{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Настройка pandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# импортируем numpy и pandas\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "# импортируем datetime\n",
    "import datetime\n",
    "from datetime import datetime, date\n",
    "\n",
    "# задаем некоторые настройки pandas, регулирующие\n",
    "# формат вывода\n",
    "pd.set_option('display.notebook_repr_html', False)\n",
    "pd.set_option('display.max_columns', 7)\n",
    "pd.set_option('display.max_rows', 10)\n",
    "pd.set_option('display.width', 60)\n",
    "\n",
    "# импортируем matplotlib для построения графиков\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Загрузка и организация данных о котировках акций, предоставляемых веб-сервисом Google Finance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# импортируем пакет pandas_datareader\n",
    "import pandas_datareader as pdr\n",
    "\n",
    "# считываем данные с Google Finance по акциям конкретной \n",
    "# компании за конкретный период, ticker - это торговый код\n",
    "# акции, start и end - стартовая и конечная даты \n",
    "def get_stock_data(ticker, start, end):\n",
    "    # считываем данные\n",
    "    data = pdr.data.DataReader(ticker, 'yahoo', start, end)\n",
    "\n",
    "    # переименовываем этот столбец\n",
    "    data.insert(0, \"Ticker\", ticker)\n",
    "    return data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "           Ticker       Open       High        Low  \\\n",
       "Date                                                 \n",
       "2012-01-03   MSFT  26.549999  26.959999  26.389999   \n",
       "2012-01-04   MSFT  26.820000  27.469999  26.780001   \n",
       "2012-01-05   MSFT  27.379999  27.730000  27.290001   \n",
       "2012-01-06   MSFT  27.530001  28.190001  27.530001   \n",
       "2012-01-09   MSFT  28.049999  28.100000  27.719999   \n",
       "\n",
       "                Close  Adj Close    Volume  \n",
       "Date                                        \n",
       "2012-01-03  26.770000  22.795326  64731500  \n",
       "2012-01-04  27.400000  23.331791  80516100  \n",
       "2012-01-05  27.680000  23.570217  56081400  \n",
       "2012-01-06  28.110001  23.936375  99455500  \n",
       "2012-01-09  27.740000  23.621305  59706800  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# запрашиваем данные для торгового кода MSFT\n",
    "# за трехлетний период\n",
    "start = datetime(2012, 1, 1)\n",
    "end = datetime(2014, 12, 31)\n",
    "get_stock_data(\"MSFT\", start, end)[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# загружаем данные по нескольким торговым кодам\n",
    "# акций: задаем список торговых кодов\n",
    "# start и end - это стартовая и конечная даты\n",
    "def get_data_for_multiple_stocks(tickers, start, end):\n",
    "    # мы возвращаем словарь\n",
    "    stocks = dict()\n",
    "    # итерируем по всем торговым кодам акций\n",
    "    for ticker in tickers:\n",
    "        # загружаем данные по конкретному торговому коду\n",
    "        s = get_stock_data(ticker, start, end)\n",
    "        # добавляем их в словарь\n",
    "        stocks[ticker] = s\n",
    "    # возвращаем словарь\n",
    "    return stocks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# загружаем данные по всем интересующим нас акциям\n",
    "raw = get_data_for_multiple_stocks(\n",
    "    [\"MSFT\", \"AAPL\", \"GE\", \"IBM\", \"AA\", \"DAL\", \"UAL\", \"PEP\", \"KO\"],\n",
    "    start, end)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "           Ticker       Open       High        Low  \\\n",
       "Date                                                 \n",
       "2012-01-03   MSFT  26.549999  26.959999  26.389999   \n",
       "2012-01-04   MSFT  26.820000  27.469999  26.780001   \n",
       "2012-01-05   MSFT  27.379999  27.730000  27.290001   \n",
       "2012-01-06   MSFT  27.530001  28.190001  27.530001   \n",
       "2012-01-09   MSFT  28.049999  28.100000  27.719999   \n",
       "\n",
       "                Close  Adj Close    Volume  \n",
       "Date                                        \n",
       "2012-01-03  26.770000  22.795326  64731500  \n",
       "2012-01-04  27.400000  23.331791  80516100  \n",
       "2012-01-05  27.680000  23.570217  56081400  \n",
       "2012-01-06  28.110001  23.936375  99455500  \n",
       "2012-01-09  27.740000  23.621305  59706800  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# давайте взглянем на данные по \n",
    "# торговому коду MSFT\n",
    "raw['MSFT'][:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# поворачиваем данные, превращая значения столбца Ticker\n",
    "# в названия столбцов, соотвествующие торговым кодам акций\n",
    "def pivot_tickers_to_columns(raw, column):\n",
    "    items = []\n",
    "    # итерируем по всем ключам словаря\n",
    "    for key in raw:\n",
    "        # получаем данные по ключу\n",
    "        data = raw[key]\n",
    "        # извлекаем заданный столбец\n",
    "        subset = data[[\"Ticker\", column]]\n",
    "        # добавляем к элементам\n",
    "        items.append(subset)\n",
    "    \n",
    "    # конкатенируем все элементы\n",
    "    combined = pd.concat(items)\n",
    "    # сбрасываем индекс\n",
    "    ri = combined.reset_index()\n",
    "    # возвращаем данные, совершив поворот\n",
    "    return ri.pivot(\"Date\", \"Ticker\", column)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Ticker             AA       AAPL   DAL    ...      \\\n",
       "Date                                      ...       \n",
       "2012-01-03  22.179689  58.747143  8.04    ...       \n",
       "2012-01-04  22.708349  59.062859  8.01    ...       \n",
       "2012-01-05  22.492081  59.718571  8.33    ...       \n",
       "2012-01-06  22.011480  60.342857  8.32    ...       \n",
       "2012-01-09  22.660290  60.247143  8.28    ...       \n",
       "\n",
       "Ticker           MSFT        PEP        UAL  \n",
       "Date                                         \n",
       "2012-01-03  26.770000  66.400002  18.900000  \n",
       "2012-01-04  27.400000  66.739998  18.520000  \n",
       "2012-01-05  27.680000  66.220001  18.389999  \n",
       "2012-01-06  28.110001  65.389999  18.209999  \n",
       "2012-01-09  27.740000  65.730003  17.930000  \n",
       "\n",
       "[5 rows x 9 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# выполняем поворот\n",
    "close_px = pivot_tickers_to_columns(raw, \"Close\")\n",
    "# смотрим результат\n",
    "close_px[:5]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Визуализация временных рядов котировок акций"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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uTV4fHq+fL54+hb/ffBLrb19GhjuRuWOz+MS80QDMHhW9magpSa4Q1019cysl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\nOEcVvaIoSpyjil5RFCXOUUWvKIoS5/x/ZBnOEP+XvrQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1fd4530c8d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# визуализируем цены закрытия для AAPL\n",
    "close_px['AAPL'].plot();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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7KxBqyc10cNcbW3B5/QwpzGZ0WS6OPmS5jC7LZXtNK58dbOJLc/uWari9uoV1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\nuiAIQooggi4IgpAiiKALgiCkCP8fmDGi2yqnMigAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1fd453452e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# визуализируем цены закрытия для MSFT\n",
    "close_px['MSFT'].plot();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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xB6XgxwkhjgJjjftIKfcD3wEHgF+Be+vscaOpmIwTgIDmnSyvhQUVBHNoNJryXEiyKOh9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\nmqNAL4QQNUeBXgghao4CvRBC1Jy/AGJm9M8vD/NUAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1fd4581a390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# визуализируем цены закрытия для MSFT и AAPL \n",
    "# на одном и том же графике\n",
    "close_px[['MSFT', 'AAPL']].plot();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Визуализация временных рядов объемов торгов"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Ticker           AA      AAPL      DAL   ...         MSFT  \\\n",
       "Date                                     ...                \n",
       "2014-12-24  2057400  14479600  4296200   ...     11437800   \n",
       "2014-12-26  2644900  33721000  5303100   ...     13197800   \n",
       "2014-12-29  2949500  27598900  6656700   ...     14439500   \n",
       "2014-12-30  3854300  29881500  7318900   ...     16384700   \n",
       "2014-12-31  3679600  41403400  7801700   ...     21552500   \n",
       "\n",
       "Ticker          PEP      UAL  \n",
       "Date                          \n",
       "2014-12-24  1604100  2714300  \n",
       "2014-12-26  1492700  3062200  \n",
       "2014-12-29  2453800  2874300  \n",
       "2014-12-30  2134400  2644600  \n",
       "2014-12-31  3727400  4451200  \n",
       "\n",
       "[5 rows x 9 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# совершаем поворот, превратив данные \n",
    "# об объемах торгов в столбцы\n",
    "volumes = pivot_tickers_to_columns(raw, \"Volume\")\n",
    "volumes.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA20AAAHdCAYAAACOp5GWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAaE9oAAAAaE9oAAAAaE9oAAAAa+/+f8GIsKKFKTwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1fd458dbd68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# визуализируем данные об объеме торгов для MSFT\n",
    "msft_volume = volumes[[\"MSFT\"]]\n",
    "plt.bar(msft_volume.index, msft_volume[\"MSFT\"])\n",
    "plt.gcf().set_size_inches(15,8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ymBKviloXxpgoY8xWY8zfgu+/ZYw5ZozZFvx1+cgNU0RERERk/HkjGMC+8qd3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\nkiRJkhrGRE2SJEmSGsZETZIkSZIa5v8DZwMFkk0zFLYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1fd45a32f98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# в верхней части размещаем график цены закрытия\n",
    "top = plt.subplot2grid((4,4), (0, 0), rowspan=3, colspan=4)\n",
    "top.plot(close_px['MSFT'].index, close_px['MSFT'], \n",
    "         label='MSFT Close')\n",
    "plt.title('MSFT Close Price 2012 - 2014')\n",
    "plt.legend(loc=2)\n",
    "\n",
    "# в нижней части размещаем график объема торгов\n",
    "bottom = plt.subplot2grid((4,4), (3,0), rowspan=1, colspan=4)\n",
    "bottom.bar(msft_volume.index, msft_volume['MSFT'])\n",
    "plt.title('Microsoft Trading Volume 2012 - 2014')\n",
    "plt.subplots_adjust(hspace=0.75)\n",
    "plt.gcf().set_size_inches(15,8)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Вычисление простого ежедневного процентного изменения цены закрытия"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Ticker            AA      AAPL       DAL    ...     \\\n",
       "Date                                        ...      \n",
       "2012-01-03       NaN       NaN       NaN    ...      \n",
       "2012-01-04  0.023835  0.005374 -0.003731    ...      \n",
       "2012-01-05 -0.009524  0.011102  0.039950    ...      \n",
       "2012-01-06 -0.021368  0.010454 -0.001200    ...      \n",
       "2012-01-09  0.029476 -0.001586 -0.004808    ...      \n",
       "\n",
       "Ticker          MSFT       PEP       UAL  \n",
       "Date                                      \n",
       "2012-01-03       NaN       NaN       NaN  \n",
       "2012-01-04  0.023534  0.005120 -0.020106  \n",
       "2012-01-05  0.010219 -0.007791 -0.007019  \n",
       "2012-01-06  0.015535 -0.012534 -0.009788  \n",
       "2012-01-09 -0.013163  0.005200 -0.015376  \n",
       "\n",
       "[5 rows x 9 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# вычисляем ежедневное процентное изменение\n",
    "daily_pc = close_px / close_px.shift(1) - 1\n",
    "daily_pc[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.011101934635436406"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# вычислим вручную процентное изменение \n",
    "# цены закрытия для AAPL за 2012-01-05\n",
    "close_px.loc['2012-01-05']['AAPL'] / \\\n",
    "    close_px.loc['2012-01-04']['AAPL'] -1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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F6OSFdyqBuoZERg/1C18aC86UuykGIsQciiEoVRXBFAOQGlsB3C0Gt4cpIYD5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\nTbu1q7ApKsCwFqqrynHVhP1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9zZaFi2oxnGemIb5/3dF46rLRAHy6knw+C3IWclV5SbKu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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1fd45ee8eb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# строим график процентного изменения \n",
    "# цены закрытия для AAPL\n",
    "daily_pc[\"AAPL\"].plot();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Вычисление простой ежедневной накопленной доходности"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Ticker            AA      AAPL       DAL    ...     \\\n",
       "Date                                        ...      \n",
       "2012-01-03       NaN       NaN       NaN    ...      \n",
       "2012-01-04  1.023835  1.005374  0.996269    ...      \n",
       "2012-01-05  1.014085  1.016536  1.036070    ...      \n",
       "2012-01-06  0.992416  1.027162  1.034826    ...      \n",
       "2012-01-09  1.021669  1.025533  1.029851    ...      \n",
       "\n",
       "Ticker          MSFT       PEP       UAL  \n",
       "Date                                      \n",
       "2012-01-03       NaN       NaN       NaN  \n",
       "2012-01-04  1.023534  1.005120  0.979894  \n",
       "2012-01-05  1.033993  0.997289  0.973016  \n",
       "2012-01-06  1.050056  0.984789  0.963492  \n",
       "2012-01-09  1.036235  0.989910  0.948677  \n",
       "\n",
       "[5 rows x 9 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# вычисляем ежедневную накопленную доходность\n",
    "daily_cr = (1 + daily_pc).cumprod()\n",
    "daily_cr[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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KoAvMSOCzVcvVsJIjkrG5bdTZ67TpU6VNpdoGDD1Vn6rpAlx22WV88ol3DdPc\n3Fyuv/567d7x48fJyGhuthk7Nvjrmgoheiff1J5bxtzCN6XfUGevO2VZXx9ty7mwLfmS7tlS0w2W\nllOBBkZ79/A9Wn9Uu3as6RipkT23PxdCVNOt/bgAx7GmgD7TmBZJ3BXZZyx33XXX8dhjjzFv3jy+\n++47brrpJtatWwfAnXfeybXXXsvzzz/PRRddxM9+9jPS0ry/NRUUFJCTkwPAjBkzZK9dIcRpVVgr\nSDAlMC1tGv/Y8Q92VO7gvPTzWpVze9w0Ob0/D6ut1bg8LkqbSv36ba3Onj//tDv4dlS6IOMCbSOG\nIw1HGJM8BovTQp29TpqXe5qxY8dSWFhIbm6u1mfrc/HFF3Po0CE+//xzPvvsM8aPH8/OnTuBtpuX\nhRDiVEoaS0iJSCE7zlsZOFx3uM2k66vlhuvDqbZV8+etf2bJniWsvmY1SWZvl1W90zv/tCcPEOou\nm2/YjFFvxO7y1v6rrN4med90obTInt28HJKk254aaTDNnz+f+++/nzVr1mg7C/kkJCRwww03cMMN\nNzBv3jy++uqrVhvcCyHE6bg8LnZU7OCK7CuID48nNjyWwrpCvzK1tlqONR3TziekTGDT8U0s2bME\n8C70oCVd+4lFH7pxFaqeytevqzfoUVC0/nBf0u3J04WgD/bpAtx0000sWrSIMWPG+F1ftWoVFot3\n7c6GhgYKCgoYOHBgKEIUQpzFSptKsbgsjEwciaIo9I/oT7m13K/M7Stv59pl17Kveh8AN4+52e9+\ny4UyfIklJlxquj46RUeUIUprKdDm6PbwPt0+mXQzMjK4++67W13Py8tj0qRJjB07lmnTpvHzn/+c\nyZO7Z89KIUTv4Rv45NvtJjY8ljVFa7jm42t4+punAdhVtQuA5/Ofx6gzMrHfRMYmNQ/etLmb5/f6\nljeU5mV/UcYo7RcS30IZXd1GMNj6VJ9uy639fGbNmsWsWbMAeOCBB3jggQdalcnMzNT6dttSWFgY\nqBCFEL2AL2H6Rhv71iLeU72HPdV7uHnMzcQYY6h31FNuKWdEwgjCdGHMGTiH7yq9UxVbLqqh1XQl\n6fppmXQbHA0YdIYeP8K7T9Z0hRAimHyDfMLDvAnANzr5+uHeKYq7q3b7zScdEjcEgGlp07RrvqS7\nrngd/9n9HxJMCX1+9PLJog3RWvNyvaOeGGOMNsK5p5KkK4QQAear6Zr0JqA56c4e4N37dUPJBm2r\nPkCb/uKBjKodAAAgAElEQVSbe+p7xq6qXdz55Z3EhcexeO7iHp9Qulu0MZpGx4mka68/K/q8JekK\nIUSA7KzcyVt732pV082K9S7Unx2XzewBs1l2aJnfpgUJ5gTA21zqY3PZ+Pzw5xh0Bl6/9HWGJwzv\nrq9x1ogNj9X6chscDWfF6O4+1acrhBDBdNMXN2F1Wbl/0v1Ac0338RmPc+2wa0mJSGFYwjDWFK1B\nQeGCjAuIDY/l8qzLtWfMypjFmuI12Fw2Gp2NxITH+CVj0Sw+PF5b17reUU+8KT7EEZ2Z1HSFECJA\nrC7vylGLty8GmgdSRRujtf7auPA4VFRq7DWMTBzJE+c94bd7zuMzHge8zcs2l01L3KK1eFM8NrcN\ni9Oi9en2dJJ0hRAiAHwJF6DB6R1RawprnTBbJoZZA2a1uu/7jM11Ium28QzhlWDyNsvX2GvOmubl\nPpV09Xo9OTk5jB49mh/+8IfaQhi+674/f/rTnwDvdKJhw4Yxbtw4ZsyYwb59+0IZvhCim+yo2EFx\nQ3GHPuNr5rwg4wLtWlvTV3zzSDOiMhiRMKLV/XB9OAadgTpHHVa3VWq6p+FrTq60VlJrr5Wabk9j\nNpvJz89n586dGI1GXn75Zb/rvj8t98R944032L59OwsXLmxzDq8Qove54dMbuPT9Szv0GV/SvXxw\nc/9sWwnTtw3d9zK/1+ZoZEVRSI9Kp7ihGLvLLjXd00g0JQLw40+9+6T7/m57snYnXUVR9IqifKso\nyrJgBtRdZs6cycGDB9td/vzzz+9QeSHE2anl8osd4duWr+UyhG1t4j40fijzs+dz7bBrT/ms9Ghv\n0pXm5dNLjkj2O+/pC2NAx0Yv3wPsAbpcf//ss88oLS3t6mP89O/fn0svbd9vpi6Xi88++4xLLrkE\nAKvVqm3bB/DrX/+aa6/1/w/i448/brVWsxCi9/HNqQWwOC1+g5xOp9JaCXj7Gd+b/x55ZXlt1mRN\nYSaeOO+J0z4rKyaLbWXb6BfRr8cv4B9KvpquT429JkSRtF+7kq6iKBnA5cATwH1BjSiIWibXmTNn\ncvPN3gXGfc3LbfnRj36E2WwmMzOTv//9790WqxAiNFpuJN/kbGp30t1atpW48DjSo9LR6/QMjR/a\n6RjGp4xnyZ4lFNYXMjppdKef09sZ9AbvtKETyfbSzI51CYRCe2u6zwIPAgEZGtbeGmmgnS65nsob\nb7zBpEmTghSREKKnKGksIS0yzS/pWlyWdn3Wo3pYX7KeaWnT0Ov0XY5lYr/m7USlefn0kiKSqLHX\nMDV1KpmxmaEO54zO2KerKMo8oFxV1bwzlLtVUZStiqJsraioCFiAQggRbEX1RVzy3iUs/m6xttUe\neJuX22Pzsc1U26qZmT4zIPEkmhPJjvXuOy6jl08v2ezt1z1b/p7aM5BqBjBfUZRC4C1gjqIoS04u\npKrqK6qqTlJVdVJycvLJt3s0X7Oz70/L0ctCiN7P1zy54sgKvi79Wrvenpquy+PitpW3Af4bFnRV\nUoR3A/v+kf0D9szeKMns/Xs6GwZRQTual1VV/TXwawBFUWYB96uq+uMgxxUUbW3tB+B2u9u8vmbN\nmiBGI4ToKXw7+uyv2c/xxuNkxmRSWF/Yqqa7u2o3P/v8Z+RensvguMGA/8ArXwIIhFvG3MK+6n1c\nmtXz+ylDyVfTPVuSbp+apyuEECd7Kf8lntn6jHbe4Gxg9kDvbkAn13Q3lGzA4rJw+8rb2XRsEzaX\nTUu6j01/LKBxTU2dyrrr1pESkRLQ5/Y2vmlDvs0leroOJV1VVdeoqjovWMEIIUR3e3H7i+yp3uN3\nbVbGLKB1n65vCtDxpuPcuuJW5r47l8K6QoB2j3IWgeVrXehNfbpCCNErnWqglG8rvpNrur5Vp3xq\n7bX8buPvAIg0RAYhQnEm0rwshBBniZLGklbXZg+YTbQxmmhjNN+Wf8uBmgPavRpbDWmRabx2yWtc\nknkJPxn5E8osZYAk3VDRku5Z0rws++kKIfqsekc9AAOjB1JmKWPj9RvRK3r0Oj2XZV3Gf/f9ly8K\nv2DNNWtINCdSY68h3hTPxH4TmdhvIg63g//s/g8AEWHSvBwKyRHJRBui6R9xdozylpquEKLPanR4\nZzT8aeaf+OZH32DUG7XFLRYMWaCVe3Xnq9jddmpsNcSZ4rTrRr1RO5aabmiYwkx8dvVnzM+eH+pQ\n2qXPJN3CwkJGj/ZfTu3RRx/lmWe8oxZdLhfJycmt5ujOmjWLrVu3dlucQoju0+j0Jt0oY1SrdZJH\nJY7Sjl/f/TrLC5dTa68lITzBr9wPh/4Q4KzYy7W3ig2PDchKYN2hzyTdM1mxYgVDhw7lnXfe6fQu\nI0KIs4uvphtliGp1T1EU/nXxv7Tzw3WHqbZV+9V0AX4z9Td8+v1Pz4pt5UToSdI9ITc3l3vuuYeB\nAweyadOmUIcjhOgGDc4GwFvTbUvLreP2VO/B6rKSYPKv6ep1egZEDwhekKJXCclAqv37H6ehcc+Z\nC3ZAdNQIhg59pFOftdlsrFy5ksWLF1NbW0tubi7Tp08PaHxCiJ6nydlEmBJ2yjmeMcbmnUzXl6wH\nID48vltiE71Tn6nptrWvpe/6smXLmD17NmazmauvvpqlS5eecmlIIUTv0eBoINIYecqfD231007u\nPznYYYleLCQ13c7WSLsiMTGRmhr/ie3V1dVkZWWRm5vL+vXryczMBKCqqopVq1Yxd+7cbo9TCNF9\nmpxNbfbn+oTpwlh65VLyyvJ4fPPj6BQdA2MGdmOEorfpMzXdqKgoUlNTWbVqFeBNuJ9//jk5OTms\nW7eOo0ePUlhYSGFhIS+88AK5ubkhjlgIEWyNjsbTJl2A7LhsRiaOBLz75grRFX0m6QL85z//4fHH\nHycnJ4c5c+awaNEi8vPzmTNnDuHhzauZXHnllXz88cfY7XYALr/8cjIyMsjIyOCHP/xhqMIXQrSQ\nV5bH5uObO/15i9PCvpp9pxxE1ZJvWUid0qd+ZIog6FMrUo0cOZLVq1e3ur5w4UK/84SEBCoqKgDZ\n3k+Inqi4oZiffv5TAL698VvCdB37Ufbu/nf549d/xOFxaMsInk6kIZJfjv8lU1OndiZcITTya5sQ\n4qxzy/JbtOMX819kd9XuDn1+y/EtODwOAKpsVe36zK1jb2Vc8rgOvUeIk0nSFUKcVRodjRQ3Fmvn\n/9jxDxZtXATAO/vf4cujX57xGVaXVZsmVGevC06gQrShW5NuX1vpqa99XyG6w+oibxfR65e+zupr\nVnPhwAuptlVjc9l4bNNj3Lv6Xmwu22mfYXVZGRw3GEBGI4tu1W19uiaTiaqqKhITE085J643UVWV\nqqoqTKazY2NlIc4Wy48sJzUylbHJY9EpOjKiMthQsoGvj3+tlam2VZMWlXbKZ1hdVmKNsfzje/9g\nSNyQ7ghb9GIuV2O7y3Zb0s3IyKC4uFgboNQXmEwmMjIyQh2GEL1KQW0BOck52kji2PBYbG4by48s\n18os2bOEu8ffjSms7V96LS4LSeYkzk09t1tiFr3b9u9ubXfZbku6BoOBrKys7nqdEKIX8qgeSptK\nuWjQRdo130YDHxd8TLQxmgZHA6/vfp0wJYz7Jt3X5nOsLitmg7lbYha9m6qqNDbubXd5GUglhOjR\nfr3u10x/czoX/PcCZr89G6fHSWpkqnbftz6yisrFmRdr1z85/AlOj7PNZ1pdVsxhknRF+6iq+5Rj\ndOz247hc7R+MJ0lXCNGjLTu0jAZnA2FKGNW2agDSo9K1+y13/Zme1rxRSbmlXBvJbHVZ+fLol5Q2\nlWrnknRFe61aPZQ9ex9q815HarkgSVcI0YO1HIX88LkPa8fDE4Zrxy1HH49NGqsdm8PMfFfxHQCL\nNi7i3tX38tL2l1BVFZvLJklXtIvH4wLg+PF3/a6rqkph4csUFDzToedJ0hVC9FgVVu/Ay/SodGYP\nmM2MtBmY9CZSIlK0Mi2PfRvMD4sfRowxhrKmMpYdWsa64nXe51kq2F+zHxVVtugT7XKqpuPikiUU\nHHoap6uOpKQL2/28PrUMpBCi53N6nPzx6z+SGZOpbTTwyLmPoFN0PH/h8zjcDr/yOkXHL3J+wZC4\nIYTrw3n5opcZkTiCny//OcuPLGf5keXaSOc6Rx3PbnuW2PBYrsi+otu/mzj7OJ21bV6vqdmM2TyQ\naeeuOjEN9h/tep4kXSFEj7K1dCvv7H8H8C69qFN0WnNymC6szXWW7xh3h3Y8I30GALFG76jmWRmz\neOr8p3h046Pkleexu2o3N464URv1LMSp2GzH2Pz197TzouL/cKzkLSIih1BRsZzY2JwOrzshSVcI\n0aO0XORieeFyJvWbRKI5scPP8f0wnNBvAhGGCGLCYyi3lAMwsd/EwAQrerVjx97xO9+///cANDbt\nO3Gl4z200qcrhOhRWm7XV1hfyNxBczv1nJ2VOwEYnTQagHiTtw93wZAFnJd+XhejFL2dqno4Xvqe\ndj5y5J+144wM7850Hre1w8+VpCuE6DHq7HXsrtrN0Pih2rWWC2F0xENTHiI7Nlur1f54xI95+aKX\neWz6Y+h1+oDEK3qv2tot2Gwl2nlUZPP/J2NjcgBweyTpCiHOYltLt6KiclfOXdq1JHNSp571/XO+\nz9IFS/2Wi5yRPqNPrP0uuq6+frvfucEQpx1HR3sH+Lk7UdOVPl0hRI9gcVq4d829gHcw1BPnPcHg\n2MEhjkr0VVbbMcLCYggLi0VRFMLCmgfehYf3ByA5ueNdH5J0hRAh9U3pN3xR+AVGvVG7ZtQbmZ89\nP4RRib7OZivBZEpnyuQPUVUVRWnukggLi+K8GZsxGDo+11uSrhAipN7a+5bfDkH/nfffEEYjhJfd\nXkZ4eH8URU9bPRLh4cmdeq4kXSFESFXZqogxxpAamcpPR/9UWxBDiO5mtZaQv/0mxo19BZerjqio\nYX73x49fgtmUfopPt48kXSFESFVZq5iWNo1nLujYGrZCBFpj4x4sloOUl3+Gy1VPWFiM3/2E+Gld\nfoeMXhZChFSltZJEU8cXvxAi0HzrLFdVr8XlasRwUtINBKnpCiFCpqi+iEZnI/0i+4U6FCFwuuoB\n7xxdgLCw6IC/Q2q6QoiQ8e13e3nW5SGORAhwOf13FDq5eTkQJOkKIYJqbdFaNpRsaPNela2KcH24\n3/Z8QoSK01WHXh+hnUvSFUKcdZ7d9iz3r72fKmuV3/UvCr/gcN1h4k3xskqU6BFcznoMhgSmTP6Y\ntLRriY+fGvB3SNIVQgRVuaWcRmcjz+c/r107WHOQ+9fez9ritbKZvAgpt9uuHTtddRjCYomOHsmI\n4U/6Lf0YKJJ0hRBBY3PZqHfUo1N0LCtYhqqqAGw41tzcvKd6T6jCE31cecUXrFk7ksbG/YB39HKY\nIfBNyi2dMekqimJSFGWLoijbFUXZpSjK74MakRCi16i0VgKQHZeNzW3jq+KvUFWVvdV7STAl0C+i\nH7eMuSXEUYq+qqZmEwBVVasBcDrr/dZYDob2TBmyA3NUVW1UFMUArFcU5TNVVTef6YNCiL6tsL4Q\ngAkpEzhQc4C7Vt3F4zMep6