{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "819969ea",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# オプショントレーダーによるJ-Quants API活用方法\n",
    "\n",
    "- マケデコハッカソン LT大会 presented by J-Quants\n",
    "- driller[@patraqushe](https://twitter.com/patraqushe)\n",
    "- 分析用のソースコードなどは [GitHubリポジトリ](https://github.com/drillan/mkdeco-hackathon-lt) で公開"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8bfecf36",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### お前誰よ\n",
    "\n",
    "- どりらん\n",
    "- 日経225オプションをやってます\n",
    "- fin-py（Python x 金融のコミュニティ）\n",
    "- かいた本\n",
    "<table>\n",
    "    <tr><td><img src=\"https://image.gihyo.co.jp/assets/images/cover/2020/9784297115685.jpg\" width=\"200\"></td>\n",
    "        <td><img src=\"https://www.asakura.co.jp/user_data/product_image/12258/1.jpg\" width=\"200\"></td>\n",
    "    </tr>\n",
    "</table>\n",
    "\n",
    "- [改訂版 Pythonユーザのための Jupyter［実践］入門](https://amzn.to/3OYmuld)\n",
    "- [Python インタラクティブ・データビジュアライゼーション入門](https://amzn.to/3oTN3xb)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3c10c809",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### 今回はなすこと\n",
    "\n",
    "- 普段オプショントレーダーがどのようにデータをみているか\n",
    "    - **J-Quants APIから得られるデータだけ** を使って紹介\n",
    "- オプションの優位性\n",
    "    - データだけでも宝の山\n",
    "- オプションのデータは大変\n",
    "    - 計算すること、前処理すること、分析するために加工することがたくさんある\n",
    "    - ある程度の経験がないと難しいが、J-Quants APIのデータをいい感じに前処理するライブラリを作ったので紹介\n",
    "- オプションデータを使ったトレード戦略\n",
    "    - 特にここ最近は非常に珍しい状態になっているので、この状況を活かした戦略を立てる"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "72d54198",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### 今回はなさないこと\n",
    "\n",
    "- グリークスとか小難しいはなし\n",
    "    - デルタ、ガンマ、ベガ、ボルガ、バンナ..."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8ae0f211",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Q1: どちらを持って指したいですか？\n",
    "\n",
    "![shogi](./images/shogi.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "69cf55af",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- 先手☗ ロング（ショート）\n",
    "- 後手☖ オプション"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6151ff30",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### オプション\n",
    "\n",
    "言葉の意味\n",
    "\n",
    "- 選択\n",
    "- 取捨\n",
    "- 選択肢\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b3daaa2d",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### オプション取引は無限の選択肢がある\n",
    "\n",
    "ごくごく一部の例\n",
    "\n",
    "- ブル目線でありつつも急落に備える\n",
    "- 急落した後のリバンドを狙うが、さらに急落した場合にも備える\n",
    "- ボラティリティの裁定取引\n",
    "    - ストライク\n",
    "    - 異限月\n",
    "- 現物（原資産）のヘッジ"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e6ac2b1c",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### オプションのデータは宝の山\n",
    "\n",
    "- ボラティリティのデータを俯瞰することで、さまざまなことが読み取れる\n",
    "- 相場参加者の恐怖・楽観・不安...\n",
    "- **みんなが見ていないデータこそ価値がある**\n",
    "\n",
    "![](./images/dq.jpg)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ea0d2677",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### オプションのデータって...\n",
    "\n",
    "- とにかくデータが多い\n",
    "- とにかく計算しないといけない\n",
    "- とにかく前処理しないといけない"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "34ae0dcc",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### こんなこともあろうかと\n",
    "\n",
    "- ライブラリ（Pythonパッケージ）を作った\n",
    "- 前処理不要\n",
    "- 一発で可視化\n",
    "- ほかにもあると便利な機能"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d8fe695c",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## jquants-derivatives\n",
    "\n",
    "-  [J-Quants API Python クライアントライブラリ (jquants-api-client)](https://github.com/J-Quants/jquants-api-client-python) のデリバティブ用ラッパー\n",
    "- J-Quants APIのスタンダード以上のプランが必要\n",
    "- GitHub: https://github.com/drillan/jquants-derivatives\n",
    "- PyPI: https://pypi.org/project/jquants-derivatives/"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2babb722",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### インストール\n",
    "\n",
    "pipでインストール\n",
    "\n",
    "```bash\n",
    "pip install jquants-derivatives\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ed08704d",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### データの取得\n",
    "\n",
    "`jquantsapi.Client` クラスを継承しているので、[jquants-api-client](https://github.com/J-Quants/jquants-api-client-python)同じように使える"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "46079e67",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "import jquants_derivatives\n",
    "\n",
    "cli = jquants_derivatives.Client()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a8fa1831",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### キャッシュ機能\n",
    "\n",
    "- リクエストしたデータはディスクに保存される\n",
    "    - sqlite3のデータベース\n",
    "- 2回目以降はディスクから読み込まれる\n",
    "    - 高速な処理\n",
    "    - サーバに負荷をかけない ←**重要！**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "00cd7e81",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 343 ms, sys: 313 ms, total: 657 ms\n",
      "Wall time: 656 ms\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "df_20230605 = cli.get_option_index_option(\"2023-06-05\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4c562cdf",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### キャッシュされたらデータからSQLでクエリできる\n",
    "\n",
    "```bash\n",
    "pip install ipython-sql\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "11593b8a",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "%load_ext sql"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "a5b9ded5",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "%sql sqlite:////home/driller/.jquants-api/jquantsapi.db"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1fc86ed6",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "#### テーブルの一覧"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "5b52d313",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " * sqlite:////home/driller/.jquants-api/jquantsapi.db\n",
      "Done.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <thead>\n",
       "        <tr>\n",
       "            <th>name</th>\n",
       "        </tr>\n",
       "    </thead>\n",
       "    <tbody>\n",
       "        <tr>\n",
       "            <td>FINS_ANNOUNCEMENT</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>FINS_DIVIDEND</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>FINS_STATEMENTS</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>INDICES_TOPIX</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>LISTED_INFO</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>MARKETS_BREAKDOWN</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>MARKET_SEGMENT</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>MARKET_SHORT_SELLING</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>OPTION_INDEX_OPTION</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>PRICES_DAILY_QUOTES</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>PRICES_DAILY_QUOTES_PREMIUM</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>PRICES_PRICES_AM</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>SECTOR_17</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>SECTOR_33</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>OPTION_INDEX_OPTION_PROCESSED</td>\n",
       "        </tr>\n",
       "    </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "[('FINS_ANNOUNCEMENT',),\n",
       " ('FINS_DIVIDEND',),\n",
       " ('FINS_STATEMENTS',),\n",
       " ('INDICES_TOPIX',),\n",
       " ('LISTED_INFO',),\n",
       " ('MARKETS_BREAKDOWN',),\n",
       " ('MARKET_SEGMENT',),\n",
       " ('MARKET_SHORT_SELLING',),\n",
       " ('OPTION_INDEX_OPTION',),\n",
       " ('PRICES_DAILY_QUOTES',),\n",
       " ('PRICES_DAILY_QUOTES_PREMIUM',),\n",
       " ('PRICES_PRICES_AM',),\n",
       " ('SECTOR_17',),\n",
       " ('SECTOR_33',),\n",
       " ('OPTION_INDEX_OPTION_PROCESSED',)]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%sql SELECT name FROM sqlite_master WHERE type='table';"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "72f4825a",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "#### SELECT文によるクエリ"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "dd2f6ae0",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " * sqlite:////home/driller/.jquants-api/jquantsapi.db\n",
      "Done.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <thead>\n",
       "        <tr>\n",
       "            <th>Date</th>\n",
       "            <th>UnderlyingPrice</th>\n",
       "            <th>StrikePrice</th>\n",
       "        </tr>\n",
       "    </thead>\n",
       "    <tbody>\n",
       "        <tr>\n",
       "            <td>2021-02-12 00:00:00</td>\n",
       "            <td>29520.07</td>\n",
       "            <td>20000.0</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>2021-02-12 00:00:00</td>\n",
       "            <td>29520.07</td>\n",
       "            <td>20250.0</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>2021-02-12 00:00:00</td>\n",
       "            <td>29520.07</td>\n",
       "            <td>20500.0</td>\n",
       "        </tr>\n",
       "    </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "[('2021-02-12 00:00:00', 29520.07, 20000.0),\n",
       " ('2021-02-12 00:00:00', 29520.07, 20250.0),\n",
       " ('2021-02-12 00:00:00', 29520.07, 20500.0)]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%sql SELECT Date, UnderlyingPrice, StrikePrice FROM OPTION_INDEX_OPTION LIMIT 3;"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9dd74be8",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "#### pandasによるクエリ"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "81e15982",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>UnderlyingPrice</th>\n",
       "      <th>StrikePrice</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2021-02-12 00:00:00</td>\n",
       "      <td>29520.07</td>\n",
       "      <td>20000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2021-02-12 00:00:00</td>\n",
       "      <td>29520.07</td>\n",
       "      <td>20250.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2021-02-12 00:00:00</td>\n",
       "      <td>29520.07</td>\n",
       "      <td>20500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2021-02-12 00:00:00</td>\n",
       "      <td>29520.07</td>\n",
       "      <td>20750.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2021-02-12 00:00:00</td>\n",
       "      <td>29520.07</td>\n",
       "      <td>21000.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Date  UnderlyingPrice  StrikePrice\n",
       "0  2021-02-12 00:00:00         29520.07      20000.0\n",
       "1  2021-02-12 00:00:00         29520.07      20250.0\n",
       "2  2021-02-12 00:00:00         29520.07      20500.0\n",
       "3  2021-02-12 00:00:00         29520.07      20750.0\n",
       "4  2021-02-12 00:00:00         29520.07      21000.0"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import sqlite3\n",
    "import pandas as pd\n",
    "\n",
    "with sqlite3.connect(jquants_derivatives.database.db) as con:\n",
    "    query_df = pd.read_sql(\n",
    "        \"SELECT Date, UnderlyingPrice, StrikePrice FROM OPTION_INDEX_OPTION\", con\n",
    "    )\n",
    "\n",
    "query_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "de39dc34",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### 型変換機能\n",
    "\n",
    "DataFrameの各列は[jquants_derivatives/models](https://github.com/drillan/jquants-derivatives/blob/main/jquants_derivatives/models.py)で定義したデータ型に自動で型変換される\n",
    "\n",
    "```python\n",
    "@dataclass\n",
    "class IndexOption(DataFrameColumnsBase):\n",
    "    Date: np.dtype(\"datetime64[ns]\")\n",
    "    Code: str\n",
    "    WholeDayOpen: float\n",
    "    WholeDayHigh: float\n",
    "    WholeDayLow: float\n",
    "    WholeDayClose: float\n",
    "    ...\n",
    "    LastTradingDay: np.dtype(\"datetime64[ns]\")\n",
    "    SpecialQuotationDay: np.dtype(\"datetime64[ns]\")\n",
    "    SettlementPrice: float\n",
    "    TheoreticalPrice: float\n",
    "    BaseVolatility: float\n",
    "    UnderlyingPrice: float\n",
    "    ImpliedVolatility: float\n",
    "    InterestRate: float\n",
    "\n",
    "    @classmethod\n",
    "    def get_dtype(cls, field: str) -> Type[Any]:\n",
    "        key = field.replace(\"(\", \"\").replace(\")\", \"\")\n",
    "        return cls.__annotations__[key]\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8b5b4313",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### 型変換とキャッシュ機能はjquants-api-clientにPRするかも？\n",
    "\n",
    "- もしこれらの機能を気に入ってくれるなら、本家に取り込んでもらいたい\n",
    "- 現状は `オプション四本値(/option/index_option)` のエンドポイントにしか対応していない"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "efda95bc",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Optionクラス\n",
    "\n",
    "- 実務上扱いやすい形式に変換するクラス"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "6172aabb",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['2023-06', '2023-07']"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from jquants_derivatives import Option\n",
    "\n",
    "op_20230605 = Option(df_20230605, contracts=2)\n",
    "op_20230605.contract_month"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "c1dd331f",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'2023-06': 32217.43, '2023-07': 32217.43}"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "op_20230605.underlying_price"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "f7d31f4e",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Code</th>\n",
       "      <th>WholeDayOpen</th>\n",
       "      <th>WholeDayHigh</th>\n",
       "      <th>WholeDayLow</th>\n",
       "      <th>WholeDayClose</th>\n",
       "      <th>NightSessionOpen</th>\n",
       "      <th>NightSessionHigh</th>\n",
       "      <th>NightSessionLow</th>\n",
       "      <th>NightSessionClose</th>\n",
       "      <th>...</th>\n",
       "      <th>EmergencyMarginTriggerDivision</th>\n",
       "      <th>PutCallDivision</th>\n",
       "      <th>LastTradingDay</th>\n",
       "      <th>SpecialQuotationDay</th>\n",
       "      <th>SettlementPrice</th>\n",
       "      <th>TheoreticalPrice</th>\n",
       "      <th>BaseVolatility</th>\n",
       "      <th>UnderlyingPrice</th>\n",
       "      <th>ImpliedVolatility</th>\n",
       "      <th>InterestRate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2023-06-05</td>\n",
       "      <td>138067618</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>002</td>\n",
       "      <td>1</td>\n",
       "      <td>2023-06-08</td>\n",
       "      <td>2023-06-09</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.195121</td>\n",
       "      <td>32217.43</td>\n",
       "      <td>0.513807</td>\n",
       "      <td>-0.000664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2023-06-05</td>\n",
       "      <td>188067718</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>002</td>\n",
       "      <td>1</td>\n",
       "      <td>2023-06-08</td>\n",
       "      <td>2023-06-09</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>0.195121</td>\n",
       "      <td>32217.43</td>\n",
       "      <td>0.535335</td>\n",
       "      <td>-0.000664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2023-06-05</td>\n",
       "      <td>138067818</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>002</td>\n",
       "      <td>1</td>\n",
       "      <td>2023-06-08</td>\n",
       "      <td>2023-06-09</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0844</td>\n",
       "      <td>0.195121</td>\n",
       "      <td>32217.43</td>\n",
       "      <td>0.520748</td>\n",
       "      <td>-0.000664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2023-06-05</td>\n",
       "      <td>188068018</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>002</td>\n",
       "      <td>1</td>\n",
       "      <td>2023-06-08</td>\n",
       "      <td>2023-06-09</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>0.195121</td>\n",
       "      <td>32217.43</td>\n",
       "      <td>0.506194</td>\n",
       "      <td>-0.000664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2023-06-05</td>\n",
       "      <td>138068118</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>002</td>\n",
       "      <td>1</td>\n",
       "      <td>2023-06-08</td>\n",
       "      <td>2023-06-09</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>0.195121</td>\n",
       "      <td>32217.43</td>\n",
       "      <td>0.491672</td>\n",
       "      <td>-0.000664</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        Date       Code  WholeDayOpen  WholeDayHigh  WholeDayLow  \\\n",
       "0 2023-06-05  138067618           3.0           3.0          1.0   \n",
       "1 2023-06-05  188067718           3.0           4.0          1.0   \n",
       "2 2023-06-05  138067818           3.0           4.0          2.0   \n",
       "3 2023-06-05  188068018           3.0           4.0          1.0   \n",
       "4 2023-06-05  138068118           4.0           4.0          2.0   \n",
       "\n",
       "   WholeDayClose  NightSessionOpen  NightSessionHigh  NightSessionLow  \\\n",
       "0            1.0               3.0               3.0              3.0   \n",
       "1            2.0               3.0               4.0              3.0   \n",
       "2            2.0               3.0               4.0              3.0   \n",
       "3            2.0               3.0               4.0              3.0   \n",
       "4            2.0               4.0               4.0              3.0   \n",
       "\n",
       "   NightSessionClose  ...  EmergencyMarginTriggerDivision  PutCallDivision  \\\n",
       "0                3.0  ...                             002                1   \n",
       "1                3.0  ...                             002                1   \n",
       "2                3.0  ...                             002                1   \n",
       "3                3.0  ...                             002                1   \n",
       "4                3.0  ...                             002                1   \n",
       "\n",
       "   LastTradingDay  SpecialQuotationDay  SettlementPrice  TheoreticalPrice  \\\n",
       "0      2023-06-08           2023-06-09              1.0            1.0000   \n",
       "1      2023-06-08           2023-06-09              2.0            2.0000   \n",
       "2      2023-06-08           2023-06-09              2.0            2.0844   \n",
       "3      2023-06-08           2023-06-09              2.0            2.0000   \n",
       "4      2023-06-08           2023-06-09              2.0            2.0000   \n",
       "\n",
       "   BaseVolatility UnderlyingPrice  ImpliedVolatility  InterestRate  \n",
       "0        0.195121        32217.43           0.513807     -0.000664  \n",
       "1        0.195121        32217.43           0.535335     -0.000664  \n",
       "2        0.195121        32217.43           0.520748     -0.000664  \n",
       "3        0.195121        32217.43           0.506194     -0.000664  \n",
       "4        0.195121        32217.43           0.491672     -0.000664  \n",
       "\n",
       "[5 rows x 30 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "op_20230605.contracts_dfs[\"2023-06\"].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4d2f239b",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### ボラティリティの可視化\n",
    "\n",
    "Plotlyによる可視化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "6dc72659",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "# スライド表示用なので、実際にノートブックで実行するときはスキップしてください\n",
    "import plotly.io as pio\n",
    "\n",
    "pio.renderers.default = \"png\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "bffbf29b",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "jquants_derivatives.plot_volatility(op_20230605).update_layout(width=800)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ed32ecd5",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "#### 異なる日のデータを比較"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "edd649ef",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_20230602 = cli.get_option_index_option(\"2023-06-02\")\n",
    "op_20230602 = Option(df_20230602)\n",
    "jquants_derivatives.plot_volatility(op_20230605, op_20230602).update_layout(width=800)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "f23f9cbd",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "import pickle\n",
    "\n",
    "with open(\"save_fig.pickle\", \"rb\") as f:\n",
    "    save_fig = pickle.load(f)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6073fa9a",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## インプライドボラティリティと原資産価格を分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "298feece",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "save_fig[\"原資産価格(日経225)とインプライドボラティリティの時系列データ\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a59a19b9",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### 原資産価格とボラティリティの騰落率\n",
    "\n",
    "- 原資産価格が上昇→ボラティリティが下落（上げ剥げ:アゲハゲ）\n",
    "- 原資産価格が下落→ボラティリティが上昇（下げ盛り:サゲモリ)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "00d36550",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "save_fig[\"原資産価格とボラティリティの騰落率\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0e2de46c",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### ボラティリティの上昇局面・下落局面においての原資産価格の分布\n",
    "\n",
    "- ボラティリティが上昇すると、ダウンサイドのテール\n",
    "- ボラティリティが下落すると、アップサイドのテール"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "3dcfc157",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAArwAAAH0CAYAAADfWf7fAAAgAElEQVR4XuydB5QUxdqG35nZhQUkI0kUUBEwAaKCGTFjQPGKiiKKAUFRAUFEBVSSkhSQYCAKKgYEwYBXQK8omABRgmQEBSTHXXZ35p6v1l5mZmd3ZqondPe8fc5//ivbVV31fDUzT39dVe3y+Xw+8CABEiABEiABEiABEiABhxJwUXgdGll2iwRIgARIgARIgARIQBGg8HIgkAAJkAAJkAAJkAAJOJoAhdfR4WXnSIAESIAESIAESIAEKLwcAyRAAiRAAiRAAiRAAo4mQOF1dHjZORIgARIgARIgARIgAQovxwAJkAAJkAAJkAAJkICjCVB4HR1edo4ESIAESIAESIAESIDCyzFAAiRAAiRAAiRAAiTgaAIUXkeHl50jARIgARIgARIgARKg8HIMkAAJkAAJkAAJkAAJOJoAhdfR4WXnSIAESIAESIAESIAEKLwcAyRAAiRAAiRAAiRAAo4mQOF1dHjZORIgARIgARIgARIgAQovxwAJkAAJkAAJkAAJkICjCVB4HR1edo4ESIAESIAESIAESIDCyzFAAiRAAiRAAiRAAiTgaAIUXkeHl50jARIgARIgARIgARKg8HIMkAAJkAAJkAAJkAAJOJoAhdfR4WXnSIAESIAESIAESIAEKLwcAyRAAiRAAiRAAiRAAo4mQOF1dHjZORIgARIgARIgARIgAQovxwAJkAAJkAAJkAAJkICjCVB4HR1edo4ESIAESIAESIAESIDCyzFAAiRAAiRAAiRAAiTgaAIUXkeHl50jARIgARIgARIgARKg8HIMkAAJkAAJkAAJkAAJOJoAhdfR4WXnSIAESIAESIAESIAEKLwcAyRAAiRAAiRAAiRAAo4mQOF1dHjZORIgARIgARIgARIgAQovxwAJkAAJkAAJkAAJkICjCVB4HR1edo4ESIAESIAESIAESIDCyzFAAiRAAiRAAiRAAiTgaAIUXkeHl50jARIgARIgARIgARKg8HIMkAAJkAAJkAAJkAAJOJqAI4R31drNqHfqSY4OFDtXNIGPPv0G5cqWRvOLGkWEKjfXi9zc3IjOlZPS0tLgdrsiPj+VT9x34BAGjHgbPR9tg/JlS+ejWL/5b4ybMgsvPdMh5fDs238IwuWkEyqnXN9j2eHsnFykp3kKVDlx+udoes7p2r8DX3+/DBs2/417b782qua+/No7uKXFJahTu0ZU5YyT35g6G1lZ2Xi0/S0B5Rf9vAIffvo1BvXqAI/HrVW3TqHlK9ejYvkyqF61Un7x3XsPYOu2nTirXu2Iq5T2z/3mJzz7eFt+b0ZMjSfGm4BthHf1uj+x4LuluO3GZqhQrjRycnPxzMA30bNzG7Tp1A/PPtEWF513ZgAvn8+HI5lHUSKjGFyu0LIi9WRn56pzQh1Hj2bD6/Mho3jov0uZ7OwcZOfkoGSJjHjHy1T9TupLMIh7nxiE2idVQ5+u7SJi9OGcb9B78PiIzpWThvTuiOuaNwk4f/qs+Xh+2KSI6xj+/KO4+rJz88//dcW6iMsGn3hG3dox+SEUgfh52WrtdjRuUFcJyN/bd0E+b3L8s3sf2nR6EVNGPoOqx5fPr3vZinV48oUx+PLdIQHX8/9xtRJT47tDG45fwTGTZ2LaR//F/z4eGYvqbFnHnZ1ehM6Y//Wr8Wqsb/n7H7R+qK/6HN5161U4+aRqisOS39bg7kf747OpL+GkE6oU+A2Qfyjs+984ecUfG9HmkX6YMPwpNDqzTkR8ReoefmoovnxvKI6vWC6iMsEn9X91Cg4fyUL/ng8E/ElY1T6xKgY8/WD+v3u9vrjKo/wWXnNHd1zc5Cw8/+R9+dcVKZ8247/4fNpgFC+WHlE/n+o/Dn9t24UpI3tFdD5PIoFEELCN8M779hd0fnaE+rE0fiB7DXwD5coch3POPg0j3voIM956MUAC9u47iItaPhqWo0iIyEioY/aX30M+vOGOG666IK6ZK/lC7vb8aPXFeM5ZpxVozgezv0afIRMwa9IAnFKzuqX7Ety4nbv3Yds/u+Fxu1Vsy5YuFQ53gb/rCO+E9z7D7MkDw16r0dUPYkDPB0IK7/h3P8OkV58OW0eLu5/CwF4P5QuvZJjPvqJ92HKFnbBo9miUPq6kdnmjYKSfkcIutHDmKJQrexyEkdxQRXuIyIjQGIcIrxWYSjb2whsfQb+n7sct110SbbcKnD/+3U/x0af/CzneZPxXqlA25DXWbdyK9PR005lhkfcdO/eo/9u1Zz927dmHnbvz/v/uPQewd/9B7Nl3APsPHMKRzCz89PnrYfsc7edWJK5+nZq4tcWlAXXLdSe8+xluuuYinFrrhALXPaNuLfVvmVlHVdJj1tyF+N/iX/HY/bfi9pbNcd8Tg/DH+j9DSq18zm67oRn6PnmvqmPz1h247q4eYfsWfILcvJ1zVqAIP/DkYFQ9voLK3MvvUySHfN/IjblxhBJe6eMjvV4pUF21KhXx+bSXkeYpmOH2PznauBhlZ//3e8hv6pwpg3Bi9WNPIuRzfcM9T6tk04N33RC2m5IAuvjmznjs/la4q9VVYc/nCSSQKAK2Ed5vf1iODj2GYt77w1Hl36yRZJUe7D5Eie7875ai+cWNAr4M5IMnX4zyg1FIghfyhSgZ47PqnxyS+d87duOPdX+iWHpaoVkCyZJJHcYXczyCJ9M2bn2gt7pjDiW8Xyz4AV37jsYX7wxGjWrHW7ovRuM+n/8Dxk6ehTUbtuS3VzIx5zWsi2cea4tTaxf88SuMbbKEd/IHcyOS5vOu64D+PR8MyPAW1hf5Efxm0a8qlsk8Rrz1Ib769hfMnNA/qmZs/2cPmt/WJf/mVERFPmdy0yZx+n3BxELrE+G1AtO1G7ai5X3P4OMJ/fIfV4tILF+1XmXzJNPldrmQdTQb+w8cVtntC849o4DIyU2J2+XG629/gk++/A5Pd74L6zb9pTKdd7RsjsqVyqvr3HXLlejYriWOK1UioI5W9z+HiuXL4o0hTxbKTLh+99PveKDN9QXOkeycXFuyiMYhT6tEnqpXqYj1m/6CfMfJ4+pzG9ZD9SqV1NOuoiRf93Mrwtvsgobo0PbGgHZOev8LjJk0U433SG92hWFW1lH0HTpRTZsZ2e8x9TTvrkf7qZuUhmecisVLVuLx50biozdfyE+SyDiUOMrxz+696NZ3NIb06YTKQRnaD+d8DZfbhVbX5cm5fL+np6flt1uY3/ZQX8ya2B8ZGcVx4OBh9Te5qfl99QY81+Ue/LBkJYT/G0O655eTrHQxvyxpsPDu2LkX/3mwt7oxeKH7sRviLn1GqX+Tegs7dOMi9cn4uKnd0zi/Uf2ArLJxrS+/+QndXxyLD998oUBCJVY3u1F9yfBkEtAgYDnhlXl+Gzf/HfClIP36ffVGyA/woF4PoXy5Y/MC5QtMMhLXXn6+RvftU+SY8BbMNEgv5n79E+RL0T8DbtXeSYbphWGT8OPSVbj1+stw+UWN0O7xAXjqkTaoWaMKPv78WyVa3TveHnGGQEd4YzGlQbLEkv0Jd1xzZ/eADG9R59/S/llcfP7Z6PZw63DVxvXv0QivPA7tO2QiGp99Gq6+7Dx8s2gZml3YCBnF0/HYsyNw4NARNS1EYm5MDRFJDH7ULMJrBab//d/PavrFT5+Py7+JlrbLOAt1NG18Ot4aGpg5bHJ9Rxw8dCTgdJFJeexe95ST8MBd1yt5WPTLCjw/dBIys7LwQvf7cUmTs/LL3PPYACXFwq6wQ+afdnp6OF4b8ASaXdgw4DT520/LVuO0k2vgpBpVVOZO5E2OqR/9F6+88b6SqJuuvijsWDL7ufUX3jOa5WVcizoKe/ImwioZVZlqdnyFcuoRvMzHf/y5Ufhn11712H9Ev8dUsqNKpfJofvE5hV5GpkJUrlQOw/o+kn+OJEquaN0VrVpciice/E+BsjJu7+vyEmRuqwiv//HmtDlqjI97uZtqY79Xp6gkjf/x17aduOqOgjcwkqiQ+bN/79iFvfsPqUROrROr4udf/0C7xweqzKt8PwYfZuMi9Q0cORUzPvsfZozvhxP85u/6X0vGvoj926OeDZgCKO3zer3qVPk9ls/NheeeoTLCRR3y2T+3Qd1ww4B/J4GYEbCc8E75YC4GjZoWVQeDH4tKYbljTfO4C4hzqIr3HzyM0qVKhJ3nFVWjojhZvpjfn70AQ57rWGh77SK84foiX4jyIy6PAUcP7KIe1crcTpnz+cEbz6sshhzTZnylFj69M/q5QrPvwV/G0c7hNTul4b2Z8/DC8MkRRzp4Du8vy9egbefosqdyMWFy9umnRHxd3RMN4f14fL+IPhtfLPgRg8e8qz5LQ/s+ouZYSnbx1Tc/DNkE+fuMCf0CnspYhelb73yqHp0HZ7dFYOWx/9HsHCVc8ni5ZIniKFvmuAKLqWTdgSG8s7/8TmV2J48IPadRspN9h0zAwh9/w/wPhudnE+/rMgiVK5bHS88WvdBPnn6J7H301osRhVsyzG07D8DLzz2Ma5qdF7ZMLD63wcL7+uAn1UKzUIdMzzp0+Ej+VLPDRzLVd4JI5K8r16PB6aeoBWZn1jsZX379o7pJuuLixmpNx7eLl6vpXdc0Ox8trmiizvW/sZLpU97cPEH7/Y+NeGnUNJWFNeanytNCuREQsZOxLIdkZY1pJ29/+KUSRFkoLRlP/yMS4RWhXrlmkyr2RJ9R6uan4z03YeyUWfh1xXpMG/2syhTLU035jpTvCEnodHnotgKoYhGXT+Z+h54DXsfg5zoqXoUdMh3ktof6qJjJd1moRbzy+RU2n00bjGqVK6gb3zemzuFc3rCfMJ6QCAKWE175MpDD//GR/HeoKQ0GIJlj5P+YSP5dsneyMCnS48pLGuPVFzvnn75563asWb9V1VvYdIjgumXhmszpMqQtkmv/b/FydH72VTQ+6zSM7P+4+vEMdYQTXnmcJXN8v3p/mGqD/2GlvogATXzvc8yeMig/0yQ/ZC+/Ng0/fv56gDRI1mrbjt0R/YhL9kEyK6EOieGSuW8E/CkWi9bkh09uVKJ95G80RIRXMtvvjumj/mni9M+QmXkUD9/TMr+tPfuPUz92ki09dDgTIkCRCK88zpWbD3mErJtFEeF9a9qnampJj0fuRJNG9cMOaRGT19+ejfZ3tlDzMt+cNhs1qlXGm0O752eOvvrfL3iq/1gMeqYD5HPnf1iF6fNDJ2LPvoN45YXwawDCQgEwetJM/Pzr6gJZYP+ykjlc8cemgKlRDz45BOXKllIyUtQh3yOygOq9cX1wZt3wq+nveqQfalQ/PuJ1B7H43P7nwT5KrmUeqGR4JSMumfFQh3x/SzbRWFshYvfgk4NxXqN6uOHKC1SmWqaS3fVI3rzgltdcFDDVSxa4vTPjK3z8xbdqznDXDseellzW6vH8aQ2RxE7Okfm78iRHsvEdug9VN+HyZFGEV77P5EYvksN/Os+ff+3AtW16qCkZ77/eV01nERmXHR/kick9nQdg7catOO3kEzHx1Z4h5+6ajcunXy1Gr4Gv44arLlRTQcId8xYuUU9s5DtJ1iT475ghiSOZHy03Gr3/nXoha2Akyy1rDniQQLIJWE54CwNSlPCGKiN30DKX0OPxFCmskgnu2vc1Nf/N//FVtEJktEGyDt073hE2rrLiVu7ox0z6GFddeq6aqhEs7f6VhBNe4y79u1mvoWyZwEVfVumLZHUvu+UxPPVoG9x58xX53Xv2pbewZv0W9WPtf/ywZJUSPP9524WBFeGVuYl331pwkYRkIi48N3AHD7mxkrmlcsjeAlv//gff//w7tvy9E4+1b6UWP342/wdUKl8G5zWsp+bpBW+HJAuRho6dHjbW/id0atcSj9yXtwWRCO+9TwzMX7QlTzZEGP3n7rXu0BdtbrkSN197sRKApjd0Ciu88kN6Q9un1Y+mtPmzqS+rOZvRHiK8Mr1EHoeLUMnjchnb8pjV/5CxLCxkHBuPXGWhp6xilwzVwh+XQ0S212N3qxuYV978AM88frdaTBR8WIXpY8+NUFIVyWc5Eq6jJ36Mpb+vhWQ1RWxlkdiBg0fULhZFfe6f6D1KPa6Xm+GiDonBlbd3xeUXNipynqfUYcxPFsk6/bS8BWFFHbH63F5311O4veXluLf1tUp4JTvuLmTLrZycHHUzFGoxsXwGZFzLZ7KwQ5jJ979kvGW8+u8uIMIrW+bJ1BrZ4UG23BKJFoYvj35HfYcUtg5CnkDKEynZEUjGtCG8879bgoFPP4hP5y1WN5ryvxf+9BumfvhfjB74BFau2QwZU/7CK3OXZVszmectY23qqGfyx4J8hiWBIVP5ZNeIwc89XOAzbDYuIqg3teulbrBkLrdkcMMdIvqtb2wGyWRLBtyYHiPlBoyYiqkffakSR9Uq533ffLN4Gca/8ykmvlJwYa/cqHCrx3DE+fdYErCs8Mojvj6Dx6uFHPKoOlh4RQBlq5TeXduFXbVaFLA5Xy1CjxfHBixOkfNFFuQItSJW7sqvvLQxnnz49oCqJQshjzlD7RPpf6LMU5YMknxx9uh0J9rcckz+CmtrOOF9d+Y8vDh8sspkBv+AWqUvkk3o/uIYfD97NMr47TAgC3ManHFqgS3FjB0Exr7UFZc0ObvIcR/NHF5ZGPLVtz+rL3mJhQiAzAuUR5TyQ9am1ZUqSy51yo9BYdIzZOx7StSfebxtRJ9JyVjLYqD772yhzg8lvPKDGnzIzhzRCK/M2ZQ5f8bx9qhnIt5qyf/a/nN4ZY74oFFT1bxFWXQkWTrjsyFx6j9iCmRKwx0tr1CPXlet3aQYGqI9bsonag6+HHJjWdhqb6swlcf9V13aGPfcdk1EsQ130qjxM1S2UaZxiGQZi8jkUbtkzp/seHvIJ0PPvTxe3YyNH/5UuEuo6TULf1gedrGjzJMe9vr7EWfdYvW5FdF86O4bcVerK6PO8Pp3XoRXdk0pam6uMU82eFcEqeeSmzurmy8RXpnD2/DMU9V3ubFzSqgdGYzrG1tQyudBPquG8MrNsszbleTC3K9/zJ/DK0mN6eP6qkWKMqXDX3hlapd8dmSLwa3b/lGZ+e6d7sCsud9BFrNd0PgM9Vka9vp0yM2/7Eoh3x/GFpqxiIt8F1YoX1qJ9ZF/FzbKTafckHV9KHANgQi6PMV8c0h3tVjT/ybCaEvYQep3wo+fjSv0iWY09fBcEoiUgGWFV34cZVHFp2+/pCbyBwuvPKYXUbrv9uvyM2aRdtr/PPnSkUfFwXOxiqrr3GsfQuf7b0W7KH8MZWNzY26gfLnKl1moldWhrv3b6g24vcPz6ocv1KNlEQV5fLTgw4Lb2VilL7JiefonCwL2YZUV4le27oqhfToVWHgoNz3CemCvB8MuqolGeGV3j96DJ6j5w7KQZ+qHX6oFKg/fc1MAqnDCKzdKVY6vEPHiMslwSfZIfvALE16ZH/rsE8dWYsv8vbb/uToq4ZVM1dMDXse8hb+orKsIc7h9SEONkeBFa5J9fum1dyBb4Mm8SNmOzX/qkWQwR47/SC2wkse0InWS7ZIbU3k0e2fLK3A0O1v9d52TT8TtN12uMpL+TySswlQyX/fdcZ3pLcnksfvYyTPVVmsiKq1vvFzdvElGT/ot3wkiwzLd4YM3XyiwYGjYuOlqAacsWAp3fDZvsVowJFtX+W8rFVxO6pRdHWTOfCRHrD638ll+vnt7XH9FUyW80czhDRZeYVmqZOCOFv7n5OTkQrKkoYS34VUPqEVqImwPdQ/cEzoUD7npFWn1P+TJhxnhlRttufZlTRuoJ03yGX/rnTkqEyyyLhno1jddnn9JWVAmGVRZlyLzrmUMxSouwX2Wp0qyW0NwQkeSFUeP5gRM/ZOyMkWp2wuj1XeC3Gz7i2yoKQ2G/FN4I/n08ZxYErCk8G7asl1t1dOtQ2v1RSBHqCkNcsc5bOx0fPTWCzglxP6N4UDJ27kkg/LWsB6FLp4IrkMWhjS79QkM69tJzVUKd8icLMl8ffbVIixftUFlDCXLIT9M/v0LV4+sxJVtbmQ+ZqhNzmXLMvl3yYZGeiS6L5Pf/0ItLpn/wTEpl3meoyd9jG9mjCzw8g95688dHV9QPzbhtnyLRnhDfcHLzgLBNx/hhFeyQ5J5/c8Nl6mFJZKxDT4uPv8sle2RQ8bN4w/kZWnkiNeUhkjjH+68wnZpkB0M/li/BTI9I9QhNyrDxr2H92d/rQRObgxlj1Xj5S2SJX77w7nqBk1WpE8Y3jN/nrFVmMq2apKJluy/ZKPlsbOsRpfH43IDHskhC9ZkP1V5OnP6aTUh7+WY+ErPAkUlayj7nErGMXhXALlB7P/KFPwy9438PcZlSoRsW3fZBQ0C6jK2gwt18+h/okzDkW2mRIwjOWLxuZWbsLOa35f/XWtmlwYzGV7jJlre9ifTF9rf0SJfLGUahNQtW8A1POPYnrvy2D34xUNmhfeZQW+q72tZmCc3hn273auyzbJjhMyTLeyQLK88dRDhj0Vcgq8j06YkAy6LJIN/3x5+aphq84s9jm2XJmsF7u/6svruvLTp2WohJIU3kk8Vz0kGAcsJryxAkzfeyPHu2N75j01DCa9kSW+6t5d6dCrSGs0h0wlkZbP8aETzqlOR7KFj38PXH70a8NrUwq4tP3gyl1GmQEgW0cjOyt6FXR+6LV/oo2l78LnGgpVwq2yDyyW6L8aCh6+mD1N7KcsPvUwPkf1LQy2YkB9m+VJfNGdMoW/CM/oUqfAa2QVd3saCMcncNWnxsJJZmeMrwivbq/nPS5W2y4pyQ3jPu+5hlW013rYWrykNun0LLhfNtmRGWcnYy4sAJJ4yX7eol7Zc2rQBuna4LX+fWysxvb5tT1x3eRPMnLsQc98ZrDLkF9zQSS20CxbNwnhLRkweFUv85ab36++XFrqFnewXK1s7Bc/VlZvkOx5+PmDetmTR5KUHX0wbnL8nudEG2e/5/juvL/C0wr+Nxpz+ovbs9j8/Fp9bQ8Y/mTww/w1p/m8Okxt22aIwkuldIqXHlcxAqaA9i/3bLN8tkjgJzvAa7ZDH8l8vWqZuMGQ/ZTlycr0QfvJbco7f29ZCvVbcjPDKjbx8X8nTS1nU6f+mNcn4y82PzLv3nzKwYs1GPNrrVTXf33jVcCziEjx2JQEhC+HmffBKge9cST5IwsU/8yufWdmBRG7ijV1nKLyx+gZmPbEmYDnhfarfOPUoVrJ6/m+kKWzRmmQqZGFHJPM8DXjySLbfK5NR68RqKuMib4qK5JBHT7LSuGrlCmoeUySHzA2VnReCXzscK+GVnQm69HlNLRaSLY8ife96Mvoi2ZUrWndR2XR5bD/izQ/VvMZPpwwKeHe7cJUpHLJVmWRgQu2FGcw+UuGVH0LJbBvHoSOZ6oUekmEJ3iKp2wtj1IKtDncf2yhfMhzyGN/IPssUEvk3Ed7rmjcN+MH236LImB/ovzI9lPDGYkpDJOMyknN0hFd2CpBj7Evd1ON6+fGWt7EF7z4iq9plsZAsajMOKzEVyRR5l5sTmaMtC3xEeCPdBUGy2JIpM6YgiUh88fWPeHdM7wLoJWMrgi3zx4Png8v8++b/6YIWVzRVj7nlkC23ZEqCCG/wop+OPYfj5msvKvLp0779h3Dl7d1Qv85JAdtxFTYmYvG5lbeHySKsHz4dq76jZGzIdLJRA55Qj8IN4ZVpLjL/XKb9BL/K22ifmQzvL8v/ULL5s+wIk56GSHZsCPVacTPCK3sjL/5lhdr5JPjFE8ZnJngthnGj7i+8sYiLf8zlKaK89OKGKy8MOU1Lpp7Jm9Nkqk+og8Ibybcqz0kmAcsJr+xdKUIij4L9j6J2aZC5a/JIOpzsSd2Tpn+OmV8sVAsExrzUNWCVaVGBkB8lEUvJCkiWTxY4mTnMCq/8aE37+L+Q1d9n1TtZbbRe2OtJg9uZzL7IXDTZlcE4+nRtFzBXTcRQ9j+VH4KqlSuqeYbBjxNDcY9UeIPLjpH5le98iq/eHx6wkE7OK2pKw2sTZuCLr3/K33hehPeKSxqrOZrGMXH651j2+1qV4ZMfk0tveSxgr2G7TmkobNyLBMhesjMnDlA3YMaPd6i5erIjhczD9xdeKzGV+ZWyJ67c2MoTCPnMyKuGZd9XyUrXrCE7VfjUTgDq/3buUTdMxlsgRXgl3iJLsoWTCK8skA2eNytZTtnzVeb2y5zoUFvICReZrzmy/xNIT/eobbHkJrAw8Yjke0n2R5WnT03POQNPPXJn2Lcamv3cyveUSLosoDS2E6tQrkz+FCz/DK98/vsMmaiSESLDwYecK/PJZYpI8JaR8m9yGP8u84T95zPL4knJtE8b/VyBeiNZtGYUMiO8UoesGylVMsOU8Eo9ZuNi9EemMsj3nWy1Nu215wokgUSuJfs9tE/HQm+mwgmvbBUn2XSZBiG/ATJNxz+LHcm45TkkYIaA5YQ3uDOy3dZxx5XAwh9+wzsff4VvZoyIeA6dUZd8KcgCONmqTOY+3X3r1WqhW7jdFIzysl3L88MmqqkJMn9JpiaYPcwIr7FvrXy5y9ts5AcreN/iwtpnhb7II1lhKQsjzm9UTzVVsh7zFy6BbO8jWXF585NsXeX/qlXJSi/9bW3Irsl8PMm83/OfwlfVy2psf3mWKQeSaezW4Xa1iX3wUZjwyrQbeROTPII1ss/h5vAaL9f4dubI/Kkwxj6877+et3hIpOhIVhY6tbs5vymyiOu6K5qoxV3yIy9z5CLZh9fs+JTy0WR4ZSHgze2fRdtbr8aj7fO2XTOEV/bgDH7CIYvftvy9I194rcZUdjz4YPYCNR/R+FGWBXgy59//CYE/5+B9ZUXq35s1Hy2aN1HzeOW1uZLxlQVL3/34m6pHXqQg/+2/XV1w7OTmVsaXvLhCDnnqMP315yP+/ipsLMiN/0uvTYPUL2/Ik22i5OUNxmcyuJzu51bqueneZ3DlJeegc/tWkFFnhmEAACAASURBVKd4PyxdpeTfuEkPntIwePS7mP3f79U5wWsWZArAJ3MXqm3BLjr/rPzMt1xH9juW9RI3Xn0hrr/ygoBFgHLT0vK+Z1U7ZC5s8GFGeHX24ZXrF5bhjWRKg9F+M3GROmQHCHniKTdpciMgi3nlECmX30iZ0jHzi2+VpH429SX1psBQRzjhlRssudGSxYbyfSaLkXmQQCIJWF547+/2snr7jGyHcsXF56jV/NEesshG9juUvV9bXX9pxO9rN67z/LBJaquZQb06BLz2M9p2+J/f8Mr70aVD66h3epA65G773Y+/Uo85jYxSpG2xWl+MdssjO9mgXDL78rKEUG8SE1mXjc11D/kRkS9zeazZ/9W38cf6P9UPX2FbZBUmvHIT1nvIBHw+9eV8/qGmNEicRGpEst+Y+gnk5SD/+3hkfvPt8qa1SF6sIXNK1VOH0c/li5ghvIXFS+bCGhleqzGVaU+vvvlBQLykHyJFq9dtxj+79qmtmYzdAmTf1uMrlg3YDUMES+bLTv5gLv7evhN9n7xP7VAgC+HaPPKiWnsg41wWPTY849Qih7XIyIdzvlbzPeXmTOQ5FodIjSQS5IUK0q4+3dopGYn0iORza0xVkc+fiL/sICLTr+SFJrItl2zlKJ+fB9tcj9tbNleXlqkc7R4bqDKN8spkyYRLO/+3eJkSNFk8KIt/5UUW/juQCPMfl67Gh59+rV63Lln3e/5ztcrSS8a+Y89h6nMrn72i5pcH9z/4rWrBGV5jH97CuIXah1fOLUx4C6vHf0pDUTGKJC5SXiRWEkKy1++Apx8IkFnZzUOePBiHzLkfM+jYFKTg68vYlKc28qIMY6oNXzwR6SeJ5yWCgOWFNxEQIrmGPPKRldqxOIx3sbdqcUnY7bZicb3gOpzUFx0+ko18beLHamVx8EsU/OuTDF3tE6vm/wgbf5NMs2T7ZMsv45C5wW63O2Bajcz7vKRl57wXQKSnqUWK/vu6yoKmHv3GRrTllFxH5ETm2Mlm/Gan1ETCTfZrleyRbIMU7hAJqVSxbP6CJDlftleSedAThj9VYFqKZNdlKoDsOyqH1ZjKZ1RnK7dwnFLx77JbhWRr7/hXZmXvV9mNYM++A2jW6gmFpHrVShg14HGcUrN6PiJ50iN7PRtrLOTmYdOWbSpzW/eUE8OilPEl46xxg7poflEjJc2SuJApJnIzKvPlIz3S0jwBTxblCZWsNZH9fGXHkh079xSYhudft3wXLFm+psCCR1k4nJV1VMm78ZmR1w1PHfVswFM7ye7Lq9bfGNw9pi9rkLYLp0uaBE4hlLZIm9du2KK2IpMt9OQVyNG+KELmbssiuFBTSCJlz/NIIFYEKLyxIsl6SCAEAckI5r3xLC3qHwsCDU2ATDkySIAESIAEoiVA4Y2WGM8nARIgARIgARIgARKwFQEKr63CxcaSAAmQAAmQAAmQAAlES4DCGy0xnk8CJEACJEACJEACJGArAhReW4WLjSUBEiABEiABEiABEoiWAIU3WmI8nwRIgARIgARIgARIwFYEKLy2ChcbSwIkQAIkQAIkQAIkEC0BCm+0xHg+CZAACZAACZAACZCArQhQeG0VLjaWBEiABEiABEiABEggWgIU3miJ8XwSIAESIAESIAESIAFbEaDw2ipcbCwJkAAJkAAJkAAJkEC0BCi80RLj+SRAAiRAAiRAAiRAArYiQOG1VbjYWBIgARIgARIgARIggWgJUHijJcbzSYAESIAESIAESIAEbEWAwmurcLGxJEACJEACJEACJEAC0RKg8EZLjOeTAAmQAAmQAAmQAAnYigCF11bhYmNJgARIgARIgARIgASiJUDhjZYYzycBEiABEiABEiABErAVAQqvrcLFxpIACZAACZAACZAACURLgMIbLTGeTwIkQAIkQAIkQAIkYCsCFF5bhYuNJQESIAESIAESIAESiJYAhTdaYjyfBEiABEiABEiABEjAVgQovLYKFxtLAiRAAiRAAiRAAiQQLQEKb7TEeD4JkAAJkAAJkAAJkICtCFB4bRUuNpYESIAESIAESIAESCBaAhTeaInxfBIgARIgARIgARIgAVsRoPDaKlxsLAmQAAmQAAmQAAmQQLQEKLzREuP5JEACJEACJEACJEACtiJA4bVVuNhYEiABEiABEiABEiCBaAlQeKMlxvNJgARIgARIgARIgARsRYDCa6twsbEkQAIkQAIkQAIkQALREqDwRkuM55MACZAACZAACZAACdiKAIXXVuFiY0mABEiABEiABEiABKIlQOGNlhjPJwESIAESIAESIAESsBUBCq+twsXGkgAJkAAJkAAJkAAJREuAwhstMZ5PAiRAAiRAAiRAAiRgKwIUXluFi40lARIgARIgARIgARKIlgCFN1piPJ8ESIAESIAESIAESMBWBCi8tgoXG0sCJEACJEACJEACJBAtAQpvtMR4PgmQAAmQAAmQAAmQgK0IUHhtFS42lgRIgARIgARIgARIIFoCFN5oifF8EiABEiABEiABEiABWxGg8NoqXGwsCZAACZAACZAACZBAtAQovNES4/kkQAIkQAIkQAIkQAK2IkDhtVW42FgSIAESIAESIAESIIFoCVB4oyXG80mABEiABEiABEiABGxFgMJrq3CxsSRAAiRAAiRAAiRAAtESoPBGS4znkwAJkAAJkAAJkAAJ2IoAhddkuP7adcRkDalZvERxDzLSPdhz8GhqAmCvY0qgYpliKJ7uwa79R5GVnRvTullZ6hHwuF2oVLY4tu/JTL3Os8cBBKpXLEEiDiFA4TUZSAqvHkAKrx43u5bas8+FfXuBWjV9celCxTLFUTzdjV37s5CV7Y3LNVhp6hCg8KZOrMP1lMIbjpB9/k7hNRkrCq8eQAqvHje7lVr0gxtfLXAhK9Olml6unA+NGgKXXxrbLCyF124jw9rtpfBaOz6JbB2FN5G043stCq9JvhRePYAUXj1udimVmenC+ElubNueJ7oZxX3wpAGHDuX9d8MGXrS4xoeMjNhkfCm8dhkZ9mgnhdcecUpEKym8iaCcmGtQeE1ypvDqAaTw6nGzQyl/2RXRrVfXpzK7cuzd68Jvv7uQk+tC1So+tG/njYn0UnjtMDLs00YKr31iFe+WUnjjTThx9VN4TbKm8OoBpPDqcbNDqfGTPNi4yYVSpXxo1MCHtLTALG5mlgvLf3OpbK9kelu1ND/nlsJrh5FhnzZSeO0Tq3i3lMIbb8KJq5/Ca5I1hVcPIIVXj5vVS32/2I3PvnAjzeND0yYFZddo/4FDLixbmpfpvbO1F/XrmZNeCq/VR4a92kfhtVe84tlaCm886Sa2bgqvSd4UXj2AFF49blYuJTsxjB7nVgvUzjzdh0qVipbYnTvd+G2FC8UzfOj2mLmpDRReK48M+7WNwmu/mMWrxfEU3pmf5cLlylvXEM1x07XuaE7nuf8SoPCaHAoUXj2AFF49blYuZUxlqFjRi7POiGwx2pKlbuzb70LT871oca1+lpfCa+WRYb+2UXjtF7N4tTiewvvA49lazX7z1XStcsGFHn5qGIb17YSSJTJC1rftn93oM3hCkdca9MxDKF+2dEzaE+9KKLwmCVN49QBSePW4WbXUylVuvDM9/FSG4PbL1Iaff87LVnR5PBfly0YmysH1UHitOjLs2S4Krz3jFo9WJ0J4Tzs1sizvH2vzvh9jJbzNb+uCmRP6o/RxJUOi27D5bwwaNQ3jXu4W8u+3PtAbowd2QZXjy6u/r92wFXc92g8n16we8vw16//EnCkvqfO/++k39BkyMeC8Xbv3oUSJ4gUEvHeXe3BJk7NNh5fCaxIhhVcPIIVXj5tVSw0b4VE7MJx6ig81ToguU7t2nQtbtrpRr64XbW6PrqzBg8Jr1ZFhz3ZReO0Zt3i0OhHCe2OEUxQ++Tzv+zGRwnvPYwPQ8Mw6IdH+sGQlZk0cECC8g8e8W6ggt+7QFyP7PZ5/fnCl17ftidcGPIFaJ1aNRyhB4TWJlcKrB5DCq8fNiqWWLHNjxky32mu3aZPohTUnx4VFi/MWsOlmeSm8VhwZ9m0Thde+sYt1y1NdeKPJ8K7ZsAVtOw9AndonhAzDqrWbMXvyoHzh7Tngdaxcs0md6/MBGzb/VSA73OD0U/BC9/YxCSuF1yRGCq8eQAqvHjcrljKyu5Khlb11dY4NG13YtNmtvU0ZhVeHOssURoDCy7FhEHC68Hq9Prjdx6ZU3NriUjxy3y2q+zKlQaYo1K9TM+SA+HXFugCBXbZiHcZNmaWmOURytO3cH0N6d8KBg4cxdsosDOndURWTTPDbI5/B5q07MHDUVLw1tEck1YU9h8IbFlHRJ1B49QBSePW4Wa2U2eyu0R/J8n77nf5cXgqv1UaGvdtD4bV3/GLZeqcLb1FzePMyrz5s3bYTIrPzvv0FN197Cc5rWBevTfgY3R5uHYD6m0XL0KPfOJx0QuVCQ1CqZAYmDO+p/k7hjeVITUBdFF49yBRePW5WKxWL7K7Rp5Wr3di+Xe9lFBReq40Me7eHwmvv+MWy9aksvM+9PB7f//QbPB4PKpQvg0fuvRlNGtVHZtZRlYX9bOrLAahnf/k9Vq/7s4AIGyfl5npx5e1dMf+DVwoIb/uuL6HOyTXUv/+6Yj0WzhzJDG8sB3Is6qLw6lGk8Opxs1KpWGV3jT7JG9gWLXZr7ctL4bXSyLB/Wyi89o9hrHqQysJ79Gg2ihVLx9yvf8Ivy/9Az0fbKKwyBSGU8L45bQ6Or1gOpUuVwIARb6NG9bxM76Yt2zDw6Ydwet1aaNPpRcyePJAZ3lgN0ETWQ+HVo03h1eNmpVKxzO4a/Vr+uwu7drnR7NJcNG8W+XxgCq+VRob920LhtX8MY9WDVBXeT+Z+hykfzlUYd+3ej1yvF5UrlVP/LZnadZv+wmn/ZmTb3no1brz6QjzS6xWVBd62Y7eaAtHlodvU+f1fnYIrLm6MGtWPR/cXx+Kd0c8VEF5meGM1YuNYD4VXDy6FV4+bVUrFOrtr9Eu2Nlv6qxvlyvnQ9bHciLtL4Y0YFU+MgACFNwJIKXJKqgqvf3g7PzsCN119Ia669Fz1z6EyvIePZKns7YzxL2L+wiUYMHIqataoos6XxW8Dej6IjIxieGPqbLX1mBycw2uzDxGFVy9gFF49blYpZbxVzczODIX1RaY1yPSGW1p60ahBZNucUXitMjKc0Q4KrzPiGIteOEV453y1CEPHvheA5J9de1GxfNmAXRrkhG4P347rr2gKkdhR4z/C8lUbMOnVp/PPCyW8786cB6mvc/tWanGbf4bXuOj0WfOxduNW9Hrs7nzh3b33ALxeL+T/V61cQf277M5wYrXjkZ2Tg+pVK3GXhlgM5FjUQeHVo0jh1eNmhVIbN7oxfnLeW9UuvigyIY2m3du2u7BqtRu1avrQvl1kWV4KbzSEeW44AhTecIRS5++JEN5kvWktXBQ79BiKU2ufoCQ2o3ix/NNFeO/o+ALmTBmU/2/y5rQa1SqrHRp27NyLfQcOok7tvEVoi5esxJAx72Hn7r1qLm/Txqerf+/2/Gg83fkuVKpQNmRTNm3ZjrGTZ2FgrwfDNTWiv3NbsogwFX4ShVcPIIVXj5sVShnZ3ZoneVG7VuTzbCNtu/+LKDp2yEW1CPb2pfBGSpfnRUKAwhsJpdQ4JxHCGy3JWL1pLdrrmjk/OztH7fbgv+evmfp0ylJ4daj5laHw6gGk8OpxS3apPftcGP6qR2V3mzbxIS0t9sIrfTReN9ywgRetWobPIlN4kz0ynHV9Cq+z4mmmN/EU3pmfRfYEK7j9La/zmOlSypal8JoMPYVXDyCFV49bskt9NNONpcvcqFLFh/p1w4uobnuj3aKMwqtLmuVCEaDwclwYBOIpvKScWAIUXpO8Kbx6ACm8etySWcrI7kobmjbxIqN4fLK7Rh+XLHVj334XrrvGiwuaFC3XFN5kjgznXZvC67yY6vaIwqtLznrlKLwmY0Lh1QNI4dXjlsxSn37uxqIf4p/dNfq4c6cbv61wRbRFGYU3mSPDedem8Dovpro9ovDqkrNeOQqvyZhQePUAUnj1uCWrVGamC0NHuJGV6ULjxl6ULhXf7K7RT2OLsvb3eFGrVuFZXgpvskaGM69L4XVmXHV6ReHVoWbNMhRek3Gh8OoBpPDqcUtWqXkLXFjwjQdly/jQqGH85u4G92/DRhc2bXYj3OI1Cm+yRoYzr0vhdWZcdXoVT+HNnP4W4HJF3ayM29pHXYYFAAqvyVFA4dUDSOHV45aMUv7Z3YZne9UUg0QdxuI1uV6vHrnIyAh9bQpvoiKSGteh8KZGnCPpZTyFd2/riyNpQoFzyk3/VqucbqFX3vgAZ9U7GVdcco6qYvonC3D0aDbuvvUq3SqTUo7CaxI7hVcPIIVXj1syShmvEU50dtfo6/LfXdi1y41ml+aieTMKbzLGQKpdk8KbahEvvL+JEN60+g0jAp6zcqk6T0d45e1nzw+bFHCdffsPomSJDKSnpwX8e5+u7VC+XGn0e2WK+vft/+xBiRLFUea4kuq/d+/dD58PqFi+jPrvZ59oi0Zn1sHaDVtx16P9cHLN6iH7s2b9n5gz5SVUOb485EUVfYZMDDhv1+596jrSJv+jd5d7cEmTsyNiVNRJFF6TCCm8egApvHrcklFq2AgP9u514czTfahUKXHTGYy+yrWX/uoucvEaM7zJGBnOvSaF17mxjbZniRDejP/cF1GzMj+YoC28oS4gb1Lr0PYmnHNWnZDXl1cFi3x+MOdrnFa7Bs5tUBeTP5irhDU314uW11wUUE6Ed/CYdzHu5W4h62vdoS9G9ntclQ91XN+2J14b8ARqnVg1Ih7RnkThjZZY0PkUXj2AFF49bokuZWR3ZQsy2YosWYexeO3O1l7Ur1ewHRTeZEXGmdel8Dozrjq9SmXhnf/dEgwf9z4eansjbrjyAgwaNQ2ffPkdGpx+ikIpWd6brr4Q1zVvov57zYYtaNt5AOrUPiEk6lVrN2P25EH5wttzwOtYuWZTfl0bNv9VIDss13qhe2zmLFN4dT4BfmUovHoAKbx63BJdysju1qvrRdUIXvEbr/Zt2epWb1+rVdOH9u0Kvp2Iwhsv8qlZL4U3NeMeqtdOF96t23aia4fWaH5Ro5BB3733AH5fvRHLV63H2x/ORdv/XI2O97TEij82otvzYzDxlZ75ArtsxTqMmzILowd2iWgAte3cH0N6d8KBg4cxdsosDOndUZWTTPDbI5/B5q07MHDUVLw1tEdE9YU7icIbjlCYv1N49QBSePW4JbKUVbK70uecHBcWLXYhJ9eFLo/nonzZwLm8FN5EjgznX4vC6/wYR9pDpwtvk3Pq4+PPF6Lq8eXRp9u9OKFqJYXmx6WrMP2T+Xjy4Tuw7Z/dmPDuZxjw9IN4fuhEZGYdxep1f2Jon044o26tfJTfLFqGHv3G4aQTKheKt1TJDEwY3lP9ncIb6Si0yHkUXr1AUHj1uCWylFWyu0afV652Y/t2F5qe70WLawOnNVB4EzkynH8tCq/zYxxpD50uvDKH96z6J2P0xI8x9aMvMajXQ2h+8Tnw+Xx4f/bX+GD2Arw3tg9cLhfWb/5bnbflrx3Ys++gms7Q+qbLcXzFcgrn7C+/VyLc7eHWIfHKvN8rb++K+R+8UkB423d9CXVOrqH+/dcV67Fw5khmeCMdpIk6j8KrR5rCq8ctUaWslN01+nzgkAs//+xG8Qwfuj3mDdiijMKbqJGRGteh8KZGnCPpZSoIr7FoTXZOKF+2NOrXqZmPJjs7R83NffGVKfC43Xjk3ptxwblnQBa0jZk8C5/PX4yej7bBTVdfhDenzVHyW7pUCQwY8TZqVM/L9G7asg0Dn34Ip9ethTadXsTsyQOZ4Y1k8FntHAqvXkQovHrcElXKatldo99Llrqxb78Lt7T0olGDY1leCm+iRkZqXIfCmxpxjqSXqSS8oXjIwrVlv69D/TonqW3KTjvlxPzTZI7tg3fdoDK9GcWL4ZFerygh3rZjN2Q+b5eHblPn9n91Cq64uDFqVD8e3V8ci3dGP8cMbySDz2rnUHj1IkLh1eOWiFJWzO4a/d623YVVqwtuUUbhTcTISJ1rUHhTJ9bheprKwnv4SCb+82AfvDmkOw4fycJrE2dg+POP5iMb8daHOPmk6rjhqgvU3yV7O2P8i5i/cAkGjJyKmjWqqHM3bP4bA3o+iIyMYnhj6my19ZgcnMMbbvRZ7O8UXr2AUHj1uCWilFWzu0bfjS3K2t/jRa1aeVleCm8iRkbqXIPCmzqxDtfTVBZeeVFF+bLH4bH7b1UvlShKeN+dOU9Nc+jcvhXkJRf+GV6D8fRZ87F241b0euzufOGVXSC8Xi/k/1etXEH9u2SOT6x2PLJzclC9aiXu0hBukCbq7xRePdIUXj1u8S5l5eyu0fdQW5RReOM9MlKrfgpvasW7qN4mQnjTTo/wTWsr9N+0FqqPMgXhgTbXq7ekBR8ioE/0Hom3hj2F9DSPEt77ugwqMKXh8ftvVRlemf9bo1pltUPDjp17se/AQdSpnbcIbfGSlRgy5j3s3L1XzeVt2vh09e/dnh+NpzvfhUoVyoYMwaYt2zF28iwM7PVgTAYktyUziZHCqweQwqvHLZ6lMjNdGDrCjazM5L1VLZL+hdqijMIbCTmeEykBCm+kpJx/XiKEN1qKOq8WjvYacr7X64Pb7VJFs3Ny1X65FcqVzq9q/8HDSPN4ULJE8bDVy+I3j8eTX1/YAnE4gcJrEiqFVw8ghVePWzxLzVvgwoJvPChbxodGDZP3VrVI+mhsUdawgRetWno5pSESaDwnYgIU3ohROf7EeApv5vS3tPhltL5fq1yqF6LwmhwBFF49gBRePW7xKuWf3W14thflygW+2CFe19WtNzNLXkThVsV79cjFCZWLoXi6G7v2ZyEr29qyrttnlkscAQpv4lhb/UrxFF6r991p7aPwmowohVcPIIVXj1u8Stkpu2swWP67C7t2udHs0lzcdhOFN15jIxXrpfCmYtRD95nC65yxQOE1GUsKrx5ACq8et3iU2rPPhdHj8ubuNm7sRelS1s7uGgz27nVh6a95L6Lo/0waypVhhjce4yMV66TwpmLUKbxOjzqF12SEKbx6ACm8etziUeqjmW4sXeZGlSo+1K9rr+kAxoso2t7uxmUXejilIR4DJAXrpPCmYNAL6TIzvM4ZCxRek7Gk8OoBpPDqcYt1KcnuDn/Vo6pt2sSLjOL2yO4aHHbudOO3FS5UKA+83DedwhvrAZKi9VF4UzTwIbpN4XXOWKDwmowlhVcPIIVXj1usS9k5u2uwMF5EcV8bD+rVz+aitVgPkhSsj8KbgkFnhtfxQafwmgwxhVcPIIVXj1ssS/293YUx4+yb3TVYGK8brlgB6NHFS+GN5SBJ0boovCkaeGZ4HR14Cq/J8FJ49QBSePW4xbLU+EkebNzkQs2TvKhdy15TGYI5LP7BjSOZLrRu5cOZZ+bGEhPrSkECFN4UDDozvI4POoXXZIgpvHoAKbx63GJVauNGN8ZPdiPN40PTJj6kpdlbeHfvSsOvv/tQrSrQ8aGcWGFiPSlKgMKbooFnhtfRgafwmgwvhVcPIIVXj1usSjkpuytMShRPw5fzfcjJAdrf40WtWvbabSJWcWU9sSFA4Y0NRyfUwkVrTohiXh8ovCZjSeHVA0jh1eMWi1JOy+4awrt2vQ9r1gG1avrQvh2nNcRirKRqHRTeVI18wX5TeJ0zFii8JmNJ4dUDSOHV4xaLUk7L7hrC6/O58N/5XuTkMssbi3GSynVQeFM5+oF9p/A6ZyxQeE3GksKrB5DCq8fNbCknZncN4U3zuLB8VQ6kj8zymh0pqV2ewpva8ffvPYXXOWOBwmsylhRePYAUXj1uZks5MbvrL7z7D+Vi4XdATq6Lc3nNDpYULk/hTeHgB3WdwuucsUDhNRlLCq8eQAqvHjczpZya3fUX3sNZOVi7Dti0mVleM2Ml1ctSeFN9BBzrP4XXOWOBwmsylhRePYAUXj1uZko5NbsbLLxZWcCixS5mec0MlhQvS+FN8QHg130Kr3PGAoXXZCwpvHoAKbx63HRLGW9Vc8q+u8EcZFsymcMrGd7cXB82bHSpLG+9ul60uZ1blOmOm1QtR+FN1cgX7DeF1zljgcJrMpYUXj2AFF49brqlPprpxtJlbke8VS0Ug2Dhzclx5Wd5uzyei/Jl7f1iDd24s5weAQqvHjcnlqLwOieqFF6TsaTw6gGk8Opx0ym1Z58Lw1/1qKJNm3iRUdx58hcsvNJXI8vbsIEXrVoyy6szdlK1DIU3VSPPDK+TI0/hNRldCq8eQAqvHjedUkZ2t0oVH+rXdab4hRLezCzJ8roVMmZ5dUZO6pah8KZu7IN7zgyvc8YChddkLCm8egApvHrcoi2VmenCgJednd0VJqGEV/595Wo3tm93gVneaEdOap9P4U3t+Pv3nsLrnLFA4TUZSwqvHkAKrx63aEvNW+DCgm88qFjRi7POcN5UBoNHYcLLLG+0I4bnCwEKL8eBQYDC65yxQOE1GUsKrx5ACq8et2hL9X/Zg6xMFxqe7UW5cqknvMzyRjtieD6Fl2OAGV5njgEKr8m4Unj1AFJ49bhFU2rJMjdmzHSjVCkfzmvszLm74TK88ndmeaMZNTyXwssxQOF15hig8JqMK4VXDyCFV49bNKWGjfBg716X2ou2ahXnZneFSWFTGgxenMsbzcjhuZzSwDFgEOCUBueMBQqvyVhSePUAUnj1uEVayniNsGxBJluROf0IJ7zM8jp9BMS2fxTe2PK0c20UXjtHL7DtFF6TsaTw6gGk8Opxi7TUtPfcWLXauS+aCOYQTnjlfCPL2/R8L1pc6/ybgEjHCs8rSIDCy1HBDK/zxgCF12RMKbx6ACm8etwiKeX/QsxLpwAAIABJREFUoomLL/QiLc3Z0xmESSTCa2R5i2f40O0xLzIynM8lkvHCcyi8HAOFE2CG1zmjg8JrMpYUXj2AFF49bpGU+vRzNxb94IaTXzShk+GVMst/d2HXLjeaXZqL5s0ovJGMp1Q8hxneVIx66D5TeJ0zFii8JmNJ4dUDSOHV4xaulLxoYugIt9qKrHFjL0qXSg2piyTDK+xkEd/SX91gljfcSErtv1N4Uzv+/r2n8DpnLFB4TcaSwqsHkMKrxy1cKWMrsrJlfGjUMHXmqUYqvMJvyVI39u13McsbbjCl8N8pvCkc/KCuU3idMxYovCZjSeHVA0jh1eMWrlQqbUXmzyIa4WWWN9wo4t8pvBwDBgEKr3PGAoXXZCwpvHoAKbx63IoqlWpbkekKL7O8sR97TquRwuu0iOr3h8Krz85qJSm8JiNC4dUDSOHV41ZUqVTbisyM8DLLG/vx56QaKbxOiqa5vlB4zfGzUmkKr8loUHj1AFJ49bgVVioVtyIzI7zM8sZ2/DmtNgqv0yKq3x8Krz47q5Wk8JqMCIVXDyCFV49bYaVScSsys8LLLG9sx6CTaqPwOima5vpC4TXHz0qlKbwmo0Hh1QNI4dXjFqpUqm5FZlZ4meWN3Rh0Wk0UXqdFVL8/FF59dlYrSeE1GREKrx5ACq8et1ClUnUrslgIL7O8sRuHTqqJwuukaJrrC4XXHD8rlabwmowGhVcPIIVXj1uoUqPHebBtuwv16npRtUpqvGgimEM025IFl+W+vLEbi06picLrlEia7weF1zxDq9RA4TUZCQqvHkAKrx634FLGVmRpHh8uvih1XjQRS+Flljc2Y9FJtVB4nRRNc32h8JrjZ6XSFF6T0aDw6gGk8OpxCy710Uw3li5zo+ZJXtSulZrZXWFiJsMr5Znljc14dEotFF6nRNJ8Pyi85hlapQYKr8lIUHj1AFJ49bj5l/LfiqxpEy8yilN4D2flIDc3eg7M8pofj06qgcLrpGia6wuF1xw/K5Wm8JqMBoVXDyCFV4+bf6l5C1xY8I0HVar4UL9u6k5niEWGl1le8+PRSTVQeJ0UTXN9ofCa42el0hRek9Gg8OoBpPDqcTNK+W9F1vBsL8qViz6raa4F1iptdkqD9MY/y9upgxfly6Y2U2tFOLGtofAmlreVr0bhtXJ0omsbhTc6XgXOpvDqAaTw6nEzSnErskB+sRBeqXHlaje2b3ehYQMvWrVM7ay5uRFq79IUXnvHL5atp/DGkmZy66LwmuRP4dUDSOHV42aUGjbCozKSqbwVmT/BWAlvZpYLixa7VdUdO+SiWopu82ZudNq/NIXX/jGMVQ8ovLEimfx6KLwmY0Dh1QNI4dXjprKQq9x4Z7pbLVKTxWo8zO/S4M9w7ToXtmx1o1ZNH9q3yyXeFCRA4U3BoBfSZQqvc8YChddkLCm8egApvHrcpNT4SR5s3OTCqaf4UOMECq8wiVWGV+rKyZEsrws5uS7c2dqL+vXIWH+02rMkhdeecYtHqym88aCanDopvCa5U3j1AFJ49bj5v2iiaRMf0tK4sCrWwiv1SYZXMr2yGLDTQ15kZJCz3oi1ZykKrz3jFo9WU3jjQTU5dVJ4TXKn8OoBpPDqcZv2nhurVvNFE8H0YpnhNer+8Wc3Dh1yodmluWjejMKrN2LtWYrCa8+4xaPVFN54UE1OnRRek9wpvHoAKbzRczNeNCGvEWZ2N5BfPITX2KZMrsQFbNGPVzuXoPDaOXqxbTuFN7Y8k1kbhdckfQqvHkAKb/TcjNcI80UTBdnFQ3jlKsYCtqpVfOjUgQvYoh+19ixB4bVn3OLRagpvPKgmp04Kr0nuFF49gBTe6LjxNcJF84qX8MoCtp9+dkG2K+PUhujGrJ3PpvDaOXqxbTuFN7Y8k1kbhdckfQqvHkAKb3TcmN1NjvDKVTm1Ibqx6oSzKbxOiGJs+kDhjQ1HK9RC4TUZBQqvHkAKb+TcmN0NzypeGV7jysbUBu7aED4WTjiDwuuEKMamDxTe2HC0Qi0UXpNRoPDqAaTwRs6N2d3wrOItvNICY9cGvnY4fDzsfgaF1+4RjF37KbyxY5nsmii8JiNA4dUDSOGNjJv/vrvnnutTb1fjUZBAIoT3wCEXli3NeyHFddd4cQHfcufYoUjhdWxoo+4YhTdqZJYtQOE1GRoKrx5ACm9k3Iy3qtU8yYvatSi7hVFLhPDKtXfudOO3FS7VjFtaetGoAd/CFtlIttdZFF57xSueraXwxpNuYuum8JrkTeHVA0jhDc9t5So33pnuBvfdDc8qUcIrLTHewlY8w4f27byoVoU3IuEjZK8zKLz2ilc8W0vhjSfdxNZN4TXJm8KrB5DCWzS3zEwXRr/uVjsE1KvrhewDy6NwAokUXmnFytVubN/uAqXXmaOSwuvMuOr0isKrQ82aZSi8JuNC4dUDSOEtmtu8BS4s+MaDUqV8OK8xH5uHG2WJFl5Kb7iI2PvvFF57xy+WrafwxpJmcuui8JrkT+HVA0jhLZzb39tdGDPOo05oeLYXshUWj6IJJEN4g6W31U0+1K/HmxMnjFUKrxOiGJs+UHhjw9EKtVB4TUaBwqsHkMJbOLfR4zzYtt2FGid4ceoplN1IRliyhNdfeuV/t7jWi6bnU3ojiZmVz6HwWjk6iW0bhTexvON5NQqvSboUXj2AFN7Q3IypDLL92LmNfUhLo/BGMsKSKbzSvg0bXdi02Z2XlW/gRYtrfMjIYOwiiZ0Vz6HwWjEqyWkThTc53ONxVQqvSaoUXj2AFN6C3DiVQW8sSalkC6+0QbYsW7Uaap9emYYiUxxq1WK2Vz+qyStJ4U0ee6tdmcJrtYjot4fCq89OlaTw6gGk8AZyk10Zxk9ycyqD3nCyhPBK0+XlFKtWuXDoUN5evTK9oXkzZns1w5q0YhTepKG33IUpvJYLiXaDKLza6PIKUnj1AFJ4A7kZrw+WXRkaNeBUhmhHlRUyvP5t9p/iINne5pf51FQHHvYgQOG1R5wS0UoKbyIoJ+YaFF6TnCm8egApvMe4fb/Yjc++kBdMAA0aelG6FOd+RjuqrCa8RrZ37RoX9u3Py/bWqpknvpzmEG10E38+hTfxzK16RQqvVSMTfbsovNEzCyhB4dUDSOHN47ZxoxvjJ+ctduILJvTGkpSyovAavZEdN9audam5vXLUr+vFtdf6UL4sb2z0Ix7fkhTe+PK1U+0UXjtFq+i2UnhNxpLCqweQwgvIIjWZt5uV6ULNk7yoXYsCpDearC280qecHBf+3AJs3XpMfGWKw+XNKL66MY9nOQpvPOnaq24Kr73iVVRrKbwmY0nh1QOY6sIri9SGjsiT3SpVfCrrx0OfgJUzvP69EvHduAnYsjUvq29kfC9oAk510A9/zEtSeGOO1LYVUnhtG7oCDafwmowlhVcPYCoLr/+ODHx1sN74CS5lF+E12p2Z5cLffwdmfDnHNzZjIRa1UHhjQdEZdVB4nRFH6QWF12QsKbx6AFNVeINllzsy6I0fuwuv0f5QUx1EfC9oyqx/bEaGXi0UXj1uTixF4XVOVCm8JmNJ4dUDmIrCS9nVGyuRlLJbhje4T6HEl9uZRRL5+JxD4Y0PVzvWSuG1Y9RCt5nCazKWFF49gKkmvJRdvXESaSm7C69/xnfnLtm9wwWZ9iAHxTfSURC78yi8sWNp95oovHaP4LH2U3hNxpLCqwcwlYTXfzcGq79YYvceFzZtyhMtOx1utwsuF3DKyT6UKuWMBYCynVmw+PJ1xYkZlRTexHC2w1UovHaIUmRtpPBGxqnQsyi8egBTRXjtJLsSye07XFi56tgOAnrRTV6pRg19KFvGGcJrUAwWXy5ui//4ovDGn7FdrkDhtUukwreTwhueUZFnUHj1AKaC8C5Z5saMmXnyKFuP1TnF+q8MNoQ3I8OHcmX0YltYqZ278/ajlaNq5djuObxnnwtZWYAThdfgKVuZbdyI/BdYyD6+La7xQWLFI7YEKLyx5Wnn2ii8do5eYNspvCZjSeHVA+h04f30czcW/XBMdu2yz65kE1etdqNUSaBSpdhmSv/6243s7LzxIi/aiOWxY4cbRzKBBmf7UL5cbOuOZTvN1mUsbtu0OW9sFc/w4YpmPjQ937l9NstMpzyFV4eaM8tQeJ0TVwqvyVhSePUAOlV4ZXHajJkurFxtz9cFU3j1xnOiS8mCtjVrgV278sZZ1So+3HKzF9WqMNsbi1hQeGNB0Rl1UHidEUfpBYXXZCwpvHoAnSi8Ml/3nffc2LvXhTSPD2ee4VMr7O10UHjtFC1g50431q5D/o4Okult3ozTHMxGkcJrlqBzylN4nRNLCq/JWFJ49QA6TXhl+oJMY5BDdmI460wfMorbS3al7YkQ3mpVvShWTG/cFFYqVaY0hOp/8DQHucnibg7mxheF1xw/J5Wm8DonmhRek7Gk8OoBdIrwymKpGR+7sfHfrbxqnODFqafYT3SNKFJ49cazFUodOOTCqlUuHDqUtzCQi9r0o0Lh1WfntJIUXudElMJrMpYUXj2AThBeyep+tcCFrMy8KQz16sZ+oZceXf1SiRBeaR0XrenHKFzJDRtd2LrVjZzcvEVtku2tX4+L2sJx8/87hTcaWs4+l8LrnPhSeE3GksKrB9DOwitzdT/7/FhWt2JFL+rXBdLS7JvZTWSGl8Kr95mJppQsalu50oV9+/OyvbJ3ryxqK1/W/mM0Gg6651J4dck5rxyF1zkxpfCajCWFVw+gHYVXpi/MX+DC0mV5c3WdktX1jyAzvHrj2aqlJJ5r17ry9+69vJkPF5zv5d69YQJG4bXqiE58uyi8iWcerytSeE2SpfDqAbST8AaLrvRY5urWqumMrC6FV28M26WULGrbuAmQF1fIIdMcLmwKim8RAaTw2mV0x7+dFN74M07UFSi8JklTePUA2kF4N25045dlyM/oSk/ljWm1a9lzB4ZIIpWIDC93aYgkErE/Rxa1rV1zbJoDxbdwxhTe2I8/u9ZI4bVr5Aq223LC+/BTwzCsbyeULJERkvK2f3ajz+AJRUZg0DMPoXzZ0gmJEoVXD7NVhVfm5y5Z4sKqP1xqP13jcLroGv2k8OqNZzuVknEtC9uM+b0ivo3O9uGCC3yc4/tvICm8dhrR8W0rhTe+fBNZu+WEt/ltXTBzQn+UPq5kSA4bNv+NQaOmYdzL3UL+/dYHemP0wC6ocnx59fe1G7birkf74eSa1UOev2b9n5gz5SV1/nc//YY+QyYGnLdr9z6UKFG8gID37nIPLmlyNii8esPVCsIrb0Xbth3YsMmNbX/7sH5T3o4LxiH76IroVqsGW+6pqxOZRAivtIu7NOhEJ7ZlgsVXapfFbec0lB1HUvvlFRTe2I41O9dG4bVz9ALbbkvhveexAWh4Zp2QUfhhyUrMmjggQHgHj3m3UEFu3aEvRvZ7PP/84Eqvb9sTrw14ArVOrBryehRevQ9DPITXENjgFonEHflXZEVs5X//vR0BcusvuZUq+VClKlC6VOqtaKfw6o1nO5eSqQ5btriwayfyF7cZ8nt6fR9q1vSl3CuLKbx2HtGxbTuFN7Y8k1mbLYU3mgzvmg1b0LbzANSpfUJIzqvWbsbsyYPyhbfngNexcs0mda7PB2zY/FeB7HCD00/BC93bq3MovHrDN5TwynSCrMy8+vwldc8eX8D0gszMvL/H4ihbxofSpX047jigXLnUyeQWxo7CG4tRZc86ZHHbzl3APzuBXbvyFrgZh0x7qFYFqF0bqF3Ti7Ll4OjpDxRee47heLSawhsPqsmp05LC6/X64HYfE5pbW1yKR+67RRGSKQ0yRaF+nZohif26Yl2AwC5bsQ7jpsxS0xwiOdp27o8hvTvhwMHDGDtlFob07qiKSSb47ZHPYPPWHRg4aireGtrDlsJ7JBP47AsPVq12QcSxfl0vml3mRbXQCexIkIU8x3jzmPxRMqoiUmvWAn9vcyE3ByhV0ocKFVzYsdMXMtMaslIf4HMBMjLkZkT+h/rf/56c7vGhVKmCJUVoPR5g9x4XDh12wZsLVCjvQ+3aXpQ+LnQXt251Yc26wB99bRgsSAIJIlCnjhcnVPMhOwdYudKD3XvyLux25y24rFvn2Aso5Jy169zYuSvvM1mpog9163qRngaI/MqUh392AXv3ALKvr/F5kw+cfA4z/pXgqlV8KFHSpURYDpkWYfeDwmv3CMau/RTe2LFMdk2WFN6i5vAKMJ/Ph63bdkJkdt63v+Dmay/BeQ3r4rUJH6Pbw60DmH6zaBl69BuHk06oXCjrUiUzMGF4T/V3qwlvYY/ppa3+WVCjcxs2BHYzkmzov+5YKB8juxPqhL37EJB9LawSEVRXUFI2+LqlSvmQ5smrIaPEsWxreroL6enAylV5FRTW3oZne1GuXOgf2w2bXNi0KVBg5Qe76fmh30BF4U32VxOvr0PAEN4/1rkhYzj4OciZp3shU3bkWLXaXeBJSbmyPvVKYv8j1Hn+N5qFtdMQ3xIZPlStdqwlhhgHl7OSKFN4dUafM8tQeJ0TV9sJ73Mvj8f3P/0Gj8eDCuXL4JF7b0aTRvWRmXVUZWE/m/pyQHRmf/k9Vq/7s4AIGyfl5npx5e1dMf+DVwoIb/uuL6HOyTXUv/+6Yj0WzhyZ8AzvWxM92LQ5No/vlSyGEM94DGeZKmAcaek+HDzoRlZWwSvJj6v8yIY7du504bcV/wprIcZbs6YXtQvJLi1Z5sa+fQU5NjnfC/lB5mFvAjJFJs3jxuGsXMhnOtWPH39yq6cZwYdkY+vVzeOzaLE7L3MbdDS7NDfgXwo7r2kTLzKPAAcPuZCdnTftSF5nfOiQ3vfVC71zLBM2Cq9lQpH0hlB4kx6CmDXAdsJ79Gg2ihVLx9yvf8Ivy/9Az0fbKBgyBSGU8L45bQ6Or1gOpUuVwIARb6NG9bxM76Yt2zDw6Ydwet1aaNPpRcyePLCA8EYypSFmkWBFJEACJEACJEACJEACcSFgK+H9ZO53mPLhXAVi1+79yPV6UblSOfXfktVZt+kvnPZvRrbtrVfjxqsvxCO9XlFZ4G07dqspEF0euk2d3//VKbji4saoUf14dH9xLN4Z/VwB4Y0kwxuXqLBSEiABEiABEiABEiCBmBGwlfD697rzsyNw09UX4qpLz1X/HCrDe/hIlsrezhj/IuYvXIIBI6eiZo0q6nxZ/Dag54PIyCiGN6bOVluPyRHtHN6YRYIVkQAJkAAJkAAJkAAJxIVAUoV3zleLMHTsewEd+2fXXlQsXzZglwY5odvDt+P6K5pCJHbU+I+wfNUGTHr16fzzQgnvuzPnQerr3L6VWtzmn+E1Ljp91nys3bgVvR67O194d+89AK/XC/n/VStXUP8uuzOcWO14ZOfkoHrVSvm7NMQlKqyUBEiABEiABEiABEggZgSSKrw6vejQYyhOrX2CktiM4sXyqxDhvaPjC5gzZVD+v8mb02pUq6x2aNixcy/2HTiIOrXzFqEtXrISQ8a8h52796q5vE0bn67+vdvzo/F057tQqULZkM3btGU7xk6ehYG9HtRpPsuQAAmQAAmQAAmQAAkkmIDthDeWfLKzc9RuD/57/sayftZFAiRAAiRAAiRAAiSQfAIpLbzJx88WkAAJkAAJkAAJkAAJxJsAhTfehFk/CZAACZAACZAACZBAUglQeJOKnxcnARIgARIgARIgARKINwEKb7wJs34SIAESIAESIAESIIGkEqDwJhU/L04CJEACJEACJEACJBBvAhTeeBNm/SRAAiRAAiRAAiRAAkklQOFNKn5enARIgARIgARIgARIIN4EKLzxJsz6SYAESIAESIAESIAEkkqAwptU/Lw4CZAACZAACZAACZBAvAlQeONNmPWTAAmQAAmQAAmQAAkklQCFN6n4eXESIAESIAESIAESIIF4E6Dwxpsw6ycBEiABEiABEiABEkgqAQpvUvHz4iRAAiRAAiRAAiRAAvEmQOGNN2HWTwIkQAIkQAIkQAIkkFQCFN6k4ufFSYAESIAESIAESIAE4k2AwhtvwqyfBEiABEiABEiABEggqQQovEnFz4uTAAmQAAmQAAmQAAnEmwCFN96EWT8JkAAJkAAJkAAJkEBSCVB4k4qfFycBEiABEiABEiABEog3AQpvvAmzfhIgARIgARIgARIggaQSoPAmFT8vTgIkQAIkQAIkQAIkEG8CFN54E2b9JEACJEACJEACJEACSSVA4U0qfl6cBEiABEiABEiABEgg3gQovPEmzPpJgARIgARIgARIgASSSoDCm1T8vDgJkAAJkAAJkAAJkEC8CVB4402Y9ZMACZAACZAACZAACSSVAIU3qfh5cRIgARIgARIgARIggXgToPDGmzDrJwESIAESIAESIAESSCoBCm9S8fPiJEACJEACJEACJEAC8SZA4Y03YdZPAiRAAiRAAiRAAiSQVAIU3qTi58VJgARIgARIgARIgATiTYDCG2/CrJ8ESIAESIAESIAESCCpBCi8ScXPi5MACZAACZAACZAACcSbAIU33oRZPwmQAAmQAAmQAAmQQFIJUHiTip8XJwESIAESIAESIAESiDcBCm+8CbN+EiABEiABEiABEiCBpBKg8CYVPy9OAiRAAiRAAiRAAiQQbwIU3ngTZv0kQAIkQAIkQAIkQAJJJUDhTSp+XpwESIAESIAESIAESCDeBCi88SbM+kmABEiABEiABEiABJJKgMKbVPy8OAmQAAmQAAmQAAmQQLwJUHjjTZj1kwAJkAAJkAAJkAAJJJUAhdck/r92HTFZQ2oWL1Hcg4x0D/YcPJqaANjrmBKoWKYYiqd7sGv/UWRl58a0blaWegQ8bhcqlS2O7XsyU6/z7HEAgeoVS5CIQwhQeE0GksKrB5DCq8eNpUITqFimOIqnu7Frfxaysr1FYnLt2gb37u3qHF+J4+CtcQqxkkAAAQovB4RBgMLrnLFA4TUZSwqvHkAKrx43ltIXXs8fy5A2ewo8a5YFVOKrWAVH/9MRuQ0vIl4SUAQovBwIFF7njQEKr8mYUnj1AFJ49bixVPTC6zp8EMUmD4Zn2Xd5Wd20dKBM+byKDh+EK/Ow+p85F1yFo/f0IGISoPByDOQTYIbXOYOBwmsylhRePYAUXj1uLBWd8IrsFh/eDe4t6+FLT4fv1AbIrV0voBLPhlVwrV0GV3Y2pZcDjBlejoEAAhRe5wwICq/JWFJ49QBSePW4sVTkwhsgu6XLI7fBhfAZmd2galz798CzeK6S3uzbOiK7eSuiTmECnNKQwsEP6jqF1zljgcJrMpYUXj2AFF49biwVufAWm/wy0r7/Er6Mksi55AYgvViR+Ny7tsGz+L/qnKwuQ5B7WgPiTlECFN4UDXyIblN4nTMWKLwmY0nh1QNI4dXjxlKRCa9n6UIUH9dXTWPIbXJ1oZnd4NrcfyyDZ+1yeGucjMxnxhF3ihKg8KZo4Cm8jg48hddkeCm8egApvHrcWCq88B7dtx8Zz94N15FD8NY/t8Cc3XAM0+Z9pBayZbe4G9k3tgt3Ov/uQAIUXgcGVbNLzPBqgrNgMQqvyaBQePUAUnj1uLFUeOH1Th2F9Pkz4KtQGTlNr44amTG1wVeiFDL7vQ1fyeOiroMF7E2Awmvv+MWy9RTeWNJMbl0UXpP8Kbx6ACm8etxYqmjh3b1+E9w971In5Vx8fcRTGYJrTVs0F67dO5jlTdEBR+FN0cCH6DaF1zljgcJrMpYUXj2AFF49bixVtPDuGf4CXN/PhfeEk9WuDLoHs7y65JxRjsLrjDjGohcU3lhQtEYdFF6TcaDw6gGk8OpxY6nChTd9z3bsf/S2vOxus5tNT0XIz/Jym7KUG3YU3pQLeaEdpvA6ZyxQeE3GksKrB5DCq8eNpQoXXt+MCcj8YILp7K5xhfwsb8UqONLvbaJPIQIU3hQKdpiuUnidMxYovCZjSeHVA0jh1ePGUoULb+aDLeA7fBC5Ta6Et2LVmKAydmzI6tAXuQ0vikmdrMT6BCi81o9RolpI4U0U6fhfh8JrkjGFVw8ghVePG0uFJlBu6TwcHTcQKFMe2RdfHzNM8tph98qfkFunAbK6DolZvazI2gQovNaOTyJbR+FNJO34XovCa5IvhVcPIIVXjxtLhSZw3Iju8K5cCl/DC5FT/eTYYco+irT5M+DKycaRflPgi1HmOHYNZE3xIEDhjQdVe9ZJ4bVn3EK1msJrMpYUXj2AFF49bixVkIBr1zaUeLat+oP32tuR606PKSbPsu/g3roe2ZffguzWnWJaNyuzJgEKrzXjkoxWUXiTQT0+16TwmuRK4dUDSOHV48ZSBQmkz/sI6e+Pgafmqcg++wLk5vpiism1fw/Svp0DHxevxZSrlSuj8Fo5OoltG4U3sbzjeTUKr0m6FF49gBRePW4sVZBARv8OcG9Zj2IXNEdmpRNiLrxyRS5eS62RR+FNrXgX1VsKr3PGAoXXZCwpvHoAKbx63FgqkIAxncGXno4SLe/G4aycuAivsXgtp+lVONquB8PgcAIUXocHOIruUXijgGXxUym8JgNE4dUDSOHV48ZSgQSM6Qyuk05F8fMviZvwug4fRNqCj+ErUQqZ/d42/VILxtHaBCi81o5PIltH4U0k7fhei8Jrki+FVw8ghVePG0sFEjCmM3iaNEf6iTXjJrxqWsP/5sB1YA+OtuuOnKZXMxQOJkDhdXBwo+wahTdKYBY+ncJrMjgUXj2AFF49bix1jID/7gxpt9yLNI8rrsLr3rIOnl+/R+7ZFyCr4wsMhYMJUHgdHNwou0bhjRKYhU+n8JoMDoVXDyCFV48bSx0jkLZoLopNGgxv5RoodtGVcRdeZB9F+pfTVQOODJ3BaQ0OHowUXgcHN8quUXijBGbh0ym8JoND4dUDSOHV48ZSxwgUH9M7P+Na/JS68RdeAJ6fFsC9YwunNTh8IFLhEzFwAAAgAElEQVR4HR7gKLpH4Y0ClsVPpfCaDBCFVw8ghVePG0sdI1Ci681wHTmEnGY3I6N8ucQIr/GqYU5rcPRQpPA6OrxRdY7CGxUuS59M4TUZHgqvHkAKrx43lsoj4PljGYoPfxK+0uWRc8n1KFE8LSHCa+zWIG04POZLhsOhBCi8Dg2sRrcovBrQLFqEwmsyMBRePYAUXj1uLJVHIP2TSUj/9G3k1qoL7+nnJUx45drGbg1ZHfoit+FFDIkDCVB4HRhUzS5ReDXBWbAYhddkUCi8egApvHrcWCqPgLEdWe45l8Fb9cSECi9fQuH8UUjhdX6MI+0hhTdSUtY/j8JrMkYUXj2AFF49biwFyLSCEt1uUSiyW9yt/n+ipjTItVz79yDt2znqJRRHhn3MkDiQAIXXgUHV7BKFVxOcBYtReE0GhcKrB5DCq8eNpQDP0oUoPq4vfBUq578AIpHCKzFIm/cRXJmHkfnMWHhrnMKwOIwAhddhATXRHQqvCXgWK0rhNRkQCq8eQAqvHjeWAtKnj0b6/BnIPfUseE9rkPAMr1zQveJHeDauVhnm7BvbMSwOI0DhdVhATXSHwmsCnsWKUnhNBoTCqweQwqvHjaX85u82uRLeilWTI7zb/oTnl6/hrXEyMp8Zx7A4jACF12EBNdEdCq8JeBYrSuE1GRAKrx5ACq8et1QvFWr+rjBJ9JQGuWba3PfgysnGkX5T4PtXvFM9Pk7pP4XXKZE03w8Kr3mGVqmBwmsyEhRePYAUXj1uqV4q1PzdZAkv37rm3NFI4XVubKPtGYU3WmLWPZ/CazI2FF49gBRePW6pXirU/N2kCe+/b13LaXoVjrbrkeqhcVT/KbyOCqepzlB4TeGzVGEKr8lwUHj1AFJ49bileqn8/Xf95u8mS3iNt65xezLnjUoKr/NiqtsjCq8uOeuVo/CajAmFVw8ghVePW6qXKtnxKoXA2H/X4JGMObxybW5P5swRSeF1Zlx1ekXh1aFmzTIUXpNxofDqAaTw6nFL5VKeP5ah+PAn4StdHjmXXB+AIlnCy+3JnDkiKbzOjKtOryi8OtSsWYbCazIuFF49gBRePW6pXCr9k0lI//Rt5NaqC+/p51lDeP/dniy3ztnI6jo0lcPjqL5TeB0VTlOdofCawmepwhRek+Gg8OoBpPDqcUvlUsWHdYNnza/IPecyeKueaAnhRfZRpH85XbXl8JgvUzk8juo7hddR4TTVGQqvKXyWKkzhNRkOCq8eQAqvHrdULlWi681wHTmE7KtaA+nFrCG8Mo/3f3PgOrAHWR36IrfhRakcIsf0ncLrmFCa7giF1zRCy1RA4TUZCgqvHkAKrx63VC3l3rIOGf0fhi+jJHKatyqAIVlzeKUh7j+WwbN2ObIvvwXZrTulaogc1W8Kr6PCaaozFF5T+CxVmMJrMhwUXj2AFF49bqlaKn3eR0h/fwy8J5yM3AYXWkt4d22DZ/F/+ZphBw1OCq+DgmmyKxRekwAtVJzCazIYFF49gBRePW6pWqrYpJeRtuhLeOufi9za9SwlvNIYWUwnx5GhM+AreVyqhskx/abwOiaUpjtC4TWN0DIVUHhNhoLCqweQwqvHLVVLlXj2brh2bUfOxdfDV6a85YQ3bdFcuHbv4DxehwxQCq9DAhmDblB4YwDRIlVQeE0GgsKrB5DCq8ctFUvJG81KdLtFdT34hRMGj2TO4ZU2cB6vs0YmhddZ8TTTGwqvGXrWKkvhNRkPCq8eQAqvHrdULJX/wokKlZHT9OqQCJIuvJzH66ihSeF1VDhNdYbCawqfpQpTeE2Gg8KrB5DCq8ctFUsV9cIJq2R4pR2cx+uc0UnhdU4szfaEwmuWoHXKU3hNxoLCqweQwqvHLRVLFR/TG55fvw/5wgkrCS/n8TpndFJ4nRNLsz2h8JolaJ3yFF6TsaDw6gGk8OpxS8VSxgsncprdXOgOCMme0iBx4Txe54xOCq9zYmm2JxReswStU57CazIWFF49gBRePW6pVsq1axtKPNsWvrR05Fx9e6Hdt4Twch6vY4YnhdcxoTTdEQqvaYSWqYDCazIUFF49gBRePW6pVsqzdCGKj+sLXxEL1oSJFYRX2sF5vM4YoRReZ8QxFr2g8MaCojXqoPCajAOFVw8ghVePW6qVSp8+GunzZyD31LPgPa2BpTO80jjO43XGCKXwOiOOsegFhTcWFK1RB4XXZBwovHoAKbx63FKtVPFh3eBZ8ytym1wJb8WqlhdezuN1xgil8DojjrHoBYU3FhStUQeF12QcKLx6ACm8etxSrVTJjlepLmdf1RpIL2Z94eU8XkcMUQqvI8IYk05QeGOC0RKVUHhNhoHCqweQwqvHLZVKubesQ0b/h+HLKImc5q2K7LpV5vBKIzmP1/6jlMJr/xjGqgcU3liRTH49FF6TMaDw6gGk8OpxS6VSMh+22KTB8Faugdxzm9lGeD0/LYB7xxZkdeiL3IYXpVLIHNNXCq9jQmm6IxRe0wgtUwGF12QoKLx6ACm8etxSqVSkC9aEiZUyvJ4Nq+Be+RNyml6Fo+16pFLIHNNXCq9jQmm6IxRe0wgtUwGF12QoKLx6ACm8etxSqVSkC9asJryu/XuQ9u0c+CpWwZF+b6dSyBzTVwqvY0JpuiMUXtMILVMBhddkKCi8egApvHrcUqlU/oK1FneH7baVMrz/b+9Mw6QqzgX8dff0rKCCCCiQAIqIuUBi8AqIRlFIIq6YYFTQmERZ1ETZYpQrouIWtkQjYDTKolfRqFEwBp4LaoJioologohsyiKggAgMzPR2nzpDDz3QM9Nd1Uud02//8WGor85X71czvtTUqVLJFi18RnzhkOy7e47EGjhdotGB0SAvBBDevGC38qEIr5Vl0UoK4dXCdjAI4dUDiPDqcSuUqMCq5VIydbTEmjaT8BkDGh22bcIb38dbffUYCffs32j+NLCLAMJrVz3ymQ3Cm0/6mX02wmvIE+HVA4jw6nErlKjg4ucl+Ox0ibbpKJHuvRsdtnXCyz7eRmtmcwOE1+bq5DY3hDe3vLP5NITXkC7CqwcQ4dXjVihRxbMekKJliyTapYdEOpzU6LBtE1728TZaMqsbILxWlyenySG8OcWd1YchvIZ4EV49gAivHrdCiSqdOFT8G9c2esNanIdtwqvyYh+ve2crwuve2mU6c4Q300Tz1x/Ca8ge4dUDiPDqcSuUqHReWFNMbBTewPI3xb9prYR+OFxCjVycUSh1dcs4EV63VCr7eSK82WecqycgvIakEV49gAivHrdCiEr3hTVbhVfdFBd4/y2JdOslVcPvLITSeWaMCK9nSmk8EITXGKE1HSC8hqVAePUAIrx63AohKt0X1mwVXl/lHil67UWJlVXIvikvFkLpPDNGhNczpTQeCMJrjNCaDhBew1IgvHoAEV49boUQFX9hTa2MRtsen9KQbdzSoBIv+usC8e3eKVU3T5LIid1TGguN8k8A4c1/DWzJAOG1pRLmeSC8hgwRXj2ACK8et0KIKhs3WHzbt0q4zwCJHdEspSHbKrz+Ff+QwPqPJHT2JRIaNCKlsdAo/wQQ3vzXwJYMEF5bKmGeB8JryBDh1QOI8Opx83qU2gZQNuoSZ5ihFG5Yi/OwVni3bJDAP1+XaNuOsv+2mV4vn2fGh/B6ppTGA0F4jRFa0wHCa1gKhFcPIMKrx83rUbUvrDVvmdYNZbYKr6oXx5O5b9YivO6rWbYyRnizRTb3/SK8hswRXj2ACK8eN69HBV+eJcFX5kqkfWeJnnxqysO1WXi5ZjjlMlrTEOG1phR5TwThzXsJMpYAwmuIEuHVA4jw6nHzelTJ9Ntrj/JK9YU1xcRm4eV4MvfNWoTXfTXLVsYIb7bI5r5fhNeQOcKrBxDh1ePm9aiykReLb99eCZ91scTKm6Q8XJuFV0LVElw0zxnLvskvpDWulAHQMKMEEN6M4nR1Zwivq8tXJ3mE17CWCK8eQIRXj5uXo3zbt0jZuCESKwpKuP9laQ3VauEVEbY1pFXOvDdGePNeAmsSQHitKYVxIgivIUKEVw8gwqvHzctRgfeWSsnMOySW5gtriontwsu2BnfNXITXXfXKZrYIbzbp5rZvhNeQN8KrBxDh1ePm5ajaF9ZO6CrRNC9psF142dbgrpmL8LqrXtnMFuHNJt3c9o3wGvJGePUAIrx63LwcVTJllAQ+fl8ip50r0aNbpzVU64U3YVtD6IfDJdR3YFrjo3FuCSC8ueVt89MQXpurk15uCG96vA5rjfDqAUR49bh5Oap8eD9neKF+g0SCxWkN1Q3CG9/WwCUUaZU2L40R3rxgt/KhCK+VZdFKCuHVwnYwCOHVA4jw6nHzapSSwdKJwyRWWi5hjdVPNwivql38Eor9t82QdI5d82rdbR0XwmtrZXKfF8Kbe+bZeiLCa0gW4dUDiPDqcfNqVHDx8xJ8drpE23SUSPfeaQ/TLcLrX/EPCaz/SMI9+0n11WPTHicBuSGA8OaGsxuegvC6oUqp5Yjwpsap3lYIrx5AhFePm1ejdC+ciPNwi/D6KvdI0WsvOmnvu3uOxNLcq+zV+ts2LoTXtorkLx+EN3/sM/1khNeQKMKrBxDh1ePm1aiycYPFt32rhPsMkNgRzdIepluEVw0ssPxN8W9aK6GzL5HQoBFpj5WA7BNAeLPP2C1PQHjdUqnG80R4G2fUYAuEVw8gwqvHzYtRJhdOuG2FV+XLKq/9sxjhtb9GucoQ4c0V6ew/B+E1ZIzw6gFEePW4eTEqfuFEtGVbifQ4S2uIblrhTVzlVfuVq4ZN0BozQdkjgPBmj63bekZ43Vax+vNFeA1rifDqAUR49bh5MSo472EJLnlBIhoXTrhxhTe+yhtYukB8oZBUDb1DIt883Yulde2YEF7Xli7jiSO8GUeatw4RXkP0CK8eQIRXj5sXo0onDhX/xrVaF064VXidVd51K8X/4TsSK6sQdUwZL7DZM7sRXntqke9MEN58VyBzz0d4DVkivHoAEV49bl6LUvtZy0Zd4gwrdN5g7eG5bUtDfKBFyxaKb8c2UZdRVN08WWLlTbQZEJg5Aghv5li6vSeE1+0VPJg/wmtYS4RXDyDCq8fNa1Hx/bux5i0l3LO/9vDcKrwSqpaiZYvEt3sn0qtd/cwHIryZZ+rWHhFet1bu8LwRXsNaIrx6ABFePW5ei8rE/l3FxLXCq05t+GqnBNRKbzhUI73DJrC9Ic8THeHNcwEsejzCa1ExDFNBeA0BIrx6ABFePW5ei8rE/l23C69T04SVXrWnt/qqMbzIlsfJjvDmEb5lj0Z4LSuIQToIrwE8FYrw6gFEePW4eSkqE+fvxnm4eYW3tqah6ppLKbZtrHHgswdKaNBwL5XcNWNBeF1TqqwnivBmHXHOHoDwGqJGePUAIrx63LwUpV7YKp71azE5f9dTwntgMPHTG9Qf2eKQnxmP8OaHu41PRXhtrIpeTgivHrfaKIRXDyDCq8fNS1HFsx5wXtiKdukhkQ4nGQ3NEyu8CQScfb3vLBHf/krn2LKqkZMl2vZ4I0YEp04A4U2dlddbIrzeqTDCa1hLhFcPIMKrx81LUWXjBotv+1YJ9xkgsSOaGQ3Na8LrwFD7et99zTm2LFZaIaHLRhidZGEEuMCCEd4CK3gDw0V4vTMXEF7DWiK8egARXj1uXonyb1wjpROHSay0XMJ9BxoPy5PCe4CKs69301rnT9VXj0F6jWdL4x0gvI0zKpQWCK93Ko3wGtYS4dUDiPDqcfNKVPDlWRJ8Za5E2neW6MmnGg/Ly8Kr4CTu60V6jadLox0gvI0iKpgGCK93So3wGtYS4dUDiPDqcfNKVO1xZKd8R6Kt2xkPy+vCqwCpVfHA+2+x0ms8WxrvAOFtnFGhtEB4vVNphNewlgivHkCEV4+bF6IyeRxZnEchCC/Sm7vZj/DmjrXtT0J4ba9Q6vkhvKmzStoS4dUDiPDqcfNCVHDx8xJ8drpE23SUSPfeGRlSoQivgpW4vWH/bTM4vSEjM6huJwhvFqC6tEuE16WFS5I2wmtYS4RXDyDCq8fNC1G12xm69cqYrBWS8DrSe+BFNo4sy853BMKbHa5u7BXhdWPVkueM8BrWEuHVA4jw6nFze1R8O4MaR6jfIJFgcUaGVGjCe6j07r97rsTKm2SEJZ2IILzMgjgBhNc7cwHhNawlwqsHEOHV4+b2qGxsZ1BMClF41biL/rpAfLt31tzIdvNkpDdD3yAIb4ZAeqAbhNcDRTwwBITXsJYIrx5AhFePm9uj4pdNRDJ0OkOcR6EKr3M5xbJFjvSq/dBVwya4fYpYkT/Ca0UZrEgC4bWiDBlJAuE1xIjw6gFEePW4uTkqsGq5lEwdnbHLJhJZFKzwiohzDfGyheILhyTcq59UXzXWzdPEitwRXivKYEUSCK8VZchIEgivIUaEVw8gwqvHzc1RxbMecFYjIyd0leiJ3TM6lEIWXgXSkd63F4ovFOI2tgzMLIQ3AxA90gXC65FCqp+TsVgs5p3h5H4kCK8ec4RXj5tboxJfVgufdXHG95oWuvCqecHFFJn77kB4M8fS7T0hvG6v4MH8EV7DWiK8egARXj1ubo2KXyWcybN32dJw+GyIn9EbK62QqlGTM3bsm1vnnW7eCK8uOe/FIbzeqSnCa1hLhFcPIMKrx82NUb7KPVI6brD49u2VyGnnSvTo1hkfBiu8B5FyRq/59EJ4zRl6pQeE1yuVZEuDcSURXj2ECK8eNzdGxVd3Y81bSrhn/6wMAeGtizVRetVtbLEs/CMjK4W0pFOE15JCWJAGwmtBETKUAiu8hiARXj2ACK8eN7dFJe7dzdbqrmKC8B4yMxKOK+OM3vS/axDe9Jl5NQLh9U5lEV7DWiK8egARXj1ubosqmTHeuQY3W3t34zwQ3iQzA+nV/nZBeLXReS4Q4fVOSRFew1oivHoAEV49bm6KCry3VEpm3iGxoqBE+gzI+MkMiSwQ3npmBtKr9S2D8Gph82QQwuudsiK8hrVEePUAIrx63NwS5byods8w8W3fKtEuPSTS4aSspo7wNoAX6U177iG8aSPzbADC653SIryGtUR49QAivHrc3BIV38qQzRfVDl3hjf1rqYR37xLJ48niseISUdcmW/dBetMqCcKbFi5PN0Z4vVNehNewlgivHkCEV4+bG6KCi5+X4LPTc7KVIc5DrfBGFr8ksV078oooVlIm4XMuzWsO9T4c6U25Lghvyqg83xDh9U6JEV7DWiK8egARXj1utkcFVi2XkqmjnTTVSme0dbucpJwovLGWbSQWLE7rub7N69W1kxI7tr3E/D7xb1rnxEfbdEitn0hE/Fs+FauFV40E6U2pnghvSpgKohHC650yI7yGtUR49QAivHrcbI5SV9uWTB4lvv17JXJCV4me2D1n6SrhjS5+SaK7dkik3QkiJWVpPTuw5t8isZhEOp4s4g9IYPUHNdJ+QteU+vGFQuL/ZKX9wov0plRPhDclTAXRCOH1TpkRXsNaIrx6ABFePW62RqnzdksnDnNuU8v2EWTJGCC8ac6MhJXe2NGtpGrYBK4hTkCI8KY5nzzcHOH1TnERXsNaIrx6ABFePW42RqkTGUqmjhL/xrUSa9pMwmcMyHmaCK8G8kTpLauQqpGTkd4DGBFejfnk0RCE1zuFRXgNa4nw6gFEePW42RZ1mOz27CeS5v7ZTIwp08Kbbk6u2tKQODglve++Jr4d2yRWWiHVwydIJIdbUdLlnKv2CG+uSNv/HITX/hqlmiHCmyqpetohvHoAEV49bjZF2SK7ignCazYz1G14/k1rnU5Cg4ZL6OyBZh26PBrhdXkBM5g+wptBmHnuCuE1LADCqwcQ4dXjZktUHdktLZfwGefnZWU3ziPTwuvpl9bqmUT+VctrX9YL9+onoR+MyOrteLbM5WR5ILw2Vye3uSG8ueWdzachvIZ0EV49gAivHjcbourIrro2uGd/iR3RLK+pIbyZwa9O2vB/+I6oLRrqZbbqq8YU5BYHhDcz88kLvSC8XqhizRgQXsNaIrx6ABFePW75jrJRdhUThDdzM0PVOPDu6+LbvdPpNNKpu4TPH1JQ4ovwZm4+ub0nhNftFTyYP8JrWEuEVw8gwqvHLZ9R6ugxdWVw7WkMeXpBLRkDhDfzMyOwbqX4Pl4uvnDI6TzatqNEen9Xwt16S+zo1pl/oEU9IrwWFSPPqSC8eS5ABh+P8BrCRHj1ACK8etzyFeVcKjFllHPOrnP0mEWym40V3nQ5u/aUhsYGGqoW/7oPxb9+Za34JsqvWv2Ntj2+sV5c9/cIr+tKlrWEEd6soc15x64V3mm/f066ntRRzjnjFAfavJdfk+rqkAy+tF9OISK8ergRXj1u+YgKLnlegvOmO4+ONW8p4W+fldcX1HKxwpsuZ88KbwII9Y8e35YN4t+2sQ4etdc33O10iXbuLpHuvdNFZ2V7hNfKsuQlKYQ3L9iz8tC8Cu/iv/1TJkyZVWdgu77aI+VlpRIMFtX5+viRV0uzo5rK3dPmOF/f+vlOKSsrkSOalDt/3vHlV+pmUDm62RHOn8fdNES+9V+dZPW6TXLlDXdLx68flxTgx2s3yII590urY5rJm+/8W8ZPeqJOu+07djnPUTklfm6/+So547RugvDqzUuEV49bLqPUFobiWZMk8PFy57GR9p0levKpuUwh5WexpSFlVOYN1arv9q3i27pB1Bzx7a+s7TNWViGRb/aWSPc+rpZfhNd8mnilB4TXK5W08KW1oWMny9AhF8opXTslpfz59i8d+XxuwetyYoe20qN7Z5n93EJHWCORqFz03dPrxCnh/fX0p2XmA6OS9jdo6B3y4N2/cOKTfQYMuUV+d89N0r5d8j1rCK/eNwPCq8ctF1FKYoILZkvRW4ucx8WKghLt1luirdvl4vFaz0B4tbBlJMj31U7xbVwt/i0b6pXfaKdurjriDOHNyNTwRCcIryfK6Awiryu8yTA2JrxL3vyXTJ35rFw35AI5/9xect9DT8nLi96U7ifX7CNTq7wX9u8t3+97mvPnj9dtlCE33iOdOrRJWrWVqz+V+bPvqxXeW+55RD78+JPavtZ9uvmw1WH1rDvH/MRpg/DqfTMgvHrcshXlvJm//C0JLP+bqEsI4p9om44SObmHdVsYDuWA8GZrZqTXb33yq3pRL71F2x0vsaOPleiJ3dLr+EDrWFmTnOwZRni1yuPJIITXO2W1Ung3bflCRg4dJH1P/1ZS0ju+3C3/+Wi9fLByrcz940IZ8oP+Mvyqi2TFqvUyasJ0eWLaLbUCu3zFGpk55yV5+N6bU6rakBsnyqTbR8juPZUyY85LMun24U6cWgme++Bt8ummbXLvQ0/KY5PHIrwpEU3eqKCEt3K3FC+YK0VvLRTZt8f5VW9owBCJtjvBgKB+qH/1+1L84h/Ev+Y/IoEikaIikf37RHy+OqKbuCrn27VTipYu0H8okdYTiHTpIdEOJ9XNM1TlHFHm37lNJCYi/oBEWrWVwNYNItGIWjOpWRwoKxffvkoRtaWh7fGi5o5v83opWvluzdxSKxHqkzDHkgKJt4u3VX9Wj1DhibGxmMSaHCm+vV+JFBVL9Ni2Ejp3kEizFhJt3iqtUyT8G1ZLcMGcmn/olTWRsNqSMWi4tDi2hWzdud/6umUywcB7SyX4yhzxb1jjnMMc6jtQwn2zc+tecP5sKVq2UHzbtzr/EAqdN0Qi36z7G9pMjk23L4RXl5x9cVYK72mndJEXX10qrY9pJuNH/VjatG7hkPvHeytl3stLZPSwH8mWz3fI40//We751bUyYfITsr+qWj5as0Emjx8h3+jcvpb0G8uWy9i7Z8rX2rSsl35Feak8PvUW5+8R3txMUjcLr1oN9W9aUweU74tt4tuxpfZr/o9q9r2qj1/tc9yxtS5YdWFDh5Nrv+a86V7RpObP5RVJV7HUG/HJPvE9tol/51/1/mG5+Deudk5ZcOTjUPGIiURbtZVY63YSbdXusBVdhDc33xf5fEoy4Q28s0T82zYdTOtQca1HZMPdeknRindFwtV1hhQ7tr1EK5qK/9DvB9Wqap/49u4+ILeHkCgtk1h5U5HKPQe2TTgGXLdRsi8d3UqizZNvR/Pt2+0csZfsgeoilaI27aU6HHWekfj9GWveWmIt6v7/JF3JzlWdnRcN9+2p87g6Pxs2rBap3Fvz99VVEvhk5WGpqd/yOOwPfNTLiYkfh015Rd24yr2inl3nZ1LCz0Tf7i/Fv6XmN6kHf1AFJNKuk0hxifMlxVj9NqD2uYf8ViBXq/0Ib65ma/afY6Xwqj28Xbt0lIefeFGefH6R3HfrddK3zykSi8Xk2fmvy3PzX5NnZowXn88naz/9zGm3cfM22blrj7OdYdCFZ8sxRx/l0Ju/6C1HhEcNG5SUptr3e+5lI2XJc9Ocv08U3p+MvF86dWzrfP39FWtl6Z8eZIU3Q3PSrcIbWLVcSqaOTpNCkv8TOz/Rk4hnmj1nrHlRsYT6J/8eydgzstiRmk9FAb9UVkWcvfx8MkMg+OenRGIJPJMJb5JV2+hxHcS/ed1hSThbZOo5yUGtsPo3KQE9/OOcDtKzf+1fBF+Ze3gjv19iR7UQUXuKD5wdrE+hnu9Z/Q5dEJnDn1P1/exL82dipFM3qRo5OatsEd6s4s1p59YKb/ylNXVyQrMjm0qXTl+vBRMKhZ29uXdNmyMBv1+u//HF0qvHN0S90DZ99kvy6pK35ZYbrpAL+58ujz61wJHfphVlcs9v50rb42r+Zf7Jxi1y76+uk5M7t5crRtwl82ffe5jwprKlIafV4mEQgAAEIAABCEAAAmkTsF54k41Ivbi2/D9rpEunrznHlJ14/MG3x9Ue22uvPN9Z6S0tKZbrb53mCPGWbTtE7ee9+bofOl1O/M0cOafPt6XtccfImLtmyP8+/D+HCW8qKyDqQ2YAAAsTSURBVLxpEycAAhCAAAQgAAEIQCCnBFwnvJX79ssPrh0vj04aI5X7quR3T7wgUyfcUAvtt4/9UTp+7Tg5v18v5+/V6u0Lf7hLliz9l9zz4JPy9batnLbrPv1M7rnlWiktLZbfPznfOXpMfdLdw5vTavEwCEAAAhCAAAQgAIG0CbhOeNVFFc2ObCI//+mlzqUSDQnv039a7GxzuPEnA0VdcpG4whsnNe+lJbJ6/Sa59eeDa4VXnQIRjUZF/bd1y+bO19XKcbtjj5FQOCzHtW5Re0pD2sQJgAAEIAABCEAAAhDIKQHrhFdtQfjZFQOcW9IO/SgBven2B+WxKb+UYFHAEd5rbr7vsC0Nv/jppc4Kr9r/2/bYls4JDdu++FJ27d4jnTrUvIT29r8+lEnTn5Evdnzp7OXt+e2aN+ZHTXhYfnXjldKi+ZFJC/HJxq0yY/ZLcu+t1+a0UG592F/fft/ZO63+4dH9GyfI/bcNTcq2vnZ/ffsDGX7LFCkqCtQiGDP8R3LlwHPdioS8M0wg1TmW4cfSnUsJqN/ozZr3FwlHInLeOT3ltp8PlkDAf9ho6ms3ZeY8eWLeq+L3H4xRL1F3Ttha51I0pA0BTxOwTngbox2NxsTvrzmOJhSOOOflNj/q4JEpX+2plKJAQMrLao42aeijXn4LBAK1/TXWnr9Pj4CqxfcuHyOTxg+XU7/ZRaY98qx8tm27TLnj+jodNdTulf97Wxa98Y8621bSy4LWXiaQ6hzzMgPGljqBZe+ukHEPPCazfvMrObJphQy/Zaqcd85pcvnF59TppKF26hjMTh3byRWX1I1JPQtaQgAC+SDgOuHNBySeqUfg1SV/l+dfeUMe+XXNMV7qHyffGfgLWTb/YSkuDtZ22lC7F1/9m3ywcp3cNbbmZjs+EEgkkOocgxoEFIE7p86WY1s2d15sVh/1ArRa7VWXFSV+Gmo3+s7p8p2e3eWC/r2BCgEIuIgAwuuiYrkt1ZlzXpbtO3fV7o9W+Svhnf3bW2tfHlRfa6jdojfekUWvvyP7qqrly127pc9/d5XbfjFE1GUhfCCQ6hyDFAQUgZ+OekB+dFFf6XdmDweIenn5mpvvl9f+WHMOe/zTULuhYyc7Z8KvWb9ZfH6fDLrgLLlu8AUAhgAELCeA8FpeINvTUzfcqZf+Dv0cdUQTeW7+684+udHDLqv9634/Gi2/vevGOucqT/v9c/W22/jZ587Lhtdc9n1nq4paXWnfrpUjvXwg0NDcSTy7G1IQUASuvP5uGTrkAjmzZ81tYZu3fCEX/2Sc/P2VGXUANdTukbkvS1lpifzg/LNk89Yv5LrRk+SXN1wh/b9TI9F8IAABOwkgvHbWxTVZqf9hTJ4577B8v92ts+zZWymfbd3uXA8d//Q6f4Q8PWN8nRVe9T+QVNqpPt59f5WMu/9R+fOTD7iGEYlmj0A6cyd7WdCzWwj8bPSvZeD3z3T27aqPuoVTrdgeusKbajvVx/TZf3J+ft05hm1XbpkH5FmYBBDewqx7Tka98PV3nKuh1Qsi6qNOavjeFWOdPbzBYFFtDg21+3TzNmlaUS4tW9RcFa1O15j4m7ny0hMTczIGHmI3gVTnmN2jILtcEVAXDqnfPl1/zSXOI9VLsX9c8Lo8NmVsnRQaavfPD1bJNzp3kJID7yE89IcX5Muv9si4m/itU67qyHMgoEMA4dWhRkxKBPZW7pfvXTFG7h83VE7tfpLc99BTsqdyn3M0mXqBTe3PHXjemdJQO/Ur6xWr1su0O28Qdc36yDt+5xz/M3LooJRyoJG3CTQ0d7w9ckanQ0DJ6ti7ZjjvEVRUlDnbEQZdeLZcOuBMWfvpZ7Lps8/ljNO6SUPt1HYHdYzl9T++RNSWq2tuuk/uGH2NnHFaV52UiIEABHJEAOHNEehCfcyyf66QCZNnyefbd0oPJb23XidHHdnE+Z/LRT++VT5Y/LiDpr52ao/wXVNny2tvvefs4e3b5xQZO+JyKSstLlSkjPsQAvXNHUBBIBmBWc/+RR59cr5zrOXF3+sjv7z+cvH5fPLMnxaL+o1BfLW3vnbqEqI7Jj0uKz7+RJo2KZerf/hdGXxpP2BDAAKWE0B4LS8Q6UEAAhCAAAQgAAEImBFAeM34EQ0BCEAAAhCAAAQgYDkBhNfyApEeBCAAAQhAAAIQgIAZAYTXjB/REIAABCAAAQhAAAKWE0B4LS8Q6UEAAhCAAAQgAAEImBFAeM34EQ0BCEAAAhCAAAQgYDkBhNfyApEeBCAAAQhAAAIQgIAZAYTXjB/REIAABCAAAQhAAAKWE0B4LS8Q6UEAAhCAAAQgAAEImBFAeM34EQ0BCEAAAhCAAAQgYDkBhNfyApEeBCAAAQhAAAIQgIAZAYTXjB/REIAABCAAAQhAAAKWE0B4LS8Q6UEAAhCAAAQgAAEImBFAeM34EQ0BCEAAAhCAAAQgYDkBhNfyApEeBCAAAQhAAAIQgIAZAYTXjB/REIAABCAAAQhAAAKWE0B4LS8Q6UEAAhCAAAQgAAEImBFAeM34EQ0BCEAAAhCAAAQgYDkBhNfyApEeBCAAAQhAAAIQgIAZAYTXjB/REIAABCAAAQhAAAKWE0B4LS8Q6UEAAhCAAAQgAAEImBFAeM34EQ0BCEAAAhCAAAQgYDkBhNfyApEeBCAAAQhAAAIQgIAZAYTXjB/REIAABCAAAQhAAAKWE0B4LS8Q6UEAAhCAAAQgAAEImBFAeM34EQ0BCEAAAhCAAAQgYDkBhNfyApEeBCAAAQhAAAIQgIAZAYTXjB/REIAABCAAAQhAAAKWE0B4LS8Q6UEAAhCAAAQgAAEImBFAeM34EQ0BCEAAAhCAAAQgYDkBhNfyApEeBCAAAQhAAAIQgIAZAYTXjB/REIAABCAAAQhAAAKWE0B4LS8Q6UEAAhCAAAQgAAEImBFAeM34EQ0BCEAAAhCAAAQgYDkBhNfyApEeBCAAAQhAAAIQgIAZAYTXjB/REIAABCAAAQhAAAKWE0B4LS8Q6UEAAhCAAAQgAAEImBFAeM34EQ0BCEAAAhCAAAQgYDkBhNfyApEeBCAAAQhAAAIQgIAZAYTXjB/REIAABCAAAQhAAAKWE0B4LS8Q6UEAAhCAAAQgAAEImBFAeM34EQ0BCEAAAhCAAAQgYDkBhNfyApEeBCAAAQhAAAIQgIAZAYTXjB/REIAABCAAAQhAAAKWE0B4LS8Q6UEAAhCAAAQgAAEImBFAeM34EQ0BCEAAAhCAAAQgYDkBhNfyApEeBCAAAQhAAAIQgIAZAYTXjB/REIAABCAAAQhAAAKWE0B4LS8Q6UEAAhCAAAQgAAEImBFAeM34EQ0BCEAAAhCAAAQgYDkBhNfyApEeBCAAAQhAAAIQgIAZAYTXjB/REIAABCAAAQhAAAKWE0B4LS8Q6UEAAhCAAAQgAAEImBFAeM34EQ0BCEAAAhCAAAQgYDkBhNfyApEeBCAAAQhAAAIQgIAZAYTXjB/REIAABCAAAQhAAAKWE0B4LS8Q6UEAAhCAAAQgAAEImBFAeM34EQ0BCEAAAhCAAAQgYDkBhNfyApEeBCAAAQhAAAIQgIAZAYTXjB/REIAABCAAAQhAAAKWE0B4LS8Q6UEAAhCAAAQgAAEImBFAeM34EQ0BCEAAAhCAAAQgYDkBhNfyApEeBCAAAQhAAAIQgIAZAYTXjB/REIAABCAAAQhAAAKWE0B4LS8Q6UEAAhCAAAQgAAEImBFAeM34EQ0BCEAAAhCAAAQgYDkBhNfyApEeBCAAAQhAAAIQgIAZgf8HzkBYXRyCEEoAAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "save_fig[\"ボラティリティの上昇局面・下落局面においての原資産価格の分布\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "02cda850",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### 2023年5月は特殊な状況に\n",
