{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "af0d393e",
   "metadata": {},
   "source": [
    "本笔记本的目的是练习数据可视化，并希望在此过程中传达一些最佳实践。\n",
    "\n",
    "- 作者JOSH\n",
    "- 原文: https://www.kaggle.com/code/joshuaswords/netflix-data-visualization/notebook?scriptVersionId=58425238&cellId=17\n",
    "\n",
    "<br><br>\n",
    "## 一、数据预处理\n",
    "### 1.1 导入数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "4b114430",
   "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>show_id</th>\n",
       "      <th>type</th>\n",
       "      <th>title</th>\n",
       "      <th>director</th>\n",
       "      <th>cast</th>\n",
       "      <th>country</th>\n",
       "      <th>date_added</th>\n",
       "      <th>release_year</th>\n",
       "      <th>rating</th>\n",
       "      <th>duration</th>\n",
       "      <th>listed_in</th>\n",
       "      <th>description</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>s1</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Dick Johnson Is Dead</td>\n",
       "      <td>Kirsten Johnson</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United States</td>\n",
       "      <td>September 25, 2021</td>\n",
       "      <td>2020</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>90 min</td>\n",
       "      <td>Documentaries</td>\n",
       "      <td>As her father nears the end of his life, filmm...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>s2</td>\n",
       "      <td>TV Show</td>\n",
       "      <td>Blood &amp; Water</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ama Qamata, Khosi Ngema, Gail Mabalane, Thaban...</td>\n",
       "      <td>South Africa</td>\n",
       "      <td>September 24, 2021</td>\n",
       "      <td>2021</td>\n",
       "      <td>TV-MA</td>\n",
       "      <td>2 Seasons</td>\n",
       "      <td>International TV Shows, TV Dramas, TV Mysteries</td>\n",
       "      <td>After crossing paths at a party, a Cape Town t...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>s3</td>\n",
       "      <td>TV Show</td>\n",
       "      <td>Ganglands</td>\n",
       "      <td>Julien Leclercq</td>\n",
       "      <td>Sami Bouajila, Tracy Gotoas, Samuel Jouy, Nabi...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>September 24, 2021</td>\n",
       "      <td>2021</td>\n",
       "      <td>TV-MA</td>\n",
       "      <td>1 Season</td>\n",
       "      <td>Crime TV Shows, International TV Shows, TV Act...</td>\n",
       "      <td>To protect his family from a powerful drug lor...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  show_id     type                 title         director  \\\n",
       "0      s1    Movie  Dick Johnson Is Dead  Kirsten Johnson   \n",
       "1      s2  TV Show         Blood & Water              NaN   \n",
       "2      s3  TV Show             Ganglands  Julien Leclercq   \n",
       "\n",
       "                                                cast        country  \\\n",
       "0                                                NaN  United States   \n",
       "1  Ama Qamata, Khosi Ngema, Gail Mabalane, Thaban...   South Africa   \n",
       "2  Sami Bouajila, Tracy Gotoas, Samuel Jouy, Nabi...            NaN   \n",
       "\n",
       "           date_added  release_year rating   duration  \\\n",
       "0  September 25, 2021          2020  PG-13     90 min   \n",
       "1  September 24, 2021          2021  TV-MA  2 Seasons   \n",
       "2  September 24, 2021          2021  TV-MA   1 Season   \n",
       "\n",
       "                                           listed_in  \\\n",
       "0                                      Documentaries   \n",
       "1    International TV Shows, TV Dramas, TV Mysteries   \n",
       "2  Crime TV Shows, International TV Shows, TV Act...   \n",
       "\n",
       "                                         description  \n",
       "0  As her father nears the end of his life, filmm...  \n",
       "1  After crossing paths at a party, a Cape Town t...  \n",
       "2  To protect his family from a powerful drug lor...  "
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "df = pd.read_csv('netflix_titles.csv')\n",
    "df.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "5e1e802a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "director null rate: 29.91%\n",
      "cast null rate: 9.37%\n",
      "country null rate: 9.44%\n",
      "date_added null rate: 0.11%\n",
      "rating null rate: 0.05%\n",
      "duration null rate: 0.03%\n"
     ]
    }
   ],
   "source": [
    "for col in df.columns:\n",
    "    null_rate = df[col].isna().sum()/len(df)*100\n",
    "    if null_rate>0:\n",
    "        print(\"{} null rate: {}%\".format(col, round(null_rate,2)))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d40b795a",
   "metadata": {},
   "source": [
    "数据集中有5个字段存在缺失值记录，其中director字段中有近三成记录是缺失值。\n",
    "\n",
    "<br>\n",
    "\n",
    "### 1.2 缺失值字段处理\n",
    "这始终取决于场景，但在这种情况下，我会：\n",
    "- 将空白国家/地区country替换为模式（最常见）国家/地区\n",
    "- 我想保留导演director字段，因为看某个导演的电影可能会很有趣\n",
    "- 我想保留演员阵容cast字段，因为看某个演员的电影可能会很有趣"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "46832e90",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "show_id         0\n",
       "type            0\n",
       "title           0\n",
       "director        0\n",
       "cast            0\n",
       "country         0\n",
       "date_added      0\n",
       "release_year    0\n",
       "rating          0\n",
       "duration        0\n",
       "listed_in       0\n",
       "description     0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "# Replacments替换\n",
    "#将空白国家/地区替换为模式（最常见）国家/地区\n",
    "df['country'] = df['country'].fillna(df['country'].mode()[0])\n",
    "#我想保留演员阵容，因为看某个演员的电影可能会很有趣\n",
    "df['cast'].replace(np.nan, 'No Data', inplace=True)\n",
    "#我想保留导演，因为看某个导演的电影可能会很有趣\n",
    "df['director'].replace(np.nan, 'No Data', inplace=True)\n",
    "\n",
    "\n",
    "# Drops删除\n",
    "df.dropna(inplace=True)\n",
    "\n",
    "# Drop Duplicates剔除重复\n",
    "df.drop_duplicates(inplace= True)\n",
    "\n",
    "\n",
    "#查看各字段null数量\n",
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8624c26f",
   "metadata": {},
   "source": [
    "<br>\n",
    "\n",
    "### 1.3 日期处理\n",
    "将日期更改为datetime类型， 并新增month_added、month_name_added、year_added三个字段\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "9b696da5",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\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>show_id</th>\n",
       "      <th>type</th>\n",
       "      <th>title</th>\n",
       "      <th>director</th>\n",
       "      <th>cast</th>\n",
       "      <th>country</th>\n",
       "      <th>date_added</th>\n",
       "      <th>release_year</th>\n",
       "      <th>rating</th>\n",
       "      <th>duration</th>\n",
       "      <th>listed_in</th>\n",
       "      <th>description</th>\n",
       "      <th>month_added</th>\n",
       "      <th>month_name_added</th>\n",
       "      <th>year_added</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>s1</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Dick Johnson Is Dead</td>\n",
       "      <td>Kirsten Johnson</td>\n",
       "      <td>No Data</td>\n",
       "      <td>United States</td>\n",
       "      <td>2021-09-25</td>\n",
       "      <td>2020</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>90 min</td>\n",
       "      <td>Documentaries</td>\n",
       "      <td>As her father nears the end of his life, filmm...</td>\n",
       "      <td>9</td>\n",
       "      <td>September</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>s2</td>\n",
       "      <td>TV Show</td>\n",
       "      <td>Blood &amp; Water</td>\n",
       "      <td>No Data</td>\n",
       "      <td>Ama Qamata, Khosi Ngema, Gail Mabalane, Thaban...</td>\n",
       "      <td>South Africa</td>\n",
       "      <td>2021-09-24</td>\n",
       "      <td>2021</td>\n",
       "      <td>TV-MA</td>\n",
       "      <td>2 Seasons</td>\n",
       "      <td>International TV Shows, TV Dramas, TV Mysteries</td>\n",
       "      <td>After crossing paths at a party, a Cape Town t...</td>\n",
       "      <td>9</td>\n",
       "      <td>September</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>s3</td>\n",
       "      <td>TV Show</td>\n",
       "      <td>Ganglands</td>\n",
       "      <td>Julien Leclercq</td>\n",
       "      <td>Sami Bouajila, Tracy Gotoas, Samuel Jouy, Nabi...</td>\n",
       "      <td>United States</td>\n",
       "      <td>2021-09-24</td>\n",
       "      <td>2021</td>\n",
       "      <td>TV-MA</td>\n",
       "      <td>1 Season</td>\n",
       "      <td>Crime TV Shows, International TV Shows, TV Act...</td>\n",
       "      <td>To protect his family from a powerful drug lor...</td>\n",
       "      <td>9</td>\n",
       "      <td>September</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  show_id     type                 title         director  \\\n",
       "0      s1    Movie  Dick Johnson Is Dead  Kirsten Johnson   \n",
       "1      s2  TV Show         Blood & Water          No Data   \n",
       "2      s3  TV Show             Ganglands  Julien Leclercq   \n",
       "\n",
       "                                                cast        country  \\\n",
       "0                                            No Data  United States   \n",
       "1  Ama Qamata, Khosi Ngema, Gail Mabalane, Thaban...   South Africa   \n",
       "2  Sami Bouajila, Tracy Gotoas, Samuel Jouy, Nabi...  United States   \n",
       "\n",
       "  date_added  release_year rating   duration  \\\n",
       "0 2021-09-25          2020  PG-13     90 min   \n",
       "1 2021-09-24          2021  TV-MA  2 Seasons   \n",
       "2 2021-09-24          2021  TV-MA   1 Season   \n",
       "\n",
       "                                           listed_in  \\\n",
       "0                                      Documentaries   \n",
       "1    International TV Shows, TV Dramas, TV Mysteries   \n",
       "2  Crime TV Shows, International TV Shows, TV Act...   \n",
       "\n",
       "                                         description  month_added  \\\n",
       "0  As her father nears the end of his life, filmm...            9   \n",
       "1  After crossing paths at a party, a Cape Town t...            9   \n",
       "2  To protect his family from a powerful drug lor...            9   \n",
       "\n",
       "  month_name_added  year_added  \n",
       "0        September        2021  \n",
       "1        September        2021  \n",
       "2        September        2021  "
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['date_added'] = pd.to_datetime(df['date_added'], format='mixed')\n",
    "\n",
    "df['month_added'] = df['date_added'].dt.month\n",
    "df['month_name_added'] = df['date_added'].dt.month_name()\n",
    "df['year_added'] = df['date_added'].dt.year\n",
    "\n",
    "df.head(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e8965597",
   "metadata": {},
   "source": [
    "<br><br>\n",
    "\n",
    "## 二、可视化\n",
    "### 2.1 配色\n",
    "可视化配色统一选择奈飞Netflix标志性色， 以体现专业性，保持读者的参与性。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "53594ea0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 560x140 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "plt.rcParams['figure.dpi'] = 140\n",
    "\n",
    "# Palette\n",
    "sns.palplot(['#221f1f', '#b20710', '#e50914','#f5f5f1'])\n",
    "\n",
    "plt.title(\"Netflix brand palette \",loc='left',fontfamily='serif',fontsize=15, y=1.2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4e97d97b",
   "metadata": {},
   "source": [
    "<br>\n",
    "\n",
    "### 2.2 Netflix发展时间线可视化\n",
    "Netflix 以 DVD 租赁起家，现在拥有超过 1.5 亿观众 - 这就是他们的故事。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "01793bd6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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AAEDREYgAAAAAAAAAAIqOQAQAAAAAAAAAUHQEIgAAAAAAAACAovP/AR9VEAzoJ0lZAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 2100x560 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Timeline code from Subin An's awesome notebook\n",
    "# https://www.kaggle.com/subinium/awesome-visualization-with-titanic-dataset\n",
    "\n",
    "\n",
    "from datetime import datetime\n",
    "\n",
    "## these go on the numbers below\n",
    "tl_dates = [\n",
    "    \"1997\\nFounded\",\n",
    "    \"1998\\nMail Service\",\n",
    "    \"2003\\nGoes Public\",\n",
    "    \"2007\\nStreaming service\",\n",
    "    \"2016\\nGoes Global\",\n",
    "    \"2021\\nNetflix & Chill\"\n",
    "]\n",
    "\n",
    "tl_x = [1, 2, 4, 5.3, 8, 9]\n",
    "\n",
    "## these go on the numbers\n",
    "tl_sub_x = [1.5, 3, 5, 6.5, 7]\n",
    "\n",
    "\n",
    "tl_sub_times = [\n",
    "    \"1998\",\"2000\",\"2006\",\"2010\",\"2012\"\n",
    "]\n",
    "\n",
    "tl_text = [\n",
    "    \"Netflix.com launched\",\n",
    "    \"Starts\\nPersonal\\nRecommendations\",\"Billionth DVD Delivery\",\"Canadian\\nLaunch\",\"UK Launch\\n(my birthplace)\"]\n",
    "\n",
    "\n",
    "\n",
    "# Set figure & Axes\n",
    "fig, ax = plt.subplots(figsize=(15, 4), constrained_layout=True)\n",
    "ax.set_ylim(-2, 1.75)\n",
    "ax.set_xlim(0, 10)\n",
    "\n",
    "\n",
    "# Timeline : line\n",
    "ax.axhline(0, xmin=0.1, xmax=0.9, c='#4a4a4a', zorder=1)\n",
    "\n",
    "\n",
    "# Timeline : Date Points\n",
    "ax.scatter(tl_x, np.zeros(len(tl_x)), s=120, c='#4a4a4a', zorder=2)\n",
    "ax.scatter(tl_x, np.zeros(len(tl_x)), s=30, c='#fafafa', zorder=3)\n",
    "# Timeline : Time Points\n",
    "ax.scatter(tl_sub_x, np.zeros(len(tl_sub_x)), s=50, c='#4a4a4a',zorder=4)\n",
    "\n",
    "# Date Text\n",
    "for x, date in zip(tl_x, tl_dates):\n",
    "    ax.text(x, -0.55, date, ha='center', \n",
    "            fontfamily='serif', fontweight='bold',\n",
    "            color='#4a4a4a',fontsize=12)\n",
    "    \n",
    "\n",
    "# Stemplot : vertical line\n",
    "levels = np.zeros(len(tl_sub_x))    \n",
    "levels[::2] = 0.3\n",
    "levels[1::2] = -0.3\n",
    "markerline, stemline, baseline = ax.stem(tl_sub_x, levels, use_line_collection=True)    \n",
    "plt.setp(baseline, zorder=0)\n",
    "plt.setp(markerline, marker=',', color='#4a4a4a')\n",
    "plt.setp(stemline, color='#4a4a4a')\n",
    "\n",
    "# Text\n",
    "for idx, x, time, txt in zip(range(1, len(tl_sub_x)+1), tl_sub_x, tl_sub_times, tl_text):\n",
    "    ax.text(x, 1.3*(idx%2)-0.5, time, ha='center', \n",
    "            fontfamily='serif', fontweight='bold',\n",
    "            color='#4a4a4a' if idx!=len(tl_sub_x) else '#b20710', fontsize=11)\n",
    "    \n",
    "    ax.text(x, 1.3*(idx%2)-0.6, txt, va='top', ha='center', \n",
    "        fontfamily='serif',color='#4a4a4a' if idx!=len(tl_sub_x) else '#b20710')\n",
    "\n",
    "\n",
    "\n",
    "# Spine\n",
    "for spine in [\"left\", \"top\", \"right\", \"bottom\"]:\n",
    "    ax.spines[spine].set_visible(False)\n",
    "\n",
    "# Ticks    \n",
    "ax.set_xticks([]) \n",
    "ax.set_yticks([]) \n",
    "\n",
    "# Title\n",
    "ax.set_title(\"Netflix through the years\", fontweight=\"bold\", fontfamily='serif', fontsize=16, color='#4a4a4a')\n",
    "ax.text(2.4,1.57,\"From DVD rentals to a global audience of over 150m people - is it time for Netflix to Chill?\", fontfamily='serif', fontsize=12, color='#4a4a4a')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b6e11dbb",
   "metadata": {},
   "source": [
    "<br>\n",
    "\n",
    "### 2.3 内容分布\n",
    "现在我们已经了解了 Netflix 如何主宰我们的电视屏幕，让我们看看他们提供的内容......"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "633ffc89",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 910x350 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = df.groupby(['type'])['type'].count()\n",
    "y = len(df)\n",
    "r = ((x/y)).round(2)\n",
    "\n",
    "mf_ratio = pd.DataFrame(r).T\n",
    "\n",
    "\n",
    "fig, ax = plt.subplots(1,1,figsize=(6.5, 2.5))\n",
    "\n",
    "ax.barh(mf_ratio.index, mf_ratio['Movie'], \n",
    "        color='#b20710', alpha=0.9, label='Male')\n",
    "ax.barh(mf_ratio.index, mf_ratio['TV Show'], left=mf_ratio['Movie'], \n",
    "        color='#221f1f', alpha=0.9, label='Female')\n",
    "\n",
    "ax.set_xlim(0, 1)\n",
    "ax.set_xticks([])\n",
    "ax.set_yticks([])\n",
    "#ax.set_yticklabels(mf_ratio.index, fontfamily='serif', fontsize=11)\n",
    "\n",
    "\n",
    "# movie percentage\n",
    "for i in mf_ratio.index:\n",
    "    ax.annotate(f\"{int(mf_ratio['Movie'][i]*100)}%\", \n",
    "                   xy=(mf_ratio['Movie'][i]/2, i),\n",
    "                   va = 'center', ha='center',fontsize=40, fontweight='light', fontfamily='serif',\n",
    "                   color='white')\n",
    "\n",
    "    ax.annotate(\"Movie\", \n",
    "                   xy=(mf_ratio['Movie'][i]/2, -0.25),\n",
    "                   va = 'center', ha='center',fontsize=15, fontweight='light', fontfamily='serif',\n",
    "                   color='white')\n",
    "    \n",
    "    \n",
    "for i in mf_ratio.index:\n",
    "    ax.annotate(f\"{int(mf_ratio['TV Show'][i]*100)}%\", \n",
    "                   xy=(mf_ratio['Movie'][i]+mf_ratio['TV Show'][i]/2, i),\n",
    "                   va = 'center', ha='center',fontsize=40, fontweight='light', fontfamily='serif',\n",
    "                   color='white')\n",
    "    ax.annotate(\"TV Show\", \n",
    "                   xy=(mf_ratio['Movie'][i]+mf_ratio['TV Show'][i]/2, -0.25),\n",
    "                   va = 'center', ha='center',fontsize=15, fontweight='light', fontfamily='serif',\n",
    "                   color='white')\n",
    "\n",
    "    \n",
    "# Title & Subtitle\n",
    "fig.text(0.125,1.03,'Movie & TV Show distribution', fontfamily='serif',fontsize=15, fontweight='bold')\n",
    "fig.text(0.125,0.92,'We see vastly more movies than TV shows on Netflix.',fontfamily='serif',fontsize=12)  \n",
    "\n",
    "for s in ['top', 'left', 'right', 'bottom']:\n",
    "    ax.spines[s].set_visible(False)\n",
    "    \n",
    "\n",
    "\n",
    "#ax.legend(loc='lower center', ncol=3, bbox_to_anchor=(0.5, -0.06))\n",
    "\n",
    "# Removing legend due to labelled plot\n",
    "ax.legend().set_visible(False)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bb503728",
   "metadata": {},
   "source": [
    "<br>\n",
    "\n",
    "### 2.4 国别内容制作量\n",
    "所以我们现在知道 Netflix 上的电影比电视节目多得多（这让我感到惊讶！）。\n",
    "\n",
    "如果我们按国家查看内容呢？\n",
    "\n",
    "我想美国将拥有最多的内容。 我想知道我的国家英国会如何比较？"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "f56308c5",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Quick feature engineering\n",
    "\n",
    "# Helper column for various plots\n",
    "df['count'] = 1\n",
    "\n",
    "# Many productions have several countries listed - this will skew our results , we'll grab the first one mentioned\n",
    "\n",
    "# Lets retrieve just the first country\n",
    "df['first_country'] = df['country'].apply(lambda x: x.split(\",\")[0])\n",
    "df['first_country'].head()\n",
    "\n",
    "# Rating ages from this notebook: https://www.kaggle.com/andreshg/eda-beginner-to-expert-plotly (thank you!)\n",
    "\n",
    "ratings_ages = {\n",
    "    'TV-PG': 'Older Kids',\n",
    "    'TV-MA': 'Adults',\n",
    "    'TV-Y7-FV': 'Older Kids',\n",
    "    'TV-Y7': 'Older Kids',\n",
    "    'TV-14': 'Teens',\n",
    "    'R': 'Adults',\n",
    "    'TV-Y': 'Kids',\n",
    "    'NR': 'Adults',\n",
    "    'PG-13': 'Teens',\n",
    "    'TV-G': 'Kids',\n",
    "    'PG': 'Older Kids',\n",
    "    'G': 'Kids',\n",
    "    'UR': 'Adults',\n",
    "    'NC-17': 'Adults'\n",
    "}\n",
    "\n",
    "df['target_ages'] = df['rating'].replace(ratings_ages)\n",
    "df['target_ages'].unique()\n",
    "\n",
    "# Genre\n",
    "\n",
    "df['genre'] = df['listed_in'].apply(lambda x :  x.replace(' ,',',').replace(', ',',').split(',')) \n",
    "\n",
    "# Reducing name length\n",
    "\n",
    "df['first_country'].replace('United States', 'USA', inplace=True)\n",
    "df['first_country'].replace('United Kingdom', 'UK',inplace=True)\n",
    "df['first_country'].replace('South Korea', 'S. Korea',inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "f367885c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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///2v17qOHTv6zONqb67gD18yj7Xatm3rMb7bt2+fV/BI48aNvcaAR44csbi4OIuIiLBff/01R5/LLOs6ldsxJIALI3gEAAAgODFtDQqk559/XmPGjFFUVJQk6aefftILL7ygpk2bKj4+XkOGDNGePXuy3MaJEye0aNEi9+thJal48eK66aabJEnz5s3T6dOnL92HCGK9e/dWWFiY+/ewsDC1atVKkrRhwwaPtCtWrNDGjRslScOGDfPa1lNPPZXrclSrVk1///vf9Ze//MVr3X333Sfp3JzTKLjGjh2r3bt3q2LFiipWrFigi1PgHTlyRJJUuHDhXG+jdOnSeu6553TLLbd4rXO1mw8//FBm5ncbcXFx6tq1q8eytm3bSpK2b9+u1NRUj3W5aatmpvHjx0uS+vXr51U/rr32WrVv395vGZs0aaI333xTZcuW9Vp37733+txnsGjfvr0mTJigmJgYj+UOh0N33XWXpHN1ICuDBw/2uA5I585l2bJl9dtvv2nq1Kke6/r06aORI0d6badKlSpq0aKFDh8+fMHXnffp08fj96JFi6pBgwaSvK89V6KVK1cqPDzc6+e55567YN5+/fqpUKFC7t/Dw8P1/fff6/bbb5eUN3Xi//7v/7z6JtdUB+efnwMHDmjChAmSpOHDh3tNXVKhQgWvqbkOHjzozuOrLnXs2FE1atTQ4cOH9Z///CfLsgZKnTp1tGzZMlWtWlWSdPLkSc2YMUPdu3fXVVddpS5dumjJkiWXtAxr1qzR9OnTVaRIEVWuXDlbeV555RUdP35cbdq00fXXX++xLjw8XH/7298kSePGjdPx48d9biMkJESDBw/2WNatWzft2rVLkrRgwQJt3LhRZcqU8Wrrktx5ly5d6jFtWV5c0wqyvKozoaGhXsdfkp5++mlJ0rJlyzymf3A4HBo1apT7epnZnXfeqcjISC1ZssTv+c6OnPQZV6rixYvr4YcfliRNmzbNYwqhtLQ0TZgwQU8++aRCQ7O+reNqo7fddpvq1q3rsS40NFRPPPGEpHNT4GSeviYyMlLvvfeeQkNDNWvWLM2cOVOpqam699571aNHD3Xs2DFHn2f79u2aM2eOJGnEiBFe6xs0aODVh2zbtk1z5871m6dPnz6Ki4vTt99+q8TExByV51KbMWOGEhIS1Lx5c/cy172JkydPav78+Xm6vx9//FGSvK7V0rnjdOONN170Pp544gmP8V3ZsmW1a9cuNWvWTJLUo0cPvfLKK15jwBIlSqhTp05KS0vTRx99dNHlyCwvxpAAAAAAgD8RPIICKTQ0VCNHjtTu3bs1btw4NWzY0L1u//79eu2111S9enVNnjzZ7zZmz56tlJQUj+AR6dyNSEn6448/tHDhwkvzAYKc62FdZuXKlZMkr3nTP/30U0lS5cqVVb58ea98pUuXzvbDi/NVq1bNfTP0fK59uW6yoWCqUqWKJOmDDz7Qo48+GuDSFHyuB6znP2jNidKlS+vZZ5/1+SDC1W6OHDmio0eP+t1G/fr1vZa5+oD09HR3kItLbtrq999/736o6ApOO1/mm/Xna9Kkic9507PaZ7Bo3769V/CPS3aPja9jHxoaqpYtW0qSFi9e7LGuT58+uvbaay9qnzm59lyJGjVqpC+//NLrp2/fvhfM63rok1n58uXdD27zok7k5PwsWrRIqampcjgcatGihc/tjRw5UpMmTfLKU7x4cdWqVctnnmrVqkk6F2hTUF1//fX67rvvNHfuXN12223uh4CpqalauHChbr75ZnXt2lUnT568JPsvV66coqOjdeDAAbVr10779u27YB7XA1DXg/3zuZYnJydr6dKlPtNUrVpVJUqU8FgWFRWlihUrSpL7YWOzZs28HkpK54IWXUGEmc9vXlzTCrq8qDNVqlRRqVKlvJbXqFHDvTxzv+1wODR69GjFxsZ65QkLC1OZMmWUkZGhn376KdefK9j7dJdBgwYpIiJCp0+f1htvvOFe/sEHH+j06dN+xzKZudrPdddd53O9q2/87bff9N1333msa968uR5//HFJ0qOPPqp+/frp4MGDHmXJrnnz5kmSKlWqpKuvvtpnmrfeekujRo3yKnvFihXd/UFmYWFh7oAT1/YLAte9hrvvvttjXH7LLbe4+6q8Dna55pprJJ0LjDu/7XXp0kXvvffeRe/D13ihYsWK7i/99OjRw++14FKNr/NiDAkAAAAA+BPBI8hTF/rW0/nMLMs8cXFxeuqpp7Rlyxbt3btXEydOdAeSnDlzRo888og2b97sM29iYqLq16+vGjVqeCzv3Lmz+6ZqQft20pWiePHiXstcN5RSUlI8lv/www+S5PcGonTuxn9uffnll+rVq5eqVKmimJgY9zexXUEJycnJud42POV1+5ekZ555xv3N4Hfeecf97WX45nrA88cff1zUdn7++Wc9+uijqlmzpooUKaKIiAh323HJqu1k1QdI3v2AlPO26uo7JP/9x4X6jpUrV6pHjx5KSEhQdHS0e5+ub2YGc/+wYMEC3XrrrYqPj1dUVJT72PTu3VvShY+Nr4eQ0p/nKvP5k8495JwwYYKuv/56lSxZUg6Hw73Pf//739naZ06uPVeimJgY1alTx+snO9fQq6666oJpLrZO5OT8fPPNN5LOPSjO3O9kVrFiRY/AEleeY8eO+XwDS3h4uD7++GNJ0q+//nrBzxtIYWFhuu222zR37lwdPnxYH3/8se6++245HA5J586F640Qea1q1aqaO3euHA6Hfv75Z7Vv3z7LwIrff//dfTx9PdiVzr0Ny1XHXOfpfBeqg658CxYs8Ht+T5w4Icn7/F7sNe1ycLF1xl+fLfnvtw8dOqRhw4apXr16KlasmMdx/eWXXyRd3HEN9j7dpXz58rrnnnskSZMmTdLvv/8uSXrttdf0yCOPeLw1ypc//vjD3SYGDRrks+00btzYnd5X//jCCy+ocuXKOnbsmKZOnaqJEydm67pxPlc7TkhI8JumZs2aHkHIrjz++pfM2/PXvwTC3Llzdfr0aa8vskRGRqpbt26Szr0p6eDBg3m2z1dffVVRUVFaunSpqlatqlatWun11193t8e8cKHznpGRoX/9619q166d4uLiFBkZ6fUmtLzub/NiDAkAAAAA+BPBI8hTrptX2Z0O5vTp0z5fq+pLfHy8HnvsMW3ZskXz5s2Tw+GQmen111/3Svvrr79q1apVXjdrXGXs3LmzJGnJkiU6fPhwtvaP7PP1jVB/XDdyoqOj/aaJiIjIVTlmz56txo0ba+bMmerevbsWLlzo/iZ2UlJSrrYJ/y5F+w8JCdHUqVPd0xO8/PLLGjdu3MUV9ApWu3ZtSeceFJz/do/sWrNmjf7yl7/o7bffVqtWrTRnzhxt27bN3XZcsnrFf076ACl3bTXzTWB//UdWfcfrr7+uNm3aaPHixerTp48WL17s3ueUKVMkZf0Zr2QDBw5U165dtXnzZg0bNkyff/65+9i4bvxf6Nj4e+DvOleZA5xOnz6tVq1aaeDAgUpOTtbEiRO1fv169z5d1+wL7TOn9S5YjB49Wrt3784yzYWOXV7UiZycH9fD0azGBv7yVKpUyecbWL788kt99dVXcjqdl1XwcFRUlDp16qT3339fO3fudAdRv/POO5fs7SMdOnTQjBkzFBYWpm+++UYdOnTw++DNddylrM+Xa50rwON8F6ofrv3ccccdfs+v0+mU0+nUwIED3fny4pp2uclNnfHXZ0u+++3vv/9edevW1SuvvKIqVaro/fff15YtW9zH1fWGkIs5rvTpf3rqqacUEhKiEydO6J133tHSpUv13Xff6bHHHrtg3sxtdNy4cRdsP77e9lSoUCFNnDjR/XuFChVy9Tkupm+/mP4lEBITE1WrVi2fUzK67lGkp6frgw8+yLN9dujQQdu3b1fv3r0VExOj1atXa/DgwapcubK6du2q//3vfxe9j6zapZmpe/fu6tWrl37++We9+OKLWrVqldeb0PKyv82rMSQAAAAA4E/+7xIBueB63XR2Hlqmp6fr+PHjXt8qS0tL04kTJ1SiRAm/byXo1q2bevfurbffftvr1bqS9P7778vM9PTTT/t8U4Hr5kFaWpo+/PBD9e/f/4LlxaXheiV+VgEHaWlpOd5uSkqK+vbtq7Nnz+r555/3miP7/DnUcfHyov37EhYWppkzZ6pz585asmSJnn76acXGxuqRRx656DJfadq3b69hw4ZJOjdHfLt27XK8jUceeUQnT55U79699c9//jOvi+glt20183J//Ye/vmPfvn3ub2BPmjRJPXv29FgfzEGFmzdv1oQJEyRJc+bMcU8z47Jly5Zsbefs2bM+H0a6zlWRIkXcy958801t3LhRJUuW1BdffOHVL/iaFgH5J6/qRE4ULVpUUvaDEaU/61RaWprq1KmT52XKD8eOHVNkZKTfNwlcffXVmjRpkpo2baqzZ89q586dfl/Vf7Fuv/12TZkyRQ8++KA2bdqkzp07KykpyeMtUtKf50rK+ny51rmma8gp1/l1OBw5Or/5fU3Lb3lVZ86ePet3H7767cGDB+vQoUO68cYbNXfuXK88uQ38hm81a9bUrbfeqoULF+qNN95QjRo1dNddd7mDdLKS+bwVL1481/3j0qVLFR4errNnz6p3797avn27IiMjc7SN3PTt2clzsf1LXtu/f7+WL18uM8syMEuSZsyY4RHwdiHp6elZrq9Ro4amTJmiCRMm6JNPPlFiYqIWLVqkBQsWaNu2bfrmm2886kRemjNnjubPn6+IiAh99tln7ml0XC7mbaL+MIYEAAAAgLzHm0eQp1xzzPsK6Djff//7X6WlpalmzZoey9euXatSpUrp+++/zzK/61s8GRkZXutmzJihjh07aseOHT6/WbVjxw7Fx8dLYuqaQHNNK7Rnzx6/aXIzr7nT6XS/Zr1Dhw65KxxyJC/avz8Oh0Pz5s1zz2nev3//PP2m3pXi2muvVatWrST9OUd8VjIyMtS8eXOVL19eW7Zs0eHDh/Xtt99Kyr92k9u2mnlKMn/9h7++Y926de7AEvoHTytXrpR07mHT+UECOfHbb7/5XO46V9WrV/faZ7NmzbIVUIb8lVd1IidcDzf37dvn96F2WlqakpOT3ePAzHlOnTrlM8+ZM2c0ZcoUrV279hKU+uLVr19fo0ePzjJN5m+x+xoD56VevXrpH//4hyRp+fLluvPOO73OR9GiRd1vIfD3hpvk5GR3YGluH1y78u3cudNvml27dmnKlCn6+eefJSkg17T8lld1xl+fLWXdb1+px7UgcgW9ugITBg0alK18RYsWdU89lFX7WbdunaZMmeIzSGP9+vV66623lJSUpPLly+u7777T888/n+PP4GrHWU2jkpKSouTkZPeXPVx5snqDlmtdQQkcfP/99xUeHu7xBozzf1xfXtm8ebN+/PFHj/yu6aZSU1O9tp3VNGKZFSpUSD169NDChQu1fv16xcTE6Ndff9W8efMu8tP55+oXqlev7hU4cqn3yRgSAAAAAPIOwSPIU23btlVYWJj27dunbdu2ZZl2wYIFio2NVYMGDXyu37p1a5b59+3bJ+nPaRpcduzYIafTqf79+6tOnTp+f+677z5J526GuW4yI/917NhR0rn56H3NsX3o0KFcnZ/Mr6b19ZpaX/vCxcnL9u9LoUKF9Mknn6hhw4bKyMjQfffdp0WLFl1ssa8448ePV0REhKZPn37Bej5//nxt2LBBpUuXVsOGDQPSbnK7z+rVq6ty5cqS/rxxfL7169dfcJ++HqQFc//gOjZmdlF1wNexz8jI0Jo1ayR5PnDMvE9fgvl8FAR5VSdy4pZbblFkZKRSU1O1bt06n2nuvfdexcXFuafhcOXJyMjQ0qVLfeb5+OOP9fDDD3s9qCtIsjv+jYiIUNWqVS95eQYMGKCxY8dKkhYuXKhevXp51YNu3bpJOhdg4otreeHChfXXv/41V+VwTV+3detWv2+HevXVV9WnTx/378EyFsyLOvPf//7X53H97rvv3IElvgJFfB3Xs2fPav/+/RcsN3KmefPm7iDqG2+8UfXq1ct2XlcbXbJkid80ffr00dixY72mh0lJSVHv3r01YMAAtWvXTu+8846kP6fAyQlXO961a5ffwN/WrVt7BIG4yr57926fASTp6elavXq1R9pAS0xMVOfOndW0aVO/9yIyv23k/C+zxMXFSZIOHDjgte3t27f73W+ZMmV8/m3UpEkTtW/f3uc2XW9GydyWV6xY4T6mORGI8RxjSAAAAADIewSPIE/FxcW55/AdNGiQzpw54zPdrl27NH78eD388MN+X3f70ksveczRnNn+/fs1efJkSfK4SSydu/kSHx+vm2++OcuyPvjggwoJCXHnQWC0atXKPbf2uHHjvNa/8sorufpmbd26dd2v5J09e7bX+qlTp+Z4m8haXrZ/f4oWLaolS5aoVq1aSktL0x133KFVq1ZddNmvJE2aNNFbb72lM2fOqGvXrn4fsn311Vfq3bu3oqOjNXnyZIWEhKhUqVKqUqWKpPxrN7ltqyEhIe4pet555x2vee537NihxYsX+8zbtGlT97Roc+bM8Vo/bdq07H+AK4yrP05OTvY6fqmpqZoxY0a2tvPGG294vVr93//+t/bv369SpUrpgQce8NrnmjVrvB5q/PjjjwX2LRHBIq/qRE7ExcW5H6y9+OKLXg+FvvvuOy1cuFB33323u//InOe5555TSkqKR55Tp05p9OjRio+P11133ZXnZc4ry5cv9xv8Ip37bJI8Prt07q0BZcqUUYMGDbL9zfTsGj58uLu/nTFjhh577DGP9UOHDlVsbKxWrlzp9cAxPT1dL7/8siS5p53Ljc6dO6tZs2Y6e/asRo0a5bX+m2++0fTp09WtWzd3YGEgrmmBkNs6c75XX33Va5lrbP7Xv/7VI+C3efPmkqS5c+d6tc8ZM2b4fGMCLt6ECRM0fvx4vfbaaznKN3ToUBUvXlxffvmlz7Ywffp0ffPNNxo8eLDXujFjxiglJcX9ppFbbrlFPXv21NmzZ/Xggw9mOeXR+a699lr16NFDktxBaZmtWLFCmzZt0kMPPeT+O71+/fq6/fbb/eZ59913dejQIdWuXdtrGsJA+Pbbb/Xll1/qoYceyjJdtWrV3G/zOv862rRpU0lyB9y6JCcnZ3nNPXjwoM9ppDIyMvTTTz9Jkho2bOixzjWVzPHjx93L+vTp477XkhOu8cL333+vr7/+2mPdkSNHtHDhwhxvM7v7ZAwJAAAAAHnIgDx25MgRa9KkiUmyGjVq2IQJE2z16tW2fft2W7p0qY0YMcJKlChhbdu2tZMnT3rlX7NmjUkySVapUiV77bXXbNWqVbZt2zZbtGiRPfvss1aiRAkLDQ21F1980Z3v4MGD5nQ6LT4+3u6//35zOp2WnJzss4yutHXr1jVJVq1aNXM6nbZ3795LdlwuZz///LM5nU7r0qWLSbJGjRqZ0+m0H374wczMfvjhB3M6ne7ztmTJEve65ORkczqd1q9fP5NkXbp0MafTaQcPHnRv/6effrKyZcuaJOvfv7+tXbvW1qxZY4899phVq1bNrr32WpNkY8eONafTaceOHTMzM6fT6bVfp9NpqampZmb21ltvmSQLCwuzgQMH2ooVK2zZsmXWq1cvK1KkiDtf5s+Ci3Mx7T81NdXrnLrOeeb6Ymb2v//9zypXrmySrGjRorZ48WJzOp129OjR/Py4BdqHH35osbGxVqpUKRs1apR98cUXtmXLFps3b5717dvXHA6HlSpVyj7//HOPfAsXLrTQ0FCTZPfee6999tlntnLlShs0aJDFxsZ6tTczs2PHjvls56626upDfOU1y31bzcjIsLvuusskWYMGDWz+/Pm2detWe/fdd61s2bLWvXt3jz7r559/ducdOnSoSbKoqCgbPXq0rVmzxpKSkuyWW25x77NcuXJe+a4Ey5cvdx/TXbt2ea2/4447TJLFxsba66+/buvXr7f58+db8+bN3cfGdUwzXzd37drl3u7w4cPt5ptvtsWLF9vmzZvt5ZdftujoaHM4HLZ48WKP/R0/ftyqVq3q7jdmzJhhGzdutPfee8/i4+Pd++zXr5/XNWDJkiUe9cN1rlx10nXdOj/vlcDftdlXn3k+X9ftrPLlpk64yleuXDmTZFOnTnW3e1d/P3bsWL/1KTU11d2Gb731VluyZIlt2LDBJk2aZOXKlbNatWrZiRMnPMqZOU+zZs1s7ty5tnnzZpsxY4bVrVvXYmJibPXq1Rdz2C+pKlWqmCSLiIiwRx991D755BPbtm2brVixwqZMmWINGzZ0f7bz6/Kjjz7qPp9z5szJ9j4vNMbLzNXHS7KnnnrKo819/vnnVrhwYStevLhNmDDBtmzZYp9++qm1a9fOJFnPnj0tPT3dvS3X+PD8OpB5HHe+vXv3Ws2aNd3bW7Zsma1fv97eeOMNK1mypFWrVs0OHDjgkSc317TLycXUGTOzadOmmSRr2bKltWnTxh5//HFbu3atrV692h566CGTZBUqVLBffvnFI9/mzZstOjraJFmHDh1s0aJFtnbtWnvuueesaNGiFhkZ6dHuU1NT3f3y+efcVYcuts+43GVui5nbQ3b4Gz9nPj7Lly93n5uRI0faunXr7IsvvrDBgwdbRESEdevWzaONOp1OS0pKsvDwcPvHP/7h3lZycrKtXLnSChUq5L7eu66vrr+xzx8PZi7HiRMnrGXLlibJHnjgAVuxYoWtXbvWxo0bZ8WKFbO2bdt69QHHjh2z5s2bmyTr1auXrVy50jZs2GAjRoywiIgIS0hIsB9//PFiDv9Fc9XRRx991EqUKGE7duzwWz9daZ999ln3Ofvwww/d5/vo0aNWunRpk2QDBw601atX2+LFi61NmzbuPK4xaubP7dpWr169LCkpybZs2WKffPKJde7c2STZnXfe6VWWMWPGmCS76aabbMOGDfbqq6+aJJs5c6aZ+R5r+RtPpaWlWYsWLdzlmzx5sm3cuNE++OADq1Gjhnu8kPl+gOtaMHXqVI/P5boGXahO5XYMCSB7tm7dalu3bg10MQAAAJDPCB7BJZGSkmLvvfeedejQwcqWLWuRkZEWGRlp8fHx1qlTJ0tMTLS0tDS/+f/73//a66+/bt26dbPq1atb4cKFLTQ01GJiYqxWrVr28MMP25YtWzzyjBo1yn1Tw/WzfPlyn9v3lVaS3X///Xl4FK4crVu39nm8EhISzMwsISHB77rMDykz/4waNcpjH/v27bPevXtbXFycORwOu/rqq61v377222+/ee1/2rRpZmY+t3v+w9D58+fb9ddfbzExMeZwOKxy5co2YMAAW79+vc/y4uLltv1nfvB8ofriSh8fH++RbvLkyfnwCS8fR48etZdeesmuu+46K1mypIWHh1vx4sWtZcuW9vLLL/u9gbpq1Sq76aabrFixYhYeHm4VKlSwXr162c6dO73OjdmfD5/O/3G1VX99SGa5bavp6ek2ceJEq1OnjkVGRlrx4sWtXbt2tnz5cq9ytW7d2iPve++9Zw0bNrTo6GiLioqymjVr2jPPPGMLFizIMt/l7osvvnB/tj179nitT0tLs/Hjx1vt2rXN4XBYdHS0XXvttTZu3Dj75z//6fe6mbkNm5m9++67Vr9+fStUqJAVK1bMbrnlFr83Hw8fPmyPPvqoXX311RYeHu5+gDR79my7//77s30NcJ2rC9XJK4G/duWvz8zM13U7q3y5qRNZtXt//f3547CMjAxLTEy0Nm3aWLFixSwiIsIqV65sgwYN8hss6CtPhQoV7MEHH7SdO3fm5BDnuz/++MM++OAD69OnjzVq1MhKlixpERER5nA4LD4+3jp27GjTp0+3s2fPeuVdu3atxcXFWf369e3IkSPZ3ueFxniZZWRkWM+ePT3SXXfdde71u3fvtr59+1rFihXN4XBY8eLF7YYbbrBZs2Z5bcvf+PD8cdz5kpO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      "text/plain": [
       "<Figure size 1680x840 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = df.groupby('first_country')['count'].sum().sort_values(ascending=False)[:10]\n",
    "\n",
    "# Plot\n",
    "\n",
    "color_map = ['#f5f5f1' for _ in range(10)]\n",
    "color_map[0] = color_map[1] = color_map[2] =  '#b20710' # color highlight\n",
    "\n",
    "fig, ax = plt.subplots(1,1, figsize=(12, 6))\n",
    "ax.bar(data.index, data, width=0.5, \n",
    "       edgecolor='darkgray',\n",
    "       linewidth=0.6,color=color_map)\n",
    "\n",
    "#annotations\n",
    "for i in data.index:\n",
    "    ax.annotate(f\"{data[i]}\", \n",
    "                   xy=(i, data[i] + 150), #i like to change this to roughly 5% of the highest cat\n",
    "                   va = 'center', ha='center',fontweight='light', fontfamily='serif')\n",
    "\n",
    "\n",
    "\n",
    "# Remove border from plot\n",
    "\n",
    "for s in ['top', 'left', 'right']:\n",
    "    ax.spines[s].set_visible(False)\n",
    "    \n",
    "# Tick labels\n",
    "\n",
    "ax.set_xticklabels(data.index, fontfamily='serif', rotation=0)\n",
    "\n",
    "# Title and sub-title\n",
    "\n",
    "fig.text(0.09, 1, 'Top 10 countries on Netflix', fontsize=15, fontweight='bold', fontfamily='serif')\n",
    "fig.text(0.09, 0.95, 'The three most frequent countries have been highlighted.', fontsize=12, fontweight='light', fontfamily='serif')\n",
    "\n",
    "fig.text(1.1, 1.01, 'Insight', fontsize=15, fontweight='bold', fontfamily='serif')\n",
    "\n",
    "fig.text(1.1, 0.67, '''\n",
    "The most prolific producers of\n",
    "content for Netflix are, primarily,\n",
    "the USA, with India and the UK\n",
    "a significant distance behind.\n",
    "\n",
    "It makes sense that the USA produces \n",
    "the most content as, afterall, \n",
    "Netflix is a US company.\n",
    "'''\n",
    "         , fontsize=12, fontweight='light', fontfamily='serif')\n",
    "\n",
    "ax.grid(axis='y', linestyle='-', alpha=0.4)   \n",
    "\n",
    "grid_y_ticks = np.arange(0, 4000, 500) # y ticks, min, max, then step\n",
    "ax.set_yticks(grid_y_ticks)\n",
    "ax.set_axisbelow(True)\n",
    "\n",
    "#Axis labels\n",
    "\n",
    "#plt.xlabel(\"Country\", fontsize=12, fontweight='light', fontfamily='serif',loc='left',y=-1.5)\n",
    "#plt.ylabel(\"Count\", fontsize=12, fontweight='light', fontfamily='serif')\n",
    " #plt.legend(loc='upper right')\n",
    "    \n",
    "# thicken the bottom line if you want to\n",
    "plt.axhline(y = 0, color = 'black', linewidth = 1.3, alpha = .7)\n",
    "\n",
    "ax.tick_params(axis='both', which='major', labelsize=12)\n",
    "\n",
    "\n",
    "import matplotlib.lines as lines\n",
    "l1 = lines.Line2D([1, 1], [0, 1], transform=fig.transFigure, figure=fig,color='black',lw=0.2)\n",
    "fig.lines.extend([l1])\n",
    "\n",
    "ax.tick_params(axis=u'both', which=u'both',length=0)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "50af664a",
   "metadata": {},
   "source": [
    "<br>\n",
    "### 2.5 各国家不同类别内容占比\n",
    "\n",
    "正如预测的那样，美国占据主导地位。\n",
    "\n",
    "英国也是顶级竞争者，但仍落后印度一些。\n",
    "\n",
    "不同国家/地区的内容有何不同？"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "0fc8806b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2100x1120 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "country_order = df['first_country'].value_counts()[:11].index\n",
    "data_q2q3 = df[['type', 'first_country']].groupby('first_country')['type'].value_counts().unstack().loc[country_order]\n",
    "data_q2q3['sum'] = data_q2q3.sum(axis=1)\n",
    "data_q2q3_ratio = (data_q2q3.T / data_q2q3['sum']).T[['Movie', 'TV Show']].sort_values(by='Movie',ascending=False)[::-1]\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "###\n",
    "fig, ax = plt.subplots(1,1,figsize=(15, 8),)\n",
    "\n",
    "ax.barh(data_q2q3_ratio.index, data_q2q3_ratio['Movie'], \n",
    "        color='#b20710', alpha=0.8, label='Movie')\n",
    "ax.barh(data_q2q3_ratio.index, data_q2q3_ratio['TV Show'], left=data_q2q3_ratio['Movie'], \n",
    "        color='#221f1f', alpha=0.8, label='TV Show')\n",
    "\n",
    "\n",
    "ax.set_xlim(0, 1)\n",
    "ax.set_xticks([])\n",
    "ax.set_yticklabels(data_q2q3_ratio.index, fontfamily='serif', fontsize=11)\n",
    "\n",
    "# male percentage\n",
    "for i in data_q2q3_ratio.index:\n",
    "    ax.annotate(f\"{data_q2q3_ratio['Movie'][i]*100:.3}%\", \n",
    "                   xy=(data_q2q3_ratio['Movie'][i]/2, i),\n",
    "                   va = 'center', ha='center',fontsize=12, fontweight='light', fontfamily='serif',\n",
    "                   color='white')\n",
    "\n",
    "for i in data_q2q3_ratio.index:\n",
    "    ax.annotate(f\"{data_q2q3_ratio['TV Show'][i]*100:.3}%\", \n",
    "                   xy=(data_q2q3_ratio['Movie'][i]+data_q2q3_ratio['TV Show'][i]/2, i),\n",
    "                   va = 'center', ha='center',fontsize=12, fontweight='light', fontfamily='serif',\n",
    "                   color='white')\n",
    "    \n",
    "\n",
    "fig.text(0.13, 0.93, 'Top 10 countries Movie & TV Show split', fontsize=15, fontweight='bold', fontfamily='serif')   \n",
    "fig.text(0.131, 0.89, 'Percent Stacked Bar Chart', fontsize=12,fontfamily='serif')   \n",
    "\n",
    "for s in ['top', 'left', 'right', 'bottom']:\n",
    "    ax.spines[s].set_visible(False)\n",
    "    \n",
    "#ax.legend(loc='lower center', ncol=3, bbox_to_anchor=(0.5, -0.06))\n",
    "\n",
    "fig.text(0.75,0.9,\"Movie\", fontweight=\"bold\", fontfamily='serif', fontsize=15, color='#b20710')\n",
    "fig.text(0.81,0.9,\"|\", fontweight=\"bold\", fontfamily='serif', fontsize=15, color='black')\n",
    "fig.text(0.82,0.9,\"TV Show\", fontweight=\"bold\", fontfamily='serif', fontsize=15, color='#221f1f')\n",
    "\n",
    "\n",
    "fig.text(1.1, 0.93, 'Insight', fontsize=15, fontweight='bold', fontfamily='serif')\n",
    "\n",
    "fig.text(1.1, 0.44, '''\n",
    "Interestingly, Netflix in India\n",
    "is made up nearly entirely of Movies. \n",
    "\n",
    "Bollywood is big business, and perhaps\n",
    "the main focus of this industry is Movies\n",
    "and not TV Shows.\n",
    "\n",
    "South Korean Netflix on the other hand is \n",
    "almost entirely TV Shows.\n",
    "\n",
    "The underlying resons for the difference \n",
    "in content must be due to market research\n",
    "conducted by Netflix.\n",
    "'''\n",
    "         , fontsize=12, fontweight='light', fontfamily='serif')\n",
    "\n",
    "\n",
    "\n",
    "import matplotlib.lines as lines\n",
    "l1 = lines.Line2D([1, 1], [0, 1], transform=fig.transFigure, figure=fig,color='black',lw=0.2)\n",
    "fig.lines.extend([l1])\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "ax.tick_params(axis='both', which='major', labelsize=12)\n",
    "ax.tick_params(axis=u'both', which=u'both',length=0)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b0181b5b",
   "metadata": {},
   "source": [
    "<br>\n",
    "\n",
    "正如我在对情节的见解中所指出的，看到电视节目和电影的划分如何因国家/地区而异真的很有趣。\n",
    "\n",
    "韩国以电视节目为主, 我是韩国电影的超级粉丝，我知道他们有很棒的电影选择。\n",
    "\n",
    "同样，印度也以电影为主。 我认为这可能是由于宝莱坞 - 如果您有任何其他想法，请在下面评论！\n",
    "\n",
    "<br><br>\n",
    "\n",
    "### 2.6 评分\n",
    "让我们简单看看评分是如何分配的"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "08809560",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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06cO/OGdnZ1Pfvn0lX8ZCQ0MLrJ8isrKyqH79+qI8W7ZsScePH6cLFy7QqFGjRIpK7qcIZeJeuXJFoPTV0tISvZDl5OTQli1bSFtbmwChEpRDSsmYn2Lo9u3bdPv2bQoICBCla9u2LQGg4cOH05kzZ+jUqVPk7+8vGkdSY0AVJaiOjg6VK1eOduzYQVeuXKEVK1YIXooBkLq6Oh0+fFiUnypjXGreKlJMSSnFlBlbypaRk5NDXbp0EcQzNzcXfNS4dOkS6erqCuKMHTtWstySmIfKIrVe6OjokKWlJa1fv56uXr1K4eHhZG1tLYq3Zs0aQV67du0SxdHX16fXr19Lln3+/HkCQIMGDSpSHYpLCcqhylhTRgn6+PFjhfPU2NiYqlevTpGRkRQXF0fDhg0TxenZsye1a9eO6tSpQ4cPH6YzZ85IfqAZP3584RpQgi1btpCTk5Pk+hcUFEQ5OTmiNJxSX+o3ffr0YpOtuJSgd+7ckcynVatWkvH//vtvUlNTo7Jly0rWXxVq1aolWTb309XVJR8fH5o2bRodO3ZMoATMD6nxaGJiQt7e3nT48GGKi4ujMWPGiOI0atRIYZ5542tra1NcXBx//dGjR2RlZSWI07VrV1EbjRgxQlTukCFDROX99ddfonhS9w9OiZ33IxuDwWAwGAwG49uFKUELgTJK0GfPnpGPj48oXo0aNSglJUVh3pwSVCaTSV7fvXu3KM+5c+dKxi0tJSgAOnfunCDezZs3RXF69Oghyi8pKUm0i0pNTY0SEhIE8RITE0U7RYGiKUGXLVsmys/e3p7S09MF8Tp37ixZZ0UoE3fUqFGC6zVr1lSY3/Tp0wkoHiUoh5QSCABNnjxZEC8tLY1MTU2LVQmqpqZG169fF8RbunSpKJ6Tk5PoRf5rVYLOnz9fFG/KlCmieP379xfF27Fjhyhecc9DVZBaLwDQvn37BPH27dsnimNgYECvXr3i42RlZUm24fz58yXLDg4Olqynqkj1t9Su+cDAQF5Z8zmVoAXJKb8LLicnh+zt7SXbOjk5mY+XlpbGf1DhftbW1oVpPgGvXr2ili1b8nnq6uqKlPlA7seVvCgaS/mtKYWhuJSgRESNGzcW5aOurk6PHz8WxZ04cSIBoFmzZhW5Dr/++qvCtpL6mZiY0KBBg+j+/fv55is1Hp2cnCgtLU0Qr27duqJ4d+7cEeUnpZDs06ePKB53X5P/ye8WJ5LuNxsbG9HO4p49e4riSSlLy5cvTzo6OsW6A5rBYDAYDAaD8WXDbIIWEydOnED37t3RrVs3NG7cGGXLlhXYjHNxccGvv/6KM2fOwNTUVGE+CxYswIULF+Dh4SF5XcrG2d69e4sqfrFiYmICLy8vQVheO40AcO7cOVFYaGgo0tPTBWFly5aFg4ODIMzGxgZVqlQpurByLF++XBTm7+8PPT09QVhRnFko4t69e4L///77b4X23bp06QJvb2+UKVOm2OWQx9zcHD/99JMgTF9fH0FBQWjWrFmxlVOzZk14enoKwnr06CGK9/TpU+zatavYyi0t0tPTMXv2bFG4lB3Vxo0bi8ImT56sVDlFmYdFxdLSEn5+foKwtm3bwtjYWBCWlpaGtWvX8v9raGhg+PDhovxWrFiBnJwcQVh6ejq2bNkCT09P1K1btxil/y//rVu3in4vX74s9rKKQteuXQW2JdXU1CTXxq5du8Lc3Jz/X19fXzQekpKS8Pjx40LLkpycjIYNGyIqKooPmz59OiIiIkSOeFasWIFJkyYJwoKCgkC5H2fh5uYGALh58yaISNIG65fA4MGDRWE5OTlYt26dICwrKwthYWHQ1NQsks1qjlGjRqFy5cpKx3/79i3WrFkDT09PwZxThp49e4psiOZdW4Bce6N5kVqvlF3rZs2aJXgeaNy4sciO6osXLwROojIyMrB//35RXrt37xasIdevX8eDBw/QvHlzGBkZieIzGAwGg8FgML5NmBK0mHj06BG2bt2K7du3IzY2FhkZGQAAY2NjTJo0Cffu3cOkSZOgq6ubbz4VK1ZE7dq1FV63sbERhd25c6dowhczZcuWFTn/kXLCkJiYKAo7evSoZH5SSCl0Csvz589FzloASCqjq1WrVmzlcmhpaQn+f/fuHTw9PTFs2DDs2bMHr1+/5q9VrlwZMTEx6NmzZ7HLIU/r1q1FCmAAWLRokcov0flRtWpVUZiFhQXs7OxE4UeOHCm2ckuLmJgYJCcni8LLlSsnCpMa47dv35Ycq3kpyjwsKp6enqKy1dXVJZVzeft00KBBonH38OFDHDhwQBC2detWvHv3DoMGDSomqYU4OzvzCjn5n7e3d4mUV1gqVaokCpNXdnK4u7srFe/FixeFlmXw4MG4e/cu/7+lpSVGjhyJTp064ffffxfFnzNnjuQHgaysLDx+/BhaWlqoUKFCoeX5HHTt2hVmZmai8NDQUIHSbd++fUhMTISfnx/s7e2LXK6BgQFOnDiBTp06qZTu48ePGDRokKSiUBFS9zypj7l515Jbt25JPp8ou9YlJyfjxIkT/P8aGhrw9/cXxdu5cyf/95EjR/Du3TvR+vPixQucPn2a/5/7oJbXgReDwWAwGAwG49uGKUGLiX79+iEzMxMymQxt2rThw9+9e4fZs2ejbt26kooPKZKSkjBv3jy0bNmS96Can2dxRZ6jSwtld1V8+PBBFHbjxg1RmNQLpirlKINUuQBga2srCrO2ti62cjmkvFq/ffsWf/75JwICAmBpaYk6dergl19+kfSWXhLk3Z1ZUkgp9hWFX79+vaTFKXHOnz8vGW5hYaFUWH55yFOUeVhUitKn5ubmkgr+ZcuWCf5fs2YNdHR00Lt37yJI+vUjtR7p6OgoFU9bW1sUVtjxcOvWLdFObT8/P16hPXLkSIwbN06U7qeffhLtwj9//jw+ffqEWrVqiT4QfWno6upKjsEnT54IdsSuXr0agPTO0cJiaWmJHTt24NKlSxg+fDicnJyUTjt+/HiVyslL3p29gHjslMRa17lzZ1Ec+XHHKUSDg4NF8Xbs2CFIo66ujg4dOkiWy2AwGAwGg8H4NmFK0GJEU1MTHh4e2LlzJ3+Uj+PKlSvo1atXgXls3boVrq6uGD9+PI4cOYKEhATk5OSgcePGCAwMRGBgoChN3mOipY3Uy5GyyO945JB6UQdy27u4kCoXkN45V9Bu3sIwdOhQ0ZiRh4hw8eJFTJkyBeXLl8fEiRORnZ1d7HLIo+iltLiRUtgA0m2vqJ++JpKSkiTDpca5orZRlIc8RZmHRaWofTpy5EhRWFRUFG824vbt2zhz5gw6deokuZvx/wmpD2NFCSOiQsmRd6cuIN5B+Ntvv0mauhg5ciQ2bNjA/79161YAQLt27Qoly+dGkWKTU3w+ffoUhw8fhqOjI1q3bl3s5desWRPLly/HkydPcP/+faxbtw79+/fPVyl6+/ZtkRkWRSiriM47dkpirWvWrBlMTEwEYY8ePcLly5eRnZ2NPXv2wMbGBrNmzRI9I3DK0kePHuHatWto1KiR6Hg9g8FgMBgMBuPbhilBSwBdXV3MnTtXFH748GHs27dPYTpOUfr+/Xs+zNHREdeuXcPJkyexZcsWbNmypURk/pIpaWVffmhoaHyWcoyNjREbG4vevXsXWGZGRgbmzp2LiRMnlqhMpb0DS6odpJQ23wrFqZD6UlG2T6tVqyayEUhE/I7BNWvWAECJHYXPj5iYGBCRpF3D/2cePnwoCjM0NBT8r6amhrCwMFHbEREGDBiAnTt34tmzZ1i3bh00NTXRp0+fkhS52FBkl3bfvn1ISkrC2rVrkZOTgwEDBpT4PcXV1RX9+/fHunXr8OTJE8TFxaFr166ScZUxq1ESFGWt09LSQvv27UXhu3bt4k2NdOjQARYWFmjSpIkgzpMnT3DhwgV2FJ7BYDAYDAbj/ximBC0h/P39Ub16dVF4SEiIwjSLFy8WKfx+/vnnfHcIfmtI7erK6yiJ4+PHjyVaLgDetqs8WVlZxVauPFZWVti4cSOePn2KlStXihye5GXJkiVITU0tEVk+J4qU3J8+fRKF5e0nVZSipalMl0eROQWp+kqNv/zy+FIoSp9ySO0GDQsLw+vXr7Fx40aUL18evr6+RROUUWxIzcVXr16JwrS1tbF7926RveXs7Gz06NED7dq1Q2pqKnr27Fnizt+KE6nj15mZmQgNDcW6deugrq6OAQMGFFt5kZGR+P333wu04erl5YVt27ZJypeWllZs8khRUmudlB3UnTt38kfhOeVmQECAKN6OHTt4JajUdQaDwWAwGAzGtw1TgpYQampqmDp1qij88uXL2LNnj2SaK1euiMKkPLB+y0jZoVTkuEWZI8FFKReQPqorv1O3uHj16hXvldnOzg7BwcHYtm0bXrx4gXPnzknu5MnIyCi1nTzFiaL2lLJ1m7efpEwTKFLAlUS/FQZFnsylFEZSYQBQr169YpWpuClKn3J07NgRDg4OgrB3796he/fuePnyJQYOHPhN7wz+2pA6ei3vtVseExMTHDx4UNS/GRkZuHr1KiwsLDBv3rwSkbOkCAwMlLTDO2PGDDx9+hQtW7aEs7NzsZUXGhqKH374AXv37lUqfv/+/UVhUrY+i5OSWutat24NAwMDQditW7ewceNGGBsbo1mzZgCklZzh4eE4ffo0atasWazOFRkMBoPBYDAYXwdMCVqCBAQEKNwNKnX0S2pnY14ljyqKHCmbmXnLPXfuHGJiYvD27Vul8y1JWrRoIQq7ffu2SLFFRJDJZMVWrp2dnaTn6kePHikVVlS+//57uLi4iPJWU1ND3bp1sXXrVtSoUUOULq/dx4L6/M2bN4iJiUFcXFzxCF4MxMfHi8Kys7MlHUC1bNlS8L+FhYXIvty7d+9E6V6/fq3SGC+oHRMTExETE4Nr164pnSeHj4+PpL1VqePEUm1TpUoVVKxYUeVyPydScgPScydvn3Joampi2LBhovAjR45AU1MTQUFBRRGRUcz4+fmJwg4ePIgHDx5Ixnd0dMTBgwdF9h2B3HVNah5/yRgYGEg69OJOMhSnQyR5Vq9erdRR8rymCTQ0NFCrVq0SkYmjUqVKqFy5sihc2bXO0tJSdKQdAPT09CRtq75//x5t27bl7wlOTk6oWbOmIM6zZ8+Qk5PDjsIzGAwGg8Fg/J/ClKAliKLdoFevXsXu3btF4VJH//K+LFy+fFnp8k1NTUVheY+Wt2zZEr6+vgpfVD83QUFBoh0eqamp2L9/vyAsMjJS4c6RwjJixAhR2KlTp0Rhx44dK9Zy5QkNDZUMV1NTE+200tbWRoUKFQRhZmZmorTyfX7s2DH4+vqW2At5YTh9+rToKOTFixdFnoadnJxEO3s0NTVFL7nv3r3DmzdvBGFHjhxRSaaC2nHTpk3w9fXFlClTVMoXyH2B/+mnn0ThJ06cEIWdPHlSFDZr1iyVy/zc3Lx5U7RTOzExEX///bcgzNDQMN8jwsHBwZIOU9q2bQs7O7viEZZRLHh6eormZ3Z2Nvr27avQ47ynp6ekneuXL1+iTZs2ePnyZUmIWmIoWldtbGwk7VgWBxcuXMBvv/1WYLy899BOnTp9Fud3M2fOFIUpu9ZNmTIFenp6kvlKeYkHxHY+FR15Z0pQBoPBYDAYjP9PmBK0hFFlN6i/v78o3rJly5CZmQkAePv2rUrOcAwNDeHu7i4IS05O5m2IHT9+HO/fv4e2tvYXs7PM0tISCxYsEIUPHjwY4eHhuHbtGjZu3IgBAwYo9CZbWAYPHoxGjRoJwqKjoxEVFcX///TpU0n5iotZs2bhjz/+ENkdjY2NRXR0tCCsX79+MDY2FoTVrl1blOfNmzf5v7mjk4qOIJcGycnJmDFjBv9/RkaG6OOBuro61q5dK+msSco5zvr16/m/X758iWnTpql0dDq/dszJyeEVCoVtxx9++AFdunQRhC1fvlzwMeLixYu8l2yOCRMmSK4TXxrZ2dn48ccfkZOTAyB3F+1PP/0kWvN+//33fBUxVlZWCAwMFIV/SUp8xn+sWrUKVatWFYSdOXMGTZs2xY0bNwThRIT9+/dj7Nixknn9/fffaNeunUKb0F8itWrVEn2UAXI/7pWko7mJEyciODiYN6kiT1ZWFtauXSuwR16mTBksWrSoxOSRp1OnTqI+3rp1q+A0wqNHj7BixQpBnMDAQEm7wBzt2rUTPQPo6OigTZs2gjApJWiFChUkT34wGAwGg8FgMP4PIIZSrFixggIDAykwMJD09fUJgODn4uLCX4+JiRGk3blzpyg+AGrTpg0FBgbSgQMHiIjo48ePVK9ePVG88uXLU9u2bcnGxoYmTZokmRdX9s2bNwVlr127VhTX2dmZ2rZtSwYGBgSARo8eTURE27dvp8DAQPLy8lJYvxEjRhARUUxMDAUGBpKvr68orpWVFQUGBtKKFSuIiGjEiBEUGBiYr9xJSUkCuefOnUsaGhqSaQCQj48P9erVSxQeGhpapH5+/fo1NWnSRJCnhoYG+fj4kJ+fHxkaGlLbtm0L7IOkpCT+f2X6K29dbGxsyNfXl/z9/alatWqi9P7+/pSamipZh8aNG4viN27cmOrWrUsASEtLi+Li4gR94+LiIkrj5eWlsH+UHQOBgYFE9N/8qVKliiguNxY9PT0pICCAnJycBNf19PRoy5YtCvssOzub2rdvL0ijpqZG9evXp3bt2pGJiQlNmTKFnJ2dRWW3a9dOcs5++PCBKlSoIMqzZcuW5OnpSQDIxMSE4uPjiYjyXRsUlZGVlUWTJ08mLS0tQV3btGlDLVq0EIQbGhrS8uXLC9UHRZmH+ZHfetGkSROysbEhV1dX6tixI7m5uYnm1IIFC5Qq58KFC4K0Dg4OlJWVpbSciuDaTtH419fX569Lra1SqDIOuP6wsrISxfX19aXAwEDavn07ERFNnz69wHl68+ZNvk/yi5eUlMTHU6ZsVXnz5g0FBweTurq6KO+qVatSQEAAtWrViqytrfl51b17d1q2bBlpamqK0tSsWVOwlhQFLh+p+SJfd1Xngjx//PGHaN24f/9+kWXPy8yZM8nY2FhUlru7O/n5+VGXLl2oWbNmZG5uLojTunVrevLkiSg/ZcZjUlISP2+k1vIqVaoI1hx5li5dyj9zACBNTU1q1qyZ4FkEAGlra9PUqVMpOzu7wDbw8/MTlO/n5ycZr3z58oJ448ePV73BGQwGg8FgMBjfBEwJqiT9+vWTfGmS+uVVxOXk5FD16tUVxl+0aBEfNz09nUJCQqhy5cqkq6tLenp65OrqSgMHDqQrV64QEeVb9vHjx0Wy7969m9q1a0eOjo6ko6NDGhoaZGZmRg0bNqRly5bxCoVp06YVWDdnZ2ciIgoNDS0wbr9+/YiIJJVPeX+cMkkemUxGwcHBVL58edLT0yNDQ0OqXr06zZ07lzIyMqhPnz6ifPJTlilLTk4ORUREUJs2bcjGxoa0tLQE7ZWZmVlgH8THxys1Vrj+evToEUVERNDYsWOpWbNm5O7uTlZWVqSpqUk6OjpkZWVFXl5eNGLECDp58mS+8r9//55mzJhBXl5eZGZmRhoaGqStrU1OTk7UtWtXOnv2LB9Xmb5R1D/KjAEgd4nJb/5MmzaN7t+/T/379ycXFxfS1dUlAwMDqly5Mo0ZM0byhT0vmZmZtHjxYqpVqxYZGBiQjo4OOTo6UpcuXXilU351lVKev3jxgsaNG0fVq1cnExMT0tDQIB0dHSpfvjz169ePbt26xcctzLrAkZCQQDNmzCBfX1+ys7MjHR0d0tPTI0dHR2rTpg0tWLCAXr9+LZn2c8xDReS3XvTr14/++ecfGjlyJLm5uZGenh7p6+uTq6srDRkyRCmFojzyH4d+/vlnldIqQtnxm9/amhdVxoEy/TFt2jQiIvL29lZKPmXW8Pj4eKXicWUXlsePH9Ps2bPJz8+PnJ2dycjIiDQ0NMjY2JjKly9PAQEBtGDBAsH83rZtm6QiVH4tKQqq9Lcqc0Get2/fCpR6vr6+RZZbEZmZmXTq1CmaP38+9ezZk7y8vMjOzo4MDAxIXV2d9PX1yc7Ojnx8fGj8+PF04cIFhXkpuz6osubkJTk5mebPn09t2rQhR0dH0tPTIx0dHbKzs6OmTZvSjBkz6NmzZ0rXf926dYJyV69eLRlv7Nixgnjy90AGg8FgMBgMxv8XakRKWNRnML5AOnbsKLKtevLkSTRu3Lh0BGIwGCXCpk2b0KtXL6ipqeHBgwcoW7ZsaYvEYDAYDAaDwWAwGIyvDGYTlPHFceDAAUyePBkpKSn5xrt//77gf0NDQ9SpU6ckRWMwGKVAw4YNAQBNmzZlClAGg8FgMBgMBoPBYBQKpgRlfHFERUVh1qxZ2Llzp8I4d+/eFTj8AYBhw4ZBV1e3pMVjMBglxJIlS+Dq6oq7d+8KwpctWwaAOURiMBgMBoPBYDAYDEbhYUpQxhfL2LFjceTIEVF4fHw8evXqJQhr2LChwPstg8H4+nj9+jUePHgg+ABy6dIlLF++HK6urujcuXMpSsdgMBgMBoPBYDAYjK8ZzdIWgMFQxNu3b9GyZUuUL18erq6u0NfXx9OnT3HlyhVkZ2cDANTU1BAcHIz58+dDX1+/lCVmMBjFwU8//YSDBw9CX18fx48fR05ODpYtWwZNTXbLYjAYDAaDwWAwGAxG4WCOkRhfHO/evcPZs2dx+vRpnDt3DgkJCUhOTkZKSgq0tLRgZmaGKlWqoFGjRujVqxfKlStX2iIzGIxi4Ny5c/jjjz/4ea+trY2qVati8uTJaNGiRWmLx2AwGAwGg8FgMBiMrximBGUwGAwGg8FgMBgMBoPBYDAY3zTMJiiDwWAwGAwGg8FgMBgMBoPB+KZhSlAGg8FgMBgMBoPBYDAYDAaD8U3DlKAMBoPBYDAYDAaDwWAwGAwG45uGKUEZDAaDwWAwGAwGg8FgMBgMxjcNU4IyGAwGg8FgMBgMBoPBYDAYjG8apgRlMBgMBoPBYDAYDAaDwWAwGN80TAnKYDAYDAaDwWAwGAwGg8FgML5pmBKUwWAwGAwGg8FgMBgMBoPBYHzTMCUog8FgMBgMBoPBYDAYDAaDwfimYUpQBoPBYDAYDAaDwWAwGAwGg/FNw5SgDAaDwWAwGAwGg8FgMBgMBuObhilBGQwGg8FgMBgMBoPBYDAYDMY3DVOCMhgMBoPBYDAYDAaDwWAwGIxvGqYEZTAYDAaDwWAwGAwGg8FgMBjfNEwJqgQuLi5QU1MT/cLCwkRxZ8yYATU1NQwcOFAyr7x5uLi4lKzwSvLo0SORbIzPR3h4uKDtfXx8SlskxjfC5s2bYWJignnz5pW2KIxSJCwsjK0x+RAUFCRon5CQEFGcW7duwcHBAQEBASCizy8kAB8fnwKfQxSR91kmJiamxOQsbaSeafT19fHy5Uul8xg/frxSz32fi5EjR8LCwuKb7jcGg8FgMBiMkoYpQZUgKioKp0+f5hWDs2fPhkwmQ0BAgCju0aNHAQBHjhyRzEsmk2Hv3r0AgOPHjyMqKqpkhFYRBwcHyGQyHD58uLRF+SaRfyGTon379pDJZPjll18+s2T/KeYfPXr02ctmFA1OqZHfS3FERATevXuHDRs2fD7BGF8cAQEBpbbGfA3MmjULMpkM/v7+CuMcOHAAz58/x549e/D69evPKN1/hIaGQiaToXbt2iqnjYqKgkwmg729fQlIppiQkBCoqakhKCjos5XJPdPI1/fDhw9YvHixUunfv3+PVatW8f8fPnxY4XPf5yI0NBSvX7/Gjh07Sk0GBoPBYDAYjK8dzdIW4GvAzc0Nbm5u8PDwgEwmQ3x8PDw8PETx0tLSEBcXBwB4+vQp7t27Bzc3N0EcDw8PnD17FhUqVPiiduJoaWnBw8MDhoaGpS3K/yUmJiYwMTHBxYsXS1sUxjfG2LFjkZSUhB9++KG0RWGUIqampjA1NWVrjAIcHBzg4OAAU1NThXF69OiBAwcOoFatWrCwsPh8wslRtmxZAICBgYHKabnnES0trWKV6UuEe6bh/tbU1ERWVhaWL1+OCRMmwMjIKN/0q1evRlpaGv+/m5tbqZ/cmTlzJrZv347g4OBSlYPBYDAYDAbja4btBFWB5s2bA/hvt2deTp48CU1NTdjZ2eUbLzo6Gs2aNSsZIRkMBkMOX19fnD9/Hj169ChtURiMrxoHBwccO3aMmZb4CunWrRvU1dXx5s0brFy5Mt+4WVlZWLx4Mbp27fqZpFOOH374AWfOnIGnp2dpi8JgMBgMBoPx1cKUoCrQokULAMDDhw8RHx8vuh4dHY3GjRvz8aSUoESEY8eO8QpVBoPBYDAYDEbJUaFCBXTs2BEAsGjRImRkZCiMu23bNqSnp6Nv376fSzwGg8FgMBgMxmeCKUFVoEmTJtDW1gYgreA8evQomjVrxu/yPH78OLKzswVxZDIZkpOT4evrKwjPyMjA77//jtq1a8PIyAgGBgaoXLkyfvzxR7x48aJQ8hIRwsPD4evrC3Nzc+jq6qJChQr4/vvv8c8//yiVR2hoKGrXrg1DQ0OYmZmhffv2uHLlimTct2/f4pdffkH16tVhZmYGPT09VKlSBSNHjkRsbKykIwlV6h0bGytyKkVEWLx4MapWrQp9fX3BtbwODeTND8TExIiu57WruGfPHrRs2RLm5ubQ0dGBs7Mz+vTpg2vXrinVdhwuLi78EUZA7BxLER8/fsSkSZPg7OwMHR0dVKhQAfPmzZNsx5ycHBw/fhxDhw5FtWrVYGJiAn19fVSpUgU///wz3r59K0rDOdjgKFu2rEAuZW2Efvz4EUuXLoWXlxcsLS15WQcOHIjDhw8jKytLlEbVsenq6irqq5MnT8Lb2xuGhoawt7fH4MGDeacXaWlpGDduHBwdHaGnp4fatWvj0KFD+dbj1KlTCAgIgLW1NbS1tWFvb4/OnTvj5MmTSrUDxy+//CKQNSgoCO/evcMPP/wAFxcXaGlpiZyixcXFYezYsfwxW649Ro0aJdkenBOXx48fA8jd7Zm3fQpydjZo0CCRI5inT5+iZ8+esLKygp6eHurUqYMDBw4orGtOTg6WLl0KT09P6OrqwsLCAq1atcLx48dFjnjkbellZ2dj48aNaNSoEWxtbaGtrQ1nZ2f06NEDO3fuxMePH5Vu78KM/cL0EQC8fPkSY8eOhZubG3R1dWFqaor69etj8eLF+PTpk9Iyy5OWloZZs2ahevXqMDQ0hJGREWrVqoV58+aJ2iEhIUGyT9euXYuqVatCT08Ptra2GDp0KN69e6e0DJzNxrw/+TUg75qqrH3H+Ph4zJ07F02aNIGDgwM/twIDA3Hp0iVRfCkHTi9fvsTw4cP5tdDe3h5Dhw5FUlJSvvUICgpCfHw8+vTpA3t7e+jo6MDFxQXjx4/H+/fvlW4fqforssP75MkTfPfddyhfvjx0dHRgZGSE6tWrY/To0Th37pwgbmHGrhQ3btxA586d+XlbrVo1/Pnnn4V23pSamorp06fD09MT+vr6MDIyQo0aNTBjxgyVxhV3n50+fToAYP369QWOocjISLRt25a/lzg7O2PgwIG4f/9+oeoiz8SJEwEAz58/x/r16xXGW7BgAYYPHw5dXV2l8j1z5gy6dOkCW1tbfnx2795dNL4LO8+UdWqWk5ODsLAwNG7cGCYmJtDT04OrqyuGDRuGhw8fSqZJTEzEuHHj4OHhASMjIxgaGqJGjRqYOHGiwmc9BoPBYDAYjK8aYqhEkyZNCAB169ZNEP7y5UtSU1Ojy5cv07NnzwgAAaBz584J4i1cuJBq1qwpCEtJSaH69esTAAoODqaoqCiKjo6mCRMmkIaGBtnY2ND169dVkvPTp0/UsWNHAkDt2rWjw4cP0/nz52n+/PlkaGhI5ubmdPbsWVG6+Ph4Xvaff/6ZWrVqRQcPHqTz58/T7NmzSVdXl7S1tenQoUOCdG/fvqUKFSqQrq4uzZ49m06dOkWxsbE0e/ZsMjY2JgAUExNTpHqnpaWRTCajdevWEQBydnamAQMGUO/even48eN08uRJatSoEQGgu3fv0sKFCwkAGRsb09WrV+nhw4d8XqmpqSSTyahz585Uu3ZtkslklJqayl8fNmwYASAfHx/auXMnnT59mpYuXUoWFhakpaVFERERSvfF3bt36fDhw3y7ymQywU+e0NBQAkCNGzemtm3b0uzZs+n8+fO0detWKlOmDAGg2bNni8qQyWQEgExNTWnhwoV09uxZioqKopEjR5KGhgZVrFiRkpOTBWkePnzIpwNAhw8fFsiVkZFRYN0yMzOpYcOGpKamRuPHj6eYmBg6e/YsLVu2jGxtbQkAhYWFCdIUZmzeu3ePZDIZ2dvbEwCaPHkyNWvWjA4fPkwnTpyg3r17EwCqWbMmffr0ibp27UqrV6+m8+fP05IlS0hXV5c0NTUpLi5Osh5z5swhAOTp6Ulbtmyhs2fP0rp168jZ2ZkA0Ny5cwtsC46kpCSSyWT8GOratSvVrl2bQkJCKC4ujnbv3k329vbk7OxMRETv378nAKSjo0MhISEUGxtLx44do8mTJ5Oenh7Z2NjQgwcPBGUkJCQI2mPdunWCvktNTaWMjAySyWSCsSfPs2fPSCaTkb+/PwGgoUOHUu3atSk8PJzOnTtHCxYsIG1tbdLQ0KDY2FhRPXNycqhr1658u+/atYsuXrxIq1atIltbW76Pufn1+PFjPm1gYCABoIEDB9LRo0fp/PnzFBoaSq6urgSAQkJClG7vwox9VfuIiOjatWtkY2NDenp6NHv2bIqNjaW9e/dS586dCQDVrVuX3r17p7TcRERPnjwhd3d3UldXpzFjxtDp06fp1KlTNHz4cFJTU6Pq1avTixcv+PiZmZmiPg0JCaEBAwbQ6dOn6cCBA/w9qlWrVpJlcmuMt7c3H/bixQu6evUqv1YvWLBAtAbcvXuX1q9fz68VCQkJStWxVq1aBIB69+5NR44cobNnz9KKFSvIwcGBtLS0aNeuXYL4KSkpJJPJ6JdffiEAVK1aNapQoQKNHDmSYmNj6dSpUzRo0CACQE5OToJx9eLFC0G/ent7k52dHU2dOpXOnTtHR48epYCAAD7flJQUkbz9+vUjADRt2jRB+N27dwVz7vjx46K00dHRZGRkRKampvT777/T+fPn6eDBgzRo0CBSU1MjALR//34+fmHGLoe3tzcBoB9++IHKly9Pq1evposXL9KOHTvIw8ODAFC/fv0k03LrmlQdnjx5Qm5ubqShoUETJkygmJgYOnToEAUHBxMAqlChgtJ9z91nuf7w9/cXrFN58/nuu+8IADVo0ID27NlDFy9epJUrV5KNjQ3p6urSnj17lCpXqr5cfzZt2pSvR3Z2tihudHQ06ejoUGJiIh0/fpyfZ/Hx8ZJ5z507lwBQ5cqVaevWrXTx4kWKiIggV1dXUldXpz/++IOP++LFC7py5Qo/zxYuXCg5zzZs2EAA6NChQ5SQkCCaE/Jzl+PTp0/8Wt65c2fav38/nTx5kn799VfS19cnQ0NDio6OFqR59OgRWVtbk4WFBS1dupTOnj1Lx48fp0mTJpG2tjYBoEePHqne4AwGg8FgMBhfMEwJqiIzZswgAGRpaUk5OTl8+JYtW8jCwoJ/qHZ3dycA9MsvvwjS+/n50fjx4wVhXbp0IQCicCKi5cuXEwByd3enrKwspeUcO3YsAaAWLVoI5CQiOnDgAAEgW1tbevnypeCavBK0cePGojK5F2grKyt6/fo1H75gwQJeOZWXrVu3Sr5wFbbe3IuJhoYG9ezZU3DtzJkz/AtLeno6/7Ih/+LJkZGRQRYWFrRixQpB+LJlywgA1a9fX1S2TCYjdXV10tXVpb///luUpyLk2zU/uPbV0NCgRYsWCa6dOHGCAJC1tbXo5Y17md67d68oz1mzZhEAGjZsmGSZBb3k5ceOHTt4BUde4uLiCACFhoYKwgs7Non+e3kvW7YspaWlCa5VqlSJAFDHjh1p3759gmtcGwQGBory3L9/PwEgFxcXSk9PF1xLTEwkIyMjUlNTo1OnTuXbFnmZNm0a35erVq0SXPv1119FStAlS5aI8oiIiCAA1KZNG8ky8lNmcBQ09jilj5aWFl26dElwbfLkyQSAunTpIkq3YsUKAkAODg705s0bwbUrV66QhoaG5Av7pUuXCAA1atRIlOfjx49JV1dXpIDKj6KMfVX6qGzZsgSADhw4IMqHUwYPHjxYabmzs7PJy8uLANDMmTNF18ePH08AqFmzZqJr8n3auXNnwbW3b9+SgYEBAaAbN26I0kopQTmGDBlCACggIEBS5qFDh1LDhg2VrGEutWrVoo4dO4rC79+/T3p6emRpaSmay/JyAqAJEyaIrnPjtnnz5qJrXL8CECihiHKV976+vgSABg0apDBfRWNQ0Zx7+vQpmZqaKlwrxowZQwAESt+ijF1OCaqtrS36SPry5UuytLQkABQeHq50HbKzs6lu3boEQHRfJCL68ccf+bVbFbj+UKSUJSJaunQpAaAqVarQhw8fBNeuX79OmpqapK+vT3fu3FGpbCKhEjQqKoofG9u2bRPFbdOmDQ0YMICIqEAl6L59+wgA2djYiO5Xz549I1NTU1JXV6cTJ04IrnFKfKl1lYho5MiR5OXlJQrPb+6OGzdO4T0uMjKSf26VX6tHjhxJAGjNmjWiNJxytzDPBQwGg8FgMBhfMkwJqiJnz57lH4qvXLnChw8aNEjwQMvtaPDx8eHDMjMzycjIiA4fPsyHXb58mQCQpqamSJEgnwaASLGjiH/++Yf/ip939yUHtzsnr9JS/uV6x44donTZ2dlkZ2dHAGj+/Pl8OPfyLLVL8f379+Tn5yd4UStKveVfTK5duyZKFx8fT5mZmURENHjwYIUvGzt37iQdHR2BMvfjx49kbW1NACgyMlKUhoiodevWBIDGjh0reV0KVZWg2tra9P79e1HdNDU1CYBIAfvixQuaMWOG5M6Wp0+fEgCysLAQKR2JiqYEnT17NgGgIUOGSF7v1q0bHT16lP+/KGOT6L+Xd6lrQ4cOJQDk6OgousYpx8uUKSO6VrVqVQJAy5cvl5SHyzevsqkguBd/S0tLkTL9/fv39PTpUyLK3cEzbdo0yV1pWVlZpKOjQ+rq6pLXi1MJWr9+fdG16OhoyTbNycnhlYJ5P/Rw+Pn5Sb6wb968mQDFOxVHjhyp0k7roox9ZfuI21Vep04dSRnOnTvHz1tFO/fywn1A0NfXl1QCvn79mp/v8nOISNin8vcTjsaNGytUbuSnSDl//jy/LicmJgquffjwgUxNTWndunVK1Y9j5cqVgnulPM2aNVOoBOTkVFdXp6SkJNH127dv821w8eJFwTWuX83Nzfl7gTwHDx7k6/nPP/8IrhVWCTpq1CgCQL6+vpLpHj9+LFKCFmXsckrQ9u3bS5Y3YcIEAkAeHh5K12Hnzp38Ryipj66JiYl8m+c9xZAfBSlBP378SFZWVgSITw5wcDuupT64FYS8EpSIqGbNmgRAdCrn5s2bpK6uzn88KEgJ6unpSYDinevcB7+8H3xOnz5NQO7u/7zrRUZGBllaWkrejxTN3cTERP6+evPmTUlZuA/zS5cu5cNatWpFAGjz5s2i+A8ePCA/Pz/BTnQGg8FgMBiMbwFmE1RF6tSpAxMTEwBCu6DR0dECZ0fc32fOnEF6ejoA4Pz58/j06RMaNWrEx9u1axcAwMPDg89XHk1NTd6e5IkTJ5SSMTIyEhkZGdDS0kLDhg0l43A2SXfu3Kkwn/r164vC1NXVefnlbSyWL18eADBv3jzs2bNHYIvM0NAQ+/fvF3g0LY566+vri7ykampqwsXFBZqamgCA/v37AwD27duH169fC+KuX78e7du3h5mZGR92+vRpJCUlQU1NDQ0aNJAs183NLV+5ioMKFSrA0NBQEKapqQkLCwsAENnCs7a2xpQpU6CuLp7Sjo6OAIDk5GRRGxQVrt/DwsIQGhoqsv+5detW3kYuUHxjs3r16qIwS0tLhdesrKwA5No/k+fhw4e4fv06ACiUp6j9XadOHWhoaAjCDA0N+X7R1tZGSEgITE1NRWk1NDRga2uLnJwcPHjwoFDlK0vNmjVFYfb29gDE4+3OnTu8c7gmTZpI5ie1fgD/jZmoqCjMmzcPHz58EFxfsmQJevbsqbTcxTH2C+ojbr0qaIxkZGTg7NmzSsnN5enl5QV9fX3RdTMzM34s5zcXVOm3gqhTpw48PT2RlZWFDRs2CK7t2LED2dnZ6Natm0p5BgcHS85J4L/+uXfvnsL0rq6u/PyVx93dnQ9XZO+3du3a/L1AHm7MZmVlITo6Ol/5lYXrT0X2GsuUKYMjR44I7ivFMXYVzTOujjdu3MCzZ89UqkO9evVE8wEAbGxs+Pt1cd7/YmNjeXvOitqPuy/s3btXZGtdVcaPHw8AuHz5MqKiovjwBQsWoEWLFqhSpUqBeTx48AAymUwpmeXrBwANGjRAxYoV8enTJ2zevFmQJjIyEu/evUP37t2Vrg93XzUzM0PlypUl40jdx7i1eNKkSSLb1+XKlcP+/fthbW2ttBwMBoPBYDAYXwNMCaoiGhoa/AMvpwSNj49HfHy8QNnj4+MDDQ0NZGRk8A+X0dHRqF+/vuCF9+bNmwCAa9euQVNTU/LHKWmePn2qlIxcng4ODpIvgADg7OwMALh9+zZycnIk40i9eAK5L3MAcPfuXT5s6NCh8PT0xOvXrxEQEAAXFxd8//33OHHihKRzhuKot7m5eb6OhYDcF0R3d3fRy8arV69w4MAB9OvXT1IuIoKlpaWkXEuXLs1XruLA3NxcMpxz1CDlhOXhw4f47rvvUKlSJRgZGUFLS4uXmSM1NbVY5ezUqROaNWuGT58+YcCAAXBwcEBwcDAOHDgg6RCpuMamvOKag3tpl7rGlZXXIzAnDwDUqlVLsr/HjRsHIHfMqOKwh4NTXOdHUlISJkyYwDtHke87zvlRcfddXqTajRtvedtNfu5z60FeFL0816lTB/369QMRYfz48bC1tUXv3r2xffv2QrUvUPSxX1AfceNkyZIlkmNEfq1UdZ3O63xJHm4uyI/TvOTXb4Vx1jRw4EAAuc6W5Fm3bh0CAwNhYGCgUn4ZGRlYsmQJGjduDEtLS2hra/Ptxila8+sbRfchQPpepExafX19vs8VpVWFd+/e8f3O9ZkUzZs3F82Loo7dgu7TgPJ15MbZnj17FN6XOWdNxXn/48pVV1dXuJ5w7Srf1oWlS5cuvAJwzpw5AHI/kEVERGDMmDEqyQwonsPyYyHvHOacQoWFhQnCuY+zip4B8pMlJSVFYb/t27cPgLDfJkyYACcnJzx69Aje3t5wd3fHTz/9hIsXLypdNoPBYDAYDMbXhrQWgpEvzZs3x549e3Dq1ClkZGTg6NGjKFOmDFxdXfk4pqamqFmzJi5cuICjR4+idevWot2iAHhPqw0bNsQff/yRb7nGxsZKycflqaenpzAOd42I8P79e4W7MfNLK+9d18jICHFxcVi+fDlWrVqF+/fvY/HixVi8eDHc3Nwwb948dOjQQSRjUeottVNFiqCgIEycOBFhYWH47rvvAAAREREwMzND69atBXE5uXR0dAp8EVC2/MIgtTMoP2JjY9G6dWukp6dj8ODB6NSpE+zt7XklMbdjVkohXRQ0NDRw+PBhrF27Fn/88QeuXr2K1atXY/Xq1XBwcEBISAgGDRrExy+usZlf+6jSdvKejqOjowtUhmlpaSmdN0dB4+TOnTvw9vZGUlISOnXqhF9//RWOjo58ulatWuH58+fF3neqyimPvFJGUV/m11ZhYWFo27Ytli5ditjYWERERCAiIgIWFhYYO3YsJkyYoHQ/FsfYL6ju3DgZPXo0BgwYkG9cOzs7peRWZS7k5yW8uNeh3r17Y8KECbh79y5Onz6Nhg0b4tGjRzh+/DhmzZqlUl4fPnyAr68v4uLiUL16dSxduhRubm7Q0dEBAEyePFl0ciAviu5DgPS9qLjSqoL8OpJff+alOMZuQfdpQPk6cvXo2rUrpkyZkm9cZT7uKIv8fVfRh035+uQ3H5RBQ0MD48aNw7Bhw3D8+HGcP38ee/bsgZubG1q2bKmSzHllU1bmvn37YvLkybh48SJu3ryJKlWq4NWrV4iMjMSOHTtUqg8nS9myZbF3795848p7vC9TpgyuXr2KxYsXY+3atbh79y5mz56N2bNno2bNmli6dKnCEzEMBoPBYDAYXytMCVoIOEVmeno6zpw5g6NHj4qUm1w8Tgmanp6Os2fPYvbs2YI4RkZG/N8eHh7FIh+nNMx7zFQe7pqamppABnmysrIkX7C4tHnT6enpYdy4cRg3bhwuXLiAzZs3Y8OGDbh37x78/f2xa9cuBAQEiNIWV70V0bdvX/z888+Cl43169ejV69eovpxcn369Anu7u75vkR/SQwZMgRpaWkYOHAgVq5c+VnL1tDQQHBwMIKDg3Hr1i1s3rwZYWFhSEhIwODBg5GWlobRo0cDKL6xWVzI5+/o6MjvDvqcjB07FklJSWjWrJnky29hFK8ljbypBkV9mZmZmW8e3bp1Q7du3fDo0SNs3boV69atw7179/DTTz8hKSkJixYtUkqWzzH2jYyMkJKSAgMDg1JZp6U+BJQUFhYW8Pf3x7Zt27B27Vo0bNgQoaGhqFSpEurVq6dSXsuWLUNcXBwsLS1x7Ngx0a5VKRMQeZHaUc6h6F5UHGlVQf5DXX79mZfiGLuK6igvh7J15OJpa2uX+H1ZHq79Pn36BCKSVITK16c45kNQUBBCQkLw4sULTJs2DefPn8f8+fNVljmvbPLkJ7O9vT1atmyJgwcPIiwsDPPmzcOmTZtgZmaGNm3aqFQXrt8yMzNV7jdzc3NMnz4d06ZNw8mTJ7Fp0yZs2rQJly9fhre3N86ePYvatWurlCeDwWAwGAzGlww7Dl8I3N3d4eTkBCD3SPzx48cFR+E5uLDr169j586d0NHRQZ06dQRxuAfW+/fvKyzv5cuXWLNmDa5du6aUfFyez549U/iC9OjRIwBA5cqVFe64krdhJc+TJ08AABUrVlQoQ506dbBw4ULEx8ejadOmAIDFixeLZCzOeivCzs4OrVq1ApC7A00mk+HKlSuio/DycgHA33//rTDP9evXK7RD97l59eoVbt26BQAqvzwVN5UrV8bMmTPx4MED9OrVCwDw+++/89eLa2wWF/L9nd9Y3LFjB/76668SkYGz0VbafacK7u7u/N/cepAXZe1Ruri4YMKECbh9+zYmTJgAAFi+fHmBSlTg8419Zdar69evY82aNUrXm8uTG+9ScNc+p0IK+O9I/LZt2/D27VusX7+eD1MFbmzXq1dP8ti+Mii6DwEF34sUpU1LS0NycnK+aVXB2NiYP8bNma9QVC5n8qG4xm5B92lA+ToqM87j4+OxZs0aPHz4UAUplSs3JydH4XrCzQVjY2P++aso6Orq8h/nDh06BC0tLZVsEcvPSUVzWD5cys4oZ7M8PDwc2dnZWL9+PXr27Knyx1dOlufPn/M26PPy8eNHrFmzBqdPn5a8rq6uDh8fH6xatQoPHjyAh4cHsrKysHz5cpVkYTAYDAaDwfjSYUrQQsIpOFetWoWXL1/yij55GjZsCF1dXRARQkJC4O3tLXq47dSpEwDgxYsXCpV9YWFhGDx4sNJObdq2bQttbW1kZmYiNjZWMs7x48cBAB07dlSYj5SDj5ycHD5P+Re30aNHo2/fvqL4RkZG/IuGvFOakqh3fsi/bKxduxbVqlVDtWrVRPEaNmwIGxsbAMDhw4cl87pw4QKCgoKUdoACCI8sckcbiQh//fUX7ty5o3Q+UsgflZQ6NlmQ/TTuOK182gMHDuDy5csFlj1//nze+YM82travPMJ+X4vrrFZXJQrV4532qKov1+8eIHAwEDeplpJIdV3WVlZ+OeffxSm4caVfNqYmBicOnWq+AWUo2LFiihXrhwAxQ5SFM2PrVu3CkyHcKirq+Onn34CkLujSZl5X9SxryzcenXs2DGFytlJkyZh9OjRStvM5Mb3+fPnJRUXKSkp/Nr4OeaCPM2bN4ezszPS0tIQHByM58+fo0+fPirnI7/WSaFM//z999949eqVKPz27du8AlCREvHixYuSH1s4O92ampqSpzgKA9dHMTExktfv3r0LQ0ND/PrrrwCKb+wqmmfcvPT09ISDg4NSeXHj/NKlS5JtDuSu+cHBwUrlxyG1Tj169Ah//fUXPn78iIYNG/K2Urn1Py9ceIcOHYrNBMTw4cP5XZQjRozgzTQoQ7ly5VC1alWBbHnhwhs1aiRpu9Xf3x/m5uZITEzE/PnzcfnyZcmPswXh5+cHHR0d5OTk4MiRI5Jx9u3bh8GDBwuckHXq1Ak///yzKK6NjQ0GDx4MQOxMkMFgMBgMBuNrhylBCwn34vTy5Ut4eHjA1tZWFEdXV5f3JvzgwQPJl63q1avz3nYnT54sehlKTEzEggULUKtWLUllkxS2trYYNWoUAODXX38V5Xnw4EFcvnwZtra2vIJSioULF4q8sG7YsAH//PMPrKyseMUikGvv6uDBg5KKC+6hu1atWnxYSdQ7Pzp06AALCwskJiZi+fLlCl80dHR0MG3aNAC5nmLz1icnJwcTJ06EoaEhhgwZonT5FhYW/K7GN2/eAAD++ecfdO3aFWfOnClEjf7DysqKVypt375ddH3dunX5pudePjm5srKy0LVrV+zevbvAslNTU3H69GnJXbNS/V5cY7M44ewcKtrdxO1O/P7770ukfM67844dO0TtERERIXJKJE/evgNyvXGvXr26+AWVQ01NjW+XP//8U2Tv7tq1awKvy/J8+PABDx48EHkjBv4bM05OTkp5JS7q2FeWwYMHo1y5cnj58qVgZzNHdHQ0Dh06hKFDhyqtBPX390fdunWRnp6OhQsXiq7PmTMHWVlZaN68ueRJg5JEXV2dX9+3bduGDh065OugSBGcPcHY2FiRMuXevXsKd6XlReqY8ty5cwHk3otr1qwpme7NmzdYs2aNIIyIMG/ePAC5R6K5j15F5ccff4SZmRliYmIk6zVnzhxoaWnxDnGKa+wePHgQN27cEIS9evWKT8/NU2Xo0KED6tWrh6ysLP4+KM/NmzcRFhaGjh078h9BlEFqndq0aRO6d+8ODQ0N6OjoYOrUqQBy77t5HaTJZDLs3bsX+vr6BdoqVQUTExNERERg3rx5GD58uMrpuXvHn3/+ye8s5nj+/DnWrVsHdXV1hbZ0tbW1+d2nkydPRtWqVfmPcqpgY2PD3y9nzJghcoiWnp6OkJAQODg4CLzOv379Gjt37pR0oCZ1/waAnTt3wszMDC1atMj33sRgMBgMBoPxxUKMQpGYmEgACACNHj1aYbxff/2VjyeTySTjvH37lho1akQAqE2bNhQZGUnnz5+nNWvWkLOzM9nY2NDt27dVku/Tp08UEBBAAKh9+/YUFRVFFy5coPnz55ORkRGZmZnR2bNn+fgZGRkkk8no8OHDvLxdu3al1q1b06FDh+jChQs0Z84c0tPTI21tbTp06JCgvKCgIAJAnp6etH79eoqLi6OTJ0/SzJkzSU9Pj2xtbenhw4dFqjcn47p16wgA2dvbk0wmI5lMRqmpqQW2yciRIwkAaWpq0osXL/KNO2rUKAJA7u7uFB4eThcvXqQdO3ZQ48aNSVNTk7Zt26ZMNwjw9fUlADRhwgQ6d+4c9e7dm3R1dSk+Pp5SU1NJJpPRL7/8QgCodu3aJJPJeDkTEhJIJpORvb09AaB169aRTCajjIwMIiLau3cvqaurEwDq06cPRUVF0YkTJ2jMmDFkamrK9+nhw4dF47B///4EgPr160dxcXE0btw4UlNTozNnzhRYp5CQEAJALi4u9Mcff9CZM2fo9OnTtGjRIrKwsCBDQ0M6f/68II2qY5OI6OHDh5L1JyJKSUkhmUxGw4YNIwDk7+9PMpmMUlJSiIjo7t27gnEtk8no7t27gvznz59PampqZG9vT6tWraILFy7Q/v37yd/fnwDQwoULle5nRfIomv8XLlwgPT09wTw4ffo0zZgxg4yNjUlHR0eyz4mIpk+fTgCoVatWdO7cOZo/fz4BoM2bN0vOaXk5Xrx4QTKZjK/jsGHDBHOpoHbLycmh7t27EwCqWbMm7d69my5dukSrVq2ismXL0g8//EAAyNvbW1DfsLAwAkBWVlY0f/58OnnyJJ07d45WrVpFzs7OpKmpSXv37lW6vQsz9lXtIyIimUxGdnZ2pK6uTiNHjqSTJ0/SqVOnaMaMGWRgYEANGjSgtLQ0peUmInry5AlVrFiR1NXVaezYsXTmzBmKjY2l7777jtTU1Kh69eqitUqqT7m1latX3j5NSUnhr+VdY/KuyxyPHz/m2/XAgQMq1YvjzZs3VKFCBX4tjYiIoLi4OFq7di05ODiQkZGRSE6O0NBQAkCNGjUiHx8fGjVqFJ0+fZpOnTpFgwYNIgDk5OREjx8/FpU7bdo0AkCdO3emqlWr0rRp0yguLo6io6P5tadq1aqC8rg1Nm/bce1/9+5dyTVI/t5z/PhxMjY2JjMzM1qyZAlduHCBDh48SD169CAAtGbNGoGchRm73FpYu3Ztvo4ODg60Zs0aunTpEu3cuZM8PT35NV0eZeqQkJBAlSpVIgDUu3dvOnr0KJ09e5Z+//13srS0JDc3N0pMTFRpHDx48IA0NTXJxMSE9u3bR1FRUeTs7EytWrUSxBs+fDgBoIYNG9LevXvp4sWLtGrVKrKxsSFdXV3as2ePSuVyc9re3p7vT0XjXR7ufsw9a8j3gfyYISKaO3cuAaAqVarQtm3b6NKlSxQREUGurq6krq5Of/zxR75lXbp0iS9jwYIFknGUmbsZGRnUuXNnAkD16tWjHTt20IULFygiIoI8PT3JwMCATp06JcjXx8eHn2Pbtm2jCxcu0LFjx2jcuHGkrq5O7u7uovr6+fnx8l68eLHAtmQwGAwGg8H40mBK0CLAvWjk98IeFxdHAMjGxibfvDIyMmjZsmVUt25dMjQ0JG1tbSpfvjyNGjVK5RcOjuzsbNqwYQN5e3uTiYkJ6ejo8Hk+e/ZMEDc+Pp5/sOV+mZmZNHv2bKpSpQrp6emRiYkJ+fn50aVLl0RlvX37lv7880/y8/MjNzc3MjAwIDMzM6pevTpNnTqVkpOTi1xvKRm53/Hjxwtsj8uXLxMAateunVLtFxkZSW3atCELCwvS1NQkW1tbCgwMlKy/MsTHx5Ofnx8ZGRmRvr4+1apViyIjI4ko9+VZql7Tpk0jIqJ+/fpJXo+Pj+fzP3nyJLVq1YpMTExIU1OTnJycKCgoiO7fvy9KJ09ycjL16NGDzMzMSFdXl6pUqULr169Xqk4fPnygjRs3UufOnalSpUpkbGxMRkZG5OHhQd9//z0lJCRIplNlbBIReXt7S9af6D9lSd5faGgoERE5OzuLrjk7O4vKOHPmDHXu3JlsbGxIU1OTLC0tqV27dnTs2DGl2oJDkTz5fXO6fv06derUiR9rNjY21LVrV7p06ZJIfvk+//DhAw0bNoysra1JW1ubXF1d6bfffiOi/OcL0X+KIkVzSZl2y87OpqVLl5KHhwfp6OiQpaUl+fv707Vr12jt2rUEgJo3by5Ik5WVRbt27aJevXqRp6cnmZmZkb6+Prm7u9PAgQNFCmplUHXsF6aPiIhevXpFEyZMIHd3d9LV1SV9fX2qUaMGzZs3jz59+qSy3ERE79+/p5kzZ1LVqlVJX1+fz/O3336jDx8+iOJLycwpmvObC4qu5VVSy9OiRQtydHSk7OzsQtWNKLfNvvvuOypTpgyvCPP19aXt27eL1jVuzsrXxdvbm9LT02nChAlUrlw50tbWJltbWwoODlZ4b+TGdr9+/ejVq1c0dOhQcnR0JG1tbSpTpgyNGzeO3r17J0ijaI3l1mCp+SB173n8+DENHz6cypYtS9ra2mRsbEzNmjXj1/q8qDp2866FoaGhdPz4cWrevDmZmZmRjo4OeXp60ooVKygnJ0dQlrJ1SE1NpVmzZlG1atVIX1+fdHR0qHLlyjR58mRRuynLli1bqEqVKqSlpUXW1tYUGBgoudbv27ePWrduTebm5qSlpUVOTk40YMCAQq0Lqo53DkX347xjlCM2NpY6depE1tbWpKWlxT8rKKskrFatGmlqaiocz8rO3ZycHAoPDycfHx8yMTERtN/9+/dF+SYlJdH8+fOpefPmVL58edLT0yMrKyuqU6cOLVy4UPKjzo4dO8jU1JSaN29e6DWPwWAwGAwGozRRI1JgrIvBYDAYjEKyaNEijBkzBj169MCmTZtKWxxGIahevTrat2+PmTNnfvayw8LC0L9/f3h7eyu0s6mIkJAQTJ8+Hf369UNYWFiJyMdgMBgMBoPBYDC+PphNUAaDwWCozPPnzzF9+nSFTm+uXLkCINczOOPr49q1a7h+/brA9jODwWAwGAwGg8FgfM0wJSiDwWAwVOb58+cICQmRdID05MkT7Nq1C8bGxujdu3cpSMdQlTlz5ggc9CxfvhwtWrRQyQEOg8FgMBgMBqN0Sdi8DdGVauCwoytuTZqCnKyszy5DTEwM1NTUoKamBhcXl89e/v8DP44di/IuLpK/H8eOLW3xvmg0S1sABoPBYHy99OzZEz/99BPq1asHHR0dXLp0Cb/++iuysrKwbds2mJubl7aIDCW4ePEiIiIiYG9vj7t372L9+vWIjo7+7HK8efMGCQkJePbsGQAgLS0NN27cgIGBAcqWLZtv2qSkJP7H5XXjxg2YmZnBwcGhxGVnMBgMBoPx+TjToh2ST53ON06jU0dhVqeWUvllvX+PI+WqIOv9+3zjtf+YorSMn5uU8xdxZcBQ4N+TWg8WLYO2lRVcx4wqZckK5sexY7Fzx45izdPBwYF/psyPUaNHY/QPP6gkV926dbFp69ZCyfXp0yccOngQR48cwc2bN5GcnIwP6enQ0dGBkZER7Ozs4FSmDNzd3eHh6YmatWpBX19fkEf16tXx6dMnJDx9imvXrhVKjv9XmBKUwWAwGCpTtWpV/PXXX9ixYwfWrFmDX375BWlpabCzs0PTpk0xbtw4VKlSpbTFZChJ1apVERsbC19fXzg5OWHlypVo1KjRZ5dj9+7dgiP4Fy9ehKenp1K2QVesWIHp06fz/+/Zswd79uxhtkEZDAaDwfgGsfRpAh1bawDA8+27JOPEL18Js7BVSuX3ZMMmhQpQC+/G0LG2LJygn5F/du/lFaB82K69X4USlKNatWpwdHIShR+LjsaHDx8EYY6OjqhWvboo7r1793D/3j306dcPsuvX8fjxY9yQyUTxKrq7w9XVFW4VKyqUh1M2fvjwAceio6Gnp4emzZqhQoUKqlcOwPm4OPw4diwSEhIAALq6uvDw9ISlpSWyMjOR+OIFbt26hatXr2Lf3r0AAC0tLcydNw/+AQF8Pr369EGvPn3w1/btTAmqIkwJymAwGAyV0dbWRufOndG5c+fSFoVRDEydOhVTp04tbTEQFBSEoKCgQqUNCQlBSEhIscrDYDAYDAbjy8Tt5/H834qUoP/s3IOPc2ZC19Ym37yICI9WKFaWuv00Hpben//jcLHwlfnB7tm7N7p07SoKb9KwoWhXp1fdupi3YIEo7uJFi3D/3j2YmZlhybJlePjgAVo0ayaKZ2pigiXLluUrD6ds3LJ5M45FR8OvXTvMnTdPxVrlEnfuHPr364dPnz4BAHr36YPxEyfCwMBAEO/t27cIW7cOy5ctQ3Z2NjIzM/H27dtClckQw2yCMhgMBoPBYDAYDAaDwfiq0bGxFvyfk5GBx6tDC0yXdPAw0h48hE4BytIvHdsO7QA1NUGYXSf/UpLmy6Fc+fLw8vIShcfFxSE+Pl6pPLZu2QIACOzevVAyZGRkYOKECbwC1NXVFSEzZogUoABgYmKC0T/8gOkzZxaqLEb+MCUog8FgMBgMBoPBYDAYjK+aMv37isIerw1DTkZGvukeLlsJAHAe1D/feF865vW8UH31Cui7OEPLwhzlfxiBcqOGl7ZYXwSBPXpIhm9Xwq7n7Vu3cP3aNVRwc0PNWsrZmM3L6dOn8eTxY/5/90qVoJZHYZ2XHj17onLlyoUqj6EYpgRlMBgMBoPBYDAYDAaD8VXjPCgIappCi3+fEl/g+Y7dCtO8v3Ubr47FwMijMiwaNyxhCUsep97d0ezOVbR+9gCVZ8+EuubXYQFxxKhR+GvnTvg2bVrkvLp17y7Kq02bNjAxMRHF3bljB7KysvLNr6i7QAHg8qVLgv8Tnj5VKl1Ap06wtLSEvp5eoctmCGFKUCXw8fGBmppaoX5hYWH45ZdfBGGFtXfGYDCA+Ph49O/fH+XLl4euri7s7OzQqlUr7Nmzp1TlCgkJ+SLneUJCgmhdKi7y1llNTQ1dJWz4KCIzMxOOjo4lJp+qJCUloWLFiqhfvz4+fvxYanIoy4sXLzB69GhUqFABOjo6MDMzg6enJ/r27Yt169aBimADKigoqND3PalxoaamBh8fH8myHj16JIrr4uKitKxZWVlYs2YNmjdvDmtra2hra8PKygpVq1ZFQEAA5s+fj7i4OMEDbmxsbKHLY3w5hIWFFXqc5vdspwgXFxdR3EePHiktW506dVSqn5eXl9LlcYwfPx5qampoJmH77Gtm0KBBonVGGaTWl+L4KXLUJrV2quKY7dKlS/Dw8Mi3jIL4448/lB4vDMa3hp6jA2zatRGFx+dj7/Ph8txdoGWHBRe63Kz0dDxaHYoL3fviaMVqOGDphEhjG0Q5V0Ssb2vcnjIDqX8/EKW7Mmg49uma5ftLf/SEj5/+6IlknFjf1grTH3WrWqD8Lw4extXB3+FYVS8ctHHGfiNrRLm440zL9rg/bxEyUt4Uum2UxdnZGTVq1oSFhUWR87KzsxPlpaOrC/+OHUVxX758iWPR0Qrz+vjxI/bs3g0dHR107NSp0DIlJycL/r969Sp27dxZYLqBgwYh7uJFdOnWTeUyT8TEYGhwMBrUrYtKbm6oWa0a+vbujePHjimVnogQffQoJvz4I1o2a4YaVauioqsrateoAb/WrTHl559x7uxZUbqEp09R3sUl39/iRYsEaY4eOcJf86hUSeQEq0nDhqI8unXponKbAEwJqjT+/v6QyWSC3y+//AIAsLe3F12TyXkfGzJkCGQyGYYNG1Za4n+TcA+azBHG/w///PMP6tSpg02bNuH777/HqVOnsGTJktybyC5pg+ifi+HDh5faPOdezKVemGxtbSGTyXD48OFiL5er87p16/iwnTt34t69e0ql37x5M2/gvHbt2qK183Nz8uRJ3Lt3D+fOncPNmzdLTQ5lePjwIapXr47Vq1ejX79+iImJwZYtW1CuXDls3LgRAwcORHZ2dpHKkO8T7iff11L3PXt7eyQlJUEmk6F9+/YAcr1eXrp0CaGh0ja5HBwcIJPJMHfuXKirq+PkyZOIiopSSsa3b9+icePGGDx4MLS1tbF8+XLExsZi3759GD16NBISEvDjjz+iXr16OHr0KJ+uZs2aovowvl7yewZbt26d6Jq/vz/S0tIgk8kwY8YMPu769evzXYOioqIQ/e+L0u+//w6ZTAYHBwfJuAEBAaK19+LFi4JxmB8nT57EhQsXAAifMxWVBwA5OTnYvHkzACAmJkbkQOJrZsaMGXzfFQapcVC7dm0AwLBhwxQ+48tkMhw8eJDPZ8SIEZDJZAoV2rNmzYJMJoOzszN69eoFmUyGADlvvorIyspCSEgI6tWrV6T7T2JiIiZNmlTo9AzGt0DZIYNEYW8uXELK+Yui8IzXKXi2eTu0zEzh2FN1JRMAPN+5B0creEI2cgwSd+/DhydPYexZBVYtmiInMxMpZ+Pw97xFOF7VC9e++x7ZcsodM69asO/aEeoSu/zM6tWBfdeO0DDQ58M0DPRh37UjLJv6AAB0bG1g37UjrJs3hX3XjrBp20ol2dMfPcGpxs1xvmN3PN24CWn37sOgXFlYNfdF5tt3SD4ZiztTZiDavRqe79pbqPb5kuiu4Ej8tnyOxB+IjMS7d+/Quk0bmJqaFrpsHR0dUdi4MWPQtXNnbIqIQGJiYqHzluKXGTMwICgIR6Ki8OLFC2RkZODt27c4HRuLQQMGYPUqxR8GAODunTto27o1ggcNwl/bt+PBgwewtraGb9OmMDIywp07d7ApIgK9evRA927d8FzumUNPXx9+7drBw9NTlK+5hQX82rWDW8WKgvDDhw7xf3/48AEn8rzXNm3eHH7t2kFDQwPa2trwa9cODRsWbuf217E3+gvA1NQUHh4egrCLF3MXUi0tLdE1eaysrGBlZQVra2uFcRgMRsGsX78eycnJ6NatG0aOHAkAqFOnDj58+IC0tLRSlc3a2pr/fUloamrCw8MDhoaGxZ43V99Xr17xZWVlZeG3337DmjVrCky/YMECPo2BgUG+6+jnoFWrVmjfvj1MTU1RvXr1UpWlIMaPH4/ExEQsWbKEnwsA0LJlS/j6+uLEiRNFLkOqT7i+BiDZX1paWrC2toaHhwcGDRqEffv24ePHj3j8+DFq1qwpWQ53D506dSq8vb3RuHFjpWUcN24czp07h379+ol2W9WrVw/9+vVDixYtRB8I9PX14eHhIagP4+slv7WjbNmyouumpqZ48+YNPDw8YGdnh5kzZyIzMxOXLl1C375ie3Icbm5uOHToEAwNDTF48GDo6+srjGtqagpTU1N+7eXWujlz5qB58+YF1mn+/Pl8moKeMzliYmKQkJAAIFchumnTJvz4448FpvsasLe3h729faFfQKXGAeeMgluz5OGe8T08PODh4YEaNWrgypUrOHnyJJYuXaqwHAcHB7x+/RqPHz/Ghg0blOq3+/fvo3v37vj777/x559/YtAgsQJHWUaNGlXkD2AMxteOpW8TGLpXROqdu4Lw+OUrYeZVWxD2ZN16ZKenw2XoQGgU4rhx/IpVuDFmgiCs9taNsOvgByBXyXratzVS794DcnLwZO16vL91B/UP7YGGjg5cggfCJXggrgwYioRNQkWcsacHqi5dKAjTsbJErY3rcH/eIrw6FoNyI4bCddz3/PX0R0/w4oByGx/SnzzFqSbNkZH0kg9zHhSEqstyd+i9uXwVsU1agLKykPX2HS71DILalg2w82+ndPt8aVSsWJFfz+U5eeIEEhMTYWtrK0rDKUiLchQeyL0PSXH50iVcvnQJU37+GeXLl0fdevXgVbcu6jdoAEtLy0KVdSQqChoaGpg1ezY8PT3x4MEDzJw+Ha9fv+bjzP/tNzRr1gzlypcXpb965Qp69+wp2I0Z1L8/pkybBiD3GWPM999j395cxfiF8+fh36EDduzahTJlysDCwgJLli3L/RD476YIjoyMDMxfuBDa2tp8WFZWFqLzfCQ+dPAgWrf5b1d3yPTpuHv3LiL370fDRo2wZNmyQrUNwHaCMhiMr4gHD3KPkbi6ugrC+/bty3ZafwF0//fhYOPGjXj+/Hm+caOiovDgwQO0bdv2c4imFEZGRti7dy82bNgADQ2N0hYnX7jdZE3z2E1SU1PDiBEjUKVKlVI1LQDk2l7ijiGFh4fnG/fNmzc4cOAAevfurXT+mZmZ/K43RUoDTU1NdlqAkS8WFhZo3bo1AGDLli0FKpAiIiLQsWPHfBWgUnDrY3R0NK9gU8Tdu3dx4MABdFHxmFd4eDjKli2LatWq8f8zigdubbp+/XqBJxbCw8Ph7Oys9AedyMhImJmZQSaTYeDAgYWWMTIyEtu3bxfsbmYw/l9xGTJAFPZ85x58THzB/0/Z2Yj/cw2grg6XYNU/PqRcuISbP/4kCDNvWJ9XgAKAtrkZXH/8QZjubBxu/zRNEObUp6dY3u07kf2vJ/G8JGzaBqirw6FH4XavAsCVoGCBAhQAXMd+z/9tWrM6LLzl1jEiXBs2Cplv3xa6zC8BKQdJ2dnZ+Gv7dlH4wwcPcOH8ebiULYu69eoVqdzmLVoU+H7x4MEDbIqIwPejRqG+lxd6dOsm2CGpLO/fv8e8BQvQvUcPVPHwQAd/f/wwZowgTlZWFnbu2CFKm5aWhmFDhggUoHp6ehgzbhz/v7q6OsZPECr/Xycn47uhQ5GTk8OHeXp6wtHRURAv9f17nD59WhB27uxZvM0zro4fP45PecZ/1L+na1r9+9xWWJgSVAn279+PFStWqJwuJSUFPXuKFzQGg1E4MjMzAeTuHGN8eYwaNQp6enrIyMjAwoUL8407f/58BAUFwczM7DNJ923BPRTcv39fdK1Lly64ceNGkRS5K1aswP79+1VOd/36dUycOBFA7jzt9q/9osjISLx580Zhur/++gtqamoqKX1evXrF7wA3MjJSGK9evXro0qWL5Nd9xtdNz549kZKSonK6vOObU3AlJSXhyJEjCtP9/fffOH/+vErKeo4+ffrA3t4eADBnzpx84y5YsACtW7dGxTxHxfLj48eP2LlzJ3r06ME/e16/fh03btxQWdZviTJlyiAlJQWNGjVSKV3esdWjRw9+TY2IiFCYjoiwefNm9OzZU+kPUYGBgThy5AjKlCmjkozypKWl4bvvvkP79u3RUcLmHYPx/4Zjr+7QyHMKijIz8Xj1f6Z5/tm9Dx8TnsHGrzX0XVSff3dnzgbl+XBm0US81lg0rC8Ke7RqHT48Tfgvjk9j6DkLZch88xYv9h/MmxRvLl1B6u07sGrqAz0He5XlBoBXJ2Lx+sw5QZi2pQX0yzoLwkxrVhfK9DoFT9YrXgO/BvzatYOhxHPjX9u2iezpbykGh0gc9vb2+G7ECKXj5+Tk4Pz58xg+dCiGDBokspGZH1ZWVmiaxzZ4VYlTbnl3xAJA+IYNSEpKEoR5eHrypyc47B0cYJ/HRM+tW7dwIDJSECalsIzKo9g9dFA8zlPfv8eZPMrSI4cPQ11dXakTNfnBlKBKYGhoqPIXfyD3KJT8Nl95UlJSMGzYMNjZ2UFXVxceHh4FGk6/fv06evXqBXt7e2hra8Pa2hpt2rRR2SFMeHi4yDnAx48fMX78eDg6OsLAwAC1a9fGDrkvAzExMWjUqBEMDAxgY2ODYcOG4f379wrLSEtLw6xZs1C9enUYGhrCyMgItWrVwrx58xQ6HElMTMS4cePg4eEBIyMjGBoaokaNGpg4caJggnLOBtavXw8AmD59eqGM5XPcunUL/fr1Q5kyZaCtrQ1TU1N4eXlh0qRJCu0y3bx5E3379oWTkxN0dHRgbW2NDh068LbC5JFyjPX69WsEBwfDxsYGRkZGaNKkieC45o4dO1CzZk3o6enByckJkyZNEnmtk3LskZOTgzlz5qB8+fLQ19dHlSpVsHLlSj7N1atX0bp1axgbG8Pc3Bw9e/bM1/5IZmYmli1bhnr16sHExIQ/QjplyhTR1xogd9dVXgcOe/bsQb169WBgYAALCwv06NGjwF2CeeHsv0r1eV6HJkSE8PBw+Pr6wtzcHLq6uqhQoQK+//57/PPPP6K8XV1dRc4Ozp07Bz8/P1hYWBR6XAG583zkyJEoU6YMdHV14eLigvHjx+c7d548eYLhw4ejXLly0NXVhYWFBVq0aIHtEl8nuXZ5/PgxAMDX11cpxw0AsHbtWlStWhV6enqwtbXF0KFD8e7dO5XrKI+VlRUGDMj98r5y5UqFyonr16/j2LFj+P7775XKV5VxKOW4RN4hT0xMjKSDi7xOUhStxy9fvsTYsWPh5uYGXV1dmJqaon79+li8eLHoayXHqVOn4O/vDxcXF369aNWqFVauXImXL19KpikIzh5dSEgIMjIyCpVHfujr6xfKhIKxsTF0dXX5/zll0adPn/DXX38pTBceHo727dvD2NhY6bIsLS15pcSBAwcUxtPR0cH27dsLNHGQk5OD3377je/bMmXKYOLEifzHFylevXqFCRMmoFKlStDT04OpqSkaNWqE1atXi3YUSjni8cnjLGrcuHFQU1PD+fPnBeF5x7X8enTt2jX07NkTrq6u0NXVhbm5Oby9vbFw4UI8VdLzKEd8fDzmzp2LJk2awMHBAdra2rC3t0dgYCAu5fFqCih2vBYeHo66devCyMhIcj3KyclBWFgYGjduDBMTE+jp6cHV1RXDhg3Dw4cPlZaXu2erSt7x3aFDB37s5bd7Mjw8HLa2toVyOqStrY0ffsjdDbRr1y7cvXtXMl5SUhI2btyIsWPHqpT/vn378PbtW/To0QPdu3cX9EVhSUlJwbp169CuXTveGaG5uTmaNWsmeU8CpO+pp06dQtOmTWFsbAwTExO0a9cOd+7cUVju27dvMWbMGDg7O0NXVxfOzs4YOXJkoRTe6urqMDU1haaK3pHzji07Ozt+5/2mTZsUOp47ceIEnj59qpKi3M7Orsg796dOnYpXr15hWRGOBzIY3xJaxsaSNj4frw1Dzr/PTQ+X/QkAKDd8iMr5Z757h1fHxKaHDMq6iML0yjgC6kK1C2Vm4sXB/46tq6mpwam3eIfi0/DNorCEiFzFnGOvQFXF5kncL35u0rUTfyyWCnsRqfrOxC8JfX19dOjQQRT+9OlTgdItIyMDu3buhJaWFjp17lwsZY/+4QdMnjpVpFAsiKNHj+JHFZ4L3N3dRWFSz9ivJN5DDknsPHVycpIsx1HCTnnenastJZSgR48e5Z+Tc3JycCQqSvI+KJ/Xs4QE3Lx5EzVr1YKllZWkPMrClKClQHp6Otq3b49q1aph7969+OOPP/D8+XP079+f/9qQl4iICNSqVQunT5/Gr7/+ilOnTmHx4sV49uwZAgIC8N133yldfvv27QVG33NyctClSxfY2Nhg165d+PPPP/HkyRN07doVO3bswNGjR/Hnn39i1qxZ2L17N6pWrYo///wTvXr1ksz/6dOnqF27NqZOnYpmzZohKioKBw8eRL169TBhwgTUr19f9HXh8ePHqFatGsLCwjB06FAcOXIE+/fvR5s2bbBo0SLUrFmTV/RwzgY44/h5DdoPHz5c6bbYtGkTqlevjujoaISEhODMmTMIDw+Ho6Mj5syZAw8PD5EidNOmTahRowaOHTuGmTNn4syZM1i5ciWeP3+O5s2b4+effxbEz+sYKz09HQEBAfDy8sL+/fsxZ84cXLp0Ca1atcK5c+ewfv16HDlyBMuXL8dff/0FS0tLzJkzB2PybGGXcuwRHByM9+/fY/PmzQgPD8fHjx8xdOhQLFq0CDKZDFOnTsWYMWOwb98+tGrVCps3b0bbtm0lj/+9ffsWvr6+GDlyJCpVqoS9e/fi2LFj6NixI+bOnYtq1aqJdqFdu3ZNcExs/fr1WLduHebMmYO9e/fCx8cHW7ZsQatWrURK3fzgHA1I9bm8A5WMjAx07twZffr0gaGhIbZs2YJTp05h6NChWLt2LTw8PHDunPCr58GDB3mHLgBw7NgxDB48GH379sXhw4cLfZQ2NTUVPj4+MDc3x/bt2xEZGYkaNWpg3rx5aNy4seSuuGPHjsHDwwObN2/GDz/8gNjYWP6jRbdu3dC3b1/BEQOuXTjZ8zp+UOS4Yfr06Thz5gz+/PNP7Nq1i1eWdyuE18G8jB07FhoaGkhNTVX4MjZ//ny0b99eZNZAClXHYVRUFL8L1djYGFevXhU45KlTpw5kMhk6d+7MO/6pU6cOQkNDBY4ypLh+/To8PT3xxx9/YMCAAYiOjsbGjRvh4OCA77//Ht7e3iIF9x9//IEmTZrgzZs3+P3333HmzBmsWbMGWVlZGDp0aKHb/Kefco9fXbt2DYMHDy5UHp+DBg0aoFy5cgAUK2MSEhJw8uRJhfcURWhpafGKzenTp2PRokUKP7Ipw+DBg5GcnIzw8HBs27YNZmZmmDt3rsDmqjzceFiyZAl69uyJEydOYOfOnXByckJwcDDatGmD9PR0Pn5oaChWr14NIFeBK5PJRM6i9v5rWynvx82oqCisW7cOGhoaiIuL4+9z+/fvR61atXDz5k3MmjULsbGx2LRpE2xsbDB27Fg0adJEpTbo2rUrJk6cCGdnZ6xfvx4nT57ElClTcPr0adSvXx+7d+8WxJdyvDZz5kxs2rQJM2fORFRUlGhXWkZGBjp16oT+/fvDxsYGmzZtQlRUFAYOHIgNGzagWrVqOKak19LiQldXF53/fcHZvXu3QhvTmzZtQvfu3Qu9y3rIkCEwNTXlFe5SLFu2DO7u7vD19VUp7/DwcN5+ZZkyZdCgQQNeZkUKu4KYNWsWBg4ciOTkZMyfPx+nTp3Cn3/+ibS0NHTr1k3S3mjee2p0dDSmTp2K8ePHIzIyEj169EBkZCR8fX0l74MvX75EvXr1sGjRItSrVw8HDx7Etm3bYGpqCh8fH6SmphaqLsUBp9h8+vSpQrvLERERqF69OipXrvzZ5Lpy5QoWL16M6dOnF2k3KYPxrVF2qPiI+6fEF3j+1y68uXINKWfjYFjJHZa+qt0rAeDtlesgiXcZLQvxCSc1DQ1omYgVUG8uXBb879SnJ5BHEfTyyDF8evHfe3NOZiaebdsBTSMj2BbBNufby1dFYRoSm76k7KS+uSTePfi1IXUkHgC2yulijkRF4XVyMpq3aFFo25xS9B8wACdPn8akn39GjRo1oK6unEru4IEDuCqxc1MKM3NzUZi6hJIx73NzdnY2bkiYfFF0cs9UIvz6tWuC/2vVqiXymfE6ORkX/v3gf+niRbx69Qod/P1FGw+PHjnC6ym4o/AtW6nm/EsSYhSa0NBQAkDOzs5KxZ82bRoBIA0NDdq1a5fg2vr16wkA1a5dW5TuypUrpKWlRcbGxpSYmCi4lp6eTmXKlCEAFBERUSj5NTQ0aOnSpYJrW7ZsIQDk6elJPXr0oOzsbP5aWloamZiYEAC6ffu2IF12djZ5eXkRAJo5c6aozPHjxxMAatasmSB85MiRBIDWrFkjSjN37lwCQPHx8YLwfv36EQCaNm2aSvXmuHz5Mmlra5Oenh7dv39fdL1Tp04EgK5cuSJIo6WlRbq6unTv3j1B/Pfv31P58uUJAG3cuFGUn3z/79u3T3Btzpw5BIB8fHxo0KBBgmtPnz4lNTU10tbWpjdv3ojyPX78OJ/v2LFjBdfOnTtHAMjKyop69OhBaWlp/LWcnBxyc3MjAHTw4EFRvp07dyYANHDgQNG1FStWEACqXLkyffz4UXQdAAEgLy8vysrK4sOzsrLI2dmZAND+/ftF6QqioD4fO3YsAaAWLVpQTk6O4NqBAwcIANna2tLLly9FaTm5rKysRPPMzc1N6XHG9bO6ujr98ccfgms5OTnk6+tLACT72dTUlADQyZMnBdcyMzOpQYMGCucVJ/vx48cVyhUfH8/3S+fOnQXXUlNTydDQkADQjRs3lKqnPNwY5OZoz549CQBZWloKxhwRUUJCAmlpafF15PrU29tbMu/CjMP09HQyNjZWOM4yMjLIwsKCVqxYIbrm7e1NACg0NFQQ/v79eypbtiwBoAMHDojSde3alQDQ4MGD+bDMzEwyMzMjHR0dUTtkZmZS1apVFda7IBYuXEjq6up8n06YMKFQ+agK19eqPD5MmTKFAJCamho9efJEdH3u3Llkbm5