C2gBEJI3jpopekP1eEjNHoXcrRai0CvDXdYMzNbemMNV3Vq/HEqeHE\nHzWoUQkheoXlhcvRKTpmD5itXfvL1r9wqO4Q2XHZknBFSLld3tRms5cCvubl4NZ029WnqyiKXlGU\nfKAcWKGq6tdBjUoIcVartFbS6Gjkw4IPmZY2jbHJYxmRMIKrz7maJmcTdredIXFDQh2m6KMqKpbz\n5apsGpv2AWC1HsXttuHxODD0gOZlVFV1AzmKosQBHyiKMlpV1Z0tyyiKcitwK8DAgQMDHqgQ4uxQ\nbinnwncuZN7geXhUD5dnXU60MZq3r3gbgMGxg3l669OysYEImdKyZQBUVa0FvM3LvuPIyOygvrtD\no5dVVa0FVgOXtHHvFVVVJ6mqOik5uXNbHgkhzn7/3vVvAJYd8v5gO3nhixtH3shn3/+MYQnDWn1W\niGDyTQ86eacgVXVwsOD/MJnSSUycE9QY2jN6OflEDRdFUczAXGBvUKMSQpyVVFXl/QPv+107Oekq\nikJGdEZ3hiUEtXV5rFk7kuqaTbjcFgCGD3+S7MEPAGC1FjI46150uuBuSdCep6cC/1YURY83Sb+t\nquqyoEYlhDjrvLT9JdKj0ml0NmLSm7C77WTHZZMe1bX9R4XoKo/HTl7eNQBUV32Fy1mL2ZxJetq1\n2O1lFBz6M+lp15Ka+v2gx3LGpKuq6nfA+KBHIoQ4a/1py594Y88b2vlfZ/+VaanT0Ov0IYxKCK+m\npkPa8ZGjrwAQFTUCgPDwfkw7dwVmc/eMRZKt/YQQXeJwO/jgwAcATOk/hey4bCb2mygJV/QYTU0H\nWl2LjDxHO46IyOy2WCTpCiG6ZGvpViwuC8/PeZ4LBlwQ6nCEaKWu/lu/8xkzNmAIC/y6yu0hSVcI\n0SWrilZhDjMzNTXwO7II0VWqqlJZsRKzeRBZmXeSmHgBRmNSyOKRpCuE6JR91fsoqC1gTdEapqVO\nwxRmCnVIQrTS2Lgbm/0YI4b/idTUq0MdjiRdIUTn3PTFTdQ76gG4M+fOEEcjRNsqKlYAOpKSgjv/\ntr1kaz8hRKd4VI92PDNjZggjEaJtTU0HKSv/lJjo0RiNiaEOB5CkK4TopEExg7TjJHPo+siEaIuq\nuvl6y2VYLAWYzD1nMRZJukL0UXesvIMX8l/o9OebnE0APDz14UCFJPq4+vrvOHTouYA8q7HpAN5t\nA8DjtgXkmYEgSVeIPmTz8c1MeH0CpU2lrC9Zz8vbX2ZDyYZOPavWXss1Q6/h+uHXBzhK0Vdt+/ZG\nDhf+Tdtqryvq6rYBEBMzjsHZ/9vl5wWKJF0h+pC3972N0+Pknf3vaNce+OoBqm3VHXqO2+Om3lFP\nbHhwt0ETfYOqejhY8DRut3d/27ravC4/s65uGwZDIpMmvkd01PAuPy9QJOkK0YcoeDeN921KMD97\nPg2OBvbX7O/Qc6pt1XhUT6vNDITojMOH/86RIy9r57V1gUi63xIXOwFFUbr8rECSpCtEH1LUUAR4\nN5kHGBbv3V6vylrVoeeUW8qB1jsICdFRqqpytOj/kZx8MefP3Eps7CSqqtbg8bg6/UyHowqrtZDY\n2J63bYAkXSH6kAprBRP7TdTOh8QNATqedMssZQD0i+gXuOBEn7Rx02zc7kbi46ZgMMQzaODNWK1H\nOHJ0Mdu/uw27vaLDz6yrzwcgJnZCoMPtMlkcQ4g+wu1xU22r5vvnfJ+h8UMpaSxhcv/JADy99WlS\no1I5XHeYW8bccsYmOV9NNzkiOehxi97L7bZgs3lbX8LDUwFISppLbMx4Dh36CwCHjckMH/6Hdj+z\nuHgJ+/YvQlEMxESPCXzQXSQ1XSH6iBp7DR7VQ7I5mYenPswLF76AQW/Q9ru9b819/P3bv7drUFW5\npRy9oifR1DMWHAi0vfseoajotVCH0as4nbV8uSqbY8fe1q7Vthgw5Vu8QlEURo58Wrve1HSwQ+/Z\nt38RABnpP0Kv73lLk0rSFaKP8DUJJ5v9a6evXfKa37nVZT3js8ot5SSaE3vl9n2qqlJS8ib7Dzwe\n6lB6FautGIAjR/+B01mLqqrU1GzS7kdGZmvHERFZGAzeJFxXn4/L1dTh92Vm3tHFiINDkq4QvVxe\nWR4fF3zMgRrvnqKD4wb73e8f2Z8p/ado5+1Nur21P9flqtOOuzKYR/hzOrzjBiyWQ3y1biJ5267l\nyNHFxMVO5sI5BRgM8X7lp527glEj/4qqOtm3/3da366qqhw//gEuV0Ob79HrIxkw4KaQ7iR0OpJ0\nhejlfvr5T3l4/cN8eeRLTHoTA6MHtiozP3s+Q+OHAmdOum6Pm3JLea8duWyzlWjHTldtp59jd1Sy\nd98jOJ01gQgrYAoLX+JgwTN4PC5UVe2299aeWKwCIDy8P3UnpgXFx09rs7zBEEtKyqUAlJYuZeeu\newCw2YrYved+jh59tdVnPB4HbncThrCeO39ckq4QfcSa4jX8aMSP2mwSvnLIlTw05SGgOemWNpXy\n6MZHeXTjoyzevhgAu9vOnHfmUFBX0CuTrqqqHDn6T+3c5aw7TenTKy//lJKSN9mzt+csk1lTs5mC\nQ89w5MhLrF4zjJKSN7vlvR6Pi8LC5wEYkv0g085dRdiJxBgXP+WUn9PpDERGen8ZtNuPA+BweMcc\nlJV/0uqXBqfLu+uVwRCaDerbQ5KuEL1cXLj3B9Abl73BPRPuOWW5iLAIACxOCwAfFXzEewfe470D\n7/HPHd5EVNxQrA206m2bHDiddWzceD5lZR8Re2KqScum5vbYt/9Rqqu9y2paLIUAVFWtxXmG5G13\nVLJ3729P2WQaCB6PnW3f/sjvWmnpB0F7X0uNjbsBiIkZz6BBt6HXhzNh/Ov06zefuNiJp/3sxAm5\nJCZegNV6lCNHXtFaDiyWQzQ27vEr63J6WybCwmKC8C0CQ5KuEL2Yy+Oi3lHPrWNvZWzy2NNOBTKH\nmYHmmq77xGLxMcYYEs3eQS1H649q5R1uR7DCDomdO+/GZj9GVNRIhgzx1vrPlCxbcrkaKC5+nW/z\nfwJ4k4KihOHx2Dl2/J3Tfnbv3t9QciyXisovO/8FzqCxsfWqY/qwqC4/t6FhF+Xln7N33yJWrxnd\n5rrJNTWbARg75iXtWnT0KEaP+is6nfG0zzcY4oiN8f4SdLDgKXbtvk+7V17+qV9Z3y86JnN6p75L\nd5CkK0Qv5luusT2DniIM3prur9b9iju/vJNKSyVx4XFclnUZDY4G3t73Nv/3zf9p5XvTHrpW61Gq\na9YDMHnSuxgNCQC4XPU0NOyhrOyTdjyjSDtuaNiD01FNQsJM4mInU1L8hrbjTVtcJ5pFm5oOdOVr\nnFZDwy4AEhKa/930+sguP/fgwafYsfNOSkqW4PFY2bSp9WbxNbWbiYjIJjy8c/O6Bw68mXFj/4lO\nZ9b+rgyGBJosh/3KNTbtAyAqclin3tMdJOkK0YtVWLwjPk+eJtQWX00X4Kviryi1lJJkTiLaGE29\no57HNz9ObHgsf5/zd3Ys3MG45HFBi7u7OU6MrE1MnI1OF641TzZZDrHlm3ns3HU3brfltM9oOZ+0\nvn47DmcVRkMCGRk3YrUdpapq7Sk/63Z7WxcsJyWRlqqrN3SpJtzQuIuwsGhyxv2LzMy7AM5YyzwT\nh6OS6hr/Xao8HjtWa/NgNJeriZqaTcTHn9vp9+j1ZpKSZjNh/OvatcjIITgc5X7lGhv3YTJlEBaA\nGnywSNIVohdwe9ytmntdHhd/yfOu6tOeQU++Pl2fr4q/IiUihUiDtzakV/S8efmbzBowKzBB9yDO\nE32BWSeSkcEQj9mcqQ3+geaFHHwJuqXDhS+wa/f/EB7eHwC7oxyHoxqjMZHk5O9hNCZRWvYRtXV5\nNDTubfV5X9+xw17e6h54V276Nv8nfPfdrZ3+jg31O4mOGoWiKAzOupeoqJG4XY3t/rzFUsihw3/z\nq7Fv+/bHAMREj/X+b0wOAKWl72tlior+Hx6Pg+Tk73U6dh+TqXkzelN4aqslIpua9hMV1XNruSBJ\nV4he4VfrfsXEJd4BKTsrd3LhOxdy/SfXs6V0C9C+5RoNekOra9lx2UQZvLWGeFM8OqV3/shwnkh6\nBoN3RK2i6MgefJ9fmbq6PCoqlrNu/ZQTycc7ctbttmhLFk4YvwSDIQGL5RCq6sBgTECnMxAdPZrG\nxr3k5V3Dli2X09CwG5erSeuDdDq9TaZ2R9vrDNtsx7r0/TweJ41Ne4mOHnXi+ymEhUV3aODWwYKn\nOXz4OQ4ceFKLx9ccbjJnMGrkX8kZ9ypxcVMpK29ujrdYCwk39iMx4bwufQdoXrVKpzNjDE/G4SjT\n/h08HjsWyyGiTox27ql6539BQvQhqqryReEXANTYavhL3l8ot5Szt3ov09Omc2nmpR0eaZxg8vZp\nDosfRpTRm3RjjT137mNX7N33CLt3ezc5bznVJCXlUmJictDro9DrI6mr20bZiYE7hw8/x6rVQ9h/\n4AltsNU55/yWiIgswsNTtP5T44lVlSIisvz6a7d8cwX5229i0+YL8XhczTVdR3mbc2d9NfHOcDrr\nOHT4OTweB9HRo7XrYWHRuNztT7rWE03fRcWvsWHjTFTVo91zuRro338+BkMc0dGjsFqLte/hcFQR\nHh6YhVQURUfOuH9x7tQvCDem4PE42LPnQQCamgpQVTeRUtMVQrRl1dFVbChp7g/bWLKRGtuZF1J4\nbedrbD6+WTvfV7NPO774vYv5pvQb7fyeCffwfxf8X7trqL7pRYumLWJ+9nzmDprLiIQRDIweyM9G\n/6xdzzjbtJyr2nKqiaLomDzpPWZdsJ3+/a+irj6fpqYDfgORior+nzawx5dYoqNHY7EcApqbQ6Oj\nRrR6b13dVgCaLAcBlaioEXg8Dg4d+ouW3H2czjOvh30qRUX/4siRl07ENqrFd+1YTdflbiK6xQYC\nVusR7ThzUPOSi+HGZDweq7YhvdNZjcGY0On4T5aYeD5mczrGcG+XyfETTdmNjT1/EBXILkNChMw9\nq71zZncs3EFRQxG3rbyN1MhUnpv9HCMSW/+Qfnf/uyz+bjGlTaXoFB3bf7IdgNVFq7UyVpeVqalT\n+fr41wBkxmR2KKYPrvyAGlsN58Sfw5yB3lGog+MG88n3zzx692wVbuyHw1lFaurVKErba0nHxU6k\npGQJjY17SUvL8btXfCJp+xL2wIE/5/jx9wAVs9mbdH2JOjlpLorOSHmL5teyso8ByB58H8dLl1J4\n5EUAYqaNw3xi6ktXaroud/O6xRERmdpxR5Oux2MnOnoU2dn3k5+/kLxt1wMwfNgTxMdP1cr5kqHd\nXk5YWDQORxVRkcM7Hf+phBubxyn4mpZB5/cdeyKp6QrRjVYdXcW/d/3b75rFaeFwnbfprs5ex8+X\n/y6qfbEAACAASURBVByn26ndV1WVXVW7eCn/JcIU7+/JHtWD2+OmtKmUxdsXMzJxpFb+3gn3ase+\naUDtlWRO4pz4czr8vc5mTlctAwb8jBHDnzxlmdgW+7IajYnodOHa9ZKSJQAYTiTdqMhzSEm+BJ3O\nhPFEYggPT2HK5I8YNeqvjB71LEOHLmLE8D8CcOTIyyiKkfj4cxmS/aD2Hre7kePH32PLN1fScNIi\nEB3hsJej0xmZOPFtv18qwsJicLkasNmOseWbKzl+/H2/JuOTeTx2dDoj4Ubv+ADHif5nc8Qgv3K+\nZHi89ANU1XNiQFngF1Jp2RVgs5VisR7BbMro8ojsYJOkK0Q3umf1PTyz9RlcLRbSf/LrJzlU622O\nvHXsrdQ76qm0Vmr3X97+Mtctu45yazlXnXMVf5zp/WF9oPYAa4vW4lbd/O/E/9XKD4sfxosXvshH\nCz7qpm919nK7rXg8dgxhp1820GRKR6fzbhMXpo9i2rkrmXbuSkaNfFYr07JpevjwJ5kw4U10uubG\nxOjoUej1ZhRFx4CMn5CWdg0pKZcBEBc3Eb0+ApMpVSvvdNax/8AfaGjYSXHxf7TrHk/zL2SnU1m5\nmq/WTaGiciUxMeNbrfwUFhYNqNTUbKahYSe79zzAdzvuOOUmDx6PA50unPDw5hpmRERWq6bz2NgJ\nmEwZVFR8gcNRhao6MJnS2hVzR0REZKHXe8cb2GzFWK2FrX4B6Ikk6QoRAr6+2wRTAh8WfMif8/5M\ngilBq2WWW71TRzYe28iL21/UPpdsTmZiiveH55qiNeSV5ZESkaJtRg/eUcgzM2aSFZvVXV/nrOVr\ntj3TWr2KojDrgp2MHfMyGRk/wWRKIyIiC7M5ncTE2UDzyFrv82KIjTnzPGbfQCtfTbplTdTlqiM2\ndjwAY8e8TPbgBwBvjbM96urycLlqSUiYQVraNa3ue5Nu8wjklJTLqKxcyaHDz7Yqq6rqiZpuOGEn\nfkHJSL+RaeeubPV3p9ebyMj4MRbLITZsPB8gKElXpzNy7tTPAThw8E80NOzq8U3LIElXiJBYV7IO\ngN9N+x1XDL4CgBEJI7T5tLurduNwO8gvzwdgSNwQABLNiaRGpTI9bTpLDy4lrzyPif0moigKK36w\nglU/XBWCb3P2am/SBW/iTU6e22pj9LFjXmLK5GVaEuuIhITpACQnXaRdmzxpqTc2Vx0uVwPx8dO9\n7w3zzpf2eGzterbdUYHRmMy4sa+Q2n9Bq/thJ1ajOnL0FRTFwOhRzxEfdy411RtalVVVJ6Ci14Wj\nKAqzZ+1h6NDfnfLd/fstQK+PRFW9c8d985cDLTy8HzqdSVvb2fdLTE8mA6mE6AbHGo/x3LbntPNF\nGxcBkB2bTcw5Maw4soIfDP0B/SO8P5ye/PpJXt/9OkUNRYQpYUzpP4WDtQeJMXqbMKelTmPjsY0A\njEr0jkjtHxmcH2y9mW/rvq7sSuOdh9t64Ft7JCd/j/NnbtPmB0PzYCeXsw6ns4aoKG9/vf5E87bb\n3XZN1+Nx4fFYteTvsJdjNJ56fra5Ra3QbB6EougwmwdSWeUdmGe3l9PYuJfExPO12rVyor/0TP2m\n4eHJTJ+2CrfbTlnZx0RFBX4gFXhHmEeYB2nLP0ZG9ew5uiBJV4hu8dSWp9h4bCPx4fHU2L1Nyya9\niQHRA8iMzWTLj7ZomxE8Nv0xnvj6if/P3nmHR1VmDfx3p5dMJr0nBEih916kKYogKAoWVOwN29p1\n91NsK65t1UVdFQW7KFhgQZDeOwQIaZDey6ROL/f74yYTQigBQlHn9zx5MnPvfcuddt5z3lMoqJdy\n+eqUOh4f8DiDIgbRJ0zynO0R0hxv2VSMwMfp01S6T3EBS8EdLXAB5HI/ZDItNlsxDke1Nw90k/PW\niczLOTnvkpv3ASOGb0GtDsfuqDipWdff0IPRo1JxueoQRWkfV62OwOGowOmsYdeua7HZixk7JguP\nx9FiDm2hyXkqPv6+Nrc5E7S6eBrMGWi1HQgLvfycjtUe+MzLPnycB7JrsxkZM5L7+0jxjD1DevLC\nsBe8tW2Prv5zTeI1fH75597nDrcDlVzFuA7jvMeO9lYOUrdfDORfjaYycRdT0XNBEDD4daG6eisu\nV43XuarJrO1y1ZKd816rXNBNoUblFSsaQ2iOoNPGn3QsuVyDWh3mFc46neQHsHfvrdjsUtapJmcz\nAPlpCN3zRdM9Gvy6nfzCiwSf0PXh4xzj9rgpbCgkzhDHpE6TmNhpInPHzWVSp0knbNMztCcfX/Yx\nADZ36z28o0OBAjWB7T/pvwhN2aSUyovrNQwMHHKUyVRK9iCTS+95UfH35OS8S07O+97rzeYj3scN\nDels3zEJj8eB8RS1ao8lLOxKIiOmUt+Q6j3mdje0Mi9fTHjN8eewFnF74hO6PnycYyqsFbg8LqIN\n0RhUBuaMnNMmQdknrA+B6kCmJU076XU+oXvmOF3VyGTqVs5RF5qOHR8hJmYmKlWot5hAkzbepOHm\n5X+M2SyFmlVU/C5dowykuPh7b0Ysg+H0tD+ZTEG3bm/Qu/c87zGXy3xG5uXzhbZR03U4WxeiuBjx\n7en68HGOOVQleVa2pabt0WgVWtZOX3vCFI4fXfoRn6d+ftp5lX0043TWXnRaLkjOWclJz5OU+H/e\nrYemeR5d/GDb9suJjr6JoqKvMBh6oNcnUlr6k/e8RnNmxdxDgkfTtcvrpKU/7U3nCBeneVmrjQVA\nLj+9RDAXCp/Q9eHjJCzNXkpubS4P9n3wjNo73U5vuse21LQ9lqY93+MxPHo4w6OHn9G8/uo4HFU4\nnTU4ndUX1X7usRy919/kcNWU83jokFVkZLzgzYgVHHQJMTG3oFaFYrZkY7eXIJxFVaimFJYOR5XX\nI/pi1HQ1mki6JL9KcPAlF3oqbcIndH34OAnPbnwWgNu63+atttNW7G47b+x8w/u8LeX1fLSNnJz/\nUFa+lMGDlrcQTG0lLf05KitXoVAYvCE5FztyuR+CoMDpNCEIKrTaeDp1egzTbimuNjZ2JipVCAkJ\nT7fTeFIcb8r+u0hOfhmg3aoFtTfR0Tdc6Cm0Gd+erg8fbWB57vLTun5D4QbuWnEX32d87z0WqL74\nzJh/RERRJDvnHczmLLZuG4fZfPi0+7DbywDJ+eaPYpaUauBK2q5S6Y8gCBiNfRg6ZDVjRh9q9/zG\ncrnW+zgn5z3U6kh0us7tOsZfkVMKXUEQYgVBWCsIwiFBEFIFQXjkfEzMh48LjUf0oJRJhd0/SvmI\nf2z6B58e+LRNbWetnsW+in3E+8eTcmsKO2fsPKmp2Efbqa3b431steax/8B9uI/j4X0yZI3vq9RH\nfrvN7VyT0PkJFAojWm1zjmGdLv6cmH3V6kjvgsThqMBg6H5GVgUfLWmLedkFPC6K4h5BEAzAbkEQ\nfhdF8dA5npsPHxeEWnsteXV5GNVGnB4nY2PHsqZgDb8c+QWQNK27e93dpr4sTgsyQYZGcXF5x/6R\nKS39FZlMRYcO96PXdeJg6iPk5LzrNat6PE7y8z9BJtcSEX7VcTVAp7NWSnlYs82bDvGPQFTUdMLD\nJwOtC923NwqFntGjDlBc8iNpaU+j1/+1qk+dK04pdEVRLAFKGh/XC4KQBkQDPqHr40/FoapDLM5a\n7DUJT4ifAEiF4NcUSDmNL4+/nPf2vodOqWNG1xkn7EstV2N321HJL764xj86tbW7CAwcSqeODwNQ\nWvoL5RUrvEK3pmYnR7LfAiQzcmLCMwCYzdkolQGoVEG4XLUEBAwkOubmNhUmuJg43+FNEeFTqK8/\nRET45PM67nlnz5ew9G8Q2gVu/AYC4s7JMKflSCUIQjzQF9h+Libjw8eF5ItDX/C/7Obi4stzl9Mz\npCcdjR353zX/o8xSRr+wfuTX5fNbzm8nFbp6pR4Bgbnj5p6Pqf9lKCj8koaG9BZJH3S6jpiqNyOK\nIuChtlYyPysUBqyWXEAyIW/bfhkhwWMJCh6Jw1GJUhlAeNiEC3AXfyyawpf+1BxZC782RiiUHYDd\nC2Dc/52TodosdAVB8AMWAY+Kolh3nPP3APcAxMWdmxWCDx/nilp7LTtLdjI8ejibi5qrrLw+8nUE\nQSDOP444f+lzHaGPoKihqFUfdY46LE4LEfoIrC4r05On0ymg03m7hz87LpeZzMzZQEsvWrUmEo/H\nTtbhV6mu3u6tOGM0DqCi8ncKChZgqpaKQ9TXp1JZJVktfOZSHwBUZMLixu2iLpPAYYb930OfmyCw\nI8ja19+4TUJXEAQlksD9WhTFxce7RhTFj4GPAQYMGHDuNxx8+GhHRnw3AoDrQq9jzog5VNmqcHlc\nxPrHtrpWr9RjdppbHb952c3k1Oaw/9b92Fw23z5uO9PkcQygVjUXUpfLJC/bgoLPW1zv55dMVdVa\nMrNeau7DIfXRt88XBAX5Ypz/8pQegI+k7z53r4XofnDgR1h0J7zfD7pdDdPmQzs6kJ1S6AqSu9o8\nIE0UxbfbbWQfPi4S6hzNhpuhkUMJ0AQQoDlx1Rm9Uo/F2Zxs3mQzYXVZyanNAaDcUo6IiFahPVEX\nPk6Dg6l/o74+FY1aSvyv0cQQFDTCez4iYgrpGX8HpOQNTXmCO3V8hOCgUdQ3pJKT8y4aTTQNDelE\nR88gMHDY+b8RHxcPoghLH4WM36TnncdJAhegy8Tm6w79DF9fBz2ugz43tu4n5Xso3Amxg9o8dFs0\n3eHALcABQRD2NR57ThTFZW0exYePi5jdpbsBuLHLjfQOPbVTjU6ha6HpPrPhGbaWbPU+T6lIAbgo\nha7LVU9l5VrCw6/6w4R/lJX9CoDFIiX179tngbfyDkjxpMOHb+bI4TeIiZnBrt3T6BB3DzKZisDA\nQQQGDiI2ZiYWSy4VFSuJi7vrD3PvPs4R5Ydg93wwREHyRLj6g+ZzSi08cRis1fDDTDi8SvprErqH\nfgG3Ew4ugoxlIFPA7s+PO8zxaIv38ibA9wn18adlZ9lO1HI1jw94vE0/xjqlDofHgdPjRCEoWghc\ngBe3vghcnEK3rHwZ6enPoVZHEBjY9tX5+cTjcVJVtZagoEsAj/d4YsJzuNxmtNrWPiMadQTdu0se\ny6NHpbYqsi4IMvT6Tuj157a2q48/CGlLAAHuWQeGcGxONx6Hixs/3sbD4xIZ1zUc/EJh7P/Bd43C\ntmAn+IXBwltb9nXtp/DDbW0e2pcG0sdfnl2lu+gd2hu1vG0JBvRKKa7T4rRgdVlbnW8yV2susso1\nAA5HJQDlFb/hcJRTXPIjvXr+F3kb7/1c43CY2LfvNuobUukQdy9hYVcAoNMlEBt7R5sWRRdbxSAf\np8btEbE63fipz5NISlsCcUPAEE5Vg53hr68hxE9NYbWVOxfs4sDs8TTYXUR2uRJmLoVvb4Ct/5Gc\nqwAie0sC2VYLXSeDyg9o5V98XHxC18dfmlp7LemmdB7o80Cb2xwtdJdmLwXgsg6X8XueVF7t2sRr\nMTvNDIgY0P4TPgvcbgsOh1T+rLx8OSbTZiyWw+Tl/9cb83qhqaj83VvLNS//v+Tl/xeA5KQXfCbh\nixCb041SLkMuO7v35uWlh1i0p5DHLksir8rCC1d1a9/3O28rpP4EieOhMhOx9BCuYW9gr7Pz1OL9\n2JweCqubF9A9Z68E4L5RnXlmwkhpnzdzBRgatzVu+Rl0Qc39R/cDimkLvtzLPv60bCnawqjvR1Fr\nr2VL0RZKGkpaXbO7bDciIgMjBra5X6Nayn+7qXgT7+19D4A7etwBwAO9H2D2sNm8MeoNwnRhJ+yj\niYqKlVgaY0nPJdXV21m3vieFhQsAcDjKsVgOo1KFkJv7IekZ/3dRpEN02MsBiI29HZDKtSUkPENA\nQNvfHx/nB1EUGf/OBga9uooVqaW8tiwNp9tz6obHUGNx8N3OfOptLl5ccoj5W3JbCMCzJmcDfH4F\n7PgvfH0trHgWizCBsrXJ1PxzB93SawF48vJkvrtnCC9N6e5t+u2OfCn+e9hD4HHD9g9BqW8pcAFu\n/J624tN0ffxp+Wj/R5hsJib/PBmTzUS8fzxLrlnS4prDNVKy/G7Bba8009koJX1/aasUiqJVaOkW\n3I2109cSoD6x1/OxlJT8xKG0JwDo0/tzzJYjhIdNQq1u32pExcU/kp7xjxbHQkMuQ8RDTPQM9qXc\nQVHRN5jNh+nf79t2Hft0sTsqUCoD8dMnASAICjrEtS3lpo/zS0WDnXyT5MV/75eSM2K4v4bbh8fj\nETml9uv2iMhlAktSirE5PcyZ2pNPNmZzpMLMuswKbhnS4aTt28TOT+F/j1Mgi+Z7x1huTxyHaA7G\nli9Qj8h+XFyPmnw8zBqTAMCQTsFcFx7AgbV5fJtVxqGSOrpH9ZRCh76+FhqdKEVRbNbGVW0vmuET\nuj7+tOgU0hfBZDMBkFuXS5W1imBtsPeaEnMJQZqg03J6ijW0jN3dftN2BEE47WLyuXmSx6RCYWBf\niqTZFeR/Ru8+n+HXjokbiku+RxSd9OmzgH37ZqLVxtGr10dAy4Lobnf7aBeVlWvIy/uY5OQX8fNL\nbnM7l8tMZeVqVKoQ/BtTM7pcbdsn83H+qLc5WZ9Zgfw45t+FuwpYn1lBtcXBrw+OOE5ric2HK5nx\n6Xa6RvpTY3HQIVjH9QNjuX5gLBPe3cjnm3KY1j8GjfLMioQ4XW4spmIMy59BBjxtvwO1uyfWNB2C\nWs527GzDhX9CAMMP23gSLe46O3J/NZaUCkzfphMNPIGW37YU0P06IySMA0EGA+7EbXZSPncf+gHh\nGMbEnpYp3Gde9vGnpbChkPEdxvPr1b96j036aRI/Zv4ISCvVjYUbidBHnFa/cpmc2UNnAzA2dmyb\nv3But52GhszGsd1YrYXExd3dmMBewiM62bPnJm+s6dkiih4aGtKJibmV4KARjLpkH4MHNae6VB2V\nZEIUnY2pFM9kHJF9KXeSl/8p6en/oKZ2J5WVa0+rj5ycd7HbS9HpOqPXJ6FUBhMf/+AZzcfHueP1\n39J58Ju93P/1HsL91QzqGESnED0Pj00gvbSe9ZkV7C+s5Zd9LbO2ZZTWM/DVVQx45Xfua9SMs8rq\niQvS8fQVXRAEAUEQ+PvErmRXmnljRQauGjvuBsdpzc/tEcmZew3GD3og8ziZ6XgaVeeRjEOJQwY8\n0ofHsaAbGsk/7hyAzSh5uld+dpCy9/Zg+iGzRX9DdpuwF9ZLCTL+rxJrh6ep+DAFt8lG3co8Kj87\niMvU9ipXPk3Xx5+CVXmrMNlMTE+eDkhl+UoaShgbO5aOxo4MCB/ArrJdJAQk8NLWl7iy45VkVGdQ\nZimjS1CX0x5vauJU9Co9l0Rf0qbrPR4nKfvvpLp6K8nJLxMSPBpRdKDVxiF6nAD4+/cmNuY2Ug/9\nDbP5CAaDZPJ2OEwUl/xATPRNKBSG05qn01mN221Bp40HaNVeJlMgCHJE0U1DQzqHj8whMeHZNvVd\nW5dCQ30a0dE3YLEcoapqHVVV67zn3e7WWbtOhs1WjFyup3u3txEEgUtG7jit9j7OD5X1khBUyWWs\n/NsoQBJ0uVVm3ltzmLFdwliTXs7X2/IZ1DGI1WnlCAJ8ujGHinppMTkmOZT7RyfQI0KLLn8dBNYA\nkYiiyCC1mpsHxjJvUw5TdpgIEmT4DY6gIcFIWKdAVIqT64p3vruY+bXrWe3uy3pPLw56evFBhUg0\nSuZ77Hz6L2kxOGNIBwRBIOHZwZj3llO75AgeiwttrxACruqMoJDx86Zcuq4upuI/+wi5swfKSD1V\n36QjN6oJvrUb7lo7tb/lUv7hvpPO6Wh8QtfHHxaH24FSpmTewXm8u+ddAJQyJdckXoPJZsLhcXi1\n2DdHvUlhQyHFDcXsq9hHdm02ty6X4u2eGvjUaY8tCAJXxF/R5uuzc/5NdbUUz5uR8X9UhVwKgL+h\nB0plMHn5HxMRPtkraOvrUzEYumG1FrJ7z/XY7aUo5H7ExJy4yMLxaDLPKpTGE14z6pL9CIKc9PS/\nk5//KfEdHkB5kuub2L17OqLoIiJiMoWFX0n349+XuroUwIPbbTl5B8fgcFZhMPS4aMKXfLRmbXo5\nv6WWArDmiVEYtc11iYP0KlKeH49Rp+SJH1L4cXchw+asocl4Igjw/o196RppICFYC5vehsWfQX0J\ndBqNeONPVC5IxX64hrtjdUxGT5BDxImLhg1FsKGIR/zdxHYM4PFpPbFZXeTO3UvolR2J6tWci3to\n1SJQQNmgZxhIR+7ZXI6nzkV6zwCW5pZzX7/OJIX7kRTevADV9w1D2zUId60dZXhzqceRQ2J5c3UO\nD6Ghct5BBI0CPBAwuTPartI2lTJST8VH+9v8GvqEro8/JKvzVvPouke5uevNfJX2lff481ue58OU\nDwnVSc5ITfuvwdpggrXByAVpj+ixdY952xy7R3s09fVp2O2lhISMAY5xnmgjbredoqKvCQubSGDA\nYDIyn6eychWhoVdgMPREEARGDN/c2L8HjSaawqKvCQ+fRGXVGuz2UgRBSUbm8xSX/ECX5JfQauNR\nKv29Y9TWpWBuyCIq6roWY7tc9UBrDfdomuJaAwOHUFK6CKezpk1Ct2l3qrDwS4qKvycqcjpduvwT\nl6uG7Tsmnb7QdVSd1h6wj/PLsgMlPPD1HjqG6Hl2QhdiAls7Dxl1khDuHuXPj7th5tB4Lu8ewYrU\nUq7tG01P4TAsmw25G6UGnceCXzgeUxWV8w7gyK1DJquBAohC+q7KFG+AS1oY/71ODin1HDGlUFlQ\nRyfk2BamQs8wEATcHpGJ8u1sdV7FeEcnbDulXNuaGAOXzujJpSe5P5lGgUzTUiSGGtTkdNDxvtnD\ns91iaNhQCMC/tuXwWEd/6mwuSnERENj2haJP6P4V2T0ftrwvxZxN+jeEJFzoGZ02K/OkOLqjBe6c\nkXN4ZuMzlJhLsLlsXJd0HUOjhrZo18Ff8ogsMZfQP7w/d/Q4ecKF/fvvwWYvZtCg/3HkyL8QBCW9\ne/23zfP0eJysWy9prxERU/A39KKiYiXJyS+h07X2zhQEGZ07P0lq6qNs2TrGK7jUqlBs9mLq6w+w\nc9c1BAYOpV/f5nvftWsqAJGRUxEEGU5nNUplIFZrAQAK+anN0gqFJMTb6ryk1cZgsWRz+Mi/0Ghi\n6NTpUQRBQKkMRC7X4XI3tKmfJhyOKlTK4FNf6OO8Y3e5eeDrPajkMlY8eskpTbwzBndgaOdgukRI\nn6mhnYMRN72H5/c5yOR20IfhMXTEPvBTNDnvULtZjkOsJ6jrHnS5L2Lv8iyOg4fwk/2MIHiwCbVU\nOx/BoFhIjetB/AvM+DcKZbXLCV9MRrzmY7YVWBkuVGLzm+wVuAD+l5155btesYF8uS2PlwZHeIXu\ndxllfPfqaqxONwBJp+Ee5RO6fyVEEZY9IbnRq/yg6jB8djnMXALhbQ+ZudCIokhqVar3+XcTv8Nf\n5U+oLpS+YX25v/f9DIkcclxhalA1C58Pxn2ATnliV3+Px4nNLnn37tw5BVF0AZJW2dbC5yUli7yP\nAwMGoVAY6Nt3wUnbRIRfhUoVwt69NwMgk2mJjb2NrMP/JC7ubvLzP/GaqgEslhzv48ysl3A6aykr\n+5U+vT/jYKqU9EJxlFZ8Ik5X6ApC889Hv75ftyi3J5frvQuGyqp1qJRB+Pv3OmFfdfUHcblq0B5n\nIeLjwrM9W4oACDWovQLXY3fhKreCXEBV9ZuUPGLS26A2oFLIvAIXwJGWRc1v/jhc34MM5BoNnhIn\n4vxDCIpLEV1ydMZD6PJehsheqK9/EvVUK8jncbi8nvK5VzBMcwcuYzxh1Q/jEqMRkVPtfAK3oICC\nHRT8+BwbjqgZLA9H3RCBpksQAVd1QhF8dulYu0f7Y3d5yHU4aTI8TxkYS3GtjUHxgfSINnK4vIHf\nX29bfz6h+1fAXAlqg1TGauenMOgeuGIOmHLgk7Gw4lm46l0IjL/QMz0lubW5vLX7LfLq8ni036OM\niB5BclCzSfKLCV+cso+54+ZisplaCVybrQSLJdtb8q2+sS5rQMBg1KpQGswZmM1ZZGbMZsCARQjC\niVe3DkcVxcULKShcgJ9fN7p3f/u0nKCCAofSJflV0jP+jsdjJTb2DsLCJqDRRKFWh5OV9QpWaxEa\nTQT79t3hbVdY+KX38b6U5uNt0nSVTUK3vk1zbBLOWk0cWm1Mi3NyuQ6320LW4Tnk53+CICgYOWJn\nC5N4E05nLWlpT6NQGIiKvK7VeR8XniYHqH/f0AdRFKn+IRPLnnLveYN8Nf6KhQhWE9y8qEVb577t\nlH9nBaT4dmWkHzKdArvJhireHxlmHLmVGKzvgcwpFSEAqfAAkBBhpFNSJBw5hGLqRzzz6c9UuzW8\nOlTAuWspSvskPN1vIS7lE55VQqFtKQKgivc/a4EL0D1K2mpJLamjw7BwZm/JZvaA7vTv0JwgY3Ry\nGG2NJvcJ3T8bFZmw7QPoNR3Cu8Paf8L2jyDhMgjrCjIljHseZHLJrBwzAI6shnd7w+xaKZeopi37\neecfURR5cM2DVFmreKD3A8zsPhOF7PQ/wpfEHN/jOCNzNpWVq+jd6xOyDv/Tq0H26P5v1GoptKak\n9GcOHXqckpJFREVNa9He43HQYM7E4Nedg6mPeLXRHt3fPaO4W72+2ewvCAIajfRjFBgomcxranag\nVBqx2vLR6xMxm7MAiO9wP7l5H7bo63jC7liUjZquw1GJx+NoVTTgWJzOWmJibjmut7NC4Udd3X5q\naiQPZFF0kZ3zNslJswEpljc39wOiom4gLf1pad7xs07bO9vH+aG+ugwQ6epvx/7zJ1j2dEXXPxxl\nwxZqMzpT774Jp2E4gVl/R16RAaHSQlisKaT6+71AIpH3hSPr0MVrgXJVWZH7qxGUMsj6HYKXSL9F\nca3LLsomvQM7PoaYgUy6NZEVqaUET+rOTyW7mZBtxWq4Ea34NQ5PcySCrlf7JJnpFKJHo5SRyyQN\nMwAAIABJREFUWlyHLdyPA7iJNJ65MPcJ3T8DHg9sfBMylkNtIZjLpVJT2kCpPBXA4d+lv7hhktbb\nRFQf6YMOsH8hLL4brvsMelx7/u/jBIiiSGZ1JhnVGeTV5fHSsJe4JvGadh+nKTY2ZX/zmrVL8ite\ngQsQET6F/PxPKS75sZXQTc94npKSH4iKusEbj+unTyYwcPAZzcdg6Hnc43pdAoKgwGzOJL/gMwD6\n9f0Gt9uMIMhRqyO9QnfwoGXU1e1vkzBruiYj8wUKCuczZPDvJ9zvbjBn4fFY0esSkMlaO5GolME4\nHBXe55GR0ygu/p7EhOeQyVQUFy+ktm4vtXV7AdBq4+kQd+8p5+jj3FNaa2PT4Uo6huipqLehyvwf\ntxx4ipHqcPSf2KivHwd0JWByZ2TfPY6feiP1I3dRt1rEJDyO8f2bcUeORd5zFI7fv8ch3kXASAXy\n+K4txmmhhSZeJv0Puuv4kwrsAJe/CsCIxBBGJEqJaBzRfhRkN8AqC9UslPoN1RJyRw8Uge1T+EIh\nl0zlO3JM7Mo1IRMgzHDmHvY+oftnYNPbsPbV5udXvA6/PS3t4U74F4QkwuJ7JWGcPKFl217Xw0ap\nJBqLG4XN9o8vKqG7vXQ7d6+U5hakCeLy+MvPyTjHJqQYPSq1VcUaQRDQ6xOpq22Oy6uu3k5l5Woa\nGtIBKC7+DoCIiKvpkvzyGc9HLlcTF3eXt3h7EzKZAo0mhuqaHYiiC6N/X1SqIKDZ3NUl+RUUSiN+\nfslt9giWy/0a92LNWCw5VFat8e5DH0tZ6a+AjNCw44dNJSY+h1YXj7khk6Sk5zFVb6ak5AfKK1YQ\nGjIeUZQcUJTKYEJDxtG162tte1F8tA/WGlg1G3pOg3hpO0UURdZlVPD275kcKJLyEU+UbePfyrnI\nBTcdhFIEeRguRQIyVzWy95LBXIEw4Db8L01AphKoWSZQ7ugDeQLkAdyFXO9Bd9m5KSMZHKrjVsys\n7R4PqdK+c/jDfRHOMJPViegZbeTLbXne5wr5meeV8gndPzoNFbDp383P71oDMf2lL1JQ5+acoLf+\nDLs+h363tGwfmgzPlUB1Dvz2DBTugtL9YKsDTaNJMm2pZKoO6nh+7ukYDlYeBODdMe+SGJh4Uuen\ns8HhqCQwcBjV1VuAE5eIU6tCsTvK8Xgc7N59PXX1x4/RCwu7Ern87OZ6okQVOl0HqqqksIuOHR9p\ndT46+sbTHksQBAx+3aip3QlIntsAiYn/wGjs53UeE0WRktLFBAUNR606fupLhcJAfIdmzTXAOBCZ\nTE1q6qMolUE4nSZCQi6lZ4+5pz1PH2dJRSb88gAU7kRMX4b4WDpv/J7Jh+uOeC+5JUzPTdqv6Vq2\nkGJ9NyZUP86to7rz6KAOOD7dh8J+AMwVUvL/gdKCWD+iE7YjVgS1HHtmFQJWAiZ1QpUci0zVvkKw\nibggHU5gYbiC61IhRyMQ084CF2DWmASiA7XMWZ5+1n35hO4fnZ2fSAm4b18O4T2aBWXEMabJ8O4w\n8c3j96HSSednLoHC3TDvUvj1Qeh7q1Rz8vvGhAwv1EgR7ueZrOosIvQRjI0be87GKCn92etEZTB0\nJzDgxCZhlToUj8dGTu7cVgI3MmIq3bq9gcWSg1Z77jxxY2Nuo6pqAwAaTXS79ZuUPJva2j34G3qw\nc5dkws/KegWDoSeDBv4MQGbWi9jtpXTu9NjJumqBWh3KgAGLqavdS1HRtzidJgKM/ZCdwZ68j7Ng\n71fwyywA7B0vRZ2zCtPLnbjNncwIeU8cXEWiWwblALdSYbgMVXASywUXiiN2StZK6Rv94zxw+U/Q\ncTTIJK1PkAmE3N4DANHpBkFAOEVo0dkyuFMwU/tG896aw3wC3No3nlHnYJwIo4Y7hnf0Cd0243bB\nlvcgd5NUkmnqJxdEeLQ75kqvcwEdWjsfnBEx/WHEY9Ie8aFfYMTfms9l/S6ZqPve3D5jtZHDNYdJ\nDGi/AgDH49ChxwFJIwsPn3jSa9UqKTQmN/c/3mNxsXeSXzAPVaPmp9OdW6tAcPAlJHR+ioLCL9Bq\n20/oGvy6YPCTnFGGDllNXV0KxcULsdqk+ES320px8UICAga1yBl9On2HhU2ktHQxUVE3tNu8/+jU\nbyjEfqSGwGlJyP1O7sB22ogirHoBgjojbnybCuczFLj7siJd5D65HZd7Gk6xE8cuEQW5iMMZi6zS\niQA48utRJwZgGBmDOmEEnKSKUHubd0+EXCbwxrTeLN5bhBW479Jz9zuhUsi4ZUgHBnYMOvXFJ+HP\nL3RdDnil0YvNGAu1BRDdH4bcf2HndaY4zJIH8uHfpX1aR337C8HRz0jm5oOLYNM70ngeJ3zT6DjU\ndXKzRn2OcXqcZNdmMzx6+Dkbw95Yw9Xf0IuwsAmnuBpvqkaA/v0XYrXkExIyjtKyJfj5dT1Jy/al\nQ4d7iIu7+5wVd9fp4tHp4qmr209dvWTir63dg8djp0PcPchkylP0cHyUSn9iY29rx5m2DUdhIfbM\nLOpXrULbpzeB06ef9zkcjcfhRlDIcBTWU7s8B0SoW51P4JSEk2Y+a9hegqvKinFCx7a99+tfp2H9\nEerdPZDxCE4xkUABbhXB4noaixb0g6MJqNyArmEBlOyBntcjTv4QQSFDkAmIooiryoYiUIMgv7gU\nFrlMYOG9Q8k3WQjUt8+CRRRFRFFEJmupqb98dY+z7vvPK3QrMiF/K/hHNR97cCd8e4O0d5k4HoI7\nn/UwldZKPtz3IU8OfBKN4gy95VwOUBz1YbFWS57HRyOKUujPqtkgyCWTckQvuOQJSQi2J3IlXDsP\nwrpJr1+Pa+GVowqyp3wLg8+Pp+nesr24PC56BJ/9h/1EVJkkM21yl5dPGnvbhE7XCYCQkEsJMPYn\nwNgfgBHDN7epfXtyrgTu0SiUAbjdDWzZOg6brQCZTIvR2Pecj9seiA4HKBTULPyB0ldfBadUXKJ2\n8WJUcXHohww573OyplVRtyofV7kFub8Kt9mJPEiDTCnHkVeHeWcp1YuyiJo9FOv+Ssy7ywicloRM\nKcNd56Dmp8ONNwcBEzt5+81fk4d8XyXht3cHmUDNT1mo7DsR84uod9+HoHbjtktOeYcmRBGVWkFY\nnhMmdiZ6QBTQCbhNioDwj27x2RIEAWXI2ce8nisGdQxi0FlqoAAZGRls3ryZ0tJSQkJCuOeee9ph\ndi35cwldl6PZbDx3oPRfkIM2CB7eIwVbX/4afDgUctZLITL9bgFjjOSxG97d68nXVubsmMOK3BUM\nix7GuLhxbW/YFOaTvhSqjsBdq0EbAJvfleJs790AkY1Zj8rT4dvroTpXWiz4R0FoFxhwByjOUXJ4\nQZAE+vFY/pTk9ag7+w/50WRVZ/FD5g882PdB/FWSJr0kewl6pf6EsbXtQUXFSjSaaAx+3dt0vSDI\nGDliJwqFvtXxPyNKZQAAVmsuHTrcT0T4Vd5j5xJRFHGbTIgOB7VLl+KuMiEPDCRg+jQEpQq5X8vX\nX3S7qV+5Eplej98ll2DPziFnyhTERkGrGzyY0EceRqbRkHfrTPJvux11165oe/Ui9KEHMX35Fc6C\nfKJefx1BeWZa/Cnvyemh6us0cInIjSpcVVJJuJBZfTDvKqNhQyHVi6R4a0dhA9WLpcdlb+7y9iEz\nqJBF6anfWMQBm4PBQ2Ko2VoMu0oRESh9fSeKMB2ucgs2EgAp3vsNjUCy3YHWWsvwV1/FlZeH7JGn\nSex/TN1bY8tEJ39Gqqur2bRpEyEhIezdu5fy8nKCgoIwmUwEBATgcDgoLi6mqKiI4OBgNJr2CT+C\nP5PQdbtgwVXSnmP8yObjolsylzZpjiFJoNDA+jegvlhKvH3jd7D8Sen8g7vbnIu4ylrFitwVANhd\np1n/dM/8lmE+HxzjuDN/EnQaLWmcuz+XBK5/NFz/dUut+Hwx+jmw14FSBxv+BYvulLJahbZfgvrn\nNz/PwaqDLM1eygO9H2BCxwmsyF3BFfFXnLkV4RS4XA2YTBuJjp5xWlqjFKLz10AulzScoMARJHQ+\nwUKsnXGWlXF41Ojjnqt45x3koSEE33Enyugo9MOGIboFCu+5G2uKFPdrGD8ea0oKotOJccoUNL17\nYZw8xSuoO69cQc0PP1K3bBk133+PeeNGnMVSyk/jNVPxG3niAuxnQ8OOEnCJqDsbCbm9B0X/kApd\nKEN1+A2ORHS4cVXZsGdWewXuJq1IqUFBcpUTs8tNv75q9i36knj/S+i4E8p3SvHQRZZKVC47QcYI\nZBWH0coOU2bczU8Js8lavZfAw6nkuZ3MOLIOISQIdWIite++juXHr9ANHIgtNRX98OHSwkQrvef1\n69Zh3b0bTdeuGMaPR1AoqPvtN0r+/g86LV+GMizsuPd5MVJQUEBlZSUul4t169ZhNrcsPalKS6OP\nWs1lM2ZgCwpi7ty5fPLJJwiCwMSJExkwYID3WofDwdKlS1Gr1QQHB5OQ0Pb89X8Ooesww855ULAN\n5GrYswAG3wcNZZDxG/S/rflauQKSLpechABqCsBW03x+zcsw/eS5cZt4a9db3sdllrKTXHkM1hpY\n/TIEJ8A1/5Ucor69XtJcEy6D4r1QuBPSfpU08vxtoDLAfZsujMAFGP1082NdEKx5BeYOksKS7tvU\nHJp0Ilx2EGSS6fo42Fw20k3pDAgfgFqh5vWdr/Pz4Z9xuB3c3uP2dryRllSZNuDxOAgNPTexv38G\ngoNGEhFxDYkJz5zzsRo2bKDmx0U4Cwu9x0Iffwx3lYmgW27GsncfpvnzsR08SPnrUrJbQW3Ab8Jb\nCEGT8J86CcuOFdSvXInfmDEEvvLKcQWoIiiIkHvvIeTee6j5+WfKXn7Fe860YAGq+A6oYk9cfaot\nuOsdyPyULRZzrgorAP6XxyMoZITe1wvRLTbOSUPgFOnHu25tAZZ95VTpZXjWvk8Xmwmn20OIw4z9\nlxokz4El2BPHoEqcRFb6YiKzNwECNkRsQJ2fjmJVCJfW385UZ8uKT6GPPIx+5Egq3n8fW8p+Gtat\nQxkdjWn+fOpXrSLw5hmo4uMpeuxxRIvUVj9sGK6qKuwZGdLrNH8B4U89eVqviXX/fhBkaHueu+2i\nFuNZraxfv56MjAyqq6tbnDOKIoMPHMRdVkZQWCgBiYnU/bqEkoOpxP+wkBljxlChVJKSksLSpUvx\neDwMGjSIoqIili1bRlFRkbcv5WlYRgSxqdhhOzJgwABx165dp76wPajOlVIYAnSZJGm1uZul/MIe\nl+QApGpphuLIGviyMaORQgN3/AYfj4aw7lCeCnFDYcpcCO6MR/Sws3QnaVVpjIwZSecAaR94R8kO\n7lx5J3f3vJtv0r9hSucpPDv4mJhKj1vaP67MhLHPS57BdSXw1VTp2J0rJacugPoyMDQnjKe2EN45\nytx51bstFw8XGnOl9BqW7odRz0BUX0g+QX3Z3E0wv9EjOKy7FM406Z0Wgnpf+T5uWX4L7455l0ti\nLuGJ9U+wOn81UxOn8uKwF9tt2h6PA5erAZUqCKezhg0bpdd/zOgMX/jKBaB64ULk/kb0Q4dQ+cGH\nmBZIC17BLxh18hTCHrkUVVwSDdtK8B8bi9xf2k7xWK04Skqo+y0XR/4xP3gyBwq/XUQ89/Sxw50Q\nd0MDntpaapcsofKDDxFFkfhvvvEKB9HpPqlHrqvGjqvKirqTEdP3GThy63DX2BGdJlRRJlB3RZMc\niT27FtHuIvzhfi3Ht9kpee45NEmJBN97L7hcCEolrz78JlNXzkM/bBj27GysVSaCu9cSGlOHrUZJ\nyd4QPBZA9BDcrR5NoBObSUlpZiBKt4uCmCTi+/cgRR3G5Idm4ExPw7xpM2FPPYkgb30/5u07KLjv\nPkSrtDiQ6XR0/GkxZf98jYb16wEIuv126leuxFlURODNNxPywP0ogk5t+an+fiGlL7wAgLpLF2R+\neiKeew51ly5YU1Iwb9qMIiQYdUIC6qQkCmbNwrJnL6rOnQm95278J0xAULT8jpaXl7Np0yaSkpLo\n1q0bMpmM+vp6li1bhsvlIitLshYYjUb8ZDJ6fPMtarsdh0qFf10d2t69CLn/fgyjRwNg3bePvJm3\nIdoly2XIAw+gmnkr77zzDgaDgSFDhrBq1SrkcjlTp06lW7dulJaW8vHHH/PCCy/sFkVxAKfgggvd\nveV7WZ23mscGPIbsTPbEUn+GH2ZKZs+H94Ih4tRtPB54v68ksAHGvwIr/wE3fAtL/wYNpdBxFMz8\nlQWpC3hzV3N86/abtqOUKbl2ybU43U5+ChjGLUVLCI3sxwcjX4d546XY1g7DJW11x8cUKuRoPCIh\nV74N6f+D7HVw84+S+fiEc3TDS40f5FHPwJjjJ0m4oFQdgfeP+vF49CAEHKMdeDzw8SVSsYWjmTYf\nul9DnaOOj1I+ot5Rz8+Hf2bt9LWEaENwuB0szlrMhI4TMKrPPBe0y9VAadmvUgiPKJKR+TwORxUD\nByymtnYPh9KkOp3jxh45RU8+2pu631ZQ9OijrY4H338fqsRJNGwobnFcZlARek9PHDl12LKqsR6o\nBEDbMwRXhRVnqRnjpE7ULs0maEZXdD1bJu5wFNQjqKTfGJlWidz/+FYjZ1kZOVOuRhkVRfyPP+Cq\nslH21m6Crk9G11cyp4pOD9U/HcSWnociRI2r2h9PvRNFqNarzZ4IXV9/gq7vjbO8nNLnX8CWlkZ9\nnRmttbkUol2lIerjT9j38BMYVTIGbVwNLhfinm+QLX+YylGvEdL7CuzVIpXvvY5/bAb6MXcii+wF\nbgeLUkS+W53KM49e3SIxf1tw5OVh3rEDQSZH26sn6sRE3A0NmD77DHXXrvhfdhmiy0XR3x6j/vff\nAQi4/noCZ9yE3BiAMlx6jSx79lK3bBnVX33Von8hKorUkGDCC4vQWSwgCDiUSox1Latb1RiNbL10\nHPVyOaJMhsbtps/gwYhOJ3llZdhsNmpqmq2UI0aMoE+fPnz66afYbNJeuUwUiTWbuVQE55Ej2NPT\nSVi3FtHlQhEWhkzV+jPQsH49BbMeBJdUVcx4zTXYZ87kl9+We8eb0aMn8m++Rm40oknuwmp/AzNm\nzfpjCN0HVj3AxqKNPDf4ORxuB0GaIDYXb+bl4S+jbEtIwoY3JFPnc8WtNdqTUbhL0jZ/Pip06L5N\nuA0RWH+8k9zyfbwQGUWm20y00p8ip/SBWHHtCspTf+SW9E+YE3sVEzfM5fHQYNJDOvC/OhkUtbzv\n4oG3c3nlahIdDu6sqeOZsBD+ZqpGPv5VbuxyIyq5ikprJWWWMroHH+PI88FQKD8ETx4B/fEz/1xQ\nPG5Ja3daoWA7zFgEiUeVia4tgsOrYMnDcM3HUsFqXRDMiYM+M+DKf7EydyWPr5diZOP941lyzZKT\nDimKHiyWHCzWXMrLl9Ml+VXk8uM7k3k8TrZtG4/Vlu89plAYWlXRGTxoma94+nnGY7GQdckoFMHB\nuBsaUISGEvnSi2h7SeX/apbn0LC+EJlBiafeiTxYg2h342mQnKIElRzR4UbbO5Sg65MQMn9DdLsh\nvDuln5Qi02kwTuqEKsoP0WLGumgeNdkDmyegkBE0LQld7+ak+KLTjaPEjDrOH9MXX1L2r7eJevtf\nVLy9CE2fGQhqOVGzhyIIAuVz1+AoUOKxViPTBiK6rBgnJNKwOR93bT2CsA/LrgMETJuAttclVLz/\nBjK/Tsh0DsyrvkI/ciTOoiIc2dm4e/RmRYOWtMAO3Ds6AdkH76CzSyZdq1yF5/lXGXD9JHBY4KMR\nkkPofZsuWK6BpnAm0emkdu1a1q1ahXHnTsJLShGAyNdew56ehumLLymKjCQ/Lg6Fy0VDXCz24GBq\n649fxapHcjKOsjL86+vpLJOxyO1GpdHQtWtXdu+WknLI3G48jRp6mF5PudnMlVdeSUFBAYcOHSIg\nIABzdTUdDxwk4fBhdI0au6BSITqdBN58MxF/f+6U9+iqrkaQyzHNX0DlBx8AEPPjD7z144/oPR4m\nLfwBAFVCZ5x5+bhdLnqkp7VJ6F5Qe1q9o56tJVtRCAr+uf2fLc5F6CKY1XfWqQVvWSoY405P4IJU\nXSdmgFRR57ubALArtcza9CzbyUER6o/LLW20d6kppUdIEiushdSVp1K84TUICyF568cQ0YsO9jxW\nWytwFhWgTJ4ICeOkvdiOo9gREASVq8lSqXgmTBKc7wQFwq432Ve+D5fHxbrCdYBUci6nNoeZ3WdK\nc7xjhSTQLkaBC1Klolt/gYZyeDNRqs/bJHQbyuGdxnjWDsMlb+emmDdDhLTfTvNe+Juj3qRfWL9j\nRwDAZismLf05AgMGYbHkUlLaXDosJGQs4WFXHrddff0BrLZ8NJpobDZp/6Vf32/ZsXNSi+v+zAJX\n9IiIDjcyjQJ3fT0yP79zFmbksViQ6dqW9tKelYWnoYGwOa/hN2ZMK1Onq9KKIkRLxBMDcNfZEVRy\nXBVWyufuQ+6vIuKZQTjLLChDtQhHVsN3N9J0V/7uy6mufYjKT462rgxEIRSg72QGbSCWslBMCzNw\nmaz4DYlCplVQ9XUqtvRaAq9NRJ3UE78r36F6YSaqBCkZv2h3UzlvPZZdBcgD4nHkbiDoumQ8HhNl\nLz6PdYsfbpNJ8l0QPQAEXv02yuhoXEWjKJ3dvE1i3rgRZVQU5snTmU5/9Fo1OrWcR0wClmtfY9SB\nNXSvyiF98kzemt4YO56zHkxHYNqCdhe4breb6upqQkJa/tbY7XZqamrQarW43W5SUlLYtm0bSUlJ\n9O3blwKNhn06HYwahX9NLeNWr6bk2Wcpiooi58oJFBmkvN1qpZLA4GA8ZjMymYzhw4fjcrnw9/fH\n4/GwYcMG0o8cwdWoXe5yS7m577r1ViIiIhg/fDi5336HetMminNycMvlhFRVARAaGUXCtOs4ePAg\nJpOJUWvWEF5WTsAN16OMiMAwfjyqjh3B6UQ4jmZ7PBSBkuNt6MMPIQ8wUvbP16h6bQ73vfoKpddN\nw3jtVCL+8Q9kWi0eu53syZMhPa1tfbfpqnOAKIq8uetNXB4Xc0bOYXHWYnaU7vCen3dwHh7Rw2MD\nTpJqzuWQ0hZGn1nMYGpVKr/UpvC3qf/Fs/5f3LrpKTJrpD2ACG0oM3vcwau7/sWksIEYD69hRWQ4\ntbs/o7hxXyFq5FMw4nHif5yO25pJUf9biB//mlTFZ+CdAOzbMhsAuSDH3ZjkvaOxI3l1eazKX9Vi\nPrNWS+nZhkUNIzEwUUpAcZ6SUJwV+lBQ+0s/CE1kr5P+KzRw9YfNAhfAL1zK2wqUmEvQKrSM7zD+\nhMKgsngpJtNGTKaN3mNdu8whLf0Zqqu3ERAwiF27phIUOJwuXf7p7aei4ncEQU6f3vM5kv0W/v69\nMBi6MqD/ItxuC3q/JFzOthVsv5CcLFHCyXCWmjH9kImrwoIzdz7WnZtRJyfjN2I4+hEjcJaWYtt/\nAP+rJqHre3Zxt3UrVlL0yCN0/OUXNMlJp7ze3rjXpk5KQpDLcZudyLQKBJmA2+zEnl2LtqtkFm3a\nx1XFGgi5qwfKCD2CTEAV5IGPBkN9qdSpIIMe16IrScNT+hkOT2esHikpoM5/H4bEcpSp70nPRQPl\nmm+pW5FH3Yo8Aq7qhD2jElB6Q3YEmRxFiOSyZEtdgKrzROyHQ5AHxOOu3Ej44xPQD+yHKIpYNq7G\nvHUrEbNfwHDZZVgPHMBxJBtltJQtLODaa3Hk5aMbOAB1YiKCTIYyOpr4Z/4HwFMTutA3NoA75u+k\nxuLkl84j2dBzLL/fNar5vW/8zhB9/MXp2bBu3To2btzIjBkziI2N9WqOBw8exNkYcnU0+/fvZ//+\n5hSoV111FUuWLCHv5hlY9XrSKiXTf1JSEv369SMpKcmbaMLlcqE4Zm92+HApVLO2tpbs7GxKS0tJ\nSkoiIkLaLlQHBZE86wGY9QABi3/CUZBP3bJlOPPyqf7+OxLvvYexCQmYv/iC8LJygu+7l9CHH0Y4\n+nenjQL3WAJvuQXz5i00bNqEe9aDqBsaME6e4vXwlqnVRL/+Oqxc2ab+LpjQXZG7gsVZizHKPfTT\ny5l4+TzKzGXUO+opbCjkoTUP8cuRX3ik3yPIZY2r4JyNkPKdJND0IfDtTVCbD2P/fkZzWJC6gOU5\ny1F2u5XB1/ybzNWzeHm4VBVmXNw4/JR+jIgbQ4xfNBnzLwPKqC3ezTY/I0HqAHSXPEVNzS70IfsI\nLNawOLITN7nMRBxVOi+lIoUR0SNQyVSsKVjDbd1v4/EBjzN9yXWkmTLoH96f3WWS6SQxMJGs6ix2\nle2ShO4fBUGQFho7PpZMYN2vhuz1UpjWk0ckjbhlA8jbhDtvCxvz1xKljzyxUKk6QsOW2SiiAhg4\nZDlpaU8TEjKGqKhpFBV/R1XlWoqKvgaguGQhgYFDiIiYAkBF5RqCAoej13eiV8/mxPpGYx/v4xMl\n7L/QuOvsmBZmogjVYt5ZhrqTkaBpScgNKkxffIE6MRH90KEnbN+wtZiaX5oXQR5LJNo+fbBnZlI1\n7zOqPp3nPVf9zTfoBg5EN3Ag8gAjxqlTkfv5tWmeTQuCqk8/BcD02TzkwSHIAwIImHYd1n37cOTk\nEnzH7bgbzBQ/+SSO3FwcOTkoQkNRRkfjrLBQ9tZuBI0CRaAaZ4UVPB70A8JbjadJOCppzNp/QmUW\nBMRJaVBv+h4AwVaLYdWLIKvFuU1KbqCc/j4kPARDJsOuz5CnfENo+EeUZt8HQM2SbEBJgGIucoOK\nuppLkIvVKGTFyKOi8Rt4JWWvz0U/9gWUkTXEzHkO9nwBv3yGUJ1L9M1XI855DZlesrgZRo+G0aMp\nrLagVylYnV7O2AcfxXB0xqSCnTypXcK7zsnc2F2PonAjvz08lsX7Srm6bzR+agWao523LJJmhy64\n1evi8XgQBAGXy9XKk1YURVavXk1aWhoqlQqPx0NoaCh5eXkMGTKE2NhYNm6UFrRff/0thCT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oQcDvDll1+ycEIKJnMcsfh8PF4vkUiEL774gu7u7hEmr9t9PLHvdHMNM3/+ssKXiIW/cSH7/xIk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\nKugqFAqFQhEg/j+dzqnJ5TF/ZAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1fd45bbfb38>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# строим графики накопленной доходности по всем акциям,\n",
    "# чтобы получить представление об эффективности\n",
    "# вложений в эти акции\n",
    "daily_cr.plot(figsize=(8,6))\n",
    "plt.legend(loc=2);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Изменение шага дискретизации временного ряда для вычисления ежемесячной доходности вместо ежедневной"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Ticker             AA       AAPL    DAL  ...         MSFT  \\\n",
       "Date                                     ...                \n",
       "2012-01-31  24.414480  65.211426  10.55  ...    29.530001   \n",
       "2012-02-29  24.438511  77.491432   9.81  ...    31.740000   \n",
       "2012-03-31  24.438511  77.491432   9.81  ...    31.740000   \n",
       "2012-04-30  23.381189  83.425713  10.96  ...    32.020000   \n",
       "2012-05-31  20.545650  82.532860  12.10  ...    29.190001   \n",
       "\n",
       "Ticker            PEP    UAL  \n",
       "Date                          \n",
       "2012-01-31  65.669998  23.10  \n",
       "2012-02-29  62.939999  20.65  \n",
       "2012-03-31  62.939999  20.65  \n",
       "2012-04-30  66.000000  21.92  \n",
       "2012-05-31  67.849998  25.17  \n",
       "\n",
       "[5 rows x 9 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# изменяем шаг дискретизации временного ряда и \n",
    "# заполняем пропущенные значения\n",
    "monthly = close_px.asfreq('M').ffill()\n",
    "monthly[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Ticker            AA      AAPL       DAL    ...     \\\n",
       "Date                                        ...      \n",
       "2012-01-31       NaN       NaN       NaN    ...      \n",
       "2012-02-29  0.000984  0.188311 -0.070142    ...      \n",
       "2012-03-31  0.000000  0.000000  0.000000    ...      \n",
       "2012-04-30 -0.043265  0.076580  0.117227    ...      \n",
       "2012-05-31 -0.121274 -0.010702  0.104015    ...      \n",
       "\n",
       "Ticker          MSFT       PEP       UAL  \n",
       "Date                                      \n",
       "2012-01-31       NaN       NaN       NaN  \n",
       "2012-02-29  0.074839 -0.041571 -0.106061  \n",
       "2012-03-31  0.000000  0.000000  0.000000  \n",
       "2012-04-30  0.008822  0.048618  0.061501  \n",
       "2012-05-31 -0.088382  0.028030  0.148266  \n",
       "\n",
       "[5 rows x 9 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# вычисляем ежемесячные процентные изменения\n",
    "monthly_pc = monthly / monthly.shift(1) - 1\n",
    "monthly_pc[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Ticker            AA      AAPL       DAL    ...     \\\n",
       "Date                                        ...      \n",
       "2012-01-31       NaN       NaN       NaN    ...      \n",
       "2012-02-29  1.000984  1.188311  0.929858    ...      \n",
       "2012-03-31  1.000984  1.188311  0.929858    ...      \n",
       "2012-04-30  0.957677  1.279311  1.038863    ...      \n",
       "2012-05-31  0.841535  1.265620  1.146919    ...      \n",
       "\n",
       "Ticker          MSFT       PEP       UAL  \n",
       "Date                                      \n",
       "2012-01-31       NaN       NaN       NaN  \n",
       "2012-02-29  1.074839  0.958429  0.893939  \n",
       "2012-03-31  1.074839  0.958429  0.893939  \n",
       "2012-04-30  1.084321  1.005025  0.948918  \n",
       "2012-05-31  0.988486  1.033196  1.089610  \n",
       "\n",
       "[5 rows x 9 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# вычисляем ежемесячную накопленную доходность\n",
    "monthly_cr = (1 + monthly_pc).cumprod()\n",
    "monthly_cr[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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xp95r06YN06dPP/VzbGws7du3dyKmiIiISLk0P2k+dQPr0qxmsxK5nopxAR05coSaNf93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8AAAg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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1fd4605c2e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# строим графики ежемесячной накопленной \n",
    "# доходности по всем акциям\n",
    "monthly_cr.plot(figsize=(12,6))\n",
    "plt.legend(loc=2);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Анализ распределения доходности"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1fd4615a2b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# гистограмма ежедневного процентного изменения для AAPL\n",
    "aapl = daily_pc['AAPL']\n",
    "aapl.hist(bins=50);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Y8dBu/chrGLLZhmKby1xDuc2mlfbW5wfZl7oMhWdmzTCumWuehs6oJe0NfBN4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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1fd4639f710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# матрица гистограмм ежедневных процентных изменений\n",
    "daily_pc.hist(bins=50, figsize=(8,6));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Выполнение вычислений на основе скользящего среднего"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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8JN7f/T6f7Puk2Z+97+Q+CssKGRo5tP6Lz5CaW0xCWj6jeoTVek1lZRhgf9Z+\noO42CWMMbXzbXHgv0ImIiIhI4yw7tIyZ62ey4McFrmOFZYX4e/kT7hfeos+u7Bc+c7tkd3y1z7lb\n76getc+xsmcYnMEbToXhmtokwLk2ceXScu5QGBYRERG5gO1M3wlQZW3dQnshAbYAQn1PbWDh69n8\nL8gfzT1KqG+oq1fXXZZl8fnO43QO9adX26Barzu9TWJt4lrs5XZXBbymyjBAsE8w2SXZbs9FYVhE\nRETkAmVZFjvSdwBwsvik63ihvRA/mx8hviGuY96e3s3+/KKyIvy8/Bp83yvrDvBtQiZ3D++MMabW\n68L9w5k9bDbPj3ietMI0vkz8ss42CYBWPq1UGRYRERG5FGw9sZW9J53bFSflJVHqKOXZjc+yP2s/\n/l7+hPqcqgxXhsiaPL72cUZ+MrLBzy+0FzY4DC/8/hgvrz3AHUM68sjVXeu9/p7e9zC5x2Q6Bnbk\nk72f1LnOMEAr71bkqDIsIiIicvGLTY3Fw3gwutNoEvMSic+I578H/0tpeSn+Xv5VKsOVu9LVZEPy\nhmrbHrujqKyoQStUWJbFa+sTGNw5hD/d1q/OqvDpPD08uavXXWxP286u9F1ADT3Deamw+zNaHfya\nvNPWJa6PwrCIiIjIBSoxN5F2Ae0YED6A5PxkUgpSXOfa+LWp8gJacVlxsz573dF1bE7Z3KDK8MH0\nfI5mFnLb4I54eTYsht7a41bncxPXAae1SSRugXevh7/0hEXTaJV+oEHjnvN1hkVERESkcZLykugY\n1JER7UYAsPrIate5IZFDqlRemzMM28vtzFw/E3Cu7euuRduS8PQwjOsT2eBnBnsHY/OwUVjm3Gra\nZi+GHQtgxSwIiIAxz0HX0QQXJcGm590eV2FYRERE5AJ1LO8YY6PG0iu0F0HeQWxM3ug6NzhiMACP\nD3ycf8T9g2JH/WG43CrHw9RfsY1Li3P97G5l+FB6Pp9sTWR8n0gigxu3soXNw4a93I4BPP/SC8qK\nocMQuHsRBDi3Ym6VVNigMdUmISIiInIByirOIqski6igKDw9PLk88nJKy0sBeHf8uwR6O1skHhvw\nGO0C2rH6yGp+s+k33LnsTteavWdyt3p8+v3uhuG/rNmPMfDsjb3dur4mlStieFkWputoeHAVTF/r\nCsLgXE2iIRSGRURERC5A8RnxAMSExQAwvN1wAIJsQQxrN6za9VklWaw5soZDOYd4ZfsrNY5Z2YJQ\nn9OXLnMwxhVwAAAgAElEQVTnBbrDGQWs2Z3KbYM70rF1I7aEzj0Om/4P72Lnc23GE6b+CzqPAI+q\ncbZDYAceH/C420MrDIuIiIhcgHZl7MLDeBDTxhmGK/uGa6qM5pbmAjB7+Gwm95jMlpQtWJZV7bq6\nVpw43elh2Nuj7vWL96bkcscbmwnw8eSBkdFujV9F5kF4/UpY/Ry2iinbvIPAs+Zu3zC/MB4b+Jjb\nwysMi4iIiFyAdmbspFtIN1dltkurLoT7hdPat3W1awvsBQBE+kfSNqAtZeVlNS6l9k1CslvPrgzX\nUPf6xcV2B/e9uxUvD8OiR68gOiyg1mtrlJMM/3SuIsGj32ILiQJqX2O4MfQCnYiIiMgFxrIs4jPi\nua7zda5jxhh+MeQXdb4AF+EfQVphGgAni04S7B1MXvGpMPv80h9Y9j386vrLGBJVPVSXlZdhMOSU\nnqoM1xWGNx7IICO/lPd/ejndI2rfdrlG+WkwfyoUZcEDn0Pbvqd6hs9cY7gJFIZFRERELjCJeYnk\nlOTQL6xfleM3d7u5zvsi/SNJ8XWuRfzq5qX8kJRKSk4xtjDn+XtHtmXF9/nc9dYWPpo+jOFd21S5\nf/qq6bQPbE9uyanKcKmjtNbnfRGfQrCvF1d2C3P/y9mLYNkvYdcisMrhrvnQfhBwqiWjtq2YG0Nt\nEiIiIiIXmJ3pOwHoF96vniur8rf5U1DsXNZsTeo7ZNg+xxa2xnV+dK8Q1v7iGjq09uMXC+IoKCmr\ncn9SXhLLDi0jITvBdczXq+Zl0krLylm7J5Vxfdri7dWAyLlyDuz4BIY+CD/7Dnpe7zpVWRlWGBYR\nERG5hMVnxOPn5Ue3Vt3cuv6V0a/waP+f8fHWo8xecNh1/MYuNxEdHO36XFRWRCt/G//v9v4czynm\noy1Hq4xTuVZxUVkRt/e8nccHPs7PB/68xmeu25tKbnEZN/Zv6/4Xi5sPse/DlTNgwp8hrHuV05Uh\nWGFYRERE5BK2K2MXMW1i8PTwdOv6IeGj+Peanjy7JJ4OwadaFjoEta+yTnDlahJDo0O5pmc4b31z\niPzTqsMljhLC/cIBaO3TmscGPOZaz/hM7248TKdQP67pGVH/BEsL4Pt34L8/h+hRMKbmHeQqX5xr\nzp5hhWERERGRC0xyfjLRraLdvv7VdQdIyiri3WlDWfqzq13H2we0r9LmcPrSajOv60FWYSmT/7GJ\nnUnZlFvllDhKuLX7rUzuMZlrOl1T6/M2Hshg29EsHryyC54eptbryDzo7A9+6TJY/hS0Hwx3fgy1\nrBbREj3DeoFORERE5AJiWRZ5pXkEewe7df3RzAI+3HSEu4Z1ZmzvSACigqM4mnuUcP/wKpXhEkeJ\n6+dBnVvz3rTLmfPpLm77xyb++dBAwNl3/OTgJ2t8Vnm5xatfHuDvXybQIcSPO4Z2qnlS+Wmw93NY\n87/gsEPMJBjygHMTDVN7eHb1DDfj0mqqDIuIiIhcQEocJdjL7QR5u7dU2X+2J+OwLGaM7eE6NnPw\nTAB6tu6Jr+epyvCZy6SN7hXBqplXExnsy28+jwPq3n75398f4+W1B7ixfzu+eHIUgT5n1F3LSmDx\ng/BSD1j+S4joA09uh9vehKgr6gzC0DI9w6oMi4iIiFxA8u35AG5Vhi3L4vMdx7miaxsig0+F3uui\nrmPn/TsxxlRpkygrL6s2Rit/G3Mm9OKJhesJDAEfT58an2V3lPOP9QkM6BTCy1MHYmoKtitnQ/x/\nnC/I9bkV2g2stp1yXSorw4G2mvuUG0NhWEREROQCUrn7mzuBMD45l8MZBfzP1V2rnasMq6dXemvb\nQOPGfu34xwZfjgHr9mSRn36Y0EAfBnUKoVOoP5Zl8dpXCSRlFfG7W2JqDsJHN8O29+CKn8O4uW58\n0+oqK8I1bTndWArDIiIiIheQvFLnNsr1tUnkl5Tx3NJ4fG0e/KRv7cubhfmdWl2ipsowOIPzz6+L\nYtYWWLsnkxW5ewDw9DAM7hxCel4JRzIL+UnftozpVcPqEfZiWPEMBHeA0b+u7yvWqrJX2N1+aXco\nDIuIiIic57akbGFI5BBsHja3wnBJmYNHPtpGfHIOb9w7hBB/71qvfbj/w/h5+fH2rrfr3Fq5Q6gz\nNr5z30j6hY4gLa+Yhd8nEXcsi15tg3n46q7cPaxz9arw8R/g00cg40e440PwDmjAN6+qMqyrMiwi\nIiJyiTiUc4iHVz/MjMEzeKjfQ26F4eU7U/g2IZM/396fcX0i6xzfx9OH6f2m89Gej+oMwyVlzpUm\n/G1+hAZ4Exrgzf/e3KfuyRdkwPs3gm8ruPdT6D627uvrUbn0m7svD7pDq0mIiIiInAeS8pJ4ePXD\n5JTkVDmeUZgBwEd7PqK4rNitMPz1/nTCAr25fXBHt59v87TV2iYBp3afq+0FuhptfRPsBXD/0iYH\nYTgVhv29/Js8ViWFYREREZHzwKvbX2VLyhY+S/gMy7Jcx7NLsgE4WXySzxI+qzcMlznK+WZ/Olf3\nCMejrg0vzuBlvOquDFesQex2GC7KdobhXjdBeE+351HnkBVhuK7l3RpKbRIiIiIi54HK0PvStpfY\nd3If46PGE+YXRk6ps1LcMbAjH+z+gKs6XIW/l3+V9YFPt+XQSbIK7YyPqf2luZrYPG3YHbWH4eIy\nZ2XY7SC69U0oyYFrZjVoHnVxzcHWfGHY7cqwMcbTGPODMWZZxeffGmOSjTFxFb8mNNusRERERC4x\nWSVZrp+XHVrGk189ySNrH+Fk0UkAZgyeQXJ+Mgt+XECnoE41L18GLN91nABvT669LLxBz7d5NGOb\nRHEObHkNLpsA7fo3aB51GRw5GIAOgR2abcyGtEnMAPaecexvlmUNrPj1RbPNSkREROQSklOSw8Hs\ng67PD/d7mJ8P/Dl5pXlsOr4JX09fxkePp1urbgB0DKq5F9juKGdl/AnG9o7E1+bZoDl4edTTJlHx\nAt3pm3TUKPMgfDLVGYiveaZBc6jPo/0fZeXklXQKqmWb50ZwKwwbYzoCNwLvNNuTRURERASALw5/\nUSWIPjbgMe647A4AtqdtJ9gnGA/jwY1dbwTA26PmpdK2HMokq9DOjf3bNXgOzVIZTt4Or18JqXvg\n1jeg/aAGz6Munh6ezVoVBvcrwy8DzwDlZxx/whiz0xjznjGmdU03GmP+xxizzRizLT09vSlzFRER\nEbkoLU1YSq/QXq7PNk8bob6h9A7tDUCITwgAozqOAiC6VXS1MSzLYuG2JAK8PbmmZ8NaJMAZhuuq\nDOeX5uPl4VV7GLYsWPO/znWEf7YFBt7V4DmcC/WGYWPMTUCaZVmxZ5x6HegKDARSgL/UdL9lWW9Z\nljXUsqyh4eEN/4MREREROd99f+J7nvnmGZYcWNLgew9kHWB35m4mdpvIZxM/4+MJH7vOjWg3Aji1\n41qv0F4sunkRD/d7uMoYlmXx+2V7+XzHce4dEdXgFgmou03ihS0v8G78uwR7B9faq8zBdXBkg7M1\nIrh9g59/rrizmsSVwC0VL8j5AsHGmH9ZlnVv5QXGmLeBZS00RxEREZHz1heHvmDWBueKCbszdjOp\nx6QG3f/fg//Fy3gxoesEQn1Dq5yb3HMymcWZ3NLtFtex0yvIlf6x/iDvfXuYn14Zzawbqp93h83D\nRl55Xo3nFvy4AKhjbWN7MayYBa2jYcgDjXr+uVJvGLYsaw4wB8AYcy3wK8uy7jXGtLMsK6XisklA\nfIvNUkREROQ8tO/kPn6z6Td0D+lOTkkOAbaGbzUclxbHgIgB1YIwQFRwFH+46g913m9ZFp9sTWRU\njzD+96Y+tVdu61HfC3QAQbYawnBJHqx6FjITnLvMeTVgU47zQFM23fizMWaXMWYnMBr4RTPNSURE\nROSCMGfDHIJ9gnl7/NuMbD+Sk8UnGzxGdkk24X6NbyXdnphNcnYRkwZ1aHQQhvpfoIMaVpLYvwpe\nGQjbP4ThjzXLLnNnW4M23bAsaz2wvuLn+1pgPiIiIiIXhOP5x0nITmDW5bMI8wsj1C+UrOIsLMtq\nUCjNKslyvSDXGJ/vOI63lwfj+kQ2egyo2HSjnsqww3Kc+pD+Iyx+EFp3gbsXQMehTXr+uaLtmEVE\nREQaYVvqNgAub3s5AG1821BaXtqg6rCj3EFuSS4hvo0Lw8V2B//dcZyxvSII8rU1aoxK9W3HDM75\nAlCSDwvuAy9fuGfhBRuEQWFYREREpFEOZB3Ax9OHHq17ANDa17nK7LULr3V7jNzSXCysRleGv9iV\nwsmCUu4ZHtWo+09n86y5TcKyLNfP9nI75KXCkkcg8wDc/t4FtXJETRrUJiEiIiIiTplFmbTxbYOH\ncdYW/b38XedOFJygbUDbeseo3IK5MWG42O7gg01H6BoewJXd2zT4/jPVts5wiaPE9bMj5xj8rQ+U\nl8G430PXa5r83HNNlWERERGRRsgszqSN36kQOjBioOvnuPQ4t8bIKckBoLVPjXuX1WrFrhTGvLSe\nnUk5PHJ11ya9OFfJy8MLu6N6GC6wF7h+HpORDAPvgZ/HwpVPNvmZ5wNVhkVEREQaIbMos0r1N8wv\njO33bWfkJyPZkbaDG6JvqHeMrOKKynAdPcPl5RZbDmVyIreY3CI7SVlFvPftYXq3C+YvUwZyRbem\nV4Wh9tUkCvOOA/BUZhb397oHfvIiNEP4Pl8oDIuIiIg0QmZxJjFhMVWO2Txs9A3rS1yae5XhY3nH\nAIj0r3kliFW7T/DSqh85kJbvOmYMXN0jnNfvHYy/d/NFuWptEhkJsHIWBcc2QvsIOva+FY8bLq4g\nDArDIiIiIg1WbpWTVZxFG9/qVdmBEQP5IP4DisqK8PPyq3OcXRm7aB/Qvkq7RaUjGQU89q9YuoUH\nMm9yP4Z1aUMrPxtBvl7YPJu/09XLwwsLC0fmATy3vAHb3gefIAr7T4GM9fgPuPuiC8KgMCwiIiLS\nYDklOTgsR40hdmD4QMqsMnZn7GZo27qXHIvPiKdvWN9qx3OL7cz5dBdenh58/NBwIoJ9a7i7ednS\nfwTA/vfL8cQDhj4Io56iIDcB1q1v1O56FwK9QCciIiLSQPmlzraFQFtgtXP9w/sD9b9E5yh3cDz/\nOF1DulY5npJTxOR/bOL7Iyf546R+ZyUIcyIe267/AFA8/gV4Yhvc+BIEtyMhOwGA9gEX9hJqtVEY\nFhEREWmgyt5ab0/vauda+7YmOjiarSlb6xwjrzSvxjWGX1l7gGNZhfxz+jBuH9Kx+SZdm/JyWDaT\nnsb5XWLb94bQUwF9S8oWuod0J9y/8VtGn88UhkVEREQaqDIM2zxq3vXt5m43syVlC3sz99Y6RnZJ\nNgDB3sGuY4WlZXy+4zg392/PyG5hzTjjWpQ74Ks/QNL3DLnmtwR7B7MucZ3rdImjhO2p2xnRbkTL\nz+UcURgWERERaaBSRylQc2UY4NbutwJ1t0rklDrXGG7l08p1bM2eVApKHWenInx0E7w+Eja8BP3v\nxDbwHq7tdC1fJ33tCvtxaXEUO4oVhkVERETklMqw6OVR81oE4X7h+Hj6kJyXXOsYlRtunN4m8fmO\n47Rr5cvl0aHNONsaFJ6Ef98D9iK440OY9AYYw5hOY8gtzeXf+/5Nfmk+W1K24GW86n0R8EKm1SRE\nREREGqi+NgljDO0D25OcX38YrqwMZxeW8vX+dB4YGY2HRwsvYbZuLhTnwLTPoe2p1SxGdhgJwJ+/\n/zMHsw/y48kf6R/e/6JdSQJUGRYRERFpsLpeoKvUIbCDe2HY2xmGV8afwO6wuHlAC6/akLQNYj+A\n4Y9WCcIAfl5+dA/pDsChnEPsztx9UbdIgMKwiIiISINV9gzXVhkGN8JwaQ4GQ5B3EGWOchbHJhHd\nxp9+HVrVek+TFefCspkQ1A5Gz6nxkjfHvQlARlEGFhbdQrq13HzOAwrDIiIiIg1UX5sEOLdYzi3N\npbisuMbzWcVZBHkHUWy3eOSjWLYdzeLBq7pgWmqXtx3/hv8bDCd2wYQ/g09QjZdF+EcwvO1wUgpS\nAPC3+bfMfM4TCsMiIiIiDeROm0SYn3NptMzizBrPpxak0jagLb9YEMdXP6bx+1v7cv8V0c0+VwCS\nY2HJI9C6Czz8JfS+uc7LQ3xDKCsvA6h3S+kLncKwiIiISAPZHfVXhivDcHphOt+f+J45G+ZgWZbr\nfHJBMqHekazZm8rPRnfnvhFRLTfhdXPBvw3c9yl0GFLv5a19Wrt+9vdSZVhERERETuNOm0Tljm2Z\nRZl8euBTlh1a5qoSW5bF8fzjpGUF4GkMdw/v3HKTPfQ1HFoPo35Va2vEmVr7ngrDF3tlWEuriYiI\niDSQO2G4sjKcUZTBD2k/APBZwmc4yh30D+9Pgb2AH9O8uGNoJ9q1aqHAaVmw7ncQ3BGGPuj2baeH\n4Yu9Z1hhWERERKSBKtsk6uoZbu3TGg/jwe7M3a5VJV7Z/kqVa2yOCH45rmfLTLLcAd++7OwXvuXv\nYPN1+1ZVhkVERESkVqXl9S+t5unhSZhfGGsT11Y9jj/FyXdiL/NkzugJhAf5NP8E89Nh/p2QvA16\n3gAD7mrQ7af3DCsMi4iIiEgV9W3HXKljYEe2p23H38sfm4c3OaXZFOd2Y2rMOK7tFcG1PcNbZoLr\n/wgpO+C2t6HfHdDA5doqK8PeHt71fscLnV6gExEREWkgu8OOzcNW75rAHYM6AtA7tB8lRSEADI/q\nzO8m9mX0ZREts6Zw1hHY/k8YfD/0n9LgIAwQ6hsKXPz9wqDKsIiIiEiDlZaX1tkiUSnCz7m18ta9\nwRhbMZ7BMLxzC64cAfD1n8F4wtW/avQQrXycu+Bd7C0SoMqwiIiISIPZHXZsnnWHYUe5xao4ZzvF\nyA6Xc8fA/kDVl9OaXcYB2DEfLn8Igts3ehibh40g76CLfo1hUBgWERERaTB7ub3eyvAbXx9kT0I0\nt7T/BW9PmUpMRDTQgmE4Jwn++wR4+cFVv2jycKG+oZdEZVhtEiIiIiINZC+34+1R+7JqB9Pz+dua\n/dzYrzMvXDcRYwxdWnUBoF1Au+af0I8r4D8PgVUON/4VApv+Yl5b/7b4eLXAShfnGYVhERERkQaq\nq02ioKSM3/53NzZPD353S4zrJbmhkUP5eMLH9Avr17yTcZTBimcgpDPc9W9o3TzbOr9w1QsYWuAF\nv/OMwrCIiIhIA9XWJnE4o4CH/7mNQ+n5/O6WGMICT1VWjTH0D+/f/JPZtRCyE5s1CAO0DWjbbGOd\nzxSGRURERBqotjD8wrI9pOUW89H04VzZPazlJ+Ioc64e0W6Ac3MNaTC9QCciIiLSQKWO0mptEnnF\ndjYcyOCOoZ3OThAG2PlvyDoM185p1HrCojAsIiIi0mDZJdkEeQdVOfblvjRKHeX8pO9Zai84Hgfr\nX4R2A1UVbgKFYREREZEGSspPomNgxyrHVuw6QUSQD4M7t+A6wgCWBStmw1vXgr0QfjJPVeEmUBgW\nERERAdYeXcu6o+vqvS63NJe80rwqYbiwtIz1+9O4PqYtHh4tHExjP4Ctr8OQB+DJH6DziJZ93kVO\nL9CJiIiIAG/veptCeyFjo8bWeV1yXjIAHYI6uI59/WM6xfaz0CKRthdWzoGuo53rCXuortlUCsMi\nIiIiQE5JDsn5yeSU5NDKp1WN18SlxfHmzjcBqlSGV8SfIDTAm2FdQpt/YpYF+1fBDx85/+vbCia9\nqSDcTPS7KCIiIpe8Y3nHOFFwAoBdGbtqveaBlQ+wM30nj/R/hF6hvQBIzCxk3d5UxveJxMuzBaLV\njvkwfyokfQ/DH4HpqyEosvmfc4lSZVhEREQuWfml+by8/WUW/LjAdWxn+k6u6nCV6/O6o+s4UXiC\nzkGdcVgOXhv7GgMjBgLw44k87nt3KzYvDx68qkvzTzDrCHzxDHQeCdM+B09Ft+am31ERERG5ZH2W\n8FmVIAywM2MnGUUZlFvlHM09yq++/hU2TxvPXP4MABH+EQCUl1s8+MH3ACx85Ap6RlZdaq3Jyh2w\n5FHnz5PeUBBuIfpdFRERkUuSZVl8mvBplWMhPiF8m/wtoxeOJsIvgpLyEowxFJUVsT11OwBhfs4N\nNeKSsknOLuJvUwc0fxBO3w9fz4PEzc7+4GbcZlmqUs+wiIiIXJJ2Z+7mQNaBKseu7HCl6+e0ojQM\nhnlXzwPgm+RvCPEJwdvTG4DVu1Px8jCMuayZ+3djP4TXLoe9n8OVM6H/1OYdX6pQZVhEREQuSZ8e\n+BRfT1+KHcWuY5dHXs7yQ8sBuLvX3dzY9UZ6h/bGz8uPnJIcuod0d127es8JRnRtQyt/W7WxGy33\nOKx6FqJHwe3vQ2B4840tNVJlWERERC4pszfM5tcbfs2yQ8sYHz2ez2/9nAdiHsDPy4/roq4DYHDE\nYOYMn0P/8P7YPG1c19l5vG2Acx3hhLR8DqUXMD6mmavCK2ZBuR1ueVVB+CxRZVhEREQuGTklOa7K\nL8CYzmOIbhXNU0Of4qmhTwGw5vY1BHsHV7lver/pADzU7yHAWRUGGNenGcPw/lWw978w5nkI7dp8\n40qdFIZFRETkknHmGsKDIgZVu6ay+nu6biHd+OOoP2JZFntTcvl4SyIDO4XQrpVf0yeVm+LcXnnb\nBxDeC0Y+2fQxxW0KwyIiInLRWXJgCbGpsfz+yt9jjHEd33x8M57Gk6jgKBLzEgn1dX/HuKSsQqZ/\nsI0fU/PwtXnw97urB+kGK86B98ZDTjL0vtlZFfbybvq44jaFYREREWkQu8POvSvu5d7e93Jzt5vP\n9XRqtOLwCjanbGZUx1FcH309AIX2QpYcWMJ1Udfxh6v+QFl5mdvjlTnKmfHvOJKzi3jh1r7c0Lct\nYYE+TZtkuQP+85AzCP/0C+g8omnjSaPoBToRERFpkNTCVPZk7uHXG3/doEB5Nh3NPQrAX7f9leIy\n52oRSxKWkGfP474+9+Hj6UOALcDt8V5ee4DYo1n8YVJf7h0R1bQgfPIwxP8HFt4PB1bDhP+nIHwO\nKQyLiIhIg2QUZbh+PlFw4hzOpGbFZcWkFKQwvO1wjhcc5197/4Wj3MHHez9mQPgABoQPcHssR7nF\n0rhkXlufwB1DOjJxYIfGT6wgEz59BF4dCIsfdL4wN+Z5uHx648eUJlObhIiIiDRIZlGm6+eUghQ6\nBnU8h7Op7ljeMSwsJvecjIXF8kPL6dOmD8fyjjFj8Ay3xigvt3j964N8vOUox3OK6dU2iN9NjGnc\nhModcPRbWPIY5J+Aq34BMbdBWE+w+TZuTGk2CsMiIiLSIOd7ZbhyfuF+4YxsP5KXt7/M7ozdAG5X\nhV/98gAvrz3Ald3b8OyNfRjXJxJvr0b8g/rOhbD6eWcI9m8D09dAh8ENH0dajMKwiIiINEhG8akw\nnFKQcg5nUrOisiIA/G3+DG07FIANyRsACPIOqvf+YycL+cdXB7llQHteuXNgldUo3FZeDitnw3dv\nQsdhcMOfoMd48Als+FjSohSGRUREpEEyizJdS5Kdj2G4sKwQAH8vfyL8IwDYnbEbD+OBv5d/nfcW\nlJQxd9kejIE5E3o1Lggnb4dvXoIfl8OIn8G4ueCpyHW+0p+MiIiINEhKQQoR/hGUlZeRVZx1rqcD\nwNKEpXRp1YX+4f1dlWE/Lz/8bf5E+EWQVpRGsHdwneF2+c4UfvPfeDLyS3n6+ssat6HGyjmw5R/g\nHQRjf+PsD25MoJazRmFYREREGuRg9kEGRQwiMTeRYkdxo8ZIyU9hz8k9jO08tlnm9OJ3L2KMYcGN\nCyi0V1SGbc4qcHSraNKK0upskcgrtjP7Pzvp3Maft+4fyuDOrRs+iUNfO4Pw4Gkw/gXwDa7/Hjnn\ntLSaiIiIuC2vNI+UghR6tO6Bj5cPJWUljRpn2sppzPxqJnaHvclzKisvI9+eT15pHjPWzyCz2Lna\nhZ+Xs7IbHRwNQLB37eH0zyt/JK+kjD9O6te4IGxZsO53ENwRfvJnBeELiMKwiIiIuO1g9kEAeoT0\nwNfTlxJH48JwZa9xWlFak+eUV5oHwNUdr+ZA1gEW/7gYbw9vvDyc/wAeFRwFQKB3zS+vrdiVwkdb\njvLwqC4M6BTSuEnsWwbJsXDtbC2XdoFRGBYRERG37c/aD0D31t3x8fRpdJtEpdSC1CbPKbc0F4Bx\nUePwMB7k2fPws53q941uFQ1AkK16m8T2xCzmLNlF/46teOaGXo2bQE4yrP2dc93gAXc1bgw5ZxSG\nRURExG0J2Qn4e/nTPqB9k9okKjXHOsW5Jc4w3NqnNa28WwFUWTWisk3i9J5hy7L46+ofuf31TQR4\ne/HKnYOweTYiFm17H/5+OeQcg+v/pFUjLkD6ExMRERG3Hcg6QPfW3THG4Ovp26jKcGUlFyC1sPkq\nw8E+wbT2bU1WSZarXxigfWB7fD19XcvBAazfn86rXyYwaVAH5k6MIcjX1vAHp+6B5b+E6FFwy6vQ\nOrqpX0XOAVWGRUREpFaWZTHrm1msS1yHZVkkZCfQI6QHAD6ePlV6hr9L+Q57ef0vxKXkn1qb+Fje\nsSbP0RWGvYMJ8XH2/J5eGfby8OKt8W9xf8z9gHOr5T+v/JGoNv78+fb+jQvCAGv+F3yC4I4PFIQv\nYArDIiIiUqudGTv54vAXzPxqJhlFGWSXZNOjtTMM+3r5utokfkj7gemrp/PWzrdc9ybnJ5NTklNt\nzOT8ZAAi/SP56tj/Z+++46usrweOf547c7P3Tggk7L1kKIqAiIigFRx1W+3QVmt/aq221bbaWmfd\ns1WrolhEREERkansyCaMDBKyd3Jzkzuf3x8P9yYhG8IK5/16+fLy3Of53u/FFo8n53vOKlweV6uf\nXW2v5rUdr3UYYHvLJIJNWmYYaFYzDDAyeiSRlkgAluwoYF9hDf83vf/xlUYAZK6CQyvgwgfAP7zj\n+8UZS4JhIYQQQrTg8rgoqitiWdYy37WMigwA0kLTAHwH6FRVpcBaAMDh6sO++2d8OoPZi2e3WNt7\n701DA9kAACAASURBVO1Dbqesvsy37rH+vevfvLr9VZZmLfVdK6sv47ODnzW779gyCaDNSXN2l5tn\nvtnP4PhgZg2Na+d3oB2FO+HL+yA0Gc77+fGtIc4YUjMshBBCiBbe3fMuL6S/gFHXWEKwMnclQLPM\nMIDD48DhdgBg1DcvOahoqGixdr41H4vBwojoEYDWUWJI5JAW93nXyqrK8l37yw9/YfWR1QyLGkZq\naCqAr0bYrDf7Dsm11kYtq9TK08v3c6SynieuGopO18XJcOWZsPA2KNwBxgC46TMwmLu2hjjjSDAs\nhBBCiBYOVGgt1JweJ9f2v5YF+xeQWZWJSWfyHUQz67VAsMHV4Ctl8AbPbZU+gJYZTghMINo/Gmi7\n17C3BONg1UHfNZtLmy6Xb80nNTQVt8dNfm0+sQGxAFyUeBH7yvfx82GNGduSmgY++zGff36dgcmg\n496pfbmwb2TXfkOqcuG/c8BRBzOfgSFXS3lED9HpYFhRFD2wFchXVXWWoijhwAIgBcgBrlFV9cwY\nUC6EEEKIE9IrRBtU4W/wZ1afWSzYv4AiW1GzWlxvMGx3233BsElvAsDqsLa5dkFdAfGB8YSZw9Ch\n4/vsLGb2chJiaZ5V9k6Sa9pxwlv3u7lwMztKd/C//f+j0l7J+fHnAzA6ZjRvTX+LKpuDt9dlsXRX\nIT/mVgEwuX8UT88dTlRQF7O5FVnw/lVgr4FbvoC44V17XpzRupIZvhfYB3jnCz4ErFRV9UlFUR46\n+uvfd/P+hBBCCHEaeMck/2L4L4jyjwK0nsDeDCw0CYZddmxOLWPrzQw3bZ9W56wjwBjg+3W+NZ8R\nUSP48+d7cTkD+fbAQb5c8w39YgJ5/toRDI7XegWX12vBsHfCHOCbKvfe3vdQUIiwRAA021eD0831\nb21iX2ENQxKCeeDS/kxIjWB4Yij6zpZGeDyw+Q3Y+QkUpIMpCG7+XALhHqhTwbCiKInA5cATwO+O\nXp4DTD76+j1gNRIMCyGEED1Cg7uBIGMQtw+5nTpnne960/695qP1sg3uBl/A6lE9QPNguKiuiNTQ\nVFRVpdZZS62jFo8zjA835ZI0JJL4KB2Thvbjg4253PzvzUwfHAMo7K/XWrA1DYa9r68fcD03DryR\njYUb+dvGv2Fz2SioqmdTdjmL0vPZV1jD2zePYdqgmOP7Dfj2UfjhRYgfCVP/rJVFSPu0HqmzmeF/\nAQ8CTecYxqiq6m0UWAQc5//ahBBCCHGmaXA1+IJdf4M/BsWAS3U1C4b99EcP0LkdvuDXO4TD2+4M\n4OavbmZy0mS+yfmGP4z7AwALN9URE2xmaGwShXX5/HpKX2YMieOBhTv4encROkWhIb4cnUHLLLs8\nLgw6A7WOWkZFj+LhcQ8DjbXJ3++K4JNl3wEQ5GfgkZkDjy8Qdjlg46taIDz2Dq0+WOniQTtxVukw\nGFYUZRZQoqrqNkVRJrd2j6qqqqIoahvP/xz4OUBycvIJbFUIIYQQp0qDu8EX7CqKQog5hPKG8uaZ\nYX3LzLD30FuNUwuGH53wKD8U/MCSzCUAvLdrAQBBhhg+vG0C8w9tIb1kK6qqkhYdyGd3abW/RXVF\nXLKwFpMajkOpYM3BPCal9qLGUUugPpL3fsjhx9xKtudVUVv5KAkx0fx5VhLj+oQzIDa48+UQTW14\nBdY+DfWV0H8mzPinBMLngM5khs8HZiuKMhPwA4IVRfkAKFYUJU5V1UJFUeKAVo+Cqqr6JvAmwJgx\nY1oNmIUQQghxZmlwNfhapwGtBsPerhIvpr/Ivop92nPHZIYvTLyQuf3mUlxXzLSF08iq3YvOFcX/\nbr+KuOAAEooSqHPWUW2vJtQv1Lf2DwU/APCT/pfz8YH3uWvZP7CXXEZAn1Lc9f6sKdhDbLAfQxND\nuGtyGlePTjy+ANhr7+ew/GHoczGMvwvSpoJOf/zribNGh8Gwqqp/AP4AcDQzfL+qqjcqivI0cAvw\n5NG/f34S9ymEEEKIU6hpZhjwjTluGgz3D+/Pnyf8mRfSX6DeVa895zoaDB8tm/D2/Y0JaCxZ+NmQ\nO4gL1q4nBCUA2qG6psHw9/nfE22JZkLCGD4+8D6m8A1ERGVR665gVNQEfjtnIqN7hXXPly34ERb9\nAhLHwk8XSO/gc8yJTKB7ErhEUZSDwLSjvxZCCCFED3BsZtibBW4aDAPM6zePpVct5Y1pbzA0cih2\n99EyCUcNRp3RF1BvzCr3PfOTQRf6XicGJgJwxHrEd83lcbGhcAMTEyYSbAr2XQ+2aDm8tBhL9wTC\nLgfsWggfXQ8BkXDdfAmEz0FdCoZVVV2tquqso6/LVVWdqqpqX1VVp6mq2nLEjBBCCCHOSscGw94W\nZscGw6CVUExMmEigMbBZmUSwKZjSWjv/+vYAd3+Yjsk6Gb2iJyEwwfdsUlASRp2RTYWbAC1D/LPl\nP6PWUcv5Cef7MstBpiBenvIyACnBKSf+Bavz4eXR8OnPwGiB6z+GwOgTX1ecdWQCnRBCCCGaqXHU\nkFuTS1xAnO+ad9iFt89va8wGs2/8cq2jFpMugAueWoXD5WFy/yjun/44g+ODUZocSvM3+jM7dTaf\nH/qcu0bcxavbXyW9JB2ACXETfAfzxseNJy0sje/mfUeY3wlmhV0O+N8tUFcO1y+AvtNBdyI/LBdn\nMwmGhRBCCNHMdV9eR62zttUyCe9wjdZY9BZfmUS1vYbyGj0RASbm3zme3pEBbT536+BbWXRwER9l\nfOSrPdYrekLMIYSYQ3hpykuMixsH4BsAckLWPAlHtsC8d6H/jBNfT5zVJBgWQgghRDN5tXkA6JTG\nbKl3gpzN1XYwbDaYfcFsdkUptgYTf75sQLuBMEBKSApTk6fyccbH+Bn8SAtN4+WpL/ven5w0+Xi/\nSnOqChlLYf3zMOJGGHxV96wrzmryMwEhhBBCtKqsvsz32hsMN51Gdyyz3kyNvZ7LX1xHkbWSmMAw\nZg+P79RnXTfgOmocNZTYSpiaPLVZXXG3qD4C786CBTdARBrM+Hv3ri/OWpIZFkIIIUQzQaYgah21\nlNgaRwgMCB8AwPRe09t8bsdhBzaXFbdqx9/PwZTUXs3qg9vT9FBctwfCznr4+KdQnqVNlBt1CxhM\n3fsZ4qwlwbAQQgghmonxj6HWUevrLQwQGxBL+o3pbR6gS8+tJP1AGP7JHh6+2sRvvrMRZgnp9Gd6\nu1V4P7/bOGyw4EYo3Kn1EO53afetLXoECYaFEEII0Yy3JOLpi55udt2oN7b5zAcbD+PnSsWkN/PQ\n2ofwqJ5mPYI70jTIjg2I7eKOW+HxQOZKWPsM5G2C2S9KICxaJcGwEEIIIZpxuB1cmHihr51aR7bn\nVbFkewE3jk9l1nmvsyRzCRkVGYyMHnlcn990Wt1xW/xL2LkAAmNgzisw8oYTX1P0SBIMCyGEEKIZ\np8eJSddxTa3d5ebxL/fx4abDhAeYuWtyKtHBfoyJHXNCn+/NTB+3rf/RAuHz74WL/yj1waJdEgwL\nIYQQohmH29FuSYTXK98d4v2Nh7l1Ygr3TetHiH/Hz7TnjWlvcKjq0AmtQdYaWPYApF0CUx8Fnf7E\n1hM9nrRWE0IIIY6xrXgb5314HlUNVad7K6eFw+PoMDNc73Dz7/XZXD40jsdmDz7hQBhgYsJEbh58\n8/E9bC2BlX+Dj4+2Tpv7bwmERadIMCyEEEIc462db1HvqmdX2a7TvZXTwuF2YNK3Hwx/s7eIOoeb\nG8f3OkW7akd1Prw2EdY9C30ughv+B36d72Qhzm1SJiGEEEIcw+lxArTZRqync3qcGHXtZ3qX7yki\nOsjMuN7hp2hXbagphPev0noJ/2INxA0/vfsRZ51z8//lQgghRDtcHlez1+uOrGNy0uROD5A42znd\nznYzw3aXmzX7S5k9IgGd7jT8njhssPZpyFql9Q82+MENn0ggLI6LlEkIIYQQx/AGw/Wuej4/9Dn3\nrLqHPeV7TvOuTh2Hx9FuZnhDZjl1DjeXDIo+hbtqYtkDsP55MPrDBffBHd9CygWnZy/irCeZYSGE\nEOIY3jKJBlcDX+V8BUBZfdnp3NIp4/K48KieNjPDHo/KR5tzsRj1TEztXB/ibrX1Hdj+AVz4IEx5\n5NR/vuhxJDMshBBCHMMbDB+xHmFL0RYAqu3Vp3NLp4zD7QBoNRh2uj3c98l2lu8p5pcXpeJnPIXd\nGlx22D4flt0PqVNh8kOn7rNFjyaZYSGEEKKJoroiX6/bJZlL8KgeAKrs50abNe9/CLTWWu3FlQf5\nfHsBD87oz12T007dprbPh+UPQ30lxA6Fee9K2zTRbSQzLIQQQjQx74t5vteHaw6TGpKKXtH3mMxw\njaOGu769i6K6olbf9wbDx9YM1zY4+e+Gw1w2JPbUBsI/vAyLfwXRg+CGT+HO1eAXfOo+X/R4EgwL\nIYQQR5XVl7XIAM/oPYNgU/BZHwxX26sprivmm5xvWJe/jpd/fLnV+9oqk3j2mwPUNDhPTSDsckDu\nRu2g3DePwKA5cNNi6DsN9PJDbdG9JBgWQgghjlqatbTFtUERgwgxh5z1ZRL/3PxP7lxxJ4HGQACq\nHY3BfWVDJU9teQqH2+ELhpuOYy6pbWD+5lyuHZPE0MSTOMxCVWHPYnhxJPznUtj8Joy+Fea+A4b2\nh4AIcbzkP6+EEEL0KPWuekptpSQHJ3fpOVVVWXxoMcMih/Hy1Je5cMGFAMT4xxBiDmkWPJ6N8mrz\nyK7O5oj1CAA19hrfe89te47FhxYzPGo4vUN6A81rhhel5+Nwebjzwj4nZ3PV+ZD5HexcADnrIGYo\nXPqE1i4t4DR0rBDnFMkMCyGE6FHuX3M/l392ue/gW1FdEcPeG0Z6cXq7z+2r2MehqkPMSZtDmF+Y\n73psQCyh5tCzvkzC2xpu3ZF1AKSXpLP2yFoASmwlgNZWzek+eoDuaJmE26Py+fYChieGkBoV2P0b\n+/FDeGEYLPk1lB2Emc9ok+QGXymBsDglJBgWQgjRo/xQ8AMAdc46APaU70FF5bltz7X73IaCDQBM\n7zW92fVgU/BZXyahqqovGN5RusN3/bODnwFgdVoBLWBueoBOVVUeXbKbfYU13Di+V/dvbNdC+Pxu\nLQN810b4vww4707pFCFOKSmTEEII0aOY9WZcHhe1jlqCTEEoaOOCmwaBrcmuzibKEkWoX2iz64qi\naGUSZ1lmuMRWQqg5FJPeRJ2zjgZ3AwBu1Y1O0RHrH0tpfSkAZTYtUC62FfuyxAHGAF5bk8kHG3P5\nxUV9mDcmqfs2V50PO+bD6ieh10S4/mMwWrpvfSG6QDLDQgghehSz3gxAraMWAJvL5nvPe601OTU5\nvnpZgDmpc7ik1yUAhJpDqXfV+w6Xnek8qoe5S+by1JangMYSiShLFABxAXFMSpxEVnUW1fZqCuoK\nAC2AXnF4BWHmMAaGD+bNtVlMHRDNQzMGdNPGPFoA/K8h8N3j0PsiCYTFaSfBsBBCiB7FGwx7f/Rv\nczYGw7vKdrX6jKqqZFdnkxKc4rv2+AWP89xkrbQi1Kxli09nqYSqqp2+N9+aT6W9kiWZS6hx1Pgy\nwFOSpwBa6UefkD7UOmp5ZuszvucO1xxmzZE1TE+Zzp4CK1U2J1eOTEBRlOPfeHU+HNkKe5fAe7Ng\n9T9g6Dz4TTrctEh6BovTTsokhBBC9CjeYDjfms/omNG+2mGAnaU7mRg/scUzlfZKahw1pISktLpm\nsFkL2Krt1UT7R3f/pjvw65W/JiEwgT+M+0On7j9UqU3Qq3fV80XmF0T4RQAwNXkqC/YvIMgUxKzU\nWazOW83iQ4sBuDTlUpbnLAdgRsoMVu8qRafABWldPMRmLYXyQ1B9BPYuhowvG9/zj4QrXoBRt8CJ\nBNhCdCMJhoUQQvQo3mD4kfWPEGQM8pVJJAclk1GR0eoz2dXZAM0yw02d7sxwdnV2uyUex8qszgQg\nLTSNBfsXMLfvXAAGhg8kJTiFSEskwaZg3rjkDRYfWkxRXRGxAbEsz1lOtCWaUTGj+NunGxieFEpY\nQCf7++Zvgy9/B4XbG68ZA+Ci30PCaK0zRNQAMAV0+nsIcSpIMCyEEKJH8QbDAI9vepxJCZPwN/gz\nMGIgu8t2t/pMTnUOQLOa4aa8wbD3EJ3D5SGjqIZ+MUH4GU9+54MGVwMVDRWdvv9g5UHiAuK4bcht\nPLL+EZbnLMegMxBiDuG1aa/hZ/ADtMOBV/W9CmjMJk9PmU5RtZ2dR6q4b1q/9j/IWgIbX9XKIHI3\nQFAcTH0U4oZBSBKEJks9sDjjSTAshBCiR2k6RrjUVsqnBz8lyhLFgPABLM9ZTo2jhmBTMKqqsjxn\nOS/9+BK5tbmYdCbiAuJaXTPEpE1dy6kq5cm9Gfxvax7ldQ6GJoSw6K6JGPUn9whOvaueend9m+9/\ne/hblucs577R9xEfGE9mVSapoalM7zWdv274KzvLdhIbEIuiKCQGJba6RmpoKg+Pe5hLel3Cf9fn\nAXDVyIS2N1WRBe/M1ALiuOFw3i/gogfAEtb2M0KcgSQYFkII0aPolMbA9Jr+17Bg/wKcHif9w/oD\ncKDiAGNix/Dctud4d8+7vnuTg5PRt9Hf1juE48VVP1JXEsLUAdHEh1p494ccZr24nnljEpk1LJ6w\nACNmQ/dniuvd9bg8LhxuR7NgH8DhdvDw+oepd9WTU5PDO5e+Q1Z1FhPjJ+Jn8GNk9Eg2Fm4k0q/9\n2l9FUZiRdDVFVQ18siWPC/tGkRTu3/rN9lqYfx24GrQBGbFDu+urCnHKSTAshBCiR/EOjQC4OOli\nFuxfQJW9igHhWnuw/ZX7GR0zmmXZy7gw8UKCTEEszVraZokEgF4xoXgsKIYavv3dRfSO1OpeRyaH\n8va6bB5fuo/Hl+4D4LyUcOaNSWRc7whiQ/ywu9wEmg3H3ZHB6XHi8rgAqGioIDYgttn76SXp1Lvq\nubb/tXyy/xPuXnk3To+T1NBUAC5KvIiNhRvJqclp93Pe+T6bJ5buw+XRulb8Zc7gljc5bNrI5I2v\naYfkbvpMAmFx1pNgWAghRI/i7QU8f+b8Zp0fIi2RhPuFk1GRQUFdASW2Eu4YeoevB298QHyba36y\nNQ+XM4gRSfgCYYA5IxKYMyKBrFIrK/eVsDD/LxwoieGBhReh989C9ZjxNCQQFWTmgrRI7pnat9nz\nndHgavC9Lm8obxEM/1jyIwoKvxv9O2L8Y3jxxxcx681MSpwEwNx+c3l267NcP+D6Nj/j692F/OWL\nvUwdEM3VoxOJDDQzNqVJuUN9Jax7DtL/Cw1VWgB87fvQ56IufRchzkQSDAshhOhRHB4HU5KmMDRq\naLPevIqiMCB8APsr9rOnbA8Aw6KGsSp3FQBGvbHV9Rqcbl5aeYig2Agw1LR6T5+oQCJDPLz4UTqE\nwrJ5f+DaFQ8B8OuUxewtrOHbfcWsOVDK1/dOIjrYr9Pfp1kwXF/e4v0jtUeICYjB3+jPHUPvoNJe\nSYx/DOF+4QD4GfzYcuMWDLrW/5VfZ3fxly/2MigumNdvGt28/jl7Lez8BA5+A3VlMPAKGPdLSB4v\nrdFEjyHBsBBCiB7F6Xb66moVReH+MfcTExADQP/w/nyw9wMO1xwGtHZrV6ZdybLsZfyk709arFVm\ntfOrD7ZRVNPA9JHJZNe1PdJ5d2ljp4p/7f697/XMUSZ+ETSSQyW1zHppPb//dCf/uXVsp8sm6l2N\nB+da6yiRV5tHYmCi7/s+OPbBFve0FghX1Dn417cH+C6jhMLqBl7+6cjGQLjyMKx/Hra9A+YQ6D0J\nJt4DyeM6tWchziYSDAshhOhRnB4nRl1jlveWwbf4Xg8IG4DT42R9/nqCjEEEmbS/lv1kWYt16uwu\nrnr1e0pq7Lx0/Uiy3IfYsnslHtXT7JCe145SLVBOCU6h2FZMQmAC+dZ8vsv9jlsG30JadBAPzRjA\nY1/s5YNNudw0vlenvk/TYLitzPD5Ced3aq2m/vT5br7ZU8RF/aL4w2UDGR1vgR9egtyNkLUGnHVa\nh4hL/grGzmeyhTjbSDAshBCiR2maGT5WvzCtb256SbrvdVvWHyojr6Ket28ew7RBMXy4LxKX6qLa\nXu3rLtHUjtId9A3ry6LZi3zX5n0xj28Pf+sLyG+ekMLKjBL+tHg3eRU27p/eH5Oh/bZszYLhhubB\ncIOrgdL6Ul9muLO+P1TG0p2F3DetH/dO6wsFP8Ibc6BsP0SkwYCZMPkPEN72oUIhegoJhoUQQvQo\nDo+jWWa4qSj/KN/r9g7MAaw7WIq/Sc+F/bRnmk6hOzYY9qgedpbu5NLelza7PiF+Au/vfR+Xx4VB\nZ0CnU3jr5jE8vnQvb67NorTWzvPXjmh3Hw3uxprhY8skiuqKAIgLbL0/cmscLg+PLtnDyLAG7jIs\nho/StZrggGi4cRGkTe30WkL0BBIMCyGE6FEcbkebh+GCTcEYdAZcHleHAeT6g2VM6BPhy9weO4Wu\nqeK6YmqdtQwMH9jsep+QPrg8LvKt+fQK1soi/Ix6Hr9yKAFmA2+syeKWiSmMSAptcx/1Ti0zbNQZ\nW5RJFNuKAYj1j23xXGtKa+28vS4LR2kmC4L/inF1JUT0hTG3w8UPy8AMcU6SYFgIIUSP4vQ4Mela\nL5NQFAWjzojL42o3M5xXYSOn3MYtE1N810L9tIC1sqGyxf3e8oWmrdygcbxzTnWOLxj2uuuiNL7c\nUcjdH6az9J4LCPVvfc/ezHBCYEKLzHCJraTVzz2Wqqo8/NluPtqcSwhWlgc9h0lR4a6NED2w3WeF\n6OlO7vxIIYQQ4hRSVVULhtuoGQawu+1A+6UF6w5qvYcn9W0sq2haJrEkcwn51nzfe94gNcIvotk6\nKcEpAGRXZ7f4jBB/I6/cMIoyNvC3r39ocy/e1moJgQltZoY7Coa/2l3Ezi1r+Sjhf2yO/AsxnmK4\n/iMJhIVAgmEhhBA9iHf6XFs1w6DV90L7NcPrDpYSH+JHalTjgAxvMPxF1hc8sv4RPtn/CR7VQ52z\nzhekhlvCm60TYg4h3C+c7JqWwTBARGgtpriP+aroBR7+bBfb86pQVZX9Fft9U+esTiugBcOV9krc\nHrfv+eK6YoJNwfgb2xibDLjcHtKXvsVn5kcZX/MN5thBKNd/BL0mtvmMEOcSCYaFEEL0GN5guL3M\nsFdbmWGHy8P3h8q4oG9ks17A/gZ/jDojW4q2AFpW9u1dbzPj0xlkVGQAEGZuWXPbO6R3q5lhgNV5\nqwGICvJjUfoRrnzle/75zVau+fIavsj8AoCDlQcJM4fRJ7QPHtVDtaOxZvlA5YEWE+maqStj74cP\n8MeGZ7FGDkf57S64cSGkTWv7GSHOMRIMCyGE6DG8o5jbywx7e/IeW9LgtWp/CTUNLi4b2jxYVhTF\nlx0ONYdSXFdMbk0uVfYqPsr4CIvB0mqGtr1geF/5PgBGJ8Wx+ZFpTBsYzQdb9uJRPeyv3A/A3vK9\nDIoY5NuvNwu9rXgb6SXpzE6d3XJhey3uD+ahPp3GsKy3Wed/CWG/WAoBrX9nIc5lcoBOCCFEj+Er\nk2ijmwTA85Ofp9pe3eoEuMxSK49+vofYYD8mpUW2eH9w5GDCzGE0uBvYXbabQFMgCgoqqm/88bFS\nglOosldR2VDZoiWbt4dwZUMlwX5GfndJf2a9uZUAtEN3TreTzKpMJiVOIsKiBbLe+uTXdrxGuF84\n1/S/pvkHul24F9wMWat52TUHR9pM7ph3FYqx42y5EOciCYaFEEL0GN7g0k/f9sQ0i8GCxWBpcT2r\n1Mp1b27E41H54I5xGPQtf3j60pSXUFWV57c9z1e1X5FXm8eYmDHodfo2P9PXUaImp2Uw7Nb2W2Wv\nAmBQfDCjelvYD+woPsCB8iO4VBdx/ok47FrWObeqGKMunU2Fm7h/zP2N38VuhcyVkP4++qzv+L3z\nTiZf938tMtxCiOYkGBZCCNFjWB3aYbMgU1CXnqt3uPnVB+m4PSqf/GI8adFtP68oChZjYzAd5hfG\nUxc+hULLTDM0BsPZ1dmMjB7Z7D1vp4im7dpunBDDnzZArauMeW9/gT4Bnvu6iKJSN0H94I9fbmB4\niopZZ2Zev3kAqJmrUT+6Dp2rngZDMP9yXodtyA0SCAvRCVIzLIQQosfwdl4INAZ26blnv9nP/uJa\nnr92RLuBsNdVaVf5XoeYQzDoDOh1+lbvjQ+Ix6QzcbDyILWO2mbveTPZVXatiwSAqmgBsqKoxMcV\nAmBvCOSvs8ZiUEz0iq5nZ1Eutvpgxv5tLfc/+zq296/loCOCa+1/YrD1FXb0uo2n5w7r0u+BEOcq\nyQwLIYToMbyZ4UBT54Nhq93Fx1vyuHJEPBf1i+r4ASA2IJZ7Rt7Diz++2OaADy+9Tk9ycDIf7PuA\nD/Z9wM6bd/rqlb2ZYbfqpqKhgghLBHXOOt+zcTFHKC6FFfdcQaR/OBvrxpFVncGQ0DDs9hhuMe1j\n1uEnqTFFkXHBO/w+JY3YYD9ig/3Q6VrPVAshmpPMsBBCnMW82UShqXVqmdeuZIYX/5iP1e7i5ibT\n5jojxBwCNGZ32+MtlYDGiXLeZ9NC09ApOp7c/CSqqjYLhreXbseoMxJxdEzypMRJ5Fvz2V+1m2Gl\nW5ib8xh+kb2J/s23zLlwLKOSw4gPtUggLEQXSGZYCCHOYrd+fSsRlgiem/zc6d7KGcEbSHY2GM6v\nquf1NZkMigtmZFJolz4rwKgN5HB4HB3e2zQYrnXU+g69NbgauDDxQi7vczkvpL/AqJhR1DnrMOvN\nhPuFU1hXSLR/tC+THG9pnDQXE9YHZv4HkidAO90zhBDtk2BYCCHOUoXWQtJL0k/3Ns4o3prcAFNA\nB3dCRlENt/xnMzaHm39dO6LVVmvtmZI8hcv7XM69I+/t8F7vWGbQSjm845PrXfVYDBZuH3I76cXp\nPLXlKQaEDSDAGEDvkN4U1hWSHJQMHg8c/p7Qdc/41okZdTv0vrBLexZCtCRlEkIIcZb6Lu+7aLf/\nBgAAIABJREFU072FM47VYcVisLQ7dMPr4UW78Kiw8JcTGZPSeo/g9lgMFp6c9GSbk+yaivGP8b2u\ncdQA2ljoBncDfgY/dIqOf0z6Bxa9hd3luwkwBmhBMJAa0hv+Oxvem0Vo4Z7GNdubPCeE6DQJhoUQ\n4iyVXqxlhQ2KQWqHj7I6rb7yhfYUVteTnlvFLRN60T+2a23YjsfomNFclHgRAFuLt7KteJvv8Jy3\nZCLEHMKAiAGAVoJh1psBCM7dDDnrYPoThN61ybemN7sshDgxEgwLIcRZSFVVthVvA8Clunwtxc51\nVqe1U/XC3+wpBmDGkFPTh1ev0/O70b8D4IX0F7j161t9B+maDuvwllP0CenDBYHa6wmH1sP4u2Hi\nrwkKbMwwN802CyGOnwTDQghxFsqtzaW8oZzhUcOBxglm57pqe3WnBm58tbuQvtGBpEV3rR/xiTh2\nX94uFE2n4Xlfj9q3gvELfsamnCOMuOAhuPQJAHRK47+2j51mJ4Q4PhIMCyHEWcibFZ6aPBXQgsBz\nncPtYEfpDgaGD2z3vnKrnc3ZFVw25NTW3B4bDBdatYEaTYPh2yLP46Y6J3NqrXD5s/jfuwMm/R+0\ncrivaWAshDh+0k1CCCHOQtuKtxFmDvON9206zvdctbV4K/Wuei5MbL/Dwjd7i/Gop65EwsusN2PQ\nGXB5XADk1OQA4Ge3whe/hcPfE1l2gAeDE+G2pRCRekr3J8S5SoJhIYQ4yzjdTjYWbmRUzChCzVpv\n3HOtTOLNnW8SZYniqr6NY5HXHVmHWW/mvLjz2n32q91F9IrwZ2DcyT8415SiKAQYA3xZ/OzqbAAs\nq/4O5QVam7QRP4Xh10NQ21nrr6/+GgUZqiFEd5FgWAghTqIvMr9ga/FWHpvwWJf72Lbl5yt+Tomt\nhFHRo3wdBYrqirpl7bPFooOLKKorIikoiTGxYwBYe2QtY2PHNis7OFZ+VT0/HCrjZxf07rZ/Hl0R\nZg7zBcOZ1ZkABFTmwU8XQp+LOrVGQmDCSdufEOciKTgSQohupqoq7+5+l6K6ItYcWcOig4tYmr20\n29bPqs4CYFbqLPyN/kRaIjliPdJt658NnB4nbtXNg2sfpKy+jMM1h8mtzW23RKKizsHN/96Exajn\nuvOST+FuG0VYInyvs0r3AuA/ZF6nA2EhRPeTzLAQQnSznJocnt32LICv5dmzW59lcuJkAk0n3r3A\nT+/H7NTZhPtpgyISAxM5UntuBcMuj4tR0aPYU76Hiz+52NdmrK1gWFVV7nhvC0cq63n/Z+PoHdlx\nL+KTIdIS6Xtd6NDqvAMufOC07EUIoZHMsBBCdLNDVYcAbdKY1WElxj+G8vpy3tr1Vres3+BuaNab\nNjHo3AyG+4f357GJjwFQbCumT0ifNksI9hXWkp5bxSOXD+S83l2fNtct3E7uJ5IptgYGuBtLNPz9\nI9t5SAhxskkwLIQQ3exg5UFAC4brnHUMjRzKiOgR7Czd2S3r17vq8TM0BsNxAXEU2c6tmmGXx4VB\nZ2BWn1k8cYHWg3dY1LA27/8uwztk4zSMMG6ogYyl8P5VxK76By8EjyC19zTf2/4G/1O/JyGEj5RJ\nCCFEN/Nlhu011DpqCTQF4lJdvr6yJ0JVVRpcDc0OiRl1RjyqB1VVT8uhsNPBGwwDXJpyKZlVmdw8\n6OY27/8uo4ThiSFEB/m1eU+3s5bCzgWw5imwV4MxAGa/BCNvIjb9BUDrMazX6U/dnoQQLUgwLIQQ\n3ezYzHCgMRCP6mG/Y/8Jr21321FRm2WGvQGwW3VjUM6NP9Zdqsv3Xc16M/eNvq/Ne8utdn7Mq+K3\nU/udqu2BtQTevBhqjkDyBLj4EUgaBwYTADEBWo2zZIWFOP3OjT81hRDiFGlwNZBbmwtoU+HqnHUE\nGLXDWrWO2m5ZH5pPLdMrWmbRo3pOeP2zgUf14FE9GHXGTt2/en8pqgpTBkSf5J0Bbhesfw6+fxHc\ndrjtK+g1scVtsf5auYb3fxtCiNOnw5phRVH8FEXZrCjKDkVR9iiK8pej1x9TFCVfUZTtR/+aefK3\nK4QQZ7bs6mw8qgc/vR9FtiJUVIJMQQSZgrA6rbg97hNav8HdMhj2ZobPlWDYO8HNWybRkZUZxcQE\nmxmSEHwyt6VZ9wysekJrlfaLda0GwgCxAVow7G+UzLAQp1tn/iSxA1NUVbUqimIE1iuK8tXR955X\nVfWZk7c9IYQ48/zvwP8otBZyz6h7Wrx3sEorkRgWNYzNRZsBLfunU7Tcg9VpJcQcctyfbXPZAJp1\nkzjXMsNOjxPoXDDscHlYe6CMK4bHn9x6alXVaoNX/wOGzIW5/273dl8wLGUSQpx2HWaGVY316C+N\nR/9ST+quhBDiDFVgLeCfm//Jh/s+bBZ8vrr9Vc778DweWf8IekXP4MjBvvcCjYEEmbTRvx9lfARA\nXk0e7+x+hxpHTZc+31sm0bRm2Bto9+Rg2OVxsbN0J8tzlvsyw50pk9iYVY7V7mLqySyR8Lhh0+uw\n+u/aKOUrX+3wkVBzKGa9WcokhDgDdKq1mqIoekVRtgMlwApVVTcdfes3iqLsVBTlP4qihLXx7M8V\nRdmqKMrW0tLSbtq2EEKcHv/a9i/sbjs2l43COq07hKqqvLbjNepd9YB2kM07BAIg0NQYDL+y/RXc\nHjfv7X2P57Y9x8s/vtylz2+tZtgbDLvVEyvBOFPtKN3BlE+mcMOyG7h/zf3sKN0BdJwZrrI5+PPn\nu4kMNHF+2knq5XvoW3hxJHz9EKRMgjmvgMHc4WOKopAWmubLEAshTp9OBcOqqrpVVR0BJALnKYoy\nBHgN6AOMAAqBZ9t49k1VVceoqjomKiqqm7YthBCn3o7SHXyV8xUT4iYAkFmVCWgDH5pKCEygb2hf\n3697h/QmyBjk+3WRrYh9FfsAOFxzuEt78AbcrQXDqtozf2j33Nbn8DP48ZuRvwEg35oPtB8MO90e\n7vownYKqBl6/cTQW00loX5a7CT6+AYz+cM37cPPn0IU2aa9Pe537x9zf/fsSQnRJl4ZuqKpaBawC\nZqiqWnw0SPYAbwHnnYwNCiHEmWJ9/noUFP52/t+AxhZq3mEaKcEpPDbhMf5z6X/oH97f91x8QDwB\npsYfhx+uPsyBigMAlNhKurSH9sokempmOKs6iwsSLuDKtCsBfBn59oLhFXuL+SGznL9dOZgxKSdh\n4lxJBsy/BoIT4NYvYdDsLgXCAKF+oXKATogzQGe6SUQpihJ69LUFuATIUBQlrsltVwG7T84WhRDi\nzGB1WPE3+hMTEEO0f7QvM7yrbBdGnZFFsxdxdb+riQ+M9x2Si7ZEoygKgyMG89eJfwVgbf5aGtwN\nBJuCuxwM17tbZoZzSrVrajcf59hfsZ9/bPrHaa1FrrZXU2WvIjkomXC/cBQUiqzatL32guF1B8sI\nMhu4elRi926oIhtW/BnenamVQ9y0CAJknLIQZ7POdJOIA95TFEWPFjx/oqrql4qivK8oygi0w3Q5\nwC9O3jaFEOL0s7lsBBi0DG/f0L6+SXO7ynYxMHwgRn3zA10r5q5oFrRekXoFf93wV1bkrABgctJk\nlmQuocHV4Mv0Vtuc/HdDDuV1DlIi/JkxJI7YkMYssLdMwqQzszm7grfWZbG6IAe/OMguqyEyqfsC\ns+8Lvmd+xnyu6X8NqaGp3bZuV+TWaD2bk4OTMegMhPuFdyoz/ENmGeP6RGDQd+kHoO2ryoU3J4O9\nFvpOh6l/hrCU7ltfCHFadBgMq6q6ExjZyvWbTsqOhBDiDFXnrPP9WDstNI2P93+M0+1kb/leftL3\nJy3uP/ZwlEFnIC4wjrzaPAKMAYyJGcOSzCWU1pcS5RfP0p2FPLFiDTbLN1B+JQ0OEy9+d4jHZg+m\nb3QgNoebbUdyAYW5r+wkv9JJgEnP5JExbKyBxdvzGZvUp9u+r7cn8t7yvactGM6uyQYgOSgZgCj/\nKF8wbFRa7yZRUtPA4XIbN43v1X0bUVX44rda54i7N0Fk346fEUKcFWQCnRBCdFLTaXLJwcnY3XY2\nFG6g3lXP0MihnVojKSiJvNo8BoQPIMpfO1T84KL1bD8URr3TTWLqVpymdH52wUhmJNzOXR+kc89H\nP/qeN8ftxhAYSJi/hQemD+aSQTF8k1vPxh9g/uYcBkQmcdOElG75vt4WZnvL93JF6hXdsmZXbS3a\nSrApmN4hvQGItESSUZEBtJ0Z3nq4EoDRvVptcnR89i2BzJUw40kJhIXoYSQYFkKITrI5bb5gOMIS\nAcCavDUAnQ6GEwO1GtZBEYP4emcFAPtLKrhmzFAmD4hmddlmFh2C+RnzmdtvLsvuncSegmqKqu0E\nmPW8lvEpVmc8n992AXqdNkRCf/Tg1vlpEfzp8z3Eh1qYOjCm9Q10gUvVguE95XtOeK3jYXPa+L7g\ne8bFjfN9x6ZdOdoMhnMqMRt0DI4//uEmzTdSAV89BDFDYeyd3bOmEOKM0Y3FVEII0bM1LZOI8NOC\n4dVHVhNiDiEpKKlTayQGacFw+oEA5m/Sftz/5NyB/GXOEC7uH83h2sPEBsSiU3T8+Yc/YzIojO4V\nzuXD4pjcP5p6tYz+kcm+QBhAQXv96BUDiA/x46PNud3yfb1lEhkVGSc8Rvp4PLP1Gcrry5nbd67v\nWtPuC20Fw9sOVzA8KRSToRv+FbfvC3hlHNSVwKznQC85JCF6GgmGhRCik5qWSXiD4RJbCUMih3R6\n1O/B3DBUj4FdmeHMHan96N+Dw/f+4ZrDjI8bz/1j7mdL0RYWH1rse6/UVkp2dXazgR7QOI7ZoFe4\nbGgcaw+UUWVzcKK8ZRL1rnpyanJOeL2usDltLMtexqw+s5iYMNF3vWkw3NoEOpvDxZ6CGsamdEOJ\nxOENsOBGCIqFO1dBknQQFaInkmBYCCE6qWk3iXBLY+/aYZHDOvX8j7mVzF9r5GK/N9j44FzumTII\ngAa31jvY5XFRVl9GbEAsV/e9mmj/aLYWbQXgSO0Rblh2AwadgUmJk5qt23Qc89WjEnG4PSzcduTE\nvizN+xbvLd97wut1xcrcldQ563y9hb38De1nhjdlVeDyqIzrHXFiG1BV+PZRCIyF27+GuM79MxZC\nnH0kGBZCiE5qWibRNCgbHjW8w2c9HpXHluwhOsjMP34yiiA/o6+dmt1l960PEGwKRlEUYv1jKasv\no9BayO3Lb6fOWceHMz9kYvzEZms3DYYHxQczKjmUT7bmnfBEOpfHRZApCIvBcsqD4c8zPycxMJFR\nMaOaXfdm5qH1YHj5niIsRj3n9T7BQRv7l0HeJpj8EDQZmCKE6HkkGBZCiE5weVzY3XZfMNy0LOK8\n2I5/fL4w/Qg7jlTzh5kDCDRrQZyfXguGvZnhWkctAIHGQEA7pFdaX8qrO16lyl7F29PfZlDEoBZr\nNw2GAa4alciBYiv7CmuP67t6uVQXJp2J/mH9T+khugJrAZsLNzM7dbbvu3m1lRlWVZXnVxzg4y15\nXDE8Dj/jCYxfdrtg5V8hIg1GShdRIXo6CYaFEKITvFlbb5kEwNV9r+anA37aYtjGsbbmVPDYkj2M\n7hXGlSMSfNfNBjPQOGLZ6rQCEGTSOiZEWaLIqcnh6+yvmdl7JgMjBra6/rHjmC8fGodBp7B4e36X\nv2dTbo8bvU5Pn9A+5NXmndBaXbE6bzUqKrP6zGrxXlsH6F5fk8ULKw8yd3QiT1zVuc4erfJ4YN2z\nUJoBUx+VA3NCnAPk/+VCCNEJ5Q3lAIT6hfquPTbxsQ6f23mkilvf2UJMsB+v3TCqWUbZqDNiUAzY\n3VqZhC8zbNIyw5GWSFweFy5czOs/r83P8B6g85ZFhAeYmNw/io825XJBWiQX9ovqwjdt5FbdGHVG\n/A3+vsl3p0KBtQCz3uzrvNFUswN0R4du1DvcvLUui8n9o3h67rBOH2ZsoSoPPvslHF4P/S+Hgaen\nt7IQ4tSSzLAQQnTCoUpt9HJXJ7H9fdk+Asx65t85juhgvxbvmw1mX6BpdRzNDB/tpevNEEdaIhkc\nMbjNz/AGf00PvD16xWASwizc8s5m5m86vlZrTo8TvaLH3+iPzWk74Rrk1rS2ZomthBj/mFaD2tZq\nhv/17QEq6hzcfXHa8QfChTvg7ana32e/BNd9CMe7lhDirCLBsBBCdMKhqkMoKKSGdD4YLq5pYFN2\nBdeNTSYuxNLqPWa92ZcZ9pZJeDPD/cL6AfDH8X9s93O8mWFvzTBAUrg/i+6ayLje4Ty1PIMGZ9f7\nBHvLJCwGCyqqb5/dae4Xc7nmi2t8/7EBUGwrJiag9aEhx9YMF1TV8873OcwbncjYlOM8NOeo01qo\n6Yxwx7cw6mYJhIU4h0gwLIQQnXCo6hDJwcm+DhCd8eXOQlQVrhge3+Y9FoOlZZnE0QN