    "\n",
    "- 2019年以降、1076日中、上げ盛り（アゲモリ）は39日\n",
    "- 直近では極めてめずらしいアゲモリ状態に"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "b333d3bb",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAArwAAAH0CAYAAADfWf7fAAAgAElEQVR4XuydBZhU1RvGv53dpSUMBBEpFfgjqbRIN9ItrYB0h3SXdJd0IyChkgpICSooGIhISHfX1v95z3KHyd2ZvTM7d4b3PI+PunPPuef8vjN33vud73wnKCoqKkpYSIAESIAESIAESIAESCBACQRR8AaoZTksEiABEiABEiABEiABRYCClxOBBEiABEiABEiABEggoAlQ8Aa0eTk4EiABEiABEiABEiABCl7OARIgARIgARIgARIggYAmQMEb0Obl4EiABEiABEiABEiABCh4OQdIgARIgARIgARIgAQCmgAFb0Cbl4MjARIgARIgARIgARKg4OUcIAESIAESIAESIAESCGgCFLwBbV4OjgRIgARIgARIgARIgIKXc4AESIAESIAESIAESCCgCVDwBrR5OTgSIAESIAESIAESIAEKXs4BEiABEiABEiABEiCBgCZAwRvQ5uXgSIAESIAESIAESIAEKHg5B0iABEiABEiABEiABAKaAAVvQJuXgyMBEiABEiABEiABEqDg5RwgARIgARIgARIgARIIaAIUvAFtXg6OBEiABEiABEiABEiAgpdzgARIgARIgARIgARIIKAJUPAGtHk5OBIgARIgARIgARIgAQpezgESIAESIAESIAESIIGAJkDBG9Dm5eBIgARIgARIgARIgAQoeDkHSIAESIAESIAESIAEApoABW9Am5eDIwESIAESIAESIAESoODlHCABEiABEiABEiABEghoAhS8AW1eDo4ESIAESIAESIAESICCl3OABEiABEiABEiABEggoAlQ8Aa0eTk4EiABEiABEiABEiABCl7OARIgARIgARIgARIggYAmQMEb0Obl4EiABEiABEiABEiABCh4OQdIgARIgARIgARIgAQCmgAFb0Cbl4MjARIgARIgARIgARKg4OUcIAESIAESIAESIAESCGgCFLwBbV4OjgRIgARIgARIgARIgIKXc4AESIAESIAESIAESCCgCQSs4A0Lj5DQkGA74y1YtVkK5fufZHvzjTgZdtf+X+XU2YvSrF4Ft+qPmbZcalQqJm9let2tetrFc5ZuksePw6R9ixpW9Q/8/Ies+WaXjOrTWoKDTXFq21uV/vrnbJw5e6tPbNc7BO7dfyg3bt01N540SSJJkTypLFi5WX1XQoKDZciERVK+RH4pmDe7bNq2XyRIpEqZwg47dPvufRkxeYn0bt9QUqV4wXzNv2cvyqzFG2R039ZuDeS7vYdl6dptMnNUVwkNDXGrrisXHzryl4ybuVIWTPpMEiVM4EoVn1/z7Xc/yulzl6RNk2o+70t8dSAqKkqCgoLMt8Pz8/t9h6VH2/pqjgZSiYiIlK8275EaFYuJyfRszL4e48NHT6RZp5HSq31DyZfzLV93h/d/jggYUvA2aDtUfvvjpNtm+G3HPCX6zl28KnVbDZKKpQrKR7XKSuY30qq2Dh87IY3aD5dvl46WN9K9atU+HoQolg9DRx344+/T0rDdMJk/oZfkfce1Lyseqp/2GifbVo6TV15K6fa4UGH4pMXy4OFjGd77E6v6YJUpfRoZ8VlL898jI6McPuAwxj0Hj0qqlC/IO1kzxakftpWOn/xPdu47InU+LCEvpnxBwiMipO/IudK7Q0Np2HaY9OvcWIrmf8eONR56iRMlcMob7YSFRahrHJUnT8IkMioqRnERFhYuYeHhkiRxIo+M1VuNBMJY1ny9WwZ8Ps+MqHqF99Vcrdd6sDSpW14qlSooBSq1kXnje8o72TJJhYY9pUmdcvJRzbLmOhcvXxfte3j1xm1p2HaoLJ7SV9K8ksp8za9/nJTuQ2bIthVjrczxWpqX1f+fPX9FwNO23Lx9V1p2/1ya1avoVGS/mSldnEyMftduNVA6tKgp9auVilMb8V0JnKs0+UzezJhOJg3t4LXbz1q8USZ/sSbW9pMkTiiHvp1ld921G7cFLxNlir1rflGxFa2odPHKDan4UU+ZN76XlYjq0G+yfLfnF3O7eAn7at5wSf1ySsFLWrVmfaVA3uwyuHsz8zVBJpNDZ0msg4jnC9Z+s1tyZc8ijuYtfi+a1Ckvg8cvlIolC0qtyh/Ec+9ivt2SNdvUi+uXc4bIqxbfb0N1kp0JOAKGFbzZ38ogtSpZf0nxozV/xbdStXxR9aC2LTmyZlR/evT4iRJhG7bulR9+/E06flxL6lUrJc07j5K///3PocjC23CdKiVk0NMHH3448QB1t+AH2vat9ZPun0uaV14UeK0sH74xtb1p0UjJ9FSo4zpHghdjbNdnol0zaV99STYvG2PnscAYy9XvLnlzviVjB7Rxd2gOr8d48KMCAaKJjj4j50jK5MkkX663ZfIXa2XdF0OtvM+3bt+TotXax3r/csXfkwmDHV8HD2Gv4fY/kLaNVilb2G1vYKwds7gAL0DdBk9X4i5fzrftqn65aZcMHDtfNiwcIVkyvOawaaOMxbZzEBuXrt6QYJNJ2TbFC0mdooHg3f/z72pezV32tVoFAZO9h44p22P+V23WR4ka2L9Z55GyZu4Qq5eRvOVaOhSrsdkD7eNlF6Vu60Hy+/HTsVWx+9yyDXcrw/4Q2VOGd3K3qs+ux3Px017j1YpR0fesX0gddSpd2lfkpVTJ3e4vBC+ew4O6PROUto3sOvCrrFz/nUPBixf01j3Hyd71UyVlimSyaft+WbhqiyyZ2lcSJgg1N4UX75of95cNC4ZLFovfBjybMr6eRmpWKiYbtu6THT/8rL6LeKHuNWyWbP7+oN2Y/vd2Rlk9e1CsY3Xn+4HGIFCTJkksWP2IrcD/cvvuPXk/f041btty994DKVSlrbT8qIp0blnb7vPpC9fLX/+ckU6f1JaPu46Rb5aMFrxUaOWHH49KaGiw+m47K+jDo8ePpfC7ORyuiuh99sEJlCJ5Mq8+n2PjzM+fLwKGFbwlCueR1o0/tLLGwtVbZMbC9bJl+ecx/vhaVjp55oI8fvxEBo1boJZGpwzrKPAuftR+mAzr9bHkyfGm/Hj4T+nUf4qsnTvELNogDvFAQ7l645Z0GzRdxg5sK6ltPLRrvt4lQaYgqVkxWpzDy2m5ZIqHQp1Wg9SDOFGihIIHVfTD7wf5/fgp6d+liRw8/KcgZGHO2B7mrsMrncDigW4reK9cuyW1Ww4QvBgM6dHCXK/LwKnqb2jXUZmxaL3MXrJJdq2dJMmTJbG75Oif/0qypImtxHZMXwntB+m71RPMb+rweLXsMVYJ3e/3HZFS7+e1Et/wvOIHNzQ0VCxWF61uA/5gmTN7Zoe3h0fn75P/SYLQEKdeYoS1oA3tRcgbX22EbdT6ZIAsntLHoeDdsvOgdB00Xc3Z19O+YuixaJ2DCJi5aIOcOHXO3F+sfOTPk1X6dmzs0KPkSPBiNWPeim9UG7Anim3YTZli78n4QW3tuFy+elNK1elifpHCSyzawPepWedR8vvOBU7NifmHlz6tPHj4SGq06C9tmlYTeJ4PHv5L8uTIor5faPfGzTvm7727cwT9adBmqHw1f5jdd2bj1n2CZ9bp/y5KsqRJ1IswxInl6tL1m3dUKAREH1Zw8CLfpklVKfV+PquuuNLW9h9+lnnLv5F/Tp9X37e3Mr+unqFFHAjaVj3GqpcRV8vArk2lbtWS6vIy9boJGNuWrFnSy9ovhlr9GYJ3x56fZdUs5wISc2fU1KUuCd7bd+5L9RZ9pVTRfFbPODzDW3QZLbvXTbYS5hC87+Z8W4XV1G8zRKqWKyrVKxSVroOmCUQfVp+mjeyiPLq/HP1bieuxA9pK8cK5naKJy/cDjRWv2cn8m+Iq97oflpCBDl4WtOcKXhodhedhzldt2kcWT+0nt+/cs7sGYln7LYqtL9rLhu11ep99/5w6LzU/6S+rZw8WzB0WEvA2AcML3hwlnHsGNDjOPIEQrPBAYun7lRdTyvsFc0pERIR06j9Vrl6/pZb9Jw/rqMTXqy+nsvuRsYSPUAgsg40f1M78Zwi30nW7Ss1KHzh8y8bSW/Muo1VsIwSvZYEXDEt1s8Z0U30cNmmxQDRalguXrknZ+t3t5gCEE7wtF69cl1t37ithmTF9Gvn5t7+laaeR8vXiUZLhdeuQDa0RjBt97tWugdVyMpb38OO0cPVmJQosRTTqInby9NmLViIcf4c3DUuWo/q0UqESWoE4efjosVQoWcDbc9in7T976Nt79tGxrbt+EryEWHrAfdrhGG4O8TVk/EI1L2tVLi4li+aVpp1GSK92DdV8Qjzgjj2/SI829azmDpp05uHFZ/ieVG7cW7p9Wk/F8Dor8LoNGrtA3s31tpQrnl92H/hVShTJK4kShkrHfpPl7v2HyoOM/iFcCcV2eRvfAXiOmtWtIG2aVpfIqEjpOXSm8iT179xEdu4/Ij2HzpD5E3orT2CHvpPkwaPH6oUlLjGco6ctl1NnL8jM0d2shoV44RGTl0qjWmWl9PvvqpfmiXO+VNesnz9MebbxHan36WC1tN7t07ry8ospZMOWvbJ60y6Z83l3KfxeDnW9K20hHhehHngWVS5TSDHHfgWwWjS5j3qx14q2MmT7kob9CW0/mxDjywTaKFylrXpWViv/vtWYkyRJaBcq5WnBixvu/+l3waoZxoW5ophu2atWUn7ZMscqnEsTvMUK5lSC9/svJ8qoqcvk19//UQ4MOEJeSplcGtUuq+ZCwxplpEurOg6nqJ7vBxrEyga8rJaODGffhWETF6sxYaXP0ZI/5vh/F66qZ72zooVKBQcH24Vo4DM4ZvAiq61mfjGupxR6939WzeE6Z/31xLMP3mc4JLq2rmvUxyL7FUAE/ELwzv68u9po5qjgIXf/wUPz0jfebJet26FE5G9//iu5/5dFvd2/ky2zbNt1SOav/Fb9ACHGdM+PR9VDsnyJAlKpdEF1rWUML5ZzI596pn7/+7SMnrpMeWG1pTR4LyfOWS1LpvaTF5ImVt3DwwE/XCiIUxo5Zal6u8abuGVxRfDiR+vPE2dUtc4Dp0rWLG8o78/MxRvktz/+lWXT+ylPMbys00d2kcYdhiuB6eyBrd0fS3m/HDuhYpmxpAWxgh9jCI5WjapI41rl7JawFn+5Vf1QuFMcLRPDixUSbHLpoX/n3gPFNba4anf65M61eBFavWmnjO3fxqsPfXf6FNdrYxsLxFeTjiNU2A3m0hvpUgviZRFH++WcwWrVAAXfLWwmWz69v5X33VEMLwSyK2X9/OFmr/GWnYfk8xkrlN3HDWqn4u9nL9kok+Y6jgPF5+vmD7MSq1jebtt7ghQt8I7y9E6dt07ZDz/emEuThnSQfLnekk+6fa5eHBE248oys6OxIESoZaMqKhxKKxDhJWp1llz/y6JWlLSihRHMGNVFPiiUW7bt/kk6D5gqK2cNtBKKYG4ymdSyvattQQA9ehwmCyb2Nt/v/oNHUvjDttKoZlnp2a6B+jueadjfAA+pFr6lVXBV8OYq3UK6tKwjzetXjNW8ELybtu2TUTFsMoQHGM8XRzG8tiEN2g079p8s5y9eU3MTNp2+4CuB6N+4aKRVnzTBe+XaTfUCDm8p5rgpKEheSJZEOT7gCcWz5sNyRdSLu6Oi9/vhDBTE5tnzl5WnWXvO7fjhF8H4sAKJDWe25b8LV6RSo16CvRquFHyfY/JYxyR4Y2rfE4IXz5Mla7aqkAsWEvA2AUMK3totBypPEOKT4OF19OapgcFGGSzNaLGeeDBhc0r+vNnU5pT0r6UWLG1/1G6o+tGuVr6o1dIzNrgtX7dDvtqyR8UMW75pxmUJCsuWiOM98Msf0rrHOCUK8KCF4MWOdfyYu1Isl2zxgMMmH4RkILYMIQf44ULGB4jUJh1GqGXMtzOnlwWTesfqqfr733NSo0U/tdy576ff5c+/z0iDGqXVbm1s6nBUIL5RbHe4Owpp0Oo78g7AXhBHrhZsVrHcVIMfhxP/nlcCxlk4hG3b2LiGGFJNtLlybyx3dug3SS2HIjbTMv7Nsn5sD30sfyLGc8fq8aoPlsVIY4GoxPzctHiUCgNBwY/RmGnL5NDm2VYeIngBL125YbV8DZuqZdbWddVLGF5CEcOL8AGIMQgxCECUfT8dk55DZ8miKX3MG0otueClFWE3LRpUUjH7c5dtktfTppa543pIuqeb0yAKeg2fqYQU5ohtQcgLClZ00FeEMXUbPE29DGITD+Ii0UbxIrlj/b44my+Y34g7xnK9ZdgMRCqeK4kTJTS//KINhFdBXA3t2UJ5YgePW6BCGWxXdhAGMn7Watm/cZr6rrvSlqM+on8FKrdRXubun9ZTz0GE32D5Hitb8Dhalp9/Oy7wWDsKP9DGhxfW/BVbi2WIQ0zfJ4TGTJm3NtavnLNNa84EL0QaxKrm4UXYUFiYfRy1JngRurL30FGZN6G3Gj/mB4Q4hDYcFIi/R4wt9h3UqVJcCr2bwypsTu/3wxkA7Tfh2PfzleBFaAZe1rDK5iwsDV7RU/9dVCsvls6AxV9ukZu376k9KyiYh5gD7+XJJmlTWz97rJ9D0ftVYvqdddR/Pc8+rb0jv/+jNpIf2T43zt/DWCcXLyCBpwQMKXgrftRL6lUrqZYlIXix1GhyknIrPDxc/eA52tyEOCU83BA766zgBxHxgog9Q1iA5UYICF6kRcLyKTI8nL90TYlovFmPmb5c/ZA4i8vEgxQeMry5w9OrCV6kwBn5WUv55rsfVSgF/nvvT8dk6ZrtMn1kZ/nzxFn1dm8peBEHiLRm8EhAwC+d2tfscYQYhqBCaAGyRnze/1Or+EVH48aDsHqLfoIYKtQZ2K1pnNOlxSR4Hd0bHmvwxjJbTIIVP6yIs/ukYWWrcBFbT6Kr32R4+Xu0qR/r5bAtPOgzFn4lZT94T3l8YlqCjO2hj9jL3iNmy74N0+xeJowyFni8itfoqNIENahe2syo3+gv5MS/55QH0rJAxDbvMkoJNW25FZ7wH3/502rTGrxT7ftOksdPwpTH2LKcPntJhcAM7t5ceZ/AHUIPzLVwHGxKRIYTeKggVvA96tOxkRKwE+d+KX07NbLyrFq2D0Ezbf46wabF1159WW2Sa93oQ2VLtAMxjtUZzAnLTU6xThCLC/A8gIcXy+QId4qtQLyPm7XKHHKEWGR8BxBeYVm0jaArZg6UnNkcZ1OxbUurjxd+vDBcuHxdZi5aLweP/CUrZgxQzw0UhHzgmYXvrWVWjdj6rmXAgciE9xpp4cA2tgKxi/mC8AlnxZ0YXmdtlKnbVepXL62eF5ZFE7xN65ZXsd94HmNz5U+/Hpd3c2VVIQwlCudWPDK+kVZWb9ypVgIRhrZ+wXDFzRPfD2f9RtjJ1Hlr5afNs5UjAHs1kFEB89zRytai1VvUS8nkoR2ldDHrOG+sDKC/o/s5T9kHB8l3ew6rFQ1tw9rlazcFG40RVvO/t6I3fluWJ2FhKj5dm0PaZ3qefVobWtie5bMktjnFz0kgrgQMKXghNFs1+lA+qlnGbQ+vJQgI3hG9P4kxNlf7wtlmRUA7xap3UA8eCF68heZ5503lKcGPCpb1HGVk0O6vpcRCDCfEryZ48bBF3C4eblt3HTLH8EJkwbOCdGxINWYpeLHUDG9MjqyZ5Pylq2r5E3kjsesYD0jsooXnavzsVerHBW/4EBuOUnqh7xASiMXs3a6B2ojiTsgAPGUDP5+nNgDhIWgrePEQXLZuuwzo2lTXG/vXOw6o2EtsBrLMXYwHNoqjeEt4wct88K6ykWXBmBHH7Sgvs+V1iFOG1w0vKj3bNpCGNZ6JP2dfsNge+ivWfydDJyySw1vn2Alno4zlmx0/So+hM2T/pulWGxmx6z13jjeVN8+yaFk2Zo7uKsUK5lIfIc4UIUQQQgjXwaoJ4lbBXktRBvE6bcE69b1BAZvPp6+QFTMHqBj74ZMXC0Ia6lcrreYzdpnDK65tQLNMcYXNX1gBsi0QZLj/qo07pWSRPIJNcaOnLVPefQhrbPZEWFPTOuUFWV82btsv/Ts3Vh5Xd8uZc5fV0rLtRilH7cCTBcHVsHppc3gBvK3IfmEZ9oC62gsFQrlsU/rhc0dtafe0zNwCjzpeqPEib1vw/IEtLL3LroQ04DvyYZPP1PMFcx/ZOFKlSCZF8r+jnjtaOJd2P9gXuX6njejsFK9ewXv6v0sqRtzR89hy0xpCSBAaA6dA6pdTmTe3afPZ8jcAL+Xay5wnvh/OBo9sCsvWbpc966fIqg3fy9kLV+yeX1pdZHPByzPC1hxl2SnyYTvlhGnbrLpT1pqH3t257sijr+fZp91f25y6dcVY8+qNu33j9STgKgFDCt73KrSSwT1aSOXShZTgdSeG13LgELwQfUgF46yEh0cIvKSOBG+esp+oTWrw+mJXc2wFy362y4GIY9QjePEDg3sXL5Rb7ShvXLucfLH8a+UJhliHB1rbPY3+rfv2B7VZBnGyY/p/ahYkWt8Rh4sfGORDdZYBIaZxYoPa0rXbVcwV4h9tBS+W6SGUmterKO2aWx+SERs/y88h8hGDaBv7HFMbmDcdPq6lxIw7BT/aXyz/RqVPgkCD2LL1FDlr79jxUyrX7LwJvdSBCrZl7MyV6pCFnWvs08cZZSzIEAKBaJnbFh5SeM3GDWxrt/EQLz1gPbJPS7XrHQXeWXgPkYsWIQ3ITPBSqhSSLGkitXEPuUIhLLA8jzy8KLUqFZeC+bJb7aqHmINXED/oCOHBDzRWQvAShbCdBtVKCzxO+P+3MqeXelVLSskieZX3HCsXCBnAahBeVGEPhO7AvhDNEJdpU7+kRD02hiFzxvd7D8vg8Quka6u6bh8mA09q/oqfqtWhmHaZQ0ginKLMB+/J8F6fmDNVOBO8WsaBOWO722VYcNaWNpfgjUT2EggJeN3/PXNBvVQj1ZZliavgxQrNx93GqBR7yKEMUYiYacRJI/wCLCzDf7TUgTEdFKJX8OLeOHxnx6oJdvnHLQUvmGDD7o9fz5AClT6N8RHRrll1s3D0xPfD2c2wh+SPv8/EmgYNzyWs/N25e1/mjutptRKJtvG9Kt+gh3rm43czpoLnKmykOTpii+FFKAyKrcPAE88+rQ1HDgF3nuG8lgRcIWA4wYulzZylmssX43uqjWp6sjTo8fBqP+p4UCN8oUX9SmZhiTAItI0fpDw5nh0+gawPtqcs6RW8fUfNVYdVICYSP/7IZ6lljMDpUc4KvC1IPG7p5YV4hiAY1beV0+T7MU0aeLSqNe8r3VrXVcIbxVFIA0Iwxs9cJWu/GBKn5WLE0vUfM888B1yZyNpSK1JcYRNibAUx0PAmfrvjgBz965SKwcSqAna6W44vtnawcxtp5d7LndXhoSIQNbAfvKGulvgeC5ZJ4fXE0rxWsGQ+feFXsnvdFLuVAqSuw453y9hVpLuD8NCK5tXFCxJewhBfDo8qflyxORQF+bSd/Tjj+zd+1kolTBG3i5cYXK99v7DkjM0ueJlAthKEBcAGeOGCsNVWAMASoRMXLl1XS/gIZUB7CC16v0Au9SOO9FxZMr5mF2Ptir3er9ZBhVZoWSNs6yAOeuSUJer5Aa+05WoK0mhh5cFyoxnqa5uWbGODY2rLUV+1mN2UyZOqjAaWJa6C1xkTzbOMECBs/tIK5j88gbEVV2J48VKD5fg5yzapUBi8ZCDDBeJPyxbPLwMcpGK0FLxYYUDasZ+3zlahMohVR75wvCRg3wh+c954GvqB8DH8g+KJ74ez8eOFDPO2b6fGsSFSnzvLmoDwnTnLvpZdayY53Yfh7AaxCV5n9Tzx7EPIF8J83HUIuASLF5GADQHDCV5tiQO7bbUT0ixPDsMDFCmTXFluhihNliSRJH2aQcHhj0JYuEDI2Xp4tX7MHdtDbSzBjxV29qKER0SqjRt4QOazOG0tJCTEzsOgR/BCWGAZFN5UbNyxPGkNXiuclPTt0jFWb/t/nDgt7ftMUon4bXOeYqkXeTr3bpjqVhiD9qDFCXMoWILWBIUjwQtvBA4ZwHI0GLlTEE6AHyUsP7tzfCxEtspnunaS1VG0zu6NAzvwo4cQCCxna95ZbELq2qqOWdC703fba7HxDRu2Pu/fRmUBcbXE91jw4oS0XztWjVceO4TjIDwEabGwU9y2jJu5SomAA1/PMIthZPmAhxXeccuDJyB48V2C0LQNaXDGA95lHBKDeyNeN6YDRpDtoGvrOirsBf3GxjBHBcveiHVHrL9tPLF2PbyW7h47jDhniBB41mwLVnawSXVg12YOT7pC6ikss2POWhZ4FOHlPrBpuvlgjpjagrDdvvsnSZ8utV1aMLCDhxwx5NoStKvz0PY6WwFu+TleIEvX6ariQCHuUSBG36/eQX2fYtowGtPBE5qQRggXDnFB3HTtyh/Ip02qqZUBZMFZ/tUO9TyaMbqr3SoLBC/ioPGdQg5fvKgjJSN+RxAyh+++o5AGy7F54vvhiDk84+hHXB0QWpuY9xD9CD/Cioy7Ja6CN6b7uPrsQ8pGvHQ4yjXs7jh4PQnERsBwghcPOPwwHfxmphJsEHZY3p46orPyDGmCF0uZyDmLh5Yz74oeDy+SkENs/owd6qEhLiUNxzKsbV/0CF4sX/74yx8q5s/24AlN8NouBWkxwI4E7/hZq1Tcb1zeppHK7Lu9vyivnuUJcM42rWkplyzjPGObjPhBGzZxkWRMn1Z5vRydMOSoDYR6wEOTJvWLghcUVwpyNMOrZHvssKcEL/Kfdhk4TW3AgnfN9uXDWR99MRZ4U0vX7aJWVPp1biKT565RWUu+WTzK7kAGLEFic4zmsdTGgZUIpN+DoLAVvAiBgZf74cPHysurnciHusgPayuq8ZKAgty22jxH8nvbTBkQkxBA2NSGEtfTEbUx4OXRmRh2Zi/Mf/xoIwYRIRhaQSaKlt3HWoV92LahpSmzjD3FSwMOqkFbWEFCcaUthJ/gQAuE1mgFjgJsTkV4E0IN8MIck7cVGw8RR1EAACAASURBVHPxjNBirG37m+3N9Cp+GLHXA7o0tYrX1fIAW26mQlz3jIUbZOfaiTHG88cU0gDBDi8+PPs4thmp0LQ4YawcwGs/aWhH9TK19ptdas7AY6oVzcNbqXQh5RiAlxgpyIpWbaeOIQYzeHjhacUzx/JQEC2G1xPfD1uWsHOrHuMEDoptK8Y5zQLjyrMML5t4ScIqR4G82VypYnWN9r0BO+Qr1ltcffbhGYwwjGkjOztNO6q3L6xPApYEDCd4kU8RqbKQg1JLJ/ZiyuTmJWFLDy9iLgeOXaAeVNoyqeXgcC3i7HBEom1GAPwNRfs74oQtd6Fig8yu/Udk2fT+djPGlU1rWiU9ghdtIN4KO2o9IXhxEhNOlLNddnTlKwFvBJaH3y9g/UCMKUsDfgRxgEBsYg9tL1y1WSVax4Y8eGq01Fix9U15FQdOU1545IZ1dOpQbG1Yfq5X8MKLtOyr7SovaM5smVX6J9uNPM7648uxQDzAW6kV200qmPP4vmEepkn9ksp/ahm+g5fPJrXLq53jloIXYg0nfWFsYJMoUQKVLxWbnhA2AQFt6ZXC92XQ2PmyfsEI9bKgCV7kaLUVvIhHRwiDJnhjsrPm3bTM+evOvIjpWuS/xrzTlqXx3IKAwpI48tXaFmR0wEYyMGnScaRKMdizbX01T/DS9/X2/Up0Isbe1ba0I6yRdvHDskUkIjJScAok4qed5XO17Zcrm9awb6DmJwNUpodPm1RVfUaGGCypI04aGT3gbUVmDjDA8wLx1DEVZ4IXnv6qTbFB7gOVQlE72hhCHllUZizaoLghdAssPxs5R+VfR170tzO/rm5pGdKg9cHVo7wtnQZ6vx+W44dHFn3F9wAZFZD5J64FNmvfd6LU/bCk0zRmsbWNFwAcJoLv7mcdGskrL6WQx4/DlIf+/sNHagXDleequ88+HDJz5vwluywlsfWXn5NAXAkYTvBWbdZXyhTLpza/wKuItDr4cdVEg21IA3YB43x1XAMvkmWBR2Pj1r0qDVHRAjnVBi+tYHcs4jcRb1a5TGGrHaJ4eFZr3k/1Q8tpaNmuHsEblzy8uLczwetOSAMeXNj4gOWm/HmyqbdqcI2SKLl//5HcuXdfLSGfOHVexbHanrpjyQCxV8mSJZa9B4+pJUVXdqrbTlL8iMD7h40wiDVuVKuc2ugWWzYFrR14JrDhCN4dLbdpXL8IWj09glfLW4uXqTofllBLp64ukRthLEjVBJYF8mY3e4rwg4qNXYh5hUcGm9QQs4oNSlqBAHm/WnsldvDSqAlepIJDTPSI3i1VFgfE8cLD9u+ZiypmFi86+K5p30scVwuPJA4+ad8iesOjJngtl/e1+yI907mLV3wueCH4sAqFTAT4zkCEI7Wis2J5XCy8iwjFwcsoPIkQFgif0kJs3GkLOZ+xdI+Nagi/ypzhNfm4QaUYs9RY9tEVwYvrYTdkeDhy7B8liuCxR2pIbPTU5gWyfmC1bsOCEbGmSUS4Bl4QkSXEtiDcQFvpwVxBdhlce/L0BenUspY5fAL18HIAO+DFfM2cIWquORK8ju5RtFp7hxuXLa+N6/fDsg3Ei0+YvVo985CzGvaJa8HzE1llsOK2fMYAu/0j7rSL7xLClBwVrHrgdyam4u6zD79BnQdMkaXT+rkkpt0ZC68lAWcEDCV4tc0w+HLBI/PZiNlqOVjb4Y0NHvCmtGxYWepVK6XGhNROTTuOVA9F/ODgxxcC7Icff1XpfeBJwWYkHGRhuWEED89DR46r3b3wgkD8NaldTsUt4qHUpvd42bx0jPxy9ESMMYS2YG1PVbP18Gp5eJ0ZxFEeXlzrTPA6a8dRSIP6UQgLl43b9qk8wDgq+Pqtu+o0ucRqeT+h2lmPTT0dWtSIccMZdmrjtDcc6lD6/Xxxih3DjzzyCyP3a83KH1glenflKzt4/EKV2m1Un9YeWYrDPfOU+Vi6tK7rdqYH1IVgWfHVDsHyqaPjQGMak9HGovUVITI49hqeuhKF85gPj7Acyx9/n1bLs9+vmagOgUGSfqxMPHr8WHK8nUnla2332USZOKS94EUT8Zj4/iHWvEqZQubvMo6LVV6i6f3NLz2a4HXGDrHevvbwom/YaImxYS+A7cZVV+ayEa5xVfDG1lctVMNZrl48oys07KFeoPBMRhgPUm3FFn+KOdNt8Ay5ffeeSt3lKC4YXuHhExer3OJwgHhS8DoatyvfD8t6WCXBoSp4GdZS+sXG09HnWggJfrcmDGlvlU4wLu2hDrIV4UUCjo/o44hD1OoiPOuxeXjdefbh2sqNe0mnT2qrg6BYSCC+CBhK8MJbAG8tYrVQkDMTy3+I+ytRMzqPI7wJU0d0UmlxtIIHJ5bRNE8AlsjOnLukPLcxpQvS6mNTDd5u382dVUoVzatEM4QUHsL4ciIVjKslJCTYKs0SPGaIfcWyHk44wxGXtmEBlm1jeenw0RN2R0HCc/P48RMl3lGwtIjjhpdO7WflRcSmHRz9OufzHnYb6Fwdgz9dB4Gl7abW22/8oDbvMlpqVipmTrelt0136vvrWLDpEzGEfTp+JMWqd1QnjCEP89XrN9VSK74TyD+N0AYUhK5M+WKNipfEZi9t9QYvqC+/lMLq9DXM825DZsj8Cb3shCS+s/juQkDHVrBpreewmTJ2QFu343Rja1v7HOFTtjHhrtY1wnUQb5O+WKNO3NJbEOuL+GxnBc4NiFPMDbxgv5kxXayhT2jLcgOzK33EpkmsLOBZ7qzge9eq5zgZN6CNXcy6K/fw1TXILpP9rTd05Tv3Vd/9/bviK268rz4ChhK8+obC2iRAAiRAAiRAAiRAAiRgT4CCl7OCBEiABEiABEiABEggoAlQ8Aa0eTk4EiABEiABEiABEiABCl7OARIgARIgARIgARIggYAmQMEb0Obl4EiABEiABEiABEiABCh4OQdIgARIgARIgARIgAQCmgAFb0Cbl4MjARIgARIgARIgARKg4OUcIAESIAESIAESIAESCGgCFLwBbV4OjgRIgARIgARIgARIgIKXc4AESIAESIAESIAESCCgCVDwBrR5OTgSIAESIAESIAESIAEKXs4BEiABEiABEiABEiCBgCZAwRvQ5uXgSIAESIAESIAESIAEKHg5B0iABEiABEiABEiABAKaAAVvQJuXgyMBEiABEiABEiABEqDg5RwgARIgARIgARIgARIIaAIUvAFtXg6OBEiABEiABEiABEiAgpdzgARIgARIgARIgARIIKAJUPAGtHk5OBIgARIgARIgARIgAQpezgESIAESIAESIAESIIGAJkDBG9Dm5eBIgARIgARIgARIgAQoeDkHSIAESIAESIAESIAEApoABW9Am5eDIwESIAESIAESIAESoODlHCABEiABEiABEiABEghoAhS8AW1eDo4ESIAESIAESIAESICCl3OABEiABEiABEiABEggoAlQ8Aa0eTk4EiABEiABEiABEiABCl7OARIgARIgARIgARIggYAmQMEb0Obl4EiABEiABEiABEiABCh4OQdIgARIgARIgARIgAQCmgAFb0Cbl4MjARIgARIgARIgARKg4OUcIAESIAESIAESIAESCGgCFLwBbV4OjgRIgARIgARIgARIgIKXc4AESIAESIAESIAESCCgCVDwBrR5OTgSIAESIAESIAESIAEKXs4BEiABEiABEiABEiCBgCZAwRvQ5uXgSIAESIAESIAESIAEKHg5B0iABEiABEiABEiABAKaAAVvQJuXgyMBEiABEiABEiABEqDg5RwgARIgARIgARIgARIIaAIUvAFtXg6OBEiABEiABEiABEiAgpdzgARIgARIgARIgARIIKAJUPAGtHk5OBIgARIgARIgARIgAQpezgESIAESIAESIAESIIGAJkDBG9Dm5eBIgARIgARIgARIgAQoeDkHSIAESIAESIAESIAEApoABW9Am5eDIwESIAESIAESIAESoODlHCABEiABEiABEiABEghoAhS8Os174fpDnS0Yp3qCEJMkTxoq124/Nk6n2JN4JfBS8oSSMNQk1+48lidhkfF6b97MGARg/2SJQ+X6HT4HjGER61689lJiI3aLfSIBwxOg4NVpIgpenQBZ3VAEKHgNZQ6fdIaC1yfYXb4pBa/LqHghCVgRoODVOSEoeHUCZHVDEaDgNZQ5fNIZCl6fYHf5phS8LqPihSRAwevJOUDB60mabMvXBCh4fW0B39+fgtf3NoipBxS8xrYPe2dcAvTw6rQNBa9OgKxuKAIUvIYyh086Q8HrE+wu35SC12VUvJAE6OH15Byg4PUkTbblawIUvL62gO/vT8HrexvQw2tsG7B3/kmAHl6ddqPg1QmQ1Q1FgILXUObwSWcoeH2C3eWb0sPrMipeSAL08HpyDlDwepIm2/I1AQpeX1vA9/en4PW9DejhNbYN2Dv/JEAPr067UfDqBMjqhiJAwWsoc/ikMxS8PsHu8k3p4XUZldWFrXqMldH9WkuqFC/ErQEHte7ceyDNO48yfzKoe3PJmS2TbNl5UH45ekI+6/CRS/c6fOyEJAgNlRxZM7p0PS+KGwEK3rhxM9ei4NUJkNUNRYCC11Dm8ElnKHh9gt3lm1LwuozKfCEEZf8x82TTopGxVn7w8JEs/+o7+bhBJXn0+IncunNP0rzyorle8ZqdZNuKsZIgQajcun1Pug2ZLl+M6ym1Ww6UL8b3lEePnkjtlgPkpVQp5NVXUklUVJTU+bCElP3gPaf3njZ/nSRJnEia168Ya/9sL/jl6N+SJ8dbYjIFqY+O/nVKbt66I1ev35ar12/JjVt35PrN6H9u3r4rt+/clyplC0v3T+u5fS9/r0DBq9OCFLw6AbK6oQhQ8BrKHD7pDAWvT7C7fNNAELwnT5+XQeMWyvGTZ+XlF1NI9zb1pVTRvIrBDz/+JiMmL1FiLXeON2V039bqGpQ/T5yRLgOnyfsFckq/zo3NzI6f/E8Gj1sg/5w+L+lfSy0j+7SStzO/rj6PiIiUJh1HyIXL1yQkJET97fLVG5L6pZQSZDKp/0/zSipZPKWv+u9rN25Lg7ZDlag98vs/MmT8Qlk2vb8kSphAwsLCpWTtLrJn/RR1rSZ4IR7nr/hWPvmoinQZOFVdO3lYR7l774H0GDJDtZ0yRTJVp9/oL+T8pasSFhYh4eHhEhYeocYaFBSkvM9BQaL+e8aorkowOyunzl5UXuTrN29LsqRJpGGN0urS6s37SeqXU0qG11+V119LrcY2f+Vmee3Vl6VVoyqS4fU0kihhqLrH81YoeHVanIJXJ0BWNxQBCl5DmcMnnaHg9Ql2l28aX4L3wUORI0cj5doNkfTpgiRvTs8JpGrN+0rtysXlo5plZe+hY9J10FTZvW6KhIWHS4UGPWTswDaSP092mTh7tVy8cl3GD2on8NIOm7hY3syUTl5ImsQseCMjo6Ry497SqFZZaVC9tHy5aacsWbNNNiwcocQkhHDiRAmkb6dnArniRz1l1axB8kKyJHbcLQUvPpwwe7Xy0nZtXVcuXLomHfpNljVzh1gJ3mxZ3pBihXKJKcgkyV9IIiaTSboPmaEE8qShHcziG5VOnDonIcHB6t4QxglCQ2Th6i3KY9y4VjmJiIyUJ0/CJHGihGavLeqdPX9ZWvUYpwQ9xHRISLA0aDNEpgzrKFPnr5PhvT9xOIdmLd6oxP7g7s1dnmOBeiEFr07LUvDqBMjqhiJAwWsoc/ikMxS8PsHu8k3jQ/BC5A4eEyYPHz7rVpECJmnxUbDL/XR2YXhEhKz79gepUbGYEn4oBSu3kdWzB8sff5+Wtd/sltmfd1d/h4cUIQQHNk2XS1dvKE/votVblRdW8/BChEJAH/xmptlriTpzx/WQFC8kk6+375cUyZPKvBXfmrv03/kr8lqalyU4ONrDW7FkAWnXvIb6b1vBixCHXsNmyaShHeXI7ydkztKvZcaoLlaCF95peGyrli8qm7btky07DymRq4UVVC5TSCqVLmT2VGsd2f7Dz7J83Q65cu2m1Kz0gdOQhsdPwpS4RSjCydMX5N79hzJxSHv1EvDKSymVCHZU7j94JFWb9pGNi0ZKksQJddvO3xug4NVpQQpenQBZ3VAEKHgNZQ6fdIaC1yfYXb5pfAjeFWsjZPuuSLs+jRoYKi8/C2d1uc8xXXj0z3+l04Apsn3leJmzdJNaou/TsZG5CsTrosl91BI9ysxFG6wE78UrN+TDJr3l0LezzIK3XP3u0qtdQyldLJ+qs2DlZvXvZvUqRAtcNzy8ln2fsWi9BJtM0qrRh1aCd+7YHtKo/XAp9O7/VOxu1XJF5NR/l+SP46ckb863ZevOQ1Lmg3cl25tvmJs7d/GqfNx1jMwa0002bdsvDx8/lh5t6jtENWjsAvU5wjvwwtC882gp/O7/pG2z6jHaYNvun2TnviNOvb8eMaAfNULBq9NYFLw6AbK6oQhQ8BrKHD7pDAWvT7C7fNP4ELxjJofL3yej7PrUo32IZH3Lc6ENEH3IntC/cxMp/F4OmTjnSyXoLDdUla3fXSYP7SDZ38rgUPAi3ODDpn1UOEP9aqVk886D0nfkHBnxWSupVLqgRwVvw7ZDZWC3ZpI1S3orwYtNa6OmLpNC+f4ns5ZsVJ/duXtfeajTpX1FeVdxjWVBJocffjwqw3p9LL/+cVImzlkt8yf0tmO+5uvdMnfZJvlyzhBJmiSR+hxe6DqtBqoXg5g2wyFUAnHGnT6p5fL8CuQLKXh1WpeCVydAVjcUAQpeQ5nDJ52h4PUJdpdvGh+CNz48vNho1qn/FOndvqGUKJJHjX/2ko1y8fJ1JSq1UrhKW1kxc6BTDy+uQ1tDJyxSYQ9lir2rBGTbptWlWMGcugTvfxeuyL5Dx6RetVLy79mL0rLb57Jj9Xhz3yyzNGCzWrN6FQWbyapXeF927f9V9hz8zSp22NLIf/1zVjoPmKpCL1Zv3CmHjvylNsdZFoR4fNR+uPJwI92ZZcGGuja9xqvwj5zZMzucP9/t+UXWfLNbpo3o7PL8CuQLKXh1WpeCVydAHdVv3gqSW7dE0qSJksTRL74sOglQ8OoEGADVKXiNbcT4ELwqhnd0mDx89IyFp2J40SKEZMvuY2XEZy0lX863zDfZuusnWbp2myyc9Jn6G7IXVGjYU8XwhoZGZ1iwDWmwtRY2iiEM4qv5w2XvoaNKRN++e19dluKFpOrfFy5dVxkQtBhe/A1hCogrRt/qfTpYiuZ/R/7+95z6e7kP3pP6bYaoFF+tG1dVnmQUTfAmT5ZEbTob2LWZygjx5ZzBsQpe1F+0eouK90W6sELv5pABXZpYDQfe6/0//y5F3nvH4aREKAQ8ywsn9ZYsGdPZXXPj1l2p0ri3zBzdVXL9L4uxJ3Y89I6CVydkCl6dAONYfd7CYDl95tnSWonikVKquH3MWRybf26rUfA+t6Y3D5yC19hzID4ELwggS8Ph35ClIUreSGeSvLk8F8rQrPMoqVe1pFQsFR1yoBVssqrQsIc6ICJ/7mxKzN178FDFrmrFkeBFGrG2TaspYThz0Xrl4dU2vjmyZkwxvLjn3oNH1Sa2csXzS0REhAwat0BlT+jbsZGg741rl1NeXEsPL+6z76dj0m3QdMn4RlqrkAZ8hvhcS3Gv9Qt5c1t2/1yWTusnWTK85vbkmzpvnazetFNljtDSt1k2AkGNTBVN61aQCiULSLq0L5s3C7p9Mz+vQMGr04AUvDoBxqH6vgMm2bw1enetZWnTKlzSpolDg6xiJkDBy8lAwWvsORBfgtdbFBC3W75BD7PHVrvP2AFtVDjCgV/+kMHjFsrV6zflPYjePq1UDlsI0RXrv5PIyEiVJiw4OFjqVCmuQgYO/PyHDJmwUB2ugOX9kZ+1VNkLnJWYBO/5S9eU9xcZJHYf+FXFFb+TLZOKM4aXGV5nZEz4fEAbyZQ+rfngCdt7xRbSgNAHiPddB36VkX1aSski0XmI3S1gsWrD91K3akmnuXXhqZ67dJMc/v0faVK7nBLsz2Oh4NVpdQpenQDjUP27XSbZucte8DZvEiGZMtpvtIjDLZ7bKhS8z63pzQOn4DX2HPB3wWsEusjbu2LGAId5eC37h01l2Chm65k9dvyUOn0Norj3iFkyc3Q3u2FBLO85eEz6dHR8vDDCLJCSDEL1xZSeO+7YCHyN2gcKXp2WoeDVCdDN6ojbnb/QJLdu2y+vUfC6CdPB5RS8+hn6ewsUvMa2IAWvse3D3hmXAAWvTttQ8OoE6Gb1teuD5fCvQWIrd1OmiJI2rSO4ec1NnraXU/DqBBgA1Sl4jW1ECl5j24e9My4BCl6dtqHg1QnQzerjJwVHe3cRuYB/ReHccZEuHSMkVUqGM7iJ0+5yCl69BP2/PgWvsW1IwWts+7B3xiVAwavTNhS8OgG6WX3arBC5fNm+0pAB4W62xMsdEaDg5byg4DX2HKDgNbZ92DvjEqDg1WkbCl6dAN2s7mjDWsYMUdKiaYSbLfFyCl7OAUcEKHiNPS8oeI1tH/bOuAQoeHXahoJXJ0A3qyMR+v4fTXL6dHQUb8qUIhXLM3bXTYxOL6eH11Mk/bcdCl5j246C19j2Ye+MS4CCV6dtKHh1AmR1QxGg4DWUOXzSGQpen2B3+aYUvC6j4oUkYEWAglfnhKDg1QmQ1Q1FgILXUObwSWcoeH2C3eWbUvC6jMrqwlY9xqoT3FKlMGbO2zv3HkjzzqPMfR7UvbnkzJZJtuw8KL8cPSGfdXCczzduNNyrhZzBCROESqKECcwVcYBIZGSULFu3XXq3b+hegz66moJXJ3gKXp0AWd1QBCh4DWUOn3SGgtcn2F2+KQWvy6jMFx4+dkL6j5knmxaNdL+yTY0Js1erk80SJ05o9UlERKQ6yMLyHg8ePpLlX30nHzeoJI8eP5Fbd+6pAyu0UrxmJ9m2YqwkSBBqdUxx7ZYD5YvxPeXRoydSu+UAeSlVCnX6G05Vq/NhCSn7wXtxGgeObg4JCVbi1Vl5/CTM7vNxM1fJ/YePZECXJuZqJ06dkzlLNslraV6W8iXyS/a3MqjPwsIjJDQk2GHzjj7759R5Of7vf1K5dCGrOrMWb5TS7+eTNzOli9NYHVWi4NWJkoJXJ0BWNxQBCl5DmcMnnaHg9Ql2l28aCIL35OnzMmjcQjl+8qy8/GIK6d6mvpQqGn207g8//iYjJi9RR/jmzvGmjO7bWl1z7/5DGTx+gew9eEwd8Vu/eilp06SaqnP0r1MybMIi+ffsRUnzSirp9mk9KVEkj/oMQrRJxxFy4fI1CQkJUX+7fPWGpH4ppQSZok/sRJ3FU/rKkydhkrdcS6tjj9Gv8YPame0DwftGulelVuUPrGx2+epN+bjbGCvBe+3GbWnQdqgStUd+/0eGjF8oy6b3V57SsLBwKVm7i+xZP0W1c+v2PXVMcfdP68n8Fd/KJx9VkS4Dp6prJw/rKHfvPZAeQ2aofuKoZcty8swFmb14o/zx92m5cfuuZHw9jVQsVVAa1igjJtOzrPXT5q+TRV9uVaLXUXnyJFySJE5oFuG4BiIbR0GPG9hWHdtsWXB8crGCuazu0aj9cDl/6ariDoEP22ntJE6UUL5ZMtqqje0//CzrN++RKcM7Wf39o3bDpH3zGlL4vRwufzdiu5CCNzZCsXxOwasTIKsbigAFr6HM4ZPOUPD6BLvLN40vwRt1/66EHdojkVcvSnDGtyQ0fzGX+xjbhdWa95XalYvLRzXLyt5Dx6TroKmye90UCQsPlwoNesjYgW0kf57sMnH2arl45boSnMMnLZYbt+7K8N6fyI2bd5SQhAh7N9fbUrpuV+nSso5UKVtYdu4/ooTh3g3TxGQyyeBxCyRxogTSt1Njc7cqftRTVs0aZHe0MAQq+rZ3/VSnQ4ir4EWDqAsB2bV1Xblw6Zp06DdZ1swdYiV4s2V5Q4oVyiWmIJMkfyGJGkP3ITOUQJ40tIO8nfl1q759uWmXLFy1Wbq0qiNnzl1Wwv7jhpVl5sINit3M0V0lCMnqYynoV6se46R44dzSqFZZ89Xf7flF9TNF8qR27aDOW5lel4WTPrNr/dTZi9J54FRZP394jHdG++sgeId1tLqucYfh0q5ZDSn07v9i67rLn1PwuozK8YUUvDoB+nH1fQdMcuaMSMJEQZI9a5Rkzxbpx6OJ7joFr9+bUPcAKHh1I/RqA/EheCOvXJS7PZtL1IN75rEkKFFRkrTtq3ts4RERsu7bH6RGxWISEhztaSxYuY2snj1YeSjXfrNbZn/eXf0dXk0s+x/YNF32HDomWbOkl3RpXlafte8zSUoWzSuVyxSSLTsPSbXyRc19y1eupWxYOEIShIbK19v3K7E2b8W35s//O39FLcUHB0d7eCuWLCDtmtcQiLQ2vSfI5mVjnI5z/KxVqv/Jkia2uiY8IlKFAliGNFh6eHExQhx6DZslk4Z2lCO/n5A5S7+WGaO6qHY0Dy88ymFhEVK1fFHZtG2fGhtE7tXrt5XXG+OtVLqQ8pz+9c9Z6Tlsliye3EeNse+ouVIgb3Yzi66DpkuR93JI7SrFHY5n6IRFUrRATuVdR9gCPO6zxnQzC9sHDx+rF4ChPVqYheeSNduUWO/ZroFqE0IcHnfbolfwwsPb8ZNaUjBvdt1zTmuAglcnSgpenQD9tDqOOD7yq/Vbc4VykVKkkH+LXgpeP52QHuw2Ba8HYXqhqfgQvA8XTJLH36y2633yqavFlDqtR0d19M9/pdOAKbJ95XiZs3STXL95W/p0bGS+BwTvosl9JMPrr5r/hvCGKk0+U3GuWTK8Zv47xBcEM+Jm4TnVBO2ClZvVNc3qVYgWuE48vL/9cVJ5MzO9kVYQo5o1c3oZ0LWpZEyfxnyP0dOWS85smaVS6YJWHGILabCFNmPRegk2maRVow+tBO/csT0EYQHwbCJ2t2q5r84RbAAAIABJREFUInLqv0vyx/FTkjfn27J15yEp88G7ku3NN6Tn0JlSoWQBKfV+PtVG1WZ9ZcLgdmYmP/16XDD2qSOswwW0vnTqP0Wqlisq+346JqfPXZJpIzqbN6ZhQ1qn/pOVhxmeZa3A057pjdekYY3SdvMAn23b/bMKcQgPj7AKacDF8AhjTF/OGWyu68zDW6fVIOnfubHk+l8Wj803Cl6dKCl4dQL00+oDhti/0QbCARgUvH46IT3YbQpeD8L0QlPxIXjvDWov4X8cset9soGTJSRHtLjyRMFOf2RP6N+5iYrVnDjnS4EHGHGsWilbv7tMHtrBvCkKm786D5giubJnkbbNqpuv+37fYenQd7K8+nIqmTi0g8pwoBVXBS9iixHjitjXTOnTyIxFG+T7vYflq/nDzG31G/2FEpnvF8ipS/A2bDtUBnZrprzWKJqH94txPWXU1GVSKN//ZNaSjeqzO3fvK293urSvqBhbXINSoWFPJeyTJkmkvL+1PhkgO9dMMsfUnj1/Wdr3nSwbFjgOK2jeZZS0aVJdbYhLk/pFq81q5y9dU2EkiKHGZjytoN/whhfN/47dFEAMNLy9CKFw5uG19Qhv3fWTrN+yR4lty1KqThcVKpH+tdSemGqqDQpenSgpeHUC9NPqFLx+ajh2O1YCFLyxIvLpBfEheOPDw3v85H8CDyNSWmkbzGYv2SgXL19XQlArhau0lRUzByoPL1J3tftsglq279Cipp0dIJYPHf5Leg2fJStmDFBhCyiuCl7bBtHee+VbyZblY5UoREFs6dnzV8zeY62OoywNliEN/124IvsOHZN61UqpzXUtu30uO1aPN9/SUvBis1qzehWVaKxe4X3B5rA9B3+zikNGRbwMwFua4oWkMnfZ13Ll2k0r7/iOH36Rrzb/YLchTLtp0Wrt5dulYyS5haCNaXJDBENU7147SWWWiKm4GtIAzzg2EVp6crHBr0PfSbJ73WSX4o9d/UJS8LpKysl1FLw6Afpp9RGjQ+TRY+vOZ8saKQ3rMaTBT03Kbj8lQMFr7KkQH4IXMbx3ejYTeXDfDCNB8YqSpJ3+GF40CPHXsvtYGfFZS8mX8y3zPeDtW7p2m3kTFLyW8GIihjcyKko+7jpGeVctN1Vdv3lH9v/0u9qwppVmnUdJ3Q9LyuMnTwQiGnlkUSAMUS5cuq4ErBbygL8htABe29t37ptTYcEb+W6FVrJr7SSVvxcxuLU+GSjfLBllJ8QchTRgnPU+Hay8oX//e07do9wH70n9NkPkxq070rpxValfrZTqkyZ4IT4hJgd2baayS0DQOhO8iAfOkD6NSgsGNoun9DF7RNF33KdJnfJW8c0aI7Cet+Ib9WLgahk4dr66dHD35rFWgeDtNGCqU++yswbgwcfcQKyyxibWm7l4AQWvi6CcXUbBqxOgn1b/8y+TrFtvMovelCmipEG9CEn7LNTLL0fGkAa/NJtHO03B61GcHm8sPgQvOh2dpeEHgfhVWRoKWKfh0jMwCNJ6VUuq1FmWBXliKzTsoQ6IyJ87m1rav/fgoVpWn77gK7l647YM7NrUqg7EbJm6XVUmB6TIgucYQnHJ1L4qg4Cj4iyGF7GsCFlA6i/ky52xcL3sOXTULAoRH3zs+GmrfLRa+44EL/q/9+BRFQJQrnh+iYiIkEHjFkhEZKT07dhIwKFx7XLKi2vp4UWb6Eu3QdMl4xtprUIa8FmPNvXViwI8rhC6l67eUH2qWekDdRjEwcN/yrhZq1R4h6P4XcQnI5RkwuD2kifHmy6Z8ru9h6Xf6LmyYcEIc6qxmCpevHJDZdxYMq2fCi+BAIeHHhsVscHOUfn5t79VSrrMGdLKyD6tzJsaXeqgCxdR8LoAKaZLKHh1AvTj6g8fiVy6FL1xLVPGKD8eybOuU/AGhBl1DYKCVxc+r1eOL8HrrYEgbhd5XW139o8d0EbKFHtXDvzyhwwet1CuXr8p70H09mml8s5C1CJTQZBFXll4ABESgdy9yJ5w4fJ1SZk8mfKk2ubJtRyPM8GLa5ADd/GarerQB+SdxaY1ZIbQwhNmjuoiWTLaH4aAMIf2fSdZeTQhSOFJhsjbfeBXFaP8TrZMKmYZ44cHu0GbIfL5gDaSKX1alYdXi8+17K8zD696MYmKEhwWgXy9iKGt8FFPlZ0CbJrWLW/niV69aadMnbdOpUazzGwRk71XrP9OZXHAi4iWL9mV+QHBv2HLXnn4+ImYgoIkYcJQadu0upWHXmsH6elGT10mTetWiNF2rtzX2TUUvHroYWnk+kOdLRineoIQkyRPGirXbtus1Runi+yJlwlQ8HoZsB80T8FrbCP5u+A1At3KjXsrr63lZqzY+gWhGBUZJXWrlrS6FIc5ICsETl6r+2EJaflRFYdN/fDjUbW5zDKEAxceO35KeZMhinuPmCUzR3ezqw+xvOfgMenTMfbjhW/evhvj8cnwvCI0wzK7RWxjhxiFYPXkIRCx3dMbn1Pw6qRKwasTIKsbigAFr6HM4ZPOUPD6BLvLN6XgdRkVLyQBKwIUvDonBAWvToCsbigCFLyGModPOkPB6xPsLt+UgtdlVLyQBCh4PTkHKHg9SZNt+ZoABa+vLeD7+1Pw+t4GMfWAgtfY9mHvjEuAHl6dtqHg1QmQ1Q1FgILXUObwSWcoeH2C3eWbUvC6jIoXkgA9vJ6cAxS8nqTJtnxNgILX1xbw/f0peH1vA3p4jW0D9s4/CdDDq9NuFLw6AdpUP3U6SHbuMsmpM0GSJo1I3tyRUrigfx/m4FlC3m2Ngte7fP2hdQpeY1uJHl5j24e9My4BCl6dtqHg1QnQovrNW0EyY3awPHpk3WbzJhEBk+fWc7S80xIFr3e4+lOrFLzGthYFr7Htw94ZlwAFr07bUPDqBGhRHd7d+YuC7RosUTxSShWnl9dzpJ23RMEbH5SNfQ8KXmPbh4LX2PZh74xLgIJXp20oeHUCtKiO43qXrzJR8HoOqdstUfC6jSzgKlDwGtukFLzGtg97Z1wCFLw6bUPBqxOgRXWENEyYbO/hbVA3UrJno4fXc6Tp4Y0Plv56DwpeY1uOgtfY9mHvjEuAglenbSh4dQK0qQ4v77dbguTW7SBJlFCkUCGGM3iWcMyt0cMbn7SNeS8KXmPaResVBa+x7cPeGZcABa9O21Dw6gTI6oYiQMFrKHP4pDMUvD7B7vJNKXhdRsULScCKAAWvzglBwasTYDxUv3hJ5K/j0bHB2bJGSto08XBTP70FBa+fGs6D3abg9SBMLzRFwesFqGzyuSDwXAves+evSJ+Rc+TPE2ckXZqXZUjPFpInx5tODX/r9j2p1LiXdPq4ltSrVkpdR8Fr7O/J4SNBsm6DdVxwjaoRkjdPlLE77qPeUfD6CLyBbkvBayBjOOgKBa+x7cPeGZfAcy14G3cYLkXz55SPG1aWXfuPyIjJS2TL8rESGmK/cQomhDg+eOQvadmwMgWvcee0Vc+mzQqRy5etO5syZZR07RjhJyOI325S8MYvbyPejYLXiFZ51icKXmPbh70zLoHnVvBev3lHKjTsIfs3TZeQ4GiBW7vlQOnVroHkz5PNzmIHD/8l0xd+JW9mTCdvZUpHwWvcOW3VswFDQhz2dMiAcD8ZQfx2k4I3fnkb8W4UvEa0CgWvsa3C3vkDgedW8P5y9IQMGb9Qvpo/zGyn7kNmSMF82aVOlRJWtgsLC5e6rQfJuEHtZNna7RS8/jCzn/bRkYc3WdIoyflOlNy6JZIxo0ie3JGSOJEfDcqLXaXg9SJcP2magtfYhqKH19j2Ye+MS+C5Fbz7fjomk+askZWzBpqt03fUXHk7S3ppWqe8lcWmL/hKoqKipF3zGjJs4mIrwXvt9mPjWtfNnoUGmyRp4hC5de+JmzWNe/nvfwbJ4uVB1h1E+K7FnzJnjJJWLRjTC0gpkoZKaIhJbt8Pk7Bw5j427sz2Xs9g/yQJQ+T2/cB5DniPVvy3/HKKhPF/U96RBAKAwHMreA8fOyH9Rn8hXy8eZTZjx/6TpVjBXFYe3tP/XZJug6fL8un9JUGCUDvB+ySAREFQkEiwKUjCIwJL/F27IfLbsegx/XQ4Sk6ftR/f9HGO47YD4Dvu1hDw0oN5EBYRKVGBNQ3c4vA8X2wKEjEF4HMgUGyaIMT+NMpAGRvHQQLeJPDcCt6bt+9KmbrdZO+GqZIoYQLFuHLj3jK0ZwvJl/NtM/MFqzbLrEUbJDQ0Ohb0/oNHEhxskoY1ykjnlrWZpcGbs9MLbc9bGCynz9h4fEWkTatwpisTEYY0eGHS+VmTDGkwtsEY0mBs+7B3xiXw3ApemOTjbmPk3VxZpeVHVWTLzoMyae4a+XbpaLWJbdP2/VIo3//k5RdTWFnPNqSBacmMO7kd9Wzt+mA58qu14MWJbn16cRMbeFHw+td89kZvKXi9QdVzbVLweo4lW3q+CDzXgvfi5evSa/gs+f34aUn/WmoZ3vsTyZE1o5oBH9ToKBOHtLfy9uLvFLz+/QW5eStI5i80qaOLtcK8vM9sSsHr3/PbE72n4PUERe+1QcHrPbZsObAJPNeC1xOmpYfXExTjv41Tp6MFb8qUIqlSMlhVswAFb/zPRaPdkYLXaBax7g8Fr7Htw94ZlwAFr07bUPDqBMjqhiJAwWsoc/ikMxS8PsHu8k0peF1GxQtJwIoABa/OCUHBqxMgqxuKAAWvoczhk85Q8PoEu8s3peB1GRUvJAEKXk/OAQpeT9JkW74mQMHrawv4/v4UvL63QUw9oOA1tn3YO+MSoIdXp20oeHUCZHVDEaDgNZQ5fNIZCl6fYHf5phS8LqPihSRAD68n5wAFrydpsi1fE6Dg9bUFfH9/Cl7f24AeXmPbgL3zTwL08Oq0GwWvToCsbigCFLyGModPOkPB6xPsLt+UHl6XUfFCEqCH15NzgILXkzTZlq8JUPD62gK+vz8Fr+9tQA+vsW3A3vknAXp4ddqNglcnQFY3FAEKXkOZwyedoeD1CXaXb0oPr8uoeCEJ0MPryTlAwetJmmzL1wQoeH1tAd/fn4LX9zagh9fYNmDv/JMAPbw67UbBqxMgqxuKAAWvoczhk85Q8PoEu8s3pYfXZVS8kATo4fXkHKDg9SRNtuVrAhS8vraA7+9Pwet7G9DDa2wbsHf+SYAeXp12o+DVCTAeql+8JLJzl0n+PG6SRIlEsmWNkorlIyRxoni4uZ/dgoLXzwzmhe5S8HoBqgebpIfXgzDZ1HNFgIJXp7kpeHUCjIfq02aFyOXL1jcqXDBSKpaPjIe7+9ctKHj9y17e6C0Frzeoeq5NCl7PsWRLzxcBCl6d9qbg1QkwHqoPGBJid5eMGaKkRdOIeLi7f93CXwXvld2/SvJ3MkuiF1/wL+AG7C0FrwGNYtElCl5j24e9My4BCl6dtqHgdR/gqdNBqlKiRFGSNo379d2tYSTB+/CRyPHjQXLzVpCkSSOSPauxvMz+JngvjJ0hb55ca54SJzLXknQ9PnV3ivB6CwIUvMaeDhS8xrYPe2dcAhS8Om1DwesewHkLg+X0mWjBiwLB16Ced0WfUUIaIHZnzA6WW7eejR+it22rcPcgevFqfxK814/8I+lntbGjcaJED0lXr5wXKQV20xS8xrYvBa+x7cPeGZcABa9O21Dwug7w8JEgWbch2K5C8yYRkiljlOsNuXklNq19v8skf2HTWkKRbNl8s2lt3wGTbN5qivfxu4PLnwTvuXnr5O1D0+2G93eOJvJ6+8buDJvX0sPrN3OAgtdvTMWOGowABa9Og1Dwug7wu10mlS3BtpQoHimlinvXy+t6L713pbPx16gaIXnzeE/wuzMifxK8FzftkyxfD6TgdcfALlxLD68LkHx4CQWvD+Hz1n5NgIJXp/koeF0H6MzD2aBupGTPFviClx5e1+eKK1c+unFXEvdvLIkj71tdfqnHEkme+VVXmuA1DghQ8Bp7WlDwGts+7J1xCVDw6rQNBa/rABHDOmFSiDx6/KwOQgy6dAr3aU5cbCDbvCVILl4OkkSJgiRThkiB19nTeXodjf/VV0XatWYMr+uzyPpKxPGGbfxKEt67JOGhSSWqXE1J/UHuuDbHeiJCwWvsaUDBa2z7sHfGJUDBq9M2FLzuAYS4PPxrkNq4lTJllCAfrqeFpXs9ErHdSIf63gqzgOj9668guXk7SNK+KobzbPtTSIO7dub1rhGg4HWNk6+uouD1FXne198JUPDqtCAFr06ABqhupLRlvsZBwetrC/j+/hS8vrdBTD2g4DW2fdg74xKg4NVpGwpenQANUJ2C95kRKHgNMCF93AUKXh8bIJbbU/Aa2z7snXEJUPDqtA0Fr06ABqg+flKw3Lr9LDcuupQnd5TUrBZ9EhvSmi1f9Sx/LnIHV6/m+1AMb6Cj4PUGVf9qk4LX2Pai4DW2fdg74xKg4NVpGwpenQANUB2Cdu36ELl8Oboz2bJGSg0LQetIECP2uGJ51zJL/PmXSQ78GC2oU6QUKVk8UlKlNEYaMlv8FLwGmJA+7gIFr48NQA+vsQ3A3vktAQpenaaj4NUJ0IfVIXRv3cZhFFFOD77AJrORY0LsepkxQ5S0aBrtAY6p4Bjl+YusD9vAZr2uHWOvG1vb3vicgtcbVP2rTQpeY9uLHl5j24e9My4BCl6dtqHg1QnQR9WXrYw+eU0rOOK3eRP79Gh6Be/a9cFy5FfrcAnc09uny8UVKwVvXMkFTj0KXmPbkoLX2PZh74xLgIJXp20oeHUC9EF1eHZnzLb32lYoFylFCtmHKUyb9SzcQeuuq2nLbIW1Vp+C1weG5y1dIkDB6xImn11Ewesz9LyxnxOg4NVpQApenQB9UP3wkSBZt8E6zADdcCZikTv42y1BcukScgeLZMwY5fJRyM5OV+vSMcKQcbz08PpgQhrslhS8BjOITXcoeI1tH/bOuAQoeHXahoJXJ0AfVHcUVxuT4LXs4ne7okMhLl0SyZQhSonkTBmdb0BDSMTylcFy+kx0WANOlqtYPkLy5uGmNR+Ynrd0gQAFrwuQfHgJBa8P4fPWfk2Aglen+Sh4dQL0UXXbzAsQom1ax+x1RbaF5auexf0qAZtIpEvH2I9GhvC9dUskbZpnA4bw1oQwNsHFJJzjCxM9vPFF2rj3oeA1rm3QMwpeY9uHvTMuAQpenbah4NUJ0EfVIUAPHzHJo8fRHcibOyrWEAN4d3fusha8qBuXeFxHbbkaF+xNZBS83qTrH21T8BrbThS8xrYPe2dcAhS8Om1DwasToB9V96TgdZTb1wjpyih4/WhCeqmrFLxeAuuhZil4PQSSzTx3BCh4dZqcglcnQD+q7mizmyuhEI6G6Og4Y1w3ZEC4T4nEt+A9v3KryNl/JSpJUkmQM5ek/iC3T8fPm4tQ8Bp7FlDwGts+7J1xCVDw6rQNBa9OgH5UHdka1q03yblzQRIeIZIyRZRULB8l2bO5duKa5VAdpTp79VWRdq2fH8F7YewMefPkWqsZ8Hf+tvJ6ixp+NCsCr6sUvMa2KQWvse3D3hmXAAWvTttQ8OoE6CfVHWV2yJM7SmpWi9uJaY42wDWoG2klnl05Cc7T+OLTw5ukTVm77p9PnltSjR7r6WGxPTcIUPC6AcsHl1Lw+gA6bxkQBCh4dZqRglcnQD+p7uzEtM96xp6hwdkQ4TFGbl+UNGmsN83Z3g/xvW1aRUjiRN4F5mvB+9CUVKKmfeXdQbL1GAlQ8Bp7glDwGts+7J1xCVDw6rQNBa9OgH5Sfd7CYDl92vqI4KggkRZNIjyeTszdk+A8iTA+BW9Qu+qSOPK+VffPvFREXhk22JNDYltuEqDgdRNYPF9OwRvPwHm7gCFAwavTlBS8OgH6QXWEM2z9ziTnz9kIXhHp2jFcUqX07CCcHYxRuGCkVCzvfrywO72LT8F7cdM+yfL1QHP34N29XG8wN665YzAvXEvB6wWoHmySgteDMNnUc0WAglenuSl4dQL0QnXk2D3yq0lOnxZ1FHC2rHE71AGe1vmLQuTRIxGci2Ytd6M7ruXgtTyBLXvWSHUCm+UhE+4MU89JcO7cx9G18Sl4cf87/16WR+cuqa4kfyezJHrxBb1DYH2dBCh4dQL0cnUKXi8DZvMBS4CCV6dpKXh1AvRC9bETQ+T2nWcCNSpKpEVT90MPlq2MPkYYxZngrVE1etPaug3BViPBCWx9esY944JtFoe4pj9zF298C153+8frvU+Agtf7jPXcgYJXDz3WfZ4JUPDqtD4Fr06AHq7+2zGTfLnW/jS0LJmjpGkj9zIqWObKhWgOcuDibdMqXPb/GCxHfrX/MC4nsGk44nISnCdQUvB6gqJ/t0HBa2z7UfAa2z7snXEJUPDqtA0Fr06ALlbfd8Akj58eA4x0YKlSwudqX/YfMMm3W+0Fb4rkIt06u+dxdXQamuUdK5SLlCKFIsXSE2z5uR7B6yIWj19GwetxpH7XIAWvsU1GwWts+7B3xiVAwavTNhS8OgG6UF1lSDhj7UHt0jHCoeg9eswkqx14eDO8ESUfN3PPw+voKGHE5iJGV4vPhRDHP3fuWA8EIQhdOsU9ZZkLWLxyCQWvV7D6VaMUvMY2FwWvse3D3hmXAAWvTttQ8OoEGEt1dzdwIRTg83Eh6iQ0y1KreqTkzuV+hgMcJ/zn8WixnT1rlJw6YzKHLyRIIGavM3a0BT0N9E3+QpRUrhi3E9i8SzP21il4Y2cU6FdQ8BrbwhS8xrYPe2dcAhS8Om1DwasTYBwFb7askdKwnmMBi+wKW7cHy42bQZIwQZQgnVfePI5DINzpPcSv7eY0rVVIYi3OFxvZPHE/d/rmqWspeD1F0n/boeA1tu0oeI1tH/bOuAQoeHXahoJXJ8BYqjs7hAGhBaWKu++x1dNbZ6etWaVwiBKpUY2CVw9n1vUtAQpe3/KP7e4UvLER4uck4JgABa/OmUHBqxOgC9XtjtlNESVtWnv/mF3brn27xST7f7TfEGcpeOHx7eokvhjtQcBfvhwkCRMFScYMkV4/KtgFvFaX0MPrLrHAu56C19g2peA1tn3YO+MSoODVaRsKXp0AXawOoXjpUpA6SCJNmiifCMU//zLJ8lU2gjdKBEcMa1vqEMqg5ea1HRo2t222yCCBXL3Nm4TH+YAKrX3EOS9fFawOyEDJlCFK6teL2wtBoApeHHDx8NxlxSfFO5l4wEUM3zsKXhcfSj66jILXR+B5W78nQMGr04QUvDoB+ln1CVNC5MaNp51+qnI1sRvb4RCWeX21YccUi+wqmhGjQ+TR05RtWp24hnwEouA9v3KrvLXzczPOW6Fp5G6LgfJSnjddRfxcXUfBa2xzU/Aa2z7snXEJUPDqtI23Be/NW0FOc87q7Lpd9QQhJkmeNFSu3bZRT56+kR+3B3t8vyv62OLg0CBJEBIloaEiL74oUrhghFNvrbNY5IwZotQpcHEtnm43EAVvUNuqkjjygdXJIWdeKiKvDBscV+wBXY+C19jmpeA1tn3YO+MSoODVaRtvCV7LeFEsfZf4IPqQA2+WQBe8EIe3bpskUcIoyZRRf9YGd23hyMOrV/BCgE+YbH2sMfoV13YDSfAijCF4Sn955dGpaFOpNBr4jyA5nzy3pBo91l0TPhfXU/Aa28wUvMa2D3tnXAIUvDpt4w3B6yj9Fbrp7LAFnUMwV3dH8CLf7c5dJhVXi5ItW3T6L18Wyz4lShQleXKLZM8W3Sfb09DSpImOn02cKP567GjTmydOY5s2K0QuR4enmktcU6MFkuC92m+gZLi+zxrM09xxFLzO5z0Fb/w9E+JyJwreuFBjHRJArvwo/AKwxJWANwSvoxO+0L8GdSPNAi6u/Y2pnjuC19HpZ9pRu97omyttOhJ+YJYyZaTMmB1i14Qv+ouXmZu3tYMsnp3Y5sr4nF2jhVncuhV9RbasUXFeDQgkwRvWoZGkCLd5E3gK8USJHpKuXjk92AO2LgWvsU1LwWts+7B3xiVAwavTNvEpeD3hDfSU4PXG8rweUzhb2semsLy5xT67goi4u7ELIREo2rHCevpr1LqBJHhv9uou6e78aof6dIOxkvqD3EY1gc/7RcHrcxPE2AEKXmPbh70zLgEKXp228YbgdXScLjIAdOnk3SV4Vz28CB0YOcbeYxrXuFGdJlDVnR1BjD6VLB4p8xfZx7m6KnghdJH269ataM+sp9KJeWLcnm4jkATvuamL5e3fF1kh4ma12GcMBW/sjHx5BQWvL+nz3v5MwKuCd9zMVfJhuSLydubX/ZlRjH33huDFDZHzdf+PmsCKFm3e9iy6KnjRP0epsPLkjpKa1eKecUDvJIkpPdf4ScFy62kogRKtCUUdXpEqZewRPbbxv6ifMmWUOmAi0EogCV7YBqI36X/RXt6Hr2SRF1s0Yg7eWCYtBa+xv9UUvMa2D3tnXAJeFbzNu4ySn349Lm9mTCdVyxWVymUKS+qXUxqXRhx65i3BG4eu6K7ijuBVhx2sDDbnf331VZGG9VwTkLo76qQBxMd+u+VZn+DdbfD0AAZ4pQ8fMZn7mzd3lEti15m4x9+HDAjXPRSEYiD21leHadgOINAEr24DPYcNUPAa2+gUvMa2D3tnXAJeFbwY9s3bd2XHD7/Itt0/ycEjf0m+d96SKmULS7ni+SVpknjcIu8lGzyvglfDCcGGjAjxme0gNlNCjONENle8t7G1hc/tNsM9PV2tYb1IXccDa55j5WOOEsmVK1Lq1PBtpgsKXldmRGBfQ8FrbPtS8BrbPuydcQl4XfBaDv3OvQeycetemfzFWgkLC5cKJQvIxw0qSZaM6YxLKJaeBYLghUA8fSZIXn8tSHLnCJEHT3jwhKXZLbNmQJxqJ6vhmiCTSPp0UZIlc3TYiatFSz1n295raaOkaeO4HQvs6r1juo6C1xMU/bsNCl5j24+C19j2Ye+MSyBeBO/DR09kx56f5euOjWldAAAgAElEQVTtB2T/T8cka5Y3pGr5onLu4lVZvfF7GdC1qQp5iO9y9vwV6TNyjvx54oykS/OyDOnZQvLksD9u9OTp8zJo3EI5fvKsvPxiCunepr6UKppXddffBa9terGXXhRp9Yl3N8fFt509cb99B0xy5EiQXLpiKXejW36a2lWJ3tSvREnaNMgBHHNsMEQ0Tmyzb00kPtOlWYp5bMarU80kxYsEy7U7j+VJmOsC3hOMXWnj0Y27cuPAMYk89Y+YMr0pr1Uq7Eo1XuMGAQpeN2D54FIKXh9A5y0DgoBXBe/eQ8dk47Z9suOHnyVJ4kRqA1uNCu9beXS/33dY+o+eJ3vWT4l3oI07DJei+XPKxw0ry679R2TE5CWyZflYCQ2x3tFfrXlfqV25uHxUs6xgTF0HTZXd66ZI4kQJ/FrwOstsEJ+CK76MjhhexPf+dTxIHj0SyfB6lJhCouTiJZOkfTXK6cEZEIRnTkfL0oSJRNW3LZqXVhO++Dy2DBBKaO40WbuLnzYcW11PMcPGyOWrTHbNjRoYKhJiPMELsWsa1FZShj3NDyciVxJnkWTjZ3oKCdvBPA81SbLEoXL9Dld6jDghKHiNaBX2yR8IeFXw5i3XUkoWySs1Kr4vRd57R4KD7X9cHzx8LK17jpXFU/rGK6/rN+9IhYY9ZP+m6RISHC1wa7ccKL3aNZD8ebKZ+xIeESHrvv1BalQsZr6uYOU2snr2YHkjXWq/FrzOTnSLL8EVnwa3POVM873aSlfbPMeOTkZz1GdHgje2LA4qb/CkYJ8KXmcHnDRvGCxZs4fFu4f34qZ9EnHmpEKcIGcuu1y55+atk7cPTbczAfPqevabRMHrWZ6ebo2C19NE2d7zQsCrgnfh6q3StI79aUb3HzySlRu+kxb1K/mM8y9HT8iQ8Qvlq/nDzH3oPmSGFMyXXepUKeG0X0f//Fc6DZgi21eOF5MpSK7ceuSzMei98b+ngmTuAvuXkFIlIqVMydjTdem9f3zWnzPPJKfOPJW4toGzTzuCcf8ve5RKCYcNbxu/NsnjJ9a9DAqKDmEwl6cb2NCybbMjBsectgz8Fy01yZMw63u0bxMhr6XxPp3t3wfJd/Ay25R2H4dIxsxhEhbuWkgDxrHvQLTnHKVIoSjF0Z1yZvIieeuYdc7cf0r2lDcaPHt+OLoG9zhRoK1k+KSmO7fjtTEQQLaWJIlC5NY9m8lPaoYgkDql/2/2NgRIduK5I+AVwYsNaWHh4fJBjY6ye91kO6gnz1yU5p1Hyk+bZ/sM+L6fjsmkOWtk5ayB5j70HTVX3s6SXprWKe+wX4g5btVjrPTv3EQKv5dDXRMe4d4Pu88G7OTGw8ZGyLkLz8aAbAvD+4dIksRG66m+/oybFiEnTj4dpxPBmz5dkPx3PnZ71vjQJBcvRclvx6Lk/sNoJ62t1xgbAPt1tz/swnYUDx6K7NgdKX//EyW4f6H8QfJGOmvfMz5DSZRY7D7TQwXtjp9uLcph/4G9QpXgd+XQcfS/77BwefjQuidd2wbL2286ilB23ON7DYrZfXAxRW55a+ZU899/n7JSMux79v/aB9daTJSMZd/Vg4J1LQjgpc4UFCQRkbF/Fwgu/gmEBLv+vYr/3vGOJGBcAl4RvMu/2iGjpiwThAM4KwhxmDO2u8/IHD52QvqN/kK+XjzK3IeO/SdLsYK5HHp4j5/8Tzr1nyK92zf8P3vnAR5VmfXx/8wkIaEGRAgigoICFpq6qHyKlaIsCqsiuIrgimLBFRXb2nDtWGAVxI4NcRW7IOqKjWIDRAVUMKBAQJDQA2Tmfs+5c9+b97bJndyZzDvJuc+zK5l5y7n/cwO/OXPec3D8MV3MOdl+aI1uhFIbNm0OoX7dEI7vUTOrNNhTGvz8k+HGxeI1Of2BIsKvv1lR45eaWgw4PYaOHfxFSL1+CSjv+JnnclBSkbKqH4ZLZXMP0eCkpCSk1wI+o28Eh3b0f2jNKw882bSYuiNPcciwM1wP2qNvmK9TDm/BzeehILbdfG19flvUf4hzeFP5FymnNKRSzdSvxSkNqdeUV6wdCqQFeEk6qszQo/9leGnizQ4l8+vkYb+WzfWUgExdVB/45LOvxhdvPQKyh67Tzrsed4wZjm6HHWQx67c163HRNeNw1w0XodthB1reqwnAK24omcYTmfJbVfc1D60tDenNJ1ruo+GPDSHsNr617dpF08FfvghucyMUxTdeldIXOrSPgerwiovWX7gwjG3bgVatNHQ4KHh0jCpDzJzlTDkYOaI8bV33ki1Llqo88NBlZ1hAlnRd3bAzGt87zuITgt6NH8yF9sc6hPZujpaDnClTVX1GeF5cAQZetZ8EBl61/cPWqatA2oCXbnn37j3Iy8tV9u4vvPo+HN6pPS46tx/en/0lxj/5Gma8eK9+OO2dD+fiqG4H62XILvjnPRjU/wT0PbG7414YeJV1b9KG3TI2xzGnfn1g67b4yzIOUxe34UMrvsGwl3crKgIuHRGsE5vXobIB/aMgQE/HlSzw6ofvJjhTN5K1cfW0WThw9v0VHyDC9bBu0O2Og2vpuGde06oAA6/aTwQDr9r+YevUVSDlwHtM/8vwyJ3/1COh9OdE15y3Hs2oMmvXbcR1d07GD8uK0WqfZrjz+n/gkPZtdJso//jhsZejWdPG6D34WuTmWmFo3C0jcfKxh2d1lQa7+DU5wuvnQXOryiCXGpPXaNZMw9/OiOqRVq+v9ZOFPruNohOb/XV7NQk/9+Z3TLLAS+tSJHr2JxUpHUd3j6Fv7+TTObasWIftP8arNNQ7uC0aHtDcr9k8LoUKMPCmUMw0LMXAmwZReclaoUDKgZfaCHfrdCAaN2qgtxROdJ10bLesF5kjvFnvQlCUUrQhJnilag6Uh/vLihB++cUl7UZKbSC4o/q8BHz2K9k8Vvv8Z1+IYMXykDW0rAFDBkdTkjLh5rmqAK9Yh9I6VGoxnf1PZmbugIE3M7r73ZWB169SPI4VsCqQcuCtbQIz8GanxwnOXp4WMUuVUZexvr0qUgXWlgCTHq+I6usJBPR/9D9bv4i/nhbTS5jZr6ANPCjCu2RZfF29EoRxYm74+VHs30aNlIbs9D5bnUgBBl61nw8GXrX9w9apq0DKgfeftzjLBnndPqUMZPvFwJudHnQ7EEbQe+OYeN6t14ExnTlt5RuGnBPFezPCKN1cEQ2mCPFVVwZr0ex2IIzWvfG6YLnBiTwWJMKbnU8CW21XgIFX7WeCgVdt/7B16iqQcuC9+z8v+r7bG6441/dYVQcy8KrqmcR22Q+ZidEiP9ar7a5bTu9Vo6LIz6cqD9Y81lR8vU95xWLd5s2Bgaenr0IDacDAm53PcyqtZuBNpZqpX4uBN/Wa8oq1Q4GUA2/tkK3iLhl4s9PjXgfCRMkvSnl4aHyOXsJMXHl50DuvyVm9ovMaVWUY0D+9MFodSjPwVofKau/BwKu2fxh41fYPW6euAikHXkppuHzYALTbvyUqS2/glAa1HozaVKXBLV2AIqiXXVyRLkCH2ebND2FtSQgtijR06RxDfn4ICxaF9GYQFAUm4BWXnBIhXiNwXrYsZB6Ma99eQ1lZfJI4KKfSU8DAq5I3MmMLA29mdPe7KwOvX6V4HCtgVSDlwEspDecOPFlvLFFZegOnNKj1OFYVePWyVJ+GUVYG2A9/qXWHVmsIehcsih8KKywETugZ8w2hfkuGPTo5B+vWVewbkRpZUL+T5s007LVX4r2pHu/CRSGUloawf2sNVP2BD62p/GRlt20MvGr7j4FXbf+wdeoqkHLglW91+co1aNt6H8fd79q9B98v/RWHd7J2NFNXJm/LantKg72agVCK8lpVi2CSrRRdpXxbqp8b5PIDvAnzgGlzW8UzN81cD67lA1eNsh6Io3JqxSvjC1JTjKoCMUd4gzwVNWMuA6/afmTgVds/bJ26CqQVeI/oMwJfz3zccfd/lm7FqX+/DvPemaiuMj4tq+3A69UNLGhJLp/y+x5mB1SKlA6TOqX5XsgY6FVBoW/vKH5dGUZBvoatW0P4/kdnHV8tBoScVcxgb1dMW7k1w6DXu3bSUNiY0iw0FBcDr79l7XZW1aYXDLzJPgk1bzwDr9o+ZeBV2z9snboKpAV4X3l7Nv779mws+XklOh7Y2nH3G/4sRZ28PMx86T51lfFpGQNvvMuW/VIJeEUnNFHHVq9pC+CoIzWc1reiPbBPl5vD9FSDhSG9HBlFVRs20PDd91Yt3Ko6eAFv69YaLrRBuBfw6jdgsHS9usD2HVbrCws1jB6V/L0x8Cb7FNS88Qy8avuUgVdt/7B16iqQFuDdWbYbC77/CZde/xBGX3y24+7z8+vg2O6d0KJZE3WV8WlZbQdeOtj10ARrdJGkUymlgcD040/C9gwC3cOiKoNPdyccdstYa/tpGiyqOIiJBMB67wqXBm4d2msYMsgKqW6RZFpAszVgczNs7C3J1+utCvDSBwo63EfpIo2SzIVOhe68RmoVYOBNrZ6pXo2BN9WK8nq1RYG0AK8Qb+7XP+DoIw5x1fLZV2bigrP7ZL3OtR14yYGUqzp3fjyHlCKdR3fX0LFDTBnfEjROfyviCrxB2//KN+kGvDrdUkSZANWAXTLEzrv08z9HlaNxoVM2AvZ58+I1fvWIsU7SFePcosj2ihN+nZEs8Iroubw+RZdHjohym2G/ois2joFXMYfYzGHgVds/bJ26CqQVeOm2Fy9ZgR9/KgYdVBPX+o2lmPbm//DVjMnqKuPTMgZen0JlcBiVBrv/gRyUu3zDn8rUi7vutdbt1UEXQJ1cQHr8TSXovfYHaqhbAPTtkxgQP58Txof/CyNG9yDDLoBIGIiJzxdG9HfI2bEqfehIFni9crhFA48Mut1169+ffh31ls5BeZ162H1oD7QcdIpqJmbcHgbejLsgoQEMvGr7h61TV4G0Au+U/76PBx97BW32K8LK30rQtk1LrFq9Ds2aNsaFg0/FwFOPU1cZn5Yx8PoUKsPDileF8fSzzlzjVKZe6FUZpoUrgNSAz8aNNPQ4JoZ3ZzhTP+jQ2cDTE+faym2OHdFcW5tjkrlrFw10aK0qlxvwUhSXrqIizRK1pXSWiZPD2LXLmZ+hIvCuGTcJ7ZZPt8jy0yHnY9/Lz6uKVDV2DgOv2q5l4FXbP2ydugqkFXhPPns07r5xBI7s0gEnD7oaH057ANu278QNdz2Os/ufoOfxZvvFwKuGBymKS4fnSkqM0lxtNBzVPWYBtOpIvRg/MQcb/4hrYmQzoEF94JCOGuZ/7QRDSgEZXkm1CHsbZH3dBLnAftb08poMvOv+0PDMc2G9/i9d9hrL09+MgNJF5OYbYt1UfpBI5gnbuPAX7FywGKG69bHXKUchv0kDc3rosjNQENtuWa40twh5E55PZosaP5aBV20XM/Cq7R+2Tl0F0gq8XU75B7567zHk5uaA4PfDVx7UlaCyZENH3YW3n7tbXWV8WsbA61OoNA9zq4ubyvxcv+ZTrd/pb+ZgXYkz9cDlnJpeVqyyCK8deIUtLsFd/a1UAe+zLwBLl1mj4nI3OWGXPep8zNEx9Dkl+Rzusj+3Yuc9Y9Fy60L9PghGS8+8Bs2O6+xLfnsEtyxUH3+MuB97dWmnz6870j19YcekD3ytX1sGMfCq7WkGXrX9w9apq0Bagfe0867H1ZcMwok9umLA8H/hzuv/gYMPaoOt23bgxLOu4hxexZ6LqnZaU+E23A6MFRUBl45IvlKB2/2INsMUQaZKBF07J+525tWYQl47vw4w8uKKBh0UpZ43P4zi4hB27gqhqLkGquv7+pthB3hShLdLF01veyx3cqP1g4C+HOF97MmKZhay3SJ6K4O4Dt8Ggd8wxtoUw+/zUXLHOByw5n3L8GQisG5Au3KvY7D3v2/X19x21SVoVrbcsr78vl87a/o4Bl61PczAq7Z/2Dp1FUgr8L416wvccNcTmP3aw3h9xmegygxHdTsYP634HS2a7YUnxl2jrjI+LeMIr0+h0jzMDXgLG2kYfWXVclllcwlEJz0eMb/aF+8lKmn22BMRrFnrjOkeerCG5kUamjUF2rSxplyI8mly2TFaoU4dqs6gYffu+Ho5EeC4Y2No3gx4Z2YIW7aEdNisVx848ogYjralciQjvR/gFeXO3DrJ2aPLorsd2VBZ97dN112DllsWOcz9887pltQEt/tZ/+kitJnq/PtkdcPOaHzvOH0KpTs0feIaM61hc05zbLnwNjMCnIxONXksA6/a3mXgVds/bJ26CqQVeOm2i38rQat9miEcDmH6e59hwfc/6/V3//63XmjUsJ66yvi0jIHXp1BpHvbg+IjeAEK+3DqXVcUMt9JbtI5bJJUAb+orTjjW9zUOsdEfj+keQ9/e1q/9xz8awYaNIb0Ig9wkQ9hMqQJU1YHAMX5gLIKysorUCYLe006NovuRIns4+buVgXf+V5qjg5tdU9Jm6bIQNpVSKgUdmKuAeHuUu7KIuxfw+k05qCzCK9QgOI40rMeg6/F4MPAm/3tTnTMYeKtTbd6rJimQduCtSWK53QsDrxoe1kFzWgX0Uh1aauLQuLDq8CfuLBHw2qOpAvLEwTL5QJcl11UD2rXTEC2Hmb6w6LsQYoa5At2F9fSzHD31som6vV1zlTOqTYC8cJFxoK91HJrdLnuVBoriLllGTSU0B9Am8jz5Y9LjzkYcicrA/f7I8zjoh+csy8oR2sqeNLcqDMWDx/nOAa5s/dryPgOv2p5m4FXbP2ydugqkHHiP6X+Z77ud89ajvseqOpCBVy3PUPpBQX5qbfKCt3AE8bq4dCCqgPJtNbw7w2gQYQReRW6rOGBmx0wBxOb71FjClgkh3nMA75SIoyYvRZEpjUMGfTc4JlC3R5jpPpKtw+umNO33v9lhrFwZ77AhH66rLL+YoLfeb4uQu3sbtjVph7rnnoeGBzT37dC178xBtDiep9vw1F5JzfW9SQ0fyMCrtoMZeNX2D1unrgIpB96PPvvW992edGw332NVHcjAq6pnUmuXa4MF0UWNttLzEIB6dYHtO+N/NsHVpZyCHLml6faf3ayn2rqFhcBvv4dA3cxemx4x59krJezfWsM5g+LNLLyqPLi1Hk4EvH4+TLhGnqX7rwx4U+s1/6ttWbGO4diQi4HX/3OTiZEMvJlQnfesCQqkHHhrgijJ3AMDbzJqZfdYAj6q0rD0pzDmzrOGYeXIrZmO4BKtlRXQYkDIqPplAqsLHBM4t26toWR9CDt3VAR16XV7CoS8fru2GjodGsPX34ax6jfnATq3WrluwCs3vqD1vaLD9B7V5hWpE5Z7BVBgq0qhwtNgT6P4+YC/oeW1l5imyXV9GxzZqVZAMQOvCk+mtw0MvGr7h61TV4G0Am80GsPzr83Cex/Nw+9r49X492vZXO+wdvZfj1dXlSQsY+BNQqwaMvS5FyP4ZbkTIAW0ivxdEfWl/7rV4LV8159AG7d0B/lQm5kvbKyh2fYjMNbH2y4/EV6vdA6KNlNHN/vlFU0+uIOG3r1iKcmpTtVjRDDbavJIx3Ii79cOw1TXt+Sc22p8TjADb6qesPSsw8CbHl151ZqvQFqB97Hn3sLUNz7CgL7H6pUa6Pr1t7V6ibJLh56BcweenPUKM/BmvQuTvoFHHotg/XoX4JUitmJRAZpu3ciaNtWwYUN8HSMjwkxRkHMc5J0SpT7IecJiPX1xijSLTQzD2rbVMPRc5+E2e4SXOqm9/pazJbJXasL0N8NYuMjZwrlHjxh6nxQDHYIrXhk3okWRpjfeyNT1+9Ov46CvJjq2F+2G/VZ9yJT96dqXgTddyqZmXQbe1OjIq9Q+BdIKvL0HX4vxd1yBDu32syj73Y/LceM9T+Id7rSm1BOXzY0nqkNI+mp/9ZoQvlvs0k5XA6jIWNgllEtYGbbl9BLmnXB8DCf2jJcmm/F+GHPnV4CiVxc10VLYDaAtc0R+Mf03HG8KQX/Ux4SAju1jGDLI2Q3NrUrD1FecAOsFvEt/CuGlqc7DdFSGrVEjYOYs61qJ0iPS7dPV02bhwNn3uwIvHXgruv/vjveSqRqRbvvTtT4Db7qUTc26DLyp0ZFXqX0KpBV4j+x7Mb548xHk5eValN29ew+O6ncpvp31RNYrzhHerHehrxuwdxWzH0rT+dIjdcGe6iBg1d5WmID6xyUhHarLy53VGnRDDXCtFHiJZQm+7QBuULFXS2M78FLe8kPjc1C2yyqTV9MNMwVCALehCZUjW7Ao7OgKR6u6pVb4ckrAQXRQrdEDF5uNKMRyJde+oOfqukV4GXgDis7TAyvAwBtYQl6gliqQVuAddPHtOPOvPXFWP2u+7qvvfIIXXvsAbzzz76yXnYE3613oeQP0dX7JuhC2bg/h++9dUhiMmfSOzpcG5JnpBMYU0XLXvpFbTVpR5cAtwivAmQ6quUWSzTlGgwvXvGEjyjvQIwfX7dAa2TR3PtXija94Qs/EbZXtB9eoJvLwoeWu4JxJ4KW9qQlFaNZ05OzZrt/bntPOM3N0a2tdX47wqv13GgOv2v5h69RVIK3A++WCpRgxZhz2b1WE/fdrobdH/XVVCVatXofxd4zCsd0PU1cZn5Yx8PoUKsuGWcqQeeQX2EuB2X82I7JS5NdeU1d0KiulTmVtgMaNNbz0cjxn1pLdKvJw6XVaT0R6RZoCTTBIW6QtuNoD4C9HaOh3qnvL5arW4aXILpVMEzWQ3VoK2zuvkcmpav+crseLgHj3d9/py9eWur4MvOl6mlKzLgNvanTkVWqfAmkB3vdnf4kTe3RDbm4O1v2xCW9/MAe/rzGqNOzbDP179UDTJo1qhNoMvDXCjY6beHRyjuvX7/LASA70Tmkm2Br5sfbFZF6m9sA9j42333WrWVtQAL30GEGtqOJgVmGwnV5zS2vIiQDlBsvWqaNh1y5/5ciEzckCL0XBZ8wyWhwDkOv/2nWg+6VueCI9Ir8OMOD0GDp2cOYS18ynKjvuioFXbT8x8KrtH7ZOXQXSArxde12EegX5OL1PD5x5Wk89ultTLwbemunZu+615q3ao6UNGmh6RPa774wDbB65tfpBMalKwh23CEJ2HlQTSroCrhTJNdcUKROSC+gwGUFnfr6mR1yfnmIF98oaPyQLvHadyJRE7YNFLWM9ulsIs0wZHSDL+36Ofie7DuiMfYcNqJkPVhbcFQOv2k5i4FXbP2ydugqkBXi3bNuh1959Y8ZnWLz0Vxze6SCc2a8nevU8Evl18tRVowqWMfBWQbQsmOL29TtB7pkDYtj4J/DWO7ZSXZY6YFLU15bO8Pdzomh/UDxZwatmrVcqgimbLUdXLlXmBrQUWbUDppcLkgFe165qAOQWyLQPlSIrWRffsag5HBFdt/JgK/bpjaKbr6n0SaGUAw0hNDp0f+Q3aVDpeB5QuQIMvJVrlMkRDLyZVJ/3zmYF0gK8siDLi1fj9Zmf4+1Zc7Br9x789ZSjcWa/49G+bats1s20nYG3RrgRFHmc8X5Fl7B9Wmj4Y2MIe3bH70/++t1eQozeJ+jMzYU+XqQauIFrJAKcf24U+7fRYO9gJpT0Al6z2YRLTjG9RJ3Mrrqy3MyjrYpn3ICXtHniqQg2bIyDc5PGGoaeF0VZGTDp8RzHNh2kkmduLZntUL7pumvQcssixzo7Jn3geQvUNKLB07ejcE+JPoaaQqw+9Vq06HdMVW6b50gKMPCq/Tgw8KrtH7ZOXQXSDrzi1qnr2udfLsY7H87B7DmL0LZ1C7z82K3qKuPTMgZen0IpPswNYhs10jDw9Hh+aVGRZoKkV2R22PlxkN1UGsL69cCLxuEz+60TnB7cPoYzTo+BUgLkXFw/jSXcpKQ1DmwbQ9muEJo0ofa/UbQoSl50N+AdPzGCjUaDDLFio4bAqX1iePPtMHbstO4z+OyKvNwHx0dQutmaR1xYqGH0qIpDc3uu+DsalRshYGmpRMD7x79uReuN8RQIcRH0xia+nvxN8wyLAgy8aj8QDLxq+4etU1eBagNekuDXVWv1VIeZH3+JPzdv1Wv0ZvvFwJvtHozb7wWxN4xxRkzdopa0xlWjopbWubeOzbFWWqBBUjoCAfJ770dQUmJUXRA9GYwmFWaVBqmmLTWwcOtTLEeF9WhzDnDt6OSjvW51eO++ryKKK9ukZ3EYKRu0P0HwaX2th9BuGeuMAJMMcu1dN3jdGa4H7dE3PB+ubVddgmZlyx3vJ4LkmvGkpv8uGHjTr3GQHRh4g6jHc2uzAmkH3m3bd+qAS+2EF/7wC47qdrCez3vysYfrVRyy/WLgzXYPJgZet6YIFMF9ZkrYErl06xj26OQI1q2zRjflWrkDTo/qkWOKBG/eHDK7oFmaWhjyypyrd3Szye7Gwb17xdDjqBiokgJFWfPzgS6d4xUivC4ZeDdvjeGhCTl66oK4XOsDSwxu18ut2gXV5b3s4orDe5Se0PCp28woL8Humr5jEqYneKVB/HbxJOzVpV3NeCgzdBcMvBkS3ue2DLw+heJhrIBNgbQAL9Xb/XLhUh1yP/jka9SvV4ABfY/F3047Dq32aVajnMDAWzPc6Ra1tYOZfKei2gDVzyVodUsf0LuUTaCSXXHoNXNw9R+AYUNtubwe0VtjuCWwq69l5A7n5WnYsyfkCPxS3nHDhsD6eEVA/SLoHTnCGomW70sG3tmfxVsBJzDLvC+RlmEHXjqw9vqbYV+lyOgAGl3Njutc6UPldtBNGLq+oC1y/nU/H2KrVEX3AQy8VRSumqYx8FaT0LxNjVMgLcB7yjnXoGT9RvzfXzrhrH49cdzRnZFDp3Vq4MXAWzOcSnD67nthvaLAnj1ATp6GI7oBp/Z2b9Dg964fezIHa9ZYRxOsRsJxGG3WLIZYNIRfVoTMurtuazuaXBiDRPyY3icwlTuwaTEgZA8FA0hUmkwG3pkfArM/CZtd5PS9XGspM4QAACAASURBVNq3CfgmwL7p+orIrbgPiojTBwO6RCkyauu78/d1gaorUCmznCXfYP+Sjxx9nX/Zrx/2ueFKv27icZICDLxqPw4MvGr7h61TV4G0AO/EKW9i4KnHomjvJureeYosY+BNkZAKLON2wCpRTVk/Jj/xTASrVhm1eo0WxHYGpQYW5QYn6nmxRg5vZeuL+r4ij5bGm4fePOoC05gunekwnhPkCfp3bM3T0zD2LtqD33/X8PpbFR9U9UivR4UIsrvZ3houH1n5BwR7zu7PB/wNLa+9pLLbdX2fosJtpjrLl5WHcrF74ntVWrO2T2LgVfsJYOBV2z9snboKpAV45dtd+fs6vPPBHKwu2YC7brgIsZiGhT/8jG6HHaSuKklYxsCbhFgKD6VWuG4ltuw1ZZO9BToM9+tKIyxqwKJLkNSEXJH2IOfxWlIh7AZ4AaitVq88rW1bDUPPtYIpwe6kxyMoLTVyiTWgbl1Nr3FLVRiEzUXNND0fWHRLs9tmT2mgdefND2PJsjDKyjQcsX0m+qy6zyFjVXNvKVJcdP/fnW7RgOIh43ylRyTr05o+noFXbQ8z8KrtH7ZOXQXSCryfzluEUTf/B3/p0gFffPU9fpj9LNaUbMCAC2/GDVecizP6/J+6yvi0jIHXp1CKD0sX8NKBselvROKpBQkgtFMnDfUKNPz0SwgbNxrQKTRLEFV1k1V0aiNK1UFV3peixxGgTSsNmzYDLZpr6NNbw4JFIT19wS1ft6i5hr694+XZqOwaXeMn5mDDBmeGgx147bnRvbY+i17bpjjM/unIS7HvcGd3NUpbqPtNvB7v9tad0HTwGY7c3OgVg9GgfIN1TU1D8ZAHKgVeAuatX30HbUMJCnoczQfeADDwqv2XFQOv2v5h69RVIK3A+7d/3ILLhw/ACcd0xSHHX6ADL11fLliK2x98Fu8+f4+6yvi0jIHXp1BZMCyVKQ2Wur6CIhMU2W1UqKFbZw27ykL4Yn5FDNjM0bWVZpBzd4W0IsfWLSJsT38QaRNkUv16Gg5sByxcFPJMp7CD7PQ3K5p0iP0LG2kYfaU1cmwv9+YFvMtPu91RlcHtYNrqBl3Q+L77LU/Tb5Omov2ip43abkbLu1AIlUWNKR2i6OXbkK9tM9f76ZDzse/l52XB05o+Exl406dtKlZm4E2FirxGbVQgrcB7eO8R+PK9xxCJhC3AWx6N4si+l2DBrCeyXnMG3qx3oXkDFOWd/mYO1q2Ld1br2iVmRjaTuUuK6orcV7k7mp5r61VH19hATnegoTSfDqKJ/Flagy5aR87dFfaJA2RUNSFRdQXiZ1pK7EdnSqNR7/xhO/DSQTSqvlBspGtQqbNzzinH/vvFLaG2w/TegkVh88Aavd64fC1u+mOIRU4qQ7bzjucdkVu/HdjK/tyK8juutdTl9QOubvV/ybBka/mKA3gF+zZHwwOaJ/OoKDmWgVdJt5hGMfCq7R+2Tl0F0gq8J589Gv+580p0PLC1BXgp1eGOh5/HBy+PU1cZn5Yx8PoUqhYNM7/Gl4hT/DEWA8LGqTVLbV0DbO0yyQfY7JDqJqkc3bUDryPALEFzwtJjUoSaIFt0iXt6SvzDgXibSp5dNaocxcVhTH3FpTyEYfCBuT/jlPLXUGdbCXbu3Rb1Bw50gOLad+Zg/3fHIgwRMa6w0AtIRVmzSMN6ZmoCvbZ78XcI7dgOrWlz7DusIm3CC6hLrn3BN7iuGTcJ7ZZPN13hFoHOtkefgVdtjzHwqu0ftk5dBdIKvM+/OgtPvvQuBvU/AY8++wauu2wwflrxu95t7ZqR52DIgJPUVcanZQy8PoWqRcME8MppA8YX7aYK9oNrIuVAlklEc+k1kYsrQrJegCqnLpjzROUH+QX6s7GIgGT6sWURsGFjCHv2SIV+LQvFjfnLETF8+bUTaqnkWbER3XVzOaU9DB6UuO0xRWzr/ut8S6qBvpYG7Iwk7sAm7+lWwWFl0x7Y+47b9GF+I8hejy41zGg1eaTj7Z+PvxYtB/XK2ieegVdt1zHwqu0ftk5dBdIKvHTbn8xdhKlvfIRVq9chHA5jv5bNMPiMk3Bs907qqpKEZQy8SYhVS4bS1/nPPGetO20CbQhmXVsL/bqUItNTGqi2biyeviBSIgQ8u9XFldOFRdpD06Ya/tgQsnRnq7SurwGYoqGExXUaUCdfQ9kuZ7MLAt6FtjQGeS5Fgakr3Qk944fg3C6vUmNRhFF82q0JO7DRegSi5Vt2IPed57Dv1ngzC/n6887pevqE2z6/tB2Ifa5xQqybnXSg7sDZ1nxiGucnnULlXwUGXpW9AzDwqu0ftk5dBdIOvOreemosY+BNjY41aZU588L4aHYYe3YbdXEFzEoRVTtIetXejck5vDaRZIjW37Ll9crn3CzpDG5VH+TXjD/L+cb2dAi90YWRkyzfy9FHxzB3rhT5lcbJW3TpQpUfoq5tjkuv+Sf22fa9dLckYBgr9umNopudNXdlWUruGIcD1rxf8ZKLsPJhNsq/3TJ7DrBjG/I6daq0qoO8lxeYM/DWpN9m9e6FgVc9n7BF2aFAWoGXSpDdN/FlPDz2cl2NBx57BdPe+p/eXvi+my9B29b7ZIdKCaxk4M16F6b0BrzKmwlgzJWaTMgbewGvPS3CbizlBOuHz0QE2IqJ1nbEor2xSJEwypZZosIWoypOtSVshmE0uWhcqOmH7DZvsSVsGNAroFyUS+vYPobBg6yR3j2XD0Gj8vXxG5KvWAw/n3hdwlQBrxQD+/G9ZA+leT0glHpRcPN5KIhttwxJJgc4pQ9fihbjCG+KhEzTMgy8aRKWl63xCqQVeC+6ZhxaFjXFLaOH4suFS3D5jQ/jvn9dgkU/LsePP63EE+MSR2uyQX0G3mzwUvXZSPm7H88O6xQqlw7r2IEqPmj4bbWGV1/LcRiU4wXCBnMmzNl17WThbANsP9BmjxA78orJSgqu0n/dWgpLtjVpDFxwXjkemuC8t0SwLFd/0COmL13thF1Nw5bcvVHS7WwUdD3Ms1auWxmzOGRX5It41fut6hNCEeJt06ej4I/l+gG8OiefkvW1fBl4q/o0VM88Bt7q0Zl3qXkKpBV4qfTYJ9MfRt2CfNz+4BREo1GMvXY4ynbtRs+BV2L+u5OyXlEG3qx3YUpvYMYH4fhX+rYKCA0bAIceHEOLIg3vzYyYncrE5pT7OnduCLt2V5ClDIqeKQ8U4TXqi5kzPer9mtFiW76wXP7MLoa+lEerY9kmao98643luGVs5cArw7sMvL8/8jwO+n6KFXhdbtzrUBhVdmj77q0Of67YpxfCPXshf98i39UXUvpQZNliDLxqO4yBV23/sHXqKpBW4P3LqQS8E1CQn4eTB12NG684Fyf+XzfsLNuN4waMwlczHlNXGZ+WMfD6FKqWDPt8Thjvfxh2C4ia36w32xt6lzLKz6WLOpkNGxrF1GkRvXatKD9mB01X6BXFFCr6LcSDmrbIsABXyru11FYw0hF0g4215GwCkQecKEor3iN4fXRyvFSZfDnKoxkAbW9U4R7hdca2y0L1EZv4uuOJcksxoBq/m6+ezKCbxO8fA28SYmVgKANvBkTnLWuEAmkFXkppaNa0EHXq5GHW7K/w0X8fRF5uDp5+eQZmz1mA5/9zU9aLyMCb9S5M6Q0sWRrGS9PCjhRUGULdNrxqVFRv0GCv7mCWDjMW0A+xEZtK+bfy2tSkQvzsBrBy8FdHSZcGFpbav9KhOVpXHy9yhm2ZDsPOj+LTz8OgPOY9u0OoVx/YvDkO9vaMCGrsQeXJRKtioUn55eegYZTaBLvlaVQoJ/JwCXI3TZyMlmu+0MuY/VZ4OHY1bIGC0t+wvVVnNDy1F8Nukk84A2+SglXzcAbeahact6sxCqQVeFeXbMC4SS9j+44yXHrBGehySDts+HMzqOXwI3f9E4d12D/rhWTgzXoXpvQGqAPZfyZGUF7uXNYrD5dGDugfRdcuGmj+Tz8DCxZFsGaNs8OaDp3S0naAtbRX80pFkKK/bukKlmiwURtNM8LClpJokh1tD9Cwek0IZWUVL1KDjSiFiCU76DXK9W3T2l12yoktuv/vBrW7JxBT1FZ79A19jL3xA722vqAt6j9o/faIDrTtXLAYobr1sdcpRzm6uqX0IcjyxRh41XYgA6/a/mHr1FUgrcDrddvUWviF1z7ABWf3UVcZn5Yx8PoUqhYN++77MF6d7tJpTMoz0JtKSATcch8NQ/8eL9M1/c0IFi4Kxc9a2QnXegZLV9UrN9ert3BllR/srnLL4xWvFRQAebka8vLiDSvkyysN4oYx5a7lyMTc35+ejoO+nBi/eT2kbdVSPnjm1TxC1NqlNfXc4B+eM02jlIg/Rtyf9YfL0vUrxcCbLmVTsy4Db2p05FVqnwJpB97FS1bgx5+KsWv3HlPd9RtLMe3N/+GrGZOzXnEG3qx3YVpugFIbqGID5bMKbhO5sV4g2KQQaLKXht9XA2VlBvAmqI4gDBepCfYsAK+IskgxEO87mktItXP1PVzCuo66vC5JCF73Sc0nunaOgQ7qEeDTJUdqNY0aWkh5EHp5CYC6pO06uDtCkVzktGiO5sd18uyWtvba59DogBb6vLojT3H4eOVex2Dvf9+eFt9n+6IMvGp7kIFXbf+wdeoqkFbgnfLf9/HgY6+gzX5FWPlbCdq2aal3XGvWtDEuHHwqBp56nLrK+LSMgdenULVo2M4yYNmykJ6eQLVpW7fWUFoaJ9fCQuDTL0L45puKqKVrUQUpV9YuneMQmJFb61o6TIoqE9jqsCsdcHODUl+vSUaYucACjgUje3SP22fPLzhn8z1ouWc59Ghrw/Zotfkb5xNCRYal6O7WSFM00PN749fqBl2ws9kBaLd8unWuBpTmFSF220Rs+WFFvNSZTZzVDTuj8b3jatFT6f9WGXj9a5WJkQy8mVCd96wJCqQVeE8+ezTuvnEEjuzSQa/S8OG0B7Bt+07ccNfjOLv/CTWivTADb034NUjdPRDsPvNcDkpKKtYsKgKGnV+OBQvDmDnLmerg2XTCA2Qt5coS1el1CfHSXDNLQIJfPcWCLipz5pKNIQ7LCW602Oy2j0BMGYyNP/+7pB8KNKlZQ6Kaa3QKz1zDGe5e3n8sGsyagr3LfoHe6FjkgWiUy9sOzcqWx+/Llh/CwOv9zDPwpu7vg3SsxMCbDlV5zdqgQFqBt8sp/8BX7z2G3NwcEPx++MqDuqZ/lm7F0FF34e3n7s56jRl4s96FKb2BBQtDeP2tiLmmiH42bqLhzz/jpRXsGQKeh9lE6JdWczYvQygWr9agX7ayZHHIcy92IMqh6SxpZA6Iqg9yO2JZGNG0QlR+0Lf0OsEmKpzJWQmGjQeULcBlm0ZbNfckfrNAm3GPTuClNr50yTm6FYBrF60i5Pxb4RHY6+7s//snpQ+vsRgDbzpUTd2aDLyp05JXql0KpBV4Tzvvelx9ySCc2KMrBgz/F+68/h84+KA22LptB0486yrO4VXsWcvLCaNhvVxs2LxLMcvSaw5FZRcuCmPp0hDy8zV07KChS2eZNv3vT3m7sz+Jh0hdedN40V5dwbUIl7yAqJZgDDRZ0zZRR0SRDiGg1Ga+XNpMfsvSuEJa15Jy4ZpP4V8fAt5LfQCvBg0hszWcHOW17rX8tNsRXb8OB3010WaEB+1rBkSHQkhVi2H/d58dIxl41fYTA6/a/mHr1FUgrcD71qwvcMNdT2D2aw/j9Rmf4dlXZuKobgfjpxW/o0Wzvbi1sGLPRW0FXlEVQXZHn14xHHMUwVFylxzhTdSsQazaoX0MS5aFdUiVo7j2uTqkegcsXYOanpkCUioDTaRIrRnBpRdE9zap3q8AeEczDI+KuZ57A7i3pDdytd1WYfV8XbmIMLAnVAe5MMZpmlF7uEKEzTnNEb19kl5izF6tYVukMepHNzmdJxnGwOv+bDPwJvc7X92jGXirW3Her6YokFbgJZGKfytBq32aIRwOYfp7n2HB9z+jRbMm+PvfeqFRw3pZoeOq1etx491PYMnPK9GyqCnGjhmu1xSmqzanNFBktKQkpDcXaN0a+gGtbLzc2uG2aa1h+NBolW7H7DbmmatQsWzfXjHMmBWuyBSQwqkC7erWBXbuNKC0oiFaBeQay9mrLbhVb9CXd2stbPCmMFkAtp7qYGuTnLglRIWdjuoPhp2XbPgn2u1eKJG2oG6JtAEsz+2CtnsWVYhlVGvYFmmCNYcPRtMzTtZhVzyHZQsXISdHQ5N966Fs2QocOPt+q/8kf1At3z/vfBMrVwI7y0Jo05raPlfJ3TVuEgOv2i5l4FXbP2ydugqkHXjVvXX/lp13xZ3oceRhuHDIafhk7kLcNeEFvD91HHJzIrUWeH8tDmHqKxFLo4GqRkX9eyI9I92A1972NtmdqSzZrP+FsHGDFQ9zc4CWLeNUe0LPmN5p7Okp8ZbC4nKremBCqhtE2yo6mJkAAo4NjhT5vm7AarBkPIrqcnDN/Cgjw7JUvow+GlRkLld0gpN1E8HVc0rvwRE733dKqsWghUJmtPtfzd/GRX9eh9Z7lljGUt7uvpefp79GlTCeeS5sVsGg16jc2Yk9Y1g9bRYKvpmFnPKdaFK2CnmxnTpkE+wuOeY6vLT8WMu62fr8JvtsVjaegbcyhTL7PgNvZvXn3bNXgbQBb8kff+K31etxSPs2qFuQj8/mL8bTL7+L8vIoevU8En//2ykIeYWAFNJz46Yt6DPkWsx9ZyJyIvF/0s+86FZcd9lgvfpEbY3wUvvcpcusx/mpvuqNY1xajCnkTzdT7ro3B2W2tGVKNRgyKPmUBnl9grGXpkX0Wrx0EURTO123SCJ9gPhxWRjffhuCKFltB1NLLq3tRgQHewWVzdc9TqVZUhp8pCnoKcVyYwyXqLEcSZYh/NAdn+GCzbdY78CWA7GkoAeeKvy3PuaIHTP1iDD9+tU/ohNaDuplzp3xfhhz5zvLSoy8OIrX34yY1TLo2fzr/t+ieXMNDQ89AC+9XWj5kCEWHHtL9j2/qf71YuBNtaKpXY+BN7V68mq1R4G0AO//vliAq255BNRRrVnTQoy75VJcfuPD6N+7h/6P5OszPsUVwwfi/LN6K6/0t4t/xtgHp+CNZ+L/+NJ1zdhJ6N6tI87qdzy27qhoqKH8zVRiYCQcQp28CHaUVf6P/iOPA8t/dS74UBYefF/8AzD1VfpqO34/1ABi2PnAvvG+BYGvHTvja+/VOL4U/fz+R8DyFfHX2+4PtNkP+G+8W65XcYX4ex7tgkUKrKi2YDdazPOqwmAZ7xFFtuQYGxMc0WLjTJhZPULckCgkYZw/+8uOmThy50x9lZ2h+vg191C0iBYjP7YNW1t2QZuLzsTExyt8Qg0qLh3h9InXc9jhQGDpz1YVqCvcXQZn16TnN/ADalsgEgkhLyeCnbsq/3sg1XvzepUr0KBubuWDeAQrwAo4FEgL8J5zye3odHBbXDZsAF5562O9jTAB7pn9euoGvD1rDh5/4e2sKEs25+vvMf6J1zBt8q2meDfd8yQOatsKQ7MA2NP1zN83oRw/LXfm7D45Pnv/Ml72s4aCusB+LSvLUg2m6svTo/jwE2v0uE4esEuc4/II07ZuFdLPdf26yqm7VwUzkbNrjw67dVdzrbFr3KoDtBPkJ9uLS3ilUBAUh22D6cd+fcIYcGr82xTyCV3tD3T3ydMvRjHnS2ckvs1+IRS76HTPrblo2gTwen5vGZODhYs1fUyXw8KoWxDM1zybFWAFWAFWQA0F0gK8fzn1Erz06M1ot39L7CmPoluvf+CNZ+5E29b76HdN3db6X3ATFn7wpBoqJLCCDtn9696n8O7z95ijRt08QW+aUZsjvBQVffoFq3DH9QAG9FPepdVqIEVz16wF9mkBE57uHw+skRpT2A3yYknSl/539zggKjGejoRG3q2FH93SDIwoMU0xO67pPySQxa3rW6IDeZUc1jPfNig8ZhyMEzaQKYceDFwYT9NNeP2yHHjU9tcIRczpSvQNhNu81q2Alb9VbEcR4auvqIjMV2ZLTXmfI7xqe5IjvGr7h61TV4G0AO8hx1+Aj/77IIr2bqLfeffTRmL6U3foFQ7oovzek84ajR9mP6uuMoZlmzZvxclnX40v3noE+RSGA0D1he8YMxzdDjuo1ubwkg6Ud/qrcdiqcSMNXbs4I4/KOziNBtrzS4/uHkPf3jGYVRyS2Du/DkB5qQsWhfDxJ2GIcrIEiZTBKg66iQYUJlS6NKzQc2sF5Bo5DjKj2kugiXxduSyaZT/pPuRcXXpZRJhNM6RmFWaahQHmYox4iugQ2W4jt7pBAw17xf860Q/6ydfaEuC99yMoWQeU7QzhgDYa2rSJ4eNP5GN0gL3yBuVYk550Nd0LeHW6MxdY+CwJV2X9UM7hVduFnMOrtn/YOnUVYOD14ZsLr74Ph3dqj4vO7Yf3Z3+J8U++hhkv3qsfYquth9Z8yFarh9CHgWeeswIXCTJyRDnmzo9goQFaQqTCRkDpZqtkJ/SMok6dEBoXQgc4ymOVYdlMM5DKhukrUPtgA4TtTrC0JZZOujlKmhld3AgHxXsyvJp/1gd4u9ot51i2W+8G7LKEF1DTTqJVM+lBl727Hb1Gh9ROOiGKH36MQ2ybNhoIXsUcu8Ve/gpSni5bfwEYeNX2HAOv2v5h69RVIG3ASw0m8vLi+ZxffLUYR3RqjzpGhHT37j2Y9+2PWRHhJfvXrtuI6+6cjB+WFes1haljHFWfoIuBV92HO5OWyR3XZDuoZBaB19RpFaXImjcHBp5ejvz8EJYsjdMjdXsTdY1prXnzwxUl4AxCtKQGVNKUQtggyo+JZhNe7YHtkVpzvjh8ZkRlTTAlyA7Ha/aK6LFXZoMAXtMWWtw10de9vBkNl0uIuTUOoTHDzo86osFezwRFex+a4PyAwhHeTP4W8d5uCjDw8nPBClRNgbQA7+0P+EtVuPXqC6pmtUKzGHgVcoZCpsyZF8bMWc6vyAf0jyaV+kH1fKe+EjbDoCYsGvdq79AmJKC0BJHuYJFFqp2rD3FLeZDbE7uAqB1k7YfU9P2MvF97dzhhS716GrZvjy+esCOcnYUNe2QQTQZ4CWxL1oWQX0dDUZFmifja16E0kmFDy1PakIKi0R9/Gq8bXFiooW8vamUdrPxdqh97jvCmWtHUrsfAm1o9ebXao0BagLf2yMcR3mzwNUFOdXeBoz0nTY5Y6vuKPFzZFgFgpGNR84qortCVoruUsytzJwGiDolG8q4MrSK71Z4PqwdRRWTYiMKawCsRqz3lwa1Utr6/nDIhQbRZ6cEAWR35K4k+u0WCjepmzsCvMVg0l6DlXVMa6gBXXVluAVr7hxBKexh8tjUKTB8w1q4DyFdylD0Vz7lX2sRVo6LV/nwmuh8G3lR4O31rMPCmT1teuWYrwMAb0L8c4Q0oYBqn2w+NVXcnLTpMRfm6paVAYSFwdHdr0wmCq9ffklIVQAAW0yN++kGs9yL49bd4KTL7JTeKkKO8rjmzlTSS8EqNcFtLjxyL9YwDaF79Y/SholuwcQ86LAP6PTmOOIq16T2PesPCVgGJ1Fxi02Zgy5YQtmwFyvcAe+8N1K+nYW1JSE8D6dg+pndfe2ZK8g1GCKYpIkxXiyINXTo7rPb9BHuluSQb9fe9YRUHMvBWUbhqmsbAW01C8zY1TgEG3oAuZeANKGCaprtF/WgrOjTm1uksHWZQU4mSEvrqGq4RPHtLYbKBvuY+4bgY3ng7okNfZeBH+EXR0AhBooBL281YIqjSATeCV4JVHefkqLGormC8Li9njybLB9Bco8FismGEvhcdiKN8X+M91wNqHgnAdesCp/aJodOhMYx7KIItW62fBs4dHMWKFSFH97V69YDt251eTnQozQ1Q5chyss8MA2+yivF4NwUYePm5YAWqpgADb9V0M2cx8AYUME3TveBCRFDTtK25rD26vH9rDcOGRi3b3jI2x9WMOnWAXaLVsQf4mXFGKZ3AM9JKg41xtKFUGaziz9L79KI5xn5AzkM4zzxcI5VCX0+Ga2MdswKEFDmmcbSeZ2QbQP367gBb1JwqNGiubYPdTE8EvA+Oj6B0sxWo6QPJ6FFWP/p9ljilwa9SPC6RAgy8/HywAlVTgIG3arox8AbULd3TvYA3mZP7VbWR0hEmPe6EWftX1271ePPygN2i45owwOWUmP3AmVx9wW63wbt6VzNLy19bxQW3+5XBWoZlE4pFtQaXFAQz15cqOBh7uXZ4EzBsu087ROu2iH08Pgjk5AD7tvQPvIk+AHl9IBl7S9Vb7tI3D3PmR7BuHUDVOU7sGU9hUenilAaVvOG0hYFXbf+wdeoqwMAb0Dcc4Q0oYJqmu0EnHUSyH2RKx/Ze6RT2r8PdKjnQmNmfVFR3EMBpKRPmkd+qpyjYb0hEaz2AVIRyvaLDOmPK6QjG+nImq5maIL2olz2TgNpyyE2yUYyJxYCws6hFPK3DIG25DbEH74KA98jDY46UBksptFC8CQXBpr2JhSyf2wcSgtTLLq468KbjeUv1mgy8qVY0tesx8KZWT16t9ijAwBvQ1wy8AQVM43T6CpkqHNBFX3Of0DNWLfm7Xl9du+V/yt3q9moMUCviL+aE9QNY9ghnnXygeVMNK38PuZetlaDWhFSXtsDye3rjh0oOiHm+LwO2RNquB+eM1sd2d4uxiYBXzsFI0ONCJ+NwBLj4oijmzgtj6dKQXiVDcLg8109qC/mG6iXTGvozVAcYcLp6EdlU/wox8KZa0dSux8CbWj15tdqjAANvQF8z8AYUsAZOp8NqD413VgSorPyUiChavrq36dOhfQwUyf3pJ7dwaDxlQaQ36HV4bV3Y5ENmcgkxB0ia4dl4OoJXPq2cDywisa49JDygWtye3s7YiOTKtyxHZkVDC8v79INBtCKKTOXGxTthcwAAIABJREFURo6oKPVlPxxIXeuGn+8vjUAcPKRt7HV7a+Cjq98SA6/anmXgVds/bJ26CjDwBvQNA29AAWvodKqvO29+SC+NRVUaunZO/PW5V1TYLg99FU9RxocnRKxlvTSAjlIRmNpr9gqOFIfG3Apr2RtYmDnBwoAEpdF06BWRZJdmFjqTikNpFuMqcor1Q2q2veRIdLPmGurmA7+uDFmbZbhUfKBlKJpPKQt0EbT+Z1IE27aEzINzPXrEsH1bCJtL45sSzFIE3qv1cA19TF1vi4FXbW8z8KrtH7ZOXQUYeAP6hoE3oIA8XVcgGeAdPjSK4lVh/Pe1kF5/VgdKAzS9vvLX39dDtVbBLbm4RmkyQcxuEVVXd0kJtfofXQ7ZxaRos37wjPYyWhEnSquQS6fdMKYcjz4WwWaqnCBqAAuatxkmV1/wOsBov5fa2EbYzZ8MvGr/pcTAq7Z/2Dp1FWDgDegbBt6AAvJ0XQFxyM4OjObPRiWDww7R9ENZdNjKXvpMzp010yIEDMtlwWyam9FXmmTPlDDgVawn9rDU45XTFagig1R+jMA0JwyUGxkEOuhKkCofeHM7OCdSHSg63aihhtb7AQ0baVj9ewh162r4cUk4vp6cqKsBJxxfEeF9aVoYS5e5pIDYdAhScqwmPcYMvGp7k4FXbf+wdeoqwMAb0DcMvAEF5OmmAtPfjGDBIueBNGohTE0l5KtJY6B0MxClw2DGG1Larf6KGe018nhNWPUAXjkXQl7TspbYizaz5Qebm9pyJg47VMP339tyLSQQ93wEXA7c0diGDTTs1QRYuy6Esp1SfV9jTar28M/LK3J4n5oSMevy6sDtNEU3gQ6l3Xhdza7A4OfXjYHXj0qZG8PAmznteefsVoCBN6D/GHgDCsjTLQo89kQEa9Y6ExNcsgTM4gUmkMrEK1r5urUVti3mWuJLetHSkU2y1tzOAFMRINb/K7UOJkDdauuIZi4jRZAtqRAiEixuzhbBNaPBLsY33VvDqJHx5hBupd9oCsGt2dzDMIYOBA4Z5O8wW01+bBl41fYuA6/a/mHr1FWAgTegbxh4AwrI0y0KuLUbpgGuUCpmSm8W7RPD1s0hbN/uXcDLnvrgWlVB2tQeKbYfipO7qMnpBWYOcAigsmOCXcV4cVO2c2x6fq9IixC3Zok4e5Q4E3JQ+babxsQjtV56nnlmFJ99Fm8AQZc4DEjl66gO8q8rwygr09CmdfwAXONCW9i6Bj+3DLxqO5eBV23/sHXqKsDAG9A3DLwBBeTpFgXcmlZQtJSirPJlqXVrUGFhIw2DB0XxxtsRrHWJEpvz5ehpgqoKCQ+tybm9LlFk3T7pMJ3V+PgEr/q+kTBQpy6wY5tREs2Zoutah1jskZsL3HxDYuD1KhFnz4umNd3aQtfkx5aBV23vMvCq7R+2Tl0FGHgD+oaBN6CAPN2hAFUVKC4OobQ0Xi7rwHYhvP2u3NnBmGK8NPyCmH6gi6KQS5aGMfWV+EEu/W2X0LAJox65rDTNpaCDvqljbsLQc+J1aD2RmiB4vt0BGo7qHsOLUyMOINa3qmQ/cct3GO1/3So00AeD0VfGUx7sl1dEOEg74Wx7xBl41fYYA6/a/mHr1FWAgTegbxh4AwrI030pQHV9S0qotm8YK1bGYZbyUPv2jqJrl4rwLwHex7PDOkiK9AJL9QNjqP4fEWW1R3mNlAK3ugaOqGwlAJqwi5sUaRbR4DtuLYcZ5faCdQP06f5zcjRs3VZRm1fsJwCVavDOeD+ChYvik0QUvEWRu+xu7YRpZFERMOz88lpRp5eB19evZMYGMfBmTHreOMsVYOAN6EAG3oAC8vSUKqAf0nqfCtzGlyVmFFFZ/QWK6hr1dqn6g7j0iK6ow2tMd20RbOuY5tUhzYwsewCxG4zTay2aayhZlzj/+JijYjiqezyiTZUtBMyKe5Fr8CYrrtt6Qoc+vWKgvf1e9CFl6bIQysoAOhDnBdl+16uucQy81aV01fZh4K2abjyLFWDgDfgMMPAGFJCnp1SBTaXAQxNy4rBr5NHqkVyRDuBVj1fk5EpAK1jVbFVsALNJ0iIyLJcPc2tlLM8z7lbPSaZmFEnevbinohbAgP7lehe7J56KYMPGOCRTSbL2B8bQsYOG1q2R9GEzigg/MyViQrfZ7Q3QO7GJ7m2Vme3WSCSZ+ZWtn873azrw0geRbD6EyMCbzqef167JCjDwBvQuA29AAXl6yhQgWCPYpYiiDrw+c171eroGvLpGXm1RXWGwPXgrw6EwgGre6lFg8wRbPK834pJebI8ouwaHDaCm9Q9oraFP7ygmTc6J19Z1mTCgvzXlw4/YXl3v/AAr5VBTS+kVxbYWyMbGyeQCi7VoKlWPoKg2NRxJ91UTgZd+N16eFtFbU8f1BPr2Sv7ZSLf2ftZn4PWjEo9hBZwKMPAGfCoYeAMKyNNTpoA4oCVznwmwtIuU10v/4O/eHS8XJqoxyJFcAkgiUzntQQdKkSbhEZ11QCvlA4u2x4LVjIwFO6CalSjkTm2G3UIkuUQaGd6jRwyffxGOV4RwAXO6zxuNEmXJCH3fuAi2UWk3ER0H4FbZgfKNFy6Kx6kbFcJsHOKVu+xVHcJum+i8J79O93LVqPTnEddE4HWrx1zVZyOZ5ygdYxl406Eqr1kbFGDgDehlBt6AAvL0lClgqUhgSzNw1PEyauMK2DXr3EpQWllnNrdWwDSHYJnygcWe9sYVIvJsQqER/ZU7oJlxTI/ossgR7tJJw8LvvHN+Sdxkoqo0nr7ynvh4BLuMSLlw0LDzo5YIq1sFCGGXF/D6tcV1bQCDz6Z0Df95xFV5uGoi8HpV37D7tCp6VfccBt7qVpz3qykKMPAG9CQDb0ABeXrKFHCLYiUsLyYfbDPSH6jhg8irtTR7sLcqTlS/16j+QNBKa7m18pVTJ6htsg7PLtzqVQSCgLJJE+qWpmH7jng7ZrcUDtEumCKm1FCC2hE3bgS0aaPpDSXcLr8pDV4Qpa/pYriflAhhjxfwViVFI9kHrCYC70vTwli6zJkxPnJEedYcJhR+ZOBN9onm8axAXAEG3oBPAgNvQAF5esoUoDzFSZMjKN1cQY5m/qxtF5G+INfBDcUkOLXBp3mAzeBSTxCVuNWeTmG/UREFTQS1bs0vCqgpxY44VNqjzLasCfOg2YPjrbqQLV7wKGoZ2+21A6vbmvIccf9HHxVD187JVWnwsqE6AK0mAq9bQ5dE9ZhT9kuZhoUYeNMgKi9ZKxRg4A3oZgbegALydM8oY7FxwIbKbPk9rETQW1xMkUygdFMo/nW/C1EKGNPLlHnkv9rhjQBVP3wmLnvHNv0jtPX9RB3V7BDtBcTy63l58dxjurxAeZ8WGg46SNM7pJFubvmwNJ9KhQ0ZFI/yUhrDypXAzrIQmjTRzMYX8v0MsaUTuEUNKaJMV9ku9zrJyTzuctc3WpeAO5myaMnsJY+ticBL90fQu8DIt6bqHtnaMpqBt6pPNs+r7Qow8AZ8Ahh4AwrI0x0KuKUmyNFFAriyspB+cr+y2q6/rgKeejZHr2CgR0MNSnQcZvPKlTWsSxSN9cpXTZTPSvuLEmN1JIiVAZOgZN99Nfzyc5yi69QBSre4Zj5YNKRubWedGTWbRMgpCnKNg70aAxdfVK439Jj6SsSsbkGL1RVRZGlle3SVIPmZKWEzok5QSq2d/X44UfXRr6nAq6reydrFwJusYjyeFYgrwMAb8Elg4A0oIE93KOD2VXlhoYbRo6KORgv0tSxBYmlpSO8GRqWW7MB1y9icij4QEvGJbmyOCK9HRNheIYEMF5UVLJFfekNaw6z+IEWTRRkxe0pCJAI0bKDh+ONilg5ytKRDF7cQr9El7sC2Go7rEdNbMxfkA3fdm4Odu4y/9CTFSbPCRjFLfqdX3vPR3WPo29uZ90vgW1ZW+YePbHnUGXjV9hQDr9r+YevUVYCBN6BvGHgDCsjTHQoQoLpdFGGc9HjFe15luOTSVQRjD02gqrfWi+bmRICDD44hEjZSH4whcoWE+Mdia1S1ZUsNvU6K4ZPPw1i+3Kg3KyLHEoTqgCzq5tojyB75COJlt/xat0Nici6y/mfaRzqbRKWnqCVwaWkY098MYdcu58m4omYaStbHX5cP09k1C9LBLZsecwZetb3FwKu2f9g6dRVg4A3oGwbegALydIcCj07Owbp11pebN4dejooqDVR2nXh8TE8XoOhlx/Yx/PueHDPvVcyVD3dRzuvGPwkGnVDsVnrs3HOiaH+QBh1Ai200LKBRwLM971c2IEFVBrcaqZ5lwAwoN4nVtq7I1TXrFMtRbgB7NdWw0ejUZj/0Jiuyb0sNIy6MViZ/1r/PwKu2Cxl41fYPW6euAgy8AX3DwBtQQJ7uUMDthD7VX6Vr6ivewOsGawS97Q6I4fM50jxb+19a96QTYti8BfhucVgHXzPdwRaJJfC+7OJy0OE4At5169xr4Or1eKksmSh9ZovwJqzMYMyx16yl3OWJk23R7xBQkK/pOc1el7DZLTea5nRor2HpsooIr+tKhmaUVpLNbWn9/Lox8PpRKXNjGHgzpz3vnN0KMPAG9B8Db0ABebqrApSKQIep6KI8VIIsvXXw+By9AgBdbl3N3CKyp/eL4o13IvHOaTQv7Cym0KAesG17hSmiTTCBaf268TSBbVuB1vtp2K+Vhs/mhK2tfCWIltMCdLB1AWxX+21FHuzA61Wb9rhjNaxaBYiqFmYahbE31dwdPjSq63f3fc50EUpVGHB6TO+SRgfcVq4M6dqK4r66ZkYgW25UQD6a+T7l78b9RK1/09EUgkBdRN8pWl3ZQcWgv1IMvEEVTO98Bt706sur11wFGHgD+paBN6CAPD0pBQiyCMxKSuIpC2VlwNKlIb1SQL16wHYJWsXCVOGBUg9+XRmyQqoxwKvKQqKyYR7nxczDalJBCH2XvZtpWL/OyPeVYJ3WqVcAbN9phfAunTUMPN2aPuAFvBSdXrEifn9utcpESoOIENs/FIjmFGTnNwuAN96KQ7HbhwfRGlj/8DEhx1LZgeakunOXW95yqvewP4AMvEn9Slb7YAbeapecN6whCjDwBnQkA29AAXl6yhTw+spetKOlVIlZ/wth4x/WvFuv9AK3smKeY213oSdgxAtIgIDyr38tx6uv2aKrVFHBAMvjjokhkgu9nW9Rc81RoYEAc+68MD7+NGypG0ywThUdPvksnrLhBu+5eUAsCkQNfrYfTBNALNe9NcyPg69xb/KhNb/d2II41ysiLdcPDrK+11wG3nSomro1GXhTpyWvVLsUYOAN6G8G3oAC8vSUKRDPq7UeeBP5q/ImxSuBbxeG9ZQJKmFG8xYaBfktxhgH30qkA3Qm8HqEeOmrf3sHtHAE6NY1hq+/DluqNsg1d6kJwIkerX7JJvkgnx1qc3KA8nLJclEZwr1bcRyMjfcIxocNjU+WK2CI1UQViAPaaHpqSYsiDRR99gJer9JlVXGy1x7prhbBwFsVb1XfHAbe6tOad6pZCjDwBvQnA29AAXl6ShUgeKUUh02bQ2jcSEOHDvE6tIkut9JljQsBKm/m1pJVP9Amd3CQWdOjgYXnITUjz/b/esRwYDv3jnKWQ3xe5cyMfTXKU7af6/OY0/EgTU+laNIEaNFcw4xZzgOBbhFjglrK13Ur9+bVrriqTnYrUeeW7lHV9d3mMfCmUs3Ur8XAm3pNecXaoQADb0A/M/AGFJCnK6EA5bdSlHfDHxF0OCiEbt3KEcmJV4ag3Nl588L6YTlqdHHSCRpKNwMffmwcXDMOdemRU48yZKKrmr31sB4RliKx1A542FDv3N2E4OyjRbIstmWtSkDa7iQ6UEcpJFQmThwiTEeqgT1NhfQfNjSW1koRDLxK/Ep6GsHAq7Z/2Dp1FWDgDegbBt6AAvJ0pRTYq2EdEPBs2LILu/c4u4rJxuod3CppSSzGm1UPjFJlokObyC2QS4GJnGMx1/LVvgeY0noUefYuTmaV2c3uvFxg9x7rOGrOUe5SeleuIEEfFtJZOUG0kibLROe4dD40DLzpVDf42gy8wTXkFWqnAgy8Af3OwBtQQJ6ulALJAK/errfMVs2gshAsgGbNNPTrG8WyX8L44gtnGgFVlejaWUNpqSFNWMN7M3JAucR6BFkOCdOfjZq/cqtki6hG+gVFk3NzgGZ7A6vXOuG4VSsNh3TUQDnOomnHx5+ELW2HaV2Kso6+suY2oGDgVepX0mEMA6/a/mHr1FWAgTegbxh4AwrI05VSgIB35ocaPp8fxaZNIR38Tjgu5lpfVnzdLmrtUniVYLaEyo+Ju3I5xCaiq47DZsacww6JYfEPThCOROKVFkSVhZzc+GE1vcGFGUo2/iCFeuVoLrVnLix0r8fbp1cMxxxljWpTdHnqtIiZtkCH3Khmbzrq7aryIDDwquIJdzsYeNX2D1unrgIMvAF9w8AbUECerpQCv6/Mw+NTrNBHbX5HjnDvMEYH3oqLgfx8guN4gwwz57fMqIYg5xnYGlQQqMrn3wgo6WeqL+xWB1cOINfJj8P4HxuBb76pAGSz2YVMwhrQoAEwZnS8IoP9MB5Vsxg+tNz1gB9FsUUTEIJl7rSm1CNb64xh4K11LucbTpECDLwBhWTgDSggT1dKgXnzcvHerDiCmgfNAHTpoqFv72ilFR/sN0Ng+fZ7Eewpd++4RjtRSTJx7b9/DM88m+PWPyI+xJYyIXJpKb1CHB6TbbDn6hYWahh2fvzQlwDZ/HwqN6aUGzJqDEd4Myp/pZsz8FYqEQ9gBVwVYOAN+GAw8AYUkKcrpYAAXrdDXR3bxzB4UOKDbIluxq1rGI2XD4CJZguVNcMQ+4i5BNYz3q9IPWjYMB4l3k1tmG0n2dJd1ksph1bBGAbeKohWjVMYeKtRbN6qRinAwBvQnQy8AQXk6UopIFIavKovyHCarOFya2CRh0u5sENsEP3StDCWLIt3VLNcUjoEve7W5IFybkXE1m/jBkrLWLgovhulb3TpHEs6kp2sFiqPZ+BV2TsAA6/a/mHr1FWAgTegbxh4AwrI05VSQBxam/FBrNJyXFUx/PM5YXw0O4yo0RmN8nC7HKahbt14GgVFXyndgA7E/fJLCH9sDKEgXwOlIhx0oIYtW+NgSk01unapyP4Vpbuoc5y4vFrzNm6s6Qfy6GrYUMPOnSHskcqR0UG9S0fIrduqcqfZO4eBV23fMfCq7R+2Tl0FGHgD+oaBN6CAPD0jClD0c8GiMDaXxmu7Uikw6sgmypJNenYPvllgNS0vDzjphHhKQ4f2cTBN9qLo7dJl0gEzWx3fRAfk3Pai6OzUVyIoKYm/S13WYlGgRQuga+cYliwNoXilLVZsy5cQdyGPGnZ+VG+7XBsvBl61vc7Aq7Z/2Dp1FWDgDegbBt6AAvL0alfA7at+iqCOHhU1gfenlbsx5cUQ1q2Lm6eXEKMoqESF9gYR8o14VTaQ83i98nQPPUTDL8tDeg4uXXSoTT7YJu8z/c2ImY4gXpfXHXJOFH/+SdBL1RWA1atDWPW7S3sKmzEMvLnYuIUSoPlSTQEGXtU8wvZkiwIMvAE9xcAbUECeXu0KyLm08uYEeUd0yrN0WqMIalmZhmemSFUQjFzavRoDQ89zlivTa9e+EjGBlaK2A/rHa9daDq4l0c53QP+oJYVB2O11EE4sTZHrE6UqEG6ArK9ls4Xq9SZbuYHSKl5/K8eMNlOb5HMGJV/ZotofCNuGHOHNtAcS78/Aq7Z/2Dp1FWDgDegbBt6AAvL0alfAC/rcgFcYR22E3S63FAQ3CBURZNGswoUxzeXdONgOrlUFXnv9XVrH6I1h7t+hvfMgnR8nPTo5x4yIi/HZWBGCgdePtzM3hoE3c9rzztmtAANvQP8x8AYUkKdXuwIydMqbXzUqinb7WSO84n29jfAuZzteet9eLcELjkWFh1dei2DxDyGz44TcYCIvF9i1x7mPF/C6AaxcYUKkJujNMOaH9ahznXwNBXXiKRNt2sTTJcrK6OcQCgtjSUd2E30oyMYDcAy81f4rmdSGDLxJycWDWQFTAQbegA8DA29AAXl6tStA+bXULlc+zCWAUhxaoxzerduiJvzpaRCzw67E26a1huFDo+Z93HN/DnbstN5WTgS45aZ45QNKk5g0uaJmLkV0cyPA6X+NYb/9Ypg02dlEIlFO7ZKlYSxYBPz5ZxhbtkJvKFFQBzjqqHg6A70/9RVrq+JkD8f5cZIb6FMHt8suzq6KDwy8fryduTEMvJnTnnfObgUYeAP6j4E3oIA8PWMKEHiWGlUaqEKDfpXXwfjHotj4Z/xHAsPBZ8crFiz7OYQXp0Yc9tojvDePzXHU0K1XH7jOaOtLC1C+69z5Efz2exyAqbIC7UVrEUB//ElYb+dLFSSoIsQxR1W94YWj/i+lMWjA3s3i7YvDYaCoedU6ycliuKVyuNUKzpjDfW7MwOtTKGkYfchauCj+DQJdorxe8itVPoOBt3KNeAQr4KYAA2/A54KBN6CAPF0pBV6dnovvvreW4xL5t2SoPf83vw4w8mLrwTU90mkcbNNvToNe8uzG66yRTgLdhyY4ATrVFRIE8LrlBsslyeiQ2TApUp2sY+h+CNSLiyltIoQD2sTMcm/JrlWd48nupcviKR6Uv9ymVRj1C7hKQzI+sOdvp+MbBGEPA28ynuGxrECFAgy8AZ8GBt6AAvJ0pRSY/EQuVq911p+VO6xRdJY6oVHzhw4dNEdXsgfHR1C62Vr6y+0gmFv+LYnhla9bVaFESoOfdsVBOslV1b5MzrNX1CBb/u9oDYP/lsNlyXw6xqujX6qfYwZenw7hYayAhwIMvAEfDQbegALydKUUeP6FXPy8IjHwygYTtH78aRilpXTgS8MJx8VQWBjPES4zyrgWNtIweFBFPrCYXx3AS3vQV82btwCbt4QQrUg1Nm9DPuRW24DX3ghEiPLouAgDr8/fTLcc8XR8cGPg9ekQHsYKMPCm5xlg4E2PrrxqZhSYNy8X782yAq9XmS6K9E563FmuTNSwpcgXXV4dy9Kd0mAHERlsZXVF5DcbD5gFfUq86hj/85IwmjTbHXT5WjHf6/egT69YoNxzL/E4paFWPFZ8k2lQgCO8AUVl4A0oIE9XSgGq0vD1t8DsOVFomoY2bTT9IJl5qE2y1quBRTL/0BOUzp0fb/9Lh9WO7q7pDSpScVG+8YJF8fJnovSZF/QS7A48PflmE6mwM5NrcIQ3NerbdaTnafjQctffm6A7MvAGVZDn11YFGHgDep6BN6CAPF0pBURZsg1bdmH3nsTgmQrgpejY0mXxkmGiSkOqBCEIoVxjeyPhgnwN55wdQ36+pqdfUMrD2pIQGhdqOnR7RaRTZZdK6+g5vFL6CdnGObxV8xA9y6WlYf25SuczxMBbNf/wLFaAgTfgM8DAG1BAnq6UAskAr1dKAjWwIHis7HI77OO3UgLl5s6YVdG+mJpH0P/kixpszHg/bEZ35feEjW5f6ae6SkRlOmT6ffLjkqUhPee6I1dpyLQ7Kt2fgbdSiXgAK+CqAANvwAeDgTeggDxdKQWSAV4ynFISKNK7bh1AX+NSowe/KQleLY4rA2Yv0B7QP4quXaygfff9Odhpa4JBdt8wplzvrOZWFi0b2wGn8iHiOrypVDP1azHwpl5TXrF2KFCrgXfV6vW48e4nsOTnlWhZ1BRjxwxHl0PaOTy/vHg1bntgCpYtX4WmTRrhmpHn4MQeXfVxDLy14xelttxlssAbRBe36Crl2NapA+zeHU9x6NvLCbHJnIp3S7ugqhGjr4zCq5yUvXNckHvMxrkMvGp7jYFXbf+wdeoqUKuB97wr7kSPIw/DhUNOwydzF+KuCS/g/anjkEt9UKXr9GE34czTeuLcgafgi6++x+jbHsGnr/8HBfl5DLzqPttsWRUUqE7gpXSDufMrWv561ckVVR/E7SRT95Q6YM3+JBz/yr4shDZt4qkPLYriLYjvvs9ZZSIbu6NVwdWeUxh4U6lm6tdi4E29prxi7VCg1gLvxk1b0GfItZj7zkTkROKAe+ZFt+K6ywbjyC4dTO+XR6N4fcZnGND3WHNc99NG4r+P3479WjZj4K0dvye15i6rE3gpNeGZKWGzSYUX8NqrPhCoPjQ+x6zzK5xTldxbewSYor/DhsZ85SDX1IeCgVdtzzLwqu0ftk5dBWot8H67+GeMfXAK3njm36Z3rhk7Cd27dcRZ/Y739NjiJStw5S3/wYfTHkQ4HGLgVffZZsuqoEB1Ai+ZR/BaUhKvo7D4hxC+/qYi4ivMdytzRlFeauNLc4uKNHTtHHPk7/q9fQLv0tL46HServdrT6bHMfBm2gOJ92fgVds/bJ26CtR44F36yypQlFa+cnNysHHTZox/4jVMm3yr+dZN9zyJg9q2wtCzert67Pe1f2DEteNw8z/Px9FHHKKuV9kyViALFdjwJ3D97Xsclt9zay6aNvF/Qwu+0/DWzCh+W62hVcsQ+veJoGsne3Ey/+vxSFaAFWAFWIHsV6DGA++/7n0KO0WPU8NfhQ3ro98pR4Pee/f5e0wvjrp5Ao7t3sk1wrts+W+48ub/4PrLh+D4Y7qYc/jQWvb/EvAdVChQ3RFeu/ZBG1F4db2qrPIDPwMVCnCEV+2ngSO8avuHrVNXgRoPvF7Sb9q8FSeffTW+eOsR5NfJ04eddt71uGPMcHQ77CDLtN/WrMdF14zDXTdchG6HHWh5j4FX3YebLUtegUwDb/IWW2ekohlGUBuyfT4Dr9oeZOBV2z9snboK1FrgJZdcePV9OLxTe1x0bj+8P/tLjH/yNcx48V79cNo7H87FUd0O1suQXfDPezCo/wnoe2J3hycZeNV9uNmy5BVg4E1es5o2g4FXbY8y8KrtH7ZOXQVqNfCuXbcR1905GT8sK0arfZrhzuv/gUPat9G9ddxRX4FyAAAbfklEQVSAUXh47OVo1rQxeg++Frm51vJF424ZiZOPPZwPran7bLNlVVAg24GXUxqq4HTbFAbe4BqmcwUG3nSqy2vXZAVqNfCmwrEc4U2FiryGKgpkO/CSjtR2mCo4lG4OgcqMUd1dewe2dOpNFSSockRBfjp3Sd/aDLzp0zYVKzPwpkJFXqM2KsDAG9DrDLwBBeTpSilQE4A3U4LOmRfGzFkVZdX2b001fa0VYjJlWzL7MvAmo1b1j2XgrX7NeceaoQADb0A/MvAGFJCnK6UAA2/V3EG1fB+aYO3QSCu51RCu2g7VN4uBt/q0rspODLxVUY3nsAIAA2/Ap4CBN6CAPF0pBaoTeOmr/wWLwthcCnTooKFL51jWpgF4tTvu0lnDwNOzK8rLwKvUr6TDGAZetf3D1qmrAANvQN8w8AYUkKcrpUB1Aa8bIGZrCgA50At4j+8Zw4k9Y0r5uDJjGHgrUyiz7zPwZlZ/3j17FWDgDeg7Bt6AAvJ0pRSoLuCd/mYECxc5u5+NHFGOFkVKSeLLGGqRPGlyRD8oJ1/Dzo9mXbtiBl5fLs/YIAbejEnPG2e5Agy8AR3IwBtQQJ6ulALVBbxPT4mgeKUTeLMREIUDKY9Xrw5RCuTnazi6u5Z1sEv3wsCr1K+kwxgGXrX9w9apqwADb0DfMPAGFJCnK6VAdQGvvaKBEOGGMeVZm8erlCMDGMPAG0C8apjKwFsNIvMWNVIBBt6AbmXgDSggT1dKgeoCXkoBeHpKDtatq7j9Af2j1VovVynhFTKGgVchZ7iYwsCrtn/YOnUVYOAN6BsG3oAC8nSlFKgu4BU3TZ3Rysqyu1GDUg5MgTEMvCkQMY1LMPCmUVxeukYrwMAb0L0MvAEF5OlKKVDdwKvUzbMxugIMvGo/CAy8avuHrVNXAQbegL5h4A0oIE9XSgEGXqXckRFjGHgzIrvvTRl4fUvFA1kBiwIMvAEfCAbegALydKUUYOBVyh0ZMYaBNyOy+96Ugde3VDyQFWDgTeUzwMCbSjV5rUwrwMCbaQ9kfn8G3sz7IJEFDLxq+4etU1cBjvAG9A0Db0ABebpSCjDwKuWOjBjDwJsR2X1vysDrWyoeyApwhDeVzwADbyrV5LUyrQADb6Y9kPn9GXgz7wOO8KrtA7YuOxXgCG9AvzHwBhSQpyulAAOvUu7IiDEMvBmR3femHOH1LRUPZAU4wpvKZ4CBN5Vq8lqZVoCBN9MeyPz+DLyZ9wFHeNX2AVuXnQpwhDeg3xh4AwrI05VSgIFXKXdkxBgG3ozI7ntTjvD6looHsgIc4U3lM8DAm0o1ea1MK8DAm2kPZH5/Bt7M+4AjvGr7gK3LTgU4whvQbwy8AQXk6UopwMCrlDsyYgwDb0Zk970pR3h9S8UDWQGO8KbyGWDgTaWavFamFWDgzbQHMr8/A2/mfcARXrV9