14 compare_CAGR_of_assets_2023.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "critical-basics",
   "metadata": {},
   "source": [
    "<a href=\"https://colab.research.google.com/github/mbk-dev/publications_RUS/blob/main/11%20compare_CAGR_of_assets.ipynb\"><img align=\"left\" src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open in Colab\" title=\"Open and Execute in Google Colaboratory\"></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "processed-lithuania",
   "metadata": {},
   "source": [
    "Статья [Сравнение доходности активов за 2021 год](https://rostsber.ru/publish/stocks/returns2021.html) на блоге \"Рост Сбережений\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "dental-flooring",
   "metadata": {},
   "outputs": [],
   "source": [
    "!pip install okama"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "democratic-transcription",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'1.2.3'"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.rcParams['figure.figsize'] = [12.0, 6.0]\n",
    "\n",
    "import okama as ok\n",
    "\n",
    "ok.__version__"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "marked-revision",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## Активы"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "involved-processing",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "### 2006 для 15+ лет"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "perceived-furniture",
   "metadata": {},
   "outputs": [],
   "source": [
    "ls_2006 = [\n",
    "    'RGBITR.INDX',\n",
    "    'MCFTR.INDX',\n",
    "    'SP500TR.INDX',\n",
    "    'IDCOTCTR.INDX',  # US Treasuries\n",
    "    'SP500BDT.INDX',  # US bonds\n",
    "    'FNER.INDX',  # REITS\n",
    "    'MOW_SEC.RE',\n",
    "    'GC.COMM',\n",
    "    'SI.COMM',\n",
    "    'USDRUB.FX',\n",
    "    'EURRUB.FX'\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "random-jimmy",
   "metadata": {},
   "outputs": [],
   "source": [
    "lg_2006 = {\n",
    "    'RGBITR.INDX': 'Облигации федерального займа РФ (Индекс RGBI)',\n",
    "    'MCFTR.INDX': 'Акции РФ (Индекс Мосбиржи)',\n",
    "    'SP500TR.INDX': 'Акции США (Индекс S&P 500)',\n",
    "    'IDCOTCTR.INDX': 'Казначейские облигации США (Индекс ICE U.S Treasury Core Bond)',\n",
    "    'SP500BDT.INDX': 'Корпоративные облигации США (Индекс S&P 500 bonds)',\n",
    "    'FNER.INDX': 'Недвижимость США (Индекс REIT)',\n",
    "    'MOW_SEC.RE': 'Недвижимость Москвы (цена кв. метра)',\n",
    "    'GC.COMM': 'Золото (цены спот)',\n",
    "    'SI.COMM': 'Серебро (цены спот)',\n",
    "    'USDRUB.FX': 'Доллар США',\n",
    "    'EURRUB.FX': 'Евро',\n",
    "    'RUB.INFL': 'Инфляция'\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aboriginal-cattle",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "### 2010 для 10+ лет"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "alternate-thursday",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "ls_2010 = ls_2006 + [\n",
    "    'RUCBITR.INDX',  # c 2008\n",
    "    'OKID10.INDX',  # c 2010 года\n",
    "    'OKID.INDX',  # c 2010 года\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "level-mining",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "lg_2010 = {**lg_2006, **{\n",
    "    'RUCBITR.INDX': 'Корпоративные облигации РФ (индекс RUCBI)',\n",
    "    'OKID10.INDX': 'Депозиты в рублях TOP10 (индекс OKID 10)',\n",
    "    'OKID.INDX': 'Депозиты в рублях (индекс OKID)',\n",
    "}}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "adult-incidence",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## Функция рисования графиков"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "floppy-budget",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "def plot_cagr(assets: ok.AssetList, legend_dic: dict, plot_title: str):\n",
    "    fig, ax = plt.subplots(figsize=[12.0, 10.0])\n",
    "    fig.subplots_adjust(right=1.2)\n",
    "\n",
    "    inflation = assets.get_cagr()['RUB.INFL'] * 100\n",
    "    names = assets.get_cagr().sort_values().index\n",
    "    width = 0.7  # ширина прямоугольники (в данном случае высота)\n",
    "\n",
    "    for name in names:\n",
    "        value = assets.get_cagr()[name] * 100\n",
    "        color = 'grey' if name == 'RUB.INFL' else 'green'\n",
    "        if 0 <= value < inflation:\n",
    "            color = 'yellow'\n",
    "        elif value < 0:\n",
    "            color = 'red'\n",
    "        ax.barh(name, value, width, color=color)\n",
    "\n",
    "    # Добавление титула и надписей на оси Y\n",
    "    x = np.arange(len(names))  # the label locations\n",
    "    ax.set_title(plot_title)\n",
    "    ax.set_yticks(x)\n",
    "    ax.set_yticklabels([legend_dic[x] for x in names])\n",
    "    # ax.legend()\n",
    "\n",
    "    # Добавление аннотаций к прямоугольникам\n",
    "    rects = ax.containers\n",
    "    for rect in rects:\n",
    "        width = rect[0].get_width()  # Ширина прямоугольника\n",
    "        shift = 20 if width >= 0 else -20\n",
    "        ax.annotate(f'{width:.2f}%',\n",
    "                    xy=(width, rect[0].get_y() + rect[0].get_height() / 2),\n",
    "                    # координаты точки, откуда начинается аннотация\n",
    "                    xytext=(shift, 0),  # смещение надписи вправо\n",
    "                    textcoords=\"offset points\",\n",
    "                    ha='center', va='center')\n",
    "    if any(assets.get_cagr().values < 0):\n",
    "        ax.axvline(x=0, color='black', linewidth=1)  # вертикальная линия на отметке х=0"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "brazilian-prague",
   "metadata": {},
   "source": [
    "## 15 лет"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "internal-fireplace",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "assets           [RGBITR.INDX, MCFTR.INDX, SP500TR.INDX, IDCOTC...\n",
       "currency                                                       RUB\n",
       "first_date                                                 2008-01\n",
       "last_date                                                  2022-12\n",
       "period_length                                   15 years, 0 months\n",
       "inflation                                                 RUB.INFL\n",
       "dtype: object"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "assets15 = ok.AssetList(ls_2006, first_date='2008-01', last_date='2022-12', ccy='RUB')\n",
    "assets15"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "administrative-masters",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "assets15.wealth_indexes.iloc[:, :-1].plot()\n",
    "plt.fill_between(assets15.wealth_indexes.index.to_timestamp(), 0, assets15.wealth_indexes['RUB.INFL'], facecolor='grey', alpha=0.5)\n",
    "plt.legend(lg_2006.values())\n",
    "plt.title('Накопленный доход за 15 лет');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "wrong-polish",
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>property</th>\n",
       "      <th>period</th>\n",
       "      <th>RGBITR.INDX</th>\n",
       "      <th>MCFTR.INDX</th>\n",
       "      <th>SP500TR.INDX</th>\n",
       "      <th>IDCOTCTR.INDX</th>\n",
       "      <th>SP500BDT.INDX</th>\n",
       "      <th>FNER.INDX</th>\n",
       "      <th>MOW_SEC.RE</th>\n",
       "      <th>GC.COMM</th>\n",
       "      <th>SI.COMM</th>\n",
       "      <th>USDRUB.FX</th>\n",
       "      <th>EURRUB.FX</th>\n",
       "      <th>inflation</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Compound return</td>\n",
       "      <td>YTD</td>\n",
       "      <td>0.037134</td>\n",
       "      <td>-0.372608</td>\n",
       "      <td>-0.222149</td>\n",
       "      <td>-0.166889</td>\n",
       "      <td>-0.190346</td>\n",
       "      <td>-0.287201</td>\n",
       "      <td>0.171914</td>\n",
       "      <td>-0.050163</td>\n",
       "      <td>-0.022281</td>\n",
       "      <td>-0.050232</td>\n",
       "      <td>-0.106567</td>\n",
       "      <td>0.119228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CAGR</td>\n",
       "      <td>1 years</td>\n",
       "      <td>0.037134</td>\n",
       "      <td>-0.372608</td>\n",
       "      <td>-0.222149</td>\n",
       "      <td>-0.166889</td>\n",
       "      <td>-0.190346</td>\n",
       "      <td>-0.287201</td>\n",
       "      <td>0.171914</td>\n",
       "      <td>-0.050163</td>\n",
       "      <td>-0.022281</td>\n",
       "      <td>-0.050232</td>\n",
       "      <td>-0.106567</td>\n",
       "      <td>0.119228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CAGR</td>\n",
       "      <td>5 years</td>\n",
       "      <td>0.055736</td>\n",
       "      <td>0.076621</td>\n",
       "      <td>0.141042</td>\n",
       "      <td>0.04174</td>\n",
       "      <td>0.05065</td>\n",
       "      <td>0.088861</td>\n",
       "      <td>0.111297</td>\n",
       "      <td>0.118011</td>\n",
       "      <td>0.115649</td>\n",
       "      <td>0.042657</td>\n",
       "      <td>0.019806</td>\n",
       "      <td>0.064601</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CAGR</td>\n",
       "      <td>10 years</td>\n",
       "      <td>0.069403</td>\n",
       "      <td>0.102188</td>\n",
       "      <td>0.224802</td>\n",
       "      <td>0.094369</td>\n",
       "      <td>0.111247</td>\n",
       "      <td>0.165199</td>\n",
       "      <td>0.052549</td>\n",
       "      <td>0.09885</td>\n",
       "      <td>0.063341</td>\n",
       "      <td>0.087978</td>\n",
       "      <td>0.06537</td>\n",
       "      <td>0.070559</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CAGR</td>\n",
       "      <td>15 years</td>\n",
       "      <td>0.084354</td>\n",
       "      <td>0.057956</td>\n",
       "      <td>0.167855</td>\n",
       "      <td>0.096571</td>\n",
       "      <td>0.115496</td>\n",
       "      <td>0.144561</td>\n",
       "      <td>0.057148</td>\n",
       "      <td>0.131049</td>\n",
       "      <td>0.107947</td>\n",
       "      <td>0.073284</td>\n",
       "      <td>0.051314</td>\n",
       "      <td>0.075935</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>CAGR</td>\n",
       "      <td>15 years, 0 months</td>\n",
       "      <td>0.084354</td>\n",
       "      <td>0.057956</td>\n",
       "      <td>0.167855</td>\n",
       "      <td>0.096571</td>\n",
       "      <td>0.115496</td>\n",
       "      <td>0.144561</td>\n",
       "      <td>0.057148</td>\n",
       "      <td>0.131049</td>\n",
       "      <td>0.107947</td>\n",
       "      <td>0.073284</td>\n",
       "      <td>0.051314</td>\n",
       "      <td>0.075935</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Dividend yield</td>\n",
       "      <td>LTM</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Risk</td>\n",
       "      <td>15 years, 0 months</td>\n",
       "      <td>0.093212</td>\n",
       "      <td>0.277774</td>\n",
       "      <td>0.240098</td>\n",
       "      <td>0.227121</td>\n",
       "      <td>0.22222</td>\n",
       "      <td>0.319971</td>\n",
       "      <td>0.046478</td>\n",
       "      <td>0.292773</td>\n",
       "      <td>0.425514</td>\n",
       "      <td>0.203981</td>\n",
       "      <td>0.198284</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>CVAR</td>\n",
       "      <td>15 years, 0 months</td>\n",
       "      <td>0.175004</td>\n",
       "      <td>0.628204</td>\n",
       "      <td>0.335515</td>\n",
       "      <td>0.318676</td>\n",
       "      <td>0.354329</td>\n",
       "      <td>0.380812</td>\n",
       "      <td>0.058367</td>\n",
       "      <td>0.262041</td>\n",
       "      <td>0.41832</td>\n",
       "      <td>0.256432</td>\n",
       "      <td>0.345955</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Max drawdowns</td>\n",
       "      <td>15 years, 0 months</td>\n",
       "      <td>-0.228385</td>\n",
       "      <td>-0.679146</td>\n",
       "      <td>-0.472622</td>\n",
       "      <td>-0.415415</td>\n",
       "      <td>-0.427756</td>\n",
       "      <td>-0.463752</td>\n",
       "      <td>-0.127073</td>\n",
       "      <td>-0.415912</td>\n",
       "      <td>-0.525569</td>\n",
       "      <td>-0.371422</td>\n",
       "      <td>-0.427535</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Max drawdowns dates</td>\n",
       "      <td>15 years, 0 months</td>\n",
       "      <td>2022-02</td>\n",
       "      <td>2008-11</td>\n",
       "      <td>2022-06</td>\n",
       "      <td>2022-06</td>\n",
       "      <td>2022-06</td>\n",
       "      <td>2022-06</td>\n",
       "      <td>2018-03</td>\n",
       "      <td>2022-06</td>\n",
       "      <td>2013-12</td>\n",
       "      <td>2022-06</td>\n",
       "      <td>2022-06</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Inception date</td>\n",
       "      <td>None</td>\n",
       "      <td>2003-01</td>\n",
       "      <td>1997-10</td>\n",
       "      <td>1988-02</td>\n",
       "      <td>2006-01</td>\n",
       "      <td>1995-01</td>\n",
       "      <td>1972-01</td>\n",
       "      <td>2000-04</td>\n",
       "      <td>1975-02</td>\n",
       "      <td>1970-03</td>\n",
       "      <td>1992-08</td>\n",
       "      <td>1999-02</td>\n",
       "      <td>2008-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Last asset date</td>\n",
       "      <td>None</td>\n",
       "      <td>2023-01</td>\n",