0Y2PHsv66\n9UxNntru53izoU2DYQB/k4G7L06jyubkm73Fnd63l1t1Y9AZfAGozWXr8hrtqXPWcaDyAPsq9nHv\nqnt914ttxUT7R7f6zLGZ4ddWZ6Kicu+04xyR7HLAV7+Hqly4+i2IHnB86wghzloSDAshRBNuj5uV\nuSt9Aye88mrz6BXcq0trfbmzgEFxwaRFB7Z5j1nfpEzimAN0iqIQYu54pHBrmWGv81MjSQi1sGBL\n10slXB4XBsWAxaBltbu7bjjf2njAL7c2lzpnHR7Vo2WG/TvODH+wMY/5m3OZNyaJxDD/Vu9vk6pC\nxjJ4dTz8+D5M+DX0mtjxc0KIHkeCYSGEaGJJ5hJ+u+q3bCrc1Ox6vjWf+IC2M7zHKrPa2Z5XxYwh\nse3e5y2TKLAW8NKPLwFg0pu6tOdjW6s1e0+ncO3YJL4/VE5uedcyuy7V5asZBqh3dm8wXGAtAOBX\nw38FaIM9ah21uDwu34S/Y0VYGq8/uzyLSwbG8PDM1rtsNKOqkLUa1j4Nn96hjVj++HpQdHDDQrj0\niRP+PkKIs5MEw0IIcZRH9fCf3f8BtENcXjWOGmodtSQEJrT1aAtrD5SiqnBx/9Z/3O9lMViwu+ys\nylt1fJumSTBMy2AYYN6YRHQKvL0+q0vruj1amYQ3M2xz2cBWAbXF0FANbmeHa7y18y02FGxo9T1v\nZnh6r+kA7Cnb4ysV8WbHj2XSm3jxggXUF1zN7RP78dqNo3x9m9vkcsCin8N/58B3j0PuRghJhCte\nhLs2QN9LOvweQoieS1qrCSHEUavzVpNTkwM0tlIDKLQWAhAf2PnM8Kr9pUQGmhgcH9zufWa9mTpX\nHRsLNhJmDuP9me93ed++YNjTejAcF2LhpvG9eG/DYTKKarlrciqTOwjSQSuT0Ov0vtKEg2v/TtTe\nFcS5vSUkCvS7VGtBFtoLwvtAcLzv8Jmqqry+43Uu73M5E+IntFi/wFqAn96P1NBU4gPi2V2+23df\nW8Hw/qJaHvmkEEvDBH4zpRPdI+qrtED44HKY/DBMuBvMbZetCCHOPRIMCyHEUe/sfoeEwAQqGyop\nr28Mhr0/zu9sMOxweVh3sJSpA2LQ6doP1swGM6X1pWRWZTKz98wu1yVDx5lhgEcuH0RSuD/vfJ/D\nbe9u4YtfX8CQhPbrkd2qG5POhKVa+/6PWfdAcjy7Bv0WnPVgLYLt8+HA140PWcIgrDcAlW47Dn8H\ntt0LYd8PENFXC0ZjhwDa72t8YDyKojA4cjC7y3b7MsNND8p5Od0efvXhNlwelY9+Pp6wgHbKSSqy\nYdn9WmmExw2znocxt7f7fYUQ5yYJhoUQAiirL2N76XZ+O+q3fHboM8rqy3zvebPEkZbITq317/XZ\nVNmczB7RcfAcbArmUJXWVmx83Pjj2DnoaLtm2Mtk0HHHpD5cMzaJyU+v5uHPdrHwlxMxGdqulnM7\n6zFUZ+K/dTEkxvmu1wyfR7DpaMZ76qNQnQeVh6H8EBTthJoCQKFIcYCrFltgJLj8IWMp7FwA438F\nadPIr84mPkBbd3DEYFYcXsER6xGgZWbY6fbw4MKdZJXW8fbNY9oP5Kvy4L3ZYK/Wgu/BP4H4Ee39\nFgohzmESDAshBI31q2mhaUT4RTQrk6iyVwEQag5t9dmm8ipsvLDyANMHxXBRJya/9Q1tbAk2Lm5c\nV7cNgE7XcTDsFexn5O9XDeGXH6Tz7Ir9/OGyNg6feTw4K7PR19dgGX0bFDdmf9OL05mcNFn7hd6o\nlUeE94HUi5stUZT7Hay6F1tEH5jxrlZvvOJPsPFV2PAyBckJDMvbAdmTGRKv7WNT7mqgsb0cgNuj\n8qsPtvHtvhIeuLQ/0wa10mnCUQcF26EiC9Y9o9U03/I5xI/s8PdECHFukwN0QghBY11wXGAcEZaI\nZpnhioYKLAZLp3oM//XLvegUhUdntz0xrinvYA2gU23UWuPNDDedQNeeGUPiuP68ZN5Yk8Xb67Ko\ndxzznKMOPrkJt70WfdQA/Kf8qdnbTVuitaeorggAm/NoFwv/cJjzCvZ7d3Jw7ptU6/XEJ00EnYFB\nPy4EYGPONwAElmRA0W6oK2fdwVK+3VfCIzMHcvfFac0/pL4Slj8Czw6Ad2fCkl9rZRE3LZJAWAjR\nKZIZFkIIoKDuaF1wQDxRlih+KPgBVVVRFIWqhirC/TqebtbgdPNdRgk/u6A3CaGtT5w7Vr9wLRg+\n3qwwNNYMd2Vc8p9mDeRweR2PL93Hq6szef/2sQy2btBKGbLWQHUe7v7DMESk+bpJeBXbOjfAo8im\nBcNN+xN7VA+XfXMLpfWlAPQadTskTyXI7SJ50WXkHn0mcP51Wjs0YJApmW/NHvpsN8M2JwTHQWRf\nKN4LxXvA44QhV8PQayAiFUKTtYy1EEJ0ggTDQgiBdpgryBREoCmQ+MB46px11DhqCDGHUGGv6FSJ\nREZRLW6Pyqjkju/1irRE8sa0NxgSNeS49+4dutHZzDBo0+nm3zmerTkVPPj+apR3Z4JzD/iFQtI4\nmPU8rt3/wqAYMOqaB5ZN2861p0VmGKi2V1NaX8qc1DnMSp3F2JixR7+EgaSwVHJtRRgUA+afLgRn\nHe6S/exavYKIYAu6+CgtyC3eDbsWQuJYOO9OGH6971CeEEJ0lQTDQohz3tairfxY8iOxAdqADG/X\niAJrASHmEKoaqgjzC+twnV351QAddmk41sSEE5t8djyZ4aMPMIa9fBrwFP7VB1kz4I9cdM19oNf+\n1eDa+Qx6nRZoG3VGnB6tr3Bng+HiOi2D3HSMc6W9EoCJ8RNbHBhMCkwCtMNzSt9pAGwwlvGzhsG8\nMW80DG4ywERVfS3chBDiREjNsBDinHfb8ts4UHmAKIt24M0XDB8tnaiyVxFm7jgY3pNfTai/sdMl\nEt3FGwx3JTOMtQRenwTvXk6oo4BXY/7Cb/YPo9rRGFC7VW3oBjROfksOSm43GC61lbK7bDfQWE5h\nc9l8gXplgxYMt/YfF0lBSS2+x7LdhQSY9C0PI0ogLIToJhIMCyHOaS6Py/faOwLYO3a5wFpAtb2a\nYluxL2vcnl351QxNCOl4EEQ3a28cc6vstTD/Wq0V2pxXUH6XwfQrb6KmwcVLKw/6bnN5XL4SjFl9\nZgHQP7w/JbaSNrPQr+94nZu/upkCawHFtmIMOgMe1YPdbQfaD4YTgxIBuKz3Zdo2XW6W7y5iysAY\n/Iz6zn03IYToIgmGhRDnNG/bNGjMfoaaQ7EYLBRYC1iZuxKXx8XU5KntrmN3uTlQXMvg+OPrCHEi\nOh0MqyoU7oB3L6euaCflc16AkTeCyZ/B8SFcOyaJt9dn88hnu3C4PL5xzAC/Gfkbll21jGGRw6h3\n1WN1Wlv9iLzaPJweJ49vfByXx0WvIG2IiLdUwlsm0bQG++nlGdz53604awfw/OQX+P3Y37O/qJYn\nlu6jvM7BNWMST+j3Rwgh2iM1w21Ye2QtVoeVmX1mnu6tCCFOIm+mEhqHaiiKQnxAPAXWAg5UHqBX\ncC8GRQxqd50DRVacbpWhXawX7g6dCoZzvofFv4Kqw2D057ZBY9mX/jiLEkfxwJoHeOaiZ/j7T4YS\nFmDi9TWZGPU6XB6XLxjWKTqSgpOI9tfGOJfYSlodmVxYp7WoW5e/DoAxsWPIrM7E5rQR7hfeIjO8\nbFchr6zKJMCkZ8XeYkYkhfKWYSubsisAuHRwDBekdW7YiRBCHA/JDLeizlnH3Svv5vfrfn+6tyKE\nOMmaBsNNW4jFB8azvXQ7W4q2MLP3zA5LH7yH587IYPjwD/DhPK0Tw+yX4N6d7KvTegXft/o+Mqsz\n2V+5H71O4aHLBnD1qEQ+2ZqHS20sk/DyBsOttVdTVZWiuiJm9ZmFxWAhyhLF2FitW8SaI2twup1U\nNlTib/DHrDfjdHt46usM+scEse1Pl/DEVUPIKKrhYImVP14+kI1/mMobN4055WUnQohzi2SGW7H4\n0GLfa5vThr/R/zTuRghxMlXYK3yvmx7cig+M92U3Z/bu+CdEuwuqCfYzkBR+ag/PQTsH6DxuOPQt\nLLxd681761II0mqfDToDLo+LwzWHAah11Poeu3lCLz5NP4LJ3ZgZ9orx16a/tXaI7t5V99LgbmBw\nxGCmJE9Bh44BEQNIDkrmyc1PsvDAQlKCU3zlKAu25JFTbuPft4zBz6jnhnG9mDc6CUUBo15yNUKI\nU0P+tGnFZwc/873Ors4+jTsRQpxs3sxwUlASM1Jm+K57D8ylhqSSEpLS7hpHKm0s3VnImJTw05LF\nbLW12qY34Ok0mH8NBMbALV/6AmGAlOAUAOb1mwc0D4aHJ4UyNCEEt6dlZjjKX+vq0FowvCpvFaAd\nhLuk1yVM7TWVhMAEvrjqC+4ecTeHqg7xfcH39AruxYbMcl5YeZCxKWFMGRDtW8Nk0EkgLIQ4peRP\nnFYcrjnMpIRJwP+zd97hUZRrH75nN7vJpvfeSaih9yqIIEhRRCwgoh4Pdj1Hj/XTYzn2jh3FggqK\ngCCKgqh0QycCSWghhTTSezbb5vtj2E02PZBAgPe+rlzZ7LzvzDubZPc3zzzP84OU0pRCjIkLAAAg\nAElEQVQG27889CUJeQnnelkCgaADsIrhH6/50a7DwYSICUyOmszb495udr7BZOHepfuxWGT+O7X5\nvOKOokFkeNvb8OujENQXrvsC7tyiRIbrYJEtDA0aytPDnsZJ7WQnhgFmDQwGSaag3GT3vJODEx6O\nHg3EsNGs9CAeFTLK9v5Zd31DAocAihvdgVRHbvp0BwaThaen9hRpEAKB4Lwi0iTqYTAb0Jv19Pbt\nTUJ+ArtydjG9y3Tb9jJDGW/ufROAfTfvQyMsPwWCC5qsiiz8nf0buKxFuEfw2pjXWpz/8q/J/H2y\nhI/mDCDS16Wjltks1uitbDbCpldh00sQdx3MWGgz0KhPlamKIJcgJEnCTetGmaHMbvvk3gG8fgzW\nJOTSQ5fB9YPCUKsU0erv7N8gZ9j684SICTajjooaE3M+3cHh3HJkdRmO0crYwmJ3Xr62N9f0C0Gn\nFS3TBALB+UVEhuthjY54OnkyKmQUW7O2YrbU5uElFSbZHh8pPnJGx2izS5RAIOgw0srSbCkDbSU5\np4wvtqdx64hIJvcOanlCByGdfk8xb3xBEcK9ZzUrhOF0PYSDUg/hpnVrEBl21SkfD94uTjzxw0Fu\n+Xyn7b3L39m/QWTYar1sTS+RZZn/rj7E35mlTOkdxK1De9vG/m/yJG4aEi6EsEAg6BQIMVwP6weC\nu9adsaFjKdIXcajwkG271VkJlIb8beXDhA+55ddbhCAWCDoJGWUZhLuHn9Hcv1IKAbjzsuj2XFKb\nUe/8GADZOwpuXgkzPmlWCMuybFcc3JgYtgYBbhkWzSNXdmP78UL2pispJQHOAQ3FcJUihr21/vxy\nMIeHvv+bH/Zn8eD4WN66oR9PXtWT8eHjmd5lOrN6n539tEAgELQnQgzXw/qB4KZ1Y2TISNSSms0n\nN9u2JxYk2prFW/tpWmRLq8VtSkkKCfkJ7Mvb184rFwgEbaW0ppSSmpIzjgzvTi0i1EtHkMe57yBh\nw1CFaucnAJj73ggxV4Cq+bd2o8WISTbholHSOlw0LsTnxNsVD1sd47RqLbeNjMTNyYHF8ekYTBa8\nHX0prC60c+8rrFYuDB5fnsY9S/axPjGX20ZG8uD4WNuYd8a9w4ujXmyf8xYIBIJ24pIUw4mFifRe\n3JvEgsQG26x5c+5adzwcPejv359NmZts2w8VHmJ40HBcNC7syt3Fg38+yJhlY7j7j7tbdWyDxQDA\niqMrzv5EBALBWWFtKxbu1vbIsCzL7EkvYkikd3svq20kLEF1Woi21o65yqi4wVn7Kh8rViyYrfUQ\ndce4aFxw1jowa2AYP/2dTdenfuX9DfnIyEx+by3rDuWQmF3KwWwlZ/jgST1vzOrL389M5JlpvVCp\nRHGcQCDo3FySYnhnzk4A1qSsabCtbmQYYGzYWI4VHyO7IpuC6gJyK3Pp5duLIJcgtmRuIT4nHg+t\nBwfyD7Tq2NaK69/SfmNjxkY+O/hZe5ySQCA4A6xiOMIjos1zUwsqKagwMOh8imGzCeLfRxWiGFu0\nVgxXmioBbDnDYW5hAPT169tgjDV6PH9MbSrIjD5K14wqSxF3fbOPKe9u46eDqWBxZOXdo7huYKho\njyYQCC4YLsluEq4aVwCyKxvm/NaNDAMMCxoGwL68fbhpFIEc5xtHclEyx0uOM8B/AIMDB/POvnda\nZdBRY67B28mbIn0RD2x8AIARwSPo4dOjfU5OIBC0mvSydMVm2DWszXN3pylmHUOivFoY2UEY9bDu\ncShOQzXhedj9VJsjw1ah+/a4t5m8cjIGs8E2ptJoL4YDPZz46b5RaBwk0Gbz60/w9NUhuFsGUKY3\nsTJjMykV7vQL82zPsxQIBIIO55K8dC+tUWxTsyqyGmyrHxmO9oxGq9JypOgIiYWJqCQVPbx7cFef\nu9A56Lip+004qxU3pU/j97FqfybrDuWwL6O4wb5BSZPo5tWNHt614lekTAgE54eMsgyCXILOqEXi\n7rRivJw1dPFz7YCVtYC+DD6/EvZ+ASPuR9VtKtCGNAmTIoatF+/eTt4MDhxse2+EhmIYoHeoB90D\n3W2WzIU1+YyI8WVSXCDuzmZctefhtRAIBIKz5JKMDJfUlABKnlxKSQrRHtG8uvtVssqz2H1qN84O\nzjiqHQHQqDTEesWy6eQm8qvzifaIxlnjTKRHJG8NWcuCtcfYl5eFcwS8u3k35sraD5NbR0TyzDT7\nhvJGsxGto5a+fn1JLkoG4PeM38mqzCKzPJMH+j/AxMiJ5/DVEAguXc6mrdrutKLz5jjHzoWQkwA3\nfAM9piEBEhImi4ln/3qW67tdT0+fpg1ArBf91rtkAB6OHrbcYWgYPa6Ll6MXGpXGrqNEpbHSbn8C\ngUBwoXDJRoad1E5oVVqWJi8luzKbJclL2JS5iXFh4/hi0hd2H3D9/PuRVpZGpbGSuT3nAnAoq5R5\nX+wmr7yG24f2A+Cpq4PY9J+x/PLAaOYOi+DLv9J44oeDWCy1nSYMZgNatZZQt1AA3DRuFOmLSCtN\nI70snR+O/3AOXwmB4NLl478/Jrko+YzaquWV6UkvrDo/xXPVJRD/HnS7CnpMsz2tltQcKz7GymMr\nueHnG3hj9xtN7sLqulfXcc9d606pofZivsJYATQuhiVJatBruMJY0ehYgUAg6OxccpHh1NJUfkz5\nkW5e3ejp05OfTvxEF88uAKyYtoJu3t0azJnTYw5LkpdwdZeruTb2WiwWmadWH8LLWcOae0ehc5T5\n7hswSxU2B6pnp/dCp1XzyZYTHMurYFKvQC7v4U+NuQaNSsPw4OEAvDLmFWI8YwhyCeKp7U+xPWv7\nuXsxBIJLlMLqQj5I+ABQnObayu40RUwOijwP+cLx74O+FMY+Yfe0JEkkFtZ2yFmctJj/DP4PAAfy\nD1BprOT1Pa/z1mVvUaRX8p29nWrFvIejB5XGSoxmIxq1xpYm0VQdhJ/Or0Fk2E/n1z7nKBAIBOeQ\nS04MP739aQCKa4qZ3WM2q46v4uVdL+OicSHGM6bROWFuYaydsZYAlwAAlu05ScLJEt6c1RcPZyXX\nUKPSUGGosM1RqySemNwdfzdHVuzN5MVfknnxl2Tcu5ZTUlRC8oE8YlTvczwtjMFDApAkie7e3VmT\nsobcylybi5NAIGh/6nZ/sXZSaAvxJwrQadTEhXi057JaprIAdnwEvWZAUB+7TWpJTX51foMpaaVp\nzPllju3n53c8T5xvHA4qB7u0Bmv/9PXp65kaPdWWJmHtOFEfbydvTlactP0sIsMCgeBC5ZJLk7C+\n+edV5dHdu7utkC3aIxq1qmlr0HD3cGSLAx9sPM7zPyUxJNKbaweE2O3XelvRiiRJ3DE6mnX/GsO2\nx8bxxOTuIJlxdNDi46LFbFHz/M9JXPHWZh5d8TcZWcGoJDXP//VSB5y5QCCwcrDgoO1xV6+ubZqb\nU1rN8j2ZXNkr4Ny2DyvLhlV3gbEKxj7ZYLM1tcsa7Q1xVd6f0srS7Mbtzt3Nl4e+xNvRPt85yiMK\ngFd2vYIsy1QaK3FSO+Ggajxm4qp1tQsAVBoqRQGdQCC4ILnkxLCTgxMAL4x8AcCWFtFS3mBptZGZ\nH/3F6+uPMKarL+/e1N/ug8RF42K7rdgYoV7O3HlZF5wdZSb3CuWL24aw5r5RfHX7EMK9nfnzcD6f\n/qGnpiSOrekH+HxbKkWVhib3JxAIzpwifRF+Oj/2zd3X5rswb6w/iizDwxMbplR1GIdWwvuDIXUL\nXPkS+DUU8GpJuZifFDmJ2d1n29pE1u+aM8B/ADJyg/SHoUFDeXzI45TWlHK85DiVpspmW0W6ad1s\nYliWZREZFggEFyyXXJpEsb6YwYGDuTrmaqDWecraV7gxDCYLdyzezdFT5XwydyATezX88HTVNowM\nN0aNucbWqQJgTFc/xnRV8uxKq408tfUvtman8PzPSbyy7jBf3z6EodE+bTpHgUDQPHqzHke1IxpV\n21qqJWaX8sP+TOaPjibMu/me4u3G38tg1Z0QPgyu+Qi8oxodZr047+HTg+yKbMoN5fzftv/DaDai\nc9AR5xvHpMhJhLmFMX/D/AYRY4Arwq/glV2vsOLoClYcXWFrodYY1rthFtlCQXUBMjJejuep57JA\nIBCcBZdcZLikpsSWGwe1txSbyosDeGvDUXanFfPGrL6NCmFQIsMZZRm2aExjWGQLJosJrVrb6HYP\nnYYobx/UagPr/jWaQHcnnvjhIDUmc2tOTSAQtJIaU43tLlFb+GFfFlq1invGNV5f0O5UFsAv/4GI\nEXDzD00KYaiNDPfw7oGHo5LLvCZlDb+m/UqIawifX/k513e7nsGBiltdN6+Gke0AlwC6e3dn6eGl\nAAwNHNrk8dy0bsjIVBmrSMhLAKCPX58mxwsEAkFn5aIXw7KstDVbmryUPbl7GojhaV2mMb/PfO7o\nfUeDuYUVNTy7JpGFW1K4cXAYV/cLaTDGiqvGlROlJ3h0y6NNjjFaFCvmpsQwKJXbBouBLv46/ndN\nHCcKKnl93ZEWz1PQPBWGCpsVtkBgjQy3lQOZJcSFeOCha7tJR5uRZfjjeTBUwtS3Qdt8JFolqXBU\nO9LFs4vtTlegSyCjQkYxPny8bZyDyoFfrv2FTyd+2uh+RoeMBkDnoOOFUS80eTxr/UWFsYL9eftx\nUjsJJ02BQHBBclGnSVSbqrlzw51oVVp25u7ESe2EwWKwE8NatZb7+9/fYG5xpYGJb2+hpNrITUPC\neXpK0w3sobb90F9Zf5FTkUOQa5Dd9iXJS3hl1ysAzd6atebcVRmruKyrH7cMj2DRtlRyyvTcfVmX\nc1+9fpEw/NvhDA0cyqIrF53vpQg6AfXTlVqDyWzhUFYZNwxue/eJNlOUCj89oOQID7sH/FrOT1ZJ\nKrp6dcVB5YBKUuIcvXx68c64dxqMba6DxpjQMXx68FNiPWNt+2kMa7FcmaGMvaf20sevT5vTTgQC\ngaAzcNFGhi2yhf/b9n/sz9vPztydqCU1fs5+WGSLnRhuipX7MimsNPD9ncN4aUZvdNqmO02ActsV\nQEbmx5QfG2x/b/97tsfNfQhbxbC1GO+Zab14YHwsmw7nMfW9bbz7x7Em516qpJam8uWhL5vcbrKY\nANiZu/McrUjQ2TkTMXw8v4Jqo5m+YR18QWoywDfXQnaCEhGe+GKrpoW5hTEyZCRQ20mibkS4tfT2\n7Y2/zp8437hmx7lpFMv6U5WnOFJ8hP7+/dt8LIFAIOgMXJSR4S8OfcGXiV9SpC+in18/EvITGB0y\nmieHPsl///ovAwMHNjtflmWW7sxgYIQXAyNa5zBltXh2dnBm9fHVzO8z3y6qUrc9UUtpElArhtUq\niYcmdOWO0VE8tuIA7/95nOl9g23mHgK45/d7yKzIZEbsDFuuZF0KqwvPw6oEnZkaU42d4URrOHBS\ncWfrE9ryxfRZsfdLKDoBs5dD19Zbsy+etNj2uJ9/P9bPXE+wa3CbD69WqVk2bVmLnSGskeG/sv/C\nIlsYEDCgzccSCASCzsBFGRl+a6/isHRt7LW8OuZVdA46bup+E0GuQXw68VN6+fRqdn78iUJOFFQy\ne0jrbVqtYviGbjeQVZHF3lN77bbXvX3Y3K1Eax5e/TZt7k4anpveC41a4ukfD9lZPF/qWHOx64re\nE6Un+CDhA97f/z6rjq+yPV+3L6rg0qXGXIOTum0FdAeySnBzdCDKpwMvRKtLYPOrEDkaYie0aaok\nSXbtHs9ECFvx1fmic9A1O8Yqhr9J/gaAvn59z/h4AoFAcD65KMWwt5O3Ym887CmCXYPZMXsHI0JG\ntHr+0p0ZeOg0TOkT1PLg09zZ504Abo+7HVeNK6uOrbLbbpEttsetSZOwuj8BrDy6ktXHV+Pv7sQT\nV/Vg67ECFsentXptFzs2I5XqWmvYzw5+xsd/f8zCAwtttrsAR4uPnvP1CTofZ1JAty+9hN6hHqhU\nUsuDz5SNL0J1EVz5IkgdeJx2oL71sugxLBAILlQuSjFsls2MDRtri8A2VwRSn4KKGtYn5nLtgBCc\nNM3nCdflquirODjvIJ5OnkyOmsyG9A02QWs0GynWF9vGNpsmcbrFW6WpNjL8TfI3fPz3xwDMGRrO\nyBgf3lh/hOd+SuTYqXIozYKkNYpN64b/wu/PQcJSyNwDJSfhdD7zxYqbVsldzK+qtaJNK0tjaOBQ\n9ty8x27stqxt53Rtgs5JW1urlemNJOeWMTiybakVraaqCDY8A7sXweA7IKjzR1ndtG7suXkPEyMm\n8viQx8/3cgQCgeCMuShzhmtMbS+OAcVc4+VfDmM0y8wZ2voUifoMChjE8qPLyanMoYtnF3bm7kSm\nNq2hxty0OK1fQAdQUF1ASU0JWRVZhLiG8OrUaH75cQnGXd/hsDseVLm1O1BrQbbA6aIxGzovcA1Q\nvtyCIGwI+HZVntd5grXtmGwBBydwD+70kSkr1tu1+dW1Yji9LJ2JERNxVDvip/Mjvzqffn792Jq1\nlQcGPHC+liroJOjN+mYvSuuzN60YWYYhUR0ghstyYOFopadwnxtg/H/b/xgdhKPakTfHvnm+lyEQ\nCARnxUUnhmVZpsZc06YPOlBaqd3x1R72phdz99guxPi7nfEa3B2VHp+fHvyUHdk76OrVFT+dHy+M\neoE7N9xJjGfTDfutt/xLa5RiHaPZaMtH3pMVT8ipNEL/eo/5+hJkBzUpjj14rnwCM6bPoE/v/oq4\nlS1QcAxK0qE8FyryoCIXKk5B+Sk4sQkOfGd33FNqNQHmOuYeXpHQfarS7N8tUBHQLv6g7rx/MtbI\ncIm+hNKaUiLcIwD4ftr3HC85TlJhEm/vfZtTlacIcAk4n0sVnGcMZkObcoZ3pRXhoJLoH97OxXOy\nDGsfgpoKmL8RgkVHBoFAIDjXdF5lc4aYLCZk5DZHhhf8cYy/T5bw3k39mdb3zAtPoNbaee2JtQDE\n58TzQP8HGBE8ggO3HLArcqmPh6MHke6RbDy5kXm95lGory0K273pGa7OyYRuV8Hw+5BCBhAia9m4\nYAt/bIbPo7TEOEsgqcG/u/LVGLKsVKuXZoK+hHW5O3jk5M982WU2A927KEU8x36DnQsh/v3aeZIa\nulwOwf0geixEjjqr16kplh1eRrmxvFEjlMaoNlUDsCVzCw8NesiWFxzlobh1+ep88dX54uPkw9t7\n32Zr1lau63pdh6xd0PkxWoyYZXOb3iN2pxYRF+KBs7ad3zKProcjv8DEF4QQFggEgvPERSeGrSkI\nbfmgyyvX8+2uDK4dEHLWQhhqc1itOKmdmNV1FkCzQti6fVqXaby3/z2yKrIoyVFsTl0sFvY4OcLc\nVYogPY0OeO26vsxZtIMr3tpMFz8XHhgf26xbHpIEPl2UL+C3vM0AZAfFMbDLNGXM0PmgL4PC46cj\nyjmQfxSOb4CUP2DL6zD0bpj4P1C3X6N9o8XIu/vfpcxQRqhbKL19e9t6plqRZZllR5YxJXoKblo3\n9CY9ABnlGaw5vobMikxUkop+/v3s5sV4xhDkEsSWzC1CDF/CLD+yHKDVOcO/JeayJ72YB8bHtu9C\nZBk2vwKeETD0rvbdt0AgEAhazQVfQFdlrOLxrY+TXpYOKLmA0DYx/NnWVIxmC3ePbTp9oS3UF8Oz\nus3C06n1t1enRE8BlMjye4mfAXB5xASyMJIV0NCJakiUN1seHcdz03uhdVDz6IoD5JRWt/p42RXZ\nAGjqi1ondwgZQEXUaD5yqCHvsofg/r3wZLby4b3zI/hyqtIXtaB9zED25O6hzFCGt5M3j2x+hEkr\nJ3G46LDdmKPFR3lx54t8nfQ1oESGJ0RMoI9vH56Nf5ZFBxfRzaubLUIPUFJl4JudGXjIfdhy8i8e\n/n4vi7aeEC3qLkFe3vUy0Lr3iKOnyvn3sgT6hnpwz9gu7buQQyshez+MfqhdLygFAoFA0DYueDG8\n+vhq1p5Yy+JEpeG8wWwAWi+GCytq+GZHOtP6BhPVTkYWdUXYwICBPDzw4TbND3ENYWDAQJYkL2F7\nqSIyr+kxG1DEYmMEeeiYNyKST+YORJbhrd9a30IspzIHgNd2vUZKSUqD7evS1vHh3x8y66dZnCg9\nARodTH4VZiyE4lT46UF4fxDG728h7/hvbTrX+mRVZAGwYNwC23NHio4AkFiYyG9pv1GkLwJgTcoa\nLLKFalM1Ogcd9w+otdV+ZPAjtseHskq58p0tPL36EAkpLpipYePxFF5Ym8wVb21m4eYUqg118qUF\nFy2yXHvx05q6gid/OIhO68DCuYPa1F2mWcxGWPcErPwHBPaGvrPbZ78CgUAgOCMueDG8PXs7UNvH\nty1pEqfK9PxrWQIGs4X7L2+fqDAoH7LW4hxfnS9qVds/RKdFT7OJvudGPMegwEG4alxJLExsdl6Y\ntzO3DI9g5b5MDueWtepY5YZyQOnGsCZlTYPtSYVJOKmdKNIXsenkptoNfW+Eh4/A/ftg1EM8VrST\n8dsfxvztbDiw/IxaulkLB7t5d2PLDVsApTNEYkEiN/58Iw9vfpj5G+YDinDed2ofepMenYOOYUHD\neHvs22y8fiODAwdjNFv4fs9JZny4HQmJVfeM4JPZSorJ53d05d2b+uPjquXlXw9zwyfxpBVUNr4o\nwUWD9X8KWnYmLKyoYW9GMXOHRRDo0TaDjmaJ/wB2fAiD/wn/2AAObSv2FQgEAkH7csHnDJ8oOQHA\n4aLDPBf/HAVVBUDLYvjXgzn8Z/nfGM0y/53W66y6RzSGm9YNfbW+QcpEa7k8/HKejX8WgAH+A1BJ\nKvyc/VplLXzf5TF8v+ck//ougWXzh+Ph3PwtWInaPOaMsgzb4xd2vMAfGX9gMBvo49eHhLwESvQl\n9Safzj++4hk2ZK0AoCJ7Lx5H1sL+y+Cmb0Hb+oh7qaEUrUq5mNA56Ihwj2B79nZWHF2Bt5O3nZjR\nqDSsSVljiwwDXBFxBQAbkk7x5KqD5JfX0D/cky9uHYyns5bDRUoXifzqfKb37cf0vsFsSDrFg9/t\nZ+wbm+gb6kH/cC/mDA0nNqB9/yYE55/cqto2hF5OXs2O3XIsH1mGcd39mh3XJmoqYPsCiLkCprzR\nfvsVCAQCwRlzQUeGzRYzuZXKh1tiYSIrjq5gU+YmoOVboG9uOEqIl47f/j2GucMi2n1tVhF8pmK4\n7gd1iJtSQObl6GUnBpvC01nLB3MGkJJfwe2Ld1NlMDU51iJbbHbGAOnl6bbHB/IPYJEtuGndmBAx\nAS8nL4prihvbjR0l/1gH09+HtK2wZJbSP7UJdufuZuXRlbafy2rKcHd0txUaRrhHkFSYRElNCV9N\n/orvp35vGzs5ajLr0tahN+vtiqEKK2p4bOUBvJ21fDZvECvuGoGns/L3YHXNyquqdaub0DOAPx8e\ny38mdsVJo+a73RnMXrSTvDJ9i+cquLCwvl/839D/49rYa5sdu+lIPr6uWuKCPdpvAbs+URzmxj7R\nfvsUCAQCwVlxQYvhvKo8TLKJcWHjGBE8gisjr7Rtay4yfDyvguN5FcweEk5kO+UJ18caqaybP9xW\nnh/xPNd1vc7mpOej87FzsmuO0bF+vHtjf/amF/P5ttQmx+lNejtDkJNlJ20pJxXGCoYFDWPdzHXc\n2P1GvJy8GkaGT2NNtQAoMZbBgLkwcxGc3AlvdIWPRsGWN8BsL8xvX387z8Y/y5bMLRjMBsoMZXho\na8WHtVewn7MfEe4RBLvWdvu4JuYaW1s16+utN5q5Z8k+KmpMLLipH+N7BKCuY5/r5eSFg8rBzq0O\nINDDifsuj2XZncP58d5RVOhN3PftfsyiwO6iwiqGJ0RMaNaZ0mKR2XI0nzGxfu1nv1xTDn+9CzET\nIHRQ++xTIBAIBGfNBS2GMysyAbix+40snLCQkcEjbdscHZoWw+sTlQ/Eib0CO2xtPX16As27zbXE\njNgZPDP8GdvP9dMEWmJy7yAGRnjx84GcJsdUmarsftab9baoaYWhwi6y7eno2WRkuG76hjXvl7iZ\ncNc2pVpe5wl//g++nKKYgKAYili59497Gf3daHbk7MDDsY4YdlPEsPXipn5xonWsZNGyen8Wcz/b\nya60Il6/rg/dAxteiKgkFX46P05VnWryNekW6MaLM+LYlVrE/606yCkRIb5oOFV5Cq1Ki7dT805y\nR06VU1xlZGSMb/sdPP5DqC4WUWGBQCDoZFzQOcPWfGFr9LBu1LC5yPBvibn0DfUg2FPXYWubGTuT\n5UeXN+s211a8nbwpqSnBZDHhoGrdr25anyCe/SmJA5kl9Alt2N7NGlmtS0ZZBgHOAZQby22OeKCk\naVg7T9Sn0lRbfGYTwwD+PeDyp5THB5bDmvvhk7HQYxq7PZSUhWeHP4vOQcdjWx8D7AVvhIfyu7VG\nq+v2aVZJKt667C3+TN/CR784k1eSgJezhjeu69tsn+UI9wilK0YzzOgfwpFT5SzcfILv95xkQs8A\n/nd1HP7u7VhIJegwTpafJNQ1tEFf79zKXAJcAlrs970rVbnobBf7ZUMV/PYU7PlMcXUMHXj2+xQI\nBAJBu3FBRoZ/OfELHyV8xG/pvxHkEkSwiyKCrd+h6ZzhnNJq/s4s7dCoMEAv315su3EbEyMmtts+\nvZy8kJFt9sytYebAUNwcHfh0a+OpElXGqgbPpZenU2OuwWQx4aqtFcOeTp5NpmnU3U+T6+szC25b\nC15RsO8rFh5cSKAFriorZbJnD9xOC2+rnTVAuFs4YH+h897l7/HxFR8DMCRoCDX5kyksc+Kr24ew\n96kJzBwY2vjxT9PVqyspJSmYLE3nUkuSxBOTe/DHw5dx99gubD6az+QFW8ksbvh6CToXR4qOcNUP\nV/FN8jcNtuVW5RLo0vL//q60IoI8nAj1aocL5jX3K0J4xP1w3ednvz+BQCAQtCstimFJkpwkSdol\nSdLfkiQlSpL03OnnvSVJ2iBJ0rHT35svzW5H3t3/Lh/+/SG7cncxLGiYLcoT5Jm0ySMAACAASURB\nVBpkG9NUZPi3ROX2+JUdLIZBsVZuKQLVFnycfICWW0LVxc1Jw01Dw/nlYA5ZJQ2jwPUjw1qVloyy\nDJuQcNPUpkl4OXpRZiijwlDRYD+VxiYiw/UJGQi3rUV+LINkZzcmWBzR/fxvpHf74V+pROM8j2+E\nT8fD4ukE//Qwz7vG8ZrXEEhcBdkJjA0by8iQkdSYzGw9ls+3uzKY0T+EMV1bl9/ZzbsbNeaaRtvI\n1aeLnyuPXNmdNfeNotpo4rkfD7Y4R3B+sUb9D+QfaLAttzKXQOfm//dlWWZXahFDorzP/v83L1kx\n1xj1kGK53Ez6lkAgEAjOD625114DXC7LcoUkSRpgmyRJvwLXAn/IsvyKJEmPA48Dj3XgWgElzzSn\nMocbut1Ab9/eDA0aattWN3WgKTG8PjGXGH9XYvxdG93emQlyUcR+dkU23bwbOtE1xa0jIvl8Wyqf\nb0vl6ak97bbVjwyHuYWx99ReDhYooq9uZHhM6Bg++vsj3tv/Hk8Mtc97rCuGWxO5LjSWUm0xEjL8\ncRgfAUWpOB1ZBIYiJpm14OgGxiqoKmRGcRoc/MU296RLHD9oprC2IIB0kzc+Hu48NKFrq1+PgQHK\nbeoP9r3LtT79leMUpkD+EShJg/JTigV1dQnUlIHZSFezgSSVEdKg5iVvHAO6wvB7oMd0pb2coNNg\nzdOvf3fIbDGTV5VHgEtAs/OP5VWQX17TPikSm19TWguOuL/lsQKBQCA4L7QohmXFsskaCtSc/pKB\nq4Gxp59fDGziHIjhrIosLLKFPn59mN5lepPjGkuT2JtexM7UIu66LLojl9hhWFusWV3aWkuwp47p\n/YL5YnsqoV46bhsZhdliJr0s3VZA9+H4Dwl2DWbBvgVsPLnRNrduAV0v317c2P1Gvj38LVOjp9Lb\nr7dtm1UMezl62Sr2m8N6DqFuoRA2CiJH8VL0SI4WH6V31CS7seVV1fy0eQdbkk4SULSH28t/5UHV\nqzzoADiA2SMO9c6x4N8TAnqCd7Ti8lWSoRQsVRdDVSHkHoTSTELKsplvqeBTWcb0bj8cACOw1VnH\nOJUHklsguAUp+3NyB7UW1BqMspqV+7OxlOUwMS8F3+9vUXJAJzwPboFt6qcs6DisLpT13wMKqgsw\ny+ZmI8OyLPP8T0m4aNVc0aN50dwieYeVuxmj/g3O7SCsBQKBQNAhtKoKS5IkNbAXiAE+kGV5pyRJ\nAbIsW6upcoGz/ORoHRnliilEmFtYo9uXTV3GyqMr7W7vA2w+ms+dX+8h3NuZecMjO3qZHYKXoxc6\nB12bxTDAC9fEUa438dxPSZTrTfTrlsO9f9zLmNAxAER6RBLmFmYrRrRSt4AO4IH+D/BHxh+8uvtV\nvrmqNifTGmEOcYkhueAE+zKKsVhkfFwdySmpxt/dkTBvZxwdFDe+rHLlHEJcawvdoj2jifa0v1Cp\nMpiY/dleDmZV0S+sC+NnjCOoz5tYcvaiKk6FknTUx3+HXZ9CS507dN7gHQW+sQQ4dUMuTaBoymv4\n63xZWLSfhak/snDCQkYEj2h0uga4dpyFF9cm8XT8CX4efJAeiW/B4Z9PD3A5Lca7gKOrEt0OGQTd\nJsMZuBAKzoymLNmthhvN5Qx/v+ck244X8MI1cQScbbHkltNR4eH3nd1+BAKBQNChtEoMy7JsBvpJ\nkuQJrJIkKa7edlmSpEYbskqSNB+YDxAeHn6Wy4X47HiABqLNSk+fnvQcbp8KUG0wc++SfUT5uvLV\n7UPwc7sw8/YkSSLENcTWUq4tOGsd+Pjmgdy3dB8fbjrOkwFKXu+WTMXy2NqnN9zd/ndU30raVevK\ntOhpLE5abNfVwtpNYt8xHRrvbK79cBv1U9JdHR14Y1YfJsUFsffUXtSS2q4wrj5Gs4VHlh/gUHYp\nn94yiAk961xvRQxTvgDGPg4WMxSdgLwkKE4HtQY8w8HZB3ReihB28bWlNPhlbISND5AfNQp/314c\n+WMTAEeLjjYphgG0Dir+O60Xvyfn8b+i8Sy9cwZk74PKfKVlXOYeSP8LDBVKX1mLUSkY7Hql4joW\nO6HJfQvaB1uahMo+Mmy9Y9GUGK4ymHhhbTJDo7yZPeQs3qvMRqWN4KGVSlTYxefM9yUQCASCDqdN\nrdVkWS6RJGkjMAk4JUlSkCzLOZIkBQF5Tcz5BPgEYNCgQWflYFBlrOLbw99yTcw1LfYJrcumI3lU\n1Jh4akqPC1YIW4lwj+BY8bEzmqtWSfzriq78eiiXrSmKoHaQHDDJJpwdnAGIdI8EYHqX6RzIP9Bo\na7hIj0hMFhNZFVm2i5KUgkJki5YevtGkyFt49YYwnCQ/KmpMRHi7UFBRw+fbU3nguwSevy6dFcdW\nMCt2FkdzDfx5OBOj2YKnTsOEngHUmCz8nnSKTUfz2ZtezJNXdbcXwo2hUoNvrPLVCvyclbZu+dWK\n+cbJ8pMAbMrcxPXdrsdZ49zs6zhnWDivrTvCcakXMf17NhijN+l5bMuj3OceR2ziz7DvK9j5MYx+\nGC5/WuQZdyDWlJ36photieF96SWU603cPbbLmRttyDIsuQ5ObIKBt8Flj5/ZfgQCgUBwzmhRDEuS\n5AcYTwthHTABeBVYA8wDXjn9/ceOXCgotznNstmuaK41rD2Yg7eLlqHtURBznonzjeOPjD8o1hfj\nqnUluTCZrl5d7eyIm6NboBujY33Zk5GN5C7xn8H/YfXx1bbI8AD/ATw19Cmujrm6yX16aZTWZYt3\n72Z6Vw92pRby55GTqHROPHL5KO7640vCAqoYERxCmaGMEn0Jo2LDGRnjy6QFm3ku/gXUjjpWb+zD\norLtqFUSKgmMZpmXfz1sO060rwsvzejN7KFnf0ehPnVtmcsMZaSUpuCicWHvqb1MWz2NNy97k37+\n/Zqcf8OgMN7ZcIxvdmTw7PReDbZvz97Onyc3Ygo188G8NWAywC//ga1vgr4MJr8Gqguys2Gnx+qG\naLAY7J7PrcxF56Br0hVyV2ohapXEoMizeJ9I+UMRwhNfhBEiPUIgEAguBFoTGQ4CFp/OG1YB38uy\n/LMkSfHA95Ik/QNIB65vjwUV6Yv47OBnHCs+hp+zHy+OetG27VSl0hatpdZIddEbzfx5OI9r+ofg\noL7wxUdfv76A0jZqa9ZWlh1ZxuNDHmdOjzmt3scdo6OZv7YSN5Uzc3rMsZurVqm5ofsNjc7bkHSK\nN387wuG8U7h1g6/37ubzDYqI9u9ixNPNgxivSEAx7hgRPIIP9n/AiqMrWHD5AkaFjOLV2c78e2s6\n/XX/xCMqjHHd/BjfPQB3nQP55TX8mJCNjMx1A8Pwdmm8V3R74KPzQavSklyUbMtbfmfcOzipnbjv\nz/tYmry0WTHs4+rIlD5BrNybyaOTuuGstf9XyqlQ0ukDnE9HtB20MG2BUpD313uQ/BNEjFAEU4gw\nYWhPKoxKva81d9hKYXUhvjrfJtul7UgtIi7YHVfHs/Ai2vYOuAXDkPlnvg+BQCAQnFNa003iANC/\nkecLgfHtvaCNGRv5KukrPB09ic+J59nhz6JRawBsFrottUaqy6YjeVQZzEzpHdTy4AuArl5KC7G0\nsjRb1werfXJzHCo4REZZBldFX8WYWF+83cxUGLR8sPE4AyO8yCmtZmC4N2HeugZi4VBWKU+tPkTC\nyRK6Bbjx6MT+fJGp44r+Loz168fQKB+e372WgmpX/J39cVI72Qod86ryMFgMPPDnA7x/+fuUm5W0\nhJcmX6t0kqiDv7sT/xxzbjp9OKgcmBI9hZ9Tfkar0qKSVPT27Y2LxoVI98gmbafrMmdoOKv2Z7Fk\nRwZ3jI6ye92s528XhZQkmPA/COoHR9dByp9Kt4HIURA2BEKHQNQY0DadoiFoGWsf7PpiuNpUbUsH\nqo/eaCbhZAnzhjdei9AqMvdC2tbT/YQ77kJOIBAIBO1Lp7Njtha/zOs1jwX7FvB3/t8MChzEseJj\nPL39aaBOtK0Fqg1mvtmRcdGkSIAirjQqDQl5CTYRbL0tDFBmKLONq8vixMVszdrK5KjJSJJEz1BH\nErKdeX39EbtxIZ46JscFMrl3EJnFVXyzI53dacUEujvx9NSezB4Sjk6r5qeVPmgdK222x9kV2YS5\nhSFJEmHuYWSUZdjWE+sVi9Fs5J197zAlegoAno4NraHPNXN7zmXV8VV8d+Q7YjxjcNEordEas53O\nLM/kq6SveGjgQ7b0kYERXvQL8+TFX5JZtT+LO0ZHMbVPMLlVmaxPWw9ga11nQ5Kg93XKl74Mtr8D\nx/9QIoqyGfy6w80/gEfTdtKC5ik3Kv8PNfW6i1Sbq23pQPU5kFmKwWRhSNQZFrtl7YOfHwQnDxh4\n65ntQyAQCATnhU4nho0WI1Dbcuu29bfx8uiXOVRwyDamKavluvx9soR/f5/AifxKnprS46JIkQCl\no4S3kzdbs7banqvrCPfgnw+iVWtZOGGh3byC6gIqjZU20wFZqiYuKIBXZl5Ock4ZapWKtIJKNh/N\nZ3F8Gou2KfbN0X4uPHJlN24cHIaPa23xoa/O1+aEV2OuIa0sjfERyo2CCLcIUkpTAEUMB7sE09On\nJwsPLKRfRT/UktomPM8nsV6xDA8aTnxOvC39BBTb66SiJNvPmeWZTP5hMgBdPLrY0kgkSeK7+cNY\nvT+LRdtSeej7/SzY/xZVjlttgrmuGUkDnNxh/H+VL0MVHP8dVt8Dn02EOcuVNm2CNmN1VbS+l9R9\nvqnI8K5U5W95cGQbjTSNevjpQTjwHTj7wvT3lZZ6AoFAILhg6PRiGOCzg59hspgAeHjgwy3u40hu\nOTM/+gs/N0eW3DGUkTG+HbPY84SPzodTVafwcfIhyCWIMqMSDc6rymPPqT24alyRZdnutn1BdQEA\nKaUpBLgEUGGowM/ZjyAPHUEeSrTssq5+zBsRSWm1kc1HlXSGq+ICG72Q8NH5kF6WDkBSYRJm2Uw3\nL8UVL8w9jM2ZmzFbzJTVlBHrGUt///5YZAu/pf3W7jbVZ8O8XvOIz4mnv39tJpCnkyfF+mLba/js\nX8/atm1I32CXU+2kUXPjkHCuHxTG21s28WX6BjDDogmf8eyOZxo4/DWJ1hl6TgevCPjmOvhoBAT3\nU0w9Rjwgbru3Ab1JDzSMDOtNepuleX12phbRPdANT+c2vs67FylCeOS/lE4hTo0X5wkEAoGg89Lp\nwqVGsyKG6/afPVF6grSyNJ4a+hS3xt3a