK6oR7APmDVrlmbNmhXwPsuy9PTTT2v58uWaPXu2JOnPf/6zEhIS9NZbb+nOO+/U559/rvfff18HDhzQxIkTJUm///3vdeutt+p3v/udkpKS9Morr6iurk4vvviioqOjdd1116myslJPPfWUX+wAAIDuK+iIacnx48dVXV2ttLQ037HY2FhNmjRJ5eXluvPOO1VeXq5+/fr5AkaS0tLSFBkZqX379un2229XeXm5pkyZoujoaN+ajIwM/fa3v9V///tf9e/fv8nv7fF45PF4fLfdbrckyev1yuv1tufTlD3KatfzdRR7pOX3M77DXJpq/DNy+c/4DnMJjLk0j9kE1pq5BDOzdo2Y6upqSVJCQoLf8YSEBN991dXVio+P999Ejx6Ki4vzW5OSktLkHI33BYqYtWvXatWqVU2Ol5SUKCYmpo3PKLD8G9v1dB1uzcSGUG8hLDGX/3n33Xf9brtcrhDtJLwxl8CYS/OYTWAtzeX8+fOtPk+7Rkwo5eXlKTc313fb7XZryJAhSk9Pl8PhaNffa9TK4nY9X0exR1paM7FBjx6MlKchItTbCRvMpanDKzMkffd/QC6XSzNnzpTNZgvxrsIHcwmMuTSP2QTWmrk0vpPSGu0aMYmJiZKkmpoaDRo0yHe8pqZG48aN8605deqU3+MuXryob775xvf4xMRE1dTU+K1pvN245nJ2u112u73JcZvN1u4XkKferL/4PA0Rxu25MzCX/7n8z0hH/LnpCphLYMylecwmsJbmEsy82vXfiUlJSVFiYqJ27tzpO+Z2u7Vv3z45nU5JktPp1OnTp1VRUeFbs2vXLjU0NGjSpEm+Nbt37/Z7X8zlcmn48OEB30oCAADdT9ARc/bsWVVWVqqyslLSd1/MW1lZqaqqKkVERCgnJ0ePP/64/vrXv+rQoUO65557lJSUpDlz5kiSRo4cqVtuuUX33Xef9u/fr7///e9avHix7rzzTiUlJUmS7rrrLkVHR2vhwoU6cuSIXn/9dW3cuNHv7SIAANC9Bf120sGDBzVt2jTf7cawmD9/vgoLC7Vs2TKdO3dO999/v06fPq0f//jHev/999WzZ0/fY1555RUtXrxYM2bMUGRkpLKysvTMM8/47o+NjVVJSYmys7M1YcIEDRw4UCtWrODj1QAAwCfoiJk6daosq/mPpkZERGj16tVavXp1s2vi4uK0ZcuWFn+fMWPG6G9/+1uw2wMAAN0E3zsJAAAYiYgBAABGImIAAICRiBgAAGAkIgYAABiJiAEAAEYiYgAAgJGIGAAAYCQiBgAAGImIAQAARiJiAACAkYgYAABgJCIGAAAYiYgBAABGImIAAICRiBgAAGAkIgYAABiJiAEAAEYiYgAAgJGIGAAAYCQiBgAAGImIAQAARiJiAACAkYgYAABgJCIGAAAYiYgBAABGImIAAICRiBgAAGAkIgYAABiJiAEAAEYiYgAAgJGIGAAAYCQiBgAAGImIAQAARuoR6g0ACL2rHymSJNmjLOXfKI1aWSxPfUSId9Wyf67LDPUWAIQYr8QAAAAjETEAAMBIRAwAADASEQMAAIxExAAAACMRMQAAwEhEDAAAMBIRAwAAjETEAAAAIxExAADASEQMAAAwEhEDAACMRMQAAAAjETEAAMBIRAwAADASEQMAAIxExAAAACMRMQAAwEhEDAAAMBIRAwAAjETEAAAAIxExAADASEQMAAAwEhEDAACM1CPUGwCAtrj6kaJO+73sUZbyb5RGrSyWpz6izef557rMdtwVAF6JAQAARiJiAACAkYgYAABgJCIGAAAYiYgBAABGImIAAICRiBgAAGAkIgYAABiJiAEAAEYiYgAAgJHCOmIKCgp09dVXq2fPnpo0aZL2798f6i0BAIAwEbYR8/rrrys3N1ePPfaYPv74Y40dO1YZGRk6depUqLcGAADCQNh+A8innnpK9913n375y19KkjZt2qSioiK9+OKLeuSRR0K8OwAIXmd+08r2wjetRDgLy4ipq6tTRUWF8vLyfMciIyOVlpam8vLygI/xeDzyeDy+27W1tZKkb775Rl6vt1331+PiuXY9X0fp0WDp/PkG9fBGqr6h7d95t6thLs1jNoF157kM+/XWZu+zR1pafn2Dxv2/N+UJo7nsy5sR6i3I6/Xq/Pnz