OGRkZKstz6NAhUlNT42UyNzen4OBgOnDggOTalBf59XP06NGCa48ePSIApKWlRSkpKYJr796948eD1HrfrVs3yXH74cMHMjAwIAB09epVwbVbt27x9fDw8BDlOWHCBNF48fT0JAD0999/i+K3bdtW6ecTjlq1alHHjh1F4ffv3yc9PT3JOU0kXF98fX0F6/7z588F69O4ceMIAAUGBoryiYyM5NcOqfudKnDy5LcuyhMdHc2nCQ8PF12Pi4sjAHTx4kWV5ODahpPjp59+IgCkra1NCQkJgrjp6elkaWlJGzZsIKL/7icF9WNycjJpa2vTrFmz+LBly5ap3AZ5GTt2LDk5OVFqaqog/NOnT1SlShUCQOfOnZNMy92XnJ2d6f3794JrjRs3JgC0bNkyUTpu7rRr1050benSpfy6V9hnP3m49V7ZvN6/f0/6+vqS93Aioo8fP5KpqSnNnz+/SHKp0m9ZWVlUu3ZtqlatGj/v5Odj3mdnBuNbZa+OKe3VMRWFn27ux1/jficbNaPL/YfQXh1Til+1VhD/ZcwpUfy9Oqb0MuaUIN6z7Tsl472IOiop32HniqK45/y7iuVt0U4U7+/f/1sr/9kbSXt1TOlK8AjJctLiH4vSH6ngKYp3rFpdSfmV/WXmWdfzIv+8qOqziCIaN2hA5ZydBb9xY8YUOr/2fn6i/NwrVKDXr18TEVGfXr2onLMznTxxoljkV8S7t2/p2LFj9NucOdTJ359cy5YVycX95s2dK0q/fds2pdrl6ZMnoniNGzQQxHn58qVkub/NmSMp+6gRI0Rxq7i7i+JN+flnUbyQf++9M0JCqJyzMx07doyGDRkiinf69GkiIuretSuVc3aWfJdQFbYTtBSwtbVFQECAIIzbrXHlyhXR0cZp06YhMzMTQ4YMgY2NjeCanp4evyOkIBt8itDQ0OCPsHJwR/RkMhmaNWsm+EKhr6+PunXrAgDOnj0rSLd7926cP38e+vr6op2LADBx4kRoamoiOjpacHT83r17ACC5NbxLly7w8/MrlEmC/OCOkXbv3l1yR9ro0aNFYVxfdO/eHRUqVBBcMzQ05I/3Tp48WaFzBTs7O7RrJ/xyx7V3TEwM7zyBw9HRERUqVEBGRgYuXxZ+MZQnOztb5BzIy8sLenp6ePnyJX9EnkP+KGbefrx8+TJvDmHy5Mmisrij/Ldu3cr3qN3AgQMFO2Y0NDT4sZ53R2ZRSUxM5D22/vzzz6It9W3atEGtWrWQmJiIxYsXK8ynd+/eonl24sQJpY9uc5iamoqctaipqWH8+PEAcs06yJsi+O233/DmzRv4+PiInCloampi0qRJAIC5c+fma1tRGYYMER77MTAwQK1atQAUT79M+NdQ9qtXr7B27VrBtSVLlqB69epKOYwo7DjU09NDYGDuESGpY+379+9HamqqaK7lx+rVqxEfH486deqgjZynQg7u6Or69et5z4uvXr1CSkoKtLS0RHZsNTU1MWLECNSvL7YTVRBDhw7FmDFj8PPPP/Nrydy5czFv3jxBvMePH0NTU1P0Kw7P8arA7Z4iImzatEl0PTw8HN26dSuUrd9WrVphx44dsLOzAwC8fv0aq1atQtu2bWFhYYFevXopNaazs7NFJyqcnZ3h7OzMew2XhxsPZcuWldzBOmXKFAC5uz+5+xuQu+OwRYsWAHKPL8uzd+9e1KhRA1paWrhx4wbi4+MF1/ft24f2eTxs5nfvDA4OVvnYdnBwMKZOnSoKd3V1RYMGDfDq1StJsy/yfP/994J1387ODvHx8ahXrx5evHiBJUuWAIBkOW3btoW7uztevXqFjRs3qiR7UfHx8eGN90vd18LDw+Hu7s6vlYVl9OjR0NXVlbSdHBYWBh0dHZXWJgDYtm0b/zzD0bVrV/4IeH42LPOjZcuWWLJkiWh8aWtr82Vt27Yt3zx69uwpMq3BPXvknZvx8fH8MXvOtrA8Q4YMgYmJiUp1KE4MDQ35Eyl//fWXyARKZGQk3r17hx4KdhiVBEuXLsXly5exatWqL96hH4NRGrgMETsbe3PhEp5t/QtapiZw7Fn4I+XSKDBtoeSOfKe+4meKBLkj8U//PQrv1LuINiol5NG2tIB9145K/XIylT/R96Uida/NyMjArh07+KPxjo6OaKiiTWlVMTI2hq+vL36cMAE7du/G2bg4/Dh+vKTd0r///rtEZVGEIpMtpOS4biXx7nQkKgpEhKioKBgaGqJBgwZo0bKlKN7hgwfx+vVrXLp0CZUqVVJ4NF8VmBK0FJCyS8Y5bMjOzkZycjIf/vHjR94uQ8OGDSXzc3NzA5CrQC2MTT83NzeRglF+y7eUvFb/2mHIa09y165dAHKVb1JKSzMzMz6/nTt38uHly5cHAEyaNAknT54UpClXrhz2798v2kZdFD58+MC3a16bbBz169fHwYMHedk+fPjAH/lTlIY7vvb48WOFCkup9ixse8tjaGjIy8qhpqbGe2cuTD+6uLiIbG4CucpMTokl3495qVmzpiiMOyKX1yRCUYmMjERGRga0tLQUzhWuf/KTuZ6E5z9bW1uV7c7Vrl1b0gYZpwTOysoSKBO4Y6aKxhYXnpqamq/jDmWoUaOGKIxbg4qjX6pWrcp7W54/fz5v+iA1NRWrVq2S/EAiRVHGYf/+/QHkKo44pSTH+vXr0b59e5WcMnGyFLQOZ2Rk8B8VrK2tYWxsjNTUVAQFBYnm2eDBgzF79mylZQByX3hXrlyJhg0bYsaMGdi2bRs/psaPHy9QOtvb2+Pq1avYs2cPsrOzsXHjRly9ejXfI/8lgZubG2+aIa9y6caNG5DJZIVyNMPRsWNHPHz4EOvXr0fr1q15W9xpaWnYtGkT6tevj6FDh+ZrgsPAwED0YQtQPC+48eDt7S35YOjh4QFLS0vk5OSIjrZzShTu6DvHnj170KtXL74/5a8/fPgQt27dEtmw4tb8vn374sGDB6Jy8n6EKIjg4GCFtlM5BaG8UlcKqTXUxcUFurq6/DptZmam8LgwN5c+t7JeXV2dV14dOXJE0OfZ2dnYunVrkcYph7W1NYKCggAAq1at4tennJwcLFq0CCNGjFD5g0B4eDjq1avHm57gyuGU4FIKO2Vo2bKl6KM9h7LjQZXngEOHDoGIoK2tLTmOtLS0iqyELircGHjz5o3IeVxERASaNm3K16+kSUhIwJQpUzBs2DB4eXl9ljIZjK8N24D20JGwa0nZ2XDq1xuaKtpm5NBWYJMwJ0N6rc2RsN+uI5GHXacO0Myj/Honu4m312TISHmDpAOHoe/iDPNGDQoh9X9oW4iPS+s5l0GtjeuU+mmbmRap/C+BDgEBkvqKbdu2YeuWLSAidA0MVPq4ekE8ffoUoWvX4uyZM/nGs7SywtDhw7E2NFRUtirOkQqDmZmZ5Ac1Rf4HpOzmc7oHeerWrSt67/rn+XNEhIfj+bNnaOLtDR0dHTRt1kz0/hx1+DCOREUhOzu7eI7CgylBSwVzCRsN8o4k5B9U79+/zw+6zp07S+7q4bzp5uTkqOxwBpC28SA/+KWuc4Mz70M1Zz9TSmHB4ezsLIgL5O4cc3JywqNHj+Dt7Q13d3f89NNPuHjxovIVUQH5duXkyYuWlhZat27Nex2WT6OofvJ5KXKqVJztXVC+8nl/jn5URiZurBfmhSw/ODkcHBwUOkDgZL59+7bAtqY8Ugt3YbBS8HCkr6/Pl8E5xnj37h3vwERRmxsaGvLp8mtzZchvDSqufuF28Tx58oTf/bd69WoYGRkp7QG8KOOwfv36cHd3x6dPn7B5839f0F+9eoUDBw6gX79+StdFPv8lS5ZIrsPy/c31pbq6OhYuXAgNDQ1s2rQJZcqUQevWrfHnn38WStn84cMHzJw5E0CuAx0gd9frvn37eMX2kCFD+N2zWlpa8PDwwMePH6GhoYH27dvDw8NDZWPsxQGnOLhx4wauX7/Oh4eHh8PFxYW3X1hYdHV10bdvXxw8eBCvXr3Cli1b0L59e/7hceXKlfnuAJeaE1y+QPGuke3atYO6ujouXrzIO2tLSkpCXFwc2rdvzys65ZWne/bsQcWKFUWK2vnz50NXVxdHjhxBhQoV0KRJEyxcuJC3oa0qGRkZWLJkCRo3bgxLS0toa2vzY3zDhg0AUKBNxvzWUK4tUlJSJOeRpqYmv0NWVadOxQE3TrOzswU22o8cOYKXL1/yXteB3A8vrq6uoh+30zU/fvzxR5Ht5D179uD58+einfoF8ejRI5w5c0Zy9yEXJqWwU5Y9e/agffv2cHBwgK6uLt9PAwfm7q4qaDyo8hzA3RPt7e0V7moszg/ihaFly5a8DPI7bN++fYvIyEjBzvBnz55JjhFV7R8r4rvvvoORkRFmzZpVLPkxGN8i6pqacB4g8cynrg6XYPEuUWUxrVkNahLvGxmvXovCKDsbmW/EDmVNvcQfpTX19WHfOUAU/jR8M55v34GcjAw49gwssjM142qeorDMZLHs8mR//IjMN2+RlY+D168JQ0ND+LUT21W9f+8ewv61w96la9diK+/+vXv4ZeZMLFywQKn4tWvXFj1nqrKBozBoaGjAw8NDFJ53QwmHlMPC6hKbbTQ1NdFMwqP7vLlzAfxn59PExAR18nzUS0pKwrJ/T3tKeZovDEwJWgqo8jVBfmcnt4sn749zRiOTyfJ9ISusPIWRV0/CiDIHd03eq3OZMmVw9epVTJ06FQ4ODrh79y5mz56NOnXqoFatWjhTwBcTVZFv1/xkVTWNfLiU93SgeNu7pPItbD/m5XMezVJFZiJS6KG9uGTOzxMtJwcng7LjUZk2V4bi+qKZH97e3rzZjN9++w2ZmZlYvHgxRo8erbSX3qKOQ263lfyR+IiICJiZmfE7VZWFk2X06NGS6/DVq1f5dbir3APTwIEDcebMGXTr1g1qamo4fPgwhg0bBicnJ/Tv31+lvrxw4QLvTV7enICxsTEOHToENzc3ZGdno2fPnjh69Ch/fevWrfD19S2Ut/fionv37ny/c7tBiQibN29Gr169ivwwL4+RkRECAwOxd+9eXLt2DWXLlgWQqzBUhKpzoihj09LSEvXr1wcR8Qq/ffv2wdXVFW5ubvyR91OnTvGmL/bu3Ss6Cg/kmvm4cuUKBg4cCAMDA5w6dQpjx45FuXLlEBAQgGfPnildpw8fPqBJkyYYPXo0UlNTsXTpUpw9e5Yf35xytqCjT/mtoVy7lS1bVuE8un79OmQyWZG8mheWqlWrwtMz98VQvvzw8HA0aNCAH0tAbl0ePHgg+il6UZCnXLly/MegpUuXIj09HfPnz0f//v1VfsGRd56Xl44dO/IKx8K05+jRoxEQEIALFy5gwoQJiI6O5vtpxowZAIo2HvLCKVTzm1eFMZtRnGhqavLmViIjI/kXwO3bt0NdXZ13sAXk7pCRGiOqzEtF7Ny5E3v37sXixYtL1UQAg/E14Dywn0hhadO6BQzKl1WQomA0jYxg1cxHFJ4e/0gc9uiJ6Pi5urY2bNpK72pz7CP+qPVs6194sj73w4tjryIehQdg00Z87PjD04R8FZznO/XAIVsXXP/uhyKX/6UQqMD8zIcPH+Dj68ufCCpOLl+6hLt37igVVz/PxoVqCk7rFCdSR9cVfZiWCm8tkR6QVmCmpqZCW1sbPnLOIKWOxD9/9gxlnJ1RUcLrfWFgStAvHCO57fDW1ta8509FP/kdpaWBsXGu57v8tmpz1/I+tJmbm2P69Ol48uQJjh8/jsGDB8PAwACXL1+Gt7d3se4K5eQsSFZV08iHf80PpUXpx9JCFZnV1NQEc6skyO/oLScHJ4Oy4/FLa/OC4GyD3rx5E0FBQXj9+rVKnsyLOg779u0LDQ0NXLx4kd+Btn79evTq1UtpRSwH11cGBgYFrsN5d8J5eXlh69atePHiBdatWwcfHx9kZGQgLCwMzZo1U2g/OC/yL855x6+1tTWOHDkCR0dHZGRkoGPHjjh//jyuX7+OHTt2YMSIESrVt7ixtrbmbWFu3rwZOTk5OHnyJJ48eVKkI8avXr3Kd/eyh4cH5syZAyDX7EdR7elyFHVscgpFTgnK7bYDchWEHh4eyMrKwoEDB/DmzRvExsaKjsJzuLu7Y82aNXjx4gW2bt3K57Nnzx7Ur19f4QefvCxbtgxxcXGwtLTEsWPH0KNHD9SqVYsf16qaBJGCG7eZmZkFziMpW92fA248XrhwAffu3UN6ejp2794tGqdBQUEgItEvJCREqXLkbScPHjwY586dU9n2NJD7YScnJweOjo6iXbXm5ua859cDBw5I7thQxIULF/hdrX/99RdGjRqFhg0b8v3j4OCgsqwFwX2oyW9eSR29+9xwYyEjI4O3YRoREYEOHToI1mYXFxfJMRITE1NkGThzGT169BD1u/zccXV1Fe3mZjD+39C1t4NT7x7QdbDnf2W/G1rkfCtOmQS1PB96kk+dFsVLjhVv5nEZOgh6DtKmMywa1oeBq9DEWUbSS7y9dAXmDeoVSXnLYdWimWg3KGVn45/d0qcGUu//jeSTsQAAp35FNw3zpVCjZk2FijVFCtLiYOKECUhLS8s3zvPnz3Hn9m3+f0NDQ5FfkZKgT9++olMXN2QykbxPnz5F4r8nmjiqeHgoVII2bNRIckNG/QYNBPdOKSUoUExe4f+FKUG/cNzc3Hj7Zvfv31cY7/Dhw5IOQD433PbpR48eKYzDXZPaag3k7sjx8fHBqlWr8ODBA/5lcPny5cUmp3y7Kjo2SERITU3lX7Dl0yiqn3y4ovp9DRRHP35uODmePXumUAHJyVy5cuUS3w3J7djLS1paGm/3t2LFigByFSqckWdFbZ6amsqn+1LavCACAgLg/u+DxaZNmzBw4ECBwrcgijoO7ezs0OrfG2ZYWBhkMhmuXLmi8lF4+fzzW4evX7+ONWvWKDzqbmpqiv79++P48ePYu3cv1NXVcenSJcTGxiolg/yReynD6GXKlEFUVBQsLS2RmpqKNm3aIDAwEN7e3rwdytKEUxwkJCTgxIkTCA8PR61atfgxUhisrKwKtHtZtWpV/m9FZjBUpahjk1NoRkdH49WrVzh69Khgpyf39969e3HgwAGYmJgUaDJAX18f3bp1w969e3H27FkYGBjg6dOn+dpAloezwVmvXr0SO27FtcXz58+Rnp4uGefjx49Ys2YNTp8Wv0h+Dnr27MnfHyIiIrBr1y5kZGRI7rQsCjVq1EDLfx/0N23ahA4dOojsehfEpUuXcOfOHaxcuVLhztrQ0FAAQoWdMnDjwcjICI1K2CkEB7cWPH/+XOF9vLjtiRcGLy8v3nZtREQEEhIScPLkyWKxGasss2bNgkwmk+zzAwcO8PEOHDgg2s3NYPw/Uu3PJWjx4Cb/k9rFqSqmtWuiyrxfBWGvT5/FP3sj+f8zkl/j7/m/C+KYN6yPSr9MyzdvJ4ndoADg2Lt4HK+pqamh5vrV0DQWflS/9fM0vL0mE4S9v3UbF7r1AWVlwa5jh2Jpuy8JKWWnra2tYHdicXP92jV07dwZsadOSZ6ouHP7NgYPGMDfC9XU1DBt+nRYfQaTMPr6+vhj5UrBqYyPHz9ikdwx/uzsbPz27yYDDktLS6z44w+Fp7t0dHQk2zSvctPe3h5VJJ6dmRL0/whdXV3eEzHnlCcvGRkZ6NGjB/+gW5p07NgRAHD+/HnJF5yUlBRcu3ZNEBcAOnXqhJ9//lkU38bGht85ltepCLeTS37huHnzplIvfPLtquiL/OHDh2FkZMTbfNLV1eWP0B4/flwyDRfu4uIi6Xzma4Hrm0ePHkm+5GdnZ+PUqVOCuKVN27Ztoa2tjczMTIVKJa5/PofMFy9elHyJ4xx/aWpqormcbRROpoLGlqGhoSAdlxcgnAsxMTF8H5UWampq+PHHHwHkHokcPXq0SumLYxxyDpLCw8Oxdu1aVKtWDdWqVVNJDiB3jQKAY8eOKdyJNGnSJIwePZq3ufn06VPY2toKbGBytG/fnpcjP4dn8jRo0IA34K5ova9UqRIOHjwIIyMjvH79Gnfu3MEvv/yiVP4lTUBAAP8FeN26dfjrr7+KxTZeXs/teeFsZdvZ2Sm0/akq3Hg7ceKE5MOrTCZDcnIy1NXVJRXQ7u7ucHNzw4cPHzB+/Hjo6uoKFE2csuLQoUPYsWMH2rZtK3ms2NbWFpGRkaJwLy8vXsGm7Pji6qHoeHNx2Oj08/ODjo4OcnJyFDp427dvHwYPHlygw52SwtHREd7e3gByFVzh4eFo06ZNsY0debjdoAAwduxYldOHh4fD1tYWAwYMULijtm/fvvl6vVeE/HiQGhMlYbO1devWUFNTQ0ZGhshzPJC7C7Sg+f654NauU6dOYfbs2TA3N+c/un0OHBwcFPY5p6AFcj/gF+dubgbjS+LerN9wqc8AXOozgA/j/n+0SjXHgFy6e7/+Jl3Wr+KyAKDs8GDUigiFlpyjoYuBfXC6aRuc79ITxzxqIe3+vx+u1dXhPLg/6kXuhPq/G2sU4dirO5Bnw4a6nh7sO0t/1H5/+w4u9RmAG2PGi65lvErmZf/08hUfbuReEQ2PH4Khe8X/4ia9xMn6Poj1bokL3XrjZANfnKjTGKm378CucwCqr/0jX7mLm4iNGzFqxAiMGjFC0tzM+bg4/vpBuQ9AqhDQsSN0dHQEYZ27di12s27WNjZwkTOrc/fOHfTr0wdetWujd8+e+G7YMAQPGoQWTZvCr00b3Pn3yLytrS1W/PknOsmZWwGAgwcOYNSIEdgkcW/n2oVrk1EjRmC6xEmV169f8+0nT/UaNfDXzp1wq/jf2Ahdtw6tW7TA0OBgNPf1xQG558+6deti1969cCzAc3veXaLq6uqi91pAvBvUysqqWHUrTAn6FTB9+nRoa2tj7969iIuLE13/9ddfkZKSwjvKKE38/f1Rt25dpKenY+HChaLrc+bMQVZWFpo3b857LQVyJ+DOnTsljzVyL0J5PYJy27TljzcuXrxY6eNkXLtu2bJF5FU3JycH8+bNg6mpqcC+X0hICLS0tLB161bRTqzU1FTe8cYvv/zyWe1hFjc1atTg7ZVJKVBWrVqFpKQkVKlS5bPufMgPW1tbjBo1CkDunMj70nbw4EFcvnwZtra2KivjCsPr16+xZs0aQRgRYd68eQByj1La2Njw13788UeYmprixIkTIuVldnY2f6R34sSJohcZqbkQHByM1atXF1d1Ck3v3r2xYMECrF+/XmWbxcUxDjt06AALCwskJiZi+fLlhdoFCuR6ci9XrhxevnyJ33//XXQ9Ojoahw4dwtChQ3klaHZ2Nl68eIHdu3eL4n/48AEJCQm5X+IlvCdLoa+vzzucWrRokUJHJ46OjgIv0cOGDSvQecnnQF9fn1cehoeH4/3795LOXFRl8+bNkMlkktcyMzMxe/ZsAFDJFENBDB48GC4uLoiPjxc4R+HgHJUMGDBA0us88N9uz7CwMJGSs27durCxscHbt2+xa9cuSXugAPDixQveEZY8OTk5/H1NWW/a3E7T2NhYkeL03r17xbIz08bGhl9/Z8yYIbrnp6enIyQkBA4ODuhegsfQCoJbTx48eIBDhw6V2H2uadOmWL58OVasWKHybkvOeVNQUFC+5j3U1dV5+8ixsbFKO83ixkNqaioOHTokuJaRkSE57ouKi4sL3+9z/3WWIM/KlStVOtJfknBjgoiwYsUKdOvWrdTtlarCp0+f0KxZM5ibm0veoxiMr4FXMSfxfPsuPN++iw/j/k85r9oHEy5d8gnpDQTJJ06JyuKw7xyA5vdl8Fy6ELb+7aDn5Ii312RIOnwUalpaMKtfF64//oCmsguounQhNJQwX6fn6ACrZsJdc7bt2kBLgUmsT0mv8Hz7Lrw4IN40lZ2ezsuenSbcpGRcpTJ8Lp1GrfB1cOjWGfrlykLTwABvLl7GqxOnQFlZKNO/DxocjUTtiFBoSnhTL0muXr2KyP37Ebl/v6SplISEBP76vX+d66mKiYkJ2rRty/+vyM52UfHw8ED08eM4duIEfps/H3369kX9Bg1gaGiIGzIZjh45gpMnTuD169eoVKkSOnbqhCXLliE6JkZyF+S9u3cRuX8/v8FMHq5duDaJ3L8fx6KjRfE+fPjAt19e3CtVwoFDh7By9Wp07tIF5cuXR2JiIo4fO4Z3797B3d0dPXv1wqYtW7Bp61bY20ubd5DH28dHYL6xRs2asJRwJpy3vs1btCjeU5zEUJkXL16QTCajX375hf7H3p2H+TXe/+N/TvZFZBURJNEgllpiidqCWmqvpVQbrUp9+kGtqbWqirZoUUvQKuKjDap2JSltEBLEkhJLZCFN0VoTMpHJen5/9Jf5GjORhEwmc/J4XJfr4r7vc87r3O/zPjPzdJYkRffu3Ytx48YV48aNK+bMmVNr/LRp04px48YVxxxzTJGk+PrXv16MGzeumDZtWlEURfHaa68V48aNK5IUSYq//vWvxbhx42qs49Zbby2aN29edOjQobjkkkuKMWPGFH/961+LgQMHFhUVFcWJJ564xPVXVlbWqH+rrbYqxo0bV7z99ttFURTFq6++WqueV199tca+fP3rXy+SFMccc0yNfSmKopg6dWrRp0+fokmTJsWPfvSjYvTo0cXjjz9e/PCHPywqKiqKzTffvHpbC+28885FkmKHHXYobrvttuLpp58uRowYUZxyyilFkyZNig022KDGNoqiKB599NEiSdGzZ89ixIgRxZ133ll06NCh+N///d8lnouF87r22msXQ4YMKZ555pninnvuKXbfffeiadOmxfDhw2st88c//rFo3rx5sdZaaxVDhgwpnn322eKuu+4qttpqqyJJceaZZ9YYv7jPf9y4ccVf//rX6vkeN25c8dprrxVF8f+OtYXr/vnPf16MGzeuqKysLObMmVOMGzeuuOGGG2och2+88UZRFP/vuOrevXuRpLjhhhuqj6uFx8Cna/rk5zJt2rRi2223LZIU3/ve94pHH320ePLJJ4uf/OQnRfPmzYuePXsWEyZMqLGvn3XsLMk2F+WNN96o87j79Hdu9uzZxQEHHFAkKfbbb7/iwQcfLJ5++uni4osvLtq1a1d07NixeOKJJ2qse1HztHAel9TCz2rh/u28887FmmuuWZxzzjnFU089Vfz973+vrm3TTTetdTwXRVH8/e9/L1ZZZZWiY8eOxRVXXFE888wzxbBhw4rdd9+9SFIcfvjhxfz582std+655xZJiq997WvFk08+WVx88cVFkuKWW24piuKzj7El+U4vysJlFx6DC89dS7Lspz/TheehT5/7Ps9x+GnHH398kaRo1qzZIo+3hcfBp79rn9yXcePGFWussUbRpEmT4vjjjy9GjhxZPPbYY8V5551XtG3btthuu+2KmTNnVo+fMmVKkaRo3rx5cdJJJxUPPvhg8cwzzxR33HFHseOOOxZJitNPP32xc/VJCxYsqD7GmjZtWhx11FHFsGHDiueee64YPnx4ccoppxSrrrpqscEGGxRXXXVV0apVq+rvw8L5Xdpjuyhqf9YLj6OF56Ml9cnjcI899ljqOj6tWbNmRZKiXbt2xRlnnFH89a9/LcaOHVv87W9/K6688spi/fXXL5IU+++/fzF79uzq5RZ3/vysc+9Czz//fNGtW7eiVatWxfnnn1+MGTOmGDFiRHHYYYcVSYrddtutxvHwaQt/hiUpbr311lr9AwcOLJIULVq0KD766KM617Fw+e9973vFAw88UDzzzDPFX/7yl2L//fcvkhTf/OY3l3gup0+fXqy33npFkmKDDTYohg4dWjz11FPF9ddfX6y55ppFu3bt6jxH1HV++azzwJw5c4qDDz64SFJ85StfKe64447i6aefLoYOHVpssskmRdu2bYvHHntsiev+9LoXbn9hPQvP6Uvys2ahDz/8sPq70759+2LWrFlLXcvCn3kL52Zp6vj0z5NP/5756quvFjfeeGORpLjzzjurf87W5dVXXy3uueee6vk49dRTl/h7e8ghhxRJig4dOhSXXnpp8cQTTxR33313se2221YfDwvP3Uvyu8fCz+fTv39+8pz03nvvFRtttFGRpDj00EOLhx9+uHjyySeLs88+u+jevXv174sLj8Ol+Vw/OSef/H4vXNfCn4tLauHPpiTF6NGjl7qOT1r4+dZ17C7p57Vwvz75fVz4c/nTx8jTTz9dPWbffff9QrUDfNrDDz9cfY7p2bNnQ5cDNQhBP4dzzjmn+kv96X9ef/31WuOHDBlS59ghQ4YURVEUO+20U539n/bSSy8V3/3ud4u11lqrOhDdddddi9tvv32p6v/kSemT/5xzzjlFURRFz549a/UtPHktbl8WmjFjRnH++ecXm266adGmTZuiTZs2Rd++fYtf/epXdf4x8c477xQXX3xxsdtuuxW9e/cuWrduXay22mrF1ltvXVx66aWL/EPyiiuuKHr37l00b9686N69e/GDH/ygmD59+lLNx8J5XXPNNYvmzZsXnTp1Kvbff//P/IV23LhxxeGHH169TJcuXYr99tuveOihh2qNXdyc1dW30047FUWx6GPt4YcfLl5//fU6+4444oiiKD77uFrcMbDQ7NmziyuuuKLo169fscoqqxStW7cuNtpoo+Kss86q8w/czzp2lnSbdTniiCOW+Ds3f/784qabbip22mmnon379kXLli2L3r17FyeccELx5ptv1lr3ouZp4TwuqU9/VkcccUTx+uuvFwMGDCjWWGONonnz5kWPHj2KU045ZZGBRlH8Nzg7+uiji169ehUtWrQoOnbsWHz1q18t/vSnPy1ymVmzZhXHHHNM0bVr16JFixbFuuuuW/zqV7+q7v+sY2xJv9N1+SLLftZn+mlLexx+2nPPPbfYP/QWdRx8el/ee++94vTTTy822GCDolWrVtXntl//+tc1QraFnnrqqeL4448vtt5666Jbt25Fy5Yti169ehX77rtv8be//W2xtS/KyJEji8MPP7z40pe+VLRq1apo1apV0aNHj+Lggw8u/vSnPxVz584tiqIobrvttqKiouILHdtFsejPeuH5aEnNmzevWGONNYokxU033bTUdXzae++9VwwZMqQ44ogjis0337zo2LFj0bRp06JVq1ZFz549i4MPPri48847ay23uPPnZ517P+ndd98tTj311GL99dcvWrZsWbRr167Ybrvtit/97nfFvHnzFjsXXbp0KZo3b17nz6277767SFLsvvvui1zHSy+9VJx++unFtttuW6y11lpFy5Yti7XXXrv6d4MFCxYsfhI/4b333it++MMfFj169CiaNWtWtG/fvthll12KP//5z7W+s5/1M2xx54EFCxYUf/zjH4udd965aN++ffX/jBw4cGAxceLEpar5kxb1uS7pz5pPWhgADhw48HPV8kV+5i3u98xP/6z9rD8w6/q5vKTf27lz5xa//vWvi4033rho0aJF0bp162LzzTcvLrroouJ3v/vdUv/usbjv3ULTp08vBg0aVKy99tpF8+bNizXWWKMYMGBA8frrr9c6Dpf2c/2sOVn4c3FJXXXVVUWS4ktf+tJS1/Bpi/q8l+bzWtR+1XWMVFVVFbvsskvRoUOH4q677vrC9QN8khCUFVlFUSzi4U8AAAAAsIQeeeSR7PL/vwSnZ8+en/kiSVjePBMUAAAAACg1ISgAAAAAUGpCUAAAAACg1ISgAAAAAECpeTESAAAAAFBqrgQFAAAAAEpNCAoAAAAAlJoQFAAAAAAoNSEoAAAAAFBqQlAAAAAAoNSEoAAAAABAqQlBAQAAAIBSE4ICAAAAAKUmBAUAAAAASk0ICgAAAACUmhAUAAAAACg1ISgAAAAAUGpCUAAAAACg1ISgAAAAAECpCUEBAAAAgFITggIAAAAApSYEBQAAAABKTQgKAAAAAJSaEBQAAAAAKDUhKAAAAABQakJQAAAAAKDUhKAAAAAAQKkJQQEAAACAUhOCAgAAAAClJgQFAAAAAEpNCAoAAAAAlJoQFAAAAAAoNSEoAAAAAFBqQlAAAAAAoNSEoAAAAABAqQlBAQAAAIBSE4ICAAAAAKUmBAUAAAAASk0ICgAAAACUmhAUAAAAACg1ISgAAAAAUGpCUAAAAACg1ISgAAAAAECpNWvoAlZ0c+fOzRNPPJERI0Zk4sSJmT9/fioqKrL++uvngAMOSN++fWstM2fOnPzpT3/KI488klmzZqVVq1bZYYcd8u1vfzutWrWqczuVlZW5/fbb89RTT6WysjJz5sxJ586ds+GGG+b73/9+2rRpkySZP39+nnvuufztb3/LK6+8kjlz5mTBggXp3bt39t577+y44471Oh8AAAAA0NhUFEVRNHQRK7Lf/va3ue+++3LooYfmkEMOSZs2bfLOO+/k8ssvzz/+8Y8cffTR2W+//arHz5s3Lz/5yU/yxhtv5Gc/+1nWXXfdTJkyJeecc046d+6cCy+8MC1atKixjX//+98588wzs8UWW+S73/1uOnTokMrKylx11VUZOXJkbrjhhqy++upJkrvuuivXXXdddttttwwcODDt27fPhx9+mGuvvTaPPPJIDjzwwBx11FHLdY4AAAAAYEXmdvjFKIoiG2+8cY444ojqqzG7du2a0047LS1btsz111+fysrK6vH33Xdfxo0blyOPPDLrrrtukqRXr1456qij8uqrr+bOO++ssf758+fnwgsvTPfu3XPCCSekQ4cOSZJVVlklxxxzTNZbb700b968evyCBQuy+uqr54QTTkj79u2TJO3bt89JJ52ULl265O67787UqVPrc0oAAAAAoFERgi7GlltumW9+85u12tu3b5+11lorc+fOzeTJk6vb//KXv6Rp06bZfvvta4z/yle+kpYtW+b+++/PggULqtufeuqpTJo0qcbVpAutuuqqueyyy9KpU6fqtg033DBHHHFEmjZtWmNs8+bNs95666UoiowfP/5z7y8AAAAAlI1ngi5Gv379Ftk3b968JEm7du2SJP/5z3/yn//8Jz169Kj17M/mzZunZ8+emTBhQqZOnZpevXolSR5//PEkSZ8+fZaono022miJ6wEAAAAAhKCf24cffpg333wzPXr0yDrrrJMk+de//pUk6dy5c53LLGx/4403qkPQSZMmpUmTJpk7d24uv/zyPP/885k1a1Y6d+6c7bbbLgcffHBatmy52Hrmz5+fiRMnZtVVV63zZU0AAAAAsLJyO/zndO+992bBggX5wQ9+kIqKiiTJzJkzk2SRb4BfGGZ+8hmiH3zwQZLk5JNPTo8ePXLllVfmhhtuyF577ZU//elPOeOMMzJ79uzF1vP3v/8906dPz8CBAxe5fQAAAABYGQlBP4fx48fn9ttvz4ABAz7XVZcLQ9MkmT17dhYsWJC+ffvmwAMPTNu2bdO6devss88+2WOPPTJhwoTce++9n7m+f//737nuuuvyta99LbvvvvtS1wMAAAAAZSYEXUpTp07Nueeem/322y+HHXZYjb62bdsmSaqqqupcduEVnQvHJf/vqtEtt9yy1vitt946SfL0008vsp4PPvggP/nJT7LFFlvkuOOOW4o9AQAAAICVgxB0KUyZMiVnnnlmdt999xx11FG1+tdee+0kyfvvv1/n8gvb11prreq21VdfPcl/3zb/aR07dkySTJs2rc71vffeeznjjDPSp0+fnHrqqWnSxMcJAAAAAJ8mNVtCkydPzplnnpm99torAwcOrG5/++23q8PNbt26pVu3bnnzzTdrXQ06d+7c/POf/0ynTp3So0eP6vaNN944Sd1B5/Tp05P8vzD0k955552cfvrp2WijjXLKKaekadOmSf4btL799ttfbGcBAAAAoESEoEtgwoQJ+fGPf5yDDz44hx9+eI2+oUOHZvjw4dX/ve+++2b+/PkZNWpUjXFPPvlkZs+enb333rvGFZt77rlnmjRpkjFjxtTa7nPPPZck2XbbbWu0//vf/85pp52WLbfcMieeeGKN9Q0fPjxDhw79/DsLAAAAACXTrKELWNG9/PLLOeecc9KpU6fMnj27VsD42muvVd/SniT77bdfnnrqqQwZMiS9evVK7969M2XKlFx33XVZf/31c9BBB9VYfp111sm3vvWt3HLLLbnnnnuy1157pUmTJhk5cmSGDRuWTTbZJPvuu2/1+DfeeCM//vGPUxRF2rdvn5tvvrnG+saNG5euXbvWw0wAAAAAQONUURRF0dBFrMjOP//8PPnkk5855tvf/nYGDBhQ/d9z5szJrbfemkceeSRVVVVp2bJldtxxx3z729+ufhHSp40cOTL33HNP/vWvfyVJunbtmp133jlf//rX07x58+px1157be65557PrGfXXXfNoEGDlnQXAQAAAKDUhKAAAAAAQKl5JigAAAAAUGpCUAAAAACg1ISgAAAAAECpCUEBAAAAgFITggIAAAAApdasoQtoDEZut0tDl7BU+o9+uKFLAAAAAIAVhitBAQAAAIBSE4ICAAAAAKUmBAUAAAAASk0ICgAAAACUmhAUAAAAACg1ISgAAAAAUGpCUAAAAACg1ISgAAAAAECpCUEBAAAAgFITggIAAAAApSYEBQAAAABKTQgKAAAAAJSaEBQAAAAAKDUhKAAAAABQakJQAAAAAKDUhKAAAAAAQKkJQQEAAACAUhOCAgAAAAClJgQFAAAAAEpNCAoAAAAAlJoQFAAAAAAoNSEoAAAAAFBqQlAAAAAAoNSEoAAAAABAqQlBAQAAAIBSE4ICAAAAAKUmBAUAAAAASk0ICgAAAACUmhAUAAAAACg1ISgAAAAAUGpCUAAAAACg1ISgAAAAAECpCUEBAAAAgFITggIAAAAApSYEBQAAAABKTQgKAAAAAJSaEBQAAAAAKDUhKAAAAABQakJQAAAAAKDUhKAAAAAAQKkJQQEAAACAUhOCAgAAAAClJgQFAAAAAEpNCAoAAAAAlJoQFAAAAAAoNSEoAAAAAFBqQlAAAAAAoNSEoAAAAABAqQlBAQAAAIBSE4ICAAAAAKUmBAUAAAAASk0ICgAAAACUmhAUAAAAACg1ISgAAAAAUGpCUAAAAACg1ISgAAAAAECpCUEBAAAAgFITggIAAAAApSYEBQAAAABKTQgKAAAAAJSaEBQAAAAAKDUhKAAAAABQakJQAAAAAKDUhKAAAAAAQKkJQQEAAACAUhOCAgAAAAClJgQFAAAAAEpNCAoAAAAAlJoQFAAAAAAoNSEoAAAAAFBqQlAAAAAAoNSEoAAAAABAqQlBAQAAAIBSE4ICAAAAAKUmBAUAAAAASk0ICgAAAACUmhAUAAAAACg1ISgAAAAAUGpCUAAAAACg1ISgAAAAAECpCUEBAAAAgFITggIAAAAApSYEBQAAAABKTQgKAAAAAJSaEBQAAAAAKDUhKAAAAABQakJQAAAAAKDUhKAAAAAAQKkJQQEAAACAUhOCAgAAAAClJgQFAAAAAEpNCAoAAAAAlJoQFAAAAAAoNSEoAAAAAFBqQlAAAAAAoNSEoAAAAABAqTVr6AIgSaZMmZIrr7wy48ePzw033JDVV199scuMHz8+p556ahYsWJD777+/Vv9HH32UESNG5PHHH88bb7yRBQsWpE2bNtl0003zzW9+M2uuuWaN8S+88ELOOuusrLrqqnVub9asWZk3b15uu+22tGrV6vPtKAAAAADLnRCUBjVnzpzccsstGTZsWCoqKpZ4uaqqqlx66aVZsGDBIseceeaZeeutt3LSSSdlhx12SJMmTTJ+/Pj8+te/zqhRo/KLX/wiG2ywQY1lunTpkiFDhtS5vmOPPTZrrrmmABQAAACgkXE7PA3q2muvzdSpUzN48OD07NlziZcbMmRIOnXqlNVWW22RY4qiyEEHHZSddtopTZs2TUVFRTbccMMcffTRqaqqyrXXXltjfLt27bLJJpvUua6XXnop//znP7PPPvsscY0AAAAArBhcCUqDOvTQQ9O1a9elWmbs2LEZMWJEBg8enDPOOGOR4/bcc89sueWWtdo33njjJMmECRMyf/78NG3aNEmyzjrrZNCgQXWua9iwYVlzzTWz2WabLVWtAAAAADQ8ISgNamkD0MrKylx22WU56qijFvvc0P3337/O9nnz5iVJ2rRpUx2AfpYZM2Zk1KhR+e53v7tUt+wDAAAAsGJwOzyNyjXXXJN11lknX/va1z73Ol555ZUkyU477bRE4//2t7+loqIiu+222+feJgAAAAANx5WgNBqjRo3Ks88+m6uvvvpzr6Moitx9993p0KFDvvWtby3RMsOHD8+OO+6Ydu3afe7tAgAAANBwXAlKozBt2rQMHjw4xx57bDp16vS513P33Xdn/PjxOe2005ZoPePGjcsbb7yRvffe+3NvEwAAAICGJQSlUbjiiiuy+eabp3///p97HY8++mhuvPHGnH766Uv8gqNhw4ald+/e6dOnz+feLgAAAAANy+3wrPBmzpyZF154IS1atMiAAQNq9H300UdJUt3et2/fnHLKKbXW8cgjj+SKK67I6aefnm233XaJtvvhhx9m9OjROeaYY77gHgAAAADQkISgrPDatm2bO+64o86+I488Mu+8806GDh26yOX/9re/5ZprrsmPf/zjbLXVVtXtU6ZMSdeuXdOmTZtFLteiRYslfoESAAAAACsmt8NTasOGDctvf/vb/PSnP60RgCbJueeem0mTJtW5XFEUGT58eL761a+mVatWy6NUAAAAAOqJK0EprXvvvTfXXntttthii7z44ot58cUXa/TPnDlzkcu+8MILeeutt3L22WfXd5kAAAAA1DMhKA3q1VdfzXnnnZckqaysTJKcdNJJadKkSXbdddcMHDiw1jJvvfVWTj311CS1nwl62mmnVb/06I9//GOKosizzz6bZ599dqnqGjZsWDbZZJP06NHj8+0YAAAAACuMiqIoioYuYkU3crtdGrqEpdJ/9MMNXQIAAAAArDA8ExQAAAAAKDUhKAAAAABQakJQAAAAAKDUhKAAAAAAQKl5OzwNzounAAAAAKhPrgQFAAAAAEpNCAoAAAAAlJoQFAAAAAAoNSEoAAAAAFBqQlAAAAAAoNSEoAAAAABAqQlBAQAAAIBSE4ICAAAAAKUmBAUAAAAASk0ICgAAAACUmhAUAAAAACg1ISgAAAAAUGpCUAAAAACg1ISgAAAAAECpCUEBAAAAgFITggIAAAAApSYEBQAAAABKTQgKAAAAAJSaEBQAAAAAKDUhKAAAAABQakJQAAAAAKDUhKAAAAAAQKkJQQEAAACAUhOCAgAAAAClJgQFAAAAAEpNCAoAAAAAlJoQFAAAAAAoNSEoAAAAAFBqQlAAAAAAoNSEoAAAAABAqQlBAQAAAIBSE4ICAAAAAKUmBAUAAAAASk0ICgAAAACUmhAUAAAAACg1ISgAAAAAUGpCUAAAAACg1ISgAAAAAECpCUEBAAAAgFITggIAAAAApSYEBQAAAABKTQgKAAAAAJSaEBQAAAAAKDUhKAAAAABQakJQAAAAAKDUhKAAAAAAQKkJQQEAAACAUhOCAgAAAAClJgQFAAAAAEpNCAoAAAAAlJoQFAAAAAAoNSEoAAAAAFBqQlAAAAAAoNSEoAAAAABAqQlBAQAAAIBSE4ICAAAAAKUmBAUAAAAASk0ICgAAAACUmhAUAAAAACg1ISgAAAAAUGpCUAAAAACg1ISgAAAAAECpCUEBAAAAgFITggIAAAAApSYEBQAAAABKTQgKAAAAAJSaEBQAAAAAKDUhKAAAAABQakJQAAAAAKDUhKAAAAAAQKkJQQEAAACAUhOCAgAAAAClJgQFAAAAAEpNCAoAAAAAlJoQFAAAAAAoNSEoAAAAAFBqQlAAAAAAoNSEoAAAAABAqQlBAQAAAIBSE4ICAAAAAKUmBAUAAAAASk0ICgAAAACUmhAUAAAAACg1ISgAAAAAUGpCUAAAAACg1ISgAAAAAECpCUEBAAAAgFITggIAAAAApSYEBQAAAABKTQgKAAAAAJSaEBQAAAAAKDUhKAAAAABQakJQAAAAAKDUhKAAAAAAQKkJQQEAAACAUmvW0AUAlMlDDz2UwYMHZ5VVVqmzv7KyMu3bt89NN91U3TZ58uTcdtttefHFFzN37ty0bt06W2+9db797W+nU6dONZa/9NJLM2rUqLRq1arO9U+fPj0777xzTj311GW3UwAAANDICUEBlrENN9wwF154Ya32OXPm5Lvf/W769+9f3fbUU0/ll7/8Zb785S/n8ssvT5cuXTJlypRccMEFGTRoUC6++OJ06dKlxnoOOuigDBgwoNb6J0yYkJNPPrnG+gEAAAC3wwMsU126dMn6669fZ9/jjz+eysrK7LXXXkmS2bNn54orrkiTJk1yyimnVIedvXr1ynHHHZd33303v//972uso1evXlljjTXqXP+wYcOy2mqrZeutt16GewQAAACNnytBAZahvn37pm/fvnX2DR8+PJtvvnnWXHPNJMnLL7+c6dOnp0+fPunYsWONsZtssklat26d0aNHZ/r06enQoUOS/14FWpePP/44I0eOzKGHHpomTfz/LQAAAPgkfykDLAdTp07NSy+9lL333ru6bfr06UmS9u3b17lMx44ds2DBgrzyyiuLXf+IESMyb9687LHHHsukXgAAACgTISjAcjBs2LB07tw522yzTXXbwqs7F4ahn/bhhx8mSd5+++3Frn/48OHZbrvtal1RCgAAAAhBAerd7NmzM2LEiOy5555p2rRpdfuGG26Ytm3b5rXXXsv7779fY5nx48dn5syZSZKqqqrPXP/48ePz+uuv17jKFAAAAPh/hKAA9eyxxx7LrFmzat2q3qpVqxx99NFZsGBBLrroorz55puZP39+Jk6cmMsvv7z6StGWLVt+5vqHDRuWtddeO5tsskl97QIAAAA0al6MBFDPhg0blm222ab67e+f9NWvfjVdunTJnXfemdNPPz1FUaR79+751re+lXHjxuWBBx5Ip06dFrnuysrKPPbYY/ne975Xj3sAAAAAjZsQFKAeTZkyJePHj8/Pf/7zRY7ZdNNNs+mmm9Zqf+SRR5Ik66677iKXHTFiRJJk1113/WKFAgAAQIm5HR6gHg0bNizdu3fP5ptvvlTLFUWRiRMnplevXllzzTUXOW748OHZeeed07Zt2y9YKQAAAJSXEBSgnlRVVeXhhx/O3nvvnYqKijrH3HTTTbnllltqtY8ePToffPBBBgwYsMj1v/zyy/nnP//phUgAAACwGEJQgHoycuTIzJ07N7vtttsix7z33nu544478vzzzydJ5s+fnyeeeCJXXnllDjnkkGy33XaLXHbYsGFZf/31P/N2eQAAAMAzQQHqzbBhw7LjjjumXbt2ixzTr1+/TJs2LZdccknmzJmTli1bpmfPnjnllFOy1VZbLXK5GTNm5PHHH8+xxx5bH6UDAABAqVQURVE0dBErupHb7dLQJSyV/qMfbugSlor5BQAAAKA+uR0eAAAAACg1ISgAAAAAUGpCUAAAAACg1ISgAAAAAECpCUEBAAAAgFJr1tAFADRWI7fbpaFLWCr9Rz/c0CUAAABAg3AlKAAAAABQakJQAAAAAKDUhKAAAAAAQKkJQQEAAACAUhOCAgAAAAClJgQFAAAAAEpNCAoAAAAAlJoQFAAAAAAoNSEoAAAAAFBqQlAAAAAAoNSEoAAAAABAqQlBAQAAAIBSE4ICAAAAAKUmBAUAAAAASk0ICgAAAACUmhAUAAAAACg1ISgAAAAAUGpCUAAAAACg1ISgAAAAAECpCUEBAAAAgFITggIAAAAApSYEBQAAAABKTQgKAAAAAJSaEBQAAAAAKDUhKAAAAABQakJQAAAAAKDUmjV0AUDDOOOMM/L666+nWbPap4E+ffrkpz/96SKXHT9+fE499dQsWLAg999//yLHjRkzJn/+85/z5ptvVq/3O9/5Tr70pS998R0AAAAAWEJCUFiJnXXWWdl0002XapmqqqpceumlWbBgwWeOGz58eK688soceeSROfDAAzNnzpwMHjw4P/rRj/LLX/4yG2644RcpHQAAAGCJuR0eWCpDhgxJp06dstpqqy1yzHvvvZdrr702m266ab7xjW+kadOmad26dY4//vi0atUql112WebPn78cqwYAAABWZkJQYImNHTs2I0aMyMknn5yKiopFjnvwwQcze/bs9O/fv0Z7q1atss022+SNN97I2LFj67tcAAAAgCRCUGAJVVZW5rLLLstRRx2V1Vdf/TPHPv/880mS3r171+pbd911kyT/+Mc/lnmNAAAAAHXxTFBYiT322GP5wx/+kHfffTdz587NWmutlZ133jl77LFHmjZtWmPsNddck3XWWSdf+9rXFrvef/3rX0mSzp071+pb2PbGG28sgz0AAAAAWDwhKKzE3nnnnZxwwglZe+21M23atDzwwAO5+uqr88QTT+SnP/1p9ZvjR40alWeffTZXX331Eq135syZSf57+/unLWyrrKxcRnsBAAAA8NmEoLCSOvPMM7PKKqtUX/HZsWPHDBgwIP/5z38yYsSIPPDAA9l///0zbdq0DB48OMcee2w6deq0zLb/Wc8UBQAAAFiWPBMUVlLt27evdct7kmy//fZJ/nv1Z5JcccUV2XzzzWu95OiztG3bNklSVVVVq29h28IxAAAAAPXNlaBADQuf2fnBBx9k5syZeeGFF9KiRYsMGDCgxriPPvooSarb+/btm1NOOSVJsvbaa+fDDz/M+++/X+u5oO+//36SZK211qrX/QAAAABYSAgKK6HJkydn4sSJ2XPPPWv1LQwpO3TokLZt2+aOO+6ocx1HHnlk3nnnnQwdOrRW32abbZYXX3wxkydPzvrrr1+jb9KkSUmSzTff/AvuBfzXNddck7/85S/ZddddM2jQoFr9kydPzm233ZYXX3wxc+fOTevWrbP11lvn29/+9iIf8TBmzJj8+c9/zptvvpkk6dOnT77zne/kS1/6Ur3uCwAAAPXD7fCwEnrttdcyZMiQzJkzp1bfE088kSTZZpttPvf699hjj7Rs2TIjR46s0V5VVZWnnnoqa665Zvr27fu51w8LjR07Nvfff/8i+5966qkMGjQolZWVufzyy3Pbbbfl3HPPzbhx4zJo0KC89957tZYZPnx4zj333GyzzTb5wx/+kOuvvz5t2rTJj370o7zyyiv1uTsAAADUEyEorKQqKytzySWXVIdAs2bNyu23354RI0Zko402yv777/+5192lS5f84Ac/yAsvvJDbb7898+fPT1VVVQYPHpyqqqqcdNJJdT6PFJZGZWVlLrvssuyyyy519s+ePTtXXHFFmjRpklNOOSVdunRJkvTq1SvHHXdc3n333fz+97+vscx7772Xa6+9Nptuumm+8Y1vpGnTpmndunWOP/74tGrVKpdddlnmz59f7/sGAADAsuV2eFgJbb/99qmoqMioUaNy+umnZ9asWZkzZ07WWmutHHnkkdlvv/3SvHnzWsu99dZbOfXUU5PUfiboaaedls0226x67J577plOnTrltttuyx133JGKior06dMnF198cXr37r0c9pKyu+aaa/KlL30pu+++e0aMGFGr/+WXX8706dPTp0+fdOzYsUbfJptsktatW2f06NGZPn16OnTokCR58MEHM3v27FovAmvVqlW22WabPPTQQxk7dmy22mqretsvAAAAlj0hKKyE2rRpk9122y277bbbUi3XvXv3Op8Buij9+vVLv379lrY8WKxRo0blueeey1VXXZU33nijzjHTp09PkrRv377O/o4dO+att97KK6+8km233TZJ8vzzzydJnUH9uuuum4ceeij/+Mc/hKAAAACNjNvhAWhUpk2blsGDB+eHP/zhIl9slKT66s6FYeinffjhh0mSt99+u7rtX//6V5Kkc+fOtcYvbFtU6AoAAMCKSwgKQKNyxRVXZIsttsgOO+zwmeM23HDDtG3bNq+99lref//9Gn3jx4/PzJkzk/z3hV0LLWxr1apVrfUtbKusrPxC9QMAALD8CUEBaDT++te/ZvLkyTn66KMXO7ZVq1Y5+uijs2DBglx00UV58803M3/+/EycODGXX3559ZWiLVu2XKoaKioqPk/pAAAANCDPBAWgUXj77bdz3XXX5fTTT0+7du2WaJmvfvWr6dKlS+68886cfvrpKYoi3bt3z7e+9a2MGzcuDzzwQI1b6tu2bZsPP/wwVVVVadu2bY11Lbxi9NPtAAAArPiEoAA0Ck8//XSKoshvfvObGu3z5s1Lkjz22GN59tlnkyQnnnhi9Uu5Nt1002y66aa11vfII48k+e8LjxZae+218+GHH+b999+v9VzQhbfUr7XWWstmhwAAAFhuhKBQciO326WhS1hi/Uc/3NAlsALbd999s++++9Zqf+GFF3LmmWdmxx13zKBBg5ZoXUVRZOLEienVq1fWXHPN6vbNNtssL774YiZPnpz111+/xjKTJk1Kkmy++eaffycAAABoEJ4JCkBp3XTTTbnllltqtY8ePToffPBBBgwYUKN9jz32SMuWLTNy5Mga7VVVVXnqqaey5pprpm/fvvVaMwAAAMueEBSA0nrvvfdyxx135Pnnn0+SzJ8/P0888USuvPLKHHLIIdluu+1qjO/SpUt+8IMf5IUXXsjtt9+e+fPnp6qqKoMHD05VVVVOOumkNG3atCF2BQAAgC/A7fAANEq33npr7rvvvlrPBO3QoUOuuuqqJEm/fv0ybdq0XHLJJZkzZ05atmyZnj175pRTTslWW21V53r33HPPdOrUKbfddlvuuOOOVFRUpE+fPrn44ovTu3fv5bZ/AAAALDtCUAAapcMOOyyHHXbYZ47ZYYcdssMOOyz1uvv161f9YiUAAAAaP7fDAwAAAAClJgQFAAAAAEpNCAoAAAAAlJoQFAAAAAAoNS9GAmCFNHK7XRq6hKXSf/TDDV0CAAAAi+BKUAAAAACg1ISgAAAAAECpCUEBAAAAgFITggIAAAAApSYEBQAAAABKTQgKAAAAAJSaEBQAAAAAKDUhKAAAAABQakJQAAAAAKDUhKAAAAAAQKkJQQEAAACAUhOCAgAAAAClJgQFAAAAAEpNCAoAAAAAlJoQFAAAAAAoNSEoAAAAAFBqQlAAAAAAoNSaNXQBAADwRcydOzdPPPFERowYkYkTJ2b+/PmpqKjI+uuvnwMOOCB9+/attcxrr72W2267LRMmTEhVVVVatWqVPn365LDDDkvPnj1rjL300kszatSotGrVqs7tT58+PTvvvHNOPfXUetk/AAC+OCEoAACN2vXXX5/77rsvhx56aE477bS0adMm77zzTi6//PL85Cc/ydFHH5399tuvevwLL7yQs88+O+utt14uvPDCdO3aNe+8805+9atf5cQTT8wvfvGLbLzxxjW2cdBBB2XAgAG1tj1hwoScfPLJ6d+/f73vJwAAn5/b4QEAaNSKosjGG2+cI444Im3atEmSdO3aNaeddlpatmyZ66+/PpWVldXjb7vttsybNy/HHntsunbtWj3+2GOPzdy5c3PrrbfWWH+vXr2yxhpr1LntYcOGZbXVVsvWW29dT3sHAMCy4EpQAAAatS233DL9+vWr1d6+ffustdZamTx5ciZPnpzNNtssSfLuu+8mSdZcc80a47t3754keeedd2q0H3TQQXVu9+OPP87IkSNz6KGHpkkT1xYAAKzI/LYGAECj1q9fv2y55ZZ19s2bNy9J0q5du+q2ddZZJ0kyderUGmP/9a9/JfnvlZ9LYsSIEZk3b1722GOPpS0ZAIDlTAgKAEApffjhh3nzzTfTo0eP6uAzSY444oisscYaufrqqzN16tQURZF//etfufrqq7PaaqvliCOOWKL1Dx8+PNttt106duxYX7sAAMAy4nZ4AABK6d57782CBQvygx/8IBUVFdXta6yxRi644IL89re/zTHHHJNmzZpl3rx52X777XP22WenU6dOi133+PHj8/rrr+d///d/63MXAABYRlwJCgBA6YwfPz633357BgwYkL59+9boGzNmTI477rjMmjUrv/vd73LXXXfluuuuy5w5c3LiiSfmhRdeWOz6hw0blrXXXjubbLJJfe0CAADLkBAUAIBSmTp1as4999zst99+Oeyww2r0zZgxI5dcckmKosiZZ56ZtdZaK02aNMkaa6yR008/PQsWLMgFF1yQjz76aJHrr6yszGOPPZa99967vncFAIBlRAgKAEBpTJkyJWeeeWZ23333HHXUUbX6X3311VRWVqZ37941XpaUJK1bt87666+fjz76KC+++OIitzFixIgkya677rpsiwcAoN4IQQEAKIXJkyfnzDPPzF577ZWBAwdWt7/99tt5//33kySzZs1KkhrPCK3LzJkzF9k3fPjw7Lzzzmnbtu0yqBoAgOVBCAoAQKM3YcKE/PjHP87BBx+cww8/vEbf0KFDM3z48CRJnz590qRJk0yePDkff/xxjXGzZ8/OpEmTqsfV5eWXX84///lPt8IDADQy3g4PAECj9vLLL+ecc85Jp06dMnv27AwdOrRG/2uvvZbVV189SdK1a9ccdNBBuf3223PJJZfkhz/8YTp16pTp06fnd7/7XT744IPsvffe6dGjR53bGjZsWNZff/2su+669b5fAAAsO0JQAAAatTvuuCMff/xxPv7449x88811jtl2222r//3II4/Muuuum2HDhuWYY45JURRJknXWWScnn3zyIp/1OWPGjDz++OM59thjl/1OAABQr4SgAAA0amefffZSL7Pjjjtmxx13XKpl2rVrl7vuumuptwUAQMPzTFAAAAAAoNSEoAAAAABAqQlBAQAAAIBSE4ICAAAAAKUmBAUAAAAASs3b4QEAaDRGbrdLQ5ewVPqPfrihSwAAIK4EBQAAAABKTggKAAAAAJSaEBQAAAAAKDUhKAAAAABQakJQAAAAAKDUhKAAAAAAQKk1a+gCAIAVy5QpU3LllVdm/PjxueGGG7L66qvXGjN58uSMGjUqzz//fN5///3Mnj07bdu2zUYbbZRDDjkka6+9dq1lPv7449x+++0ZNWpUpk+fniRZd911841vfCN9+/at790CAABWYkJQACBJMmfOnNxyyy0ZNmxYKioqPnPsH/7wh4wdOzYnn3xydtxxxzRt2jSvv/56Lrroopx44om56KKLst5661WPnzFjRk477bRMnz49p556ajbffPNUVVXlhhtuyNlnn52TTz45u+66a33v4gqhvkLmhZ544on89re/TZMmTTJkyJD63BUAAGg0hKAAQJLk2muvzbRp0zJ48OBcfPHFGTdu3GeO32effbLzzjtX//c666yTgQMH5txzz829996bH/3oR9V9f/zjHzN16tT87//+b7bYYoskSZs2bXLMMcfkH//4R6655ppsscUW6dixY73s24qgPkPmJHn//ffz29/+NpMnT857772Xrl271ufusBJa0gD/wQcfzHPPPZcZM2Zk3rx5WWONNdK/f/8ccMABad68eZ3rrqyszO23356nnnoqlZWVmTNnTjp37pwNN9ww3//+99OmTZv63j0AoOQ8ExQASJIceuihOfvss9OlS5fFjh04cGAOOeSQWu0Lg7fKysoa7U888USS1LrtvWnTptlyyy0za9asPPLII5+z8sbh2muvzdSpUzN48OD07NlzseMXhsxNmzZN8v9C5tmzZ+fee++tNf7ss8/OGmuskWuuuWaZ187Kbc6cOfm///u/nHHGGXnrrbcWOW7SpEk54YQTMmHChJx99tm59dZbc/PNN+erX/1qbrzxxpx55pmZO3dureX+/e9/57jjjstHH32UCy64IH/4wx9y/fXXp2fPnhk+fHhmzJhRn7sHAKwkXAkKACTJUl052KNHjzrbJ0yYkCTZdNNNa7QvfAZo+/btay2z8OrPl156KQceeOAS19DYHHrooUs8xwMHDky7du1qtS8qZE6Sn/3sZ67+pF4s6VXiRVEkSU477bSsscYaSZIWLVrkwAMPzCuvvJJRo0bloYceyt577129zPz583PhhReme/fuOeGEE6rbV1lllRxzzDH597//vcirRwEAloYrQQGAL2zmzJl5+OGHc/3116d///7Zb7/9avR36NAhyf8LQz/po48+SpL85z//qe8yG9TShsx1PRpgUSHz0q4flsaSXiXeqVOnHHHEEdUB6Cd9+ctfTpK88sorNdqfeuqpTJo0qdY5I0lWXXXVXHbZZenUqdMXqB4A4L9cCQoAfCFHHnlk3n333TRt2jQHH3xwvvGNb6RZs5q/Ymy11Vb561//mqeffrrGVaRFUWTs2LFJkqqqquVad2Myc+bMjBkzZpEhM9SnJQ3YO3funEMPPbTOvoW3wX/6CufHH388SdKnT58vUCEAwOIJQQGAL2TIkCGZPXt2Jk6cmN/97nf529/+ljPOOCMbbbRR9ZjDDz88zz33XP70pz+lW7du6devX2bOnJmbb765+krQVq1aNdQurNCWJGSGFd3CK0D79+9fo33SpElp0qRJ5s6dm8svvzzPP/98Zs2alc6dO2e77bbLwQcfnJYtWzZEyQBAybgdHgD4wlq2bJkvf/nLOeecc1JZWZkLL7wwH3/8cXV/p06d8pvf/Ca77rprbrzxxnz3u9/NaaedllatWuWUU05JklK/Gf6LGDJkSO6444784he/yNNPP52jjz46L7/8ckOXBUvsjTfeyNNPP51dd901G2ywQY2+Dz74IEly8sknp0ePHrnyyitzww03ZK+99sqf/vSnnHHGGZk9e3ZDlA0AlIwQFABYZrp06ZJ11lkn77//fvXzKxfq2LFj/vd//ze///3vc8stt+Taa6/NwIEDM2vWrCTJuuuu2xAlNwqLC5lhRTVnzpxccskl6dmzZ4455pha/bNnz86CBQvSt2/fHHjggWnbtm1at26dffbZJ3vssUcmTJiQe++9twEqBwDKRggKACyVysrK3HTTTdXP+Pu0hbeuzpgxY4nW9+qrryZJdthhh2VTYIl9VsgMK5r58+fnggsuyKxZs3L++eendevWtcYsfAzGlltuWatv6623TpI8/fTT9VsoALBSEIICAEtl5syZ+dOf/pSJEyfW6psxY0YmTZqUioqKrLfeetXtEyZMyMknn5z58+fXGF9VVZURI0Zkm222Se/eveu99sZgWYfM0BDmzp2bCy64IG+//XYuuOCCtG/fvs5xq6++epLU2b/wERnTpk2rv0IBgJWGp+oDAJ/L5ZdfnhNOOCEbbrhhmjRpkqlTp+bqq6/OzJkzc+ihh6Zbt27VY6uqqjJhwoQMGTIk3/3ud9OiRYu89dZbGTx4cFZdddWceOKJDbgnK5aFIfNWW21V4+VSyaJDZliRzJ07N7/4xS/ywQcf5MILL8yqq66aJPn444/zzjvvpFevXtVjN95447z++ut1Bp3Tp09PsnI+L/ihhx7K4MGDs8oqq9TZX1lZmfbt2+emm26qHn/11VenTZs2dY6/9NJLqwNnAFhZCUEBgCT/vS39vPPOS/LfP7CT5KSTTkqTJk2y6667ZuDAgUn+e0v2z372szz++OO58sorM2PGjMydOzctWrTIeuutl5/+9KfZZpttaqy7W7du+epXv5oxY8bkwQcfTKtWrbLqqqtmhx12yIEHHujtz3VYmpAZVhSzZ8/O+eefn1mzZuWCCy5I27Ztq/smTZqU3/zmNxkyZEh125577pkHHnggY8aMyW677VZjXc8991ySZNttt10+xa9gNtxww1x44YW12ufMmZPvfve76d+/f432HXfcMYMGDVpe5QFAoyMEBQCSJH369MnQoUMXO65p06bZeuutq5/XtyS6du2aH/3oR1+kvEavPkPmJLn77rvz5z//ufq/33vvvQwYMCBJctxxx620QRLLz6xZs3Luuefm5Zdfzv7775+77767Rv/bb79da5l11lkn3/rWt3LLLbfknnvuyV577ZUmTZpk5MiRGTZsWDbZZJPsu+++y2kPVhxdunTJ+uuvX2ff448/nsrKyuy1117LuSoAaNyEoAAAy0F9hsxJcsABB+SAAw74nNXBoi1pgP+Pf/wj48aNS5Lcddddda6ra9eutdq+/e1vZ6211so999xT/R3p2rVrDj/88Hz9619P8+bNl/k+rej69u2bvn371tk3fPjwbL755llzzTWXc1UA0LgJQQEAgEVa0gB/2223zf333/+5ttG/f/9at3dT29SpU/PSSy/lrLPOauhSAKDREYICAAA0AsOGDUvnzp3rfCTGv//971x00UWZNGlSKisr07Fjx2y++eY56KCD0qVLlwaoFgBWLE0augAAAAA+2+zZszNixIjsueeeadq0aa3+f//73+nfv3+uueaa3HjjjRk4cGBGjRqV4447Lq+99loDVNy4XHPNNdlnn31y6aWXLnJMVVVVrr/++uy3335LdHU0ACsWISgAAMAK7rHHHsusWbOyxx571Orbcccdc+2112bbbbdNs2bN0rJly2y11VYZNGhQZsyYkcsuu2z5F9yIjB07drGPcnjmmWdy7LHHZtSoUVmwYMFyqgyAZcnt8ACwEhq53S4NXcIS6z/64YYuAaDBDRs2LNtss02dt7a3atWqzmU222yzrLLKKpk8eXL+85//pFu3bvVdZqNTWVmZyy67LLvssktGjBhR55hXXnklV111VY455ph8+OGHQmWARkoICgCwDDWmgDkRMkNjMGXKlIwfPz4///nPl3rZzp07p7KyMh988IEQtA7XXHNNvvSlL2X33XdfZAjavXv3XHPNNWnVqlUeeuih5VwhAMuKEBQAAEjSuEL8lSnAHzZsWLp3757NN9+8zv6hQ4dm3333Tfv27Wv1vf/++0mSDh061GOFjdOoUaPy3HPP5aqrrsobb7yxyHF1zSsAjY9nggIAAKygqqqq8vDDD2fvvfdORUVFnWNuvvnmvPDCC7Xax40bl8rKyqy99trp3r17fZfaqEybNi2DBw/OD3/4w3Tq1KmhywFgORCCAgAArKBGjhyZuXPnZrfddvvMcdddd11eeOGFLFiwIPPnz8+LL76Y3/zmN2nVqlVOPPHE5VRt43HFFVdkiy22yA477NDQpQCwnLgdHgAAYAU1bNiw7LjjjmnXrt0ix1x44YV5/PHH87vf/S7Tp0/PnDlz0q5du2y++eY55JBDssYaayzHild8f/3rXzN58uRcddVVDV3KSueMM87I66+/nmbNakcRffr0yU9/+tMGqKoc5s+fn9GjR+eZZ57JxIkTU1lZmXnz5qVz587Zeeeds88++yzyJWp8NnNbHkJQAACAFdRvfvObxY7ZZJNNsskmmyyHahq/t99+O9ddd11OP/30zwyWqT9nnXVWNt1004Yuo3QqKytz4YUXpnfv3jnjjDPSo0ePzJ8/P3//+99z5ZVX5oknnshFF12Upk2bNnSpjY65LQ8hKAAAACuFp59+OkVR1AqX582blyR57LHH8uyzzyZJTjzxxPTr12+51whfxIknnpgePXokSZo2bZo99tgjzzzzTEaNGpUXX3wxm222WQNX2HiZ28ZPCAoAAMBKYd99982+++5bq/2FF17ImWeemR133DGDBg1qgMrgi1lllVXy61//Or17967V17Vr1yT/vaKRpWduy8OLkQAAAAAasaZNm2ajjTaqs2/ChAlp0aJF+vTps5yrKgdzWx6uBAUAAACWi8ceeyx/+MMf8u6772bu3LlZa621svPOO2ePPfbwTMVlaMGCBXnnnXdy5513ZvLkyTnppJPSpUuXhi6rFMxt4yUEBQAAYKV066235r777qv1TNAOHTrUeHv8j370o/znP//JnDlzkiR33nlnHnjggbRo0SJDhgxpkNobq3feeScnnHBC1l577UybNi0PPPBArr766jzxxBP56U9/Wueb41k6Y8aMya9+9avMmjUr3bp1y6mnnpqvfOUrDV1WKZjbxs3ZBQAAoJ6N3G6Xhi5hqfQf/XBDl7BcHHbYYTnssMMWO+6SSy5ZDtWU35lnnplVVlml+orPjh07ZsCAAfnPf/6TESNG5IEHHsj+++/fwFU2fv369cvtt9+eDz/8MCNHjsyvfvWrbLbZZjnttNPSunXrhi6vUTO3jZtnggIAAAD1rn379nXe8r799tsnSUaNGrW8Syq19u3bZ7/99st3vvOdjBkzJjfeeGNDl1Qa5rZxEoICAAAADaZz585Jkg8++KCBKymnfv36JUmefPLJBq6kfMxt4yIEBQAAAOrV5MmTM3z48Dr73n///SRJhw4dlmNF5fL888/n0UcfrbOvZcuWSZIZM2Ysz5JKw9yWhxAUAAAAqFevvfZahgwZUv1yqU964oknkiTbbLPN8i6rNF588cXcfPPNWbBgQa2+sWPHJknWX3/95V1WKZjb8hCCAgAAAPWusrIyl1xySd57770kyaxZs3L77bdnxIgR2WijjbwU6Qt64403csUVV1RfWTt37tw8/vjjue6669KmTZt8//vfb+AKGy9zWw7eDg8AAECjNnK7XRq6hKXSf/TDDV3Ccrf99tunoqIio0aNyumnn55Zs2Zlzpw5WWuttXLkkUdmv/32S/PmzRu6zEZr3333Tfv27fPkk0/m1FNPTVVVVebMmZPOnTtn5513zkEHHZTVV1+9octslMxteQhBAQAAgHrVpk2b7Lbbbtltt90aupRSat++ffbdd9/su+++DV1K6Zjb8nA7PAAAAABQakJQAAAAAKDUhKAAAAAAQKkJQQEAAACAUvNiJAAAAGCRRm63S0OXsMT6j364oUsAVlBC0CVwSedVGrqEpdK/oQtYSua3fjWm+TW39auxza9fYOtXYzp+G9ux25jmNml88+vcUL8a0/Hb2I7dxjS3SeObX+eG+mV+gTIQggJ8Tvfcd19DlwAANBJ+bwCAhuWZoAAAAABAqbkSFKABzZ07N0888URGjBiRiRMnZv78+amoqMj666+fAw44IH379m3oEkth6tSpuemmm/LKK6+kKIp069YtBx10UHbYYYeGLg1oQM4NlMU111yTv/zlL9l1110zaNCghi6n0XNuqH9TpkzJlVdemfHjx+eGG27I6quv3tAllYJjt36Z38bPlaAADej666/PRRddlHXWWSe///3vc+utt+byyy/PvHnz8pOf/CT3uXXuC5s8eXIGDRqUJk2a5Pe//33++Mc/Zuedd84FF1yQu+66q6HLAxqIcwNlMXbs2Nx///0NXUZpODfUrzlz5uT//u//csYZZ+Stt95q6HJKxbFbv8xvOQhBARpQURTZeOONc8QRR6RNmzZJkq5du+a0005Ly5Ytc/3116eysrKBq2y8iqLIb37zmzRp0iQnnXRS2rRpkyZNmmT//ffPVlttlRtvvDH//ve/G7pMYDlzbqAsKisrc9lll2WXXRrPm7tXZM4N9e/aa6/N1KlTM3jw4PTs2bOhyykNx279Mr/lIQQFaEBbbrllvvnNb9Zqb9++fdZaa63MnTs3kydPboDKyuGll17K66+/nq222qo6ZF5op512yrx58zJ8+PAGqg5oKM4NlMU111yTL33pS9l9990bupRScG6of4ceemjOPvvsdOnSpaFLKRXHbv0yv+XhmaAADahfv36L7Js3b16SpF27dsurnNL5xz/+kSTp3bt3rb511123xhhg5eHcQBmMGjUqzz33XK666qq88cYbDV1OKTg31L+uXbs2dAml5NitX+a3PFwJCrAC+vDDD/Pmm2+mR48eWWeddRq6nEbrX//6V5Kkc+fOtfoWtvnDEVY+zg00dtOmTcvgwYPzwx/+MJ06dWrockrDuYHGyrFbv8xveQhBAVZA9957bxYsWJAf/OAHqaioaOhyGq2ZM2cmSVq2bFmrr1WrVkmSqqqq6qtugZWDcwON3RVXXJEtttjCG4mXMecGGivHbv0yv+UhBAVYwYwfPz633357BgwYkL59+zZ0OSsFQTNQF+cGVkR//etfM3ny5Bx99NENXcpKy7mBxsqxW7/M74pPCAqwApk6dWrOPffc7LfffjnssMMaupxGr23btkmS2bNn1+qrqqpK8t//e9u0adPlWhfQsJwbaKzefvvtXHfddTnhhBM8M7weODfQWDl265f5LQ8vRgJYQUyZMiVnnXVWdt999wwcOLChyymFtddeO0ny/vvv1+pb2LbWWmst15qAhufcQGP19NNPpyiK/OY3v6nRvvAWzMceeyzPPvtskuTEE0/8zBcwUptzA42VY7d+md/yEIICrAAmT56cn/zkJ9lnn31y+OGHV7e//fbbadasWZ0P4WbxNt9889xyyy2ZPHlyrb5JkyZVjwFWLs4NNFb77rtv9t1331rtL7zwQs4888zsuOOOGTRoUANUVg7ODTRWjt36ZX7Lw+3wAA1swoQJ+fGPf5yDDz64RgCaJEOHDs3w4cMbqLLGb+ONN84666yTZ555Jh9//HGNvkcffTTNmjXLnnvu2UDVAQ3FuQGoi3MDjZVjt36Z3/IQggI0oJdffjlnnXVWOnTokNmzZ2fo0KE1/nnttdcausRGraKiIieffHIWLFiQyy67LB9//HEWLFiQe++9N88880y+973vZY011mjoMoHlzLkBqItzA42VY7d+md/yqCiKomjoIlZ0X99vv4YuYancc999DV3CUjG/9asxzW9jm9tl4fzzz8+TTz75mWO+/e1vZ8CAAcuponKaOnVqbrrpprz88sspiiLdunXLwQcfnB122KGhS2swzg31pzHNbdL45ndZcm6orTEdvyvzsbvQrbfemvvuuy/z5s1LZWVlWrRokTZt2qRDhw656qqrGrq8Rsu5of68+uqrOe+885IklZWVmTdvXlZdddU0adIku+66q+fif0GO3fplfhs/IegSaEy/DCaN7xdC81u/GtP8Nra5hcbMuaH+NKa5TRrf/FK/GtPx69gFAJaGFyMBAABJBIsAQHl5JigAAAAAUGquBAUAAJZaURR58MEH89e//jVvvPFGkqRbt2752te+lr322itNmiz6eovx48fn1FNPzYIFC3L//fcvr5IBgJWYEBQAAFgqRVHk17/+dUaOHJn/+Z//yV577ZWKior8/e9/z9VXX52JEyfmpJNOqnPZqqqqXHrppVmwYMHyLRoAWKm5HR4AAFgqo0ePzqOPPpqvfOUr+frXv54WLVqkefPm2XPPPbPLLrvkoYceytNPP13nskOGDEmnTp2y2mqrLeeqAYCVmRAUAABYKqNHj06SbLHFFrX6+vXrlyR54IEHavWNHTs2I0aMyMknn5yKior6LRIA4BOEoAAAwFKZPn16kqR9+/a1+jp27Jgkefnll2u0V1ZW5rLLLstRRx2V1Vdfvd5rBAD4JCEoAACwVDp06JAkmTZtWq2+Dz/8MMl/Q8/Kysrq9muuuSbrrLNOvva1ry2XGgEAPkkICgAALJWtttoqSfLMM8/U6nvuueeq/72qqipJMmrUqDz77LM54YQTlk+BAACfIgQFAACWSv/+/bPFFlvkmWeeya233prKyspUVVVl2LBhGT16dJo1a5YkadmyZaZNm5bBgwfn2GOPTadOnRq4cgBgZdWsoQsAAAAal6ZNm+acc87JPffck0cffTR33313WrVqlY033ji/+tWvcvzxx6dp06Zp27Ztzj///Gy++ebp379/Q5cNAKzEhKAAAMBSa9asWQ4++OAcfPDBNdpnzJiR2bNnZ4MNNsisWbPywgsvpEWLFhkwYECNcR999FGSVLf37ds3p5xyyvIpHgBY6QhBAQCAZebVV19Nkuywww5p27Zt7rjjjjrHHXnkkXnnnXcydOjQ5VkeALCS8kxQAABgqR177LGZMmVKrfb7778/Xbp08RZ4AGCF4kpQAIBl6J777mvoEmC5+Oc//5lrr702p556ajp27JgZM2bklltuyUsvvZTzzjsvbdq0aegSAQCqCUEBAICltu++++aVV17JMccck6ZNm6Z169bp27dvrr766nTp0qXOZd56662ceuqpSWo/E/S0007LZptttnyKBwBWOkJQAABgqR1zzDFLvUz37t09AxQAaBBCUACA5WjKlCm58sorM378+Nxwww1ZffXVa43ZZ599suqqq6ZJk9qPb587d25mzpyZn//85+nbt2+NZTp06FDnNg844IAccsghy2wfAACgsRGCAsBKyHMrl785c+bklltuybBhw1JRUbHY8ZdddlmdAenVV1+d0aNHZ5NNNqnV5wo7AACom7fDAwAsB9dee22mTp2awYMHp2fPnp85dosttkiLFi1qtVdVVeXhhx/O1772tTRr5v9lAwDAkvLbMwBQw5Lcrp0kkydPzm233ZYXX3wxc+fOTevWrbP11lvn29/+djp16vSZ25g3b14GDRqUyZMn56STTsruu+9eH7uyQjn00EPTtWvXJRp7/vnn19n+6KOPpqqqKl/72teWZWkAAFB6QlAAIMnS3a791FNP5Ze//GW+/OUv5/LLL0+XLl0yZcqUXHDBBRk0aFAuvvjiRb4dOkluvvnmTJ48eVnvwgptSQPQzzJ8+PBsvfXWy2RdAACwMnE7PACQZMlv1549e3auuOKKNGnSJKecckp12NmrV68cd9xxeffdd/P73/9+kcuPHz8+99xzT3bYYYdlvg9lNnny5EyYMCF77733Isf88Y9/zHHHHZfDDz883/ve93L++edn7Nixy7FKAABYMbkSFABIsuS3a7/88suZPn16+vTpk44dO9bo22STTdK6deuMHj0606dPr/W28qqqqlx66aUZMGBAZs2atSzLL71hw4alW7du2XLLLRc5Zu7cufn5z3+e9u3b59///nduuOGG/OQnP8nhhx+eb33rW8uxWgAAWLG4EhQASLLkt2tPnz49SdK+ffs6+zt27JgFCxbklVdeqdU3ZMiQdOjQIQcccMDnLXOlNGvWrDzyyCPZa6+9Fvmogj/84Q858sgj06FDh1RUVKR79+4544wzssYaa2To0KF57bXXlnPVAACw4hCCAgBLZeHVnQvD0E/78MMPkyRvv/12jfaxY8fm73//ewYNGpQmTfwKsjQeeeSRzJs37zNfIFXXy6iaNWuWbbbZJkVRZPTo0fVZIgAArND8BQIALJUNN9wwbdu2zWuvvZb333+/Rt/48eMzc+bMJP+99X2hmTNn5rLLLstRRx2Vbt26Ldd6y2DYsGHZfvvtF3n17WdZGI5+8MEHy7osAABoNISgAMBSadWqVY4++ugsWLAgF110Ud58883Mnz8/EydOzOWXX159pWjLli2rl7nmmmvSq1ev7Lnnng1UdeM1ceLETJ48Ofvss88ixzzxxBOLfAHSwvDz089nBQCAlYkXIwEAS+2rX/1qunTpkjvvvDOnn356iqJI9+7d861vfSvjxo3LAw88UH0F4qhRo/LMM8/k6quvbuCqG6dhw4alV69e2WijjRY55oknnsiHH36Yvn371mifP39+xowZkyTZZptt6rVOAABYkQlBAYDPZdNNN82mm25aq/2RRx5Jkqy77rpJkscffzwLFizI8ccfX2Pcwtvlr7322tx4441Jkt/+9rdp165d/RXdyHz88cd59NFHM3DgwMWOfeaZZ/KnP/0pX//619OqVat88MEH+f3vf5+33norBx54YPr06bMcKgYAgBWTEBQAWGaKosjEiRPTq1evrLnmmkmS008/vc6xQ4cOzc0335wf/OAHn/nCn7J49dVXc9555yVJKisrkyQnnXRSmjRpkl133bXOoPPhhx9ORUVFdtlll89c93e+85307NkzY8aMyQMPPJA5c+akKIqsu+66+fGPf5ztt99+2e8QAAA0IkJQAGCp3XTTTWnevHm+9a1v1WgfPXp0PvjggxxzzDENVNmKq0+fPhk6dOhSLbPPPvt85rNAF1pttdVy8MEH5+CDD/685QEAQKl5MRIAsNTee++93HHHHXn++eeT/PfZk0888USuvPLKHHLIIdluu+0auEIAAID/x5WgAECSpbtdu1+/fpk2bVouueSSzJkzJy1btkzPnj1zyimnZKuttvrM7ZxzzjmZNGlSrWeCbrvttjnuuOPqae8AAICVmRAUAEiydLdr77DDDtlhhx0+13bOPffcz7UcAADA5+V2eAAAAACg1ISgAAAAAECpCUEBAAAAgFITggIAAAAApSYEBQAAAABKTQgKAAAAAJRas4YuAKhf99x3X0OXAAAAANCgXAkKAAAAAJSaK0FhJTN//vyMHj06zzzzTCZOnJjKysrMmzcvnTt3zs4775x99tknrVq1qh4/efLkPPjgg3nuuecyY8aMzJs3L2ussUb69++fAw44IM2bN1/ktp544on89re/TZMmTTJkyJDlsXsAAAAAtQhBYSVTWVmZCy+8ML17984ZZ5yRHj16ZP78+fn73/+eK6+8Mk888UQuuuiiNG3aNJMmTcqJJ56Y9ddfP2effXZ69OiROXPm5P777891112Xp556KhdccEGtIPT999/Pb3/720yePDnvvfdeunbt2kB7CwAAAOB2eFhpnXjiienRo0eSpGnTptljjz2y7bbb5pVXXsmLL76YJCmKIkly2mmnVY9t0aJFDjzwwGy//fZ55ZVX8tBDD9Va99lnn5011lgj11xzzXLaGwAAAIBFE4LCSmaVVVbJr3/96/Tu3btW38IrNisrK5MknTp1yhFHHJE11lij1tgvf/nLSZJXXnmlVt/PfvazDBw4MC1btlyWpQMAAAB8LkJQWMk0bdo0G220UZ19EyZMSIsWLdKnT58kSefOnXPooYfWOXbu3LlJknbt2tXqc/s7AAAAsCLxTFBYyS1YsCDvvPNO7rzzzkyePDknnXRSunTpstjlFl4B2r9///ouEQAAAOALEYLCSmzMmDH51a9+lVmzZqVbt2459dRT85WvfGWxy73xxht5+umns+uuu2aDDTZYDpUCAAAAfH5CUFiJ9evXL7fffns+/PDDjBw5Mr/61a+y2Wab5bTTTkvr1q3rXGbOnDm55JJL0rNnzxxzzDHLuWIAAACApeeZoEDat2+f/fbbL9/5zncyZsyY3HjjjXWOmz9/fi644ILMmjUr559//iKDUgAAAIAViRAUqNavX78kyZNPPlmrb+7cubngggvy9ttv54ILLkj79u2Xd3kAAAAAn4sQFFYyzz//fB599NE6+1q2bJkkmTFjRo32uXPn5he/+EXeeeedXHjhhenYsWOS5OOPP86UKVPqtV4AAACAL0oICiuZF198MTfffHMWLFhQq2/s2LFJkvXXX7+6bfbs2Tn33HMzY8aMXHDBBVl11VWr+yZNmpRzzz23/osGAAAA+AK8GAlWQm+88UauuOKKfOc730nnzp0zd+7cPPXUU7nuuuvSpk2bfP/730+SzJo1K+eee25efvnl7L///rn77rtrrOftt99ugOoBAAAAlo4QFFYy++67b9q3b58nn3wyp556aqqqqjJnzpx07tw5O++8cw466KCsvvrqSZJ//OMfGTduXJLkrrvuqnN9Xbt2rdV29913589//nP1f7/33nsZMGBAkuS4447Ltttuu6x3CwAAAGCRKoqiKBq6iBXd1/fbr6FLWCr33HdfQ5ewVMwvAAAAAPXJM0EBAAAAgFITggIAAAAApSYEBQAAAABKTQgKAAAAAJSaEBQAAAAAKDUhKAAAAABQakJQAAAAAKDUhKAAAAAAQKkJQQEAAACAUhOCAgAAAAClJgQFAAAAAEpNCAoAAAAAlJoQFAAAAAAoNSEoAAAAAFBqQlAAAAAAoNSEoAAAAABAqQlBAQAAAIBSE4ICAAAAAKUmBAUAAAAASk0ICgAAAACUmhAUAAAAACg1ISgAAAAAUGpCUAAAAACg1ISgAAAAAECpCUEBAAAAgFITggIAAAAApSYEBQAAAABKTQgKAAAAAJSaEBQAAAAAKDUhKAAAAABQakJQAAAAAKDUhKAAAAAAQKkJQQEAAACAUhOCAgAAAAClJgQFAAAAAEpNCAoAAAAAlJoQFAAAAAAoNSEoAAAAAFBqQlAAAAAAoNSEoAAAAABAqQlBAQAAAIBSE4ICAAAAAKUmBAUAAAAASk0ICgAAAACUmhAUAAAAACg1ISgAAAAAUGpCUAAAAACg1ISgAAAAAECpCUEBAAAAgFITggIAAAAApSYEBQAAAABKTQgKAAAAAJSaEBQAAAAAKDUhKAAAAABQakJQAAAAAKDUhKAAAAAAQKkJQQEAAACAUhOCAgAAAACl1qyhC4B77ruvoUsAAAAAoMRcCQoAAAAAlJorQVkhPfTQQxk8eHBWWWWVOvsrKyvTvn373HTTTUmSyZMnZ9SoUXn++efz/vvvZ/bs2Wnbtm022mijHHLIIVl77bXrXM+YMWPy5z//OW+++WaSpE+fPvnOd76TL33pS/WzYwAAAAAsd0JQVlgbbrhhLrzwwlrtc+bMyXe/+93079+/uu0Pf/hDxo4dm5NPPjk77rhjmjZtmtdffz0XXXRRTjzxxFx00UVZb731aqxn+PDhufLKK3PkkUfmwAMPzJw5czJ48OD86Ec/yi9/+ctsuOGG9b6PAAAAANQ/t8OzQurSpUvWX3/9Ovsef/zxVFZWZq+99qrRvs8++2TnnXdO06ZNkyTrrLNOBg4cmNmzZ+fee++tMfa9997Ltddem0033TTf+MY30rRp07Ru3TrHH398WrVqlcsuuyzz58+vn50DAAAAYLlyJSgrpL59+6Zv37519g0fPjybb7551lxzzeq2gQMHpl27drXGdu3aNcl/b5//pAcffDCzZ8+ucTVpkrRq1SrbbLNNHnrooYwdOzZbbbXVF90VAAAAABqYK0FpVKZOnZqXXnope++9d432Hj16pGPHjrXGT5gwIUmy6aab1mh//vnnkyS9e/eutcy6666bJPnHP/6xLEoGAAAAoIG5EpRGZdiwYencuXO22Wabzxw3c+bMjBkzJtdff3369++f/fbbr0b/v/71ryRJ586day27sO2NN95YRlUDAAAA0JCEoDQas2fPzogRI/L1r3+9+rmfdTnyyCPz7rvvpmnTpjn44IPzjW98I82a1TzUZ86cmeS/t79/2sK2T99CDwAAAEDjJASl0Xjssccya9as7LHHHp85bsiQIZk9e3YmTpyY3/3ud/nb3/6WM844IxtttNFSba+iouKLlAsAAADACsIzQWk0hg0blm222SZdunRZ7NiWLVvmy1/+cs4555xUVlbmwgsvzMcff1zd37Zt2yRJVVVVrWUXti0cAwAAAEDjJgSlUZgyZUrGjx9f64VIi9OlS5ess846ef/996tfkpQka6+9dpLk/fffr7XMwra11lrrC1QMAAAAwIpCCEqjMGzYsHTv3j2bb755rb7KysrcdNNNmTt3bp3LtmzZMkkyY8aM6rbNNtssSTJ58uRa4ydNmpQkdW4LAAAAgMZHCMoKr6qqKg8//HD23nvvOp/TOXPmzPzpT3/KxIkTa/XNmDEjkyZNSkVFRdZbb73q9j322CMtW7bMyJEja23rqaeeypprrpm+ffsu+50BAAAAYLkTgrLCGzlyZObOnZvddtvtM8ddfvnleemll7JgwYIkydSpU/OLX/wiM2fOzCGHHJJu3bpVj+3SpUt+8IMf5IUXXsjtt9+e+fPnp6qqKoMHD05VVVVOOumkz3wDPQAAAACNR0VRFEVDF7Gi+/p++zV0CUvlnvvua+gSlqmTTz45a6+9dgYNGlRn//z58/Pcc8/l8ccfz6uvvpoZM2Zk7ty5adGiRdZbb73sueee2WabbepcdsyYMbntttvy5ptvpqKiIn369Mnhhx+e3r171+cuAQAAALAcCUGXgBAUAAAAABovt8MDAAAAAKUmBAUAAAAASk0ICgAAAACUmhAUAAAAACg1ISgAAAAAUGpCUAAAAACg1ISgAAAAAECpCUEBAAAAgFITggIAAAAApSYEBQAAAABKTQgKAAAAAJSaEBQAAAAAKDUhKAAAAABQakJQAAAAAKDUhKAAAAAAQKkJQQEAAACAUhOCAgAAAAClJgQFAAAAAEpNCAoAAAAAlJoQFAAAAAAoNSEoAAAAAFBqQlAAAAAAoNSEoAAAAABAqQlBAQAAAIBSE4ICAAAAAKUmBAUAAAAASk0ICgAAAACUmhAUAAAAACg1ISgAAAAAUGpCUAAAAACg1ISgAAAAAECpCUEBAAAAgFITggIAAAAApSYEBQAAAABKTQgKAAAAAJSaEBQAAAAAKDUhKAAAAABQakJQAAAAAKDUhKAAAAAAQKkJQQEAAACAUhOCAgAAAAClJgQFAAAAAEpNCAoAAAAAlJoQFAAAAAAoNSEoAAAAAFBqQlAAAAAAoNSEoAAAAABAqQlBAQAAAIBSE4ICAAAAAKUmBAUAAAAASk0ICgAAAACUmhAUAAAAACg1ISgAAAAAUGpCUAAAAACg1ISgAAAAAECpCUEBAAAAgFITggIAAAAApSYEBQAAAABKTQgKAAAAAJRaRVEURUMXAQAAAABQX1wJCgAAAACUWrOGLqAxmTJlSq688sqMHz8+N9xwQ1ZfffVFjq2qqsrQoUNz991357DDDsuAAQOWaBvz5s3LoEGDMnny5Jx00knZfffda415+umnM2bMmLzyyiv56KOPMnfu3HTs2DHbbrttvv71r2fVVVf93PsIAAAAAGUjBF0Cc+bMyS233JJhw4aloqJiseOfeeaZXH311UmSBQsWLNW2br755kyePPkzx1x44YVp3759TjvttGywwQZZsGBBnnnmmVx44YUZOXJkLr/88rRp02aptgsAAAAAZeV2+CVw7bXXZurUqRk8eHB69uz5mWNfeeWVXHXVVTn66KPzrW99a6m2M378+Nxzzz3ZYYcdFjv2f/7nf7LBBhskSZo0aZJ+/fpln332yVtvvZXHH398qbYLAAAAAGXmStAlcOihh6Zr165LNLZ79+655ppr0qpVqzz00ENLvI2qqqpceumlGTBgQGbNmvWZY3/+85+nd+/etdoX1jhz5swl3i4AAAAAlJ0rQZfAkgagSdK+ffu0atVqqbcxZMiQdOjQIQcccMBix2644YZp0aJFrfYJEyakoqIiX/7yl5d6+wAAAABQVq4EXQGMHTs2f//73zN48OA0abJ0uXRRFJk2bVqGDx+ekSNH5vvf/37WW2+9eqoUAAAAABofIWgDmzlzZi677LIcddRR6dat21It+9prr+WMM87IzJkz06FDhxx//PHZZZdd6qlSAAAAAGichKAN7JprrkmvXr2y5557LvWyX/rSl3LbbbelsrIyTz/9dH7/+99n2LBhOeuss9KpU6d6qBYAAAAAGh/PBG1Ao0aNyjPPPJMTTzzxC61nlVVWyS677JIf/vCHGT9+fK688splVCEAAAAANH6uBG1Ajz/+eBYsWJDjjz++RntVVVWS5Nprr82NN96YJPntb3+bdu3afeb6tt566zRp0iTPPvts5s6dm+bNm9dL3QAAAADQmAhBG9Dpp59eZ/vQoUNz88035wc/+EF23333Gn2TJ0/O+PHjs88++9RarmnTpmnSpEnmzZtX/ZxQAAAAAFjZuR2+kXnttdfyf//3f9VXi37Siy++mHnz5mX11VcXgAIAAADA/08I2gjNnDkzF110Ud56660kyfz58zN27NhcdtlladasWY455pgGrhAAAAAAVhwVRVEUDV3Eiu7VV1/NeeedlySprKzMvHnzsuqqq6ZJkybZddddM3DgwBrjf/SjH+U///lP5syZk48//jitWrVKq1at0qJFiwwZMmSR2znnnHMyadKkVFVVpaqqKm3atEmLFi2y7bbb5rjjjkuSfPzxxxk9enRGjRqVf/3rX/n4448zZ86ctG/fPl/+8pdz4IEHplevXvU2FwAAAADQ2AhBAQAAAIBSczs8AAAAAFBqQlAAAAAAoNSEoAAAAABAqQlBAQAAAIBSE4ICAAAAAKUmBAUAAAAASk0ICgAAAACUmhAUAAAAACg1ISgAAAAAUGpCUAAAAACg1ISgAAAAAECpCUEBAAAAgFITgjaQbbfdNttuu21Dl1Fa5rf+mNv6ZX7rl/mtP+a2fpnf+mV+65f5rT/mtn6Z3/plfuuPua1f5rfxEoICAAAAAKUmBAUAAAAASk0ICgAAAACUmhAUAAAAACg1ISgAAAAAUGpCUAAAAACg1CqKoigauggAAAAAgPriSlAAAAAAoNSEoAAAAABAqQlBAQAAAIBSE4ICAAAAAKUmBAUAAAAASk0ICgAAAACU2kobgu68885p3759unXrVv1P+/btU1FRkVVWWaVGe6dOndKtW7e0bt06FRUVadu2bbp165Z333231nq/853vZLXVVktFRUVWX331XHPNNbXGzJ49O926daseV1FRkXvuuWexNY8dO7Z6fLdu3bLFFlsscuxrr72WJk2aZIMNNli6ialHDTnnn/biiy9mu+22S0VFRaZMmbLE+/DUU0+lWbNmqaioWJpdrzcNPacbb7xx9bgWLVrUqKF9+/bZaaedcvvtty+y/v/85z85++yz069fv3Tv3j1du3ZNjx49ss022+Soo47K0KFDM3369GU1XSucRc3faqutllVWWSWbbrppzjvvvMycObOhS603X+QYqq/jpyiKXH/99enUqVN23nnnRY6bP39+brvtthx55JH58pe/nDXXXDNdu3ZN3759c/HFF68wn9vyPk/85S9/Sbdu3ap/XnXs2DF9+vSpsexjjz2Wbt26pVWrVmnXrl223XbbRda68J+uXbumoqIiZ511Vv1P2jLQmOa9jFbEc8uKrqF/p/ikyZMnZ9CgQdlss83SvXv3rLbaaunVq1e23377HHfccbnrrrvy8ccf18c0NJhP/32wzjrr5IMPPqhz7D777JNu3bqladOm1Z/FpEmT/F6xjDTm468x/exZVj/z//a3v6Vbt25ZZZVVUlFRsch1LvzO3HvvvfV6/qrLsvh+f9LEiRNzwgknZKONNsqaa66ZVVddNWuvvXb22muv/OIXv8gLL7yw1DXOmzcvF110Udq0aZPvfe97ixz3s5/9LK1bt17kHDdr1izbb7/9Um+/oXz00UfV34eKiorqfRs8eHCNcc8//3z192nh+fW8887Leeedl27duqVFixapqKjIaqutVj0Xbdq0yTrrrJNDDz00L7/8cgPtIbUUK6mddtqpGDJkSI22IUOGFEmKc845p0b7ww8/XPTs2bO4/PLLiyTFjjvu+JnrvvXWW4s+ffostobXX3+9SFIkKfr27bvY8fvvv3/1+MU566yzqsc+/vjjix2/PKwIcz5r1qzixz/+cdGpU6eiS5cuRZLi9ddfX6L6Z86cWay//vpL/BksDyvCnC48jnfaaaca7ZMmTSp22WWXIknxs5/9rNZyN998c9GmTZtiwIABxQsvvFDdXllZWdx6661F7969iyTFgAEDFltDY7ao+fvwww+LH/7wh0WSol+/fsW8efMapsDl4PMcQ/V1/IwfP77YaaedinXWWafOmj7p3XffLZIUW2yxRfHSSy8VRVEUc+fOLa6//vqiSZMmxXbbbbdCfG4NdZ74zne+85mfwb///e+iS5cuxYsvvviZtS502223FUlqfN4rssY072W1Ip1bGoMV4XeKoiiKiy++uGjevHlx4oknFpMmTapunzZtWnHttdcWXbt2LZIUZ5111hKtr7H55N8He++9d7FgwYJFju3Zs2fx8MMP17n8yvx7xRfR2I+/xvSzZ1n/zD/nnHOKJItcZ1HU/M7Ux/lrcb7o97soiuKSSy4pWrRoUZxxxhnFG2+8URRFUSxYsKB47bXXipNOOqmoqKgokhR//OMfl7iuJ598sth0002rf/894ogjFjn2nHPOWWT/W2+9VTRr1qy44oorlnjbK4qHH354sfteFP/9PtX198FOO+1UK1uYN29ece+99xbt2rUrWrZsWTz99NPLtmg+l5X2StDP4/DDD0/Lli3z2GOPZcKECYscd8MNN+T73//+Eq+3b9++GTt27GdeDTp27Ng888wz6dat22LXN3/+/Nx4443ZfPPNkyTXX3/9EteyolnWc37SSSflpZdeyvPPP5+NN954qWo57bTTssYaa6RHjx5LtdyKpr6O40/r3bt3brnllrRq1So///nP8+abb1b33XXXXRkwYECOOuqo/PGPf8wmm2xS3de2bdt885vfzIgRI9KxY8fPvf3GbtVVV83ll1+eXr16ZcyYMbn//vsbuqTlblHHUH0eP9ttt1322WefPPjgg0u8zPXXX5+NNtooSdKsWbMMHDgwBx10UEaPHp1HH310qWtYESyL88Qll1ySjh07ZujQoXn44Ydr9Z988sk56qijapyL+/XrlzXXXLPO9f3ud7/LDjvsUOPzLpuGmveVTUOcW8pqWf9Ocfnll+eUU07JRRddlMsuuyy9e/eu7uvQoUP+53/+J8OHD0+zZs2WSf0rst69e+eBBx7IL37xi2WyPr9XLN7KevytrD/zl9ffRHX5vN/vq666Kj/60Y/y61//OhdccEH1/C28uvQ3v/lNzj///CTJ3Llzl2idb775Zvbff/+cdNJJueGGGxY7ft11113k53L99denZcuW+e53v7uEe1RuTZs2zX777ZcTTzwxs2fPzi9/+cuGLolkBbmcrQH885//LKZPn16jbVH/l2zmzJnV/yfwm9/8ZpGkOP300xe53pYtWxb/X3t3H1RF1ccB/HsR5AYIosiSJEgzvmFBmkr5R+mg+VKaQpivjZBoikGIk+U4hqn1mGbi24SmQmapIb6EYkOSWRnhIGNMZmKDJBGJrwSKgpznD+begbiXuxfuvbv38v3MOKOye/a3Z8+eczh79mxFRYXJGHRPgjIzM03OBp04caL46KOPRGBgoMlZiEePHhU9e/YUv/zyiwAg3N3dRVVVlcl4rE0NeX758mX93w09rTEmJydHeHp6ipKSElnXwFbUkKfGZhzohISELp0cbAAAEEdJREFUCADiyy+/1Mfh6+srvLy8RE1NTatpx8fHi1deecVkDPbMVP5NmjRJABDvv/++bQOzIXPKkLXLj66OMBWTEI2zPo3NtE9KShIAxIEDB8w6vjUoWU+kpqYKAKJ///7i3r17+v/PyckRQUFB4s6dO7LOobi4WGg0GrFnzx5Z26uBI+S7vVNT3WIPlO5TlJWVCVdXV9GvX79WZ0cJIcSLL74oli9fbuKM7JOu3J47d064ubkJJycnkZOTY3Bbc2aC6nSEfkVbOEr5c4S2p61tvpyZoPX19c2uryV/J5KjPfd3eXm50Gq1om/fvq2W0bt37wpPT89W86Gp6upqUVlZKYSQPxvSkAcPHojAwEARGxtr9r5qYI2ZoDqHDh0SACw2o5jap8POBA0ICICXl5esbd3c3PRPAmNiYgAA6enpqK+vb7Htrl27MG7cOEiSJDuWSZMmITQ01Ohs0MLCQuTn52PevHmy0tuxYwdmz56Nxx9/HGFhYaipqcG+fftkx2MtasjzwMBAMyJudOvWLURHR+PDDz9E7969zd7fmtSQp6Y0NDQAAJycGqubAwcO4OrVqxg/fjzc3Nxa3TclJQXp6entjsGe6fLPEtfCXjUtQ9YuP+bUEa2teZSfnw+tVouwsDCzjm8NStYTsbGxePrpp3HhwgWsW7cOQOO6WHFxcdi8eTMeeughWXFt27YNPj4+iIyMlLW9GjhCvjs6W9Yt9kDpPsXOnTtx7949REREmFx7/dChQ1ixYoWsWO1VSEgItm/fjoaGBkybNg1lZWUWSZf9CsMcpfw5QttjjTZ/xIgRSEtLQ6dOnZpdX1v+TtRUW+7vHTt2oLa21mQZ1Wq1+O677zB27FhZsbi7u8PHx0d27MYcP34cpaWleO2119qdlqNhvasuHXYQtK1GjRqFgIAAVFRU4NixY81+JoRAWlqa2dPlNRoNli1bBgAGG9Tk5GQsXrxYVsNRWVmJrKwsfYWui8WeX4m3Rp6bY+HChQgNDcWcOXOsdgxbs1WelpeXo7i4GJ07d8bw4cMBQP96sCO/0mopdXV1KCwshLe3N55//nmlw1HEf8uQmstPQ0MDSkpKEBcXh7Nnz2LXrl1GX/OyB5aoJzQaDT7++GM4Oztj1apVuHz5MtasWYOQkBCMHz9eVhz3799HWloaYmJi4Orq2ubzsRdqyXdHZ091i9pZqk/Ba9DS9OnTkZCQgGvXriEqKkr2663GsF9hXEcvf2ppe2zd5iv5e6a597eujIaGhppM+4knnpC1jJ4lpaamIiwsrNWPN3dU+fn5ABqXYCDlcRDUTE5OToiOjgbQcmDxxIkTuHfvHsaNG2d2upGRkXjsscdazAYtLCxEXl4e5s+fLyudTz/9FMOHD9c/1Zs6dSrc3NyQl5eHX3/91ey41MBaeS5HZmYmsrOzsX37dqukrxRr52lDQwOKioowZcoU3Lt3D6tXr9Y3xOXl5QCA7t27tzn9juDvv/9GXFwcgoKCcOLECfj6+iodkk0ZK0NqLT9ZWVno2rUrHn30URw/fhyff/45pk6dqnRY7WKpeiIkJARvvPEG7t69i5kzZ2LLli1ISUmRHUdmZiauX78u+20Ie6eWfHdU9la32ANLlVleA8PWrVuHZ555Bnl5eUhKSmpzOh29X2FKRy9/aml7LNHmJyQktPhi+enTpw1uq+TvmYB597du/epu3bpZLZ62+uuvv3D06FHZYxYdxZ07d/DFF1/gyJEj2Lhxo0NNqrJnHARtg+joaGg0Ghw7dgwVFRX6/9e9ht6pUyez0zQ2GzQ5ORlJSUkmX81qGkPTp1VdunRBVFQUAMha6FitrJHnpvzzzz+YN28etm7diocfftji6SvN0nl6+vRpfUfDx8cHY8aMQdeuXZGdnY3FixfrtxNCtJrO9u3b9el4eXnBw8MDf/75p3knZ4ea5p+bmxt69uyJvLw8pKSkYNCgQUqHZxNyypBay88LL7yAqqoqXL16FYmJiZg2bRomTJiA6upqqx/bmixVTyQnJyMgIAA//vgjlixZgp49e8qOITU1FWPGjEFQUJDZ8dsrNeS7I7HnusVeWKLMmroGy5cv118DT09PeHh4tDtue+Ds7Iz9+/fD398fmzZtkr3EFfsV5mH5U0fbY4k2PyUlBRUVFc3+6N5IM0SJ3zN12nJ/m1quQQmffPIJvLy88PLLLysdiuKGDh0KPz8/dOvWDR4eHpg7dy5iY2Px+uuvq/LadUQcBG2DwMBAhIeHo76+Xr8m1M2bN3H48GH9kyQAiIiIaPEU6sqVK0bTjYqKwoABA/SzQQsLC3H69GksWLBAVlw//fQTysvLW6yfons1fvfu3e1+jUYp1srz1sTGxmLUqFEOW5lbOk+HDx+u72jcuHED5eXlyMrKarEeje714GvXrhmMKzY2Vp/OoEGDUFNTo19HxZE1zb9r165h6dKlKCoqwnPPPYebN28qHZ5NyClD7Sk/V65caVGWIyIiLHoOPXr0wMKFC7Fy5UpkZWXh7bfftmj6tmapesLd3R0jR44EALNek7p48SJOnjzZ4WYWKJ3vjsbadQtZpsyaugbvvvuu/hp069YNNTU1Vj4r9ZAkCRkZGejcuTPmzJmDCxcumNyH/QrzsPwp3/a01uZbsw8n97ytRe79rSuj169fNyv9pg9EdH8SEhLaHbfOgwcP9APGWq3WYunamrOzM4DG82nNgwcP4OLiYvTnZ86cQUVFBa5fv47c3Fy4uLggMTERn332mUXjpbbjIGgb6WZb6mZX7tmzB8OGDUOfPn3022RmZrZ4CtWrVy+jaTo5OTWbDZqcnIxFixbJftK4Y8cO1NXVISgoqFklN2XKFDg7O6OyshJHjhxp6ykrzhp5bszt27eRm5uLb775xmgjr/v3rFmzLHB2yrBlnuo8++yzABqXeiDD3NzcsHr1aoSHh6OyshJr165VOiTVaE/56dWrV4uynJmZaekQATTODAUaP55g75SoJ3RSU1MREBDQIdexVDLfOyK2Te3X3jLLa9C6p556Chs2bEB1dTUiIyPNGoRjv8I0lr9Gam3z29uHO3nyJGbPnm3053LO25rk3N+6geVz586ZlXbTByK6P5ZcHufYsWMoKyuz+w8i6T4oVlVV1ep2t27dkvXxMY1GgxEjRmDjxo0AgGXLltnthDRHw0HQNpo8eTK8vb1x8eJFfP/999i5c6dFFk2eOnUq+vbti8LCQvzwww9YuHChrP2qq6uxb98+5Ofnt6jkKioq8L///Q+AfX8gyVp5boiXlxeqq6tRWVlptJHX/Xv37t1WicEWbJmnOpGRkfD19UV2djZu375t1WPZu/Xr18PJyQmbN2/GjRs3lA5HFdRUfnJzc7F3716DP9MtYWLu03o1UqKeABq/KJueno65c+da9VU0tVIq3zsqNdUt9qq9ZVb3IZSMjAyDX2kmYP78+YiOjsb58+fbtLYc+xXGsfw16qhtvhraXFP3d0xMDNzd3XHw4MFWl2+4dOkShg4divXr11szXL3U1FSEh4fbbMDYWvr06QNnZ2ecP3++1e3Onz+P/v37y053xowZGDJkCEpLS/UzjUlZHARtI1dXV8yYMQMAkJSUhD/++KPFa+ht0XQ2aGJiIrp06SJrv/379yM4OBgDBw40+POZM2fC2dkZX3/9NcrKytodpxKslecdmRJ56ubmhtTUVNy5cweJiYlWPZa9CwkJwfTp0/Hvv/9iw4YNSoejCmoqP6dOncKKFSsMvhKbk5MDAAgLC7N1WBanVN2bkZGBqqqqDjvwxzbPttRUt9ir9pZZf39/rFmzBpcvX8bq1autFabd27p1K5588kns3bvX7HVp2a8wjuWvUUdt89XS5rZ2f/v5+SElJQW///47Nm3aZHB/IQTeeustFBUVWXzJJ0OuXLmC7Oxsh1i2SKvVYuzYsbh06ZL+a+7/VVVVhSNHjmDixImy09VoNPoJae+9916HfsiiFhwEbQddJX3mzBlMnz5d9seLTJk1axbq6ur0g6Fy6NbhMEaSJIwbNw4NDQ1IS0trf5AKsVaed2RK5OmkSZOwe/du7Nu3DxERETh79qz+iWZtbS1yc3MxZcoUnDp1CgEBAQ65+LxcK1euROfOnbFx40bcunVL6XBUQU3l58KFC4iNjdV/Vfb+/fvIyMhAUlISPD09sW7dOqsd25aUqCdSU1MxefJk+Pn5Wf1YasU2z7bUVLfYq/aW2YSEBKxduxarVq3C3Llzm62NV11dja+++gpjxoxBaWkpBgwYYNHY7YVWq8WBAwfg4+Nj8mM+hrBfYRzLX6OO2uaroc01dX+/+uqr2LJlC5YsWYKlS5fq+59CCBQVFeGll15CdnY2Dh8+jN69e1s9Xt1HA80ZFFSzDz74AN7e3oiKisLRo0dx//59AI35W1BQgAkTJmDChAkYNmyYWemGh4dj9OjRKCkpseu3SB2GIFFQUCAkSRKenp4CgHB3dxeSJIlDhw6Z3Hfw4MECgMjPzzfrmMHBwcLHx0cAEJIkifDw8Fa3nz17tpAkSTg5OTXb5+effxaSJAkAonv37mLy5Mkt9q2pqRGSJAkPDw8BQLi6ugpJkkR5eblZMVuSEnkuhNDnlyRJwsXFRQAQPj4+QpIk8eabbxrdr7i4WL9f02sgSZLIzc01Ow5rULocu7i4CEmShL+/v+z9y8vLxdKlS8XgwYOFJEnC19dXdO/eXYSGhoqYmBhx8OBBUVdXZ1ZM9sRQ/k2cOLHFdvHx8QKA8Pb2FpIkidraWgWitY72lCFrlJ9FixYJSZJaxCRJkigoKGi2bWVlpdiyZYsYPXq06N27t+jRo4fw8PAQ/fr1E3FxcaKkpMSsY9uCEvXEtm3bhCRJQqvVNivHt2/fNrrPb7/9JgCIb7/91qxjqZW95LsjUVvdYm+U6qfpXLx4UcTHx4uBAwfqr4GPj48YMmSIWLBggcjJyRENDQ1tTl+Namtrm7U/kiSJ4OBgo9vn5OSITp06Nasn2a+wDEcpf/bS9rS3zc/JyRGSJAl3d3cBQHh6egpJksS8efPMTssS9Zchlri/myouLhZxcXGiX79+ws/PT0iSJEJCQsTixYvb1P+MiooSkiQJb29vAUBotVp9//fq1asG96mvrxf+/v7inXfeMft4alZaWiri4+NFcHCw6Nq1q5AkSTzyyCNi5MiRYufOnS3u/RUrVhgcW/jvdSgoKBAajUaft+np6TY8K2pKI0QbHiESERERERERERER2Qm+Dk9EREREREREREQOjYOgRERERERERERE5NA4CEpEREREREREREQOjYOgRERERERERERE5NA4CEpEREREREREREQOjYOgRERERERERERE5NA4CEpEREREREREREQOjYOgRERERERERERE5NA4CEpEREREREREREQOjYOgRERERERERERE5NA4CEpEREREREREREQOjYOgRERERERERERE5NA4CEpEREREREREREQOjYOgRERERERERERE5NA4CEpEREREREREREQOjYOgRERERERERERE5NA4CEpEREREREREREQO7f+G9DRYIe4SWgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1680x840 