Processes the downloaded WASET database to generate tables of Korean authors and abstracts

WASET abstract database processing.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%cd ~/p/waset-track/"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## WASET 초록 데이터 처리\n",
    "\n",
    "`download-waset.py`로 다운로드 받은 데이터베이스를 가공해서 쓰기 좋게 만듭니다.\n",
    "\n",
    "### 기본 테이블 준비"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import bsddb3, json"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "DB에 저장되어 있는 파일을 불러옵니다. 404에러 등으로 가져오지 못한 것들은 무시합니다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_abstracts():\n",
    "    db = bsddb3.hashopen('waset-abstracts.db')\n",
    "    ret = []\n",
    "    for k in db.keys():\n",
    "        enc = db[k].decode()\n",
    "        if enc.startswith('HTTP'):\n",
    "            continue\n",
    "\n",
    "        try:\n",
    "            abstract = json.loads(enc)\n",
    "        except:\n",
    "            print(k, repr(enc))\n",
    "            raise\n",
    "        abstract['abstract_id'] = int(k.decode())\n",
    "        ret.append(abstract)\n",
    "    db.close()\n",
    "\n",
    "    return pd.DataFrame(ret)\n",
    "\n",
    "abstracts = load_abstracts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "초록 데이터의 저자 목록에서 저자별 테이블을 분리합니다. 동명이인은 따로 처리하지 않고 그냥 다 합칩니다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from collections import defaultdict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "authors = defaultdict(lambda: len(authors))\n",
    "authoratmap = []\n",
    "for _, row in abstracts.iterrows():\n",
    "    for authorname in row['authors'].split(','):\n",
    "        authorname = authorname.strip()\n",
    "        authorid = authors[authorname]\n",
    "        authoratmap.append([authorid, row['abstract_id']])\n",
    "\n",
    "authorship = pd.DataFrame(authoratmap, columns=['author_id', 'abstract_id'])\n",
    "authors = pd.DataFrame(list(authors.items()), columns=['author_name', 'author_id'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 한국에서 나온 초록/저자 고르기\n",
    "\n",
    "한국에서 나온 초록과 저자를 고르기 위해서 다음 기준을 씁니다.\n",
    "\n",
    "- 한국인에서만 주로 쓰이는 성 Kim, Lee, Park 등으로 고릅니다. 저자가 여러 명이 있기 때문에 대충 해도 꽤 효율적으로 걸립니다.\n",
    "- 메일 주소가 `.kr`, `naver.com`, `hanmail.net` 으로 끝나는 사람들을 고릅니다.\n",
    "- 위 기준으로 뽑힌 초록에서 사용되는 기관명을 기준으로 초록을 고르고, 다시 그 기관에서 나온 초록들로 확장해서 위에서 빠졌을 수도 있는 것을 고릅니다.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Kim      1420\n",
       "Lee      1261\n",
       "Singh     937\n",
       "Chen      850\n",
       "Wang      847\n",
       "Kumar     810\n",
       "Li        641\n",
       "Park      638\n",
       "Khan      596\n",
       "Zhang     570\n",
       "Name: author_lastname, dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "aamap_name = pd.merge(authorship, authors, how='left',\n",
    "                      left_on='author_id', right_on='author_id')\n",
    "aamap_name['author_lastname'] = aamap_name['author_name'].apply(\n",
    "    lambda x: x.split()[-1] if x.strip() else 'XX')\n",
    "aamap_name['author_lastname'].value_counts().head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "아직 한국인을 고른 것도 아닌데 이미 Kim, Lee가 성인 사람들이 저자들 중에 가장 많습니다.\n",
    "\n",
    "이제 한국에서 나온 논문을 고릅니다. 한국인일 확률이 매우 높은 성들로 고릅니다. 여기에 포함되어 있지 않은 성도 기관명과 같은 초록의 다른 저자들 기준으로 거의 빠지지 않고 포함됩니다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "KOREAN_LAST_NAMES = \"\"\"\n",
    "    Kim Lee Choi Park\n",
    "    Kwak Hwang Suh Jang Ryou Yoo Shin Cho\n",
    "    Song Kang Sin Yim Lim Jung Suk Seo Lim\n",
    "    Jeong Baek Ahn Moon Chun Ryu Choe Nam\n",
    "    Namgoong Namkoong Chun Cheon Jeon\n",
    "\"\"\".split()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "기관명을 사람마다 다른 표기법으로 쓰는 경우가 있어서, 영문 표기와 한국어 표기를 수동으로 만들어서 짝을 맞춰줌. 잘못 걸리기 쉬운 외국 기관들 (특히 한국과 성 표기법이 비슷한 대만)은 한국어 표기를 X로 해서 나중에 뺀다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "try:\n",
    "    korean_institutions = pd.read_csv('korean-institutions.csv')\n",
    "    korean_institutions.columns = ['institution', 'institution_ko']\n",
    "except:\n",
    "    korean_institutions = pd.DataFrame([['Seoul National University', '서울대학교']],\n",
    "                                       columns=['institution', 'institution_ko'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "이제 본격적으로 한국에서 나온 논문을 고른다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2260"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "korean_articles_from_lastname = set(\n",
    "    aamap_name[aamap_name['author_lastname'].isin(KOREAN_LAST_NAMES)]\n",
    "        ['abstract_id'].tolist())\n",
    "\n",
    "korean_articles_from_organizations = set(\n",
    "    abstracts[abstracts['institution'].isin(korean_institutions['institution'])]['abstract_id'].tolist())\n",
    "\n",
    "korean_articles_from_email = set(\n",
    "    abstracts[abstracts['email'].apply(lambda x: x.endswith('.kr') or x.endswith('naver.com')\n",
    "                               or x.endswith('hanmail.net'))]['abstract_id'].tolist())\n",
    "\n",
    "all_korean_article_ids = (\n",
    "    korean_articles_from_lastname |\n",
    "    korean_articles_from_organizations |\n",
    "    korean_articles_from_email)\n",
    "\n",
    "korean_articles = abstracts[abstracts['abstract_id'].isin(all_korean_article_ids)]\n",
    "korean_articles = pd.merge(korean_articles, korean_institutions, how='left',\n",
    "                           left_on='institution', right_on='institution')\n",
    "korean_articles = korean_articles[korean_articles['institution_ko'] != 'X']\n",
    "len(korean_articles)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "나중에 쓰기 위해서 저장해 둔다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "korean_articles.to_csv('korean-WASET.csv')\n",
    "korean_articles[['URL', 'abstract_id', 'authors', 'conference',\n",
    "                 'email', 'institution', 'institution_ko']].to_excel('korean-WASET.xlsx')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "기관명이 제대로 짝이 안 맞는 곳이 있으면 리스트에 추가한다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2 new institutions\n"
     ]
    }
   ],
   "source": [
    "unknown_institutions = korean_articles[korean_articles['institution_ko'].isnull()]['institution'].unique()\n",
    "unknown_institutions = pd.DataFrame({'institution': unknown_institutions,\n",
    "                                     'institution_ko': unknown_institutions})\n",
    "print(len(unknown_institutions), 'new institutions')\n",
    "pd.concat([korean_institutions, unknown_institutions]).to_csv('korean-institutions.csv', index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "저자 테이블도 맞춰서 줄인다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4925"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "authorship_kr = authorship[\n",
    "    authorship['abstract_id'].isin(korean_articles['abstract_id'])]\n",
    "authors_kr = authors[authors['author_id'].isin(authorship_kr['author_id'].unique())]\n",
    "len(authors_kr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 간단한 몇 가지 그림~\n",
    "\n",
    "본격적인 분석 전에 간단한 빈도 통계를 그림으로 그려 본다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib import rcParams\n",
    "rcParams['font.family'] = 'NanumBarunGothic'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
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GDSr3mqCgIK1du1bdunVTSkqKTp48qbvvvluzZ8+2a4GEyMhILV682K7+r9i0aZNmz55t0zUJCQmaOHGiLly4oPz8fGVnZ+vo0aM6cuSIjhw5YryzbcSIEaYHdo6q6vfIVbSiLQAAAAAAqBiBHWwycOBArVy5UtLlp76mT5+uJ554otLrQkND9f333ysmJkbr1q1TQECAunTpYlcPwcHBiomJsevaKwoLC20O7BITE5WYmFjhObVr1zbeN2eWiIgIY8VVRzVp0kSpqamm1AIAAAAAAM5BYAebTJgwQZs3b1ZhYaEWLVqkfv36WX1tcHCwVq9ercmTJ6tXr17VYvVQPz8/1a9f3/js5eUlX19f+fv7KzQ0VI0aNVLjxo3VqlUrRUVFqW3btlU27RSlxcfHa//+/WrevLmrW4Gbys/P17p16yRJvXr1kp+fn4s7gjviPoE1uE9gLe4VWIP7BEBZCOxgky5dumjr1q26dOmSWrdubfP1np6eevPNNx3qwdZFJxwxdOhQl09vfeedd5STk+NQjeHDh1d4/Pjx4/ryyy/LPb5t2zZje/Xq1Tpw4IDxOSsrS5KUnZ2tuLg4q3t66KGHFBgYaPX5AAAAAABcKwjsYLMWLVq4uoVryuDBgx2uUVlgt3//fo0ePdqqWuUFrmfOnLG6hiT16dOHwA4AAAAAgDIQ2KFau/feezV16lSHaoSFhZnUDQAAAAAAgOMI7FCtBQUFqVWrVq5uo9rr1q2biouLXd0GAAAAAACQ5OnqBgAAAAAAAAD8HwI7VGvz58+Xh4eHw19r1qxx9bcCAAAAAAAgicAOAAAAAAAAcCu8ww5uY8mSJbJYLJKk8PDwcs+LjIzU4sWLTR27Xbt2ptaTpB9++KHcY5s2bVJhYaHpY5Zn6dKlkiR/f/8qGxMAAAAAANiHwA5uo0GDBladFxwcrJiYGCd341wVBZLOMHjw4CodDwAAAAAA2I8psQAAAAAAAIAbIbADAAAAAAAA3AiBHQAAAAAAAOBGCOwAAAAAAAAAN0JgBwAAAAAAALgRAjsAAAAAAADAjRDYwW0MHDhQnTp1UqdOnUyvXVBQIIvFIovFouLiYmP/q6++Kg8PD3l4eOjDDz8E3EugAAAgAElEQVQ0dcyLFy8aY/5eRESEMW5lAgIC5OvrW+nX4cOHy61xZayIiAhHviUAAAAAAFAFvF3dAGqOn376STt37lRmZqaCgoIUGRmp6Oho+fj4WHX9jz/+WGHo5Ii//OUvWrt2rSTp0KFDVRJc3X777dqxY4eky4Ght7d9f24Wi0WXLl2q9LySQSQAAAAAAKi+COzgsI8//livvfaaDh48eNWxoKAgjRkzRpMmTVKdOnVMHTcjI0MffPCBJKldu3bq37+/qfXdxaJFi1RUVFTpeWFhYaaOGxsbW+bTgfYICQnRc889Z0qt8vTs2VNPP/20U8dAzTFr1ixXt4BqgPsE1uA+gbW4V0pbv369q1sAALdGYAe7Xbx4UY8++qiWLFlS7jnnzp3TlClTtHz5cq1bt06NGjUybfwTJ07o5ZdfliSNHDnSKYHdmjVrFBsba9W5U6ZMUdeuXU3v4f777ze9pjViY2N17tw5U2pFRUU5PbADAAAAAKCmILCD3UaNGmWEdbVq1dKYMWP08MMPq2nTpsrOztY333yjf/zjH/r111/1yy+/qGXLlgoICCi33qlTp2wav+RUW2un3doqIyNDCQkJVp2bmZnp8HjZ2dmaNGmSw3Uk9/qvuBX93gEAAAAAQGkEdrDL2rVrjUUaateurbVr1+rOO+80jgcFBenRRx/Vfffdp759++r7779Xbm6ucnNzTeuh5DvhnBXYldS8eXO1adOm3OMNGzZ0eIzc3FzNnj3b4TqS44FdVlaWwz3UqlVLBQUF8vf3d7gWAAAAAADXCgI72OWf//ynsf3iiy+WCutKCggI0JIlSxQZGWm8D+0f//hHme+zmzp1qk6ePGl1D+fPnze2fX19rb7OXoMGDbJ6eqy9ateurR49ejh1jKqSn5+vgoICSTxhBwAAAACALQjsYLPs7Gxt3LjR+Pzkk09WeP4NN9yggQMHavHixZKkP/7xj/rzn/981XlxcXE2BXZnz541ts14us0dBAcHKz4+3tVtmKJkoBoaGurCTgAAAAAAqF4I7GCz1NRUFRYWSpIaNWqkBg0aVHpNhw4djMDu119/LTOws9Xp06eNbTMXs3A3RUVFio+P1/Lly5WUlKSMjAzl5eUpMDBQ4eHh6ty5s2JiYtShQ4dKa124cEGJiYml9oWEhKhFixam910ysKtfv77p9QEAAAAAqKkI7GCznJwcY9vad5OVPC8vL8+UPvbu3Wts19TAbt++fRo2bJiSkpKuOpaVlaW0tDRt3bpV06dPV//+/TV37lyFhYWVWy8jI0OdO3cutW/AgAH64osvTO89IyPD2CawAwAAAADAegR2sFm9evWM7fT0dBUVFcnT07PCa9LS0oxts8KbX375xdguuUDCb7/9pm+//bbUuUePHjVlzKp07NgxRUdHG9OEW7durUceeURt27aVv7+/srKytH37ds2bN08ZGRlatWqVunfvrqSkJPn5+bm4+8v9X1HynrFVZb+79PR0u2sDAADANfLz813dgtu48q7v328Dv8e94j6q4p9hBHaw2Y033qj69evrxIkTxvvsunXrVuE1K1euNLa7dOliSh8//vijsb1w4UJjmu327ds1cuRIU8Ywy8GDB+Xl5WV8vjKluCKTJ082wrphw4Zp7ty5pVbGlaR7771XEyZMUO/evbVt2zalpKRo5syZeuGFF8qsWa9ePc2fP7/UPmc9/Xb8+HFjOzw83O46jRs3NqMdAAAAuJF169a5ugW3VPJd4UBFuFdcKzMz0+ljENjBZh4eHnrwwQc1Y8YMSZdXid24ceNVYdIV8+bN008//WRc+/jjj5d53pEjR6zuITU1VQcOHDA+f/HFF8rNzbV6im5Va9Wqlc3XXAk5fXx8NHPmzHJ/vkFBQZo+fboRhK5cubLcwM7Pz099+vSxuRd7lHwyrlmzZlUyJgAAAAAANQGBHezy4osv6qOPPtLp06e1detW9e/fX3PmzCn1NNSlS5c0e/Zs/f3vfzf2FRcXa/PmzQ6Pv379+lKfc3NztWTJEo0YMUKDBg3SqVOnSh0fOnToVdNk3d25c+ckSYGBgQoKCqrw3JI/95LTg82yatUqLVmyRJL0yiuvlFqkYtKkSUpLS1NYWJgR4kr/947BgIAAh1bxLTmduizp6enq2LGj3fUBAABQ9Xr16uXqFtyGxWIxnpaKjo6Wr6+vizuCu+JecR9V8dotAjvYJTQ0VJ9//rl69+6t/Px8rV27Vs2aNVOXLl0UERGh7Oxsbdq0qdTCAwMGDFBoaGi5NT/55JNSC1pUZNGiRZIuP7HXpEkTpaam6o033tDDDz+s2rVrXzWOj4+PHd+leVasWFHqPX8jRowwpruWp3Xr1kpOTtaZM2e0ceNGRUdHl3vu559/bmy3adPG8YZ/Z/fu3Vq4cKEk6amnnioV2K1cuVIpKSlq0qRJmYFdZGSkQ2M7Mp0WAAAA7skd3rnsjnx9ffnZwCrcK65VFT97AjvY7Y477tCWLVv00EMP6ZdfftHFixe1YcOGq84LCgrStGnTNGLEiArrxcfHWxXY7d27V999952ky/9V4bHHHtPw4cN1+PBhzZo1S3/729/s+n6cqW/fvqWmtFrzxz169Gg9/fTTkqTBgwfrvffe08CBA0u9Cy8vL09z5swpNQV21KhRJnZuH4vFosOHD0tSqXAPAAAAAABUjsAODmnXrp1+/vlnLV26VMuXL9euXbuUmZmpwMBARUZG6s9//rNGjBihkJAQ08b817/+ZWw//vjjiomJ0aRJk5SRkaE333xTw4YNc2hVUncxatQoJSQk6JNPPtGpU6c0ZMgQBQcHKyoqSgEBATp79qySk5OVl5dnXPPSSy/prrvucmHXl+3atUtFRUWSpJtuusnF3QAAAAAAUL0Q2MFhXl5eiomJUUxMjNPHSk5O1gcffCBJatiwoYYMGaJatWppwoQJ+utf/6ozZ87o0Ucf1ddffy0PDw+n9+NMnp6eWrx4sbp3767Y2Filpqbq7Nmz2rRp01Xn3nzzzXr99dc1YMAAF3R6tS1bthjbt9xyiws7AQAAAACg+iGwQ7VRVFSkMWPG6NKlS5KkV1991Zha+swzz2j27Nk6cOCA1qxZo+nTp7vl1FhbeXh4aNSoURo5cqR27typHTt26MSJE8rLy1NAQIDCw8PVsWNHp7y3zhElFxbp0KGDCzsBAAAAAKD6IbBDtfHqq68qISFB0uUFGUq+E8/Hx0czZszQX/7yF0mXVy