wNZlpwIc4Q3oNwbegALydKUUYOBVyh0ZMYaBNyOy+96UI7y+peKBrABHeFP5DDDwplJNXivTCjDwZtoDmd+fgTfzPuAIr9o+YOuyUwGO8Ab0GwNvQAF5ulIKMPAq5Y6MGMPAmxHZfW/KEV7fUvFAVoAjvKl8Bhh4U6kmr5VpBRh4M+2B5PdfWwIUrwyjsBBo0zqGgvzk15BnMPAG0y/dsxl4060wr19TFeAIb0DPMvAGFJCnK6UAA69S7qjUmOlvRrBwUcgcl58PjBwRReNCrdK5XgMYeKssXbVMZOCtFpl5kxqoAANvQKcy8AYUkKcrpQADr1LuSGgMRXYnPZ7jGHN8zxhO7Bmr8o0w8FZZumqZyMBbLTLzJjVQAQbegE5l4A0oIE9XSoFsAt6dZcDCRWEsXRpCfr6Gjh00dOlc9cimUo7wYcyvxSE881zEMbJNaw3Dh0Z9rOA+hIG3ytJVy0QG3mqRmTepgQow8AZ0KgNvQAF5ulIKZBPwvjQtjKXLwhb9+vSK4Zijqh7dVMoZlRjDEd5s8lbqbGXgTZ2WvFLtUoCBN6C/GXgDCsjTlVIgm4D3lrHOr/ODRjeVcoYPY56eEkHxSimHtw4w8mLO4fUhXdYOYeDNWtex4RlWgIE3oAMYeAMKyNOVUiDbgbewkYbRV1b963ylnOHTmAULQ9i0OQ69XTtrgQ6s0Rqc0uBT+AwNY+DNkPC8bdYrwMAb0IUMvAEF5OlKKZBNwHvXvTko22WVr0P7GIYMqh0pDel6cBh406VsatZl4E2NjrxK7VOAgTegzxl4AwrI05VSIJuAd8nSMF5/M2xCL0V3hw2NBY5wKuWQDBjDwJsB0ZPYkoE3CbF4KCsgKcDAG/BxYOANKCBPV0qBbAJeIRxVK6AqDS2KlJIya41h4FXbdQy8avuHrVNXAQbegL5h4A0oIE9XSoFsBF6lBKwBxjDwqu1EBl61/cPWqasAA29A3zDwBhSQpyulAAOvUu7IiDEMvBmR3femDLy+peKBrIBFAQbegA8EA29AAXm6Ugow8CrljowYw8CbEdl9b8rA61sqHsgKMPCm8hlg4E2lmrxWphVg4M20BzK/PwNv5n2QyAIGXrX9w9apqwBHeAP6hoE3oIA8XSkFGHiVckdGjGHgzYjsvjdl4PUtFQ9kBTjCm8pngIE3lWryWplWgIE30x7I/P4MvJn3AUd41fYBW5edCnCEN6DfGHgDCsjTlVKAgVcpd2TEGAbejMjue1OO8PqWigeyAhzhTeUzwMCbSjV5rUwrwMCbaQ9kfn8G3sz7gCO8avuArctOBTjCG9BvDLwBBeTpSinAwKuUOzJiDANvRmT3vSlHeH1LxQNZAY7wpvIZYOBNpZq8VqYVYODNtAcyvz8Db+Z9wBFetX3A1mWnAhzhDeg3Bt6AAvJ0pRRg4FXKHRkxhoE3I7L73pQjvL6l4oGsAEd4U/kMMPCmUk1eK9MKMPBm2gOZ35+BN/M+4Aiv2j5g67JTAY7wBvQbA29AAXm6Ugow8CrljowYw8CbEdl9b8oRXt9S8UBWgCO8qXwGGHhTqSavlWkFGHgz7YHM78/Am3kfcIRXbR+wddmpAEd4A/qNgTeggDxdKQUYeJVyR0aMYeDNiOy+N+UIr2+peCArwBHeVD4DDLypVJPXyrQCDLyZ9kDm92fgzbwPOMKrtg/YuuxUgCO82ek3tpoVYAVYAVaAFWAFWAFWwKcCDLw+heJhrAArwAqwAqwAK8AKsALZqQADb3b6ja1mBVgBVoAVYAVYAVaAFfCpAAOvT6F4GCvACrACrAArwAqwAqxAdirAwJudfgtk9Wfzv8NdE17AHxtL0fmQdrj3povRtEkjx5pe4z6bvxgjr38QOTkRc861I8/BuQNPDmQXT86sAn6fi8xaybtXVYGyXbtx6/3P4OM5C1CQXweXDx+As/od71gu0bhzRo7F0p9XAqGQPq9h/br49PUJVTWJ57ECrAArUG0KMPBWm9RqbLRl2w70GXwtxt06Ekd26YiHH/8v1q7fiAdvu8xiYKJx7300Hx98+hUeuv1yNW6KrQisgN/nIvBGvEDGFJjw1GtY8vMqPHDrSKz7YxOGXnk3nnpwDA7cf1+LTYnGnXbe9Rg/9gq0279lxu6DN2YFWAFWoCoKMPBWRbUsnjPz4y8x/b1P8fj91+h3sXXbDvQceCXmvTMReXm55p0lGvfGzM+xeOmvuGPM8CxWgk2XFfD7XLBq2avAX8+/Af++/h/ofHBb/Sbue3Qq6tcrwKUXnGG5qUTj6O+KaZNvRdHeTbJXCLacFWAFaqUCDLy1zO2Tn38bGzdtxo2j/m7eOf0j9tyEG9F63+bma4nGffDp1/jgk6+xc9dulG7eiv/7y2G46crzUK9ufi1Ts+bcrt/noubcce27k84nXainHzRqWE+/+Vfe+hhfL1qG+26+xCJGonFde12E47p3wreLf0KTxg0xesTZ6Hl059onJt8xK8AKZJ0CDLxZ57LKDaYcvF+KVzsGFjasj1ff+QTl0SiuuWSQ+f4p51yDCXdcgY4HtjZfe/iJVz3H/b72Dyz6cTmGDeqLnEgE14ydhDatmuvQy1d2KpDI3/JzkZ13x1bvKY+iy8kX4uuZj6MgP08XhL6p+fDTb/DIXVeaAiUaN+Hfo3DzfU/h5OMOx//9pRM+//I7jLnjMbw15W60aMYRX37KWAFWQG0FGHjV9k+VrFtTsgEPTH7FMffwTu2xbfsOrF23EbdefYH5/tH9LsXLj91qifA+/sLbvsbRIt989xP+de+TmPHifVWylydlXoFk/J15a9mCqihAkduP/vugeUD1hdc+wHc/LneN8PoZRzYMv+peDDz1OPQ75eiqmMRzWAFWgBWoNgUYeKtNajU2mvXJ13hx+geYMv4G3SCq1NBnyBg9hzc3N8c0MtG4VWvWo0G9umjWtFAfP3/BEtw5/gW89eydatwkW5G0An6fi6QX5gnKKHD6sJtw06jz8JeuHXSbbn/gWTTfuwkuOb+/xUavceef1Rs/rfgNXQ5pZ44/f9RdOHfgKeh9/JHK3CcbwgqwAqyAmwIMvLXsudi+owx9hlyLe/91MY7s3AH3PPIStu3YqZcmowNslJ9LEZtE4+jr7x9/KsbDYy+HpgGjb3sU7du2wuiLz65latac203k75pzl7X7TihPe8H3P+HB2y4HpSUNu+oevPCfm7D/fi30D62NGtRDh3b7wWvcXk0a4aSzrtKrs1De/udfLsa1YyfhnefvwV6NG9ZucfnuWQFWQHkFGHiVd1HqDZz37Y+4/YEp+GPjJhxB0HvjCBQ2qo8Vq9bi9AtuxOL/PaNv6jWOcoTveOg5zJ67UM/hPfH/umHMpYPN3MDUW8wrVocCXv6ujr15j/QrsGdPOW574Fn9Q23dgnxcNeIsnN67h77x1bdP1MuTUbQ30TiqwX3/pJex7o8/sW+LvTHmssHo3rVj+o3nHVgBVoAVCKgAA29AAXk6K8AKsAKsACvACrACrIDaCjDwqu0fto4VYAVYAVaAFWAFWAFWIKACDLwBBeTprAArwAqwAqwAK8AKsAJqK8DAq7Z/2DpWgBVgBVgBVoAVYAVYgYAKMPAGFJCnswKsACvACrACrAArwAqorQADr9r+YetYAVaAFWAFWAFWgBVgBQIqwMAbUECezgqwAqwAK8AKsAKsACugtgIMvGr7h61jBVgBVoAVYAVYAVaAFQioAANvQAF5OivACrACrAArwAqwAqyA2gow8KrtH7aOFWAFWAFWgBVgBVgBViCgAgy8AQXk6awAK8AKsAKsACvACrACaivAwKu2f9g6VoAVYAVYAVaAFWAFWIGACjDwBhSQp7MCrAArwAqwAqwAK8AKqK0AA6/a/mHrWAFWgBVgBVgBVoAVYAUCKsDAG1BAns4KsAKsACvACrACrAAroLYCDLxq+4etYwVYAVaAFWAFWAFWgBUIqAADb0ABeTorUJMUePWdT/DMtBl49/l7qnRbAy+8GX87rSfOHXhywvl+x1XJCB+TtmzbgaP7XYo3nvk3Dtx/Xx8zeAgrwAqwAqxANivAwJvN3mPba60Cx/S/DKNHnI0z+/W0aDD36x/wj2vux7eznkCdvNyk9aku4P1+2a/Y+//bu/v4Hus9juNvIWPM3B/puHmkjqNI7tKdu0hLnAhzE2aRoaiZxdy0mRk2E4vJTVFEnKPc3xXhJHdhSBjLPaUUkmg4j+/X2a9tbtc5j3Ns39f15367rt/1eX6uP96P7+NzfX+FfVWiWKFM32PGExq376v9h457/pzX607dU6aUugc8pzqPPHjN66dcvKjN25L0QIVyypc3z398D1wAAQQQQOD2FiDw3t794e4QuKbA7RZ4TYDMlTOn/h8rtybwNqpbQ62a1rNWZ8+e08JP12nSBws1M2GQKt5XNp1h6r3yaCGAAAIIuCNA4HWn11SajQRuNfC26hquJg0f1Yatu5SUfFgpKSkK6dZaT9eraTW27EjS4LipOnjkO1V5oLwefuivmrv0c89Iw/otX2vE2Bn65uAxuxrbskldBbTy0x135NDwsTN05udfdOrMWX25bbfWzhvrCbzHvzupzdv3aPrYAR71TYm77erz6o/GKKBXtGf0ISZhpk6dPquCPt5a9UWivWaTpx5VSJC/PffEDz8pLHqStn6VpD/fVVy9g/z1Up9YfTIrTiWLF5YJvC0a11Gn1n7pOtwscIAaPFFNPTo10/OdB+nZBo9ozqLVKlu6pKL6dk430mBWiCPipmjLjr0qWshHnVo/4xnLOHr8ew0e9Z42Je5Sfu98ql2rskK7t1F+77zZ6ImiFAQQQCB7CxB4s3d/qS6bCtxq4G3dbbC+P3lKE2NCVK50SX3w0aeKn/wPrZ0/VikXL6lBq2A1f6a2gjo01e69BxUcPlZ58txpA+8PP57W021DFR4SYFdQDxw6rq6hI22AbOb3hEaOn6X5y9eqc9vGNkAXLVzQE3hrVauoph3DtOSDETakmmPomOn69sRJjY58Jd1KcNzbszTj4xUa8nqgGtWtqd37DtmA+veJEapQvrQNtykpFxX7Rncbhl+Pelvbv07Wqjmj7XdeL/D6d43Q4w9X0iuBzdU6KEJmbveN3gH2mjly5PAE3vJlS9n7qVGlgrp3fE7JB4/a7xwV8bKeeLiyPffB+8urV+cWOn/hgvpGTVCRQj4a2q9LNn26KAsBBBDIfgIE3uzXUypyQCAzgbdShXLq36u9VTl09DsbYk1YNKu2L/YeoXULxilfXq9/h9Jp+nzjDht435m5yK64Th3dzyNqxgTWrN9m/2aC6uKVG7R8Zqzn87QjDSYo1n6kirp3/JsuX76sJ1sFK6znC3bVNe3/meusWpeoue9Gea7zZMtghXTzV/3Hq6r60y8pYViwHq9ZyX5uVqDDoideN/CakYUlKzaoX/QEvR/fX1XuLy8T/O8pc5dd2TVH2pfWfv31gtr2iNQX88d5Vm3XrN+u4kV9deG3FLV/eYg2Ln5buXPnsudu27lPL7wSZeekzRgHBwIIIIDA7S9A4L39e8QdInCVQGYC71N1qiuw9TP2GsdPnJQJk8tmxmrL9iSNGDfDjhikHtPnLLerwCbwhsdO0ewFn1313SVLFNEnH460gferPfs1eWToNQPvzLkr9N7spVo0bbgNiWZ12HyXCY4ZA++e5MMaPzzYcx0Tyru2b2JXXRu16WOvUebuEvbzffuPqGlA/3SB98ixE8qV60r4PH/hNxXIn0+9u/rr+ca17d9M4K336EP2mhkDr/nuYfHTtebj+KtqNbPAoZHjr/kEGsNSfyrK04kAAgggkAUECLxZoEncIgIZBeq1eFWd/P3UoWWjdB8t/Wyj+kQmaOvyyXbO1gS9RnVqeOZb0wbe9Zt3atSE2emC3tTZSzVr3kobeCPipur7H35SfFSvazbABN6kb44oYdhr1wy8Zra3TvNemvZWfy1ZucG+TGZGCsyRMfBmvE5q4K1W+S/yaxeqxdOHq3SpK4E3+eAxNenQL13gNavGqeE2r1ceFSvim+6eMzqkXeE1gXfomGn6fO5bV9W5eMV6hY+covULE3gIEUAAAQSysACBNws3j1t3V8C8/OWd18vOw6Y93oh9V1/t3m/nX81xo8CbfOCYeoSNSjfSYFZ1NybusoF3yodLZFZpzRxu6mHmgc3qqdny7GaB15xjZoLvLllMJohHh3VR1Ur3ZSrwmtnhGn5BmhwXqlpVK9pzFyz/ws7x3myGN63LjQLvuXPn1aZ7pA3+hX0L2NPM/frkzyefAt4yL/6lviBnPvvl3Hn9ev6C53/dfQqpHAEEEMg6AgTerNMr7hQBj8C6zTvVJSTGrvKaF8YuXb6s5as22bnb0ZE9Vf+xh24aeH198susFLdt1sC+eGb2xu0fPUleXr+/tNaoTYi6tm9qV5JN2O05YIwa1q5uX3K7lcC7el2i+kSOt8Fx2YwY+7KYOW51hde8HGfCqLnXmIFB+vHUGTu/u3l70n8t8JqX1poFDlSFe0vbnSEOHvlW3fqOUuygbvalNfPyW4nihRTZ50W7ah4db16++9GGcA4EEEAAgawhQODNGn3iLhG4SmDtph1KmDpPu/YesJ+Z3Qe6tHtWtWv9/mMLN1rhNfOnJjgPHT1Nh46dUNVK96r+Y1Xt3O3SGTH2muu+3Cmzbdi+A0dVsIC33S7s1S4t7MtatxJ4L168ZEO1+YGMni8+76khM4H3wOFv1W/oBO1JPqTy5e5Wj4BmCnr9yjyw2S3hers0pAW70Qqv+aU1MyYRMXKKEnfuUxFfHwW28VO75g3tJQ4fO6Ehb75vtyXLmTOnXWke+FoHu0MEBwIIIIBA1hAg8GaNPnGXCGRJAbO1WUP/3po7JcqzPVlmC7l06bJ+S0nx/HKcWd0NfG2YNi+bZFdcORBAAAEEELiZAIH3ZkJ8jgACmRYwW4P9dOpnDYp5R975vBQzsFumr5F6QnD4OJ3++axGDAiy25v1HzZRuXPnVvyQnn/4mpyIAAIIIOCWAIHXrX5TLQL/E4F/btiul8PelNllIS68h/0VtT96mNlh8zLdhq1f263HzEiB2c+XkYI/Ksp5CCCAgHsCBF73ek7FCCCAAAIIIICAUwIEXqfaTbEIIIAAAggggIB7AgRe93pOxQgggAACCCCAgFMCBF6n2k2xCCCAAAIIIICAewIEXvd6TsUIIIAAAggggIBTAgRep9pNsQgggAACCCCAgHsCBF73ek7FCCCAAAIIIICAUwIEXqfaTbEIIIAAAggggIB7AgRe93pOxQgggAACCCCAgFMCBF6n2k2xCCCAAAIIIICAewIEXvd6TsUIIIAAAggggIBTAgRep9pNsQgggAACCCCAgHsCBF73ek7FCCCAAAIIIICAUwIEXqfaTbEIIIAAAggggIB7AgRe93pOxQgggAACCCCAgFMCBF6n2k2xCCCAAAIIIICAewIEXvd6TsUIIIAAAggggIBTAgRep9pNsQgggAACCCCAgHsCBF73ek7FCCCAAAIIIICAUwIEXqfaTbEIIIAAAggggIB7AgRe93pOxQgggAACCCCAgFMCBF6n2k2xCCCAAAIIIICAewIEXvd6TsUIIIAAAggggIBTAgRep9pNsQgggAACCCCAgHsCBF73ek7FCCCAAAIIIICAUwIEXqfaTbEIIIAAAggggIB7AgRe93pOxQgggAACCCCAgFMCBF6n2k2xCCCAAAIIIICAewIEXvd6TsUIIIAAAggggIBTAgRep9pNsQgggAACCCCAgHsCBF73ek7FCCCAAAIIIICAUwIEXqfaTbEIIIAAAggggIB7AgRe93pOxQgggAACCCCAgFMCBF6n2k2xCCCAAAIIIICAewIEXvd6TsUIIIAAAggggIBTAgRep9pNsQgggAACCCCAgHsCBF73ek7FCCCAAAIIIICAUwL/AsqhTD0QRT2OAAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "save_fig[\"原資産価格とボラティリティの騰落率（2023年5月以降のアゲモリ）\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1c62368b",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### アゲモリ局面の原資産価格の分布\n",
    "\n",
    "- 原資産価格とボラティリティの両方が1%以上上昇した場合、しばらくは原資産価格が上昇傾向にある"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "e31215bd",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAArwAAAH0CAYAAADfWf7fAAAgAElEQVR4XuydB3hURduGn90kQGihSVdA8AdEmlJFpamAKIgIKoKIBaQXAem9C/LRq0gXUUQQqYqAIEgHkS5NSuidkLb7X++EXXaTTbae3ZPlOdf/X5/szpmZc88kuXf2nXcMZrPZDF4kQAIkQAIkQAIkQAIkEKQEDBTeIB1ZPhYJkAAJkAAJkAAJkIAiQOHlRCABEiABEiABEiABEghqAhTeoB5ePhwJkAAJkAAJkAAJkACFl3OABEiABEiABEiABEggqAlQeIN6ePlwJEACJEACJEACJEACFF7OARIgARIgARIgARIggaAmQOEN6uHlw5EACZAACZAACZAACVB4OQdIgARIgARIgARIgASCmgCFN6iHlw9HAiRAAiRAAiRAAiRA4eUcIAESIAESIAESIAESCGoCFN6gHl4+HAmQAAmQAAmQAAmQAIWXc4AESIAESIAESIAESCCoCVB4g3p4+XAkQAIkQAIkQAIkQAIUXs4BEiABEiABEiABEiCBoCZA4Q3q4eXDkQAJkAAJkAAJkAAJUHg5B0iABEiABEiABEiABIKaAIU3qIeXD0cCJEACJEACJEACJEDh5RwgARIgARIgARIgARIIagIU3qAeXj4cCZAACZAACZAACZAAhZdzgARIgARIgARIgARIIKgJUHiDenj5cCRAAiRAAiRAAiRAAhRezgESIAESIAESIAESIIGgJkDhDerh5cORAAmQAAmQAAmQAAlQeDkHSIAESIAESIAESIAEgpoAhTeoh5cPRwIkQAIkQAIkQAIkQOHlHCABEiABEiABEiABEghqAhTeoB5ePhwJkAAJkAAJkAAJkACFl3OABEiABEiABEiABEggqAlQeIN6ePlwJEACJEACJEACJEACFF7OARIgARIgARIgARIggaAmQOEN6uHlw5EACZAACZAACZAACVB4OQdIgARIgARIgARIgASCmgCFN6iHlw9HAiRAAiRAAiRAAiRA4eUcIAESIAESIAESIAESCGoCFF4A8fEm/LR6MxrUeRFGoyGoBzwYHi42Lh5hoSFJHmX24tWo9OzTKFbkCY8ec+PWfTh55gI+fKe2W/ePmvQtGrz2Ip4qlN+t+yyFZyxYgejoWLT7qIHd/dt2HcSSlRsxolcrhIQYParbk5v+PnQC2bNmRt7cOay3X7txG+cir6BksUIuVyn9X7tpJ/p0bMafK5epsSAJkAAJkIAWBB4J4f1x5SaUKl4YRQrlS8Jw6Lh5+KBRLQz8ag7qVK+IhnVf0oKzV3UuXv676p+r19iB7fBq1XLW4vsP/uvqrUnKlShayKey9V6bwfCkP/t/m6X6cfbCZTRuOQB1alTE+w1fwZNP5FF93nPgGJq2G4pVC0biiXy57J7DbDarfxsMKX+YOXj0FJq0HYJvxn6Bss885RIzkbrPvhiDdd+NwWPZs7h0T+JCMgfvRUVjaI9P7N4SVoUez41hPT+1vm4ymTWVx7j4eNR6txteqFgSA7u2sLYrUr5w6a9YvfBLpE0T5tJzfjF0Gs5HXsW8Cb1cKs9CJEACJEACJKAVAV0KrwhqhvThyJA+ndPnFpe5efsOXihfElkiMiYpf/vOPVR6vQ0+ff91dPr07STvT56zDIePn0bHT97Gx11GYeX8kUgfntZa7o+//kZYWAhCjMmvsEkf7kdHo/JzJRAWFpqkDRGpzwdOVkLzbMn/S/L+Dys2ov/ob7B8zjAULpA3yfsivLMWrcKccT2d8nit6RcY3qulVXhl9bpUzY+c3pdcgW0rJiNTxvTJ3n/l2k1EXr6m+MiKYESmDCm2JRJX/KkCaPia/QeL6zdv45tFq1CvVhUUKZj0g0mJogVVvfejY7Dhz71YvnYL/vhrPzp83BDv1K+BFp1G4OiJ/xxKrTBo9Ho1DOj6oarjzLlLqPN+d7eZzJvQG8+WtBfhT7p+idyPZcPN23exfvNul+pcMXc4Cj0QdbnBkfDKM7bt9b8k9eXJlR2rF45CaEjSFW7bwu6Oi+XeFb9uRa/hM/DLvBF4PG9Oa5UxMbF4/YOeaPRGNfWz5OyKjY3DC2+2R4eP38L7b73irDjfJwESIAESIAFNCehSeKu+1RHyB9udq/Eb1dD/8wShsb3WbNiOLgMmY8nMQQ6/6r4XdR/1mvfCvIl9cPPWnSRlRJZFml25tiyb6FC6Dx8/g4af9FMrXY6E19LHNd9+ifx5HkvSlAjv3B/WQkTJ2VW+TisM7fGp3QpvcveIaG3ath/SrrvX6t+3Y+rc5Th28qz1VllBLV+mKHp3aOZwNV0KivBWq1wGrZq9YdfknO/XYMqcZaovzqTZcuO/p88jOjoGA8bMRtaITJgwpAOi7sfg/XZDMOSLj1GmRBH8tecQOvadgB9nDrJ+RS8CbJlfl6/dwOcDJmN0/zbImWiFdskvG2EwGvBWnQQ5z5Ylk90HGvkg06jlACyfPRTp0qW1zpMfV/6Bf46cRN/OH2D7nkOQ1dEZo7tZn1dWpdPYrJImFt5LV27g7U/7qQ8Gg7o9/LDSuf9E9ZrUm9zl6bhIfbLKXK95T1QoW9xuVdnS1rpNO9Ft8FT1s5T4g1nZVz+FSLG7l6zay+o9LxIgARIgARLQkoAuhffGzTtqldVWCpKDMOR/87BszRYlg7key5qkmHzd/N/5y2rFKrlL/lCbzGaEhIQkiQ2V92TVVmTOsjL49ZjuqPTc03bVSbnk+vtQeJOuEEolazfuhMjMukWj7eImLQ2I8H7z3SrICqOzq9Z73exWeFMq3+CjPnihQil8/lljZ9Va3796/RYGfTUHO/YeRsO6VVG9Slk07zgMX7RtggL5c6lY6N8270a31u84XNmzFd4S1ZJ+QEncEQnNkBCNxJcIq6yoyrg9li2L+go+Pj4eHftOxOWrN9TX/uOHdFCrwLlyZEWNF55N9hklFCJnjiz4akBbaxlZoazZuAveeu0lh98MSJhEi84jIbGtIry218yFvyg+00Z9rvo4ZNw8rP9+rF2Z85FX8Mq7XZP0ST7wSPzshUtXcePWXSz9ejAKPp4bu/YfRfOOw9U8Fs6JL2/HReobPmEBlq76A0tnDUE+m/hd27Y+7DRCif38iX0Qni6N9S3pn8lkUv+WDxRdB03B8+VKqBXhlC75uSpXuqjL848FSYAESIAESMATAroUXkcPIrJ55txFVCn/jPVr69/+2I0Ofcer1TzZcJb4+u/8JchX/BL36Mo1eXhnVK1cOtmiKQlvSvV7K7zfLVuPQWPnuvIIqkziGN7dfx9Ds/b2UuZKZd9O7otSTxe2FhWR+aDDMPX1vbB6Il9O7Dv4L5q0GYwfZgxUq49yLVz6G4aNnw+5v2TxJ+2aSiy807/sqjaaObokzOPuvSir8MpqvNQtErn/0AmUfrqw2mD2TLEnsW7jDvWhoOYLz6FH+ybY/NffKkykVrUKeK1mRVXWNoZXwjBM8QmC9s/RUxg5caFahbXEp/7+5178b8b3SuwyZQhX5eQDTY5sEeq/5y9ZpwRRNsjJiqft5YrwilAfOnZa3dap/0QULfwEWn9QD1PnLcf+gyewcHIfyErx5u1/K9YyfrWrV0Dnlo2SoPLFuPy89k/0GDYdX/ZtrXgld8nPQKOW/dWYyTxztMlT5quwWbXwS+TJmQ2btu3DjAW/MJbXlR86liEBEiABEtCEQKoR3tnfrcaXUxbhwO/fKHGRr6rb9BiLN2u/kOxXvBKTe/K/C2r10VZ25v2wBtdv3lHxn3LJap2s0JYrU0z9gU7pj73Efjpa4U1pdJwJr3wNLTG+v33/lYoHTXyJXH2/YgOWfeO+tEpdIryyCrtoSn9V9ezFq3D/fgw++6C+takeQ6cpoar2fFncvXcfLTqPUMJqK7zT5/8MGYcV80aor/flEgEdNWkhdqyebrc63qbnWEReuoYfvx5s9zhvf9oftaqVV3GgssKbEst+X85Sq4mWFV4Ru0+7fonyZYvh9ZcrqxhTydjwftuEuOD6tarYhYzIBrdvl/6Gn9ZsVjHDXVo9XMn2JGxG4ndllX3b7oNo1W2Mkvmo+9FKeC3z05Wf0n82zLYWkw9ltZt0VyEZ308fgIwZwlVMtGR8kA1kH7QfhuOnzuH/nnwcs8f1cBi76+24rPztL/QaPh2vv/K8+vDo7Fq/ZQ869Bmv5ovEi9tmzLh1556Kj5YPGv0ehF6sWLdVrXJLPDgvEiABEiABEggEgdQjvItXY+KsH7Fz9XQs+WWT2ugjGRV6dWjqcKPS3O/XYOSkbzF+cAfUfNH+62xZkRRZGtmnVbLMRTbWb96jNs5ZNqxdvHJdbeiREICnn0rYRGV7xcTGqs1Itpt95H1nwmtZXftz+SREZE666WvWopUYM3WxW/OjTfP6aNsiIc2VCO+HnYZbYyVHTFwIWS21jQ9t3GoAmjR4WX2AsGz0sxVeWdWt2qADvmjXBO+9WdPalz4jv8axE2fx3bQEmbZc2/ccVtIsX+XbhprUef8LvFO/Oj5sXFsJr2y+MiaTcisuLg4vv/icw5AGia0W0ZLY2eQuCXG4ePm6km4JC7DNLiDC26NdE5XtQTI8SMotkWj5NmDU5G/RtOErDuOppa15P6xVK9vybYN8GLEI7+9/7sHwnp9i5fq/VCiF/PeWnQewYMmvmDy8Ew4dO6O+kbAVXoldlrRmsjFQ5s2Cib2toTEiw/JB6J8jp1TWiC/7fgbZtGZ7eTsuIqgSwy6bAk+cPq/CdpxdIvoSMy8r2bICbvnwI/cNG78AC35ch3GD2yNPzoS+bvprH2Z9uxKz/5d006V8UGEqQGfE+T4JkAAJkIC3BFKN8Eo2hYU//orNyyZAYlrPnL+Erp+94/D5ZUVJvp6VFajR/VonKfP8G22V0LT58M1k+ckGHtkA5u7Vv0tzNK5X3e42Z8K7aNl6DB47F3vWznAYBzx66ndKKnt3bOZSd2R1VUI8Pn7vNVXekfCKtCW+JItEcsIrq4DdBk/B1hWTkdkma8NbH/dF6RJFIM9te0kcdpX67TB1ZBe8WLGU9S0RzZZN38D7b73s9gqvbf0ivMN6fJJibK4lTjZxVgSp58U326sPSyK8EsNb5pkiaj5Zslo4yshgaV/CEWLj4lTstXC0CO/WXf+ouF35QLZ24w5rDK+EKSyeNkClY5OQDlvhlRARYSXp385FXsYzRQuhW5t3sXztn+pDnWT+kDCGr6YvhnyIkG8lZGwt8bO+GBfZJJctayYl1lFR0eox5UPWjVt30KWlfXy3CLo8+8zR3RAdE2v3IcLSF5cm6YNCO1ZNs8uK4s69LEsCJEACJEACrhJINcIr8ZgHj55WX/umdImwyCrardt3MXNM9yQ5Q+VrbtnYNarvZ6hbs1KKdclX+7J5zhIO4SyGV75elyvxoQgHjpzEO60GYtbYL1CxbPEkbYrQiqRvWJI0DZUU7j54KnI9ls3lzWWyiipCL1KZnPAKnz6dHu72lxjRZm+/mqzwSqaBxT9vUBvrLNeFS9fwcuMuGNO/jfpwYXtJtoRytVtieK9PUe/VKta35LWB3T5S7GWF150Y3sTCK9In6euSu+Li4iGrpI6Et8wrn6hNarLq27Lbw2dKri5ZARVptb1kg543wnvizAXVdtVKpVW6NeH/9be/qJVgkXVZgbb98CQbymQFNTTEqOavfJDw1bgkfm5Z8ZdsDYk/VMqHnpiYOLWCa3tJPP3ngyarWOmd+47AVmQdhTRY5J/C6+qvapYjARIgARLwhkCqEV7JKCC7uV1d5Uwua8Kkb5ZixsJfsHHJOIfhAynBdCa8yd0rO+glPZX039HhBJKyTF6X1VBHl6xAysrr269XVZuXZMU28fVChZJqRVGuag07oeMnCSuByQmvuyENEiIim8J+/+GhlEve3MlzfsKmpRPsduxLm3Ja17utBylJtOTQlXCBkjVa4OuvuqtNT95kafBmhdci4yN7t1LhCx+9+5pVLCUMQuqeMborypR4mHNXvnZPl/ZhVgJ5Rm+Ft/eImWrcZWOefKMw4PMP1WqzZIyQONnkLlnllcNSRPh9MS6J25GQFlkBl5AficW1vT774ivV58HdH6ZLk3h6iZf/pEldvFSpFJq1H0bh9ea3Mu8lARIgARLwOYFUIbxH/v1P5bEd0bulirP09JKvomVDjXwFL6uS7l6eCm9K7cjBFpI6Lbnd8bJqXPG1z5TMli9TTAmvpAKTgxQsl0iPZC2wCG/5Op+pQy4sp635IqTBslHpt8VfqZhcYSmbrSqXK+Fwo5PEHEu/tv0yxSrDEk9bo1Fn/Dx3uPWENNuTw2SMJdVZkwYPY4STYydSmjF9OmR4kEHBUTnp4+mzF5Os8Fr6IV/Lb9y2T6UdMz44hS0u3qRCWUTKn7U5bS00NDRJrKk3wisfCCTFlxx0MnPhCruT1uR4YznkYdWCUXbfUBw8dgrteo1TsdiWo4Z9MS6J2ckHGdkIt/6H/yX5ICMfYuSDm+3Kr8zRFev+VB+wLBlBuMLr7m8XlicBEiABEtCSgO6FVzIotOw2BvLHft2iMV7F+/1vxg/qK+BvxvZAhbLF3OZqEd6pIz/HixVLun1/4hskV2vn/pNUXtW543s5PMLXslIq4Q6ysibCW6dGJTsptE2DZYlBtc1+4Eh43Q1pkFXRmo07q5VZCYUYP3OJyn6wct6IJLmDJYRDNgbKyqnt6XZyephswtq+cqp6VhE7iWGdOKyT+ircIrzv1Kuucs5KSIbE2Dq6vFnh3f33USWbuySzRFgoXMnYILHgifvijfBu3LoPf+0+iO5t30ty0ppFeBPHdFvCAGyF1xfjYstXvo2QQy9ef/l5hyE0EsIiJ6e1eLeOw3Gh8Hr9a4EVkAAJkAAJaEBA18IrK3Q9h8/AqvV/qa9XvVndFcFo1/t/aPxG9RRPqkqJsexor/x6G5X1oWf7pngsewSio2Nx524U7kbdV6nNJC+rs+vmrbtY+NOvmDz7J5Qs9qQ6IMGS3zXxvRKCsWbjTuvhBiK8NV98Tj2H5Zq9eDX2/XNcrfCKsLzUoINdXlxfZGmQtiSGVLIyWK7EG/REtuXIX9lslTtndtUH2zAAed4/d/6D+RN7W9OJZcuS2RrKYbvCK/X0Hz0bs//XQ8lw4kvKSliGHOv8YHHWWkRek8vyusQJ22bOmDbvZ2zcuhcLJ/dNUq8rm9YsN3kjvFKHxIhLFpDEJ625I7y+GBfL80gog3wQkFRrCyf1TXJqoMi1rH6P6d86SaiDpQ5nwisx9LKaLmEQMpd2r52RJM7e2c8P3ycBEiABEiABdwnoVni37DiAsdO/V8n5JX+qJeOAuw9oEYKBY2arlGHfTumXJBbTnTol1Zl8Ve/okoMY5GvolC5L3lqRMjmF6ou279kdV2t7rwi0nPYlX/NbVkqdxfBaDoKQbBaS21UuSx7e76cPVP+Wr6yjoqPRpvnDLBWyMa5OzYqo/nxZJZISh5k4D6/cKxuStu06qDY0WVbJ5cPE71v2QNJyyQloskmtd8emKqes7VXvw954+cVn0f6jt/DFkGnYvvewkmKL7CcOafhy8iKs+HWrKpM49lliXn9eu0WlBatSoaTa4GW5JKPHqt+24Y1Xn0fdlyvbnRom3xjUb9FH9cOSh9m2j94Ir+SJduWyzdIg5ZMTXldCGizteTMuUodkgBjyv7nq5Dj5ICBzWS6RctmEKSEdy9ZsVpK6asFIPJEv6WlvlrkmczS5kIa2vf6nDqKQzYYy12RTIy8SIAESIAES0JqAboVXVvimz1+hhNA2rZW7QGR1WI45VSdDDWpnl1LL3bos5WXn/7+nzuPWnbsPjiMOVSt1ciSssxVeWSVb9NNveK1mJYdHIdv2SfLz9hv9DVYvGGUt6yikQeqU43RlNXXGgp8hB1n88dMEa1W+OmktOV7yVbscLCAb56pVLmN3WIXlHktohkicpGnrOWy6CuMoUiifSsslRwTLs33apC7eqV9D3Sa5kJt3GK5WGicN66Ry5H7702/44699StAkt66kOJODLGwPFhGp3bH3CJas3KhSh8nYf/D2qyreWD5Ite7xlWIqXL4YOs3laZD4VLXEK7yWPLzJVegoD29Kwpssb5sY3pQ678q4yP0isbJ6L7l+h/X8xE5mv5q2GF9/u9LazEuVSmPKiM7JNisfRORERDkow5JflwdPuDzFWJAESIAESEAjAroVXl8+79+HT6L4U084PKXKl+34ui5JVSUHGLzyUjlr1RLmYTQa7eJ9JdTixfrtlSBKTGqXlo3ULn7LJflVuw+Zil/mjXCpi7KqJ3GccsKZM4F3qUJAhX3Iau27D2RWcr9KNoLrN2+j2ludVDV5c+fAxGEdUbhAXmu1smIsh1OI9MolOW5Pn41UK7dFCz/utHnZoCYr8s+VLooaVcoqaZYcuZJGTT4oSCyzq1doaIj6UGO5ZKV7/ZbdKp/v0RNncenKdSX9yV0yTnv+Ppbk+GrJbRsdHaPkXS5JSSbHDS+Y2Mdu9f/f0+fVkc0zvuzm08MapO/CyVFcuvT5+MmzKhWZHIoiRyC7e1CExG7LJjhHISSusmc5EiABEiABEvCGwCMhvN4ASi33ylfxSngdZBNILc/AfpIACZAACZAACZCAFgQovFpQZZ0kQAIkQAIkQAIkQAK6IUDh1c1QsCMkQAIkQAIkQAIkQAJaEKDwakGVdZIACZAACZAACZAACeiGAIVXN0PBjpAACZAACZAACZAACWhBgMKrBVXWSQIkQAIkQAIkQAIkoBsCFF7dDAU7QgIkQAIkQAIkQAIkoAUBCq8WVFknCZAACZAACZAACZCAbghQeHUzFOwICZAACZAACZAACZCAFgQovFpQZZ0kQAIkQAIkQAIkQAK6IUDh1c1QsCMkQAIkQAIkQAIkQAJaEKDwakGVdZIACZAACZAACZAACeiGAIVXN0PBjpAACZAACZAACZAACWhBgMKrBVXWSQIkQAIkQAIkQAIkoBsCFF7dDAU7QgIkQAIkQAIkQAIkoAUBCq8WVFknCZAACZAACZAACZCAbghQeHUzFOwICZAACZAACZAACZCAFgQovFpQZZ0kQAIkQAIkQAIkQAK6IUDh1c1QsCMkQAIkQAIkQAIkQAJaEKDwakGVdZIACZAACZAACZAACeiGAIVXN0PBjpAACZAACZAACZAACWhBgMKrBVXWSQIkQAIkQAIkQAIkoBsCFF7dDAU7QgIkQAIkQAIkQAIkoAUBCq8WVFknCZAACZAACZAACZCAbghQeHUzFOwICZAACZAACZAACZCAFgQovFpQZZ0kQAIkQAIkQAIkQAK6IUDh1c1QsCMkQAIkQAIkQAIkQAJaEKDwakGVdZIACZAACZAACZAACeiGAIVXN0PBjpAACZAACZAACZAACWhBgMKrBVXWSQIkQAIkQAIkQAIkoBsCFF7dDAU7QgIkQAIkQAIkQAIkoAUBCq8WVFknCZAACZAACZAACZCAbghQeHUzFOwICZAACZAACZAACZCAFgQovFpQZZ0kQAIkQAIkQAIkQAK6IUDh1c1QsCMkQAIkQAIkQAIkQAJaEKDwakGVdZIACZAACZAACZAACeiGAIVXN0PBjpAACZAACZAACZAACWhBgMKrBVXWSQIkQAIkQAIkQAIkoBsCFF7dDAU7QgIkQAIkQAIkQAIkoAUBCq8WVFknCZAACZAACZAACZCAbghQeHUzFOwICZAACZAACZAACZCAFgQovFpQZZ0kQAIkQAIkQAIkQAK6IUDh1c1QsCMkQAIkQAIkQAIkQAJaEKDwakGVdZIACZAACZAACZAACeiGAIVXN0PBjpAACZAACZAACZAACWhBgMKrBVXWSQIkQAIkQAIkQAIkoBsCFF7dDAU7QgIkQAIkQAIkQAIkoAUBCq8WVFknCZAACZAACZAACZCAbghQeHUzFI47cv5qlM57qE33QkMMyJYpLS7duK9NA6w1VRAwGgzInS0d7twzY+3GGBw8ZLD2O3cuM54uBhQsaEoVz8JOek8gb/ZwPKq/E72np68aZCx5kYA/CVB4/Unbg7Ye1V/uFF4PJksQ3mIwADu2p8Xq9fGIls8+BvV/dleZ0ia8VsuMdOnMQUiAj2RLgMIbPPOBwhs8Y5lanoTCq/ORovByhVfnU1Sz7l24aMDSn4yIvGiA2QyI/BYqYEZERILYXrkKREYaEBdvQJYsZrz3jgl5clF6NRsQHVRM4dXBIPioCxReH4FkNS4ToPC6jCowBSm8FN7AzLzAtnrqlBELFhsQfd+A8HRAWKgBt+6YUaaUScmt5bofbcDfBwy4e9eAtOnM+Kg5pTewI6dt6xRebfn6s3YKrz9psy0hQOHV+Tyg8FJ4dT5Ffd69PfuMWLrMqOrNlcuMsiVDsH2XGdeuJxVeKRMXZ8Cxfw24eJHS6/PB0FmFFF6dDYgX3aHwegGPt3pEgMLrETb/3UThpfD6b7YFviVb2c2fz4QiRczIFB6GA4fMuHbDhCKFTciU0XE///7HgKtXjZDNbLLSy5jewI+nr3tA4fU10cDVR+ENHPtHtWUKr85HnsJL4dX5FPVZ92xlt1hRkxJX2aEmwisxvHeiYlNsS1Z69+xLCG8oWECkN95nfWNF+iBA4dXHOPiiFxReX1BkHe4QoPC6QysAZSm8FN4ATDu/N/n7phD8viEh/4JVduUfD4T3xi0zbt2JR8aMZoSFJt89ienduTNhI1u1l+JRoxo3sfl9MDVskMKrIVw/V62F8F65Bvy53f00hdmzAlUqJoRR8QpeAhRenY8thZfCq/Mp6nX3tv5lxKo1CX9s7GTXRni3/JV8DG/iDty4YcDe/Qn1ffSBiXl6vR4h/VRA4dXPWHjbEy2E98gxM76cGOd21/6vsAHdO6TwSdrtGnmDHglQePU4KjZ9ovBSeHU+Rb3qnsMwBtsaH6zwuiO8cvvJUwacPmNUGR3atGQ8r1CjvVIAACAASURBVFeDpKObKbw6Ggwvu6Kl8Epml/z5nHcw6r4BZ8+ZQeF1zioYSlB4dT6KFF4Kr86nqMfdcyq7Hq7wWjq0Y5dRxfMWL2pSOXp5pX4CFN7UP4aWJ9BSeLO5GKJw9UEIhBbC2773OLxatTyeejI/OvWbiNULRwXP4KXSJ6Hw6nzgKLwUXp1PUY+655Ls2givK1kaEnfENp73vcYmFC9G6fVosHR0E4VXR4PhZVcovF4C5O1uE6Dwuo3MvzdQeCm8/p1x2rcmJ6jNmmNUh0oUKWyGpB9L9nIjS4OjOs6eM+L4vwn5eT/vwNAG7UdX2xYovNry9WftwSC8ZrMZIyd9i/Wbd8NkNqNCmWIY1P0jhIaEgCu8/pxNrrVF4XWNU8BKUXgpvAGbfBo0fP++AWPGJ8iuHCoh4QYpXm5maXBU1569Rty8xdAGDYbT71VSeP2OXLMGg0F4f/9zD8ZO+x7fzxgoCWXwzmcD8en7b+C1mhUpvJrNHM8rpvB6zs4vd1J4Kbx+mWh+amTytBBEXjQgIrMZZcu4EGLg4aY128dhaIOfBtcPzVB4/QDZT00Eg/DKCm/U/Wikl11yAAaMno28ubOjZdM3KLx+mkfuNEPhdYdWAMpSeCm8AZh2mjS5crUR27YbkS6tGeWeMyM01IUcuT4QXnkYhjZoMqR+r5TC63fkmjUYDMJ77cZtjJ6yCCdOnwcMBpyPvIImDV7GZx/Uo/BqNnM8r5jC6zk7v9xJ4aXw+mWiadyI7Sa1554zIVMGF2RX+uQj4ZWqGNqg8SD7oXoKrx8g+6mJYBBeWdGNiY3F4O4fIyTEiL6jZiFf7hwUXj/NIXebofC6S8zP5Sm8FF4/TzmfN3f9pgGTpyXE7SY5WMJZaw+E15MsDYmrZmiDM9j6f5/Cq/8xcrWHwSC8km6sTIki+PCd2jh8/Aw69BmP2tUroEurxlzhdXUi+LEchdePsD1pisJL4fVk3ujpHkvcbvbsJpQs4eLKruUBvMzSkJgDQxv0NDPc7wuF131mer0jGIR3z4Fj6DlsBsJCQ1Cy+JOo+cJz6D1yJob3+hQ//rKJeXh1NvkovDobkMTdofBSeHU+RVPsnkdxu7Y1+iBLQ+IOMrQh9c4oCm/qHbvEPddSeMPDgSfyJxwvntJ1964ZZ8/zpDVnnILlfQqvzkeSwkvh1fkUTbZ7p04ZMWtuwh8dt+J2HQivu0cLp8QsIbTBiLh4gAdSpK7ZReFNXeOVUm+1FF53KWlx0pq7fWB57QlQeLVn7FULFF4Kr1cTKEA3S77dydONuHHDgAJPmFCooJuhDJZ++3DTmi0KhjYEaGJ42SyF10uAOrpdC+G9cg3Y8le820+ZI5sBVSo6XxF2u2LeoCsCFF5dDUfSzlB4Kbw6n6IOu/ftd0YcOmJEhgxmlH/OhXy7yT2kRsIrzTG0IfXNLApv6huz5HqshfAGDx0+iRYEKLxaUPVhnRReCq8Pp5Nfqjp02IhvFxsRGgKUK2dSeXc9vnyYpSFxHxja4PGoBOxGCm/A0Pu8YQqvz5GyQicEKLw6nyIUXgqvzqeoXfdsjw4uUtiM/Pm8WN2Vmn2cpSExS4Y2pKbZBVB4U9d4pdRbCm/wjGVqeRIKr85HisJL4dX5FLXrniWUweWjg509nAZZGhI3ydAGZ4Ogn/cpvPoZC297QuH1liDvd5cAhdddYn4uT+Gl8Pp5ynnc3Na/jFi1RkIZzKhU0cWjg521pmEMr6VpHkjhbBD08z6FVz9j4W1PtBBe06ULiNm4yu2uGR/LjTTVXnP7Pt6QughQeHU+XhReCq/Op6jqnu1pas88bUaOHF6GMlge2g/CK00xtCE1zDKGNKSOUXKtl1oIb9w/u3FnYAfXOmBTKvTpMsg4YKLb93lzw83bd5E2TRjSpU1jrebshcswmcxYuPRX9GjXxJvqU8W9K9Ztxa0799CkQU3V3+VrtyAqKhrv1K+hSf8pvJpg9V2lFF4Kr+9mk3Y1zZoTglOnDfDoNLWUuuUn4ZUuWEIbChYw46Pm7qc20o4ua7YQ4Apv8MwFLYXXEJ4BIQWLOIVlvncX8aePwxvhvXvvPkJDQ5S8JndFx8QmeX/M1MW4G3Uf/Tp/YL3t2MmzmDF/BfLmzoFa1cqj+FMF1HuxcfHqNDdHl6P3jp88hyMn/kPdmpXsbpk272fUfOFZFCmUzykbTwrUaNQZcXHxMBgMSW4Xsd2zdob19fORV/Bpt9GYN6E3smXJBHn2HkOn4+sx3ZEhQzjWbtyBOtUrwmhMWpcnfZN7KLyekvPTfRReCq+fpprHzWgSymDpjYZZGhI/cFycAdv+MiAu3oA6tUyoXNFHq9Qek+WNiQlQeINnTmgpvMbHciFNVechCqbLEgKx2ivhnfTNUsz9Ya2SXkdXTEwc0oenxbpFo5HmgRSbzWbUeq8bxvRvo44ktr02bt2HFyuWshO9pu2G4lzkZcTHm3Dj1h3kyBahbpF6wtOlxcr5I+3q+PWPXVi2ejMmDO1o9/r7bYegXYsGqFyuRJKu/nv6PKbP+xkHj57CtZu3UTB/btSpURFNGrxs15drN26jx9BpiLx8HctnD7WrR4R39YJR1ue0fbN8nVbYsWqaeuni5ev47Isx6NWhKcqXKYajJ86i1/AZGDuwLXJky4Jug6agRLGC+KxZPYfy7OlPAYXXU3J+uo/CS+H101TzqJkLFw2YMi3hF32ZUiZkyeJFCjJHPdA4S0PiJq9cMeLAQQPSpjOjTSsTskb4+Hk8osybLAQovMEzF4JFeFMaERHSlt3GoGrl0mja8BVr0fWbd6N9n/GIyJwhidDJPU8Vyo8543omqfrkmQvo1H8iln1jL5qJC0r9S0V4h9iHdzRrPxRtP2yASs89bXfLDys2Ys7i1ejcshFOn72I8xev4OMmdTF1znJcuHQVU0d2Uf2U1ez3Wg9C1cplsHHbPo+FV1agr9+8jUwZ02P01O+QN1d21e7V67dw5dpN9OvcHFkjMjoUc29+Aii83tDzw70UXgqvH6aZx01MnhaCyIsGlX5M0pD5/PJDlobEff77HwOuXjWCoQ0+H02vK6Tweo1QNxUEq/AOHjsXVSqURI0qZSFhC0f+PYNpoz63iu29qGjUb9Ebg7t9ZBXP+UvWQb7i7972PTU+sbFxCAsL9bnwygpvh08aomLZ4ta6Dx8/g+5DpmHe+F5KwHuPmIkKZYujfq0qqkyXAZPxfLkSePv1qrgXdV8Jqfz/gDFzPBZeqTcmJhbvth6E/p9/iCefyIO536/B+YtXlXSnD0+HNj3HonnjWqj+fFmfzVkKr89QalMRhZfCq83M8r7WlauN2LbdqA6WKPecj7IyJO6WH2N4LU1LaMPOXQZI9oZqL8WjRjUNRN57/I9kDRTe4Bn2YBXejn0noN6rVfDnzgM4dTYSk4Z1sm5Mkw1pHfuOh9FoxLjB7a2DOXTcPBR6Iq9185btKMt76zbtUmEFEh9rG9Ig5WRFOHvWCPwwY6D1tuRWeBu1HIC+nZqh1NOFrWW7D56K2tUroMYLz6rX6n3YW4UWFC6QV/17574jmP3dakwc9jA8YvffR5MVXnk2RzG8IsmWGF4Jzeg8YCK27vwH21ZMQdW3OkLCftOEhSnpzpc7ByIyZ8T+Qycwd1xPZInI6JOJT+H1CUbtKqHwUni1m12e13zqlBGz5iacPf/ccyZkyqCRFAZAeOWZbtwwYO/+hOdr3SoeeXJp9HyeD8EjeSeFN3iGPViFt0XnEWj9wZvI9VhW5M6ZzW6z2rnIKxCBHdm7lfo633I1aTMYbVs0QJXyzyQZYFkJldVekcjkQhoSrwiv3bgTy9ZsVrJte0mMrYRKPJ43p/Xl2k26Y8nMQciQPh0uX72Bhp/0w4Yl46xxu2fOXUS73uPtVnNTEl5XYngX/Pgrtu85hEPHTmPtotGQVW/JUNGmx1f4cdYQZH7AZuVvf6Fo4fwoXNA3m+wovDr//UHhpfDqbYrKaWqTpxuVFBZ4woRCBTWUwQAJrzA//q9BpSuTuOQ2LU1Il07D59TbIOu0PxRenQ6MB90KVuGtUr8dVi0YZZU2Z2hEgkUyN/04zuFmL9v7XY3hlU1hFy9fs1vJ3fvPcbTvPQ6blo63W4F95d2uanU4IlMGzFz4Cy5dua42k1mu3/7YjZ9W/2G3Ac5b4bWkZGvwUR/FSmT3k8+/VCu5It4wA7v2H8G3U/pZM1U44+jK+xReVygFsAyFl8IbwOnnsGmfn6aW0gP6MUuDo27s2GXE3bsGlCltwlv1mbUh0HORwhvoEfBd+8EovLKyOmvRSiya0s9lUP1Hf6PKDuzawuk9Irwd+01MEjvr7Mb70TH4tOto1H25Et5NlOP2iyHTUODx3CoN2sddRmHehF7WFWBZOZY42w8a1bLG9Epb3gqvpb913u+OUX1bo8uASSqF2oEjJzFleGdMnbdcrWZ/NaCts0dz630Kr1u4/F+Ywkvh9f+sS75F2xRk5cqZVfyuppefszQkfpbbdw3Yt9eIuHigQX0Typam9Go63k4qp/AGkr5v2w424ZU8si27jcbYge1QpoTzHMBCc/2WPegzciaWzx5mTTWWEuULl66h9nvdMH9SH5QsVkhtbpP8tqEhISr21dG1a/9RDBs/H08WyIPhvVqqsraXrDCL6EZevqZyAr/12kvq8AsJORgzbTFy5chqF7/ra+GVZ5dQCsk9PHvxavy0ajMyZ0qPaaO6Ijzdw0M5fDH7KLy+oKhhHRReCq+G08utqm1TkPn0NLWUehGALA2JuyNZKA4fMapUZR81NzGe161Z49vCFF7f8gxkbcEkvN+v2ICJs5aiS6vGdiuhKfFdtGy9yuIwsk8rldHB1WvExIVYvmYLoqJjYDQYkDZtGNo0f9Mu7Zmlri07DmDkxIVo3rg2GtZ9KdkmZOObHI4hp75JzHDt97urDWSyGiyZEiyb0CS/b9dBU2SnXMJhGGGhKPR4biydNUTVLTHCUpejTWvXb96xO3hCyssKr4Q03Lh5B2s2bIfE9pYuUQR7DxxTG+ka1HlRibCvLgqvr0hqVA+Fl8Kr0dRyq1qJ2x0z3ojo+xqmIHPUowDG8Np259ARIy5eNCB3rgTpZTyvW9PHZ4UpvD5DGfCKtBReQ/qMCCn4lNNnNN+97fVJa9KIrLxKyi5LZgOnDQMQGRVhdXQIhCv3a1lGcuRmjcjkdhPNOw7HzNHdHKZUk81834ztYVenCG/P9u9j3MwlKv3YO/Wr47HsWRTLxT9vwOrft+O9N2u6/CHCWYcpvM4IBfh9Ci+FN8BTECK7s+YYVb7diMxmlC3jx6/1dSK8kqpszz6Diudlft7AzUgKb+DY+7plLYXX3b56c7Swu22xfOAIUHgDx96llim8FF6XJoqGhWbNCcGp0wZkyGBG2dIa5dtNrv86EV7pnuTl3bkz4ehhbmLTcMKlUDWFNzDctWhVC+E1XbqAmA0r3e6uMWcepKnm/ChityvmDboiQOHV1XAk7QyFl8IbqCkqK7sr1xiwd58RoSFmlC5j1i7frhPhPXDIjGs35DQ3EzL5Jge5R1htN7FRej1C6NVNFF6v8OnqZi2EV1cPyM7ojgCFV3dDYt8hCi+FNxBT1DaMIWCyKw8e4CwNjthfuWLEgYMG9Ral17+zk8LrX95atkbh1ZIu63ZEgMKr83lB4aXw+nuKyilqCxYb1AY1STtW4pkArOxaHloHWRoc8bdkbpD3ihc1oUF9Mzey+WGiUnj9ANlPTVB4/QSazVgJUHh1PhkovBRef03R6zcN+H1DQgiDXLJBreQzfo7ZTfywOorhTdy1hPCGhJheOY3trXpmFCzoxw19/poYOmqHwqujwfCyKxReLwHydrcJUHjdRubfGyi8FF6tZ5yk3Dp0GFbRlfY0PzLY1YfSsfDKI8hGtr8PJGRvkEtCHKpXMyNrhMYHcrjKL8jKUXiDZ0C1EN5TMbcx5+oRtyEVSJMRH2Yv5vZ9vCF1EaDw6ny8KLwUXi2mqBwisWePAYePGnDjRoKsyZUrlxmFCvrhBDVXH0rnwmt5jJOnDDh3LuFENrkkddmzZcwoVpShDq4OtSvlKLyuUEodZbQQ3g23z6P60WVuA6iaMS82FK3v9n3e3HDz9l2kTROmDnuwXGcvXFannC1c+it6tGviTfWp4t4V67aqk+KaNKip+rt87RZERUXjnUTHH/vqYSi8viKpUT0UXgqvr6aWbETbu9+A3XsMKqeu5ZI4XRHdPHmg/VHB7j7MA+HVS5aGlLovq71nzwKRkQlhDnLJ6WzFi5pRvFhCrC8v7whQeL3jp6e7tRTeiJAwlAl3fkLXjfgY7Iu6Cm+E9+69+wgNDVHymtwlp5glfl9OWbsbdV8d52u55HjiGfNXqNPFalUrj+JPFVBvqVPNQu2PBLbc4+i94yfP4ciJ/1C3ZiW7Lk2b9zNqvvAsihTKp8lUkJPW4uLiHZ60JmK7Z+0Ma7vnI6/g026jMW9Cb2TLkgny7D2GTsfXY7ojQ4ZwrN24A3WqV4TR+PBvlbedpvB6S1Dj+ym8FF5vp5is5m7d9jA2V+qTzAu5c5uRKzf8n2rMnQfSYZYGZ92XQyquXAX+O/sw1MFWfp8tDcb6OoOYzPsUXg/B6fA2LYW3QFgmfJijqNOnPhVzB3OuHvZKeCd9sxRzf1irpNfRFRMTh/ThabFu0WikeSDFcvxurfe6YUz/NihZ/Em72zZu3YcXK5ayE72m7YbiXORlxMebcOPWHeTIFqHukXrC06XFyvkj7eqQI4CXrd6MCUM72r3+ftshaNeigcPT3f49fR7T5/2Mg0dP4drN2yiYPzfq1KiIJg1etuvLlLnLsOin9YiNjcPz5Z/BoG4tkD48nWpHhHf1glHW57RtvHydVtixapp66eLl6/jsizHo1aEpypcphqMnzqLX8BkYO7AtcmTLgm6DpqBEsYL4rFk9h/LsdGCTKUDh9ZScn+6j8FJ4PZ1qkm1h/UaDOjTCcmXPbkKeXAbkyJFKVht1mqXB1TGRVd8rVwy4EAlrnK/cK5vcalRlyIOrHC3lKLzuEtNv+WAR3pQIi5C27DYGVSuXRtOGr1iLrt+8G+37jEdE5gxJhE7ueapQfswZ1zNJ1SfPXECn/hOx7JuhKQ6s1L9UhHdIB7tyzdoPRdsPG6DSc0/bvf7Dio2Ys3g1OrdshNNnL+L8xSv4uEldTJ2zHBcuXcXUkV1UP9du3InxXy/BrK++QMYM6dQzPFeqKNo0TwgHcVV4ZQVaji/OlDE9Rk/9DnlzZVftXr1+C1eu3US/zs2RNSKjz49dpvDq9/eB6hmFl8Lr7hSVLAu79z4UXctqbv78OgxZcPZwqSSG19ljyPuWkAcRYPlvuSTk4flKQOUKJqY1cwEihdcFSKmkSLAK7+Cxc1GlQknUqFIWErZw5N8zmDbqc6vY3ouKRv0WvTG420dW8Zy/ZB3kK/7ubd9Toyerp2FhoT4XXlnh7fBJQ1QsW9xa9+HjZ9B9yDTMG99LCXjvETNRoWxx1K9VRZXpMmAyni9XAm+/XhUHjpxUfSv7zFPqvTnfr1ErwiN7t3JLeKVwTEws3m09CP0//xBPPpEHc79fg/MXryrplhXjNj3HonnjWqj+fFmfzWgKr89QalMRhZfC6+rMEtGVFV3LJjQR3Xz5zHg8PxAamkqzBgSR8NqOo8RQX7hgwM1bFF9X57eUo/C6Q0vfZYNVeDv2nYB6r1bBnzsP4NTZSEwa1sm6MU02pHXsOx5GoxHjBre3DtDQcfNQ6Im81s1btiMn763btEuFFUh8rG1Ig5STFeHsWSPww4yB1tuSW+Ft1HIA+nZqhlJPF7aW7T54KmpXr4AaLzyrXqv3YW8VWlC4QF717537jmD2d6sxcZh9eIS899kXX6Hmi8+i0evVrMIrzyarwYkvWbm1xPBKaEbnAROxdec/2LZiCqq+1RFyS5qwMCXd+XLnQETmjNh/6ATmjuuJLBG+OV6Twqvv3wlc4b1B4XU2RROLrmxCK1jQjNy5Uqnk2j5wkAqv5RHlw4lkeLAVX9nkxtRmjmc9hdfZb4PU836wCm+LziPQ+oM3keuxrMidM5vdZrVzkVcgAisrovJ1vuVq0mYw2rZogCrln0kygLISKqu9IpHJhTQkXhGW0INlazYr2ba9JORAQiUez5vT+nLtJt2xZOYgZEifDpev3kDDT/phw5Jx1rjdM+cuol3v8Vg+2z6MYvLsn7Br/1HMGN3NWtbVkIYFP/6K7XsO4dCx01i7aDRk1VsyVLTp8RV+nDUEmR+wWfnbXyhaOD8KF/TNJjsKr85/P3CFl8Kb3BQNatG1PHQqytLgza8SEV/ZXHjRJnsGc/omJUrh9WaW6eveYBXeKvXbYdWCUVZpc0ZdJFgkc9OP4xxu9rK939UYXtkUdvHyNbuV3L3/HEf73uOwael4uxXYV97tqlaHIzJlwMyFv+DSletqM5nl+u2P3fhp9R/WDXCyojx8wgIVczt2YDu1Ic9yuSq8lpRsDT7qo1iJ7H7y+ZdqJVfEG2Zg1/4j+HZKP2umCmccXXmfwusKpQCWofBSeG2nn6QW27rdiD17YQ1dCKoV3cQ/a6kwS4M3vy4ktldWfG3FV9KZVa7IzA7ClcLrzezS173BKLyysjpr0UosmtLPZdj9R3+jyg7s2sLpPSK8HftNTLLa6uzG+9Ex+LTraNR9uRLeTZTj9osh01Dg8dwqDdrHXUZh3oRe1hVgWTmWONsPGtWyxvSOmvQtLl65jhG9WyVJleaq8Fr6W+f97hjVtzW6DJikUqhJjPCU4Z0xdd5ytZr91YC2zh7NrfcpvG7h8n9hCi+FV2ado9PQglp0E63w3rhlxq078ciY0QwHezn8/4OpcYuOxJeZHSi8Gk87v1YfbMIreWRbdhutVj3LlCjiEsv1W/agz8iZWD57mDXVWEo3Xrh0DbXf64b5k/qgZLFCagOZ5LcNDQlRsa+OLgk7GDZ+Pp4skAfDe7VUZW0vWWEW0Y28fE3lBH7rtZfU4RcScjBm2mLkypHVGr+7Y+9hDB03Hz/MHJikHqnTE+GVZ5dQCsk9PHvxavy0ajMyZ0qPaaO6Ijzdw0M5XALqpBCF1xcUNayDwvvoCa+s4kZehDoc4uRJ4MRpA6Lv26cWezxfQmqroL+CPIbX2fhJTt//zkKt+FoyO8g9Eu7wKB5mwRVeZzMm9bwfTML7/YoNmDhrKbq0amxdCXU2EouWrVdZHEb2aaUyOrh6jZi4EMvXbEFUdAyMBgPSpg1Dm+Zv2qU9s9S1ZccBjJy4EM0b10bDui8l24SEKcjhGHLqm8QM136/u9pAJqvBkinBsgmt57AZWPHrnwixkeYiBfNZN8yJ8EpdjjatXb95x+7gCemMrPBKSMONm3ewZsN2SGxv6RJFsPfAMbWRrkGdF5UI++qi8PqKpJf1SEqOYyfPYXD3j1Cxbmssmz0UuR/Lxk1rQbppTeI1o+8DJ08b1cyJvGBG1H2J44Sd3FqmVYYMZuTJDeTIoaNjf72c8y7d/ogLry0j+QB0+Qpw9WrCnJHL9iS3QgWC/xhjCq9LPzWpopCWwpslJA3KpH/MKYcbcfex18uT1qQRWXm9F3XfmtnAacMAREZFWCuXK+FKcb+WkRy5WSMyud1m847DMXN0N4cp1WQz3zdje9jVKcLbs/37GDdziUo/9k796ngsexbFcvHPG7D69+14782aLn+IcNZhCq8zQn56n8JrDzo0xIBsmdLiUioXXjn0QTYkXb+ZsFp74+bD2NuUplZEZjMyZTIjY0ZZyU2F+XN99XND4U1CMrnDLKSgZOaQE/Ty5kn474gsQNaI4PkmgMLrqx+swNejpfC6+3TeHC3sblssHzgCFF4/s1+2ZgumzVuu8unlyZVdBX7nyZlNJV3W4wpv1H1g1ZoQHD5iwP37gGygqVbVpFYbfX0dOmzE75uMiIwEsmYxo0rFEFSoGOO0GenjrDkhuHjJALMZkKO35X/lK/+ypc2oXtXxqWJy+tWGjUYVH5suHVCsqBl1asXjwSmJSO7ZJTvCnn1GxSNfHoktNeD2LQAGwGAE0ocDJhNw717Ca3KJchjMgNkAGE2AyWjzbzMgPVRFpQ4A4enMKFVKjo0MHllxOpCOCjwiWRrcZSOHV5w6bcSdu5JjGZBvGKOjE2qxzqUHc0rmokqL+WAuhhgAkxlIkwZ44nEz6tU1Yfc+OXo64cNZ7txAg3pxyf6Mr99oxM7dBtyRHMIGICwN8EJlk93PWeKfrbKlTahTy73T/fbsNajfB5Y+VX/JhJpV0gblt17C1MJfVupr14r32e9YZ7/n3J17viqvhfCeirmN2VcOu93Fgmkz4cPsxdy+jzekLgIUXj+O181bd1Ht7U5qh6XkwRswerb6QyQnjehFeC3xoxYsmzYbcfxf+yTSeXKLGNr/8SpYwD0xS9zO7TsGLPvZiJhEfluzmgkFbOq2hADYDtuu3QbcEuG0mqX9oIrI5smTdKC3bpW4SPvXJX9toYIJrx06bFDybXvJcelx8Q+bsrxnS0iRMD+QDMH08BtoJeIJ9pvwvvrPRGUsdWbMAJR77kFjfpynumrqEcvS4Ap7CX3ZuduI+Dj70s88bVL5fM/8Z0gQXJWU/uGHKMu/E+eElzKJX5MPbqVLmpA1q/3P/uXLBhz45+Ectu2B7c+Zo5+tCuVNeOZp135PXL0GLPvZfnONtNWyeSji8PCHNncupLoT6uTbnps3HpI7cNCA7TtsfkkAanNm44b2v2NdWa1P/HtVWlm6PATXr9vPlRLFzahY4WH9geCohfC68vPDMo8uAQqvn8f+7r37CXnmAPzy2zYsXfWHinnxp/D2G5T0yMLkMDj6Y6gJsgd/mBPXnczL9sUshdyoI7l6bZ/X0bPbvZZsJQkruaIK1q6JVDzotbwnl/XftMiIDgAAIABJREFUD1Z/rS/YPF21lx5t4ZXNDxnDQ3Hjlgm37pgemSwNKf2MyYrn3v32giTlCxQw4fZNA65eTyS8Mr+SHnxkbSLZnzEHb1i+qXA0V538GCr5Tqkfts/sys+nJr+HAlBpclxc+t3nYX/drXtQv0Sfrjxs1/Y2Cq8PILIKtwhQeN3C5V1hSfUxafZSbNn+t6ro5u17yJsrO77+qnuywutdi7ybBEiABEiABEiABEiAwuvHOSArutPn/4x5E3qrU1h+Xvsnflq9mcLrxzFgUyRAAiRAAiRAAo8eAQqvH8dccsxt2fE3Jg/vDDlar0v/SbgbdV+dypJcSIMfu8emSIAESIAESCDVErh3BTj1p3ubI+Vh02cHClZJGiaUakGw4w4JUHj9ODGu3biNNj3HQjav5c6ZFZ0/bYT2fcar5MrZsmRymKXBj91jUyRAAiRAAiSQaglcPmLGxi/djzfO8X8GVOvu+t4WXwCSRa+0acLUYQ+W6+yFy+qUs4VLf0WPdk180Yyu61ixbqs6Ka5Jg5qqn8vXbkFUVDTeSXT8sa8egsLrK5KshwRIgARIgARIIGAELMIbFg5kye+8GzFRBtw8a4Y3wisb0UNDQ5S8JnfJKWaJ35dT1uQbXjnO13LJ8cQz5q9Qp4vVqlYexZ8qoN6KjYtHmKQIcnA5eu/4yXM4cuI/1K1Zye6OafN+Rs0XnkWRQvmcw/GghJy0JilXHZ20JmK7Z+0Ma63nI6/g026jVYhnwoLfWfQYOh1fj+mODBnCsXbjDtSpXhFGyTPqo4vC6yOQrIYESIAESIAESCBwBCzCG54NKORCiMK9qwkhEN4I76RvlmLuD2uV9Dq6YmLikD48LdYtGo00D6RYjt+t9V43jOnfBiWLP2l328at+/BixVJ2ote03VCci7yM+HgTbty6gxzZItQ9Uk94urRYOX+kXR2//rELy1ZvxoShHe1ef7/tELRr0cDh6W7/nj6P6fN+xsGjp3Dt5m0UzJ8bdWpURJMGL1v7IqvPY6Z+p1Zi400mvFihlEqrKs8nlwjv6gWjrM9p23j5Oq2wY9U09dLFy9fx2Rdj0KtDU5QvUwxHT5xFr+EzMHZgW+TIlgXdBk1BiWIF8Vmzeg7l2dMZRuH1lBzvIwESIAESIAES0A2BQAhvSg8vQtqy2xhUrVwaTRu+Yi26fvNuFc4YkTlDEqGTe54qlB9zxvVMUvXJMxfQqf9ELPtmaIrMpf6lIrxDOtiVa9Z+KNp+2ACVnnva7vUfVmzEnMWr0bllI5w+exHnL17Bx03qYuqc5bhw6Sqmjuyi+vn9ig1YsmIjpo78XB0fLCGaUlfrD+q7JbyyAi3HF2fKmB6jp36nslVJu1ev38KVazfRr3NzZI3I6PNjlym8uvlRZUdIgARIgARIgAQ8JaAH4R08di6qVCiJGlXKQsIWjvx7BtNGfW4V23tR0ajfojcGd/vIKp7zl6yDfMXfve176tFjY+OUUCa+vBVeWeHt8ElDVCxb3Fr14eNn0H3INMwb30sJeO8RM1GhbHHUr1VFlekyYDKeL1cCb79eFfsO/qtCM4oVeUK9N3PhL/j31HkM7/WpW8IrhWNiYvFu60FqhfjJJ/KojfvnL15V0p0+PJ2S6eaNa6H682U9nQ5J7qPw+gwlKyIBEiABEiABEggUAT0Ib8e+E1Dv1Sr4c+cBnDobiUnDOlk3pklIQMe+42E0GjFucHsrpqHj5qHQE3mtm7ds+cl76zbtUmEFEh9rG9Ig5WRFOHvWCPwwY6D1tuRWeBu1HIC+nZqh1NOFrWW7D56K2tUroMYLz6rX6n3YW4UWFC6QV/17574jmP3dakwcZh8ecS7yCuRZP2lSV90vl4Q0yLM5iuGVlVtLDK+EZnQeMBFbd/6DbSumoOpbHdWhNGnCwpR058udAxGZM2L/oROYO64nskRk9MmUovD6BCMrIQESIAESIAESCCQBPQhvi84j0PqDN5HrsazInTOb3WY1kUQR2JG9W6mv8y1XkzaD0bZFA1Qp/0wSfLISKqu9IpHJrfAmXhFeu3Enlq3ZrGTb9hIhlVCJx/PmtL5cu0l3LJk5SJ0Ae/nqDTT8pB82LBlnjds9c+4i2vUej+WzH4ZRvNNqIA4cOYl369dA747NrGVdjeGVFK3b9xzCoWOnsXbRaMiqt2SoaNPjK/w4a4g6p0Culb/9haKF86NwQd9ssqPwBvKnk22TAAmQAAmQAAn4hIAehLdK/XZYtWCUVdqcPZhIsEjmph/HOdzsZXu/qyENsins4uVrdiu5e/85jva9x2HT0vF2K7CvvNtVrQ5HZMqgQhQuXbmuNpNZrt/+2I2fVv+RZAOcxNuOmLgAEZkyok+nZqq4q8JrScnW4KM+ipXI7ieff6lWckW8YQZ27T+Cb6f0s2aqcMbRlfcpvK5QYhkSIAESIAESIAFdEwi08MrK6qxFK9VhUq5e/Ud/o4oO7NrC6S0ivB37TbRbbXV6E4D70TH4tOto1H25klqVtb2+GDINBR7PrdKgfdxlFOZN6GVdAZaVY4mz/aBRLRXT+8df+5Evz2Mq5lauHXsPY8CY2fhl3gi3hNfSfp33u2NU39boMmCSSqEmq8ZThnfG1HnL1Wr2VwPauvJ4Lpeh8LqMigVJgARIgARIgAT0SiCQwit5ZFt2G42xA9uhTIkiLiFav2UP+oycieWzh1lTjaV044VL11D7vW6YP6kPShYrpDa3SX7b0JAQFfvq6Nq1/yiGjZ+PJwvkwfBeLVVZ20tWmEV0Iy9fUzmB33rtJXX4hYQcjJm2GLlyZLXG746d/j0OHj2tYnxl89qQcfNw+849q5i6usJrK7zy7BJKIbmHZy9ejZ9WbUbmTOkxbVRXhKd7eCiHS0CdFKLw+oIi6yABEiABEiABEggogUAJr6TrmjhrKbq0amzNbuAMxKJl61UWh5F9WqmMDq5eIyYuxPI1WxAVHQOjwYC0acPQpvmbdmnPLHVt2XEAIycuRPPGtdGw7kvJNiEb3+RwDDn1TWKGa7/fXW0gk9VgyZRg2YQmK8VD/jcPG/7cC5PZhLLPPIX+XT5EzhxZVN0ivFKXo01r12/esTt4QsrLCq+ENNy4eQdrNmyHxPaWLlEEew8cUxvh5BRaEWFfXRReX5FkPSRAAiRAAiRAAgEjYHfS2hNGp/2IuWv2+qQ1aURWXu9F3bdmNnDaMACRURHWyuVKuFLcr2UkR27WiExut9m843DMHN3NYUo12cz3zdgednWK8PZs/z7GzVyi0o+9U786HsueRbFc/PMGrP59O957s6bLHyKcdZjC64wQ3ycBEiABEiABEtA9AYvwuttRb05ac7ctlg8cAQpv4NizZRIgARIgARIgAR8RuHcFOLUl3u3a0ucwoKALRxG7XTFv0BUBCq+uhoOdIQESIAESIAESIAES8DUBCq+vibI+EiABEiABEiABEiABXRGg8OpqONgZEiABEiABEiABEiABXxOg8PqaKOsjARIgARIgARIgARLQFQEKr66Gg50hARIgARIgARIgARLwNQEKr6+Jsj4SIAESIAESIAESIAFdEaDw6mo42BkSIAESIAESIAESIAFfE6Dw+pqoj+s7fzXKxzWmjupCQwzIliktLt24nzo6zF5qQkBOIsqdLR1MZjMirz2cCyFH9yF0/Y/AvbuIr1wLcZVf0aR9VqovAnmzh+NR/Z2or5HwvjcylrxIwJ8EKLz+pO1BW4/qL3cKrweTJQhvMRiAPNnCYTYDF64lfPgL3bYWaeZ8mfC08oYBiCtVGTGtBwchAT6SLQEKb/DMBwpv8IxlankSCq/OR4rCyxVenU9RTbuXWHhD9m5B2mkDVJvxRUrCYDDAeGy/mC9iq7+F2MZtNO0PKw8sAQpvYPn7snUKry9