bilibili/0.bilibili_数据预处理及探索性数据分析.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "a322fc78",
   "metadata": {},
   "source": [
    "# B站排行榜RANK100数据预处理及探索性数据分析\n",
    "***\n",
    "项目地址: [github](https://github.com/RubyRose-TAT/bilibili_Data_analysis-Clout_prediction/tree/main/bilibili)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "7bb496b2",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "plt.style.use({'figure.figsize':(15,10)})\n",
    "\n",
    "plt.rcParams['font.sans-serif']=['SimHei']\n",
    "plt.rcParams['axes.unicode_minus']=False"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8577a237",
   "metadata": {},
   "source": [
    "## 数据读取"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "f949ffa2",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('data/bilibili_rank100_data.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b34a378e",
   "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>author</th>\n",
       "      <th>title</th>\n",
       "      <th>tag</th>\n",
       "      <th>partition</th>\n",
       "      <th>funs</th>\n",
       "      <th>like</th>\n",
       "      <th>coins</th>\n",
       "      <th>collect</th>\n",
       "      <th>share</th>\n",
       "      <th>danmu</th>\n",
       "      <th>reply</th>\n",
       "      <th>time</th>\n",
       "      <th>like_rate</th>\n",
       "      <th>views</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>木鱼水心</td>\n",
       "      <td>许三多孤身入敌！老A全军覆没？《士兵突击》P8</td>\n",
       "      <td>影视 影视杂谈</td>\n",
       "      <td>all</td>\n",
       "      <td>7965289</td>\n",
       "      <td>247781</td>\n",
       "      <td>143746</td>\n",
       "      <td>24366</td>\n",
       "      <td>2807</td>\n",
       "      <td>28080</td>\n",
       "      <td>7246</td>\n",
       "      <td>67.316667</td>\n",
       "      <td>0.153092</td>\n",
       "      <td>1618512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>歪果仁研究协会</td>\n",
       "      <td>我在第一次见面的地方向她求婚了</td>\n",
       "      <td>生活 日常</td>\n",
       "      <td>all</td>\n",
       "      <td>4049110</td>\n",
       "      <td>207752</td>\n",
       "      <td>228697</td>\n",
       "      <td>28627</td>\n",
       "      <td>5070</td>\n",
       "      <td>16583</td>\n",
       "      <td>8594</td>\n",
       "      <td>45.666667</td>\n",
       "      <td>0.174802</td>\n",
       "      <td>1188497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>是老胡没错</td>\n",
       "      <td>社 交 废 物 4</td>\n",
       "      <td>生活 搞笑</td>\n",
       "      <td>all</td>\n",
       "      <td>813083</td>\n",
       "      <td>203563</td>\n",
       "      <td>62321</td>\n",
       "      <td>32952</td>\n",
       "      <td>17195</td>\n",
       "      <td>7308</td>\n",
       "      <td>6795</td>\n",
       "      <td>72.416667</td>\n",
       "      <td>0.088406</td>\n",
       "      <td>2302605</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>鲁大能</td>\n",
       "      <td>“你 开 炮 啊 ！”【迫击炮快乐阴人流#2】</td>\n",
       "      <td>游戏 网络游戏</td>\n",
       "      <td>all</td>\n",
       "      <td>1964943</td>\n",
       "      <td>167715</td>\n",
       "      <td>122199</td>\n",
       "      <td>29608</td>\n",
       "      <td>5901</td>\n",
       "      <td>9272</td>\n",
       "      <td>1883</td>\n",
       "      <td>54.016667</td>\n",
       "      <td>0.140297</td>\n",
       "      <td>1195430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>进击的金厂长</td>\n",
       "      <td>当 代 毕 业 生 生 存 现 状 3.0</td>\n",
       "      <td>动画 综合</td>\n",
       "      <td>all</td>\n",
       "      <td>2689136</td>\n",
       "      <td>128799</td>\n",
       "      <td>116933</td>\n",
       "      <td>38051</td>\n",
       "      <td>6813</td>\n",
       "      <td>4448</td>\n",
       "      <td>3357</td>\n",
       "      <td>70.316667</td>\n",
       "      <td>0.080464</td>\n",
       "      <td>1600703</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    author                    title      tag partition     funs    like  \\\n",
       "0     木鱼水心  许三多孤身入敌！老A全军覆没？《士兵突击》P8  影视 影视杂谈       all  7965289  247781   \n",
       "1  歪果仁研究协会          我在第一次见面的地方向她求婚了    生活 日常       all  4049110  207752   \n",
       "2    是老胡没错                社 交 废 物 4    生活 搞笑       all   813083  203563   \n",
       "3      鲁大能  “你 开 炮 啊 ！”【迫击炮快乐阴人流#2】  游戏 网络游戏       all  1964943  167715   \n",
       "4   进击的金厂长    当 代 毕 业 生 生 存 现 状 3.0    动画 综合       all  2689136  128799   \n",
       "\n",
       "    coins  collect  share  danmu  reply       time  like_rate    views  \n",
       "0  143746    24366   2807  28080   7246  67.316667   0.153092  1618512  \n",
       "1  228697    28627   5070  16583   8594  45.666667   0.174802  1188497  \n",
       "2   62321    32952  17195   7308   6795  72.416667   0.088406  2302605  \n",
       "3  122199    29608   5901   9272   1883  54.016667   0.140297  1195430  \n",
       "4  116933    38051   6813   4448   3357  70.316667   0.080464  1600703  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "30949012",
   "metadata": {},
   "source": [
    "## 数据预处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "f6d681de",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 按标题去重\n",
    "df = df.drop_duplicates(subset=['title'],keep='last',inplace=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "8a8266dc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "author       False\n",
       "title        False\n",
       "tag           True\n",
       "partition    False\n",
       "funs         False\n",
       "like         False\n",
       "coins        False\n",
       "collect      False\n",
       "share        False\n",
       "danmu        False\n",
       "reply        False\n",
       "time         False\n",
       "like_rate    False\n",
       "views        False\n",
       "dtype: bool"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 是否有缺失值\n",
    "df.isnull().any()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "3526775c",
   "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>author</th>\n",
       "      <th>title</th>\n",
       "      <th>tag</th>\n",
       "      <th>partition</th>\n",
       "      <th>funs</th>\n",
       "      <th>like</th>\n",
       "      <th>coins</th>\n",
       "      <th>collect</th>\n",
       "      <th>share</th>\n",
       "      <th>danmu</th>\n",
       "      <th>reply</th>\n",
       "      <th>time</th>\n",
       "      <th>like_rate</th>\n",
       "      <th>views</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5504</th>\n",
       "      <td>次元小主</td>\n",
       "      <td>圆满了！时隔16年，官方终于出又大电影了！</td>\n",
       "      <td>NaN</td>\n",
       "      <td>guochuang</td>\n",
       "      <td>107330</td>\n",
       "      <td>19904</td>\n",
       "      <td>3049</td>\n",
       "      <td>13581</td>\n",
       "      <td>122</td>\n",
       "      <td>172</td>\n",
       "      <td>181</td>\n",
       "      <td>166.302921</td>\n",
       "      <td>0.012275</td>\n",
       "      <td>1621472</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5507</th>\n",
       "      <td>-_艾达王_-</td>\n",
       "      <td>《尸兄59》白小飞蜕变为白龙守护者！尸王了结心路历程！人类集结所有战力和尸王决战！！最终大战...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>guochuang</td>\n",
       "      <td>74638</td>\n",
       "      <td>11862</td>\n",
       "      <td>9127</td>\n",
       "      <td>2028</td>\n",
       "      <td>67</td>\n",
       "      <td>404</td>\n",
       "      <td>466</td>\n",
       "      <td>1.323056</td>\n",
       "      <td>0.095506</td>\n",
       "      <td>124202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5518</th>\n",
       "      <td>龙珠哥哥呀</td>\n",
       "      <td>智者的对决，使用脑发达药水后，智商提升100倍，舌战相当激烈！</td>\n",
       "      <td>NaN</td>\n",
       "      <td>guochuang</td>\n",
       "      <td>9541</td>\n",
       "      <td>14408</td>\n",
       "      <td>31</td>\n",
       "      <td>675</td>\n",
       "      <td>8</td>\n",
       "      <td>91</td>\n",
       "      <td>160</td>\n",
       "      <td>5.175903</td>\n",
       "      <td>0.063780</td>\n",
       "      <td>225902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5519</th>\n",
       "      <td>蘭因絮菓</td>\n",
       "      <td>不良人5新pv发布:\"李星云最终还是活成了大帅！\"</td>\n",
       "      <td>NaN</td>\n",
       "      <td>guochuang</td>\n",
       "      <td>1430</td>\n",
       "      <td>4010</td>\n",
       "      <td>415</td>\n",
       "      <td>375</td>\n",
       "      <td>181</td>\n",
       "      <td>190</td>\n",
       "      <td>555</td>\n",
       "      <td>3.284190</td>\n",
       "      <td>0.035002</td>\n",
       "      <td>114566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5522</th>\n",
       "      <td>阿奇小哥</td>\n",
       "      <td>那个男人带着压迫感又回来了！</td>\n",
       "      <td>NaN</td>\n",
       "      <td>guochuang</td>\n",
       "      <td>4596</td>\n",
       "      <td>140738</td>\n",
       "      <td>1423</td>\n",
       "      <td>24526</td>\n",
       "      <td>680</td>\n",
       "      <td>227</td>\n",
       "      <td>470</td>\n",
       "      <td>19.227975</td>\n",
       "      <td>0.144035</td>\n",
       "      <td>977107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7269</th>\n",
       "      <td>生活纪实录</td>\n",
       "      <td>女子为证清白主动要求做DNA，报告出来后，自己都不知谁是孩子爹</td>\n",
       "      <td>NaN</td>\n",
       "      <td>rookie</td>\n",
       "      <td>1242</td>\n",
       "      <td>14821</td>\n",
       "      <td>722</td>\n",
       "      <td>2385</td>\n",
       "      <td>7891</td>\n",
       "      <td>2832</td>\n",
       "      <td>2998</td>\n",
       "      <td>5.794375</td>\n",
       "      <td>0.017965</td>\n",
       "      <td>825002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7270</th>\n",
       "      <td>大富翁酒吧老板-阿杰</td>\n",
       "      <td>我是不是最惨的酒吧老板。我在杭州滨江花了300w开了这么一家酒吧</td>\n",
       "      <td>NaN</td>\n",
       "      <td>rookie</td>\n",
       "      <td>3716</td>\n",
       "      <td>37489</td>\n",
       "      <td>504</td>\n",
       "      <td>3536</td>\n",
       "      <td>1831</td>\n",
       "      <td>828</td>\n",
       "      <td>2566</td>\n",
       "      <td>4.975764</td>\n",
       "      <td>0.034894</td>\n",
       "      <td>1074373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7286</th>\n",
       "      <td>看视频要戴头盔</td>\n",
       "      <td>学霸到底有多厉害！保送北大都能放弃！</td>\n",
       "      <td>NaN</td>\n",
       "      <td>rookie</td>\n",
       "      <td>97</td>\n",
       "      <td>52890</td>\n",
       "      <td>41</td>\n",
       "      <td>1315</td>\n",
       "      <td>19</td>\n",
       "      <td>73</td>\n",
       "      <td>263</td>\n",
       "      <td>11.418160</td>\n",
       "      <td>0.105147</td>\n",
       "      <td>503012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7291</th>\n",
       "      <td>bili_64364371448</td>\n",
       "      <td>江西某211某食堂木桶饭现状</td>\n",
       "      <td>NaN</td>\n",
       "      <td>rookie</td>\n",
       "      <td>26</td>\n",
       "      <td>7859</td>\n",
       "      <td>46</td>\n",
       "      <td>530</td>\n",
       "      <td>1027</td>\n",
       "      <td>130</td>\n",
       "      <td>1086</td>\n",
       "      <td>4.596424</td>\n",
       "      <td>0.018683</td>\n",
       "      <td>420649</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7300</th>\n",
       "      <td>科学融媒</td>\n",
       "      <td>女生撕开雪糕一看，直呼实物和图片符合，网友：良心商家</td>\n",
       "      <td>NaN</td>\n",
       "      <td>rookie</td>\n",
       "      <td>61</td>\n",
       "      <td>3859</td>\n",
       "      <td>16</td>\n",
       "      <td>224</td>\n",
       "      <td>26</td>\n",
       "      <td>6</td>\n",
       "      <td>194</td>\n",
       "      <td>3.646644</td>\n",
       "      <td>0.011742</td>\n",
       "      <td>328656</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>133 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                author                                              title  \\\n",
       "5504              次元小主                              圆满了！时隔16年，官方终于出又大电影了！   \n",
       "5507           -_艾达王_-  《尸兄59》白小飞蜕变为白龙守护者！尸王了结心路历程！人类集结所有战力和尸王决战！！最终大战...   \n",
       "5518             龙珠哥哥呀                    智者的对决，使用脑发达药水后，智商提升100倍，舌战相当激烈！   \n",
       "5519              蘭因絮菓                          不良人5新pv发布:\"李星云最终还是活成了大帅！\"   \n",
       "5522              阿奇小哥                                     那个男人带着压迫感又回来了！   \n",
       "...                ...                                                ...   \n",
       "7269             生活纪实录                    女子为证清白主动要求做DNA，报告出来后，自己都不知谁是孩子爹   \n",
       "7270        大富翁酒吧老板-阿杰                   我是不是最惨的酒吧老板。我在杭州滨江花了300w开了这么一家酒吧   \n",
       "7286           看视频要戴头盔                                 学霸到底有多厉害！保送北大都能放弃！   \n",
       "7291  bili_64364371448                                     江西某211某食堂木桶饭现状   \n",
       "7300              科学融媒                         女生撕开雪糕一看，直呼实物和图片符合，网友：良心商家   \n",
       "\n",
       "      tag  partition    funs    like  coins  collect  share  danmu  reply  \\\n",
       "5504  NaN  guochuang  107330   19904   3049    13581    122    172    181   \n",
       "5507  NaN  guochuang   74638   11862   9127     2028     67    404    466   \n",
       "5518  NaN  guochuang    9541   14408     31      675      8     91    160   \n",
       "5519  NaN  guochuang    1430    4010    415      375    181    190    555   \n",
       "5522  NaN  guochuang    4596  140738   1423    24526    680    227    470   \n",
       "...   ...        ...     ...     ...    ...      ...    ...    ...    ...   \n",
       "7269  NaN     rookie    1242   14821    722     2385   7891   2832   2998   \n",
       "7270  NaN     rookie    3716   37489    504     3536   1831    828   2566   \n",
       "7286  NaN     rookie      97   52890     41     1315     19     73    263   \n",
       "7291  NaN     rookie      26    7859     46      530   1027    130   1086   \n",
       "7300  NaN     rookie      61    3859     16      224     26      6    194   \n",
       "\n",
       "            time  like_rate    views  \n",
       "5504  166.302921   0.012275  1621472  \n",
       "5507    1.323056   0.095506   124202  \n",
       "5518    5.175903   0.063780   225902  \n",
       "5519    3.284190   0.035002   114566  \n",
       "5522   19.227975   0.144035   977107  \n",
       "...          ...        ...      ...  \n",
       "7269    5.794375   0.017965   825002  \n",
       "7270    4.975764   0.034894  1074373  \n",
       "7286   11.418160   0.105147   503012  \n",
       "7291    4.596424   0.018683   420649  \n",
       "7300    3.646644   0.011742   328656  \n",
       "\n",
       "[133 rows x 14 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 缺失值处理\n",
    "df = df.drop(df[df['time']>1000].index)\n",
    "df[df.isnull().values==True]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "13859d67",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 重置索引\n",
    "df=df.reset_index(drop=True, inplace=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "ae547009",
   "metadata": {
    "code_folding": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-8-57013574b070>:10: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  dfc[x][j] = Dict[key[i]]\n"
     ]
    }
   ],
   "source": [
    "# 分区按序号编码\n",
    "def LabelEncoding(df):\n",
    "    x, dfc = 'partition', df\n",
    "    key = dfc[x].unique()  # 将唯一值作为关键字\n",
    "    value = [i for i in range(len(key))]\n",
    "    Dict = dict(zip(key, value))\n",
    "    for i in range(len(key)):\n",
    "        for j in range(dfc.shape[0]):\n",
    "            if key[i] == dfc[x][j]:\n",
    "                dfc[x][j] = Dict[key[i]]\n",
    "    dfc[x] = dfc[x].astype(np.int64)\n",
    "    return dfc\n",
    "\n",
    "df = LabelEncoding(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "490fdda6",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.drop([\"author\",\"title\",\"tag\"],axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "e676d469",
   "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>partition</th>\n",
       "      <th>funs</th>\n",
       "      <th>like</th>\n",
       "      <th>coins</th>\n",
       "      <th>collect</th>\n",
       "      <th>share</th>\n",
       "      <th>danmu</th>\n",
       "      <th>reply</th>\n",
       "      <th>time</th>\n",
       "      <th>like_rate</th>\n",
       "      <th>views</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>176233</td>\n",
       "      <td>105149</td>\n",
       "      <td>476</td>\n",
       "      <td>15999</td>\n",
       "      <td>3271</td>\n",
       "      <td>275</td>\n",
       "      <td>2119</td>\n",
       "      <td>116.800000</td>\n",
       "      <td>0.105483</td>\n",
       "      <td>996837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>717948</td>\n",
       "      <td>62533</td>\n",
       "      <td>31623</td>\n",
       "      <td>4020</td>\n",
       "      <td>689</td>\n",
       "      <td>736</td>\n",
       "      <td>2104</td>\n",
       "      <td>72.516667</td>\n",
       "      <td>0.128407</td>\n",
       "      <td>486992</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>3479822</td>\n",
       "      <td>41622</td>\n",
       "      <td>4923</td>\n",
       "      <td>7103</td>\n",
       "      <td>1595</td>\n",
       "      <td>1221</td>\n",
       "      <td>2095</td>\n",
       "      <td>102.050000</td>\n",
       "      <td>0.046869</td>\n",
       "      <td>888059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2</td>\n",
       "      <td>9875</td>\n",
       "      <td>8659</td>\n",
       "      <td>843</td>\n",
       "      <td>732</td>\n",
       "      <td>458</td>\n",
       "      <td>239</td>\n",
       "      <td>1371</td>\n",
       "      <td>98.716667</td>\n",
       "      <td>0.036044</td>\n",
       "      <td>240236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2</td>\n",