       "      <td>2023-01</td>\n",
       "      <td>2023-01</td>\n",
       "      <td>2023-01</td>\n",
       "      <td>2023-01</td>\n",
       "      <td>2022-12</td>\n",
       "      <td>2022-12</td>\n",
       "      <td>2023-01</td>\n",
       "      <td>2023-01</td>\n",
       "      <td>2023-01</td>\n",
       "      <td>2023-01</td>\n",
       "      <td>2022-12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Common last data date</td>\n",
       "      <td>None</td>\n",
       "      <td>2022-12</td>\n",
       "      <td>2022-12</td>\n",
       "      <td>2022-12</td>\n",
       "      <td>2022-12</td>\n",
       "      <td>2022-12</td>\n",
       "      <td>2022-12</td>\n",
       "      <td>2022-12</td>\n",
       "      <td>2022-12</td>\n",
       "      <td>2022-12</td>\n",
       "      <td>2022-12</td>\n",
       "      <td>2022-12</td>\n",
       "      <td>2022-12</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 property              period RGBITR.INDX MCFTR.INDX  \\\n",
       "0         Compound return                 YTD    0.037134  -0.372608   \n",
       "1                    CAGR             1 years    0.037134  -0.372608   \n",
       "2                    CAGR             5 years    0.055736   0.076621   \n",
       "3                    CAGR            10 years    0.069403   0.102188   \n",
       "4                    CAGR            15 years    0.084354   0.057956   \n",
       "5                    CAGR  15 years, 0 months    0.084354   0.057956   \n",
       "6          Dividend yield                 LTM         0.0        0.0   \n",
       "7                    Risk  15 years, 0 months    0.093212   0.277774   \n",
       "8                    CVAR  15 years, 0 months    0.175004   0.628204   \n",
       "9           Max drawdowns  15 years, 0 months   -0.228385  -0.679146   \n",
       "10    Max drawdowns dates  15 years, 0 months     2022-02    2008-11   \n",
       "11         Inception date                None     2003-01    1997-10   \n",
       "12        Last asset date                None     2023-01    2023-01   \n",
       "13  Common last data date                None     2022-12    2022-12   \n",
       "\n",
       "   SP500TR.INDX IDCOTCTR.INDX SP500BDT.INDX FNER.INDX MOW_SEC.RE   GC.COMM  \\\n",
       "0     -0.222149     -0.166889     -0.190346 -0.287201   0.171914 -0.050163   \n",
       "1     -0.222149     -0.166889     -0.190346 -0.287201   0.171914 -0.050163   \n",
       "2      0.141042       0.04174       0.05065  0.088861   0.111297  0.118011   \n",
       "3      0.224802      0.094369      0.111247  0.165199   0.052549   0.09885   \n",
       "4      0.167855      0.096571      0.115496  0.144561   0.057148  0.131049   \n",
       "5      0.167855      0.096571      0.115496  0.144561   0.057148  0.131049   \n",
       "6           0.0           0.0           0.0       0.0        0.0       0.0   \n",
       "7      0.240098      0.227121       0.22222  0.319971   0.046478  0.292773   \n",
       "8      0.335515      0.318676      0.354329  0.380812   0.058367  0.262041   \n",
       "9     -0.472622     -0.415415     -0.427756 -0.463752  -0.127073 -0.415912   \n",
       "10      2022-06       2022-06       2022-06   2022-06    2018-03   2022-06   \n",
       "11      1988-02       2006-01       1995-01   1972-01    2000-04   1975-02   \n",
       "12      2023-01       2023-01       2023-01   2022-12    2022-12   2023-01   \n",
       "13      2022-12       2022-12       2022-12   2022-12    2022-12   2022-12   \n",
       "\n",
       "     SI.COMM USDRUB.FX EURRUB.FX inflation  \n",
       "0  -0.022281 -0.050232 -0.106567  0.119228  \n",
       "1  -0.022281 -0.050232 -0.106567  0.119228  \n",
       "2   0.115649  0.042657  0.019806  0.064601  \n",
       "3   0.063341  0.087978   0.06537  0.070559  \n",
       "4   0.107947  0.073284  0.051314  0.075935  \n",
       "5   0.107947  0.073284  0.051314  0.075935  \n",
       "6        0.0       0.0       0.0       NaN  \n",
       "7   0.425514  0.203981  0.198284       NaN  \n",
       "8    0.41832  0.256432  0.345955       NaN  \n",
       "9  -0.525569 -0.371422 -0.427535       NaN  \n",
       "10   2013-12   2022-06   2022-06       NaN  \n",
       "11   1970-03   1992-08   1999-02   2008-01  \n",
       "12   2023-01   2023-01   2023-01   2022-12  \n",
       "13   2022-12   2022-12   2022-12   2022-12  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "assets15.describe([1, 5, 10, 15])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "killing-lotus",
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 1200x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_cagr(assets15, lg_2006, 'Доходность активов за 15 лет')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "third-chrome",
   "metadata": {},
   "source": [
    "## 10 лет"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "egyptian-milwaukee",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "assets           [RGBITR.INDX, MCFTR.INDX, SP500TR.INDX, IDCOTC...\n",
       "currency                                                       RUB\n",
       "first_date                                                 2013-01\n",
       "last_date                                                  2022-12\n",
       "period_length                                   10 years, 0 months\n",
       "inflation                                                 RUB.INFL\n",
       "dtype: object"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "assets10 = ok.AssetList(ls_2010, first_date='2013-01', last_date='2022-12', ccy='RUB')\n",
    "assets10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "piano-stanford",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_cagr(assets10, lg_2010, 'Доходность активов за 10 лет')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "sought-daily",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## 5 лет"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "attempted-restoration",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "assets           [RGBITR.INDX, MCFTR.INDX, SP500TR.INDX, IDCOTC...\n",
       "currency                                                       RUB\n",
       "first_date                                                 2018-01\n",
       "last_date                                                  2022-12\n",
       "period_length                                    5 years, 0 months\n",
       "inflation                                                 RUB.INFL\n",
       "dtype: object"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "assets5 = ok.AssetList(ls_2010, first_date='2018-01', last_date='2022-12', ccy='RUB')\n",
    "assets5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "illegal-pharmacology",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_cagr(assets5, lg_2010, 'Доходность активов за 5 лет')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "sexual-wednesday",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>property</th>\n",
       "      <th>period</th>\n",
       "      <th>RGBITR.INDX</th>\n",
       "      <th>MCFTR.INDX</th>\n",
       "      <th>SP500TR.INDX</th>\n",
       "      <th>IDCOTCTR.INDX</th>\n",
       "      <th>SP500BDT.INDX</th>\n",
       "      <th>FNER.INDX</th>\n",
       "      <th>MOW_SEC.RE</th>\n",
       "      <th>GC.COMM</th>\n",
       "      <th>SI.COMM</th>\n",
       "      <th>USDRUB.FX</th>\n",
       "      <th>EURRUB.FX</th>\n",
       "      <th>RUCBITR.INDX</th>\n",
       "      <th>OKID10.INDX</th>\n",
       "      <th>OKID.INDX</th>\n",
       "      <th>inflation</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Compound return</td>\n",
       "      <td>YTD</td>\n",
       "      <td>0.037134</td>\n",
       "      <td>-0.372608</td>\n",
       "      <td>-0.222149</td>\n",
       "      <td>-0.166889</td>\n",
       "      <td>-0.190346</td>\n",
       "      <td>-0.287201</td>\n",
       "      <td>0.171914</td>\n",
       "      <td>-0.050163</td>\n",
       "      <td>-0.022281</td>\n",
       "      <td>-0.050232</td>\n",
       "      <td>-0.106567</td>\n",
       "      <td>0.082586</td>\n",
       "      <td>0.082028</td>\n",
       "      <td>0.098801</td>\n",
       "      <td>0.119228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CAGR</td>\n",
       "      <td>2 years</td>\n",
       "      <td>-0.007104</td>\n",
       "      <td>-0.125912</td>\n",
       "      <td>0.005494</td>\n",
       "      <td>-0.094374</td>\n",
       "      <td>-0.099575</td>\n",
       "      <td>0.008448</td>\n",
       "      <td>0.168184</td>\n",
       "      <td>-0.035733</td>\n",
       "      <td>-0.065697</td>\n",
       "      <td>-0.020702</td>\n",
       "      <td>-0.083376</td>\n",
       "      <td>0.040266</td>\n",
       "      <td>0.065209</td>\n",
       "      <td>0.078093</td>\n",
       "      <td>0.101438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CAGR</td>\n",
       "      <td>3 years</td>\n",
       "      <td>0.022874</td>\n",
       "      <td>-0.042682</td>\n",
       "      <td>0.126945</td>\n",
       "      <td>0.019409</td>\n",
       "      <td>0.023069</td>\n",
       "      <td>0.048853</td>\n",
       "      <td>0.182398</td>\n",
       "      <td>0.114748</td>\n",
       "      <td>0.154371</td>\n",
       "      <td>0.046662</td>\n",
       "      <td>0.030885</td>\n",
       "      <td>0.054162</td>\n",
       "      <td>0.062831</td>\n",
       "      <td>0.074658</td>\n",
       "      <td>0.083717</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CAGR</td>\n",
       "      <td>5 years, 0 months</td>\n",
       "      <td>0.055736</td>\n",
       "      <td>0.076621</td>\n",
       "      <td>0.141042</td>\n",
       "      <td>0.04174</td>\n",
       "      <td>0.05065</td>\n",
       "      <td>0.088861</td>\n",
       "      <td>0.111297</td>\n",
       "      <td>0.118011</td>\n",
       "      <td>0.115649</td>\n",
       "      <td>0.042657</td>\n",
       "      <td>0.019806</td>\n",
       "      <td>0.069332</td>\n",
       "      <td>0.065883</td>\n",
       "      <td>0.076745</td>\n",
       "      <td>0.064601</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Dividend yield</td>\n",
       "      <td>LTM</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Risk</td>\n",
       "      <td>5 years, 0 months</td>\n",
       "      <td>0.115725</td>\n",
       "      <td>0.27198</td>\n",
       "      <td>0.29448</td>\n",
       "      <td>0.246904</td>\n",
       "      <td>0.234933</td>\n",
       "      <td>0.294229</td>\n",
       "      <td>0.062264</td>\n",
       "      <td>0.296322</td>\n",
       "      <td>0.445333</td>\n",
       "      <td>0.219998</td>\n",
       "      <td>0.245115</td>\n",
       "      <td>0.064423</td>\n",
       "      <td>0.003735</td>\n",
       "      <td>0.004653</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>CVAR</td>\n",
       "      <td>5 years, 0 months</td>\n",
       "      <td>0.206548</td>\n",
       "      <td>0.505114</td>\n",
       "      <td>0.358853</td>\n",
       "      <td>0.348776</td>\n",
       "      <td>0.38012</td>\n",
       "      <td>0.325064</td>\n",
       "      <td>0.035639</td>\n",
       "      <td>0.269683</td>\n",
       "      <td>0.442827</td>\n",
       "      <td>0.282834</td>\n",
       "      <td>0.380867</td>\n",
       "      <td>0.09357</td>\n",
       "      <td>-0.047712</td>\n",
       "      <td>-0.057249</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Max drawdowns</td>\n",
       "      <td>5 years, 0 months</td>\n",
       "      <td>-0.228385</td>\n",
       "      <td>-0.512716</td>\n",
       "      <td>-0.472622</td>\n",
       "      <td>-0.415415</td>\n",
       "      <td>-0.427756</td>\n",
       "      <td>-0.463752</td>\n",
       "      <td>-0.092466</td>\n",
       "      <td>-0.415912</td>\n",
       "      <td>-0.511507</td>\n",
       "      <td>-0.371422</td>\n",
       "      <td>-0.427535</td>\n",
       "      <td>-0.101224</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Max drawdowns dates</td>\n",
       "      <td>5 years, 0 months</td>\n",
       "      <td>2022-02</td>\n",
       "      <td>2022-09</td>\n",
       "      <td>2022-06</td>\n",
       "      <td>2022-06</td>\n",
       "      <td>2022-06</td>\n",
       "      <td>2022-06</td>\n",
       "      <td>2020-03</td>\n",
       "      <td>2022-06</td>\n",
       "      <td>2022-08</td>\n",
       "      <td>2022-06</td>\n",
       "      <td>2022-06</td>\n",
       "      <td>2022-03</td>\n",
       "      <td>2018-01</td>\n",
       "      <td>2018-01</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Inception date</td>\n",
       "      <td>None</td>\n",
       "      <td>2003-01</td>\n",
       "      <td>1997-10</td>\n",
       "      <td>1988-02</td>\n",
       "      <td>2006-01</td>\n",
       "      <td>1995-01</td>\n",
       "      <td>1972-01</td>\n",
       "      <td>2000-04</td>\n",
       "      <td>1975-02</td>\n",
       "      <td>1970-03</td>\n",
       "      <td>1992-08</td>\n",
       "      <td>1999-02</td>\n",
       "      <td>2008-05</td>\n",
       "      <td>2010-07</td>\n",
       "      <td>2010-07</td>\n",
       "      <td>2018-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Last asset date</td>\n",
       "      <td>None</td>\n",
       "      <td>2023-01</td>\n",
       "      <td>2023-01</td>\n",
       "      <td>2023-01</td>\n",