psi5XCFB4XaEUwDIUXgpvAKdfwJu2Fd7IYyeRbuhnMETdhal4OcQXKgbD1UiE/vWrEl5Z6o0aMg/m7LkD3m92QBsCFF5tuAaiVgpvIKg/2m1SeHU+/hReCq/Op6im3bMV3mvDuiNk358w5cyP+HLVVLtW4U0XDtyPQlylVxDTvLumfWLlgSNA4Q0ce1+3TOH1NVHW54wAhdcZoQC/T+Gl8AZ4Cga0eYvwxv2zG3cGdoA5NAxx1RsAYWkShPfWNYQc3Alz+owwnj2hXuMqb0CHTNPGKbya4vVr5RRev+JmY/L3wmyWXR+89EqAwkvh1evc9Ee/LMJ7q+3bMF2OVHG7pv8r7bBpWf01njuB2OoNGMvrj8EJQBsU3gBA16hJCq9GYFltsgQovDqfHBReCq/Op6im3RPhzb7/d9ybPAzmdOkRV+Mt+/Zio2G4df3Biq8BoZt/gTk8A6K++knTfrHywBCg8AaGuxatUni1oMo6UyJA4dX5/KDwUnh1PkU17Z4Ib4a+zRJWd0tVhil/Ybv2LDG85mw5EVfpVZWb13D/HqJbDUB8mSqa9o2V+58Ahdf/zLVqkcKrFVnWmxwBCq/O5waFl8Kr8ymqaffCtq1F2JwvYQjPgBiJ3U10JRbekJOHYTy0k5vXNB2VwFVO4Q0ce1+3TOH1NVHW54wAhdcZoQC/T+Gl8AZ4Cga0+fA+TWG4ehFh5V7EvZwFnAqv4d4dhG74iWENAR017Rqn8GrH1t81U3j9TZztUXh1PgcovBRenU9RzbpnOVFNVnfTvNYYd6JikwqvJUtD5myIf7qcej/0j19guH2dYQ2ajUzgKqbwBo69r1um8PqaKOtzRoDC64xQgN+n8FJ4AzwFA9a8dXW3/IswPlHEofA66pzx4A6EnDrCsIaAjZx2DVN4tWPr75opvP4mzvYovDqfAxReCq/Op6gm3bOs7kpmhvDX34EkT3S0wgubLA3mzNlUXyRrg8rWkD0XoobM16R/rDQwBCi8geGuRasUXi2oss6UCFB4dT4/KLwUXp1PUU26Z1ndjS9dGRmeKpas8CbetGbpjCVbw/3eU5NkdtCkw6zULwQovH7B7JdGKLx+wcxGbAhQeHU+HSi8FF6dT1Gfd892dTeu5lvIFB7mtvBawhpiX2uK2Dea+7yPrDAwBCi8geGuRasUXi2osk6u8KbiOUDhpfCm4unrUdetq7uSd/fxwp4Jb+R/CNm9Eab8T+J+72ke9YM36Y8AhVd/Y+Jpjyi8npLjfZ4S4Aqvp+T8dB+Fl8Lrp6mmi2bCfp6DsJXzYTlIAgakLLwOsjRYHkTqkStqzFKY02fUxfOxE94RoPB6x09Pd1N49TQaj0ZfKLw6H2cKL4VX51PUZ92THLrpJO9u1F3EV3wZpuy54Ux4U2o8ZOcGGC+dRUzzbuoUNl6pnwCFN/WPoeUJKLzBM5ap5UkovDofKQovhVfnU9Rn3Uuyuis1O1nhdZSlwdIhnrrms6HRTUUUXt0MhdcdofB6jZAVuEmAwusmMH8Xp/BSeP095wLRnsPVXReEN7ksDepWnroWiKHUtE0Kr6Z4/Vo5hdevuNmY/E0wmyXDJS+9EqDwUnj1Ojd92S+Hq7teCq/cbj11rfNoxP9faV92mXUFgACFNwDQNWqSwqsRWFabLAEKr84nB4WXwqvzKep195Jd3fWB8FrTk1VvgNjGbbzuKysILAEKb2D5+7J1Cq8vabIuVwhQeF2hFMAyFF4KbwCnn1+aTnZ11xXhTSFLg9xuvBqJkL9+5alrfhlJ7Ruh8GrP2F8tUHj9RZrtWAhQeHU+Fyi8FF6dT1Gvupfi6q4LwutK46Frv4MhLhZRQ+bBLJkfeKVaAhTeVDt0STpO4Q2esUwtT0Lh1flIUXgpvDqfol51L8XVXVeENzYahlvXgbA0MGfO5rAvIfv+hPHcCcQ2ao3YGm951V/eHFgCFN7A8vdl6xReX9JkXa4QoPC6QimAZSi8FN4ATj9Nm7Zd3Y2r9qbjwyGcHTxxNRKhErKQLWeyuXaNZ/9FyP6tPHVN09H0T+UUXv9w9kcrFF5/UGYbtgQovDqfDxReCq/Op6jH3bOs7ppy5kd8uWqO6/GB8CI2BmHrFqv6eeqax8OlixspvLoYBp90gsLrE4ysxA0CFF43YAWiKIWXwhuIead1m05jdy0d8IXwAuCpa1qPqH/qp/D6h7M/WqHw+oMy2+AKbyqaAxReCm8qmq4ud9Vp7K6rwuskS4OlGktYQ3ypyohuPcjlfrKgvghQePU1Ht70hsLrDT3e6wkBrvB6Qs2P91B4Kbx+nG5+acrl1V3pjbOjhV3tsW1YA7M1uEpNd+UovLobEo87ROH1GB1v9JAAhddDcP66jcJL4fXXXPNXO6Hb1iLNnC9T3Ghm7Ysz4XUhS4OlLktYA7M1+Gukfd8Ohdf3TANVI4U3UOQf3XYpvDofewovhVfnU9Tt7oX3aQrD1YuQ8AJT/sIp3++jGF5pxBj5H0J2b2S2BrdHTD83UHj1Mxbe9oTC6y1B3u8uAQqvu8T8XJ7CS+H185TTtDnr6m669IhzJSeuD4VXHsxyCMX93lOdy7amJFi5JwQovJ5Q0+c9FF59jksw94rCq/PRpfBSeHU+Rd3qXtqvuiLk2D7XVnelZh8Lr/HgDoScOoK4Sq8gpnl3t/rOwoEnQOEN/Bj4qgcUXl+RZD2uEqDwukoqQOUovBTeAE09nzcbcnQf0o7tCnNoGOKqN1Cnozm9nAmvi1kaLO3IhrnQDT+pfzInr1P6uitA4dXdkHjcIQqvx+h4o4cEKLwegvPXbRReCq+/5prW7aSZMwqh29YhvkhJmP6vtGvNOdu05lotdqWsm9dea4rYN5p7UANvCRQBCm+gyPu+XQqv75myxpQJUHh1PkMovBRenU9Rl7pnuBqJ8D7NVNnYVxq7trorhZ0JrxtZGiwdNV6NRIgcRxyeAfeHzHd8pLFLT8VC/iZA4fU3ce3ao/Bqx5Y1OyZA4dX5zKDwUnh1PkVd6p5lddeU70nEl37epXtUIWchDVcjESrymi0n4iq96nK9snnOcO0SYrnK6zIzPRSk8OphFHzTBwqvbziyFtcJUHhdZxWQkhReCm9AJp4PG7U9aCKu2pvurahqJLx2q7y9p8KcPbcPn5hVaUWAwqsVWf/XS+H1P/NHvUUKr85nAIWXwqvzKeq0ey4fI+yoJo2EV5qyxPLKinP0ZwOdPgcLBJ4AhTfwY+CrHlB4fUWS9bhKgMLrKqkAlaPwUngDNPV80qxbxwh7IrxuZmmwbUL6FrLlFxhiYxHdagDiy1TxyTOzEu0IUHi1Y+vvmim8/ibO9ii8Op8DFF4Kr86naIrd82p1V2p2tmnNSzghJw/DeGin2sAW3WUMD6PwkqfWt1N4tSbsv/opvP5jzZYSCFB4dT4TKLwUXp1P0WS75/XqrivC60GWhsQdtoQ2mPI/iejOY9yLMU6tg5NK+03hTaUD56DbFN7gGcvU8iQUXp2PFIWXwqvzKZps97xe3XVBeCXdmSdZGuw6HRuj8gMbbl8HpVffs43Cq+/xcad3FF53aLGsLwhQeH1BUcM6KLwUXg2nl2ZV2+bdjXuhLsyZs3rWloab1pKTXnP2XIj5oBviXT0cw7Mn410eEKDwegBNp7dQeHU6MEHcLQqvzgeXwkvh1fkUddi9tF91RcixfYgvWBSmp8t7/gj+El7poc1Kr/wzrvIriKvRkHG9no+ez++k8PocacAqpPAGDP0j2zCFV+dDT+Gl8Op8iibpnjWUITQMcdUbuH6qmqMHdSa8XmRpSI6r8eg+GE8fVtkb5JIV37hSVWAqWhqmp0oxxjeAE5LCG0D4Pm6awutjoKzOKQEKr1NEgS1A4aXwBnYGutd6yNF9SDu2q7opvuLLMHl7oIPGWRqSezrZcGc4+y+Mpw7DEJcgvpZL4nzjn6+FuFLP88AK96aH16UpvF4j1E0FFF7dDMUj0xEKr86HmsJL4dX5FLV2z3j2X6Qd8zkM9+8ivkhJmHwRA+tMeH2QpcEZXzmVDVcvwnjtojqO2PaSsIfYuh9QfJ1B9NH7FF4fgdRBNRReHQzCI9YFCq/OB5zCS+HV+RRV3QvZuwVp5nypZNeU70nI6WU+uZyFNPgiS4M7HY2NgfHqxYTV30tnrXcq8X27DcMd3GHpQVkKrwfQdHoLhVenAxPE3aLw6nxwKbwUXp1PUYQtnoKw339U3fSp7EqFehNem8GQsAfjsf0wnjuhXpXDK+Le+ACx1d/S+5Cl2v5ReFPt0CXpOIU3eMYytTwJhVfnI0XhpfDqdYpKCEOaOaNgPJsgfKbi5RBfqJhvu6tj4bU8qDqieP+f1nAHifGNbdSGac18OxNUbRReDaAGqEoKb4DAP8LNUnh1PvgUXgqvHqdo2C/zELZibsLKZrr0iC9X3fNcuyk9oDPh1SBLg6e8jZH/wXhwBwz376kq4p8qjbjXm1F8PQXq4D4Krw9hBrgqCm+AB+ARbJ7Cq/NBp/BSePU0ReVAibRT+1tXdVWe3adKe5d6zAvh1RMb1ReJ8T15yC67A7M6+G6UKLy+Yxnomii8gR6BR699vwrvzdt3kTZNGNKlTWMlffbCZZhMZixc+it6tGvySIzAinVbcevOPTRpUFM97/K1WxAVFY136tdI8vwUXgqvXn4o1Ma0uV/CEHVXreqaSj/vfdoxZw+ngywNzrro8H0H4qtWw7PnQvz/lYL58SLqQAtZBeblOgEKr+us9F6Swqv3EQq+/nkkvHfv3UdoaIiS1+Su6JjYJO+PmboYd6Puo1/nD6y3HTt5FjPmr0De3DlQq1p5FH+qQMJCSVw8wkJDHP8tcfDe8ZPncOTEf6hbs5LdPdPm/YyaLzyLIoXyaTZ6NRp1RlxcPAwGQ5I2RGz3rJ1hff185BV82m005k3ojWxZMkGev8fQ6fh6THdkyBCOtRt3oE71ijAaE+qi8FJ4NZu4blRstzEtZ/6ELAxhDz+4ulGVe0WdhTT4O0uDe71XpSXW2RD5HwyS1ixRTl9bCTY9VRbxpSsz00MKjCm8HkxAnd5C4dXpwARxtzwS3knfLMXcH9Yq6XV0xcTEIX14WqxbNBppHkix2WxGrfe6YUz/NihZ/Em72zZu3YcXK5aySp682bTdUJyLvIz4eBNu3LqDHNki1D1ST3i6tFg5f6RdHb/+sQvLVm/GhKEd7V5/v+0QtGvRAJXLlUjS1X9Pn8f0eT/j4NFTuHbzNgrmz406NSqiSYOX7foiN674dSsGjpmNIV98osTc9hLhXb1glPVZbd8rX6cVdqyapl66ePk6PvtiDHp1aIryZYrh6Imz6DV8BsYObIsc2bKg26ApKFGsID5rVs8qzxReCm8gf//4ZWNaSg8YBMJr+3iGW9dVWjPcugZD1J0keX2lrIRAxNV4m/LrYF5QeAP528C3bVN4fcuTtTkn4JHwplStCGnLbmNQtXJpNG34irXo+s270b7PeERkzpBkJVTueapQfswZ1zNJ1SfPXECn/hOx7JuhKT6N1L9UhHdIB7tyzdoPRdsPG6DSc0/bvf7Dio2Ys3g1OrdshNNnL+L8xSv4uEldTJ2zHBcuXcXUkV2s/Zy9eDV27TuCy1dvoMW7r3ksvLIKff3mbWTKmB6jp36HvLmyq7avXr+FK9duol/n5sgakdFOzim8FF7nP8a+LyGZB0J/X+qfjWmPkPA6elSrBF+NtMvtK2Ulv298pVrc+PYAHIXX9z/rgaqRwhso8o9uuz4R3sFj56JKhZKoUaUsJGzhyL9nMG3U51ZhvBcVjfotemNwt4+s4jl/yTrI1/vd276n6MfGxiEsLNTnwisrvB0+aYiKZYtb6z58/Ay6D5mGeeN7KQHvPWImKpQtjvq1qqgyXQZMxvPlSuDt16uqf0v5ooUfxyeff4nG9ap7LLxSV0xMLN5tPQj9P/8QTz6RB3O/X4PzF68q8U4fng5teo5F88a1UP35sqptCi+F15+/nmRTWui2dQj9bYmK1ZVL841p3givjrI0JH4MQ+QZhBzfD8OtG0B4BsTnLwzTU6WSPK0cx6xy+UpsdKYImLPlAqLu2cmvxP7GlaqC+OdfVbG/j+pF4Q2ekafwBs9YppYn8Ynwduw7AfVerYI/dx7AqbORmDSsk3VjmmxI69h3PIxGI8YNbm/lMnTcPBR6Iq9145YtMHlv3aZdKqxAYmNtQxqknKwIZ88agR9mDLTeltwKb6OWA9C3UzOUevrhH4nug6eidvUKqPHCs+r+eh/2VmEFhQvkVf/eue8IZn+3GhOH2YdHfNxlVLLCK8/nKIZXVm4tMbwSntF5wERs3fkPtq2YgqpvdYSE/aYJC1PinS93DkRkzoj9h05g7rieyBKRkcJ7g8Lrr18m6Ya2smZfUD9n2XIqQTNlz+2vLiRtx9mmtcD1LOWW791B2OaVQFyMXbm4Z1+COfcT1tdEikN3b7KvKzQNYl94Tc7cSDjRTWKAH6Q6U+MSngGm/EVgKlo64aCPMgkf1B+Fi8IbPKNM4Q2esUwtT+IT4W3ReQRaf/Amcj2WFblzZrPbrHYu8gpEYEf2bqW+yrdcTdoMRtsWDVCl/DNJWMkqqKz2ikAmF9KQeEV47cadWLZms5Jt20viayVU4vG8Oa0v127SHUtmDkKG9OlUmELDT/phw5Jx1rjdM+cuol3v8Vg+2z6MIiXhdSWGd8GPv2L7nkM4dOw01i4aDVn5liwVbXp8hR9nDUHmB3xW/vYXihbOj8IF81F4Kbx++12SvnVCCJIpZ36YCxULrOg+eGr5HZAxPFR9yL0TFZeURWw0JCRANtCZM2fzGytnDamV8r9+TVLMVKSkXXiCWt09/neScnEVX4bZ5oOGPKPh7HFIrl9b+Y1/qhSiu4xx1p2geZ/CGzRDqQ4R4UUC/iTgE+GtUr8dVi0YZRU2Zw8gEiySuenHcQ43etne72oMr2wIu3j5mt1K7t5/jqN973HYtHS83errK+92VavDEZkyYObCX3DpynW1kcxy/fbHbvy0+o8kG+DNx2ILAAAgAElEQVS8FV5LWrYGH/VRvER2JUxCVnJFvmEGdu0/gm+n9LNmq3DGku+TAAmQAAmQAAmQAAmkTMBr4ZWV1VmLVmLRlH4us+4/+htVdmDXFk7vEeHt2G9iktVWZzfej47Bp11Ho+7LlfBuovy2XwyZhgKP51axuCKx8yb0sq4Ay8qxxNh+0KiWNabX0pa3wmupp8773fH/7Z0HeFRV2oC/mSSkE3pHBSyL6NpFxY4KrCuICvauoIJSFERBxYIKC7Ig/sKKawFdRV0FXQVsWFhsWAEXpCi9h4RAeuZ/vhtnnEmdzNw2k/c+zz4smXNPeb9DfHNyzncm3HerDB/7lJFGbdnKdfL0Y8Nk+qx5xor2E2MH1TY8PocABCAAAQhAAAIQCJNAVMKrOWQHjJgokx8cLEd3OTisJj9a/J2MGT9T5j3/aCDVWE0vbtm+W3pePkJmPzVGjvxTB+Nwm+a2TUxIMPa9VvUs/XGVPDp1tnQ8sLU8du8Ao2zwoyvMKq9bd+w2cgJf9JfTjcsvdLvBpBlzpGWzxpX27+r7Zgqvjl+3U2j+Yc0C8dZ7n0vDzDSZMeEuSU2xIb9pWNGiEAQgAAEIQAACEIh9AhEL72vvLJJp/3xThg/sX2kltDosr8z9yMjiMH7MQCOjQ7jP49NelnkLFkt+YZF4PR5JTk6S2669MCTtmb+uxV8vk/HTXpZr+/eUi88/vdomdE+gXo6ht77pnuGeV440Do/parBmSQg+gHbJzQ/I6l83GQfoEvRwmtcj40cPkB5nnmjUr/uEtb6qDq1l5+SFXDyh5XWFV7c07MnJkwWLvhLd23tUl4Pl+2W/GIfp+vY6zRBhHghAAAIQgAAEIACB6AlELLy68ro/vyCQ2SCcrqiMqrBWdQlEOO9bWUbz4zbOyoyoiWuHPCYzJ46oMq2aHuh7bvKokHpVeO+5/UqZMvMNI/3YpX3OkuZNGxk857y9SOZ//JVcfmH3sH+QiKjTvAQBCEAAAhCAAATqCYGIhbee8GGYEIAABCAAAQhAAAIxTgDhjfEA0n0IQAACEIAABCAAgZoJILzMEAhAAAIQgAAEIACBuCaA8MZ1eBkcBCAAAQhAAAIQgADCyxyAAAQgAAEIQAACEIhrAghvXIeXwUEAAhCAAAQgAAEIILzMAQhAAAIQgAAEIACBuCaA8MZ1eBkcBCAAAQhAAAIQgADCyxyAAAQgAAEIQAACEIhrAghvXIeXwUEAAhCAAAQgAAEIILzMAQhAAAIQgAAEIACBuCaA8MZ1eBkcBCAAAQhAAAIQgADCyxyAAAQgAAEIQAACEIhrAghvXIeXwUEAAhCAAAQgAAEIILzMAQhAAAIQgAAEIACBuCaA8MZ1eBkcBCAAAQhAAAIQgADCyxyAAAQgAAEIQAACEIhrAghvXIeXwUEAAhCAAAQgAAEIILzMAQhAAAIQgAAEIACBuCaA8Lo8vJt35bu8h9Z0LzHBI00yk2X7ngJrGqDWmCDg9XikVZMUKfP55Mn1y+WZnGWyvDhb2idmSP/MQ+SmzM7S0NsgJsZCJ6Mn0KZpqtTX74nR03NXDRpLHgjYSQDhtZN2BG3V12/uCG8EkyUOX/F4RFKzvHLduo9lbs66SiPsktRYXm/dC+mNw9hXNSSEN34CjfDGTyxjZSQIr8sjhfCywuvyKWpp9/b6iuSy7Qvk+/xdkuxJkDNT28jywmzZWJonWZ4GkuMrEqTX0hC4qnKE11XhiKozCG9U+Hg5AgIIbwTQ7HwF4UV47Zxvbmtr2M7PZE7eGkN2+2d0kubeVOPvKrwXpnWQxQVbZEdZgSG9C9v2cVv36Y/JBBBek4E6WB3C6yD8eto0wuvywCO8CK/Lp6hl3Zu/f73cuP0jSfEkyDVND5OM4iSjLb/w9kvvJC0SUmVW3krJLSuW4VlHyZ2Nj7GsP1TsPAGE1/kYmNUDhNcsktQTLgGEN1xSDpVDeBFeh6aeo83mlhVJ142vGSLbI+sA6ZraQvLyi6vs08aSfTJn32rjsy/aXyLtEzIc7TuNW0cA4bWOrd01I7x2E6c9hNflcwDhRXhdPkUt6d7QnZ/Ja3lrpF1CutzYorP4fFKt8GoHPs7fKN8V7ZKTU1rJ6616WtInKnWeAMLrfAzM6gHCaxZJ6gmXAMIbLimHyiG8CK9DU8+xZpcUbJNLtr5n7Nu9uuGh0jYtPUR4g7c0aHoyfQp9pTJz78/Gn8+2OFt6ph3gWP9p2DoCCK91bO2uGeG1mzjtIbwunwMIL8Lr8ilqevcu2TpflhRslZOTW8rJqa0kMzWpVuHVTnxbtFMW5W8ycvR+0e4S0/tFhc4TQHidj4FZPUB4zSJJPeESQHjDJeVQOYQX4XVo6jnSbPDqrl4qkexNCFt4tcMz964w9v1Obn6q9E8/2JEx0Kh1BBBe69jaXTPCazdx2kN4XT4HEF6E1+VT1NTunbTxddlQkic90tpLl6QmIh6pk/AuL94tC/ZvYJXX1Ki4pzKE1z2xiLYnCG+0BHm/rgQQ3roSs7k8wovw2jzlHGtOMy0M2/G5NPQmyU2Zh5f3owrhra2DrPLWRih2P0d4Yzd2FXuO8MZPLGNlJAivyyOF8CK8Lp+ipnWv0upuhMLLKq9pIXFdRQiv60IScYcQ3ojR8WKEBBDeCMHZ9RrCi/DaNdecbKfK1d1qhLeqLA0V+z5r70rjBjb28joZVfPbRnjNZ+pUjQivU+Trb7sIr8tjj/AivC6foqZ0r8rV3SiE138ZhWZsWNimtzT0NjCln1TiLAGE11n+ZraO8JpJk7rCIYDwhkPJwTIIL8Lr4PSzpWn/FcIhe3f9Ldfx0Fpwh+fkrZaNpfu4ctiWKNrTCMJrD2c7WkF47aBMG8EEEF6XzweEF+F1+RSNunv+vLuBzAwh36HqlqUh+FX/Kq+K9Jft+rHKG3WknK8A4XU+Bmb1AOE1iyT1hEsA4Q2XlEPlEF6E16GpZ0uzwXl3BzU8onKbEWRpYJXXltA50gjC6wh2SxpFeC3BSqU1EEB4XT49EF6E1+VTNKruhdyqltLKdOENXuVd2LaPtE8ov4qYJzYJILyxGbeqeo3wxk8sY2UkCK/LI4XwIrwun6IRd6/SrWqehLCEN5wsDcEVzd2/TtYU50q/jE7y92anRdxfXnSeAMLrfAzM6gHCaxZJ6gmXAMIbLimHyiG8CK9DU8/yZmtd3dUeRHFozT+AXF+RzMz92fjrwra9y29w44lJAghvTIatyk4jvPETy1gZCcLr8kghvAivy6doRN0La3XXJOHVapYUbJUlhdvk5JRW8nqrnhH1mZecJ4DwOh8Ds3qA8JpFknrCJYDwhkvKoXIIL8Lr0NSztNmwVndNFN5CX6nM3Puz6J9cRmFpaC2tHOG1FK+tlSO8tuKmMf2Foc/n80HCvQQQXoTXvbMzsp7p1b/nbZonyZ4EuSmzs/FntU+UWRqC6/VfOUyassji5oa3EF43RMGcPiC85nCklvAJILzhs3KkJMKL8Doy8SxsdOjOz+S1vDVycnJLY4tBjY+Jwqvt+C+juDGzszzUtKuFo6RqKwggvFZQdaZOhNcZ7vW5VYTX5dFHeBFel0/ROnWvTqu7WrMJh9aCO7ijLF9m7V1lfIkDbHUKnSsKI7yuCIMpnUB4TcFIJXUggPDWAZYTRRFehNeJeWdVm2Hv3fV3wGTh1Wr9B9i6JDUWzc3LEzsEEN7YiVVtPUV4ayPE52YTQHjNJmpyfQgvwmvylHKsurAzMwT30ALh1YNrs/JWSm5ZsQzPOkrubHyMY0xouG4EEN668XJzaYTXzdGJz74hvC6PK8KL8Lp8iobdvTqv7mrNFgivVuu/gU3//xftL+EGtrCj6GxBhNdZ/ma2jvCaSZO6wiGA8IZDycEyCC/C6+D0M63piFZ3qxFeszo1f/96WVGcTW5es4DaUA/CawNkm5pAeG0CTTMBAgivyycDwovwunyKhtW9iFZ3LRZecvOGFTpXFUJ4XRWOqDqD8EaFj5cjIIDwRgDNzlcQXoTXzvlmRVtz9q2WYTs+F81/e3XGYTXn3a3YAYu2NPibITevFRG3rk6E1zq2dteM8NpNnPYQXpfPAYQX4XX5FK2xe7llRXLe5nmyoSRPeqS1ly5JTeo2HIuFVzvjz83bL6OT/L3ZaXXrH6VtJYDw2orb0sYQXkvxUnkVBBBel08LhBfhdfkUrbF7k7K/kydyfpB2CenSP+Pgug/FBuHN9RXJzNyfjb693qqXnJzSsu795A1bCCC8tmC2pRGE1xbMNBJEAOF1+XRAeBFel0/Raru3oTRPTtrwuvF5//SDpV1iet2HYoPwaqfIzVv30DjxBsLrBHVr2kR4reFKrdUTQHhdPjsQXoTX5VO02u75D6odntRYeqYdENkwTL5auKZOzNy7gty8kUXJtrcQXttQW94Qwms5YhqoQADhdfmUQHgRXpdP0Sq7pym/btz+kXFA7abMznU7qBZco43C68/Nq4fr9Aa29gkZsYg+rvuM8MZPeBHe+IllrIwE4XV5pBBehNflU7RS9/SgWteNrxmrpREdVKtFeOfkrZGNpXnSL72TtE80V0rn7l8na4pzjRXpZ1ucHWvo476/CG/8hBjhjZ9YxspIEF6XRwrhRXhdPkUrdU9XdnWFN+KDag4Krx5gm7V3lWiOXg6wuW/mIbzui0mkPUJ4IyXHe5ESQHgjJWfTewgvwmvTVDOlGX/O3ai3Mvh7Y9OhteDBf1u0UxblbzJWjxe26S0NvQ1MYUMl0RNAeKNn6JYaEF63RKL+9APhdXmsEV6E1+VTNNA9vcThki3vGVsZeqcfJAcnZkXfdQeEVzs9a+9K2VFWIMOzjpI7Gx8T/TiowRQCCK8pGF1RCcLrijDUq04gvC4PN8KL8Lp8ihrd0327KrvLi7MlqqwMFQdr46G14KZ3lOUbWxv0Wdi2d90vzIiFoMVgHxHeGAxaNV1GeOMnlrEyEoTX5ZFCeBFel09Ro3v+fbvNvSnGBRO6pcGUxyHh1b5/nL9RvivaJV2SGhtZG3icJ4DwOh8Ds3qA8JpFknrCJYDwhkvKoXIIL8Lr0NQLu9lhOz8TzZygknt15qHS0GPinleHtjTo4PXg2qy8lcYWjRszO8tDTbuGzYSC1hBAeK3h6kStCK8T1Ot3mwivy+OP8CK8bp6i/kNq2keV3ebeVHO766Dw6kCCtzZomrKIL9Awl0q9rQ3hjZ/QI7zxE8tYGQnC6/JIIbwIr1unaLDsRp1vt7pBOiy82i3/tcN6IcXrrXuxn9fBCYnwOgjf5KYRXpOBUl2tBBDeWhE5WwDhRXidnYFVt26L7GrTLhBe7YbmFV5RnG3s51XpJVWZM7MS4XWGuxWtIrxWUKXOmgggvC6fHwgvwuu2KWqb7FYjvE7w0P28c/JWG6nKkF4nIlDeJsLrHHuzW0Z4zSZKfbURQHhrI+Tw5wgvwuvwFAxp3lbZdZHwalcqSu/kFqexvcHmyYnw2gzcwuYQXgvhUnWVBBBel08MhBfhdcsU9Wdj0P5Ytme34mBdsqXB361g6dU9vXc1PkZuzDzcLSGK+34gvPETYoQ3fmIZKyNBeF0eKYQX4XV6iuqlEjds/8g4vGWr7Fazwqsp0DaW5km/9E7G9b92Pyq9H+dvMvb06qN9uLPRMdIvo5PdXal37SG88RNyhDd+YhkrI0F4XR4phBfhdXKKLinYJrqyu6Ekz8iz2z+jk/mpx2oaoMtWeIO7urokRxblbzLy9PrFt0fqAdK/4cFsdbBo0iK8FoF1oFqE1wHo9bxJhNflEwDhRXidmKK6qjsp+3uZuXeF0bzpN6iFOygXC69/CMuLdxur337xDZbfU1JbSY+0A8IdLeVqIYDwxs8UQXjjJ5axMhKE1+WRQngRXrun6Gt5a+T+3V8EBO7k5JZyckoru7tR3p6DVwvXdcB6ScWywl2ypiQ3RH51r2//9ENY+a0r0CrKI7wmQHRJFQivSwJRj7qB8Lo82AgvwmvHFNVVyjm5q2XOvl8CstYuIV3OSmtr7xaGioONIeEN7np18qspzW7OOoL9vhFOaoQ3QnAufA3hdWFQ4rxLtgpvzt59ktwgSVKSGwSwbtyyQ8rKfPLymx/IqMFXxDnu8uG98/4Syc3bL1f07W78fd7CxZKfXyiX9jm70vgRXoTXin8UG0rz5Iv8bfLfgs2i+3R1j67/0e0LZ6W2k3aJ6VY0Xbc6Y2BLQ20D8svviuI9RmozfXTV1y++7RPsP3hXW5/d+jnC69bI1L1fCG/dmfFGdAQiEt59+wskMTHBkNfqnsKi4kqfT5o+R/blF8j9w64JvPbLuo3yzOx3pE2rZtLjzBOk8yEHGp8Vl5RKUmJCldVX9dnqdZtk5doNcn73k0LemTHrbel+6rFycIe20ZGq4e2z+w2TkpJS8Xg8lUqp2H638JnA1zdv3Sk3j5gos54cLU0aZYqOf9S4f8izk0ZKenqqLPzka+l1VlfxesvrQngRXjMmrq7gflGwVf6bv1X+W7Al5FfuWr8eSOuU2FCOS2nu7IpuxcHGgfAGD0nj8G3BDuMCC/+jBwH7ZxwqJ6e0NCPUcV0Hwhs/4UV44yeWsTKSiIT3qefelBdfX2hIb1VPUVGJpKUmy/uvTJQGv0uxz+eTHpePkEkP3CZHdu4Y8tonS36Q07r+OSB5+uFVg8fJpq07pLS0TPbk5kmzJlnGO1pPakqyvDt7fEgdH3y2VObO/1yeHDck5OtXDnpEBl/fV04+vkulrq75bbP8Y9bbsmLVr7I7Z68c1K6V9Dq7q1zR95yQvqz5dZOMnfSCrFyz3ujHXbdeJmd3OyZQnwrv/JcmBMYa3NAJvQbK1+/NML60bUe23HL3JLn3jqvkhKP/JKvWbpR7H3tGJj84SJo1aSQjHnpauvzpILnl6t4BeUZ4Ed5IvpnoobMF+zfI/P2/VSu4uoLbPjFT2iemu0tygwccZ8LrH9rGkn2yrGhXILWZft2/3UFzHHN1cdWzHuGN5LuBO99BeN0Zl3juVUTCWxMQFdIBIybJGScfJVddfG6g6Eeffyu3j5kqWQ3TK62E6juHdGgnL0y5p1LV69ZvkaEPTJO5z42rMQ5a/5sqvI/cEVLu6tvHyaDr+spJx4Umh3/9nU/khTnzZdiAfvLbxm2yedtOufGK82X6C/Nky/ZdMn388EA/+1w/Wi45/wy58qJzZfHXy2T42Gny6ZtPSmpK+daMcIVXV6Gzc/ZKZkaaTJz+qrRp2dRoe1d2ruzcnSP3D7tWGmdlhMg5wovwhvsNSLcpLNy/Xt7btz6QM9f/rv4KvV1ChrRPyjDyxjb0/LGtKNz6HSkXp8LrZ5nrK5Llhbvl26Kdge0O+lnPtAOkZ9qBxgUfyO8fMw/hdeRfoSWNIryWYKXSGgiYIrwPT35Rup14pLHqqdsWdCV0xoQ7A8K4P79QVBofHnFDQDxnv/G+6K/3Rw663OhecXGJJCUlmi68usJ7x00XS9djOgfq/t/q9TLykRkya+q9hoCPfnymnHhMZ+nTo5tRZvjY/5NTju8il/z1DCkpLZU33/tM+vY6TRITyle0u55/q7z2jwflgLYt6iS8WrioqFguu/UheeDO66TjAa3lxdcWyOZtuwzxTktNkdvumSzX9u8hZ51SvoKM8CK81f371VVcTYel2xSWFGyR5b9fhOAv3ympoZT6fLKzrEDyyookUbxSIj5DoLo0aCKafcH1T4weWqsLV42hxk7j2cDjlSJfWcjrmiHjlNTWckpKSzkp2aFsGXUZkIVlEV4L4dpcNcJrM3CaE1OEd8h9T0rv87rJf79ZJr9u3CpPPTo0cDBND6QNuW+qeL1emfLw7QHk46bMkg4HtAkc3AqOhX72/qdLjW0Fujc2eEuDltMV4aaNs+T1Zx4MvFbdCm+/AWPlvqFXy58P/+MWpJEPT5eeZ50oZ596rPF+7+tGG9sKOh3Yxvj7Nz+slOdfnS/THg3dHqGf/fTzWhly/5PywatPBLY96Aqvjq+qPby6cuvfw6vbM4aNnSZLvlkuX7zztJxx0RDRbb8NkpIM8W7bqplkNcyQH39eKy9OuUcaZWUgvHsQXp13XxTq3tttxvxcXrhLlhftDjlopl/378PVVdyDE7NkdXGOLMjfUO23uR6p7Q3xdfUT58KrMZq3/9eQEKj0HpvcXDYW58nG0n2VwqMr9O0SMwwJ1ke3QmQlNJBM/UEmyeXxjHKyIbxRAnTR6wivi4JRT7piivBeP+xxufWaC6Vl88bSqkWTkMNqm7buFBXY8aMHGr/K9z9X3PawDLq+r3Q74YhKqHUVVFd7VSCr29JQcUV44SffyNwFnxuyHfyojOpWifZtyldj9el5xUh5Y+ZDkp6WIjt27ZGLb7pfFr0xJSCw6zdtk8Gjp8q850O3UWhGiQEjJsp9Q68J2XYQ7paGl/79gXz13c/y8y+/ycJXJoqufGudt416Qv79z0ek4e983v3wSzmsUzvpdFBbhBfhNeZs21+fr/JbkqYOUwHSvbgVsyrM3b9O1hTnVvutTFeA+6R1cPW3Ov0ekJGaaPyQm5dfYvTV6auFzQSmq7tLCst/kAl+/Ncma1YH3aqyoXiv6L7f4MNuFd/R1d83Wvc0s3uuqwvhdV1IIu4QwhsxOl6MkIApwtutz2B576UJAWGrrS8qwSqZn/57SpUHvYLfD3cPrx4I27Zjd8hK7vfLV8vto6fIp29ODVl9Pfeyu4zV4azMdJn58n9k+85s4yCZ//nws2/lrfmfhRyAW7lmg+hKtqZOO/OUo0OGGK7w+tOy9b1hjMFLZfemO/9mrOSqfItPZOmPK+VfT98fyFZRG0s+hwAEIAABCEAAAhComUDUwqsrq/985V155en7w2b9wMTnjLIP3nV9re+o8A65f1ql1dbaXiwoLJKb75oo559zklxWIb/t3Y/MkAPbtzLSoN04fILMevLewAqwrhzrHttr+vUI7OndsHm7Udej99wsxx55SKWmwxVe/4u9rhwpE+67VYaPfcpIo7Zs5Tp5+rFhMn3WPGNF+4mxg2obHp9DAAIQgAAEIAABCIRJICrh1Ryy+iv+yQ8OlqO7HBxWkx8t/k7GjJ8p855/NJBqrKYXt2zfLT0vHyGznxojR/6pg3G4TXPb6gEy3fda1bP0x1Xy6NTZ0vHA1vLYvQMCh838ZXWFWUV3647dRk7gi/5yunH5hW43mDRjjrRs1jhk/+51Qx+XS3ufZaQsq+qJRHh1/LqdQvMPPz9nvrz13ufSMDNNZky4K5D9ISygFIIABCAAAQhAAAIQqJFAxML72juLZNo/35ThA/sHVkJrY/3K3I+MLA7jxwwMyWNb23uPT3tZ5i1YLPmFReL1eCQ5OUluu/bCkLRn/jo0bdj4aS/Ltf17ysXnn15t1bonUC/H0FvfdM9wzytHGofHdDVYsyT4D6DptgPNH1wxg8TE+2+Vc047zqhfhVfrq+rQWnZOXsjFE1peV3h1S8OenDxZsOgr0b29R3U5WL5f9otxmE4zQqgI80AAAhCAAAQgAAEIRE8gYuHVldf9+QWBzAbhdEVlVIW1qksgwnnfyjKaH7dxVmZETVw75DGZObGyFGtleqDvucmjQupV4b3n9itlysw3jPRjl/Y5S5o3bWTwnPP2Ipn/8Vdy+YXdw/5BIqJO8xIEIAABCEAAAhCoJwQiFt56wodhQgACEIAABCAAAQjEOAGEN8YDSPchAAEIQAACEIAABGomgPAyQyAAAQhAAAIQgAAE4poAwhvX4WVwEIAABCAAAQhAAAIIL3MAAhCAAAQgAAEIQCCuCSC8cR1eBgcBCEAAAhCAAAQggPAyByAAAQhAAAIQgAAE4poAwhvX4WVwEIAABCAAAQhAAAIIL3MAAhCAAAQgAAEIQCCuCSC8cR1eBgcBCEAAAhCAAAQggPAyByAAAQhAAAIQgAAE4poAwhvX4WVwEIAABCAAAQhAAAIIL3MAAhCAAAQgAAEIQCCuCSC8cR1eBgcBCEAAAhCAAAQggPAyByAAAQhAAAIQgAAE4poAwhvX4WVwEIAABCAAAQhAAAIIL3MAAhCAAAQgAAEIQCCuCSC8cR1eBgcBCEAAAhCAAAQggPAyByAAAQhAAAIQgAAE4poAwuvy8G7ele/yHlrTvcQEjzTJTJbtewqsaYBaY4KA1+ORVk1SpMznkzXLCmXz5x4pzPZISb5IYqpI0yN80uJYnySk+mJiPHQyOgJtmqZKff2eGB05972tseSBgJ0EEF47aUfQVn395o7wRjBZ4vAVj0ekWUqqLJ9bKqs/LBNRr/WEDjQhxScde/uk+XFlcUiAIQUTQHjjZz4gvPETy1gZCcLr8kghvKzwunyKWtq9/Vs8smpWguzfJaLy6/OJpLf2SWZ7n5QWeCRnvUjRnnIDVuE9pD/Sa2lAHK4c4XU4ACY2j/CaCJOqwiKA8IaFyblCCC/C69zsc7blfZs9smyG1xDb5EyRBlk+2bvRI1kdyqRhxz+2MOzb4pHsVV7xlSC9zkbM+tYRXusZ29UCwmsXadrxE0B4XT4XEF6E1+VT1JLuBctuVjuPtOrika2rSiRnnbeS8GoHivd6ZNu3HvGVeFjptSQi7qgU4XVHHMzoBcJrBkXqqAsBhLcutBwoi/AivA5MO0ebLM33yE8zvKLbGZIyfHLIWQnGVoZdm0ukMFskubH+r/IhtXLpLV/p7XBBmbQ+le0NjgbSgsYRXgugOlQlwusQ+HrcLMLr8uAjvAivy6eo6d1bNiNBctd6JCndJy1P8EnDzERDePPyi2ttq2CHV3b8WL6n94iBuvUB6a0VWgwVQHhjKFi1dBXhjZ9YxspIEF6XRwrhRXhdPkVN7d6GhR7Z8GGCeBJ90vpEnySk+SQzNSmwwluQ7ZGUxr4qV3j9HclZ45HcX72i2RuOH1VGyjJTI+RsZQivs1VtjRUAACAASURBVPzNbB3hNZMmdYVDAOENh5KDZRBehNfB6Wdr07lrvcYhNX1aHFcmyY18Rgoyv/BuXl79Ht6KHd221Gtkb9DDbUcMLLV1HDRmHQGE1zq2dteM8NpNnPYQXpfPAYQX4XX5FDWle7pv95vHyzMyNDyoTLI6/b5HN0Lh1cNrmxaXH2Jr371U2p/HxRSmBMrhShBehwNgYvMIr4kwqSosAghvWJicK4TwIrzOzT77Wv7fi17ZvdwrDRr5pGXwBRIRCq/2vHCPR7YvLV8xPmpIqaS3QXrti6g1LSG81nB1olaE1wnq9btNhNfl8Ud4EV6XT9Gou6eiq8Ib2LcbfE1wkPDWlqWhqo5kr/JI3gavpLX2ydFD2doQdbAcrgDhdTgAJjaP8JoIk6rCIoDwhoXJuUIIL8Lr3OyzvuXgrQyND/FJxgEVsioECW84WRoq9li3NGz50mNslWBrg/XxtLoFhNdqwvbVj/Dax5qWygkgvC6fCQgvwuvyKRpV96rdyuCvtcIKbzhZGip2iK0NUYXIVS8jvK4KR1SdQXijwsfLERBAeCOAZucrCC/Ca+d8s7OtGrcyVCG8dcnSUHEc/q0NZG2wM8Lmt4Xwms/UqRoRXqfI1992EV6Xxx7hRXhdPkUj6l6tWxlMFt7grQ3cwhZRyFzxEsLrijCY0gmE1xSMVFIHAghvHWA5URThRXidmHdWt/nLHK/sWFpFVoaKDUeRpaFiVf5b2LiQwuroWlc/wmsdW7trRnjtJk57CK/L5wDCi/C6fIrWuXv+CyY8iSKtT6zlJrQoszRU7NzOHzySv9MrzY8rk0P6c+1wnYPn8AsIr8MBMLF5hNdEmFQVFgGENyxMzhVCeBFe52af+S3rVobvp3ilMLvCBRPVNRVlloaK1Wr7W77yiq9E5IiBZdKwI9JrfpStqxHhtY6t3TUjvHYTpz2E1+VzAOFFeF0+RevUvQ0LPbLhwwRJSvdJq5PCkE0TsjRU7GDOGo/k/kpu3joFziWFEV6XBMKEbiC8JkCkijoRQHjrhMv+wggvwmv/rLOmRV3VXfp4glF5i+PKJLlRGDefmbiHN3hUmxeXX2PMATZrYm1VrQivVWTtrxfhtZ95fW8R4XX5DEB4EV6XT9Gwu7dsRoLkrvVIRvsyaXxoGLKrNVskvBxgCztsriqI8LoqHFF1BuGNCh8vR0AA4Y0Amp2vILwIr53zzaq2ti/1yuo55dcHt+3mM/4M67FIeLXtbUu9UrTHI626lUnH3mFsrwirwxSykgDCayVde+tGeO3lTWvctOb6OYDwIryun6S1dDA4526Tw8skvXWYslthhXfX5hIpzBZJbqz/q0Md1fSveK9Htn7lNT49blSpKXXGeqzc3n+E1+0RCr9/CG/4rChpDgFWeM3haFktCC/Ca9nksqnitfO8snVxGDl3q+qPyVkaKjaxa4VX9m/xkKbMprkQbTMIb7QE3fM+wuueWNSXniC8Lo80wovwunyK1ti9fZs98sOU8oNqrU4sk6TMOq7MWpClIbjDpCmLrdmF8MZWvGrqLcIbP7GMlZEgvC6PFMKL8Lp8itbYvYgOqgXXaOEeXn8z/jRlDTv65IiBpbGMO+77jvDGT4gR3viJZayMBOF1eaQQXoTX5VO02u5FfFDNZuH1lXhk02KP6J9cRuHu2Ybwujs+dekdwlsXWpQ1gwDCawZFC+tAeBFeC6eXZVUH36hW54NqNguvNpe33ivZv3iMg2t6gI3HnQQQXnfGJZJeIbyRUOOdaAggvNHQs+FdhBfhtWGamd6E/0a1Bo180vK4KFJ+VdjDa2aWhoqD9l9GcXD/MuNiDB73EUB43ReTSHuE8EZKjvciJYDwRkrOpvcQXoTXpqlmWjMR3ahWXesWZ2kIbnbfFo/sXuFllde0mWB+RQiv+UydqhHhdYp8/W0X4XV57BFehNflU7RS9/wH1dJa+6Tp4VGulFqcpaG6Vd723Uul/Xl1zCgRa4GKwf4ivDEYtGq6jPDGTyxjZSQIr8sjhfAivC6foiHd273cK/97MYIb1cJY4d28vERy1nklq0OZaEYFK57CPR7Rw3YJKT45flSZJKRa044Vfa8PdSK88RNlhDd+YhkrI0F4XR4phBfhdfkUDene0scTRLc0ND7EJxkHRLm6qzXbkJasIl//lcOs8rpv5iG87otJpD1CeCMlx3uREkB4IyVn03sIL8Jr01SLuhn/QbWkdJ+0OskE2XVIeP2rvNo8Vw5HPS1MrQDhNRWno5UhvI7ir5eNI7wuDzvCi/C6fIoa3TP1oFrwgG3M0hDcLFcOu3PWIbzujEskvUJ4I6HGO9EQQHijoWfDuwgvwmvDNIu6CVMPqlUjvHn5xVH3M9wKuHI4XFL2lkN47eVtZWsIr5V0qbsqAgivy+cFwovwunyKiukH1WpY4S3I9khKY5+ROszqx3/lsGabOHool1FYzTuc+hHecCjFRhmENzbiFE+9RHhdHk2EF+F18xTVldBvHvdKaYGJB9WqEV47sjQEN61XDW/50mOMrcMFZdL6VJP2Jbs5oC7vG8Lr8gDVoXsIbx1gUdQUAgivKRitqwThRXitm13R17x2nle2LvZK1DeqVdcVB7I0BHelYIdXdvzoMdKUHT20zJaV5eijEr81ILzxE1uEN35iGSsjQXhdHimEF+F16xTNXeuVZTO8RvfanGJRzlqHhVfHtvMHj+Tv9Bq5f48YyNYGJ+cjwuskfXPbRnjN5UlttRNAeGtn5GgJhBfhdXQCVtO4bmX4forXyM7Q8KAyyepk0Z5ah7I0BA9btzZsWuwR/ZOtDc7ORoTXWf5mto7wmkmTusIhgPCGQ8nBMggvwuvg9Ku26V/meGXHUq+YmnO3qtaChNfOLA0Vu+Lf2qBfP2pIqaS3sUjw3RhsF/UJ4XVRMKLsCsIbJUBerzMBhLfOyOx9AeFFeO2dcbW3plfvrp6j1weLtDy2TJIyLZS/Ciu8dmZpqEgie5VH8jZw7XDtM8S6EgivdWztrhnhtZs47SG8Lp8DCC/C66Ypum+zx9i3q5kLmhxeJumtLZRdHbgL9vAG8/dfO6ypyo4caNG+ZTcF3GV9QXhdFpAouoPwRgGPVyMigPBGhM2+lxBehNe+2VZzS7pv96cZXtm/xSMqfE0PtyFNl8uEV/fxbvvGI8X7yhkgvfbOToTXXt5WtobwWkmXuqsigPC6fF4gvAivW6ao/zY13bfb8nifeBItXt114Qqvdqmi9Ha+lnRlds1RhNcu0ta3g/Baz5gWQgkgvC6fEQgvwuuGKeo/pKaS27abTbJbQXh3bS6RwmyR5Mb6PxtkuwbwwdKrOXoP6e+TJl1sWPF2w2RwsA8Ir4PwTW4a4TUZKNXVSgDhrRWRswUQXoTXyRmo2xjWvu0xMjKo7LY81mftIbWKg3VJloaqYqDSu2u5GDl69Wl+XJl0vMAnCanOyriT88XqthFeqwnbVz/Cax9rWiongPC6fCYgvAivU1NUc+z+/EL5nl1HZLeKFV4nszRUF4e89V7Zs07z9IpxI1ub00Tan8MFFVbMW4TXCqrO1InwOsO9PreK8Lo8+ggvwuvEFN2y2CvrF3qMbAwqcc3/bPPKrn/QLju0Vl0sdCV85wqPFO3xGEV0y8UB5/qMVV8e8wggvOaxdLomhNfpCNS/9hFel8cc4UV47ZqiKm27V3hk/fse4wY1fVKblUnTLmLPAbWqBhojwuvveuEe3eZQ/oMC4mv+zEV4zWfqVI0Ir1Pk62+7CK/LY4/wIrxWTlHNq5u7ziM5a0Ry1vwharqq2+RQkZTmDq9Qxpjw+mO1b4tHctaGim+HCzjYFu1cRnijJeie9xFe98SivvQE4XV5pBFehNesKaoruCphKrcqZLlry1chg58GjXyS0cZn/YUS4Q6qwk1rbsnSEG73K4pvw47lWx0adnT4B4lwB+CycgivywISRXcQ3ijg8WpEBBDeiLDZ9xLCi/BGM9t0a4JuU9j2tcc4fFbx0ZVcTfOV0tgnKY3EfRkGXJyloS5xUfHVq4k1s4M+msJMV3ydTq9WlzG4oSzC64YomNMHhNccjtQSPgFbhTdn7z5JbpAkKckNAj3cuGWHlJX55OU3P5BRg68Iv+cxXPKd95dIbt5+uaJvd2MU8xYulvz8Qrm0z9mVRoXwIrx1neo1Sa6u4Kbo/5qKNMhwcG9uuIOqsMLrxiwN4Q5FZTf3N5G9G/8QX1KZhUuvvBzCWzdebi6N8Lo5OvHZt4iEd9/+AklMTDDktbqnsKi40ueTps+RffkFcv+wawKv/bJuozwz+x1p06qZ9DjzBOl8yIHGZ8UlpZKUmFBl9VV9tnrdJlm5doOc3/2kkHdmzHpbup96rBzcoa1lETy73zApKSkVj6fyCpqK7XcLnwm0vXnrTrl5xESZ9eRoadIoU3T8o8b9Q56dNFLS01Nl4SdfS6+zuorXW14XwovwhjNx/QfONC/s7uXleWH10XRiqc1F0puXZw6w5Xa0cDocbpkY3cNb0/BUfHev+mPF3Z/KrE23MvetsIcbJ5vKIbw2gbahGYTXBsg0EUIgIuF96rk35cXXFxrSW9VTVFQiaanJ8v4rE6XB71Ls8/mkx+UjZNIDt8mRnTuGvPbJkh/ktK5/DkiefnjV4HGyaesOKS0tkz25edKsSZbxjtaTmpIs784eH1LHB58tlbnzP5cnxw0J+fqVgx6Rwdf3lZOP71Kpq2t+2yz/mPW2rFj1q+zO2SsHtWslvc7uKlf0PSekLz/9b508MvlFWbt+i7Rq3ljuvOVSOfOUowP1qfDOf2lCYKzBDZ3Qa6B8/d4M40vbdmTLLXdPknvvuEpOOPpPsmrtRrn3sWdk8oODpFmTRjLioaely58Okluu7h2QZ4QX4a3ue5b/wNmuZZX342p2hYw2HucPnUX7DTcOhdePRH9IyV71x8UVxkHBLuV7fNnqUPXEQXij/QflnvcRXvfEor70JCLhrXH1wueTASMmyRknHyVXXXxuoOhHn38rt4+ZKlkN0yuthKrEHtKhnbww5Z5KVa9bv0WGPjBN5j43rsaYaP1vqvA+ckdIuatvHyeDrusrJx13eMjXX3/nE3lhznwZNqCf/LZxm2zetlNuvOJ8mf7CPNmyfZdMHz/c6Kf2rXv/4TLs5n7y13NPlkVLvjfEdPG8pwIr2OEKr65CZ+fslcyMNJk4/VVp07Kp0fau7FzZuTtH7h92rTTOygiRc4S3fguvbk/Qg1r65Kz1Ssl+X7UHzlRyU1uIpDWPga0K4X6HjWPh9SPQVGZ71vyRw1e/rofbWh7vkyaHc3Nb8FRBeMP9h+P+cgiv+2MUbz00RXgfnvyidDvxSDm72zGi2xZWrlkvMybcGRDb/fmF0uf60fLwiBsC4jn7jfdFf70/ctDlBtPi4hJJSko0XXh1hfeOmy6Wrsd0DtT9v9XrZeQjM2TW1HsNAR/9+Ew58ZjO0qdHN6PM8LH/J6cc30Uu+esZUlBYJAsWfR34TD8/9rybZd4Lj0q71s2N8uEKr5YtKiqWy259SB648zrpeEBrefG1BbJ52y5DvNNSU+S2eybLtf17yFmnHGPUjfDGj/DqimxpgRg5brd/45G83//ubSCS2twnCcn6WfnnlR69rdb/ZZ+I/jVRD5w1KT9wFleSGzz4GM/SUJf/YOiKr97Ylr9DAofb9H094JbVSYzMGSrC9flBeOMn+ghv/MQyVkZiivAOue9J6X1eN/nvN8vk141b5alHhwYOpumBtCH3TRWv1ytTHr49wGXclFnS4YA2gYNbwcD0s/c/XWpsK9C9scFbGrScrro2bZwlrz/zYOC16lZ4+w0YK/cNvVr+fHinQNmRD0+XnmedKGefeqzxtd7XjTa2FXQ6sI3x929+WCnPvzpfpj0auj1Cpfzf734q/3rrI3lj5kOSkFC+V1KFV8dX1R5eXbn17+HV7RnDxk6TJd8sly/eeVrOuGiI6LbfBklJhni3bdVMshpmyI8/r5UXp9wjjbIyEN497hRelZN9W0L/mauo6qEqffZt9klJvkdK8qVSdgSfT4y4hzx+j6nwdf01d0KKSEmeSNnvJ/z976kANTk8ztNbxUmWhrr8B0H3+O7fIcYPRP6b24LfT2vtk8RUMSRYH50HianlE0jnSnqb+JVihLcuM8ndZRFed8cnHntnivBeP+xxufWaC6Vl88bSqkWTkMNqm7buFBXY8aMHGr/K9z9X3PawDLq+r3Q74YhKXHUVVFd7VSCr29JQcUV44SffyNwFnxuyHfyojOpWifZtWgS+3POKkYawpqelyI5de+Tim+6XRW9MCezbXb9pmwwePVXmPf/HNoqP//ud3D56qrRs1lj+/vDtcuSfOgTqC3eF96V/fyBfffez/PzLb7LwlYmiK9+apeK2UU/Iv//5iDT8nc+7H34ph3VqJ50OaovwulR4c9d6ZdmMPw6HhfPNISndJ54kEZXl0sLKbzQ61Cdpzar+FfaGDyvvl/cmirQ9ozScpmO2jH4PyEhNNH7I3bW51PiBQle068seV7/86riLc0WK91Wx+h8U3cwOPjnylvidEwhvzP5TrtRxhDd+YhkrIzFFeLv1GSzvvTQhIGy1DV4lWCXz039PqfKgV/D74e7h1QNh23bsDlnJ/X75arl99BT59M2pIauv5152l7E6nJWZLjNf/o9s35ltHCTzPx9+9q28Nf+zSgfgSkpL5evv/id3j5shrzx9v5FZQp9whdeflq3vDWMMXiq7N935N2MlV+Vbf0+99MeV8q+n7w9kq6iNJZ9DAAIQgAAEIAABCNRMIGrh1ZXVf77yriGA4T4PTHzOKPrgXdfX+ooK75D7p4Wsttb6koix9/bmuybK+eecJJdVyG979yMz5MD2rYw0aDcOnyCznrw3sAKsK8e6x/aafj2Mfbt6oEy3IOiBNf9z3dDHpf8FZ8lfunetk/D63+915UiZcN+tMnzsU0YatWUr18nTjw2T6bPmGSvaT4wdFM4QKQMBCEAAAhCAAAQgEAaBqIRXc8gOGDFRJj84WI7ucnAYzYl8tPg7GTN+psx7/tFAqrGaXtyyfbf0vHyEzH5qjLGNQIVUc9smJiQY+16repb+uEoenTpbOh7YWh67d4BRNvjRFWYV3a07dhs5gS/6y+nG5Re63WDSjDnGtgX//l1dlT2n/3BDQjV12so1G+SaOx6V2dNGG5kl9Al3hTdYeHX8up1CV4mfnzNf3nrvc2mYmSYzJtwlqSl/XMwRFlQKQQACEIAABCAAAQhUSyBi4X3tnUUy7Z9vyvCB/UMyGNTE+pW5HxlZHMaPGWhkdAj3eXzayzJvwWLJLywSr8cjyclJctu1F4akPfPXtfjrZTJ+2stybf+ecvH5p1fbhO4J1Msx9NY33TPc88qRxuExXQ3WLAnBB9A++/JHeWLGHCObQqOGGTLgqgtC6lbh1fqqOrSWnZMXcvGEdkhXeHVLw56cPFmw6CvRvb1HdTlYvl/2i3GYrm+v0wLbJcJlRDkIQAACEIAABCAAgaoJRCy8uvK6P78gkNkgHMAqoyqsVV0CEc77VpbR/LiNszIjauLaIY/JzIkjqkyrpgf6nps8KqReFd57br9Spsx8w0g/dmmfs6R500YGzzlvL5L5H38ll1/YPewfJCLqtEteWr9pu3H5hh7k0ywVD428ocrfFlRX7rMvf5JbRz0RcgnKiFsvkysvOsclI6QbkRLQbUkP/O050QOjetnM4Bv6Sr+/nhlpdbznYgLPvPSOvDBngeg5ib90P0lG33FVIAtOcLerK6cLEvqbMs2W439enf6AHNapvYtHTdcgAAE7CUQsvHZ2krbil4BeDNLthCONSz8+WfK9sRVlwb8mVrpWurpy73/yjbz/6dfGthqe+CIw9dk35Odf1sukB241binUHyyffWJkYCtRfI22/o7mi6UrZMyEZ41sOnqQ+NZRk43zEfpDf/BTU7kHJz0vh3RsX2Way/pLlpFDAALBBBBe5oNjBPRAYM8rRsiSd/4vsM/6kpsfkLsHXW5cvex/aiqnh/z06ueHR97g2Dho2BoCF1xzjzwy6iY56vcc2hOe+pdkpKfKbdddaE2D1OoIgYcmvyitWzSRm6/8q9G+rujrau/zfw/9zVhN5e566Gk546Sj5ILzTnFkDDQKAQi4nwDC6/4YxW0Pv/3pF3noiRfkreceCYxR/8PV9djOIb+6rqlcTu4+0VVe3d+9J2evnHrikTJ6yNXlad54YprAUd1vNFIK+g+nzpn3sXEpzIT7bonpcdH5UAI33jnBODtx7unHGx/oD7HXDxsvi974e0jBmsoNHDnJOEex5tfN4vF6pP8FZxpnLXggAAEI+AkgvMwFywnoVc66Ny/4SUpMlF3ZOTLlmTfk1RkPBD7Sa54P7dReru3XI/A1vcGvunJtWjaVH1askesv7WWsEqswH9S+pSG9PLFLoLikVI4+50b5Zv4/AllL3pr/uXzw6dJKNyDG7ijpuRLQ698HXn2BnH7SUQYQvXL+whvGyFfvTg8BVFO5f8x+29jnfclfz5TN23bKgLsmyt2Dr5DzziiXaB4IQAACCC9zwHICY8Y/K/kFoVeLabYLzW2sn/1n1uOBPtxx31Qj/Vvw4aTvlv0SVjmtRFPSado7zYLBE9sEdIX3w9eeCKQvnP3G+/LjijWs8MZ2WCv1/qa7/iYX9To9kNdcUz/qim3FFd5wy2kDT784V7Zs2yUPjWCrU5xNF4YDgYgJILwRo+PFaAloZoxz+t8pi+dNM9LD6XP+1aOM/bjHHnlooPqaymU1zJDM9DRp0ayRUf7L736WcVNm1/mikmjHwvvmE+hz/WgZfcfVcuIx5fu59WBSy+ZN5JZrepvfGDU6RkCvntcfgPWqeX30avU3/vOJcUAx+Kmp3Lc/rZIuh3UIXGuvKTP35ObJmKH8psexwNIwBFxGAOF1WUDqW3d0X95xfz7MOLCiOYk1Vdt7L42X/PxCef/Tb4xLQfSprpz+h23Fql/l7w8NFp9PjNvrNBWR5ofmiW0CM2a9Ld8tWyVPjB1sXMOtKf5mPzlaOhzQOrYHRu9DCKisjnx4urw49V5JT081tiP0732Wket87fotsmnLDuO3PjWV0+0OJx13uAy6rm/5XBn6uIy963o5reuR0IYABCBgEEB4mQiOEtBfO949boYsX/mrcb3zuFE3SZfDDjL+Q9fnunvlp4/Kr6Gurpzman148ouyaMn3xh7es089Vkbedjm31TkaVXMa11sVx0563vjBJy01RYYN6FcvclObQy+2annhtQUy86V3RPduX9jzVCNTi17k8+rcj0Svr/ev9lZXTvN0j534nKz45TfJzEgzzgBcdfG5sQWB3kIAApYSQHgtxUvlEIAABCAAAQhAAAJOE0B4nY4A7UMAAhCAAAQgAAEIWEoA4bUUL5VDAAIQgAAEIAABCDhNAOF1OgK0DwEIQAACEIAABCBgKQGE11K8VA4BCEAAAhCAAAQg4DQBhNfpCNA+BCAAAQhAAAIQgIClBBBeS/FSOQQgAAEIQAACEICA0wQQXqcjQPsQgAAEIAABCEAAApYSQHgtxUvlEIAABCAAAQhAAAJOE0B4nY4A7UMAAhCAAAQgAAEIWEoA4bUUL5VDAAIQgAAEIAABCDhNAOF1OgK0DwEIQAACEIAABCBgKQGE11K8VA4BCEAAAhCAAAQg4DQBhNfpCNA+BCAAAQhAAAIQgIClBBBeS/FSOQQgAAEIQAACEICA0wQQXqcjQPsQgAAEIAABCEAAApYSQHgtxUvlEIAABCAAAQhAAAJOE0B4nY4A7UMAAhCAAAQgAAEIWEoA4bUUL5VDAAIQgAAEIAABCDhNAOF1OgK0DwEIQAACEIAABCBgKQGE11K8VA4BCEAAAhCAAAQg4DQBhNfpCNA+BCAAAQhAAAIQgIClBBBeS/FSOQQgAAEIQAACEICA0wQQXqcjQPsQgAAEIAABCEAAApYSQHgtxUvlEIAABCAAAQhAAAJOE0B4nY4A7UMAAhCAAAQgAAEIWEoA4bUUL5VDAAIQgAAEIAABCDhNAOF1OgK0DwEIQAACEIAABCBgKQGE11K8VA4BCEAAAhCAAAQg4DQBhNfpCNA+BCAAAQhAAAIQgIClBBBeS/FSOQQgAAEIQAACEICA0wQQXqcjQPsQgAAEIAABCEAAApYSQHgtxUvlEIAABCAAAQhAAAJOE0B4nY4A7UMAAhCAAAQgAAEIWEoA4bUUL5VDAAIQgAAEIAABCDhNAOF1OgK0DwEIQAACEIAABCBgKQGE11K8VA4BCEAAAhCAAAQg4DQBhNfpCNA+BCAAAQhAAAIQgIClBBBeS/FSOQQgAAEIQAACEICA0wQQXqcjQPsQgAAEIAABCEAAApYSQHgtxUvlEIAABCAAAQhAAAJOE0B4nY4A7UMAAhCAAAQgAAEIWEoA4bUUL5VDAAIQgAAEIAABCDhNAOF1OgK0DwEIQAACEIAABCBgKQGE11K8VA4BCEAAAhCAAAQg4DQBhNfpCNA+BCAAAQhAAAIQgIClBBBeS/FSOQQgAAEIQAACEICA0wQQXqcjQPsQgAAEIAABCEAAApYSQHgtxUvlEIAABCAAAQhAAAJOE0B4nY4A7UMAAhCAAAQgAAEIWEoA4bUUL5VDAAIQgAAEIAABCDhNAOF1OgK0DwEIQAACEIAABCBgKQGE11K8VA4BCEAAAhCAAAQg4DQBhNfpCNA+BCAAAQhAAAIQgIClBBBeS/FSOQQgAAEIQAACEICA0wQQXqcjQPsQgAAEIAABCEAAApYSQHgtxUvlEIAABCAAAQhAAAJOE0B4nY4A7UMAAhCAAAQgAAEIWEoA4bUUL5VDAAIQgAAEIAABCDhNAOF1OgK0DwEIQAACEIAABCBgKQGE11K8VA4BCEAAAhCAAAQg4DQBhNfp5BPUzgAAAHZJREFUCNA+BCAAAQhAAAIQgIClBBBeS/FSOQQgAAEIQAACEICA0wQQXqcjQPsQgAAEIAABCEAAApYSQHgtxUvlEIAABCAAAQhAAAJOE0B4nY4A7UMAAhCAAAQgAAEIWEoA4bUUL5VDAAIQgAAEIAABCDhN4P8BNLGFmfFq0k8AAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "save_fig[\"アゲモリ局面の原資産価格の分布\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d15a6975",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### アゲモリ局面の原資産価格とボラティリティの分布\n",
    "\n",
    "- 原資産価格価格の上昇が続いても、ボラティリティは落ち着いていく"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "d342528f",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "save_fig[\"アゲモリ局面の原資産価格とボラティリティの分布\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "95013562",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## アゲモリ局面のトレード戦略\n",
    "\n",
    "- 原資産（先物）をロング\n",
    "- ボラティリティ(オプション）をショート\n",
    "    - ボラティリティだけをショートする方法はないので、実際にはVI先物やオプションを使う"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "4eff2ebc",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "save_fig[\"原資産をロングした場合の損益と、ボラティリティのショートを組み合わせた損益\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "edd8b14f",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### 2019年11月5日のボラティリティスマイル\n",
    "\n",
    "- 無作為にアゲモリの最初のデータを抽出\n",
    "- 特にコール側のボラティリティが盛っている"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "289e07a5",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "save_fig[\"2019年11月5日のボラティリティスマイル\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bd07af53",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### トレード戦略（カバードコール）\n",
    "\n",
    "- 原資産（先物12月限）をロング\n",
    "    - @23251.99\n",
    "- コールオプション（12月限23500）をショート\n",
    "    - @290"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "121fbe9f",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### 2019年11月6日のボラティリティスマイル\n",
    "\n",