       "      <td>411101</td>\n",
       "      <td>12543</td>\n",
       "      <td>3244</td>\n",
       "      <td>2302</td>\n",
       "      <td>459</td>\n",
       "      <td>828</td>\n",
       "      <td>819</td>\n",
       "      <td>95.550000</td>\n",
       "      <td>0.074651</td>\n",
       "      <td>168022</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   partition     funs    like  coins  collect  share  danmu  reply  \\\n",
       "0          0   176233  105149    476    15999   3271    275   2119   \n",
       "1          1   717948   62533  31623     4020    689    736   2104   \n",
       "2          2  3479822   41622   4923     7103   1595   1221   2095   \n",
       "3          2     9875    8659    843      732    458    239   1371   \n",
       "4          2   411101   12543   3244     2302    459    828    819   \n",
       "\n",
       "         time  like_rate   views  \n",
       "0  116.800000   0.105483  996837  \n",
       "1   72.516667   0.128407  486992  \n",
       "2  102.050000   0.046869  888059  \n",
       "3   98.716667   0.036044  240236  \n",
       "4   95.550000   0.074651  168022  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b0456c8b",
   "metadata": {},
   "source": [
    "## 数据统计分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "7bdbaa63",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5920, 11)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "e4987f8b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 5920 entries, 0 to 5919\n",
      "Data columns (total 11 columns):\n",
      " #   Column     Non-Null Count  Dtype  \n",
      "---  ------     --------------  -----  \n",
      " 0   partition  5920 non-null   int64  \n",
      " 1   funs       5920 non-null   int64  \n",
      " 2   like       5920 non-null   int64  \n",
      " 3   coins      5920 non-null   int64  \n",
      " 4   collect    5920 non-null   int64  \n",
      " 5   share      5920 non-null   int64  \n",
      " 6   danmu      5920 non-null   int64  \n",
      " 7   reply      5920 non-null   int64  \n",
      " 8   time       5920 non-null   float64\n",
      " 9   like_rate  5920 non-null   float64\n",
      " 10  views      5920 non-null   int64  \n",
      "dtypes: float64(2), int64(9)\n",
      "memory usage: 508.9 KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "2d3444dc",
   "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>partition</th>\n",
       "      <th>funs</th>\n",
       "      <th>like</th>\n",
       "      <th>coins</th>\n",
       "      <th>collect</th>\n",
       "      <th>share</th>\n",
       "      <th>danmu</th>\n",
       "      <th>reply</th>\n",
       "      <th>time</th>\n",
       "      <th>like_rate</th>\n",
       "      <th>views</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>5920.000000</td>\n",
       "      <td>5.920000e+03</td>\n",
       "      <td>5.920000e+03</td>\n",
       "      <td>5.920000e+03</td>\n",
       "      <td>5.920000e+03</td>\n",
       "      <td>5.920000e+03</td>\n",
       "      <td>5920.000000</td>\n",
       "      <td>5920.000000</td>\n",
       "      <td>5920.000000</td>\n",
       "      <td>5920.000000</td>\n",
       "      <td>5.920000e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>8.575338</td>\n",
       "      <td>5.497294e+05</td>\n",
       "      <td>5.088168e+04</td>\n",
       "      <td>1.423843e+04</td>\n",
       "      <td>1.278288e+04</td>\n",
       "      <td>3.798060e+03</td>\n",
       "      <td>2062.864527</td>\n",
       "      <td>1277.924493</td>\n",
       "      <td>90.892307</td>\n",
       "      <td>0.076995</td>\n",
       "      <td>7.112605e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>5.096110</td>\n",
       "      <td>1.222176e+06</td>\n",
       "      <td>1.307200e+05</td>\n",
       "      <td>9.593593e+04</td>\n",
       "      <td>6.803866e+04</td>\n",
       "      <td>3.067992e+04</td>\n",
       "      <td>13193.650006</td>\n",
       "      <td>4326.644209</td>\n",
       "      <td>121.163857</td>\n",
       "      <td>0.041247</td>\n",
       "      <td>2.382650e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.750000e+02</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.109340</td>\n",
       "      <td>0.000358</td>\n",
       "      <td>4.677000e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>4.000000</td>\n",
       "      <td>9.620750e+03</td>\n",
       "      <td>8.164500e+03</td>\n",
       "      <td>4.240000e+02</td>\n",
       "      <td>1.317000e+03</td>\n",
       "      <td>1.760000e+02</td>\n",
       "      <td>157.750000</td>\n",
       "      <td>262.000000</td>\n",
       "      <td>12.654497</td>\n",
       "      <td>0.049113</td>\n",
       "      <td>1.367135e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>9.000000</td>\n",
       "      <td>1.362985e+05</td>\n",
       "      <td>2.049500e+04</td>\n",
       "      <td>1.931500e+03</td>\n",
       "      <td>3.394500e+03</td>\n",
       "      <td>5.960000e+02</td>\n",
       "      <td>475.000000</td>\n",
       "      <td>555.000000</td>\n",
       "      <td>61.675000</td>\n",
       "      <td>0.073319</td>\n",
       "      <td>3.135225e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>13.000000</td>\n",
       "      <td>5.307035e+05</td>\n",
       "      <td>5.187750e+04</td>\n",
       "      <td>7.543250e+03</td>\n",
       "      <td>8.957750e+03</td>\n",
       "      <td>2.123750e+03</td>\n",
       "      <td>1498.000000</td>\n",
       "      <td>1243.000000</td>\n",
       "      <td>98.922361</td>\n",
       "      <td>0.100150</td>\n",
       "      <td>7.296138e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>17.000000</td>\n",
       "      <td>2.016257e+07</td>\n",
       "      <td>4.521965e+06</td>\n",
       "      <td>4.665576e+06</td>\n",
       "      <td>3.133324e+06</td>\n",
       "      <td>1.898377e+06</td>\n",
       "      <td>775411.000000</td>\n",
       "      <td>266435.000000</td>\n",
       "      <td>938.716667</td>\n",
       "      <td>0.524810</td>\n",
       "      <td>1.233249e+08</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         partition          funs          like         coins       collect  \\\n",
       "count  5920.000000  5.920000e+03  5.920000e+03  5.920000e+03  5.920000e+03   \n",
       "mean      8.575338  5.497294e+05  5.088168e+04  1.423843e+04  1.278288e+04   \n",
       "std       5.096110  1.222176e+06  1.307200e+05  9.593593e+04  6.803866e+04   \n",
       "min       0.000000  0.000000e+00  1.750000e+02  0.000000e+00  0.000000e+00   \n",
       "25%       4.000000  9.620750e+03  8.164500e+03  4.240000e+02  1.317000e+03   \n",
       "50%       9.000000  1.362985e+05  2.049500e+04  1.931500e+03  3.394500e+03   \n",
       "75%      13.000000  5.307035e+05  5.187750e+04  7.543250e+03  8.957750e+03   \n",
       "max      17.000000  2.016257e+07  4.521965e+06  4.665576e+06  3.133324e+06   \n",
       "\n",
       "              share          danmu          reply         time    like_rate  \\\n",
       "count  5.920000e+03    5920.000000    5920.000000  5920.000000  5920.000000   \n",
       "mean   3.798060e+03    2062.864527    1277.924493    90.892307     0.076995   \n",
       "std    3.067992e+04   13193.650006    4326.644209   121.163857     0.041247   \n",
       "min    0.000000e+00       0.000000       0.000000     0.109340     0.000358   \n",
       "25%    1.760000e+02     157.750000     262.000000    12.654497     0.049113   \n",
       "50%    5.960000e+02     475.000000     555.000000    61.675000     0.073319   \n",
       "75%    2.123750e+03    1498.000000    1243.000000    98.922361     0.100150   \n",
       "max    1.898377e+06  775411.000000  266435.000000   938.716667     0.524810   \n",
       "\n",
       "              views  \n",
       "count  5.920000e+03  \n",
       "mean   7.112605e+05  \n",
       "std    2.382650e+06  \n",
       "min    4.677000e+03  \n",
       "25%    1.367135e+05  \n",
       "50%    3.135225e+05  \n",
       "75%    7.296138e+05  \n",
       "max    1.233249e+08  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 显示统计数据\n",
    "df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "647c1d52",
   "metadata": {},
   "source": [
    "##  相关性分析\n",
    "***\n",
    "**正相关的特征:**  \n",
    " - 点赞数\n",
    " - 收藏数\n",
    " - 投币数\n",
    " - 分享数\n",
    " - 发布时间\n",
    "\n",
    "\n",
    "**负相关的特征:**\n",
    " - 点赞率\n",
    " - 收藏率\n",
    "\n",
    "**思考:**\n",
    "- 什么特征的影响最大?\n",
    "- 什么特征之间相关性最大?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "4bc9b433",
   "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>partition</th>\n",
       "      <th>funs</th>\n",
       "      <th>like</th>\n",
       "      <th>coins</th>\n",
       "      <th>collect</th>\n",
       "      <th>share</th>\n",
       "      <th>danmu</th>\n",
       "      <th>reply</th>\n",
       "      <th>time</th>\n",
       "      <th>like_rate</th>\n",
       "      <th>views</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>partition</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.054761</td>\n",
       "      <td>0.039060</td>\n",
       "      <td>0.026836</td>\n",
       "      <td>0.007429</td>\n",
       "      <td>0.001273</td>\n",
       "      <td>0.034125</td>\n",
       "      <td>0.028300</td>\n",
       "      <td>-0.004653</td>\n",
       "      <td>-0.069175</td>\n",
       "      <td>0.023706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>funs</th>\n",
       "      <td>0.054761</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.170805</td>\n",
       "      <td>0.154412</td>\n",
       "      <td>0.053480</td>\n",
       "      <td>0.035057</td>\n",
       "      <td>0.142460</td>\n",
       "      <td>0.135168</td>\n",
       "      <td>-0.094909</td>\n",
       "      <td>0.195134</td>\n",
       "      <td>0.061417</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>like</th>\n",
       "      <td>0.039060</td>\n",
       "      <td>0.170805</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.855280</td>\n",
       "      <td>0.886662</td>\n",
       "      <td>0.785168</td>\n",
       "      <td>0.689456</td>\n",
       "      <td>0.727272</td>\n",
       "      <td>0.312235</td>\n",
       "      <td>0.122999</td>\n",
       "      <td>0.887602</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>coins</th>\n",
       "      <td>0.026836</td>\n",
       "      <td>0.154412</td>\n",
       "      <td>0.855280</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.878165</td>\n",
       "      <td>0.692935</td>\n",
       "      <td>0.615690</td>\n",
       "      <td>0.594661</td>\n",
       "      <td>0.170176</td>\n",
       "      <td>0.063188</td>\n",
       "      <td>0.741280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>collect</th>\n",
       "      <td>0.007429</td>\n",
       "      <td>0.053480</td>\n",
       "      <td>0.886662</td>\n",
       "      <td>0.878165</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.867208</td>\n",
       "      <td>0.763817</td>\n",
       "      <td>0.753830</td>\n",
       "      <td>0.243407</td>\n",
       "      <td>0.017386</td>\n",
       "      <td>0.903077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>share</th>\n",
       "      <td>0.001273</td>\n",
       "      <td>0.035057</td>\n",
       "      <td>0.785168</td>\n",
       "      <td>0.692935</td>\n",
       "      <td>0.867208</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.851075</td>\n",
       "      <td>0.878501</td>\n",
       "      <td>0.185742</td>\n",
       "      <td>-0.005934</td>\n",
       "      <td>0.902426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>danmu</th>\n",
       "      <td>0.034125</td>\n",
       "      <td>0.142460</td>\n",
       "      <td>0.689456</td>\n",
       "      <td>0.615690</td>\n",
       "      <td>0.763817</td>\n",
       "      <td>0.851075</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.856921</td>\n",
       "      <td>0.132882</td>\n",
       "      <td>0.023556</td>\n",
       "      <td>0.811533</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reply</th>\n",
       "      <td>0.028300</td>\n",
       "      <td>0.135168</td>\n",
       "      <td>0.727272</td>\n",
       "      <td>0.594661</td>\n",
       "      <td>0.753830</td>\n",
       "      <td>0.878501</td>\n",
       "      <td>0.856921</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.161184</td>\n",
       "      <td>0.034571</td>\n",
       "      <td>0.835068</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>time</th>\n",
       "      <td>-0.004653</td>\n",
       "      <td>-0.094909</td>\n",
       "      <td>0.312235</td>\n",
       "      <td>0.170176</td>\n",
       "      <td>0.243407</td>\n",
       "      <td>0.185742</td>\n",
       "      <td>0.132882</td>\n",
       "      <td>0.161184</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.056825</td>\n",
       "      <td>0.297047</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>like_rate</th>\n",
       "      <td>-0.069175</td>\n",
       "      <td>0.195134</td>\n",
       "      <td>0.122999</td>\n",
       "      <td>0.063188</td>\n",
       "      <td>0.017386</td>\n",
       "      <td>-0.005934</td>\n",
       "      <td>0.023556</td>\n",
       "      <td>0.034571</td>\n",
       "      <td>-0.056825</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.039507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>views</th>\n",
       "      <td>0.023706</td>\n",
       "      <td>0.061417</td>\n",
       "      <td>0.887602</td>\n",
       "      <td>0.741280</td>\n",
       "      <td>0.903077</td>\n",
       "      <td>0.902426</td>\n",
       "      <td>0.811533</td>\n",
       "      <td>0.835068</td>\n",
       "      <td>0.297047</td>\n",
       "      <td>-0.039507</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           partition      funs      like     coins   collect     share  \\\n",
       "partition   1.000000  0.054761  0.039060  0.026836  0.007429  0.001273   \n",
       "funs        0.054761  1.000000  0.170805  0.154412  0.053480  0.035057   \n",
       "like        0.039060  0.170805  1.000000  0.855280  0.886662  0.785168   \n",
       "coins       0.026836  0.154412  0.855280  1.000000  0.878165  0.692935   \n",
       "collect     0.007429  0.053480  0.886662  0.878165  1.000000  0.867208   \n",
       "share       0.001273  0.035057  0.785168  0.692935  0.867208  1.000000   \n",
       "danmu       0.034125  0.142460  0.689456  0.615690  0.763817  0.851075   \n",
       "reply       0.028300  0.135168  0.727272  0.594661  0.753830  0.878501   \n",
       "time       -0.004653 -0.094909  0.312235  0.170176  0.243407  0.185742   \n",
       "like_rate  -0.069175  0.195134  0.122999  0.063188  0.017386 -0.005934   \n",
       "views       0.023706  0.061417  0.887602  0.741280  0.903077  0.902426   \n",
       "\n",
       "              danmu     reply      time  like_rate     views  \n",
       "partition  0.034125  0.028300 -0.004653  -0.069175  0.023706  \n",
       "funs       0.142460  0.135168 -0.094909   0.195134  0.061417  \n",
       "like       0.689456  0.727272  0.312235   0.122999  0.887602  \n",
       "coins      0.615690  0.594661  0.170176   0.063188  0.741280  \n",
       "collect    0.763817  0.753830  0.243407   0.017386  0.903077  \n",
       "share      0.851075  0.878501  0.185742  -0.005934  0.902426  \n",
       "danmu      1.000000  0.856921  0.132882   0.023556  0.811533  \n",
       "reply      0.856921  1.000000  0.161184   0.034571  0.835068  \n",
       "time       0.132882  0.161184  1.000000  -0.056825  0.297047  \n",
       "like_rate  0.023556  0.034571 -0.056825   1.000000 -0.039507  \n",