5t166devToUSW95eXlKSUlRT/++KOCgoI0dOhQU+t7enqqffv2at++vV3XJycnS5Jq1aplZlvlGjt2rIYPHy4vLy/dcMMNVTImAAAAAAA1BYEdTLNkyRJJlxdUMHtq5ueff64pU6ZIuhw6LViwoNTiC5LUv39/jRw5UnPmzFFBQYEGDhyoDRs26E9/+pMpPSQkJGjixIm6cOGC8vPzlZ2draNHj+rIkSM6cuSI8c62ESNGmB7YOaqq3yNX0Yq2AAAAAACgYgR2MM0DDzwgSapfv76pgd3y5cv1wAMPqLi4WJIUGxurW2+9tcxzZ8yYoS1btiglJUXZ2dmKiYnRL7/8YkofiYmJSkxMrPCc2rVrKyIiwpTxroiIiDBWXHVUkyZNlJqaakotdxMfH6/9+/erefPmrm4Fbio/P1/r1q2TJPXq1atKlmJH9cN9Amtwn8Ba3CsAAHsR2MFtlBUk7d+/XzExMSooKJB0eVXYcePGlVvD399fa9asUZcuXVS/fn0tWbJEPj4+dvfk5+en+vXrG5+9vLzk6+srf39/hYaGqlGjRmrcuLFatWqlqKgotW3btsqmnQIAAAAAgJqJwA5urUWLFvrqq6/08MMPq2fPnpozZ06lq7+Gh4dr8+bNql+/vkNhnSQNHTrU5dNb33nnHeXk5DhUY/jw4RUeP378uL788styj2/bts3YXr16tQ4cOGB8zsrKkiRlZ2crLi7O6p4eeughBQYGWn0+AAAAAADXCgI7uL27775bycnJCgkJkaenp1XXhIeHO7mrqjN48GCHa1QW2O3fv1+jR4+2qtabb75Z5v4zZ85YXUOS+vTpQ2AHAAAAAEAZCOxQLdSrV8/VLQAAAAAAAFQJAjsA6tatm7GoBwAAAAAAcC0CO5guNzdXU6ZMcahG69atdd9995nUEQAAAAAAQPVBYAfT5eTk6OWXX3aoxn333UdgBwAAAAAArknWvcEfAAAAAAAAQJXgCTuYxp3fgbZmzZoy948bN06PPfaYJCk0NNTUMX/44Ydyj23atEmFhYWmjleRpUuXSpL8/f2rbEwAAAAAAGAfAjtc0+rWrau6detW+bjh4eFVOt7gwYOrdDwAAAAAAGA/psQCAAAAAAAAboTADgAAAAAAAHAjBHYAAAAAAACAGyGwAwAAAAAAANwIgR0AAAAAAADgRgjsAAAAAAAAADfi7eoGgCteeOEF/fzzz5Kk+fPnq379+mWeV1hYqA8//ND4/MQTT9g8Vnx8vFJTUyVJffr0UXh4uM01KnPx4kUVFRVJknx9fUsdi4iI0OHDhyVJxcXFFdYJCAhQYWFhpePt27dPTZo0KfOYh4eHJKlJkybG9w0AAAAAANwTgR3stnbtWh06dKjS84qKinTp0iUVFhbq0qVLuvvuu3XLLbdcdd727duVkJAgScrPzy+3nsVi0ciRI43P9gR2s2bN0ooVKyRJq1evdkpgd/vtt2vHjh2SpIKCAnl72/fnZrFYdOnSpUrPqyz4AwAAAAAA1QOBHez273//2wi9bPHVV1+VGdihbIsWLTKe1KtIWFiYqePGxsbKYrGYUiskJETPPfecKbXK07NnTz399NNOHQM1x6xZs1zdAqoB7hNYg/vEtdavX+/qFgAAcAoCOziNp6enfHx85OPjo9zcXOMJsBYtWpg6zoEDB2y+Jjc316rz1qxZo9jYWKvOnTJlirp27WpzL5W5//77Ta9pjdjYWJ07d86UWlFRUU4P7AAAAAAAqCkI7GC3pUuXlpqq6eHhYXx5eXnJ0/PymiZnzpxRWFiYiouLdf3116tp06YqKiq66qkxe6d0Nm/e3P5vohIZGRnGNN3KZGZmOjxedna2Jk2a5HAdyb3+i39AQICrWwAAAAAAoNogsIPdrjw9V5n169cb4dw999wjLy8vxcTE6JNPPnF2i6Zq3ry52rRpU+7xhg0bOjxGbm6uZs+e7XAdyfHALisry+EeatWqpYKCAvn7+ztcCwAAAACAawWBHZzuv//9r7E9ePBgU2sHBQVp1apVNl/34osv6vvvv7fpmkGDBlk9PdZetWvXVo8ePZw6RlXJz89XQUGBJJ6wAwAAAADAFgR2cKoffvjBeBlw27Zt9ec//1mS9Oyzz6p///6lzn377bf1888/21Tf29vbrvfGhYSE2HxNVQgODlZ8fLyr2zDF+fPnje3Q0FAXdgIAAAAAQPVCYAenKSgo0MiRI43Pr776qjw8PCRJXbt2vSpoW7Bggc2B3bWgqKhI8fHxWr58uZKSkpSRkaG8vDwFBgYqPDxcnTt3VkxMjDp06FBprQsXLigxMbHUvpCQENMXApFKB3b169c3vT4AAAAAADUVgR2cZvz48dq1a5ckqU+fPho4cKDpY1gsFsXFxdl8XWpqqum9OMO+ffs0bNgwJSUlXXUsKytLaWlp2rp1q6ZPn67+/ftr7ty5CgsLK7deRkaGOnfuXGrfgAED9MUXX5jee0ZGhrFNYAcAAAAAgPUI7OAUkydPNhY9aNiwoT766CPj6Toz5ebmavTo0abXdQfHjh1TdHS0Tp48KUlq3bq1HnnkEbVt21b+/v7KysrS9u3bNW/ePGVkZGjVqlXq3r27kpKS5Ofn5+LuL/d/Rb169eyuc/To0QqPp6en210bAABUb/n5+a5uoUIWi6XMbaAk7hNYi3vFfVTF//4Q2MFUeXl5GjVqlBYsWCBJCgwM1LJly0o99TVlyhS9/PLLrmrRJQ4ePCgvLy/jc2FhYaXXTJ482Qjrhg0bprlz58rbu/Sf7L333qsJEyaod+/e2rZtm1JSUjRz5ky98MILZdasV6+e5s+fX2qfs55+O378uLEdHh5ud53GjRub0Q4AAKiB1q1b5+oWrLZx40ZXt4BqgPsE1uJeca3MzEynj0FgB9Ns2LBBzzzzjPbs2SNJuu6667RmzZqrpmA6KiAgQMXFxabWdLZWrVrZfM3KlSslST4+Ppo5c+ZVYd0VQUFBmj59urp06WJcV15g5+fnpz59+tjciz1KPhnXrFmzKhkTAAAAAICagMAODtuxY4emTp2qZcuWGfuaNWumTz/9VH/84x+vOr9v375lrho6ffp0/frrr07ttTo5d+6cpMtPKQYFBVV4bsmn0LKyskzvZdWqVVqyZIkk6ZVXXim1SMWkSZOUlpamsLAwzZgxw9i/d+9eSZcD1oYNG9o9dlpaWoXH09PT1bFjR7vrAwCA6qtXr16ubqFCFovFeAomOjpavr6+Lu4I7oj7BNbiXnEflb26yQwEdrDLuXPntGLFCs2bN0/fffddqWMPPvig4uLiFBgYWOa1t956q2699dar9i9ZsqTMwC4xMbHK5+d37NhRderUMa3eihUr5OnpaXweMWKEMd21PK1bt1ZycrLOnDmjjRs3Kjo6utxzP//8c2O7TZs2jjf8O7t379bChQslSU899VSpwG7lypVKSUlRkyZNygzsIiMjHRrbkem0AACgZnOH9/Zay9fXt1r1C9fgPoG1uFdcqyp+9gR2sNmvv/6qW2655aqXLHbo0EGxsbG66667TB0vJiZGhw8fNrVmZfbs2WPXNNby9O3bt9SUVmv+uEePHq2nn35akjR48GC99957GjhwYKl34eXl5WnOnDmlpsCOGjXKtL7tZbFYjN9ZyXAPAAAAAABUjsAONmvevLn+/ve/64033pCnp6d69uypp556SgMHDnR1azXKqFGjlJCQoE8++USnTp3SkCFDFBwcrKioKAUEBOjs2bNKTk5WXl6ecc1LL71kemBqj127dqmoqEiSdNNNN7m4GwAAAAAAqhcCO9jl1VdfVXh4uPr166dGjRo5dayvv/5aFy9etOma3r17G1NON2zYoLp169p0fdOmTW063xk8PT21ePFide/eXbGxsUpNTdXZs2e1adOmq869+eab9frrr2vAgAEu6PRqW7ZsMbZvueUWF3YCAAAAAED1Q2AHu3h6eurJJ5+s9Lz8/Hzt379fGRkZysnJUWFhofz9/RUUFKRmzZqVWozgySefNFYwDQ4ONvbb8042Hx8fY/umm24qc5GL6sDDw0OjRo3SyJEjtXPnTu3YsUMnTpxQXl6eAgICFB4ero4dOzrlvXWO2Lx5s7HdoUMHF3YCAAAAAED1Q2AH06WlpWnOnDn68ssvlZycbEyNLEtISIh69+6toUOH6oEHHpCHh0cVdmqevLw8paSk6Mcff1RQUJCGDh1qan1PT0+1b99e7du3t+v65ORkSVKtWrXMbKtcY8eO1fDhw+Xl5aUbbrihSsYEAAAAAKCmILCDaQoLC/Xyyy9r+vTpVk9hPXPmjBYvXqzFixfr5ptv1kcffeS2UygTEhI0ceJEXbhwQfn5+crOztbRo0d15MgRHTlyxAgmR4wYYXpg56iqfo9cRSvaAgAAAACAihHYwRTFxcWKiYnRsmXLjH0dO3bUoEGD1KlTJzVr1kxBQUHy8fFRbm6ujh07pt27d+ubb77Rp59+quzsbP3888/q1KmTNmzYoE6dOpU71uDBg0uNU5mwsLAKj7/99tv6+9//XmmdxMREJSYmVnhO7dq1FRERYXVv1oiIiDBtldwmTZooNTXVlFruJj4+Xvv371fz5s1d3QrcVH5+vtatWydJ6tWrV5UsxY7qh/sE1uA+AQAAzkZgB1MsWbLECNECAgK0ePFi9e/fv8xza9eurZCQELVt21YPPPCA3nnnHT3xxBNatmyZLBaLhg0bpn379snT07Mqv4Uy+fn5qX79+sZnLy8v+fr6yt/fX6GhoWrUqJEaN26sVq1aKSoqSm3btq2yaacAAAAAAKBmIrCDKRYtWmRsT58+vdywrix169bV4sWL1apVK/322286cOCAtmzZoq5du5Z5/vDhw8s9Zq1NmzZZ9ZTe0KFDXT699Z133lFOTo5DNYYPH17h8ePHj+vLL78s9/i2bduM7dWrV+vAgQPG56ysLElSdna24uLirO7poYceUmBgoNXnAwAAAABwrSCwgynS0tKMbXvCNB8fH91222367bffJEmHDx8ut06/fv3sa7IEb29vm6bVutLgwYMdrlFZYLd//36NHj3aqlpvvvlmmfvPnDljdQ1J6tOnD4EdAAAAAABlcP2cQ9QI4eHhxvbmzZttvr6wsFBJSUnG50aNGpnSFwAAAAAAQHVDYAdTPPDAA8b2+PHjtXr1aquvPX/+vB588EFjmmXjxo0dnvIK23Tr1k3FxcVV+mX24hwAAAAAANQUTImFKR588EEtXbpUK1asUHZ2tvr27asuXbpoyJAh6tSpk2688UZdd9118vb2Vl5entLT05WSkqL169dr8eLFxnvQfHx8NH/+fHl7c2sCAAAAAIBrE6kITOHh4aGlS5fqxRdf1LvvvquCggJt3rzZpumxN954oz766CN16dLFiZ0CAAAAAAC4N6bEwjQ+Pj56++23dfDgQb388su65ZZb5OlZ8S0WEBCge+65RwsWLNC+ffsI6wAAAAAAwDWPJ+xgusaNG+v111/X66+/rry8PO3du1fp6enKyclRQUGB/P39dd111ykyMlJNmjSRh4dHlfd4++23a+rUqZKk6Ohop4zxww8/lHts06ZNKiwsdMq4ZVm6dKkkyd/fv8rGBAAAAAAA9iGwg1PVqVNHt956q6vbuMqtt97q0r5KrqpbFQYPHlyl4wEAAAAAAPsxJRYAAAAAAABwIwR2AAAAAAAAgBshsAMAAAAAAADcCIEdAAAAAAAA4EYI7AAAAAAAAAA3QmAHh124cEE5OTnKyclRUVGRXTWuXJ+Xl2dyd2X74IMP1KlTJ3Xq1ElfffWVU8a4ePGiLBaLLBbLVcciIiLk4eEhDw+PSusEBATI19e30q/Dhw+XW+PKWBEREY58SwAAAAAAoAp4u7oBVH8jRozQwoULJUlJSUlq3769TddbLBYFBgZKkiIjI3XgwAGbrp8xY4YOHjwoSZo4caLCw8Mrvebo0aPatm2bJOnUqVM2jWet22+/XTt27JAkFRQUyNvbvj83i8WiS5cuVXpecXGxXfUBAAAAAIB7IbBDtbd06VJt3bpVkjRmzBgXd2O+RYsWWfXkYlhYmKnjxsbGlvl0oD1CQkL03HPPmVILAAAAAICajsAO1V7JMKtOnTqm1l6zZo1iY2OtOnfKlCnq2rWrqeNL0v333296TWvExsbq3LlzptSKiopyemDXs2dPPf30004dAzXHrFmzXN0CqgHuE1ijut8n69evd3ULAACgDAR2qPZOnDgh6fJ72oKDg02tnZGRoYSEBKvOzczMdHi87OxsTZo0yeE6knv9C0RAQICrWwAAAAAAoNogsIOpOnToUKXjFRQUKC0tTZJ04403OjUYat68udq0aVPu8YYNGzo8Rm5urmbPnu1wHcnxwC4rK8vhHmrVqqWCggL5+/s7XAsAAAAAgGsFgR2qtZ9++slYkOHWW2916liDBg2yenqsvWrXrq0ePXo4dYyqkp+fr4KCAkk8YQcAAAAAgC0I7GCqf/3rX6pfv77N1z3yyCNGuGOL1atXG9tHjx5VcXGxPDw8bK7jLoKDgxUfH+/qNkxx/vx5Yzs0NNSFnQAAAAAAUL0Q2MFU/fr1U7NmzWy+7rHHHrNrvE8//dTY3rp1q+bNm6fHH3/crlruqqioSPHx8Vq+fLmSkpKUkZGhvLw8BQYGKjw8XJ07d1ZMTIxV05EvXLigxMTEUvtCQkLUokUL0/suGdjZE+ICAAAAAHCtIrBDtbVmzRrt3r271L4JEybonnvusemJrqeeekrPPvtsqX1JSUlq3bq1KX06Yt++fRo2bJiSkpKuOpaVlaW0tDRt3bpV06dPV//+/TV37lyFhYWVWy8jI0OdO3cutW/AgAH64osvTO89IyPD2CawAwAAAADAegR2qJYuXbqkyZMnG5+fffZZzZo1S5mZmbrvvvu0fv161apVy6paFy5c0IULF66q72rHjh1TdHS0Tp48KUlq3bq1HnnkEbVt21b+/v7KysrS9u3bNW/ePGVkZGjVqlXq3r27kpKS5Ofn5+LuL/d/Rb169eyuc/To0QqPp6en210bAIBrXX5+vqtbqNEsFkuZ20BJ3CewFveK+6iK//0ksIOpvv/+ex04cMDm64qKimw6/5133tGOHTskSb1799bMmTOVlZWlBQsWaOPGjXriiSf00UcfWVXr7rvvvmr1V7PfuXbw4EF5eXkZnwsLCyu9ZvLkyUZYN2zYMM2dO1fe3qX/ZO+9915NmDBBvXv31rZt25SSkqKZM2fqhRdeKLNmvXr1NH/+/FL7nPX02/Hjx43t8PBwu+s0btzYjHYAAEAZ1q1b5+oWrhkbN250dQuoBrhPYC3uFdfKzMx0+hgEdjBVVbw/bu3atXr55ZclXV5Vddq0aZKkmTNnaseOHdqzZ48+/vhjFRQUaN68efL19a2w3oMPPmj3O/Ss1apVK5uvWblypSTJx8dHM2fOvCqsuyIoKEjTp09Xly5djOvKC+z8/PzUp08fm3uxR8kn4+x5ryEAAAAAANcqAjtUK1u2bNF9991nrCg7a9YsRUVFSZLq1q2rNWvW6Pbbb9exY8e0ZMkSHTx4UMuWLauWT2mdO3dOkhQYGKigoKAKzy35/WVlZZney6pVq7RkyRJJ0iuvvFJqkYpJkyYpLS1NYWFhmjFjhrF/7969kqSAgAA1bNjQ7rHT0kqpzm4AACAASURBVNIqPJ6enq6OHTvaXR8AgGtZr169XN1CjWaxWIynYKKjoyv9D8m4NnGfwFrcK+6jslc3mYHADg6bPXu23nnnHVNqlfcUmSQtXrxYjz/+uDFXf/To0XriiSdKnfOHP/xB33zzjfr27avffvtNSUlJatOmjd544w2NGTOm1LTUqrRixQp5enoan0eMGGFMdy1P69atlZycrDNnzmjjxo2Kjo4u99zPP//c2P799F4z7N69WwsXLpR0eZGOkoHdypUrlZKSoiZNmpQZ2EVGRjo0tiPTaQEAQMXc4b231wpfX19+3qgU9wmsxb3iWlXxsyewg8OCgoIqfQLMEefPn9fzzz+v999/39g3evRozZo1q8zzW7ZsqW3btmngwIHatGmTcnJy9Ne//lVFRUUaP3680/qsSN++fUuFkdb8cY8ePVpPP/20JGnw4MF67733NHDgwFKhY15enubMmVNqCuyoUaNM7Nw+FotFhw8flqRS4R4AAAAAAKgcgR3c3pAhQ4wXInt6eup//ud/9Morr1R4TWhoqDZs2KBp06bptddeU+/evTVu3LiqaNc0o0aNUkJCgj755BOdOnVKQ4YMUXBwsKKiohQQEKCzZ88qOTlZeXl5xjUvvfTS/2PvzqOqKvc3gD+HeRQhBgcMUlAUHBMSB3JKiTBNUTBHNCS8lsPV1KyuKSFe5+GaZoloipYzmqZkjogiiinOGoMDqAgyHqbD7w+W+wcJnPkcwOezFuvus/c7fA9ub93n7ne/6Nu3rxarrpCYmChsJOLm5qblaoiIiIiIiIjqFwZ2JJfnz5/jwoULGp1z06ZN8PPzQ2ZmJiIiIoTNFaTR09PD7NmzMXz4cDRt2rTKktT6QEdHB1FRUejTpw/Cw8ORnJyMrKwsnDlz5pW2HTp0wIIFCzB48GAtVPqq2NhY4bhjx45arISIiIiIiIio/mFgR3L566+/8P7772t0zr///ht//PEHAMDExETu/i1btlR1SRojEokQHByMoKAgXLp0CQkJCcjIyEBBQQHMzMxgb28PDw8Ptby3Thlnz54Vjt3d3bVYCREREREREVH9w8CO6gVFgjpNKigoQFJSEi5fvgwLCwv4+/urdHwdHR107doVXbt2Vaj/1atXAQAGBgaqLKtGU6dORWBgIHR1ddGsWTONzElERERERETUUDCwI7l4eHjgxo0bcvU5c+YMgoKCAFRsvrBs2TK5+jdv3rzGcYGKEMrDw0OuMRVx8uRJzJkzB0VFRSgsLERubi4ePHiA1NRUpKamCu9smzhxosoDO2Vp+j1yte1oS0RERERERES1Y2BHcjExMYGLi4tcfZKTk4Vjc3NzufvXpFevXgAAOzs7pKenq2TM2sTFxSEuLq7WNoaGhnB0dFTpvI6OjsKOq8pycHCo8udBRERERERERHUPAzt6Lc2fPx/z58+X2s7Y2Bh2dnbCZ11dXRgZGcHU1BTW1tZo3rw5WrRoARcXF7i6uqJ9+/YaW3ZKVcXExOD27dtwdnbWdilURxUWFgo7Tg8YMADGxsZarojqIt4nJAveJ0RERKRuDOyIauHv76/15a1Lly5FXl6eUmMEBgbWev3Ro0c4cOBAjdfPnz8vHB8+fBh3794VPmdnZwMAcnNzsX79eplrGjVqFMzNzWVuT0RERERERPS6YGBHVMf5+fkpPYa0wO727dsICQmRaaywsLBqzz9//lzmMQDA29ubgR0RERERERFRNXS0XQARERERERERERH9Pz5hR0To3bs3ysvLtV0GEREREREREYGBHTUA+fn5CA0NVWqM2bNnQ19fX0UVEREREREREREpjoEd1Xt5eXn4+uuvlRpj2rRpDOyIiIiIiIiIqE7gO+yIiIiIiIiIiIjqED5hR2rn6emJc+fOAQCsra1VNm5df+faxYsXa7x25swZlJaWaqyWX3/9FQBgamqqsTmJiIiIiIiISDEM7EjtLCws0K1bN22XUafY29trdD4/Pz+NzkdEREREREREiuOSWCIiIiIiIiIiojqEgR0REREREREREVEdwsCOiIiIiIiIiIioDmFgR0REREREREREVIcwsCMiIiIiIiIiIqpDGNgRERERERERERHVIQzs6qC//voL3t7e8Pb2xrJly7RdjkyKi4vxxx9/YNGiRZg6dSomTZqEWbNmYcOGDbhx44bU/vPnz4dIJIJIJMLmzZvVX7CaSSQSiMViiMVilJaWVrm2efNm4bvOnz+/1nHCw8NhZGQk9ScoKKjGMRra75aIiIiIiIioodPTdgENRWZmJn799VeZ2paVlaG0tBRlZWUQiUSYPn16levPnz/H77//DgBo0qSJ1PGePXsGGxsb+YuuQVpaGuzt7WVqW1paiuXLl2PZsmV48uRJje26deuGZcuWoXv37krX9+DBA8TExMjd7+XvvaSkBKWlpWjdujV8fHyUrqc6v/32GwYNGgQAmDdvHkJDQxUap7S0FEVFRVLblZSUKDQ+EREREREREdU9DOxUJC0tDSEhIXL3a9269SuBXX1RUFCAQYMG4fjx48I5MzMztG3bFsbGxnj69Clu3boFiUSCuLg49OrVC+vWrUNwcLBS8yYmJiIwMFDZ8jFx4kS1BXaqMnToUDg5OUlt99Zbb6l03ri4OBw5ckRl4w0dOhQdOnRQ2XhEREREREREDRkDOw3S09ODvr4+ysvLIRaLAQBt2rRRelwzMzOsWbNGqTHWrVsn09LVyqZPny6EdXZ2dli5ciX8/Pygp/f/t1VGRgYWLVqE1atXQyKRYPLkyejQoQM8PT2VqlceIpEIhoaGKCsrE55EMzY2lrocFQACAgKQnp4utZ2TkxN+/PFHZUt9Rbt27dCuXTuVjytNXFwcvv32W5WN5+bmpvbArn///pg8ebJa56CGY+3atdougeoB3icki/p+nxw7dkzbJRAREVE1GNipSMeOHVFYWCh8fvnOsJc/lUOsWbNmYenSpQAAd3d3pec2MjLClClTlBrj4MGDcgV2jx49EgIqQ0NDnDhxAi4uLq+0exnkmZubIzQ0FBKJBAsWLMDhw4cVrtXb2xtZWVnVXvvn793AwAAGBga4ffs2unfvjszMTAAV74aTZdlvXFwcUlJSpLbLzs6W70vUYOfOnTh9+rTS4/j4+NSppwfNzMy0XQIRERERERFRvcHATkVEIhGMjIxkalv5/8n86KOP1FWSWv3xxx+QSCQAKpY7VhfWVTZ79mwsXrwYJSUlQl8dHcX2PNHT00Pjxo1lbp+YmIhBgwYJYd3o0aPx+eefyz3voEGDaqxZVUtS//zzT2zYsEHpcaytrZUK7KZNm4Zp06YpVcN3332Hr776CgBgamqq1FhERERERERErxMGdhqWmJiIK1euAKhYDuvm5qb0mKredELWOV9ydHSU2t7MzAzW1tZ4/PgxSkpKkJOTI1fopqiffvoJU6dORX5+PgBg+PDhiIiIUGisX375ReZQVlFt27ZFv379lB6nZcuWKqhGOTk5OcIxn7AjIiIiIiIikh0DOw1bsmSJcDxz5kwtVqKcpk2bCseJiYlS26enpyMjIwNAxfvjLCws1FYbANy8eRPTpk0TdtsFgMmTJ2P16tXQ1dVV69zKmDp1KqZOnartMlSicmBnbW2txUqIiIiIiIiI6hcGdhoUExODqKgoAECrVq0wfvx4qX0iIyMRGRlZ5dyKFStqXK7o6uqKXbt2KVVnkyZNpLZ57733oK+vj5KSEhw5cgS///47Bg4cWG1biUSCGTNmCEtofXx8IBKJlKqxJikpKQgPD8ePP/6I0tJS4fw333yj0k0UNCk9PR1bt27FyZMncePGDWRnZ0NXVxeWlpbo0KED3nvvPQQEBKBRo0ZSx7p37x7i4uKqnOvQoQNMTExUXnflwM7W1lbl4xMRERERERE1VAzsNCQ9PR0TJkxAeXk5gIrQrfJGFKpiZGQk9X1yqvDGG29g1qxZCAsLQ3l5OQYNGoTp06djwoQJws63RUVFOHXqFL777jucPHkSAGBgYKCW4Cw2Nhbr1q3Dzp07qwR1L4WGhiIxMRFTpkxBv379FH5/nqaFh4dj/vz5KCoqeuXa06dPcfv2bezatQtz587F6tWrMWrUqFrHCw0NRWhoaJVzly9fRqdOnVRaNwBhd93GjRvD0NBQ5eMTERERERERNVQM7DTg+fPneO+995CWlgYA+OyzzzBo0CCZ+nbs2BFDhgypcq5bt24qr1ERCxYsQHJyMrZv346SkhL897//xX//+18YGBjA2NgYOTk5QkAJVCyFjYqKgqurq0rmv3HjBvbv34/IyEjcvHmzyrV3330XM2fOxOHDh/Hjjz+iuLgYBw4cwIEDB2Bvb4+PP/4YQ4YMwTvvvFNnw7t58+YhLCwMAKCvr4+PP/4Y/fv3R7NmzVBWVobk5GTs378fhw4dwvPnzzF69GiUlZVh7NixWq68wsOHDwEo/3TdgwcPar3++PFjpcYnIiJ6nRUWFmq7hAZNLBZXe0xUGe8TkhXvlbpDE//8ZGCnZtevX8fQoUNx69YtAEDPnj2rvMdOmk6dOmH+/Pkyt09ISFB6uWmbNm1eCcCqo6uri23btmHQoEEIDw8XNtMoLi5GcXGx0E5fXx9Dhw5FaGgonJycFK4rPT0dp0+fxunTp3HkyBHcuXPnlXo++OAD/Pvf/4aXlxcAwNfXF7NmzcJ///tfbNmyBfn5+Xjw4IEQLtrY2KB///7o0aMH+vXrp5anE7OysnD37l3h85MnT6T2uX//PhYvXgwAMDc3x/Hjx9G1a9dX2gUFBWHHjh0YOXIkgIrdXUeMGFHj5hgzZszAe++9V+Vcq1atZP4u8nj06BEAwN7eXqlxWrRooYpyiIiIqBpHjx7VdgmvjVOnTmm7BKoHeJ+QrHivaFfljTjVhYGdmkgkEmzcuBEzZ85EXl4egIqw7vDhww1ueWBAQAACAgJw9+5dXLhwAenp6SgsLISFhQWcnJzg6emp9CYTubm56NixY7VhV5s2bTBy5EhMnDix2nDI0dER69atQ1hYGCIiIrBlyxZho4ynT58iKioKUVFR+Omnn9QS2K1btw7r1q2Tq89vv/2GsrIyAMCnn35abVj3UkBAADZt2oRjx44hKysLZ8+erXGn2fbt28Pb21uuWhSRk5OD3NxcAFAqpCUiIiIiIiJ6HTGwU4Pjx49j9uzZuHjxonBu0KBB2L59O8zMzFQ+n6WlJW7cuKGy8RQNFJ2cnGQKZwoLC/Ho0SM8ePAA+vr66N69u9Q+5ubmWLx4MQIDA6Grq4uuXbvi/fffx7Bhw+Dm5iZTfY0bN8b06dMxffp04d1vR44cQVxcHLp27YrAwECZxtGEFy9eCMeyPGFWuU12drbK65kwYQKKi4vh5uaGOXPmCOfj4+OxatUqAEBwcDB69eoFAFWe0HR2dlZq7pdLyWvy+PFjeHh4KDUHERHR62rAgAHaLqFBE4vFwlMwXl5eNa6CoNcb7xOSFe+VukPaq5tUgYGdiuTl5WHfvn1YuXIlEhIShPMGBgYIDw/H9OnT1Ta3rq6uRjaayMzMrHE5b3l5OcrKylBSUoKioiIUFBQIP3l5ecjKyhJ+CgoKhH7+/v4yBXYAMG7cONja2qJHjx5KP7HXunVrfPnll/jyyy+Rl5eHgoICte1c6+/vj9GjRwuf//jjD6xcubLWPm3bthWO9+3bh88++6zGtvn5+VWWs7Rr106Jaqu3fft2FBUVoV+/flUCu5SUFGzbtg0A0L9//2oDO2WfsFN2SS0RERHVzNjYWNslvDaMjIz4+yapeJ+QrHivaJcmfvcM7FRg3rx5WLlyZZUgCgB8fHywePFimZ8Ak9W9e/dQUlKi0jGladmyJbKysoT3qqmKPCGZSCSCj4+PSucHADMzM7U8+fiSk5MTfH19hc+yrHX38fHBm2++idTUVBw/fhyjRo3C4sWLXwmv/vrrL0yePFlI93v16lUl7NOWl+9sBCrCUSIiIiIiIiKSHQM7FRg+fDiWLVsGANDR0UH//v0xb948YeMDVevXrx9SUlLUMnZNbty4AUNDQ7zxxhs1ttHT04OhoSFSU1MBVCT+ffv2haWlJSwtLWFlZQUrKyvY2dmhWbNmaNGihUzLPUtLS1X2PWShq6urtqftZGVkZISdO3diwIAByM3Nxfbt27Fjxw60bdsWzZo1g0Qiwf379/H3338LfVq0aIHIyEgtVv3/Xj5lamBgwMCOiIiIiIiISE4M7FSgU6dO+OGHH5CWloZx48Y12CV8b731ltSnw8RisfBoqJ2dHQ4dOqT0vPr6+kqPIY+IiAiMHz9eo3NWp1u3bkhMTMTs2bOxb98+lJaWIikpCUlJSVXamZqaYsyYMQgNDa01UNUUiUSCuLg4ABXLc/X0+F8zRERERERERPLg/5JWkbFjx0ptk5WVhaSkJGRkZCA3NxcSiQTm5uawsrISnpwCgK5du+Ly5csAACsrq1fGiYyMRGFhoWq/gBSyPAknzaVLlxAbG1vttQsXLig9fkPUsmVL/Prrr3j69CliY2Nx69YtvHjxAjo6OrC0tISbmxs8PT1hbm6u7VIFSUlJwqYZ7u7uWq6GiIiIiIiIqP5hYKdmKSkpWLduHfbt24fbt2/X2rZJkyYYNGgQgoKCag063n33XVWXqRFHjx7F3Llz5e63aNEiudoXFxfjP//5DwCgUaNGcs/59ttvy9UeAFJTU3HlyhUkJCRg6tSpcveXxsbGBoMHD1ao7+TJk+Hn5wdAMxs42NjYIDo6GgDqxPv0iIiIiIiIiOobBnZqIpFIMH/+fCxevBjFxcUy9UlPT8fGjRuxceNGBAQE4IcfflDoyak7d+7g999/x7lz53Dnzh2kpqYiPz8fBQUFMDQ0hKmpKZo0aQJnZ2d06dIF7733Hjw8PLT+3raaVN6VVBZ5eXlCYGdubi53/5p8/fXXACqW/RYWFiIjIwNpaWn4+++/kZOTI7T75JNPVDKfqtja2sLW1lZj8zVp0qTKJhtEREREREREJB8GdmryySefICIiQvjcoUMHBAQEoGfPnmjTpg0aNWoEXV1d5OXl4f79+4iPj8fu3bsRExMDANixYwfu3buHM2fOwMDAQKY54+PjMWfOHBw/frzGNoWFhSgsLMSzZ89w7do17N27F19//TXatm2L//znP/D391fui9di1qxZmDZtWrXXQkND8d1336ltblVYunSp1DZvvvkmjIyMVDbn5s2bERgYqLLx6sr7+YiIiIiIiIioZgzs1OD3338Xwjp9fX1s3LgR48aNq7atpaUl3n77bbz99tv49NNPcfr0aQwbNgxPnz5FfHw8Vq5ciS+++ELqnBEREZg0aZKwo6q5uTl8fHzQs2dPtG7dGlZWVjAxMUFRURFycnJw9+5dXLx4EdHR0Xj48CFu3LiBgIAAnDhxAt9//73M3/XYsWNC0DZp0iQMHTq0xra6urrQ1dWt9lpd3ZjAxsYGYrEYACASiWBgYABjY2M0atQITZs2RfPmzeHk5IS2bduiQ4cOaN68uZYrfn3FxMTg9u3bcHZ21nYpVEcVFhbi6NGjAIABAwYIG+QQVcb7hGTB+4SIiIjUrW6mJPXcL7/8IhzPmzevxrCuOr169cL3338vvHMsKipKamB35cqVKmHd559/joULF6JRo0Y19nn33XcxceJErFmzBhs3bsT06dNRVFSE9evXw93dHRMmTJCp3oyMDJw8eRIA4O3tDQMDA2zduhUAYGZmJtMYdVl8fLxW5+/Zs2eVJzUVsW/fPuzfv7/WNgcOHMCjR49qvF5WVgYAePz4MTZv3iycv3jxonD8559/CuGmNG3atEGfPn1kaktERERERET0umFgpwYPHz4Ujr28vOTu36tXL+H4wYMHUtuvX79eCOuGDBmCVatWyTyXnp4eQkJCkJeXJwSD33//vcyB3T/p6Ohg9OjRcvcbP348evfuDQBwcXFRaO6GyMnJCU5OTkqNkZycLDWwW758uRC81ub69es1LtHdsmULtmzZIlNN48aNY2BHREREREREVAMGdmpQeVlkXFyc3MHE+fPnheMmTZpIbZ+SkiIc9+3bV665Xurfv3+142mKo6MjHB0dNT4vEREREREREVFdo6PtAhqi4cOHC8cLFizA7t27Ze6bkJCA4OBg4fPLpbG1admypXB87tw5meeq7MyZM9WOR6+HEydOoLy8XGM/lZfVEhEREREREVFVfMJODby9vTFq1Chs27YNYrEYfn5+6NatGwICAuDp6YmWLVuiUaNG0NHRQX5+PlJTU3Hp0iXs2bMHBw8ehEQiAQC4urpi5syZUucLCQnBDz/8gJKSEkRFRaFly5aYN2+eTC9ALi8vx7Zt2zBnzhzh3JQpUxT63mfPnsXKlSsV6ltZo0aNFF6SS0RERERERERU3zGwU5PNmzfDzs4Oq1atQllZGeLi4hAXFydzf29vb2zduhWmpqZS27q6uiIyMhKBgYEoKirCd999h/Xr1+PDDz+Ep6cnWrVqhcaNG8PIyAjFxcXIy8tDcnIyEhIScODAAdy/f18Ya8aMGQq9gw4ADh48iIMHDyrUtzIHBwcGdkRERERERET02mJgpyZ6enpYtmwZJk2ahDVr1mDv3r217sIJABYWFvDx8UFQUJDc770bOXIk3Nzc8OWXX+LQoUPIzMxERESEzDuMdunSBd9++y18fX3lmpeIiIiIiIiIiFSLgZ2atWnTBmvXrsXatWuRlpaG69ev48mTJ8jLy4NEIoGZmRmsrKzg4uKCli1bQldXV+G52rdvj+joaKSmpuLw4cM4e/Ysbt26hdTUVOTl5aGgoACGhoYwNTVF06ZN0bp1a7i7u8Pb2xsdO3ZUaM7Ro0cr/ESeupiYmAjv8jM0NNRKDb6+vigvL6/2mp+fn7AjbuPGjdVey4gRI+Dm5gYAcHd3V/t8RERERERERKQcBnYa1KJFC7Ro0ULt87z55psIDg6usnnF60RHRwfdunXTdhk1MjMzg5mZmcbma9euHdq1a6ex+YiIiIiIiIhIOdwlloiIiIiIiIiIqA5hYEdERERERERERFSHMLAjIiIiIiIiIiKqQxjYERERERERERER1SEM7IiIiIiIiIiIiOoQBnZERERERERERER1iJ62CyB6qXfv3jh58iQA4O+//4ajo2O17UpLS7F582bh8yeffCL3XDExMUhOTgYAeHt7w97eXu4xpCkuLoZEIgEAGBkZVbnm6OiIlJQUAEB5eXmt45iZmaG0tFTqfLdu3YKDg0O110QiEQDAwcFB+N5EREREREREVDcxsCOFlJeXIzMzU6a2ZWVlKCsrQ2lpKcrKyvDWW28pNbdYLEZQUJDwWZHAbu3atdi/fz8A4PDhw2oJ7Lp3746EhAQAQElJCfT0FPvrJhaLUVZWJrWdtOCPiIiIiIiIiOoHBnakkIyMDDRt2lTufra2tsjIyFBDRQ3X9u3bhSf1amNjY6PSecPDwyEWi1UylpWVFT7//HOVjFWT/v37Y/LkyWqdgxqOtWvXarsEqgd4n5As6sN9cuzYMW2XQERERHJiYEca1alTJ5WPeffuXbn75Ofny9TuyJEjCA8Pl6ltaGgoevbsKXct0owYMULlY8oiPDwcL168UMlYrq6uag/siIiIiIiIiBoKBnakkEaNGmHNmjXCZ5FIVOVHT08PBgYG0NfXx6JFi3D16lUAFctEVc3Z2VnlY76Unp4uvFdPmmfPnik9X25uLubOnav0OEDd+n/8zczMtF0CERERERERUb3BwI4UYmJigilTpkhtV1hYWOUdc35+fuosS62cnZ3Rrl27Gq8rskT4n/Lz8/G///1P6XEA5QO77OxspWswMDBASUkJTE1NlR6LiIiIiIiI6HXBwI7UauvWrSgoKAAAdOzYEa6uriod38LCAgcPHpS735dffonTp0/L1Wfo0KEyL49VlKGhIfr166fWOTSlsLAQJSUlAPiEHREREREREZE8GNiR2hQXF2Px4sXC5y+++AIAIJFIcP/+/VfaFxYWyj2Hnp6eQu+Ns7KykruPJlhaWiImJkbbZahETk6OcGxtba3FSoiIiIiIiIjqFwZ2pDYLFy4UgjkXFxf4+/sDqAhy1PneuYZGIpEgJiYGe/bsQXx8PNLT01FQUABzc3PY29vD09MTAQEBcHd3lzpWUVER4uLiqpyzsrJC69atVV535cDOzs5O5eMTERERERERNVQM7EgtTp06JSwfFYlEWL9+PXR1dVU+j1gsxvr16+Xul5ycrPJa1OHWrVsYM2YM4uPjX7mWnZ2NtLQ0nDt3DsuXL4evry82bdoEGxubGsdLT0+Hp6dnlXODBw/Gvn37VF57enq6cMzAjoiIiIiIiEh2DOxI5W7evIkhQ4agtLQUAGBvb1/l6S8TE5MqO8y+tGrVKty9e1euufLz8xESEqJcwXXUw4cP4eXlhSdPngAA2rZti7Fjx6J9+/YwNTVFdnY2Lly4gIiICKSnp+PgwYPo06cP4uPjYWxsrOXqK+p/ydbWVuFxHjx4UOv1x48fKzw2ERHR60CR146QaojF4mqPiSrjfUKy4r1Sd2jin60M7Eil/vrrL3h7eyMrK0s4l5aWhhEjRmDfvn3Q09ODgYFBtTvM7tq1S+7Arr64d+9elScMX4aZtfnqq6+EsG7MmDHYtGkT9PSq/pUdMmQIZs+ejYEDB+L8+fNISkrCmjVrhPcF/pOtrS0iIyOrnFPX02+PHj0Sju3t7RUep0WLFqooh4iI6LV19OhRbZdAqFiBQiQN7xOSFe8V7Xr27Jna52BgRyoTExMDPz8/vHjxAgDg7u4OHR0dnD9/HocOHcLgwYOxY8cOmJubKzWPmZkZysvLVVGyxri4uMjdJzo6GgCgr6+PNWvWvBLWvWRhYYHly5ejR48eQr+aAjtjY2N4e3vLXYsiKj8Z5+TkDCP4xQAAIABJREFUpJE5iYiIiIiIiBoCBnaktLKyMsyfPx9hYWGQSCQAAC8vLxw8eBAlJSXw8vJCUlISfvvtN3Tv3h27du1CmzZttFx13fcy+DQ3N4eFhUWtbSs/hZadna3yWg4ePIgdO3YAAL755psqm1TMnTsXaWlpsLGxwYoVK4TzN2/eBFARsDZt2lThudPS0mq9/vjxY3h4eCg8PhERUUM3YMAAbZfw2hKLxcJTMF5eXjAyMtJyRVQX8T4hWfFeqTukvbpJFRjYkVLi4uIwZcoUJCQkCOdGjRqFjRs3Cu9RO378OHx8fJCQkIBr166hc+fOCA8Px5QpU6CjoyPTHJpen+/h4QETExOVjbd///4q33XixInCcteatG3bFlevXsXz589x6tQpeHl51dh27969wnG7du2UL/gfrl27hm3btgEAPv300yqBXXR0NJKSkuDg4FBtYNeqVSul5lZmOS0RERGhTrzblgAjIyP+WZBUvE9IVrxXtEsTv3sGdqSQW7duISwsDFu3bhWWpxoZGWH16tUICgqq0tbW1hYnTpzAxx9/jOjoaBQWFmLq1Kn46aefsGrVKvTu3bvWuQICApCSkqKur1KtGzduKLSMtSY+Pj5VlrTK8pc7JCQEkydPBgD4+flh3bp1+Oijj6q8C6+goAAbN26ssgQ2ODhYZXUrSiwWC39mlcM9IiIiIiIiIpKOgR3Jpby8HKNHj0ZUVFSV98gNGDAAa9euhbOzc7X9zMzMsH//fixduhTz5s1DSUkJbt26BX19fU2VXu8EBwfj5MmT2LlzJ54+fYrhw4fD0tISrq6uMDMzQ1ZWFq5evYqCggKhz7x589C3b18tVl0hMTFRWB7t5uam5WqIiIiIiIiI6hcGdiQXkUiEIUOGICoqCkDF01Pfffcd/Pz8ZOo7a9Ys+Pj4ICQkBCEhIcJGCbX57bffUFxcLFedAwcOFJac/vnnn2jcuLFc/d966y252quDjo4OoqKi0KdPH4SHhyM5ORlZWVk4c+bMK207dOiABQsWYPDgwVqo9FWxsbHCcceOHbVYCREREREREVH9w8CO5DZ8+HA8efIEjRo1wscff1xliaYsXF1d5dqCWpF3slV+cs/NzQ3W1tZyj1EXiEQiBAcHIygoCJcuXUJCQgIyMjJQUFAAMzMz2Nvbw8PDQy3vrVPG2bNnhWN3d3ctVkJERERERERU/zCwI4X861//0nYJdUpBQQGSkpJw+fJlWFhYwN/fX6Xj6+jooGvXrujatatC/a9evQoAMDAwUGVZNZo6dSoCAwOhq6uLZs2aaWROIiIiIiIiooaCgR2RjE6ePIk5c+agqKgIhYWFyM3NxYMHD5CamorU1FThnW0TJ05UeWCnLE2/R662HW2JiIiIiIiIqHYM7EhlvvnmGxw4cAAAsG7dOnTv3l0t8/j5+WH37t0yt7exsan1+pIlSzBz5kyp48TFxSEuLq7WNoaGhnB0dJS5Nlk4OjqqbJdcBwcHJCcnq2SsuiYmJga3b9+uceMTosLCQhw9ehRAxUY5mtiKneof3ickC94nREREpG4M7EhlUlNTceXKFQBATk6O3P2nTJmCIUOGAACsrKxUWpuijI2NYWdnJ3zW1dWFkZERTE1NYW1tjebNm6NFixZwcXGBq6sr2rdvr7Flp0RERERERETUMDGwozpDlp1mASAwMBA9e/ZUaq4zZ87I9JSev7+/1pe3Ll26FHl5eUqNERgYWOv1R48eCU9HVuf8+fPC8eHDh3H37l3hc3Z2NgAgNzcX69evl7mmUaNGwdzcXOb2RERERERERK8LBnZU73zwwQdKj6GnpyfXslptkjXIrI20wO727dsICQmRaaywsLBqzz9//lzmMQDA29ubgR0RERERERFRNXS0XQARERERERERERH9Pz5hR0To3bs3ysvLtV0GEREREREREYGBHalJVFQULl68qHB/e3t7jB8/XnUFERERERERERHVEwzsSC22bNmiVP933nmHgR0RERERERERvZb4DjsiIiIiIiIiIqI6hE/Ykcps3rwZmzdv1nYZMunevTsWLVoEAPDy8lLLHLUtCT5z5gxKS0vVMm91fv31VwCAqampxuYkIiIiIiIiIsUwsKPXUpcuXdClSxetzW9vb6/R+fz8/DQ6HxEREREREREpjktiiYiIiIiIiIiI6hAGdkRERERERERERHUIAzsiIiIiIiIiIqI6hIEdERERERERERFRHcLAjoiIiIiIiIiIqA5hYEdERERERERERFSH6Gm7AKrftm3bhu+//15qOwcHB2zbtq3aaydOnECfPn0AAOPGjcPmzZvlqqGkpAT6+vpy9dmyZQu2bNkCAPjiiy8wYMAAufrLori4GBKJBABgZGRU5ZqjoyNSUlIAAOXl5bWOY2ZmhtLSUqnz3bp1Cw4ODtVeE4lEACr+HJKTk6WORURERERERETaw8COlJKWloazZ89Kbffs2TOVzVlaWootW7Zg586duHDhArKzs2FoaAhnZ2f4+vris88+Q7NmzWod4/79+/jjjz8AAKNHj1ZZbZV1794dCQkJACpCRT09xf66icVilJWVSW0nLfgjIiIiIiIiovqBgR0ppV27dvD395farnnz5iqZ7/r16xg2bBhu3rxZ5XxRURGuXbuGa9euYeXKlVi8eDE+//xzlcypbdu3bxee1KuNjY2NSucNDw+HWCxWyVhWVlZq//Po378/Jk+erNY5qOFYu3attkugeoD3Ccmipvvk2LFjGq6EiIiIGhIGdqSUDz/8EB9++KFG5rp+/Tq6d++OFy9eAADs7OwwdOhQtGrVCjk5OYiJiUFsbCzEYjGmTp2KJ0+eIDQ0VOq4EonklSWnL5+GO3LkCMLDw2WqLzQ0FD179pTzW0k3YsQIlY8pi/DwcOF3rSxXV9cGE6ASERERERERqRsDO5LL/fv3ERsbq/Q4zZo1Q9++fWVuX1paimHDhgkB0qRJk7BixQqYmJgIbb799lv89ttvGDlyJHJycvDdd9+hZ8+e8Pb2rnXsiRMnYuLEiVXO5ebmwszMDOnp6Th58qRMNapi2W9ubi7mzp2r9DhA3XoyxMzMTNslEBEREREREdUbDOxILqdOnUJgYKDS4wwcOFCuwG7Lli3CMtj3338fGzZsqLadj48Pfv75Z+Gpvy+//FJqYCcrZ2dntGvXrsbrTZs2VXqO/Px8/O9//1N6HED5wC47O1vpGgwMDFBSUgJTU1OlxyIiIiIiIiJ6XTCwo3rhl19+EY6lLXMdNGgQPD09ce7cOVy+fBl3796Fk5NTje3Hjh2Lzp07VzlnaGj4SruhQ4fKvDxWUYaGhujXr59a59CUwsJClJSUAOATdkRERERERETyYGBHchk5ciR8fX2VHsfAwECu9pcvXwZQsbFCly5dpLb38fHBuXPnAACJiYm1Bnbvv/8+AgIC5KpHXSwtLRETE6PtMlQiJydHOLa2ttZiJURERERERET1CwM7kouhoWG1T58BwO3bt5GSkoKcnByYmJjAzs4O7du3h76+vtLzZmVlAZB9J1RbW9tX+tZXEokEMTEx2LNnD+Lj45Geno6CggKYm5vD3t4enp6eCAgIgLu7u9SxioqKEBcXV+WclZUVWrdurfK6Kwd2dnZ2Kh+fiIiIiIiIqKFiYEdKyczMxOLFi7F582Y8ffr0letGRkYYMmQI5s6diw4dOig8j5WVFTIyMqqdozoZGRlV+tZXt27dwpgxYxAfH//KtezsbKSlpeHcuXNYvnw5fH19sWnTplpDzfT0dHh6elY5N3jwYOzbt0/ltaenpwvHDOyIiIiIiIiIZMfAjhR26dIl+Pj4VAnH/kksFmPHjh3YvXs31q1bh08++aTWMZOSkrB06dIq5/r27YvOnTvjyJEjePr0KRITE9GpU6daxzl06JBw/M/30/3Ty6Wzlfn5+UFPT7t/PR4+fAgvLy88efIEANC2bVuMHTsW7du3h6mpKbKzs3HhwgVEREQgPT0dBw8eRJ8+fRAfHw9jY2Ot1g5U1P9S5Sce5fXgwYNarz9+/FjhsYmIiNSlsLBQ2yVQHSAWi6s9JqqM9wnJivdK3aGJf84zsCOFZGVlVQnrevTogZkzZ6Jnz5544403UFBQgMTERPz444+IjIxESUkJJk2aBGdnZ7z77rs1jnvx4kVcvHixyrkVK1ZgxIgROHLkCABg3rx5OHjwIEQiUbVj7Nq1C+fPnwcAvP3222jZsmWt32X16tVYvXp1lXO+vr4q3Sjh3r170NXVFT6XlpZK7fPVV18JYd2YMWOwadOmV0LEIUOGYPbs2Rg4cCDOnz+PpKQkrFmzBl988UW1Y9ra2iIyMrLKOXU9/fbo0SPh2N7eXuFxWrRooYpyiIiINOro0aPaLoHqmFOnTmm7BKoHeJ+QrHivaNezZ8/UPoeO2megBmndunVCWDd06FCcOnUKQ4YMgbW1NUQiEUxNTdGjRw9ERERgzZo1AIDy8nLMnz9fofnGjBmDdu3aAQB+++03TJw4EXl5ea+0++WXXzB+/Hjhc1hYmELzqZqLiwucnZ2Fn8pPn9UkOjoaAKCvr481a9bU+MSfhYUFli9f/kq/6hgbG8Pb27vKj7QnEBVV+cm42jb9ICIiIiIiIqKq+IQdKeTPP/8UjufPnw8dnZqz38mTJ2PhwoXIyMjA6dOnUVZWVuVps8pGjBiBVatWVTnXqFEj6OnpYffu3fD09ER2djYiIiJw4MABfPDBB3BwcEBOTg7+/PNP/PXXX0K/b775BgMGDJD6XZYvX47hw4dXOWdqaiq1n7q9ePECAGBubg4LC4ta21Z+Ci07O1vltRw8eBA7duwAUPF7rbxJxdy5c5GWlgYbGxusWLFCOH/z5k0AgJmZGZo2barw3GlpabVef/z4MTw8PBQen4iISB1k+XcQavjEYrHwFIyXlxeMjIy0XBHVRbxPSFa8V+oOaa9uUgUGdqSQ/Px84dja2rrWtiKRSNg0oqysDGKxuMZAzNjYGE2aNKn2mouLC86dO4fhw4fj2rVryMzMxJYtW15pZ2JigiVLlmDy5MkyfRdLS0ullmzKYv/+/VVCzYkTJwrLXWvStm1bXL16Fc+fP8epU6fg5eVVY9u9e/cKxy+fRFSla9euYdu2bQCATz/9tEpgFx0djaSkJDg4OFQb2LVq1UqpudX9Z0NERKQOdeF9slS3GBkZ8b4gqXifkKx4r2iXJn73XBJLCmnTpo1wXHmDh+rcv38ft27dAlARvijz9JqLiwsSExPx888/Y/DgwWjWrBkMDAxgaWkJDw8PzJ8/H/fv35c5rNMUHx8f+Pr6Cj+y/OUOCQkRjv38/LBr1y6UlZVVaVNQUIBVq1Zh1qxZwrng4GDVFa4gsViMlJQUAKgS7hERERERERGRdHzCjhQyfvx4YfOCGTNmwMrKCkOHDn2l3bVr1xAQEACJRCL0U5auri5GjRqFUaNGKT1WXRYcHIyTJ09i586dePr0KYYPHw5LS0u4urrCzMwMWVlZuHr1KgoKCoQ+8+bNQ9++fbVYdYXExEThz9zNzU3L1RARERERERHVLwzsSCG9e/fGZ599hjVr1iA3NxfDhg1Dq1at8M4778DKygoFBQVISkrChQsXUF5eDgDo2rUr5s6dq+XKK/Ts2ROzZ88GALRv317L1VRPR0cHUVFR6NOnD8LDw5GcnIysrCycOXPmlbYdOnTAggULMHjwYC1U+qrY2FjhuGPHjlqshIiIiIiIiKj+YWBHClu1ahUcHR0xf/585Obm4t69e7h3794r7XR0dDBu3DisWLECJiYmaqnlxo0b2LNnDy5evIikpCQ8f/4cubm5EIlEMDc3h52dHdzc3NCtWzcMGzYM/fv3R//+/dVSiyqJRCIEBwcjKCgIly5dQkJCAjIyMlBQUAAzMzPY29vDw8NDLe+tU8bZs2eFY3d3dy1WQkRERERERFT/MLAjhYlEIsyYMQNBQUHYs2cPzp49i+TkZOTm5gqbR7i7u2Po0KFwcHBQSw2XLl3CzJkzq+xa+09FRUV49uwZkpKSsHPnTsyYMQPDhg3D4sWL0bJlS5XU8fKJwsuXL8PCwgL+/v4qGfclHR0ddO3aFV27dlWo/9WrVwEABgYGqiyrRlOnTkVgYCB0dXXRrFkzjcxJRERERERE1FAwsCOlmZubY9y4cRg3bpxG5922bRsmTJiA4uJi4Zybmxs8PDzQqlUrmJubQyKRICcnB3fu3EFsbCzu3buH8vJy7Nq1CzExMdi7dy969+4t03wnT57EnDlzUFRUhMLCQuTm5uLBgwdITU1Famqq8M62iRMnqjywU5am3yNX2462RERERERERFQ7BnZUL126dAmBgYEoKSkBAHh7e2Pp0qVwdXWttV9sbCymTp2KixcvIjs7G35+frh69SqaNm0qdc64uDjExcXV2sbQ0BCOjo4yfw9ZODo6CjuuKsvBwQHJyckqGauuiYmJwe3bt+Hs7KztUqiOKiwsxNGjRwEAAwYM0MhW7FT/8D4hWfA+ISIiInVjYEdKKy8vF95ZZmRkpPCyTXksWbJECOv8/f0RFRUFkUgktV/37t1x5swZvPvuuzh//jwyMzOxbt06LFy4sNr2xsbGsLOzEz7r6urCyMgIpqamsLa2RvPmzdGiRQu4uLjA1dUV7du319iyUyIiIiIiIiJqmBjYkdKKiorQq1cvAIo9wdWxY0ccO3YMAGR+31nlnVLDwsJkCuteMjQ0xJdffinsqHr69Oka2/r7+2t9eevSpUuRl5en1BiBgYG1Xn/06BEOHDhQ4/Xz588Lx4cPH8bdu3eFz9nZ2QCA3NxcrF+/XuaaRo0aBXNzc5nbExEREREREb0uGNiR1llaWsq9Y2tBQYFwbGtrK/eclfvk5ubK3V+T/Pz8lB5DWmB3+/ZthISEyDRWWFhYteefP38u8xhAxTJmBnZEREREREREr9LRdgFEiqj8nrLdu3fL3X/fvn3VjkVEREREREREpG0M7KheGjt2rHD82Wef4dChQzL3/fHHH7F06VLh8/jx41VZWr3Uu3dvlJeXa/RH1ZtzEBERERERETUUXBJLKvXixQuEhoYqNUZAQACcnJxqbRMcHIzdu3fj+PHjyM3Nha+vL3r16gV/f3+88847aNmyJczNzVFeXo6cnBzcuXMHZ8+exc8//4wrV64I40yYMAHe3t5K1UtEREREREREpEoM7EilsrOz8fXXXys1RqdOnaQGdrq6ujh06BBCQkIQGRmJ8vJynD59utYNJCrT19fHzJkzlQ4XiYiIiIiIiIhUjUtiqd4yMjJCREQEEhISEBQUBBsbG6l9HBwcMGPGDNy4cQNhYWHQ0eFfASIiIiIiIiKqW/iEHSnNyMgI5eXlWpu/c+fO+OGHH7BhwwakpKTg+vXryMzMRG5uLkQiEczNzWFnZwc3Nzc0bdpUY3VdvHixxmtnzpxBaWmpxmr59ddfAQCmpqYam5OIiIiIiIiIFMPAjhoMkUgER0fHerGZgb29vUbn8/Pz0+h8RERERERERKQ4rgckIiIiIiIiIiKqQxjYERERERERERER1SEM7IiIiIiIiIiIiOoQBnZERERERERERER1CAM7IiIiIiIiIiKiOoSBHWlcWVkZxGIxxGIxysrKhPMnTpyASCSCSCTC+PHj1TZ/eXk5SkpKUFhYqLY5AKC4uFj4nv/k6OgofFdpzMzMYGRkJPUnJSWlxjFezlUfdtAlIiIiIiIiet0xsCONW7JkCYyNjWFsbIytW7fK3f/69esyBVjV/ejp6UFHRwcGBgYwMTHB+vXr1fANK3Tv3l34nqWlpQqPIxaLUVRUJPWnvLxchdUTERERERERkbboabsAajiWLFmCoqIiWFpa4l//+pfa5pFIJCgqKlJ6nFatWmHMmDEqqEi9tm/fDolEIrWdjY2NSucNDw+v9ulARVhZWeHzzz9XyVhEREREREREDR0DO1KZsLAwZGdnw9nZWa2Bnb29PSIiImq8/nL5p0gkgq6uLgwMDGBgYIBly5bh1KlTAAALCwvs2rULpqamtc515MgRhIeHy1RXaGgoevbsKfsXkdGIESNUPqYswsPD8eLFC5WM5erqqvbArn///pg8ebJa56CGY+3atdougeoB3icEAMeOHdN2CURERPQaYmBHKqOvr1/lP9WlcePGcr3j7unTp5g0aZIQ1jVu3BjR0dHo1KmT1L7p6ek4efKkTPM8e/ZM5ppqkpubi7lz5yo9DlC3/oemmZmZtksgIiIiIiIiqjcY2JHK6OlV3E7qDuxkJZFIEBkZidmzZ+Pp06cAACcnJxw4cABt27aVezxnZ2e0a9euxutNmzZVuNaX8vPz8b///U/pcQDlA7vs7GylazAwMEBJSYnUJxmJiIiIiIiI6P8xsCOVycnJAQAYGRlptQ6JRII9e/YgNDQUV65cEc4PGTIEW7duVfhpr6FDh8q8PFZRhoaG6Nevn1rn0JTCwkKUlJQA4BN2RERERERERPJgYEcqUVJSgvz8fACqedJMEU+ePMGWLVvwww8/4M6dO69cP3LkCGbOnInp06ejTZs2WqhQOktLS8TExGi7DJV4GeACgLW1tRYrISIiIiIiIqpfGNiRSmRmZgrHzZs319i8KSkpOHToEPbt24cTJ04IT3QBgJubm7AcduHChcjKysKGDRuwYcMGdO/eHWPGjMGgQYM0Wq8iJBIJYmJisGfPHsTHxyM9PR0FBQUwNzeHvb09PD09ERAQAHd3d6ljFRUVIS4urso5KysrtG7dWuV1Vw7s7OzsVD4+ERERERERUUPFwI5U4ubNm8KxugKwzMxMxMfHIykpCZcvX8bp06eRmppapY2enh4GDhyIkJAQ+Pj4QCQSAQDGjRuHJUuWYMOGDcjKykJsbCxiY2MREhKCzp07o2/fvujRowcGDhwIExMTtdSviFu3bmHMmDGIj49/5Vp2djbS0tJw7tw5LF++HL6+vti0aRNsbGxqHC89PR2enp5Vzg0ePBj79u1Tee3p6enCMQM7IiIiIiIiItkxsCOVuH79unBcebOCwsJCbNu2rUrb6sInWTx9+hSDBw9GcXFxlfP6+vro3r07PvroI4wcORK2trbIyspCSkoKgIonyKysrLBo0SJ8/fXXiIyMRGRkJM6fPw8AuHz5Mi5fvozDhw/jgw8+UKg2dXj48CG8vLzw5MkTAEDbtm0xduxYtG/fHqampsjOzsaFCxcQERGB9PR0HDx4EH369EF8fDyMjY21XH1F/S/Z2toqPM6DBw9qvf748WOFxyYiIpKmsLDwlXNisbjaY6J/4r1CsuB9QrLivVJ3VPfvB6rGwI5U4vLly8JxVFQUwsPDIRKJ8OLFCwQFBalkDhcXF8ydOxerVq1C586d8fbbb6Nnz57o16/fK5saLF68GIsXLwYArFixAtOmTQMAmJiYICQkBCEhIfj777+xa9cuHDlyBHFxcYiIiICBgYFKav2ne/fuQVdXV/hcWloqtc9XX30lhHVjxozBpk2bhJ14XxoyZAhmz56NgQMH4vz580hKSsKaNWvwxRdfVDumra0tIiMjq5xT19Nvjx49Eo7t7e0VHqdFixaqKIeIiEghR48erfX6qVOnNFQJ1Xe8V0gWvE9IVrxXtOvZs2dqn4OBHalE5Y0S0tLScPLkSfTu3Vvl83zzzTeYP3++SsZ66623MGvWLMyaNQulpaWvhGGq5OLiInef6OhoABVPEK5Zs6bG+iwsLLB8+XL06NFD6FdTYGdsbAxvb2+5a1FE5SfjnJycNDInERERERERUUPAwI6UdufOHSQnJ1c599NPP6F3796ws7PD06dPq1xbvXo1Fi5cqNBcOjo6ipZZK3WGdYp68eIFAMDc3BwWFha1tq38FFrlJcmqcvDgQezYsQNARWhaeZOKuXPnIi0tDTY2NlixYoVw/uV7Dc3MzJTaOTgtLa3W648fP4aHh4fC4xMREdVmwIABr5wTi8XCkw1eXl4wMjLSdFlUT/BeIVnwPiFZ8V6pO6S9ukkV6l5KQfXO9u3bheO33noLf//9N6KiojBnzhy4urrC2tq6Svu6tKmDpuzfv79K2Dhx4kRhuWtN2rZti6tXr+L58+c4deoUvLy8amy7d+9e4bhdu3bKF/wP165dE95F+Omnn1YJ7KKjo5GUlAQHB4dqA7tWrVopNbcyy2mJiIiUJe29sEZGRnXi3bFU9/FeIVnwPiFZ8V7RLk387tXzuBK9NsrKyrBx40YAFU9S7d27Fzo6OigrK8OcOXNUMoejoyNEIpFcPy/fXwcA06dPl7t/5V1vVcHHxwe+vr7Cjyx/uUNCQoRjPz8/7Nq1C2VlZVXaFBQUYNWqVZg1a5ZwLjg4WHWFK0gsFgubflQO94iIiIiIiIhIOgZ2pJRff/1V2A10+PDh6NixIwYPHgygYhll5XfbkXyCg4Ph7+8PoGKH3OHDh8PGxga9evXC+++/j27dusHGxgbTpk0Tds6dN28e+vbtq82yAQCJiYmQSCQAADc3Ny1XQ0RERERERFS/cEksKaywsBCzZ88GAIhEIkyZMgVAxe6m+/btQ3l5OcaNG4e//voLb7zxhsLzLFiwADk5OSqpWVZNmjTR6HzV0dHRQVRUFPr06YPw8HAkJycjKysLZ86ceaVthw4dsGDBAiEs1bbY2FjhuGPHjlqshIiIiIiIiKj+YWBHClu0aBFSU1MBAAEBAejSpQsAoEuXLhgzZgy2bNmCR48eITAwEAcOHFB4nrFjx6qk3vpIJBIhODgYQUFBuHTpEhISEpCRkYGCggKYmZnB3t4eHh4eanlvnTLOnj0rHLu7u2uxEiIiIiIiIqL6h4EdKeTYsWMICwsDABgaGiI0NLTK9bCwMOzfvx8vXrxAdHQ0Fi5ciK+//lojteXm5iIvLw/5+fnQ09ODiYkJGjduDAMDA7Xg4Jf0AAAgAElEQVTNWVBQgKSkJFy+fBkWFhbCUlZV0dHRQdeuXdG1a1eF+l+9ehUA1Po7qGzq1KkIDAyErq4umjVrppE5iYiIiIiIiBoKBnYkt3v37mHkyJHCBghLly5Fy5Ytq7Rp3rw51q1bh1GjRgEAvvnmG9ja2qp8QwSJRIKYmBj8/vvvOHv2LO7cuYPnz5+/0k5HRwf29vZwdXVF79698dFHH8HZ2VmuuU6ePIk5c+agqKgIhYWFyM3NxYMHD5CamorU1FThnW0TJ05UeWCnLE2/R662HW2JiIiIiIiIqHYM7Egut27dQr9+/ZCZmQkA+PDDD4V31/3Txx9/jGPHjmHz5s0AgClTpqBPnz4qq2Xfvn3497//jfv370ttK5FIhGDt8OHDmDNnDnx9fbFmzRo4ODjINF9cXBzi4uJqbWNoaAhHR0eZxpOVo6OjsOOqshwcHJCcnKySsYiIiIiIiIhIPRjYkcyKi4sxaNAgYVfYzp07Y8uWLbX2+eGHH/D48WMkJibi559/RuvWrVVSS3h4OObOnSt87tixI4YPHw5PT0+0atUKb7zxBoyNjVFWVoaCggI8fPgQN27cwPHjx7Fjxw5kZWUhOjoaZ86cwenTp+Hq6lrtPMbGxrCzsxM+6+rqwsjICKamprC2tkbz5s3RokULuLi4wNXVFe3bt9fYslOqKiYmBrdv35b7yUl6fRQWFuLo0aMAgAEDBsDY2FjLFVFdxPuEiIiIiOoCBnYkMwMDAxw+fBj+/v4Qi8U4evQoLCwsau2jr6+P3bt3Iy8vr0rwpYykpCTMmzcPQMVS1w0bNuCTTz6ptq2uri4MDAzQuHFjuLq6ws/PD4sWLcKYMWMQHR2NrKwsBAUFVdnVtDJ/f3+tL29dunQp8vLylBojMDCw1uuPHj2qdWOQ8+fPC8eHDx/G3bt3hc/Z2dkAKt4duH79eplrGjVqFMzNzWVuT0RERERERPS6YGBHcmnVqhViY2ORm5uLN954Q6Y+pqamMDU1VVkN0dHRwvvi3n///RrDuppYWFggIiICNjY2KC8vx7lz55CZmSnz99E0Pz8/pceQFtjdvn0bISEhMo31crORf3r+/LnMYwCAt7c3AzsiIiIiIiKiauhouwCqfwwMDOpMuFVeXq6SfoqOQ0RERERERESkagzsqN7x8fGBSCQCABw5cgQ//vijXP1fvHiBCRMmCCGdu7s7rK2tVV5nfdK7d2+Ul5dr9EfVm3MQERERERERNRQM7Kje6dChA7788ksAFbu/BgUFoVOnTggLC8Off/6JlJQU5Ofno6ysDCUlJXjx4gWuX7+OXbt2YfLkyWjZsiWio6MBAObm5nK9d42IiIiIiIiISN34Djuql0JDQ+Ho6IgvvvgCWVlZuHLlCq5cuSLXGO7u7ti0aRPc3NzUVCURERERERERkfz4hB3VW5988gnS0tKwfv16+Pj4wMzMTGqfN9988//Yu/O4qsv8///PA7IJRKK44ldSKNecSs1tKHdSyyXcs/LjgjqWn5qp1JYpR4vK0SnLnHHSdExNSlMsN1pwzA23Qso9FBVcQpTtIAi/P/z5/kBsh3MOnIM+7rcbt9vF+329r9frwMXcnFfX9b40btw4ffPNN9qzZw/FOgAAAAAA4HRYYYcqN23aNE2bNq3Y9Y4dO+rXX3+VJIuKb9KNE2gjIiIUERGhgoICnT17VomJibp69aqysrLk6uoqb29v1a5dW8HBwfLz87PrZynL3r17S723fft25eXlVVkuUVFRkmTX03oBAAAAAEDloGAHp+Hp6WnTQQQmk0mBgYEKDAy0X1KVpKpzDA8Pr9J4AAAAAADAemyJBQAAAAAAAJwIBTsAAAAAAADAiVCwAwAAAAAAAJwIBTsAAAAAAADAiVCwAwAAAAAAAJwIBTsAAAAAAADAiVCww20rMTFRJpNJJpNJDz/8sN3Hv3btmsxms8xmc7F7QUFBRuzy+Pj4yNPTs9yvU6dOlTrGzVhBQUG2fCQAAAAAAFAFajg6AeBW1blzZ+3bt0+SlJubqxo1rPtzM5vNun79ern9CgoKrBofAAAAAAA4Fwp2qDaef/55ZWVlWdy/Zs2amjt3biVmVDVWrFih/Pz8cvsFBATYNW5kZGSJqwOt4e/vr2effdYuYwEAAAAAcKujYAeb1a9fX+fPn7fLWD169FBMTEyJ9xYvXqwrV65YPJafn5/NBbtNmzYpMjLSor6zZs1S165dbYpXkqFDh9p9TEtERkZW6OddllatWlV6wa5nz56aPHlypcbAreODDz5wdAqoBpgnkKStW7c6OgUAAHAbomAHp+Lp6VnqvbvvvltXr14td4wjR47YLZ+UlBTFxsZa1PfSpUs2x0tPT9f06dNtHkdyrv+j6ePj4+gUAAAAAACoNijYwWZ/+ctflJGRYfXz6enpxkq4sgo7e/bssWg8Sw5ysEZISIhatmxZ6v0GDRrYHCMzM1MffvihzeNIthfs0tLSbM7B3d1dubm58vb2tnksAAAAAABuFxTsYLO//OUvNj1/7Ngxo2Dn5+dnj5RKjPH7bbspKSkVGmPw4MEWb4+1loeHh3r06FGpMapKdna2cnNzJbHCDgAAAACAiqBgB4dLT0832rVq1aqUGLNnz9bSpUsrZWx7qlWrVqnv8KtuCm9frlOnjgMzAQAAAACgeqFgB4crXNipX7++AzNxTvn5+YqJidGaNWsUFxenlJQUZWVlydfXV4GBgerUqZOGDx+u9u3blztWTk6Odu3aVeSav7+/7r77brvnXfj3Wq9ePbuPDwAAAADArYqCHRzu8uXLRruyCjuvv/66pkyZUuTab7/9prCwsEqJZy9HjhzR6NGjFRcXV+xeWlqakpKStHPnTs2dO1f9+/fX4sWLFRAQUOp4KSkp6tSpU5FrAwYM0Jdffmn33AtvOaZgBwAAAACA5SjYweHOnj1rtCtrhV1QUJCCgoKKXKvoO+yq2tmzZxUaGqoLFy5Iklq0aKEnn3xSbdq0kbe3t9LS0rRnzx4tWbJEKSkp2rBhg7p166a4uDh5eXk5OPuiv9e6detaPc6ZM2fKvJ+cnGz12AAAlCc7O7vYNbPZXGIb+D3mCizBPIGlmCvOo6R/H9gbBTs43Llz54x2WQW74OBgJSYmVkFG9nfixAm5uroa3+fl5ZX7zCuvvGIU60aPHq3FixerRo2if7IDBw7USy+9pD59+mj37t1KSEjQ/Pnz9eKLL5Y4Zt26dYu9y6+yVr8V/r0GBgZaPU7jxo3tkQ4AAFbZsmVLmfe3bdtWRZmgumOuwBLME1iKueJYly5dqvQYFOxQaX777Tf9+uuvkqQGDRqoUaNGJfa7uULKZDLprrvuKnW8vLw8Xb9+3f6JVoHmzZtX+Jno6GhJkpubm+bPn1+sWHeTn5+f5s6dqy5duhjPlVaw8/LyqrJtwIVXxgUHB1dJTAAAAAAAbgUU7FBpoqOjNWbMGEnSSy+9pMjIyBL7HT9+XJLUsGFDeXp6WjT2O++8U+62Tw8Pjwpk63yuXLkiSfL19ZWfn1+ZfQuvQktLS7N7Lhs2bNCqVaskSa+99lqRQyqmT5+upKQkBQQEaN68ecb1w4cPS5J8fHzUoEEDq2MnJSWVeT85OVkdOnSwenwAAMrSu3fvYtfMZrOxsiE0NNTif7/g9sNcgSWYJ7AUc8V5lPfqJnugYAeHu1nYadasmcXPjB8/XnfeeafF/V977TWtX7++yDVLtqXay7p16+Ti4mJ8P3bsWGO7a2latGih+Ph4paamatu2bQoNDS2179q1a412y5YtbU/4dw4dOqRPP/1UkjRx4sQiBbvo6GglJCSoSZMmJRbsKvJ7LYkt22kBALBVef+B0NPT0yneHQvnx1yBJZgnsBRzxbGq4mdPwQ4O9dtvvxl7vytz2+Tp06f1448/Vtr45enbt2+RLa2W/HFPmjRJkydPliSFh4drwYIFGjRoUJF34WVlZWnRokVFtsBGRETYMXPrmM1mnTp1SpKKFPcAAAAAAED5KNjBoRISEox2ixYtKi1O165di13LyMjQF198UWkxbRUREaHY2Fh99tlnunjxooYMGaJatWqpVatW8vHx0eXLlxUfH6+srCzjmZdfflndu3d3YNY3HDx4UPn5+ZKk1q1bOzgbAAAAAACqFwp2cKidO3ca7TZt2lRanHHjxmncuHFFriUmJjp1wc7FxUUrV65Ut27dFBkZqcTERF2+fFnbt28v1vfee+/VzJkzNWDAAAdkWtyOHTuMdtu2bR2YCQAAAAAA1Q8FOzhU4cLO/fff78BMnJPJZFJERITGjx+v/fv3a9++fTp//ryysrLk4+OjwMBAdejQoVLeW2eLH374wWi3b9/egZkAAAAAAFD9ULCDQ+Xm5uqBBx5Q3bp1FRAQUCkxzp8/r8OHD+vAgQNq3LixHn/8cbvHyMrKUkJCgg4cOCA/Pz8NGzbMruO7uLioXbt2ateunVXPx8fHS5Lc3d3tmVappk6dqjFjxsjV1VUNGzaskpgAAAAAANwqKNjBob7++murnvvoo4+MgxsKCgqUk5Mjs9ms7OxsXbp0ScnJyUpOTtbJkyd19epV47k///nPVhfsYmNjNW3aNOXk5Cg7O1vp6ek6c+aMTp8+rdOnTxvvbBs7dqzdC3a2qur3yJV1oi0AAAAAACgbBTtUSzNmzKjwM/7+/mrWrJnVMXft2qVdu3aV2cfDw0NBQUFWxyhJUFCQceKqrZo0aaLExES7jAUAAAAAACoHBTtUGx4eHvLw8Ch2vUaNGvLy8pKXl5d8fX1Vr1491atXTw0aNFDTpk3VrFkzNW/eXHfddVeFY3p5ealevXrG966urvL09JS3t7fq1KmjRo0aqXHjxmrevLlatWqlNm3aVNm2UxQVExOjo0ePKiQkxNGpwEllZ2dry5YtkqTevXsbq3SBwpgnAAAAcAYU7FAhZ8+e1dq1ay3qu3v3bqO9f/9+ffDBB1bFfOqpp+Tr66sjR45Y9bwthg0b5vDtrXPmzFFGRoZNY4wZM6bM++fOndP69etLvV/4d7lx40YdP37c+D4tLU2SlJ6eroULF1qc06hRo+Tr62txfwAAAAAAbhcU7FAhx44d0zPPPFPh57Zu3aqtW7daFbN///63dWEnPDzc5jHKK9gdPXpUkyZNsmisN998s8TrqampFo8hSWFhYbf17xUAAAAAgNK4ODoBAAAAAAAAAP+HFXaokIcfflgFBQWOTgN2xu8VAAAAAADnwQo7AAAAAAAAwIlQsAMAAAAAAACcCAU7AAAAAAAAwInwDjvctgIDA/Xrr79Kkjw9Pe0+/t69e0u9t337duXl5dk9ZmmioqIkSd7e3lUWEwAAAAAAWIeCHW5bNWrUUFBQkENiBwYGVmm88PDwKo0HAAAAAACsx5ZYAAAAAAAAwIlQsAMAAAAAAACcCAU7AAAAAAAAwIlQsAMAAAAAAACcCAU7AAAAAAAAwIlQsMNt5+mnn5bJZJLJZNL3339fKTGuXbsms9kss9lc7F5QUJARvzw+Pj7y9PQs9+vUqVOljnEzlqNOxAUAAAAAABVDwQ42CQwMNApCtn498cQTFYp9/vx57