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "order = pd.DataFrame(df.groupby('rating')['count'].sum().sort_values(ascending=False).reset_index())\n",
    "rating_order = list(order['rating'])\n",
    "\n",
    "mf = df.groupby('type')['rating'].value_counts().unstack().sort_index().fillna(0).astype(int)[rating_order]\n",
    "\n",
    "movie = mf.loc['Movie']\n",
    "tv = - mf.loc['TV Show']\n",
    "\n",
    "\n",
    "fig, ax = plt.subplots(1,1, figsize=(12, 6))\n",
    "ax.bar(movie.index, movie, width=0.5, color='#b20710', alpha=0.8, label='Movie')\n",
    "ax.bar(tv.index, tv, width=0.5, color='#221f1f', alpha=0.8, label='TV Show')\n",
    "#ax.set_ylim(-35, 50)\n",
    "\n",
    "# Annotations\n",
    "for i in tv.index:\n",
    "    ax.annotate(f\"{-tv[i]}\", \n",
    "                   xy=(i, tv[i] - 60),\n",
    "                   va = 'center', ha='center',fontweight='light', fontfamily='serif',\n",
    "                   color='#4a4a4a')   \n",
    "\n",
    "for i in movie.index:\n",
    "    ax.annotate(f\"{movie[i]}\", \n",
    "                   xy=(i, movie[i] + 60),\n",
    "                   va = 'center', ha='center',fontweight='light', fontfamily='serif',\n",
    "                   color='#4a4a4a')\n",
    "    \n",
    " \n",
    "\n",
    "for s in ['top', 'left', 'right', 'bottom']:\n",
    "    ax.spines[s].set_visible(False)\n",
    "\n",
    "ax.set_xticklabels(mf.columns, fontfamily='serif')\n",
    "ax.set_yticks([])    \n",
    "\n",
    "ax.legend().set_visible(False)\n",
    "fig.text(0.16, 1, 'Rating distribution by Film & TV Show', fontsize=15, fontweight='bold', fontfamily='serif')\n",
    "fig.text(0.16, 0.89, \n",
    "'''We observe that some ratings are only applicable to Movies. \n",
    "The most common for both Movies & TV Shows are TV-MA and TV-14.\n",
    "'''\n",
    "\n",
    ", fontsize=12, fontweight='light', fontfamily='serif')\n",
    "\n",
    "\n",
    "fig.text(0.755,0.924,\"Movie\", fontweight=\"bold\", fontfamily='serif', fontsize=15, color='#b20710')\n",
    "fig.text(0.815,0.924,\"|\", fontweight=\"bold\", fontfamily='serif', fontsize=15, color='black')\n",
    "fig.text(0.825,0.924,\"TV Show\", fontweight=\"bold\", fontfamily='serif', fontsize=15, color='#221f1f')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "283c8caa",
   "metadata": {},
   "source": [
    "<br>\n",
    "\n",
    "\n",
    "### 2.7 这些年来内容是如何添加的？\n",
    "正如我们在分析开始时的时间线中看到的那样，Netflix 于 2016 年走向全球, 电影内容的增加是显着的。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "37777481",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1680x840 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 1, figsize=(12, 6))\n",
    "color = [\"#b20710\", \"#221f1f\"]\n",
    "\n",
    "for i, mtv in enumerate(df['type'].value_counts().index):\n",
    "    mtv_rel = df[df['type']==mtv]['year_added'].value_counts().sort_index()\n",
    "    ax.plot(mtv_rel.index, mtv_rel, color=color[i], label=mtv)\n",
    "    ax.fill_between(mtv_rel.index, 0, mtv_rel, color=color[i], alpha=0.9)\n",
    "    \n",
    "ax.yaxis.tick_right()\n",
    "    \n",
    "ax.axhline(y = 0, color = 'black', linewidth = 1.3, alpha = .7)\n",
    "\n",
    "#ax.set_ylim(0, 50)\n",
    "#ax.legend(loc='upper left')\n",
    "for s in ['top', 'right','bottom','left']:\n",
    "    ax.spines[s].set_visible(False)\n",
    "\n",
    "ax.grid(False)\n",
    "\n",
    "ax.set_xlim(2008,2020)\n",
    "plt.xticks(np.arange(2008, 2021, 1))\n",
    "\n",
    "fig.text(0.13, 0.85, 'Movies & TV Shows added over time', fontsize=15, fontweight='bold', fontfamily='serif')\n",
    "fig.text(0.13, 0.59, \n",
    "'''We see a slow start for Netflix over several years. \n",
    "Things begin to pick up in 2015 and then there is a \n",
    "rapid increase from 2016.\n",
    "\n",
    "It looks like content additions have slowed down in 2020, \n",
    "likely due to the COVID-19 pandemic.\n",
    "'''\n",
    "\n",
    ", fontsize=12, fontweight='light', fontfamily='serif')\n",
    "\n",
    "\n",
    "fig.text(0.13,0.2,\"Movie\", fontweight=\"bold\", fontfamily='serif', fontsize=15, color='#b20710')\n",
    "fig.text(0.19,0.2,\"|\", fontweight=\"bold\", fontfamily='serif', fontsize=15, color='black')\n",
    "fig.text(0.2,0.2,\"TV Show\", fontweight=\"bold\", fontfamily='serif', fontsize=15, color='#221f1f')\n",
    "\n",
    "ax.tick_params(axis=u'both', which=u'both',length=0)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "46a91566",
   "metadata": {},
   "source": [
    "<br>\n",
    "\n",
    "### 2.8 我们可以查看相同的图，但作为累积总数......\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "b7cb9ab1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1680x840 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data_sub = df.groupby('type')['year_added'].value_counts().unstack().fillna(0).loc[['TV Show','Movie']].cumsum(axis=0).T\n",
    "\n",
    "fig, ax = plt.subplots(1, 1, figsize=(12, 6))\n",
    "color = [\"#b20710\", \"#221f1f\"]\n",
    "\n",
    "for i, mtv in enumerate(df['type'].value_counts().index):\n",
    "    mtv_rel = data_sub[mtv]\n",
    "    ax.fill_between(mtv_rel.index, 0, mtv_rel, color=color[i], label=mtv,alpha=0.9)\n",
    "    \n",
    "\n",
    "    \n",
    "ax.yaxis.tick_right()\n",
    "    \n",
    "ax.axhline(y = 0, color = 'black', linewidth = 1.3, alpha = .7)\n",
    "\n",
    "#ax.set_ylim(0, 50)\n",
    "#ax.legend(loc='upper left')\n",
    "for s in ['top', 'right','bottom','left']:\n",
    "    ax.spines[s].set_visible(False)\n",
    "\n",
    "ax.grid(False)\n",
    "\n",
    "ax.set_xlim(2008,2020)\n",
    "plt.xticks(np.arange(2008, 2021, 1))\n",
    "\n",
    "fig.text(0.13, 0.85, 'Movies & TV Shows added over time [Cumulative Total]', fontsize=15, fontweight='bold', fontfamily='serif')\n",
    "fig.text(0.13, 0.58, \n",
    "'''Netflix peak global content amount was in 2019.\n",
    "\n",
    "It appears that Netflix has focused more attention\n",
    "on increasing Movie content that TV Shows. \n",
    "Movies have increased much more dramatically\n",
    "than TV shows.\n",
    "'''\n",
    "\n",
    ", fontsize=12, fontweight='light', fontfamily='serif')\n",
    "\n",
    "\n",
    "\n",
    "fig.text(0.13,0.2,\"Movie\", fontweight=\"bold\", fontfamily='serif', fontsize=15, color='#b20710')\n",
    "fig.text(0.19,0.2,\"|\", fontweight=\"bold\", fontfamily='serif', fontsize=15, color='black')\n",
    "fig.text(0.2,0.2,\"TV Show\", fontweight=\"bold\", fontfamily='serif', fontsize=15, color='#221f1f')\n",
    "\n",
    "ax.tick_params(axis=u'both', which=u'both',length=0)\n",
    "\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "580f5f41",
   "metadata": {},
   "source": [
    "<br>\n",
    "\n",
    "### 2.8 逐月¶\n",
    "我们已经看到这些年来内容是如何增加的，但是平均而言，是否有某些月份倾向于享受更多内容的添加？\n",
    "\n",
    "我将以多种方式展示这一点 - 累积年视图，以及径向图......"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "da7e6c4f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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4seBmPDExkQoXLizKl17ArlKlSuTo6EixsbGZavPLly/p+vXrtHz5ctH8HB0dSavV0uzZs+n8+fO0fPly0T7i7OxMCxYsIAcHB5o/fz6dP3+eFixYINr2xYoVI4PBINmGzZs3i4LMs2fPtkyPi4sT7W9ly5aVDBYTkeQXFBqNhk6cOGHJc+bMGdE8+/bta3U9ZeZLDzOpY59GoyF7e3v64osvKCgoiPbu3Us1atSw+XiaGZkN4jRs2FCyD+/fvz/bbSHK3LnAlvX9+PFjun79uuV4mbbvlihRgtavX09nz56lKVOmiPI0atSIRo4cSaVLl6bNmzfTmTNnaNSoUaJ877//vtVlsrVfSAW1cyJQbA6MdujQgV69eiWYdvLkSUFAEgDVqVPHauAvqwE8qXWbOlBMRBQVFSUZVD916pTVesuXL09yuZwePXokSJ80aZKgDp1OR7dv3yYiIpPJRN26dRNMr1WrltVjT3ZkJVA8d+5cUZnNmzdbpkdERFD58uUF0xs0aEAJCQmiurJybRUeHm7JO336dMEXOiaTif744w9RnZ9++qnV+jhQzBhjjDHGsqrABor79+8veeNtLciVWRs2bBDV3a9fP1G+adOmifLNmjVLlE/qxgMArVmzRpAvOjpa9JRhvXr1JNuYlZuZa9eukZ2dnaBM48aNBXkePXokqnfw4MGS9Und0LVu3VqUr0ePHqJ8N27csLnOnA4Ub9++XXL6xYsXRfMeMWKEZN60T18DoE8++USQ5+nTp5I38VI3fDt27BDls7e3Fz2NOX78eMm+JBVE6dOnjyjfwYMHBXk++OADwXSVSkW3bt0S5Ll8+TLJ5XJRXRcvXhTkmzdvnmTbciNQ3K1bN0Ge+Ph48vLyEuVbuHChIJ/Ul0xVqlSRnO+JEycIAA0fPjzLbZe6eQdA8+fPF+T77LPPJPP9/vvvgnxS23Tnzp2i+d6/f1/U97y9vUVfZB0+fFhUX8eOHSWXRSp4J7Vu0u4bKpWKoqKibK4zK4FiADR+/HhBvuvXr4vyWDueZkZmgzhpn+i2tv9kVU4His2kApUymYyuXLkiyCf1axiZTEbXr18X5Eu7f9rZ2Vl9KvV1CBSr1Wp6/vy55PQ5c+aI6lq7dm2255uaLYFiIqJ+/fqJ8lk7b50+fZoAUKtWrQTpf//9t6iO/v37C/IcP35clGf69OkZLkdmZTZQfPr0adGXU40aNRLlk/rSbvTo0aJ82QkU16hRw2qezp07i/q/tS+iOVDMGGOMMcayqsCOURweHi6ZrtVqc6T+yZMni9LSjvcHAI0aNRKlffvtt4iLi7NpPi1bthR81uv1cHNzE6SdO3cux8bW/P7775GUlCRIq127tuCzp6cnihYtKkhbsWKF5JiSUqReuJN2vEwAOH36tE315aQJEybg5MmTaNOmjeT0d955R9SHtm3bJsp35swZBAUFidJ79eol+Ozh4YHWrVvb1Lb58+eL0vz8/ODh4SFIGzBggE313blzB6tXrxal16pVS/C5Zs2ags8GgwHz5s0TpC1cuBAmk0mQVqFCBbz77ruCtH79+tk85mp2DRw4UPDZ3t4enTt3FuWbO3eu4PPw4cNFL7EMDg6WHBt78eLFAIAPPvgge41NQ6PRiNpfpUoVUT6tVou+ffsK0ipVqiTKJ9UXZ86cKToONWnSRDS2Zt26dWFnZydI27Ztm837py37u8FgwIULF2yqLzvSvtCqfPnycHBwEKTl5PHUVrl9vspLjRs3FvVBqb7bpEkTlC9fXpBWsWJFweekpCSbx9nOa6tWrUJQUBBcXV0lp9etW1eUJnWuyAuDBg0Spa1ZswaJiYmi9D///BOA+DwyY8YMUd601wY1atQQHT/mzZsnOZ+8NGXKFBiNRkGarddrCxcuxIMHD7LdBmdnZ5w8eRIbN260midtn0lKSsKePXuyPW/GGGOMMcZSK7CBYmvSe3mbra5du4YbN26I0kuWLClKkwqARkRESAad0nJ2dkahQoVE6WmDBwaDAS9evMiwvowQEXbs2CFK9/T0FKWlDRQbDAbs3bvXpvlIrSepgMjTp09tqi8n+fr6om7dulAoFJLTZTIZ3N3dBWmPHj1CTEyMIG3//v2S5StXrixKSxtMlZKcnCzZZ6Tqq1ixoijQKWXHjh2i4K6joyP0er0gLe22BoDt27cLPkstr1TbnJyc4OPjk2HbcsI777wjSpMKWF2/fl3wor5ixYqha9euonxpg+MxMTFYt24dqlWrhurVq+dAi//j4+Mj2iekjgXe3t425Uv7JQ4RYdOmTaJ8UvumSqWS7ANS5aW8Lvu7vb295ItMnZ2dBZ9z6niaE3LifJXXKlSoIEqT6pNpg8TW8tn6BWRee+eddySPJ2Zpv8ADIHndkBeaNm0qegFbZGSk6DielJSENWvWwNHRUfClWmRkJI4ePSqqN+21gVqthouLiyAtPDw8X770NYuKipI8P0kdl7y9vUVfZCYlJUleF2WWUqlE3bp10z3/vU59hjHGGGOMvb0KbKA4bTDPLDY2Ntt1nzlzRjJd6skia08bWasjtbRPuqUnPj7e5rzWhISEICIiQpQuFdSRSpN6alGKrcuVE8uUFdHR0Zg/fz7at2+PkiVLwsHBAXK53PIm83v37onKREZGCj5fuXJFlMfBwUFyvRUuXDjDNt29e1fyKfQiRYqI0hQKhdV+l9q5c+dEabZu65CQEDx//hwAkJiYKPmWeKm2AbYtb06QuumWSgOAy5cvCz6PGjVKlGfr1q14+PCh5fPq1asRExMjeko1J0itI7VabVM+lUolSku7L927dw9hYWGifNb6jVS6Lccw4PXZ3wsVKiQZeJV6wj2vjz25eb7Ka7ndd18noaGhmDZtGpo2bQpPT09otVrLeSJtYBYQnyfyikwmk/ylyfLlywWfd+zYgYiICPTo0QMajcaSfuHCBdGXikDOXxvkhvPnz0v+QkDqmKZQKODk5CRKt/VYZ4uTJ09i1KhRqF27Ntzc3KBSqSx9RurJ7/zqM4wxxhhj7O2V8WOFbylvb2/JdKlAaGZJBVgA6ZtcqRvk9OpILTM/0Scim/NaYw78pTV8+HAMHz48w/JPnjyxaT62LldOLFNmHT58GD169BD8FFypVKJ27drw8fGBTCbD9u3bRUHbtD9rlXoi0drPyO3t7TNsl7UnHLNTp9T2fvr0qc1PMT59+hRubm5Wb2Sz07acILXvWWtT2vXbsGFDVK1aVfCz9+TkZPz222+Wn2AvXrwYGo0Gffr0yblG/0tqG2QnLe2+lJljGCC9Lm05hgGvz/6edviM9OT1scfb2xv3798XpefE+Sqv5XbffV3MmTMHkyZNgsFgsKQ5Ojqifv36cHNzQ2xsrOhJ1LTnibw0YMAATJs2TbA+9+zZg2fPnlm+QLM27IS1awNbh02y9dogN+TlsS49BoMBQ4YMwYoVKwTpnp6eqF69OnQ6HUJCQkRB6fzsM4wxxhhj7O1UYAPFfn5+kmPqST35mFPepJtcKdbaWqtWLcmfaaYl9VP/N8mjR4/QoUMHREdHW9L0ej3279+POnXqWNJ8fX0lnyrOiLXhLLIjO3VKbW+NRoOOHTvaVN7ajbZZbixvdqU3pEhao0aNwpAhQwRpixYtwldffYVbt27hzJkz6Nevn+QTaG8qa18SvEnHsTeRn58fjh07Jkq/desWmjVrlg8tYunZvn07xo4dK0h75513sGfPHsswLaGhoTkyZEFO8fX1RdOmTXHo0CFLWnJyMlatWoWxY8fixYsX2LVrF0qWLImGDRsKylrb/5s2bWr1VxqpSQ35kt/y+lj3+eefi4LEffv2xZIlSyzn0mXLluXo08uMMcYYY4xJKbCB4oYNG8LFxUX0tKPUz+2tiYqKwtKlSwEApUqVQocOHQBY/+m81AtbUj9tlFpe/fw+M9K+JM9swIAB+Oijj/K4NXnvjz/+EASJAeCjjz4SBIltJTXWprW+YMuLs6Tqy26dUttbp9NhzZo1GZZNLe2YlDnRtpxgNBpFgWFrL1WSWr+9e/fGxIkTBU91hoeHY926dTh79iyAnH+JXV7JzDEMkN6Wr+Mx7E3VoUMHfPPNN6L0zJyvrl27hn379gFIeVFctWrVLNMyM9bxm/IEo63LlBvL8/PPP4vSvv/+e8mxvF8ngwYNEgSKgZThJ8aOHYvVq1fDYDCgf//+onVr7dpgwoQJaNeuXa61Nye8Dse6uLg4/Pbbb4I0jUaDuXPnZviFK2OMMcYYYzmtwI5RrFKpMGHCBFH6rVu3bH6qeNu2bRg7dizGjh0reKGItcCh1M8zrf1kU+qN6PmtRIkSkk9HZvTz56ioKLx8+TLf32yeXRcuXBClpX2ru62kXnL08uVLyaeV0ganpZQsWVJy2ARrQ1LYUmfVqlUl25heYMVgMODly5d49eqVJU2tVqNs2bI52racIDUfa8NkSG0ve3t7yfGH58yZgxUrVqBcuXJo1KhR9huaD3x8fCSfBLR2vJJKfx2PYW+qWrVqoWXLlqL03bt32/yE46xZsyznq7RfxkgN92JtP8+r/TO7bF2m3FienDxX5KVu3brB0dFRkHbp0iVcunQJf/75J2QyGfr16ycq9+6770oG5jO6Nnj58iVevnyJpKSk7DU8G2rUqCH5clepY5rRaMTLly9F6dk91t28eVM0XFXp0qWtfsnKGGOMMcZYbiqwgWIAGDNmDEqVKiVKnz17doZliQjz5s0DkPLkR+qbpwoVKqBixYqiMnfv3hWlhYSEiNLc3NzQuHHjDNuQXVI3R2mDDqdOnUJgYCBevXoFuVwuOeag1IvZzB4+fAhnZ2e4uLjg8OHD2W+0DTJartDQUAQGBuLmzZuZqjchIUGUJhWMsCXwIBX0SU5OFrwMzSw0NDTD+pRKJfz8/GwqGxkZiaioqAzrbNu2rejmPzk5Od319tFHH8HFxQVt2rQRpEstr1TbiChLw3ZkhdS+J9WmihUrolixYpJ1jBw5UvRU8vnz5/HixQvRsBRvEplMhq5du4rSpY5hiYmJkmOMduvWLVfallZG+/uNGzcQGBiYZ/0qt/zwww+i483Dhw+xfv36DMuGh4dj9erVAIBq1aqhVq1agumurq6iJxeljhEvXrwQfAn0OpN6eldqmaT6dHbZcq7ITIDalnN1YGAgAgMDs/WFrFarRY8ePUTpX3zxBc6cOYOGDRtKDjPl5uYmGQhP79rg+PHjcHFxgYuLi+SxOK84ODhInp+k+kVoaKhovatUKrRv316Qltlrq5y8tmCMMcYYYyy7CnSgWKfTYefOnXB2dhak//HHH9i/f3+6ZefOnWsZK27ChAkoUqSIYLrUz4SlAqVHjhwRpX311VeCN4rnlrTLDUD0VMt7770HPz8/3LlzBwAwceJE0cun9u3bZzXwuGjRIhARfH19JQOZuUHqKZzUyzVr1iz4+flh/vz5mapX6gWIaW8m7927Z/VJ2dRq1qwp+eT50aNHRWkHDx60qX0ff/xxjtZXoUIFyfGIrQWmwsPDsXnzZgDA4MGDBdNGjBgh6jdBQUGiG+Tz58/nWSBKaj1Ira/Ro0dbrcPb21tyHdnZ2Yle+PSm+fzzz6HT6QRpR44cEQU8Tpw4IXpCtUuXLqhZs2autxHIeH+fOHEi/Pz8sHHjxjxpT26pWrUqAgICRF/ejBs3Do8ePbJajogwfPhwxMXFQSaT4ccffxTlUSqVqF69uiDN/EuQ1P7++++sL0Aekzq+pv2y4MmTJ7h69WqOz9uWc8X58+dtri+jPv7ixQv4+fnBz88PsbGxmWip2KBBg0Rpu3btAiB+iV1qn332mSht06ZNVp9M//333wEADRo0kPzFSV6aNm2a6As/W6/XPvroI9EXiZm9tpLqL/fu3YPJZBKkZabPMMYYY4wxllUFOlAMpLxE5ciRI4IbleTkZHTu3Bnz5s0TBbJiY2MxZcoUjBs3DkDKW72nTJkiqrdr164YP368IG3t2rU4ffq05XNoaCgWLFggyOPv749Ro0Zle7lsodfrUb58eUFaREQEnj17BgA4dOgQoqOjoVKpLC+bqV69OqZPny4o8+rVKwwaNAgxMTGWNCLCkiVLMHPmTMhkMvzyyy+ws7PL5SVKIRWgMgcDEhMTsXfvXgDSwwmkp1OnTqK0P/74w7LciYmJGDNmjM31LVq0SPQG9e+++04QnFm8eHG6T2Wl1rp1a/Tq1UuQduvWLSxevNjyOTIyElOnTrW5jb///ju8vLwEaT/88IPoi5R79+6hW7duiIiIQN26dTFw4EDB9EqVKmHixImCtOjoaMELJRMSEjBp0iSb25ZdP//8Mx48eGD5fPDgQcsYrmaNGzfOcJxhqf21Y8eOb/wYvcWLF8eKFSsEAZT79+/jl19+sXyOj4/H119/LShXvnx5LFmyJM/amd7+HhkZaQn+Z3Z/fx317NkTa9euhYODgyXt0aNHaNCgAXbt2iUK4j98+BDdunXDpk2bAKR8gdm8eXPJuqWGUVm+fLnl/+Hh4ZgyZUqmxjPOTwMHDhQ92fnXX39Zgm/JyckYO3ZsrrycTOpckfqXSo8ePZL8MtmacuXKCbY5ANy+fdvy9PDWrVsBAJ6enlbHq7eVtcCtRqORfNrYrHPnzqJj5Z07d/DJJ58IhpZISkrCt99+i7/++gtqtRpz5szJVntzQq1atUS/JDt69Ci2bNli+RwREYH//e9/gjyNGjUSpQGZv7YqVqwYatSoIcgfFhaGlStXCtqT+jNjjDHGGGO5hhgREUVFRdHEiRPJ0dGRAFj+HBwcqEmTJtS1a1dq2rQp6fV6AkBKpZLGjh1LBoMh3XrnzZtHOp3OUp9SqaTmzZtT27ZtBekqlYq+/vprMhqNgvJXr14lf39/at++vaBdAEir1ZK/vz9NmzaNiIimTZtG/v7+pNVqRXnbt29P/v7+dPXqVUH9S5YsEeX18fERtG/MmDGSy2Vvby8o5+zsTG3atKE2bdqQt7e3pY3Lli0Tlf/444/J39+f3N3dRfP38/Mjf39/CgsLo8DAQPL396dKlSqJ8lWqVIn8/f1pwYIFgrqfPn1Kbm5ugrxqtZratm1LpUuXJgBUvHhxevXqlS1dw8JkMlHXrl1F7ShWrBi1bduWihcvTgMHDiRPT0+r6z8wMFBQ5/79+8nZ2VmQ19XVlTp27Eh16tQhuVxOrVu3FtXn6+tL/v7+9PHHHwvqS0hIoO7du4vy161blzp27Eiurq5Uo0YNKly4sM1tvH//PtWvX1+Uv2rVqtSlSxeqU6cOqdVqAkBNmjSh8PBwyfVnNBpp9OjRonreeecd6ty5M3l5eVGJEiWoQoUKVvvE+vXrbd5eYWFh5O/vT/7+/qL6AND7779Per2e2rVrR35+fqRQKATTmzZtSi9fvrRpXpUrVxaU3b17t83ttMbc9/38/ERtd3d3t/R983Kml2/9+vWWfLVr17a5PxERHTp0yLI/m/9q1KhBnTt3FvX1rl270osXL0R1mLdDescmIqL169eTv78/+fr6ivLVrl1bsg9cuXJFdCxydHSk9u3bU7FixQgAVatWjYxGY64fT20VEBAgqnPAgAE2l7916xb17NlT1Gc9PT2pZcuW1LVrV6pVqxYplUoCQIUKFaIlS5akW6fRaKQOHToI6pPJZFSvXj1q3749OTk50VdffUU+Pj4ZHjsWLFiQ4XE7MDDQpuP71atXLfnS6xdpzwNERD/88IMof7ly5ahTp07k4+NDrVq1kjw+pK3Tln3R3IeJiCIiIiznmtR/lStXplatWpGbmxtNnDjRah80n/9S++qrr0T5y5cvT61atSI7OzsCQLNnz7Z5/Zv7uZSZM2eKyvXu3TvDfmk0GunLL7+09Dvzn4eHB3Xo0IFatmxJHh4elj6ZE8dJM/Oxw9p1RertJNVXiIjWrVtHrq6ugv7fsGFD6tixI7m4uFjS5XI5DR8+nOLj4622J7PXVidPniSNRiPIL5fLqXHjxtSoUSPy8vKioUOHZnjsNq+HzB7niVKO9WnLNGnSJMvbhDHGGGOMvZk4UJzGy5cvafny5TR48GB65513qEiRIqRWq0mtVlORIkWoWbNmNG3aNLp7967NdUZERNBPP/1Ebdq0IS8vL9JoNKRWq6lo0aLUrFkzmj59Oj169EiyrNSFu7UL+SZNmmSY99ChQ6J5bNmyhdq3b09eXl6kVqtJoVCQi4sLNWjQgH799VdKTk6WbNuzZ8/o22+/pWbNmlHRokVJrVaTSqUiDw8Patq0Kc2YMYOePHkiWVYq2JD2LyQkRDKgYkuA5e7duzRixAiqWLEi6fV6ksvlpNVqqXz58jRy5Eh68OCBTdsureTkZJozZw5Vr17dsh19fHyod+/eliBJessWEBAgqjM8PJwmT55MVatWJUdHR1KpVFSsWDHq0aMHnThxIt114OPjI9nOHTt2UNeuXcnT05Ps7OzI0dGRatSoQd9++y3FxsZmuo1ERLt376aBAwdS+fLlycnJiRQKBTk4OFDFihWpf//+tGPHDpvW4fHjx6lv377k4+NDarWa9Ho9Va5cmSZNmkQRERHp9uMpU6bYNA8iopCQkHT7jdFopN9++40aNmxILi4uZGdnRx4eHtS2bVtatWoVmUwmm+f122+/Wer19vYWfeGTFbb2/YyW07zebMlnrT8ZDAZasWIF9ezZk0qVKkUODg6kVCrJzc2NatasSZ988gmdP3/e6rJkNF8g5VQ0ZcoUm5YlrYsXL9KAAQOoTJkypNVqSS6Xk16vpypVqtCkSZMsweu8OJ5mddtmJlBsFhISQr/88gt17dqVypUrR25ubqRUKkmn01GJEiWoU6dOtHDhQoqMjLSpvqSkJPrll1+oRo0apNPpSK1Wk5eXF3Xv3j1Tx7cBAwZkuO4CAgJs6uOHDh3K8nmAKOVY2LJlS8s+7u7uTs2bN6elS5eS0WhMt63mOm2Zv7kPmz1//pzGjh1LpUqVIpVKRXq9nipWrEijR4+m27dvZ7g/hoSECOozmUwUEBBALVq0oCJFipBKpSKlUmlZnhUrVljy2rL+0wsAPnz4kORyuSD/nj17bOpDRCn98osvvqD69euTu7s72dnZkVqtpmLFitF7771Hs2fPtvlLOFvZcuywZV+LjY2l3377jbp06UI+Pj6k0+nIzs6OChcuTA0aNKDPP/+cbt26ZVObMnttdeXKFerVqxcVKVKElEolOTs7U7169WjmzJn08uVLm64FbFkP1o7zHChmjDHGGGNERDKiXPjdJWOMFSCxsbHw8vLCy5cvMWXKlEwN78EKnmXLlonGgh0wYACWLVuWPw1ijBV4gYGBondJNGnSBIGBgfnTIMYYY4wxli8K/BjFjDGWXTqdDlWrVoVcLhe9yI8xxhhjjDHGGGPsTcCBYsYYs9GjR49QunRpfPfdd4L0K1eu4PDhw3jvvfck32DPWEaWL18OmUwGmUyGzp0753dzGGMFwJYtWyzHnbRPEzPGGGOMsYJJmXEWxhhjAJCUlIQ7d+5g9erVGD9+PFQqFRISEjBy5EgQET777LP8biJ7A5QoUQL+/v5Wp9eqVSsPW8MYK6i8vLzSPRZVrFgxD1vDGGOMMcZeBzxGMWOM2Sg0NBQlSpQAkBLsq1KlCs6fP4+HDx+ib9+++Ouvv/K5hYwxxhhjjDHGGGNZw4FixhizUUxMDL755hscOXIEt27dQmxsLLy9vdG3b1989tlnsLOzy+8mMsYYY4wxxhhjjGUJB4oZY4wxxhhjjDHGGGOsgOOX2THGGGOMMcYYY4wxxlgBx4FixhhjjDHGGGOMMcYYK+A4UMwYY4wxxhhjjDHGGGMFHAeKGWOMMcYYY4wxxhhjrIDjQDFjjDHGGGOMMcYYY4wVcBwoZowxxhhjjDHGGGOMsQKOA8WMMcYYY4wxxhhjjDFWwHGgmDHGGGOMMcYYY4wxxgo4DhQzxhhjjDHGGGOMMcZYAceBYsYYY4wxxhhjjDHGGCvgOFDMGGOMMcYYY4wxxhhjBRwHihljjDHGGGOMMcYYY6yA40AxY4wxxhhjjDHGGGOMFXAFMlDctGlTyGSyLP0tW7YMM2bMEKQNHDgwvxfptbJixQrB+mnatGm26rt9+zaGDBkCHx8fqFQquLu7o3r16vjggw+wcePGbNW9bNmyHG1rXkhISEC9evVQrlw5hIWF5XdzLFavXg0nJyf8+OOP+d2U11J0dDSmTJmCSpUqQa/Xw9XVFXXq1MEPP/yQ303LlqFDhwr2oalTp+Z3kxjLlsDAQEGf9vX1ze8mia5bfH198erVK6v5p06dKnkNk9f7Z0hICAYNGoRSpUrB3t4eRYsWRatWrUTtkjJq1Ci4uroiMDAwR9piPt8vW7YsR+p7k5lMJixfvhx16tSBq6sr9Ho9KlasiI8++gjR0dH53bwCISwsDGPGjEG5cuWg1WpRuHBhNGnSBEuXLs3vpuUKpVIp2OdDQ0NztOyPP/4IJycnrF69OucazRhjjBVQBTJQDACdOnVCcHCw4G/GjBkAAE9PT9G04OBgS9kPP/wQwcHBGDFiRH41/7XWoUMHwfrMjjNnzqBatWrYsmULxo8fj6NHj2LJkiXQ6XRYvHgxxowZk636O3funGNtzStXrlzBqVOn8M8//+Do0aP53RyLlStXIioqCn/++Wd+N+W1Q0Ro06YNpk+fjqZNm2Lfvn1Yt24dZDIZFixYkN/Ny5bp06cjODgYnTp1yu+msLdQaGhousHE3FCrVi0EBwe/VgGbgIAAwXXHvXv38OGHH1rNP3LkSAQHB2Pv3r0AgKVLlyI4OBgjR47MdlvMAdeMvlh98uQJatWqhVWrVuGTTz7B0aNHMXfuXJw9exbdunWztM2agIAAvHjxIttfCDOxr776CgMHDoRGo8G6detw4MAB1KlTBwsWLEBERER+N++tFx8fj/r162Pu3Lno3bs3Dh06hICAADx58uStvYa6dOmS4F4qp8suX74cUVFRWLVqVZbmwazLSnA/L7yu7WKMsbeBMr8bkF+cnZ1RuXJlQdrZs2cBAHZ2dqJpqbm7u8Pd3R2FCxfO1Ta+qZycnODk5GRZn9kxcuRIxMTEYNu2bejQoYMlvWXLlqhatSpiY2OzVb+zszOcnZ1zpK15pVq1aujfvz9evHiBVq1a5XdzLMaPH4+wsDCMHTs2v5vy2jl9+jSOHz+OokWLYt68eZDLU76jc3JywvLly/O5ddnj6ekJT09PODs753dTGMsROp0OlStXxvPnz/O7KRYlSpQAAMF1x9q1a9GqVSsMGjRIlL9w4cIoXLgw9Hq9pXx61zW5Yfny5YiIiMD777+PUaNGAUgJwsfHxyM2NhZly5ZNt/w333yD9evXY9iwYXnR3AIjOTkZc+fOBQAsXLgQFSpUAABUqVIF8fHx0Ol0+dm8AmHr1q24c+cOateujSlTpljS5XI5goKC8rFluadSpUq5WvbLL7/E7NmzMW7cuCzPhzHGGGMpCmygmL3+Xr58iXPnzgEAmjVrJpim0Wjw0UcfYdu2bfnRtHylUChey+Cin58fzpw5k9/NeC3duXMHQEqwxhwkBoCaNWuiZs2a+dUsxtgbyNPTE0WLFsW5c+cwatQoNGjQIMOga34wH/dKly4tSO/fvz8AZPgU2NixY/mLx1zw7NkzxMTEABBuG61WizVr1uRXswoUa/tGmzZt0KZNm/xo0huvV69e6NWrV343gzHGGHsrFMihJ3bs2JGln3tHRkaid+/eudAiJiUxMdHy/1u3bommjx49Gvv378/LJjGWJUlJSQBSfq3AGGPZYWdnhzVr1sDBwQGxsbHo1asXDAZDfjdLhI97ryfzdgF42+QX3jcYY4wx9jorkIFivV4PrVab6XLOzs5QqVSS0yIjIzFixAgULVoU9vb2qFy5coYvTLl8+TL69OkDT09PqFQqFC5cGG3atMHWrVsz3Taz0NBQDBs2DD4+PlCr1ShUqBD8/PywbNkymEwmQV6pl1A9ePAAvXv3hru7OzQaDWrVqoVdu3ZZnZ/JZMK8efNQpUoV2Nvbo3DhwujWrRuuXLmS5WUw8/DwgLe3NwDgiy++yHZ9tkpISMDkyZNRunRp2Nvbw9PTE8OHD0/3xXHh4eEYP348ypYtC3t7ezg7O6NevXr45ZdfBAHvtFauXInatWtDq9XC2dkZjRo1woYNG0QvU6patSoAYODAgVZfTPTw4UPJFwQtWbIE77zzDjQaDYoUKYLhw4cjKipK0I7slE09hqjUWKK50c9cXV3RqlUrHDp0SPRCws6dO1vKGY1G/PXXX2jYsCGKFCkClUoFHx8f9OrVC5s2bUJCQoLVeVpz//59jBw5EiVLlrS0pWXLlli/fr0or7lt5p+GHz58OMsvc8lsHzMYDNixYwf69+9veYGeXq9HjRo18MMPP6TbLwHg5MmT6N69O4oWLQqVSgVXV1c0atQI33zzTYbtzuz2TUuqT6Xt71Iv60q7/HPmzEHNmjXh4OAAnU6HihUr4tNPP8WzZ88k53v69GmMHz8eNWrUgKurK+zt7VGmTBmMHj0aT548EeWXenGnwWDA1KlTUa5cOajV6kyNr5vV/rp161a89957KFSoENRqNXx8fNCvXz9cunTJ6rwys36OHTsmepGayWTC//73P5QqVQparRaVKlXC77//bilz8eJFtG7dGo6OjihUqBB69+6Np0+f2rQezHx9fS1DLgBId3sDmds3M8tkMuGnn35CpUqVoNFo4O7ujt69e+Pu3btWy8TExGDatGmoUqUKtFotHBwcUK1aNUyfPl10HM2s0qVLW9b3+fPn8eWXX2a5rqNHj6Jz584oXLgwVCoVPD090a1bNxw5ckSQz7xfWjuemccsNp+nzL98mTZtWqZeDJjeS2al9ntznVLHDVtf3nfp0iX07t3bct4vVKgQmjRpglmzZuHBgwc21SH1EsSYmBh89tlnKFOmDOzt7a32G2vn4BUrVqBOnTpwcHCwpKd+uZ/JZMKyZcvQqFEjODk5QaPRoHTp0hgxYoRoHub1Y22fSnvNmt3rycePH2PIkCEoVqyY5WVkace1zutrViBr5zZb95GMmPvvtGnTAKQMz5LeMW3nzp1o27Yt3NzcLMf2IUOGSD480aJFC9H2vHHjBvz9/eHh4QG5XA6ZzPYXcF+9ehVff/016tatCw8PD8v8Bw8eLDn/1E6fPo127drBxcUFer0eNWvWREBAgE3zzWzZjF4+KrVerly5go4dO8LFxQU6nQ5NmzbFqVOnrM4jISEB06dPR9myZaFWq1G4cGF06dIFFy9eFB2TPvnkE5uW0+zatWsYMGAAvL29oVKp4OzsjNq1a+Pzzz/H1atXJctcvXoV/fv3R/HixS3t6dixIw4cOCDKK/UCdlvvWZv++xJVsxIlSqR7DZuZ69S8bBdjjLEsIGYREBBAAMjHx8em/FOmTCEA1KNHD2rQoAEtXLiQzpw5Q0uXLiUXFxcCQKtXr5Ysu2LFClIqleTj40MBAQF06tQpWrVqFVWpUoUA0MiRIzPd/v3795Ner6dChQrRr7/+SidOnKANGzZQkyZNCAB17NiRkpKSLPkfPXpEwcHB1KlTJwJAw4cPp5o1a9KKFSvo1KlT9PPPP5NKpSKFQkHHjh0Tzc9kMlGPHj0IAFWvXp02b95MZ8+epUWLFlGJEiVo7NixBICaNGmS6WUx++233wgAAaDJkydnuZ6MmLd9w4YNqWnTpjRq1Cg6duwYHT16lIYOHUoAqHjx4nTv3j1R2UuXLpGHhwdpNBr67rvv6NixY7Rt2zbq1q0bAaA6depQVFSUqNz48eMJAJUsWZJWrVpFZ8+epZUrV1KpUqUsZT09PSk4OJhu375NREQPHz4UbLMpU6ZY6ktKSqLg4GDau3evZZ1NnTqVBg8eTMePH6ddu3ZR48aNCQC1atVK0