       "views      0.811533  0.835068  0.297047  -0.039507  1.000000  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAApgAAAJBCAYAAADiAMUuAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAADMb0lEQVR4nOzdeVhUZfvA8e8DKvuigAiKKCCbuKO4b7mU9ZamZZtmy2tp2V6/UtM3t3rb3sot12zTLNusXNLczQ13FNlUBEFUkH1R4Pz+GCR1Bh2EmUG8P9c1l3DmPuP9MGe553mec0ZpmoYQQgghhBDVxcrSCQghhBBCiNpFCkwhhBBCCFGtpMAUQgghhBDVSgpMIYQQQghRraTAFEIIIYQQ1UoKTCGEEEIIUa2kwBRCCCGEENVKCkwhhBBCCIFSylMptfUGMYuUUjuUUhOvFycFphBCCCHEbU4pVR/4EnC4Tsz9gLWmaV0AP6VUi4pi61R/iv+wa/rwLf81QadiH7Z0ClVmrZSlU6gWVsqkm6tZWKt6lk6hWihu/W3qUmm+pVOoFkpZWzqFKquj7CydQpXZ1Wlg6RSqRe6lFEunUC1c6t15SxykzFknFSZ99www+opF8zVNm3/F7yXAcODX67xMb+D7sp//BLoDcYYCb/0zthBCCCGEuK6yYnL+dZ7PBlDX75RyAE6X/ZwBtK8oUIbIhRBCCCGEMXKBy0MOjlynjpQeTCGEEEIIC1Dqluvn24tuWHwn0AaIqShQCkwhhBBCCHEVpVQo8IimaVdeLf4LsFUp5Q3cBXSuaH0pMIUQQgghLEDVwJmKmqb1Lvv3KDDxmueylVK9gf7A+5qmZVX0OlJgCiGEEEIIo2iadoF/riSvkBSYQgghhBAWcAvOwTRa7W2ZEEIIIYSwCOnBFEIIIYSwAOnBFEIIIYQQwkjSgymEEEIIYQE3+NacW5r0YAohhBBCiGolBaYQQgghhKhWMkQuhBBCCGERtbefr/a2TAghhBBCWIT0YAohhBBCWIDcpkgIIYQQQggjSQ+mEEIIIYQFSA+mEEIIIYQQRpIeTCGEEEIIC1C1uJ/vlm5ZQ3cX1q+YbOk0xDWysvLZvSOWzAt5lk5F3AaysvLY+Xc0Fy7kWjqV68rKymfXjhgya3ieQghRHW7ZHkxXFwcWfDwGezsbS6di0LuTv+fk8TS69Ahh1Oh+RsUUF5fw4N3v4d2kAQAvvzkY3+YN9Zb5t/AySxumT/6ekwlpdO0ZwhMVtOHamOzsfF57fhHdeoTw6QcrmbXwWQryi/jo3Z/Jyy0itJUPL7x2r1nyv2zapGWcSDhDt54tefKZAUbF5OYUMPH1Lykp1bCzq8f0Dx9n5U87Wb9mPwA5OQW0bOXLW5OHmzT3KW9/zYnjZ+jWM4ynn7nL6Jhrl634bgt/rtkLQG5OAS1bN2PC5EcASD+fzbhnZ7F0xXiTteH48VS69wzj6WcGGR1jaFn6+WzeeGU+i756DYDsrDxeGjuH7j3D+PiDFcxb9BL1GziZpB2XTZ+8nBNl2/yTo/sbFaPbLxbStUcon32wklkLx1C/gaOuTek5vDxmPl99/6pJ875Wde0XBfkXmfTm11zIyCU4tInJ94nLprz9FcePp9C9ZyuefubuSsVVtK5uX/iMpSsm8sN3m1m3JhKAnJx8wlo3Z8Lkx0zWnokT5pAQn0yv3h14dszQSsdNeWcBPXq0o0/fcJKT05g2dRG5uQW0ahXA/735uMnyvmzqpKWcSEijW89QnnpmoFExuTkFTHj9S0pLS7G1q8eMD0dRt66uLEk/n82LYz7nmx/eMHnuliRzMGugkpJSRjz3KTm5BZZORc/m9YcpLS1l3tfjSEnOICnxnFExCXGp9LuzLbMWjWHWojH4t/AyuMwcNq0/TGlJKQu+Gcfp5HSDbTAUEx+byouv3cuo0f2I6BpETPRpZn/yB0+M7s/nXz7H2bQs9u2JN0sbADauP0hpSSmLvn2Z08nnOWWgHYZi1vyxl4dH9mHm/DG4uTuxY9sxhg7vztwvxjH3i3G0be/P4GFdTJr7hnX7KS3V+OLb1zmddJ5TiWeNijG0bNhDPZm/5GXmL3mZth38GTK0W/lrfPLhTxQVXTJZG0pKS1ny7RvXbcO1MYaWZWflMXnClxQUXCxfNy72NK+8MZSnnrmLLl1DiY5OMkk7Ltu4/hAlJaUs/OYFUpLTK9ie9GN0+8V9PFG+XySXx8/86DeKCk3z969Ide4Xq3/fw513d+DL5a+Sn1dE9JFTJs9/w7p9ZdvHm2XbR5rRcddb95MPV1BYpNu+HnioF/OXvMr8Ja/SrkMAQ4Z2N1l71v25i9KSUpYtn0FSUhonT6ZWKi4yMprz5zPp0zccgI8+/JYxY4bxzbdTSUtLZ/euIybLHS5vKxqLv325bJvX388Nxaz5I5JHRvZm5vyxuLk7s2NbdHn8Zx/9avb9QlQvowtMpVSoUupNpdSkyw9TJnYjObkFZOfUvOISYH9kAn0HtAGgU5dADu0/aVTMkUOn+HtLNP9+5DPenfw9xcUlBpeZw77IBO4YqMsvoksgB/efMCqmfbg/YW182R+ZQHTUKVq18SUp8TxBoY0BqN/AkdzcQrO0AWDfnnjuGNhOl2PXYA7uO25UzLCHuhPRNQiACxfyynubAM6mZZKRnkNIy6YmzX3vnjj6DWwPQOeuIRzYl2BUzPXWu5x7aJgvAHt2xWBnVw83N2eTtCFyTyz9B3a4Ihf9DxeGYgwts7K24t0Pn8bRwbZ83Q4dA2nVxo99kXEciTpJ6zbNTdKOy/ZFJtBvYFsAIroEcaiC/eLamCv3i6NRSbRq0wyAyF1x2NnVo4G7af7+FanO/cLFxYGE+FRysvNJS8ukoWd9k+d/9fYRanC7qiiuonV37zqGnZ0N7m4uV73G2bQLpKfnEBrWzEStgd27jzDwrq4AdOvWhn17jxkdd+lSMZPf/pzG3h789dceAE6eTCEkVLcvNGjgQk5uvslyB9i7J/6fbb6C7clQzLCHehDRNRiAzAu55aMPe3bFYmtXDzcz7xeWoJSV2R7mVpn/8XsgGdh8xUOPUmq0UipSKRVZnGu+nqqapKDgIu4NdQcpZxc7MtJzjIoJaenDJ/NHs2DpCxQXl7Bz2zGDy8zVBo/y/OzJSNefN1ZRjKZprF97ECdne6zrWNOnf2sWzV3H1k1H2Lk9hvCIFmZpQ3mOnlfmaPi9qCjm8IET5GTnlxcEACu+28b9w7td+zLVrqCgiIYNXQFwcbEnIz3bqJjrrffDss0MG94DgEuXiln4+SrGvTzYZG0oLLhYnouziwPpBv7+hmIMLXN0tMPJyU5vfU3T+HNNJM7O9tSpY22qppTnevU2b7g9hmJ0+8UBnJztsK5jzaVLxSyev46xL1Y8vGsq1blftGnvx5mUCyz/dgvNmnvi4mJf7flOf+cbRo/6qPyxfOnGG25XYPy2pdsX/mDcy0P0XuP7ZZsYNrxXtbZn8qR5PD5icvnj229W4+mpmwbl4uJIenqmwfUKCgr14lb+uhn/gCY8+fR9HD4Uxzdfr2bgwC7Mmf0DGzdEsm3bATp3DqvW/PXzKsLD0xW43vZUccyhAyfILtueLl0qZvG8tTz/0r9MmrMwvcrMwUwDlmmadt0uNE3T5gPzAeyaPqxVIbdblp29TfmQY0H+RTRN/89gKMY/0It69XRvSXCoD0mJ5+nUNUhvmTnY29UrH54oyL9Iaal+GyqKUUrx+oT7mTdrDds2HeGJ0f04uO8E3y7ZxKB7w7G3N9+8WTt7mytyLKr4vTAQk5WVx4fv/sR7/3uiPLa0tJS9u+MY84LpiwL7K7aR/Pwiw++BgZiK1istLSVyTyxjX9TNgV2y8E8eeKgXTs7VXxBcptvOdUOOBflFaKWlRsUYs95lSinenPgwc2auZMvGQwy4K9wELSnL1e6fbaWi96SiGN1+MZR5s1azdVMUp06eY+jwbjg56xfNplad+8XCuWv4v0kP4uhoy9IvN/LbL7sY8kDXas332rmPH7y7/IrjZ2GF28fVx9nCK7atq5d9sXANDzzUW29f0O0zMTz34uBqbc87U5656vcZ0xdTVKjb3vPzCw1uVwD29rZ6cdFHT/DAg/3w8KjPv+7tyaefLOOzma+zd280ixetZPDg3jg4mHYbs79mWyk1sD1VFKPbnn7kv/97EoAvF65n6PDuJj0u1SQyB1PnILBRKTVGKTVSKTXSVEnd6oJCG5cPncXHptDIu4FRMVMnLCMuJoWSklK2bowiIMjL4DLztKFJ+bB4XEwKXt76w16GYr5evIFVK3UT43NzCnAs63FqEezNmTMXeHhET7Pkf1lIaBMO7j9+RY7674WhmEuXihn/6hLGvnjPVesc2Huclq19UUqZPPfg0Kblw3dxMafxbuxmVExF6+3fG09Yq2blue/eeYzvl21m9Kj/ERuTzNRJ31R7G0JCm7K/bIg+NiYZLwNtMBRjzHoASxat5fdfdwJl25uJT0rBV2wr8RVsT4Zivrpiv8jJKcDJyY49O+NY8d12xjw5h7iY00yfvNykuV+pOveLnOwCEuJ0x6gjhxPNsm/otg/dNq7bPtyNjjO0bPfOaH5YtonRoz4iJiaJKZO+Ai7vM81N3qaWLf3ZWzYsfuzYSRo39jA6rqmvF8lJujmPR6IS8PbWrRsc3IzU1PM8Puoek+YOus6Pf7aV0xXsF/oxly4V89arX/DcFdvT7p2xrPhuG88+MZPYmNNMm7zM5PkL01CGPrkaDFTq8mVoGqAANE378nrr1IYezFOxD1d6nbzcQsY+MYfwTgHs3B7Df/77KBvXHWL083dWGDPv6+c5eyaLd976Fk2Dbr1DeWbcXRyPO6O3rLKsb+LgmJdbyLOjZhMe0YId244x9f3H2PDnwav+/2tjFn4zjlJNY+JrX3PpYjF+AY14bcL9KKVYMHstTZq6c9e/OlQ6l8usVOVvepCbW8gzj39Gx4gW7NgWzdQPHmfD2gM8e0UP5LUxi759mbWr9jL30z9oEeQNwP3Du9H/zvbM+fR3Qlr60Kdfm5tqg7WqV4ncC/j3yI/p2DmIv7ceYcYHT7H+z32MfeHeCmOWLH0DFHrLHJ3smP3Jr4S0bErf/u30/q/Ro/7H/CUvG52bwrhtKje3gKdHfkSnzsFs33qEdz94ivV/7mXsC/dVGLNk6Rsohd6yy8Pjo0d9zPwlrwC6q8jffHUhFy8V4x/gzZsTHzK6GLhUWvl5aXm5hTwzalb5Nj/t/RH89edBnr1mv7gyZtE3L1CqaUx47SsuXSzBL6ARr5ftF5eNeXIOcxePrXQ+AEpVflpAde4X3o3dmPr2Ms6kZNCqTTP+++lTlR6lqKMq18Om22Y+pFPnoLLt403Onb3Amj92M/aFwdeN021bVy+7curF6FEfMX+J7or+WZ/8TGhLX/r2b3/DnOzq6BdVxrcnnxGPTqJz5zC2bj3AsuXTSUvL4I/ft/HiSw9fN85KWTFhwhzS07MovlTMJ5+9iqenGzM/W46vbyPuva9yw/u5l1JuIv9CRj/+KR0jAtmxLZppHzzOX2sPXDXSc23M4m9fZs2qvcz99HdaBOnm6A8tO85e9uwTM/n8i3GVzgfApd6dpv+kUw08gl42W510LuZ/Zv2bVKbAdAX+DwgBooAPNE3Lut46t2uBCZCdnc+eHXG07dC8wonKxsRUh5spMEGX3+4dsbTr4HfdNtwoprrcTIEJkJ2Vz+4dMbQL96+4HUbEVIfKFJigy2vXjmjahQfg7u5idIwx61WFsQWmLpc8du44RvvrtkE/xpj1quJmCkyoefvFzRSYULP2i8oWmHB5+4imfXiL624fhuKMXbcyqlJgAmRl5fL334cIDw/Bw6PiC6WMjbtZN1NgwuVjjm5bcb/O9nSjmOoiBaa+mlxg/gr8COwCOgP3a5p23/XWuZ0LzJrkZgvMmuZmC8yapLIFZk1VmQKzprrZArOmudkCsya5mQKzpqlqgVlT3GyBWdNIganP3AVmZc7Y9TVN+6rs5xil1NOmSEgIIYQQ4nZQmy/yqUyBeUApNY9/ejD3myYlIYQQQghxKzO6wNQ07QWl1N1AKPCLpmmrTJeWEEIIIUTtJj2YZTRN+wP4w0S5CCGEEEKIWuDWv2pCCCGEEOIWdFv3YCqlPtY07RWl1EZ098AE3X0wNU3T+po0OyGEEEIIccu5YYGpadorZf/2MX06QgghhBC3i9rbg1l7WyaEEEIIISzC6AJTKeV2ze8PVn86QgghhBC3B6WszPYwt8r8jz9c8/tz1ZmIEEIIIYSoHYy5yKcX0BtoppSaVLbYAbhgwryEEEIIIWq12/oqcuAksAkYXPavAgqQb/IRQgghhBAGGHMVeSKQqJT6QtO0LWbISQghhBCi1lO1+Fpro1umadpnpkxECCGEEELUDvJNPkIIIYQQFnBbz8GUb/IRQgghhBCVId/kI4QQQgghqpUMkQshhBBCWIBSytIpmIzRBaZSyk3TtPQrfn9Q07Tvr7fOqdiHq5JbjdA0cJmlU6iyzXsfs3QK1aKuVYmlU6iyJg55lk6hWtSpBfOGkmrHW4G1uvX3i5b1vS2dQpVtTo23dArVIti12NIpVAsXSycg5Jt8hBBCCCEsoTZ/VaR8k48QQgghhKhW8k0+QgghhBAWUJtvtC7f5COEEEIIIaqV0Rf5yDf5CCGEEEJUn9p8o3WjW6aUOmDCPIQQQgghRC1RmdJ5iVLqBZNlIoQQQghxG7mtryK/wn2Al1LqEXQX+chXRQohhBBCCD2VmYMpXxUphBBCCFFNbuuryC9TSlkD7QG7skWNNU279b/mRgghhBBCVKvKDJGvAHKA5kAKUB+QAlMIIYQQ4mbIVeQAuANPAOc0TRvOPz2ZQgghhBBClKtMD+Yp4EGgUCn1FuBsmpSEEEIIIWo/uQ+mzhNACRAJ5AIPmSQjIYQQQghxS6tMgfkN0ANdcRkKvG2SjIQQQgghxC2tMkPkDTVNe/DyL0qpjSbIRwghhBDitqCUsnQKJlOZAjNfKfUmsBfoBGQppXpqmrbFNKkJIYQQQohbUWUKzF2ADdC17Pf9QG9ACkwhhBBCiEqSG60Dmqa9Y8pEhBBCCCFE7VCZHkwhhBBCCFFN5DZFQohaIzsrnz07Ysm8kGfpVIyWlZXPrh0xZF7ItXQqQgghjFAjezDfnfw9J4+n0aVHCKNG9zMqpri4hAfvfg/vJg0AePnNwfg2b6i3zL+Fl9naYayG7i4s/fwl+g2rubMQFrz7HSkn02jTJZTBo/objMnKyOGziUt4e844ANb/vJ1dfx0AID+3AP/Qpjz5xoMG1zWHz2cs5/SJNNp1DeH+Jwy3ITMjh/9N+JJ35j4PQElxCS88MIOG3m4APPHKEJr6m38bqq59wsPThTfGLaZLjxBmfvgbny54hvoNHM3WjumTl3MiIY2uPUN4crTh9+DamOzsfF57fiFde4Ty2QcrmbVwDE7OdgwdNAPvJrr35dU3hxAQaP73Zc705SSfTKND1xCGXmeb+mj8l0z9/Hm95dNfms8HX71qjlQrNHv6cpJO6NrwwJMVtCE9hw/Gf8n0ec/rLZ/68nw+smAbxo//jISEU/Tq1ZGxY4cbHZeUdIapU+eRm5tP69aBvPnmUxQXl9Cv39P4+DQCYOLEZwgKamamlvzjy/e/I/XkGVp1DuXukQP0ns/PLWDBlK8oLS3FxtaG0ZNHUqeuZU/n7/3nexKPp9G5RwiP/9vwMaqimI+n/0RE92C69QoFICM9h0mvfc2sL8aaJXeLqsVXkde4HszN6w9TWlrKvK/HkZKcQVLiOaNiEuJS6XdnW2YtGsOsRWPwb+FlcFlN4+riwIKPx2BvZ2PpVCq0Z/MhSks1Js97kXMp6ZxJ0n9P8rLzmTdtKUWFF8uX9RvSjQmznmPCrOcIauNH73u7mDPtq+zedIjS0lKmLniBsynppBpoQ252PnOnLqOo4J82nEpIpWu/dkyePZbJs8dapLis1n0iNpXnX/sXj//7Djp1DSQ2+rTZ2rFx/SFKSkpZ+M0LpCSnc8pAOwzFxMem8uJr9/HE6H5EdA0iJjqZ+NhU+t/VjrmLxzJ38ViLFJe7yrapGQteIO10xdvUrClXb1OXfTXzNy4WXTJHqhXaufEQpSWlvLfwBdJS0kk5ZbgNn01dRqGBNnxp4Tb8+efflJaWsHz5hyQlneHkyRSj4z78cAljxw5n6dL/cubMeXbtOkxMzAnuvrsXX3/9Ll9//a5Fist9W3TvyZtzXuJcajppyfrvye71e+n/YG9e/nAMLg2ciNp9zOx5XmnzX4cpLSll7lfjSK3oGFVBzMF9x0lPzykvLnOy85nx9ncUGNjexK3FqAJTKWWllHJWStVRSvVRSjmZKqH9kQn0HdAGgE5dAjm0/6RRMUcOneLvLdH8+5HPeHfy9xQXlxhcVtOUlJQy4rlPycktsHQqFYreH09EX93fO6xTELGHTujFWFlb8fyUkdjZ2+o9l3Euk6yMHPyCfUyea0WO7kugS9+2ALTuFETMQcNteHHqCOwc/mlDXFQi+/8+yoSnPuHzGcspscA2VJ37RLtwf8Ja+3Jg73Gio5IIa+Nrtnbsi0yg38C2AER0CeLQfv33wFBM+3B/wtr4sj8ygaNRSbRq04yoQ4ls33KUJx/5hOmTl1tk3z6yL4Gud+hybRMRxLEKtqmXp129TQEcjozD1rYerm6W/cbdqH0JdO3XFoC2EUFEV7BvvzptBPYG2mBjVw/XBpZrw+7dh7nrrh4AdO/ejr17jxodd/JkCqGh/gC4ubmSk5PHgQMxbNq0m2HDXmH8+M8ssl3FHognvE9bAELDg4g/fFwvpvfg7oSGBwGQk5mLs6v5RiEMORCZQJ+y40/HLoEcNnCMMhRTfKmED6aswMu7Pls3RgFgZWXFf/77GA4ONbfTpVpZmfFhZsb+lz8APYH/AU8DP1cUqJQarZSKVEpFfrVobaUTKii4iHtDFwCcXezISM8xKiakpQ+fzB/NgqUvUFxcws5txwwuq2lycgvIzqm5xSVAUcFF6rvr/t6OzvZkZei/J3YOttg72hlcf/1P27ljSFeDz5lLYeFFGnjo2uBQQRvsDbTBP8SHCZ8+y/RFL1FSXML+HdFmyfdK1blPAGiaxl9rD+DkbEedOtZma0dhwUU8ynO0N9iOimI0TWN9Wc7WdawJDfNh5vxnWbz0JYovlfD3VvO/L4UF/2xTjs72ZFawTTlcs01dulTMj1+s49Gxd5slz+spKry6DRXtF4ba8MPidYwwcxsmTZrFiBFvlT++/vp3PD110yRcXBxJT79gcL38/CK9uIEDuzF79jI2bNjN1q176dKlDa1ateCLL6axYsXHFBcXs3lzpNnadllR4UVc3f85VmUbeE8uSzhykvzcAvxaNjNTdoYVXLHfOjnbkWEgZ0Mxa37fi6+fJw+P6s2xqCR+XLYNB0dbHJ0Mn0vErcXYAtNN07TfgRaapj0KVPjua5o2X9O0cE3Twkc+NbDSCdnZ21BUNuRSkH8RTdOMivEP9MLdQ/dJOjjUh6TE8waXicqztbPhUtnfu7CgyOB7UpHS0lKi98UT0i7AVOkZxdbOpnwor6igiFIj29A0wJv67rptyC/YhzNJ5t+GqnOfAN03R7w6/n78W3ixbdMRM7UC7OxsKCrU5ZifX0RpqYF2VBCjlOL1CUMJCPRi66YoAgK9/2lbSx+STpn/fbG1/2ebKiwoQjPQHkN++WoDA+/vhkMNOIleuV8UVvCeGPLzVxu4c6j52zBlyvPlw9dff/0uI0b8i8LCIgDy8wsrzN/e3lYvbuzY4fTo0YEffviTwYPvwMHBjuDg5jRsqJuzHBYWQGKi4SF3U7Kxq1d+vC0qMLy/A+Rl5/Hdpz/y+BsPmTM9g+zsrjj+FFw0uC8Yiok7dpp7h0bg5u5M/7vbs29PglnzrhGUMt/DzIwtMHOUUr8Ae5VSg4CKP1JVUVBo4/Khs/jYFBp5NzAqZuqEZcTFpFBSUsrWjVEEBHkZXCYqr3lQE2LKhs5Oxafg3qi+0evGHDyOf2hTi38dll9wE44d0g01Jcan4OGlv10ZMnvKUhLjUigtKSVySxS+LbxNmaZB1blPfLN4I6t/0/XK5OYUmrWnIDi0CQf3696D+JgUvAy0w1DMV4s3sGqlLuecnAKcnOx4Z/zS8rZt2RBFiyDzvy/+QU04dlCX68k447epw5FxrPlxO5PHzuFk3GnmzlhuyjSvyy+4CdGX2xCfQkMj23BoTxyrV2zn7TFzOBF3mtnTLdOGsLCA8mHxY8dO0Lhxw0rFhYT4kZp6jieeuA+A11//iGPHTlBSUsL69bsIDm5uhlZczTfQh/jDun05OeE0bo3035PiS8XM+8+XDBl9j8Hnze3K409CzI2PUZdjGvu4k5KcAUDM0WQaeRl/bhE1n7GXnT0AhGqatk8p1Qao+FK9KurZJ4yxT8wh/Ww2O7fH8J//Psr8WWsY/fydFcbM+/p5Alp48c5b36Jp0K13KB07B+Lm5qy3TFReh56tmDp2Jpnp2RzaGc3Y/4zgh/mreGD0oBuue3h3DEFt/c2Q5fWF9wzjP2NmceFcNgd2HuPFKSNYPm81w5+567rrDX2iPzP/8y2aptGhe0tadTT/NlSd+0RQaBMmvf4Nv/+0m+YBjejU1Xzt6dU3jGdGzeLcuWx2bDvGtPdH8PnM1Tw77q4KYxZ98wKlmsaE175i5U+78AtoRETXIDwaujDpzW9B0+jeuyWdLLBvd+wVxqRnZ5FxPpsDO47x0tQRLJu3modvsE1Nmftc+c+Tx85hzHiTHU5vKKJXGBOe0e0X+3Yc45VpI1j6+Woeefb6bZj2+T9teHvMHJ6bYJk29OvXmUce+T/Ons1gy5a9fP/9h8THn+K33zbz8ssjrhsHsGjRT4wadR92drr5pc899zCvvvohoNG3bye6dm1r9ja17d6KD16YSWZ6FlG7ovn3pJH8snAVg5/+53i7bdUuTsUms+rrdaz6eh297utGx77tzJ7rZT36hPH8k3NIP1d2jHrvURbMWsO/rzhGXRvz+VfPY2WleG/yD/y19gAlxSVM+WCkxdpgMbX4KnJlzHCnUqoh0Beod3mZpmlf3Wi9c4UrjR9LvUJ2dj57dsTRtkNz3NwNTyA3JqY6NA1cZrLXNpfNex+r8mvkZecTtSeWoLZ+Frswoa7VTW1O5XKz8zm8J5YQC7ahiUPpTa1Xk/YJgDo3eXPg7Ox8du+IpV0Hv+u240Yx1SGpGm4Dmpudz6HdsYS086O+hbYp6yqen3Kz8zm4O5ZQC7ahZf2b/4CQlZXL9u376dgxDA+PinvAjI27WZtT46vttfJy8omOjKFFa39czPyeBLsW39R6OWXHnzbXOf4YE1NdPO3uvSUqt8Cun1ftxFYJsX8/a9a/ibEF5j7gJyDp8jJN07680Xo3W2DWJFJg1hxVLTBrgpstMGuamy0wa5LqKDBrgqoWmDVBVQrMmqI6C0xLutkCs6a5ZQrM7mYsMLeZt8A0dog8R9O0aSbNRAghhBBC1ArGFphblVLLgK+APABN07aYLCshhBBCCHHLMrbAvAQcAzoCCtAAKTCFEEIIIW6SVosv8jG2wDyJrqi8XFwKIYQQQghhUGVm6it0N1i/H923+gghhBBCiJulzPgwM6N6MK+5YvxzpdQcE+UjhBBCCCFucUYVmEqpK3ssPYBQ06QjhBBCCHGbsLpN52Aqpe7TNO1X4EHgXNnii8BzFa8lhBBCCCFuZzfqwXwR+BXd10T2NUM+QgghhBC3h9v4KnJNKTUFaKaUmnTVE5o2xXRpCSGEEEKIW9WNCswhQBvgX8Bm06cjhBBCCHGbqL0dmNcvMDVNy0b3LT5faJomBaYQQgghhLghY29T9JmpExFCCCGEuK3U4qvIK3OjdSGEEEIIIW7I2K+KFEIIIYQQ1akWX0UuPZhCCCGEEKJaSQ+mEEIIIYQl1N4OTOnBFEIIIYS43SmlFimldiilJlbwfH2l1CqlVKRSat6NXk8KTCGEEEKI25hS6n7AWtO0LoCfUqqFgbARwLeapoUDTkqp8Ou9pkmHyK1rweTVzXsfs3QKVdarwzeWTqFa+DTqYekUquzSpVxLp1AtrJs0tHQKVVbq62LpFKqFyr5o6RSqbOTLpyydQpUNb15q6RSqReeuxyydQrU4sf9eS6dgnJpzm6LewPdlP/8JdAfirolJB8KUUq6AD5B0vReUHkwhhBBCiFpOKTW6bHj78mP0FU87AKfLfs4APA28xDbAF3gBiC6Lq5Bc5COEEEIIYQlm7MDUNG0+ML+Cp3MBu7KfHTHcATkZeFbTtGyl1CvAE9d5PenBFEIIIYS4ze1FNywO0AY4aSCmPtBKKWUNRADa9V5QCkwhhBBCCAvQlDLb4wZ+AUYopT4GHgSOKKWmXRPzLroeyyygAbDsei8oQ+RCCCGEELexsmHv3kB/4H1N084AB6+J2Q20NPY1pcAUQgghhLCEmnMVOZqmXeCfK8mrTIbIhRBCCCFEtZIeTCGEEEIIS6g5HZjVTnowhRBCCCFEtZIeTCGEEEIIS6gF33hYEenBFEIIIYQQ1Up6MIUQQgghLKEGXUVe3aQHUwghhBBCVCvpwRRCCCGEsITa24EpPZhCCCGEEKJ6SQ+mEEIIIYQlyFXkQgghhBBCGEcKTCGEEEIIUa1kiFwIIYQQwhJkiFwIIYQQQgjj1KoCMysrn907Ysm8kGfpVG47Dd1dWL9isqXTEEKYiYtDPbq19KS+Yz1Lp2K0otw8Ug9FU5ida+lUhNCxMuPDzGrkEPn0yd9zMiGNrj1DeGJ0P6NisrPzee35RXTrEcKnH6xk1sJnKcgv4qN3fyYvt4jQVj688Nq9Zm6JzoJ3vyPlZBptuoQyeFR/gzFZGTl8NnEJb88ZB8D6n7ez668DAOTnFuAf2pQn33jQXClXiquLAws+HoO9nY2lU7mu6RP7ENC8Ppu2JzJ38V69552dbPhoSj8aNLDjSPQ5Jr23ufy5yW/0ZMvfiWzclmjOlA16b/KdtPBzY+PW48xauEPveWcnGz6ZcQ9uDRyIOnqGCdP/pIm3C++82Q8nh3ocPHKG6R9vtEDm/3h3XFcCmrqycU8yc74/pPf8I3cFcXeP5gC6nGPPMW/FYSY/E4GjfT0OxZ7j3cWR5k5bz3uPtCPAy5mNUWeYvTamwrgpD7Zh09E0NkSdoYmbPe880AZH2zocTLzAjJ+jzJixvnef6khAY2c2HUhl9sqjes8/0tefuyOaAuBsX5eDCRm8//1BFr7Sg40HUpjwSFsee28TGTlF5k79Kjs//4as02do3K4lYfffpff8xdx8Nv93Lt7tw9j39U/c8fYL2Do7UZCZzbb/LaT/O69YIOurzZy2nKQTaYR3C+HBJw2fKzLTc/jvW1/y7vznAcjLLeDDid9QWlKKjV09Xp8+grp1LXdqrw3HJ1E9alwP5qb1hyktKWXBN+M4nZxOUuI5o2LiY1N58bV7GTW6HxFdg4iJPs3sT/7gidH9+fzL5ziblsW+PfFmb8+ezYcoLdWYPO9FzqWkcyZJvz152fnMm7aUosKL5cv6DenGhFnPMWHWcwS18aP3vV3MmXallJSUMuK5T8nJLbB0KhUa0NsPayvF8Kd+wsfbGV8fF72Y++4KZOWaWIY+vgIHh7qEhXgAEN7WCw83+xpRXA7s2wJrK8XQx7/Fp7ELzZrW14u5/56W/Loqmvse/QoHh3q0Cm3Emy/2YuaCv3nwqWU0auhERAcfC2SvM6BLU6ysrXjg9VX4NHLC18tJL2bp6hgeHb+GR8evIfJIGsvXxvLGqA7MXn6Ih99cTSN3ByLCGlkg+38MbOONlZVi2EebaeruQDMPB4NxHf3d8HC2ZUPUGQD+776WzFxzjOGfbKWRqx0RLdzNmfZVBoQ3xtpK8cCUv/Bp6EAzT0e9mKUbEnj03Y08+u5GImPPs3xzAsE+rkxfeoA5v0Wz9fAZWjbT3w7NKWn3AbTSUgZOfY3cs+fJTj2rF3Ph1GnajxxK2JA78WodQsaJJC7m5rNz7lcUF1008KrmtWPjIUpLS3l/0QucOZ1Oyin9c0Vudj6fTFlG4RXnis1r9nHfwz15Z+Yz1HdzYt+OY+ZM+yq14fhkdkqZ72FmNa7A3BeZwB0D2wAQ0SWQg/tPGBXTPtyfsDa+7I9MIDrqFK3a+JKUeJ6g0MYA1G/gSG5uofkaUiZ6fzwRfXW5hnUKIvaQfnusrK14fspI7Oxt9Z7LOJdJVkYOfsE1d4fLyS0gO6fmFpcAnTp4s3q97gPG9l1JdGjjpReTmVVIoL8bTo718PJ0JDUtlzrWVkwb35vTqdnc0bOZmbPW1zm8KX+s0/WUbd15kvC2jfViLmQWEhjgjpOjDd6eTqSeyaa5b32ORKcBkH4hD2cny/U2R7RqxKqtuv1g2/4UwkM9K4z1bGCPe31bouLTaebtwpGEdADSMwtxcqhrlnwrEtHCnVX7TgOw9Vga4f5uejF1rBQzHm5HckY+/VrptrnmDR05kpQJQHpuEU62lmtH5+CGrNqVBMC2w2foEOhRYaxnfTvcnG04fOICu2POcSAhnY5BHrT2a8D+uPPmStmgtKOxNO3SHoBGrUM4F5OgF+MZ2gL3Fs05Gx1HesJJPFo0R1kpur34FHXt9I+95nZ4XwLd7mgLQNuIII4eNHCusLLi9ekjsHf4J99Bw7rRNiIIgKwLebjW1//AZi614fgkqk+1F5hKqdFKqUilVOSXC9dUev2Cgot4NNT1Ljm72JORrj9XpqIYTdNYv/YgTs72WNexpk//1iyau46tm46wc3sM4REtqtCym1NUcJH67rpcHZ3tycrI0Yuxc7DF3tHO4Prrf9rOHUO6mjTH24GdXV3Szunm5mZmF+HeQP/vvfdgKt5ejowc3pqEExfIyipi8N1BxJ+4wIKv99O6pScjHmxl7tSvYmdXl7Szum0oK6sQdzf9XrPIA8k09nJm1CMdiD+RQWZ2IavXx/LiM924o6c/Pbv6sX2X5Xpj7W3qkJaeD0BWbhHu9Q1v+wCP3R3M0lW6E9aa7ScZ93Ab+nZsQs8Ojfn7YKpZ8q2IfT1rzmTpPlhl5l3C3Um/SLk/oinxZ3KYty6WNs3qM7KXH6v3p/DCoBD6hjWiV4gnf8fo97aZi51NHc5cuNyGi7i7VHxif+yOAJZuuLpwuzvCh6z8S1wq0Uya540UF17EvoErADYODhRm6R9nQXeOSNyxj3oO9qg61tS1t6OefcXbnzkVFVzEzUN3rnBytifTwLnC3tEWhwrOFccOnyQvJ5+gVr4mzfN6asPxyeyUGR9mVukCUykVppQaqJQKUUrpjadomjZf07RwTdPCH3/6zkonZG9Xj6LCSwAU5F+ktFT/wFVRjFKK1yfcj3+gF9s2HeGJ0f3o0j2Y337azaB7w7G3N/+nIls7Gy4V6XItLChC04w/EJeWlhK9L56QdgGmSu+2kZ9/CRsb3bwkB7u6WFnp723PP92RSe9tZvaiSI4nZjL0X8GEBrqz/OcjnE8vYOXqWCI66H8iN6f8/Ivl7bC3r4uVgWGPF0Z3ZeL0P5k5/28STqbzwL2tmLVwB5u2H2f4kNb89FsU+QWXzJ16ubzCYmwvt8G2DgbeCkA3otO5dSN2HtYNLc/5/hCb957mwQGB/PRXPPmFxeZK2aC8omJs61oD4GBjuB2hTVxYtv0E53OK+GV3El1aeDB7bQybj6QxvGszftx1ivyLJWbO/B/5hcXY1tO1QfdeGH4zlILOoQ3ZGX11Mfyfr/YRk5RJv/beJs/1eurY2lByUbdNFxcVQWmpwTilFB2fHI5r08acjjxszhRvyNbOhos3ea7Iycpn/oc/M27icFOlZ5TacHwS1adSBaZSaibwDvAu4Acsre6EgkKblA+Lx8Wk4OWtP4fDUMzXizewaqVu0n9uTgGOTrpPeS2CvTlz5gIPj+hZ3akapXlQE2LKhsVPxafg3sj4uUoxB4/jH9oUVYvvk2UuR46dKx8WD27hRnKqfu+Ai7MNQf5uWFkp2rT01PV2JGfh09gZgLAQD06fMdwzYi5R0Wl0bNsEgJDAhiSnZOnFuDjbEhTggZWVom2Yd/mJ6mjMWbwbObPwmz1mzflaUfHpdAhtCEBI8wYknzV8RW/Hlp4ciLl66DX6eAbeHg4s/vWIyfO8kaikzPJh8ZDGziRn5OvFJJ7Lo6m7rhenVVNXTpfFHE3OxLu+HYs2mH9e+JWiTl4gPFA3BzTEx5Xk84bvwNEx0IODCRnlv4++O5gh3ZoB4Gxfj+x8yxYEDfyacu6Yrnf1QmIyDh760xWO/vonx7fsAuBSfgF1HWpGz+Vl/iFNOHrwOAAn4lJo6NXAqPUuXSrm/fFfMnLsIKPXMZXacHwyN81Kme1hbpXtwWyladpQIFPTtD8A/SslqqhX3zDW/L6XTz9YyV9/HsQvoBHzZq6+bky3niHcN6wza37fy5hRsyktKSWiayAA336xiYdH9MLWzjK30ujQsxXb10by7cxf2b3hAI2bN+KH+auMWvfw7hiC2vqbOMPqM3D4VEunUKF1m48zeFAgb73Ulbv6BRB/PIOXnu10Vcy8JfuYOr43ezc8jYuzDb//GceKldFEhDfm23mDeWRYGIu/OWCZBpT5c2McQ+5pyYRX+3B3/2Dijp/n1bHdr4qZu3gnM94eyKGtL+LqYsvKNdEAjH68E4u+2UOhhXv+1u88xeA+/ox/qiN3dW9GXGImLz/WTi+uR7vG7Dly5qpl/74/jMW/HqGwyHK9fpetO5TKkI5NmXB/Kwa1b0Jsajav3BNyVcz3OxLp3MKD717qwWM9/VjwVxwAo/u1YNGGeAovWbYd6/YmM7hbM8Y/0pZBEU2JS87mlaFhenE9WjVi9xVD+d9tTGBwN1+Wje+DlZVi6+EzeuuYk094a05s3c3er37k1I59uPh4cXD5b1fFBNzRnZNbd7PuPx+jlZbi1TqkglezjM49w9i0ei+LPvmV7X8dpGnzRnzz+eobrrd+5W4SYk7zw5K/mDBmDlvX7TdDtobVhuOTqD6qMt3wSqkfgMPAEOATYJCmaRX2yWcU/XZTE3Oys3X3s2zXwQ83d+ebjqkO8dlVn6aal51P1J5Ygtr64epmulwr0qvDN2b/P03Bp1GPKq3v7GRDt4gm7Nmfwvl0y1yUdOlS1e+/5+xkQ4/Ozdi1L5nz6Za556t1k4ZVWt/ZoR7d23mzOyqN85mWeS9Kfav++djZri7dgxuyO/485y10mx6VXbUroJ3t69I9rBG7Y85xPsv8F0ICjHxZv8exsi7m5pN6OJqGIQHYuVZ738cNDW9e9b9dbnY+B3bH0rKdH/UtcK4AuKuP/q2qKqMmHJ8ATux/45YY+vN/ZJnZJjAnLH3YrH+TyhaYdsBoIAiIARZomqY/LlTmZgvMmqQ6CkxLkwKz5qiOArMmqGqBWRNUR4FZE1S1wKwJqqPAtLTqKDBrgqoWmDWFFJj6zF1gVvZurFaapn16+Rel1D3A79WbkhBCCCHEbeCWKINvTmW751YqpTyUUh2VUmsBw1+zI4QQQgghbluV7cEcB/wJJAFPapp2uvpTEkIIIYS4DVjg6m5zMarAVEqNvOLX5cDzwN1KqUJN074ySWZCCCGEEOKWZGwP5pUldiowwcByIYQQQgghjCswNU370tSJCCGEEELcVmrxF6nc+vfgEUIIIYQQNYqxczA/1jTtFaXURuDyPZsUoGma1tdk2QkhhBBC1Fa1twPT6CHyV8r+7WPadIQQQgghxK2usrcpEkIIIYQQ1aEW36ZI5mAKIYQQQohqZewczCvnXpYvRuZgCiGEEELcnFrcg2nsHEyZeymEEEIIIYwiczCFEEIIISxAq70dmDIHUwghhBBCVC/pwRRCCCGEsIRaPAdTejCFEEIIIUS1kh5MIYQQQghLqMXfRW7SAtNK3fr1a12rEkunUGU+jXpYOoVqkXRmq6VTqDIv946WTqFalDZ1tnQKVVbS2MnSKVQLzf/WP84OapJn6RSqrL5NqaVTqBZWIT6WTkHUErf+kUkIIYQQ4lYkczCFEEIIIYQwjhSYQgghhBCiWskQuRBCCCGEJdTibr5a3DQhhBBCCGEJ0oMphBBCCGEJtfg2RdKDKYQQQgghqpX0YAohhBBCWILcpkgIIYQQQgjjSA+mEEIIIYQFaDIHUwghhBBCCONID6YQQgghhCXU4m6+Wtw0IYQQQghhCdKDKYQQQghhCXIVuRBCCCGEEMaRHkwhhBBCCEuQq8iFEEIIIYQwjvRgCiGEEEJYgszBFEIIIYQQwjhSYAohhBBCiGolBaYQQghRC2Rn5bNnRyyZF/IsnYowljLjw8xq5BzMaZOWcSLhDN16tuTJZwYYFZObU8DE17+kpFTDzq4e0z98nJU/7WT9mv0A5OQU0LKVL29NHm7OpgDw+YzlnD6RRruuIdz/RH+DMZkZOfxvwpe8M/d5AEqKS3jhgRk09HYD4IlXhtDU38tsOV9r+sQ+BDSvz6bticxdvFfveWcnGz6a0o8GDew4En2OSe9tLn9u8hs92fJ3Ihu3JZoz5Upr6O7C0s9fot+wdyydynW9N2kAAX4N2Lj1BLMX7dJ73tnJhk+mD8KtgR2Ho88ycfp6g8ss6b1H2xPQyImNR84we01MhXFThrdl05EzbIg6QxM3e955sC2OtnU4mHiBGT8dNmPGhr0/KIQW7g5siE9n5t8nKoybNjCIjQnp/BV/Hicba2bd1worK0X+xRKe/+Uwl0o1M2Z9tff7B9GigT0bTmQwc7f+PmqtFNuejOBUViEAkzbGkX+phCl9WuBkY82BMzlM25Jg7rT1LHj3O06fTKNtl1AGjzJ8nM3KyOHTiUuYNGccAOt/3s7Ovw4AkJ9bgH9oU55640FzpQzAe//5nsTjaXTuEcLj/+5XqZiPp/9ERPdguvUKJSc7n/8bt5guPUKY9dFvfDr/GVwbOJqrGeXe/XcnApq4sGl/CrN/OaL3/CP9Ari7c1MAnO3rcTAhnYmL9gDg5mzLF2/25t7xa8yaszCNGteDuXH9QUpLSln07cucTj7PqcRzRsWs+WMvD4/sw8z5Y3Bzd2LHtmMMHd6duV+MY+4X42jb3p/Bw7qYvT27Nx2itLSUqQte4GxKOqlJ+u3Jzc5n7tRlFBVcLF92KiGVrv3aMXn2WCbPHmvR4nJAbz+srRTDn/oJH29nfH1c9GLuuyuQlWtiGfr4Chwc6hIW4gFAeFsvPNzsa3xx6eriwIKPx2BvZ2PpVK5rYN8ArKwUw0Z9R9MmLjTzcdWLGXJ3KL+ujua+x5biaF+PViGeBpdZysA23ro2fLSZpu4ONPNwMBjX0d8ND2cbNkSdAeD/Bocxc3U0w/+3hUaudkS0cDdn2nruDPTASimGfBVJU1c7mtW3MxjXsYkrHg42/BV/HoDBLb1YsPsUI77bz7m8i/TyczNn2le5M8Ada6UYsnw/TV1saeaq34YQDwdWxpxl+IoDDF9xgJj0PN7q4cdnuxIZ9v0BvBxt6NzE1fzJX2HP5kOUlmr8Z96LnE1J54yB42xedj6fT1tKUeE/x9l+Q7oxcdZzTJz1HEFt/Ohzr3nPEZv/OkxpSSlzvxpHanIGSQbOdxXFHNx3nPT0HLr1CgUgITaV51/7FyP/fQedugYSe+y0WdsCMKBjE6ytFA9MXodPQ0eaNdIvcJeuj+fRaRt4dNoGImPOsXzDPx9O3nq0Lbb1rM2ZssVpVspsD3MzqsBUSlkppZyVUnWUUn2UUk6mSmjfnnjuGNgOgIiuwRzcd9yomGEPdSeiaxAAFy7kUf+KT25n0zLJSM8hpGVTU6VdoaP7EujSty0ArTsFEXNQv5fDytqKF6eOwM7BtnxZXFQi+/8+yoSnPuHzGcspKS4xV8p6OnXwZvX6eAC270qiQxv9Yjczq5BAfzecHOvh5elIaloudaytmDa+N6dTs7mjZzMzZ105JSWljHjuU3JyCyydynVFdPBh1bpYALbuSCS8XWO9mMysAgL93XFytMGrkSOpaTkGl1lKRKA7q/YlA7A1+izh/vqFYh0rxYxH2pOcnk+/1rrtrXlDR44kZQKQnlOEk11ds+VsSGff+vxxLA2ALSfS6WigyKpjpXhvUAjJWQX0b6H70PX1vmS2ncwAwM2+Lun5F/XWM5cuTVz5PfYsAFsSL9DRW//DY7tGztzh58bKh9vzfv8grJWiuas9UWd129D5/Is4WbgoiN4fT0TfNgC06hREzCH946yytmLclJHY2dvqPZdxLpOsjBz8gn1MnuuVDkQm0GeALu+OXQI5vP+kUTHFl0r4YMoKvLzrs3VjFABtw/1p2dqXA3uPEx2VRMvWvmZrx2WdQxqyatcpALYdTqVDkEeFsZ717XBzseXwCd2+0CXUk4KiYs5l1uxjsDCesT2YPwA9gf8BTwM/VxSolBqtlIpUSkUuWbi60gkVFFzEw1N3kHN2sScjXf9EeL2YwwdOkJOdT6s2zcqXrfhuG/cP71bpXKpDYeFFGnjocnVwticrQ7899g622Dte3XPgH+LDhE+fZfqilygpLmH/jmiz5GuInV1d0s7p5vRkZhfh3kC/l2PvwVS8vRwZObw1CScukJVVxOC7g4g/cYEFX++ndUtPRjzYytypGy0nt4DsnJp/YLO3q8uZshN7ZnYh7g3s9WL2HDhNYy9nRj3cjvgTGWRmFxpcZin29epwJlP3/2fmXcTdSb/X+P6IpsSfyWbe+lja+NZnZC8/Vu8/zQuDQugb1oheoZ78HXPW3Klfxb6uNWdyigDILLyEu0M9vZihYV7En8/j852JtPVyZlSHfwqY9o1dcLGty/6UbLPlfC27utacyf2nDR4G2nAwLYdHfjzIvcv2UddK0bd5A1bFneOlzs3o5+dG72YN2F5W+FtKUcFF6rvrjrOOlTjOXrbup+30G9LVpDkaUlBwEY+GurydnO3IMJC3oZg1v+/F18+Th0f15lhUEj8u2waApmlsWHsAJ2c76tQxf9FvZ1OHMxm642hm7kXcnfWL+cseG9CCpevjAKhrbcXzQ1ry/ncHzZJnjWKlzPcwd9OMjHPTNO13oIWmaY8ChvdSQNO0+ZqmhWuaFj7q6bsqnZCdvQ1FhZcAKMgvQtP05yZVFJOVlceH7/7ExCkPl8eWlpayd3ccHToGVDqX6mBrZ8PFIl2uRQVFlBpojyFNA7yp7+4MgF+wD2eSzpssxxvJz7+EjY1uuq6DXV2sDGyozz/dkUnvbWb2okiOJ2Yy9F/BhAa6s/znI5xPL2Dl6lgiOuj3tonKycu/iK2trufOwd7we/Hi6C5MnLGemQt2cvxEBsPubWlwmaXkFRVjW1d36HGwqWOwDaE+rizbfpLz2UX8sjuJLoEezF4Tw+ajaQzv1owfdyWSX2S5Xn2AvIsl2NYpa0dda6wMfCNHy0ZOLD1wmnN5F/n5SCpdfOsD4GJbh3f6B/H6H0fNmvO18i+VYFtWiDjUszZ4HcCx87mczdP1sh5Ky6GZqx0zdyey6WQGD4V5seJoGvmXLPte2NjZcKnsOFtYYPi8UZHS0lKi98UT0s785wg7OxuKyvIuKLiIZmAurqGYuGOnuXdoBG7uzvS/uz379uiGmZVSvDL+fvxbeLFts/78R1PLLyouH+K2tzW8b4Puy2s6h3qy86juQ+Iz94bwzfo4cvIvmS1XYXrGFpg5SqlfgL1KqUGAycbXQkKbcHC/blg8LiYFL+8GRsVculTM+FeXMPbFe65a58De47Rs7Yuy0Ncx+QU34dghXa6J8Sl4eOm3x5DZU5aSGJdCaUkpkVui8G3hbco0r+vIsXPlw+LBLdxITtV/+12cbQjyd8PKStGmpSeappGYnIVPY12RHBbiwekzlhuWrS2iotMIb6vbFkICPUg20Pvl7GRLUIC77r1o5YWmGV5mKVGnMsuHxUOauJCcrn/Fa+K5XJq66eZmtvJ15XRGPgBHkzPxrm/Por/izZdwBQ6fySkfFg/xdCI5S78H/OSFfJqWzWts5eVMclYhda0Uc4e05r+b4jltwZ5kgMNpOXRsrOsdC/VwJNlAPp/cGUKIuwNWCgb4uxN9Xvd+HTmXi7eTDQv2JZk1Z0OaBzUpHxY/FZ+CR6P6Rq8bc/A4/qFNLXKOCAptzKH9urwTYlJoZOB8ZyimsY87Kcm6oeWYo8k08qrPt19sZM1vkQDk5hTi5FRhP5DJRJ3IILxsWDykqSvJ5wxfzd4xyIOD8enlv3cLa8Rj/Vvw7cS+hPrWZ8a/O5kl3xpBKfM9zMzYAvMBYIqmaROA04DJLsXu2bc1q3+L5JP3f+avtftpHtCIzz/747ox3XqGsvKnncQcTWbJgj8Z88RM1q3ZB8DOv4/RroO/qdK9ofCeYWxds5evPv2VHX8dxKd5I5bPu/HUgaFP9Gf2lKX83+Mf0SLMl1YdA82QrWHrNh9n8KBA3nqpK3f1CyD+eAYvPXv1AWDekn1MHd+bvRuexsXZht//jGPFymgiwhvz7bzBPDIsjMXfHLBMA2qRdZsSGHJ3KBNe6cWg/oHEJpznlbFXD+3N/WI30yf24+CW53B1tuW3NccMLrOUdYdSGNLJhwn3t2JQ+8bEpubwyj2hV8V8/3cinQPd+e7lnjzWw48FZUNpo/sFsmhDHIUW7jED+DP2LEPCvHj7jhbcE+xJ7Pk8Xut59bFm+cEUujStz/ePdmBk+ybM35XI8DbehHk68XzX5nz3SAfuseAFV2sTznN/iCdv9/Tn7hYexKbn8VrX5lfFfLIzkU/uDGHNY+HsS81m26kLADwb7sPCfckUFpdaIvWrdOjZiu1rI/lm5q/s2nCAxs0b8cP8VUate2h3DMFtLXOO6NEnjD//2MesD1eyYd0hmvt7smDWmuvGdOkRzD1DOrJ/TwLPPzmHX77/m4dG9uLeoRH8+fs+nn9yDqUlpXTsYv5zxrrIZAZ3b8b4x9oxqHNT4pKzeOUB/alRPdp4sfvYP1NcHp76V/mFP0cTLzB+wW5zpi1MRBkzlKCUagj0Bcon6Gia9tWN1su8uPqm+kmys/LZvSOGduH+uJUNE99MTHU4kVP1E1ludj6H98QS0tYPVzfT5VqR4XedqvJrODvZ0C2iCXv2p3A+3TJzFZPObLXI/1udvNw7Vvk1nJ1s6N7Zl937kjmfnl8NWd2ELs2qtLqzXV26hzRkd/x5zmcXVU9OlVTSpOr7orNtHXo0a8DupEzO5VnmYh3Ntmp3m3OxqUMP3/rsSs7inIUuOPrxsarftzGv7DgbbKHjbFPHmztX5GTns2dHHG06NK/wXGZMTHXp+lTV3gtnh7p0D2vE7mPnOJ9luR76hKUP3xLfwdhs0s3VSTfj5JS7zPo3MbbA3Af8BJSPhWia9uWN1rvZArMmqY4C09Kqo8CsCaTArEGqWGDWBNVRYNYEVS0wa4LqKDAt7WYLzJqmqgVmTSEFpj5zF5jGHplyNE2bZtJMhBBCCCFuJxa6PsQcjC0wtyqllgFfAXkAmqZtMVlWQgghhBDilmVsgXkJOAZcvrJDA6TAFEIIIYS4WRa4P6W5GFVgappWs7+cWQghhBBC1Bi3/uxwIYQQQohb0e3ag6mU+ljTtFeUUhvRDYsDKEDTNK2vybMTQgghhBC3nOsWmJqmvVL2bx/zpCOEEEIIIW51MkQuhBBCCGEB2u1+myKlVB3gSSAEOAIs0TSt2JSJCSGEEEKIW5Ox30X+BeAFrAEal/0uhBBCCCFulpUZH2Zm7BC5j6ZpI8p+XquU2mSifIQQQgghxC3O2AIzRSn1FrAL6AKkmC4lIYQQQojbQC2eg2lsp+mz6IrRYUA28IzJMhJCCCGEELc0YwvMb4BTmqaNBZyAxaZLSQghhBDiNmClzPcwd9OMjKuvadqXAJqmzQDcTZeSEEIIIYS4lRk7BzNZKfV/wG6gI3DWdCkJIYQQQtwGavFXRRrbgzkKyEc3B7MAeNxUCQkhhBBCiFubUT2YmqYVATNNnIsQQgghxO2jBnVgKqUWAaHAH5qmTbtO3BxgtaZpv13v9Uz+VZHWqp6p/wsTK6CJQ6mlk6iyS5dyLZ1CtfBy72jpFKos9fweS6dQZV40w3rXaUunUSUlTZypG3nG0mlU2cXuTai349Z+L3jMlbhsa0tnUSVNHUuwtbaxdBrVII+LUXGWTqJK6oW1sHQKtxyl1P2AtaZpXZRSi5VSLTRN09sQlFI9gEY3Ki7BxPd2v/WLS6S4rEGkuKw5bvXiEqgVxSVw6xeXcMsXl0AtKS655YtLuLXaoFkpsz1uoDfwfdnPfwLdrw1QStUFFgAnlVL33egFLfDlQUIIIYQQwpyUUqOVUpFXPEZf8bQDcPnTagbgaeAlRgJHgfeBTkqpcdf7/0w+RC6EEEIIIQww4zf5aJo2H5hfwdO5gF3Zz44Y7oBsB8zXNO2MUuobYDrXuT5HejCFEEIIIW5ve/lnWLwNcNJATDzgV/ZzOJB4vReUHkwhhBBCiNvbL8BWpZQ3cBfwkFJqmqZpE6+IWQQsVko9BNRFd+vKCkmBKYQQQghhCTXkRuuapmUrpXoD/YH3NU07Axy8JiYHeMDY15QCUwghhBDiNqdp2gX+uZK8yqTAFEIIIYSwhJrRgWkScpGPEEIIIYSoVtKDKYQQQghhAVa1uJuvFjdNCCGEEEJYgvRgCiGEEEJYgBnvs2520oMphBBCCCGqlfRgCiGEEEJYgPRgCiGEEEIIYSTpwRRCCCGEsABVi7swpQdTCCGEEEJUK+nBFEIIIYSwgFrcgSk9mEIIIYQQonpJD6YQQgghhAVID6YQQgghhBBGkgLzFpCdlc+eHbFkXsizdCriFtDQ3YX1KyZbOg0hhBC3sRozRD7l7a85cfwM3XqG8fQzdxkdc+2yFd9t4c81ewHIzSmgZetmTJj8CADp57MZ9+wslq4Yb/L2vDv5e04eT6NLjxBGje5nVExxcQkP3v0e3k0aAPDym4Px8HThjXGL6dIjhJkf/sanC56hfgNHk+d/rfcm30kLPzc2bj3OrIU79J53drLhkxn34NbAgaijZ5gw/U+aeLvwzpv9cHKox8EjZ5j+8Uaz532l9yYNIMCvARu3nmD2ol16zzs72fDJ9EG4NbDjcPRZJk5fb3BZTebq4sCCj8dgb2dj6VSua8bbfQlo3oBN208yZ1Gk3vPOTjZ8NG0AbvXtOHLsHG/P2MgjQ8MYNKCF7nlHGw4eSePtGZbdpt4d25mAJi5s3HuaOT9G6T3/yMAW3N21GQBODnU5GJfO2/N02947/+7I5v0pbIg8bc6U9bz7bISuDftSmPOTgTb0b8HdXX2Bf9rwn0V72DjrPpLScgF4Z3EksUmZ5kxbz6+fLOX8qTRadAyl58MD9Z4vzCvgx/e+pLS0lHq29Rj25iis6+pOgbkXsvn27c95ZtYb5k6bqZOWciLhDN16tuSpZ/Tzrigm/Xw2b766mAVfvgTAiuVbWb9mPwA5OQWEtfLlrckPmaUNFfngP/+ihb8HG7bE8dmCrXrP+zR2Zepbd+HkaMOBw6eZ+tE6C2RpWaoWd/PViKZtWLef0lKNL759ndNJ5zmVeNaoGEPLhj3Uk/lLXmb+kpdp28GfIUO7lb/GJx/+RFHRJZO3Z/P6w5SWljLv63GkJGeQlHjOqJiEuFT63dmWWYvGMGvRGPxbeJEQm8rzr/2Lx/99B526BhIbbf6T0cC+LbC2Ugx9/Ft8GrvQrGl9vZj772nJr6uiue/Rr3BwqEer0Ea8+WIvZi74mwefWkajhk5EdPAxe+6XDewbgJWVYtio72jaxIVmPq56MUPuDuXX1dHc99hSHO3r0SrE0+CymqykpJQRz31KTm6BpVOp0IA+/lhbWfHgkyvwaeyCr4+LXszgQUH8tjqG+0d+j4N9XcJCGrL0xygee+ZnHnvmZ/YcSGH5z0cskP0/BkT4YGWleGD8Wnw8HfH1ctKLWbo2jkcnr+PRyeuIjD7L8vVxAISHeODuamfx4nJAp7I2TPxT14ZGBtqwLo5H31nPo++sJzL6HMv/iifY15Xftp8sX27p4jJ6+0G0Uo2nPn6ZC2fSST+tfw45vDGSzkN6M2L6WBzqOxO/N7r8uXULf+XSRdOfG661cf1BSktKWfztK6QkGz73GYrJzsrnnYnfUFhwsTxu2PAefP7FC3z+xQu0be/PfcO6mrMpeu68Ixhra8XgEYtp2sSVZk0b6MW89dIdfDp/C0NHLcHL05nO4b4WyFSYyk0VmEqp7tWZxN49cfQb2B6Azl1DOLAvwaiY6613Ni2TjPQcQsN0G+yeXTHY2dXDzc25OlM3aH9kAn0HtAGgU5dADu0/aVTMkUOn+HtLNP9+5DPenfw9xcUltAv3J6y1Lwf2Hic6KomwNubfATuHN+WPdTEAbN15kvC2jfViLmQWEhjgjpOjDd6eTqSeyaa5b32ORKcBkH4hD2cny/WqRXTwYdW6WAC27kgkvJ1+GzKzCgj017XBq5EjqWk5BpfVZDm5BWTn1NziEiCiQ2NWlRVa23aeIrytt15MZlYhLfzdcHKsRyNPp6v+7p4eDrg3sCcqWv9kbE4RLT1Z9XciANsOphIe7FFhrGcDO9xd7YhKyKCOtWL6mM6cPpdHv45NzJWuQREtG7JqxynAiDbUt8Pd1Zao4xm0beFO3/aN+XHGQN59NgJrK8teqXDycDwte7QFwL99MKeOHNeL6XhPD/zbBwOQn5WLg6uumD5xIJa6tvVwrG/6c8O1dOewdgBEdA3m4D79vA3FWFkrZnzwBA4OtnrxunNfNqEtm5o2+RvoEu7Lb2uPArBlx3E6tdPvYPDzdSPqaCoA5zPycHas2SMvpqCU+R7mZlSBqZS6tt/63evEjlZKRSqlIr9Y+LtRSRQUFNGwoSsALi72ZKRnGxVzvfV+WLaZYcN7AHDpUjELP1/FuJcHG5VPVRUUXMS9oa5XxtnFjox0/aLEUExISx8+mT+aBUtfoLi4hJ3bjgGgaRp/rT2Ak7MddepYm6UNV7Kzq0vaWV0bsrIKcXdz0IuJPJBMYy9nRj3SgfgTGWRmF7J6fSwvPtONO3r607OrH9t3JZo79XL2dnU5U9aGzOxC3BvY68XsOXBa14aH25W3wdAyUTV2dnVIO6ubT5yVVYibgfci8kAqjb2cePyhNiScyCArq6j8uUcfaM3SFYfNlm9F7G3rkJaeD0BW7kXcXe0qjH3sziCWrtV9wBnS24/4pCzm/3KE1i3cGHFXkFnyNcTepg5pGZfbUIS7i37Bctljdway9E/dB4NDCemMnPoXQ8evpY61Fb3b6X9IMKeLhUU4ubkCYOdkT15mxR8Ek6JPUJibT5PgZpRcKmbLd2vp98S/zJTp1QoKLuLh6QqAs4t9heeKa2McHe1wdDK8va34bitDh1drH9BNsber988xN6sAdzf9qV2r1kXz8phe9OsVSO9u/mzbdcLcaQoTum6BqZRqrZR6HGislBpZ9hgDVHiW1TRtvqZp4ZqmhT/x9D1GJWFvb1M+dJ2fX0RpqWZUTEXrlZaWErknlg4dAwFYsvBPHnioF07O+icyU7C7Iq+C/Itomn57DMX4B3rh7qH7FB0c6kNS4nlA91VSr46/H/8WXmzbZP5hwfz8i9jY6OYq2dvXxcrAR6EXRndl4vQ/mTn/bxJOpvPAva2YtXAHm7YfZ/iQ1vz0WxT5BeYfgrosL/8itrZ1AXCwr4uVgR6XF0d3YeKM9cxcsJPjJzIYdm9Lg8tE1eTnX8LWRvdByd6+nsH3YtzoTkx6dyOzFu7heOIFht4bAug+hXcOb8yuvZYdWgbIKyzGtl7ZfmFbh4o68ZSCzmGe7IzS9eaHNm/A8nVxnM8s5NfNJ+gcZrlpF7o2lL0Xtob3CyhrQ0tPdh7RtSEmMZNzmbrTwOHjGTQzMD3AnOrZ2lBcNsR9saDI4DEXoCAnj9Vzf+Tel3Tz8rf9sJ7wu7tj62iec8O17O1tKCrUDXMX5F+k1EDexsRcVlpaSuTuODp0bGGahCshr+AitraXzxuG9/PPFmxl47Z4Hr6/HStWHrLoOcJSrJT5HmZv2w2eVwb+TQcerM4kgkObcmBfPABxMafxbuxmVExF6+3fG09Yq2bl3/G5e+cxvl+2mdGj/kdsTDJTJ31TnenrCQptzKH9uk9i8bEpNPLWn3tiKGbqhGXExaRQUlLK1o1RBAR58c3ijaz+TXcRRG5OYYWfWk0pKjqNjm11Q3khgQ1JTsnSi3FxtiUowAMrK0XbMO/yA/zRmLN4N3Jm4Td7zJrztaKi08qHYkMCPUhO0e8ld3ayJSjAHSsrRZtWXmia4WWiaqKOnaND2XsR3MKd0wbfCxsCL//dWzYq/7t3bOfNwbJCzdKiEtLpEKIbUg5pVp/ks4bv8tAxpCEH4s6X/56YmoOPp64gaxXgRso5y90dIup4Bh2CGwIQ4utacRuCG3IgLr389w/HdSXY1xUrpejfsQnRiZnmSLdC3i18yofFz5w4jWtD/WNuyaVifpjxBXeMugdXT93zx/fHsuf3bSz5v5mcOX6alZ8sM2vewaE+HNyvyzsu5jReBs4VxsRcdmBvAmGtfWvE91sfPppKp3a6YfrQIE+SUzINxh05dgbvRs7M/1r/4lFxa7tugalp2kFN074EftY07StN077UNO17TdMuVGcSve9ow6rfdvPx+ytYt3Yvfv5ezPls5XVjuvcMM7gMYOf2aNp1CChfd8GXr5Rf+BMY1IS3pzxWnenr6dknjLW/72PmByvZ8Ochmvt7Mn/WmuvGdO0RzBOj+zNtwjKeePB/tGzjS8fOgdw7LIK1v+/juSfmUFJaSqeugSbN3ZA/N8Yx5J6WTHi1D3f3Dybu+HleHXv1EMzcxTuZ8fZADm19EVcXW1au0U2gH/14JxZ9s4fCwmKz532ldZsSGHJ3KBNe6cWg/oHEJpznlbFXT4Kf+8Vupk/sx8Etz+HqbMtva44ZXHYrGDh8qqVTqND6TQncNyiYt17uzqD+AcQdz+DlMZ2vipm3ZC/Txvdh36bRuLrY8HvZ8HL3zr7s2Z9iibT1rN+dzOBefowf1YG7uvoSl5TJyw+30Yvr0dabPUf/mS/6w1/xdA7zZOnU/jw6MJCFK4+aM+2rrN+TxOAezRk/sj13dfElLjmTl4cbaoMXe66Y8zpzxWE+fL4rv30wiP2x5/n78Blzpq0nuEtrDm3Yw9r5P3N06wE8fL3Y8OUfV8Xs+3MnqQnJbF2+jiX/N5Oozft44oMXGPXfcYz67zga+TXm3pceNmvevfq2YtVve/jf+z+xfu1+/AK8mPvZ79eN6d6z4lGUnX8fu+rcZ0lrNxzj/ntaMem1AdwzIJSY+HO8/nwfvbhnn+jKgq93WvwcYSm1eQ6mqmgo4aogpeyAlpqmRSqlngK+1jTt4o3Wy7n0l9H9PdlZ+ezaEU278ADc3fWvKq0oxpj1qqKw5OZ6F7Kz89mzI462HZrj5m548rgxMdWhU5eqF0XOTjb06NyMXfuSOZ9umR4Xpap2Vy1nJxu6d/Zl975kzpfNnTO31POW7cmtLk0aVu0KVWcnG7pF+LBnf4rF3gvNV/9uCJXl7FCP7m0asfvoWc5nWmh+rnXVzhzODvXo3rqsDVmWacOUd/VHrSqrICef4/tj8A3zx7GB+S/Yudvn5t4H3TnsWNk5rIJzhREx1SUsXP8WbjfLxcmWHl382LU3kXNmPm8kHZpk+W5cI4Qu3mK2cbGjT/Y069/E2AJzJfCjpmlfKqXGA+00TXvgRutVpsCsqW62wKxJqqPArAmqWmDWBFJg1hzVUWDWCFUsMGuC6igwLe1mC8yapjoLTEu6VQrMll+Yr8A88oR5C0xjb1NUv2yoHE3TZgDupktJCCGEEELcyoztEkpWSv0fsBvoCFj2BnRCCCGEELe4mnBBlqkY24M5CsgHhpX9+7ipEhJCCCGEELc2o3owNU0rUkptBGKBU8auJ4QQQgghDLvtv4tcKTUTeAfdN/j4AUtNmZQQQgghhLh1GVs7t9I0bSiQqWnaH0D13w9ICCGEEOI2Upvvg2lsgXlOKTUJqF/21ZGWvauuEEIIIYSosYwtMEcCWcAOdL2XT5gsIyGEEEIIcUsz9iKfAuBTE+cihBBCCHHbqMV3KTK6B1MIIYQQQgijXLcHs+zWRNd+jZECNE3T+posKyGEEEKIWq4292Bet8DUNK2PuRIRQgghhBC1g9wwXQghhBDCAqxqcQ+mzMEUQgghhBDVSnowhRBCCCEs4LadgykX+QghhBBCiMqSi3yEEEIIISygNvdgyhxMIYQQQghRrYyag6mUqgM8CYQAR4AlmqYV33A9bv3SvI669Wtw6yYNLZ1CtSht6mzpFKqsya66lk6hWiSf/dvSKVSZT50elk6hWhRfLLR0ClXm6+hq6RSqrI6Vo6VTELcgVYsvIze2evoC8ALWAI3LfhdCCCGEEEKPsVeR+2iaNqLs57VKqU0mykcIIYQQ4rZQm+dgGltgpiil3gJ2AV2AFNOlJIQQQgghbmXGDpE/i64YHQZkA8+YLCMhhBBCiNuAUuZ7mJuxBeY3wClN08YCTsBi06UkhBBCCCFuZcYWmPU1TfsSQNO0GYC76VISQgghhBC3MmPnYCYrpf4P2A10BM6aLiUhhBBCiNqvNl/kY2wP5iggH90czALgcVMlJIQQQgghbm1G9WBqmlYEzDRxLkIIIYQQt41afJ91+apIIYQQQghRvYydgymEEEIIIaqRzMEUQgghhBDCSNKDKYQQQghhAaoWd/PV4qYJIYQQQghLkB5MIYQQQggLkDmYQgghhBBCGEl6MIUQQgghLEDV4i5M6cEUQgghhBDVSnowhRBCCCEsoBZ3YEoPphBCCCGEqF63TYGZlZXHzr+juXAh19KpXFdWVj67dsSQWcPzFEIIIUTVKGW+h7nVmCHyKW9/zfHjqXTvGcbTzwwyOsbQsvTz2bzxynwWffUaANlZebw0dg7de4bx8QcrmLfoJeo3cDJpe6ZPXs6JhDS69gzhydH9jYrJzs7ntecX0rVHKJ99sJJZC8fg5GzH0EEz8G7iBsCrbw4hINDLpLkb8u64rgQ0dWXjnmTmfH9I7/lH7gri7h7NAXByqMfB2HPMW3GYyc9E4Ghfj0Ox53h3caS5077Ke4+2J6CRExuPnGH2mpgK46YMb8umI2fYEHWGJm72vPNgWxxt63Aw8QIzfjpsxowNm/F2XwKaN2DT9pPMWaT/N3V2suGjaQNwq2/HkWPneHvGRh4ZGsagAS10zzvacPBIGm/P2Gju1I3W0N2FpZ+/RL9h71g6leuaPr4PAc3rs+nvROZ+sVfveWcnGz56px8Nyt6LSf/djLW14q8fHyMpJRuAqR9tJTYhw9ypl3tv0gAC/BqwcesJZi/apfe8s5MNn0wfhFsDOw5Hn2Xi9PUGl1na4ve+IzUxjdadQ/nX44aPuVkZOcyZtIS3Zo0D4FxKOt9+8hMF+YU0D27KQ8/fZ86UeeftLzmekEqPnq14+tm7KxV37bLi4hLuHTiexj4eALwx/iHs7W357/Sl5OYWEtaqOa+88YBZ2nXZB//5Fy38PdiwJY7PFmzVe96nsStT37oLJ0cbDhw+zdSP1pk1P2FaNaIHc8O6/ZSUlrLk2zc4nXSeU4lnjYoxtCw7K4/JE76koOBi+bpxsad55Y2hPPXMXXTpGkp0dJJJ27Nx/SFKSkpZ+M0LpCSncyrxnFEx8bGpvPjafTwxuh8RXYOIiU4mPjaV/ne1Y+7iscxdPNYixeWALk2xsrbigddX4dPICV8v/eJ86eoYHh2/hkfHryHySBrL18byxqgOzF5+iIffXE0jdwciwhqZPffLBrbxxspKMeyjzTR1d6CZh4PBuI7+bng427Ah6gwA/zc4jJmroxn+vy00crUjooW7OdPWM6CPP9ZWVjz45Ap8Grvg6+OiFzN4UBC/rY7h/pHf42Bfl7CQhiz9MYrHnvmZx575mT0HUlj+8xELZG8cVxcHFnw8Bns7G0uncl0Devthba0Y/u+f8PF2Nvhe3HdXICvXxjL0iRW69yLYg6AAN35fF8eIsb8yYuyvFi0uB/YN0O0Xo76jaRMXmvm46sUMuTuUX1dHc99jS3G0r0erEE+Dyyxp7+ZDaKUaE+a+yLnUdNKS9I+5eTn5LJqxlKIrzg0/zPudfz3en7dmjePCuSyO7Y83W85/rdtHaUkpXy59k+Tkc5xKTDM6ztCyuNhkBg7qxIIlr7FgyWu0CGzCZx//yNPP3sPir98gLe0Ckbsr/mBd3e68Ixhra8XgEYtp2sSVZk0b6MW89dIdfDp/C0NHLcHL05nO4b5my6+mqM09mJUqMJVSYUqpgUqpEKWUY3UlEbknlv4DOwDQuWsIB/bp7+SGYgwts7K24t0Pn8bRwbZ83Q4dA2nVxo99kXEciTpJ6zbNqyt1g/ZFJtBvYFsAIroEcWj/CaNi2of7E9bGl/2RCRyNSqJVm2ZEHUpk+5ajPPnIJ0yfvJzi4hKT5m5IRKtGrNqqa8O2/SmEh1Z8MvFsYI97fVui4tNp5u3CkYR0ANIzC3FyqGuWfA2JCHRn1b5kALZGnyXcX79QrGOlmPFIe5LT8+nXWlfIN2/oyJGkTADSc4pwsrNcGwAiOjRm1fo4ALbtPEV4W2+9mMysQlr4u+HkWI9Gnk6kpuWUP+fp4YB7A3uiovU/xNUUJSWljHjuU3JyCyydynV1au/N6vW6Y9X2XUl0aK3/4S8zq5BAP9174eXpSOrZXNqGedKnWzNWLBrK9PF9sLa23Cz/iA4+rFoXC8DWHYmEt2usF5OZVUCgvztOjjZ4NXIkNS3H4DJLOnYgno592gDQsmMQsYf1j7lWVlY8+5+R2F1xbkhLOodvYBMAnOs7UpBbaJ6Egb17Yul/ZzgAXbqGst/Aea+iOEPLDh88wdbNhxgxfAbvvP0lxcUlJJ5MIySkKQANGjiRa8Z9qku4L7+tPQrAlh3H6dTORy/Gz9eNqKOpAJzPyMPZsWZ/qBSVY3SBqZSaCbwDvAv4AUsriButlIpUSkUuXvi7Ua9dWHCRhg1dAXB2cSA9Xf9gZSjG0DJHRzucnOz01tc0jT/XROLsbE+dOtZG5XWzCgsu4tHQpSwvezIqaI+hGE3TWL/2AE7OdljXsSY0zIeZ859l8dKXKL5Uwt9bo02auyH2NnVIS88HICu3CPf6+n/fyx67O5ilq3SfktdsP8m4h9vQt2MTenZozN8HU82SryH29epwJlN38sjMu4i7k/6B7P6IpsSfyWbe+lja+NZnZC8/Vu8/zQuDQugb1oheoZ78HWPZwszOrg5pZ/MAyMoqxK2BvV5M5IFUGns58fhDbUg4kUFWVlH5c48+0JqlKyw/zH89ObkFZOfU7OISwM62LmnndO9FZnYR7g3094u9B1PxbuTIyAdbk3DyAllZRRw+eo5R41Yy7KkfqVvHil5dLddrY29XlzNndceezOxC3A1sT3sOnKaxlzOjHm5H/IkMMrMLDS6zpKKCi7h66I6nDk72ZGfoH3PtHGyxd7z6PQrv1YZfl/zJge1HOLzrGCEdWpgsx2n/+Zp/j/qw/PHdtxuuOn9lnM82uF5BQZFenKFlLcOaMXfRy3y9fDzFxSVs33KYfgM6MG/ub2zeeJC/tx2hU0Swydp3LXu7ev9sW1kFuLvp90mtWhfNy2N60a9XIL27+bNtl/4HA3HrqkwPZitN04YCmZqm/QHojwcBmqbN1zQtXNO08CefvseoF7azt6GoSDdsUZBfhFZaalSMMetdppTizYkPExDYmC0b9ecQVic7OxuKCi8BkJ9fRGmpZnSMUorXJwwlINCLrZuiCAj0xt3DGYDglj4knTpv0twNySssxtZGN13X3rYOVhV0uCgFnVs3Yudh3fDynO8PsXnvaR4cEMhPf8WTX1hsrpT15BUVY1tXt7k72NTBykAjQn1cWbb9JOezi/hldxJdAj2YvSaGzUfTGN6tGT/uSiS/yPw9yFfKz7+ErY3uA5K9fT2D7Rg3uhOT3t3IrIV7OJ54gaH3hgBl7094Y3btPW3WnGur/IJL2JTtFw72dQ2+F88/1ZFJ/93M7MWRHE/MZOg9wRyLP8+5sg9sh4+dpZmBoXVzycu/iK2trle+oja8OLoLE2esZ+aCnRw/kcGwe1saXGZJtnY2XCrSHU+LCorQNP1jriH/erw/rSKC2fL7Trrd2RFbe9P1oE38z4jy4esFS17j4cf6Ulh0xTmggpzt7W304gwtaxHUGA8PVwBCW/py6tRZnn72brp1D+OXH7fxr/u6YH9F762p5RVcxNa27LxRwbHqswVb2bgtnofvb8eKlYfIL7hktvxqCitlvofZ21aJ2HNKqUlAfaXU48CZ6koiJLQp+/clABAbk4xXYzejYoxZD2DJorX8/utOAHJzCnB01v+UXp2CQ5twcP9xAOJjUvDy1p97Yijmq8UbWLVSd9FGTk4BTk52vDN+KXExKZSUlLJlQxQtgvSHRE0tKj6dDqENAQhp3oDks4avcO/Y0pMDMVcXwNHHM/D2cGDxr5ad8xd1KrN8WDykiQvJ6Xl6MYnncmnqppub2crXldMZuiLgaHIm3vXtWfSX+eZnVSTq2Dk6lA2LB7dw53SKfq+Hs5MNgQHuWFkp2rRsxOXzVsd23hyMMjzPS1TekWPn6NBGNyweHOBGcqp+r5mLkw1BAW5l74UnGhofTO5HcNmyfj2bcywu3dypl4uKTiufZhES6EGywe3JlqDL21MrLzTN8DJL8g1qQtwhXe9XUkIK7o3qG71u04DGZJzNZMDwXqZKz6CQUN/y6WCxMcl4exs+fxmKM7Ts7TcXE3ssiZKSUjb+dYDAIN3Qf1CwD2dSM3j08X5maNU/Dh9NpVM73fB8aJAnySmZBuOOHDuDdyNn5n+9w4zZCXOoTIE5EsgCdqDrvXyiupLofUcbVv22i4/fX8G6tfvw9/dmzme/Xjeme89WBpcZcv+w7qz6bRdPP/4RJSWldOkaUl2pG9Srbxirf9/LJx/8yvo/D+IX0IjPZ66+bky3niEMHtaZ1b9H8uyo2ZSWaER0DeLJZ/rzn/FLGfnAR4S18aVT50CT5m7I+p2nGNzHn/FPdeSu7s2IS8zk5cfa6cX1aNeYPUeu/tzx7/vDWPzrEQot3PO37lAKQzr5MOH+Vgxq35jY1BxeuSf0qpjv/06kc6A7373ck8d6+LGgbK7j6H6BLNoQR+Ely7YBYP2mBO4bFMxbL3dnUP8A4o5n8PKYzlfFzFuyl2nj+7Bv02hcXWz4fa1ujl33zr7s2Z9iibRrpXWbjzP4rkDeerErd/ULIP54Bi890+mqmHlf7WPqm73Zu/5pXJxt+P3POGYvjuT9//Tj168e5EBUGn/vSbZQC2DdpgSG3B3KhFd6Mah/ILEJ53llbNerYuZ+sZvpE/txcMtzuDrb8tuaYwaXWVL7Hq34+89Ivpv1K3s2HMC7eSN+WrDKqHXXfLeRAQ/2wsa2nomzvFrvO9ryx8qdfPTf71m3NpLuvVpxPD6F2Z/+csM4Q8v+PeYeJr61mIeHTqF1Wz8iuuiOb19+8SePPt4POzNfNLd2wzHuv6cVk14bwD0DQomJP8frz/fRi3v2ia4s+HonhRYc4bKk2tyDqYwdSrgZuZc2GP3i2Vl57NxxjPbhAbi7Gx4yMhRjzHpVcak0/6bWy87OZ/eOWNp18MPN3fmmY6pDx2FVH1Z3dqhH93be7I5K43ymZebHlTat2t/I2a4u3UMasjv+POezi268gglY76r68LSzkw3dInzYsz+F8+k3t31WVfLZvy3y/1YnH+8eVX4NZycbunVqonsvMiyzXxRfrNr8R2cnG7p39mX3vmSLbU9frw6q8mvk5eRzZE8sQW38cHEz3fG0Im0NzDG8Ed35K5r2HVrg7lHx+ctQnLHrVlZw+83V9louTrb06OLHrr2JnDMwamRKSYcmWe7quUrov2a72fr/193Zzax/E6MLTKXUak3T7qrMi1emwKypbrbArEmqo8CsCapaYNYE1VFg1gRSYNYcVS0wa4LqKDAt7WYKzJqoOgtMS7pVCsyBa7eZrU5aO7C7Wf8mlRkiP6yUMu9daIUQQgghxC2nMt/k0xEYp5Q6DOQBmqZpfU2TlhBCCCFE7WaJuZHmYnSBqWma/uxcIYQQQgghrlGp7yJXSnkAl+9U21jTNLmvgBBCCCHETagR39dtIkYXmEqpRUBzoD6QD2hAdxPlJYQQQgghblGVKZ4DgDuBeKAXUPHX5gghhBBCiOuyUprZHmZvWyVi84E7AGvgAXQ9mUIIIYQQQlylMnMwhwFewMvAU8AYk2QkhBBCCHEbqM1XkVemB9MBCEc3PJ4A+JkkIyGEEEIIcUurTIG5Bt08zMv1di2uu4UQQgghTMvKjA9zq8wQeY6madNMlokQQgghhKgVblhgKqV6lv24VSm1DPgK3Tf5oGnaFhPmJoQQQgghbkHG9GBe/gafUuAMuntfdgciASkwhRBCCCFuQm2+yOeGBaamae8AKKV+BJYAA4FkoI1JMxNCCCGEELekysz7dNM07TcgQNO0R/nnKyOFEEIIIUQlKaWZ7WFulSkwc5RSvwB7lVKDgBzTpCSEEEIIIW5llbmK/AEgVNO0fUqpNsBwE+UkhBBCCFHr3dZzMC/TNK0Q2Ff280GTZSSEEEIIIW5plenBrLRLpfmmfHmzSMqzdAZVV+rrYukUqkVJYydLp1BlVmdu/X0CwKdOD0unUGVJKVstnUK18Gl0678XrvXMPz+suhWXFlg6hWph69nY0incVixxA/SKKKUWAaHAH9e777lSyhNYo2lau+u9Xk1qmxBCCCGEMDOl1P2AtaZpXQA/pVSL64R/iBEXepu0B1MIIYQQQhhmZcaru5VSo4HRVyyar2na/LKfewPfl/38J7r7nccZeI2+6L5s58yN/j8pMIUQQggharmyYnJ+BU87AKfLfs4A2l8boJSqB7wNDAF+udH/JwWmEEIIIYQF1KCryHP5Z9jbEcNTKN8E5mialqnUjROXOZhCCCGEELe3veiGxUH3TY0nDcT0A55TSm0C2iqlFl7vBaUHUwghhBDCAmpQL98vwFallDdwF/CQUmqapmkTLwdomtbz8s9KqU2apj19vReUAlMIIYQQ4jamaVq2Uqo30B94X9O0M0CF9zzXNK33jV5TCkwhhBBCCAuoQXMw0TTtAv9cSV5lNah3VgghhBBC1AZSYAohhBBCiGolQ+RCCCGEEBZgzhutm5v0YAohhBBCiGolPZhCCCGEEBZQky7yqW7SgymEEEIIIaqV9GAKIYQQQlhAbe7lq81tE0IIIYQQFiA9mEIIIYQQFiBXkQshhBBCCGEk6cEUQgghhLAAuYpcCCGEEEIII9WqAjMrK59dO2LIvJBr6VSEEELcAnKy8jmwK4bsTDlvCPOzUuZ7mL1t5v8vb2z65OU8/dhnLJ6/zuiY7Ox8Xnt+IUcPJ/HcU3O5kPHPwSI9PYeRD35k8rwrMmf6csb/+zN+/KLi9mRm5PD2s7MMLn99pOVyv+y9R9qx4tVePDcw6LpxUx5sQ9+wRgA0cbNn0bNdWP5SD8YPCTNHmtf1/qAQfh4Zzriuza8bN21gEHcEuAPgZGPNlw+25euH2jHv/tbUrQHjGe+O7cwPMwYydqjhv+kjA1vw7Tv9+fad/qz8cBBTn4kof+6df3ekb3hjc6Vaoenj+7B8wf2MeaKDweednWxY8PHd/PjFMKb8Xy8ArK0Vm34Zwddz7uPrOfcR6N/AnCnflIbuLqxfMdnSaVzX9Il9WL7ofsY8eZ334n938+OXw5jyZq+rnpv8Rk/6dPc1R5o3NHv6ct58+jN+WHyd42x6DhOe+ec4m5udz4zXFhJ/NIlJz80lywKdE1MnLeXJR//HonlrjY7JzSngxWc/Z9zoObz+4kIuXSouj00/n81jD7xv8rwrMuOV7nz/6b8Y+0hbg887O9ZjwfQB/DT7Xqa+2K18uZurLUs/vttMWQpzqHEF5sb1hygpKWXhNy+QkpzOqcRzRsXEx6by4mv38cTofkR0DSImOrk8fuZHv1FUeMmczSi3a9MhSktLmbHgBdJOp5OapN+e3Ox8Zk1ZRlHBRb3nvpr5GxeLLJP7ZQPbeGNlpRj20WaaujvQzMPBYFxHfzc8nG3ZEHUGgP+7ryUz1xxj+CdbaeRqR0QLd3OmfZU7Az2wUoohX0XS1NWOZvXtDMZ1bOKKh4MNf8WfB2BwSy8W7D7FiO/2cy7vIr383