d27Vz/99JOuXr1aSZ/QOp07d5aXl5e8vLyUl5dn9Thms1k5OTnlfhUUFNgxewAAAAAA4Eg1HJ0AUFGffvqp5s6dq/379xvXatSooV69eumNN95Q+/btHZidfa1YsUL5+fnl9gsICLBr3MjIyBJXB1rD399fzz77rF3GAgAAAADgdkDBDnYzffp01axZ0+rn27RpU+b93NxcjRw5Up9//nmxe3l5edq4caO2bNmid999V88995zVedy0adMmRUZGWtR31qxZ6tq1q80xf2/o0KF2H9MSkZGRunLlil3GatWqVZUU7Hr27KnJkydXehzcGj744ANHp4Bq4HacJ1u3bnV0CgAAABAFO9jR888/rzp16lTa+OPHjzeKdXfccYcmTZqkLl26yGw2a926dVqxYoWuX7+u559/XgEBARXeYvt7KSkpio2NtajvpUuXbIolSenp6Zo+fbrN40jO9X8yfXx8HJ0CAAAAAADVCgU7VAsbN27U0qVLJUl169bV999/rxYtWhj3hwwZon79+mnUqFEqKCjQ1KlTFRYWZrcCYkhIiFq2bFnq/QYNGtgcIzMzUx9++KHN40i2F+zS0tJszsHd3V25ubny9va2eSwAAAAAAG4nFOxQLfz1r3812gsXLixSrLtpxIgR2r59uxYsWKDU1FR98MEHev311+0Sf/DgwRZvj7WWh4eHevToUakxqkp2drZyc3MlscIOAAAAAICKomAHpxcfH6+4uDhJUsuWLTVo0KBS+06fPl3//Oc/df36dX3yySf661//KpPJVFWp2qRWrVqKiYlxdBp2UfjU3srcJg0AAAAAwK2Igh3s5vjx4za/yy0kJESurq5Frm3ZssVoP/7442U+HxgYqAcffFA7duzQqVOndPToUd1zzz025eRI+fn5iomJ0Zo1axQXF6eUlBRlZWXJ19dXgYGB6tSpk4YPH27Rybg5OTnatWtXkWv+/v66++677Z534YJdvXr17D4+AAAAAAC3Mgp2sJtOnTrZPMbFixeLrcjau3ev0bbkJNYuXbpox44dkqQ9e/ZU24LdkSNHNHr0aGN1YWFpaWlKSkrSzp07NXfuXPXv31+LFy9WQEBAqeOlpKQU+x0NGDBAX375pd1zT0lJMdoU7AAAAAAAqBgKdnB6J0+eNNohISHl9g8ODjbaJ06cqJScKtvZs2cVGhqqCxcuSJJatGihJ598Um3atJG3t7fS0tK0Z88eLVmyRCkpKdqwYYO6deumuLg4eXl5OTj7G/nfVLduXQdmAgAAAABA9UPBDjaJjo5WTk5Oqfdff/11bd68WZI0Z84cdenSpczx7rzzzmLXCp9Y6u/vX25OhfuUd9rp5MmTdccddxS5NnHiRD399NPlxrHUiRMnimzzzcvLK/eZV155xSjWjR49WosXL1aNGkX/XAcOHKiXXnpJffr00e7du5WQkKD58+frxRdfLHHMunXrGift3lRZq9/OnTtntAMDA20a68yZM2XeT05Otml8AMD/yc7OdnQK1YLZbC6xDfwecwWWYJ7AUswV51EV/2aiYAeb3HfffWXeL7y99Z577lHHjh0rHCMzM9NoW7J6rHCfjIyMMvv+8ssvxa7179+/AtmVr3nz5hV+Jjo6WpLk5uam+fPnFyvW3eTn56e5c+cahdDo6OhSC3ZeXl4KCwurcC7WKFxkK7zi0RqNGze2NR0AgIUKvzcWltm2bZujU0A1wVyBJZgnsBRzxbFsfX+/JSjYwel5e3sbbbPZLHd39zL7F/4vDT4+PmX2bd++fbFVe82aNbMiS/u6cuWKJMnX11d+fn5l9i1c0CpvRaE1NmzYoFWrVkmSXnvttSKHVEyfPl1JSUkKCAjQvHnzjOuHDx+WdOPn36BBA7vnBAAAAADArYyCHZxe4W2yv/32W7EtrL+Xmppa4rMleeedd/Twww/blF951q1bJxcXF+P7sWPHGttdS9OiRQvFx8crNTVV27ZtU2hoaKl9165da7Rbtmxpe8K/c+jQIX366aeSbmwXLlywi46OVkJCgpo0aVJiwc4exc+kpKQy7ycnJ6tDhw42xwEASL1793Z0CtWC2Ww2VjaEhobK09PTwRnBWTFXYAnmCSzFXHEe5b26yR4o2MFiPXv21DfffGP1848++miFn1myZInuuusu7dmzR5J07Ngx3XXXXWU+c+zYMaPtDKvl+vbtW2RLqyXbeidNmqTJkydLksLDw7VgwQINGjSoyLvwsrKytGjRoiJbYCMiIuyYuXXMZrNOnTolSUWKe9ay9R14AADLOcPBRdWNp6cnPzdYhLkCSzBPYCnmimNVxc/epfwugGO1b9/eaP/www/l9t+xY4fRrq4rryIiIjRs2DBJ0sWLFzVkyBAFBAToj3/8ox555BF17NhRAQEB+t///V9du3ZNkvTyyy+re/fujkxbknTw4EHl5+dLklq3bu3gbAAAAAAAqH5YYQeLTZ482e4HMpSnQ4cOys3NNb5fs2aN3njjjVL7nz17Vrt375Z0491u9ljh5QguLi5auXKlunXrpsjISCUmJury5cvavn17sb733nuvZs6cqQEDBjgg0+IKF0zbtm3rwEwAAAAAAKieKNjBYoMHD3ZY7Pvvv1/79+/XoUOHtH79ej322GMl9ouMjFReXp4k6amnnpLJZKrKNO3KZDIpIiJC48eP1/79+7Vv3z6dP39eWVlZ8vHxUWBgoDp06FAp762zReFVkIVXRwIAAAAAAMtQsEOlSU9PV0ZGhrKysuTi4iJvb2/5+fnJw8OjwmO99tprGjhwoCRpwoQJuueee3TPPfcU6bN69Wp9+OGHkiQ/Pz9NmTLF9g9hgaysLCUkJOjAgQPy8/MztrLai4uLi9q1a6d27dpZ9Xx8fLwklXu6rr1MnTpVY8aMkaurqxo2bFglMQEAAAAAuJVQsIPdfPvtt/rqq6/03//+V8ePH9fly5eL9TGZTGrUqJFatGihHj16KDw83KKDIQYMGKChQ4dq9erVOn/+vB588EFNnTpVXbt2ldls1tq1a/XJJ5+ooKBAkjRnzhzVq1fPbp8tNjZW06ZNU05OjrKzs5Wenq4zZ87o9OnTOn36tPHOtrFjx9q9YGerqn6PXFkn2gIAAAAAgPJRsIPNYmNjNWXKFB06dKjcvgUFBTpz5ozOnDmjrVu3asaMGRo6dKjef/99BQQElPnssmXLlJmZqa+++kpXrlzRzJkzi/UxmUz629/+pnHjxln9eUqya9cu7dq1q8w+Hh4eCgoKsmvcoKAg48RVWzVp0kSJiYl2GQsAAAAAAFQeCnawySeffKKxY8caK8zuuusuDR8+XH/84x919913KyAgQDVr1tT169eVlZWl06dP69ChQ4qJiVFUVJQyMzO1atUq/fe//9UPP/ygJk2alBrLw8ND0dHRWrRokf7+97/r6NGjxj2TyaQuXbpo1qxZeuihh+zy2by8vIqs0nN1dZWnp6e8vb1Vp04dNWrUSI0bN1bz5s3VqlUrtWnTpsq2naK4mJgYHT16VCEhIY5OBU4qOztbW7ZskST17t27So5iR/XDPAEAAIAzoGAHq506dUoTJkwwinWzZ8/WtGnT5OLiUqxvjRo15OHhoVq1aqlt27YaNWqU3nnnHY0cOVIxMTE6e/asxowZo2+//bbMmCaTSRMmTNCECRN04sQJnT59Wu7u7goODrbrFlhJGjZsmMO3t86ZM0cZGRk2jTFmzJgy7587d07r168v9f7NU3claePGjTp+/LjxfVpamqQb7ytcuHChxTmNGjVKvr6+FvcHAAAAAOB2QsEOVlu5cqVyc3Ml3ViFMGPGjAo9HxAQoM8++0wNGzZUTk6OvvvuO509e1aNGjWy6PlmzZpZ9P676iw8PNzmMcor2B09elSTJk2yaKw333yzxOupqakWjyFJYWFhFOwAAAAAAChF8aVQgIUuXLhgtJs2bWrVGP7+/rrzzjtLHBMAAAAAAOB2RMEOVmvevLnRXr9+vVJTUys8xoYNG3T+/HlJkru7u9WFP1jv4YcfVkFBQZV+2ftwDgAAAAAAbiUU7GC1ESNGGO+NO3funDp27Kgvv/xS169fL/fZy5cv66233tLQoUONa2PHjpWfn1+l5QsAAAAAAFAd8A47WM3X11fr169Xv379dOnSJR07dkyDBg2Sn5+funTpouDgYAUEBMjLy0v5+fnKzMzUmTNn9PPPPysuLk55eXnGWGFhYZo3b54DPw0AAAAAAIBzoGAHm3To0EHx8fF67bXX9J///Edms1lXrlzR119/bdHzDRo00LRp0zRlypQST5cFAAAAAAC43VCwg83q16+vf/3rX3r77be1efNmff/99/rll1908uRJXb16VZmZmXJxcZG3t7f8/f0VHBys1q1bq1evXurevbvc3d2rNN85c+bo9ddfN3KvDHv37i313vbt24usLqxsUVFRkiRvb+8qiwkAAAAAAKxHwQ52U6tWLQ0fPlzDhw93dCplqlOnjurUqeOw+IGBgVUaLzw8vErjAQAAAAAA27AHEQAAAAAAAHAiFOwAAAAAAAAAJ0LBDgAAAAAAAHAiFOwAAAAAAAAAJ0LBDgAAAAAAAHAiFOwAAAAAAAAAJ0LBDgAAAAAAAHAiFOzgNF588UWFhYUpLCxM58+fr9RYy5cvN2Jt3bq1UmJcu3ZNZrNZZrO52L2goCCZTCaZTKZyx/Hx8ZGnp2e5X6dOnSp1jJuxgoKCbPlIAAAAAACgCtRwdAKovjZv3qxff/213H75+fm6fv268vLydP36dfXq1Utt27Yt1m/Pnj2KjY2VJGVnZ1ucx7hx47R8+XJJ0urVq/XYY4+V+8zx48e1efNmSdLw4cMtjlURnTt31r59+yRJubm5qlHDuj83s9ms69evl9uvoKDAqvEBAAAAAIBzoWAHq3300Udat25dhZ/76quvSizYWctsNisnJ0eS5OXlZbdxncWKFSuUn59fbr+AgAC7xo2MjCxxdaA1/P399eyzz9plrNL07NlTkydPrtQYuHV88MEHjk4B1YA186SyVm0DAADg9kLBDpXGxcVFbm5ucnNzU2ZmprEC7O6777ZrnJvFOkny9fW169ibNm1SZGSkRX1nzZqlrl272jW+JA0dOtTuY1oiMjJSV65csctYrVq1qvSCHQAAAAAAtwoKdrBaVFRUka2aN9+TZjKZ5OrqKheXG69ITE1NVUBAgAoKClS7dm3dddddys/PL7ZqzNotnSdPnjTazZo1s2qM0qSkpBjbdMtz6dIlm+Olp6dr+vTpNo8jOdcKIh8fH0enAAAAAABAtUHBDla7uXquPFu3bjWKc4899phcXV01fPhwffbZZ64Ur74AACAASURBVDbnkJ+fr2PHjkmSGjZsaPdtoYWFhISoZcuWpd5v0KCBzTEyMzP14Ycf2jyOZHvBLi0tzeYc3N3dlZubK29vb5vHAgAAAADgdkHBDpXu448/Ntrh4eF2HXvHjh1KT0+XJNWvX9+uY//e4MGDLd4eay0PDw/16NGjUmNUlezsbOXm5kpihR0AAAAAABVBwQ6Vau/evcYLuNu0aaNHHnlEkjRlyhT179+/SN93331XP/30U4XGX7NmjdHev3+/1q5dq0GDBtmYtePUqlVLMTExjk7DLq5evWq069Sp48BMAAAAAACoXijYodLk5uZq/Pjxxvevv/66TCaTJKlr167FDmhYvnx5hQp2qamp+ve//13k2jPPPKOePXtW6PCJMWPGaMyYMUWuHThwQH/4wx8sHqMy5efnKyYmRmvWrFFcXJxSUlKUlZUlX19fBQYGqlOnTho+fLjat29f7lg5OTnatWtXkWv+/v52PwhEKlqwq1evnt3HBwAAAADgVkXBDpXm+eef18GDByVJYWFhdl/5NmvWLGM77H333acDBw7o7NmzeuKJJ7R27Vrj0Ivq7MiRIxo9erTi4uKK3UtLS1NSUpJ27typuXPnqn///lq8eHGZ7/FLSUlRp06dilwbMGCAvvzyS7vnnpKSYrQp2AEAAAAAYDkKdqgUr7zyinHoQYMGDbRs2TJjdZ09fPPNN3rvvfck3dhu+c0332jixIlavXq11q9fr+eee864X54BAwYUW01X2e/Ds8TZs2cVGhqqCxcuSJJatGihJ598Um3atJG3t7fS0tK0Z88eLVmyRCkpKdqwYYO6deumuLg4eXl5OTj7G/nfVLduXavHOXPmTJn3k5OTrR4bAOwtOzvb0SmgCpjN5hLbwO8xV2AJ5gksxVxxHlXxbz4KdrCrrKwsRUREaPny5ZIkX19fffHFF0VWfc2aNUuvvvqq1TEOHz6skSNHGifPvvXWW6pVq5YWLlyovXv36uTJk3r//feVl5en9957TzVqlD3NBw4cqKefftrqfCxx4sQJubq6Gt/n5eWV+8wrr7xiFOtGjx6txYsXF/ssAwcO1EsvvaQ+ffpo9+7dSkhI0Pz58/Xiiy+WOGbdunW1dOnSItcqa/XbuXPnjHZgYKDV4zRu3Nge6QBAldiyZYujU0AV27Ztm6NTQDXBXIElmCewFHPFsS5dulTpMSjYwW6+++47/elPf9Ivv/wiSbrjjju0adOmYlswbXHkyBH16NHDKGQ99dRTGjdunKQbBzZs3bpVXbt2VXJyshYsWKBffvlFq1atsmmFlz00b968ws9ER0dLktzc3DR//vxSC49+fn6aO3euunTpYjxXWsHOy8tLYWFhFc7FGoVXxgUHB1dJTAAAAAAAbgUU7GCzffv26a233tIXX3xhXAsODtbq1at13333Fevft2/fEk8NnTt3ro4dO1ZqnA0bNuiJJ57QlStXJEmhoaH617/+VaRP06ZNFRMTo379+ikxMVHfffed7rnnHr3xxhuaPHlyuavtnMnNz+nr6ys/P78y+xZehZaWlmb3XDZs2KBVq1ZJkl577bUih1RMnz5dSUlJCggI0Lx584zrhw8fliT5+PioQYMGVsdOSkoq835ycrI6dOhg9fgAYE+9e/d2dAqoAmaz2VjZEBoaKk9PTwdnBGfFXIElmCewFHPFeZT36iZ7qD7VCziVK1euaN26dVqyZIm+//77IvdGjhyphQsXlnpS6/3336/777+/2PVVq1aVWLC7cuWKpk+froULF6qgoECS9Oijj2rlypVyd3cv1r9ly5bau3evhg4dqm+//VZpaWmaOnWqcnJy9MILL1jxaW23bt26IodgjB071lglWJoWLVooPj5eqamp2rZtm0JDQ0vtu3btWqPdsmVL2xP+nUOHDunTTz+VJE2cOLFIwS46OloJCQlq0qRJiQW7Zs2a2RTblu20AFDVnOEdoqhanp6e/N5hEeYKLME8gaWYK45VFT97CnaosGPHjqlt27bFXrLYvn17RUZGqnv37naN9+c//1kff/yxJMlkMmnq1KmaM2dOkXfC/V7t2rW1detWLVq0SDNmzFBoaKj+/Oc/2zWviujbt2+R1X2W/HFPmjRJkydPliSFh4drwYIFGjRoUJHPnZWVpUWLFhXZAhsREWHHzK1jNpt16tQpSSpS3AMAAAAAAOWjYIcKCwkJ0V/+8hf97W9/k4uLi3r27KmJEydq0KBBlRLvo48+0pUrV/Tjjz9q0aJFeuihhyx6zsXFRREREQoPD1fNmjWLrHCrDiIiIhQbG6vPPvtMFy9e1JAhQ1SrVi21atVKPj4+unz5suLj45WVlWU88/LLL9u9YGqNgwcPGoeCtG7d2sHZAAAAAABQvVCwg1Vef/11BQYGql+/fmrUqFGlxnJzc9OqVauUm5tr1R792rVrV0JWlc/FxUUrV65Ut27dFBkZqcTERF2+fFnbt28v1vfee+/VzJkzNWDAAAdkWtyOHTuMdtu2bR2YCQAAAAAA1Q8FO1jFxcVFEyZMKLdfdna2jh49qpSUFGVkZCgvL0/e3t7y8/NTcHBwkcMIJkyYYJxgWqtWrSLjuLq6lrkF9vfMZrMyMzPl6uoqb29vubm5FbnfuXNnY4usM68AM5lMioiI0Pjx47V//37t27dP58+fV1ZWlnx8fBQYGKgOHTpUynvrbPHDDz8Y7fbt2zswEwAAAAAAqh8KdrC7pKQkLVq0SOvXr1d8fLyxNbIk/v7+6tOnj4YNG6YRI0bIZDJVOF5qaqrWrl2rzZs369ChQzpx4oSuXbtWpI+fn59CQkLUrl079e/fX2FhYXY9yS8rK0sJCQk6cOCA/Pz8NGzYMLuNLd0okLZr107t2rWz6vn4+HhJKvGQjsowdepUjRkzRq6urmrYsGGVxAQAAAAA4FZBwQ52k5eXp1dffVVz584tVjArTWpqqlauXKmVK1fq3nvv1bJlyyzeQnn9+nXNnj1bc+bMUXp6epl9r1y5or1792rv3r1auHChQkJC9I9//EN9+/a1KJYkxcbGatq0acrJyVF2drbS09N15swZnT59WqdPnzYKk2PHjrV7wc5WVb2KsKwTbQEAAAAAQNko2MEuCgoKNHz4cH3xxRfGtQ4dOmjw4MHq2LGjgoOD5efnJzc3N2VmZurs2bM6dOiQvvnmG61evVrp6en66aef1LFjR3333Xfq2LFjmfGuX7+uQYMGKTo62rhWu3Zt9ejRQy1btlTDhg3l5eWl69evKyMjQ7/++qvi4uK0c+dO5ebm6tixY+rfv78WLFigiRMnWvQZd+3apV27dpXZx8PDQ0FBQRaNZ6mgoCDjxFVbNWnSRImJiXYZy9nExMTo6NGjCgkJcXQqcFLZ2dnasmWLJKl3795VchQ7qh/mCQAAAJwBBTvYxapVq4xinY+Pj1auXKn+/fuX2NfDw0P+/v5q06aNRowYoTlz5mjcuHH64osvZDabNXr0aB05cqTMU13fe+89o1jn6empd955RxEREeVu+UxOTtarr76qjz/+WAUFBXrmmWf00EMPqUWLFiX29/LyUr169YzvXV1d5enpKW9vb9WpU0eNGjVS48aN1bx5c7Vq1Upt2rSpsm2nAAAAAADg1kTBDnaxYsUKoz137txSi3UlufPOO7Vy5Uo1b95cJ0+e1PHjx7Vjxw517dq11Gf+/e9/G+2PP/5YI0eOtChWgwYN9O9//1vp6elavXq18vLytHTpUkVGRpbYf9iwYQ7f3jpnzhxlZGTYNMaYMWPKvH/u3DmtX7++1Pu7d+822hs3btTx48eN79PS0iRJ6enpWrhwocU5jRo1Sr6+vhb3BwAAAADgdkHBDnaRlJRktMsqtJXGzc1NDz74oE6ePClJOnXqVJnj/Prrr5JunKI6dOjQCscbPHiwVq9eLUk6ceJEhZ+vSuHh4TaPUV7B7ujRo5o0aZJFY7355pslXk9NTbV4DEkKCwujYAcAAAAAQAlK33MIVEBgYKDR/uGHHyr8fF5enuLi4ozvGzVqVGb/gIAASTfenXfkyJEKxzt8+HCxsQAAAAAAAJwBBTvYxYgRI4z2888/r40bN1r87NWrVzVy5Ehjm2Xjxo3LXaU3cOBAoz1q1KgiK/zK8/XXX+vtt982vh80aJDFz96qHn74YRUUFFTpl70P5wAAAAAA4FbBlljYxciRIxUVFaV169YpPT1dffv2VZcuXTRkyBB17NhRTZs21R133KEaNWooKytLycnJSkhI0NatW7Vy5UrjPWhubm5aunSpatQoe2r+9a9/VXR0tBITE/Xjjz+qZcuWeuKJJxQWFqaWLVuqQYMG8vLyUn5+vjIyMpSUlKR9+/bp888/18aNG1VQUCBJGj58uHr16lXpPx8AAAAAAABLUbCDXZhMJkVFRWnGjBl67733lJubqx9++KFC22ObNm2qZcuWqUuXLuX2rV27trZv366RI0dq27ZtysjI0MKFCy0+9MDFxUXPPPOM3n33XYvzAwAAAAAAqApsiYXduLm56d1339WJEyf06quvqm3btnJxKXuK+fj46LHHHtPy5ct15MgRi4p1NzVq1EixsbH6+uuv9fjjj8vHx6fcZxo3bqwpU6YoISFB//jHP+Tm5mZxPAAAAAAAgKrACjvYXePGjTVz5kzNnDlTWVlZOnz4sJKTk5WRkaHc3Fx5e3vrjjvuULNmzdSkSROZTCab4j3yyCN65JFHlJeXp+PHj+vIkSO6fPmyMjMz5erqKh8fH9WvX18tWrQo9zALe9q7d2+p97Zv3668vLwqyyUqKkqS5O3tXWUxAQAAAACAdSjYoVLVrFlT999/f5XEqlGjhpo3b67mzZtXSTxbFD5VtyqEh4dXaTwAAAAAAGA9tsQCAAAAAAAAToSCHQAAAAAAAOBEKNgBAAAAAAAAToSCHQAAAAAAAOBEKNgBAAAAAAAAToSCHZzG8OHD1bFjR3Xs2LHSYz399NMymUwymUz6/vvvKyXGtWvXZDabZTabi90LCgoy4pfHx8dHnp6e5X6dOnWq1DFuxgoKCrLlIwEAAAAAgCpQw9EJ4Nbx008/af/+/bp48aJ8fX0VHBysP/7xj/Lw8LDo+YMHD+rIkSPl9nvvvfe0du3acvv169dPL7zwgkWxK0Pnzp21b98+SVJubq5q1LDuz81sNuv69evl9isoKLBqfAAAAAAA4Fwo2MFmy5cv18yZM3Xs2LFi93x8fBQREaEZM2bI39/fLvGOHTum2NjYcvsFBwfbJZ6jrVixQvn5+eX2CwgIsGvcyMjIElcHWsPf31/PPvusXcYCAAAAAOBWR8EOVrt27ZqeeuoprVq1qtQ+GRkZ+vvf/64vvvhC0dHRat26tc1xmzVrpi5dupTbLyQkxOZYmzZtUmRkpEV9Z82apa5du9oc8/eGDh1q9zEtERkZqStXrthlrFatWlV6wa5nz56aPHlypcbAreODDz5wdApwclOmTHF0CgAAALiNUbCD1SIiIoxinZubm6ZMmaLRo0eradOmSk9P13fffafZs2fryJEjSkxMVFhYmOLi4tSgQQOb4j733HN67rnn7PERypWSkmLRaj5JunTpks3x0tPTNX36dJvHkZyrIOHj4+PoFAAAAAAAqDYo2MEqmzdv1ieffCJJcnd318aNG9W9e3fjvp+fn0aPHq3BgwerX79+io2N1dmzZ/XCCy9o+fLlDsraNiEhIWrZsmWp920tREpSZmamPvzwQ5vHkWwv2KWlpdmcg7u7u3Jzc+Xt7W3zWAAAAAAA3C4o2MEq77zzjtGeMWNGkWJdYd7e3lq1apWaNWumrKwsrVy5Um+//bYaNWpkcaxRo0bpxx9/tDnntm3b6tNPP7X6+cGDB1u8PdZaHh4e6tGjR6XGqCrZ2dnKzc2VxAo7AAAAAAAqgoIdKiw9PV3btm0zvo+IiCizf/369RUeHq5ly5YpPz9fX331lSZMmGBxvBMnTighIcHqfG+qDkWjWrVqKSYmxtFp2MXVq1eNdp06dRyYCQAAAAAA1QsFO1RYYmKi8vLyJEmNGjVS/fr1y33mwQcf1LJlyyRJR48erVC87t27KzAwsOKJ/s7dd99t8xiOkJ+fr5iYGK1Zs0ZxcXFKSUlRVlaWfH19FRgYqE6dOmn48OFq3759uWPl5ORo165dRa75+/tXys+mcMGuXr16dh8fAAAAAIBbFQU7VFhGRobRtvTdZIVXtxV+3hJvvvlmhfrfSo4cOaLRo0crLi6u2L20tDQlJSVp586dmjt3rvr376/FixcrICCg1PFSUlLUqVOnItcGDBigL7/80u65p6SkGG0KdgAAAAAAWI6CHSqsbt26Rjs5OVn5+flycXEp85nTp08bbXsVbzIzM/Xdd9/p4MGDSk1NlZ+fn1q3bq2ePXvKz8/PLjEc6ezZswoNDdWFCxckSS1atNCTTz6pNm3ayNvbW2lpadqzZ4+WLFmilJQUbdiwQd26dVNcXJy8vLwcnP2N/G8qPGcq6syZM2XeT05OtnpsACiL2Wx2dApwUoXnBvMEZWGuwBLME1iKueI8srOzKz0GBTtUWNOmTVWvXj2dP3/eeJ/dww8/XOYzhVdwde7c2ab4ubm5ioyM1Ny5c0s8ydTb21uTJ0/WG2+84RSFK+nGe/hcXV2N729uKS7LK6+8YhTrRo8ercWLF6tGjaJ/sgMHDtRLL72kPn36aPfu3UpISND8+fP14osvljhm3bp1tXTp0iLXKmv127lz54y2LVuaGzdubI90AKDCCr+vFSgN8wSWYq7AEswTWIq54liXLl2q9BgU7FBhJpNJI0eO1Lx58yRJ06dP17Zt2+Tm5lZi///85z/at2+fpBvvvOvWrZvVsTMyMhQWFqYffvjBuObu7q46deooNTVVZrNZmZmZevfdd7V582Z9++23ql27dpljrl27VocOHSpy7aGHHlKbNm2szvP3mjdvXuFnoqOjJUlubm6aP39+sWLdTX5+fpo7d666dOliPFdawc7Ly0thYWEVzsUahVfGBQcHV0lMAAAAAABuBRTsYJUZM2Zo2bJl+u2337Rr1y717dtXH3/8sf7f//t/Rp/r169r4cKFev75541rb775ptzd3a2OO2bMGKNY17hxY82bN0/9+/eXh4eH8vLytGXLFj333HM6evSofvrpJw0ZMkTffvttmWO+//77xa7Nnz/frgU7a1y5ckWS5OvrW+4W38Kr0EpadWirDRs2aNWqVZKk1157rcghFdOnT1dSUpICAgKMIq4kHT58WNKN9xc2aNDA6thJSUll3k9OTlaHDh2sHh8AShMaGipPT09HpwEnZDabjZUNzBOUhbkCSzBPYCnmivMo79VN9kDBDlapU6eO1q5dqz59+ig7O1sxMTEKDg5Wly5ddNdddykjI0Pbt28v8n6xZ555Rk8++aTVMXfu3KnPP/9c0o1tnDt37lSjRo2M+zVq1FDfvn3VsWNHdejQQSdOnNB3332n6OhoPfroo9Z/WDtYt25dkff8jR071tjuWpoWLVooPj5eqamp2rZtm0JDQ0vtu3btWqPdsmVL2xP+nUOHDunTTz+VJE2cOLFIwS46OloJCQlq0qRJiQW7Zs2a2RTbHicEA4A1PD09nebVCnBezBNYirkCSzBPYCnmimNVxc++7JMCgDL88Y9/1M6dO40CUW5urr7//nstWbJEUVFRRrHOx8dH7733Xokr2Sris88+M9ovv/xykWJdYf7+/po1a5bx/cqVK8scNyYmRrm5uUW+/vSnP9mU6+/17dtX/fv3N74s+eOeNGmS0Q4PD9fnn3+u69evF+mTlZWl9957Ty+88IJxLSIiwn6JW8lsNuvUqVOSVKS4BwAAAAAAyscKO9ikbdu2io+PV1RUlNasWaMDBw7o0qVL8vX1VbNmzdSnTx+NHTtWderUsTnWL7/8YrR79epVZt8+ffoY7Z9//rnMvq6urqW+H86RIiIiFBsbq88++0wXL17UkCFDVKtWLbVq1Uo+Pj66fPmy4uPjlZWVZTzz8ssvq3v37g7M+oaDBw8qPz9fktS6dWsHZwMAAAAAQPXifFUKVDsuLi4aNmyYhg0bVqlxCp+sWt5e/cL3LTmR1Rm5uLho5cqV6tatmyIjI5WYmKjLly9r+/btxfree++9mjlzpgYMGOCATIvbsWOH0W7btq0DMwEAAAAAoPqhYIdqo0mTJkZ7//79CgoKKrXv3r17jXZZ/ZydyWRSRESExo8fr/3792vfvn06f/68srKy5OPjo8DAQHXo0KFS3ltni8Kn+LZv396BmQAAAAAAUP1QsEO18eijj2rJkiWSbpw2279//xJPnM3Pz9fMmTON76ti1VlWVpYSEhJ04MAB+fn52X21oYuLi9q1a6d27dpZ9Xx8fLwk2XRCb0VMnTpVY8aMkaurqxo2bFglMQEAAAAAuFVQsIPdrFq1StKN01Iqo0g2YMAA/eEPf9DBgwe1b98+DRgwQIsWLSpyiuiFCxc0ZcoUxcTESJKaNm1q08m0hcXGxmratGnKyclRdna20tPTdebMGZ0+fVqnT5823tk2duzYSt8eXFFV/R65sk60BQAAAAAAZaNgB7sZMWKEJKlevXqVUrBzcXFRVFSUunTpogsXLmjTpk1q2rSpOnTooEaNGunChQvauXOncnJyJEl33HGHvvjiC3l4eNgl/q5du7Rr164y+3h4eNh9C25QUJBx4qqtmjRposTERLuMBQAAAAAAKgcFOziNw4cPl9snODhY+/bt07hx47R582bl5uYWeV/aTZ07d9Ynn3yikJAQm3Ly8vJSvXr1jO9dXV3l6ekpb29v1alTR40aNVLjxo3VvHlztWrVSm3atKmybacoKiYmRkePHrX5d45bV3Z2trZs2SJJ6t27t7y8vBycEZxR4XkCAAAAOAoFO1Q7gYGB2rRpk/bt26f169crPj5eaWlp8vX1VYsWLdS/f3917drVLrGq4vTb8syZM0cZGRk2jTFmzJgy7587d07r168v9f7u3buN9saNG3X8+HHj+7S0NElSenq6Fi5caHFOo0aNkq+vr8X9AQAAAAC4XVCwQ7X1wAMP6IEHHnB0GpUuPDzc5jHKK9gdPXpUkyZNsmisN998s8TrqampFo8hSWFhYRTsAAAAAAAogYujEwAAAAAAAADwf1hhB0APP/ywCgoKHJ0GAAAAAAAQBTtUgszMTM2aNcumMUJCQhz+7jgAAAAAAABHoGAHu8vIyNCrr75q0xj9+vWjYAcAAAAAAG5LvMMOAAAAAAAAcCKssIPdVKd3oC1atEgLFy6UJLm7u1dKjL1795Z6b/v27crLy6uUuCWJioqSJHl7e1dZTAAAAAAAYB0Kdrgtubm5yc3NzWHxAwMDqzReeHh4lcYDAAAAAADWY0ssAAAAAAAA4EQo2AEAAAAAAABOhIIdAAAAAAAA4EQo2AEAAAAAAABOhIIdAAAAAAAA4EQo2AEAAAAAAABOhIIdHCovL0/Z2dkqKCiw6vnc3NwKP7Ns2TL17NlTPXv21JYtW6yKW55r167JbDbLbDYXuxcUFCSTySSTyVTuOD4+PvL09Cz369SpU6WOcTNWUFCQLR8JAAAAAABUEQp2sMkDDzxgUUHp919ubm4ymUxyc3NTzZo19be//c2ieHl5eVq8eLH69OmjWrVqyd3dXZ6enmrTpo2mT5+uc+fOlTvGyZMn9c033+ibb76xqL81OnfuLC8vL3l5eSkvL8/qccxms3Jycsr9srbgCQAAAAAAnE8NRyeA6u1mwcgWtWrV0oQJE8rt9/PPP+vxxx/X4cOHi+Vw6NAhHTp0SP/4xz/09ttv69lnn7UpJ2exYsUK5efnl9svICDArnEjIyNLXB1oDX9//1vm9wEAAAAAQFWgYAebzJ49W5cvXy7x3s2tmCaTSS4uLnJ3d5eHh4dWrFihzz77TJLk6uqqpUuXqn79+mXG+fnnn9W5c2dduXJFklSvXj0NHjxYzZo109WrVxUTE6MdO3bIbDZr6tSpunDhgmbNmmXTZ9u0aZMiIyMt6jtr1ix17drVpnglGTp0qN3HtERkZKTxs7ZVq1atqqRg17NnT02ePLnS4+DW8MEHHzg6hdvW1q1bHZ0CAAAA4PQo2MEmAwYMsLhvXl6eXn31VaNY5+Lion/+85969NFHy33u8ccfNwpIEyZM0Lx581SzZk2jzxtvvKGvv/5aI0aM0NWrVzV79mx17dpVYWFhVnyqG1JSUhQbG2tR30uXLlkd56b09HRNnz7d5nEk5ypG+Pj4ODoFAAAAAACqFQp2qBI//vijJkyYoD179kiSvLy8tHz5cg0ePLjcZ5ctW2Zsg33kkUf0z3/+s8R+ffv21fLly/XYY49JkmbMmGFTwa6wkJAQtWzZstT7DRo0sDlGZmamPvzwQ5vHkWwv2KWlpdmcg7u7u3Jzc+Xt7W3zWAAAAAAA3E4o2KFSnT59Wm+99ZYWLVqk69evS5JatGihqKgotWrVyqIxVq9ebbTL2+b66KOPqlOnTtq5c6cOHDig48ePKzg42PoP8P8bPHiwxdtjreXh4aEePXpUaoyqkp2dbZzgywo7AAAAAAAqhoIdKsWuXbu0cOFCrVixwijc3JScnKyVK1dq6tSpFh2WcODAAUk3Dla4//77y+3ft29f7dy5U5J08ODBMgt2S5Ys0fbt24tcmzlzpho2bFhuHHurVauWYmJiqjxuZbh69arRrlOnjgMzAQAAAACg+qFgB7uJj4/XmjVrFBUVpYSEBOO6q6urRowYoSZNmmjevHlKS0vT7NmzNWfOHD322GN6+umn1bNnT7m7u5c47s1DLSw9CbVu3brFni3Ntm3btG3btiLX/vd//9chBbuS5OfnKyYmRmvWrFFcXJxSUlKUlZUlX19fBQYGqlOnTho+fLjat29f7lg5OTnatWtXjHiQNwAAIABJREFUkWv+/v66++677Z534YJdvXr17D4+AAAAAAC3Mgp2sMrly5d16NAh/fTTT9q+fbtiY2OVnJxcpE/NmjU1fPhwTZ8+3VjlNnnyZL3++uv6z3/+I7PZrKioKEVFRcnHx0e9evVSr1691KVLF7Vu3VouLi6SbhSVzp8/r4sXL1qU2/nz5422v7+/nT5x1Tty5IhGjx6tuLi4YvfS0tKUlJSknTt3au7cuerfv78WL15cZlEzJSVFnTp1KnJtwIAB+vLLL+2ee0pKitGmYAcAAAAAQMVQsEOF5ebmqmPHjjp69Gixey4uLurUqZOeeuopDRs2THfccUeR+w0bNtS//vUvzZ49WwsXLtTHH3+sU6dOKSMjQ2vXrtXatWvl5eWlX375RU2aNJEk3Xfffdq0aZMuXryogwcP6g9/+EOZ+X311VdG+7777iuz75IlS/T0009b+MmrztmzZxUaGqoLFy5IuvHevyeffFJt2rSRt7e30tLStGfPHi1ZskQpKSnasGGDunXrpri4OHl5eTk4+xv531R4xaM1zpw5U+b93xeKATi37OxsR6dQJrPZXGIbKIx5AksxV2AJ5gksxVxxHlXxb1oKdqgwNzc3LViwQD179lSNGjV0zz33qEOHDurdu7d69eql2rVrlztGQECAXn31Vb3yyiv64YcftGrVKm3cuFEnT57UtGnTjGKdJA0dOlSbNm2SJL388svasGGDTCZTieN+/vnn2r17tyTpgQceUNOmTe3wiW1z4sQJubq6Gt/n5eWV+8wrr7xiFOtGjx6txYsXq0aNon+uAwcO1EsvvaQ+ffpo9+7dSkhI0Pz58/Xiiy+WOGbdunW1dOnSItcqa/XbuXPnjHZgYKBNYzVu3NjWdAA4kS1btjg6BYv9/pUJQEmYJ7AUcwWWYJ7AUswVx7p06VKlx6BgB6v06NFDP//8s5o2bSoPDw+rxzGZTOratau6du0q6UZxq1GjRkX6jB49WnPmzNHPP/+sr7/+WmPHjtX7779f7PTR1atX63/+53+M7998802r87Kn5s2bV/iZ6OhoSTeKo/Pnzy9WrLvJz89Pc+fOVZcuXYznSivYeXl5KSwsrMK5WKPwqjh7nNILAAAAAMDthIIdLJaRkVFk2W1AQIDS09OVnp5utxh+fn7KyMhQRkaGJMnHx0eenp764osv1KlTJ6WlpWnJkiVav369+vXrpyZNmujq1av67rvv9NNPPxnjvPbaa+rdu7fd8qpqV65ckST5+vrKz8+vzL6FV6ClpaXZPZcNGzZo1apVkm78XAsfUjF9+nQlJSUpICBA8+bNM64fPnxY0o3fX4MGDWyKn5SUVOb95ORkdejQwaYYAKqOs/9vs9lsNv6LdWhoqDw9PR2cEZwR8wSWYq7AEswTWIq54jzKe3WTPVCwg8WmTJlSbEtlZfvoo480ceJENW/eXDt37tSQIUN06NAh/fbbb1q2bFmx/jVr1tS7776ryZMnV2meZVm3bp1xgIYkjR071tjuWpoWLVooPj5eqamp2rZtm0JDQ0vtu3btWqPdsmVL2xP+nUOHDunTTz+VJE2cOLFIwS46OloJCQnGCcA33SzYNWvWzOb4tm6pBeBcnOE9m5by9PSsVvnCMZgnsBRzBZZgnsBSzBXHqoqfPQU7VBvNmzfXwYMHtWrVKkVFRSkuLk6XLl2St7e3QkJC1LdvX02cONHpTiXt27dvkS2tlvxhT5o0ySg6hoeHa8GCBRo0aFCRd+FlZWVp0aJFRbbARkRE2DFz65jNZp06dUqSihT3AAAAAACAZSjYwWIRERHq2bNnhZ5ZuXKlvv76a0nSk08+qV69elXo+QcffLDI966urho1apRGjRpVoXGqm4iICMXGxuqzzz7TxYsXNWTIENWqVUutWrWSj4+PLl++rPj4eGVlZRnPvPzyy+revbsDs77h4MGDys/PlyS1bt3awdkAAAAAAFD9ULCDxTp16qROnTpV6JmDBw8aBbv27dvriSeeqIzUKqRr16566aWXJElt2rRxcDYlc3Fx0cqVK9WtWzdFRkYqMTFRly9f1vbt24v1vffeezVz5kwNGDDAAZkWt2PHDqPdtm1bB2YCAAAAAED1RMEO1d4vv/yiNWvWaO/evUpISFBqaqrS09NlMpnk6+urevXqqXXr1urYsaMef/xx9ezZs8IrBR3BZDIpIiJC48eP1/79+7Vv3z6dP39eWVlZ8vH5/9i787ia8v8P4K/2Uk3Kkkg1yJiyzIzsZGvK2MZSk68sxZjEWMbYZmwNxpexD2Mf2ZKGyDYZihDK7kuWyEQog0ppr3t/f/TrfOuruucu3Vu8no+Hx+Pccz7n83nfHN/vePl8zscE1tbWaNu2baW8t04Z586dE47btGmjwUqIiIiIiIiIqicGdlQp8vLykJSUVGpzhSdPnuDx48eoV68e9PX1lR7j6tWrmDp1Kk6dOlVum9zcXLx8+RKxsbEIDg7GlClTMHjwYCxZsgSNGjVSugag6F1ysbGxuHbtGszMzODp6amSfotpa2vDyckJTk5OCt1/8+ZNAFDJz1yMSZMmwcfHBzo6Oqhfv75axiQiIiIiIiJ6lzCwI5UoLCxEWFgYDhw4gAsXLuDevXvCe8yKLVmyBEuWLIGOjg6aNWuGDh06YPDgwXBzc4OWlpZc4wUGBmLUqFHIy8sTzjVv3hxt27ZF48aNYWpqColEgvT0dNy/fx/nz59HfHw8pFIp9u3bh/DwcBw4cADdunUTNd7p06cxc+ZM5ObmIjs7GxkZGUIA+fjxY+G7jh49WuWBnbLU/R65ina0JSIiIiIiIiLZGNiR0sLDwzF+/HjExcWJal9YWIjY2FjExsZiy5YtaNGiBTZt2oT27duLuv/q1avw8fFBfn4+AKBXr15YtmwZHB0dK7zv/PnzmDRpEi5fvoy0tDS4u7vj5s2bsLKykjlmdHQ0oqOjK2xjYGAAOzs7Ud9BLDs7O2HHVWXZ2toiISFBJX0RERERERERUeVhYEdKCQwMxIgRI4QZZjY2Nhg6dCicnZ1hb28PS0tLGBkZQSqVIjs7G8nJyYiLi8Pp06exe/duPHv2DDdv3kTXrl1x8OBB9OrVS+aYS5cuFcI6T09PBAUFiZqh17FjR0RFRaFr166IiYnBq1evsG7dOixYsKDM9kZGRrC0tBQ+6+jowNDQEMbGxqhduzYaNGiAhg0bolmzZnB0dESLFi3UtuyU3hYeHo64uDjY29truhSqorKzs3H8+HEAgKurK4yMjDRcERERERERUdkY2JHCUlJS4OvrK4R106ZNw6JFi6CrW/Zjpaenhw8++ABNmzZF3759sXDhQkyePBkbNmxAXl4efHx8kJCQAAMDgwrHLblT6qJFi+RaTmtgYIAff/xR2FH17Nmz5bb19PTU+PLWZcuW4c2bN0r14ePjU+H1Z8+e4dChQ+Vej4mJEY7DwsLw4MED4XNaWhoAICMjAxs2bBBdk5eXF0xNTUW3JyIiIiIiInqfMLAjhUVGRiIzMxMA0LhxYyxZskTu8Gzt2rUIDQ1FcnIykpOTceXKFXTs2LHC+7KysoTjunXryl13yXsyMjLkvl+d3N3dle5DVmAXFxcHPz8/UX0tWrSozPMpKSmi+wCKljEzsCMiIiIiIiIqm7amC6DqS96NIsTQ1pb9SJZc8hgSEiL3GKGhoWX2RURERERERERUFTCwI4U5OzvD2NgYABAfH4+pU6cK75YTIycnB+PGjUNycjIAoF69evj0009l3jdixAjheMKECTh69KjoMbds2YJly5YJn729vUXf+67q1q0bpFKpWn+penMOIiIiIiIioncJl8SSwmrVqoVff/0Vo0ePBgCsWLECwcHBGDJkCLp27YqPPvoI9erVQ40aNQAULWV99uwZ7t69i8jISOzZswfPnz8HUDSzbuPGjTLfXwcAvr6+CAkJwcmTJ5GRkYG+ffuiS5cu8PT0RLt27dCoUSOYmppCKpUiPT0d9+/fx7lz57Br1y7cuHFD6GfUqFGiNrkgIiIiIiIiIlInBnaklFGjRsHc3Bx+fn54/vw5nj59iuXLl2P58uWi+7CxscHvv/8OFxcXUe11dHRw9OhR+Pn5Yfv27ZBKpTh79myFG0iUpKenh6lTp2LhwoWiayQiIiIiIiIiUhcuiSWlDRw4EAkJCQgICEC/fv1gYmIi8x4zMzMMGjQIu3fvxoMHD0SHdcUMDQ0REBCAK1euYMyYMahTp47Me2xtbTFlyhTcuXMHixYtEvW+PCIiIiIiIiIideMMO1IJQ0NDeHt7w9vbG1KpFImJiXj48CHS0tKQmZkJLS0t1KhRA+bm5mjcuDEaNGigkk0rPv30U2zatAkbN27Eo0ePcPv2bbx69QoZGRnQ0tKCqakpLC0t0bx5c1hZWangm4pz+fLlcq9FRUWhoKBAbbXs3bsXAIT3DRIRERERERFR1cbAjlROS0sLNjY2sLGxUeuYdnZ21WIzA2tra7WO5+7urtbxiIiIiIiIiEg5XBNIRERERERERERUhTCwIyIiIiIiIiIiqkIY2BEREREREREREVUhDOyIiIiIiIiIiIiqEAZ2REREREREREREVQgDOyIiIiIiIiIioiqEgR0REREREREREVEVwsCOiIiIiIiIiIioCtHVdAFEVVVCQgI+/PBDAICtrS0SEhJk3pOVlYUvvvgCZ86cAQC4urri0KFDMDAwKPeeHTt2YOTIkcLnfv364dChQ6Lr9Pb2xvbt2wEAAQEB8Pb2LrftnTt3sHv3bpw9exZ3795FWloaAKBmzZpo0qQJWrdujd69e8PFxQU6OjrCfSV/FqoilUpV2p+LiwvGjRun0j7p3bV27VpNl/DeOnHihKZLICIiIiKq8hjYEalIbm4uBgwYIIR1Xbt2RWhoaIVhHQDs2rULAPDBBx8gPT0dx44dw6tXr1CrVi2V1ZaZmYnx48djx44dZQZlz58/x/Pnz3Hu3Dn8+uuvaNKkCf744w98+umnKquBiIiIiIiIiMRhYEekAvn5+XB3dxdmjnTo0AFHjhyBkZFRhfclJSXh5MmTAIClS5fC19cX+fn5CA4OVtlssby8PLi4uCA6OhoAYGlpiREjRqBdu3aoV68eACAlJQX/+c9/cOzYMURFReHBgweIjY0VArv69evj0qVLFY6zadMmbN68GQAwZswYfPPNNyqpn4iIiIiIiOh9w8COSEmFhYUYOnQojhw5AgBo3bo1wsLCYGJiIvPeoKAgFBYWwtzcHKNGjcLmzZtx+fJl7Nq1S2WB3apVq4SwztnZGYcPH8YHH3zwVrt+/fph1qxZ+M9//oMpU6ZAW/u/r7jU19eHk5NTheMUf3+gKOCT1Z6IiIiIiIiIysZNJ4iUIJFIMHLkSOzbtw8A0LJlSxw/fhxmZmai7i9eDtuvXz/o6uriq6++AgBcuHABDx8+VEmNO3fuFI5XrFhRZlhXUsuWLREeHg4PDw+VjE9ERERERERE8mFgR6QgqVQKX19fBAYGAgCaNWuGEydOwMLCQtT9d+7cwbVr1wAAAwcOBAAhsAP+G+YpKz4+Xji2t7cXfZ+enp5KxiciIiIiIiIi+TCwI1LQxIkTsWXLFgBA48aNERERgbp164q+vziQq1GjBtzc3AAU7Ubbtm3bUteVpav735Xv9+/fV0mfRERERERERFR5GNgRKWD69OlYu3YtAMDGxgYnT55E/fr1Rd8vlUqxe/duAECvXr1KbU5RvBT1/v37iImJUbrWFi1aCMffffcdCgoKlO6TiIiIiIiIiCoPN50gktO8efOwdOlSAEWbK5w8eRI2NjZy9REVFYWEhAQA/10OW8zDwwPTpk0DUDTLrl27dkrVO2rUKJw/fx4AcPbsWfTo0QObN2/GRx99pFS/6vLkyZMKryclJampEiJShezsbE2XUKGcnJwyj4lK4nNCYvFZITH4nJBYfFaqDnX8Ny0DOyI5LFmyBPPnzwdQtJQ1IiICjRs3lruf4uWuenp66Nu3b6lrtra2aNeuHWJiYhAcHIyVK1eWWtYqLx8fHxw4cABHjx4FUBTaOTg4oF+/fhg/fjxcXFygpaWlcP+VrWHDhpougYhU6Pjx45ouQbQzZ85ougSqBvickFh8VkgMPickFp8VzXr58mWlj8ElsUQi/frrr5g5c6bwOSsrCzdv3pS7n7y8POzduxcA0L17d9SsWfOtNsWbT7x48QJ//fWXghUX0dbWRkhICHx8fIRzEokEBw8ehKurK5o2bYrly5cjPT1dqXGIiIiIiIiISDU4w45IhKdPn2Ly5MkAAEdHR9y7dw8FBQXw9fVF+/bt5ZoF9ueffyI1NRXA28thi3l4eGDq1KmQSqXYtWsX+vTpo1T9BgYG2Lp1K0aOHImFCxciPDxcuPbgwQNMnToV8+fPx7Rp0/D999+XeqeepiUmJlZ4PSkpSdiog4iqPldXV02XUKGcnBzhX6ydnZ1haGio4YqoKuJzQmLxWSEx+JyQWHxWqg5Zr25SBQZ2RCIUb9Tg5OSEEydOYOXKlZg/fz5SU1MxfPhwnDx5Etra4iasFi+H1dLSwpdffllmm4YNG6J9+/a4cOECDh48iIyMDJiamir9Pbp27YquXbviypUr+O233xAcHIysrCwAQHp6OubMmYNdu3YhODgYrVq1Uno8VbC2ttZ0CUSkQlXpHwRkMTQ0rFb1kmbwOSGx+KyQGHxOSCw+K5qljp89l8QSiVQc1tWsWROzZ8/GZ599BgA4ffo0lixZIqqP169f48iRIwCADh06wMrKqty2xctis7OzERISomT1pbVu3Rpbt27Fs2fPsGDBApibmwvX7t27hy5duuDSpUsqHZOIiIiIiIiIxOEMOyIRLCwshLAOKNosYseOHWjdujVyc3Mxb948uLi4oE2bNhX2s3fvXuTm5gIA6tWrhz179pTbViKRCMe7du2Ct7e38l/kf5iZmWH27Nn49ttv4efnJ9STkZGBr776Cnfv3oWBgYHKxyUiIiIiIiKi8jGwIxLB1NT0rc0hHB0dsXDhQkybNg35+fnw8vLCtWvXYGxsXG4/xcthAWD//v3Yv3+/qPFPnTqFZ8+eoX79+op9ARlq1qyJoKAgNGnSBAsXLgQAJCQkIDQ0FJ6enpUyJhERERERERGVjUtiiZQwZcoUdO7cGQBw//59TJw4sdy2iYmJCm+9LZFIsHv3boXulYe/vz8aNWokfI6Jian0MYmIiIiIiIioNAZ2RErQ1tbG9u3bYWJiAgDYunUr9u3bV2bb3bt3QyqVCu2kUqnMXzk5OULfJWfnVRYdHZ1Sy3qLN6QgIiIiIiIiIvVhYEekpEaNGmHZsmXC52+++abMLZ4DAwMBFL3/bsCAAaL6NjAwQJ8+fQAAN27cwK1bt+SqTSKRCCGhWG/evBGO69WrJ9e9RERERERERKQ8vsOOSAV8fX0RGhqKY8eOITU1FcOHD0dERAS0tYsy8Rs3buDmzZsAgB49epTalVWWwYMHIzg4GACwc+dO0TvSAsDNmzfx448/Ys+ePTA1NZXZPjMzE+fPnxc+d+vWTfRYmhYeHo64uDjY29truhSqorKzs3H8+HEAgKurq1q2YiciIiIiIlIEZ9gRqcjvv/8uBHGRkZH45ZdfhGsll7N6eHjI1W/v3r2FYCEoKEiuGXNSqRR//vkn2rdvj4iIiArb5uXlYezYsUhNTQUAtGzZEs7OznLVSkRERERERETK4ww7IhWpX78+1q5dCy8vLwDA3Llz4eLigs8++wxBQUEAAF1dXdHLYYsZGxvDzc0NoaGhSExMRGRkJLp37y5XH7dv34aLiwvatWuHL774Ai1btkSdOnWgra2NFy9e4PLlywgMDMTff/8NAKhVqxZ27twpzBAkIiIiIiIiIvVhYEekQkOHDsWBAwewb98+5Ofnw8vLCytWrMDTp08BAN27d0etWrXk7nfw4MEIDQ0FUDRbT2xg17RpU0yaNAm//fYbCgoKEBMTI3Pn1y5dumDz5s346KOP5K6TiIiIiIiIiJTH6TNEKrZ+/XpYWloCAOLi4hASEiJcc3d3V6jPfv36QV9fHwAQEhKCnJwcUffVqFEDq1atwuPHj7Fq1SoMGjQIzZo1g7m5OXR1dWFgYABLS0t06tQJkydPRlRUFM6cOcOwjoiIiIiIiEiDOMOOqBx2dnZy77AKALVr10ZycnKpc1u3blWqFjMzM+Tm5pZ5bdu2bdi2bVuF91tZWWHSpEmYNGmSUnVUxN/fH/7+/pXWPxEREREREdH7gjPsiIiIiIiIiIiIqhAGdkRERERERERERFUIAzsiIiIiIiIiIqIqhIEdERERERERERFRFcLAjoiIiIiIiIiIqAphYEdERERERERERFSFMLAjIiIiIiIiIiKqQhjYERERERERERERVSEM7IiIiIiIiIiIiKoQBnZERERERERERERViK6mC6B3R25uLk6dOoXjx4/j1q1buH//PtLS0pCZmQktLS2YmJigVq1aaNq0KT755BP06tULHTt2hLa2enPjLVu2YMuWLQCAOXPmoE+fPiofIy8vDxKJBABgaGhY6pqdnR0ePXoEAJBKpRX2Y2JigoKCApnj3bt3D7a2tmVe09LSAgDY2toiISFBZl9EREREREREpFkM7EhphYWFWLVqFZYuXYrnz5+X2y4lJQUpKSm4f/8+jh49ip9//hn29vaYN28evLy8FBp75cqViI+PBwDMnDkT1tbWMu958uQJYmJiAAAvXrxQaFxZOnbsiCtXrgAA8vPzoaur2B+1nJwcFBYWymwnK/gjIiIiIiIiouqDgR0pJTs7G3369MGpU6eEc82bN0e/fv3wySefwMbGBsbGxpBIJMjIyEB8fDxiYmIQGhqKpKQk3L9/H8OGDUNERAR+//13YTaYWHv37sWFCxcAABMmTFDpd6sKdu/eLczUq0idOnVUOu7ixYuRk5Ojkr4sLCwwceJElfRFRERERERE9D5gYEdKmTJlihDW1apVC1u3bkX//v3Lbd+5c2eMHDkSq1evxq+//ooZM2agsLAQAQEB+PTTT+UO3UqGWTVq1FDsS5Tj2LFjWLx4sai2CxcuROfOnVU6PgB89dVXKu9TjMWLF+P169cq6cvR0VEtgZ2LiwvGjRtX6ePQu2Ht2rWaLuGdd+LECU2XQERERERUbTGwI4VlZWUhICBA+BwYGAg3NzdR9+rp6eH777/Hmzdv4O/vDwBYs2aN3IFd8RJcLS0tmJuby3WvLMnJyTh9+rSoti9fvlR6vIyMDPzwww9K9wNUrTDCxMRE0yUQERERERERVSsM7EhhiYmJyM3NBVAUyogN60oaMmSIENg9fPgQUqlU9LLY/Px8JCYmAgAaNWpUqcGQvb09HBwcyr1uZWWl9BiZmZn47bfflO4HUD6wS0tLU7oGfX195Ofnw9jYWOm+iIiIiIiIiN4nDOxIYfXq1YO2tjYkEgkyMzPx8OFDNGrUSK4+bty4IRxbWVnJ9Q67GzduCBsyfPbZZ3KNK69BgwaJXh6rKAMDA/Ts2bNSx1CX7Oxs5OfnA+AMOyIiIiIiIiJ5MbAjhZmZmWHw4MHYu3cvpFIp+vfvj6CgILRo0ULU/YcPH8bYsWOFz6NGjZJr/LCwMOH4yZMncs3Oq4rMzc0RHh6u6TJUIj09XTiuXbu2BishIiIiIiIiqn4Y2JFS1q9fj9jYWNy+fRuxsbFo1aoVnJ2d8fnnn8PBwQENGjRAjRo1IJVK8ebNGzx69AhXr17F0aNHcfv2baEfV1dXzJ49W66x//jjD+H4woULCAgIkDv0q+okEgnCw8Oxf/9+XLp0CcnJycjKyoKpqSmsra3RoUMHDBkyBG3atJHZV25uLqKjo0uds7CwQNOmTVVed8nAztLSUuX9ExEREREREb3LGNiRUmrVqoWLFy9i1qxZ2LRpE7Kzs3H69GnRmzVYWFhg6tSpmD59OnR0dESPe+zYMdy6davUuRkzZqB///5yzegaO3Ysvv3221LnLl26hI8//lh0H5Xl3r17GD58OC5duvTWtbS0NCQmJuLChQtYsWIF+vbti61bt6JOnTrl9pecnIwOHTqUOvfll18iNDRU5bUnJycLxwzsiIiIiIiIiOTDwI6UZmxsjFWrVmHOnDkICwtDZGQk7t69i4SEBKSnpyM7OxsAUKNGDZibm6NRo0ZwcHBAz5494ebmhho1asg1XmFhYanZeN9++y3Wrl2Lly9fYvDgwThx4gT09fVF9ZWbmytsnFGyf017+vQpnJ2d8c8//wAAPv74Y4wYMQItWrSAsbEx0tLScPHiRQQEBCA5ORlHjhxB9+7dcenSJRgZGWm4+qL6i9WtW1eDlRARERERERFVPwzsSGVq1aqFYcOGYdiwYZU6zrJly3DlyhUAgJubG9asWYO0tDTs2rULZ86cwddff40dO3aI6qt46W5Jqn7nWnx8fKnZgwUFBTLvmT17thDWDR8+HFu3boWubuk/rgMGDMCMGTPg5uaGmJgYxMbGYs2aNZg+fXqZfdatWxfbt28vda6yZr89e/ZMOLa2tlaqrydPnlR4PSkpSan+iahyFP9jTXWTk5NT5jFRSXxOSCw+KyQGnxMSi89K1aGO/9ZlYEeixcTE4O+//1brmG3atEHjxo2Fz3/99RfmzJkDoGhX1eXLlwMA1qxZgytXruDOnTvYuXMn8vPzERAQAENDwwr7Hzp0KLy9vSutfgBo1qyZ3PccPnwYAKCnp4c1a9a8FdYVMzMzw4oVK9CpUyfhvvICOyMjI/Tq1UvuWhRRMmRr0qSJUn01bNhQ2XKISAOOHz+u6RKUdubMGU2XQNUAnxMSi88KicHnhMTis6JZL1++rPQxGNiRaOvXr39rhpY6xiwO7M6fP4/BgwcjPz8fALB27Vo4OjoCAGrWrIljx46hY8eOePr0Kfbs2YNWcwU+AAAgAElEQVT4+HiEhIRUy8Dn9evXAABTU1OYmZlV2Lbk90tLS1N5LUeOHMGePXsAAHPnzi21ScUPP/yAxMRE1KlTBytXrhTO3717FwBgYmICKysrlddERERERERE9C5jYEfVQlBQEEaNGiVM+/Xz88PXX39dqo2NjQ0iIiLQu3dvPHz4EJcuXYKDgwMWLFiACRMmyLWphSodPHgQ2trawufRo0cLy13L8/HHH+PmzZtISUnBmTNn4OzsXG7bAwcOCMf/u7xXFW7duoXAwEAARZt0lAzsDh8+jNjYWNja2pYZ2JWcHamoxMTECq8nJSWhbdu2So9DRKrl6uqq6RIUkpOTI/yLtbOzs8yZ2vR+4nNCYvFZITH4nJBYfFaqDlmvblIFBnYk2rZt27Bt2za57hkyZAiCg4MBAHv37oW7u7tc96enp8PX1xebNm0Szvn5+WHt2rVltv/oo48QExODgQMHIioqCm/evMF3330HiUSCKVOmyDW2qvTu3bvUklYxm0L4+flh3LhxAAB3d3esW7cOAwcOLBU6ZmVlYfPmzaWWwPr6+qqwcsXk5OTg0aNHAFAq3FOUsu/AIyLNqAob4CjL0NDwnfgeVLn4nJBYfFZIDD4nJBafFc1Sx8+egR1VaR4eHsJ7kLS1tTFv3jzMnTu3wntq166NU6dOYfny5fjpp5/g5uaGyZMnq6NclfH19cXp06cRHByMFy9ewMPDA+bm5nB0dISJiQlSU1Nx8+ZNZGVlCffMmjULPXr00GDVRa5fvw6JRAIAaN68uYarISIiIiIiIqp+GNhRlRYUFIQ+ffrg1atXCAgIEDZXkEVXVxczZsyAh4cHrKysSi1JrQ60tbURFBSE7t27Y/HixUhISEBqaiqioqLeatuyZUvMnz8fX375pQYqfdv58+eF41atWmmwEiIiIiIiIqLqiYEdKcXExASZmZmi2np4eFR4vWfPnggPDy91zsLCAhEREQCAGjVqyF1fo0aN5L6nqtDS0oKvry/GjBmDq1ev4sqVK3j+/DmysrJgYmICa2trtG3btlLeW6eMc+fOCcdt2rTRYCVERERERERE1RMDO6ryFAnq1CkrKwuxsbG4du0azMzM4OnpqdL+tbW14eTkBCcnJ4Xuv3nzJgBAX19flWWVa9KkSfDx8YGOjg7q16+vljGJiIiIiIiI3iUM7Egp27dvR35+vsL3p6SkYPz48XLfV7w0VF9fXy07hJ4+fRozZ85Ebm4usrOzkZGRgSdPnuDx48d4/Pix8M620aNHqzywU5a63yNX0Y62RERERERERCQbAztSyuDBg5W6/8mTJwoFdl26dAEAWFpaIjk5WakaxIiOjkZ0dHSFbQwMDGBnZ6fSce3s7IQdV5Vla2uLhIQElfRFRERERERERJWHgR29d/z9/eHv7y+znZGRESwtLYXPOjo6MDQ0hLGxMWrXro0GDRqgYcOGaNasGRwdHdGiRQu1LTult4WHhyMuLg729vaaLoWqqOzsbGHXaVdXV7VsxU5ERERERKQIBnakFHk2nahuPD09Nb68ddmyZXjz5o1Sffj4+FR4/dmzZzh06FC512NiYoTjsLAwPHjwQPiclpYGAMjIyMCGDRtE1+Tl5QVTU1PR7YmIiIiIiIjeJwzsiKowd3d3pfuQFdjFxcXBz89PVF+LFi0q83xKSoroPgCgV69eDOyIiIiIiIiIysHAjlSifv36iIiIUKoPY2NjFVVDRERERERERFR9MbAjldDT00OzZs00XQYpoFu3bpBKpZoug4iIiIiIiIj+HwM7qtYyMzOxcOFCpfqYMWMG9PT0VFQREREREREREZFyGNiRSjx69AhaWlpK9zNjxgwsXrxYdPs3b95gzpw5So05efJkBnZEREREREREVGVoa7oAIiIiIiIiIiIi+i/OsCOlbN++Hfn5+Srrz8HBQVS7qv7OtcuXL5d7LSoqCgUFBWqrZe/evQC4qQcRERERERFRdcHAjpQyePBgTZdQ7VhbW6t1PHd3d7WOR0RERERERETK4ZJYIiIiIiIiIiKiKoSBHRERERERERERURXCwI6IiIiIiIiIiKgKYWBHRERERERERERUhTCwIyIiIiIiIiIiqkIY2BEREREREREREVUhDOxIo7Zt2wYtLS1oaWnB399f0+WoTF5eHnJycpCTk/PWNTs7O+E7y2JiYgJDQ0OZvx49elRuH8Vj2dnZKfOViIiIiIiIiEhNdDVdAL0b0tPTkZCQgLy8PDRs2BCWlpaVNtaRI0fw8uVLue6RSqUoKChAfn4+CgoKIJFIMGLECFhYWFRKjR07dsSVK1cAAPn5+dDVVeyPWk5ODgoLC2W2k0qlCvVPRERERERERFUPAztSysWLFzFv3jyEh4ejoKBAOP/ZZ5/h+++/x9ChQ1U+pr+/vxCGKUpXVxdffvllpQV2qrJ7925IJBKZ7erUqaPScRcvXlzm7EBFWFhYYOLEiSrpi4iIiIiIiOh9wMCOFLZ8+XJMnz69zEDp6tWr8PLywsGDBxEYGKjwDDNV0NXVhYGBATIzM4Vzfn5++PDDDyu879ixY1i8eLGoMRYuXIjOnTsrVWdZvvrqK5X3KcbixYvx+vVrlfTl6OiolsDOxcUF48aNq/Rx6N2wdu1aTZfwTjhx4oSmSyAiIiIieicxsCOFbNu2DVOnTgVQ9I40Ly8v9O/fH4aGhjh37hzWrVuHjIwM/PHHHzA1NcWWLVtUNnZkZGSp2XwlFb+vTUtLSwjqtLW1MWHCBOEv6I0aNcL8+fNljpOcnIzTp0+LqkneJbplycjIwA8//KB0P0DVCiNMTEw0XQIRERERERFRtcLAjuSWnJyMyZMnAygKyIKDg+Hh4SFc79evH4YPH45u3brh5cuX+P333zF06FD06NFDJePLEwAVFhZi0qRJQoBlbGyM/fv3o2bNmnKNaW9vDwcHh3KvW1lZydVfWTIzM/Hbb78p3Q+gfGCXlpamdA36+vrIz8+HsbGx0n0RERERERERvU8Y2JHcVqxYISyXnDBhQqmwrpijoyPWrVsnLOmcP3++ygI7sZ48eQIfHx+Eh4cDAExNTfHnn3+iVatWcvc1aNAg0ctjFWVgYICePXtW6hjqkp2djfz8fACcYUdEREREREQkLwZ2JJeCggLs2LEDQNG74WbMmFFuW3d3dzRr1gx3797FmTNn8PDhQzRq1EgtNW7cuBGzZs0SgkVra2vs378fbdq0qfTxFWVubi6Ei9Vdenq6cFy7dm0NVkJERERERERU/TCwI7ncuHEDz58/BwB06NAB9evXL7etlpYWBg0ahEWLFkEqleLEiRPw9fWttNoKCwuxb98+zJs3D/fu3RPOW1lZITo6Gg0aNKi0sSuLRCJBeHg49u/fj0uXLiE5ORlZWVkwNTWFtbU1OnTogCFDhogKInNzcxEdHV3qnIWFBZo2baryuksGdpaWlirvn4iIiIiIiOhdxsCO5HL58mXhWMyuqJ06dRKOL168WCmBXWpqKgIDA7Fq1SrEx8e/dT0pKQnt2rXD+PHj4e3trZL3zanDvXv3MHz4cFy6dOmta2lpaUhMTMSFCxewYsUK9O3bF1u3bkWdOnXK7S85ORkdOnQode7LL79EaGioymtPTk4WjhnYEREREREREcmHgR3J5eHDh8Kxvb29zPZNmjQRjssK0xSVlZWF48eP448//sCBAweQk5MjXKtZsyYmTZoEBwcHzJ8/H7GxsXj69Cl+/PFHzJkzB66urvD09ETv3r0rDLg06enTp3B2dsY///wDAPj4448xYsQItGjRAsbGxkhLS8PFixcREBCA5ORkHDlyBN27d8elS5dgZGSk4eqL6i9Wt25dpfp68uRJhdeTkpKU6p+IFJedna3pElSu5P+flDwmKonPCYnFZ4XE4HNCYvFZqTrU8d/BDOxILiV3D7WwsJDZvmQbWTuPbtmyBceOHSt1rm3btvj1119RUFCAq1ev4uzZszh16hQiIiLe+h8oGxsb+Pr6Yvz48TAzMwNQ9B69oKAgLF++HNeuXUNhYSHCwsIQFhYGbW1ttG3bFl27dkWnTp3g4uJSKWFXfHw8dHR0hM8FBQUy75k9e7YQ1g0fPhxbt26Frm7pP64DBgzAjBkz4ObmhpiYGMTGxmLNmjWYPn16mX3WrVsX27dvL3Wusma/PXv2TDi2trZWqq+GDRsqWw4RVZLjx49ruoRKdebMGU2XQNUAnxMSi88KicHnhMTis6JZL1++rPQxGNiRXDIzM4VjMeFWyTZv3rypsO3Tp09LzcwC/rvD6PLlyzFz5swy++/Vqxd8fHzQp08faGtrl7qura0NLy8veHl5ISoqCps2bUJoaCgyMjIgkUgQHR2N6OhoNGnSBLdu3ZL5fRTRrFkzue85fPgwAEBPTw9r1qx5K6wrZmZmhhUrVghLjw8fPlxuYFf8s1KHkrPiSs6yJCIiIiIiIiLZGNiRXIyNjYVjMVNwS7YpDt/K07hx47fCnU8//RQA8N1332Hr1q2Ii4tD3bp14eLigv79+6Nv376laqpI586d0blzZ+Tk5CAsLAyHDh3CiRMn8PTpU6xduxYGBgai+lGH4t1tTU1NhdmC5Sk5A03WLEZFHDlyBHv27AEAzJ07t9QmFT/88AMSExNRp04drFy5Ujh/9+5dAEW/58q+MzAxMbHC60lJSWjbtq1SYxCRYlxdXTVdgsrl5OQI/2Lt7OwMQ0NDDVdEVRGfExKLzwqJweeExOKzUnXIenWTKjCwI7nUrFlTOH716pXM9ikpKWXeW5Zhw4bB39+/zGv6+vrYv38/CgoK0LJlS2hpaYkruAyGhoYYOHAgBg4cCKDovXyNGjVSuD9ZDh48WGrm3+jRo4XlruX5+OOPcfPmTaSkpODMmTNwdnYut+2BAweEYwcHB+UL/h+3bt1CYGAgAGDs2LGlArvDhw8jNjYWtra2ZQZ2jRs3Vnp8ZZfUElHlqQrvzKxMhoaG7/x3JOXxOSGx+KyQGHxOSCw+K5qljp89AzuSy4cffigc379/X2b7km2UDW8cHR2Vur88lRnWAUDv3r1LLWkV8wfbz88P48aNA1D0Hr5169Zh4MCBpd6Fl5WVhc2bN5daAlsZu/DKKycnB48ePQKAUuEeEREREREREYnDwI7k0qZNG+H43LlzMtufP39eOFZk2aJEIoFEIpH7PkVpaWmVCsU0xdfXF6dPn0ZwcDBevHgBDw8PmJubw9HRESYmJkhNTcXNmzeRlZUl3DNr1iz06NFDg1UXuX79uvB71rx5cw1XQ0RERERERFT9aMtuQvRfrVq1Qp06dQAUhXFJSUnltpVKpaWWa/bs2VPu8ebPnw89PT21/VLFEk5V0NbWRlBQEDZs2AA7OzsAQGpqKqKionDs2DHExMQIYV3Lli0RGhqKhQsXarDi/yoZ0rZq1UqDlRARERERERFVT5xhR3LR1dXF8OHDsWLFChQUFGDp0qVYsWJFmW3379+P27dvAyja8IG7hcpHS0sLvr6+GDNmDK5evYorV67g+fPnyMrKgomJCaytrdG2bdtKeW+dMkrOvCw5I5OIiIiIiIiIxGFgR3KbMmUKNm3ahDdv3mD16tXo3LkzBg0aVKrNnTt3MHbsWOHzrFmzFBrLxcVF7p1v/vzzT5w9exYAMGjQILlCI1k7spYlKysLsbGxuHbtGszMzODp6Sl3HxXR1taGk5MTnJycFLr/5s2bAIo27lCHSZMmwcfHBzo6Oqhfv75axiQiIiIiIiJ6lzCwI7k1aNAAv/zyC8aNGweJRAIPDw94e3tjwIABMDQ0xNmzZ7F69Wqkp6cDALy8vNCrVy+FxurcuTM6d+4s1z0vX74UArsvvvgCX3/9tUJjl3T69GnMnDkTubm5yM7ORkZGBp48eYLHjx/j8ePHwjvbRo8erfLATlnqfo9cRTvaEhEREREREZFsDOxIIX5+fnj58iXmzZsHiUSCrVu3YuvWrW+169u3b5nnq5vo6GhER0dX2MbAwEB435yq2NnZCTuuKsvW1hYJCQkq6YuIiIiIiIiIKg8DO1LYnDlz4OzsjNmzZ+PcuXOQSqXCtaZNm+L777/HmDFjoKWlpcEqFWdkZARLS0vhs46ODgwNDWFsbIzatWujQYMGaNiwIZo1awZHR0e0aNFCbctO6W3h4eGIi4uDvb29pkuhKio7OxvHjx8HALi6usLIyEjDFREREREREZWNgR0ppWvXrjh79iyeP3+OBw8eIC8vDzY2NlVmt1VleHp6anx567Jly/DmzRul+vDx8anw+rNnz3Do0KFyr8fExAjHYWFhePDggfA5LS0NAJCRkYENGzaIrsnLywumpqai2xMRERERERG9TxjYkUpYWlqWmo1GquHu7q50H7ICu7i4OPj5+Ynqa9GiRWWeT0lJEd0HAPTq1YuBHREREREREVE5tDVdABEREREREREREf0XZ9gRvee6detW6v2DRERERERERKRZnGFHRERERERERERUhTCwIyIiIiIiIiIiqkIY2BEREREREREREVUhfIcdaZS7uzu6desGAKhZs6ZK+pw4caKwu2rjxo1V0qe8Ll++XO61qKgoFBQUqK2WvXv3AgCMjY3VNiYRERERERERKY6BHWmUiYkJTExMVNqnjY0NbGxsVNqnKllbW6t1vOLwkoiIiIiIiIiqBy6JJSIiIiIiIiIiqkIY2BEREREREREREVUhDOyIiIiIiIiIiIiqEAZ2REREREREREREVQgDOyIiIiIiIiIioiqEgR0REREREREREVEVoquOQQIDA7F+/XqZ7WxtbREYGFjmtcjISHTv3h0AMHLkSGzbtk2VJVY558+fx6BBgwAAnp6eWL16tVrG9ff3x08//QQACAgIgLe3t1rG7datG06fPg0A+Pvvv2FnZ6dUfzExMdi7dy8AwNHRET4+PsqWqDJHjx7FggULAABff/01vv76aw1XJFtCQgIiIyNx584dpKWlQV9fH3Xq1IGTkxO6du0KY2PjCu/X0tICUPRnPCEhQQ0VExEREREREVVfagnsEhMTce7cOZntXr58qbIxZ8+ejZ9//lll/e3btw+DBw8u93phYSFevHghqq+CggIUFBQgPz8fBQUFaNq0KXR0dEq1ycvLw/PnzwEAr1+/lrveBQsWCN9/+fLlGD9+vNx9VGdhYWFYvnw5AMDLy0ulgV16ejoiIyPx+PFj5OXlwcrKCh07doStra2o+1+8eIGYmBgAQK9evWS2P378OOLi4pSquSRPT0/UqVNHVNvY2FhMmTIFJ06cgFQqLbPNBx98gHHjxmHu3LkwMjJSWZ1ERERERERE7yu1BHYODg7w9PSU2a5BgwZqqEYxNWrUqPB6YmIiPvzwQ7n71dXVRXZ2tqJllSsnJwe5ubkAAH19fZX2ffXqVVy9elVU28LCQuFXQUEBhg0bJjosUpRUKhVm1wGAm5ubSvpNTEzE7NmzERQUhPz8/Leud+zYEcuWLUOHDh1UMl6xrVu3Ijg4WGX9devWTdTvwaFDh+Dh4YG8vDzhXJMmTWBlZYXc3Fw8ePAAKSkpSE9Px+LFixEWFobw8HDUrl1bZbUSERERERERvY/UEtj1798f/fv3V8dQAjc3N5iYmCjVx6FDh3DhwgUAqLSZQzY2NtDVVf1vQ2pqqnBsZmam0r4PHTokLJuV15AhQ1RaS1k2btyI27dvAwB0dHTQp08fpfuMjIzE4MGDkZKSUm6b8+fPo1OnTli2bBmmTJmi9JiVxdDQUGabhw8fYsiQIUJYN2zYMCxYsKDUUmWpVIq//voL3377LeLj43Hjxg0MHz4cYWFhlVV6hVxcXDBu3DiNjE3Vz9q1azVdwjvhxIkTmi6BiIiIiOidVCmB3cOHD3H+/Hml+6lfvz569Oih0L1dunRBly5dlBr/3r17QmBnampaYdvatWtj8+bNwmctLa1Sv3R1daGnpwc9PT1ERERg3bp1AIpmLFWGGzduCMctWrSolDFk0dPTg76+PrKysiCVSmFoaIh69epV6phhYWGYOHGi8LmwsBDu7u7Yt28fLCwsFOrz1q1b6N+/PzIyMgAArVq1wo8//oguXbrAyMgIcXFxCAgIwObNm1FYWIjvv/8ev/zyS7n9yTujcvfu3di1a5dCtRfr3bu38BdrMYHdL7/8ItQ5YsQIbN++/a02Wlpa6NWrF6KiotCyZUu8ePECx44dQ0xMDNq1a6dUvURERERERETvs0oJ7M6cOaOSd4a5ubkpHNipQsl3x5mbm1fY1sTERPTmASdPnhSOu3btqlhxFUhPTxeWrOrp6cHe3l6l/f/444+YOnVqqXNlhZMAkJmZiQ8++ABSqRR2dnbC5gOqJpFIsHLlSsyYMQOFhYUAgO7du+PUqVM4deoUWrVqhZUrV8Ld3V3uvr/55hshrOvfvz/27t1baplx27Zt0bZtW3z++efw8PCARCIR3j+oCtra2tDWVm5D55ycHOFYVvgMlJ41M2vWrArb1qtXD6NHj8bixYuFexnYERERERERESlOLUtiq6uSgZ2is7PKUnL24RdffKGyfovt2bNHCGjy8/OxcuVKTJs2rVQbd3d3hISEKNS/vr6+6PfiXb9+HRKJBADg5OSk0HiynDx5EtOmTRNCSgMDA6xfvx4+Pj7YsWMHxo4diydPnsDDwwNOTk6YNm0a+vfvL2qm2dmzZ4VZljVr1sSOHTvK/e6DBg3C+PHjsWbNGgBFszyLd/ot6dq1a9ixY4eiX1chWVlZAIoCXDFLpEtuACNmx96S729U5eYxRERERERERO+jSgns/vWvf6Fv375K96PqzRLkVRzY6evro2bNmirp89atW7h27RqAovfXffLJJyrpt1hOTo4w06nYnDlz8Pnnn6t8LDGKwy6gaLMDVUlKSkJoaCg2btxYavlvmzZtsGnTJuG7jhgxAq1bt8akSZMQERGBy5cvw9PTE6ampvjyyy/h4eGBjh07lrtRwtGjR4XjIUOGyAy7vv32WyGwy83NxeTJk99qs2fPHrUHdq9evQIA0RtCWFlZIT09HUBR6Nq2bdsK21+/fr3UvURERERERESkuEoJ7AwMDGBgYFDmtbi4ODx69Ajp6emoUaMGLC0t0aJFC2EJZVXy5MkTAFDpe9c2btwoHE+ePFnlS0QXLFiAv//+GwDwySef4M6dO8jNzUXv3r1x9uxZNG7cGAAwderUMjeA+OOPP0rtsKqskrP4lA3soqOjERgYiAsXLuDq1auQSqXCtbp162LRokUYNWrUWz9TR0dHhIeH4/Dhw5g3bx6uXbuGjIwM7Nq1S3g3nI2NDSZPnozvvvuu1L33798Xjlu3bi2zxqZNm+KDDz5Aenp6qXs1rXjWm9gdevv06YN79+4BAGbMmIG//vqr3AD92rVr2LZtm/C5d+/eyhVLRERERERE9J5Ty5LYV69eYcmSJdi2bRtevHjx1nVDQ0MMGDAAP/zwA1q2bKmOkmTKy8vDP//8A0B1M4bu3LkjBHbm5uYYM2YMIiMjsWfPnrfaPnv2TO7+9+7di3//+98Ait6pd+DAAURGRsLHxwdJSUno2bMnTpw4AXt7e7Rv377MPm7duiX3uOV5/PgxYmJiAAAtW7YUwkJF1a5dG7///nupTRvatGkDPz8/DBkyROZOvv369UO/fv1w+fJlbNmyBfv27RNmnqWkpJS5fPXNmzfCsbGxsag6jY2NkZ6eLixD1bScnBzhezRo0EDUPdOnT0dAQABSU1MRGRmJdu3aYd68eXBxcRF2X3706BECAwOxaNEi4ffEy8tLY5ucEBEREREREb0rKj2wu3r1Knr37l3hS/hzcnKwZ88ehISEYN26dTI3b4iNjcWyZctKnevRowc+++wzldQMAE+fPhVmcDVs2FDp/goKCjB27Fjk5+cDAPz9/WFiYoJbt26VmnWnqMDAQIwaNUqoedWqVbCzs4O3tzcePnyIBQsW4NGjR2jdujU2bNiAoUOHKj2mLKtXrxbqEbshR0WaNGmC5cuXIywsDJ06dUKfPn3QvHlzuftxcnKCk5MT1q9fj9u3b+Ps2bOwtLSEra3tW23r1q0rHBfPuKxITk6OMJvN0tJS7toqw+PHj4VjGxsbUfdYWlri6NGj6N27N9LS0nD9+nUMHDgQAPDBBx8gNzcXubm5pe5xcXHBpk2bVFf4/5P1c09KSlL5mEQkjry7XlcHJTfpKXlMVBKfExKLzwqJweeExOKzUnWo47+DKzWwS01NLRXWderUCVOnTkXnzp1Rq1YtZGVl4fr169iyZQu2b9+O/Px8fPPNN7C3t69w99TLly/j8uXLpc799NNPpTZzUFZCQoJw/M8//2Dt2rVvtRk2bJjod9tNmDABZ86cAVC0M+yECRMAFL0fr6yZW4WFhaL+AObl5WHOnDlYunSpEI79/PPPGD16tNBm/vz50NfXx5w5c5CRkQEvLy/s378f8+fPh4ODg6j65fXq1SshiDQwMICXl5dK+vXz84Ofn59K+tLS0oKjoyMcHR3LbdOhQwdh2ezRo0ff2rzjf4WFhQmhbKdOnVRSp7ISExOFY3nC5w4dOuD27duYN28eAgMDhRmDxe+2K9akSRNMmTIFvr6+Su9mWxZVBOZEVDmOHz+u6RIqVfH/bxNVhM8JicVnhcTgc0Ji8VnRLHVstlipgd26deuEsG7QoEHYu3dvqb/QGxsbo1OnTujUqROcnJzw7bffQiqVwt/fH6dOnZJrrBUrVpTa1VWVzpw5U+YfBhcXF5mBnVQqxaxZs7BhwwYARe8QCwgIEN6z9s033+Cbb755677IyEh07969wr7PnTuHcePG4T//+Q8AQFtbGwsXLsQPP/zwVtvZs2fj448/xpgxY5CamoqQkBAcOHAAfn5+ZYaRypo7dy4yMzMBFIVsyuyye/jwYaEvdenTpw9MTU0xaNAgTJ06FdnZ2VA6cWsAACAASURBVDh9+jSOHj2KPn36lHlPZmYmZs+eLXw+f/48Onfu/FY7de+iWjJ8LmsWYUWsrKywadMmrFy5EhcvXsTdu3eRmpoKfX191K1bF61bt4aDg4PK38VIRERERERE9D6r1MCuZOjm7+9f4eybcePGYcGCBXj+/DnOnj2LwsJC6OjolNn2q6++wurVq0udqyrvvispOzsbY8aMQWBgIICipYR//fUXPvzwQ6X7XrZsWanZXnXr1kVgYCBcXFzKvWfw4MFo27Ytpk+fjuDgYBgaGmLYsGFK1/K/oqKisH79egCAmZlZqRBLERMmTMCjR49UUZpod+7cQbNmzVCvXj1Mnz4dP/30EwDA09MTv/32G0aMGFEqpIqLi8PIkSNx+/Zt4dyjR4/UXndZSm5+oeizZ2xsjO7du8sMkSUSCV6+fIlnz57h0aNH6Natm8yddWUpOUOwLElJSTJ3sSWiyuHq6qrpElQuJydH+Ec6Z2dnGBoaargiqor4nJBYfFZIDD4nJBaflapDzCuzlFWpgV3JWVG1a9eusK2WlhYsLCzw/PlzYTloeS/5NzIyemvn1qSkpFK7horh5uaGkydPAiia0SbvEkZd3fJ/fOfPn4ePjw/i4uIAADVr1sShQ4fw6aefyjVGecaNG4fjx48jIiICo0ePxs8//yxqB9CGDRsiKCgIP/74I1JSUsrdfEJRqamp8PHxEX4vZs2ahVq1aql0DHWbO3curl+/joMHDyIzMxPe3t6YO3cuOnToACMjI9y/fx/R0dEoLCwEUPQzrugvsffv369w+nJycrJK64+NjRWOTU1N3+rfzMwMRkZGCA4OxrVr18rsQyKRoKCgAHl5ecjOzkZWVpbw6/Xr10hNTUVqairS0tKEnwNQFHwqG9hZW1srdT8RVR5Zm/1Ud4aGhu/8dyTl8TkhsfiskBh8TkgsPiuapY6ffaUGdh999BGio6MBFL3/q6KNBx4+fIh79+4BKPoLutgdOYuVNxuvIiVnSOno6FQYwIl1//59LFiwAIGBgZBIJACA5s2bIzQ0VOldUkuqUaMGDh8+jAcPHlT4DrbylLeTZ9++fYUwtEOHDnL1WVBQAA8PDzx48ABAUeI/ZcoUuWv7XyWXdIpVr149YTn2ixcvZAbGFdHW1kZISAhmz56N5cuXIz8/H48fPy61mUMxFxcX7Ny5861AuaRt27ZVGNipalfisrRq1eqtcwEBAfD29sbhw4eF2aCqwqWyRERERERERPKr1MDO29sb27dvBwBMmTIFFhYWGDRo0Fvtbt26hSFDhggBl7e3d2WWpXKFhYU4ceIEAgICEBISIsww0tbWxujRo7Fy5Uq5A0gxDAwMFArrKlK8g6q8CgsLMXr0aERERAAomlG5e/duhYLUqkhHRwf//ve/MWbMGPz++++IiIjA48ePkZ+fD0tLS7Rv3x7/+te/0LNnT02XqjBTU9NyZ0NqaWlBX18fmZmZwrsiHR0d8dFHH8HCwgLm5uYwNzdHnTp1UK9ePVhbW8PW1hbm5ubq/ApERERERERE74RKDey6deuGCRMmYM2aNcjIyMDgwYPRuHFjtGvXDhYWFsjKykJsbCwuXrwoLKF0cnIqc9OEqmzixIlYt25dqXPt27fHmjVrFAq/lLFjxw6kpKSopC9XV1dRu8jm5uZi6NCh2L9/P4CiqaF//PEHGjRooJI6qpJGjRrh559/xs8//1xpY+zdu1fuezw9PSGRSGBoaIidO3fKdW+bNm0AAOvXrxfePViemTNnYsmSJQCAqVOnVrtwnYiIiIiIiKg6qNTADgBWr14NOzs7+Pv7IyMjA/Hx8YiPj3+rnba2NkaOHImVK1eiRo0alV2WSi1evBinTp3C3bt34ebmhgkTJuCLL77QyHLARYsWCUuLlRUQECAzsHv69CmGDh0qLPE0NDREaGiozM0JlHH58mUhZBJD1rv9FixYoPTGGKrk7u4u9z3Fz5qOjo5C96vChg0bUFBQoJGxiYiIiIiIiN4llR7YaWlpYcqUKRgzZgz279+Pc+fOISEhARkZGcLmEW3atMGgQYNga2tb2eVUClNTUxw9ehQFBQWwt7fXdDlqExoaiq+//hqvXr0CAJiYmGDfvn3v5K6BJNvkyZORm5ur6TKIiIiIiIiIqr1KD+yKmZqaYuTIkRg5cqRaxnN3d0dISIjo9l26dKnw+tKlSzF16tRyr3/44YelPr9+/RovXrwAAFhYWMDCwkJ0Lcq4e/euUvcvXrxY5pLk+Ph4zJgxo9TP18HBASEhIWjWrJlS44vRuHFjBAUFKdVHVFQUfvvtN4XuvXXrFm7dugWgaDmpKjcTISIiIiIiIiJSW2D3vtm5cycmTJgAAJg3bx78/f01W5CKbNu2Db6+vsjLyxPOeXl5YePGjZWysUZZzM3NMWTIEKX6KCgoUDiw27dvH3766ScARe99Y2BX5PXr18K7KP8XtxsnIiIiIiIiEk9tgZ1UKsW5c+cAFL3nrLI3Y/D19YWLi4tSfURGRiI4OFhFFcmnW7du5YYfFQkODkZqaqrC48bExFR4fcCAAVi1ahVu3LiBpk2b4tdff4Wbm5vC472PvL29q81mDV5eXnj69Cn09fVx/PjxCtsaGBioqaqyhYeHIy4u7r1alk7yyc7OFp5jV1dXBslERERERFRlqS2wy83NFZad2traIiEhQa77W7VqhRMnTgAA6tevL7P9559/js8//1zuOksqKCjQWGCnqHnz5qls04my1KxZE3/99Rd2796N8ePHQ19fv9LGKo+8m06Q4mJiYhAfHy+EcUOGDEHz5s0BAB07dtRkaURERERERETvrGqzJNbc3FzpGXOkGpaWlvjuu+80XQZpwCeffIJPPvlE7vtOnToFoGh2LRERERERERFVrNoEdiQ/RZbUVjcDBgzAv//9b6X6qFOnjoqqofJ069ZN0yUQERERERERVRsM7KhaMzMzU8vOtERERERERERE6qKRwO7169dYuHChUn0MGTIETZo0UVFFlevMmTNKf9+hQ4eiUaNGct2zbNkypcYEgO+++w46OjpK9/OuCgsLw8uXL5Xqw9fXt8rP8issLMSqVatU0perqyscHBxU0hcRERERERHRu0gjgV3a/7F353FVlvn/x9/nAAJxEEFxSQxScVRcWtRUjLRMcSnNcClHk7Ei25ylUisb8+c4zFS2qDNOi2ZWai4lWppapqnhboOMS9ooqKCZosThINvvD7/eA8lyOOfAOejr+XjweNznvq/7uj7AxUyPt9d131lZmjx5slN93HTTTbUmsNuwYYPxDC9HderUqcqB3bPPPuvUmJL05JNPenRgN3/+fM2fP9/pflavXq3Y2Ngq35eUlKSkpCSnxh48eLDHB3YFBQUue27hvHnzCOwAAAAAAKiA2d0FAAAAAAAAAPifGlth5+fnV+tegtCnTx8tWLBAknTrrbdW6d4nn3xSTz75ZHWUVaEDBw7U+JiusGjRItlsNklSWFhYhW1btGihhQsXunT8qrz5dMqUKZoyZYpLx3fWli1bVFxc7PLVkIcPH3ZpfwAAAAAAoHK8dKICrVq1UqtWrdxdxjWhcePGdrcNDg7WiBEjqrGa2ue2225zdwkAAAAAAMBF2BILAAAAAAAAeBACOwAAAAAAAMCDENgBAAAAAAAAHoTADgAAAAAAAPAgBHYAAAAAAACAByGwAwAAAAAAADwIgR1qVGFhoWw2m2w2mwoLC43z77//vkwmk0wmk6ZMmeK+Al3k4sWLxvf5axEREcb3WhmLxSI/P79Kv44dO1ZuH5fHioiIcOZbAgAAAAAANcTb3QXg2rJgwQLFx8dLkt555x09/PDDVe5j1apVOnPmTJXuKS4uVkFBgfLz81VQUKCioiKNHj1aISEhVR7fHt27d9euXbskSfn5+fL2duxP7dfBZnmKi4sd6h8AAAAAAHgeAjvUOlOmTDHCMEd5e3tr0KBB1RbYucrHH3+soqKiStuFhoa6dNzExMQyVwc6IiQkRE8//bRL+qpI79699fjjj1f7OLg6zJo1y90leJR169a5uwQAAAAAJRDYocpGjx6tCxculHu9qKhI+fn5stls+uKLL+Tv71+D1V3J29tbvr6+ysnJMc6NGzdON954Y4X3rVmzRomJiXaNMW3aNPXo0cOpOssybNgwl/dpj8TERJ0/f94lfUVFRdVIYAcAAAAAwNWCwA5V9sUXX+jnn3+utF1gYGC1hHXffPONCgoKyrx2+XltJpPJCOrMZrOeeuopY0VN8+bNNXXq1ErHyczM1MaNG+2qqapbdMuSnZ2tSZMmOd2P5FmrhywWi7tLAAAAAACgViGwQ5XdddddOn/+fKlwrE6dOgoICJDZbNaCBQskSeHh4dUyflUCoMLCQo0fP94IsAICArR8+XLVq1evSmNGRkaqbdu25V5v0qRJlforS05OjmbPnu10P5LzgV1WVpbTNdSpU0f5+fkKCAhwui8AAAAAAK4lBHaossWLF5d7bffu3UZg165du5oqqUzHjx9XfHy81q9fL+nSir8vvvhCHTt2rHJfQ4YMsXt7rKN8fX111113VesYNSU3N1f5+fmSWGEHAAAAAEBVEdjBpfbv328c33LLLW6poaCgQP/617/0wgsvGM9hCwsL0/Lly9W5c2e31GSP4OBgI1ys7Uo+47BBgwZurAQAAAAAgNqHwA4utXPnTuO4a9euNTp2YWGhli5dqj//+c86ePCgcb5JkyZKTk5W06ZNa7QeVygqKtL69eu1fPly7dixQ5mZmbJarQoMDFRYWJi6deumESNG2BVE5uXlKTk5udS5kJAQtWrVyuV1lwzsGjVq5PL+AQAAAAC4mhHYwaW++uorSVLdunXVrVu3Ghnz3Llz+uijj/TGG2/oyJEjV1zPyMjQbbfdpieeeEJjxoxxyfPmasLBgwc1atQo7dix44prWVlZSk9P13fffacZM2Zo4MCBmjt3rkJDQ8vtLzMz84rfyaBBg/TZZ5+5vPbMzEzjmMAOAAAAAICqIbCDy5w8eVL79u2TJPXu3Vve3tU3vaxWq9auXatPPvlEn376qWw2m3GtXr16Gj9+vNq2baupU6cqNTVVJ06c0PPPP6/JkyerT58+Gj58uPr3719hwOVOJ06cUExMjE6fPi1JatOmjUaPHq327dsrICBAWVlZ2r59u+bNm6fMzEytWrVKvXr10o4dO6rlzbxVdeLECeO4YcOGTvV1/PjxCq9nZGQ41T+AS8+dxCUl//+k5DFQEvME9mKuwB7ME9iLueI5auK/nwns4DIffvihiouLJUkPPPCAJGnJkiX617/+ZbRxNFwpKCjQ7t279e2332rDhg366quvrvgfqBtuuEEJCQl64oknFBQUJEmKi4vTwoUL9dprr2nPnj0qLCzU6tWrtXr1apnNZnXp0kV33HGHoqOj1bt372oJu44cOSIvL69S30tlXnzxRSOsGzVqlObOnXtFADp48GBNmDBBffv21bZt25SamqqZM2fqueeeK7PPhg0bav78+aXOVdfqt5MnTxrHYWFhTvXVrFkzZ8sBUIm1a9e6uwSPtGnTJneXgFqAeQJ7MVdgD+YJ7MVcca8zZ85U+xgEdnCJ4uJivf/++5IuPRftnnvukSQdO3bM2CbrjNdee00TJ0684ry/v79iY2MVHx+vAQMGyGw2l7puNps1cuRIjRw5Ups3b9bbb7+tzz77TNnZ2SoqKlJycrKSk5PVsmVLY3Wgq7Vu3brK96xcuVKS5OPjo5kzZ5a7WjEoKEgzZsxQdHS0cV95gd3ln1VNKLkqrmXLljUyJgAAAAAAVwsCO7hEUlKS8YZYf39/Y6Xdb37zG91///1Gu2PHjpV6MYW9/vCHP2ju3Lk6dOiQGjZsqN69e+vee+/VwIEDFRAQYFcfPXr0UI8ePWSz2bR69WolJSVp3bp1OnHihGbNmiVfX98q11VdLr/dNjAw0FgtWJ6SK9CysrJcXsuqVau0aNEiSdJLL71U6iUVkyZNUnp6ukJDQ/X6668b5w8cOCBJslgsTj8zMD09vcLrGRkZ6tKli1NjANe6Pn36uLsEj2Gz2Yx/sY6JiZGfn5+bK4InYp7AXswV2IN5AnsxVzxHZY9ucgUCOzituLhYU6dONT6fOHFCM2fO1LPPPqt77rnHWG0nSe+//77i4+OrPEadOnW0fPlyFRQUqEOHDjKZTA7X6+fnp/vuu0/33XefJOnHH39U8+bNHe6vMitWrCi18m/s2LHGdtfytGnTRikpKTp79qw2bdqkmJiYctt++umnxnHbtm2dL/hX9u3bp48++kiS9Nhjj5UK7FauXKnU1FSFh4eXGdi1aNHC6fGd3VILoHKe8OxLT+Tn58fPBpVinsBezBXYg3kCezFX3KsmfvbmypsAFfvnP/+p3bt3lzo3ffr0Us8xc4WoqCh17NjRqbCuLNUZ1klS//79NXDgQOPLnj/scePGGcdxcXFaunSpCgsLS7WxWq1688039eyzzxrnEhISXFe4g2w2m44dOyZJpcI9AAAAAABgH1bYwSlpaWnGs+Xq16+vl156SePHj1dWVpZ+97vfafXq1U4FbEVFRSoqKnJVuZUymUylXhDhLgkJCdq4caMWL16sn376SUOHDlVwcLCioqJksVh07tw5paSkyGq1Gve88MILuvPOO91Y9SV79+41fmft2rVzczUAAAAAANQ+rLCDw2w2m+6//35lZ2dLkv7+97/rqaeeUufOnSVJX375pV599VWnxpg6dap8fHxq7MsVWzhdwWw2a+HChZozZ44iIiIkSefOndPmzZu1Zs0abdu2zQjrOnTooM8++0zTpk1zY8X/s3XrVuO4Y8eObqwEAAAAAIDaiRV2cEhxcbEeffRR4wUS/fr1U3x8vEwmk9555x116dJFFy9e1MSJE9W8efNSL56AfUwmkxISEvTII49o9+7d2rVrl06dOiWr1SqLxaKwsDB16dKlWp5b54wtW7YYx5fDWwAAAAAAYD8COzjkqaee0oIFCyRdeinAggULjK2vHTt21Msvv6xJkyapqKhIv/3tb+Xv76/+/ftXeZzevXtX+c03X3zxhb799ltJ0pAhQ6oUGlX2RtayWK1Wpaamas+ePQoKCtLw4cOr3EdFzGazOnXqpE6dOjl0f0pKiqRLL+6oCePHj1d8fLy8vLx0/fXX18iYAAAAAABcTQjsUCVFRUUaP368Zs+eLUkKCAjQ8uXLVb9+/VLtJkyYoN27d2vJkiWy2WwaPHiwli5dWuXxevTooR49elTpnjNnzhiBXb9+/fTwww9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\n",
      "text/plain": [
       "<Figure size 600x1000 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 803,
       "width": 630
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 1, figsize=(6, 10))\n",
    "korean_articles['institution_ko'].value_counts().head(40).plot.barh(\n",
    "    ax=ax, zorder=3, fc='#444444')\n",
    "ax.invert_yaxis()\n",
    "ax.grid(zorder=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "뉴스타파 보도에 나온 그림은 논문집(proceedings)에 들어간 논문까지 포함했지만, 여기서는 학회 초록만 사용했기 때문에 수가 좀 다르다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2260"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(korean_articles)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "초록에 많이 나오는 저자 목록을 본다. 저자 목록에 들어가 있다고 모두 학회에 참가한 것은 아니다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "freq_author_names = pd.merge(\n",
    "    pd.DataFrame({'abstract_count': authorship_kr['author_id'].value_counts()}),\n",
    "    authors_kr, left_index=True, right_on='author_id')\n",
    "\n",
    "fig, ax = plt.subplots(1, 1, figsize=(7, 9))\n",
    "freq_author_names.iloc[:30].plot.barh(x='author_name', y='abstract_count', ax=ax,\n",
    "                                      fc='#444444')\n",
    "ax.invert_yaxis()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "이제 각자 여러가지 해 보세요~"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}