JbslDUYDKKyqeVmPytSpAh16dKFAFDNmjUpODhYsI38/f0JAA0ZMoT2799PZ86coYCAACpdurRlGTPjwIED5ODgQM7OzjR37lwKCgqiXbt2UcuWLQkA9evXj4xGoyV/ZGQkBQcH04wZMwRtNP8ZDAab5puVPrZ9+3YCQMWKFaNFixbR6dOnaefOndSnTx8CQA0aNKCEhATJ+f3www8kk8moYsWKtGbNGgoKCqKNGzdajiVyuZxevXolKDNgwADJ7Tt79mxSq9VWt68Uc5/q3bs3AaDGjRtTcHAwPXv2zJLn2bNnFBwcTMWLF6eRI0dScHCwYL3Xq1ePANCwYcNo3759dODAAZo0aRIpFAry8PCgy5cvC+YZHR1NAEitVtPUqVPp2LFjdPDgQZo8eTJpNBry8PCgO3fuCMq8fPlSsH0bNWpErVq1ok8++YSOHz9O+/btowoVKoj2CWuy0l9HjBhBAKhp06a0adMmOn78OM2bN49cXV3Jzs6OVq5cKSqT2fUTGxtLwcHBtHTpUss5csiQIfTFF1/Q6dOnaePGjVSyZEkCQLNmzaLLly9Thw4daO/evRQYGEg9e/YkAFStWjVKTk62aV0QEd28eVNwXEm976Te3kSZ3zdtcejQIcvy9u3bl3r37k0HDx6kU6dO0cSJE0kul5OzszNduHBBVPb+/ftUtmxZUigUNGnSJAoMDKQ9e/bQsGHDCACVKVOGHj58mKn2EKVcd6S+RhkyZAgBIJlMRnv37hXlDwkJIQB06NAhyfr+97//EQCqUqUKrVmzhk6ePElLly4lHx8fAkDff/+9Ja95v7R2PLt79y4Ric9TI0aMsOS5efOmqG1p94+0x83U1xDm/b5hw4YEgN555x26ceOGoH3vvPMOdejQQXTMMJ/nAwICBPPbvn07KRQKeueddyzHu927d1vOO76+vuluE7OYmBjBfuLp6Un16tWzqd9InYOnT59Obdq0ob1799KJEycs5zrztkxMTLSs427dutGOHTvoyJEjNHPmTNJqtaTX6+nAgQOi7Wdtn4qMjLTkzYnryQoVKtCcOXMoKCiIVqxYQXq9XrAt8/qalShr57bM7CMZMfdf83G7U6dOVo9pH330EQGg+vXr09atW+ns2bP0+++/k4eHB9nb29PWrVsF+UNCQig4OJhq1qxJAOjTTz+lcuXK0ZIlSygoKIjmz59PcrmcBgwYYFNbXV1dSSaT0SeffEKHDh2io0eP0g8//EAuLi6k1+vp1KlTkuU2b95MSqWSdDod/fTTT4Jj8eTJky19LyQkJEfKpt3v0t7DpV0vEyZMoNq1a9PmzZvpxIkT9OWXX5JMJiOtVis6xxMRxcXFUaNGjQgANW/enHbv3k1BQUH0008/kbu7O7Vt21awLZ88eWLT+iUiWrlyJdnZ2VGxYsUs22n79u2WfR0AXblyxWqZgIAAOnv2LG3atIlq1KhBAOiLL74Q5A8LCxP0ubT3rIsXLyZHR0fJe9a7d+9ScHCwpS179+61eg2b2evUvGoXY4yxrOFAcSpZDRQrFAravHmzYNry5cstN1JpXbhwgezs7MjR0ZGePn0qmBYXF0fe3t4EQPIG35qHDx+Ss7MzKRQKUQDEaDRS3bp1CQB9++23orLmAI+dnR2dO3dOMM18Yda9e3dRuQULFlgCUS9fvpRcxuwEipOTk2nChAmWCwEAtHDhwizVlRHztpfL5TRp0iTRdPM6atGihSA9OjqaSpQoQQBo165donLmG80PPvhAkL5r1y4CQDqdThR8fvjwoeXiyFpfNLcndaDYLPXNd7du3QTTXr16RTqdTvLiMyfLptfmnO5nCoVCsp+dO3fOEvxP6969e2Rvby+5/qx58OABOTs7EwA6cuSIYFpSUhLVr1+fANA333wjKmvuX1nZF7Lax8yB4kuXLonKfPDBB1ZvcM3lihQpQs+fPxdMS0pKotq1axMAQVCBKP3tO23aNKvbNz0nT5601BkWFiaafurUKQJA//zzjyC9e/fuBIAmTpwoKjN//nwCQOXLlxcELc2B4rlz54rKrFy5kgBQmzZtJNtp3r4KhUJ0k7Zq1SqbAsVZ6a+//vorAaB69eqJArDBwcEkl8vJ3t7e8kWTWVbWD9F/gVOFQkHjx48XTDNvC3d3d+rVqxfFxsZapplMJipbtiwBoN27d2e4LlLL6LhClL19Mz3m5ZXL5eTv7y+abr4GqFChguDG1Gg0Up06dQgALViwQFTu008/JQDUsmXLTLXHPM/U54XY2FiqVKmSZZ9Nu5+kFyjesWOHJRAaFxcnmPb06VNycHAgmUxGR48eFUyz9XiW3nkqddusbdv05nPz5k2yt7cXreP58+eTk5MTPXr0KN22pWb+gj7tfkJE1LZtW5uvCc3M/QZApvoNkXCd+Pn5CfbBx48fC7al+fpIah47d+4kAOTm5iY6b2a03nPielKhUNC+ffsE04YNG2bZlvlxzZqVc1tW95GMmPuAtaDtvHnzCABVqlSJ4uPjBdMuX75MSqWStFqt5UuS1MxBb3t7e7p69apg2nvvvZepQPG4ceNE6UePHrUE200mk2DakydPyMnJiQDQhg0bBNNSH4ulAsXZKUsk/GJPinm9ODo6ir6k69u3ryWInNbEiRMJSPmiM+3+au5T6W1La86fP08qlYo0Gg3dunVLNL1r164EQPCF0vnz58nOzo7s7e1F1z3R0dFUqlQpAkB//fWXqL707lkXL15s9Z6ViNJd7+Z5Z+U6NbfbxRhjLOs4UJxKVgPFxYoVE00zX4grFApKTEwUTOvYsSMBKd/2SzE/vVCjRg2b2z569GgCUr6RlbJmzRrLTXzap6rMF9316tUTlTtw4AABIC8vL0G6yWSyXBTMmDFDcp7t2rXLcnAsOTnZUv7XX3+1PAkgl8tpzZo1gryBgYGkUChEf6GhoTbPL3WgWCogdf36dcsFydmzZy3ps2bNIgBUq1YtyXrNwROVSkURERGWdPMF69ChQyXLmZ8kyW6gWOoJM/OTEYsXL861sum1Oa/62erVqwkQPwFtNmrUqEx9GTNq1CgCUp7clGK+YdDr9aIganYCxVntYzdv3qTZs2dLljl69CgBKU9op/XOO+8QAJo2bZpkWfOXYNYCxfXr1xeVMd/Apd2+tqhYsSIBoJ9//lk0bdiwYdS4cWNB2vnz5wkAKZVKUYCEKOWG08HBgQDQ9u3bLemJiYk0ZcoU0XIRpRyP1Go1yeVyyenm7atUKgXbgIgoPj7eppuYzPbXhIQEKly4MAGgnTt3SpZp3bo1ARAEdbO6foiEAbC0QTWTyUQajYYA6V9/mJ+k/frrr62vBAm2BIqzs2+mJ/Xypg1IEaV8eaZSqUSBjU2bNlkCUlJPUD99+tRSb9qnCDOSNlBMRHTlyhXLum/btq1gWnqBYvO+Pn/+fMl5DR8+nADxl4avQ6CY6L9rJZ1OR7du3aJbt26RTqeTPD+lR61WEwDJJwG3bNlCgwcPzlR9We03RMJ1kvaJUfP0+Ph4evr0qaWOtMFAs/LlyxMAmjdvntV5SMmJ68lq1aqJykVGRlrWcV5fsxJl7dyW1X0kI+kFihMSEsjd3Z0A0LJlyyTLm5/S7Nu3r2ia+fqyS5cuomnh4eEUHh5uUxu///57q+cuc0AybZDfvFxlypSRLLd+/Xqrwb3slCWyPVDcq1cv0bQlS5YQIP6iNjo6mvR6PQGgFStWSNZr/qIus4Fi873goEGDJKcfPnxYFCju0KEDAaCBAwdKljF/weDj4yM695jXr6enp6jcnTt3rN6zEmUckM3qdWput4sxxljWFcgxinOaefzY1IoUKQIgZczJiIgIS3pCQgL27NkDAGjQoIFkfea3l1+4cMHmcQw3b95sU53h4eG4fv26ZJ7q1auL0jw9PQFAND7vjRs3EBISAgBo3LixZH316tWzoeXSJk6ciJ07d6J379746KOPsHv3blSoUAEmkwn9+vWzrEMAqFmzJi5evIiFCxfCaDTiwIEDuHjxoqXtmVG6dGm4u7uL0suXL29JTz1vW9e7wWDAyZMnAQCxsbE4duwYgNxZd6llZpvmZNmcqjc7/axUqVIAgH379uHHH39EfHy8YPrcuXMz9XLKLVu2AIBojEUzc3pMTAz+/vtvm+vNSFb6mDnd2lh5Xl5eAIB//vlHkH7nzh1cvnwZgPXl7Ny5M3bv3g29Xi85vVq1aqI08/EwK/1myJAhAFLGy04tPj4ea9eutUw3M6+vypUrw8nJSVSfUqm0jNF5+PBhS7pKpcLUqVPh7OwsKqNQKFCkSBGYTCbL2+qllClTBoUKFRKk2dvb2zQua2b76/HjxxEWFgaZTIb69etL1mnuG6mXM6vrJzW9Xm9pr5lMJoOrqysA6XOi+fiZ2XGKbZHb+6a9vb3kMjk6OuLdd98FIH1eqFu3LhQKhaich4eHZd1bW8eZUalSJcydOxcAsGvXLvzyyy8Zlrl7965lX8/o2JITbcwNEyZMQM2aNREbG4sBAwagf//+qFu3ruiYkBFzX+7fv79o/+7UqZPo2GOrzPabtOrWrStK8/X1hb29PXbu3AmDwQAXFxdUrFhRsnxWt19OXE9Ktd3Z2dlyLsjra9asnNvyax85duwYwsPD022rn58fAGDbtm0wGo2SeaS2gZubG9zc3Gxqx8SJE62eu6xdQ+zevRsA0KhRI8ly6V3bZqdsZmSm3xw9ehQxMTEAcvZ6PT4+3rLvW9vG9erVw+7duy3Hp/j4eOzduzfdMuZ+ce/ePZw/f14yj9Q1mnn5096z2iqr16m53S7GGGNZx4HiHJA2MACk3CCYpR7A/9atW5a3k3fr1g1KpVL01717dwApLyl5/PhxhvOPjo62vGxl3LhxknXWqlXLkt/ai1lcXFysLkfaN6rfvHnT8n/zC+fSKly4cIZtl/Lo0SP8+uuvAIBPP/0UQMrF7b59++Dt7Y2kpCR069YNJ06cAADodDpUrlwZUVFRKFy4MJo0aYLKlStn6W3SUkFiM/Nypl5284sm5s6dK7neU9dnXu+3bt2yXNjn9LpLK71tmtHLzLJTNqv15mQ/q1WrFgYMGAAiwsSJE1GkSBH07dsX69evz/RL7KKioizbz9qNk16vtwTKrL2AJCuy0sfMLl68iIEDB6J06dLQ6XSWMqVLlwYAyw1Q2nkBgI+Pj2R7HB0d0bp1ayiVSsnp6R0P025fW/Tr1w92dna4du2a4GUzGzZsABFZjpdpl+HSpUuS60upVFpu/tOur7CwMEyaNAnvvvsunJycYGdnZylz7949AOJ1lpp5+2dFZvureTmJCG5ubpLLOW/ePNFyZmf9mEntwwAsQVGp6eb+kp1jh5S82DddXV0hl0tfLqV3Xti6davVdfzq1SsA1tdxZg0dOhQ9e/YEAEyaNCndFxmmbiMA1KhRQ7KNEyZMAAA8f/48Sy/+zG0KhQJLly6FnZ0dTpw4gUuXLuGPP/7IdD0//fQT7O3t8ffff6NMmTJo3LgxZs2aZdnnsyqz/UaqvDXm7RcZGWm1j23fvh1A5vpYTl1Pptf2/Lhmzcq5Lb/2EfN85XK51ese8zKkPv6llZ3zEZCynWbMmIHatWvDxcVFcD40B8bTng/N/Tkr17bZKZsZmbm2NbdJLpdbguM50a7U94LW+qOdnR1at24NBwcHURlr57rUdVk716W3/EDWztHZuU7NzXYxxhjLOuk7fZYp1m4EpKR+Qvivv/5ClSpV0s1vy5Noqev8/vvv0bp163TzW7sIk3ryyZrUF4cajUYyT1YCtQBw4MABGAwG6PV6wdM4Xl5e+Pvvv9GoUSOEhYWhXbt2OHz4MN555x0AwLp169CxY8cszdPMWvAL+G85o6OjLWnmdT9mzBgMHjw43bqLFi0KIHfXXVqZ2aY5WTan6s3uulq2bBnatm2LefPm4dixY1i5ciVWrlwJV1dXjB8/HpMmTbJp/029j1lrR+pp5iBQTshKHwOA9evXo3fv3pDL5fjkk0/w3nvvwcPDAwDw+PFjtGrVyuq8gPSXMz2ZOR7awt3dHR07dsTGjRuxZMkSy1NSS5cuRa9evaDVagX5zcvQoEEDLFy4MN26HR0dLf+/ceMGmjRpgrCwMHTt2hUzZ86El5eXpb+2atUKjx8/BhFZrS+7+0xm+qt5OdVqNc6ePZtuvanbldX1k1pG2zin+0B68mLfzOp5oUePHvjqq6/SrTu7wZzUFi1ahKCgINy5cwe9evVKt1+kXm8HDhzIsB05dU7KaVWqVMEnn3yCH3/8EQ4ODla/xEhPmzZtcOHCBfz0009Yu3Ytjh49iqNHj+LTTz9Fhw4dMH/+fBQrVizT9Wa236SV3vHEvP1KlCiBbdu2pduO1MGWjOTF9WR+XLNm5dyWX/tI6mO7TCaTzJN6Gawd07JzPnr27BkaNWqEW7duoWnTpli6dCl8fX0tyzho0CCcPXtWdD40X7Nl5XotO2UzIyvXoOlti6y0K7v90VqZ3O4X1mT1OjW328UYYyzrOFCcx8zfDAMp30JXrlw5R+t0cXHJkTozkvpn52l/Im2WlJSUpbofPXoEQLhcZmXLlsWePXvQtGlTvHz5Eq1atcKxY8dw48YNBAUF4bfffsvSPM2Sk5OtTjMvZ+p2OTg4IDIy0vJUsy1yc929bXJiXb3//vt4//33ERoairVr12Lp0qX4559/8MUXXyAsLAyzZ8/OsB2pA2bW2pF6mtRP+rMqK30sMTERw4cPR3JyMr755htMnjxZMN3asBG2LmdeGzJkCDZu3Ii1a9dizpw5ePbsGQ4fPowffvhBlDf1/pmZY+H48eMRFhaG5s2bY+PGjaLpeRUos7W/mpczMTER5cuXTzcolVpW18/rKi/2zaycF4CU4Uzych07ODhg7dq1qF+/Pq5fv46xY8fi888/t5rXzMvLSzSUyJvCaDTi0KFDUCqVePbsGcaNG4elS5dmup7y5ctj8eLFmDt3Lnbs2IEVK1Zg586d2Lp1K86fP4+rV69KXpOkJ7P9JjPM5ZKSknK0j+XF9WR+XLNm5dyWX/uIua2JiYkgIskAZeplyMnrDbPp06fj1q1bKF++PPbt2yc6/+l0Oslyer0er169ytL1WnbK5hbztVJ62yIr7cpKf7SlTG73C2uycp3KGGPs9cZDT+SxsmXLQqVSAUj5GZE1e/fuxbJly2yq09HR0fLERXp1njhxAosXL86RAFD58uUt/79//75knqyOY2v+iVJYWJjk0zbVqlXD9u3bodFo8PTpU7Rs2RIffPABBgwYIDnGVWaYx4WTYl7OcuXKWdLMF0TprffLly9j8eLFlvVRpkwZyzfnOb3u3jY52c98fX0xadIkXL9+HZMmTQIAzJ8/36aLfEdHRxQvXhwAEBoaKpknJibGMoZaTl4oZ6WPBQcH48WLFwBSnpbL7LwAWP3ZtclkQkxMTJ7etLVq1QpeXl6Ijo7GunXrEBAQgMqVKwt+nmxmy/oKDw/H4sWLBT/PN/+UNjPrKzdl1F9Tb6vbt29brWf58uWCcVCzun5eV3mxb0ZERMBkMklOy+p5ISQkBIsXL8bdu3cz3Z701KhRw/IFyqJFi7Bp0ybJfKnXQ3rt3LhxIzZs2JCjbcxJP/30E548eYLdu3dDoVAgICAgW2PEa7VavP/++9i2bRtOnjwJnU6HBw8eWF2P6clsv8kM8/Z7/Pgx4uLiJPMkJCRg8eLFOH78uM315sX1ZH5cs2bl3JZf+4h5viaTyep1j/lYl/r4l5PM58MWLVpk6ktS8zVbVq7XslM2t5jbZDKZ8PDhQ8k8WWlX6ntBa/2RiBATE2MZciF1GWvnutTpeRmwzcp1KmOMsdcbB4rzmL29vSUQYX4pQVoGgwG9evVCQECAzfV26dIl3ToBYNiwYZgxY0aWf1KeWrly5VCyZEkA1l/iYe2FBRlp3rw5ZDIZjEYj/vzzT8k8jRs3xrp166BUKhESEoJnz57hm2++ydL8Urt9+zaeP38uSr9+/boliJw6kNS1a1cAwMGDB60Gzj7//HOMGTPG8gSGTqezvBQjp9fd2yY7/Wzt2rWWsXhTk8vl+OKLLwCkPAliDqhmxLyPHTp0SHK6OV2v16NFixY21WmLrPSx1D8HlRoqwdoYcSVLlrQM9xIYGCiZZ9GiRXBwcMDRo0dtXYRsk8vlGDhwIADgjz/+wPLly62+sMq8vp49e2Y10Lls2TJ88MEHkttean0lJyfjyZMnWWy9bTLbXxs0aGAZSsTacT8oKAgDBw4U7CPZXT95LfWT0uZtQ0TYsGEDbty4ASD3982EhARcvHhRlP7q1StLutR54dy5c5LnEyAlwDls2LBMt8UWY8aMsQzDZO2J4tT7urX+8+zZM/j7+1vGujUzb5PU+0pYWBg2bNiQpy8c+ueffzB16lQsXLgQLVq0wNixYwGkXOvExsbaXE+RIkWwc+dOUXrt2rXx3nvvAcjaSxgz228yo127dlCr1TCZTFYD49u3b8cHH3wgeuFYRvLiejKvr1mzcm7Lzj6SHQ0aNLCMe5vRMa1jx4658pP91MdaKdauIdq2bQsAOHLkiOT09K5ts1M2tzRq1MjyZHlOXq+nvhe01h/37t0LBwcHrFy50lLGPExLRv3C19c32w/OpGbuY6n7w65duywvzMvKdWpetIsxxljWcaA4H0ybNg0qlQrbtm3D6dOnRdNnzpyJyMhIy0sybPHpp5/CxcUFFy9exPr160XTly1bhqtXr2L8+PHZaruZTCazPOX222+/icbCunTpUrpv805PiRIlMGjQIADAZ599ZnWcxTJlyljGujKZTBg8eHC6P/W0hclkwk8//SRK//777wGkPF2R+o3JH3zwAUqWLInw8HDMmTNHVO7AgQPYs2cPhg8fLrg4+uyzzwAAq1evFj098fjxY8uFYUFnSz/bt2+fZNn4+HjcuXNH8qbDfONcvHhxm19E8umnn8LZ2RmHDx8WBUmNRiP+97//AUjZts7OzjbVaYus9LEqVapYbm6kjgfp/TT722+/BQAsXLhQFCiMi4vDvHnzULp0acvbtfPK4MGDIZPJcPLkSTx79gx9+/aVzFe1alW8//77AIDJkyeLbnSfPn2Kn3/+GTVq1BAsg/nN5Rs3bhSVWblyZZZexJcZme2varUaU6ZMAQD8/PPPom1lMpnw2WefQa/X48MPP7SkZ3X95JfULwR7+fIlAODJkyfo0aOH5YWmebFvSg1zMnv2bCQlJaFChQqC8fE7duyIunXrIjk52bKNUrt69SqWLVuGLl26WL4Iy2kBAQEoXrx4uv3WvK9be7LZfOz95JNPBOnmPmjeHgCwf/9+9OjRI0fHZ08PEWHIkCHo3LkzOnToACDl5/JlypRBaGio1QC5lGfPnkkON2MymXDnzh0AKU9qZ5ZcLs9Uv8kMDw8PjBkzBkDKcqd90VNcXBymTp2KYsWKWV5yaKu8uJ7M62tWIGvntqzuI9mhVqvx9ddfA0g5tqd9SV5wcDC2bdsGrVab4RjoWVW/fn0AwM6dO0VPrAcGBlr9JcTw4cPh7OyM27dvi56yTk5Olry+zomyuUWn0+Hjjz8GAMyaNUsUBN2xYweuX7+epbrN94Jr1qyxHGfMTCYTfvzxRzg7O6NHjx6W9KlTp8LOzg5r164V/ZIoJiYGv/zyCwBgxowZOfoFQtpjfnJyMnr06IEtW7YAyPq9UG63CwB+/fVXODg4oF+/fjk2X8YYKxCI0bNnzyg4OJhmzJhBAMjT05OCg4MpODiYDAaDKH9kZCQFBwfTiBEjCAB16tSJgoODKTIykoiI7t69S8HBwQSAANDevXspODhYUMeaNWvIzs6OnJ2d6eeff6YzZ87Q3r17afDgwSSTyWjMmDGZXo5Dhw6Ro6MjqdVq+vrrr+nEiRN08OBBGj9+PNnZ2VGXLl3IaDSKlrtTp04EgEaMGEHBwcEUExNDREQ3b96kvXv3WpYjODiYbt68aSlvMpmoZ8+eBICqV69OW7ZsoXPnztGiRYuoaNGi1K1bNwJANWvWpODgYLp7967NyxIfH0+dO3cmAGRvb0/jxo2jAwcO0Llz52jbtm304Ycfklqtprp169JPP/1EMpmMANCHH35o2XbPnj3LcD7mbWne9lWrVqWyZcvS6NGj6fjx43T06FEaOnQoAaDixYvTvXv3RHUEBwdT0aJFSS6X06hRo+jIkSN09OhRmj59Oul0Oqpfvz7FxsaKyk2aNIkAUMmSJWn16tV07tw5WrVqFZUvX54+++wzAkA+Pj6CMg8fPpTcZuZlDQ4OFm0z83o3L2vasuZ+m9WyBoNBsqy5z+dmPytRogSNHTuWAFCTJk0E62rZsmUEgNzd3emnn36iI0eO0KlTp2jRokXk4+NDSqWStm3blmEfSe3AgQOk1+vJxcWF5s6dS2fPnqXdu3dTy5YtCQD17dtXsI+l7V/mfSH1erdFVvrY/PnzCQApFAoaM2YMBQYG0v79+2ngwIHk4OBgdX0TkWWfqlSpEq1du5bOnj1L69ato5o1a5JOp6OLFy9a8mZ3+2ZG8+bNCQC9//776eZ79eoVNWzYkABQmzZtaOfOnXTmzBlavHgx+fj4kIeHB12/fl1QJigoiDQajaDM8ePHafr06ZbjKgBaunSp5dwQExNjdftKnTvSk9X+Onr0aAJA5cuXpxUrVtDZs2dp48aN1KhRI1IqlbRu3bpsrx/zPr506VLBOfLhw4dE9N85z9PTU7COiMiyjtKeL205Ppv5+fkRAJo0aRKdOnWK+vbtS/b29hQSEmLJk9l9Mz3mNqde3vr161OfPn3o0KFDdOrUKZo0aRIpFApycnKi8+fPi+p4+PAhVahQwTLv/fv308mTJ2nOnDnk5uZGZcuWpadPn9q8DszreMSIEYJrFPN+JuXo0aOkUCgIAB06dEgyj3lf9/T0pEWLFlFQUBDt2LHDsj/PmjVLVCYqKoocHR1JoVDQypUr6ciRI1S1alWqWLEiGY1Gq+cp836R0TnD2nHz7t27lm3z7bffkr29PR08eNByLH327BktXLiQAJBcLqdNmzbZtC+a2zBw4EDatWsXnT17lnbs2EEdO3YkAOTv72/bRvrXoUOHLOfvPn362NxvrK0Ta+cKg8Fguc6qW7cubdy4kYKCgmjlypVUpUoV0ul0dPToUUF+a/Mw78uplyEnrifTO9bn9TUrUebObWnLZGYfsca8DGmPh1L78siRIwkANWjQgLZt20Znz56lRYsWkYeHB9nb29PWrVsF+c37Xc2aNQkAzZgxI9PX3mahoaHk7u5OAKhOnTq0adMmOnXqFP3yyy/k4uJCOp1OMI/Ubd+6dSsplUrS6XT0888/C47FPXr0EN0bpd4/s1JW6nidettbWy/m+UqVTb3O4uPjqUmTJgSAmjdvTnv27KGgoCD6+eefqVSpUvTBBx8QABowYECm17P5XrB48eIUEBBAZ8+epa1bt1LLli1JoVDQnj17RGVWrFhBdnZ25OXlRQEBAXTu3DnavHmzZfk+//xzQf6cuGcdNGiQZRlPnz5NEyZMIJlMRidOnLDkyex1al61q1KlSpY6nj9/nultxBhjBRUHioloypQplpNI2r/UN6JmAQEBknkDAgKIiCwXFGn/0rp69Sr179+fvLy8LEHj5s2b04YNG7K8LPfu3aORI0dSiRIlSKVSkV6vp/r169Mff/whukm2ttzmG0ofHx/RtLSBS6PRSPPmzaPKlSuTWq0mFxcXatmyJR06dEi0ntIG8myxfft26tatGxUvXpxUKhVptVoqVaoU9enTh3bt2kUmk4mIUi7k07Z1ypQpGdYv1cbw8HAaPny4ZZ5FihShYcOGpXtT//z5c5o0aRKVL1+e7O3tSavVUrVq1ejHH3+kxMREq+VWrlxJtWrVIo1GQ87OztSiRQsKDAykAwcOEAAqXbq0IP+AAQMkt5l5WaWmmdd7Rv02q2VDQkKs7j9EudPP3NzcqFOnTnTp0iVasmQJAaAWLVoIyiQnJ9PmzZupT58+VKVKFXJxcSGtVkvly5enIUOGZDlYGRoaSsOHDydfX19SqVTk4uJCzZo1o7Vr14ryWltvqde7rbLSx7Zs2UKNGjUinU5HKpWKSpYsSaNGjaKTJ0+mu76JiE6cOEHdunWjwoULk1KpJA8PD+rVqxddu3ZNkC8ntq+tVq5cablhyIjBYKBff/2V6tSpQ3q9nlQqFZUqVYpGjx5tdV++fPkyde3alVxdXS3L3KNHDzp37pxoOUJCQiwBIVvPHenJTn/duXMntWnTxtLuIkWKkL+/P507dy5H1o+1fdx8Y5zeOc/aOrLl+Jx6/u3atSMHBwfSarVUo0YN2rlzpyhfZvbN9KRts4+PD8XExNCkSZOoVKlSpFarydXVlXr27Em3b9+2Wk9MTAx9++239O6775JWqyW1Wk0VK1akyZMnU1RUVKbaZG0dWwsAm5mDrenlM+/rHh4epFQqyc3Njdq3b08HDx60WubAgQNUs2ZNUqvVVKhQIWrTpo3lywVr5ynzfpHROcPacbNJkyaS/cl8LLV2LMpoX7x69SpNmjSJ6tWrR15eXqRWq6l48eKW6zHzdYatUgeKk5OT6X//+x9VqFCB7O3t0+03WTlXmEwmWrFiBTVt2pScnJwsQafBgwfTrVu3BHnTW+9SQa6cuJ7M6Fif19esRLaf26TKZGYfkZLe/YbUPrp9+3Zq3bo1FSpUSLBtpc4H1va7rFx7E6UcT/v3709FihQhpVJJrq6u1LZtWzpw4IDoeJS27WfOnKG2bduSk5MTaTQaqlSpEn333XeUlJSU4f6Z2bLWzjHmbW9tvZjna8s6S0hIoOnTp1Pp0qVJpVKRh4cH9enTh0JDQ+mrr74iADR06NAsrWfzvWCxYsXIzs6OChUqRB07dhQEO9MKDg6mvn37Wsq4ublRhw4d6O+//xblzYl71oiICOrVqxe5uLiQvb09VapUiZYvXy6aV2auU/OqXXPnziW9Xk99+/a1uj4ZY4yJyYisDEDFGMs3mzdvRteuXVGvXj3Lz6uZtNmzZ2PcuHHo1asXVq1ald/NYblo9uzZmDNnDkJCQizDETDG2OskMDAQfn5+8PHxsfrSKcbY22HMmDGYO3cuPv/8c8ycOTO/m8MYY4zlCL7TZiwfxMXFYfLkyYiOjpacfuHCBQBA3bp187JZr6XHjx9j2rRpVl+qwuuq4Fi+fDkGDRrEQWLGGGOM5bqrV69KjrtrxtegjDHG3kZ8t81YPoiLi8O3334r+QTsq1evEBAQAKVSiWHDhuVD614vjx8/xtSpUyVfWnf//n1s3rwZjo6OVl9uxt5MQUFBGD58uOXzyZMncfXqVQwePDgfW8UYY4yxguL69esYN24cbty4IZp29uxZHD9+HL6+vmjTpk0+tI4xxhjLHcr8bgBjBdknn3yCJ0+eoFmzZtDr9bh69Sq+//57PH78GAsWLED58uXzu4mvjd69e+OLL75A3bp1oVarce7cOcycORPJyclYt24dChUqlN9NZDno2bNnWLRoEerXr48SJUrgo48+wuDBg+Ht7Z3fTWOMMZHY2FiEhIQgJCQEAJCUlIQrV65ApVKhbNmy+dw6xlhWERFatWqFL774Au+++y5kMhmOHTuGmTNnwsnJCWvXroWdnV1+N5MxxhjLMTxGMWP5wGQyYd++fdiwYQNOnz6NJ0+eICoqCm5ubmjQoAHGjRuHevXq5XczXwsGgwHbt2/Hxo0bceHCBTx9+hSxsbEoWrQomjVrhgkTJqBSpUr53UyWw86ePYt+/fohJCQEWq0WHTp0wMKFC6HVavO7aYwxJmIemzgtHquYsTdXTEwMNm/ejE2bNuHq1at4+vQpDAYDihcvjlatWmHixIn8BTZjjLG3DgeKGWOMMcYYY4wxxhhjrIDjMYoZY4wxxhhjjDHGGGOsgONAMWOMMcYYY4wxxhhjjBVwHChmjDHGGGOMMcYYY4yxAo4DxYwxxhhjjDHGGGOMMVbAcaCYMcYYY4wxxhhjjDHGCjgOFDPGGGOMMcYYY4wxxlgBx4FixhhjjDHGGGOMMcYYK+A4UMwYY4wxxhhjjDHGGGMFHAeKGWOMMcYYY4wxxhhjrIDjQDFjjDHGGGOMMcYYY4wVcBwoZowxxhhjjDHGGGOMsQKOA8WMMcYYY4wxxhhjjDFWwHGgmDHGGGOMMcYYY4wxxgo4DhQzgYer1+FAhWrY61Ua1z7/Cqbk5DxvQ2BgIGQyGWQyGXx9ffN8/gXBp+PHo5Svr+Tfp+PH53fzGGOMMcYYY4wxxlgeU+Z3A/LLiZbtEXH0eLp5Gh7dD5daNWyqLzk6Gn+XrITk6Oh083VIiLS5jXkt8sxZXBg8HCACANyZ/StU7u4oPW50PrcsY5+OH49NGzfmaJ3FihXDo0ePMsw3eswYjBk7NlPtqlOnDlatXZuldiUmJmLP7t3Y//ffuHr1KiIiIhAfFwe1Wg0HBwcULVoUxb29Ub58eVSuUgXVa9SAVqsV1FG1alUkJibi4YMHuHTpUpbawRhjjDHGGGOMMcbeHgU2UOzWtDHURQoDAB6v3yyZJ2T+73BZtsim+u7/ucpqkNi1SSOoC7tlraF56MmWbZYgsSVt87Y3IlBs9u6778KreHFR+sEDBxAfHy9I8/LywrtVq4ry/vPPP7j1zz/oN2AAgi9fxr1793AlOFiUr1z58ihdujTKlitntT3mgGx8fDwOHjgAjUaDZs2bo0yZMplfOABnTp/Gp+PH4+HDhwAAe3t7VK5SBW5ubkhOSsLTZ89w7do1XLx4Edu3bQMA2NnZ4fsff0Snzp0t9fTp1w99+vXDhvXrOVDMGGOMMcYYY4wxxgpuoLjslxMt/7cWKH6yaSsS/vcN7It4pFsXESF0gfWActkvJsKtScOsNTS/pQkcv+569+2L7j16iNIbN2ggejq4dp06+PHnn0V5f5k9G7f++QcuLi6Y++uvuHvnDlo2by7K5+zkhLm//ppue8wB2TWrV+PggQNo1749vv/xx0wuVYrTp05h0IABSExMBAD07dcPEz/7DDqdTpDv1atXWLZ0Keb/+iuMRiOSkpLw6tWrLM2TMcYYY4wxxhhjjBUMPEZxKmqPwoLPJoMB9/4IyLBc2O69iL1zF+oMAsqvuyId2wMymSCtaNdO+dSa10fJUqVQu3ZtUfrp06cREhJiUx1r16wBAPj37JmlNhgMBnw2aZIlSFy6dGlMnT5dFCQGACcnJ4wZOxbTvvkmS/NijDHGGGOMMcYYYwUPB4pT8R7UX5R2b8kymAyGdMvd/fV3AIDP0EG50q68UqhubVT9YwG0vj6wcy2EUmM/RsnRI/O7Wa8F/169JNPX2zDO8PVr13D50iWUKVsW1WvYNuZ1WsePH8f9e/csn8tXqABZmqB+Wr1690bFihWzND/GGGOMMcYYY4wxVrBwoDgVn6EDIVMKR+NIfPoMjzdusVom+tp1PD8YCIfKFeHaqEEutzD3Fe/bE81vXETrR3dQ8btvIFe+GaOTfDx6NDZs2gS/Zs2yXdf7PXuK6mrTpg2cnJxEeTdt3Ijk5OR068vu08QAcP7cOcHnhw8e2FSuc9eucHNzg1ajyfK8GWOMMcYYY4wxxtjb782IAuYRjVcxeLRvg6dbtgvSQxYsglev9yXL3J2f8jRxiRHDsjzf5Lg4PFy5FuEHDuHVhUswRLwAGQywc3GGtmQJuDasj+ID+kBfupSg3IWhI/Fwxep0625+4xK0vt4AgLjQ+zhQ/l1RHpd6dRB58rRkeY13cbT453K683i2ey+ebNqGF6eDkPjsGYxx8VC5FoK+bBm4t2wGn6GDoHJxTreO7PLx8YGPj0+O1FW0aFEULVpUkKa2t0enLl3w57JlgvTw8HAcPHAA77VqJVlXQkICtm7ZArVajS5du2a5TREREYLPFy9exOZNmzKsc8jQoRgydGiW5nk4MBCrV63C5UuXEBkZCY1Gg8pVqmDQ4ME2BeSJCAcPHMC+vXtx4fx5hIeHIy4uDg4ODvDw8ED1GjXQrn171K1XT1Du4YMHaNKoUbp1jx4zBmPGjrV83v/33/jwgw8AABqNBkHnz0OTKjguNUZ1jZo1sW7DhgyXgzHGGGOMMcYYY6wg4CeK0yjxoTio9jLoHCLPnBWlG15E4tHq9bBzcYZXb+lAckYeb9qK/WWqIHjUODzdsh3x9x/AsUoluLdsBlNSEiJPnsbtH2fj0Du1cemjT2CMj7eUdaldA549ukAu8bSoS91a8OzRBQqd1pKm0Gnh2aML3Jo1BQCoi3jAs0cXFG7RDJ49usCjrXSw05q40Ps42qgFznTpiQd/rULsP7egK1kC7i38kPQqChFHjuHGV9NxoPy7eLx5W5bWz+ukp5XhJ9alM/zErp07ERUVhdZt2sDZ2TnL81ar1aK0CePGoUe3bli1ciWePn2a5bqlzJg+HYMHDsTf+/bh2bNnMBgMePXqFY4fO4ahgwfjj0XWX94IADdv3EDb1q0xbOhQbFi/Hnfu3EHhwoXh16wZHBwccOPGDaxauRJ9evVCz/ffx+NUQVyNVot27dujcpUqonoLubqiXfv2KFuunCB97549lv/Hx8fjcGCgYHqzFi3Qrn17KBQKqFQqtGvfHg0avPm/AGCMMcYYY4wxxhjLKRwoTsPNrzH05cuJ0kP+fXI4tftLl8MYFwfvQf2gyMJP+0MWLMK53gORFPHCklZz7V9oeGgPam9cjWZXzkFfrmzKBJMJ95csx8m2XWD894VmvsOGoMZfS+HZpaOobscqlVHjr6VQu7tZ0tTubqjx11K4+TUGAJT8eDhq/LUUZb+ciBp/LUXlWT/Y3Pa4+w9wtHELvAz6b0gEn6ED0fhkIOpsXosGB3ZZhvFIfhWFc70H4snWHbavnNdQuXLlUK1aNVH6kcOHrQZqzUHk7Aw7AQAlSpSQTD9/7hy++vJLNKhbF+81b46vvvwS27dtw/Pnz7M8r7/37cPmTZvw7XffYduOHZj9yy8oVKiQIM9PP/yAu3fuSJa/eOECunXpgn9u3rSkDRw0CHv378dvixbhQGAgOnT8r88GnTmDTh074v79+wAAV1dXzP31V8yYOVNUt8FgwE+zZqFN27aWtOTkZBzYv1+Qb8/u3YLPU6dNw0ejRsFoNKJuvXqY++uvgieSGWOMMcYYY4wxxgo6DhRL8P1wsCjt8aatSHj6zPKZjEaE/LYYkMvhOyzzP+2PDDqHq59+IUgr1KAeinZsZ/msKuSC0p8Kg1mRJ0/j+hdTBGnF+/UWt3f9JktAOa2Hq9YBcjmKWRlOwxYXBg6DISxckFZ6/CeW/ztXrwrXJqmGDyDCpRGjkfTqVZbn+TqQeqmd0WjEhvXrRel379xB0Jkz8C1RAnXq1s3WfFu0bAmFQpFunjt37mDVypX4ZPRo1KtdG73ef1/wpK2toqOj8ePPP6Nnr16oVLkyOnbqhLHjxgnyJCcnY9PGjaKysbGxGPHhh4hP9eS7RqPBuAkTLJ/lcjkmTpokKPciIgIfDR8Ok8lkSatSpQq8vLwE+WKio3H8+HFB2qmTJ/EqTb86dOgQEtP0/3179wIAWrVubXXZGWOMMcYYY4wxxgoqDhRL8OrTEwq9XpBGSUm490eA5fOTLduR8PARPNq1towBnBk3v/kOZDQK0lwbNxTlc21QT5QWumgp4h88/C9P00bQ+AjbkPTyFZ7t2J22KF6eu4CY6zfg3qwpNMU8M91uAHh++BhenDglSFO5uUJbQjhGsHP1qsI2vYjE/eUrszTP10W79u2hd3AQpW9Ytw5EJEhbkwMvsTPz9PTERx9/bHN+k8mEM2fOYOTw4fhw6FBB4DYj7u7uaNa8uSDtnapVRfkuXLggSlvx558ICwsTpFWuUgU6nU6Q5lmsGDyLFROkXbt2Dbt27hSkSQV196UJfqd9ehhICSifSBNQ/nvvXsjlcrRo0UKUnzHGGGOMMcYYY6yg40CxBDtHR8kxh+8tWQaTwQAAuPvrbwCAkiM/zHT9SVFReH7wsChdV8JXlKbx9gLkws1ESUl4tnuv5bNMJkPxvuInXR9IvOju4cqU4KVXH//MNtvi6Y5dojT7okVsSnu2M/NPuL5OtFotOnYUD/Xx4MEDQWDSYDBg86ZNsLOzQ9du3XJk3mPGjsXkr78WBV0zsn//fnw6frzN+cuXLy9Kc3R0FKU9Dw8Xpe2ReIK5ePHikvPxShMoBiB6Avo9iUDx/v37Yfz3SxaTyYS/9+2DTCZLt65HDx/i6tWrqF6jBtzc3SXbwxhjjDHGGGOMMVaQcaDYihLDxcNJJD59hscbNuPlhUuIPHka+grlLeP9ZsarC5dBycmidDtXF1GaTKGAnZM4SPcy6Lzgc/F+vYE0wbLwvw8i8dl/T3eakpLwaN1GKB0cUKRT+0y32+zV+YuiNIVWK06TGLf55TnxU6hvGqnhJwBg7b9PEAMp4/y+iIhAi5Yt4ebmJpk/KwYNHowjx4/j8y+/RLVq1SCX27YL7961CxclngCW4pJmPGIAkEsEYhMSEgSfjUYjrgQHi+tzEfdrAHCWSL986ZLgc40aNVC4cGFB2ouICASdOQMAOHf2LJ4/f46OnTpBm6YP7v/7b0tA2TzsxHutMvfCRsYYY4wxxhhjjLGCggPFVjhUrADXRg1E6SEL/0DIvIUAgBIjP8hS3QaJJzEBQK5SSaer1aK0xDR1aH29Re2l5GQ8XPPf2Llhe/6G4XkEinbtBKVEYNdWhlQv3zOLPB2E7fYugr9LI0aL8hljYpAcE5Pleb8OKleujEqVK4vS/963D5GRkQD+CxrnxLATaTk7O2PoBx9gw+bNOH/xIhYHBGD4iBGoWrVquoHj/X//bVP9yn9fQpiRtENtREZGCsYYNrOzs5Msr5Lo7xEREYLPMpkMLd97T5Rv77+BX/OwEx06dUKjxsIvbSIjI3H69GkAHChmjDHGGGOMMcYYy4htEaECyvfDIYg4Khzn9GXQObw6fxF2zk7w6p314RukiZ/aBACkCchZU7x/H0QcOSZIe7hiNUqN+QgA8ODfYSeK981m8FKiPSo3V5ufrjYliZ+mftP07NkTX02eLEgzGAzYvHEjWrZqhRPHj8PLywsNGorHnc5JDo6O8PPzg5+fH4CU4SA2rF+PhQsXIiY6WpD39u3budoWa6SGhQDEgWZrWrVpg5UrVgjS/t63D19PmYJ9+/ZBr9ejfv36eBkZKRq6Yu/u3ShfvjzOnTuHChUqWB0GgzHGGGOMMcYYY6yg40BxOop07gB10SJIfPJUkE5GI4oP6AtlJseKNVNZGSPVZEi0km4Qpakl6ijatSOujJ2I5FQBwqjgq3h1KRga7+II27UXWl8fFGpYP0vtNlO5iocm0Ph4o8ZfS7NV75ukY+fO+G7mTMTFxQnS161bhxeRkSAi9PD3t3loiIw8ePAA+/ftQ/kKFVCvvvXt5+bujuEjR6Jm7dro9f77gid8M/NCu6xwcXGBQqGwDPdgZpDovwCQlJQkSnN1dRWl1alTBy4uLpantQHgyePHWLliBR4/eoS27dpBrVajWfPmUCqVSE41rMu+vXtRsVIlGI1GfpqYMcYYY4wxxhhjLB089EQ65EolfAYPkJggh++wIVmu17n6u5BJ/Lzf8Fw8pAMZjUh6+UpcR+2aojSlVgvPbp1F6Q9WrMbj9RthMhjg1dvf6hOetnJ8t4ooLUliOIrUjAkJSHr5ShDEfpPp9Xq0ay8e5/nWP/9g2dKlUCgU6N6jR47N79Y//2DGN99g1s8/25S/Zs2a8PX1FaRZGys4pygUClSWGJLjxQvpvpE68GtWtVo1UZpSqUTzFi1E6T9+/z2A/4aTcHJyQq3atQV5wsLC8Ou8eQCAVhIvxmOMMcYYY4wxxhhjKThQnAGfIQNEQV2P1i2hK1Uiy3UqHRzg3rypKD0uJFScFnpfNNSDXKWCR1vppyO9+olftPZo7QbcX74yZXqf7I+Z69FGPGZs/IOH6QaBz3TthT1FfHH5o7HZnv/rwtr4w/Hx8Wjq54ciRYrk+DzPnzuHmzdu2JRXm+aJ93erVs3x9qTVqk0bUdqDBw8k80qlt5YoD0gHeWNiYqBSqdD032E3AEiOZ/z40SN4+/igXPnyVtvNGGOMMcYYY4wxVtBxoDgD9p5FUbxvL9gX87T8lfhoeLbrLffV55ApFIK0tOMhA0DEsROiNN/hQ6Ep5ilZr2uDetCVLiVIM4SF49W5CyhUv262Atxm7i2bi54qJqMRT7bskMwfc+u2Zezk4gP6Znv+r4tq1atbDT7mxkvszD6bNAmxsbHp5nn8+DFuXL9u+azX69Fe4gnonNavf38ULlxYkHYlOFjU3gcPHuDpkyeCtEqVK1sNFDdo2BB6vV6UXq9+fTg4OFg+SwWKAX6JHWOMMcYYY4wxxlhGOFBsg3d/m4uWd65a/qSeBs4s55rVUenHmYK0F8dP4sm2nZbPhogXuP3THEGeQg3qocKMKenWXVziqWIA8OornZ5ZMpkM1Zf/AaWjgyD92pdT8OpSsCAt+tp1BL3fD5ScjKJdOubIunudSAWEixQpInjKNaddvnQJPbp1w7GjRyVfCHfj+nV8MHiwZaxemUyGKdOmwT1NADc3aLVaLPz9d2g0GktaQkICZqcaMsNoNOKH//1PUM7NzQ0LFi60OiyKWq2WXKdpA8Cenp6oJDH8BQeKGWOMMcYYY4wxxtInI6lIUwHwz7c/IPrfn/A/Xr8ZAODZowsAwLVRg0yNQXyu32AAQGLYc0QcPiqa7tqkEdSF3QBA9MK3xxu34PLo8f+N8SuToVC9OrAr5IIXx08iKfJlSrpcDp8hA1Dpx5lQ2Nun2574h4+wv+w7QKoXmck1GrwXeh12Tk6i/NHXb+CfmT/AGBuHZ7v2CqYptFp4tEsJslWe9QPU7m6WaVFXr+Fcn8GIuXHzvwJyOVxq1YDaozDiHz5C1KVgkNGIot06o+of86HUatNtOwAEBgbC79+goI+PD0JDQzMsI2XlX3/h9OnTAICDBw6IXubm5eVlGY6hTdu2aNO2babn8erVK9SrXRuJif+9iPCjUaMwbvz4LLXZmitXrmDMqFEIDQkRpBdydUW5cuXg5OSEpKQkhNy9i7t371qmFylSBFOmTRMFSnfv2oXdu3bh4YMHuHTpkmCaeb2Y18nojz9GfHw8Dh44IMin0WjQrHlzAMDcX38VTLtx/TrGfvIJ/rn5X98oU6YMfEuUwM0bN3D//n1Lep06dfDT7Nnw9JR+Sj51mz8eOdLyWS6X4+Tp03BL82LHeXPnYs6sWZbP7u7uOHH6dI69WJAxxhhjjDHGGGPsbVRgA8UnWraXHOoBSHnyttriBTbXtd3e9peEdUgQv8ArOS4OD1euRfj+g3h14RIMES9gMhhg5+IMXamScG1YH94D+0JXqqTN8znVoTvC//4vsOfZoytq/LVEMu/zw8dwslWHDOtsfuMStL7egjQyGvFk8zY83bYTkWfPwxD+HMa4OCj0Omh9vOFSuyaK9ewB14b1bW57TgWKPx0/Hps2brQp7+gxYzBmbNbGTx4/diy2bE75skEmkyHwyBF4FS+epboycu/ePZwNCkLw5cu4ffs2Hj16hMgXLxAfHw+ZTAadToeiRYuifIUK8GvWDM1btIC9xBcLv8yejbm//JLuvMzrpFSal+JJuSOxjYgIB/bvx769e3HxwgWEhYUhPj4eer0eRYoUQfUaNdC+QwfUqVvXpmWPi4tDrerVkZCQAACoUbMm1m3YIMp38+ZNtE0VGO/VuzdmzJwpyscYY4wxxhhjjDHG/lNgA8Xs9ZVTgWLGGGOMMcYYY4wxxpht+LfYjDHGGGOMMcYYY4wxVsBxoJgxxhhjjDHGGGOMMcYKOA4UM8YYY4wxxhhjjDHGWAHHgWLGGGOMMcYYY4wxxhgr4DhQzBhjjDHGGGOMMcYYYwUcB4oZY4wxxhhjjDHGGGOsgJMREeV3IxhjjDHGGGM5JzH8OR4sXwG5RoNi/t2hdnPN7yYxxhhjjLHXHAeKGWOMMcYYe0uYkpPx4M9VuDNrLhLDwgCZDHaOjijSuQN8hgyAQ/ly+d1ExhhjjDH2muJAMWOMMcYYY2+BF6fO4MaUGYgKvoLk6BjI7JSQQQaTwQC5vT0UWg1cGzWAz6D+cGvWBDI5j0LHGGOMMcb+w4FixhhjjDHG3mAJT5/hn5k/4Mnm7UiOiQYZTVA66CFXqQAAZDTCGB8PU3wCZHZ2UGo10JUpBe9BA+DZvTOUOl0+LwFjjDHGGHsdcKCYMcYYY4yxN5ApKQn3ly7HnTnzYXj+HMb4BCh0Wsg1GshkMlF+IoIpIQHGuHjIACi0Wqjc3eDVsweK9+8NTXGvvF8IxhhjjDH22uBAMWOMMcYYY2+Y50eO4+bUGYi+fgPJMTGQq1RQ6PSQKTIeToKIQElJMMbFgZKSodBqoNDp4NH6PfgMGQCnGtUkA82MMcYYY+ztxoFixhhjjDHG3hDxDx/hnxnf4+nO3UiOjgGZTFA6OkBuZ5el+ig5Gca4eJgSEyFXq6DQauFU7V34DBkIj7atslwvY4wxxhh783CgmDHGGGOMsdecMTERob8vQcj832GIeAFTQgIUOh3kGvscefqXTCaY4hNgjI+DTKGEQquBprgXivfvA69e70NVyCUHloIxxhhjjL3OOFDMGGOMMcbYayx8/yHc/OY7xPxzC8nRMZCr1VDodZDJMx5mIrOICKbERJji4kEmExRaLeycHOHZrRO8Bw+AvkzpHJ8nY4wxxhh7PXCgmDHGGGOMsddQXOh93Jw+E2F/H0ByVDQAQOGgz7PhIEzmcYwNSZDb20Oh1cCtSSP4DB4A1yYNcyVQzRhjjDHG8g8HihljjDHGGHuNGOPjEbJgEUIW/oGkly9hSkiEQq+D3D5nhpnILDIaYYyPhyk+AXKVHRRaLfTlysJ7UH8U7doRSq02z9vEGGOMMZYbiKhAv9SXA8WMMcYYY4y9BogIYXv24eY33yPu7l0kx8RCbq+GQpc7w0xkpX2WcYxlcii0Gqjc3eHV+314D+gL+6JF8ruJjDHGGGNZQkYj7i9bgZD5v6Hp+ZP53Zx8w4FixhhjjDHG8lnsnbu4MXUGnh86guToGACAwsEBcjtlPrdMjIhABgOMcfGg5GQotBoo9Xp4tGsN78ED4Fzt3fxuImOMMcaYzaJv3MS1z75C5JlzMBkS0fb5w/xuUr7hQDFjjDHGGGP5JDkmBnfn/YZ7fwQg6dUrmAyJUOj1kKvVb8TPHk3JyTDFxcOUmJjykj2tBi61asB7cH8Ubv0e5MrXL9DNGGOMMQYAJoMBd+ctRMj8RSnDfSUmQqZSoV3k4/xuWr7J/9+wMcYYY4wxVsAQEZ5s3YHjzdrizpxfkRgWBshksCtUCIp8Gos4K+RKJZSODrBzLQSZQo6kyJcIP3gYF4eNwrHGLRH6+2IkvXqV381kjDHGGBOIDDqHk2064/ZPc5AYHgYo5FA4OtpUloiwadMm+Pn5oWjRotBqtShXrhw+/PBD3L17V5Q/KioK48aNg4+PD9RqNXx8fDBu3DhERUVZnceqVatQu3Zt6HQ6uLi4oG3btjh79myWl9dW/EQxY4wxxhhjeSj6xk3cmDIDL46fRHJUNCCXQ+mgh+wtePqWiGBKTIQpLg5EBIVGC5WLMzx7dIX3wH7QlSqR301kjDHGWAGWHB2NWz/Mxv3lK5AcHQ0ymaB0cITcTglTYiKM8QkZPlE8fvx4zJo1C0WLFkWnTp3g6OiIS5cuYd++fdDr9Thx4gQqV64MAIiNjUXDhg1x8eJFtGzZEtWrV8elS5ewZ88eVK1aFceOHYNOpxPUP3PmTHz55Zfw9vZG9+7dERMTgzVr1iAhIQF79+5F06ZNc2v1cKCYMcYYY4yxvJAUFYU7s+al3JhERcFkSPp3mAnVG/MEsa2ICJSUDGN8HMiQBIXGHgqNBm7N/eAzuD8KNaz/1i0zY4wxxl5v4fsP4frkaYgNCYExNg4KrRZyrcZyTWJLoPjp06coVqwYvL29cenSJTimegp5zpw5GDt2LAYNGoSlS5cCAKZMmYLp06dj4sSJ+P777y15zelff/01pk2bZkm/desWKlasiJIlS+LMmTNwcnICAFy9ehW1a9dG0aJFcePGDShz6QEDHnqCMcYYY4yxXEQmEx6t34TjTVsjZOEiGMKfA3I57FwLQWH/ZoxFnFkymQxylR3snJxgV8gFRIDhRSSebt2Bs70G4GSrjni4Zj2MCQn53VTGGGOMveUSn0fg8qhxOD9oGKKv34Ap0QA7FxcodNpMX4eFhobCZDKhQYMGgiAxALRr1w4AEBYWBiDli/PFixdDr9fj66+/FuT9/PPP4eLigiVLliD1M7wBAQFITk7Gl19+aQkSA0ClSpXQv39/3LlzBwcPHsxUmzODA8WMMcYYY4zlkqjgKwjq3htXPvkUsbfvwGQwwM7FGUq9/q0MEEuRKRRQOuhTxjG2UyLpVRQiTwfhytiJOFKvacrYgM