    "- コール側のボラティリティが下落（アゲハゲ）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "74f47151",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAArwAAAH0CAYAAADfWf7fAAAgAElEQVR4XuydB3RURRuG3/SEDoI/RVSKBRFEQJoUadK79CZIEZAeeu+9SW9CAJEiIghSRKVIERSkWEBRihSlSUvP5j/fxLvuJrvJ3dzNJVneOcdzMDv1mblz3/nmm7lesbGxsWAgARIgARIgARIgARIgAQ8l4EXB66E9y2aRAAmQAAmQAAmQAAkoAhS8HAgkQAIkQAIkQAIkQAIeTYCC16O7l40jARIgARIgARIgARKg4OUYIAESIAESIAESIAES8GgCFLwe3b1sHAmQAAmQAAmQAAmQAAUvxwAJkAAJkAAJkAAJkIBHE6Dg9ejuZeNIgARIgARIgARIgAQoeDkGSIAESIAESIAESIAEPJoABa9Hdy8bRwIkQAIkQAIkQAIkQMHLMUACJEACJEACJEACJODRBCh4Pbp72TgSIAESIAESIAESIAEKXo4BEiABEiABEiABEiABjyZAwevR3cvGkQAJkAAJkAAJkAAJUPByDJAACZAACZAACZAACXg0AQpej+5eNo4ESIAESIAESIAESICCl2OABEiABEiABEiABEjAowlQ8Hp097JxJEACJEACJEACJEACFLwcAyRAAiRAAiRAAiRAAh5NgILXo7uXjSMBEiABEiABEiABEqDg5RggARIgARIgARIgARLwaAIUvB7dvWwcCZAACZAACZAACZAABS/HAAmQAAmQAAmQAAmQgEcToOD16O5l40iABEiABEiABEiABCh4OQZIgARIgARIgARIgAQ8mgAFr0d3LxtHAiRAAiRAAiRAAiRAwcsxQAIkQAIkQAIkQAIk4NEEKHg9unvZOBIgARIgARIgARIgAQpejgESIAESIAESIAESIAGPJkDB69Hdy8aRAAmQAAmQAAmQAAlQ8HIMkAAJkAAJkAAJkAAJeDQBCl6P7l42jgRIgARIgARIgARIgIKXY4AESIAESIAESIAESMCjCVDwenT3snEkQAIkQAIkQAIkQAIUvBwDJEACJEACJEACJEACHk2Agteju5eNIwESIAESIAESIAESoODlGCABEiABEiABEiABEvBoAhS8Ht29bBwJkAAJkAAJkAAJkECqE7wjpn6ATz7fb+0ZXx8fZMmcAYWeewYNaryOmpVLwcvLK0303Ge7DyFk4y5cuHwNGdKnQ/Eiz6FP57fwdJ7/Wet/6849zFi0HvuOnERoWAQKPpsH3drVR5XyxRO0cdsXhzF2VgjyP5Mb6xaOTPD7n9duqLwOf/8TIiKj8NJzz6D/u81QvMjzCeJ27DsFBZ7NjWG926rfbt6+i+FTluHAt6exaEp/VChdxCHjpOogib4/dQ7tek3EgU/nIluWjPj514uYvmg9Tv10XuUp9RnYvQUKPJvHrgxJN2vJRvx07gLSpwtE+VJFMahHS9X/esMvv11Ck04jMSa4A96qWylBsus3bqNq036qHzq3rqs3W6fxStfphoY1y2NIz9aG86rZaiBeeakApgzvqisveVYOf/8j9qyfoSu+K5GkLpev/m2XJEP6IDV2m9evjEa1KsDHx9tplhrn8YPeUXEfRfju5FkIo0tX/oLUw9vbG0MnLcWXG2ciZ45sqkpmP6PfnvgZ8z74BD+evQA/P1+UK1kYA3u0Qq4n4+qTVHDHc/pmi2CULv4Sxg3smFRxdr/rYSXP3/wVm/HDj78hLDwCT+V6Es3qV0bLhlWs83Z0TAxCNuzCpzsO4Mr1m8iUMb2aE3q90xjP5s1pLVPP3ChxFqz8VM2f8u8nn8iCahVK4N129ZExQzqn7bNYYrFm0258vH0/rly7oeKWKCp1aIJnnvpvfpZxPHf5J+o5u3f/oWpPi4ZV1DPgynto+JTlkPG4c+1UVafwiEgsX7sd2/YcwV83biPHv/Xu1r4B5DnTwudffovlH23H+YtXkTF9kHov9H+3OTLFa5uecbFuy1dYs+kL/Hn1b2TOlAF1q5VFr05NEODvp2scnDn7BwaOW4SLf/6F47uXJkiXFKtrf91Cteb9MXloF9R7s5yuMl1htefA9/jgo8/x24UrEN3wXP6n0LVtPZQr+bLdmNIzXvRw1zPWHTXy7r2HmL/yU3x96IR67/4ve1ZUq1gC77atb9f3J386j7kffIKfzl5AbGysak/3txuiTPGXVLbFqndSfdCsXmX1nnc1xJ/jZTxnypgOL7+QT70bXyv2oqtZGo5/4syvaPPeBPXeb9e0hsP8/rpxB1Wb9UPrxtV0vXflHfDN0VP4+uPZSJWCd/OOA/hg5iDV2OiYaEgDvzp4Al99c1wJsTnjeul+SDViE9//EH6+PhjQvYXhTtGTwYeffAEps02T6qhavgRu3P4Hs5d+rJJuWTEe6YICERNjQfN3x+DBwzA1YLNny4ytuw5i47Z9WDotGGVLFlbx7z8IxZiZITh49LQSgtmfyJJA8MpD1LDjMAQG+KNvl2Yq3rK123Dyx/NYt2gUns//lLXaIqzL1euuOFYq+wr2HvoBMiH/L0dWyEPsSPDqqYNWgLTz0HdnsGHxaPVCa/zOCBQtVADvtKytHtyFq7bg94vX8OmK8arNEk7//Dva9pqI+m+WUwJJJoIp89YiT64cCJkzRA9yFedxErzHfvhFPRt1q5fVzUdvRJkM5cU7sHtLa5I7d+9h3+GT2LLrIFo3ro6hvZyLfBljn+0+iFKvFkK+p3PpLdat8Zp2Ga3G29zxvZAjexZ8ffAE+oychyPbFiiBY/Yzevz0r3i7zyQlcmUyv3c/FNMWrIO/v596FpISHu56Tht2GI4yJV7C4Pda6eath9WFy9fVfCZzTceWtdUc9+WB7/HhJ3sQ/G5zdGhRS5Unc5nM8e91aIRXX34OIpTeX7YJkVFR2LJyohJzeubGqKhoVZ7MfT3faYy8uZ/Ej2f/wJxlm9S4Wzi5r9P2SZwV6z7HyH7t1Yv99j/3MXX+R7j29y1sXj4emTOlx70HoWjWZTTEvtKzYxM1V+3edwwfffqlMhS0alRVN7+J769RhoBNy8aqNL1HzFVzZM+OjfHS88/ix3MXMGfpx2o+njXmPRVHBJzEa/vWm8rQI8J4yvyP8FSuHFj1/lBr2XrGxbK125UxQcZd1fLFlVFh5pKNqPHGa5gyLPEFtiwORHQvCNmCZ/L8D7/+8WcCwauHlfRTufo91PPoyKDjDKYeVju++hbBYxeice2KqFOtDGRsrNywEzJHCqtihQuqv+kZL3q46x3rjtrUtucEXL9xB6P6tVdz46+//4lR01eg0HNPq3evBFlctO05ESWLvmAVfh+s247jp37FukUjlQFQmK/9ZI8SxTJ/PJfvv3e8noEZf46PiYlR72vhJkaCj5eOtdMNevJ0R5wGHYbBC16qTY7CkjWfqWd868oJCYxmjuKnesH76c4DOP3VigR137X3KPqPWYim9d5Qg8WV0KLbWJQo8rwpgldesm806YOiLxVQD7cWDnx7Cu8Omqkm4oplXsEX+79TL+D1i0epVZUWWnUfp6xRa+YNU38Sy4qszqeP7KYeDBno8S28H6z7HDMWbbAb+GJFqNasv3q5SVotyOKh3+j5OPzZAgQF+qP+28PQokEVFH7hWUjZjgSvnjpo+YuFVSZusZbIRC+r5S/Wz1BlSZCJr2qzvmj7Vg307tRE/e3tPpPVC3/x1LgHXnvof/vjCupUK6sWK3pCWhS8MhGLtc9VC68eHsmNI3XJkzM7ls8cmCALGbNfHTyOQ1vn21kktIhae5JbtrvSla3bXYkFsYpIOHjsDLoMmI5TX34Ab28v059RefbP/X4ZOz+cqkSuNsabdx2j5jOxhCYW3PWcyjMui2kRW3qC3vlMXkQfrNuBLzfMVAtuLcjcGx0dg4+XjkFYeCSqN++P5g0q25UvO0vvDpqBeRN7o3K5V3XNjWIx7TpwBuZP7KPmOC3MXLwByz/63LqwcdTGym/1Qalihex2U8SiJmxEcL5ZqSQ2bP1aiXMRqS8WfPq/9rw7BrGxUPO23iBGABG8q+cOxR+XrqFuuyFqwSHjUwsyf8s8fmzHYqQLCoAsTHL97wk74a6N4WXTB1gNIkmNC7Gov17/Pbz+2suYObqHtbyV63di2sJ1+GzVJORPZFEqC5KW3cZi2ohuEAuctCW+hVcPq6joGBSr9o6aUzQrZVL89LKSsRMeEYWVswdbs3wYGo6y9bqjTePqGNijpbKw6xkverjrGeuO2iZCslbrQQl2IJd+uE1x/WbLXGTNnFGJdxHru9dNty6ExTAm/di26ZtqASlBDEOVGvfG3Am9UeX1V5PCafe7szleFkNiLHDXLqhLlQLULsSkuR8m0EVaPsLviayZrPooqfzTrOCVhoklcuvug/hq4yyrdVAAbdy2V21N+fn64oWCT6Nvl6Zqe1hC4TfetmOiCUzZspXJ8dvjPyM0PALPPpUTHVvWQv03X7fGX7Fuh9qOd2UFJS8IcS8ICgyw1lEylG2p+u2Hqq1EWYmOmbFSbcVJW2yDTHozF2/E4c/mK0vU3zf/QbasGdU2jbywHQnefqMX4Icff02Ql3S2CGuxamlBJnF58JbPiBMzstUkE6s24TsSvHrqYPsArp47TLlw1Gk7GC+/mC+BFUFe/vKwyktQrCsVGvZUk7FYHIyE5Aje2m0GKfeJ/M/kgvT337f+UVvMItjFsqIFsXCs3/IV7t5/iBfy58Wg91qh+5BZytVGc2kQy+b7yzcpS9Ct2/eQ44nMqFu9HHp0aGQV7TKGZVJ5p1UdtSB4o2wxTBjcySp4R/Vvj0qN+6h8h/eJcznRgrwU127eg72bZmPqgnV2Lg162yEWDLEmyfjPnTO7qtuR73/CyR9/w9aQiaqoxASv9qKUuAWeya2eyfjtEYubuI7YujTILoE8b19+c1ztaoh1o2vb+kpcaOHI8Z8wf8WnKj+xrMnOgEy8snjUQsmaXVR/zR4bZwlzFsTdpFOrOlbXFdmKFUvV2AEdleXX7GdUxni5115O8CwIa9mutF0cO2qTu55TmV8KPJNHLUolJMVTLytn/dC+9ySEh0cmKhCPnvgFHfpOthoD9M6NjsoUlwp5Vo/tWKSszI6CGCTE0j5xSGfrz9qLfubo7qjxRim1syZiL77lTOZaeVbENUZvkO3ri5f/wtvNayIyMgp/Xr+JnDmy2tVPjBrjZq1Sbg+yUyd1lLHapE5FazFibZVx3bRuJSXiJCQ1LrT3Tvy8NLej+MI7fptkkRIeEaGEmCbM4gtevaxkrujSph6ezvOksmLKYm9orzZqe9pR0MNKLPvO0paq003tsmoCManxIiJZL3dHeSU11mUOknk6vquXWFVlt2f/5veVmJN3o7xLhJNtkDnk9VJFlFuIBNECsrB/f1wvVK2Q0A0ysfHpbI4/f+GKMoLZLsKlLiLIZRzfuPUPMmdMj9KvFlLuNbIzLEHGpiwEZAdQxlZQgD+KFMqvtJjtglF2SD7a/KXSIOnSBaJCqaII7tZcufVIkPer9IHs9I7s286uCZq7pDy38n6UMles34FN2/fh6vWbCAwM+Nd1tKnVOp2mBa9mCdAmJdkak4dIHv7K5YqpVd7CkE/VC3z7minKh/TO3fvKqtCgRnm817GREpHygMpKTvxDR/Ztr2B//uURtT0waWhnq+gVNwopQx5KEYVGgoipGYs3YPvqycpPTKya8lJfMeu/VankL2X2HP6+ckUo8uJ/ll/5zZngFd8qEay7PppmV0URX4tXf2b1p5UfxYevVaNqavK1DYkJXtt4zuogcT7d+Q0mz1uLg1vmqSTFqr+Dbu0bonv7BnZlSZyNn+3F97uW4PB3P6JT8DQlwDd8thffnvgJ3l5eqFC6qNpST2kfXnm4Hz4MQ8WyryhxJS8befFs//KI8o+VCUizYIg4rFe9LK7+dUttEZ49fxnN6r1hFbzv9J+q/DNlTL1SuIByKRkzcyWqVyypJjkJ2stcJmqZ/GWLUsaDrYV3/OzV2LbnMPZ9Mse6whfhIeO4TInCKq/4Prx62iH1favzSLXDIBY+scZOmLMad++HKgv8J8vHqTomJnjHzlqleBzcOk9NfI7aExDgl0DwystAtsyG9mythPZnXxyCiGdtgSUWjY79pihW4ssoYd4Hm/HN0dNqYaS5Roj1Q7b0xEUmsRBf8Op5dlPyGZVJvHypItZxoNVHtjhl10NbbCRVT3c8p7Zl6OUZv17xWdn+HhoWrhayW3cfwuJVWzF9VDfVr7ZBxp4IjHO//4lJc9cgIMAfslCW3RxX50bZzZI5/dgPZ9Xz9ladSonu5i1atVW5fM2b0Ee5P9y9/0Dtnv107iK2rpyoLKyOgtRXBItYyDXRkVR/6f292+BZyl3gi3XTlTVSGIg7V8lXXrDLQnbQ5H21aEo/XfO3JrJs32uSUCy/r1R9R+3ujYgnLJzV2ZngTQ6rS1f+xrQFH6kdW5mPXAm2rGx9qcUVRsaezM+LVm3B0R9+Ubuh8UWxs/Eic5Cr3PWMddu2yTtCBO2csT2Vz/rvl67hvaGz8UKBvFZ3FkcsTv/yB1q8O8ZqMJM4RgVv7v89gSXTg1Vxwk7GirgSijFAdjY0f3I5+yA7wzLm5eyPiF4xnGVMn85qaRW3p+mLNqj5rciL+XHvwUMlgGUsi1FP3quiRUSTyLundtUy+PvmHcj7JNZiUeVpO1+DJixW7nO27z+p47DJy5TBRAw+kp+8g+UdIoK5Utli+OfufUyatxYXLl1TOxfihpSmBW/8LQ55UQj8gvn+OwAlL3XxG9W2xwSUWDGa169inQQ18FtWTLBLK1sjl6/eUKLUnUEOcciD1KphVevKXCYuefHHt+xo1o4l04LVNpRtcCY2xaIhD7hsJ2orJUnXc9gcNVB3fDhVrRbl4arXbgjit1viuuNF2n/MAlgsFvXgyguoTN3uCbbupCzNCvPDF8uwa+8xyAAX0deyYVV1gEW2fmXF+0LBvAkWBIn1S3IsvCIU7z94iN3rZlitsBoLbeuwWdfRakLQfPCkDmKNfKffVGVBEAuv+GiKeBGrrLRDC7K9Kg+m9I2shkXMqlXughF2lktbwautsuUAmxwukXD89Dnl16WlcyR4k2qHMF29aTf2bpqjFoMSxEJUo9UAdWDSVvDaToYST5418RccNysEVSuUwIxR3VV6R+2Jf2hNW5nbPpOSduS0D/Dyi/nVokFeBL9fvIpda6dZJz6xLlVr3g9vViyJUf3td2oSGweyOHj1zc7o0+mtBAs7Z+lS+hkVC+atO/eVD7/2khbRV6VpX+XSEn+nx1k93fGcGp3bHLHS8hQB8Fqtd9X/yngf3f9th4JGxqJYtiTIrtqIvm2tFk9X50bZghULrbhFyWJJz4FUsViJgJPDl/Jsyztk7vjeCaxqWrskTt/R8/DdD2fVAkzmbncFzcKnbU1rRo/47hRSniwcZdysXTDCrnhn40JcCV6r2QVN6lSyE7baXClnAJLy49UK0it4zWRlC0Hmpx5DZ6s/ya7QpCGd7Q5CanGdjRdXuesd67Z1lEWTuBTKQl4be2KdnTr8XSXiHAVZPIq7jRh/xNVRdnslaOXbvif0jklHB5MlrezaTRvZTQlwLchZkajoaGWc0YLmevDt9oVKGA+ZuBTfnTqrFmxaiFvQXlZ+6hLKN+ipzmHZutbI+R1xexKXmdpVS6t42vvCtl3S1oqNeqndcTFAyruhfIP3UKtKaTsjgvhXy86y5pKRpgWv9pBq5nZ5mFdt3KUc/P/+t1NiLBb8c/eB3bZBfMErW+qSl6wUbIPcqiCHF7QbBvQOnsTiyUql/5j5qFaxJCYM6mQ93e5sUpeT3HKLwtLpwXYnTKUMZ4JXBmSt1gNRvOjzGDegozqFu3L9Dqz6eLcSnmKpFAu1tC9kw06HL1ejL1LZXpABKNscsg2XmOAVy50cXvthz3Js++KQstKL9dTWEizWYlnRfTh/uDp0oCckV/CKuLO1mGgLA/F9lgdKxJMIT9uT7bLdJn/XBK/mR/35mil2J73lloq3Oo+CtishAnH91q9wck+cL6kW4vvwygJJLN0fzIo7wCkr4ROnz2HzB3HO/I4Eb1LtkPEjq3epo22QCUfaYyt449/SIPFlom1W/w21TaVtFztqT3zBq7kGaVt2jvqyRI0u6kDN1BFxYkkL7w2do7a/9FpARex+vH0fxswIwUcLRybYJXFUthnPqOazL5bpTq3rKt5iVZTJXQ5qib+e3K4i/2lBXLQ033ftb0afUz3PUXLmMy2NzAPiXiW3Juw/ckodXpTFSvzbOsTaf/nK32oRLnOS3NbwwcyBagfO1blRnnsxfMhNMCs37EKtKqWUO4CzIFaheSs+UeO4RNEXcOef+2o+unHrrvKz1Q7TaullS1dEirgyyDkDWxcbozxl8b9w1VaM6NMWzRtUUdklJrzkBhwRlDIv2obExoW4TsnumbhOyS0WIgrEOCEH4cR9Q6xyIiiiYyzWLGVLWhZitkGP4DWblW39ZDv83PnL6jCvuDnKAlr6SxNcWlxn48VV7nrHulauzE09h72vLPnynhQLrxg3ZOe3UMGn8f74Xglu/5C5r8uAGWrXYdmMgVZDhZanGPeeyJoZs8b0cHimwtn4lPdNlkzpMfxf6774pd++c08d7hW3URkr8u6TIIJbDGpiAb9z94EyaomVXAStzFty3uPLA8fRZ9RctSNRr3o55adtuyjULNSjg99G07pv2FVLduPk/Wq70yB+7nKDhXaORG7vknee5l6q5Sf1lJuSbMPrDd5D6VdfUu/cNC14tdOY2jao+NeK4BU1L7chyGEJmUhlNWTrJxNf8MrVF+KAH/+BjrXEqq0eERW2Nxskd1Jbu/lLtV3XsUVtVUfb7RcRtZbYWDtHeylHBk6vEe+rWw7kIJltSMydQNKNnrFCDU4JcvhDLKSyfffdziXqxdk5eDpy/S+bw5eB0RepWH1a9xhvvfZJJoNXq3dSV8NoB4e0tohTugxgOaChCQERnOLGoAXxyaneItjpFWOO+kQmEnFVkQdHturiB+3QgNzW8XazOJcOsfDKoQ1bn1BN8Mqqs3qlkuqwhbiADOhmf8tH8Tc7qy05sfDKyVHZwok/pqQMscjIrQZyu4EIxM+/OqIOfdmG+IJXLN/ykhWfPlmsvNG4D3p0aGi1HjsSvIm1Q1bP0j8y5sRKbBtEVF7966ad4LWdDCVu+qBAPJX7yQQHCB21J77g1dg486vUtldlAeDzr/VCq5+cHpats0Of2fNy9kzKdqccELUVEIk9v2Y+o7LQW/bRdjUeZPtODtTIrtXNO3fV1qu286HVV3zINUu69jejz2ly5zJJlxgrZ/mOnr5Sua+IEcGZq8C1v2/jzRb90bVNfeV2lpy5UStfXJHExUsWiuJnGD/I/Fi5SR90bVffboEt28MVG/ZE+2Y1lRDWgpxf6DZ4plrAL5zST1nA3BHEWDNi6nJ8se87TB7Wxc7lQ7NwySGs+NdDicDJ+WQ2LJhkfwtFYuNChMmQSUvUu0WC7O4M7tkaY2eGqCvW+nVtpizHsv2sBfGf1AS49rekBO+jYOWsL4SvLJxkHrO91SJ+fNvxIgt6WVC4wt02v6TGuvZuj++qoh1oF3Eubk9akF3D94bNRuHn8zkVtGKY6NB3itqp0wxbesZnYm5rg8Yvxt7DP+CbT+eq+bj1e+PV4lRuNXn5hWfV3CUud7JLowleKVN2IeVWFnFTVGddCuRVY0vapLkuCmMvG0OPpJP5UBZic8b1tFZd2/XQ8pfdU1noaTsbWn7xdw0lAznYJjvawjNNC155mQlUsRTJ9lWcibyo8rvVgnaXW2KCVw4b/frHFbtbAWwHiaxYkromKKlBtfrj3eoU7Kh+b9sdPNDSiVAQsSd+KrZBJhXxJZaDZvEPXSQmeCUPEQ4iFDNlSK+2PzQL0rZVk9QWgFwLI9tXtgeFtLKNvkilzmJpF3cJLYiYfKHAU2q7wjbYtkPbvtcc0bV44uMlVmtX7m0Uy76s7hyJU8lXLHnS97YH5JISvCIUxdetSd1Kdk70wlMWUpqFVzvMJZNr1n/dBWzb/ESWTOq6I72CV/pSfHab1qusrJRyO4KMFc2vKjmCV9wGxJqlWXK1+skCUVbsenx44497PYJXs36Lj7nttphtXq/V6ooKpV9Rgid+EEu37R2tiT17suCVRbBYtDYuHm3nshQ/3aN4RsUCJtbIJ7NnVYtQ8QmVe3Fl10peWnI1lhbkoFD8a92MPqdJzVvOfk+KlbyAwiMj1ULbNmzavl+5rohlRtojNw2I9Uc77KLFFdcOOaQoC089c+Of127izC+/K8uxrSFBmzecHYbSXIPk5SovWdtQrVk/5R8urgUSxEotAkjuwF0wuV8C61pyWcqLO3jsAuVzLCI6/lkN7SCvWMbF3UcLMieUqdNNncEQIWEb9IwLOc8iB0ZlAX37zn3IbRXaLpb4Uj94GGrNUu7cjm/pTkzwPipWImz37P8OefM8aXfbkTREXOVETIpxQdqX1HgRi6YcDEuKu56x7uiaMDE+yXtSFu9y/kELsutWo+UAu/tnRcd0Dp6mfF1FQzi791zmdDkgPbJfO7XzoLk7JDU29RxMFtdOMTjIOzL+QTvtejBbwauVKcYuYS07FwePnVZ+8bLoEtdAMRrJeZn4QRbD2v3o8pu8y994q4865yLWX9ECtnXQDj06uuu9XL0e6oCwjO00K3i1g0Pi8CwXiys/veqd0LJRNTVQtKB9vCK+4JULmrWTrfLgijVlz4aZdg+1rFDlwI3tYExq4Dj6Xe5YFGtq/IMCtnG1VZ12o4H8Jm0S/yJ1IvZfZ3LbNM4Er7zk9x85qQ7maVYUGWDyEmn31pvKXUDEXs/hc9SBMkeXsuuZMKUuzuogg1msEbZWULlV4ONtexVn7aoimRjlAnJxX9B87eQgnXxQw9atwNlVN0n1hzj2y6EFeVht2ykPofhRyoCcB+wAACAASURBVMEUcWXR6qNH8IpVRbaXba8iEt9o8ZHWBK9m4ZYXtu0BHdkqFP9X7dCjXsEr7ZRL0j//6lv1ERFZVWsH3+S35AheOYwnhzBlwtX8xWT7T/jLYYSUErxiORILUvyT4nLHpryo5BS1PC+37txVftLxBYycaNcONCTV//K7vARL1Oistg3bO7nA3OxnVJ4v2UqW08Va0LjIwdVSr+q76N3oc6qHX/w4eliJD5+c4hYrk+3HE+RwixxQlXnn/sNQ9WKP774k865cVShCTnZL9MyN2oHl+NYybRfQ2cl1TRDLLSyy+6QFseCKAUVb2MpcLGJXFihShm2bksPQNo3seMhtK+KP6ez+VJnH0qcPst6mI+m1OceRm1di40IMKxnSBVmvMlNzS8gWdSvN1x/P0t02Z4L3UbOShYoIdM39S9on833DjsPh6+Ot5jW940UPdz1jXYwb8YO2+LN950scbbzLbo7s6sg7sm7bwcoNMrEPxGhGl+R84CcxwSs7izJmZKEgH/KQHXHbq89kfm3ccbhyR9KMGOI/nSdXdrvxrH1sRNol16a93qAnGtUqr3xwbYPcJCK7k/E/5iIHamXXtk7VMuqqQTl7orl4ieuXuFBWq1DSzuApV5nKXb6i9WTuT/WC1/bDE5ZYizrJJ9s+8rDLtVViLdRWO+rk97UbmDexj3poZWK9/zAMGz/7Wh1Sky/JiH+cXJEkgkMOFGmWBdn6ltOb/bo2VSuLX85fVve/yWpbc6pOzi0NMhgadRyuxFbfzv9tjWkd/GT2LMpaFTdJTFJXeMiXx2Q1/fG2fdi+57A6rSxXekiQlamsdiTIl9REQI3oG3cPcfYnMquBIoJXHLUrlCqCDi1qq0vc5Xon8dESASF1kdP44rskeWtBRLHcKiDh/MUryrIilgM5ZSlBbhoQS3dSdciSKYNyKJdDXrZ3YsppVBl8LxZ4Gp3b1FW+P3M/2KwsXJ9+MN460e78Wu5YXqDcEOTeXanL9IXrUbp4IXXligR5UUkcEfCJfalHVn7te01StyvIPZdP5c6h/Lvlq0riTyuO8PIAaUGP4NV8u0Wgy4pbvlYkX8uROjWuXcF6S4PcNiEWa3mgxW9Mxq5sY1+88hfEyi4i0xXBK5zkLuVYxGLN3GF2voPJEbyawJIVs2zphodHqFs1xKLk7+ebYoJXxrpMmhf+vK7YyBWA4tYhX9ySRY5seUndZEHSpHYltGxUVV3rJwc7ZJdEng/tIKDeWwUSu6XhUTyjch/1gHELlcVCDqnIvCUfEpBnzXYrz5GYctdz6ui+1aR46mUlc4u4zMg25jst66g5R75QJrchyKE08bWTINulu/YdQ7d2DdTXzeTlvnj1VrUY2Lh0jHIZ0DM3ChP5kMDD0DB16lvmVJmn5HkTsbF5+Ti1SJKX6eAJS9StHto1g7JT+P2ps2osyiFZOVEui8tD3/2oXEvkGiXxYxRhI5b3Z/Mm/HjKqy8XVO5LMnfJy1jcEvS4O4hblcw5YpmuVTnOR9I2yMJT5i6xhMu9sfKVOrna8Mq1m5gyf63d/e56x4XcpCJfdRO3qufz58Wxk7+oa6YGdGuu3KwSC+JuItvZErZ/eVi9o+RAtRgAxDgk13/qZWVbjp5bGvSykjrJbqYsJsV/VM7xyFVVu/d9Z7UK6h0verjrHetyf72coxHBJ1vssqiq//ZQ5aIl11rKmJVxLz7Wclf1lpUT1DtCzrTI1ZZy+Fs42wYRfJo2cHRLg973pOOPC91X4ls0mPZxIamzfNlMztHIAVQpU25ayP2/7OrwtZy5kF0deTeLe5ZccydjWBaKcv2YuDN9FjJR+fPKZQFyi5ZoDLlVQXSKaDa5kk9cOG2vL5M2a+eZtC8Rxr+mU571JR9+pm5zeqNcMfW+nTR3rdIXwlIMl6le8Np+WlgaLVvz4k8rp0y1E+vaAJDBIgP9zC9/KPEkzstyB6j4lshDICdQ5TOzYi0Uf19fXx+1pS9uEOL7Iqfn5QozEZGyxSgTolgfNHeG5NzDq/mJOptEZItKO3Eufi4iYsUVQFZr0uHi62vreyaTs1hvHQV5wLW7JOXWAPlikZyKFL8bueFhQPeW1s+WygCXSdbWqqFtCzirq7ZdkVQdypYorK4Dko9ZxPdhlRWXvNhPnDmnPqghgnhQj1bK0d02iGVGtknkoZGXpaxuxfKnWWI1/1xb/1tn9ZZxsWj1Vnx7/Ce1dScvwGIvF1S+1PEPwOkRvGItmLPsY+V3LAsqscqIJUquaxHOmrO9POSyZbV77zH1dT1ZCMj2rfgEJsfCK+0TEShf5bK9IUL+nhzBK+nkWVjy4TbcvPWP2i6XusnX/WSS0D5oktjqPz5zPS4NkkYb6199cwIPw8LVQq17+4Z290fKsygLCTlxL0FeCPIpV9tDDkndG6vVLzHB+6ieUfGBlet7ZIEqk7Es3OSLY85OZ2ttcddzanvvrJZ3UjxdYSX1XBiyRX05UQSGLDYb1iivdkG0eUEO68kCUr4qKTsx8qzLh3dk3rY9Ga5nbhTLsLxAvzl2Rl31JJ8WlntKhal2C4mj+15lrhW3FzEuSF/Iu0POS0g67YCTCHPxU3QWxL1IjBTisyiCZeOS0QkORzlKq4kzZ/nanlYXg4s8DyLaxXAji+3end6yWrn0jguxhsl7RgSgXN0kvvjtm9VIcHjIUZ20d6Cj32ROE4u+Xla2eei5h9cVVrLwkHElB9XEBUp2DGWRY/tVNz3jReqYFHeJo2esO9IPYuCSxdXh739SYzZHtszqHSK6Q3MhEVcTqaujIHOidouUI8Gr9z3p6JYGmZOefup/yvAki1TtULXoD9FUl6/dUC5pXdrURc03SinfYdEbsnAU96BZSz/G/sM/qHbJ7oS4B8lOriwqtWB7D69cRSjPvtysEv/6PS2++OPKHCRWetv5QX6XhbG4Eor7mrhyilYQfSHvNO0qulQteJ3OLvyBBJSFe4Na/LjyLfa0DE58u2Rra+zAjnYfRDHSJrGoyYl426/XyVV18qIX67enBPWltaY1EtwB7SntYztSDwHZBp89rqedD2LqqR1r4qkEnH1p7XF7T+rtX69YkcgMJJAGCIhVRj6aIKc0jfpYp/bmihVALgGfMGcNAgP8sG7hKLsrzJJbf9nyFX9k2Qlp17SGsoTI9pWciHV0yX1yy0kN6eSEtviEyT3XObJn0X2YIzXUnXVIOwRke1vcxWxdxdJO7VnTtEpArLviMiDuBba3Sj1O70lX+46C11VijE8CJhCQa5V27/8OZYoXwtgB70D8vt0V5PCi+EzKLSWyZSVbf7JFFf90vbvKe1T5yJ2RcjuA+LQl51DHo6o3yyUBEiCBpAgUq95JuV5q18olFZ+/AxS8HAUkQAIkQAIkQAIkQAIeTYCC16O7l40jARIgARIgARIgARKg4OUYIAESIAESIAESIAES8GgCFLwe3b1sHAmQAAmQAAmQAAmQAAUvxwAJkAAJkAAJkAAJkIBHE6Dg9ejuZeNIgARIgARIgARIgAQoeDkGSIAESIAESIAESIAEPJoABa9Hdy8bRwIkQAIkQAIkQAIkQMHLMUACJEACJEACJEACJODRBCh4Pbp72TgSIAESIAESIAESIAEKXo4BEiABEiABEiABEiABjyZAwevR3cvGkQAJkAAJkAAJkAAJUPByDJAACZAACZAACZAACXg0AQpej+5eNo4ESIAESIAESIAESICCl2OABEiABEiABEiABEjAowlQ8Hp097JxJEACJEACJEACJEACFLwcAyRAAiRAAiRAAiRAAh5NgILXo7uXjSMBEiABEiABEiABEqDg5RggARIgARIgARIgARLwaAIUvB7dvWwcCZAACZAACZAACZAABS/HAAmQAAmQAAmQAAmQgEcToOD16O5l40iABEiABEiABEiABCh4OQZIgARIgARIgARIgAQ8mgAFr0d3LxtHAiRAAiRAAiRAAiRAwcsxQAIkQAIkQAIkQAIk4NEEKHg9unvZOBIgARIgARIgARIgAQpejgESIAESIAESIAESIAGPJkDB69Hdy8aRAAmQAAmQAAmQAAlQ8HIMkAAJkAAJkAAJkAAJeDQBCl6P7l42jgRIgARIgARIgARIgIKXY4AESIAESIAESIAESMCjCVDwenT3snEkQAIkQAIkQAIkQAIUvBwDJEACJEACJEACJEACHk2Agteju5eNIwESIAESIAESIAESoODlGCABEiABEiABEiABEvBoAhS8Ht29bBwJkAAJkAAJkAAJkAAFL8cACZAACZAACZAACZCARxOg4PXo7mXjSIAESIAESIAESIAEKHg5BkiABEiABEiABEiABDyaAAWvR3cvG0cCJEACJEACJEACJEDByzFAAiRAAiRAAiRAAiTg0QQoeD26e9k4EiABEiABEiABEiABCl6OARIgARIgARIgARIgAY8mQMHr0d3LxpEACZAACZAACZAACVDwcgyQAAmQAAmQAAmQAAl4NAEKXo/uXjaOBEiABEiABEiABEiAgpdjgARIgARIgARIgARIwKMJUPAa7N6rt8IM5uA4efpAX/j6eOHuw6gUyZ+Z2hPw8gJyZg3Ctdsp05/knZBAtoz+CI2IQXhkDPGYQCDQ3wfpAnxw+36kCaU9uiIOHzulCv/tj8uQf7dpWhvlSr3ySCqUK1sQrt8OQ+wjKf3xKzRzej9ExcQiNDw6RRqf+4mgFMmXmZpDgILXIGcKXoMAU0lyCl7zO4KC11zmFLzm8pbSKHjNZU7Bay7vtFYaBa/BHqPgNQgwlSSn4DW/Iyh4zWVOwWsubwpe83lT8JrPPC2VSMFrsLcoeA0CTCXJKXjN7wgKXnOZU/Cay5uC13zeFLzmM09LJVLwGuwtCl6DAFNJcgpe8zuCgtdc5hS85vKm4DWfNwWv+czTUokUvAZ7i4LXIMBUkpyC1/yOoOA1lzkFr7m8KXjN503Baz7ztFQiBa/B3qLgNQgwlSSn4DW/Iyh4zWVOwWsubwpe83lT8JrPPC2VSMFrsLcoeA0CTCXJKXjN7wgKXnOZU/Cay5uC13zeFLzmM09LJVLwGuwtCl6DAFNJcgpe8zuCgtdc5hS85vKm4DWfNwWv+czTUokUvAZ7i4LXIMBUkpyC1/yOoOA1lzkFr7m8KXjN503Baz7ztFQiBa/B3qLgNQgwlSSn4DW/Iyh4zWVOwWsubwpe83lT8Opnfv7CFYyeEYKz5y8he7bMCO7WAlVef1VlsPTDbQjZsAvRMTGoXbUMhvVqAx8fb/Xbz79eRN9R81G+VBEM79PWWuDZ85cxZsZK/HbhCvLmfhKThnbB8/mfclih2//cx+AJi3H9xh1sXTnBLo6z/PW3zHlMCl6DFCl4DQJMJckpeM3vCApec5lT8JrLm4LXfN6eJngvP7iDXZd+wr3IMNR4+iUUzpbbbVAbdBiGt+pUQuvG1XHw2Bn0Gz0P+zfPxckff8PwqcsRMmcIMmdMj26DZ6F21dJo2bAqTpz5FeNnr0bBfHmQMX06q+C1WGJRp+1gtGlSXcX7eNterNn0BbaGTExQ34eh4WjZbSwqlS2GfUdO2gleZ/m7q9EUvAZJUvAaBJhKklPwmt8RFLzmMqfgNZc3Ba/5vD1J8B66/jua7VhiB/Gdl17HmNL1DIMVy+3mHQfQqFYF+Pr4qPxK1+mGjUvGYOWGncj1ZDZ0bl1X/f3rQyeUtXfl7MG4dOUvZQ1etXE3bt6+axW8V6/fhAjoo58vgpe8TAFUatwby2YMwHP57K28oWHhKq38JxZmWwuvs/wNN/jfDCh4DZKk4DUIMJUkp+A1vyMoeM1lTsFrLm8KXvN5p2bBu+LnQ7gd/lA3lC1/nMTvd28miN+3WFXdeUjEDoXKIVtg+kTTnP75d/QeORd71s9E5wHT0KJBFVSvWFKl+ePSNXToOwV7N8225rFo1VY7wXvt79uo124wju1YbBW8b7YIxqAerVC1QnGHZR8/fS6B4NUixs/fpQYnEpmC1yBJCl6DAFNJcgpe8zuCgtdc5hS85vKm4DWfd2oWvJU+mYHzd2+4ACUWQJy11EjY27g/CmbO4TSLP6/dQJcB0zGiTzuULVkYrXuMR9e29VCxzCsqjVhvG3Ycrqy3zgRpbGws6rUfqtwZRCzv3HsUwyYtxcQhXZQ7hKNAwWukVx9RWlcEb+y9a4j+4WP4VeyZZG3TB/rC18cLdx9GJRmXEYwToOA1ztDVHCh4XSVmLD4FrzF+yUmdK1sQrt8Og0gXhpQnkJoFb2q08MpBs94j5mLwe63wRrliqoM6BU9D41oVrUJV4nQdOCNRC6+kk3jjZq3C9Ru3Ua1CCZz86Ty6t2+oXCeOHP9R5b102gAUfuFZ9W8K3pR/HtxegiuCN3RKcVj+Pge/Cj0Q0HBKonWh4HV7VyWaIQWvubylNApec5lT8JrLW0qj4DWXeWoWvK6SSEkfXqnL5at/o3PwdEwc0hnFizxnrd6EOauRJVMG9OjQSP3t8y+/xabt+7B85kBrnKRcDqKiopUP76crJiAgwA/y/xIyZ8oAP984n2EKXldHRCqI74rgjT75CcJXtwdiY+H7WlsENF9g9XeJ3xQKXnM7l4LXXN4UvObzpuA1nzkFr7nMPUnwKlH64A52XvxR3dJQ85nCbr2l4e0+k9G8fmXUqmLvciBCdOC4RVj1/lCkTx+ELsHT0ax+ZTSpUzFRwduy+zh0b98A5Uq+jEWrtigL75JpwU4HAAWvuc+GW0pzRfBKgdFntiE8pA1giYZP0UYIbLMCXj6+CepCweuW7tGdCQWvblRui0gLr9tQ6sqIglcXJrdGouB1K84kM/M0wZtkg5MZQfx2a7QcAD8/e+0xfWQ35Y4QsnEXln24DVHRMWhYszwG9WipjHOT563Fui1fwWKxQPx2fXx80LRuJQzr3RZHvv8JY2eF4NadeyhSKD8mDemMHE9kSVDDPQe+R/DYhcrwJ/lLHfLlzYnNH4xPNP9kNtUuGQ+tGaToquBVovfXvQhf9hYQHQ6fF6sjsMM6ePkG2NWEgtdgx7iYnILXRWBuiE7B6waILmRBwesCLDdFpeB1E0id2VDw6gT1mEaj4DXY8ckRvFJkzMWjCFvcAIi4D+985RDUeTO8Av67OoSC12DHuJicgtdFYG6ITsHrBoguZEHB6wIsN0Wl4HUTSJ3ZUPDqBPWYRqPgNdjxf57+Ft65iyYrl5irZxC2sDYQehveTxVD0Lvb4BUUtwVAwZsspMlORMGbbHTJTkjBm2x0yUpIwZssbIYSUfAawudyYgpel5E9VgkoeA1297luWZVIDXhzGHxfa+1ybpYbvyFsQU3E3rsOr/+9iKBuO+CdMQcFr8skjSWg4DXGLzmpKXiTQy35aSh4k88uuSkpeJNLLnnpKHiTx+1xSUXBa7Cnf+37LGLvXFa5eOcugsCGU+FdoIJLuVruXI4TvbcvwivbMwjqvhMZc+XjPbwuUTQWmYLXGL/kpKbgTQ615Keh4E0+u+SmpOBNLrnkpaPgTR63xyUVBa/BnhYf3uhjaxCxa8J/wrdABQTWGOqS8LXcv4GwhbUQ+9cv8MqUE9n67kFgruf44QmD/aM3OQWvXlLui0fB6z6WenKi4NVDyb1xKHjdyzOp3Ch4kyL0eP9OwWuw/20PrUXtn6eEL8Lvq1x9X66LwBaLgaDMukqJDfsHYYvqwvLnD/BKnw05+u5GaNYXdaVlJGMEKHiN8UtOagre5FBLfhoK3uSzS25KCt7kkkteOgre5HF7XFJR8Brs6QS3NITdReS+eYg8ME/lnGH4L7oFr8SPjXgYJ3ovHYNXYEYEdtkCn2dKGawlkydFgII3KULu/52C1/1ME8uRgtdc3lIaBa+5zCl4zeWd1kqj4DXYY06vJQu7i+jz++H7cj1VguXORUQfWwv/Ct2TFMCxUWGI+qApIs/tBXwDEdR1C3zyv26wpkyeGAEKXvPHBwWvucwpeM3lTcFrPm8KXvOZp6USKXgN9pbee3jDP+qC6O/WAkGZENhgKnxfa5Noyen8YnFvWUuEn9oG+Pirj1P4FnrTYG2Z3BkBCl7zxwYFr7nMKXjN5U3Baz5vCl7zmaelEil4DfaWXsFruXoK4ZsHwvL7N0jXfUeSB9rkHl4fr1j8vaw9oo9vALx91GeIfV9pbLDGTO6IAAWv+eOCgtdc5hS85vKm4DWfNwWvfubnL1zB6BkhOHv+ErJny4zgbi1Q5fVXVQZLP9yGkA27EB0Tg9pVy2BYrzbw8fFWv/3860X0HTUf5UsVwfA+ba0Fnj1/GWNmrMRvF64gb+4nMWloFzyf/ymHFbr9z30MnrAY12/cwdaVE6xxHjwMw5iZK3Hw6Bn1yeEWDaugW7sG+huVREwKXoMo9QperRgRvrYfqghdUAv+r7VJcIev9uGJfx5EImJTX0QfXqayCGi+AH6l2hmsNZPHJ0DBa/6YoOA1lzkFr7m8KXjN503Bq595gw7D8FadSmjduDoOHjuDfqPnYf/muTj5428YPnU5QuYMQeaM6dFt8CzUrloaLRtWxYkzv2L87NUomC8PMqZPZxW8Fkss6rQdjDZNqqt4H2/bizWbvsDWkIkJKvQwNBwtu41FpbLFsO/ISTvBO2HOaogYnjC4E27fuYeW3cdhxqjuKPnKC/oblkhMCl6DGF0VvLbFyXVm4eveVX+Kf4dv/C+tRXw+FlFfTlVx/RtMgX/FHgZrzuS2BCh4zR8PFLzmMqfgNZc3Ba/5vCl49TEXy+3mHQfQqFYF+Pr4qESl63TDxiVjsHLDTuR6Mhs6t66r/v71oRPK2rty9mBcuvKXsgav2rgbN2/ftQreq9dvQgT00c8XwUtepgAqNe6NZTMG4Ll89lbe0LBwlVb+EwuzrYX3q4Mn8EKBvMiTM7vK472hc1D59VfRpE5FfQ1LIhYFr0GMRgSvFO3sDt+MhSsn+PBE5P75iNwySNXYr+oABNQeZbD2TK4RoOA1fyxQ8JrLnILXXN4UvObzTs2C95898xBz/5bpULJU6wGfjHEC0lk4/fPv6D1yLvasn4nOA6ahRYMqqF6xpIr+x6Vr6NB3CvZumm1NvmjVVjvBe+3v26jXbjCO7VhsFbxvtgjGoB6tULVCcYfFHj99LoHgtY0o7g112w3B8pkDUeCZ3G7hRsFrEKNRwasVH7lzQtxVZv/e4RtQtB6yNp+BB4H2HR11dBUi1ndXyXzLdkJAk1nWAWawKY91cgpe87ufgtdc5hS85vKm4DWfd2oWvBeGvITIa2dNh/LspB/hn8v5ff5/XruBLgOmY0SfdihbsjBa9xiPrm3roWKZV1RdxXrbsONwZb3VQnzBGxsbi3rthyp3BhHLO/cexbBJSzFxSBflDuEoJCZ4wyMi0WfkXBQtVADd327oNmYUvAZRukvwqmrY3uEbfh9eQZkR1P8QvLM+Y1fL6JOfIHxNB8ASA9/izRDQchm8vOMcyhmSR4CCN3ncjKSi4DVCz/W0FLyuMzOagvfwGiXoWvrULHhTo4VXDpr1HjEXg99rhTfKFVOwOwVPQ+NaFa1CVeJ0HTgjUQuvpJN442atwvUbt1GtQgmc/Ok8urdvqFwnjhz/UeW9dNoAFH7hWfVvZ4L33oNQ9BgyC6VeLYSeHd17SJ+C17XnKUFstwpeLfewu4ha3xX+TxdDbJXBDmsY/fNuhK9oAcREwqdwHQS2XwMvHz+DrXl8k1Pwmt/3FLzmMqfgNZe3lEbBay7z1Cx4zSWRdGmXr/6NzsHTMXFIZxQv8pw1gRwcy5IpA3p0aKT+9vmX32LT9n3KtUAL8S288UuLiopWPryfrpiAgAA/yP9LyJwpA/x843yGHQneiMgovNNvKmpWLqUOwLk7PNaC99KVvzF00lJ1zYY4SY8d2BHFChd0yvifuw9Qu+0g9H6nCZo3qKLipYjgBRD/0JqjSsX8fhBhixsA0eHwKVgJgZ0+hpdfkLvHyGORHwWv+d1MwWsucwpec3lT8JrPm4JXP/O3+0xG8/qVUauKvcuBCNGB4xZh1ftDkT59ELoET0ez+pXtDo45Erxyo0L39g1QruTLWLRqi7LwLpkW7LRCjgTvgpWf4sbtuxjVr73+hrgQ87EWvG17TsDrrxXBO63qYN/hHzDx/TXY9dF06wokPkcRx0d/+AWdW9UxVfBazh9A1OltCGg4JUHXxlw8Gid6I+7D++nX1FfZvAIzuTAEGFUIUPCaPw4oeM1lTsFrLm8KXvN5U/DqYy5+uzVaDlB33dqG6SO7KXeEkI27sOzDbYiKjkHDmuUxqEdLdVZo8ry1WLflK1gsFojfro+PD5rWrYRhvdviyPc/YeysENy6cw9FCuXHpCGdkeOJLAkqtOfA9wgeuxCIjVX5Sx3y5c2JzR+MR7Vm/XDj1l14ecfd9CBBfILF5cId4bEVvNIpNVsNwOFtC6zXcrzVeZTq2NeKJXTwPnriFywI+RQFn82D5/LlMU/w3ryJB+NfVIfZAlsscviFtpirZxC2sDYQehveuQojqNvn8Er/hDvGx2OTBwWv+V1NwWsucwpec3lT8JrPm4LXfOZpqcTHVvAeP/0rxs4Mwacrxlv7S1YdpYsXQtO6b9j1ofifNOs6GjNG98DaT/aYK3gfRqmry+S+Xq+seZG+/xEgKHOCMWa58RvCFtRE7L3r8MpeAEHv7YF3xhxpaSw+0rpS8JqPn4LXXOYUvObypuA1nzcFr/nM01KJj63gPfTdGcxZugnrF/93l+2wycvwfIG8aN+0hl0fil+JmO/FiVu+MmJr4Y2NTcHuFqv+v/n/s3s2MpV/G97pEm4RaDWIunUJf06ujOibF+Cb/Vk8Nfhr+D3xdApW0LOyFtGbov3pWbgMt4a8DSN0OYPHgfneQycUFzmbIZfmv9u2AaqUd3wXqMsAXUzwOPB2EUnKRrd5Z6ZEUcK+7wAAIABJREFUQf9+UyElsmaeJhB4bAWvfCJv+JTl2L56shVzrxHvo0LponYW3guXr6P/mAX4aMEI+Pv7JRC8126HpUg3qUNr3l64GxrlOP+wu44tvfdvIGxBLVj++gVemXIiXY+d8M7h/CBeilQ+DWYqE9n/sgTh+p2U6c80iCTFq5w1gz/CImMQHhmT4mWxAEAsvEH+PrjzINKjcRw+dkq179ffL0P+3aZZbbxeKu5OUbNDzqxB+OtOmGa3MLv4x668zOn8EGWJRWh43K0A7g5y6wZD2iXw2AreO3fvo1qz/ji4dR4CA/xVD8q3oMcN7IjiRZ639qh8Zm/xqq1W5275DrSPjzdaNaqGPp3fMv+WhrC7CF1QE97ZnkFgh3UOR15s2D8IW1QXlj9/ANJlUz69PrlfTruj1ISa06XBBMjxiqBLg7nM6dJgLm8pjdeSmcucLg3m8k5rpT22glc66p3+U1Gi6Avqm9G79h7FnGWbsOPDKeoQ27Y9h1Gm+Evqu9G2Ib5Lg9nXklmunkLo/BrqEJt/9SHwrznMseiNeIiwpY1g+eMQEJBR3d7g80yptDY+TasvBa9pqK0FUfCay5yC11zeFLzm86bgNZ95WirxsRa81/66hUETFuPHsxeQN/eTmDC4k/UrIBUb9cLsse/ZWXulYx+14JU6yDVloQtqqXEW2OEj+L5cz7HojY5QH6eI+eULwDdQ3dPr+5z9gby0NFhTsq4UvClJ13HeFLzmMqfgNZc3Ba/5vCl4zWeelkp8rAWvOzrKbAuvVueo/fMQsWUwEJQJ6brvhHfuoo5Fb0w0wkNaI+bH7YC3r/oim+/Ldd3RdI/Kg4LX/O6k4DWXOQWvubwpeM3nTcFrPvO0VCIFr8HeelSCV6od/lEXRH+3Fl7Znkb6focdHmKTeLEWCyI+6oTo4xvUFxYCWi6DX4nmBlvuWckpeM3vTwpec5lT8JrLm4LXfN4UvOYzT0slUvAa7K1HKXil6qHTy8By7Qy8C1RAuu47nLZGrlWL2NQX0YeXqTgBTWbBr1xng633nOQUvOb3JQWvucwpeM3lTcFrPm8KXvOZp6USKXgN9tajFrwIu2v9Eltih9i0ZkbuGIfIPXGfKA6oPQp+VQcYJOAZySl4ze9HCl5zmVPwmsubgtd83hS8+pmfv3AFo2eE4Oz5S+pwfnC3Fqjy+qsqg6UfbkPIhl2IjolB7aplMKxXG3U7lQS537rvqPkoX6oIhvdpay3w7PnLGDNjJX67cEWdiZo0tAuez/+Uwwrd/uc+Bk9YjOs37mDrygl2cZzlr79lzmNS8Bqk+MgFrxxiu3oKkTsnILDlEqduDbbNjNw/H5FbBqk/+VXojoCGUw1SSPvJKXjN70MKXnOZU/Cay5uC13zeFLz6mTfoMAxv1amE1o2r4+CxM+g3eh72b56Lkz/+huFTlyNkzhBkzpge3QbPQu2qpdGyYVXI9wvk4H7BfHmQMX06q+C1WGLVta5tmlRX8T7ethdrNn2BrSETE1RIrnZt2W0sKpUthn1HTtoJXmf5629V4jEpeA2STA2CNzlNiDq6ChHru6ukvq+1RUDzBfB6jD8jQ8GbnFFkLA0FrzF+rqam4HWVmPH4vIfXOENXcqDg1UdLLLebdxxAo1oV1DWsEkrX6YaNS8ZAvj2Q68ls6rpWCfK1QrH2rpw9GJeu/KWswas27sbN23etgvfq9ZsQAX3080VWHVGpcW8smzEAz+Wzt/KGhoWrtPKfWJhtLbzO8tfXqqRjUfAmzSjRGKlO8MqHKVa0QGDDKU5vbtAaFH3yE4Sv6QBYYuBTtBEC24bAyztu2+JxCxS85vc4Ba+5zCl4zeUtpVHwmss8NQveDb9+jz8f3kkUSNOCJZA3Q1YVxza+s787y8w2vp4eOP3z7+g9ci72rJ+JzgOmoUWDKqhesaRK+sela+jQdwr2bpptzWrRqq12gvfa37dRr91gHNux2Cp432wRjEE9WqFqBcef9T5++lwCwasVED9/PW3QE4eCVw+lROKkNsGr3dzgnbuIuq4MQfYfzojflOifd6u7ehETCZ/CddS1ZV4+fgappL3kFLzm9xkFr7nMKXjN5U3Baz7v1Cx439qxGEeu/5EolA21uqBczvwqjm18Z393lplt/KR64c9rN9BlwHSM6NMOZUsWRuse49G1bT1ULBP3OW6x3jbsOFxZb50JUjkUX6/9UOXOIGJ5596jGDZpKSYO6aLcIRwFCt6keiYV/p7aBK8cYpMvscnNDYl9lMIWZczvB9VX2RAZCp+CldQHKrz8Hq9vhlPwmv9wUfCay5yC11zeFLzm807Nglcstpcf3E4USrPnStpZeLX4zv7uLDPb+IkVKAfNeo+Yi8HvtcIb5YqpqJ2Cp6FxrYpWoSpxug6ckaiFV9JJvHGzVuH6jduoVqEETv50Ht3bN1SuE0eO/6jyXjptgPXjXhS85j8fhktMdYJXDrHduQjcvqSuKtMbYi6fQNjC2kDEfXg//Zr6FLFXYCa9ydN8PApe87uQgtdc5hS85vKm4DWfd2oWvObTSLzEy1f/Rufg6Zg4pDOKF3nOGnnCnNXIkikDenRopP72+ZffYtP2fVg+c6A1TlIuB1FR0RAf3k9XTEBAgB/k/yVkzpQBfr5xPsMUvKltROioT2oUvPGrLQLYO+szSbYm5uqZONEbehveuQojqNvn8Er/RJLpPCECBa/5vUjBay5zCl5zeVPwms+bglc/87f7TEbz+pVRq4q9y4EI0YHjFmHV+0ORPn0QugRPR7P6ldGkTsVEBW/L7uPQvX0DlCv5Mhat2qIsvEumBTutEAWv/r5KNTFTu+CN+HQQog7MVx+l0GPxtdz4DWELaiL23nV4ZS+AIPlsceZcqYZ3SlWEgjelyDrPl4LXXOYUvObypuA1nzcFrz7m4rdbo+UA+Pn52iWYPrKbckcI2bgLyz7chqjoGDSsWR6DerRUh9Emz1uLdVu+gsVigfjt+vj4oGndShjWuy2OfP8Txs4Kwa0791CkUH5MGtIZOZ7IkqBCew58j+CxC4HYWJW/1CFf3pzY/MH4RPPX17LEY/HQmkGKqV3whm8eiOhvFgBBmdQhNu/cRZNsseXO5TjRe/sivLI8FSd6n3g2yXRpOQIFr/m9R8FrLnMKXnN5U/Caz5uC13zmaalECl6DvZXaBa80L/yD5oj+cTv03twgaSz3byBsYS3E/vULvDJkR1C3HfDOWcggrdSbnILX/L6h4DWXOQWvubwpeM3nTcFrPvO0VCIFr8HeSguC1/bmBnFrEPcGPSE27B+ELaoLy58/AIGZEfTuNvjkjfv0oKcFCl7ze5SC11zmFLzm8qbgNZ83Ba/5zNNSiRS8BnsrTQjef29uCJ1eBgi/D9/y3RHYSN/nhGMjHqoryyx/HAL80yGo82b45H/dILXUl5yC1/w+oeA1lzkFr7m8KXjN503Baz7ztFQiBa/B3korgleaabl6CqEzyqkWB7ZYBN/X2uhqfWx0hPo4RcwvXwA+/gjssA6+hd7UlTatRKLgNb+nKHjNZU7Bay5vCl7zeVPwms88LZVIwWuwt9KS4JWmRh9bg/B176pWZxh/JckvsWl4YmOi1WeIY05tBrx9ENhmBXxfaWyQXupJTsFrfl9Q8JrLnILXXN4UvObzpuA1n3laKpGC12BvpTXBK82N3DkBvkXr6bqxwRaPXEMSsfYdRB/foP4c0Go5/Eo0N0gwdSSn4DW/Hyh4zWVOwWsubwpe83lT8JrPPC2VSMFrsLfSouA10mQlejf1RfThZXGit8ks+JXrbCTLVJGWgtf8bqDgNZc5Ba+5vCl4zedNwWs+87RUIgWvwd5K64I3fF1XyC0O4pfrSojcOR6RX0xWSfxrDoN/9SGuJE91cSl4ze8SCl5zmVPwmsubgtd83hS85jNPSyVS8BrsrbQseOWTw8m5uUFDFrl/PiK3DFL/61ehOwIa6rv5wSDyFElOwZsiWBPNlILXXOYUvObypuA1nzcFr/nM01KJFLwGeystC15punZzg2/JVghsucRlGlFHVyFifXeVzve1tghovkB9gjCtBQpe83uMgtdc5hS85vKm4DWfNwWvfubnL1zB6BkhOHv+ErJny4zgbi1Q5fW4e/aXfrgNIRt2ITomBrWrlsGwXm3g4+Otfvv514voO2o+ypcqguF92loLPHv+MsbMWInfLlxB3txPYtLQLng+/1MOK3T7n/sYPGExrt+4g60rJ1jjPHgYhjEzV+Lg0TPqk8MtGlZBt3YN9DcqiZgUvAZRpnXBq0Tv+QOQD1IkN0Sf/ETd4ABLDHyKNlI3OHj52H+jO7l5m5WOgtcs0v+VQ8FrLnMKXnN5U/Caz5uCVz/zBh2G4a06ldC6cXUcPHYG/UbPw/7Nc3Hyx98wfOpyhMwZgswZ06Pb4FmoXbU0WjasihNnfsX42atRMF8eZEyfzip4LZZY1Gk7GG2aVFfxPt62F2s2fYGtIRMTVOhhaDhadhuLSmWLYd+Rk3aCd8Kc1RAxPGFwJ9y+cw8tu4/DjFHdUfKVF/Q3LJGYFLwGMXqC4LVFIBZfBGWGd9ZnXCIT89MOhC1vqtL4vFQLQe9sdCn9o45MwWt+D1Dwmsucgtdc3hS85vOm4NXHXCy3m3ccQKNaFeDr46MSla7TDRuXjMHKDTuR68ls6Ny6rvr714dOKGvvytmDcenKX8oavGrjbty8fdcqeK9evwkR0Ec/X2Td4a3UuDeWzRiA5/LZW3lDw8JVWvlPLMy2Ft6vDp7ACwXyIk/O7Krs94bOQeXXX0WTOhX1NSyJWBS8BjF6kuBV7g0Laiqxm677Tt139GoIY37bj7BlbwFRoeqjFvJxi7QSKHjN7ykKXnOZU/Cay5uC13zeqVnw3juwElG3LiUKJVP5dvDL/qyKYxvf2d+dZWYbX08vnP75d/QeORd71s9E5wHT0KJBFVSvWFIl/ePSNXToOwV7N822ZrVo1VY7wXvt79uo124wju1YbBW8b7YIxqAerVC1QnGHVTh++lwCwWsbUdwb6rYbguUzB6LAM7n1NCPJOBS8SSJKPIInCV65rSF0fg1Yrp2B78t1Xb65QUhZrpxE6NzqSvQGNJ4Bv9e7GiRsTnIKXnM425ZCwWsucwpec3lT8JrPOzUL3suTKiPs7P5EoeQd/CWCXnxDxbGN7+zvzjKzjZ9UL/x57Qa6DJiOEX3aoWzJwmjdYzy6tq2HimVeUUnFetuw43BlvdVCfMEr15XWaz9UuTOIWN659yiGTVqKiUO6KHcIRyExwRseEYk+I+eiaKEC6P52w6SaoPt3Cl7dqBxH9CjBK4LV4M0NQin6590IX9YY8PJGUPed8Mkf9znj1BwoeM3vHQpec5lT8JrLm4LXfN6pWfAqi+3Ni4lCyVShvb2F99/4zv7uLDPb+IkVKAfNeo+Yi8HvtcIb5YqpqJ2Cp6FxrYpWoSpxug6ckaiFV9JJvHGzVuH6jduoVqEETv50Ht3bN1SuE0eO/6jyXjptAAq/EGfBdiZ47z0IRY8hs1Dq1ULo2dG9X3Ol4DX4THqa4BUc2s0N8m9xSxD3hKSCCOWofQsQc/UULFdPqi+wRX2zFAjKinTBh+GdxfFpzaTyNet3Cl6zSP9XDgWvucwpeM3lTcFrPu/ULHjNp5F4iZev/o3OwdMxcUhnFC/ynDWyHBzLkikDenRopP72+ZffYtP2fcq1QAvxLbzxS4qKiob48H66YgICAvwg/y8hc6YM8PON8xl2JHgjIqPwTr+pqFm5lDoA5+5AwWuQqCcKXkESfWwNwte9q+ik63/I7jPEIohjzh9AbNg9+L/57wcnwu7iwfA8VpreuYvAK3NuxPy8C945CyGoz354+QUZpJ1yySl4U46ts5wpeM1lTsFrLm8KXvN5U/DqZ/52n8loXr8yalWxdzkQITpw3CKsen8o0qcPQpfg6WhWv7LdwTFHglduVOjevgHKlXwZi1ZtURbeJdOCnVbIkeBdsPJT3Lh9F6P6tdffEBdiUvC6AMtRVE8VvNLW8M0DEf3NAiAoE9L1P2y9ueFB/wxWFBnGX7EebovcOQG+z1VE+OYByg/YW1wZQu/Acv1n+LxcF0Eufs3NYNe4lJyC1yVcbolMwesWjLozoeDVjcptEXNlC8L122GIdVuOzCgxAhS8+saH+O3WaDlA3XVrG6aP7KbcEUI27sKyD7chKjoGDWuWx6AeLdVhtMnz1mLdlq9gsVggfrs+Pj5oWrcShvVuiyPf/4Sxs0Jw6849FCmUH5OGdEaOJ7IkqNCeA98jeOxCIDZW5S91yJc3JzZ/MB7VmvXDjVt34eX9313+4hMsLhfuCBS8Bil6suAVNKHza8Ly+zdI132H9a7e8I+6KGo+eYrC77W2CW5zsPUD9nmlEWLO7QXC7sC/5nD4Vx9skHjKJKfgTRmuieVKwWsucwpec3lLaRS85jKn4DWXd1orjYLXYI95uuCVmxtE4Po3murS3by2fsD+VYIR+fVMINaCwE6fwLfQmwapuz85Ba/7mSaVIwVvUoTc+zsFr3t56smNglcPJffFoeB1H0tPzImC12CverzgNcDH6gccmBEBVYMRsX0U4J8e6foegPeTzxvI2f1JKXjdzzSpHCl4kyLk3t8peN3LU09uFLx6KLkvDgWv+1h6Yk4UvAZ7lYI3cYDKr7doPXXoTSzF0d+thVe2Z5Gu30F4BWU2SN99ySl43cdSb04UvHpJuSceBa97OLqSCwWvK7SMx6XgNc7Qk3Og4DXYuxS8+gHGxkQhbG41WC5/D5+ClRDY9TN4eXvrzyAFY1LwpiBcJ1lT8JrLnILXXN5SGgWvucwpeM3lndZKeywE79IPt6lvQcv3o2tXLYNhvdrAx8deaFkssZixaD227j6IGIsFFUoVxaj+byNdUABadBuLX369CIgqApApQzrs3/y++jcFr/4hH76uK2Lv/42YyyeAhzfhV6kXAupP1J9BCsak4E1BuBS85sN1UCIFr/ndQMFrLnMKXnN5p7XSPF7wylUZw6cuR8icIcicMT26DZ6lviAin8CzDRu37cWmbfuwaEp/dU1G9yGzUKbES+jWrgHqtB2MOWN7omC+/+6Z1dJS8Oob8uoQ2/waQPh9+LzSBDGntwCWaAS0DYFfsSb6MknBWBS8KQiXgtd8uBS8+O2Pyzh87BTaNK2NcqXiPpNqdqDgNZc4Ba+5vNNaaR4veMfOWoVcT2ZD59Z1Vd98feiEsvaunG1/PZZckhzg74cXCz6t4i1bux3nL1zFpKGd1RdD1i8ehZw5siXoXwpe/UPecv4AQhfUgm/JVsqlIWJdV8DHH0G9v4ZPnkfzQtJqT8Grvx/dFZMuDe4iqS8fWnj1cXJnLAped9JMOi8K3qQZPc4xPF7wvtN/KuTi4uoVS6p+/uPSNXToO8Xuu9DxB8CV6zfV96U7taqjPnH36pudUbF0UfUpvGxZM6Ffl2aoVDZOoFHwuvb4iKVXDrBJiPh0AKIOLIRXxv8hqN9BeGfK6VpmboxNwetGmDqzouDVCcpN0Sh43QTShWwoeF2A5YaoFLxugOjBWXi84G3dYzy6tq2HimX+FajXb6Jhx+E4+vkih93avOsYnDn7hxLJ8vUQCSOmLke1iiVQvlRRfHP0lPrs3taQScpyfOteRIoMD3k5+Xh74WF43DeoPTHEXDmFh5uCEfXbN/DJWwxZBhx6dM30ArJlCMDt+ynTn4+uYam35Izp/BARaUFkdEzqraQH1czf1wcB/t64HxrlQa1K2JSDR0+qP547fxny7/bN66LCv/O/2Q3PlpFzipnM0wf6ItoSi4jIlJlTnsgUYGZzWJabCXi84O0UPA2Na1VUfrsSzp6/jK4DZyRq4ZVP402e9yEyZ8yA4X3iRK9t6Nh3ChrXroi61csiIsri5i6Jy07Erlgdo2M886OUEef24e/5TeCT9SnEhj9A9K2LSFeiCXK8uy5FeCaVqRxH9PfzTrH+TKr8x/F3Px8vxMTGwpIyj9DjiDTRNsuFKD5eXojy0DlFa/z+wz+of/7820XIvzu3qY83yr36SMZDgJ83IqMs/LSwSfR9fbzki7WIsaTMe1P6kyHtEvB4wTthzmpkyZQBPTo0Ur30+ZffYtP2fVg+c6Bdrx349hTy5MqB/E/nUn8/9sMvGD1jJTYuGYNzv19GscIFrfHb9ZqI1o2ro8Ybr9GlIbljP+yuOsRmuXYGPi/XQ8y5r4DIh/CvPQr+VQckN9dkp6NLQ7LRJTshXRqSjS5ZCenSkCxshhLRpcEQPpcT06XBZWSPVQKPF7zidysuCKveH4r06YPQJXg6mtWvjCZ1KuLbEz+rmxvkoNqsJRvx07mLmDWmhzq8Nn7Oatx/EIrRwR1QtWlfzBrzHsqXKoJvjp7GgLELsW31ZDyRNRMFr4HHxfbmBt9XmyH6xAaVW2DnT+H7YjUDObuelILXdWZGU1DwGiXoWnoKXtd4uSM2Ba87KOrPg4JXP6vHMabHC17p1JCNu7Dsw22Iio5Bw5rlMahHS3h5eaH/mAV4Lt9TeLddfYRHRGL87NXYe+gHWGItePXl5zCq39t4MnsWHPj2NKYtXIe/btzGU7lyYGCPlij9aiE1XnhozdhjE33mM4SvaKky8X31LUSf+Dju88O998I7ZxxjMwIFrxmU7cug4DWXOQWvubylNApec5lT8JrLO62V9lgI3pTsFApe43Sj9s9DxJbBQFAmdT1ZzG8H4JU5D9IFH4FXuqzGC9CRAwWvDkhujkLB62agSWRHwWsubwpe83lT8JrPPC2VSMFrsLcoeA0C/Dd5+EddEP3dWnhlzQsv/yBY/joH72fLIKjHLnh5+7inkERyoeBNccQJCqDgNZc5Ba+5vCl4zedNwWs+87RUIgWvwd6i4DUI0CZ56PQy6hCbX4UeiPpuLRB2B76l2yOw2Xz3FeIkJwreFEdMwWs+YrsSKXjN7wC6NJjLnILXXN5prTQKXoM9RsFrEKBt8rC7iD6/H75ya8PvhxC2oCYQa0FA4xnwe72rGwtKmBUFb4ridZg5LbzmMqfgNZc3Lbzm86bgNZ95WiqRgtdgb1HwGgSYSPKofe8jYutQwMtbuTb45CubYoVR8KYYWqcZU/Cay5yC11zeFLzm86bgNZ95WiqRgtdgb1HwGgToJHn0sTUI3zIQPk+XRMzZr4CgLEjX9xt4P/FsihRIwZsiWBPNlILXXOYUvObypuA1nzcFr/nM01KJFLwGe4uC1yBAJ8kjd05A5BeT1M0N3tmeheXKKXhlL4h0/b6BV0AGtxdKwet2pElmSMGbJCK3RqDgdStOXZnRh1cXJrdFouB1G0qPzIiC12C3UvAaBJhIcrm5QYRuQONpCF/TCbF3r8DnharqwxRyj7I7AwWvO2nqy4uCVx8nd8Wi4HUXSf35UPDqZ+WOmBS87qDouXlQ8BrsWwpegwATSx52N+7XoMzq9obQOZWBqDD4vd4FAXXGAm609FLwpmA/Osmagtdc5hS85vKW0ih4zWVOwWsu77RWGgWvwR6j4DUIUG/ysLuI2DYMUd+vV6LXO+szCGyzXN3V645AwesOiq7lQcHrGi+jsSl4jRJ0PT0Fr+vMjKSg4DVCz/PTUvAa7GMKXoMAdSYPnVEWlqunEVB/IqJObYXlwhHAywt+lfsisOYIxPr46czJcTQKXkP4kpWYgjdZ2JKdiII32eiSnZCCN9nokpWQgjdZ2B6bRBS8BruagtcgQJ3J1a0N695VsQObL0Rs+F1EbB8FREfAO+dLCGy3Ct7/e1FnbgmjUfAmG12yE1LwJhtdshJS8CYLm6FEFLyG8LmcmILXZWSPVQIKXoPdTcFrEKALycM3D0T0NwviRG+LRfDOVxbhK1sr/174+COg1kj4vdFL3dvraqDgdZWY8fgUvMYZupIDBa8rtNwTl4LXPRz15kLBq5fU4xmPgtdgv1PwGgToYvL4ote3eAtEfjkNkV9MBiwx8H6mNALbrIB3tqddypmC1yVcbolMwesWjLozoeDVjcptESl43YZSV0YUvLowPbaRKHgNdj0Fr0GAyUhu694Q0HAK/Cr0QMzV0whf1Q6xN34FAtIjoOE0+JVqpzt3Cl7dqNwWkYLXbSh1ZUTBqwuTWyNR8LoVZ5KZUfAmieixjkDBa7D7KXgNAkxmclvR6199CPxrDgOiIxGxfSSi9s9Tufq8VAsBzRbAO2OOJEuh4E0SkdsjUPC6HWmiGVLwmstbSqPgNZc5Ba+5vNNaaRS8BnuMgtcgQAPJRfRG7puHdD12qbt6tRDzxyGEr+mI2H/+hFeGHAjq9DG885ZItCQKXgMdkcykFLzJBJfMZBS8yQRnIBkFrwF4yUhKwZsMaI9REgpeg51NwWsQoDuTy4cq/hW+sREPEL62M2LOfKZKCGy5FL4lWzotjYLXnR2hLy8KXn2c3BWLgtddJPXnQ8Grn5U7YlLwuoOi5+ZBwWuwbyl4DQJ0V/KwuwhdUBMIyoJ0HdZZhW/kjnGI3DNFleJXqRcC6o13eIsDBa+7OkJ/PhS8+lm5IyYFrzsoupYHBa9rvIzGpuA1StCz01PwGuxfCl6DAN2U3HL1FELn1wDC78M7dxGk63/YmnP0mW0IX91e3dnr89wbCHx7LbwCM9mVTMHrpo5wIRsKXhdguSEqBa8bILqYBQWvi8AMRqfgNQjQw5NT8BrsYApegwDdmFxEb9gHzRFQYxh8X2tjl3PMlZMIX9YEsfeuw+uJ/Ajqshne2QtY41DwurEjdGZFwasTlJuiUfC6CaQL2VDwugDLDVEpeN0A0YOzoOA12LkUvAYBpnRyG79ey/0bCF/eBJbLx4GAjMrS6/t8ZVUDCt6U7oiE+VPwmsucgtdc3lIaBa+5zCl4zeWd1kqj4DXYYxS8BgGmYHJ1ddmWgfCv2BP+Fborv95YubrrqU+dAAAgAElEQVRs/buIPr5B+fIG1J8Iv4rvUfCmYD84y5qC11zoFLzm8qbgNZ83Ba/5zNNSiRS8BnuLgtcgwBRMHjq/Jiy/fxNnwc32NALeFFeH1ur/o/bNQcRnw4HYWPgWb6Y+VZwrR2Zcux2WgjVi1rYEKHjNHQ8UvObypuA1nzcFr/nM01KJFLwGe4uC1yDAFE5uOX8A4ZsHwHLtjFX4BrVYDO8CFRB97muEr2wFRNyHd97ieCZ4O25EZ0zhGjF7jQAFr7ljgYLXXN4UvObzpuA1n3laKpGC12BvUfAaBGhScnFviNg1AbF3LqsSRfAG1hgKZM6NsCWNEHvrd/hkyQX/jh/DJ88rJtXq8S6Ggtfc/qfgNZf3/9k7D+ioqq2P/6dlZpIQeosCIlXpSJMSQECqFJUSioDSsSPlsyKKKHaf0lEQENDnAxURHhZ6l1CfFCkBgVACJIHMJNO+dc4wIT0zOXfO3Jnsu5aLZO7Z5+zz3zfxx2HfvQl45etNwCtf82BakYBXMFoEvIICSjZnbYcZ+LLyZfomA2GKnQeXNRnWhf3gYOkPeiNMA+dD3+BRyZ4VveUIeOXGnIBXrt4EvPL1JuCVr3kwrUjAKxgtAl5BAQNhbkniLYn1zQdDW7IK98D190bo//oJSRvn8u8NHSbB2PU1d/kGuvyiAAGvX2TNc1ICXrl6E/DK15uAV77mwbQiAa9gtAh4BQVUg7klCTen3wetRgNd3V6w7V0GOB3Q1X4Ypie+hsYYqQYvQ84HAl65ISXglas3Aa98vQl45WseTCsS8ApGi4BXUEA1mFuSeMMKltKgKVkJpsFfwbKwH5B6DZpyNWEeuQraUu6TYLqUU4CAVzktvZmJgNcblZQdQ3V4ldWzoNkIeAtSqGjfJ+AVjD8Br6CAKjFnmQumPXNxK/pBaKPrw3njH1jn94Ez4S/AXALmEf+G7p4WKvE2NNwg4JUbRwJeuXrTCa98vQl45WseTCsS8ApGi4BXUECVmOfWac26bARcqdfgOPpfQKuDse/nMDQbohKPg98NAl65MSTglas3Aa98vQl45WseTCsS8ApGi4BXUECVmGcH3vR105G+YQZvWKGv2QG2nV9xT/UtR8DU50MOwHSJKUDAK6afr9YEvL4qJj6eUhrENfRlBgJeX9QqemMJeAVjTsArKKBKzHOc8FqSkPpFZ3fDCnMUwlqORPrmWYDNAu29rWEevhya8JIq8T443SDglRs3Al65etMJr3y9CXjlax5MKxLwCkaLgFdQQJWY55bSwFyzLh8F+95vuJeGh17kX7uSE6ApWdn9Mlv5WirZQfC5QcArN2YEvHL1JuCVrzcBr3zNg2lFAl7BaBHwCgqoEvO8gJe5x5tV/DCFe6pv+Bic18/CGb8HMEYg/Kl/865tdPmuAAGv75qJWBDwiqhXOFtKaSicboW1IuAtrHJFw46AVzDOBLyCAqrEPD/gZS6y1sTW1RN5hzZtdD1oS1eD/dBq7r156BLo6vdRyU6Cxw0CXrmxIuCVqzed8MrXm4BXvubBtGKRBt6z5y/j5Rnz8deJeNxVoQymTXoSDetUzxG/Q0dP4+2Pv8apsxdRoWxJTBjTH+1aNuTjCHiD6XHP29eCgJdZOi8c5Hm9rDubedw6pK2dCvuOBXxSY99/wdBieGiIIWkXBLyShL69DAGvXL0JeOXrTcArX/NgWrFIA++QZ6ajVdN6eGpgd2zasR/vfLYU65d/AIP+zhv4LpcLHfq9iBdG9kWPTg9i4479mDhtNrb9+AWMYQYC3mB62vPx1Rvg5eaWJDivx/Naveyy/fYBB192hXWcjDDWjpgurxQg4PVKJsUGEfAqJqXXE1FKg9dSKTKQgFcRGUN2kiILvInXk9Fl4ETsWDMLep0bcB8f+QYmj49F04a1MwJuTUvH+o170Ktzq4zPGj88Ej8ufgd3VyxLwBsiPxpeA2/m/bJKDrO6QFe5CWy7FgEuF/TNh8H4+GfQaLUhooz/tkHA6z9tc5uZgFeu3mw1Al65mhPwytU72FYrssC779AJTPtoMVZ/9XZGzF6aNhvNG9+Hvj3a5RpHm82O/6zdjOWrf8f3C6ZBp9MS8AbbE5+Hv4UBXp7Xu2IMn1FXpwccxzYA9jTo7usC07Bl0OiNIaKOf7ZBwOsfXfOalYBXrt4EvPL1JuCVr3kwrVhkgXf73sP4dP73WDn3jYx4vfLuAtSsVglD+3bOEcM/tsfhmVc+Q/kyJfHJW8+gXu2qfEyKxeaXeIfptNBoNUizOfwyP02aVQENgAiTATetvsXTsuNr3Ph6FEo8MQ+66Dq49klXuKzJMNz7IEo98yO0pmIkdR4KmMN0sNldsDudpJEEBfRaLQx6DSzpof07ZcvOA1zNYyfPYsvO/Xhq4COIedD9zoXsK9JkwC2rDS7ZCxfR9YwGHZxOF2wO//xOKWY2FFFlQ2PbRRZ44w6fwKvvLcTPS97NiOSzr32GNs3r53nCa3c4sCfuKCZPn4sVs19HdIUySEm1++VJCDNoodUA1nT//OD6xelgnlQDFDPrCxVPl+UGNOYSfPf2S8eR+NFDcKZcgT66Dko9tw66YuWCWRm/+W426vj/mOx2wgG/iZxpYr1eA4NOC0taiAPvrtvA+3c8tuw6gKdiAwe8xcIL9ztFxvMQimuYwrRwuACbzT//32TxpCt4FSiywHs9KQUd+03Ath8/h8kYxiPYfcgUvDXpSTSuVzMjoizXd8feI/yFNc817Pl30e+R9ujWoTmlNATvs5/F88KkNOS2dU/5Mo25JFzXz7obVIz5Cdoy1UJEKeW2QSkNymnpzUyU0uCNSsqOoRxeZfUsaDZKaShIoaJ9v8gCLwv7UxNm4oH6tTByUA+s37gbny74Hr8se4+/xLbm1x1o0fh+GAx6dOz3Ij6aOp6f/h47eQ5PPPsOln7+CmpUvZuAN0R+fpQC3tQvusB5aitgKgatuSRvUoHwUhx6dXc1CBG1lNkGAa8yOno7CwGvt0opN46AVzktvZmJgNcblYrumCINvBcvJfL0hCPHzqBSdDlMnzICdWrdw5+GmD7P4pNpT/PT3i27DuKjud/iwqVElIiKxKjBj+Cx7jF8HNXhDY0fHqWAl6mRuR2xtmx1OK/8DRjMMI9fD12lxqEhmAK7IOBVQEQfpiDg9UEshYYS8CokpJfTEPB6KVQRHVakgVeJmBPwKqFi4OdQEnjZbjK3I9aUuReuq6f4Jg2tRsP4yNscgIv6RcAr9wkg4JWrN1uNgFeu5gS8cvUOttUIeAUjRsArKKBKzJUGXrYt++Gf+Gkva0esKXEXXKnXgfRUntdrGrIYuipNVbL7wLhBwCtXdwJeuXoT8MrXm4BXvubBtCIBr2C0CHgFBVSJuT+Al23N046YQS+iKkJbsjKc8bsAjQaGNuNh7D4V0JtUooJcNwh45epNwCtXbwJe+XoT8MrXPJhWJOAVjBYBr6CAKjH3F/Dy7bGObF/2R1izwdA3GQjbH5/Auu4taBw2aErfC9OghUXytJeAV+7DT8ArV28CXvl6E/DK1zyYViTgFYwWAa+ggCox9yvw5rLHtO9fgOPERjivnHCf9sY8A2O314vUaS8Br38e/n2JZ5BiS0ON4uURfbs+NFuJgNc/euc3K+XwytWcgFeu3sG2GgGvYMQIeAUFVIm5TODlub1fxQLmKOirNIf92K+Ay+U+7WW5vZUaqUQV/7pBwCuu75+J8Zh/dCOfiIFu5uv1Rr3Ro9KdUngEvOJ6+zoDAa+viomNJ+AV0y/UrQl4BSNMwCsooErMZQIvS3Gwrp4I+95voG89DoZGj8K6dDhc188BGi0M7Z6FsQs77XU3RAnVi4BXPLIbLx7FpD0rs0xUo1h5nEi5hG6V6mNqoz4Z9wh4xfX2dQYCXl8VExtPwCumX6hbE/AKRpiAV1BAlZhLBd7be2YnvfpqMYC5OJB2E5bvnoUj7lt+V1OhNsKHr4CmTHWVKKS8GwS84ppesNzA8RsJKBZmxgOlq/AJ2We9N3yKSIMRv3edQsDbtxtaNgtM0xcCXvFn3JcZCHh9UavojSXgFYw5Aa+ggCoxDwTwZt46r+YwqwsM93WF/fjvcN28AoRFwBw7B7r6d07pVCKXIm4Q8CoiY66TDPpjDipGlMAbjXqjmMFdBYROeP2nd14zE/DK1ZyAV67ewbYaAa9gxAh4BQVUiXmggde+ZymsK8ZwNbT3NAfSb8F54TD/3hDzNIyPTAe0OpWopYwbBLzK6OjtLAS83iql3DgCXuW09GYmAl5vVCq6Ywh4BWNPwCsooErMAw28TAbnyS2wLB/lzuU1R8FQPQa2Q2vcEFylOUzDvoE2qrxKFBN3g4BXXENfZiDg9UUtZcYS8Cqjo7ezEPB6q1TRHEfAKxh3Al5BAVVirgbg5VKwF9qWj4L9yM/827CWI5G+ewlgtwIRZWB+cgV097RQiWpibhDwiulXkPXx5ATsS4zHgKrN+VAC3oIUU/4+Aa/ymuY3IwGvXL2DbTUCXsGIEfAKCqgSc9UA7209rKsmwb51Fv9O/0AsHKe3w3Utnqc1GHtMg6HtcypRrvBuEPAWXjtvLFkeL6vWMLvVMP5CGwGvN6opO4aAV1k9C5qNgLcghYr2fQJewfgT8AoKqBJztQEvkyVzXq