       "      <td>2023-01</td>\n",
       "      <td>2023-01</td>\n",
       "      <td>2022-12</td>\n",
       "      <td>2022-12</td>\n",
       "      <td>2023-01</td>\n",
       "      <td>2023-01</td>\n",
       "      <td>2023-01</td>\n",
       "      <td>2023-01</td>\n",
       "      <td>2023-01</td>\n",
       "      <td>2023-01</td>\n",
       "      <td>2023-01</td>\n",
       "      <td>2022-12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Common last data date</td>\n",
       "      <td>None</td>\n",
       "      <td>2022-12</td>\n",
       "      <td>2022-12</td>\n",
       "      <td>2022-12</td>\n",
       "      <td>2022-12</td>\n",
       "      <td>2022-12</td>\n",
       "      <td>2022-12</td>\n",
       "      <td>2022-12</td>\n",
       "      <td>2022-12</td>\n",
       "      <td>2022-12</td>\n",
       "      <td>2022-12</td>\n",
       "      <td>2022-12</td>\n",
       "      <td>2022-12</td>\n",
       "      <td>2022-12</td>\n",
       "      <td>2022-12</td>\n",
       "      <td>2022-12</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 property             period RGBITR.INDX MCFTR.INDX  \\\n",
       "0         Compound return                YTD    0.037134  -0.372608   \n",
       "1                    CAGR            2 years   -0.007104  -0.125912   \n",
       "2                    CAGR            3 years    0.022874  -0.042682   \n",
       "3                    CAGR  5 years, 0 months    0.055736   0.076621   \n",
       "4          Dividend yield                LTM         0.0        0.0   \n",
       "5                    Risk  5 years, 0 months    0.115725    0.27198   \n",
       "6                    CVAR  5 years, 0 months    0.206548   0.505114   \n",
       "7           Max drawdowns  5 years, 0 months   -0.228385  -0.512716   \n",
       "8     Max drawdowns dates  5 years, 0 months     2022-02    2022-09   \n",
       "9          Inception date               None     2003-01    1997-10   \n",
       "10        Last asset date               None     2023-01    2023-01   \n",
       "11  Common last data date               None     2022-12    2022-12   \n",
       "\n",
       "   SP500TR.INDX IDCOTCTR.INDX SP500BDT.INDX FNER.INDX MOW_SEC.RE   GC.COMM  \\\n",
       "0     -0.222149     -0.166889     -0.190346 -0.287201   0.171914 -0.050163   \n",
       "1      0.005494     -0.094374     -0.099575  0.008448   0.168184 -0.035733   \n",
       "2      0.126945      0.019409      0.023069  0.048853   0.182398  0.114748   \n",
       "3      0.141042       0.04174       0.05065  0.088861   0.111297  0.118011   \n",
       "4           0.0           0.0           0.0       0.0        0.0       0.0   \n",
       "5       0.29448      0.246904      0.234933  0.294229   0.062264  0.296322   \n",
       "6      0.358853      0.348776       0.38012  0.325064   0.035639  0.269683   \n",
       "7     -0.472622     -0.415415     -0.427756 -0.463752  -0.092466 -0.415912   \n",
       "8       2022-06       2022-06       2022-06   2022-06    2020-03   2022-06   \n",
       "9       1988-02       2006-01       1995-01   1972-01    2000-04   1975-02   \n",
       "10      2023-01       2023-01       2023-01   2022-12    2022-12   2023-01   \n",
       "11      2022-12       2022-12       2022-12   2022-12    2022-12   2022-12   \n",
       "\n",
       "     SI.COMM USDRUB.FX EURRUB.FX RUCBITR.INDX OKID10.INDX OKID.INDX inflation  \n",
       "0  -0.022281 -0.050232 -0.106567     0.082586    0.082028  0.098801  0.119228  \n",
       "1  -0.065697 -0.020702 -0.083376     0.040266    0.065209  0.078093  0.101438  \n",
       "2   0.154371  0.046662  0.030885     0.054162    0.062831  0.074658  0.083717  \n",
       "3   0.115649  0.042657  0.019806     0.069332    0.065883  0.076745  0.064601  \n",
       "4        0.0       0.0       0.0          0.0         0.0       0.0       NaN  \n",
       "5   0.445333  0.219998  0.245115     0.064423    0.003735  0.004653       NaN  \n",
       "6   0.442827  0.282834  0.380867      0.09357   -0.047712 -0.057249       NaN  \n",
       "7  -0.511507 -0.371422 -0.427535    -0.101224         0.0       0.0       NaN  \n",
       "8    2022-08   2022-06   2022-06      2022-03     2018-01   2018-01       NaN  \n",
       "9    1970-03   1992-08   1999-02      2008-05     2010-07   2010-07   2018-01  \n",
       "10   2023-01   2023-01   2023-01      2023-01     2023-01   2023-01   2022-12  \n",
       "11   2022-12   2022-12   2022-12      2022-12     2022-12   2022-12   2022-12  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "assets5.describe([2, 3])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "adapted-mayor",
   "metadata": {},
   "source": [
    "## 1 год"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "periodic-hospital",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "assets           [RGBITR.INDX, MCFTR.INDX, SP500TR.INDX, IDCOTC...\n",
       "currency                                                       RUB\n",
       "first_date                                                 2022-01\n",
       "last_date                                                  2022-12\n",
       "period_length                                    1 years, 0 months\n",
       "inflation                                                 RUB.INFL\n",
       "dtype: object"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "assets1 = ok.AssetList(ls_2010, first_date='2022-01', last_date='2022-12', ccy='RUB')\n",
    "assets1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "affected-format",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_cagr(assets1, lg_2010, 'Доходность активов за 1 год')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "35dbb5a1-7276-4008-af32-3554658c1877",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>property</th>\n",
       "      <th>period</th>\n",
       "      <th>RGBITR.INDX</th>\n",
       "      <th>MCFTR.INDX</th>\n",
       "      <th>SP500TR.INDX</th>\n",
       "      <th>IDCOTCTR.INDX</th>\n",
       "      <th>SP500BDT.INDX</th>\n",
       "      <th>FNER.INDX</th>\n",
       "      <th>MOW_SEC.RE</th>\n",
       "      <th>GC.COMM</th>\n",
       "      <th>SI.COMM</th>\n",
       "      <th>USDRUB.FX</th>\n",
       "      <th>EURRUB.FX</th>\n",
       "      <th>RUCBITR.INDX</th>\n",
       "      <th>OKID10.INDX</th>\n",
       "      <th>OKID.INDX</th>\n",
       "      <th>inflation</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Compound return</td>\n",
       "      <td>YTD</td>\n",
       "      <td>0.037134</td>\n",
       "      <td>-0.372608</td>\n",
       "      <td>-0.222149</td>\n",
       "      <td>-0.166889</td>\n",
       "      <td>-0.190346</td>\n",
       "      <td>-0.287201</td>\n",
       "      <td>0.171914</td>\n",
       "      <td>-0.050163</td>\n",
       "      <td>-0.022281</td>\n",
       "      <td>-0.050232</td>\n",
       "      <td>-0.106567</td>\n",
       "      <td>0.082586</td>\n",
       "      <td>0.082028</td>\n",
       "      <td>0.098801</td>\n",
       "      <td>0.119228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CAGR</td>\n",
       "      <td>1 years</td>\n",
       "      <td>0.037134</td>\n",
       "      <td>-0.372608</td>\n",
       "      <td>-0.222149</td>\n",
       "      <td>-0.166889</td>\n",
       "      <td>-0.190346</td>\n",
       "      <td>-0.287201</td>\n",
       "      <td>0.171914</td>\n",
       "      <td>-0.050163</td>\n",
       "      <td>-0.022281</td>\n",
       "      <td>-0.050232</td>\n",
       "      <td>-0.106567</td>\n",
       "      <td>0.082586</td>\n",
       "      <td>0.082028</td>\n",
       "      <td>0.098801</td>\n",
       "      <td>0.119228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CAGR</td>\n",
       "      <td>5 years</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CAGR</td>\n",
       "      <td>10 years</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CAGR</td>\n",
       "      <td>1 years, 1 months</td>\n",
       "      <td>0.0432</td>\n",
       "      <td>-0.359732</td>\n",
       "      <td>-0.166841</td>\n",
       "      <td>-0.149668</td>\n",
       "      <td>-0.170642</td>\n",
       "      <td>-0.196667</td>\n",
       "      <td>0.169984</td>\n",
       "      <td>-0.009917</td>\n",
       "      <td>0.009598</td>\n",
       "      <td>-0.037924</td>\n",
       "      <td>-0.08798</td>\n",
       "      <td>0.09426</td>\n",
       "      <td>0.080052</td>\n",
       "      <td>0.096101</td>\n",
       "      <td>0.117969</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Dividend yield</td>\n",
       "      <td>LTM</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Risk</td>\n",
       "      <td>1 years, 1 months</td>\n",
       "      <td>0.234717</td>\n",
       "      <td>0.312411</td>\n",
       "      <td>0.468962</td>\n",
       "      <td>0.357392</td>\n",
       "      <td>0.372146</td>\n",
       "      <td>0.458221</td>\n",
       "      <td>0.062171</td>\n",
       "      <td>0.464301</td>\n",
       "      <td>0.668841</td>\n",
       "      <td>0.372692</td>\n",
       "      <td>0.438469</td>\n",
       "      <td>0.131666</td>\n",
       "      <td>0.003574</td>\n",
       "      <td>0.0055</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>CVAR</td>\n",
       "      <td>1 years, 1 months</td>\n",
       "      <td>-0.037134</td>\n",
       "      <td>0.397132</td>\n",
       "      <td>0.263835</td>\n",
       "      <td>0.287097</td>\n",
       "      <td>0.30738</td>\n",
       "      <td>0.298225</td>\n",
       "      <td>-0.171914</td>\n",
       "      <td>0.184902</td>\n",
       "      <td>0.226016</td>\n",
       "      <td>0.189228</td>\n",
       "      <td>0.256023</td>\n",
       "      <td>-0.082586</td>\n",
       "      <td>-0.079235</td>\n",
       "      <td>-0.094663</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Max drawdowns</td>\n",
       "      <td>1 years, 1 months</td>\n",
       "      <td>-0.187753</td>\n",
       "      <td>-0.471403</td>\n",
       "      <td>-0.472622</td>\n",
       "      <td>-0.410283</td>\n",
       "      <td>-0.427756</td>\n",
       "      <td>-0.463752</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.415912</td>\n",
       "      <td>-0.491968</td>\n",
       "      <td>-0.371422</td>\n",
       "      <td>-0.427535</td>\n",
       "      <td>-0.098099</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Max drawdowns dates</td>\n",
       "      <td>1 years, 1 months</td>\n",
       "      <td>2022-02</td>\n",
       "      <td>2022-09</td>\n",
       "      <td>2022-06</td>\n",
       "      <td>2022-06</td>\n",
       "      <td>2022-06</td>\n",
       "      <td>2022-06</td>\n",
       "      <td>2021-12</td>\n",
       "      <td>2022-06</td>\n",
       "      <td>2022-08</td>\n",
       "      <td>2022-06</td>\n",
       "      <td>2022-06</td>\n",
       "      <td>2022-03</td>\n",
       "      <td>2021-12</td>\n",
       "      <td>2021-12</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Inception date</td>\n",
       "      <td>None</td>\n",
       "      <td>2003-01</td>\n",
       "      <td>1997-10</td>\n",
       "      <td>1988-02</td>\n",
       "      <td>2006-01</td>\n",
       "      <td>1995-01</td>\n",
       "      <td>1972-01</td>\n",
       "      <td>2000-04</td>\n",
       "      <td>1975-02</td>\n",
       "      <td>1970-03</td>\n",
       "      <td>1992-08</td>\n",
       "      <td>1999-02</td>\n",
       "      <td>2008-05</td>\n",
       "      <td>2010-07</td>\n",
       "      <td>2010-07</td>\n",
       "      <td>2021-12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Last asset date</td>\n",
       "      <td>None</td>\n",
       "      <td>2023-01</td>\n",
       "      <td>2023-01</td>\n",
       "      <td>2023-01</td>\n",
       "      <td>2023-01</td>\n",
       "      <td>2023-01</td>\n",
       "      <td>2022-12</td>\n",
       "      <td>2022-12</td>\n",
       "      <td>2023-01</td>\n",
       "      <td>2023-01</td>\n",
       "      <td>2023-01</td>\n",
       "      <td>2023-01</td>\n",
       "      <td>2023-01</td>\n",
       "      <td>2023-01</td>\n",
       "      <td>2023-01</td>\n",
       "      <td>2022-12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Common last data date</td>\n",
       "      <td>None</td>\n",
       "      <td>2022-12</td>\n",
       "      <td>2022-12</td>\n",
       "      <td>2022-12</td>\n",
       "      <td>2022-12</td>\n",
       "      <td>2022-12</td>\n",
       "      <td>2022-12</td>\n",
       "      <td>2022-12</td>\n",
       "      <td>2022-12</td>\n",
       "      <td>2022-12</td>\n",
       "      <td>2022-12</td>\n",
       "      <td>2022-12</td>\n",
       "      <td>2022-12</td>\n",
       "      <td>2022-12</td>\n",
       "      <td>2022-12</td>\n",
       "      <td>2022-12</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 property             period RGBITR.INDX MCFTR.INDX  \\\n",
       "0         Compound return                YTD    0.037134  -0.372608   \n",
       "1                    CAGR            1 years    0.037134  -0.372608   \n",
       "2                    CAGR            5 years         NaN        NaN   \n",
       "3                    CAGR           10 years         NaN        NaN   \n",
       "4                    CAGR  1 years, 1 months      0.0432  -0.359732   \n",