MyZtp4BET5YWSkeGL8WH09HfL2c9GKWro3j0cnreHTyOiKjz7J8fRwA4SEeuLvasSHytLnTvsqA3n5YWyuG//snfLyd8fVx0Yu5765AVq6NZegTK3Cwr0tYsAdBAW78vi6OEWN/ZcTYX4lNyLBA9sZzdXFgwcdjsLezsXQqFRrQ2w9rK8Xwp27wXqyJZejjK3BwqEtYiAcA4W298HCzZ+O2RHOnrWfnxkOUlpTy3sIXSEtJJ+WU4ePsZ1OXUXjFcTYxPpVRL97HsCf60TYiiOMxyXrrmdLG9QcpLdFY/O3LZeeys0bFrPkjkkdG9mbm/LG4uTuzY1t0efxnH/1qsfPdgO6+WFsrHnzxN3y8nPBt7KwXM7hfAL/9lcD9z63U7duB7jg71uP9N3phb3v7XRZiZcaHuRn1fyqlel77MFVC+yIT6DewLQARXYI4tP+EUTHtw/0Ja+PL/sgEjkYl0apNMwAid8VhZ1ePBu76G7o5HNmXQNc7dLm2iQji2EH99lhZW/HytBHYOdhetfxwZBy2tvVwdbNM7pdFtHBn1T5dUbL1WBrh/vpFVh0rxYyH25GckU+/Vl4ANG/oyJGkTADSc4twsq1rtpyv1dm3Pn8cSwNgy4l0OjZx1YupY6V4b1AIyVkF9G+hO4l+vS+ZbSd1hYybfV3S8/U/BJhTREtPVv2tO6FvO5hKeLBHhbGeDexwd7UjKiGDOtaK6WM6c/pcHv06NjFXugZ1au/N6vXxAGzflUSH1l56MZlZhQT6ueHkWA8vT0dSz+bSNsyTPt2asWLRUKaP74O1teV7k6+npKSUEc99Sk5ugaVTqVCnDte8F20qeC/8r3gv0nKpY23FtPG9OZ2azR09m5k5a31R+xLo2q8tAG0jgog+ZPg4++q0EdhfcZxt2d6foDBfjuxPIP5oEkGtmpkpY529e+L/OZd1DebgvuNGxQx7qAcRXYMByLyQS/0Gug+ae3bFYmtXDzcLne8iWnuxarPub79t72nCwzz1YjKzi2jRrD5ODvVo5OFA6tlcSks1Xpy2gdx8y3amiOplbFHbp+wxCPgfMNZUCRUWXMSjoe5TtLOLPRnpOUbHaJrG+rUHcHK2w7qONZcuFbN4/jrGvmi5bvfCgos08NDl6uhsT2aGfnvsHWxxcLy6R+3SpWJ+/GIdj461/JCBfT1rzmTpTpKZeZdwd7LVi7k/oinxZ3KYty6WNs3qM7KXH6v3p/DCoBD6hjWiV4gnf8fofzo3F/u61pzJKQIgs/AS7g719GKGhnkRfz6Pz3cm0tbLmVEdfMqfa9/YBRfbuuxPyTZbzobY29YhLT0fgKzci7i7Gu6JBXjsziCWro0FYEhvP+KTspj/yxFat3BjxF3Xn+pgSna2dUk7lwfoTjbuDfTbsPdgKt6NHBn5YGsSTl4gK6uIw0fPMWrcSoY99SN161jRq2vNGJqtSE5uAdk5Nbe4BLCzM/K98HJk5PDWJJzQvReD7w4i/sQFFny9n9YtPRnxYCtzp36VosKrj7NZRh5nQXfe2L7+AA5OdlhbW5s81ysVFBTh4ekKVHy+u17MoQMnyM7Op1WbZrrz3by1PP/Sv8yRukF2tnVIO192fMopws3A8SkyKo3Gno48PiSUhFOZZOUUkZt/6bYtLq2UZraH2dtmTJCmae+UPd4EOgGZFcUqpUYrpSKVUpFLFq6pdEJ2djbl3fv5+UWUlur/USqKUUrx+oShBAR6sXVTFF8t2sDQ4d1wcq74JGxqtvY25UPchQVFaAbaY8gvX21g4P3dcHCyXO6X5RUVY1tXd+B1sKljcLJwaBMXlm0/wfmcIn7ZnUSXFh7MXhvD5iNpDO/ajB93nSL/YomZM/9H3sUSbOvoNneHutZYKf1GtGzkxNIDpzmXd5Gfj6TSxbc+AC62dXinfxCv/3HUrDkbkldYjG093TCSva3h9wJAKegc5snOKF2vbWjzBixfF8f5zEJ+3XyCzgZ6Fswlv+ASNja6NjjY18XKQCOef6ojk/67mdmLIzmemMnQe4I5Fn+ec2XF9eFjZ2lmYDhXVE5+/hXvhV0F78XTHZn03mZmLyp7L/4VTGigO8t/PsL59AJWro4looNl5/Xa2l1xnK3gvFERpRSjXx+Kb4AXe7ZGmSpFg+zt/zmXFeQXUarp511RTFZWHh+++yNvT3kEgC8Xrmfo8O44OdubKXt9+YXF2NrozhX2dnUMbk/jRrRj0qfbmfXNAY4nZTF0YKC50xRmYuwQedPLD6Ad0KKiWE3T5muaFq5pWviop++sdELBoU04uF83TBAfk4KXt/5EfkMxXy3ewKqVkQDk5BTg5GTHnp1xrPhuO2OenENczGmmT15e6Xyqyj+oCccO6nI9GZeCh5dxFyYcjoxjzY/bmTx2DifjTjN3hvlzvywqKbN8WDyksTPJGfl6MYnn8mjqrpub2aqpK6fLYo4mZ+Jd345FG+LNl7ABh8/klA+Lh3g6kZyl37N08kI+Tcs+cbfyciY5q5C6Voq5Q1rz303xnM4uNGfKBkUlpNOhbA5cSLP6JJ/NMxjXMaQhB+LOl/+emJqDj6duGK1VgBsp5wyvZw5Hjp0rH4oNDnAjOVW/18bFyYagADesrBRtWnqiofHB5H4Ely3r17M5x+LSzZ16rXPVe9GigvfC2YYg/yveC00jMTkLn7L5dWEhHpw+o7+eOfkFNyH68nE2PoWGRh5nf/pqAxtX6c4beTkFZv9AHxzqU34ui4s5XcH5Tj/m0qVi3nr1C5578Z7ydXbvjGXFd9t49omZxMacZtrkZeZrSJmo2PN0aKn78Brs18DgduHsWI/A5vV121OwBwZqalFLGDtE/g7wn7LH08BUE+VDr75hrP59L5988Cvr/zyIX0AjPp+5+rox3XqGMHhYZ1b/Hsmzo2ZTWqIR0TWIz5c8x9zFY5m7eCwtghoz4Z3hpkq7Qh17hbFlzV6WfPorO/46iI9fI5bNW33D9abMfY535ozlnTljadaiMWPGmz/3y9YdSmVIx6ZMuL8Vg9o3ITY1m1fuCbkq5vsdiXRu4cF3L/XgsZ5+LPhLd2HJ6H4tWLQhnsJLluu9BPgz9ixDwrx4+44W3BPsSez5PF7r6X9VzPKDKXRpWp/vH+3AyPZNmL8rkeFtvAnzdOL5rs357pEO3BNiuZ4/gPW7kxncy4/xozpwV1df4pIyefnhNnpxPdp6s+foP1MSfvgrns5hniyd2p9HBwaycKXlemPXbT7O4LsCeevFrtzVL4D44xm89Eynq2LmfbWPqW/2Zu/6p3FxtuH3P+OYvTiS9//Tj1+/epADUWn8vce8F2TURus2H2fwoEDeeumK9+LZa96LJfuYOr43ezf8816sWBlNRHhjvp03mEeGhbH4mwOWaUCZiF5hbF69ly8++ZXt63XH2aWf3/g4O2BwZzavjmTis7MpLdVoG2HeqSO9+rZm1W97+N/7P7N+7QH8AryY+9kf143p3rMlv/60k5ijyXyxYB3PPjGTdWv2Mf/LF/j8i3F8/sU4AoMaM/Gdh83aFoD1fydyX78A3nomgkG9/IhLzOTlUVffnWDedweZ9lJ39v0yAlcnG37fmGD2PGuS2nybIqUZ8fFBKfUMEAFcTlHTNO3JG613oej3m/pskp2dz+4dsbTr4FfhZGVjYqpDUjV09ORm53Nodywh7fyob4ELdgZPqvrcFme7unQPbsju+POcL5vLaG4ljfWvmK4MZ9s69GjWgN1JmZzLs8zFOnUjz1T5NZwd6tG9TSN2Hz3L+UzL9Kpana7aXFRnJxu6dWrCnv0pnM+wzDzFpJStFvl/q5tPox5VWt/ZyYZuEWXvRbpl3ouf1zat8mvkZudzcHcsoRY6zjZxuLkroLPL7t/cLtwf94rOd0bEVJfwu6t2lwlnx3p0a9+YPYfPcP6C5eYgx617qmZfBVjmlV0bzNaH+3FEX7P+TYwtMHcAjwDl3VCapp260Xo3W2DWJNVRYFpadRSYNUFVC8yaoDoKzJqgqgVmTSAFZs1RHQWmpd1sgVnTVLXArClulQLzNTMWmB+aucA0do9IA9YDieh6MTWgr6mSEkIIIYQQty5jC8y6QCtN0/Sv7hBCCCGEEJVWA74czmSMLTAbAXuUUmmXF2iaJj2YQgghhBBCj7EF5iB0Q+L6d6cWQgghhBCVpixwA3RzMfY2RauBK+/pUnv/IkIIIYQQokqM7cHM0TRtmkkzEUIIIYS4jcgcTNiqlFoGfAXkAWiatsVkWQkhhBBCiFuWsQXmJeAYuu8hB90QuRSYQgghhBA3ydh5irciowpMTdPeUUp5AJe/qLWx6VISQgghhBC3MqMKTKXUIqA5UB/IR9eD2d2EeQkhhBBC1GpWchU5AcCdQDzQCyg1WUZCCCGEEOKWZuwczHzgDsAaeABwNVVCQgghhBC3g9v2KnKlVM+yH2cB3sCvwLPA9ybOSwghhBBC3KJu1IPZp+zfXkAxEInuNkUDAbkvphBCCCGE0HPdAlPTtHcAlFJ/aZo24PJypdQGUycmhBBCCFGb3bZD5FcoVUq9ABwEWpowHyGEEEIIcYsz9iryBwBb4CHApex3IYQQQghxk6zN+DA3Y2+0ngm8b9pUhBBCCCFEbWDsELkQQgghhKhGtflG6yYtMJWyRKds9bJWJZZOocpU9kVLp1AtNP9a8HnIunbM6C6+WGjpFKrMp1EPS6dQLZLObLV0ClVWVPKYpVOoslKt2NIpVI/CWtIOYXG14IwthBBCCHHrqc1XkRt7kY8QQgghhBBGkR5MIYQQQggLkB5MIYQQQgghjCQ9mEIIIYQQFlBLrvs0SHowhRBCCCFEtZIeTCGEEEIIC5A5mEIIIYQQQhhJejCFEEIIISygNn+Tj/RgCiGEEEKIaiUFphBCCCGEqFYyRC6EEEIIYQFykY8QQgghhBBGkh5MIYQQQggLsLZ0AiYkPZhCCCGEEKJaSQ+mEEIIIYQFyBxMIYQQQgghjCQ9mEIIIYQQFiA3WhdCCCGEEMJI0oMphBBCCGEB1jIHU4ib4+JQj24tPanvWM/SqQghbkJDdxfWr5hs6TTENbKy8tm1I4bMC7mWTkUIg2pkD+a0Scs4kXCGbj1b8uQzA4yKyc0pYOLrX1JSqmFnV4/pHz5OQf5FJr35NRcycgkObcJbk4ebuSU6s6cvJ+lEGh26hvDAk/0NxmSm5/DB+C+ZPu95veVTX57PR1+9ao5UK/TuUx0JaOzMpgOpzF55VO/5R/r6c3dEUwCc7etyMCGD978/yMJXerDxQAoTHmnLY+9tIiOnyNypl3u/fxAtGtiz4UQGM3cn6j1vrRTbnozgVFYhAJM2xpF/qYQpfVrgZGPNgTM5TNuSYO609bz7bAQBTVzYuC+FOT9F6T3/SP8W3N3VFwAnh7ocjEvnP4v2sHHWfSSl6U5G7yyOJDYp05xpX+W9SQMI8GvAxq0nmL1ol97zzk42fDJ9EG4N7DgcfZaJ09cbXGZp0yf2IaB5fTZtT2Tu4r16zzs72fDRlH40aGDHkehzTHpvc/lzk9/oyZa/E9m4TX9brClcXRxY8PEY7O1sLJ3KDc179ztOn0ijbddQ7h9VwXE2I4dPJizhP3PHXbV80YcraNs5hA7dW5oj1atMn7ycEwlpdO0ZwpOjDed9bUx2dj6vPb+Qrj1C+eyDlcxaOAYnZzuGDpqBdxM3AF59cwgBgV7mbAoAM/6vFwHN6rNpRyJzvtqv97yzYz0+mnQHbvXtOBJzjrc/3Fr+nFt9OxZ/OIj7nvrRnClblFxFbkYb1x+ktKSURd++zOnk85xKPGdUzJo/9vLwyD7MnD8GN3cndmw7xurf93Dn3R34cvmr5OcVEX3klNnbs3PjIUpLSnlv4QukpaSTckq/PbnZ+Xw2dRmFBRf1nvty5m9cLLpkjlQrNCC8MdZWigem/IVPQweaeTrqxSzdkMCj727k0Xc3Ehl7nuWbEwj2cWX60gPM+S2arYfP0LJZfQtkr3NngDvWSjFk+X6autjSzNVOLybEw4GVMWcZvuIAw1ccICY9j7d6+PHZrkSGfX8AL0cbOjdxNX/yVxjQyQcrK8UDE//Ex9MR30ZOejFL18Xx6DvrefSd9URGn2P5X/EE+7ry2/aT5cstWVwO7BuAlZVi2KjvaNrEhWY+rnoxQ+4O5dfV0dz32FIc7evRKsTT4DJLGtDbD2srxfCnfsLH2xlfHxe9mPvuCmTlmliGPr4CB4e6hIV4ABDe1gsPN/saXVwClJSUMuK5T8nJLbB0Kte1e9MhSks0psx/kbMp6aQmGT7Ozp22lKLCq4+zxw4cJys9xyLF5cb1hygpKWXhNy+QkpxewflOPyY+NpUXX7uPJ0b3I6JrEDHRycTHptL/rnbMXTyWuYvHWqS4HNCzOdbWigfH/KLbJ5o468UMHhjIb+viuP/fP+FgX5ewIPfy5958rjM2NrX51uO3F6MLTKXUG0opb1MmA7BvTzx3DGwHQETXYA7uO25UzLCHuhPRNQiACxfyqN/AERcXBxLiU8nJzictLZOGnuYvcKL2JdC1X1sA2kYEEX3ohF6MlbUVr04bgb2D7VXLD0fGYWNXD9cG+jupOXUObsiqXUkAbDt8hg6BHhXGeta3w83ZhsMnLrA75hwHEtLpGORBa78G7I87b66U9XRp4srvsWcB2JJ4gY7e+sVAu0bO3OHnxsqH2/N+/yCslaK5qz1RZ3MAOJ9/Ead6lj34RbRsyKodug9K2w6mEh58/ffC3dWWqOMZtG3hTt/2jflxxkDefTYCawt+bI7o4MOqdbEAbN2RSHi7xnoxmVkFBPq74+Rog1cjR1LTcgwus6ROHbxZvT4egO27kujQRv+EnplVSKC/G06O9fDydCQ1LZc61lZMG9+b06nZ3NGzmZmzrpyc3AKyc2p2cQlwdH88nfu2AaB1pyBiKjjOvjhlJHZXHGeLi0tY8N/v8fBqQORW/dEAU9sXmUC/gW0BiOgSxKH9+nkbimkf7k9YG1/2RyZwNCqJVm2aEXUoke1bjvLkI58wffJyiotLzNgSnYh2XqzaoBvl2bYnmfDWBvaJ7EJa+DXAybEejRo6kno2D+D/27vv8KiKNYDDvwlCGgmhhI50UggdpFcREBuKipViQSyIevWqgCCK3WsBVKQJSLMrICAgioCUhNAhgQQIhBIgkMYmIcnO/WPXSLK7YZdsScL3Ps8+2fKdk29OnZ2Zc5ZObWuTmZnLufMlf3tzJi/lvofby+ZAbBLwpVJquVLqAaWUZRMQoJQaqZSKUkpFzZ210uGEMjMvEVzDdPIPrOTH+WTLk0hRMXt2HiE9zUCLVg1o1bYRp09e4JuFf9GgYQ0qVfJzOJ/iys66RJVgU64VA/1IPW9ZHj9/H/wrFlycOTm5fDdnDQ8/dYtb8iyKr/d1nL5g2ulTLl6iWiXb3WUP3diEResKdiPf0rEeqYYccvI8dzsG3/LlOJ1h6p5Pycoh2N9yTOiupHQe+GEXty+OpryXok/DKqw4dJbnOjWgb6Oq9GpQhU0ebPkD8PO+jqTzBgBSM7KpVsnHZuxDA5qxaPUhAHbHJzP0zd8ZPPY3rivnRa82Lv+uaJOfb3lOmyvtKWlZVKtiuV9G7jxBnVqBDL+/DXFHzpOSlmX1PU/y9S1P0lnTyTElLZtqVSwPidt3naJ2rYoMHdKS+CMXSE3NZtAtIcQducDMr3fQsnkNHr63hbtTL3MKHGcDbB9n/QodZzesjKROgxrc9mBv4vcfY9V3Gyymc6WszEsEVy/6fGcrRmvN2t92EhDoS7nryhEeUY+pM0YxZ9Fz5Obk8feGA+4riJmvz7/7RGpaNlUrW+4TUbtPU6dGRYbdHUF8QgqpadmUv86Lp4e15YMvLYfLiNLL7gqm1nqe1vo24H3gTSBGKfWalbgZWuv2Wuv2wx+72eGEfP28yc4ydQlnGrLR2rJSYismNfUiH77zI+PfuB+AWV+s4uUJ9/LYkwNo0LA6y352/8br4+ud38WdZcjGaLSvkvXT/HUMGNwV/wCr9Xi3MmTl4mNuufPzuQ4vZf2rkFLQKbw6Ww6cKfD+6/OjiT2eQt+2nqvUGHLy8LnOVAb/CuWwVoKYcxmcuWjqPtudlE6DIF+mbkvgz6PnuS+iFt/vT8KQ4/5WgctdLLAuyuNl42upUtCpeQ227EsCIDYhhbMppgrZnsPnaVDLsmvdXS4aLuHjUx4Afz/rZRgzsjPj317L1JlbOHzkPHff3tzqe55kMOTg7W0axu7va70czzzWgQnvruez2VEcTkhh8G2hhDerxjc/7eNcciZLVx6kYzvLFlzhmALH2cxstJ3H2aMHT9Dnjk4EVQ2kW/927I+Oc2WaFnx9/z2XGWycH2zFKKV4adxgmjSrxYY/99KkWW2qBZt6u0Kb1+P4Mff3GBkyc/Ax7xN+NvaJ0SPaMeHDDUybG83hYxcYPDCEJx5qzcKf9pOeYTlMrKyTFkxAKfWyUupv4HHgSaARMMDZCYWF12XXDlO3+KHYk9SqXcWumJycXMb+Zy5Pjbk1f5r0tEziD50kL8/Ivj0JKBsVI1dqFFqXA7tMuR6NO0n1WpblsWZ35CFWfr+J1578nCOHTvDZW9+4Ms0i7T16gfbNTONkwuoFkXjuotW4Ds2C2RV/Pv/1yFtCubNrAwAC/SqQZvDcWNI9Sel0qGNqBQgPrkiildavTwaEEVbNHy8F/RpX44C5nPvOZlA7wJuZ0cfdmrM1ew+fp11odQDC6geReMbGugitzs5DyfmvPxzdhdD6QXgpxU0d6nIgIcUd6Vq190AS7VubvmyENQsm8WSaRUxggA8hTarh5aVo1aIWWlt/z5P2xZzN7xYPbVqVxFOWrU+VAr0JaVzVlHPzGmitSUhMpV4dU0UgIiyYE6c929VfFjQMqZvfLZ4Qd5LgWvYNh6pRtxpnTpqOWYdjjlOtpnuHUYVedi6Ls3G+sxYzf846ViyNAiA9PZOAAF8mjV3EoVjT+e6vdXtpGuL+L/R7Y8/SrmVNU95NqnLCyj4RGOBNs8ZVTPtEWA00mi7t6vLQXc1ZMOU2wppU5a2Xe7g7deECjnaR99NaP6y1Xq21zgNudXZCPfq0ZOWyKD55/yd+/20HDZvUZPqUX4uM6dojnKU/biF2fyJzZ67myRFTWbMqmmGP9eWdSd9yY+dXSEs10G9gW2ene0Ude0awfuV2vvrkFzat3UW9RjVZNP3KQwcmT3+aN794ije/eIqGTevw9DjPXAEPsGZ7IoO6NmDsA60Z2PF6DiWm8cLgCIu47i1qsi3239bLJX/EM6hrfRaP7Y2Xl2LDntPuTLuA3+LPcVdYDV7r0ZhbmgZzMPkiL3ZpWCDmky0JfDIgjFUPtSf6VBobj10AYFT7esyKTiQr1+iJ1AtYG3mcQd0bMnZoW27uXJ9DiSk8P6SVRVz31rWIvKwleer3e/jwmS4s+2AgOw6e428Pros1f8Zz5y3hjHuhJwNvasbB+HO88FSXAjFffLWNt8b3ZddfTxMU6MOyVTFW3/OkNesPM2hgM159rgs3921C3OHzPDfqhgIxX86N5s2xvdi+7jEqBXqzfPUhvl96gI7t67Dwy0E8cHcEcxbs9EwBHNB/yJueTqFI7Xu0YMNvUXw95Re2rNtJ3YY1+WbGiitO1/vWjuyPjmPSU9NY8+Mmbn2gl+uTvUzPPhGsXL6dTz74hbWrd9GoSU2mT11ZZEzXHmEMursTK5dHMWr4ZxjzNB27hPDIEzfx+thFDL3nf0S0qs8NnZq5tSwAazcc5Y7+zXj1mc4M7N2IQ0fO8/xjHQrEfLlgB5Nf6kH0yhEEBXqzfG0cD4xeykPPLuOhZ5dxIC6Zce/95fbchfMpa13QzpJyaeVVzTwt1cC2zbG0ad+YqtWsX+BiT4wznLhY/C7RjDQDu7YdJLxNIypXdf8FO7ePsd7K5YhAv/J0i6jJttiznEv1zNi3nDbFu2q4kvd1dK9fma2JqZw1eKYrpsLmE8WeR6B/Bbq1rMm2/Wc8ti6McUnFmj4wwJtuneqzLTqRc8kGJ2XlmOuusz1+1V6BAd507ViXyB0nOZfsmYsTjp9277hBV9gU/VCx55GRZmBP5EHCWjciyAPH2YYBV3cuTUszsG3zQdq0a2T7fGdHjLPc0Ld4x6jAihXo2qEukbtOefSCnUMbnigVNwBaFL/KbX0xDzQe4NZlUiIrmCWJMyqYnuaMCmZJUNwKZkngjApmSVDcCmZJ4IwKZkkgFcyS4WormCVNcSuYJYVUMC25u4J5xRutK6X+AAovAAVorXUfl2QlhBBCCFHGlbibkTvRFSuYWuve7khECCGEEEKUDSXypyKFEEIIIcq6svxTkXZXMJVSXsAdQAMgDliuXTmAUwghhBBClEqOdP8vAW4ELgIDgYUuyUgIIYQQ4hpQlm+07kgXeXWt9b3/vDBf/COEEEIIIUQBjlQwDUqpV4DtwA1AqlKqh9Za7ogqhBBCCOGgcqrsjjR0pIt8K+ANdMFUMd0B9HJBTkIIIYQQohSzuwVTaz1JKRUB1AGOAce11hkuy0wIIYQQogwry1eR292CqZSaCkwC3gEaAYtclZQQQgghhCi9HOkib6G1HgykaK1/BSq5KCchhBBCiDKvLF9F7kgF86xSagJQWSk1DDjtopyEEEIIIUQp5kgFcyiQCmzG1Ho5wiUZCSGEEEJcA8pyC6YjF/lkAp+6MBchhBBCCFEGOHKRz0pXJiKEEEIIIcoGR260vkcpdYfW+heXZSOEEEIIcY0oV4ZvU+RIBbMDMFoptQfT75FrrXUf16QlhBBCCCFKK0fGYPZ2ZSJCCCGEENcSrzL8U5GOtGA6PnPl68rZu0XzyrU9nUKxDX3+mKdTcIqBdS96OoViO3R7VU+n4BT1KwZ5OoViC6pQNg7s2XkPeTqFYuvadoGnUyi2tKMvezoFp3j8M29PpyA8RCk1GwgHftVaT7byeSVgCVAOU0/2EK31JVvzc+Q2RUIIIYQQwkm83PgoilLqLqCc1roz0Egp1dRK2IPAR1rrfpjuhT6gqHm6tAVTCCGEEEKUeL2Ab83PVwPdgEOXB2itP7/sZTBwpqgZSgVTCCGEEMID3HkDdKXUSGDkZW/N0FrPMD/3B06Yn58H2hYxn85AZa31lqL+n1QwhRBCCCHKOHNlcoaNjzOAfy6cqYiNXnWlVBVgKjD4Sv9PKphCCCGEEB5Qgu6DuR1Tt/gWoBUQWzhAKVUB+A54VWudcKUZykU+QgghhBDXtp+Bh5VSHwH3AvuUUoWvJH8UU9f5OKXUn0qpIUXNUFowhRBCCCE8oKTcB1NrnaaU6gXcBLyvtT4N7CoU8wXwhb3zlAqmEEIIIcQ1Tmt9gX+vJC82qWAKIYQQQniAO68idzcZgymEEEIIIZxKWjCFEEIIITxAWjCFEEIIIYSwk1QwhRBCCCGEU0kXuRBCCCGEB5TlVr6yXDYhhBBCCOEB0oIphBBCCOEBSi7yEUIIIYQQwj7SgimEEEII4QFluAFTWjCFEEIIIYRzSQumEEIIIYQHyBhMIeyQnXGRU7sPkJWW4elUhCjR0lMN7NwaS1qK7Cvi2padfpETu+S8URaVqBbMN16bz+HDJ+nWowWPPXGLQ3G2pk0+l8boUVNY9P14vluynjWrogBITzcQ0bIh4yY+5LLyjB07hfj4Y/Ts2YGnnhpid9zx46d5880vycgw0LJlM1555VFyc/Po2/cx6tWrCcD48U8QEtLAZbkXtmX6AlJPnKZOm+ZE3HWzxeeXMgysf+8LareNIPrrH7nxtWfxCQwgMyWNjR/P4qZJL7gtV1tmvrOEE0eTaN05nEHDb7Iak3o+nU/Hz2XC56MBWPvTJrb8vhMAQ0YmjcOv59H/3uuulK365ZNFnDuWRNMO4fS4v7/F51kXM/nh3XkYjUYq+FTg7leGU668aVfPuJDGwtem88S0/7o77QLmvLuEUwlJtOwUzm3DbK+LzyfM5dVppnVx9mQyCz/5kUxDFg1Dr+e+Z+5wZ8pWffbWNxw/kkS7LmHc84j1cqQkp/PB2Hm89eUzAGSkGXj7xVm06xLO3ClLmTTtSSpVrujOtAv48p0lnDiSROsu4dxlY79IOZ/OJ+Pm8voXowu8P/vD72ndKYx23Zq7I9WrVr1aJRZNf46+d0/ydCo2vTZuOofjE+nRsw1PPDnY7rjc3DwG9BtN3bo1ABg7fgTR22NYtXIzAOnpF2nZsgkTJ410Szkut+HzhVxIPEW9dhG0GTzA4vPsDAOr351OvbbN2TrvR26e+Cy+lQLcnqcnleVWvhJTtnVroskzGpm78BVOHD/HsYQku+OKmvaTD78nK/sSAPfc15MZc//DjLn/oU27Jtw5uJvLyrN69d8YjXl8882HHD9+mqNHT9od9+GHc3nqqSEsWvQep0+fY+vWPcTGHuGWW3ry9dfv8PXX77i1cnl820600Uj/N18k48w50k6dsYi5cOwEbYcOJuLOAdRqGcb5I8e5lGFgyxfzyTUvf0+KXL8bo1Hz+pdjOHMymdPHz1rEXEwzMH3yIrKz/s23751dGT/tacZPe5qQVo3ofXtnd6Zt4cCmXWij5tGPnufC6WSST1iuiz1/RNHpzl48/NZT+FcOJG77gfzP1sz6hZxLOW7M2NL29bvRRs24L8Zw9lQySdbWRbqB2W8vIjvz33Xx3ZfLuW3YTbw6bTQXzqYSsyPOnWlb2PLHbox5Rt6d9SxJJ5M5ecyyHBlpBqa8uZisy8qREHeK4WPu4O4RfWndMYTDsYnuTLuAbX/uxpineWOGab84ZWVdZKQZ+KLQfgEQs/MwqcnpJb5yGVTJn5kfPYmfr7enU7FpzeqtGI1GFi6ZzPHEMyQcPWV33MHYBAYO7Mrc+ROZO38izZpdz33398t/3a5dKIPvudHNJYKjW03njdvffpH0pHOkWjlvnE84Qcdhd9F68ADqtA4j+chxt+cpXMfuCqZSqrJSqrlSqpZSyukV06jIg9zUvx0AnbqEszPa+snDWpytabdtjcHX15tqVSsVmMeZpAskJ6cTHtHA2cXIt23bHm6+uTsA3bq1Yfv2/XbHHT16kvDwxgBUrRpEevpFdu6M5c8/t3H33S8wduwUcnPzXJZ7YUn7D3J957YA1GwZxtnYeIuYGuFNqda0IWcOHCI5/ijBTRuivBRdxzxKeV8ft+Vqy4EdcXTs0wqAFjeEELv7iEWMKufF6DeG4utnme/5symknk+nUWg9l+dalKN74mjevTUAjduGcmzfYYuYDrd2p3HbUAAMqRn4B5laBI7sPEh5nwpUrBzotnytidkZR4fepnXRvEMIB/dYrgsvLy9GvT4UX/9/10XS8bPUb1YXgMDKFcnMyHJPwjbsjY6nS9/WALTuGMIBK9uUVzkv/jP5YfwuK0fzto0JiajPvh3xxO0/TkiLBm7K2NL+HXF0Mu8XLW3sF17lvBjzRsF1kZubx8z3viW4VhWiNux1W75XIy/PyMNPf0p6RqanU7EpMnI//QeYvrx26dKS6OgYu+N27zrE+j+jue/esbw2bnqBc0NS0nmSk1OJiGjs+kIUcmrfIRp2MZ036rQKJSnG8rxRq3lTqjdryKn9cZyNS6B6s4buTtPjlNJue7ibXRVFpdTLwEpgMdAHmFtE7EilVJRSKmrOrGU25/nWpAWMHP6//Mc3i/6gevUgAAIr+ZOcnG51uqzMSxZx1t7Lycll1vRfGf38nRbz+Hbxn9w9pOeVC+6ACROm8fDDr+Y/vv56OTVqVAWgUqWKJCdfsDqdwZBtEde/f1c++2wx69ZtY8OG7XTu3IoWLZry1VeT+f77j8jNzWX9+iin5l+U3KxL+FUJAsDb35+sVOvrRmtNwuZoKvj7oa4rR3k/Xyr4+botz6JkZ16icjXTF42KgX6knrcsg5+/D34Vree75sdN9L2zi0tztMelrGwCqgYB4Bvgx8UU6+sC4PiBI2RlGKgb2oC8nFz+WvIbfUfc5qZMbcvOvERQsGld+Af4kWZlXfhaWRfte7bil7mr2blpH3u2xhDWrqlb8rUlO+sSVYKvvE35W9mmtNZsWrsT/wBfypUr5/JcbSlQhgD794sNKyOp06AGtz3Ym/j9x1j13Qa35Hs10jMySUsvWZXLSRNnMHzopPzHogWrqF6jMgCVgiqSnJxqdbpMQ7ZFXPMWjZk1ZzxLvn2b3NxcNvy1Iz9+8aLfGHKf9WEPrmY6b5i2Le+K/mTaOFZprTny93a8/f3w8uC+IJzP3jGYt2mtOyml/tBaL1RKPWkrUGs9A5gBkJHzp80qc+Gxjx+88w3Z2aauu0xDFtpotDqdr5+3RZy1976atYp77utFQKBfgemNRiNRkbE8PWbQlcrskDfeeKbA68mTZ5CVlQ2AwZCF0Wh9Ufj5+VjEPfXUEKKi9jF79k8MGnQj/v6+hIY2pEKF8gBERDQhIcF6l7srXOfjTZ65WzU3OxtsrBulFB0eGcKub5ZxImoP9bu0c1uOV+Lt602OeRvJysxGa/u/zRmNRg5Ex3HvyIGuSs9uFXy8yTWvi0tFlCMz/SIrv/iBe8c9AsDG79bS/pZu+FT0sxrvTj6XrYtsB9bFbcNu4uDuw6xa/AddB3TAx8+zXZ4+vt5c+mebMmTb3MetUUox8qXBLPpyJZEb9tLtpjauSrNIBcqQmY22swxHD56gzx2dCKoaSLf+7fjmyxUMuKe7K1MtUwqPh3zn7bn5QxAMF4s4X/j7WMSFhNTPPzc0j2hMQoKpe91oNBK5dR9jnrvPVcUoUoHzRpbt/VwpRZfHhrB9yXKORe2hUdeSc95whzJ8EbndXeRpSqmhgI9SqieQ4uxEwsKvZ4e5a/tgbCK16lSzO87ae9u2HOC7xX8ycvj/iI09zhsT5gOwY3scES0aolx8b4CIiCb53eIxMUeoU6e6Q3FhYY04deosI0aYLmR46aX/ERNzhLy8PNau3UpoqPu6Eqo0up6z5u6NCwmJ+AdXtYjZ/8tqDv+1FYAcQybl/UtGy+U/GobUze/+OxZ3kuCale2eNnbXYRqHX+/ybcYetZvWy+8WP33kBEHVq1jE5OXk8t3bX3Hj8FsJqmH6/PCOg0Qu38jcl6dy+vAJln6y2K15X65+SF0OmdfF8fiTVHNgXVzfpA7nz6TQz8k9EFejUWhdDuwyrYujcSepXstyXVjz4/x1/LHC1ANxMT0T/wDP7SuX7xcJcScJrmXfuqhRtxpnTp4H4HDMcYfWobAUHt6Q6OhYAGJjE6hTJ9juuFdfnkZMzFHy8oys+z2SkJD6AGyPiqFFyyYeO25Va1wvv1v8/NETBARb7h+7fl7DofWm88aliwYqlLDzhigeeyuYw4E2wAXgDuARZyfS68bWrFi2lY/e/5Y1v22nW48WHI4/yedTfr5inLX3Zs17Kf+CnpCQekx4YygAmzfto60butb69u3EL7/8wTvvzGLlyo306tWBuLhjfPzx11eMA5g9+0eGD78DX/P4xaefvp+XXvqIQYPG0KZNCF26tHZ5Gf5Rr31LjmzYxvb5P3BsczSV6tVi1zcFhz80ubEbRzdsY83rH6GNRmq1DHNbfvZo16MFm36LYsHUX9i6bid1Gtbkuxkr7Jp297ZYQlu7fwyTNaGdW7J7XSS/zfiJ/Rt2Ely/Fuvm/VogJnr1Fk7FJ7LhmzXMfXkqe9dHM+KDZxn+3miGvzeamo3qcPtz93uoBNC2ewv+Xh3Fkmm/ELluJ7Ub1uTHmfati1VL/qDfvT3x9qng4iyvrGPPCNav3M5Xn/zCprW7qNeoJoumr7zidP0GdWL9yijGj/oMo1HTumOIG7K1rn2PFmz4LYqvp/zClnU7qduwJt/YsV/0vrUj+6PjmPTUNNb8uIlbH+jl+mTLsBv7dmDZ0r94/935/LZqMz16tiU+LpEpnyy5YtyoJwfz6sufcfed/6VV62Z07tISgE2bdtGuveeOw/U7tCTur0i2zP2Bw5ujCapXi6jFBc8boX27Erd+G8snfIzRqKnTqmSdN9xBKfc93F42e7qnlFIjgU7825qrtdZXrGQW1UVuTVrqRbZsPkDb9k2pVq2SQ3H2TuuoiuVrX/W0qakZbNq0gw4dIggOtv0N3964qzVpx7Fiz+NShoFTew5QPawJvkHOW76OGFg3u1jTX0wzsCfyIKGtGxFU1TMXuhxKK/4Yo8x0A4d3xFI/ojEVq3imHPUrFu8is4vpBvZFHiSkVSMqeWhdBFUo/qD3jDQDu7YdJLxNIyp7qBzZecU7c2SY94swD+4XXdsu8Mj/daa0oy8Xa/rU1Aw2/72H9u3DqBYcVOy4q/XxXss7CVyt7AwDJ3bHUDOsCX5uvrjwvy1v8nyXkx12nV/utqtvWlW51a3LxN4K5mbgASD/rKK1vmKtxdEKZklUnApmSeGMCmZJUNwKZkngjApmSVDcCmZJ4IwKZklQ3ApmSSAVzJLDmRVMT5IKpiV3VzDtvcgnCVgLJGBqxdSYriYXQgghhBBXoVTUgq+SvRXM8kALrbXBlckIIYQQQojSz94KZg0gUimV/xM5WmtpwRRCCCGEuEpeZbgJ064Kpta6vasTEUIIIYQQZYO9LZhCCCGEEMKJynADZtEVTKXUR1rrF5RSf2C6sAfMF/lIF7kQQgghhLCmyAqm1voF89/e7klHCCGEEOLaUAJ+IM5l7P0lnwKUUt2cnYgQQgghhCgb7KpgKqXWFHrrHRfkIoQQQghxzVBufLjblcZgtsT0G+R1lFJDzW/7A1muTkwIIYQQQpROV7qKXFn5mwzc67KMhBBCCCGuAWV4COYVL/LZBexSSoVoree7KSchhBBCCFGK2Xuj9bGuTkQIIYQQ4lpSln/J56quIhdCCCGEEMIW+SUfIYQQQggPKMMNmNKCKYQQQgghnEtaMIUQQgghPEApfeWgUkpaMIUQQgghhFNJBVMIIYQQQjiVS7vIfa+r4srZu8X6U3GeTqHYhjQ0ejoFp6jsXfrL0axS2RiVcp1XRU+nUGy5xkxPp+AURp3r6RSKLe3oy55OodgCG7zn6RScIuXIC55O4ZoiF/kIIYQQQghhp7LRnCKEEEIIUcqoMtyEKS2YQgghhBDCqaQFUwghhBDCA8pyK19ZLpsQQgghhPAAacEUQgghhPAAGYMphBBCCCGEnaQFUwghhBDCA8pwA6a0YAohhBBCCOeSFkwhhBBCCA+QMZhCCCGEEELYSVowhRBCCCE8oAw3YEoLphBCCCGEcC5pwRRCCCGE8ACvMtyEKS2YQgghhBDCqaSCKYQQQgghnEq6yIUQQgghPKAM95BLC6YQQgghhHAuacEUQgghhPAApbSnU3AZacEUQgghhBBOJRVMIRyQlmogcvNBUi5c9HQqQnhEaqqBrZtjSbmQ4elUrjnVq1Vi7fcTPZ2GcCLlxoe7ldgu8vHjPic+LpGevdox6snBDse9MWkm3bu3oXef9iQmJjH5zdlkZGTSokUTXn5lmDuKYGHe+0s4dfQ0LTqFc8vQfhafGzIymfnGfIxGI94+3oycOJTrypeMVTR18jccP5JE+65h3PvITVZjUpLTee/Vebwz4xkALmZk8uH4BRjzjHj7VuCltx6mvAfK8+7r35JwOIlO3cMY9nhfh2I+eutHOnYLpWvPcNLTDLw8eg6du4cx7X/L+HTGEwRVqeiWMrw5YRFH4k/TtUdzHn2iv90xyefSeOU/c5g57zkAvv9mA2tX7QAgPT2TiBb1eXXifW4pw6TX5nE4/hTde7TgsVG3OBRX+L3c3Dxu7z+WOvWCAfjv2Pvw8/PhvbcWkZGRRUSLhrzw33tcUg7Tck6ia4/wK6yLf2My0jMZ99I8jEYjPr4VePvD4fn7QvK5NMY8OZ0F3/3XJfna8tbEbzgSn0SXHmE8MtL6Pl04Ji3NwIvPzKJL93CmfLCUabOeJCDQl8ED36Z23aoA/OeVO2nSrJbbyvHauOkcjk+kR882PFHEuaJwXG5uHgP6jaZu3RoAjB0/gujtMaxauRmA9PSLtGzZhImTRrqlHFcSVMmfmR89iZ+vt6dTscvE8TOJjz9Bj56tGTlqkMNxyedSeXLk+3z741uuT1a4RIlswVyzeivGPCOLv3mb48eTOHr0lENxUVEHOHcuhd592gPwvw8X8uSTd7Ng4ZskJSWzbes+t5XlH9F/7caYZ+SVz5/j7KlkkhLPWsRsW7udm+7txfMfPkmlKgHs3Rbj9jyt2fzHboxGI+/PfpbTJ5I5ecwy94w0A5+8sZisrEv5761fFc0d9/dg0tQnqFw1gOjN7i/P+t/3YMwz8sX80ZxKPM/xBMvcbcXsij5McnI6XXuGAxB/8BTPvHgbQx+/kRu6NONgzAm3lOGPtbsw5hmZs/AFTiae41jCGbti0lINTBq/gKzMf9fJ3UO6M/2rZ5n+1bO0btuYO+7u4pYy/L4mGmOekXmLXiEx8SzHEpLsjrP23qGDifQfeAMz577IzLkv0rRZXaZ89AOPjbqVOV//l6SkC0Rti3V6OUzLWTNn4fOcTEwuYl0UjFn1axQPDO3F1BlPUbVaIJs3HsiPn/K/X8jOynF6rkX5Y+1u8vKMzFrwrDlHy/3CWkzcwVOMefEORozsS8cuIcQeSCTu4CluurkNX8x5ii/mPOXWyuWa1VsxGo0sXDKZ44lnSCjqXFEo7mBsAgMHdmXu/InMnT+RZs2u5777++W/btculMH33Oi2slxJXp6Rh5/+lPSMTE+nckVr10SSZzSyYPHrJB4/Q8LR0w7H/e+DRWRlX7I6XVmilPse7lYiK5jbtu2j/82mE1/Xrq2I3m69YmItLicnl4mvTadO7WB+/z0SgKNHTxIW3hCAKlUqkZ5hcEMpCjq4M472vVsDEN4+hLg9hy1ieg3qRnj7EADSUzIIDHJP69iV7ImOp+uNrQFo3TGE/buOWMR4eXnx0lsP4+fvk//ewLu70rqjqTypFy4SVDnALflebmdUPL37tQKgQ+dm7Nlx1K6Y3Jw8Pnjje2rVrsyGP/YC0Lp9Y5q3rM/O7Yc5sPc4zVvWd0sZtkceom//NgB07BLKrmjLbcdajFc5xdsfjMD/snXyjzNJKZxPTiO8+fWuTT4/v4PcNMD0ha9zl3B2RMfZHWftvT27jrBh/W4eHvI2k16bR25uHglHkwgLM5WnSpUAMlxwIt4eGUff/q2BotaFZczd93WnY5dQAFIuZFC5imlfiNx6EB/fClStFuj0XIsSHRX/b46dQ9i9w3KfthbTtn1jIlrVZ0dUPPv3HqdFqwbs3Z3Apr/288gDn/DWxG/Izc1zWzkiI/fTf0BnALp0aUl0tPVzhbW43bsOsf7PaO67dyyvjZteIO+kpPMkJ6cSEdHY9YWwU3pGJmnpJb9yCRC17QD9+3cEoHPXFuyItv5lz1bc1i378PX1plq1Su5JWLiE0/srlVIjgZEAX0x/jcdH3n3FaSZO+JKjR07mv46M3M/gu/sAUKlSRU6csDyIA2RmZlGjRpUCcUt/WU/jJnV55LE7WLhgJadOnqN//858/tl3tGrVjI0bd/L8Cw8Ut5gOy866RJB5Z/EP9OPYwUSbsfH7jmLIyKRR8wZuyq5o2ZmXqBpsyj0g0I/4WMvc/SpaVmL+EbPnKBfTDYS0cE+F7HKZmZcIrv5P7r6cOnnerphVy7dTv1EN7h/eix8Xb+LM6RQG398NrTXrfttJQKAv111Xzn1lqBEEQGAlP2JPWC5/azEVK/ranOf3SzYweEg3V6QLwOTXvybh6L+tlNsjDzLorq7m/Pw5uf+Y1ekyM7OpXj2oQJy1927oFMYXs58nODiI116dw6a/9tC3Xzu+/GIZLVo24u+N+xj93J1OL1dmZnah5ZzsUMzunUdISzPQolUDcnJymfPlb7z/yaO8NGa203MtStZl23xgJT9iD1huU7ZitNasNe8D5a4rR3hEPXrdOIpqwYFMGruIvzccoEfvCJfkPWniDI4c+beVMipyP3cN7g1ApaCKHNhvWVEGyDRkU71G5QJxHTtFMGvOeIKrV+bVl6ex4a8d+b1eixf9xpD7rA8bEJbemDi7QE9jVGQMdw7uCZjOzQdO2FgvmZetF3NczqVcZkz/mY+nPMdzoz92ffIeVpbvg+lwBVMpFQHUAY4Bx7XWBUZ6a61nADMA8vRuu66/n/TGEwVev/3WHLLNXa0GQxZGo/XZ+Pn5WMQd2H+Ee+7tS3BwZW67vQeffrKYKVNfYvv2A8yZvZRBg3rh72/7xOsq3r4VyMk2dYNlZ15Ca+tluph2kSWf/sCoN0a4M70i+fh6c8mce1Zmts3crUlPNTDjw5945V3PjHv19fUm25x7ZuYltJVtyVrMoZgT3D64I1WrBXLTLW2ZOW0Vg+/vhlKKF8bexazPVrFx/T5uNLfwuJKfn3f+dp5puITRyvK3J+YfRqORqG2HePLZW12TMDD+9YcLvP7gnSVkmZexwZBtMz8/P2+LOGvvNQ2pQ4UK5QEIb16fY8fO8NioW9ix/RDzv1rNbXd0LtCa7iym5WzeVmyUw1ZMaupFPnznB977+BEA5s1ay+Ah3QgI9HN6nlfi6/tvjgZDttVjrK0YpRQvjRvMl9NWsuHPvfTs04IKFUynktDm9Th+7JzL8i48HvKdt+f+ew64WMS5wt/HIi4kpH7+NtQ8ojEJCaYKktFoJHLrPsY8556xyWXBhEmPFnj97tvzL9tnba8X3wL7tilu9qxlDLmvL4GB/q5NWricQ13kSqmpwCTgHaARsMgVSTVv3pjt5m7xmJij1KkTbHfc9fVrkXjcNC5q3954atc2TRsa2oBTp84xbLjrTqpFqd+sHnF7TN/iEuNPULVmFYuY3Jxcvnx9HneOvNXq557SOKwu+3eZWpGPHDpJ9Vr25ZaTk8v7Y+cx9KmBdk/jbCHhdfK7/+JjT1KztmUe1mLq1KvGyURTa2fs/kRq1qrMwq/+YNWyKAAy0rMICHDPF5XQ8Hrs2mFa/odiT1DLShnsifnHzu3xRLSsj3LjoJyw8PrsNHeLH4xNpHbtqnbHWXvvtVfmcDDmOHl5Rv74fSfNQuoCEBJaj9OnzvPgMOsXcxXX1a6LnJxcXv3PVzw95tb8abZtOcj3SzYyasRUDsaeYPLExS7J2Xo56ubnGBd70kY5LGPmz1nHiqWmfSA9PZOAAF8mjV3EodiT5OUZ+WvdXpqG1HZbOcLDGxJt7laNjU2wea6wFvfqy9OIiTlKXp6Rdb9HEhJi6mHZHhVDi5ZN3Lp/lDXhzRuyY7t5eccco7at9WIlbsvmvSxZvIZHhk0mNuYYE1+b6ba8PcHLjQ93c7QFs4XWupdSap3W+lellEsue7yxbwcefnACZ8+cZ8OGnSz+5i3i4o7z6/KNjHnu/iLjvJQX48Z9zooVm8jNyeWTKf8BYM7spQwffiu+HroCr3W3Fnzw7FRSklPZu/UAj08Yys+zVjDosYH5MRtXbOXYwURWfL2GFV+voecdXenQp41H8r1cpx4RvPrENM6fSyN6cwwvvvkwC6av5KFRNxc53dql24iPPcF3c3/nu7m/M+CuznS/yb3l6d47gmce+Zzks2ls2RTL6+8+yMxpq3j8mQE2Y6bPfwYvL8W7E7/j9992kpebxxsfDMXHtzwTX1rA8p+20ahxTTp0buaWMvTs04KRwz7l7JlUNm88wOQPhvPFlOUFWiALx8xZ+ILN+W35O4Y27Zq4I/V8vW5szaMPf8DZMyls2riXeYte4XDcSVb+uo2nxwwqMk4pZfFe05C6jP3vLNCaHr1b0bGz6UKseV+t5sFhfV22n/fs07LQuhjGF1N+5clnb7EZM2fh8/zy4xZi9yfy1cw1fDVzDYOHdGXGvGfzpxk1YirjJ91v7V+6qBwRPDF8GmfPprF5YwyT33+Y6VNXMmr0zTZjZi94FqPWjHtxPkt/3EqjJjXp2CWE4OqVmPDKQtCabr2ac0Mn9+wXYDoHDH1oImfPXGDDhh0sWvIW8XGJ/Lp8I89e1gJpLa5Zs+v570tTQWt69WlP5y4tAdi0aRft2oe5rQyO6j/kTU+ncEV9bmzH8Icnc/bsBTZu2M2Cxa8TH3eCFb/+zegx9xQZd8ut/154+MiwyUx683FPFEE4gXKku1Mp9R2wB7gT+AQYqLUeYive3i5ya1JTM/j77920bx9GcHDlYsddrY2nbY+VdNTFdAMHomJp2rIxlaq6b1B/DV9jseeRkWZg57aDNG/TiMpuzP1ylb2vrhzpaQYiNx+iVbuGNi+msCfGGXzKXV3FJy3VwNbNMbRp34RqNvKzJ8ZZrvNyvPs5LfUiWzYfoG27plQLtj1431qcvdM6Itd4dRdMpJnvA9mmfeMrrIuiY5zFqHOvarq0NAPbNh+kTbtGNrd5e2KcoWL5ulc9bWpqBpv/3kP79mFUCw4qdtzVCmzwntPn6QkpR2x/OXVEWupFNv+9h3btQ4tc3vbGOcq7XIdS0QR9Pnup237Kp4r37W5dJo5WMH0xXcATAsQAs7TWNi/JLk4Fs6RwZgXTU5xRwSwJrraCWZJcbQWzpLmaCmZJc7UVzJLmaiuYJUlxKpglhVQwSxapYFpydwXToS5yrXUm8Ok/r5VS3YCNzk5KCCGEEKLsKxX14Kvi6EU+awq99Y4TcxFCCCGEEGWAXS2YSqmWQBugjlJqqPltfyDLVYkJIYQQQojSyd4ucmXlbzJwr9MzEkIIIYS4Bqgy3EVuVwVTa70L2KWUCtFaz3dxTkIIIYQQohRz9CKfsUqpYOCfO0zX0Vpvdn5aQgghhBBlm1KeuAW6ezhUwVRKzQYaApUBA6AB1/2gsRBCCCGEKHUcrTo3AQYAcUBPoPTfmFAIIYQQwiOUGx/u5WgF0wDcCJQD7sHUkimEEEIIIUQ+R3+L/G6gFvA88CjwlNMzEkIIIYS4BlzzV5H/Q2t9EVP3OMAE56cjhBBCCCFKO0d/yWelqxIRQgghhLi2yBjMf+xRSt3hkkyEEEIIIUSZ4OgYzA7AaKXUHuAioLXWfZyflhBCCCFE2Sb3wTTTWvd2VSJCCCGEEKJscErVWSn1kzPmI4QQQghx7ZAxmFcS5KT5CCGEEEKIUs7RMZi2aCfNRwghhBDimiD3wbxKGTknXTl7twgNyvV0CsXWqUuMp1NwCq+wep5Oodgu7d3p6RSEmU+NOp5OwTmySv8x6vHPvD2dQrGlHHnB0yk4RVDDjzydglNkHlvs6RRKHaXUbCAc+FVrPflqY/7hrC7yslsFF0IIIYQow5RSdwHltNadgUZKqaZXE3M5h1swlVIRQB3gGHBca50hV5cLIYQQQjimBHWR9wK+NT9fDXQDDl1FTD5Hf8lnKjAJeAdoBCxyZHohhBBCCOF+SqmRSqmoyx4jL/vYHzhhfn4eqGFlFvbE5HO0BbOF1rqXUmqd1vpXpdR/HZxeCCGEEEIAzhupeGVa6xnADBsfZwC+5ucVsZ6YPTH5HC3ZWaXUBKCyUmoYcNrB6YUQQgghRMmyHVOXN0Ar4OhVxuRztAVzKDAS2Izp3pcjHJxeCCGEEEIASpWYMZg/AxuUUrWBm4H7lFKTtdbji4jpVNQMHa1gemmtP/3nhVLqVmC5g/MQQgghhBAlhNY6TSnVC7gJeF9rfRrYdYWY1KLm6WgX+VKlVLBSqoNS6jegr4PTCyGEEEIIoCT9VKTW+oLW+ltz5fKqY/7haAvmaEyXph8HHtFan7hCvBBCCCGEuMbYVcFUSg297OU3wDPALUqpLK31fJdkJoQQQghRhpWg+2A6nb0tmJcvgVPAOCvvCyGEEEIIYV8FU2s9z9WJCCGEEEJcW9x3H0x3K7slE0IIIYQQHmHvGMyPtNYvKKX+APQ/bwNaa93HZdkJIYQQQpRR1/wYTK31C+a/vV2bjhBCCCGEKO0cvU2REEIIIYRwghL0Sz5OJ2MwhRBCCCGEU9k7BvPysZf5byNjMIUQQgghRCH2jsGUsZdCCCGEEE4lXeRCCCGEEELYRS7yEUIIcU3JTr/IucPHqNqwHj6BFT2djriGqTLczlciS/bmhEU88uDHzP7yN7tjMtIzGTNqOqNHfs5LY2aRk5ObH5t8Lo2H7nnf5Xlf7t3Xv+XJoVOZN3OtwzEfvfUjm9bvz399PjmdZ0Z87rJc7fHuxAH8MO9Bnnmss9XPAwO8mTN1ML8sHMpb4/oBULd2JWZPGcy3s+9n3AueH2XxzuM38N2km3h6UHOrnz/QtwkLx/dh4fg+LHt7AJMf7ZD/WdVAH5a+PcBdqdrlg9dv4+evH+HZx7tb/bxenSDmTrufH+YO57X/3OTm7OxXmsvx9gvd+PbT23jqgdZWPw+sWIGZb/Xjx89u580xXfPfrxrkw6KPbnFTlkV7++WefPvFIJ4a2sbq54EVKzDz/Zv5ceZdvPliwXVUtbIvv8we7I407bbh84UsHfshO35YZfXz7AwDq9+dztm4BFa8/imZqeluzrBoE8fP5KH7X2fG9J+vKi75XCr33jXO+kQlQPVqlVj7/URPpyHcoMRVMP9YuwtjnmbOwuc5mZjMsYQzdsWs+jWKB4b2YuqMp6haLZDNGw/kx0/53y9kZ+W4rQzrf9+DMc/IF/NHcyrxPMcTztodsyv6MMnJ6XTtGQ5AepqBt19bQmbmJbflX1j/Pk0p56UYPGwh9epUosH1lS1i7rq1Ob+sOMAdD87H378CLcJr8sqYnkyd+Tf3PrqYmtUD6NiungeyN+nXoS7lvBT3TFxDveoVaVDTstVi0do4Hpy8jgcnryMq9izfrIvP/+zVB1vjU6GcO1Mu0oAbQylXTjHo4TlcXzeIBtdXsYh59bkb+XTGXwwePpdaNQLp1L6+BzItWmkuR79u9SlXTnHvmGXUqxVA/TqBFjGD+jZh2e/x3PX0Uvz9yhPRrBqBFSvw/n974ufj+Q6kfj0amsrw5M/Uqx1I/bpWytC/GcvWHOKux380lSGkWv5nrzzdCW/vkrNfHN26E200cvvbL5KedI7UU5bnj/MJJ+g47C5aDx5AndZhJB857oFMrVu7JpI8o5EFi18n8fgZEo6edjjufx8sIivbc+eLogRV8mfmR0/i5+vt6VRKEOXGh3vZVcFUSnkppQKVUtcppXorpQJcldD2yDj69m8NQMcuoeyKPmxXzN33dadjl1AAUi5kULmKKcXIrQfx8a1A1WqWB05X2RkVT+9+rQDo0LkZe3YctSsmNyePD974nlq1K7Phj70AeHl58fp7D+Hv77kdslP76/l1TSwAG7YcpX3rOhYxF1KyaNakGgEVvaldI4BTp9NoWL8y+w4kAZB84SKBAR4sQ1h1Vmw9BsDGPadoFxJsM7ZGZV+qVvJhz5HzAHQOr0Fmdi5nUzLdkqs9Orevz7LfTK3cf20+zA1tLCvvjepXZe/+UwCcO3+RwIol76BemsvRsWUtVqw/AsDG7SdoH1HDIiYlLZumDSoT4F+BmsH+nDqTgdGoGTN5HRkG933ptaVjm1qsMH+R2hiZSPuWtSxiUtKyaNqoCgEVK1CzekVOnbkIQKe2tcnMzOXc+ZKzX5zad4iGXdoCUKdVKEkx8RYxtZo3pXqzhpzaH8fZuASqN2vo7jRtitp2gP79OwLQuWsLdkTHOhS3dcs+fH29qVatknsSdlBenpGHn/6U9IySs80I17G3BfM7oAfwMfAY8JOtQKXUSKVUlFIqau6sFQ4nlJmZTXCNIAACK/lxPtmy+6KomN07j5CWZqBFqwbk5OQy58vfeOa52xzOozgyMy8RXN20gwcE+nL+vLUyWMasWr6d+o1qcP/wXsTsPc4PizfiX9GHigG+bs2/MF/f8iSdMZUhNTWLalX9LWKidiZSp1Ygwx9oR9yR86SkZbFy7UHGPNGVG3s0pkeXRmzamuDu1PP5el/HafOJMCXjEtUCfWzGPtSvKYvWHgKgfDkvnrmzOe8v2eWWPO3l51uB0+Z1kpKaSbWqli2yK9Yc4Pkne9K3ZzN6dW3Mxq1H3J3mFZXmcvj6XEfSOQMAqenZVA2y3E+j9iZRp0ZFht0ZTvyxFFLTs8kw5JSIyiWAr095ks6aKoypadlUrWylDLtPm8pwdwTxCSmkpmVT/jovnh7Wlg++3OrulIuUm3UJvyqm46p3RX8yU6x3f2utOfL3drz9/fAq57kW2DcmzuaRYZPzH4sWrqZ6DVMPUaVKFUlOTrU6XWZmtkVczqVcZkz/mTEvDHFb/o5Kz8gkLV0ql5dTSrnt4W729tFU1VovV0o9o7UeoJTaZCtQaz0DmAGQemlV4XtnXpGfn3d+d3amIRujtpyFrZjU1It8+M4PvPfxIwDMm7WWwUO6ERDo52gaxeLr6012tjm/zEtoo2UZrMUcijnB7YM7UrVaIDfd0paZ01Yx+P5ubs3dGoPhEt7epk3Fz688XlY21GdHdmH8W6vJuHiJRx9qzz23t2DarM20b12HkcNu4MdlezFkeu6kasjOze/i9vO5Di8v6zubUtApvAb/+2Y3AE/cHsaCtYdILyEVgn9czLyEj88/66SC1fJMmbmBDm3qMWp4F75futujy9+W0lwOQ1YuPubuYT9f69vU6IfbMOHTTWQYchgxOILB/ZvxzQrrrVKeYMjMweeffdu3vPUyjGjHhA83mMowpAWDB4YQXNWXhT/tJz2jZHXFXufjTd4l0/aRm5WNtnL+ANNJvctjQ9i+ZDnHovbQqGs7d6aZb8KkRwu8fvft+WSZzwsGQxZGK+cOAF8/b4u42bOWMeS+vgQGWjYACOEJ9rZgpiulfga2K6UGAi4bFR0aXo9dO0zd4odiT1CrtuWYLGsxOTm5vPqfr3h6zK3502zbcpDvl2xk1IipHIw9weSJi12VdgEh4XXYvcPUyhIfe5KaVspgLaZOvWqcTDR1y8buT6RmLcuxjp6w90ASHVrXBSCsWXUST1p+q64U6ENIk2C8vBStI2rnH9j3x56hds1AZi2IdGvOhe09cp725m7xsOuDSDS32hTWISSYXXHJ+a+7RtTkoZuasnB8H8LrV+btx29wS75Xsmf/KW5ocz0A4SE1SDyZYjVuX8xpatcMZMbXm92Ynf1Kczn2HjxHu+ambvHQRlU4cdrysBhYsQLNGlbGy0vRKjQYG/Udj9kbe5Z2LWsCENqkKidOWSlDgDfNGlcxlSGsBhpNl3Z1eeiu5iyYchthTary1ss93J26VdUa18vvFj9/9AQBwZbH3l0/r+HQelPL66WLBir4e7aH6HLhzRuyY7vpC0hszDFq17E+lMda3JbNe1myeA2PDJtMbMwxJr420215i+K4xsdgAvcAb2itxwEnAJe1wffs05IVyyL5+P2fWPvbTho1qcUXU34tMqZbj+b88uMWYvcn8tXMNYwaMZU1q6KZMe9Zpn81mulfjaZZSB3GT7rfVWkX0L13BKt/jWbah0tZt2Y3DRvXYOa0VUXGdO4eyq13dmBHZDzPPPI5P3/7N/cN7emWfK9k9R+HuPPW5oz7T29uuSmUQ4fP8Z+nCrasfjFnC2+/1p/dG8YQVMmHpatMF1mNHHYDsxdEkpWVa23WbrMmKpFB3Row9qE2DOx0PYcSU3nhnhYWcd1b1WJbzL8XBtz/5u/5F/7sT7jA2Jnb3Jm2Tb+ti+GuW1sw4cV+3NovnNi4s7z0jOWV+qNGdGHm11s8vvxtKc3lWPt3Anf0bcKrT3RkYM9GHEpI4fnhBVvCvlyyi8nPdSP654cJCvBm+R+WYwI9ae2Go9zRvxmvPtOZgb0bcejIeZ5/rEOBmC8X7GDySz2IXjmCoEBvlq+N44HRS3no2WU89OwyDsQlM+69vzxUgoLqd2hJ3F+RbJn7A4c3RxNUrxZRi5cViAnt25W49dtYPuFjjEZNnVZhHsrWUp8b27F82SY+eG8Bq3/bSo+erYmPO8HUT7+7Ytzcr19jzrzxzJk3npDQ65n05uMeKoUQJspWF0KBIKV+BbabH9Faa7suu7uaLnKAtFQDWzfH0qZ9Y6rZuDjHnhhnyMq7ui6g9DQDkZsP0apdQ5sXGNkT4wydusQUex6BAd5079SArdGJnEu23vrnal5hxbsKPdC/PN0iarIt5iznUrOclJVjLu095LR5VQrwoXvnRmzdnsBZD60TZ/BUOXxqWF6s5qjAihXo2rYOkXtOc+6Ch8aWFbPSHVixAl071CVy1ymPXbDz+GeNnDav7AwDJ3bHUDOsCX6V3Xdx55jmQU6ZT1rqRTb/vYd27UOpFmx7nvbGOSqo4UdOm5cnZR5bXCp+IifHuMNt/Rrlvdq4dZnYW8GsCfTD1JLZH0jSWl/xbH+1FcyS5GormCWJMyqYJUFxK5glgTMrmKJ4nFHBLBFKUKvu1XJmBdNTnFXB9DSpYLpXWa5g2ttFvhMYDCwDQoHrXZWQEEIIIcS1QcZgtsB0q6JbgV3AHpdlJIQQQgghSjV7b1O0AogHNgHTgGiXZSSEEEIIcQ1QHmhZdBe7Kpha6w5KqRZAbeA44JkrJIQQQgghRIln709FTgVeB94BGgGLXJiTEEIIIYQoxeweg6m1HgykaK1/BUrmD50KIYQQQpQSZfmnIu2tYJ5VSk0AKiulhgGnXZiTEEIIIYQoxeytYA4FUoHNmFovR7gsIyGEEEKIa4KXGx/uZe9FPpnApy7ORQghhBBClAH23qZICCGEEEI40TV7myKl1Eda6xeUUn8A//yckQK01rqPy7MTQgghhBClTpEVTK31C+a/vd2TjhBCCCHEtaLstmDaex/MwUopX1cnI4QQQgghSj97x2A2BX5QSl0AlgLLtdYXXZeWEEIIIUTZ5on7U7qLXS2YWut3tdYDgVFAMyDBpVkJIYQQQohSy64WTKXU7cDNQF1gG9DdlUkJIYQQQpR97r8/pbvY20UeAXyktT7kymSEEEIIIUTpZ++N1t92dSJCCCGEENeSsnwfzLLbNiuEEEIIITxCaa2vHFWCKaVGaq1neDqP4igLZYCyUQ4pQ8lRFspRFsoAZaMcZaEMUDbKURbKIK6sLLRgjvR0Ak5QFsoAZaMcUoaSoyyUoyyUAcpGOcpCGaBslKMslEFcQVmoYAohhBBCiBJEKphCCCGEEMKpykIFsyyM4ygLZYCyUQ4pQ8lRFspRFsoAZaMcZaEMUDbKURbKIK6g1F/kI4QQQgghSpay0IIphBBCCCFKkFJRwVRKNVBK9bLy/idXE+duSqlKSql1Sqk/lVJ3ejKX4lBK/Vno9SeXPR+ulBru5pScytPbiaMKrw9b79k5r9ZKqdbFTMnR//m6tf21tCjt+RfH1W5nrmJt+y1t+3NZJOvg2lYqKphAA6BX4Te11s9dZZy7tQL+1lr30lr/5OFcnKYELFenKmvlcVBr80OI0qg1hbbfkrA/l4Qv5Z748viPkrAOhOfY+1vkxaaUeh3oCPgBZ4EHga+A+sA54G6tdY55h/wFGKG1bqmUGgOMAILMrQX3aK3Pmuf5p9a6l/m5XXHm11MxHYxSgKHAHZgqga2AmsC9Wuu9Tir35Xl1A/YB32mt/7zs4NIAKA90BwKBAUAq8J35dbK5PLnOyMlZCi9X83vNgWnA7UAeMB+oDuzRWj/tgRx9gLlAXUzr+0FgOlAbSMS0nV0yx16+Pb2OB9aJI/naMS8/Ci1/K/O/F3gNuNM8zcNa6xudVqCC+fhScPntA25SSr3Bv8s4A/ge8AfitNYjzNP+CUQCLbXW/a2VzRU5WylDZXMZygEKiFJKrbo8Xxvbzq/AGeASpmPMV0An4HWt9VHzNH9qrf90Uzn+5ArL08ox+z5r27tSagRQQ2v9rvmYVlNr/a47ymH+/+9gZfsttD9vx3L5/4RpX6gELNNav+PqXD1U4Wpt/rvTVf9AKTUO2Ke1/lkp9SqmfeG7QuvA2jYWBQwE9pjznA0MpoSf+4R93N2CuUFr3RNIAgZhOuj2BNKAtuaYWoDWWrfE9ORT4DlgrrkF8Ky1Gdsbp5S6FfDRWncHfgBeNn/UAegPvIupcuQUhfPCdKC2ponWugfwI9AHCAeM5ve+Aio6KycXqgUsBO7XWqdjupnuXnMZaimlWnogp5HALq11N0zre4w5p57AIeCRIqb1xDopTr7W5lV4+Reef4TW+lVM2/27rqpcmllbfoWXcS1gKtAXaKCUqmGethOwWWvdv4iyucNIYLnWujeQU0S+hcvlB9wDtAQewFRx8yR7l+flx+w7bMzre0zHc4C7gQWuSdk6O7dfa8v/VeAbrXUXYJBSqqqrc7UxrKW5UuoPpVSAUspPKfW9UuovpdRnV5qXUuoDpdRv5tcVlVKrlFIblFJfmd97B3gFeEUp9bv5Pbv/hwO+A242P+8BrLASY20bO4zpvLsN6AdEUzrPfcIKd1cwt5v/7sbUgnIrpg2zEeBr/iwVmOLCHMKBrebnW4Aw8/PFWusc4BhQwYX//3K+lz2fb/77z/+PBvYqpVZj2gENbsqpOJ7B1MpW3/w6BLjTfFBtBNTxQE6hmA5eYGqtqIX19W+NJ9ZJcfItzNryLzz/yGJl6xhry6/wMs4BHsP0RaUK/+4je7XWP142L09tWw2BXebnUdjOt3C5krTWGUACppZ9VWi+vriXvcvz8mN2A2szMn+ZjFdK9QS8tNaJLsm4eKwt/xDgSXOZ/TH1Erhbcb6UF/6SYPFlx0bl2+lfzrTWB4G6SqlAIEVrfdFKmLVtLBpTL8qvmL4AbKd0nvuEFe6uYN5g/tsGyAX2AncBJy6LMWitjYWmy8T0DRSlVOEDs6Nx+zDtmJj/7jM/t7ZDuMIlINj8fMBl7xf+/62ATVrrfkBlTN1tJd2bwJPmvwCxwCfmltvxmE627haDqXUaYKz5tbX1b40n1klx8i3M2vIvPP/HzM/t3ceKw9ryK7yMH8XUInZ/oc8yCsV5ats6BjQ3P2+N7XztOZ5cAoKVUuWAm5yYoz3sXZ6XH7PjipjffEytTYudmKMjrmb7jQVeMZf5XeC8a1IrUnG+lBf+kmDry05hrvpytg1Tb91SG59b28Z2YGrhX4upMhlN6Tz3CSvcXcHsYN6ogzBtUEOAjZh2hqI28h1AiFJqg3maq47TWv8KZCqlNmIa6/GBg2UorqXAaKXUdEzjS2w5CjyrlPob05ihKDfkVlxZWuvjQIxS6nZgJnCzUuovYBRw3AM5zQTamre7tpha7Zqbc2pqfm2vo7h+nTgzX2vLv/D8vzbHrgHuUkptwnUH9KNcefmtwdR1uc782tZxwVPb1gxgsHn5BWJ/vtYsAd4DvqDoyps72Fqelx+zlxcx/VpM405/LCLGla5m+30XeNE8zQBMwwDcrThfygt/SbD1Zadw5dtVX86+w1TBtLWdWNvGojG1Kh8GzmitEyid5z5hhdtutO7uQexCCCGunr3HbKVUFUyVitVa69ddn1npUfhCyEIXvQwH0FrPVUpNwVRJ/x1TS3BNTNcmPKC1TrNz3j2Az4ELmC5Ce0lrvcm8fr7F1KL5KqZuaLv+hxDFIb/kI4QQQgghnMpttykSQgghhGOsXHmeqrW2dUW/ECWGtGAKIYQQQginKi2/5COEEEIIIUoJqWAKIYQQQginkgqmEEIIIYRwKqlgCiGEEEIIp5IKphBCCCGEcKr/A1dMczrDF2DnAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1080x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 相关性矩阵\n",
    "corr = df.corr()\n",
    "sns.heatmap(corr,square=True,annot=True,cmap='YlGnBu')\n",
    "\n",
    "corr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "f3ddddf2",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 生成特征值与目标值\n",
    "x = df.drop(['views'],axis=1)\n",
    "y = df['views']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "82f52050",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['like', 'coins', 'collect', 'share', 'danmu', 'reply'], dtype='object')"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.feature_selection import SelectKBest\n",
    "from sklearn.feature_selection import f_regression\n",
    "SelectKBest = SelectKBest(f_regression,k=6)\n",
    "bestFeature = SelectKBest.fit_transform(x,y)\n",
    "SelectKBest.get_support()\n",
    "x.columns[SelectKBest.get_support()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "be36b80d",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_best = df[['views','like', 'coins', 'collect', 'share', 'reply', 'time']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "aebd90dd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x251e6d7b3d0>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1260x1260 with 56 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(df_best)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "16eff05a",
   "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>views</th>\n",
       "      <th>like</th>\n",
       "      <th>coins</th>\n",
       "      <th>collect</th>\n",
       "      <th>share</th>\n",
       "      <th>reply</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>views</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.887602</td>\n",
       "      <td>0.741280</td>\n",
       "      <td>0.903077</td>\n",
       "      <td>0.902426</td>\n",
       "      <td>0.835068</td>\n",
       "      <td>0.297047</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>like</th>\n",
       "      <td>0.887602</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.855280</td>\n",
       "      <td>0.886662</td>\n",
       "      <td>0.785168</td>\n",
       "      <td>0.727272</td>\n",
       "      <td>0.312235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>coins</th>\n",
       "      <td>0.741280</td>\n",
       "      <td>0.855280</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.878165</td>\n",
       "      <td>0.692935</td>\n",
       "      <td>0.594661</td>\n",
       "      <td>0.170176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>collect</th>\n",
       "      <td>0.903077</td>\n",
       "      <td>0.886662</td>\n",
       "      <td>0.878165</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.867208</td>\n",
       "      <td>0.753830</td>\n",
       "      <td>0.243407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>share</th>\n",
       "      <td>0.902426</td>\n",
       "      <td>0.785168</td>\n",
       "      <td>0.692935</td>\n",
       "      <td>0.867208</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.878501</td>\n",
       "      <td>0.185742</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reply</th>\n",
       "      <td>0.835068</td>\n",
       "      <td>0.727272</td>\n",
       "      <td>0.594661</td>\n",
       "      <td>0.753830</td>\n",
       "      <td>0.878501</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.161184</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>time</th>\n",
       "      <td>0.297047</td>\n",
       "      <td>0.312235</td>\n",
       "      <td>0.170176</td>\n",
       "      <td>0.243407</td>\n",
       "      <td>0.185742</td>\n",
       "      <td>0.161184</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            views      like     coins   collect     share     reply      time\n",
       "views    1.000000  0.887602  0.741280  0.903077  0.902426  0.835068  0.297047\n",
       "like     0.887602  1.000000  0.855280  0.886662  0.785168  0.727272  0.312235\n",
       "coins    0.741280  0.855280  1.000000  0.878165  0.692935  0.594661  0.170176\n",
       "collect  0.903077  0.886662  0.878165  1.000000  0.867208  0.753830  0.243407\n",
       "share    0.902426  0.785168  0.692935  0.867208  1.000000  0.878501  0.185742\n",
       "reply    0.835068  0.727272  0.594661  0.753830  0.878501  1.000000  0.161184\n",
       "time     0.297047  0.312235  0.170176  0.243407  0.185742  0.161184  1.000000"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_best.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "0db3f712",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<AxesSubplot:title={'center':'views'}>,\n",
       "        <AxesSubplot:title={'center':'like'}>,\n",
       "        <AxesSubplot:title={'center':'coins'}>],\n",
       "       [<AxesSubplot:title={'center':'collect'}>,\n",
       "        <AxesSubplot:title={'center':'share'}>,\n",
       "        <AxesSubplot:title={'center':'reply'}>],\n",
       "       [<AxesSubplot:title={'center':'time'}>, <AxesSubplot:>,\n",
       "        <AxesSubplot:>]], dtype=object)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA24AAAJMCAYAAACCQvXuAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAABFwElEQVR4nO3df5Rcd3nn+fcTyZ5VJLDlsU87yiRodFZhlkQWNh1HyjFMidhsFH4EFLLmYCCeJKtJxodMBieDWZQDIWHW8cZMZjxjJs3KhB+GrCCDzc8gkriwMkcaYsGAvCSOSdIGFDsMWEhp7wwnZp79o66sUqu761arb9X3Vr9f5/RR1beubn9u9e2nv8+9VbciM5EkSZIkles7xh1AkiRJkrQ0GzdJkiRJKpyNmyRJkiQVzsZNkiRJkgpn4yZJkiRJhbNxkyRJkqTC2bhp2SLi30TE9ePOIUmDRMSbI+LN88Z+KSJ+qe/+5oiYHXU2SVqOiPiPEfHD486h0Vk77gBqr8z85+POIEnLlZm/Oe4MkrRcmbln3Bk0Wp5xkyRJkqTC2bhpSRFxU0T8Zt/9P4yIndXt34mIG+ct/08i4i8j4tGI+N+rsS9FxKbqlP6bI+JFEXGgeuxXI+Kvq+X/2Qg3TdIqt9DLJ/se+8cR8WBEXFbdvzoiPhcRX4uImYiIkYaVNPEi4pcj4ssR8ZWIeNW8sYciYve85bsR0em7/+aI+NcR8fsR8Y2I+DfV+HdUdevRal0vG+V2aeXYuGmQ3wP+V4CI2ABsBo4stGBEfD/wOmAaeDbw5oiYAj4LPBP4W+B7ge8DPhsRlwBvAL4f+AHgRxrcDkmqJSKeBfwH4CWZ+V8j4kLgbuBGejXsHwIvHVtASRMnIq4DXg1cATwXeHtEvAj4KWA78DLgndW8aik/DfxKtZ6fq+ZazwZeBDyD3pzuuia2Qc2zcdOSMvMx4EREfC+9xuqjmZmLLP58YAvwReDzwAZ6Ddtn6RWdvwMu7Bs7CTwE/Gt6ReSnmtsSSaplA/AB4P8D/qoaeya9g1afBGaB5wDPGkM2SZPrR4G7M/ObmTmbmU8DdgHvzcwTmflF4D/Ta+qW8pHM/JPMPA48Bjwd+AvgfwD/F72D57/Y1EaoWTZuquP3gN3V1weXWC6Ad2fm5Zl5OfAP6J2d+yzwYuAvq+WeBXw2M78N/GC1zn8MfK46si1J4/J0epOaPwdeWY0F8KW+2rYJ+K2xpJO0KkTEy4FLgP6D5Tnv/kL+Yt7yZOZJenOvQ/Tq2qdWLqlGycZNdfwevSNBzwb+0xLL/RGwOyIuj4in0Tvr9izgKL2jRn8OPAJ8b2Z+PSK+D/jD6uv1wOXA329qIySphr/OzE8BbwJ+NSL+HvBnwHdGxHMj4juA9wA/O86QkibOJ4FXRsRFEbEJ+Hf05kc3RMTFEfGPgB8C/njAes5p7CLiR4C7gHvovUXlat+n205+HIAGysyvRsSlwNHM/B9LLPdgRPwacJjevvVbmflfACLiK/Qat/XA56rl/zwiDnHm5Uj/LjMfbW5LJKmeqj7dD9yUmW+rPrPyPwBTwB8Abx9rQEkTJTMPRsSVwDHgSeBfZOb7I+K7gC8A/x346cz8m2Ws/tPAq4Dj1br/5RJve1HBwp+bJEmSJJXNl0pKkiRJUuFs3CRJkiSpcDZukiRJklQ4GzdJkiRJKpyNmyRJkiQVrpiPA7j00ktz8+bNtZZ94oknWL9+fbOBzLEspWQxx8rnOHr06Ncz87IVijQSEXEn8InM/EhE7Kf3uYIfy8xfrx6vNbaYNtat5Whr9rbmBrOvlDbWrVGoW7tK+lkOo425zTwabci8ZN3KzCK+nvOc52Rd9913X+1lm2SOc5WSxRxnW4kcwANZQK2o+wU8F/iP1e09wO9Ut+8CttYdW+p7tLFuLUdbs7c1d6bZV0rb6taovurWrpJ+lsNoY24zj0YbMi9Vt2q/VDIi7oyIF1e390fE4YjY1/d4rTFJalpEXAC8A5iNiB8HOsCB6uGDwDVDjEnSyDjfkrSYWi+VjIjnApdn7+VGe4A1mbkzIu6KiK3Atjpjmflwc5siSU95DfBF4DbgtcBNwP7qsceBq4D1wPEaY2eJiL3AXoCpqSm63W6tQHNzc7WXLU1bs7c1N5h9tXK+JWkpAxu3viPXH1/iyPWVNccsJJJG4UpgJjMfi4j3Aj8MrKse20DvwkxzNcfOkpkzwAzA9PR0djqdWoG63S51ly1NW7O3NTeYfTVyviVpkDpn3DxybY7aSslijjJzjNCXgC3V7WlgM73JzBFgO/AQ8NWaY5I0Co3Nt2B5c662/u1oY24zj0YbM/er07h55NoctZWSxRxl5hih/cBdEfEK4AJ6R64/HBGbgN3ADiCBQzXGJGkUGptvwfLmXG3929HG3GYejTZm7lencSvuyPWx4ye58ZaPDf3/Zm994UpFkFSwzPxb4Cf7xyKiA1wH3JaZJ4cZWwnWLUkDON+StKQ6jZtHriW1Xmae4Mz7QIYak6QRcL4laUkDPw4gM/82M38yM5+XmTsz8xF6xeQIsCszT2bmqTpjTW2EJElSmznfkjRIrY8DmM8j15IkSc1yviWpX+0P4JYkSZIkjYeNmyRJkiQVzsZNkiRJkgpn4yZJkiRJhbNxkyRJkqTC2bhJkiRJUuFs3CRJkiSpcDZukiRJklQ4GzdJkiRJKpyNmyRJkiQVzsZNkiRJkgpn4yZJkiRJhbNxkyRJkqTC2bhJmjgRsTYivhwR3eprW0Tsj4jDEbGvb7laY5IkSeNm4yZpEl0BvD8zO5nZAbYCazJzJ7AlIrZGxJ46Y2PbAkmSpD5LNm4etZbUUjuAF0XEZyJiP3AtcKB67CBwDdCpOSZJjXPOJWmQtQMeP33U+vUA/UejI+Ku6mj0tjpjmflwo1siSWf8CXBtZj4aEe8Gng/8dvXY48BVwHrgeI2xs0TEXmAvwNTUFN1ut1agqXVw87Ynh96Quutv0tzcXBE5htXW3GD2Vco5l6QlDWrcTh+13gUcA77FuUejr6w5ZhGRNCpfyMxvVbcfAF4GrKvub6D3aoO5mmNnycwZYAZgeno6O51OrUB33H0vtx8bVHLPNXtDvfU3qdvtUnc7S9LW3GD2Vco5l6QlDZpFNHbUGtp/5LqUo4ql5IByspijzBwj9J6IeCvwIPBS4CZ6k5kjwHbgIeCrNcckaRSKm3OVMt8aVhv/5pl5NNqYud+gxq2xo9bQ/iPXpRxVLCUHlJPFHGXmGKG3AO8DAvgwcA9wKCI2AbvpHdnOmmOSNArFzblKmW8Nq41/88w8Gm3M3G/QVSXfExHbI2INZx+1ht7R6FngaM0xSRqJzHwwM6/IzG2Z+cbMPEXvwiNHgF2ZebLu2Hi2QNIq5JxL0pIGHUbxqLWkiZCZJzjzPpChxiRpBJxzSVrSko1bZj5I7ypHT4mIDnAdcNvpo9F1xyRJknQu51ySBhn6hcsetZYkSWqecy5J/Qa9x02SJEmSNGY2bpIkSZJUOBs3SZIkSSqcjZskSZIkFc7GTZIkSZIKZ+MmSZIkSYWzcZMkSZKkwtm4SZIkSVLhbNwkSZIkqXA2bpIkSZJUOBs3SZIkSSqcjZskSZIkFc7GTZIkSZIKZ+MmSZIkSYWzcZM0sSJiKiI+V93eHxGHI2Jf3+O1xiRJksbNxk3SJPtNYF1E7AHWZOZOYEtEbK07NsbskiRJT6nVuHnUWlLbRMTzgSeAx4AOcKB66CBwzRBjkjQyzrkkLWZtzeXOOWodEXdVR6O31RnLzIcb2gZJOktEXAj8CvAy4B5gPXC8evhx4Kohxuavey+wF2Bqaoput1sr09Q6uHnbk0NvS931N2lubq6IHMNqa24w+yrnnEvSggY2bjWOWl9Zc8wiImlUbgHuzMxvRgTAHLCuemwDvVcb1B07S2bOADMA09PT2el0agW64+57uf1Y3WNlZ8zeUG/9Tep2u9TdzpK0NTeYfbVyziVpKUvOIpo8al2tv9VHrks5qlhKDigniznKzDFC1wLPj4ibgGcD3wt8BTgCbAceAr5Kb4IzaEySGlfinKuU+daw2vg3z8yj0cbM/QYd/m3sqDW0/8h1KUcVS8kB5WQxR5k5RiUzn3f6dkR0gZcAhyJiE7Ab2AFkzTFJGoXi5lylzLeG1ca/eWYejTZm7jfo4iTXAjdVE59nAy/mzJv1twOzwNGaY5I0cpnZycxT9F52dATYlZkn646NJ7WkVcg5l6QlLXkYxaPWkiZFZp7gzPtAhhqTpKY555I0SO3PcfOotSRJUvOcc0layNAvXPaotSRJUvOcc0nqV/uMmyRJkiRpPGzcJEmSJKlwNm6SJEmSVDgbN0mSJEkqnI2bJEmSJBXOxk2SJEmSCmfjJkmSJEmFs3GTJEmSpMLZuEmSJElS4WzcJEmSJKlwNm6SJEmSVDgbN0mSJEkqnI2bJEmSJBXOxk3SRIqISyLiuoi4dNxZJEmSzletxs0JkKQ2iYiNwEeBq4H7IuKyiNgfEYcjYl/fcrXGJGkUnG9JWsrAxs0JkKQWugJ4XWa+Ffgk8HxgTWbuBLZExNaI2FNnbGxbIGlVcb4laZC1NZY5PQE6UhWVpyZAEXFXNbHZVmcsMx9ublMkqSczPw0QEc+jNwm6BDhQPXwQuAa4suaYdUvSKDjfkrSkgY2bEyBJbRQRAVwPnAASOF499DhwFbC+5tj89e4F9gJMTU3R7XZr5ZlaBzdve3Lo7ai7/ibNzc0VkWNYbc0NZl+NnG9JGqTOGTcnQIso5Y9TKTmgnCzmKDPHKGVmAjdFxK8BLwfeUT20gd7LxOeAdTXG5q93BpgBmJ6ezk6nUyvPHXffy+3HapXcs8zeUG/9Tep2u9TdzpK0NTeYfbVqar5VrXvoOVcp861htfFvnplHo42Z+9WaRTgBWlgpf5xKyQHlZDFHmTlGJSJeDzyame8GLgZupXcU+giwHXgI+GrNMUkaiabmW9W6h55zlTLfGlYb/+aZeTTamLnfwN9GJ0CSWmgGOBARPws8CNwD3B8Rm4DdwA56R7MP1RiTpMY535I0SJ3DKE6AJLVKZp4Arusfi4hONXZbZp4cZkySRsD5lqQl1bk4iRMgSa1X1bIDyxmTpKY535I0yPAvXMYJkCRJUtOcb0nqN/ADuCVJkiRJ42XjJkmSJEmFs3GTJEmSpMLZuEmSJElS4WzcJEmSJKlwNm6SJEmSVDgbN0mSJEkqnI2bJEmSJBXOxk2SJEmSCmfjJkmSJEmFs3GTJEmSpMLZuEmSJElS4WzcJEmSJKlwNm6SJEmSVDgbN0mSJEkq3MDGLSIuiohPRMTBiPhQRFwYEfsj4nBE7OtbrtaYJDXNuiWpbaxbkgapc8btBuBtmfkC4DHgFcCazNwJbImIrRGxp85YUxshSfNYtyS1jXVL0pLWDlogM+/su3sZ8Crgt6r7B4FrgCuBAzXGHj7vxJI0gHVLUttYtyQNMrBxOy0idgIbgVngeDX8OHAVsL7m2Px17gX2AkxNTdHtdmtlmVoHN297sm70p9Rdf11zc3Mrvs4254ByspijzByjZt1aGW3df9qaG8y+mjVRt6r1Dl272lq32rgPmnk02pi5X63GLSIuAe4AfgJ4HbCuemgDvZdbztUcO0tmzgAzANPT09npdGqFvuPue7n9WO2e8ymzN9Rbf13dbpe6mZtUSg4oJ4s5yswxStatldPW/aetucHsq1VTdQuWV7vaWrfauA+aeTTamLlfnYuTXAh8AHhDZj4CHKV3Gh5gO70jQnXHJKlx1i1JbWPdkjRIncMoP0PvtPsbI+KNwDuBV0fEJmA3sANI4FCNMUkaBeuWpLaxbkla0sAzbpn59szcmJmd6utdQAc4AuzKzJOZearOWFMbIUn9rFuS2sa6JWmQ4V+4DGTmCc5cwWioMUkaB+uWpLaxbknqV+dz3CRJkiRJY2TjJkmSJEmFs3GTJEmSpMLZuEmSJElS4WzcJEmSJKlwNm6SJEmSVDgbN0mSJEkqnI2bJEmSJBXOxk2SJEmSCmfjJkmSJEmFs3GTJEmSpMLZuEmSJElS4WzcJEmSJKlwNm6SJEmSVDgbN0mSJEkqnI2bpIkUEVMRcajv/v6IOBwR+4YdkyRJGrdajZsTIEltEhEbgXcB66v7e4A1mbkT2BIRW+uOjWsbJK1OzrkkLWZg4+YESFILfRu4HjhV3e8AB6rbB4FrhhiTpJFwziVpKWtrLHN6AnRvdb/DuRObK2uOPXzeiSVpgMw8BRARp4fWA8er248DVw0xdpaI2AvsBZiamqLb7dbKNLUObt725HAbArXX36S5ubkicgyrrbnB7KuYcy5JixrYuDkBWlwpf5xKyQHlZDFHmTnGaA5YV93eQO/VBnXHzpKZM8AMwPT0dHY6nVoB7rj7Xm4/VudY2dlmb6i3/iZ1u13qbmdJ2pobzL5alTbnKmW+Naw2/s0z82i0MXO/4WcRToCeUsofp1JyQDlZzFFmjjE6Su8I9BFgO/AQ8NWaY5I0LmOdc5Uy3xpWG//mmXk02pi533IaNydAktrmHuBQRGwCdgM7gKw5Jknj4pxL0lOW07jdgxMgSS2QmZ3q31MR0QGuA27LzJMAdcckaUzuwTmXpErtz3HrnwDRe7PsEWBXZp6sO7aiySVpCJl5IjMPZOZjw45J0ig555K0kOWccSMzT3Dm6kVDjUmSJKke51ySTqt9xk2SJEmSNB42bpIkSZJUOBs3SZIkSSqcjZskSZIkFc7GTZIkSZIKZ+MmSZIkSYWzcZMkSZKkwtm4SZIkSVLhbNwkSZIkqXA2bpIkSZJUOBs3SZIkSSqcjZskSZIkFc7GTZIkSZIKZ+MmSZIkSYWzcZMkSZKkwjXeuEXE/og4HBH7mv5ekrQSrFuS2sa6JU2+tU2uPCL2AGsyc2dE3BURWzPz4Sa/pySdj9Lq1uZbPras/zd76wtXOImkUpVWtyQ1o+kzbh3gQHX7IHBNw99Pks5XB+uWpHbpYN2SJl6jZ9yA9cDx6vbjwFX9D0bEXmBvdXcuIh6qud5Lga8PGyZ+Y9j/0UyOBpSSA8rJYo6zrUSOZ6xEkBYoqm4t1wrXu1L242G1NTeYfaVYtyrLrF2lzLeGVdI+WJeZR6MNmRetW003bnPAuur2Buad4cvMGWBm2JVGxAOZOX3+8c6POc5VShZzlJmjJSa6bi1HW7O3NTeYXUNbsm7B8mpXW3+Wbcxt5tFoY+Z+Tb9U8ihnTtdvB2Yb/n6SdL6sW5LaxrolrQJNn3G7BzgUEZuA3cCOhr+fJJ2ve7BuSWqXe7BuSROv0TNumXmK3htmjwC7MvPkCq166JcpNcQc5yoliznOVkqO4q2CurUcbc3e1txgdg3BunWONuY282i0MfNTIjPHnUGSJEmStITGP4BbkiTVFxGXRMR1EXHpuLNI0kKsU+Nh4yZNmIiYiohDSzx+UUR8IiIORsSHIuLCUeZTuwzan0rU5n08IjYCHwWuBu6LiMvGHGlo1T7zuXHn0OrUtprVxnrV5jrV9vpUdOMWEfsj4nBE7DufZZrOMapfurrb2vROOUSOOyPixU3lqJMlIjZGxMcj4oGI+O0Gcwz8QzGifXUj8C56n+mzmBuAt2XmC4DHgB9tKo96RvGzb0LN/alEbd7HrwBel5lvBT7JAp/H1QK/yZlL06ul2li3Wlqz2liv2lynWl2fim3cImIPsCYzdwJbImLrcpYZRQ5G8Es35LY2tlPWzRERzwUuz8yPNJFjiCyvBu6uPrPjaRGx4p/dUecPxSj21cq3geuBU4stkJl3ZuanqruXAV9rKIsY6c++CQP3pxK1eR/PzE9n5pGIeB69o9mHx51pGBHxfOAJen8L1VItrlutq1ltrFdtrVOTUJ+KbdzoXR3pQHX7IGc+n2TYZRrPMaJfuoE5YCQ75cAcEXEB8A5gNiJ+vKEctbIA3wB+ICIuBr4H+EoDOer8oejQ/L5KZp6qezWxiNgJbMzMI01k0VM6jOBn34Rh9qcStXUfj4igV1NOAH835ji1Va82+RXglnFn0Xnr0MK61eaa1bZ61bY6NSn1qeTGbT1wvLr9ODC1zGVGkQNo/JduYI4R7ZR1no/XAF8EbgOujojXjjHLHwPPAH4B+NNquRVV8w/FKPbV2iLiEuAO4KfHmWOVKOpnv1q0eR/PnpuALwAvGXeeIdwC3JmZ3xx3EJ0369YItbFetbBOTUR9Krlxm+PMy/02sHDWOsuMIscofunq5BjFTlknx5XATGY+BrwX2DXGLG8Cfi4z3wL8GfBPGsoyyCj21VqqBv8DwBsy85Fx5VhFivnZrxZt3scj4vUR8Zrq7sXAN8eXZmjXAjdFRBd4dkT832POo+Wzbo1IG+tVS+vURNSnkn8Rj3Lm1Px2YHaZyzSeY0S/dHW2dRQ7ZZ0cXwK2VLengXE+JxuBbRGxBvghYFwfXDiKffUcEfGsiPj1ecM/Q++NxG+MiG5EXD+KLKvYWH72q1yb9/EZ4NURcT+wht7L1FohM5+XmZ3M7AD/JTN/dtyZtGzWrdFpY71qXZ2alPpU7AdwR8TTgUPAHwK7gVcAP5mZ+5ZYZsdKv7a5Zo6fB/4V8Plq6O2Z+f+MOse85bvVzrmiaj4fTwPuovfSiguAl2fm8QVWN4osVwPvpPdyycPAyzJzbqWzVN+rm5mdiHgW8MpR76sqkz97SW1j3ZLKVGzjBk9dre864P7qZXfLWmYUOUbBHGVnGaRNWbWy/NlLahvrllSeohs3SZIkSVLZ73GTJEmSJGHjJq1KETEVEYeWeHxjRHw8Ih6IiN8eZTZJWsigutW33J0R8eJRZJKkpax03bJxk1aZ6n0L76L3OT2LeTVwd2ZOA0+LiOmRhJOkBdSsW0TEc4HLM/MjIwkmSYtoom7ZuEmrz7eB64FTABHxnRHxwYi4PyL+fbXMN4AfiIiLge8BvjKWpJLUM7BuRcQFwDuA2Yj48fFFlSSggbpl4yatMpl5at5lnfcCD2bm84DviogrgD+m9xEKvwD8KfD46JNKUk/NuvUa4IvAbcDVEfHaMUSVJKCZumXjJumZwMuqD27fAnw38Cbg5zLzLcCfAf9kfPEk6RwL1a0rgZnq0vXvBXaNL54kneO869baphNKKt5DwGcy850R8SLgy8BGYFtEHAF+CPiDcQaUpHkWqltfojcZApgGHhlXOElawHnXLT/HTVqlIqKbmZ2IWA+8E7ic3uuwXwn8o2rsGcBh4GWZOTe2sJLEwLqVwF3AFHAB8PLMPD62sJLEytYtGzdJkiRJKpzvcZMkSZKkwtm4SZIkSVLhbNwkSZIkqXA2bpIkSZJUOBs3LVtE/E5E3LjA+Jsj4s2jTyRJC4uIGyPid8adQ5KaZr2bXDZuKpbNnyRJktRj46aSvWncASRJkqQS2LjpKRHxyxHx5Yj4SkS8at7YQxGx+zzW/WMR8WcR8Tf9Z9Ii4oaI+MuIeDQifrka+42IeKy6/VhE/L/nuWmSVpmI+NWI+OuqtvyzaviCiLg7Ir4REb8XEdG37PGq1r26bx3diHh5RNwTEX/UN75gPZOk87FQzVmo3lQvhexGxNGqzu0dsN7vi4i/6rv/zyPi3ze6MWrE2nEHUBki4jrg1cAVwMXAsYj4JvBTwHbgu4A/iojtmfk3Q677MuAOYBdwAjgSEfcC/x24FdgJ/Lfqe344M18PvD4iMjMvX4ntk7R6RMQlwBuAKXoHKGeAjwA/Afwk8E+BLwHPjohvAM8Fvg+4CPgs8J6+1f0r4JeAT1frXrCeZebnmt8ySavAUzVnifkTwLPpzdn+B/C5iPj9zPzyQivMzD+PiLmIeHZm/hfgJcCvNbsZaoKNm077UeDuzPwm8E3gaRFxO/DezDwBnIiI/0xvgvPBIde9A/hu4DPV/b8HfD+wEfhoZn61Gt90XlsgST0ngYeAfw38Pr0DUC8HHsjMjwBExEPARZn5uYj4ReBmepOjqXnruiszP9x3f7F6ZuMmaSU8VXMi4sUsXG8A/uh0o1bNz64CFmzcKr8HvLQ68/Z9wP0NZFfDfKmkFhQRLwcuAbJvOOfdr7064L7MvLw6g/YP6BWQ+d/zBRHxzOXklaTTMvPbwA/SO8j0j+k1VRcCf9G/GEBEPBf4EPCXwI0LrO7IvPu16pkkLVN/zVmq3kTfct9B78zbUj4IvBTYDXwkMwctrwLZuOm0TwKvjIiLImIT8O+APwRuiIiLI+IfAT8E/PEy1n0EuDIinhkRFwKfAl5Qrf+FEbEpIp5efc/1ff/vGxHxjIi4ICIuOo9tk7SKRMT30asvfwi8Hrgc+PssfODph+gdzX4/8GM1Vr9YPZOklbZUvfmRao70PfQOVB1dakWZ+SDwPwGvBT7QYGY1yMZNAGTmQeB9wDF6zdm/yMz30nuvxxeADwM/Pez726p1fw342Wods8DhzLw3M78I7AP+E/Ag8PbM/Gzff/2X1WOP0nsdtyQNlJl/DhwC/gr4c3oHhR5dZPEPAj8A/DXwLGCuavwWW/eC9WzFwktSZUC9+Qy9Buw/A2/IzOM1Vvl7wP+ML5NsrchczivfJEmSJI1aRNwIdDLzxiH+z1rgeuCazPz5hqKpYV6cRJIkSZpsH6R3lfAfHXcQLZ9n3CRJkiSpcL7HTZIkSZIKZ+MmSZIkSYWzcZMkSZKkwtm4SZIkSVLhirmq5KWXXpqbN2+utewTTzzB+vXrBy/YoBIymKPMHCVkaCLH0aNHv56Zl63YCidA2+pWkyZ5+yZ522Cyt8+6tbC6tav0fcN8y1dyNljd+ZasW5lZ6wu4E3hxdXs/cBjY1/d4rbHFvp7znOdkXffdd1/tZZtSQoZMc8xXQo4SMmSufA7ggaxZL0r5sm6NziRv3yRvW+Zkb5916/xqV+n7hvmWr+Rsmas731J1q9ZLJSPiucDlmfmRiNgDrMnMncCWiNhad6zO95KklWDdktQ21i1JSxnYuEXEBcA7gNmI+HGgAxyoHj4IXDPEmCQ1zrolqW2sW5IGqfMet9cAXwRuA14L3ETvlDzA48BVwHrgeI2xs0TEXmAvwNTUFN1ut1boubm52ss2pYQM5igzRwkZSsoxJtatEZvk7ZvkbYPJ374WaaxuwfJqV+n7hvmWr+RsYL7F1GncrgRmMvOxiHgv8MPAuuqxDfTO2s3VHDtLZs4AMwDT09PZ6XRqhe52u9RdtiklZDBHmTlKyFBSjjGxbo3YJG/fJG8bTP72tUhjdQuWV7tK3zfMt3wlZwPzLabOe9y+BGypbk8DmzlzGn47MAscrTkmSaNg3ZLUNtYtSUuqc8ZtP3BXRLwCuIDea6k/HBGbgN3ADiCBQzXGVsSx4ye58ZaPDf3/Zm994UpFkFQ265aktrFuSVrSwDNumfm3mfmTmfm8zNyZmY/QKyZHgF2ZeTIzT9UZa2ojJKmfdUtS21i3JA2yrA/gzswTnLmC0VBjkjQO1i1JbWPdktSv1ue4SZIkSZLGx8ZNkiRJkgpn4yZJkiRJhbNxkyRJkqTC2bhJkiRJUuFs3CRJkiSpcDZukiRJklQ4GzdJkiRJKpyNmyRJkiQVzsZNkiRJkgpn4yZJkiRJhbNxkyRJkqTC2bhJkiRJUuFs3CRJkiSpcDZukiRJklS4JRu3iFgbEV+OiG71tS0i9kfE4YjY17dcrTFJkiRJ0vAGnXG7Anh/ZnYyswNsBdZk5k5gS0RsjYg9dcaa3AhJ6udBJ0ltY92SNMigxm0H8KKI+ExE7AeuBQ5Ujx0ErgE6NcckaVQ86CSpbaxbkpa0dsDjfwJcm5mPRsS7gecDv1099jhwFbAeOF5j7BwRsRfYCzA1NUW3260Vemod3LztyVrL9qu7/jrm5uZWdH3mmJwcJWQoKceYnD7otAs4BnyLcw8mXVlz7OERZZa0ulm3JC1pUOP2hcz8VnX7AeBlwLrq/gZ6Z+zmao6dIzNngBmA6enp7HQ6tULfcfe93H5sUPRzzd5Qb/11dLtd6uZtkjnKy1FChpJyjEljB53afMCpSZN8oGCStw0mf/tapLiD5aXXrdL33ZLzlZwNzLeYQd3PeyLircCDwEuBm+gdyTkCbAceAr5ac0ySRqWxg05tPuDUpEk+UDDJ2waTv30tUtzB8tLrVun7bsn5Ss4G5lvMoN/GtwDvAwL4MHAPcCgiNgG76Z3Wz5pjkjQqHnSS1DbWLUlLWrJxy8wH6b1Z9ikR0QGuA27LzJPDjEnSiHjQSVLbWLckLWno89+ZeYIzb4IdakySRsGDTpLaxrolaZDhX7gsSS3kQSdJbWPdktRv0Oe4SZIkSZLGzMZNkiRJkgpn4yZJkiRJhbNxkyRJkqTC2bhJkiRJUuFs3CRJkiSpcDZukiRJklQ4GzdJkiRJKpyNmyRJkiQVzsZNkiRJkgpn4yZJkiRJhbNxkyRJkqTC2bhJkiRJUuFs3CRJkiSpcDZukiRJklS4Wo1bRExFxOeq2/sj4nBE7Ot7vNaYJI2StUtS21i3JC2m7hm33wTWRcQeYE1m7gS2RMTWumPNxJekJVm7JLWNdUvSggY2bhHxfOAJ4DGgAxyoHjoIXDPEmCSNjLVLUttYtyQtZe1SD0bEhcCvAC8D7gHWA8erhx8HrhpibKH17wX2AkxNTdHtdmuFnloHN297stay/equv465ubkVXZ85JidHCRlKyjEOTdauNtetJk3y/jbJ2waTv31tUeKcq/S6Vfq+W3K+krOB+RazZOMG3ALcmZnfjAiAOWBd9dgGemfs6o6dIzNngBmA6enp7HQ6tULfcfe93H5sUPRzzd5Qb/11dLtd6uZtkjnKy1FChpJyjEljtavNdatJk7y/TfK2weRvX4sUN+cqvW6Vvu+WnK/kbGC+xQx6qeS1wE0R0QWeDbyYM6fgtwOzwNGaY5I0KtYuSW1j3ZK0pCUPo2Tm807frgrJS4BDEbEJ2A3sALLmmCSNhLVLUttYtyQNUvtz3DKzk5mn6L0J9giwKzNP1h1b6eCSVIe1S1LbWLckLWToFy5n5gnOXL1oqDFJGhdrl6S2sW5J6lf7jJskSZIkaTxs3CRJkiSpcDZukiRJklQ4GzdJkiRJKpyNmyRJkiQVzsZNkiRJkgpn4yZJkiRJhbNxkyRJkqTC2bhJkiRJUuFs3CRJkiSpcDZukiRJklQ4GzdJkiRJKpyNmyRJkiQVzsZNkiRJkgpXq3GLiEsi4rqIuLTpQJIkSauR8y1JSxnYuEXERuCjwNXAfRFxWUTsj4jDEbGvb7laY5I0Ck6AJLWJ8y1Jg9Q543YF8LrMfCvwSeD5wJrM3AlsiYitEbGnzlhTGyFJ/ZwASWoh51uSlrR20AKZ+WmAiHgevUnQJcCB6uGDwDXAlTXHHl6p4JK0hNMToCNVE/fUBCgi7qomNtvqjGWmdUtS45xvSRpkYOMGEBEBXA+cABI4Xj30OHAVsL7m2Pz17gX2AkxNTdHtdmuFnloHN297stay/equv465ubkVXZ85JidHCRlKyjEOTU6A2ly3mjTJ+9skbxtM/va1SVPzrWrdQ9eu0utW6ftuyflKzgbmW0ytxi0zE7gpIn4NeDnwjuqhDfRebjkHrKsxNn+9M8AMwPT0dHY6nVqh77j7Xm4/Viv6WWZvqLf+OrrdLnXzNskc5eUoIUNJOcalqQlQm+tWkyZ5f5vkbYPJ3742aWq+Va176NpVet0qfd8tOV/J2cB8i6lzcZLXR8RrqrsXA7fSOwoNsB2YBY7WHJOkkciem4AvAD9MvclOrQmQJK0051uSBqlzGGUGOBARPws8CNwD3B8Rm4DdwA56R7MP1RiTpMZFxOuBRzPz3Zw9ATpCb2LzEPDVmmOSNArOtyQtqc7FSU4A1/WPRUSnGrstM08OMyZJI+AESFKrON+SNMjwL1zmqeJyYDljktQ0J0CSJoHzLUn9ltW4SVLbOAGSJElt5hvvJUmSJKlwNm6SJEmSVDgbN0mSJEkqnI2bJEmSJBXOxk2SJEmSCmfjJkmSJEmFs3GTJEmSpMLZuEmSJElS4WzcJEmSJKlwNm6SJEmSVDgbN0mSJEkqnI2bJEmSJBXOxk2SJEmSCmfjJkmSJEmFs3GTJEmSpMINbNwi4qKI+EREHIyID0XEhRGxPyIOR8S+vuVqjUlS06xbktrGuiVpkDpn3G4A3paZLwAeA14BrMnMncCWiNgaEXvqjDW1EZI0j3VLUttYtyQtae2gBTLzzr67lwGvAn6run8QuAa4EjhQY+zh804sSQNYtyS1jXVL0iADG7fTImInsBGYBY5Xw48DVwHra47NX+deYC/A1NQU3W63VpapdXDztifrRn9K3fXXMTc3t6LrM8fk5CghQ0k5xsm6NTqTvL9N8rbB5G9f2zRRt6r1Dl27Sq9bpe+7JecrORuYbzG1GreIuAS4A/gJ4HXAuuqhDfRebjlXc+wsmTkDzABMT09np9OpFfqOu+/l9mO1e86nzN5Qb/11dLtd6uZtkjnKy1FChpJyjIt1a7QmeX+b5G2Dyd++NmmqbsHyalfpdav0fbfkfCVnA/Mtps7FSS4EPgC8ITMfAY7SOw0PsJ3eEaG6Y5LUOOuWpLaxbkkapM5hlJ+hd9r9jRHxRuCdwKsjYhOwG9gBJHCoxpgkjYJ1S1LbWLckLWngGbfMfHtmbszMTvX1LqADHAF2ZebJzDxVZ6ypjZCkftYtSW1j3ZI0yPAvXAYy8wRnrmA01JgkjYN1S1LbWLck9avzOW6SJEmSpDGycZMkSZKkwtm4SZIkSVLhbNwkSZIkqXA2bpIkSZJUOBs3SZIkSSqcjZskSZIkFc7GTZIkSZIKZ+MmSZIkSYWzcZMkSZKkwtm4SZIkSVLhbNwkSZIkqXA2bpIkSZJUOBs3SZIkSSqcjZskSZIkFa5W4xYRUxFxqO/+/og4HBH7hh2TpFGwbklqI2uXpMUMbNwiYiPwLmB9dX8PsCYzdwJbImJr3bHmNkOSzrBuSWoja5ekpdQ54/Zt4HrgVHW/Axyobh8ErhliTJJGwbolqY2sXZIWtXbQApl5CiAiTg+tB45Xtx8Hrhpi7CwRsRfYCzA1NUW3260Vemod3LztyVrL9qu7/jrm5uZWdH3mmJwcJWQoKcc4WLdGb5L3t0neNpj87WuT0mpX6XWr9H235HwlZwPzLWZg47aAOWBddXsDvbN2dcfOkpkzwAzA9PR0djqdWgHuuPtebj82fPTZG+qtv45ut0vdvE0yR3k5SshQUo5CWLcaNsn72yRvG0z+9rXcWGtX6XWr9H235HwlZwPzLWY5V5U8yplT8NuB2SHGJGkcrFuS2sjaJekpyznjdg9wKCI2AbuBHUDWHJOkcbgH65ak9rkHa5ekSu0zbpnZqf49Re9NsEeAXZl5su7YiiaXpAGsW5LayNolaSHLOeNGZp7gzNWLhhqTpHGwbklqI2uXpNOW8x43SZIkSdII2bhJkiRJUuFs3CRJkiSpcDZukiRJklQ4GzdJkiRJKpyNmyRJkiQVzsZNkiRJkgpn4yZJkiRJhbNxkyRJkqTC2bhJkiRJUuFs3CRJkiSpcDZukiRJklQ4GzdJkiRJKpyNmyRJkiQVzsZNkiRJkgpn4yZJkiRJhWu8cYuI/RFxOCL2Nf29JGklWLcktY11S5p8jTZuEbEHWJOZO4EtEbG1ye8nSefLuiWpbaxb0uqwtuH1d4AD1e2DwDXAww1/z0VtvuVjK7aum7c9yY0ruL6VyDF76wtH+r37n89hno9R52yTUe+j/iwW1GFC61aTfudH1487Qm3DPqenf5f8fVlZy923/TksqMMqrFsrMRdzf9KwNt/ysWXteyuxr0VmnvdKFl15xH7g32bm5yPiBcBVmXlr3+N7gb3V3WcCD9Vc9aXA11c07PBKyADmmK+EHCVkgJXP8YzMvGwF11ekCa9bTZrk7ZvkbYPJ3j7r1pllllO7St83zLd8JWeD1Z1v0brV9Bm3OWBddXsD816amZkzwMywK42IBzJz+vzjLV8JGcxRZo4SMpSUo4Umtm41aZK3b5K3DSZ/+1aJJesWLK92lb5vmG/5Ss4G5ltM0xcnOUrvdD3AdmC24e8nSefLuiWpbaxb0irQ9Bm3e4BDEbEJ2A3saPj7SdL5ugfrlqR2uQfrljTxGj3jlpmn6L1h9giwKzNPrtCqh36ZUgNKyADmmK+EHCVkgHJytMqE160mTfL2TfK2weRv38RbxXXLfMtXcjYw34IavTiJJEmSJOn8Nf4B3JKaFRGXRMR1EXHpuLNIkiSpGUU3bhGxPyIOR8S+81mmyQwRsTYivhwR3eprWxM5qu81FRGHBizT9POxZIZRPB8RcVFEfCIiDkbEhyLiwkWWa+y5qJNhRM/FRuCjwNXAfRGx4OVjm94vdEYJdatJJdXEJpRQZ5tSQv1We4xjP19oH1wox/mMLTPXWb87K53pfHP251vs93gc+RaaK5X03C2Sr4jnbjHFNm4RsQdYk5k7gS0RsXU5yzSdAbgCeH9mdqqvYyuZoS/LRuBdwKKfcjuC52NgBkbzfNwAvC0zXwA8BvzoAlkbfS7qZGA0z8UVwOsy863AJ4Gr5i8wgudClRLqVpNKqolNKKHONqWg+q0WGON+ftY+CGydn2OhbHXHlhNo/u/O+Xz/JnIu8Lt9zu/xGPPNnyu9oqTnboF8txT03C2o2MaN3ptsD1S3D3LmMrfDLtN0hh3AiyLiM1VX3dSVOr8NXA+cWmKZDs0+H3UyNP58ZOadmfmp6u5lwNcWWKxDg89FzQyjeC4+nZlHIuJ59M66HV5gsQ7N7hc6o8P461aTOpRTE5tQQp1tShH1W63RYTz7+Vn7IHDtAjkWylZ3bDnm/+6cz/dvIuf8fAv9Ho8l3wJzpVetcI5lZ1sk35MU8twtpuTGbT1wvLr9ODC1zGWazvAnwLWZeTVwAfBjK5wB6F0xqsZVohp9PmpmGMnzARARO4GNmXlkgYeb3jfqZBjJcxERQa9onwD+boFFRvJcCCijbjWpmJrYhBLqbFNKq98q3rj28/n74O4FciyUre7Y0Bb43Tmf77/iORfIt9Dv8djywZm5EvCVFc6xIj/jvnyforDnbr6SG7c5YF11ewMLZ62zTNMZvpCZj1a3H6B3Wn9cmn4+6hjJ8xERlwB3AD+9yCKNPxc1Mozkuciem4AvAC9ZYJES9ovVooS61aS21cQmtPnnN8ik/+xU37j28/n74KUL5FgoW92xlXA+338UORf6PR5bvnlzpeKeu3n5inruFlLyH5yjnDmluB2YXeYyTWd4T0Rsj4g1wEuBz69whmE0/XzU0fjzEb0LgXwAeENmPrLIYo0+FzUzjOK5eH1EvKa6ezHwzQUWK2G/WC1KqFtNaltNbEKbf36DTPrPTvWNaz+fvw/etECOhbLVHVsJ5/P9R5Fzod/jseRbYK5U1HO3QL5inrtFZWaRX8DTqyfsbcCfVhv86wOWuWgMGX6A3pmOY8BbR/C8dKt/nzXq56NmhsafD+Dn6b0ssFt9vWkM+0adDKN4Lk6f2r8fuBP4/