95xPdI3zoHjqMbuGK6+7vBNPgraIwRKlHQdzcIeH3XzBeLDw+tw8rTuzCiZgxG1W5PwOuLeAqNJeBVSEgvpyHg9VKoIjqMgFcw8AS8ggKqxFyNwMukYdUb7Ad/QliXV7hStt/eR9ov09yNKspUg/nJldCWr60SFX1zg4DXN718Hc2aUvx0dh/aVbgP7SrWJuD1VUAFxhPwKiCiD1MQ8PogVhEcSsArGHQCXkEBVWKuVuDNLg879YXTDutPrwGW67wVsWngfOgbBF/pMgJeuQ8/pTTI1ZutRsArV3MCXrl6B9tqBLyCESPgFRRQJebBALzO6/FIfbsOV8zUcwbS476D89w+/r2h7bMw9nxHJWp65wYBr3c6KTWKgFcpJb2fh4DXe62UGEnAq4SKoTsHAa9gbAl4BQVUiXkwAC+Tildw2PsNtBXrIvylnbB+/zzs2xdwFXX1esI8aCFgMKtE1fzdIOD1f5hY17UVf+/kTSiG126FcKMO11LS/b9wAFfYsecgX/3v0+fAvh5MndYCGA25SxPwytU72FYj4BWMGAGvoIAqMQ8W4GVysbQGbfU20JZ0t5Jl1Rysq6cALie0dzeEeeRqaCLLqETZvN0g4PV/iFge79hti1Ajqjy+f3g8Aa//Jc+yAp3wyhWcgFeu3sG2GgGvYMQIeAUFVIl5MAFvFslY3d4fJkFf9xFYlz3FO7RpStwN85ifoC1bQyXq5u4GAa+c8LRf+y5u2dPwS7cXUaNkaTrhlSM7X4WAV6LYAAh45eodbKsR8ApGjIBXUECVmAcr8HpSHFhnNlP/OUhbNRGupPOAKQrmp/4N3b0tVaJwTjcIeOWE5qXdK7A54RjeavIoYms9QMArR3YCXok6e5Yi4A2A6EG0JAGvYLAIeAUFVIl5sAIv68yW+kVnOC8e5u2ITV1eR/q+7+CM3wVo9TAOXABDo8dVonJWNwh45YRl+amd+PjwejxSpQE+bt2PgFeO7AS8EnUm4A2A2EG4JAGvYNAIeAUFVIl50ALvbf0yTnpZO+KeM+D8Jw72fd/yu2FdX0NYx8kqUfqOGwS8ckLCWgwP3jgX0eElsLnPRAJeObIT8ErUmYA3AGIH4ZIEvIJBI+AVFFAl5sEOvExG2+bPkfbDFK6ovukg6MrWRNraN9zfN3wMxkFfQqPVqURxgIBXXih6bvgECZYk/NTtaZTXly5w4W9O7sQtu5WPa1uhFmoWr1igjVoGUJUGtURCvh+U0iBf82BakYBXMFoEvIICqsQ8FICXSWk//BMvXQZrCrTR9RDWcSKsy0cDNgt01drA9NR30BgjVaE6Aa+8MEyNW4W15w7ilQe6o9ddTfJdeMz2Rdh3NT7LmKVtRwUN9BLwynuu1LYSAa/aIqIufwh4BeNBwCsooErMQwV4mZysHbHly/7QmIojfPx6OG6ch3VeT7iSE6ApXxvm0T9CWzw64MoT8MoLwZpzBzAtbjU63H0fZjTul+fCx5MuYvCmeTnuD7i3OV6s20WewwIrEfAKiBfkpgS8QR5AP7tPwCsoMAGvoIAqMQ8l4OWSWpLcypqLu/+8cgKpS5/kub2astVh6vUudPcFFmAIeOU9/KwBRaItBW3vqpZvDu/exDMYt21xDscal6mCOS2HyXNYYCUCXgHxgtyUgDfIA+hn9wl4BQUm4BUUUCXmIQe8mXVllRxmdUFYq1Gwn9oG+58r+F0tS3Ho8z7v2haIi4BXruretBa+kHoDvX/9NIdjI2q1xaha7eQ6XMjVCHgLKVwImBHwhkAQ/bgFAl5BcQl4BQVUiXkoAy/rzGZdMYYrrW89DoaGfZD2nxfhvHAI0GigbzIQxm5ToYmS+2ISAa/ch98DvPHXklHMYMpz8XnHNmLBsU0Z98N1Yfim/Vhe5SEYLgLeYIiSf3wk4PWPrqEyKwGvYCQJeAUFVIl5KAMvk5hD7+qJMMXO413Z+Gd7l/MqDq6kC/x72eXLCHjlPvzxlst4ctNXqF6sPOa2yj89geXy/i/pIqbv/wnlzVFY0+kFuc4KrEbAKyBekJsS8AZ5AP3sPgGvoMAEvIICqsQ81IGXy8zyej05vayM2ZYvYGgyGLYdC5H22/u8sgM77WVQLOMi4JWh8p010jXpaP3DDP7B7p7ucnUFXZ5yZkvbjUbNqAoFDVfFfQJeVYQhIE4Q8AZE9qBZlIBXMFQEvIICqsS8SABvJq09NXs1pSrD2Os9aCLLwTK/D2BNhq5GO5ie/BaasHC/RoeA16/y5picpTT0+3UWzt28jrmth3kFsB8eWoeVp3ehW6X6mNqoj1yHC7kaAW8hhQsBMwLeEAiiH7dAwCsoLgGvoIAqMS9qwOs8uQXWVRPdLYlvv8Bm7DSZ1/BlKQ6shi8rX6aJLOu3CBHw+k3aXCdmwGvXpMOe5n3zEU+XtkiDEb93dTc1UftFwKv2CPnPPwJe/2kbCjMT8ApGkYBXUECVmBc14PXIzk9610/n6QwwRyGs7bOwx/0bzktHoSlZCeZx66EtVdkvUSLg9YuseU7qTZWG3Iw9aQ0zm/ZHu4q15TpdiNUIeAshWoiYEPCGSCD9tA0CXkFhCXgFBVSJeVEFXi6/JYmf7NqP/My/1VZtyYo3wHFqOzThpWDsOYO3Klb6IuBVWtH858sMvPsSz6BGVIV8qzV4Zlt+aic+Prw+aNIaCHjlPldqWo2AV03RUJ8vBLyCMSHgFRRQJeZFGnhvxyBzW2J9ne6AIRz2/d/xu5rSVRHW9hkYWo1SLGIEvIpJ6dVEHuDtu24e4hLj4e2JLWta0XvDpwiWtAYCXq8eh5AcRMAbkmFVbFMEvIJSEvAKCqgScwLe24G4fdrLKzWYi8O+8yuk//oBnNfj3eAbWRZhMWOhbzUWGlMxoegR8ArJ57OxB3i/OLDZ5xPbQX/MwYmUS3i9UW/0qNTA57VlGhDwylRbXWsR8KorHmrzpkgA7/xla7D42/WwOxzo1qEFXnl2MHQ6bY5YzP76B6xY/TtsNjtaNq2LaROHI9xswoCx03D0RDwv0s+uqMhwbF71Gf+agFdtj3Th/CHgzUO3213aDPV6IP3AargS/nIPNITDFDsb+gaPFU5wAAS8hZauUIYe4N15/iwGb5yLiuEl8EPH57yay5PWEFOhFj5oNsArm0ANIuANlPKBX5eAN/AxULMHIQ+8O//8H16duRCLP/0/FC8WgbFTPka3Ds0R27tDlrj8d9NefLbwe3z50WRERpjwzKuf4YH6tTBuaC90HzIFn057BtWr3pUjlgS8an68vfeNgDd3rXhu795v+E1jr3ehrVgP6b9/BMfx3/hnpoELoH+gcABEwOv986nEyMw5vO3Xvotb9jSs7vQcos0Fd1DzpDUwP37rOtmr3F8lfC7MHAS8hVEtNGwIeEMjjv7aRcgD77SPv0bFcqUwclAPruEf2+P4ae+iT7KW2Dl87DQ/2W1UtwYft/i79fjf8TN475XRaPvoc1g59w1UKFuKgNdfT2KA5yXgzTsA6eumI33DDISP+wXaam34wPStc5G+aoIbhGPnwdBkoM8RJOD1WTIhg8zA+9LuFdiccMynFIXC2Ag5XEhjAt5CChcCZgS8IRBEP24h5IH3qQkzMaDXQ+gU04TLePrsRQx/4T1s/P6TfGUdM/kjdGjTGH17tEOjh0cipnl97Dt0HKVKRuHFUf3Q9kF3Hhud8Prx6ZQ4NQFvAWJn69Jm37MMLkc60r57xg29ff8FQ4vhPkWMgNcnuYQHZwbewlRe8ACvx5GRtdpiZK12wn4pPQEBr9KKBs98BLzBE6tAeBrywDto/NsYPeQRxLS4DagJV9H7yVexe+2cPPWetWg1/jx4HPM/mMjHvDZzITrGPIDWzepj6+6DmPTWHPy4eAY/ObY7nH6Jm5YRmAZwOl1+mZ8mzamAXqf1WzxDSe/rq6fh+k9vIbxRT4TXfRhXlzzNt1dm6GxExYzweqs6rQbs8Xa56Bn3WjSBgRqNBlpWbs7pwj+3rqP19+8jKsyEgwNeL3DWI9cuoPuaz3OM+7nH06hTKrpAe5kDNu3Yz5f760Q8Nm7fj9FDeqJ9q0YyXchYi36nyJVdq9WA/Trx1+8UFk+6gleBkAfeES+9j0e7xvC8XXYdO3kOoyd9mOsJL/shmfGvZYj/5xI+fvNphJuNuUb2yRfew6PdYtCj04O4fCPNL9EPN+rAgCDFYvfL/DRpVgXY3y/KRBlxJck/8QwlvW2HfkLqspFwWZPBWhObWo2A5Sc3NJl7vwtju2e92i47jbGmO5Bm889fGr1yoggNMhq0YKe8SbdsfNfd1n2EBEsSlj80FrWKV8hXiTl//YF5RzfmGDOqdjuMua+9qlTcvucA9+fEyXNgXw/p1wOtmwemskTZ4kZcTUoD/ZVOziNSzKyH3emCJc3hlwXLlcidCfyyGE2quAIhD7zTP12CElGRGD/c3Qd+7W+78P3Pm7Dwo0k5xJz5xXJcunod774yGga9u/1mqiUNx0+dQ8M61TPGP/HsOxj0aCd0bteUUhoUfyQDMyGlNPimOytTZl3Y392amHVoazwA6dvmuScxmKGr3QmGOt2hr9MNCC+Z6+SU0uCb5qKjs3dam3f0D6TY0hBbvUWBL659c3InPjmyPocLz9fpjIHVWoi6pqg9pTQoKmdQTUYpDUEVLunOhjzwsrxbloLw9WcvIyLCjFEvfYB+Pdvjse4x2BX3F6/cULt6ZezZfxTTP12Kfy94E3rdnV7zyTdT0aHvC/zEt3Wzeti6+xAmTpuNNUveRemSUQS80h9Z/yxIwFsIXVnN3tUTM6o46Os+AtetRDhOb88ymbZKMxga9IKh5SgOw56LgLcQmguYFLa1MFvyQuoN9P710xyrr+74HKLDC67yIOC2z6YEvD5LFjIGBLwhE0q/bCTkgZepxiouLFi2Bja7A727tMbk8bFg+WwT3pyFGlXvxpgneuL/3pmPNb9uhy4T7Fa/5y78e/6b2LLrEN6fvQKXrlzD3RXLYtL4WDRvdB8PCL205pfnUvqkBLyFl9y+ZymsK8bwCbTR9WAeuhSOo+th2786K/yai8PYaVIG+BLwFl7zwliKAC9bb2/iGSw4thF/Xj3Dl/+o+UC0KV+zMK741YaA16/yqnpyAl5VhyfgzhUJ4PWnygS8/lRX3twEvGJaOy8cROoXnfkk4ePXQxtd3z1hcgJs+1YibeOnQMpl/pEmvBTC2j+Pcl2fg8UVxvN46fK/ArkB78aLR7Ep4Shiq7VAzaj883g9Ho7etsin1sT+31nWFQh4ZSuunvUIeNUTCzV6QsArGBUCXkEBVWJOwCseCJbXqzWV4C2Jc7tYm+K0396H69rZ2+BbApGPfwRXg37ii9MMBSqQG/B+eGgdVp7ehRE1YzCqtncvn7Hc3wXHN/tkU6BzCg4g4FVQzCCbioA3yAIm2V0CXkHBCXgFBVSJOQGv8oHgAFyySo6J7XHfIu3XmXAlHOX3zCP/A13th5V3gGbMokBeJ7yT9qxEo9JVMLfVMK8UY6fCvtp4NbFCgwh4FRIyCKch4A3CoEl0mYBXUGwCXkEBVWJOwKtgICxJSP1qAJwXDiDylb/yPPE1HlqOxEUjgbAIhD/3O7QV6ijoBE2VXYHcgDfFZsXykzvwQNl78UDpnH85yU1FT5vhSIMRv3fN2rFSDaoT8KohCoHxgYA3MLoHy6oEvIKRIuAVFFAl5gS8ygYi9YsucJ7aylsRs5bEuV3spbWrq99C6tq3oCkejfAXt0MTWUZZR2i2DAVEX1rLLGX7te/ilj0Nqzs9V2BJM9khIOCVrbh61iPgVU8s1OgJAa9gVAh4BQVUiTkBr8KBsCTh5tu1EdbmaYR1eSVP4E1Nc+D6/IFwHFwF7d2NYH7mV2j0VNxd4Wjw6ZQEXk+b4dcb9UaPSoFp6pCXRgS8/nh6gmNOAt7giFOgvCTgFVSegFdQQJWYE/D6IRCWpIx0BlbFAez7TFexcAPs5erA6gqD5fNOcJ7bB129XjAPW+YHZ2jKvICXpSh8fGgdb0Ixp9VQr4TyvLjWv2pzTKjXxSsbWYMIeGUprb51CHjVFxM1eUTAKxgNAl5BAVViTsDr30B4Uhyyr6K7qz7MY3+By5GO1A9awJVyCWEPv4ywzi/716EiOHt+J7zNfnyTK/Jb18koZjAVqM6fifEYu22RTy+7FTipQgMIeBUSMginIeANwqBJdJmAV1BsAl5BAVViTsDr30BYV00CP+XNdGlunIXj2lloSlWGefgKVqEXqZ89BNgs0LceB1OfmdvlnY4AACAASURBVP51qojNnh/w+pqiwF526/DLe1zB3T3fUJWSBLyqCodUZwh4pcoddIsR8AqGjIBXUECVmBPwyg9ESV0qLs7sAPuFQ9CUrISIV/+C/fBPsH4Vy53RVmkK05BFuZY2k+9t8K+YH/AuP7UTHx9ej26V6mNqoz5ebXbQH3NwIuUSZrca5nWFB68mFhxEwCsoYBCbE/AGcfAkuE7AKygyAa+ggCoxJ+CVHwhWpeHWjURcn9OXn+Z6urM5zsXBungQXNfP8pJlxv6zYWj4qHwHQ2zF/ID3eHICBm+ci4rhJfBDx+e82vnUuFVYe+4gXqjbGbH3tvDKRsYgAl4ZKqtzDQJedcZFLV4R8ApGgoBXUECVmBPwyg8EA15WpSF7a2GW+qApfS/SVo6F/cAq7pi+yUCYHv8EMITLdzREViyoSoOvpcYKcyosQ0oCXhkqq3MNAl51xkUtXhHwCkaCgFdQQJWYE/DKD0RuwGtdMZqnNRg7vwJDm/Gw71kK6/cvArZUaEpXhWnI19BVaiTf2RBYsSDg9TWP13MqXCOqPJa1G6MahQh4VRMK6Y4Q8EqXPKgWJOAVDBcBr6CAKjEn4JUfiFyBd/ko2Pd+w50Jn7Cdpzk4r56CddFAOC8ehkunh7HrGwhr9zzAgkaX1woUBLxrzh3AtLjViKlQCx80G+DVvL5Wd/BqUsFBBLyCAgaxOQFvEAdPgusEvIIiE/AKCqgScwJe+YHIK6WBnera/zmYpUqDxmGD5cdXYN86izuqq9YGxiGLoS1WTr7jQbpiQcDraRlco1h5LGvv3Ynt6G2LEJcYr6oX1wh4g/QBVcBtAl4FRAzhKQh4BYNLwCsooErMCXjlByIv4M3uSfq66bAfWQNT75lw2tNhXTIUsNwAIkrDNGAu9Perq/GBfCW9W7Eg4GWzMOiNNpfwbkIAHx5ah5Wnd2FEzRiMqt3eazt/DiTg9ae66p6bgFfd8Qm0dwS8ghEg4BUUUCXmBLzyA+Et8LKGFCydgV2mAXOgrdUR1q+HwHl6B//M0GoMjD2nA9SSON8gegO8vj4FhUmD8HUNX8cT8PqqWOiMJ+ANnVj6YycEvIKqEvAKCqgScwJe+YHwFnhZS+L0TZ8jfcOMDOhlVRvSf3sf7PQXLie05WvDNOwbaMvVlL+RIFnRW+BlTSUuWm6gZlSFAnfmSYOINBjxe9cpBY6XMYCAV4bK6lyDgFedcVGLVwS8gpEg4BUUUCXmBLzyA+E18N52jVdsWOHOLWUnvfqmg+GI3w3r4iFwJZ0H9CaYer8H/YNPyd9MEKzoDfAWpoOar+XM/C0VAa+/FVbv/AS86o2NGjwj4BWMAgGvoIAqMSfglR8IX4GXeZgb9LosSWDlzByH1/BN6Or2gKn/bGjCS8rflIpX9AZ4mfu+dlDzvLg2s2l/tKtYO+AKEPAGPAQBc4CAN2DSB8XCBLyCYSLgFRRQJeYEvPIDURjgZV5aV03KqNbgOenlMLx9AazfP883oomqCPPI/0AbXU/+xlS6orfAy15E23f1DF6s39WrlsHzjv6BBcc3q+bFNQJelT6AEtwi4JUgchAvQcArGDwCXkEBVWJOwCs/EIUFXg69rF7v4Z9g6v0+T23wXM7Lx2FhbYkT/uIf6ZvEwtjtTWiKR8vfoMpW9BZ4fXX7zbjVYC+vsarIbSvUwshabVGzeEVfp1FsPAGvYlIG3UQEvEEXMqkOE/AKyk3AKyigSswJeOUHQgR4mbfO6/HQlqzCHWdf49pZaKu1AexWWH96PeMUmN03dJgEY8cJQFiE/I2qZEV/AO+as/sxbf8PWXZYzGDCb10nB2zXBLwBkz7gCxPwBjwEqnaAgFcwPAS8ggKqxJyAV34gRIE3s8f8xHfvNxx42YtrrEObK/EU0n74P9iP/OweWqwcTF1eg775UECjlb/hAK/oC/Cy6gtxV+NRo3j5fKs1eNoRZ9/arFZD0aT0PQHZMQFvQGRXxaIEvKoIg2qdIOAVDA0Br6CAKjEn4JUfCCWBl5UnS9/yOWBNQfi4X9wnvbcvx+ntSPvPBDgvHOKfaCs1humJr6EtFRggk6+0e0VfgNeTl8tSFF5v1Bvs1Da3i4A3/2hWLGVGwjULXIEKehFbl4C3iAXcx+0S8PooWPbhBLyCAqrEnIBXfiCUBF7uvSWJ5/Vmzum1H14Dfd0e/DY7Abb+MBlIvQ4YI2Dq82GWsfIVkLuiL8D7Z2I8xm5bxB1kNXZjqz2IAVWb5wDf3FIaIvUm/N6NUhqYdgS8cp9xAl65egfbagS8ghEj4BUUUCXmBLzyA6E48GbbAj/13TAD+qaDeAtidjmTLyFt2ZNw/L2Jf6+r1xOm/rOg8aGdrnyllFnRF+BlKzLoZSe9cYnx+YLvR4fXYc3ZA7hpt4IdZb7c6BH0rtxYGacLMQulNBRCtBAxIeANkUD6aRsEvILCEvAKCqgScwJe+YHwN/Dymr2rJ/I0B5biED58BWAuzjdq2z4faT++DNgs0LDc3iFfQ1ettXwRJK7oK/B6XMsNfF9v2DtHzV1PGkS3SvUxtVEfiTvLuhQBb8CkD/jCBLwBD4GqHSDgFQwPAa+ggCoxJ+CVHwh/Ay8/0b1wEKlfdHZDb3Q9mGLn8hfa+L3E07AuGQrnuX2ARgNDu+dg6voGXDqDfDEkrFhY4M0NfPtXbY4J9bpk8Tpzm+EfOj6fZ96vv7dKwOtvhdU7PwGvemOjBs8IeAWjQMArKKBKzAl45QdCBvDyXVmSOPQ6Lx4GzFEIH77yzkttTgfSf3sf6f+dATgd0Fa4H6Zh30Bbtrp8Qfy8oijwMvdY6+EUuxXReaSAeLq0sRfdelRq4Ocd5T49AW9AZFfFogS8qgiDap0g4BUMDQGvoIAqMSfglR8IacB7G3p56bLbJcoMbcbD2PnljBQHx/kDsH79BFxXTwIGM0w9Z0DfcoR8Ufy4ohLAW5B7rAHFtLjViKlQCx80G1DQcL/cJ+D1i6xBMSkBb1CEKWBOEvAKSk/AKyigSswJeOUHQirw3t6e50U2mIoh8tWjGcDLb/OGFa/BvnU2/1ZXqyNMgxZCE1Favjh+WFFJ4GUnvceTL+VoPcw+7/DLe9z71Z2ey/Mk2A/by5iSgNef6qp7bgJedccn0N4R8ApGgIBXUECVmBPwyg9EIICX7ZLl9bI0h4xavZYk9+Zvv9DmOLEJlm+eApIToIksC/Pw5dDe00K+QAqvqBTweqCWlSv7veuUHF5OjVuFtecO4oW6nRF7r3zdCHgVfnCCaDoC3iAKVgBcJeAVFJ2AV1BAlZgT8MoPRKCAN/tOU2d1het6PMwD5maBYMu34+A46G6baxowG/qmQ+SLpOCKSgEvc8mTqzuzaf8c1Ro2XjyKSXtWomJ4CfzQ8TkFd+DdVAS83ukUiqMIeEMxqsrtiYBXUEsCXkEBVWJOwCs/EKoAXvZC25f94Ty1lQsQ/uoRaEtWyRAj7efXYfv9I/69vvVYmHq9C2h18sVSYEUlgXf5qZ1YE78fL9bvmiOtgbnac8MnSLAkYWm70fm2JlZgWzmmIOD1h6rBMScBb3DEKVBeEvAKKk/AKyigSswJeOUHQhXAe3vbLLeXXWFdXskhhG3vN0hbOQ5w2qG9tzVPcdCEl5QvmOCKSgJvQa58eGgdVp7ehUDU5CXgLSg6oXufgDd0Y6vEzgh4BVUk4BUUUCXmBLzyA6Em4M2+e9vmz6G7q0FGioPj1HZYFj4OWJOhKVkZ5pGroC1fS75oAivKBN7jyQkYvHEub0ucW56vwDYKNCXgLVCikB1AwBuyoVVkY0UaeM+ev4yXZ8zHXyficVeFMpg26Uk0rJOz/ubJM+cx9cPFOHbyLMqUKo6Xxg7AQ60a8QAQ8CryHAZ8EgJe+SFQK/DyZhUftnSf+HZ+BWEP/x//2nn5OCzze8N17Sw0Je5GWKtRMLQZAxjC5YtXiBWVBl728trmhGNItllyfTmt329f4PStq3j4rjoYWr0VahavWAivfTch4PVds1CxIOANlUj6Zx9FGniHPDMdrZrWw1MDu2PTjv1457OlWL/8Axj0WXP0eg1/BY93b4tBj3bCtj2H8eLUz7F51b9gNoUR8PrnuZQ+KwGvdMmhVuBlSmSUL2O5u00HwTRgLhfIdSsR1i8HwHFmB/+elSwL6/gSDDHPyBfQxxWVBt7MndWyn+J6XlzL7OLrDXuhR+WGPnrt+3ACXt81CxULAt5QiaR/9lFkgTfxejK6DJyIHWtmQa9zA+7jI9/A5PGxaNqwdobadocDq37Zgj5d22SMa959LL6b9yYq31WOgNc/z6X0WQl4pUuuauBlatgP/wTrV7FcmMzQy753/LUOab+8Bef5A27hipWHseNEGFo8CejD5IvpxYpKAy9bMq9qDWO2L8K+q/FZvCpmMOG3rpO98FRsCAGvmH7BbE3AG8zR87/vRRZ49x06gWkfLcbqr97OUPmlabPRvPF96NujXZ7KH/rrFJ57/V/4deVH0Go1uHzD6pcomY166LUapFhsfpmfJs2qAAPeMlEmXEnyTzxJ75wKFI8IgzXdgTSbQ7Xy2HYtwa3lY7h/YTHjEP7o+1l8tR34AZZfpsGZcJR/rq1wH4qNWc1THtR2GQ06MOhNupWumGvL/t4J9oJa98oN8NYDfTLmbbxqaq5r7OuT++eKOQRg+56DfLoTJ8/yr4f0647WzQPT5rhscROuJlnhUnKDNFeeChQzG2BzumBNs/tFpXIlTH6ZlyaVo0CRBd7tew/j0/nfY+XcNzKUfuXdBahZrRKG9u2cq/r/XLyCURM/wGvPP4EHm9ThY+wO//wq02rYv5cCTqecB4FWAfQ6jd/iSfrmVECnBZwuwOWfHyHFJL+5bTEuf/kUn6/ckwsR2Wpojrlv7f4WV5c/D0fyZWgjSqHC+O9gqtVWMR+UmIj9pY79XnEo+Dvln1vX0fr7mYgKM+HggDu/S/v/dx52JZzO4jY74T0Ue2eMEnvKbQ6WnsYu9m7Gxu1xGD2kF9rffufCX2vmNS/9TpGruFbL8o7cv1f8cbF40hW8ChRZ4I07fAKvvrcQPy95NyN6z772Gdo0r5/rCe+xk+fw3Gv/wpSnB6Jdyzt5aPTSWvA+/Jk9p5QG+XFUcw5vdjXse5bCusJ90pu9Vq9nrPPGP7DO7wNnwl+8Vq+x13swtHbbqOHyR0oD25en5m7mJhS55fCOqtUOIyT8JYBSGtTwtAXGB0ppCIzuwbJqkQXe60kp6NhvArb9+DlMRnfOXfchU/DWpCfRuF7NLPE7d+EyRr70Ad75v5FoXK9GlnsEvMHyqOfvJwGv/DgGE/AydRj0skvfdHCeYrnSU2FdOhyOIz+7xz4wAMZ+s6BRQV6vv4A3r5q7F1JvgIHvmnNxOJF8CQOqtsCEel38/qAR8PpdYtUuQMCr2tCowrEiC7xM/acmzMQD9Wth5KAeWL9xNz5d8D1+WfYefzltza870KLx/bwM2bDn30X/nu3R9aHmOYJGwKuK51jYCQJeYQl9niDYgDf7BtNWT4ah2SBoo+vn2Hv6hhm80gO7tJUaI/z5zT7ro7SBv4C3oJq7nvuyWg0T8Cr95ATPfAS8wROrQHhapIH34qVETJ4+F0eOnUGl6HKYPmUE6tS6h8chps+z+GTa0yhXpiQ6x06EwaDPEp8PXh+Ljm0eoCoNgXhq/bAmAa8fRC1gymAG3vwqOHi2bT/yM6xLhgO2VGjCSyHskbdgaJYz/1eW8v4CXuZ/Qa2Ec0t78Ne+CXj9paz65yXgVX+MAulhkQZeJYSnE14lVAz8HAS88mMQzMALSxLSN30OdpKrbz0Opj4zcxXQdfF/sCx7Es6Lh92nvVWawtT3X9BWrCtdcH8CL0tdqFmiAqLNJXLd1/JTO/Hx4fVSWg0T8Ep/tFSzIAGvakKhSkcIeAXDQsArKKBKzAl45QciqIH3tlzO6/HQmkoA5uL8k+wtifmHLhfscd8hbe0bcF0/B2g00D/4FEzd3sywk6G+P4G3IP89TSrYOFaLl1Vs8NdFwOsvZdU/LwGv+mMUSA8JeAXVJ+AVFFAl5gS88gMRCsCbWTUGv6lvu8sVaqu1gSl2DrQlq2QR1vb7R0jb8B6QfgsILwnz0GXQVY+RIr4M4GXthucf3YgXc3k57aXdK3gr4tcb9UaPSv6ri0vAK+VxUuUiBLyqDItqnCLgFQwFAa+ggCoxJ+CVH4hQA17PCW/a+umANYULamgzHsbOL2c5yWXtidN+ehn2Pcv4GNOAOflWflAqMjKAd/S2RYhLjMeImjEYVbt9FtfXnDuAaXGrUSOqPJa181+5NgJepZ6Y4JuHgDf4YibTYwJeQbUJeAUFVIk5Aa/8QIQi8HIVLUmwrp4I+95v3KKao2AaMBf6uo9kEZlVcWA5wByMO0yAkaU4+PGSAbx/JsZj7LZFiDQY8UPH57OkLrDTX/by2i17GlZ3ei7PfF9RCQh4RRUMXnsC3uCNnQzPCXgFVSbgFRRQJeYEvPIDEbLAe1tK54WDsK6aBOeprW6oZae9vd/LIrRt99dI+3Y8z/PV1esJ0+BFfqvZKwN42eZYXd520ffhgdJZ0znYvalxq7D23MFcT4CVegIJeJVSMvjmIeANvpjJ9JiAV1BtAl5BAVViTsArPxChDrweRdmLbGk/TAFMxRD56tEcL6rZ//ovrItiAXsatJWbwPzUv6GJLKN4QGQBb36Ob750HBN2LodRp0e9knejR+UG6F7pTudKJTZNwKuEisE5BwFvcMZNltcEvIJKE/AKCqgScwJe+YEoKsDLlGWnvSzVgb3MltvljN+D1AV9gNQb7tPgh15EWNtnoIksq1hgAgG8LMUh80nvmO2LsO9qfJY9vd6wF3pUVg56CXgVe2SCbiIC3qALmVSHCXgF5SbgFRRQJeYEvPIDUZSAN7u6qbO6QhddP0uKg/PqKVjmdHeXLmOX3gh9syEwPjQBmpKVhAMkG3h7/fopLqbeyMjXTbZZ0PGXnPWKG5epgjkthwnvzzOB2oF33tE/cFdEKcRUqOXX8myKCRpEExHwBlGwAuAqAa+g6AS8ggKqxJyAV34giirwOk9uAQNedrET3/Bxv9wR32aB/c8VSNsyC66EvzI+1zd4DGFdXoG2XM1CB0o28HrydbtVqo+pjfrgQuoN9P710xz+FzXg9XSd83c94kI/KEFsSMAbxMGT4DoBr6DIBLyCAqrEnIBXfiCKKvAypVmKQ+oXnRHW5mkOsrldjr83I33bXDgO/pBx2/joRzC0GlWoYMkGXtZsYtAfc7JUZXho7Xu4abdm8b9bpQaY2qh3ofaUm5HaT3iZz0ybvLrSKSZEEZyIgLcIBt2HLRPw+iBWbkMJeAUFVIk5Aa/8QBRl4OXQy7q0ZWpMkf17T0RcSReQvm0BbL+50wF093eFOXY+EJ57G9+8IikbeJkfnlPe/lWbY0K9Llhzdj8+Orw+A3pdcGFS/e7oe09TxR7AYABexTZLE2VRgICXHoj8FCDgFXw+CHgFBVSJOQGv/EAUdeDNrLgnzSG/JhSOhL9g/bIfXImnoSlWHqYnlkB3b0uvAxcI4D2enIDBG+fmqMt7POkiDlz/B+8fXIuK4SWwtO1oxfJZcwPeeo1qYfnJHbhoScIbCp4mFyR+xVJmJFyzwHV74L7EM6gRVUGxvRa0flG7T8Bb1CLu234JeH3TK8doAl5BAVViTsArPxAEvHc0z9yEQt90EG9UketlS4X138+7m1poNDA89BKMXV4FtLoCAxgI4GVOsbSGEymXcm0pnF9ntgI3lMeAvE542699l6dXzGzaH+0q1i7s9D7ZZQZelsbQe8OniNAb8Ue3KT7NQ4O9U4CA1zudiuooAl7ByBPwCgqoEnMCXvmBIODNqrl9z1JYV7hb7vKX2YavyFGz12Nh2/8fpK0YDdgs0FZqDNOgL6EtWz3fIAYKePNrKew5AWaOK9V9LS/g9fhRwVwcP3Z6XsoDnxl4Peuz6gwfNBsgZf2itggBb1GLuG/7JeD1Ta8cowl4BQVUiTkBr/xAEPDm1NzzMhusKdBG14PpyRVZ8nwzW7gST8Hy9RNw/rOff2zs8z4MrcfmGchAAS9zyHO6urTdaNSMqpDFR9aZbeXpXWhc+h7MaTVU+EHMDXjvqVcFCak3sPfKacRWe1BaSkFm4N148SjmH92IHlUaIvbeFsL7pAlyKkDAS09FfgoQ8Ao+HwS8ggKqxJyAV34gCHhz15y9vGZd2B/Oi4cBcxTCx62DNrp+7oMddqT98iZsGz9xtyeu3hZGdtobVT7H+EACL4O96IgSOWCXOZlis6LL+g+Q7rRDAw33O/be5nihbpdCPZS5Ae9iWxziEuMxu9WwXFseF2ohL4yy5/B6YUJDBBQg4BUQrwiYEvAKBpmAV1BAlZgT8MoPBAFvPppbkmBdPgr2Iz/zQeGvHsnzpJfdd5zcCuuSJ+BKuczTIEyPfQx9o35ZFggk8Ob3dOVVn7ewHdi8AV6WT7vi7514sV7hoNrbnxYCXm+VUmYcAa8yOobqLAS8gpEl4BUUUCXmBLzyA0HAW7Dm1lWToCtdGYaYpwsc7LLcgPWbkXD8z93IQlevJ0z9Z0FjdpcvUwPwstPcFLs1Sw1aVqps2v47tYY9Gx1Rqy1G1WpX4L6zD8gNeL9I3YETyZfgSanwNH94oW5nv6YXeIB3b2I8T6mg7mo+h9MnAwJen+QqcoMJeAVDTsArKKBKzAl45QeCgNd3zTkAl6kCQ5vxeRrbdy0CGwdbKjTFyvEUB32NdgEHXvaC2phti1DMYMYPHZ/L8J+lO0zaszLHfpQE3ucTVvP5d/d8g//pWTPSYMQPHZ/3W06vB3gHbpzDgVtmhQjfn67gtyDgDf4Y+nMHBLyC6hLwCgqoEnMCXvmBIOD1TXOW25v6dh1upClVGREv7sizioMz8TSsiwbxjm7s0rccgRKPv4fwyGK4lpLu28IKjvacrGbOpU22WdB7w2c5OrDNajUUTUrf4/PquZ3wZgdeNqmnJJqn9bHPC3lhwID3xKXreOiX9/hoaifshWgCQwh4BcQrAqYEvIJBJuAVFFAl5gS88gNBwOu75qxBhWX5KOii68P0ZM5T0SwzZnuhTVv6HpQd/Q1ulc7jBTjf3fHZYt7RP8DKc71Yt0uWWrh7E89gxcmdOJVyGeduXUOdEndhUcxIn+dnBtmBt1uvtph2bQOylyPL3PrYXy+zMeBdcSQOE/esRKPSVTC31bBC7YmMvFOAgNc7nYrqKAJewcgT8AoKqBJzAl75gSDgFdDckpRxusuaVjhvnEVY55dzfbHNeWorLEuGw5V8kS9oip0HfZOBAov7z5Tl+Ha4fRpa2Lq82YG3RZem+PzWtlyBkwH4guObeSe4Oa2G5VpFQmS3DHhH//YN1p47CH/nC4v4GSq2BLyhEkn/7IOAV1BXAl5BAVViTsArPxAEvMpofuvt++C6fo5Pxrq05Qq+qTdg+3Ei0vYs5+PCeryFsPYvKOOAwrNMjVvFAXFEzRiMqt3e59l9AV42+Uu7V2BzwjHUiCrPobeYweTTmuykmL2QViG8RJaX8dgkDHibffsuLqbeyHhhzqfJabBPChDw+iRXkRtMwCsYcgJeQQFVYk7AKz8QBLzKaM5ye9kpL283fPvi7Yl7zcyS48uqNDj3LsG1r0fzmr36B0fA+NjH0LCHX/L1Z2I8VpzcwdsNZwdMdm/stkX81PX3rr634M0OvA06NsC+yMs8hSK3hg/sVHnM1kW8/XFBp7AMbhkcX7h5HceTL2Ff4pkM5dheelRqkEXJa7iOLj9+liOdQrLcRWY5At4iE+pCbZSAt1Cy3TEi4BUUUCXmBLzyA0HAq6zm2cGXvdhmHr4io2mFpyzZ5d1rYP1qAOBIh65Od5iGLoVGZ1DWmQJm87wwltcpruflttwgsiBH82otnJ8dg95NCcdyAKvHht3/6PA6/HzuQI5pIvRG1CxeIdf83J8T/sSbu9fAny/GFaRHUbpPwFuUou37Xgl4fdcsiwUBr6CAKjEn4JUfCAJe/2iepVMby9kdvhz6uo9kKUvmOLMLlvl9AGsytPe2hnnkf6AJC/ePQ7nMmvkUN7eyYMtP7cTHh9cXqt1wYYA3u4sMcDOfPHvSLNg4Bq/R5hJ4oOy9qBlVPscJNXsp78+rp/mLee8e/gkbzv2Pn2RnP/2VJnYRWoiAtwgFuxBbJeAthGiZTQh4BQVUiTkBr/xAEPD6V3NWi9e+dwnCX9rJX2bL3njCmXAUlnk94Uq6AG21NjD3/QyasjX861Sm2fM75WXAyU55b9nT4OvLa9mBt333lqhWrwpqRFXwKj+XAeu0uNVZIJWlMnx0aB3vzMZgN7/LczrNcoKnt+qFHefi0aNSQ6/WliZ+iC5EwBuigVVoWwS8gkIS8AoKqBJzAl75gSDglaB5pmoORkcKwlL+QUqJ+zIWdt04j9T5veFK+It/ZugwEcaHJwN6317cKsxOCjrl9Zyq9q/aHBN8aAGcHXiT65pwvGQyvC095jldLmxTCtZg480/3Y0uVj0yBpabgKswApGNzwoQ8PosWZEyIOAVDDcBr6CAKjEn4JUfCAJeuZqnL45F+sGfoK/bw13JIdpdj1fjsCF94ydI+++7gD0NmpKVYOz9Ph/n7yu/U14GjoM3zvX55bXswHv5Pi3OlrH6VCWBwfa+q/H4oPmAQpUqYyfUFy030Paeqki4ZiHg9feDdHt+Al5JQgfpMgS8goEj4BUUUCXmBLzyA0HAK1FzSxLsG96BddMXfNHwV49k1Oy171kKbfU20DgdsKwcD9bcgl26Wp1gHrIoz25uSnjPUgV6b/iUQ+3SdmNypAv0+fUz/HPrGu4pVhZ1S96NkbXaIjo8/5SC3E54I6qX9LnpQ/Y83sLs19NamE54C6Oe7zYEvL5rVpQstHGLfQAAIABJREFUCHgFo03AKyigSswJeOUHgoBXruYsh9fsSMGVA7/xl9j4ZUnCzVfvAsxRCB+3jp/62vcsg/XHKUDqdT5Ee3dD6Gt3hq5ud+gqNVbcaU/qQvZKBqz72rhti7OsVzG8BJa0HYUogzlPP5R4aS375Kz98cJjm3A86RK/VbN4eTxVq22+frBxBLyKPy75TkjAK1fvYFuNgFcwYgS8ggKqxJyAV34gCHjlap79pTUP8FqXj4L9yM9ZoBepN5D260zY/1wO180rGY5qIspA16A3who+xl90U+Jip7xv7lvNm0w8ULpKxpTzjm3EgmObciwxq9VQNCl9j1TgnRq3GmuzlSTrVqkBpjbqna8EBLxKPCHez0HA671WRXEkAa9g1Al4BQVUiTkBr/xAEPDK1TxX4L3tAode1rgi00mvxzuW4pC+/3vY93+fcerL7rHKD/rmg2FoOgSaEncrvhlW93bFqV1CwLt193607toMzZvWK1Qurmfxh9a+h5t2axZfWNmy37pOJuBVPPKFn5CAt/DaFQVLAl7BKBPwCgqoEnMCXvmBIOCVq3l+wMs8Sf2gBZwXD0MbXY+nN8BcPIeDjuN/wHFqG+zHfoXz7N6M+7oabWFoPhT6Rv2EN+XJnf3m5E58cmR9jvmWtRvD2wDndWVOafhtxx4cr5aGeo1q+ZzDm3n+Zj++metyu3u+QcArHHHlJiDgVU7LUJyJgFcwqgS8ggKqxJyAV34gCHjlal4Q8LJ83tQvOhcIvR6vWR1f2/b5sP35DWBN4R/rGveDedCXhdoYK1PG6t82Kl0ZUxv14XOM2b6IV0vwXC6Xi7cIfr/ZAK+A9+et23G2phOPtW3rU2mz7JM/vWMJdl85leXjmAq18EE+frDBlNJQqEeh0EYEvIWWrkgYFgngnb9sDRZ/ux52hwPdOrTAK88Ohk6nzRHgazdSMGX6XCRcuY4fF03PuD9g7DQcPREP3O45HxUZjs2rPuP3CXhD4+eEgFd+HAl45WpeIPAyd7JD74QdXjlp3/klrN89y8dqqzSD+anvoIko7ZWtZ5CnYgP7PnOzCfbC2PHkS4gymDB66yLejKJ7pQaIvbc5UmxpeKBM1nzezCe8P27ZhvO1XBjW8WGeI1zY64lN83D0xkVAc3sGFzC96WPoFF033ykJeAureOHsCHgLp1tRsQp54N355//w6syFWPzp/6F4sQiMnfIxunVojtjeHbLE+FaqFbFjp6Htgw2xaeeBLMDbfcgUfDrtGVSveleO54KANzR+VAh45ceRgFeu5l4B723ovfVhCxg7vwJ908FeO2n/ezOsXw3g7YpZTq955CpoK9xpcuHNRKxiw6aLx/BGo978JDf7xWrzjtzyFVId6RnsyXJpX2vYK2O80sDraUQRoTeCpVMsOrEVq+P/5C2GPSfRee2NgNebqCs3hoBXOS1DcaaQB95pH3+NiuVKYeQgdxH1P7bH8dPeRZ9MyRLPVIsVV68l8f+mfrg4C/C2ffQ5rJz7BiqULUXAG4o/Baz4vgaoUNKMi9csIbpD9W2LgFduTLwG3tvQmzmHN3VWV+irx0DfdGBG/d7cvHdeOQHLnEfguvEPEBYB01PfcTtvL5a/yy4GsXldgzfNw/Gki1luZ36BLDPwrvjjd1yvE4Z/xY7JUgHCW3/YqfPgjXNw05aGmU37c6jO6yQ6tzkJeL1VWplxBLzK6Biqs4Q88D41YSYG9HoInWKa8BiePnsRw194Dxu//yTXmO47dDwH8DZ6eCRimtcHu1eqZBReHNUPbR9swO3phDc0fjQIeOXHkYBXruY+AW8m15wXDiL1w5buT0zFEDk9K2xm34Xr1jVYFj4OZ/xut8mQr6Bv2FexzWbP6/VM7HmBTEngnbh7BTYlHEP2fN28agdn3yQBr2Jh92oiAl6vZCqyg0IeeAeNfxujhzyCmBa3ATXhKno/+Sp2r53jFfA6nS68NnMhOsY8gNbN6mPr7oOY9NYc/Lh4Bj85Trpl88vDYzTooNUCljSHX+anSbMqwIA3Ktzgt3iS3jkViDDpkW53wmZ3kjwSFDDotQjTa3HLavd5NduJzUjd8TW3K/7EAq/sbywahrQ9K/hYfaWGCG87BuYHh3llez71Br44/Dt6V22MZmWz5ugO27gQey6fyTHPkX5v8c+27jrA/zx28iwWb9iApDpGrBzxImqXqOjV2u/GrcXq+DikpFvhggvhOiN+7/lSliYTzL+H13zI59vR5+U8G1AwAEu+ZaPWwl4pLz7IbNTB4QTSbf75/yaLJ13Bq0DIA++Il97Ho11jeN6u+5fgOYye9KFPJ7zZw/vkC+/h0W4x6NHpwUL9z8Obx0Wv00Cr0XAgoEuOAuFGPVLTfIcBOd6F3ipGgxZ2hwsOJzVelRFdnVYD9nslzabM7xRHYjx0mRpF5LaHm799hpR178OZcpnf1oSXQkTMSBR7aBy0URXy3PZnh37DF4f/QLNyVbGkw1NZxi06uh0z4tZm+SzCYMS+x1/jn23Z6Qbeo3/HY87atbA2iMSRyR94JXFuc5c0RmDno/+Xw37s5qX4/fxRjK/bHs/Wy/pOiGcw/U7xSnbFBrG/0DldLv57xR8X+0s6XcGrQMgD7/RPl6BEVCTGD3eXuVn72y58//MmLPxoUq5Ry57SkGpJw/FT59CwTvWM8U88+w4GPdoJnds1pZSG4H32s3hOKQ3yA0kpDXI1L2xKQ25epq2eDNuWLxA+7hevOq7ZD3yP9M2z4TyzM2M6ffNhMPV+j+f6Zr9YLm/PDZ/wigyzWw3LkX+75ux+bEw4iqT0VJxMvoIUuwUDqrbgpccypzR8t3EjoppHY+nQF7wSO690iaVtR6Fm8awnxKyM2thtixBpMOKHjs/nmndMKQ1eya7YIKVTGpzX42H9cgBMsXN52+3o0nm3tFZsEzSR3xQIeeBlAMtSEL7+7GVERJgx6qUP0K9nezzWPQa74v7ilRtqV6+cIXB24E2+mYoOfV/Ax28+jdbN6mHr7kOYOG021ix5F6VLRhHw+u3RlDsxAa9cvdlqBLxyNVcSeNPXTUf6hhnQlKqMiBd35NqkIrfdOS8cgm3LbNh2u9MjeDWHgfNzheZ5R//AguOb0bj0PZjTamieYrHKDYM3zuX3X2/UG6UT3LXD/j59jsPv4L7d0LKZO6WtoGv4lgU4cv18jmG5AS8bNHrbIuxLPIN2Fe9Dj0oNeQ3hKMMdKCLgLUhxZe8rCbw8d31WF8CSDG3Fugh/aScBr7Lhkj5byAMvU3Txd+uxYNka2OwO9O7SGpPHx0Kj0WDCm7NQo+rdGPNET/y65U+8NG024HLxcQaDHlUrVcCqL9/Gll2H8P7sFbh05RrurlgWk8bHonkjd7kdemlN+jPrlwUJeP0ia76TEvDK1VxJ4GWeezqz6ev2gGm4O1fX28t56SisS4eDATC7DG3Gw9jjTUB/pzpDQae8mddac+4A3oxbBb1Gh+IJLkTqTSh7MwzO+FsY2q9HvsB7IfUGosNLgIHz8M0LYHNmzf+sYC6OHzs9n+vWJu/5Dn9c/F/GPVYtYknb0Xw+dhHwevtEKDNOUeC9Hs+fcX21GJhi5/G/1NEJrzJxCtQsRQJ4/SkuAa8/1ZU3NwGvPK09KxHwytVcaeBl/9zLgIB1WTP2eheGmKd925DLCdumfyHtl7cAuxWa0vfCNGwZdNH1Mubx9pSXGXRZ/wGupd2C/py7tJk20YZSCRoM6dcDfdu1zeHbR4fXYcWpXRmfsy5u7CCEAS77+pI1mVdnGFWrbY50BmbEGmJ0/GVmjnm7VWqAqY16E/D69jQoMloYeC1Jbj9ut9Vmz7i2ZJUM3wh4FQlTwCYh4BWUnoBXUECVmBPwyg8EAa9czZUGXua9/fBPsH4VyzcSPmE7z3P09XIlnoJlxTg4T23lppnh2ZdT3mY/vsntMwNv2Lk0VI2piTNlUuGp8cs6tDUqfQ8m7VmZw9XW5Wvgo+YDvdrC3sQzGLdtcY6xjctUwZyW7moUdMLrlZSKDRIBXpbCYPlqAHTR9fP8FwsCXsVCFZCJCHgFZSfgFRRQJeYEvPIDQcArV3N/AC/bgXXVJNi3zoI2uh7CYsb71J0tswL2XYuQ9sMUuNJuQluuBkwD5kFbpSm8PeXNC3hZlQZ75ayNLMqZonDZmpwjAM/X6YyB1Vp4FRg64fVKJqmDCgu89j1LYf1h0p183fHrc81LJ+CVGk7FFyPgFZSUgFdQQJWYE/DKDwQBr1zN/QW8sCQh9YvOcF48DO29rRE+fh3fGDsxs66eDEO9HjxH15vLmXQRactHwnFiI29/aGg9Dumdp2DMzpWIrf4gelTK++WzQRvn4kRywp0T3ms2hJ1N42XJsgMvq6+ryWhOfMczTzc1b3xlY17avQKbE45lGT6r1VA0Ke2uHUwnvN4qqcy4wgCvp+II80DfZKA7XzePi4BXmTgFahYCXkHlCXgFBVSJOQGv/EAQ8MrV3G/Ay+D2ejycf2+BtlSVjIoLts2f8xNbb0AiuxKsikPaD5N5fjDLoTT2/wK6Gu3yFYy1G34z7kecPuJuSnG3JQLGf2w4WT09B/DeX+Iu/O9G1moM7EW3pe3uvHDmbXRYiTTWbphdrFKD54U1Al5vFVRmnOPgaoSlxMPYYQJSC2iuwp/X84eQvn56xouTpgFzCvzXCQJeZWIVqFkIeAWVJ+AVFFAl5gS88gNBwCtXc38Cb247cUPFQaStngTzkyt9zu9lzSrSVoyG4+gGPr2h2RMw9nwXKfqwXGveenzIXId36+79OFEtHTfv0mZxkZ3kRoaZsODYRv45g90B1VpknMwqFRk64VVKydznYekv9p1fwrZlLv9LF7Q6lHnnNKyGUhkG7F8aGNzqmw7K+OzmhMiMrzUlK3n9fBLw+jee/p6dgFdQYQJeQQFVYk7AKz8QBLxyNZcNvHntzr5nWRb4KEgF+58rYF39EhKcLsy8vyc05Wpibqe8G0l4gHfVvh24fPQiuvdqh13hCTielIDoiBKIKV/b6zzdgnwr6D4Bb0EKFe6+K/E00jf9C7Y9y4D0W3wSbZXmKNa4J8JaDINFX5x/duvt++C6fo5/nfmlSuuX/eG0JEFfrQ3C2j7tdR1pAt7CxUstVgS8gpEg4BUUUCXmBLzyA0HAK1dzNQCvdcVocOBltXsHzPUaNFw3r8C6cjz6Frsbl03F8X+pV9D7kTehiSidQ0QP8E785WuwKg1vjxyRtQ4vKz11u+yUvyNAwKuswo5jG5C26Qs4j/3qnlgXBl2dLtCVrgrbgVVwXTuLks//F7ZKLfltBraOCwd55YWwPjOzlBgrjGcEvIVRTT02BLyCsSDgFRRQJeYEvPIDQcArV3M1AC8vY7Z8FM/NZV3azMNX+JTq8OOW+Xj7+gU8cWYbhl0+DNMj70BbphpQshK0pdwviuUGvA33TuHQY+z8MqzrpsN5aktGu1h/RoGAVwF1bRbYdi9B+qbPwUrY8SuyLPRVW8BlS4Pj6H8zFtGYohA1dAEcNbspsHDOKQh4/SKrtEkJeAWlJuAVFFAl5gS88gNBwCtXczUAL9sxy7W0LuzPqzqwK6zzKwh7+P+8FuNC4hmUWjsV9v3/zmpjMENb4X7sddbGpQr349O/zyH8vB2v9++Bhj/3BkzFEPnqUdz6sMWdf+Z+9YjwqV9+jhPweh1WPpCd5DvP7YPj/H44zu2H88IBfmrruViLX4QXd79oZrlTVo5VV9DXewSlmz8Km8NV4Etrvnl1ZzQBb2GVU4cdAa9gHAh4BQVUiTkBr/xAEPDK1VwtwOvZdfq66UjfMIN/q63WBqbYOT7Bp+PIWtj+tw6ua/Econmupj0Ne1LvwqmIsvgqqgWKn7dhYh0dmsTPu1NyypLET3lxPR6mJ283n7Ak8TJqzA8lLwLerGraD6/hzUpYKTtNqSpAcgKcyQlwsT9vXeWf53bpmw5GWOsxQFoKUmd1dT8zFevy/Ft93UcyUlQKU5bMl3gT8PqilvrGEvAKxoSAV1BAlZgT8MoPBAGvXM3VBrxs986TW2BZPsoNq+YohA9f6RV0sq5pK07vQo1i5dGuYu07QqZcwrZff8Gxw2vxpasyip9JwYvGLWgefjbfTnDZ4VtfPYY30mAvNYnk+xLw3gnNrbdrw3X9nwIfetatT3d3Q7DSdOxiVRQiXv0rw46Vu9PVeyTXvxwR8BYob5EeQMArGH4CXkEBVWJOwCs/EAS8cjVXI/ByBdiJ6/JR/OWiiAk7vQLMNecOYFrcalQML4EfOj6XRUiWw7v+n0P49VAcKp28hhHmHWgWcRa6cjWhq9Ee+vs6Q3df5yw2DHjZyaMnzSLzTQa+2rvqI6zpYK9gPLNtUQVeduJu3/MN9E0HwnXlFGx7l8G+71u4XA5oXKzlhwsunQGaYhXc/0WVA6zJMN9uWsI0TP2ghTsepmIIH7/eq1xvAl65v1OCbTUCXsGIEfAKCqgScwJe+YEg4JWruWqB1yNDpuoJ/OR3xWgYmg7h0MSaT2S/em74BAmWJGTvjpYZeGueTMQg8060KJcK163EO1PojbyRhf7+LjCwfxKPquC+Z0mC/eRmOP85CPvJLXCe2pphEz7ulwzgZXDMm2xE1883iEUReD2tprkwxmI8DcFzaUpXhaHpQOjrPwpt+VqK/wAQ8CouaUhNSMArGE4CXkEBVWJOwCs/EAS8cjVXPfBmkoOd+Nr3fsM/0bceB1OfmTnE+vDQOqw8vQvdKtXH1EZ9Mu4z4F0dvw97Dh9AjWPn0a/4IXT4eCccp7fDdmgNHEd+hovli2a6+Bo93gQM5hzrMPh2nD/A4duT3nBr+v3ul6lYGsa4dXmCb7ADL3uJzHXpKBwJ/4Pz/GH+spimdBXoyteGy2kHtHqulza6LvRVmsH25wrYtsyG88Y5gJ3kam5XVGjcH4aGj0FbpalfH3oCXr/KG/STE/AKhpCAV1BAlZgT8MoPBAGvXM2DCXiZMgw003cvQViXV+6c8GY6BT6enIDBG+ci0mDE713dLYzZxYB3z9XTuLxtLa6cvI7YemFo9/LSLGI7WCWAwz/DfnQ9nP/s5/c0pe+FeeB8aO9pXmBg2Cmm48hPcFluIHL6xYzxmTt45TVJ5Ic3M255XsBiH7ATZM+V+XPPZ6ysmia8RMaYzJUtmFZu8KzvVUoI1/fCwTs2t6tn2H79EPaTm+BKtwLpN90vl7HqCQUpYowA0twNIPjFTtDr90LYAwOgq/1wQdaK3SfgVUzKkJyIgFcwrAS8ggKqxJyAV34gCHjlah5swJtdHZYXmvrhgzA0GQJj7/f4bU9aw9J2o1HzdlqCpw7vsT/+jR37T2Bwnw5o03dEnmI7Lx3jOcTOc3/yMYb2L8DY4y2vgsN8ypxu4SvwZh6fGYSVmoeDszUZGoMJrtRrcNmscKWnArfTO7T3tkb4k9/CdmgV7NvmwfHPAb5vl8sFDT+eBbRlq8N55W9AHwZNZHmOv6ylL5tHY0/nY3hOrkYDXc32MDQZxEuEISzCKw2VHETAq6SaoTcXAa9gTAl4BQVUiTkBr/xAEPDK1TzYgZc3rfgq1g1h0fV444iPEy/wtIb+VZtjQr0u/J4HeP8+fY5/Pbhvt6yd1vKQ3fbHJ0hb86p7/nI1EdZpCpB6FY7Es3AmnoIrkZU/O5P1JDPTXMxGV70tdNXbQFe9HTQRpVBQSoPnZJavmakkWubPPUvYj/8G5+W/4bxxEa6k83ClJnIYZbnELOVAY4yCtsRdvNSaM34P0rfNg/3P5Xk+ZC64oDGEAzbLnTEuF7QV60BfuwMMLZ6EpmyNfB9SXg6O1ctNvgh9g0ehKVZO7kOdbTUC3oDKr/rFCXgFQ0TAKyigSswJeOUHgoBXrubBDrxMLfbP8JYv+2eUMUtq+yz6WNKyVGtgkPvfC4dhv2xB4vHLXgMvm9919W9Ylo+B88xO4eBoKtyP8Io1kZZ6C66wCGiM4dCwU8+wcN4Sl9We5Tmyqdfd9WhvXgFsqdAYI93j+X/hfLwr4X/8VNWbSxNZls/LLp6OEF4C2lLV+SmvttTdcKZcgiv5MpwJRzKm097TAoYGvaBv+Dg0URW9WUaVYwh4VRkW1ThFwCsYCgJeQQFVYk7AKz8QBLxyNQ8F4OWKsTJmqydmvNQWX6wC5tXshMl9ZiDaXIKf6m7/z0vYqa2Csun3+gS8nojYtnwBx4nNQMnK0JWqxNMWWCtkDfszolSugXOe3Qvn2d2wn90H5z9xYKkSil7mKOgqN4funmbQVWrMYdjldMKZcBgOtub5/RlrMmhlJ676Br2gq9oyTzecCUehMUdBUzxaUVcDNRkBb6CUD451CXgF40TAKyigSswJeOUHgoBXruYhA7y3ZWMpDmmrJ2W0CWbtZU2x87Bm0QxE7FqEfaiMk5EPFQp4lYgMO5EtmfwXrl25Cmf6LXfubPotIN0Cl9MGbUQZsNNYTXjJApfTlLgbrKRXgVfaTTivnoT2rgYFDg3FAQS8oRhV5fZEwCuoJQGvoIAqMSfglR8IAl65moca8HrU413StnwOU+/3wVrQ/jp9AHT/xGFTxW64nFIuYMDL/Csoh1fuExD6qxHwhn6MRXZIwCuiHgACXkEBVWJOwCs/EAS8cjUPVeDlKlqScNxmQaTBhDObN8N+eA3iK3TGjv3HCXjlPmYBXY2AN6Dyq35xAl7BEBHwCgqoEnMCXvmBIOCVq3koA++8o39gwfHNvFpDS6s7H9XXKg3+iAad8PpD1bznJOCVq3ewrUbAKxgxAl5BAVViTsArPxAEvHI1D2Xg3XjxKCbtWcmrNfTV1sHJlMsonqzD8YOn6IRX7mMW0NUIeAMqv+oXJ+AVDBEBr6CAKjEn4JUfCAJeuZqHMvAyJVkTisZlquDa8cvYe/UMWuur4Obf1wl45T5mAV2NgDeg8qt+cQJewRAR8AoKqBJzAl75gSDglat5qAOvR83BX3+MUymX0SuiLuKPnCXglfuYBXQ1At6Ayq/6xQl4BUNEwCsooErMCXjlB4KAV67mBLxy9WarUQ6vXM0JeOXqHWyrEfAKRoyAV1BAlZgT8MoPBAGvXM2LAvAeT07AC98uwPW0WxhcogkOU5UGuQ9ZgFcj4A1wAFS+PAGvYIAIeAUFVIk5Aa/8QBDwytW8KADv1LhV+O/23VzYsWVb865rg/t2Q8tmgWnEQCe8cp9xAl65egfbagS8ghEj4BUUUCXmBLzyA0HAK1fzogC8rFrDy/9ZTMAr99FSzWoEvKoJhSodIeAVDAsBr6CAKjEn4JUfCAJeuZoXBeBlii79/VeUNEbg2vlrdMIr9xEL+GoEvAEPgaodIOAVDA8Br6CAKjEn4JUfCAJeuZoXFeBlaQzsosYTcp8vNaxGwKuGKKjXBwJewdgQ8AoKqBJzAl75gSDglas5Aa9cvdlqlMMrV3MCXrl6B9tqBLyCESPgFRRQJeYEvPIDQcArV3MCXrl6E/DK15uAV77mwbQiAa9gtAh4BQVUiTkBr/xAEPDK1ZyAV67eBLzy9Sbgla95MK1IwCsYLQJeQQFVYk7AKz8QBLxyNSfglas3Aa98vQl45WseTCsWaeA9e/4yXp4xH3+diMddFf6/vTuBjqJM1zj+JGETBB3G3cGr4hXckF3EEcEFEBCQQWRXAlGQPWwhCVtIMAlbMKwCGja5giAoOsKggArcAYflAkcQUAcHNwRkkSUhyZyvuPRJIJ10S9M9/fW/zvEc1Oqq+n7vS/WTr5Zcp4TBkap6310F1m/F6o0aNT5DiUO6qVH9Wq51CLzB1O7uj5XA6/86Enj9a07g9a83gdf/3gRe/5sH0x5DOvB26p2kR2o9oK7tm2rdxm0a89p8rVw4TsWLReSrYcaij/SP7Xt06PCv6tK2CYE3mDrcw2Ml8HoI5cPVCLw+xPRgUwReD5B8vAoPrfkYtIjNEXj96x1sewvZwHv46HE1bj9IG1dMVbGI8wG3ddQIDenZTrWqVs5Xx937DqhSxQrqNmCs2jRvQOANti734HgJvB4g+XgVAq+PQYvYHIHXv97M8Prfm8Drf/Ng2mPIBt4tO/YqYcIcLXsz0VWvgQnT9FD1e/Rcs/oF1rBrdCqBN5i624tjJfB6geWjVQm8PoL0cDMEXg+hfLgaM7w+xPRgUwReD5BCeJWQDbwbvtipSTOX6O0ZI1zlj0uepbsrVtALzzXyOPCezcq+Iu0TER6msLAwncvOuSLbZ6OXCpQoFqHMc1emnnhfKlA8IlzZObnKyc2Fxw8C4WFhMueVLMvPKZ9u3OZofrnvgMyfozo+o/p1q/lBmHNKQJDz7LRYRLhzPsnJuTLnlJLF89/uGOjxsn/vBEI28G7duVfxKbP1wbxkl1ifYa/p0YeqeDXDe/h4pnfiHq5tZmMiwqXfzhDAPCS7rNXMDK+ZcbxS9bysg7P0w2VLF9PZrBxlZvFDnT9KXKJ4uEoWD9eJU+f8sbuA7WP9pu3Ovr/af0Dmzy8830yP1qkakOP5Y7kSOnI8U1cmfgVkSP/ROy1TKkLm57kzmVfme9PUkyV4BUI28B49dkJPthmg9e9NVqmS55u4aacYjR4cqeoP3F1gRbmlIXgbvagj55aGooR8//+5pcH3poVtkVsa/Ott9sYtDf4155YG/3oH295CNvCaQnUdkKoaVSopqkMzrVy7SZNmLdFfF6Q4D7GZ15DVqX6vrit/jaumBN5ga2/Pj5fA67mVr9Yk8PpK0rPtEHg9c/LlWgReX2oWvS0Cb9FGobxGSAfeH346rCFJM7Rrz7eqcMsNSorppvsq3e70Q71n+ygtoZcz22ve3rDv24M6dy5bEeHhCgsPU0rcS2pUv7Z4D68df30IvP6vI4HXv+YEXv96M8Prf28Cr//Ng2mPIR14fVEoAq8vFAO/DQKv/2tA4PWvOYHXv94EXv97E3hzCB/5AAANiklEQVT9bx5MeyTwBlO1OFYEEEAAAQQQQAABrwUIvF6T8QEEEEAAAQQQQACBYBIg8AZTtThWBBBAAAEEEEAAAa8FCLxek/EBBBBAAAEEEEAAgWASIPAGsFpf7v2n+o+Yoj/XfkDx/Tq5jsS8PSJmzOvatecb5+0RiUPOvz1i7uKV2vvNQeddwSzeCxz59YRikmbox0NH9V5GkmsDx078phFj39TufQdkHl5r3ay+urZr4vx7v+GT9dFbqd7vjE9o/7cHNXL8HO3Zf8B5vd/AHm31+CPnf+PVzAUrNGfRSp3LzlaTJ+oork9HRUSEq3fcJDV8rJaeaVgXQS8FTv52WqMmZGj9pp0qXryY2rZ8XD06t3C24q4WnFO8RL5o9U8+36LxMxbp0OFfValiBY0aFKk7b7s531ov9kvWH/9QTuNHvOL894ea9tDyjCTddH35y9t5CH66sHOKu+9Nzikh2ChuhkzgDVAvmN/0lpg2T3fdcavKlimdL/B27jNGDepWU8fWDbXkg3Uy66bEvUzgvYxa/XbqjNr1SNBjD1fVuv/dni/wmjpk5+RoRPQLOnHylFp1G66kId1UrmxpAu9lmLfoEqfWTR9Th1ZPaf3mnYoeOVmfvpuu7bv2KT51tuZMGqprypZRj5iJavLEQ2rX8gkC72V4J02aJ/NDnXm94pGjx9XuldFOyKr5YCW5q8Xi99fwQ/TvNP/p0FE1fzFWM1IHqMo9FZX+xlJt27VXb06McW3x3b9+pikZy/TgvRUJvL/TOe/H3PXxVaVKyN33JoHXB/CWbILAG6BCHjj4kzPrNXfxKv1y5Jgr8H73/c/OX9yPF01UeHhYvqPLOxvz46Ej6tgzUSnx3VWjSsG/GS5AQ/uP3O2p02ccZ/OPmXXMO8PbpX+y2rZ4Qo3q13KO3czq1qlxr6red5cr8Gady1a3AamqV+dBZ/aXpXABM3NrvuyfffpR5xe5XJjZWvz6KGUs+kg331De+YUvZlmzYasz25uRFpMv8H729x0yIW7BlHhnhoylcIFP1m91Zhlvvek6Z8VesZPU4JFqatH4Ebe1WLthqyvwck7xrsNM4P2/L/frqXo1nQ+aK3Y9Y9P0yeKJzr//euykOvRKVOfWDbVp2+4CA2/azHf01dffaXJSv0vO994djf1rF3ZOMVfm3H1v5g28nFPs75PCRkjgDXD9p899L1/g/fizLZq/dJVzK8OGzTv1p1tu0LD+nVXxv25xzfDG9e2oTr3HOCdSLv16V8AtO766JPCaGnz9z+81JjbK+ZIyM2PTk/vLhNwLtzSMmjBH2dnZShjE7STeiZ9fe8eXX6vv8HStfnuCogaNVdsWj7uCwjcHflCX/ilauyTNFXjvr3yHogaN0/TkaOcqCIt3Aub2hmadh2r2hMHOuSPvkrcW85escgIv5xTvfAtae/bCD7Vn3wGlDuvu/O+45FnO7Hrpq0pp1brNlwTerTv2atZbH2heeqyzDot3Ann7eM36rW6/Ny8EXs4p3vnauDaBN8BVvTjwmlmxhIlzNT0lWrWrVtb8JX/T0g8/1btvJLoC7+kzZ3VHhZvUs8uzAT764Nt9QYH31Omz6tQ7SQd//EWnT5/VC20aKfrlNq57eLs831ir1n2hGWMHuGYrg2/kgTvif/1wSC8NGqdh/Trr4Zr3qUPPRL3c6Rlnttws3//4i1pGxmvTh9OdwPtwzfv1P8s/UUyvdqpb8/7AHXiQ7vnM2Uz1G57uXGZ/5cWW+UZxcS0uXDXinHJ5xf580w6NnjhX89LjdMN112rztt2aOmeZc3vDyrWbLwm8r8a+pLFTFyojbahuvP4Pl7fzEPz0xX1c2Pcm55QQbBA3QybwBrgXCprhNSfKJbMSnCPLyclV9YbdtGZJmt5ftUFT5yxXZmaW4vp20l+a1gvw0Qff7gsKvNEjp+j2CjepV5dWOnnqtHoMmaDnWzTQ3XdWUMdeiQoPD3cuDZv7qFm8E9iz/zv1HZaumF7tVb9uVefD3QaOVaun6zn37ZrFrPPy4PGuGd7N2/coNzdXCybHM7vrHbeOnzylnkMnqna1e9Q7slW+TxdUCxN4Oad4iXzR6itWb9S0Ocs1Lbm/brv1RmVlnVPbHgkaN7yH7rjt5gIDb6mSJVSmdCktnT1a5s8sngsU1Mfmyqi7783hqW+Ic4rnvjavSeANcHUvDrzmL7P5wlq9aIJzZNnZOareMEqfL0937sNbu2GbhvRqr67RqVo0Y4Ru+f/79QI8jKDZfUGBt3aT7lo0Y6QTes3y+vz3deDgz+r4l6cUGZ2iJTMTFBmdqgHd2+jJR2sEzVgDfaDmfvSogeM0ZmiUqj/w367DMfflXlvuatcVig8//rvzcKa5/G5mYyrfdZtuvL683n5vjRZOG8asuoeFPJuZ5ZwXGjeo7fRu3sVdLUzg5ZziIXABq5m3NLw2e6lmjR/kPJNhlh27v1HX6BRXkM3MOidTmyr33Ok8qGne0pCe2Nfp+WvKXa3YPh1+/wGE2Cfd9XFh35uxr87knBJifeJuuATeADfCxYHXHM6zkfHq1Lqh88DPvHdW6f2/bdTi10fme0uDea3Txi92OSEhzNyxz+KRQEGBt/0ro/VkvRqKbNvEmT3vPmSCMxtpZsku3MO7Zcde9R8x2bm1pPy1ZT3aV6ivZF7H9HzzBnr68fMzuRcWU4PBo6dr7muxKlPmKr00cJzaNG/gXLHI+4CJuQ3CPDh48WX5UHd1N/6pGct06Mgx520jFy/uapH3QVjOKd51lnmdoTlXmz7+083Xu/1wQbc0mNeSXVWypPP2jNT47qpdrbJ3Ow/Rtd31cWHfm5xTQrRZChg2gTdAvZA8+S3nPsWcnBzn8m1ERISea/aYc6vCV1//S+anUnOfknngJGFwZL6H1sx7eM3MrwlqzRvVdV77xFK4wOrP/qGBCdOk3FznYTTznlJzH7QJsOahKfNqMuNtfnioW+t+De3dwXl3ad738KZMWSjzrse0hF5wFyFgLBu1G+Q4513MZV4zSz5n8UrNWrDCqUXLxn/WkJ7tHPu8X04//HxEraOGa+bYgbr37tsxL0LgyTbROnT4mMLyvN3FPBxoZnvd1cLcP33h3d6cU7xrMXPFLT5l9iU9vvadNF17zdWujbkLvOY9vObNGq+mL9CyNxKdWxxY3AsUdU5x973JOYWuuiBA4KUXEEAAAQQQQAABBKwWIPBaXV4GhwACCCCAAAIIIEDgpQcQQAABBBBAAAEErBYg8FpdXgaHAAIIIIAAAgggQOClBxBAAAEEEEAAAQSsFiDwWl1eBocAAggggAACCCBA4KUHEEAAAQQQQAABBKwWIPBaXV4GhwACCCCAAAIIIEDgpQcQQAABBBBAAAEErBYg8FpdXgaHAAIIIIAAAgggQOClBxBAAAEEEEAAAQSsFiDwWl1eBocAAggggAACCCBA4KUHEEAAAQQQQAABBKwWIPBaXV4GhwACCCCAAAIIIEDgpQcQQAABBBBAAAEErBYg8FpdXgaHAAIIIIAAAgggQOClBxBAAAEEEEAAAQSsFiDwWl1eBocAAggggAACCCBA4KUHEEAAAQQQQAABBKwWIPBaXV4GhwACCCCAAAIIIEDgpQcQQAABBBBAAAEErBYg8FpdXgaHAAIIIIAAAgggQOClBxBAAAEEEEAAAQSsFiDwWl1eBocAAggggAACCCBA4KUHEEAAAQQQQAABBKwWIPBaXV4GhwACCCCAAAIIIEDgpQcQQAABBBBAAAEErBYg8FpdXgaHAAIIIIAAAgggQOClBxBAAAEEEEAAAQSsFiDwWl1eBocAAggggAACCCBA4KUHEEAAAQQQQAABBKwWIPBaXV4GhwACCCCAAAIIIEDgpQcQQAABBBBAAAEErBYg8FpdXgaHAAIIIIAAAgggQOClBxBAAAEEEEAAAQSsFiDwWl1eBocAAggggAACCCBA4KUHEEAAAQQQQAABBKwWIPBaXV4GhwACCCCAAAIIIEDgpQcQQAABBBBAAAEErBYg8FpdXgaHAAIIIIAAAgggQOClBxBAAAEEEEAAAQSsFiDwWl1eBocAAggggAACCCBA4KUHEEAAAQQQQAABBKwWIPBaXV4GhwACCCCAAAIIIEDgpQcQQAABBBBAAAEErBYg8FpdXgaHAAIIIIAAAgggQOClBxBAAAEEEEAAAQSsFiDwWl1eBocAAggggAACCCBA4KUHEEAAAQQQQAABBKwWIPBaXV4GhwACCCCAAAIIIEDgpQcQQAABBBBAAAEErBYg8FpdXgaHAAIIIIAAAgggQOClBxBAAAEEEEAAAQSsFiDwWl1eBocAAggggAACCCBA4KUHEEAAAQQQQAABBKwWIPBaXV4GhwACCCCAAAIIIEDgpQcQQAABBBBAAAEErBYg8FpdXgaHAAIIIIAAAgggQOClBxBAAAEEEEAAAQSsFiDwWl1eBocAAggggAACCCBA4KUHEEAAAQQQQAABBKwWIPBaXV4GhwACCCCAAAIIIEDgpQcQQAABBBBAAAEErBYg8FpdXgaHAAIIIIAAAgggQOClBxBAAAEEEEAAAQSsFiDwWl1eBocAAggggAACCCBA4KUHEEAAAQQQQAABBKwW+DcCN3VLIZCncwAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "save_fig[\"2019年11月6日のボラティリティスマイル\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e927f3aa",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### トレード損益\n",
    "\n",
    "- 原資産（先物12月限）をロング\n",
    "    - @23251.99 -> 23303.82 = 51.83\n",
    "- コールオプション（12月限23500）をショート\n",
    "    - @290 -> 295 = -5\n",
    "- 損益: 46.8 = 1セット当たり: 46,800円\n",
    "- たんに先物をロングしたほうが儲かる？\n",
    "    - 仮に先物が下がっても満期までの下落が290円までなら、損益がプラスになる"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3349c58d",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### どうやって分析したり可視化するコードを書くの？\n",
    "\n",
    "今回の内容はこの本を読めば書けるようになるはず\n",
    "\n",
    "<table>\n",
    "    <tr><td><img src=\"https://image.gihyo.co.jp/assets/images/cover/2020/9784297115685.jpg\" width=\"200\"></td>\n",
    "        <td><img src=\"https://www.asakura.co.jp/user_data/product_image/12258/1.jpg\" width=\"200\"></td>\n",
    "    </tr>\n",
    "</table>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d324aa65",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "## まとめ\n",
    "\n",
    "- J-Quants APIから得られるデータだけでも、有効に使える\n",
    "    - 今回は時間が限らているので、活用方法のごく一例だけを紹介\n",
    "- データを活用するにはツールが必要 ← 作ったので使ってね\n",
    "- オプションを活用することでトレードの幅が広がる"
   ]
  }
 ],
 "metadata": {
  "celltoolbar": "Slideshow",
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}