       "5          Dividend yield                LTM         0.0        0.0   \n",
       "6                    Risk  1 years, 1 months    0.234717   0.312411   \n",
       "7                    CVAR  1 years, 1 months   -0.037134   0.397132   \n",
       "8           Max drawdowns  1 years, 1 months   -0.187753  -0.471403   \n",
       "9     Max drawdowns dates  1 years, 1 months     2022-02    2022-09   \n",
       "10         Inception date               None     2003-01    1997-10   \n",
       "11        Last asset date               None     2023-01    2023-01   \n",
       "12  Common last data date               None     2022-12    2022-12   \n",
       "\n",
       "   SP500TR.INDX IDCOTCTR.INDX SP500BDT.INDX FNER.INDX MOW_SEC.RE   GC.COMM  \\\n",
       "0     -0.222149     -0.166889     -0.190346 -0.287201   0.171914 -0.050163   \n",
       "1     -0.222149     -0.166889     -0.190346 -0.287201   0.171914 -0.050163   \n",
       "2           NaN           NaN           NaN       NaN        NaN       NaN   \n",
       "3           NaN           NaN           NaN       NaN        NaN       NaN   \n",
       "4     -0.166841     -0.149668     -0.170642 -0.196667   0.169984 -0.009917   \n",
       "5           0.0           0.0           0.0       0.0        0.0       0.0   \n",
       "6      0.468962      0.357392      0.372146  0.458221   0.062171  0.464301   \n",
       "7      0.263835      0.287097       0.30738  0.298225  -0.171914  0.184902   \n",
       "8     -0.472622     -0.410283     -0.427756 -0.463752        0.0 -0.415912   \n",
       "9       2022-06       2022-06       2022-06   2022-06    2021-12   2022-06   \n",
       "10      1988-02       2006-01       1995-01   1972-01    2000-04   1975-02   \n",
       "11      2023-01       2023-01       2023-01   2022-12    2022-12   2023-01   \n",
       "12      2022-12       2022-12       2022-12   2022-12    2022-12   2022-12   \n",
       "\n",
       "     SI.COMM USDRUB.FX EURRUB.FX RUCBITR.INDX OKID10.INDX OKID.INDX inflation  \n",
       "0  -0.022281 -0.050232 -0.106567     0.082586    0.082028  0.098801  0.119228  \n",
       "1  -0.022281 -0.050232 -0.106567     0.082586    0.082028  0.098801  0.119228  \n",
       "2        NaN       NaN       NaN          NaN         NaN       NaN       NaN  \n",
       "3        NaN       NaN       NaN          NaN         NaN       NaN       NaN  \n",
       "4   0.009598 -0.037924  -0.08798      0.09426    0.080052  0.096101  0.117969  \n",
       "5        0.0       0.0       0.0          0.0         0.0       0.0       NaN  \n",
       "6   0.668841  0.372692  0.438469     0.131666    0.003574    0.0055       NaN  \n",
       "7   0.226016  0.189228  0.256023    -0.082586   -0.079235 -0.094663       NaN  \n",
       "8  -0.491968 -0.371422 -0.427535    -0.098099         0.0       0.0       NaN  \n",
       "9    2022-08   2022-06   2022-06      2022-03     2021-12   2021-12       NaN  \n",
       "10   1970-03   1992-08   1999-02      2008-05     2010-07   2010-07   2021-12  \n",
       "11   2023-01   2023-01   2023-01      2023-01     2023-01   2023-01   2022-12  \n",
       "12   2022-12   2022-12   2022-12      2022-12     2022-12   2022-12   2022-12  "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "assets1.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "living-father",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## Граница эффективности\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "centered-malawi",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "symbols          [RGBITR.INDX, MCFTR.INDX, SP500TR.INDX, IDCOTC...\n",
       "currency                                                       RUB\n",
       "first_date                                                 2008-01\n",
       "last_date                                                  2022-12\n",
       "period_length                                   15 years, 0 months\n",
       "bounds           ((0.0, 1.0), (0.0, 1.0), (0.0, 1.0), (0.0, 1.0...\n",
       "inflation                                                 RUB.INFL\n",
       "n_points                                                        20\n",
       "dtype: object"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x = ok.EfficientFrontier(ls_2006, ccy='RUB', first_date='2008-01', last_date='2022-12')\n",
    "x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "8e25c87b-34db-4f80-b750-487fa09d48b3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "symbols          [RGBITR.INDX, MCFTR.INDX, SP500TR.INDX, IDCOTC...\n",
       "currency                                                       RUB\n",
       "first_date                                                 2007-01\n",
       "last_date                                                  2021-12\n",
       "period_length                                   15 years, 0 months\n",
       "bounds           ((0.0, 1.0), (0.0, 1.0), (0.0, 1.0), (0.0, 1.0...\n",
       "inflation                                                 RUB.INFL\n",
       "n_points                                                        20\n",
       "dtype: object"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y = ok.EfficientFrontier(ls_2006, ccy='RUB', first_date='2007-01', last_date='2021-12')\n",
    "y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "motivated-pendant",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "df = x.ef_points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "a185c33d-d100-4be3-8cbf-35808ca90d24",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_last_y = y.ef_points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "cognitive-cleaning",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "short_names_20ef_points= {\n",
    "    'RGBITR.INDX': 'Облигации РФ',\n",
    "    'MCFTR.INDX': 'Акции РФ',\n",
    "    'SP500TR.INDX': 'Акции США',\n",
    "    'IDCOTCTR.INDX': 'Казначейские облигации США',\n",
    "    'SP500BDT.INDX': 'Корпоративные облигации США',\n",
    "    'FNER.INDX': 'REIT',\n",
    "    'MOW_SEC.RE': 'Недвижимость Москвы',\n",
    "    'GC.COMM': 'Золото',\n",
    "    'SI.COMM': 'Серебро',\n",
    "    'USDRUB.FX': 'USD',\n",
    "    'EURRUB.FX': 'EUR',\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "developmental-workstation",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: xlabel='Риск', ylabel='Доходность'>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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l5WXff+bMGX744QcefPBBunfvTo0aNbJ0z0uXLvH666+zcOHC63Z/T0lJYdSoUUyYMAE3N7cbXi80NBSLxcL+/fuzlOdWREdHs3DhQlJSUpg+fbp9f1paGrNmzWLChAk5dm8RERFQS7mISM6JiYDZHW1d1a2pULULDNmkglxyXGpqKl9++SXvvfce4eHh9seuXbsICAjg66+/Tnf+4sWL6dGjB48//jiDBg0iNTU1S/d9/fXXueeee2jWrNl1z5k+fTrFihWjf//+N72ej48P7dq146OPPuLy5csZjv930rismjt3LoGBgezatSvde/Xee+8xZ84c0tLS7vgeIiIiN6KWchGRnHRuLxTxgI7vQq0+mlldcsVPP/3EpUuXePTRR9O1iAP07NmTmTNn8tRTT9n3+fj4APD2229Ts2ZN3n77bV555RX78bS0NBITE+3bqampGIZBcnIyRYoUAeDKlSt89tln7Nix44bZJk6cyJIlS255IrmPPvqIJk2a0LBhQ8aPH0/NmjVJTU1l+fLlTJ8+nX379tnPjYyMTLf++JkzZ7h69Wq6fdcuCzdz5kzuv/9+qlevnm5/UFAQL774IkuXLs3Xa7yLiEjep6JcRCQ7JV+BIkVtz73LQq/Z4BsKxcuZm0sKlZkzZ9KmTZsMBTnYivKJEyeye/fuDMfc3d2ZNWsW7du3p1u3bvZCddq0aUybNi3D+ffeey+rV68GbN3Sn3zySSpVqnTDbC1btqRly5a3/LNUqFCBHTt2MGHCBEaMGEFUVBQlS5akXr166bqbA0yaNIlJkyZluEadOnUyvfb27dvZtWsXn3/+eYZjXl5etG7dmpkzZ6ooFxGRHGUxcmsWFZPExcXh5eVFbGwsnp6eZscRkYLs4G+weCh0+xhC1EVdCrbw8HCee+45e1EuIiIi/7qdOlRjykVE7lTyZfhpOMzrBQlnYeNUsxOJ5DgHBwd713URERHJOnVfFxG5E6e2w8In4OJh2/ZdQ6D1q+ZmEskFNWvW5LfffjM7hoiISL6nolxEJCusabDufdtSZ0YaeATYuq1XvPWxsiIiIiIiKspFRLLiyCpY9YbtebUe0Ok9KOpjbiYRERERyXdUlIuIZEVoG2jwOJSpC7UfNDuNiIiIiORTmuhNRORWpKXAmolw+cK/+zpNUkEuIiIiIndELeUiIjdz6QR8/whEboNTf8CD34LFYnYqERERESkAVJSLiNzI3h/hx2cgKRZcvaBOfxXkIncozWqw9Vg05+ITKeXhSsNgHxwd9N+ViIgUTirKRUQyk3IVlr0M22batgMbQM+ZULycublE8rmle6IYt2QvUbGJ9n3+Xq681jmM9tX9TUwmIiJiDo0pFxG51qUTMKPNvwV5k+dg0K8qyEXu0NI9UQz+ake6ghzgTGwig7/awdI9USYlExERMY+KchGRa7l5Q3ICuJeEfgug7ThwdDY7lUi+lmY1GLdkL0Ymx/7ZN27JXtKsmZ0hIiJScKn7uogIQPIVcHazjRd39YI+X0NRX/AobXYykQJh67HoDC3k/2UAUbGJbD0WTeOKvrkXTERExGQqykVEonbBd4PgrsHQ8HHbvtJh5mYSKQAuJiSx6ehFNh65yG9/nbml15yLv37hLiIiUhCpKBeRwsswYOtn8NsrkJYMm6dD3YHgVMTsZCL5UkJSKluPXWTDYVshvi8q7ravUcrDNQeSiYiI5F0qykWkcLoSDT8OhQM/27Yrd4Ku01SQi9yGxJQ0dkRcYtORi2w4fIFdp2IzjAmvXNqDu0N8uSvYl1cX7+FcXFKm48otgJ+XbXk0ERGRwkRFuYgUPhGb4ftHIe4UOBaBe9+Ahk9o/XGRm0izGvwZGcuGwxfYdOQifxyPJinVmu6csj5FubuiL3eHlKBxBV9KerjYjxkYDP5qBxZIV5j/81/ea53DtF65iIgUOirKRaRwiT8DX3SBtCTwqQD3z4aA2manEsmTDMPg0LkENhy+wIbDF9ly7CLxianpzilRzIUmIb62QrxiCYJ8il73eu2r+zO9X90M65T7aZ1yEREpxFSUi0jh4uEHzUfB+QNw3/vg4mF2IpE85WT0FTYeuWAfF34hISndcQ9XJ+6q4EuTir40CSlBSKliWG6jl0n76v60DfNj67FozsUnUsrD1mVdLeQiIlJYqSgXkYLv8ArwDIRSVWzb94yw/anu6iKcj09i45ELbDx8kY1HL3Ay+mq6467ODjQo70Pjir40qViC6mW87riAdnSwaNkzERGRv6koF5GCKy0Ffn8DNkyGUmHw+O//rkUuUkjFJaaw5Wg0Gw5fYOORCxw8m5DuuJODhVpB3jSp6EvjiiWoW84bFydHk9KKiIgUfCrKRaRgunQCfngUTv1h2y57l7l5REySmJLGtuOXbF3Sj1zkz1MxXDNBOmH+ntz9d3f0BsE+FHPRPw9ERERyi37rikjBs3cxLB4KibHg4gVdpkC17manEskVqWlWdp2KZePhC2w8cpHtEZdIvmaG9OAS7vaJ2RpX9MXHXUsBioiImEVFuYgUHKlJsOwl+GOGbbtMfbh/JhQvb2oskZxktRocOBv/d3f0i2w9Fk1CUvoZ0kt7utCkYgnuDinB3RV9CfB2MymtiIiIXEtFuYgUHBZHOLvX9vzuYdD6VXB0NjeTSA5ITElj1f5z/PxnFJuOXOTi5eR0x72LOtO4gq99vfAKJdxva4Z0ERERyT0qykUk/7NawcEBHJ2g5ww4tw9C25idSiRbWa0G205cYuHOU/y8O4q4/6wX7ubsSMNgn7/XCy9BmL8nDlpiTEREJF9QUS4i+VdqEvw6Goq4Q7sJtn1eZWwPkQLi6PkEFu6MZOHOSE5d+ne5Mn8vV7rUDqBN1dLUCvSmiJODiSlFREQkq1SUi0j+FHsKvh0AkdsBC9QdACUrm51KJFtcTEhiya7TLAw/za6TMfb97kUc6VDDnx51ytCogu8drxcuIiIi5lNRLiL5z9HV8P0jcOUiuHpDz5kqyCXfS0xJY8W+syzcEcmag+dJ/XvdMkcHC81CS9C9biBtq5bGrYjWDBcRESlIVJSLSP5hGLBhMqwcD4YV/GrCA//T7OqSb1mtBluORbNoZyS//BlF/H9mTa9RxovudcrQuVYAJT1cTEwpIiIiOUlFuYjkH4uGwK55tue1H4JO74GzlnaS/OfwuXgW7Ijkx/DTRMb8O068jLcb3eoE0L1OGUJKeZiYUERERHKLinIRyT8qtYM930OHd6DeINAST5KPXEhIYnH4aRbujOTPyFj7fg8XJzrW8Kd73TI0LO+jWdNFREQKGRXlIpK3XYmGoj6259W6QWADza4u+cbV5DR+23uGRTsjWXvoAml/jxN3crDQonJJutcJpHXVUrg6a5y4iIhIYaWiXETyprRUWPEa7P4WnlwDngG2/SrIJY+zWg02H73Igp2RLN1zhoT/jBOvFeRNjzpluK+mP77FNE5cREREVJSLSF6UcA6+GwQn1tu2Dy6F+o+Ym0nkJg6ciWfBzlMsDj9NVGyifX+Qjxvda5eha50yVCxZzMSEIiIikhepKBeRvCViC3w3EOKjoIgHdPsYwrqYnUokU+fiElm86zQLdkSyNyrOvt/T1YlONQPoUbcM9csVx6L5D0REROQ6VJSLSN5gGLD1c1j2IlhToURleOArKFnJ7GQi6VxJTmXZX2dYuPM06w+d5+9h4jg7WmhZuRTd65ShZRWNExcREZFbo6JcRPKGbbPg15G252HdoOtH4KKuvpI3pFkNNh65wMIdkSz96wxXktPsx+qW9aZ73UDuq+FPcfciJqYUERGR/MjUonzt2rW8++67bN++naioKBYuXEi3bt3SnbNv3z5Gjx7NmjVrSE1NJSwsjB9++IGyZcuaE1pEckatPrB9NtTsA42f1nJnkifsi4pj4c5IfgyP5Gxckn1/Od+idKtdhu51ylC+hLuJCUVERCS/M7Uov3z5MrVq1eKRRx6hR48eGY4fOXKEpk2b8uijjzJu3Dg8PT3566+/cHV1NSGtiGS7U9ugTD1bAV7EHR5fBY7OZqeSQu5CQhILdpxiwY5I9p+Jt+/3LurMfTX96V4nkLplvTVOXERERLKFxTAMw+wQABaLJUNLeZ8+fXB2duZ///tflq8bFxeHl5cXsbGxeHp6ZkNSEblj1jRY/TasnQitX4N7hpudSAo5wzDYdPQi87ZEsOyvM6Sk2X41FnF0oFWVUnSvW4aWlUtRxMnB5KQiIiKSH9xOHZpnx5RbrVZ+/vlnRo0aRbt27di5cyfBwcG8+OKLGbq4/1dSUhJJSf92MYyLi7vuuSJigivRsOBxOLzCtp1wzjbJm1odxQTRl5P5Yfspvt4awdELl+37awV507t+IPfVCMCrqHpviIiISM7Js0X5uXPnSEhI4O233+aNN97gnXfeYenSpfTo0YNVq1bRvHnzTF/31ltvMW7cuFxOKyK35HQ4fNsfYiLAyQ06T4FaD5idSgoZwzDYeiyaeVsj+PXPMySnWQEo5uJE19oBPNioLNUCvExOKSIiIoVFnu2+fvr0acqUKUPfvn2ZN2+e/bwuXbrg7u7O119/nel1MmspDwoKUvd1EbPt/Ap+HgGpiVC8vG25M78aZqeSQiTmSjI/7Ijk660RHD6XYN9fo4wXDzYqS5daAbi75NnvqkVERCQfKRDd10uUKIGTkxNhYWHp9letWpX169df93UuLi64uLjkdDwRuR2XjsOS58CaApXaQ/dPwK242amkEDAMg+0nLjFvSwQ//xlFUqqtVbxoEUdbq3jDctQIVKu4iIiImCfPFuVFihShQYMGHDhwIN3+gwcPUq5cOZNSiUiWFC8PHd6BKxfhnhfAQZNlSc6KvZrCwh2n+HrrSQ6c/XcG9ar+njzYqCzdagfg4aqx4iIiImI+U4vyhIQEDh8+bN8+duwY4eHh+Pj4ULZsWUaOHMkDDzxAs2bNaNmyJUuXLmXJkiWsXr3avNAicmuOroaivv92UW/wqKlxpOAzDIPwkzHM3RLBT7tPk5hiaxV3dXagc03bWPHaQVrKTERERPIWU8eUr169mpYtW2bYP3DgQObMmQPArFmzeOuttzh16hSVK1dm3LhxdO3a9ZbvoSXRRHKZYcCGybByPHiXhSdWq6u65Kj4xBQWhZ9m3pYI9kX9u+JG5dIetlbxOmXwclOruIiIiOSe26lD88xEbzlFRblILkqKh0WDYd8S23bth6DTe+DsZm4uKZB2n4ph3pYIFu86zZXkNABcnBzoVNOfhxqVpW7Z4moVFxEREVMUiIneRCSfiYmAr/vC2T3g4AwdJ0K9QVp/XLJVQlIqi8NPM2/rCfZE/tsqXrGkOw81KkePumXwLlrExIQiIiIit0dFuYjcuZN/wPy+cPk8uJeCPnMhqKHZqaQA2RMZy7ytEfy4M5LLf7eKF3F0oEMNPx5sWJaGwT5qFRcREZF8SUW5iNy5Ne/YCvLSNaDv1+AdZHYiKQCuJKeyZJdtrPiuU7H2/RVKuNO3YVl61gvEx12t4iIiIpK/qSgXkTvX4zNY/Ta0fhVcipmdRvK5/WfimLclgoU7IolPSgXA2dFCu2p+PNioLI0r+KpVXERERAoMFeUicvuSr8DeRVD7Qdt2UR/bGHKRLEpMSeOn3VHM23KCHREx9v3lfIvSt2FZ7q8XSIliLuYFFBEREckhKspF5PbEnbZN6BYVDilXtf643JFDZ+OZuyWCBTtOEZdoaxV3crBwb7XSPNiwHHdX9MXBQa3iIiIiUnCpKBeRW3d6p60gj4+Cor5QKszsRJIPJaak8eueKOZtieCP45fs+wOLu9G3YVl61Q+klIeriQlFREREco+KchG5NX8tgoVPQepVKFkVHpwPxcubnUrykfPxSfxv8wm+2nyC6MvJADg6WGhdpRQPNipLs9CSahUXERGRQkdFuYjcmGHA2kmw6g3bdkhbuH8WuHqam0vyjQNn4pm5/iiLdp4mOc0KQICXK30alqV3/SD8vNQqLiIiIoWXinIRubHIHbBqgu35XUOg7evgqP91yI0ZhsG6QxeYsf4Yaw+et++vHeTN4/dUoF210jg5OpiYUERERCRv0L+sReTGAutB2/G2pc7qP2J2GsnjElPSWBx+mhnrj3LwbAIADhZoV82Px+6pQL1yxU1OKCIiIpK3qCgXkYzO/AmuXuBd1rbdZJi5eSTPu5iQxNwtEXy56TgXEmzjxd2LONK7QRCD7g6mrG9RkxOKiIiI5E0qykUkvf2/wA+P2SZxe3QZuHiYnUjysMPnEpi5/hgLdpwiKdU2Xtzfy5VBTcrzQIOyeLk5m5xQREREJG9TUS4iNoYBG6bAirGAAe4lwJpmdirJgwzDYNORi8xYf4zf95+z769RxovH7gmmYw1/nDVeXEREROSWqCgXEUhNgp+eh/C5tu36j0KHd8BRrZzyr+RUK0t2nWbG+mPsi4oDwGKBNlVL81jTYBoG+2CxaEkzERERkduholyksLt8Ab7pBxGbwOIA7d+BRk+YnUrykJgryczdEsEXG49zLj4JADdnR3rVD2RQk2CCS7ibnFBEREQk/1JRLlLY/fScrSB38YResyGkjdmJJI84duEys9Yf4/vtp7iaYhvKUMrDhYF3l+ehRmXxLlrE5IQiIiIi+Z+KcpHCrsNEuHwROk+GkpXNTiMmMwyDrceimbH+GCv2ncUwbPur+nvy+D3B3FczgCJOGi8uIiIikl1UlIsUNoYBkTts648DeAbAoF9sg4Ol0EpJs/LLn1HMXH+M3adi7ftbVSnFY02DaVzRV+PFRURERHKAinKRwiQtBX55AbbPgV5zoFp3234VW4VW7NUU5m+NYM7G40TFJgLg4uRAz3qBPNIkmJBSxUxOKCIiIlKwqSgXKSyuRMN3A+HYWsAC8WfNTiQmOhl9hZnrj/HttpNcSbaNFy9RrAgDGtvGi/sWczE5oYiIiEjhoKJcpDC4cAjmPQDRR6BIMeg5Eyq3NzuVmGD7iWhmrDvGsr/OYP17vHjl0h48ek8wXWoF4OrsaG5AERERkUJGRblIQXdkla2FPDEWvIKg73zwq252KslFqWlWlv11lhnrj7IzIsa+v1mlkjzWNJh7QktovLiIiIiISVSUixRk5w/C3PvBmgqBDaHPXChWyuxUkkviE1P45o+TzN5wnMiYqwAUcXSgW50AHm1agcp+HiYnFBEREREV5SIFWclK0HgoxJ6Crh+Bs6vZiSQXnI1LZMa6o8zfepL4pFQAfNyL0O+ucvS/qxwlPTReXERERCSvUFEuUtAYBqRcgSLutu02Y237HLS2dEF3JjaRT9YcYd7WCJJTrQBULOnOY/dUoHudMhovLiIiIpIHqSgXKUjSUmDxMIg5Af1+AGc323JnGi9coJ2Oucona44wf+tJktNsxXi9csV5umVFWlQqhYODPn8RERGRvEpNZyIFRfIVmP8Q7JoHEZttDynQImOu8vLCP2nx7mq+3HSC5DQrDcv7MPexRnz/VGNaVSmtglxE5BoPP/wwFosFi8WCs7MzwcHBjBo1isTERPs5/xy/9jF//nwAVq9ejcViISYmJt31MnuUL1/epJ9URPILtZSLFARXouHrPnByCzi5Qa85ULGl2akkh5yMvsLHq4/w/faTpKTZ1jVrFOzDs21CaVzBVzOpi4jcRPv27Zk9ezYpKSls376dgQMHYrFYeOedd+znzJ49m/bt0y8f6u3tneFaU6ZM4e2337Zv+/v7p3uto6OGDonIjakoF8nvYiPhq55wfh+4esGD30HZRmankhwQcfEKH68+zPfbT5H69yLjjSv48mybUO6q4GtyOhGR/MPFxQU/Pz8AgoKCaNOmDcuXL09XlHt7e9vPuREvLy+8vLzS7bvV14qIgIpykfzt/EH4X3eIOwUe/tBvAZQOMzuVZLMTFy8z7ffDLNgZSdrfxXjTkBIMax1Kw2Afk9OJiORve/bsYePGjZQrV87sKCJSSKkoF8nPDCukXAbfUOi/ALzLmp1IstGxC7ZifFH4v8X4PaEleK5NKPXKqRgXEcmqn376iWLFipGamkpSUhIODg5MmzYt3Tl9+/bN0PV87969lC2r37Uikr1UlIvkZ6WqQP9F4BUE7uq+XFAcOZ/AR38X43/X4jSvVJJn24RSt2xxc8OJiBQALVu2ZPr06Vy+fJkPPvgAJycnevbsme6cDz74gDZt2qTbFxAQkJsxRaSQUFEukt/s/g6KlYIKzW3bAbVNjSPZ5/C5BKb+foglu07bi/FWVUoxrHUotYO8Tc0mIlKQuLu7ExISAsCsWbOoVasWM2fO5NFHH7Wf4+fnZz9HRCQnqSgXyU82fQzLXoQiHvDkGvCtaHYiyQaHzsbz4e+H+Wn3aYy/i/E2VW3FeM1Ab1OziYgUdA4ODrz00ksMHz6cBx98EDc3N7MjiUgho6JcJD8wDFgxFjZMtm3XeQiKB5uZSLLBgTPxfPj7IX75M8pejN8bVpphrUOpXsbrxi8WEZFs06tXL0aOHMlHH33ECy+8AEBMTAxnzpxJd56Hhwfu7u5mRBSRAkxFuUhel5YKS56F8K9s261fhabDQWtR51v7ouL4cOUhft3z7z/22lfz45nWIVQLUDEuIpLbnJycGDp0KBMnTmTw4MEADBo0KMN5b731Fv/3f/+X2/FEpICzGMY/7TMFU1xcHF5eXsTGxuLp6Wl2HJHbk3wFvn8EDv4KFgfoPAXqDjA7lWTRX6dj+XDlIZb9dda+r2MNP55pFUpVf/3/SURERKSguJ06VC3lInnZ5o9sBbmTK9w/C6p0MjuRZMGeyFimrDzE8r22YtxigU41/HmmVSiV/TxMTiciIiIiZlJRLpKX3f0snN0LDR+HcnebnUZu0+5TMUxZcYiV+88BtmK8c80AnmkVQmhpFeMiIiIioqJcJO+JPQUe/uDgCE5FoNdssxPJbQo/GcOUFQdZdeA8AA4W6FIrgKGtQgkpVczkdCIiIiKSl6goF8lLIrfD3F5QrQd0fFeTueUzOyIuMWXFIdYc/LcY71anDENbhlChpIpxEREREclIRblIXnHkd5jfD1IuQ+Q2SL4MLirk8oNtx6OZsvIQ6w5dAMDRwUL3v4vx8iW0dI6IiIiIXJ+KcpG84M/vYeFTYE2BCi3gga9UkOcDf52O5e1f99uLcScHCz3qluHpliGU81UxLiIiIiI3p6JcxGybP4Glo23Pq/WA7p/axpJLnhUVe5X3fjvIDztOYRi2YrxX/UCGtAghyKeo2fFEREREJB9RUS5iptXvwOo3bc8bPgnt3wYHB3MzyXUlJKXy6ZojfL7uKIkpVgA61wpgVLvKKsZFREREJEtUlIuYya86WByh5Ytwzwua2C2PSk2z8s22k3yw/CAXEpIBaFC+OC91rEqdssVNTiciIjkpzWqw9Vg05+ITKeXhSsNgHxwd9PtaRLKPinIRM1XpBE9vhRIhZieRTBiGwaoD53jzl/0cPpcAQHAJd/6vQxXuDSuNRV+iiIgUaEv3RDFuyV6iYhPt+/y9XHmtcxjtq/ubmExEChIV5SK5yZoGK8dDg8fAO8i2TwV5nrQnMpY3f9nHxiMXAShe1Jnn2lTiwUZlcXbUEAMRkYJu6Z4oBn+1A+Oa/WdiExn81Q6m96urwlxEsoWKcpHcYk2DH4fCrnmwbwkM2awJ3fKg0zFXmfTbARbujMQwoIiTA480CWZwi4p4uTmbHU9ERHJBmtVg3JK9GQpyAAOwAOOW7KVtmJ+6sovIHVNRLpIbrFZYMsxWkFscofUYFeR5THxiCtNXH2Hm+mMkpdomcetaO4CR7SoTWFyTuImIFCZbj0Wn67J+LQOIik1k67FoGlf0zb1gIlIgqSgXyWlWK/z0HOz8CiwO0PNzqNbd7FTyt5Q0K/O3RjB5xSEuXrZN4tYw2IdXOlWlZqC3ueFERMQU5+KvX5Bn5TwRkRtRUS6SkwwDfhkBO76wFeTdP4PqPc1OJdgmcVux7xxv/7qPI+cvA1ChpDsvdqhKm6qlNImbiEghVsrDNVvPExG5ERXlIjlp/fuwbRZggW7ToWYvsxMJsPtUDBN+3seWY9EA+LgX4fk2ofRpqEncRETE1mPK38uVM7GJmY4rtwB+Xrbl0URE7pSKcpGcVKc//PkDNH4aavUxO02hd+rSFSYtO8Ci8NMAuDg58GjTYJ5qURFPV03iJiIiNo4OFl7rHMbgr3ZggXSF+T/9qF7rHKZJ3kQkW1gMw8jsC8ACIy4uDi8vL2JjY/H09DQ7jhRGqcma1M1kcYkpfLzqCLM2HCP570ncetQpw4h2lSnj7WZyOhERyau0TrmIZNXt1KFqKRfJToYBK8ZCiVCo08+2TwW5aVLSrMzbEsGUlYeI/nsSt7sq+PByxzBqBHqZnE5ERPK69tX9aRvmx9Zj0ZyLT6SUh63LulrIRSQ7qSgXyS6GASvHwYbJtkndghrZinPJdYZh8Nves7zz636OXrBN4laxpDsvdaxKqyqaxE1ERG6do4NFy56JSI5SUS6SHQwDVk2A9R/YtjtMVEFukvCTMbz58z62HrdN4ubrXoTn21aiT4MgnDSJm4iIiIjkMSrKRbLD6rdh7bu25+3fgYaPm5unEDoZfYV3lx1g8a5/J3F7/J4KPNm8Ah6axE1ERERE8igV5SJ3as1EWPO27Xm7N+Gup8zNU8jEXk3h41WHmb3hOMlpViwW6FEnkBfaVcLfS5O4iYiIiEjepqJc5E4cXW3rtg7Qdrxt6TPJFcmpVuZuOcGUlYeIuZICwN0VfXmpY1Wql9EkbiIiIiKSP6goF7kTwc2hyXPg6gVNnjU7TaFgGAbL/jrD27/u5/jFKwCElirGSx2r0qJySU3iJiIiIiL5iopykaywpoGDI1gs0Hac2WkKjaPnE3h54R42Hb0IQIliLgxvW4ne9QM1iZuIiIiI5Eum/it27dq1dO7cmYCAACwWC4sWLbruuU899RQWi4XJkyfnWj6RTG36COb2gpSrZicpNJJTrUxdeYj2U9ax6ehFXJ0dGNYqhNUjW/Bgo7IqyEVEREQk3zK1pfzy5cvUqlWLRx55hB49elz3vIULF7J582YCAgJyMZ1IJjZ/Astesj3/ayHUftDcPIXAtuPRvLjgTw6dSwDgntASTOhWg7K+RU1OJiIiIiJy50wtyjt06ECHDh1ueE5kZCTPPPMMy5Yto1OnTrmUTCQTWz+HpaNtz+8ZAbX6mpungIu9msLEpfuZuyUCsK03/mrnMLrUCtC4cREREREpMPL0mHKr1Ur//v0ZOXIk1apVu6XXJCUlkZSUZN+Oi4vLqXhSmGybBb+8YHve5DloNcY2nlyynWEY/PLnGcYu+Yvz8bb/lnvXD+SljlXxLlrE5HQiIiIiItkrTxfl77zzDk5OTgwbNuyWX/PWW28xbpwm3pJstH0O/PS87fndz0CbsSrIc0hkzFVeXbSHlfvPAVChhDsTutegcUVfk5OJiIiIiOSMPFuUb9++nSlTprBjx47b6qr64osvMnz4cPt2XFwcQUFBORFRCoMr0bD8Vdvzu56Gtq+rIM8BaVaDORuP895vB7iSnIazo4XBLUIY0qIirs6OZscTEREREckxebYoX7duHefOnaNs2bL2fWlpaYwYMYLJkydz/PjxTF/n4uKCi4tLLqWUAq+oD/RbCPt/gtavqiDPAXsiY3lxwZ/8GRkLQIPyxXmzew1CS3uYnExEREREJOfl2aK8f//+tGnTJt2+du3a0b9/fwYNGmRSKik0UpPB6e/xy4H1bA/JVleSU/lg+UFmrj+G1QAPVyde6liVB+oH4eCgLz9EREREpHAwtShPSEjg8OHD9u1jx44RHh6Oj48PZcuWxdc3/ThSZ2dn/Pz8qFy5cm5HlcLk5B/w/SC4fxYENTQ7TYG0av85Xlm0h8gY21rv99X059XOYZTycDU5mYiIiIhI7jK1KN+2bRstW7a0b/8zFnzgwIHMmTPHpFRSqF06AfP7wuXzsOkjFeXZ7Fx8IuOX7OWn3VEAlPF2441u1WlZpZTJyUREREREzGFqUd6iRQsMw7jl8683jlwkWyTGwrwHbAW5Xw3o+pHZiQoMq9Xgm20neeuXfcQlpuJggUebBvN820oULZJnR9GIiIiIiOQ4/WtYBCAtFb4bBOf3QTE/6PsNuBQzO1WBcPhcPC8u+JM/jl8CoEYZL97qUYPqZbxMTiYiIiIiYj4V5SKGAUtHw5GV4FwUHpwPXmXMTpXvJaak8fHqI0xffZiUNIOiRRwZ3rYSD99dHidHB7PjiYiIiIjkCSrKRf78Hv6YAVigx2cQUMfsRPne5qMXeWnhnxw9fxmAVlVKMb5rNQKLFzU5mYiIiIhI3qKiXKRKJ6jaBcrUg6qdzU6Tr8VcSebNX/bx7bZTAJT0cGFs52p0rOGHRWu8i4iY4rHHHmPNmjVERkbi4uJClSpVePrpp+nXr5/Z0UREBBXlIlCkKPT6AlQ0ZplhGCzedZrXf9rLhYRkAB5sVJbR7avg5eZscjoRkcLN19eXGTNmEBISwpUrV9i0aRNPPfUUCQkJPPXUU2bHExEp9DSwUwqn+LOwcaptPDmAg4OK8iw6GX2FgbP/4Nn54VxISCa0VDG+e6oxb3avoYJcRCQPeOedd2jevDllypQhNDSUAQMGcO+997J27VoALl26xIABAyhevDhFixalQ4cOHDp0KMN1LBZLhkd4eLj9+A8//EC1atVwcXGhfPnyvPfee/ZjLVq0yPT1FouFsWPH3lYOEZGCRkW5FD4pV21rkf/2CqwYa3aafCslzcqna47Q9oM1rD14niJODoxoW4mfh91Dg/I+ZscTEZFMGIbB9u3b2bhxI+3btwfg4YcfZtu2bSxevJhNmzZhGAYdO3YkJSUl3esAZs+eTVRUFFu3bk133e3bt9O7d2/69OnDn3/+ydixYxkzZgxz5swBYMGCBURFRREVFUXjxo0ZMWKEffuFF1645RwiIgWRuq9L4WK1wsKnIHI7uBWHugPMTpQv7ToZw/8t+JN9UXEA3FXBhze716BCSS0jJyKSFy1atIh+/fqRlJREWloaY8aMYcCAARw6dIjFixezYcMG7r77bgDmzp1LUFAQixYtolevXgD2wrhkyZL4+fmRmJiY7vrvv/8+rVu3ZsyYMQBUqlSJvXv38u677/Lwww/j4/Pvl7VFihShWLFi+Pn52ffdag4RkYJIRbkULqvegL2LwMEZHpgLvhXNTpSvJCSlMmnZAb7YdBzDAO+izrzcsSr31wvURG4iInlY27ZtCQ8PJyEhgS1btjB69Gj8/f0JCAjAycmJRo0a2c/19fWlcuXK7Nu3z74vLs72Jay7u3um19+3bx9du3ZNt69JkyZMnjyZtLQ0HB0db5hv3759t5RDRKQgUlEuhUf4PFj39/i2Lh9C+Sbm5slndp2M4ZmvdxIRfQWA7nXK8EqnqvgWczE5mYiI3Iy7uzshISEA1K5dm/PnzzNp0iTef//9W3r96dOnAQgICMixjCIihZXGlEvhcHwDLB5me37PCKj9oLl58hHDMJix7ij3f7KRiOgrlPF248tHGvLBA7VVkIuI5FOGYWC1WqlatSqpqals2bLFfuzixYscOHCAsLAw+74//vgDDw8PKlbMvIdZ1apV2bBhQ7p9GzZsoFKlSjdtJf/n9beSQ0SkIFJRLoVDnO0bfsK6QstXzM2Sj1y6nMxjX2zjjZ/3kZJm0KG6H788ew/NKpU0O5qIiNyCuLg4evfuzYoVKzh58iQHDx5k5syZvPvuuzz11FOEhobStWtXHn/8cdavX8+uXbvo168fZcqUoWvXrlitVhYvXsxLL73EgAEDrltgjxgxgpUrV/L6669z8OBBvvjiC6ZNm2afxO1mbpZDRKQgU/d1KRxq9gKfYCgVZlv+TG5q67Fonp2/k6jYRIo4OTCmU1X63VVOY8dFRPIRV1dXfH19GTFiBMePH8fR0ZEaNWowc+ZM++Rps2fP5tlnn+W+++4jOTmZZs2a8csvv+Ds7MzFixcZMmQIAwcO5PXXX7/uferWrcu3337Lq6++yuuvv46/vz/jx4/n4YcfvuWsN8ohIlKQWYx/1rgooOLi4vDy8iI2NhZPT0+z40huSk2GpDhwL2F2knwlzWrw8arDfLDiIFYDKpRwZ+qDdagW4GV2NBERERGRfOF26lC1lEvBZBjw83A4ugYe/AZKazzarTgXn8jz34Sz4fBFAHrUKcPr3arj7qL/VYiIiIiI5AT9S1sKpg1TYOf/wOIAsadUlN+CdYfO8/w34VxISMbN2ZHXu1Xn/nqBZscSERERESnQVJRLwbNvCawYa3ve7i2odK+pcfK61DQr7y8/yPQ1RzAMqOLnwbQH6xBSysPsaCIiIiIiBZ6KcilYTu+EHx4HDGjwODR60uxEeVpkzFWGfb2T7ScuAfBQo7KMuS8MV+ebL18jIiIiIiJ3TkW5FByxkTCvD6RehZA20P5t0Ezh17V871le+G4XsVdT8HBx4u2eNelU09/sWCIiIiIihYqKcik4fnsZEs5Ayapw/yxw1F/vzCSlpvH2r/uZveE4ADUDvZjWty5lfYuaG0xEREREpBBS1SIFR6f3bX+2GQeuWr4rMycuXmbovJ38GRkLwGNNgxnVvgpFnLR2u4iIiIiIGVSUS8FR1Ad6zTE7RZ61eNdpXlrwJwlJqXgXdea9XrVoXbW02bFERCSfSrMabD0Wzbn4REp5uNIw2AdHBw0bExG5XSrKJX+L2AIXD0PtBzV+/DquJqcx/qe/+HrrSQAalvdhSt/a+Hu5mZxMRETyq6V7ohi3ZC9RsYn2ff5errzWOYz21TU/iYjI7VBRLvlXUgIsfBIuHYOkeLjrKbMT5TmHzsbz9LwdHDybgMUCQ1uG8GzrUJwc1V1dRESyZumeKAZ/tQPjmv1nYhMZ/NUOpverq8JcROQ2qCiX/Gv5q7aC3DMQavUxO02eYhgG3207xauL95CYYqVEMRem9KlNk5ASZkcTEZF8LM1qMG7J3gwFOYABWIBxS/bSNsxPXdlFRG6RinLJnw6vgG0zbc+7fQRu3qbGyUsSklJ5ZeGfLAo/DcA9oSV4v3dtSnq4mJxMRETyu63HotN1Wb+WAUTFJrL1WDSNK/rmXjARkXxMRbnkP1ei4cehtucNn4QKLUyNk5fsiYzlma93cuzCZRwdLIy4txJPNauIg1orREQkG5yLv35BnpXzRERERbnkR7+MhPgo8A2BNmPNTpMnGIbBl5tOMOHnfSSnWQnwcuXDvnWoX97H7GgiIlKAlPJwzdbzRERERbnkN2f2wJ4fwOII3T+DIkXNTmS62CspjPphF8v+OgtAm6qlmdSrJt5Fi5icTERECpqGwT74e7lyJjYx03HlFsDPy7Y8moiI3BoV5ZK/+FWHh3+Gs3sgsJ7ZaUy3/cQlhn29k8iYqzg7WnixQ1UGNSmPRcvDiYhIDnB0sPBa5zAGf7UDC6QrzP/5zfNa5zBN8iYichuybV2k1NRUjh49SkpKSnZdUiRz5ZtAoyfNTmEqq9XgkzVH6P3pJiJjrlLOtyg/DL6bR5oGqyAXEZEc1b66P9P71cXPK30XdT8vVy2HJiKSBdnSUr5x40a6dOnCpUuX8PLyYtGiRTRr1iw7Li1ic+BXKFEJfCuancR0KWlWXvhuFz/+Pbt651oBvNm9Oh6uziYnExGRwqJ9dX/ahvmx9Vg05+ITKeVh67KuFnIRkdtnMQwjsyFBt6Vly5YEBgby4osvMnPmTDZs2MDmzZuzI98di4uLw8vLi9jYWDw9Pc2OI1lx6ThMbwKGFR5ZBv41zU5kmqvJaQyeu53VB87j5GBhfNfq9G0YpNZxEREREZE85Hbq0GxpKd+7dy8ffvghYWFhvPTSS5QrVy47LisC1jRYOBiSE6Ds3VC6mtmJTBN7JYVHv/iDbScu4erswPSH6tGySimzY4mIiIiIyB3IlqL8ypUruLu7A1CsWDGuXr2aHZcVgc0fQ8RGKFIMun0MDo5mJzLFubhEBszayv4z8Xi6OjHr4QZa7kxEREREpADIclH+4Ycf2p+npqYyZ84cSpQoQWpqarYEE+HcPlj5uu15uwngE2xuHpOcuHiZfjO3cDL6KiU9XPjykYZU9ddQDBERERGRgiDLY8qDg29cIB07dixLgbKbxpTnU6nJMKM1nNkNoffCg99CIRw3vfd0HANmbeVCQhJlfYry1aONKOurtdlFRERERPKyXBlTnleKbimgts+xFeRuxaHL1EJZkP9xPJpH5vxBfGIqVf09+eKRBpTycL35C0VEREREJN/I8jrl48eP58qVK9mZReRf9QdB89HQ6X3w8DM7Ta77ff9Z+s/cQnxiKg3KF2f+E3epIBcRERERKYCy3H3d0dGRqKgoSpXK27M/q/u65DcLd57ihe92k2Y1aFWlFB89WBe3IoVzgjsRERERkfzodurQLLeUZ8Py5iIZHfzNNp68kJq94RjPf7OLNKtB9zpl+LR/PRXkIiIiIiIF2B0tiTZp0iSKFSuW6bFXX331Ti4thdHR1TCvF/jVhEd/A2c3sxPlGsMw+GD5QT78/TAAg5qUZ0ynMBwcCt9YehERERGRwuSOivINGzZQpEiRDPstFouKcrk9ibGw6Gnb88D6haogT7MavLZ4D19tjgBgRNtKDG0VgqUQTm4nIiIiIlLY3FFRvnDhwjw/plzyiV//D+JOQfFgaPu62WlyTXKqleHfhvPT7igsFhjftTr97ypndiwREREREckld1SUi2SLfT/BrnmABbp/Ai6ZD4koaK4kp/LUVztYe/A8zo4W3u9dm861AsyOJSIiIiIiuSjLRXnz5s0z7bouclsSzsOSZ23PmzwLZe8yN08uibmSzKA5f7AzIgY3Z0c+6V+P5pVKmh1LRERERERyWZaL8lWrVmVnDimsfnkBrlyAUtWg5Utmp8kVZ2ITGTBrCwfPJuDl5szsQQ2oW7a42bFERERERMQEWV4SrWfPnrzzzjsZ9k+cOJFevXrdUSgpRFq+DCFtocen4ORidpocd+zCZe7/ZCMHzyZQ2tOF755qrIJcRERERKQQy3JRvnbtWjp27Jhhf4cOHVi7du0dhZJCpGQl6Pc9+NUwO0mO2xMZS69PNnLq0lXK+xbl+6fuplJpD7NjiYiIiIiIibJclCckJGQ6ptzZ2Zm4uLg7CiWFQMI5sxPkqi1HL9L3s81cSEimWoAn3z11N0E+Rc2OJSIiIiIiJstyUV6jRg2++eabDPvnz59PWFjYHYWSAu78QZhcA34eAWkpZqfJccv3nmXArK3EJ6XSMNiHr5+4i5IeBb+rvoiIiIiI3FyWJ3obM2YMPXr04MiRI7Rq1QqAlStX8vXXX/Pdd99lW0ApYAzDNrlbaiLEnASHgr0q3w/bTzHqh92kWQ3aVC3NtAfr4OrsaHYsERERERHJI7JcEXXu3JlFixbx5ptv8v333+Pm5kbNmjVZsWIFzZs3z86MUpD8tQCOrQEnV+jwDlgsZifKMTPWHeWNn/cB0LNuIO/0rIGTY5Y7p4iIiIiISAF0R82UnTp1olOnTtmVRQq6pHhY9rLtedPh4BNsbp4cYhgGk347wEerjgDwWNNgXupYFQeHgvsFhIiIiIiIZM0d9x3evn07+/bZWgOrVatGnTp17jiUFFCr34b4KCgeDE2eNTtNjvlgxSF7QT6qfWUGN6+IpQD3CBARERERkazLclF+7tw5+vTpw+rVq/H29gYgJiaGli1bMn/+fEqWLJldGaUgOPsXbJ5ue95xEji7mpsnh/yw/RQfrjwEwPiu1RjQuLy5gUREREREJE/L8gDXZ555hvj4eP766y+io6OJjo5mz549xMXFMWzYsOzMKAXBpRPg4gFVO0NoG7PT5IhNRy7yfwt2AzC4RUUV5CIiIiIiclMWwzCMrLzQy8uLFStW0KBBg3T7t27dyr333ktMTEx25LtjcXFxeHl5ERsbi6enp9lxCrfLF8CaCh5+ZifJdofPJdDj4w3EJabSqaY/U/vU0RhyEREREZFC6nbq0Cx3X7darTg7O2fY7+zsjNVqzeplpSBzL2F2ghxxMSGJQXO2EpeYSt2y3rzXq5YKchERERERuSVZ7r7eqlUrnn32WU6fPm3fFxkZyfPPP0/r1q2zJZwUAGvfhf2/mJ0ixySmpPH4l9s4GX2Vsj5F+XxAfa1DLiIFTkpKitkRRERECqwsF+XTpk0jLi6O8uXLU7FiRSpWrEhwcDBxcXFMnTo1OzNKfnU6HFa9CfP7QtRus9NkO6vVYMS3u9gREYOXmzOzHm6AbzEXs2OJiNyxo0ePMnjwYMLCwvD19cXNzY39+/ebHUtERKRAynJRHhQUxI4dO/j555957rnneO655/jll1/YsWMHgYGB2ZlR8iOrFX4eAYYVqt8P/jXNTpTt3v3tAD//GYWzo4VP+tUjpFQxsyOJ3LGHH36Ybt26pdt3/vx5qlevTqNGjYiNjTUnmOSaffv2Ua9ePVJTU5k1axZbtmzhyJEjVKlSxexoedLOnTvp1asXpUuXxtXVldDQUB5//HEOHjwIwPHjx7FYLISHh6d7XYsWLXjuuefS7ZszZ459RZv/unr1Kj4+PpQoUYKkpKQc+klERMQsd7ROucVioW3btrRt2za78khBsfNLiNwGRTyg3QSz02S7+VsjmL7athb52z1q0riir8mJRHLG+fPnadWqFW5ubvz22294eXmZHUly2NChQ3n66ad54403zI6S5/3000/07NmTdu3aMXfuXCpWrMi5c+f47rvvGDNmDN9880223OeHH36gWrVqGIbBokWLeOCBB7LluiIikjdkuaX8ww8/vOHjVqxdu5bOnTsTEBCAxWJh0aJF9mMpKSmMHj2aGjVq4O7uTkBAAAMGDEg3hl3yqMsXYcVY2/OWLxW42dbXHTrPy4v2ADCsdSg966lniBRMFy5coHXr1ri4uLB8+fJ0BXlERARdu3alWLFieHp60rt3b86ePWs/PnbsWGrXrs2nn35KUFAQRYsWpXfv3ula2h9++GEsFkuGx7UthdOnT6dixYoUKVKEypUr87///S/dcYvFwvTp0+nQoQNubm5UqFCB77//Pt05o0ePplKlShQtWpQKFSowZswY+zjpOXPmZJrDYrFQvnz5dD/PP5KTkwkJCcFisdhXG/nvdRwdHQkICGD06NH2yU9Xr16d7vz/5v/n99/1WlX/4e3tzZw5c+zbJ0+epHfv3nh7e+Pj40PXrl05fvx4pq/9x5o1a2jYsCEuLi74+/vzf//3f6SmpgJw+fJlVq1aRXJyMqGhobi6ulKjRg1+/PHHDNdp0aJFhvdr8uTJ1/05xowZk+6cf372ax/Tpk0D4I8//qBt27aUKFECLy8vmjdvzo4dO6773v03139boK/t/XHx4kWKFy+e7u/ZrXy+17py5QqDBg2iY8eOLF68mDZt2hAcHEyjRo2YNGkSn376aaavy4qZM2fSr18/+vXrx8yZM7PtuiIikjdkuSj/4IMP7I/hw4fz7rvv2rf/+wv3Ri5fvkytWrX46KOPMhy7cuUKO3bsYMyYMezYsYMFCxZw4MABunTpktXIkltWjoWrl6B0dWj4hNlpstWBM/EM+WoHaVaDbrUDeL5NqNmRRHLExYsXadOmDU5OTixfvjxdAWO1WunatSvR0dGsWbOG5cuXc/To0Qytd4cPH+bbb79lyZIlLF26lJ07dzJkyJB057Rv356oqCj749rfHwsXLuTZZ59lxIgR7NmzhyeffJJBgwaxatWqdOeNGTOGnj17smvXLh566CH69OnDvn377Mc9PDyYM2cOe/fuZcqUKXz++ed88MEHADzwwAPp7h8YGGjf/uOPPzJ9f6ZNm5buS4h/eHp6EhUVRUREBB988AETJ05k2bJlN32/syIlJYV27drh4eHBunXr2LBhA8WKFaN9+/YkJydn+prIyEg6duxIgwYN2LVrF9OnT2fmzJn2VvGLFy9iGAaffvop48ePZ/fu3fTs2ZMePXpk+KLAMAwef/xx+3t1o6Frp06dYvLkybi5uWU4Nnv27HR/Bx555BEA4uPjGThwIOvXr2fz5s2EhobSsWNH4uPjs/iO2YwbN87+JcT1XO/z/a9ly5Zx4cIFRo0alenxzLqhZ8WRI0fYtGkTvXv3pnfv3qxbt44TJ05ky7VFRCRvyHL39WPHjtmfe3h4sGbNGipUqHBb1+jQoQMdOnTI9JiXlxfLly9Pt2/atGk0bNiQiIgIypYte/uhJeedPwg7vrQ97/QeON7RCIk85Vx8Io/M+YP4pFQalvfhnftrYrFo6TMpeC5dukSbNm3Yu3cv9erVy7C25sqVK/nzzz85duwYQUFBAHz55ZdUq1aNP/74gwYNGgCQmJjIl19+SZkyZQCYOnUqnTp14r333sPPz9aDxsXFxf4cyNA9ftKkSTz88MP2Yn748OFs3ryZSZMm0bJlS/t5vXr14rHHHgPg9ddfZ/ny5UydOpWPP/4YgFdeecV+bvny5XnhhReYP38+o0aNws3NzV4senl54ejomC7TtaKjo3njjTcYPXo0Y8aMSXfMYrHYXxscHIyDg0OOdfn/5ptvsFqtzJgxw/7/otmzZ+Pt7c3q1au59957M7zm448/JigoiGnTpmGxWKhSpQqnT59m9OjRvPrqq/ZW/dGjR9O3b1/A1oq8fv16Jk2axFdffWW/VkpKCl5eXvaf19Hx+itPvPzyyzzwwAOsWLEiwzFvb+9M3+9WrVql2/7ss8/w9vZmzZo13HfffTd7ezJ18OBBZs2axfDhw6/bq+9Gn+9/HTp0CCDHx9rPmjWLDh06ULx4cQDatWvH7NmzGTt2bI7eV0REck+WW8rNEBsbm2nXxv9KSkoiLi4u3UNyUclK8OB30GwklL3L7DTZ5mpyGo99sY3ImKsEl3Dn0/71cHHS0mdSMK1duxar1Up4eDiHDx9m4sSJ6Y7v27ePoKAge0EOEBYWhre3d7rW6bJly9oLcoDGjRtjtVo5cODALWfZt28fTZo0SbevSZMm6e7zz7Wv3f7vOd988w1NmjTBz8+PYsWK8corrxAREXHLOf5r/PjxtGzZkqZNm2Y4FhsbS7FixXBzc+Ouu+5i9OjR3H333enOCQwMpFixYvZHZu6++248PDwICgrigQce4NSpUxnO2bVrF4cPH8bDw8N+LR8fHxITEzly5Eim1923bx+NGzdO94VikyZNSEhISHePa9/zpk2bsnfv3nT74uLicHd3z/Q+/7Vjxw4WLlzI66+/ftNz/+vs2bM8/vjjhIaG4uXlhaenJwkJCVn+3ABGjRrFk08+ecNGhBt9vv9lGEaWc9yqtLQ0vvjiC/r162ff169fP+bMmWP/AkVERPK/fNOMmZiYaP/m/tpWm/966623GDduXC4mkwwq3Wt7FBBpVoNn5+9k96lYihd1ZvbDDSjuXsTsWCI5pkKFCqxcuZISJUrw8ccf069fPzp16kTNmvlzFYVNmzbx0EMPMW7cONq1a4eXlxfz58/nvffeu+1rHTp0iBkzZhAeHp5poezh4cGOHTswDIO//vqLRx55hHr16tGzZ0/7OevWrcPDw8O+HRqacRjMN998Q9WqVTlz5gzDhg3jqaee4qeffkp3TkJCAvXq1WPu3LkZXl+yZMnb/tkAe2tsZq7tGXT69GkCAgJues0RI0bwwgsv4O/vf1tZBg4cyMWLF5kyZQrlypXDxcWFxo0bX7dr/s2sWbOGdevWMXv27EzHyMPNP9//qlSpEgD79+/P8KVQdlm2bBmRkZEZhoakpaWxcuVKTbQrIlJAZLmlfPfu3faHYRjs378/3b7slJKSQu/evTEMg+nTp9/w3BdffJHY2Fj74+TJk9maRa7j8gWIv/H4u/zqrV/28dvesxRxdOCzAfUpX+LmLUMi+VmNGjUoUaIEYOsW3qNHDwYMGGAvhqpWrcrJkyfT/f917969xMTEEBYWZt8XERGRbnLOzZs34+DgQOXKlW85S9WqVdmwYUO6fRs2bEh3n3+ufe121apVAdi4cSPlypXj5Zdfpn79+oSGhmZ5TO7o0aN57LHHCAkJyfS4g4MDISEhhIaG0q1bN1q1asXChQvTnRMcHExISIj9kZmgoCBCQkJo2rQpjz76aKYTv9WtW5dDhw5RqlSpdNcLCQm5bpf5qlWrsmnTpnStvBs2bMDDw4PAwEB7d/Rr3/P169ene8+PHDnCpUuXqFOnTqb3+cfixYs5ePAgL7zwwg3Py8yGDRsYNmwYHTt2pFq1ari4uHDhwoXbvg7YWrVHjBjBmDFjbvjFw80+3/+69957KVGiRIaeJP+43gRxt2PmzJn06dOH8PDwdI8+ffpowjcRkQIkyy3ltWvXxmKx2H+x33ffffZti8VCWlpatgT8pyA/ceIEv//++w1bycE2PtHFxSVb7i23YdnLcOAX6DIVqnUzO022+d+m48xYb5s/4d1eNWlQ3sfkRCK576OPPqJ69eqMGzeOCRMm0KZNG2rUqMFDDz3E5MmTSU1NZciQITRv3pz69evbX+fq6srAgQOZNGkScXFxDBs2jN69e99wvPa1Ro4cSe/evalTpw5t2rRhyZIlLFiwIMPY5O+++4769evTtGlT5s6dy9atW+1FS2hoKBEREcyfP58GDRrw888/ZyiUb8Xhw4eJiIjg8OHD1z3HMAzOnDlj/7J6zZo1PPvss7d9r+TkZBITEzl79izff/891atXz3DOQw89xLvvvkvXrl0ZP348gYGBnDhxggULFjBq1KhMJ14bMmQIkydP5plnnmHo0KEcOHCA1157jeHDh+PgYPue/vnnn2fChAlUqFCBunXrMm/ePFatWmWf+Xzbtm0MGzaMGjVqpPu8MzNx4kSmTp1K0aJFb/s9CA0N5X//+x/169cnLi6OkSNHZjpRXEpKComJifZtq9VKWloaqampODnZ/pmzcuVK/P39efrpp697v1v5fP/L3d2dGTNm0KtXL7p06cKwYcMICQnhwoULfPvtt/a/c/+4dthGQkIC58+fT/eFy3+75p8/f54lS5awePHiDJ//gAED6N69O9HR0fj46PeSiEh+ly0TveWUfwryQ4cOsWrVKnx9tRZ0nnR8PeyeD1jAO+imp+cXq/af47XFfwHwwr2V6Fq7zE1eIVIw+fj48Pnnn9O1a1e6dOlCo0aN+PHHH3nmmWdo1qwZDg4OtG/fnqlTp6Z7XUhICD169KBjx45ER0dz33332Sdeu1XdunVjypQpTJo0iWeffZbg4GBmz55NixYt0p03btw45s+fz5AhQ/D39+frr7+2t+x26dKF559/nqFDh5KUlESnTp0YM2bMbU+UdfnyZcaNG3fDIiguLg5/f38sFgulS5emV69ejBw58rbuA9CoUSPANgla06ZN7cuE/VfRokVZu3Yto0ePpkePHsTHx1OmTBlat2593S+wy5Qpwy+//MLIkSOpVasWPj4+PProo+kmwhsxYgTx8fGMGDGC8+fPU6VKFRYsWECtWrUAW9EeGBjI+++/f9PJLkNCQhg4cOBt//xgayV+4oknqFu3LkFBQbz55puZtrj37t07w75169bh6+tr/4wvX77M22+/jbOz83Xvdyuf77W6du3Kxo0beeutt3jwwQeJi4sjKCiIVq1aZVjnvU+fPhlev337dubNm5du3z+9HL788kvc3d1p3bp1hte1bt0aNzc3vvrqK4YNG3bLeUVEJG+yGLkxU8l1JCQk2L+RrlOnDu+//z4tW7bEx8cHf39/7r//fnbs2MFPP/1E6dKl7a/z8fGhSJFbG9MbFxeHl5cXsbGxN21llyxIS4FP7oHz+6DeIOg82exE2WLv6Th6fbKRy8lp3F8vkHc107rIbRk7diyLFi267nrb2clisbBw4cJ0a1FL4TZ58mRiYmI0Q7mIiJjmdurQbJ/o7eLFi/blcEqWLMmWLVuue+62bdvSLWkzfPhwwDa5y9ixY1m8eDFg6yr/X6tWrcrQSiIm2fqZrSAv6gutXzU7TbY4E2tb+uxychp3V/Tlze41VJCLiOQjTk5O9q7rIiIieV2Wf2Ndr3uXYRjExcURHR1tH592PS1atLjhkiImNuLLrbh6Cdb8PcFN69egaP4f13Y5KZVH5vzBmbhEQkoVY3q/ehRxylcrB4qIFHpDhw41O4KIiMgty3L3dQcHByZPnpxhhteYmBiGDx+ebRO93Sl1X89By16GTdOgVBg8tR4c8ve63alpVp7433Z+338OX/ciLHq6CUE+tz85kYiIiIiIFG651n29T58+lCpVKt2+s2fP2ruhSwFnGGBxhLbj831BbhgG43/ay+/7z+Hi5MCMgfVVkIuIiIiISI7LclFusViIj4/Hw8Mj0yVKpBBo/ybc9RR45f8Z12dvOM6Xm2zrFk9+oDZ1yl5/HVsREREREZHskuWi3DAMKlWqZLuIkxPlypWjWbNmdOnSJdvCST7gXdbsBHds+d6zvP7zXgBe7FCFDjX8TU4kIiIiIiKFRZaL8lWrVgGQlJTExYsXOXr0KGvWrKFHjx7ZFk7yIMOAleOhek/wq252mjt24Ew8z87fiWFA34ZleaJZBbMjiYiIiIhIIZLt65T/8MMP9OrVixYtWuDj48P333+fnZe/bZroLZsdXAbzeoNzURi+F9zybzfvmCvJdJm2gYjoKzSu4MuXjzbE2VEzrYtIwZFmNdh6LJpz8YmU8nClYbAPjg5a4lFERCSnmbpOeZcuXeyt6EWKFMnuy4uZ0lJh+d9rkTd4LF8X5KlpVp75eicR0VcILO7GRw/VVUEuIgXK0j1RjFuyl6jYRPs+fy9XXuscRvvqGqYjIiKSV2RLUX7q1CkAAgMDcXZ2pnnz5tlxWclrwufC+f22YvyeEWanuSPvLjvAukMXcHV24LP+9fFx1xdIIlJwLN0TxeCvdnBtV7gzsYkM/moH0/vVVWEuIiKSR2S5adBqtTJ+/Hi8vLwoV64c5cqVw9vbm9dffx2r1ZqdGSUvSL4Mq960PW82Ety8TY1zJ34Mj+TTtUcBePf+WoQFaFiDiBQcaVaDcUv2ZijIAfu+cUv2kmbN1tFrIiIikkVZbil/+eWXmTlzJm+//TZNmjQBYP369YwdO5bExEQmTJiQbSElD9j0ESScAe9ytq7r+dSeyFhGfb8bgMEtKtK5VoDJiUREstfWY9HpuqxfywCiYhPZeiyaxhV9cy+YiIiIZCrLRfkXX3zBjBkz0i2BVrNmTcqUKcOQIUNUlBckCedgwxTb8zavgZOLuXmy6EJCEk/+bztJqVZaVC7JC/dWNjuSiEi2Oxd//YI8K+eJiIhIzspyUR4dHU2VKlUy7K9SpQrR0dF3FEryGFcvaPUKHPkdquXPJe9S0qw8PXcHkTFXCS7hzpQ+dTQDsYgUSKU8XLP1PBEREclZWR5TXqtWLaZNm5Zh/7Rp06hVq9YdhZI8xskF7hoMD30HlvxZyL7x0162HIvGvYgjn/Wvh5ebs9mRRERyRMNgH/y9XLne/60t2GZhbxjsk5uxRERE5Dqy3FI+ceJEOnXqxIoVK2jcuDEAmzZt4uTJk/zyyy/ZFlBMZk0DB0ezU9yRb/84yRebTgDwwQO1CS3tYXIiEZGc4+hg4bXOYQz+agcWSDfh2z+F+mudw9RbSERECoWUlBScnfN2g1yWW8qbN2/OwYMH6d69OzExMcTExNCjRw8OHDjAPffck50ZxSwnNsJHDWH/z2YnybIdEZd4ZdEeAJ5vU4l7q/mZnEhEJOe1r+7P9H518fNK30Xdz8tVy6GJiEiBtnDhQjp16kT58uUpVqxYvqhNLYZhFOg1UeLi4vDy8iI2NhZPTy19dcsMA2a0gchtUG8QdJ5sdqLbdjYukc5T13MuPol7w0rzSb96OKhlSEQKkTSrwdZj0ZyLT6SUh63LulrIRUQku505c4YJEybw888/ExkZSalSpahduzbPPfccrVu3zrUcb731Fu+99x6vv/46zZo1w8XFBR8fH3x8cn/I1u3UoVnuvj527FheffVVHBzSN7bHxsby1FNP8fXXX2f10pIX/LXQVpA7u0OLF81Oc9uSUtN46qvtnItPIrRUMd5/oLYKchEpdBwdLFr2TEREctTx48dp0qQJ3t7evPvuu9SoUYOUlBSWLVvG008/zf79+3Mlx9GjR3nzzTfZvHkz1apVy5V7Zpcsd1+fOXMmTZs25ejRo/Z9q1evpkaNGhw5ciRbwolJUpNh5Tjb8ybDwKO0uXluk2EYvLroL3ZGxODp6sTnA+pTzCXL3z+JiIiIiMh1DBkyBIvFwtatW+nZsyeVKlWiWrVqDB8+nM2bNwMQExPDY489RsmSJfH09KRVq1bs2rXLfo2xY8dSu3ZtPv30U4KCgihatCi9e/cmNjY23b1mzJhB1apVcXV1pUqVKnz88cf2Y8uWLaNixYpMmDCBkiVL4uHhQY8ePTh16tRt3cdqtTJ+/HgCAwNxcXGhdu3aLF26NKfePuAOivLdu3cTGBhI7dq1+fzzzxk5ciT33nsv/fv3Z+PGjdmZUXLbtplw6TgUKw2Nh5qd5rZ9tfkE32w7iYMFpj5Yl/Il3M2OJCIiIiJS4ERHR7N06VKefvpp3N0z/pvb29sbgF69enHu3Dl+/fVXtm/fTt26dWndunW6pbQPHz7Mt99+y5IlS1i6dCk7d+5kyJAh9uNz587l1VdfZcKECezbt48333yTMWPG8MUXXwBw/vx5du3axcmTJ/n1119ZtWoVZ8+epVu3bvx3xPbN7jNlyhTee+89Jk2axO7du2nXrh1dunTh0KFD2f32/cu4Qy+++KJhsVgMZ2dnY8WKFXd6uWwXGxtrAEZsbKzZUfKHK5cM4+1yhvGap2H8McvsNLdt85ELRsUXfzbKjf7JmL76sNlxREREREQKrC1bthiAsWDBguues27dOsPT09NITExMt79ixYrGp59+ahiGYbz22muGo6OjcerUKfvxX3/91XBwcDCioqLs58+bNy/dNV5//XWjcePG6a4RERFhP378+HHD0dHRWL58+S3fJyAgwJgwYUK6+zRo0MAYMmTIrb0pf7udOjTLLeUAU6dOZcqUKfTt25cKFSowbNiwdN0QJB/6awFcvQQlKkOd/manuS2RMVcZMncHqVaDzrUCeLJZBbMjiYiIiIgUWMYtzBm+a9cuEhIS8PX1pVixYvbHsWPH0g17Llu2LGXKlLFvN27cGKvVyoEDB7h8+TJHjhzh0UcfTXeNN954I901goKCCAoKsm+XK1eOwMBA9u7de0v3iYuL4/Tp0zRp0iTdz9CkSRP27dt3e2/ObcjyQNv27duzbds2vvjiC+6//36uXr3K8OHDueuuuxg3bhyjRo3KzpySW+oNAq8gcHIFx/wzDvtqchpP/m8bFy8nE+bvycSeNbFYNLGbiIiIiEhOCQ0NxWKx3HAyt4SEBPz9/Vm9enWGY/90b7+ZhIQEAD7//HMaNWqU7pijoyMAxYsXv+7r83pdkOWW8rS0NHbv3s39998PgJubG9OnT+f777/ngw8+yLaAksssFghtC8F5fz2/fxiGwYsLdrMnMg4f9yJ8NqAebkUczY4lIiIiIlKg+fj40K5dOz766CMuX76c4XhMTAx169blzJkzODk5ERISku5RokQJ+7kRERGcPn3avr1582YcHByoXLkypUuXJiAggKNHj2a4RnBwMABVqlTh5MmTnDx50n6NEydOcOrUKcLCwm7pPp6engQEBLBhw4Z0P8eGDRvSXSO7ZbkpdPny5Znu79SpE3/++WeWA4lJLh0HF08omvtr+N2pGeuOsSj8NI4OFj56sC6BxYuaHUlEREREpFD46KOPaNKkCQ0bNmT8+PHUrFmT1NRUli9fzvTp09m7dy+NGzemW7duTJw4kUqVKnH69Gl+/vlnunfvTv369QFwdXVl4MCBTJo0ibi4OIYNG0bv3r3x8/MDYNy4cQwbNgwvLy/at29PUlIS27Zt49KlSwwfPpy2bdtStWpVHnzwQXsj8bPPPkvt2rVp1aqVPe/N7jNy5Ehee+01KlasSO3atZk9ezbh4eHMnTs3x97DO+6fvH37dnv/+rCwMOrWrZvuGw/JJ34dDSc2QY/PoHJ7s9PcsnWHzvPWr7a/f2M6VdV6vCIiIiIiuahChQrs2LGDCRMmMGLECKKioihZsiT16tVj+vTpWCwWfvnlF15++WUGDRrE+fPn8fPzo1mzZpQu/e/SyyEhIfTo0YOOHTsSHR3Nfffdl27Js8cee4yiRYvy7rvvMnLkSNzd3alRowbPPfccAA4ODvz4448MGzaM5s2b4+DgQNu2bZk6dWq67us3u8+wYcOIjY1lxIgRnDt3jrCwMBYvXkxoaGiOvYcW41ZG52fi3Llz9OnTh9WrV9vHAsTExNCyZUvmz59PyZIlszNnlsXFxeHl5UVsbCyenp5mx8mbzuyBT5qAxQGe/gNKhJid6JacuHiZLtM2EHs1hV71Apl4v8aRi4iIiIjkN2PHjmXRokWEh4cXiPvA7dWhWR5T/swzzxAfH89ff/1FdHQ00dHR7Nmzx94FQPKR9X/PARDWNd8U5JeTUnniy+3EXk2hVpA3r3erroJcRERERETynSx3X1+6dCkrVqygatWq9n1hYWF89NFH3HvvvdkSTnLBxSO2ZdAAmg43N8stMgyDF77bxYGz8ZT0cOHTfvVwddbEbiIiIiIikv9kuaXcarXi7OycYb+zszNWq/WOQkku2vghGFYIaQv+Nc1Oc0tmrj/Gr3vO4Oxo4ZN+dfHzcjU7koiIiIiIZNHYsWNzpUt5bt3ndmW5KG/VqhXPPvtsuunkIyMjef7552ndunW2hJMcFhcF4fNsz+8ZYW6WW7Qz4hJv/2pbB3HMfWHUK5f/ZosXERERERH5R5aL8mnTphEXF0f58uWpWLEiFStWJDg4mLi4OKZOnZqdGSWnHF8P1jQo2xjKNTY7zU3FXElm6LydpFoNOtXwp/9d5cyOJCIiIiIickeyPKY8KCiIHTt2sGLFCvbvt7VcVq1alVatWnHq1CkiIiJwdHSkTJky2RZWslnNXhDUAJISzE5yU7Zx5LuJjLlKOd+ivNWzhiZ2ExERERGRfO+O1im3WCy0bduWtm3b2vedO3eO4OBgDMPAz88vXfd2yYOKlzc7wS2Zuf4YK/adpYijAx89WBdP14zzGYiIiIiIiOQ3t12U+/jceAzvP8uea7K3PCwpAeIioWRls5PckvTjyKtSvYyXyYlERERERCS3pVkNth6L5lx8IqU8XGkY7IOjQ/7vPXvbRXlMTAyTJ0/GyyvzwigmJobhw/PH0lqF1vY58Nsr0PhpaDfB7DQ3dO048n4aRy4iIiIiUugs3RPFuCV7iYpNtO/z93Lltc5htK/ub2KyO5el7ut9+vShVKlSmR47e/asivK8LDUJNk0DjDzfUq5x5CIiIiIisnRPFIO/2oFxzf4zsYkM/moH0/vVzdeFeZZnX5d8atfXEB8FHgFQs4/ZaW5o1objGkcuIiIiIlKIpVkNxi3Zm6EgB+z7xi3ZS5o1szPyhyy1lG/atAkfHx9cXFzw8PDA398fb2/vbI4m2S4tFdZPtj2/+xlwKmJqnBsJPxnD27/uA+AVjSMXERERESmUth6LTtdl/VoGEBWbyNZj0TSu6Jt7wbJRlory7t2725//0524ZMmS3H333bRr1y57kkn227sILh0DNx+oN9DsNNcVeyWFp+fuICXNoGMNP61HLiIiIiJSSJ2Lv35BnpXz8qLbLsovXboEQGpqKklJSURHRxMZGcnevXtZuXIlQ4YMyfaQkg0MA9Z/YHt+12Ao4m5unuswDIMXvt9FZMxVyvoU5e2eNTWOXERERESkkCrl4Zqt5+VFtz2m3MvLCy8vL3x9fQkICKB69eq0a9eO559/np9++onPPvsMwzBo1aoV999/f05klqy4dBziTkORYtDwcbPTXNesDcdZvlfjyEVEREREBBoG++Dv5cr1muks2GZhbxh846W787IsdV+/kYceeggnJ9tl3dzcsvvyklU+wfD8HojaDW7FzU6TqWvHkdcI1DhyEREREZHCzNHBwmudwxj81Q4skG7Ct38K9dc6h+Xr9cothmHk32nqbkFcXBxeXl7Exsbi6elpdhy5jtgrKXT8cB2RMVfpWMOPjx6sq27rIiIiIiIC5L91ym+nDs32lnLJgyI2Q2BDcMibK+BpHLmIiIiIiNxI++r+tA3zY+uxaM7FJ1LKw9ZlPT+3kP9DRXlBd3onzGoHfjXgsd/z5DJoGkcuIiIiIiI34+hgybfLnt1I3mw6lezzz4zrJavmyYJc48hFRERERKQwU1FekJ0/CHsX2543fd7cLJmIvZLC0Hlaj1xERERERAovFeUF2YYpgAGVO0LpMLPTpGMYBiO/38WpSxpHLiIiIiIihZeK8oIq5iTsnm973nS4uVkyMXvDcX7TOHIRERERESnkVJQXVJumgTUVyt8DQQ3MTpNO+MkY3vp7HPnLnTSOXERERERECi8V5QWRYcDJrbbneWws+X/HkXeo7seAxhpHLiIiIiIihZeWRCuILBZ4/HeI3A4Bdc1OY3ftOPJ37tc4chERERERKdxUlBdUFgsE1jc7RTpfbz2pceQiIiIiIiL/oe7rBU1SPKQkmp0ig5PRV5jw814ARrarrHHkIiIiIiIiqCgveLZ+Bu9Vgs3TzU5iZ7Xauq1fTk6jQfniPNI02OxIIiIiIiIieYKK8oLEMCB8HiTGgoun2Wnsvtx0nM1Ho3FzdmRSr1o4OmgcuYhIfpaSkmJ2BBERkQJDRXlBcuoPuHgYnItCWBez0wBw7MJl3l66H4AXO1ahnK+7yYlERLLfn3/+SYcOHUhOTmb37t00bNjQ7EjZ6ujRowwePJiwsDB8fX1xc3Nj//79ZscSEREpEFSUFyTh82x/hnUFFw9zswBpVoMXvttFYoqVJiG+9Guk5c9ECoOHH36Ybt26pdt3/vx5qlevTqNGjYiNjTUnWA6qXr06zs7OuLu707BhQ4YPH252pGyzb98+6tWrR2pqKrNmzWLLli0cOXKEKlWqmB0tT9q5cye9evWidOnSuLq6EhoayuOPP87BgwcBOH78OBaLhfDw8HSva9GiBc8991y6fXPmzMHb2zvDPa5evYqPjw8lSpQgKSkph34SERHJLSrKC4qUq7Bnge157QfNzfK3meuPsv3EJYq5ODHx/lo4qNu6SKF0/vx5WrVqhZubG7/99hteXgVvokeLxcLixYuJjIwkOjqaPn36mB0p2wwdOpSnn36azz//nLvuuouQkBDKldOXrJn56aefuOuuu0hKSmLu3Lns27ePr776Ci8vL8aMGZNt9/nhhx+oVq0aVapUYdGiRdl2XRERMYeK8oJi/8+QFAteZaFcU7PTcOhsPJN+s7UKjLmvKmW83UxOJCJmuHDhAq1bt8bFxYXly5enK8jff/99atSogbu7O0FBQQwZMoSEhAT78W+//ZaKFSvi6uqKr68v999/P+fPn7cft1gsGQqSa1sb//e//1G/fn08PDzw8/PjwQcf5Ny5c/bjY8eOpXbt2umuUb58eSZPnmzfjomJ4bHHHqNkyZJ4enrSqlUrdu3alek1SpUqhZOTEyEhIVgsFmJiYuznbdiwgRYtWlC0aFGKFy9Ou3btuHTpUqa5Z8yYgbe3Nzt27ABg9erVGa7Xv3//DO/ByZMn6d27N97e3vj4+NC1a1eOHz/OjaxZs4aGDRvi4uKCv78///d//0dqaioAly9fZtWqVSQnJxMaGoqrqys1atTgxx9/zHCdFi1aYLFY0j3+eR8zax0eM2ZMunOADK+3WCxMmzYNgD/++IO2bdtSokQJvLy8aN68uf39+e/rb/Z34tqeHBcvXqR48eLpWqSv/XuRnJyc6Wf6X1euXGHQoEF07NiRxYsX06ZNG4KDg2nUqBGTJk3i008/zfR1WTFz5kz69etHv379mDlzZrZdV0REzKGivKD4p+t6rT7gYO7HmppmZcR3u0hOtdKyckl61w8yNY+ImOPixYu0adMGJycnli9fnqEbroODAx9++CF//fUXX3zxBb///jujRo2yH69SpQpz5szhwIEDLFu2jOPHjzN69OjbypCSksLrr7/Orl27WLRoEcePH+fhhx++rWv06tWLc+fO8euvv7J9+3bq1q1L69atiY6OzvT8adOmcfbs2XT7wsPDad26NWFhYWzatIn169fTuXNn0tLSMrz+22+/5fnnn2fx4sXUrVs303ts376dxYsXZ/hZ27Vrh4eHB+vWrWPDhg0UK1aM9u3bk5ycnOl1IiMj6dixIw0aNGDXrl1Mnz6dmTNn8sYbbwC2z9AwDD799FPGjx/P7t276dmzJz169MjQ/dowDB5//HGioqKIiooiMDAw03sCnDp1ismTJ+PmlvEL29mzZ9uvERUVxSOPPAJAfHw8AwcOZP369WzevJnQ0FA6duxIfHz8de9zK8aNG2f/EuJ6MvtMr7Vs2TIuXLiQ7u/wf2XWDT0rjhw5wqZNm+jduze9e/dm3bp1nDhxIluuLSIi5lBRXlB0fBfueQFq9zU7CdNXH2H3qVg8XZ14u2dNLBZ1WxcpbC5dukSbNm3Yu3cvLi4ueHpmXBHiueeeo2XLlpQvX55WrVrxxhtv8O2339qP16xZk3vuuYdy5cpRqVIlfH19My1ib+SRRx6hQ4cOVKhQgbvuuosPP/yQX3/91d4i7+bmxtWrV6/7+vXr17N161a+++476tevT2hoKJMmTcLb25vvv/8+w/nR0dG88cYbGb48mDhxIvXr1+fjjz+mVq1aVKtWjaFDh1KiRIl05/36668MGjSIb775hmbNml031/Dhwxk5cmS6fd988w1Wq5UZM2ZQo0YNqlatyuzZs4mIiGD16tWZXufjjz8mKCiIadOmUaVKFbp168a4ceN47733sFqtWK1WAEaPHk3fvn2pVKkSY8eOpWXLlkyaNCndtVJSUvDy8sLPzw8/Pz8cHR2vm//ll1/mgQceoFSpUhmOeXt726/h5+dH0aJFAWjVqhX9+vWjSpUqVK1alc8++4wrV66wZs2a697nZg4ePMisWbN4/vnnr3vO9T7Tax06dAggx8faz5o1iw4dOlC8eHF8fHxo164ds2fPztF7iohIzlJRXlD4VoTWY8Cngqkx9p6O48Pfbf8wGde1GqU9XU3NIyLmWLt2LVarlfDwcA4fPszEiRMznLNixQpat25NmTJl8PDwoH///ly8eJErV67Yz1m3bh3FihXD29ubq1ev8t5776W7Rt++fSlWrJj9sW7dunTHt2/fTufOnSlbtiweHh40b94cgIiICMA2Qdvhw4fZunVrpj/Hrl27SEhIwNfXN919jh07xpEjRzKcP378eFq2bEnTpumHEf3TUn4jW7dupWfPnri7u9OoUaPrnrdo0SKOHj3KiBEjMmQ9fPgwHh4e9pw+Pj4kJiZmmhVsk7g1btw43ZenTZo0ISEhgVOnTqXb919NmzZl79696fbFxcXh7n7zFTZ27NjBwoULef3112967n+dPXuWxx9/nNDQULy8vPD09CQhIcH+WWbFqFGjePLJJ6lQ4fq/O6/3mV7LMIws57hVaWlpfPHFF/Tr18++r1+/fsyZM8f+BYqIiOQ/TmYHkIIjOdXK8G/DSUkzuDesNN1qlzE7koiYpEKFCqxcuZISJUrw8ccf069fPzp16kTNmjUB2xjj++67j8GDBzNhwgR8fHxYv349jz76KMnJyfbW0fr167Nz505OnDjBs88+y+eff86LL75ov88HH3xAmzZt7NsPPfSQ/fnly5dp164d7dq1Y+7cuZQsWZKIiAjatWtn787dsWNH+vTpQ6NGjewF5X+/FEhISMDf3z/TluZruyMfOnSIGTNmEB4enq6gBTLtpn2tTZs2MX36dL7//nuGDh3K119/neGclJQURo0axYQJEzJcMyEhgXr16jF37twMrytZsuRN75+Z4sWLX/fYtb2gTp8+TUBAwE2vOWLECF544QX8/f1