nHtF36VUbcK2L6R1sSGtrNb/Tu2OjumbWv9z86vFdtPxrKfz98HF8pxPmPnma272HNTQs6+fOf8Ho8rH+fOlX6qpOdugXxvKuW5W+yr6A/grq6Ucx1wf2Y+ttxlms5QkrblbZLPxRk+F6NTQt1qUpuzrxSfA60GpeznC+U4n7ESM43iuS4ln8/deWYpuXGTJEmSJJX9HjdJkiRJEjZu0qoUEVMRcajGcndGxItHkUmSlmLdkrTa2bhJq0z1eut30ft8kaWWey5weWZ+ZCTBJGkR1i1JsnGTVqNv0/vA7lMAEfGdEfHBiLg/Iv59NXYB8A5gNiJ+fHxRJQmwbkmSjZu02mTmqcw82Te0F3gwM58HfFdEXAG8BvgicBtwdUS8dgxRJQmwbkkS2LhJgmcCL4uILrAF+G7gSmCmunTte4Fd44snSeewbkladdaOO4CksXsI+ExmvjMiXgR8GfgSvckQwDTwyLjCSdICrFuSVh0/x01apSKim5mdiFgPvBO4nN77R14JJHAXMAVcALw8M4+PLawkYd2StLrZuEmSJElS4XyPmyRJkiQVzsZNkiRJkgpn4yZJkiRJhbNxkyRJkqTC2bhJkiRJUuFs3LQiIuLfRMT1484hSZIkTSI/DkBDiYiLgRsz87fGHEWSJElaNTzjpmFdDPzimDNIkiRJq4qNm2qLiPcBfwJ8T0Q8FhG/3/fY70TEjX33ZyPifRHxaET8nxHxtYh4TfXY/xERX46IRyLixSPfEEmSJKll1o47gNojM18ZEZuBbmZurvFfPg5cCFwGvAXoRMR/BX4E+F+AfwB0I+J7M/PvmkktSZIktZ9n3NSkw8Bc37/fAVwL/CDwF8CngfXApnEFlCRJktrAxk1N+va8fwECeGtmXp6ZlwPfCxwfeTJJkiSpRWzcNKxvAH8/Ir6z+lo35P//A+B/i4inR8QmemfeLl7pkJIkSdIk8T1uGkpm/m1E/Aa9hus7gJ3AXw7x/z8eEc8BHqR3Ju61mfn1RsJKkiRJE8LPcZMkSZKkwvlSSUmSJEkqnI2bJEmSJBXOxk2SJEmSCmfjJkmSJEmFs3GTJEmSpMIV83EAl156aW7evLnWsk888QTr169vNtAKM/NomLk5R48e/XpmXjbuHJIkSatRMY3b5s2beeCBB2ot2+126XQ6zQZaYWYeDTM3JyIeGXcGSZKk1arWSyUj4pKIuC4iLm06kCRJkiTpbAMbt4jYCHwUuBq4LyIui4j9EXE4Ivb1LVdrTJIkSZI0nDpn3K4AXpeZbwU+CTwfWJOZO4EtEbE1IvbUGWtqIyRJkiRpkg18j1tmfhogIp5H76zbJcCB6uGDwDXAlTXHHl6p4JIkSZK0WtS6OElEBHA9cAJI4Hj10OPAVcD6mmPz17sX2AswNTVFt9utFXpubq72sqUw82iYWZIkSZOoVuOWmQncFBG/BrwceEf10AZ6L7ecA9bVGJu/3hlgBmB6ejrrXlnvjrvv5fY/fqLWsv1mb33h0P9npbTlyoH9zDwabcwsSZKk0apzcZLXR8RrqrsXA7fSe9kjwHZgFjhac0ySJEmSNKQ6Z9xmgAMR8bPAg8A9wP0RsQnYDeyg9/LJQzXGJEmSJElDqnNxkhPAdf1jEdGpxm7LzJPDjEmSJEmShlPrPW7zVc3cgeWMSZIkSZKGU+dz3CRJkiRJY2TjJkmSJEmFs3GTJEmSpMLZuEmSJElS4WzcJEmSJKlwNm6SJEmSVDgbN0mSJEkqnI2bJEmSJBXOxk2SJEmSCmfjJkmSJEmFs3GTJEmSpMLZuEmSJElS4WzcJEmSJKlwNm6SJEmSVDgbN0mSJEkqnI2bJEmSJBVuYOMWERdFxCci4mBEfCgiLoyIL0dEt/raVi23PyIOR8S+vv97zpgkSZIkaTh1zrjdALwtM18APAbcArw/MzvV17GI2AOsycydwJaI2LrQWGNbIUmSJEkTLDKz/sIRHwQ+S6+ZewI4BvxT4G3A72fmxyPiFcA64Mr5Y5n5znnr2wvsBZiamnrO7/7u79bK8bXHT/I3/6127Kds++6Lhv9PK2Rubo4NGzaM7fsvh5lHoy2Zd+3adTQzp8edQ5IkaTVaW3fBiNgJbAQ+BbwzMx+NiHcDPwasB45Xiz4OXLXI2FkycwaYAZiens5Op1Mryx1338vtx2pHf8rsDfXW34Rut0vd7SuFmUejjZklSZI0WrW6n4i4BLgD+Angscz8VvXQA8BWYI7eWTaADfRegrnQmCRJkiRpSHUuTnIh8AHgDZn5CPCeiNgeEWuAlwKfB44C11T/ZTswu8iYJEmSJGlIdc64/Qy9lzm+MSLeCNwHvAcI4MOZ+QcR8XTgUERsAnYDO4BcYEySJEmSNKSBjVtmvh14+7zhX523zKmI6ADXAbdl5kmAhcYkSZIkScMZ/gofi8jME8CBQWOSJEmSpOF4wRBJkiRJKpyNmyRJkiQVzsZNkiRJkgpn4yZJkiRJhbNxkyRJkqTC2bhJkiRJUuFs3CRJkiSpcDZukiRJklQ4GzdJkiRJKpyNmyRJkiQVzsZNkiRJkgpn4yZJkiRJhbNxkyRJkqTC2bhJkiRJUuFs3CRJkiSpcAMbt4i4KCI+EREHI+JDEXFhROyPiMMRsa9vuVpjkiRJkqTh1DnjdgPwtsx8AfAY8ApgTWbuBLZExNaI2FNnrKmNkCRJkqRJtnbQApl5Z9/dy4BXAb9V3T8IXANcCRyoMfbweSeWJEmSpFVmYON2WkTsBDYCs8Dxavhx4Cpgfc2x+evcC+wFmJqaotvt1soytQ5u3vZk3ehPqbv+JszNzY31+y+HmUejjZklSZI0WrUat4i4BLgD+AngdcC66qEN9F5uOVdz7CyZOQPMAExPT2en06kV+o677+X2Y7V7zqfM3lBv/U3odrvU3b5SmHk02phZkiRJo1Xn4iQXAh8A3pCZjwBH6b3sEWA7vTNwdcckSZIkSUOqc9rqZ+i9zPGNEfFG4J3AqyNiE7Ab2AEkcKjG2FhtvuVjy/p/s7e+cIWTSJIkSVJ9A8+4ZebbM3NjZnaqr3cBHeAIsCszT2bmqTpjTW2EJEmSJE2y4d8oBmTmCc5cMXKoMUmSJEnScOp8jpskSZIkaYxs3CRJkiSpcDZukiRJklQ4GzdJkiRJKpyNmyRJkiQVzsZNkiRJkgpn4yZJkiRJhbNxkyRJkqTC2bhJkiRJUuFs3CRJkiSpcDZukiRJklQ4GzdJkiRJKpyNmyRJkiQVzsZNkiRJkgpn4yZJkiRJhavVuEXEVEQcqm6vjYgvR0S3+tpWje+PiMMRsa/v/50zJkmSJEkazsDGLSI2Au8C1ldDVwDvz8xO9XUsIvYAazJzJ7AlIrYuNNbURkiSJEnSJKtzxu3bwPXAqer+DuBFEfGZ6ozaWqADHKgePwhcs8iYJEmSJGlIawctkJmnACLi9NCfANdm5qMR8W7gx+idjTtePf44cNUiY2eJiL3AXoCpqSm63W6t0FPr4OZtT9ZadiXUzbWUubm5FVnPKJl5NNqYWZIkSaM1sHFbwBcy81vV7QeArcAcsK4a20DvTN5CY2fJzBlgBmB6ejo7nU6tAHfcfS+3H1tO9OWZvaFz3uvodrvU3b5SmHk02phZkiRJo7Wcq0q+JyK2R8Qa4KXA54GjnHkp5HZgdpExSZIkSdKQlnPa6i3A+4AAPpyZfxARTwcORcQmYDe998HlAmOSJEmSpCHVbtwys1P9+yC9K0v2P3YqIjrAdcBtmXkSYKExSZIkSdJwVuyNYpl5gjNXkVx0TJIkSZI0nOW8x02SJEmSNEI2bpIkSZJUOBs3SZIkSSqcjZskSZIkFc7GTZIkSZIKZ+MmSZIkSYWzcZMkSZKkwtm4SZIkSVLhbNwkSZIkqXA2bpIkSZJUOBs3SZIkSSqcjZskSZIkFc7GTZIkSZIKZ+MmSZIkSYWzcZMkSZKkwtVq3CJiKiIO9d3fHxGHI2LfsGOSJEmSpOEMbNwiYiPwLmB9dX8PsCYzdwJbImJr3bHmNkOSJEmSJledM27fBq4HTlX3O8CB6vZB4JohxiRJkiRJQ1o7aIHMPAUQEaeH1gPHq9uPA1cNMXaWiNgL7AWYmpqi2+3WCj21Dm7e9mStZVdC3VxLmZubW5H1jJKZR6ONmSVJkjRaAxu3BcwB66rbG+idtas7dpbMnAFmAKanp7PT6dQKcMfd93L7seVEX57ZGzrnvY5ut0vd7SuFmUejjZklSZI0Wsu5quRRzrzscTswO8SYJEmSJGlIyzltdQ9wKCI2AbuBHUDWHJMkSZIkDan2GbfM7FT/nqJ34ZEjwK7MPFl3bEWTS5IkSdIqsaw3imXmCc5cMXKoMUmSJEnScJbzHjdJkiRJ0gjZuEmSJElS4WzcJEmSJKlwNm6SJEmSVDgbN0mSJEkqnI2bJEmSJBXOxk2SJEmSCmfjJkmSJEmFs3GTJEmSpMLZuEmSJElS4WzcJEmSJKlwNm6SJEmSVDgbN0mSJEkqnI2bJEmSJBXOxk2SJEmSCjd04xYRayPiyxHRrb62RcT+iDgcEfv6ljtnTJIkSZI0vOWccbsCeH9mdjKzA2wF1mTmTmBLRGyNiD3zx1YusiRJkiStLmuX8X92AC+KiF3AMeBbwIHqsYPANcCVC4w9fH5RJUmSJGl1iswc7j9E/CDw1cx8NCLeDTwXeGlmfj4iXgBcRe8s3L/tH8vMWxdY115gL8DU1NRzfvd3f7dWhq89fpK/+W9DxT4v2777ovNex9zcHBs2bFiBNKNj5tFoS+Zdu3YdzczpceeQJElajZZzxu0Lmfmt6vYDwMuAddX9DfRefjm3wNg5MnMGmAGYnp7OTqdTK8Add9/L7ceWE315Zm/onPc6ut0udbevFGYejTZmliRJ0mgt5z1u74mI7RGxBngpcBO9l0ICbAdmgaMLjEmSJEmSlmE5p63eArwPCODDwD3AoYjYBOym9x64XGBMkiRJkrQMQzdumfkgvStLPiUiOsB1wG2ZeXKxMUmSJEnS8FbkjWKZeYIzV5FcdEySJEmSNLzlvMdNkiRJkjRCo7s0Y4ttvuVjy/p/s7e+cIWTSJIkSVqNPOMmSZIkSYWzcZMkSZKkwtm4SZIkSVLhbNwkSZIkqXA2bpIkSZJUOBs3SZIkSSqcjZskSZIkFc7PcWtQ/+e/3bztSW6s+Xlwfv6bJEmSpH6ecZMkSZKkwtm4SZIkSVLhbNwkSZIkqXA2bpIkSZJUOC9OUqDNNS9i0rRBF1TxIiqSJEnSaDTeuEXEfuBZwMcy89eb/n4aneU2mDZ8kiRJ0nAabdwiYg+wJjN3RsRdEbE1Mx9u8nuqfE2eURzmYxfqsMmUJElSCZo+49YBDlS3DwLXADZuag3PKkqSJKkETTdu64Hj1e3Hgav6H4yIvcDe6u5cRDxUc72XAl9fkYQj8gtmHolSMsdvDLV4EZlreMa4A0iSJK1WTTduc8C66vYG5l3FMjNngJlhVxoRD2Tm9PnHGx0zj4aZJUmSNIma/jiAo/ReHgmwHZht+PtJkiRJ0sRp+ozbPcChiNgE7AZ2NPz9JEmSJGniNHrGLTNP0btAyRFgV2aeXKFVD/3yygKYeTTMLEmSpIkTmTnuDJIkSZKkJTT9HjdJkiRJ0nlqXeMWEfsj4nBE7Bt3lvki4qKI+EREHIyID0XEhQvlLW0bImIqIj5X3S4+72kRcWdEvLi6XXTuiNgYER+PiAci4rcXy1dSZkmSJJWjVY1bROwB1mTmTmBLRGwdd6Z5bgDelpkvAB4DXsG8vIVuw28C6xbKVmheIuK5wOWZ+ZGW5H41cHd12f+nRcS/pPzMkiRJKkSrGjd6Fzo5UN0+yJmPGihCZt6ZmZ+q7l4GvIpz83YWGBubiHg+8AS9RrND4XkBIuIC4B3AbET8OO3I/Q3gByLiYuB7gH9I+ZklSZJUiLY1buuB49Xtx4GpMWZZVETsBDYCX+HcvMVsQ0RcCPwKcEs1tFC2YvL2eQ3wReA24GrgJsrP/cfAM4BfAP4UuJDyM0uSJKkQbWvc5oB11e0NFJg/Ii4B7gB+moXzlrQNtwB3ZuY3q/ul5z3tSmAmMx8D3gvcT/m53wT8XGa+Bfgz4JWUn1mSJEmFaNvE8ChnXj62HZgdX5RzVWewPgC8ITMfYeG8JW3DtcBNEdEFng28mLLznvYlYEt1exrYTPm5NwLbImIN8EPArZSfWZIkSYVo1ee4RcTTgUPAHwK7gR0r+KHe5y0ifh74V8Dnq6F3Aq+jLy+QFLgNVfP2EuZlo8C8EfE04C56LyW8gN5FYD5Mwbkj4mp6+8MzgMPAT8zPR2GZJUmSVI5WNW7Qu6w6cB1wf/VSuaItlLfkbWhb3tPamLuNmSVJkjQerWvcJEmSJGm1adt73CRJkiRp1bFxkyRJkqTC2bhJkiRJUuFs3CRJkiSpcDZukiRJklQ4GzdJkiRJKtz/D32xSF5AHOnNAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1080x720 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_best.hist(bins=15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "8195cbbb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlkAAAHsCAYAAADhF7gcAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAAfdElEQVR4nO3df5Tdd13n8de76RSm/ApIRTugBYTgj1IiPxYFseCPCALNlrL1KK64suquroKa3WbVPVVUuicri8dd9bCCrqAcBEoEumxASwQ8IFICRpSAaAtOBWHpIJYRpsln/7h30sl0MplJ5jN35t7H45weZr5z597PfDNpn3y+n+/nVmstAABsrPNGPQAAgHEksgAAOhBZAAAdiCwAgA5EFgBAByILAKADkQVsGVV1r6p6VVXtGPVYVlNV76yqB1XV71XVU4fHvrKq3ldVF5zhe6+rqp/fnJECo3T+qAcAjK+qem6Sy1trz13jt1yU5JGtteMrPFcluaC19oU1vO7VSb6xtfbj6xjumlTVLyR5YJKfSPK1Sb6vqm5J8sQkf9Ja++IZnuKfk5z8+Zb/XFX14iT/Msn/W+U5diV5XGvtr876BwG6E1nAVjKT5Muq6r0rfK2S3K2qvqG19rnVnqS19uokr+4xwCSvT/JtSd6U5KFJ3p7k74fHvq6q3pXkgiR/0Fo73YzVD1fVFcOPK4N/F182/Hwhyc+11n67qu6d5HCSPa21Ty1+c1W9c/g4YAsTWcBW8uAkr2itPX/UA1lJVe1K8oIkD0ryg0m+Jsl0kk8meVqSL0/yzCQPbK1dt8pT/Xpr7RdO87WF4WtVkl9LcmGSN1fVTJJ3ttaePXzcHef44wCdWZMF3EVVHa6qq6rqYFXdODz2tKr6UFV9sqquHR577vCxN1XVrVX1g2d43odX1d8u+fzHq+p/LnnIw5LcvIbxfc3S2a6q+tmq2r/k8+dW1W8v+57HVdWRqvqHqnppDfxmVX13Vb2gqv6oqu5ZVZ8cPv6Kqvro8PEvr6rzMpix+vUMQupAku9K8l+S7Mkgtr4kyc4kn1r22r9YVZ+oqvcn2Zvkqqp6//Cf41V19xV+zF9M8pAkf5PkeUluSfKjZzo3wNZhJgs4nV9K8lNJ/riqLkryq0menOS2JO+uqj8YPu5RSR6Z5ESSI1X1f1trH1vpCVtrH66qf6qqR7XW3p9BrLxw2cOeU1XPWeHb75Xk1tbak1trf1lVd6+qL22t/UOSpyb5vtP9IMPF6L+b5Kokx5K8MYPYeV8G65sekOQfkjw8yZHht70wyY8neXMGM0oPbq19tKo+n+SlSRbXht2W5B3DY49I8hVJ3rlsCF9I8huttWtXGNtckpXWcb0ig5D7reE4/2NWX6cFbDEiCzidl7fW3pAkVfWMDNZLvWf4tbtlsOg7SW5cjKqq+tMkX59kxcgael2SvcMZrYdnsKYpSdJa+9kkP7vSN1XVv0ryrUsOvT7Jd1TVm5LcrbX2kVVec1eSS5IcGn5+QQaX+v4oyfMzuPT2ySRPyCBokkEo/VQGi9xf2Fr7uyXf+5kMIuyeSV7cWntGVe1N8qQkj85gtmupM101qBUevz/JVyd5V5Irknxzkr+sqped4bmALUJkAafz7iUfV5K3tdYWtyu4RwYzV1fn1EA4b3h8Na9N8sokH0ryxtbaieFz3pTBpbblC7qnktyQ5OM59VLia5Nck8Es0MEzvGYl+evW2lcPX+vuSXYMx/rQJB9N8pEkV2YYSK21f19V35jkW5LcVFVPaa19MIM7A++bwQze9JKf980ZXDqs1trJS6JDn07yvGGILXdzBv8uXnpH5YkMIuvvkzw+g/C8LXeuAXvGGX5eYAuwJgtYi3cn2V1Vu4aX3t6a5NuHX/uW4R5RD0ry2CQ3rfZErbW/SHL3JP8hyWuWHH90a+2hrbVHLPvnoa21H0vyVVkSWa21D2SwUP7pGQTXaj6U5MKq+qbh2qpXJHlea21+OJZPJ/lwkqdkOJNVVR9MMpvB2qi/yuCS6KJLMliPdeWSY3dkcFnw00v3+aqq+2Wwtmp3kh9prT0qyTclecHw4yszmP07+S3Dn292+LjfHI7tZa21O5bcWbl89gvYYkQWcEbDdU/PS/KGDELnXa21xTVZ78kglv40yf5hHJzJ6zKIpref6YFV9a1V9ewk35FB7Cx1Ywb7aq26X9Rw76qrM1hXNpvBXlWLl/Tel0HEfDjJZ1trfzM8/vMZbJ/wiSSfy2AdVzL49+ZbWmtPzGA/q8U7AX8lgxi9Jcmrquo+w8d/f5Iva621JL9SVU/KIOxeOVzr9oAkv1tVFw4fP7Vk3H+cweXHdyd5zLIfy5UI2OJq8PceYP3OYrPRVNX5GQTPE1tr/24Nj/9PGewh9dbW2m+d5VA3TFV9U5Ifaq09p6renORvMwivuST/efiwAxkspP/lDOLtGa21D1bVj2YQXD9TVf81yYdbay+rqlcmeXtr7aXDzUivymDd1+l8VZLH2owUtjaRBZy1s4ysgxlE03e01o71GdnmqKpqrbWq2rHSLvXDx9yjtXb78OPzlqxBW/rxha21zw8/vleSO4aXMoFtTGQBAHRgTRYAQAciCwCgA5EFANDBlrsF+P73v3+75JJLur/O7bffnnvc4x7dX4e7cu5Hx7kfHed+dJz70Rr383/TTTd9urV20Upf23KRdckll+S9733vmR94jg4fPpzLL7+8++twV8796Dj3o+Pcj45zP1rjfv6r6pbTfc3lQgCADkQWAEAHIgsAoAORBQDQgcgCAOhAZAEAdCCyAAA6EFkAAB2ILACADkQWAEAHIgsAoAORBQDQgcgCAOhAZAEAdCCyAAA6OH/UAwAA2EgHj8zmwKFjuXVuPhfvnM6+Pbuyd/fMpo9DZAEAY+Pgkdnsv/5o5heOJ0lm5+az//qjSbLpoeVyIQAwNg4cOnYysBbNLxzPgUPHNn0sIgsAGBu3zs2v63hPIgsAGBsX75xe1/GeRBYAMDb27dmV6akdpxybntqRfXt2bfpYLHwHAMbG4uJ2dxcCAGywvbtnRhJVy7lcCADQgcgCAOhAZAEAdCCyAAA6EFkAAB2ILACADkQWAEAHIgsAoAORBQDQgcgCAOhAZAEAdCCyAAA6EFkAAB2ILACADkQWAEAHIgsAoAORBQDQgcgCAOhAZAEAdCCyAAA6EFkAAB2ILACADkQWAEAHIgsAoAORBQDQgcgCAOhAZAEAdCCyAAA6EFkAAB2ILACADkQWAEAHIgsAoAORBQDQgcgCAOhAZAEAdCCyAAA6EFkAAB2ILACADkQWAEAHIgsAoAORBQDQgcgCAOhAZAEAdCCyAAA6EFkAAB2ILACADkQWAEAHIgsAoAORBQDQgcgCAOhAZAEAdCCyAAA6EFkAAB2ILACADkQWAEAHIgsAoAORBQDQgcgCAOhAZAEAdCCyAAA6EFkAAB2ILACADkQWAEAHIgsAoAORBQDQgcgCAOhAZAEAdCCyAAA6EFkAAB2ILACADkQWAEAHIgsAoAORBQDQgcgCAOhAZAEAdCCyAAA6EFkAAB2ILACADkQWAEAHIgsAoAORBQDQgcgCAOhAZAEAdCCyAAA6EFkAAB2ILACADkQWAEAHIgsAoAORBQDQgcgCAOhAZAEAdCCyAAA6EFkAAB2ILACADkQWAEAHIgsAoAORBQDQgcgCAOhAZAEAdCCyAAA6EFkAAB2ILACADkQWAEAHIgsAoAORBQDQgcgCAOhAZAEAdCCyAAA6EFkAAB2ILACADkQWAEAHIgsAoAORBQDQgcgCAOhAZAEAdCCyAAA6EFkAAB2ILACADkQWAEAHIgsAoAORBQDQgcgCAOhAZAEAdCCyAAA6EFkAAB2ILACADkQWAEAHIgsAoAORBQDQgcgCAOhAZAEAdCCyAAA6EFkAAB2ILACADkQWAEAHIgsAoAORBQDQgcgCAOhAZAEAdCCyAAA6EFkAAB2ILACADkQWAEAHIgsAoAORBQDQgcgCAOhAZAEAdCCyAAA6EFkAAB2ILACADkQWAEAHIgsAoAORBQDQgcgCAOhAZAEAdCCyAAA6OH/UA4CeDh6ZzYFDx3Lr3Hwu3jmdfXt2Ze/umVEPC4AJILIYWwePzGb/9Uczv3A8STI7N5/91x9NEqEFQHcuFzK2Dhw6djKwFs0vHM+BQ8dGNCIAJonIYmzdOje/ruMAsJFEFmPr4p3T6zoOABtJZDG29u3ZlempHaccm57akX17do1oRABMEgvfGVuLi9vdXQjAKIgsxtre3TOiCoCRcLkQAKADkQUA0IHIAgDoQGQBAHQgsgAAOhBZAAAdiCwAgA5EFgBAByILAKADkQUA0IHIAgDoQGQBAHQgsgAAOhBZAAAdiCwAgA7OH/UAGB8Hj8zmwKFjuXVuPhfvnM6+Pbuyd/fMqIcFACMhstgQB4/MZv/1RzO/cDxJMjs3n/3XH00SoQXARHK5kA1x4NCxk4G1aH7heA4cOjaiEQHAaK0psqrqvKq6d1WdX1VPrqp79R4Y28utc/PrOg4A426tM1mvSfKkJP89yfOSvL7biNiWLt45va7jADDu1hpZX9Jae1OSh7XWvieJ/3Jyin17dmV6ascpx6andmTfnl0jGhEAjNZaF75/rqoOJrmpqp6W5HP9hsR2tLi43d2FADCw1sh6dpKvaa29r6ouS3J1xzGxTe3dPSOqAGBorZH1ugxmsR6U5H2ttc92HBMAwLa31jVZP5DkrzNY9P7Rqvp4vyEBAGx/a42s9yd5VpI3JnlEkq/oNSAAgHGw1si6NINtHJ6e5ANJjnYbEQDAGFjrmqz/k+SjSf4kyf9I8r5uIwIAGANriqzW2mOr6tIkFyf5eJJ/7joqAIBtbq1vq/OrSa5N8qIkD0nyex3HBACw7a15TVZr7VlJ5lprNyS5T8cxAQBse2uNrE9V1X9Jct+q+r4kn+g4JgCAbW+tkfWvk3w2ybsymMX6/m4jAgAYA2td+D6f5Fc6jwUAYGysdSYLAIB1WHUmq6pe3Fr7iap6W5K2eDhJa609pfvoAAC2qVUjq7X2E8P/ffLmDAcAYDysdZ+sZ1XVdO/BAACMi7W+rc7Dkryuqm5L8oYkb2qt3d5vWAAA29uaZrJaa9e11p6W5IeTPDzJLV1HBQCwza1pJquqnpnkqUkemOQ9Sb6p56AAALa7tV4u/LokL26tfaTnYAAAxsVaNyP9pd4DAQAYJzYjBQDoQGQBAHQgsgAAOhBZAAAdiCwAgA5EFgBAByILAKADkQUA0IHIAgDoQGQBAHQgsgAAOhBZAAAdiCwAgA5EFgBAByILAKADkQUA0IHIAgDoQGQBAHQgsgAAOhBZAAAdiCwAgA5EFgBAByILAKADkQUA0IHIAgDoQGQBAHQgsgAAOhBZAAAdiCwAgA5EFgBAByILAKADkQUA0IHIAgDoQGQBAHQgsgAAOhBZAAAdiCwAgA5EFgBAByILAKADkQUA0IHIAgDoQGQBAHQgsgAAOhBZAAAdiCwAgA5EFgBAByILAKADkQUA0IHIAgDoQGQBAHQgsgAAOhBZAAAdiCwAgA5EFgBAByILAKADkQUA0IHIAgDoQGQBAHQgsgAAOhBZAAAdiCwAgA5EFgBAByILAKADkQUA0IHIAgDoQGQBAHQgsgAAOhBZAAAdiCwAgA5EFgBAByILAKADkQUA0IHIAgDoQGQBAHQgsgAAOhBZAAAdiCwAgA7OH/UAGI2DR2Zz4NCx3Do3n4t3Tmffnl3Zu3tm270GAGxVImsCHTwym/3XH838wvEkyezcfPZffzRJNiyCVnuNnRvyCgCwtblcOIEOHDp2Mn4WzS8cz4FDx7bVawDAViayJtCtc/PrOr5VXwMAtjKRNYEu3jm9ruNb9TUAYCsTWRNo355dmZ7accqx6akd2bdn17Z6DQDYykTWBNq7eyYvuvLSzOycTiWZ2TmdF1156Ybe+bcZrwEAW5m7CyfU3t0z3YNnM14DALYqM1kAAB2ILACADkQWAEAHIgsAoAORBQDQgcgCAOhAZAEAdCCyAAA6EFkAAB2ILACADkQWAEAHIgsAoAORBQDQgcgCAOhAZAEAdCCyAAA6EFkAAB2ILACADkQWAEAHIgsAoAORBQDQgcgCAOhAZAEAdCCyAAA6EFkAAB2ILACADkQWAEAHIgsAoAORBQDQgcgCAOhAZAEAdHD+qAcwLg4emc2BQ8dy69x8Lt45nX17dmXv7plRDwsAGBGRtQEOHpnN/uuPZn7heJJkdm4++68/miRCCwAm1ERH1kbNPh04dOxkYC2aXzieA4eOiSwAmFATG1lz8wvZ/0cbM/t069z8uo4DAONvYhe+f/Kz/3za2af1unjn9LqOAwDjb2Jnsr54/ERWasyzmX3at2fXKWuykmR6akf27dl1LkMcG3e5LHvZ8TN/EwBscxM7k3XBjpV/9LOZfdq7eyYvuvLSzOycTiWZ2TmdF115qfVYufOmgNm5+bQMLsvO3jafg0dmRz00AOhqYmeyHnCfu2d66viGzT7t3T0jqlaw0k0BJ1pzUwAAY29iZ7J2Tk9t6dmng0dm84TrbsyDr7khT7juxm078+OmAAAm1cTOZCVbd/ZpnPbdunjndGZXCCo3BQAw7iZ2JmsrW23fre1m355dmZ7accqx86rcFADA2JvomaytapwusS3OvC29u3Dmvse33YwcAKyXyNqCxu0S2/LLsocPH/ZejwCMPZcLN9BGLVZf6RLbOO27NTe/cJdtHfZff3TbLu4HgJWIrA2y0n5QZxsO477v1kbutg8AW5XLhRtko98keqve+bgRNnK3fQDYqsxkbZBxWqze20butg8AW5XI2iDeJHrtBrvtj++aMwBIRNaGGffF6htpq++2DwAbwZqsDbLSflC2JTi9cV5zBgCJyNpQwgEAWORyIQBAByILAKADlwtZF2+HAwBrI7JYs8Vd7Rc3XV3c1T6J0AKAZUTWWVppRicZ77sLN3pXewAYZyLrLKw0o7PvNR9IKlk43k4eG7dZHrvaA8DaWfh+Flaa0Vk40U4G1qJxe9Nju9oDwNqJrLOwnpmbc5nlOXhkNk+47sY8+Job8oTrbszBI7Nn/Vwbwa72ALB2LheehYt3Tmd2jfF0trM8W3GRuV3tAWDtRNZZ2Ldn1ykBlCRT59Upa7KSc5vl2aqLzO1qDwBrI7LOwulmdFY6drZBYpE5AGxvImsFa9lw83QzOhs1y3O6S5IWmQPA9mDh+zKLa6Fm5+bTcudaqM1edG6ROQBsb2aycufM1ekWs88vHM9P/v4H8oJXv3/TFntbZA4A29vER9byu/hO53g7t01Gz+Y9/ywyB4Dta+IvF650F9+ZrHeT0a1yCRIA2DwTH1lne7feer5vte0YAIDxNPGXC9ezsejy70vWdhnQdgwAMHkmfiZrpbv4zmTxLr+VLgM+/9Xvz6N+7i2nXAr0nn8AMHkmfiZrcdbp+a9+/5oev3N6Kk+/7MtXvRtxbn7hlMXxK+0QvxnbMZzNYnsAYGNM/ExWMgihmTXOKt3+hTvy6j/7+BkvMS5dc7V390xedOWlJ19jR9XJr/da/G6xPQCM1sTOZM3NL+QJ1914cpbnyY+4KK+7afaMdxounGirfn2p2bn5PPiaG7Lzwqm0NnjNyrlvB7EWW/W9DwFgUkzkTNbBI7P5u8/MnzLL8+r3fDzPevRM7nHB+tZnnUlLctvnFzI3v3Dy86V63WVosT0AjNZERta1b/hg2rLcWTjR8sp3fyy3f3F9e2ZthB7hY7E9AIzWREbW4qzSVtEjfLz3IQCM1sSuydpKnvyIizb8Ob33IQCM1kRG1oVTW2sC720f+lSX5/XehwAwOlurNjbBwSOz67pDcD1O125narrZuXlbKwDAmJm4yLr2DR/MwvE+kXXHieQ5j/+KzOycTiWZ2Tmdl1z9qHzkl74zL7n6UdlRddrvtYcVAIyXibpcePDIbNdF7y2DS39/cs1T7vK1xct2y3d+X2QPKwAYLxMVWT/9+qPdX2N2bj6XXHNDdlTleGuZWbLg/Exv4WMPKwAYHxN1uXAz98Bavqv74qXA1d7Cxx5WADA+JiqyRmX5ru72sAKA8TdRlwtH6dbhHYSL+1ZNT52XqqS1wRtGP+vRtlsAgHFiJmuT3Gd6KvuvP3ry/RI/v3AiwyuKOd5aXnfTrLsLAWCMmMnaJFVZ8a7CRcvvLlw662W3dgDYfkTWJrnt82feOmLx7sKDR2ZP2ephcfF8EqEFANuEy4VbyOLdhQcOHbvLrNfyxfMAwNYmsraQxbsLT7dfln20AGD7EFlbyOKlwNPtl2UfLQDYPqzJ2kIWF7vPrjBjNbWj1r2PlsXzADA6ImuLmJ4677Tva5hk8MaI62DxPACMVpfIqqqHJHl2kte31j7c4zXGzRfuOJETq4TUwol2lzeQPnhkNj/3xg+evHNx5/RUrn3m12bv7plVF8+LLADob0Mjq6ruluTzuXOt13VVtfxh72itPWkjX3ccrBZYi5YufD94ZDb7XvuBLBy/8xvn5hey7zUfuMtjT/ccAEA/G73w/VlJvpA7L27dseRr/5jk9iSpqodt8OtOhKUL3w8cOnZKYC1anPGyeB4ARmujI+uZSS5Y8vnSmbJ7J7kwyZcmeeIGv+7YW/4G0qvNSN06N+9NqAFgxKq1da6oXu3Jqv5tkv+W5JFJbh4evmP48UUZhNYXk1zbWrtuyfedSFJJcr/73S8vf/nLN2xMS23gj7r5aniChs70s1QNpxOXPm7ZcwAA52bv3r03tdYes9LXNnrh+3cn+c0ki1MoLYP/rt+WwQzXvZNMZdkMWmvt5OePecxj2hVXXLHBwxq45JobTn78k5fekV8+unk3V07tqBy46rK895bP5JXv/tiqj52e2pEXXXnpqgvUV1qTlSRT51UOPPuyXLGFF7cfPnw4l19++aiHMZGc+9Fx7kfHuR+tST7/G3258ElJfizJR4efVwbB9dVJHjj8fD53znKNpakdlempO0/tfS+cyoGrLsve3TP5hb2X5iVXP+oul/IWZ5hmdk6fMbCSwTYMB666LPe9cOrksZ3TUznw7MvcPQgAW8BGT+U8K8nrlnx+IoOQu+eSY59MckNG4ObrvvOU2ayzceHUebng/B2Zm18YXJIbTiRVBtN2M2vY9HPxa+e6Ueje3TOCCgC2qA2NrNbawdx5qTBJUlWXJHlhkockeWuS32itfXYjX3c9br7uO5MMpi9v/p7LRzUMgQQAY677oqTW2s1Jvrf36wAAbCXeIBoAoAORBQDQgcgCAOhAZAEAdCCyAAA6EFkAAB2ILACADkQWAEAHIgsAoAORBQDQgcgCAOhAZAEAdCCyAAA6EFkAAB1Ua23UYzhFVX0qyS2b8FL3T/LpTXgd7sq5Hx3nfnSc+9Fx7kdr3M//V7bWLlrpC1susjZLVb23tfaYUY9jEjn3o+Pcj45zPzrO/WhN8vl3uRAAoAORBQDQwSRH1ktHPYAJ5tyPjnM/Os796Dj3ozWx539i12QBAPQ0yTNZAADdiCwAgA4mLrKq6mVV9a6q+plRj2UcVNX5VfWxqjo8/OfSlc7xuRxjZVX1gKp6x5LPN/S8+7M4vaXnfqW/A8Pjzv0Gq6r7VNWbq+otVfX6qrrA7/3mOM2593t/BhMVWVV1ZZIdrbVvSPKQqnrYqMc0Bh6Z5FWttctba5cneViWneOVzvtaj43oZ9ryquq+Sf53knsMPz/rc+zPYn2Wn/ss+zvQWjvq3HfzPUle3Fr79iSfSPJd8Xu/WZaf+2vi9/6Mzh/1ADbZ5Ul+f/jxW5I8MclHRjaa8fD4JE+vqicnOZrkC7nrOd59Dsf8+azseJKrk/zB8PPLs7Hn3Z/F6S0/98v/DvxQNv7Pw7lP0lr7tSWfXpTkOUleMvzc731HK5z7j8fv/RlN1ExWBv/Pc3b48WeSPGCEYxkXf5bkW1trj0syleSpues5Xum8r/UYK2it/WNr7bNLDp3LOfZnsQ4rnPvlfweeFue+q6r6hiT3zeA/9H7vN9GSc//W+L0/o0mLrH9KMj38+J6ZvJ+/hz9vrf398OP3ZvAeVcvP8Urnfa3HWJtzOcf+LM7N8r8DD4tz301V3S/Jryb5N/F7v6mWnXu/92swFj/EOtyUwRRkklyW5ObRDWVsvKKqLquqHUn2JvmR3PUcr3Te13qMtTmXc+zP4tws/zvwgTj3XVTVBUlek2R/a+2W+L3fNCuce7/3azBpa7IOJnlHVV2cwWWtx492OGPh55P8XpJK8oasfI7bORxjbQ5mY8+7P4u1O+XvQGvtD6vq3nHue/iBJF+f5Ker6qeT/FaS7/V7vymWn/u3JXlF/N6vauJ2fB/eGfRtSd7eWvvEqMczjlY6x+dyjLXZ6PPuz+LcOPebw+/91uLcn2riIgsAYDNM2posAIBNIbIAADoQWcDEqqrDox4DML5EFgBAB5O2hQMwRoYzUX+W5JGttT1VdWGS30nypUmOttZ+pKquTfIvklyY5FNJvqu1dscKz/X9SR7QWruuqp6b5Mtaa9dtzk8CjCMzWcB29vgk72qt7Rl+/oNJ/qK19qQkX15Vjxwef0dr7ZuTfDLJFad5rtdmsKliklyV5JV9hgxMCjNZwHb2F62165d8vivJN1bV5Ul2JpkZHr9p+L9/nuSSlZ6otfa5qvpoVX1zkvNaa3/XY8DA5DCTBWxn/7Ts82NJXtJauzzJzyT52PD444b/uzvJX6/yfL+TwS7ir9rAMQITSmQB4+R/JXlqVb09yQ8n+fjw+GOH67d2JnnTKt//h0mmkly/ymMA1sSO78BYGy58P9xaO3yGx90vgwB7S2vt2v4jA8adyAIA6MDlQgCADkQWAEAHIgsAoAORBQDQgcgCAOhAZAEAdPD/AU+6YA/Ch+GdAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use({'figure.figsize':(10,8)})\n",
    "for each in df_best.columns:\n",
    "    plt.scatter(df_best[each], df['views'])\n",
    "    plt.title('{}与views散点图'.format(each))\n",
    "    plt.xlabel(each)\n",
    "    plt.ylabel('views')\n",
    "    plt.yticks (range(0,60,5))\n",
    "    plt.grid()\n",
    "    plt.show ()"
   ]
  }
 ],
 "metadata": {
  "hide_input": false,
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
   ],
   "window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}