/C8ruZjDHGGHvLEBEeb9yCE83b4tGaDUiKfAm5xh5KZyfIlIos1VmmTBmoVCocP34c0dHRgmm7du0CADRr1gxAytPBjx8/RoMGDUTDS9jb26Nx48Z49OgRbt++bUkPDAwEALz33nuiebdq1QoAcPjw4Sy13RZv/kBojDHGGGOMvWYMkS9x+6fZeLhiDZKjo2FKSobSQQ+5Wp3fTcs3Mrk85SeeGg3IYIAxLh6xt+/i1g+zEfLbYhTp0BY+g/vDsUrl/G4qY4wxxt5wcfcf4PqXU/H80GEkRUVDplTArlDKy3ezw9XVFd9++y0+/fRTVKhQAR07doSDgwOCg4Oxf/9+DBs2DKNGjQKQEigGUoLLUszpt27dEvxfr9ejSJEi6ebPLRwoZowxxhhjLIeQ0YiHa9bj9g+zkfDkKYxxcZBrNbBzdCwwTxBnRCaTQaZWQ65Ww5SUDFN8HBKfPsODP1fh8YYtKFSvNrwH90fhls0hU2TtaR/GGGOMFUxkNOJ+wF+49dMcGJ4/hynRkONf1k+YMAGenp748MMPsXDhQkt6/fr10bdvX9jZ2QEAXr16BQCCISRSMw9dYc5n/n/hwoVtzp/TeOgJxhhjjDHGcsDL8xdxutP7uPrpl4i9GwJTUhLsCrlAqdNxkNgKuZ0SSkdH2LkWAuRyJEVGIuzvA7gwZASONW2F0D8CkBQVld/NZIwxxtgbIPrGTZzp2hPXv/4GCY8eAwTYFXLJ8V90zZgxAwMHDsTnn3+OBw8eICYmBseOHUNycjL8/PywadOmHJ1fXuJAMWOMMcYYY9mQ+DwCVz79Aqc7v48Xx08iOToaSgcH2Dk78ROxNpLJ5VDqdbBzc4VcbY/k6BhEXQrGja+m4Ujdprgx9VvEhd7P72Yyxhhj7DVkTEzE7Z9/wam2XRFx9ETKtZijA5SODpDJczb0efDgQXz11Vf4+OOP8cUXX8DLyws6nQ4NGjTAjh07oNFoMHbsWAD/PUls7QngqH+/DE/9xLGTk1Om8uc0DhQzxhhjjDGWBabkZNwP+AvH/VrjwbIVSHoRCZmdHexcC0GuVuV3895IMpkMCo097Aq5QOGghzHRgPj7DxAy/3cca/IeLgwdiRcnTgneDs4YY4yxgisy6BxOte2S8nLc8DBAIU+5FlPlzrXYzp07AQB+fn6iae7u7qhSpQru37+P58+fZzimsNQYxmXKlEFMTAyePn1qU/6cxoFixhhjjDHGMinydBBOt++Ga19OQVzoPZiMySnBTZ2Wh5nIATKZDHKVCnbOTrBzcQGRCYaICDzZtBVB7/fDqbZd8Gj9JpgMhvxuKmOMMcbyQXJ0NK5/NR1nuvXCy/MXYIyLg9LJGUq9PlevxQz/XnuEh4dLTjenq9VqlClTBp6enjh+/DhiY2MF+RISEnDkyBF4enqidOnSlvQmTZoAAPbt2yeqe+/evYI8uYEDxYwxxhhjjNko8VkYgsdMwJnuffDi9Bkkx8RC6egAOyceZiK3yJSKlKE8XAtBZqdE0qtXeHHyFILHTMCR+n64M+dXJIY/z+9mMsYYYyyPhO8/hBMtOyB00RIkvYiE3E4FpYsL5HbKXJ93gwYNAACzZs0SDRGxfPly3L59GzVq1ICDgwNkMhmGDh2KmJgYTJ8+XZD3u+++Q2RkJIYOHSoIbA8aNAhKpRLffvutoP6rV6/izz//RKlSpdCsWbNcWz4Z8e+2GGOMMcYYS5cpKQn3ly7HnV8WwBAeDmN8AhQ6LeQaDT9BnMeICJRogDE+DmQ0QaHVQOnggKJdOsJncH84VCif301kjDHGWC5IfB6Bm1Nn4MnWHUiOigZkMigdHCBT5syX9abERBjjE9Au8rHVPEajES1atEBgYCDc3d3RsWNHuLi44NKlS/j777+hVquxf/9+NGzYEAAQGxuLhg0b4uLFi2jZsiVq1KiBS5cuYffu3ahatSqOHTsGnU4nmMe3336LyZMnw9vbG927d0dsbCxWr16N+Ph47N27V3LYi5zCgWLGGGOMMcbSEXH0OG5M/RbR124gOSYGcpUdFDo9ZAr+cV5+MyUlwRQXD5PBALm9GgqtFq4N68N7UH+4N2vCT3kzxhhjbwEiwpONW3Dzm/8h4fETGOPjodDrILe3z9Ev7G0JFANAYmIifvnlF6xduxY3btyAwWCAh4cHmjRpgs8//xyVK1cW5H/16hWmTZuGDRs24OnTpyhSpAi6d++OKVOmWH0x3cqVKzFnzhxcvXoVKpUK9erVw/Tp01GrVq0cW14pHChmjDHGGGNMQvyjx/hnxvd4umMXkqNjQCYTlI4OkNvZ5XfTWBpkNMIYnwBTfDxkdnZQajXQlSkF7wH94NmjC5R6fX43kTHGGGNZEHf/Aa5/OQXPDx1BUlR0ypBUeodc+cLe1kDx24wDxYwxxhhjjKViTEzEvT8CcHfeQhgiXsCUkACFTge5JmefWmE5j4hgSkiAMS4eMgAKrRYqN1cU69kD3gP6QFPcK7+byBhjjDEbkNGI+wF/4dZPc2B4/hymRAOUDnrI1epcmycHijlQzBhjjDHGmEX4gUDc/GYmYm7eQnJ0DORqNRR6HWRyHmbiTUJEoKQkGOPiQEnJUGg0UOh08GjzHrwH94dzzeoc9GeMMcZeU9E3buLapMmIDDqP5OhoyFWqPLke40AxB4oZY4wxxhhDXOh93PzmO4Tt24/k6GiAAIWDnoeZeAtQcjKMcfEwJSZCrlZBodXCqeq78B7cH0Xat+FtzBhjjL0mjImJCPn1N4TM/x1JL1/BlJSUMuyXSpUn8+dAMQeKGWOMMcZYAWaMj0fIwj8QsvAPJEVGwpSQmCsvR2H5j0wmmOITYIyPg0yhhEKrgaa4F4r36w2v3v5QFXLJ7yYyxhhjBVZk0Dlc++wrRF+7nvLyYHt7KHS6PL0e40AxB4oZY4wxxlgBREQI2/s3bk7/H+Lu3kVyTCzk9uqUGxIeZuKtRkQwJSbCFBcPMpmg0Gpg5+SEol07wWdwf+jLlsnvJjLGGGMFRnJ0NG59Pwv3/1yZ8qsukwkKB0fI7ZR53hYOFHOgmDHGGGOMFTCxd0JwY+o3eH7oCJKjYwAACgeHfLkhYfnLlJQEY1w8yGBIeXJJq4Fbk4bwHjQAbk0b8ZcGjDHGWC4K338I176cirjQUBhj46DQaSHXaPLtV10cKOZAMWOMMcYYKyCSY2Jwd95vuLd4GZJevoTJkAiFPuXt2TzMRMFGRiOM8fEwxSdArrKDQqOFvlwZeA/qj6LdOkGp1eZ3ExljjLG3RmL4c9yc9i2ebN2B5KhoQCaD0tEBMoUiX9vFgWIOFDPGGGOMsbccEeHZjt24+c3/EHfvPoyxsf+Oe6flJ0aZABH9N46xTAaFVguVmxu8evvDe0Af2HsWze8mMsYYY28sIsKTjVtwY/p3SHzyFMb4+Nfq3RAcKOZAMWOMMcYYe4tF3/wHN6bMwItjJ1KeWJHLoXDQQ67kYSaYdUQEMiTBGBcHSk6GQquBUq+HR9tW8B48AM7Vq+Z3ExljjLE3Stz9B7j+5RQ8P3QESVHRkCkVUOodIFO8Pl/ac6CYA8WMMcYYY+wtlBQVhTuzf8X9ZX8hOSoKJkNSyhMrPMwEyyRTcjJMcfEwJSZCrlZDodXAuWZ1+AwegMKtW0JuZ5ffTWSMMcZeW2Q04n7AX7j10xwYnj+HKdEApUPK0F+vGw4Uc6CYMcYYY4y9RchkwpNNW/HPdz8h/uFDGGPjINfYQ6HTcYCYZQuZTDDFx8MYHw+ZQgmFVgutT3EUH9AHXj3fh52zU343kTHGGHutRN+4iWuTJiMy6DySo6MhV6mg0Ote26G/OFDMgWLGGGOMMfaWiLpyFTe+/gaRp4OQHB0DKORQ6vWQ8TATLAcREUyJiTDFxYPIBIVGCztnJxTr0QXeg/pDV6pkfjeRMcYYy1fGxESEzFuIkAWLkPTyFUxJSVA6OkCuUuV309LFgWIOFDPGGGOMsTdc0stXuP3TbDz4azWSo2NSbkZe0580sreLKenfcYwNSVBo7CHXaODerCm8Bw+Aa6P6/BQ7s4pMJiRFvkTi8+cwPI+A4XkEkiJfQq5WQemgh1Knh9JBD4VeB6VOB6WDAxQ6LQ91whh77UWeOYtrn32F6Os3kBwd80b9sosDxRwoZowxxhhjbygyGvFo7Qbc+mE2Eh4/gTEuDnKNBgqd9o24GWFvDzIaYYyLhykhAXKVHRRaLRwqlIf34P4o2qUjFPb2+d1ElgfIaIThRSQMEREwhD9H4vMIGJ4/h+H5i5R/zWkRKYFhSkoCmUwgEwEmY8q/MkAmkwNyGSCTpRzLzP/K5VDY26cEkHU6KPX6//7voE/5rDcHlXX//j/1dAcodVooHPRQaDR8nGSM5ajk6Gjc+n4W7v+5MuUFwmSCwsERcrs355ddHCjmQDFjjDHGGHsDvTx/ETemzMDL8xeQHBUNmVIJpYMeMoUiv5vGCjAymWBKSIAxLh4yuRwKrQbqIh7w6u0P7/59oPYonN9NZJlkSk5GUsQLGCIikBhuDvymBH8Tzf8Pj0Di8+dIehEJU3IyYDKBTCbLv//9n/77PxFkclnKOJ1yecq/MjkAAohARIAp1f/JBJhS/p8SNJYBMvl/geR/A8up0yBPHWgWBp9lCgUU/waalXo9lDotlHo9FJaAszkIrbX8n59yZoxZE77/EK59ORVxoaEwxsalHBvewC+kOFDMgWLGGGOMMfYGSXwegds/zMLDNethjI6BKTkZSgcHyNWv95h3rGAhIpDBAGNcPMiYDIVGC6WDHkU6tIX34P5weqdKfjexQDMlJcEQ8UIQ5DVERMAQ9vzf/7+AIfzfIHDkS5DRmE7w99//G00gADJz0Ffwr8zy2ZxmeUo4kyy37yZTqiAyWYLIIJMg0GyZTiZR8FkG/BtclmUQfBYHmlOn8VPOjBVcieHPcXPat3iydUfKU8QyGZSODm/sF/ccKOZAMWOMsRxmSkpC4rMw2Bct8sZeIDDGXj+m5GQ8XLEGt3/+BYnPnsEYFw+FVgu5lgML7PVmSk6GKS4OpkQD5Go1FFotXOrUhM+QAXBv2RxyftlijjAZDDA8j0BieMoQD4aIiJRhHswB34gXKdOeRyDp5UvpoK9RnAYgTdBX/K85EJzV4G9++S+ITCnDXqQOKKcTfH5tn3L+Nw8/5cxY7iMiPNm4BTemf4fEJ09hjI+HQq+H3F79Rh0H0+JAMQeKGWPs/+zdeXxcdb3/8fdZJpN9KXShsgkCCiqgwL2IWtALZfFy9YK4lH1RULksKnIB6SJbuewuoKgFRPAnCOhVWfSySWXrvrfpvqZrMpNJMts5398fM5NM0rRN2yQnyXk9H488mkymyTeQJjOv+c7ni91kjFF6y1a1rVmrttVr1LZmrVrzf7atXqPkhgaZrKeqjxyhY37+E5V/8KCglwxgkGt8930tGn+bYnPmKtuckBVx5VYyZgKDi/F9eW1t8lvbZEVcOeXlqvjgwTrgonH6wFfOVaS6OuglDjheMlk067cw9iEfg/Nzfgvvz8bjudBr8qG3KPruTvy1nC6XDeLg0V8G/C7nqiq5lRXscgZ6SevqNVp483htee1NZeLx3Pivyqrcz89BjlBMKAYAdMNra1Pb2nVqW9UlBOdjcLalRfI8Gc+T8fz8n7kXGSNZluySEpWO3k8fe+B/NPzfTgn6SwIwCKU2btKSO/9H6//wR2UTzTKeL7eqUnYJYyYweBlj5CdT8lpbZUlyyssUqavTB847RwdecqHKDz4w6CX2qWxra37Hb270Q2GXb+EltWVL+/uz8Xj+oLcdjHvoLv52Db3dBWHC34AV7C5nu+jv9O4uZ7e6Kvf9BwxixvO06tdPaOm9Dyq9ZYv8VDp3uywaDXppvYZQTCgGgFAyvq/Ups25HcHFu4JXr1Hb2nVKNWzcLgC3v/h+fseNk7sz5jj513Mvyt/58pqbZTJZubU1OvSab+vQa7/D7j8APeJnMlo95Qkte+CnSm/eLK8tOWgPRQF2xBgjk8nk5hhnMnLKyuSUl2n4v31OB112kepO/JdB8f1ujJHX0qL0lnz4zc/9ze343aLUps6jH7yWlp3M+jWd428h4u0s+hJ/0Y2Btsu5ZORwjRx7qkaccZrq/uV4Rs5g0GletFgLfnCLGt+frmxzs+ySqJzKiiH3AAihmFAMAENWNpEoCsAdu4ELMdhLJjt2AXeKwbkbznLz8dcuDsH5MNzDO2NeW5u8RIvc6mqNOPVz+tiD9yhSW9PHXzmAwWzrW//UovG3qXnBImUTCdmRiJzKyiHxdEZgR4znyWttlZ9MyS4pkVNepuqPHqUDL7tIo84+S04/79Yyxijb3Nwef3M7f7d2fr1o9IPX1tbtLt/uQnAutHU+6I34i4Fsr3c5+75kKTejPFqq6KgRGnH6qRp5xljV/esJRGMMaF4qpRU/flgrfvYLZZpi8jMZudVVQ/bZXYRiQjEADFp+NqvUhoZO84GLx0Okt27rshvY38Gu4PxOYKfo7V58ZNjPZJSNxeWUlqryw4frmJ//WFVHfqTXPj6AoaFt3Xotuf1uNfzvX5RtTsj4vtyqKtklHEiE8DC+Lz+ZlNfaJsu25ZSXq3T0KB1w/te0/7ivKjpi+J5/bGOUjcc7HfaW3pwf9VA0A7hwAJyfSu04/hYf+mY6x98dH/pmEX8RWiabzQWoVEryfNmlUTnRqEpGDNeIsadq5Jmna9iJJ3AIHwaUxvemacGNP+x48L6sVE5FxZD+OU4oJhQDwICWicXUtnpN5xi8eq3a1q5V29r18lPpzvOBi1/Pz1XrFIALUbif76gZ31c2FpcsS9Hh++jIu27T6P/8j377/AAGLj+d1spHp2j5jx9WestW+cmknIoK2WWlQ/qOCLAzxhiZdFpea6uM58spL5NbVaX9vvjvOujSC9sfcDW+r0xTrGPW79ZtuQi8pfgAuI5D4Px0unP89XYQgncVfx0799R7x+54ij2AHjGeJz+Zyj0Y43myo1HZpVFFh++rEaf9Wy4an/SvRGMEJtvcrPrJ92r1E08pG2+WjJFTVSU7MvR3vxOKCcUAECg/k1Fy7Xq1Fu8ILgrD2aaYjN/NnGDPyz2lrdsInBsRMdDmRRlj5CVa5KdSitTW6MBLLtQRP7yRG8FAiG1+9Q0tnnS7EovrcztVhui8O2Bv+JmM/NY2+el0bhdiWbkqPnSIvNbW3LOH0pldHvTWKf46u9r5S/wF+suOonHJPsNyO41PP037fPYkbi+j32z++2tacPMEta5cKa+lNXRnRBCKCcUA0KeMMUpv3bbdWIjC7ODUhgb5mUy3IyJUtCs4tzO4Y05wELuCe4uXTMprTsitqtSwT/2rjv7Zg4qOHBH0sgD0o9ZVq7V40p3a9MrflW1ulozkVFVyRxjYCeN58tqS8tvacgdnFQ7a2tmM36LXib/AwGY8T34qJT/ZTTT+t89p5Jmn56LxEJ0Ni2ClNm/R4om3a8Mf/5zbRWxZcqurQncYOaGYUAwAe81LJtW2dp3aVm0/K7h19RplE4mikRB+513BxmwXgDuF4SF6h87PZpVtismORlXxwYP08Z8+oLoTjgt6WQD6mNfWppWP/FLLf/YLZRob5SdTciorZJcyZgLoKWNM7sFk4i8wZG0fjUtkR0tVsk+dhn/+FI0863Tt89lP9/tBlxh6jDFa/+zzWvyju5Ta0CCvrU1OZaXs0mgof78QignFALBLxveV2rS5cwQuGg+RatjUMR4i22VERPuhcXaXXcH5GBziO3jG9/Mzr3yVDBumI269SQdcNC60/z2AocwYo02v/F2LJ92l1mXLlE205J5CX8GYCQAAdqY9GqdSMtmOaBypq2mPxvuO+Yyc0tKgl4pBpnXVai28eYK2vP6mMvG4LNeVW1mVmz8fUoRiQjEASJKyiURuV3D+sLhOh8etWSsvmdzusLjCDuHOu4KLX+whvSu4Nxhj5Le2ymtrU6SmRqPP/ZKOvHOSnLKyoJcGoJe0LFuhRRNu05bX3lC2OSFJoTkQBQCA3pSLxmn5qWRRNI4qUluj4Z87WSPPHKt9TxnDbWnslPE8rfr1E1p674NKb94iP52WW1Upmx3qhGIRigGEhPE8JTc0dJoPXDwzOL1l63YzgjsOjfPzJ3wXj4UoepvdcHvNT6WVjcflVFSo9tijdfQjP1b5wQcGvSwAeyHb0qLlP35Yqx59TJmmJvnplJyK8D6VEQCA3mR8v+MgvGxWdkmJ7NKoItXV2vdzJ2vkmadp38+dLLe8POilYgBpXrRYC35wixrfn65sczMHCXdBKCYUAxhCMrHYdofFtY+KWLtefirdOQAXv54/NE5d5gQP5kPjBhvjeco0xWRHXJWOHq2PPXiPhn9uTNDLArCbjDHa+OcXtfi2yWpduUpeS4vs0lI5FeXcCQEAoA8Y3++YaVwUjd3qKg0/eUxuPMUpn5VbWRn0UhEQL5XS8od+ppUPP6pMU0x+NiO3qorDEbsgFBOKAQwifiaj5LoN+d3AuRERxfOCs7FYl7EQRTuEfb/jsDi7y4Fxjk28GCCMMfKam2UyWUXqanXodVfrkP/6Fv9/gEGiefESLZ5wu7b+Y6qyzc2SZcupqpTtMmYCAID+sH00jsiOlsqtqtS+J39WI886XcM/N0ZuVVXQS0U/aXxvmhbc+EM1L1ikbCIhu6ws9wA+m6G2QygmFAMYQIwxymxr3G4+cOH15PoN8jOZ7UZEqMuu4M6HxtnsCh5kjDHy25LyWlrk1lRr5Omn6aP3T1akujropQHYgUw8ruUP/FSrpzyhTDwuP52RU1khO8qYCQAAgtIejVMpmUxRNK6s0D5jPqORZ47V8H87hdvZQ1QmHtfSu+/T6ieeyh8ibjgnYhcIxYRiAAFKrt+g1Y//Vq3LV+RGRaxZm9tN2mVGcPt4iPZD47rOC86/TowYUvxMRtlYTE5ZmaqO/LCOfuTHqvrwEUEvC0AR4/va8PyftOTOe9S2Zo28llbZZaVyKir4mQwAwACSi8b5g/Aymdx4imhUTkWF9h3zGY084zQNP+3zROMhYtPfXtXCWyaqdeVKeS2tcirKZZeVcftsFwjFhGIAAUk2bNT7535dicX18rOZ/M5gX7K72xWcf9uy+MUWMsbzlY3FZNm2SkYO11F336H9zj4r6GUBkBSfv0CLbv2RGt95T9nmhGTbcqsqZTFmAgCAAa0jGqdkMmnZkdxMY6eiQvt8+lMaedbpGnHq5xWprQl6qdhNqc1btHji7drwxz/ndhFbltzqqtz9aewSoZhQDCAA6cYmTTvvfDXNnCWT9eSUl3WEYUIwujDGyEsk5KfSitTW6OArLtVh//092ZFI0EsDQinTFNPSex7QmiefVjbeLD+TyQXikhJ+hgMAMMgY35efTudmGqfTskpK5JRG5ZSXa5+TTtSIM8dqxGn/ppJhdUEvFTthjNH6Z5/X4h/dpdSGBnltbXIqK2WXMgZsdxCKh2AoXjT+Ng0/7fPa56QTg14KgG5kEwlNP/9SbZv6jvx0Wm5tDQeVoUe8ZFJec0JuVZX2+exJ+viP71N0xPCglwWEhvE8rfv9H1Q/+T4l12+Q19rKYSgAAAwh3UbjaFROeZmGnfSvGnnGWI0Ye6pK9hkW9FJRpHXVai28eYK2vP6mMvG4LNeVW1XF/ew9QCgegqH45QMOk10S1Sce/4X2+fSngl4OgCJeKqWZl16pzX9/VV5bUpG6Wn55Ybf4mayysZjsaFQVh3xQRz/ykGo/cUzQywKGvNisOVp46yQ1TZ+pbHOzLMfN7SLmaYwAAAxJxpiOg/BSaVklETnRqOyyMg37VD4an36qovvuE/RSQ8vPZrV6yhNaes+DSm/ZmtuIVVUpOxoNemmDFqF4CIbil0YfIq+lRdH9Rum4J6eo9rhPBL0kAMr9EpvzrWvV8Ke/KNvSkovEBAbsAeP7ysbjkpFK9hmmD0+4Rfuf/1V2NAJ9IL11m+rvvk9rn/69vOaE/GyWOyAAAIRMp2icTstyI3JK89H4X0/oiMY826/fNC9arPk33KymaTOUbW6WXRKVU1nBRqy9RCgeoqE4E4vLdl2VHbC/jnv6MVV/7KNBLwsINeP7mv+DW7T2t79TtjmhSG0Nhx1hrxhj5LW0yk8mFamp1ge++mV95LbxckpLg14aMCT42azW/vb/aek9Dyi1caO81jY55WWyyxkzAQBAmBljZFJpee3R2M0dhFdaqrp/OV4jzzxdI08/VdGRI4Je6pDkpVJa/tDPtPLhR5VpisnPZuRWVcsu4fyW3kAoHqKh2EsmZVm2jOep/OCDdPzvf6PKww8LemlAKBljtOS2yVrxyKPKxuJya2tlR4jE6B1+KqVsvFluZYVqPvkJHf3wgyo/8ICglwUMao3vT9eiW3+k2Ow5yjYnZEVcuZWMmQAAAJ0ZY2TSaXnJomgcjcopK1Xt8Z/UyDPGauQZp6l0v1FBL3VIaHz3fc2/8YdKLFysbCLBWRF9gFA8hEOxW12tbLxZMkaVHzpExz/zlMoPPjDo5QGhs/wnj6j+rnuUaYrJra2RHeGRTvQuk83mnkkSiahs/w/oYz++T/t+9qSglwUMOqmNm7Tkrnu0/tkXlE00y3h+bsxESUnQSwMAAANcIRr7yZT84mhcGlXtJ4/VyDNP14gzTlPZB0YHvdRBJxOPa+nd92n1E0+1dy6nqooNWH2AUDyEQ3GkpkbGGGVjcVmWpcoPH6Hjn3mSH0pAP1rzxFNacPN4ZZqack+HiRIb0DeMMbkbTV5WkdpafeiG6/XBq65gRhfQA34mo9WPPallD/xE6U2b5bW1yakol11Wxg4VAACw29qjcSolP5WW5Tqyo6VyolHVfPIYjTxzrEaefprKDtg/6KUOeJv+9qoW3jJRrStXymtp5TZaHyMUD/FQLOXjQVNMluOo+mNH6fjfP8mAdaAfbPjjnzX3v76r9LZGOZUVzI5FnzPGyG9rk9faKre6WqPOPF1H3XunItXVQS8NGLC2vPamFv/oTjUXnsIYieQOQmHMBAAA6AXbRWPHyc00jkZVc+zRGnnmWI04Yyzj47pIbd6ixRNv14Y//jm3Icay5FZXcRutjxGKQxCKpXwsbmySFYmo9pPH6rjfPaGSutrgFgkMcZv/73XNuuJbSm3eIqeiXE5ZWdBLQoj46bSy8bicsnJVHfURHfOLn6jysA8FvSxgQGlZtlyLf3SXNv/fa8o2J2R8X25VFQehAACAPpOLxhn5qWSnaGxHo6o5+uMaeeZpGnnG6aEeG2qM0fpnn9fiH92l1IaG3DO9Kitll0bZRdwPCMUhCcWSZHxf2aYm2SVR1Z14go777RS5VVUBrRIYuhrfm6bp51+iVMMm2aWlcirKg14SQsh4Xm70kGMrOnKEjrrnTo0664yglwUELhOPa/kDP9Xqx55UJhaTn0rJqayQXVrKnQ8AANBvjDEymUxupnEqlYvG0ajs0qiqP3qURp51ukadebrKP3hQ0EvtN62rVmvhzRO05bU3lWmOy3JduVVVjNPrR4TiEIViKReLM41NckpLte/Jn9EnHn+UnY5AL4rPm69pX71IbWvWyiqJyK2sDHpJCDFjjLxEQn46o0hNtT541Tf0oRuuk+1y6APCx3ie1v7uGS2950El16+X19La/mAedz4AAECQdhqNj/yIRp51ukaeOVYVhx4S9FL7hJ/NavWUJ7T0ngeV3rJVfjqdO1A4Gg16aaFDKA5ZKJYk4/nKNDbKKS/XiNM+r2N/9TCneQO9oGXZCr3/5XFqWb5CluPIqapkdxoGBK8tKS+RkFtdpX1P/qw+9tC9iu67T9DLAvrNtrff1eKJdyg2Z56yiWZZjiO3slIWD5oAAIABZvtobMuOlsoujarqIx/WyDNO08izTh8yo+WaFy7S/B/coqZpM5RtbpZdEs2dF8ED+YEgFIcwFEu5XTWZxia5FRUadfZZ+vhP75cdYSYfsKeS6zfovXO+psTiJTKS3OpqIjEGFD+TUTYWl1MaVcWhh+roRx5SzTEfD3pZQJ9qXb1G9Xfeo4Y//1XZRELG8+RWVsmO8gA5AAAY+NqjcSolP5mSZdv5mcalqjziMI0663SNOHOsKg8/bNDd//RSKS1/6Gda+fCjyjQ1yc9m5VZVc15EwAjFIQ3FkmSyWWWamuRWVukDXzlHH71vMo/YAHsgvXWb3v/yOMVmz81FiNqaQfdLGuFgfF/ZWFySVLLPPvrIbbdq/6+dF/CqgN6XbWnRip/9Qit/8WtlGpvkJ5NyKspll5Xx8xkAAAxKuWiczR+El5JlFUXjwz+kkWeOze00PuLwAX97p/Hd9zX/xh8qsXCxsomE7LKy3DiwAb7uMCAUhzgUS7k5MNnGJrnV1Trw4nH6yO0T+YcJ7IZsc7Omfe1iNb77nvx0Rm5dLf+GMKAZY+S1tMpPJhWpqdb+476qD0/6oRzmf2EIML6vDc//SfWT71Pr6tXyEi2yozx9EQAADC3GGJlstmM8hWW1zzSuOPSQ9pnGVUd+ZEDdP83E41p6931a/cRTysabJWPkVFXJjjAObKAgFIc8FEv5pyM3xRSpqdbBV16hw2/5wYD6QQIMVF4yqRkXf0NbXn0j92+urpYQgUHDT6WUjTfLraxU7Qmf1NEPP6SyD4wOelnAHmuaMUuLJ92hpvenK9uckGxbTlUlhzcCAIAhrWs0lmXJaY/GH9SI00/TqLNOV9VHjwq09Wz62/9p4c0T1bpqlbyWVp7tNUARignFkiQ/nVE2FlOktkYf+u41OvS6q/twhcDg52cymn3lf2njX15UtqVVkbo6WQ6RGIOLyWaVicVlRyIqO/AAffwn92mfk04MelnAbkk2bFT95Hu1/g8vyEsk5GeycqsqZZWUcMcDAACEyvbRWHLyB+GVf/BgjTxjrEaeOVbVH/9ov91OSm3eokUTblPDn/6S20VsWXKrq2Q5Tr98fuweQjGhuJ2fTisbiytSV6sjbvmBDv7m5X20QmBwM76ved+9Uet+96yyiURuJzG/5DBIGWOUjcclz1ekrlaH//f3dNA3LiOwYcDzkkmtenSKlv/058ps3SqvLSmnvFx2OTtTAAAA2qNx/iA8SXLyM43LDz5QI88YqxFnnKaaY4/uk9tOxhitf/Z5Lf7RXUptaJDX1ianslJ2aZTbagMYoZhQ3ImfSinb3KxIba2OvGOSDrjga32wQmDwMsZo8YTbtfKXU5SNxeXW1fK0Zgx6xhj5bW3yWlsVqa7WqLO/oKP+53a5lZVBLw3YjjFGm158WYtv/x+1LluubEtCdkmJnIoKHrQDAADoRi4ae7mD8DpF46jKDjygfadxzbFH98o4xdZVq7XgpvHa+vo/lGmOy3JduVVVjGocBAjFhOLteMmkvERCkbo6fez+uzX6nC/27gKBQWzZAz/R0nseUKYpJre2RnYkEvSSgF7jp9PKxuNyystV/bGP6pif/1gVhx4S9LKAds0LFmrRxDu0berbuTnEUm4OMT+LAQAAesQYI+N5+fEUSckod/hvaVSl+3+gPRrXfvLY3Q67fjar1VOe0NJ7HlR6y1b56ZTcqirZHJw9aBCKCcXd8tra5LW0qmSfYTr64Qc18oyxvbhCYHBa9esntGj8j5RpbJJbUy27pCToJQG9zniesrG4LMdRdL9R+uh9d2nk2FODXhZCLrVlq5bd96DW/vb/KduckJ/JyKmskB3lqYsAAAB7wy+eaWxMRzT+wGiNGHuqRp11umqP+8Qun7nVvHCR5v/gFjVNm6Fsc/4ZX5UV7CIeZAjFhOId8lpb5bW1KTp8uI795cPa95TP9tIKgcFn/R9e0NzrbshF4qpKHhHFkGaMkdeckMlk5NbU6JDvfFMf+t61PK0f/c7PZLT6sSe1/MGfKrVpk7zWNtllZXIqygnEAAAAvcxks/IKM42Lo/Ho/TRi7KkaecZpqvuX4zvdL/BSKS1/6Gda+fCjyjQ1yc9m5VZVyy7hGV+DEaGYULxT2ZYWmWRK0VEj9InHf6lhJ/5LL6wQGFw2/e3/NOsb31F6y1Y5FeVyysqCXhLQL7y2NnmJFrnVVRr++ZP1sQfvVcmwuqCXhRAwxmjLq29o8W13KbFoibKJhKyIK7eykgcsAAAA+kHnaOznonG0VNH9Rmrk6adqxBljZdm2Ftw0XomFi5VNJHhAfwggFBOKdymbSMikMyr9wH765G8fU+2xR/fKxwUGg61T39aMi65QatNmOWWlcsrLg14S0K/8TEbZWFxOaakqDj9MxzzyoKo/9tGgl4UhLLF0mZb86C5tfvV1ZZubZYyRW1nFrhQAAICAmGw2FxBTKcnzZZdG5USjku0o29wsGSOnqkp2hIPeBztCMaF4l4wx8hIJmaynsgP21/G//42qPvLhXvnYwEAWmz1X0752oZLrNsgqKZFbWRH0koBAGN9XNhaXLKlk33115B0T9YEv/2fQy8IQk4nFtOyBn2rNY08qE4/LT6Vyc4hLS9mVAgAAMECYrCc/lTsIz3i+nIpy2WVl3F4bIgjFhOIeyc2rbJbxfVV88IM6/pknVXHoIb328YGBJlG/VO9/+Xy1rlwly3HkVFXyiw+hZoyR19IiP5lSpLZGB140TkfcehOHOmKv+dms1j39jJbe+6CS6zfIa22VXVqae9oih58AAAAA/YZQLHEPpAcsy5JTVSVZllpXrtS0r1+i1tVrgl4W0Cfa1qzV9PMvVduq1ZJtE4kB5X4PuJWVciorlWls0qpfPa73v3KBkhsagl4aBrGtU9/Wu184R/N/cItali2Xn8koUlcrt6qSSAwAAACg33EvpIcsy5JbXS1jjFqWLtX08y9VsmFj0MsCelVq8xZNv+BStSxdJiMjt7qKSAwUcUqjitTVKtvSoq3/mKp3vnCOtr39btDLwiDTumq1Zn3zak376oXa9u57yiYScqurFKmtkeUy2w4AAABAMAjFu8GyLLk1NTKer+YFCzV93CVKb90W9LKAXpGJxzXjwssVn7dQxvPk1tQQiYFuWK6rSF2djOerZekyTfv6xVr1y8c0xCY5oQ9kEwnV332fpn7+TK3/wwvKNDbJLilRZFgdY0wAAAAABI5QvJtysbhaJpNVfM5cTb/gMmXi8aCXBewVr61NMy+9Uk3TZ8hPp4nEwC5Yti23plp2NKr0li1aNOE2zb36emVbWoJeGgYg4/ta/+zzmnrKGVp670NKNWyUZBTZZ5ic8nJ+3gIAAAAYEAjFe8Cybbm1NfJSaTVNm66ZF3+DOIBBy89kNPuqa7T1H/+U15ZUpK6W2ZhAD1iWJaeiXG51tTJNMa175jm996WvqnXFqqCXhgGkacYsvfelr2jONd9TYvES+amU3LpauVVV/KwFAAAAMKBwD2UPWbatSF2tvGRSW6e+rVlXfFteMhn0soDdYjxP8667QZte/pu81lYiMbAHCqMDvGRSTdNm6J1/P0eb//5a0MtCwJIbGjT32u/r3S+ep61vTlU23iynskJubY1s5hADAAAAGIAoQnvBsm1FamvltbZpy6uva863rpWfyQS9LKBHjDFaNP5HWv/cH5VNJHKHKDlO0MsCBiXLcRSpq5MsqW31Gs249Jtaeu+DMp4X9NLQz7xkUsse+pneOuV0rf3t75TZ1igrElFkn2Gyo1HGTAAAAAAYsAjFeykXB2qVbWnVxhdf1txrv08YwKCw9J4HtHrKk8o2N+dmErPDDdgrlmXJra6WXV6mzLZGLb33Ic289EplmmJBLw39wBijhj//VVM/d6bq7/gfJdeuk/F9RYYNk1PBHGIAAAAAAx9lqBdYjqNIbY0yTTFteP5PcsrLddTk23gKPwaslb/4lZY/+DNlYrHcgVyRSNBLAoYMp6xMlusqG4tr44svq2X5Ch3z8x+r6siPBL009JH4/AVaPPEObfvnO8o2JyQpN2KCn60AAAAABhFKZi+xXFduTY2y8Watfer/adGE22WMCXpZwHbW/u4ZLf7RZGViTXKrq2SXlAS9JGDIsSMRRYbVyU+nFZ+3QO9+8Sta/9wfg14Wellq8xbNv/GHeufML2nz319TJhaXXV4mt66WSAwAAABg0GFHcS+yI67c2hplm2Ja/avH5ZSX6bAffJenm2LA2PjXl7Tgxh8q09Qkp7JSdjQa9JKAIcuybbm1tfISLbmDza75nmKz5uiIH95IRBzk/ExGq6c8oWUP/kzpzZvltbbJLitTpLqK3/kAAAAABi1CcS+zIxG5NdXKxGJa8ZNH5FZW6pDvXBn0sgBt/cdUzbn6u0pv2yanvExOaWnQSwKGPMuy5FZVyou4yjQ2adWjv1bz/AU6+mcPKjpyRNDLw24yxmjL/72uxbfdpcTiJcomWnIH1Q2r4zBQAAAAAIMeoyf6gF1SIre6SplYTPWT79WqXz8R9JIQck0zZmnmFd9SessW2aWlcsrLg14SECpOaanculplEy3a8sZbeucL56jx/elBLwu7IVG/VDMuvFwzLv6GYrNmy2ttlVtTrUhNNZEYAAAAwJBAKO4jdjQqp7JKmaaYFo2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\n",
      "text/plain": [
       "<Figure size 1680x840 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "month_order = ['January',\n",
    " 'February',\n",
    " 'March',\n",
    " 'April',\n",
    " 'May',\n",
    " 'June',\n",
    " 'July',\n",
    " 'August',\n",
    " 'September',\n",
    " 'October',\n",
    " 'November',\n",
    " 'December']\n",
    "\n",
    "df['month_name_added'] = pd.Categorical(df['month_name_added'], categories=month_order, ordered=True)\n",
    "\n",
    "\n",
    "data_sub = df.groupby('type')['month_name_added'].value_counts().unstack().fillna(0).loc[['TV Show','Movie']].cumsum(axis=0).T\n",
    "\n",
    "fig, ax = plt.subplots(1, 1, figsize=(12, 6))\n",
    "color = [\"#b20710\", \"#221f1f\"]\n",
    "\n",
    "for i, mtv in enumerate(df['type'].value_counts().index):\n",
    "    mtv_rel = data_sub[mtv]\n",
    "    ax.fill_between(mtv_rel.index, 0, mtv_rel, color=color[i], label=mtv,alpha=0.9)\n",
    "    \n",
    "\n",
    "    \n",
    "ax.yaxis.tick_right()\n",
    "    \n",
    "ax.axhline(y = 0, color = 'black', linewidth = 1.3, alpha = .4)\n",
    "\n",
    "#ax.set_ylim(0, 50)\n",
    "#ax.legend(loc='upper left')\n",
    "for s in ['top', 'right','bottom','left']:\n",
    "    ax.spines[s].set_visible(False)\n",
    "\n",
    "ax.grid(False)\n",
    "ax.set_xticklabels(data_sub.index, fontfamily='serif', rotation=0)\n",
    "ax.margins(x=0) # remove white spaces next to margins\n",
    "\n",
    "#ax.set_xlim(2008,2020)\n",
    "#plt.xticks(np.arange(2008, 2021, 1))\n",
    "\n",
    "fig.text(0.13, 0.95, 'Content added by month [Cumulative Total]', fontsize=15, fontweight='bold', fontfamily='serif')\n",
    "fig.text(0.13, 0.905, \n",
    "\"The end & beginnings of each year seem to be Netflix's preference for adding content.\"\n",
    "\n",
    ", fontsize=12, fontweight='light', fontfamily='serif')\n",
    "\n",
    "\n",
    "\n",
    "fig.text(0.13,0.855,\"Movie\", fontweight=\"bold\", fontfamily='serif', fontsize=15, color='#b20710')\n",
    "fig.text(0.19,0.855,\"|\", fontweight=\"bold\", fontfamily='serif', fontsize=15, color='black')\n",
    "fig.text(0.2,0.855,\"TV Show\", fontweight=\"bold\", fontfamily='serif', fontsize=15, color='#221f1f')\n",
    "\n",
    "\n",
    "ax.tick_params(axis=u'both', which=u'both',length=0)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6690030e",
   "metadata": {},
   "source": [
    "<br>\n",
    "\n",
    "### 2.9 有没有一种更有趣的方式来查看全年内容的添加情况？\n",
    "有时可视化应该是引人注目的——我认为这种视觉效果可以实现这一点，即使它不是最精确的。通过突出显示某些月份，读者的注意力可以准确地吸引到我们想要的地方。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "1120c85a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1120x1120 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data_sub2 = data_sub\n",
    "\n",
    "data_sub2['Value'] = data_sub2['Movie'] + data_sub2['TV Show']\n",
    "data_sub2 = data_sub2.reset_index()\n",
    "\n",
    "df_polar = data_sub2.sort_values(by='month_name_added',ascending=False)\n",
    "\n",
    "\n",
    "color_map = ['#221f1f' for _ in range(12)]\n",
    "color_map[0] = color_map[11] =  '#b20710' # color highlight\n",
    "\n",
    "\n",
    "# initialize the figure\n",
    "plt.figure(figsize=(8,8))\n",
    "ax = plt.subplot(111, polar=True)\n",
    "plt.axis('off')\n",
    "\n",
    "# Constants = parameters controling the plot layout:\n",
    "upperLimit = 30\n",
    "lowerLimit = 1\n",
    "labelPadding = 30\n",
    "\n",
    "# Compute max and min in the dataset\n",
    "max = df_polar['Value'].max()\n",
    "\n",
    "# Let's compute heights: they are a conversion of each item value in those new coordinates\n",
    "# In our example, 0 in the dataset will be converted to the lowerLimit (10)\n",
    "# The maximum will be converted to the upperLimit (100)\n",
    "slope = (max - lowerLimit) / max\n",
    "heights = slope * df_polar.Value + lowerLimit\n",
    "\n",
    "# Compute the width of each bar. In total we have 2*Pi = 360°\n",
    "width = 2*np.pi / len(df_polar.index)\n",
    "\n",
    "# Compute the angle each bar is centered on:\n",
    "indexes = list(range(1, len(df_polar.index)+1))\n",
    "angles = [element * width for element in indexes]\n",
    "angles\n",
    "\n",
    "# Draw bars\n",
    "bars = ax.bar(\n",
    "    x=angles, \n",
    "    height=heights, \n",
    "    width=width, \n",
    "    bottom=lowerLimit,\n",
    "    linewidth=2, \n",
    "    edgecolor=\"white\",\n",
    "    color=color_map,alpha=0.8\n",
    ")\n",
    "\n",
    "# Add labels\n",
    "for bar, angle, height, label in zip(bars,angles, heights, df_polar[\"month_name_added\"]):\n",
    "\n",
    "    # Labels are rotated. Rotation must be specified in degrees :(\n",
    "    rotation = np.rad2deg(angle)\n",
    "\n",
    "    # Flip some labels upside down\n",
    "    alignment = \"\"\n",
    "    if angle >= np.pi/2 and angle < 3*np.pi/2:\n",
    "        alignment = \"right\"\n",
    "        rotation = rotation + 180\n",
    "    else: \n",
    "        alignment = \"left\"\n",
    "\n",
    "    # Finally add the labels\n",
    "    ax.text(\n",
    "        x=angle, \n",
    "        y=lowerLimit + bar.get_height() + labelPadding, \n",
    "        s=label, \n",
    "        ha=alignment, fontsize=10,fontfamily='serif',\n",
    "        va='center', \n",
    "        rotation=rotation, \n",
    "        rotation_mode=\"anchor\") "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c9956ae0",
   "metadata": {},
   "source": [
    "是的，十二月和一月绝对是新内容的最佳月份。 也许 Netflix 知道人们在这段时间有很多休假时间，是吸引人们的好时机？\n",
    "\n",
    "二月是最糟糕的——为什么会这样呢？ 欢迎提出想法！\n",
    "\n",
    "<br>\n",
    "\n",
    "### 2.10 电影类型\n",
    "现在让我们稍微探讨一下电影类型......"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "700435c2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 20 types in the Netflix Movie Dataset\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1400x980 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Genres\n",
    "from sklearn.preprocessing import MultiLabelBinarizer \n",
    "\n",
    "import matplotlib.colors\n",
    "\n",
    "\n",
    "# Custom colour map based on Netflix palette\n",
    "cmap = matplotlib.colors.LinearSegmentedColormap.from_list(\"\", ['#221f1f', '#b20710','#f5f5f1'])\n",
    "\n",
    "\n",
    "\n",
    "def genre_heatmap(df, title):\n",
    "    df['genre'] = df['listed_in'].apply(lambda x :  x.replace(' ,',',').replace(', ',',').split(',')) \n",
    "    Types = []\n",
    "    for i in df['genre']: Types += i\n",
    "    Types = set(Types)\n",
    "    print(\"There are {} types in the Netflix {} Dataset\".format(len(Types),title))    \n",
    "    test = df['genre']\n",
    "    mlb = MultiLabelBinarizer()\n",
    "    res = pd.DataFrame(mlb.fit_transform(test), columns=mlb.classes_, index=test.index)\n",
    "    corr = res.corr()\n",
    "    mask = np.zeros_like(corr, dtype=bool)\n",
    "    mask[np.triu_indices_from(mask)] = True\n",
    "    fig, ax = plt.subplots(figsize=(10, 7))\n",
    "    fig.text(.54,.88,'Genre correlation', fontfamily='serif',fontweight='bold',fontsize=15)\n",
    "    fig.text(.75,.665,\n",
    "            '''\n",
    "             It is interesting that Independant Movies\n",
    "             tend to be Dramas. \n",
    "             \n",
    "             Another observation is that \n",
    "             Internatinal Movies are rarely\n",
    "             in the Children's genre.\n",
    "             ''', fontfamily='serif',fontsize=12,ha='right')\n",
    "    pl = sns.heatmap(corr, mask=mask, cmap=cmap, vmax=.3, vmin=-.3, center=0, square=True, linewidths=2.5)\n",
    "    \n",
    "    plt.show()\n",
    "    \n",
    "    \n",
    "df_tv = df[df[\"type\"] == \"TV Show\"]\n",
    "df_movies = df[df[\"type\"] == \"Movie\"]\n",
    "\n",
    "\n",
    "genre_heatmap(df_movies, 'Movie')\n",
    "plt.show()"
   ]
  }
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