vK8vAgQO5ePEiU6ZMoVy5cri4uNC4cePrds2/mTVr1rBu3Tpmz56d6Rh5uPFneq1KlSoBsH//fho3bpylTDezbNkyIiMjeeCBB9LtT0tLY+XKlbRt2zZH7isiIjnL1JbytWvX0rlzZwICAjKdnMUwDF599VX8/f1xc3OjTZs29u5h8rfI7fBNPzi0wuwkTP39EPvPxFO8qDMTutdQt3WRQqxGjRr2rtm9evWiR48eDBgwwF5Abd++HavVynvvvcddd91FpUqVOH36dIbruLm5ERoaSps2bXjiiScyFJx+fn6EhITYH/8tVPfv38/Fixd5++23ueeee6hSpUq6Sd7AVljOnTuXixcvEh4eTnh4eLrCsm7dupw5c8Y+edt/H9d2PR89ejSPPfYYISEhGX6OmjVrsnLlyhu+Z/379+epp55i5syZ/PTTTyxcuDDDOdOnT6dYsWL0798/w7G6dety6NAhSpUqlSHr9Wa8r1q1Kps2bUrXyrthwwY8PDwIDAy0d0ffsGFDutetX7+esLAw+/aRI0e4dOkSderUueHPuHjxYg4ePMgLL7xww/Mys2HDBoYNG0bHjh2pVq0aLi4uXLhw4bavA7Z/X4wYMYIxY8bc8IuHG32m17r33nspUaJEpr1CgOtOEHc7Zs6cSZ8+fex/V/959OnTRxO+iYjkY6a2lF++fJlatWrxyCOP0KNHjwzHJ06cyIcffsgXX3xBcHAwY8aMoV27duzduxdXV3WLBmDnXNi3BJyLQmibm5+fQ3adjOHj1bbukW90q0FJDxfTsohI3vPRRx9RvXp1xo0bx4QJEwgJCSElJYWpU6fSuXNnNmzYwCeffJLuNfPnz6dixYqULl2aQ4cO8cknn1C/fv1bvmfZsmUpUqQIU6dO5amnnmLPnj3X7TLt4+ODj48PAE5O//5qbNOmDY0bN6Zbt25MnDjR/uXBzz//TPfu3e15Dh8+TEREBIcPH870+i+++CI1atRgyJAhPPXUUxQpUoRVq1bRq1cve3H/z/3LlSvHu+++y+DBg2nWrBm+vr7260ycOJElS5Zk+qXnQw89xLvvvkvXrl0ZP348gYGBnDhxggULFjBq1KhMJ14bMmQIkydP5plnnmHo0KEcOHCA1157jeHDh+Pw96Shzz//PBMmTKBChQrUrVuXefPmsWrVKvvM59u2bWPYsGHUqFHjpp/PxIkTmTp1qr0nxO0IDQ21z6YfFxfHyJEjM+2BkJKSQmJion3barWSlpZGamqq/bNduXIl/v7+PP3009e9380+02u5u7szY8YMevXqRZcuXRg2bBghISFcuHCBb7/9loiICObPn28//8CBA+len5CQwPnz59NNoPffrvnnz59nyZIlLF68mOrVq6d77YABA+jevTvR0dH2v0ciIpKPGHkEYCxcuNC+bbVaDT8/P+Pdd9+174uJiTFcXFyMr7/++pavGxsbawBGbGxsdsbNG5KvGsZbQYbxmqdhHFllWoyryalG6/dWG+VG/2Q8PXe7aTlEJG8YOHCg0bVr1wz7f/rpJ8PR0dHYvHmzYRiG8f777xv+/v6Gm5ub0a5dO+PLL780AOPSpUuGYRjGq6++agQFBRlFihQxAgICjEcffdR+zDAy/t4wDMNo3ry58eyzz9q3582bZ5QvX95wcXExGjdubCxevNgAjJ07d143f7ly5YwPPvjAvh0XF2c888wzRkBAgOHs7GwEBQUZDz30kBEREWEYhmG89tprBmBMmjTJ/ppVq1al+1kMwzBWr15t3H333YaLi4vh7e1ttGvXzn782txWq9Vo3bq10bdv33TXu++++9JlvfY9iIqKMgYMGGCUKFHCcHFxMSpUqGA8/vjjN/wduHr1aqNBgwZGkSJFDD8/P2P06NFGSkqK/Xhqaqrxyiuv2H/+GjVqGIsWLbIfb9q0qdGrVy/j5MmT130fjx07ZgBGrVq1jLS0tOu+15l9pv/YsWOHUb9+fcPV1dUIDQ01vvvuu0xff73Ha6+9ZhiG7e8nYHz//ff2182ePdvw8vKyb9/qZ5qZP/74w+jRo4dRsmRJw8XFxQgJCTGeeOIJ49ChQ+nei1t9/JNr0qRJhre3t5GcnJzhnklJSYa3t7cxZcqUG2YTEZHcczt1qMUwcmFmkltgsVhYuHChfe3Qo0ePUrFiRXbu3JlurdDmzZtTu3ZtpkyZkul1kpKSSEpKsm/HxcURFBREbGxsprP/5mt/LYTvHgbPQHjuT9OWQnvrl318uvYoJYq5sPz5ZhR3L2JKDhERkcxMnjyZmJgYxo4da3YUEREpJOLi4vDy8rqlOjTPzr5+5swZAEqXLp1uf+nSpe3HMvPWW2/h5eVlfwQFFeA1svPA2uTbjkfz2bqjALzdo4YKchERyXOcnJzSDUsQERHJSwrcb6gXX3yR4cOH27f/aSkvcOLPwOG/J3er/aApEa4kp/LCd7swDOhZN5A2YaVv/iIREZFcNnToULMjiIiIXFeebSn38/MDbOuS/tfZs2ftxzLj4uKCp6dnukeBtPsbMKwQ1Mi2RrkJJi49wPGLV/DzdOXVzmE3f4GIiIiIiIikk2eL8uDgYPz8/NItIRMXF8eWLVtybP3PfMWzDPjVMK2VfOORC8zZeByAd+6viZebsyk5RERERERE8jNTu68nJCSkW2rk2LFjhIeH4+PjQ9myZXnuued44403CA0NtS+JFhAQYJ8MrlCrcb/tYbXm+q0TklIZ9f1uAPo2LEvzSiVzPYOIiIiIiEhBYGpRvm3bNlq2bGnf/mcs+MCBA5kzZw6jRo3i8uXLPPHEE8TExNC0aVOWLl2qNcr/y4QJ3ib8vI9Tl64SWNyNlztVzfX7i4iIiIiIFBR5Zkm0nHI7U9HnC6lJ8Of3ENYFXDxy/fZrDp5n4KytAMx7vBF3VyyR6xlERERERETysgKxJJpcx8Gl8OMQ+KwF5PL3KbFXUxj9d7f1h+8ur4JcRERERETkDhW4JdEKvEPLbX9Wag8WS67e+s2f93EmLpHgEu6Mbl8lV+8tIiI5J81qsPVYNOfiEynl4UrDYB8cHXL3d4yIiEhhpaI8vzmx0fZncLNcvW34yRi+2XYSgIn318StiGOu3l9ERHLG0j1RjFuyl6jYRPs+fy9XXuscRvvq/iYmExERKRzUfT0/iT8D0UcAi2198lxitRqMXfwXAD3qlqFBeZ9cu7eIiOScpXuiGPzVjnQFOcCZ2EQGf7WDpXuiTEomIiJSeKgoz0/+aSX3qw5u3rl224U7Iwk/GYN7EUf+T93WRUQKhDSrwbgle8lsdpJ/9o1bspc0a4GeD1ZERMR0Ksrzk3+K8nJNcu2WCUmpvL10PwDPtA6llKeWoxMRKQi2HovO0EL+XwYQFZvI1mPRuRdKRESkEFJRnp9EbLL9We7uXLvl1N8PcT4+ifK+RRnUpHyu3VdERHLWufjrF+RZOU9ERESyRhO95Sd95tlay8vfkyu3O3o+gVnrjwEw5r4wXJw0uZuISEFRyuPWej7d6nkiIiKSNSrK85Pi5WyPXPLGz/tISTNoUbkkraqUyrX7iohIzmsY7IO/lytnYhMzHVduAfy8bMujiYiISM5R93XJ1Kr95/h9/zmcHCyMuS8MSy6viS4iIjnL0cHCa53DAFsB/l//bL/WOUzrlYuIiOQwFeX5xW+vwMZpcPlijt8qOdXK6z/tBeCRpsFULFksx+8pIiK5r311f6b3q4ufV/ou6n5erkzvV1frlIuIiOQCdV/PD5ISYNPHYKRBtW45frs5G49x9MJlShRz4ZlWITl+PxERMU/76v60DfNj67FozsUnUsrD1mVdLeQiIiK5Q0V5fnBqq60g9y4LXoE5eqtz8Yl8uPIwAKPbV8bD1TlH7yciIuZzdLDQuKKv2TFEREQKJXVfzw9ycX3yiUsPkJCUSq0gb3rWzdkvAERERERERAo7FeX/3969x+dc/38cf147z84bszmPMWbRF6WSU5RNfL9Kpb7IKUUKKYdOPySRUiq1ctYJ9XUIlUPkrJyanHIWsaWMjc1mh8/vj9mVyw42Np9r2+N+u103rs/xde1z+5jn9X5/3u+SwBrKi3d+8l+On9X/tv8hSRrVMVwOdF0EAAAAgGJFKLd3aSnSH9uy/l6MLeWZmYZGLcka3K1zoyr6VzW/YjsXAAAAACALodzendohZaRKnhUl/5rFdpr5O/7QzhPn5OHiqOGRYcV2HgAAAADAPwjl9i7+qOToktV1vZjmCj+fkqY3l+2XJA1sU1uB3m7X2AMAAAAAUBQYfd3e/aurFPGglJJQbKeYvPqQ/r6QqpDyHurVLKTYzgMAAAAAsEUoLwmc3bNexeDIXxc0Y+NRSdL/dQiXixOdJwAAAADgZiGB2TPDKPZTjFm6V2kZhlqHVVDruoHFfj4AAAAAwD8I5fbsp4+kj++Wts8ulsOv/u1P/bj/Lzk7WvRqh/BiOQcAAAAAIG+Ecnt2bIMUt6tYnidPTc/QmKX7JEm9m4WoZgXPIj8HAAAAACB/hHJ7lZkp/b4p6+/FMD/5zI3HdPTvJJX3dNUz94QW+fEBAAAAANdGKLdXf+2TUs5Jzh5ScIMiPfTpxBR9sOqgJGlEVF15uTkX6fEBAAAAAAVDKLdX2a3kVW+XHIs2NL+5bL+SLmWoYVVfPfivykV6bAAAAABAwRHK7dXvG7P+LOKu64dOn9f8HX9Ikkb/u74cHCxFevySJi0tzewSAAAAAJRhhHJ79deBrD8r3Vqkh/147RFJUrv6FXVrVd8iPXZJEBMTox49eqhOnTry8/OTt7e3EhKKfiA9AAAAACgIQrm9qlhfqniL5BdSZIc8de6ivok5KUnq17JWkR3XbCdOnFDv3r1VqVIlubi4qHr16ho0aJDOnDljs92aNWt09913KygoSHPnztXWrVt16NAh+fj4mFS5/bJYLNaXj4+PmjVrptWrV+e5/eOPP66OHTvexAoBAACA0oFQbq86T5X6b5DKF93I6NM3HFVahqE7avrrX9X8iuy4Zjpy5IiaNGmigwcPas6cOTp06JA+/vhjrVq1Snfeeafi4+MlSYZhqG/fvpo0aZLefPNNNWrUSKGhoapcmWfq8zJz5kzFxsZq48aNKl++vDp06KAjR45Y1+/Zs0ddunRRlSpV9Nlnn2np0qXy8vJSVFSUVq5caWLlAAAAQMlBKC8jziVf0pwtxyVJ/VuVninQBgwYIBcXF61YsUItW7ZUtWrVFBUVpR9++EEnT57Uyy+/LEn67bff9Pvvv+vQoUOqXr263NzcdMcdd2jDhg05jlmjRg2blmKLxaJFixZJymptt1gsOnfunHX77t2722xz7NixHPtbLBYtXbpUkrRs2TLdfffd8vX1VUBAgDp06KDDhw9bj5e9f0xMTI66Jk2aZH3fqlUrDR482Pp+//79cnZ21q233mpd1rNnT3Xq1Mn6/syZM/Lz85Ovr+81f7a+vr4KCgpSRESEoqOjdfHiRWvYXrhwoRo2bKjU1FR9/vnneuSRRxQZGanvv/9eQUFBuu+++/Thhx9e8xwAAABAWUcot0eZGZJhFOkhP938u5IvZSg82Fstapcv0mObJT4+XsuXL9fTTz8td3d3m3VBQUHq2rWr5s2bJ8Mw9NdffyktLU2fffaZoqOj9csvv+jWW29VZGSkYmNjbfY1DEOvvfaaYmNjc6y72vbt27V48eJc1/3www/WY8TGxuree++VJCUlJWnIkCHatm2bVq1aJQcHBz3wwAPKzMy8gZ+GNHToULm5ueW7zejRo5Wenl7oY2f/fC9duiRJGjx4sFq1aqVFixapVatWcnd3l6urq+6++27NnDlTPXv21LBhw5SUlFT4DwIAAACUIYRye7R9ljSuqvTtC0VyuIuXMjRr0zFJUr9WtWSxlI4R1w8ePCjDMFSvXr1c19erV09nz57VX3/9ZQ28b731ltq3b6969erpo48+UqVKlXK06Kalpcnf319BQUEKCgrKt4YhQ4Zo6NChua4LCAiwHiMoKEiurq6SpM6dO+vBBx9UaGiobr31Vs2YMUO7du3S3r17C/sjsPrxxx+1adMmPfHEE3luc+DAAc2YMUPPPfdcoY6dnJysV155RY6OjmrZsqX+/PNPHT9+XB06dMhzn3//+99KTk7W7t27C3UuAAAAoKwhlNujhD+kS+elIgrPX207ofikS6rq7672EfmHzJLIKESvgmbN/plizsHBQXfddVeOMJyYmCgPD49rHmvRokU6cuSInn/++YIXq6wvEx577DHVrFlT3t7eqlGjhiTp+PHjhTpONsMw9Pzzz2vkyJH5Dlo3bNgwPfXUU6pZs2aBjvvYY4/J09NTXl5emj9/vqZPn64GDRrIxcVFUlZYz0v2umu13AMAAABlHaHcHiVkzSMunyo3fKi0jExNWZc1ONeTLWrJybH0XPLQ0FBZLBbt27cv1/X79u2Tn5+fKlSoID+/vAe2u7LnQGJiopKSklSpUqV8z52WlqZhw4Zp7NixObrOX0vHjh0VHx+vqVOn6ueff9bPP/8s6Z+u4YX16aefKikpSf369ctzm7Vr12r9+vV65ZVXCnzcd999VzExMYqLi1NcXJx69OghSfLz81PTpk2t571aenq6PvnkE1WpUkURERGF/0AAAABAGVJ6ElppUoSh/NtfY3Xy3EWV93TRw41v/Hj2JCAgQPfee68++ugjXbx40WZdXFycvvjiC3Xp0kUWi0W1atWSk5OTNm7caN0mMzNTmzZtUnh4uHXZ1q1bZbFYbAZLy010dLQ8PT3VvXv3QtV85swZ7d+/X6+88oratGlj7WJ/vZKTk/Xyyy/rzTfflLOzc67bZLekv/rqq/l+OXG1oKAghYaGqkKFCjnWTZs2TSkpKapXr55Gjx6to0eP6uTJk3rjjTcUERGh3bt364svvpCjo+N1fzYAAACgLHAyuwDkwhrKq97QYQzD0Mdrs0b17tUsRG7OpS8gTZ48WXfddZfatWun119/XSEhIdqzZ4+GDh2qypUra+zYsZIkT09P9e3bV0OHDpWvr69CQkL03nvv6dSpU3r66aclZT2XPWDAALVv316BgYH5nnfChAlasmRJoZ/P9/PzU0BAgKZMmaLg4GAdP35cI0aMyHXbS5cuKSUlxfreMAylp6crIyPDGna//PJLNW7c2GaE9autWrVKwcHBGjBgQKFqzU9ERIT279+vmTNnasOGDdq3b5/S0tK0efNm9e7dW7169co1zAMAAACwRSi3N5kZUuLJrL/fYEv5mv1/6be48/JwcVS3ptWLoDj7U7t2bW3btk0jR47UI488ovj4eAUFBalTp04aOXKk/P39rdu+/fbbslgs6tGjhxITE9WoUSMtX75cwcHBkqTevXurbdu2euutt6553tatW6t169aFrtfBwUFz587VwIEDFRERobCwML3//vtq1apVjm2bNm2aY9nQoUNVvnx59ezZU1JWS/nEiRPzPWdSUpLGjx+fZ0v69XJ1dVW/fv3Ur18/9ezZU+fOnbNOCwcAAACgYCxGYUbJKoESExPl4+OjhIQEeXt7m13OtSWclN4NlxycpFdOSw7X37r9yMebteVYvJ5sUVMvtc99hHKULIMHD9att95qDeUAAAAA7E9hcigt5fYmM02qEyllpt9QIN/+e7y2HIuXi6OD+twdUoQFwkzOzs48pw0AAACUIoRye+NXQ/rvvBs+TPSarBHXH/hXZVX0Zlqq0qIgXesBAAAAlByMvl4KHfjzvH7Y96csFunJlgWbkxoAAAAAcPMRyu1Neqp0g4/5f7I2q5W8XXiQalXwLIqqAAAAAADFgFBub77qIY2rIu3633XtfvLcRX0TkzV6e79WtYqyMgAAAABAESOU25uEP6RLFyQ3n+vaffr6o0rPNHRnzQDdWtW3aGsDAAAAABQpQrm9STiR9ed1zFF+NumS5mw5LknqTys5AAAAANg9Rl+3J6nnpZRzWX/3rlzo3T/d/LsupmWofiVvNa9dvmhrQ7HKyDS05Wi8Tp9PUaCXm24P8Zejg8XssgAAAAAUM0K5PUnIehZcbj6SW/4TzF8t+VK6Zm06Kknq17KWLBYCXUmxbHesRi/Zq9iEFOuyYB83jewYrsiIYBMrAwAAAFDc6L5uTxL+yPrTp2qhd/1q6wmdTU5TNf9yiooIKuLCUFyW7Y5V/8932ARySYpLSFH/z3do2e5YkyoDAAAAcDMQyu3JdT5PnpaRqanrs1rJn2xRU06OXNaSICPT0Ogle5XbBHjZy0Yv2auMzBubIg8AAACA/SK92ROvIKlOlFT19kLttvTXUzp57qLKe7rqocaFHyAO5thyND5HC/mVDEmxCSnacjT+5hUFAAAA4KbimXJ7EhaV9SqkBTuynkV//M7qcnN2LOqqUExOn887kF/PdgAAAABKHlrKS7iEi2nafPiMJKlDAwYFK0kCvdyKdDsAAAAAJQ+h3J5kZhZ6lzX7Tys901BooKdqVvAshqJQXG4P8Vewj5vyGiffoqxR2G8P8b+ZZQEAAAC4iQjl9mRyY+m18tKJLQXeZeXePyVJ94ZXLK6qUEwcHSwa2TFcknIE8+z3IzuGM185AAAAUIoRyu1JWoqUmSY5uhRo89T0DK3Z/5ck6T5CeYkUGRGs6G6NFORj20U9yMdN0d0aMU85AAAAUMox0Js9Sb+Y9aeze4E2/+lIvC6kpivQy1UNq/gWX10oVpERwbo3PEhbjsbr9PkUBXpldVmnhRwAAAAo/Qjl9iTtcih3KtjAXiv3xkmS2oZXlAMBrkRzdLDozloBZpcBAAAA4Caj+7q9MAwp/fLUV87lrrl5ZqbB8+QAAAAAUMIRyu1F+hVzUTtfu6V818kE/ZmYKg8XR91FCysAAAAAlEiEcnuR3XVdkpyu/Uz5istd11uFBcrVybG4qgIAAAAAFCOeKbcnte+TMi5Jjte+LHRdBwAAAICSj1BuL8r5S12/LtCmx/5O0oE/L8jJwaLWYYHFXBgAAAAAoLjYdff1jIwMvfrqqwoJCZG7u7tq1aqlMWPGyDAMs0szVXYredOa/vIp52xyNQAAAACA62XXLeVvvvmmoqOjNXv2bNWvX1/btm1Tr1695OPjo4EDB5pdnmmyQ/l94UEmVwIAAAAAuBF2Hco3bdqk//znP7r//vslSTVq1NCcOXO0ZcsWkysrBkfXSV88LAU3lPqsyHOzMxdSte33eElZ85MDAAAAAEouu+6+ftddd2nVqlU6cOCAJGnnzp3asGGDoqKi8twnNTVViYmJNq8SIe1i1rRoGZfy3WzVb6eVaUgRlb1V2ffao7QDAAAAAOyXXbeUjxgxQomJiapbt64cHR2VkZGhsWPHqmvXrnnuM27cOI0ePfomVllEsqdEu8Z0aCv2XB51vR5d1wEAAACgpLPrlvKvvvpKX3zxhb788kvt2LFDs2fP1ttvv63Zs2fnuc+LL76ohIQE6+vEiRM3seIbkJ6S9adz3qH84qUMbTj0lyTpvvp0XQcAAACAks6uQ/nQoUM1YsQIPfroo7rlllvUvXt3Pffccxo3blye+7i6usrb29vmVSKkJWf9mU8oX3fwL6WkZaqKn7vqBnndpMIAoGxp1aqVBg8enGP5rFmz5OvrK0lKTk7Wiy++qFq1asnNzU0VKlRQy5Yt9c0339gcx2KxyGKxyNXVVZUrV1bHjh21YMGCm/RJAABASWDXoTw5OVkODrYlOjo6KjMz06SKilHa5ZZyJ7c8N7ly1HWLxXIzqgIA5KJfv35asGCBPvjgA/32229atmyZHnroIZ05c8Zmu759+yo2NlaHDx/W/PnzFR4erkcffVRPPvmkSZUDAAB7Y9fPlHfs2FFjx45VtWrVVL9+ff3yyy9655131Lt3b7NLK3rpl58pd849lKdnZGrVvsvPkzPqOgCYavHixXrvvffUvn17SVmzgzRu3DjHduXKlVNQUNYYIFWqVNEdd9yhunXrqnfv3nrkkUfUtm3bm1o3AACwP3bdUv7BBx/ooYce0tNPP6169erphRde0FNPPaUxY8aYXVrR86okVb9bKl8n19Xbfz+rs8lp8i3nrNtq+N3k4gAAVwoKCtJ3332n8+fPF3rfHj16yM/Pj27sAABAkp23lHt5eWnSpEmaNGmS2aUUv1sfy3rlYcXlruv31A2Uk6Ndf5cCAKXelClT1LVrVwUEBKhhw4a6++679dBDD6lZs2bX3NfBwUF16tTRsWPHir9QAABg90h3JYBhGDbPkwMAzNWiRQsdOXJEq1at0kMPPaQ9e/aoefPmBe7JZRgGY4MAAABJhPIS4cCfF3Q8PlmuTg5qUae82eUAQKnm7e2thISEHMvPnTsnHx8f63tnZ2c1b95cw4cP14oVK/Taa69pzJgxunTpUr7Hz8jI0MGDBxUSElLktQMAgJKHUG4vFj0tTagl/fJ5jlU7T5yTJDWu7qdyLnb9xAEAlHhhYWHasWNHjuU7duxQnTq5j/shSeHh4UpPT1dKSkq+x589e7bOnj2rzp0733CtAACg5CPh2YvkeCn5bykzI8eqo2eSJEmhgZ43uyoAKHP69++vyZMna+DAgXriiSfk6uqqb7/9VnPmzNGSJUskZc1B/thjj6lJkyYKCAjQ3r179dJLL6l169by9va2His5OVlxcXFKT0/XH3/8oYULF+rdd99V//791bp1a7M+IgAAsCOEcnuRPSWao3OOVUf/ygrlNQI8bmZFAFAm1axZU+vWrdPLL7+stm3b6tKlS6pbt66+/vprRUZGSpLatWun2bNn66WXXlJycrIqVaqkDh066P/+7/9sjjV16lRNnTpVLi4uCggIUOPGjTVv3jw98MADZnw0AABghyyGYRhmF1GcEhMT5ePjo4SEBJvWC7vz7fPS1mlSw/9KD0TbrGr37jrt//O8Zva6Ta3DAk0qEAAAAABQEIXJoTxTbi9ueTjrz31LpLSL1sWZmYaOXe6+HkJLOQAAAACUKoRye1HldsmnmnTpvHRgmXVxbGKKUtMz5eRgURU/dxMLBAAAAAAUNUK5vXBwkG65PBLvr19bFx/7O6uVvFpAOTk5crkAAAAAoDRhoDd70qCLFH8k67nyy478Tdd1AAAAACitCOX2JLCe9MinNouyR14PKU8oBwAAAIDShv7Qdi57kLcahHIAAAAAKHUI5fborwPS6rFS4ikdvdx9vSahHAAAAABKHbqv26Mlg6Tjm5Th4qUT8aGSpJAKhHIAAAAAKG1oKbdHtzwkSUrfOU/pmYbcnB1U0cvN5KIAAFfLyDS0+fAZfRNzUpsPn1FGpmF2SQAAoIShpdwehXeSvh8m1792q5blpJwD6srBwWJ2VQCAKyzbHavRS/YqNiHFuizYx00jO4YrMiLYxMoAAEBJQku5PfIIkELbSpL+7biJkdcBwM4s2x2r/p/vsAnkkhSXkKL+n+/Qst2xJlUGAABKGkK5vbrlYUlSJ4eNCgkoZ3IxAIBsGZmGRi/Zq9w6qmcvG71kL13ZAQBAgRDK7VVYlFIsbqrucFqNnY6YXQ0A4LItR+NztJBfyZAUm5CiLUfjb15RAACgxCKU2ysXD6213K5Eo5xCHP8yuxoAwGWnz+cdyK9nOwAAULYx0JudSknL0CsXH1OC0Uebb48yuxwAwGWBBZwNo6DbAQCAso2Wcjv1+5lk/WX4yNXNXf4eLmaXAwC47PYQfwX7uCmvOTEsyhqF/fYQ/5tZFgAAKKEI5Xbq6N8XJEk1y3tk/cfv7DEzywEAXOboYNHIjuGSlCOYZ78f2TFcjkxlCQAACoBQbqeO/p0sSWrokyx90EiKbialXTS5KgCAJEVGBCu6WyMF+dh2UQ/ycVN0t0bMUw4AAAqMZ8rtVHZLuX9QNenvdOnSBWn/91LEgyZXBgCQsoL5veFB2nI0XqfPpyjQK6vLOi3kAACgMGgpt1PHLreUh1Twkm55KGvhrv+ZWBEA4GqODhbdWStA/7m1su6sFUAgBwAAhUYot1NH/k6SJIWU95BueThr4cEV0sWzJlYFAAAAAChKhHI7dfFSuiTJ281ZqhguVYyQMtOkvd+YXBkAAAAAoKgQyu2Ub7msadASLqZlLaALOwAAAACUOoRyO+Xt7ixJOpcdyiMuh/JjG6SEkyZVBQAAAAAoSoy+bqd8s0N58qXLC6pKbUZKlRtLXkEmVgYAAAAAKCqEcjvlWy4rlFu7r0tS8yG2GxmGZGGkXwAAAAAoqei+bqeyQ/m55LTcN9j1P2nuf6XUCzexKgAAAABAUSKU2ykf96sGertSSqL07RBp/3fSzEieMQcAAACAEopQbqfybSl385a6LZA8AqW4XdLUe6RTv9zkCgEAAAAAN4pQbqeyB3pLuHgp9w2qNJH6rpICw6ULcdKMKGnfkptYIQAAAADgRhHK7ZSP+zWeKZck32pS7+VSaFsp/aI0r7u08b2bVCEAAAAA4EYRyu2UT7mr5inPi5u39Ng86ba+kgwpOb74iwMAAAAAFAmmRLNTvpcHesu3pTybo5N0/9tZLea17yvmygAAAAAARYWWcjuVPdBb4sU0GYZRsJ3CIiWHy5c0LUVa2F86c7iYKgQAAAAA3ChCuZ3KDuWXMjJ1MS2j8AdYNVra+aU0ra30+6Yirg4AAAAAUBQI5XbK3dlRLo5Zl6dAXdiv1myQVKmRdDFemv1vaefcIq4QAAAAAHCjCOV2ymKx/DPY2/WEcq8gqee3Ur1/S5lp0sKnpNWvS5mZRVwpAAAAAOB6EcrtmHVatLzmKr8Wl3LSw7Olu5/Ler/uLWl+byntYhFVCAAAAAC4EYRyO+br/s9gb9fNwUFqO0r6z4eSg5N0+EfpfGzRFAgAAAAAuCFMiWbHfG+k+/rV/tVN8q0mWRwk/5o3fjwAAAAAwA0jlNsxn+y5ym+kpfxKIS1s3x9eLRmZWfObAwAAAABuOrqv27EibSm/2pnD0lc9pC8ekbZOK/rjAwAAAACuiVBux7KfKU+43oHe8uNTRarbQTIypG+fl74fIWVex3zoAAAAAIDrRii3Yzc0Jdq1OLlKnT6S7nk16/3P0dLc/0qp54v+XAAAAACAXBHK7ZiPtaW8GEK5JFksUosXpIdnSU5u0oFl0owoKeGP4jkfAAAAAMAGodyO+ZbLGujt7wupxXui+g9IPb+VPAKlP3dJP0UX7/kAAAAAAJII5XatZnkPWSzSgT8vaMaGo8V7sipNpL6rpCa9pTYji/dcAAAAAABJhHK7VtW/nEZE1pUkjfl2r1bsiSveE/pWkzq8KzlltdArM0PavUAyjOI9LwAAJdTmzZvl6Oio+++/3+xSrkvPnj1lsVhksVjk4uKi0NBQvfbaa0pPT891+9WrV8tisejMmTM3uVIAKL0I5XbuyRY19d+m1WQY0sC5v2jniXM37+TLX5b+10ta/IyUXgwjwAMAUMJNnz5dzz77rNatW6dTp06ZXc51iYyMVGxsrA4ePKjnn39eo0aN0ltvvWVdn5SUpFGjRqlBgwZq166dJKlixYq65