+vrrr2Wz2UK9nbDRmrmcOXNGkmRZ1hXPF5YR85///Ef19fVKSEjwO56QkKB//OMfAR+zdu1arVq1qsnxlJSUDtmjKe4K9QbCFHNpHrMJjLkEFo5zGbg+1DtAezhz5oxiY2NbXBOWEdMWeXl5ys3N9d1uaGjQN998owEDBigiInz+D6Ezud1uDRkyRF999ZUcDkeotxM2mEvzmE1gzCUw5tI8ZhNYa+ZiWZbOnDmjpKSkK54vLCNm4MCBioqKUk1Njd/xmpoaJSYmBnyM3W6X3W73O9avX7+O2qJRHA4Hf4gCYC7NYzaBMZfAmEvzmE1gV5rLlV6BaRSWn06Kjo7WhAkTtHPnTt+xhoYG7dy5U06nM4Q7AwAA4SIsX4mRpNzcXM2fP18TJ07UjTfeqKefflrnzp3zfVoJAAB0b2EbMXfccYf+/e9/a8WKFaqurta4ceP0/vvvN/liXzTPbrfrsccea/I2W3fHXJrHbAJjLoExl+Yxm8Daey4RVms+wwQAABBmwvJrYgAAAK6EiAEAAEYiYgAAgJGIGAAAYCQipotZuXKlIiIi/H6MGDEi1NsKid27d+u2225TUlKSIiIi9NZbb/ndb1mWVqxYoUGDBqlXr15KS0vTF198EZrNdqIrzeUXv/hFk2volltuCc1mO9HatWt1ww03qG/fvoqPj9ecOXN09OhRvzUXLlxQdna2BgwYoD59+igrK6vJP8rZFbVmNlOnTm1y3TzwwAMh2nHneP755zVmzBjfP9zmdDr13nvv+e7vrteLdOXZtNf1QsR0Qdddd51Onjzp+/HRRx+Fekshce7cOY0dO1YFBQUB78/Pz9czzzyjTZs2ad++ferdu7cyMjJ04cKFTt5p57rSXCTplltu8buGXn311U7cYWiUlZUpOztbe/fulcvlktfrVXp6us6d+983fF26dKneeecdbdu2TWVlZTpx4oTmzp0bwl13jtbMRpLuu+8+v+smPz8/RDvuHIMHD9a6detUUVGhgwcPavr06Zo9e7aOHDkiqfteL9KVZyO10/VioUt57LHHrLFjx4Z6G2FHkrV9+3bf7YaGBisxMdF68sknfcdOnz5t2e1269VXXw3BDkPj8rlYlmXNnz/fmj17dkj2E05OnTplSbLKysosy/ru+rDZbNa2bdt8az7//HNLklVeXh6qbYbE5bOxLMv6v//7P+vBBx8M3abCRP/+/a0XXniB6yWAxtlYVvtdL7wS0wV98cUXSkpK0jXXXKN58+apqqoq1FsKO8ePH1d1dbXS0tJ8x2JjYzVp0iSVl5eHcGfhobS0VPHx8Ro+fLgWLVqkr7/+OtRb6nS1tbWSpLi4OElSRUWFvF6v3zUzYsQIDR06tNtdM5fPptErr7yigQMHatSoUcrLy9P58+dDsb2QqK+v12uvvaZz587J6XRyvVzi8tk0ao/rJWz/xV60zaRJk1RYWKjhw4fr5MmTWrVqlW6++WYdPnxYffv2DfX2wkZ1dbUkNfkXoBMSEnz3dVe33HKL5s6dq5SUFB07dky/+c1vNGvWLJWXlysqKirU2+sUDQ0NysnJ0U033aRRo0ZJ+u6aiY6ObvKNZbvbNRNoNpJ01113KTk5WUlJSfr000/18MMP6+jRo3rzzTdDuNuOd+jQITmdTl24cEF9+vTR9u3blZqaqsrKym5/vTQ3G6n9rhcipouZNWuW79djxozRpEmTlJycrK1bt2rhwoUh3BlMceedd/p+PXr0aI0ZM0bXXnutSktLNWPGjBDurPNkZ2fr8OHD3fbryVrS3Gzuv/9+369Hjx6tQYMGacaMGTp27Jiuvfbazt5mpxk+fLgqKytVW1urN954Q/Pnz1dZWVmotxUWmptNampqu10vvJ3UxfXr108/+tGP9OWXX4Z6K2ElMTFRkpp8UqCmpsZ3H75zzTXXaODAgd3mGlq8eLF27NihDz/8UIMHD/YdT0xMVF1dnU6fPu23vjtdM83NJpBJkyZJUpe/bqKjozVs2DBNmDBBa9eu1dixY7Vx40auFzU/m0Daer0QMV3c2bNndezYMQ0aNCjUWwkrKSkpSkxM1M6dO33H3G639u3b5/eeLaR//etf+vrrr7v8NWRZlhYvXqzt27dr165dSklJ8bt/woQJstlsftfM0aNHVVVV1eWvmSvNJpDKykpJ6vLXzeUaGhrk8Xi69fXSnMbZBNLW64W3k7qYX//617rtttuUnJysEydO6LHHHlNUVJR+9rOfhXprne7s2bN+VX/8+HFVVlYqLi5OQ4cOVU5Ojh5//HH98Ic/VEpKih599FElJSVpzpw5odt0J2hpLnFxcVq1apWysrKUmJioY8eOadmyZRo2bJgyMjJCuOuOl52drS1btujtt99W3759fV+3EBsbq169eik2NlYLFy5Ubm6u4uLi5HA4tGTJEjmdTk2ePDnEu+9YV5rNsWPHtGXLFt16660aMGCAPv30Uy1dulRTpkzRmDFjQrz7jpOXl6dZs2Zp6NChOnPmjLZs2aLS0lIVFxd36+tFank27Xq9fO/PNyGs3HHHHdagQYOs6Oho6wc/+IF1xx13WF9++WWotxUSH374oSWpyY/58+dblvXdx6wfffRRKyEhwbLb7daMGTOso0ePhnbTnaCluZw/f95KT0+3rrrqKstms1nJycnWfffdZ1VXV4d62x0u0EwkWS+99JJvzbfffmv96le/svr372/FxMRYt99+u3Xy5MnQbbqTXGk2VVVV1pQpU6y4uDjLbrdbw4YNsx566CGrtrY2tBvvYAsWLLCSk5Ot6Oho66qrrrJmzJhhlZSU+O7vrteLZbU8m/a8XiIsy7K+b3EBAAB0Nr4mBgAAGImIAQAARiJiAACAkYgYAABgJCIGAAAYiYgBAABGImIAAICRiBgAAGAkIgYAABiJiAEAAEYiYgAAgJGIGAAAYKT/DyL6zvmKhEX2AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#number of words appearing in each question\n",
    "df['question'].str.split().map(lambda x: len(x)).hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['answer'].apply(lambda x: x[0]['text']).str.split().map(lambda x: len(x)).hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#average word length in each question\n",
    "df['question'].str.split().apply(lambda x : [len(i) for i in x]).map(lambda x: np.mean(x)).hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['answer'].apply(lambda x: x[0]['text']).str.split().apply(lambda x : [len(i) for i in x]).map(lambda x: np.mean(x)).hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_top_stopwords_barchart(text):\n",
    "    stop=set(stopwords.words('arabic'))\n",
    "    \n",
    "    new= text.str.split()\n",
    "    new=new.values.tolist()\n",
    "    corpus=[word for i in new for word in i]\n",
    "    from collections import defaultdict\n",
    "    dic=defaultdict(int)\n",
    "    for word in corpus:\n",
    "        if word in stop:\n",
    "            dic[word]+=1\n",
    "            \n",
    "    top=sorted(dic.items(), key=lambda x:x[1],reverse=True)[:10] \n",
    "    x,y=zip(*top)\n",
    "    plt.bar(x,y)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.2"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}