4j5+2K+0DVtz36iLTggDtrZygwMH46Z1s6VJ/JnxJ6AU\nEGVXZtvNsYrh1FIl4ltuKG9gqGHFQ6dhet9gpvcNbjKi7uPkQ3ZFNo9teYzb192Ok9qJPn59ACUy\nbLQYya3KpcxQhrujOwMCBhDqGkqhvrDJav7zwciQkXw1+SsmR022Pefl6IXRYqTKVEVWRRY7c3cy\nIngEA/wH2NJQ6qNSSVzeU0n9qM66kQe/KsRo1DQfGW6MoL5w1za47FFQOyr9ar+YBMVpZ3qKlxzW\nyHCDNAlTdaMdUkxmC3vTi9tuv2yoVNJcosfChOeEEBYIBIILlE4nhg0WAw6Sg10fYYtsAWBc+LgW\n58uyzNoDOYyK9b3gewo3hTW6VV8M/57xu81163BRbYuyub/MtVXYnyg5gUW2UG4st7NabvMadD5U\nmar4JfUXroy6kpXTV9r6t1qNO1JLU6kwVuCudcdR7cjNPW8GGt6+Pt/09+9vMw8BJU0ClM4mPx7/\nEQmJZ4c/i7+zv01oNUa1Udn22PjhOGnUnMgzkVte2vYFuQXAuCfhH+th1pdQcBw+vRz++J9SdCef\nVbvuix5rZNh6YV33+cbSJBKzy6gymNsuhvcuVsxWxj5xxmsVCAQCwfmn04lho9mIRq1BJal4etjT\nPDjgQQD6+PbB39m/xfkHMkvJLK6+aLpHNIaPThHDgwIH2cRwib6EPbl7uKHbDTiqHdl7aq9tfEJ+\ngu3x9uzt9P2qL6U1pXapKG1eQ53bzTNjZ9o514W7KY8P5h8Eaov5rJ0wrC3yOitejooYLqwuZPXx\n1QwPHk6QaxDOGueGBXF1qDYrYnh0bDAr7h6Bs4MzacVF5Je3YBPdHL1mwPyN4NsVtr0NX8+AL6dA\n3uGW516i6M1Np0k0FhnekKT8PbZJDJtNsOMjCB8B4cPOfLECgUAgOO90PjFsMaJRKa3Uru92PdOi\npyEhMSGidTa2aw/moFFLTOzZ+l7EFxqTIidxW9xtRLlH4aZ1o8JQwabMTZhlM1dFX0V///422+q6\neDh6kFWRZfu5u3f3M15D3ahyfbc2f2d/gl2CbR0V3B3txbBJNp3xcc8F1gj36uOryanMYUbsDACc\nHZxt0d/GsEaNdQ46XB0dGB4VggU99yzZS2HFWQhiny5w+zp4PAOmvgOnEmHhaNjyuiKKRaTYhizL\nzadJqO3FcHxKIR9tTuGq3oH4u7XOuAaA5DVQmgHD7z3rNQsEAoHg/NLpxLDBYrCJYVB6Cn879Vvm\n9GzZVMKaIjE61g8PZ02L4y9Uevj04KGBDyFJEm5aN/RmPb+m/kqQSxA9vXvS27c3KSUptvQSB8mB\noYFD+UfcP+z2015iuH7usSRJjAsfZ+soYY0Mezh60Nu3N08OffKMj3susPY//vH4j6glNePClPQc\nnYOOKlMVchPi03p73iq4gtw90DmZ2JdRwmWvb+LjzSlNzm0Vjq4w6Da4bw9EjIQ/X4APh8KK26Cm\nouX5lwB1BXDddByjxYhJNtm1Vssr03Pf0n1E+jjz6sw+rT9I4ipYcz/4xEK3yS2PFwgEAkGnptOJ\nYaPZ2KB1Wi+fXnYCuSmySqqpMpi46iJOkahPkItyrn9l/8X48PFIkoSHowcySoTMYDZgkk0MDRpK\nF88utnnjw8fbcmPPhLpiuLE2aXG+cbbHdftCL52ylJu633TGxz0XuGhc8HbyxiSbCHMLs+VhO2uc\nMcvmBja/VqwRSeuteFeNK0ZLNeseHM2QKG9e+fUwe9JbNvNoEVc/uGU1/DtRyVdN+lFpxyaK7GwX\nJGAvjOv/bgCW7T5JUZWBj24eiJtTKy+e9y+B5beCf0+YtwZU6nZZt0AgEAjOH51ODNePDLeFUC9n\ndv/fFUzvG9zy4IuEq6KuYk6POYS4hnBNzDVArTitMFTYWns5a5yJ8ogCFJH2zrh3zuq4daPBjRUl\nBbvU/g7qdga5UAh1VaLD1tcMsEUVm2qXZhVi1tfDz9kPs2zGw62a92f3x0On4Yvtqe23SI9QGPu4\n0pO4LBPeGwSLpyntvgytbOl2kWHNF3aQHGwOdCaLidzKXAC7yPBvSafoH+ZJ14BWFpKaTbD5FQgZ\nBLeuBfcL7+9aIBAIBA3pdGLYZDG1ylSjKRzUKrQOne60Ogy1Ss3jQx5n3cx1dPNW+vxaxXClsdJW\n8OXs4EywSzCOasdWFSK2hKu2Vgw35upVVwB3plZqraWrt5LfHOFea89rFblNFdFVm6pRS2pbZwrr\n3PSydJy1Dtw4OIz1iafIKmk67/iMiLkC5m+GYXdDRR6sfRjeH3RJRoqtEWB3R3dbZPj9/e8zc81M\noPZvNaukmoNZpUzs1YbaguQfoSQDRv1b9H0WCASCi4hOpxqNZuMZR4YFCrbIsLE2MqzT6FCr1MR4\nxhDkevZpJHXTJBoz0PDT+TW7vbPzn0H/4f7+99uldFgLBZuKDFebFLtf6/lGukcCkFaWBsDc4RHI\nsszX8entv2DvKJj4P7hnB8z7SemB+811kLbtkiqws0bnozyiqDRWkluZy7q0dbbtVjG8IVGJFE/s\n2Tprdyxm2PIm+MRAt6vad9ECgUAgOK90OjFssBjQqIUYPhusKQx1I8MuDopAfnXMqzw19KmzPkZT\ntrZW1Bd4LqWLxoX5febbRbhbigzrzfatu6xdKZ6Pf56MsgxCvZyZ2DOQZbszMJgsHbNwSYKoMXDT\nt0oP3C+nwPuDIf4DMJ1FR4tOiizLLE1eakuDsKZJWIse47Pj7XqWW38/vyWdIsbflWi/xo1nGnBw\nOeQlKv2fVZ3ubVMgEAgEZ0Gne1ev21pNcGY0miZxOqoZ4R5h65ZwNrQm2vvtlG9Zc82asz5WZ8H6\nGjZlvGGNDFtRSSqu7nI1ALtydwFw/eBQiquM/Hm4g3stR4yAh5Lhmo/A2RvWPwlLbwB94w56Fypp\nZWm8vOtlHt/6uF1btTjfOMLcwnh99+uklKTYxge7BlNSZWBnalHrosJGPez8BNY9obgD9pzRUaci\nEAgEgvNEpxPDBrMBrUrk450NjaVJtBTJ7QjifOPsCtAudGyR4WYK6OqbOvxv5P9w07qRXJgMwOhY\nP8K9nXlk+QF2nijs2AVrnaHfbPjHb4ooTt0Mb3aHH+ZDWXbL8y8AEgsTAdh7ai9jlo1hafJSQEmH\nWDRxEYGugVSZqnhwwIPsn7ufaI9olu/JxGyRmdqnhQI4iwW+vgZ+fQT8usOMT0RUWCAQCC5CHFoe\ncm4xWowiTeIsqZsmYS3mqm+MIWg71ouMMkPj0dX6kWFQIug9vXuSVJgEgEat4rv5w5j72U7mfr6L\nFXcNp0+oZ8cuHBRR7NcN9n0FB5ZDdoJi5OHcRgviToDRYuTVXa9SpC+yi/qW1JSwOXMzoKRDBLsG\n8/Xkr/n28LfMiJmBg8qB1fuzeHPDEYZH+9AzuIXCzr+/hYx4mPImDPqHkoIiEAgEgouOThfmEGkS\nZ49VtKWWpvLE1ieAjokMfzX5K76b+l2777ezEuQahEal4UTJiUa3V5uq0akbdtbo4dODo8VHbSYQ\nwZ46lt81AicHFYu2tmOrtZYIGQjTFsCc75VOE0uvVwrtLjCOFB1h2ZFlJBUmoZJq38Ku63odM2Nn\nolFpbHbhLhoX7uh9Bz46H9774xj/WpZAn1BP3r2pf/MH0ZfC789C6BAYeLsQwgKBQHAR0/kiw2aj\nSJM4SzRqDY5qR5YdWWZ7rm4rtPaiv38LguIiQ6PSEOMZw+Giww22nSg9wcGCg8yMndlgWw/vHhgs\nBk6UnLC1v/N20XLtgFCW7sygqNKAt8s5/JuPHAXXfQ7fz4XPJ8Hgf0DcTHBsZb/d88zR4qMAfDLh\nE8Ldw8ksz2Rd2jrm9ZyHRq3h0cGP2t0JyS3V887vR1m25yTX9Avm9Vl90ahbiANsfk0pQJy9TKRG\nCAQCwUVOp3uXF2kS7YOPkw/BLsF8Nfkrvp78daO9gAVtp7t3d44UH7GzVZZlmZd2voROreOuvnc1\nmNPDpweALVXCyuyh4RjMFl5ff6Tjuks0RY+piiA26eGnB+GTsUoP3QuAY8XH0DnobIWgoW6h3NH7\nDtv7hrPGGbNF5oONx7nuo78Y8/pGftifxS3DInj52j7NC2GLRUkl2fkxDJgLIQPOxSkJBAKB4DzS\n6cSwwXzmDnSCWhZduYgV01fQ378//fz7ne/lXDR08+5Gkb6I/Op823Pr09azM2cn9w+4H1+db4M5\nEe4RODs4k1yUbPd81wA3bhkewbe7Mpjw9mYW/5VGtcHc4edgo9cMuHcXzF2lREE/nwQlJ8/Z4auM\nVby08yVK9CXNjsuryrOlmIASGY7xjLFLkaiLyWzhniV7eX39EcyyzM1DI/jtX2N47uo4dNpmWv4Z\nq+Gr6bDmfiU9YvyzZ3JaAoFAILjAOO9i2GA2cLjoMLtzd7MjZwd6k16I4XYgzC3MzhhD0D509+4O\nYEuVqDRW8vru1+nh3YPru17f6ByVpKK7d/cGkWGA56+O44vbBuPtouWZNYn886s9dlHnDkeSoMvl\nMO9nqKmAL6+CjS9D6lbFfrgDWXV8Fd8e/pbFSYubHFNmKGP88vG8uONFjBYjsixztPgoXb26Njln\nfeIp1iee4onJ3Vl1z0j+O60nkb4uLS9o82uQthWmvKXYLbv4nMlpCQQCgeAC47yL4efin2PWT7O4\nff3t/PO3f1JuLD8rO2aBoCOxirAjRUcA+CjhI/Kr83lq2FPNGo309OnJkaIjmC0NI7/juvmz6p6R\nPDOtJ9uOF7B8T2bHLL45gvrAnOWg84bNr8LiqYphR1VRhx3yVJXSa9lqm9wY8dnxAKw8tpJpq6ax\n6eQmSmpKiPWKbXS8LMt8sT2VUC8dd4yObv1icg/C9gXQ72Ylh1rkCQsEAsElw3l/x08uSqavX18+\nm/gZN3S7AYDM8vMgBgSCVuCmdSPUNdQWGf417VeuiLiCPn59mp0X6haK3qxvsi0bwLzhkQyJ9OaV\ndYfRG89huoSV8KFw52Z4LA2mvQvZ+2HRFZD0I9SUt/vhjhYphXDfJH1jc5ADJQ0iIS8BgA3pG2zP\n51bm8sDGBwAaRIb1RjMfbUph7me72JNezJ1jolGrWtkBwmxSUiOcvRVLa4FAIBBcUpxzMTx77Wy+\nO6y047LIFjLKMujn148hQUNsxUcejh7nelkCQauxpjzoTXryq/KJ8YxpcY6TWjHjaC4KqlJJ/HtC\nV4oqDazen9Vu620zOk8YOA/mrQFDBXx/C7weq4jiNmA0G7HIjRcGHi46THyOEvWVUQoQrcxcM5O5\nv87ly0Nf2onhD8d/yHVdr2Ny5GR6+/a2Pb8/o5g5i3by6rrD5JfXcOeYaG4cEt66RRamwIrbFOE/\n+bULsu+yQCAQCM6Oc9pazSJbOFhwEL1Zz43dbySnMocacw2RHpEA+Op8+WH6DwS7tuAMJRCcR2K8\nYvg943euWHEFMjJBLkEtznF0cAQUl7rmGBbtTc8gdxZtS2XmwNCWW4B1JOHD4N9JcHIHx39/iuI1\n8xlsqFQMPBohsSCRJ7Y9ga/OF1mWOZB/gImRE3l59Mt24yyyhRd3vIinoycPDniQZ/56hgP5Bxrk\nSr+5902GBw3n6eFPczD/IMODhzMiZATZJdV8uvkkJwoqSS+sZF9GCT4uWhbc2I+r+4W0/vwO/QAr\n7wAHRxj7hFJQKBAIBIJLjnMqhk2yUpBzrPgYaaVpZFcolrAR7hG2MU3lA5h6HQAAG71JREFUAgoE\nnYWBAQMBKK0pBSDEtWUBZo0M683Ni2FJkrjv8hjuWbKP27/czYdzBuDmdB4LStUOEDmKGZpCCPJn\n45p7ccxJwG3gbeDfw27okuQlpJamkl+VT7h7OGFuYWzP2o4sy0h1TCt+PvEzCfkJPD/ieWbEzkCj\n0vDktif57NBnTImaAkC0RzTPDH+GAQFKa7OkDA0Pf/83idllHMsrRwaCPXSEeOq4d1wX7hkbg4tj\nG97OCo4pqREhA+HGJeDqf9YvlUAgEAguTM6tGLaYUKMUGf2e8but922UR9S5XIZAcFYMDRzKgnEL\neHDjg4DiTNcSjurWRYYBruodxGsz+/DEqoPM+3wXK+8eYScmzxWyLLP08FI2ndxke25qRATDU1fy\n9s6F0OdGmP4uODhSYahg48mNTI6czGuXvQbA8qPLeT7+eU6WnyTcvTZtYfmR5cR6xXJ1zNUATIme\nwtasrSzYt4AF+xYA8NyI5+jn34/SKiMvrE1i+d5MfF0d6R3izqS4QGYNCiXU6wxdFWvKYfmtoNbC\nrC+FEBYIBIJLnHMqhs0WM2rUuGncbB96zg7ONutUgeBCQJIkxoSOYWzYWE6WnSTQJbDFOU4OLecM\n1+X6wWHUmC08vfoQe9OLGRR57nNZ08vSeWXXK0S4RzApchLr0tZRiZkdHr6Yu96CettbUJIO13/N\nEzufp8JYwZVRV9rmW/N6k4qSbGI4PjuehPwE/tn7n7Y+wUWVRoa73csx1wLSKw8yyudWPvjVQF7F\ndtILKynXm7h3XBf+dUXXs0sbKcuGPZ/D398pj2d/D//f3r3HR1Xf+R9/fXInd8gVCASCgNxBglQX\nDUi1W/kp24pKsVLqBbWlWttdu9VV29quYq1abVnbVdHF1rZurahVqC4XxQvKPXIRUBAEQoCEawgJ\nme/vjzMJCQE5QZwJOe/n45EHmck5Z77zfsx3+MyZ7/l+M1owrEJERNqkiJ8ZTiCBsWeM5ZnVzwBQ\ndbgqKme9RD6PuJg4Hr3gUd/b+7mA7mhfH9KZqa+uYdq8j3jiW+0j3k8+2vMRAPeOuJf+2f2Zs2kO\nNaEa9h+uYs2QcfTLHwAv3MS2R/ozv1Mu3049g9GZfRv2rx9L/dCihyhILaB/dn++P/f7AJxXcB51\nIcd9r65m+lsbORxywNcg5mJeDLUjO3UPfTtlUNIrh8nnF9Gv0+e8qHbtbG9YxIEdUDQSxv7G+1dE\nRAIvosVwbagWw7iy95UNxbCfi49ETnefdQHdrA2z2FW9i6v6XNXk/pTEOG4Z3ZNfvLKax+Z/zE0j\nexz3+PM3z+fcTuee0qXMN+zZAHjDmMyMxLhEampqAFhctph+/SdCbh9eePNO3P4PueLDBbB6EAy5\nCgrOJj2jCzEWw9YDW5m2bBqPXvAoVYerOCd/FHOXJXPnhwv4YMtexg/rwoThXWmfnEBCXAwJsTGk\nt4v3PzXa8eze5C0esnYWrH4RsnvDxJnNxjqLiEiwRfzMcIekDnTL6MaC8QtYW7lWxbAEwmedGf7T\nh39ixY4VjOk+hsykzCZ/u3ZEd1Zs2cP9s9ewrnwfJb1y+Eq/fJLijyzwsXzHcqbMmcLVfa/mtmG3\nNTu+c44X1r/AmKIxvhe0CbkQczbNITc5l9SEVADi7MjbxaLti5jYbyKhnN7MZD/DOw6n4JI7YMFD\nsGQGLHoSA0LdveERC7e+w6ZtSwFYUJrO67vWM6BzBvePG8gVxV18tcm3ulpY8LC3eEioFhLTvdki\nRvwA4rSgj4iINBXRYrgmVNMwdjAjMYNh+cMi+fAiUdNwAd0xZpMoryqnNlTL3zf8vdnZ4ZgYY+pl\nA0iIjWHOmu08v2QLhVnJTJ80jKKcVCqrK3l0iTdcY/mO5cd87Dmb53DX23exed9mbj7rZl/tnbd5\nHqU7Sxnfe3zDfXEx3ttFfko+S8qXEHIhFm5byJb9W7h5yM3Qobt3Qd1X74e9W6DiY3j7BwDUuMO8\n+tzXoX0GF2XW8OPrLyAvo52vtviyrww+nuedDV79EpStgP6Xwfm3QXYvrSgnIiLHFdliuK6Grmk+\nJ8MXaUMaLqA73PTMsHOO7Qe8ZYmfX/c8E86c0GxscHJCHL+6YhChkOPN9Tv5wZ+Xcc1T7zPr++cz\n9f2pLCxbCMDeQ8de3e5A7QEAtuz3v5DHtgPbALhp8E0N99UvN31h4YXMWDWDG167gW7p3UiKTWJ0\n4egjO8cnQVYPXIcieDu8byieZzJygBqu3vEUeU++ApmFkN4RLAZCdRA6DHFJ0KHIm/M3p+kqc83U\nHPAWzVj6DCyeDnXeEA4yC+GKGdD3Ut/PV0REgiviY4YbT7EkEhTHOzO859AeakI1FGUUsbZyLat2\nraJfdr9jHiMmxijplcOvrhjEpOnv89clnzYZg1xRXdFsTl/wPoSC1//82nVwFzEWQ2bikWEbecl5\nlB0oY1SXUcxYNYN3t73L4u2L6ZHZo+H5AWzaVcX8dTuY/UEZhyr/mcy8RVzQ40v8fcPLAGSV/Dts\nXemdPf70fXAOYuIgJhZqq6H0LzDvPyE5C7J6ekVtp7MgLd8rmtf9A97/b+/MM4DFeuOUz74Bss7w\ninERERGfIloMAzozLIFUXywePWZ4e5V3Vnhi34nc9959PLTkIa7pfw3ndjr3uMcq6ZXDoC6Z3PnC\nB/QfVNdw/96avaypWEOfrKYXiFVUVwAtK4Yrqiton9i+YfozgF+V/IrXPnmN4rxixvYYy8yPZlIb\nqm1YNGdzRRVTZ63h5RXeWeXOme344Tk3Mvn8Il775LUjxXDx9ZCQdvwH318OK/8G5atg8/sw+/bm\n2xScDYMmQFYRFAyDTL2viIjIyYl4Mdw+qX2kH1Ik6syMxNjEZsMk6ovhHpk96N2hNwu3LWThtoWU\nfqv0mMd5euXTrK5YzTPX3sN/vrKGv23ZQXx6+DEw5m6e26wY3nVwFwC7q3f7bu+u6l10aNd0buO8\nlDy+2febAPx8xM9Zt3sdq3atIj85n7I91Ux4/F127qvhhpIixg/rSres5Iaz1CM6j+Ds/LNJT0gn\nNT71sx88NReG3+D97pw3HrhsBVR5z4OOgyGv7/H3FxERaYGIF8PpCemRfkiRViExNpGDhw82ua+8\nqhzwhiB0Tu3ccBFcXaiuYYxuYw8segCAcT3Hce/Xi3n3D3XsPAzfG3Anb5a9xLzN8/jO4O802af+\nzHBZVdlx27Zt/zbufe9eKqsrmTJkChXVFc0WwwmFHCu27OHTyiqqa0Oc0+EbrNp1J68sjmfa8/9H\nUnwsf5r8JQZ1yWx2/OT4ZJ74yhMniqg5M29ccbpmnRERkS9GxIvhtM/6elSkDUuKTWo2TKK8qhzD\nyE7OpnPqkdXQKg9Vkt0uu9kx8lPyKTtQxksfv0RxfjFJSVWEtg1i8coiRg4eycNLHmbb/m1Nloje\nVe2dUa04eOwxxYu3L2bSrEkNt6/7x3XEWRwXdbuo4b6lmyqZ8selbNnduJiPx+JupzCvM1MuyGfM\ngI70zlf/FhGR04uKYZEISYxLbHYBXXlVOVntsoiPiSc+5siCGTuqdjQrhp1z7Dm0B/CmPgu5EHsO\nVTKo0wBmv7edDpndAJi7eS4T+kxo2K/ioHdmuCZUw8HDB0mOT25y3I/3fNzw+/SvTOedbe/w5AdP\n0j6+gLtnfsCyzbtZuXUvHTOTePjKwfTtlE5iXAyVVbUkxMbQp2OaVpEUEZHTVsSL4ROOFxRpo1Lj\nU9lb03T6s7KqMnKTcwGajPXdcXAHfWg69ndf7T4OHj5It/RubNy7kTc+fYN9tfsYM3gAXV0Xnn1r\nMxk9c/nzqlcZ3/sbxIRXcNtVvYv4mARqQzX8dv4yitp35asD8klO8Lp/ZXVlw2PEHy5kYEoh3+x4\nHv/10iZiYzYztLA9157XnRvP70H7lCOLVhQ2HUUhIiJyWopoMRxrscccBykSBIXphZTubHphXHlV\nOQWpBQCM7DKSx778GDe+fiM7D+5stn/5AW988dC8oWzcu5GHFz9MYmwiY4rGMKFPBhf2zePO+cV8\nvP8Vzn30Efpl9SUpJpPdtbupO9iZ2HZb+K8FpYSqK3nq7Y3cfUlfirt1YOv+rQAkHzqXsb95r+Hx\nSnrl88txA8lN11RlIiLSdkW8GBYJqqKMImZvnE314WqS4pJwzlG2v4yhuUMbtinOLwaOXFjX2NYD\nXtF6Vt5Z/HXdX/loz0eM7TG2YQnn0X3y6FvwfS56/hUOZD7O4kP5ZOyZAlkwOL83pXu28PtJZ1Kz\nrxd3zVzJuMfeoVtWMnszS6k73JVQxeVMvawXPXJSyU5NpLDRbBAiIiJtVUTXKG08Z6lI0HTP7I7D\nsXHvRgB2HtzJvtp9dM/o3rBNYmwiHZI6UHag+cwPy8qXEWuxlBSUEGfe59jxZ45vsk3HtI7kp+QD\nYAk7+d2k3gBc0GMAAAfr9nLxgI68edsovnthJi7vCWoT1jIgtw9zfljClcO6UtytA92yU1QIi4hI\nIES0OtUQCQmynpk9AVhTsQaA9bvXA94cw411SunUMHShsUXbF9Evqx8ZiRkUpBXQN6sv/bP7N9tu\n2uhpABSkFjRcPHdG5hkA7D7kzTXcLiGWLTHPUR27jlvOuoXpl/6MtKT4ZscSERFp6zRMQiRCumd0\nJy0+jeU7ljOi8wgmvzYZaF4Md0ztyLrKdQ23H1z8IM45SneWMrHvRAAeKHmAlPiUYz5Oz/Y9uarP\nVcxcP7NhWrXC9ELiYuJ4bu1zZCRm0D29O0vLl1KcX8x1A677Ip6uiIjIaSGixXBBWkEkH06kVYmx\nGAbkDGD5juX8esmvARicM7jZ4hadUjrxxqdv4JxjaflSpn8wveFvw/KHAdC7Q+/PfKzsdtnsr93P\nkx88SWZiJh1TOvLTc3/K46WPc8eCOxq2y0vOO1VPT0RE5LQU0WEShsYgSrANyx/Gusp1zFw/k0n9\nJjHj4hnNxuZ2SevCobpDlO4sbTL7RKzFMiR3iK/HyWmXA3hDMX4x4hckxSVxaY9LmTl2ZpPtVAyL\niEjQ6Yo2kQj6p07/BED7pPZMHjj5mNtcXHQxOe1y+Nk7P2u42A6gX1a/4w6NOFrHFG8Fum/3/zbn\nF5zfcL+ZMTBnYMPtnOSclj4FERGRNkXFsEgEndnhTL7c9cvcPvz2467GmJaQxh3D7+DDyg+Zuf7I\nmdz6adf8GJo3lGmjp3HzkJub/W3a6Gn0yPDGKevbGhERCTpzzkXswYqLi92iRYsi9ngip7Nb597K\n65teZ2SXkaTGp3L9wOspyig6JcfeUbWDX77/S+465y5SE7QqpIiItD1mttg5d8IzSRFfjllE/Pnx\n8B+zaPsiBmYP5PqB15/SY+ck53B/yf2n9JgiIiKnIxXDIq1UbnIusy6bRbu4dtFuioiISJulYlik\nFfN7wZyIiIicHF1AJyIiIiKBpWJYRERERAJLxbCIiIiIBJaKYREREREJLBXDIiIiIhJYKoZFRERE\nJLBUDIuIiIhIYKkYFhEREZHAUjEsIiIiIoGlYlhEREREAkvFsIiIiIgElophEREREQksFcMiIiIi\nElgqhkVEREQksFQMi4iIiEhgmXMucg9mtgP4JGIPeHrKBnZGuxGnCWXln7I6MWXUMsrLP2V1YsrI\nP2XlX6FzLudEG0W0GJYTM7NFzrniaLfjdKCs/FNWJ6aMWkZ5+aesTkwZ+aesTj0NkxARERGRwFIx\nLCIiIiKBpWK49fl9tBtwGlFW/imrE1NGLaO8/FNWJ6aM/FNWp5jGDIuIiIhIYOnMsIiIiIgEloph\nEREREQksFcPSqpmZRbsNIkGkvicSPep/kaViOMLMbKSZnXACaGmQVv+L3hyOT9n4o/7XIup7Pikf\nf9T/WkT9L4JUDEeImf2zmb0BXAUcinZ7Wjszu9DMFgAPmNltAE5XezZjZmPN7GlgULTb0pqp//mn\nvuef+p8/6n/+qf9FR1y0G9CWhT/NGXAl8DvgWufcc9FtVetnZgXAT4D7gHnAn8wsyzn3IzOzoL8x\n1GdgZqOAe4Ba4Bwz+8Q5Vxnl5rUa6n8tp753Yup//qj/tZz6X/TozPAXpP6F65wLAVuB/wHWh/92\nhZkVmFl8/bZRbGqrcFQGZwKlzrmXnHP7gN8Ct5pZr6C/GRz1hrgB+Arwb8BwYGDUGtbKqP/5p77n\nn/qfP+p//qn/tQ4qhr8AZjYFeN7MfmBm2cACYAUwzcw+BC4HHgWm1e8SnZa2Do3yutXM0oG1wAgz\nOze8SS6wErgjvH0g8zoqp3zn3Ebn3Dbn3BxgO1BiZp2j3MyoU//zT33PP/U/f9T//FP/az1UDJ9i\nZvY14FvAI8AA4KfAGcDLeF97jHfOXQ5cA/yLmQ0Nf3oOpKPyGghMxRtT9hAw2czeAi4Cvg4MNrNu\nQfyEfIyc/sPMBjfa5A9AL7wzVI33C9Sbp/qff+p7/qn/+aP+55/6X+uiFehOMTO7D/jQOTfdzAqB\nK4DezrnrzCzJOVfdaNv/Bp5xzs2PVnuj7Rh5XQkUOeduDH+NNsQ5956ZxQKPAT9yzlVEs83RcIyc\nxgH9nHPXNNrmFiAD70zMMOfc1Oi0NnrU//xT3/NP/c8f9T//1P9aF50ZPklHf+JvdPtjvCtmcc59\nArwIpJvZpUe9EdwJ9APWRKbF0dWCvGYCHczsa865Wufce+Ht7gFSgH0RanJUtCCnl4EUMxvbaPNn\ngeuAPwPZxzpeW6H+55/63slT//NH/c8/9b/WScXwyWuSXaOvL/4XqGr0JlkGzAX6ApjZeWY2F+8r\ntcucc9sj1N5oa2levQHMrKeZzQT6A7c652oj1N5oiW984wQ5zQP6mCcV+DVQCgx0zv3bUfu3NS3J\nKej9r6VZBbXvER7jSvhsnPrfcbQwp0D3v5PIKrD9L5pUDLeQmZ1tZs8A95rZADOLCd9f/0KvAJ4H\nvmNm5pzbA6QC7cKH2Ah81zl3tXNuW+SfQWR9jrySwocow8vr0rb8xmlmxWb2HPBLMxtRn099Xp+V\nU/jNtRq4xTk3pi2/rj5HToHrf5/nNRU+RFD6nplZspk9C7wA4Jyrq/9b+Hbg+9/nzClQ/e/zvqbC\nhwlE/2stVAz7ZGYxZnY38DjwKt4czd8lPNl6oxd6MvAPvOlkfm9mnYAhQE14u83OuVWRfwaRdQry\nqg1vt88592nkn0FkhN8078MbE/Yy3lXpU4CuAPUXl/jI6bBzrjzyzyAyTkFOgel/p/A11ab7Xj3n\nqQrfzDGzm8D7wF5/Fi/o/Q8+d06B6X9wyl5Tgeh/rYWKYZ/C/4FsAiY55/4A/AIoBGLrtzGznwB/\nA/KAH+L9J/RHYDfeJNqBobz8Cb8xzgcudM49DUwHHLCjfhsz+xnKSTn5pKxaJvzhoSNeBtcCN5lZ\nZqMP7MoK5dQSyuo05JzTz3F+gBJgeKPbSXgfIBLDt/8CXBL+PRfvxdzjqGMkR/t5KK/W9XN0To3u\nPw/4BHgHeBgYhfe12R+BM5STclJWpzYrIKbR/S8ABXhz4N6H9+E9Re9TyklZtf2fqDegNf4AaXhj\neSqAJ4EO4fut0TbxwNtAr2PsHxOJdraWH+V10jm1b/z88a6uHhX+fRLeqk3dlZNyUlZfXFbhv/UC\nHgz/fgmwF1h+1P6ByEo5Kasg/miYxLHVAHOAb+KN5xkHza4MPhPY7pxba2ZpZnY2NCxDGbRJxJWX\nP0fndDkcGcPpnFvpnJsb3vYNvDfaWvDGYCsn5XQMysq/Y2YVthXoaWYvAg/gDTPZUP/HgGWlnPxT\nVm2EiuEwM5toZiXhcT2H8C78eh1vecRiM+sV3i4uvEsW3rQok/DOeA4IF3Ztciqdoykvf1qQ09Hz\nkV6I1z/3wZHipq1STv4pK//8ZoX3IWEb3tyvQ51zlwAFZjYU2n5Wysk/ZdU2BXoFuvB/Fvl443dC\nwEd443lucc7tDG/TE2/JxGrn3M8b7Xsv8CPgKeBh59yKyLY+8pSXPyebk5kl4o3xnAp8irfiUJud\nlF45+aes/GthVoecc/eE78tw3vRWHOt2W6Oc/FNWbV9gzwzbkSlO0oAtzrnRwE14Y39+X7+dc24d\nsBjoZGZnmDcdCsBLwDecc9e05cKunvLy53PklIj3JrsduNs5N7YtFy3KyT9l5d9JZNUxnFU7vLmC\nG8/D3GaLFuXkn7IKhrgTb9K2mDfx/D1ArJm9AqQDdeDNfWve+vJbzazEhddMd879zcz6ALOAVDMb\n5Zx7O0pPIaKUlz+nIie8C51K8VaxapOUk3/Kyr9TlRWwui1/fa2c/FNWwRKoM8NmVoL3ya09sB7v\nhV4LjLLwBV3hF+1Pwj/1+10O3IG3VOJA59zqiDY8SpSXP8rJH+Xkn7LyT1n5o5z8U1bBE6gxw2Z2\nHtDNOTcjfHsa3hmTg8D3nHNDw19n5AKP4I2v2xDeD+fcm1FqelQoL3+Ukz/KyT9l5Z+y8kc5+aes\ngidQZ4bxPun9Jfz1B8BbQFfn3FN4X4V8L/xprwA47JzbAN4LO6AvbuXlj3LyRzn5p6z8U1b+KCf/\nlFXABKoYds5VOecOufCSiHhTDdUvUfptoI+ZvQw8CyyNRhtbE+Xlj3LyRzn5p6z8U1b+KCf/lFXw\nBO4COmgYGO/w1gV/MXz3PuB2oD+wwTm3JUrNa3WUlz/KyR/l5J+y8k9Z+aOc/FNWwRGoM8ONhPCW\nB94JDAx/wrsTCDnnFujF3Yzy8kc5+aOc/FNW/ikrf5STf8oqIAJ1AV1jZvYlvJXQ3gamO+eeiHKT\nWjXl5Y9y8kc5+aes/FNW/ign/5RVMAS5GC4ArgYedN6SivIZlJc/yskf5eSfsvJPWfmjnPxTVsEQ\n2GJYRERERCSoY4ZFRERERFQMi4iIiEhwqRgWERERkcBSMSwiIiIigaViWEQkCsyszsyWmdlKM1tu\nZj80s898TzazbmY2IVJtFBEJAhXDIiLRcdA5N9g51w9vudevAnefYJ9ugIphEZFTSFOriYhEgZnt\nd86lNrpdBLwPZAOFwAwgJfznKc65t83sXaAPsAF4GngEuA8YCSQCv3XO/S5iT0JEpA1QMSwiEgVH\nF8Ph+3YDvYF9eEu+VptZT+BZ51yxmY0E/tU59//C208Gcp1zPzezROAt4HLn3IaIPhkRkdNYXLQb\nICIizcQDvzGzwUAd0Os4210EDDSzceHbGUBPvDPHIiLig4phEZFWIDxMog4oxxs7vB0YhHdtR/Xx\ndgO+55ybHZFGioi0QbqATkQkyswsB3gM+I3zxq5lANuccyHgaiA2vOk+IK3RrrOBm8wsPnycXmaW\ngoiI+KYzwyIi0dHOzJbhDYk4jHfB3IPhv00D/mpmE4FZwIHw/SuAOjNbDjwF/BpvhoklZmbADuBf\nIvUERETaAl1AJyIiIiKBpWESIiIiIhJYKoZFREREJLBUDIuIiIhIYKkYFhEREZHAUjEsIiIiIoGl\nYlhEREREAkvFsIiIiIgElophEREREQms/w8V5zl1nZiMcQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1fd462439e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# извлекаем только цену закрытия MSFT\n",
    "msft_close = close_px[['MSFT']]['MSFT']\n",
    "# вычисляем 30- и 90-дневные скользящие средние\n",
    "ma_30 = msft_close.rolling(window=30).mean()\n",
    "ma_90 = msft_close.rolling(window=90).mean()\n",
    "# записываем в объект DataFrame, серии которого\n",
    "# будем визуализировать\n",
    "result = pd.DataFrame({'Close': msft_close, \n",
    "                       '30_MA_Close': ma_30,\n",
    "                       '90_MA_Close': ma_90})\n",
    "# визуализируем все серии на одном и том же графике\n",
    "result.plot(title=\"MSFT Close Price\")\n",
    "plt.gcf().set_size_inches(12,8)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Сравнение средних ежедневных доходностей акций"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Ho/OQ4nWr/Njy8m2dpLtruLZjNPJeBVxW/jfU1WnFBJTWdL2kb5Z//6akobCT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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1fd46333080>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# визуализируем взаимосвязь между ежедневным процентным \n",
    "# изменением цены закрытия MSFT и ежедневным процентным \n",
    "# изменением цены закрытия AAPL\n",
    "plt.scatter(daily_pc['MSFT'], daily_pc['AAPL'])\n",
    "plt.xlabel('MSFT')\n",
    "plt.ylabel('AAPL');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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TZrbA3U+Y2QJJp6r8+XHrAwASFncoaZuk9dH79ZKeb3B9AEDC4gbDA5JWmNkhSddH+zKz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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1fd462b4630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# демонстрируем идеальную корреляцию\n",
    "plt.scatter(daily_pc['MSFT'], daily_pc['MSFT']);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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5ss7+8TQuRebQRIb37eypK6T4PQq5ikFz0E1L0M1UtopuOnrrhmVfcYDUYhmQ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7sWz5+OEy8ozOYURBG21pH9YWN1WSLGUiV002Z9+7WPYS3LZjpXIRpwM9gWIK9EccviXd2M5VrE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\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LJvWm8v/5MwtUGw4+IsBhKi94br7vI/mr0x1cDRK06DqFmihyhzNhXjybpTcZZKHceEcK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\nYS5JXP1qpm8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ZVqZIiREkQRI5NzrHm/PJaT+c25eIjUYgCNL8V6HQQKdzzz3nPc/7PP/A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f1iKiQ4zZOLhVK90zFXXbsKFZNMUcO9hE656KRimDZ399bz0QPtlHULj0uiMegIzCXBCfi6\n0jCkB/oaaIs4gnb/OucFf+f4DG0RDztabhyFUhAEfv+J7Tzy33/Ef/3eAH/84d037LGuBfFsGdsG\nG5tEXrugEPepMk/uablgU/XR/e3MpMtIooBfleiKOZtclyyhGRYHuiIUNQOPS6Z3A/n334wj9heB\nv6/+e04QhL+3bXvpLOn3gfcA24HfA/4V8Me2bY8IgtAL/DHw4erP/lvbtp9eu6e+HI1BNwe765jP\nVZZZD6YKGl99fQLTtvnwLW00Bt3cuqmOkm5xR0+MuzbHEASBfR0RLNtGkcRa4X4x+FR5w3jyrjZ+\ncGrOCT9oCfLeHU3s6wzzwWIbJ6cz7GgJsaPF4Wj+H+/t49hEhraI54JO50bE7T1RNNOizueiLeKp\nxcAvYipd4unTcVySyEcPnOPEiaLAvvYIIGBZNnuWFJNP7G4m5HHS/vZep3h5tXDbpjpeGkogCgKp\ngrYq3ZvF9+rerfW8MpykJewh4nPx0PZGjk6kaQ65L+pcJAgCe9sj7G2/UOjkdb3zz8OzcznmqoKo\nT9/eueyYC3td3Le1nql0iYObnEmEbTtWYwe66pYFZ3xgXysj8wW2twTXZRGezFf46htO6MfiOg3n\nROIA9QGVO3tjzGXL3NET42B3lIHZHHvawjQG3TW+/CJUWeID+5yp1M7Wd4dWZSXcvSXGC2fmGZjL\n8+UjEzzQ11Bzgrqz2gmO+lw1gwOPy9l8H+qOsqctzFvjC8QCKjG/esG6txIUSWRHy/o/LxP5CocH\nE/zsnTdeM7C5wc9P39HFX704ws/c2XWBoP1mYk9VXyKJAtvPE+UapsXX3phkNlvm/q0N7GoN1T5/\nRRZ5354Wzszl2Nsepr3OS1PQTVEzuKUzgiKJPLKz+Wa8pOvCzahWDgG/Ztu2KQjCUaAPOAYgCIIX\nKNm2nQNeFQThvwDYtj1S/V0dWEo6+y+CICwAv23b9ttr9gqWYKXx0liyUBuRLI53vS75ApP9fNng\n2GQGzbRoCrnfNSLMq0X/TJbxVJHXRlKYls1ju5pr/5Yi6Fa46x2Ujhj2unj/3lbgnB3mtuZgLZVs\neD6PZlhohsXEQpGQ99yFSBAEbum4sJCUJfGq3DLWCosdkTNzueu2vTsymuLFwQSbYj6e3NPCE7vP\nFUt+VV7Rr//HOIczc3mCHoWgR6HOd+GmaF9HpOZ6kS5qfPX1SXTL4kP72pYFaLWGPbRepehuLTGW\nKtYmmiOJAh6XxFeOTFAxLD6wr7X23A8toT7VB9TLHp/tdd4N4eF8I9EQcHPPlgbGUyVsG/pnc7VC\nPORVLli7l8Ljkmri66eOzXA2nuO2rgsF2RsRf/vKGLpp85O3rl6Qz6Xw6w9s5quvT/BH3+7nCz93\n25o85pXArUg8epFjIF3V1AE80z/H8wPzNIVUPnxLG7IkLpuUA+xqW/8bsMvhZpCpwkC2+nWm+v1K\n9wGcP6P+I+Cz1a8/a9v2fuBXgT9d6YEEQfglQRBeFwTh9fn5+et+4leK3sYAjUE3Mb+LvqaLL9rj\nqSK5skFFtxiKX16w+W7FrZvqyJZ0WsJuBmZzy4RR7xacms5i23B6JlsT625vDlLnc9EcctO9gX2x\nm0NuNsV8BD3Ksu79tcJ5j5xNcPEqBKA/hoPdbSGCHoWumJfm8KU5lmNJx56wolsMzefX6BmuDnob\n/DQE1do6PVFdjzXDYjC+sV7LekTU52JrU4CAW16xKXA5LFqJ2jacmsle/hfWOVIFjb96cZQH+xrW\nzG437HXxGw/28sMz8/zozNrVQNeDOu+540aVRSzbZjpdZmGDBdFdDW5YR1wQhCYc+slSzOIU30Ec\nDngQSC+5f/G+RdSuooIg/BZwyrbtwwC2baeq/z97sRGPbdufAz4HcODAgTUjDftVmU8c7Ljsz22q\n91E/qaKbFn3NN180t15xqDuKIomOcLMxsCHtmK4Xt3SEeWsizY6WYG2kGfWrK/r0bjTIksgH9rWu\n2t/b1x7hxaEE3THfhvGRXU9or/Py83dtuqKf7Wnwc3wq46xhl2g6rEcEzkv6dckijUE3Zd1k24/X\n4+uGKAqX7HxfDooksrc9zMBcrjaB2cj44++cplAx+N1H+9b0cT91eydfeHmUP/z2ae7cHFuXNLGl\nWHrcnJ3L8Wx/nOawh6jv8qLdjYobdpWybXsWuO/82wVB+DfAg4IgfAXYC/Qv+Z2CIAgeQRD8OBzx\nU9XfeQ9wB/CTS/5O0LbtrCAIsRv5Om4k/KrMJ9/FMdtXg/2dkXUfTnAjcbA7ysENENW7HrCrLfSO\nGFduBLyT1jCv68oaKD/G2uH+voZ1SaW7Wnzv5CxfeX2SX7m3Z5nn9VpAlSV+55E+fu1Lb/H1Nyf5\n6IG1ocWsBnobA2v+ft0M3IzW4l8APwW8APylbduaIAh7hf+fvfcOsuu+7jw/N7wc+3WOaDRyBkEQ\nAAVmUpRkKliybEtyGgdZnvF415511e5OTc3OumrsmbW99tiyXZbXHttKlpWoQEoiKeaInEN3o3N6\nOb+b790/7usmQAQCFNABeJ8qFhv9+vX73V//7u+e3znfc44g/Hr99f8KPAv8d9zETHClJ6txkzv/\ntv69PxYE4TXge8D/sWijb9CgQYMGDRo0uA7miir/+zdPsLU7yn94//olGcMT2zrZ2RvnT350/qq1\nuxssHYvuSXYcpwR8+B3fOwYcq3/9HPDcO17fcIXf87lbOMwGDRo0aNCgQYP3jGnZ/N7XjqEZNn/x\nqbuu2IF1MRAEgT/42BY+8dev8x+fPMnnP33XbV1+daVx54ltGzRo0KBBgwYNbiGO4/AH3z/DGyNZ\n/uBjW67ZsG8x2N4T5/fev56nTszylQMTSzqWBpeyIrXVDRo0aNCgQYMGy4mqZjJTUJgrqXz90BTf\nPT7DZ+9fzc8uE132bz24hrdGc/zn75ymNezj8S0d7/6mBrechiHeoEGDBg0aNGjwHiipBt8+Ms0a\nMGJBAAAgAElEQVRXD0xwbq688H2PJPB7j63nf3l07RKO7lIkUeCvf2EXv/B3b/JbXzrMv3toLZ97\ncOCqzc0aLA4NQ7xBgwYNGjRo0OA6sW2Hk9NF/vXQJN8+Ok1Nt9jeE+P3H1+/0O1xTVv4pnQJvtmE\nfTJf+ew+/tOTp/j8C8P83SsjPLC+lfvWtrB3IMH6tsi7djJtcHNpGOINGjRo0KBBgzsa1bD55N+8\nTtgvE/F7CPskQl55oReBZtrUdJPxbI3TM0UyFR1fveX6L+1bxY7en7wZ2WIR8sn82c/v5Nf2r+ab\nR6Z49kySZ88kAYj6ZTpifizboaiYaIaFYdv4PRLf/e37lnjktycNQ3wRyFY0Do/n6U0E2dQZffc3\nNLipqIbFGyNZAh6JvasTd1S2+GxR4cRUkXVt4SVPFlpMhlMVLqQr7OyN0x69dnfIBj85pmXzxkgW\nAYF9AwnkO6Dp1vw1A9w70HxHXPNiUKjpHBzL0xnzs7V7MfsBOHhlkVxVX+gYW9XMhe68XlnEL4v0\nNAW5f10rD6xv4eENbcSDK7fRzHzPhf/rI5uZyiu8NZrj6ESeTEVDEgViAQ9+j4RHElF0i1hweUhY\nhpJlRjJV7uqL0xZZ+ft7wxBfBH58NsV0QeHMbIneRJBwo9vfonJ4PM+xCbeBayLkZf0d0CBgnh+c\nnKOoGAzOlfl3D69d9l3VbgaGZfP0yVks22GuqN4W3UeXOyemixwaywMQ9svsXEHewffKyYuv2Sff\nFt0flwMvnE8xlqlxarpIT1Ng0Qxdv0fiK5/dd9n3LdtBgNtariEIAr2JIL2JIJ+8u2eph3NNVMPi\n6ZNz2I5DqqzxS7dBQ7HGEX4RiPhdw9s9Wd6+N/NyZX7+BYE77hAUDbgejJBP5jZ+jlyCJAgEvRIA\n0cCd9fdeKqIXJXvN32+3OxcnuM3fZw1+ciI+dy59HhGfLC3xaNwEx9vZCF9pyKJAyFff32+Tveb2\nuIplzvs3t7O+I0JrxLcsNpY7je09cZqCXnyySNsdJlP4yI5OJnMKXXH/HSPJEUWBT+/pY7ao0pcI\nLvVw7gjWtoX5+Xt6EQTojAWWejiLwvw1A3TF74xrXgwe3tjGQGuI5pCPgLfxvGxwKbIk8qk9fSRL\nt8/+LjiOs9RjWBRaWlqc/v7+Rf9czbTdlrICJIJe5GXuER8bG2Mp5ul6sWyHbFXHcZwF/dpSsdzn\nClyZRr5mgAPxoGdJOrst1TxlqzqmZRP0yivGS7sS1tQ8DpCr6Jj24s/xSpinsmpS001kUSQR9rIU\nO/9KmKeLKSgGmmHhlUWaFll7vRLmSjUsioqBIAg0h7xLIjVcCfO0XDh8+LDjOM67PnRXxtPpJtDf\n38+hQ4cW/XNfH87w1mgOgMc2tbOtZzGTT26c3bt3L8k8XS/DqTLfOz4LwPaeGI9ual+ysSz3uQI4\nOpHnxfNpAPavbWHP6sSij2Ep5qmimfzdyyMAtEZ8/OIK0RGuhDU1T0k1+PtXRgFoj/r5zN6+Rfvs\nlTBPX35rnFRJA+A37l+9JLWaV8I8XczfvHgB1bCQRIHfeWTtokbxVsJcvXAuxbFJN9/pie2dS5Lv\ntBLmabkgCMKR6/m5O8YQXyp29MZJVzS8ksiGjjsnSfBWsbolzJauKFXdZPeqxTcqVxqbOqPMFFRs\nx2HbolYgWFrCPpn71rUwmqmyb3XzUg/ntiTq9/C+Nc2M52rcO9CY43fywLpW3hjJ0t8cajRMuU4e\n2djG8akCmzujd4yU7kbYtaqJgqIT8soMtISWejiLSlEx+N1/OYokivzFp3cS9N4+5uvtcyXLlJBP\n5mM7u5d6GLcNkig02vLeAH6PxBPbO5d6GEvCPf0J7ulvHNZuJXsHmtnbMMKvyHwVigbXz4aOSMNh\ndQ1iAQ8fv2t5VzW5Vfz1i8O8UI/ufuHlEX73sfVLPKKbR6NqSoMGDRo0aNCgQYNliWU7fP3QFD+1\nrYOHN7TylbcmsO3bJ7+xYYg3aNCgQYMGDRo0WJYcnciTq+r81LZOfvqublJljeNThaUe1k2jIU1p\n0KBBgwYNGjRosCx54XwKWRR4YH0rtu0gCvD8udRt00Rr2XvEBUH4M0EQXhEE4X+84/u/JgjCqCAI\nX1qqsTVo0KBBgwYNGjS4dRwZL7C5K0rU7yEe9LK9J86bI9mlHtZNY1kb4oIg7ALCjuPcD3gFQbjn\nope/C7x/aUbWoEGDBg0aNGjQ4FZi2Q4npgrs7I0vfG/v6gTHJ4uohrWEI7t5LGtDHNgHPFv/+jng\n3vkXHMfJAOZSDKpBgwYNGjRo0KDBrWUoVaaqW9zV97Yhfk9/At2yF2qqr3SWuyEeB0r1r4v1f183\ngiD8piAIhwRBOJROp2/64Bo0aNCgQYMGDRrcGo5OuMb2zt639eD39CcQBDhYb5a40lnuhngRiNa/\njgI3dPxxHOcLjuPsdhxnd2tr600fXIMGDRo0aNCgQYNbw8npIlG/TH/z2zX5Y0EPG9ojC13LVzrL\n3RB/A3i0/vVjwJtLOJYGDRo0aNCgQYMGi8T5uTIbOy7vtLp3dYIjE3kMy16ikd08lrUh7jjOEUAV\nBOEVwHIc54AgCH8JIAjCh4EvAY8KgvDNpRznPEXFYKagXPfPW7Zz2yQbLDaFms5oprLUw1jR2NdY\nf6phMZmrLetNzrBsJnM1NPO93UO6aWMu4+tbaZRUg8lcrbGnXYH5tarqZmN+6mimhXWFpiwzBYWi\nYizBiFYm15qvlb7HOY7D4Fz5it1W9w40U9MtTk4Xl2BkN5dlX0fccZz/9R3//p36/78PfH9JBnUF\nCjWdL705jmE53L+uhd3v0lpbNSy+emCComLw+OYONndFr/nzDd4mX9X5T0+eJFPReXRTG7/5wJql\nHtKKQzdtvnZwgkxF5+GNbZdkpAN8/dAkmYrOquYgn9i1PFsqP3l0mqm8QlvUxy/sXXVD753M1Xjy\n6DQeWeTnd/fSFPLeolHeGZRVgy+9Oc6p6SJ+WeLxLR18cGvHUg9r2fD9EzOMpqtM5Gqsag6xb6CZ\ne9c0L/WwloxzcyV+dCpJ2C/zmT19BLwSAIfHc7w8mMEjCfzivlXEg4378locGsvxylAGryzyi3tX\nEQt6Fl4bz1b57rEZvLLIp+7pu+S1lcJMUaWsmVc0xPesdm2sN0ey7Frh9cSXtUd8JVFWTQzLPd1n\nqzoAuarO1w5O8PTJ2ctOpemyRqFm4Dgw0vDsXpXBZJkvvTnOgYu0YLmaTqaiL7ze4MYpKG/P4XDq\n0vWXrWi8MpRhMFkmXdaWYnjXRa5+n+WrOo7j3nuaafHd4zN8/dDkNb1qo5kqpu2g6BbTNxDFavA2\nk7kaX35rnBfPp6hqFpphk6vqKIbFhfSdtaedninypTfHOTKRv+Lr2YqOYdnMlVRsx2H4DpufdzKS\nrmI7DiXFIFVWF+bv4Jg7f4blUFIaRdEuvseuxLytoZs2JfXS/W5+j6ut4D3u/Jxbq+NKhnhL2Me6\ntjBvjax8nfiy94ivFHqaAuwbaKao6AuejiPjeWYKKjOFPM+fTXLP6gQf29mN3yORr+lM5muEvPJt\n0x3qZlJSDQ6O5njjQpaQTyZd1tjRG8MnSwy0hNjcFeXkVIHNnVG++OY4flnkIzu68HukpR76iqA1\n7GNTZ5S5osLa1hDPnkliWDb5msahsTz5qk7YL19xA1wufGBLB6dmipfoB4eSFS7UDxbHJws8sP7K\nSdrbumNM5mv4ZIneRICnTsxiWDaPbW4n7LvytjiRrfKFV0ZoCnr594+sxSff2WvtjZEso+kqL5xL\n8dGdXexf24wsCkiiwL41zQwmy4xna5i2zUxB5e5VTZdFXm4HRjNVPv/8MGGfzFxJoVQzCHgl9qxO\nLKzLD2zp4PhUgapuMpgss+UOj4De1RcnU9FoCnrpjgf48+eGODdXwiuLfHhbJ/GQl95E4JL31HST\n7x2bYShdYVdvnEc3t9/29+AbI1mmcgqvDGZ4dSjD7v4Ej21qQ5ZcH+q9a5pxHIdYwIth2fzDq6N0\nxf08vrmDbd0xpvIKAY/EQGtoia/kvXFuznW0rW+/8nNo30Az3zoyhWnZC3OyEmkY4jcJQRAuCzX2\nNQc5MJbl7GwJnyxS0SzWt0e4q6+Jw+N5epvcLODmRlj8Ml4eTDOUrJAqq7ThZ117GG/9RnMciAU8\n7F/bymCyTHvU3bAvpCts6Yot5bBXDIIgLEgHvnpggrmiysGxHKsSQUYzVfyyRFPQu6wNp/6WEP0t\nlz5gOmN+vLKIZTv0JoJXeSc0hbwLcpZT08WFyMrxyQL717Zc8T3fPDLNUNI18t+4kOWhDW034zJW\nLKsSQX58NolpOQzOVdjT38ye1e4eWNNN/u7lUSzb5vRMia3dMd4ayS7r9fReeXkwjSDARK5GLODh\naL22cVPIu2BA9CaCNIe9DCUrNAV9JEvLN9K0GHTGAvzyvf0L/64ZFmXVJBbwsLOvia544LL3DCUr\nnJwuMpSqkKvoxINe3neVe/V2YVUiyIvnU0zla2SrGo4Da9tCrG1z11XU7+GDWzsB+MbhKYqKQVEx\n2LWqibaIn1/cd2OSveXG+bkyXTE/scCVZTV7BxJ88c1xTs2UVvTesnKPEMsUw3K1t3/1wjCiIPAb\n9w2wd6AZjywS8Ih0xPwArKvfSKuag/jkxp/hnUT87o23vj3Cz+/pRdEt/valC8wWFURRWNioN3fF\n8EgCIZ9ET/zqhleDqxPySgwly+SqOjXdor8lxO7+BJ99YDXxoHdB9rESaA77+PX7VvMb969m9UVG\nuuM4/ODkLJ9/fojD45fKB1ojXjySgCgIVzQA5lnTGkIQwOcRLzsA3InsHWjm/rUtqIbFRK5KxC8v\nrBVZFPF7RARBoLdeduxqXq2ViOM45Ks6f//qKGdminTHAjy2qZ0ntrlGkSBA6B2RlYBHWjgcrmsP\nL/qYlytzRRXDtPCIAtu6ozRdZc/pTQSJBjxIokA86CHsX/l+xIuv03Ecnj45y1/+eGhB4rR3oJmf\n3tnN9p4YsigS8ku0hH1X/F3r2sIIArRGfDTdJtr681dJ1Jxnb/3g/9YKb3e/8lfyMuPoZIFvH5lG\nMSwU3eT3P7CR33lkLZN5hf5EkEjAQ6aiMZmv0d8S5IltnZeV5WkA969toacpQCLoZbaoMpKpMpSs\nMJlXeHRjO2tbwzy2qZ2T0wVG01Xet7ZlRSajLCZHJ/J86+g0W7ui/Nzu3oV198D6Vg6O5ehLBIkG\nPfzmfQM4AngkkWdOz3FmtsSuvqaryjyWGxfLk+aKKt84Molu2ORrOomQj5NTBe5e1YRqWHzj8BT5\nqs7DG1tZ1RxaOABeiY/u7GZzV5SIz0N7/UB9p5Msa1R1k2JN4MtvTqAYFg9taGVHb5xP7+0jVVLp\nbw5hOc5tISMwLZt/PTTJq8NZHBwcx6E7HmDfmmYeXN+KLIk0h334PCLt0UvXiCAI/MyubnTLvi3m\n4maQq+p84eULpCs6q1pCCILA558fIhLw8Im7umm7aA4TIS//2+MbmCsqWLYbcV6JOI7DUydneOrE\nHL2JIL+6v5/OWADFsDhfl2K8dD5FUTHY3h3j/ZvbWdsWRhIF2qP+q8ovd/TG2dQZxSMJt4VNYVg2\nF9KVa0YeWyM+1rSGeHMky+ceXLlFGxqG+E0mW9bQLZtsVef0TIl/fH2Uu3rj+GSJkE/GtGy+d3yG\n14YyWI5DdzxIe9THmZkSmzqjC5421bB4bTiDRxLZv7YFSVz5N9aNIIoCiaAX23FY1RxEM20k0U1y\n/fbRKSzH4Wd29fDDU3PkqjrpisbatghvjmR4bGM7965tIeSVbosN6WaQLKn83UsXmCqovHUhS9Tv\n4QNb2jk4lmcsU0USBRTT5tH+BLpt45VEJvM1Tk4XSZZUTk0XCfvlFZed/sU3xnjmTBLbtgl6ZXb3\nJ3hgfStVzeS5M0neuJChMxZgKFVZCPceGstxuh7q3PGOcOf8zywFNd3EI4l4llgLeWamxFi2SmfM\nz7HJPPmagWE7DKfLCMCX3hzHsh3WtoXIVHQOjeWpaAbd8SAf2NKBuIL3su8cm+GLb4whCAKKbuH3\nSOQqOps6ooxkqq7XX3Co6Sa27SCKAqphuZEU2d2PbrURfnqmyKGx/LKNQEwXFI5PFljXFuZ8ssSF\nVIXpgkIqIFPTTOZKKjt743zlwDg1zaIrHuDju3qI1b3h3U0r0wAHN7H82bNJnj2dpKQaGJbNULJC\nZyxAwCOxoSPCULLMyekSw6kqw8kKn31ggJmCwnCqwsMb21jVfPVonGnb5GsmUb+Hp+pFIj60rfOq\n0o7lsqdciZF0FcNy2PgueUr7Bpr57rGZFa0TbxjiN5kdvXG29cSYzNWoqianpot86Y0JIn6ZRze1\nUlJMnjw2Q1Ex2NQZYaagcHg8j2pYjGSq/PbDawG3reuJKbc+ZnPYe8dpn49N5nnqxCwhn8xHd3Tx\n2ftX883D0yiGyekZN5P6n98Y48xMCdWwmSkoHBjNIQoCf/7cICeni1i2w9buGPevb71qAt7tTEUz\nyVY0JrI1DozlODFTpFAz8MkiJ6eLxAIevn9ihmOTBVrCPgZaQhwez/PacAZJEDBtt6rBbEGlPern\n9eHMsjXEsxUNw3IWpF/znJ4tkSmrFFWTsFci5Jf5vcfX8/evjvLjM3OIokBFc+s6zxRUPnFXN68N\nZ7Edh9cuZC4zxJeKs7MlfnR6jrBP5tN7+i6TPSwWNd3kmTNzVDSTkVSFTEVHBDrq4fJjUwVM0+bw\neI4NHVF6mgJM5mp4ZJGyarG9N073O+Q/qmExV1TpigfwLmOZnqpbfP3QJKphU9ZMepsCVDWLqbzC\nd45N88L5FI9v7uBbR6eoqhb71zbz8V09fO/4DKIo8LO7e2iL3PpIyhsXspRVkzeXabj+mdNzFGoG\nZ2dLTGSrnJ4tUdVMMlURy4bmkI+SYnBmtMRkTqE96kMUBH75ff1LPfSfmJcG00xkayimhSwJ9DQF\n2djpGpqCIPBT2zqZ7I7ywrkUNd1Cq0fWnz41S1k1eWkwzR//7I4rylMqqsFfPj+MZlq0hH0LVdxO\nTxevqKU/PVPk2TNJwj6Zz+ztI+hdXs/Ic9eomHIxewea+fJbE5ydLbOtZ2XaSctr5m8DuuIB/stH\ntnBoLMv3TsxRUQ1Uw0IxTL52cIqSalBRTURRoKoZ6KZNsqTiOA6dsQBFxTWUmkLuCVYQuONqqU7m\navzT62NcSFXZ1hMjU9EZSpUZTpeZKyr4ZYnVrWEyFR1BEJBEkOoe9IJi4PVI5GsGw6kKsiTi90g8\nvPHdE+tUwy3BdjtIXHTT5itvjVPVLEqqgWbYiEDYJxPyykiiQFPIw3CqSrqsMVfSUAyLqYJCVTMx\nLYdNnRGCPpkntncylVcYaF2eutaZgsLXD01hOw4f3NrBpk63IkVVMwl6JfxembJmYQP5qsGBkSxP\nn5hhpqjSFPLSEvGjGBYh02a6oDDQGmI4VWGgJUyuqhPxy0vuMRrPVnEct0xquqwtmSHukUTC9SpG\nfq9EyCvTFvFRUk1KyQrFeklW23E4M1OkpBjEgx4kXF3vlRLTv354ikxZo7spwM/t7l2Cq7o+vLJI\nPOTFAfa1hnh8czt/+swgHlNgMFmhJxHkleE0mbLGRE5hLFvl0HieHT1xPLLA1w9N4TgO+9e23NJK\nWWtawxybLNB3jWTlpaQp6KVQMwh4JGIBD1G/TFk1MU2b83Ml1rZF6Iz7GMvUqKgmUb+MvoKb0syj\nmzaT+RozBYW9/Qk+taeX1ncczCZzNfJVHa8sopk2uZrOcNq9r0RRwHYcCjX9EkO8WDMoqjo/PDXH\ngdEs41mFaEBme0+M9e2Rq0p4xjK1hT0lU9bpa15e5uD5uTKyKLDmXZ479/S799LBsVzDEG/wNiXV\n5K3RPBGfzKaOKH5Z4sxsCdW0MC2bqmrhl0XWtUc5M1vizHSRmmGxptXgz549T3s0wGf29vHpPX3I\nknDV5IzblWRJZbaoopoWNc1ke0+MlwZTjGXcTSzkk9ne08QjG9rBcRjNVvF7JP7tgwN4PTJV3eDQ\nWB7Ldjfv5vC7H2QqmsmX3xynpls8srFt2XhC3yu6ZVPTXU9vdzyAKMD5pJ9CzWBVc5CP7+zirbEc\nyZKCIDiEPDJrW0MMpSqEfDIeCaYLKoLgduBsCft4bNPyrBJSqBnY9aSnfL2urm27hmBbxM+WzgjD\nsisl6EsE+NrBSVIVHVEQEAGP6Brzm7uibOqMcveqJhTD4tBYnn96fYxEyMuD61uYKaps7Y4RvYaO\n/Faxq6+JXNU1aq9VDeZW45FEPr2nj2RJZSRd4cljM8wVFSZzVRwEvJJId9zPSLaKA8wUFRwHNnZG\n+MSunsv0rY7jUKy5f7NC/f/LFVEU+MOPb+XsbIm7euO8OJjB75GI+SVGsjUKNZ1MSUIxLEzbRrTh\nfL0az8Mb28hVdTySyImp4i01xB/e2MbegQQBj8Qf3bJPee88sb2TmYJCW8TP6ZkikYDMUyfmmCsq\n2A7u3m9Y6Bd1zN3evbL3Y4BjkwUM0yYa8LBndWLBCB9OlTk4lseyHdJlDdtx2N4bQzdsapqJIwhs\n74ljWDb3r29hoOVtw/TkVJFvH51iMFnBKws4Djg4RP0yrREfn31gAI8ociFdIRH0XtK4bHd/EwVF\nJxH00t109ST1peL8XJmB1tC7Rsk6YwF6mgIcGs/xa/etXqTR3VwahvhNYLbupZ1f5KphYVgOsiQS\nC3r4Lx/bykuDKV44m+LFwTRdcT/RgIe2iI+hZJlkWaGgmOSrGj6PjN8r0Rb1cXdfEzMZtw7oxR6w\n83Nlpgs17u5L3Bbe23fS3xyiI+qnLeJn/9oW/B6Jj9/Vw8HRHNN594H37Jk5FMNgdWuI2aKKKMBT\np5P82wfX8K0jrrb+ie1dzBVVOqLXDgcXawZPHpvm3FyZ3qYA0wVlxRviYZ/M+ze3c3amhFeW2Nod\npayZCzKT41NF/vXQ1MLG3xZ2D4uiIFJWDbrjAQJemUxZw7QdqrqFott4l2GS2YaOCJmKhmba7Frl\nGjinZoq8Opwl5JX4uXt6+cGpOaqaSa5q0BHz0xzyIosC8YCHTEUnW9V58VyKbEUj4vPw6OY2zs2V\nGU6VUXSLU9NFuuIBpvLKknht26J+PrO376b9PsdxODKRp6pZ7FmduKH6+yGfzEBrmPaon+8em2Eq\nr6AZNpIo0JkIMNAeoWZYZKsauapBSTXxe8UrttqeD8efnyuztfv6vVmW7fD8uSSdscBCBGQxSIR8\n7F/bSqqscn6uzN2rmpgpKFzI1MiUNcqKQcgnE/BIaIaF3yPikwU0w6Qj5qdYMxbFa7fcZAYX45HE\nBZ3ztp4YL5xL0dsUpKIa9cZQFoohIgoCfo9Aa9jHi4MpvnFkktawj6BPwitJfHxX94pyUkUDMoLg\nRoY6Y67hO5wq841DU3hlkbFsjb5EAEkUeWJbF2dmSoykKxydLKAaJrGAj+OTRYbXVOhrDnJoLM+Z\nmSKG5aCbFrYDsaCH/U3NyJLIx3Z045MlXhpMc2Q8j0cS+JX39S8kpLdH/TfckXgxOZ8sX/eB9Z7+\nBK8MZXAcZ0XmhS3fu3WFcHKqyHNnk0iiwKfu6aUt6qc96mfv6gST+RrvW9OMVxYJeWWmiwqGZSOJ\nEs1hL7GAlw9u7eBfD01S0SyqukVZcxMtBpNlpnIKtuOekj+2sxuAomLwg1OzOI7rCVyu7cd/Eloi\nPn7j/gHmiir39LttbNe2hflvP7Od3/7yYUYzNWaLCt88Mk3E70EWBWRJIOqX+cfXRpmtG9/fOz5D\ne9TP0ydn+Tf7r35SfmMkQ7aiYdk2IZ+80Dp3pdPfHOL14Qxl1eTIRA4BgYpmsLc5wdk5Vztt4xpD\nimmjFFyJVHPYh1eWUA3XSEuEfPQkAtc89BmWzQvnUli2w0Mb2hZaVi8GkihcVtHFI4lkKhrJokpL\nxMtoukamotLdFODegQQf3NpBa9jHhXSFw2N5LqQrDCZt3hjJsqE9wqmZIr2JIJN5956tGRYRv4ws\nLs9w/40ymqny8mBm4d83UhEnXdY4PlmgM+5nuqBg2w4VzSLkdXslPLTebezz9MkZAEqKQdTvofkq\nRtNAa/iGZU9l1eT4ZJETU0U6ov5LPH2LQSzgwS+7h9aeRICjEwJG/aBhOwaW7SBJIrIgcHq2TLKk\n0ZsI8kef2L7oY13OfPvINKdnSkznq3hkkZ6Ql3xVxzBtZFEg6JNpifj48dkkqZKGILitzTd0RLmQ\nqqwoQ3xjR3ThedUe9TOULPP9E7NMFxTCPpkdPTFKqkFL2IskCJyuOxOKNR2/R2K2qJKvBTgzW2Kq\nUOP4ZBFFN+lNBKhpJqdmSkQD8OD6tks8w+V6x03DclANm0VIU/iJqWgmU3mFT++5PufDPf0Jvn10\nmvFsbUWWlm0Y4j8BRyfyfO3gJKphsao5RFExaIv6+fG5JP/8+jiS4BrLbWEfrwynOTZRQNFNrICH\nzoiPjR0R2iJe4iEPZdUgX3X1lbplU6oZTCg1+puD6Ka9kIHvlURXP2bYy9rrcb1kKxqDyQpr2kKX\nJDJt7Y5d5iEbaA3zwa0d/M1LIxg2YDtoFZ2WkIe2sJeXB90El6BHpinkRhzAlQqdmi6ypSt6xdNy\na8SHIAhs6IjyqT19V80wX85kKhpRv6duYKXpiPr4/olZTs+WaArIeD0S3XWP3FMnZhjP1qjpFrIg\nYPN2e3iPKCKLAqZls7olxH3rWq/LU3l2trSQRBsPei9rbnUrqekmTx6dQTEsPrK9k3jQw5GJPC+e\nT+GRRIqaQVPIg+PYpEsaX3h5lLVtIf7Pn9qEZgb40alZgj6ZXFXHdmAyXyPsl5FEwIGqatLbFOSh\nDa3c079413UtbNvhxHQRWRRuyJM8T9ArIwhuc6zr0ZvP5BVeGkrTFvFxZqbIofE8HknE7+7I46AA\nACAASURBVBWpaAY2UNZtJnMVXh3Oki5rJEI+ymoVnyzRFrm5xqdYj1Z76vvhYpOt6Lw+kiVb0djU\nGWVVc4iKalLVTERJwLYcTMctdxgLeFBNi3RZ40+eOc+a1hD/5n2rV3T1mJ+UTEXj+8dneGMkg2aY\nTORcCZPitxBFUHQLWRLxySI7e6IcHs9T0Uw8skBT0EM04GHdMq0Kcy0uTlSeT6YcaA2xrTvGN45M\ncXg8jyQI7F/TzESuhm4YGLaNodoIgsBUrsaf/Ogcj21qx+8VmS2qPLSxjU2dUaYLCg7gkdx1lavq\nPHcmyUBbkIBHojXiozWyMg4u82UcN1zn33heJ35gLNcwxO80Do3lSYS8TORq7OprWkgqOF/PAp8t\nKoxm3JO+TxLRLAvLgbJicmSqSMWwOTKRJ19xw/8RvwdVt9BrDgXFoCseoKyanJwuMl1Q+J1H1hHw\nSnxmTx8zBWXZlqe6EZ48NkNJMTgxVeBzD67BcRxOThfRTZu7+poWyjYals0PTs3y/Lk0unlpiLuq\nmbx2IYftOAgCdEQDiIKAzyMy0BLi1HSJZ88ksWznipKTu1cl6GkKEvLJK7K6yovnUxydKJAIeZEE\n15vwylCZE/WW2umSiiQJHJ8sIksCiaCHVNnt7GfZ7sYd8ctsiEfoiPqZKSpE/B7ao/7rNvJawj6k\nejJRW3RxN/uxTI1kSQXcLpkXMlWePjFLTbewHRPVsIkH3IiUZtg4jkOuqvHbXzlCWTWpaRarW4JE\n/R4Ex0G3bFTd4tWhLLIooFs2mYqbILmYnv5rcWyqwEvn04CbRHije0FHzM+n9/RR061LGh9dial8\njf/2g3MUFYMtXVEyZbfx0+BcAcuxufh2rBnw9Mk5bNsh7JeQBAFJgJNTJQ6N5biQrrC7P/GuCVjv\nRtTv4cPbO2kO+5YkcfXLb45zfLKAZroGkixCQTUBEEwHAXAA1bAJ+GwEXcAjWRwZzzOcqrChPcL+\ndSujLv/NZjhV4QsvX+DoRIGyaqAbFma9r01NN5ElEcO2qRo2Vd3kr18cwbIdTNvBJ4h87sE19Lcs\nz8TxG2FTZwTDsjEtm9dHshwazde91w5Hp4pIAsiShFdy0C0HRXcTziu6xVcOTPDIhjZSFY2/emGY\nP/r4Nn7roTVUNZP3b3Y7Jv/xj84xknbzpz7/6buIrCAH04Ih/i4VU+ZZ0xomHvRwaCy3rBO+r8bK\nszqWAaZlM5yu0BHzU9FM7l/XSm8iwFi2WtcXN3F8qkCqrKKZNhXdrd4Q8XkoWAYCbr3xaa9bN9UG\nRFFEltzyTaLgcGyywObOKHnH4fRMiYpmMp1T2N7rGkaZik6+Zly1HfdKQa4b2tP5Gv/juUFCPpnx\nbA2/x/Vy7a5LU4aSFY5NFJgtuAk9FyMIgmtgAR5ZoDnkxSOKzBVVfJLI2dkSHllk/9qrezPf2Xxj\nJTFTcI3QXFVnd38T6YpOZ9xPS8RHLWviCKDo7vxYtsNcUePio4ztOIiCwC/t62M8pxAJeIj6PTek\nG+6KB/iVe/uxHIfEIobeT04VOTNbZDRTIeiVsewoZ6aLyJK7tuJBHz5ZpFavBOM4Tv0eg9FUBcuB\nkE8i7Jf58NYuXhhMoZs2I+kKVc1ENSxEUUAQQGD5dBgVL4rsvFfH6vWu+eFUhZBXZiJXYyJX49EN\nrZyeKSzsXe+kpruVLgIeGZ/HAhwGUxX+4vkhtnXFqOnWgiF+cCzHudkSd/U13bBnf6k8oofH85ye\nKWKYNqZtU1YNkkV14XUHkEUQ6svFsh1MbNqiXpJFbaH6yvUyka3x0lCa7rifhze0rUgNLLhJ+NmK\nxjNnkkzma2QrGqbt1n4W6ycXjySCIGDV8zRNGwqKiU925Yd+2ZVozBvijuPw47MpZksqD61vXdJE\n5qvhOA7j2RrRgGdhb6xqJkcnCnTEfHREQ3zxzXFE0V07Qa9MpqziOO6BWRAgU9Yu2X0MyyFZUpAk\nCceBQ+N5on4P961txSuLHJ8scHa27Ep8pJW3Xs7PlQh5pctKnV4NURTYvSrBwbH8u//wMuSWG+KC\nIHzNcZyfv9WfczNQdAvdfPfydS+eT3NyuohHEvjMnl6+dXSGbxyeYrqg4JVEqppBPODBchyyVY2I\nX2JLV4LjE3m3Gxuubms4VSYe8BD2yXTF/axpCfP06Tkcx2Fta4hP7enj3GyJC+kK6bLJwfEcY5kq\nAZ/EXX1NDCbLK94Q/+m7ujk0luMHp+Y4fyFbz5Z3/wb717x9bbPFGqOZCh750k3FLwsEvSKGaYMA\nQY8EgsOh8RztUT+nZ8uYtkNb0HvbdrO7f10Lz59LoZpu84udvTYvnE+zuSOK4ECyrJIquxUpnPp/\nF2M7UNEM/p8fDvLhHZ14JZG1beEblpdcfN+8eD7FSLp6SyUqB8dy/L/PnGc4VcEjiWzrjvL8uSSy\nJKCbDo9vaSdd1umM+bmQrpCpakiiRMAjYloOluNee023mC0ofO3QBN3xAKrj4AgCbREf2aqG4whY\ntsNQqsquVc3LIiFoR08MjyTgkcRb3mRoc1eUU9NF5ooKuYrKX70wTEk1QXAjKjIseIABdNP13u1f\nEyVV0ZjKKYT9MqIgUNMtJEHgH14dpSse4MxMEUEQeGUozdq28A0d/m41juNwYqroVrHojiFJIqmy\nynNnkkwXVAzLxnFgrqigv13gAxE3Mc8wHWRJwCeLWI5A0CPz0Z3NxIOeG4oIvDmaJVPWyJQ1tvfE\nV5Quep7xbJVvH51G0S0Uw2Jta4TBZBlDt1F0a2HxmLbN/D/n15SIe6juCPvY2de0kDeULLkJs8en\nCoiCwIHR3LI0xN8YyfLWSA5ZFPjle/uJBT08fy7Fa8NpHAce2diOZTuEvDJdMR9lzWIqpwBuPkZL\n2IvluPMhgOu4E2CmqJII+WgOB/jG4UlCXpmCovPJu3t5dTjDzt4YZ+fKPLyhjapurSiP+Lm5Mus7\nIjck39rd38RzZ5NkK9pV81GWK4vhEb93ET7jJ6ZQ0/nKgQk0w+YDWzrY3OVm4p+aLjKWrXL3qqaF\nTGfFcHdd03aTH8qqwbm5MlO5GrIk0BUPcGKqSK6sY9oOFdXmQrJMzbCw7IseWJqFalg8tKGNnX1x\nXhvKsrkrSr5isKEjwpNHp4j4PYR8bt3ncs1AEGB7IkbELy9sSCuZWMDDvoFmXhpMkyqrSILAuvYw\niZBvof7p0Yk8//DaGKmSRqaiXfJ+1XRQTRNJcL2EqmEznVfoigeoqiZ+r1tOzG2esPxKNF0vk7ka\nxyYLrG+PXBau6024sppcVedfDkwylCoznq1i1ju8GqaDJLAQ/n0ntgOpkk7QazGWqbG9N86Htnbw\n3NkUFc3k0Y1tN5RgVtNdbw/AgdHce77md1LVTF4ZyhDwuG3ER1IVyqrrta5oBkcmCrRH/axqDnJX\nXxNlVWcsW0XRTYaSFWwbZFGkoBjYtnvd8w+3C+kaPlmkqltu0p3j0BkPcu/aBC+ez9Ia8ZGt6Pzf\n3z3NTFHhV+7tv2KTDGChV0DXdXpz3guCINyUJl+pskpJMVnTGrrscJGv6kwXFNoiPtoiPhJhLy+f\nL5JXjAVLSQRcn/fbOEBVtzkwnucX9vSRatOYLao8uL4FWRJ59kySmmbSHvXTHvMzlKzglUW+8PII\nH93RtaQaT9t2+MGpOSbzNXqaAgwlK6TLKn/+3CB9iRD//uEBzs6VyFU1bMe91ouNcHANpVzVJOAV\naQ+7JUO9soBu2kzlFBTd5jvHptneEyfgkd71egdaQkznFVrC3hWZvwJQUkyc+v3m94hYluMmuzq4\n+T51tIvmct4Qt3CjdrmaQVk1yFV1jk4WeOr4DC0RH8mSxprWEKtbl1Yb7DgOFc0k5JURRYGyavDk\nsRlOThWJBWSCXpmqbhLySTx7Zo5XhzL4ZIlEyEt71MfZWYFUWXf3INtBcKCqm5TSJkJ9owp7JUzb\nwbAd0hUdv0fm/FwZzXRoCrq5ZkPJMumyylReIeqTKdYM/vsPz7F/bQtbu6Ikwt5FaSz1XnEch/PJ\nMh/a2nFD77u7XjHryESB929uvxVDu2U0pCl1MhUdrb4jzNcUVnSL584mFyqU/OI+t9TPwxvbiAVc\nDe2qlhCSKDCereKRBCTBwbRsUmU37Ibj6puHUtUreiMdxy21dm6uTL6mE/a5DTJMG354eg7VsOmM\n+on43Ru5JeJjZ28Tv1qvAmLbDrbjXNba1bIdLNtZ1p3q5gn5ZPYOJNAMC1kUWNUcIlvVeWkwjUcS\n3VBmtsZcScW0rvw7LAcsy8HAwSjr+GQR03bIVXS29kSJB7wLevOVyDNnkpQUg5F0lTWtIVdHadmM\npqvMlhSKSt3j7ThU6g+rsnJl6cCVsIGwX6Yt6uMj2zsZy1Y5O+smXx4ez/PYDWxsAY9ET5Nb6m9d\n283Tch4Yy7nd+HI1wj4ZSYB1rWEqmklFMxEFAVkUSJd1NrRHeGs0S6qkMpquYLgBE3weB9t21wvU\nDcn64di0bUTBrUxkWDYFxWBzZ5Q//PgWZooaYa/Ei+dTCILA0ydnr2iIFxWDL705jm7a7F/bsqwr\n8Mwf3CzbYe/qxCXXY1o2Xzs0iaJbFGo68aBrBIqigFRP8E2EPOQqxhXXmAOkSyr/8/UxEkEv23pi\naKbFgdE8p+o5IDMllfd5m0mEvfWqRQ5j2eolhqlu2rd8D3Mch7OzZbyySHPIy2C99vdQssxYtsbJ\nqQIeSUQ1bI5MFtEMt78B9WTXK/5O3HWVrcvEEiEfFc1EqGiMZqu8NmTx9MlZtnXH+cSu7mtWjdnd\nn2BTZxS/R1qxe9jmrihFxeCZM3PMFlXSJRVNt+uyOC6TGwIL60oAaoaDYJi8NZrjW4enKCgGcyWV\nC+kqvYkAG9oj7OyJU9WMepLn4kdWnjmT5MxMib5EkJ+5u4eRdJVMWaM57F0oQfzqcIYtXVG8kogg\nCFR1k2fPJHn/5nbuX9fK+bkSx6YKSIKAg4Mx/7yrz4/jOIT9HjJlt4JMRTPojAWoairpska+ovON\nw1OcnXUbI5VVg4JikKtqHBjN8M3Dk2zoiPLr961eltEDgFRZo1AzrjtRc55t3W6U8PB4/s40xAVB\n2HW1l4AVcYRf3RJia3eMimawu56B6yaxeSgpBgGPiGpY+D0SYZ98SbmvQH2DnC2ohAMyE7kCqmkt\nGN3WVTbreZIXaXZlAXb1dXB6pshgsoJPFpEEgX0DCXTLIRbwsLYtzFimilcWefrkLIpu8ZGLPEll\n1eBfDkyiGBZPbHelBoPJMpu7ogte/YvRTIvxbI2ueADHge8cm6aqWXxgS/uihXi2dMa4kKrik0V2\n9MZ5/UKWZFHlm4cnKSsGqbKG/m4TWcfCDeklSyoeWeL0dImepuCyCnvfKM0h79tdCusP4+8dn+G5\nM0kUw2Jrd4z9a1pY1x7mP3zt2A0Z4eCGOhMhL7/72HpCPhmfLOH3SGimRU/ixjy7giDwybt70C37\npj4Qmy+q0+/gkCyqbOqMsrUrSsArcXyqSFUzCXklfnBqjomcWxlmftXMJ89dbMpcfK5zHMjXDDTT\nplp3zf3j62PMllT+44c28tWDk1Q0k7DPrQP8/Lkkd69KXOKlLKvGQjJxrnpp9Ga5oRgWVt0Cqr7D\nrWvXK34A+Or5Gi1hH7+0r5+vHpxAxL2+q5yLAdfTmano5Cs6k/naQvJ6VbcIeETWtYYRBYG2iJew\nT6Yz5mdHz9vJ1C8Ppjk8nmegNbRQvvVWcHTy7cTXj+zoojcRZDqvsLU7Rq6q098cYrqgEAt42NgR\nwXbc6Jt9NSu8jmba6KZNSTHojpvEw16qBYXZokLU72G6qKIaNl1x/4Ihrte7u3bG/Av7VVUzeeNC\nlnjQs5Azs9KQRIH+5iAnplyJkyCAhe1Gpt7lvRffv1XN4nsnZ/BKEpbjEPG7Ne3TVY0/e26QIxN5\nNndG+fX7BuiILa7XdzxbBdyqS5btsKo5SMQvY1gOD65v4UenXWeKKMD+dS2cT1aYyNUoKgYvDaYR\ngeF0BcNy5atXOpxUdRvFqNsLDhimRb6mo5s23U1+njmbIhaQqdUP0B/e0UVT0Muzp+d45kwSw3Kl\nQCPp5amnB1eWArCh48b6A/g9Elu6YhwZX3k68ZvlEf/Ta7x27iZ9xi1FEoXLTlGyJPKZPX28OZLl\n2GSB//naGJ/Z20fIKzGZV8hVdd4cyVKo6rRFvJRVg0xJQ6sbjALwbmbIO+UCEZ/M8ekiHhF8skjA\nIxIPegh4ZVp8Ej97dy9HJvJ8++g0ZdUNf8r1zlnzhvhcUaWiuRn8b13I8vpIlljAw0i6ymcfGLhs\nDN87PstkrkbEL6OZNiNpd0M5PlXgkY3Xf7I0LJvhVIX2qP+GE/b6W0J87sEBJEHg3FyZg2M50hed\n+lXzRsxKV7IiCeCYNp3xAFG/h5pucWA0x+qWEL2JIBXNJFlS6UsEl7yF+bvx4e2dzBbVhVKL4Ho0\nRVFwpTeiQGfcz78cnORCunpDRji4Ic8ntncxr06IBT386v5+dMt+T50kBUG4biNcNSxmCgrdTYFr\nvmd7T5x40MNXD0wwk1ep6ZbbWCVVQTMswl6ZtiYf5+Yq5Kr6VQ9uVzOfZOHtzpzzP2daNoNzJQaT\nFRwHHt3UjlcSeGU4zemZIiXF5KfvettI7GkKcu+aZnJVnXvXLO/8je54gEc2tpGv6Zd57r2yyMd2\ndjOUKtMTD/DUyTlEQeATu7vQLbdqg3I1rdM7sADFsDkwkqOvOUhnzE9PIshjG9vpaQoQDXgYaAlf\noget6eZC+cmRdBXDsm/ZPWpdYvE4fPLuHhzHlR2OZqokQj6e2N5Je8zP2dkyFdWNAlysi78aDu4e\nP1dWKSgGmmnV6zlbdMeDyJLAkYnCQtfR7x6fYTJXIxHy8ivv6wfg9QtZTk0XATfBdrkaUO/GSKaK\nZlhE/TKSJDKaNm44/dnBTdxPhLx8YEsHnXG3q2JT0MPp6RlMyyFV0pjK1xbdEN+/toUjEwU2dUSQ\nRIF40Mtv3D+A4zhopk3En6VcL4V6V18TmbLO378ygmG7lZoqqolpO9d03NWr9i5Q0mwMS0W3YCzr\nysiqmgEIRPyuBG/fQDNVzWQiV2MwWaagGByeyLNrVdNCc5/lxPk5NxK78TorplzM7lVNfLEekVwJ\naoB5booh7jjOw1d7TRCE5feXvgECdU0WuAZDpqLx6myZY5N5jkzkWd0cYjBVwSuJxAJuiHUeUXh3\nb/jFeERI1wwyVZ14yMfG9jBbumMLspOQT6Yp5OXweJ4TUwVawz76W5pwHLdDmWHZjGWqNAW99LcE\nqWgW6YpGWTXJlLWrdqCr1o12RbfwSAJBr4Rm2gvdz66XZ88kOT/nhnh//b7VN+yBrqomrw5nGEpW\niAc8TOZqVDVzoSHBjWIDAVnEI4mkyhr/cmAc1bD51pEp3remmbmSGw5f2xbmIzu63tNnLBayJF72\nAH7/5nZawj4yFZWQT+bsbIlzs0VmCsoN//5o0MvpmSLPnkkueB/9HmlRogj/emiSbEWnOx7g5+65\ndumptogfx4EL6Qqa6dYFx3HQTZucoWM6jjvmd/FWXgnDhoBXxLbtBSPLxm0ec2qmSEV1veWG5eYh\nTOZqbOuO8cNTc+iWzaMb2wj5ZPYNLI9a46myimE516w8cK0OsoIAR8YL/ODkHPGgh1TJ5D9/5zTH\npwrkqjd+T5oOVFSDj+3o4nMPreXrh9xDY0fMf1nC6fePz1LVLTLlGr9876pbelDe1dfkljuV3058\nFQSBgFfil+5dxdBchW8fm+ZLb46TKevY2AS9Eopx/cdd03KQvG8vS9txc4kupCvkK2695w/v6KJQ\ncw+CJcVY6B0xH3GRRGFJSjVeLxfSFY5OFNjQHrli91DVsIgGZFTDoiMWIFPWMKr6DT0j549qkiBw\nYqrAfWtb2NgZZShZYV27Ww5wR298UbutwtvdtB/f3H5ZNSKhLpn70NYOnjkzx8npIpIocHa2RCLk\nJV1RaQv7KNaM97JtobgqKUzLplAz3Br7jtujY/7ZeVdfExO5GrIk0hz2IiCQqegLhvjRiTypssa+\n1c1L3q373FyZtojvPTW+untVE//fq6Ocniled1fO5cAtuasF12X3CPAZ4MPAyhLsvIPdq5ooKgbZ\nisbTJ2eZLSikyxpa3WNSUU1awl664wGyFZV0xV38N7LBAEgCCzr1dFmlu+6B2dgRZVWbn3XtYax6\npr5PFilrJh/b0b1w4zx1YpbBZJmAV+JX9/fjkyW+c2wa1bCRRPiZq3Th/NDWDk5OF1nTGuafRIFf\nu281lu3csBGm1MPbhuUaKzfyfsOy+cMfnGUyp+CRREJekbJmUNOsG/aazNMR8eHzSkR8ElO5GqmS\nSsAjkalqjGVrnJhyN0TFsC4zxIuKwXReYaA1tGwlLfGgl/NzJQ6N5wl7ZddAqr23Q0u24rbnvhUY\nlsPfvnQBryzyybt7LvHCOI5Dqf65xev4fL9HoisWoKqbGJZDWzSCatpkKjpBj8iWrhi5mkauoqFr\n1xJOuEi8LU+xuVyiITiuxGBwroTXI9MR9TOZqxL1SWiWzVi2QraqE/LJNIe8l1QxUg2Lrx2cpKQY\n/NT2zuuqlFGoGfzlj4d4aEPbT9QKfbqg8PVDkzgOPL6l/T0ldh4czXFoLIdp2/Q3h5ktKUzlFAoX\nRQ1ulIJi8tTJWfataaFUT7Q9MVXgwfWtlyS3aqZFR9RPXyK4MKfz+8rNbmQmicJCotc78clSXdJk\nka8ZlOsa5Eq9Zvj1YjmgGA6C4BDwSgQ8EumygmpYC9W1AD64tYOTU8VLKkbsWZ2gPeoj7JMXtTTo\njfLCuRRl1WQqX2NTZ+SyvKWmkJd9Ay0Igtuo5UKqQlExsG7gQSkBYZ9EzTCZKzl84eURgj4Z3bS5\ne1WcP/25nVfU0dd0E48k3rID3bNnkgynKgjAr93XTzTg/p2mCwrfPTbNmdkSpuVQ1Uy2dccWdNAz\nRbcc70ROoazqV5SjXA9u0rCDo5tEAzIRvwfTdmiP+hjNVOlLBPn0nj500+bYZIGepiCW7fZUSFc0\nXqxLszTT5qNL7JQaTJavu374O9lVv48Pj+fvXENcEIR9uMb3TwMJ4LeB37+Zn7EUNIW8fPLuHv75\njTFqFYugV2ZVs/z/s/fmQXad53nn7+zn7vvtfQUaO0CsBMFVFCmJMi1LtjbLVmRbdtmuZDyuipOp\n1Mx4ksxkUjVJqpKy48rqim3FlizZkmVZtCSSoiRSXAEQIEDs6Ebvt7vvvp571vnj3G5iJ7qxsCn7\nqWIR6OUuB/d83/u977OQjer0JwI0TYdcxWBrT4Qz81VgbQWNcVkN4HlQMSwkScTzPL7xps/b3tYb\nYf9QkuMzZVIhlb85MccvHvRFpMud7bblYjsemgxP7+whqEhcWKzz2kSBD2zOXvO82ajOE5ed4v0F\na/Wv/8ltXRybLtMX11c98mq0bazOqFuTRRIhjXRIY972Y9dd110V3cIDik0Tmh5LtTbbeyJs6Uky\nka/73rTN5bRFuMosAtf1+GqHD3x1lzZfbyMKwrrYEP/7i+P89fE5yk0LD4+muVpCio+ALJCN6oyk\nQ3x42ztK9Ubb5shkia6ovuaFEfDFbab/32SheYVftCAIPL2rl7O56i0Xi5mIRk80gGE7PLYpw0Sh\nyXdOzFM1rI43sUcyrNKyWrxb0/LdSnVPgLZpc3iyzN7BBBP5BuDRdjxalssr40W6owH2DSWu6YQ9\