ZZbNH78eKWmFvNjdgBQyhHK7ZzFYtFr/66vlnUqKCUtU31mb9OJ+OSbc3K/GpLFQfrlc+nzB6WLZ2/OeQEAKAEuXLigefPmqX///rr//vs1a9Ysm/Vr1qyRxWLRuXPnJElnz55VgwYN9Pjjj8u43AutVatWGjx4sM1+o0aN0q233mp9P2vWLPn6+tps06JFC1ksFsXExOR6Lknq3r27LBaLFi1alO/ncHV1VVBQkKpXr67+/furbdu2Wrx4sSQpPj5et956q2bNmqXnn3/e+hk3bdqkJ554Qm+//bbuuecepaUV06C0AFAGlKhQ3rNnT3Xq1CnH8tx+EZUmTo4O+rBrI9UL9tbfF1LVa9bW4huR/Up39JMemyu5eErH1kvT2kpnDhfJobO7yv300082y1NTUxUQECCLxaI1a9YUybkAACgOX331lerWrauwsDB169ZNM2bMsIbtq124cEHt27dXzZo1NWPGDFkslus+74IFC/TLL7/ku8327dutwbqw3N3ddelSVg+5SZMm6fjx41q1apV69OihypUrS5Lq1KmjQYMGaf78+dq0aZO++OKL6zoXAKCEhfKyzNPVSTN6NlGQt5sOnb6g/p9v16X0zOI/cZ12Uu/lkncV6cwhaVob6fdNRXLoqlWraubMmTbLFi5cKE9PzyI5PgAAxWn69Onq1q2bpKwu4AkJCVq7dm2O7VJTU9WpUyeVK1dO8+bNk5OT03WfMy0tTcOHD9fw4cPz3W7IkCEaOnRooY5tGIZ++OEHLV++XPfcc48kaevWrapXr55q1aqV6z4tW7aUj4+Pfv7550KdCwDwj1Ibyjds2KDmzZurYsWKkqRhw4YpKSnJZptZs2ZZW2yzX1d2F8tugbdYLHJwcFBgYKD69OmjlJQUSdKxY8dsuo5J0quvviqLxaJJkyZJkk6fPq1atWpp5Mh/RjS/usX/3XffVZUqVXTixAlrXbl1U6vkW05Dm7jKw8VRq3/8Ua7OjmrQoIHNdt98840sFotatWplXZaamqqBAwcqMDBQbm5uuvvuu7V161ab/fbs2aMOHTrI29tbXl5eat68uQ4fPqxRo0bJEnyLLM/vlWV0oiwjfpelRjObc+TVg+FaevTooblz5+rixYvWZTNmzFCPHj1ybLtr1y7dc889cnd3V0BAgJ588klduHDBZpsZM2aofv36cnV1VXBwsJ555hnruiu77xmGoccff1wNGjTQ2bNZXfJHjRplvdZOTk6qUaOGJk6caN0/t2uSLSYmRhaLRceOHSv0zwAAUDLt379fW7Zs0WOPPSZJcnJyUpcuXTR9+vQc23bt2lWrVq1Sy5Yt5erqekPn/fDDD+Xj46OuXbvmuc2iRYt05MgRPf/88wU65tKlS+Xp6Sk3NzdFRUWpS5cuGjVqlKSsru3JyXk/NpeRkaGUlBS5ubkV6nMAAP5RKkP54cOHFRkZqc6dO2vTpqxW3c2bN9uEtGze3t6KjY1VbGxsnr+89u/fr5MnT+rzzz/XvHnzcrTuZvvjjz80adIkubu7W5cFBgZq2bJl+uijj3L9Rf3111/rtdde03fffaeqVavmetwru6nVCvTU5K6N5HC529vx2NM2XcA/+eQTa9eybMOGDdP8+fM1e/Zs7dixQ6GhoWrXrp3i4+MlSSdPnlSLFi3k6uqq1atXa/v27erdu7fS09P1wgsv/PPzGTxQd9apoNi1sxUbG6sFCxbkWm9BNW7cWDVq1ND8+fOzPsvx41q3bp26d+9us11SUpLatWsnPz8/bd26VV9//bV++OEHm+sZHR2tAQMG6Mknn9SuXbu0ePFihYaG5nregQMHatOmTVqxYoX8/Pysy+vXr6/Y2FgdO3ZMgwYN0gsvvKB9+/bd0GcEAJRO06dPV3p6uipVqiQnJyc5OTkpOjpa8+fPV0JCgs22cXFxmj9/vt544w3t2rXrus959uxZjRkzRu+8806e3d/T0tI0bNgwjR071ub/I/lp3bq1YmJidPDgQV28eFGzZ8+Wh4eHpKweAIcOHdLKlStz3XfatGlKTU1VVFTU9X0oAICuv/+USbK/zb1SRkaGzftx48apa9euGjx4sBITEyVJEyZMUPv27RUdHW39Njc1NVUuLi4KCgqSpDy7TQcGBsrX11dJSUlycXGRj49Prtu9/PLL6tKli3744Qeb5bVr19aSJUt03333qVKlStbl69evV58+fbRgwYIcLd7Zruym9uqrr0qSWocFqlezGnrjS0l1WuuV8ZP0w6K5On78uLZv367OnTtr7969krICbXR0tGbNmmX9hTl16lStXLlS06dP19ChQ63fus+dO1fOzs6Ssp4Vy5b9c/H08ZNLcLiCWjyea63Xo3fv3poxY4a6deumWbNmqX379qpQoYLNNl9++aVSUlL06aefWv+TMHnyZHXs2FFvvvmmKlasqNdff13PP/+8Bg0aZN3vtttuy3G+V155RQsXLtSGDRus1z2bk5OTdVm1atXk6OhoPR8AANnS09P16aefauLEibrvvvts1nXq1Elz5sxRv379rMsWL16smjVrqm/fvurVq5d++umn6+rCPmbMGDVv3lwtWrTIs3dWdHS0PD09c3zBnR8PD488v8h+4okntHbtWt1///3q3r27/P39JUkzZ87Uhg0btHDhQg0ZMiTHzwEAUHAlrqU8+9vcK1/Tpk2z2Wbnzp2aNWuWPD09rSH4wQcfVGZmpo4ePWrd7syZM/L29r7mOatUqSIPDw/Vrl1b7du3t3ZVu9KOHTu0cOFCjRkzJtdj1K9fX97e3nrkkUe0e/duHTlyRJ06dZKzs7NNl/mr5dVN7d7wrPDoEdFGP674Tj/EHNO0adPUrVs3ubi4WLc7fPiw0tLS1KxZM+syZ2dn3X777dZW4JiYGDVv3twayK9H9pclfn5+atiwoWbMmFGg/bp166bNmzfryJEjmjVrlnr37p1jm3379qlhw4Y2AblZs2bKzMzU/v37dfr0aZ06dUpt2rTJ91yTJ0/W2LFjFRYWpho1auRYv2vXLmv3vUcffVTvv/++qlWrZl2fkJAgT09PeXt7q3bt2nrhhRcYbRYAyqClS5fq7Nmz6tOnjyIiImxenTt3ztEzLjvIjh8/XmfPntX48eNt1md3Ac9+paenyzAM62BrkpScnKwpU6ZowoQJ+dY2YcIETZw48YYGkruSk5OT5syZo5UrV8rDw0OrVq2SJM2fP1+VK1fW5s2bbR73AgAUXokL5dnf5l75urq79oULF/TUU08pJiZG69evl5T1jPnBgwdtBio5cuSIQkJCrnnO9evXa+fOnVqxYoU2btyod955J8c2zz//vF544QUFBwfneoyXX35ZtWrV0vjx47V9+3bt2rVLQ4cO1V133ZVnt/mCdFOLalxbbjUa6fGX3tKUadPVt2/fa36eqxW0e1t+sr8s2bRpkx5//HE98cQTOZ5bz01AQIA6dOhgfVb/erq/FbT+LVu26LvvvtPu3bv1ySef5FgfFhammJgY7dy5U9OmTdOwYcNsHg3w8vJSTEyMtm/frrffflvTpk3Te++9V+h6AQAl2/Tp09W2bdtce8517txZ27Zt06+//ppjnYeHh2bMmKGxY8dq9+7d1uWTJ0+Wu7u79TV27Fj9+uuvNq3PaWlp6tWrl01Ptty0bt1arVu3voFPl7uWLVvq/ffft/4faOnSpXr//ffVtGnTIj8XAJQ1Ja77ekE0atRIe/fuVWhoqLX7eq1atXK0iq9bty7fgVKyhYSEyNfXV6GhoercubMWLlxoE6QXL16sAwcO6Ntvv811/y1btmjatGnasWOH6tatqxUrVujcuXMaMWKEjh8/rvr16+vxxx/P0dJbkG5qrz8QoQP7HtKGj4bJq3Koylex/ZKhVq1acnFx0caNG1W9enVJWb/Yt27dap0XtUGDBpo9e7bS0tKuu7X8yq5v9erV0/jx47Vz585cu5BfrXfv3mrfvr2GDx8uR0fHHOvr1aunWbNmKSkpydpavnHjRjk4OCgsLExeXl6qUaOGVq1ale9/RCZNmqSoqCh99NFH6tWrl6Kiomxawl1cXKyfISwsTB988IGWLl2qO+64Q5Lk4OBgXV+7dm3de++9iomJUdu2bQv4UwIAlAZLlizJc93tt99uMy3a1VOktWzZ0maA07ym/4yJibH+nu7Zs6d69uxps75GjRo2x27VqlWu07HlNUVbtqvnVr+WvM4DALh+dt9SfvLkSXXr1k0BAQH67LPPtHr1am3bti3ffYYPH65NmzbpmWeesX5T/e2331oHBrt48aI++OADHT58WFFRUYqLi1NcXJwuXLig9PR06wBo2U6fPq24uDj9/PPPWrJkierWrWuzfsKECXr99ddVrly5HLWkp6erb9++Gj58uHU/Pz8/6wBj1apV05gxY9SvXz/rqO5SwbupuTk7auGYvgq5r6fKNeuhJ2ZvU3rGP78sPTw81L9/fw0dOlTLli3T3r171bdvXyUnJ6tPnz6SpGeeeUaJiYl69NFHtW3bNh08eFCfffaZ9u/fn++5r5SZmamUlBSdP39e8+bN05kzZxQREVGgfSMjI/XXX3/ptddey3V9165d5ebmph49emj37t368ccf9eyzz6p79+7W0fVHjRqliRMn6v3339fBgwe1Y8cOffDBBzbHye4+2LlzZ7Vv315PPPGEzfr09HTFxcXp1KlTWrRokfbs2ZPjWqekpOjixYvavn27NmzYUODPCABAYTg4ONg8jgYAKL3sOpSfPXtWzZo1k7Ozs77//ns98MADioiIsBkxOzcNGjTQ2rVrdeDAAWt36DfeeMP6fPm8efM0cOBAZWZmqmnTpgoODlZwcLAmTpyoPXv26MEHH7Q5XlhYmIKDg9WhQwc1adIkR1AODQ3NdRovSZo4caLS0tL04osv5lnvwIED5efnp9GjR1uXFbSbmiQFeLpq5YwJqlj7FsWcOKe1B/6yWT9+/Hh17txZ3bt3V6NGjXTo0CEtX77c+nMMCAjQ6tWrdeHCBbVs2VKNGzfW1KlTC9VqvmTJErm7u8vf31+vvPKKPvjgA2sL87VYLBaVL18+z/98lCtXTsuXL1d8fLxuu+02PfTQQ2rTpo0mT55s3aZHjx6aNGmSPvroI9WvX18dOnTQwYMH8zzn5MmTtXPnTk2ZMsW6bM+ePQoODlbVqlU1cOBADR061KYnRUJCgtzd3eXh4aEOHTrogQce0JAhQwr0GQEAKIwGDRpoxYoVZpcBALgJLIYd90EaMWKENm7caH0u/HokJibKx8dHCQkJ1u7rs2bN0po1a3LtspXdXSyv7mT2bMvReHWb9rMuZWSqb/MQvXx/uNklAQAAAECZk1sOzYtdt5QvXrxYTZo00cMPP6zAwED961//0tSpU/PdJzU1VYmJiTavq7m7u+c5rZmzs7O1m3NJc3uIv956OGtqtanrj+qzzcfMLQgAAAAAkC+7binPnk98yJAhevjhh7V161YNGjRIH3/8cZ7dxUeNGmXTDTxbQb6hKC0+/PGQ3lq+Xw4WaVqPJrqnbkWzSwIAAACAMqMwLeV2HcpdXFzUpEkTbdq0ybps4MCB2rp1qzZv3pzrPqmpqUpNTbW+T0xMVNWqVctUKDcMQyPm79K8bSdUzsVRXz11pyIq594zAAAAAABQtEpN9/Xg4GCFh9s+F12vXj0dP348z31cXV3l7e1t8yprLBaLXn8gQneHllfypQz1nrVVp85dvPaOAAAAAICbyq5DebNmzXJMy3XgwAHrfNvIm7Ojgz7q1khhFb10+nyqes/aqvMpaWaXBQAAikBGpqHNh8/om5iT2nz4jDIy7bbjIwDgGpzMLiA/zz33nO666y698cYbeuSRR7RlyxZNmTLFZhor5M3bzVkzet2mTh9u1G9x5/X0Fzs0o+dtcna06+9iAABAPpbtjtXoJXsVm5BiXRbs46aRHcMVGRFsYmUAgOth1+nstttu08KFCzVnzhxFRERozJgxmjRpks3c0chfZV93zehxm9ydHbX+4N96ddFu2fEwAgAAIB/Ldseq/+c7bAK5JMUlpKj/5zu0bHesSZUBAK6XXQ/0VhQK84B9afbD3j/15GfblGlIwyLD9FSLWtpyNF6nz6co0MtNt4f4y9HBYnaZAAAgDxmZhu5+c3WOQJ7NIinIx00bht/D73QAMFlhcqhdd19H0WkbXlEjO9bXyMV7NGHZfk1Ze0TnLv7zjDnd3gAAsG9bjsbnGcglyZAUm5CiLUfjdWetgJtXGADghth193UUrR531VCbuoGSZBPIJbq9AQBg706fzzuQX892AAD7QCgvQzIyDe05lZjruuxnGEYv2csIrgBKlZ49e8piseR4RUZGSsqaRnLRokW57tepUyfr+1atWln3dXNzU506dTRu3DjG6cBNE+jlVqTbAQDsA93Xy5AtR+MVl0i3NwBlT2RkpGbOnGmzzNXVtdDH6du3r1577TWlpqZq9erVevLJJ+Xr66v+/fsXValAnm4P8Vewj5viElKU21dB2c+U3x7if7NLAwDcAFrKyxC6vQEoq1xdXRUUFGTz8vPzK/RxypUrp6CgIFWvXl29evVSgwYNtHLlymKoGMjJ0cGikR3DJWUF8Ctlvx/ZMZxB3gCghCGUlyF0ewOAomEYhtavX6/ffvtNLi4uZpeDMiQyIljR3RopyMf2d3WQj5uiuzViwFYAKIHovl6G0O0NQFm1dOlSeXp62ix76aWX9NJLLxXqOB999JGmTZumS5cuKS0tTW5ubho4cGBRlgpcU2REsO4ND2JqUwAoJQjlZUh2t7f+n++QRbIJ5nR7A1CatW7dWtHR0TbL/P0L/wVk165d9fLLL+vs2bMaOXKk7rrrLt11111FVSZQYI4OFsZ/AYBSglBexmR3exu9ZK/NXKdBzFMOoBTz8PBQaGhoruu8vLyUkJCQY/m5c+fk4+Njs8zHx8d6nK+++kqhoaG644471LZt26IvGgAAlAmE8jKIbm8A8I+wsDBt375dPXr0sC7LyMjQzp079cQTT+S5n6enpwYNGqQXXnhBv/zyiywW/g0FAACFRygvo+j2BqAsSU1NVVxcnM0yJycnlS9fXkOGDFGfPn1Ut25d3XvvvUpKStIHH3ygs2fP5hvKJempp57SmDFjNH/+fD300EPF+REAAEApRSgHAJR6y5YtU3Cw7eM5YWFh+u233/TYY4/JMAy98847GjFihMqVK6fGjRtr3bp1qlixYr7H9ff31+OPP65Ro0bpwQcflIMDk5oAAIDCsRiGkdtA3KVGYmKifHx8lJCQIG9vb7PLAQAAAACUcoXJoXylDwAAAACASQjlAAAAAACYhFAOAAAAAIBJCOUAAAAAAJiEUA4AAAAAgEkI5QAAAAAAmIRQDgAAAACASZzMLgAAAHuRkWloy9F4nT6fokAvN90e4i9HB4vZZQEAgFKMUA4AgKRlu2M1eslexSakWJcF+7hpZMdwRUYEm1gZAAAozei+DgAo85btjlX/z3fYBHJJiktIUf/Pd2jZ7liTKgMAAKUdoRwAUKZlZBoavWSvjFzWZS8bvWSvMjJz2wIAAODGEMoBAGXalqPxOVrIr2RIik1I0Zaj8TevKAAAUGYQygEAZdrp83kH8uvZDgAAoDAI5QCAMi3Qy61ItwMAACgMQjkAoEy7PcRfwT5uymviM4uyRmG/PcT/ZpYFAADKCEI5AKBMc3SwaGTHcEnKEcyz34/sGM585QAAoFgQygEAZV5kRLCiuzVSkI9tF/UgHzdFd2vEPOUAAKDYOJldAAAA9iAyIlj3hgdpy9F4nT6fokCvrC7rtJADAIDiRCgHAOAyRweL7qwVYHYZAACgDKH7OgAAAAAAJiGUAwAAAABgEkI5AAAAAAAmIZQDAAAAAGASQjkAAAAAACYhlAMAAAAAYBJCOQAAAAAAJiGUAwAAAABgEkI5AAAAAAAmIZQDAAAAAGASQjkAAAAAACYhlAMAAAAAYBJCOQAAAAAAJiGUAwAAAABgEkI5AAAAAAAmIZQDAAAAAGASQjkAAAAAACYhlAMAAAAAYBJCOQAAAAAAJiGUAwAAAABgEkI5AAAAAAAmIZQDAAAAAGASQjkAAAAAACYhlAMAAAAAYBJCOQAAAAAAJiGUAwAAAABgEkI5AAAAAAAmIZQDAAAAAGASQjkAAAAAACYhlAMAAAAAYBJCOQAAAAAAJilRoXz8+PGyWCwaPHiw2aUAAAAAAHDDSkwo37p1qz755BM1aNDA7FIAAAAAACgSJSKUX7hwQV27dtXUqVPl5+dndjkAAAAAABSJEhHKBwwYoPvvv19t27Y1uxQAAAAAAIqMk9kFXMvcuXO1Y8cObd26tUDbp6amKjU11fo+MTGxuEoDAAAAAOCG2HVL+YkTJzRo0CB98cUXcnNzK9A+48aNk4+Pj/VVtWrVYq4SAAAAAIDrYzEMwzC7iLwsWrRIDzzwgBwdHa3LMjIyZLFY5ODgoNTUVJt1Uu4t5VWrVlVCQoK8vb1vWu0AAAAAgLIpMTFRPj4+Bcqhdt19vU2bNtq1a5fNsl69eqlu3boaPnx4jkAuSa6urnJ1db1ZJQIAAAAAcN3sOpR7eXkpIiLCZpmHh4cCAgJyLAcAAAAAoKSx62fKAQAAAAAozey6pTw3a9asMbsEAAAAAACKBC3lAAAAAACYpMS1lBdW9uDyzFcOAAAAALgZsvNnQSY7K/Wh/Pz585LEfOUAAAAAgJvq/Pnz8vHxyXcbu56nvChkZmbq1KlT8vLyksViMbucEiN7fvcTJ04wv3sJwPUqWbheJQvXq+TgWpUsXK+ShetVsnC9zGcYhs6fP69KlSrJwSH/p8ZLfUu5g4ODqlSpYnYZJZa3tzc3cgnC9SpZuF4lC9er5OBalSxcr5KF61WycL3Mda0W8mwM9AYAAAAAgEkI5QAAAAAAmIRQjly5urpq5MiRcnV1NbsUFADXq2ThepUsXK+Sg2tVsnC9ShauV8nC9SpZSv1AbwAAAAAA2CtaygEAAAAAMAmhHAAAAAAAkxDKAQAAAAAwCaEcAAAAAACTEMphY9SoUbJYLDavunXrml0WLlu3bp06duyoSpUqyWKxaNGiRTbrDcPQ//3f/yk4OFju7u5q27atDh48aE6xuOb16tmzZ477LTIy0pxiy7hx48bptttuk5eXlwIDA9WpUyft37/fZpuUlBQNGDBAAQEB8vT0VOfOnfXnn3+aVHHZVpDr1apVqxz3V79+/UyquGyLjo5WgwYN5O3tLW9vb9155536/vvvreu5t+zHta4V95V9Gz9+vCwWiwYPHmxdxv1VMhDKkUP9+vUVGxtrfW3YsMHsknBZUlKSGjZsqA8//DDX9RMmTND777+vjz/+WD///LM8PDzUrl07paSk3ORKIV37eklSZGSkzf02Z86cm1ghsq1du1YDBgzQTz/9pJUrVyotLU333XefkpKSrNs899xzWrJkib7++mutXbtWp06d0oMPPmhi1WVXQa6XJPXt29fm/powYYJJFZdtVapU0fjx47V9+3Zt27ZN99xzj/7zn/9oz549kri37Mm1rpXEfWWvtm7dqk8++UQNGjSwWc79VUIYwBVGjhxpNGzY0OwyUACSjIULF1rfZ2ZmGkFBQcZbb71lXXbu3DnD1dXVmDNnjgkV4kpXXy/DMIwePXoY//nPf0ypB/k7ffq0IclYu3atYRhZ95Kzs7Px9ddfW7fZt2+fIcnYvHmzWWXisquvl2EYRsuWLY1BgwaZVxTy5efnZ0ybNo17qwTIvlaGwX1lr86fP2/Url3bWLlypc014v4qOWgpRw4HDx5UpUqVVLNmTXXt2lXHjx83uyQUwNGjRxUXF6e2bdtal/n4+Khp06bavHmziZUhP2vWrFFgYKDCwsLUv39/nTlzxuySICkhIUGS5O/vL0navn270tLSbO6vunXrqlq1atxfduDq65Xtiy++UPny5RUREaEXX3xRycnJZpSHK2RkZGju3LlKSkrSnXfeyb1lx66+Vtm4r+zPgAEDdP/999vcRxK/u0oSJ7MLgH1p2rSpZs2apbCwMMXGxmr06NFq3ry5du/eLS8vL7PLQz7i4uIkSRUrVrRZXrFiRes62JfIyEg9+OCDCgkJ0eHDh/XSSy8pKipKmzdvlqOjo9nllVmZmZkaPHiwmjVrpoiICElZ95eLi4t8fX1ttuX+Ml9u10uS/vvf/6p69eqqVKmSfv31Vw0fPlz79+/XggULTKy27Nq1a5fuvPNOpaSkyNPTUwsXLlR4eLhiYmK4t+xMXtdK4r6yR3PnztWOHTu0devWHOv43VVyEMphIyoqyvr3Bg0aqGnTpqpevbq++uor9enTx8TKgNLn0Ucftf79lltuUYMGDVSrVi2tWbNGbdq0MbGysm3AgAHavXs342mUEHldryeffNL691tuuUXBwcFq06aNDh8+rFq1at3sMsu8sLAwxcTEKCEhQf/73//Uo0cPrV271uyykIu8rlV4eDj3lZ05ceKEBg0apJUrV8rNzc3scnAD6L6OfPn6+qpOnTo6dOiQ2aXgGoKCgiQpx4iaf/75p3Ud7FvNmjVVvnx57jcTPfPMM1q6dKl+/PFHValSxbo8KChIly5d0rlz52y25/4yV17XKzdNmzaVJO4vk7i4uCg0NFSNGzfWuHHj1LBhQ7333nvcW3Yor2uVG+4rc23fvl2nT59Wo0aN5OTkJCcnJ61du1bvv/++nJycVLFiRe6vEoJQjnxduHBBhw8fVnBwsNml4BpCQkIUFBSkVatWWZclJibq559/tnkWDPbrjz/+0JkzZ7jfTGAYhp555hktXLhQq1evVkhIiM36xo0by9nZ2eb+2r9/v44fP879ZYJrXa/cxMTESBL3l53IzMxUamoq91YJkH2tcsN9Za42bdpo165diomJsb6aNGmirl27Wv/O/VUy0H0dNl544QV17NhR1atX16lTpzRy5Eg5OjrqscceM7s0KOtLkiu/jT569KhiYmLk7++vatWqafDgwXr99ddVu3ZthYSE6NVXX1WlSpXUqVMn84ouw/K7Xv7+/ho9erQ6d+6soKAgHT58WMOGDVNoaKjatWtnYtVl04ABA/Tll1/qm2++kZeXl/VZOx8fH7m7u8vHx0d9+vTRkCFD5O/vL29vbz377LO68847dccdd5hcfdlzret1+PBhffnll2rfvr0CAgL066+/6rnnnlOLFi1yTBeE4vfiiy8qKipK1apV0/nz5/Xll19qzZo1Wr58OfeWncnvWnFf2R8vLy+bsTQkycPDQwEBAdbl3F8lhNnDv8O+dOnSxQgODjZcXFyMypUrG126dDEOHTpkdlm47McffzQk5Xj16NHDMIysadFeffVVo2LFioarq6vRpk0bY//+/eYWXYbld72Sk5ON++67z6hQoYLh7OxsVK9e3ejbt68RFxdndtllUm7XSZIxc+ZM6zYXL140nn76acPPz88oV66c8cADDxixsbHmFV2GXet6HT9+3GjRooXh7+9vuLq6GqGhocbQoUONhIQEcwsvo3r37m1Ur17dcHFxMSpUqGC0adPGWLFihXU995b9yO9acV+VDFdPW8f9VTJYDMMwbuaXAAAAAAAAIAvPlAMAAAAAYBJCOQAAAAAAJiGUAwAAAABgEkI5AAAAAAAmIZQDAAAAAGASQjkAAAAAACYhlAMAAAAAYBJCOQAAAAAAJiGUAwBQyvXs2VMWi0UWi0UuLi4KDQ3Va6+9pvT0dLNLAwCgzHMyuwAAAFD8IiMjNXPmTKWmpuq7777TgAED5OzsrBdffNHs0gAAKNNoKQcAoAxwdXVVUFCQqlevrv79+6tt27ZavHixZs2aJV9fX5ttW7RoIYvFopiYGOuyPXv2qEOHDvL29paXl5eaN2+uw4cPS8pqie/UqZN12++//16enp76/vvvb8InAwCgZKOlHACAMsjd3V1nzpzJsXzBggX65ZdfbJadPHlSLVq0UKtWrbR69Wp5e3tr48aNuXZ/X79+vR555BFNnz5dUVFRxVY/AAClBaEcAIAyxDAMrVq1SsuXL9ezzz5rsy4tLU3Dhw/X8OHD9eqrr1qXf/jhh/Lx8dHcuXPl7OwsSapTp06OY+/YsUMdO3bUxIkT1aVLl+L9IAAAlBJ0XwcAoAxYunSpPD095ebmpqioKHXp0kWjRo2y2SY7fHft2tVmeUxMjJo3b24N5Lk5evSo2rVrp5SUFLVq1aoYPgEAAKUTLeUAAJQBrVu3VnR0tFxcXFSpUiU5Odn+F+Ds2bMaM2aMFi5cKIvFYrPO3d39msf/9ddfNWLECJ0+fVq9e/fWunXr5ODAd/8AAFwLvy0BACgDPDw8FBoaqmrVquUI5JI0ZswYNW/eXC1atMixrkGDBlq/fr3S0tLyPH6LFi00btw4vfPOO/r999/13nvvFWn9AACUVoRyAADKuOTkZE2ZMkUTJkzIdf0zzzyjxMREPfroo9q2bZsOHjyozz77TPv377du4+fnJ0ny8fHRlClT9Morr+jgwYM3pX4AAEoyQjkAAGVcWlqaevXqlevgbZIUEBCg1atX68KFC2rZsqUaN26sqVOn5vmMeVRUlB599FH17t1bmZmZxVk6AAAlnsUwDMPsIgAAAAAAKItoKQcAAAAAwCSEcgAAAAAATEIoBwAAAADAJIRyAAAAAABMQigHAAAAAMAkhHIAAAAAAExCKAcAAAAAwCSEcgAAAAAATEIoBwAAAADAJIRyAAAAAABMQigHAAAAAMAkhHIAAAAAAEzy/xPXRclBYFP8AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    "# Plotting the Efficient Frontier\n",
    "ax.plot(df['Risk']*100, df['CAGR']*100)\n",
    "ax.plot(df_last_y['Risk']*100, df_last_y['CAGR']*100, linestyle='dashed')\n",
    "\n",
    "# Set X and Y labels\n",
    "ax.set_xlabel('Риск')\n",
    "ax.set_ylabel('Доходность')\n",
    "\n",
    "# Plotting the assets\n",
    "x.plot_assets(kind='cagr', pct_values=True, tickers=list(short_names_2006.values()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "standard-complexity",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "okama_poetry3.9",
   "language": "python",
   "name": "okama_poetry3.9"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}