neyrHMyfmO+8T/pcPjr3re2vbDrbrcXKucluFeLX1TnftVg4410NEVwh1bAc/tbeP75zKMV1soskC\nlrm2isF0PC4sNvgXf32S//gL+/jDH0+gyxLfeHOW33h0dKV4e3pXL2/PVRhJ+8Lketvmy69N0TBt\nPrJ9dW4Kt4ttvVE+tDXL4UslPyXTcldSEVcD03YIqhKxoEKr7TBVamM7LoMhbeX+6k8E6U9cSz1Z\n7XTyvUBYk5krt9iYvbYIB7+hFQsoBDv+0M+cmGeq2FzVc7iC73yEAMW6iWG5hFSJaEDlB+eWyEZ1\nfv7A4BW0hJOzFZ47vUBYk/nFg0N3JZTLcT1KTZPzC3UkCX7pwRGiusLpuSqlpsVMsYXZOUimwiqf\nOTDA10WI6DKlpkW5ZWKu7mx3DUR8imFIlXFdl4iu8mevT7OtJ8q23igbMmGapsNgMsipuSot0+H+\nkST3DcRRZRHTdom/x648jutxfqHOFw4Nren3uzo12dGp9xdP/E6JNf818GlgCvgy8C+Bw57n/fGd\nePz1gu29MX58Ic+ugTiPjaXJVQ164wEUSWSm1ORcrkaptfZu0eVQJIEN2TA7++J0RTSeP7NAsWEy\nVWySjWjc1+/fPPJlp/8nt3Xx5lSJwY6dHfiUhqlSC8N2eXOqzKENqbumKI8FFB7btLq0uLbtYDse\n8aDKp/f3c2yqzMOb0rw2XuTwZNEX9bjemrripu0nbdquw6VCi+G0yUg6jCQKDCaDxINKZ+JwZZHp\ndV4XgHGZTcv4Up2/Pj6HgMDP7b174rGbYbFm8OK5PItVg6OTJRzXQ5PFla7yahHVRDJRnW09MX7+\n/sErNqkXzi7ywplFFmttfunBYZ7curbB1rLAWVPE61q1jaRD75ruWDUsgoqELIncP5JkurOBf3Br\nF//9xYuUWiaqJHJitkJMl1iott+1CAd/87r6xy7/miyCIvuBI0OpALNlg9kOPz2g+t3SHX1RPrWv\nnw0dh5jlw5om+04JTdPnhd4KNEVClUV2riG2/nJs7opQbJi0bYe9a+wMHRhOkK+3fTedmE5IkxnL\nRjjSsoDVVw2aCO2OOG8i3+DLr0/RG9OxHA9JFK6wT0yGVB65LHkyX2uv6F6WRXH3Ao22jSwJZCIa\nI+kg5abJydnqqjUY0HEukHzXmbbjgecR0iSG0qH3fUpyrmKQqxiIosD23mtpIa7rvftFcgAAIABJ\nREFUUWvbjGXDVA2bPz88zcvj+av4+e8O1wPDtAhoCpoikQ6rZMK+bmYwFaRQNym3zCvs+S4VGnie\nTzHL19s35NgblsNX35hmW2901eFSH9rWxWy5iSgI2A4sVAyiusLm7ghnF2psyIRZqhuMpMM8vjnD\nUCrEaMYXARcbPldeErmlNet60GUIqQohTfJtNT2oNi1apkOpYZKvt+mKaKRCKlPFxorw3Refy3z+\n4BDllsnge6w/uFRo0LbdVQs1L8e+oQSvjhfWRd7DreJOdcR/DTgH/CfgW57ntQVBWCuj4AoIgvDv\ngf3AUc/zfvuyr/cC/xPQgf/L87zn7sTz3QybuyN+OIPr8YcvTaApIp8/OIymifzB9y/w6nh+zV3J\nyyEJvpXcUq3NhYUaluOSCKoU6iayJFA1bJ7e2YMsXRltnQypPHGdYmlLd4TXJ4qMZkL33NapUG/z\nnbdzhFSZJ7dmeelCHoAPbM5SaVn8f397Bsfz+NWHh8lGNB7ZlGFjNux3VyotpgoNXjqfX3UhLgAh\nVcRwfFmVpohoikQ8qBJQRB4eS9OfCPKBzdlrqCeSKPDx3X1cXKpf0aUtNEw8Dzw8Crcxnl8rPM/j\nW8fneOncEsdmytQMG8f1Q41uUTd3BQQgqClENIVS0+T3v3+Bf/PJXSvBD7osMVvyHQ7emimvuRCX\nJeG6IuFbxcsX8rw2UUSTRR4Zy7C1J8KvPDzCC2cW+faJOSYKTYKKTLHZxrTczoRgbUgEZBRZpFg3\nsT3wXN8neqHWZrrUIhVSyddNtvVE2T0YJxlS2TOYIBpQ+M7JHJIAb89XERD4md09/K8fHEOVhRty\nVm3H5UyuRjKk0hsPEA8o/KPHN675Wi1DFIWbhn3VO04cyZDCvqErhZpeJ833u2/7As2d4SjfO5Xj\n6GQJy3YxrdUX4bossLMvxoWFKnXTRRAFjk6VGEqF+PzBQUYy4Zta8/UnAmzujlBuWivj57uN8ws1\nvn1inoWqQbVlMV1qsVg1cD3vloSal0OVfM1Q03Kpt1tkIzqW6zEQD5ANaxTrJsnQ3XGomiw0aJoO\nm7tWF5CyGpRbJh4QUmVq16Ht/I8fXyLfaLOzL0auYvCHL45TrK/tPq2aHjYOAUUirCn8Zify/gfn\nFumO6mSucvraP5Sk0rJIhdSb6iVqhs1suUWuaqy6EL+4VAcEFElgNBNamWAMdCghr00UmMw36EsE\nObQhzavjBTZmwpiWi+O6TOaba6KlCMBwUieoqfQlAkws1X0LW9MlGlRYqhsUGgYL1RY1w0ISRQaT\nQXrj/gG41rKYLDQYSoXec244vBNtvxah5jL2DSX45rE5Zsut606X1iPuVCHeA3wI+BzwHwRBeAEI\nCIIge5635oFLxxYx7HneI4Ig/CdBEA54nvdG59v/DPhd4DjwN8BdKcQbbZsfnF1CV0QmC77VkJ90\n2cawbI5PV8Dz+OH5JdprqYaugoB/6i/WLarNMuNLdfYZCUYyIbJRnZbpsG8oyb6h5C0vqg9tTHNw\nJHndceHdxvGZMovVNtDm2VOLXOp0s9Jhn7s2W27huh7/6m9O02j7fMmuqEZUV7hUaDBdaKy6SyAA\nD25Iko3oTBUbTJda2K6H7Xp8en//Fcl0N+J/DySD13ROdvXHfDGMwHW7PncDc+UWiuQLa14bz/Nn\nr04yWWytCIiBW3avuByaJBDWJPYMxKm2fb51uWmxWG+vFOIf2JxhsthgvmJcYSt3L+C4Hqfnq6iS\nyEsX8pyaqzBbbnF2ocajYxk2ZMO8cHaRqUKDt+drmJaDYa2OvgRXdsMF/JRNt9MFdTsTlYZpIwrw\nzFvz7OiLrfg6a7JIoWESDyp8/8wCc2WD+YqfrjtbbqErIr/+6OhNuzIvns9zbNpPBlzrOHYteOl8\nfsUnvjsWQABePL9EdyyA53n8+RvTzFdadEc1vnF0mpblYlg2LctllQZGgK8TSARVuuMhclUDWfTD\nt6K6zJaeKA3T5i+PzJCOaDw6lr7mmsmSyE/t7LkD7/zW0DIdfnB2kflyi++fWaTSsghpErbjYqyh\nbWk6yy4r/u8uVA0iun8AXqgZ/LeXJvipnT2rnii++/O6fP3oLOAXmnfL135TNkJ+2MSwnBX732W8\nfCHP907lEAX/cDNTarJYb6/5sAz+YTEdUXlgNEXTchlMBfnCoeHr/mx3TF+hb94My/zxW41Vvxw/\nvlCgbTksVA02d0coNttIgkhUl/nzN6Z56cISYc23FTw+XeJH5/MYpkOx0aZ+G807D79JkEFgfMmh\nadqdwEGBSqtNqWHhelBtOYS0GgICMV1mKBVkodrqUGoWbqtRcidxZr6KKMDG28ifWJ4AHpks/d0q\nxD3Pc4DvAN8RBEHDF2gGgFlBEJ73PO8X1vjQDwDPdv78HH5K53IhvhP4bc/zPEEQaoIgRD3Pq17+\ny4Ig/Drw6wCDg4NregFHJksrAQ/1to0iCUws1akaNpWWxVzZdyZYq8jiaixH+7qA6YLTsqkaFh/d\n2cOWnihRXXlX+yrDcjh8qUQ0ILOrU0C9F0U4wHAqxMnZKpossqk7vMIJzEZ0QqrEC2dU5sotHCBX\nNZBEgaWaQdv28Ly1bXoe/g0dD6p0R3WGUmFkSWBnb5Tj02X2DyfXlFCnydI9DQo4Oeu7mCzV2gQU\niTMLVVqWgyjcmnXajSAAiaDKgZEErgdxXabadjg4kryCQiFLIr/68Ci2497zz8/LF/McvlTizakS\n40t1Cg0LVRJR5Tqu6xfIE/kGk4UGjuPSdtzb2tjfgYeLgN053Dief2hpOx6e5zFTavFPP5KlPxng\na4dnAHijwx2eKxsMp0PkygZh3e8MLtXaZKM3tlEzO17druddcbi621j+/CuSQFiVefa0f5CYKxvk\nqoZPa7FcTs5WqbQsf3P3bpzO+m5wPTi7UMeyXdqWQyyq8/BYip/e1UtIk3n+zCJTxSZTxSabusLX\nzTu4l3jmxDwzpRYvXyxQbll4rodh+uK26wWz3Qou/x3XA131qVaqJJKNaJxfqN3xQvzyJ7Wc25/W\n3giiKPDwWBrH9Xj+9AJVw+aDW7IkQyrFpslQKsh82SCiywynwlxcrK/peXQJJEkkEVLZ2hVBlYWV\nwt+0/UCu661VS7U23zw2iyQK/Nze/uuu//GgwhcODREPrl7/M5oJ8fKFPKbtMlVo8h8unacrqrOp\nK4zluIRV2XfOEQUKDT95t9Ky7sgEvWl5zJZbPjfccwkoCh4e+bqF00kzRRD8RpfrcXymzCf29nVc\nifzAofWC07kaI+nbM0jY0h0hpEocnSzd1fyBO4k7xRH/x1d9yQO+CfzfwO7beOg4MN75cwXYftn3\nJM9bMfupdH72ikLc87z/CvxXgP37969pC8lG/e6pJPhc1remy2zKRpguN3F8ngIBVSQekJkqtW6r\nIBeBiO5TX+odMZTr+eOaE7MVDowkb8ne6JWLvu85+AXXe+k7O5oJ8+uPjiKLArIk0h/3X8vyGOxf\nfHw7RyfLvHh+Cb0jGHE7BY9prd4CchnFps3r43ky0QBPbOkiHVGZLrXIVX07x0/s6WOm1ESRxGtE\ndusF5Y4DiuO61NsumiSSCWt4CNRa5po6KZIAW3ui/OMPjXF8psrhS0UEQcC0HTJh7QrNwTLei0Oc\n3Sl8m6ZDy3JRJRFRhEAnXCaoSuweiOO6LsemK9yJGiOs+a4KVcNBkwXsDv8+rCuUmyaSIKArIhsy\nYSIBmWjAj5QeSYXY1htlc3eUdFjlwmKdH5xdQhIFvnZkhogu88m9/de1nntsU4aorvhc18i9Cc8C\neGA0SW9cp9qyeHu+QiqkMF30C/R4UMZ1ff7yjy/kqbTMWwpeuRn8MBYLy/HdmNqdMKFlTmpvTOfi\nYp2QJl23SDIsh+++ncN2PD6yyujrtcB2fUcsURBQJRFX9D8LfpjU2iAL7/hAh1WJB4aT9MQDbO+N\nkqu270q3WpVFPrSti6bpsGfw7k+1JgsN3p7zt+E3LhX5yPZuHtqQptG2edHMU25abMiGCGkS5da7\nuxpdDlX07YRVWWYwEaTQtBhCQACmCk3+9LVJ2rbDP3x84zUR7ucXaiuUmYl8g903sO1ca4Ddh7d1\nsbs/ztffnFnRMoAfaPXx3b3s7I1SbVtIgsClQoOorqBIAjOl1pr2t6thu/7EQ1dEJNH3IhcEv6ZA\ngHRIJhaQabQdVFliqtDkM/v7Way277nf+s1wNle7LZE6+PvV7sE4R95Hgs07RU25HqFnGPg/8IWb\na0UFWOYARIHyZd+7fF+4+nt3DFu6o2TCGos1gz97bYpCo02+brKjL8pT23t4a6ZEvtFmsbJ26yHo\nxG/LIuALwyTBxvE6tkS2y4vn8li2Rzqi8cTW7Eqn+3pYPk2KgrCSivde4vLT7dU8tGxE58PbuhjN\nhHBdj1fHCxydLFJpmlQ9j5AuUmzYqx6He/ihPuB3nj6xp4///esnabRt+hMBTs9X+c7JHILg2zqu\nx5CM/cMJWpZNMqispETGggqxoMmPO1z71UARBVJhhX/yoc08uDFFUPNTOg9PFMlEdOYqBobt3HF7\nuLXgwY2plWL7K4enKNVNBhJBTsxWMGyXmVKTt2bKnJqrYTur5+xeDakTV27aHros4Am+ViCsy4j4\nhWJYV/jsgUECqsh3386RCat8cm/fSgdtWXC6ZzDBlu4oP76Y58RMhULdF1lfjyeuKxKHNtx733FB\n8AWI3zw2t1IQf/GhEQKqhOX4RWhvXGem1KJQN0Fwb+8CA5WWzUMbUgiCQNWwkEWRmVKLeFBl/3CS\n0UyYoHp97/ozudpK0NiJmcrtvZCboNw0fU/4rV18481ZYgGFgCIyV27RMB3E27gIA6kgtaZJ3XTo\nSwVJhTVO56qcW6jxr352511rCKyW73w7SEc0AqqEYTn0JwK0bYe/PZnjpQtLzJZa6IrExYUG7TU0\nESwXKi0HXYVyyyKiK4iCL3A+3MnWcD34xtFZfuOxDVf87sauMG/PVZFE4Qph+GLVWLkXVouaYVFv\n2/TEAgiCQFdM51ceGiFXMVioGUwVmhwYTqLKIq9fKvLDc0tUWzaS6NcVJ+fKd6QIX4aHH5zVskwU\nCWRRIB3T2dwdxvYgpEqUmzZRXWFXfwxNlm5537Mcl5phk7iLPPJ6J3To0/uub7O8GuwbTPAHP7jo\nJy2vY+/9Zdwpasp1i21BEJL4lJIvr/GhXwF+A/gq8CTwR5d97y1BEA4BbwHX0FKuhuW4fOX1Kbpj\nOo9tyryrmrZmWLxxqYgkCBQ6biXj+QZThabPQfLglfECb06XcB2X+i14Ft8MAiCKfrckoIroqoph\nOTTbDo4HVcNEV8XOa7s57f6B0STpsOq7HUTWz2n3RhBFgU1dEb77do5S0yLfsAioMvmGRdN01sRJ\nBd/5ZKnWJqrJ5Gtt+hIBWqZDSJVXXEY8z3fkWI/QFYlsROfkbJVT81Vqho3l+EXorS7gigC6IuJ4\nYLs+heo//+giZxdr/PJDwzwwmuLUXJU3LvmJo+9lEV5v23z/zCK6LPLBLVkOdoJxHt+SpWk6/Otn\nTlNomIgtgTenypyYfYeqc7vyjIgmo8gC5aaF44IsQSasocoSybCKJkt8/oFBPrqjh1fHiytF4VAq\ndN1RdkCV2N4bZXypTkCRGEqtv4OeKAhIooDjesiSwIWlGhP5JgdHkivF24Mb08wUm7Qtm4Z1+1XD\nxmyYREjl2EyZdES7ggt6M0vQ3piO2hHK9yfuDm1loWrw529M47gej2/OcmA4Sb7e5o1LJVqWs2ZH\nC1jOiHDYPZTg9HyNoCIzW27RaDuIosCZ+dq6ncytBlFd4ZcfHKZtu8QCCpOFBgtVA9txKTUtZNFG\nU0S8VWpGNUnwp2QA+Dqi7phONKDguB4znUZFNqJd93OUjejX8KAvLNb51vE5BAF+ds/qKAxVw+JL\nr/gJjg9tTK9MM45Pl3n5YoGILvP5B4awXY9/990zvHQ+7+uhPA9ZFDgxW161F/3NIOCL4pevkeP6\nU8NsVMPxYFM2TDaq86Ft3YRU6aZ0uavhuh5feWOafK3NrtvsVt8MyxTgLXcgjGnvUMKn4UyXefAm\novX1gru663qeVxRuwz/G87yjgiAYgiC8CBzzPO91QRB+3/O83wL+DfAn+Fz0f/5uj1Vv28xXDOYr\nBtt7Y+96Av7huSXOL9Q5k6sykAgyXzHYmAmTCCgMp4O0LZcXL+SpGTYia7PXuxyi6G+Mnucxkg7x\n0R3dXFio8/0zOaqGS1dUR1ck9gzGrxHDXA1BEBhbp3ZYi1WDqmGtRFrn620KdZMNmRB9cb9THdVl\npopNXNfn1Inu2jj4miyxqTtCvmHStj26ojqNts2m7jCDyRCG7aKIAltuwyrpTuNSvsGFxTqHNiQJ\naX73oWnaiILA5u4I08Ums8VbvxgDnQKw2DDJBFUEfF7yqfnqSjG5qSvMtnskPr0Zjk6WVrij/Yng\nymsSBD/tVRYFVFnEsFxaprViTxVSRASRVY+6lyECpusheULHFQdUSSQe1HhkLM0HtmTpjQUY7FzL\nnpiOKAiIAjcd6/bEAvz6oxtu+P33Groi8en9/cyXDQYSAf74lUnAp4F8/gFf3PaL9w/SMh3emChw\nZLJIrb32arQvoZOK6pzP1ag0LU7MVGi07Vvig2ajOr/68Aiu593WYbHUMBnP1xlNh69J7is1zRU7\nvVrb4mP39XJkssSlfIOJpTU/JeBz8bujOp/Y3U88uITrenx2fz/ffGueqC6zqXvt4rT1hssTebtj\nOj0xnTO5Kjt7o0wUGliOi7vKBd1xPSJBGcfx2NYToW17JEMaAn7wVNWw2T0QZ2d/jP3DCZ4/vcBo\nJnxTW9TlFFPPg9Iqg9Bqho3Z6RDlL0vTPjFb4VKhQSasUTUsLizWsR2PlumgSmKHzuqhSAKme2c4\n+4roN1s2dYUZz7cwLBtJEBAFX+QfUCRE0adgvptN7PXQtl3yNf89zq4htflWcWb+9h1TlrHnMsHm\n3/lCXBCEx4HbIupcblnY+ftvdf4/g5/eeUtQOzzXeFAhGnj3tx3ujDNiARVZEtjWEyURUkiEUnx0\nRw/j+Rp/dWwWx/X5WLoiYDm+6Gq146aIJtEyHZqWgyaLKKLIc6cXAYGd/Qkm8k129sUZTYevG8jz\nfkGxYfKVTsfp4EiSXQNxvvL6FJbjj8Y3d0f4xYND/PO/Pkm+ZmDaHrLopxuuFkFZ4AObMgxnQiiS\nQFAVkUWIBvwgJlUW77ww6jaxWDX4J187Ts2w2NUf58ltXZydr9JoO2zqijCcDnJ+oUr9FjuTArC9\nJ0q+aTKcDnH/UJJjM2UKDZOt3RGeO5XDdmGqN3rPQ1IApotN6m2bDekQf/t2jrO5GoblkAxdy5cW\nBIFHxjJ871QOXRaYK7c7QUweiixe4fe+WiyLX/2UQ//vAVVi31CcAyOJayLrh9MhvvjwMKKwviPH\nbwXZiE42omM7LomgQqlpoUoC/+PHEyRDKk/v7OE3H9uAYTlcXKxRa7ff/UEvg4BfJAwmg/zWBzfy\nyFiGf/oXb7FQNSg3Lf7nq5P82iOjt3Qd70TC7dffnKXasjg2XeGzBwb41nGfmvOxXb0MJILsHojT\ntl32DSUIqn6S5XylxXy5xWSxtaaGiwwkQxpdUZ2wLvPhbV2kIxp7BxPcP5rC87hrtoLvJVzX44Uz\niyzUDEbTIU7NV1ms+SFGq51gOZ7vZiKLIheWfMH/tp4IP7Wzh8VamxOzFbJRnSe3dvGt43Pk6yan\n5qr85gc23DBNc1d/nKphIQjX9z6/GfriAQ6OJHn+zCITSw0u5RsMpYLk6+0VOkQ2omOYLtmozge2\nZLEdl6V6mzenypi2RyakMF2+fRtcQRRwPYGhVJiP7OghqsmcX2zw8sUCVcMiGlDY2RflqR2rdx06\nOVuhbbsc2pBistDg/pEUv3fbr/j6OJurEtbkNbnWXI1YQGFTV5jDk+8PnvidEmue4FoGYRKYA75w\nJ57jdhHSZL748AhBVbqlmNtHxzL0J4IkQyqu51FumHzrrXnO5mpM5htUWhZ2J25egBXnlNUW4Zok\n8Mk9fXzj2CxVw7dgO7dQI6T7m8Cjm7r5jQ9sxHa8e2aZd7dgdARa4EeJW7aL7XqUmyYvnl9ic1eE\nQxtSTBWamLa34hyzFmRjAX7vF/ayWGsTUCVOz1UpNvyux/mF+g0jrd9LjC81WKwZNNo2f3tynuli\nE8f1iAcVTs5WMB2XQuPWOjeKCPcNJBBFgURAoWE6JMIqQ6kQ/Ykgj27K8L1TC4D/73KvMV9p8ZdH\nZ/A82JAJMb7UQJFEhlJBnt7VS1iT+eG5JY5Pl9nVH2PvUALLcdnVH+P8Qh3LcTBMF8eFqmEjcHMn\nGQHfy/l6DDJBFFAlgZblIosCmiywrTeO5Xh89fAMqZDO7quEbqtNjl1vcF2PiUKDeEAhFdaQJZFf\n6IR6vD5RZLZsUGqY/OFLExy+VOTCYp35yuqKcBFfn5HuJBPX2g5TxRaPb8kykW8gCH7qp2m73CUL\n7WuwrO/3PI9zCzVyFQOArx2e5shUiVRI4f98ejt6J9hKVyQ+u3+QU7NlZkqtNVGgPMHPHpittPjj\nly+xrdcPgAL/gPk+yRxZNQoNk7dmKrw5VVpJd1UkgXLTXvWEM6h2aBeeS8O0kQWBM7ka2ahOMqSy\nWGuTCCrEg2pnYmISUCWkm1xcVRb54Ja1u2CNZsK8NlHEdFyOTpUYTofIRHQ0WVqhGaXDKrriN/I+\ntb+f//zCBZ8rL4tIAizULMzbJIpL+JP0tu3yqX2DPHdqgYbpENFlQprM3qEEH9icxfP87n0qpN5S\n0M2FxTrPdvaIhzam+eyBtTnP3SpO5/xo+zt1KD00muLPD09jWM4dOcTfTdypds5PX/V3Dyh4nnfv\nItBuAauxrBNFgZ6YzvhSA0mEyUIT23E5t1Bnrtyi1rJw8bl/tgeix6oXFwHoTwb42b39vHSxQMNs\nEFAkdNV3D2m0HZ7e2UM0oBBS5fd916Q3HuCJrVlKTYv7h5MEVImndnTzJy9fQhQEjk373dqgKqEp\nIi3LXZMIT5WgO6rzzWNzfHRnN5osMZIOcXSqjCDA8Drk6wKMdYXZM5jgpfNLhBSJ8XyDkCpxYqaM\n6Xi37FohAH2JAA9uSPnuM46HJku8NV0hHlQIqBLJkMbTO3uYqxjsvQduClfDsr0VB6DlzmO5abF7\nILEyjToxU6bRtvnuyRx/9eYsxYYfaCWJInieP+bFHy0rHZcTz7u+u4eA71Rhtq50vRDoCDURSEd0\nLNvh0GiKvUNJnjk5D56fMBoNyKiy+L7xpX03/LhjDymLAl84NEwsqKDKItmIzqauCBcXGwQ1iWPT\nZY7NlKm3rFUXoYIAIU1i92CcpulQbzssVtscGE7wxNYs82WDQxtS11BE7iZ+bm8/FxbrbMyGcT3f\nwcX1PM4v+v7WJ2YsQto5fufDmzk6VfLdnBQJ2xP8N3QrtlVXIaCI7B6IM5Fvcny6xEypSb5m8rsf\n27byWf9JwmLVYLHWZiQdIhXWaJgOngeFRpu64bBaRoYkgCiKjHWFcV2PxVobAdiY9SkMr08UOd5x\nCZMEgbEO1a4/Ebire2YypJKOaBTq7ZVgvc/s72em1GK4E+jz5deneP70EqIgkIlqvDlTQZVFJFEg\nGdIIqk3M1tq54hHdTy1uWy5zZYNio82x6TK6IvHxPX0r/umO6/Gnr01SqJvs6o9dEfzneR4XlxoE\nVYney7rRlwds3Sxs607A8zzOzFf56ft679hjPrmtiz9+ZZKXzud58h7aDq8Fd0qsOXknHme94ZvH\n5ri4VOfcQo09AzFSEZWRTIioLnN+oU5QEVnW77velVZ7lxeQVxeTIUUkGlQYSAT4tUc28JdH/SCL\nsC7TFdXJhnXOLdY6XcFFFqomfYkAn9rbx9GpMpbjcWA48Z55g98OrnZ72dId5dFNGRRJ5PhMmVRI\nxXFdNndFmKu0/ICVThjPrXQOIrrEQCKILAkcvlRkrCvM9t4Y2ajOb3TEOuv1QBMLKPz8gQFcz+Pi\nYg3DctEUCfsGxeWNkAop7B1MIggCm7ojhFWJpbqJ53ncP5JkKBWiO6bTHdPfMy3BYCrIh7Z1UTNs\n9g0lUCSBSstiptTyx6kdZf8fvjQBwPGZCgFFot62GUoGWawZK9Zc/YkAlutSrJu4rovj+WKly/2e\nRQF2DyZ4fbJEzfDb4qPpIEu1NoIgoMgCm7sijKSD/PJDI8QCCrPlFi3LQZYEvnlsDvAddgbX6UFu\nNVgWitmuh2E7xHinSbGpK8JIOkTDsPnxhSVKdRMXUCSwHL/THVTFm9pnCvibtyyKfPbAAIWGxcXF\nOn2JAAdGkkiiQECVGEqFODlbYUMmTEC9+12rZEi9wibw1ztrwvOnF3hrpkJIk/A8jzcuFfjh2Txv\nzZYxbZfhVJAtXX4OwrLFqnULRjKyCMOpME/t6OH//fZpGqZLq9Ti0KhA07R/4grxRtvmq4ensRyP\nLd0RvvjQMFu6w/zFkRnO5TwCikuh0cZyHCz73dc1WRSI6hLDqTCJoEYypPCR7d04nsdIKuTrZzrr\nuWm7/M2JOQKKzPbe6A3TbO8UVFnk8wcHsV1vZcoe0RW29rxzLymS6O//nociCr7OLKiwrSdKuWVz\nar5Ky7T9wKfOOe9GnykRnzIX0WRkWaA3HmD/UJJXxwsU6ia9cZ0Xzy1RMyzKTYsPXkZjbduO734E\nzHWmQMs4OlXmR+eWEAT4zP6BlWJ8JB3iY/f10rYdtt3la3mp0KRq2Oy6gw4/B0dSRDSZZ08t/N0o\nxH9SYdqOz/l2/ZidDZkIn9wzwNGpEpIgYDsOi3UTx/bFmroMhuXfSJmwQqMTAOF0igPXhWRIZvdA\nHEkSGU6F8YBoQCUV0tg9EOdzBwd5faLAeL6Orkrk6/5Ib7bU4sRshRfP+7ZqBp0uAAAgAElEQVR1\niiSwf/jupKTda3xoWzfbe2O8cHaRL70yiSDA/qEE//LjO3h7vsx//P5F2pZNsWFfs0hFdJmQIlJu\nWTiuR0CWKDba5CoGi9U2H9rahd3lB9Ks1wJ8GT88t8QPzy2xWG0TUGTGsgHOLtTRZZG6eXP6iAio\nskBfPMBDG9P8s5/aimV7aIpItWXxw3NLdEV1Htp4bWrhe4WrbdW+fWKexWqbiC7za4+M8vDGDCfn\nqixWDC4sNnBdF1USmK8YpEIqiiSSCKo8PJbm8KUipu3SbNuIQDqgEpBFLhWbK5Sxw5NlBM8/qAjA\n5u4o8aCBADw0lmK62MJyIRlUCWoy/9tTWyg3Tc4t1HjpfB5JFDqpde9/PLIpg6aIpMPadd06JMH3\nQM/XLVTZN+0LaxKG7ZEIyEQDKpP5OrXrFOOKCJoi0xPT2T+c5L6BBEFFotQ0iQdVRAHuG4ijySL/\n/cUJ6m2bk7EKP3//laPv8aU6Z3M1dvTF7pq96HKn78Pbu0mFVX58oYDluLx6schEoYGAn7L7wGiK\nJ7Z2sakrwgtnFnjmZI7xxQZNy7lhEJMowGg6RCqislRroysiAjK267GzP/a+cLRaLRzPW/H0Nx0X\nQRAYTofxPAjrKqmIwG99cAOeJ/Dvnj3LUq19w0myIkI0IBEPqiRCKrGAQlc0wFM7evjSq5NcXFrk\nVK7G5w4MEtZkHNflhbNLeB737D4VBD/W/kb4uX39xIMK6bDGgxvTxIIqCxWDB0ZTaIpITJd47swC\nU4UWpuVQvEl33MXXuC13rj+zf5CndnRTapp89Y0pFEmkOxagK+YHcr10Mc/m7ghL9TZhTebRTWnG\nlxocHLlS89Lq7C3Xu263k3C5Grw14080bmbLvFqosshjmzM8f2YBp2P8sF7x94X4TfDT9/VyZr7G\n45uzaLLInsEEhy8VOb9Yx3Rc+hJBkrk6TcsBPEKajNuwfJs4BLpjOq7rkqu2sW0XVRbojQc5OecL\n8N6cqrB/KE5El3lsU4aP7+lFkyUMy2V7bwxZEtjRF2W2bDCWDRMNvDPCXe+cp9VAEgUGkkG298YY\nSQeptGwc10OTBS4u+FxSoyPcvNxCLBGUeWp7D09uy/Jvv3uOfL2N5bq02/4GYDkuz55ZYKlhrnAy\n1zMMy2Wp2iZfb5MIqmiKxNO7ejg2VeTF83lMBzTJj8u+fO+SRf8aarKIqkgkQtpKfLjleGSjOp/e\nP/Ceva9bRdtycVyPQqO9kub5c3v6GV+q89jmLN99O0dQlZgvN2mYLoWGSSKk8sTWLkzbpWrY/vvW\nJKIBmT2DcWbLLdodn/GG6RALyqRCGo9vzlJotKkZFj2xAJfyTfJ1k4guM1dpsTEbQRIFUmGN5nSZ\n+arvLLKp6/obk+t6tCznCtHh2VyN0/NVdvbH2JBZX64YYU2+IT82VzE4fKnIbLnFSDpEve17D/cn\ndC4uNSg2TGy3fV07PwkYTAbZM5jgsU1p3p6r8fWjM3xiT99KWMpfvTnLRL7Brv7YSrLo1ToFz/N4\n5sQ8luMxXWreE/eZfUNJ9gwk+NuTOU7NV9iQDhHWZfoTQZ7a0b2y5iZDKi3LJRupslg1ODFbWZmE\nirzT5fU6lqHVls0LZxbojenkqn5RdLEj8Bteg4vFekZUV/jYfT0dd7Ioz59e4JXxAg3TLzBH02Ge\n2NpNIqRyMV/nL47MUGqYV2irJN5xEbNd/zpqssjHd/cw1hXFdT2mik3O5mokQw0+ta9/5VAfUGXm\nyi32rhMN0MRSA8fz6E8EcVyP3liAnX2xlQ76rzw8yu7BBEcny/zRyxMIrXeaTaokEFIlaobt0187\nX4sFFEoNi28emyFfM+hLBonoCvm6STKkMJAI0jBsAorEMyfnV4LhPntggH1D1zbvDowkEDoC9fdq\nnXprpuKnb99gfV0rfmpnD3/z1jwvXcivO3OGy/H3hfhNkA5rPDz2jopovtLitYkiANGAwge3ZNnZ\nH+Orb0yTDGlEAzKvjRepGTbZiIYoCOQqlj9ywl9Qpkotv5vu+smBf/raFA+PZXh6Vw+a7C/0o5kQ\n5xfqRHSZQ6PpK0a2n9zbj+W6625jvxPY1R/j5/b2c3GpTkiTeeZEjtcvFZEFEUnwucFWh2AoABsy\nYb740Ahj3RGCqsK/+vYp5sutlSCWtu1SbpgsVI2bP/E6wSNjaZ4/nWNjJkwqrPILB4cwLIfnTuV8\nZwU/q5iuiELTsqkbLgj++FYQBFRZwrRdtvZE0GWRP3llkqph8eTWrnsa6rFWfOy+Xv7ghQuIAjxz\nMsfP3Ne7QqEB2DuY4M3pEv2JAKfmqpxdqBHRZBaqBr1xnT0DcQ47JRqmjSZLKzxnX6HpIYoCMV3h\n//n4DmRJ5CuvT6JIIq7rUW/7h7/FmnmNPd5EvsFAhxvuj6Gv7Ky4rsdfHJlhttxi/3CCR8YyeJ7H\n997OYbseuarBhsfeP/frs6dy5Osmkijw8d19/PaTY0iCwF8eneHYdIWWaWMIvqjVcv3ESEkSsRyP\nqCbTslymSy2eO7NErmJwdqHG5q4IB0dTK2FB4IuTP767l4tLjWtG34LgFxz5ukk8cO845N87leNM\nrkrTdPjYfb3sGYhfMUFaqrX5by+Os1A1SARVZsstgqpEq3PwNSybZsfVKKAIDCaCOJ6H7fr2iAFF\notyyWKq1b9hJf79jNBNmNBPm1FyVt2YqtC2HgCIR0RSiAYUzuRqHNqT4h49vZEMmxAunF3juzCLL\nQz8HiGq+JsPxoGk6SJLIYId3LXZCeaoti0xE69AyfDrFpq7ICl/7vUbbdnj+zAKeB5WmRSKkMr7U\noDum87nO9EeRRO4fSbF/KMnFpTrfPjGHYbkoAnzx4SFmSgZvTVeYqRjIAuQbFlXDJqDISKLAy+MF\nhsoG5ZZJTyzARL7JJ/b08S3RFwGnOtobYMUo4WpossRD77HF31szZbb3Ru843faJrVliAYW/ODLz\n94X4Twqiui90a5kO9w8nuX8kSblpkQprZCMa9w3E+cUHhnjx3BIXlxp4eFi2g9sATXIJdQJ2bMf1\nbzZZoC8RpGbYLNXaK920Ld1RRtIhZFG8Zpzyk8BPvREUSVyxWPrSq5MIgsBIOoxhOZTqb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UiTIWjjIWiTISjDDoDzEUCNNQVXxKTfzJyNmJuIhUAD8CaoDvquoPJ7z//4AbgL9W1e+5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\nBoPBBcxE3GAwGAwGg8FgcIH/AaTy03ewJqagAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1fd47470198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pandas.plotting import scatter_matrix\n",
    "# строим матрицу диаграмм рассеяния, чтобы \n",
    "# визуализировать корреляции между всеми акциями\n",
    "scatter_matrix(daily_pc, diagonal='kde', figsize=(12,12));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Корреляция между котировками на основе ежедневного процентного изменения цены закрытия"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Ticker        AA      AAPL       DAL    ...         MSFT  \\\n",
       "Ticker                                  ...                \n",
       "AA      1.000000  0.238155  0.250570    ...     0.310952   \n",
       "AAPL    0.238155  1.000000  0.136758    ...     0.182782   \n",
       "DAL     0.250570  0.136758  1.000000    ...     0.152909   \n",
       "GE      0.458091  0.238882  0.318261    ...     0.340142   \n",
       "IBM     0.311186  0.213496  0.166218    ...     0.354350   \n",
       "KO      0.225809  0.157887  0.187431    ...     0.267558   \n",
       "MSFT    0.310952  0.182782  0.152909    ...     1.000000   \n",
       "PEP     0.221750  0.096902  0.174172    ...     0.280875   \n",
       "UAL     0.221425  0.061735  0.761222    ...     0.128079   \n",
       "\n",
       "Ticker       PEP       UAL  \n",
       "Ticker                      \n",
       "AA      0.221750  0.221425  \n",
       "AAPL    0.096902  0.061735  \n",
       "DAL     0.174172  0.761222  \n",
       "GE      0.373410  0.236525  \n",
       "IBM     0.252805  0.122614  \n",
       "KO      0.553574  0.139971  \n",
       "MSFT    0.280875  0.128079  \n",
       "PEP     1.000000  0.124301  \n",
       "UAL     0.124301  1.000000  \n",
       "\n",
       "[9 rows x 9 columns]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# вычисляем корреляции между котировками акций на основе \n",
    "# ежедневного процентного изменения цены закрытия\n",
    "corrs = daily_pc.corr()\n",
    "corrs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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dVXV4VT0JOAZ4PvDGhYNNUn0xcCPwnCWIZ7syegf+h4BPVdXjquoI4ETgMc0p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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1fd4a9001d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# строим теплокарту корреляционной матрицы\n",
    "plt.imshow(corrs, cmap='hot', interpolation='none')\n",
    "plt.colorbar()\n",
    "plt.xticks(range(len(corrs)), corrs.columns)\n",
    "plt.yticks(range(len(corrs)), corrs.columns)\n",
    "plt.gcf().set_size_inches(8,8)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Волатильность"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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L7wrzdIHq7Vo+bjn/PP5P/nDZH6hyV/HQ1oeY99o8bEabVseruKGY4fbhbCnYwuIRi5Ek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\nO6EGD3JXEMU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C5eWofj9hv1ZVCezZg+rzYSos0EiXZ3jF3J7163F/9jmqqtD57nuUTPgJ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\n6cgtTiI1VzNOzRrrYPVbZexeU48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wfRYv/kLLNr3qwUf73Y5r+QrNfkQUQVHwbd4ce880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S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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1fd4a900898>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# минимум, состоящий из 75 периодов\n",
    "min_periods = 75\n",
    "# вычисляем волатильность\n",
    "vol = daily_pc.rolling(window=min_periods).std() * \\\n",
    "        np.sqrt(min_periods)\n",
    "# визуализируем ее\n",
    "vol.plot(figsize=(10, 8));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Визуализация взаимосвязи между риском и ожидаемой доходностью"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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6Aq9HriwRqetKSsrIy9vPZ59t5O23b+S227K4++4BjBjRlc8//4a9e4t5/PFL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\nZmZmmfHAwszMzDLz/1V5GI+ppsC6AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1fd4a8d7e80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# строим диаграмму рассеяния, сопоставляя среднее и\n",
    "# стандартное отклонение ежедневного процентного изменения\n",
    "plt.scatter(daily_pc.mean(), daily_pc.std())\n",
    "plt.xlabel('Expected returns')\n",
    "plt.ylabel('Risk')\n",
    "\n",
    "# добавляем метки к каждой точке\n",
    "for label, x, y in zip(daily_pc.columns, \n",
    "                       daily_pc.mean(), \n",
    "                       daily_pc.std()):\n",
    "    plt.annotate(\n",
    "        label, \n",
    "        xy = (x, y), xytext = (30, -30),\n",
    "        textcoords = 'offset points', ha = 'right', \n",
    "        va = 'bottom',\n",
    "        bbox = dict(boxstyle = 'round,pad=0.5', \n",
    "                    fc = 'yellow', \n",
    "                    alpha = 0.5),\n",
    "        arrowprops = dict(arrowstyle = '->', \n",
    "                          connectionstyle = 'arc3,rad=0'))\n",
    "\n",
    "# задаем диапазоны для лучшего представления\n",
    "plt.xlim(-0.001, 0.003)\n",
    "plt.ylim(0.005, 0.0275)\n",
    "\n",
    "# задаем размер\n",
    "plt.gcf().set_size_inches(8,8)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
